From 2f2a189bca5466262c47184a11bb5241af7d2da8 Mon Sep 17 00:00:00 2001 From: Ivan Savov Date: Sat, 20 Jan 2024 13:53:12 -0500 Subject: [PATCH] Added missing tex macros to examples/ nbs; fix stats overview sns plots --- examples/ANOVA.ipynb | 54 +++- .../attachments/equiv_test_hypotheses.png | Bin 0 -> 32211 bytes examples/one_sample_t-test.ipynb | 21 +- examples/two_sample_equivalence_test.ipynb | 232 +++++++++++++++--- examples/two_sample_t-test.ipynb | 17 ++ stats_overview/01_DATA.ipynb | 8 +- stats_overview/02_PROB.ipynb | 72 +++--- stats_overview/03_STATS.ipynb | 38 +-- stats_overview/04_LINEAR_MODELS.ipynb | 110 +++++++-- 9 files changed, 434 insertions(+), 118 deletions(-) create mode 100644 examples/attachments/equiv_test_hypotheses.png diff --git a/examples/ANOVA.ipynb b/examples/ANOVA.ipynb index d5f2efae..595d966f 100644 --- a/examples/ANOVA.ipynb +++ b/examples/ANOVA.ipynb @@ -5,7 +5,47 @@ "id": "5b41ceb6-d385-4837-b5e0-5e21e643d6e6", "metadata": {}, "source": [ - "# Analysis of variance (ANOVA)" + "### Analysis of variance (ANOVA)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "3a91e1db-04f3-4c28-9707-e0a7c6df2d6a", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import seaborn as sns" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "6e1aa2b2-ce9b-420f-8813-e0d0f9ac327a", + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "%config InlineBackend.figure_format = 'retina'" + ] + }, + { + "cell_type": "markdown", + "id": "2030c8e7-a0d8-4a4d-b227-a0a81f11e02d", + "metadata": {}, + "source": [ + "$\\def\\stderr#1{\\mathbf{se}_{#1}}$\n", + "$\\def\\stderrhat#1{\\hat{\\mathbf{se}}_{#1}}$\n", + "$\\newcommand{\\Mean}{\\textbf{Mean}}$\n", + "$\\newcommand{\\Var}{\\textbf{Var}}$\n", + "$\\newcommand{\\Std}{\\textbf{Std}}$\n", + "$\\newcommand{\\Freq}{\\textbf{Freq}}$\n", + "$\\newcommand{\\RelFreq}{\\textbf{RelFreq}}$\n", + "$\\newcommand{\\DMeans}{\\textbf{DMeans}}$\n", + "$\\newcommand{\\Prop}{\\textbf{Prop}}$\n", + "$\\newcommand{\\DProps}{\\textbf{DProps}}$" ] }, { @@ -13,7 +53,7 @@ "id": "e41da4dc-40bc-4074-b3ca-5f2a2534fdcf", "metadata": {}, "source": [ - "## Definitions" + "#### Definitions" ] }, { @@ -21,7 +61,7 @@ "id": "442020c3-458a-469b-a82e-c7f3beafb812", "metadata": {}, "source": [ - "## Formulas" + "#### Formulas" ] }, { @@ -39,7 +79,7 @@ "id": "60311b0a-7c91-4df0-be4a-accc69028d8c", "metadata": {}, "source": [ - "## Example" + "#### Example" ] }, { @@ -47,7 +87,7 @@ "id": "2edd0ff1-e544-41a3-845a-c0471e345d41", "metadata": {}, "source": [ - "## Explanations" + "#### Explanations" ] }, { @@ -55,7 +95,7 @@ "id": "bf5f1bcf-d993-47e8-9f1b-52902c63c9e3", "metadata": {}, "source": [ - "## Discussion" + "#### Discussion" ] }, { @@ -63,7 +103,7 @@ "id": "c6bfa142-4e3f-46a0-bbd9-212692dd1b3d", "metadata": {}, "source": [ - "### Equivalence between ANOVA and OLS\n", + "#### Equivalence between ANOVA and OLS\n", "\n", "via https://stats.stackexchange.com/questions/175246/why-is-anova-equivalent-to-linear-regression" ] diff --git a/examples/attachments/equiv_test_hypotheses.png b/examples/attachments/equiv_test_hypotheses.png new file mode 100644 index 0000000000000000000000000000000000000000..29fedba980ca86ac4d747d88c6bd024be5043a78 GIT binary patch literal 32211 zcmeFabyQW`_dbjWN{DnfNJuM6$B_;R1q2BZ5D|$(cX*VPRB5C|Kw6~XkkTz6T`C~m z9q&4n_g?+nzkcI8#yiHv76usx5)u-Ytc=86B%}+~ zNJ!@r&@O;GgW?I-k&rGK8;gr8%ZiKBC|f}v8=D#;A<6iLs$W!9X(Wr)dL10>frln3 zH?4s4Q&J9%{rNN1Dk&LcbOtYvcztPNLhVu?eMxmm({xrElUub5bbY(}w99=@n{*BHp4Q_n5~OD9{tie%7}Aj zRJt67^`9lrGr!m${V|O7jCnV`O-}2O;xIdr6{l$%i3Xph4X0t-5r-G~8FWnE5ETh0 zw5+EaISsGfQ$y*(c@KwtJfpNF4u&@6@uc$tzRMIoTIV|AR~$aFAx&@6w6lCSx+S=# zgi|VqqK}TGSwnmIyPpHHPiQW7dvkPREg{aJxa-wgE~>FN%K@z!75(ibAKSkfV(F

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z=SJREFYQ~s2?h|*^-m-byl-&JpMUgQ4ZCR1wOQPatz7wE@bTwIqjnHG%vS77xqoz# zt?z*DG-~-t;{V2)L^?aitK>D2c9!G*5a1x7L6cLMGIopX{1ZX{xVy|2@iYyJZBw;GrUBG(~| Y;`F+2JI4?k?-x9E!qT|pnB(pL0NGq@TmS$7 literal 0 HcmV?d00001 diff --git a/examples/one_sample_t-test.ipynb b/examples/one_sample_t-test.ipynb index 23edd0de..6c707c52 100644 --- a/examples/one_sample_t-test.ipynb +++ b/examples/one_sample_t-test.ipynb @@ -36,6 +36,23 @@ "%config InlineBackend.figure_format = 'retina'" ] }, + { + "cell_type": "markdown", + "id": "e2969712-ded6-408c-a30a-3948fdb27afb", + "metadata": {}, + "source": [ + "$\\def\\stderr#1{\\mathbf{se}_{#1}}$\n", + "$\\def\\stderrhat#1{\\hat{\\mathbf{se}}_{#1}}$\n", + "$\\newcommand{\\Mean}{\\textbf{Mean}}$\n", + "$\\newcommand{\\Var}{\\textbf{Var}}$\n", + "$\\newcommand{\\Std}{\\textbf{Std}}$\n", + "$\\newcommand{\\Freq}{\\textbf{Freq}}$\n", + "$\\newcommand{\\RelFreq}{\\textbf{RelFreq}}$\n", + "$\\newcommand{\\DMeans}{\\textbf{DMeans}}$\n", + "$\\newcommand{\\Prop}{\\textbf{Prop}}$\n", + "$\\newcommand{\\DProps}{\\textbf{DProps}}$" + ] + }, { "cell_type": "markdown", "id": "09804789-d86e-4df9-a3d9-4106bfbf76d1", @@ -109,7 +126,7 @@ "Calculate the sample mean $\\overline{\\mathbf{x}} = \\Mean(\\mathbf{x})$\n", "and the sample standard deviation $s_{\\mathbf{x}} = \\Std(\\mathbf{x})$.\n", "We can then calculate the estimated standard error of the mean\n", - "$\\stderrhat{\\overline{\\mathbf{x}}} = \\frac{ s_{\\mathbf{x}} }{ \\sqrt{n} }$." + "$\\stderrhat{\\overline{\\mathbf{x}}} = \\frac{ s_{\\mathbf{x}} }{ \\sqrt{n} }$. " ] }, { @@ -122,7 +139,7 @@ "Compute $t = \\frac{\\overline{\\mathbf{x}} - \\mu_0}{ \\stderrhat{\\overline{\\mathbf{x}}} }$ from\n", "the sample mean $\\overline{\\mathbf{x}}$,\n", "the theoretical population mean $\\mu_0$,\n", - "the estimated standard error $\\stderrhat{\\overline{\\mathbf{x}}}$." + "the estimated standard error $\\stderrhat{\\overline{\\mathbf{x}}}$. " ] }, { diff --git a/examples/two_sample_equivalence_test.ipynb b/examples/two_sample_equivalence_test.ipynb index 70f06c3a..77bdd8a6 100644 --- a/examples/two_sample_equivalence_test.ipynb +++ b/examples/two_sample_equivalence_test.ipynb @@ -37,6 +37,23 @@ "%config InlineBackend.figure_format = 'retina'" ] }, + { + "cell_type": "markdown", + "id": "e22bed6c-af68-4786-9d9c-1a0d078ac82f", + "metadata": {}, + "source": [ + "$\\def\\stderr#1{\\mathbf{se}_{#1}}$\n", + "$\\def\\stderrhat#1{\\hat{\\mathbf{se}}_{#1}}$\n", + "$\\newcommand{\\Mean}{\\textbf{Mean}}$\n", + "$\\newcommand{\\Var}{\\textbf{Var}}$\n", + "$\\newcommand{\\Std}{\\textbf{Std}}$\n", + "$\\newcommand{\\Freq}{\\textbf{Freq}}$\n", + "$\\newcommand{\\RelFreq}{\\textbf{RelFreq}}$\n", + "$\\newcommand{\\DMeans}{\\textbf{DMeans}}$\n", + "$\\newcommand{\\Prop}{\\textbf{Prop}}$\n", + "$\\newcommand{\\DProps}{\\textbf{DProps}}$" + ] + }, { "cell_type": "markdown", "id": "09804789-d86e-4df9-a3d9-4106bfbf76d1", @@ -59,6 +76,7 @@ ] }, { + "attachments": {}, "cell_type": "markdown", "id": "b69c7ac0-31bd-479e-afb4-f9505bfca4ef", "metadata": {}, @@ -66,7 +84,9 @@ "#### Hypotheses\n", "\n", "$H_0: |\\mu_X - \\mu_Y| \\geq \\Delta_{\\text{min}}$\n", - "versus $H_A: |\\mu_X - \\mu_Y| < \\Delta_{\\text{min}}$." + "versus $H_A: |\\mu_X - \\mu_Y| < \\Delta_{\\text{min}}$.\n", + "\n", + "![equiv_test_hypotheses.png](./attachments/equiv_test_hypotheses.png)" ] }, { @@ -157,6 +177,7 @@ "outputs": [], "source": [ "# from stats_helpers import tost_dmeans\n", + "\n", "# %psource tost_dmeans" ] }, @@ -541,17 +562,17 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 14, "id": "23763c28-4f29-4c62-b7e7-c3587d51c9f1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(98.49345582110894, 99.90646412616485, 3.913169794238548, 4.345144155915784)" + "(98.49345582110894, 99.90646412616485)" ] }, - "execution_count": 33, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -567,7 +588,7 @@ "m = 20\n", "yBs = rvYB.rvs(m)\n", "# xBs, yBs\n", - "np.mean(xBs), np.mean(yBs), sxB, syB" + "np.mean(xBs), np.mean(yBs)" ] }, { @@ -683,7 +704,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 19, "id": "71ee13f9-e84b-437f-ae19-1d1c6c75736e", "metadata": {}, "outputs": [ @@ -704,7 +725,7 @@ "0.02761615756744984" ] }, - "execution_count": 34, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -746,7 +767,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 20, "id": "c016248d-e072-47ea-9b02-60f8fb674853", "metadata": {}, "outputs": [ @@ -758,7 +779,7 @@ " (-4.139843971561863, 9.438014051413471e-05, 37.59083188299806))" ] }, - "execution_count": 25, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -779,27 +800,6 @@ "this means of two samples are not significantly different." ] }, - { - "cell_type": "code", - "execution_count": 32, - "id": "66352f08-4cc0-4842-8a8a-2118ce085002", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "1.978519405335439" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "(4-1.4130083050558824)/seDB" - ] - }, { "cell_type": "code", "execution_count": null, @@ -997,6 +997,178 @@ "metadata": {}, "outputs": [], "source": [] + }, + { + "cell_type": "markdown", + "id": "a506a5a1-3833-4bdd-b5ca-5d3fc98a5799", + "metadata": {}, + "source": [] + }, + { + "cell_type": "markdown", + "id": "41f23e19-86b2-45fa-bc9f-003c65f49f8b", + "metadata": {}, + "source": [ + "### Simulation to check TOST sensitivity\n", + "\n", + "Let's run a simulation to see how the accuracy of the TOST procedure\n", + "for detecting when two samples come from the same population.\n", + "We'll use the standard normal $Z \\sim \\mathcal{N}(0,1)$ as the population,\n", + "and run `ttost_ind` for different choices of `sesoi` and sample sizes `n=m`." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "d69e4f50-531e-4bed-a2fc-94e7612685ee", + "metadata": {}, + "outputs": [], + "source": [ + "def one_equiv_test(mu, sigma, n, m, sesoi):\n", + " \"\"\"\n", + " Run TOST on two samples from the same population.\n", + " \"\"\"\n", + " # two identical populations\n", + " muX, sigmaX = mu, sigma\n", + " muY, sigmaY = mu, sigma\n", + " rvX = norm(muX, sigmaX)\n", + " rvY = norm(muY, sigmaY)\n", + "\n", + " # generate a random samples\n", + " xs = rvX.rvs(n)\n", + " ys = rvY.rvs(m)\n", + "\n", + " # run TOST\n", + " p, _, _ = ttost_ind(xs, ys, low=-sesoi, upp=sesoi, usevar='unequal')\n", + " return p\n", + "\n", + "\n", + "def replicate_many_equiv_tests(mu, sigma, n, m, sesoi, N=1000, cutoff=0.05):\n", + " pvals = np.empty(N)\n", + " for i in range(N):\n", + " pval = one_equiv_test(mu=mu, sigma=sigma, n=n, m=m, sesoi=sesoi)\n", + " pvals[i] = pval\n", + " prop = sum(pvals < cutoff) / len(pvals)\n", + " return prop\n", + "\n", + "\n", + "\n", + "SIMULATE = False # don't need to re-run simulation every time\n", + "\n", + "if SIMULATE:\n", + " np.random.seed(33) \n", + " sesois = np.arange(0.2, 1.5, 0.1)\n", + " ns = [20, 30, 40, 60, 100]\n", + " results = pd.DataFrame(columns=[\"sesoi\", \"n\", \"prop\"])\n", + " for i, (sesoi, n) in enumerate(product(sesois, ns)):\n", + " print(f\"{i} running replicate_many_equiv_tests for {sesoi=} and {n=}\")\n", + " prop = replicate_many_equiv_tests(mu=0, sigma=1, n=n, m=n, sesoi=sesoi)\n", + " results.loc[i] = [sesoi, n, prop]\n", + "else:\n", + " results = pd.DataFrame.from_records(\n", + " [ (0.2, 20., 0. ), (0.2, 30., 0. ), (0.2, 40., 0. ),\n", + " (0.2, 60., 0. ), (0.2, 100., 0. ), (0.3, 20., 0. ),\n", + " (0.3, 30., 0. ), (0.3, 40., 0. ), (0.3, 60., 0.025),\n", + " (0.3, 100., 0.384), (0.4, 20., 0.001), (0.4, 30., 0.012),\n", + " (0.4, 40., 0.115), (0.4, 60., 0.411), (0.4, 100., 0.747),\n", + " (0.5, 20., 0.035), (0.5, 30., 0.203), (0.5, 40., 0.412),\n", + " (0.5, 60., 0.723), (0.5, 100., 0.932), (0.6, 20., 0.186),\n", + " (0.6, 30., 0.497), (0.6, 40., 0.704), (0.6, 60., 0.898),\n", + " (0.6, 100., 0.992), (0.7, 20., 0.395), (0.7, 30., 0.708),\n", + " (0.7, 40., 0.865), (0.7, 60., 0.971), (0.7, 100., 0.996),\n", + " (0.8, 20., 0.606), (0.8, 30., 0.862), (0.8, 40., 0.94 ),\n", + " (0.8, 60., 0.993), (0.8, 100., 1. ), (0.9, 20., 0.761),\n", + " (0.9, 30., 0.937), (0.9, 40., 0.975), (0.9, 60., 0.998),\n", + " (0.9, 100., 1. ), (1. , 20., 0.853), (1. , 30., 0.968),\n", + " (1. , 40., 0.998), (1. , 60., 1. ), (1. , 100., 1. ),\n", + " (1.1, 20., 0.927), (1.1, 30., 0.991), (1.1, 40., 0.999),\n", + " (1.1, 60., 1. ), (1.1, 100., 1. ), (1.2, 20., 0.971),\n", + " (1.2, 30., 0.998), (1.2, 40., 1. ), (1.2, 60., 1. ),\n", + " (1.2, 100., 1. ), (1.3, 20., 0.982), (1.3, 30., 0.999),\n", + " (1.3, 40., 1. ), (1.3, 60., 1. ), (1.3, 100., 1. ),\n", + " (1.4, 20., 0.992), (1.4, 30., 1. ), (1.4, 40., 1. ),\n", + " (1.4, 60., 1. ), (1.4, 100., 1. ) ],\n", + " columns=[\"sesoi\", \"n\", \"prop\"]\n", + " )" + ] + }, + { + "cell_type": "markdown", + "id": "b80b1cb6-1266-4fa8-8382-0027ab2a65dd", + "metadata": {}, + "source": [ + "#### TOST sensitivity results" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "c13e0d36-6713-4513-a7bf-4be880a0ea2f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "

" + ] + }, + "metadata": { + "image/png": { + "height": 473, + "width": 567 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = sns.lineplot(x=results[\"sesoi\"], y=results[\"prop\"], hue=results[\"n\"])\n", + "ax.set_title(\"Proportion of TOST tests that correctly reject H0 \\n for two samples of size n from a standard normal\")\n", + "ax.set_ylabel(\"Proportion of TOST results with p < 0.05\");" + ] + }, + { + "cell_type": "markdown", + "id": "09b905f3-c192-433d-82c7-0cb036bdab21", + "metadata": {}, + "source": [ + "The above graph shows that, for $n=30$ we need to use `sesoi` of around 0.7 standard deviations if we want TOST to have 80% power at detecting the equivalence.\n", + "\n", + "For $n=20$ we need `sesoi` to be 1 standard deviation if we want 80% power." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f19565d5-2c1f-4855-b02d-977a96d6ab08", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "51fcf01c-dd03-47db-943b-1efb7c9473a4", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3d051a9c-ecf4-419e-b7ec-eff775b05ef9", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fe8fd881-3ce4-42dd-9a27-5a228142ab84", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/examples/two_sample_t-test.ipynb b/examples/two_sample_t-test.ipynb index 0f2bbbe7..fbc922b1 100644 --- a/examples/two_sample_t-test.ipynb +++ b/examples/two_sample_t-test.ipynb @@ -36,6 +36,23 @@ "%config InlineBackend.figure_format = 'retina'" ] }, + { + "cell_type": "markdown", + "id": "074beb38-077f-4037-8441-5c645de0a100", + "metadata": {}, + "source": [ + "$\\def\\stderr#1{\\mathbf{se}_{#1}}$\n", + "$\\def\\stderrhat#1{\\hat{\\mathbf{se}}_{#1}}$\n", + "$\\newcommand{\\Mean}{\\textbf{Mean}}$\n", + "$\\newcommand{\\Var}{\\textbf{Var}}$\n", + "$\\newcommand{\\Std}{\\textbf{Std}}$\n", + "$\\newcommand{\\Freq}{\\textbf{Freq}}$\n", + "$\\newcommand{\\RelFreq}{\\textbf{RelFreq}}$\n", + "$\\newcommand{\\DMeans}{\\textbf{DMeans}}$\n", + "$\\newcommand{\\Prop}{\\textbf{Prop}}$\n", + "$\\newcommand{\\DProps}{\\textbf{DProps}}$" + ] + }, { "cell_type": "markdown", "id": "09804789-d86e-4df9-a3d9-4106bfbf76d1", diff --git a/stats_overview/01_DATA.ipynb b/stats_overview/01_DATA.ipynb index 21ca5abb..4962bec0 100644 --- a/stats_overview/01_DATA.ipynb +++ b/stats_overview/01_DATA.ipynb @@ -1296,7 +1296,7 @@ }, { "data": { - "image/png": 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", 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\n", 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", + "image/png": 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\n", 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", 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\n", "text/plain": [ "
" ] diff --git a/stats_overview/02_PROB.ipynb b/stats_overview/02_PROB.ipynb index a6b9f15b..d1c1dbbb 100644 --- a/stats_overview/02_PROB.ipynb +++ b/stats_overview/02_PROB.ipynb @@ -140,7 +140,7 @@ { "data": { "text/plain": [ - "0.3129810344661835" + "0.22418737268982813" ] }, "execution_count": 2, @@ -204,7 +204,7 @@ { "data": { "text/plain": [ - "0.4974" + "0.497" ] }, "execution_count": 4, @@ -259,19 +259,19 @@ "name": "stdout", "output_type": "stream", "text": [ - "1 9813\n", - "2 10014\n", - "3 10071\n", - "4 10046\n", - "5 10072\n", - "6 9984\n", + "1 9934\n", + "2 9974\n", + "3 10083\n", + "4 9928\n", + "5 10181\n", + "6 9900\n", "dtype: int64\n" ] }, { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 6, @@ -280,9 +280,9 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -386,7 +386,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 7, @@ -433,9 +433,9 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -446,7 +446,7 @@ "# plot the probability density function (pdf) of the random variable X\n", "x = np.linspace(-1, 2, 10000)\n", "pX = X.pdf(x)\n", - "_ = sns.lineplot(x, pX).set_title(\"Probability density function $p_X$ for the uniform distribution between 0 and 1\")" + "_ = sns.lineplot(x=x, y=pX).set_title(\"Probability density function $p_X$ for the uniform distribution between 0 and 1\")" ] }, { @@ -471,9 +471,9 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -493,7 +493,7 @@ "# 3. plot it's probability density function (pdf)\n", "x = np.linspace(rv.ppf(0.001), rv.ppf(0.999), 10000)\n", "y = rv.pdf(x)\n", - "ax = sns.lineplot(x, y)\n", + "ax = sns.lineplot(x=x, y=y)\n", "title = 'Probability density for the normal distribution $\\mathcal{N}('+ str(mean) + ',' + str(std) + ')$'\n", "ax.set_title(title)\n", "ax.set_xlim(300,1700)\n", @@ -519,9 +519,9 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "execution_count": 11, @@ -677,9 +677,9 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": {}, @@ -694,7 +694,7 @@ "# highlight the selected area around the mean\n", "x = np.linspace(rv.ppf(0.001), rv.ppf(0.999), 10000)\n", "y = rv.pdf(x)\n", - "ax = sns.lineplot(x,y)\n", + "ax = sns.lineplot(x=x, y=y)\n", "line = ax.get_lines()[-1]\n", "\n", "# values of x in the interval 𝜇 ± 2𝜎 = [𝜇-2𝜎, 𝜇+2𝜎]\n", @@ -731,9 +731,9 @@ }, { "data": { - "image/png": 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lCKEaCXgh3MDhQjPFFRYenDUcnY98bDtz97hIhvQP5t19Z2m1OdQuRwhVyDeFEC7O7nDy9/1niTYEMXVcpNrluAWtRsP37htJbUMLn35VqnY5QqhCAl4IF/f50TIq66wsuXc4Wi8cb/5W3TGkL+OH9iXjyws0t9jVLkeIXicBL4QLa2l18P4X5xkdHSqD2tyCB+NHYGm2sSe3WO1ShOh1EvBCuLCP84q53NjK4ntHeOXd4m7X8IEhTBrVj92HL2JptqldjhC9SgJeCBdlabaR8eVFYkf2Y1R0mNrluK0HZw3H2uIg89BFtUsRoldJwAvhorJyLtLcYufBeBmu+XZEG4O4e1wkH+cWc9nSonY5QvQaCXghXJCl2cbHuSXEjTUyyNg7t0D2ZAtnDcPuUPjg4AW1SxGi10jAC+GCsnIuYm11sOCeoWqX4hEi+wYyM6Y/+46UUlNvVbscIXqFBLwQLubbe+/RBtl77y7zZwxDUdrGqhfCG0jAC+FisnKKZe+9B0SE+nPPxAHsP1pGbYOcixeeTwJeCBfStvdeLHvvPSR5+hCcTvjokOzFC88nAS+EC2nfe58xVO1SPJIxLIDpEyLZd6RMrqgXHk8CXggX0b73PsZAtFw532NSpg/F7nCy+7CMbic8mwS8EC5iT/u592Fql+LRIsMDmTYukk+/LqG+qVXtcoToMRLwQriAJqudj/OKmSx7770iZcZQbDYnWbIXLzyYBLwQLuCzr0tobnGQMn2o2qV4hQERfZhyh5FPviqRMeqFx5KAF0JlrTYHe3KKmTAsnCH9g9Uux2vMnzGUlta23gvhiSTghVDZgYJL1DfZmDd9iNqleJUoQxB3jTbw6Vclcr944ZEk4IVQkd3hJPPQRUZEhTB6UJja5XidpGmDabTa2X+0TO1ShOh2XQr4Xbt2kZycTGJiIlu3bv3O/MLCQhYvXozJZGLdunXY7W1/DZeVlbF8+XLmzp3LqlWraGxsBKCoqIilS5eyYMECHnnkEUpLSwFobW1lzZo1JCUl8eCDD3LmzJnuWk8hXNLhQjNVl63MmzZU7veughEDQxk7OIzdhy9iszvVLkeIbtVpwJvNZjZt2sS2bdtIT09n+/btFBUVdXjOmjVrePbZZ9m9ezeKopCWlgbA+vXrWbZsGZmZmUyYMIHNmze3T//FL37B+++/T3JyMi+//DIAW7ZsISAggI8++oinn36atWvXdvf6CuEynIpCxpcXiTL0IWZkhNrleK3k6UOos7Ty5fFytUsRolt1GvDZ2dlMmzaNsLAwAgMDMZlMZGZmts8vLS3FarUSGxsLQGpqKpmZmdhsNnJycjCZTB2mA7z11lvEx8fjdDopKysjJCQEgL1797JgwQIApkyZQm1tLWVlcuhMeKajp6soq2okedoQtLL3rprxQ8MZHBnER4cu4nQqapcjRLfRdfaEiooKDAZD+2Oj0Uh+fv515xsMBsxmM7W1tQQFBaHT6TpMB9DpdNTX15OcnIzVamXLli3Xfa/y8nIGDhzY5RWKiOid3xAbDHK1s/Sgza30QVEUsrZ9TWR4IPNmjcDHx/0vh3Hn7WHpnLG8uCWXM2YLM2K6/n1zNXfuQXeSPrRRuw+dBryifPcv2m+fK7ze/M5eFxISwoEDB9i/fz+rVq3ik08+uebytdqb++Krrrb0+F/hBkMwlZUNPboMVyc9aHOrfSi8UMvJi7U8Mmc0NTWNPVBZ73L37WH0gGCMYQH8LesEI/sH3dL1EO7eg+4ifWjTG33QajU33KntND0jIyOpqqpqf1xRUYHRaLzu/MrKSoxGI+Hh4VgsFhwOR4fpABkZGe1/AMTHx2O1Wrl8+TJGo5HKysrvvJcQnibj4HlC+vgxM2aA2qUI2r4o504bzLlLDZy4UKt2OUJ0i04DfsaMGRw8eJCamhqam5vJysoiPj6+fX5UVBR6vZ68vDwAdu7cSXx8PL6+vsTFxZGRkdFhOsCbb77Jnj17APjyyy/p27cv4eHhJCQkkJ6eDkBubi56vf6mDs8L4Q4ulDdw/Hwtc6YMwlfno3Y54n/dM6E/IX38yDh0Ue1ShOgWXdqDf/LJJ1mxYgWLFi0iJSWFmJgYVq5cSUFBAQAbN27k+eefJykpiebmZlasWAHAc889R1paGsnJyeTm5rJ69WoAfve73/HWW2+xcOFCXnvtNV599VUAHnnkEVpbW5k3bx4bNmzgxRdf7KHVFkI9WTkX0fv5cG9slNqliG/x1fkwZ8ogjp+r4UK5HGIW7k+jXOtkuRuTc/C9Q3rQ5mb7UNvQwr/8MZv77opi2ezRPVhZ7/KU7aHJamfNH79gwrAIVi2acFOv9ZQe3C7pQxu3OAcvhOg+n35VgtOpMDtukNqliGsI9NeREBtF7skKquqa1S5HiNsiAS9EL2lpdbD361LuGm3AGBagdjniOmZPjkar0bAnt0TtUoS4LRLwQvSS7GOXaLTamTNV9t5dWXiIP1PvMLI/v4wmq9xKVrgvCXgheoFTUcjKKWbYgGBGRoWqXY7ohGnqYFpaHew7IiNpCvclAS9EL8g/U425tpk5UwbLTWXcwODIYO4Y0peP80qwO+QmNMI9ScAL0QuyDl8kPETP5DGGzp8sXIJp6iBqG1o4XGhWuxQhbokEvBA97KK5gRMX63hgcjQ6Dxhz3ltMGB7BwH592H24+JpDbwvh6uTbRogelpVTjN7Xh4Q7ZVRGd6LVaJgzZRDFFRYKZfha4YYk4IXoQXWWFg59Y2ZmzAAC/X3VLkfcpOnjIwkJ9GX34WK1SxHipknAC9GDrgxskxgXrXYp4hb46ny4f3I0BWerKa20qF2OEDdFAl6IHtJic/DZV6VMGm3A2DdQ7XLELbpvUhR+Oi27c2QvXrgXCXghekj2sfK2gW2myMA27iw40I97Jg7gy+PlXLa0qF2OEF0mAS9ED3AqCntyihnaP5hR0TKwjbubM2UQDofCJ1+Vql2KEF0mAS9EDyg4U015TRNzpgySgW08QGR4ILGj+vHZVyW0tDrULkeILpGAF6IHZOUU0zdYT9xYo9qliG5imjqYRqud7GOX1C5FiC6RgBeim100N1B4oZbZMrCNRxkVHcqwAcFk5RTjlIFvhBuQbx8hutmenGL8fLXEx8rANp5Eo9EwZ8pgzLXN5BdVq12OEJ2SgBeiG9VZWvjyGzOzJg6kjwxs43EmjzEQHqInK+ei2qUI0SkJeCG60adfleJ0KsyeIgPbeCKdj5bZkwdx4mIdF8ob1C5HiBuSgBeim7TaHOz9upTYUf2IlIFtPFb8nQPQ+/nIXrxweRLwQnST7OPlWJptMrCNhwv092VWzAAOF1ZQ2yAD3wjXJQEvRDe4MrDNkMhgRg8KU7sc0cNmxw3CqSh8kleidilCXFeXAn7Xrl0kJyeTmJjI1q1bvzO/sLCQxYsXYzKZWLduHXa7HYCysjKWL1/O3LlzWbVqFY2NjQCcOXOGZcuWsXDhQh5++GEKCwvbnz9p0iQWLlzIwoULefTRR7trPYXoUcfO1nCpuok5U2VgG29gDAvgrtEG9n5dirXVrnY5QlxTpwFvNpvZtGkT27ZtIz09ne3bt1NUVNThOWvWrOHZZ59l9+7dKIpCWloaAOvXr2fZsmVkZmYyYcIENm/eDMAzzzzDypUrSU9PZ/Xq1Tz11FMAFBQUMH/+fNLT00lPT+eNN97o7vUVokdk5Vykb7CeKTKwjdcwTRlMU4udLwrK1S5FiGvqNOCzs7OZNm0aYWFhBAYGYjKZyMzMbJ9fWlqK1WolNjYWgNTUVDIzM7HZbOTk5GAymTpMB3jooYeIj48HYMyYMVy61DYyVEFBAadOnSI1NZUVK1Zw8uTJbl1ZIXpCcYWFb87Xcv9dUTKwjRcZERXC8IEh7MktxumUgW+E69F19oSKigoMBkP7Y6PRSH5+/nXnGwwGzGYztbW1BAUFodPpOkyHtrC/4tVXX2X27NkA6PV6Fi1axNKlS9m3bx+PPfYYGRkZ+Pn5dXmFIiKCuvzc22EwBPfKclyZ9KDN5wXl6P18WDx7DMGBXd9WPY03bg9LHhjNi1tyOVfZSGRkiFf24FqkD23U7kOnAa9cY0jGb59jvN78rrzuxRdf5OjRo7z99tsAPP744+3zExISeOmllzh79ixjx47trMx21dWWHv9r2mAIprLSu38DKz1oo9P7sverYmbdORBrYwvWRu+8qtpbt4dRA4KICPHnnY9PMW3CAK/swdW8dVu4Wm/0QavV3HCnttPjiZGRkVRVVbU/rqiowGg0Xnd+ZWUlRqOR8PBwLBYLDoejw3QAu93Or371KwoKCnj77bcJDm77K2fLli3U1ta2v5eiKO1HAIRwRR9mn8PhUEiMk5/GeSMfrZbEuGhOFddxuri28xcI0Ys6DfgZM2Zw8OBBampqaG5uJisrq/38OUBUVBR6vZ68vDwAdu7cSXx8PL6+vsTFxZGRkdFhOsALL7yAxWLhzTffbA93gJycHHbs2AHA4cOHcTqdDB8+vPvWVohu1Gpz8FH2ee4c2Y/+4TKwjbeadedA/P182LnvjNqlCNGBRrnWsfSr7Nq1i9dffx2bzcaSJUtYuXIlK1eu5IknnmDixImcOHGCZ555hsbGRsaNG8fzzz+Pn58fpaWlrF27lurqagYMGMDLL7+Mw+Fg5syZREdHExAQ0L6M9PR0zGYza9eupbKyEr1ez4YNG27q8DzIIfreIj2AfUdK+e/Mk/zL9ycxdkhftctRlbdvD3/75DQf55Xw4j9NJzzEX+1yVOXt28IVrnCIvksB704k4HuHt/dAURSe+cshAvx9WfeDu7z+t+/evj1UXW5m7X8eZM7UwXzvvpFql6Mqb98WrnCFgJff9AhxC46daxvYZmH8CK8PdwH9QgOYETOQfUfKaG6RgW+Ea5CAF+IWZB2+SGiQH7Nio9QuRbiIRQkjaG6xc6DgktqlCAFIwAtx00oqLRw/X8vsydH46uQjJNqMGRLOyKhQ9uTIwDfCNci3kxA3KSunGD+dlgTZexdXmTNlEFWXrXx9ulLtUoSQgBfiZlxubOXL42bumTiAoABftcsRLuau0Qb6hfqzO6dY7VKEkIAX4mZ89lUJdoeT2XHRapciXJBWqyExbhBFJZc5U3ZZ7XKEl5OAF6KLbHYHn31dyp0jIhgQ0UftcoSLmhkzgAC9D3tkL16oTAJeiC46eNxMQ5ONOVMHq12KcGEBeh0Jd0aRe6KSqsvNapcjvJgEvBBdoCgKWTnFDDIGMXZwmNrlCBf3wOS2Uzif5JWoXInwZhLwQnTB8XM1lFU1MmfKIBnYRnQqItSfuLEG9h+VgW+EeiTgheiCrJxiQoP8uHtcpNqlCDdhmjqY5hYHn+fLwDdCHRLwQnSitNLCsXM13H9XNDof+ciIrhk2IITR0aF8nFuMw+lUuxzhheTbSohOXBnY5t7YgWqXItzMnKmDqbps5atTVWqXIryQBLwQN3C5sZWDx8u5Z+IAggP91C5HuJnYkf0whgWQdfii2qUILyQBL8QNtA1so5A4ZZDapQg3pNVqSJwyiDNl9RSVysA3ondJwAtxHa02B59+VUrsyH70Dw9Uuxzhpu6Z2J9AvU724kWvk4AX4jqyj5djabZhmip77+LW+fvpSJg0kLxTlVTWycA3ovdIwAtxDU5FYU9OMUMigxk9KEztcoSbe+CuaLQaDR/nysA3ovdIwAtxDQVnqrlU3YRpqgxsI25feIg/U+4wsj+/jCarDHwjeocEvBDXkJVTTN9gPXFjjWqXIjzEnCmDaGl1sP9omdqlCC8hAS/EVS6aGyi8UMvsOBnYRnSfof1DGDMojI/zZOAb0Tvk20uIq+w+XIzez4eEO2VgG9G95kwdRE19C3knK9UuRXiBLgX8rl27SE5OJjExka1bt35nfmFhIYsXL8ZkMrFu3Trs9rZzTGVlZSxfvpy5c+eyatUqGhsbAThz5gzLli1j4cKFPPzwwxQWFgLQ2trKmjVrSEpK4sEHH+TMmTPdtZ5CdEltQwuHC83MihlAoL+v2uUID3PnyH4Y+waw+/BFFEVRuxzh4ToNeLPZzKZNm9i2bRvp6els376doqKiDs9Zs2YNzz77LLt370ZRFNLS0gBYv349y5YtIzMzkwkTJrB582YAnnnmGVauXEl6ejqrV6/mqaeeAmDLli0EBATw0Ucf8fTTT7N27druXl8hbuiTvBKcisLsOPlpnOh+Wo2GOVMGce5Sgwx8I3pcpwGfnZ3NtGnTCAsLIzAwEJPJRGZmZvv80tJSrFYrsbGxAKSmppKZmYnNZiMnJweTydRhOsBDDz1EfHw8AGPGjOHSpba7Le3du5cFCxYAMGXKFGpraykrkwtSRO+wttrZ+3Upd402YAwLULsc4aHumTCAPv46sg4Xq12K8HC6zp5QUVGBwWBof2w0GsnPz7/ufIPBgNlspra2lqCgIHQ6XYfp0Bb2V7z66qvMnj37uu9VXl7OwIFdPxcaERHU5efeDoMhuFeW48o8rQcfHjhLU4udpXPG3tS6eVofbpX0oes9SL5nGDs+PY1do2VAvz49XFXvk22hjdp96DTgr3We6Nu/C77e/K687sUXX+To0aO8/fbb112+Vntz1wFWV1twOnv23JbBEExlZUOPLsPVeVoPnE6F9z4rYsTAECL6+HZ53TytD7dK+nBzPZg21sh7nxWRlnWCZYmje7iy3iXbQpve6INWq7nhTm2n6RkZGUlV1T9udVhRUYHRaLzu/MrKSoxGI+Hh4VgsFhwOR4fpAHa7nV/96lcUFBTw9ttvExzc9leO0WiksrLyO+8lRE87UlRFRV0zpqmD1S5FeIG+wXruHhfJ5/mXaLTa1C5HeKhOA37GjBkcPHiQmpoampubycrKaj9/DhAVFYVerycvLw+AnTt3Eh8fj6+vL3FxcWRkZHSYDvDCCy9gsVh4880328MdICEhgfT0dAByc3PR6/U3dXheiFuVeegi/UL9mTS6n9qlCC8xZ8ogWmwO9h+R64xEz+jSHvyTTz7JihUrWLRoESkpKcTExLBy5UoKCgoA2LhxI88//zxJSUk0NzezYsUKAJ577jnS0tJITk4mNzeX1atXU1NTw9atWzl37hwPPfQQCxcuZOHChQA88sgjtLa2Mm/ePDZs2MCLL77Yg6suRJtTxXUUlV7GNHUwPjd5SkiIWzU4Mpg7hvTl47wS7A4Z+EZ0P43iYT/GlHPwvcOTevDqjnyKSi/z/34xA72vz0291pP6cDukD7fWg6NFVfzHjnx+Nn8c08b376HKepdsC23c4hy8EJ6stNLCkaIqZk+OvulwF+J2TRwRQf/wQHYfLpaBb0S3k4AXXi3z0EX8fLXcPzla7VKEF7oy8M0FcwOniuvULkd4GAl44bVq6q18+Y2ZWTEDCQqQYWmFOqZP6E9QgC9ZOTLwjeheEvDCa2XlFKMoYJoiw9IK9eh9fbh3UhRHTldhrmlSuxzhQSTghVdqtNrYd7SMqXcY6SfD0gqVPXBXFD4+Gvbkyl686D4S8MIrffZVKS2tDubeLQPbCPWFBrUNfHOg4BKWZhn4RnQPCXjhdWx2Bx/nFjNhWDiDI2XMbOEa5kwZTKvNyb4jpWqXIjyEBLzwOl8UlFPfZCNp2hC1SxGi3SBjEOOH9mVPbgmtNofa5QgPIAEvvIrTqZB5+CJD+wczdnCY2uUI0cG86UOpb2zlQMEltUsRHkACXniVr05VUlHbTNK0IR3ubiiEKxgzOIwRUSF89OVFGb5W3DYJeOE1FEXhg4PniewbwOTRBrXLEeI7NBoNKdOHUl1v5dA3ZrXLEW5OAl54jYKz1Vw0W0iePgStVvbehWuKGRHBIGMQHx680OP31RCeTQJeeAVFUdj1xXkiQvRM95CbegjPpNFomDd9COU1TXx1qlLtcoQbk4AXXuHEhVrOlNWTNG0IOh/Z7IVrixtjJDI8kA8Onpeb0IhbJt90wit8cPACoX38mBUzQO1ShOiUVqshedpgLpotFJytUbsc4aYk4IXHKyq9TOGFWubePRhfndwSVriH6eP7Ex6il714ccsk4IXH+yD7PEEBvtwbG6V2KUJ0mc5HS9LdQygquSy3khW3RAJeeLQL5Q3kn6kmccog9H6y9y7cy6yYAYQE+vLBwQtqlyLckAS88GgfHjxPgF7HA3dFq12KEDfNz9eHOVMHc/xcDecu1atdjnAzEvDCY5VVNZJ3spIHJkcR6K9Tuxwhbsl9k6Lo46/j/QPn1C5FuBkJeOGxPjh4Hl9fLYlxg9QuRYhbFqDXYZo6mKNnqmUvXtwUCXjhkcqqGjn0jZkH7oomONBP7XKEuC0PTI6mj7+OdNmLFzehSwG/a9cukpOTSUxMZOvWrd+ZX1hYyOLFizGZTKxbtw673Q5AWVkZy5cvZ+7cuaxatYrGxsYOr9uxYwdr165tf1xWVsakSZNYuHAhCxcu5NFHH72ddRNe7P0vzuGn82Hu3YPVLkWI2xag1zH37sHkn6nmbJnsxYuu6TTgzWYzmzZtYtu2baSnp7N9+3aKioo6PGfNmjU8++yz7N69G0VRSEtLA2D9+vUsW7aMzMxMJkyYwObNmwFoaWlh48aNbNiwocP7FBQUMH/+fNLT00lPT+eNN97orvUUXqS00kJOYQWz42TvXXiO+++KJijAV/biRZd1GvDZ2dlMmzaNsLAwAgMDMZlMZGZmts8vLS3FarUSGxsLQGpqKpmZmdhsNnJycjCZTB2mA+Tk5OB0OlmzZk2HZRUUFHDq1ClSU1NZsWIFJ0+e7K71FF4k/Yvz6P18ME2VvXfhOdrOxQ+i4Gw1Z8ouq12OcAOdXlpcUVGBwfCPW2sajUby8/OvO99gMGA2m6mtrSUoKAidTtdhOsDMmTOZOXMm7733Xodl6fV6Fi1axNKlS9m3bx+PPfYYGRkZ+Pl1fS8sIiKoy8+9HQZDcK8sx5W5Yg/OlV0m90QFDyeOZtjg8F5Zpiv2QQ3Sh57vwcOmO8jKKeGjw8WsX+m6P/2UbaGN2n3oNOCvNUSiRqPpdH5nr7uWxx9/vP2/ExISeOmllzh79ixjx47trMx21dWWHr/FosEQTGVlQ48uw9W5ag/+e9dxAvQ6Zo6P7JX6XLUPvU360Hs9ME0dxI69Zzh4pISRUaE9vrybJdtCm97og1arueFObaeH6CMjI6mqqmp/XFFRgdFovO78yspKjEYj4eHhWCwWHA5Hh+k3smXLFmpra9sfK4rSfgRAiM5cKG8g71Qlc6YMoo+/r9rlCNEj7r8riqAAX/ldvOhUpwE/Y8YMDh48SE1NDc3NzWRlZREfH98+PyoqCr1eT15eHgA7d+4kPj4eX19f4uLiyMjI6DD9RnJyctixYwcAhw8fxul0Mnz48FteOeFd0g+cI1Cvk9+9C4/m76cjadpgjp2roahEzsWL6+vSHvyTTz7JihUrWLRoESkpKcTExLBy5UoKCgoA2LhxI88//zxJSUk0NzezYsUKAJ577jnS0tJITk4mNzeX1atX33BZ69atIzs7m5SUFF544QVeeukltFr5qb7o3LlL9RwpqsI0dZCMWic83v2Tognp48eOfWfkTnPiujSKh20dcg6+d7haD17afoQL5Q288E/TCdD3XsC7Wh/UIn3o/R58klfC1j2nePJ7dzJxeESvLbczsi20cYtz8EK4usLzNRw/V0PK9CG9Gu5CqCkhdiD9Qv15d+8ZnJ61nya6iQS8cGuKorBj3xnCQ/Tcd5fc7114D52Plgfjh3OxwkLuiQq1yxEuSAJeuLW8k5Wcu9TAopnD8dXJ/d6Fd7l7XCTRhj68t/8sdodT7XKEi5GAF27L4XTy3v6zDOzXhxkT+qtdjhC9TqvRkJowgoraZg7kX1K7HOFiJOCF2zqQf4nymiYWxw9Hq73xIEpCeKo7R0QwMjqU9C/O0WJzqF2OcCES8MIttdocpB84x4ioEGJH9VO7HCFUo9FoWJIwgsuWVj7NK1G7HOFCJOCFW/okr4Q6SytLEkZ0OgSyEJ5u9KAwYkZE8OHBC1iabWqXI1yEBLxwO5ZmGx8evEDMiAjGDO6rdjlCuIQl946gudXOri/Oq12KcBES8MLtpB84R3OrnSX3jlC7FCFcRrQhiFkxA/n0qxLKa5rULke4AAl44VYuVTfy2VelJMRGEW3onVsDC+EuHpw1DJ1OyzufFaldinABEvDCraR9WoTeT8uimcPULkUIlxMapGfetCF8fbqKkxdrO3+B8GgS8MJtHD9fw9Ez1aRMH0pIHz+1yxHCJc2ZMojwED1/+6RIhrD1chLwwi04nQrbPymiX6g/s+Oi1S5HCJfl5+vDkoQRXDA3cPBYudrlCBVJwAu3cKDgEiWVFh66b6QMSStEJ6aOi2TYgGDe23+WllYZ/MZbScALl9fcYue9/WcZGR1K3BiD2uUI4fK0Gg0P3z+K2oYWPjp0Qe1yhEok4IXLe/+LczQ0tvL9B0bJoDZCdNHoQWFMvcNIxpcXqahrVrscoQIJeOHSSist7MkpYdadAxg2IETtcoRwKw/fPwofHw1/+/i02qUIFUjAC5elKApb95wiQO/D4gQZ1EaIm9U3WM+Ce4ZypKiKo0VVapcjepkEvHBZhwsrOHGxjtSEEQQHys/ihLgViXGDGBARyLaPT2GzywV33kQCXrik5hY72z89zZDIYBLuHKh2OUK4LZ2PluWJo6mss/LRoYtqlyN6kQS8cEm7vjhPnaWVH8wZLfd6F+I2jRsaTtxYIx8evECVXHDnNSTghcsprbSwJ7eYWTEDGBEVqnY5QniEpfePRKOBbR+fRpER7rxClwJ+165dJCcnk5iYyNatW78zv7CwkMWLF2MymVi3bh12ux2AsrIyli9fzty5c1m1ahWNjY0dXrdjxw7Wrl3b/ri1tZU1a9aQlJTEgw8+yJkzZ25n3YQbcioK/5V5ggC9jsVytzghuk14iD+LZg7nSFEVeScr1S5H9IJOA95sNrNp0ya2bdtGeno627dvp6io452K1qxZw7PPPsvu3btRFIW0tDQA1q9fz7Jly8jMzGTChAls3rwZgJaWFjZu3MiGDRs6vM+WLVsICAjgo48+4umnn+4Q/sI7fPZVKWdK63n4/pGEyIV1QnSrxCnRDIkMZuueUzRabWqXI3pYpwGfnZ3NtGnTCAsLIzAwEJPJRGZmZvv80tJSrFYrsbGxAKSmppKZmYnNZiMnJweTydRhOkBOTg5Op5M1a9Z0WNbevXtZsGABAFOmTKG2tpaysrJuWVHh+mrqrby77wzjh/ZlxoT+apcjhMfx0Wr5UdJYGppsvPOZHCH1dLrOnlBRUYHB8I/hQY1GI/n5+dedbzAYMJvN1NbWEhQUhE6n6zAdYObMmcycOZP33nvvhssyGAyUl5czcGDXr6KOiOide4QbDMG9shxX1p09UBSF/3z/G5wKrF42GWNEn257754m20Ib6YN79MBgCGZhwgj+vreIufcMY+KIfj2yDKF+HzoN+GtdjPHt4UKvN7+z13WVVntz1wFWV1twOnv2AhKDIZjKyoYeXYar6+4e5Jyo4PA35XzvvpH4OJ1u01/ZFtpIH9yrB3MmR/H51yX8x9++5rc/mdKtN3Bypz70pN7og1arueFObafpGRkZSVXVP0ZAqqiowGg0Xnd+ZWUlRqOR8PBwLBYLDoejw/QbMRqNVFb+4+KPrrxGuL9Gq42te04xJDKYxClyK1ghepre14cfzh2LuaaJXdnn1S5H9JBOA37GjBkcPHiQmpoampubycrKIj4+vn1+VFQUer2evLw8AHbu3El8fDy+vr7ExcWRkZHRYfqNJCQkkJ6eDkBubi56vf6mDs8L97R1zyksTTZ+lDQWn5s8YiOEuDXjh4Vzz4T+ZBy8yLlL9WqXI3pAl/bgn3zySVasWMGiRYtISUkhJiaGlStXUlBQAMDGjRt5/vnnSUpKorm5mRUrVgDw3HPPkZaWRnJyMrm5uaxevfqGy3rkkUdobW1l3rx5bNiwgRdffPH211C4tNwTFXx53EzKjCEM6S/n7YToTd+fPYrQID/+8sE3MoytB9IoHjbigZyD7x3d0YP6xlae+cshIkL8WbdiMjof99t7l22hjfTBfXtw7Fw1L28/imnqIB6+f9Rtv5+79qG7ucU5eCF6gqIo/HfmCaytdn6acodbhrsQnmDCsAjumxRF1uFiThXXqV2O6EbyrSpUcfB4OV+fruLB+OFEGXrnp41CiGt76L4RGMICeOPDb7C22tUuR3QTCXjR66ovW9m65zQjo0MxTRmsdjlCeD1/Px0/mXcHVXVW/vZJUecvEG5BAl70KofTyeu7jqMoCj+dd4fcKU4IFzF6UBhzpw1m/9Eyck9UqF2O6AYS8KJXpR84T1HJZVaYxmDsG6h2OUKIb3lw1nCGDwzhrY9OyG1lPYAEvOg1hRdq+TD7PPdM7M+08TLWvBCuRuej5ecLxgMKr+86jt3hVLskcRsk4EWvaGhq5c+7jhMZHsjyxNFqlyOEuA5DWAA/nDuWM6X1pB84p3Y54jZIwIse51QU3vywEEuzjX9aOB5/v05vgSCEUNHUOyKZFTOAjIMXOH6+Ru1yxC2SgBc97sODFzh6pprv3TeSwZEyWp0Q7mDZ7NH0jwjkT+8fp6beqnY54hZIwIsedexsNTv3n2XauEgemCw3khHCXej9fPg/qROx2Z384e/HsNnlfLy7kYAXPaaqrpnX3z9OlKEPP5w79pZuFyyEUM+AiD48Om8c5y7Vs+3jU2qXI26SBLzoEa02B6/9vQCnAo+lTkTv1333mxZC9J7JYwzMmz6EfUfK2H+0TO1yxE2QgBfdrm2c+ZNcNFtYOX8ckfJ7dyHc2oOzhjN+aF/+J+skZ8vk1rLuQgJedLuMLy9w8Hg5i2YOI3ZkP7XLEULcJq1Ww88XTiAsSM/v382n+rJcdOcOJOBFt8o9UcG7+9ouqpt/z1C1yxFCdJOgAF9++dCdtNod/MeOozS3yE1pXJ0EvOg25y7V8+cPvmFEVAg/TpaL6oTwNFH9+vCLRRMpq2ri9feP43DKlfWuTAJedIvqy1Ze3ZFPaB8/Hk+NwVcnF9UJ4YnGDwvnB6bR5J+pZrvcec6lyZBi4rY1NLXyctoRWu0OfrU0lpA+fmqXJIToQffGRmGuaWL34WLCQ/yZe7fc9tkVScCL22JttfPKO/lUXbbyz9+7kyhDkNolCSF6wUP3jqS2oYW0z4ro469j1p0D1S5JXEUCXtwym93JH94r4EJ5A4+lTmDM4L5qlySE6CVarYafpoyj0WrnvzJP0CfAl7tGG9QuS3yLnIMXt8ThVPjLB99w/HwtP0oay6RR8sEWwtvofLT8nwcnMnxACP+ZfozCC7VqlyS+RQJe3DSnU+GVv31FzokKvnffSGbGDFC7JCGESvR+PvzyoTuJ7BvIq+/mc/xstdolif/VpYDftWsXycnJJCYmsnXr1u/MLywsZPHixZhMJtatW4fd3vb7yLKyMpYvX87cuXNZtWoVjY2NANTX1/Ozn/2MpKQkli9fTmVlZfvzJ02axMKFC1m4cCGPPvpod62n6CZOp8IbHxayN6+EB+OHy8U1QgiCAnz5/5bGEhak5zd/Psip4jq1SxJ0IeDNZjObNm1i27ZtpKens337doqKOv40Ys2aNTz77LPs3r0bRVFIS0sDYP369SxbtozMzEwmTJjA5s2bAXjllVeIi4vjo48+4qGHHmLDhg0AFBQUMH/+fNLT00lPT+eNN97o7vUVt8HpVHgro5CDx8v5wT1RLJo1TO2ShBAuIixIz1PLJhER7MemtCMS8i6g04DPzs5m2rRphIWFERgYiMlkIjMzs31+aWkpVquV2NhYAFJTU8nMzMRms5GTk4PJZOowHWDv3r3Mnz8fgJSUFPbv34/NZqOgoIBTp06RmprKihUrOHnyZHevr7hFDqeTNzMK+eJYOUsm9ePhaCeKonZVQghXEhak5/9+fzwRfrAp7QgnL8o5eTV1ehV9RUUFBsM/LqAyGo3k5+dfd77BYMBsNlNbW0tQUBA6na7D9Ktfo9PpCAoKoqamBr1ez6JFi1i6dCn79u3jscceIyMjAz+/rv+uOiKid36mZTAE98pyXEGLzcH/25LLoePl/GBafx4OrgVbcK/12tV507ZwI9IH6UEbK7+bpOXpIwqb0o7y1IopTB3fX+2iVKH29tBpwCvX2E379hCk15vf2euuptVqefzxx9sfJyQk8NJLL3H27FnGjh3bWZntqqstOJ09u2tpMARTWdnQo8twFU1WO6++m8/p4jp+PNXAA84yLlfZCA0O7pVeuzpv2hZuRPogPbjCAGitVp4e6mDjRX82vHWIHyaNZVaMd/1Ovje2B61Wc8MdrU4P0UdGRlJVVdX+uKKiAqPReN35lZWVGI1GwsPDsVgsOByODtOh7SjAldfY7XYsFgthYWFs2bKF2tp/HNJRFKX9CIDofZctLby47SvOlF7msRn9eEApB5tN7bKEEG4gxBeeHmplfJiGtzJO8NGXF6654yd6TqcBP2PGDA4ePEhNTQ3Nzc1kZWURHx/fPj8qKgq9Xk9eXh4AO3fuJD4+Hl9fX+Li4sjIyOgwHdr2znfu3AlARkYGcXFx+Pr6kpOTw44dOwA4fPgwTqeT4cOHd+sKi64prrDwb2/nUl7bxK9mRDCt5RLY5e5RQoiu8/eB/2+wlekGDe/sPcPWPafkBjW9SKN04U+qXbt28frrr2Oz2ViyZAkrV65k5cqVPPHEE0ycOJETJ07wzDPP0NjYyLhx43j++efx8/OjtLSUtWvXUl1dzYABA3j55ZcJDQ2lrq6OtWvXUlxcTHBwMBs3biQ6Ohqz2czatWuprKxEr9ezYcOGmzo8D3KIvjscOV3F6+8fJ1Dvw5rJgQxuqODqK+pCh0VRPfZOOUTv4dtCV0kfpAdXGLBy+eP98L9HbwGcCmw36/nwEowbGs6qRePp4++rYpU9zxUO0Xcp4N2JBPytUxSF3YeLeeezIoYa+/CrOzSE1l970AoJ+Daeui3cLOmD9OCKawX8FfvqfHnzgpZ+oQE8sSSGARF9VKiwd7hCwMtIdgKA5hY7r79/nLTPiogbHsa/jm65brgLIcStSAiz8fQoO02NVja8ncvXpyvVLsmjScALSist/Nt/55JzooKlk/vxhKEO3/8ddVAIIbrTmEAHvx3VglGv8Pt3C9j+6WnsDjkv3xPkEnUvpigK2cfK2ZJ1kgBfH9bNimBsUzm0fvfQmhBCdBeDn8K/DmtmW4U/uw8Xc6a0nn9aOJ7wEH+1S/MosgfvpSzNNv648xhvfFjIcEMfNsT5MtZy6ZrnzYQQorv5aeFH/a38nxFOSs31PPfmYQ59Y1a7LI8ie/BeKP9MNW99VIilycbSu/oxT1+FpqFF7bKEEF5oWoiNoaPt/GdpAK+/f5yvTlfyg8TRBAd2fQRTcW0S8F7E0mxjx94i9h+9RFREAE9NDmSw5RJY5fyXEEI9/fUKzw5r4sNaf949WcGpi3WsMI1h0mhD5y8W1yUB7wUUReHL42b+9ulpGpvtpEwMZ3FIHb71dWqXJoQQAPhoYEG4ldhALa+X+vD79wqIHdWPZQ+Mol9YgNrluSUJeA93qbqR/8k6ReGFWkb078NP4wIZ1FQBTXKuXQjhegb7O1k/vImsOn/ePVfNM3+pYf49QzFNHYzORy4buxkS8B6qvrGV9APn2HekDL2vlh9P7cf9PnKuXQjh+nQaSO5r5e5gLVvM/ry77ywH8i+xOGEEk8cYbnjjMvEPEvAepsXm4OPcYj48eIFWm5MH7ujL4ogmghrLwObdo84JIdxLhM7J6qgmjvb15a+XbGzeeYwRA0N46L6RjB4UpnZ5Lk8C3kO0tDr47OtSMg9doL7Jxl1DQ1k2yEn/5gqwyOF4IYT7ujPQxsThNj5v8GdHWSO/2/oVMSMiSJkxlJFRoWqX57Ik4N1cc4udvV+Xknn4Ig1NNiZEB5MaG8hoey1Y5NauQgjPoNVAQoiVaUGw+3IAGSW1/N8t1dwxpC8pM4YydnCYHLq/igS8m6qobeLjvBIO5F/C2uogZnAIqYP7MMpWi9LcqnZ5QgjRI/RaWNC3mTmhGj5r8OfDS/X8v79+zbABwTwwOZopYyPx1cnFeCAB71acToVvLtTwaV4pR4uq0Go1TBseSpLRwVB7HTTakLPsQghv4K9VSApt5oEQDZ836MmsaOYvHxSS9mkR8bFR3Dcpir7BerXLVJUEvBsw1zbxRcElvigop7ahheAAHQtjIkgMaSTUWgXNco5dCOGd/DQKD4RYuS8YjrfoyarR8GH2eT48eJ7xQ8OZMbE/k0YZ0Pv6qF1qr5OAd1E19VbyTlWSc6KCopLLaDQQMyiER+4I5C6fy+haLkGj7K8LIQS0naOf6N/CxIEtVBh17G/Qc6Cinj+9X0OA3oe4MUamjDUydkhfr/k9vQS8i1AUBXNtM0dOV5F7soKzZfUAREcEsDQ2nJl9GglrrQWbHeTaOSGEuC6jzs6SvnZSw+CETc+ByzoOF5r5PP8SAXodsSMjuGu0gQnDItD7ee6evQS8ipqsdgov1HL8XDXHztVQddkKwFBDIN+LDWdqYDMDHE0orXXQpG6tQgjhbrQaGOfXwjhDCz8yaDlu1ZPTqOOroioOHjej89EwKjqMcUP7MmFYBIMig9B60JX4EvC96LKlhdMllykqvczpkstcKG/AqSj4+2oZNzCI+SP8udOviX6KBVproRm5aE4IIbqBH04m+Tczyb8ZR4SGEy168pv9yK9r5N19tby77yxBAb6MGRzGyKhQRkaFMjgy2K2vyJeA7yH1Ta0UV1i4aG6g2GzhTNllKuva9tB9dVqGGwKYPz6UmD42Rmqb8GmtBqcTZCRZIYToUT4ojNdbGa+38v0wqBvqyzfNvuQ36ThZVkfeyUoAdD5ahg4IZviAEAZHBjHIGMyAiEC3OYcvAX8bFEWhvsmGuaaJ8pomzDVNlFY1UlxhofZbY75HBPkxvJ8/c4YGMMqvhWE+zfjYLoPDAfKTdSGEUFUYNmYE2JgR0AT9NNQpvhS16Djd4sep+hY++6oEm6PteKqPVkNUvz4MMgYxsF8fjH0D6R8egLFvAL461zqfLwF/A4qi0NBko6bBSk19CzX1VmoaWmhscVBcXo+5tonmln/8RE3no6F/qJ7xkf4MGR7AED8bg32sBCstKDYLKErbBXJykZwQQrgmRSGMVuL0rcTpmyAEHIN9KHfoKG7VcaHVjwtNDo6freKLY+XtL9MA4aH+9O8bQL+wAAb1D0HvoyE8WE94iD99g/X49fJP9boU8Lt27eKPf/wjNpuNH/3oRyxfvrzD/MLCQp555hksFgtxcXGsX78enU5HWVkZa9asobq6mmHDhrFx40b69OlDfX09v/rVryguLiY8PJxXXnkFg8FAa2sr69at49ixY/j7+7Nx40ZGjBjRIyvemS27T/J5/iXsDmeH6b4+GvqF6IkI1DFqaBD9A2CgzsYATSsROjsaeyPYL7c92d72T86jCyGE+/JxOojSOIjStzBN3wjBQH8NzRpfzHYfym0+XHL4csmqodzSzNflDew7Uvad9wkL8uPxxTEMGxDSK3V3GvBms5lNmzbx3nvv4efnx9KlS7n77rsZOXJk+3PWrFnDv//7vxMbG8vTTz9NWloay5YtY/369Sxbtox58+bxhz/8gc2bN7NmzRpeeeUV4uLi+NOf/sTOnTvZsGEDr7zyClu2bCEgIICPPvqInJwc1q5dyzvvvNOjDbieUdGhBDpbCVda6KdzEKFtJVzrJETrIDTIyeWamrY9coArO/F2VUoVQgjR2xSFAKWVoVoYemXAvEAgHNBqCQjtw/k6GzV2LdUOHTUOHyyKD+H+vXf+vtMlZWdnM23aNMLCwggMDMRkMpGZmdk+v7S0FKvVSmxsLACpqalkZmZis9nIycnBZDJ1mA6wd+9e5s+fD0BKSgr79+/HZrOxd+9eFixYAMCUKVOora2lrOy7fwX1hmnj+7M8JgSTrorJ1DLU2UiIvRlaW9vOnQNoNN79TwghrkXrAt9Pav5TFPwUB5G0cIeumZn6BhYE1rG8XyP9+vTeYfpO9+ArKiowGAztj41GI/n5+dedbzAYMJvN1NbWEhQUhE6n6zD96tfodDqCgoKoqam55nuVl5czcODALq9QRERQl5/bKd9oiIy45iyvv0GhVtu9vXZjBkOw2iW4BOmD9ACAJh9CE2b84winF/tOTmg0ENEXfH17ZfmdBrxyjf9J374l3/Xmd/a6q2m11z6YcL3p11NdbcHp7K4Nywd03w0xgyGYysqGblqGe5IetJE+tJE+SA+uMBiCqWyU+2Ncd3uoswLWblmGVqu54Y5Wp+kZGRlJVVVV++OKigqMRuN151dWVmI0GgkPD8diseD438PZV6ZD21GAK6+x2+1YLBbCwsIwGo1UVlZ+572EEEIIcXM6DfgZM2Zw8OBBampqaG5uJisri/j4+Pb5UVFR6PV68vLyANi5cyfx8fH4+voSFxdHRkZGh+kACQkJ7Ny5E4CMjAzi4uLw9fUlISGB9PR0AHJzc9Hr9Td1eF4IIYQQbTTKtY6lX2XXrl28/vrr2Gw2lixZwsqVK1m5ciVPPPEEEydO5MSJEzzzzDM0NjYybtw4nn/+efz8/CgtLWXt2rVUV1czYMAAXn75ZUJDQ6mrq2Pt2rUUFxcTHBzMxo0biY6OpqWlhX/913/l2LFj+Pn58e///u+MHz/+plaoew/RX5scipMeXCF9aCN9kB5cIX1o0xt96OwQfZcC3p1IwPcO6UEb6UMb6YP04ArpQxtXCHj3GFBXCCGEEDdFAl4IIYTwQBLwQgghhAeSgBdCCCE8kAS8EEII4YE87naxWm3vjJHeW8txZdKDNtKHNtIH6cEV0oc2Pd2Hzt7f434mJ4QQQgg5RC+EEEJ4JAl4IYQQwgNJwAshhBAeSAJeCCGE8EAS8EIIIYQHkoAXQgghPJAEvBBCCOGBJOCFEEIIDyQBL4QQQnggCXghhBDCA0nAX+Wdd95h4cKF7f8mT57Mb3/7W7Kzs5k/fz5z5sxh06ZN7c8vLCxk8eLFmEwm1q1bh91uV7H67pWens68efOYN28eL7zwAnD99S0rK2P58uXMnTuXVatW0djYqGbp3eZPf/oTJpOJ+fPn88c//hHwrh5YLBZSUlIoKSkBuOnPgaf05Oo+ADz11FO899577Y+vt6719fX87Gc/IykpieXLl1NZWdnr9XeHq3uwfft2UlJSmD9/Pr/+9a9pbW0FvG9b2LZtG/PmzSM5OZkXXniBK6O/u0QfFHFdp06dUhITE5WysjIlISFBuXjxomKz2ZSf/OQnyt69exVFUZR58+YpX3/9taIoivLrX/9a2bp1q4oVd5+mpiZlypQpSnV1tWKz2ZQlS5YoX3zxxXXX92c/+5nywQcfKIqiKK+99pry4osvqlV6t/niiy+UlJQUpaGhQbHb7crPf/5zZffu3V7TgyNHjigpKSnK+PHjleLiYqW5ufmmPwee0JOr+1BeXq78/Oc/V2JiYpR33323/XnXW9f169crr7/+uqIoivL3v/9d+eUvf9nr63C7ru7B2bNnlcTERKWhoUFxOp3Kv/zLvyhvvfWWoijetS1cvHhRSUxMVBobGxW73a48/PDDyueff64oimv0Qfbgb+A3v/kNTz75JMXFxQwZMoRBgwah0+mYP38+mZmZlJaWYrVaiY2NBSA1NZXMzEx1i+4mDocDp9NJc3Mzdrsdu92OTqe75vrabDZycnIwmUwdpru7b775hpkzZxIUFISPjw+zZs1iy5YtXtODtLQ0nnvuOYxGIwD5+fk39TnwlJ5c3Yddu3bxwAMPkJSU1P6cG63r3r17mT9/PgApKSns378fm83Wy2txe67ugZ+fH7/5zW8ICgpCo9EwevRoysrKvG5bGDRoEB9++CGBgYHU19djsVgICQlxmT5IwF9HdnY2VquVpKQkKioqMBgM7fOMRiNms/k70w0GA2azWY1yu11QUBC//OUvSUpKIj4+nqioKHx9fa+5vrW1tQQFBaHT6TpMd3fjx4/nwIED1NXV0dLSwqeffopOp/OaHmzYsIG4uLj2xzf7OfCUnlzdh5/+9Kc89NBDHZ5zo3X9dn90Oh1BQUHU1NT0UvXd4+oeREVFMWPGDABqamrYunUrDzzwgNdtCwC+vr6kpaUxe/ZsDAYDY8eOdZk+SMBfx9/+9jd+/OMfA7SfU/k2jUZz3eme4MSJE7z77rt89tlnHDhwAK1WyxdffPGd53lyH6ZPn05qaiqPPPIIP/3pT5k8eTIOh+M7z/PkHnzbzX4OvKEnV9zsumq1nvHVazab+eEPf8jixYu5++67vXZb+N73vsehQ4fo168fr732msv0wTO2sm7W2tpKTk4O999/PwCRkZFUVVW1z6+oqMBoNH5nemVlZfuhG3d34MABpk+fTkREBH5+fqSmpnLo0KFrrm94eDgWi6U9/DylDxaLhcTERHbt2sWWLVsICAggKirKq3rwbTf7OfCGnlxxo3U1Go3t/bHb7VgsFsLCwtQqtducOXOG73//+zz44IM89thjwHe3EU/fFi5dukReXh7QdnRm3rx5nDx50mX6IAF/DSdPnmTo0KEEBgYCcOedd3Lu3DkuXLiAw+Hggw8+aD9srdfr2/8H79y5k/j4eDVL7zZjx44lOzubpqYmFEXh008/ZerUqddcX19fX+Li4sjIyOgw3d2VlJTw2GOPYbfbaWho4J133mHJkiVe1YNvu9nPgTf05IobrWtCQgI7d+4EICMjg7i4OHx9fdUqtVtYLBYeffRRfvnLX/KTn/ykfbq3bQsNDQ2sWbOG+vp6FEVh9+7dTJ482XX60GOX77mxDz/8UFm9enWHadnZ2cr8+fOVOXPmKBs2bFCcTqeiKIpSWFioLF68WJk7d67yz//8z0pLS4saJfeI119/XTGZTEpKSory61//WrFarddd35KSEuUHP/iBkpSUpPzkJz9R6urqVK6+e7z22mtKUlKSMmfOHGXbtm2Kolz//7mn9uC+++5TiouLFUW5+c+BJ/Xk231QFEV56qmnOlxFf711ra2tVX7+858rycnJysMPP9zhPdzNlR689dZbyvjx45UFCxa0/3vllVcURfG+beGvf/2rkpSUpKSkpCi/+c1vlNbWVkVRXKMPGkW5xkkBIYQQQrg1OUQvhBBCeCAJeCGEEMIDScALIYQQHkgCXgghhPBAEvBCCCGEB5KAF0IIITyQBLwQQgjhgf5/JR4zLVIb0woAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -744,7 +744,7 @@ "n = 2\n", "\n", "# highlight the tails of the distribution\n", - "ax = sns.lineplot(x,y)\n", + "ax = sns.lineplot(x=x, y=y)\n", "line = ax.get_lines()[-1]\n", "mask_l = x < mu - n*sigma\n", "mask_u = x > mu + n*sigma\n", @@ -908,9 +908,9 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -931,7 +931,7 @@ "plt.xlim(-0.1, 1.1)\n", "for i in range(0, N):\n", " sample1 = rv1.rvs(n)\n", - " sns.stripplot(sample1)" + " sns.stripplot(x=sample1)" ] }, { @@ -950,9 +950,9 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" + "
" ] }, "metadata": {}, @@ -1047,9 +1047,9 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -1070,7 +1070,7 @@ "plt.xlim(700,1300)\n", "for i in range(0, N):\n", " sample2 = rv2.rvs(n)\n", - " sns.stripplot(sample2)" + " sns.stripplot(x=sample2)" ] }, { @@ -1089,9 +1089,9 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": {}, diff --git a/stats_overview/03_STATS.ipynb b/stats_overview/03_STATS.ipynb index a31123b7..90735f03 100644 --- a/stats_overview/03_STATS.ipynb +++ b/stats_overview/03_STATS.ipynb @@ -363,15 +363,15 @@ "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "
" + "
" ] }, "execution_count": 11, "metadata": { "image/png": { - "height": 322, - "width": 655 + "height": 455, + "width": 911 } }, "output_type": "execute_result" @@ -1252,15 +1252,15 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": { "image/png": { - "height": 305, - "width": 504 + "height": 432, + "width": 699 } }, "output_type": "display_data" diff --git a/stats_overview/04_LINEAR_MODELS.ipynb b/stats_overview/04_LINEAR_MODELS.ipynb index d00bdc5c..4aa0f0bf 100644 --- a/stats_overview/04_LINEAR_MODELS.ipynb +++ b/stats_overview/04_LINEAR_MODELS.ipynb @@ -211,7 +211,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 4, @@ -220,9 +220,9 @@ }, { "data": { - "image/png": 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\n", 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ga1iNTSH507xK93kIwkmsOzdG+r3MVSYS7zYAADZmmKb83hQNGpAqvzeFIJzkuDHSfgjDAAAACcKNkfZDGAYAAEiQ9hsjOxO9MRIJRRgGAABIEG6MtB/m4gEAABKIGyPthTAMAACQYO03RvoHpLY1EIQtwzIJAAAAuBZhGAAAAK5FGAYAAIBrEYYBAADgWoRhAIAtmYahxlBEJxta1BiKyDQMq4fkGk597516XugddpMAANhO2DBUWlalyrdro23t+7B6uOs+rpz63jv1vNB7zAwDAGzF7CS0SFLlwVqVllcxmxdHTn3vnXpe6BuEYQCArQRbwx1CS7vKg7UKtobj+ue7+VK61e99vDj1vNA3WCYBALCVxqZQl/3RBxX0MbdfSrfyvY8np54X+gYzwwAAW/GnnXuepqv+nuJSunXvfbw59bzQNwjDAABbSfd5FMjL7rQvkJetdJ8nLn8ul9Kte+/jzannhb5BGAYA2IphmppblN8hvLQvVzDitFyhO5fSnc6q9z7enHpe6BtcFwAA2I7HNDW/KF/B1nDbes40r9J9nriGFi6lt7HivU8Ep54Xeo+ZYQCALRmmKb83RYMGpMrvTYl7aOFS+l8k+r1PFKeeF3qHMAwAgLiUDriVO675AADQDVxKB9yHMAwAwMe0X0qP7jtLEAYcjWUSAAAAcC3CMAAAAFyLMAwAAADXIgwDAADAtQjDAAAAcC3CMAAAAFyLMAwAAADXIgwDAADAtQjDAAAAcC3CMAAAAFyLMAwAAADXIgwDAADAtQjDAAAAcC3CMAAAAFyLMAwAAADXIgwDAADAtQjDAAAAcC3CMAAAvWAahhpDEZ1saFFjKCLTMKweEoDz4LV6AAAAJKuwYai0rEqVb9dG2wJ52ZpblC+PaVo4MgDdxcwwALgQs5m9Z3YShCWp8mCtSsureE+BJMHMMAC4DLOZfSPYGu4QhNtVHqxVsDUsv5c5J8Du+JQCgIswm9l3GptCveoHYA+EYQBwke7MZqJ7/GnnvrjaVT8AeyAMA4CLMJvZd9J9HgXysjvtC+RlK93nSfCIAPQEYRgAXITZzL5jmKbmFuV3CMTt668N1l8DSYF/9QDARdpnMysPdlwqEZ3NJMR1m8c0Nb8oX8HWsBqbQvKneZXu8xCEgSTCzDAAuAizmX3PME35vSkaNCBVfm+KLd9DttIDzo6ZYQBwGWYz3YWt9IBzs9XM8Lp16zRz5syYtl//+teaPn26AoGACgsL9f3vf19NTU3R/ubmZj344IOaOHGiAoGAFi9erFOnTsW8xs6dO1VUVKQxY8Zo6tSp2rFjR0LOBwDsKhlmM9F7bKUHdM02YXjTpk0qKSmJaauoqND8+fP1hS98QT//+c91//3366WXXtKDDz4YPeaBBx7Qb3/7W61atUrPPvus/vSnP2nBggXR/nfffVdz5szRpEmTVF5erptuuklLlizRzp07E3VqAABYgq30gK5ZvkzixIkTuv/++7V7924NGzYspm/z5s26/PLLddddd0mShg0bpoULF2rZsmV68MEHVVdXp61bt2rt2rW67LLLJEkrV67U1KlTVVlZqUAgoGeffVZ5eXlauHChJGnEiBHat2+fnn76aU2cODGh5woAiB/TMFTfFFbNkVNK7+dVGjPe3dpKzz8gNUGjAezJ8jD81ltvyefzadu2bVqzZo2OHTsW7Zs1a5ZSUmInr1NSUtTa2qqGhgbt3btXkjRhwoRo//Dhw5WTk6M9e/YoEAiooqJCkydPjnmNCRMmaMWKFTJNUwaXiAAg6bEutnNspQd0zfJPQWFhoQoLCzvtGz16dMzXra2t2rhxoz772c8qKytLJ06cUGZmpvr16xdz3ODBg1VdXS1Jqq6uVm5ubof+YDCouro6ZWVl9Xjs3v9/5rzHE/srnIPaOhe1dY6wKZVuefOs62IX3DhGHpfOe/T3pJxzK73+/bxJ897wmXUuq2treRjurlAopCVLluiPf/yjNm3aJEkKBoNKTe14eadfv35qbm6WJDU1NXU4pv3rlpaWHo8nJcVQZmb/mLaMjPQevx7sjdo6F7VNfkdrPjrnutimUEQXDb4gwaOyj7u/GtCqFytjAnEgL1sLvhrQoL9Jvr//fGady6raJkUYbmho0De/+U298cYbWr16tfLz8yVJaWlpnQba5uZmpae3vaH9+vXrcEz71+3H9EQkYqq+vlFS208yGRnpqq8PKhyO9Pg1YT/U1rmorXN8dObcExsfnWlRXd2ZBI3GfrySFtw4Rmeaw2psapU/zaf+/TzymJGkel/4zDpXvGqbkZHerdlm24fhmpoa3XHHHTp27JjWr1+vgoKCaF9ubq4+/PBDtbS0xMz+1tTUKCcnR5I0ZMgQ1dTUdHhNv9+vCy7o3UxBKBRbsHA40qENzkBtnYvaJr/urIulxpLfa0RvljPDEZ371jr74jPrXFbV1tYLb06fPq1/+Zd/0alTp7Rp06aYICxJl156qSKRSPRGOkk6dOiQTpw4ET32sssu0xtvvBHzfbt27dK4ceM63JwHAEg+7Y+Y7kz0EdMAcBa2ToOPPPKI3nvvPT322GPKyspSbW1t9L9wOKycnBxdf/31WrZsmXbv3q2qqiotWrRI48eP19ixYyVJM2fOVFVVlYqLi/Xuu+9qw4YN+uUvf6nZs2dbe3LAeeBRqsDZ8YhpAL1hmKZ9/pW49957dezYMT3//PMKh8MKBALRG+H+2muvvaaLLrpIjY2Nevjhh/WrX/1KknTVVVdp2bJlyszMjB77+uuv67HHHtPhw4d10UUX6e6779Z1113Xq7GGwxGdOtW21srrTVFmZn/V1Z3h0o3D2KG2bBkVH3aoLfqWaRgKtkbU1BJSWqpX6T72GXYSPrPOFa/aZmX179aaYVuF4WRCGHYHq2trGoZWd/IoVaktEM9n1qvHrK4t4oO6Ohe1dS6rw7Ctl0kAbsejVAEAiC/CMGBj3XmUKgAA6DnCMGBjPEoVAID4IgwDNsaWUQAAxBdhGLAxtowCACC+uMYK2JzHNDW/KF/B1rAam0Lyp3mV7vMQhAEA6AOEYSAJGKYpvzcl+ihVEYQBAOgTLJMAAACAaxGGAViGx0wDAKzGMgkAluAx0wAAO2BmGEDCmZ0EYantqXql5VXMEAMAEoYwDCDheMw0AMAuCMMAEo7HTAMA7IIwDCDheMw0AMAuCMMAEo7HTAMA7KLbYfjzn/+8nnzySVVXV8dzPABcgMdMAwDsotvXIj/96U9rzZo1Wr16tT73uc/pq1/9qq699lp5vVzOBHD+eMw0ALiHaRi2/fe+20l27dq1OnXqlLZt26atW7fq7rvvVlZWlr7yla/oxhtv1IgRI+I5TgAOxGOmAcD57L6v/HmtGc7KytKtt96qrVu3auvWrfryl7+s7du364YbbtDXvvY1lZWVKRgMxmusAAAASCLJsK98j2+gGzVqlO699169/vrrWrt2rYYMGaLvfe97uvLKK/Xd7363L8cIAACAJJQM+8r3ejeJlJQUXX311Vq5cqV+9KMfKTs7W//2b//WF2NDApiGocZQRCcbWtQYitjiJzQAAOAMybCvfK/vfquqqtL27dv18ssv64MPPlAgENCdd97ZF2NDnNl9DQ8AAEhuybCvfI9GcOTIEW3fvl3bt2/Xn//8Zw0cOFDTpk3T9OnTNWzYsD4eIuKhqzU889neCgAA9FL7vvKVBzsulbDLvvLdDsMffPCBduzYoe3bt+sPf/iDPB6PrrnmGt1777266qqr5PFYfzLovu6s4fF7eSYLAFjNzltSAV1p31e+tLwqJhDH7itv7RLNbofhq666SpFIRJ/61Kf0rW99S1/5ylc0cODAeI4NcdSdNTzR7a4AAJZgORucwO77ynd76q+oqEg//elPtWPHDs2aNeusQfg//uM/NGvWrD4bIOIjGdbwAICbJcOWVEB3te8rP2hAqvzeFNsEYek8ZoaXL1/erePef/997dy5s8cDQmJ0aw2Pjf6iAoDbsJwNSAw+RS7VvoYnkJcd0x67hgcAYJVk2JIKcAKuhbuY3dfwAICbsZwNSAxmhl3Ozmt4AMDN2pezdcYuW1IBTkAYBgDAhljOBiRGt6+xFBYWyujGnasNDQ29GhAAAGjDcjYg/rodhsePH9+tMAwAAPpO+3K26N7vBGGgT3U7DD/66KPdOq6pqUmHDx/u6XgAAACAhOn2muErr7xS+/fvj2l75plndOrUqZi2gwcPatq0aX0zOgAAACCOuh2GT548qdbW1ujX4XBYP/jBD3T8+PG4DAwAAACIt17tJmGybgkAAABJjK3VAAAA4FqEYQAAALgWYRi2YRqGGkMRnWxoUWMoIpOt/AAAQJz1+sHm7D2MvhA2DJWWVany7dpoW/tTljysTQcAAHFyXmF43rx5Sk1NjWm766675PP5ol+3tLT0zcjgGmYnQViSKg/WqrS8SvN57CgAAIiTbodh9g5GvARbwx2CcLvKg7UKtobl97KiBwAA9L1uh+FHHnkknuOAizU2hbrsjz6GFAAAoA8x3QbL+dPO/TNZV/0AAAA9RRiG5dJ9HgXysjvtC+RlK93nSfCIAACAWxCGYTnDNDW3KL9DIG7fTYKb5wAAQLxw/Rm24DFNzS/KV7A13LZGOM2rdJ+HIAwAAOKKMAzbMExTfm/KX26WIwgDAIA4Y5kEAAAAXIswDAAAANciDAMAumQahhpDEZ1saFFjKCLTMKweEgD0CdYMAwDOKdzJI9Pbd3vxsLYfQJJjZhgAcFZmJ0FYantUeml5FTPEAJIeYRgAcFbB1nCHINyu8mCtgq3hBI8IAPoWYRgAcFaNTaFe9aP7WJcNWIM1wwCAs/Knnft/E131o3vOuS5bUiMPJALihn/FAABnle7zKJCXrcqDHZdKBPKyle7z8ICcXupqXfYV+X+r1VvejLZz8yLQt1gmAQA4K8M0NbcoX4G87Jj29kDGDGXvdbUuOysjrUMbNy8CfYeZYQDAOXlMU/OL8hXkUn1cdLXuuqU10qGt/eZFv5c5LaC3+BQBALpkmKb83hQNGpAqvzeFINyHulp3nerr/H/V3LwI9A3CMAAAFmpfl92ZMZ/O1oEjdZ32cfMi0DcIwwAAWOhc67L/afJIbXv93Q7fE715EUCv8WMlAAAWO9u6bFPSxcOzYnbz4OZFoG8RhgEAsIH2ddn+AaltDaYpQ+LmRSDObLdMYt26dZo5c2aH9iNHjmjs2LE6evRoTHtzc7MefPBBTZw4UYFAQIsXL9apU6dijtm5c6eKioo0ZswYTZ06VTt27IjrOQAA0Fe4eRGIL1uF4U2bNqmkpKRD+7vvvqtZs2YpGAx26HvggQf029/+VqtWrdKzzz6rP/3pT1qwYEHM986ZM0eTJk1SeXm5brrpJi1ZskQ7d+6M56kAAAAgCdhimcSJEyd0//33a/fu3Ro2bFhM37p167R27VoNHz68w6zwiRMntHXrVq1du1aXXXaZJGnlypWaOnWqKisrFQgE9OyzzyovL08LFy6UJI0YMUL79u3T008/rYkTJybk/AAAAGBPtgjDb731lnw+n7Zt26Y1a9bo2LFj0b5XX31VjzzyiDIzM3XLLbfEfN/evXslSRMmTIi2DR8+XDk5OdqzZ48CgYAqKio0efLkmO+bMGGCVqxYIdM0ZfTiCT7e/9/s3OOJ/RXOQW2di9o6E3V1LmrrXFbX1hZhuLCwUIWFhZ32bdmyRZK0e/fuDn0nTpxQZmam+vXrF9M+ePBgVVdXS5Kqq6uVm5vboT8YDKqurk5ZWVk9GnNKiqHMzP4xbRkZ6T16LdgftXUuautM1NW5qK1zWVVbW4ThngoGg0pNTe3Q3q9fPzU3N0uSmpqaOhzT/nVLS0uP/+xIxFR9faOktp9kMjLSVV8fVDjc8bGZSF7U1rmorfOETamxJaxgc0jp/bzyp3rk6fnFP9gMn1nnildtMzLSuzXbnNRhOC0trdNA29zcrPT0tp8u+vXr1+GY9q/bj+mpUCi2YOFwpEMbnIHaOhe1dYawYai0rEqVb3fcj9fD7guOwmfWuayqbVIvvMnNzdWHH37YIezW1NQoJydHkjRkyBDV1NR06Pf7/brgggsSNlYAQHyYnQRhSao8WKvS8iqZvbg3BIDzJXUYvvTSSxWJRKI30knSoUOHdOLECRUUFEiSLrvsMr3xxhsx37dr1y6NGzdOKSlJffoAAEnB1nCHINyu8mCtgq3hBI8IQDJJ6jSYk5Oj66+/XsuWLdPu3btVVVWlRYsWafz48Ro7dqwkaebMmaqqqlJxcbHeffddbdiwQb/85S81e/ZsawcPAOgTjU2hXvUDcLekDsOStHz5ck2cOFHz58/X7bffrk996lN64oknov2f/vSnVVpaqv/6r//SP/7jP2rLli167LHH2GMYABzCn3bu21+66gfgboZpcmdBT4TDEZ06dUZS237DmZn9VVd3hkX9DkNtnYvaOodpGFpdXqXKgx2XSgTysjW/KJ9HGDsAn1nnildts7L6d2s3iaSfGQYAuJthmppblK9AXnZMe/tuEgRhAOfCtSMAQNLzmKbmF+Ur2BpRU0tIaalepftSCMIAusTMMADAEQzTVEaaR3mfzFJGmocgDKBbCMMAAABwLcIwAAAAXIswDAAAANciDAMAAMC1CMMAAABwLcIwAAAAXIswDAAAANciDAMAAMC1CMMAAABwLcIwAAAAXIswDAAAANciDAMAAMC1CMMAAABwLcIwAAAAXIswDAAAYBOmYagxFNHJhhY1hiIyDcPqITme1+oBAAAAQAobhkrLqlT5dm20LZCXrblF+fKYpoUjczZmhgEAACxmdhKEJanyYK1Ky6uYIY4jwjAAAIDFgq3hDkG4XeXBWgVbwwkekXsQhgEAACzW2BTqVT96jjAMAABgMX/auW/j6qofPUcYBgAAsFi6z6NAXnanfYG8bKX7PAkekXsQhgEAACxmmKbmFuV3CMTtu0kY7CYRN8y5AwAA2IDHNDW/KF/B1rAam0Lyp3mV7vMQhOOMMAwAANAJ0zASHkwN05TfmyL/gNT/HwRBON4IwwAAAH+FB2C4B2uGAQAAPoYHYLgLYRgAAOBjeACGuxCGAQAAPoYHYLgLYRgAAOBjeACGuxCGAQAAPoYHYLgLYRgAANiaaRiqbwrr4JFT+qg5HPcb2HgAhrswzw8AAGzLqi3OeACGezAzDAAAbMnqLc7aH4AxaECq/N4UgrBDEYaBJGYahhpDEZ1saFFjKMLelwAchS3OkAgskwCSFE9HAuB03dniLPrYYqCHmBkGkpDVlw4BIBHY4gyJQBgGkhCXDgG4AVucIREIw0AS4ulIANyALc6QCFxfAJIQlw4BuMVftjiLqKklpLRUr9J97OyAvsPMMJCEuHQIwE0M01RGmkd5n8xSRhp7/aJvEYaBJMSlQwAA+gbXUoEkxdORAADoPcIwkMTan44U3WeTIAwAwHlhmQQAAABcizAMAAAA1yIMAwAAwLUIwwAAAHAtwjAAAABcizAMAAAA1yIMAwAAwLUIwwAAAHAtwjAAAABcizAMAAAA1yIMAwAAwLUIwwAAAHAtwjAAAABcizAMAAAA1yIMAwAAwLUIwwAAAHAtwjAAAABcizAMAAAA1yIMAwAAwLVsFYbXrVunmTNnxrTt379fM2bM0NixY1VYWKjnnnsupj8SieiJJ57QpEmTNHbsWN1xxx167733zus1AAAA4E62CcObNm1SSUlJTFtdXZ1uu+02DR06VGVlZZo3b56Ki4tVVlYWPaa0tFQvvPCCli9frs2bNysSiWj27NlqaWnp9msAAADAnbxWD+DEiRO6//77tXv3bg0bNiym78UXX5TP59NDDz0kr9erESNG6MiRI3rqqac0ffp0tbS0aMOGDbrnnnt0zTXXSJIef/xxTZo0Sa+88opuuOGGLl8DAAAA7mV5GH7rrbfk8/m0bds2rVmzRseOHYv2VVRUaPz48fJ6/zLMCRMmaN26dTp58qTef/99nTlzRhMnToz2Z2RkaPTo0dqzZ49uuOGGLl9j0KBBPR6719s2se7xxP4K56C2zkVtnYm6Ohe1dS6ra2t5GC4sLFRhYWGnfdXV1Ro5cmRM2+DBgyVJx48fV3V1tSRpyJAhHY5p7+vqNXoahlNSDGVm9o9py8hI79Frwf6orXNRW2eirs5FbZ3LqtpaHobPpampSampqTFt/fr1kyQ1NzcrGAxKUqfHnD59uluv0VORiKn6+kZJbT/JZGSkq74+qHA40uPXhP1QW+eits5EXZ2L2jpXvGqbkZHerdlmW4fhtLS06I1w7doDrN/vV1pamiSppaUl+vv2Y9LT07v1Gr0RCsUWLByOdGiDM1Bb56K2zkRdnYvaOpdVtbX1wpvc3FzV1NTEtLV/nZOTE10e0dkxOTk53XoNAAAAuJetw3BBQYH27t2rcDgcbdu1a5eGDx+ugQMHatSoURowYIB2794d7a+vr9e+fftUUFDQrdcAAACAe9k6DE+fPl0NDQ1aunSp3nnnHZWXl2vjxo2aM2eOpLa1wjNmzFBxcbFee+01HThwQAsXLlRubq6mTJnSrdcAAACAe9l6zfDAgQP19NNPa8WKFZo2bZqys7O1ZMkSTZs2LXrMggULFAqFtGzZMjU1NamgoEDr16+Xz+fr9msAAADAnQzTNE2rB5GMwuGITp06I6ltv+HMzP6qqzvDon6HobbORW2dibo6F7V1rnjVNiurf7d2k7D1MgkAAAAgngjDAAAAcC3CMAAAAFyLMAwAAADXIgwDAADAtQjDSDjTMNQYiuhkQ4saQxGZhmH1kAAAgEvZep9hOE/YMFRaVqXKt2ujbYG8bM0typeHXf4AAECCMTOMhDE7CcKSVHmwVqXlVcwQAwCAhCMMI2GCreEOQbhd5cFaBVvDCR4RAABwO8IwEqaxKdSrfgAAgL5GGEbC+NPOvUS9q34AAIC+RhhGwqT7PArkZXfaF8jLVrrPk+ARAQAAtyMMI2EM09TcovwOgbh9NwmD3SQAAECCcV0aCeUxTc0vylewNazGppD8aV6l+zwEYQAAYAnCMBLOME35vSnyD0htayAIAwAAi7BMAgAAAK5FGAYAAIBrEYYBAADgWoRhAAAAuBZhGAAAAK5FGLY50zDUGIroZEOLGkMRmYZh9ZAAAAAcg63VbCxsGCotq1Ll27XRtvYHVHjYjgwAAKDXmBm2KbOTICxJlQdrVVpexQwxAABAHyAM21SwNdwhCLerPFirYGs4wSMCAABwHsKwTTU2hXrVDwAAgK4Rhm3Kn3bu5dxd9QMAAKBrhGGbSvd5FMjL7rQvkJetdJ8nwSMCAABwHsKwTRmmqblF+R0CcftuEga7SQAAAPQa19ptzGOaml+Ur2BrWI1NIfnTvEr3eQjCAAAAfYQwbHOGacrvTZF/QGpbA0EYAACgz7BMAgAAAK5FGAYAAIBrEYYBAADgWoRh2IZpGGoMRXSyoUWNoQiPnAYAAHHHDXSwhbBhqLSsKuYR1O3byHm4aRAAAMQJM8OwnNlJEJakyoO1Ki2vYoYYAADEDWEYlgu2hjsE4XaVB2sVbA0neEQAAMAtCMOwXGNTqFf9AAAAPUUYhuX8aedeut5VPwAAQE8RhmG5dJ9HgbzsTvsCedlK93kSPCLgL9jlBACcjSk3WM4wTc0tyldpeZUqD3bcTcJgNwlYhF1OAMD5CMOwBY9pan5RvoKtYTU2heRP8yrd5yEIwzJd7XIynx/UAMARCMOwDcM05femyD8gta2BoAELdWeXE7+XlWYAkOz4lxy2wdpM2Am7nACAOzAzDFtgbSbshl1OAMAdmBmG5XgCHeyIXU4AwB0Iw7AcT6CDHbXvcvLXgZhdTgDAWbjOB8t1Z21m9KY6IIHY5QQAnI8wDMuxNhN2xi4nAOBsLJOA5VibCQAArEIYhuVYmwkAAKzC9WfYAmszAQCAFQjDsA3WZgIAgERjmQQAAABcizAMAAAA1yIMAwAAwLUIwwAAAHAtwjAAAABcizAMAAAA1yIMAwAAwLUIwwAAAHAtwjAAAABcizAMAAAA1zJMk2fe9oRpmopE/vLWeTwpCocjFo4I8UJtnYvaOhN1dS5q61zxqG1KiiHDMLo8jjAMAAAA12KZBAAAAFyLMAwAAADXIgwDAADAtQjDAAAAcC3CMAAAAFyLMAwAAADXIgwDAADAtQjDAAAAcC3CMAAAAFyLMAwAAADXIgwDAADAtQjDAAAAcC3CMAAAAFyLMNxLkUhETzzxhCZNmqSxY8fqjjvu0HvvvWf1sHCePvzwQ91333266qqrNG7cOH39619XRUVFtH/nzp0qKirSmDFjNHXqVO3YscPC0aInDh06pEAgoPLy8mjb/v37NWPGDI0dO1aFhYV67rnnLBwhztfWrVt13XXX6ZJLLtH111+vl19+Odp39OhRzZkzR+PGjdOVV16pkpIShcNhC0eL7gqFQvrRj36ka6+9VoFAQDfffLN+//vfR/v53CafdevWaebMmTFtXdUxkfmKMNxLpaWleuGFF7R8+XJt3rxZkUhEs2fPVktLi9VDw3lYtGiRKisrtXLlSpWVleniiy/W7bffrj/96U969913NWfOHE2aNEnl5eW66aabtGTJEu3cudPqYaObWltbdc8996ixsTHaVldXp9tuu01Dhw5VWVmZ5s2bp+LiYpWVlVk4UnTXv//7v2vp0qW6+eabtWPHDt1www3Rz3Fra6tuv/12SdLmzZv1wAMP6Kc//anWrFlj8ajRHU8++aS2bNmi5cuXa+vWrRo+fLhmz56tmpoaPrdJaNOmTSopKYlp604dE5qvTPRYc3OzGQgEzE2bNkXbTp8+bebn55vbt2+3cGQ4H4cPHzZHjhxpVlRURNsikYg5efJks6SkxPzud79r3njjjTHfs2jRInPWrFmJHip66Ic//KF5yy23mCNHjjTLyspM0zTNtWvXmldeeaXZ2toac9yUKVOsGia6KRKJmNdee6356KOPxrTPmjXLXLt2rbl9+3bzs5/9rPnhhx9G+zZv3myOGzfObG5uTvRwcZ6+/OUvm4888kj0648++sgcOXKk+atf/YrPbRKprq4258yZY44dO9acOnWqOWPGjGhfV3VMdL5iZrgXDhw4oDNnzmjixInRtoyMDI0ePVp79uyxcGQ4H5mZmXrqqad0ySWXRNsMw5BhGKqvr1dFRUVMjSVpwoQJ2rt3r0zTTPRwcZ727Nmjn/3sZ3r00Udj2isqKjR+/Hh5vd5o24QJE3T48GGdPHky0cPEeTh06JCOHTumL33pSzHt69ev15w5c1RRUaHPfOYzuvDCC6N9EyZMUENDg/bv35/o4eI8DRw4UL/5zW909OhRhcNh/exnP1NqaqpGjRrF5zaJvPXWW/L5fNq2bZvGjBkT09dVHROdrwjDvVBdXS1JGjJkSEz74MGDo32wv4yMDF199dVKTU2Ntv3qV7/SkSNHNGnSJFVXVys3NzfmewYPHqxgMKi6urpEDxfnob6+XkuWLNGyZcs6fE7PVldJOn78eMLGiPN36NAhSVJjY6Nuv/12TZw4UTfddJN+/etfS6K2yW7p0qXy+Xz6/Oc/r0suuUSPP/64nnjiCQ0dOpTaJpHCwkKtWrVKn/jEJzr0dVXHROcrwnAvBINBSYoJUZLUr18/NTc3WzEk9IH//d//1Xe+8x1NmTJF11xzjZqamjrUuP1r1obb2wMPPKBAINBhBlFSp3Xt16+fJPH5tbmGhgZJ0re//W3dcMMN2rBhg6644grNnTtXO3fupLZJ7p133tEFF1ygNWvW6Gc/+5mKiop0zz33aP/+/dTWIbqqY6LzlbfrQ3A2aWlpktoCUfvvpbZCpqenWzUs9MKrr76qe+65R+PGjVNxcbGktg/fX4fe9q+ps31t3bpVFRUV2r59e6f9aWlpHera/o+s3++P+/jQcz6fT5J0++23a9q0aZKkiy++WPv27dMzzzxDbZPY8ePHtXjxYm3cuFGXXXaZJOmSSy7RO++8o1WrVlFbh+iqjonOV8wM90L79H1NTU1Me01NjXJycqwYEnrhJz/5ie6++25de+21Wrt2bfSn1CFDhnRaY7/frwsuuMCKoaIbysrK9MEHH+iaa65RIBBQIBCQJN1///2aPXu2cnNzO62rJD6/Ntden5EjR8a0//3f/72OHj1KbZPYm2++qdbW1ph7OCRpzJgxOnLkCLV1iK7qmOh8RRjuhVGjRmnAgAHavXt3tK2+vl779u1TQUGBhSPD+WrfvuXmm2/WypUrYy7NXHbZZXrjjTdijt+1a5fGjRunlBQ+QnZVXFysl156SVu3bo3+J0kLFizQihUrVFBQoL1798bsPbtr1y4NHz5cAwcOtGjU6I7PfOYz6t+/v958882Y9rfffltDhw5VQUGB9u3bF11OIbXVtn///ho1alSih4vz0L6O9ODBgzHtb7/9toYNG8bn1iG6qmOi8xX/J++F1NRUzZgxQ8XFxXrttdd04MABLVy4ULm5uZoyZYrVw0M3HTp0SA8//LC+8IUvaM6cOTp58qRqa2tVW1urjz76SDNnzlRVVZWKi4v17rvvasOGDfrlL3+p2bNnWz10nENOTo4++clPxvwntd2pnpOTo+nTp6uhoUFLly7VO++8o/Lycm3cuFFz5syxeOToSlpammbPnq01a9boF7/4hf785z/rySef1O9+9zvddtttmjx5srKzs/XNb35TBw4c0KuvvqqVK1dq1qxZHdYgwl7y8/N16aWX6tvf/rZ27dqlw4cPq6SkRDt37tSdd97J59YhuqpjovOVYbI3VK+Ew2GtXLlS5eXlampqUkFBge677z5ddNFFVg8N3bR27Vo9/vjjnfZNmzZNjz76qF5//XU99thjOnz4sC666CLdfffduu666xI8UvRWXl6eHnnkERUVFUmSqqqqtGLFCu3bt0/Z2dmaNWuWZsyYYfEo0V3PPPOMfvKTn+jEiRMaMWKE7r77bk2ePFmSdOTIET344IOqqKjQhRdeqBtvvFF33303V3OSwOnTp1VSUqL//M//1OnTpzVy5EgtWrRI48ePl8TnNhnde++9OnbsmJ5//vloW1d1TGS+IgwDAADAtfgRGQAAAK5FGAYAAIBrEYYBAADgWoRhAAAAuBZhGAAAAK5FGAYAAIBrEYYBAADgWoRhAAAAuBZhGACSVGFhoe69916rhwEASY0wDAAAANciDAMAAMC1CMMAkMRaW1v1gx/8QFdccYXGjh2rWbNm6ciRI9H+3/3ud/rnf/5nXXrppbr88su1ePFiHT9+PNq/atUq5eXldXjdvLw8rVq1SpJ09OhR5eXl6ZlnntHUqVM1ZswYlZWVqampSQ888ICuuuoqffazn9XUqVO1fv36+J80APQhwjAAJLGXXnpJf/zjH/Xoo4/q/vvv1x/+8ActXLhQkrR161bNmjVLQ4YM0cqVK/Wd73xHlZWV+qd/+id98MEH5/1nrVq1SnfccUc0fD/88MN6/fXX9e1vf1vr16/X5z//ef3gBz9QWVlZX58mAMSN1+oBAAB6LicnR6WlpfL5fJKkI0eO6Mknn1RDQ4OKi4t15ZVX6oc//GH0+HHjxum6667T+vXrtWTJkvP6s/7hH/5B06dPj379xhtv6IorrtD1118vSbr88svl9/s1cODAPjgzAEgMwjAAJLH8/PxoEJakiy66SJK0b98+1dbWavHixTHHDx06VIFAQG+88cZ5/1kXX3xxzNeXX365Nm/erOrqal199dW6+uqrNW/evB6cBQBYh2USAJDE/H5/zNcpKW3/rHs8HknSoEGDOnzPoEGD9NFHH/X6z1q6dKm++c1v6ujRo1q+fLkmT56sr33tazpw4MB5vzYAWIUwDAAO9Dd/8zeSpJMnT3boq62tVWZmpiTJMAxJUjgcjvafOXOmW39GamqqvvGNb+jll1/Wb37zG91333167733OsxGA4CdEYYBwIFSU1OVnZ2tX/ziFzHt7733nn7/+99r3LhxkqQBAwZIkqqrq6PH7N27t8vXb2pq0he/+EVt2LBBkvS3f/u3uvnmm3X99dfr/fff76vTAIC4Y80wADiQYRhatGiRvvOd72jx4sX68pe/rLq6Oq1evVoXXnihbrvtNknS1VdfrUceeUT33Xefbr/9dh0/flxr1qxR//79z/n6aWlp+sxnPqPVq1fL5/MpLy9Phw4d0s9//nN98YtfTMQpAkCfIAwDgEMVFRWpf//+WrdunebNm6cBAwZo0qRJWrRokbKzsyVJw4cP1/e//309+eSTuvPOOzVixAgtX75cy5cv7/L1H3roIZWUlGjDhg2qra3VwIEDdeONN+pf//Vf431qANBnDNM0TasHAQAAAFiBNcMAAABwLcIwAAAAXIswDAAAANciDAMAAMC1CMMAAABwLcIwAAAAXIswDAAAANciDAMAAMC1CMMAAABwLcIwAAAAXIswDAAAANf6P7LbzFvB9VSrAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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" + "
" ] }, "metadata": {}, @@ -371,7 +371,7 @@ "# linear model for data\n", "x = df2['hours'].values # input = hours\n", "ymodel = beta0 + beta1*x # output = ELV\n", - "sns.lineplot(x, ymodel)" + "sns.lineplot(x=x, y=ymodel)" ] }, { @@ -395,10 +395,10 @@ " Method: Least Squares F-statistic: 17.51\n", "\n", "\n", - " Date: Fri, 19 Nov 2021 Prob (F-statistic): 0.000218\n", + " Date: Sat, 20 Jan 2024 Prob (F-statistic): 0.000218\n", "\n", "\n", - " Time: 00:55:52 Log-Likelihood: -197.75\n", + " Time: 13:47:15 Log-Likelihood: -197.75\n", "\n", "\n", " No. Observations: 33 AIC: 399.5\n", @@ -439,6 +439,41 @@ "\n", "

Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], + "text/latex": [ + "\\begin{center}\n", + "\\begin{tabular}{lclc}\n", + "\\toprule\n", + "\\textbf{Dep. Variable:} & ELV & \\textbf{ R-squared: } & 0.361 \\\\\n", + "\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared: } & 0.340 \\\\\n", + "\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 17.51 \\\\\n", + "\\textbf{Date:} & Sat, 20 Jan 2024 & \\textbf{ Prob (F-statistic):} & 0.000218 \\\\\n", + "\\textbf{Time:} & 13:47:15 & \\textbf{ Log-Likelihood: } & -197.75 \\\\\n", + "\\textbf{No. Observations:} & 33 & \\textbf{ AIC: } & 399.5 \\\\\n", + "\\textbf{Df Residuals:} & 31 & \\textbf{ BIC: } & 402.5 \\\\\n", + "\\textbf{Df Model:} & 1 & \\textbf{ } & \\\\\n", + "\\textbf{Covariance Type:} & nonrobust & \\textbf{ } & \\\\\n", + "\\bottomrule\n", + "\\end{tabular}\n", + "\\begin{tabular}{lcccccc}\n", + " & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", + "\\midrule\n", + "\\textbf{Intercept} & 1005.6736 & 39.499 & 25.461 & 0.000 & 925.115 & 1086.232 \\\\\n", + "\\textbf{hours} & 2.5622 & 0.612 & 4.184 & 0.000 & 1.313 & 3.811 \\\\\n", + "\\bottomrule\n", + "\\end{tabular}\n", + "\\begin{tabular}{lclc}\n", + "\\textbf{Omnibus:} & 4.012 & \\textbf{ Durbin-Watson: } & 2.135 \\\\\n", + "\\textbf{Prob(Omnibus):} & 0.135 & \\textbf{ Jarque-Bera (JB): } & 2.166 \\\\\n", + "\\textbf{Skew:} & -0.368 & \\textbf{ Prob(JB): } & 0.339 \\\\\n", + "\\textbf{Kurtosis:} & 1.983 & \\textbf{ Cond. No. } & 146. \\\\\n", + "\\bottomrule\n", + "\\end{tabular}\n", + "%\\caption{OLS Regression Results}\n", + "\\end{center}\n", + "\n", + "Notes: \\newline\n", + " [1] Standard Errors assume that the covariance matrix of the errors is correctly specified." + ], "text/plain": [ "\n", "\"\"\"\n", @@ -447,8 +482,8 @@ "Dep. Variable: ELV R-squared: 0.361\n", "Model: OLS Adj. R-squared: 0.340\n", "Method: Least Squares F-statistic: 17.51\n", - "Date: Fri, 19 Nov 2021 Prob (F-statistic): 0.000218\n", - "Time: 00:55:52 Log-Likelihood: -197.75\n", + "Date: Sat, 20 Jan 2024 Prob (F-statistic): 0.000218\n", + "Time: 13:47:15 Log-Likelihood: -197.75\n", "No. Observations: 33 AIC: 399.5\n", "Df Residuals: 31 BIC: 402.5\n", "Df Model: 1 \n", @@ -677,7 +712,7 @@ { "data": { "text/plain": [ - "(1005.6734718528415, 2.5621687279414034)" + "(1005.6738043031532, 2.5621640752723964)" ] }, "execution_count": 14, @@ -843,10 +878,10 @@ " Method: Least Squares F-statistic: 17.51\n", "\n", "\n", - " Date: Fri, 19 Nov 2021 Prob (F-statistic): 0.000218\n", + " Date: Sat, 20 Jan 2024 Prob (F-statistic): 0.000218\n", "\n", "\n", - " Time: 00:55:53 Log-Likelihood: -197.75\n", + " Time: 13:47:15 Log-Likelihood: -197.75\n", "\n", "\n", " No. Observations: 33 AIC: 399.5\n", @@ -887,6 +922,41 @@ "\n", "

Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], + "text/latex": [ + "\\begin{center}\n", + "\\begin{tabular}{lclc}\n", + "\\toprule\n", + "\\textbf{Dep. Variable:} & ELV & \\textbf{ R-squared: } & 0.361 \\\\\n", + "\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared: } & 0.340 \\\\\n", + "\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 17.51 \\\\\n", + "\\textbf{Date:} & Sat, 20 Jan 2024 & \\textbf{ Prob (F-statistic):} & 0.000218 \\\\\n", + "\\textbf{Time:} & 13:47:15 & \\textbf{ Log-Likelihood: } & -197.75 \\\\\n", + "\\textbf{No. Observations:} & 33 & \\textbf{ AIC: } & 399.5 \\\\\n", + "\\textbf{Df Residuals:} & 31 & \\textbf{ BIC: } & 402.5 \\\\\n", + "\\textbf{Df Model:} & 1 & \\textbf{ } & \\\\\n", + "\\textbf{Covariance Type:} & nonrobust & \\textbf{ } & \\\\\n", + "\\bottomrule\n", + "\\end{tabular}\n", + "\\begin{tabular}{lcccccc}\n", + " & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", + "\\midrule\n", + "\\textbf{Intercept} & 1005.6736 & 39.499 & 25.461 & 0.000 & 925.115 & 1086.232 \\\\\n", + "\\textbf{hours} & 2.5622 & 0.612 & 4.184 & 0.000 & 1.313 & 3.811 \\\\\n", + "\\bottomrule\n", + "\\end{tabular}\n", + "\\begin{tabular}{lclc}\n", + "\\textbf{Omnibus:} & 4.012 & \\textbf{ Durbin-Watson: } & 2.135 \\\\\n", + "\\textbf{Prob(Omnibus):} & 0.135 & \\textbf{ Jarque-Bera (JB): } & 2.166 \\\\\n", + "\\textbf{Skew:} & -0.368 & \\textbf{ Prob(JB): } & 0.339 \\\\\n", + "\\textbf{Kurtosis:} & 1.983 & \\textbf{ Cond. No. } & 146. \\\\\n", + "\\bottomrule\n", + "\\end{tabular}\n", + "%\\caption{OLS Regression Results}\n", + "\\end{center}\n", + "\n", + "Notes: \\newline\n", + " [1] Standard Errors assume that the covariance matrix of the errors is correctly specified." + ], "text/plain": [ "\n", "\"\"\"\n", @@ -895,8 +965,8 @@ "Dep. Variable: ELV R-squared: 0.361\n", "Model: OLS Adj. R-squared: 0.340\n", "Method: Least Squares F-statistic: 17.51\n", - "Date: Fri, 19 Nov 2021 Prob (F-statistic): 0.000218\n", - "Time: 00:55:53 Log-Likelihood: -197.75\n", + "Date: Sat, 20 Jan 2024 Prob (F-statistic): 0.000218\n", + "Time: 13:47:15 Log-Likelihood: -197.75\n", "No. Observations: 33 AIC: 399.5\n", "Df Residuals: 31 BIC: 402.5\n", "Df Model: 1 \n", @@ -1114,7 +1184,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 22, @@ -1123,9 +1193,9 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -1135,7 +1205,7 @@ "source": [ "sns.scatterplot(x='hours', y='ELV', data=df2)\n", "ymodel = beta0 + beta1*x\n", - "sns.lineplot(x, ymodel)" + "sns.lineplot(x=x, y=ymodel)" ] }, {