From c535d8d20dd4b95ada9e09755246509d9a2301a5 Mon Sep 17 00:00:00 2001 From: sandracmgo <58520546+sandracmgo@users.noreply.github.com> Date: Thu, 18 Nov 2021 15:53:27 -0500 Subject: [PATCH 1/2] Create .ignore --- .ignore | 2 ++ 1 file changed, 2 insertions(+) create mode 100644 .ignore diff --git a/.ignore b/.ignore new file mode 100644 index 0000000..ad8526e --- /dev/null +++ b/.ignore @@ -0,0 +1,2 @@ +log.text +tweet_authentication From 99cb34cdba3f052896a0f65f3d939369133555dd Mon Sep 17 00:00:00 2001 From: sandracmgo <58520546+sandracmgo@users.noreply.github.com> Date: Thu, 18 Nov 2021 15:55:40 -0500 Subject: [PATCH 2/2] Add files via upload --- Day 7 Challenge.ipynb | 1660 +++++++++++++++++++++ Day 8 Challenge .ipynb | 3139 ++++++++++++++++++++++++++++++++++++++++ 2 files changed, 4799 insertions(+) create mode 100644 Day 7 Challenge.ipynb create mode 100644 Day 8 Challenge .ipynb diff --git a/Day 7 Challenge.ipynb b/Day 7 Challenge.ipynb new file mode 100644 index 0000000..825b1fc --- /dev/null +++ b/Day 7 Challenge.ipynb @@ -0,0 +1,1660 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Introduction to Plotting with Seaborn\n", + "\n", + "\n", + "Much of today's lecture will be taken from the really wonderful [tutorial on Seaborn](https://seaborn.pydata.org/tutorial).\n", + "\n", + "We'll start by loading the libraries we'll need. These four libraries are the Fab Four of data science." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "sns.set(style=\"ticks\") # There are a few options for the style for seaborn: \n", + "# white, dark, whitegrid, darkgrid, ticks" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Seaborn includes a few datasets. We're going to start with the `iris` dataset. This is sort of like the \"hello, world\" of datasets for visualization and data science. Let's load it and see what it looks like." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "iris = sns.load_dataset(\"iris\")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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sepal_lengthsepal_widthpetal_lengthpetal_widthspecies
05.13.51.40.2setosa
14.93.01.40.2setosa
24.73.21.30.2setosa
34.63.11.50.2setosa
45.03.61.40.2setosa
..................
1456.73.05.22.3virginica
1466.32.55.01.9virginica
1476.53.05.22.0virginica
1486.23.45.42.3virginica
1495.93.05.11.8virginica
\n", + "

150 rows × 5 columns

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" + ], + "text/plain": [ + " sepal_length sepal_width petal_length petal_width species\n", + "0 5.1 3.5 1.4 0.2 setosa\n", + "1 4.9 3.0 1.4 0.2 setosa\n", + "2 4.7 3.2 1.3 0.2 setosa\n", + "3 4.6 3.1 1.5 0.2 setosa\n", + "4 5.0 3.6 1.4 0.2 setosa\n", + ".. ... ... ... ... ...\n", + "145 6.7 3.0 5.2 2.3 virginica\n", + "146 6.3 2.5 5.0 1.9 virginica\n", + "147 6.5 3.0 5.2 2.0 virginica\n", + "148 6.2 3.4 5.4 2.3 virginica\n", + "149 5.9 3.0 5.1 1.8 virginica\n", + "\n", + "[150 rows x 5 columns]" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "iris" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As you can see, it's a Pandas data frame of 150 observations about flowers." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Univariate and bivariate relationships\n", + "\n", + "One of the first things we want to do is look at the distributions of data and the relationships between them. Here are a few common approaches.\n", + "\n", + "### Displot\n", + "\n", + "This is the workhorse for univariate distributions." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.displot(iris.sepal_length, kde = True); # The semicolon at the end suppresses the matplotlib output" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# There are some additional options for this plot, e.g.\n", + "sns.displot(iris.sepal_length, kde = False);" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/sandralcamargos/opt/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + " warnings.warn(msg, FutureWarning)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Or add a fit distribution to a plot\n", + "from scipy import stats\n", + "sns.distplot(iris.sepal_length, kde = False, fit = stats.norm);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 1\n", + "\n", + "Visualize the distribution of another variable in the iris dataset" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "## your code here\n", + "sns.displot(iris.sepal_width, kde = True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Scatterplots\n", + "\n", + "Here, the cool default plot is called `jointplot`" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.jointplot(x = 'sepal_length',\n", + " y = 'petal_length', \n", + " data = iris);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Again, the default looks nice but there are additional options." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.jointplot(x = 'sepal_length',\n", + " y = 'petal_length',\n", + " kind = 'hex',\n", + " data = iris);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There's also an option for a plain scatterplot" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x = 'sepal_length',\n", + " y = 'petal_length',\n", + " data = iris);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The other really cool visualization is the `pairplot`, which shows histograms and bivariate relationships between all variables." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.pairplot(iris);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You may also want to visualize the relationship between variables. This draws a regression line with error bars." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.lmplot(x = 'sepal_length',\n", + " y = 'petal_length',\n", + " data = iris);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can make this a polynomial by adding an `order` parameter or make it non-parametric with a LOESS by setting `lowess = True`" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.lmplot(x = 'sepal_length',\n", + " y = 'petal_length',\n", + " order = 2,\n", + " data = iris);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Bivariate categorical data\n", + "\n", + "There are other tools for plotting categorical data. [This page](https://seaborn.pydata.org/tutorial/categorical.html) shows a whole bunch, but here are some of my favorites." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Swarm plots\n" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/sandralcamargos/opt/anaconda3/lib/python3.8/site-packages/seaborn/categorical.py:1296: UserWarning: 14.0% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n", + " warnings.warn(msg, UserWarning)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.swarmplot(y = 'petal_length', x = 'species', data = iris);" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.boxplot(y = 'petal_length', x = 'species', data = iris);" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.boxenplot(y = 'petal_length', x = 'species', data = iris);" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.barplot(y='petal_length', x= 'species', data = iris);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Getting crazy - facets and hues and multiple comparisons" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For this next bit, we're going to load another dataset with some additional categorical variables." + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "tips = sns.load_dataset(\"tips\")" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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total_billtipsexsmokerdaytimesize
016.991.01FemaleNoSunDinner2
110.341.66MaleNoSunDinner3
221.013.50MaleNoSunDinner3
323.683.31MaleNoSunDinner2
424.593.61FemaleNoSunDinner4
........................
23929.035.92MaleNoSatDinner3
24027.182.00FemaleYesSatDinner2
24122.672.00MaleYesSatDinner2
24217.821.75MaleNoSatDinner2
24318.783.00FemaleNoThurDinner2
\n", + "

244 rows × 7 columns

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" + ], + "text/plain": [ + " total_bill tip sex smoker day time size\n", + "0 16.99 1.01 Female No Sun Dinner 2\n", + "1 10.34 1.66 Male No Sun Dinner 3\n", + "2 21.01 3.50 Male No Sun Dinner 3\n", + "3 23.68 3.31 Male No Sun Dinner 2\n", + "4 24.59 3.61 Female No Sun Dinner 4\n", + ".. ... ... ... ... ... ... ...\n", + "239 29.03 5.92 Male No Sat Dinner 3\n", + "240 27.18 2.00 Female Yes Sat Dinner 2\n", + "241 22.67 2.00 Male Yes Sat Dinner 2\n", + "242 17.82 1.75 Male No Sat Dinner 2\n", + "243 18.78 3.00 Female No Thur Dinner 2\n", + "\n", + "[244 rows x 7 columns]" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tips" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This is a dataset of tip size with information about the tipper. I'm going to show a few ways of visualizing this, and then give some exercises for visualizations for you to create.\n", + "\n", + "This one shows the relationship of the bill to the tip, but colored by the sex of the tipper." + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.lmplot(x = \"total_bill\",\n", + " y = \"tip\", \n", + " hue = 'time',\n", + " data = tips);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And now, we get even crazier, by using facets - these are multiple plots in the same figure which show different subsets of the data." + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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E2fI8TVcyRzrnjPZSxBBIICKEEEIIIcadvO3Smchhu5KKNV5JICKEEEIIIcaVVCZPPJWXVKxxTgIRIYQQQggxLrieJi6pWOcMCUSEEEIIIc4DG7a3sHrtblra09RVRVm1cjbLGutGe1kDJqlY5x4ZMSmEEEIIcY7bsL2FB1dvpSOeoTRi0RHP8ODqrWzY3jLaSxuQZCZPW1dGgpBzjAQiQgghhBDnuNVrd2NZinDQQin/T8tSrF67e7SXdlqup+mIZ+lKSj3IuUhSs4QQQgghznEt7WlKI4WXfaGASWt7epRWdGY526VLUrHOabIjIoQQQghxjquripKz3YLHcrZLbVV0lFZ0epKKdX6QQEQIIYQQ4hy3auVsHEeTzTto7f/pOJpVK2eP9tIKuJ6mvTsVS0sq1jlPAhEhhBBCiHPcssY6Pr1qIZVlEZIZh8qyCJ9etXBMdc3K5R3aOjNkpDXveUNqRIQQQgghzgPLGuvGVOBxvEQ6TyItuyDnGwlEhBBCCCHEqHBdj65UXnZBzlMSiAghhBBCiKLL5R06E3kcTwrSz1cSiAghhBBCiKJKpHIkMrakYp3nJBARQgghhBBF4boenck82bykYgkJRIQQQgghRBHkcg6dyRyOjEgX3SQQEUIIIYQQI0ZrTTKdl1QscRIJRIQQQgghxIiQVCxxOhKICCGEEEKIYSepWOJMZLK6EEIIIYQYNlprEqkcbYnsqAch+5q6+NHj23hzz7FRXYfon+yICCGEEEKIYeG4Hp2JHDnbHdV1pLM2v3p+Dy9uehcNuK5m6dzaUV2TOJkEIkIIIYQQ4qxlcw6dySzuKM4n1FqzYXsLjzyzi3gqD8Dk2hI+etO80VuUOCUJRIQQQgghxJD5qVh5khmb0UzEau1I8/OndrJtXzsAoYDJ7VfO5NpLJjOxqmQUVyZORQIRIYQQQggxJGMhFct2PJ5+9QBPvLwfp3s7ZtEFE/jg9XOpKg+j1KgtTZyBBCJCCCGEEGLQxkIq1s4DHTz0+x20tKcBqCwL8cHr57J4Ts3oLUoMmAQiQgghhBBiwMZCKlYinefRZ3fxyltHADCU4rpLpnDbihmEg3J5O17IV0oIIYQQQgzIaKdieVqzfmszq5/bRSrrD0mc0VDGR2+ex+Ta0lFZkxg6CUSEEEIIIcQZjXYq1rtHkzz0+x3sOdwFQDRkcefKWaxYPAlDCkHGJQlEhBCim/ZcvFwGMyLdVYQQoofWmmQ6TyI9OqlYedvl8XX7ePq1g3jdAxIvmV/HB667gLJYaBRWJIaLBCJCCAF4uQxuJgHKGHeBiOtpTEPuBgohht9op2K9ufsYP396J21dWQBqKyN8+KZ5NE6vOuNr39pzjKdePUgyk2fqxFJuunQ6yxrrRnrJYhAkEBFCnNe0a+OmE3h5/5ecsoKjvKKBy9suibRNOGgQi4yfdQtxPtmwvYXVa3fT0p6mrirKqpWzx83FcC7n0JnM4XjF3wfpSGT5xR/eYdPOowBYpuKmy6Zz8/JpBCzzjK9/a88xfv7UTkxTURoN0JXI8uDqrbBq4bj59z8fSCAihDgvaa3xsim8bAI9Cr9kz4bjeiTTNumcjdYQDkoQIsRYtGF7Cw+u3oplKUojFh3xzLi4GO5Nxcr455hi8jzNc28c4tcv7iWX93dh5k6r5MM3zmVidWzA7/PUqwcxTUUoYKKUIhy0sCyb1Wt3j+l/+/ONBCJCiPOOZ+dw0wm0kx/tpQyK62nSGb9l5jiLnYQ4L61euxvLUr3tZMNBiyzOmL4Ydl2PzmSebN4p+rEPNMf56ZM7ONiSAKA0GuD9117AexZMRA2yGP1YV4ZYqHDnJBQwae2eNyLGBglEhBDnDe25uJkkXjYNo9b9fvC01qSzNsm0PSopEkKIoWlpT1MaKbzUGssXw6OVipXJOqx5YQ/Pbzzce2a+cvEk7lw5i1g4MKT3nFAeoSuZJRToC0ZytkttVXQYViyGiwQiQojzQk8xunaLf5fvbGRyNomUjT2ao4uFEENSVxWlI54pGLA3Vi+GE6lc0VOxtNa8saOVR555h66kv0M9qaaEj948j5mTys/qvW+8dCo/f2onOVyCAYNs3sFxNKtWzh6OpYthIoGIEOKc5hejJ/HymdFeyqDkbJdEKj9qnWqEEGdv1crZPLh6K1kcQgGTnO2OuYvh0UrFOtqR5udPv8Pbe9sACAYM3rtiJtctm4JpGmf9/hfOmsCHbvRrRVKZPBMqo9xz/bwxmxJ3vpJARJwzxkpnktSejXStX4PT2YpVUUv58juIzVpa9HWc78ZrMbrteCTTeTJ5p+hFokKI4bWssQ5WLWT12t20tqepHWNds3J5h85EcVOxHNfjqVcP8LuX92M7/k7vwtkT+OANc6gujwzrsS6cNYELZ01AKaipiBKwzj7AEcNLAhFxThgrnUlSezbS9uT3wbRQ4RKcZIf/95vvl2CkiMZjMbrraVLpPKmsFKILcS5Z1lg3ZgKP4yXSeRLpfFFveLxzsIOHfr+DI21+jUxlaYh7rp/D4jk1gy5GF+cGCUTEOWGsdCbpWr8GTAsjEAZABcJ4ZOlav0YCkSIYj8XoWmtSWZtkOo+UgQghRprrabqSOTK54qViJdN5Hn1uN+vfbAZAKbh22RRuXzGTcEguRc9n8tUX54Sx0pnE6WxFhQuncisrhNPZWtR1nI+8XBo3kxxXxehSiC6EKKZc3qErmS/aOUdrzctbm1n93C5SWf/cPL2+jI/cNI+pE0uLsgYxtkkgIs4JY6UziVVRi5PsQHXviABoJ4dVUVvUdZxPPCePl07g2bnRXsqAZfMOybQthehCiKIpdipW09EkD/1+J7sPdwIQDpncefVsrlo8CcOQNCzhk0BEnBPGSmeS8uV30Pbk9/HIoqwQ2smB61C+/I6iruN80JuGlUszXqq6ewvRc844SRwTQox3xU7FytsuT7y8j6dePYjXXfC2rLGOD1x3AeUloaKsQYwfEoiIc8JY6UwSm7UUbr5fumaNoPHYDct1PZIZm1S2uD36hRDnt5zt0pXIFS0V6809x/j5Uztp68oCUFMR4cM3zWX+jOqiHF+MPxKIiHPGWOlMEpu1VAKPETLehhJ6niaV8TthSRmIEKKYkpk88VRxUrE6Ezl+8cw7bNzh10OahuKmy6Zx8/LpBI+bbC7EiSQQEUKMeZ6dw8skx00diNaadNYmmbaL2p9fCCFcTxNP5kgXIRXL8zTPbzzMmhf2kM37NW9zplbwkZvmMbE6NuLHF+OfBCJCiDFLuw5uJuXXgYyDqgqtNZmcX4gunbCEEMVWzFSsA0fi/PTJHRw8kgCgJBLg/ddewKUXTpSZIGLAJBARQow5WnvddSDJcVMHIq14hRCjKdWdijXSp8xMzuHXL+xh7cbDvWlfVyxq4K6VsymJBEb24OKcI4GIEGJMGW91ILmcQyJtk3OkFa8QoviKlYqltWbjzlZ+8YdddCX9NNmGmhgfuWkesydXjOixxblLAhEhxJigHRs3k8DLZ0d7KQOSs12SKZucLa14hRCjI2+7dBYhFetYZ4afP72Tt/a0ARCwDN67YgbXXzIV0zRG9Nji3CaBiBBiVGmt/UL03PhIw8rbLqmMLbNAhBCjqhipWI7r8YfXDvL4un3Yjh/sXDSrmg/eMJcJFZGRO7A4b4xKIPLss8/y3e9+l0wmwxVXXME//MM/jMYyhBCjzMvncDNxtGOP9lLOqHcYYd6RWSBCiFHjdQ8oHOlUrN2HOnno9ztoOpYCoKI0xAevn8PiOTXjphhdAcGASUkkQMCSnZuxqOiByKFDh/jyl7/MI488QnV1Nffddx/PP/88V199dbGXIoQYJdpzcdPJcdENy3E9UmmbVE6GEQpxvtuwvYXVa3fT0p6mbhQG5xYjFSuZsXnsud2s29oEgFJwzcVTeN+VMwmHxkcizfEByHhZ8/mq6F+dp59+mltvvZWJEycC8K1vfYtQKFTsZQghRomXS+NmkmO+GN11PVLd09DHQcaYEGKEbdjewoOrt2JZitKIRUc8w4Ort8KqhUUJRlJZm3gyN2LnI601r7x1hEef3UUy4+9ST5tYykdvnsfUiWUjc9BhJgHI+FP0r9KBAwcIBAL8z//5P2lubmblypX81V/9VcFz4vE48Xi84LEjR44UcZVCiOGmXRs3PfaL0T1Pk0jlSGbO/QBEzrXiXDOSOxar1+7GshThoH/pFA5aZHFYvXb3iAYinqeJp/KksiOXwtp8LMVDv9/BrkOdAIRDJndeNYurlkzGMMZHGlbIMimJSgAy3hT9q+W6Lhs2bODHP/4x0WiUP/mTP+Gxxx5j1apVvc/50Y9+xHe/+91iL00IMQK01t0zQRJjuhhde5p03iHnOnjRyHmRhiXnWnEuGekdi5b2NKWRwsumUMCktT191u99Krbj0pHI9RaKD7e87fK79ft56pUDuN3n52WNtbz/2jlUlI6PbBUJQMa3on/VJkyYwPLly6mqqgLg+uuvZ+vWrQWByH333cddd91V8LojR47w0Y9+tKhrFUKcHc/O4aYTaCc/2ks5Na3J5B3SGRvHAzMYHO0VFY2ca8VIKnY9xUjvWNRVRemIZ3rfH/w23rVV0bN+7/6MdCrWtn1t/Oz3OznamQFgQkWED984lwUzq0fmgMNMApBzQ9G/etdccw1/93d/RzweJxaL8eKLL3LdddcVPKesrIyysvGRjyiEOJnWXncxeooxu7WgNdm8QzrrYLtjdI0jTM61YqSMRj3FSO9YrFo5mwdXbyWLQyhgkrNdHEezauXsYXn/HiOditWVzPHIM7vYsL0FANNQ3HjZNG5ZPp1gwByRYw4nCUDOLUX/Ki5atIj777+fj3zkI9i2zRVXXMHdd99d7GUIIUaIl8/ipuNjuhg9l7dJZ13yI5TuIMT5bjTqKUZ6x2JZYx2sWsjqtbtpbU9TOwK7PCOZiuV5mhc2v8uvnt9NNucCcMGUCj5y0zzqJ8SG/XjDTQKQc9OofDXf//738/73v380Di2EGCHjoSVvPu+QyjnkbQlAhBhJo1FPUYwdi2WNdSMWSI1kKtbBIwl++vsdHGj2m1PEIgHuvmY2yy+qH/MzQSQAObfJV1UIcda8XNYfTDhGd0Ec1yOdscnm3TEaIglxbil2PQUUZ8diJIzkgMJszuHXL+7luTcO9WbJXr6wnlUrZ1MSHbv1cAoISgByXpCvrhBiyPxdkAReLsNY3AXRniads0lnnXO+Fa8QY0mx6ilONJI7FiNhpAYUaq3Z/M5RHv7DO3QmcgDUT4jxkRvncsHUymE91nCSOSDnH/kqi3PKaE+9PZ94ubTfEctzR3spJzuhE5YQorjG6+5EMaUyeeKp/LDfJGnryvDzp97hzT3HAAhYBrddMYPr3zMVyzSG92DDRCkIByyiEatgF02cLJVK8cADD3DgwAEMw2DBggX88z//M2vXruV73/setm0TDof5u7/7O5YsWcIDDzxAOp3m29/+Nrt27eKP/uiP+MlPfsKsWbNG+1MBJBAR55DRnnp7vtCu0z2YMDPaS+lXPu+QyjpSiC7EKBtvuxPF4nqa+AikYrmuxx9eP8Tj6/b21sEtmFnNh2+cy4SKyLAea7goBZGgRTQSIDQOOnaNBU8//TSpVIo1a9bgui5f/vKXOXjwIN/61rf47//+byorK9m1axef+MQneOqpp/jiF7/IXXfdxWOPPcYPfvADHnjggTEThIAEIuIcMlpTb88nbi6Nl46jvbF3kZ93XNIZh7wtdSBCiNMbrd3znO3SNQKpWLsPd/LQ73fQdDQFQHlJiHuuv4Clc2vHZDG6UhANBYhFLAKWBCCDcfHFF/Otb32Le++9l8svv5z77ruPdevW0draysc//vHe5ymlOHjwIPPmzeNb3/oW99xzD+973/t43/veN3qL74cEIuKcMRpdWs4X2rW7d0Gyo72UkziuH4BkbXfMjiwRQowdo7V7nszkSQxzKlYqY7N67W7WbWkC/Av8lUsn876rZhEZgzUWRncAEo0ECFhjM01srJsyZQpPP/00r776Kq+88gqf+MQn+PSnP83y5cv593//997nNTc3U1tbC8C+ffuoqKhg+/bt5PN5gmNocO+Avwu6urpIJpMjuRYhzkpdVZScXVivMNJdWs4HbjaFEz825oIQ1/NIpvK0x3Nk8hKECCEG5vjdc6X8Py1LsXrt7hE5nutpOuJZupLDF4RorXnlrWb+8f+u7w1Cpk4s5fN/dAkfvGHumAtCDAUlkQA1lVHKS0MShJyFhx56iAceeIAVK1bwuc99jhUrVtDV1cW6devYs2cPAM8//zzve9/7yGazHD58mK985Sv813/9FzNnzuRf//VfR/kzKHTG79S9e/fyuc99ju3bt6OUYsmSJXzjG9+goaGhGOsTYsBGq0vLuUq7Nm4qjmfnRnspBTxPk8napHPSCUsIMXjF3D3P5R26kvlhTcU60pbiZ7/fyc6DHQCEgyZ3XDWLq5dOxjDGVhqWaUAsHCAaDmCO0UL58ebOO+/ktdde49ZbbyUSiVBfX8+9997LrFmz+MxnPoPWGsuy+N73vkcoFOKzn/0sn/zkJ5kzZw5f+tKXuP3227n88stZuXLlaH8qwAACkQceeIAPfOAD3H333Witefjhh/n7v/97fvjDHxZjfUIMmHRpGR5aa7xsCi+bQI+hK/2eVryZnMMwp1cLIc4jxZpxkkjnSaTzw7Zbazsuv3t5P0+9egDH9d906bxaPnDdBVSWhofnIMPENBSxsEU0EsQcY8HReBeNRgtSsHrccsst3HLLLSc9/vDDD/f+d3l5OS+88MJILm/QzhiIZDIZPvShD/X+/d577+UXv/jFiC5KiKGSLi1nx7NzfkteJz/aS+kjrXiFEMNopHfPXdejK5UnM4xdsbbta+NnT+3kaIffrbC6PMyHbpzLRbMmDNsxhoNlKGLRANFQYMztzoix6YyByMyZM9m4cSNLly4F4J133mHy5MkjvjAhRPFoz8XNJPFyacZSsUW2exih7Y6dNQkhxreR3D3P5Rw6k3mcYeos2JXM8ctnd/H6thYADENx46VTufXyGQTHULvbgGkQi1hEw4Ex2aVLjF1nDESampq49957mTt3LpZlsW3bNmpqarj99tsB+M1vfjPiixRCjBw3l8bLJNHu8Pa0Pxu5vE0668osECHEiBju3XOtNcl0nkTGPqt7OQoXw3OxVYCXNr/LY2v39O6szJ5cwUdumktDTckwrfrsBUyDkmiASMiSAEQMyRkDkb/5m78pxjqEEEXmOXncdBxtj500LBlGKIQYbxzXozORO6lr42AoBcrOojMJDsU1P37mAPua4gDEIgHuvmY2l11UjzFGLvaDlklJ1CISCoz2UsQ4d8pAZM+ePcyaNYtYLNbvxxcsWDBiixJCjBw/DSuFl0uNmTSsvOOSyti904CFEGI88FOxcjhn0dhD4aIyCZLJNI+/1spzb7b1dgS87MJ63n/tbEqioz/3QQHBgElJJEB4jLUHFuPXKb+TvvGNb/Dggw/ygQ98gPr6evRxFyyZTIb169cXZYFCiOEz1tKwXM8jnXHI5J2xEhMJIcQZDUcqVs8uiJeJ88buTh5Zd4SOpA3AxOooH7lpHnOmVg7jqodGAaGgRSxiFXQaE2I4nLKp89e//nU6OzuZNWsWjz76KI8++iirV6/m4YcfpqysrJhrFEKcJc/JY8eP4SY7x0QQ4nkeqXSe9q4s6ZwEIUKI8cNxPdq6ssTTQw9CDO2g0p20HmnlPx/fz//5/SE6kjYBU3HHFVP4h/9x6agHIUpBNGRRXRGhujwsQcg4cPjwYebOncuXvvSlgse3b9/O3LlzWb169Slfe+2113L48OGRXuJJTvld9dnPfpZ169ahlGL58uW9j5umyU033VSUxQkhzs5YS8PyPE1GZoEIIcapbM6hM5kd8vnLO/wmeteLZI+9y3PxGfyufQb57tKS+VNK+OCKeuobqvFGcfifUhAJWpREAwSssdOZSwxMRUUFL774Iq7rYpr+1++JJ56gqqpqlFfWv1MGIj/4wQ8Af6Dhv/zLvxRtQUKMtg3bW1i9djct7WnqxvFQRC+Xxh0jaVie55HJOaSzMg1dCDH+aK1JpPIkMzZDPYXpd9/Ce/Vh9hxzeTh+MU2uv+NRFoL3XzmZi2eVjWrnKUNBNBQgGgkQsGQK+kgZ6WuMWCzGvHnzeP3117nssssAWLduHZdffjkAP/nJT1izZg2ZTIZAIMA3v/lNZs6c2ft613X5xje+wWuvvYbruqxatYqPf/zjw7a+E51xn+18DULOlYtRMTgbtrfw4OqtWJaiNGLREc/w4OqtsGrhuPn6a8fGTcfx7NxoL8UPQLIO6ZwEIEKI0ZPas5Gu9WtwOluxKmopX34HsVlLB/Tas++KpTHsDB3rH2PNoUmsz12ARqHQrAi9w20TD1M2+38N8b3PnqEgGg4QiwSwRnEn5nxQrGuMW265hd///vdcdtllbN26lblz5/p1Tckkzz77LD/+8Y8Jh8N8+9vf5qc//Slf/OIXe1/bM7T8scceI5/P88lPfpILL7yQZcuWDdv6jicJf/04Fy5GxdCsXrsby1K9ubDhoEUWh9Vrd4/5r73WGi+bxMsm0aN81e95mkzWlgBECDHqUns20vbk98G0UOESnGSH//eb7z9jMHK2qViGdvDSXbz89lF+uWcJSR0BYLLVzj0lrzPNPAap0dkFMQ2IhQNEwwFMCUCKoljXGNdeey3//u//jud5/O53v+OWW27hiSeeoKSkhG9+85s8/vjj7N+/nxdffJHGxsaC165fv57t27fzyiuvAJBOp9m5c6cEIsU0ni9GxdlpaU9TGin8sQgFTFrb06O0ooHx7BxuOoF2RnkmiNak8w7pjC01ICPI05p973axaedR3tp7jH//66tHe0lCjFld69eAaZF1TTo6UziuR9hwyTzzCHNPEYj0dsVKDy0VS6FRdpqm5jZ+9nwTO99NARFC2Nwa28qVkV2YSsMonCdNQxGLdAcgxtiYS3K+KNY1Rk961htvvMErr7zCZz/7WZ544gmam5v54Ac/yMc+9jGuuuoqJkyYwPbt2wte67oun/vc57jxxhsBaG9vP+Uoj+EggUg/xuvFqDh7dVVROuKZgu4gOdultio6iqs6Na093HQSL5uCIWcuD49sziaddbBd2QIZCa7nsetgJ5veaWXzO0fpSo6dQZRCjGVOZytZQhztyqDwU5FynoE62syG7S0n3WA821Qsw7PJJzr53evN/H7jsd4ZI4uiLawKrqPCygLKbyCiNZTVnOVnODCWoYhFA0RDAQwJQEZFMa8xbrnlFr75zW9y4YUXYln+8aLRKNOmTePjH/842WyW73znO0ycOLHgdZdddhm/+MUvuOaaa8jn83zkIx/hn/7pn7j00kuHfY0ggUi/xtvFqDg7x+cO3xes4FFnNoeYRihgkrNdHEezauXs0V7mSbx81p+Mflwx+lt7jvHUawdp68pQXR7hxvdM5cJZE0Z0HeNlGrrXvAN35/OQ6oBYJebcqzHq5432sk7LcT127G9n086jbNl1lGTGLvj4pJoSls4tzkWMGP8GU/s4Fuokz6au43hWRS2JQ00oTFT3BXgAhy5KefqETIcN24/w6xf2cqAlwYTyCDdeOvBzqNIaZSd5e1crP3uhidYu/2ZBVUmAD15Zz4KgifsaYCvwXH9AhwIyCey1D2LOvRoVq8azk1AzfL9zAqbRHYBYgy6GHwvfB2djrK1/1crZPLh6K1mcEb/GuOaaa/j7v/97/vIv/7L3sUAggOd53HrrrWitueSSS9i1a1fB6z70oQ9x4MAB7rrrLhzHYdWqVSMWhAAorcdAT88BOHz4MNdddx3PPPMMkydPHtFjHV8jcvw3yqelRuScU5A7bIXQTo5cJsdTxpVsStZROwZOXCfSnoubTuDlMhy/C/LWnmM8/PROTFMRtAzyjofraj54w9wRCUZsxyWVccjb7ijvxZyZ17wDd+OvQFlgBcCxQTuYS+88KRgxg0GIVY1at+O87fL23jY2vXOUrbuPks0V3pWdVl/G0rk1LJlbS22lf3OkoiRILDI8k5eLea4VxTOY32tj4Xdgf+dmXIfqAdR19PdeO37+HTxMHBXAwsHC5TnrarbZk/j+39+A1ppX32rmh7/dhut5BefQD914+nOoApSbo6u9nV+88C6v7+oCwDDguoXV3HpxLaGAX4PRe0OkqwXsHASjEC6BfBbySXDyYJgE7/0PVOjs0mECpkFJNEBkCAEIjI3vg7MxVtffExy1tqfH5DVGscmOSD+WNdbBqoXyjXIe6MkdNgJhAFQgTAi4q2QXf/aXHxvdxfXDzaXx0gm0d3LKwFOvHcQ0/RMu+OmEOVyeeu3gsAYiXvc09PQ4mobu7nzeD0IC3RfrgSDY/uNjYVckk3N4a8+x3pqPvN23u6SAWZMrWDK3hiVzaqkqD4/eQsW4NZjax7FQJ9nfudkjS9f6NYMORGKzlvJKyfXMT71KBUniqpSN1lJ2eZOZWB3BdvxUrEef243reSefQ1899TlU4aGzCZ7f1MRj64+Qyfs/uzPrInz4qgYmVRf+vBr18zDq52GvfRDSCbAsyCYgm6TnxpJRMwOs0KA+x771QNAyiUUtIqHAkN6jx1j4PjgbY3X9yxrrxsW/X7FIIHIK8o1yfnA6W1HhkoLHlBXC6WwdpRX1T7u2vwuSz57yOW1dGWKhwuFTQcugvSszTIsYx4XoqQ4IRAofswL+46MklbHZsusom3YeZfv+NpzjamsMpZg7rZIlc2tYdEEN5SVDuygRosdgah/HQp3kcJ+bL73xBh5cXVdwd9xQijuunsWxzjSehtbO/s+hbf2cQ5UCZWc5dKiVn6w9zL4W/znRkMmdl9ZyeWMlxul2IZLt/p9dbaC7T6jKgECY4M1/hTYHd3mmgGDApDQSIBQanku7sfB9cDbG+/rPFxKIiPOaVVGLk+xABfruWmknh1VRO4qr6uO35E3hZRNnbMlbXR4hnsz23s0DyDseVeWR07xqYMZ9IXqs0r/7GDgufcmx/ceLqCuZY8uuo2zceZR3DnTgHbelZJmKxunVvcFHLHJ2dzOFON5gah/HQp3kcJ+bT8x0mFZfyg2XTGXShJLeFuMTyiN09XMOrT7hHGpoh1y8izUvH+LZLW29r790Tjmrlk886eL3RN6x/ZDPgHPcrKdwCZghiJWjDGPA6a5KQThgEY1YBV+v4TAWvg/Oxnhf//lCAhFxXitffgdtT34fj2xBHnL58jtGe2l4Th43FR9wS94b3zOVh5/eSQ63IL/5xvdMHfIacnmbdNYd84XoZ2LOvdqvEbEprBGZO/Jtb9u7smx6p5VNO1vZc7ir4AIjGDC4cOYElsyt4cJZE4gM051MIU40mCLZYhbUnspInJt7Mh1sx6UzkSfvFNa33XjpVH7+VD/n0Ev9c2hPS96N25v5xQtNtCf95hF1FUE+dGUDcyedvqZDpzpwt/4OfWhL34NWCCLl3R20Bn5OUgoiQYtYJEAwYJ75BUMwFr4PzsZ4X//5Qn7rifNabNZSuPn+YenMMly09vAyKdxsksEUYfTkMD/12kHauzJUnUXXrLzd3QnLHt8BSA+jfh4svbNoXbNa2tNsfqeVjTuPcqA5XvCxSMhi4ewJLJ5Tw4KZ1SN2ESHE8QZT+zgW6iRH6tycytrEk7l+B61eOGsCH7oRnnr1uM6Dl07lolkTUJ5NW2sbP1t7kK37E4C/i3nz0gncsHgCgdMMBNR2Dm/Hc3jvvAjdXQ5V5WTUlIV4R3YM6pzUE4CURAMErJE9d4yF74OzMd7Xf76QrllCjCFeLoubKWzJW0yO63fCyuXHfieskTKUrllaa5qOpdi0s5VNO4/y7tFkwcdjkQCLL6hhydwa5k2vwhrmKcbSNUuI03M9TTyZI50b3LlV4eFlk/zhtUP89rVWct27w/Mmx/jQlfXUlp+6fktrD73/Ddw3f+8XpANEyjAvuhk1bQlK9X8esGKleIHC3ZVi7IAIMRpkR0SIMcBz8niZ5GmL0UeS290JKzOGOmHtOtTBS1ua6EhkqSwNs2JRAxdMKW5Nx+lorTl4JNGddnWUlhMKIMtLgiyeU8uSOTVcMLUC0xje4EMIMTDZnENXMtc7WHAgeorR9+5r4SdrD3O4zT83l0Us7r58Istml522Ja7Xuhd382+gs8l/wAxgzL0aY97VKGvgNw2U8rs9lUgAIs5REogIMYq05+JmUni51KDSsIaL52ky3YXog/gdPeJ2Herg8Zf2YpqKaNAkmc7x+Et7uW3FzFENRjyt2ftuV+/OR3u8MHCsKguzdG4tS+bWMGNS+em75ghxnin2cDnP0yTSeVIZe1A7vEq7ZDo7ePTFQ7z0djsavyvVivmV3HFpHdHQqQMCnWzD3fIE+t23+t5v6hLMhTejohUDXwN+ABKLBgqK54U4ncOHD3PzzTcza9asgsf/9//+39TX1w/7sf7oj/6IZ5999qzeRwIRIUbJqKZhaU0m75Aao614X9rS1D2Y0f8FHLRM8ri8tKVpRAIRnc+gj+zEa9qOk00QuPbTqDL/Asn1PHYd7GTTO61sfucoXcnC5gF1VVGWzK1l6dwaptSVDmlwmBDnuuOHy5VGLDriGR5cvRVGaLhcznbpSuSwB3GCUwrIpXntzcM88lIz8Yx/bp5cHebDV9Uzo+7U3ZZ0PoO3/Tm8XS/5U9MBVT0VY/HtGNUDaxjiNe/A2/k82gpimBahK+4gNIr1imJkpPZsHNG61NraWtasWTNs7zfSJBARosi063TPBBmm+R6DlLcdfyL6GO6E1ZHIEg0W3gUMmAadieFLXdPJdrym7eimbeije/t6+QP2kd3sPGqyaWcrW3YdI5WxC147qabEn24+r5aGCSUnvrUQ4gTFHC6XSOdJpPOD2mQ2tENr01F+8uwBdhxOARCyDN57SQ0rL6rGNPq/waA9F2/f63hvPQU5/3VEyzEX3oqasmjANyZ08w7cjb/CsAJYpVNwOlv8yfJDmCQvxq7Uno3+19W0UOESnGRHUb7Ox44d40tf+hJHjhxBKcVnP/tZLr/8cv7jP/6DpqYm9u/fT3t7O3/yJ3/C+vXr2bJlC/PmzeNb3/oWruvyj//4j+zatYtjx44xd+5c/u3f/m1A7z8QEogIUSRaa7xcCi9z5pkgI8FxXdIZh+w4KESvLA2TTOd6d0QAbNejonToU8W19tDth9Dvbsdr3g5dRwo/blgkS6fxljeDNY/nyeS2FHx8en0ZS7rTrmorpQ+9EINRjOFyruvRlcqTGVRBusbNpHh8/T5+98bR3sGii6aX8oEV9VSVnHqej9eyC3fzb/vOJVYQY95KjDlXoayBzQFSQCBgkN/1ImYggGGFUAqMQBgPPaRJ8mLs6lq/BkwLo3s+jgqE8cgO69e5tbWVO+7oa3N9++238/bbb3P33Xdz3XXX0draykc+8hF+9atfAfDOO+/w8MMPs3HjRu677z5+85vfMH36dG699VZ27txJIpEgEAjw8MMP43ke9913H88//zwLFizoPcZXvvKVft+/pOTMN+okEBGiCDwnj5uOo+2BzQQZTo7rkcmOrUL0M1mxqIHHX9pLHpeAaWC7fj//FYsaBvU+2smjW3Z173xsh1xhNysdjNFeMost2Un84UglqWM9p0QPBcyeUsGSubUsnlNDVdnQgyAhzncjPVwul3PoHGRBuuE57Nj1Lj997iAtnf65uaokwD0rJrJwetkpX6cTR3G3PO6fUwBQqOkXY150Eypy6tedKBgwiIUsgkGL5mQ7KlT4b3E2k+TF2OR0tqLChRfnw/117i8169JLL2Xv3r185zvf8dfhOBw6dAiAK664AsuyaGhooKamhtmz/TkrdXV1dHV1cemll1JRUcFPf/pT9u7dy/79+0mnC28gvPzyy/2+f2Nj4xnXK4GIECNoqDNBhoPneaSzDpnc2CpEH4gLplRy24qZvLSlic5ElopBdM3SmTi6absffLTu6u3b38MrraUlPJPXkvW82FyCfaQvdcJQMHdyKUsXNLDoghrKYqduzSmEGLiRGi6ntSaZzpPI2AM+xSo0ia4uHnl2D6/u7AT8n/1rF1Zz27JaQoH+O9zpfBrv7Wfwdr/cm8qpJszAXPxeVNXAW10HLYNY2A9Aephl1bjpLpTVd845m0nyYmyyKmpxkh2oQN+NrWJ8nT3P40c/+hEVFRWAv2tSXV3NH/7wBwKBvt07yzo5LHjmmWf4zne+wx/90R+xatUqOjo6OHHyx6nefyAkEBFihIxWMbr2NOkx2AlrsC6YUjmwwENr6GrGe3cbunk7uv1w4ROUgVs1jYOBGbzcMZENB62CfxfLVDROLmHJzDIumlZCWVl00HNEhBCnNxLD5WzHoyuZI2e7A3+Rl+elDft5dF0T6Zz/uhl1ET58VQOTqwt3PXtaiHcl0lwSPsjFeium012nFqvCXHgLavJFA64DCVoG0bBJKHhy2lbp4uvofPERPHJoDZ6dPetJ8mLsKV9+B21Pfh+PLMoKoZ1cUb7Ol112GQ899BB/+qd/yu7du/noRz/KM888M6DXrl+/nltuuYW7776bQ4cO8eqrr7J8+fIBvb+kZgkxCrTn4qbi3TNBing1290JK52xGcN16MNCuw766F500za8pu2Q7ix8QiCMPWE2e9R0XjhWw7ZdhXUxIctgwdQSFs8s48KpJYSD0h5TiJG2rLFu2ArT01mbrlQOb4DnOoWmqekoP3lqD3uO+GklkaDBXZfVcXlj5UmttntaiE83j3CbuZlKOw6AZwax5l+HMecKlDmwOpDTBSA9IlMXwJWQ2PwMOpfGKqmkfPn7pD7kHBObtRRuvn9Eu2b15x/+4R/40pe+xO233w7AN77xjQEFCQAf+MAH+Ju/+Rsef/xxAoEAS5cu5fDhwht+Z/P+MlldiGHkZnuK0YsbCeTyNqmMg+2Oix/nIdG5FLp5J17TNvSRd8DJFT4hVkW2eg7b3ak831zGvmOF9TiRoMFF00pZPLOM+VNKCFr9p18MZbL6aJPJ6uJ8MdgJ6QrIZ7P89oVdPL25tTdwec8F5axaPpGyaP/3Y1f/eh2Lsq8xFb8Q3UOxgxlsi1zMh29fNqBjDyQA6Y8ZKcWMlg7qNUKMV7IjIsQw0I6Nm47j2bkzP3kY5W2HVNYhb5+bWyA6ccwPPJq2oY/tP6HORkHVFFKVF7A5N5mXDgdoOtQTfPh/xsImi6aXsmRmGXMnxbBMmW4uxHg12AnpCs2bOw7x0DP7aU/4Lbhry4N86Mp65k3u/26tzqXw3n6a2zKvYCj/OE2qjleNpbRTQSZ5+jSwni5YPUXog6MwgmFUUGrTxPlDAhEhzsJoFaPbjt+KN2eP/Va8g6E9F912sLvYfBskjhY+wQyg6i6go3Q2G1L1vHrApXV3Hj8Fzg8+yqMWi2eUsXhmGbPro6fs/y+EGB+01sRTA5+QroDOzjg/f/odNu3pAsAyFDcumcBNSyYQ6Gc3VLsO3u71eNueATuDoaCTEl43lnJITQKlsB33lC3ElYKQZRIJmwQDg7y0UgojGMUIRzCs4dnZFGK8kEBEiCHy8jncdFdRi9Ed1yOdscna7rhKHTodbefQLe90F5vvgPwJcwXCpaiGRloiM3m1s4aN+9K0J22gbyBkdWmgN/iYURc5Kd9bCDF2bNjewuq1u2lpT1N3hqL1wRake57D2lf3subld8l17xTPnRTjQ1fWU1dx8k6D1hrdtB13y+OQPOY/GAjT3nA5D++tRGERMP2bP/21EFcKwgGTSNgiYA2u1kwZChWMYYajKFMux8T5Sb7zRYHUno1FL6Iab7Tn4qaTeLk0xSpG9zyPdMYhPY5mgZyOTnf2TTVv3QPeCRcZ5fVQ38jhwAxeaY2xZVuSeNoBunqfUlcRZPGMMpbMLGPKhPCAO9cIIU42mODgbI/z4OqtWJaiNGLREc/w4OqtsGrhScfL5Gw6kwMrSFcKDhw6yo+ffIdDx/zOVqURk7uXT+SSC8r7PT/ozmbczb9Ft+7ufhMDY9alGAtuoC4U45aGjlO2EDcURIIW4bA16JRPZVoYoQhGKIoypFGGOL9JICJ6pfZspO3J74NpocIlOMkO/+83339OByOD+QXs5tJ46QT6xAvnEXKutOLV2kN3NPV1uepsKnyCYaJqZqInzmO3msaGJoOtGxOksjbQ2fu0ydVhFs8sZcmMMuqrZMCgEMNhMMHB2Vq9djeWpXoHG4aDFlkcVq/d3XssrTWJVJ7kAFOxstkcv3puJ89vOdr7/BXzK7nz0jqioZMv9HU2iffW7/H2vd6bUqsmzsFc9F5Ued/n218LcUNBNOQHIKYxhAAkHMMIRVBK6tWEAAlExHG61q8B08LoHrSjAmE8snStX3POBiID/QU8GsXo2ZzfCWswk4LHEu3a6NY96He34TVvh0y88AnBKKp+Ll5dI9vtBjYeyPHmugTZfOHzptdGWDKzjMUzyqgpl/xpIYbbQIKD4dLSnqY0UnjpEQqYtLb7KZmO69GZGGgqluaNtw7z8LN7u3dMYVJ1iA9f2cDMiSdPbNeug7frJbxtz/Z13SurxVx0G0b9vNMeyTQgErKIhAIYg6w7U6aFGSlBBSOycyvECSQQEb2czlZUuLCTiLJCOJ2to7SikXemX8Baa7xsEi+bRBcpIBjPnbB0Nolu7p5q3rILnMIWupROwKhvJF87j7eSVWzal+TtN5PYTt/3mAJm1UdZMrOMRTPKqCoZXOtLIcTgnCk4GE51VVE64pnecy5AznaZVFtCOmsTT+VwB3DqO9ae4Ge/38HbB/wbF0FL8d5LarnmouqTGlRorfHe/D3eOy+C113TZ4UwLroZY9alp02PsgyIRAJEAhZqCAGIESnBkABEiFOSQET0sipqcZIdqEBfyot2clgVtcN2jLFWg3KqX8Ad8SyencNNx9GOXZS1OK7fCSubHz+dsLTWEG/ta7HbdoiCuhmlUNXTUQ2NZCfMYcuxMJv2xtn5WgrHa+59mmHA3IYYS2aWsXB62Sl7+wshht+pgoPaqpN3Fc7WqpWzeXD1VrI4hAImOdslFDC5+bJpdCTOvOPsuC5Pv7yXJ1451Ds3aeH0Uu65YiJVpSfvmOr2wziv/QLiLX0PBiIQCKJKqk4ZhARMRSRsEQlafgHKICgrgBmOyQ6IEAMgv+1Fr/Lld9D25PfxyKKsENrJgetQvvyOYXn/sViDcuIvYKUgaCpm1QRx4u0Uoxh9vBWia89FH93X12I31V74BCuImjgXo6GRRMUstrzrsWlXnF3PtxfUuVimonFyCUtmlnHRtBJiYTkdCTEa+gsOHEezauXsYT/WssY6WLWQ1Wt309aZYcakci6/qJ6pE8vO+NpdB47x0JM7ae7wi9ErSwLcc8VEFs04+bU6E8d980n0/o30nscDYYiUgRkAO4+78/mTUrJ6hxAGBhuAKFQggBkqwQhJ/ZoQAyW/+UWv2KylcPP9I7ZjMRZrUI7/BVwRCxK1XLxMkivmTmOkg5DxVIiu8xn0kZ1+ylXzDrCzhU+IlmM0zEc1zKcjPJnNB9Js3pxg75F3C/4VQ5bBgqklLJ5ZxoVTSwgHpWOMEKPt+OCgtT1N7Qh2zeo53rLGOpKZPIlU/oznv1Q6x6PP7OTlt/25QoaCay6q5rZLaggHCs8h2rHx3nkBb8favtRQZUC0AoKRvidaAUh1+B/mbIcQhjBCMQwZRCjEoEkgIgrEZi0dsaBgLNagLGusw3j/Ita+todEezshA66/YhoXzpowYsfUniZrO6QzNs4YLgPRyba+FrtH94EuXKyqnIRqmI/RMJ+jVLFpf4JN6+IcPLqv4HmRoMFF00pZPLOM+VNKCPYzTEwI0b+RaKvbX4rsssalIxZ4nMj1NPFkjnTu9DOYtNas33KYR9fuIZX1i9en10b48FX1TJkQOem5+tAW3K1PQLq7zXcohrHgRrxDmyGTLHxzx0bFKrtngAx1CGEEIxyVIYRCnAUJRETR9FeDkkmlaM2G+KevPD2ivetPxXPyLGywuPDW6cC0ET2W9jTpvEM2OzYDEK09dPsh9LvdKVfH51QDGBaqbjaqoRFVP4/mjF/vsfnpOE3tHQVPLQmbLJruBx9zJ8UG3WdfCDEybXVHO0U2Z7t0JXLYZ6hIbz6a4KEnt7Pr3QTg39C449I6VsyvPGlgqdd2EG/zb9BtB/0HDBPjghUYjdf4dRqxCtyNvwIbfyfEsVHapXzJ9ZSUDm4Xwx9CGMUMRVGWNNIQ4myNaiDy9a9/nY6ODr72ta+N5jJEkZxYg5JJpUgk06wzlo147/oTadfBzaSKMpTQ8zwyOYdMzhlQN5hi0k4e3bKru9h8B+ROuGsYiqHq52FMWgC1sznY4bF5b5xNrx7laLywI1Z51GLxzDKWzChjVn30pM41QojBGYm2uqOVIqu1JpnOk8jYp62Fsx2XJ17cze9fP9w7yPCS2eXcffnEk5pY6HSnXwdyYFPvY2rShZiLbkWVVPc+ZtTPg6V34u18HlIdWGXVlC25nsjUBQNevzIURqjEnwEiU9CFGDaj9tO0fv16HnvsMVauXDlaSxhRo90d6myPv2F7Cz96fBvvHvUvTBtqYnz8tgVn/OV3ujSCE2tQWrMh1hnL2KOn0Hkshe14mIbi/z3+9qB/yQ40fUF7Ll42jZc7+3a8b+05xlOvHaStK0N1eYQb3zO1IKXL8zzSWT8AGUs1IDoT7y001627wT0hPaKstrfeQ1dNZl9Lls1742x+7gDtycIOYtWlgd7gY3pd5KQ7lUKIoTuxq18qY9ORyNF0LM0XvrduSDvIo5EiazseXcnC2SDuwS24W3+HThxFldZgLrqVHdk6Hnr6Hdq6b3LUlAW5cl4Jh5ra+f6aFiq7p5vPro/h7XjeDyzc7nNSRQPm4tsxameedHxDQWzGhUQaFw9+CKFh+ulXY3wK+kik8AlRDKMSiHR2dvKtb32L//k//yc7duwYjSWMqNHe+j7b42/Y3sJ3Ht5EPJVHKb+Q73BLkm//fCN/+aFT5xEPJI3g+BqUf/rK0xhojnVlUCgMpfA8zeGWJBu2twz4JDqQ42rPxcul8bIptHf22xJv7TnGw0/vxDQVsZBJPJnl4ad3AnDhzGrSeb8GZCzsgGitoasZ791t6Obt6PbDhU9QBqpmBqqhEaNhPl60il1NKTZti7Nl/+7eQWE96iqCLJlZxpKZZUyuDkt7SiFGyPFd/VIZm6OdGTR+Z6eh7iAXo0378TI5m65k4WwQ9+AWnHU/BsOCYAldGcXq3+xkU9wvRrcMxY1LJjCrxuL36/dhmopo0CSZzrJ73bNMDm3Dsrt3b8OlmBfehJp+MeqEIKNvCKGFMaQp6N0ByBifgj4SKXxCFMuoBCJf+tKX+Ou//muam5v7/Xg8HiceL5yufOTIkWIsbViMdneosz3+6rW7SWcdDEP13eH2NJnc6VMCBptGUFcV5Z0D7X4Q0p3Go/F/CQ0m9eBUx31s7W4unleLl0vhZVJobyCTegfmqdcOYpqKUHfHlnDQQinNy2820zAh1tvffrRo10Ef3dvXYjfdWfiEQAg1cR7GpPmoiXNwzDDbD6fY/Hqcrft3ksoV/ltNrg77081nllFfKZ1hzhXj/Vx7rju+q19HIocGFIrKsvCQ07T6a9Oey+T4Te4CNg5jrZ7WmngqTypjn5T86m79nR+EhEt5MT6V3zbXkfX8c+mchhgfvqqeuooQP/zt25imImiZ1OqjXMob1Bjtfq2HYWHMudKvAwkUnpNMAyLhAJGgNfgp6ONwBshIpPAJUSxFD0QeeeQR6uvrWb58OatXr+73OT/60Y/47ne/W+SVDZ/R7g51tsdvaU/juB6W2XcSVsrvdHK6SbuDnc67auVs/j//9SpGX6yD1lBZHhrURN/+jlsWC2J4OZyuo+gTU4+GQVtXhljIRClFOGgSMA0yOYf9TV2jFoToXArdvNNPuTryDjgnDAeLVWE0NKIa5qNqZpB3FW8eSrLphXbeOpAge8Ik9+m1ERbP8Hc+asqlK8y5aLyfa891x7fVbTqWJmgZVJaFe2fuDGX6+YkpsplgBY+mF3HImkhpxByWu+n9pWIdTyeP8a41nZ/vn8bBjD80scTIc2fF2yy//aO9AUBHIkttIMMl7hZm6oO9r3/Hm8L82z6CilUVvG/PDkg0FBjkFPTxPQNksL97hRhLih6IPPHEExw9epQ77riDrq4u0uk0X/3qV/nCF77Q+5z77ruPu+66q+B1R44c4aMf/Wixlzskxd76Hu7j11VF6Urk8LTuDRK0BtNQp520O9jpvMsa65haV0rzsRSupwlYBhWlIUwDKssi/b7mTMe1TIPyiMKwUwSUNyJBCEBNRYRc3qYkHCCTd4in8+Rtl7KS4u4W6MTRvha7x/ZTWAWqUNVTUPWNGJPmQ1kdWdvjrQMJNm1+l7cPJbGdvucrBbMnRlk8s4zFM8qoLJGOMOe68X6uPR/0zNz4wvfWDdv08+NTZL/wvXV0WJlhu5ueydl0JnOcKgM2m3N4LHMZL7RUoPF/wSwvfZfby7YTK+1L9dR2jmtC25jnbMPCf7OjVLGOxSRLJrPguCDEMiA8pB0QhREIYoRLxvUMkMH+7hViLCl6IPLDH/6w979Xr17Na6+9VhCEAJSVlVFWduYpq2PVSE8oH+njr1o5u7dGRCv/V4WnIRYKnHbS7lCm89532/ze3NahTvRdtXI2//exNwlZUBVxyMTjJDI2H7xh7oDfYzA8T3Ptssn8+vm9HEmnsUyF7Xq4rmbFooYROWYP7bnotoN9KVeJo4VPMAOougu6dz4aUeFSkhmHrQcSbFp3kJ2HUzjHVc4bBsxtiLFkZhmLZpSddFdNnNvG+7n2fDJS08+H62661pp4Mk8qe3IqVs/HN+08wsNP76IrVQnAxECCD9bsYKZ1DLSDOfcmtOeh97+B+9aTXOj4dSBJIryhFrFdT8V14bbu86xlQCQSIBKwBr0DYgRDGOEYRmD8BiA9Rup7Q4hikKuOETDSE8pH+vjLGuv4Xx9cUtA1a3LtmbtmDWU673BM9L14Xg2hOy/g2Zd30NQSp7I8wu0rZg77UELP02RyNpmcQ11VCSuXTeGlLU10JrJUdHdzuWBK5bAeE/w7g7rlne5i8x2QP+ECIVzal3JVOxtlBehK2WzZk2DT3v3sakoVdO2yTEXj5BKWzCxj4fRSoqGx2wlGCOEbqennw3E33XY8OhM58k7/qVhtXRl+9uR23trnzxsKWIpb58DV7lbMdDtEKzHnXg1mAOcP/wGdTf4LzQCd9e/hd21TaUu6VJSGuXJRA/OmVRKNBAgPKQAJ+0Xo50AA0mOkvjeEKAal9ek6eo8dhw8f5rrrruOZZ55h8uTJo70ccZzRbBvo5XO46a4RS8GC4wKQrEOxyj90qsNPuWrejm7dAycW2lfUd7fYbfQnnCuDtkTeb7O7L8HeI+mCu5Ihy2DBtBKWzChjwdQSwkEJPk7FDAYhVnXaWQdjTUVJkFhkeOp45Fw7do3Eufb4jkvH303/9ABrRDI5m85Ert8W5Y7r8YfX9vP4S/voKReZH2vng5dPoGZWY+/zdLINd8vj6Hff7n1MTVuCedHNqGhF72ND3QHpGUJohCIyBV2IMUZ2RMRZGa22gdpzcdPJER1IePwOyEi34dXaQ3c0oZu24TVt77sj2MMwUTUzUQ3z/d2PmL/z0tKZY/PmNjbtjXPwaLbgJZGgwUXTS1kyo4zGKSUErbHdglKI88VQAoqROtcO9W6652kSqVOnYu0+3MFPf7ed5rYMAOVmlrsn7GRhsAm1w8GLKlT1NLztz+LtWtd7s0VVT8VY/D6M6im97zXUIvTxMgNEiPOZBCLirBS7baDWekTa8RYcw9OkixCAaNdGt+5Bv7sNr3k7ZArbqBKM+lPNGxpRE+egAmG01jS159i0rZXN++I0tRd2xioJmyzq7nQ1pyGKZZ45+Nh1qIOXtjTRkcj2DgwbiRQzIcTQA4qRPNf2FMQPVM526UrmsJ2TT5DJjM1jz77Dujf9NtAKzVWl+7l1wgHChgsEIa9xN/8G8hnIpfwXRiswF96CmrKot2DdUBANW0RCgUEVofszQGL+FPQxPgNEiPOdBCLirBSzbaCXy+BmEiOXhqU1me5BhP38fh2eQ2ST6ObtftrVkXf6pgL3KJngz/ZoaERVT0MZJlprDhzNsnlvC5v3xWntyhe8pDxq9U43n1UfxRzEL+xdhzp4/KW9xw0My/H4S3u5bcVMCUaEGAFDDSjGQotWrTXJdJ5Exj4pdVFrzfo3m1n93C6SGf8cPa0mwj3Gk0yO2X5bPgA7C5ku8LrP41YQY941GHOuRFl+pz5Dde+AhAc3iFBZQcxwdFzNABHifCeBiDgrxWgbqB0bN5PAy2fP/OQhyuVtUhln2GeAaK0h3urP9mjahm47REEqmfLTE/yUq/moshoAPK3ZcyTdW/PRniwMWKpLA73Bx/S6SN/gyUF6aUtT78AwgKBlksflpS1NEogIMQKGGlCMdotW23HpSub7nQ3SfCzFQ7/fzq5DXQCEgwa3z9Vcnn8ao+1diCsIxcDJ+oFINzV9GeZFN6Eifuc2pSAStIiErQHt5na/i9+CNxQblzNAhDjfSSAizspItg3UnoubSeHlUoxI5bDW5GyHdNYlP4xbINpz0Uf39bXYTbUXPsEKoibO8QOP+nmoUAwA19W8cyjJ5n1xtuxPEE8X7vxMrAyxeEYpS2aWMbk6PCx3/DoSWaInFK4HTIPOxMgFfUKcz4YaUIxmi9ZkJk8ilT+pID1vu/zu5X089epB3O4PlgRcLi9r5j1HX8MIBv0AJNMFmc6+FxoWxqJbMC9YAfgBSDhgEo1YWOYAazmUwghGMcJSgC7EeCaBiDgrI9E2UGsPL5vGyybRp5qKdRY8zyOTc8jmnGFLwdL5DPrIzu5OVzsK7voBEC3v63JVMwtl+j96tuux40CCTXvjvLk/QSpXeLdxcnWYJTPLWDyzjPrK4W83WVkapr0zQzbv4noepmEQDppUVQx8oKQQYuCGGlCMRovW001If3tvGz/7/Q6OdfnnuoDhMTHqUBlRLHK3kMw5lOIRsJOFLyyrw1h4C2ZDI0pByDKJRKzeXdkzUgojFMUMx3rPo0KI8Ut+isVZG2yh46n4hehpvGxqROpAPE+Tydqkc06/rSYHSyfbu1OutqOP7gVdGNWoysmohkaMhkaoaOjdwcjZHm/v72LzvjhvHUiStQtfN6MuwuIZ/nTzmvKRvdM3o76Mg81xUH5etuN5JDMeF0v/+TFNdf+PARiGMchp0mI0nU1AcaZz7XC2901l8sT72QXpTOR45Jl3eGNHKwCmoaiNacosm3DABK2poougsrHyPec2BeFSMAwCN3+mdwckErYIDDAA6WnBa4ajKDMwpM9JCDH2SCAyzqX2bBy1wYnDeXwvnyW1awNdG36H29mKWVZN6eLriExd0O/zMwffJrH5Gdx42xmfO1xdsLT20O2H0O92p1zFWwqfYFioutl9Ox+RvonVmZzLmwcSbNoXZ9uhJLbT99tdKZg9McrimX7wUVlSvF+y+5rjlESs7h0RjWUowkGTfc1xVhZtFePDW3uO8dSrBznWlWFCeYQbL5067EMzVe//+IGhaRgYysAyFYahMEyFqRSmqTAMY1CNCcTY0V9A0XMuzR895NfDeQ4og0B1A1XXfuyM59XBduM6PmiJhEwUikzeYWZDOVcvmcT0hnKg7/v+aGeacNCirStDvvvmyQX1UT50VQM/e/ItQpZJhe7kPd5Govjd/LSGDEGyKkoJBqGSCmIhi/AgakCUYfj1H2FpwSvEuUgCkXEstWcjbU9+H0wLFS7BSXb4f7/5/qIEI8NxfO06uOkEqT0b6XzhYTBNVCiKm+6i88VH4EpOCjAyB9/2P3am5w5DFyzt5NEtu7p3PnZA7oQ0g1CJ32J30nxU3QWo43KVk1mHrfv9tKudh1M4x91aNAyYN6mExTNKWTSj7KTi1WLpSGSJRQKURPvWrbWWGpETvLXnGD9/aiemqYiFTLqSWX7+1E4+dCMDDkZ6SnoMwDT9AMM0FaahMAz8QMMwMFTPYxJknC96zqWeY+NlEn27q0pjHzvMsd/8/+D2PzvteXUw3biOD1oMNIdbkoSDJtPqyzjanuL7a97iQzfOBeDnT+0EBdmsQ0fcDzDCAYN7VtRz6ZxylFJMLIHGzOvMZw9GdzMOWxskvBCuGcbCIZ+1sedfxqTYwHZ5lWlhhPwhhBKACHHukkBkHOtavwZMCyPgdwpRgTAeWbrWrylKIHI2x9ee69eB5JJoT5PY9DSYJobl10EoK4RHjsTmZ04KRBKbnzn9c7sDkEx2aF2wdCbeW2iuW3fDCWlinaocGuZTPW8JqmpKQZ/6rpTN5n0JNu+Ls6spVZDWEDAVjVNKWDKzjIumlRINjf4v18rSMMl0riA/23Y9Kkql+8zxnnr1IKbpT54Gv8uRrTye3XCIi2ZNOC5Nqm+nwuzZwTAUSinM7sclwBAn6jmX6nTXcY05FKBBmbi59BnPq4PpxnV80NIUT1JVGsIKGBw6kqCyLIRpKp569SCep8k7LvFUX9e+8qDLzGq4bG6FfyNp98vcnf8DRvcuSBelPJVZgOvClSV7KVcp0mYpr+t5dO4JMfc9p/+3kBkgQpxfJBAZx5zOVlS4pOAxZYVwOlvH7PFPDEB6uPE2VKiwa4wyg7jxtpPe41TPdeJtpLI22ezgdkC01tDVjPdud71Hx+HCj6N4V9dwUDVw2JhMuxfDPai5bWoZF1QbtCXyvW129x5JF0wZDlkGC6aVsGRGGQumlfg51GPIikUNPP7SXvK4BEwD2/VwXc2KRQ2jvbQxoWcXI2e71FZGsEy/HsNUCk9DKmtTU+m3TzYH3G5UjLbhrKUYjrVYhw6S8oLUksdA0xuqao1SCu25ZzyvD6YbV0/QEgyYVJSEyOVdjnVm8DyoJETAVBztSJNI53G6b+aETM3kUpdYwJ8l4r37Nu6WxyHZhgG4ZohNxkW8lp1GWmsm1kR5PTKfbN7Fdly01qS7Mqdcv7ICfgG6zAAR4rwigcg4ZlXU4iQ7UIG+u9fayWFV1I65458qAOlhllXjprtQVl9nKO3mMcuqz/hcrTWunYdoBcm0fdLz+6NdB310b1+L3XRn4RMCYdTEuRgNjfxsq6Y9Q9+sDQMSrscvXmzCDLVz8GhhGlMkaLBwut9md97kEoLW2L1AvWBKJbetmMlLW5roTGSpOM8mq/fUZJgKDNPAMgysYIBASQjDUFimv4tRWxmhPZ4haJq4WuN5mmzeobIsMuBiWzE2DHWy+Uiu5SOqhBLSOJgE8O+i+N+byr9RYphnPK8PpBtXTwDWmciCFyQUMEmk8mRyLiiwTMNPzUzme4cSKjR1MY+aqMZQUOq0cWtgK+46f3I6ysCYdSnWghtYHopxtWXwy+d2cawjRSLdN3w173hUlZ/YjU+hAgHMUAkqGJIARIjzkAQi41j58jv8vGKyKCuEdnLgOpQvv2PMHF+7Nm42jc6n+w1AepQuvo7OFx/BI4cyg2g3D65L6eLrTvlcV+fQRgBt50E7mHOvPu16dS6Fbt7pp1wdeQecXOETYlUYDY2ohvmomhm9ecktL79BJGCScaAra9CVU2Tdnh8dPwgpCZssmlHGkpllzGmIDmIY1+i7YErlORt4FHaX6k6PMv1ib1P1FH8bqOPSpZQVIBAubBhw6+UzeHD1VnKWW/QZDmJ4DXWy+UiuZbNxMSvt58npIBZ2946IBgzQHma49Izn9TN14+oJeiJhk9mTK2g+lmLnwQ6iYQtPa9BQGjV592hfSumMmhBk44QDENE5lrpbmaf3onpKWCbOwVz0XlR5HUHLIBo2CQUDLL+wnoef3tk9LNUg7/g7rTe+Z2r3ahVGMIwRjmIEhr8tuRBi/JBAZByLzVoKN98/al2zTnd87Tr+MMJ8ekDDCCNTF8CVDKgTltkwj8CyO8m9/Rw61QGxSsy5V2PUzzvpuTpx1J/t0bQNfWz/CWtRqOop3VPNG6GsruCOnNaaA60Zkm6YAwkP2ysMLgImXNFYxeKZZcyeGJXc/yI7vsNUz46GqfpqMwzld9yxuus2zsZozHAQI2Ook81Hci0H1XTWAkudjZiei4VNyGBQXbPg9O19V6/dTVlJgLJoiM5kFssyMAyDTM6lripKZyJLR8LfwYiFDD58VQNLZpax5+Ax2jY+y4X5rQSV4//MldViLroNo34eh47E2bR1D83HUpREg9z4nr5uck+9dpD2rgxV5RH/8dk1GMGIH4DIEEIhBBKIjHuxWUuL2q73TMfXnoubTpwyBet0IlMXnLIFL4DjuqQzDlnbRdfMwVo556TnaM9Ftx1EN23Da9oOiaOFTzAD3VPNG1H1jSfVuHieZm9Lmk3dNR8dyZ5UL/9CNmhoSoIuMdPl7qunM2dq1aA+RzFw6vgg47gCcGUqTIVfAN4dfFCElI7hmpcjRtdQJ5uP9FoOWtM5aE3vTfn76p9c0VfL8vM26qrW8cF5WWrefWFIN57ytksoYPm1IFoTCZqEqiLEk3ma2/wgTClYeWEV772klnDAQB9+k2lv/Y5pdntf5F9ShXHRLYQmN9J0LMmT6/fjeB5ByyCezPLw0zsBv5tcT0AiM0CEEKcigYg4yVBmg5ypBuRs5PMOmZxLznH73VzRdq5wqnn+hDub4dK+lKva2Sir8Beh62p2NafYtDfOln0J4pnCLlkTK0NMqw6QjCfJZXNUloVZsWjqOZvOVCzHp02Z3bUYZve8DD9tyt/NGP4gQ/n/pxQYJsqw/D9NA6UsGEdpdWLwhjrZfCAGWwR/urWcWMtS3rkT5+UXSJZEicQG3i5da00yYxMKmLS0pwgFTLTW2I7Hsc5Mb2OPqTVhPnJVA1NrIuj2w7ibf+PvIvcIRCBSDtpFb/kN4bIwT7+Wx/G8gm5yOVyeeu0gF86aIDNAhBBnJIGIKDCY2SDac9F2Hs/Ooe3MoAOQt/Yc46nXDtLWlaG6Z+u++w6a53lkbZdczsV2PE58Z53q6A48tqNb94DnFj6hoqEv+KhsOKkNpO14bD+cYvO+OG/uT5DKFb5+yoSwP918Zhn1lWMvh3nXoQ5e2tJERyJL5RguMO8JNizD39WwDKO7pe3wpU2ddESF//U2TP/ixzD6/lRG79/lwuj8NFJpdkMpgj/dWr7wvXUFtSyXsRkXk44MREvUadulb9jewpoX9pDO2VSWhHnPgjquWjKJnz+1k6z2Zysls/45L2gp7ri0jqsXVKFyCZzXfoPe/0bfmwWjYIUgFO2ecWPhOXmSW57lWNfFxE5oQx4KGGRtDzNaJjNAhBBnJIHIee7EO3j3mb8lcobZIJ6dw8tlhhR89Hhrz7HeYsZYyCSRyrLm+d0oYEpdqZ9+ddxba+2hO5r6Uq46mwrf0DBRNTN76z1U7OSL8pztse1Qkk1747x1IEHWLuzxO6MuwpLu6eYTysZu/vKuQx08/tJeTFMRDZok0zkef2kvt62YWfRg5MRicMNQBcFGT/ChhqV+pjvIMExQRkGQoQyj7zHTlPkD4rRGIs1uqEXwp1rLibUsZTpOlhCe23fe6q9d+obtLfz48bcpiQXJZGz2vdvFa9uO0FAdpaYiwo6DHb3n1gvqw3zi+qmUhzTe9mdwd6wFtzsdtXwi5uLbcTf80k+rMhWquyirp7V6dXmEeDJLKGCiFITDIWwjhArFMCOFaa9CCNEfCUTOY/3dwUs5zajyCqLHZS+pYBQ3k8LNpvwAxLHhpD2KwXnqNX9AXDQcIBQwsUxFIpPnd+sPcO+tjQBox0a37vaDj+YdkIkXvkkw6k81b2hETZxT0Ea4Rybn8uaBBJv2xdl2KInt9K1bKZhdH/WDj+llVJScOXfZa96Bu/N5OEOR/Eh6aUtTdzea7nbClkkel5e2NA1bINI7BVzhF38rozvQ8PO9TQWKnqJwYxgK9VVv4XnvbsUJOxrKNMGwpMWnGJOGuwj+xFqWuCojolMY5nEtzvtpl/70awcJBk1a2tIc68qgUIQsg5aODO8e89dSXRrgQ1fWM39KCfrQFpytT0C6q3vRMcwLb8KYcQnhUIDsO9V4mTiKk1ur37hgKr94eidG2CRcUsaxNHQmHf74rhlD+pyPN5ZmvQghRo4EIuex/u7gdbml6ESKaDSECoRQlt9KVxlR3FRXwetPl1p1JqlMnuqyMChIZx1ytov2NLl8HG/v63jN2/0Wu+4Jc0FKJ2A0zEc1NKKqp/W77Z/MOGzZ708333E4hXvcro1hwLxJJSyeUcqiGWUnXTicjte8A3fjr0BZfr50OuH/femdZx2MDCbA6UhkiQYLP++AafizARh42pY6rj6jd1CfAcYp2toO3mmCi+4Cc6WM7oUYfelUEmiIcWi4i+BPrB95hcVczwuURvy6jxPbpWvtDxo8cCSOgaYzmetOpVLH7f5q6ksVf3fPbKz4Idxn/xvddtD/kGFiXLACo/EaQrEYsUiAoGUSXHL9KVur102vIRAr47evHWH3kSTVFRH++K7GUUlzE0KMTxKInMdOvINnmQbbY8tZYbyOCkbQrosbb0XnslRc+YGC156YWnVit5T+aE+TdxzytqY8FqItnsEAKuhirn6Xyd5h6sw23A3HvUgpVPV0VEOjv/NR1v9Qr86UzZZ9fqerXU19ffD9z0sxf0oJS2aWcdG0UqKhoeUsuzuf7w5CutO2AkGw/cfPJhAZbIBTWRommc717ogA2K5HRWm4N20rYBmURwPYtsuzGw4RCpjMnVo5jMXgxxV8K6OfVKnu/zYt/2MSXIhzSH9368+2CP7EJiGNy+/g08fVj3RVzcWaN42Sfrpm2Y5HVzJHznaJhQN0JjIowPU0dvdk9KBymV7hEfMSGG88jHtwc++x1eQLMRfeSqiihljYInhcMNVva/VlNxObuRQzEuOiSpOLFkwfxn/dsTXrRQgxsiQQOY/VVUVJZXKURSyiAbC8PO3pUjYzn2vtPX2/dN5z+0ltdXtSq07VLQX8wMPxPFzXI2975GwXT/tF7pfXpznS9gYzjCbKSRUuzAp2t9hdgKqfiwrF+l1/WzzP5n1xNu2Ns68lU5AsFgoYXDi1hMUzylgwrYRwYBgKJlMdfqBQsNaA//hZGGyAs2JRA79btw/X04QDBq6GcMDihkumsmFHC3XVMSxD4WmN1pDNO7z69hEumT/xDCs5rtDbNFHquELvnscxwFB+TYYhtRji/HOqu/WfXrWQP7/cIPHab4hmOklbFZRefjuLBnDhfKomIY03389X/+SKE55dOOQ1nbXpSuZ6b74snVvDr57f3bsLovAoNXJMKXNZqnaw2NyJPtjdnKOiAXPx7YTqZxENW/6Ffz83DXpbqyuFEYp1t+EducuHsTTrRQgxsiQQOQ+l9m2m+aXH+ajupB2L11oa2J2vIhIyCZgmF95wKbWzbuv3tZmDb5PY/Aw3dzWRUjHedhdwxJpMwDQIB00c1yOZypN3XBzPn9a761AHr2zeT3lqP3MDR5hGMxPdHBOPu4ZNqShu7TzSVRfw7H6LtgM2le0hVph5LpjSF4i0dObYtNcPPg4dyxasLRI0WDi9lCUzy5g3uYSgNcwXybFKSCf6AgYAx/YfP05/qVHAqdOlzhDg9HWeUlimwZI5tVSUBHn5zSO0xzNUl4RYuWQyjTOq+dULe4gEC3cgFHCsM0N/gYYyLT+w6G5bO9zdpPq7cwwMOvdb8sXFWNFzt951NU1dKWzHwzQUz/36CT5Y8jqV5RaeE6Uy1YJe/785tPvx3oGEp2qN3rV+DZiWvwudaEI7DsowaH/mJ8RmLe39/j90JEE27+B6HheXtnJ14E1qrDTBqjrsxpt4Yl+MZ9841FuMvsA6RMzMURdxuExtpQT/nJkhQmrWNeTrF7F5RxutL28hFglyw6nSa5ViZ1OWJ95oYW9zkuryyIj+DI6lWS9CiJElgch5QmsPbedJ7d/K0WcfJt6VJJNzCGqHq9Vhst4i9qXquO2KyadMrcocfJvOFx8B08Q1QkS8LJc5r7M1FOBdo4FU1iYUtEjl/DkcOtlGy7Y3MPe9yfvVUUxDw3FdclXl5O6Uq/mUV9Sz+3Bndzcop7cb1G9f3Muli6bQnoZNe+M0d+QK1lQaMVk4vYwlM8uY0xDFGsEZEObcq/2UKRs/UHBs0A7m3Kt7n9NfR6tfPb8brSESMvvvcnVCgKMAXAezpIryWADTNAiYRsGdygtn1XDhrJrjVucHGfW1pSTTDqFQsLu42ySdc6mORQhUTCjqLkZ/d46//fONKKWIRawB535LvrgYS1ra0xhojnVl/YYNSuF5moWZDWTDEMLFS7bR3eINu72Ztie/T3bhNaS2Ptdva3SnsxUPVfA6rT3sY4fY8twzPPiyh+16xFM5IuEAS0pauNF7iXzWoEVZtNoh1uxoptPxC8rrrCT31Oxgmj6EkU9h4u+OONrgLaOR7YEFuE0hsvv2owy/xqyrv/RapTCCEd4+nOHBx/ei8QchjvTP4EjOehFCjC0SiJzDtGPjOTm0nUc7ObSn6Vq3mq72DrKOf1HrKguFw/LQLg7lJrLzYCe3nZgJALieR3zjH9DKBBUkFjHoSmk8rZmW3MxWKnFdj5vmGLhbn8Rr2gbxFqqht2DZwaBJTWSfbuBYeDofuuGSgmP0dIMKmCYZBzpzATqzsOvFwunoFTGrd8bH7InRYejYNDBG/TxYeudpi8r762jVmcwDmoqSEJYJkbCFpzVv7TnGkjm1uIuvI/nyo6BtjJ5iUAPKl91EOBQsrMUwjBNSplRBbcbVVy3hh79+G+VoLMMgnbNxHM2nV84s+kTj/vK8j3b4OzPV5eHex86U+y354mIsqauK8s6Bdj8I6T73aKDaTNKRjlJrdQE9jRg0WntgWiRe/Q1GSUW/rdGtilpy777T9zpAa+W/7rXfYFnvJZ3zqK6I4Hmai+2N5JXBMV3K2vwidnVVAxDA4cbyPVxbcQAr2wV2pnfdu5nCm+GLIVZJ0IN9TXE8z6N+gr/jXJBeO7sGIxDGjJSgrAAPP/c2Gn3Gn8GhDMPtz0jNehFCjD0SiJxDtGOjXRvPsf1p467LiW123XgbOW2gte69we5gUm6m0UAi5QcstuviuBrH8bAdF1eDnWjrTiHSBIMmZQRJpjQVuovrrTeYEWjCfCvN8dM50jrEIWMSh9QkmlQ9jrLQWpNJFQ4Q9DxNU0eOnGfRlTOwvcLgYkJZgMUz/J2PabURjFEqfjbq5522ML0jkSUWNHunhFuWQXk+gGWZVJaF8Dztd/HSmmNdOWLRIGr2YkLRElLb1uGm45il1ZQsWkl0yvzCgXwDsGROLe5tekz8Au8vz9v1NFoXfk+eKfdb8sXFWLJq5Wz+P//1Kj33P7p/nIkbZZR4abTj+DcN8DtZKdNCWSG8fAbTKvw57JkDUn3LH9Py8L90N37o+RnRmCVVRDs7qa4K4XnQkciRyTmUlyVZ517EuvRMbO2fG+ZFjnFP8AWqo0Ai2XcQM0DKNdlaeT0KSOccPFdjO27vTaIepdEgeQJYZdUYVl8K6kB+BgczDHcgRmLWixBi7JFAZJzS2usNPLRto5082vM403wPs6yaUKqVbM80awUB5ZKmhAnlYWoqIxzryqB1P+/Uk0JkmmBnCdkZQuRAwWx3d1/aVVmtX2je0Mhj6+MkMjZB8+QOT66reacpxaZ9cbbuSxDPFE4wD5ma0oBLXZnFn951AfrITtzta3A3dOCO0gyP/vS2wbUMZjaUk8s7mIYCFBqFYTm4WuEaQVTAxFQmqZxHaVmYQEUtyjAJVE6kdMGKYVnPWPkF3l+ed8+/y/HOlPst+eJiLFnWWMfUulKaj/mtwQOWQUVpiNdZwk28hDL8tCqtFaAxYxVoJ4cRjKCdXMG8o545ILFZSwnUTMFub0ZrD2VamLEKMExyoUrSWZf2eJZs3iVgGjyYuZljtv/9H1NZbo69xZUlB1H5JPRkryoTImVgWGRyFol0vuAGjmkYgEYpRTgcxAhFac9AIBQqCEJgYD+DPXUupxuGK4QQJ5JAZJzQnou2bTwn7wcdrt0dKQx8sKDreYQvXEms/RG8rEPeM7G0g9Kal7KziJs2172nhhOHpWutobMZFSlHHzsAnnvCOytU7czeeg9VUt37kSsW+zUTefxfoDnHI5FTqGiEz//3TlK5wvcKGR5lIY/KsMZUHq6rufGSqX4QMkIzPAZKKX/GhmUZmKaJZVlYARPTtLACFkoZXHuFxS+f243SCmUapHMeCTOA42iyCRPLNMgcny41jIXhY01/ed6RkD+QMJsfeO635IuLsea+2+b31i31fE/udqZw8+Ufxdr1OPaxQ2BamCVVYJjgOpReejuprc/hkUVZoZPmgFRd+7G+HYXuj3u2jdt4Kx1v5IiETdCarO1xzI0CmmWBvdwQfZNaK4XKH3cuDUYhWo6hXXQuTUUwyl2pX5EgxjZrAQf0RL9LVjiIES2jywvQ2Z4nn/f49KrGkz7fgfwMOp2tqHDhNPX+Jr8LIcTxJBAZA7TW4Dl+KpX2/JxiT/vBh+eA6/qP6YEHHZ7n4bgerqdxHH8b3vE0umI2oUvuwt7yDGa8jXY7wqv2BXSVTOeuS6f1dnLSroM+utefat60rW/qbi8FoShq+jLMxpWoYP93py+YUskNl03nydePcKjTJe0E8DQ0pftyl2fURfzp5jPK6OhK8dKWJjoTWUqO6y5lr/3FiMzwOJFSCmUoDOgONCzMQKDvT8vCsAKnDCAWNJaSIeSnRh31U6P+x+19naJGO12qmPrL8/7k+y4CBvdvIfniYqw51ffkosY6uOa6wlqJksreWolww6xT1lDEZi2Fm++na/0a8h0tUDIB45JbmD5lIcvSu3nm9UO9M0EsXC4N7eL22GYi5HvvR6lpSzAnXgAH3kAnO/xdCaUIBYCSUnQqw3uc1ympXMnCq6/BtSL88rndtHSc/udqID+DVkUtTvcxe/Q3+V0IIY6n9IkJ22PU4cOHue6663jmmWeYPHnyaC9nyLTn+ilVnutf7HenVw12d8N/L43teXjdAYfralzP30Xwut9uMO+ocyl08068pm3+VHOnsEMVsSp/qGDDfFTNjNPezU/nXN48kGDz3jjbDiV7f4GCv7Mwuz7qBx/Ty6goOXMRtf341/ydkONrQ7QGO0Pgts8P4rPsKfxWGKaJYVoYpokVCGIFLD/4CFoEAgEZwifOS+fKuXY8On4wIUBre5qHntzGjoP+jaBwwODOi8tYrjfBnpd7d6dV9TSsJbdTMmkG0VAA1V3A0vrr7+CmuzAsP+1VBSOoQAAjXEL9+/92WNdeUCNy3I5P9RBrRIQQ5wfZERlh2rX97lW23d25yh3UzkZBsOFqHFfjaT/w8Px6xkGGLye8f/yoH3g0bUe37T9hbQpVPQXVMB+joRHK6k57cZ7MOGzZ7wcfO97186d7mIZi7qQYi2eUsmhG2UmFj2c0wBkevStXyv9/05+LobqDDtPs3tkIWlimhWUZI9ryVwgxvqX2bOTwM4+QaTtCu1fC9pJLufTGG4Z9Ry6ZyZNI5dm6+xhPv3qQox0pOpL53lPy0hklfGjyIUK7H4Fc9xDYaCXmoluIzVpKLBrorvvo48bb/IGwSqG1xku24+YzGCMwjPD4HZ2z7ZolhDh/SCAyDHp3NzwXPD+Fyt/5yA8s8NAax9N4nofXHWD4QYfr7yScZbBx0lrbDvalXCWOFT7BDPhTzesbUQ3zUOHS075fZ9Jm8/44m/cm2NWcKvhUA6Zi/pQSFs8s46JppURDQ6+H6HeGh9JYjdeiDAPDNLu70wTA8IMOKxAkYJkELEMCDiHEoKX2bKTp1w/SlXZwCFJKmuXJP/Dk6hyseu+wBCO249KVzJOzXd7ac4yfP7WDrmSO7k0RLOVxb2OKxenfw9st3Q8GMeZdQ2TBSkpKIwSs/s+t1oTJ6HwWN9GGm0ujPBc8F20YpPZsHPYgITZrqQQeQohBkUBkgLTWfgqV6+A5jn8y137g4QcbcLpwwfM8v0bD83A98FyN43ndj/ccY4TWbufQR3biNW1HN++A/AltT8OlfSlXtbP9i/nTaIvn2bTPn26+ryVT8LFQwODCqSUsmVnG/KklhANnX4ytlMKcNB8jEMTb+zoql4CSasw5V2A0NGKYAYKWv7sR6P5/U4IOIcRZ6lq/hnjWw8FPd3IIgrZZzmZWr513VoGI1ppkxiaZzuNpSKRzPPS7bbQn7Z5nMM06xu2RjVxwpDsAQaFmXEx40c2UVFURCp7iXK0URihKxfI7aPnl/xdcG5SJRvuzh8Kl0s1KCDEmSCByAr9A3AXXQ2u/gNwPQGx0T+HFSS/SuFrjuh5aaz/QOK5mw/OGVrNxVp9HqsMPPJq2oY/uPbnTVUW93+GqoRFVOemM07ZbOnNs2usHH4eOZQs+FgkaLJxeypKZZTROLiFgDSEIUKDoSaey/KngpuW3oDRMtGGiymsxLricYNAiGDB6J45L0CGEGAlOZytZz+D4makOFhUkzmqOTS7vEE/Z5B0XT2vWbT7MY2v3kO7uIlhmpLgtsplLgnsxlf9bI1s2hdJL76Jk0nRiIauwXq6bMhQqGMUMR1FmAGvmYoxACI3fgERZFka0AiMUlW5WQogx4bwNRHpSqfyCcQft2cd1p4ITQ4ZT72j4A+p6XjJalf9ae+iOpu6Uq+3Q2VT4BMNE1czsrfdQp6it6Hs/zbttOTbti7N5b5zmjsLC9dKIyaLp/nTzOQ3RQaU99XSmUmYAZVkow0IbJloZfmcsRW8LYYVfXxIOWYSCJqGAKUXkQohTGq7p3uB3ggonmtCeQ0xnMHHxMOigbEhzbBzXI5HKk8k5aOBwS5yHntzO3mZ/AKGJy3Xht7k28jYR5e+MdLhRXnAWknHmcJtRRV345F0QZRgYoRhGKII6of4jWDMFJ9nRO98DwLOz0s1KCDEmnLOBiNaeH1j07HB43nF1HI7fMncAuVDxZK77rhWjGmj0Rzs2unU3umk7XvN2yMQLnxCMourn+YHHxDkFbRX7fT+t2d+aYdPeOFv2JTgazxd8vCJm9U43nzUximGcISBQftBhKMNP97IC0B10oExAFUxhh55ZHRAM+LselmWM2+Bjw/YWVq/dTUt7mjppOSvEiBvu6d7ly+8g1fwdyKfQ3YM4DVyiZPjgvOwZXt3H8zSpTJ5kxsbTkM3bPP78bp7Z2NR900Vz1/QOFsWfp5IEAFltsT4/j53BeaiQSchx+d0rB2ic0TenSRkmRjiKEYqesoth+fI7aHvy+6ecXyKEEKNp3AYiJ83e8Dz/vz2nL/gYQkvcE/mzOIZlycNCZxPoph14zdv9FruuXfiE0gl+ofmkBajqqWccmOd5mj1H0n7wsT9BR7Lw/SaUBXqDj2m1kYLJvCdSSmEYBsoKQiDg5yR3p1f1O6mdvh2PSMgiEDCwTHNoqV1jzIbtLb0Dz0ojFh3xDA+u3gqrFkowIsQIOdvp3v3tpoQrqsi1ZcF1cTDJGjFi0RAl774AXHfG98zkbBIpG9v1UAq27mziZ0/v7j3XXliR5KNVm4l27gX83eDN9nQ2mQvJByMk0zbhoCISgvYuvybPD0BiGOHoGdNqi9XNSm68CCGGYtwFIm6yE7szOGyBxljhNe/A3fk8pDogVok592qM+nl+wBVv6av3aDvESZ+zYUGkDGPeSsxZl57xWK6r2dmUYvPeOFv2x0lkCutHJpqdLAoeYlFlginLVmA2TOz3fZThz+JQVhDMoL/TYQZODjpOWG5vulXQT7cKh8bdt+EZrV67G8vyP0eAcNAii8Pqtbvll/MYNZwpPWJ0nM10757dlHjGpT2jsdoOEdj3HUqDHrEJU3p3ZUvxb4SljjbzF//6HO8e9dOqGmpifPy2Bb0/33nbJZ7yu2EpBZ2dCX721E627PVngpRbOf548g6mxLdCp3+SVHWz2R55D6/v90hmHbK5HEqBk9UoQ1FdHuPBJ/ay95hNLBLkzqsHdrE/0t2s5MaLEGKoxt0VoOfk0a4z2ssYVl7zDr81rbL8oX2pOO7rj+BVTUV3HYFUe+ELrCBUNEC81X9+IASOjbfjOVS0vN9J47bjsf2wH3xsPZDoLYrsMaUcFrpvs8jcQ53lpwaQ1XivNaMuvcdP71IKwzRQVsgPOEy/Va53fKBxirhQAZZpEAmZBIMWoWHopjWWtbSnT5qVEgqYZ1XgKkbOcKf0iNFxNtO9u9avIZ5xaUv5JzFbWeA5OPkcXZ1xKirLe5+bSaU4mAxyKJ5AKf/8drglyX/8YhN/9aGlzGwoJ5XzB9VqN88f1u/lN680k3M8TFzeX7eXy7wNGPHuHWgzgDH3amJLbmL/0ztxvTh528E0FEqBZZmoYISjdpjmIzks06Cta+xc7MuNFyHEUI27QORc5O58HjBAO5BKgpP1Z5E0bet7UrS8r8tVzSycF38AwVjfgL9AEGz/vXoCkaztsu1gkk1747x1MEnOLswxm1EX8aebzyijfOMP4Vj3bothogIhlGlhWGFo2YE194ru2g5jQIEH+PUelmH4ReZBs/eX1PmgripKRzxT8DnnbHdIBa5i5J1tSo8YG86mHsLpbKU9070z0Z2B6igTRyvsTI6ykr73TKezPJd9D4ahetNVo0GTWNjisbW7+fSqhRjaZe+BI/zk6f0cbssCmktjTdxdtpFQrqP7qArCpf7NpYMbCU6fzcHWJCURfzhhOucQDIexzRiHuvJUl0M46N/EGcrF/kjt+smNFyHEUJ0/V4ZjkE62+R2ujh0Er59dHsPEaLwWo2E+VNQXFmynOvzdkONZAdKJBDve6WTz3jjbDiX9gYjdlIIL6mMsmVnKoullVJT0dV+xM3GMYAQViqIsyx/GaOdxUx3oZhvT6H7uGTLhlIKgaRKJWAStc6PeYyhWrZzNg6u3ksUhFDDJ2S6Oo1m1cvZoL03042xSesTYcTb1EFZFLVbbIX8npFsAl1ZdyTOZBfxlSUvvez7etoi38zVYpn/BXRoL4DgebV0ZApYim+ji0bV7eentdjQwyWzn4zWbqc0fhp4GhIEwRCswTQvD8Hf7E5ufobp8BYlUlurKEqpCMTqzinQyh+Pqk3aSB3OxP5K7fnLjRQgxVBKIFJHWHrr9EPrd7f5U83jLyU+yQhCMAAaUVGAuuL7/N4tVQjoBgSBJN8CbqRq2JCbwTrYa9913e59mGoq5k2IsmVnGwumlBXetlFIYll/joSfOwmvejZdLolPd3bK0Bxio0prTfl49aVfh7nqP4DmedjUQyxrrYNVCVq/dTWt7mlop3hzTzialR4wtQ62HKF9+B4F93/HTsZRJABdLeTybXcABczoNH/vT3uemvreOSKaLWMTCMg3iqTwhEyaVK0w3w5f+azPxjEOpynBP5VYuYieq+7SqJs5FdzVDuBTLUL03mJQZxI23c8uVM1mzvomjtoWTc8nm/ZsYDTUxcrY75Iv9kdz1kxsvQoihkkBkhGknj27Zhde0zZ9qnk0WPiFUgqqoR3c2gRXxU6wcG7SDOffqU75vYupVbHptC1syDezJVfW2lgQImIr5U0pYPLOMi6aVEg35gUFvV6tgCKwQ2rD6ajxmXYF3eAfkMn15CVpDKIy58JaTjq8UBEyTcNAgFJTgoz/LGusk8BgnpMWpiM1aytG5d2Fue4oqlaRDl/BsdgE77Ml88IaZBc/9wLUX8N9PbONIWwrDgNoY5NNpDrWZZF0TC5ebotu5MfImlu6uAymrxVz8XgINc3HW/h90NoFSod73VJZFsHYuCxfPxYlU8+ja3XS0p4mELExT05nIkc46lMWCVJQEB32xP5K7fnLjRQgxVBKIjACdifuzPZq2oVt3w4nF9WV1fvH3pPmoqikoZZyya9bx2uJ5Nu3zp5vva/GAi3o/FjIcLqwPsGT+JBZMLSUU6EuJMkwDIxQBK4w2AoWzO7pTrcypi+DqT+K+9ohfIA9QMRHrPff4H6Mv7SocNgkFrPM27Uqce4rV4lSMHf21m731njv42VNz+eELe8nkHCIhiw/eMJMP3+ifi3vmgUysjnLbFTN4acM+Ots7aO2wSTpBNLA4sJ/3l22iVCf882swinHhjZgz30MkHKQkGiC39Aban/0Jrt2BCoQwo+WAonTRtSjD5OLGOi5urCvoRjWhPEynmSORyuO6mvLSIJap+N7qrQNqlzvSu35y40UIMRQSiAwDrTV0NeO9uw3dtB3dcbjwCcpA1cxANTT6Becl1Se9h1E/r99uV0c6cmzaG2fzvjiHjhUO0IqGTBZOL2XxjDIaJ8cKAgNlGJiBIATCaDOEN4CBgObURb1BR+/7KAhaJuGQBB/i3DbSLU7F2HG6drMfvnFeb+DRQ2tNOmuTTNs4nsbwHBbUmzC/kp+9kCHhGEwxj/GB0jeYZrT4AYhhYsy+HGP+dQQjUUoiAYLHpVUZwQgqWoZ28ripTgwrwIlFeCd2o6osDXfvkBjkcu6g2uXKrp8QYiySQGSItOugj+5FN23z6z3SXYVPCISPm2o+FxWM9P9GJ76v1rzblmPTvjib98Zp7sgVfLzEzLMw3MSiqiTzFi8kMGlS78f8mg8LFYqgzRBamUOeshIwDWIRi3DQ/6UnhBDnisG0m+0JQGzXQ2kXI5+ioyPBo+uaeW1XF+UqzcdiG7kktLf3NaphPuai2zBKJxANWcQiAbKHt9G6+Rmy8S60YZElTDalKY9EiVaW49kn12ucqhvVwZYkdVWRQbXL7dn1O/zMI2SOHqHdK2F7yeVcmp/EsmH5VxVCiMGTQGQQdC6Fbt7pp1wd2QlOvvAJsSo/8GiY7++AnGGqeQ9Paw60Zvzp5vsSHI0Xvq+lNFPCKW6ObGZOLIERCPh1JJv34RkKa/J8P/Uq0J16dRYzHgOmQSwaIBqyCrt0CSHEOWIg7WazOYdE2ibvuChcjHwaO5tm3Vtt/OrVVuxcjpvCb3ND9G0CdKffxir983BXM94bjxJbfD0lMy8ic/Btul7+FU6wlC6zgvL0IUJ2lhxlHM0FqamASOjkeo1TdaPqWe/p1t+f7flJPHj0WixLEQqZ5LIum8fILBIhxPlJApEz8OJHcQ+9jW7ejj623y/g7qVQ1VNQDfMxGhqhrG7AF++ep9l9JM3m7rSrzlRhHUl51MRwcpSHPUqDipu9l4jqNDYxQkqhwjF/qvmR7ajGq/Do3rUYYhAiAYgQ4nxxqgv8hpoS8rZLIm2TyzuAh5FP4+bSHG5N89ALTexvSbM0uI/3VWyiwkj5Lw6VoKYs9Gc/OQ4qGEXlkyTXP4oVMEnt2oBZPoHW1gT5TBobBxNFCWnyBOlI5Aib7kn1GqfqRjWppmRIHbTOZvBgfzU1ErwIIc6WBCIn0J5LvmUfmf9/e/ceHEd9JXr8++vuec/oadnClrHwE2P8AkIwIRhD4kAEGHPzcEKcsCS32C2yVJK95bCp3E1liySESoXAstlUXXIJedxkkw2ExcTGWS9mg2EN5uEXBvyILMuWZdl6zXumu3/3j7HGGkuyJdkaPeZ8qhKjUc9Mz8/u03P6179zGneTatyF3XVGRRHTg5oyB2PaZaiL5vepQnI2jqN572iuu/mOxm6iycLu5hdV+lgys4yll5Sx6dUDxJMOXit31avcjZNUXpKORShcBaaBm07jtB7AZPi3Tnktk3DQIuDznHtjIYSYAM78gm87LkGfh1uWzeBEVxJcjbITuKk4iZTNH984zuadJ7nYaOMrZa9Tb53IvZBhYsz9MMb8FdhbnwLTi+X15i7mGAGwvCQP7sDpbAPDJJ1MYChI6CARohjYKDTKSYNDn/UaA1WjAoZVLne4jQfPtqZGkhEhxPmQRARwMylSh/eSOrSLVNM7uKl44Qb+yOlbribPRlmD/9KetV32NueSj52HoiTShcnH9En+fHfz2srTpRw7YymCpzromoYiGawl6IVUVuNmU+hkFp1No8KThvx5FbkEJCQJiBCiBPV8wf/DS/uJJ7PUTS7j6sumMKM2gsok0akYtuOw61CUf/1zCzrRwecCb3KlrzH/GqpuIeaiW1DhapQCFe/A9IdQysDwh1C+IG4mReboAayKGuxYB5Zp4DguGcNHwrXxksVHmoRVQfXNn++3WMKA1aiGUS53uI0Hz2cmRQghzqZkExE72k7q0G6SjbtIH90HbmGC4Kmuw19/OZnqOTjlU1Fq8LMOqazDO00x3jrYze6mGOlsQcFcLpkSyCcfk8q8/b5GZcRPJusQDAdxTT+vJxZxbdd/YmDg+sty61Ncu98eHwN5t/Ek2/YcoyOaJhzw0vChS+QkIoQoSVfMm8y8GZXEkxlcDcpOoePt2NksHbEsv9vawjt/aeemwB5uKt+DR506R1ROw1xyK0ZNrreIx1SEgx46yyfhZtOYkWq06+ImunEzCayKmnzFqsoAtMU0lptFY/KccQP73ence/siQrOGFouHUy53uI0HhzuTIoQQ51IyiYjWLtm2ZpKHdpFq3EX25JHCDQwT39Q5BOovxz9jIVakCoD2riSuc+6FF4l07urZWwe72Xs4RrbXc5SCOReFWDozwuL6MirC55iFUHDjB2fy3OttHI1rXNem0Z5Mp7OM1ZP2Q6YTFanBXHRLn3K7/b6cgkMt3Wx4pZGM7WAoxbFErKSm1uX+ZiFEj3wpXsdFuVlUKoadTeM4mpd2t7P+9VYWqv18s+JNyo1k7kn+CObCj6Hqr0QpAwX5iljKUJRfcztd29Zjx9pRyiwoj9u7YlUw1sJxO8SW9OVEq+q5t2FB0WLRcBsPDncmpVgkvgsxfo1KIvL444+zYcMGAJYvX866detG5H20nSF15P1TMx+7cc8osWv4gvhnLMA/YyH+6ZdiDLLEbo9o0mZnYy75eO9IHKdXuSrTUMybFmLpzDIuDxwj2PgC2f0nOfmunx3ZScz0nKDaSuGpqC5oXmiaJioQYebcWm40Imza1sTJriTV5QFumFVHqO0Qui2OjrVjH32XtOXnNRazKb2IgDdXrjeVcZhUHuDyWVW0nExwojNJW0cS08jNtEBuvUpHNMV3f/Yal9ZXsXBWNbsOnBx0IB8LgX8w+7B9bytPPf8OTa1RPKaiMuK7IPc3xw+8eUGb3/X+LEGfhUaTTDtyUhUlYbDH8mBiztmOzXTapn3v66R3bkLZSVSwAuoWo6bM4eA7e/nNtm68Tpz7gtu52DoJQFYbbEvPZmvnXJzjNpHQm0wqC4KCiznGsvIj+NwkbqwLJ5PAQIFp4a2ZXvDeezPTePTI9STTNrPUYVb4dlOdeJX230b4tl5CesplF+xYP1c8+e7ffGhIrzecmZRinSNk/YoQ45vSWp9Hsdehe+WVV3jsscf4+c9/jlKKL33pS3zuc5/jox/96Fmf19zczE033cTG3/+aaRfVDridk+gm1bSHZONu0s3vos8osWuVT8Zfv5BA/eV4p5y7xG57V7JgdqMzluXtxlx38/0tiYIiWh5Tcdn0MEtmlrFwRoSgz8x1TH/zD2QcRUfSJaDShEiSwE/C9eMxHAyt2V12PbOu+TCXXHIRmr5Vq5ymHdhbfwGZJKRjQK5AlqMVSsFL7hU817UAgLrJIfw+i/auNJZlEPJbNLZEUQpqKnLJVltnEgW4GioiPjqjaSoiXirCvvxJ5t4BAnnvwN/7pDTQ9iNhMPvQs01HNI3juigUGk1NRQDTVFSWBYZ8QobcF52TG58A0ypoDFZ985eGlYz0/iy2o2nryF2BranwY1lG0cdWlLaeWLt582bq6upG/P2GciyfK+YMdGyWfeQenNrLSR58C+etZ1HKxMmm0ckYXSmX/9f9QdoyXm4LvsVS76H86zVmq/n3xJV069yVf7/XJBz0kMk4zI90cl1gP24mQTB5EqU0KIURKCPrGmwyPsybsSn5L+E/e34Pza0xLvU0c6d/G7Y2yWDixcFSDi9wHU1m/Xkf6yMVT3oSi8HMpBTzHPGNf9naZ7YmlbGHHd+FEMVV9BmRmpoaHnjgAbze3NqIWbNmcfTo0YJturu76e7uLnjs2LFj/b6e1hq749ipW652k2ltpKCGrVJ4a2cSmLEQf/3leCqGHgRPdGfy3c3/0pos+J3PY7BwRpgll5Sx4OIIPk/hWhLnvZdAWUTTDkop/GTRKHzaJqYNHF8Yb8DHzOx+ntw0nU9+xMvls/ouQHd2bgDDgkzPPbkK0BgKXBTXsIsXg0uIBLxkbZeOaIJE2s5VxQp48HpMMrZDZyx96tkKFHgtg0TKBgWJlE1lxH/OhYhjYeHiYPahZxvH1ZiGAhSuC52xNFMnhYZ9f3PXq8+CaWF4crNLyuPHpW8zsuF8liNtcQxDgYaueIZpNWFZFCpGzFBi7UgZyrF8rphz5rGJx4fjarq2PY/3Y7Nx39uCm0qi0WgNr8Wn8kL7TK71v8//LN+LpXLr+bLaJO560Si6dRBDQSTowToVLy1/gEuNwySjUUJOFw4aj2mhtYuditNhB7hMbWNf4M78FfoTXUkMBTd495xKQnKfpefPD+odHLUuOe9jfaTiyVDWpBTzHCHrV4QY34qeiMyZMyf/342NjWzYsIFf//rXBds89dRTPP744wO+hnYc0sf2k2rcTfLQbpzuEwW/Vx4//umX4q9fiP/iBZj+0JD303Zc1r/Wyku7TtB0IlXwu6DPZFF9hCkRg+aWdjrbjrMj1U3EO5U50ysLXyjeAZ4AtmtjKDBwwPTi8QfxGJOw0yni3VFCbhIUbNrW1G8ioqNt4A2BPr3wXWtQSqMx8BlZgj6LjmiajJ1bVGmqXNUuyM16HG9PkMm65NuEaEVFxJe7bavXtnD2QD4WAv9g9qFnG49lYDsuhsqtl8na7nnd32x3Hu9TtllZfZuRDVbvz5K1XUwjl0r3/H3ISVWMlHPF2mIYyrF8tm3g9LGp0biuxsXACFej7CRO9CT2sQPgCdBmB/l921wq3Ha+Wr6BiJGL8Y426Hb9pPCAhgojjtcyKAt7ydguGdfE9Uc4GncJOs1krQAmzuk+Tii0ncUmQgWx3MWnU1/Cey6IVBtR4tpXuN+YVKroBTnWx0I8KeY5YqyvXxFCnN2oLVbft28f9957L+vWraO+vr7gd1/4whdYvXp1wWPHjh3jrrvuouPlf4NoEzpTODNhhivxz7icQP1CfFNno8zzK0v7nztP8IsXm/M/RwImiy/J9fiYOzXEwaOdPP/yQUxTEfSaxBJpnn/5IA3XzSxMRkKVkIhiGQpteVH+yZgGZJIpkol2lNL4TYcuVYbXNDjZlexnb0BFatDxTlBGPhlRCvSpG47SroeTsTRo8Fi5k2LGdvGe+u+Q36Ii4iOVcchkcwvWq8r9hPwWnZZBxnby28LZA/lYCPyD2YeebXqSLRcNOvdlYDCVYgZiVUzGjnWgeq66AtpO92lGNpzP0pM09f57lJOqGClni7XFMpRj+VwxxyyvIRvtQHv8GN4QpmXhdrfjWBYerbEDVWxureFgIsTtgVeZZnUAuVtUU8pLXAVzPdI1eJRNjDBlYS+2A9ob4kTSINqdu923wxehkhQOJiY9F3E0NiYebLpVJL9fPo+JYSi0hpNuhDKVzM+EAFg4dOjIBTnWx0I8KeY5YriVwIQQY8PwO+GdhzfeeIO7776bv/u7v+tzEgQoKyujrq6u4H+1tbl1IelDu/JJiKfmYso+0MDkT3yd2ru+TeWHP4V/+vzzTkIAllxSzgfmVHDTomq+tqqe762dx2evn8r86WFMU/HyjqOYpsJrmSiV+7Pn8d7MectRHovKmkkof5h42sbpOk4smQVcfIaNhctragkZ26W6vP8F8+aiW8C1wdsTyHX+/xWa14xFuSuAWlMe8hL0W6Ah6LfQWpPK2HhMg/9115V84+6rqYz4clfKtO5327MF8jtvmI1t57YbzPYjYTD70LONacCkCj+GUrgaaieFzute5fJlq8Cxc/1cdK6vS091nPP9LOVhb8Hf42iMrSgdZ4u1xTKUY3mgbbK2S2c0TbZmLmSSmJkkuuMIdmsjbjqKOW857x+J83+OLuQi5wh/E9mcT0IyWOxSl2LjwcTBULkkxGdq9vgWYRs+OnSYQ+0u3fFsbiYa2G4txdQ2KbyYCrRrA5oMPkwc3rRO36aZzjrUTQ5TFvKyJbMASzl4yW3vxcbCYZtafEGO9bEQT4p5jrhq/hTuvXMRlWUBYsnc2hBZUyfE+FH0xeotLS2sXr2aRx55hGXLlg36eT0LKH/95VupX3INgRmXY4bKR3BPc85crN7jh79+g6A3l4T00FqTzDh89TNXAqCUwvT5cdoPY+94gXRbM63ZIO9npjDLbCHidtNtlLHdWMr7bh2Oo1mzcl6/t2ZBbsG6u3MD7olDkE0BGtfy84axhD+lFxM4VR0llc5deeqphNXf4sIzFx6ebdv+DGXh4kgZzD6M1H6OVNWs4+2JPn+PUjVLFFOxF6vD8I7l/7FiNotmTyKetEmksziHd6F3rEcnYzjdbWBnwTCIzbqRjScvofrIn/mw/938OhDXsMgEqtnUPZej5lTq1TGu1G9TQRTT8pIMTWNzZiHb2qtIpB201hiGoqrMR8jvJZm2WRpu5SOBPfgSrWDbYFqkQ1P4fdtsDlsz+izUhtz6CV/rO1xr7KBSRenQEV5xF49I1azRjCdj4RwhhBj7ip6IPPjgg/z+97/n4osvzj+2Zs0aPvOZz5z1eYOtmnWhDZSIPLl+D7FEGq91uupWxnYIB3381a0LMD1eVCCMNrwMNMC7D5woKM+78oMXD5iEWIYiFPQQ9Hlyiw+FEGIEjEYiMlRZ2yGWyJLM2AAoJ0PmP36M03EMjNxEv6thW2cNxxMWN/l3ETZyhTocfwXepR9H1S1CKcW+wx28vOMo5bFGVnjeJlQ1CX+kAjfRiU7Fh1UNT76ECyHE4BQ9ERmusZaI7DvckV8j4jENso6L1nD7innMnjkN1/JBP2V4+9OTkJzoSjLpjITEMhTBgIeQXxIQIcTIG8uJSNZ2iSezJNJZ0KBcGzIx3jvQStXWR4lrD5ZhELMqeTNawzXWXi6ycv2jHMOLddkKzHkf7nP7rgL0q7/I5TCa/O2/bjaFFa5k6ue+XeRPetpY6NkkhBAjpWQ6q19oc6ZX0nDdTF7ecZTueJramnKuuWImM+trcQeZgEAuCfnNpvcwTUXIZ9IVS/Fvm/cR8FlcNX8KAZ9VcPuXEEKUGsdxiSWzxFO9EpBsHCeV4v2mdp5/+SCrzBAeMmyLT6feamO1/7+BXHVB5+Ir8S+5BRWI9Hlty4Cy8ggdTgbX1qhelQnPpxrehSDN+oQQE50kIudhzvRKLp1Zg/KG0B4/GjXgbVgD2bStCdPMNX2yTEVlWa4S05Y3m7l+6di6GimEEMXkOLkZkHgqi6vB0DZkEjjpJNrNRduewiFbswuY4TbxscBOTJX7Xdz1sl/XUV73Ueb0k4T4/V7KqyvxBiN0ebxnrYZ3odeFDcZY6NkkhBAjSRKRYVJKYQaCaE8Y9zxmLE50JSkLWJSFfPi8JsmMQzKVpbW9/zK+F4JM9QshxrK+CYiDkU3gpJJo1y3Y9mRXgjluI8s9Owl5cqV1464XQzvYKGYYrbyx/XXmTF+Zf45pKMLlZUSqqlBGbp1f+bJVnNz4BC6pgq7s5ctWFXZs94exYx25n4exfmQoxkLPJiGEGEmSiAyD6fGighFcNfQywU7TDpydG9DRNlSkhg9VXcYh82JcV9MRzS2mHMk67zLVL4QYqxxXk0hmiCVPlcnVNkYmgZNO9UlAHMdl17bXWWP8B1M8ue7waW3R5QSwMQCFAizHZk5qJ5BLRPx+H2VVVfhCoT6zHKFFK0gf2t1n1uPoL79V0LFdefy4pOh69dkRTUTGQs8mIYQYSZKIDIEyDUx/GO0JDGkdSA+naQf21l+AYaF8YYxUNyvsl/i3rqtpOqPU42DrrQ91dkOm+oUQY1U6YxNNZFGujcrGTyUgfW94PXKwkcT2f2cBR8AEVyvedmdxiW4uSEJQYGuTMhXHMA3KyssJVVZgGGa/sxz2zhf7rZLV07G9t8GsHznf2Wdp1ieEmOhGpaHhuKMUlt+PGa7C9QTRw0hCANydGzBMDx5/AI9lYnr9+Pw+7qzZP6xmTD2zGx3dyYLZje17Wwd8Tmt7Ap/HLHhMpvqFEGOBttOoZCdO9CR2MtknCUl2d/He+l8y6fWfUM8RAI55L+bQgrt5w/MBOnUYD06vFyRX1bBiBtUXTSVSXY1x6lasrlefzc9yKKVysx2mlXv8DFbF5NytWmfsa8/6kf4MJz6fSZr1CSEmOpkROQfDtLCCYbTlY7iFjpWCgNeiO34Cwx8pqIKlLB+BVCff/fKH8lfP/uXpnQRPNaFKpp0Br6QNZ3aj91R/PJmlM5Ymk3Xx+yy2722VE5wQoui06+DEOnHicex0Jv+42/IuznsvoaPtHM2Gqc62MlNlQcFJynEWfJy6yxazv7mTTPYgr2fn8BHfDtA2WSzKQx5CAYt0qpW2X3wDFOh0EqtiMpkThzHD1QX7kbINEoeb+N/f+VNB3D3b+pGBXKjZ56vmTxlUc9mJsOZvNAoCCCFGl8yIDEAZCjMQgfAkXHP4SYjPY1JdHqCyzI+nYsqAV9V6Xz0zFBxujdLcGsNAD3glbTizG3feMBvb1nREU7R1JsnYufuu/V5zyFfrhBDigtAubjZD70DrtryL88YztJ/oojueZprdjF9lSbhe9tXcyKTV65i2YAlKqXzlrBOBi/lTajFJM0J1dYiA5dDZESWayJBqO0ymrRmtFHasA51O4Ca68u+XSGXp7IrSocN9ZjBCs66g+uYvYYUr0akYVrjynI0OizH7fCFmXcaKnlvl7FhHQUGA+IE3R3vXhBAjSGZEzqQUhi+EGQjlqqmkEuw+0DZgw8GBWIYiHPIS8p9e0H62q2qPbzp99exIWzzXvFBDVzzDtJpwv1fShrOQ8ar5U+DORfzgV2+gNXg9JhURHyG/RSoja0WEEMW3c/8JNm95m2Qyi0Zz7aKp1L37J7piDtVGJxjgaMWebB0ewyUw+2osj5Xvin6opRvLVJSFfaQnz+NF75WsiK7Hm4rhmn6qjS40CluDjnXin1SH64/gJLpRXj/K8hHtjmHh8LbnSpRSfWYwQrOuGNLV+WIsNJ9Ia/563yoHxSsIIIQYXTIjkqcwvAE8ZZOwQmX5ko57G0/ym03v0RVL5RsO/mbTe+w+cKL/V1EQCXiYVBksSEKAs15V6331LGu7GCr3WtlTMxb9XUnrmd1IZWy0zv05mIWMV82fQijgof6iCNNqQoT81oDvIYQQI2n73lZ+ufFduuNp/D4DO95F98v/itneTLURBeC9bC1vZy+h1hNjmtXJyzuOsu9wB8+/fJBYIo1lKrw+T64ISHgSNhbhzAlsZWKaBibOqR5PCm1nATBDFRi+YD4ed7l+tnhuoMmqz+/b+cTE4cbnoZhIa/7szuMoy1fw2Gg3lBRCjDyZEQGU5cEMRDC8/j6/2/Jmc77hIOSCfBqHTduaCmZFFBDwWYSDXjzWwPndQFfVel8981gGtuPmFlqeeq3+rqT1zG48vWU/x9sTTB7C/cFSFlIIMRY8vWU/lgEBNLMSO5mnd+AzbQBa7HL22tOY6ztOlerAxCZKiM5oKn87VtDvIRSJ0GV7iGbhSFMHZSEvJ50wlZ4UDuBgYuICGptcLNd2Gm/NdKZ+7tsA/ORftuZiYq99O5+YeD7xebAmUhy3KiaftaGkEGJiKu1ERClMfxgjEEKp/pOH9q4U3jMSC69lcLLrdMNBn8ckHPQUnAyGqneZxvKwl7aO3OuXh3xnvZJ2roWMg3k/KQsphBgtre1xPhRu4orYf1FGHBTEXB//mV7APE8LS/xNOHgwsbFweYtLqYj46YymqKoIofwRXNOHGU/TfiJKKusy46JydvEBbrS3oHSWBAHKiKHRpFSYUDbVZ7H5SMTE4cbnc+lZ1P1XqRYO2z5ed5fS4rtkXMfx4RQEEEKMfyWbiCjLixkqw7C8Z92uqtzP4dZowfR3xnaZUhXEZ51KQHznP4xnXj2bPiWSO2mmHSrLAhf8SloxrtYJIcS5NPjfYknsNQBsbfDn9Dze5DImV4WomDGL+DsvUW7EiRLiLS7lkFPLbUun8eaBKG1JA2yDlpZOuuIZTEMxfUqY7/7Nh9i+dzYbn3ZYxttUqCgndAUAkwIKK1zZpyLTeImJvfuf+CPl1BlxqhIv83xSE6+6dEzu82CEZl0BN39JqmYJUWJKLxHJz4KEC8roDuSGK+r42fp3SOPgtQxcDZGgl0/eNJdJlYELumsjdfVsrLyfEEKc6dKpATgI+/V0tuirSHl9+LXLh5dMpW56JfsqZ/HvO47SGU1REfFzx1UzmD2nDrM8xdMv7qO5LYrj5NbS2Y6mO5Y5XYr8zlt5esulBYnFnLPEvPEQE89c1B0Mh/H7LP4q3MTUz31xlPfu/Ay1IIAQYvwrqUTE8PgwgpFzzoL0Nr++mjUr57F5+2GyWYfaSSFWXj2DpfPkvlUhhDhf8z99H7t238zuVw8QTmYJnqqaNWd6JQCzrFbqwy+jrBhmzQzMyBT8wTDXLq7md5v3oTVoFB7LwO81SaSyfPdnrzGtJnzOXkzj0XC7vAshxFhUEomIMi3MQBmGr+9i9HM/GZbOncz1S6cR8HnOvb0QQohBU4bJwgWXcOm0CKl0hq54Nv87t+VdnLeexQxWoCqn4na3oV9+Cm/Ei1l2BfG0Td3kEEop4sksbZ1JFOC4msOtuYpbNRX+fH8NJkBXclnULYSYSCZ0IqIMEyMQwvCFBnUbVn8ipxahD/f5QhTbROq0LEqbe/C/sSpqcbWCRDeWaeBannxvid5VozpjaRQqV8IQBtWLaTySRd1CiIlkQvYR6emKbpVPwvQPbi3IQAI+jyQhYtyYSJ2WRWkzPV5M18bJpDHsBKapAFVwG1LvXh1Z20Wj0TrXg2kwvZjGo+F0eRdCiLFqYs2IKIXhC2L6QyhzYn00IQZjInVaFqVJGQZmIIT2BNHKwrC7C3o89b4NqXelq9b2JIZSVJX76YymB9WLabySRd1CiIlignxbVxheP2YgjLIm9jqOnvrxUt5Q9Ke1PUEkUHhYT5QrwWKCU6A8XkwrgKssgj6LyHWr6dj0U9zswLch9VS66pkNNA2G1ItJCCHE6BnniYjC8HgxAmEMj2+0d2bE9a4fr/xh7FhH7meZlhenTKROy6KUKMxgBEN7UfEslWEvQb8Hyq7EMNSgLr4UuxeTEEKI8zduExFleTED4YIp+4nuzPrxyuPHJZVfuCnESHSHFmKkKdPCNMNYWYfqCit/OxUM7Tak8dAHZCAy2y2EKEXjLhHp+K9/pWblpwjNumLIi8jHc6DfvrcV63ATcdeLZdpURnwE/R6pHy8KjJfu0ELA+I7JF5LMdgshStW4S0ScTIr2Tf8X9TE1pAA9ngN9z73Pn1VhwiTIOoq2ziQ1FeA3HakfLwqM56vConSM55h8oclstxCiVI278r3KdcAwc4F7CHoHeqVULuCb1pBfZzT0VEJ623MllnLxKBuFJtodk/rxQohxaTzH5AvN7jyOsgrXOcpstxCiFIy7RASGF6DHc6BvbU/g85g0WfVs8SwnoYIEVJou1y/144UQ49J4jskXmlUxOVcRrBfpli6EKAXj7tYsGF6AtiomY8c6UJ7+69GPZb0rITVZ9TRZ9aQyNpVlAW6UJEQIMQ6N55h8oUm3dCFEqRp3MyJudngBunzZKnBs3GwKrTVuNjVuAn3v7sFaa6mJL4QY98ZzTL7QpFu6EKJUjbsZEStURvXNdw05QIdmXQE3f2lcVmiRSkhCiIlmPMfkkSDd0oUQpWjcJSKT7/gqobq6YT13PAd6qYQkhJhoxnNMFkIIcf7G3a1ZQgghhBBCiPFPEhEhhBBCCCFE0UkiIoQQQgghhCg6SUSEEEIIIYQQRSeJiBBCCCGEEKLoJBERQgghhBBCFJ0kIkIIIYQQQoiiGzd9RBzHAeDYsWOjvCdCCDH21NbWYlnnH9Il1gohxMAuVKwVOeNmJNva2gC46667RnlPhBBi7Nm8eTN1w2z22pvEWiGEGNiFirUiR2mt9WjvxGCkUil2795NTU0NpmmO9u4MybFjx7jrrrv41a9+RW1t7WjvzpggY1JIxqMvGZNC5xqPC3WVTmLtxCJjUkjGoy8Zk0LFirUiZ9yMpN/v56qrrhrt3TgvtbW1kkWfQcakkIxHXzImhUZ6PCTWTkwyJoVkPPqSMSkk41EcslhdCCGEEEIIUXSSiAghhBBCCCGKThIRIYQQQgghRNFJIlIEZWVlfPnLX6asrGy0d2XMkDEpJOPRl4xJIRmPc5Mx6kvGpJCMR18yJoVkPIpr3FTNEkIIIYQQQkwcMiMihBBCCCGEKDpJRIQQQgghhBBFJ4nICIrFYtx66600NzcD8Morr3DbbbexcuVKHnnkkVHeu+J6/PHHaWhooKGhgYcffhgo7fEAePTRR/n4xz9OQ0MDTz75JCBjAvD973+fBx54AJDxWLt2LQ0NDaxatYpVq1axY8eOkh+TM0mcLSSxtpDE2YFJrM2RODvKtBgRb7/9tr711lv1ggUL9OHDh3UymdTLly/XTU1NOpvN6nvuuUdv2bJltHezKLZu3ao//elP63Q6rTOZjP785z+vn3vuuZIdD6213rZtm16zZo3OZrM6mUzqFStW6L1795b0mGit9SuvvKI/+MEP6q9//eslfcxorbXruvq6667T2Ww2/1ipj8mZJM4WklhbSOLswCTW5kicHX0yIzJCfvvb3/Ktb32LyZMnA7Bz505mzJjB9OnTsSyL2267jY0bN47yXhZHTU0NDzzwAF6vF4/Hw6xZs2hsbCzZ8QC4+uqr+fnPf45lWZw8eRLHceju7i7pMens7OSRRx7hr//6r4HSPmYADh48CMA999zD7bffzi9/+cuSH5MzSZwtJLG2kMTZ/kmsPU3i7OiTRGSEfOc73+Gqq67K/3z8+HFqamryP0+ePJnW1tbR2LWimzNnDkuWLAGgsbGRDRs2oJQq2fHo4fF4eOyxx2hoaGDZsmUl/W8E4B/+4R/46le/mi+ZWOrj0d3dzbJly/jnf/5nfvazn/Gb3/yGo0ePlvSYnEnibCGJtX1JnO1LYu1pEmdHnyQiReK6Lkqp/M9a64KfS8G+ffu45557WLduHdOnTy/58QC4//77efXVV2lpaaGxsbFkx+R3v/sdF110EcuWLcs/VurHzNKlS3n44YeJRCJUVVXxiU98gscee6ykx+RcSv3fTA+JtYUkzp4msbaQxNnRZ432DpSK2tpa2tra8j+3tbXlbycoBW+88Qb3338/3/jGN2hoaOC1114r6fE4cOAAmUyG+fPnEwgEWLlyJRs3bsQ0zfw2pTQmf/zjH2lra2PVqlV0dXWRSCQ4cuRIyY4HwPbt28lms/kvDFprpk2bVtLHzbmUepwFibW9SZztS2JtIYmzo09mRIpk8eLF/OUvf+HQoUM4jsP69eu5/vrrR3u3iqKlpYX77ruPH/zgBzQ0NAClPR4Azc3NfPOb3ySTyZDJZNi8eTNr1qwp2TF58sknWb9+Pc8++yz3338/N954I0888UTJjgdANBrl4YcfJp1OE4vFeOaZZ/ja175W0mNyLqUeVyTWFpI425fE2kISZ0efzIgUic/n46GHHuJv//ZvSafTLF++nJtvvnm0d6sofvrTn5JOp3nooYfyj61Zs6ZkxwNg+fLl7Ny5kzvuuAPTNFm5ciUNDQ1UVVWV7JicqZSPGYAVK1awY8cO7rjjDlzX5bOf/SxLly4t6TE5l1L/NyOxtpDE2cEp5eNG4uzoU1prPdo7IYQQQgghhCgtcmuWEEIIIYQQougkERFCCCGEEEIUnSQiQgghhBBCiKKTREQIIYQQQghRdJKICCGEEEIIIYpOEhEhhBBCCCFE0UkiIkrCPffcQ3t7+3lvs23bNm699dZzvt+8efP6fa3Nmzfz4IMPArB27Vo2btxIc3MzS5cuPedrCiHEWCexVggxFNLQUJSErVu3XpBtztdNN93ETTfdNOLvI4QQo0FirRBiKGRGREx4f//3fw/AF77wBV577TXWrl3Lbbfdxu23384f/vCHPtu0tLTw4osvsmbNGu68805uuOEGfvSjHw35fX/0ox+xevVqVq1axYsvvgjA008/zb333ntBPpcQQowlEmuFEEMlMyJiwvve977H008/zVNPPcWnPvUp1q1bx8qVK2ltbeWTn/wkM2bMKNimsrKSdevW8dBDD1FfX09raysrVqzg85///JDet66ujn/8x3/k/fffZ+3atWzYsGGEPqEQQow+ibVCiKGSRESUjAMHDpBOp1m5ciUAU6ZMYeXKlfz5z38uuG9YKcVPfvITtmzZwvr16zlw4ABaa5LJ5JDe7zOf+QwAc+fOZdasWbz11lsX7sMIIcQYJbFWCDFYcmuWKBlKKZRSBY9prbFtu+CxRCLB6tWr2bNnD5dddhnr1q3Dsiy01kN6P8M4fXi5rotlSd4vhJj4JNYKIQZLEhFREkzTZNq0aViWxaZNmwBobW3lhRde4Nprr81vY9s2hw4dIhaL8ZWvfIUbb7yRbdu2kclkcF13SO/5zDPPALBnzx6amppYvHjxhf1QQggxxkisFUIMhVw2ECXh5ptv5u677+bHP/4xDz74IP/0T/+E4zjcd999XHPNNflt1q5dy6OPPsoNN9zALbfcgtfrZe7cucyePZtDhw7h9XoH/Z6HDx/mjjvuQCnFD3/4QyoqKkbo0wkhxNggsVYIMRRKD3UOVAghhBBCCCHOk8yICDEMTzzxBM8991y/v/viF7/I7bffXuQ9EkKIiUdirRATm8yICCGEEEIIIYpOFqsLIYQQQgghik4SESGEEEIIIUTRSSIihBBCCCGEKDpJRIQQQgghhBBFJ4mIEEIIIYQQouj+P6w1attNLvqNAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.lmplot(x = \"total_bill\",\n", + " y = \"tip\", \n", + " hue = 'sex',\n", + " col = 'smoker',\n", + " data = tips);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Making things prettier\n", + "\n", + "Seaborn has lots of nice defaults, but you will often want to do things like add a title, change the axis labels, or change the color palette. Here are a few examples.\n", + "\n", + "### Palettes\n", + "\n", + "Seaborn has many, many palettes. [This page](https://medium.com/@morganjonesartist/color-guide-to-seaborn-palettes-da849406d44f) shows a bunch of them, many of which are great. Here's how you use the \"viridis\" palette." + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.lmplot( x = \"total_bill\",\n", + " y = \"tip\", \n", + " hue = 'sex',\n", + " col = 'smoker',\n", + " data = tips,\n", + " palette = 'viridis'\n", + " );" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Adding axis labels and titles\n", + "\n", + "Changing labels and titles is a bit of a pain - you have to save the plot (as `ax` by convention), and then modify the saved object." + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = sns.lmplot(x = \"total_bill\",\n", + " y = \"tip\", \n", + " hue = 'sex',\n", + " col = 'smoker',\n", + " data = tips,\n", + " palette = 'viridis'\n", + " );\n", + "\n", + "# This sets the x and y axis labels\n", + "ax.set(xlabel = 'Bill Amount', ylabel = 'Tip Amount');\n", + "\n", + "# For the title, we have to do this ugly code\n", + "ax.fig.subplots_adjust(top = 0.85); # This moves the plot down below the title\n", + "ax.fig.suptitle('Tip amount by smoker status'); # And this adds the title" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Matplotlib\n", + "\n", + "One final note is that `seaborn` is built on top of `matplotlib` and is designed to make plotting easier. Once in a while, you may find that there's something you can't do easily in `seaborn` and you need to use `matplotlib` directly. It's beyond the scope of this class, but [here are some examples of cool plots using matplotlib](https://matplotlib.org/3.2.1/tutorials/introductory/sample_plots.html#sphx-glr-tutorials-introductory-sample-plots-py)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercises" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 2\n", + "\n", + "Plot a boxplot of the tip size by the size of the party." + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.boxplot(y = 'tip', x = 'size', data = tips);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 3\n", + "\n", + "Take your code from Exercise 2, and color the boxplots by the gender of the tipper." + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.boxplot(y = 'tip', x = 'size', hue = 'sex', data = tips);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 4\n", + "\n", + "Plot a swarm plot of the bill amount by the size of the party." + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.swarmplot(y = 'total_bill', x = 'size', size = 3.5, data = tips);" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.stripplot(y = 'total_bill', x = 'size', alpha = .4, data = tips);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 5\n", + "\n", + "Now take your swarm plot and make a facet for each day of the week.\n", + "\n", + "Hint: In order to use facets, you need to use one of the higher-level functions - `relplot()`, `displot()`, or `catplot()`.\n", + "\n", + "Bonus: See if you can figure out how to wrap the facets into a 2x2 grid" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.catplot(y = 'total_bill', \n", + " x = 'size',\n", + " col = 'day',\n", + " col_wrap = 2,\n", + " data = tips);" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.catplot(y = 'total_bill', \n", + " x = 'size',\n", + " col = 'day',\n", + " col_wrap = 2,\n", + " kind = 'swarm',\n", + " data = tips);" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.relplot(y = 'total_bill', \n", + " x = 'size',\n", + " col = 'day',\n", + " col_wrap = 2,\n", + " data = tips);" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.displot(y = 'total_bill', \n", + " x = 'size',\n", + " col = 'day',\n", + " col_wrap = 2,\n", + " data = tips);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 6\n", + "\n", + "Come up with your own question about this dataset. Then, create a visualization that sheds light on that question and make an argument about how it helps to answer the question." + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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I2j0W0lcoItgXb/xtFHR6E3xUcofL6URi8lX6wFfpI3YMIiIir8BC2km+aoXYEYhIBBa9Hjn/W4bqo0fhn5SITrfeAmVIsNixiMiFjhSfxI8n18JoMWJy5zEYnTBE7EgkEhbSRERXIOuTz1GyfgMAoCEvH4byCvR85UWRUxGRq5TWV+DV7R/AbDUDAN7b9wVCfYPQIzJV5GQkBt5sSER0BSoPHLA71h4/AbOuQaQ0RORqR4tP2orocw4WHhcpDYmNhTQR0RXwjY21O1ZFhEOmVomUhohcrUMTS4vGcrlRr8VCmojoCiT85U6ooxp/aSoCA9H5/nshkbIrJfIWXcOTMSNlAmQSKSSQYEhcP4zuxDnS3opzpImIroBffEf0++BdGMrKoAwJgVTBG4+JvM3CPnMxu9tkmK0WBKk1YschEbGQJiK6QhKpFOrISLFjEJGI/JV+YkcgN8DrkURERERETmAhTURERETkBBbSREREREROYCFNREREROQEFtJERERERE5gIU1ERERE5AQW0kREREREThClkN60aRPmzJmDKVOm4OWXXxYjAhERERFRq7h8Q5a8vDw8//zzWL58OUJDQ3Hrrbdi69atGD16tKujEBHZ6PLzUbR6DQSzGVGTr4F/UqLYkYiIyM25vJBev349pk6diqioKADA4sWLoVKpXB2DiMjGWF2No48/DUt9PQCgbMs29F78OnxjY0VORkRE7szlhXROTg4UCgXuueceFBUVYcyYMXjooYfsztFqtdBqtXZtxcXFLkxJ1P4IgoCsqjz4q/wQ4Rcqdhy3UrF7r62IBgCr0YjybTvQ8ab5IqZqW+xniYhaz+WFtMViwYEDB/Dll1/C19cX9957L1auXIk5c+bYzvniiy+wZMkSV0cjardqDXV4ecs7yKrOgwQSTEkeg9v6zRM7lttQBGpa1NaesJ8lImo9lxfSYWFhGDp0KEJCQgAAEyZMwNGjR+0K6VtvvRWzZ8+2e15xcTEWLFjg0qwtodObIAiAn49C7ChEzfrt7GZkVecBAAQI+C1tM8YkDEOnYE5dAICQQQMR2LMHao4dBwD4JSQgfOxYkVO1LU/qZ4mI3JXLC+mxY8fiiSeegFarhZ+fH7Zv347x48fbnaPRaKDRuP9o0CerjmP1zkwIAjBxcDzundMLUqlE7FhEDsp0FQ5t5boKFtJ/ksrl6P7SP6E9eQqC2YzAHt0hkcnEjtWmPKWfJSJyZy5f/q5379646667cNNNN2Hq1KmIiYnB3LlzXR2j1Q6dLsWqbRkwWwRYrALW7s7G7mNFYsciatKwuP52xxqVP3pEpIiUxj1JJBIEdu+GoN692n0RTUREV4fLR6QB4LrrrsN1110nxpe+arKLtE22De8dI0IaokvrF9MTDw/7CzZn7UKA0h/XdrsGaoVa7FhEREQeTZRCuj3omxKOL1YDVuF8W7+UCPECEV3GkLh+GBLXT+wYRERE7QYLaSclxATi8YUDsWLTWVitwKzRSeiaECJ2LCIiIiJyERbSrTC8dwynchC1E1aTCVIFV98hIqKWYyFNRF6t9mwa0t5egob8fGi6d0OXhx+CKowb1hAR0eW5fNUOIiJ3IQgCzv7nLTTk5wMAtCdOIvPjT22P12dnI/fb71G6aQusJpNYMYmIyE1xRJqIvJa5tg76i7bFrktLBwBUHz6Cky++AsFiAQCU79yFbv942uUZiYjIfbV4RLqmpgZ1dXVtmYWIyKUUmgD4xne0awvs2R0AUPjralsRDQBVBw5Cl1/g0nxEROTeLltIZ2ZmYu7cuRg6dCgGDx6Mm2++GYWFha7IRkTU5lIefwSaHt0h8/ND6PChSLjrDgCAROrYPUpknA1HRETnXXZqx1NPPYXrr78ec+fOhSAI+O677/DMM8/g888/d0U+IqI25Rsbi56vvOjQHjNrJqoOHYbw59zo0OFD4RMd7ep4RETkxi5bSDc0NGD+/Pm244ULF+L7779v01BERGIL7N4Nfd99C5X79kMdGYGQgQPEjkRERG7mstcpExMTcejQIdvx2bNnERsb26ahiIjcgU90FDrMmoHQIYMhkcnEjkNERG7msiPShYWFWLhwIVJSUiCXy3Hy5EmEh4djxowZAIBffvmlzUMSEREREbmbyxbSjz76qCtyEBERERF5lGYL6YyMDCQlJcHPz6/Jx7t3795moYiIiIiI3F2zhfRrr72GDz/8ENdffz2io6MhCILtsYaGBuzevdslAYmIiIiI3FGzhfSrr76K6upqJCUl4csvv4QgCJBIJDCZTLj55ptdmZGIiIiIyO00W0g/8sgj2LlzJyQSCYYOHWprl8lkuOaaa1wSjoiIiIg8U11mFnS5uQjs2ROq0BCx47SJZgvpTz/9FEDjhiz//ve/XRaIiJxjtVpRXF+GCN9QyGWXvY+YyC1ZrAL2nShGaZUOg7tHISq06ft0iMi95X77PfK++Q4AIFEo0O0fTyOody+RU119l/1tyyKayP1lVubi9Z1LUaGrgkblj/8beid6RqaKHavd0JeUIvvzL6DLy0Nwv76IX7gAUqVS7Fjt0utfHcDOI4UAgC9Wn8RLfx2G7omhIqcioith1jUgf8WPtmPBZELOl8ugPXUaUrkcERPGQRkUJF7Aq+iyG7IQkfv77NB3qNBVAQC0hjp8tH+ZyInal9P/fg0Vu/egIb8AhT//iuz/8f1tC4VldbYiGgBMZit+2pouYiIicoZgMkIwm+3a6jIykffNd8j5chmOPPwYzHV1IqW7ulhIE7UDhbUldsel9RUwWUwipfEs9Tm5KPptLWrPpjX5uKGiEvVZWXZtVQcPuiKa17FYhRa1EZF7UwQGInTIYPtGq9X2V2NFJcp37XFxqrbBiZRE7cCAmF7Ykn1+ScreUV2hkClETOQZSjdvQdrbS4A/l/eMv3UhYudca3eOQhMARaAGphqtrc03Ls6VMb1GXGQABnSNxIFTjR8MZVIJZo5MFDkVETmjyyMPofj39dDl5sFqNqFs42a7x6XK9vE7ioX0VVJapUNucS1SO4XA38f+m0MQBJzKrgQAdO0UAolEIkZEamd0xgacqchAB0007ug3D74KNU6UpSEpJB439bpW7HgeIffb721FNADkLV8B39gO8EvoBFV4OABAqlCg84P3I+2d92DWauHbsSPCRo2A9tRpBKSm8Of5Knv6tkHY9kc+Sit1GNorBp2iNQCAmjoD0vKqoZBLYbUK6JEUBoWcF1XJfehNepwuz0CUfziiAiLEjiM6qUKBmOlTAQAmrRbaY8dhKC0DAPjGd0To0CF251v0emhPnoI6KhI+MTEuz+ssFtJXwZpdWVi68hisVgE+Khmeu3MIeiSFAQBMZgv+8eFunMisANBYSL98zzAoFTIxI5OHO1ueiVe2vYsGkx4SiQS39rkOt/WbJ3Ysj2IxGGAsr7Brs+oacOqVRYBUiqS//gVRkycBAEIGDsDAzz6Coawcae8swdnX3wQAaLp1RfcXnuONh1eRQi7F+IEd7doOnCrBv/+7D0bz+UvDESG+WHTfCIQH+7g6IpGD7Kp8vLTlLdQa6yGBBPN6TMfc7lPFjuU2FBoN+rz9Jir37IVELkfI4EGQqVS2x+uzs3H8Hy/ArNUCEgni5s9Dx/me8TuNH+dbyWS24IvVJ2H9cx5fg8GC//12yvb4jiOFtiIaAE5lV2LbHwUuz0ntyzfHVqHBpAfQeMXjm2M/Q282iJzKs5Rv3+lwM4yN1Yrs/30Fq+n8PHOpQgHtqVOoPXXa1qY9eQrlO3e1dVSv9/mvJ+yKaAAordThp228EZHcw4oTq1FrrAcACBCw4uRv0Brax810V4vc1xcR48YifNRIuyIaAPK+Xd5YRAOAICB/+Q8w1dSIkPLKsZBuJYPJCp3B/pdxda2hyb/b2upY8FDraPW1dscGs4GF9BUyVVdf8nGLTger0Wj/nAvmSZ9/Hc/o7D1ZTTN9ZlP9K5EYavT2fYPFakG9USdSGs9zcdEsmM0w1XrGBxEW0q3k76PAoG5Rdm3jBp6/EWlYrxioleencaiUMozo7Tlzf8g9jepkP7esT1Q3BKk1IqXxTKHDh9lNyZDI7We6hQweBLmf/WYgYcOGQHrBSIpUpULosKGgtjW2f9M3d44bwJs+yT2MTrDvk7uEJiKa86RbLHzsGLtj/y7J8I3tIEqWK8U50lfBowv6Y9W2DGQVatE3JRyTBsfbHosM8cVrD47ErzuyIAgCpg1P4E5d1Gqzuk6CRuWPP4pOIC4wGtNTJogdyeP4REeh56JXUPTbGkgkUkRNnYy6tDRUHz4Kv4ROiJk53eE56qgo9Fz0MopWrwUARE+bAnUkf1m2tdumd0dkiC8OniqBzmBGiEaNCYM6on9qpNjRiAAAE5JGQi1XY1/BYcQERGB6F/bJVyJq0gTI1GpU7NkLn+goxFw7U+xILSYRBMEjFunMz8/H+PHjsXHjRsTGxoodh4io3WE/S0R0ZTi1g4iIiIjICSykyaNY6msgWJpZaYGIiIjIhThHmjyCWVuBkh9eh6EwDTK/QIRNvRd+XQaKHYu8mC4vH5V790EVEY7QYUMhlbM7JSLyNuz5ySNUbv4KhsI0AI2j0mW/LoHP3z6GVM6NMMj1qo8ew8kXXratQx2yfSe6PvOkyKmIyBXSK7IhQEByaILYUcgNsJAmj2AszbE7tjbUwVJbCWlwVDPPIGo7Rb+sttvMpXLffujyCzxmuSYiunJmixn/3v4ejpU0bsrUNTwZz4x+EEqZQuRkJCbOkSaP4JPYx+5YERINeRCXviL3IZFIxI5ARG1oT/4ftiIaAE6VpWFnzn4RE5E74Ig0eYTg0fMhWC3Qnd0PZVgsQsbfwsKFRBMzawaqDv1xfmrH4EHw6cCNlojas2q94y6mVU20kXdhIU0eQSpXImzi7cDE28WOQoTAHt3R5+03UblvP9QR4QgdOuTyTyIijzYoti++O/YLDBYjAEAhU2BIXD+RU5HYWEgTETnBJyYa4aNGQhkcBIlMJnYcImpjEX6heGHcI1iTthmCIGBy8hjEBHCKobdjIU1EdIXqMrNw5tU3oC8uhio8DF0efRia1BSxYxFRG0sM6Yj7B98qdgxyI7zZkIjoCmV88CH0xcUAAENZOdKXvC9yIiIiEgMLaSKiK6TLzbM7bsgvgGC1ipSGiIjEwkKaiOgKBffva3cc1LcPJFJ2p0RE3oZzpImImtBQUAhTbS0CuiQ7FMmd77sHMh9faE+eRECXZHS6/TZxQhIRkahYSBN5KKPZCCW3SG8T6e9/iJLf1wEAfDvGocfLL0ARGGh7XO7vj+QH7xMrHlGbEswmQCaDRMKrLESXw0KayMOkV2Rjyd7/orC2BCmhifi/oXciSK3Bz2fW40TpGSQGx2NOtynwUajFjuqR6tIzbEU00DgfuvCX1Yi/+SYRUxG1PavZiPLVH6DuxA5IffwROv5WBPQaI3YsIrfGQprIgwiCgHf2fIbiujIAwJmKTHx66FuE+4VibdoWAMCxkjMoqivFo8P/KmJSz2WoqHRoM1ZUiJCEyLW0+1aj7vg2AIBVp0XZ6vfh06kn5JpQkZMRuS9etyHyIDpTg62IPiezMhe7cg/Yte0vOAKjxeTKaO1GUO+eUAQF2bWFjRopThhqMUEQxI7g8QxFGfYNVguMJdmiZCHyFByRJvIgfkpfdAqKRXZ1vq2te2QKCrXF0BrqbG1Bag0UUv54O0OmVqPnv19CwY+rYKqtReT4sQju20fsWF7JZLbgp60ZOJ1dha4JIZg1KgkKuf34z6HTpVj641GUVOkwrGc0HpzXB75qhUiJPZs6vgfqT++2HUvkSqg6dBExEZH7429aIg/z92F/wScHv0Z2VT56Rqbijr7zkKctxGs7lqLeqINKpsQd/W6ARCIRO6rH8omJQecH7hU7htf74IejWL8vFwCw72Qxiivq8cD1fWyP6w1mvPblftTrzQCAHUcKER7siztmdBcjrsfT9J8Es7YMdUe3QOYXhJBxN0PmGyB2LCK3xkKayMNEB0TgH2MesmvrGp6MpTP+jezqPMRqouGn9BUnHNFVtPVQvt3xlkP5doV0XmmtrYg+50yO4xx3ahmJRIrQcQsROm6h2FGIPAbnSBO1Eyq5EilhSS0qos+WZ2Jn7n7UGetdkIzIOcEa+5VnQi467hilQYCv/TSO7om8MY7EVW/UYVfuAZwuy7j8yeTxOCJN5EU2ZGzH8uOrUaWvAQD4KXzwz3EPIz4oVuRkRI7umtUDr395AEazFUqFDHfN7GH3uEohw1O3DcJHK4+hpLIew3rFYN4Ezukl8eTVFOL5TW/aBinGdBqK+wbfInIqakuiFtKvvvoqqqqqsGjRIjFjEHmFDRk78NGBr+3a6k0NWHVqHf429A6RUhE1b0iPaHz+3DXILKhGUmwQAnwdNyDqmRSGdx8dK0I6Ikc/n15vd6VvS/ZuXNt1EmI0USKmorYkWiG9e/durFy5EmPGjBErgtN2Hi3EV2tOoby6AQAQFeoHtVKK0znVAACNnxKL7h+BuEjepHEhq8mAinWfof7MXihCohE26U6oYjqLHctr7M472GS7ztTg4iTuofCX1Sj8+RdIpDLEXj8HvnFxyPz4M+hLShA6dAgS77oddRmZyPrkM+hLyxA2fBgS7rwNUgVXhHAljZ8SfbpEiB2DyEFZfQU+PvA10iqz0TU8GXf3v7HJ/lRn0ouQzr2Y6+qQsfQjVB8+At/4eCTdczd845q+EipYrcj56muUbtoMhUaDTrcuRHD/fi5O3HKiFNLV1dVYvHgx7rnnHpw+fVqMCE4rqdThtS8PwGo9v2ZpdpHW7hxtvRHPLt2FL56/xtXx3FrVtm9Re3gDAMBQUIvi5a+i44NLIZHKRE7mHcL9mp47Oj5phIuTiK/6yFFkffKZ7Tj93fch9/eHua5xCcGS39dB7ueLkvUbYa6tBQAUr1kLRVAgOs6fJ0pmInIvS/b+F6fK0gEABwqOQBCsmJg0CgcKjkJAY42QEByHpJB4MWO6haxPP0f59p0AAO3xEzj96uvot+TtJs8t/n09Cn5YCQAwVVXj9KLXMeCTpVAEBros75UQpZB+7rnn8Pe//x1FRUVNPq7VaqHV2henxcXFroh2WScyK+yK6OZUavkJ9GL6nBN2x5a6SpgqCqAM7yhSIu9yXbepOFWWhqLaUkggQVJIPG7qdS16RKaIHc3lao4dd2g7V0SfU3XwkK2Itj3v6DFUxHdEfU4ugvr0hibVc987d+5nidyd1Wq1FdHnnCg9iydG3ofnxz6EXbkHEeIbhEmdR3EpUgA1x+1//zfk5cNYXQNlkGNxfHH/bDUaUXvmLEIGDWzTjM5yeSG9fPlyREdHY+jQofjxxx+bPOeLL77AkiVLXJysZZLjglp03sV3khOgjE6y2zlL6uMPeTDnjblKmF8IFk95HtlVeQjxCUKQj3t+uncF/85JDm1SlQpWg8F2HJCaAn1JKaz68x+KzTodTi96HQCQ9813SH7oQUSMHdPWcduEO/ezRO5OKpU6bI51buS5W0QXdIvgTa8X8k9KgqH0/K68qogIKDRNT3/175yEip27zjdIpfBLSGjriE6TCC7eV/X2229HWVkZZDIZampqoNPpcO211+Lpp5+2ndPcSMmCBQuwceNGxMaKu8LA6h2Z+GrtadTrTRAEQOOrgI9ajpLKxrlRCrkUL/11KLonhoma091YGmpRuuodNGT8AXlgOMKm3A3fpL5ixyIvJAgCcv73FYp+/Q0SmQwd5lwLv8QEZHzwEYwVFQge0B9dHvobak6cROaHH8NYVYXgfn1RdegPwGq1vY5fQif0ees/Iv5LnOfu/SyRu8utLsC7ez5HTk0BkkLi8bchdyA6gPP5m2KoqMDZ/7wF7YmTUMfEIPn/Hmj2ip7VZEL6kg9Qvn0H5P7+6HTbQkSMc98bil1eSF/oxx9/xL59+1q0akd+fj7Gjx/vNh28xSpAEAQIAiCTSiCVSmAyW6A3mBHgpxI7nlsTzCZAJuflLhKdYLEAACSyxnn6giBAMJvtbig812Y1mbFv4W0QzOc3APFLTECfxW+4NnQbcrd+lsgTGC0mKGW8Ct0SVqMRUqXj6jtNnmsyQSKTQSJ17y1P3DudG5NJJZDLpFDIpZBKGwtChVzGIroFJHIFi2hyCxKZzFZEA4BEInFYleNcm9zXB9FTJ1/4AGLnznZVVCJyUyyiW66lRTQASBUKty+iAZHXkZ4zZw7mzJkjZgQij5ZekY3vjv+Ccl0lekSkYF6P6QhQ+Ysdq91KuPN2BPXtg/rsHAT16Q3/RPedt0dE5AkEqxU1R4/BajYjqE9vSOWetVegZ6UlIpvsqnw8u/F1WIXGObsF2mKcKkvD69c8yxH/FjJWVzeONvv5tfg5wf36Irgf5/YTEbWW1WTCiedegPbkKQCAT1wsei36F+T+Le+Txeb+Y+ZE1KTtOXttRfQ5uTWFyKrKFSmR57AajTj1r1ex/9Y7se+WO5Cz7JvLPsek1aI2LR3WC+ZIExGR8yr3HbAV0UDjsnilmzaLmOjKcUSayEM1N4XDX+k5n+TFUrxuAyr37gMACGYz8r9fgdDBg5pcFq/x/PXI/OhTCCYTlGFh6P78s/DtGOfKyERE7Y65vs6hzXTR+v3ujiPSRB5qQuIIRPjaL7E4ufNoRPhz2cXLacjLc2jTNdEGAJaGBmR9+l8IJhMAwFhejpyvvm7TfERE3iB0yGDINRrbsVSpRPjoUbA0NMCsc9xu3R1xRJrIQ/mr/PDWtH/iUOEx7Ms/jMLaYhTXleF4yWn0iEwVO55bCx7QH8Vr19mOpUolAnv1avJck1ZrtykLALuNBYiIyDkKjQa9X/83itb8DsFkQuSkCSjdsBGFv6wGBAGRE8cj8a9/cevVO1hIE3kwuVSGUN9gbM/dh3NLwh8vPYs3J/8DUdwYoFkhAwcg6f57ULx2HWQ+Poi74XqoQkOaPFcdGQn/zkmoSz+/K6d/SjLqs7Lhl9DJRYmJiNondVQUEm6/FQBQffgIClausj1WvHYdAnv1QtjwoWLFuywW0kQebn/BEVy4r5LZasahouOYGjBOxFTuL2rSRERNmnjZ8ywGA1KfegL5K36ALicP+tJSlKxdh5K16xAyZDBSn3jUrUdLiIg8RX1OjmNbdjYLaaKLGcvyUL3zB1gatAjoPR7+3YaLHcljRfmHt6iNLi1n2Te2y4vKoECEDB4EQ3kFKnbvgdzXF/ELF8AnJgZZn35ue07lnr2oPnyEy+G5gf0ni/HbrmyoFDLMHdcZyXHBYkcSlWAxw1xTBnlQBCRS2eWfQE6pbKiGQirn+v0toD15Cvk//oSG/AJIVSoE9ugGq8EIfXExggcOQMyMaQjq3QuQSgHr+RWpao4cQ1VqCoL79xMxffNYSJPLWY0NKPzqOVh1WgBAQ+YRSBQq+CUPEDmZZxrRcSAOFBzFvoLDkECC0Z2GoE90d7FjeZTC1WuQ//0K27G+WI/CVb/Yjs11dcj48GNETnAc5TdWVrokIzXvVFYlXvpsL85dmDl0pgQfPjkBwRq1uMFE0pB7AqU/vglLfTVkmjBEzn0M6pjOYsdqV0wWE97a/Sn2FxyBTCLF1C7jsLDPXLFjuS19cTGOP/eC7aZtANBlZ9v+XnPsOASTCbHXzUHKIw8h97vlaMjLBwQBtWfO4OTL/0avRa8gIKWLCOkvjdcjyeUaso/biuhz6k/tEimN55NKpXh4+F+wZPrLeH/GK7hv8C2QSvijfSVK1q2//ElWK3xiYuy2FJf5+SJ4AD8Aim3n0UJcMLsJDQYLDpwqES+QyMp/WwpLfTUAwKItR8Xaj8UN1A5tytyF/QVHAAAWwYpfzmzA2fJMkVO5r4q9++2K6KaU72isA8JGDEfMjGmw+6G2WlGxe09bRnQaR6TbWFWtHis2pqGwvB5De0Zj0uB4sSOJTh7oOO2gqTa6vJ9Pr8fKk2tgtlowpctY3NTr2ibPy67Kx9mKTKSEJSI+KNa1IT2AOiICumzHuXkXkigUCB87Bv7JnVG89ndIlSrEzJoBZVCga0JSsyJCfJpo8xUhifgEqwWmiiK7NmNFvkhp2q+C2mLHNm0xuoQlipDG/akjLn/zuyrifB3Q1PmqFryGGFhIt7F/frwHmQU1AIADp0pgMlsxbXiCyKnEpYrshMBB01GzbzUAAcqoRAQOnC52LI9ztjwTXx350Xb806nf0TmkEwbF9rE7b136Nnxy8PzOfXO6TcGMlAnwU3pnodGUxHvvRvWx47A22K9b6hPfEZZ6HRSaAMQvXABlUCCUQYEI7MGpM+5k0qB47D5WhOMZFQCAcQPi0Kuzd66nLpHK4Nu5H3TpB21tfskDRUzUPg2I6YW1aVtsxwqpHL2iuooXyM2FDBqA0GFDUbFrt61NolQAFisEiwXK0FDE33yT7bHA3r0QPmY0yrZsbTzu2QMR48e6PHdLSIQLb/d3Y/n5+Rg/fjw2btyI2FjPGFHLK6nFfa9tsmvr2ikErz04UqRE7sVcUwZLQx2UkZ0gkUjEjuNxfju7Cf/9Y7ld26zUSVjQe7Zd219WPYEavf1UGqVMgTv7zcfYxGFtntOTFP22FmXbt8NUVYPQ4UMRf9N8u6kc7Z0n9rMXyinSQqWUISrUu3f3tOhqUbn5KxgKz0Id1w0hYxdAquIH56tta9YerEvfCrVChdldp6BHZIrYkdxeQ0EhzA0NgMUC345xsJpM0JeUwi+hE6Ryx7HdhqJiCCYjfDt2FCFty3BEug0F+qsgl0lhtpy/+zQsyPESpLeSB4ZzSkcrdA1PdmjrFuHYZrQYm2gz4b9/LMfQjv2hlqvaJJ8nKNu+Ezn/+xImbS0iJ4xDwh23IXrqZLFjkZPiozWXP8kLyHwDED7tXrFjtHujE4ZgdMIQsWN4FJ8OMXbHMh8fKDTN/9z6REe1daRW4x1JbUjjp8TNk1MhlTaOtoZo1LhxEj+x0tWREByHewbejHC/UASrA3Fz79noG93D4bzUsKQmn99g1kNrqGvrmG7LUFaOtMVvw1BaBqtej6Jff0NxS246JJeqazChsNx7v0+dZaougeWim7qJ6OrjiHQbmzsuGaP6xqKksh4p8cFQyL3nMjG1vXGJwzEusfk1uDdn7sIfRSeafCwxuCMi/ELbKprbq0tPh2Cx2LXVnjqD6CmNI9KCIKBi1x7UnjkDTdeuCB06WIyYXu3nbRn4YvVJGM1WdI4LwvN3DkFQgAo1dQas35cLvcGMcQPiEBPONXzPsRoaULziVeizjwFSGYKGzkbImBvFjkXUbrGQdoHwYB+EB3NKB7ne7ryDDm2xmiikhHXG9T2miZDIffh37gyJTGZXTAd0PX/FKPerr5G/ovFmzsJVvyDuxhvQcf48u9ewGo2QKpWuCexlKmoa8NkvJ2CxNt7Gk55XjeUbz2LhlK54+O1tKK3UAQB+3p6BxX8fgw4spgEANQfWNBbRAGC1oHrnCvh3GwZlBFeMImoLnNpB1A7VGeuxaNt7OFx80uGx1PDO+OvABQjxCXJ9MDeiCg9D8kN/gyo8DFK1GtHTp9ptGV7462925xddcKw9dRoH730Qu6+/EceeeQ6GigqX5fYWxRU6WxF9Tn5ZHfadLLYV0UDjmtHr91566UJvYqoscGgzVhaKkITIO3BEmqgd+v7YrzhUdLzJx06Vpbs4jfvy7RiHHq+8BHWk4/qkUqUSVr3e7hgABKsVZ998C4bSMgCA9vgJZH3yOVKfeNQ1ob1El45BCNGoUak9//9gSI9oKBWO0+NUTbR5K78ug1B3dIvtWKL0gU98T/ECtVO/ntmI7Tl7EeIThBt6zESnYM9b5YauDhbSRO1QRmV2s49VN/AGJLOuASdffBm1p04DEgkiJoyD3McH5Tt2QRUejk533IqO8+ch86NPGp8gkSDuz2kdJq3WVkSfU5ee4ep/QrunkMvw4l+HYtna0yivbsCovrGYPCQeFquA5LggpOVVA2i8iXvSEE5bOMcvZTDCpt2L2sObIPPxR9CI6yHz4bSXq2lDxg787/AKAEBWVR7SK7Lx3vSXoZSfn+ZVWl+BvJpCpIQmwl/l3csxtncspInaCbPFjE8OfYvt2Xshlzb/o60zNTT7mLcoXvt7YxENAIKA0vUbbY8ZKytx6uV/Y8CnH0Lm74eqg4cQPmoEQv7cClwZFASf2Fg05J/fLS6wp+NqKdR68VEaPH3bILs2uUyCVx8YiX0ni6E3mDGkRzT8fBQiJXRPmj4ToOkzQewY7UJOdT5Wn9kEs9WMSZ1HITW8Mw4WHrU7p8ZQi7MVWbZ1pH9P24rP/vgOgiBAJVfhyZH3oXtEFzHikwtwjjRRO/Fb2mZsytwJk9WMBrMeEkiglDneCNc/hpd5Lx5Rvpi5thbZn32BtDffRvnW7Tj1yquo2L3X9njqE49C06M75AH+CBs1Agl33NbGielCCrkUw3vFYPzAjiyiqc1UNdTguY3/wZbs3diRux8vbHkLudUFiAmItDtPKpEiOqBxepjJYsLXx37Cub3uDGYDvj26yuXZ3YmhogL6khKxY7QZjki3UGFZHTbsz4VSIcOkwfEI8FXi05+P42RWBXonh+HWad0hl/FzSUvoMo9Al34QyrBYBPQeC4lMAX1BGupP7YQsIASaPhO4C9clWK1WbMvZi6yqPPSMTEGfqO749exGrDz5u915AgTc0GM6TpWlI70iC3qzEaF+wRiTMBS/nd2EsvpKDI3rhy5hiSL9S8QTOmwIitf+Dvz5y04il0Mwm22PS2QyFG/afP4JVivOvv0ufFf8gKAB/WDVNSB0yGB0+8fTkKnVro7vVcwWKzbuz0VOcS36p0agf2rk5Z9ENobiTNSd2A6ZbyAC+k6ETO04zcBcV43awxsgmPTw7zUWytAOIiR1P/sLjqDBfH6OvsVqwZq0zbip17U4W56JMxWZUMoUmJI89s/twiUwWoxoMOntXqfGUOva4G5CEARkvLcUJRs2AoKA4IEDkPrEo6g69Adqjh6Df1IiwkeP8vjdY7lFeAsUltfhoTe3oMHQuExWaKAaAb5KZBedn2vatVMwXntwlEtzeaLaI5tQ9ut7tmO/rkOh6XcNir5+ERAad4BURXdGzO2LuG14Mz468DU2ZGy3HcdqopCvLXY4TwoJBDQW1M2RSCR4YsR96BfjfVMTKvbsRfHv6yHz8UH0tMnI+eob1J48dUWvoenRHT1febGNErqeO24R/sZXB7H1j/PTaB64vjeuGdJJvEAeRJ9/GoVfPg9YGz8kKiM6osOdb0AiPV+4WI0NyP/wIZi15QAAiUKNDne+xmIawIGCI3htx1K7NqlEin9NeByJIfEora9AdUMNXtzyFowWU7OvM7/nTMzpNqWt47qd6sNHcOJ5+/4xdNhQVOzabTuOmnINku6529XRrioOobbApv15tiIaACpq9HZFNACcyq5CXUPzP0jUqObAWrvj+lN7ULPvV1sRDQCGonQYCtNcHc0jGM1GbM7aZdfWVBENABp1wCWLaKBxxGBd+tarls+ThA4ZjO7PP4vUxx9BYPfu8E9IuOLX0B4/gfqc3DZIRwBQqzNi++F8u7Zfd2SJlMbzaP9YbyuiAcBYmgt9rv2SmLqzB2xFNAAIJj1qj2xyWUZ31i+6J5JCOtm1WQUrNmTuBABE+IViV97BZovoDpoo3DNwIWZ3ndzWUd1SQ2GRQ1v14SN2xyXrN8JqNLoqUptgId0CKuXlLztIJIBcyhHUy5EqVRc1yCBROl4alyp4ubwpUokUikvcSHihAFXL7tRXyVWXP8kLSNWO70PMrBnQ9O51yefJmngeXR0yqQSyi6bM1eo8+5euK0mb+NmWXNS3ShSO57D/bSSVSrGw92yHdvUF956o5c1vyDQqfjDGJQ7z2qurwf37QaK44B4GiQTyAPvfS1KlEpB6dinq2eldZNLgeERcsDNhclwQhnSPsjtnTL9YqFWccn45QcOvA2Tn36fAwdMRPGyO3Zxov65DoYzoKEY8tyeXye0uEUolUvSNcpyWEeIThFt6z4W6iV+kMsn5H3u1XIVZqRMdzvFG0VMmQxEcZDvW9OiOTrfdgh4vPAdFUGCTz4kYNxbqSM7ZbSu+agW6J9pvY19Ro0daXpVIiTyLZtB0SC9Y+s63c3+oOyTbnePbuR9UHc6vKCHThCGgL1f8OKdreDJ6RqbajjUqf0xOHmM7npg0CsFqx/5BAgkOFR1DvtZxVNZbqCMj0P2f/0Bw/74I7NkDqU88hk633GxXOMdePxdSuWfXTpwj3UINBjP2niiGSiHFgK5RUMil2HmkEHtPFGNYr2gM6RHt8kyeylRTiobMo1CGx0Id29hBWeproEs/CFlACHwSenvtJ/iWyqzMQWZVHrpHdEF0QAROlJ7BjuwDECRWpIQmYWhcP6gValTrtThUeBzhvsEQAJTrqtA3ujsKtEUora9Ev5geCFJrxP7nuA1zfT0q9+2H3M+vcTTlz5tgrGYz8n/8CYaSUkROGIeGggKoIiIQ2LNHu/peFbufbcr7K45gze5su7YbJ6XgpmtSm34C2bE01EKXdgAy30D4JPWBROI4fiZYzNClH4TVZIBf8kBIVT5NvJL3slqtOFx8ArWGevTv0BP+SvsbNnWmBhwoOAqVTIm16VtwovSs7bEOmigsnvK8qyO7tYaCQtScOAH/xET4d04SO06rsZAmIiIA7tnPHjhVghc+2ePQvmByKuZPTBEhEVHzHvj1WZTWV9i1fTRzEYJ8mr6qRZ6PUzuIiMhtDegaib/N6+OwDfiKTWkwmizNPItIHIkh9rtshvmGQKMKECkNuQILaSIvpDM1wGJlEXIpVpMJBStX4fSi11D4868QLHy/xDJxcDzCguxvgDMaLbzxkNxKtV6LWkO97TjMNxh/G3I7pB5+Mx1dmmfP8BZRUXk9vll3GmXVDRjVpwOmDLvypbOIXK3eqMM7ez7DH0UnoFH54/Z+8zC840CxY7mlzA8/Qcn6DQCAit17oS8uQeLdd4qcyntNGZaAT1Ydtx0LAL7fcBb3zu0tXiiiC3x26DucKD1jO1bL1UgN7yxiInIFfkxygsVixbMf7sLmg/k4nlGB9384it/3ZIsdi+iyfji5Bn8UnQAAaA11+GDfl6gz1l/mWd6pdPOWSx6Taw3o6rg6yqnsShGSEDXtTHmG3XG+toj9qxdgIe2E9PxqlFbq7Np2HikUKQ1R00wWE349sxHv7vkcW7J2QxAEZFfl2Z1jtJhQqC0RKaF7UwQFXfKYXCsyxBfBAfbLOaZ2ChEpDZGjLqGJdscdNFEOK3xQ+8OpHU4IC/KBVCqB1Xp+wZOoUP6wkHv5YP9X2JGzDwCwPWcfynVV6BmZiuMXXHoMUPmjU5B7rM7gbhLuuBVn33wbgtkMiUKBTrfdInYkryaXSfHkrQPx/oojKCirw6DuUbhlajexYxHZ3NnvBhjMBhwtOY2EoDjcM+hmsSN5nLKt21G2dRsUwUHwS0qEVC5H6JDBUGjcd5lWFtJXqKbOgEqtHjdfk4qv152G2SIgLtIf8yZ0ufyTiVzEYDZiV+4Bu7bNmTvx9rQXUW/SYWfuAYT7hmBhn7lQXmJnLm8WNnwYNN26oi4jEwHJnaEI5PJVYuuWEIolj40TOwZRk4J8AvH06AfFjuGxyrbtwNk33zrfsKFxq/qc/y1D7zcWQR0V1fQTRcZC+gqs3Z2Nj346BpPZivBgH7xyz3D4qOXoFK1pV5sykOeTSWXwkatQb2qwtfmr/CCXynBz7zm4ufccEdN5hvwff0LR6jUQTCb4d0lGp1sWwLcjd9wkImoL5Tt2NNlurq1F0W9rkXDHba4N1EIspFtIpzfh05+Pw2S2AgDKqhrw07YMPH3bIACA1Srg8Nky1NQbMLBbFPx9FJd6OaI20bgD10nUG3WY220qvjzyIwQIUEjluLHnLLHjua2aEydQn5kFQRDgn5AAk1aLnC++tD1etf8Aqo8cRd+3/gOfDjEAgNq0dOhychDYqyfUERFiRfdKNXUGHDhVAqVCit935+BoRjmSOgTibzf0RUIMrxwAgNWggy7tICCVQ7AYIVX5wrdzP0iksss/mVpMEAQcLz2DvJpCQAASQzpypQ4nqcLCmn3MajK5MMmVYSHdQtp6I/RG+3VkSy644fClz/biwKnGm7YC/ZV4/cFRiA7jvGlyHUEQ8Mq2d3CspHEOdJBag3+O/TtqDLVIDe/MrcCbkf7+UpT8vt6uTd2hg8N5gtGI0i1bEb/gRuR+/S3yvlsOAJDI5ej6zJMI7tfXJXm9XVZhDZ56bwfq9Wa79vT8Gryx7CDe49QPmLXlKPj8KVjq7Fc1UcWmImbhiyymr6K3dn+K3XkH7dpGdRqMOE0MwvyCMTi2H+R8v1ukw9zZqPrjCPSF9os3SJVKRF0zUaRUl8dCuoWiQv2QFBuIjPwaW9uI3o0jU6eyKm1FNADU1Bnxy45M3H1tT5fnJO91ovSMrYgGGjcHOFh0HDf3ni1iKvdmKCtDyboNDu36goImz5f5+MCsa0D+jz/Z2gSzGXnfLmch7SI/bkl3KKLPyS2uhU5vgq/au68Iag/+7lBEA4Ah/zR0GX/AL3mACKnan9zqAociGgC2Ze+1/b1fzH48OfI+V8byWKrQUPRb8hbq0jMgVapQffQozHV1CB89Er6x7ntTPAvpK/DcnUPw7bozyC9tvGN85sjGpW70RsdOXW9ouqMnait6s+Mub3qzXoQknsNiMACC0ORjwYMGoGrf+Rs21THRiJwwHoLFDMFs//Nt0Tdc/HRqIwZj8ztMdorWeH0RDQBWY/M/98IlHqMrozcbLnvOocJjyK8pQmxgtAsSeT6JTIaAlMbFG/wS4i9ztntgIX0FQjRq3Hed4y5avTqHIS7SH3kldQAAuUyCa4Z4xjcAtR+9o7oiyj8cxXVlAACFVI5xCcNFTuXefGNjEdirJ2qOHrNr13Trim7PPAWzTgftiZMQzBYE9+8LqbJxhZOwkcNRvu38jTHRU6e4NLc3mzy0E/YeL8K51Uf91AoYzRZ0jg3CA9dzl0MACOgzHrWHN0C46MO1XBMG3+T+IqVqf5JDE5AUHI+MqpxLnieg6Q/r1D5IBKGZ4Rg3k5+fj/Hjx2Pjxo2IdcMh/lqdEWt3Z0Nbb8SYfrFIig0SOxJ5Ia2hDhsytqPeqMOQ2L7IqMqF1lCLYR0HIFbDEZGmWPR6lKzfCO3JUxAgILBrV0ROHA+Zj0+zz7GaTCjdvAW67FwE9++L4P79XJi47bh7P3vO6ZxKbD9cgPAgH0waHM9R6CYYS3NRe2xz49UTQYDMLxABfSdA7h8sdrR2RWdqwIaMHThSfBLHSk47PN43ugeeGnW/CMnIVVhIXyUNBjNW78xCYVkdhvSMxqBu7rneIXkHq2DF0+tfRWZVLoDG0ekXxj2CzqGdUGeox9r0LSjXVWF4xwHoGZkqclpyF+7Qz+r0JhxLL0d0mB86RvEGWfIcP55cgx9ProHRYkLHwA6YkTIBwzsOgFzGi//tGf/vXiUvf7YXR9PLAQDr9+Xi7zf2xbgBXHOWxHG6LN1WRAOAyWrGuoxtSAqJx0tb3kZWdeNW4Zszd+GxEfdgQIdeYkUlssksqMEzH+xEXUPjUlfzJnTBwildRU5F1DJzuk3BtC7jYbKauDW4F5GKHaA9KCqvtxXR5/y+59Jzpohao85Qj7VpW7D6zEZU67UOj8uljp+R5VI5MipzbEU00Dh3b1PmzjbN6qmMlVUoWPUzin5bC3NdvdhxvMK368/YimgA+GFTGqprL39DF5GrWQUrzpRn4GTJWVis52+AVcmVLKK9DEekrwIflRxSqQRW6/lZMv4+3Ha5KabqUpgqC6GOTYFU2fwcVGqeztiAJ9b/G2X1FQCAVafX4bVJTyPI5/xGFF3CEtEzMtU2Z89X4YOpyWMha2I9Uz+lr2uCexBDWTkOP/wYzNrGDymFv/yKPovfgEytFjlZ+6att785zmIVUK83IShAJVIiIkeFtSV4Zv2rtp1j/RS+eGHcw+gY5Lj+PLV/HJFuoc0H87Dof/vx1ZpTdiMmABAUoMLs0Um2Yx+VHDdM7OLqiG6veu/PyHv/fhR/8xJyl9wDQ1Gm2JE80u68g7YiGmhcL3pbzl6H854e9QAeGX437uo/H4unPI/YwGhEB0RgfOII2zkBSj/MSp3kktyepGTjJlsRDQD6wiJU7NknYiLvMGFgnN1x104h6BDuL1IaIkf1Rh2eXrfIVkQDQL1Jh//+sVzEVCQmjki3wOodmVi68vzyWMczK7Do/hF259w2vTtG9umAwvJ69E4Oh8aPI9IXshp0qNryDSA0brFubahD5dZvED3/GZGTeR6JpKnPvxKHFplUhsGxjpuE/HXgAoxLHIYKXRV6RXWFr4JXBi4mkTq+xxKJ43tMV9eEQY0rcOw+XoSYUD/MGJV0+ScRudD6jO3QNbE+/7llR8n7sJBugU0H8+yOT2RWoLiiHlGh9vOgkmKDuOxdM6z6eoc1TS311eKE8XBD4vpi5am1KPmz4w72CcToToOv6DWSQxOQHJrQFvHahYjxY1H0628w1TTuZOoT2wEhQwaJnMo7DOsVg2G9YsSOQdSkpu5JAYDhHblbpLdiId0Cgf728/MUcin8fbhu6ZWQB4ZD3bEb9LknbW0BPUeLmMhz+Sp88OrEp7Ar7wDMVguGdxyAAJU/Gkx6fHroWxwsOIoYTRTu7HcDEkO4MZAzVKGh6PvuYpRt3wmpUomwEcMhU3GeLpG3G9FxINambYH1z6urAHBN0mjc0HOmiKlITCykW+Cma1JxOrsStToTJBLgxkkp8Pe9sqkbFTUNCPBVQqlwvNnLW0Re9wRq9qyCsaIAfskDENB7nNiRPJav0gcTkkbatX1zbBW2ZTfOlU6ryMIbOz/CkmkvocZQCx+FGmo5C8ELVezdj5L1G6AI8EeHObPhG2e/brIiMBAx06eKlI6I3FHn0E54bsz/YUPGDqjlKkxPGY8YDfeN8GaiFNJLlizBmjVrAACjR4/G448/LkaMFuscG4RPn52E3ccKEeCnwsCukc2eW6XV4+CZUhgMZiTFBeLX7VnYc7wIBpMVPioZ7pvbG2P6xzX7/PZM5uOPkLELxI7RLpwpz8TOnH2IDohEQnAcovzDcao0ze6ccl0lnt7QuCmLQirHzb3nYHzicOTWFCJWEwW1wntXoKg+fASn/7XIdly+dz8S7rgdEaNHQKpQwFhdA2NFBfw6xUMik6E+OxvygACYa2thMZhQn50FRWAQVMFB8EvoZNs6nFrHbLHieGY5pJAgMsQXJzIr0L9rBMqq9IgI8bXde2I0WZBTrEWHcH/4qhWoqTPgh83pUMqlmDQkHhHBXInmUqxGPUzl+VCEx0Gq4AfsK9Utogu6RdgvKFCoLYZUKkOUfziKa0thhYCYgOZrBbJnNRpRn5MLnw4dIPf1rPt2XF5I79q1Czt27MDKlSshkUhw1113Yf369Zg4caKro1yRr38/jZ+3ZcAqAMlxQXjx7qEOo9JfrT2J79anNfMKQIPBgre/+wODukdxS1ty2gf7vsTmrF12bVJIoFEHOJx7blMWk9WMz//4Ht8d/xk6kx5KmQI39boWU7t451WBsu077I6t9fXIeHcJMj9YishrJqHk93UQzGaoIiMgU6mgy81r5pUAeYA/uv3jGQSkcKWe1sgu0uLJ97ajvsHc5OMKuRR/nd0THSM1ePnzvdDWG+GjkuPmySn47JeTsPy5/OjKrelY8ug4RIdxLd+m6DKPoPTHN2A16CBV+yNy7qPw6dRT7Fgey2Qx4Y2dH+KPohMAgFDfYFToqgAA/WN64pFhd3Nnw8vQnj6D0/9aBFONFlK1Gl0e/j+EDvace1JcvvxdeHg4nnzySSiVSigUCiQlJaGwsNDuHK1Wi/z8fLs/xcXFro5qk1VYg5+2NhbRAJCWV41fttsv3VZW1XDJIvocs0VAfmldW8QkL5BbXeBQRAOAFUKzN8FcSGdqvNvcaDHhv38sx+s7lkIQhMs8q/1RhYU12S6YzShe/RsEc2MxZygpvWQRDQDm2jpkffbfqx2xzblbP/vpz8ebLaIBwGS24pNVx/HhyqO29aYbDGZ8/uv5IhoAjCYrVu/k0prNqfj9Y1gNOgCAVV+H8t8/ETmRZ9uRs99WRAOwFdEAcLDwGHblHRQjlkfJ+vRzmGoaf39Z9XpkfvgxBKv1Ms9yHy7/mJScnGz7e3Z2NtasWYNvvvnG7pwvvvgCS5YscXW0ZpVU6hzaii9qK61yPKc5oUGeddmirQlWC6p3r4Iu7QCUYbEIHj0f8oAQsWO5pdIL1o++GvYXHMHx0jPoGZl6VV/X3UVPm4rKvftQn5V9VV5PX1J6VV7Hldyvn7387pF6o8WhrzVbHD8Imsye80vY1UzV9su0mas973vXnVyuT77afXZ7ZLio/zRWVsFqMnnMDd6ibciSlpaGO+64A48//jg6depk99itt96KjRs32v1ZtmyZOEEB9OochgBf+6kYw3vbL8+UEh+MQP/Lz5PsHBuIUI33zk1tSvWOH1C1ZRkMBWdQe2Qjir9fdPkneakeEV3g38xOhJIm1pJuiZoWjGS3NwpNAHovfgPdXngOaGLN6CsVNnzoVUjlWu7Wz47qG3vZc5JiAzGij/3ucbER9lM4pFIJ5o5LBjXNr+uQi46HiZSkfRgU2wfSJtf2B2QSKQZ16O3iRJ4n9KL+M3hAf48pogGRbjY8ePAg/va3v+Hpp5/GtGnTHB7XaDTQaDQiJGuar1qBf903Ass3nIVWZ8TEQR0xqJv9XbpymRSvPTgSi785hLTcagiCgIgQX9w3txcOnS7F2bxqJMQE4sZJKSL9K9xX/ZnddsfG4gyYakqhCIwQKZH7UivU+OfYh/H98V+Rry1CkFoDAQLC/UIxPnE4lu77CkV15z/dR/tHoN6kQ5A6EPN6TMeBwqPYknX+/dao/NEv2jvnR0okEgT36Y3uLzyHjPeXwqTVwtKgBy64pBgyeBBChw1B6aYtsBoMMOv1MJaWwaLXQyKVQhkcjIjxYxF73RwR/yXOcbd+9sZJqRCswPp9ObAKAqQSCQxGCzT+SgQHqBAf3dh/BvgqEOinwrGMcnSODcINE7pg3d4crN+bA42/EvfO7c2bDS8hfOq9kGvCYMg/A3VcVwSNuE7sSB4tITgOT426H2vOboZUKkOviFQcLTkFKwRMTR7LbcNbIOGO26DQaFBz7Dj8kxIRN3+e2JGuiERw8QTJoqIizJ49G4sXL8bQoS0fxcnPz8f48eOxceNGxMZefuSCPEfx8lehO3t++2WJyhfx//cJ7yZ3UoWuCidKzyI+qAPigxx/Vk6XpWND5g74yNWY1mUcogL4geWcyv0HkPXZf2GsrELE2NFIuOsOSOXec6OQO/WzpZU6aPyVUCsv/f5bLFa8/8NRbNyfC7VShgWTu2LGyEQXpSQib+fy3xCffvopDAYDFi06f/l+/vz5uPHGG10dhdxEyNgFMJZmw1xdColChbBJd7KIboVQ32CMusROh6nhnZEa3tmFiTxHyMABCBnIHcrEVFHTgJc+24uM/Br4quX46+yeGDegY7Pnr9+Xi3V7cwAA9XozPvrpGHonh6FjlPuMthNR++XyQvrZZ5/Fs88+6+ove1VYrQKkUufmoVLzlGGxiLt3CYxleVAEhkOq5rJVLaE3G7AufSsKtSUY0KE3BnTo5XBOeX0lPjn4DdIqstA1PBl3DbgRQWoWGOS+lq09jYz8xq3ZdXoz3v/hKAZ3j4ZfM7vJpudXN9FWw0KaiFzCe65ZtoLBZMF7yw9j2x8FCNao8ZdZPTCsV8zln0gtJpHKoIrsJHYMj/KfnR/iSPEpAMCmrF24d+BCjE20v3Foyd7/4mRZ47KM+woOwyJY8MTI+1ye1dPp8gugPXECfomJCEjmaH5byiuptTs2/LlSR4JPYJPn9+4cjt/35NiOZVIJeiSGtmlGIqJzWEi3wMot6dh8MB8AUF7dgP8sO4geSWG2XbaIXK2svsJWRJ+zIXOHXSFttVptRfQ5x0vPuiRfe1K2fSfOvvmW7SbE+FsXInbOtaJmas8GdY/C6Zzza/FGhviiY5QGVbV6bD1UAIVMgtH94+D/5wj1yL4dUFRRjzW7s+GnlmPB5FREhPBmQyJPYdJqYaquhk9cHCQSz7vqz0K6Bc5c0KkDgNFsRVZhDXonh4uUiLydWq6CTCKFRTi/wsTFSzBJpVJ0CopFdnW+rS0puPm5pt7KWFmFzI8/Re3ZNAR274aEu+6AQnN+l8i87763W8kj//sViJk53atuQnSlOWOTYTZbsetYEaLD/HDL1K6ortXjoTe3orrOAABYtS0Tbz082rZD7LwJXTBvAneWJPI0BT/9jJwvl0Ewm+Eb3xHdnv8HVKGetY+EaOtIe5LuF10mVCtlSIoNEicMEYAAlT9mpk6yaztTnoE3d31st1PhfYNuRZwmGkDjMk13D1zg0pye4Ozit1GxazeM5eUo27oNGe9/YPe41WC0PzaZ7AprurpkUgluvCYV7z46Fk/fNgixEQHYdCDPVkQDQFFFPbb9USBiSvJ2VQ012Ja9F5mVOZc/mZpkqKhE9hdf2naS1eXkIn/5DyKnunIcUmmBa0cnoby6AVsO5SNEo8ZdM3vYLitS65jrqlF/ejekKh/4pQ7lah1X4MZes9Bg0mNt+hZb2568QziRdBY9IhvXK+8UHIv/THkOerMBajnf24sJFgtqjh6za6v644jdcfS0Kcj+/AvbceTECZAqOa3LlcwWxw8u+04UY/LQTq4PQ17vROlZ/GvbEpgsJgDAnG5TML/nTJFTeR5DWZnDoIS+uFikNM5jId0CcpkU98zphXvmOK6KQM4zVZeg4LMnYG1ovLmoZt9v6HDbvyCR8duypZqaT1atr3FoYxHdNIlMBt/4jtDl5Nra/BI62Z2j6ZoKub8/zHV1kPn6InT4UJRs2ISi39ZAqlQibt51CO7X18XJvUuXjsEObXUNJhGSEAErTqy2FdEA8PPp9ZiRMgF+zew6S03z75wEVXgYDGXltrbQoc0v3equOLWjDVksVlitLt3vxqNoD62zFdFA446GuszDtmPBYv+LUrBaIFgtrornEUbED7SbGx2g9EOf6O7Nnm+2mF0Ry6N0fvB+qKMbdyr1iY1F5/v+avd4xtKPYK6rAwBYdDqkvfUu0t99D/UZmag9dRqnXlkEfUmJy3N7k+4JofBV23/Abqq4Npk55YauPqvVCusFI6cNJr3d42arGUYLP9hdKalcju4vPo+wUSOh6dYViXffhahrJl3+iW6GQ3+tdCy9HLklteiXEoHosMb1jy1WAR+uPIr1e3Pho5Lh5ildMXVYgshJ3ZDQxC89qxVmbQVKV70Ffe5JKMJiET79AejSD6Jm7y+ABAgcPBMho25wfV43YrKYoDXUITk0Ac+O/hs2/rlT4fSU8fBXOq7DfaY8Ax/s+xKFtSXoEZGCB4fcjuBmlhPzNgHJndHvgyUw19ZC0cSW2bp8+7m4xvJyu2PBbEb14SMe+QvAU6hVcjx5y0AsXXkUReX1EARg1bYM7DpWiBfvHgqNnwpvfn0Qh86UIjLEFw9c1we9u/BmcGq9H078hlWn10EQBExLGYf5PWdhYtJIfHhgme2cAR16sz91kk9MDFIeeUjsGK3CQroVPl51DD9vywQAyGUS/OOOIeiXGoEN+3KxZlc2AKBWZ8UHPxxFQrQGXRO4tumFAvpMhPaPDRAMOgCAIiwWvp37omTlYuhzTwIATOX5KF7xKqx151dOqd7+PdSxqfBN7C1KbrHtyTuEjw58jTpjPRKC4/DYiHswMn4wTpSewbGSM4j0D4dMKrOdb7Va8fbuz1CuqwQAHC89gy/+WI6Hht0l1j/B7UgkkiaLaABQhYTYz9uTSh3m9fl25Gooba1vSgTmjEnGkuWHbW1lVQ14/cuDSO4YhIOnSwEAxRU6vL7sAD7/xyQo5LJmXo3o8k6UnsV3x3+xHf94ci26hCZifNIIBPsE4mDhMXTQRGFC4ggRU5LYWEg7qVZnxOodWbZjs0XA8k1n0S81Aml5VQ7nP/X+Tvzl2p6YNpwj0+coQ2MQ+5f/oO74DkhVPgjoORoSmQKGwnS78y4sos8xFKZ5ZSFtMBuxdP9X0JkaAABZVXlYtO095NYU2s759tgqvDThMcT+uVpHjaHWVkSfk8E7zVtM5uNj32C1Iqh/P1Qf+gMSmQwxM6dD0zVVnHBepqm+NbtI69BWU2dESaUOsREBDo8RtVR6RbZjW2UO+sX0tP0h4hxpJ5ktVlgF+/nPJlPjKFWPpDCH8y1WAZ/9fJw3yFxEERiB4OFzEDhgCqSqxhs1fOLt5/jKgiIcnucT38Ml+dxNRUOVrYg+J6+myO643tSAb46ush0HqTWICYi0O6dbBNfcbanAXvbfa8qQEHR75kkM+t9nGPS/z9Dp1oUiJfM+TfWtqZ2C0SPJ/mpfWKAa0aGOU5yIrkS3iGSHtu7sO+kiHJF2UnCAGiN6d8D2w+fnT04fmQgAGN23A4rK6vDdhrOwXHCzodFsRZVWz6XzLiN00h0QLCY0ZB2FMqITwqbcjYbs46jZ8xMAIHDItVDHeecIYJR/OKIDIlBUW2prk0mkMAv2N2GW1lfY/i6RSPDwsL/g00PfIre6AH2iu+OWPnNdltnTdbxpPsx19ajcuw/qmGgk3n0XJDJZs1NB6OrZcjAP6/bmwt9XgRsmdMGYfrFIz6vG6p1ZsFitSIgJxGM3D4CfjwJ1DSbsO1GMDhH+uGd2L8hkHCei1kkOTcDdA27CylO/QxAEzEiZwEKaHEgEQfCIZSXy8/Mxfvx4bNy4EbGxsWLHAdA4Kr3lYD7ySmoxsFukw2jJyi3p+OyXE7bj+KgAvPvoWI/cApPcR2FtCb46shJF2hL079ALfgoffHNsld0583vOxJxuU0RK6BkEqxVl23agLj0DgT27I3TwILEjic6d+tl9J4vx0qd7bcd+Pgp88sxEDkQQkVvhiHQryGVSTBjU/E1G145Ogkwqwe7jRYgJ88eNk1JYRFOrxQRE4vER99i1xWqi8NPpdTBZTBgRPwjTu4wXKZ3nyPrsvyj6ZTUAoOiXXxF/y82InTtb5FR0zq6jhXbH9Q0mHE0rw7BeMSIlIiJyxEK6DUkkEswclYSZo5LEjkLt3MDYPhgY2+eS55gsJuwvOIL8mmLIpTJ0CUtAj0jvnCIjWCwoXrvOrq1o9W8spN1IU3Oczy0xeiStDDlFWvRNiUBcJG8oJCLxsJAm8gJWqxX/3LwYaRVZdu0zUyfi5t5zREolLqlSAYvp/M2/UhV3f3Qn00ck4uDpUpzKroRUAswa3RkJMYH4/JcT+HFL48o+UqkET94yAEN7cpSaiMTBQpqonbEKVrvdDgHgaMlphyIaAH47uxlzu02Fj0LtqnhuQSKTIe6G65H92ReNDVIp4m6YJ24osuPno8BrD45EXkkt/HwUCNGoodOb8PP2TNs5VquA5RvTWEgTkWhYSBO1EydKz+KjA8tQXFeG/jG9cN+ghbZdDs3WprcGtwpWWJvaYdILdJg1E4E9eqAuLR2a7t3gG+ceNzGTvQunblgFOCw7arZ45/cvEbkHrg9E1A6YLCYs3vUximpLIQgCDhQcwbdHf7Y93ieqGzpoohyeN6bTEPgpfV0Z1a34JyUiavIkFtEewt9HgfED4uzaZo7kPShEJB6OSBO1AyX15dAa6uzaLpzKIZfJ8cr4x7Elezeyq/KgkCnQNTwZw+L6uzoqUavcf30f9E4OR06xFv1SIprcpIXoajhWchrfHvsZdYZ6jE0chmu7XiN2JHJDLKSJ2oEo/wgEqwNRpa+xtXUN72x3jq/SB1O7jHN1NKKrSiaVYHQ/XkGgtqXV1+LV7e/DaGm8Ifnroz8hxCcIozoNFjkZuRtO7SBqB+RSGR4ZfjcSgztCLVdhZPwg3NBzptixiIg80unyDFsRfc7h4pMipfFeJq0WhvKKy58oIo5IE7UD27L34rezm6CQyvHQ0DvRL6an2JGISCTGigJUbvwSpqoi+HUZhOBRN0Ai46/7K1FUW+LQZjQbRUjivbI++y8Kf1kNWK0IGTQQKY89DKlSKXYsBxyRJvJwJ0vPYsne/yKzKhdnKjLx+o6lKKotFTsWEYlAEKwo/u5f0KXth6k8H9W7fkTVzh/EjuVRjpecxrKjPzm07ys4jAMFR1wfyAtpT51G4apfAGvjqjyV+/ajZOMmkVM1jYU0kYc7VHTC7tgiWHGElyCJvJKpohDmqmK7tob0gyKl8UwX96l2jxUed2ES79VQUODYlu/Y5g5YSBN5uDhNtGNbIDeoIPJGck0oJEofuzZFeFwzZ1NTYpvoU22PBTb/GF09QX36OEzjCBk0UKQ0l8ZCmsjDjYgfiJHxgyCRSCCTyjA9ZQK6R3QROxYRiUCq9EH4tHshVfsDAJRRSQgZfZPIqTzLqE6DMaLjQEgggUQigVQihQQSDOrQBxOSRoodzyuowkLR7blnENi7FwJSUpD89/9DUO9eYsdqkkQQLtomyk3l5+dj/Pjx2LhxI2JjufQR0cW0hjrIJFKv3mCFWof9bPthNRth1dVCrgkVO4rH0uprIZPKIJFIYLKYEKjWiB2J3BBv4yVqJzQqf7EjEJGbkMqVkLKIbhWN+vz29FD4NH8ieTVO7SAiIiIicgILaSIiIiIiJ7CQJiIiIiJyAgtpIiIiIiInsJAmIiIiInICC2kiIiIiIiewkCYiIiIicgILaSIiIiIiJ3jMhiwWiwUAUFxcLHISIiL3ExUVBbm8dV06+1kioqY118d6TCFdVlYGAFiwYIHISYiI3M/V2Nab/SwRUdOa62MlgiAIIuS5Ynq9HsePH0d4eDhkMpnYcZpUXFyMBQsWYNmyZYiKihI7jsfi+9h6fA+vDk96H6/GiLS797Oe9P/DnfF9vDr4PraeJ72HHj8irVarMWDAALFjtEhUVFSrR4aI7+PVwPfw6vCW99FT+llv+f/R1vg+Xh18H1vPk99D3mxIREREROQEFtJERERERE5gIU1ERERE5AQW0leRRqPBAw88AI1GI3YUj8b3sfX4Hl4dfB/dC/9/XB18H68Ovo+t1x7eQ49ZtYOIiIiIyJ1wRJqIiIiIyAkspImIiIiInOAx60iL6YUXXsChQ4dgMpmQm5uLpKQkAIBWq8WcOXPw4IMPipzQc+Xn52Py5Mm29/ScpUuXIjo62nb8l7/8BS+//DIiIyNdHdGtrV27Fh999BHMZjMEQcCsWbNw1113NXv+999/D19fX0yfPt2FKd3Xlb5/1DbYx7Yt9rOtw362ddp9PytQi+Xl5Qljx461Hb/zzjvCO++8I2Iiz3fxe0otV1xcLIwZM0aorKwUBEEQ6urqhNmzZwsbNmxo9jlPPPGE8MMPP7gqoltz5v2jtsU+tm2wn3Ue+9nW8YZ+llM7Wuno0aOYP38+xo4di3fffRcA8OOPP+LJJ5+0nbNw4ULs3bsXe/fuxXXXXYc5c+bgiSeeECuyR3jyySdxzz33YMqUKdi0aRPGjRuH/Px8sWO5laqqKphMJuj1egCAn58fFi1ahM6dO2PNmjWYN28eZs6cicmTJ+PQoUPYtWsXNm3ahHfeeQfbt28XOb34LvX+Xfj9tnfvXixcuBBA48/ya6+9hhtuuAETJ07E1q1bRcvvLdjHth32s5fHfrZ1vKGf5dSOVqqoqMC3336Luro6jBs3Drfffvslz8/OzsbmzZsREBDgooTur7S0FLNmzbIdz5gxAwAQFBSEpUuXAgBefvllUbK5s9TUVIwfPx4TJkxA165dMXjwYMyYMQNxcXF47rnnsHTpUoSEhGDFihX46KOPsHTpUowbNw6DBg3CyJEjxY4vuubev/j4+Es+z2Qy4bvvvsOmTZvw9ttvY/To0S5K7J3Yx14d7Gedw362dbyhn2Uh3UojR46EUqlESEgIgoODUVNTc8nzExIS2MFfJCIiAqtWrbJre/LJJ9GrVy+REnmOF154Affddx927NiBHTt2YN68eXjjjTfw3nvvYdOmTcjKysK+ffsglfLiU1Oae/8u5dwvx+TkZFRXV7sgpXdjH3t1sJ91HvvZ1mnv/SwL6VaSy8+/hRKJBIIg2P57jslksv1drVa7NJ8n43t1aVu2bIFOp8PUqVMxd+5czJ07F99//z2WLVuGN998EzNnzsTAgQORkpKCZcuWiR3X7TT3/q1YsQIAbD/DZrPZ7nkqlQpA4887tT32sW2L79elsZ9tHW/oZ/nxqQ0EBwcjIyMDgiAgLy8PZ86cETsStUNqtRr/+c9/bHPMBEHAqVOnoFQqIZFIcM8992Dw4MFYv349LBYLAEAmk9n+7u2ae/+6du2K4OBgpKenAwA2btwoZkxqAvtYchX2s63jDf0sR6TbwLBhw/DDDz9g8uTJSEhIQP/+/cWORO3QkCFD8MADD+Cee+6xjciNHDkS7733Hp588klMmTIFEokEI0aMwMGDBwE0fm+++eabCAgIwOTJk8WML7rm3r/7778f/fr1w0svvYQlS5ZgxIgRIieli7GPJVdhP9s63tDPcotwIiIiIiIncGoHEREREZETWEgTERERETmBhTQRERERkRNYSBMREREROYGFNBERERGRE1hIE13G2rVrsXDhQrFjEBG1W+xnyVOxkCYiIiIicgILaaImvP3225gwYQKuu+46rF+/HgCQlZWF22+/HfPmzcPYsWNx7733wmAw4Oeff8b8+fNtzy0sLMSIESNgNBrFik9E5PbYz1J7wEKa6CIbNmzAunXr8NNPP+Hbb79FXV0dAOD777/Htddei++//x7r1q1Dfn4+tmzZgsmTJyM3NxdpaWkAgOXLl2P27NlQKpVi/jOIiNwW+1lqL1hIE11k9+7dmDhxIvz9/SGXyzF37lwAwGOPPYaQkBB8/PHH+Oc//4nS0lLodDoolUpcf/31WL58OSwWC1auXIl58+aJ/K8gInJf7GepvZCLHYDIHQmCYPu7TCYDADz88MOwWCyYMmUKxowZg6KiItt58+fPx3XXXYdBgwYhOTkZcXFxouQmIvIU7GepPeCINNFFRo0ahbVr10Kr1cJqtWLVqlUAgB07duD+++/H1KlTAQBHjhyBxWIBAERHR6NPnz7417/+hRtvvFG07EREnoD9LLUXHJEmusjo0aNx5swZzJ07FxqNBqmpqaiqqsLf//533H///fD19YW/vz8GDhyI3Nxc2/PmzJmDl156CaNHjxYxPRGR+2M/S+2FRLjw2goROcVqteLFF19ETEwM7r77brHjEBG1O+xnyR1xagdRK9XV1WHw4MEoKirCLbfcInYcIqJ2h/0suSuOSBMREREROYEj0kRERERETmAhTURERETkBBbSREREREROYCFNREREROQEFtJERERERE5gIU1ERERE5IT/B5SSBdk8qHYvAAAAAElFTkSuQmCC\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.catplot(y = 'tip', \n", + " x = 'day',\n", + " col = 'sex',\n", + " data = tips);" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.displot(y = 'tip', \n", + " x = 'day',\n", + " col = 'sex',\n", + " data = tips);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 7\n", + "\n", + "Load the `diamonds` dataset from `sns` and do the same thing: come up with a question about it and create a visualization that helps to answer it." + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [], + "source": [ + "diamonds = sns.load_dataset(\"diamonds\")" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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caratcutcolorclaritydepthtablepricexyz
00.23IdealESI261.555.03263.953.982.43
10.21PremiumESI159.861.03263.893.842.31
20.23GoodEVS156.965.03274.054.072.31
30.29PremiumIVS262.458.03344.204.232.63
40.31GoodJSI263.358.03354.344.352.75
.................................
539350.72IdealDSI160.857.027575.755.763.50
539360.72GoodDSI163.155.027575.695.753.61
539370.70Very GoodDSI162.860.027575.665.683.56
539380.86PremiumHSI261.058.027576.156.123.74
539390.75IdealDSI262.255.027575.835.873.64
\n", + "

53940 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " carat cut color clarity depth table price x y z\n", + "0 0.23 Ideal E SI2 61.5 55.0 326 3.95 3.98 2.43\n", + "1 0.21 Premium E SI1 59.8 61.0 326 3.89 3.84 2.31\n", + "2 0.23 Good E VS1 56.9 65.0 327 4.05 4.07 2.31\n", + "3 0.29 Premium I VS2 62.4 58.0 334 4.20 4.23 2.63\n", + "4 0.31 Good J SI2 63.3 58.0 335 4.34 4.35 2.75\n", + "... ... ... ... ... ... ... ... ... ... ...\n", + "53935 0.72 Ideal D SI1 60.8 57.0 2757 5.75 5.76 3.50\n", + "53936 0.72 Good D SI1 63.1 55.0 2757 5.69 5.75 3.61\n", + "53937 0.70 Very Good D SI1 62.8 60.0 2757 5.66 5.68 3.56\n", + "53938 0.86 Premium H SI2 61.0 58.0 2757 6.15 6.12 3.74\n", + "53939 0.75 Ideal D SI2 62.2 55.0 2757 5.83 5.87 3.64\n", + "\n", + "[53940 rows x 10 columns]" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "diamonds" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "My first question is what is the distribution of the carat of diamonds?\n" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "## your code here\n", + "sns.displot(diamonds.carat, kde = False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The distribution of carat is skewed to the right" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The second question is: how is the relation between the carat and the price, taking into account the clarity by each quality of the cut?" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.lmplot( x = \"carat\",\n", + " y = \"price\", \n", + " hue = 'clarity',\n", + " col = 'cut',\n", + " col_wrap = 2,\n", + " data = diamonds,\n", + " palette = 'viridis'\n", + " );" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see that for each clarity level, the slope of the diamond's price on its carats seems to decrease as the cut quality diminshes. That means that the poorer the cut, more carats are needed to get a comparable price. Similarly, within each cut quality group, as clarity diminishes the corresponding slope gets smaller." + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.lmplot( x = \"carat\",\n", + " y = \"price\", \n", + " hue = 'cut',\n", + " col = 'clarity',\n", + " col_wrap = 2,\n", + " data = diamonds,\n", + " palette = 'viridis'\n", + " );" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "By interchanging the role of hue and facet, we see, however, that the decrease in the slopes by cut is much stronger across clarities than across cut quality." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.8" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Day 8 Challenge .ipynb b/Day 8 Challenge .ipynb new file mode 100644 index 0000000..d230bac --- /dev/null +++ b/Day 8 Challenge .ipynb @@ -0,0 +1,3139 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Using APIs to Get Data From the Internet" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "**API** means Application Programmer Interface\n", + "\n", + "An API is a set of instructions that describe how computers can interact with each other to request and receive information.\n", + "\n", + "Some important questions we will ask that help us discover APIs is below.\n", + "\n", + "|Question | In technical terms |\n", + "|:---------|:--------------------|\n", + "|Where is my data? | What is the domain? |\n", + "|How do I learn what data is available?| Where is the documentation? |\n", + "|How do I request specific data?| How do I formulate a URL for a specific purpose? |\n", + "|How do I interpret the data?| What is the structure and format of the output?|\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Let's walk through an example in the browser**\n", + "\n", + "PlaceKitten!\n", + "\n", + "In a browser, go to http://www.placekitten.com\n", + "\n", + "|In technical terms | PlaceKitten |\n", + "|:---------|:--------------------|\n", + "|What is the domain? | http://www.placekitten.com |\n", + "|Where is the documentation?| The documentation is on the home page. |\n", + "|How do I formulate a URL for a specific purpose? | You put it in the url like http://www.placekitten/width/height |\n", + "|What is the structure and format of the output?| It's an image! |" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Accessing placekitten in python\n", + "\n", + "We're going to use a special library called requests" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from IPython.display import display, Image # This line lets you display images. We'll use that in a bit.\n", + "\n", + "# This line lets you use python to download data from the web.\n", + "import requests" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# Get a 200 by 300 image from placekitten.\n", + "r = requests.get('http://www.placekitten.com/200/300')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "200" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Look at the status code\n", + "r.status_code" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x01\\x01\\x01\\x00`\\x00`\\x00\\x00\\xff\\xfe\\x00;CREATOR: gd-jpeg v1.0 (using IJG JPEG v80), quality = 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+ ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# print the content\n", + "r.content" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/jpeg": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Use the Image function to display the image\n", + "display(Image(r.content))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 1\n", + "\n", + "Write a function that takes in the width and height and prints an image" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "# Get a 300 by 400 image from placekitten.\n", + "r = requests.get('http://www.placekitten.com/300/400')" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "200" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "r.status_code" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Use the Image function to display the image\n", + "display(Image(r.content))" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "def get(width, height):\n", + " new = request.get('http://www.placekitten.com/{height}/{400}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 2\n", + "\n", + "Can you write a loop to show several images?\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/jpeg": 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\n", 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Write a loop that shows multiple images\n", + "\n", + "n_images = 5 # Change for number of images to display\n", + "\n", + "for i_image in range(0, n_images):\n", + " width_image = 200 + i_image \n", + " height_image = 300 + i_image \n", + " r = requests.get('http://www.placekitten.com/' + str(width_image) + '/' + str(height_image))\n", + " display(Image(r.content))\n", + " r = 0\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Example 2: Getting World Times\n", + "\n", + "This example introduces a slightly more complicated API. It also introduces **JSON** which is a very common data format.\n", + "\n", + "The API (including some documentation) is at http://worldtimeapi.org/" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "b'[\"Africa/Abidjan\",\"Africa/Accra\",\"Africa/Algiers\",\"Africa/Bissau\",\"Africa/Cairo\",\"Africa/Casablanca\",\"Africa/Ceuta\",\"Africa/El_Aaiun\",\"Africa/Johannesburg\",\"Africa/Juba\",\"Africa/Khartoum\",\"Africa/Lagos\",\"Africa/Maputo\",\"Africa/Monrovia\",\"Africa/Nairobi\",\"Africa/Ndjamena\",\"Africa/Sao_Tome\",\"Africa/Tripoli\",\"Africa/Tunis\",\"Africa/Windhoek\",\"America/Adak\",\"America/Anchorage\",\"America/Araguaina\",\"America/Argentina/Buenos_Aires\",\"America/Argentina/Catamarca\",\"America/Argentina/Cordoba\",\"America/Argentina/Jujuy\",\"America/Argentina/La_Rioja\",\"America/Argentina/Mendoza\",\"America/Argentina/Rio_Gallegos\",\"America/Argentina/Salta\",\"America/Argentina/San_Juan\",\"America/Argentina/San_Luis\",\"America/Argentina/Tucuman\",\"America/Argentina/Ushuaia\",\"America/Asuncion\",\"America/Atikokan\",\"America/Bahia\",\"America/Bahia_Banderas\",\"America/Barbados\",\"America/Belem\",\"America/Belize\",\"America/Blanc-Sablon\",\"America/Boa_Vista\",\"America/Bogota\",\"America/Boise\",\"America/Cambridge_Bay\",\"America/Campo_Grande\",\"America/Cancun\",\"America/Caracas\",\"America/Cayenne\",\"America/Chicago\",\"America/Chihuahua\",\"America/Costa_Rica\",\"America/Creston\",\"America/Cuiaba\",\"America/Curacao\",\"America/Danmarkshavn\",\"America/Dawson\",\"America/Dawson_Creek\",\"America/Denver\",\"America/Detroit\",\"America/Edmonton\",\"America/Eirunepe\",\"America/El_Salvador\",\"America/Fort_Nelson\",\"America/Fortaleza\",\"America/Glace_Bay\",\"America/Goose_Bay\",\"America/Grand_Turk\",\"America/Guatemala\",\"America/Guayaquil\",\"America/Guyana\",\"America/Halifax\",\"America/Havana\",\"America/Hermosillo\",\"America/Indiana/Indianapolis\",\"America/Indiana/Knox\",\"America/Indiana/Marengo\",\"America/Indiana/Petersburg\",\"America/Indiana/Tell_City\",\"America/Indiana/Vevay\",\"America/Indiana/Vincennes\",\"America/Indiana/Winamac\",\"America/Inuvik\",\"America/Iqaluit\",\"America/Jamaica\",\"America/Juneau\",\"America/Kentucky/Louisville\",\"America/Kentucky/Monticello\",\"America/La_Paz\",\"America/Lima\",\"America/Los_Angeles\",\"America/Maceio\",\"America/Managua\",\"America/Manaus\",\"America/Martinique\",\"America/Matamoros\",\"America/Mazatlan\",\"America/Menominee\",\"America/Merida\",\"America/Metlakatla\",\"America/Mexico_City\",\"America/Miquelon\",\"America/Moncton\",\"America/Monterrey\",\"America/Montevideo\",\"America/Nassau\",\"America/New_York\",\"America/Nipigon\",\"America/Nome\",\"America/Noronha\",\"America/North_Dakota/Beulah\",\"America/North_Dakota/Center\",\"America/North_Dakota/New_Salem\",\"America/Nuuk\",\"America/Ojinaga\",\"America/Panama\",\"America/Pangnirtung\",\"America/Paramaribo\",\"America/Phoenix\",\"America/Port-au-Prince\",\"America/Port_of_Spain\",\"America/Porto_Velho\",\"America/Puerto_Rico\",\"America/Punta_Arenas\",\"America/Rainy_River\",\"America/Rankin_Inlet\",\"America/Recife\",\"America/Regina\",\"America/Resolute\",\"America/Rio_Branco\",\"America/Santarem\",\"America/Santiago\",\"America/Santo_Domingo\",\"America/Sao_Paulo\",\"America/Scoresbysund\",\"America/Sitka\",\"America/St_Johns\",\"America/Swift_Current\",\"America/Tegucigalpa\",\"America/Thule\",\"America/Thunder_Bay\",\"America/Tijuana\",\"America/Toronto\",\"America/Vancouver\",\"America/Whitehorse\",\"America/Winnipeg\",\"America/Yakutat\",\"America/Yellowknife\",\"Antarctica/Casey\",\"Antarctica/Davis\",\"Antarctica/DumontDUrville\",\"Antarctica/Macquarie\",\"Antarctica/Mawson\",\"Antarctica/Palmer\",\"Antarctica/Rothera\",\"Antarctica/Syowa\",\"Antarctica/Troll\",\"Antarctica/Vostok\",\"Asia/Almaty\",\"Asia/Amman\",\"Asia/Anadyr\",\"Asia/Aqtau\",\"Asia/Aqtobe\",\"Asia/Ashgabat\",\"Asia/Atyrau\",\"Asia/Baghdad\",\"Asia/Baku\",\"Asia/Bangkok\",\"Asia/Barnaul\",\"Asia/Beirut\",\"Asia/Bishkek\",\"Asia/Brunei\",\"Asia/Chita\",\"Asia/Choibalsan\",\"Asia/Colombo\",\"Asia/Damascus\",\"Asia/Dhaka\",\"Asia/Dili\",\"Asia/Dubai\",\"Asia/Dushanbe\",\"Asia/Famagusta\",\"Asia/Gaza\",\"Asia/Hebron\",\"Asia/Ho_Chi_Minh\",\"Asia/Hong_Kong\",\"Asia/Hovd\",\"Asia/Irkutsk\",\"Asia/Jakarta\",\"Asia/Jayapura\",\"Asia/Jerusalem\",\"Asia/Kabul\",\"Asia/Kamchatka\",\"Asia/Karachi\",\"Asia/Kathmandu\",\"Asia/Khandyga\",\"Asia/Kolkata\",\"Asia/Krasnoyarsk\",\"Asia/Kuala_Lumpur\",\"Asia/Kuching\",\"Asia/Macau\",\"Asia/Magadan\",\"Asia/Makassar\",\"Asia/Manila\",\"Asia/Nicosia\",\"Asia/Novokuznetsk\",\"Asia/Novosibirsk\",\"Asia/Omsk\",\"Asia/Oral\",\"Asia/Pontianak\",\"Asia/Pyongyang\",\"Asia/Qatar\",\"Asia/Qostanay\",\"Asia/Qyzylorda\",\"Asia/Riyadh\",\"Asia/Sakhalin\",\"Asia/Samarkand\",\"Asia/Seoul\",\"Asia/Shanghai\",\"Asia/Singapore\",\"Asia/Srednekolymsk\",\"Asia/Taipei\",\"Asia/Tashkent\",\"Asia/Tbilisi\",\"Asia/Tehran\",\"Asia/Thimphu\",\"Asia/Tokyo\",\"Asia/Tomsk\",\"Asia/Ulaanbaatar\",\"Asia/Urumqi\",\"Asia/Ust-Nera\",\"Asia/Vladivostok\",\"Asia/Yakutsk\",\"Asia/Yangon\",\"Asia/Yekaterinburg\",\"Asia/Yerevan\",\"Atlantic/Azores\",\"Atlantic/Bermuda\",\"Atlantic/Canary\",\"Atlantic/Cape_Verde\",\"Atlantic/Faroe\",\"Atlantic/Madeira\",\"Atlantic/Reykjavik\",\"Atlantic/South_Georgia\",\"Atlantic/Stanley\",\"Australia/Adelaide\",\"Australia/Brisbane\",\"Australia/Broken_Hill\",\"Australia/Darwin\",\"Australia/Eucla\",\"Australia/Hobart\",\"Australia/Lindeman\",\"Australia/Lord_Howe\",\"Australia/Melbourne\",\"Australia/Perth\",\"Australia/Sydney\",\"CET\",\"CST6CDT\",\"EET\",\"EST\",\"EST5EDT\",\"Etc/GMT\",\"Etc/GMT+1\",\"Etc/GMT+10\",\"Etc/GMT+11\",\"Etc/GMT+12\",\"Etc/GMT+2\",\"Etc/GMT+3\",\"Etc/GMT+4\",\"Etc/GMT+5\",\"Etc/GMT+6\",\"Etc/GMT+7\",\"Etc/GMT+8\",\"Etc/GMT+9\",\"Etc/GMT-1\",\"Etc/GMT-10\",\"Etc/GMT-11\",\"Etc/GMT-12\",\"Etc/GMT-13\",\"Etc/GMT-14\",\"Etc/GMT-2\",\"Etc/GMT-3\",\"Etc/GMT-4\",\"Etc/GMT-5\",\"Etc/GMT-6\",\"Etc/GMT-7\",\"Etc/GMT-8\",\"Etc/GMT-9\",\"Etc/UTC\",\"Europe/Amsterdam\",\"Europe/Andorra\",\"Europe/Astrakhan\",\"Europe/Athens\",\"Europe/Belgrade\",\"Europe/Berlin\",\"Europe/Brussels\",\"Europe/Bucharest\",\"Europe/Budapest\",\"Europe/Chisinau\",\"Europe/Copenhagen\",\"Europe/Dublin\",\"Europe/Gibraltar\",\"Europe/Helsinki\",\"Europe/Istanbul\",\"Europe/Kaliningrad\",\"Europe/Kiev\",\"Europe/Kirov\",\"Europe/Lisbon\",\"Europe/London\",\"Europe/Luxembourg\",\"Europe/Madrid\",\"Europe/Malta\",\"Europe/Minsk\",\"Europe/Monaco\",\"Europe/Moscow\",\"Europe/Oslo\",\"Europe/Paris\",\"Europe/Prague\",\"Europe/Riga\",\"Europe/Rome\",\"Europe/Samara\",\"Europe/Saratov\",\"Europe/Simferopol\",\"Europe/Sofia\",\"Europe/Stockholm\",\"Europe/Tallinn\",\"Europe/Tirane\",\"Europe/Ulyanovsk\",\"Europe/Uzhgorod\",\"Europe/Vienna\",\"Europe/Vilnius\",\"Europe/Volgograd\",\"Europe/Warsaw\",\"Europe/Zaporozhye\",\"Europe/Zurich\",\"HST\",\"Indian/Chagos\",\"Indian/Christmas\",\"Indian/Cocos\",\"Indian/Kerguelen\",\"Indian/Mahe\",\"Indian/Maldives\",\"Indian/Mauritius\",\"Indian/Reunion\",\"MET\",\"MST\",\"MST7MDT\",\"PST8PDT\",\"Pacific/Apia\",\"Pacific/Auckland\",\"Pacific/Bougainville\",\"Pacific/Chatham\",\"Pacific/Chuuk\",\"Pacific/Easter\",\"Pacific/Efate\",\"Pacific/Enderbury\",\"Pacific/Fakaofo\",\"Pacific/Fiji\",\"Pacific/Funafuti\",\"Pacific/Galapagos\",\"Pacific/Gambier\",\"Pacific/Guadalcanal\",\"Pacific/Guam\",\"Pacific/Honolulu\",\"Pacific/Kiritimati\",\"Pacific/Kosrae\",\"Pacific/Kwajalein\",\"Pacific/Majuro\",\"Pacific/Marquesas\",\"Pacific/Nauru\",\"Pacific/Niue\",\"Pacific/Norfolk\",\"Pacific/Noumea\",\"Pacific/Pago_Pago\",\"Pacific/Palau\",\"Pacific/Pitcairn\",\"Pacific/Pohnpei\",\"Pacific/Port_Moresby\",\"Pacific/Rarotonga\",\"Pacific/Tahiti\",\"Pacific/Tarawa\",\"Pacific/Tongatapu\",\"Pacific/Wake\",\"Pacific/Wallis\",\"WET\"]'\n" + ] + } + ], + "source": [ + "# Download list of time zones\n", + "r = requests.get(\"http://worldtimeapi.org/api/timezone\")\n", + "print(r.content)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 3\n", + "\n", + "Use the .json() function to get the response converted to a dictionary or list" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "# Use the .json() function to get the response converted to a dictionary or list\n", + "# What did it return?\n", + "import json\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['Africa/Abidjan',\n", + " 'Africa/Accra',\n", + " 'Africa/Algiers',\n", + " 'Africa/Bissau',\n", + " 'Africa/Cairo',\n", + " 'Africa/Casablanca',\n", + " 'Africa/Ceuta',\n", + " 'Africa/El_Aaiun',\n", + " 'Africa/Johannesburg',\n", + " 'Africa/Juba',\n", + " 'Africa/Khartoum',\n", + " 'Africa/Lagos',\n", + " 'Africa/Maputo',\n", + " 'Africa/Monrovia',\n", + " 'Africa/Nairobi',\n", + " 'Africa/Ndjamena',\n", + " 'Africa/Sao_Tome',\n", + " 'Africa/Tripoli',\n", + " 'Africa/Tunis',\n", + " 'Africa/Windhoek',\n", + " 'America/Adak',\n", + " 'America/Anchorage',\n", + " 'America/Araguaina',\n", + " 'America/Argentina/Buenos_Aires',\n", + " 'America/Argentina/Catamarca',\n", + " 'America/Argentina/Cordoba',\n", + " 'America/Argentina/Jujuy',\n", + " 'America/Argentina/La_Rioja',\n", + " 'America/Argentina/Mendoza',\n", + " 'America/Argentina/Rio_Gallegos',\n", + " 'America/Argentina/Salta',\n", + " 'America/Argentina/San_Juan',\n", + " 'America/Argentina/San_Luis',\n", + " 'America/Argentina/Tucuman',\n", + " 'America/Argentina/Ushuaia',\n", + " 'America/Asuncion',\n", + " 'America/Atikokan',\n", + " 'America/Bahia',\n", + " 'America/Bahia_Banderas',\n", + " 'America/Barbados',\n", + " 'America/Belem',\n", + " 'America/Belize',\n", + " 'America/Blanc-Sablon',\n", + " 'America/Boa_Vista',\n", + " 'America/Bogota',\n", + " 'America/Boise',\n", + " 'America/Cambridge_Bay',\n", + " 'America/Campo_Grande',\n", + " 'America/Cancun',\n", + " 'America/Caracas',\n", + " 'America/Cayenne',\n", + " 'America/Chicago',\n", + " 'America/Chihuahua',\n", + " 'America/Costa_Rica',\n", + " 'America/Creston',\n", + " 'America/Cuiaba',\n", + " 'America/Curacao',\n", + " 'America/Danmarkshavn',\n", + " 'America/Dawson',\n", + " 'America/Dawson_Creek',\n", + " 'America/Denver',\n", + " 'America/Detroit',\n", + " 'America/Edmonton',\n", + " 'America/Eirunepe',\n", + " 'America/El_Salvador',\n", + " 'America/Fort_Nelson',\n", + " 'America/Fortaleza',\n", + " 'America/Glace_Bay',\n", + " 'America/Goose_Bay',\n", + " 'America/Grand_Turk',\n", + " 'America/Guatemala',\n", + " 'America/Guayaquil',\n", + " 'America/Guyana',\n", + " 'America/Halifax',\n", + " 'America/Havana',\n", + " 'America/Hermosillo',\n", + " 'America/Indiana/Indianapolis',\n", + " 'America/Indiana/Knox',\n", + " 'America/Indiana/Marengo',\n", + " 'America/Indiana/Petersburg',\n", + " 'America/Indiana/Tell_City',\n", + " 'America/Indiana/Vevay',\n", + " 'America/Indiana/Vincennes',\n", + " 'America/Indiana/Winamac',\n", + " 'America/Inuvik',\n", + " 'America/Iqaluit',\n", + " 'America/Jamaica',\n", + " 'America/Juneau',\n", + " 'America/Kentucky/Louisville',\n", + " 'America/Kentucky/Monticello',\n", + " 'America/La_Paz',\n", + " 'America/Lima',\n", + " 'America/Los_Angeles',\n", + " 'America/Maceio',\n", + " 'America/Managua',\n", + " 'America/Manaus',\n", + " 'America/Martinique',\n", + " 'America/Matamoros',\n", + " 'America/Mazatlan',\n", + " 'America/Menominee',\n", + " 'America/Merida',\n", + " 'America/Metlakatla',\n", + " 'America/Mexico_City',\n", + " 'America/Miquelon',\n", + " 'America/Moncton',\n", + " 'America/Monterrey',\n", + " 'America/Montevideo',\n", + " 'America/Nassau',\n", + " 'America/New_York',\n", + " 'America/Nipigon',\n", + " 'America/Nome',\n", + " 'America/Noronha',\n", + " 'America/North_Dakota/Beulah',\n", + " 'America/North_Dakota/Center',\n", + " 'America/North_Dakota/New_Salem',\n", + " 'America/Nuuk',\n", + " 'America/Ojinaga',\n", + " 'America/Panama',\n", + " 'America/Pangnirtung',\n", + " 'America/Paramaribo',\n", + " 'America/Phoenix',\n", + " 'America/Port-au-Prince',\n", + " 'America/Port_of_Spain',\n", + " 'America/Porto_Velho',\n", + " 'America/Puerto_Rico',\n", + " 'America/Punta_Arenas',\n", + " 'America/Rainy_River',\n", + " 'America/Rankin_Inlet',\n", + " 'America/Recife',\n", + " 'America/Regina',\n", + " 'America/Resolute',\n", + " 'America/Rio_Branco',\n", + " 'America/Santarem',\n", + " 'America/Santiago',\n", + " 'America/Santo_Domingo',\n", + " 'America/Sao_Paulo',\n", + " 'America/Scoresbysund',\n", + " 'America/Sitka',\n", + " 'America/St_Johns',\n", + " 'America/Swift_Current',\n", + " 'America/Tegucigalpa',\n", + " 'America/Thule',\n", + " 'America/Thunder_Bay',\n", + " 'America/Tijuana',\n", + " 'America/Toronto',\n", + " 'America/Vancouver',\n", + " 'America/Whitehorse',\n", + " 'America/Winnipeg',\n", + " 'America/Yakutat',\n", + " 'America/Yellowknife',\n", + " 'Antarctica/Casey',\n", + " 'Antarctica/Davis',\n", + " 'Antarctica/DumontDUrville',\n", + " 'Antarctica/Macquarie',\n", + " 'Antarctica/Mawson',\n", + " 'Antarctica/Palmer',\n", + " 'Antarctica/Rothera',\n", + " 'Antarctica/Syowa',\n", + " 'Antarctica/Troll',\n", + " 'Antarctica/Vostok',\n", + " 'Asia/Almaty',\n", + " 'Asia/Amman',\n", + " 'Asia/Anadyr',\n", + " 'Asia/Aqtau',\n", + " 'Asia/Aqtobe',\n", + " 'Asia/Ashgabat',\n", + " 'Asia/Atyrau',\n", + " 'Asia/Baghdad',\n", + " 'Asia/Baku',\n", + " 'Asia/Bangkok',\n", + " 'Asia/Barnaul',\n", + " 'Asia/Beirut',\n", + " 'Asia/Bishkek',\n", + " 'Asia/Brunei',\n", + " 'Asia/Chita',\n", + " 'Asia/Choibalsan',\n", + " 'Asia/Colombo',\n", + " 'Asia/Damascus',\n", + " 'Asia/Dhaka',\n", + " 'Asia/Dili',\n", + " 'Asia/Dubai',\n", + " 'Asia/Dushanbe',\n", + " 'Asia/Famagusta',\n", + " 'Asia/Gaza',\n", + " 'Asia/Hebron',\n", + " 'Asia/Ho_Chi_Minh',\n", + " 'Asia/Hong_Kong',\n", + " 'Asia/Hovd',\n", + " 'Asia/Irkutsk',\n", + " 'Asia/Jakarta',\n", + " 'Asia/Jayapura',\n", + " 'Asia/Jerusalem',\n", + " 'Asia/Kabul',\n", + " 'Asia/Kamchatka',\n", + " 'Asia/Karachi',\n", + " 'Asia/Kathmandu',\n", + " 'Asia/Khandyga',\n", + " 'Asia/Kolkata',\n", + " 'Asia/Krasnoyarsk',\n", + " 'Asia/Kuala_Lumpur',\n", + " 'Asia/Kuching',\n", + " 'Asia/Macau',\n", + " 'Asia/Magadan',\n", + " 'Asia/Makassar',\n", + " 'Asia/Manila',\n", + " 'Asia/Nicosia',\n", + " 'Asia/Novokuznetsk',\n", + " 'Asia/Novosibirsk',\n", + " 'Asia/Omsk',\n", + " 'Asia/Oral',\n", + " 'Asia/Pontianak',\n", + " 'Asia/Pyongyang',\n", + " 'Asia/Qatar',\n", + " 'Asia/Qostanay',\n", + " 'Asia/Qyzylorda',\n", + " 'Asia/Riyadh',\n", + " 'Asia/Sakhalin',\n", + " 'Asia/Samarkand',\n", + " 'Asia/Seoul',\n", + " 'Asia/Shanghai',\n", + " 'Asia/Singapore',\n", + " 'Asia/Srednekolymsk',\n", + " 'Asia/Taipei',\n", + " 'Asia/Tashkent',\n", + " 'Asia/Tbilisi',\n", + " 'Asia/Tehran',\n", + " 'Asia/Thimphu',\n", + " 'Asia/Tokyo',\n", + " 'Asia/Tomsk',\n", + " 'Asia/Ulaanbaatar',\n", + " 'Asia/Urumqi',\n", + " 'Asia/Ust-Nera',\n", + " 'Asia/Vladivostok',\n", + " 'Asia/Yakutsk',\n", + " 'Asia/Yangon',\n", + " 'Asia/Yekaterinburg',\n", + " 'Asia/Yerevan',\n", + " 'Atlantic/Azores',\n", + " 'Atlantic/Bermuda',\n", + " 'Atlantic/Canary',\n", + " 'Atlantic/Cape_Verde',\n", + " 'Atlantic/Faroe',\n", + " 'Atlantic/Madeira',\n", + " 'Atlantic/Reykjavik',\n", + " 'Atlantic/South_Georgia',\n", + " 'Atlantic/Stanley',\n", + " 'Australia/Adelaide',\n", + " 'Australia/Brisbane',\n", + " 'Australia/Broken_Hill',\n", + " 'Australia/Darwin',\n", + " 'Australia/Eucla',\n", + " 'Australia/Hobart',\n", + " 'Australia/Lindeman',\n", + " 'Australia/Lord_Howe',\n", + " 'Australia/Melbourne',\n", + " 'Australia/Perth',\n", + " 'Australia/Sydney',\n", + " 'CET',\n", + " 'CST6CDT',\n", + " 'EET',\n", + " 'EST',\n", + " 'EST5EDT',\n", + " 'Etc/GMT',\n", + " 'Etc/GMT+1',\n", + " 'Etc/GMT+10',\n", + " 'Etc/GMT+11',\n", + " 'Etc/GMT+12',\n", + " 'Etc/GMT+2',\n", + " 'Etc/GMT+3',\n", + " 'Etc/GMT+4',\n", + " 'Etc/GMT+5',\n", + " 'Etc/GMT+6',\n", + " 'Etc/GMT+7',\n", + " 'Etc/GMT+8',\n", + " 'Etc/GMT+9',\n", + " 'Etc/GMT-1',\n", + " 'Etc/GMT-10',\n", + " 'Etc/GMT-11',\n", + " 'Etc/GMT-12',\n", + " 'Etc/GMT-13',\n", + " 'Etc/GMT-14',\n", + " 'Etc/GMT-2',\n", + " 'Etc/GMT-3',\n", + " 'Etc/GMT-4',\n", + " 'Etc/GMT-5',\n", + " 'Etc/GMT-6',\n", + " 'Etc/GMT-7',\n", + " 'Etc/GMT-8',\n", + " 'Etc/GMT-9',\n", + " 'Etc/UTC',\n", + " 'Europe/Amsterdam',\n", + " 'Europe/Andorra',\n", + " 'Europe/Astrakhan',\n", + " 'Europe/Athens',\n", + " 'Europe/Belgrade',\n", + " 'Europe/Berlin',\n", + " 'Europe/Brussels',\n", + " 'Europe/Bucharest',\n", + " 'Europe/Budapest',\n", + " 'Europe/Chisinau',\n", + " 'Europe/Copenhagen',\n", + " 'Europe/Dublin',\n", + " 'Europe/Gibraltar',\n", + " 'Europe/Helsinki',\n", + " 'Europe/Istanbul',\n", + " 'Europe/Kaliningrad',\n", + " 'Europe/Kiev',\n", + " 'Europe/Kirov',\n", + " 'Europe/Lisbon',\n", + " 'Europe/London',\n", + " 'Europe/Luxembourg',\n", + " 'Europe/Madrid',\n", + " 'Europe/Malta',\n", + " 'Europe/Minsk',\n", + " 'Europe/Monaco',\n", + " 'Europe/Moscow',\n", + " 'Europe/Oslo',\n", + " 'Europe/Paris',\n", + " 'Europe/Prague',\n", + " 'Europe/Riga',\n", + " 'Europe/Rome',\n", + " 'Europe/Samara',\n", + " 'Europe/Saratov',\n", + " 'Europe/Simferopol',\n", + " 'Europe/Sofia',\n", + " 'Europe/Stockholm',\n", + " 'Europe/Tallinn',\n", + " 'Europe/Tirane',\n", + " 'Europe/Ulyanovsk',\n", + " 'Europe/Uzhgorod',\n", + " 'Europe/Vienna',\n", + " 'Europe/Vilnius',\n", + " 'Europe/Volgograd',\n", + " 'Europe/Warsaw',\n", + " 'Europe/Zaporozhye',\n", + " 'Europe/Zurich',\n", + " 'HST',\n", + " 'Indian/Chagos',\n", + " 'Indian/Christmas',\n", + " 'Indian/Cocos',\n", + " 'Indian/Kerguelen',\n", + " 'Indian/Mahe',\n", + " 'Indian/Maldives',\n", + " 'Indian/Mauritius',\n", + " 'Indian/Reunion',\n", + " 'MET',\n", + " 'MST',\n", + " 'MST7MDT',\n", + " 'PST8PDT',\n", + " 'Pacific/Apia',\n", + " 'Pacific/Auckland',\n", + " 'Pacific/Bougainville',\n", + " 'Pacific/Chatham',\n", + " 'Pacific/Chuuk',\n", + " 'Pacific/Easter',\n", + " 'Pacific/Efate',\n", + " 'Pacific/Enderbury',\n", + " 'Pacific/Fakaofo',\n", + " 'Pacific/Fiji',\n", + " 'Pacific/Funafuti',\n", + " 'Pacific/Galapagos',\n", + " 'Pacific/Gambier',\n", + " 'Pacific/Guadalcanal',\n", + " 'Pacific/Guam',\n", + " 'Pacific/Honolulu',\n", + " 'Pacific/Kiritimati',\n", + " 'Pacific/Kosrae',\n", + " 'Pacific/Kwajalein',\n", + " 'Pacific/Majuro',\n", + " 'Pacific/Marquesas',\n", + " 'Pacific/Nauru',\n", + " 'Pacific/Niue',\n", + " 'Pacific/Norfolk',\n", + " 'Pacific/Noumea',\n", + " 'Pacific/Pago_Pago',\n", + " 'Pacific/Palau',\n", + " 'Pacific/Pitcairn',\n", + " 'Pacific/Pohnpei',\n", + " 'Pacific/Port_Moresby',\n", + " 'Pacific/Rarotonga',\n", + " 'Pacific/Tahiti',\n", + " 'Pacific/Tarawa',\n", + " 'Pacific/Tongatapu',\n", + " 'Pacific/Wake',\n", + " 'Pacific/Wallis',\n", + " 'WET']" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Opening JSON file\n", + "json.loads(r.content)\n", + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 4\n", + "\n", + "Get the time for your time zone" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "# Your code here\n", + "jsonIndiana = json.loads(requests.get(\"http://worldtimeapi.org/api/timezone/America/Indiana/Indianapolis\").content)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'2021-10-28T14:44:04.181725-04:00'" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "jsonIndiana['datetime']" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10\n", + "14:44:04\n" + ] + } + ], + "source": [ + "Timeloc = jsonIndiana['datetime'].find(\"T\")\n", + "print(Timeloc)\n", + "time = jsonIndiana['datetime'][Timeloc + 1: Timeloc + 9 ]\n", + "print(time)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 5\n", + "\n", + "Get the time for your IP address" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'abbreviation': 'EDT',\n", + " 'client_ip': '69.174.156.149',\n", + " 'datetime': '2021-10-28T14:44:09.623462-04:00',\n", + " 'day_of_week': 4,\n", + " 'day_of_year': 301,\n", + " 'dst': True,\n", + " 'dst_from': '2021-03-14T07:00:00+00:00',\n", + " 'dst_offset': 3600,\n", + " 'dst_until': '2021-11-07T06:00:00+00:00',\n", + " 'raw_offset': -18000,\n", + " 'timezone': 'America/Indiana/Indianapolis',\n", + " 'unixtime': 1635446649,\n", + " 'utc_datetime': '2021-10-28T18:44:09.623462+00:00',\n", + " 'utc_offset': '-04:00',\n", + " 'week_number': 43}" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Get the time for your IP address\n", + "\n", + "jsonIP = json.loads(requests.get(\"http://worldtimeapi.org/api/ip\").content)\n", + "jsonIP" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10\n", + "14:44:09\n" + ] + } + ], + "source": [ + "TimeIP = jsonIP['datetime'].find(\"T\")\n", + "print(TimeIP)\n", + "time = jsonIP['datetime'][TimeIP + 1: TimeIP + 9 ]\n", + "print(time)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Example 3: Getting Wikipedia pages\n", + "\n", + "Wikipedia also has an open API, and I want to use it to show one other tip for using the `requests` library; many APIs will take in a set of parameters, which you can pass as a parameter dictionary.\n", + "\n", + "The documentation for the very extensive API is [here](https://www.mediawiki.org/wiki/API:Main_page). Many of the operations require you to authenticate (which we will cover next), but some things, like getting the content of a page, do not.\n", + "\n", + "For example, the following code gets the recent changes to Wikipedia." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import requests\n", + "\n", + "endpt = 'https://en.wikipedia.org/w/api.php'\n", + "\n", + "\n", + "def get_last_pages_changed(n):\n", + " params = {'action': 'query',\n", + " 'format': 'json',\n", + " 'list': 'recentchanges',\n", + " 'rcnamespace': '0',\n", + " 'rclimit': n}\n", + " r = requests.get(endpt, params = params)\n", + " #print(r.json())\n", + " #print(r.json()['query']['recentchanges'])\n", + " result = []\n", + " content = r.json()['query']['recentchanges']\n", + " for page in content:\n", + " result.append(page['title'])\n", + " return result" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['Duplain Township, MI',\n", + " 'Good Sam (TV series)',\n", + " 'Have a Good Time (Ruth Brown album)',\n", + " 'DuPage County, IL',\n", + " 'Anti-communism',\n", + " 'Bela Lugosi filmography',\n", + " 'Vuzu',\n", + " 'Dunwoody, GA',\n", + " 'Fraser, Iowa',\n", + " 'Dunstable, MA',\n", + " 'Mulan (Disney character)',\n", + " 'Starfire (Teen Titans)',\n", + " 'Vu!',\n", + " 'Dunsmuir, CA',\n", + " 'Dunseith, ND',\n", + " 'Governor-General of Pakistan',\n", + " \"October 2021 Sudanese coup d'état\",\n", + " 'List of defunct Canadian companies',\n", + " 'Dunreith, IN',\n", + " 'Dunnstown, PA']" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "get_last_pages_changed(20)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 6\n", + "\n", + "Review the documentation (and Google) to see if you can figure out how to get a list of all of the users who have ever edited the most recently edited Wikipedia page." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Durham, KS']\n" + ] + }, + { + "data": { + "text/plain": [ + "['Red Director', 'Sethbot', '0 anonymous contributor(s)']" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "## Your code here\n", + "print(get_last_pages_changed(1))\n", + "\n", + "\n", + "def get_contributors():\n", + " params = {'action': 'query',\n", + " 'format': 'json',\n", + " 'prop': 'contributors',\n", + " 'titles': get_last_pages_changed(1)[0]}\n", + " r = requests.get(endpt, params=params)\n", + " #print(r.json())\n", + " info = next(iter(r.json()['query']['pages'].items()))[1]\n", + " #print(info)\n", + " if 'anoncontributors' in info:\n", + " anon = info['anoncontributors']\n", + " else:\n", + " anon = 0\n", + " \n", + " contributors = info['contributors']\n", + " \n", + " #print(anon, 'anonymous contributors')\n", + " #print(contributors)\n", + " \n", + " result = []\n", + " \n", + " for user in contributors:\n", + " result.append(user['name'])\n", + " \n", + " result.append(str(anon) + ' anonymous contributor(s)')\n", + " return result\n", + "\n", + "get_contributors()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Example 4: Intro to Twitter API\n", + "\n", + "In order to use the Twitter API, you need to do two things:\n", + "\n", + "1. Install tweepy. This is a python library designed to make it easier to use the API (rather than using `requests` directly. I made [this video](https://www.youtube.com/watch?v=TASX3evcgG4) to walk you through how to install tweepy in Anaconda.\n", + "\n", + "2. To use the Twitter API, you need to be authenticated, and so you need a developer account. [This page](https://wiki.communitydata.science/Intro_to_Programming_and_Data_Science_(Summer_2020)/Twitter_authentication_setup) explains how to get a developer account.\n", + "\n", + "Once you have your keys, you should create a file called `twitter_authentication.py` in the same directory as this file. It should contain the following four lines (replace the fake strings below with the corresponding keys from your twitter account):\n", + "\n", + "```\n", + "CONSUMER_KEY = 'zFxMGdKmbo4e72X8Fi2FYr54v'\n", + "CONSUMER_SECRET = 'SetuIC9x6zPQXPZrc9cKTph7AMSngUZSf745GXT0QZTrnWeELQ'\n", + "ACCESS_TOKEN = '16614440-V09URsqNfP0V0JYZCD65NhpJAcPZ6Wb9A5ar9JrUT'\n", + "ACCESS_TOKEN_SECRET = 'oxVSzC1OjXOVVYrBvGyy6XKKe772Jdvvw6Opb3bSLdIb'\n", + "```\n", + "\n", + "Note that the consumer key and consumer secret are called API key and API secret in the new Twitter interface.\n", + "\n", + "In general, it is a good practice to keep your keys (which should be secret) separate from your code, which you can share. In this case, we put them in a different file and then import them." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The following code loads the tweepy library and imports these keys from the `twitter_authentication.py` file, and then prepares to \"log in\" to your account for the Twitter API." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "import tweepy\n", + "\n", + "from twitter_authentication import CONSUMER_KEY, CONSUMER_SECRET, ACCESS_TOKEN, ACCESS_TOKEN_SECRET\n", + "\n", + "auth = tweepy.OAuthHandler(CONSUMER_KEY, CONSUMER_SECRET)\n", + "auth.set_access_token(ACCESS_TOKEN, ACCESS_TOKEN_SECRET)\n", + "\n", + "# We then create an api object, based on the auth object created with your credentials\n", + "api = tweepy.API(auth, wait_on_rate_limit = True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Rate Limiting\n", + "\n", + "You will quickly learn that the Twitter API is \"rate limited\". This means that they will only let each account make a certain number of calls to their API in a given time period. The default rate is quite low - many calls only allow 15 calls per 15 minutes.\n", + "\n", + "You may notice above that we had the code:\n", + "```\n", + "api = tweepy.API(auth, wait_on_rate_limit = True)\n", + "```\n", + "the `wait_on_rate_limit=True` tells your code to wait for 15 minutes if it gets back a message that you've exceeded a rate limit. This can get annoying when debugging, so be careful with how often you try things - sometimes it makes sense, for example, to try to get a small amount of data that only takes one call and make sure that your code works before trying to get all of the data." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Timeline\n", + "\n", + "This first example is just to make sure it's working. It should print out the last 100 tweets from your timeline." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "BREAKING: Criminal complaint filed with court accuses former New York Gov. Andrew Cuomo of groping a woman. Cuomo r… https://t.co/SZ4tcFpjuR\n", + "La futura colocación de 4.364 millones de acciones, que con el precio de hoy en la Bolsa de Valores de Colombia (BV… https://t.co/oLWHhQumyt\n", + "UPDATE: On Thursday afternoon, the U.S. Supreme Court vacated a legal stay, allowing the state to move forward with… https://t.co/8cxxxlWEwF\n", + "Police surround home in Cypress Park as residents shelter in place https://t.co/4w8luZwIEK\n", + "Early voting, surging in both parties, shows signs of becoming a way of life in Virginia https://t.co/MirRTwgmcP\n", + "Detenida una persona tras la muerte de un menor de nueve años en Lardero (La Rioja) https://t.co/thDzsoWGYJ\n", + "Más de 20 millones de pasajeros se han movilizado vía aérea en 2021. Entérese acá \n", + "👉 https://t.co/hoT1zZXsRE https://t.co/8knVEdFRZ9\n", + "Jennifer Lawrence protagonizó el último estilismo más apetecible del otoño. https://t.co/GF8WT3bMWr\n", + "The 'Dune' sequel announcement has created the impression of worldwide box office success https://t.co/Fl2AeFiFQr https://t.co/CUlY7szo5H\n", + "RT @BandeljNina: Gender gap in journal submissions in the first wave of the pandemic.. not b/c everyone fell behind & women more so. Rather…\n", + "RT @rejectnation: Live, die...repeatedly strap yourself into a metal articulated exoskeleton that weighs 85 lbs. Here's how they built the…\n", + "Por regiones, los incrementos fueron de 84,1% en el caso de Bogotá, 73% en Risaralda, 43,4% para el Valle del Cauca… https://t.co/bK8U4Xj6YC\n", + "Russian extradited to U.S. to face cyber crime charges https://t.co/1YByLcxDhN https://t.co/RuWEJIcQga\n", + "85 retweets! Just piling on here. https://t.co/j6drgUa4cU\n", + "🔴 Víctimas calificaron como 'grave' y 'errado' el cierre de examen de CPI. Estas son las reacciones ante la decisió… https://t.co/B21RO5OgNv\n", + "RT @USFWSMtnPrairie: The Rosebud Economic Development Corporation celebrated growth of their Wolakota Buffalo Range in South Dakota & will…\n", + "NYSE-owner ICE's quarterly profits top expectations, shares hit record https://t.co/JEqwTb8WAb https://t.co/djudmsSWbt\n", + "Huge restored mosaic unveiled in Jericho desert castle https://t.co/2sRwFde5g0\n", + "The White House on Thursday unveiled the outlines of a $1.75 trillion spending package that it hopes will pass Cong… https://t.co/QBhV7EdXzh\n", + "Falling for you 😍 https://t.co/FPpkhoRzV7\n", + "Las lluvias torrenciales de 2017, en Perú, dejaron 101 fallecidos, 353 heridos y 19 desaparecidos. Y además, ocasio… https://t.co/drPng8BoT6\n", + "Taller «Estimación de la carga de la enfermedad y su aplicación en salud perioperatoria en zonas rurales» (Semiller… https://t.co/aspsaXR8Se\n", + "Developments in agriculture will be necessary to adapt to climate change. The Economist’s editor-in-chief @zannymb… https://t.co/MrXhITNyUW\n", + "Facebook's name change to Meta reflects its expansion into the metaverse, a concept rooted in science-fiction novel… https://t.co/JHnL5QnJq5\n", + "RT @hbecerraLATimes: Poor neighborhoods bear the brunt of extreme heat - Los Angeles Times ⁦@tonybarboza⁩ ⁦@LATvives⁩ https://t.co/J2XZG9t…\n", + "As families across the US deal with wide ranging impacts of the congested supply chain — from delayed furniture to… https://t.co/6a63Dc3uv8\n", + "Alemania teme ser azotada de nuevo por el COVID-19\n", + "\n", + "Fuertes repuntes en los casos preocupan al personal médico ante… https://t.co/26EYwAERZZ\n", + "The Post spoke to youth activists, scientists, government leaders and people whose livelihoods are threatened by cl… https://t.co/lreLfCdcU6\n", + "¿Las has visto ya?\n", + "https://t.co/XAHBvExogu\n", + "- #BrianLaundrie \n", + "\n", + "- ABC to air two-hour special on Gabby Petito case\n", + "\n", + "MORE BELOW\n", + "https://t.co/W3r83TcYIP\n", + "RT @teatromayor: ¡Plan de fin de semana! No te pierdas la presentación de los bailarines de Les @GrandsBallets Canadiens de Montréal en dos…\n", + "#ATENCIÓN 📢Ampliamos el plazo para que maestras y maestros interesados en enviar sus escritos a la Revista indexada… https://t.co/e0xZEuZZMe\n", + "Hasta el momento, transcurre en total normalidad tanto la jornada del primer día sin iva como las actividades relac… https://t.co/mXabSrH35q\n", + "‘A través de mi ventana’: primer tráiler de la adaptación a la pantalla del fenómeno literario que prepara Netflix… https://t.co/gNGvrE9v7C\n", + "El follón de Laporta: Sergi Barjuan coge el equipo a la espera de cerrar a Xavi https://t.co/aRagyPi36U\n", + "One of the lovely responses I got to an informational flier about our Educational Psychology Ph.D. Program. All bec… https://t.co/Dx3xXPBFiE\n", + "Lawyers for Charlottesville community members highlighted private messages among neo-Nazis and white supremacists a… https://t.co/Ym27yvJktO\n", + "¡Ya queremos ver todos sus disfraces! 🎃👻\n", + "\n", + "Los invitamos mañana a las 6p.m. en el Teatro El Ensueño, a celebrar Hall… https://t.co/fkK9EAam5p\n", + "Findings from our latest Stress in America survey highlight the ways that the pandemic's uncertainty is stressing u… https://t.co/PJp6zpxefX\n", + "Hasta los hipocondriacos se sentirán aliviados con este volumen\n", + "\n", + "#QuinoTerapia \n", + "\n", + "Edición Tapa Dura de Lumen aquí:… https://t.co/wUSI8wrTrM\n", + "Un muerto y varios heridos dejó accidente de tránsito al sur de Armenia. https://t.co/Pb1PuRk7FG https://t.co/22fja15iRo\n", + "'Big day' for Mubadala as chip maker lists shares in US \n", + "\n", + "#TomorrowsPapersToday\n", + "https://t.co/Dyok24U2V3 https://t.co/iArORLyzlD\n", + "RT @SloveniaInfo: 🌟The global travel guidebook @lonelyplanet has placed #Slovenia on a list of top 10 travel destinations to visit in 2022!…\n", + "Exxon CEO accused of lying about climate science to congressional panel https://t.co/pqWM1N9vgu\n", + "La Unión Europea comienza a desplegar la misión de observación de elecciones regionales en Venezuela… https://t.co/QzMorh66xH\n", + "#BLACKPINK's Jennie Was a True It-Girl in a Red Crop Top Set at Chanel's Spring 2022 Fashion Show https://t.co/tPXYg2OVF4\n", + "Boris Johnson and Mr Sunak hold a 15 point lead, 40% to 25%, over Labour leader Sir Keir Starmer and shadow chancel… https://t.co/0V6LhPwIaV\n", + "Utilizar las ciclorrutas tiene varias ventajas: ahorras tiempo, tienes conectividad y señalización específica para… https://t.co/XKvwCBmgn3\n", + "- #BrianLaundrie \n", + "\n", + "- Gabby Petito memorial removed as forensic anthropologist results may take weeks\n", + "\n", + "MORE BELOW\n", + "https://t.co/W3r83TcYIP\n", + "America’s favorite Halloween candy 2021 https://t.co/JK1V0smjgF https://t.co/rh6WyVww3o\n", + "Ahora se llama Meta, con “m” de meme\n", + "\n", + "https://t.co/LLoLZsGlmD\n", + "RT @suhaunah: Fast-food workers across California plan to walk off the job Nov. 9 to protest health & safety conditions & push lawmakers to…\n", + "Hoy apoyamos como jurados el inmenso trabajo de la #MesadeTalentoHumano del #CUEE2.0 que busca la inserción laboral… https://t.co/SnRsPjgSjs\n", + "From street food to luxury dining to delicious desserts, Dubai has it all. https://t.co/4OUZVM7DM6\n", + "Our #RLxTeamUSA athletes, @JamieASnow and @BineyMaame, feature here in our official Closing Ceremony Down Jacket as… https://t.co/yzjmtb5XWs\n", + "Estoy bailando a Paco de Lucia. Delicioso, con ese ritmo que lo toca a uno por dentro\n", + "The desire for higher tax revenues without higher tax rates has left Democrats scrambling to make deep changes to h… https://t.co/kwmifiTHqs\n", + "SENATE: Members of the Senate in both parties celebrate Sen. Susan Collins (R-ME) after she casts her 8,000th conse… https://t.co/o1Vp7G8tAL\n", + "Apreciado usuario 🙋‍♂️ para evitar contratiempos lo invitamos a reclamar su pasaporte el día hábil siguiente a su… https://t.co/rOBgLHEjpW\n", + "RT @JorgeGomezG_: Ante falsas acusaciones de @QuinteroCalle en contra mía y de @luispelaezj le exijo que entregue cronogramas cambiando y s…\n", + "RT @CarlosFGalan: Se está cerrando la oportunidad de una opción de centro para Colombia. Eso no puede suceder. No podemos permitirlo. Quien…\n", + "¡Bienvenidos a #DiálogosDeBackstage!🔴 Hoy vamos a aprender a perder el tiempo en internet con estilo, de la mano de… https://t.co/APOpkR5d7P\n", + "Hoy se hace realidad un sueño de los vendedores informales y un compromiso de campaña: el primer Consejo Distrital… https://t.co/jR5CIj5s9Y\n", + "Facebook is changing its corporate name to Meta as it shifts its focus to the \"metaverse\" and confronts wide-rangin… https://t.co/Dh1HbKxh17\n", + "Egypt's new price for bread will 'take time', supply minister says https://t.co/egTdeBhQAw https://t.co/iZPqKRI2dP\n", + "Our CSCH brief focuses on the stress faced by the family caregivers of those with developmental disabilities and in… https://t.co/mSA4txiH3Y\n", + "#NoticiasCapital | Cambiaron los protocolos de vacunación pos infección de covid. Antes, los contagiados debían esp… https://t.co/d3bj3vbTyG\n", + "The chancellor says his budget will deliver a stronger economy, but the Institute for Fiscal Studies describes it a… https://t.co/cwK1XrUyEn\n", + "Hermione is the best TA. https://t.co/m9ZufppnO5\n", + "RT @Many_Babies: ManyBabies is now on twitter! Follow us for MB updates and conversations about Big Team Science! #manybabies\n", + "RT @MegaChollazo: El mejor disfraz se puede encontrar en 🔥MEGACHOLLAZOS https://t.co/50g29k5kD5\n", + "RT @cataortizco: Que no quede ninguna duda de la afiliación del Alcalde @JorgeIvanOspina. Circula por redes foto de almuerzo de hoy en Cali…\n", + "@WeiPoints @NatGeo @ashleythesmart @jojofoshosho0 @LiveScience And in 2020, studies of quake data helped geologists… https://t.co/Ikvpurrt5Y\n", + "@WeiPoints @NatGeo @ashleythesmart Seismic data keep revealing mysteries hidden deep beneath our feet.… https://t.co/vqAY7ewwzF\n", + "RT @SenalMemoria: 🔴Conversatorio || Nuestro archivo @SenalMemoria guarda los registros producidos y emitidos por la Radio Nacional desde 1…\n", + "@WeiPoints @NatGeo Deep earthquakes sometimes last for months and can move islands. In 2019 @ashleythesmart reporte… https://t.co/f5VKDeTRyz\n", + "RT @arodarlabola: En un país,donde la gran mayoría de su gente muere de hambre; es más q injusto, q una persona sea dueña d una hacienda d…\n", + "A new analysis of a big 2015 earthquake in Japan suggests it extended 467 miles down to Earth’s lower mantle — a re… https://t.co/14pmAXSqrQ\n", + "Solar wing jammed on NASA spacecraft chasing asteroids https://t.co/bLHCeRjl7O\n", + "Amazon Black Friday 2021: When does it start and what can US shoppers expect? https://t.co/k1OW7aq8k0\n", + "New human species has been named Homo bodoensis - but it may not stick https://t.co/lVVpvdcNIg\n", + "Meta: Mark Zuckerberg announces Facebook’s new name – video https://t.co/XopwxG4X9Y\n", + "Halloween is just around the corner, and everyone is putting the finishing touches on their costumes. 🎃\n", + "\n", + "Any astron… https://t.co/XoTPe5VkVQ\n", + "The four @SpaceX #Crew3 astronauts continue preparing for their launch to the station at 2:21am ET on Oct. 31. https://t.co/5KgExtB8kg\n", + "Peter Batchelder se confiesa influido por las obras de Andrew y Jamie Wyeth, Edward Hopper y Winslow Homer por su e… https://t.co/655EAgABbA\n", + "Euphemistic language can sway opinions while avoiding the reputational costs of outright lying, study finds https://t.co/lzJBf54Di0\n", + "RT @Btaorly: @merv59 Este es el futuro de polombia?,😂😅 coeficiente 🐗📉\n", + "RT @86Oscar_Arias: @AcostaCamilo @AlvaroUribeVel 😂😂😂😂\n", + "\n", + "Esos cuentos tan pendejos\n", + "\n", + "https://t.co/68ptbKvI7K\n", + "The most important lesson Netflix must learn from 'Squid Game' https://t.co/Sm0m7CSosK https://t.co/j7EupeG8aR\n", + "RT @mincultura: #ColombiaPotenciaAudiovisual 🎥| Nuestra ministra de Cultura, @mayoloangelica, se reunió con el vicepresidente de @viacbsame…\n", + "Thanks a lot, Joe https://t.co/C9inVk20FK\n", + "RT @ranoguera: Lo lindo es que César Gaviria terminará aliado en segunda vuelta con el que vaya a ganar.\n", + "📣 Aún hay tiempo para registrase y participar en el panel “Revisión por pares y evaluación de la investigación en c… https://t.co/k7SnsRC5YN\n", + "RT @spiantado: Did you know that there are psychologists who study \"stereotype accuracy\"? I've always wondered what the hell, so I've been…\n", + "Teen injured after bullets fly just half a block away from NYC elementary school https://t.co/2y1KZmcxKW https://t.co/s8ffB3R3tH\n", + "⚠️ Descuartizó el cadáver de su esposo para ocultar su muerte y cobrar pensión → https://t.co/9vyJtWiqzn https://t.co/djNSc0eTij\n", + "#LoÚltimo 🚨 | Restaurantes de Bucaramanga no exigirán el carné de vacunación tal como lo había decretado el alcalde… https://t.co/O293W4rqg9\n", + "RT @icymi_r: ✍️ Q-lang Blog: Q-language Plan\n", + "\n", + "👤 Kirill Müller @krlmlr, John Coene @johncoene, Joe Thorley @joe_thorley, Antoine Fabri @anto…\n", + "RT @curso_r: Segura essa empolgação kkkkkk 🤣\n", + "\n", + "#rstats #DataScience #Tidyverse #memesbrasil https://t.co/aI75JkzZTN\n", + "RT @hgfernan: R ideas -- Benchmark para R, usando programa de cálculo de eps\n", + "https://t.co/14dIUgvCJH \n", + "\n", + "Apresentação de benchmarks em R, s…\n" + ] + } + ], + "source": [ + "# Grab the last 100 tweets\n", + "public_tweets = api.home_timeline(count = 100)\n", + "\n", + "# And print the text from them\n", + "for tweet in public_tweets:\n", + " print(tweet.text)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Each of these `tweet` objects contains lots of additional information. This shows all of the metadata available for the last one we looked at." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'created_at': 'Thu Oct 28 21:07:07 +0000 2021',\n", + " 'id': 1453830713589964803,\n", + " 'id_str': '1453830713589964803',\n", + " 'text': 'RT @hgfernan: R ideas -- Benchmark para R, usando programa de cálculo de eps\\nhttps://t.co/14dIUgvCJH \\n\\nApresentação de benchmarks em R, s…',\n", + " 'truncated': False,\n", + " 'entities': {'hashtags': [],\n", + " 'symbols': [],\n", + " 'user_mentions': [{'screen_name': 'hgfernan',\n", + " 'name': 'Hilton Fernandes',\n", + " 'id': 45841081,\n", + " 'id_str': '45841081',\n", + " 'indices': [3, 12]}],\n", + " 'urls': [{'url': 'https://t.co/14dIUgvCJH',\n", + " 'expanded_url': 'https://youtu.be/_ezGRrlXWcA',\n", + " 'display_url': 'youtu.be/_ezGRrlXWcA',\n", + " 'indices': [77, 100]}]},\n", + " 'source': 'rstatsretweetingtool',\n", + " 'in_reply_to_status_id': None,\n", + " 'in_reply_to_status_id_str': None,\n", + " 'in_reply_to_user_id': None,\n", + " 'in_reply_to_user_id_str': None,\n", + " 'in_reply_to_screen_name': None,\n", + " 'user': {'id': 1011817655957893120,\n", + " 'id_str': '1011817655957893120',\n", + " 'name': 'Rstats',\n", + " 'screen_name': 'rstatstweet',\n", + " 'location': '',\n", + " 'description': 'I retweet #rstats stuff. Maintained by @justin_ct_ho.',\n", + " 'url': None,\n", + " 'entities': {'description': {'urls': []}},\n", + " 'protected': False,\n", + " 'followers_count': 17383,\n", + " 'friends_count': 32,\n", + " 'listed_count': 287,\n", + " 'created_at': 'Wed Jun 27 03:45:02 +0000 2018',\n", + " 'favourites_count': 94,\n", + " 'utc_offset': None,\n", + " 'time_zone': None,\n", + " 'geo_enabled': False,\n", + " 'verified': False,\n", + " 'statuses_count': 342107,\n", + " 'lang': None,\n", + " 'contributors_enabled': False,\n", + " 'is_translator': False,\n", + " 'is_translation_enabled': False,\n", + " 'profile_background_color': 'F5F8FA',\n", + " 'profile_background_image_url': None,\n", + " 'profile_background_image_url_https': None,\n", + " 'profile_background_tile': False,\n", + " 'profile_image_url': 'http://pbs.twimg.com/profile_images/1011818295916417025/P1CkbdYi_normal.jpg',\n", + " 'profile_image_url_https': 'https://pbs.twimg.com/profile_images/1011818295916417025/P1CkbdYi_normal.jpg',\n", + " 'profile_link_color': '1DA1F2',\n", + " 'profile_sidebar_border_color': 'C0DEED',\n", + " 'profile_sidebar_fill_color': 'DDEEF6',\n", + " 'profile_text_color': '333333',\n", + " 'profile_use_background_image': True,\n", + " 'has_extended_profile': False,\n", + " 'default_profile': True,\n", + " 'default_profile_image': False,\n", + " 'following': True,\n", + " 'follow_request_sent': False,\n", + " 'notifications': False,\n", + " 'translator_type': 'none',\n", + " 'withheld_in_countries': []},\n", + " 'geo': None,\n", + " 'coordinates': None,\n", + " 'place': None,\n", + " 'contributors': None,\n", + " 'retweeted_status': {'created_at': 'Thu Oct 28 21:00:00 +0000 2021',\n", + " 'id': 1453828922978668544,\n", + " 'id_str': '1453828922978668544',\n", + " 'text': 'R ideas -- Benchmark para R, usando programa de cálculo de eps\\nhttps://t.co/14dIUgvCJH \\n\\nApresentação de benchmar… https://t.co/BbxdtevnZr',\n", + " 'truncated': True,\n", + " 'entities': {'hashtags': [],\n", + " 'symbols': [],\n", + " 'user_mentions': [],\n", + " 'urls': [{'url': 'https://t.co/14dIUgvCJH',\n", + " 'expanded_url': 'https://youtu.be/_ezGRrlXWcA',\n", + " 'display_url': 'youtu.be/_ezGRrlXWcA',\n", + " 'indices': [63, 86]},\n", + " {'url': 'https://t.co/BbxdtevnZr',\n", + " 'expanded_url': 'https://twitter.com/i/web/status/1453828922978668544',\n", + " 'display_url': 'twitter.com/i/web/status/1…',\n", + " 'indices': [117, 140]}]},\n", + " 'source': 'Twitter Web App',\n", + " 'in_reply_to_status_id': None,\n", + " 'in_reply_to_status_id_str': None,\n", + " 'in_reply_to_user_id': None,\n", + " 'in_reply_to_user_id_str': None,\n", + " 'in_reply_to_screen_name': None,\n", + " 'user': {'id': 45841081,\n", + " 'id_str': '45841081',\n", + " 'name': 'Hilton Fernandes',\n", + " 'screen_name': 'hgfernan',\n", + " 'location': 'S. Paulo - SP - Brazil',\n", + " 'description': 'Tudo é uma questão de manter / A mente quieta, a espinha ereta e o coração tranquilo. (Walter Franco)',\n", + " 'url': 'http://t.co/8UW3Ekc9nJ',\n", + " 'entities': {'url': {'urls': [{'url': 'http://t.co/8UW3Ekc9nJ',\n", + " 'expanded_url': 'http://bit.ly/8YITGc',\n", + " 'display_url': 'bit.ly/8YITGc',\n", + " 'indices': [0, 22]}]},\n", + " 'description': {'urls': []}},\n", + " 'protected': False,\n", + " 'followers_count': 4109,\n", + " 'friends_count': 4257,\n", + " 'listed_count': 80,\n", + " 'created_at': 'Tue Jun 09 13:55:53 +0000 2009',\n", + " 'favourites_count': 58083,\n", + " 'utc_offset': None,\n", + " 'time_zone': None,\n", + " 'geo_enabled': True,\n", + " 'verified': False,\n", + " 'statuses_count': 52087,\n", + " 'lang': None,\n", + " 'contributors_enabled': False,\n", + " 'is_translator': False,\n", + " 'is_translation_enabled': False,\n", + " 'profile_background_color': 'C0DEED',\n", + " 'profile_background_image_url': 'http://abs.twimg.com/images/themes/theme1/bg.png',\n", + " 'profile_background_image_url_https': 'https://abs.twimg.com/images/themes/theme1/bg.png',\n", + " 'profile_background_tile': False,\n", + " 'profile_image_url': 'http://pbs.twimg.com/profile_images/1106501420/103553-125-20100206221721_normal.jpeg',\n", + " 'profile_image_url_https': 'https://pbs.twimg.com/profile_images/1106501420/103553-125-20100206221721_normal.jpeg',\n", + " 'profile_banner_url': 'https://pbs.twimg.com/profile_banners/45841081/1593827992',\n", + " 'profile_link_color': '1DA1F2',\n", + " 'profile_sidebar_border_color': 'C0DEED',\n", + " 'profile_sidebar_fill_color': 'DDEEF6',\n", + " 'profile_text_color': '333333',\n", + " 'profile_use_background_image': True,\n", + " 'has_extended_profile': True,\n", + " 'default_profile': True,\n", + " 'default_profile_image': False,\n", + " 'following': False,\n", + " 'follow_request_sent': False,\n", + " 'notifications': False,\n", + " 'translator_type': 'regular',\n", + " 'withheld_in_countries': []},\n", + " 'geo': None,\n", + " 'coordinates': None,\n", + " 'place': None,\n", + " 'contributors': None,\n", + " 'is_quote_status': False,\n", + " 'retweet_count': 1,\n", + " 'favorite_count': 0,\n", + " 'favorited': False,\n", + " 'retweeted': False,\n", + " 'possibly_sensitive': False,\n", + " 'possibly_sensitive_appealable': False,\n", + " 'lang': 'pt'},\n", + " 'is_quote_status': False,\n", + " 'retweet_count': 1,\n", + " 'favorite_count': 0,\n", + " 'favorited': False,\n", + " 'retweeted': False,\n", + " 'possibly_sensitive': False,\n", + " 'possibly_sensitive_appealable': False,\n", + " 'lang': 'pt'}" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tweet._json" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can try to change the `count` argument above, and you'll quickly learn that if you raise it over 200, you will still only get 200 tweets. If you want to print more than 200 tweets, you may need to use a [cursor](http://docs.tweepy.org/en/v3.5.0/cursor_tutorial.html).\n", + "\n", + "This is basically tweepy's clever way of breaking what you want to do into multiple calls to the API.\n", + "\n", + "For example, this call will get 350 tweets. The `count` argument (optional) says how many tweets to get per call, and the argument in `.items()` is how many to get in total." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\"Sometimes surrender means giving up trying to understand and becoming comfortable with not knowing.\" - Eckhart Tol… https://t.co/pLX0utohtr\n", + "How someone’s level of physical activity can influence their sleep quality and overall well-being https://t.co/xUfpUBH2Gq\n", + "#LoUltimo | Sin embargo, este carné de vacunación contra la Covid-19 se exigirá para aquellos que reserven espacios… https://t.co/KeaZuxvpsy\n", + "It found that more than 1 million people live in areas of the county that by mid-century will experience an additio… https://t.co/aV14mFmgEq\n", + "Their research found an even stronger correlation for the most heavily Latino neighborhoods, which in the Los Angel… https://t.co/BnYdSm4ckj\n", + "In a study of 20 metro areas in the southwestern U.S., UC Davis researchers found that on extreme heat days, Califo… https://t.co/Yy4OYgZW2E\n", + "#Comunicado | Durante la audiencia pública sobre las afectaciones por la ola invernal en Putumayo la Ministra María… https://t.co/sGZHgnjBnb\n", + "BREAKING: Criminal complaint filed with court accuses former New York Gov. Andrew Cuomo of groping a woman. Cuomo r… https://t.co/SZ4tcFpjuR\n", + "La futura colocación de 4.364 millones de acciones, que con el precio de hoy en la Bolsa de Valores de Colombia (BV… https://t.co/oLWHhQumyt\n", + "UPDATE: On Thursday afternoon, the U.S. Supreme Court vacated a legal stay, allowing the state to move forward with… https://t.co/8cxxxlWEwF\n", + "Police surround home in Cypress Park as residents shelter in place https://t.co/4w8luZwIEK\n", + "Early voting, surging in both parties, shows signs of becoming a way of life in Virginia https://t.co/MirRTwgmcP\n", + "Detenida una persona tras la muerte de un menor de nueve años en Lardero (La Rioja) https://t.co/thDzsoWGYJ\n", + "Más de 20 millones de pasajeros se han movilizado vía aérea en 2021. Entérese acá \n", + "👉 https://t.co/hoT1zZXsRE https://t.co/8knVEdFRZ9\n", + "Jennifer Lawrence protagonizó el último estilismo más apetecible del otoño. https://t.co/GF8WT3bMWr\n", + "The 'Dune' sequel announcement has created the impression of worldwide box office success https://t.co/Fl2AeFiFQr https://t.co/CUlY7szo5H\n", + "RT @BandeljNina: Gender gap in journal submissions in the first wave of the pandemic.. not b/c everyone fell behind & women more so. Rather…\n", + "RT @rejectnation: Live, die...repeatedly strap yourself into a metal articulated exoskeleton that weighs 85 lbs. Here's how they built the…\n", + "Por regiones, los incrementos fueron de 84,1% en el caso de Bogotá, 73% en Risaralda, 43,4% para el Valle del Cauca… https://t.co/bK8U4Xj6YC\n", + "Russian extradited to U.S. to face cyber crime charges https://t.co/1YByLcxDhN https://t.co/RuWEJIcQga\n", + "85 retweets! Just piling on here. https://t.co/j6drgUa4cU\n", + "🔴 Víctimas calificaron como 'grave' y 'errado' el cierre de examen de CPI. Estas son las reacciones ante la decisió… https://t.co/B21RO5OgNv\n", + "RT @USFWSMtnPrairie: The Rosebud Economic Development Corporation celebrated growth of their Wolakota Buffalo Range in South Dakota & will…\n", + "NYSE-owner ICE's quarterly profits top expectations, shares hit record https://t.co/JEqwTb8WAb https://t.co/djudmsSWbt\n", + "Huge restored mosaic unveiled in Jericho desert castle https://t.co/2sRwFde5g0\n", + "The White House on Thursday unveiled the outlines of a $1.75 trillion spending package that it hopes will pass Cong… https://t.co/QBhV7EdXzh\n", + "Falling for you 😍 https://t.co/FPpkhoRzV7\n", + "Las lluvias torrenciales de 2017, en Perú, dejaron 101 fallecidos, 353 heridos y 19 desaparecidos. Y además, ocasio… https://t.co/drPng8BoT6\n", + "Taller «Estimación de la carga de la enfermedad y su aplicación en salud perioperatoria en zonas rurales» (Semiller… https://t.co/aspsaXR8Se\n", + "Developments in agriculture will be necessary to adapt to climate change. The Economist’s editor-in-chief @zannymb… https://t.co/MrXhITNyUW\n", + "Facebook's name change to Meta reflects its expansion into the metaverse, a concept rooted in science-fiction novel… https://t.co/JHnL5QnJq5\n", + "RT @hbecerraLATimes: Poor neighborhoods bear the brunt of extreme heat - Los Angeles Times ⁦@tonybarboza⁩ ⁦@LATvives⁩ https://t.co/J2XZG9t…\n", + "As families across the US deal with wide ranging impacts of the congested supply chain — from delayed furniture to… https://t.co/6a63Dc3uv8\n", + "Alemania teme ser azotada de nuevo por el COVID-19\n", + "\n", + "Fuertes repuntes en los casos preocupan al personal médico ante… https://t.co/26EYwAERZZ\n", + "The Post spoke to youth activists, scientists, government leaders and people whose livelihoods are threatened by cl… https://t.co/lreLfCdcU6\n", + "¿Las has visto ya?\n", + "https://t.co/XAHBvExogu\n", + "- #BrianLaundrie \n", + "\n", + "- ABC to air two-hour special on Gabby Petito case\n", + "\n", + "MORE BELOW\n", + "https://t.co/W3r83TcYIP\n", + "RT @teatromayor: ¡Plan de fin de semana! No te pierdas la presentación de los bailarines de Les @GrandsBallets Canadiens de Montréal en dos…\n", + "#ATENCIÓN 📢Ampliamos el plazo para que maestras y maestros interesados en enviar sus escritos a la Revista indexada… https://t.co/e0xZEuZZMe\n", + "Hasta el momento, transcurre en total normalidad tanto la jornada del primer día sin iva como las actividades relac… https://t.co/mXabSrH35q\n", + "‘A través de mi ventana’: primer tráiler de la adaptación a la pantalla del fenómeno literario que prepara Netflix… https://t.co/gNGvrE9v7C\n", + "El follón de Laporta: Sergi Barjuan coge el equipo a la espera de cerrar a Xavi https://t.co/aRagyPi36U\n", + "One of the lovely responses I got to an informational flier about our Educational Psychology Ph.D. Program. All bec… https://t.co/Dx3xXPBFiE\n", + "Lawyers for Charlottesville community members highlighted private messages among neo-Nazis and white supremacists a… https://t.co/Ym27yvJktO\n", + "¡Ya queremos ver todos sus disfraces! 🎃👻\n", + "\n", + "Los invitamos mañana a las 6p.m. en el Teatro El Ensueño, a celebrar Hall… https://t.co/fkK9EAam5p\n", + "Findings from our latest Stress in America survey highlight the ways that the pandemic's uncertainty is stressing u… https://t.co/PJp6zpxefX\n", + "Hasta los hipocondriacos se sentirán aliviados con este volumen\n", + "\n", + "#QuinoTerapia \n", + "\n", + "Edición Tapa Dura de Lumen aquí:… https://t.co/wUSI8wrTrM\n", + "Un muerto y varios heridos dejó accidente de tránsito al sur de Armenia. https://t.co/Pb1PuRk7FG https://t.co/22fja15iRo\n", + "'Big day' for Mubadala as chip maker lists shares in US \n", + "\n", + "#TomorrowsPapersToday\n", + "https://t.co/Dyok24U2V3 https://t.co/iArORLyzlD\n", + "RT @SloveniaInfo: 🌟The global travel guidebook @lonelyplanet has placed #Slovenia on a list of top 10 travel destinations to visit in 2022!…\n", + "Exxon CEO accused of lying about climate science to congressional panel https://t.co/pqWM1N9vgu\n", + "La Unión Europea comienza a desplegar la misión de observación de elecciones regionales en Venezuela… https://t.co/QzMorh66xH\n", + "#BLACKPINK's Jennie Was a True It-Girl in a Red Crop Top Set at Chanel's Spring 2022 Fashion Show https://t.co/tPXYg2OVF4\n", + "Boris Johnson and Mr Sunak hold a 15 point lead, 40% to 25%, over Labour leader Sir Keir Starmer and shadow chancel… https://t.co/0V6LhPwIaV\n", + "Utilizar las ciclorrutas tiene varias ventajas: ahorras tiempo, tienes conectividad y señalización específica para… https://t.co/XKvwCBmgn3\n", + "- #BrianLaundrie \n", + "\n", + "- Gabby Petito memorial removed as forensic anthropologist results may take weeks\n", + "\n", + "MORE BELOW\n", + "https://t.co/W3r83TcYIP\n", + "America’s favorite Halloween candy 2021 https://t.co/JK1V0smjgF https://t.co/rh6WyVww3o\n", + "Ahora se llama Meta, con “m” de meme\n", + "\n", + "https://t.co/LLoLZsGlmD\n", + "RT @suhaunah: Fast-food workers across California plan to walk off the job Nov. 9 to protest health & safety conditions & push lawmakers to…\n", + "Hoy apoyamos como jurados el inmenso trabajo de la #MesadeTalentoHumano del #CUEE2.0 que busca la inserción laboral… https://t.co/SnRsPjgSjs\n", + "From street food to luxury dining to delicious desserts, Dubai has it all. https://t.co/4OUZVM7DM6\n", + "Our #RLxTeamUSA athletes, @JamieASnow and @BineyMaame, feature here in our official Closing Ceremony Down Jacket as… https://t.co/yzjmtb5XWs\n", + "Estoy bailando a Paco de Lucia. Delicioso, con ese ritmo que lo toca a uno por dentro\n", + "The desire for higher tax revenues without higher tax rates has left Democrats scrambling to make deep changes to h… https://t.co/kwmifiTHqs\n", + "SENATE: Members of the Senate in both parties celebrate Sen. Susan Collins (R-ME) after she casts her 8,000th conse… https://t.co/o1Vp7G8tAL\n", + "Apreciado usuario 🙋‍♂️ para evitar contratiempos lo invitamos a reclamar su pasaporte el día hábil siguiente a su… https://t.co/rOBgLHEjpW\n", + "RT @JorgeGomezG_: Ante falsas acusaciones de @QuinteroCalle en contra mía y de @luispelaezj le exijo que entregue cronogramas cambiando y s…\n", + "RT @CarlosFGalan: Se está cerrando la oportunidad de una opción de centro para Colombia. Eso no puede suceder. No podemos permitirlo. Quien…\n", + "¡Bienvenidos a #DiálogosDeBackstage!🔴 Hoy vamos a aprender a perder el tiempo en internet con estilo, de la mano de… https://t.co/APOpkR5d7P\n", + "Hoy se hace realidad un sueño de los vendedores informales y un compromiso de campaña: el primer Consejo Distrital… https://t.co/jR5CIj5s9Y\n", + "Facebook is changing its corporate name to Meta as it shifts its focus to the \"metaverse\" and confronts wide-rangin… https://t.co/Dh1HbKxh17\n", + "Egypt's new price for bread will 'take time', supply minister says https://t.co/egTdeBhQAw https://t.co/iZPqKRI2dP\n", + "Our CSCH brief focuses on the stress faced by the family caregivers of those with developmental disabilities and in… https://t.co/mSA4txiH3Y\n", + "#NoticiasCapital | Cambiaron los protocolos de vacunación pos infección de covid. Antes, los contagiados debían esp… https://t.co/d3bj3vbTyG\n", + "The chancellor says his budget will deliver a stronger economy, but the Institute for Fiscal Studies describes it a… https://t.co/cwK1XrUyEn\n", + "Hermione is the best TA. https://t.co/m9ZufppnO5\n", + "RT @Many_Babies: ManyBabies is now on twitter! Follow us for MB updates and conversations about Big Team Science! #manybabies\n", + "RT @MegaChollazo: El mejor disfraz se puede encontrar en 🔥MEGACHOLLAZOS https://t.co/50g29k5kD5\n", + "RT @cataortizco: Que no quede ninguna duda de la afiliación del Alcalde @JorgeIvanOspina. Circula por redes foto de almuerzo de hoy en Cali…\n", + "@WeiPoints @NatGeo @ashleythesmart @jojofoshosho0 @LiveScience And in 2020, studies of quake data helped geologists… https://t.co/Ikvpurrt5Y\n", + "@WeiPoints @NatGeo @ashleythesmart Seismic data keep revealing mysteries hidden deep beneath our feet.… https://t.co/vqAY7ewwzF\n", + "RT @SenalMemoria: 🔴Conversatorio || Nuestro archivo @SenalMemoria guarda los registros producidos y emitidos por la Radio Nacional desde 1…\n", + "@WeiPoints @NatGeo Deep earthquakes sometimes last for months and can move islands. In 2019 @ashleythesmart reporte… https://t.co/f5VKDeTRyz\n", + "RT @arodarlabola: En un país,donde la gran mayoría de su gente muere de hambre; es más q injusto, q una persona sea dueña d una hacienda d…\n", + "A new analysis of a big 2015 earthquake in Japan suggests it extended 467 miles down to Earth’s lower mantle — a re… https://t.co/14pmAXSqrQ\n", + "Solar wing jammed on NASA spacecraft chasing asteroids https://t.co/bLHCeRjl7O\n", + "Amazon Black Friday 2021: When does it start and what can US shoppers expect? https://t.co/k1OW7aq8k0\n", + "New human species has been named Homo bodoensis - but it may not stick https://t.co/lVVpvdcNIg\n", + "Meta: Mark Zuckerberg announces Facebook’s new name – video https://t.co/XopwxG4X9Y\n", + "Halloween is just around the corner, and everyone is putting the finishing touches on their costumes. 🎃\n", + "\n", + "Any astron… https://t.co/XoTPe5VkVQ\n", + "The four @SpaceX #Crew3 astronauts continue preparing for their launch to the station at 2:21am ET on Oct. 31. https://t.co/5KgExtB8kg\n", + "Peter Batchelder se confiesa influido por las obras de Andrew y Jamie Wyeth, Edward Hopper y Winslow Homer por su e… https://t.co/655EAgABbA\n", + "Euphemistic language can sway opinions while avoiding the reputational costs of outright lying, study finds https://t.co/lzJBf54Di0\n", + "RT @Btaorly: @merv59 Este es el futuro de polombia?,😂😅 coeficiente 🐗📉\n", + "RT @86Oscar_Arias: @AcostaCamilo @AlvaroUribeVel 😂😂😂😂\n", + "\n", + "Esos cuentos tan pendejos\n", + "\n", + "https://t.co/68ptbKvI7K\n", + "The most important lesson Netflix must learn from 'Squid Game' https://t.co/Sm0m7CSosK https://t.co/j7EupeG8aR\n", + "RT @mincultura: #ColombiaPotenciaAudiovisual 🎥| Nuestra ministra de Cultura, @mayoloangelica, se reunió con el vicepresidente de @viacbsame…\n", + "Thanks a lot, Joe https://t.co/C9inVk20FK\n", + "RT @ranoguera: Lo lindo es que César Gaviria terminará aliado en segunda vuelta con el que vaya a ganar.\n", + "📣 Aún hay tiempo para registrase y participar en el panel “Revisión por pares y evaluación de la investigación en c… https://t.co/k7SnsRC5YN\n", + "RT @spiantado: Did you know that there are psychologists who study \"stereotype accuracy\"? I've always wondered what the hell, so I've been…\n", + "Teen injured after bullets fly just half a block away from NYC elementary school https://t.co/2y1KZmcxKW https://t.co/s8ffB3R3tH\n", + "⚠️ Descuartizó el cadáver de su esposo para ocultar su muerte y cobrar pensión → https://t.co/9vyJtWiqzn https://t.co/djNSc0eTij\n", + "#LoÚltimo 🚨 | Restaurantes de Bucaramanga no exigirán el carné de vacunación tal como lo había decretado el alcalde… https://t.co/O293W4rqg9\n", + "RT @icymi_r: ✍️ Q-lang Blog: Q-language Plan\n", + "\n", + "👤 Kirill Müller @krlmlr, John Coene @johncoene, Joe Thorley @joe_thorley, Antoine Fabri @anto…\n", + "RT @curso_r: Segura essa empolgação kkkkkk 🤣\n", + "\n", + "#rstats #DataScience #Tidyverse #memesbrasil https://t.co/aI75JkzZTN\n", + "RT @hgfernan: R ideas -- Benchmark para R, usando programa de cálculo de eps\n", + "https://t.co/14dIUgvCJH \n", + "\n", + "Apresentação de benchmarks em R, s…\n", + "RT @JMP_software: Statistician Ruth Hummel tells how to use the Python and R connections in JMP in this article (no registration required t…\n", + "Incoming freshmen can apply for a $1,820 scholarship toward a B.A. degree.\n", + "https://t.co/lQidBKe0i1 https://t.co/pagP7pNVbz\n", + "The Build Back Better Framework is going to rebuild the middle class. https://t.co/UYM50uaOMI\n", + "‘Luz de la Noche’, podcast de historias reales del conflicto, de la Comisión de la Verdad\n", + "https://t.co/I71kHMwT7t. https://t.co/EIo7UKepoX\n", + "RT @NestorLizarazoS: @manuel_rodb Profesor Rodríguez,\n", + "\n", + "Aunque Colombia hiciese su tarea, más importante es la respuesta contundente que deb…\n", + "RT @ColneColombia: Y finaliza mañana la Semana del Cerebro - @BrainAWColombia con nuevo eventos. Los esperamos! 🤓🧠\n", + "... más en el hilo http…\n", + "El curl pélvico es uno de los ejercicios más clásicos para tonificar glúteos. https://t.co/2s4bZmtluD\n", + "Con crédito BID, Colombia impulsará transformación digital de la CGR\n", + "https://t.co/FZkPEjeQlA. https://t.co/dxLB8jzyTB\n", + "So, who’s buying the rights to the story?\n", + "\n", + "The man is acquitted of charges after spending 3 months undetected at Ch… https://t.co/7Tf21ZSdaT\n", + "RT @NYDailyNews: Missed it? See Daily News photos of the 2021 annual Tompkins Square Park Halloween Dog Parade in NYC! 🐶🎭🎃 #HalloweenNYC\n", + "ht…\n", + "RT @skullcandy: Here's to many more years🥂\n", + "@GrandsBallets Este evento hace parte de la #TemporadaCanadá País Invitado de Honor 2021, organizada junto a la… https://t.co/7z9stpw8UH\n", + "B.S. or PR bull’s eye? PETA wants MLB to change ‘\"bullpen\" to \"arm barn\" https://t.co/oru9fMsedQ https://t.co/uXZfdFa9sq\n", + "Volvo Cars hopes downsized IPO can rev up investors' electric dreams https://t.co/sulTdojmp9 https://t.co/HWGwsEdpeW\n", + "RT @NYDailyNews: Are you dressing up for Halloween this year? 🎃👻\n", + "Nacido en Beverly, en la costa norte de Boston, Peter Batchelder ha pasado un tiempo viviendo en Nueva Inglaterra,… https://t.co/uFlNwdIXba\n", + "¿La 'Huesera en televisión' o 'Mi chica de los ojos café'?\n", + "Sign up to get stories of strength, energy and momentum that are transforming education in the Forza Report >>… https://t.co/cH9j9XVOOu\n", + "Research has fomented a debate focusing on the impact of transformational vs. instructional leadership. Has COVID c… https://t.co/b1JF62rclx\n", + "Los vecinos de un barrio en la localidad Kennedy aseguran que los caminantes salen a las 12 de la noche a realizar… https://t.co/iosjYtV1AM\n", + "RT @JJ_Guz: @manuel_rodb Complejo. Ayer en esta discusión le pregunté a @mindefensa sobre esto mismo y su respuesta: \"el Ministerio no ha m…\n", + "RT @manuel_rodb: Colombia es uno de los 11 países más vulnerables al cambio climático del mundo, según el Consejo de Inteligencia de EEUU.…\n", + "RT @Grammarly: Word association: What words come to mind when you think of Halloween? 🎃\n", + "\n", + "#Halloween #SpookySeason\n", + "https://t.co/VR4LnN3tzW\n", + "\"I collect things I don’t need\" (extremely) just has nothing to do with the instructions of how distressing that is… https://t.co/pDlM2k4L6W\n", + "#EnVivoAudienciaPública | Es posible que existiera falta de información en algunos casos, pero no es un error siste… https://t.co/6Eot8uVNpU\n", + "#GerenciaEnVía informa |Siniestro solo daños en la localidad de Tunjuelito entre dos automóviles en la Autosur co… https://t.co/K3Iv04RP4y\n", + "RT @manuel_rodb: El nuevo plan climático de China, el mayor emisor de gases de efecto invernadero del mundo -anunciado 3 días antes de inic…\n", + "The Tallest Waterfall in North America Is Flowing Again — Watch a Storm Bring It Back to Life https://t.co/uWMSqf8UIX\n", + "Ryan Reynolds and Rob McElhenney mark Wrexham visit with gin shots https://t.co/iIxy0Z8r8q\n", + "🛑 Anunciamos que las entradas para la función del día 29 de octubre de Les @GrandsBallets Canadiens de Montréal ya… https://t.co/FC1mKQRPgR\n", + "Introducing The Louis Moinet $380,000 Space Revolution Watch: https://t.co/8kF9PNb7GJ https://t.co/ho7XYGossT\n", + "COVID-19: Measures in Wales strengthened in attempt to reduce high coronavirus case rates https://t.co/9i0oBNx8Pc\n", + "¡Mañana! No te pierdas el espectáculo de teatro musical 'Riserio el diferente', de La Pepa del Mamoncillo, con… https://t.co/9TkFp2L7vA\n", + "I have to wonder if GOP politicians don't understand the First Amendment or if they just lie about it. #OrBoth https://t.co/KRzDcYieO6\n", + "A coalition of engineers says Florida should consider requiring high-rise buildings near the coast to undergo safet… https://t.co/9yOdg2jERM\n", + "The rebrand follows a series of news reports and whistleblower complaints about how Facebook handles user safety https://t.co/7MM9smQIdp\n", + "Calling on #OCD researchers on Twitter: the instructions of ORI seem really weird to me. \n", + "\n", + "Questions ask about issu… https://t.co/Yj7WjlNqgg\n", + "Me alegro mucho por ustedes https://t.co/8gmsF8070t\n", + "Man who escaped Australian prison three decades ago faces deportation — to a country that no longer exists https://t.co/xpV9hzy2eB\n", + "In many markets renewable-electricity projects can now match or undercut the price of fossil-fuel infrastructure https://t.co/HsKM5YE5An\n", + "Come for the dives 🐠, stay for the vibes. 😎 https://t.co/Nt8rxD2tnW\n", + "The engineer who made electric vehicles palatable for the pickup-truck set https://t.co/cWPtrhaeo1\n", + "Abdul Qadeer Khan obituary https://t.co/VJGaTdwI7M\n", + "Shia LeBeouf was fired as Timotheé Chalamet's 'Call Me' lover https://t.co/SLSg56liFG https://t.co/2wSlZPxKFs\n", + "RT @Commercial_Crew: 🚀🐉 Tonight, @Astro_Raja, @AstroMarshburn, Kayla Barron, and @astro_matthias will participate in a countdown dress rehe…\n", + "Aún tienes tiempo de votar en nuestro jueves de covers de #TardesRadiónica 🥁🎧 Si aún no sabes cuál es tu versión fa… https://t.co/ga1983EaYu\n", + "RT @LASillinois: Trick or treat!\n", + "\n", + "We’ll be handing out astronomy-themed cookies at the @IlliniUnion during tonight's trick-or-treat event.…\n", + "RT @LaudEstereo: #cultura | 🎭 El 29 y el 30 de octubre podrás disfrutar de una experiencia inolvidable con ‘Dos Volcanes (y un laberinto)’…\n", + "RT @septimolat: La vida de cinco mujeres indígenas que lograron ascender los 6.962 metros del Aconcagua, la más alta de América y la mayor…\n", + "Prepárate para ser parte de la edición número 26 de la Conferencia Anual sobre Cambio Climático #COP26, la cumbre d… https://t.co/1MI1CQ5ag4\n", + "RT @CCConfeccion: El gobierno nacional no ha tenido medidas insuficientes de cara a los confeccionistas, sus medidas han sido NULAS. Despué…\n", + "Esta mañana se me disparó una nostalgia sonora, a propósito de aquel reggae ochentero en español que decía \"ella es… https://t.co/kcSSIXNVXq\n", + "CLIMATE CHANGE: Rep. Katie Porter (D-CA) uses a jar of M&Ms and a trunk full of rice as visual aids to show how lit… https://t.co/0QRc2D3RMj\n", + "\"Alguna vez le dije que retomara su libro 'Colombia Amarga' y volviera a escribir sobre algunos de esos temas. Él m… https://t.co/dCQDlPnyQM\n", + "Students and their families can use this map to explore highly ranked global universities both far away and in or n… https://t.co/nGPvYagC9z\n", + "La utilidad del Emisor llegó a $725.107 millones a septiembre. El patrimonio, de acuerdo con los estados financiero… https://t.co/nzhk1cu46D\n", + "RT @EngageReaders: Giveaway!🎉🎉🎉\n", + "Rishi Sunak faces Tory backlash over ‘big state, high tax’ budget https://t.co/vnZwAhCuKW\n", + "Learn all the basics of importing and using #pandas in our cheat sheet! https://t.co/zei6l0Pd26 https://t.co/2KwkH5dg1L\n", + "#AlPunto🎯 Iván Duque no ha girado recursos para Matrícula Cero a universidades públicas⤵️\n", + "\n", + " https://t.co/cH8SV5lor7\n", + "A misdemeanor complaint alleging a sex crime has been filed against former New York Gov. Andrew Cuomo, who resigned… https://t.co/Ht2dUpr5WZ\n", + "A misdemeanor complaint alleging a sex crime has been filed against former New York Gov. Andrew Cuomo, who resigned… https://t.co/HrC2bPsIPW\n", + "Things don't always go as planned. Watch the new trailer for Asghar Farhadi's #AHero, Iran’s official selection for… https://t.co/3eLyjg6zY0\n", + "#YoMeVacuno 💉 Si aún no te has vacunado contra la #COVID19, es momento de hacerlo para continuar con el… https://t.co/E0JnooXhCD\n", + "Coventry paramedics enjoy wedding won after Covid delay https://t.co/QpgIERu6fn\n", + "Negotiating from the left, Pramila Jayapal now at the center of Joe Biden's agenda https://t.co/d9uyWyr8Cv https://t.co/vRRfCKXhF1\n", + "Hoy se cumplen 354 años del nacimiento de la reina de España Mariana de Neoburgo (1667-1740). En el Archivo de la R… https://t.co/Bat4HuGb0P\n", + "Race to net-zero: why universities must walk the walk on emissions https://t.co/xyH1AtglhB @timeshighered https://t.co/i9KfjhuLoG\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Global equities, U.S. yields rise despite weak U.S. economic growth data https://t.co/AEtm5zQUk7 https://t.co/6qpMrsadj6\n", + "Week of Meals: Cookbook author Dawn Perry's genius weeknight recipes https://t.co/NNCw15AXXT\n", + "Join ESL Library and Florida educators at SSTESOL 2021! We will be doing virtual presentations on Friday from 1:30… https://t.co/S8iAooCN9T\n", + "😷 ¿Cómo le fue a Colombia con el manejo de la pandemia? Hablemos del tema con los epidemiólogos @ZulmaCucunuba y… https://t.co/eF8jpKiIJb\n", + "¡Respeta el espacio del peatón! Cuando invades a la cebra pones en riesgo la vida de todas las personas que están c… https://t.co/KoCvFMrJsm\n", + "Ireland will order sharp cuts to agricultural carbon output next week, but warnings it will cost tens of thousands… https://t.co/K4Gc9q0YjB\n", + "Kaapo Kakko likely returning to Rangers' lineup against Blue Jackets https://t.co/ao9bq1XpyB https://t.co/PcieAA0U1h\n", + "¡Yo quiero una píldora mágica! ¿Y tú amiga? Sigue leyendo aquí:https://t.co/WSMLhHQFAg https://t.co/aKy3WQNTqU\n", + "There have been bats and endangered butterflies, wild and rare bees; a coyote in Central Park; beavers and salamand… https://t.co/FJbkjD2NLP\n", + "Build your own life, your own platform, your own style, and live the dream.\n", + "🎬 #ParaVer | Los especiales de Halloween son de los más queridos, pero no siempre han cumplido con las expectativas… https://t.co/qS9FzCSKqC\n", + "Un regreso seguro a las escuelas requiere cumplir las medidas de prevención de contagios contra la #COVID19.\n", + "\n", + "Ellos… https://t.co/77F1wQnBbI\n", + "Forests in at least 10 World Heritage sites have been emitting more carbon dioxide than they absorb because of… https://t.co/CnpIBGZ10h\n", + "If we wish to colonize another world, finding a planet with a gravitational field that humans can survive and thriv… https://t.co/mWXLicz4XQ\n", + "Spread the word: we are hiring! 🤩 We're looking for an engineering manager (UK/EU/CA/US) who will be responsible fo… https://t.co/RZSEeM7MKX\n", + "RT @williamruizar: @CoaliEsperanza desconoce la sensatez de @agaviriau. Si queremos triunfar y transformar, debemos sumar todos los esfuerz…\n", + "Here's how much Larry Ellison has made on Tesla stock: https://t.co/qOEkcd79mf https://t.co/mdaPsgHtSb\n", + "Fall picnic soon? Try these dishes 😋\n", + "\n", + "Shop the recipe! https://t.co/Oi44VmXS50 https://t.co/K57Zxu4poP\n", + "The Malibu oceanfront estate of fashion mogul Serge Azria has sold for $177 million, setting a California state rec… https://t.co/ZxeUU0Bsdm\n", + "HIGH FIDELITY (2020)\n", + "\n", + "Cinematography by Carmen Cabana\n", + "Directed by Jesse Peretz and Jeffrey Reiner\n", + "From the episode… https://t.co/iX2EzjarEI\n", + "WE HAD TO BE BRAVE: ESCAPING THE NAZIS ON THE KINDERTRASPORT by Deborah Hopkinson is a finalist in the Favorite Tru… https://t.co/npBtHAu1VC\n", + "China has introduced new rules aimed at curbing sexual abuse and domestic violence. But the party does not want to… https://t.co/AlMFvjQ4ok\n", + "SEL support shouldn’t be limited to students. This brief provides recommendations for districts to spend American R… https://t.co/wBxlZ90hBO\n", + "What's gonna make this #Halloween weekend even more of a treat? 🤔 \n", + "Sunday: Ghost Hunters Special Halloween Event \n", + "S… https://t.co/3FfDYfMTvE\n", + "La historia ya nos ha demostrado los efectos apocalípticos de las plagas, quizá lo peor no sea la muerte, sino que… https://t.co/hhYiFDuxcv\n", + "En los años 60, los caminos que llevaban a académicos y estudiantes universitarios colombianos hasta la guerrilla e… https://t.co/SbivTCg2RZ\n", + "Los hermanos Dave planean sortear una camioneta reformada el Día de los caídos en medio de un arriesgado show.… https://t.co/8RVdcIh2dS\n", + "#FAIRColombiaSeTransforma | En 5 días podrás conectarte con un espacio digital de encuentro e integración entre pro… https://t.co/3JZo6vLQSp\n", + "Teachers must be even more focused on differentiated practices if we want multilingual students to have equitable a… https://t.co/zAqspekor6\n", + "European Central Bank President Christine Lagarde acknowledged that inflation will be high for even longer, but pus… https://t.co/w4vruUjqEx\n", + "\"Quisiera ver llegar a Alejandro Gaviria a la Coalición de la Esperanza\": Íngrid Betancourt. https://t.co/w7O0EaOITu\n", + "#Opinión\n", + "\n", + "\"Tenemos la obligación de dar un debate serio alrededor del tema de los hipopótamos. \n", + "Lo que se está defi… https://t.co/8gh9abH66Z\n", + "Tú puedes ser nuestros 👀 y nuestros 👂. Ayúdanos a iluminar las zonas donde prospera la censura. \n", + "\n", + "#Dilo: el silenci… https://t.co/0MaXtbG1rR\n", + "𝐄𝐋 𝐀𝐂𝐔𝐒𝐀𝐃𝐎 𝐘 𝐄𝐋 𝐄𝐒𝐏𝐈́𝐀 se estrena HOY en 𝐒𝐀𝐋𝐀 𝐕𝐈𝐑𝐓𝐔𝐀𝐋. \n", + "\n", + "Accede desde cualquier parte de la República Mexicana \n", + "\n", + "👇💻… https://t.co/nxj7wU2VaW\n", + "#NoticiasCapital | Las autoridades sanitarias, previo a la jornada, reiteraron la importancia de las medidas de aut… https://t.co/DMC3sR5kyq\n", + "Florida Gov. Ron DeSantis defended the Florida Surgeon General’s refusal to wear a mask around a lawmaker with canc… https://t.co/dCRgcP7v9O\n", + "<Balok voice: YOU NOW HAVE THIRTY MINUTES> https://t.co/2jWhIVJVcR\n", + "Les invitamos a leer esta columna: \"Con el agua al cuello\" columna de opinión de María de los Ángeles Fernández… https://t.co/YMulFMTeZb\n", + "#OPREmethods Meeting attendees, have you also connected with OPRE on LinkedIn? Follow our page for grant and employ… https://t.co/PET5hxDPH3\n", + "Las activistas chilenas llegan a España para presentar su nuevo 'performance', 'Resistencia'. https://t.co/SRHRwJWOg0\n", + "Mitt Romney dressed up as Ted Lasso—and people seemed confused https://t.co/M7DLWkOGEc\n", + "The families of the Charleston massacre victims just settled with the Justice Department for a meaningful $88 milli… https://t.co/scAjUhFzlp\n", + "RT @VolcanicasRev: \"En mi trabajo como actriz porno he sido insultada de múltiples formas, pero los insultos más fuertes han venido de femi…\n", + "RT @ItzaCherbonneau: En 1995, el escritor y filósofo italiano Umberto Eco, ofreció durante una conferencia en la Universidad de Columbia la…\n", + "#OPREmethods Meeting attendees, sign up for OPRE News to receive updates every week on OPRE research, insights, pub… https://t.co/ZIuX230zmv\n", + "RT @marlagutierreza: A la opinión publica varias cosas: \n", + "1. @agaviriau y el equipo de @Colombiafuturo_ NO está dispuesto a ir a consulta co…\n", + "It's not too late to sign up for our upcoming training designed to help you make the most of IDEA funds! 🔆 This aff… https://t.co/g2lAvdTW8s\n", + "Secuoyas gigantes, los gigantes del bosque ...\n", + "https://t.co/KUEnMtyhC2 a través de @natgeoesp\n", + "Mark Zuckerberg wants \"Meta\" to be eventually seen as a \"metaverse company.\" https://t.co/c7QMwwAJ5k\n", + "RT @SenalMemoria: 🔴Conversatorio || \"Todos los países deberían hacer esfuerzos mayúsculos por preservar su #PatrimonioAudiovisual porque en…\n", + "U. Tecnológica del Chocó: Rector David Mosquera buscará re-elegirse. Disputará el cargo con Modesto Serna, Carmen A… https://t.co/RFGeBGMI8d\n", + "RT @CynDVillarreal: Happening tomorrow for #ASHE2021 #ASHECEP!!! \n", + "\n", + "Presenting alongside the brilliant @AudreyDParedes & @AliG_phdjourney. S…\n", + "RT @CulturaDanesa: DINAMARCA: MÁS LICENCIA POST NATAL PARA PADRES. Hace años q madre y padre han podido compartir las 52 semanas de licenci…\n", + "#EnVivoAudienciaPública | Interviene nuevamente en la audiencia sobre traslado de pensiones la vicepresidente de As… https://t.co/L1fdVxrkfH\n", + "RT @SectorSalud: El secretario @AlejandroGL2014 invita a participar en el Día sin IVA de la forma más organizada y con el menor riesgo posi…\n", + "“When we know the effects of and signs of trauma, we can detach students’ behaviors from being immutable parts of t… https://t.co/9XKDKy3FN3\n", + "💥 ¡¡Mañana #EllaRemix!! @Bozamusica \n", + "#beelecito @Juhnelallstar @LennyTavarezTM @lunaypr1\n", + "\n", + "👉🏼 Pre-Save… https://t.co/IQYZsaFCad\n", + "#VIDEO Jair Bolsonaro calificó de \"payasada\" a una investigación hecha por una comisión del senado brasileño, que r… https://t.co/LLSSMNlAeA\n", + "De mis fotos:\n", + "\n", + "-Cuatro de la serie Introversión (2020) https://t.co/NbiYKsUKzE\n", + "#GerenciaEnVía informa |Siniestro solo daños en la localidad de Engativá entre bus y automóvil en la Calle 80 co… https://t.co/Dm2gMSwxsC\n", + "Qué dicha que @ArchivoPrisma, el archivo de los medios públicos de Argentina, esté de regreso tras cuatro años de s… https://t.co/15dIjwmw9k\n", + "Facebook Announces New Name: Meta https://t.co/CfDYaNJ921 https://t.co/TXarm41Cmh\n", + "There are so many things to do this weekend! Check out our list so you don't miss out. \n", + "\n", + "https://t.co/cePhBMIUqq\n", + "\"Carlos Urán llamó a Germán y le dijo que estaba junto con otros rehenes en el Palacio de Justicia. Él buscó, con F… https://t.co/QK4vFa4eXI\n", + "Birchbox has a new owner. Its next chapter: healthcare https://t.co/doWMYN3ZzF https://t.co/XXI39nlynZ\n", + "I got lost for 2 months in a bear-infested wasteland https://t.co/zZ1zmRAlBP https://t.co/v5IGu7hwLG\n", + "#EnVivoAudienciaPública | Se ha visto un aumento de la normatividad frente al deber de información que tienen las a… https://t.co/yF6HXTPrS2\n", + "RT @IBetancourtCol: Los colombianos estamos todos secuestrados por la corrupción y necesitamos liberarnos https://t.co/9nGyXNYsYl\n", + "#Atención que #AEstaHora se presenta manifestación en la carrera 3 con calle 19, sentido Norte-Sur sector Las Aguas… https://t.co/iBKI33spBB\n", + "Meta: Mark Zuckerberg announces Facebook’s new name – video https://t.co/4hJGolhyED\n", + "A landmark court ruling puts Mexico in the company of a handful of Latin American countries, including Argentina, U… https://t.co/sRf3Q5eOgS\n", + "UK has almost 250,000 stray cats, first study estimates https://t.co/Mds251OuVD\n", + "It is the first time that ancient DNA has been used to confirm a familial relationship between living and historica… https://t.co/NHgDulklY8\n", + "Once mujeres en la cumbre del expresionismo abstracto ... https://t.co/5dkvpBky3L\n", + "The best mascara formulas for every concern, according to pro makeup artists https://t.co/i9YKVdkAlF\n", + "U.S. settles suits over 2015 massacre at historic South Carolina church https://t.co/TFW9oPcOOY https://t.co/krZC59LW0y\n", + "RT @AP_NFL: Green Bay, ranked fourth in the AP Pro32 and winners of six in a row, visits top-ranked Arizona tonight. But the Packers will b…\n", + "Mark Zuckerberg's \"Meta\" renaming missed the mark for many social users. 👍👎\n", + "\n", + "“META: Mark Evading True Accountabilit… https://t.co/7BinmgdMeq\n", + "RT @ColneColombia: Evento @BrainAWColombia a esta hora https://t.co/dR9fLVBhfg\n", + "#BREAKING: Misdemeanor Complaint Filed Against Former Gov. Andrew Cuomo For Forcible Touching… https://t.co/Jo2DPkzSZP\n", + "Los ríos han sido parte central de la historia de la humanidad y, desde siempre, miles de millones de personas han… https://t.co/ivrEImNEE5\n", + "The U.S. Department of Justice said it settled civil cases brought by survivors and families of victims of a massac… https://t.co/j1kNsCO6qp\n", + "Democrats have shown us exactly what they think of women & it’s beyond disappointing https://t.co/IIO7xlOEQ0\n", + "😬😃 https://t.co/7ZUk3xV1Bx\n", + "The fourth episode of “Hiking with Rappers” includes Lil’ Kim saying “The only hill I respect is Lauryn Hill.” \n", + "\n", + "No… https://t.co/Af23SATBR8\n", + "That’s a wrap on the 2021 #OPREmethods Meeting. Thanks to all the engaging speakers and attendees – and to you for… https://t.co/3VjUyeHjLy\n", + "🗣️ Llegó la hora de matricular a tus hijos e hijas al colegio, lo puedes hacer desde casa. Desliza y descubre cómo… https://t.co/E56sEfk3At\n", + "Husbands Christopher and Clay Rice-Thomson are among those featured on \"The Rainbow Lullaby,\" a new album created f… https://t.co/9E599izrqk\n", + "RT @jeanburgess: Seriously, before expending half the planet's resources on rebooting 1980s sci-fi fantasies can we just have, like, an edi…\n", + "\"La carrera de Jimi Hendrix fue corta, pero en pocos años logró revolucionar los sonidos de su guitarra eléctrica c… https://t.co/jGHNRn2is3\n", + "#Recomendado 🤔¿Te gustaría saber cómo estamos avanzando hacia la transformación pedagógica desde el IDEP? ⚡🧑‍🏫\n", + "\n", + "👉En… https://t.co/67gda1aoGV\n", + "To close out our 2021 #OPREmethods meeting, Jenita Parekh, Kristine Andrews, Chrishana Lloyd and Esther Gross from… https://t.co/4HsldNNaro\n", + "🛒🛍️ Día sin IVA: las ventas llegaron a 1,2 billones de pesos al corte de las 12 del día. En Bogotá el repunte es de… https://t.co/MBIrhBdgTN\n", + "RT @groundwalkergmb: @hrbrmstr @asmae_toumi you're welcome #rstats\n", + "RT @atkinsjeff: Quick run down on the new paper from me, @Web_LiDAR and @StovallAtticus \n", + "\n", + "We surveyed the landscape of the available packag…\n", + "JxCAT y la CUP presentan una enmienda a la totalidad a los PGE https://t.co/nhLpITOO0G\n", + "Here's how the Democrats' new millionaire surtax would work: https://t.co/GuQ7Aj4aX1 https://t.co/T2t9kHC55J\n", + "Princess Diana's Most Amazing Gowns of All Time https://t.co/9UoVUrkava\n", + "Lámparas, diseño contemporáneo:\n", + "-The Balloon pendant, de Meike Harde, por Bolia\n", + "-Diseño de Brodie Neill\n", + "-Parabola l… https://t.co/fhpZzViA6j\n", + "🛑 ¡Pilas, no se deje estafar! 👀 Si identifica precios irregulares durante la jornada del día sin IVA, así puede den… https://t.co/SqrheHD2wF\n", + "“I can’t take this push-up style anymore”: Women in the Arab world embrace a new lingerie comfort zone https://t.co/6Gxf7QVk7M\n", + "#GerenciaEnVía informa |Siniestro solo daños en la localidad de Engativá entre bus y automóvil en la Calle 80 con c… https://t.co/FpkX5IyRbO\n", + "https://t.co/N3NI62XGgE https://t.co/Z23gEFeZYO\n", + "For discussion @jasondowns https://t.co/6Tr3odnS1P\n", + "En esta historia contamos cómo @QuinteroCalle, desde que llegó a la Alcaldía, ha buscado el cambio de contratistas… https://t.co/qrIQJPGxMD\n", + "Conoce las 6 principales novedades de @Illustrator CC 2022 (video en español): https://t.co/bdE7CFg56V #xpertco… https://t.co/9N7JWgGSSU\n", + "Jury says GEO Group must pay minimum wage to immigrant detainees https://t.co/haJbeVMCyz https://t.co/iVp3eSbkYx\n", + "La #VicepresidenteYCanciller, @mluciaramirez, se reunió con Aziz Akhannouch, nuevo Jefe de Gobierno del Reino de Ma… https://t.co/l1mDJYKfPP\n", + "Professor accused of transphobia for her views on gender identity is quitting her post at University of Sussex\n", + "https://t.co/Ta3HR8aXu8\n", + "Lámparas, diseño contemporáneo:\n", + "-Cirrata Octopus, de Markus Johansson\n", + "-Wall Shadows Lighting, de Charles Kalpakian… https://t.co/PBrL9XSFJB\n", + "#Carros🚗 | Descubra si este documento, vital para la circulación en las calles y carreteras, tiene algún tipo de de… https://t.co/gmJh1Xe5nX\n", + "The Atlanta Braves' recent October success can be attributed to Angels GM Perry Minasian's involvement when he was… https://t.co/MQryVp1WzO\n", + "#DeportesCapital | Conoce la nueva sede de entrenamientos para la selección de Bogotá de Jiu Jitsu.\n", + "\n", + "Está ubicada e… https://t.co/X4qs7E4Xgk\n", + "After former U.S. President Donald Trump announced plans to launch a social media platform, and shares of the SPAC… https://t.co/EPXBiJQSGr\n", + "RT @EthanMAldridge: Here's your chance to get an early look at The Legend Of Brightblade!\n", + "A new book on genetic research casts further doubt on our meritocracy. It proposes using DNA sampling to help form… https://t.co/sOFRy7ocfh\n", + "Open letter signed by 16,000 calls for BBC apology over trans article\n", + "\n", + "https://t.co/8Ujg94OXO5\n", + "RT @BrainAWColombia: TODA ESTA SEMANA, eventos 100% gratuitos para conocer al cerebro social. @ColneColombia https://t.co/4VnZOIub0x\n", + "John Hitchin obituary https://t.co/6iqoytwHS9\n", + "Women-only parking garage sparks debate after being highlighted in viral TikTok https://t.co/upBdMTFpzb\n", + "Native groups and advocates are demanding that the Atlanta Braves eliminate the \"Tomahawk chop\" from its branding a… https://t.co/tXyPgr0IqU\n", + "#ElPaisEnVivo \n", + "\n", + "Contratistas de Hidroituango denunciaron penalmente al alcalde @QuinteroCalle por los presuntos del… https://t.co/M5jP6GCygM\n", + "RT @EEColombia2020: Durante el encuentro, el presidente Duque se comprometió a hacer cumplir el acuerdo de paz. Igualmente, acordó apoyar a…\n", + "RT @DavyMejiaP: Debate sobre proyecto que lidere cambios qué 🇨🇴 requiere, implica asumir 2 ideas:\n", + "-Ruptura con clientelismo/corrupción.\n", + "-Vi…\n", + "Breaking News: A complaint for forcible touching has been filed against former Gov. Andrew Cuomo in Albany City Cou… https://t.co/dj6DNzGLoJ\n", + "RT @Space_Station: Just another view from one of the office windows on the space station.\n", + "Whether he knows it or not, the Chancellor's style choices mark him out as a classic SliderMan™ – a pastel-loving,… https://t.co/Hu4VgAEc7B\n", + "RT @BIBOCol: #CambioClimático | Estudios revelan que el calentamiento en el #Ártico es tres veces más rápido que en el resto del planeta. N…\n", + "Facebook, la mayor red social del planeta, se rebautizó este jueves como parte de un esfuerzo por enfocarse en lo q… https://t.co/QV6KBa02TD\n", + "RT @AmyShiraTeitel: In 1993, Ellen Ochoa made history as the first ever Hispanic woman to go into space. Aboard the Discovery shuttle for n…\n", + "RT @howellspace: China successfully launched a military satellite to test \"space debris mitigation technology,\" according to state media re…\n", + "Nearly half of America’s richest billionaires have fortunes in these two industries https://t.co/LdEzmVKkLu https://t.co/w20y9WD60f\n", + "RT @LiveScience: Perseverance rover snaps stunning images of Mars after communications blackout https://t.co/JmmXG7ulV6\n", + "Although students are fully back in person in @browardschools, CIO Phillip Dunn II says technology has forever chan… https://t.co/6j3DQR0RB5\n", + "RT @JamesTCarter3: It’s publication day! So excited this work is finally out in print and eternally grateful to wonderful collaborators (Er…\n", + "Injuries and deaths due to gun violence rose by 30 per cent in the US during the covid-19 pandemic https://t.co/rWqafTTYzf\n", + "Lawyers use Voller defamation case to demand Facebook group admins remove posts https://t.co/Fta4TQb8mt\n", + "What Teachers Who Might Quit Are Really Thinking https://t.co/qlU3fOgb9X https://t.co/ghuJJKqeLJ\n", + "This jagoff would order the pizza at a suburban Primantis.\n", + "\n", + "Proud to be a Pitt faculty member. #h2p https://t.co/bIWQBh2rMZ\n", + "Cuomo faces one count of forcible touching, a misdemeanor. He has previously denied any wrongdoing https://t.co/8Diyct8j0S\n", + "Members of the Spanish military used shovels, brooms and wheelbarrows to remove ash from rooftops on the island of… https://t.co/wb4xH1iAS9\n", + "Ministers are holding discussions inside the key cabinet committee, which oversaw Brexit fallout preparations, abou… https://t.co/vv9xEjMq6N\n", + "Inatajable en las encuestas y sin rival en el camino, el único camino que le va quedando a la extrema derecha para… https://t.co/OiwCKZyPg0\n", + "Milagros crueles: Solaris, de Andréi Tarkovski ...\n", + "https://t.co/P4vdSAHCo0\n", + "The police and the mayor blame the car guys. The car guys blame the landlords. The shopkeepers blame both.… https://t.co/uYajpeJuls\n", + "RT @Edgardo_convite: @JazzBook_ regresa en su sexta emisión. https://t.co/pt0WQFUAhe\n", + "Andrew Cuomo has been criminally charged for allegedly groping an executive assistant in his office when he was gov… https://t.co/m3m96ThBmB\n", + "RT @Paterpau: @CordobCarlos @actualidadpanam Twitter sería Salsipuedes.\n", + "High-tech climate solutions that could cut emissions in the long term https://t.co/mwkf2GQVJi https://t.co/SClj8bKbLD\n", + "Una iluminación retrospectiva, Marcel Proust ...\n", + "https://t.co/ekqWgGOAHE a través de @knbaraldi https://t.co/PqQ24l4Dhl\n", + "El nombre de Eros Ramazzotti es más apropiado para un actor porno que para un ídolo del pop.\n", + "@MelissaGWolf (Serious addendum: I feel very fairly compensated in my new position, and am lucky to have permanent… https://t.co/7EsLx2pgdO\n", + "#ColumnistasPortafolio Lea la columna de opinión de la exministra María Sol Navia: 'Pasos revertidos para el avance… https://t.co/N1VzX1MkCs\n", + "Como una tendencia de la era Y2K, los jeans a la cadera regresan. https://t.co/QtzoVABrGk\n", + "Ryan Reynolds and Rob McElhenney dreaming of taking Wrexham into Premier League https://t.co/atnOSFLfcm\n", + "La jornada ha transcurrido en normalidad. Alcaldía pide no exceder los aforos. https://t.co/Ts2CqZLd5c\n", + "Sign up to receive the very best of our journalism, handpicked by our editors each weekday, in our free email https://t.co/B04WyQA6zW\n", + "Hoy @agaviriau le apostó al todo o nada, parándose en la raya frente a la Coalición de la Esperanza y anunciando qu… https://t.co/RQFzx96K3y\n", + "#ElPactoJovenCumple gracias al compromiso del Gobierno del presidente @IvanDuque con el acceso y la permanencia de… https://t.co/tCjDvaRzkO\n", + "Invitación a proclamación de la candidatura a Rectora de la Universidad de Concepción de #ExpertaHayMujeres Jacque… https://t.co/eU6p454msD\n", + "RT @Reuters_Health: Gilead Sciences Inc on Thursday posted higher-than-expected third-quarter earnings as strong demand for its COVID-19 an…\n", + "WHO says seeks more data from Merck on COVID anti-viral, from Bharat on vaccine https://t.co/zznAEVgBDB https://t.co/UUcX6SqXvI\n", + "Dollar index drops on euro rise after ECB comments https://t.co/Y1BrOHRQNS https://t.co/FKnkliW3X0\n", + "Apple said supply constraints were worse than expected in its fourth quarter, crimping revenue, and expects them to… https://t.co/73LYJ1sDUU\n", + "Centuries of land loss and forced relocation have left Native Americans significantly more exposed to the effects o… https://t.co/3BEpkLFQWk\n", + "From replicating the process that fuels the sun to harnessing scorching temperatures deep below our feet, scientist… https://t.co/Ga1vQOnnY5\n", + "\"Technological capacity has been a focus in the last 20 years, but we now need to ensure that electronic records ca… https://t.co/nJZBKbitEL\n", + "#ContenidoPremiumEE | Un modelo de atención de depresión y al uso riesgoso de alcohol ganó la mayor distinción en l… https://t.co/QccFWBdMaz\n", + "Todos los días son una buena oportunidad para incorporar hábitos sustentables 🌎 Conoce el impacto que nuestras acci… https://t.co/fcSUFcoDoi\n", + "Emma Raducanu says it \"means a lot\" to have her father Ian experiencing her success first hand as she reached the T… https://t.co/1G8ShSfI3T\n", + "Polonia y migración: ¿fracasa Europa?\n", + "\n", + "En la búsqueda de soluciones al asunto migratorio, Polonia antepone sus inte… https://t.co/LUp6AHSIKW\n", + "From @reuterspictures: Stunning views of New York City from One Vanderbilt's observation deck atop the new tower in… https://t.co/RAQnZpmwQv\n", + "El caso que lleva a Macri ante los tribunales\n", + "\n", + "El expresidente argentino fue acusado de promover un espionaje a los… https://t.co/bDkbJm6Ft6\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Si lo pruebas, no lo cambias.\n", + "https://t.co/kaGjFUQaac\n", + "Tu localidad tiene voz y tú serás quien la difunda. Cuétanos tu historia y dirígela junto a nuestro equipo de Cuida… https://t.co/ZsFrObhXW1\n" + ] + } + ], + "source": [ + "for tweet in tweepy.Cursor(api.home_timeline, count = 175).items(350):\n", + " print(tweet.text)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Followers\n", + "\n", + "You can also get information about a user, such as who their followers are.\n", + "\n", + "Here's information about me and some of my followers." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "jdfoote has 826 followers.\n", + "They include these 100 people:\n", + "BTimmOSU\n", + "wes_deng\n", + "cal_liang\n", + "nprandchill\n", + "asbruckman\n", + "ywu2450\n", + "hyperrealestate\n", + "Communalytic\n", + "Work_Lina\n", + "SandraCmgo\n", + "abirsaha_\n", + "Helena_K1\n", + "CallieKalny\n", + "_mohsen_m\n", + "JohnyVegasLaw\n", + "PrinceAduGyamf6\n", + "takeoutphoto\n", + "ElaTheGrad\n", + "vermouthkuo\n", + "isabellagbrown\n", + "UNLCommDept\n", + "ZeningDuan_Ze\n", + "oeasy102\n", + "Ruth66011432\n", + "hyejin_youn\n", + "mansour_ameera\n", + "ettaboyle\n", + "DavidnLang\n", + "zbensonzhou\n", + "AmbedkarCaravan\n", + "HonglinB\n", + "BrianePVSamson\n", + "annjoann_jo\n", + "AryaArshia\n", + "YulinYuResearch\n", + "sabeti_sepehr\n", + "SteelCityKid87\n", + "divyasiddarth\n", + "shagunjhaver\n", + "Rachel_chloe_1\n", + "audelau\n", + "RummanShikder1\n", + "Testingapi9\n", + "mercedes_rss\n", + "ctokelly\n", + "dianeljacks\n", + "Peter_G_Royal\n", + "arvidmartin\n", + "OnkarSadekar\n", + "Subhasree249\n", + "joely_wu\n", + "profbohns\n", + "nic_tilly\n", + "UTWthePodcast\n", + "pmannino5\n", + "saiphcita\n", + "SrishtiPatil15\n", + "nishalsach\n", + "ragazzacciorock\n", + "rachelsteenblik\n", + "jalbacutler\n", + "diptodas175\n", + "shahanmemon\n", + "MattNicholswag\n", + "solicitous_sri\n", + "KavehKadkhoda\n", + "Lalhorr\n", + "richardhuskey\n", + "arjun_s2\n", + "tuanhe_lee\n", + "LINKatNU\n", + "yanniknoc\n", + "zarinahagnew\n", + "dvshah\n", + "hci_vis\n", + "DGaff_\n", + "MIT_CSAIL\n", + "James95223946\n", + "feedkoko\n", + "ShawnnaBlanken3\n", + "ShirinNilizadeh\n", + "anjalimbhatt\n", + "MasurPhil\n", + "skurka_chris\n", + "erickaakcire\n", + "slconnaughton\n", + "rodabhari\n", + "MariaVenetis\n", + "tinywitchdraws\n", + "KM_datasci\n", + "baileycbenedict\n", + "jackienlane\n", + "Jiajia_20\n", + "EstelleSmithPhD\n", + "aconti6\n", + "IzTeresa\n", + "adwenturous\n", + "TristanHotham\n", + "Tanyaty8\n", + "onion_technique\n" + ] + } + ], + "source": [ + "user = api.get_user(screen_name = 'jdfoote')\n", + "\n", + "print(user.screen_name + \" has \" + str(user.followers_count) + \" followers.\")\n", + "\n", + "print(\"They include these 100 people:\")\n", + "\n", + "for follower in user.followers(count=100):\n", + " print(follower.screen_name)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here is what that user object looks like for my user" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'id': 16614440,\n", + " 'id_str': '16614440',\n", + " 'name': 'Jeremy Foote',\n", + " 'screen_name': 'jdfoote',\n", + " 'location': 'West Lafayette, IN, USA',\n", + " 'profile_location': None,\n", + " 'description': 'Assistant Prof of Communication at #Purdue. Computational social scientist: online organizations, collective decision making. @comdatasci member. Dad. (he/him)',\n", + " 'url': 'https://t.co/vovAhYeNah',\n", + " 'entities': {'url': {'urls': [{'url': 'https://t.co/vovAhYeNah',\n", + " 'expanded_url': 'http://jeremydfoote.com',\n", + " 'display_url': 'jeremydfoote.com',\n", + " 'indices': [0, 23]}]},\n", + " 'description': {'urls': []}},\n", + " 'protected': False,\n", + " 'followers_count': 826,\n", + " 'friends_count': 985,\n", + " 'listed_count': 22,\n", + " 'created_at': 'Mon Oct 06 14:43:31 +0000 2008',\n", + " 'favourites_count': 5533,\n", + " 'utc_offset': None,\n", + " 'time_zone': None,\n", + " 'geo_enabled': True,\n", + " 'verified': False,\n", + " 'statuses_count': 2910,\n", + " 'lang': None,\n", + " 'status': {'created_at': 'Tue Oct 26 22:06:17 +0000 2021',\n", + " 'id': 1453120828753813510,\n", + " 'id_str': '1453120828753813510',\n", + " 'text': \"RT @eegilbert: I hope we get meaningful change out of the Facebook leak. I'm worried, however, that the one definite thing we're going to g…\",\n", + " 'truncated': False,\n", + " 'entities': {'hashtags': [],\n", + " 'symbols': [],\n", + " 'user_mentions': [{'screen_name': 'eegilbert',\n", + " 'name': 'Eric Gilbert',\n", + " 'id': 19819769,\n", + " 'id_str': '19819769',\n", + " 'indices': [3, 13]}],\n", + " 'urls': []},\n", + " 'source': 'Twitter Web App',\n", + " 'in_reply_to_status_id': None,\n", + " 'in_reply_to_status_id_str': None,\n", + " 'in_reply_to_user_id': None,\n", + " 'in_reply_to_user_id_str': None,\n", + " 'in_reply_to_screen_name': None,\n", + " 'geo': None,\n", + " 'coordinates': None,\n", + " 'place': None,\n", + " 'contributors': None,\n", + " 'retweeted_status': {'created_at': 'Tue Oct 26 13:58:20 +0000 2021',\n", + " 'id': 1452998029850595337,\n", + " 'id_str': '1452998029850595337',\n", + " 'text': \"I hope we get meaningful change out of the Facebook leak. I'm worried, however, that the one definite thing we're g… https://t.co/0TWFrBrRId\",\n", + " 'truncated': True,\n", + " 'entities': {'hashtags': [],\n", + " 'symbols': [],\n", + " 'user_mentions': [],\n", + " 'urls': [{'url': 'https://t.co/0TWFrBrRId',\n", + " 'expanded_url': 'https://twitter.com/i/web/status/1452998029850595337',\n", + " 'display_url': 'twitter.com/i/web/status/1…',\n", + " 'indices': [117, 140]}]},\n", + " 'source': 'Twitter Web App',\n", + " 'in_reply_to_status_id': None,\n", + " 'in_reply_to_status_id_str': None,\n", + " 'in_reply_to_user_id': None,\n", + " 'in_reply_to_user_id_str': None,\n", + " 'in_reply_to_screen_name': None,\n", + " 'geo': None,\n", + " 'coordinates': None,\n", + " 'place': None,\n", + " 'contributors': None,\n", + " 'is_quote_status': False,\n", + " 'retweet_count': 16,\n", + " 'favorite_count': 173,\n", + " 'favorited': False,\n", + " 'retweeted': False,\n", + " 'lang': 'en'},\n", + " 'is_quote_status': False,\n", + " 'retweet_count': 16,\n", + " 'favorite_count': 0,\n", + " 'favorited': False,\n", + " 'retweeted': False,\n", + " 'lang': 'en'},\n", + " 'contributors_enabled': False,\n", + " 'is_translator': False,\n", + " 'is_translation_enabled': False,\n", + " 'profile_background_color': '000000',\n", + " 'profile_background_image_url': 'http://abs.twimg.com/images/themes/theme15/bg.png',\n", + " 'profile_background_image_url_https': 'https://abs.twimg.com/images/themes/theme15/bg.png',\n", + " 'profile_background_tile': False,\n", + " 'profile_image_url': 'http://pbs.twimg.com/profile_images/1403021916009549828/9_YQ9Tbh_normal.jpg',\n", + " 'profile_image_url_https': 'https://pbs.twimg.com/profile_images/1403021916009549828/9_YQ9Tbh_normal.jpg',\n", + " 'profile_banner_url': 'https://pbs.twimg.com/profile_banners/16614440/1484240201',\n", + " 'profile_link_color': '4E2A84',\n", + " 'profile_sidebar_border_color': '000000',\n", + " 'profile_sidebar_fill_color': '000000',\n", + " 'profile_text_color': '000000',\n", + " 'profile_use_background_image': False,\n", + " 'has_extended_profile': True,\n", + " 'default_profile': False,\n", + " 'default_profile_image': False,\n", + " 'following': True,\n", + " 'follow_request_sent': False,\n", + " 'notifications': False,\n", + " 'translator_type': 'regular',\n", + " 'withheld_in_countries': []}" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "user._json" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And here's the user object for one of my followers, which is nearly identical." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'id': 75654382,\n", + " 'id_str': '75654382',\n", + " 'name': 'mastress of public health 🏳️\\u200d⚧️🏳️\\u200d⚧️🏳️\\u200d⚧️',\n", + " 'screen_name': 'onion_technique',\n", + " 'location': 'philly',\n", + " 'description': \"living my chillest academia life at @TempleSBS\\n\\nlet's talk about mass media and behavior change\",\n", + " 'url': None,\n", + " 'entities': {'description': {'urls': []}},\n", + " 'protected': False,\n", + " 'followers_count': 206,\n", + " 'friends_count': 774,\n", + " 'listed_count': 0,\n", + " 'created_at': 'Sat Sep 19 22:08:27 +0000 2009',\n", + " 'favourites_count': 6612,\n", + " 'utc_offset': None,\n", + " 'time_zone': None,\n", + " 'geo_enabled': True,\n", + " 'verified': False,\n", + " 'statuses_count': 1262,\n", + " 'lang': None,\n", + " 'status': {'created_at': 'Thu Oct 28 17:46:10 +0000 2021',\n", + " 'id': 1453780141906309121,\n", + " 'id_str': '1453780141906309121',\n", + " 'text': 'RT @ashtroid22: Please, and I can not stress this enough…stop emailing me.',\n", + " 'truncated': False,\n", + " 'entities': {'hashtags': [],\n", + " 'symbols': [],\n", + " 'user_mentions': [{'screen_name': 'ashtroid22',\n", + " 'name': 'Ashley Holub, PhD',\n", + " 'id': 424688012,\n", + " 'id_str': '424688012',\n", + " 'indices': [3, 14]}],\n", + " 'urls': []},\n", + " 'source': 'Twitter Web App',\n", + " 'in_reply_to_status_id': None,\n", + " 'in_reply_to_status_id_str': None,\n", + " 'in_reply_to_user_id': None,\n", + " 'in_reply_to_user_id_str': None,\n", + " 'in_reply_to_screen_name': None,\n", + " 'geo': None,\n", + " 'coordinates': None,\n", + " 'place': None,\n", + " 'contributors': None,\n", + " 'retweeted_status': {'created_at': 'Thu Oct 28 15:49:34 +0000 2021',\n", + " 'id': 1453750798358302726,\n", + " 'id_str': '1453750798358302726',\n", + " 'text': 'Please, and I can not stress this enough…stop emailing me.',\n", + " 'truncated': False,\n", + " 'entities': {'hashtags': [],\n", + " 'symbols': [],\n", + " 'user_mentions': [],\n", + " 'urls': []},\n", + " 'source': 'Twitter for iPhone',\n", + " 'in_reply_to_status_id': None,\n", + " 'in_reply_to_status_id_str': None,\n", + " 'in_reply_to_user_id': None,\n", + " 'in_reply_to_user_id_str': None,\n", + " 'in_reply_to_screen_name': None,\n", + " 'geo': None,\n", + " 'coordinates': None,\n", + " 'place': None,\n", + " 'contributors': None,\n", + " 'is_quote_status': False,\n", + " 'retweet_count': 41,\n", + " 'favorite_count': 572,\n", + " 'favorited': False,\n", + " 'retweeted': False,\n", + " 'lang': 'en'},\n", + " 'is_quote_status': False,\n", + " 'retweet_count': 41,\n", + " 'favorite_count': 0,\n", + " 'favorited': False,\n", + " 'retweeted': False,\n", + " 'lang': 'en'},\n", + " 'contributors_enabled': False,\n", + " 'is_translator': False,\n", + " 'is_translation_enabled': False,\n", + " 'profile_background_color': 'FFFFFF',\n", + " 'profile_background_image_url': 'http://abs.twimg.com/images/themes/theme9/bg.gif',\n", + " 'profile_background_image_url_https': 'https://abs.twimg.com/images/themes/theme9/bg.gif',\n", + " 'profile_background_tile': False,\n", + " 'profile_image_url': 'http://pbs.twimg.com/profile_images/1362111753644048390/riooTrSk_normal.jpg',\n", + " 'profile_image_url_https': 'https://pbs.twimg.com/profile_images/1362111753644048390/riooTrSk_normal.jpg',\n", + " 'profile_banner_url': 'https://pbs.twimg.com/profile_banners/75654382/1613587753',\n", + " 'profile_link_color': '981CEB',\n", + " 'profile_sidebar_border_color': 'A0EEF5',\n", + " 'profile_sidebar_fill_color': '1A3F57',\n", + " 'profile_text_color': '9DDD95',\n", + " 'profile_use_background_image': True,\n", + " 'has_extended_profile': False,\n", + " 'default_profile': False,\n", + " 'default_profile_image': False,\n", + " 'following': False,\n", + " 'live_following': False,\n", + " 'follow_request_sent': False,\n", + " 'notifications': False,\n", + " 'muting': False,\n", + " 'blocking': False,\n", + " 'blocked_by': False,\n", + " 'translator_type': 'none',\n", + " 'withheld_in_countries': []}" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "follower._json" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that 200 is the maximum number of followers that you can get at one time. If you want to get information about all of a user's followers, you will need to use a cursor. If you are getting many followers, you will almost certainly hit rate limits." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "f = []\n", + "for follower in tweepy.Cursor(api.get_followers, screen_name='jdfoote', count=200).items():\n", + " #print(follower.screen_name)\n", + " f.append(follower.screen_name)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['BTimmOSU', 'wes_deng', 'cal_liang', 'nprandchill', 'asbruckman', 'ywu2450', 'hyperrealestate', 'Communalytic', 'Work_Lina', 'SandraCmgo', 'abirsaha_', 'Helena_K1', 'CallieKalny', '_mohsen_m', 'JohnyVegasLaw', 'PrinceAduGyamf6', 'takeoutphoto', 'ElaTheGrad', 'vermouthkuo', 'isabellagbrown', 'UNLCommDept', 'ZeningDuan_Ze', 'oeasy102', 'Ruth66011432', 'hyejin_youn', 'mansour_ameera', 'ettaboyle', 'DavidnLang', 'zbensonzhou', 'AmbedkarCaravan', 'HonglinB', 'BrianePVSamson', 'annjoann_jo', 'AryaArshia', 'YulinYuResearch', 'sabeti_sepehr', 'SteelCityKid87', 'divyasiddarth', 'shagunjhaver', 'Rachel_chloe_1', 'audelau', 'RummanShikder1', 'Testingapi9', 'mercedes_rss', 'ctokelly', 'dianeljacks', 'Peter_G_Royal', 'arvidmartin', 'OnkarSadekar', 'Subhasree249', 'joely_wu', 'profbohns', 'nic_tilly', 'UTWthePodcast', 'pmannino5', 'saiphcita', 'SrishtiPatil15', 'nishalsach', 'ragazzacciorock', 'rachelsteenblik', 'jalbacutler', 'diptodas175', 'shahanmemon', 'MattNicholswag', 'solicitous_sri', 'KavehKadkhoda', 'Lalhorr', 'richardhuskey', 'arjun_s2', 'tuanhe_lee', 'LINKatNU', 'yanniknoc', 'zarinahagnew', 'dvshah', 'hci_vis', 'DGaff_', 'MIT_CSAIL', 'James95223946', 'feedkoko', 'ShawnnaBlanken3', 'ShirinNilizadeh', 'anjalimbhatt', 'MasurPhil', 'skurka_chris', 'erickaakcire', 'slconnaughton', 'rodabhari', 'MariaVenetis', 'tinywitchdraws', 'KM_datasci', 'baileycbenedict', 'jackienlane', 'Jiajia_20', 'EstelleSmithPhD', 'aconti6', 'IzTeresa', 'adwenturous', 'TristanHotham', 'Tanyaty8', 'onion_technique', 'soundslikeempty', 'empirica_ly', 'liltove', 'aaaacademtksht', 'Mrs_Langrish', '_shwetu', 'KevinReuning', 'HwanseokSong', 'lorenterveen', 'rebeccakbritt', 'ZhaozheWang', 'jeff_weintraub', 'MrsMRS_PhD', 'ica_infosys', 'tracigillig', 'AmosLightnin', 'CMSeg', 'ryn_wang', 'nzamanz', 'drjqin', '_katbrooks_', 'HenryFromAfrica', 'pa9v40eajxRPOzu', 'danachoii', 'graydesign', 'tedwelser', 'ShibbolethDude', 'DTR_DeltaLab', 'CoronaDataUS', 'LiQianTay', 'karlscottsays', 'kurtluther', 'DrAlexMerendino', 'sabsconstantino', 'yessieXIV', 'Sharon23944126', 'ChrisDobmeier', 'anneohirsch', 'CaitlynJarvis', 'mpromann', 'vanatteveldt', 'CCR_OpenJournal', 'Stefania_druga', 'ArthurHjorth', 'DanLinna', 'SierraNevadan', 'Ellie_HCI', 'JehoonC', 'JinpingW_PSU', 'leilabighash', 'fadlan_anam', 'DrJPauly', 'BS_Hartmann', 'ReCODE_Health', 'DanielleCorple', 'nada_ghan', 'MKennyFeister', 'alvinyxz', 'pdbrooker', 'ShainaCraftArt', 'enfascination', 'sohwng', 'caifandu', 'RawsthorneMat', 'kristimward', 'lisawade', 'madprime', 'saviaga', 'suchetaghoshal', 'amir_baradaran', 'am_piper', 'SafferPHD', 'JordanTBates', 'jacob_c_fisher', 'shaheenahmedc', 'cameronpiercy', 'AndresRodCa', 'AlinaLungeanu', 'christi_eden', 'jondwright', 'madison_neurohr', 'EricCWiemer', 'CommDepUB', 'carlcolglazier', 'breniel_lemley', 'windx0303', 'ZoyNiko', 'SATYAMMUKHERJE1', 'EmilioLehoucq', 'Networks2021', 'AnujaMajmundar', 'BrendanNyhan', 'eszter', 'tpoell', 'loganex', 'rrvanderbilt', 'soojongkim_1', 'TeachGuz', 'joshurbandavis', 'larryxu110', 'MannMarcus', 'alexandraruiz', 'skairam', 'CenterforCSPAN', 'jasonbaumgartne', 'semrasevi', 'maimonecr', 'utollwi', 'NickHagar', 'BrentHueth', 'JBabichJapan', 'wrahool', 'Tiwalade_A', 'rbrbrbr', 'JohnHolbein1', 'tinaL___', 'devonbrackbill', 'yixwang', 'SarahCPila', 'dweinberger', 'robinc', 'Joe_Lucero_', 'trappedinanegg', 'IEthics', 'purplelotus13', 'e_lemmerman', 'SekouLRemy', 'lucas_wright_', 'FloorFiers', 'kdeconomist', 'andicat', 'Mlsif', 'JockMcClellan', 'l_lululy', 'WikiWomenInRed', 'cbengibson', 'seanmeddington', 'ICAOrgCom', 'NElmqvist', 'jssyczc', 'AaronSchecter', 'ICASECAC', 'jake_fisher', 'freddy_hopp', 'NishRJ04', 'karthik_badam', 'WilliamsFayne', 'Burcuwaow', 'tmulpuri', 'EPTaylor2', 'epistemographer', 'ReginaRCheng', 'HemanShakeri', 'yaxingyao', 'kjs8918', 'NaciKarkin', 'Gregyang5', 'herman08015', 'KelliSBurns', 'april_cenyue', 'letterhead234', 'katie_baucom', 'mkramer', 'divy93t', 'bkj_comm', 'ffmagicbean', 'cjdoebele', 'SarahMaben', 'kanishkamisra', 'BrettSherrick', 'samuelhardman', 'VincentR', 'JenniferHoewe', 'LambSchool', 'SpencerDeery', 'diana_zulli', 'naz_andalibi', 'Yuanxin_Wang_', 'az_jacobs', 'nickmvincent', 'erikaaiwen', 'jmtoralc', 'ajgdennison', 'acawiki', 'ophiryotam', 'er_ique', 'JosephineLukito', 'gophi', 'george_berry', 'Yuxing_Wu_', 'emillykmartinez', 'JingwenZhang', 'lucy3_li', 'notrandomid', 'kadreyd', 'hanlinliii', 'freedomblooms', 'MaitrayeUrmi', 'menaminiki', 'KayleneMcClan', 'nargesmahyar', 'olgarithmic', 'yian_yin', 'nimishuh', 'LisaBHurwitz', 'fromthehip', 'moratsukamoto', 'MishaTeplitskiy', 'Meghana_R', 'matthew_bui', 'EmilyEPorter', 'lamba_manika', 'KarynRiddle7', 'LukaszSzulc', 'amaatouq', 'bridgethapner', 'docmattweber', 'CamilleEndacott', 'julie_hui', 'RothSmith', 'elaragon', 'lizbmarquis', 'niloufar_s', 'notconfusing', 'dashunwang', 'alliecmorgan', 'joshuagay', 'liam_essig', 'jason_schmitt', 'andrea_caflisch', 'yibeichan', 'dapr12', 'thannigan', 'gan_ef', 'JonMichaelWalls', 'iPhiloSophia1', 'Dilrukshi_LK', 'Naledgesince82', 'SAGEOceanTweets', 'DanajaT', 'Mohsen_Bahrami_', 'seejenspeak', 'albus931003', 'JoseyVanOrsdale', 'CulSoc', 'BloklandJesse', 'konglish4u', 'joshuaaclark', 'Kat_Albrecht', 'apilny2', 'eolamijuwon', 'BenListyg', 'kayleachampion', 'zack_almquist', 'fmerhout', 'ParagonSci_Inc', 'yiqinfu', 'eabanoz', 'taywbrown', 'jeremiahbohr', 'RolandAdorjani', 'DustinStoltz', 'Cansu_ED', 'balazsvedres', 'acmebkpsol', 'jessecshore', 'cuihua', 'rasmus_kleis', 'MohHosseinioun', 'yinizhang2011', 'brihightower', 'Sys_innovation', 'CommDeptMSU', 'ohmybit_EN', 'tacomanbearpig', 'davidhopkinsmus', 'PamOliver1180', 'NorthwesternGW', 'ReaderMeter', 'i4oc_org', 'Akbaritabar', 'AbeSanderson', 'MarieLRadford', 'JohannJakobH', 'josemurilo', 'gclinnell', 'Angliiii_', 'paulusm', 'eredmil1', 'MaryChayko', 'libbyh', 'ssuri', 'MattHindman', 'vosonlab', 'dagwood', 'onurvarol', 'salesforce', 'fionafio2334', 'nniiicc', 'Atabey_Kaygun', 'ReveluntSong', 'HahnJLynn', 'DrLisaCorrigan', 'RobAckland', 'Willlum', 'RachelKornfield', 'novi882', 'CMCSatBU', 'Melephant191', 'jf_accountable', 'BasHofstra', 'Thunder_Pegasus', 'staeiou', 'JoyFLIPS', 'j_g_easterday', 'gleemie', 'DanielTrielli', 'alicef_gentoo', 'dougbayless', 'KetakiSodhi', 'stat110', 'matteasterday', 'masssly', 'dhillon_p', '_pmkr', 'abhishekn', 'sara_milkes', 'bgsmithphd', 'ggviscusi', 'madsesmith', 'healspersecond', 'altsalt', 'gpanger', 'nu_hci', 'DanielReesLewis', 'bdosono', 'klakhani', 'katherinemsd', 'airi_', 'cdphelanges', 'WikiResearch', 'wichinpong', 'jaketangosierra', 'milara', 'Gerardo45420577', 'aschrock', 'wwwehde', 'gperez0711', 'scholaverse', 'SawonPratiher', 'cicon17', 'JulioTellez', 'ryanjgallag', '__laurenbrooke', 'nettrom', 'amyxzh', 'kevinbaker', 'icwsm', 'AshleyW64666720', 'Shugars', 'justin_cranshaw', 'VOSONsoftware', 'analytictactoe', 'makoshark', 'NU_InfoSocial', 'In_House_Tech', 'foucaultwelles', 'zhugrid', 'mike_pomazal', 'sayamindu', 'sociallycompute', 'joemeservy', 'jacobgroshek', 'willmarler', 'lista_redes', 'CindyOtis_', 'NICOatNU', 'russellfunk', 'lunartiko', 'SaundraBissell', 'yasssjasss', 'networkrepo', 'jananamirah', 'barbourjosh', 'epimika', 'MktShareConsult', 'shsannon', 'melaphant19', 'ica_cm', 'JFKlosterman', 'renwenzhang', 'nsharp713', 'KevinMao5', 'satyaki30', 'jasonjones_jjj', 'BerkCDeniz', 'socarxiv', 'peterdodds', 'davidlazer', 'gracebene', 'nickmason_ut', 'IUNetSci', 'joshua_a_becker', 'dgzara', 'SherieBrown3', 'UAntwerpen_Comm', 'rich9112', 'oliverhaimson', 'kerstinsailer', 'rpclair', 'johnjhorton', 'TheCosmicRey', 'DrWoody', 'DominosEvanston', 'natematias', 'cryptic', 'katerinabohlec', 'TechSoc_Journal', 'groceryheist', 'FamilyCommLab', 'inclusivetechNU', 'TheDigitalLoft', 'faryad_ds', 'stateofselfie', 'robin_dicker', 'danielkentwood', 'williamschirodc', 'rongwangsna', 'gil_pulgar', 'ktanaka086', 'noshir', 'Toast2ourVanity', 'PaytonMargo', 'DrMichaelAnn', 'MarlonTwyman2', 'RavonokulaZ', 'wbbkmz', 'Vanessa_becker', 'jd_daw', 'stonegeoffrey', 'matt_hebdon', 'BrianSouthwell', 'teppofelin', 'jarvelam', 'wordpresstrans', 'scott_draves', 'MobiSocCU', 'RubeHeretic', 'nickcbarry', 'socdatalab', '_kenny_joseph', 'MoritzBuchi', 'yongsung7', 'vtraag', 'robertmanduca', '_rnbrewer', 'ProfShina', 'FSDevNet', 'NitulY2N', 'realreadyready', 'CRP_journal', 'SumithKularatne', 'jeffbigham', 'EskoKilpi', 'marylgray', 'soyoung1017', 'ludist', 'BoilerPaulie', 'LillyBoxman', 'braydenk', 'Ognyanova', 'TylerZoellin', 'crimny', 'marlowja', 'AVPapachristos', 'jsf00te', 'stephen_dsci', 'whitmanifesto', 'Li571Li', 'NUMEReview', 'ned_smith', 'DirkDavidson', 'mikozlowski', 'arndmPaul', 'Tommygunn611', 'SesayBeast', 'CollabLabNU', 'eharburg', 'cfiesler', 'phdkurt', 'almh42460126', 'DeltaLabNU', 'Noleli', 'MeghanMBiro', 'uigdfod', 'jnelz', 'SkotBotCambo', 'comdatasci', 'DanielMRomero', 'NextBillion', 'TomNovak2113', 'blonde_at', 'nathanjurgenson', 'razhael', 'lindno', 'fitzcn', 'MaisonneuveJohn', 'IC2S2', 'DomusGoGetter', 'halfak', 'ktdayg', 'ascriptlikethis', 'matthewheston', 'therealgrassfEd', 'MiyaFayne', 'geosoco', 'adhepworth', 'youngjikim', 'slovato', 'katestarbird', 'amyross87', 'thomroulet', 'jsradford', 'SmithSharonL', 'sneha_nar', 'VolunteerSci', 'emmaspiro', 'priestnelson', 'ChantelleMF818', 'dore_sue', 'ryanhuckstep', 'JANEKARENJASMIN', 'BigDataSoc', 'FooteFootemom', 'Married2Myself9', 'thedatascilab', 'Launynvegas', 'starkJared', 'overleaf', 'Camillewhiting', 'UW_iSchool', 'ZiyuLong', 'EDorranceHall', 'todrobbins', 'TSmieszek', 'aaronshaw', 'PomazalPhoto', 'tsmkdk', 'jteevan', 'ProfFootnote', 'dfoote58', 'tpageMLS', 'tallyfox', 'BayesianSNA', 'thinkplay', 'KaiKuang', 'PurdueCGSA', 'HectorPostigo', 'ZachWilcox', 'EUSNConference', 'SocNetAnalysts', 'Emily__Coates', 'Aelkus', 'johleonard', 'witnessofjesus1', 'suzymoat', 'NoPoorAmongThem', 'smr_foundation', 'vouchpop', 'naziat', 'ISCRAM_2014', 'tanlo184', 'enforcer71', 'jlinabary', '_ZooKeeper_', 'absent101absent', 'hayden__davis', 'botilike', 'umsi', 'steveotorpedo', 'BearJens', 'mathapedia', 'donnarstark', 'nskousen', 'ithinkblog', 'codybringham', 'visionsby', 'DrinkWithDunny', 'TheQuestReport', 'sandandre1', 'ryanharish2', 'hollykruse', 'Doug_Pruim', 'travisjones032', 'QuoteResearch', 'BRATDEVILSCOMIC', 'Dr_DaleKelly', 'smgrimes', 'brentmayberry', 'veronicamilia', 'brentbtoyota', 'sea_recruiter', 'shakmatt', 'bkeegan', 'EliseMeservy', 'nodexl', '__mario__', 'LUTwit13', 'TtW_conf', 'rslsoccertalk', 'edchi', 'JamesSlevin', 'hankersolutions', 'DehnCraig', 'sinanaral', 'GoCityBus', 'marc_smith', 'Imagenaciones', 'petrmatous', 'RSL_NATION', 'silvenis', 's_t_e_v_e_jones', '1wordsofadvice1', 'lovefamilylanza', 'go0348', 'HtheHamdy', 'ZaynMal13872699', 'EscondidoBand', 'benwbrum', 'ranaoyola139', 'commondatageek', 'skypipermusic', 'williamswww79', 'MitchellTheron', 'kathleenkr', 'bouncylandenter', 'acsnow9', 'pmbaker1', 'SparkedMicro', 'mikeriley94', 'extraordinaries', 'LVAttorneys', 'FolloM', 'avrilkie', 'NZServiceSpy', 'mustafakemalakc', 'benspaulding', 'themisswhit', 'liayawgarien', 'josshands', 'PaulMBaker', 'AnitaBlanchard', 'katypearce', 'tamaleaver', 'sorapark', 'kstansberry', 'pluraldave', 'MangoMedia_io', 'bretteades', 'DavidAHood', 'christellevh', 'MTNWestSecurity', 'LDSVineyard', 'FooteTyler', 'renaissanceut', 'RSLHaiku', 'Smarter_Babies', 'VegasDray', 'atikajamil', 'rentalic', 'NoiseTrade', 'merrymoose', 'mercadomormon', 'YeahDudeGian', 'GisellaGamez', 'PortalSUD', 'aaronalder', 'Imaginedragons', 'goldenveins', 'LDSguy', 'marionmorlett', 'htagency', 'joltindustries', 'PostRank', 'AllinAKaau', 'sturmoor', 'Oofficial', 'wesabe', 'bdaviston123', 'd4vek1ng', 'partnerdev', 'ReachTChildren', 'PregnantGuide', 'mailekeone', 'piece2dot0', 'KellyWanlass', 'greenlanhal74', 'MiZtYgUrl', 'ccpmabelferreyr', 'willalburg2', 'arnthorsnaer', 'jlabe', 'mattflannery', 'LDSPhotoBlog', 'powertwitter', 'indovision', 'royalfletcher', 'c_heuer', 'wiseclerk', 'thecookiemaker', 'KivaMormons', 'Lingotek', 'language4u', 'jarecoo', 'smfoote', 'HollieDs', 'airin356', 'sunnnyskies', 'ericarefu', 'real_hustle', 'ColterReed', 'itsmattmp', 'zaenozaenozaeno', 'spottedred', 'tmcconnon', 'fr0ke']\n" + ] + } + ], + "source": [ + "print(f)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Searching\n", + "\n", + "For most of your research, you may be interested in how people are talking about a given topic. There are two main ways to do this.\n", + "\n", + "The first is the search API ([Official Twitter info on the Search API](https://developer.twitter.com/en/docs/tweets/search/overview)). We only have access to \"[Standard Search](https://developer.twitter.com/en/docs/tweets/search/overview/standard)\", the most limited of Twitter Search API options, which is limited to the last 7 days.\n", + "\n", + "\n", + "**Note that if you would like to use Twitter for a project or a paper, you can request access to the Academic Research API, which includes historical search and a much higher limit on the number of tweets you can request**\n", + "\n", + "Unforutnately, tweepy doesn't yet support the v2 API for Twitter, but [here is an example of how to use it](https://github.com/twitterdev/Twitter-API-v2-sample-code/blob/master/Full-Archive-Search/full-archive-search.py) with just requests.\n", + "\n", + "\n", + "[This page](https://developer.twitter.com/en/docs/tweets/search/api-reference/get-search-tweets) is the documentation for Standard Search and has some helpful intel about modifying the parameters.\n", + "\n", + "Below is a simple example that gets the last 20 tweets about data science." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "jdfoote\t2021-10-26 22:06:17+00:00\tRT @eegilbert: I hope we get meaningful change out of the Facebook leak. I'm worried, however, that the one definite thing we're going to g…\n", + "jdfoote\t2021-10-26 19:05:15+00:00\tRT @asbruckman: A qualitative study of small subreddits (between 5 and 100 posters per month) finds that they provide value for their membe…\n", + "jdfoote\t2021-10-23 14:06:16+00:00\tRT @dannagal: This is so important. As some scholars have tried to “debunk the echo chamber myth” (that SM causes most users to restrict to…\n", + "jdfoote\t2021-10-23 03:05:00+00:00\tRT @nickchk: I've always found it interesting how it is drastically cheaper to rent a U-Haul than a regular car. Sometimes less than a thir…\n", + "jdfoote\t2021-10-21 17:22:02+00:00\t@suhemparack Follower/followee networks\n" + ] + } + ], + "source": [ + "public_tweets = api.search_tweets('\"from:@jdfoote\"', count=20)\n", + "\n", + "for tweet in public_tweets:\n", + " print(tweet.user.screen_name + \"\\t\" + str(tweet.created_at) + \"\\t\" + tweet.text)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that many of these results are truncated. If you want the full tweet, you actually have to modify the call a little bit, like so." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "iPythonistaBot\t2021-10-28 21:18:27+00:00\tRT @byLilyV: #FEATURED #COURSES\n", + "\n", + "Machine Learning, Data Science and Deep Learning with Python\n", + "\n", + "Complete hands-on #machine #learning tutoria…\n", + "coder_487\t2021-10-28 21:18:25+00:00\tRT @EdKwedar: The Best #DataScience #Books for Beginners and Experts in 2021. #BigData #Analytics #IoT #IIoT #Python #RStats #TensorFlow #J…\n", + "coder_487\t2021-10-28 21:18:25+00:00\tRT @gp_pulipaka: AI Best: A Great List of 60 #DataScience #Books for ML People. #BigData #Analytics #GIS #IoT #IIoT #Python #RStats #Tensor…\n", + "iPythonistaBot\t2021-10-28 21:18:24+00:00\tRT @EdKwedar: The Best #DataScience #Books for Beginners and Experts in 2021. #BigData #Analytics #IoT #IIoT #Python #RStats #TensorFlow #J…\n", + "aProgrammerBot\t2021-10-28 21:18:24+00:00\tRT @EdKwedar: The Best #DataScience #Books for Beginners and Experts in 2021. #BigData #Analytics #IoT #IIoT #Python #RStats #TensorFlow #J…\n", + "Noberg4\t2021-10-28 21:18:23+00:00\tRT @EdKwedar: The Best #DataScience #Books for Beginners and Experts in 2021. #BigData #Analytics #IoT #IIoT #Python #RStats #TensorFlow #J…\n", + "ShyBOT7\t2021-10-28 21:18:21+00:00\tRT @byLilyV: #FEATURED #COURSES\n", + "\n", + "Machine Learning, Data Science and Deep Learning with Python\n", + "\n", + "Complete hands-on #machine #learning tutoria…\n", + "Mansuk_Lo_Rume\t2021-10-28 21:18:19+00:00\tRT @EdKwedar: The Best #DataScience #Books for Beginners and Experts in 2021. #BigData #Analytics #IoT #IIoT #Python #RStats #TensorFlow #J…\n", + "SantosTHEBOSS\t2021-10-28 21:18:16+00:00\tReading about what Mark is doing with Meta, I'm not only mind-blown, I'm super excited about the future. We knew this was coming, but it still doesn't change our reaction now it's happening. \n", + "\n", + "For the data science space, things will only get better.\n", + "\n", + "If in doubt, do data science.\n", + "iPythonistaBot\t2021-10-28 21:18:06+00:00\tRT @gp_pulipaka: AI Best: A Great List of 60 #DataScience #Books for ML People. #BigData #Analytics #GIS #IoT #IIoT #Python #RStats #Tensor…\n", + "hernangraffe\t2021-10-28 21:18:00+00:00\tRT @gp_pulipaka: AI Best: A Great List of 60 #DataScience #Books for ML People. #BigData #Analytics #GIS #IoT #IIoT #Python #RStats #Tensor…\n", + "DannyCantSee\t2021-10-28 21:17:17+00:00\tRT @42macroDDale: For those of you who enjoy consuming my tweets and watching our #MacroMinute segments, you should know that https://t.co/…\n", + "sayannath2350\t2021-10-28 21:16:44+00:00\tRT @NetflixResearch: Happy to announce that Netflix has released a Graphical User Interface for Metaflow, our open-source framework for dat…\n", + "lennan77\t2021-10-28 21:16:00+00:00\tRT @DrDesmondPatton: We're looking for an executive in residence at the Data Science Institute! Please send folks my way: https://t.co/ccXO…\n", + "vickiveritas\t2021-10-28 21:15:57+00:00\tRT @KatrinaHahaha: Facebook has changed its name to Meta. It makes sense when you think about how you are now just statistical data. Scie…\n", + "ATN_PBS\t2021-10-28 21:15:40+00:00\tRT @KQEDedspace: Help your Ss critically examine what they see and do in the digital world. \n", + "\n", + "@ATN_PBS explores many #datascience topics, f…\n", + "BrainRoaring\t2021-10-28 21:14:57+00:00\tRT @ai_jobsNET: HIRING: Data Science Team Lead - E-commerce / Barcelona, Barcelona, Spain -> https://t.co/WUHt4vxuK5 #AI #MachineLearning #…\n", + "uoweis\t2021-10-28 21:14:48+00:00\tRT @TIDEResearchHub: Interested in an opportunity to work with the @TIDEResearchHub? We are currently looking for a Research Fellow in Stat…\n", + "ai_jobsNET\t2021-10-28 21:14:34+00:00\tHIRING: Data Science Team Lead - E-commerce / Barcelona, Barcelona, Spain -> https://t.co/WUHt4vxuK5 #AI #MachineLearning #DataJobs #Jobsearch #MLjobs #bigdata #DataScience #AIjobs #techjobs #TechTalent #hiringnow #Engineer #DataScientist #AI #Engineering\n", + "mitpress\t2021-10-28 21:13:49+00:00\tA fantastic read for #OpenAccessWeek and beyond. Also @TheHDSR has a wonderful podcast if you prefer your data science in audio form. https://t.co/NSskXLOVmW\n" + ] + } + ], + "source": [ + "public_tweets = api.search_tweets('\"data science\"', count = 20, tweet_mode = 'extended')\n", + "\n", + "for tweet in public_tweets:\n", + " print(tweet.user.screen_name + \"\\t\" + str(tweet.created_at) + \"\\t\" + tweet.full_text)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Additional Search resources\n", + "\n", + "* [Tweepy extended tweets documentation](http://docs.tweepy.org/en/latest/extended_tweets.html)\n", + "* [Twitter documentation for crafting queries](https://developer.twitter.com/en/docs/tweets/search/guides/standard-operators). This includes things like how to search by geography or remove retweets." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Streaming\n", + "\n", + "The other option is to \"stream\" tweets. Instead of looking backward, this just keeps you connected to Twitter and whenever new tweets come in, they are sent to your program. You would typicaly just keep the program running and keep writing the data that you want to an external file.\n", + "\n", + "As with the search API, there are some caveats. One is that (I believe) there is no guarantee that this is all of the tweets that match. If you try to filter by very popular terms, then Twitter may give you only a sample of them." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DawnBlueberry\t@RobertFaturechi Why only going after Butr. So did @KLoeffler David Purdue, Trump, Kushner, Mnuchin etc etc\n", + "PGSGinfo\tRT @GradProfCareers: Dr. Keenan Shimko, @purduedepthist alumnus, now in Mgmt Consulting, will discuss career diversity & careers beyond aca…\n", + "NushPowell\tRT @GradProfCareers: Dr. Keenan Shimko, @purduedepthist alumnus, now in Mgmt Consulting, will discuss career diversity & careers beyond aca…\n", + "WatkinsShow\tOregons last 5 games \n", + "vs. Colorado\n", + "@ Washington \n", + "vs. Washington State\n", + "@ Utah \n", + "vs. Oregon State \n", + "\n", + "Ohio States last 5… https://t.co/oX7ZmctBye\n", + "LeeDoe11\t@JaniceClaire14 @RobertFaturechi Exactly! TFG put a stop to investigations of Purdue and Loeffler. He was pissed at Burr.\n", + "scot23132\tTom Petty &Prince brought us joy & beauty. \n", + "Purdue Pharma/Sacklers brought untold suffering pain & needless death t… https://t.co/F1KrNfPLnC\n", + "scot23132\t@RexChapman Tom Petty &Prince brought us joy & beauty. \n", + "Purdue Pharma/Sacklers brought untold suffering pain & need… https://t.co/U0SKFFgfRk\n", + "WatkinsShow\tOregons last 5 games \n", + "vs. Colorado\n", + "@ Washington \n", + "vs. Washington State\n", + "@ Utah \n", + "vs. Oregon State \n", + "\n", + "Ohio States last 5… https://t.co/1SIZKsGyEX\n", + "DBCMfg\tWhat Works to Retain Staff: Purdue Study Finds Commonalities in Indiana Manufacturers with Low Turnover https://t.co/D2MzdE6J3x\n", + "StarsColemanBel\t💥 PITCHER WANTED 💥\n", + "\n", + "Play with student-athletes going to: JMU, Purdue, Kennesaw State, Villanova, Lipscomb, East Car… https://t.co/5spPHCfCaV\n", + "hopekyra\tRT @PurdueEAPS: ⏰1 MINUTE SCIENCE CHALLENGE\n", + "Create a vertical video explaining any science topic and send it to the EAPS K-12 Outreach Coor…\n", + "FBSFantasyFoot\tPurdue RB Zander Horvath called a GTD\n", + "david_t_savage\tRT @GradRights: We're long overdue for a wage increase. $31,200 is a living wage ($15/hr * 40hr/week)...yet many Purdue grad workers make c…\n", + "tyler_raplee\t@PapaMeagzz doesn’t matter how this week goes, MSU’s losing to Purdue\n", + "JeanPaulRGagnon\tRT @mollyscudder: Come work with us! Bring your friends!! (We are hiring 7 new faculty this year!!). Happy to answer questions about the de…\n", + "INIT_6_\tSub-$20,000/year and you're only paid for the ACADEMIC YEAR meaning that unless you starved & saved during the scho… https://t.co/P4hgRWtypM\n", + "CoachAWeb\t@SethOnHoops @BoilerBall @CoachPainter Jealous…would love to watch a Purdue practice and learn from that staff\n", + "Dannystrong\tRT @benjamin_rubin: See #Dopesick ep 5?\n", + "\n", + "Shocked that Purdue's top lawyer Howard Udell would order a subordinate to destroy documents, sayi…\n", + "MsLeanna_Bird\tFuck Purdue pharma 🖕🏼\n", + "ThisIsHOTTOPIC\tMeg Sorg, Purdue University\n", + "\n", + "The air is getting chillier, pumpkins are perched on porches and kids across the count… https://t.co/NQzMl0fNKw\n", + "midwestmorn\t@Torn_Rose @PurdueOnBTN @drewbrees @BoilerFootball That was a great game. I remember we rushed the field but the g… https://t.co/1JNHlJT1C6\n", + "david_t_savage\tI'm one of the lucky ones, in that I got a pretty low rent because I'm willing to live far from campus. It's still… https://t.co/H7CWhlVlxd\n", + "STTDB7\t@MrOH1O What about Ohio state and Purdue in 2017. Leave that off for a reason? Lol\n", + "UofIPackWSFan\tDJ Byrd was at Purdue FOREVER. Oh, I disliked him.\n", + "PGSGinfo\tRT @LCCPurdue: Join us tonight for Día de los Muertos! \n", + "\n", + "Come by the Purdue Memorial Union North and South Ballrooms from 6pm-8pm to learn…\n", + "ManyFacedDog\t@slpng_giants @Facebook Or Purdue Pharma in 1997\n", + "charlesbroger\tRT @mollyscudder: Come work with us! Bring your friends!! (We are hiring 7 new faculty this year!!). Happy to answer questions about the de…\n", + "DawnBlueberry\t@RobertFaturechi Why only going after Burr. (Could it be he via Senate Intel report confirmed Russias companionship… https://t.co/gy8xe8TNJf\n", + "tim_rychel\t@jamiesalsburg Yeah. Obviously it’s a big downer, but it’s very interesting. Rik is pretty fascinated with the whol… https://t.co/tp0EHjz9nw\n", + "spratto9\t@stevenamcqueen He left Purdue?\n", + "NeilforCongress\t@TrumpWarRoom @EricTrump @MELANIATRUMP \n", + "\n", + "Georgia does not want Purdue. Georgia is tired of carrer politicians that… https://t.co/ipIdOx8CQW\n", + "GElinsdottir\tRT @nogenderpredtrs: Eerie similarities between the pushing of opioids and gender “medicine.”\n", + "_OTSN\tICYMI https://t.co/pXhCANzejG\n", + "BbalEvv\t🚨COMMIT ALERT…⚾️\n", + "\n", + "Memorial sophomore Thomas Lynch has committed to Purdue. 👀\n", + "\n", + "Whoa. \n", + "\n", + "Big time. https://t.co/Lj9m5vAHfF\n", + "MichelLandgrave\tRT @mollyscudder: Come work with us! Bring your friends!! (We are hiring 7 new faculty this year!!). Happy to answer questions about the de…\n", + "JoelVanags\t@jeffclidence\n", + "DrElisabethKing\tRT @purduepolsci: Purdue University’s Department of Political Science is seeking a scholar of Comparative Politics for appointment at the r…\n", + "donny_kelley\tRT @tmoslynch: I am extremely excited to announce that I will be furthering my academic and athletic career at Purdue University. I would l…\n", + "muthhickman_r\thttps://t.co/9Wit7mOji5\n", + "NeurolawGuy\tRT @nogenderpredtrs: Eerie similarities between the pushing of opioids and gender “medicine.” https://t.co/JFAkRJBjrC\n", + "WhatlsLifeYo\t@NovaGal47 @Zachsmi41198891 lol they snuck tennessee in there but not unc/purdue\n", + "UseTheSchwarz\tSKYLURRRRRRR!! Congrats baller! #TulsaWPSL\n", + "CDuffSports\t“I think we have a defense that can hold up. I think the offense hasn’t taken that step yet and that’s where the t… https://t.co/9rRe7sDFlf\n", + "PriceCheck3\tSpeaking of receivers, I can’t underrate how good David Bell is. This Purdue receiver has great ball skills, plus r… https://t.co/yY6Iv9xbq5\n", + "rebecca_boubel\t@CharlenDoe No, don’t care to. Just started Dopesick on HULU with Michael Keaton, soo good. Re: Purdue Pharma Oxy-Contyn.\n", + "17kecky\t@ajak1033 @CBBonFOX Villanova also plays either UNC or Purdue FYI, it’s just not guaranteed who yet as it’s a tourn… https://t.co/5LDr9SxCdR\n", + "mr_bobloblaw\t@GarySanchezGOAT the baseless conspiracy theory that i know is wrong but believe anyway is that peta is a dark mone… https://t.co/TNPTvH2mFv\n", + "ImTryinJennifer\tRT @benjamin_rubin: See #Dopesick ep 5?\n", + "\n", + "Shocked that Purdue's top lawyer Howard Udell would order a subordinate to destroy documents, sayi…\n", + "GoldandBlackcom\tVideo: #Purdue coach Jeff Brohm offers one last update on his team before Saturday's game at Nebraska.… https://t.co/Pq9tTrkGTR\n", + "FranBLam\tRT @benjamin_rubin: See #Dopesick ep 5?\n", + "\n", + "Shocked that Purdue's top lawyer Howard Udell would order a subordinate to destroy documents, sayi…\n", + "ATL_Jonesin\t@40YearOldVision I’ve been going back and forth on Iowa ML for the entire week… Great value and you have to think t… https://t.co/pmaDJGU9n3\n", + "JerryFalwellJrP\t@donie I'm getting Sackler Family Purdue Pharma vibes with this.\n", + "CollinsnNina\tRT @PurdueLibraries: So, you want to publish your work #openaccess, but the author fees are just too much. We can help! Learn more here: ht…\n", + "mikereinholz777\t@MollyJongFast Hard to say who has killed more people, Facebook or Purdue Pharma.\n", + "KitchDuff\tKitch and Duff- Why Can't Purdue Top 13 Points? Oct 28, 2021 https://t.co/sVB4PgNzB9 via @YouTube \n", + "Podcast sponsor… https://t.co/4rGBlO0qaL\n", + "KitchDuff\tKitch and Duff- Why Can't Purdue Top 13 Points? Oct 28, 2021 https://t.co/sVB4PgNzB9 via @YouTube\n", + "IndyStarSports\tVIDEO INTERVIEW: Last word before Nebraska with Purdue coach Jeff Brohm https://t.co/qyQNBlM1Wl\n", + "MattBoxer94\tThey won't you idiot doomer. ACB used Jacobson v Mass to uphold Purdue's mandate and methinks Roberts would do the… https://t.co/DEg9OcfEGF\n", + "TeamDJP\tRT @Boiler0fLegend: Matt Painter’s “This Is Purdue” interview was so excellent. I could listen to CMP talk all day.\n", + "puppyluvr312\tRT @reversechapter: @kathygriffin @benjamin_rubin @Dannystrong Approved pills are SAFER, though many with behavior addiction prefer illicit…\n", + "Keel_35\t@TheRickWebster Cause we are all still hanging onto that Purdue loss lol. Win Saturday and everything is back to good!\n", + "INauyokas\tEnter for a chance to win a trip for two to watch the men's Purdue basketball team take on the UNC Tar Heels on Nov… https://t.co/o9NYycEUe8\n", + "cincodejordan\tRT @MattBoxer94: They won't you idiot doomer. ACB used Jacobson v Mass to uphold Purdue's mandate and methinks Roberts would do the same\n", + "EsportsSnhu\tTonight we’re in for a great match going up against Purdue’s Gold team in Overwatch! Watch live on Twitch or come i… https://t.co/UuVafVFFbV\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AFSKaegan\t@theStevenRuiz 2020 joe burrow would take purdue to a Natty\n", + "madalynkathrynm\tRT @JeromeAdamsMD: Got my flu shot at Purdue University! @purduepharmacy https://t.co/SvUfH9JzxO\n", + "madalynkathrynm\tRT @JeromeAdamsMD: I would never ask anyone to do something for their health that I’m not willing to do myself. That’s why every year I get…\n", + "HailVarsity\tWith Purdue coming to town, Scott Frost liked what he’s seen from his team coming off its first bye week after eigh… https://t.co/gA5zBExh7t\n", + "andyluther300\t@CBBonFOX How is Brian Cardinal not on the list? No Purdue player should make the list over Cardinal.\n", + "HoosierJV\tRT @TheMopLady: Cody’s starting to look like Purdue sophomore.\n", + "BarmakN\tAs public institutions are starved of state support to fulfill their mission, their newly empowered administrators… https://t.co/TrzMrjm8cG\n", + "BarmakN\tTake a toxic asset like Kaplan, slap the name \"Purdue\" on it and sell, sell, sell like the for-profit entity that K… https://t.co/CKvG90NiQv\n", + "BarmakN\tNeedless to say, these chickens will come home to roost for Purdue as they did for Kaplan, but the executives who c… https://t.co/0jlJMgjpxO\n", + "ace_curler\tRT @RayJOrtega: I've been rewatching Iowa games, win or lose, since I was a kid. Believe it or not, I even rewatched the '16 Rose bowl, for…\n", + "ddawnr1\t@clearing_fog Because he wouldn't bury the senate report about Russian collusion w trump\n", + "If it's a real investigati… https://t.co/kQUnk4wOe3\n", + "ortega_science\tRT @LAMetskas: The Metskas Lab at Purdue is hiring! We use #cryoET and #CLEM to study viruses and microcompartments. Seeking a tech (https:…\n", + "BBsBigHouse1\tThe 50 best uniforms in college football | Yardbarker\n", + "\n", + "Big Ten Teams to make the cut:\n", + "\n", + "3 Michigan\n", + "10 Ohio St\n", + "23 Min… https://t.co/XLA8XRRefv\n", + "OVO301978\tRT @BBsBigHouse1: The 50 best uniforms in college football | Yardbarker\n", + "\n", + "Big Ten Teams to make the cut:\n", + "\n", + "3 Michigan\n", + "10 Ohio St\n", + "23 Minnesota…\n", + "LoCoCoCo2129\tRT @PurdueAlumni: 🏀 Listen to this on your way home! 🏀\n", + "mo_oates\tRT @LifeAtPurdue: Join Dr. Eric Nauman on Thursday, Nov. 4 at 4-5 p.m. for a talk on the work #PurdueUniversity is doing to minimize the ri…\n", + "Kdub610\tRT @FULSHEARVB: Brielle Warren wants future Fulshear volleyball players to know that “you are allowed to be whatever type of player you wan…\n", + "ryansmoore\t@ledvinam @CFBONFOX I live in Jonesboro now, grew up in B'ham and remain a lifelong Auburn fan! You know, the kind… https://t.co/9nsSQXyjAc\n", + "DerekJohnson05\tIf Nebraska beats Purdue by 9+, it’s not going to impress me more than beating Purdue by 3 points. Frost wants to b… https://t.co/e9oUuv6Guy\n", + "GradRights\tRT @david_t_savage: I'm one of the lucky ones, in that I got a pretty low rent because I'm willing to live far from campus. It's still a hu…\n", + "dublin_down\tNo shit him Loeffler and Purdue should be in jail\n", + "GradRights\tRT @INIT_6_: Sub-$20,000/year and you're only paid for the ACADEMIC YEAR meaning that unless you starved & saved during the school year or…\n", + "GradRights\tRT @comradesnowboot: @GradRights It was $20,000 when I was enrolled in 2012...apparently Purdue administration is in denial of inflation (a…\n", + "purdue_sux_bot\tPurdue can put a man on the moon but still can't hang a banner in the rafters?😉 Arkansas Pine-Bluff says Hello!🗑\n", + "MDBabs\tRT @HailVarsity: Recruiting analyst @GregSmithHV offers a breakdown of the #Huskers prospects scheduled to visit for the Purdue game. (Pre…\n", + "MattSextonPxP\tBusy weekend for me upcoming:\n", + "Friday: Northridge at Clinton-Massie 7 p.m. WNJ\n", + "Saturday: Blanchester at Mariemont 7… https://t.co/Cmad5G4hd9\n", + "MDBabs\tRT @HailVarsity: With Purdue coming to town, Scott Frost liked what he’s seen from his team coming off its first bye week after eight strai…\n", + "SportsballBot\t\"Purdue defeats Indiana State 94-72 in hurricane relief exhibition game.\"\n", + "\n", + "https://t.co/g5UAXy2cLI\n", + "\n", + "[via r/collegeb… https://t.co/EV8X8nspZ3\n", + "BoilerUniforms\t@BradGfx @purduecreative Purdue creative really said https://t.co/GVAPImK9GO\n", + "DanTheB1GMan\tLook ahead lines for Big Ten games via @DKSportsbook \n", + "\n", + "Michigan State -2.5 PURDUE\n", + "Ohio State -15.5 NEBRASKA\n", + "cola_strong_\tRT @propublica: The consulting giant was helping Purdue Pharma and Johnson & Johnson fend off FDA regulations even as it helped shape FDA d…\n", + "schotziejlk\tRT @TosaRedRaiders: Get some Marcus Mbow items from TE's former student athlete. Mbow is on the football team at Purdue now.\n", + "https://t.co/…\n", + "matt_2278\t@TheMopLady This actually made me do a double take to make sure it wasn't a Purdue jersey. Well played @TheMopLady.\n", + "IndyStarSports\tPurdue football at Nebraska: Who has the edge https://t.co/T2APtXJeQg\n", + "Really63518597\tRT @KellyScaletta: I have a friend who is a lawyer on the lawsuit against Purdue Pharma whether Dopesick is accurate. He said it's so accur…\n", + "rizwanasghar\tRT @mollyscudder: Come work with us! Bring your friends!! (We are hiring 7 new faculty this year!!). Happy to answer questions about the de…\n", + "RandyYorkNSider\tHuskers Have ‘Decision to Make’ at Placekicker https://t.co/I5z5Wd4ZYZ\n", + "RandyYorkNSider\tRT @RandyYorkNSider: Huskers Have ‘Decision to Make’ at Placekicker https://t.co/I5z5Wd4ZYZ\n", + "mitchsherman\tRT @mitchsherman: “I’m where I need to be.”\n", + "\n", + "Third-year Nebraska safety Myles Farmer gets a second crack Saturday at the starting lineup. H…\n", + "GratefultoJesus\t@ColorMe___ @KasamiSensei It’s unfortunate bc of the way students were treated in insisting on their rights. My dau… https://t.co/9VuuSJ5gQy\n", + "RandyYorkNSider\tFrost Talks On Benefits of Bye Week Ahead of Purdue https://t.co/edW1shL22B\n", + "RandyYorkNSider\tRT @RandyYorkNSider: Frost Talks On Benefits of Bye Week Ahead of Purdue https://t.co/edW1shL22B\n", + "TylerRyanWx\tStill one the greatest Purdue moments of all time.\n", + "GratefultoJesus\t@ColorMe___ @KasamiSensei It’s unfortunate bc of the way students were treated in insisting on their rights. My dau… https://t.co/POJPjXj3Dy\n", + "WLcampus\tRT @PurdueConvos: We're hiring! Purdue Convocations has an opening for a new Executive and Operations Assistant. Visit our Careers page at…\n", + "JordanSchoch22\tBut was it...... the best week of practice we've had yet??\n", + "GoldandBlackcom\t#Purdue heads to Nebraska looking to get on track. \n", + "\n", + "\"I think they have a lot of history and tradition there and th… https://t.co/Yq9EeuFkZu\n", + "Smith4Six\t@HiveCards @BBBCard Purdue? 👀\n", + "BBBCard\tRT @Smith4Six: @HiveCards @BBBCard Purdue? 👀\n", + "samrietow\t@iLikeCatsSoWhat @ZmillaTLK_ @PFF_College Purdue…\n", + "TamponxTorpedo\tBeen watching Dopesick on Hulu. It's a show about Purdue pharma and the terrible impact Oxycontin had on the countr… https://t.co/DZn5wYDY0U\n", + "LHSLionsBball2\t- Week use of a condo in Destin, FL - 4 Suite Tickets for Colts vs Bucs - IU vs Purdue Bball ticket… https://t.co/Ti9p84qpWV\n", + "TomDienhart1\tJeff Brohm #Purdue injury update today:\n", + "\n", + " • Game-time decisions: RB Zander Horvath, OT Greg Long\n", + "• G Tyler Witt, LE… https://t.co/lsSXuIZhqp\n", + "amcneer\tRT @TomDienhart1: Jeff Brohm #Purdue injury update today:\n", + "\n", + " • Game-time decisions: RB Zander Horvath, OT Greg Long\n", + "• G Tyler Witt, LEO Kydr…\n", + "IndyStarSports\tPurdue vs. Nebraska 2021: TV, radio, odds, weather https://t.co/5QI18dAbdw\n", + "kstateman14\t@RoleePoleeCOLEY To me, it's just fucking hilarious. Purdue Pete scares me the most: https://t.co/bjKmu9STix\n", + "angelatindall13\tSaturday - (11-4 slate)\n", + "* UCF v Temple - o 52\n", + "* Iowa +3.5\n", + "* Mass v Lib - u 58.5\n", + "* Hawaii v Utah St - u 65\n", + "* Wash St… https://t.co/DA7VC2z2K5\n", + "KBrews_Clues\t@ADTrost @Pondbear522 It’s Virginia. That’s so purdue\n", + "LHSLionsBball2\t-Use of a condo in Destin, Fl for one week -4 Suite Tickets for Colts vs Tampa Bay -2 IU vs Purdue Bball Tickets -2… https://t.co/ELOKCiDjrM\n", + "baby_beemer00\t@therecount Saving a drug overdose is supporting drug use! Heard that one before from Pence. He supports Purdue tha… https://t.co/jVIdKmiXff\n", + "Steve_Marik\tRT @GregSmithHV: Some really interesting 2023 prospects coming to town this weekend. #Huskers\n", + "CPaRhon\tRT @KellyScaletta: I have a friend who is a lawyer on the lawsuit against Purdue Pharma whether Dopesick is accurate. He said it's so accur…\n", + "boilerup7474\t@moore_rondale you inspired me at Purdue and I know you’ll inspire others tonight!\n", + "podcast_kitchen\tRT @IndyStarSports: Purdue vs. Nebraska 2021: TV, radio, odds, weather https://t.co/5QI18dAbdw\n", + "gazettedotcom\tTwo of the best defenses in the Big Ten will face off in Madison with the Heartland Trophy on the line as Iowa look… https://t.co/D5dZGXPsNW\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "psuhottakes\tFranklin vs #big10\n", + "\n", + "Rutgers 7-0 \n", + "Wisconsin 3-0\n", + "Purdue 2-0 \n", + "Indiana 7-1\n", + "Maryland 5-2 \n", + "Iowa 4-2\n", + "Illinois 3-2\n", + "Minnesot… https://t.co/PoUvVzbSZ4\n", + "goldenmistas\tI was working during the Iowa game, but the Purdue game in 2018 ruined my life\n", + "jimpierzchalski\tRT @TheMopLady: Cody’s starting to look like Purdue sophomore.\n", + "Stoga_83\t@johnnyc59722461 Our 1st home match is #Purdue.\n", + "airhasiescardo\tRT @EsportsSnhu: Tonight we’re in for a great match going up against Purdue’s Gold team in Overwatch! Watch live on Twitch or come into the…\n", + "HunterBlue24\tPurdue fans getting all excited for a Sweet 16 boot\n", + "ESPNLincoln\tJeremiah Sirles previews Nebraska-Purdue https://t.co/X96mNYSqDe\n", + "HawgsOnMain\t@TheGruffSpartan Purdue bein weird af in the back is so fitting\n", + "Optimus_Crime12\t@edsbs Thought we couldn't get Purdue into the playoff conversation? Think again fucko\n", + "BlasingameKara\tRT @PurdueSoccer: 𝐀𝐥𝐥-𝐁𝐢𝐠 𝐓𝐞𝐧 𝐅𝐢𝐫𝐬𝐭 𝐓𝐞𝐚𝐦\n", + "\n", + "For the first time since 2009, Purdue has 2 All-Big Ten First Team honorees, in Sarah Griffith an…\n", + "rodentwhisperer\tjust started this n all i gotta say is that i KNOW purdue pharma was shaking in their boots the minute she stepped… https://t.co/l5wXjp6wtz\n", + "GazetteOnIowa\tRT @Hlas: Hlas column: Purdue dominated Iowa, then got dominated by Wisconsin. What does that mean for Saturday's Iowa-Wisconsin game? A st…\n", + "UpforLK\t@exzisd Watch the series DOPESICK, on \n", + "Hulu! That will open your eyes.\n", + "The Sackler family/Purdue PHARMA\n", + "are the de… https://t.co/lfluTKkU50\n", + "awkbello2\tThe Jolt: Former Senator David Purdue to challenge Brian Kemp as Republican candidate for Georgia governor. \n", + "\n", + "https://t.co/uAVkQQqJZc\n", + "Pyperkub\t@OhItsPM @wilnerhotline That Purdue brain fart is what's really killing you, especially WRT to the B1G (as well as… https://t.co/E8UKRFP3j4\n", + "thecanesandboyz\tRT @awkbello2: The Jolt: Former Senator David Purdue to challenge Brian Kemp as Republican candidate for Georgia governor. \n", + "\n", + "https://t.co/u…\n", + "PatrioticPurple\tRT @MythinformedMKE: Joe Nichols, professor of education at Purdue FW U, states Critical Race Theory is important for their future middle/h…\n", + "parkerd03\tRT @tmoslynch: I am extremely excited to announce that I will be furthering my academic and athletic career at Purdue University. I would l…\n", + "subashkhadka_\tमानार्थ पाइँदैन ? 😁\n", + "spacemanjames1\tRT @GradRights: We're long overdue for a wage increase. $31,200 is a living wage ($15/hr * 40hr/week)...yet many Purdue grad workers make c…\n", + "hawkguymatt\t@NBNRPodcast @JeffreyTheGreek Their offense isn’t good, but I don’t think they are quite as bad as they were in the… https://t.co/r7lxE1HpK1\n", + "inafoxhole\thttps://t.co/fZod6xMXbN\n", + "Holmes_y_Rails\t@Schultz975 What does this have to do with Purdue?\n", + "OH_lindzbreezy\t@FL_buckeye1 @httrhao Then Purdue is after Nebraska.\n", + "PurdueWhiskey\tGet pumped Purdue faithful for the last season of Jaden Ivey and ride of our lives\n", + "SlimSayuri\tRT @benjamin_rubin: Seen #Dopesick ep 2?\n", + "\n", + "Catch the part where Richard Sackler and senior Purdue executives knowingly deceived doctors into…\n", + "meghug_2014\tCan’t wait to see presentations tomorrow from @normalEconomist, @Karin_Wuuu, and Jérémy! 3:00-4:00pm, see link belo… https://t.co/8bFSRr8s1r\n", + "BarstoolRMHS\tRT @BbalEvv: 🚨COMMIT ALERT…⚾️\n", + "\n", + "Memorial sophomore Thomas Lynch has committed to Purdue. 👀\n", + "\n", + "Whoa. \n", + "\n", + "Big time. https://t.co/Lj9m5vAHfF\n", + "BoilerKrock\tRT @GoldandBlackcom: #Purdue heads to Nebraska looking to get on track. \n", + "\n", + "\"I think they have a lot of history and tradition there and they…\n", + "WhatlsLifeYo\t@C_easterling14 @ballsh236 @CBBonFOX lol no. and speaking for this year, Nova is @ #2 UCLA, and @ #8 Baylor, with a… https://t.co/RGrzo01zL9\n", + "JoeSki515\tIowa State -7\n", + "Purdue +7.5\n", + "Ole Miss Auburn Under 66.5\n", + "\n", + "#CollegeFootball #SportsPicks #GamblingTwitter\n", + "Tradition\tRT @Tradition: #B1G Rushing YPG\n", + "\n", + "Michigan 253 (5th in NCAA)\n", + "Wisconsin 219\n", + "Nebraska 211\n", + "Minnesota 210\n", + "Ohio St. 207\n", + "Michigan St. 200\n", + "Illinois…\n", + "ESPNLincoln\tCoach Gary Barnett explains why the \"Ted Lasso\" coaching style is taking over, previews Nebraska-Purdue https://t.co/aW3Mba0g6l\n", + "StewartFitness4\tRT @BoldTakeScout: Here is the link: https://t.co/9vEuadYg8J You won’t want to miss Jaylan talking about his football journey, following in…\n", + "purdue_sux_bot\tPurdue Basketball = MAJOR L\n", + "reesemccutchan\tRT @tmoslynch: I am extremely excited to announce that I will be furthering my academic and athletic career at Purdue University. I would l…\n", + "ValeriyaKonovfx\tRT @BobSegallWTHR: Ok, this is wild.\n", + "\n", + "Purdue creates whitest paint on Earth, could fight climate change | https://t.co/zc6VJ0pl9P https://t…\n", + "drewby14\t@CBBonFOX Maybe it’s just because I’m an IU guy, but as long as Robbie Hummel was at Purdue, it still seems like he… https://t.co/6k3tD5lDZz\n", + "IUPUI_EngrTech\tRT @ProfAndresTovar: It was exciting to participate in the Indy Autonomous Challenge @IndyAChallenge and see the collaborative work of stud…\n", + "zolteg\t@rob_england If you havent seen it, highly recommend Dopesick as a watch for some dark dramatised insight into Purd… https://t.co/nQavZbmkjF\n", + "1856herc\tRT @LHSLionsBball2: -Use of a condo in Destin, Fl for one week -4 Suite Tickets for Colts vs Tampa Bay -2 IU vs Purdue Bball Tickets -2 Flo…\n", + "ChadBeaman\tLottery link for Iowa State vs Purdue right here in Humboldt closes Friday at 5:00 https://t.co/ndDIbtrcnM\n", + "CRGazetteSports\tTwo of the best defenses in the Big Ten will face off in Madison with the Heartland Trophy on the line as Iowa look… https://t.co/jhi6RXc9Y5\n", + "psuhottakes\tFranklin vs #big10 since 2015\n", + "\n", + "Rutgers 6-0\n", + "Wisconsin 3-0\n", + "Purdue 2-0 \n", + "Indiana 6-1\n", + "Maryland 5-1\n", + "Iowa 4-2\n", + "Illinois 3-1… https://t.co/eDdG1kHifo\n", + "psuhottakes\tFranklin vs #big10 since 2016\n", + "\n", + "Rutgers 5-0\n", + "Wisconsin 3-0\n", + "Purdue 2-0 \n", + "Indiana 5-1\n", + "Maryland 4-1\n", + "Iowa 4-2\n", + "Illinois 2-1… https://t.co/7A3nxierMm\n", + "psuhottakes\tFranklin vs #big10 since 2017\n", + "\n", + "Rutgers 4-0\n", + "Wisconsin 2-0\n", + "Purdue 1-0\n", + "Indiana 4-1\n", + "Maryland 3-1\n", + "Iowa 3-2\n", + "Illinois 2-1… https://t.co/mLosz4TR3l\n", + "psuhottakes\tFranklin vs #big10 since 2018\n", + "\n", + "Rutgers 3-0\n", + "Wisconsin 2-0\n", + "Purdue 1-0\n", + "Indiana 3-1\n", + "Maryland 2-1\n", + "Iowa 2-2\n", + "Illinois 2-1… https://t.co/TqAYjtIrJJ\n", + "psuhottakes\tFranklin vs #big10 since 2019\n", + "\n", + "Rutgers 2-0\n", + "Wisconsin 1-0\n", + "Purdue 1-0\n", + "Indiana 2-1\n", + "Maryland 1-1\n", + "Iowa 1-2\n", + "Illinois 1-1… https://t.co/PQUnX1agdF\n", + "psuhottakes\tFranklin vs #big10 since last year\n", + "\n", + "Rutgers 1-0*\n", + "Wisconsin 1-0\n", + "Purdue 0-0\n", + "Indiana 1-1\n", + "Maryland 0-1*\n", + "Iowa 0-2\n", + "Illino… https://t.co/kttSSeGOhF\n", + "ESPNLincoln\t\"I kinda like the Boilermakers...they're a team that has a signature playmaker on both sides of the ball.\"\n", + "\n", + "Earlier… https://t.co/JmSVF5pe6i\n", + "IndyStarSports\tHere's our prediction for Saturday's @BoilerFootball game against @HuskerFBNation: #B1G #Purdue #collegefootball https://t.co/ofBZGd163S\n", + "jconline\tHere's our prediction for Saturday's @BoilerFootball game against @HuskerFBNation: #B1G #Purdue #collegefootball https://t.co/dHgEyAkad1\n", + "acklaw\tStay And Direct Appeal Requests Denied In Purdue Pharma; District Court Commits To Shielding Case From Equitable Mo… https://t.co/GD7y1ayR6H\n", + "Anryt1\tRT @PurdueBaseball: Like always, @PinolaPhoto also got some fun shots at Wednesday's festivities. #BoilerUp \n", + "\n", + "🧠 @Tyler_Powers2 & @Patrick_C…\n", + "kramerica16\tStill pissed about the Purdue lost tbh\n", + "mrshort2005\tRT @ChadBeaman: Lottery link for Iowa State vs Purdue right here in Humboldt closes Friday at 5:00 https://t.co/ndDIbtrcnM\n", + "bassett_green\t@SpecialPuppy1 You can start here:\n", + "https://t.co/amdGtILsPg\n", + "561Marie\tRT @annndreeaaaaa: 1/ I am watching the documentary Crime of the Century on HBO about Purdue Pharma’s promotion & mass marketing of synthet…\n", + "BoilerBreakPod\tDeath, Taxes, Purdue Losing to Wisconsin in Football https://t.co/CAGVth2Skg\n", + "julie__davis__\tY’all. DOPESICK on Hulu. Watch it. The pain addicts go through and the war against Purdue. I can’t. I just can’t…\n", + "bren_wren\tRT @GradRights: We're long overdue for a wage increase. $31,200 is a living wage ($15/hr * 40hr/week)...yet many Purdue grad workers make c…\n", + "Mr30296zipcode\tRT @Mr30296zipcode: https://t.co/bYBQzfk8Lm & https://t.co/AGqxd4mSmS Illinois Illini Injuring [Triple-I] for remaining \"Four Seasons\" the…\n", + "ibthebigd\t@rushthecourt Almost looked like a Purdue hat he had on\n", + "LaBarDallas\t@ChrisHatcher17 @dltdis @theaustinisaac @Don10bigd @CFBONFOX @joelklatt @OhioStateFB Hates on Ohio state for winnin… https://t.co/1OmttPYFHw\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ClearwaterBK\tRT @acklaw: Stay And Direct Appeal Requests Denied In Purdue Pharma; District Court Commits To Shielding Case From Equitable Mootness Conce…\n", + "LJSHuskers\tAnother big game looms for the Huskers. Our staffers make their predictions for Saturday's game against Purdue — ov… https://t.co/CJI3Lz6BKl\n", + "TannerLee92\tRT @BoilerBreakPod: Death, Taxes, Purdue Losing to Wisconsin in Football https://t.co/CAGVth2Skg\n", + "CDuffSports\tRT @KitchDuff: \"To come back against Wisconsin and see the productivity on the offensive side again was pretty disappointing.\" @Kelly_Kitch…\n", + "CDuffSports\tRT @KitchDuff: Kitch and Duff- Why Can't Purdue Top 13 Points? Oct 28, 2021 https://t.co/sVB4PgNzB9 via @YouTube\n", + "JeezumCrow2\t@ReportsDaNews Waiting on Purdue & Loeffler…\n", + "JeezumCrow2\t@birdiedoesit @ReportsDaNews Loeffler. And David Purdue.\n", + "MattooLab\tRT @hurryram: Faculty positions at Purdue Biological Sciences. Great place to work. I have been here more than 2 years and enjoyed it thor…\n", + "RNJenni74\tI watched the Purdue IE virtual scholarship awards tonight. So proud of Kaleb for winning the Dennis and Ellen Clar… https://t.co/WEQjgAcaQg\n", + "photosbyhp\t@drewby14 @CBBonFOX I swear that dude played for Purdue my entire childhood\n", + "TNThinking\tWhat Works to Retain Staff: Purdue Study Finds Commonalities in Indiana Manufacturers with Low Turnover https://t.co/i6iLLbCT6W\n", + "938boomer\tRT @JeezumCrow2: @birdiedoesit @ReportsDaNews Loeffler. And David Purdue.\n", + "Only1RobBennett\t@IndiesCoffee I know where the hell is Purdue, Tyson, and the rest\n", + "cdoliver62\tCheck out Vintage Solid Wood Purdue Pegboard Test Skills VERY RARE https://t.co/t8gzsLULOY @eBay\n", + "cdoliver62\thttps://t.co/t8gzsMcndy\n", + "Shut_UP_Salim\tMy one of new accounts is Purdue, I should ask them if they know the real people in that show. Purdue is so big, probably not.\n", + "only30minutes\t@RonFilipkowski @MalcolmNance Don’t forget former GA Senators Laughlin and Purdue. Spelling maybe wrong. We are alm… https://t.co/rCr5SSR0DC\n", + "NewburghPost44\tRT @BbalEvv: 🚨COMMIT ALERT…⚾️\n", + "\n", + "Memorial sophomore Thomas Lynch has committed to Purdue. 👀\n", + "\n", + "Whoa. \n", + "\n", + "Big time. https://t.co/Lj9m5vAHfF\n", + "_JaySMOOTHE\tLook at this guy giving up the tape lol\n", + "davidac35075727\t@e_galv Meanwhile …\n", + "\n", + "How to get away with Mass Murder?\n", + "\n", + "“Sackler is asked whether OxyContin kills people. “Sometime… https://t.co/UPzGnJ5Tmo\n", + "luckeyfrog\t@JessicaFGWrites It’s from The Shape of Change from @CLEk12 - all about systems thinking in elementary. You can dow… https://t.co/tVIeLljph3\n", + "huskerextra\tPredicting Nebraska football isn't easy. We're doing it again anyway for Saturday's game against Purdue. https://t.co/nkhKwM4Lxs\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Stream connection has errored or timed out\n", + "Stream encountered HTTP error: 420\n", + "Stream connection has errored or timed out\n", + "Stream encountered HTTP error: 420\n" + ] + } + ], + "source": [ + "class Streamer(tweepy.Stream):\n", + " def on_status(self, tweet):\n", + " print(tweet.author.screen_name + \"\\t\" + tweet.text)\n", + "\n", + " def on_error(self, status_code):\n", + " print( 'Error: ' + repr(status_code))\n", + " return False\n", + "\n", + "streamer = Streamer(CONSUMER_KEY, CONSUMER_SECRET, ACCESS_TOKEN, ACCESS_TOKEN_SECRET)\n", + "\n", + "\n", + "keywords = ['Purdue', '\"data science\"']\n", + "streamer.filter(track = keywords)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Exercises\n", + "\n", + "\n", + "7. Use the streaming API to produce a list of 1000 tweets about a topic.\n", + "2. From that list of 1000 tweets, eliminate retweets.\n", + "4. For each original tweet, create a dictionary with the number of times you see it retweeted in your dataset.\n", + "5. Get a list of the URLs in your dataset\n", + "3. Now, see if you can figure out how to eliminate retweets in the query instead.\n", + "7. Get the last 50 tweets from West Lafayette, using the search API. (Hint - look up the geocode information [here](https://developer.twitter.com/en/docs/tweets/search/api-reference/get-search-tweets)).\n", + "8. Alter the streaming algorithm to include a \"locations\" filter to get tweets from New York City. You need to use the order sw_lng, sw_lat, ne_lng, ne_lat for the four coordinates instead of a radius as in the search API.\n", + "\n", + "### BONUS Questions\n", + "1. For each of your followers, get *their* followers (investigate time.sleep to throttle your computation)\n", + "2. Identify the follower you have that also follows the most of your followers.\n", + "3. How many users follow you but none of your followers?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "7. Use the streaming API to produce a list of 1000 tweets about a topic." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "topicStream = []\n", + "\n", + "\n", + "\n", + "class StreamerText(tweepy.Stream):\n", + " global keywords\n", + " global topicStream\n", + " \n", + " def __init__(self, api=None):\n", + " super(StdOutListener, self).__init__()\n", + " self.num_tweets = 0\n", + "\n", + " def on_status(self, tweet):\n", + "\n", + " author = tweet.author.screen_name\n", + " text = tweet.text\n", + " if \"RT \" in text:\n", + " rt = True\n", + " text = text.replace(\"RT \", \"\")\n", + " else:\n", + " rt = False\n", + " \n", + "\n", + " theTweet = {\n", + " \"Author\": author,\n", + " \"RT\": rt,\n", + " \"Tweet\": text\n", + " }\n", + "\n", + "\n", + " print(theTweet)\n", + " self.num_tweets += 1\n", + " if self.num_tweets < 20:\n", + " topicStream.insert(record)\n", + " return True\n", + " else:\n", + " return False\n", + "\n", + " def on_error(self, status_code):\n", + " print( 'Error: ' + repr(status_code))\n", + " return False\n", + "\n", + "\n", + "keywords = ['Purdue', '\"data science\"']\n", + "\n", + "streamer = StreamerText(CONSUMER_KEY, CONSUMER_SECRET, ACCESS_TOKEN, ACCESS_TOKEN_SECRET)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#From https://stackoverflow.com/questions/20863486/tweepy-streaming-stop-collecting-tweets-at-x-amount\n", + "\n", + "#from tweepy import StreamListener\n", + "from tweepy import OAuthHandler\n", + "from tweepy import Stream\n", + "import json, time, sys\n", + "\n", + "import tweepy\n", + "\n", + "auth = tweepy.OAuthHandler(CONSUMER_KEY, CONSUMER_SECRET)\n", + "auth.set_access_token(ACCESS_TOKEN, ACCESS_TOKEN_SECRET)\n", + "\n", + "class StdOutListener(Streamer):\n", + "\n", + " def __init__(self, api=None):\n", + " super(StdOutListener, self).__init__()\n", + " self.num_tweets = 0\n", + "\n", + " def on_status(self, status):\n", + " record = {'Text': status.text, 'Created At': status.created_at}\n", + " print(record) #See Tweepy documentation to learn how to access other fields\n", + " self.num_tweets += 1\n", + " if self.num_tweets < 20:\n", + " collection.insert(record)\n", + " return True\n", + " else:\n", + " return False\n", + "\n", + "\n", + " def on_error(self, status):\n", + " print('Error on status', status)\n", + "\n", + " def on_limit(self, status):\n", + " print('Limit threshold exceeded', status)\n", + "\n", + " def on_timeout(self, status):\n", + " print('Stream disconnected; continuing...')\n", + "\n", + "\n", + "stream = Streamer(auth, StdOutListener())\n", + "stream.filter(track=['tv'])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.8" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}