{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Models II: Univariate Regression with `statsmodels`\n", "\n", "## Learning Goals\n", "\n", "In the previous notebook we calculated a GLM by-hand by implementing the OLS solution using `numpy`. \n", "In this notebook we're going to meet [`statsmodels`](https://www.statsmodels.org/stable/index.html) a new Python library that allows us to much more easily *estimate*, *evaluate*, and *compare* models to each other.\n", "\n", "We won't be covering the full functionality of `statsmodels` as it's vast and beyond the scope of this course. \n", "Instead we'll be focusing on estimating regression models using [OLS in statsmodels](https://www.statsmodels.org/stable/generated/statsmodels.regression.linear_model.OLS.html#statsmodels.regression.linear_model.OLS-parameters) which behaves very similarily to `lm()`in R.\n", "\n", "- Estimating a univariate regression using OLS with `statsmodels`\n", "- Evaluating and inspecting model assumptions and predictions\n", "- Testing simple hypotheses using model comparison\n", "- Interpeting estimated model parameters\n", "- Understanding parameter inference\n", "\n", "## Slides for reference\n", "\n", "[Modeling Data I (slides)](https://stat-intuitions.com/lectures/wk5/1.html) \n", "[Modeling Data II (slides)](https://stat-intuitions.com/lectures/wk5/2.html) \n", "[Modeling Data II 1/2 (slides)](https://stat-intuitions.com/lectures/wk5/3.html) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Univariate Regression\n", "\n", "Let's learn how to fit a univariate regression model using `statsmodels`. \n", "\n", "We'll be using a dataset of credit-card scores that contains observations from 400 different people with the following columns:\n", "\n", "| Variable | Description |\n", "|------------|---------------------------------|\n", "| Income | in thousand dollars |\n", "| Limit | credit limit |\n", "| Rating | credit rating |\n", "| Cads | number of credit cards |\n", "| Age | in years |\n", "| Education | years of education |\n", "| Gender | male or female |\n", "| Student | student or not |\n", "| Married | married or not |\n", "| Ethnicity | African American, Asian, Caucasian |\n", "| Balance | average credit card debt |\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "shape: (400, 12)
IndexIncomeLimitRatingCardsAgeEducationGenderStudentMarriedEthnicityBalance
i64f64i64i64i64i64i64strstrstrstri64
114.891360628323411"Male""No""Yes""Caucasian"333
2106.025664548338215"Female""Yes""Yes""Asian"903
3104.593707551447111"Male""No""No""Asian"580
4148.924950468133611"Female""No""No""Asian"964
555.882489735726816"Male""No""Yes""Caucasian"331
39612.096410030733213"Male""No""Yes""Caucasian"560
39713.364383829656517"Male""No""No""African American"480
39857.872417132156712"Female""No""Yes""Caucasian"138
39937.728252519214413"Male""No""Yes""Caucasian"0
40018.70155244155647"Female""No""No""Asian"966
" ], "text/plain": [ "shape: (400, 12)\n", "┌───────┬─────────┬───────┬────────┬───┬─────────┬─────────┬──────────────────┬─────────┐\n", "│ Index ┆ Income ┆ Limit ┆ Rating ┆ … ┆ Student ┆ Married ┆ Ethnicity ┆ Balance │\n", "│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ --- ┆ --- ┆ --- ┆ --- │\n", "│ i64 ┆ f64 ┆ i64 ┆ i64 ┆ ┆ str ┆ str ┆ str ┆ i64 │\n", "╞═══════╪═════════╪═══════╪════════╪═══╪═════════╪═════════╪══════════════════╪═════════╡\n", "│ 1 ┆ 14.891 ┆ 3606 ┆ 283 ┆ … ┆ No ┆ Yes ┆ Caucasian ┆ 333 │\n", "│ 2 ┆ 106.025 ┆ 6645 ┆ 483 ┆ … ┆ Yes ┆ Yes ┆ Asian ┆ 903 │\n", "│ 3 ┆ 104.593 ┆ 7075 ┆ 514 ┆ … ┆ No ┆ No ┆ Asian ┆ 580 │\n", "│ 4 ┆ 148.924 ┆ 9504 ┆ 681 ┆ … ┆ No ┆ No ┆ Asian ┆ 964 │\n", "│ 5 ┆ 55.882 ┆ 4897 ┆ 357 ┆ … ┆ No ┆ Yes ┆ Caucasian ┆ 331 │\n", "│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │\n", "│ 396 ┆ 12.096 ┆ 4100 ┆ 307 ┆ … ┆ No ┆ Yes ┆ Caucasian ┆ 560 │\n", "│ 397 ┆ 13.364 ┆ 3838 ┆ 296 ┆ … ┆ No ┆ No ┆ African American ┆ 480 │\n", "│ 398 ┆ 57.872 ┆ 4171 ┆ 321 ┆ … ┆ No ┆ Yes ┆ Caucasian ┆ 138 │\n", "│ 399 ┆ 37.728 ┆ 2525 ┆ 192 ┆ … ┆ No ┆ Yes ┆ Caucasian ┆ 0 │\n", "│ 400 ┆ 18.701 ┆ 5524 ┆ 415 ┆ … ┆ No ┆ No ┆ Asian ┆ 966 │\n", "└───────┴─────────┴───────┴────────┴───┴─────────┴─────────┴──────────────────┴─────────┘" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "import polars as pl\n", "from polars import col\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "df = pl.read_csv('./data/credit.csv')\n", "df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The primary question we're interested in answering is: \n", "\n", "**Is there a relationship between *Income* (how much a person makes) and their *Balance* (average credit card debt)?**\n", "\n", "$$\n", "Balance_i = \\beta_0 + \\beta_1 Income_i\n", "$$\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Remember univariate regression is just a \"flavor\" of the GLM where we only have a single predictor variable $X$ being used to model an outcome variable $y$.\n", "\n", "
\n", "\"Figure\n", "
\n", "\n", "Let's get started!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 0. Data Exploration\n", "\n", "Before you build any model you should **always plot your data first**. This will give you better idea of what your data looks like any any modeling choices you might make. \n", "\n", "Let's use `seaborn` to plot our data:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt # for customization" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 489, "width": 489 } }, "output_type": "display_data" } ], "source": [ "sns.relplot(\n", " data=df,\n", " x='Income',\n", " y='Balance',\n", " color='black',\n", " alpha=.25,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see there does seem to be some kind of relationship: as income increases so does balance. \n", "There's also some interesting observations at the lower end of income let's zoom into those. \n", "I'll first filter the data to Incomes < 50 and then create another scatter plot + a histogram" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 411, "width": 859 } }, "output_type": "display_data" } ], "source": [ "# Filter rows and only select 3 columns\n", "df_lt_50 = df.filter(col('Income') < 50).select(['Index', 'Income','Balance'])\n", "\n", "# Create 1 x 2 figure\n", "f, axs = plt.subplots(1,2, figsize=(10,4))\n", "\n", "# Left\n", "sns.scatterplot(\n", " data=df_lt_50,\n", " x='Income',\n", " y='Balance',\n", " color='black',\n", " alpha =.25,\n", " ax=axs[0]\n", ")\n", "\n", "# Right\n", "sns.histplot(df_lt_50, x='Balance', ax=axs[1]);\n", "\n", "# Remove top and right spines\n", "sns.despine();\n", "\n", "# Add overall title\n", "f.suptitle('Balances for Income < 50');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ah, we can see that for a large number of people with Incomes below this threshold they carry a **Balance** of $0! \n", "Let's keep this mind as we fit our model and interpret the results." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next let's ask `seaborn` to add in a regression line using the original data. \n", "This gives us an indication of how well our model will do before we use `statsmodels`. \n", "In fact, `seaborn` *uses* `statsmodels` under-the-hood to do regression!" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 490, "width": 489 } }, "output_type": "display_data" } ], "source": [ "sns.lmplot(\n", " data=df, # original data\n", " x='Income',\n", " y='Balance',\n", " fit_reg=True,\n", " ci=None, # no confidence intervals\n", " scatter_kws={'color':'black', 'alpha':.25}, # match color scatterplots\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ok this is promising and verifies out visual intuitions about an increasing linear relationship. Let's go ahead and estimate a model ourselves!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Model estimation\n", "\n", "We can start by importing the `ols` function from `statsmodels`:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "from statsmodels.formula.api import ols" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This function takes 2 arguments:\n", "\n", "- `formula`: a Python string that specifies the model using formula-syntax similar to R's `lm()` function\n", "- `data`: a Pandas DataFrame that contains the data; we can convert our `polars` DataFrame to a Pandas DataFrame using `.to_pandas()`\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### A note on using model \"formulas\"\n", "\n", "Wilkinson Notation, i.e. \"formula syntax\" was [popularized by R](https://www.econometrics.blog/post/the-r-formula-cheatsheet/) and provides a succinct way to specify models. \n", "`statsmodels` supports [*mostly* the same syntax](https://www.statsmodels.org/stable/example_formulas.html) but there are a [few differences](https://patsy.readthedocs.io/en/latest/R-comparison.html) you should be aware of in-case you're trying to translate things 1-to-1\n", "\n", "We'll try to add any formula quirks to the course-website, but for now this reference should get you going:\n", "\n", "| Formula | Description |\n", "|------------|---------------------------------|\n", "| `y ~ 1` | intercept only |\n", "| `y ~ x1` | intercept and x1 |\n", "| `y ~ 0 + x1` | only x1 without intercept |\n", "| `y ~ np.log(x1)` | intercept and log-transformed x1 |\n", "| `y ~ center(x1)` | intercept and mean-centered x1 |\n", "| `y ~ standardize(x1)` | intercept and z-scored x1 |\n", "| `y ~ x1 + x2` | intercept, x1, and x2 |\n", "| `y ~ x1 + x2+ x1:x2` | intercept, x1, x2, and their interaction |\n", "| `y ~ x1*x2` | short-hand for previous |\n", "| `y ~ x1 + x1**2` | intercept, x1, and x2 squared | \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's use this syntax to define our model. `statsmodels` works best with Pandas dataframes so make to call `.to_pandas()` on your dataframe before passing it to `ols`:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "model = ols('Balance ~ Income', data=df.to_pandas())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Remember that whenever we use formula syntax, both R and Python will automatically add an intercept term for us. In other words, the following formulas are equivalent:\n", "\n", "- `Balance ~ 1 + Income`\n", "- `Balance ~ Income`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Key model attributes\n", "\n", "The `model` variable we created is a `statsmodels` OLS model that has 2 key attributes you'll want to know how to access:\n", "\n", "1. `model.exog`: the $X$ design matrix of the model\n", "2. `model.endog`: the $y$ vector of observations of the dependent variable\n", "\n", "*Note `statsmodels` was developed in an econometrics tradition where [$X$ is referred to as the \"exogenous\" variable and $y$ is referred to as the \"endogenous\" variable](https://www.statsmodels.org/stable/endog_exog.html).*\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that our **design matrix** contains a column for the intercept $\\beta_0$ and column for our single predictor $\\beta_1$ **Income**:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 1. , 14.891],\n", " [ 1. , 106.025],\n", " [ 1. , 104.593]])" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# First 3 rows of design matrix\n", "model.exog[:3, :]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And that our $y$ vector is just the column of our dependent variable values" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Numpy function to compare two arrays each element at a time\n", "np.allclose(\n", " model.endog,\n", " df['Balance'].to_numpy()\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fitting the model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To actually estimate our model, we can use its `.fit()` method and save the output to a new variable" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results = model.fit()\n", "\n", "results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Key Estimation Attributes\n", "\n", "The output of `.fit()` is a [`RegressionResults`](https://www.statsmodels.org/stable/generated/statsmodels.regression.linear_model.RegressionResults.html#statsmodels.regression.linear_model.RegressionResults) object that has lots of methods and attributes referenced in the linked documentation.\n", "\n", "For now let's just focus on a few of you're most likely to use:\n", "\n", "- `results.params`: the estimated $\\hat{\\beta}$ coefficients\n", "- `results.fittedvalues`: the predicted values $\\hat{y}_i$\n", "- `results.resid`: the residuals $y_i - \\hat{y}_i$\n", "- `results.ssr`: the sum of the squared residuals $\\sum_{i=1}^n (y_i - \\hat{y}_i)^2$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's look at the parameter estimates" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Intercept 246.514751\n", "Income 6.048363\n", "dtype: float64" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Betas - estimated coefficients\n", "results.params" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can get each one by name by *slicing*" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "np.float64(246.51475059140336)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results.params['Intercept']" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "np.float64(6.048363408531563)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results.params['Income']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And the model's predictions of our dependent variable ($\\hat{y}$), in this case $\\hat{Balance}$." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 336.580930\n", "1 887.792481\n", "2 879.131225\n", "3 1147.261223\n", "4 584.509395\n", " ... \n", "395 319.675754\n", "396 327.345079\n", "397 596.545638\n", "398 474.707405\n", "399 359.625195\n", "Length: 400, dtype: float64" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Predicted values of Balance\n", "results.fittedvalues" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a Pandas Series (single DataFrame column) by default so it can be helpful to convert it to a `numpy` array for future operations:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "yhats = results.fittedvalues.to_numpy()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And we can also get the model **residuals** or differennce between the observed and predicted values:\n", "\n", "$$ residual_i = y_i - \\hat{y}_i $$" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 -3.580930\n", "1 15.207519\n", "2 -299.131225\n", "3 -183.261223\n", "4 -253.509395\n", " ... \n", "395 240.324246\n", "396 152.654921\n", "397 -458.545638\n", "398 -474.707405\n", "399 606.374805\n", "Length: 400, dtype: float64" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results.resid" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Which is the same thing as:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 -3.580930\n", "1 15.207519\n", "2 -299.131225\n", "3 -183.261223\n", "4 -253.509395\n", " ... \n", "395 240.324246\n", "396 152.654921\n", "397 -458.545638\n", "398 -474.707405\n", "399 606.374805\n", "Length: 400, dtype: float64" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['Balance'].to_numpy() - results.fittedvalues" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can similarily convert this DataFrame column to a `numpy` array:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "residuals = results.resid.to_numpy()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`statsmodels` also gives us the SSE of the model, which it calls the sum-of-the-squared-residuals (SSR):" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "np.float64(66208744.51078422)" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Sum of squared residuals\n", "results.ssr" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Which we can manually verify ourselves:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "np.float64(66208744.51078422)" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.sum(results.resid ** 2) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Interpreting Parameter Estimates\n", "\n", "Let's take a look at the estimated $\\beta$ values and try to understand what they mean" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Intercept 246.514751\n", "Income 6.048363\n", "dtype: float64" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results.params" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take a look back at the plot we made earlier to understand exactly what these estimates refer to\n", "\n", "
\n", "\"Figure\n", "
\n", "\n", "In natural language we would state:\n", "\n", "\"*For each additional thousand dollars of income, a person's average credit card debt is expected to increased b $6.05*\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wait a minute I thought the **Intercept** was always the *mean* of $y$, what gives?\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### What parameters mean\n", "\n", "The key lesson to remember when interpeting parameter estimates from *any* GLM is:\n", "\n", "The expected change in $y$ for 1-unit of change in $x_i$ **when all other model parameters are fixed at 0**, this is when $x_{not\\ i} = 0$. \n", "\n", "In other words, our Intercept value of $246.5$ is our prediction for $\\hat{Balance}$ when $Income = 0$ !\n", "\n", "Does this make sense for an estimate we want? More importantly **is this even in the range of the observed data**?\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 454, "width": 571 } }, "output_type": "display_data" } ], "source": [ "ax = sns.histplot(df['Income']);\n", "ax.vlines(x=0, ymin=0, ymax=ax.get_ylim()[-1], ls='--', color='k', label='Assumed value for Income when interpreting Intercept');\n", "ax.set(xlabel='Income', title='Distribution of Incomes')\n", "plt.legend();\n", "sns.despine();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this case, interpreting our **Intercept** parameter is essentially meaningless because we never actually observed an individual with an Income of 0! \n", "The take-away here is the models will happily **make predictions outside the range of your data** but often times this isn't what you want!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Improving interpretations with centering\n", "\n", "What we really want is for our model to estimate an **Intercept** that assumes **Income** is fixed at some *reasonable value* that we measured. How can we do this? \n", "Easy! We can just *center* our predictor around some meaningful value by subtracting it from each data-point. \n", "Most commonly, you'll want to **mean-center** your predictors - which makes the **Intercept** more interpretable! \n", "\n", "Let's try it out and see what happens. Let's add a mean-centered **Income** column to our dataframe:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "shape: (400, 13)
IndexIncomeLimitRatingCardsAgeEducationGenderStudentMarriedEthnicityBalanceIncome_centered
i64f64i64i64i64i64i64strstrstrstri64f64
114.891360628323411"Male""No""Yes""Caucasian"333-30.327885
2106.025664548338215"Female""Yes""Yes""Asian"90360.806115
3104.593707551447111"Male""No""No""Asian"58059.374115
4148.924950468133611"Female""No""No""Asian"964103.705115
555.882489735726816"Male""No""Yes""Caucasian"33110.663115
39612.096410030733213"Male""No""Yes""Caucasian"560-33.122885
39713.364383829656517"Male""No""No""African American"480-31.854885
39857.872417132156712"Female""No""Yes""Caucasian"13812.653115
39937.728252519214413"Male""No""Yes""Caucasian"0-7.490885
40018.70155244155647"Female""No""No""Asian"966-26.517885
" ], "text/plain": [ "shape: (400, 13)\n", "┌───────┬─────────┬───────┬────────┬───┬─────────┬──────────────────┬─────────┬─────────────────┐\n", "│ Index ┆ Income ┆ Limit ┆ Rating ┆ … ┆ Married ┆ Ethnicity ┆ Balance ┆ Income_centered │\n", "│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ --- ┆ --- ┆ --- ┆ --- │\n", "│ i64 ┆ f64 ┆ i64 ┆ i64 ┆ ┆ str ┆ str ┆ i64 ┆ f64 │\n", "╞═══════╪═════════╪═══════╪════════╪═══╪═════════╪══════════════════╪═════════╪═════════════════╡\n", "│ 1 ┆ 14.891 ┆ 3606 ┆ 283 ┆ … ┆ Yes ┆ Caucasian ┆ 333 ┆ -30.327885 │\n", "│ 2 ┆ 106.025 ┆ 6645 ┆ 483 ┆ … ┆ Yes ┆ Asian ┆ 903 ┆ 60.806115 │\n", "│ 3 ┆ 104.593 ┆ 7075 ┆ 514 ┆ … ┆ No ┆ Asian ┆ 580 ┆ 59.374115 │\n", "│ 4 ┆ 148.924 ┆ 9504 ┆ 681 ┆ … ┆ No ┆ Asian ┆ 964 ┆ 103.705115 │\n", "│ 5 ┆ 55.882 ┆ 4897 ┆ 357 ┆ … ┆ Yes ┆ Caucasian ┆ 331 ┆ 10.663115 │\n", "│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │\n", "│ 396 ┆ 12.096 ┆ 4100 ┆ 307 ┆ … ┆ Yes ┆ Caucasian ┆ 560 ┆ -33.122885 │\n", "│ 397 ┆ 13.364 ┆ 3838 ┆ 296 ┆ … ┆ No ┆ African American ┆ 480 ┆ -31.854885 │\n", "│ 398 ┆ 57.872 ┆ 4171 ┆ 321 ┆ … ┆ Yes ┆ Caucasian ┆ 138 ┆ 12.653115 │\n", "│ 399 ┆ 37.728 ┆ 2525 ┆ 192 ┆ … ┆ Yes ┆ Caucasian ┆ 0 ┆ -7.490885 │\n", "│ 400 ┆ 18.701 ┆ 5524 ┆ 415 ┆ … ┆ No ┆ Asian ┆ 966 ┆ -26.517885 │\n", "└───────┴─────────┴───────┴────────┴───┴─────────┴──────────────────┴─────────┴─────────────────┘" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = df.with_columns(\n", " Income_centered = col('Income') - col('Income').mean(),\n", ")\n", "df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then let's estimate a new model with this column and look at its parameter estimates:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Intercept 520.015000\n", "Income_centered 6.048363\n", "dtype: float64" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model_centered = ols('Balance ~ Income_centered', data=df.to_pandas())\n", "results_centered = model_centered.fit()\n", "\n", "results_centered.params" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wow the Intercept changed! What's going on? How about a visual inspection with `seaborn`?" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 490, "width": 489 } }, "output_type": "display_data" } ], "source": [ "grid = sns.lmplot(\n", " data=df,\n", " x='Income_centered',\n", " y='Balance',\n", " fit_reg=True,\n", " ci=None,\n", " scatter_kws={'color':'black', 'alpha':.25},\n", " truncate=False\n", ")\n", "grid.ax.vlines(0, 0, 2000, linestyle='--', color='black', lw=2)\n", "grid.ax.hlines(520, -40, 150, linestyle='--', color='black', lw=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I've added dashed black lines to the figure to illustrate the effect of centering **Income**. \n", "From the perspective of the model, $\\beta_0$ is now the estimate of the **Intercept** when **Income** is held constant at its **mean value**. \n", "If we draw a vertical line at the new mean of **Income_centered**, i.e. 0 we can see where it *intercepts* the regression line. \n", "This *is* our new estimated $\\beta_0 = 520.015$ !\n", "\n", "And just to verify that this is indeed the mean of $y$, let's just calculate it:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "shape: (1, 3)
BalanceIncomeIncome_centered
f64f64f64
520.01545.218885-7.1054e-17
" ], "text/plain": [ "shape: (1, 3)\n", "┌─────────┬───────────┬─────────────────┐\n", "│ Balance ┆ Income ┆ Income_centered │\n", "│ --- ┆ --- ┆ --- │\n", "│ f64 ┆ f64 ┆ f64 │\n", "╞═════════╪═══════════╪═════════════════╡\n", "│ 520.015 ┆ 45.218885 ┆ -7.1054e-17 │\n", "└─────────┴───────────┴─────────────────┘" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.select(\n", " col('Balance', 'Income', 'Income_centered').mean()\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Easy centering with `statsmodels` formulas\n", "\n", "We can actually do this very easily in `statsmodels` *without* having to create a DataFrame column by using `center` inside our formula. \n", "\n", "This is a special operation `statsmodels` understands that saves us time. Below I'm not saving any outputs or the model itself but just printing the estimated parameters so you can see that they're the same as before:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Intercept 520.015000\n", "center(Income) 6.048363\n", "dtype: float64" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ols('Balance ~ center(Income)', data=df.to_pandas()).fit().params" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Take aways about centering\n", "\n", "We'll discuss centering more when we look at *multiple regression* in a later notebook, but for now here are some key take-aways:\n", "\n", "- Centering is a way to fix a parameter estimate at some value (e.g. mean) to aid in the interpretation of *other parameter estimates* \n", "- Centering never changes the parameter estimate of the variable *being centered*\n", "- It only changes the value of *other parameter estimates*\n", "- You should *almost always* consider centering your continuous variable unless a value of 0 is of theoretical interest!\n", "- Centering is *incredibly important* in multiple regression with interactions, but we'll cover this in the future" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Model Evaluation\n", "\n", "`statsmodels` has made it pretty easy to estimate a model, but before we make strong conclusions about our parameter estimates, we should always at least visually inspect that we're not violating the course assumptions of the GLM: **independent and identitically distributed (iid) errors**. \n", "\n", "We can do this by inspecting the **residuals** from our model and looking for any structure in the errors that our model makes.\n", "\n", "Let's do this in 3 ways:\n", "\n", "1. We'll start by looking at the distribution of residuals using a historgram and QQplot and checking they're approximately normal (they should be)\n", "2. We'll plot the residuals against the predictor variable **Income** looking for any structure in how the *errors vary with the predictor* (they shouldn't)\n", "3. We'll look at the residuals against the true value of **Balance** looking for any values our dependent variable that are particulary mis-predicted by our model\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's start by adding columns that contain the residuals to our DataFrame to make plotting easier" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "shape: (5, 15)
IndexIncomeLimitRatingCardsAgeEducationGenderStudentMarriedEthnicityBalanceIncome_centeredresidualsresiduals_centered
i64f64i64i64i64i64i64strstrstrstri64f64f64f64
114.891360628323411"Male""No""Yes""Caucasian"333-30.327885-3.58093-3.58093
2106.025664548338215"Female""Yes""Yes""Asian"90360.80611515.20751915.207519
3104.593707551447111"Male""No""No""Asian"58059.374115-299.131225-299.131225
4148.924950468133611"Female""No""No""Asian"964103.705115-183.261223-183.261223
555.882489735726816"Male""No""Yes""Caucasian"33110.663115-253.509395-253.509395
" ], "text/plain": [ "shape: (5, 15)\n", "┌───────┬─────────┬───────┬────────┬───┬─────────┬─────────────────┬─────────────┬─────────────────┐\n", "│ Index ┆ Income ┆ Limit ┆ Rating ┆ … ┆ Balance ┆ Income_centered ┆ residuals ┆ residuals_cente │\n", "│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ --- ┆ --- ┆ --- ┆ red │\n", "│ i64 ┆ f64 ┆ i64 ┆ i64 ┆ ┆ i64 ┆ f64 ┆ f64 ┆ --- │\n", "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ f64 │\n", "╞═══════╪═════════╪═══════╪════════╪═══╪═════════╪═════════════════╪═════════════╪═════════════════╡\n", "│ 1 ┆ 14.891 ┆ 3606 ┆ 283 ┆ … ┆ 333 ┆ -30.327885 ┆ -3.58093 ┆ -3.58093 │\n", "│ 2 ┆ 106.025 ┆ 6645 ┆ 483 ┆ … ┆ 903 ┆ 60.806115 ┆ 15.207519 ┆ 15.207519 │\n", "│ 3 ┆ 104.593 ┆ 7075 ┆ 514 ┆ … ┆ 580 ┆ 59.374115 ┆ -299.131225 ┆ -299.131225 │\n", "│ 4 ┆ 148.924 ┆ 9504 ┆ 681 ┆ … ┆ 964 ┆ 103.705115 ┆ -183.261223 ┆ -183.261223 │\n", "│ 5 ┆ 55.882 ┆ 4897 ┆ 357 ┆ … ┆ 331 ┆ 10.663115 ┆ -253.509395 ┆ -253.509395 │\n", "└───────┴─────────┴───────┴────────┴───┴─────────┴─────────────────┴─────────────┴─────────────────┘" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = df.with_columns(\n", " residuals = results.resid.to_numpy(),\n", " residuals_centered = results_centered.resid.to_numpy(),\n", ")\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Distrubtion of Residuals\n", "\n", "#### Residual Histograms" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that the residuals are approximately normal, but there's a peak between -500 and -250." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 495, "width": 739 } }, "output_type": "display_data" } ], "source": [ "grid = sns.displot(data=df,x='residuals',height=5,aspect=1.5, kde=True)\n", "grid.set_axis_labels('Residuals','Count');\n", "grid.figure.suptitle('Residuals from: Balance ~ Income');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is also true if we plot the residuals from our centered model because centering *doesn't change the prediction accuracy* of a model!" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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rVq2UkJCgpUuXqqCgQNnZ2briiiu0Z88eBQcHV3nc119/XQ8//LDjGzMBAQEaMmSI2rVrp5KSEsXExGj9+vUyDEP/+9//NHLkSK1atUq+vr5O3a+62Llzp8aNG6fExERHW6tWrTR06FCFhYUpPz9fBw4c0ObNm5WXl1fl72JJSYmuvvpqzZkzx9HWpk0bDRo0SK1atVJ2drbWrl2rAwcOqLi4WC+99JKSk5OdWsPl6NGjGjt2rI4ePaqgoCANHz5crVu3VkpKipYtW6aMjAxJ0vPPP6+ePXvq6quvNm0/duxY+fv7a/fu3Vq6dKkkqXv37jr//PMrHKtLly4V2nbt2qXzzz/f8RjZbDb16dNHvXr1kq+vrxISErRixQplZWXp6NGjGjdunH7++WeNHj26xvv2r3/9SzNmzJAkderUSQMHDpSvr69iY2MrnEMffPBBvfHGG47roaGhGjx4sCIiIpSfn6/Nmzdrx44dMgxDn376qY4ePaoFCxZUOS3bu+++qwceeMBx3cvLS6NHj1ZkZKSSk5O1bNkyJSYm6pJLLtG0adNqvC8AgGbGulwe9YGR4wCcUZtRo0VFRUa7du0c/a+88soq+954442Ofp06dTIWL15coU9xcbHx3nvvGV5eXoYkw83NzVi1alWFfg888IBjX8OHDzcSEhKqrG/58uXG9ddfX+kIVGdHjo8ePdrRLyQkxFi4cGGFPrNmzTJ8fHwqjDSqTEONHP/kk0+Mt99+24iPj69yP1u3bjX69+/v2NcLL7xQZd+aRkQlJycb7u7ujudq5syZVY54O3r0qPHWW28ZH3/8cbX30xnOjBY+pezI8VO1/uUvf6kw0rOkpMQoLCw0DMMw9u/fb/j7+zu269+/v7F3794K/V999VXTaOGpU6dWWUfZ14Snp6fRtm1b448//jD1KS4uNh555BFHv6CgIOO5554zJBmjRo0yDh8+bOp/4sQJ02tz1KhRNT10TqnNOWD16tVGVFSUo//ll19ebf+//e1vxrfffmtkZGRUentpaanx448/GmFhYY59Vjfy1JnXQmxsrDF16lRj7dq1RklJSaV9MjIyTI99ly5dquxb9vfX09PTsNlsRqdOnYy1a9dW6Pvtt98aHh4ejv6ff/55lffl/fffN71Orrrqqir/Xtu+fbtx//33V3ouSkxMNMLDwx37ufbaays9Jxw7dsy4/PLLHf169+5d40j9M1ltR46feh8aMGCAsWvXLlO/0tJS44033jA9X7/99luVx3788cdNfe+77z4jNTW10r5r1641brzxRmPHjh0Vbps9e7ZpPzfeeGOF36WMjAzjr3/9q6nff//73xrv76n3rhEjRtR4rhk9erQxadIkx3kvOzvb1H/Xrl1GRESEo/9zzz1X5WOzZMkSx3nUw8PD+Pvf/15hf4ZhGJs3bzZ69uzp2Ofdd99d5T5PV0ZGhtGlSxfHsVq2bGnMmjWr0ve37Oxs46uvvjJuvvnmSvf1zDPPOPbTqlUrY/bs2ZWeW7777jvTyOfZs2dXur+y57xTr9HHHnuswreXUlNTjTFjxjj6duzYscr357qMfs7JyTGNWB87dqyxZ8+eCv0yMjKMu+66yzTiuqqR/2Vfs+7u7kaLFi2MuXPnVuiXn5/vuPzJJ584tvH39zfef//9SkeGL1u2zPRtw5dffrnSGnbv3u14XE/dr8TERFOfzMxM44YbbjD93tTmsQMAnNkIx89whOMAnFGbYOxUcHfqp7KgxjAMY8WKFY4+kZGRFf7RKO/TTz919L/wwgsr3N6vXz/H7fv27XP6vpXnTDi+cOFCRx+bzVbt14K/+eYb0+PR2OG4s06cOOH4+nqbNm2qDMRq+od5/vz5jtuvv/7606qpNuoajksyLrjggipDz1PKfpDTsWNHIz09vcq+r732mqOv3W43Dh48WGm/sjX4+PgYMTExlfYrKSmp8BX5Xr16GXl5eZX2P3LkiCP0t9lsxtGjR6u9b84oew4YMGCAce+995p+7r77buO6666rMD3NmDFj6m26gzVr1phC4qrU5rXgjLIhzk8//VRpn7K/v5KM0NDQKj+gMwzDFLpXdj4zDMNIS0szAgICHP3uuuuuOt+HW265xbGf2267rdq+xcXFptDzm2++qfNxm7rahuPSyQ9JsrKyqtznX/7ylxqfsz179pg+RKtpqpOqlJSUmKYvuvLKK6sMO0tLSx3htXTyA+nKznvl72+PHj2M3NzcSvdZ9lxz6ufWW2+tst6vv/7a0a979+5V3qeyIfSXX35Z7WOQmJhotGrVyhGkN9T/M0899ZSjphYtWhi7d++u034OHTrkmBYkICCgwocs5S1dutT0XFT2/JafCuWJJ56ocn/Hjh0z/Pz8HH3XrFlTab+6hOPPP/+86bxW2dR1ZZV9X/3nP/9ZaZ+y98tms1X7gZNhnAypg4KCDOnkB/Q19Y+JiXFMbRMaGlrpdGjXXnuto4bevXtX+ftQUlJiTJgwwVQz4TgAuAbC8TMc4TgAZ9QUIGRkZBi//fabcc0115j+KZg2bVqV+7zssssc/f7v//6vxhpKS0uN7t27O/5BKj/Kt+w/06cTxjkTjpedI/maa66pcZ/Dhw9v8uG4YRjG3Xff7djftm3bKu1T0z/MX331lVPPf307nXC8qlD6lPT0dNOosTlz5lTbv6SkxBQS/+1vf6u0X9kaHnzwwWr3+eyzz5r6//jjj9X2HzFihKPv/Pnzq+3rjLLnAGd+wsLC6iWYLu/UhwShoaFV9qnvcHzt2rWO/T300EOV9ikfjr/66qvV7jMmJsYUpFfmn//8p+mcUHZkZG0kJSU5Xr8tWrSoNtg9ZfXq1Y5jX3rppXU6bkOq7oOH2qhLOF7T7/9PP/3k6NuvX79K+5T9wGXw4MHVziddnZ9//tmxH09Pzxo/CIuPjzd9a+GXX36p0Kf8/Z03b161+yx7rvHy8jKSkpKq7JuXl+d4LdpsNiMzM7NCnx9++MGxv/PPP7/aY5/yj3/8w+nfvbrIz893BK6SjPfff7/O+5o2bZpjP9V9S6us8ePHO7bZuHFjhdvLnvPCwsKq/OD0lKuuusrRv6q1XGobjhcWFjo+pLDb7UZsbGyN2yQkJBg2m80ROlem7Guxug9FTyn77Y3qPqgp684776zy9zstLc30/l/Z70xZ+/btc9wnwnEAcB3MOQ4ALmbGjBmOOR+rEhoaqscee0yPPfZYpbcXFxdr8eLFkk7Oe3vllVfWeFybzabRo0dr9+7dMgxDq1at0sSJEx23R0VFad++fZJOzg1Z2bzk9WX58uWOyzfccEON/W+88UatXLmywepxVlJSktasWaNdu3YpPT1dOTk5jvlcJWnDhg2Oy1u2bFHv3r1rfYyoqCjH5Tlz5ujxxx9X69atT6/wBnT22WfXOKfyqlWrVFBQIOnka7vs664ydrtdt9xyix5++GFJ0q+//lpjHTX9Dpx11lmOyz4+Prroootq7L9ixQpJMs393ViSk5N16623asmSJXr77bernVu4rL1792rDhg06cOCAMjIyVFBQYHqNnpovNzU1VXFxcWrXrt1p11pUVKS1a9dq69atOnbsmLKyslRcXOy4/dQ6BtLJ3wtnTJ48udrbu3fvLh8fH+Xl5Sk1NVXZ2dny9/c39fnll18cl2+//fY6rwOwZMkSx+v3kksuqXCcygwaNEi+vr7Kzc3V77//XqfjViYuLk7/+c9/9Msvv+jAgQPKzc1Vu3btNHz4cE2ePFkXXnhhlXP+njJv3jw988wz2rZtW73V5Sxvb29dcskl1fbp27ev4/KpeeDLK/vc3nfffbLZbHWqZ9myZY7LF110kdq0aVNt/7Zt2+rCCy/U/PnzJZ08N40fP77K/rU914wYMUJhYWFV9vX29lanTp0UExMjwzAUGxtb4X2m7Dzt11xzTbXHPmXMmDGOy7///rseeughp7Zz1po1a3TixAlJJ+c+nzJlSp33Vdf7t3DhQkkn79+5555bZd9LL720xnUu+vbtq2+//VZS1a/R2tqwYYOSkpIkSUOGDFF0dHSN20RERKh79+7atWuXduzYoRMnTigoKKjK/s48XnV9fP/zn/9IOvn4XnHFFY7byr7/h4eHa9y4cdXuq3Pnzho6dKhpLR0AQPNHOA4AMHFzc9PLL7+sW2+9tco+27ZtU05OjqST/yw/+uijTu17/fr1jstxcXGm266++mrH4lFPPfWUFi1apOuvv17jxo1T+/bta3kvqpaQkKDk5GTH9UGDBtW4zeDBg+vt+HURExOjxx9/XD///LNjMcmapKSk1OlYgwYNUnR0tA4fPqy4uDj16tVLU6ZM0aWXXqrBgwfLx8enTvttKP369auxz+bNmx2XBw0aJHf3mv/8GTZsmGl7wzCqDcB69epV7f7Khstdu3atsYay/etjAdqypk+frueee65C+6lFb3/++We98sorSk5O1ldffaUtW7Zo5cqV1QbkCxYs0DPPPGN6rGuSkpJyWuF4Xl6eXnrpJX3wwQdOv96d6deiRYsa67LZbAoODlZeXp6kk6F/+dB67dq1jsvOLFZXldWrVzsu7927V/fdd59T2516vZ76IM3Pz6/ONeTn5+uZZ57RW2+9VWFRyQMHDujAgQOaOXOmoqOjdccdd2jKlCkVFtE9cOCAnn76aX3zzTdOBW8NoVu3bvL09Ky2T9kFmE99mFPW8ePHTYHk6Ty3ZX9fyp5zqjNs2DBHOH5qcdiqdO3atdrFYiXzuaZnz541Hr+mc1PZ1+uCBQuc+kCq7ONc/m+D+lB2cebTeR9LTU3V3r17Hddff/11pz4YiYmJcVyu6f4586F2Ta/Ruij7vKWkpDh9njn1oYNhGI6FXKvizPt12Tq++OIL/fDDDzVuEx8f77hc/vEt+/obMGBAjR/eSSdfI4TjAOBaCMcBwMUMGDBAAwcOdFzPzs7WkSNHHKNrSkpKdNttt+ngwYN68cUXK93H0aNHTdu/++67ta4jPT3ddP3WW2/VokWL9N///leS9Ntvv+m3336TdHJ00vDhwzVmzBhdfvnl1Y5sq0nZYNzX19f0T2ZV6mN0a10tXLhQkyZNcox8clbZ0bK14eHhoS+//FIXX3yxMjMzlZaWptdff12vv/66PD09de6552rEiBG6+OKLNXz48DqPmKwvzrwWyj7nzoZyZT+QKSwsVFZWlgIDA6vs36JFi2r3VzYMr6lv+f5FRUU19q8Pfn5+6tWrl3r16qVrr71WgwYNUkJCgnbu3KmHHnpIn332WaXbPffcczV+G6UydX2NSifPH2PGjHF6JHhtjunM8yPJFDqWf44yMzMdwbkkdezY0ckKKyp7vl2/fr3pQ0Znpaenn1Y43r9/f+3cuVPSyQ9Qhw4dqk6dOqmoqEibNm3Srl27JEmHDx/WU089paefflp9+vTROeeco9LSUu3atctUd00fJjUUZ57bss9r2W8gnHL8+HHHZS8vL0VERNS5ntM9N9X0YU9tzzX1cW4q+3p1Jtgsr/zfBvWh7HN2Or+LiYmJpuvvvfderfdR0/2r7Wu0vt4fyj5ve/bs0Z49e2q9j5ruW03v19nZ2aZz9P/93/+ddg1lf8fKfjOuOlb+zQcAsEbNH50CAJqVCRMm6J133nH8zJw5U8uWLVNsbKyuvfZaR7+XXnpJs2fPrnQf9TFSqXzoYLfb9e2332rmzJk6++yzTbcdPXpUs2fP1p133qmIiAjddtttSktLq9Nxs7OzHZd9fX2d2uZ0QqXTkZycrKuvvtoRjHfo0EEvv/yy/vjjDx09elS5ubkqLS2VcXINEU2fPt2xbWlpaZ2Pe95552nr1q265ZZbTPe9sLBQa9as0SuvvKKRI0eqe/fumjt3bt3vYD1wZgRg2efc2eeyfL+aQtXafEhg9QcKzmjbtq3p9fTll1/q2LFjFfotXrzYFIyfd955+uijj7R582alpKQoPz/f8fo0DEMjR4509D2d1+i9997rCMa9vLx055136scff9S+ffsc06qcOmbZaWmcOWZ9PD/lXy/OTIVSlYY439bWzp075e7urmnTpikhIUErVqzQZ599pi+//FIxMTHav3+/nnrqKYWHh0s6OYp08+bNmjlzpr744gtHMO7n56eXXnpJP/7442nfp7qo7+f2dJ5X6fTPTfV5XqpL/8qc7uv1dF+rlamv56wxfheten9ojPtW0/t1Q9RwJv3NBwCwDiPHAQCSpNatW+vLL79UWlqaY27Me+65RxdccEGF6RTK/uPQp0+fWk2lUB2bzaYpU6ZoypQpOnDggH777TetWLFCK1eu1MGDByWd/Mfnk08+0fLly7V69epajyIv+49xbm6uU9ucmkKmvtUU1H300UeOfxb79u2rFStWVPuP/emMxC2vffv2+uSTT/TOO+9o1apVjudhzZo1jhGxe/fu1RVXXKFXX3213ueIrU9lHzNnn8vy/QICAuq1pjNB2bmMi4uL9dtvv+nqq6829fnXv/7luHzHHXc45n2tSn28RhMSEvTNN99IOjmKedGiRRoxYkSDHrO2yr9eKpuT3Fllz7dvvPGGHnjggdOqrS4iIiI0d+5c07eOyurUqZP+/ve/69lnn9UPP/ygOXPmaPXq1Tp27JgCAgLUrVs3TZgwQXfeeedpffOnKSj73JYN3uridM9NTfG85Ofn53jf2rJli8455xyLK6q/56zs72JQUFCDjHK3Stn7Nm3aNL3++uuW1iCdnLLF2W/yVKUp/c0HAGi6GDkOAHCw2+36+OOPHf+gpKWl6aWXXqrQ79ToQEk6ePDgaY0ArUqnTp10yy23aObMmTpw4ID27t2rRx55xPGV7gMHDtRpKoeywUxubq5SU1Nr3MaZOVBr+ip+ZWoaJXVqDnZJevrpp2sM1w4fPuzUcWvDx8dH559/vmbMmKFly5YpNTVVc+bMMQUeTzzxhBISEur92PWl7HN+5MgRp7Yp+1h6eno2yRCqoZVfHLD866ukpMQx9ZHdbtff//73Gvfp7ONfnWXLljkW+ZwwYUK1wbjUML8XNQkMDDSNkjydRVXLnm9PLVrc2DZs2FBlMF6Wp6enrrrqKs2ePVtHjhxRYWGhUlNTtWrVKj399NNnfDAumZ+PgoKCClNt1MbpnptatmxZ52M3lKbwei2vbE319bt44sQJ05QdZ7qm8LwFBQWZFi6ujzrq8jvWEPPeAwCaNsJxAIBJZGSkpk2b5rj+zjvvVJhOoU+fPo5/YDIzM00LKDWULl266F//+peef/55R1tdvprftm1b0z9LZRfqqoozfcqGp+np6Y7wripHjhypcaHFsnOA1jRHb0lJSaMsIOXj46MrrrhCv/76q1q3bi3p5HQrp75t0BT17dvXcXndunVOLWpa9rHs27fvGTEVSn0rP8qu/EJmKSkpjsUZW7VqVWPwGRMTU+eFYsuqze+FJK1YseK0j1kXZRf7XbZsWb3sx6rfs/IflLiy8PBw07zfp/Pclj03rVq1yqltyp6bzj333Dofu6E0hddreWUX1V69erVpPYDaaNOmjWne6kWLFp12bQ2ltu9ZZZ+33377rdbrnNSXsh/C1cfrp0+fPo7L69evd2owhzN/8wEAmhfCcQBABQ8//LAj7M3PzzdNnSCdDEjHjBnjuN6YX7+95JJLHJfLLrJVG6NGjXJc/vLLL2vs//nnn9fYJzAwUCEhIZJOhop79+6ttv+3335b4z7LhpE1fR34hx9+qHRO6IYSHBysoUOHOq7X9bloDEOHDnV8mJOcnKwFCxZU298wDNNzXva17ko2bdpkut62bVvT9bKvz7y8vBo/EHr//ffrpa7a/F7k5ubqiy++qJfj1tZFF13kuPzRRx/VOWwaP3684xsz+/fv1//+9796qQ91V/a5fffdd2t87Vel7Lnlp59+UlJSUrX9jx07pl9++aXS7ZuKsu/RX3/9dY33qTEMHjzYMT1cVlbWaZ0TLr74YsflN954o87PfUPz9vZ2XHZm0c5hw4YpKChI0smpZz766KOGKq1aZV8/H3zwgfLz809rf0OHDpWnp6ekk3+nLF68uNr++/fvd/qDKgBA80E4DgCoIDg4WFOnTnVc/+CDDyqM+Hz88ccdl+fMmaOZM2c6vf/KQlxnR5SW/VpsXb+if+uttzouz549WytXrqyy7+zZs/X77787td+yI56qezzi4+P1j3/8o8b9dezY0XF53rx5VfZLTk7Wgw8+6FSNNXFmmplT6uO5aAxBQUGmubIfffTRauehfvfdd7V161ZJJ4PY22+/vcFrbIrKfuhls9k0evRo0+2hoaEKDAyUdHKKoFNTrFTmjz/+qLdwvOzvxYIFC6qdxujhhx+27IOb22+/3TEV0uHDh03fyKmNtm3b6q9//avj+l133eX0NEalpaXNauqHpmLatGmOD2lWr16tl19+uU77ueCCC9ShQwdJJ6doqe41YhiG7r//fse3NTp16qSxY8fW6bgN6corr1Tnzp0lnfxw6q9//atT4ax0MpRtiPmevby8dM899ziuP/7449qzZ0+d9vXwww/Lzc1N0snphmozvVtjfoAdGhrquOzM+cLLy8v0+nvyySe1fft2p49XX+fZO++80xHSx8fH65577nH6A4iUlJQK3wwLDg7WFVdc4bj+6KOPVvnNAcMw9MADDzTZDzwAAA2HcBwAUKmHHnrIEezk5ubqtddeM90+cuRITZkyxXH9lltu0aOPPlpluFpQUKB58+bp8ssv18SJEyvcHhUVpTvuuEPLly+vctqLNWvW6L777nNcnzBhQq3vl3QykBg5cqSkk/8MXXbZZZV+Pfqbb77RzTff7Bh1VJPrrrvOcfm1117TnDlzKvRZs2aNRo4cqfT0dNM85ZUpO4Lqn//8Z6Wj3Ddt2qSRI0cqLi6uwmJWdfH222+rT58+eu+996qcSzcrK0uPP/64NmzYIOnkoohlF29siqZPn+54Pe/du1fjx493LPJ6Smlpqd5++21TQHDvvfc6witXceLECd15552aP3++o+26665zTKNzit1uN/0O3nzzzVq3bl2F/X377beaMGGCSkpK6uU1OmbMGPn6+ko6ufbATTfdpBMnTpj6ZGZm6o477tAHH3xQL8esi+DgYFNo+sEHH+jqq69WfHx8pf137typBx54oNJz0UsvveSY2iQhIUEDBgzQf//73yqnCEhISNCbb76p7t27a/bs2fVwb1BW165d9fDDDzuuP/HEE5o6darS0tIq7b9+/XrddNNN2rlzp6ndbrfrn//8p+P6rFmzdPvtt1dYNDIrK0u33nqrvvvuO0fbyy+/XGGqo6bAzc1N77//viNAXrx4sUaMGKH169dXuc22bdv0xBNPKCoq6rTmBK/OY489pk6dOkk6+WHeeeedp2+++abSIDQ3N1ezZs3SLbfcUuG2Tp066emnn3ZcnzFjhm666aYqf69LSkq0ZMkS3XjjjY06DU7v3r0dl9euXevUfNsPP/ywY6qqrKwsnXfeefroo48cH8iUl5qaqo8//lj9+vWr8A3DumrRooXpg9nPPvtMl156qXbv3l1pf8MwtHr1at13332Kjo6uNPh+9tlnHd8e2759uyZNmlThg4qsrCxNmTJFP/30k9N/8wEAmg93qwsAADRNoaGhuvfeex3hzjvvvKNHH33U8dVkSfrPf/6jxMRELVq0SIZh6N///rfeeustDRgwQJ06dZKPj48yMjJ04MABbd++3fH12H79+lU4Xl5enj766CN99NFHCggIUJ8+fRQVFSU/Pz+lpKRo9+7diomJcfQPCwvTc889V6f7ZrPZ9Mknn2jIkCFKTk5WWlqaxo8frz59+qhPnz4qKSnRunXrHCPL3njjDadGfV577bV69dVXtXXrVhUWFuovf/mLzj33XMc+t23bps2bN0uSnnvuOX322WfVLhZ400036bXXXtPevXtVUFCgG264QS+99JLOOecceXt7a8eOHY6A+pxzztH48eP1yiuv1OkxKWv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" ] }, "metadata": { "image/png": { "height": 494, "width": 739 } }, "output_type": "display_data" } ], "source": [ "grid = sns.displot(data=df,x='residuals_centered',height=5,aspect=1.5, kde=True)\n", "grid.set_axis_labels('Residuals','Count');\n", "grid.figure.suptitle('Residuals from Balance ~ Income_centered');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Residual QQPlots\n", "Another useful way to examine the distribution of your residuals that can supplement a histogram is a QQ plot. \n", "This is a plot of the quantiles of the residuals against the theoretical quantiles of a standard normal distribution. \n", "\n", "We can do this using the `qqplot` function from `statsmodels` which takes DataFrame column or array of residuals as input. The `line = s` tells `qqplot` to add in a red identity line across standard normal quantiles.\n", "\n", "If our residuals were *perfectly* normally distributed, then they would lie right on the red identity line. \n", "Deviations above or below the line tell you how far away from normality the residuals are. \n", "\n", "Overall, this QQplot looks pretty good. But we can see that towards the low end of data values, it veers upwards - similar to the spike we saw in the histogram. \n" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 432, "width": 592 } }, "output_type": "display_data" } ], "source": [ "# Import it \n", "from statsmodels.graphics.gofplots import qqplot\n", "\n", "# Pass it the column that contains the residuals\n", "qqplot(df['residuals'], line = 's');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sometimes it's helpful to see the *standardized residuals* instead, especially if you wanted to compare QQplots with different scales. \n", "\n", "To do so we can use the `results` from our `model.fit()` and call the `.get_influence()` method on it. This returns a few different things, but we care about `.resid_studentized`, which converts our residuals to an approximately standard-deviation scale.\n", "\n", "In this case the QQplot looks pretty much the same, but notice how the y-axis is now in units of standard-deviation instead of raw data:\n" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 433, "width": 565 } }, "output_type": "display_data" } ], "source": [ "# Standardized are sometimes easier to compare across models\n", "qqplot(results.get_influence().resid_studentized, line = 's');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Residuals and Predictors\n", "#### Residual Scatterplots\n", "\n", "Let's see if we can figure out what that peak is. It might help to plot the residuals against the predictor $X$ **Income**" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 390, "width": 607 } }, "output_type": "display_data" } ], "source": [ "grid = sns.FacetGrid(data=df, height=4,aspect=1.5)\n", "\n", "# Residuals vs Income\n", "grid.map(sns.scatterplot, 'Income', 'residuals', color='steelblue');\n", "\n", "# Horizontal line at 0\n", "grid.map(plt.axhline, y=0, color='gray', linestyle='--');\n", "\n", "# Labels and legend\n", "grid.set_axis_labels('Income', 'Residuals');\n", "grid.add_legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Indeed we can see that most of the error in our model is coming from the mis-predicted observations from people with an $Income < 50$\n", "\n", "Since so many people below this threshold carry a **Balance** of $0, there's no *variance* in the $y$ values our model observes and therefore it can't incorporate this into the parameter estimates!\n", "\n", "Our errors are therefore due to a lack of variance in that region of the data itself!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Note on `sns.residplot`\n", "\n", "`seaborn` offers a handy axis-level function called [`sns.residplot`](https://seaborn.pydata.org/generated/seaborn.residplot.html) that can be used to plot residuals even before you've fitted a model. \n", "\n", "It can be handy for exploring simple univariate regression models because `seaborn` will automatically estimate an `ols` model and calculate the residuals for you give the column that corresponds to your $X$ variable and a column that corresponds to your $y$ variable." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 432, "width": 583 } }, "output_type": "display_data" } ], "source": [ "ax = sns.residplot(\n", " data=df,\n", " x='Income',\n", " y='Balance', # Give it the column of the DV directly!\n", " scatter_kws={'color':'black', 'alpha':.25},\n", ")\n", "\n", "ax.set(xlabel='Income', ylabel='Residuals');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In general thought, I find `sns.residplot` a bit in-flexible and prefer to create my own figures using other `seaborn` functions by adding columns to my DataFrame and plotting those like we did before." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Residuals and Outcomes\n", "#### Inspecting Model Predictions\n", "\n", "Finally it's always a good idea to plot the predictions of our model $\\hat{Balance}$ against our observed values of $Balance$. \n", "Let's add a column to our DataFrame and visualize the relationship" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "shape: (5, 16)
IndexIncomeLimitRatingCardsAgeEducationGenderStudentMarriedEthnicityBalanceIncome_centeredresidualsresiduals_centeredBalance_predictions
i64f64i64i64i64i64i64strstrstrstri64f64f64f64f64
114.891360628323411"Male""No""Yes""Caucasian"333-30.327885-3.58093-3.58093336.58093
2106.025664548338215"Female""Yes""Yes""Asian"90360.80611515.20751915.207519887.792481
3104.593707551447111"Male""No""No""Asian"58059.374115-299.131225-299.131225879.131225
4148.924950468133611"Female""No""No""Asian"964103.705115-183.261223-183.2612231147.261223
555.882489735726816"Male""No""Yes""Caucasian"33110.663115-253.509395-253.509395584.509395
" ], "text/plain": [ "shape: (5, 16)\n", "┌───────┬─────────┬───────┬────────┬───┬───────────────┬─────────────┬──────────────┬──────────────┐\n", "│ Index ┆ Income ┆ Limit ┆ Rating ┆ … ┆ Income_center ┆ residuals ┆ residuals_ce ┆ Balance_pred │\n", "│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ ed ┆ --- ┆ ntered ┆ ictions │\n", "│ i64 ┆ f64 ┆ i64 ┆ i64 ┆ ┆ --- ┆ f64 ┆ --- ┆ --- │\n", "│ ┆ ┆ ┆ ┆ ┆ f64 ┆ ┆ f64 ┆ f64 │\n", "╞═══════╪═════════╪═══════╪════════╪═══╪═══════════════╪═════════════╪══════════════╪══════════════╡\n", "│ 1 ┆ 14.891 ┆ 3606 ┆ 283 ┆ … ┆ -30.327885 ┆ -3.58093 ┆ -3.58093 ┆ 336.58093 │\n", "│ 2 ┆ 106.025 ┆ 6645 ┆ 483 ┆ … ┆ 60.806115 ┆ 15.207519 ┆ 15.207519 ┆ 887.792481 │\n", "│ 3 ┆ 104.593 ┆ 7075 ┆ 514 ┆ … ┆ 59.374115 ┆ -299.131225 ┆ -299.131225 ┆ 879.131225 │\n", "│ 4 ┆ 148.924 ┆ 9504 ┆ 681 ┆ … ┆ 103.705115 ┆ -183.261223 ┆ -183.261223 ┆ 1147.261223 │\n", "│ 5 ┆ 55.882 ┆ 4897 ┆ 357 ┆ … ┆ 10.663115 ┆ -253.509395 ┆ -253.509395 ┆ 584.509395 │\n", "└───────┴─────────┴───────┴────────┴───┴───────────────┴─────────────┴──────────────┴──────────────┘" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = df.with_columns(\n", " Balance_predictions = results.fittedvalues.to_numpy()\n", ")\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 489, "width": 739 } }, "output_type": "display_data" } ], "source": [ "grid = sns.relplot(\n", " data=df,\n", " x=\"Balance\",\n", " y=\"Balance_predictions\",\n", " kind='scatter',\n", " height=5,\n", " aspect=1.5,\n", ")\n", "\n", "# Labels and legend\n", "grid.set_axis_labels('Balance (measured)', 'Balance (predicted)');\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Coefficient of Determination ($R^2$)\n", "\n", "We can quantify the quality of our predictions by calculating the **coefficient of determination**.\n", "\n", "The coefficient of determination, often denoted as $R^2$, measures the proportion of variance in the dependent variable that is predictable from the independent variable(s).\n", "\n", "$$ R^2 = 1 - \\frac{SS_{\\text{res}}}{SS_{\\text{tot}}} $$\n", "\n", "Where:\n", "- $SS_{\\text{res}}$ is the residual sum of squares, $e^Te$.\n", "- $SS_{\\text{tot}}$ is the total sum of squares, adjusting for the mean, $(y-\\bar{y})^T(y-\\bar{y})$.\n", "\n", "A value of $R^2$ close to 1 suggests that a large proportion of the variability in the outcome has been explained by the regression model. \n", "A value close to 0 indicates the model is missing a large amount of variability in the outcome \n", "A value *below* 0 indicates the model is *systematically* mis-predicting in some way\n", "\n", "We can use the handy `r2_score` function from the `sklearn` library to calculate this for us. We haven't discussed this library yet, but we'll come back to it later.\n", "\n", "`r2_score` takes in two arguments:\n", "- `y_true`: the true values of the dependent variable\n", "- `y_pred`: the predicted values of the dependent variable\n" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.21497731013240484" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.metrics import r2_score\n", "\n", "r2_score(df['Balance'].to_numpy(), df['Balance_predictions'].to_numpy())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And in fact we can see that this matches the output that `statsmodels` gives us in its `.rsquared` attribute:" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "np.float64(0.21497731013240484)" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results.rsquared" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Challenge: Inspect models of Anscombe's Quartet\n", "\n", "In the following cell we've loaded Anscombe's quarted for you into a DataFrame." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "shape: (44, 3)
datasetxy
strf64f64
"I"10.08.04
"I"8.06.95
"I"13.07.58
"I"9.08.81
"I"11.08.33
"IV"8.05.25
"IV"19.012.5
"IV"8.05.56
"IV"8.07.91
"IV"8.06.89
" ], "text/plain": [ "shape: (44, 3)\n", "┌─────────┬──────┬──────┐\n", "│ dataset ┆ x ┆ y │\n", "│ --- ┆ --- ┆ --- │\n", "│ str ┆ f64 ┆ f64 │\n", "╞═════════╪══════╪══════╡\n", "│ I ┆ 10.0 ┆ 8.04 │\n", "│ I ┆ 8.0 ┆ 6.95 │\n", "│ I ┆ 13.0 ┆ 7.58 │\n", "│ I ┆ 9.0 ┆ 8.81 │\n", "│ I ┆ 11.0 ┆ 8.33 │\n", "│ … ┆ … ┆ … │\n", "│ IV ┆ 8.0 ┆ 5.25 │\n", "│ IV ┆ 19.0 ┆ 12.5 │\n", "│ IV ┆ 8.0 ┆ 5.56 │\n", "│ IV ┆ 8.0 ┆ 7.91 │\n", "│ IV ┆ 8.0 ┆ 6.89 │\n", "└─────────┴──────┴──────┘" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "anscombe = pl.DataFrame(sns.load_dataset('anscombe')) \n", "anscombe" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1) Using `.filter()` in polars, create 4 new dataframes, one per dataset, and fit 4 separate `ols` models\n" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "# Your code here\n", "df1 = anscombe.filter(col('dataset') == \"I\")\n", "df2 = anscombe.filter(col('dataset') == \"II\")\n", "df3 = anscombe.filter(col('dataset') == \"III\")\n", "df4 = anscombe.filter(col('dataset') == \"IV\")" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "# Your code here\n", "m1 = ols('y ~ x', data=df1.to_pandas())\n", "m1r = m1.fit()\n", "\n", "m2 = ols('y ~ x', data=df2.to_pandas())\n", "m2r = m2.fit()\n", "\n", "m3 = ols('y ~ x', data=df3.to_pandas())\n", "m3r = m3.fit()\n", "\n", "m4 = ols('y ~ x', data=df4.to_pandas())\n", "m4r = m4.fit()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "2. Visualize the residuals of each model using a `qqplot` \n", "\n", " How do these compare to plots of the original data?" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 471, "width": 629 } }, "output_type": "display_data" } ], "source": [ "# Your code here\n", "f, axs = plt.subplots(2,2, sharey=True, sharex=False)\n", "\n", "# Assign to throw-away variable _ to prevent double plotting\n", "_ = qqplot(m1r.resid, line='s',ax=axs[0,0]);\n", "axs[0,0].set_title('Dataset I');\n", "\n", "_ = qqplot(m2r.resid, line='s',ax=axs[0,1]);\n", "axs[0,1].set_title('Dataset II');\n", "\n", "_ = qqplot(m3r.resid, line='s',ax=axs[1,0]);\n", "axs[1,0].set_title('Dataset III');\n", "\n", "_ = qqplot(m4r.resid, line='s',ax=axs[1,1]);\n", "axs[1,1].set_title('Dataset IV');\n", "\n", "# Make sure stuff doesn't overlap!\n", "plt.tight_layout();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here's a way we can do this using `FacetGrid` and a custom `qqplot_custom` based on [this example](https://seaborn.pydata.org/tutorial/axis_grids.html#using-custom-functions) from the seaborn website.\n" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [], "source": [ "# First we define a custom function to make a qqplot\n", "def qqplot_custom(x, **kwargs):\n", " from scipy import stats\n", "\n", " # Calculate quantiles using probplot\n", " quantiles, xr = stats.probplot(x, fit=False)\n", "\n", " # Make a scatterplot\n", " plt.scatter(quantiles, xr, **kwargs)\n", "\n", " # Plot the unity line\n", " plt.axline((-2,-2), slope=1., color='k');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "Then let's concatenate all our models' residuals into a numpy array and save it as a new column our original DataFrame:" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "shape: (44, 4)
datasetxyresiduals
strf64f64f64
"I"10.08.040.039
"I"8.06.95-0.050818
"I"13.07.58-1.921273
"I"9.08.811.309091
"I"11.08.33-0.171091
"IV"8.05.25-1.751
"IV"19.012.5-5.3291e-15
"IV"8.05.56-1.441
"IV"8.07.910.909
"IV"8.06.89-0.111
" ], "text/plain": [ "shape: (44, 4)\n", "┌─────────┬──────┬──────┬─────────────┐\n", "│ dataset ┆ x ┆ y ┆ residuals │\n", "│ --- ┆ --- ┆ --- ┆ --- │\n", "│ str ┆ f64 ┆ f64 ┆ f64 │\n", "╞═════════╪══════╪══════╪═════════════╡\n", "│ I ┆ 10.0 ┆ 8.04 ┆ 0.039 │\n", "│ I ┆ 8.0 ┆ 6.95 ┆ -0.050818 │\n", "│ I ┆ 13.0 ┆ 7.58 ┆ -1.921273 │\n", "│ I ┆ 9.0 ┆ 8.81 ┆ 1.309091 │\n", "│ I ┆ 11.0 ┆ 8.33 ┆ -0.171091 │\n", "│ … ┆ … ┆ … ┆ … │\n", "│ IV ┆ 8.0 ┆ 5.25 ┆ -1.751 │\n", "│ IV ┆ 19.0 ┆ 12.5 ┆ -5.3291e-15 │\n", "│ IV ┆ 8.0 ┆ 5.56 ┆ -1.441 │\n", "│ IV ┆ 8.0 ┆ 7.91 ┆ 0.909 │\n", "│ IV ┆ 8.0 ┆ 6.89 ┆ -0.111 │\n", "└─────────┴──────┴──────┴─────────────┘" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "anscombe = anscombe.with_columns(\n", " residuals = np.concatenate([\n", " m1r.resid,\n", " m2r.resid,\n", " m3r.resid,\n", " m4r.resid])\n", ")\n", "anscombe" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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CunTpYlUNb7/9tp555pm41ytXrkxegU/5999/dejQobjXzZs3V5UqVZI8zt3dXb6+vnGvIyIitG7dulTVAgBAVkfYBADIFp6+nSssLMxOlaRe7ty5VaFChbjX//3vf/XTTz9Z3AA8PezatSve67feesvqY5++DW7nzp1JHlO0aFGVLl06yX5P3+bVoEEDqzZlfvq4e/fuJXmMNdLqZ/DpcZ5eqWOveRNiaYNtS0wmk1577bW417dv347b+D0l0vvnFACA7IywCQCQLTz9JKsn9xfKjPr16xf3fUREhN5//315e3vLz89Py5cvt3qFkC2cPHky7vtcuXIl60lnNWvWjPc6MDAwyWOKFStm1dhPr55J6XGhoaFWHZeUp38GrV0JlJSnf5afDpfsNa8lDg4OVq0meuzpvbVOnDhh9bFPe/LnVJKeffZZq4+tUKFCvNV61vycAgCQnRE2AQCyhYIFC8Z7fe3aNTtVYhsff/yxevXqFe+9y5cvy9/fX++9956KFy+uUqVKqVOnTlq1apUiIyPTrJa7d+/Gfe/p6SkHB+tPL57e3PrJsRJi7Qqap1cxpfQ4wzCsOi4pBQoUiPf68uXLqR4zJiZG169fj3vt4OBgtjIrLea1NM6Tt7wlJE+ePHJzc7N6Di8vr3ivrfn5SMjTxz79s5cYBwcHeXp62qQOAACyA8ImAEC28OSTz6RH+wNldrNnz9batWv1wgsvWLw97MKFC1qyZIlatWqlUqVKacGCBWlSx5N7AiV3PyB3d/cEx8pq0uJnMCAgQA8ePIh7XbJkSbP9stLqZ//pp8NVqlQpyWOS+/Nhy1Vmqd276smf1az8cwoAgC0QNgEAsoVGjRrFe/3PP//YqRLbatGihbZs2aKLFy9q8eLF6tKliypVqmQWPl29elUff/xxvMe428qTt08ldz+gp8MDa27FyqwaNmwY7/Xu3btTPebTP8dPb4ouPbp9sGTJknGvb926pbNnz6Z67j179iQ599OS+/PxdP+nw8nkSO3eVU/+rGbln1MAAGyBsAkAkC3UqVMn3oqPbdu26dKlS2k235NhT3Juw0rpyo0SJUqoY8eOWrhwoY4fP66goCB9++23eumll+L1W7JkiZYtW5aiORKSL1++uO9v3LiRrM/75C1gT4+V1bzwwgvxXv/222+p3qz7u+++i/f69ddft2rup49Lrq1bt8b7/SlXrpzKly+f5HH379+P9+TCpAQFBcV7nZqfj6ePffpnLzGxsbG6efOmTeoAACA7IGwCAGQLrq6uatu2bdzr2NhYLVy4MM3me/IWnfDwcKuPu3r1qk3mL1SokNq1a6cNGzaYfU5b307n4+MT931YWJhOnTpl9bFP34r15FP2sppSpUqpadOmca9DQ0P1/fffp3i806dPa/PmzXGvPTw84j297Uldu3aN93rx4sWKiopK8dxfffVVvNcffPCBVcfFxMTo6NGjVs9z+PDheK+tuVUvIU/+nErSwYMHrT42MDAw3u9xVv45BQDAFgibAADZxoABA+KtOJoyZUqqbydKaJXGkysfbt++bfWKpa1bt6aqHku6dOmiWrVqxb1++j/gH3N2do73OiYmxqrx69evH+/1qlWrrK5t5cqViY6V1fTt2zfe6+HDh+vevXspGqtPnz7xVpF169ZNefLksdi3UaNG8X4GLly4oMmTJ6do3l27dsULydzc3NSzZ0+rj//jjz+s6mcYRry+BQoUUNmyZa0v9Cnp8XOa0t8hAACyGsImAEC24ePjo/bt28e9Dg8PV7t27VJ869q1a9f04osvWmx7cgWGYRjatm1bkuMdOXJEO3bsSFEtSSlTpkzc9wk9me7pfWisfeLWK6+8IldX17jX/v7+8TatTsjBgwe1cePGuNe1a9dWsWLFrJozs3r99dfjBRU3btzQxx9/rNjY2GSN4+/vr7Vr18a9LlCggD799NNEjxk3bpzZ66f3XUrKnTt31KVLl3gh18CBA+M9qS0pixYtsmq138qVK/Xvv//GvW7dunWyan1aiRIl9Oyzz8a9Xr9+vY4dO5bkcWFhYfryyy/jXru5ualFixYW+6b0dwgAgKyGsAkAkK3MmTMn3t4yu3btUrNmzXTjxo1kjfO///1PtWvXTnCT53r16sV7PWPGjETHCw8Pt3rz7uvXr8f7j/CkREZGxqvzyc2in/T0+3v37rVq/EKFCun999+Pe33hwgUNHjw40WNCQ0PVpUuXeCHLJ598YtV8mZnJZNKyZcvihRI///yzunbtavVtbUuWLFGvXr3ivTd79uwkA59XXnkl3nEPHjzQK6+8YnXgdOvWLb3yyisKCAiIe69q1aoaMWKEVcc/dvny5SR/Pm7cuKF+/frFe69Hjx7JmseSPn36xH0fExOjLl26JBl89evXT5cvX4573bZtWxUsWNBi35T+DgEAkOUYAABkM4cPHzYKFChgSIr7ypMnjzFx4kTjxo0bCR734MED4/fffzdeeOGFeMcm5Ol+gwcPNqKiosz6HTt2zKhdu7YhyXBxcYl3zPnz5836b9q0yXB0dDTeffddY+XKlUZ4eHiCNdy4ccNo3bp1vDGHDRtmse+1a9cMBweHuH6VKlUytm3bZjx8+DDB8R+7ePGikSdPnnjzdO/e3QgJCTHre+bMGaNevXrx+jZo0MCIjo5OcPzGjRvH9W3cuHGS9Tz25ByjRo2y6phNmzbFO27Tpk1Wz2et5cuXx/uzlmRUrlzZ+Ouvv4yYmBiLxwQGBhrvvPNOvGMkGSNHjrR63gcPHhh16tSJd7yTk5Px6aefGkFBQQkes2TJEqNQoULxjitevLhx8eLFJOfs0KFD3DEuLi6GyWQyJBl+fn5GWFiYWf/Dhw8blStXjjdX+/btE53D29s7rm+HDh0S7BcVFWX2+Rs1amScO3fOrO/9+/eNLl26xOubP39+4/Lly4mO/+TvQdGiRY01a9Yk+jsKAEBWZDKMZDwyBgCALOL06dNq2bKlzpw5E+99BwcHPffcc6pUqZIKFSokFxcXBQUF6dKlS9q2bZvZKgiTyZTgLVDbtm1T48aN491yVLJkSb3yyivy9PRUcHCw9u3bp127dik2NlZFihRRz549NXz48Lj+58+fN1stsXnzZjVp0iTutZubm6pVq6aqVauqYMGCypEjh4KDg3XixAlt2bJFERERcX2feeYZHTlyJMG9fVq3bq3ffvvN7DPmyJEj3n5XJ06c0DPPPBOv3y+//KL3338/3j41uXPn1quvvqoyZcooMjJSR44c0caNGxUdHR3Xx8vLS7t3705wxZUkvfjii9qyZYskqXHjxvE2xk7MkzWPGjVKo0ePTvKYp/98N23alODtkqnx/fffq3Pnzmb7fhUtWlSNGzdW0aJF5erqqmvXrungwYM6dOhQvH4ODg7673//q2HDhiVr3nv37umtt94y2x/M0dFRDRs2lI+Pj7y8vBQcHKx///1Xf//9t0JCQuL1rVy5sn777Ter9lDq2LGjvvnmG0mSt7e33n33XU2ZMkWSlDdvXrVs2VKlSpXSgwcPdODAAW3dujXe71SZMmW0Z88e5c+fP8E5SpYsqYsXL0qSOnTooCVLliTY9/Tp06pfv75u3boV956Tk5OaNm2qatWqycXFRWfPntWff/6p+/fvx+uzYsUKvfHGG4l+3n79+llcyZgjRw45OPzfTQV//vmnGjVqlOhYAABkWnYOuwAAsJtbt24Zvr6+hrOzs9lqEWu+mjVrZhw8eDDROSZNmmTVWMWKFTP2799vLF682KqVTSmpt1y5csaZM2cSrffq1atGxYoVkxzLUl2GYRi//fabkTNnTqtrKl++vHH27Nkk/66y2sqmx/bv329Uq1Yt2X+XFStWNDZs2JDieSMjI41hw4Yl+2ffycnJ6NWrlxEaGmr1XE+ubPL29jaioqKM//znP1bNV7ZsWePff/9Ncg5rVzY9FhgYaJQqVcrqz+3h4WGsWbPGqs8bGhpqNGzYMMkx0/LnCgAAe2PPJgBAtlWgQAHNmzdPAQEB6tOnj8qVK5fkMUWKFFGvXr20b98+rV+/XjVq1Ei0/6BBg7RixYp4G3Q/yc3NTe3atdOhQ4dUs2ZNq+quXbu2vvnmG7377rtWbcxctmxZffHFFzpy5EiCdTxWpEgRHThwQAsXLtRbb72lUqVKyd3dPd4KocS89dZbOnXqlLp27Sp3d/cE+xUrVkxffPGFDh8+rNKlS1s1dlZUs2ZNHTx4UD/88INefPHFeCtfElK5cmUdPnxYL730UorndXZ21rhx43T69Gn17dtXXl5eVh337bffavbs2cqVK1eK53ZyctIvv/yiWbNmma2Oe8zd3V39+/fXoUOHVKJEiRTPlRAfHx8dP35c48ePV9GiRRPs5+HhoR49eujUqVN69dVXrRo7V65c2rx5s3788Ue1adNG5cuXl4eHh1V/twAAZBXcRgcAwBPOnz+v48eP6+bNm7p586YMw1DevHnl5eWlmjVrJvgfx0kxDEMHDx7UgQMHdPPmTXl4eKhEiRJq3Lix8ubNm6qaz507p8DAQF28eFHBwcGKiYmRu7u7ihUrpurVq1sVoqWFyMhI7dy5U2fPntXNmzfl7OwsT09PVa9eXdWqVbNLTRldcHCw9u7dqzNnzuju3buKjIzUgwcPNH369HhPEezXr5+mTZtms3kNw9CJEyd09OhRXblyReHh4YqJidHGjRvjPUnR09NTO3bssOr2uceevo3uwoULcW2xsbHatWuXTp8+revXr8vDw0OlSpVSkyZNlCNHDpt9vqQcOnRIR44c0c2bNxUVFaVChQqpbNmyql+/vpydndOtDgAAsgrCJgAAgAzO0n5YkyZN0qBBg9J03vDwcDVr1kw7d+6Me6906dLauXOn1auhEgubAABA1sR6XgAAgAzunXfe0YIFC+Ldzvjpp59q2bJlaTpvzpw5tXr1alWvXj3uvXPnzqlly5Zmm4YDAAA8RtgEAACQCXTq1CnerXO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O7gwAAMCR3W7XW2+9pTFjxujChQum1/Tr109TpkxRhQoVnNscHBTasMnf39/VLQAAUOhcuHBBL730kqKjo5WRkeFQL126tF577TWFhobKw6PQ3iYAAIAiZNeuXQoJCdGOHTtM60ySFTxFYj189erVdf/997u6DQAACizDMPTee+8pMDBQkZGRpkFTz549FRsbq4EDBxI0AQAAl7tw4YL69++voKAg06CpdOnSmjt3rnbs2EHQVMAU2jvJ8ePHKygoSEFBQfL399fhw4dVu3ZtV7cFAECBs3fvXoWGhur77783rQcGBioqKkodO3Z0cmcAAACODMPQ+++/r2HDhunMmTOm1/Ts2VMzZ85UlSpVnNwdsqPQhk0TJkxwdQsAABRoly9f1muvvaZZs2YpPT3doV6yZEmNGzdOQ4cOlZeXlws6BAAAuB6TZEVDoQ2bAACAOcMw9MUXX2jQoEE6evSo6TX//ve/NW/ePNWqVcu5zQEAAJhgkqxoIWwCAKAI+f333zVw4EB99dVXpvWaNWtq3rx56tKli5M7AwAArmZPTFT66dPKSEqSm4+PPAIC5O7n59KemCQrmgibsnD8+PEb1k+dOuWkTgAAuLkrV65oxowZmjRpklJSUhzqnp6eGjFihMaOHSsfHx8XdAhn4P4FAPB3hmEoadt2nV+6VAlr1kh2+/+K7u4qFRyscj16yKd1K9lsNqf2xiRZ0UXYlIXq1au7ugUAALJl1apVCgsL0/79+03rHTt2VGRkpBo2bOjkzuBs3L8AAP4qOSZGp0aP1pX9B8wvsNuV8N13SvjuO3nVr6cqU6eqZJMm+d4Xk2RFn5urGwAAALlz8uRJde/eXffff79p0BQQEKClS5dq9erVBE0AABQziZs26Uiv3lkHTX9zZf8BHenVW4mbNuVrX6tWrVKzZs00btw406CpY8eO+uWXXzRp0iSCpkKMlU1ZOHbs2A3rp06dUqtWrZzUDQAA/5Oenq758+dr/PjxSkhIcKi7ubmpf//+evXVV1WmTBkXdAhX4f4FACBdXdF0fMBAGUlJOXqdkZSk4wMGquaSxZavcDp58qSGDh2qDz74wLQeEBCg2bNnq3v37k7fzgfrETZloVq1aq5uAQAAB5s3b1ZISIh++eUX03rr1q0VHR2t22+/3cmdoSDg/gUAYBiGTo0eneOgKfP1SUk6NXqMaq/4wpLQh0my4oltdAAAFAJ//PGHnn32WbVv3940aCpXrpzefPNNbd68maAJAIBiLGnb9mxvncvKlf37lbR9R5572bx5s1q0aKEhQ4aYBk2tW7fWzp07NXfuXIKmIoawCQCAAiwjI0Nvv/22AgMDtWDBAtNrnnnmGcXFxalfv35yc+OvdgAAirPzy5a5fBwmycA2OgAACqjdu3crJCREW7duNa03a9ZM0dHRat++vZM7AwAABZE9MVEJq1dbMlbCqlWyJybK3c8v26/JyMjQggULNGrUKP3555+m1zzzzDOaOnWqKlWqZEmfKJiY/gQAoIC5dOmSBg8erBYtWpgGTX5+fpo9e7Z+/PFHgiYAAJAp/fRpyW63ZjC7Xenx8dm+fPfu3Wrfvr369etnGjQ1a9ZMGzdu1DvvvEPQVAwQNgEAUEAYhqHly5erYcOGmjt3rjIyMhyu6datm2JjYzVkyBB5eLBAGQAA/E9GLg8Fz3K8y5dveg2TZDDDXSoAAAVAbGyswsLCtHbtWtN6/fr1NX/+fN1///1O7gwAABQWbj4+1o7n65tl7dok2dChQ3X69GnTa7p166bZs2frlltusbQvFHyFNmzauHGjDhz43wn7f/zxR+bXBw4c0KJFi667vm/fvk7qDACA7EtKStKkSZM0Y8YMpaWlOdS9vb01duxYjRgxQl5eXi7oEAAAFBYeAQGSu7s1W+k8POTh729ays4kWWRkpO67776894FCqdCGTW+//bbeffdd09qmTZu0adOm675H2AQAKGi+/PJLDRgwQEeOHDGt/+tf/1JERITq1Knj5M4AAEBh5O7np1LBwUr47rs8j1UqONjhcHAmyZBdhTZsAgCgsDp8+LAGDRqkFStWmNarV6+uuXPn6uGHH5bNZnNydwAAoDAr16OHJWFTuR49rvtnJsmQE4X2gPBFixbJMIxs/wEAwNVSU1M1ZcoUNW7c2DRo8vDw0MiRI7V371517dqVoAkAAOSYT+tW8qpfL09jeNWvL59WQZKuTpI99NBD6tKli2nQVL16dX366af673//S9CETKxsAgDACdauXauwsDDFxsaa1u+66y5FRkaqSZMmTu4MAADkJ3tiotJPn1ZGUpLcfHzkERDgsD3NSjabTVWmTtWRXr1l5OLpdDYfH1WZOkVpaWmaNWuWXnvtNSUnJztc5+HhoaFDh2rcuHHyy8efB4UTYRMAAPno1KlTGj58uJYuXWpar1y5smbNmqUnn3ySlUwAABQRhmEoadt2nV+6VAlr1lx/YLe7u0oFB6tcjx7yad0qX/7+L9mkiapFzNPxAQNzFDjZfHxULWKetsTHK+yxx5gkQ64V2m10AAAUZOnp6YqIiFDDhg1NgyabzaawsDDFxcXpqaeeImgCAKCISI6J0aEuXXS0b18lrFzp+GQ4u10J332no3376lCXLkqOicmXPvzat1fNJYuzvaXOq359lZg9S89HRenee+81DZoqV66sJUuWaN26dQRNuCFWNgEAYLFt27YpJCREP/30k2m9ZcuWio6OVsuWLZ3cGQAAyE+JmzblaDXRlf0HdKRXb1WLmCe/9u0t76dkkyaqvWKFkrbvuLrKavXq68MvDw+VCg5Wqccf17u7dmrcQw/p0qVLDuPYbDaFhoZq4sSJKlu2rOV9oughbAIAwCJ//vmnxowZo7feesv04RRly5bVlClT1K9fP7m7u7ugQwAAkF+SY2JyvG1NkoykJB0fMFA1lyxWyXxYLWSz2eTbupV8W7e6en5UfLwyLl+Wm6+vPPz9tTMmhkkyWI5tdAAA5FFGRoYWLlyowMBAvfnmm6ZBU58+fRQXF6cXXniBoAkAgCLGMAydGj06VwdyS1cDp1Ojx+T7k9Td/fzkVbeuSt56qy6XK6fQYcPUtm1b06CpbNmyio6O1tatWwmakGOETQAA5MEvv/yiO++8U88884z++OMPh3qTJk30/fffa9GiRapcubILOgQAAPktadt2Xdl/IE9jXNm/X0nbd1jUUdaYJIMzEDYBAJALCQkJGjZsmP7xj39o06ZNDnVfX1/NmDFDP/30k+68804XdAgAAJzl/LJlBWqcrDBJBmchbAIAIAcMw9BHH32khg0bavbs2bL//Qkzkh599FHt27dPw4cPl6enpwu6BAAAzmJPTLx68LYFElatkj0x0ZKxrhuXSTI4GQeEAwCQTfv371f//v21cuVK03qdOnU0f/58/fOf/3RyZwAAwFXST5++/glveWG3Kz0+Xu5+fpYMZxiGPv74Yw0ePFgnT540vebRRx/VnDlzVL16dUveE5AImwAAuKnk5GRNmTJF06ZNU2pqqkO9RIkSGjNmjEaNGqWSJUu6oEMAAOAqGbk8FDzL8S5ftmQcJsngSoRNAADcwNdff63+/fvr0KFDpvVOnTopIiJC9evXd3JnAACgIHDz8bF2PF/fPL3+ZpNkXl5eGj16NJNkyFeETQAAmDh69KgGDx6szz77zLR+yy23KDw8XI8++qhsNpuTuwMAAAWFR0CA5O5uzVY6Dw95+Pvn+uVMkqGg4IBwAAD+Ii0tTdOnT1ejRo1MgyZ3d3cNGzZM+/bt02OPPUbQBABAMefu56dSwcGWjFUqODhX5zUdPXpUjzzyiDp37mwaNN1yyy366KOP9M033xA0wSkImwAA+H8bNmxQ8+bNNWrUKCWZnL/Qvn17/fTTT5o5c6ZKlSrlgg4BAEBBVK5HD5eMwyQZCiq20QEAir34+HiNHDlSixcvNq1XrFhRM2bMUO/eveXmxjwNAAC4nk/rVvKqX09X9h/I9Rhe9evLp1VQtq/fsGGDQkJCtHfvXtN6+/btFR0drWbNmuW6JyC3uGMGABRbdrtdUVFRCgwMNA2abDabnn/+ecXFxalv374ETQAAwJTNZlOVqVNly+Vh4TYfH1WZOiVbK4/i4+PVu3dv3XXXXaZBU8WKFbVw4UJt2LCBoAkuw10zAKBY2rFjh1q3bq2wsDBdvHjRof6Pf/xDW7du1euvv67y5cu7oEMAAFCYlGzSRNUi5uU4cLL5+KhaxDyVbNLkhtf9dZJsyZIljuPYbHrhhReYJEOBwG8fAKBYOX/+vEJDQ9W6dWvt2rXLoV66dGnNnz9f27dvV6tWrVzQIQAAKKz82rdXzSWL5VW/Xrau96pfXzWXLJZf+/Y3vC67k2TR0dFMkqFA4MwmAECxYBiGlixZouHDh+vs2bOm1zz11FOaMWOGAgICnNwdAAAoKko2aaLaK1YoafsOnV+6VAmrV0t2+/8u8PBQqeBglevRQz6tgm64de78+fMaO3asXn/9dRmG4VAvXbq0Jk+erBdeeEHu7u758eMAuULYBAAo8mJiYhQaGqoNGzaY1hs2bKioqCjdc889Tu4MAAAURTabTb6tW8m3dSvZExOVHh+vjMuX5ebrKw9/f7n7+d3w9UySobAjbAIAFFmJiYl69dVXNWfOHKWnpzvUfXx8NH78eA0ZMkQlSpRwQYcAAKCoc/fzu2m49Fd79uxRWFgYk2Qo1AibAABFjmEY+uyzzzRo0CAdP37c9JqHH35Y4eHhqlmzppO7AwAAcMQkGYoSwiYAQJFy8OBBDRgwQN98841pvVatWoqIiNCDDz7o5M4AAAAcMUmGooin0QEAioSUlBS9+uqratKkiWnQ5OnpqZdeekkxMTEETQAAoEA4ePCgOnfurEcffdQ0aKpVq5a+/PJLffbZZwRNKFRY2QQAKPRWrlypsLAwHThwwLR+7733KjIyUoGBgU7uDAAAwFFKSoqmT5+uyZMn68qVKw51T09PjRo1SmPGjJGPj48LOgTyhrAJAFBoHT9+XEOHDtVHH31kWq9SpYrmzJmjbt263fCxwsVBYmqi4pPilZSWJB9PH/n7+MuvRPYPKwUAANZgkgzFAWETAKDQSUtLU0REhF5++WUlJiY61N3c3DRw4EBNmDBBpUuXdkGHBYNhGNpxeoeWxy3X2qNrZTfsmTV3m7s61uio7oHdFRQQVOzDOAAA8huTZChOCJsAAIXKxo0bFRoaql9//dW03rZtW0VFRal58+bObayA2Xtur8ZuHKsDF8xnTe2GXauOrNKqI6tUr2w9TeowSY0rNHZylwAAFH1MkqE44oBwAEChcPbsWT3zzDO64447TIOm8uXL6+2339bGjRuLfdC0+eRm9f22b5ZB098duHBAfb/tq80nN+dzZwAAFC8bN25UixYtNGzYMNOgqW3bttq1a5fmzJlD0IQihbAJAFCgZWRk6M0331RgYKAWLlxoes1zzz2nuLg4Pfvss3JzK95/te09t1eD1w1Wcnpyjl6XnJ6swesGa++5vfnUGQAAxQeTZCjuivcdOQCgQPvxxx/Vtm1bPf/88zp//rxD/bbbbtPmzZv11ltvqWLFii7osGAxDENjN47NcdB0TXJ6ssZuHCvDMCzuDACA4oFJMuAqfrMBAAXOhQsXNGDAAAUFBWn79u0O9VKlSik8PFw7d+5U27ZtXdBhwbTj9I5sb53LyoELB7QzfqdFHQEAUHwwSQb8D2ETAKDAMAxD77//vho2bKj58+crIyPD4Zru3bsrNjZWgwYNkocHz7n4q+Vxy60ZJ9aacQAAKA6yM0k2d+5cJslQrHCXDgAoEPbt26fQ0FCtX7/etN6gQQNFRkYqODjYuY0VEompiVp7dK0lY605ukaJqYnyK+FnyXgAABRFhmFo6dKlGjZsmOLj402v6d69u2bNmqWqVas6uTvAtVjZBABwqcuXL2vMmDG67bbbTIMmb29vTZw4Ub/88gtB0w3EJ8XLbtgtGctu2HUm6YwlYwEAUBTt27dPHTt21FNPPWUaNDVo0ECrVq3SsmXLCJpQLLGyCQDgMl988YUGDhyoo0ePmtY7d+6siIgI1a5d28mdFT5JaUmWjnc57bKl4wEAUBRcvnxZEydO1KxZs5SWluZQ9/b21ksvvaThw4fLy8vLBR0CBQNhEwDA6Q4dOqSBAwfqv//9r2m9Ro0amjdvnrp06SKbzebk7gonH08fS8fz9fS1dDwAAAozwzC0YsWKG06SPfjgg5o3bx6TZIDYRgcAcKIrV65o0qRJaty4sWnQ5OnpqTFjxmjv3r166KGHCJpywN/HX+42d0vG8rB5qLJPZUvGAgCgsDt06JC6dOmihx9+2DRoqlGjhr744gt9+eWXBE3A/2NlEwDAKVavXq2wsDD99ttvpvV77rlHkZGRatSokZM7y53E1ETFJ8UrKS1JPp4+8vfxd+mB2n4l/NSxRketOrIqz2N1rNGRw8EBAMXelStXNHPmTE2cOFEpKSkOdU9PTw0fPlxjx46Vry8rgoG/ImwCAOSrkydPatiwYVq+fLlp3d/fX7Nnz1aPHj0K/EomwzC04/QOLY9brrVH1153ILe7zV0da3RU98DuCgoIcsnP0j2wuyVhU/eG3S3oBgCAwquoTZIBzkbYBADIF+np6YqMjNS4ceOUkJDgUHdzc1NYWJheffVVlS1b1vkN5tDec3s1duNYHbhwwLRuN+xadWSVVh1ZpXpl62lSh0lqXKGxU3sMCghSvbL1suwxO+qVraeW/i0t7AoAgMKjKE2SAa7EmU0AAMtt2bJFLVu21ODBg02DplatWmnHjh2aN29eoQiaNp/crL7f9s12iHPgwgH1/bavNp/cnM+dXc9ms2lSh0kq6VEyV68v6VFSkzpM4uYZAFDspKena+7cuWrYsKFp0OTm5qYBAwYoNjZWPXv25O9K4CYImwAAljl37pz69eundu3a6eeff3aolytXTm+88Ya2bNmif/zjHy7oMOf2nturwesGKzk9OUevS05P1uB1g7X33N586sxc4wqNFX5PeI4Dp5IeJRV+T7jTV2MBAOBqRW2SDCgICJsAAHmWkZGhd955R4GBgXr77bdNr3n66acVFxen//znP3JzKxx//RiGobEbx+Y4aLomOT1ZYzeOlWEYFnd2Y+2qttOiBxapXtl62bq+Xtl6WvTAIrWr2i6fOwMAoOAoipNkQEHBmU0AgDz5+eefFRISoi1btpjWmzZtqujoaHXo0MHJneXdjtM78nT+kXR1S93O+J0KCgiyqKvsaVyhsT7t8ql2xu/UsthlDgeae9g8rh5o3rC7Wvq3ZDsAAKDYyMjI0MKFCzVq1CidO3fO9Jqnn35a06ZNU6VKlZzcHVA0EDYBAHLl0qVLevnllzVv3jxlZGQ41P38/DRhwgQNGDBAnp6eLugw75bHmR8OmuNxYpc7PWySrp7hFBQQpKCAICWmJupM0hldTrssX09fVfapLL8Sfk7vCQAAVyrKk2RAQULYBADIEcMw9MEHH2jo0KE6deqU6TWPP/64Zs+erWrVqjm5O+skpiZq7dG1loy15ugaJaYmujTc8SvhR7gEACi2isMkGVCQEDYBALItLi5OYWFhWrNmjWm9Xr16mj9/vjp16uTkzqwXnxR/3bazvLAbdp1JOkPYAwCAkxWXSTKgoCFsAgDcVFJSkiZPnqzp06crLS3Noe7l5aUXX3xRI0eOlLe3tws6tF5SWpKl411Ou2zpeAAA4MaK0yQZUNAQNgEAbui///2vBgwYoMOHD5vWH3jgAc2fP19169Z1bmP5zMfTx9LxfD19LR0PAACYK46TZEBBQ9gEADB15MgRDR48WJ9//rlpvVq1apo7d666du3qtCeZJaYmKj4pXklpSfLx9JG/j3++bU3z9/GXu83dkq10HjYPVfapbEFXAADgRorrJBlQ0BA2AQCuk5qaqtmzZ+vVV19VcnKyQ93Dw0NDhgzR+PHj5eeX/2cQGYahHad3aHnccq09uva68Mfd5q6ONTqqe2B3BQUEWRp6+ZXwU8caHbXqyKo8j9WxRkfOawIAIB8VxEkyoDgjbAIAZFq3bp1CQ0MVGxtrWr/jjjsUFRWlpk2bOqWfvef2auzGsTpw4YBp3W7YterIKq06skr1ytbTpA6T1LhCY8vev3tgd0vCpu4Nu1vQDQAA+LuCNkkG4Co3VzcAAHC906dP66mnnlLHjh1Ng6ZKlSpp8eLF+v77750WNG0+uVl9v+2bZdD0dwcuHFDfb/tq88nNlvUQFBCkemXr5WmMemXrqaV/S4s6AgAA16xbt0633XabxowZYxo03Xnnndq9e7emT59O0AQ4GWETABRjdrtd8+fPV2BgoN5//32Hus1mU2hoqOLi4tSrVy+nLTvfe26vBq8brOR0xxvHG0lOT9bgdYO199xeS/qw2Wya1GGSSnqUzNXrS3qU1KQOk1iuDwCAhbI7SbZ+/Xo1adJEkmRPTNSVAweU/MsvunLggOyJic5uGyhW2EYHAMXU9u3bFRISoh9//NG03qJFC0VHRysoKMipfRmGobEbx+Y4aLomOT1ZYzeO1addPrUk5GlcobHC7wnPcfhV0qOkwu8Jt3RbHwAAxZndbld0dLTGjh2rS5cuOdRtNptCQkI0ceJElStXToZh6PLWbTq/dKkS1qyR7H956Ie7u0oFB6tcjx7yad2KiSHAYqxsAoBi5s8//9QLL7ygNm3amAZNZcqUUWRkpLZt2+b0oEmSdpzeke2tc1k5cOGAdsbvtKgjqV3Vdlr0wKJsb6mrV7aeFj2wSO2qtrOsBwAAirPt27erVatWGjBggGnQ1KJFC23btk2RkZEqV66ckmNidKhLFx3t21cJK1deHzRJkt2uhO++09G+fXWoSxclx8Q46ScBigfCJgAoJjIyMrRo0SIFBgbqjTfekGEYDtf07t1bcXFxCg0Nlbu7uwu6lJbHLbdmnFhrxrmmcYXG+rTLp1rQaYHuq3mf3G3Xfz4eNg/dX/N+Lei0QJ92+ZQVTQAAmMjpdrbsTJJFRUVdN0mWuGmTjvTqrSv7szd5dWX/AR3p1VuJmzbl/AcCYKpIbKM7evSo5s2bp6+++kpHjx6Vl5eX6tWrp27duik0NFQ+Pj6ubhEAXOrXX39VaGioNm7caFpv3LixoqKidNdddzm5s+slpiZq7dG1loy15ugaJaYmyq+EdQeC2mw2BQUEKSggSImpiTqTdEaX0y7L19NXlX0qW/peAAAUFYZhKGnb9hxtZ8vIyNDixYs1YsQI/fHHH6bj9u7dW9OnT5e/v3/m95JjYnR8wEAZSUk56zEpSccHDFTNJYtV8v/PeQKQe4U+bPrqq6/05JNP6uLFi5nfS0pK0o4dO7Rjxw69/fbb+vrrr1WnTh0XdgkArpGQkKAJEyYoPDxc9r8vH5fk4+OjV155RYMHD5anp6cLOrxefFK87IZjn7lhN+w6k3Qm3wIgvxJ+hEsAANxEckyMTo0enfUqo//fzpbw3Xfyql9PVaZO1YGMjFxNkhmGoVOjR+c4aMp8fVKSTo0eo9orvuAMJyCPCvU2up9//lndunXTxYsX5efnp0mTJmnz5s1as2aN+vXrJ0mKi4tT586dlcjTBgAUI4Zh6OOPP1ajRo00a9Ys06DpkUce0b59+zRixIgCETRJUlJa7m4Os3I57bKl4wEAgOzL6Xa2P+PiFNaxo26//XbToMnHx0fTp0/X7t27TVdjJ23bnu33ysqV/fuVtH1HnsYAUMhXNg0ePFhJSUny8PDQypUr1bZt28xax44dVb9+fY0cOVKxsbGaPXu2xo8f78JuAcA5Dhw4oP79++u7774zrdepU0cRERH617/+5eTObs7H09ptz76evpaOBwAAsicn29kMw9DKxARNPXNG8enpptc88sgjmjNnjmrUqJHlOOeXLct1v38fx7d1K0vGAoqrQruyaceOHVq/fr0k6dlnn70uaLpm2LBhatSokSQpPDxcaWlpzmwRAJwqOTlZr7zyipo2bWoaNJUoUULjx4/Xnj17CmTQJEn+Pv4OB2/nlofNQ5V9KlsyFgAAyL6cbGc7nJqq548f15CTJ02Dpjp16uirr77SJ598csOgyZ6YqITVq/PU9zUJq1bd9OByADdWaMOmzz//PPPrp59+2vQaNzc39e7dW5J0/vz5zHAKAIqab775Rs2aNdOECRN05coVh/r999+vPXv2aMKECSpZsmSe3isxNVEHLxzUr2d/1cELB5WYat3NmF8JP3Ws0dGSsTrW6MiZSgAAuEB2trOlZGQo4o+zeujwIW1Mctz27mmzafSzz2Z7kiz99OnrDx7PC7td6fHx1owFFFOFdhvdDz/8IEny9fVVixYtsrzur3t5N27cqPvuuy/fewMAZzl27JiGDBmiTz75xLRetWpVhYeH67HHHsvTQZeGYWjH6R1aHrdca4+uve4Qb3ebuzrW6Kjugd0VFBCU5wM1uwd216ojq/I0hiR1b9g9z2MAAICcu9l2tg2JiZp0Jl7Hsth50t7HV2P9/dXMr1S2J8kycnkoeJbjXebcRyAvCm3YtG/fPklSvXr15OGR9Y/RsGFDh9dkx/Hjx29YP3XqVLbHAgCrpaWlae7cuXrllVd02eRmyN3dXYMGDdIrr7yiUqVK5em99p7bq7Ebx+rABfMZSrth16ojq7TqyCrVK1tPkzpMUuMKjXP9fkEBQapXtl6W75cd9crWU0v/lrl+PVBYcf8CwNVutJ3tVFqapp05o5WJCab1yh4eGl25sjr5lZLNZsvczubud/OVym4+1p776ObLuY9AXhTKsCklJUV//PGHJKlatWo3vLZcuXLy9fXV5cuXdezYsWy/R/Xq1fPUIwDklx9++EEhISGKiYkxrbdr107R0dG69dZb8/xem09u1uB1g5Wcnpyt6w9cOKC+3/ZV+D3hale1Xa7e02azaVKHSer7bd9sv+9flfQoqUkdJvHIYhRL3L8AyAl7YqLST59WRlKS3Hx85BEQkK1g50bMtrOlGYaWnP9TkX/8oWTDcHiNu6SnypVT/4oV5ev2l7Mb/387W3Z68ggIkNzdrdlK5+EhD3//vI8DFGOFMmxKSPhfEu6XjX/xXAubEjnkDUAhdubMGY0YMUKLFy82rVesWFHTp09Xnz595OaW9yP59p7bm6Og6Zrk9GQNXjdYix5YlOsVTo0rNFb4PeE5fv+SHiUVfk94nlZWAQBQlBmGoaRt23V+6VIlrFlzfTjj7q5SwcEq16OHfFq3ytXEzd+3s+1MStKr8ad1IDXV9PrbvUtqvL+/Ar29zcfL5nY2dz8/lQoOVkIWT+PNiVLBwXkO3YDirlCGTSkpKZlflyhR4qbXe3l5Sbr6pKbsutkqqFOnTqlVKx6HCSD/2e12vfnmm3rxxRd14cIFh7rNZlO/fv00ZcoUlS9f3pL3NAxDYzeOzdXKIulq4DR241h92uXTXK8wale1nRY9sOiGW/j+yootfEBhx/0LgBtJjonRqdGjsz68225XwnffKeG77+RVv56qTJ2qkk2a5Og9rm1nO5eerplnz+iLS5dMryvn7q5hlSrp4dJl5HaDe4WcbGcr16OHJWFTuR498jwGUNwVyrDJ+y+pd2oWCflfXXsyU06ewHSz7XkA4Aw7d+5USEiIdu7caVq//fbbFRUVpTZt2lj6vjtO78jTmUnS1S11O+N3KiggKNdjNK7QWJ92+VQ743dqWewyh8PJPWweVw8nb9hdLf1bsnUOxR73LwCykrhpk44PGCgjmwdpX9l/QEd69Va1iHnya98+2+9jq1RJyy9eVPiZeF3KyHCsS3qsTFkNqVRJZd3dHQf4qxxuZ/Np3Upe9evd9El4N+JVv758WuX+3gXAVYUybPrrYbfZ2Rp37fDc7Gy5A4CC4MKFCxo7dqyio6NlmJxtULp0aU2cOFEhISE3fEhCbi2PW27NOLHL8xQ2SVdXbgUFBCkoIEiJqYk6k3RGl9Muy9fTV5V9KsuvBP9uBwDgRpJjYnIUNF1jJCXp+ICBqrlkcbZWOGVOkp02fxhBIy8vjfcP0G3ZXASQ0+1sNptNVaZO1ZFevXP8s0qSzcdHVaZOYfIKsEDeD/VwAW9vb1WsWFHSzZ+6cv78+cywiUMzARR0hmFoyZIlCgwMVFRUlGnQ1LNnT8XGxmrAgAH5EjQlpiZq7dG1loy15ugaJaZad16eXwk/1SlbR80qNVOdsnUImgAAuAnDMHRq9OhchS/S1cDp1Ogxpvck11y4cEFhYWFq1aqV6WpsPzc3vVi5sj6oWSvbQZOUu+1sJZs0UbWIebLl8Ol0Nh8fVYuYl+NtgwDMFcqwSZIaNWokSTpw4IDS09OzvC42NtbhNQBQEMXExOiee+5R7969debMGYd6YGCg1qxZo/fff19VqlTJtz7ik+Kv26qWF3bDrjNJjj8LAABwjqRt2/O0rUySruzfr6TtOxy+n51Jss6lSuur2nX0VLny8sjBiqG8bGfza99eNZcsllf9etl+r5pLFudouyCAGyu0YVOHDh0kXd0it2vXriyvJV027gAAVQBJREFU+/777zO/bs+/PAAUQImJiRo1apSaN29+3b+zrilZsqQmT56sX375RR07dsz3fpLScjfzmZXLadl7igwAALDe+WXL8mWcm06S1a6thfXqa0bVqqqUw5XYVmxnK9mkiWqvWKEa776rUp06SX8/H8rDQ6UeeEA13n1XtVd8wYomwGKF8swmSXr44Yc1ZcoUSdLChQvVunVrh2sy/q+9Ow+rqtzfP35v2CCjohagORamoVmmYKmVkpnlURsNKwtPdjw4D2Wmac5TouZEs5a/0jrlKW0wpyynk6iZ5ZSYYyrOygYE9mb9/ugrqSyQYbM3w/t1XV4hz1rP+mBEj/czrKys7FeEBwUFqU2bNi6tEQDyYhiGvvjiC/Xv3z/XN0h17txZM2bMUJ06dVxWl59XwZadX4u/V/7fIgMAAJzHYbMpeeVKp/SVvGKFHDab0iSNHTtW06ZNM91h4uvrq5EjR2rQoEHKSEgo8FlRztzOZrFY5N88Uv7NI+Ww2WRPSlJWSoo8/P1lDQkp0HlQAAqm1K5sioyM1N133y1Jeu+997Rx48Yc18TFxWnXrl2SpP79+8vLy8ulNQJAbv744w/94x//0KOPPmoaNNWpU0dLlizRF198kWfQZMuwad+5ffr15K/ad26fU85HCvELkaflGm+HySerxapgv2Cn9AUAAArGfvy45HDO1njDbtfnCxYoPDxcU6ZMMQ2aOnfurJ07d2ro0KHy9vYuUdvZPAMCVOGmm+TbuLEq3HQTQRNQzErtyiZJeuONN9SyZUulpaWpXbt2GjZsmNq0aaO0tDQtWrRIb7/9tiTp5ptv1uDBg91cLQBI6enpmjJliiZMmKCLFy/maPfy8tKQIUM0bNgw+eVysKVhGEo4nqBFexZp9aHVV5yv5GnxVFStKEXXj1ZEaEShlp8HeAcoqlaUVhxcUeB7rxZVK4pDvAEAcJOsQh4KfrXDGRkafyJJP/bqZdpep04dzZw5Ux07dszRdmk7W+qmBJ39+OO/VlpdHoBZrQps21aVu3aVX2Thxi4ASp5SHTY1adJEn3zyiZ555hlduHBBw4YNy3HNzTffrK+//lqBgYFuqBAA/rZixQr17t1be/fuNW2PiorSnDlz1KBBg1z72Hl6p4avG67Ec+YHfToMh1YcXKEVB1coLChM41uNV3jV8ALXGl0/2ilhU3SD6CL3AQAACsejgG9ku1pGVpbeO3NGb585rXSTw7/zM0kmsZ0NKI9K7Ta6Szp27Kjt27dr4MCBuvnmm+Xn56egoCA1a9ZMkydP1s8//6ywsPwt2wSA4vDnn3/qySefVLt27UyDptDQUC1cuFArV67MM2jacHSDYpbF5Bo0XS3xXKJilsVow9ENBa45IjRCYUFF+9kZFhSmZiHNitQHAAAoPGtoaM6DsfNpfUqKOh/Yr1mnT5kGTffdd5+2b9+ucePG5Rk0XY3tbED5YDHM3k+Jazpy5Ihq1qwpSTp8+LBq1Kjh5ooAlDR2u12zZs3SyJEjZbPlPEvJw8NDffv21ejRo1WpUqU8+9p5eqdilsUozZ5W4Dp8rb6a335+gVc4ueOZAIoX4xeg/DnSf4CSv/su39cnZWZq8skTWpacbNoeGhqq6dOn68knn2TLG4BclfqVTQBQEq1fv15NmzbVoEGDTIOmO++8U1u2bNGMGTOuGTQZhqHh64YXKvSRpDR7moavG66Czi2EVw3XjDYz5Gv1LdB9vlZfzWgzg6AJAIASoHLXrvm6zm4Y+uDMGXXYv980aPLw8FD//v21e/duRUdHEzQByBNhEwA40alTp/T888+rVatW2r59e472KlWq6J133tH69et1++2356vPhOMJ+d46l5vEc4nanLS5wPe1qN5C89vPz/eWurCgMM1vP18tqrco8LMAAIDz+TWPvObb4LampuqJgwc0+eQJpRpZOdqbBFXW5s2b8zVJBgASYRMAOEVWVpbeeecd1a9fX++//77pNc8//7z27NmjHj16yMMj/z9+F+1Z5JQaF+0uXD/hVcO1uNNivf/A+7q/9v3ytFx59oPVYlW72u30/gPva3GnxaxoAgCgBLFYLKo2aZIsJucqnbXb9erxY3rm8CHtSU/P0V7Jw0NjatbS2h9/UJMmTVxRLoAyolS/jQ4ASoKff/5ZsbGx+umnn0zbGzdurPj4eLVoUfDVPrYMm1YfWl3UEiVJqw6tki3DpgDvgh/EabFYFBEaoYjQCNkybDqRekIpmSny9/JXsF9wofoEAACu4duwoWrMmqkjffvJSE1VlmHos/PnNf3kCZ3PyrmSSZIeq1RJg2vV1q3xc+V/660urhhAaUfYBACFdP78eY0YMUJz5sxRlslALSAgQGPHjlWfPn1ktRbux21SapIchqOopUqSHIZDJ1JPFDkYCvAOIFwCAKCUCWjZUrUXfKiVsbF6NSFB2y9eNL2ufoUKGhkSojsb36ZqkybKt2FDF1cKoCwgbAKAAjIMQwsXLtTgwYN1/Phx02uefPJJxcXF6YYbbijSs1IzU4t0/9VSMlOc2h8AACgdzp8/rxFvvaU569ebTpL5WTzULyRYPZ/oouufflp+kREcAg6g0AibAKAAdu/erd69e2v1avOtbfXq1dOcOXN0//33O+V5fl45z1coCn8vf6f2BwAASrb8TJI9/sADmjxihGrfdps8A1i9DKDoCJsAIB9SU1M1fvx4vf7668rMzMzR7uPjo+HDh+ull15ShQoVnPbcEL8QeVo8nbKVzmqxKtgv2AlVAQCA0sDVk2QAcAlvowOAa1iyZInCw8M1YcIE06CpQ4cO2vTzJnXt01W/X/hd+87tky3D5pRnB3gHKKpWlFP6iqoVxVlLAACUA6mpqRo+fLgaN25sGjT5+Pho7Nix+vXXXwmaABQLVjYBQC4OHDigfv36aenSpabttWrVUp9RfXS0zlF129TtitVHnhZPRdWKUnT9aEWEFu3Mg+j60VpxcEWh78/up0F0kfsAAAAl25IlS9SvXz8dPHjQtL1Dhw6aOXOmbrzxRhdXBqA8IWwCgKukp6crLi5O48aNU1paWo52q9WqmN4xOn7XcX148UPpUM4+HIZDKw6u0IqDKxQWFKbxrcYrvGp4oeqJCI1QWFCYEs8lFup+SQoLClOzkGaFvh8AAJRs+Zkkmzlzpjp16sTB3wCKHdvoAOAyq1at0m233abhw4ebBk2tW7fW/BXz9UvELzpw8UC++kw8l6iYZTHacHRDoWqyWCwa32q8fK2+hbrf1+qr8a3GM7AEAKCEcdhsSk9MVNr27UpPTJTDVvBt+Onp6ZowYYLCw8NNgyar1aqhQ4dq586d6ty5M+MBAC7ByiYAkHTs2DENHjxYCxcuNG0PDg5WXFycmrRvou7fdVeaPWcQlZc0e5oGfD9A89vPL9QKp/Cq4ZrRZoYGfD+gQM/2tfpqRpsZhV5VBQAAnMswDKX+tElnP/5YyatWSY7LXgLi6anAtm1VuWtX+TWPvGYwtGrVKvXu3Vt79uwxbW/durXmzJmj8HDGAQBci5VNAMo1u92umTNnqkGDBqZBk8ViyR7EPf3003p1/asFDpouSbOnafi64TIMo1D3t6jeQvPbz1dYUFi+rg8LCtP89vPVonqLQj0PAAA4V9qOHdrfqZMOxcQoefnyK4MmSXI4lPzddzoUE6P9nTopbccO036OHTump556Sm3btjUNmoKDg7VgwQKtXr2aoAmAWxA2ASi3/ve//ykiIkL9+/fXhQsXcrRHREQoISFBs2fPVlBQkBKOJxTp3CTpry11m5M2F/r+8KrhWtxpsd5/4H3dX/t+eVo8r2i3WqxqV7ud3n/gfS3utJgVTQAAlBC29et1sNuzSt+bv7FE+t5EHez2rGzr12d/7lqTZB4eHurTp4/27NmjZ555hi1zANyGbXQAyp3Tp0/rlVde0TvvvGPaHhQUpEmTJqlHjx7y9Pw7zFm0Z5FTnr9o9yJFhEYU+n6LxaKI0AhFhEbIlmHTidQTSslMkb+Xv4L9ghXgHeCUOgEAgHOk7dihI337yUhNLdB9RmqqjvTtp9oLPtQvycmKjY3Vtm3bTK+NiIhQfHy8mjZt6oSKAaBoCJsAlBtZWVmaP3++hgwZotOnT5teExMTo8mTJys4OPiKz9sybFp9aLVT6lh1aJVsGTanhEIB3gGESwAAlGCGYejY0KEFDpouOZucrFEPPaRPDpm8/la5T5IBgDsRNgEoF7Zv367Y2Fht2GD+RrhGjRpp7ty5uvvuu03bk1KT5DAcpm0F5TAcOpF6gpAIAIByIPWnTfneOne5LMPQfy+cV9zJkzp39dlO/ye3STIAcDfCJgBlWnJysl577TXNnDlTDpOBmr+/v0aPHq1+/frJy8sr135SMws3G5mblMwUp/YHAABKprO5vOk2L3suXtSYpCT9fNH8pSTXmiQDAHcjbAJQJhmGof/85z8aOHCgjh49anrN448/runTp6tGjRrX7M/Py8+p9fl7+Tu1PwAAUPI4bDYlr1yZ7+ttDofmnD6l/3f2rMzWMuV3kgwA3I2wCUCZ8/vvv6tPnz5asWKFaftNN92k2bNnq3379vnuM8QvRJ4WT6dspbNarAr2Y7k7AABlnf34cSmXLXCXMwxDy5KTNfnkCZ2w202vaRcQqLnffqObWrVydpkA4HQe7i4AAJzl5PmT6jukrxrd2sg0aKpQoYJGjRql3377rUBBk/TXQdxRtaKcUmdUrSjOawIAoBzIyseh4AcyMvTCkcMafOyoadBU08tLb9WooRk33KDqFSsWR5kA4HSsbAJQqhmGoYTjCZr4wUR9M+0bZZzMML3ugQce0OzZsxUWFlboZ0XXj9aKg+arpQrUT4PoIvcBAABKPg+/3LfhX8zK0jtnTuvdM2eUaRg52r0tFr1Qpap6VKmiCh5/rRHw8GcbPoDSgbAJQKm18/RODfzvQP3vzf/pwpYLptdYK1tV7alq8mnro4zK5kFUfkWERigsKEyJ5wr+RplLwoLC1CykWZHqAAAApYM1NFTy9Myxle4Hm03jTyTpSGam6X2t/Pw1PCREtb29L+vMKmtISHGWCwBOwzY6AKXSDwd+0AO9H9CK3ivMgyYP6br216nehHqqFFFJ+87vU8yyGG04uqHQz7RYLBrfarx8rb6Fut/X6qvxrcbLYrEUugYAAFB6eAYEKLBt2+zfH83MVN8/jyj2zyOmQVOI1aoZ1avrrRo1rgyaJAW2bSvPALbhAygdCJsAlDrzv5yv9i3b68gnR2Rk5Fx27nezn8LGhCk0OlSevp7Zn0+zp2nA9wO08/TOQj87vGq4ZrSZUeDAydfqqxltZii8anihnw0AAEqfyl27KsMw9O7p0+q4/w+tstlyXOMpqXvlKvqqbl21C6xoOjFVuWtXF1QLAM5B2ASg1EhKSlK3bt3U/eHuunj0Yo52z0BP3dDjBtV9pa58aviY9pFmT9PwdcNlmJyNkF8tqrfQ/PbzFRaUv/OfwoLCNL/9fLWo3qLQzwQAAKXTprRUPX70T007dVJpJuOPO3x9tbhOXb0UHCx/D0+THqQK9erJLzKiuEsFAKfhzCYAJZ7D4dCbb76p4cOH6/z58zkvsEhVWldR8GPBsgZc+8da4rlEbU7arIjQwg/awquGa3GnxdqctFkLdy/U6kOr5TD+Po/BarEqqlaUohtEq1lIM7bOAQBQziQlJenFF1/U//t//8+0vYqnp168PlidK5qvZLrE4uenapMmMpYAUKoQNgEo0RISEhQbG6stW7aYtvvU9lH156rL78bc3/ZiZtHuRUUKm6S/znCKCI1QRGiEbBk2nUg9oZTMFPl7+SvYL1gB3pyrAABAeXOtSTKLpC6VgtT/+usV5Gm+kin7Wj8/1Zg1U74NGxZTtQBQPAibAJRIZ8+e1bBhw/TWW2+Zbnnz8PVQyGMhqhJVRRaPgs/0rTq0SrYMm9MCoQDvAMIlAADKuWtNkt0eHq6RlSurwanT1+yrQr16qjZpIkETgFKJsAlAiWIYhj788EO99NJLOnnypOk1QS2CFPpkqKyVCv8jzGE4dCL1BAERAAAosmtNklWqVEnjx4/Xv//9b3l4eCh1U4LOfvyxkleulBx/b8OX1arAtm1VuWtX+UVGsHUOQKlF2ASgxPjtt9/Uq1cvrV271rT9xptvVNYjWQq4xTkBUUpmilP6AQAA5VN+Jsm6deum119/XSEhIdmf828eKf/mkXLYbLInJSkrJUUe/v6yhoTIM4CJMAClH2ETALez2WwaPXq0pk+fLsfls3v/x8/PT6+99po6xnRUl2+7OO25/l7+TusLAACUL9eaJLvllls0d+5ctW7dOtc+PAMCCJcAlEmETQCKxJZhU1JqklIzU+Xn5acQv5B8b00zDEOLFy/WgAEDdOTIEdNrHnnkEc2YMUO1atWSLcMmT4vnFW99Kyyrxapgv+Ai9wMAAMqX/E6SDRgwQN7e3m6oEADcj7AJQIEZhqGE4wlatGeRVh9afUX442nxVFStKEXXj1ZEaO5nDSQmJqpv375atmyZaXvdunU1a9YsdejQIftzAd4BiqoVpRUHVxT5a4iqFcV5TQAAIN8KOkkGAOUZYROAAtl5eqeGrxuuxHOJpu0Ow6EVB1doxcEVCgsK0/hW4xVeNTy7/eLFi5o8ebImTpyo9PT0HPd7e3vr5Zdf1iuvvCJfX98c7dH1o50SNkU3iC5yHwAAoHwozCQZAJRnHu4uAEDpseHoBsUsi8k1aLpa4rlExSyL0YajGyRJy5YtU6NGjTRq1CjToKlt27b69ddfNWbMGNOgSZIiQiMUFhRW+C9CUlhQmJqFNCtSHwAAoOy7ePGiRo8erUaNGpkGTd7e3hoxYoR27NhB0AQAl2FlE4B82Xl6pwZ8P0Bp9rQC3ZdmT1Ovz3opZFWIli9ZbnpNtWrVNGPGDD3xxBPXfMWvxWLR+FbjFbMspsC1SJKv1VfjW43nVcIAACBPy5YtU58+fbRv3z7T9rZt22rOnDm6+eabXVwZAJR8rGwCcE2GYWj4uuEFDncMu6FT357Sr0N+NQ2aPD09NXDgQO3evVtdunTJdwAUXjVcM9rMkK/VfPVTbnytvprRZsYV2/oAAAAud+TIET3xxBN68MEHTYOmatWq6ZNPPtHy5csJmgAgF4RNAK4p4XhCvrfOXZLye4oSRyXq+CfHlZWelaP9rrvu0pYtWzRt2jRVrFixwDW1qN5C89vPz/eWurCgMM1vP18tqrco8LMAAEDZl5mZqbi4ODVo0ECfffZZjvbCTpIBQHnENjoA17Roz6J8X2u/YNfxT4/r3Lpzpu1Vq1bVlClTFBMTIw+PouXd4VXDtbjTYm1O2qyFuxfmeDOe1WL96814DaLVLKQZg0IAAGBq7dq16tWrl3777TfT9hYtWmju3Lm67bbbXFwZAJROhE0A8mTLsGn1odXXvM7IMnR2zVkd/+y4slJzrmSSpCr3VtGWhVtUu1ptp9VnsVgUERqhiNAI2TJsOpF6QimZKfL38lewX7ACvAOc9iwAAFC2nDhxQkOGDNEHH3xg2u7MSTIAKE8ImwDkKSk16YrVQmbSDqTp6IdHlfaH+ZlOPrV8VP3Z6vIL85PDN+++iiLAO4BwCQAAXJPD4dA777yjV155RefOnTO95oUXXtDEiRNVtWpV1xYHAGUAYROAPKVmpuba5khxKGlxks6sPiMZOds9fDwU8liIqkRVkcXzry1sKZkpxVUqAADANW3ZskW9evXSpk2bTNtvv/12xcfH684773RxZQBQdhA2AciTn5dfjs8ZhqHzG8/r+KLjsl+wm95X6c5KCo0OlVeQ1xWf9/fyL5Y6AQAA8nLu3DmNGDFCc+fOVVZWzi3/gYGBGjdunHr16iWrlb8mAUBR8FMUQJ5C/ELkafHM3kp38c+LOrbgmFJ2m69Q8g71VvVnqysgPOd2NqvFqmC/4GKtFwAA4HKGYeijjz7Siy++qKSkJNNrunbtqri4OFWrVs3F1QFA2UTYBJQwtgybklKTlJqZKj8vP4X4hbj1HKIA7wBF1YrSd79/pxNfntCp705JJscuWbwtCu4UrKoPVJWHl/kBmlG1ojhTCQAAuMzOnTvVq1cv/fDDD6bt9evX15w5c3Tfffe5uDIAKNsIm4ASwDAMJRxP0KI9i7T60OorDuT2tHgqqlaUoutHKyI0QhaLxeW1VfujmvYO26vM05mm1wTeHqhqT1eT9/XeefYV3SC6OEoEAAC4QkpKisaOHau4uDjZ7Tm3/Pv6+mrEiBEaNGiQKlSo4IYKAaBsI2wC3Gzn6Z0avm64Es8lmrY7DIdWHFyhFQdXKCwoTONbjVd41XCX1PbHH3+oX79++vrrr03bvap6qdoz1VSxScVr9hUWFKZmIc2cXSIAAEA2wzD05Zdfqn///jp06JDpNR07dtTMmTNVp04d1xYHAOWI+V4XAC6x4egGxSyLyTVoulriuUTFLIvRhqMbirWu9PR0jRs3Tg0bNjQNmiyeFl33j+tUb0K9fAVNvlZfjW813uWrsgAAQPnxxx9/qGPHjnrkkUdMg6batWvryy+/1JIlSwiaAKCYETYBbrLz9E4N+H6A0uxpBbovzZ6mAd8P0M7TO4ulrhUrVqhx48YaMWKELl68mKM9MDxQYWPDFPp4qDwqXPtHiK/VVzPazHDZaiwAAFC+XGuSzMvLS6+88op27NihTp06uaFCACh/CJsANzAMQ8PXDS9w0HRJmj1Nw9cNl2EYTqvp6NGjio6OVrt27fT777/naA8NDdXHH3+sjT9sVMPwhvnqMywoTPPbz1eL6i2cVicAAMAl15oki4qK0vbt2zVhwgT5+/u7oUIAKJ84swlwg4TjCfneOpebxHOJ2py0WRGhEUXqx263a/bs2Ro5cqSSk5NztHt4eKhPnz4aM2aMKlWqJEla3GmxNidt1sLdC3McaG61WP860LxBtJqFNGPrHAAAcLqjR49q0KBB+uSTT0zbQ0NDNW3aNEVHRzMWAQA3IGwC3GDRnkXO6Wf3oiKFTRs2bFBsbKy2b99u2t68eXPFx8erSZMmV3zeYrEoIjRCEaERsmXYdCL1hFIyU+Tv5a9gv2AFeAcUuiYAAIDcFGaSDADgeoRNgIvZMmxafWi1U/padWiVbBm2Aoc7p06d0tChQ/Xee++ZtleuXFmTJ0/W888/Lw+PvHfbBngHEC4BAIBiV9hJMgCA63FmE+BiSalJV2w7KwqH4dCJ1BP5vj4rK0vvvvuu6tevn2vQ9M9//lN79uzRCy+8cM2gCQAAoLidOnVKPXr0UMuWLU2DpsqVK+vtt9/Whg0bCJoAoIRgZRPgYqmZqU7tLyUzJV/Xbdu2TbGxsfrf//5n2n7rrbcqPj5eLVu2dGZ5AAAAhZKVlaX3339fL7/8ss6cOWN6zT//+U9NmjRJ119/vYurAwDkhWULgIv5efk5tT9/r7zfrHLhwgUNGDBATZs2NQ2aAgICNG3aNG3dupWgCQAAlAjbtm1Ty5Yt9cILL5gGTbfeeqvWrVun9957j6AJAEogwibAxUL8QuRp8XRKX1aLVcF+waZthmFo0aJFatCggd544w1lZWXluKZLly7avXu3Bg4cKKuVhY4AAMC9mCQDgLKh1P7t0mazaevWrdq0aZM2bdqkhIQEHThwQJJUu3bt7I+BkibAO0BRtaK04uCKIvcVVSvK9HDuPXv2qHfv3lq1apXpfWFhYZozZ47atWtX5BoAAACKyjAMffLJJxo0aJCOHTtmek2XLl00bdo03XDDDS6uDgBQUKU2bOrYsaPWrFnj7jKAQomuH+2UsCm6QfQVv09NTdWECRM0ZcoUZWZm5ri+QoUKGj58uF566SX5+PgU+fkAAABFxSQZAJQ9pXYbnWEY2R9XrlxZ999/vwICeP06SoeI0AiFBYUVqY+woDA1C2mW/fulS5eqYcOGGj9+vGnQ9NBDD2nHjh0aMWIEQRMAAHC71NRUDR8+XLfeeqtp0OTj46MxY8bo119/JWgCgFKm1IZNTz31lD766CPt3btXZ86c0fLly1W1alV3lwXki8Vi0fhW4+Vr9S3U/b5WX41vNV4Wi0UHDhxQ586d1alTJ9PtozVr1tTixYv11Vdf6aabbipi5QAAAEW3dOlShYeHa8KECUySAUAZVGq30f3rX/9ydwlAkYRXDdeMNjM04PsBSrOn5fs+X6uvZrSZobDAME2cOFFjx45VWlrO+61WqwYNGqQRI0aw6g8AAJQIBw4cUP/+/bVkyRLT9po1a+qNN97Qww8/LIvF4uLqAADOUmpXNgFlQYvqLTS//fx8b6kLCwrT/PbzdXH3Rd12220aNmyYadB0zz33aNu2bZo8eTJBEwAAcLuMjAxNnDhR4eHhpkGT1WrVkCFDtHPnTj3yyCMETQBQypXalU1AWRFeNVyLOy3W5qTNWrh7oVYfWi2H4chut1qsiqoVpegG0aph1NBL/V/SRx99ZNpXcHCwpk6dqmeeeYZBGgAAKBFWr16t3r17a/fu3abt99xzj+bOnauGDRu6uDIAQHEhbMrFkSNH8mzP7ZWsQGFYLBZFhEYoIjRCtgybTqSeUEpmivy9/BXsFywfDx/Fx8fr1Vdf1YULF0zvj42N1bhx41S5cmU3fAUAgJKA8QtKkmPHjunFF1/Uxx9/bNrOJBkAlF2ETbmoWbOmu0tAORXgHaAA77+3vv3000+KjY3Vzz//bHp9s2bNFB8fr2bNmpm2AwDKD8YvKAnsdjuTZABQzhE2ASXUmTNn9Morr+idd96RYRg52oOCgjRx4kS98MIL8vT0dEOFAAAAV2KSDAAgETbl6vDhw3m2Hzt2TJGRkS6qBuVJVlaWPvjgAw0ZMkSnTp0yvea5557TlClTFBwc7OLqAAAlGeMXuAuTZACAyxVr2GS32+Xl5VXkfubNm6eYmJiiF1QANWrUcOnzAEnavn27evXqpfXr15u2N2zYUHPnztU999zj4soAAKUB4xe4GpNkAAAzrGxCiWDLsCkpNUmpmany8/JTiF/IFecWlXXJyckaNWqU3njjDTkcjhzt/v7+GjVqlPr37++UABcAAKComCQDAOSmWMMmq9WqXbt2FbmfatWqOaEalDSGYSjheIIW7Vmk1YdWy2H8HbJ4WjwVVStK0fWjFREaUWbfUGIYhj777DMNGDBAR48eNb3mscce0/Tp0zn0FQAAlAhMkgEArqXYVzY1aNCguB+BUmjn6Z0avm64Es8lmrY7DIdWHFyhFQdXKCwoTONbjVd41XAXV1m89u7dqz59+mj58uWm7TfeeKNmz56tBx980MWVAQAA5MQkGQAgvzzcXQDKnw1HNyhmWUyuQdPVEs8lKmZZjDYc3VDMlblGWlqaXnvtNTVq1Mg0aPL29tZrr72m3377jaAJAACUCHv37lX79u3VpUsX06Dpxhtv1DfffKPPPvuMoAkAQNgE19p5eqcGfD9Aafa0At2XZk/TgO8HaOfpncVUmWt8++23atSokcaMGaOMjIwc7e3atdNvv/2mUaNGydfX1w0VAgAA/I1JMgBAYRA2wWUMw9DwdcMLHDRdkmZP0/B1w01fp1vSHT58WI899pgeeugh/fHHHznab7jhBv3nP//RsmXLVK9ePTdUCAAAcCUmyQAAhVVq30aXmJiodevWXfE5m82W/c/58+df0da+fXuFhoa6qjyYSDiekO+tc7lJPJeozUmbFREa4aSqildmZqamT5+u0aNHKzU1NUe7p6enBgwYoNdee02BgYFuqBAAAOBKhw8f1oABA7R48WLT9htuuEEzZszQY489VmZf4gIAKJpSGzatW7dO3bt3N207ffp0jrbvv/+esMnNFu1Z5Jx+di8qFWHTjz/+qNjYWO3cab71r2XLloqPj9ett97q4soAAAByKi+TZA6bTfbjx5WVmioPPz9ZQ0PlGRDg7rIAoEwptWETShdbhk2rD612Sl+rDq2SLcOmAO+SOShISkrSkCFD9OGHH5q2X3fddXr99df17LPPysODnawAAMD9yvokmWEYSv1pk85+/LGSV62SHI6/Gz09Fdi2rSp37Sq/5pGs1gIAJyi1f9ONiYmRYRj5/tW6dWt3l1yuJaUmyWE4rn1hPjgMh06knnBKX87kcDgUHx+vBg0amAZNFotFPXv21J49exQTE0PQBAAA3C4pKUnPPfec7r33XtOg6brrrtO8efP0448/ltqgKW3HDu3v1EmHYmKUvHz5lUGTJDkcSv7uOx2KidH+Tp2UtmOHewoFgDKEv+3CJVIzcy7FLoqUzBSn9ldUmzdv1p133qlevXrp3LlzOdqbNGmijRs36s0331SVKlVcXyAAAMBlysskmW39eh3s9qzS9+bv3ND0vYk62O1Z2davL+bKAKBsK53/10Cp4+fl59T+/L38ndpfYZ09e1a9evVSZGSkNm/enKO9YsWKmjVrlhISEtS8eXM3VAgAAHClhISEcjFJlrZjh4707SfD5PypvBipqTrStx8rnACgCAib4BIhfiHytHg6pS+rxapgv2Cn9FVYhmHoww8/VP369RUfHy/DMHJc88wzz2jPnj3q06ePPD2d87UDAAAU1qVJsubNm+c6STZ79uwyMUlmGIaODR1a4KAp+/7UVB0b+orpGA8AcG2ETXCJAO8ARdWKckpfUbWi3Ho4+I4dO9S6dWs999xzOnnyZI72Bg0aaPXq1VqwYAFvQAQAAG5XkEmy3r17l4lJstSfNuV761xu0vfuVeqmBCdVBADlC2ETXCa6frRz+mngnH4KymazaciQIbr99tv1448/5mj39fXVxIkT9csvv6hNmzZuqBAAAOBK5XWS7OzChSWqHwAobwib4DIRoREKCworUh9hQWFqFtLMSRXlj2EYWrx4sW655Ra9/vrrstvtOa7p3Lmzdu3apaFDh8rb29ul9QEAAFytPE+SOWw2Ja9c6ZS+kleskMNmc0pfAFCeEDbBZSwWi8a3Gi9fq2+h7ve1+mp8q/GyWCxOrix3+/btU4cOHfTYY4/pyJEjOdrr1KmjpUuX6osvvlDt2rVdVhcAAIAZJskk+/HjksPhnM4cDtmTkpzTFwCUI4RNcKnwquGa0WZGgQMnX6uvZrSZofCq4cVU2ZUuXryoMWPGqGHDhvr2229ztHt5eenVV1/Vjh079I9//MMlNQEAAOSFSbK/ZBXyUPBc+0tJcWp/AFAeEDbB5VpUb6H57efne0tdWFCY5refrxbVWxRzZX9Zvny5br31Vr322mtKT0/P0X7ffffp119/1dixY+Xn5+eSmgAAAHLDJNmVPJw8PvPw93dqfwBQHljdXQDKp/Cq4VrcabE2J23Wwt0LtfrQajmMv5c7Wy1WRdWKUnSDaDULaeaSrXN//vmnBg4cqP/85z+m7dWqVdP06dPVpUsXl27lAwAAyM3y5cvVu3dvJSaav3ntvvvu05w5c1S/fn0XV+Y+1tBQydPTOVvprFZZQ0KK3g8AlDOETXAbi8WiiNAIRYRGyJZh04nUE0rJTJG/l7+C/YIV4B3gkjoyMzM1a9Ysvfbaa7KZHADp4eGhfv36afTo0apYsaJLagIAAMgLk2S58wwIUGDbtkr+7rsi9xXYtq08A1wzJgWAsoSwCSVCgHeAy8Kly61bt069evXSr7/+atp+1113ae7cubr99ttdWxgAAIAJJsnyp3LXrk4Jmyp37eqEagCg/CFsQrl08uRJvfzyy5o3b55pe5UqVTRlyhR1795dHh4cbQYAANyPSbL882seqQr1wpS+13x7YX5UqFdPfpERTqwKAMoP/haNciUrK0tvv/226tevn2vQ1KNHD+3Zs0fPP/88QRMAAHC7kydP6p///Kfuvvtu06CpSpUqevfdd7Vu3Tq3BU0Om03piYlK275d6YmJcpisunIli8WiapMmyVLIw8Itfn6qNmliuduCCADOwsomlBtbt25VbGysNm3aZNp+2223KT4+XnfddZeLKwMAAMgpKytL7777roYOHaqzZ8+aXtOjRw9NnDhR1113nYurkwzDUOpPm3T244+VvGrVlQdye3oqsG1bVe7aVX7NI90S2vg2bKgas2bqSN9+MlJT832fxc9PNWbNlG/DhsVYHQCUbSzbQJl3/vx59evXTxEREaZBU2BgoGbMmKHNmzcTNAEAgBJh69atuuuuu9SzZ0/ToOm2227Thg0b9M4777glaErbsUP7O3XSoZgYJS9fnvPNbw6Hkr/7TodiYrS/Uyel7djh8holKaBlS9Ve8KEq1AvL1/UV6tVT7QUfKqBly2KuDADKNsImlFmGYeijjz5S/fr1NWvWLGVlZeW4Jjo6Wrt371b//v1ltbLQDwAAuFdpmCSzrV+vg92ezfd5SOl7E3Ww27OyrV9fzJWZ823YUHWXLFGtDz5Q4AMPSJ6eV15gtSqwfXvV+uAD1V3yJSuaAMAJ+Ns1yqRdu3apV69eWrNmjWn7zTffrDlz5qht27auLQwAAMCEYRj6+OOPNXjwYCUlJZleEx0drbi4OFWvXt3F1f0tbceOAm9LkyQjNVVH+vZT7QUfuiXMsVgs8m8eKf/mkXLYbLInJSkrJUUe/v6yhoTIM8D1b0UGgLKMsAllSkpKisaNG6e4uDhlZmbmaPfx8dGrr76qF198URUqVHBDhQAAAFcqLZNkhmHo2NChBQ6asu9PTdWxoa+o7pIv3XrwtmdAAOESABQzttGhzPjyyy8VHh6uSZMmmQZNHTp00M6dOzV8+HCCJgAA4HYpKSl65ZVXdNttt5kGTT4+Pho3bpy2b9/u9qBJklJ/2pTvrXO5Sd+7V6mbEpxUEQCgpGJlE0q9/fv3q3///lq6dKlpe61atTRz5kx16tSJ19cCAIAS4csvv1S/fv106NAh0/YOHTpo1qxZqlu3rosry93ZhQud1o9/80in9AUAKJlY2YRSKz09XRMmTFDDhg1Ngyar1aqhQ4dq586d6ty5M0ETAABwu/3796tTp056+OGHTYOmWrVq6YsvvtDSpUtLVNDksNmUvHKlU/pKXrFCDpvNKX0BAEomVjahVFq5cqV69+6t33//3bS9devWmjNnjsLDw11cGQAAQE7p6emaOnWqxo0bp4sXL+Zo9/Ly0uDBg/Xqq6/K39/fDRXmzX78uORwOKczh0P2pCTOTQKAMoywCaXK0aNHNXjwYC1atMi0PSQkRNOmTVPXrl1ZyQQAAEqEa02StWnTRnPmzNEtt9zi4sryL6uQh4Ln2l9KilP7AwCULGyjQ6lgt9v1xhtvqEGDBqZBk4eHh/r27avdu3frqaeeImgCAABud/ToUXXt2lX333+/adAUEhKijz76SKtWrSrRQZMkefj5Obe/Erh6CwDgPKxsQom3ceNGxcbG6pdffjFtj4yMVHx8vO644w4XVwYAAJCT3W7XnDlzNGLECCUnJ+do9/DwUO/evTVmzBgFBQW5vsBCsIaGSp6eztlKZ7XKGhJS9H4AACUWK5tQYp0+fVovvPCCWrRoYRo0Va5cWW+++aY2btxI0AQAAEqEjRs3qlmzZhowYIBp0BQZGamEhATNnDmz1ARNkuQZEKDAtm2d0ldg27ac1wQAZRxhE0qcrKwsvffee6pfv77effdd02u6d++uPXv2qGfPnvLw4NsYAAC4V3mYJKvctWuJ6gcAUHKxjQ4lyi+//KLY2Fht3LjRtL1Ro0aKj49Xq1atXFwZAABATllZWZo3b55efvllnT592vSa7t27a/Lkybr++utdXJ1z+TWPVIV6YUrfm1joPirUqye/yAgnVgUAKIlYEoIS4cKFCxo4cKDuuOMO06ApICBAcXFx2rp1K0ETAAAoEX755Re1atVKPXr0MA2aGjVqpLVr1+r9998v9UGTJFksFlWbNEmWQh4WbvHzU7VJE3mRCwCUA4RNcCvDMPTJJ5+oQYMGmjFjhrKysnJc88QTT2jXrl0aNGiQvLy83FAlAADA38rzJJlvw4aqMWtmgQMni5+fasyaKd+GDYupMgBASULYBLf5/fff1a5dO0VHR+vYsWM52sPCwrRs2TJ9+umnqlGjhhsqBAAA+BuTZH8JaNlStRd8qAr1wvJ1fYV69VR7wYcKaNmymCsDAJQUnNkEl0tNTdXEiRM1ZcoUZWRk5GivUKGChg0bpiFDhsjHx8cNFQIAAFxpz5496tOnj1auXGnaHhYWptmzZ+uBBx5wcWXu4duwoeouWaLUTQk6+/HHSl65UnI4/r7AalVg27aq3LWr/CIj2DoHAOUMYRNc6quvvlLfvn114MAB0/b27dtr9uzZuummm1xbGAAAgInU1FRNmDBBU6ZMUWZmZo728jxJZrFY5N88Uv7NI+Ww2WRPSlJWSoo8/P1lDQmRZ0CAu0sEALgJYRNc4uDBgxowYIC++OIL0/YaNWrojTfe0COPPMLMFwAAKBGYJMs/z4AAwiUAQDbObEKxysjI0OTJkxUeHm4aNFmtVr300kvatWuXHn30UYImAADgdgcPHtQjjzyijh07mgZNNWrU0Oeff65vvvmGoAkAABOsbEKxWbNmjXr16qVdu3aZtt99992aO3euGjVq5OLKAAAAcsrIyND06dM1ZswYpaam5mi3Wq0aOHCgRo4cqQBW8QAAkCvCJjjd8ePH9eKLL+qjjz4ybb/++us1depUdevWjZVMAACgRGCSDAAA5yFsgtM4HA7Fx8dr+PDhunDhQo52i8Wif//73xo/frwqV67shgoBAACuVJRJMofNJvvx48pKTZWHn5+soaGcWwQAgAib4CSbNm1SbGystm7datretGlTxcfHKyIiwsWVAQAA5JSfSbLY2FiNGzfuikkywzCU+tMmnf34YyWvWiU5HH/f5OmpwLZtVblrV/k1j2QFNwCg3CJsQpGcOXNGw4YN09tvvy3DMHK0V6pUSRMmTFDPnj3l6enphgoBAACuVNhJsrQdO3Rs6FCl700079jhUPJ33yn5u+9UoV6Yqk2aJN+GDZ1dPgAAJR5vo0OhGIah+fPnq379+nrrrbdMg6Zu3bppz5496tWrF0ETAABwuzNnzujf//637rzzTtOgqVKlSpozZ45++umnHEGTbf16Hez2bO5B01XS9ybqYLdnZVu/3im1AwBQmhA2ocB+/fVX3XPPPerevbtOnTqVoz08PFxr1qzRhx9+qJCQEDdUCAAA8LeiTpKl7dihI337yTB5Q12ez01N1ZG+/ZS2Y0eR6gcAoLQhbEK+JScn68UXX1STJk20bt26HO1+fn6aPHmyfv75Z917771uqBAAAOBKRZ0kMwxDx4YOLXDQlH1/aqqODX3FNOACAKCsImzCNRmGoc8++0y33HKL4uLi5Lj8IMz/8+ijj2rXrl0aMmSIvL293VAlAADA3/IzSTZlyhRt27Ytz0my1J825XvrXG7S9+5V6qaEIvUBAEBpwgHhyFNiYqL69Omj7777zrT9xhtv1KxZs/TQQw+5uDIAAICcDMPQ559/rgEDBujPP/80vebRRx/V9OnTVatWrWv2d3bhQqfUdXbhQvk3j3RKXwAAlHSsbIKpixcvatSoUWrUqJFp0OTt7a2RI0fqt99+I2gCAAAlQmJioh588EE98cQTpkHTjTfeqK+//lqff/55voImh82m5JUrnVJb8ooVcthsTukLAICSjpVNyGHZsmXq06eP9u3bZ9p+//33a86cOapXr56LKwMAAMjp4sWLmjRpkiZNmqT09PQc7d7e3ho6dKiGDh0qX1/ffPdrP35cMjk+oFAcDtmTkuQZEOCc/gAAKMEIm5Dt8OHDGjhwoD7//HPT9urVq2vGjBl6/PHHZbFYXFwdAABATt9++6369u1bLJNkWYU8FDzX/lJSnNofAAAlFdvooMzMTE2dOlW33HKLadDk6empQYMGaffu3XriiScImgAAgNsdPnxYjz/+uB566CHToKl69er69NNP9d133xV6NbaHn19Ry7yyP39/p/YHAEBJxcqmcm7t2rWKjY3Vjh07TNtbtGih+Ph4NW7c2MWVAQAA5JSZmak33nhDo0aNUorJSiFPT0/1799fo0aNUmBgYJGeZQ0NlTw9nbOVzmqVNSSk6P0AAFAKsLKpnDpx4oRiYmJ0zz33mAZNVatW1fvvv6+1a9cSNAEAgBJh7dq1atKkiV566SXToKlFixbaunWr4uLiihw0SZJnQIAC27Ytcj+SFNi2Lec1AQDKDcKmcsbhcOjNN99U/fr19cEHH5he869//Ut79uxR9+7d5eHBtwgAAHAvd06SVe7atUT1AwBAacA2unJky5Ytio2NVUJCgml7kyZNNHfuXN15550urgwAACAnh8Oht99+W8OGDdO5c+dMr/nXv/6lCRMmqGrVqsVSg1/zSFWoF6b0vYmF7qNCvXryi4xwYlUAAJRsLFspB86dO6fevXsrIiLCNGiqWLGiZs6cqU2bNhE0AQCAEmHz5s2688471atXL9OgqUmTJtq4caPeeuutYguaJMlisajapEmyFPKwcIufn6pNmsgLVgAA5QphUxlmGIYWLFig+vXra+7cuTIMI8c1Tz31lHbv3q2+ffvKamWhGwAAcK9Lk2SRkZHavHlzjnZ3TJL5NmyoGrNmFjhwsvj5qcasmfJt2LCYKgMAoGQibCqjdu7cqTZt2ujZZ5/ViRMncrTXr19fq1at0kcffaRq1aq5oUIAAIC/lfRJsoCWLVV7wYeqUC8sX9dXqFdPtRd8qICWLYu5MgAASh6WspQxKSkpGjt2rOLi4mS323O0+/r6asSIERo8eLC8vb3dUCEAAMCVdu7cqV69eumHH34wbb8UQEVFRbm4siv5NmyoukuWKHVTgs5+/LGSV66UHI6/L7BaFdi2rSp37Sq/yAi2zgEAyi3CpjLCMAx98cUX6t+/vw4fPmx6TadOnfTGG2+oTp06ri0OAADARGmcJLNYLPJvHin/5pFy2GyyJyUpKyVFHv7+soaEyDMgwN0lAgDgdqU2bDp06JC+/vprrVmzRtu2bdORI0fkcDh03XXXqWnTpoqOjtYTTzxRLs4h+uOPP9S3b1998803pu21a9fWzJkz1alTJxdXBgAAkFNZmSTzDAggXAIAwESpTGJGjhypcePGme7l//PPP/Xnn39qyZIlmjZtmj7//HPVqlXLDVUWv/T0dE2ZMkUTJkzQxYsXc7R7eXlpyJAhGjZsmPwK+QYVAAAAZ7rWJFmdOnU0c+ZMdezY0cWVAQAAZymVYdPRo0dlGIb8/f31yCOP6L777lO9evXk4+OjXbt2aebMmUpISNDmzZvVtm1bbd26VQFlbNZpxYoV6t27t/bu3WvaHhUVpTlz5qhBgwYurgwAACAnJskAACg/SmXYVLVqVU2ePFmxsbEKDAy8oq1p06bq2rWrnnrqKX366afau3evpk+frhEjRripWuf6888/NWjQIH366aem7aGhoZo2bZqio6M5lBIAAJQITJIBAFC+WAyzvWhlwOnTp1W9enVlZGSocePG+uWXX5za/5EjR1SzZk1J0uHDh1WjRg2n9n81u92uWbNmaeTIkbLZbDnaPTw81KdPH40ZM0aVKlUq1loAAEDp5OrxC5NkAACUTx7uLqC4VK1aVY0bN5Yk7du3z83VFM369evVtGlTDRo0yDRouvPOO7V582a98cYbBE0AAMDt7Ha7pk+frgYNGpgGTR4eHurfv792796trl27EjQBAFDGlMptdPmVnp4u6a8BTWl06tQpvfzyy3r//fdN26tUqaLJkyfrn//8Z6n9GgEAQNmyfv169erVS9u3bzdtv/POOxUfH6/bb7/dtYUBAACXKbNh04kTJ7Rr1y5JKtT+/yNHjuTZfuzYsULVlR9ZWVl67733NHToUJ05c8b0mueff16TJk3SddddV2x1AACA0sWd4xcmyQAAwCVlNmx6/fXXZbfbJUldunQp8P2XzjNwtZ9//lmxsbH66aefTNsbN26s+Ph4tWjRwsWVAQCAks4d4xcmyQAAwNXKZNj0008/acaMGZKkGjVqqFevXu4tKB/Onz+vkSNHavbs2crKysrRHhAQoLFjx6pPnz6yWsvkvzYAAFDKMEkGAADMlLnUIikpSY8//rjsdrssFos++OAD+fn5Fbifw4cP59l+7NgxRUZGFrbMbIZhaNGiRRo0aJCOHz9ues2TTz6puLg43XDDDUV+HgAAKLtcNX5hkgwAAOSlWP/vb7fb5eXlVeR+5s2bp5iYmGtel5ycrA4dOmSfVzBhwgRFRUUV6pnF/SpgSdq9e7d69+6t1atXm7bXq1dPc+bM0f3331/stQAAgNKvuMcvhmFo4cKFGjx4MJNkAAAgV2VmqunixYvq3LmztmzZIkkaNGiQhg4d6uaqzKWmpmr8+PF6/fXXlZmZmaPdx8dHw4cP10svvaQKFSq4oUIAAIArMUkGAADyq1jDJqvVmv1GuKKoVq1anu12u11dunTR999/L0nq0aOH4uLiivzc4rB06VL17dtXBw8eNG1/6KGHNGvWLN14440urgwAACAnJskAAEBBFfvKpgYNGhRr/1lZWerWrZuWLl0q6a+l22+99VaxPrMwDhw4oP79+2vJkiWm7TVr1tTMmTPVuXNnWSwWF1cHAACQE5NkAACgMDzcXUBR9ezZU4sWLZIk/eMf/9CCBQvk4VFyvqz09HRNmDBB4eHhpkGT1WrVyy+/rF27dunhhx8maAIAAG534MABderUSZ06dTINmmrWrKn//ve/+uqrrwiaAABADqX6zKZBgwbp3XfflSTdd999+uyzz5xyILmzrFq1Sr1799aePXtM21u3bq05c+YoPDzcxZUBAADklJ6erri4OI0bN05paWk52q1WqwYPHqwRI0bI39/fDRUCAIDSoNSGTaNGjdL06dMlSS1atNCXX35ZYs4JOHbsmAYPHqyFCxeatgcHBysuLk5PP/00K5kAAECJwCQZAABwllIZNs2aNUujR4+WJN1www2aMmWK9u/fn+c99evXL/ZVT3a7XXPnztWIESN04cKFHO0Wi0W9evXSuHHjFBQUVKy1AAAA5AeTZAAAwNlKZdj0+eefZ3/8559/qlWrVte8Z//+/apTp06x1fS///1PsbGx2rZtm2l7RESE4uPj1bRp02KrAQAAIL/sdrtmzpzJJBkAAHC6Uhk2lTRDhgzJdTYwKChIEydO1AsvvCBPT08XVwYAAGCuQ4cO2rlzp2kbk2QAAKAoLIZhGO4uojQ6cuSIatasmec1zz33nKZMmaLg4GAXVQUAAJC7a41fmCQDAADOwMqmYtCoUSPNnTtXd999t7tLAQAAyJeYmBhNnjyZSTIAAFBkHu4uoCzx9/fX1KlTtXXrVoImAABQKjRq1Eg//vij5s2bR9AEAACcgpVNTvL4449r+vTpqlGjhrtLAQAAuCZfX1+NHTtW/fr1K/Y39gIAgPKFsMkJPvzwQ3Xr1s3dZQAAAOTbDz/8oIiICHeXAQAAyiC20TlBmzZt3F0CAABAgVSrVs3dJQAAgDKKsAkAAAAAAABOwza6QrLb7dkfHzt2zI2VAACAkig0NFRWa8kaajF+AQAAeXHW+KVkjYBKkZMnT2Z/HBkZ6cZKAABASXT48OES9+IQxi8AACAvzhq/sI0OAAAAAAAATmMxDMNwdxGl0cWLF/Xrr79Kkq6//nqnL5M/duxY9ozjpk2bOMQTfE/AFN8XuBrfEyVHSdxGx/gFrsb3BK7G9wSuxvdEycI2Ojfz8fFx2euCq1WrVuKW4cO9+J6AGb4vcDW+J3A1xi9wJ74ncDW+J3A1vifKDrbRAQAAAAAAwGkImwAAAAAAAOA0hE0AAAAAAABwGsImAAAAAAAAOA1hEwAAAAAAAJyGsAkAAAAAAABOQ9gEAAAAAAAAp7EYhmG4uwgAAAAAAACUDaxsAgAAAAAAgNMQNgEAAAAAAMBpCJsAAAAAAADgNIRNAAAAAAAAcBrCJgAAAAAAADgNYRMAAAAAAACchrAJAAAAAAAATkPYBAAAAAAAAKchbAIAAAAAAIDTEDYBAAAAAADAaQibAAAAAAAA4DSETaXQoUOHFB8fryeffFL169eXv7+/fHx8VKNGDXXu3FkLFy6U3W53d5lwMZvNph9//FFTp05Vly5dVLduXVksFlksFtWpU8fd5aEYHDp0SC+++KJuueUW+fv7q0qVKoqMjNTUqVOVmprq7vLgIidOnNBXX32lkSNH6sEHH9R1112X/d9+TEyMu8sDsjF+wdUYu5Q/jF1wCeOXss9iGIbh7iKQfyNHjtS4ceN0rX9tzZo10+eff65atWq5qDK4W5s2bbRmzRrTttq1a+vAgQMurQfF6+uvv9bTTz+t8+fPm7bXr19f33zzjW688UYXVwZXs1gsubY999xzmj9/vuuKAXLB+AVmGLuUL4xdcDnGL2UfK5tKmaNHj8owDPn7++uZZ57RvHnztG7dOm3evFkLFixQRESEJGnz5s1q27atbDabmyuGq1w+gK9cubLuv/9+BQQEuLEiFJdffvlFXbp00fnz5xUQEKDx48drw4YNWrVqlV544QVJ0p49e9ShQwd+BpQzNWvWVLt27dxdBpAD4xeYYexSfjB2QV4Yv5RRBkqVIUOGGJMnTzYuXLhg2m63240uXboYkgxJxpgxY1xcIdzlrbfeMj766CNj79692Z+rXbu2IcmoXbu2+wqD07Vu3dqQZFitVmPDhg052qdMmZL9M2D06NFuqBCuNHLkSGPp0qXG8ePHDcMwjP3792f/+3/uuefcWxzwfxi/wAxjl/KDsQuuxvil7GMbXRl0+vRpVa9eXRkZGWrcuLF++eUXd5cEN6lTp44OHjzIUvQyJCEhQZGRkZKknj176s0338xxTVZWlho1aqRdu3apcuXKSkpKkpeXl6tLhZscOHBAdevWlcQydJQujF8gMXYpixi7ID8Yv5Q9bKMrg6pWrarGjRtLkvbt2+fmagA40xdffJH9cffu3U2v8fDw0LPPPitJOnv2bK7nYQBAScL4BSibGLsA5RNhUxmVnp4u6a8f3ADKjrVr10qS/P391bRp01yvu/fee7M/XrduXbHXBQDOwPgFKHsYuwDlE/8nL4NOnDihXbt2SZIaNGjg5moAONOl/7bDwsJktVpzve7y//Yv3QMAJRnjF6BsYuwClE+ETWXQ66+/LrvdLknq0qWLm6sB4CwXL17UqVOnJEk1atTI89rKlSvL399fknT48OFirw0AiorxC1D2MHYByi/CpjLmp59+0owZMyT99QO9V69e7i0IgNMkJydnf5yfV0NfGrDxCmEAJR3jF6BsYuwClF+ETWVIUlKSHn/8cdntdlksFn3wwQfy8/Nzd1kAnOTixYvZH3t7e1/z+goVKkiS0tLSiq0mACgqxi9A2cXYBSi/CJuKyaUBU1F/5feVj8nJyerQoYOOHDkiSZowYYKioqKK8StEYbj6+wJli4+PT/bHGRkZ17z+0kG7vr6+xVYTgLKF8QuuxtgFRcHYBSi/CJvKgIsXL6pz587asmWLJGnQoEEaOnSom6sC4GyBgYHZH+dneXlKSoqk/C1bBwBXY/wClH2MXYDyK/fXAaBIrFarU96iUK1atTzb7Xa7unTpou+//16S1KNHD8XFxRX5uSgervq+QNnk4+Oj6667TqdOncpeBZCbs2fPZg/Yatas6YryAJQBjF9wNcYuKArGLkD5RdhUjIr7tb1ZWVnq1q2bli5dKkl68skn9dZbbxXrM1F0vM4ZRXHLLbdo7dq1SkxMlN1uz/UVwrt3777iHgDIL8YvuBpjFxQFYxegfGIbXSnWs2dPLVq0SJL0j3/8QwsWLJCHB/9KgbKsVatWkv5aZn5p64mZH374Ifvjli1bFntdAJBfjF+A8oWxC1A+8X/2UmrQoEF69913JUn33XefPvvsM3l5ebm5KgDF7eGHH87+eN68eabXZGVl6cMPP5QkBQUFqU2bNq4oDQCuifELUP4wdgHKJ8KmUmjUqFGaPn26JKlFixb68ssvs18TCqBsi4yM1N133y1Jeu+997Rx48Yc18TFxWWfr9G/f3/+IgegRGD8ApRPjF2A8okzm0qZWbNmafTo0ZKkG264QVOmTNH+/fvzvKd+/fr8wC4HEhMTtW7duis+d+mtHzabLccrh9u3b6/Q0FBXlQcneuONN9SyZUulpaWpXbt2GjZsmNq0aaO0tDQtWrRIb7/9tiTp5ptv1uDBg91cLYrbunXrlJiYmP37U6dOZX+cmJiY47/9mJgYF1UG/I3xC8wwdik/GLvgaoxfyj6LYRiGu4tA/rVu3fqK/cz5sX//ftWpU6d4CkKJMX/+fHXv3j3f13///fdq3bp18RWEYrV06VI988wzunDhgmn7zTffrK+//lphYWEurgyuFhMTow8++CDf1/O/fbgD4xeYYexSvjB2weUYv5R9bKMDgFKoY8eO2r59uwYOHKibb75Zfn5+CgoKUrNmzTR58mT9/PPPDNYAAECJwdgFKF9Y2QQAAAAAAACnYWUTAAAAAAAAnIawCQAAAAAAAE5D2AQAAAAAAACnIWwCAAAAAACA0xA2AQAAAAAAwGkImwAAAAAAAOA0hE0AAAAAAABwGsImAAAAAAAAOA1hEwAAAAAAAJyGsAkAAAAAAABOQ9gEAAAAAAAApyFsAgAAAAAAgNMQNgEAAAAAAMBpCJsAAAAAAADgNIRNAAAAAAAAcBrCJgAAAAAAADgNYROAcq9OnTqyWCyKiYkpdB8HDhyQxWKRxWLR/PnznVZbcXDG1wsAANyL8QuAkoywCQAAAAAAAE5D2AQAAAAAAACnsbq7AABwtwMHDri7BAAAgAJh/AKgJGNlEwAAAAAAAJyGsAkAAAAAAABOQ9gEoNiMGjUq+w0nknT+/HmNHTtWTZo0UVBQkOmbT1asWKFnnnlGdevWla+vrypWrKjbbrtNQ4YM0bFjx/J83tGjRzV06FDdcccdqlSpkry9vRUaGqpbb71VXbt21fz583XhwoUc9+Xn7SYOh0Nz5sxR8+bNVbFiRVWqVEl33HGHpk6dqvT09Gv+WbRu3VoWi0WtW7fO87qr/8yulpKSok8++UQ9evTQ7bffrkqVKsnLy0vXX3+97r33Xk2dOlU2m+2a9eTl4sWLmjlzplq3bq3rrrtOXl5eqlKliho0aKCHHnpI06dPZ+k+AKDMYvzyN8YvAArNAIBi8tprrxmSDEnG77//btSpUyf795d+zZs3zzAMw7DZbMYjjzySo/3yXwEBAcbSpUtNn/Xjjz8aFStWzPN+Sab3165d25BkPPfcc6Z9X7hwwWjZsmWufTZt2tTYunVrjq/pcvfee68hybj33nvz/Wdm5lI/ef2qW7eusWvXrlyfkdfXe/ToUSM8PPyazxg8eHCeXwcAAKUV45e/MX4BUFgcEA7AJR5//HH9+eef6tu3rzp16qTKlStr7969ql27thwOhzp27Kjvv/9eFotF0dHRevTRR1W3bl1lZmZq06ZNiouL06FDh/TYY49pw4YNatq0aXbf6enpio6O1oULFxQYGKjY2Fi1adNGwcHByszM1MGDB7Vx40Z9/vnnhar96aef1vr16yVJkZGRGjhwoOrVq6ekpCTNnz9f//nPf9SzZ0+n/Dldi91u16233qpOnTqpWbNmql69ugzD0MGDB/Xf//5Xn376qfbv36+HH35Y27Ztk4+PT4H679u3r3bu3ClJeuaZZ/Too4+qevXq8vT0VFJSkrZs2aIvvviiGL4yAABKHsYvzsH4BSiH3J12ASi7Lp/l8vDwMJYvX2563dSpUw1JhpeXl/HNN9+YXnPmzBmjYcOGhiSjVatWV7StWrUqz5m/SzIzM43z58/n+HxeM2VLlizJ7vuhhx4yMjMzc1wzevRo09nOyzlrZvD333/P8/4VK1YYHh4ehiTj3XffNb0mt683LS3N8PLyytfM3+nTp/NsBwCgtGL88jfGLwAKizObALhETEyM7r///hyfz8zMVFxcnCSpT58+evDBB03vr1y5sl5//XVJ0rp165SYmJjddvz48eyP77nnnlxrsFqtqlixYoHqjo+PlyRVqFBB77zzjqzWnAtCX331VTVq1KhA/RZWvXr18mxv27atOnXqJEkFnsE7c+aMMjMzJeX95yhJVapUKVDfAACURoxfnIPxC1D+EDYBcImnn37a9PObNm3KPjizS5cuefZx+QBi48aN2R9Xq1Yt++N58+YVpcwr2O12/fDDD5Kkdu3aqXr16qbXeXh46LnnnnPacwvi5MmT2rt3r3777bfsX9dff70k6ZdffilQX1WrVpW3t7ckacGCBbLb7U6vFwCA0oTxS/Fg/AKUfZzZBMAlGjdubPr5zZs3Z39811135bu/y2cDW7VqpRtvvFF//PGHBgwYoI8++kiPPPKI7r33XjVr1ix7AFJQ+/btU2pqqiQpIiIiz2sjIyML9YzCWL9+vWbOnKmVK1fqzJkzuV536tSpAvVboUIFPfnkk1qwYIE+++wzJSQkqEuXLmrdurVatmypSpUqFbV0AABKFcYvzsP4BShfWNkEwCUqV65s+vkTJ04Uqr9LgyhJ8vLy0tKlS3XLLbdIkhISEjRs2DC1bNlSQUFBevDBB/Xxxx/L4XAU6Blnz57N/jg4ODjPa0NCQgrUd2GNGjVKrVq10qeffprnQE2S0tLSCtz/7Nmz1bFjR0nSwYMH9frrr6tDhw6qWrWqIiMjNXXqVNPXLwMAUBYxfnEOxi9A+cPKJgAu4enpafr5ywdQa9asUdWqVfPV39WDp/DwcP36669aunSpli5dqh9++EH79u1TWlqali1bpmXLlmnatGn65ptvrjnwusQwjOyPLRZLvq8tLqtWrdLo0aMlSTfeeKNefPFFtWrVSrVq1VJAQED2n/HIkSM1duzYQj2jYsWKWrJkiTZt2qRPP/1U33//vX755Rc5HA4lJCQoISFBr7/+ur744osCzeQCAFAaMX4pOsYvQPlE2ATArS4fnHl7exfpoEpPT089/PDDevjhhyVJx44d07fffqu5c+dqy5Yt2rJli3r27Kn//ve/+erv8kMkk5KS8rz2WjOcHh5/LSTNysrK87qUlJRc29555x1JUlBQkDZu3JjroPPyGc3CioyMzF5an5ycrDVr1mjevHn673//qxMnTuixxx7Tvn375OvrW+RnAQBQ2jB+uRLjFwBXYxsdALdq0qRJ9sfLly93at/VqlXTP//5T23cuFF33HGHJOmrr77K9/Lsm266SX5+fpL+Wtqel2u1BwYGSrr2QGrPnj25tu3YsUOSFBUVlefs5uXnSDhDYGCgOnbsqMWLF6tfv36S/hoIr1u3zqnPAQCgtGD8ciXGLwCuRtgEwK1atWqVPQP35ptvFst+ei8vL917772S/npDy7lz5/J1n9Vqzb5v+fLl2W+duVpWVpY++OCDPPuqW7euJOn3339XcnK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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 616, "width": 589 } }, "output_type": "display_data" } ], "source": [ "# Then we create a facet grid\n", "grid = sns.FacetGrid(data=anscombe.to_pandas(), col='dataset', hue='dataset', col_wrap=2);\n", "\n", "# And ap our custom function to each facet and pass the residuals column to x\n", "grid.map(qqplot_custom,'residuals');\n", "\n", "grid.figure.suptitle(\"Custom QQplot\", y=1.02, fontsize=14);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It also might be nice to see a regular residual plot" ] }, { "cell_type": "code", "execution_count": 102, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 102, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 490, "width": 553 } }, "output_type": "display_data" } ], "source": [ "sns.relplot(\n", " data=anscombe,\n", " kind='scatter',\n", " x='x',y='residuals', \n", " col='dataset', hue='dataset',\n", " col_wrap=2,\n", " height=2.5,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can achieve the same thing by using a `FacetGrid` and mapping `sns.residplot` to each facet. \n", "But this doesn't give us a lot of control over the residuals themselves. `seaborn` will calculate the `ols` in the background but we can't access them or modify the model:" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 590, "width": 589 } }, "output_type": "display_data" } ], "source": [ "grid = sns.FacetGrid(data=anscombe.to_pandas(), col='dataset', hue='dataset', col_wrap=2);\n", "grid.map(sns.residplot, 'x', 'y')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Model Comparison\n", "\n", "Now that we've seen how to estimate a model using `ols` how do we know whether the slope we're observing between **Income** and **Balance** is meaningful? \n", "\n", "In class we learned that we can formulate our hypotheses as **model comparisons**, i.e. comparing a *compact* model to an *augmented* model and asking whether the **trade-off** between adding more parameters and the proportional reduction in error (PRE) is **worth it**.\n", "\n", "\n", "
\n", "\"Figure\n", "
\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The Manual Way: Building Intuitions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see how to implement this using `statsmodels` ourselves. We already have our *augmented* model that includes **Income** as predictor. So let's create and fit a *compact* model that doesn't:" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [], "source": [ "# Model with only an intercept term - i.e. mean of Balance\n", "compact_model = ols(\"Balance ~ 1\", data=df.to_pandas())\n", "compact_results = compact_model.fit()\n", "\n", "# Same as our model above, just redefining it here for clarity\n", "# 2 parameters: Intercept + Slope of Income\n", "augmented_model = ols(\"Balance ~ Income\", data=df.to_pandas())\n", "augmented_results = augmented_model.fit()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's calculate our PRE using the SSE of each model. Remember we can access this using the `.ssr` attribute of a model's results object:\n" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Proportional Reduction in Error: 0.21\n" ] } ], "source": [ "error_c = compact_results.ssr\n", "error_a = augmented_results.ssr\n", "\n", "PRE = (error_c - error_a) / error_c\n", "\n", "print(f\"Proportional Reduction in Error: {PRE:.2f}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This tells us that adding **Income** as a predictor reduces our SSE in predicting **Balance** by about 21%. \n", "This estimate is the same as our **coefficient of variation** ($R^2$) from earlier! \n", "It turns out for *univariate regression only*, the PRE is identical to the coefficient of variation!\n", "\n", "That seems good, but is it **worth it**?\n", "\n", "To answer this question we need to know the *sampling distribution* of PRE - i.e. how *uncertain* we are about this single PRE we calculated. Had we collected another dataset, our PRE could be a bit different...\n", "\n", "We could use what we learned about **resampling** to calculate this distribution, but we'll explore that later... \n", "\n", "For now, a shortcut we can exploit is that the sampling distribution of PRE is awfully similar to the sampling distribution of the F-statistic (see above image). \n", "In fact we can convert between the two, and get the **analytic sampling distribution** as follows:\n", "\n", "
\n", "\"Figure\n", "
\n", "\n", "Let's calculate that now:" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PRE to F: 0.21 to 108.99\n" ] } ], "source": [ "pa = 2 # intercept + slope\n", "pc = 1 # intercept only\n", "n = df.height\n", "\n", "F = (PRE / (pa - pc)) / ((1 - PRE) / (n - pa)) \n", "\n", "print(f\"PRE to F: {PRE:.2f} to {F:.2f}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To look up the analytic sampling distribution and calculate a p-value we can use `scipy` which contains many different types of [distributions](https://docs.scipy.org/doc/scipy/reference/stats.html#continuous-distributions). We'll import the F distribution and look for proportion of values equal to greater than our observed F-statistic.\n", "\n", "We can use the **cumulative distribution function** of the F-statistic as our sampling distribution - this is a distribution of *probabilities* that F will take on some value given some \"degrees of freedom.\"\n" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Proportion Reduction of Error: = 0.214977, F = 108.991715, p = 0.0000\n" ] } ], "source": [ "from scipy.stats import f\n", "\n", "# Difference in number of model degrees of freedom = difference in number of parameters\n", "model_df = pa - pc\n", "\n", "# Error df = number of observations - number of model parameters in augmented model\n", "error_df = df.height - pa\n", "\n", "pval = 1 - f.cdf(F, model_df, error_df)\n", "\n", "print(f\"Proportion Reduction of Error: = {PRE:3f}, F = {F:3f}, p = {pval:.4f}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To visualize this sampling distribution we can use the following helper function provided by your instructors.\n", "\n", "But with such a large F-statistic the rejection region is off the plot - it's very *worth it* to add this additional parameter!" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Proportion Reduction of Error: 0.215, F = 108.992, p = 0.0000\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 469, "width": 691 } }, "output_type": "display_data" } ], "source": [ "from helpers import plot_F_sampling_distribution\n", "plot_F_sampling_distribution(PRE, F, pval, pa, pc, n)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Aside on degrees of freedom\n", "\n", "Ok let's take a second to try to understand degrees of freedom (df) a little better. DF is the number of dimensions along which a quantity can vary. For example, let’s say we have the following data points for a variable $x: [3, 5, 7, 9, 11]$, and estimate the sample mean which is $7$. With this estimate in hand, we can recover any single value if it were missing. \n", "\n", "For example, let’s say we didn't know what the first value was: $x: [nan, 5, 7, 9, 11]$\n", "\n", "Using the mean we estimated, $7$, we know that this value *must* be $3$. It's value is \"fixed\" and thus determined by the rest of the values and the mean we calculated. Why? Because the mean of $7$ implies that the sum of all of the values is $7 * n = 35$. And $35 - (5 + 7 + 9 + 11) = 3$.\n", "\n", "When you think/read about \"losing\" or \"consuming\" a degree of freedom, it means that there is an observation who's value that is no longer free to vary after estimating a parameter. This is why we often \"correct\" for degrees of freedom in sample statistics, like the sample variance by dividing by $n-1$:\n", "\n", "\n", "$$\\sigma^2_x = \\frac{\\sum_{i=1}^n (x_i - \\bar{x})^2}{n-1}$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Because the sample variance $\\sigma_x^2$ is a function of the sample mean $\\bar{x}$, we have 1 data-point who's value is *fixed* based upon is *this particular* sample mean. Hence the true number of *independent* observations we have is $n-1$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Degrees of freedom in GLM\n", "\n", "In the GLM, degrees-of-freedom are associated with both the *independent parameters* (**model df**) and *independent errors* (**error df**).\n", "\n", "**Model df** (or \"numerator df\") is generally equal to the number of parameters $p$, assuming none of the predictors in X are redundant. For our compact model, $p = 1$ because we're only estimating 1 parameter, the intercept. \n", "Likewise, for our augmented model $p = 2$ because we're estimating *both* an intercept *and* a slope.\n", "\n", "**Error df** (or \"denominator df\"), assuming the errors are independent, is the number of observations ($n$) minus the number of model parameters estimated ($p$). For our compact model this is $400 - 1$ and for our augmented model it is $400 - 2$.\n", "\n", "Using these values we can using the `f.cdf` function like we did above to calculate the p-value associated with our calculated F-statistic!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The Easier Way: What you'll do in practice\n", "\n", "Fortunately `statsmodels` has a built-in function to automate this process for us: `anova_lm()`. This function takes 1 or more results from fitted `ols` models and compares them in the same way we just did:" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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df_residssrdf_diffss_diffFPr(>F)
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" ], "text/plain": [ " df_resid ssr df_diff ss_diff F Pr(>F)\n", "0 399.0 8.433991e+07 0.0 NaN NaN NaN\n", "1 398.0 6.620874e+07 1.0 1.813117e+07 108.991715 1.030886e-22" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Due to a quirk of how statsmodels was made, we need to import and use anova_lm() like this\n", "import statsmodels.api as sm \n", "\n", "sm.stats.anova_lm(compact_results, augmented_results)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice we get the same F-statistic and p-value as before!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Parameter Inference: Meet `.summary()`\n", "\n", "Up until now we've been manually accessing the various attributed of the results from a fitted model, e.g. `results.ssr`. \n", "Of course, like R `statsmodels` can provide all these values plus additional information in a handy *summary*.\n", "\n", "We can use the `.summary()` method on a results object to get all of these statistics plus more in a single line of code:" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: Balance R-squared: 0.215\n", "Model: OLS Adj. R-squared: 0.213\n", "Method: Least Squares F-statistic: 109.0\n", "Date: Wed, 12 Feb 2025 Prob (F-statistic): 1.03e-22\n", "Time: 16:47:16 Log-Likelihood: -2970.9\n", "No. Observations: 400 AIC: 5946.\n", "Df Residuals: 398 BIC: 5954.\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "Intercept 246.5148 33.199 7.425 0.000 181.247 311.783\n", "Income 6.0484 0.579 10.440 0.000 4.909 7.187\n", "==============================================================================\n", "Omnibus: 42.505 Durbin-Watson: 1.951\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 20.975\n", "Skew: 0.384 Prob(JB): 2.79e-05\n", "Kurtosis: 2.182 Cond. No. 93.3\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] } ], "source": [ "# Note: I find it a bit easier to read the summary table if you put it inside a print() function\n", "print(augmented_results.summary()) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This [website](https://www.geeksforgeeks.org/interpreting-the-results-of-linear-regression-using-ols-summary/) has a comprehensive breakdown of this output. \n", "\n", "But let's highlight the key statistics that we've been focusing on so far and remind ourselves what they mean:\n", "\n", "- $F\\ statistic$: the `F` value we calculated using the PRE\n", "- $DF\\ Residuals$: number of observations (400) minus the number of parameters (2) we estimated\n", "- $Prob\\ (F\\ statistic)$: the `pval` value we calculated using analytic sampling distribution of `F`\n", "- $\\beta_0$: the `coef` value of the `Intercept`\n", "- $\\beta_1$: the `coef` value of the `Income`\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Parameter Inference as nested model comparison\n", "\n", "We haven't talked about what the $t$ or $std err$ of each parameter means yet, but you might notice that for **Income**, the statistic $t$ is equal to $\\sqrt{F}$, i.e. $10.44 = \\sqrt{108.99}$\n" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "np.float64(10.439909730990184)" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.sqrt(results.fvalue) " ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "np.float64(10.439909730990186)" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results.tvalues['Income']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This tells us that when we talk about performing statistical inference on a **parameter estimate**, it's proportional to performing a comparison between 2 **nested models**:\n", "\n", "- a *compact model* with some parameters\n", "- an *augmented model* with all the same parameters *plus* a new one we want to make an inference about, e.g. $Income$ \n", "\n", "In other words, testing the hypothesis that the slope of **Income** in predicting **Balance** is different that 0:\n", "\n", "$$\n", "H_0: \\beta_1 = 0 \\\\\n", "H_1: \\beta_1 \\neq 0 \\\\\n", "$$\n", "\n", "is equivalent to testing whether the proporational reduction in error (PRE), between two models, that differ only in that parameter, is *worth it*:\n", "\n", "$$\n", "\\begin{align*}\n", "H_0: \\hat{Balance}_i &= \\hat{\\beta_0} \\\\\n", "H_1: \\hat{Balance}_i &= \\hat{\\beta_0} + \\hat{\\beta_1} Income_i \\\\\n", "\\end{align*}\n", "$$\n", "\n", "In a later notebook we'll talk about how to perform parameter inference using the **uncertainty** of each $\\hat{\\beta}$ estimate (i.e. it's standard-error), but the interpretation doesn't really change! " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Wrap-up\n", "\n", "### Reporting Results\n", "\n", "Putting it all together we might write up our results like this:\n", "\n", "*We observed, a significant relationship between a person's income and the average balance on their credit cards F(1, 389) = 108.99, p < .001, r = .463.* \n", "*With each additional $1000 of income, a person's average balance is predicted to increase by $6.05 [4.91 7.19]*\n" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 490, "width": 489 } }, "output_type": "display_data" } ], "source": [ "sns.lmplot(data=df, x='Income', y='Balance')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Summary\n", "\n", "In this notebook we met `statsmodels` which allowed us to much more easily estimate univariate regression models using `ols`. \n", "We also learned how to evaluation a model by inspecting its residuals and fitted values using `seaborn`. \n", "Finally we demonstrated how we can test hypotheses by comparing modes to each other. \n", "And how parameter inference (whether or not a parameter is statistically different from 0) is equivalent to comparing 2 models with and without the parameter.\n", "\n", "Here's a list of basic steps you may want to keep in mind as we move forward with multiple regression and categorical predictors later this week:\n", "\n", "1. Define a model using `ols()` and a formula\n", "2. Estimate a model `.fit()` and save the results to a variable\n", "3. Inspect attributes of the saved results and use `seaborn` to plot them and evaluate model assumptions\n", "4. Formulate hypotheses as nested-model comparisons between a compact and augmented model and use `anova_lm()` to compare them\n", "5. Inspect parameter inferences *after* model selection using `.summary()`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Challenge\n", "\n", "Use the same DataFrame of credit-card scores to estimate and interpret the relationship between a person's **Age** and their **Balance**. \n", "We've reloaded it for you below:" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "shape: (5, 12)
IndexIncomeLimitRatingCardsAgeEducationGenderStudentMarriedEthnicityBalance
i64f64i64i64i64i64i64strstrstrstri64
114.891360628323411"Male""No""Yes""Caucasian"333
2106.025664548338215"Female""Yes""Yes""Asian"903
3104.593707551447111"Male""No""No""Asian"580
4148.924950468133611"Female""No""No""Asian"964
555.882489735726816"Male""No""Yes""Caucasian"331
" ], "text/plain": [ "shape: (5, 12)\n", "┌───────┬─────────┬───────┬────────┬───┬─────────┬─────────┬───────────┬─────────┐\n", "│ Index ┆ Income ┆ Limit ┆ Rating ┆ … ┆ Student ┆ Married ┆ Ethnicity ┆ Balance │\n", "│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ --- ┆ --- ┆ --- ┆ --- │\n", "│ i64 ┆ f64 ┆ i64 ┆ i64 ┆ ┆ str ┆ str ┆ str ┆ i64 │\n", "╞═══════╪═════════╪═══════╪════════╪═══╪═════════╪═════════╪═══════════╪═════════╡\n", "│ 1 ┆ 14.891 ┆ 3606 ┆ 283 ┆ … ┆ No ┆ Yes ┆ Caucasian ┆ 333 │\n", "│ 2 ┆ 106.025 ┆ 6645 ┆ 483 ┆ … ┆ Yes ┆ Yes ┆ Asian ┆ 903 │\n", "│ 3 ┆ 104.593 ┆ 7075 ┆ 514 ┆ … ┆ No ┆ No ┆ Asian ┆ 580 │\n", "│ 4 ┆ 148.924 ┆ 9504 ┆ 681 ┆ … ┆ No ┆ No ┆ Asian ┆ 964 │\n", "│ 5 ┆ 55.882 ┆ 4897 ┆ 357 ┆ … ┆ No ┆ Yes ┆ Caucasian ┆ 331 │\n", "└───────┴─────────┴───────┴────────┴───┴─────────┴─────────┴───────────┴─────────┘" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pl.read_csv('./data/credit.csv')\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1) Visually explore the data\n", "\n", "Does anything seem strange about the values?" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 489, "width": 490 } }, "output_type": "display_data" } ], "source": [ "# Your code here\n", "sns.relplot(\n", " data=df,\n", " x='Age',\n", " y='Balance'\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2) Estimate a univariate regression\n", "\n", "Use the `statsmodels` to estimate a simple univariate regression model that captures:\n", "\n", "$$\n", "Balance_i = \\beta_0 + \\beta_1 Age_i\n", "$$" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [], "source": [ "# Your code here\n", "model = ols('Balance ~ Age', data=df.to_pandas())\n", "results = model.fit()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3) Evaluate the model\n", "\n", "Make some figures of the residuals and write a sentence or two describing them and what concerns you have if any" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 432, "width": 572 } }, "output_type": "display_data" } ], "source": [ "# Your code here\n", "df = df.with_columns(\n", " residuals = results.resid.to_numpy()\n", ")\n", "\n", "sns.histplot(data=df, x='residuals')\n" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 489, "width": 490 } }, "output_type": "display_data" } ], "source": [ "sns.relplot(\n", " data=df,\n", " kind='scatter',\n", " x='Age',\n", " y='residuals'\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4) Test the hypothesis\n", "\n", "Test the hypothesis that **Age** is statistically significant predictor of **Balance** using model comparison. " ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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df_residssrdf_diffss_diffFPr(>F)
0399.08.433991e+070.0NaNNaNNaN
1398.08.433963e+071.0284.0282510.001340.970814
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" ], "text/plain": [ " df_resid ssr df_diff ss_diff F Pr(>F)\n", "0 399.0 8.433991e+07 0.0 NaN NaN NaN\n", "1 398.0 8.433963e+07 1.0 284.028251 0.00134 0.970814" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Your code here\n", "from statsmodels.stats.anova import anova_lm\n", "\n", "compact_model = ols('Balance ~ 1', data=df.to_pandas())\n", "compact_results = compact_model.fit()\n", "\n", "anova_lm(compact_results, results)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 5) Inspect the model summary\n", "\n", "Use `.summary()` to inspect the model summary. How does the output relate to your model comparison in the previous step?" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: Balance R-squared: 0.000\n", "Model: OLS Adj. R-squared: -0.003\n", "Method: Least Squares F-statistic: 0.001340\n", "Date: Wed, 12 Feb 2025 Prob (F-statistic): 0.971\n", "Time: 16:47:39 Log-Likelihood: -3019.4\n", "No. Observations: 400 AIC: 6043.\n", "Df Residuals: 398 BIC: 6051.\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "Intercept 517.2922 77.852 6.645 0.000 364.241 670.344\n", "Age 0.0489 1.336 0.037 0.971 -2.578 2.675\n", "==============================================================================\n", "Omnibus: 28.715 Durbin-Watson: 1.945\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 27.393\n", "Skew: 0.582 Prob(JB): 1.13e-06\n", "Kurtosis: 2.463 Cond. No. 197.\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] } ], "source": [ "# Your code here\n", "print(results.summary())" ] } ], "metadata": { "kernelspec": { "display_name": "201b", "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": "3.11.10" } }, "nbformat": 4, "nbformat_minor": 2 }