{ "cells": [ { "cell_type": "markdown", "id": "9c2ac991-5238-442f-887a-5724e5c9463d", "metadata": {}, "source": [ "# Getting started with `evofr`\n", "\n", "We begin by loading `pandas` to process our data from a `.tsv` file to a `pandas.DataFrame`.\n", "We also load `evofr` which will be used to specify our data format for pre-processing, the model we'll used for estimation, and our inference method.\n", "\n", "In what follows, we use the `ef.VariantFrequencies` dataspec which will handle formatting the data for input to our model." ] }, { "cell_type": "code", "execution_count": 1, "id": "2762e536", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import evofr as ef" ] }, { "cell_type": "code", "execution_count": 2, "id": "4d621e95", "metadata": {}, "outputs": [], "source": [ "# Getting data\n", "raw_seq = pd.read_csv(\"../../test/testing_data/mlr-variant-counts.tsv\", sep=\"\\t\")\n", "raw_seq = raw_seq[raw_seq.location == \"City0\"]\n", "variant_frequencies = ef.VariantFrequencies(raw_seq, pivot=\"C\")" ] }, { "cell_type": "markdown", "id": "62eb44f7-3825-4be3-bd9d-922bb3957ba4", "metadata": {}, "source": [ "In `evofr`, we can specify a model by just calling a model constructor.\n", "The simplest model in `evofr`for relative fitness estimation which takes in the generation time which we'll use to convert from relative fitness to growth advantage.\n", "\n", "Underneath the hood, this model is estimating initial variant frequencies $f_v(0)$ and relative fitness $\\lambda_v$, so that our variant frequencies over time $f_v(t)$ can be written as\n", "\n", "$$\n", "f_v(t) = \\frac{f_v(0) e^{\\lambda_v t}}{\\sum_{u} f_u(0) e^{\\lambda_u t}} = \\frac{\\exp(\\alpha_v + \\beta_v t)}{\\sum_u \\exp(\\alpha_u + \\beta_u t)},\n", "$$\n", "where we fix $\\alpha_{u^*} = \\beta_{u^*} = 0$ for some pivot variant `u^*`. \n", "This idea of a pivot variant is maintained with these frequency-based models can be specified withe `pivot` arugment in the [ef.VariantFrequencies](../source/evofr.data.rst#evofr.data.variant_frequencies.VariantFrequencies) constructor." ] }, { "cell_type": "code", "execution_count": 3, "id": "8f9ac2ec", "metadata": {}, "outputs": [], "source": [ "# Defining model\n", "mlr = ef.MultinomialLogisticRegression(tau=4.2)" ] }, { "cell_type": "markdown", "id": "8f422fe9-6827-4cf6-801f-e2af29e9801e", "metadata": {}, "source": [ "In this example, we'll use [Markov Chain Monte Carlo](https://en.wikipedia.org/wiki/Markov_chain_Monte_Carlo) (MCMC) sampling via the [NUTS](http://www.stat.columbia.edu/~gelman/research/published/nuts.pdf) sampler for 1000 warmup samples and 1000 samples." ] }, { "cell_type": "code", "execution_count": 4, "id": "b78e8853", "metadata": {}, "outputs": [], "source": [ "# Defining inference method\n", "inference_method = ef.InferNUTS(num_samples=1000, num_warmup=1000)" ] }, { "cell_type": "markdown", "id": "20b2c0b9-e014-4e10-b66b-1bbff2948a24", "metadata": {}, "source": [ "From here, getting our posterior and running our model is as simple as running the following line of code." ] }, { "cell_type": "code", "execution_count": 5, "id": "760d058a", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "sample: 100%|█████████████████████████████████████████| 2000/2000 [00:00<00:00, 2316.21it/s, 15 steps of size 1.01e-01. acc. prob=0.95]\n" ] } ], "source": [ "# Fitting model\n", "posterior = inference_method.fit(mlr, variant_frequencies)" ] }, { "cell_type": "markdown", "id": "ece15d6d-ade6-4206-994d-66b4a6b66f4a", "metadata": {}, "source": [ "This `ef.PosteriorHandler` object will contain our data (attribute: `data`) and estimated parameters (attribute: `samples`)." ] }, { "cell_type": "code", "execution_count": 6, "id": "0c9daabc-3231-4551-9e97-839cdca6e1c7", "metadata": {}, "outputs": [], "source": [ "# Forecasting using the model and posterior samples\n", "forecast_L = 50\n", "posterior.samples = mlr.forecast_frequencies(posterior.samples, forecast_L)" ] }, { "cell_type": "markdown", "id": "466dd40e", "metadata": {}, "source": [ "## Handling model results\n", "\n", "We can save and load posteriors using commands on the posterior such as `posterior.save_posterior` and `posterior.load_posterior`.\n", "The current supported outputs are `json` and `pickle`." ] }, { "cell_type": "code", "execution_count": 7, "id": "c1f3026f-b745-4956-b5e5-8d1e6688608c", "metadata": {}, "outputs": [], "source": [ "posterior.save_posterior(\"mlr_estimates.pkl\")\n", "# Loading new posterior\n", "loaded_posterior = ef.PosteriorHandler(data=variant_frequencies).load_posterior(\"mlr_estimates.pkl\")" ] }, { "cell_type": "markdown", "id": "36ad9f00-2b9c-46e8-ae42-71f0d2e37dc1", "metadata": {}, "source": [ "## Exporting as DataFrames\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "7cdd7d6a-70c7-4ee1-871f-a190b1db61e1", "metadata": {}, "outputs": [], "source": [ "# TODO:" ] }, { "cell_type": "markdown", "id": "4b5be10d-1467-4957-824d-f58efbe89733", "metadata": {}, "source": [ "## Plotting model results\n", "\n", "There are several methods and classes implementing for taking a quick glance at your data." ] }, { "cell_type": "code", "execution_count": 9, "id": "5ee1e846", "metadata": {}, "outputs": [], "source": [ "import matplotlib\n", "import matplotlib.pyplot as plt\n", "import matplotlib.transforms as mtransforms\n", "\n", "font = {'family' : 'Helvetica',\n", " 'weight' : 'light',\n", " 'size' : 24}\n", "\n", "matplotlib.rc('font', **font)" ] }, { "cell_type": "code", "execution_count": 10, "id": "6f635f1e", "metadata": {}, "outputs": [], "source": [ "ps = [0.95, 0.8, 0.5]\n", "alphas = [0.2, 0.4, 0.6]\n", "\n", "\n", "v_colors = [\"#56e39f\", \"#89CFF0\", \"#C70039\"]\n", "v_names = ['A', 'B', 'C']\n", "color_map = {v : c for c, v in zip(v_colors, v_names)}" ] }, { "cell_type": "code", "execution_count": 11, "id": "4bac2818", "metadata": {}, "outputs": [], "source": [ "from evofr.plotting import FrequencyPlot, GrowthAdvantagePlot, PatchLegend, add_dates_sep\n", "from evofr.plotting import plot_site_in_time, plot_variants, plot_time_series_with_variants" ] }, { "cell_type": "code", "execution_count": 12, "id": "b17f98fe", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot predicted frequencies\n", "fig = plt.figure(figsize=(14, 8))\n", "gs = fig.add_gridspec(nrows=1, ncols=1)\n", "ax = fig.add_subplot(gs[0,0])\n", "\n", "FrequencyPlot(posterior, color_map=color_map).plot(ax, forecast=True)\n", "ax.axvline(x=len(variant_frequencies.dates)-1, color='k', linestyle='--') # Adding forecast cut off\n", "add_dates_sep(ax, ef.data.expand_dates(variant_frequencies.dates, forecast_L), sep=30) # Adding dates\n", "PatchLegend(color_map).add_legend(ax)\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "code", "execution_count": 13, "id": "310181ca", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot posterior predictive frequency\n", "fig = plt.figure(figsize=(14, 8))\n", "gs = fig.add_gridspec(nrows=1, ncols=1)\n", "ax = fig.add_subplot(gs[0,0])\n", "\n", "FrequencyPlot(posterior, color_map=color_map).plot(ax, posterior=False, predictive=True)\n", "add_dates_sep(ax, variant_frequencies.dates, sep=30) # Adding dates\n", "PatchLegend(color_map).add_legend(ax)\n", "fig.tight_layout()" ] }, { "cell_type": "code", "execution_count": 14, "id": "2b181731", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plotting growth advantage\n", "fig = plt.figure(figsize=(10, 6))\n", "gs = fig.add_gridspec(nrows=1, ncols=1)\n", "ax = fig.add_subplot(gs[0,0])\n", "\n", "GrowthAdvantagePlot(posterior, color_map=color_map).plot(ax=ax)" ] }, { "cell_type": "code", "execution_count": 15, "id": "a35b1071-19e0-46bb-afef-066eade1340d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Mean fitness')" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Computing and plotting mean fitness using `plot_site_in_time` primitive\n", "fig, ax = plt.subplots(figsize=(14,6))\n", "posterior.samples[\"delta_bar\"] = (posterior.samples[\"freq\"][:, :, :-1] * posterior.samples[\"ga\"][:, None, :]).mean(axis=-1)\n", "plot_site_in_time(ax, posterior.samples, \"delta_bar\", dates = posterior.data.dates, alphas=[0.8], colors=\"lightgray\", quantiles=[0.8])\n", "ax.set_ylabel(\"Mean fitness\")" ] }, { "cell_type": "code", "execution_count": 16, "id": "8ee2e1cf-3b15-42f7-afb7-18fc6c0ae1ca", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Growth Advantage')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plotting growth advantage using `plot_variants` primitive\n", "fig, ax = plt.subplots(figsize=(14,6))\n", "plot_variants(ax, \n", " posterior.samples, \n", " \"ga\", \n", " color_map=color_map, \n", " variants=posterior.data.var_names, \n", " variants_to_plot = [\"A\", \"B\"])\n", "ax.set_ylabel(\"Growth Advantage\")" ] }, { "cell_type": "code", "execution_count": 17, "id": "d45555fa-3e6a-4a90-93e3-fffb62348957", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Variant Frequency')" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plotting variant frequency using `plot_time_series_with_variants` primitive\n", "fig, ax = plt.subplots(figsize=(14,6))\n", "plot_time_series_with_variants(ax, \n", " posterior.samples, \"freq\", \n", " variants=posterior.data.var_names, \n", " dates = posterior.data.dates, \n", " color_map=color_map, \n", " alphas = [0.5, 0.7],\n", " quantiles=[0.99, 0.8]\n", ")\n", "ax.set_ylabel(\"Variant Frequency\")" ] } ], "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": "3.11.7" } }, "nbformat": 4, "nbformat_minor": 5 }