{ "cells": [ { "cell_type": "code", "execution_count": 2, "metadata": { "Collapsed": "false" }, "outputs": [], "source": [ "# import some basic libraries\n", "import os\n", "import pandas as pd\n", "import seaborn as sns\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": { "Collapsed": "false" }, "source": [ "# 1. Basic Usage Guide" ] }, { "cell_type": "markdown", "metadata": { "Collapsed": "false" }, "source": [ "`pymer4` comes with sample data for testing purposes which we'll utilize for most of the tutorials.\n", "This sample data has: \n", "\n", "- Two kinds of dependent variables: *DV* (continuous), *DV_l* (dichotomous)\n", "- Three kinds of independent variables: *IV1* (continuous), *IV2* (continuous), *IV3* (categorical)\n", "- One grouping variable for multi-level modeling: *Group*.\n", "\n", "Let's check it out below:\n", "\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "Collapsed": "false", "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/html": [ "
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GroupIV1DV_lDVIV2IV3
0120.007.9365084.5634920.5
1120.0015.2777780.0000001.0
2120.010.0000000.0000001.5
3120.019.5238100.0000000.5
4112.500.0000000.0000001.0
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" ], "text/plain": [ " Group IV1 DV_l DV IV2 IV3\n", "0 1 20.0 0 7.936508 4.563492 0.5\n", "1 1 20.0 0 15.277778 0.000000 1.0\n", "2 1 20.0 1 0.000000 0.000000 1.5\n", "3 1 20.0 1 9.523810 0.000000 0.5\n", "4 1 12.5 0 0.000000 0.000000 1.0" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# import utility function for sample data path\n", "from pymer4.utils import get_resource_path\n", "\n", "# Load and checkout sample data\n", "df = pd.read_csv(os.path.join(get_resource_path(), 'sample_data.csv'))\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": { "Collapsed": "false" }, "source": [ "Standard regression models\n", "------------------------------------\n", "Fitting a standard regression model is accomplished using the`Lm` model class in `pymer4`. All we need to do is initialize a model with a formula, some data, and call its `.fit()` method. \n", "\n", "By default the output of `.fit()` has been formated to be a blend of `summary()` in R and `.summary()` from [statsmodels](http://www.statsmodels.org/dev/index.html/). This includes metadata about the model, data, and overall fit as well as estimates and inference results of model terms. \n", "\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "Collapsed": "false", "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Formula: DV~IV1+IV2\n", "\n", "Family: gaussian\t Estimator: OLS\n", "\n", "Std-errors: non-robust\tCIs: standard 95%\tInference: parametric \n", "\n", "Number of observations: 564\t R^2: 0.512\t R^2_adj: 0.510\n", "\n", "Log-likelihood: -2527.681 \t AIC: 5061.363\t BIC: 5074.368\n", "\n", "Fixed effects:\n", "\n" ] }, { "data": { "text/html": [ "
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Estimate2.5_ci97.5_ciSEDFT-statP-valSig
Intercept1.657-4.1077.4222.9355610.5650.573
IV10.334-0.0230.6900.1815611.8390.066.
IV20.7470.6860.8070.03156124.1580.000***
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" ], "text/plain": [ " Estimate 2.5_ci 97.5_ci SE DF T-stat P-val Sig\n", "Intercept 1.657 -4.107 7.422 2.935 561 0.565 0.573 \n", "IV1 0.334 -0.023 0.690 0.181 561 1.839 0.066 .\n", "IV2 0.747 0.686 0.807 0.031 561 24.158 0.000 ***" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Import the linear regression model class\n", "from pymer4.models import Lm\n", "\n", "# Initialize model using 2 predictors and sample data\n", "model = Lm('DV ~ IV1 + IV2', data=df)\n", "\n", "# Fit it\n", "model.fit()" ] }, { "cell_type": "markdown", "metadata": { "Collapsed": "false" }, "source": [ "All information about the model as well as data, residuals, estimated coefficients, etc are saved as attributes and can be accessed like this: \n", "\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "Collapsed": "false", "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "5061.3629635837815" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Print model AIC\n", "model.AIC" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "Collapsed": "false", "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "array([-3.79994762, 6.94860187, -8.32917613, 1.19463387, -5.8271851 ,\n", " -6.88457421, 0.40673658, 9.77173122, -7.33135842, -7.37107236])" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Look at residuals (just the first 10)\n", "model.residuals[:10]" ] }, { "cell_type": "markdown", "metadata": { "Collapsed": "false" }, "source": [ "A copy of the dataframe used to estimate the model with added columns for residuals and fits are are available at `model.data`. Residuals and fits can also be directly accessed using `model.residuals` and `model.fits` respectively\n", "\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "Collapsed": "false", "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/html": [ "
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GroupIV1DV_lDVIV2IV3fitsresiduals
0120.007.9365084.5634920.511.736456-3.799948
1120.0015.2777780.0000001.08.3291766.948602
2120.010.0000000.0000001.58.329176-8.329176
3120.019.5238100.0000000.58.3291761.194634
4112.500.0000000.0000001.05.827185-5.827185
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" ], "text/plain": [ " Group IV1 DV_l DV IV2 IV3 fits residuals\n", "0 1 20.0 0 7.936508 4.563492 0.5 11.736456 -3.799948\n", "1 1 20.0 0 15.277778 0.000000 1.0 8.329176 6.948602\n", "2 1 20.0 1 0.000000 0.000000 1.5 8.329176 -8.329176\n", "3 1 20.0 1 9.523810 0.000000 0.5 8.329176 1.194634\n", "4 1 12.5 0 0.000000 0.000000 1.0 5.827185 -5.827185" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Look at model data\n", "model.data.head()" ] }, { "cell_type": "markdown", "metadata": { "Collapsed": "false" }, "source": [ "This makes it easy to assess overall model fit visually, for example using [seaborn](https://seaborn.pydata.org/)\n", "\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "Collapsed": "false", "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 261, "width": 388 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot model predicted values against true values\n", "sns.regplot(x='fits', y='DV', data=model.data, fit_reg=True)" ] }, { "cell_type": "markdown", "metadata": { "Collapsed": "false" }, "source": [ "## Robust and WLS estimation\n", "\n", "`Lm` models can also perform inference using robust-standard errors or perform weight-least-squares (experimental feature) for models with categorical predictors (equivalent to Welch's t-test).\n", "\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "Collapsed": "false", "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Formula: DV~IV1+IV2\n", "\n", "Family: gaussian\t Estimator: OLS\n", "\n", "Std-errors: robust (hc1)\tCIs: standard 95%\tInference: parametric \n", "\n", "Number of observations: 564\t R^2: 0.512\t R^2_adj: 0.510\n", "\n", "Log-likelihood: -2527.681 \t AIC: 5061.363\t BIC: 5074.368\n", "\n", "Fixed effects:\n", "\n" ] }, { "data": { "text/html": [ "
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Estimate2.5_ci97.5_ciSEDFT-statP-valSig
Intercept1.657-3.4296.7442.5905610.6400.522
IV10.334-0.0260.6930.1835611.8230.069.
IV20.7470.6780.8150.03556121.4440.000***
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" ], "text/plain": [ " Estimate 2.5_ci 97.5_ci SE DF T-stat P-val Sig\n", "Intercept 1.657 -3.429 6.744 2.590 561 0.640 0.522 \n", "IV1 0.334 -0.026 0.693 0.183 561 1.823 0.069 .\n", "IV2 0.747 0.678 0.815 0.035 561 21.444 0.000 ***" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Refit previous model using robust standard errors\n", "model.fit(robust='hc1')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "Collapsed": "false", "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Formula: DV~IV3\n", "\n", "Family: gaussian\t Estimator: WLS\n", "\n", "Std-errors: non-robust\tCIs: standard 95%\tInference: parametric \n", "\n", "Number of observations: 376\t R^2: 0.999\t R^2_adj: 0.999\n", "\n", "Log-likelihood: -532.518 \t AIC: 1069.036\t BIC: 1076.896\n", "\n", "Fixed effects:\n", "\n" ] }, { "data": { "text/html": [ "
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Estimate2.5_ci97.5_ciSEDFT-statP-valSig
Intercept45.64735.78755.5075.015373.4839.1030.000***
IV3-2.926-15.2619.4106.273373.483-0.4660.641
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" ], "text/plain": [ " Estimate 2.5_ci 97.5_ci SE DF T-stat P-val Sig\n", "Intercept 45.647 35.787 55.507 5.015 373.483 9.103 0.000 ***\n", "IV3 -2.926 -15.261 9.410 6.273 373.483 -0.466 0.641 " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Since WLS is only supported with 2 groups for now, filter the data first\n", "df_two_groups = df.query(\"IV3 in [0.5, 1.0]\").reset_index(drop=True)\n", "\n", "# Fit new a model using a categorical predictor with unequal variances (WLS)\n", "model = Lm('DV ~ IV3', data=df_two_groups)\n", "model.fit(weights='IV3')" ] }, { "cell_type": "markdown", "metadata": { "Collapsed": "false" }, "source": [ "Multi-level models\n", "----------------------------\n", "Fitting a multi-level model works similarly and actually just calls `lmer` or `glmer` in R behind the scenes. The corresponding output is also formatted to be very similar to output of`summary()` in R.\n", "\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "Collapsed": "false", "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Formula: DV~IV2+(IV2|Group)\n", "\n", "Family: gaussian\t Inference: parametric\n", "\n", "Number of observations: 564\t Groups: {'Group': 47.0}\n", "\n", "Log-likelihood: -2249.281 \t AIC: 4498.562\n", "\n", "Random effects:\n", "\n", " Name Var Std\n", "Group (Intercept) 203.495 14.265\n", "Group IV2 0.136 0.369\n", "Residual 121.534 11.024\n", "\n", " IV1 IV2 Corr\n", "Group (Intercept) IV2 -0.585\n", "\n", "Fixed effects:\n", "\n" ] }, { "data": { "text/html": [ "
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Estimate2.5_ci97.5_ciSEDFT-statP-valSig
(Intercept)10.3014.80515.7972.80420.1783.6740.001**
IV20.6820.5560.8080.06442.38710.5970.000***
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" ], "text/plain": [ " Estimate 2.5_ci 97.5_ci SE DF T-stat P-val Sig\n", "(Intercept) 10.301 4.805 15.797 2.804 20.178 3.674 0.001 **\n", "IV2 0.682 0.556 0.808 0.064 42.387 10.597 0.000 ***" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Import the lmm model class\n", "from pymer4.models import Lmer\n", "\n", "# Initialize model instance using 1 predictor with random intercepts and slopes\n", "model = Lmer('DV ~ IV2 + (IV2|Group)', data=df)\n", "\n", "# Fit it; we're using the optional old_optimizer argument because this particular model\n", "# fails to converge with lmer's new optimizer\n", "model.fit(old_optimizer=True)" ] }, { "cell_type": "markdown", "metadata": { "Collapsed": "false" }, "source": [ "Similar to `Lm` models, `Lmer` models save details in model attributes and have additional methods that can be called using the same syntax as described above. \n", "\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "Collapsed": "false", "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/html": [ "
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Estimate2.5_ci97.5_ciSEDFT-statP-valSig
(Intercept)10.3011004.80566815.7965312.80384320.1792043.6739221.488319e-03**
IV20.6821140.5559780.8082490.06435642.40340910.5990621.705107e-13***
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" ], "text/plain": [ " Estimate 2.5_ci 97.5_ci SE DF T-stat P-val Sig\n", "(Intercept) 10.301100 4.805668 15.796531 2.803843 20.179204 3.673922 1.488319e-03 **\n", "IV2 0.682114 0.555978 0.808249 0.064356 42.403409 10.599062 1.705107e-13 ***" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Get population level coefficients\n", "model.coefs" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "Collapsed": "false", "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/html": [ "
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(Intercept)IV2
14.4821460.885106
217.9923030.622120
38.7070700.838036
410.1454350.865318
510.0703280.182142
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" ], "text/plain": [ " (Intercept) IV2\n", "1 4.482146 0.885106\n", "2 17.992303 0.622120\n", "3 8.707070 0.838036\n", "4 10.145435 0.865318\n", "5 10.070328 0.182142" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Get group level coefficients (just the first 5)\n", "# Each row here is a unique intercept and slope\n", "# which vary because we parameterized our rfx that way above\n", "model.fixef.head(5)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "Collapsed": "false", "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/html": [ "
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(Intercept)IV2
1-5.8189530.202992
27.691203-0.059994
3-1.5940300.155922
4-0.1556650.183204
5-0.230772-0.499972
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" ], "text/plain": [ " (Intercept) IV2\n", "1 -5.818953 0.202992\n", "2 7.691203 -0.059994\n", "3 -1.594030 0.155922\n", "4 -0.155665 0.183204\n", "5 -0.230772 -0.499972" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Get group level deviates from population level coefficients (i.e. rfx)\n", "model.ranef.head(5)" ] }, { "cell_type": "markdown", "metadata": { "Collapsed": "false" }, "source": [ "`Lmer` models also have some basic plotting abilities that`Lm` models do not\n", "\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "Collapsed": "false", "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 370, "width": 744 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Visualize coefficients with group/cluster fits overlaid (\"forest plot\")\n", "model.plot_summary()" ] }, { "cell_type": "markdown", "metadata": { "Collapsed": "false" }, "source": [ "Plot coefficients for each group/cluster as separate regressions\n", "\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "Collapsed": "false", "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 370, "width": 510 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "model.plot('IV2', plot_ci=True, ylabel='predicted DV')" ] }, { "cell_type": "markdown", "metadata": { "Collapsed": "false" }, "source": [ "Because`Lmer` models rely on R, they have also some extra arguments to the`.fit()` method for controlling things like optimizer behavior, as well as additional methods such for post-hoc tests and ANOVAs. See tutorial 2 for information about this functionality.\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "Collapsed": "false" }, "source": [ "## Two-stage summary statistics models\n", "\n", "Fitting `Lm2` models are also very similar\n", "\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "Collapsed": "false", "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Formula: DV~IV2\n", "\n", "Family: gaussian\n", "\n", "Std-errors: non-robust\tCIs: standard 95%\tInference: parametric \n", "\n", "Number of observations: 564\t Groups: {'Group': 47}\n", "\n", "Fixed effects:\n", "\n" ] }, { "data": { "text/html": [ "
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Estimate2.5_ci97.5_ciSEDFT-statP-valSig
Intercept14.2404.89123.5894.644463.0660.004**
IV20.6140.4450.7820.084467.3400.000***
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" ], "text/plain": [ " Estimate 2.5_ci 97.5_ci SE DF T-stat P-val Sig\n", "Intercept 14.240 4.891 23.589 4.644 46 3.066 0.004 **\n", "IV2 0.614 0.445 0.782 0.084 46 7.340 0.000 ***" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Import the lm2 model class\n", "from pymer4.models import Lm2\n", "\n", "# This time we use the 'group' argument when initializing the model\n", "model = Lm2('DV ~ IV2', group='Group', data=df)\n", "\n", "# Fit it\n", "model.fit()" ] }, { "cell_type": "markdown", "metadata": { "Collapsed": "false" }, "source": [ "Like`Lmer` models, `Lm2` models also store group/cluster level estimates and have some basic plotting functionality\n", "\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "Collapsed": "false", "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/html": [ "
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InterceptIV2
Group
13.0399031.781832
223.3883500.524852
34.9043210.919913
423.3046690.719425
518.378387-0.256136
\n", "
" ], "text/plain": [ " Intercept IV2\n", "Group \n", "1 3.039903 1.781832\n", "2 23.388350 0.524852\n", "3 4.904321 0.919913\n", "4 23.304669 0.719425\n", "5 18.378387 -0.256136" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Get group level coefficients, just the first 5 \n", "model.fixef.head(5)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "Collapsed": "false", "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 370, "width": 736 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Visualize coefficients with group/cluster fits overlaid (\"forest plot\")\n", "model.plot_summary()" ] }, { "cell_type": "markdown", "metadata": { "Collapsed": "false" }, "source": [ "Model Persistence\n", "-----------------\n", "All pymer4 models can be saved and loaded from disk. Doing so will persist *all* model attributes and data i.e. anything accessible with the '.' syntax. Models are saved and loaded using the [HDF5 format](https://support.hdfgroup.org/HDF5/whatishdf5.html/) using the [deepdish](https://deepdish.readthedocs.io/en/latest/) python library. This ensures near universal accesibility on different machines and operating systems. Therefore all filenames must end with `.h5` or `.hdf5`. For `Lmer` models, an additional file ending in `.rds` will be saved in the same directory as the HDF5 file. This is the R model object readable in R using `readRDS()`.\n", "\n", "To persist models you can use the dedicated `save_model()` and `load_model()` functions from the`pymer4.io` module\n", "\n" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "Collapsed": "false", "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pymer4.models.Lm2(fitted=True, formula=DV~IV2, family=gaussian, group=Group)\n" ] } ], "source": [ "# Import functions\n", "from pymer4.io import save_model, load_model\n", "# Save the Lm2 model above\n", "save_model(model, 'mymodel.h5')\n", "# Load it back up\n", "model = load_model('mymodel.h5')\n", "# Check that it looks the same \n", "print(model)" ] }, { "cell_type": "markdown", "metadata": { "Collapsed": "false" }, "source": [ "Wrap Up\n", "-------\n", "This was a quick overview of the 3 major model classes in`pymer4`. However, it's highly recommended to check out the API to see *all* the features and options that each model class has including things like permutation-based inference (`Lm` and `Lm2` models) and fine-grain control of optimizer and tolerance settings (`Lmer` models). \n", "\n" ] } ], "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }