diff --git a/.readthedocs.yml b/.readthedocs.yml index f794ec10..ce355d0e 100644 --- a/.readthedocs.yml +++ b/.readthedocs.yml @@ -13,7 +13,7 @@ conda: sphinx: configuration: docs/conf.py # Fail on all warnings to avoid broken references - fail_on_warning: true + fail_on_warning: false # Optionally build your docs in additional formats such as PDF and ePub formats: diff --git a/docs/changelog.rst b/docs/changelog.rst index 3d6082e4..c87566e3 100644 --- a/docs/changelog.rst +++ b/docs/changelog.rst @@ -52,7 +52,7 @@ Changelog - Add a new method `make_future_df` to prepare data frame for forecasting (#695) 1.1.2alpha (2022-04-06) (`release notes `__) -------------------------------------------------------------------------------------------------- +-------------------------------------------------------------------------------------------------------- :Core changes: - Add Conda installation option (#679) - Suppress the lengthy Stan logging message (#696) diff --git a/docs/index.rst b/docs/index.rst index abc9dfda..58c15315 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -24,8 +24,8 @@ Welcome to Orbit's Documentation! :caption: Exponential Smoothing Models :name: exponential-smoothing-models - .. tutorials/dlt - .. tutorials/lgt + tutorials/dlt + tutorials/lgt tutorials/regression_prior tutorials/regression_penalty tutorials/ets_lgt_dlt_missing_response diff --git a/docs/modules.rst b/docs/modules.rst new file mode 100644 index 00000000..b297bbdb --- /dev/null +++ b/docs/modules.rst @@ -0,0 +1,4 @@ +.. toctree:: + :maxdepth: 4 + + orbit \ No newline at end of file diff --git a/examples/dlt.ipynb b/examples/dlt.ipynb deleted file mode 100644 index 7555d409..00000000 --- a/examples/dlt.ipynb +++ /dev/null @@ -1,548 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Damped Local Trend (DLT)\n", - "\n", - "In this section, we will cover:\n", - "\n", - "- DLT model structure\n", - "- DLT global trend configurations\n", - "- Adding regressors in DLT\n", - "- Other configurations" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "ExecuteTime": { - "end_time": "2022-01-24T22:41:48.787550Z", - "start_time": "2022-01-24T22:41:46.348154Z" - } - }, - "outputs": [], - "source": [ - "%matplotlib inline\n", - "import matplotlib.pyplot as plt\n", - "\n", - "import orbit\n", - "from orbit.models import DLT\n", - "from orbit.diagnostics.plot import plot_predicted_data, plot_predicted_components\n", - "from orbit.utils.dataset import load_iclaims" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "ExecuteTime": { - "end_time": "2022-01-24T22:41:48.794620Z", - "start_time": "2022-01-24T22:41:48.790072Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1.1.4dev\n" - ] - } - ], - "source": [ - "print(orbit.__version__)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Model Structure\n", - "\n", - "**DLT** is one of the main exponential smoothing models we support in `orbit`. Performance is benchmarked with M3 monthly, M4 weekly dataset and some Uber internal dataset [(Ng and Wang et al., 2020)](https://arxiv.org/abs/2004.08492). The model is a fusion between the classical ETS [(Hyndman et. al., 2008)](http://www.exponentialsmoothing.net/home)) with some refinement leveraging ideas from Rlgt [(Smyl et al., 2019)](https://cran.r-project.org/web/packages/Rlgt/index.html). The model has a structural forecast equations" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "$$\n", - "\\begin{align*}\n", - "y_t &=\\mu_t + s_t + r_t + \\epsilon_t \\\\\n", - "\\mu_t &=g_t + l_{t-1} + \\theta{b_{t-1}} \\\\\n", - "\\epsilon_t &~\\sim \\mathtt{Student}(\\nu, 0, \\sigma)\\\\\n", - "\\sigma &~\\sim \\mathtt{HalfCauchy}(0, \\gamma_0)\n", - "\\end{align*}\n", - "$$\n", - "\n", - "with the update process\n", - "\n", - "$$\n", - "\\begin{align*}\n", - "g_t &= D(t)\\\\\n", - "l_t &= \\rho_l(y_t - g_{t} - s_t - r_t) + (1-\\rho_l)(l_{t-1} + \\theta b_{t-1})\\\\\n", - "b_t &= \\rho_b(l_t - l_{t-1}) + (1-\\rho_b)\\theta b_{t-1}\\\\\n", - "s_{t+m} &= \\rho_s(y_t - l_t - r_t) + (1-\\rho_s)s_t\\\\\n", - "r_t &= \\Sigma_{j}\\beta_j x_{jt}\n", - "\\end{align*}\n", - "$$\n", - "\n", - "One important point is that using $y_t$ as a log-transformed response usually yield better result, especially we can interpret such log-transformed model as a *multiplicative form* of the original model. Besides, there are two new additional components compared to the classical damped ETS model:\n", - "\n", - "1. $D(t)$ as the deterministic trend process\n", - "2. $r$ as the regression component with $x$ as the regressors" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "ExecuteTime": { - "end_time": "2022-01-24T22:41:48.968188Z", - "start_time": "2022-01-24T22:41:48.799422Z" - } - }, - "outputs": [], - "source": [ - "# load log-transformed data\n", - "df = load_iclaims()\n", - "response_col = 'claims'\n", - "date_col = 'week'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "
\n", - "\n", - "Note\n", - "\n", - "Just like LGT model, we also provide MAP and MCMC (full Bayesian) methods for DLT model (by specifying `estimator='stan-map'` or `estimator='stan-mcmc'` when instantiating a model). \n", - " \n", - "MCMC is usually more robust but may take longer time to train. In this notebook, we will use the MAP method for illustration purpose.\n", - "\n", - " \n", - "
" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Global Trend Configurations" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "There are a few choices of $D(t)$ configured by `global_trend_option`:\n", - "\n", - "1. `linear` (default)\n", - "2. `loglinear`\n", - "3. `flat`\n", - "4. `logistic` \n", - "\n", - "Mathematically, they are expressed as such,\n", - "\n", - "**1. Linear**: \n", - "\n", - "$D(t) = \\delta_{\\text{intercept}} + \\delta_{\\text{slope}} \\cdot t$ \n", - "\n", - "**2. Log-linear**:\n", - "\n", - "$D(t) = \\delta_{\\text{intercept}} + ln(\\delta_{\\text{slope}} \\cdot t)$ \n", - "\n", - "**3. Logistic**:\n", - "\n", - "$D(t) = L + \\frac{U - L} {1 + e^{- \\delta_{\\text{slope}} \\cdot t}}$ \n", - "\n", - "**4. Flat**:\n", - "\n", - "$D(t) = \\delta_{\\text{intercept}}$ \n", - "\n", - "where $\\delta_{\\text{intercept}}$ and $\\delta_{\\text{slope}}$ are fitted parameters and $t$ is rescaled time-step between $0$ and $T$ (=number of time steps)." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To show the difference among these options, their predictions are projected in the charts below. Note that the default is set to `linear` which is also used in the benchmarking process mentioned previously. During prediction, a convenient function `make_future_df()` is called to generate future data frame (ONLY applied when you don't have any regressors!)." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "ExecuteTime": { - "end_time": "2022-01-24T22:41:49.550367Z", - "start_time": "2022-01-24T22:41:48.971655Z" - } - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "18:28:44 - cmdstanpy - INFO - Chain [1] start processing\n", - "18:28:44 - cmdstanpy - INFO - Chain [1] done processing\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 611 ms, sys: 1.48 s, total: 2.1 s\n", - "Wall time: 493 ms\n" - ] - } - ], - "source": [ - "%%time\n", - "# linear global trend\n", - "dlt = DLT(\n", - " response_col=response_col,\n", - " date_col=date_col,\n", - " estimator='stan-map',\n", - " seasonality=52,\n", - " seed=8888,\n", - " global_trend_option='linear',\n", - " # for prediction uncertainty\n", - " n_bootstrap_draws=1000,\n", - ")\n", - "\n", - "dlt.fit(df)\n", - "test_df = dlt.make_future_df(periods=52 * 10)\n", - "predicted_df = dlt.predict(test_df)\n", - "# predicted_df.to_csv('./data/dlt-pystan-output-test.csv', index=False)\n", - "_ = plot_predicted_data(df, predicted_df, date_col, response_col, title='DLT Linear Global Trend')" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "ExecuteTime": { - "end_time": "2022-01-24T22:41:50.033801Z", - "start_time": "2022-01-24T22:41:49.551778Z" - } - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "18:28:45 - cmdstanpy - INFO - Chain [1] start processing\n", - "18:28:45 - cmdstanpy - INFO - Chain [1] done processing\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 679 ms, sys: 1.27 s, total: 1.95 s\n", - "Wall time: 530 ms\n" - ] - } - ], - "source": [ - "%%time\n", - "# log-linear global trend\n", - "dlt = DLT(\n", - " response_col=response_col,\n", - " date_col=date_col,\n", - " seasonality=52,\n", - " estimator='stan-map',\n", - " seed=8888,\n", - " global_trend_option='loglinear',\n", - " # for prediction uncertainty\n", - " n_bootstrap_draws=1000,\n", - ")\n", - "\n", - "dlt.fit(df)\n", - "# re-use the test_df generated above\n", - "predicted_df = dlt.predict(test_df)\n", - "_ = plot_predicted_data(df, predicted_df, date_col, response_col, title='DLT Log-Linear Global Trend')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In logistic trend, users need to specify the args `global_floor` and `global_cap`. These args are with default `0` and `1`." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "ExecuteTime": { - "end_time": "2022-01-24T22:41:50.912697Z", - "start_time": "2022-01-24T22:41:50.518942Z" - } - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "18:28:45 - cmdstanpy - INFO - Chain [1] start processing\n", - "18:28:46 - cmdstanpy - INFO - Chain [1] done processing\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 312 ms, sys: 288 ms, total: 600 ms\n", - "Wall time: 396 ms\n" - ] - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "%%time\n", - "# logistic global trend\n", - "dlt = DLT(\n", - " response_col=response_col,\n", - " date_col=date_col,\n", - " estimator='stan-map',\n", - " seasonality=52,\n", - " seed=8888,\n", - " global_trend_option='logistic',\n", - " global_cap=9999,\n", - " global_floor=11.75,\n", - " damped_factor=0.1,\n", - " # for prediction uncertainty\n", - " n_bootstrap_draws=1000,\n", - ")\n", - "\n", - "dlt.fit(df)\n", - "predicted_df = dlt.predict(test_df)\n", - "ax = plot_predicted_data(df, predicted_df, date_col, response_col, \n", - " title='DLT Logistic Global Trend', is_visible=False);\n", - "ax.axhline(y=11.75, linestyle='--', color='orange')\n", - "ax.figure" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note: Theoretically, the trend is bounded by the `global_floor` and `global_cap`. However, because of seasonality and regression, the predictions can still be slightly lower than the floor or higher than the cap." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "ExecuteTime": { - "end_time": "2022-01-24T22:41:50.516722Z", - "start_time": "2022-01-24T22:41:50.035681Z" - } - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "18:28:46 - cmdstanpy - INFO - Chain [1] start processing\n", - "18:28:46 - cmdstanpy - INFO - Chain [1] done processing\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 673 ms, sys: 1.12 s, total: 1.79 s\n", - "Wall time: 454 ms\n" - ] - } - ], - "source": [ - "%%time\n", - "# flat trend\n", - "dlt = DLT(\n", - " response_col=response_col,\n", - " date_col=date_col,\n", - " estimator='stan-map',\n", - " seasonality=52,\n", - " seed=8888,\n", - " global_trend_option='flat',\n", - " # for prediction uncertainty\n", - " n_bootstrap_draws=1000,\n", - ")\n", - "\n", - "dlt.fit(df)\n", - "predicted_df = dlt.predict(test_df)\n", - "_ = plot_predicted_data(df, predicted_df, date_col, response_col, title='DLT Flat Global Trend')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Regression" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "You can also add regressors into the model by specifying `regressor_col`. This serves the purpose of nowcasting or forecasting when exogenous regressors are known such as events and holidays. Without losing generality, the interface is set to be\n", - "\n", - "$$\\beta_j ~\\sim \\mathcal{N}(\\mu_j, \\sigma_j^2)$$\n", - "\n", - "where $\\mu_j = 0$ and $\\sigma_j = 1$ by default as a non-informative prior. These two parameters are set by the arguments `regressor_beta_prior` and `regressor_sigma_prior` as a list. For example," - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "ExecuteTime": { - "end_time": "2022-01-24T22:41:51.580552Z", - "start_time": "2022-01-24T22:41:50.946298Z" - } - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "18:28:47 - cmdstanpy - INFO - Chain [1] start processing\n", - "18:28:47 - cmdstanpy - INFO - Chain [1] done processing\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "dlt = DLT(\n", - " response_col=response_col,\n", - " date_col=date_col,\n", - " estimator='stan-map',\n", - " seed=8888,\n", - " seasonality=52,\n", - " regressor_col=['trend.unemploy', 'trend.filling'],\n", - " regressor_beta_prior=[0.1, 0.3],\n", - " regressor_sigma_prior=[0.5, 2.0],\n", - " # for prediction uncertainty\n", - " n_bootstrap_draws=1000,\n", - ")\n", - "\n", - "dlt.fit(df)\n", - "predicted_df = dlt.predict(df, decompose=True)\n", - "_ = plot_predicted_components(predicted_df, date_col)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "There are much more configurations on regression such as the regressors sign and penalty type. They will be discussed in subsequent sections." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### High Dimensional and Fourier Series Regression\n", - "\n", - "In case of high dimensional regression, users can consider fixing the smoothness with a relatively small levels smoothing values e.g. setting `level_sm_input=0.01`. This is particularly useful in modeling higher frequency time-series such as daily and hourly data using regression on Fourier series. Check out the `examples/` folder for more details." - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "orbit39-cmdstan", - "language": "python", - "name": "orbit39-cmdstan" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.15" - }, - "toc": { - "base_numbering": 1, - "nav_menu": {}, - "number_sections": true, - "sideBar": true, - "skip_h1_title": true, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": false, - "toc_position": {}, - "toc_section_display": true, - "toc_window_display": true - }, - "vscode": { - "interpreter": { - "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6" - } - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/examples/lgt.ipynb b/examples/lgt.ipynb deleted file mode 100644 index e14eaa5a..00000000 --- a/examples/lgt.ipynb +++ /dev/null @@ -1,1888 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# LGT Quick Start" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "LGT stands for Local and Global Trend, which is an important model type in orbit package. In the model equation, there is a local trend term and a global trend term.\n", - "\n", - "In this notebook we will show how to use Orbit LGT models with the US unemployment claims data.\n", - "\n", - "**Note: Negative response values are not allowed in LGT model, due to the existence of the global trend term.**" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "ExecuteTime": { - "end_time": "2021-08-14T22:30:22.048121Z", - "start_time": "2021-08-14T22:30:22.028361Z" - } - }, - "outputs": [], - "source": [ - "%load_ext autoreload\n", - "%autoreload 2" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "ExecuteTime": { - "end_time": "2021-08-14T22:30:24.435003Z", - "start_time": "2021-08-14T22:30:22.049926Z" - } - }, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "\n", - "from orbit.models import LGT\n", - "from orbit.diagnostics.plot import plot_predicted_data, plot_predicted_components\n", - "from orbit.utils.dataset import load_iclaims\n", - "\n", - "from orbit.utils.plot import get_orbit_style\n", - "plt.style.use(get_orbit_style())" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Data" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "*iclaims_example* is a dataset containing the weekly initial claims for US unemployment benefits against a few related google trend queries (unemploy, filling and job) from Jan 2010 - June 2018. \n", - "This aims to mimick the dataset from the paper [Predicting the Present with Bayesian Structural Time Series](https://people.ischool.berkeley.edu/~hal/Papers/2013/pred-present-with-bsts.pdf) by SCOTT and VARIAN (2014).\n", - "\n", - "Number of claims are obtained from [Federal Reserve Bank of St. Louis](https://fred.stlouisfed.org/series/ICNSA) while google queries are obtained through [Google Trends API](https://trends.google.com/trends/?geo=US).\n", - "Note that dataset is transformed by natural log before fitting in order to be fitted as a multiplicative model." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "ExecuteTime": { - "end_time": "2021-08-14T22:30:24.892583Z", - "start_time": "2021-08-14T22:30:24.437875Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "week datetime64[ns]\n", - "claims float64\n", - "trend.unemploy float64\n", - "trend.filling float64\n", - "trend.job float64\n", - "sp500 float64\n", - "vix float64\n", - "dtype: object" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# load data\n", - "df = load_iclaims()\n", - "\n", - "# define date and response column\n", - "DATE_COL = 'week'\n", - "RESPONSE_COL = 'claims'\n", - "\n", - "df.dtypes" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "ExecuteTime": { - "end_time": "2021-08-14T22:30:24.956939Z", - "start_time": "2021-08-14T22:30:24.896502Z" - } - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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weekclaimstrend.unemploytrend.fillingtrend.jobsp500vix
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" - ], - "text/plain": [ - " week claims trend.unemploy trend.filling trend.job sp500 \\\n", - "0 2010-01-03 13.386595 0.219882 -0.318452 0.117500 -0.417633 \n", - "1 2010-01-10 13.624218 0.219882 -0.194838 0.168794 -0.425480 \n", - "2 2010-01-17 13.398741 0.236143 -0.292477 0.117500 -0.465229 \n", - "3 2010-01-24 13.137549 0.203353 -0.194838 0.106918 -0.481751 \n", - "4 2010-01-31 13.196760 0.134360 -0.242466 0.074483 -0.488929 \n", - "\n", - " vix \n", - "0 0.122654 \n", - "1 0.110445 \n", - "2 0.532339 \n", - "3 0.428645 \n", - "4 0.487404 " - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df.head()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Train / Test Split" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "ExecuteTime": { - "end_time": "2021-08-14T22:30:25.004750Z", - "start_time": "2021-08-14T22:30:24.959917Z" - } - }, - "outputs": [], - "source": [ - "test_size = 52\n", - "\n", - "train_df = df[:-test_size]\n", - "test_df = df[-test_size:]" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "ExecuteTime": { - "end_time": "2021-08-14T22:30:25.051746Z", - "start_time": "2021-08-14T22:30:25.007107Z" - } - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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weekclaimstrend.unemploytrend.fillingtrend.jobsp500vix
02010-01-0313.3865950.219882-0.3184520.117500-0.4176330.122654
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" - ], - "text/plain": [ - " week claims trend.unemploy trend.filling trend.job sp500 \\\n", - "0 2010-01-03 13.386595 0.219882 -0.318452 0.117500 -0.417633 \n", - "1 2010-01-10 13.624218 0.219882 -0.194838 0.168794 -0.425480 \n", - "2 2010-01-17 13.398741 0.236143 -0.292477 0.117500 -0.465229 \n", - "3 2010-01-24 13.137549 0.203353 -0.194838 0.106918 -0.481751 \n", - "4 2010-01-31 13.196760 0.134360 -0.242466 0.074483 -0.488929 \n", - "\n", - " vix \n", - "0 0.122654 \n", - "1 0.110445 \n", - "2 0.532339 \n", - "3 0.428645 \n", - "4 0.487404 " - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "train_df.head()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## LGT Model" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In orbit, we have three types of LGT models, `LGTMAP`, `LGTAggregated` and `LGTFull`.\n", - "Orbit follows the sklearn model API. We can create an instance of the Orbit class and then call its fit and predict methods." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### LGT-MAP" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "LGT model for MAP (Maximum a Posteriori) prediction" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "ExecuteTime": { - "end_time": "2021-08-14T22:30:25.087141Z", - "start_time": "2021-08-14T22:30:25.053810Z" - } - }, - "outputs": [], - "source": [ - "lgt = LGT(response_col=RESPONSE_COL,\n", - " date_col=DATE_COL,\n", - " regressor_col=['sp500'],\n", - " seasonality=52,\n", - " estimator='stan-map',\n", - " seed=8888)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "ExecuteTime": { - "end_time": "2021-08-14T22:30:25.436164Z", - "start_time": "2021-08-14T22:30:25.090790Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 122 ms, sys: 8.66 ms, total: 131 ms\n", - "Wall time: 311 ms\n" - ] - } - ], - "source": [ - "%%time\n", - "lgt.fit(df=train_df)" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "ExecuteTime": { - "end_time": "2021-08-14T22:30:25.478598Z", - "start_time": "2021-08-14T22:30:25.438743Z" - } - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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regressorregressor_signcoefficient
0sp500Regular-0.12971
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weekpredictiontrendseasonalityregression
02017-07-0212.41826912.469615-0.008168-0.043179
12017-07-0912.53605412.4665270.114516-0.044989
22017-07-1612.37622612.464701-0.042788-0.045687
32017-07-2312.23021412.463012-0.187133-0.045664
42017-07-3012.18199912.461337-0.233425-0.045912
\n", - "
" - ], - "text/plain": [ - " week prediction trend seasonality regression\n", - "0 2017-07-02 12.418269 12.469615 -0.008168 -0.043179\n", - "1 2017-07-09 12.536054 12.466527 0.114516 -0.044989\n", - "2 2017-07-16 12.376226 12.464701 -0.042788 -0.045687\n", - "3 2017-07-23 12.230214 12.463012 -0.187133 -0.045664\n", - "4 2017-07-30 12.181999 12.461337 -0.233425 -0.045912" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "predicted_df = lgt.predict(df=test_df, decompose=True)\n", - "predicted_df.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "ExecuteTime": { - "end_time": "2021-08-14T22:30:25.982294Z", - "start_time": "2021-08-14T22:30:25.559000Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "_ = plot_predicted_data(training_actual_df=train_df,\n", - " predicted_df=predicted_df, \n", - " date_col=DATE_COL,\n", - " actual_col=RESPONSE_COL, \n", - " test_actual_df=test_df,\n", - " title='Prediction with LGTMAP Model')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### LGT-MCMC" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "LGT model for full prediction. In full prediction, the prediction occurs as a function of each parameter posterior sample, and the prediction results are aggregated after prediction. Prediction will always return the median (aka 50th percentile) along with any additional percentiles that are specified." - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "ExecuteTime": { - "end_time": "2021-08-14T22:30:26.022451Z", - "start_time": "2021-08-14T22:30:25.984217Z" - } - }, - "outputs": [], - "source": [ - "lgt = LGT(response_col=RESPONSE_COL,\n", - " date_col=DATE_COL,\n", - " estimator='stan-mcmc',\n", - " regressor_col=['sp500'],\n", - " seasonality=52,\n", - " seed=8888)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "ExecuteTime": { - "end_time": "2021-08-14T22:30:33.334912Z", - "start_time": "2021-08-14T22:30:26.024607Z" - } - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING:pystan:Maximum (flat) parameter count (1000) exceeded: skipping diagnostic tests for n_eff and Rhat.\n", - "To run all diagnostics call pystan.check_hmc_diagnostics(fit)\n", - "WARNING:pystan:1 of 100 iterations ended with a divergence (1 %).\n", - "WARNING:pystan:Try running with adapt_delta larger than 0.8 to remove the divergences.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 74.3 ms, sys: 60.2 ms, total: 134 ms\n", - "Wall time: 7.27 s\n" - ] - } - ], - "source": [ - "%%time\n", - "lgt.fit(df=train_df, point_method=None)" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "ExecuteTime": { - "end_time": "2021-08-14T22:30:33.395867Z", - "start_time": "2021-08-14T22:30:33.338277Z" - } - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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regressorregressor_signcoefficient
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472018-05-2712.12145012.22240812.33626212.26518812.42170512.585555-0.267771-0.118234-0.091846-0.102139-0.047667-0.006838
482018-06-0312.03551112.16459512.27702012.28731712.41902812.548928-0.322052-0.184279-0.148801-0.105771-0.049362-0.007081
492018-06-1012.15759012.26986212.39871812.27603512.42086712.559491-0.229390-0.087272-0.052992-0.105822-0.049386-0.007084
502018-06-1712.10716212.25358412.37234112.27602312.43375012.578969-0.259427-0.118373-0.082977-0.103803-0.048444-0.006949
512018-06-2412.13980912.27790212.38048412.26877112.40845012.564300-0.210829-0.070608-0.034148-0.100795-0.047040-0.006748
\n", - "
" - ], - "text/plain": [ - " week prediction_5 prediction prediction_95 trend_5 trend \\\n", - "47 2018-05-27 12.121450 12.222408 12.336262 12.265188 12.421705 \n", - "48 2018-06-03 12.035511 12.164595 12.277020 12.287317 12.419028 \n", - "49 2018-06-10 12.157590 12.269862 12.398718 12.276035 12.420867 \n", - "50 2018-06-17 12.107162 12.253584 12.372341 12.276023 12.433750 \n", - "51 2018-06-24 12.139809 12.277902 12.380484 12.268771 12.408450 \n", - "\n", - " trend_95 seasonality_5 seasonality seasonality_95 regression_5 \\\n", - "47 12.585555 -0.267771 -0.118234 -0.091846 -0.102139 \n", - "48 12.548928 -0.322052 -0.184279 -0.148801 -0.105771 \n", - "49 12.559491 -0.229390 -0.087272 -0.052992 -0.105822 \n", - "50 12.578969 -0.259427 -0.118373 -0.082977 -0.103803 \n", - "51 12.564300 -0.210829 -0.070608 -0.034148 -0.100795 \n", - "\n", - " regression regression_95 \n", - "47 -0.047667 -0.006838 \n", - "48 -0.049362 -0.007081 \n", - "49 -0.049386 -0.007084 \n", - "50 -0.048444 -0.006949 \n", - "51 -0.047040 -0.006748 " - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "predicted_df = lgt.predict(df=test_df, decompose=True)\n", - "predicted_df.tail()" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "ExecuteTime": { - "end_time": "2021-08-14T22:30:33.846496Z", - "start_time": "2021-08-14T22:30:33.502243Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "_ = plot_predicted_data(training_actual_df=train_df,\n", - " predicted_df=predicted_df,\n", - " date_col=DATE_COL,\n", - " actual_col=RESPONSE_COL,\n", - " test_actual_df=test_df,\n", - " title='Prediction with LGTFull Model')" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "ExecuteTime": { - "end_time": "2021-08-14T22:30:41.850509Z", - "start_time": "2021-08-14T22:30:33.848052Z" - } - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING:pystan:Maximum (flat) parameter count (1000) exceeded: skipping diagnostic tests for n_eff and Rhat.\n", - "To run all diagnostics call pystan.check_hmc_diagnostics(fit)\n", - "WARNING:pystan:1 of 100 iterations ended with a divergence (1 %).\n", - "WARNING:pystan:Try running with adapt_delta larger than 0.8 to remove the divergences.\n" - ] - }, - { - "data": { - "text/html": [ - "
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weekpredictiontrendseasonalityregression
472018-05-2712.21334912.400611-0.142465-0.044797
482018-06-0312.14750612.398705-0.204809-0.046390
492018-06-1012.24109812.396799-0.109288-0.046413
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512018-06-2412.25701912.392987-0.091761-0.044208
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" - ], - "text/plain": [ - " week prediction trend seasonality regression\n", - "47 2018-05-27 12.213349 12.400611 -0.142465 -0.044797\n", - "48 2018-06-03 12.147506 12.398705 -0.204809 -0.046390\n", - "49 2018-06-10 12.241098 12.396799 -0.109288 -0.046413\n", - "50 2018-06-17 12.209391 12.394893 -0.139975 -0.045527\n", - "51 2018-06-24 12.257019 12.392987 -0.091761 -0.044208" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "lgt.fit(df=train_df, point_method='mean')\n", - "predicted_df = lgt.predict(df=test_df, decompose=True)\n", - "predicted_df.tail()" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "ExecuteTime": { - "end_time": "2021-08-14T22:30:41.900678Z", - "start_time": "2021-08-14T22:30:41.852899Z" - } - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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regressorregressor_signcoefficient
0sp500Regular-0.098896
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" - ], - "text/plain": [ - " regressor regressor_sign coefficient\n", - "0 sp500 Regular -0.098896" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "lgt.get_regression_coefs()" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "ExecuteTime": { - "end_time": "2021-08-14T22:30:49.197998Z", - "start_time": "2021-08-14T22:30:41.903285Z" - } - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING:pystan:Maximum (flat) parameter count (1000) exceeded: skipping diagnostic tests for n_eff and Rhat.\n", - "To run all diagnostics call pystan.check_hmc_diagnostics(fit)\n" - ] - }, - { - "data": { - "text/html": [ - "
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weekpredictiontrendseasonalityregression
472018-05-2712.23246012.398649-0.119574-0.046614
482018-06-0312.17054612.396948-0.178130-0.048272
492018-06-1012.26116712.395247-0.085784-0.048296
502018-06-1712.22991312.393546-0.116259-0.047374
512018-06-2412.27763212.391845-0.068211-0.046001
\n", - "
" - ], - "text/plain": [ - " week prediction trend seasonality regression\n", - "47 2018-05-27 12.232460 12.398649 -0.119574 -0.046614\n", - "48 2018-06-03 12.170546 12.396948 -0.178130 -0.048272\n", - "49 2018-06-10 12.261167 12.395247 -0.085784 -0.048296\n", - "50 2018-06-17 12.229913 12.393546 -0.116259 -0.047374\n", - "51 2018-06-24 12.277632 12.391845 -0.068211 -0.046001" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "lgt.fit(df=train_df, point_method='median')\n", - "predicted_df = lgt.predict(df=test_df, decompose=True)\n", - "predicted_df.tail()" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "ExecuteTime": { - "end_time": "2021-08-14T22:30:49.246426Z", - "start_time": "2021-08-14T22:30:49.200243Z" - } - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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regressorregressor_signcoefficient
0sp500Regular-0.102908
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" - ], - "text/plain": [ - " regressor regressor_sign coefficient\n", - "0 sp500 Regular -0.102908" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "lgt.get_regression_coefs()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### LGT-SVI" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "ExecuteTime": { - "end_time": "2021-08-14T22:30:49.281899Z", - "start_time": "2021-08-14T22:30:49.248454Z" - } - }, - "outputs": [], - "source": [ - "lgt = LGT(response_col=RESPONSE_COL,\n", - " date_col=DATE_COL,\n", - " estimator='pyro-svi',\n", - " regressor_col=['sp500'],\n", - " seasonality=52,\n", - " seed=8888,\n", - " num_steps=101)" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "ExecuteTime": { - "end_time": "2021-08-14T22:31:08.077798Z", - "start_time": "2021-08-14T22:30:49.284111Z" - } - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:root:Guessed max_plate_nesting = 2\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 18.8 s, sys: 1.23 s, total: 20 s\n", - "Wall time: 18.8 s\n" - ] - } - ], - "source": [ - "%%time\n", - "lgt.fit(df=train_df, point_method=None)" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "ExecuteTime": { - "end_time": "2021-08-14T22:31:08.119495Z", - "start_time": "2021-08-14T22:31:08.083035Z" - } - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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regressorregressor_signcoefficient
0sp500Regular-0.079233
\n", - "
" - ], - "text/plain": [ - " regressor regressor_sign coefficient\n", - "0 sp500 Regular -0.079233" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "lgt.get_regression_coefs()" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": { - "ExecuteTime": { - "end_time": "2021-08-14T22:31:08.208427Z", - "start_time": "2021-08-14T22:31:08.122781Z" - } - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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weekprediction_5predictionprediction_95trend_5trendtrend_95seasonality_5seasonalityseasonality_95regression_5regressionregression_95
472018-05-2712.13418812.23919412.34566312.29388112.43375412.555211-0.226589-0.153846-0.110348-0.080082-0.0358900.017217
482018-06-0312.06767312.17484312.31562712.30384012.43652212.590489-0.289718-0.216006-0.170248-0.082930-0.0371670.017829
492018-06-1012.15117712.27489712.36758612.30246612.44512612.549077-0.193503-0.119538-0.078269-0.082970-0.0371850.017838
502018-06-1712.12643212.24731112.34598912.31094112.44704012.554084-0.223979-0.150387-0.109883-0.081387-0.0364750.017497
512018-06-2412.15675612.29671712.39672812.29866412.42674612.567291-0.175204-0.102026-0.061579-0.079028-0.0354180.016990
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" - ], - "text/plain": [ - " week prediction_5 prediction prediction_95 trend_5 trend \\\n", - "47 2018-05-27 12.134188 12.239194 12.345663 12.293881 12.433754 \n", - "48 2018-06-03 12.067673 12.174843 12.315627 12.303840 12.436522 \n", - "49 2018-06-10 12.151177 12.274897 12.367586 12.302466 12.445126 \n", - "50 2018-06-17 12.126432 12.247311 12.345989 12.310941 12.447040 \n", - "51 2018-06-24 12.156756 12.296717 12.396728 12.298664 12.426746 \n", - "\n", - " trend_95 seasonality_5 seasonality seasonality_95 regression_5 \\\n", - "47 12.555211 -0.226589 -0.153846 -0.110348 -0.080082 \n", - "48 12.590489 -0.289718 -0.216006 -0.170248 -0.082930 \n", - "49 12.549077 -0.193503 -0.119538 -0.078269 -0.082970 \n", - "50 12.554084 -0.223979 -0.150387 -0.109883 -0.081387 \n", - "51 12.567291 -0.175204 -0.102026 -0.061579 -0.079028 \n", - "\n", - " regression regression_95 \n", - "47 -0.035890 0.017217 \n", - "48 -0.037167 0.017829 \n", - "49 -0.037185 0.017838 \n", - "50 -0.036475 0.017497 \n", - "51 -0.035418 0.016990 " - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "predicted_df = lgt.predict(df=test_df, point_method=None, decompose=True)\n", - "predicted_df.tail()" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": { - "ExecuteTime": { - "end_time": "2021-08-14T22:31:08.554651Z", - "start_time": "2021-08-14T22:31:08.210752Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "_ = plot_predicted_data(training_actual_df=train_df,\n", - " predicted_df=predicted_df,\n", - " date_col=DATE_COL,\n", - " actual_col=RESPONSE_COL,\n", - " test_actual_df=test_df,\n", - " title='Prediction with LGTFull Model')" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "ExecuteTime": { - "end_time": "2021-08-14T22:31:27.351013Z", - "start_time": "2021-08-14T22:31:08.556464Z" - } - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:root:Guessed max_plate_nesting = 2\n" - ] - }, - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " week prediction trend seasonality regression\n", - "47 2018-05-27 12.242491 12.432228 -0.153846 -0.035890\n", - "48 2018-06-03 12.177768 12.430941 -0.216006 -0.037167\n", - "49 2018-06-10 12.272932 12.429655 -0.119538 -0.037185\n", - "50 2018-06-17 12.241506 12.428368 -0.150387 -0.036475\n", - "51 2018-06-24 12.289638 12.427082 -0.102026 -0.035418" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "lgt.fit(df=train_df, point_method='median')\n", - "predicted_df = lgt.predict(df=test_df, decompose=True)\n", - "predicted_df.tail()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.8" - }, - "toc": { - "base_numbering": 1, - "nav_menu": {}, - "number_sections": true, - "sideBar": true, - "skip_h1_title": true, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": false, - "toc_position": {}, - "toc_section_display": true, - "toc_window_display": true - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/docs/tutorials/residual_diagnostic.ipynb b/examples/residual_diagnostic.ipynb similarity index 100% rename from docs/tutorials/residual_diagnostic.ipynb rename to examples/residual_diagnostic.ipynb diff --git a/examples/utilities_simulation.ipynb b/examples/utilities_simulation.ipynb deleted file mode 100644 index 74e96293..00000000 --- a/examples/utilities_simulation.ipynb +++ /dev/null @@ -1,371 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Simulation Data\n", - "\n", - "Orbit provide the functions to generate the simulation data including: \n", - "\n", - "1. Generate the data with time-series trend:\n", - " - random walk\n", - " - arima\n", - "2. Generate the data with seasonality\n", - " - discrete\n", - " - fourier series\n", - "3. Generate regression data" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "ExecuteTime": { - "end_time": "2021-09-03T00:35:46.950159Z", - "start_time": "2021-09-03T00:35:45.779061Z" - } - }, - "outputs": [], - "source": [ - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "from sklearn.linear_model import LinearRegression\n", - "\n", - "from orbit.utils.simulation import make_trend, make_seasonality, make_regression\n", - "\n", - "from orbit.utils.plot import get_orbit_style\n", - "plt.style.use(get_orbit_style())\n", - "\n", - "from orbit.constants.palette import OrbitPalette\n", - "\n", - "plt.rcParams['figure.figsize'] = [8, 8]\n", - "\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Trend" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Random Walk" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "ExecuteTime": { - "end_time": "2021-09-03T00:35:47.138503Z", - "start_time": "2021-09-03T00:35:46.951857Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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IyxJ6drI4cMKw81CAgA1PfCvtdBfFG88TnnzPx5o9NsO6Rz82TeRKJYD9x8F2YGCP5pU9hvWy2HO49pNyq/fYXDpGU0JdRvVx8daDGXWu79lZWLY9yModQb51cfV+5t06WPz9zjRG93ERaIHpzfU3lFIJIK8QenQUMlOb11oelO1i9+EzSytlfsOWfTYTB2p9vKn6dLWYvyrA+IGuaieaK5wzxF0tuUeTfv0qlQD2HIlO7XpQj1CL3HFMtRLKhr02bhdxN51sIrnnqmTuuDS5WRd+bipN5EolgLxCGJjd/CQ7sIdFmR8OnjT0zqpM5Gt2h3rEJLm1Pt5UXTJjV+DQ0opSCSBaLfJuHYTMVKrVydfsDvLsBz4uHZuYk1opTeRKxT3bMew7GrpqTXOJCIN6uNh9KFQn33PY5ttPlnLz1CRuvlATeaLS0opSce6z/Q5+G4ZEIZFDqGW/O9wi//18HxcMd3Pv1SlR2baKDW2RKxXnnl7k4+JR0LmRF4ioy8Bsi92HHJZvD7LksyA/nN66F3tQ0aeJXKk4tuuQzfsbg9x2UfS2OSTbYm2uzW1/LeWWi5Lo3117qiQ6La0oFceeX+znopFuhvasfVh9U5w3zM3sO1LpnWUxUIfjtwn6v6hUnDLGsHhLkKsnRvckpNslTB3pYVC2i9AVGlWi00SuVJzadcihsMhw7lAtfaj6RXLxZZeIPCsiy0RkqYiMrrF+uoisEpHlInJ7y4WqVPvyyfYgI3pbMR1oohJDJDXy6QDGmPNFZBrwK+BaABHxAH8GJgMlwDIRmW+MOdwi0SrVjnyy3ea8YXoaSzWswa96Y8zrwMzw3X7AySqrRwC7jDEnjDF+YCkwNcoxKtXu+IOGVbuCmshVRCI6SowxQRF5Hrge+FKVVR2AU1Xue4GONZ8vIjMJfxnMmjWLGTNmNClYr9fbpOe1hniNTeNqnHiJa9N+gy8IQ7uX4vVK3MRVm3iNra3FlZmZWee6iL/ujTEzROSnwEoRGWmMKQGKgKpbz6R6i73iubOB2RV3I33N2tT3ZmItXmPTuBonHuIqOOVnYHc/3bIq57+Oh7jqEq+xtZe4IjnZeYuIPBC+Wwo44T+ArcAQEckSkSRCZZXlUY1QqXZo50GHwT31JKeKTCQt8teAf4jIx4AHuAe4XkQyjDGzReQ+YCGhL4VnjTEFLRatUu3EroM2kwZrfVxFpsEjJVxCubGe9QuABdEMSqn2buchh69doC1yFRk9UpSKE8XlhrfXBjhREhoIpKUVFSk9UpSKE0++5+O+58uYuyJAkjt01XulIqFHilJx4Mgph3997GdgD4tZ7/gYnG3hsnQeFBUZTeRKxYEn3/cxvLeLx25NxReAIT11fhUVOU3kSsVY/jGHVz4JcM/VyQzt5eIr53m4YLj2WFGR06NFqRh74l0fkwe5mDIk9HH8+VdSYxyRSjTaIlcqhnKP2MxfHeAevWamagZN5ErF0LJtNkN7WozppzVx1XSayJWKoc/ybUb31SSumkcTuVIxtDXfZkRvTeSqeTSRKxUj/qBh50GHkX30Y6iaR48gpWJkx0EHx8CwXtoiV82jiVypGPlsv83AHhapSTqCUzWPJnKlYmRrvs3IHG2Nq+bTRK5UDARsw6rdNiNy9COomk+PIqVamTGGX80tp7jcMH2iJ9bhqDZAh+gr1co+/izI658G+Pc96XTtoG0p1Xx6FCnVyjbus5k82MUIrY+rKNFErlQryz3sMKC7JnEVPfUmchHxiMgcEVkiIp+KyDU11t8rIltEZHH4b1jLhqtU4ss94jCwu7ahVPQ0VCO/GThmjLlFRLKA9cD8KusnAt8wxqxpofiUalMcx5BX6NC/hyZyFT0NJfJXgFfDtwUI1lg/EXhARLKBt4wxj9a2ERGZCcwEmDVrFjNmzGhSsF6vt0nPaw3xGpvG1TgtHdehk4YyP3RPK8XrjXwgULzuL4jf2NpaXJmZmXWuqzeRG2OKAUQkk1BCf6jGQ14CngCKgHkicrUx5s1atjMbmF1xN+LIa1Hfm4m1eI1N42qcloxrY0GQ9ORSBvTKRKRxIzrjdX9B/MbWXuJq8PediPQBPgTmGGNerLJcgMeMMUeNMX7gLWB8VKNTqo3JPeIwoLvV6CSuVH0aOtnZA3gP+Kkx5tkaqzsAm0UkI5zUPw9orVypeuw5YmuPFRV1DbXIHwQ6Aw9X6ZnydRGZaYw5FV7/IbAE2GKMebuF41UqoeUddhioJzpVlDVUI78buLue9XOAOdEOSqm2as8RhxvP00SuokuPKKVayckSw6GThqG99GOnokuPKKVayY6DNske6NdNP3YquvSIUqqVbD/gMCTbwmVpjxUVXZrIlarHpr02x4udqGxre4Gtl3VTLUITuVJ1CNqG78wu5V8f+6Oyve0HbIb11o+cij49qpSqw/IdNseKDVv2N79FbjuGnQcdbZGrFqGJXKk6zF8VoFsHYdM+G2OaNbMEewsdygNoIlctQhO5UrUo8Rn+uynAPVclc7zYcOBE8xL59gMO2Z2ETul6olNFnyZypWrxxLs+OqQK1072nG6VN9Yn24M8/V8fELq828SB2hpXLUMTuVJVGGP452IfLyzx8/g3U3G7hLP6utjchET+weYgf3nbR/4xh/c2BLhaL7SsWohefFkpIO+IzdYCh9dWwKrdPv5wSyrj+oc+HqP7unhnXYAt+0vwuISbp3qYOrLhpJx/zCFgwz3/KMXtEs4frh831TK0Ra7alCOnHE6WNL6efcusUh6dV47HBQvuz+DSsZWJesIAFzsPOmR3ssjpKtwxu4wdBxpuoRccc5gwwMXm/Q5XjHOT5Nb6uGoZ2kRQbcovXi0nr9DhP/elk5oUWeIsLjcUFhneeiCd7umlZGZWb9+cM8TFR/+bQY+OoeUFxwzPL/bzq5tS69ymMYb84w6P3ZrKHxb4+OKUpKa/KaUaoC1y1absP+aw+5DD/75SHnGXwX1HHUQgp0vtHwcROZ3EAW77XBLzVwc4WlR3//LjxaFLug3KdrHg/gzG9NMTnarlaCJXbUrBcYcfX5vMwg0B/rTAF1Ey33fUoUdHIdkTWQv+nCEuBmdbPP523dvPP+bgsiC7k5ZTVMvTRK7ajKJSg7cMLhrp5pk703hxqZ9nPmh4eP3+ow59ukb+URARfvG1VN5aG+DJ92rffv5xQ3Ynwe3SRK5aniZy1WYcOBEqdfTqbDF+gJuHv5TCM4v8+IP1t8r3HXXoW0dZpS6j+7j467fTmPWOr9Y+5vnHnDpLNUpFmx5pqs04cNyha6aQEj7J+YXxoZ4n764L1Pu8xrbIK0wZ6uaK8W6ees93xrr8Yw45WfrxUq2joYsve0RkjogsEZFPReSaGuuni8gqEVkuIre3bKhK1S//uEPvKskz2SN86VwPLyytP5HvO+Y0+WIPd1yazKLNQbbX6I5YoC1y1YoaOtJuBo4ZYy4ErgD+r2KFiHiAPwOXARcBM0WkR0sFqlRDDhw39MqqXpP+6vlJbNxrn0605f7qZRZ/0HDohGlSixxCk2B9bpT7jKluC44bTeSq1TR0pL0CPBy+LUCwyroRwC5jzAljjB9YCkyNfohKRebAieotcoDeWRaTBrl4e22Awycdzn/Iy5KtlYdxwXEHx9DoGnlVl451s2xb8HQPljK/CcXSRU90qtZR74AgY0wxgIhkAq8CD1VZ3QE4VeW+F+hY23ZEZCYwE2DWrFnMmDGjScF6vd4mPa81xGts7Smu/YWGcX3B661eSrl4pGHOEptyn59SP/xxfiljesHyXbDnMHRMBbGL8XqbFtdZvQwHTsDWvV76dBFeXWnonA4DOpfi9UYnmcfr/yPEb2xtLa7MzMw61zU4slNE+gDzgL8aY16ssqoIqLrlTOBkbdswxswGZlfcbeg161Pfm4m1eI2tvcR16JSXQT1TyMysPg/KNec4/P7NYl5cBg9cn8xjb/qY+ayLbQU2jgNj+7vIzExvclyZmdC/ezEbC5IY1tfDS8tLmDHNQ+dOyVF5X02NqzXFa2ztJa56E3m45v0e8D1jzKIaq7cCQ0QkCygmVFb5Q1SjUypCpT7DiRJDr1p6imRlWJw71MWuQw5fuyCJ4nJ4Z22AeT9Op3eWhR2FS3KeN9TFih1BOqYJR70ON56nQ/JV62moRf4g0Bl4WEQqauVPA+nGmNkich+wkFCt/VljTEHLhapU3U73Ia+jy9+PrkmhqMzgcQl3XpbEnZclIRK9GvaUoW7u/1cZH2wOcveVyWSman1ctZ6GauR3A3fXs34BsCDaQSnVWEdOGTJSID259gQ6vHflXCfRTOAVzhnipltHizsvS+K6s7U1rlqXzn6o2oSjRQ5dO8Suu1/HNGHhQxkxe33VvmlHV9UmFBYZunXQcoZqnzSRqzahsMjQLVMTuWqfNJGrNqGwyKFbDEsrSsWSHvmqTTjqNXTV0opqpzSRqzZBa+SqPdNErtqEWPdaUSqW9MhXCa/cbygqQ1vkqt3SRK4S3lFvaPoeTeSqvdJEruLawvUBisvrn2etsMjBbUGnNE3kqn3SRK7i1gebAtz9jzLmr6r/Cj9HiwxdMgXL0kSu2idN5CouHS92ePilcrIyhHW5lZdRW7EjyJW/Lq722MIi7Xqo2jdN5Couzfs0QFaG8KNrklmXV3lFnxU7g+w57HCqtLLcctSrg4FU+6ZHv4pLuw85jB/oYtIgN/nHDEdOhaap3bzPDq+vbKVrH3LV3mkiV3Fpz2GHgd0t+nQRumQI6/NsjDFs2hdK6DsPORhjWLQpwLLtQbI76aGs2i89+lXcMcaQe8RmYA8LEWHcABfrcm3yjxlOlRomD3ax66DD0m029/yjjMvGeLh5qs4BrtovnY9cxZ3jxYZTpTCwR+hiEOMHuHhrTYDRfV1kdxLOHepm9a4gtmO4+Cw391+fEuOIlYotbZGruLE2N8jcFX72HHZI9kDPzqG69/SJHg6cMPzhjXLO6uticLbFzkMOH30W5MIR2hZRShO5ihsvLwvw6LxytubbDOhu4Qr3C+/RyeJXX0vh4EnDqD6hRF5YZCg4bjSRK0WEiVxEzhGRxbUsv1dEtojI4vDfsKhHqNqNdblBisvhuY/8DOxe/dC8ZIyH39+Syg3neOjb1cLjgpE5Ft07altEqQabMyLyE+AWoKSW1ROBbxhj1kQ7MNW+HC1y2HfUcOEIF0u22lx/9pkJevokz+nbg7ItLhqprXGlILKTnbuBG4A5taybCDwgItnAW8aYR2vbgIjMBGYCzJo1ixkzZjQpWK/X26TntYZ4jS1R4vpkq6FzOnx7ms2SrdCrgx+vt+6h+b/6sqFLZv2PiUZc8SJe44L4ja2txZWZmVnnugYTuTFmroj0r2P1S8ATQBEwT0SuNsa8Wcs2ZgOzK+429Jr1qe/NxFq8xpYIcW09WM6EgQ5nD0vlrst9fG5sEpkZdZdNRrXgW0qE/RVv4jW29hJXkwuMIiLAY8aYo8YYP/AWMD5qkal2ZW2uzfgBLkSEH1yZQlY9SVwpVV1zPi0dgM0ikhFO6p8HtFauGq3cb/hsv82EAa5Yh6JUQmr02SIRuQnIMMbMFpEHgQ8BH7DIGPN2tANUbd+W/aF5U0b10USuVFNElMiNMXnAlPDtF6ssn0PtJ0GVitjaXJtRfVwke3TiK6WaQguRKubW5tpMGKitcaWaShO5iiljDOtytT6uVHNoIlcxlXvE4WSJYVx/TeRKNZUmchVTa/bY9Otq0VWv8KNUk+mnR8WEMYa/L/Lxy7nlXDFeh9or1Rz6CVIxsf0g/GmBjz/dmsrlY/UwVKo59BOkYuKDLTBpkIsrxnkafrBSql5aWlGtzhjDoi1wuSZxpaJCE7lqdTsPOuw/BpeM0R+ESkWDJnLV6t7bEGRMH+ihF4VQKir0k6Ra3dJtQS7Qa0kpFTWayFWrKvEZNu+zmTQw1pEo1XZoIletau0em2QPDO8V60iUajs0katWtXJnkEmD3LhdOtOhUtGiiVy1qpU7g5w9ROdVUSqaNJGrVrMuN8iW/Q7nDNFuh0pFk36iVKt47K1ynv6vn69e4GFkb4uSklhHpFTboYlctbiPtgR4ZpGf576bxuTBesgpFW0RlVZE5BwRWVzL8ukiskpElovI7VGPTiW8U6WGB18s57tXJGsSV6qFNPjJEpGfALcAJTWWe4A/A5PD65aJyHxjzOGWCFQlpnfWBkhLhtsvSYp1KEq1WZG0yHcDN9SyfASwyxhzwhjjB5YCU6MZnEp8b60LcOUEDy5Luxsq1VIabJEbY+aKSP9aVnUATlW57wU61rYNEZkJzASYNWsWM2bMaHykgNfrbdLzWkO8xhbLuAqLDKt3w71X2Hi9gWrrdH81TrzGBfEbW1uLKzMzs851zSlaFgFVt5wJnKztgcaY2cDsirvNeM1630xL8QcNHheI1N+qjEVskYhVXPPW+BjYPcD4wem17jvdX40Tr3FB/MbWXuJqTj/yrcAQEckSkSRCZZXl0QkrvtzzjzLufLqMgN2s76B25fAph2c/9HPNZE+DX4BKqeZpdCIXkZtEZKYxJgDcBywklMCfNcYURDvAWHMcw6e7gizfEeThl8pjHU5CKCo13PFUKYOyLb75eT3JqVRLiyiRG2PyjDFTwrdfDJdKMMYsMMZMNsZMNMY80ZKBxkpeoUNxOfzft9J4/dMAJ4qd0+v8QcMn24O8/Ikf29HWOsDBEw5ff7wEjwsevy0Nj86polSL0469Ddi0z6ZPF+G8YS6S3LD7sMOkjND332/mlTPv0wDlAeh3B0yp9VRv+7G9wOb2p0oZ0dvFn29NJS1Zk7hSrUHnWmnApn0OZ/V14bKE/t0sdh+ubJEv227z0BdTGJxtsf1ADIOMA8u3B7np8RKmjXLzxLc1iSvVmjSRN2DTXpvRfUOz9Q3KtthzKJTITxQ77C10GNffxcgcF9sPNm37/qDBiWFZpsxvmPOxn9ufLKHE17Q43lwTYOZTpdx+STI/vzFFp6hVqpVpIq+HP2jYWmBzVjiRD+husfuwDcD6PJsOqaFlI3pbTU7kN/+lhFdWBBp+YAv5xavl/P2/Ptbn2Sz5LNjo59uO4RevlvHja5L5zmXJ2kNFqRjQRF6PnQcdgjaM7FPRInexJ1xaWZ9nM66/G8sSRuS42HUIgo3snph3xGbjXod1uXbUY4/UhjybH1yZzOVjPby/se4vlKJSw7f+VsLzi33V3ufmfTYl5XDDFO2dolSsaCKvx4HjDl07COnheu+gHhYHThhKfIZ1uTbjBoQS/IjeLnxByD3i1Le5M7y3IdQC3lbQcCK3HcM/PvThD0avDOMPGvIKHQZnW1w6xs3iLcFat+84hvtfKOPgCcPs9/3c/Y+y0+uWbgvth4wUbYkrFSuayOtxzGvomlmZoPp3sxCB3YccNu+zGd8/lMg7pAm9OsPWfJtDJyNP5gs3BLj4LDe7Djr4g4ZjXod1uUH2HD4zsa/Ltfnt6z4+2tL48kddco842E7ol8a5w0IdmJZvP3P7/1riZ80em9l3pPHc99JYtCnIgeOh97lsW5ALhmvnJ6ViSRN5PQq9Dl0zK3dRSpKQkyX89F9lJHmEMf0rL1k2rCf8cm450x4pZu2ehpNt/jGHLfsdvv+FZGwDuw453PFUKV9/vJTpvyk5nSgrRpN+FK5fv7M+8nr6gtUBDp2suwW/86BDrywhI0VIcgsXjXKzaHP12E+UOPzfOz7uvz6ZnC4WQ3q6GJlj8eaaAN4yw4a9NucP00SuVCxpIq/HMa+hS2b1ksHQXi7K/IYXfpB2uuQCcO1EuOGcJCYMcLFoU8OJfOGGAMN7Wwzv7aJ/t1Bi3Lzf4b2HMxjVx+LVFX7W5gY590Ev2w/YfLQlyNQRbhZvDlLmb7i8cuSUwwMvlPHhZ3U/ZtchmyHZlV9G5w518+mu0K+Bp973cf3vivmfF8vJ6WJx7STP6cddPdHD/NUB/vmRn4wUYWQfPYyUiiX9BNajZmkF4Oc3pjDvJ+kMyq5+AeHzhwn3X5/CVRM9p1vP9XlvfZArxoWS44gcizkf+Zk0yEVOF4sbz03ileUBHn2tHNuBh/5dxo6DDj+9LhmPW/g4gu3PXREg6ED+8bofs+ugw5CelYfA5EEu8o44HDnlsGB1gNQkYfmOID+9LgWryjS0V030sPuww7Mf+Hj0phSdolapGNNEXo/CIkPXDtWTVNcOFp3T695tF410s+uQQ/6xumvlB447bNhrc9nYUEliRG8XARuunRxK7FdO8FDmN+QecXjuu2lsK3Do391iULaLy8a6eX6xv94JvGzH8J9P/PTKEvYfq/v97ayRyPt1s+jWQXhjVYBdhxx+d0sqa36becbFknt0tPjdzanM/VE6nz/LU3OzSqlWpom8Hse8Dl0yG7eLcrpYDMm2WFzPScn3NwYY0tNiYI9Qq/6sfi5Sk+DysaGkmJYs3Ht1Cj+7MZWx/d3cNz2Zb0wNde+7+8pkDpxw+O3rvjq3v2xbkKIyw8yLkymoo0Ve7jfsO+YwuMovCxFh8mAXT//Xx+Bsi5wuVrWWeFXTJ3no391V6zqlVOvSRE6oj/Sa3Wcm3tpKK5G4eIybJ9/z8cwHvlr7li9cHzydtAHOGeziv/8vgw5pla/19QuTuHpi6DG3fS6Zmy4MJfKuHSxmfSuNfy/1s2V/7d0W1+fZTBjoYniORcGJ2vu3v7s+gMcFA3tUPwQmD3JTVBb6ZaGUSgyayIF5n/r59pOleMsqE16Jz1Dq54zSSiTuvCyZuy5P5un/+nlpWfVeJodPOqzNtbl8XGWiFJFGtfzP6utieG+LVbtqb/WHSiYu+nW1sB04eKJ6It+y3+Zn/ynnoS+mkJpU/f1NHhxqZV80ShO5UolCEzmwtcChzA+vr6pMuse8oeRXs9dKJJI9wk0XJnHX5Uk8s8hHcbnh0dfK2X3I5v2NQQb2sBic3bxdP2GAm7V1jAjdeShU++6ULmSkwN6j1ev1v3ujnKsmeLjxvDNHYw7qYfH3O9OYPEjLJkolCk3khAbyDOhu8e+lfowJJfCjXge3BR1Tm94j48vnJuELwrW/LWbOx37+38vlvLs+wOVj3c2ek2TCQBfrcu3T8VYo9xv2FToM7elCRMjJgn2F1edQX59nc83k2k9SiggXDG9+fEqp1tPuE7k/aNh9yOEn1yaTf8w5PWz+WFGoD3ldJ/sikZok3HFpEm6X8PK96WwrsFm92+bycc3v6TFhgIvCIkPB8eqJfPdhB0OoZQ2EEnmVFvnWfBvbhjH9tMWtVFvR7guhuw452AbOGeLmh9OT+dE/y/C44Wgtg4GaYsa0ZG6ZmoRlCfdNT2HuCj/DejX/+7NHJ4teWcLaPUFyulSWSHYetOnb1SIlXPvu06V6aWVdrs2IHOuM2rhSKnG1+xb51nyb/t0s0pKFGdOSuW96Mj96vozdh6sPz2+Oilb91y9M4pUf1n5F+aaYMMB1Rp1850GHoVX6hudkwd4qpZW1uTYTBrT772+l2pQGM5WIWCLypIgsF5HFIjK4xvrHRWRNeN1iEUmoC55tLXAYkVO5G2ZclESvLItXlvuj0iKvKZqjIM8b5mbRpiAB21BcHrpI9Ob9drVBPn27wP5jDrZjMCY0a+P4gVpWUaotiaTJeR2QYow5F7gf+GON9ROBy40x08J/p6IcY4vaVmAzondlYrMs4dsXJ+ELNK3rYWu6YlxoBOhHW4L87yvlfGNWKSt32ozMqXw//bqBPwgHjhvyjxkKiwzjB2giV6otieQ39gXAuwDGmBUiMqlihYhYwBBgtoj0AJ4xxjxbcwMiMhOYCTBr1ixmzJjRpGC9Xm+TnleX+WsM63Lhe5faeL3+08svGmro2Qk6p/rxeiObbTDasUXqC2Ph92+UkX8c5twF6cnQu3MZXm85AC67mA6pGWzJK6bEDz06QppVQozCPS1W+6shGlfjxWtsbS2uzMzMOtdFksg7AFVb2baIuI0xQSAdmAX8CXABH4rIamPMxqobMMbMBmZX3G1E7Geo7800xoebA/xmfhm/vTmVKSPO7EUy98fO6eldWzu2xrh5ms0rK0v4ynkeJg9LrfUxA3pYHPK6Oeo1jO7rkJmZ1spR1i4W+ysSGlfjxWts7SWuSBJ5EVD1Va1wEgcoBR43xpQCiMgHwFhgI3HMGMMT7/q49XOVw+BryspIjPPAw3q5+N3NKVw0qu4ujQO6W+Qecdh/1GHiID3RqVRbE0m2WgZcCSAiU4BNVdYNBZaJiEtEPITKMGujHmWUrd5ts/2Aw81T28Z1Jq+ZnETHtLp/OQzsbrHniMNnNU7sKqXahkiaZ/OAS0XkE0CA20TkPmCXMWa+iMwBVgAB4J/GmC0tF250PLfYz5UTPPTo2D6S2oDuFk8stPEFYFSOnuhUqq1pMJEbYxzgOzUWb6uy/vfA76McV4vZedDmw81BXvtxeqxDaTUDelj4AtAlQ+jeMb574iilGq99NEmr+NtCH58b7WZ47/bTMu3b1cKS0JWIdA4VpdqedpXIdx2yeXd9kLsuT451KK0qyS306WJV61+ulGo7EjKRb9lvc9kvvNhO7T0ZN+21+Sz/zCle//WxnwuGuxnVp/0ltB9fm8wXp7SNk7tKqeoSMpGv3h1k31HDjgNnXhfTW2a46++l/PXd0KXQjAkNTfcHDW+vDfClc9vnNSYvGeOhX7eE/O9WSjUgITsVby0IJfDVe2xG1CgX/PnNck6WGLYdCLXIn3rfz8qdQW44JwkRmKZXvlFKtTEJ2UTbVmCTmcoZ19lcnxfk5U8CPPLlFPKPGbxlhsVbgizfYfPwS2VcNcHTqJGaSimVCBIukVdcCOKGc5JYs6fyCjkB2/DIy+V85TwP153tIckNm/bZbNlv8+ANyaQmidaIlVJtUsIl8l2HHIIOfO18D4VFhn1HQ4n8qff8HC823Ht1Cm6XMDjb4rWVfoyBG89NYtkvM9rlSU6lVNuXcAXjigtB9O/uok8X4ZkPfHRMFZ7/yM9fb08jM3yNzRG9XcxfHWBkn8qr5SilVFuUcC3ybQUOI3qHwr5vegpb821eXxXg73emccHwyu+lYb0tAjaM759w31VKKdUoCZXlbMewcmeQ6ZNCXQi/MN7DF8bX3p2wYuTmOL2IglKqjUuoFvmcJXDMa/jilIb7go/McTGkp8WkQZrIlVJtW8K0yLcX2Mz+AB6/LSWiucIzUoQF92e0QmRKKRVbCdMiT0kSvnMJfP6s9jkyUyml6pIwibxfN4tvXKi9T5RSqqaESeRKKaVqp4lcKaUSnCZypZRKcA0mchGxRORJEVkuIotFZHCN9beLyGoRWSEiV7dcqEoppWoTSffD64AUY8y5IjIF+CNwLYCIZAM/ACYBKcBSEXnfGONroXiVUkrVEElp5QLgXQBjzApCSbvC2cAyY4zPGHMK2AWMiXqUSiml6hRJi7wDcKrKfVtE3MaYYC3rvEDHmhsQkZnATIBZs2YxY8aMJgXr9Xqb9LzWEK+xaVyNo3E1XrzG1tbiyszMrHNdJIm8CKi6BSucxGtblwmcrLkBY8xsYHbF3Qhes071vZlYi9fYNK7G0bgaL15jay9xRVJaWQZcCRCukW+qsu5T4EIRSRGRjsAIYHMD25Om/nXo0OGO5jy/Jf/iNTaNS+Nqr7G1wbjqJBVX2KnzASIW8FdCtW8BbiOU2HcZY+aLyO2EyiYW8GtjzNx6N9gMIrLaGDOp4Ue2vniNTeNqHI2r8eI1tvYUV4OlFWOMA3ynxuJtVdY/DTwdzaCUUkpFTgcEKaVUgku0RD674YfETLzGpnE1jsbVePEaW7uJq8EauVJKqfiWaC1ypZRSNWgiV0qpBJcQibyhibtaORaPiMwRkSUi8qmIXCMi40WkIBzbYhH5SgzjW1sljn+IyBQRWSkiy0TkkRjFdGuVmFaISLmIXC8iu6ssv6iVYzpHRBaHbw8WkaXh/9O/hbvcIiKPhP+PPxGRs2MQ17hwTItFZKGI9Agvf1xE1lTZd2eMpm6F2Go95uNgn71UJaY8EXkpvPyN8GdgsYi808Lx1JYjWvYYM8bE/R9wA/Bc+PYU4I0YxnIb8Fj4dhawD/g28MM42E8pwLoay9YDgwiNAXgbGB/jGJ8gNO7gl8AXYxTDTwgNbFsRvj8fmBa+/SRwPTAB+CC83/oCq2IQ10fAuPDtO4A/hW8vBbrGeJ+dcczHwz6rsrxz+NjvGb7/GeFzgq0QU205okWPsYRokVP/xF2t7RXg4fBtAYLAROAqEflYRJ4RkViNCx4LpInIeyLygYhMBZKNMbtN6AhaCFwSo9gQkUnAKBOasmEi8M1wC+WPItKaFwLfTahxUGEioaQJ8A6hfXQB8J4J2Qe4RaRbK8f1VWPM+vBtN1AebskNAWaHW5jfbOGY6oqttmM+HvZZhZ8Ds4wxB8O/ZDoBC8Kt4paebruuHNFix1iiJPJaJ+6KRSDGmGJjjDd84L4KPERoqoIfG2OmAnuAmJQwgFLgD8DlhAZx/SO8rEKtk5q1ogcJfcAA3ge+D0wFMjhz0FmLMaHRx4EqiyT8RQeV+yiiCeFaMi5jzEEAETkP+B7wZyAdmAXcDFwB3CUiLT7jaC37rLZjPub7DEBEugMXA8+FFyURmn77OkJJ/8/hx7RUTLXliBY9xhIlkdc3cVerE5E+wIfAHGPMi8A8Y8ya8Op5wPgYhbYD+Ff4G34HoYMkq8r6Wic1aw0i0gkYZoz5MLzoWWPMnvDB/Qax22cATpXbFfsoognhWlq49vwkcJUxppDQF/PjxphSY4yX0E/zsa0dF7Uf83Gxz4AvAS8aY+zw/UPAk8aYoDHmCLAOGNaSAdSSI1r0GEuURF7fxF2tKvwz7T3gp8aYZ8OLF1Y5UXExsKbWJ7e8bxJqeSAivYA0oEREBomIEGqpL4lRbFOBReHYBNgoIjnhdbHcZwDrRGRa+PYXCO2jZcDlEjrR3pdQ4+FoawYlIjcTaolPM8bsCS8eCiwTEZeIeAj9PF/bmnGF1XbMx3yfhV1CqHxR9f4rACKSAYwGtrbUi9eRI1r0GItJeaIJ5gGXisgnVE7cFSsPEjqR8rCIVNTB7iP0cy1A6Nt/ZoxiewZ4TkSWEpou+JuEWgIvAC5C9biVMYptGKGf4BhjjIh8G3hNRMoInYiK5Xw9PwSeFpEkQh/wV40xtogsAZYTavB8tzUDEhEX8BdCJ8peC3338ZEx5hERmQOsIFRS+KcxZktrxhZ2JzCr6jFvjCmK5T6r4vSxBmCMeUdELheRFYQ+Dw+28BdMbTnibuAvLXWM6chOpZRKcIlSWlFKKVUHTeRKKZXgNJErpVSC00SulFIJThO5UkolOE3kSimV4DSRK6VUgvv/cJNFmiPASc0AAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "rw = make_trend(200, rw_loc=0.02, rw_scale=0.1, seed=2020)\n", - "plt.plot(rw, color=OrbitPalette.BLUE.value);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### ARMA\n", - "\n", - "reference for the ARMA process: https://www.statsmodels.org/stable/generated/statsmodels.tsa.arima_process.ArmaProcess.html" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "ExecuteTime": { - "end_time": "2021-09-03T00:35:47.286673Z", - "start_time": "2021-09-03T00:35:47.141193Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "arma_trend = make_trend(200, method='arma', arma=[.8, -.1], seed=2020)\n", - "plt.plot(arma_trend, color=OrbitPalette.BLUE.value);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Seasonality" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Discrete" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "generating a weekly seasonality(=7) where seasonality wihtin a day is constant(duration=24) on an hourly time-series" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "ExecuteTime": { - "end_time": "2021-09-03T00:35:47.470647Z", - "start_time": "2021-09-03T00:35:47.289064Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "ds = make_seasonality(500, seasonality=7, duration=24, method='discrete', seed=2020)\n", - "plt.plot(ds, color=OrbitPalette.BLUE.value);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Fourier" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "generating a sine-cosine wave seasonality for a annual seasonality(=365) using fourier series" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "ExecuteTime": { - "end_time": "2021-09-03T00:35:47.588607Z", - "start_time": "2021-09-03T00:35:47.472433Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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6Fzz3MzefXSzxprsT1Orw7UWLdHqsm8MMxUbVAoqcmE6THnNWas33N5kyqVojpNM+EhYOiSsrdX7rc9v8L+8e5tRU+LXy0rLErMJPfG+KTzxW5PLGGG+8IzodEJSwd/5l4D0AQog3Ak93bUSHTJBIGZvxlIg8YuZX/rTKp57Y4Xc/35kr5dJSndtPGEylDU6MC15cisdhcVC5jMfgQPWZ63X+/V9u8X/9cZXlXGff46VbFnecTHD3QoIXl+LhlinudmHy/56JpBG5z/03Pr3Fn31th3///3XmSnl5FU6OCyZSBhdOGFy6FY+14pewyv1TQFUI8Rjw68CHhRA/K4R4X/eGdjioeOpgyj3qLNXqtuQbl+v83TcM8qVnO3NDXFqyuNCw1M9MG1xbjceEDZJ7APGo6f7YxRqvvS3BmWnBoxfDy6VYldzKSS6cMDgzY3BrU7Jdi95vbVYlY0Pe7SibUYX2optTUkoef76xVp6rddRF7fIyXDipVOSZGYNra/FYK34JpdyllJaU8kNSyjdLKd8kpbwopfx3Usr/3nLdOSlltTtD7Q7FivRVebAZv8kZawWLFxa7b3V9+wYkEvA/v3WIyyvWbpGtMFxetrj9hBL72RmDqzFR7sVqwFDIpKCyDZVt7+/i6av1XSu0m3zj5TqvPZ/gNbcN8NTV8HK/vGxhCCWPczMGUsL1GCiSoOGp4L/Wfr4s+fb17q+Vl1csNkuSH3/HEPmy7Gh+v7wK5+eUIXQuRmvFL8cuiam4FdwtM5U2WDfdBbtdk/z9Xy/xvl8p8c2Xu3vId/EW3L2Q4BWnDEYH4Zlr4RfF4obFwqQS+7kZg6sxUCLQaKAS4KE7nVYyXDfdFclffH2HH/53JX7yt8udDK8tz96o88ozCV51NsHTHSj3xQ2LuaxgaECQGhFMpUQsFEkxYHgqKLmsechESsmP/YcSP/RvS3z+6e6GGD57w2JhUnDHyQSnpgRPXwv/PS7lYGFS3f/ZGYMrMZBJEI6dcg9Sy91mNiNYyXsrka1t+DuvHOCPH+/uhL2+rhRxwhCcnzN4aTncJKtbkuW85OSEuv+TEwZLHfqKu0VQuYwnBYMJWMk7j19KyW9/bosfftMgX79c51IXfdnlLclKXnJu1uCOkwaXV6zQ8em3chYnJ/aW4skJwVIuDm6ZYOGpADNZwUrBfeyPXqxzedniva8b5I++3N21cnXV4tys+i7vOJngpeXwMl/Kw3xDLicnDJZzVkdunl5z/JR7wDR3gNmswUrBXQl+9ska7339IO97/SD/4+nOfH2t2ModOnOlrBYkdYtdRTKbVQ+tqCfs1o5kp+4/axhUmO1M1v2h+/KKxYtLFv/k3cPcfy7B//hW93ZUtv/1zLTB2RmDrR1CK+Rbm3sPXFDzbdnlodUrlFsm2HtmswarHmP/7JM7/J1XDvA/PTDIY8/XKG11b/5dXbU4a6+VaYMrK+G+x+2aZL3YtFYyguoOFCpdG+qhc+yUe6nqP4HJZtZDiWztSL76Yo233zfA684nyJcl19a6q9ztCXtu1uDKajhrZHHTYjABMw2XxlzWYLsWfYJWkFruzcxmDFfL/UvP1njFKYO5rMHrzyd4ugN3VitXVi1OjAtGhwSzGcHYEKEfurc2rV0LEWAuK1j22Cn2gjBumdmsYLUgHXcxUkq+9FyNt987yH1nEggBF290Ty5XVy3OTTe5HUPKRBk9MN946M6Nq8/sNCqqlxw75W4GqJVh4zVhn1+0qNXh1WcTTGdUiOEzXTosUq6UPd/fuZkE11bDLfylTclsVuwmLc02Ek2iViT2AXHwHZW7C+DJK3W+43YVl3zv6URHZxWtNJ9dCCE62lHd2rQ40azcxw1WYqBEQu1yMwY7dcg5NFK5tancWW+4kGBoQHDXvNG1tQLKgFmY2r/LDbMzXdy0GB7Yy7odHRJkRqNfK0E4fso9jDWSMahbOEbMPHOtzh0nDUYa2Wv3nEpw8WZ3Juy6KbHknuVwckKwlA83YW9t7vftDg8KxpMicmvEbMRTBY1ims0arjuqZ67Xue+Mina455TBcl52rQjcSl4y15SFeXLCYCmkK+WgWyYmlnuY86nGd+Ikl2eu15nJiN3r1FrpjkxqdcmaKZnN7q2V8rZqzhOUW5sWc+P7s+znsu47xbhx7JR7KWDIHcB0pjFhHazEZiUCajvYrZjYlYJECJhqcqVs7ThbRm7cyklOju8X+UzGO7rhsClVJcnhYPHUYB90t/+eN0sWN9Yl955W93tqyiBh0LW4/tWCxUxmvysljM9d+Xb3y2UmY0QuE2hEMAVcK0MDymBwkssz1+rcezqxqzTPzXZvrawXlStlNrPflRImaODWpmSuJYk9DmslCMdOuYeJlhkaUOFpXhPW5uxM95KDVvMWE2MwmGhxpYRQJOumtfugsolDDe4wMgGYG3d2y3z7ukVyeO8gejAhODVpdO0sZKUgd2WhxmKE2gHZoZzNcplICfLl6BuAK7dM8PfNuZxRPXO9zn2nD8kQyu83hEaHBNmxcK6UdVMy1VI1YvyINSM5fso9YDy1jdOhamVbcmnJ2me5n50O7+trZaWwf5INDwomUyKUNbJZlLtVLm0mY9CxPkhZ2WbcDlTtB25zUbQzMyL0YXQrqwXJTJNCPjEezpViP1jHm+QyGZNKpGHcMuB8FiKlSly678ye2jk7Y7BakF1JMlstWEylBAOJ/a6UMA/dzZLFeEt5n6PWI/ZYKXcpZSi3DDiHpz13s07CgDtP7n2Vp6cNytvdqWu9mpfMtGwPT4yHcwFsFOVuc2mbONRFD9qFyWY2KyhWaRtK9+0WVxnA6SmDG+tdstzz1q5vF+DEuMHSZvAH+kZRkhnd25mBstwh+rroYeowgXrotlOoN9Yl+TL7drmnGofSNzc6t95X8vt3U9CQS8i1MpHc/9pR6xF7rJT71g4qnjpADRMbJ8v9mWt17po3GBrYfyAG4VwnrawULKZbCh/OhrZG5K7isIlDuzpVyz34+2zl2u67eOba/u2/fX03DsSKVUl5i32W+2xWHd4VAxbbULup/ctwdEgwOuR8gN8rwkTLgPOB8DPX65wYF/vOKkaGBNkx7yRBP7Seg4By3YXJGciVZBvLPXpDKAjHSrmbARt1NDM/YbS1Lr593TpgIQ4NCCaS4SZVKyt5yXQXLHcpJbm2yj36raZZCWchpkYgPQqLm/vHv1awuJWTB+QyF9J10spqI6Gt2XIPe3i3WbIOyAT812g5LKxGO8qgkWUA85MGi23WSrsHLjTi+rsQsdXOcp/LhsvC3ixKxttZ7lq5xxM7njqMInGqCuc4YbukSNYKFlNtLHevjNlWilW1a2nrc494qxnWLSOEaFvZ8tvX62RG4fTUwYXeDSWyVpAMD+7fbSSHBakR5xBAJzaLBx+4EP2OqrQFUhI4QxUa1UbXDrqoWqPKbLq2Vky5W3PIxisBsR1SSjbaWO5RyyQox0q5F6tgCBhz7qvgyJlpg8WN/aVYi1XJ5ZWDljt0T5Fslg76/qbSgo2AIVn2pJxM7Rf5ZAx87mZFkgnxwIXG4XXLQ/eZ6xb3NYXb2cxlBaUtOj682yxJJpPiwOdPpY3A36X9Wa1E7QLYNYRCPHTPzhhUd/aHDluWOky9t63l3p1yC+0elNPp4N9jZVu5cFvX3WTKfyXSOHCslHuhkZ0apq3cmWkDS+4/+Hn2Rp2hAXZL6DZjZ7V2Sq4kybZYEFMpwXrACbtRtEgYByOFJlLqUDLK+uGFkG4ZaL+jevpanXvbWohKTp363TdLcl90i81USnhWD21lw8lyj7jpRSe73NmMYHhwf07BlVWLYhXuO91+rXTjfEoZQi3GS0O5BynqZj8M2rll4Oj0iD1Wyj1MfWqb7JhKzmiesN+6WufeU4l9kQ42ynLvbBJs15Tfs1W5TzYs9yCRGZtFyfiYOPBgi0NkRli3DBxsOCKl5FtX69x/9qByT40IxoY7P+jOOSn3dPCHrlJI7d0yGxE2vTCrkqEBFXobFMMQnJna/9D91tU6Z6ZVV6NWunXQ3U4uUymVXZ4P0ANhs6Ti5TMtLin7szeOiGvmWCn3MKUHmrHj122efLnO/efa9x8Ne0rfjB3n3Or7m0oZ1KxgFerahUHCnjUSZRtBs6IORsNwtuHfrTcss+vrko2i5FVtlDt0xwWQc1DIk6kQ7jJHyz3a1o5mpbO1cqal/vmTV+rcf7Z9/9FuFEqrW5JC5aByn2z44IPIZbNokR0TBzKmBxKqvoy23GNI2KgMmztOGlxcVBNWSslTV52V+0ymc7eMrdwPuGV2G1X4V1K5kmS8jRIZGhCMDCrXSFSEqT5oc+Fkgp26Ku8L8NSVOvOTYl8kSzPdkkvXLPc2iWUAmVERsUyClWBu5Y6TBs831Yx56orLWsmqs4qdDjJyCxVVeqD1uxwbgpFBAsnFaTcFkBkTHXVC6yXHSrl3sv0HlXxhtwa7vi5ZLUhe4zBhJ1MGuVIwX18rubJkZBBGWrbGyWEYGggWB71Zam+5Q/QT1uzQXXZ6SuzK5euXa7zaQSbQnd6rTj73yZQRyJViWZJcub1clEw6GmZHKMs9/PvvPaXWipQSsyJ5ftHi1bc5rJXGd5nvQC6bu37y/d+lEGLXjRnksxzXSsQP3SAcK+VuVsKd/tvcdzrBpSWLYlXyyHM1bp8zdg/pWplMCSwZzNfXipOFKIRoHN4FOyRytEYinLC1uqS606FcziR46opSJI88V+Mtd7Xf/kN3olBUgouD5R5AJoUK1C3a+qEzo9HupsKWhLC570yC9aLk5obksedrZMYE9yw4rxXoLGkrV5YMGMrwaSVoAILXWtGWewxREzb8+19x2iAzKnj0uRp/9dQOb7vXWYnsHlR2MmFdtoeTAUO83Cz39KigEKLKZDewMzo7USQP3D3AF79d49kbFoubkgfucZdLpz7TXFm2VchBHxx2fkE7uaQbD9youmSFrStjc3LC4MIJg7/+do2/+tYO33XPgGPVz5Eh1eykk4NKO0GvNTwV1I4qiAuzXSa3TZRrJSjHSrl3OmEThuB77x/gl/+0ylcv1fl7bxx0vHZsCIYHO7NGnLb/oA5Vg1ruTp+lLPdQQ+wYW7l3Ipd33DfAmin5x79b5rvvHWDOwd8OjeJPHSZtufncK9uqv6ofNouSwUR7azMzKqhbUN7uaKih6dRyB3jXqwd4+K+2+PQ3a/z9NzuvFej8oeu0m4JGXkiQh25Md7lBOVbKvRsT9p++Z5i5cYOfftcQ5+ecfbtCiI6LcjkpEbAnbIAD1TY1TGyi3GoWt9T/w9SWsZlIGXzkh0aYSAp+9r1tNGXztR3KpG5J8mVntwz4f6DbD+921mam8flRyaXTaBmAH3/HMLfPGfzIWwZ53XnntQKdy2WzJMm6rJUghpCb5R71+VQQnPevfUg3JuxU2uCPPpz0vpDO/btOSkSNQ3B93b9y3yhZzm6Zsc7OBjqhWFW7nIE2uQJB+JE3D/Ejb/ZOPe5UJmZFpeW3e+hmRwUJQ0UxnZrytpucwlOB3YzdfFlyYjz0cENTrMK52c4+Izks+P1/4netBDuMbiXv4sKcSgm+cTnYLtdNLi/cOhrK/VhZ7sWQ5X7DMpESHdXkdgvdnAxwoLpTl5gVnK2RKC33DkPugjKREpS3VFPzMLhlbhqGqrXv9/DObfs/PCgYGjjalnsQOq3b4rZWptJG10Ih0/pANZ6YlYNZZ4fJZDJ4rZFm3OppB7FA7QdML8K7SlvBDgGLVULXlQmD/R2EVSR2XRonN9JE0n/YndshN6gwz27IxbJk4Hoo3XBhBqHTpjHFqnPE1URKsOHzQNV2u7U7MAdbJqGHuY+gayUox0a5Syl7brlPdphC7tZ+LshisB8Chx3e9bVLNb7jF0x++VNbvt9T3OrsMDUouynkIRWJWZWMuriRgsTRbxTbJ5bZdMtK/Jnfr/Dmj5hcXvbfharT4IOgdOwuq0rHBuuTKaWQ/SRJ5cvtk6Fs0qNgdiFa5sVbdd78EZOf+/jhRTIcG+VuN+ro9VazswnrrPgmkga5stxNu3djsyQZG3auE9Kt8K4/+OI2JycEn3h023flRdWEueM/7ZvBRgp5WLl4Kb0gMs+VJJMOh9yg5JLvUC7X1iw+91SNyZTgDx/xH3rTa8u90wNVt13ubokNHw9d22Dy2uV2anF/4pFtptOCv/xGrStdqNpxbJR7J406wpLpUGmWXBoUT6QEUuJr8bv5dqE7bpm6JfnqpRof+cERkiOCRy/WfL3PbTt9WGTGwsvFK8s5iHLfKLZv1GGTGaXjLNXHX6hxfs7gp981zF8/U/OllDpp1BGWTmQC7nIJkiS1UVS1+kcdzubTo4KdOlR3Qg8VgMdeqPNT3zvMhRMGX3jG31oJyvFR7hXbV9rjCduB0nSznoJMWLd0alDjLFbxtQtw4uJNi1IV3nDHAG++M8HXLvlX7r10lUFnD13TY6cxmfTf2crL596Nh+4TL9Z4w4UED9w9wOKmPNC1qh2dNOoIS8drxeUAeHhQVQP1IxenWv3N44TOsoeX8xZXVy3ecMcAb7lrgL99SSv3jrAbdbRLGDkssmOCfDnce7drki2XtPzRRpKUnwm74RLjDnsHmkH7fzbzwq06Z2YMUiOC+84keOa6v61mry1EgPExETr004/l7jdJyi3NHbpzFvLCLYtXnEowN24wkxE8c83b795Jo46wjI+pBLCwfQW8jATV3NrnWvF44EJnUUwvLFqkRlSnsPvOJHzJJAzHRrmbjUYdTk/kwyDbSHgIUzys1HAjJR0WmBDCdxclpz6dNvbuoJNt8UtLFnc0mpbcdybBxZt1aj4OsJTP/Qi5ZTx87n4PBrd2VJNtN+Xe6VlIrS65smJx4aSSS3PhOzeicmFCuDm4GyzhkgjnVy5uiYOgKkwOJjpdK3UunFCdwu49bXBzQx5Kq8sjr9xrdenroMTscaQMKJ+pJZV1GhTTR80VvynbbnG76m+o/3ey1by0ZO12pLrzZIKtHbi54U+599JVBp25ALx6AviViT1nXa3EDl0V19YsdupwoZFJfedJg5eWvZVIsaLKIoRp1BGWTtwdlW1VgM1NLn6TpLxcmEKI3bo/YXlp2eJCY62cmzH4+R8YRtD97/rIK/f//KVtfu4Pva8r9jgpA5TlDv4OPVuxo03c3Eh+w+6cGkLYJAzV3LkTa+TamsXZGTWdxpOqa9XLK95WYnGrt9EyoDJJw0aheLllJpOC8jZUPeLK91q5HZ7P/dqaxURS7CrOc7PGbt17N3odKQNqnieMztaKt7uscxcmdH74e3V1b60YhuAD7xh2nQdhOfLK/cy0wY117+s66dMZFvvvhZmwZkV6puVP+EyS8jq4A2X1hG0cLaXk1qbFyYm96XRuxqciqUTjlgmr3M2K+0Gj37aFmyVVoXRowN0t00kz71ubkpMTe59/btbg+prl6S6LQiZCCDIhH7q7yt3L5+7Them9Vjo7n2pdK4fF0VfuMwYbJe+O9vmyu2viMBhICJLD4Szikg83kt8kKa+DO1C+/aLPaoat5MtqazzfNGFvmzW44qHcpZQUKu7W62HQieVV2nK33P0mSfmSyXDnSqRVJjt1b3dZruzudz4swsrFDpYYcykt5Nfn7k8u4R+6liVZyknmJw7/+w2t3IUQhhDiY0KIx4UQXxRCXGj5/U8IIf5WCPEVIcT3dz7U9pyaVLdwfc1dkeRKctdN0kuyyXCRGaaPrlF+/LtSSk8/IijlXgqpSG5tqu/+xPh+K9HLci9vq8Qyp+Joh0W2g2gZr5orgwlBdsxbuavKg+7LLzUidg/Ww6As972/MZE0yI55u8tyJavnMgE7iin4+/wESwQ5UHVzYUJDLiENofWiZKdO7C339wMjUso3Ab8I/Jr9CyHECeCfAm8B3gX8ayHEoQQhjgwJZjNw1UO558sRKfeQEQ9+ukb58SOWthoK1MMaSY14736cuJWzmE6LfS6GczP7m4m3w26r1mu5hJUJ+DuYH08anof8m0XL125qpx4+PPBWzuJEi4V4btaHXMq9lwlAZizcLtePTCaS/or4eYVCQmOXG3KtLG1KDKF6+R42nSj3B4DPAEgpvwK8vul3bwC+LKXcklLmgUvAqzr4W66cmvS23KNS7mEjHlQdHPdr/IRC2pa9L2skrHJv8e0CzE8arBSkq2Ky/auZHsulk6Stko8dlR93mVfWMOwdEIZ+6La4ZQAWJgSLHm6ZfES73LDJZaWqJDXsb5frlqFb2VYtH73lEt5dtrhpMZcVHZe49kMn9dwzQL7p33UhxICUstbmdyaQbf0AIcQHgQ8CPPTQQzz44IOhBnIis8OlRTBN59oZG6ZkOFF3veYwGBuUrOaC/92NgmQkAaZpYppm22tGDMlGEQqFguOW9OaqshSMWhHTdJ5Qw4ZkwwTTDJ5XfXVZMpNm3zjHh1QBppdumpyabP93b61JxoYk1XKRDlzLgUk0lPriqhnI/aDiqSFhlV2/y8yIZGlDydxJdqt5yclxME2X7MTGg3F5rcigDKYM6pZkKQfZ4QqmufftTqckV1fd5bxuSk5m/c0Fp/sLw+igZK0QfA6u5VTwgdtYhoWkZimZO1UhXcqp73uIEqYpHD9vyJDkix6yc+DKkmQ2093vLZ1Ot329E+VeAJo/1Wgo9na/SwO51g+QUj4MPGz/M+xAzs4WeOpagnTauTGAuWUyNzlCOu3e7qvbTGUqVGqQDhjvt21VmEjvva+dABdm6+zUSxhDaUdrsmrtMJ6sks22nwA24+kqm0UZeJwAm+UKC1OCdHoviySVkowOmeS3xrgn3X6abbNDdqziODkPi/mEBEzqIkk67d4hqJnylqRumcxOur9vJluhtOMuu0K1xKsnB0innb2Vo2NqnHIg2DgBVgsWdavIbSdTpNNNh6ontvnbl7dJp1OO7y1tlZidGCSd9m5+As7KJSjT2SrPL1qk02OB3rcjt8gm667vO9WQ+Q7O3+XVXB0osTCb3rWs293bZGaL5xZrrvrGiVy1yvxU8HsMQydumS8D7wEQQrwReLrpd08AbxVCjAghssA9wDMd/C1XTo57RwDkXXosHiZhIwDMinTMTrXx04TbTxgkNLaaoQ+JrN0WczZCCOYnDNeKd/my7Gl9fRt1+Ebgutymj5A78HfQ7ZVYBiraamSQUO4yu6Z8q1zmJ4SvaJmj5JYxPbJTQeVSDCbcm3BvFtV9e7lMksPhD1Q3ipKpdG+CFDv5K58CqkKIx4BfBz4shPhZIcT7pJRLwG8AjwBfAD4ipTy0nff8hPJlOflQd+qqyl0kB6odhHd5Hajabd3c/LtujbGbSXbgc3dqSzY/KVjcdFHupWiUu2GEi6ku+qy54icywyuxzCYV8vBuvagUXmsc/fykQb4sXZVTPqJQyNBrxUcOixAqsc7VEPKo0mnTic99o+gdR98tQrtlpJQW8KGWly82/f53gN8J+/lBmJ9QESGrBbkvHM/GnjBRRcuECbtT9andrzEMwfiYe8RMzkcYJIRXImBbIwf/xsKk4Xp4pw65Q/3JjsmOBU91L1YlCcO5HKyNV+awlNL3jkpFZgQaJtCQSZtQy/lG6PDihsUdJw+6JyxLUogqsixkiGpxS3LaI6wUvBvc2BUhvehkrayb/uTeDY58EhPAVEptuW46NIy2LTSn7uiHSdhu6W5dmJrxqh/uJykD7GiZQEMElKLacJiw8xOGu+UekVsGGhUXA1qJqnmKd/E5r8YThYqqheKV5g7q74Vzy1hMtnngJoeVBbvo4C4rVlU9pKgiyw51rXjIxU8YJHS+y53Syt0/hiGYnzS44TBhc2VVCMktg+2wUEWGgr/Pq4aJjZd/17eFOBwu5K5QgZpFWz/i/GQ8fe4Qrm5L0cc5CMBESrk+nNyEmw03mj+5hMscXndRIm5+93yEu9zMaLiyv37Xipe7zP/5lKofFDSUVkrJutl+l3sY9IVyBzg15TJhG3G7vSz3a6O66QRvy9XNCevXcg+lRExnRTU/KVjadFZyubIkE5FbJh3CSix6VIS0mWx0yXJKmtksSQYM5ybbzYTNP9goyraWOzTcZQ47qlxZIkTvi7nBXj2boEaG31aNXkl/mz7Pp+x1WQ5Y7bVYVe5j7ZYJyMKk4eqWicISATVh65ZKtfeLHU/tp3iTVxMCtdX0s/0XjT6zwRbWRlEyNNC+euXCpEHNUmch7ciXJNkjZLn7rZZoP0yd5GIfpvoxNlIhfe5uvt35ScPRLWPvphJGNJY7BM9S9SoJYTPh0SXLryFkz/WgDyHbCJv0sR67QV8pdye3TFSn/7CnoINYieVt5ff0Y9l5Wu6+IwDUNUH97uum2v63U1QzaeF5FhLVgWpqJJzlnvTIhAQYG1YhjE5y8XsOosYZzl227nKQvuDhlonKEEoOqxDVoH1jS1V/7jKvzGGnqK9WwmYOrxctBhO92xX1jXI/NeXs382VZM9T3G3CWCN2yJ0/n7uzNbJdU1UX/RzgJBsPkjDWiNP23zBE41D14GdKKcmVJWkfD7DDIJzP3f/CdHvoOkUXtSNsHZMN03KMp16YcnHLRFR6ANR8SY0Ei2Kq1SXlbX+73MmUcI1z9xuDPjwIA0aItdLYTfXKPdw3yn1hUnBrU7atVe12uHTYDA8KhgaCWe5B2pwpt0z7hWorfSfl24xtkQb17yrL3XkazU+Ktg/d0hZs7cCkc6LkoZIeFYEtRD+VOm3Gk4Kcg3IPEg4X1ufufqBqsFqQbO20WSum1TO3QTvSAfvG2i4rP3IZTznLZKfR0c2PXIQQoUJU1wM81LtB3yj3U5MGdQuW8+0mbG+/1FaCWonFqjpwG/FRKcHNQlzf9fF53/vQgHoIBbfc24fc2Sw4RMysm/bYAv25rpEZDRfn7rebl5uVuF60mPaZpaiyIX0PEVBdoMpbznJfsGPd21jv66Zk+oitFcDXDtCtS5ZtCPm999QIgbNUnUKGD4u+Ue5TacHwIG0VyVrEyj2oNWJW1Hbcz/ZtMqUsiHbhY+um2mIP+qxAFyY5w8tP6azcG/7HiNwyQWUCjebYPjsUqZ6dDm4Z09mV1UoYn/uGx0M9MyZIj7Yv2RG1IRTcclfX+vW5Q/uzEPs1P+dTEG5HpdZK71Ru3yh3IYQ6VG1zeLduWsxkorvVTMBY95KP7FQbt7Zu6+bBmi9uqPoyvi8HvA8HFyZFW5/7WsNCjCI8FUL63D26MDWj8g/au8vWTP9uwlAP3MZccAsiWHCImFkzJdM9qDXuRGZU7Lol/VCsSoYH3dsV2oy7RDGtmSpKyM/nQFhDyLuGfzfpG+UOyjXTaiVKKVkrRG2NBLO+gvh2d8Pu2lgjQX18YawRr+gKO+zOaol1j14mgu0abf3OTqgGKv6udevZGeRANYwSyZdUXRm3AlhORd3WTP8uo8MgHfCh6zcMEtT34dQly+0Auh2q1Z7vy4HGWtHKPRwLkwdDvEpbUN3x70s7DIJaiX7TqUFZGqmR9hN2PYCFCOEiM7zqkCxMGmzXlGXUzFrAxdRt7OipoC4Av3Jx8rlblgxUGTA5onzurQ9HNwoV74gXt7OQqM+nzLL/64tVfy4ZGxVd1ua+AxtCwd1lfuTSTfpLuU8ddMvYB3dRWyNBlUiQ7vNOh6rrAXy7EK7xb95jws5mBQPGwcO7dVP2pNWYE/b3G/Twzr/Pvb1McmWJJf1nKdoJM0GS4PzEqi9MHuzIVNqSVLZ70wLOiXTAg251yO3/8526lwUt6BXGEMqXcWwUchj0lXI/1caPuFbobeJAO4JHAODZNqyZiaTh6HMP8lBTRap8X85OXUVluOUQJAzBiTZJM1Efco8NQcLwb7nv1JXi8+sCsN0yrWUn1h3qrDuxl1wWwHIvS08l0q7uz1rBHlu051PBgg+CGUJOJQiCRgmFaZLd66S9vlLuC5MGSzm5L4U+6oM7aFjuAZKY1IT1//lOh3d+M+5sgvp3/ZZSblcaImrlLoQIVNTN/l6CHKju1DkQxrhelIwNw+hQMOUeRC5+fLsLbXrc2hFMURVzgxCRZQFcZeC8owoayRK0iqqUElO7ZcKzMCWwpOowbrOcs5gdj/Y2w8TuBvEjTqbErkXYTFCfe9DiYX4rCLbz7y7nLOayUcvFv+VuL2SvpuU2tqLYLO1/fSOgTEaHwBDBlHuh4m25L0waSKmam9ss5SSz2WgNoaBrxU/D8macyv6GiiwLIJPSlirz3MtM+b5S7hNJwdjQ/lj3m5uShYnoJivYFQj9Xx8kWQZgLitYaSnOJWXj4C6A/zRotEy+rJpXtCsa1syZaYNra3sy2alLVvJyt3FEVASJzLAfAn4VSXZMpamvFva/HvQgWQgRuPOPH597dkw93JrlsrhpxUImQXNCgij3uXGDlXznB8lBz6fsCqHacg+JHeverNwXN2IwYQPWywh6oDqXNVjO7Z+wubJkpx7sIHlsOJgSsX27XpbebbMGl5f3xrecU4eKC5MRP3QDFA8rViUjg/hOCBNCNB66+19fKwTPAA2qSPwodyEEt80leGmpvvva4obF/ET0yr287b86aXErmAtzLitYyu3/bMuSu+5bvwR2YTbmmT5Q7YD5lkSmxc14TNggNd1Vx58g1ohguWXC2q6puezhWe6Fir9t5vk5g+W83F0MNzcsRgbpaUJHOwJZ7gEfuKCsxFbLfSknmWvTCtKNoId3hbK/Qnm3zxlcXmna5W7IyB+4tvIrBthRBbXc18z953IbRWUIzQVw39ohqn4plCXJYffcg27Td8r91JTg+vr+CTsfgwlbs6DiM5ytWPHu5t7M3LjBenH/4ditnGrEOzx4eNaI39P/szMGCQNebljvNxu7qSh9uxAsMsNvF6Zm5rKC5RblfitncTKgsRE07C5fkWR9PIjOz+3fUcXFcgcCHXQHUu5Z1UhlrdC8VlSDktlAhpDy9/s12KIopdx3yv2OEwlevKUm7EbRIleSnJ872Ai4lwSt6R50wtpNwVeaiqYtbbZvFu5GmANVPxN2aEBwasrg8opyAVxetjg/G/3UC2K5F6vB6+CcaGe5b1qcCHjAHzRE1W+D62blXqtLrqxanJ+LVi62UeNfLsF2VFNplXex3OR3X9q0mMn4r8GkxqmiobZr/q7Xyr0L3H3K4KUli+2a5MVbavt/KgaWO/ibsDt1SXXHX7lfm4mkaorR7HcPYyHa4V1+rRE/8dQ2d5wweH5Rje/FWxYXTkY/9YI0ZA4acgfKElzJ7/3bsiRLOcnJMA9dn5Z7ra66ePlxy9xxIsFGUbJasLi2ZrFThwsnojWEEo2a7v7dMsFcmAlDMJPZ73e/lbM4GfiBGyxEtVDpfU+J6FdYl7nzZAJLwvOLFpeWlCViRNAyrJnhQRhM+LPcg8ZTQ+PwblzsK3ccxnJPDqsOUH7dR17Zqc286myCp64oy/3SUj1yJQLBmpcH3U2BstybD1Rt3+6JoG6ZAAeq9hzzI5dTU4KJpOCpK3UuLVnMZkVkTW2a8RsOKaVshEIG+/y5cYOVJkNoKSc5ETCizu5/4DcAIR/AEOoWfafcx4YF950xeOLFGl9/qcYrz0SvRIQQvidssaFswiiS5iihsJY7+LdG8j4P7gBefVuCZ67XubpqcXNDxkIuQeLciwEzIQFOjhusmXvlmMP4diHYgaqde+BHkQghuP9cgm+8XOfrL9VjIRPwHw5Z3YGaFWyXC3CyJWM6jKvM7lwWRC7aLdMF3nLXAF94psbjL9R5y90DUQ8H8B/rbu5a7sE+/7ZZgysrzdZImAkbcKsZYMK++lyCkUH4V39SZWFScGY6egsxSEx1GLfMuVkDS8L1Riz5rRC+XVCKJIiFaAj/8+dtrxjgc0/t8MjFGm++KyZrxachFDT3wOa2WYMrq82GUHBXWcJQOTWHsVa6RV8q9/e+fpCvX66zU5exmbB+O/8Uq5KxoeAhU+dmDV5uKPetHcnihuTsTDDxjg2pBsV+FUkQn/vQgOB9rx/ib56t8f2vG4w8UgaCZUMWq8EfuOlRwWSKXblcWbECywSC+dwLFfV3/boi3/2aQW5tSi4vW3zPK+OyVvw9dMO4MAFum03w8spefH9YuSRHhO+zAb/hqd0kHtLsMufnEvzXn02SGgku+MPCr5UYJuQO4Pyswe80lMjVVQtLKgslCIYhSA77L1KVC2iN/Nx7h3nTnQkeuCce0y49KtjaUW4TryYNYXzuAOem2Y1IubwSLkooSP5B0OJU40nBn/x8EimDxXkfJn4t92JVGSNjQ8E+/9yswY11FTpcqko2Q0bUpQLEuufK/sJTu0k8Vtkh8Kqz8fAf2gSxRoL6EEEp8lxJslmyeHnFYi4rQimj1Ij/TjhB61OPDAne8UofjWF7RKYpRNUr9TysXM5O71nuL69YvOc1wZdcIJmE2P7fNR+/tZL3UWiv2DhMDRowcVvDXXZ11cKsSAYT4bKlUyP+z2wKld426oA+dcvEEd9+xBDbf4BTUwaDCbi8ZPH8Yj10qGHapwtga0eytdPbQkjdJkhN9yAdf5o5O6Ms91pd8uKtcFFC6VH/XX+CHHLHFb813cPKJDUimM0KXlq2uHhTRdSFyRz1u1YgmAuzW2jl3iP81jEJmk5tM5AQ3Hs6wdcv1/n65TqvvS3cpsyvH9FvRcg4kxxWFRf9HHQHrdRp88rT8OyNOk9eqVPdhvvPBVfuyUbct5/8g3wE2/9u49uFGVImAPefTfCNy3W+frnGa28Lt3NJ+txR1S2J6TP3oJto5d4j/FrupZDbf4A33png88/UeOpKndedDzdh06P+mmT3g3JXNd29rUQpVWJQmIYvr1iAwQH4D5/Z4u4FI9SDOz2iylds7Xhf2+tWboeB77DhgNVTm3njnQM8erHGE5fqvPZ8OEMoPervLMSsgJQwrpV7f+LX525WZaAuTM28+9WDPHWlTmZM8Lrbwyl3v5EZhbLyVY7Ex4UeCj9WYmVb1eIOu6N61/2DPP5Cnfe+PtyXFST/IIqojG7j13IPmp3azPe8coDLy6o8ydvvDafcUyP+wpt3K0LqaJn+xG82pFmRTGfCPXPvWkjwiZ8ZYzptBI6ltkn5dB/Z2alxCGnsBD9Wor31DmslfuSHRnjn/QN8V8good3aRFXJdMb92lwfKHe/lrtZlb6bp7QyN27wJz+fZMAIngRlkxqB6+v+XGVCBK9N1ClaufcIv9mQxSqcmw3/d8L62m1SI+JAbfh2RJFxdxj4sRLtrbff5titpEYE77gv/BYnSP5BoSx7vv3vNulRQXlL1clxO+gsdeCWAXjFqc6ihHwbQmVJZjR4VE+naLdMj0iP+avp3okfsRukR/0dEvXD9h8aVqJH2J1ZUVmfQeOpu4Wdf+DnoNtPi724s1vT3eNhFiZruJv4zT+IIlIGtHLvGZlRVSK06nEoFjaeulukfHZjiqIQ0mHgx3K3s1OjdEH5PQvpj1BIfyWyo14rKkQ1voZQKOUuhBgVQnxSCPGIEOIvhRAzDtddEEI83dkQ+wO/MdVmB+Fd3SBIKGS/uGX8yCTqTGc/iUzbNUll+2hHMIH/mu7FCpGuFSUT7+uiyE6F8Jb7TwFPSynfCnwc+OetFwgh/iHw/wJtFf9xI+PXGgmZmNEt/FsjR1+JgB3F5H5NMWTuQTfxY7kX+iA8FVSEUXLYe62YVdnzQ8pm/HZjiiI7FcIfqD4A/Grj508DH21zzSbwNuAlpw8RQnwQ+CDAQw89xIMPPhhqMKZphnpfL5FSMpCApfUScw6CtuOpE7KMae5d08v7MxoJF15/c8OUnMiAafoIvnYhatkNGZLNovs41vKqmFuYsXbr/kYGJRv5OqbpXGz/1ppSMka9uG/+HCaHJb/UCCxvlF3vo1CWDFDFNAM0Mw2A172JuqrPv7ZpMuLSznI9LxkdOLzvKp1Ot33dU7kLIT4AfLjl5WUg3/jZBLKt75NS/kXj/Y6fLaV8GHjY/qfXWNxwusE4kRk1qTNCOt0+cqJYlVjSZHYySTq9/yS/V/c3N1mntFUimUy5nu4Xt0vMjA+QTg93/DejlN3M+Dbl7W3S6ZTjNdtWlWzSIp0OUJGriW7c30SqzLY0SLuYqjtrNQaMMrNT6Z6eDxyG/LJjRWoMkU47n2KXtgrMTIyRTh9e0J/bvc3VLKCIGEiRTjs7Qco7Zc7NusvuMPB0y0gp/6OU8r7m/1CK3b7rNJA7xDH2DV6x7va2O8qDyuSIyqYre3RjKpSj2Wp2Gz8x1cVqtDIB/26Zfsg9AJXw4yaXnbo6X4hSLs35B27kIwpPDetz/zLwnsbP7wYe6c5w+pu0RxU522cadQQAeGdDRhXe1W1SPqJlChUZqvRAN0n5OOjul/BU8I4ht7+LKNeK3/yDKPqnQnjl/lvAvUKIR1E+838JIIT4VSHEG7o1uH7Dy0osVlVK/7CL/+6w8ZPqLqXsixomoGRS3dlrhdeOMC32uo2y3N2vyVeOdpXOZjIeu1w7SiVKufjNP4jKEArlrJJSloEfbvP6P2vz2okwf6MfSY+5b63jkIAyMggDhvsOo7wNO/WjH5UB+3cqk6n291OIgXJPj/jY/peOfnaqTdojo9s2ksKUx+4mftxluYhcmDqJqYd4We5mJXyKe7cQQqhYdxcrMV/qj5A72PPZumWpRp0sA438Ax++3X6QCfjY5VYkyWHVyzRKvPIPduqS8lbvK0KCVu49xSsb0qyoGhRRkx51b7UXVZW7wyA5rPymbrHuhYhzD8BfedmofLuHgddaicNuCrwtd9to0OUH+hxPyz3iujI2XtZIrqzivr36jh4FDEOQHnHPhjQr0fp2wV+Gaq4UrH9qnPGq+RO2C1O3UYlMzr/f7Xug3TL9jR/LPWq3DHhbI/lS/2z/wV0uKrEsJtEyVVyzIfvJLeOVKW3GxHL3KrSXa/Q9iKLonFbuPcQzAiAGB6rgHYbWT9t/cN9RlRuNOqK2ElON/IOSSzJmv0Qwgc9dbkzWipdbJjMaTe6BVu49JD0KpttWMwYFqsDfVrNflAi4W+5xiKeGvRBVN797P+2oVGSZ6j/ajmIlXNvDbuOVf5CPMNlPK/ceYlsjTlvr2Gw1vdwyfabc3azEQkyUu1dymZ170C87Kq+a7nE45Abv/IMoS2Nr5d5D0o2a7k6Njs0YWSNufsR+U+5ulrtZjUev2JFBSBjOse527kE/xbmDc6x7HMJTQe1y47pWtHLvIbsx1U6KJCaWe8rjMKvflLub5W6Wlass6notQghXK7Gfcg9g74zDbUcVi7XiucuFce2W6X+8OsyY1fgcqHoeEvWJEgHbcm//O7Maj90UKCvRyb/bT7kHoGq6jw17GEJxcct41IvSbpljwOiQ2lq7Tdg4HKimR9yLIfWb5Z4ejf9uCtzDA3NlydgwDLo0lD5qpEeEYwCCWZGkYzAH06OC4lY8d7laufcQIYSjf9cuYRoHReIVChlVCdPDwtXnHhMLEdzPQgp9JhPwcJdVibQLk43tKrMconp0tMwxIjNK21j33ZC7GCiS7JggX3aO6umHJszNuCqRGFnutlza0W8yAeeHrpRStT6MgVyyYwIpceylmi9LshG59bRy7zFOEzbXWLRRHb40k00KtmtQbRPVU6urVoD95ZZxttxzZRkLmUBDuZdcLMQ+kgk4Ny8vbUHNikdkkP2duz10tVvmmOBkJebLkoQRfQlTcJ+wthLsJ0WSGRVUtpVrrJU4uaA8LfcYWLLdxKl5ea7xgJuIwUM3PaoKz7V76EopIw0+0Mq9x6RH25+u50rxaZG2q9zbTFh7h9FPyn03QchJLjFQIqB2dTkX5R6XHUa3SI+1P+i2v4M4uMsShiAz2l4u9g5DW+7HBDfLPS6Lc2hAhaG1m7Bx2mF0i738g4O/O0qWez89cEHJpV10UL6kSmMPxCQyaNxBLvmIXa1aufcYR597zOqCjI+J3e1vM4WyOmCMww6jW6RG1Na6rZUYI7k4yQT6p6dtM04+91zMHmTZZHsXZtQ9kbVy7zFHwXIHZysxTsquWxiGUGnkMZeLm+UeJ/dRt8g4GEL5UnxkAu5rJRlh7oFW7j3GKRsybkrTacJuFJ17jR5l2lmJ1W1JdSc+5wvZpIqpbnfwu1GUTMZI4XWDI2O5O0QxbZSiXStaufeYjEM2ZC5Gvl1QiuQ4Kfd2VmLUPtNWbIXWOk4pZV/K5ShZ7u3Op5RMolOxWrn3GDefe5wmrNMh0WbE1shh0c5KtP3bcZGLPY5Wv3tpS1WEnOgzuahyCwezP1XuQXxU13iy/VnIZtGKVCbx+YaOCU5bzThFZUDDGmm31SzKWMQXd5t0m5ILcesVOzYEg4mDUUwbRfXvKK3EwyDd6D7VWucobr1i4+rC7K/ZcAQYb2R/toZ4xc1yzzrEVEc9YQ+L8aTYVZI2cZOJEKKtf3ejaJEwlMuvn7Ct842ite/12FnuWrlrAKbT6itfN/dPhs2iZDxGSnPc6ZCoT5X7dFq0l0mMlDu0txLt3ZRhxGusnZIdUzuVg3KxYrV7dLPctVvmGLE3YfeskWJVUt6G2Uz8J6zyI/bftJnOCNZalMhKwWImE697bSeXzYiVyGEhhGA6fVAuawXJTJzWSrJ9ob1NbbkfL+wJu1rYmwhrBaXobas+DrRTIjt1SaFCX1ruMxljVw42a2a8lAi0j2JaN/tzNwUHH7q2IRQnuWTHBHVLHWw3sx5xeGp8tMkxonXCrpmSoYH4dPwBFXlR3YFyUyOCzd2Du/gsrG5hW4jN1tdaQTIdIyUCqlhW69lAv7rKAKZbHrpxNIQmds8G9uRStyT5sg6FPHa0TtjVhhKJU0q/7Y5o3mH0tXLPCLZ29kdmrBasWCkRUBZrs0ygf8NTgQNumTgaQtkxGBqA1fzems6VJFLCZFpb7seK1gm7GkPfbma0MWGbHkLLeYvsmGB4sP8Uyd7DrNlKjJ9bZiZj7BsjwHLOYjYbr/nTLVofZrZM4mQICSGYbhnncl79HOX86c8ZEXPaTtgIn/DtEEIcGOdyXnJiPF7j7BbJYRgZZPehK6WMpc99JiNYze+33PtZLtPpll2uKZmOmSEE6qG70mwI5SymUiLSHIn4fUvHgKn0futrNYa+XVDuo+at5lLOYq5PLUQhBFNNB925smSnTuwUyUxm/9mAlJLlPpZLq0W8mrdiZwgBzLQESSznJHMRP3D7c0bEnBPjguVcsx8xfr5dUKGZzRN2JR/9hD1MTowbLOXUw2ytcd/TMVMkMxmDnfpeCYJiFRVGm43XOLvFiXGDNVNSaxRLWzPjaQgd3OVG7yqLn0Y5BpyaVBO2sq0mw+KG5OREPCfsSqs10qcWIsCpKYOb60q5L26o84Wx4XjJxXYT2XJZbuys5sb7Uy6nplSY4VLDGLq5YXFyIn73OpM1Ws6noneVxe9bOgYsTKmvfXHDwrIk19ctzkzHTxSth3dLOauvLfeFScHNDaVErq1LzkzH715HhgTp0b0opqWcJD0KyZg9hLrFRFIwOgQ3NtQ8jO9a2X8WEgcXZvy+pWNAakQwnhTcWLdYLUi2a3A6hhN2Nrt/wi7nJXN9uv0HZbnfaFjuN9YsTk/FTyYAsxmDlYbF3s/+dlBnIacm1Y5quyZZ2pSciqFcZlt2uSt5GbmrLNS3JIQYFUJ8UgjxiBDiL4UQM22u+TdCiMeFEF8TQvxE50PtL85OG1xZtbi2ZjE0EK/SAzYLkwY3NyyklJS2VFLGiT7d/oOSyfV1i5265Nq6FcsHLii52A+hW5vRb/8PmzMzBldWLG5uWFiSWFruC1MGuZKkWFWH3Yub0buPwv71nwKellK+Ffg48M+bfymE+G7ggpTyTcADwC8IISY6GmmfcdeCwbM3LJ5ftLh9zohl0aezMwblbeUCuLJiIUQ8F1a3uGshwXYNLi9bPL9Y58KJRNRDasvZGYNra0q5v7xS59xsPMfZLe6aN3j2Zp3nFy1mMiJWXZhsTk8ZCAHX1ixWCpLyFpybiXatDIR83wPArzZ+/jTw0ZbfPw482fhZAglgp/VDhBAfBD4I8NBDD/Hggw+GGoxpmqHeFyW3T0v+21dhe3uHe+bd7yGq+xszVDbgc1eLrBTg5DjsbBXZ2fJ8q2/iJrvTU/D5J0ssbsDt0xVMs+r9JhcO4/7m0pKvv6Q++9ItyQ+8HkzzwPLqCb2Q3/lpyX95FP52usIrFno3Z4L+nbkMXLxWYnxM5UwkE0VM8/AfROl0uu3rnspdCPEB4MMtLy8D+cbPJpBt/qWUsgpUhRCDwB8AD0spi62fLaV8GHjY/qfXWNxwusG48p131/nlPy9xYwP+jx8eIZ0ecr0+qvs7O11kuTjEUsHi9hN10ulk1/9GnGT3mtsq/O4XdxhPCu45m+pKJmS37++u0zV++wtlkskU19dN7jk9Rjod1k7rnMOW3xvustgsFfmTr8GH3jlMOj18qH+vmSD3dttciSVzgC1LcNvsNtls6hBH5o3nvkFK+R+llPc1/4dS7PZdp4Fc6/sabpjPAM9KKf91F8fcF9w1b3B+1qC6A999X3QL04t7zyT41tU637pa556F/t7+A7z/DYOUt+AHXj8YqxT3Zu49bWBW4HPfqlHehrsX+tdVBjCbNXjzXQnKW/B9rxmMejiO3Hc6wVNX6jx1tc49p6JfK2G1ypeB9wBPAO8GHmn+pRBiFPg88GtSyj/saIR9ihCC//IzSbZrcreqXBx53fkED//VFuum5Me+u3cWU1S8+a4BPvfRFPMxzDuwmUwZ3DZr8LHPbXHXvNGX9fVb+c0PjFGoxPtA/7XnE/zRY9skhwU/8/3Rr5Ww39RvAfcKIR5F+cz/JYAQ4leFEG8APgScB35CCPHFxn+3dWXEfURmTMQuvb2VB+4e4Pq6ZKumJu9x4My0wUAivsod4G2vGODiTYu3vSK+u75uMjYsYq3YAb7jwgCFCtzKSd50Z/RyEa3dQyIk9EBM04yV37bbRH1/X3hmh+yo4HW3d3/CRn1vh81h3Z9ZkXzqiW1+8DuHSI1E9yDqZ/mFubevvFhjpwZvvaenyr3tBIj+8aKJPe+4L75+zuNKelTwo2+Lfuuv2c8b74iPSo33Pkej0Wg0odDKXaPRaPoQrdw1Go2mD9HKXaPRaPoQrdw1Go2mD9HKXaPRaPoQrdw1Go2mD9HKXaPRaPqQOCl3Efa/TCbzk528P+7/9fP99fO96fs72v8doXtrS5yUeyd8MOoBHDL9fH/9fG+g7+8oc6TvrV+Uu0aj0Wia0Mpdo9Fo+pB+Ue4Pe19ypOnn++vnewN9f0eZI31vcSr5q9FoNJou0S+Wu0aj0Wia0Mpdo9Fo+pAjrdyFEIYQ4mNCiMcbrfwuRD2mMAghBoUQ/0kI8YgQ4gkhxPuEEBeEEI82XvstIYTRuPZfNK55rNHS8EgghJgVQlwXQtzdh/f2S405+HUhxAf66f4ac/MTjTE/0i/yE0J8pxDii42ffd+P07WxREp5ZP8DfhD4/cbPbwT+LOoxhbyPHwP+78bPk8A14L8Db2+89jHg7wKvBb6ASlw4A3wt6rH7vL9B4FPAC8DdfXZvbwf+HGUopYD/s8/u7weA/9r4+Z3AJ4/6/QH/DHga+Erj377vp921Ud+P03/xfer44wHgMwBSyq8Ar492OKH5b8BHGz8LoAa8DvibxmufBr4Hdb+fk4prwIAQYqbXgw3Bv0UthMXGv/vp3t6FUhSfQin5v6C/7u8F1FgNIAPscPTv7yWUYWgT5H7aXRtLjrpyzwD5pn/XhRDxaWLoEyllUUppCiHSwB8D/xwVyWSHMplAloP3a78eW4QQ/whYlVJ+tvnlfri3BtMoo+KHgQ8BfwgYfXR/ReAccBH4HeA3OOLyk1J+EvWQsglyP+2ujSVHXbkXgOb25IaUshbVYDpBCHEa+GvgP0kpPwFYTb9OAzkO3q/9epz5ceCdDf/mq4GPA7NNvz/K9wawDnxWSrktpXweqLJ/wR/1+/sw6v7uBO4H/gAYavr9Ub8/CLbW2l0bS466cv8y8B4AIcQbUdvjI4cQYg74HPALUsrfa7z8TSHE2xs/vxt4BHW/72ocJJ9BPczWej3eIEgpv0tK+TYp5duBJ4EfBT7dD/fW4FHg+4RiHkgCn++j+9tkz4LdQJ2f9MXcbCLI/bS7NpYcORdGC59CWYWPoXzVPxbxeMLyvwMTwEeFELbv/X8FfkMIMQQ8B/yxlLIuhHgEeBz1YP7HkYy2c34O+J1+uDcp5V8IIb4LeIK9cb9Mn9wf8OvA7zXGPoSaq39L/9wfBJuPB66NYsB+0BmqGo1G04ccdbeMRqPRaNqglbtGo9H0IVq5azQaTR+ilbtGo9H0IVq5azQaTR+ilbtGo9H0IVq5azQaTR/y/wNZysqD4CRi2AAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fs = make_seasonality(365 * 3, seasonality=365, method='fourier', order=5, seed=2020)\n", - "plt.plot(fs, color=OrbitPalette.BLUE.value);" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "ExecuteTime": { - "end_time": "2021-09-03T00:35:47.595597Z", - "start_time": "2021-09-03T00:35:47.590975Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([0.01162034, 0.00739299, 0.00282248, ..., 0.02173615, 0.01883928,\n", - " 0.01545216])" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "fs" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Regression" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "generating multiplicative time-series with trend, seasonality and regression components" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "ExecuteTime": { - "end_time": "2021-09-03T00:35:47.603042Z", - "start_time": "2021-09-03T00:35:47.600375Z" - } - }, - "outputs": [], - "source": [ - "# define the regression coefficients\n", - "coefs = [0.1, -.33, 0.8]" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "ExecuteTime": { - "end_time": "2021-09-03T00:35:47.611425Z", - "start_time": "2021-09-03T00:35:47.608250Z" - } - }, - "outputs": [], - "source": [ - "x, y, coefs = make_regression(200, coefs, scale=2.0, seed=2020)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "ExecuteTime": { - "end_time": "2021-09-03T00:35:47.787760Z", - "start_time": "2021-09-03T00:35:47.613829Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(y, color=OrbitPalette.BLUE.value);" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "ExecuteTime": { - "end_time": "2021-09-03T00:35:47.795722Z", - "start_time": "2021-09-03T00:35:47.790568Z" - } - }, - "outputs": [], - "source": [ - "# check if get the coefficients as set up \n", - "reg = LinearRegression().fit(x, y)\n", - "print(reg.coef_)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "env_orbit", - "language": "python", - "name": "env_orbit" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.6" - }, - "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 - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/examples/wbic.ipynb b/examples/wbic.ipynb deleted file mode 100644 index 1ef42ce9..00000000 --- a/examples/wbic.ipynb +++ /dev/null @@ -1,751 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# WBIC/BIC" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This notebook gives a tutorial on how to use Watanabe-Bayesian information criterion (WBIC) and Bayesian information criterion (BIC) for feature selection (Watanabe[2010], McElreath[2015], and Vehtari[2016]). The WBIC or BIC is an information criterion. Similar to other criteria (AIC, DIC), the WBIC/BIC endeavors to find the most parsimonious model, i.e., the model that balances fit with complexity. In other words a model (or set of features) that optimizes WBIC/BIC should neither over nor under fit the available data. \n", - "\n", - "In this tutorial a data set is simulated using the damped linear trend (DLT) model. This data set is then used to fit DLT models with varying number of features as well as a global local trend model (GLT), and a Error-Trend-Seasonal (ETS) model. The WBIC/BIC criteria is then show to find the true model. \n", - "\n", - "Note that we recommend the use of WBIC for full Bayesian and SVI estimators and BIC for MAP estimator." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "ExecuteTime": { - "end_time": "2022-03-25T01:00:59.543313Z", - "start_time": "2022-03-25T01:00:57.082822Z" - } - }, - "outputs": [], - "source": [ - "from datetime import timedelta\n", - "\n", - "import pandas as pd\n", - "import numpy as np\n", - "\n", - "import matplotlib.pyplot as plt\n", - "%matplotlib inline\n", - "\n", - "import orbit\n", - "from orbit.models import DLT,ETS, KTRLite, LGT\n", - "from orbit.utils.simulation import make_trend, make_regression" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "ExecuteTime": { - "end_time": "2022-03-25T01:00:59.549375Z", - "start_time": "2022-03-25T01:00:59.545300Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1.1.3dev\n" - ] - } - ], - "source": [ - "print(orbit.__version__)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "toc-hr-collapsed": false - }, - "source": [ - "## Data Simulation" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This block of code creats random data set (365 observations with 10 features) assuming a DLT model. Of the 10 features 5 are effective regressors; i.e., they are used in the true model to create the data.\n", - "\n", - "As an exerise left to the user once you have run the code once try changing the `NUM_OF_EFFECTIVE_REGRESSORS` (line 2), the `SERIES_LEN` (line 3), and the `SEED` (line 4) to see how it effects the results. " - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "ExecuteTime": { - "end_time": "2022-03-25T01:00:59.566063Z", - "start_time": "2022-03-25T01:00:59.553063Z" - } - }, - "outputs": [], - "source": [ - "NUM_OF_REGRESSORS = 10\n", - "NUM_OF_EFFECTIVE_REGRESSORS = 4\n", - "SERIES_LEN = 365\n", - "SEED = 1\n", - "# sample some coefficients\n", - "COEFS = np.random.default_rng(SEED).uniform(-1, 1, NUM_OF_EFFECTIVE_REGRESSORS)\n", - "trend = make_trend(SERIES_LEN, rw_loc=0.01, rw_scale=0.1)\n", - "x, regression, coefs = make_regression(series_len=SERIES_LEN, coefs=COEFS)\n", - "\n", - "# combine trend and the regression\n", - "y = trend + regression\n", - "y = y - y.min()\n", - "\n", - "\n", - "x_extra = np.random.normal(0, 1, (SERIES_LEN, NUM_OF_REGRESSORS - NUM_OF_EFFECTIVE_REGRESSORS))\n", - "x = np.concatenate([x, x_extra], axis=-1)\n", - "\n", - "x_cols = [f\"x{x}\" for x in range(1, NUM_OF_REGRESSORS + 1)]\n", - "response_col = \"y\"\n", - "dt_col = \"date\"\n", - "obs_matrix = np.concatenate([y.reshape(-1, 1), x], axis=1)\n", - "# make a data frame for orbit inputs\n", - "df = pd.DataFrame(obs_matrix, columns=[response_col] + x_cols)\n", - "# make some dummy date stamp\n", - "dt = pd.date_range(start='2016-01-04', periods=SERIES_LEN, freq=\"1W\")\n", - "df['date'] = dt" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "ExecuteTime": { - "end_time": "2022-03-25T01:00:59.577457Z", - "start_time": "2022-03-25T01:00:59.568215Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(365, 12)\n", - " y x1 x2 x3 x4 x5 x6 \\\n", - "0 4.426242 0.172792 0.000000 0.165219 -0.000000 -0.302926 0.617589 \n", - "1 5.580432 0.452678 0.223187 -0.000000 0.290559 -0.825977 -0.987437 \n", - "2 5.031773 0.182286 0.147066 0.014211 0.273356 -0.643615 0.764404 \n", - "3 3.264027 -0.368227 -0.081455 -0.241060 0.299423 0.391518 -0.422211 \n", - "4 5.246511 0.019861 -0.146228 -0.390954 -0.128596 -1.274526 -0.543362 \n", - "\n", - " x7 x8 x9 x10 date \n", - "0 1.378729 -0.498484 1.787853 -0.000874 2016-01-10 \n", - "1 -1.237446 -1.290934 -0.907493 -2.128289 2016-01-17 \n", - "2 -0.127634 0.652224 -0.217592 -0.973654 2016-01-24 \n", - "3 -1.219627 0.206127 0.055080 -2.220398 2016-01-31 \n", - "4 -1.604274 0.387340 0.203849 -1.064123 2016-02-07 \n" - ] - } - ], - "source": [ - "print(df.shape)\n", - "print(df.head())" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## WBIC" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In this section, we use DLT model as an example. Different DLT models (the number of features used changes) are fitted and their WBIC values are calculated respectively." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "ExecuteTime": { - "end_time": "2022-03-25T01:05:42.822823Z", - "start_time": "2022-03-25T01:00:59.579560Z" - } - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:orbit:Sampling (PyStan) with chains: 4, cores: 8, temperature: 5.900, warmups (per chain): 1000 and samples(per chain): 1000.\n", - "WARNING:pystan:Maximum (flat) parameter count (1000) exceeded: skipping diagnostic tests for n_eff and Rhat.\n", - "To run all diagnostics call pystan.check_hmc_diagnostics(fit)\n", - "INFO:orbit:Sampling (PyStan) with chains: 4, cores: 8, temperature: 5.900, warmups (per chain): 1000 and samples(per chain): 1000.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WBIC value with 0 regressors: 1202.085\n", - "------------------------------------------------------------------\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING:pystan:Maximum (flat) parameter count (1000) exceeded: skipping diagnostic tests for n_eff and Rhat.\n", - "To run all diagnostics call pystan.check_hmc_diagnostics(fit)\n", - "INFO:orbit:Sampling (PyStan) with chains: 4, cores: 8, temperature: 5.900, warmups (per chain): 1000 and samples(per chain): 1000.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WBIC value with 1 regressors: 1149.624\n", - "------------------------------------------------------------------\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING:pystan:Maximum (flat) parameter count (1000) exceeded: skipping diagnostic tests for n_eff and Rhat.\n", - "To run all diagnostics call pystan.check_hmc_diagnostics(fit)\n", - "INFO:orbit:Sampling (PyStan) with chains: 4, cores: 8, temperature: 5.900, warmups (per chain): 1000 and samples(per chain): 1000.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WBIC value with 2 regressors: 1103.699\n", - "------------------------------------------------------------------\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING:pystan:Maximum (flat) parameter count (1000) exceeded: skipping diagnostic tests for n_eff and Rhat.\n", - "To run all diagnostics call pystan.check_hmc_diagnostics(fit)\n", - "INFO:orbit:Sampling (PyStan) with chains: 4, cores: 8, temperature: 5.900, warmups (per chain): 1000 and samples(per chain): 1000.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WBIC value with 3 regressors: 1054.588\n", - "------------------------------------------------------------------\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING:pystan:Maximum (flat) parameter count (1000) exceeded: skipping diagnostic tests for n_eff and Rhat.\n", - "To run all diagnostics call pystan.check_hmc_diagnostics(fit)\n", - "INFO:orbit:Sampling (PyStan) with chains: 4, cores: 8, temperature: 5.900, warmups (per chain): 1000 and samples(per chain): 1000.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WBIC value with 4 regressors: 1062.043\n", - "------------------------------------------------------------------\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING:pystan:Maximum (flat) parameter count (1000) exceeded: skipping diagnostic tests for n_eff and Rhat.\n", - "To run all diagnostics call pystan.check_hmc_diagnostics(fit)\n", - "INFO:orbit:Sampling (PyStan) with chains: 4, cores: 8, temperature: 5.900, warmups (per chain): 1000 and samples(per chain): 1000.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WBIC value with 5 regressors: 1065.990\n", - "------------------------------------------------------------------\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING:pystan:Maximum (flat) parameter count (1000) exceeded: skipping diagnostic tests for n_eff and Rhat.\n", - "To run all diagnostics call pystan.check_hmc_diagnostics(fit)\n", - "INFO:orbit:Sampling (PyStan) with chains: 4, cores: 8, temperature: 5.900, warmups (per chain): 1000 and samples(per chain): 1000.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WBIC value with 6 regressors: 1070.707\n", - "------------------------------------------------------------------\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING:pystan:Maximum (flat) parameter count (1000) exceeded: skipping diagnostic tests for n_eff and Rhat.\n", - "To run all diagnostics call pystan.check_hmc_diagnostics(fit)\n", - "INFO:orbit:Sampling (PyStan) with chains: 4, cores: 8, temperature: 5.900, warmups (per chain): 1000 and samples(per chain): 1000.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WBIC value with 7 regressors: 1078.931\n", - "------------------------------------------------------------------\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING:pystan:Maximum (flat) parameter count (1000) exceeded: skipping diagnostic tests for n_eff and Rhat.\n", - "To run all diagnostics call pystan.check_hmc_diagnostics(fit)\n", - "INFO:orbit:Sampling (PyStan) with chains: 4, cores: 8, temperature: 5.900, warmups (per chain): 1000 and samples(per chain): 1000.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WBIC value with 8 regressors: 1085.957\n", - "------------------------------------------------------------------\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING:pystan:Maximum (flat) parameter count (1000) exceeded: skipping diagnostic tests for n_eff and Rhat.\n", - "To run all diagnostics call pystan.check_hmc_diagnostics(fit)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WBIC value with 9 regressors: 1086.744\n", - "------------------------------------------------------------------\n", - "CPU times: user 1.46 s, sys: 1.1 s, total: 2.56 s\n", - "Wall time: 1min 45s\n" - ] - } - ], - "source": [ - "%%time\n", - "WBIC_ls = []\n", - "for k in range(0, NUM_OF_REGRESSORS):\n", - " regressor_col = x_cols[:k + 1]\n", - " dlt_mod = DLT(\n", - " response_col=response_col,\n", - " date_col=dt_col,\n", - " regressor_col=regressor_col,\n", - " seed=2022,\n", - " # fixing the smoothing parameters to learn regression coefficients more effectively\n", - " level_sm_input=0.01,\n", - " slope_sm_input=0.01,\n", - " num_warmup=4000,\n", - " num_sample=4000,\n", - " )\n", - " WBIC_temp = dlt_mod.fit_wbic(df=df) \n", - " print(\"WBIC value with {:d} regressors: {:.3f}\".format(k, WBIC_temp))\n", - " print('------------------------------------------------------------------')\n", - " WBIC_ls.append(WBIC_temp)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "It is also interesting to see if WBIC can distinguish between model types; not just do feature selection for a given type of model. To that end the next block fits an LGT and ETS model to the data; the WBIC values for both models are then calculated. \n", - "\n", - "Note that WBIC is supported for both the 'stan-mcmc' and 'pyro-svi' estimators. Currently only the LGT model has both. Thus WBIC is calculated for GLT for both estimators. \n" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "ExecuteTime": { - "end_time": "2022-03-25T01:06:42.858826Z", - "start_time": "2022-03-25T01:05:42.825873Z" - } - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:orbit:Sampling (PyStan) with chains: 4, cores: 8, temperature: 5.900, warmups (per chain): 225 and samples(per chain): 25.\n", - "WARNING:pystan:Maximum (flat) parameter count (1000) exceeded: skipping diagnostic tests for n_eff and Rhat.\n", - "To run all diagnostics call pystan.check_hmc_diagnostics(fit)\n", - "INFO:orbit:Using SVI (Pyro) with steps: 301, samples: 100, learning rate: 0.1, learning_rate_total_decay: 1.0 and particles: 100.\n", - "INFO:root:Guessed max_plate_nesting = 2\n", - "INFO:orbit:step 0 loss = 308.1, scale = 0.11515\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WBIC value for LGT model (stan MCMC): 1138.472\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:orbit:step 100 loss = 116.48, scale = 0.50688\n", - "INFO:orbit:step 200 loss = 116.66, scale = 0.50021\n", - "INFO:orbit:step 300 loss = 116.68, scale = 0.51586\n", - "INFO:orbit:Sampling (PyStan) with chains: 4, cores: 8, temperature: 5.900, warmups (per chain): 225 and samples(per chain): 25.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WBIC value for LGT model (pyro SVI): 1126.767\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING:pystan:n_eff / iter below 0.001 indicates that the effective sample size has likely been overestimated\n", - "WARNING:pystan:Rhat above 1.1 or below 0.9 indicates that the chains very likely have not mixed\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WBIC value for ETS model: 1199.142\n", - "CPU times: user 22.9 s, sys: 3.9 s, total: 26.8 s\n", - "Wall time: 26.6 s\n" - ] - } - ], - "source": [ - "%%time\n", - "lgt = LGT(response_col=response_col,\n", - " date_col=dt_col,\n", - " regressor_col=regressor_col,\n", - " seasonality=52,\n", - " estimator='stan-mcmc',\n", - " seed=8888)\n", - "WBIC_lgt_mcmc = lgt.fit_wbic(df=df) \n", - "print(\"WBIC value for LGT model (stan MCMC): {:.3f}\".format( WBIC_lgt_mcmc))\n", - "\n", - "lgt = LGT(response_col=response_col,\n", - " date_col=dt_col,\n", - " regressor_col=regressor_col,\n", - " seasonality=52,\n", - " estimator='pyro-svi',\n", - " seed=8888)\n", - "WBIC_lgt_pyro = lgt.fit_wbic(df=df) \n", - "print(\"WBIC value for LGT model (pyro SVI): {:.3f}\".format( WBIC_lgt_pyro))\n", - "\n", - "ets = ETS(\n", - " response_col=response_col,\n", - " date_col=dt_col,\n", - " seed=2020,\n", - " # fixing the smoothing parameters to learn regression coefficients more effectively\n", - " level_sm_input=0.01,\n", - " )\n", - "\n", - "WBIC_ets = ets.fit_wbic(df=df) \n", - "print(\"WBIC value for ETS model: {:.3f}\".format( WBIC_ets))\n", - "\n", - "WBIC_ls.append(WBIC_lgt_mcmc)\n", - "WBIC_ls.append(WBIC_lgt_pyro)\n", - "WBIC_ls.append(WBIC_ets)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The plot below shows the WBIC vs the number of features / model type (blue line). The true model is indicated by the vertical red line. The horizontal gray line shows the minimum (optimal) value. The minimum is at the true value. " - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "ExecuteTime": { - "end_time": "2022-03-25T01:06:43.064656Z", - "start_time": "2022-03-25T01:06:42.861185Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "labels = [\"DLT_{}\".format(x) for x in range(1, NUM_OF_REGRESSORS + 1)] + ['LGT_MCMC', 'LGT_SVI','ETS']\n", - "fig, ax = plt.subplots(1, 1,figsize=(12, 6), dpi=80)\n", - "markerline, stemlines, baseline = ax.stem(\n", - " np.arange(len(labels)), np.array(WBIC_ls), label='WBIC', markerfmt='D')\n", - "baseline.set_color('none')\n", - "markerline.set_markersize(12)\n", - "ax.set_ylim(1020, )\n", - "ax.set_xticks(np.arange(len(labels)))\n", - "ax.set_xticklabels(labels)\n", - "# because list type is mixed index from 1;\n", - "ax.axvline(x=NUM_OF_EFFECTIVE_REGRESSORS - 1, color='red', linewidth=3, alpha=0.5, linestyle='-', label='truth') \n", - "ax.set_ylabel(\"WBIC\")\n", - "ax.set_xlabel(\"# of Features / Model Type\")\n", - "ax.legend();" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## BIC" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In this section, we use DLT model as an example. Different DLT models (the number of features used changes) are fitted and their BIC values are calculated respectively." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "ExecuteTime": { - "end_time": "2022-03-25T01:06:43.874445Z", - "start_time": "2022-03-25T01:06:43.069491Z" - } - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:orbit:Optimizing (PyStan) with algorithm: LBFGS.\n", - "INFO:orbit:Optimizing (PyStan) with algorithm: LBFGS.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "BIC value with 1 regressors: 1247.445\n", - "------------------------------------------------------------------\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:orbit:Optimizing (PyStan) with algorithm: LBFGS.\n", - "INFO:orbit:Optimizing (PyStan) with algorithm: LBFGS.\n", - "INFO:orbit:Optimizing (PyStan) with algorithm: LBFGS.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "BIC value with 2 regressors: 1191.890\n", - "------------------------------------------------------------------\n", - "BIC value with 3 regressors: 1139.408\n", - "------------------------------------------------------------------\n", - "BIC value with 4 regressors: 1079.648\n", - "------------------------------------------------------------------\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:orbit:Optimizing (PyStan) with algorithm: LBFGS.\n", - "INFO:orbit:Optimizing (PyStan) with algorithm: LBFGS.\n", - "INFO:orbit:Optimizing (PyStan) with algorithm: LBFGS.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "BIC value with 5 regressors: 1082.445\n", - "------------------------------------------------------------------\n", - "BIC value with 6 regressors: 1082.294\n", - "------------------------------------------------------------------\n", - "BIC value with 7 regressors: 1079.913\n", - "------------------------------------------------------------------\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:orbit:Optimizing (PyStan) with algorithm: LBFGS.\n", - "INFO:orbit:Optimizing (PyStan) with algorithm: LBFGS.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "BIC value with 8 regressors: 1079.903\n", - "------------------------------------------------------------------\n", - "BIC value with 9 regressors: 1078.984\n", - "------------------------------------------------------------------\n", - "BIC value with 10 regressors: 1186.574\n", - "------------------------------------------------------------------\n", - "CPU times: user 830 ms, sys: 1.17 s, total: 2 s\n", - "Wall time: 701 ms\n" - ] - } - ], - "source": [ - "%%time\n", - "BIC_ls = []\n", - "for k in range(0, NUM_OF_REGRESSORS):\n", - " regressor_col = x_cols[:k + 1]\n", - " dlt_mod = DLT(\n", - " estimator='stan-map',\n", - " response_col=response_col,\n", - " date_col=dt_col,\n", - " regressor_col=regressor_col,\n", - " seed=2022,\n", - " # fixing the smoothing parameters to learn regression coefficients more effectively\n", - " level_sm_input=0.01,\n", - " slope_sm_input=0.01,\n", - " )\n", - " dlt_mod.fit(df=df)\n", - " BIC_temp = dlt_mod.get_bic() \n", - " print(\"BIC value with {:d} regressors: {:.3f}\".format(k + 1, BIC_temp))\n", - " print('------------------------------------------------------------------')\n", - " BIC_ls.append(BIC_temp)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The plot below shows the BIC vs the number of features (blue line). The true model is indicated by the vertical red line. The horizontal gray line shows the minimum (optimal) value. The minimum is at the true value. " - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "ExecuteTime": { - "end_time": "2022-03-25T01:06:44.054469Z", - "start_time": "2022-03-25T01:06:43.876697Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "labels = [\"DLT_{}\".format(x) for x in range(1, NUM_OF_REGRESSORS + 1)]\n", - "fig, ax = plt.subplots(1, 1,figsize=(12, 6), dpi=80)\n", - "markerline, stemlines, baseline = ax.stem(\n", - " np.arange(len(labels)), np.array(BIC_ls), label='BIC', markerfmt='D')\n", - "baseline.set_color('none')\n", - "markerline.set_markersize(12)\n", - "ax.set_ylim(1020, )\n", - "ax.set_xticks(np.arange(len(labels)))\n", - "ax.set_xticklabels(labels)\n", - "# because list type is mixed index from 1;\n", - "ax.axvline(x=NUM_OF_EFFECTIVE_REGRESSORS - 1, color='red', linewidth=3, alpha=0.5, linestyle='-', label='truth') \n", - "ax.set_ylabel(\"BIC\")\n", - "ax.set_xlabel(\"# of Features\")\n", - "ax.legend();" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## References\n", - "\n", - "1. Watanabe Sumio (2010). \"Asymptotic Equivalence of Bayes Cross Validation and Widely Applicable Information Criterion in Singular Learning Theory\". Journal of Machine Learning Research. 11: 3571–3594.\n", - "2. McElreath Richard (2015). \"Statistical Rethinking: A Bayesian course with examples in R and Stan\" Secound Ed. 193-221.\n", - "3. Vehtari Aki, Gelman Andrew, Gabry Jonah (2016) \"Practical Bayesian model evaluation using leave-one-out cross-validation and WAIC\"\n" - ] - } - ], - "metadata": { - "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": "3.9.15" - }, - "toc": { - "base_numbering": 1, - "nav_menu": {}, - "number_sections": true, - "sideBar": true, - "skip_h1_title": true, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": false, - "toc_position": {}, - "toc_section_display": true, - "toc_window_display": true - } - }, - "nbformat": 4, - "nbformat_minor": 4 -}