{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 2.7 Introduction to Linear Regressions" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import datetime\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import scipy.stats as stats \n", "# Basic package for basic univariate regressions,\n", "#SCIPY assumes constant (y = alpha + beta*x + sigma,\n", "#alpha is the constant, x is the indepent variablr/explanatory predictor/factors,\n", "#y is the depedent/response \n", "import statsmodels.api as statsmod \n", "# More sophisticated package for univariate and multivariate regressions" ] }, { "attachments": { "pydata_stack.png": { "image/png": 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} }, "cell_type": "markdown", "metadata": {}, "source": [ "![pydata_stack.png](attachment:pydata_stack.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 2.7.1 Simulating and Estimating a Univariate Regression Model\n", "\n", "We will simulate data according to a standard regression model:\n", "\n", "$y = \\alpha + \\beta * x + \\epsilon$\n", "\n", "and we will use OLS regression to (try to) recover $\\alpha$ and $\\beta$." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "x = np.random.normal(2,5,(100,1)) # Independent random variable has mean of 2 and stdev of 5\n", "w = np.random.normal(4,4,(100,1)) # Irrelevant random variable has mean of 4 and stdev of 4\n", "e = np.random.normal(0,10,(100,1)) # Error term has mean of 0 and stdev of 10\n", "\n", "alpha = 5\n", "beta = 2\n", "y = alpha + beta*x + e " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "y has mean of 8.8226 and stdev of 14.3715\n", "x has mean of 1.9529 and stdev of 5.3573\n", "e has mean of -0.0831 and stdev of 10.3309\n" ] } ], "source": [ "print(\"y has mean of {:7.4f} and stdev of {:7.4f}\".format(np.mean(y),np.std(y)))\n", "print(\"x has mean of {:7.4f} and stdev of {:7.4f}\".format(np.mean(x),np.std(x)))\n", "print(\"e has mean of {:7.4f} and stdev of {:7.4f}\".format(np.mean(e),np.std(e)))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Correlation between x and y is 0.6969\n", "Correlation between x and e is -0.0677\n" ] } ], "source": [ "print(\"Correlation between x and y is {:7.4f}\".format(np.corrcoef(x.T, y.T)[0,1]))\n", "print(\"Correlation between x and e is {:7.4f}\".format(np.corrcoef(x.T, e.T)[0,1]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### This code saves 'x' and 'y' so that we can all work with the same sample of random variables" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Note: I do not want to re-run this code because I do not want to overwrite original random sample\n", "# np.save('2.7_x.npy', x)\n", "# np.save('2.7_y.npy', y)\n", "# np.save('2.7_w.npy', w)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### This code loads 'x' and 'w' and 'y' arrays and summarizes the sample" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "ename": "FileNotFoundError", "evalue": "[Errno 2] No such file or directory: '2.7_x.npy'", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mload\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'2.7_x.npy'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2\u001b[0m \u001b[0my\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mload\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'2.7_y.npy'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[0mw\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mload\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'2.7_w.npy'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\numpy\\lib\\npyio.py\u001b[0m in \u001b[0;36mload\u001b[1;34m(file, mmap_mode, allow_pickle, fix_imports, encoding)\u001b[0m\n\u001b[0;32m 382\u001b[0m \u001b[0mown_fid\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 383\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfile\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbasestring\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 384\u001b[1;33m \u001b[0mfid\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfile\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"rb\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 385\u001b[0m \u001b[0mown_fid\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 386\u001b[0m \u001b[1;32melif\u001b[0m \u001b[0mis_pathlib_path\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfile\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '2.7_x.npy'" ] } ], "source": [ "x = np.load('2.7_x.npy')\n", "y = np.load('2.7_y.npy')\n", "w = np.load('2.7_w.npy')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "print(\"y has mean of {:7.4f} and stdev of {:7.4f}\".format(np.mean(y),np.std(y)))\n", "print(\"x has mean of {:7.4f} and stdev of {:7.4f}\".format(np.mean(x),np.std(x)))\n", "print(\"w has mean of {:7.4f} and stdev of {:7.4f}\".format(np.mean(w),np.std(w)))\n", "print(\"Correlation between x and y is {:7.4f}\".format(np.corrcoef(x.T, y.T)[0,1]))\n", "print(\"Correlation between w and y is {:7.4f}\".format(np.corrcoef(w.T, y.T)[0,1]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Outputs copy of data on 'x' and 'y' for use in Stata" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "x_list = [i[0] for i in x.tolist()] # list comprehension to recover list from array\n", "y_list = [i[0] for i in y.tolist()] # list comprehension to recover list from array" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "print(x.tolist())" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "output = open(\"./2.7_xy.csv\", 'w')\n", "for i in range(len(y_list)):\n", " output.write(\"{}, {}\\n\".format(x_list[i], y_list[i]))\n", "output.close() " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 2.7.2 Scipy.stats.linregress\n", "\n", "This is a simple function that you can use if you are primarily interested in slope coefficients in univariate regressions. The nice thing about this function is that" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "help(stats.linregress) #only estimates univariate regression (only one x and y)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "xy = np.hstack((x,y)) # notice (())\n", "print(xy.shape)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "stats.linregress(xy)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "beg = datetime.datetime.now()\n", "stats.linregress(xy)\n", "end = datetime.datetime.now()\n", "print(\"Regression with n=100 runs in {}.\".format((end-beg)))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "slope, intercept, r_value, p_const, std_err = stats.linregress(xy)\n", "t_stat = slope/std_err\n", "\n", "#r is the correalation of the actual y and the fitted y (fitted y aka yhat = alpha+beta*x; y does not equal to y hat)\n", "#r square is how accurate the model is; how can the \n", "print(\"R-squared: {:8.6f}\".format(r_value**2))\n", "print(\"Slope: {:8.6f} (standard error: {:8.6f}, t-statistic: {:8.6f}, p-value: missing)\".format(slope,std_err,t_stat))\n", "print(\"Intercept: {:8.6f} (standard error: missing, t-statistic: missing, p-value: {:8.6f})\".format(intercept,p_const))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Notice that this function provides a t-statistic for the slope coefficient (which still needs to be converted into a p-value) and a p-value for the constant term (without the corresponding t-statistic)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "plt.plot(x, y, '*', label='original data')\n", "plt.plot(x, intercept + slope*x, 'r', label='fitted line')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the 95% confidence interval for the slope coefficient above has length 0.806226 (= 2.274766 - 1.46854), and the 95% confidence interval for the constant has length 4.439015 (= 9.262218 - 4.823203). Below, we'll compare this value to a confidence interval based on simulating 100000 regressions using data generated by the same statistical process." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### How about a univariate regression of 'y' on nothing except for a constant? Not with stats.lingress()!" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "stats.linregress(y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### How about creating 'Y' that contains a constant and then 'y'? Not better!" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "Y = np.hstack((np.ones((len(y),1)), y))\n", "stats.linregress(Y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### How about a multivariate regression of 'y' on 'x' and 'w'? Not with stats.lingress()!" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "xwy = np.hstack((x,w,y))\n", "print(xwy.shape)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "stats.linregress(xwy) # so it's a very limited function...." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 2.7.3 Statsmodels.api.OLS\n", "\n", "This package generates more output than either linregress() or Stata... and lets you include additional independent variables... but you need to remember to add the column of ones (to estimate the intercept) and it runs a bit less quickly than stats.linregress." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "help(statsmod.OLS) # this package can run multi-variable regression does not assume constant\n", "#but have to construct own data instead of assuming everything is constant\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def reg_m(y, x):\n", " X = np.hstack((np.ones((len(x),1)), x)) # adds column of ones to X\n", " results = statsmod.OLS(y, X).fit() # creates object containing regression results\n", " return results" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "beg = datetime.datetime.now()\n", "print(reg_m(y, x).summary()) # main line\n", "end = datetime.datetime.now()\n", "print()\n", "print(\"Regression with n=100 runs in {}.\".format(end-beg))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 2.7.4 Interpreting Regression Output\n", "\n", "Conceptually, asking whether a regression coefficient is statistically different from zero is the same as asking how likely we are to estimate a regression coefficient of zero when the true value is not zero. \n", "\n", "- \"No. Observations\" tells us how many observations were included in our regression. Unlike some statistical packages, Statsmodels.api.OLS will return an error message if any of the $y$ or $x$ values are missing. Unlike some numpy functions, however, Statsmodels.api.OLS allows data to be sorted in columns or rows.\n", "- \"Df Model\" tells us how many explanatory variables are included in the regression, excluding the constant.\n", "- \"R-squared\" tells us what fraction of the total variation in the dependent variable, $y$, can be explained by variation in the explanatory variable(s). In a univariate regression, we can calculate R-squared by squaring the correlation coefficient between $x$ and $y$.\n", "- \"coef\" for \"const\" is the estimated intercept.\n", "- \"coef\" for \"x1\" is the estimated slope on the only independent variable.\n", "- \"std err\" measures the precision of our estimated intercept and slope.\n", "- \"t\" is the t-statistic, which is simply the \"coef\" divided by the corresponding \"std err\". The larger this value, the less likely that the \"coef\" could have arisen by chance, if the population parameter were zero.\n", "- \"P>|t|\" is the p-value associated with a two-sided hypothesis test that the population parameter is zero. For example, it tells us how likely we are to observe a slope coefficient that is greater than 1.8717 or less than -1.8717 when the population slope is zero.\n", "- \"[0.025 0.975]\" tells us the lower and upper bounds of the 95% confidence interval for each parameter. In this example, we multiply the standard error by 1.984467454426692 and subtract from \"coef\" to obtain the lower bound. Similarly, we multiply the standard error by 1.984467454426692 and add to \"coef\" to obtain the upper bound. (In both cases, 1.984467454426692 is the 0.025% critical value for a t-statistic with 98 degrees of freedom; I asked Python to calculate this value below.)\n", "- If we estimate 1 million regressions based on random samples generated by the same underlying statistical model, we expect the population parameter to fall inside the 95% confidence interval 95% percent of the time!\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### We can directly access estimated coefficients and standard errors" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "reg_result = reg_m(y, x)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "print(dir(reg_result))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "print(reg_result.params) # array containing parameter estimates\n", "print(reg_result.bse) # array containing standard errors for parameter estimates" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "print(reg_result.params[0], reg_result.params[1]) # extracts each parameter estimate\n", "print(reg_result.tvalues) # extracts (2,) containg both t-stats\n", "print(reg_result.pvalues[1]) # extracts p-value for slope" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The p-value for the slope is based on a two-sided hypothesis test assuming 98 degrees of freedom\n", "\n", "It tells us how likely we are to observe a t-statistic greater than or equal to 9.214 (or less than or equal to -9.214) when the true slope parameter is zero. In this case, the answer is very, very close to never." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "tstat_slope = reg_result.tvalues[1]\n", "stats.t.sf(np.abs(tstat_slope), 98)*2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### We can plot the probability of a t-statistic being above a given value using the cumulative distribution function: stats.t.cdf()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "v = np.arange(-2.5,2.5,.01)\n", "p = stats.t.cdf(v, 98, loc=0, scale=1)\n", "plt.scatter(v,p, color='maroon')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### We can plot the probability of a t-statistic being above a given value using the survival function: stats.t.sf()\n", "\n", "Note: stats.t.sf() is essentially just 1-stats.t.cdf()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "v = np.arange(-2.5,2.5,.01)\n", "p = stats.t.sf(v, 98, loc=0, scale=1)\n", "plt.scatter(v,p, color='maroon')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### We can use the inverse survival function to determine the t-stat associated with a given probability" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "stats.t.isf(0.975, 98, loc=0, scale=1) # This tells us that 97.5% of the observations have t-stat above -1.9845" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "stats.t.isf(0.025, 98, loc=0, scale=1) # This tells us that 2.5% of the observations have t-stat above 1.9845" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "stats.t.isf(0.05, 98, loc=0, scale=1) # This tells us that 5.0% of the observations have t-stat above 1.6606" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### We can ask Python to give us the interval (centered on zero) that has a given probability of containing the true parameter value. \n", "\n", "Python calculates the 95% confidence interval for a regression coefficient by multiplying its standard error by critical values that reflect the degrees of freedom in the model. " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "stats.t.interval(0.90, 98, loc=0, scale=1) # Critical values for 90% CI centered on zero" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "stats.t.interval(0.95, 98, loc=0, scale=1) # Critical values for 95% CI centered on zero" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "stats.t.interval(0.99, 98, loc=0, scale=1) # Critical values for 99% CI centered on zero" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 2.7.5 Estimating Multivariate Regressions\n", "\n", "- Below, I am adding a second explanatory variable ('w') to the regression by adding another column to array of independent variables.\n", "- Now, x1 corresponds to 'x' (which should have an estimated coefficient near 2.00) and x2 corresponds to 'w' (which should have an estimated coefficient near 0.00)." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "W = np.hstack((x,w)) # Array of independent variables now includes x and w\n", "print(reg_m(y, W).summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that the 'coef' and 'std err' for 'const' and 'x1' are similar to those estimated previously, while the 'coef' for 'x2' is close to zero and the 95% confidence interval for 'x2' includes zero." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 2.7.6 Simulating distributions of $a$ and $b$ when $\\alpha=5$, $\\beta = 2$, and $n = 100$\n", "\n", "Let's return to the initial regression involving 100 observations. The population parameter for the slope was 2.00 and the OLS estimate was 1.87, with a corresponding p-value below 0.0000.\n", "\n", "We're going to:\n", "1. Create an empty array for each estimate (a and b) that is (100000,1).\n", "2. Simulate 100000 draws of y and x under the assumptions that alpha=5 and beta=2, where x follows a normal distribution (mean 2, sd = 5) as mentioned in the first line/code of this notebook.\n", "3. Estimate 100000 OLS regressions of y on x (where reg_m(y, x) automatically adds the constant).\n", "4. Add the alpha and beta estimates from the $i$th regression to the $i$th row.\n", "5. Calculate summary statistics on the array of 100000 beta estimates.\n", "\n", "We're also going to:\n", "6. Create an empy array 'c' that is (100000,1) that will tell us whether the 95% CI for 'b' includes beta (2.00)\n", "7. Use the std error for the slope coefficient to calculate the lower and upper bounds of the 95% CI\n", "8. Add a dummy variable to the $i$th row of 'c' that equals one when the 95% CI includes beta and zero otherwise" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "beg = datetime.datetime.now()\n", "\n", "ci = stats.t.isf(0.025, 98, loc=0, scale=1)\n", "\n", "a = np.empty((100000,1), dtype=float)\n", "b = np.empty((100000,1), dtype=float)\n", "c = np.empty((100000,1), dtype=float)\n", "for num in range(100000):\n", " x = np.random.normal(2,5,(100,1)) \n", " y = 5 + 2*x + np.random.normal(0,10,(100,1))\n", " reg_out = reg_m(y, x)\n", " a[num], b[num] = reg_out.params\n", " b_se = reg_out.bse[1]\n", " cl = b[num] - ci*b_se\n", " cu = b[num] + ci*b_se\n", " c[num] = (cl<2)*(20.05,1,0))*100))\n", "print(\"Approximately {:6.2f}% of simulated slope estimates are not within 0.10 of population parameter 2.00\".format(np.mean(np.where(abs(b-2)>0.10,1,0))*100))\n", "print(\"Approximately {:6.2f}% of simulated slope estimates are not within 0.13 of population parameter 2.00\".format(np.mean(np.where(abs(b-2)>0.13,1,0))*100))\n", "print(\"Approximately {:6.2f}% of simulated slope estimates are not within 0.25 of population parameter 2.00\".format(np.mean(np.where(abs(b-2)>0.25,1,0))*100))\n", "print(\"Approximately {:6.2f}% of simulated slope estimates are not within 0.40 of population parameter 2.00\".format(np.mean(np.where(abs(b-2)>0.40,1,0))*100))\n", "print(\"Approximately {:6.2f}% of simulated slope estimates are not within 0.50 of population parameter 2.00\".format(np.mean(np.where(abs(b-2)>0.50,1,0))*100))\n", "print(\"Approximately {:6.2f}% of simulated slope estimates are not within 0.75 of population parameter 2.00\".format(np.mean(np.where(abs(b-2)>0.75,1,0))*100))" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.1" } }, "nbformat": 4, "nbformat_minor": 2 }