diff --git a/latex/Makefile b/latex/Makefile new file mode 100644 index 0000000..b7796aa --- /dev/null +++ b/latex/Makefile @@ -0,0 +1,2 @@ +stats-workshop.pdf: bayes.tex counting.tex probability.tex common-distributions.tex independence.tex random-variables.tex conditional-probability.tex introduction.tex stats-workshop.tex + pdflatex stats-workshop.tex diff --git a/latex/bayes.tex b/latex/bayes.tex index 2785942..eda250b 100644 --- a/latex/bayes.tex +++ b/latex/bayes.tex @@ -32,7 +32,7 @@ \section{Bayes' Formula} Let's study a classic thought experiment: the disease screening problem. -Suppose we have developed a test for a certain disease: +Suppose we have developed a test for a certain disease. \begin{itemize} \item Only 1 \% of people have the disease. \item If a person has the disease, the test will be positive 99.9 \% of the @@ -63,7 +63,7 @@ \section{Bayes' Formula} % \begin{frame} -Bayes formula says: +Bayes' formula says: \begin{align*} P(\text{Have Disease} & \mid \text{Test is Positive)} \\ @@ -161,7 +161,7 @@ \section{Bayes' Formula} $$ P(\text{Have Disease}) = 0.01 $$ -\textbf{I takes a lot of evidence to take an unlikely situation and make it +\textbf{It requires a lot of evidence to take an unlikely situation and make it likely.} \end{frame} diff --git a/latex/common-distributions.tex b/latex/common-distributions.tex index ab2865b..6f307d6 100644 --- a/latex/common-distributions.tex +++ b/latex/common-distributions.tex @@ -66,9 +66,9 @@ \section{Common Distributions} \begin{itemize} \item Flipping a fair coin. -\item Rolling a six on a six sided die. -\item Rolling a twenty on a twenty sided die. -\item Rolling greater than a ten on a twenty sided die. +\item Rolling a six on a six-sided die. +\item Rolling a twenty on a twenty-sided die. +\item Rolling greater than a ten on a twenty-sided die. \end{itemize} Are any of these equally distributed? @@ -176,13 +176,13 @@ \section{Common Distributions} % \begin{frame} -A \text{critical hit} is a roll of 20 on a 20 sided die. In a session of +A \text{critical hit} is a roll of 20 on a 20-sided die. In a session of Dungeons and Dragons, you roll the die 20 times. What is the probability that you roll \textbf{at least two} critical hits. \hfill -A \text{saving throw} is a roll of at least 15 on a 20 sided die. In a session +A \text{saving throw} is a roll of at least 15 on a 20-sided die. In a session of Dungeons and Dragons you roll the die to attempt a saving throw 10 times. What is the probability you \text{fail} all of your saving throws? @@ -226,7 +226,7 @@ \section{Common Distributions} % \begin{frame} -The rate the cat meows is: +The rate the cat meows is $$ \lambda = \frac{5 \text{ meows}}{10 \text{ minuets}} = 5 \frac{ \text{ meows}}{\text{ 10 minuets}} $$ diff --git a/latex/conditional-probability.tex b/latex/conditional-probability.tex index 557232d..385de40 100644 --- a/latex/conditional-probability.tex +++ b/latex/conditional-probability.tex @@ -3,8 +3,8 @@ \section{Conditional Probability} % \begin{frame} -Suppose we know that one event $C$ has already happened or will happen (the -condition), and we want to know the probability of different event $B$. +Suppose we know that one event $B$ has already happened or will happen (the +condition), and we want to know the probability of different event $A$. \hfill @@ -103,7 +103,7 @@ \section{Conditional Probability} \begin{frame} What is the conditional probability that you draw a full house, given that you know you -have at least a three of a kind +have at least a three of a kind? \begin{align*} P(\text{Drawing a} & \text{ full house} \mid \text{Drawing a three of a kind}) = \\ @@ -125,7 +125,7 @@ \section{Conditional Probability} % \begin{frame} What is the conditional probability that you draw a full house, given that you -have drawn a four of a kind. +have drawn a four of a kind? What is the conditional probability that you draw a four of a kind, given that you know you already have a pair? diff --git a/latex/counting.tex b/latex/counting.tex index 27338f8..d00f5e3 100644 --- a/latex/counting.tex +++ b/latex/counting.tex @@ -12,11 +12,11 @@ \section{Counting (Combinatorics)} \begin{itemize} \item How many ways are there to arrange four letters of the alphabet? -\item How many ways are there to arrange four \textit{different} letters of the alphabet. -\item How many ways are there to arrange 25 math books on a bookshelf. -\item How many five card hands are full houses. -\item How many five card hands have three of a kind. -\item How many five card hands have three of a kind and are not also full +\item How many ways are there to arrange four \textit{different} letters of the alphabet? +\item How many ways are there to arrange 25 books on a bookshelf? +\item How many five-card hands are full houses? +\item How many five-card hands have three of a kind? +\item How many five-card hands have three of a kind and are not also full? houses. \end{itemize} @@ -120,7 +120,7 @@ \section{Counting (Combinatorics)} \hfill -How many 5 card hands are possible when drawing from a standard 52 card deck? +How many five-card hands are possible when drawing from a standard 52 card deck? \hfill diff --git a/latex/independence.tex b/latex/independence.tex index 2d7c92f..c3ca201 100644 --- a/latex/independence.tex +++ b/latex/independence.tex @@ -19,8 +19,7 @@ \section{Independence} $$ P(A \mid B) = \frac{P(A \text{ and } B)}{P(B)} $$ -Combining this with our definition of independence (so, below, $A$ and $B$ are -independent +If $A$ and $B$ are independent, we can combine this with our definition of independence to get $$ P(A) = P(A \mid B) = \frac{P(A \text{ and } B)}{P(B)} $$ diff --git a/latex/introduction.tex b/latex/introduction.tex index 6f2407e..dd19b74 100644 --- a/latex/introduction.tex +++ b/latex/introduction.tex @@ -29,7 +29,7 @@ \section{Introduction} \hfill -If I have a coin which is \textbf{known} to land head exactly half of the time, it is a problem in \textbf{probability} to determine how often the coin will never land on heads over ten consecutive flips. +If I have a coin which is \textbf{known} to land heads exactly half of the time, it is a problem in \textbf{probability} to determine how often the coin will never land on heads over ten consecutive flips. }% diff --git a/latex/probability.tex b/latex/probability.tex index c07b511..db6ab1b 100644 --- a/latex/probability.tex +++ b/latex/probability.tex @@ -7,7 +7,7 @@ \section{Probability Basics} \hfill -An \textbf{event} is a collection of things that can happen, usually given be a +An \textbf{event} is a collection of things that can happen, usually given by a short description. \end{frame} @@ -25,7 +25,7 @@ \section{Probability Basics} \hfill -The collection of all full-houses, three of a kinds, etc are \textbf{events}. +The collection of all full houses, three of a kinds, etc. are \textbf{events}. \end{frame} @@ -33,7 +33,7 @@ \section{Probability Basics} % \begin{frame} -The \textbf{probability} of an event is: +The \textbf{probability} of an event is $$ P(\text{event}) = \frac{\text{\# of ways event can happen}}{\text{total \# of things that can happen}} $$ diff --git a/latex/random-variables.tex b/latex/random-variables.tex index 9b33b89..16309ba 100644 --- a/latex/random-variables.tex +++ b/latex/random-variables.tex @@ -23,12 +23,12 @@ \section{Random Variables} \begin{itemize} \item The number of heads seen in ten flips of a quarter. \item The number of heads seen in ten flips of a dime. -\item The number of Buses that arrive late to a stop in Seattle in a single +\item The number of buses that arrive late to a stop in Seattle in a single day. \item The number of times my cat asks for food between 5 and 6 pm (when she is always fed) in a given day. -\item The temperature on a mid-summers day in Seattle. -\item The rainfall in a mid-winters day in Seattle. +\item The temperature on a mid-summer's day in Seattle. +\item The rainfall in a mid-winter's day in Seattle. \end{itemize} \end{frame} diff --git a/linear-and-logistic-regression.ipynb b/linear-and-logistic-regression.ipynb index c5710b7..6db2ef8 100644 --- a/linear-and-logistic-regression.ipynb +++ b/linear-and-logistic-regression.ipynb @@ -89,9 +89,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "`head` is actually a small command line program that displays the first 10 lines of a file. We're using it here to inform our strategy for reading the data into python.\n", + "`head` is actually a small command-line program that displays the first 10 lines of a file. We're using it here to inform our strategy for reading the data into python.\n", "\n", - "**Discussion:** How would you describe this dataset? How many varaibles are they? How would you describe these varaibles?" + "**Discussion:** How would you describe this dataset? How many variables are they? How would you describe these varaibles?" ] }, { @@ -127,7 +127,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 4, "metadata": { "scrolled": true }, @@ -136,6 +136,19 @@ "data": { "text/html": [ "
\n", + "\n", "\n", " \n", " \n", @@ -195,7 +208,7 @@ "4 1 45.9 905.471111 0" ] }, - "execution_count": 35, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -259,9 +272,9 @@ "outputs": [ { "data": { - "image/png": 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W8PhDRLayeIlKoVBgwYIFWLt2LYQQuPfeexEWFuaIbER0k+Pxh4hspXzxxRdf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\n4PLykqampuoSXD1Qk0Mul2NtbY35+fm6+DF9T00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+ "image/png": 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TJk3ClClTHBaMiIiIyFadnmQcFxcHX19fZ2QhIiIisgubz8HZu3cv8vPzER0djccee6zD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\nAoeIiIgUhwUOERERKc7/AR7Y31xZ7TJHAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -277,7 +290,7 @@ "}\n", "\n", "fig, axs = plt.subplots(2, 2)\n", - "for ax, (column, name) in zip(axs.flatten(), column_names.iteritems()):\n", + "for ax, (column, name) in zip(axs.flatten(), column_names.items()):\n", " ax.hist(insects[column])\n", " ax.set_title(name)\n", "\n", @@ -326,7 +339,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 7, @@ -335,9 +348,9 @@ }, { "data": { - "image/png": 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kDHXdeTyA578747fFKYflfP7lHDvAKZGJrMLc48ocp+7Z7GFIhOSNiQHRDTL3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\niQERERFJ/h/vMupDLBXSyAAAAABJRU5ErkJggg==\n", 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ly5bh4sWLxuk6nQ5hYWFt5njXrl04ffo0xo4dC19fX+Tm5uLnn39G3759m92ft7c3fH19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\nfRU//fQTQkJCMHv2bIc/7rpMsVcqlUh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22yH+uvBXqtW4Mm+e6XEBlM+aZXEVukqlwqJFi7B06VJ8//33uHLlCq5du4bU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\nHHR2dpKfn29c43K56OzsTMZwRURETGfczBiEw2F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sQWZmJiorK626fyIisi4WAWbSapVITvZHfHwAkpP9kZOjbPtFrehqUwnv3LkT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\nwzmDmzdvcuXKFaqrq6c409/Hy5cvcbvd5Ofn8/r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binrH89VXX2mNMXj77bexd+9eHDhwAEBVV0NFRQX69+8v7uPs7Cz+bGVlVeNx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\niVgYEBERkYiFAREREYlYGBAREZHo/wGMcBohvA95kAAAAABJRU5ErkJggg==\n", 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3G3d3dyxcuBDXrl3TL1epVAgMDGw0x7t378b58+cxbNgweHl54dixY/j999/RrVu3Oo/n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\nmrb3Jw2IbIHFnsjGxH6VbW226ANBZO9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QlNQ8CUhKUiIm5g4cHGolt+fjjz/WqjF45ZVX8PXXX+PQoUMA6ocaamtrMWLE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\nICIiIhETAyLqMk899RQKCgq67HjTp0/HjRs3uux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Hp1ar2VYysJ3kY1vJ0xHa6aOP1Cgpkfa+lpSo8OGHPnjmmXqznKMjtJM9s0ri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\nbR2Cw2BbycN2ko9tJQ/bSR62k3ztaasOk/iJiIi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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -660,7 +673,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -694,24 +707,24 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 14, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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qegtSUkyTgJQUHeLjy+HlVaO4PR9++KFRjcELL7yAr7/+Grt37wZQN9RQU1OD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\n4dVXX4VKpcKYMWMQHx/Pc8qMhnGKj4/HmDFjAPC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r1ypRVGRa+1pUpMCaNT547LE6i5yjM5RTR2aTxN+jRw888MADePXVV6HRaBAS\nEgK5XI6xY8diypQpAIDNmzdj3bp1SExMlHzcmJgYxMTEGJeLioosHntnpNVqWVYSsJykY1lJ0xnK\nqbDQH+b6hV++rLfYd+sM5WQrQUFBrf6MzTr3RUVFISoqCgCwYcMG+Pn5wdvb27g9OjoaixcvBlD/\nhF9cXGzcVlJSAl9fX1uFSkRETfD1NZhd7+Njfj11PDbrLVdWVgag/qn8wIEDuOeee1BaWmrcfuDA\nAQQHBwMABg4ciOzsbNTW1qKwsBAFBQUICwuzVahERNSE+PhKaLV6k3VarR7x8ZV2iohay2ZP/EuW\nLEFFRQWUSiXi4uLg5uaG999/H2fOnIFMJoO/vz8SEhIA1PcJiIyMxOzZsyGXyxEXF8ce/UREHUB9\nB74rJr364+Pt06ufbxe0jUwIIewdhKVcuHDB3iE4BLafScNyko5lJQ3LSRop5WTu7QKtVo833nCu\ntwva0sbPx2giInI4q1a5myR9oP7tgrQ0dztF5DhsVtVPRERkKSUl5p9bS0vb/jzrLE0HTPxERORw\nLP12gTMNTMSqfqJWSk9XY/JkP0RF+WPyZD/s3q22d0hETsfSbxc4U9MBn/iJWsGZngqIOjJLv11g\njaaDjoqJn6gVmnsqYOInsq3YWJ3Ffu+caWCizncrQ2RFzvRUQORMnGlgIj7xE7VCW58KnKW3MJE1\n2OL3pyMNTGRtTPxErRAfX4n8fGWjQUOaeypgvwCitrPl748lmw46MiZ+olZoy1MB+wUQtR1/fyyP\niZ+olVr7VMB+AURtx98fy+tUJVdUJEdlpQx1dfaOhOgPztRbmMjS+PtjeZ3qib9fv0Dj/7u4CGg0\n9f+6dPnj/xsvo4XtzS936QKo1QKcPJCa0pZ+AUTOwlzHvcce+2M7f38sr1Mlfl9fPaqrZaiulqG2\ntv5fRYVtzn39jUHjm4OWbjwM0Ggg+cZDpQJkMtt8L2o/Z+otTM6prb3um+q45+lpQGRk/TJ/fyyv\nU07LKwRQUwPjTUB1tQzXrsmaWQauXZOjuhqS9r9xW3W1bbOwXG7uxkD6jYO/vxvq6ipMtnXpArP7\najQCyk51eygdp1CVjmUlTWcsp/ZMjztlih/272885PXw4QZs2nTR4rF2Rm2ZlrdT/kmXyQC1ur4K\n3svL+vc1BgOg08lw7Zq0G4eml6V9vrZWhqoqGaqq2hO1j+Q92WxCRE1pT6/7pjrulZRYLDwyo1Mm\nfluTy+t9j4ftAAAgAElEQVQTXpcuAGD9G426OjSqcWi4MWi4+WjuxgHogtJSXRPb0eizbDahzo4D\nLLVde3rdN9Vxz9e3XSFRC5j4HZBSCbi7C7i7t+0mQ6tVoajoiqR97dFsYsvmk+aaTTw8lFAqfVtR\nY2HabGJuf2dtNunIOMBS+7Sn131THff+3/9jj31r4p8hahabTTQW/X7XN5s0X5vBZhNb4QAx7dOe\nXvdNddybONEDnawrRIfCxE8dSkdqNlGpvHDpUnkbbzz+uPm48UajMzabeHjU1w45YrMJB4hpn/b2\nujc/IJaHxeOkPzDxk1NrrtlEqxUoKrLcE58QQG1t4z4UTTd9OFqzSbd2vW1ir2YTZxogxlp9GZxl\njPvOgomfyEZkMkClAlQqZ202sSxLNZsMGFCDn39Worz8j6pqHx89Jk+uQkmJrNM0m7AvAzXolO/x\nU/M647vE1sBykk6r1eLixaJ2vW3S2mYTg8G27QqWaDbx93dHbW25Xd42aeqd+chIHbZuLbbsydqJ\nv3vSdej3+D/99FNkZmZCCIHo6GiMHz8eH374IQ4ePAilUomuXbsiMTERbm5uKCwsxKxZs4xfKDw8\nHAkJCbYKlYjaoL1vm7SGYzebtPyuWnsH6TJ3U3LunMLsuZrq40Cdl00S/9mzZ5GZmYmFCxdCqVRi\n4cKFuOuuu3DHHXfg0UcfhUKhwPr167F9+3ZMmzYNABAYGIiUlBRbhEdEDsZRm02EUKOsrKZDNZsc\nO+aCkBBz/TPMLZsf4VNq7UdnaTZxdDZJ/OfPn0dYWBjU6vpqpoiICHz33Xd44IEHjPv06tUL3377\nrS3CIeqQrD2IDAepaTtLvW1SX4Vd2uJ+7R2ky9xyQYEcZ84ooddfX2shIJOhw71t4umphFzu3e63\nTazVbOLobJL4g4ODsWnTJlRUVEClUuHQoUMIDQ012ScrKwvDhg0zLhcWFuLFF1+Eq6srHn74YURE\nRNgiVCK7sHbHK3bscizWajbZvVvd6LW7sWN1LTabtNTformmkrY3m7ha5Dtbo9nE0Qfpslnnvqys\nLOzevRsajQY9evSAi4sLnnzySQDAtm3bcPLkSbzwwguQyWSora1FdXU1PDw8cOrUKaSkpGDJkiVw\ndTW9EDIyMpCRkQEAWLRoEWpqamzxVRyeUqlEXV2dvcPo8GxZTjExSnz9deP6z+HDDcjIaH8M1j4+\nrylpWE71zSb1fS6u/yczWdbpFLh61dDsPlLX1dba9nHfxaX+xqD+5gBwdb1x+Y/aoz+WYbwhuX65\n4XN//DNdV38Do2p1jDa7N4mKikJUVBQAYMOGDfDz8wMAfPXVVzh48CDmzp0L2e/1MS4uLnBxcQEA\n9OzZE127dkVBQUGjWoKYmBjExMQYl9kLVBr2mJXGluVUWOgPoHFivnxZb5EYrH18XlPSsJxM1Scu\nwOeGOcMsWU7WaDZpeZAuoLy8IQLr3ni05dHdZom/rKwMXl5eKCoqwoEDB/Daa6/h8OHD2LlzJ155\n5RVj+z8AlJeXw93dHXK5HJcuXUJBQQG6du1qq1CJbM7ag8g4wiA17INA1tDR3jaxdLNJW9gs8S9Z\nsgQVFRVQKpWIi4uDm5sbVq9ejbq6OixYsADAH6/tHT16FFu2bIFCoYBcLkd8fDzc3d1tFSqRzbVn\nvPOOcPz2Yh8E6gzs8bYJ0Pr3+DmAjxNidaM0ti4ncx2vLJn0rHn89paVIw0u0x783ZOG5SRdhx7A\nh4iaZ+3xzjvyeOqcKIfIdvhbRUR25wh9EIg6CyZ+IrK7+PhKaLV6k3UdqQ8CUWfCqn4isrv2zulO\nf+DbEdQSJn4i6hA6ch8ER8G3I0gKVvUTkdWlp6sxebIfoqL8MXmyH3bvbtyDn9pv1Sp3k6QPAEVF\nCqSl8XVo+kOrnviLiopQUlKCXr16WSseIupk+BRqO3w7gqSQlPiLioqwbNkynDlzBgDw4Ycf4ttv\nv8Xhw4fx9NNPWzM+InJwzT2FMvFbFt+OICkk3Qa+9957GDBgAD744AMof5966I477sCRI0esGhwR\nOT4+hf7R1HHnnUqrNnXw7QiSQtIT/4kTJ5CcnAy5/I9fVFdXV1RVVVktMCLqHJz9KbRxU4faak0d\nfDuCpJCU+L28vHDx4kWToQHPnTsHrVZrtcCIqHPo6PMEWJutmzr4dgS1RFLinzhxIhYvXoxJkybB\nYDBg37592L59OyZNmmTt+IjIwTn7UyibOqijkZT4o6Ki4OHhgYyMDPj5+WHv3r2YOnUqBg8ebO34\niKgTcOanUGdv6qCOR/LrfIMGDcKgQYOsGQsRUafj7E0d1PFIqmuaOnUqli9fjrq6OpP1TzzxhFWC\nIiLqLGJjdXjjjSuIjNShb18DIiPrl521BoTsT9ITv0qlAgD885//xIsvvghfX18AgBDCepEREXUS\nDU0d9fPMF9s7HHJykp745XI5nnvuOQwZMgT/+Mc/cPz4cQCATCazanBERERkWa0asnfSpEm4+eab\nkZKSgkceecRaMREREZGVSHriv75Kf8CAAXjllVfw8ccfo7q62mqBEVHnxAl7iOxL0hP/smXLTJaD\ngoKwcOFCnD592ipBEVHnxAl7iOyvycRfWFiIgIAAAEBNTQ0uXbrUaB8/Pz/rRUZEdpGerjYZbCch\nwXKD7XDCHiL7azLxv/DCC1i3bh0A4LnnnmvyAJs3b7Z8VERkF9Z+IucodkT212Tib0j6AJM7kbOw\n9hM5R7Ejsr9W32ZfvXoVp0+fhk7HajmizsbaT+ScNpbI/prt3Ldz504EBgZiyJAhAIDDhw8jNTUV\nOp0Obm5uSE5ORq9evSSd6NNPP0VmZiaEEIiOjsb48eNRWVmJpUuX4vLly/D398esWbPg7u4OANi+\nfTuysrIgl8sxY8YM9O/fv51flYhaYu0ncmefsIeoI2j2Nv7LL79EcHCwcXnNmjW499578cEHH2DC\nhAnYuHGjpJOcPXsWmZmZWLhwIVJSUvDDDz/g4sWL2LFjB26//XYsX74ct99+O3bs2AGgfsrf7Oxs\npKam4qWXXsLq1athMLAqkMjabPFEHhurw9atxcjMvIytW4uZ9IlsrNnEX1paiqCgIADAxYsXcfny\nZfzpT3+CRqPBxIkTcfbsWUknOX/+PMLCwqBWq6FQKBAREYHvvvsOOTk5GDlyJABg5MiRyMnJAQDk\n5ORg2LBhcHFxQUBAAAIDA3HixIn2fE8ikuD6ceX79KnluPJEnVCzVf1qtRpVVVVwdXXFL7/8gptv\nvhkajQZA/XC9er2+uY8bBQcHY9OmTaioqIBKpcKhQ4cQGhqKsrIy+Pj4AAC8vb1RVlYGACgpKUF4\neLjx876+vigpKWnTFySi1nHmKXSJnEGziX/AgAF47733cM899+Djjz/G8OHDjdt+/fVXye/x9+jR\nAw888ABeffVVaDQahISEQC43rWyQyWStHvs/IyMDGRkZAIBFixZBq9W26vPOSqlUsqwkYDlJx7KS\nhuUkDcvJuppN/E888QTWrl2LjRs3Ijw8HOPHjzduO3z4MO6++27JJ4qKikJUVBQAYMOGDfDz84OX\nlxdKS0vh4+OD0tJSeHp6Aqh/wi8u/mMGq5KSEuOMgNeLiYlBTEyMcbmoqEhyPM6sfoYwllVLWE7S\nsaykYTlJw3KSrqE5vjWaTfyurq5ITEw0u23y5MmtOlFZWRm8vLxQVFSEAwcO4LXXXkNhYSH27NmD\nSZMmYc+ePRg0aBAAYODAgVi+fDkmTJiA0tJSFBQUICwsrFXnIyLnYs0RB4k6k1bNztceS5YsQUVF\nBZRKJeLi4uDm5oZJkyZh6dKlyMrKMr7OB9T3CYiMjMTs2bMhl8sRFxfXqGmAiKiBI88BwBsWsjWZ\nuH7qPQd34cIFe4fgEFiNJg3LSTp7l9WUKX7Yv7/xLH+RkfWvDnYUN5aTuRsWrVbv9G9S2Pt6ciRt\nqernYzQROTxHnQOguSGSiaylY/9WEBFJ4KhzADjqDQs5Nklt/FlZWWbXu7i4wM/PD+Hh4XBxcbFo\nYEREUsXHVyI/X9moyryjzwHgqDcs5NgkJf69e/fi+PHj8PLygp+fH4qLi1FWVobQ0FAUFhYCAObM\nmYPQ0FCrBktEZI6jzgHgqDcs5NgkJf4ePXpg8ODBuO+++4zr0tPTcf78ecyfPx/btm3D+++/j9de\ne81qgZJ1qdPT4Z6WBnlpKQw+PqhMSIAuNtbeYRFJ5ogjDjrqDQs5NkmJ/5tvvsHq1atN1o0dOxZx\ncXGIi4vD/fffj//+979WCZCsT52eDu+kJCiu60WrPHECVwAmfyIrc8QbFnJsknqQeHl54eDBgybr\nfvjhB+NIe7W1tVAqbTYkAFmY+6pVJkkfABRFRXBPS7NTREREZC2SsvWMGTOQmpqKm266ydjGf/bs\nWcyePRsAkJ+fj3Hjxlk1ULIeeRMTIMlLS20cCRERWZukxN+vXz+8/fbbOHToEEpKSjBgwADceeed\n8PDwMG7v16+fVQMl6zGYmQcBAAy/z5xIRESdh+T6eQ8PD4wYMcKasZCdVMbHQ5mfb1Ldr9dqURkf\nb8eoiIjIGiQl/sLCQmzcuBFnzpxBdXW1ybZ///vfVgmMbEcXG4srgGmv/vh4duwjIuqEJCX+ZcuW\noWvXrpg+fTrU6sbjYZPj08XGMtETETkBSYn/3LlzWLBgAWfIIyIicnCSMnlERATOnDlj5VCIiIjI\n2iQ98fv7++O1117D4MGD4e3tbbJt6tSpVgmMiIiILE9S4tfpdLjrrrug1+tRXNxx5rYmIiKi1pGU\n+BMTE60dB3VSnAOAiKhjaTLxFxYWIiAgAABw6dKlJg/QtWtXy0dFnQLnACAi6niaTPwvvPAC1q1b\nBwB47rnnmjzA5s2bLR8VdQrNzQHAxE9EZB9NJv6GpA8wuVPbcA4AIqKOp9nX+bKzs3HlyhVbxUKd\nDOcAICLqeJrt3Ld582ZcvHgRgYGBiIiIwK233oqIiAj4+/vbKj5yYJwDgIio42k28S9btgxXrlxB\nXl4e8vLy8PHHH+Odd96Br6+v8UYgOjraVrGSg+EcAEREHY9MCCFa84HKykpkZmZi165dKC8v71Dt\n/xcuXLB3CA5Bq9Wi6IZOd9QYy0k6lpU0LCdpWE7SBQUFtfozLb7HL4TAmTNnkJeXh6NHj+L48ePw\n8fFBZGQkIiIiJJ9o165dyMrKgkwmQ3BwMBITE7FixQpjsq6qqoKrqytSUlJQWFiIWbNmGb9QeHg4\nEhISWv3liIiIyFSzif/111/HmTNnEBQUhN69eyMmJgbPPPMMunTp0qqTlJSU4LPPPsPSpUuhUqmQ\nmpqK7OxszJo1y7jPunXr4OrqalwODAxESkpKK78OERERNafZXv0FBQVQKpXw9/dHYGAgAgMDW530\nGxgMBtTU1ECv16OmpgY+1/XsFkJg//79uPvuu9t0bCIiIpKmxTb+6zv35eXloaKiAr1790ZERAT6\n9OmDkJAQSSf69NNPsXHjRqhUKvTr189kUKCjR49i3bp1WLRoEYD6UQP//ve/IzAwEK6urnj44YfN\nNitkZGQgIyMDALBo0SLU1NRI/d5OTalUoq6uzt5hdHgsJ+lYVtKwnKRhOUmnUqla/RmbdO6rrKzE\nkiVLMGvWLLi6uiI1NRVDhw7FiBEjAABpaWkIDAzExIkTAQC1tbWorq6Gh4cHTp06hZSUFCxZssSk\nKcAcdu6Thh1npGE5SceykoblJA3LSTqbdO47duwYrl69itDQUIwePVrSSXJzcxEQEABPT08AwJAh\nQ3D8+HGMGDECer0eBw4cMD7tA4CLiwtcXFwAAD179kTXrl1RUFCA0NDQVn9Bsi5OwkNE5Fha7Nx3\n/Phx1NXVISwsDLfeeivGjRuHXr16tap6QavVIj8/HzqdDiqVCrm5ucYknpubi6CgIPj5+Rn3Ly8v\nh7u7O+RyOS5duoSCggJOBtQBcRIeIiLH02zij4iIwIMPPojQ0FAolZJm8DUrPDwcQ4cORVJSEhQK\nBUJCQhATEwMA+Oabbxp16jt69Ci2bNkChUIBuVyO+Ph4uLu7t/n8ZB0dYRIe1jgQEbVOq9v4OzK2\n8UtjqfYz/6gouBw71mh9bZ8+uJyZ2e7jt8RcjYNeq8WVN96wSPJnO6N0LCtpWE7SsJyka0sbf7Ov\n8xE1x96T8DRX40BEROYx8VObVcbHQ6/Vmqyz5SQ8nPaXiKj12t5wT07P3pPw2LvGgYjIETHxU7vo\nYmPt1pmO0/4SEbUeEz85LHvXOBAROSImfnJo9qxxICJyROzcR0RE5ESY+ImIiJwIEz8REZETYeIn\nIiJyIkz8REREToSJn4iIyIkw8RMRETkRJn4iIiInwsRPRETkRJj4iYiInAiH7CUi+p06Pd107oeE\nBA4JTZ0OEz8REeqTvndSkslsj8oTJ3AFYPJ3ILx5axkTP5GF8A+OY3Nftcok6QOAoqgI7mlp/Dk6\nCN68ScPET07DmomZf3Acn7ykxPz60lIbR0JtxZs3aZj4ySlYOzHzD47jM/j6ml/v42PjSKitePMm\nDXv1k1NoLjFbAv/gOL7K+HjotVqTdXqtFpXx8XaKiFqLN2/S8ImfnIK1EzP/4Dg+XWwsrgCmzUHx\n8ayxcSCV8fFQ5ueb3OTz5q0xmyX+Xbt2ISsrCzKZDMHBwUhMTMSOHTuQmZkJT09PAMAjjzyCO++8\nEwCwfft2ZGVlQS6XY8aMGejfv7+tQqVOyNqJmX9wOgddbCwTvQPjzZs0Nkn8JSUl+Oyzz7B06VKo\nVCqkpqYiOzsbADB+/Hjcf//9JvufO3cO2dnZSE1NRWlpKRYsWIBly5ZBLmfLBLWNtRMz/+AQdQy8\neWuZzZ74DQYDampqoFAoUFNTAx8fHxQWFprdNycnB8OGDYOLiwsCAgIQGBiIEydOoFevXrYKlzoZ\nWyRm/sEhIkdgk8Tv6+uLiRMnYubMmVCpVOjXrx/69euHY8eOIT09HXv37kXPnj0xffp0uLu7o6Sk\nBOHh4SafL2mijZZIKiZmIiIbJf7Kykrk5ORgxYoVcHV1RWpqKvbu3YuxY8diypQpAIDNmzdj3bp1\nSExMlHzcjIwMZGRkAAAWLVoE7Q09csk8pVLJspKA5SQdy0oalpM0LCfrskniz83NRUBAgLET35Ah\nQ3D8+HGMGDHCuE90dDQWL14MoP4Jv7i42LitpKQEvmY6Z8XExCAmJsa4fGXfPgiNBqJLl/r/ajSA\nSgXIZNb6ag5Jq9Wi6IZX26gxlpN0LCtpWE7SsJykCwoKavVnbJL4tVot8vPzodPpoFKpkJubi9DQ\nUJSWlsLn917VBw4cQHBwMABg4MCBWL58OSZMmIDS0lIUFBQgLCysxfMEREc3WidkMtMbgRtuDG68\nUWh2uUuXFj8PJd+QJCKijssmWSo8PBxDhw5FUlISFAoFQkJCEBMTg5UrV+LMmTOQyWTw9/dHQkIC\nACA4OBiRkZGYPXs25HI54uLiJPXor+3VC7Lq6vp/167V/7e2FrKqKqCqytpfEwAglEpJNxJoy43H\n9Z/v0gVCrQb4poNdtTQMMMfvJ6KORiaEEPYOwlIuXLjQeKVeb3ojUF0NVFdDfu0acN2667dLXYa5\n7QaDTb+zUKtbfePQxc8PVQaD+e3N1WY4WbNJS9WN5oYB1mu1uPLGG9DFxra4vTNh1aw0LCdpWE7S\nddiqfrtSKCDc3CDc3Kx/LiGA2tr23ThI/f+GfzodZDpdq0P1bMvXY7OJiZbG5+f4/UTUEXXsv6yO\nRiYDVCoIlQrCsy2ptZUMBkCna3WNhZtcjmvFxcbajxZvMNhsYlZLwwBz/H4i6oiY+B2ZXF6ftLp0\ngWjF0LMarRblbalGs3WzSV0dZBUVQEVF62NtgxubTeRubtCqVE3eOMiaistggPrLLyEUCvObvbzq\na4ecqNmEzGMfELIHJn6SzgmbTVRtCN3l+HH4TZvW5Hb1d9+hW3CwyY2EszebOCNrTxVN1BT+NaCO\nqQM0m/h26YIrBQXN3ngof/4Zqpyc+psPFxfU9ewJg7e3cbvi0iXIL12CrK4OQH3zhayurr7Z5Pea\nEluwdrMJrl2r/z5820Qy9gEhe2HiJwLMNpsIrRa13bpZ53wNzSbX3Ug4erPJ9SXVlrdN2nrj4ahv\nm7APCNkLEz+RPdio2USdng73996rb0P29MTVRx9F7dChFm82UdTWQly92u63TdpCyGSNm01a8Zqq\nvZpNrD1VNFFTmPiJOimzbchnzlhlHAGT967b+LbJjbUfkvd3oGYTuZ8fXPV6iC5dUDNgAJQ//wxF\nebnx2HofH1RNngxZSQmbTchqOv8APtQIB8eQxtHLyW/KFKj372+0XhcZieKtWy16LruWVRPNJrLf\n+x1YvNnEAQbpcvRmE0f/3bMlDuBDREZO04bsQG+buAKovnLFJoN0tenrSWk2kdqMwrdNOiyWOlEn\nxTZkK2jn2yZqrRZlrXmSFaJ1zR6dpNlE6eEBX4Wi3W+bGD/PZhMTTPxEnVRlfDyU+fmN5gqojI+3\nY1TUKjJZmwbpajOpzSYt1VRY4G0TjRW+njM2m5jDxE/UwbV1dDddbCyuAKafjY/nO+LUtA7SbOKt\nUqH80qV2v23icM0mTTWjXH/zccN2sI2fqHNp7+huuthYJnrqmJppNhFaLXSW7tzXWZtN2tA/n4mf\nqAPj6G5EFuIozSYtLOOGZfMzgjSPiZ+oA3OanvlEnY2Nmk1aX9EPsIsjUQfGnvlEZGlM/EQdWGV8\nPPRarck69swnovZgVT9RB8ae+URkaUz8RB0ce+YTkSWxqp+IiMiJMPETERE5ESZ+IiIiJ8LET0RE\n5ERs1rlv165dyMrKgkwmQ3BwMBITE7F582YcPHgQSqUSXbt2RWJiItzc3FBYWIhZs2YZ5xkODw9H\nQkKCrUIlIiLqtGyS+EtKSvDZZ59h6dKlUKlUSE1NRXZ2Nu644w48+uijUCgUWL9+PbZv345p06YB\nAAIDA5GSkmKL8IiIiJyGzar6DQYDampqoNfrUVNTAx8fH/Tr1w8KRf1Iw7169UJJE8OTEhERkWXY\n5Inf19cXEydOxMyZM6FSqdCvXz/069fPZJ+srCwMGzbMuFxYWIgXX3wRrq6uePjhhxEREWGLUImo\nA2rr1MT2ZC5mPPaYvcMisk3ir6ysRE5ODlasWAFXV1ekpqZi7969GDFiBABg27ZtUCgUGD58OADA\nx8cH77zzDjw8PHDq1CmkpKRgyZIlcHV1NTluRkYGMjIyAACLFi2C9oahTck8pVLJspKA5SSdNctK\n9vHHUCYnQ3b5snGd6uRJ1Hl6QkycaJVztldTMQsfH2jvu8+OkTkG/u5Zl00Sf25uLgICAuD5+5zL\nQ4YMwfHjxzFixAh89dVXOHjwIObOnQuZTAYAcHFxgYuLCwCgZ8+e6Nq1KwoKChAaGmpy3JiYGMTE\nxBiXiyw9f3MnpdVqWVYSsJyks2ZZ+S1ZYpJAAUB2+TIMS5agODLSKudsr6ZiFqmpKBo82E5ROQ7+\n7knX0Am+NWzSxq/VapGfnw+dTgchBHJzc9G9e3ccPnwYO3fuRFJSEtRqtXH/8vJyGAwGAMClS5dQ\nUFCArl272iJUImoFdXo6/CZPhvLOO+E3eTLUu3db/ByOODVxUzHDDv2YGn5G/lFRVvsZkWOxyRN/\neHg4hg4diqSkJCgUCoSEhCAmJgazZ89GXV0dFixYYNwvISEBR48exZYtW6BQKCCXyxEfHw93d3db\nhEpEEqnT0+GdlATF709magDKEydwBbBo+7sjTk3cVMxoar2V3PgzAqzzMyLHIhNCCHsHYSkXLlyw\ndwgOgdVo0rCcmuc3ZQrU+/c3Wq+LjETx1q0WO4969254z5ljkrz0Wi2uvPFGh01eTcVsWLkSl23Y\nPGGrn5Gl8XdPurZU9XN2PiJqE1tVwUuZmrij9fpvKmaPiRMBGyY0R2wmIetj4ieiNrFlFXxzUxN3\n1OpsczF72DgGR2wmIevjWP1E1CaV8fHQ3/DKlV6rRWV8PADbdSpzX7XKJOkDgKKoCO5paVY5nyNp\n6WdEzolP/ETUJtdXZ7uUl6PW09NYBW/Lp3BWZzdNSjMJOR8mfiJqs4bqbK1Wi+LrknxzT+GWTjqs\nzm5ec80k5JxY1U9EFmfLp3BWZxO1Dp/4icjibN3xr7NVZ3e0txSoc2HiJyKLq4yPhzI/v9F77NZ6\nCu9M1dkd9S0F6jyY+InI4jrjU7it2LJ/BDknJn4isorO9BRuS3xLgayNnfuIiDoQvqVA1sbET0TU\ngfAtBbI2VvUTEXUg7B9B1sbET0TUwbB/BFkTq/qJiIicCBM/ERGRE2HiJyIiciJM/ERERE6EiZ+I\niMiJMPETERE5ESZ+IiIiJ8LET0RE5ESY+ImIiJyIzUbu27VrF7KysiCTyRAcHIzExETU1NRg6dKl\nuHz5Mvz9/TFr1iy4u7sDALZv346srCzI5XLMmDED/fv3t1WoREQAAHV6uunQuQkJHFGPHJ5NEn9J\nSQk+++wzLF26FCqVCqmpqcjOzsa5c+dw++23Y9KkSdixYwd27NiBadOm4dy5c8jOzkZqaipKS0ux\nYMECLFu2DHI5KyiIyDbU6enwTkqCoqjIuE554gSuAEz+5NBslkkNBgNqamqg1+tRU1MDHx8f5OTk\nYOTIkQCAkSNHIicnBwCQk5ODYcOGwcXFBQEBAQgMDMSJEydsFSoREdxXrTJJ+gCgKCqCe1qanSIi\nsgybPPH7+vpi4sSJmDlzJlQqFfr164d+/fqhrKwMPr/PMe3t7Y2ysjIA9TUE4eHhJp8vKSmxRahE\nRAAAeRN/c+SlpTaOhMiybJL4KysrkZOTgxUrVsDV1RWpqanYu3evyT4ymQwymaxVx83IyEBGRgYA\nYNGiRdDeMIc1madUKllWErCcpOuMZaUICACOHWu83t+/zd+1M5aTNbCcrMsmiT83NxcBAQHw9PQE\nAI2bugYAAAmPSURBVAwZMgTHjx+Hl5cXSktL4ePjg9LSUuN2X19fFBcXGz9fUlICX1/fRseNiYlB\nTEyMcbnohmo5Mk+r1bKsJGA5SdcZy0o9Ywa88/JMqvv1Wi2uzJgBXRu/a2csJ2tgOUkXFBTU6s/Y\npI1fq9UiPz8fOp0OQgjk5uaie/fuGDhwIPbs2QMA2LNnDwYNGgQAGDhwILKzs1FbW4vCwkIUFBQg\nLCzMFqESEQGo78B35Y03oIuMRG2fPtBFRtYvs2MfOTibPPGHh4dj6NChSEpKgkKhQEhICGJiYlBd\nXY2lS5ciKyvL+DofAAQHByMyMhKzZ8+GXC5HXFwce/QTkc3pYmOZ6KnTkQkhhL2DsJQLFy7YOwSH\nwGo0aVhO0rGspGE5ScNykq7DVvUTERFRx8DET0RE5ESY+ImIiJwIEz8REZETYeInIiJyIkz8RERE\nToSJn4iIyIl0qvf4iYiIqHmd5ok/OTnZ3iE4DJaVNCwn6VhW0rCcpGE5SdeWsuo0iZ+IiIhaxsRP\nRETkRBQvv/zyy/YOwlJ69uxp7xAcBstKGpaTdCwraVhO0rCcpGttWbFzHxERkRNhVT8REZETUdo7\ngLaoqanBvHnzUFdXB71ej6FDh+Khhx5CZWUlli5disuXL8Pf3x+zZs2Cu7u7vcO1m6bKacuWLcjM\nzISnpycA4JFHHsGdd95p52jtz2AwIDk5Gb6+vkhOTub11Iwby4rXVGPPPPMMNBoN5HI5FAoFFi1a\nxGuqCebKitdUY1evXsXKlSvx22+/QSaTYebMmQgKCmr1NeWQVf1CCOh0Omg0GtTV1WHu3Ll48skn\nceDAAbi7u2PSpEnYsWMHKisrMW3aNHuHazdNldPhw4eh0Whw//332zvEDmXXrl04efIkrl27huTk\nZKxfv57XUxNuLKstW7bwmrrBM888g9dff92YuADwmmqCubLiNdXY22+/jYiICERHR6Ourg46nQ7b\nt29v9TXlkFX9MpkMGo0GAKDX66HX6yGTyZCTk4ORI0cCAEaOHImcnBx7hml3TZUTNVZcXIwffvgB\n0dHRxnW8nswzV1YkDa8paquqqirk5eUhKioKAKBUKuHm5tama8ohq/qB+qrGpKQkXLx4EbGxsQgP\nD0dZWRl8fHwAAN7e3igrK7NzlPZnrpwOHTqE9PR07N27Fz179sT06dOdvrpx7dq1mDZtGq5du2Zc\nx+vJPHNlBYDXlBkLFiyAXC7HmDFjEBMTw2uqGTeWFcBr6nqFhYXw9PTEO++8g19//RU9e/bEk08+\n2aZrymETv1wuR0pKCq5evYo333wTZ8+eNdkuk8n4dAvz5TR27FhMmTIFALB582asW7cOiYmJdo7U\nfg4ePAgvLy/07NkTP//8s9l9eD3Va6qseE01tmDBAvj6+qKsrAyvvvoqgoKCTLbzmvqDubLiNWVK\nr9fj9OnTeOqppxAeHo41a9Zgx44dJvtIvaYcsqr/em5ubujbty8OHz4MLy8vlJaWAgBKS0tN2ouc\n3fXl5O3tDblcDrlcjujoaJw8edLe4dnVsWPH8P333+OZZ57BW2+9hZ9++gnLly/n9WRGU2XFa6ox\nX19fAICXlxcGDRqEEydO8Jpqgrmy4jVlys/PD35+fggPDwcADB06FKdPn27TNeWQib+8vBxXr14F\nUN9z/ciRI+jevTsGDhyIPXv2AAD27NmDQYMG2TNMu2uqnBouEgA4cOAAgoOD7RVih/Doo49i5cqV\nWLFiBZ5//nncdttteO6553g9mdFUWfGaMlVdXW1sCqmursaRI0dw00038Zoyo6my4jVlytvbG35+\nfrhw4QIAIDc3Fz169GjTNeWQVf2lpaVYsWIFDAYDhBCIjIzEXXfdhV69emHp0qXIysoyvtbgzJoq\np3/96184c+YMZDIZ/P39kZCQYO9QO6RJkybxepJo/fr1vKauU1ZWhjfffBNAfRXtPffcg/79+yM0\nNJTX1A2aKiv+nWrsqaeewvLly1FXV4eAgAAkJiZCCNHqa8ohX+cjIiKitnHIqn4iIiJqGyZ+IiIi\nJ8LET0RE5ESY+ImIiJwIEz8REZETYeInIskef/xxXLp0yWLHe+ihh3Dx4kWLHY+IWsbET+QEnnnm\nGRw5cqRVn3n55ZeRmZlpsu7DDz9E165dAQArVqzApk2bLBYjEdkGEz8REZETcciR+4io/SorK/H2\n228jPz8fBoMBvXv3Rnx8PPz8/LBx40bk5eUhPz8fa9euxahRoxAXF4eHHnoIy5cvx08//YR9+/YB\nAD755BP07dsXycnJxu2BgYEA6msF/Pz88PDDDwMA/n979+/SOBjHcfzdCq2KRa3oKOLopENAh0Kw\nuqiTIEUdDPoXuARBHFx0EAoORRwEHcTBTtZFRHD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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -764,7 +777,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -790,24 +803,24 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 16, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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TDz/8kPPnz9OoUSOry6HTKaxb58T16xqWLo3BxUWqD4QQwhbUajXHj+es+g8L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\ndvHFxDzxBLrSUuwXX8ypV16heP36gCUFrSWJgQiYuqWaz9T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zZIfTptPHyW7HcOiQL0kw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XLqVGjRoYjUbGjh2brTujWrVqtlYhJyen+3ZB3E0unDNnDomJiXz99ddZnq9atSpOTk4s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\nRK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -863,7 +876,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We have one question that remains unadressed: how did linear regression actually draw these lines and curves? How were the fit coefficients determined?\n", + "We have one question that remains unaddressed: how did linear regression actually draw these lines and curves? How were the fit coefficients determined?\n", "\n", "We can think of the fitted line as a *prediction*. If we were to collect a new insect at a certain latitude, the y-coordinate of the line would be our best estiamte for the wing span of that insect.\n", "\n", @@ -874,24 +887,24 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 12, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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CEhLkiI6+DQeHuzrH8+WXX6rVGLz99tv46aefkJSUBKB2qOHu3bsYPHiwuI+b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\nI0Zg/PjxkEgk2Lp1KzZt2oTp06cbO1SjOnnyJJy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EhIQ0Wsfbtm1DXl4ehg8fDm9vb2RmZuLSpUvo3r27wfN5eHjA29sbycnJCA4ORnFxMebM\nmaM3DNG1a1exl8fBwaHBoYPaSX5JSUkoKyvDl19+KXk+MDAQDg4OePfddzFr1iycO3cOf/vb3+rN\nryF/+MMfsHDhQvz+97/H0qVLodVq8de//hWBgYHiJLiBAwfC2dkZiYmJmDt3Ls6cOYNFixZJ8lm6\ndCkCAgLQp08fODo6Yv369VAqlQgNDW3w/AUFBcjKypIc8/b2Rrdu3XD16lWsXbsWw4cPx549e/Tu\nvujatSsEQcCOHTswcOBAtGvXzmDvQteuXbFt2zbk5OTAx8cHrq6uUKvViImJwfvvv48hQ4bA2dkZ\nixYtkszEDw8Px8MPP4znn38eH374ITQaDRYvXiy5ndTNzQ2JiYlITEyEIAgYPXo0qqurcezYMWRn\nZ+Ott97Cjz/+iL1792LMmDHw8/PDqVOncOLECTz//PPG/ZPIMqwztYBaE0OT++pOIPrss8+E+99O\nCQkJQmhoqODo6Ch4enoKDz/8sHDixAnx+ZqaGmHp0qVCt27dBJVKJXh5eQnDhw8XNm/eLKa5deuW\n8MILLwh+fn6CSqUSAgMDJROkPv30UyEwMFBQKBRCly5dGryGU6dOCQCEjh07So7rdDpBo9EIAISL\nFy9KnjM0ue/+x4IgCD/++KMAQDh//rx4bMOGDUJQUJDg4OAgDBw4UPjiiy8EAMLhw4frLd9HH30k\nxMTECH5+foKDg4Pg7+8vTJo0ScjIyBDT1J3gBcDgX+2Ex8bqeM+ePcKoUaMEjUYjqNVqISQkpNEJ\naD/88IPQq1cvQa1WC2FhYcKXX34pBAcHSyZyfvPNN0J4eLigUqkEY75iaif51Tepb9OmTUJwcLCg\nVquFyMhIsc4/++wzQRD0J/HVMnQ8JydHGDdunODk5CQ4OzsLEydOFM6dOyd53bZt24Ru3boJjo6O\nwpAhQ4Rdu3ZJJvetWrVKiIyMFFxcXAQXFxfhwQcfFLZv397gNXbs2NHg/+ovf/mLIAiCMHfuXMHH\nx0dwcnISxo8fL6xfv15vktwLL7wgvldrJ+XVndx3/fp1ITY2VnB1dZXUUX5+vvDwww8LLi4uQkBA\ngPDhhx9KJvfVvnbKlClCu3btBG9vb+G1117Ty18QBOHDDz8UevXqJTg4OAju7u7CgAEDhA8++EAQ\nBEE4fvy4MG7cOMHHx0dwcHAQunTpIsyZM0eoqqpqsH7IsmSC0EjfERG1yLp16zBjxgwUFxfD3d3d\n2sUhIjvHrn4iE/vnP/+JUaNGwdPTE4cOHUJiYiJ+97vfMegTkU1g4CcysePHj2P58uUoKSlBQEAA\npk2bhjfeeMPaxSIiAgCwq5+IiMiO8HY+IiIiO8LAT0REZEcY+ImIiOxIm5rcd//KVFQ/jUaDoqIi\naxfD5rGejMe6Mg7ryTisJ+P5+/s3+TVs8RMREdkRBn4iIiI7wsBPRERkR9rUGD8REbVOgiCgoqIC\nOp0OWq0WlZWV1i6SzRAEAXK5HI6OjibZupyBn4iIrK6iogIqlQpKpRJKpVLc5pfuqampQUVFhd5u\nmM3Brn4iIrI6nU4HpZJt0foolUrodDqT5MXAT0REVmeKLuy2zlR1xMBPREQEoGPHjnjxxRfFxzU1\nNejZsyemT5/e4OsyMjIaTWNLGPiJiIgAODk54eTJk7h79y4AYO/evfDz87NyqUyPgZ+IiFoddUoK\nvB57DN7R0fB67DGov/3WJPlGR0cjLS0NAPDVV19h8uTJ4nNHjx7FxIkTMXbsWDzyyCM4e/as3uvv\n3LmD2bNnY/z48Rg7diy+NVG5TImBn4iIWhV1SgrcExOhPnAAqlOnoD5wAO5z5pgk+E+aNAnbtm1D\nRUUFcnNzERkZKT4XEhKCrVu34rvvvsMrr7yCpUuX6r1+5cqVGDJkCHbu3In//Oc/WLhwIe7cudPi\ncpkSp1ASEVGr4vLxx1DUWctfUVQEl+RkVMbGtijv7t274/Lly9i2bRuio6Mlz926dQsvv/wyzp8/\nD5lMhurqar3X7927F7t378YHH3wAAKisrER+fj5CQ0NbVC5TYuAnIqJWRV5SYvh4aalJ8h87diwW\nLFiAL7/8EqX35bls2TIMHjwYq1evxqVLl/D444/rvVYQBHz00UcICQkxSVnMgV39RETUqug8PQ0f\n9/AwSf5Tp07F7NmzERERITleVlYmTvbbvHmzwdeOGDECa9asgSAIAIATJ06YpEymxMBPREStSnl8\nPLQajeSYVqNBeXy8SfL39/dHXFyc3vHnn38eb731FsaOHYuamhqDr3355ZdRXV2NmJgYjBo1Cm+/\n/bZJymRKMqH2Z0kbcOXKFWsXoVXgXtfGYT0Zj3VlHNZT/e7cuQMnJycA91apqy+w1lJ/+y1ckpMh\nLy2FzsMD5fHxLR7ft3X311Etf3//JufDMX4iImp1KmNj23ygNxd29RMREdkRBn4iIiI7wsBPRERk\nRxj4iYiI7AgDPxERkR3hrH4iIiIAAQEBCA8PFx9/8sknCAgIMMu5Nm3ahOPHj+PNN980S/4NYeAn\nIiIC4OjoiN27d1u7GGbHwE9ERK1OSooayckuKC2Vw8NDh5kzyxEbW2ny82i1WixevBj79+9HVVUV\nnnnmGfzhD39ARkYGli9fDjc3N5w8eRITJ05EeHg4Vq9ejYqKCqxevRqBgYH47rvv8O6776Kqqgoe\nHh7417/+BW9vb8k5iouLMXfuXOTn5wMA3njjDTz44IMmv5ZaDPxERNSqpKSokZjojqIihXjs7Fkl\ngBstCv4VFRUYM2YMAKBz585YvXo1Nm7cCFdXV+zatQuVlZWYPHkyRowYAQDIycnBDz/8AHd3dwwe\nPBhPPvkkdu7ciY8//hiffPIJFixYgP79+2P79u2QyWTYsGED3n//fcyfP19y3nnz5iE+Ph79+/dH\nfn4+nnrqKezZs6fZ19EYiwX+Xbt2IS0tDYIgYPTo0Rg/fjxWrFghLrNbuxThsmXLUFhYiFmzZolL\nEYaGhmLmzJmWKioREdmwjz92kQR9ACgqUiA52aVFgd9QV/+ePXuQm5uLnTt3Ari3Uc/58+ehUqnQ\nu3dv+Pr6AgC6dOki/iAIDw9HRkYGAKCgoADPP/88CgsLUVVVhc6dO+ud98cff8Tp06fFx+Xl5bh9\n+zacnZ2bfS0NsUjgv3jxItLS0rB48WIolUosXrwYUVFRmDVrlphm3bp1kjWI/fz8sGzZMksUj4iI\nWpGSEsM3pJWWmudGtUWLFmHkyJGSYxkZGXBwcBAfy+Vy8bFcLhf3GvjHP/6BmTNnYuzYscjIyEBS\nUpJe/jqdDtu3b4ejo6NZyl+XRW7ny8/PR0hICNRqNRQKBSIiIvDzzz+LzwuCgP3792PIkCGWKA4R\nEbVinp46g8c9PAwfb4kRI0Zg3bp1qK6uBgCcO3cOd+7cMfr1t27dErfy/c9//lPvOdasWSM+NvdW\nvhYJ/AEBATh58iTKyspQWVmJo0ePori4WHw+NzcX7du3R4cOHcRjhYWFePXVVzF//nzk5uZaophE\nRNQKxMeXQ6PRSo5pNFrEx5eb/FxPPfUUQkNDMW7cOERHRyMxMbHRnQPv99e//hV//vOfMW7cOHh6\nehpMs3DhQhw7dgwxMTEYOXIkPvvsM1MV3yCLbcubnp6Ob7/9Fo6OjujUqRNUKhWeffZZAEBycjL8\n/PwwceJEAEB1dTUqKirg6uqKvLw8LFu2DMuXL9fbjjA1NRWpqakAgCVLlqCqqsoSl9LqGbPlJbGe\nmoJ1ZRzWU/2uXbsGtVptdPqUFAd88IGTOKv/uefuYNy4th0DKisrxTkFte4fbjCWxQL//TZs2AAv\nLy/ExsZCq9Xiueeew5IlS+Dl5WUw/euvv44//OEPCA4ObjDf2omC1DDuCW4c1pPxWFfGYT3V7/69\n5vkDybD766hW7ST4prDYkr03b94EABQVFeHgwYMYOnQoACA7Oxv+/v6SoH/r1i3odPfGaq5du4aC\nggK9XzlERETUdBa7nW/58uUoKyuDUqlEXFyceJvCTz/9pDepLycnB5s3b4ZCoYBcLkd8fDxcXFws\nVVQiIqI2yypd/ebCrn7jsLvROKwn47GujMN6qt/9962zq98wQ/f223RXPxERUX3uv/ed9NXU1EAu\nN03I5pK9RERkdY6OjqioqEBlZSUcHR1RWWn6dfdbK0EQIJfLTbbADwM/ERFZnUwmQ7t27QBwSMTc\n2NVPRERkRxj4iYiI7AgDPxERkR1h4CciIrIjDPxERER2hIGfiIjIjjDwExER2REGfiIiIjvCwE9E\nRGRHGPiJiIjsCAM/ERGRHWHgJyIisiMM/ERERHaEgZ+IiMiOMPATERHZEQZ+IiIiO8LAT0REZEcY\n+ImIiOwIAz8REZEdYeAnIiKyIwz8REREdkRpqRPt2rULaWlpEAQBo0ePxvjx47F582akpaXBzc0N\nAPDkk0+ib9++AICtW7ciPT0dcrkcM2bMQJ8+fSxVVCIiojbLIoH/4sWLSEtLw+LFi6FUKrF48WJE\nRUUBAMaPH49HHnlEkv7y5cvIyMhAUlISSktLsXDhQqxcuRJyOTsoiIisLSVFjeRkF5SWyuHhocPM\nmeWIja20drHISBYJ/Pn5+QgJCYFarQYARERE4Oeff643/aFDhzB48GCoVCr4+PjAz88PZ8+eRVhY\nmCWKS0RE9UhJUSMx0R1FRQrx2NmzSgA3GPxbCYsE/oCAAHzxxRcoKyuDg4MDjh49iuDgYLi4uCAl\nJQV79+5FUFAQpk+fDhcXF5SUlCA0NFR8vaenJ0pKSvTyTU1NRWpqKgBgyZIl0Gg0lricVk+pVLKu\njMB6Mh7ryjhtoZ7WrlWiqEiOceNSAAApKeNQVKTAmjUeePrpGpOcoy3Uky2zSODv1KkTJk2ahEWL\nFsHR0RGBgYGQy+UYO3YsHn/8cQDApk2bsG7dOiQkJBidb0xMDGJiYsTHRUVFJi97W6TRaFhXRmA9\nGY91ZZy2UE+Fhd4A5PDzuyo5fv261mTX1hbqyVL8/f2b/BqLTe6Ljo5GdHQ0AGDDhg3w8vKCu7u7\n+Pzo0aOxdOlSAPda+MXFxeJzJSUl8PT0tFRRiYioHp6eOoPHPTwMHyfbY7HZcjdv3gRwr1V+8OBB\nDB06FKWlpeLzBw8eREBAAACgX79+yMjIQHV1NQoLC1FQUICQkBBLFZWIiOoRH18OjUYrOabRaBEf\nX26lElFTWazFv3z5cpSVlUGpVCIuLg7Ozs745JNPcOHCBchkMnh7e2PmzJkA7s0JGDRoEGbPng25\nXI64uDjO6CcisgH3JvDdQFaWDjU1MgwaVIn4eOvM6ufdBc0jEwRBsHYhTOXKlSvWLkKrwPEz47Ce\njMe6Mk5bqqcdO3YAACZMmGDyvI2pJ0N3F2g0Wrz9tn3dXdCcMX42o4mIqNX5+GMXFBUpMG5ciniH\nQVGRAsnJLlYume2zWFc/ERGRqZSU3Gu31r27oLS0+e1Zexk6YOAnIqJWx9R3F9jTwkTs6idqopQU\nNR57zAvR0d547DEvfPut2tpFIrI7pr67wJ6GDtjiJ2oCe2oVENkyU99dYI6hA1vFwE/UBPe3CoD/\nLVeanOzCwE9kYbGxlaiuvrdM8GuvFTeSumH2tDARAz9RE9hTq4DInsTHl+PMGWlIbKsLEzHwEzVB\nc1sF9jJbmMgcLPH5saWFicyNgZ+oCZrTKuC8AKLms+Tnx5RDB7aM/ZNETRAbW4m3374BNzcdnJwE\nDBpU2ehKYfY0W5jI1Pj5MT22+ImaqKmtAs4LIGo+fn5MjzVHZGb2NFuYyNT4+TE9Bn4iM+M2pkT1\na2xBLH5+TI9d/URmZk+zhck+NXfWfX0T99zcdBg06N5jfn5Mj4GfyALsZbYw2Z+WzLqvb0GslStl\nYuAH+PkxNXb1ExFRs7Vk1v39E/fun7xXUmKestI9bPETkd3jAkvN15JZ9/VN3PP0bHm5qH4M/ERk\n17jAUsu0ZNZ9fQti/d//cca+ObGrn4jsGheIaZmWzLqvb0GsiRMFcxWXwBY/Edk5LhDTMi2ddW94\n4p6reQpLABj4icjO2dMCMeaay8BZ960LAz8R2TV72Y6VcxmoFgM/Edk1e1kgpr575pOTXdrctVLD\nLBb4d+00ONTNAAAgAElEQVTahbS0NAiCgNGjR2P8+PH47LPPkJmZCaVSCV9fXyQkJMDZ2RmFhYWY\nNWsW/P39AQChoaGYOXOmpYpKRHbGHrqqOZeBalkk8F+8eBFpaWlYvHgxlEolFi9ejKioKPTq1QtP\nPfUUFAoF1q9fj61bt2LatGkAAD8/PyxbtswSxSMiavPsaS4DNcwiP/Xy8/MREhICtVoNhUKBiIgI\n/Pzzz+jduzcUinvjTWFhYSjhck1kxxrbrMTW8yfbxs1uqJZFWvwBAQH44osvUFZWBgcHBxw9ehTB\nwcGSNOnp6Rg8eLD4uLCwEK+++iqcnJzw+9//HhEREZYoKpFVmHviFSd2kb3MZaDGWSTwd+rUCZMm\nTcKiRYvg6OiIwMBAyOX/62zYsmULFAoFhg0bBgDw8PDA+++/D1dXV+Tl5WHZsmVYvnw5nJycJPmm\npqYiNTUVALBkyRJoNBpLXE6rp1QqWVdGaKieVCoVADSpHht6zdq1ShQVyfUmXq1Z44Gnn65patEt\nnn9beE8153/aVNaup6efBgAZAGDFChnu3S/fvHvm69ZXS+qv7msN1VN9+Zv6/2aJ94G1WWxyX3R0\nNKKjowEAGzZsgJeXFwDghx9+QGZmJubNmweZ7N4bUqVSiZUfFBQEX19fFBQU6PUSxMTEICYmRnxc\nVFRkiUtp9TQaDevKCA3VU3V1NYCmvecaek1hoTcAud7Eq+vXtSb5X5k7/7bwnmrO/7SpbKGeTHWd\ndfNpSb51X2uonurL39T/N0u8D0ypdhJ8U1hsOufNmzcB3KvMgwcPYujQocjKysK2bduQmJgItfp/\n4423bt2CTndvwsm1a9dQUFAAX19fSxWVyOLMPfGqNUzs4hwEIsuwWIt/+fLlKCsrg1KpRFxcHJyd\nnbF69WrU1NRg4cKFAP53215OTg42b94MhUIBuVyO+Ph4uLhw3Wxqu8y9iIytL1LDOQhElmOxwL9g\nwQK9Y++9957BtAMHDsTAgQPNXSQim2HuiVe2PrGLi8sQWQ5X7iOyEeZeRMaWF6nh4jJElsNPFRFZ\nXWuYg0DUVjDwE5HVcXEZIsthVz8RWZ2tz0FoTcy19S7ZlsrKSpw4caJZt/Mx8BORTbDlOQitBe+O\naLsKCgqQmZkp/mVnZ6OqqgqCIDQ5LwZ+IjI7tkItg3dHtA1VVVU4ceKEJNBfuXJFkkYmk6Fbt27N\nyr9Jgb+oqAglJSUICwtr1smIyP6wFWo5vDuidbp69apea76yUvrZcHNzQ2RkJKKiotCvXz/06dMH\n7du3b9b5jAr8RUVFWLlyJS5cuAAA+Oyzz3DgwAFkZWXhueeea9aJicg+sBVqObw7wvZVVVXhl19+\nkQT6/Px8vXShoaGIiooS/0JDQyV73LSEUYH/o48+QmRkJN544w3ExcUBAHr16oV169aZpBBE1Hax\nFfq/oY6yMiVcXb3MNtRh6ys02qNr167pteYrKiokaVxdXcXWfFRUFCIjI+Hu7m62MhkV+M+ePYu5\nc+dKfm04OTnhzp07ZisYEbUN9t4K1R/qUJttqIN3R1hXdXU1cnJykJmZicOHDyMzMxOXL1/WSxcS\nEqLXmlcoFAZyNA+jAn/79u1x9epVyW0Dly9fbtPbFhKRadh7K9TSQx28O8Jyrl+/LmnNHzt2TK81\n7+Liotea9/DwsFKJ7zEq8E+cOBFLly7F5MmTodPpsG/fPmzduhWTJ082d/mIqJWz91Yohzrahurq\nauTm5koC/cWLF/XSBQUFiRPwoqKiEBYWZtHWvDGMCvzR0dFwdXVFamoqvLy8sHfvXkydOhX9+/c3\nd/mIqA2w51aovQ91tFZFRUWSIJ+VlaXXmnd2dkafPn3E1nzfvn3h6elppRIbz+jb+R588EE8+OCD\n5iwLEVGbY+9DHa1BTU2N2Jrftm0b8vLyUFRUpJeua9eukrH58PBwm2vNG8OowD916lQMGTIECQkJ\nUCr/95JnnnkGn376qdkKR0TU2kmHOuR2N9Rhi4qLi/Va83fv3pWkcXJykrTmo6KiWkVr3hhGBX4H\nBwcAwD/+8Q+8+uqr4sU3Z6lAIiJ7UzvUoVKp7G6ow9pqampw8uRJSaCvXZPmfoGBgXqt+fsbum2J\nUVcll8vx0ksv4auvvsLf/vY3zJ49G2FhYZDJZOYuHxERkdFKSkr0WvN1bz1v166d3ti8Pd2l1qSf\nM5MnT0aXLl2wbNkyPPnkk+YqExERUaO0Wi0uXbqEvLw87N69G5mZmTh//rxeui5dukha8xEREW22\nNW8Mo678/i792hX8li1bpjfDkYioMdywh5qrvLwcqampktb87du3JWkcHR0REBCAoKAgTJ06FX37\n9oW3t7eVSmybjAr8K1eulDz29/fH4sWLDf6yIiKqT0mJDMuXc8MeapxWq8Xp06fFIL9nzx5cu3ZN\nL52Pjw/CwsIwbtw4sTX/7bffAgBiY2MtXexWod7AX1hYCB8fHwD3NhUwVOFeXl7mKxkRWYU5W+QF\nBQpu2EMG3b59G+np6cjMzMTx48dx8OBBlJdLb3l0cHCQrILXt29fMU6R8eoN/K+88oq4Cc9LL71U\nbwabNm0yfamIyCrMvYVudfW9CcFcxc6+6XQ6vdb81atX9dJ16tRJMjbfvXt38S4zar56A//9O+8x\nuBPZB3OvK69SGb4FmKvYtW03b97EkSNHxEB/9OhRlJWVSdKoVCpxpv2oUaMQGhoKX19fK5W4bWvy\ntMbbt2+jsLAQ/v7+UKvV5igTEVmJudeV79BBC41GKznGVezaFp1OhzNnzkhuqTtz5oxeuo4dO0pa\n8z169BBb8xqNxuDKeWQaDQb+bdu2wc/PDwMGDAAAZGVlISkpCZWVlXB2dsbcuXMRFhZm1Il27dqF\ntLQ0CIKA0aNHY/z48SgvL8eKFStw/fp1eHt7Y9asWXBxcQEAbN26Fenp6ZDL5ZgxYwb69OnTwksl\nosaYe115T08Bb79tvxv2tEW3bt3C0aNHsX37duTl5eHVV1/FrVu3JGnUajV69uwpCfR+fn5WKjE1\nGPi///57zJkzR3y8Zs0aPPTQQ3j00Uexa9cubNy4EfPnz2/0JBcvXkRaWhoWL14MpVKJxYsXIyoq\nCqmpqejZsycmT56Mr776Cl999RWmTZuGy5cvIyMjA0lJSSgtLcXChQuxcuVKyOUcByQyJ0usK2/P\nG/a0djqdDufOnUNmZia2bt2KvLw8FBQU6K3i6u/vr9eaZw+x7Wgw8JeWlsLf3x8AcPXqVVy/fh2P\nPvooHB0dMXHiROzcudOok+Tn5yMkJET8x0dERODnn3/GoUOH8PrrrwMARowYgddffx3Tpk3DoUOH\nMHjwYKhUKvj4+MDPzw9nz541uneBiJrH3rfQJamysjIcPXpU7LI/cuQIbt68KUnj4OCg15rv0KGD\nlUpMxmgw8KvVaty5cwdOTk44efIkunTpAkdHRwCATCaDVqtt6OWigIAAfPHFFygrK4ODgwOOHj2K\n4OBg3Lx5Ex4eHgAAd3d38Q1VUlKC0NBQ8fWenp4oKSlp1gUSUdOwRW6fBEEQW/O1f6dOndJrzfv5\n+UmCfM+ePdmab2UaDPyRkZH46KOPMHToUGzfvh3Dhg0Tn/v111+Nvo+/U6dOmDRpEhYtWgRHR0cE\nBgbqddvLZLImr/2fmpqK1NRUAMCSJUvsaq3lllAqlawrIzRUTyqVCgCaVI/GvKY5+TaFsfk3tRzG\nvKfuz7O+/M19/Q2xRN3LZDKLXFtD11L7nIODAw4dOoSff/4ZBw4cwMGDB1FaWqqXNjIyEgMGDMDA\ngQMxYMAABAQEmL38Lf2Osub7qDVoMPA/88wzWLt2LTZu3IjQ0FCMHz9efC4rKwtDhgwx+kTR0dGI\njo4GAGzYsAFeXl5o3749SktL4eHhgdLSUri5uQG418IvLv5fS6OkpMTgdogxMTGIiYkRH3MWqHE4\nY9Y4DdVTdXU1gKa954x5TXPybQpj829qOYx5T92fZ335m/v6G2KJulepVBa5trrXIggC8vLyxLH5\nc+fOIS4uzmBrvm/fvpLWfG0vby1LlL+l31HWfB9ZWu1wfFM0GPidnJyQkJBg8LnHHnusSSe6efMm\n2rdvj6KiIhw8eBBvvvkmCgsLsWfPHkyePBl79uzBgw8+CADo168f3n33XUyYMAGlpaUoKChASEhI\nk85HRPaFewD8T0VFBS5cuCB23R88eNDgffMPPPCAGOj79esHf39/7rpqByy2PdHy5ctRVlYGpVKJ\nuLg4ODs7Y/LkyVixYgXS09PF2/mAe3MCBg0ahNmzZ0MulyMuLo4z+omoXuZecdCcWvqDRRAEnD9/\nXjI2n5ubq9ead3Nzw5AhQ8Qg/8ADD6Bdu3amvhxqBSwW+BcsWKB3zNXVFfPmzTOYfsqUKZgyZYq5\ni0VEbYC5Vxw0l+b8YLl9+zaysrIkM+3rTn5WKBQIDAzEiBEjEBUVhRs3bsDLywsTJ0405+VQK2G/\nGxITUZth7hUHzaWxHyyCIODChQuS1vzJkyf17qjy9vaWzLTv1auXpDW/Y8cOi14X2TYGfiJq9cy9\n4qC56P9guQ3gMM6e3YdJk77C6dOn9VbBUygU6NWrlyTQBwQEcGyejGZU4E9PTzd4XKVSwcvLC6Gh\noeLtE0RElmaJFQdNTRAEODmdBXAEBw58huvXzwH4EwAtrl8Hrl+/l06j0UiCfO/evTk2Ty1iVODf\nu3cvTp8+jfbt28PLywvFxcW4efMmgoODUVhYCACYM2cOgoODzVpYIiJDWsOKg1VVVcjLy8PZs2fF\nbvva281OnqxNpYBCEYnhwyMRGCggODgYzz77LFvzZFJGBf5OnTqhf//+ePjhh8VjKSkpyM/Px4IF\nC7BlyxZ88sknePPNN81WUDIvdUoKXJKTIS8thc7DA+UzZ6IyNtbaxSIymi2tOCgIAi5duiQZmz9x\n4gR0OunQg6enJ3x9O8HdPQSXLz+PDh364rnnBMTGVorj8gz6ZGpGBf6ffvoJq1evlhwbO3Ys4uLi\nEBcXh0ceeQRff/21WQpI5qdOSYF7YiIU9y12oTx7FjcABn8iI9y9exfZ2dk4fPiwONO+tje0llwu\nR1BQEIYOHSp22wcGBop7nkyY0B1AhRVKT/bGqMDfvn17ZGZmigvsAMCRI0fElfaqq6uhVHKeYGvl\n8vHHUBQVIWXcOADAuJQUKIqK4JKczMBPVIcgCMjPz9drzdfU1EjSeXh4oFOnTggKCsLTTz+NPn36\noEuXLnaxmhzZNqOi9YwZM5CUlITOnTuLY/wXL17E7NmzAQBnzpzBuN+CBrU+8t/uAb5aZ39seZ11\nu4nsUUVFBbKzsyWB/tq1a5I0crkc3bt3l0zC69q1q9iab8ry5kTmZlTg7927N/71r3/h6NGjKCkp\nQWRkJPr27QtXV1fx+d69e5u1oGQ+OgP7IACA7redE4nsRW1r/v4u++zsbL3WvLu7u2RN+8jISLi4\nuFip1ERNY3T/vKurK4YPH27OspCVlMfHQ3nmjOSYVqNBeXy8lUpEZBn3t+Z37tyJvLw83LhxQ5JG\nJpOhY8eOGDlypBjog4ODOemOWi2jAn9hYSE2btyICxcuoKJCOvnk3//+t1kKRpZTGRuLGwB0WVmQ\n1dSgctAglMfHc3yf2py6Y/O//PILqqqqJGmcnJwQFBSEcePGISoqCteuXUO7du0wYcIEK5WayLSM\nCvwrV66Er68vpk+fDrVabe4ykRVUxsai5retLItfe83KpSFqucrKSpw4cUIM8ocPH8bVq9IlfWUy\nGcLDwyVj8zk5OZDL5WKg53K31NYYFfgvX76MhQsXcoc8IrJZBQUFyMzMRF5eHj766CNkZ2frtebb\nt28vGZvv06ePeHdSrZP/W02HqE0yKvBHRETgwoULCAoKMnd5iIgaVVVVJWnNZ2Zm4sqVK3rpwsLC\n0K9fP8nYPBswZO+MCvze3t5488030b9/f7i7u0uemzp1qlkKRkRU6+rVq5Ign52djcpK6XK87dq1\nQ0BAAHr37o3JkycjMjIS7du3t1KJiWyXUYG/srISUVFR0Gq1KC627lKYRNS21dTU4OjRo5JAn5+f\nr5cuNDRUMjZ/6tQpydg8ERlmVOBPSEgwdzmojeIeANSYwsJCMcDv3r0bv/76K6p/m2hay9XVVVwF\n78knn0RkZKRe7+OZOrekEpFh9Qb+wsJC+Pj4AIDeKlX38/X1NX2pqE3gHgBUl1arxbFjx5Ceno68\nvDwsWrQIly5d0ksXEhIiac2Hhobim2++AQCMGjXK0sUmalPqDfyvvPIK1q1bBwB46aWX6s1g06ZN\npi8VtQncA4CuX78utua/++47g615Z2dnREZGikG+b9++8OCqkURmU2/grw36AIM7NQ/3ALAv1dXV\nyM3NlYzNX7x4US9dUFAQOnfujLCwMPzud79Dt27doFAorFBiIvvU4Bh/RkYGunfvrjeWRmQM7gHQ\nthUVFSEzMxNff/01zp49i3PnzuHu3buSNGq1GoGBgYiNjRVb8571vC+IyDIaDPybNm3C1atX4efn\nh4iICHTv3h0RERHw9va2VPmoFeMeAG1HTU0NTp48Kdm85sKFC3rpunbtKhmbP3fuHGfaE9mYBgP/\nypUrcePGDeTm5iI3Nxfbt2/H+++/D09PT/GHwOjRoy1VVmpluAdA61VWVoa8vDxxA5tjx47hzp07\nkjTt2rUT75UPDQ1FfHy8Xmv+/Pnzliw2ERmh0dv53N3dMWjQIAwaNAgAUF5ejrS0NOzYsQP79u1j\n4KcGcQ8A21fbmr9/bN5Qaz4wMFBc7rZfv34IDw+HUqnEjh07oFKp2IVP1Eo0GvgFQcCFCxeQm5uL\nnJwcnD59Gh4eHhg0aBAiIiKMPtGOHTuQnp4OmUyGgIAAJCQkYNWqVeIym3fu3IGTkxOWLVuGwsJC\nzJo1C/7+/gDuLdQxc+bMZl4iEd2vvLwcu3fvFoN8VlaWXmterVYjODgY0dHR4ti8RqOxUomJyJQa\nDPxvvfUWLly4AH9/f3Tr1g0xMTH4y1/+gnbt2jXpJCUlJfjmm2+wYsUKODg4ICkpCRkZGZg1a5aY\nZt26dXBychIf+/n5YdmyZU28HCK6n1arxalTp8Sx+b1796KwsFAvXZcuXSRj8xEREVAqjVrfi4ha\nmQY/2QUFBVAqlfD29oafnx/8/PyaHPRr6XQ6VFVVQaFQoKqqSnKfriAI2L9/P+bNm9esvInontLS\nUhw5ckTSmi8vL5ekcXBwkOxQ17dvX07YJbIjDQb+d999VzK5b+fOnSgrK0O3bt0QERGB8PBwBAYG\nNnoST09PTJw4Ec8//zwcHBzQu3dv9O7dW3w+NzcX7du3R4cOHcRjhYWFePXVV+Hk5ITf//73BocV\nUlNTkZqaCgBYsmQJuyKNpFQqDdaVSqUCAJPXo7nyNbf66glo3jUZ85qm5KvVapGbm4sDBw7g559/\nxoEDB3D69Gm9dBqNBiEhIZg6dSoGDhyInj17iucxBZVKBZlMZvb3VGN5mepcdfNpSb51X2voPVVf\n/pasO1vT0GfPGK3tei2t2ZP7/vvf/+LWrVtGLe5TXl6OQ4cOYdWqVXByckJSUhL27t2L4cOHAwB+\n+uknDBkyREzv4eGB999/H66ursjLy8OyZcuwfPlyyVAAAMTExCAmJkZ8XHTf0rBUP41GY7CualdU\nM3U9mitfc6uvnoDmXZMxr2kozY0bNySt+aNHj+q15h0dHdGrVy9xAl7fvn1x8OBBABBvqbt586bR\nZTZGdXU1VCqV2d9TjeVlqnPVzacl+dZ9raH3VH35W7LubE1Dnz1jtLbrbYnauXBN0eTJfadOncLt\n27cRHBxs9JrZ2dnZ8PHxgZubGwBgwIABOH36NIYPHw6tVouDBw9iyZIlYnqVSiX+YgsKCoKvry8K\nCgoQHBzc5Ask8+ImPOah0+lw+vRpMcjv27fP4A51nTp1kozNd+/eHQ4ODlYoMRG1Fo1O7jt9+jRq\namoQEhKC7t27Y9y4cQgLC2vSl4tGo8GZM2dQWVkJBwcHZGdni0E8Ozsb/v7+8PLyEtPfunULLi4u\nkMvluHbtGgoKCrgZkA3iJjymc/PmTRw5cgRff/018vLy8Morr6CsrEySRqlUSta0j4qK4ueCiJqs\nwcAfERGBKVOmIDg4uEUzfENDQzFw4EAkJiZCoVAgMDBQ7KKv280PADk5Odi8eTMUCgXkcjni4+Ph\n4uLS7POTedjCJjytscdBp9Ph7NmzkvvmDY3Nd+zYUQzwd+/eRUBAACZPnmyFEhNRW9JgNDfll8wT\nTzyBJ554Qu/4X/7yF71jAwcOxMCBA012bjIPa2/C01p6HG7duoWjR49i+/btyMvLw5w5c/TG2dVq\nNXr27ClpzfvdV687duywdLGJqI3ijbrUbNbehMcWehzq0ul0OHfunF5rXhAESboOHTqIE/CioqLQ\no0cPqNVqq5SZiOwLAz81m7U34bF2jwNwb037o0ePikH+0KFDejPtlUolAgICEBMTI7bmmzMTl4jI\nFBj4qdmsvQmPpXscBEEQW/NbtmxBXl4eCgoK9Frz7u7uGDJkiBjkL126BJVKxR3qiMgmMPBTi1hz\nEx5z9ziUlZXhxx9/FFvzR44cwY0bNyRpVCoVOnXqhKCgIDz++OO4ceMGPD09JUH+6tWrJikPEZEp\nMPBTq2XKHgdBEJCXlycZmz916hR0Op0knZ+fn2S52549e4qrR06YMIGT8IjI5jHwU6vW3B6H27dv\nS8bmjxw5gtI6cwOUSqW4Cl7tX8eOHSGTyUx6DURElsTAT22eIAg4f/48MjMzsWvXLpw+fRoXL17U\na837+PhIgvyoUaNw+/ZtK5WaiMg8GPipzblz5w6ysrLErWiPHDmCkt/uAKilVCr17pvv1KmTpDXf\nrl07Bn4ianMY+KlVEwQB169fx7lz55CRkYHMzEzk5uZCq9VK0nl7eyMqKgpOTk4ICgrCc8891+wt\npomIWjMGfmpV7ty5g2PHjkkm4RUXF0vSKBQK9OzZU1wcJyoqCgEBAZDJZOLkOwZ9IrJXDPxkswRB\nwMWLFyVBPicnR6817+bmhrCwMIwZMwZRUVHo3bu33hbORER0DwM/2Yy7d+/qtebr7qetUCjwwAMP\nSMbmu3Tpwpn2RERGYuAnqxAEAZcvX0ZmZqY4CS8nJwc1NTWSdJ6enpIg36dPH7bmiYhagIGfLKKq\nqgoHDx6UtOYLCwslaeRyOXr06CEJ9IGBgWzNExGZEAM/mZwgCMjPzxcDfFpamsH75j08PPRa887O\nzlYqNRGRfWDgpxarrq7Gr7/+ig8++EAM9teuXZOkkcvliIiIEIN8v3790LVrV7bmiYgsjIGfmkQQ\nBFy5ckWyOM7x48f1Ztq7u7tL1rSPjIyEi4uLlUpNZBx1SgqUv/wCWXU1vNasQfnMmdYuEpHJMfBT\ngyoqKpCdnS1Z077ubnMymQydO3fGsGHDxEAfHBzM1jy1KuqUFLgnJkL+286K6gMHoDx7FrK//hVC\nPVtAk+0x9OPNUluFtxYM/CRRWlqK7du3i4H+xIkTqKqqkqSpbc3XtugjIyPh6upqpRLbDn7htG4u\nH38MRd3bR4uKoCgoQA0Df6tQ34+3GwA/i/dh4LdjlZWVOHHihBjkf/rpJ70d6mQyGcLDwyWT8IKC\ngiCXy61U6uYzZ2CWlZTAfflyg1841DrIf9vPwa9uj1adW0zJdtX3480lOZmB/z4M/HakoKBAvF9+\n3759OHHiBCorKyVpnJyc0L9/f3ECXp8+feDm5malEpuOuVsCioKCer9w8OyzLc6fzE/3W6t+XEqK\n5Lig5Ndka1Hfjzd5nQaNveM7uo2qqqqStOYzMzNx5coVvXRhYWGS1nxISEirbM03xtwtAVl1NQB+\n4bRm5fHxUJ45I3mfaDUaaDt0sGKpqCnq+/Gm8/CwRnFsFgN/G3H16lVJkM/OztZrzbu6uqJv374Y\nNmwYIiIiEBkZifbt21upxJZl7paAoFIB4BdOa1YZG4sbAFySkyEvLYXOwwPl8fEQfvtRR7avvh9v\n5fHxViyV7bFY4N+xYwfS09Mhk8kQEBCAhIQEfPXVV0hLSxO7kp988kn07dsXALB161akp6dDLpdj\nxowZ6NOnj6WKavOqqqqQk5MjCfSXL1/WSxcaGippzYeGhkIul0Oj0eitgd/WmbsloO3QAVqNxvAX\nDgNHq1EZG6vfA/Tbjo5k++r78cbxfSmLBP6SkhJ88803WLFiBRwcHJCUlISMjAwAwPjx4/HII49I\n0l++fBkZGRlISkpCaWkpFi5ciJUrV7bJLmhjFBYWSoL88ePHUVFRIUnj4uKid9+8u7u7lUpse8zd\nEhA8PXHj7bcNf+EwcBBZjMEfbyRhsRa/TqdDVVUVFAoFqqqq4OHhobdWe61Dhw5h8ODBUKlU8PHx\ngZ+fH86ePYuwsDBLFddqqqur9Vrzly5d0ksXHBwsac2HhYVBoVBYocStgyVaAvzCIaLWwCKB39PT\nExMnTsTzzz8PBwcH9O7dG71798apU6eQkpKCvXv3IigoCNOnT4eLiwtKSkoQGhoqeX3Jb2O0bc31\n69clQf7YsWN6rXlnZ2dERkaKQb5v377w4NhxkzEwExFZKPCXl5fj0KFDWLVqFZycnJCUlIS9e/di\n7NixePzxxwEAmzZtwrp165CQkGB0vqmpqUhNTQUALFmyBBqNxizlN5WamhpkZ2fjwIED4t+FCxf0\n0oWGhmLgwIEYMGAABg4ciO7du5u0Na9UKm2+rmyBsfWk+m1iX31pG3veGC3JwxTnbyx/mUxmMH9T\nntsS9WzqfOu+1tB7qr78LVl3tobfUeZlkcCfnZ0NHx8fcRLfgAEDcPr0aQwfPlxMM3r0aCxduhTA\nvRZ+cXGx+FxJSQk8DaycFRMTg5iYGPGxrU1YKy4ulrTms7KycPfuXUkaZ2dn9OnTR9Kar3utdRfV\naahCIXsAABMQSURBVCl7nNzXHMbWU/Vvk/fqS9vY88ZoSR6mOH9j+atUKoP5m/LclqhnU+db97WG\n3lP15W/JurM1/I4ynr+/f5NfY5HAr9FocObMGVRWVsLBwQHZ2dkIDg5GaWmp2GV98OBBBAQEAAD6\n9euHd999FxMmTEBpaSkKCgoQEhJiiaI2W01NDU6ePCnZvMZQaz4wMFBcHCcqKgrh4eEcmyciIoux\nSOCv7bpOTEyEQqFAYGAgYmJi8MEHH+DChQuQyWTw9vbGzN92wgoICMCgQYMwe/ZsyOVyxMXF2dyM\n/pKSEjHI147N37lzR5KmXbt2ktZ8VFQUvLy8rFRiMofGlgHm+v1EZGssNqv/iSeewBNPPCE59uKL\nL9abfsqUKZgyZYq5i2WU2tb8/d329bXma2+p69evH8LDw6Hkcp9tVmPLAHPDECKyRYxKBpSUlODI\nkSNiiz4rK6vR1nzfvn05GcXONLYMMDcMISJbZPeBX6vV4tSpU5LWfF5enl66Ll26SLrsIyIi2Jq3\nc40tA8wNQ4jIFtld5CotLcWRI0ckM+3Ly8slaRwdHfVa897e3lYqMdmqxpYB5oYh1BjOASFraNOB\nX6vV4vTp05LW/Llz5/TSBQQEiEG+X79+iIiIEO97JapPY8sAc8MQagjngJC1tKnAf+PGDUlr/ujR\nowZb87169ZJ02/v4+FipxNSaNbYMMDcMoYZwDghZS5sK/D169NA71qlTJ0mQ7969OxwcHKxQOmqL\nGlsGmMsEU304B4SspU0FfrVardea9/X1tXaxiKyGY8i2i3NAyFraVOA/efIkW/NEv+EYsm3jHBCy\nljYV+Bn0if6HY8i2jXNAyFraVOAnov/hGLLt4xwQsgYGfqI2imPIRGSIbe18Q0QmUx4fD22dZaQ5\nhkxEbPET2bjmzsznGDIRGcLAT2TDWjozn2PIRFQXu/qJbFhDM/OJiJqDLX4iG8aZ+URkagz8RDaM\nM/OJyNTY1U9kwzgzn4hMjS1+IhvGmflEZGoM/EQ2jjPziciU2NVPRERkRxj4iYiI7AgDPxERkR1h\n4CciIrIjFpvct2PHDqSnp0MmkyEgIAAJCQnYtGkTMjMzoVQq4evri4SEBDg7O6OwsBCzZs2Cv78/\nACA0NBQzZ860VFGJiIjaLIsE/pKSEnzzzTdYsWIFHBwckJSUhIyMDPTq1QtPPfUUFAoF1q9fj61b\nt2LatGkAAD8/PyxbtswSxSMiIrIbFuvq1+l0qKqqglarRVVVFTw8PNC7d28oFAoAQFhYGEp+W56U\niIiIzMMigd/T0xMTJ07E888/j5kzZ8LJyQm9e/eWpElPT0efPn3Ex4WFhXj11Vcxf/585ObmWqKY\nRGSjarcmVmVlweuxx6D+9ltrF6lRrbHMZB8s0tVfXl6OQ4cOYdWqVXByckJSUhL27t2L4cOHAwC2\nbNkChUKBYcOGAQA8PDzw/vvvw9XVFXl5eVi2bBmWL18OJycnSb6pqalITU0FACxZsgSaOkubkmFK\npZJ1ZQTWk3FUKhVkMpnBulKpVADQonqUbd8O5dy5kI8fD+De1sQO586hxs0NwsSJJj2XIc3Jt74y\nCx4e0Dz8sNnOa4m8LIGfPfOySODPzs6Gj48P3NzcAAADBgzA6dOnMXz4cPzwww/IzMzEvHnzIJPJ\nANx7k9a+UYOCguDr64uCggIEBwdL8o2JiUFMTIz4uKjO9qVkmEajYV0ZgfVknOrqaqhUKoN1VV1d\nDaBln02v5cshu35dckx2/Tp0y5ejeNAgk57LkObkW1+ZhaQkFPXvb7bzWiIvS+Bnz3i1k+CbwiJd\n/RqNBmfOnEFlZSUEQUB2djY6duyIrKwsbNu2DYmJiVCr1WL6W7duQafTAQCuXbuGgoIC+Pr6WqKo\nRNQEtd3ZssOHzdadff/WxPdvT2zLWxPXV2ZYYR4ThxyoLou0+ENDQzFw4EAkJiZCoVAgMDAQMTEx\nmD17NmpqarBw4UIx3cyZM5GTk4PNmzdDoVBALpcjPj4eLi4uligqERlJnZIC98REyCdMuPf4wAEo\nz57FDcCkewu0xq2J6yszfjtuKZb6H1HrYrH7+J944gk88cQTkmPvvfeewbQDBw7EwIEDLVEsImom\nl48/hqJOd6yiqAguyckmDSrl8fFQnjkjOZetb01cX5l1//d/Fi2Hpf5H1Lpwdz4iapb7u7Mlx03c\nBW/M1sTikEN1NbzWrEH5zJlWDWz1ldl14kTAgmPXlvofUevCwE9EzWLJLviGtia21e5sQ2V2tXAZ\nWuMwCZkf1+onomYpj4+Hts4tV/d3wVtqUllD3dn2rrH/EdkntviJqFnu785W3bqFajc3sQvekq1w\ndmfXz5hhErI/DPxE1Gy13dkajQbF97W6LTmpjN3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CixYtzvsWviIS2YwxmH5DsJn9gnsEzHwF++H72OWLMFd8BXPZtUBC2GGK1Bmh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\nfcRbb73FihUrGDhwILNnz8b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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1076,21 +1089,21 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "What if we need to make a binary decision, i.e. we need to use the estimated probabilities to acctually classify each insect as either male or female?\n", + "What if we need to make a binary decision, i.e. we need to use the estimated probabilities to actually classify each insect as either male or female?\n", "\n", "We can accomplish this by thresholding probabilities:" ] }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { - "image/png": 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Xy/m7nDtE0Zh/q1ataNmyJb169eKOO+5g3rx5YYQhIjWYSa0fLBB0/5PQPhMK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\niEgUMnVSoE1KhV7rRTgWERE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il3xjihXHdL4Me8FF2G/mYf/3vvdegLdexM6Ygrnsakz7bpjwCL9DlUyMHj3a7xBEJJeU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\nV64cmP4/VftXrFiRrf4vlEP91loOHTp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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1150,26 +1163,35 @@ " - Log-Loss.\n", " - Setting Thresholds." ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python [default]", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.13" + "pygments_lexer": "ipython3", + "version": "3.6.1" } }, "nbformat": 4, diff --git a/stats-workshop.pdf b/stats-workshop.pdf index 8567636..7e5470b 100644 Binary files a/stats-workshop.pdf and b/stats-workshop.pdf differ diff --git a/student-bayes-survey-results.ipynb b/student-bayes-survey-results.ipynb index ff813c3..d7c371d 100644 --- a/student-bayes-survey-results.ipynb +++ b/student-bayes-survey-results.ipynb @@ -95,6 +95,11 @@ " 0.1,\n", " 0.9,\n", " 0.01\n", + "])\n", + "\n", + "survey_data_fifth_class = np.array([\n", + " 0.02,\n", + " 0.999\n", "])" ] }, @@ -124,7 +129,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 4, @@ -133,9 +138,9 @@ }, { "data": { - "image/png": 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AAOhFkAQAAKAXQRIAAIBeBEkAAAB6ESQBAADoRZAEAACgF0ESAACAXgRJAAAA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\nAAAAAElFTkSuQmCC\n", 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5rY+mG1F6epKr032IceEGP7Ocbnpmk+6EP3+1xn6fSPddjd+drt9el+65eHafGgf1/F26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\n5iD5+STfOHT5QYN1ffeBYzVSnzVN861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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -314,21 +319,21 @@ "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python [default]", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.13" + "pygments_lexer": "ipython3", + "version": "3.6.1" } }, "nbformat": 4,