diff --git a/02_activities/assignments/participation/class_1.ipynb b/02_activities/assignments/participation/class_1.ipynb new file mode 100644 index 000000000..400a9db8c --- /dev/null +++ b/02_activities/assignments/participation/class_1.ipynb @@ -0,0 +1,510 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "66f24525-6493-451f-bad1-09421d690b06", + "metadata": {}, + "source": [ + "# Class" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "080d9f9c-d4cb-4bc5-8ef7-f5235d3be865", + "metadata": {}, + "outputs": [], + "source": [ + "# Load packages\n", + "import numpy as np \n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL\n", + "import requests" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "9cd8d44c-21c2-485f-82a3-1c89fdd6d2de", + "metadata": {}, + "outputs": [], + "source": [ + "# Generate data\n", + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y = np.random.randint(0, 100, 50)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "a4b88757-c0ed-4788-af19-a1dfebae50f6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Make basic scatterplot\n", + "fig, ax = plt.subplots(figsize = (5, 3)) # figsize is measured in inches\n", + "ax.scatter(x, y)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "432353a3-3db4-4718-a361-af30e7f71893", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Modifying the graph\n", + "fig, ax = plt.subplots(figsize = (5, 3))\n", + "ax.bar(x, y)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "b15ee4a4-77df-42c0-a764-653ff8b85abb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Make line plot\n", + "fig, ax = plt.subplots(figsize = (5, 3))\n", + "ax.plot(x, y)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "a25f5357-6890-443a-946b-d84a38522bea", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create histogram\n", + "fig, ax = plt.subplots(figsize = (5, 3))\n", + "ax.hist(y);" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "dce9de60-f154-452b-82c2-6f41294e56d9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Add labels to the line plot\n", + "fig, ax = plt.subplots(figsize = (5, 3))\n", + "ax.plot(x, y)\n", + "\n", + "ax.set_title('Total growth over time')\n", + "ax.set_ylabel('Total growth')\n", + "ax.set_xlabel('Years since start')\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "1c78f249-d35a-454c-b794-7bb4489e4063", + "metadata": {}, + "outputs": [], + "source": [ + "# Modify labels and titles' appearance using font dictionaries\n", + "font1 = {'family': 'sans-serif', 'color': 'blue', 'size': 20}\n", + "font2 = {'family': 'monospace', 'color': 'green', 'size': 14}" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "c33df12a-9f2f-42cc-8b6d-56ec74e25420", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Add fontdict arguments to the line plot\n", + "fig, ax = plt.subplots(figsize = (5, 3))\n", + "ax.plot(x, y)\n", + "\n", + "ax.set_title('Total growth over time', fontdict = font1)\n", + "ax.set_ylabel('Total growth', fontdict = font2)\n", + "ax.set_xlabel('Years since start', fontdict = font2)\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "f2a9dd31-4888-4775-a855-fb1645585453", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Remake basic scatterplot with colour and marker arguments\n", + "fig, ax = plt.subplots(figsize = (5, 3)) # figsize is measured in inches\n", + "ax.scatter(x,\n", + " y,\n", + " marker = '*',\n", + " color = 'indigo')" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "1617903f-ef72-40ce-9b8b-0598e73f0523", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Adjust style and width of the lineplot line\n", + "fig, ax = plt.subplots(figsize = (5, 3))\n", + "ax.plot(x,\n", + " y,\n", + " marker = '*',\n", + " color = 'indigo',\n", + " linestyle = '--', # new addition\n", + " linewidth = 2) # new addition" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "28b8be78-f159-4399-94c5-9a27b0f7a7fd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Modify colours using hex codes\n", + "fig, ax = plt.subplots(figsize = (5, 3))\n", + "ax.plot(x,\n", + " y,\n", + " marker = '*',\n", + " color = '#7425b9',\n", + " linestyle = '--',\n", + " linewidth = 2)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "a2f28517-8fbe-475e-933a-3bd8d3a53def", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Customize the plot further\n", + "fig, ax = plt.subplots(figsize = (5, 3))\n", + "ax.plot(x,\n", + " y,\n", + " marker = '*',\n", + " markersize = 12, # new addition\n", + " color = '#7425b9',\n", + " linestyle = '--',\n", + " linewidth = 2,\n", + " markeredgecolor = '#fa9359', # new addition\n", + " markerfacecolor = '000000') # new addition" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "b742fbae-35c7-445c-9db6-6c89ce631874", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Add grid lines\n", + "fig, ax = plt.subplots(figsize = (5, 3))\n", + "ax.grid(axis = 'y', color = 'blue', linewidth = 2, linestyle = '-.')\n", + "ax.plot(x,\n", + " y,\n", + " marker = '*',\n", + " markersize = 12,\n", + " color = '#7425b9',\n", + " linestyle = '--',\n", + " linewidth = 2,\n", + " markeredgecolor = '#fa9359',\n", + " markerfacecolor = '000000')" + ] + }, + { + "cell_type": "markdown", + "id": "b6503491-9795-4fa8-ad55-7fac392e76d7", + "metadata": {}, + "source": [ + "# Activity" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "e8021952-fe27-435c-be53-0dd83a4acb72", + "metadata": {}, + "outputs": [], + "source": [ + "# Library & Dataset\n", + "import seaborn as sns\n", + "df = sns.load_dataset('iris')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "f6dd7477-7226-4a74-978c-3758778eb6ad", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot\n", + "sns.kdeplot(data=df, x='sepal_width')" + ] + }, + { + "cell_type": "markdown", + "id": "694aa37b-bbf2-4375-8f53-e9475a32f936", + "metadata": {}, + "source": [ + "Qualities of the data visualization:\n", + "- Aesthetic: The chart appears simple and visually pleasing. Success.\n", + "- Substantive: The data source is a very common and well-known data set. Success.\n", + "- Perceptual: The variable and the density are clearly labelled. However, it is not stated that the density was generated using a kernel estimate, so it may not exactly reflect the raw data. The graph is simple so there is little cognitive load. Partial success." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [conda env:base] *", + "language": "python", + "name": "conda-base-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/02_activities/assignments/participation/class_3.ipynb b/02_activities/assignments/participation/class_3.ipynb new file mode 100644 index 000000000..ad2fdf71f --- /dev/null +++ b/02_activities/assignments/participation/class_3.ipynb @@ -0,0 +1,526 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "id": "749d9357-6c44-4869-a508-7e9d21a621b7", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL\n", + "import requests\n", + "\n", + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y1 = np.random.randint(0, 100, 50)\n", + "y2 = np.random.randint(0, 100, 50)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "0abc2cdd-76b7-4444-9938-50c7288e35e6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot both y variables on the same plot\n", + "fig, ax = plt.subplots(figsize = (5, 3))\n", + "ax.plot(x, y1)\n", + "ax.plot(x, y2)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "bc2bc275-844e-4edd-99ed-e20b5a83ada7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Modify legend\n", + "fig, ax = plt.subplots(figsize = (5, 3))\n", + "ax.plot(x, y1, label = 'Person 1')\n", + "ax.plot(x, y2, label = 'Person 2')\n", + "ax.legend(loc = 'lower right',\n", + " frameon = True, # add frame around legend\n", + " fontsize = 12, # change font size\n", + " ncol = 2, # specify number of columns\n", + " shadow = True)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "13405d9b-532e-4f47-bbdf-7ac789f3d870", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Move the legend outside of the plot area\n", + "fig, ax = plt.subplots(figsize = (5, 3))\n", + "ax.plot(x, y1, label = 'Person 1')\n", + "ax.plot(x, y2, label = 'Person 2')\n", + "ax.legend(loc = 'upper left',\n", + " bbox_to_anchor = (1, 1))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "19c14703-cbb7-489c-8832-bdb0f06ffbde", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(10, 95, 'This value is important!')" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Annotate\n", + "fig, ax = plt.subplots(figsize = (5, 3))\n", + "ax.scatter(x, y1, label = 'Person 1')\n", + "ax.scatter(x, y2, label = 'Person 2')\n", + "ax.legend(loc = 'lower right')\n", + "\n", + "ax.text(10, 95, 'This value is important!')" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "7427154f-d1bf-4a43-94f0-77531530c3ba", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(10, 95, 'This value is important!')" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Modify text annotation\n", + "fig, ax = plt.subplots(figsize = (5, 3))\n", + "ax.scatter(x, y1, label = 'Person 1')\n", + "ax.scatter(x, y2, label = 'Person 2')\n", + "ax.legend(loc = 'lower right')\n", + "\n", + "ax.text(10, 95, 'This value is important!',\n", + " ha = 'center', # alignment of text\n", + " color = 'red', # modify font colour\n", + " size = 20)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "f4f7de9d-2372-459e-bab0-e619246123c5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.2, 0.2, '. Figure:(0.2, 0.2)')" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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FCxdaowwiIiIAVjiyy8nJwbRp0xAXFwcHB4dq+8+ZMwdGo9G05OTkKF0SERE95TQiIkoOuG3bNvzxj3+EjY2Nqa20tBQajQaNGjVCUVGR2bpH5efnQ6/Xw2g0wsXFRcnSiIioAVEyDxT/GHPAgAHIyMgwaxs3bhwCAgIQHh5eZdARERFZg+Jh5+zsjMDAQLM2JycnuLm5lWsnIiJ6EngHFSIiUj2rXI35qL179z6JaYiIiCrEIzsiIlI9hh0REakew46IiFSPYUdERKrHsCMiItVj2BERkeox7IiISPUYdkREpHoMOyIiUj2GHRERqR7DjoiIVI9hR0REqsewIyIi1WPYERGR6jHsiIhI9Rh2RESkegw7IiJSPYYdERGpHsOOiIhUj2FHRESqx7AjIiLVY9gREZHqMeyIiEj1GHZERKR6DDsiIlI9hh0REakew46IiFSPYUdERKrHsCMiItVj2BERkeox7IiISPUYdkREpHoMOyIiUj2GHRERqR7DjoiIVE/xsIuOjka3bt3g7OwMd3d3DB8+HFlZWUpPQ0REVGOKh11SUhJCQ0Nx+PBh7Nq1CyUlJQgJCUFhYaHSUxEREdWIRkTEmhP8+9//hru7O5KSktCnT59q++fn50Ov18NoNMLFxcWapRERUT2mZB7YKlRTpYxGIwDA1dW1wvVFRUUoKioyvc7Pz7d2SURE9JSx6gUqIoIZM2agV69eCAwMrLBPdHQ09Hq9afHy8rJmSURE9BSy6seYoaGh+J//+R/s378fLVu2rLBPRUd2Xl5e/BiTiOgp1yA+xpwyZQoSExORnJxcadABgFarhVartVYZREREyoediGDKlClISEjA3r174efnp/QUREREFlE87EJDQ7Fp0yZs374dzs7OyM3NBQDo9XrodDqlpyMiIqqW4ufsNBpNhe2xsbEYO3ZstdvzqwdERATU83N2Vv7aHhERkcV4b0wiIlI9ht0TptFosG3btrouo0pZWVkwGAwoKCio61Ks5vvvv0dQUBDKysrquhQiegIYdlbg6+sLjUZjtjz8+sX169cxePDgOq6wahEREQgNDYWzs7OpLSMjA3379oVOp0OLFi2waNGiKj+yvnTpEt566y34+flBp9Phd7/7HebPn4/i4mKL60lKSkLXrl3h4OCAVq1aYe3atVX2P378OEaNGgUvLy/odDq0bdsWn332mVmf3//+99BoNNi0aZPF9RBRw2P124U9rRYtWoQJEyaYXtvY2AAADAaD1ee+f/8+7OzsHmvbq1evIjExEStWrDC15efnY9CgQejXrx9SUlJw9uxZjB07Fk5OTnjvvfcqHOfMmTMoKyvDF198gdatW+PkyZOYMGECCgsLsWzZshrXk52djSFDhmDChAmIi4vDgQMH8O6776JZs2b485//XOE2qampaNasGeLi4uDl5YWDBw9i4sSJsLGxweTJk039xo0bh5UrV+L111+vcT1E1EBJPWM0GgWAGI3Gui7lsfn4+Minn35a4ToAkpCQYHp94MAB6dSpk2i1WunataskJCQIAElLSxMRkdjYWNHr9WZjPOzz0Pz586VTp07y5Zdfip+fn2g0GikrK5Nbt27JhAkTpFmzZuLs7Cz9+vWT9PT0Kmv/5JNPJDg42Kxt9erVotfr5d69e6a26Oho8fT0lLKysup3yP9ZunSp+Pn51bi/iMisWbMkICDArO2dd96R//iP/7BonHfffVf69etn1nbp0iUBIBcuXLBoLCJ6MpTMA36MWYcKCgowbNgwdOjQAceOHcPixYsRHh7+WGOdP38e8fHx2LJlC9LT0wEAQ4cORW5uLv75z38iNTUVXbp0wYABA3Djxg0ADz5q1Gg02Lt3r2mc5ORkBAcHm4196NAh9O3b1+xONy+++CJ+/vlnXLp0qcY1Go3GSm8IXplDhw4hJCTErO3FF1/E0aNHcf/+/VrN7ePjA3d3d+zbt8+imqhiu3fvRkBAgKrPg65atQp/+MMf6roMegwMOysJDw9H48aNTcvnn39ers/GjRuh0Wiwbt06tGvXDoMHD8bMmTMfa77i4mL893//N4KCgtCxY0fs2bMHGRkZ+PbbbxEcHAx/f38sW7YMTZo0wXfffQcAsLOzQ5s2beDo6Gga59KlS/D09DQbOzc3Fx4eHmZtD18/vGlAdS5cuICVK1di0qRJFr2vyuYuKSnBL7/8UqMxDh06hPj4eLzzzjvl1rVo0cKiwK7PoqKiYGNjg48//rhO5p81axYiIiLQqNH//7Fi6flWAOXOd2s0mhpt96gtW7agXbt20Gq1aNeuHRISEqrsf+/ePYwdOxYdOnSAra0thg8fXq7PhAkTkJKSgv3791tcD9Uthp2VzJw5E+np6ablzTffLNcnKysLHTt2hIODg6mte/fujzWfj48PmjVrZnqdmpqK27dvw83NzSx0s7OzceHCBQAPftCfOXPGbM67d++a1fPQozcLkP+7OKWymwj81s8//4yXXnoJr7zyCt5++22L31tt5j516hRefvllfPjhhxg0aFC59TqdDnfu3LG4pvooNjYWs2bNwt///vcnPvfBgwdx7tw5vPLKK6a2h+dbe/fujbS0NHzwwQeYOnUqtmzZUu14sbGxuH79umkZM2aMRfUcOnQII0eOxBtvvIHjx4/jjTfewIgRI/DTTz9Vuk1paSl0Oh2mTp2KgQMHVthHq9Xitddew8qVKy2qh+oew85KmjZtitatW5uWJk2alOsjIpX+IH+oUaNG5doq+vjOycnJ7HVZWRmaN29uFrjp6enIysqq8uixadOmuHnzplmbwWAodwSXl5cHAOWOuh71888/o1+/fujRowdiYmKq7FuRyua2tbWFm5tbldtmZmaif//+mDBhAubOnVthnxs3bpj9ktBQJSUl4e7du1i0aBEKCwuRnJxsWiciGDhwIF566SXTv6Vbt27B29sbERERpn6xsbFo27YtHBwcEBAQgNWrV5vWFRcXY/LkyWjevDkcHBzg6+uL6Oho0/rNmzcjJCTE7BeltWvXwtvbGytWrEDbtm3x9ttvY/z48TW6QKlJkyYwGAymxdJbDa5YsQKDBg3CnDlzEBAQgDlz5mDAgAFmF149ysnJCWvWrMGECROqvJDsD3/4A7Zt24a7d+9aVBPVLYZdHQoICMCJEyfMHnF09OhRsz7NmjVDQUEBCgsLTW0Pz8lVpUuXLsjNzYWtra1Z6LZu3RpNmzatdLugoCBkZmaatfXo0QPJyclmXxvYuXMnPD094evrW+lY165dwwsvvIAuXbogNjbW7OOtmurRowd27dpl1rZz504EBwdXecXpqVOn0K9fP4wZMwaRkZEV9rl37x4uXLiAoKAgi+uqb7788kuMGjUKdnZ2GDVqFL788kvTOo1Gg/Xr1+PIkSOmj9MnTZoEDw8PLFiwAACwbt06REREIDIyEqdPn0ZUVBTmzZuH9evXAwA+//xzJCYmIj4+HllZWYiLizP7u6/sXO/jnm+dPHkymjZtim7dumHt2rUWnwesbO6DBw9aNE5FgoODcf/+fRw5cqTWY9ETVOtLXBRW36/GXLlypfTv37/KPjW9GtNoNIqrq6u8+eabkpmZKTt27JCAgAABYLpq8tdffxUnJyeZOnWqnDt3TjZu3Cienp4VXo35W2VlZdKrVy/p1KmT7NixQ7Kzs+XAgQMSEREhKSkpIiJy9epVadOmjfz000+m7RITE8Xd3V1KSkpMbbdu3RIPDw8ZNWqUZGRkyNatW8XFxUWWLVtm6vPTTz9JmzZt5OrVqyIicu3aNWndurX0799frl69KtevXzctlrh48aI4OjrK9OnTJTMzU7788kuxs7OT7777ztRn69at0qZNG9PrkydPSrNmzWT06NFm8+bl5ZmNvWfPHmncuLEUFhZaVFN9YzQaxdHR0fRvJi0tTRwdHcv9H4qPjxetVitz5swRR0dHycrKMq3z8vKSTZs2mfVfvHix9OjRQ0REpkyZIv3796/06lu9Xi8bNmwwa/P395fIyEiztgMHDggA+fnnnyt9P4sXL5aDBw9KWlqaLFu2TBwdHWXx4sXV7AVzdnZ2snHjRrO2jRs3ir29fY22HzNmjLz88suVrn/mmWfkq6++sqgmspySecCws9D8+fPFx8enyj6WfvWgY8eOYm9vL127dpVNmzYJADlz5oypT0JCgrRu3VocHBzk97//vcTExFQbdiIi+fn5MmXKFPH09BQ7Ozvx8vKS0aNHy5UrV0REJDs7WwDInj17TNuUlJRIixYtZMeOHWZjnThxQnr37i1arVYMBoMsWLDA7Affnj17BIBkZ2eLyIOvTACocHl0X82fP7+KvSmyd+9eCQoKEnt7e/H19ZU1a9aYrX8412/3R0XzPvr3NnHiRHnnnXeqnLshWLNmjQQGBpq1BQYGyhdffFGu76hRowSA2T7My8sTAKLT6cTJycm0aLVacXd3FxGR1NRUcXV1FX9/f5kyZYr8+OOPZuPa29tLfHy8WZu/v79ERUWZte3fv18AWPRLz7Jly8TFxaXG/UUehN2j4R0XFydarbZG21cXdp6enrJ69WqLaiLLMexULC4uTuzs7OTOnTt1VsPf/vY3CQkJsfo8d+7cEQcHB9m9e7fV53pUXl6euLq6ysWLF5/43Err1q2baDQasbGxMS0ajUa6d+9u1q+wsFCeffZZsbGxkRkzZpjac3NzBYDExcXJuXPnzJbf7h+j0SibN2+Wt99+W/R6vfz5z382rfP09CwXrr1795apU6eatW3dulVsbW2luLi4xu/vYUDm5ubWeBsvLy9Zvny5Wdvy5cvF29u7RttXF3YODg7y7bff1rgeejxK5gHvoFLHNmzYgFatWqFFixY4fvw4wsPDMWLEiDp99t/EiRNx8+ZNFBQUmN0yTGlJSUno378/+vXrZ7U5KpOdnY3Vq1c3+IcLZ2Rk4OjRo9i7d6/Z9whv3bqFPn364OTJkwgMDAQAvPfee2jUqBF++OEHDBkyBEOHDkX//v3h4eGBFi1a4OLFixg9enSlc7m4uGDkyJEYOXIk/vKXv+Cll17CjRs34OrqWum53n/84x9mbTU53/qotLQ0ODg4VHiRV2UenuudPn262dw9e/as8RiVuXDhAu7du6eKc71PFQXCV1FP25HdkiVLxMfHR7Rarfj6+kpYWFiDP4dEyqnuHPG0adPkueeeq3Bdz549JSwsTEREvv/+e7G3t5fU1FQREZk7d660bNlSbty4ISIi69atE51OJytWrJCsrCw5ceKE/P3vf5dPPvlERB4cFX399ddy+vRpycrKkrfeeksMBoOUlpaKiMjnn38uXbt2NZv/cc63JiYmSkxMjGRkZMj58+dl3bp14uLiUu4IsToHDhwQGxsb+fjjj+X06dPy8ccfi62trRw+fNjUp6J9e+rUKUlLS5Nhw4bJCy+8IGlpaaa7GT0UGxsrrVq1sqgeejz8GJPoKVHVOeKioiJxc3OTpUuXVrj+k08+kaZNm0pubq54eHiYnT+7f/++dO/eXUaMGGFq27hxo3Tu3Fns7e3lmWeekT59+sjWrVtFRCQmJkY6d+4sTk5O4uLiIgMGDJBjx46Ztr1x44bodDqzc80ilp9v/eGHH6Rz587SuHFjcXR0lMDAQFmxYoXcv3/fbDsAEhsbW/mOE5Fvv/1W2rRpI3Z2dhIQECBbtmwxW1/RvvXx8an2PHNISIhER0dXOTcpQ8k8UPxJ5bXFJ5UTNUyzZs2C0WjEF198YdV5Ll26BH9/f2RmZsLf39+qcz3q5MmTGDBgAM6ePQu9Xv9E534aKZkH/J4dESkiIiICPj4+KC0tteo8O3bswMSJE5940AEPbpKwYcMGBl0DxCM7IiKql3hkR0REZAGGHRERqR7DjoiIVI9hR0REqsewIyIi1WPYERGR6jHsiIhI9Rh2RESkegw7IiJSPYYdERGpHsOOiIhUj2FHRESqx7AjIiLVY9gREZHqMeyIiEj1GHZERKR6Vgu71atXw8/PDw4ODujatSv27dtnramIiIiqZJWw++abbxAWFoaIiAikpaWhd+/eGDx4MK5cuWKN6YiIiKqkERFRetDnnnsOXbp0wZo1a0xtbdu2xfDhwxEdHV3ltko+hp2IiBouJfPAVqGaTIqLi5GamorZs2ebtYeEhODgwYPl+hcVFaGoqMj02mg0AnjwJomI6On1MAeUOCZTPOx++eUXlJaWwsPDw6zdw8MDubm55fpHR0dj4cKF5dq9vLyULo2IiBqgX3/9FXq9vlZjKB52D2k0GrPXIlKuDQDmzJmDGTNmmF7funULPj4+uHLlSq3f3NMkPz8fXl5eyMnJ4ce/NcR99ni43yzHffZ4jEYjvL294erqWuuxFA+7pk2bwsbGptxRXF5eXrmjPQDQarXQarXl2vV6Pf9RPAYXFxfuNwtxnz0e7jfLcZ89nkaNan8tpeJXY9rb26Nr167YtWuXWfuuXbvQs2dPpacjIiKqllU+xpwxYwbeeOMNBAcHo0ePHoiJicGVK1cwadIka0xHRERUJauE3ciRI/Hrr79i0aJFuH79OgIDA/HPf/4TPj4+1W6r1Woxf/78Cj/apMpxv1mO++zxcL9Zjvvs8Si536zyPTsiIqL6hPfGJCIi1WPYERGR6jHsiIhI9Rh2RESkevUu7PhoIMtER0ejW7ducHZ2hru7O4YPH46srKy6LqtBiY6OhkajQVhYWF2XUu9du3YNr7/+Otzc3ODo6IjOnTsjNTW1rsuqt0pKSjB37lz4+flBp9OhVatWWLRoEcrKyuq6tHolOTkZw4YNg6enJzQaDbZt22a2XkSwYMECeHp6QqfT4YUXXsCpU6csmqNehR0fDWS5pKQkhIaG4vDhw9i1axdKSkoQEhKCwsLCui6tQUhJSUFMTAw6duxY16XUezdv3sTzzz8POzs7/PDDD8jMzMQnn3yCJk2a1HVp9daSJUuwdu1arFq1CqdPn8bSpUvx17/+FStXrqzr0uqVwsJCdOrUCatWrapw/dKlS7F8+XKsWrUKKSkpMBgMGDRoEAoKCmo+idQj3bt3l0mTJpm1BQQEyOzZs+uoooYnLy9PAEhSUlJdl1LvFRQUiL+/v+zatUv69u0r06ZNq+uS6rXw8HDp1atXXZfRoAwdOlTGjx9v1vanP/1JXn/99TqqqP4DIAkJCabXZWVlYjAY5OOPPza13bt3T/R6vaxdu7bG49abI7uHjwYKCQkxa6/s0UBUsYePSFLixqlqFxoaiqFDh2LgwIF1XUqDkJiYiODgYLzyyitwd3dHUFAQ1q1bV9dl1Wu9evXCv/71L5w9exYAcPz4cezfvx9Dhgyp48oajuzsbOTm5pplg1arRd++fS3KBqs99cBSlj4aiMoTEcyYMQO9evVCYGBgXZdTr23evBnHjh1DSkpKXZfSYFy8eBFr1qzBjBkz8MEHH+DIkSOYOnUqtFot3nzzzbour14KDw+H0WhEQEAAbGxsUFpaisjISIwaNaquS2swHv78rygbLl++XONx6k3YPVTTRwNReZMnT8aJEyewf//+ui6lXsvJycG0adOwc+dOODg41HU5DUZZWRmCg4MRFRUFAAgKCsKpU6ewZs0ahl0lvvnmG8TFxWHTpk1o37490tPTERYWBk9PT4wZM6auy2tQapsN9SbsLH00EJmbMmUKEhMTkZycjJYtW9Z1OfVaamoq8vLy0LVrV1NbaWkpkpOTsWrVKhQVFcHGxqYOK6yfmjdvjnbt2pm1tW3bFlu2bKmjiuq/mTNnYvbs2Xj11VcBAB06dMDly5cRHR3NsKshg8EA4MERXvPmzU3tlmZDvTlnx0cDPR4RweTJk7F161bs3r0bfn5+dV1SvTdgwABkZGQgPT3dtAQHB2P06NFIT09n0FXi+eefL/e1lrNnz9boBu9Pqzt37pR7FpuNjQ2/emABPz8/GAwGs2woLi5GUlKSRdlQb47sAD4a6HGEhoZi06ZN2L59O5ydnU1Hxnq9Hjqdro6rq5+cnZ3LndN0cnKCm5sbz3VWYfr06ejZsyeioqIwYsQIHDlyBDExMYiJianr0uqtYcOGITIyEt7e3mjfvj3S0tKwfPlyjB8/vq5Lq1du376N8+fPm15nZ2cjPT0drq6u8Pb2RlhYGKKiouDv7w9/f39ERUXB0dERr732Ws0nUepyUaX87W9/Ex8fH7G3t5cuXbrwEvpqAKhwiY2NrevSGhR+9aBm/vGPf0hgYKBotVoJCAiQmJiYui6pXsvPz5dp06aJt7e3ODg4SKtWrSQiIkKKiorqurR6Zc+ePRX+HBszZoyIPPj6wfz588VgMIhWq5U+ffpIRkaGRXPwET9ERKR69eacHRERkbUw7IiISPUYdkREpHoMOyIiUj2GHRERqR7DjoiIVI9hR0REqsewIyIi1WPYERGR6jHsiIhI9Rh2RESkegw7IiJSvf8HMEMNY/7FQtoAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Position text annotation\n", + "fig, ax = plt.subplots(figsize = (5, 3))\n", + "ax.axis([0, 10, 0, 10])\n", + "\n", + "ax.text(1, 5, '. Data:(1, 5)', transform = ax.transData)\n", + "ax.text(0.5, 0.1, '. Axes(0.5, 0.1)', transform = ax.transAxes)\n", + "ax.text(0.2, 0.2, '. Figure:(0.2, 0.2)', transform = fig.transFigure)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "db047203-94bd-4b5f-838d-b59c5f7d1b3c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(20, 94, 'This is important!')" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Annotate with arrows\n", + "fig, ax = plt.subplots(figsize = (5, 3))\n", + "ax.scatter(x, y1, label = 'Person 1')\n", + "ax.scatter(x, y2, label = 'Person 2')\n", + "ax.legend(loc = 'lower right')\n", + "\n", + "ax.annotate('This is important!', xy = (10, 95), xytext = (20, 94),\n", + " arrowprops = dict(facecolor = 'black'))" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "4bd027cb-c6db-4a53-80bd-8b6ed210268f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(20, 94, 'This is important!')" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Modify arrows\n", + "fig, ax = plt.subplots(figsize = (5, 3))\n", + "ax.scatter(x, y1, label = 'Person 1')\n", + "ax.scatter(x, y2, label = 'Person 2')\n", + "ax.legend(loc = 'lower right')\n", + "\n", + "ax.annotate('This is important!', xy = (10, 95), xytext = (20, 94),\n", + " arrowprops = dict(arrowstyle = 'wedge',\n", + " color = 'hotpink'))" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "0d773e00-6f2b-4b6b-8999-d7b91369509e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Remove tick marks and labels\n", + "fig, ax = plt.subplots(figsize = (5, 3))\n", + "ax.scatter(x, y1, label = 'Person 1')\n", + "ax.scatter(x, y2, label = 'Person 2')\n", + "ax.legend(loc = 'lower right')\n", + "\n", + "ax.yaxis.set_major_locator(plt.NullLocator())\n", + "ax.xaxis.set_major_formatter(plt.NullFormatter())" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "76e6db43-048b-4298-95db-d17a1152639a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Limit tick marks\n", + "fig, ax = plt.subplots(figsize = (5, 3))\n", + "ax.scatter(x, y1, label = 'Person 1')\n", + "ax.scatter(x, y2, label = 'Person 2')\n", + "ax.legend(loc = 'lower right')\n", + "\n", + "ax.xaxis.set_major_locator(plt.MaxNLocator(3))" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "50b3a5cf-00e7-4339-865a-09f3cbf0dd8e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Tick mark intervals\n", + "fig, ax = plt.subplots(figsize = (5, 3))\n", + "ax.scatter(x, y1, label = 'Person 1')\n", + "ax.scatter(x, y2, label = 'Person 2')\n", + "ax.legend(loc = 'lower right')\n", + "\n", + "ax.xaxis.set_major_locator(plt.MultipleLocator(5))" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "a0ca50de-1d0c-42d6-8d9f-89338802f608", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Rotate axis labels\n", + "fig, ax = plt.subplots(figsize = (5, 3))\n", + "ax.scatter(x, y1, label = 'Person 1')\n", + "ax.scatter(x, y2, label = 'Person 2')\n", + "ax.legend(loc = 'lower right')\n", + "\n", + "plt.xticks(rotation = 45, ha = 'right');" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "2fe8eabd-f199-4cd2-ba7e-42c363d369e4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Modify axis title fonts\n", + "fig, ax = plt.subplots(figsize = (5, 3))\n", + "ax.scatter(x, y1, label = 'Person 1')\n", + "ax.scatter(x, y2, label = 'Person 2')\n", + "ax.legend(loc = 'lower right')\n", + "\n", + "font1 = {'family': 'serif', 'color': 'indigo'}\n", + "plt.xlabel('Shiny New X Axis!', fontsize = 18, fontdict = font1);" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "f272208c-0674-49d8-9728-e38192acdf86", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Styles\n", + "plt.style.use('fivethirtyeight')\n", + "\n", + "fig, ax = plt.subplots(figsize = (5, 3))\n", + "ax.plot(x, y1)\n", + "ax.plot(x, y2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3a05b7ce-494a-47cf-a2b4-241ebc6820fe", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [conda env:base] *", + "language": "python", + "name": "conda-base-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/02_activities/assignments/participation/class_4.ipynb b/02_activities/assignments/participation/class_4.ipynb new file mode 100644 index 000000000..8f507bc83 --- /dev/null +++ b/02_activities/assignments/participation/class_4.ipynb @@ -0,0 +1,470 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "id": "724c61ac-d732-4e40-a7dc-37da2ecf1c9d", + "metadata": {}, + "outputs": [], + "source": [ + "# Load libraries\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL\n", + "import requests\n", + "\n", + "# Generate data\n", + "np.random.seed(613)\n", + "x1 = np.arange(50)\n", + "y1 = np.random.randint(0, 75, 50)\n", + "x2 = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\", \"Sanji\"])\n", + "y2 = np.array([110, 180, 240, 99, 220])" + ] + }, + { + "cell_type": "markdown", + "id": "bdd53c24-61e2-4f3b-954b-d7dd42e5e4f9", + "metadata": {}, + "source": [ + "# Subplots" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "19c35b86-f7d1-43a1-841f-39f75e61a3b0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Make subplots\n", + "fig, (ax1, ax2) = plt.subplots(ncols = 2, nrows = 1, figsize = (7, 3))\n", + "ax1.scatter(x1, y1)\n", + "ax2.bar(x2, y2)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "c13b5405-c639-47e9-93e5-77b57e586d2b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Arrange the subplots\n", + "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'],\n", + " ['ax2', 'ax3']],\n", + " figsize = (7, 4))\n", + "someaxes[\"ax1\"].scatter(x1, y1)\n", + "someaxes[\"ax2\"].bar(x2, y2)\n", + "someaxes[\"ax3\"].plot(x1, y1)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "09f491bb-fdd4-4458-97e4-1bb19b749d76", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Label 2: Fast 2 Furious')" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Add large x-axis titles\n", + "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'],\n", + " ['ax2', 'ax3']],\n", + " figsize = (7, 4))\n", + "someaxes[\"ax1\"].scatter(x1, y1)\n", + "someaxes[\"ax2\"].bar(x2, y2)\n", + "someaxes[\"ax3\"].plot(x1, y1)\n", + "someaxes[\"ax1\"].set_xlabel('A Big Label', fontsize = 18)\n", + "someaxes[\"ax2\"].set_xlabel('Another Label', fontsize = 18)\n", + "someaxes[\"ax3\"].set_xlabel('Label 2: Fast 2 Furious', fontsize = 18)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "19182417-76d9-4425-ab67-08752239be72", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Label 2: Fast 2 Furious')" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Change to constrained layout\n", + "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'],\n", + " ['ax2', 'ax3']],\n", + " figsize = (7, 4),\n", + " layout = \"constrained\")\n", + "someaxes[\"ax1\"].scatter(x1, y1)\n", + "someaxes[\"ax2\"].bar(x2, y2)\n", + "someaxes[\"ax3\"].plot(x1, y1)\n", + "someaxes[\"ax1\"].set_xlabel('A Big Label', fontsize = 18)\n", + "someaxes[\"ax2\"].set_xlabel('Another Label', fontsize = 18)\n", + "someaxes[\"ax3\"].set_xlabel('Label 2: Fast 2 Furious', fontsize = 18)" + ] + }, + { + "cell_type": "markdown", + "id": "92b452f4-c001-4aa9-aad0-05c6e3dda132", + "metadata": {}, + "source": [ + "# Multiple Visualizations on One Axes" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "392555f9-f392-4075-ac47-e29bef9d09aa", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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5S7en/WIdq/eNlF763lijuL8zV5s99KxAsV5AAHz4IXzxBdStaza0FzS364pOEREpxxSspPjcdx9s2waxseea2xs3hpkz4fRpZ1cnIiJiOQUrKV4eHjBpEmzaBOHhZnP7s8+quV1ERMolBSspGaGh8O238NZbUK2aeRXhHXfAiBFqbhcRkXJDwUpKTqVK8NRT5p3bH37YvHP7//2fee+rJUucXZ2IiMh1U7CSkhcQAAsXwooVUK8eHDxoNrZ36wb79zu7OhERkWumYCXO06mTY3P7smVmc/uMGWpuFxGRMknBSpyralXH5vYTJyAmxuy/2rjR2dWJiIgUiYKVlA4Fze1z55rN7Zs2mVcOPvMMZGY6uzoREZGromAlpUelSvDkk/DTT9C3r9nc/vrr5unBxYuh7D0kQEREKhgFKyl9/P3hgw8cm9t79DDv3q7mdhERKcUUrKT0KmhuHzvWsbl9+nQqke/s6kRERApRsJLSrWpVePllSE6Gdu3M5vaRI5nBWzTgoLOrExERcaBgJWXDbbfBN9/A229DtWrUJ5VpzOUp/ktVTjm7OhEREUDBSsqSSpXgiSfgp5/4miZUwuAB/sebzKItOwA1t4uIiHMpWEnZ4+/PNP7KP3iM36lODY4zjkW8wAfcwDFnVyciIhWYgpWUWcnczHCGsYj25OHCHexiDrN4kO/U3C4iIk6hYCVlWi6uvM+9/I0hbKcOVchjECuYwVs05ICzyxMRkQpGwUrKhRRq8RwD+T+6cZyq1CeV13ibwfwXDzW3i4hICVGwknLDoBIJtOBpollNUyph0JX/MYdZhLMdNbeLlEIZGbB0KURHQ58+sG6dsysSuS6VnV2AiNUy8GI6PVlFM4axnCCOMpaPWE9D5tCFP6nm7BJFKq68PPjhB0hIgK++gvXrIf+8nsiPPzav/p0yBapXd16dItdIwUrKrc3UZzjD6M039GQdd7CLJsziA+5hKW04g4uzSxQp/wwDduwwQ1RCAqxdC1lZjmMaNoQOHeDkSYiPh3/9yzyKNWOG+dxQm80ppYtcCwUrKdcKmtvX0IThLCOU3xjECu5mM3F0ZRfBzi5RpPz5/XdYtercUalDhxyX16xpBqmOHeHeeyEk5NyygQNh8GDYuRMefdQMWnPmwM03l+hHELlWClZSIRzgBmJ5nA4kM5AV1COV1/gXn9OKBXTgJFWcXaJI2XX8uPlkhIIgtX274/IqVeCuu86FqSZNzBv+Xsxf/mI+wurVV2HiRHN7oaHw/PMwejS4uRX7xxG5HgpWUmGYze23s56GDGIF97CZLqynLTuZy/18R2NApxxEruj0adiw4VyQ+v57c14Bmw1atDgXpMLDzXB1tdzcYNw4s5l96FDzff7xD/jgA3jrLTN8iZRSClZS4VysuT32bHP7m3QmDT9nlyhSuhgG7Np1Lkh9/TVkZjqOqVfvXJC6+26oUeP63/fmm2HFCvjwQ3j2WfP04F13qbldSjUFK6mwNlOfYQyjF9/Si2/PNrfvZSF3s5S25Ku5XSqytDQzRBVMKSmOy/38zP6ojh3NQFWvXvHUYbOZDez33QfPPWc+iL2guX36dHjkETW3S6miYCUVWh6uLOQeviGMYSwjjN8YyMqzze0P8LOa26WiOHnS7JMquHpvyxbH5W5ucOed54JU8+bgUoL/+aheHebOhcceM5vbd+yAfv3ONbc3aFBytYhchoKVCAXN7QPpwCYGsoK6/MGram6X8iw/H5KSzgWpxETIzXUc06zZuSB1553g4eGUUh3ceSds2gTTpsFLL5lXH4aFmT1Yo0eDu7uzK5QKTsHqMrrYJjq7hHLhM+N5Z5dwlWx8xe2s5xYGsYJ7SaYL6wlnB29xP99xG2pulzLLMGDPnnNBavVqOHbMcUydOueC1D33QK1aTin1itzcIDYWevc2m9tXrjSvGly4EN580+zDEnESBSuRC2TiyQx62Jvbb+QIsXzMRhowhy78oeZ2KSsOHzYDVEHT+b59jst9fc1G84Iw1aBB2epXql8fvvwSFi2CESPM5vb27c17YU2dak0DvUgRKViJXMIW6jGcofbm9pbsZjZxfEgESwhXc7uUPqdOmc/aKwhSmzaZR6oKuLpC27bnglTLllC5jP8zYLPBww+fa26fOxfefReWLTOb2x99tGyFRSnzyvg3SqR4OTa3LyeMfTxOAhFsUXO7ON+ZM+bNNAtO761bZ4ar84WGngtSd90FXl5OKbXY+fmZ97gqaG7fvt38uaC5vWFDZ1coFYSClchVKLhz+70kM4gv7c3tX9CSBXTgBFWdXaJUFPv2nQtSq1bBkSOOy4OCzgWpe++FwECnlOk07drBjz+aR6tefNE8FdqkiXnD0TFj1NwuxU7BSuSq2VhFczbQkIGsoAPJdGaD/c7t69TcLsUhPd28IWfB6b1ffnFc7uVl9kkV3Jzz1lt16svNzTwtWNDcvmIFvPCC2dz+1ltqbpdidYmHNV3aN998Q9euXQkKCsJms7FkyRKH5YZhMGHCBIKCgqhatSoRERFsv+C5UTk5OURHR1OzZk08PT154IEHOHDgwHV9EJGSkoknM+lBLAM4QA2qk8VzfMwE3sefdGeXJ2VcZU4Txl7zCEvr1uYDi3v2NK92++UX895R7drB+PHmqb+jR81+or/9DRo1Uqg6X7168MUX5p3b/f3hp5/M5vZBgwof6ROxSJGD1YkTJ2jatClxcXEXXT516lSmT59OXFwcGzZsICAggI4dO3L8+HH7mBEjRrB48WIWLVrEunXryMrKokuXLuTn51/7JxEpYVupRzRDWUgEebjYm9t78i0u6M+yXC2Dm0jlQb5jAgtYxGQmMw8mTYL1680+qltvhehoM0AdPWoGqgkTzIDl6ursD1C62Wzw0ENmqBo82Jz37rvm7+mCBY7N/SIWKPKpwKioKKKioi66zDAMZs6cybhx4+jRowcA8+fPx9/fn4ULFzJ48GAyMjJ45513eO+99+jQoQMA77//PsHBwXz11VdERkZex8cRKVkFze1racIwltHkvOb25bThKF4cs0+enNbZdwFqkEFz9tCMX2nKHvw44bA8HS/8Hulmnt7r0AFq13ZSpeVItWrmUb+C5vZt26B/f5g/X83tYilL/5bfu3cvqampdOrUyT7P3d2d9u3bk5iYyODBg0lKSiIvL89hTFBQEKGhoSQmJl40WOXk5JCTk2N/nXnhwz9FnOwgNRnL49xDMoPO3rn9bywtNC6LKhzD0yFsXfhr+tllObg54ZNIcfDgFGHspRm/0ow9BHPYYfkpXNnGTSRTj03czG/U4rP3X3BSteVceHjh5vawMPPU69//ruZ2uW6WBqvU1FQA/P39Heb7+/vz22+/2ce4ubnh5+dXaEzB+heaPHkyL774opWlihQDG6tpzkYa0pN1hPAH1TiBH1n4coLKnMGLU3hxitpcub8jGzcy8HQIW5cKZSeoghrnSw8X8rmVFJryK83ZQ0MO4sIZ+/J8bOzmRpKpRzL1+YlgHc0sSa6uZojq1etcc/v48eea29u3d3aFUoYVyzfZdkHzpGEYheZd6HJjYmNjiYmJsb/OzMwkOFj3D5LSKRNP5nHhkVcDL7LtQasaWVTjxAW/nvvZndNUJZeq5BJwFQ3xebicDV+eZ8OYGb7Sz/s542xAO05VjKK3V8plGdThT5qxh2bsIZR9eOD43L2D1LAHqS3ULfFbdOgRXZcSzl/w4Sm+wO/nnyEiggSaM49OZOJZaHTZeUSXOIulwSogIAAwj0oFnnfvlLS0NPtRrICAAHJzc0lPT3c4apWWlkZ4ePhFt+vu7o67Ds9KmWYjCw+y8OAAN1xhrEFVcgoFL7+zP/te8NqDHFzJpxYZ1CLjipXkU4kMPDiGF0SuM58H5+9/8almTTVHX0J1Mu1HpJryKzU47rA8Aw82U49N1CeZ+vxJNecUKldg41vC+JGb6c9X3M8GOrKJO/iZd4hkNc3Q0WApCkuDVd26dQkICCAhIYHmzZsDkJuby9q1a5kyZQoALVq0wNXVlYSEBHr37g3AoUOH2LZtG1OnTrWyHJEyykY2VcimCoe48rPO3Mi74IiX4xGwglOR1cjCh2xcOEN1sqhOFqy8+Ol3BzVqFA5cFwtjpfWBvRapSg63sc/edB5CmsPyHCqznRCSzwapvfjryGAZcoKqvEFXVtOUYSynLn8Qw2I6sInZPMBBajq7RCkjihyssrKy+OW8G9Tt3buX5ORkqlevTp06dRgxYgSTJk2iQYMGNGjQgEmTJuHh4UHfvn0B8PX1ZdCgQYwcOZIaNWpQvXp1Ro0aRVhYmP0qQRG5erm4koYfaVfxcOjKnMaXk/bg9WJ8B/jjj4tPhw+bl/ofOWJOO3Zccfsf4e7Q/5V+3s8ZF/SKnaJ0H4WuRD4NOXj29N6v3EoKlc/rkzqDjT0Eng1S9dhBHfLQ0b2y7ifqMIKn6U4iD7OGJuwjjtl8zF18wl+cXZ6UAUUOVhs3buTuu++2vy7oferfvz/x8fGMGTOG7Oxshg4dSnp6Oq1bt2blypV4e3vb15kxYwaVK1emd+/eZGdnc++99xIfH4+Lix5qK1KcTlOZI/hwBB9zRv/+lx6cn28GqgsDV1raxefl5eFJDp7kcONVNOefwvUSV0aavWEZ54WzkmnON7iRI/Y+qSbsxZMchxGp+J09tVePLdTjOB7FXJM4Qz4ufMpfWEcoQ1hOS37hEb6mPVtgzd0QEeHsEqUUsxlG2bs7WmZmJr6+vmRkZODj41Ns76NmT2sUR7On9o01LNs3hgHHjvF09fGFGvL9zusLK1hWhbwibT4Pl4sc+br4FZLH8eDMVZ6C8yXLoU/qwh6141RlM/XsTeepVC9S3dfD6u+NvjPXyuBOtvMUn5unzwEGDIBXXzV7EC2gfWON4r6w4Gqzh67vFZHrZ7OBnx8HuOEqm/NzqXa298vvEldGFvzqebY5/wYyuYEr38MuHxuZF9ym4vzbVpzCjVtJoRm/Ug/HHrM8XNhBHXuf1B4CrzqkSXllYx2hbKI+/VhFF9sGiI+H5cth2jTzhqN6jJCcR8FKREqYjWzcycb9qpvzfc+7TcW5qyIdw5gvJ/DlJC4Y+J29arIuf1xx+78SwCbqs5l6bCdEN2aVizpBVd6kC10S/8+8c/uWLeaRq/h4847ut9zi7BKllFCwEpFSLRdX/qTaVd2uwIX8s8Hr0kfAvMhmHwEkU4/N1CMDr+L/EFJ+tGkDGzfCzJnmTUXXrIEmTSA2Fp57DqpUcXaF4mQKViJSbuTjwlF8OErx9V6K4OoKo0ebd24fNgw+/9x8PM6HH5pHr867wEsqHjUPiIiIXIubboLPPoNPPoHAQNi1C+65xzxFePjwldaWckrBSkRE5FrZbPDXv8LOneZzB202mD/f7LmaN8+8YlYqFAUrERGR6+XrC7Nnw/ffmz1XR4/CwIHmacGffnJ2dVKCFKxERESs0rq12dz+6qvg4QFr15pBa/x4OHXK2dVJCVCwEhERsZKrK4waBdu3w/33Q14evPSSGbBWr3Z2dVLMFKxERESKw4XN7bt3w733mjcV/fNPZ1cnxUTBSkREpLic39w+bJj5+r334NZb4d131dxeDilYiYiIFDdfX4iLgx9+gKZNzeb2QYMgIoLa6OhVeaJgJSIiUlLuuMNsbn/tNbO5/ZtvmMUbPMIqXIv4cHIpnRSsRERESlLlyjByJOzYAZ0740o+D7OWON6gKXucXZ1cJwUrERERZwgJgeXLmUQfjuDNjRzhZeYTw6f4cMLZ1ck1UrASERFxFpuNRG7jaaJZRmvOYOMeNvMmr9ORJGyccXaFUkQKViIiIk6WTRXm0plRPMkeAvAhm2dYymTmEUyas8uTIlCwEhERKSV2UZtnGcy/iOQUroTyG68zh0dZhZua28sEBSsREZFS5AwuLKEdQ4jmf9yCK/k8xFrimK3m9jJAwUpERKQU+pNqTKQvL/MQh/EhiKO8zHxG8m98yXJ2eXIJClYiIiKllo3vacwQhrOMNpzBxt1s4U1m0UnN7aWSgpWIiEgpZza3389InuIXAvEmm7+xlFd4V83tpYyClYiISBmxmxuJ4Sne5j6yceM29p9tbv9Kze2lhIKViIhIGXIGF5YSzlCGn9fc/g1xzKYZvzi7vApPwUpERKQMulhz+z9ZoOZ2J1OwEhERKbMKmtujWUob8tXc7nQKViIiImVcNu68fYnm9jpqbi9RClYiIiLlxC9nm9vnOjS3v0E/NbeXGAUrERGRcuQMLiwjnCFE8z23Upkz9OEbZhNHczW3FzsFKxERkXLoML68TF/+ycP8iQ+BpDORBYzi31RTc3uxUbASEREpx36gEUOJZgltycdGBFt4k9eJZKOa24uBgpWIiEg5l407/yKKGAbzC4F4cYpoljGFdwjhD2eXV64oWImIiFQQewg629wexUncaEwK/8ccHiMBd3KdXV65oGAlIiJSgZjN7W0ZQjSJNKIyZ+jNt8Qxm9vZ7ezyyjzLg9WECROw2WwOU0BAgH25YRhMmDCBoKAgqlatSkREBNu3b7e6DBEREbmMI/gyiYeZeF5z+0u8xyg+oRrHnV1emVUsR6xuu+02Dh06ZJ+2bt1qXzZ16lSmT59OXFwcGzZsICAggI4dO3L8uHaiiIhISftfoeb2rbzJLDW3X6NiCVaVK1cmICDAPt1www2AebRq5syZjBs3jh49ehAaGsr8+fM5efIkCxcuLI5SRERE5ArOb27fTZCa269DsQSr3bt3ExQURN26dXnooYf49ddfAdi7dy+pqal06tTJPtbd3Z327duTmJh4ye3l5OSQmZnpMImIiIi19hDESJ7iLe53aG7vr+b2q2Z5sGrdujULFixgxYoVvP3226SmphIeHs6RI0dITU0FwN/f32Edf39/+7KLmTx5Mr6+vvYpODjY6rJFREQEOEMlltPGobm9F9/SiP3OLq1MqGz1BqOiouw/h4WF0bZtW+rXr8/8+fNp06YNADabzWEdwzAKzTtfbGwsMTEx9teZmZkKVyIiIsWooLn9Dn6iCXtJ5mZnl1QmFPvtFjw9PQkLC2P37t32qwMvPDqVlpZW6CjW+dzd3fHx8XGYREREpPit51b+RdSVBwpQAsEqJyeHnTt3EhgYSN26dQkICCAhIcG+PDc3l7Vr1xIeHl7cpYiIiIgUK8tPBY4aNYquXbtSp04d0tLS+Oc//0lmZib9+/fHZrMxYsQIJk2aRIMGDWjQoAGTJk3Cw8ODvn37Wl2KiIiISImyPFgdOHCAhx9+mMOHD3PDDTfQpk0bfvjhB0JCQgAYM2YM2dnZDB06lPT0dFq3bs3KlSvx9va2uhQRERGREmV5sFq0aNFll9tsNiZMmMCECROsfmsRERERp9KzAkVEREQsomAlIiIiYhEFKxERERGLKFiJiIiIWETBSkRERMQiClYiIiIiFlGwEhEREbGIgpWIiIiIRRSsRERERCyiYCUiIiJiEQUrEREREYsoWImIiIhYRMFKRERExCIKViIiIiIWUbASERERsYiClYiIiIhFFKxERERELKJgJSIiImIRBSsRERERiyhYiYiIiFhEwUpERETEIgpWIiIiIhZRsBIRERGxiIKViIiIiEUUrEREREQsomAlIiIiYhEFKxERERGLKFiJiIiIWETBSkRERMQiClYiIiIiFlGwEhEREbGIgpWIiIiIRRSsRERERCyiYCUiIiJiEQUrEREREYs4NVi98cYb1K1blypVqtCiRQu+/fZbZ5YjIiIicl2cFqw++ugjRowYwbhx49i0aRN/+ctfiIqKYv/+/c4qSUREROS6OC1YTZ8+nUGDBvHEE0/QqFEjZs6cSXBwMHPmzHFWSSIiIiLXpbIz3jQ3N5ekpCSee+45h/mdOnUiMTGx0PicnBxycnLsrzMyMgDIzMws1jrzOFWs268oimM/ad9Yw+p9o/1iHe2b0kl/n5VexZ0JCrZvGMblBxpOcPDgQQMwvvvuO4f5L7/8stGwYcNC48ePH28AmjRp0qRJkyZNTp1SUlIum3GccsSqgM1mc3htGEaheQCxsbHExMTYX585c4ajR49So0aNi46vKDIzMwkODiYlJQUfHx9nlyPn0b4pvbRvSiftl9JL+8ZkGAbHjx8nKCjosuOcEqxq1qyJi4sLqampDvPT0tLw9/cvNN7d3R13d3eHedWqVSvOEssUHx+fCv2HvTTTvim9tG9KJ+2X0kv7Bnx9fa84xinN625ubrRo0YKEhASH+QkJCYSHhzujJBEREZHr5rRTgTExMfTr14+WLVvStm1b5s6dy/79+3n66aedVZKIiIjIdXFasOrTpw9HjhzhpZde4tChQ4SGhvL5558TEhLirJLKHHd3d8aPH1/oNKk4n/ZN6aV9Uzppv5Re2jdFYzOMK103KCIiIiJXQ88KFBEREbGIgpWIiIiIRRSsRERERCyiYFXGzZ07l+DgYCpVqsTMmTMvOU9Ert+aNWuw2WwcO3bM2aWIlEoTJkygWbNm9tcDBgyge/fuTqvHKSx7To1ck/79+xvdunW7pnUzMjIMV1dXY9asWcbvv/9unDhx4qLz5Np8/fXXl32sQUREhLNLrJD69+9vAMbkyZMd5i9evNgo7r/ScnJyjEOHDhlnzpwp1vcpK9q3b28888wzheaXxL6Qovvjjz+Mp556yggODjbc3NwMf39/o1OnTkZiYqJl73H8+HHj8OHD9tfHjh0z0tPTLdt+WeDUR9rI9dm/fz95eXl07tyZwMBAALZt21Zonlyb8PBwDh06VGj+smXLePrppxk6dOg1bTc3Nxc3N7frLa9Cq1KlClOmTGHw4MH4+fmV2Pu6ubkREBBQYu8nYqWePXuSl5fH/PnzqVevHn/88QerVq3i6NGjlr2Hl5cXXl5e9tdXc6fy8kanAkup+Pj4Qo/tWbJkif3ZiPHx8YSFhQFQr149bDbbRee99NJL1KhRg5ycHIdt9ezZk8cee6z4P0gZVvCP6PlTeno6o0ePZuzYsfTq1QuAtWvXcscdd+Du7k5gYCDPPfccp0+ftm8nIiKC4cOHExMTQ82aNenYseNVrSeX1qFDBwICApg8efJFlx85coSHH36Y2rVr4+HhQVhYGB9++KHDmIiICKKjoxkxYgR+fn74+/szd+5cTpw4weOPP463tzf169fniy++sK+jU4FFt3nzZu6++268vb3x8fGhRYsWbNy40b78008/5bbbbsPd3Z2bbrqJadOmOax/0003MXHiRPr27YuXlxdBQUHMmjXLYYzNZmPOnDlERUVRtWpV6tatyyeffFIin6+sOHbsGOvWrWPKlCncfffdhISEcMcddxAbG0vnzp0BmD59OmFhYXh6ehIcHMzQoUPJysqyb6Pg36UVK1bQqFEjvLy8uO+++xz+A6pTgQpWZVafPn346quvAFi/fj2HDh2iV69eheaNHDmS/Px8li1bZl/38OHDfPbZZzz++ONOqb2sOnbsGN27d6d9+/ZMnDgRgIMHD3L//ffTqlUrNm/ezJw5c3jnnXf45z//6bDu/PnzqVy5Mt999x1vvfXWVa8nF+fi4sKkSZOYNWsWBw4cKLT81KlTtGjRgs8++4xt27bx1FNP0a9fP/73v/85jJs/fz41a9Zk/fr1REdHM2TIEHr16kV4eDg//vgjkZGR9OvXj5MnT5bURyt3HnnkEWrXrs2GDRtISkriueeew9XVFYCkpCR69+7NQw89xNatW5kwYQLPP/888fHxDtt49dVXadKkCT/++COxsbE8++yzhR6J9vzzz9OzZ082b97Mo48+ysMPP8zOnTtL6mOWegVHkpYsWVLoP9oFKlWqxOuvv862bduYP38+q1evZsyYMQ5jTp48yWuvvcZ7773HN998w/79+xk1alRJfISyw9nnIiu6S/VYzZs3z/D19XWYd2HfwqZNmwzA2Lt372XnDRkyxIiKirK/njlzplGvXj31iRRBfn6+ERUVZTRq1MjIyMiwzx87dqxxyy23OPxezp492/Dy8jLy8/MNwzD7UJo1a+awvatZTy7u/O9MmzZtjIEDBxqGceW+nvvvv98YOXKk/XX79u2NO++80/769OnThqenp9GvXz/7vEOHDhmA8f333xuGca7vrqL1jFzK1fRYeXt7G/Hx8Rddv2/fvkbHjh0d5o0ePdpo3Lix/XVISIhx3333OYzp06ePw99pgPH00087jGndurUxZMiQIn2e8u7f//634efnZ1SpUsUIDw83YmNjjc2bN19y/Mcff2zUqFHD/nrevHkGYPzyyy/2ebNnzzb8/f3tr8ePH280bdrU/vp6+ojLKh2xqgCefPJJVq5cycGDBwGYN28eAwYMsJ9WlCsbO3Ys33//PUuXLnV4uvvOnTtp27atw+9lu3btyMrKcjiS0rJlS4ftXe16cnlTpkxh/vz57Nixw2F+fn4+L7/8Mk2aNKFGjRp4eXmxcuVK9u/f7zCuSZMm9p9dXFyoUaOG/XQ6gL+/PwBpaWnF+CnKt5iYGJ544gk6dOjAK6+8wp49e+zLdu7cSbt27RzGt2vXjt27d5Ofn2+f17ZtW4cxbdu2LXQ06mrGVHQ9e/bk999/Z9myZURGRrJmzRpuv/12+xHCr7/+mo4dO3LjjTfi7e3NY489xpEjRzhx4oR9Gx4eHtSvX9/+OjAwUN+PCyhYlVKVKlXCuOBpQ3l5ede0rebNm9O0aVMWLFjAjz/+yNatWxkwYIAFVVYMH330Ea+99hqLFi2iQYMGDssMwygUUAv22/nzPT09r2k9uby77rqLyMhIxo4d6zB/2rRpzJgxgzFjxrB69WqSk5OJjIwkNzfXYVzBKakCNpvNYV7Bvjhz5kwxfYKyzcfHh4yMjELzjx07Zv8PyIQJE9i+fTudO3dm9erVNG7cmMWLFwOX/x5cydV8T/RdKqxKlSp07NiRF154gcTERAYMGMD48eP57bffuP/++wkNDeXTTz8lKSmJ2bNnA47/9lzsO3O1+6yiULAqpW644QaOHz/u8D+F5OTka97eE088wbx583j33Xfp0KEDwcHBFlRZ/iUnJzNw4EBeeeUVIiMjCy1v3LgxiYmJDn+xJCYm4u3tzY033njJ7V7relLYK6+8wvLly0lMTLTP+/bbb+nWrRuPPvooTZs2pV69euzevduJVZZPt956q0MjeoENGzZwyy232F83bNiQZ599lpUrV9KjRw/mzZsHmN+DdevWOaybmJhIw4YNcXFxsc/74YcfHMb88MMP3HrrrYXmXWmMFNa4cWNOnDjBxo0bOX36NNOmTaNNmzY0bNiQ33//3dnllUkKVqVARkYGycnJDtNtt92Gh4cHY8eO5ZdffmHhwoWFGjqL4pFHHuHgwYO8/fbbDBw40Lriy7HDhw/TvXt3IiIiePTRR0lNTXWY/vzzT4YOHUpKSgrR0dH89NNPLF26lPHjxxMTE0OlSpf+el3relJYWFgYjzzyiMOVYjfffDMJCQkkJiayc+dOBg8eTGpqqhOrLJ+GDh3Knj17GDZsGJs3b2bXrl3Mnj2bd955h9GjR5Odnc3w4cNZs2YNv/32G9999x0bNmygUaNGAIwcOZJVq1YxceJEdu3axfz584mLiyvUDP3dd98xdepU+/Y/+eQTnnnmGYcxn3zyCe+++y67du1i/PjxrF+/nuHDh5fY70Vpd+TIEe655x7ef/99tmzZwt69e/nkk0+YOnUq3bp1o379+pw+fZpZs2bx66+/8t577/Hmm286u+yyyVnNXWIquNnhhVP//v2NxYsXGzfffLNRpUoVo0uXLsbcuXOvqXm9QL9+/Yzq1asbp06dKoFPVvbFx8df9gahISEhhmEYxpo1a4xWrVoZbm5uRkBAgPH3v//dyMvLs2/nUg2+V1pPLu5izbD79u0z3N3d7d+PI0eOGN26dTO8vLyMWrVqGf/4xz+Mxx57zGG9i+2XkJAQY8aMGQ7zAGPx4sWGYah5/WI2btxoREZGGrVq1TJ8fHyMli1bGh9++KFhGOYNVR966CH7DSmDgoKM4cOHG9nZ2fb1//3vfxuNGzc2XF1djTp16hivvvqqw/ZDQkKMF1980ejdu7fh4eFh+Pv7GzNnznQYAxizZ882OnbsaLi7uxshISH2GsR06tQp47nnnjNuv/12w9fX1/Dw8DBuueUW4x//+Idx8uRJwzAMY/r06UZgYKBRtWpVIzIy0liwYIHDn/eruahKzeuGYTMMnRytKDp27EijRo14/fXXnV2KiMhVuemmmxgxYgQjRoy45BibzcbixYsr3P2SSqPY2Fi+/fbbQqd4KxLdeb0COHr0KCtXrmT16tXExcU5uxwRESlnDMPg119/ZdWqVTRv3tzZ5TiVglUFcPvtt5Oens6UKVMcGkpFRESskJGRQePGjWnVqlWhq3QrGp0KFBEREbGILj8SERERsYiClYiIiIhFFKxERERELKJgJSIiImIRBSsRERERiyhYiYiIiFhEwUpERETEIgpWIiIiIhZRsBIRERGxyP8DnAZMT+8Nf8AAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Make sample data\n", + "x = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\", \"Sanji\"])\n", + "y1 = np.array([110, 180, 240, 99, 220])\n", + "y2 = np.array([170, 100, 90, 120, 50])\n", + "\n", + "# Define figure and axes\n", + "fig, ax = plt.subplots(figsize = (7, 3))\n", + "\n", + "# Call both bar and plot elements to the same axes\n", + "ax.bar(x, y1, color = \"indigo\")\n", + "ax.plot(x, y2, color = \"red\")" + ] + }, + { + "cell_type": "markdown", + "id": "e9ccbe5d-5220-42a5-b032-be15bdfb884c", + "metadata": {}, + "source": [ + "# Add Error Information" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "46c7fdbe-7b4d-44a3-b784-098350c66d6c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Calculate sd of data\n", + "y2_sd = np.std(y2)\n", + "\n", + "# Plot line as before\n", + "fig, ax = plt.subplots(figsize = (7, 3))\n", + "ax.plot(x, y2, color = \"red\")\n", + "\n", + "# Add error line\n", + "ax.errorbar(x, # the x-values\n", + " y2, # the y-values\n", + " yerr = y2_sd,\n", + " fmt = \"none\")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "59ed2632-6938-4a15-8027-c97fa827b54e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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p5Zel6GhTSN18s/Tss9Lq1VJmplSxYu7HHTggNW9u2gDFiMIK7uGIB//3P6lBA9d4cMcOd/cOQGlhWeZ3wquvSr16SbVqSa1bS2PHmt8fp06Zc/fcI82dK+3eLbVqlft5KlSQvv/ejGr16ycdOVLibwWegcIK7tWjh5ln9eKL2fFg8+bEg4Cnsixp3z5zBYf77pNCQ81VHB5/XPrwQ+nECSkwULr7brMYZvt2s63LO+9Ijz5q5nHmpXlzacQIc7mtt94yo+TTphEPwnYUVnA/Pz9p/HizerB3b+JBwNMcPCglJkqDBkkREWYUe9gw6e23pZQU86Wre3fppZekTZuk48dNkfX449KNN0reBfhTVqGCudTW5s1S27ZSRoY0ZowpuNasKe53CA/CtQJRekRESO+/b1YPxsRIe/eaeNBx7cHISHf3EIAdfvnFFDOrVplj3z7X+319pXbtTGzXpYt0003mC5gdWrWSkpKkhATpqadMPNi5s3T//eYi8mFh9rwOPBYjVih9iAeB8iU1VfrgA+mvfzVfkEJDTcw3b54pqry9zShSXJy0YoVpv3atNGGC9Kc/2VdUOXh7S0OGmPlYw4e7xoPTpxMP4opQWKF0ulQ8uGQJ8SBQmmVkmInlY8eaieY1a0p//rM0a5b03XemTfPm5koMH38s/fabtHGj2Yqla1dztYaSUKOG9NprrvFgbKzZBoZ4EEVEFIjSzREP/u9/Jh7ct0/q39980509m3gQKA3OnJE2bMiO9jZtks6dc21z/fXZ0V6nTmYlX2nhiAcXLjTx4HffmXiwXz+zrQPxIAqBESuUDbfdZpZcv/CCiQfXrjXfeGNjiQeBkpaVZQqpF1+Ubr1VqlbNFEwvvGAKlHPnpPr1Tdy2eLF0+LAZfZ4zx+xfV5qKKgdvb2noUGnPnux4cMkSUxASD6IQKKxQdvj5SU8/bX5B//nPJh6cPt384iMeBIrP+fPSV1+Zyd23324itA4dpGeeMSNUmZlSnTpmNHn+fOnHH80xf745V5ZGfC6OB0+ezI4H1651d+9QBhAFouyJiJD+/e+848E5c6QbbnB3D4GyzbLMarnVq03htGaNmVCeU82aJi7r3NmMVjVqZEZ5you84sGoKBMPvvKKKSSBPDBihbIrr3iwWTPiQaCwLEv64Qfp9dfNtgN16pj5izEx0rJlpqgKCJDuvNOMEm/bZvaXevdds+nm9deXr6LKIWc8+Oij2fFgo0ZmMQ3xIPJAYYWy7VLx4FtvEQ8C+Tl0SFq0SHrwQenqq6XrrpMeeURautTsM1W5stStmzR5slmx99tvZgXfE0+YLzAF2ZSzvKhRw1wuZ9Mms6fWyZNm+xfiQeSBKBDlgyMe/OQTs1fOvn1myP6f/yQeBCQzwpRzU869e13vr1jRdVPOtm3t3z+qrGvd2kzaX7BAGjcuOx7s39+sHiQehBixQnkTHW02F7149eCYMeZbJuApTpyQPvpIGjXKXPYlJES6917zZWPvXjPi1KaNmT/06acm7vv8cyk+XrrlFoqq/Hh7Sw895BoPvvkm8SCcKKxQ/lSqZOLB77+XevUyS7+nTTO/+IgHUV6dOmUKpKeeMgVTzZpSz57S3/9uvmxIpsAaNcoUXL/9ZqKtl14y1+GrUsWt3S9zcsaDbdpkx4MtW5oCFR6LKBDl19VXm4m3n3xiJuH+8IOJBx2biwJlWWammfvkiPa+/DL3aEmjRtmr9qKipNq13dLVcq11a/M5OOLBHTvMBqjEgx6r0CNWn3/+ue666y6FhYXJy8tLH3zwgcv9lmUpPj5eYWFhqly5sqKiovSd4xIGf8jMzFRMTIxq1aqlKlWq6O6779ahQ4eu6I0A+YqONr/sJk40o1lr1ph48MABd/cMKLhz51wv+1KtmimWnn9eWrfOFFVXXWUmoy9aZCan79plRlXuuYeiqjg54sHdu6Vhw1zjwZkzc+9Cj3Kt0IXVqVOn1KxZM83O5xv/1KlTNX36dM2ePVubN29WaGiounXrppM55reMGjVKy5Yt09KlS7Vu3TplZGTozjvv1Pnz54v+ToBLqVTJbGa4c2d2PHj0qLt7BeTvwgWzrcH06Wabgxo1pPbtTcz92WfmMjKhoWZ7hNdfNyOyP/1kRk4GDJDq1nX3O/A8NWtK//iHazz4xBNm9SDxoMcodBQYHR2t6OjoPO+zLEszZ87U008/rd69e0uSEhMTFRISoiVLlmjYsGFKS0vT/PnztWjRInXt2lWStHjxYoWHh2vlypXq0aNHrufNzMxUZmam83Y6exShqBzx4H//K/X+RMq86P6DB01MGBzsetSo4VnLy1HyLMuMMDmivTVrzDyonKpXz472unQpv/tHlXWOeHD+fCkuLjseHDBAmjqVeLCcs3WO1f79+5WcnKzu3bs7z/n5+alTp05KSkrSsGHDtHXrVmVlZbm0CQsLU2RkpJKSkvIsrCZPnqznnnvOzq7C091+u9TsiLTpolGrw4elmPjc7X18zPXNLi648juqVOEPHi5v//7sQmrVKik52fX+qlXNH2RHMeVp+0eVZd7e0sMPS717m1HGefPMdRM//NDEtyNHShWY5lwe2fqpJv/xSyEkJMTlfEhIiA78MZ8lOTlZvr6+ql69eq42yRf/UvlDXFycRo8e7bydnp6u8PBwO7sOT5TXH6iQEOnmPmbPH8eRmmo2Hv3lF3MUROXKeRdctWvnfc7X1973htLp8OHsy8SsWpV7nl+lSlLHjtkjUq1amf2lUHY54sGhQ6XHHjPXIHziCRPZzp5ttrZAuVIs5bLXRd/ULcvKde5il2rj5+cnP/ZUQUmoX196b6LrubNnpWPHsgutX391LbxyHr/8Ip0+bY4DBwo+Qb5atYKPhlWvzqhFWXHsmOumnLt3u95foUL2ppydO5t/r1TJLV1FMWvTJjseHDfObIHhiAdfftnMl0O5YGthFfrH/xjJycmqkyNDTklJcY5ihYaG6uzZs0pNTXUZtUpJSVGHDh3s7A5gD19fKSzMHAVx6lT+hdfFx6+/mtGwEyfMsWfP5Z/fxyfvka/8RsSIJUtOWpqZpOwopL75xvV+Ly8zCuUYkerY0cR98Aw548Hx482ig8WLzb5izz9vRrSIB8s8Wz/B+vXrKzQ0VCtWrFCLFi0kSWfPntXatWs1ZcoUSVKrVq1UsWJFrVixQn379pUkHT16VDt27NDUqVPt7A7gHlWqmJGv+vUv3/bCBRM1Xm4k7OJYMjk593yc/OQXS+Z11KpFLFkYp05J69dnx3tbtpjPNKfIyOxC6pZbzIgjPFvNmmYH/IceMhex3rLFbNw6f765BNef/uTuHuIKFLqwysjI0L59+5y39+/fr23btqlGjRq66qqrNGrUKE2aNEkNGjRQgwYNNGnSJPn7+6tfv36SpKCgIA0dOlSxsbGqWbOmatSooTFjxqhp06bOVYKAx/D2Nr9ka9aUGje+fPuLY8nLHUWJJatXL/homKfFkpmZZiNOx4jUxo25N+Vs0CC7kIqKMv+dgLzkjAfj4kw8eMst0sCBZvUg8WCZVOjCasuWLercubPztmNS+aBBg5SQkKCxY8fq9OnTGjFihFJTU9W2bVstX75cAQEBzsfMmDFDFSpUUN++fXX69GndeuutSkhIkI+Pjw1vCSjHChNLWpYZUSnISFjOWDI11RwXzwfKy6ViyfxWS5Yl585JW7dmj0itW2cK1ZzCw7MLqc6dzW2goHx8pEcekfr0yY4HFy3KXj1IPFjmFPrTioqKknWJa615eXkpPj5e8fHx+bapVKmSZs2apVmzZhX25QEUlJeXmb9TtWrhY8mCHCdOFD6W9PfPv+i6uECrXbvkV8RduGBGDRwjUmvX5r54d3BwdiHVpYt0zTXMYcOVc8SDjtWDxINlFmUwAKM4Y8lffjE7hf/+u9kd/KefCtan/GLJvI5q1YoWSzo25Vy92hzHj7ve77h0jKOQatKEQgrF56abiAfLOAorAEVTlFiyoKNhx44VPpasUCH/fcKCg6XUE7kfs3Wr1Hio67kqVcwfMkch1ayZiWuAknKpeHDiRDPh3QPjwdj2C67o8dM2DLGpJ5fmeZ8MgJKXM5a85prLty9KLOm4/mO+14B8WNJF85+ysiQ/P7PtgWN38zZt2JQTpUNe8eDjj2fHgzff7O4elqjdGw+7uwsFQmEFoPQpSix5uUn6a6tIpy56XJMm0tYTbMqJ0s0RD/7rX2YE65tvzJyrBx4w8eBFVzuBe1FYASj7fH2lunXNkZ/2C6SLv/EGBlJUoWzw8ZGGDcuOB//1L+mNN6QPPvDoeLA08qANaAAAKONq1TIXdN64UWrdWkpPN/Fgq1ZmOxC4HeUtAABlTc54MC7OI+LBRu1yj0gf2JGiMxmum/RWqlpREZHu25iXwgoAgLIoZzwYF+caD77wgjR8eLmKB/Na1RfbfkGuSe0RkcEltgIwL0SBAACUZbVqmS0ZNm40kWB6uvTXvxIPugmFFQAA5UHbtuZalnPnms11HfHg4MFmk16UiPIzRggA8Dh5bRp5YEdKnufyauvOyKhY+PhIjz4q/eUv2fFgYmL26sFyFg+WRvzXBQCUWQXdNPJMRlaZ2WDSFo548KGHzOaiW7eaeNCxuWjHju7uYblFFAgAQHl1cTy4fbvZsZ14sNhQWAEAUJ454sHdu83lcSQTDzZqJM2aZS4HBdtQWAEA4Alq1zZzrjZskFq2lNLSTDzYurW0fr27e1duMMcKAFBm5bVpJC6jXTtp0yazg/vTT7vGg1OmSMHu21yzPKCwAgCUWeVuVV9J8fExKwQdqwfnz5cSEqRly8zmoo8+yurBIiIKBADAU+WMB1u0MPFgTIzUpo2UlOTu3pVJFFYAAHi6du2kzZul116TqlWTtm0zWzI8+KCUkntfMOSPwgoAAGTHg3v2ZK8eTEiQGjaUZs9m9WABUVgBAIBsjngwKYl4sAgorAAAQG7t2+cdDw4ZQjx4CRRWAAAgbznjwSF/rMBcuNBsLjpnjnT+vHv7VwpRWAEAgEurXdtsyeCIB0+ckEaONPHghg3u7l2pQmEFAAAKxhEPzplj4sGvv5Y6dCAezIHCCgAAFJyPjzRihLn24MXx4GuveXw8SGEFAAAKLzg4Ox5s3tzEg4895vHxIIUVAAAouvbtpS1bzF5XOePBoUOlX391d+9KHIUVAAC4Mj4+ZrRq926zW7skLVhgNhf1sHiQwgoAANgjONgUVB4cD1JYAQAAe+WMB4OCPCoerODuDgAlIbb9glznDuzIvTT4wI6UPNtO2zCkWPoFAOWWIx685x5p3DizcnDBAunf/5ZefFEaNsy0KWcorOARdm88XKB2ZzKyCtwWAFAAjnjwoYdMobVtm/nn/PlmP6x27dzdQ1sRBQIAgOLXoYPZXHTWLBMPfvWViQzLWTxIYQUAAEpGhQrmUjh79kiDB5tzjtWDc+eWi9WDFFYAAKBkBQebOVfr12evHhwxQrrpJmnjRnf37oowxwoeoVG7uu7uAgDgYo548B//kJ55xjUenDzZXPy5jKGwgkdgVR8AlFKOeNCxejAhwUxsd6wefOSRMrV6kCgQAAC4X0iIiQfXrZOaNZNSU7PjwS+/dHfvCozCCgAAlB4dO5rNRXOuHmzXzmzXUAZWD1JYAQCA0sURD+7eLQ0aZM7Nny81amTmY5Xi1YO2z7GKj4/Xc88953IuJCREycnJkiTLsvTcc89p3rx5Sk1NVdu2bTVnzhzdcMMNdncFgIdip32gnAgJMXOuHn7YbCq6fbs0fLj0+uvm4s6lULFMXr/hhhu0cuVK522fHJPOpk6dqunTpyshIUENGzbUCy+8oG7dumn37t0KCAgoju4A8DDstA+UM454cO7c7NWD7dpJwU9L8nN371wUSxRYoUIFhYaGOo/afyyXtCxLM2fO1NNPP63evXsrMjJSiYmJ+v3337VkyZLi6AoAACgPKlSQYmLM5qKOeDAl90i0uxVLYbV3716FhYWpfv36uu+++/Tjjz9Kkvbv36/k5GR1797d2dbPz0+dOnVSUlJSvs+XmZmp9PR0lwMAAHggRzz4xReSv7+7e5OL7YVV27Zt9cYbb+jTTz/V66+/ruTkZHXo0EHHjx93zrMKCQlxeUzOOVh5mTx5soKCgpxHeHi43d0GAABlyc03S02bursXudg+xyo6Otr5702bNlX79u117bXXKjExUe3+uIK1l5eXy2Msy8p1Lqe4uDiNHj3aeTs9PZ3iCkC+2Gkf8BCXqB3cpdh3Xq9SpYqaNm2qvXv3qlevXpKk5ORk1alTx9kmJSUl1yhWTn5+fvLzK12T0wCUXqzqA+Auxb6PVWZmpnbu3Kk6deqofv36Cg0N1YoVK5z3nz17VmvXrlWHDh2KuysAAADFyvYRqzFjxuiuu+7SVVddpZSUFL3wwgtKT0/XoEGD5OXlpVGjRmnSpElq0KCBGjRooEmTJsnf31/9+vWzuysAAAAlyvbC6tChQ7r//vt17Ngx1a5dW+3atdPGjRsVEREhSRo7dqxOnz6tESNGODcIXb58OXtYAQCAMs/2wmrp0qWXvN/Ly0vx8fGKj4+3+6UBAADcimsFAgAA2ITCCgAAwCYUVgAAADahsAIAALAJhRUAAIBNKKwAAABsQmEFAABgEworAAAAm1BYAQAA2ITCCgAAwCYUVgAAADahsAIAALAJhRUAAIBNKKwAAABsQmEFAABgEworAAAAm1BYAQAA2ITCCgAAwCYUVgAAADahsAIAALAJhRUAAIBNKKwAAABsQmEFAABgEworAAAAm1BYAQAA2ITCCgAAwCYUVgAAADahsAIAALAJhRUAAIBNKKwAAABsQmEFAABgEworAAAAm1RwdwcAAAAuJ7b9glznDuxIyfNcXm2nbRhSLP26GIUVAAAo9XZvPFygdmcysgrctjgQBQIAANiEwgoAAMAmFFYAAAA2YY4VAAAo9Rq1q+vuLhQIhRUAACj1SmpV35UiCgQAALAJhRUAAIBNKKwAAABsQmEFAABgEworAAAAm5TJVYGWZUmS0tPT3dwTAADgCRw1h6MGyU+ZLKxOnjwpSQoPD3dzTwAAgCc5efKkgoKC8r3fy7pc6VUKXbhwQUeOHFFAQIC8vLyK5TXS09MVHh6ugwcPKjAwsFheA6UDn7Vn4fP2HHzWnqMkPmvLsnTy5EmFhYXJ2zv/mVRlcsTK29tb9erVK5HXCgwM5AfSQ/BZexY+b8/BZ+05ivuzvtRIlQOT1wEAAGxCYQUAAGATCqt8+Pn5acKECfLz83N3V1DM+Kw9C5+35+Cz9hyl6bMuk5PXAQAASiNGrAAAAGxCYQUAAGATCisAAACbUFgBAADYhMLqEubNm6fw8HB5e3tr5syZ+Z4D4BnWrFkjLy8vnThxwt1dAVBE8fHxat68ufP24MGD1atXL/tewCrHBg0aZPXs2bNIj01LS7MqVqxozZo1yzpy5Ih16tSpPM+h9Fi9erUlKd8jKirK3V2EDQYNGmRJsiZPnuxyftmyZVZx/0rLzMy0jh49al24cKFYX8dTderUyXr88cdznS+Jzxalwy+//GI98sgjVnh4uOXr62uFhIRY3bt3t5KSkmx7jZMnT1rHjh1z3j5x4oSVmppq2/OXyUvalISff/5ZWVlZuuOOO1SnTh1J0o4dO3KdQ+nRoUMHHT16NNf5jz76SI8++qhGjBhRpOc9e/asfH19r7R7sFGlSpU0ZcoUDRs2TNWrVy+x1/X19VVoaGiJvR7gafr06aOsrCwlJibqmmuu0S+//KLPPvtMv/32m22vUbVqVVWtWtV5uyCXqSkMj4wCExISVK1aNZdzH3zwgfOCzgkJCWratKkk6ZprrpGXl1ee555//nnVrFlTmZmZLs/Vp08fPfDAA8X/RuDC8Ucv55Gamqonn3xS48eP1z333CNJWrt2rW666Sb5+fmpTp06GjdunM6dO+d8nqioKI0cOVKjR49WrVq11K1btwI9DiWna9euCg0N1eTJk/O8//jx47r//vtVr149+fv7q2nTpnrrrbdc2kRFRSkmJkajRo1S9erVFRISonnz5unUqVN68MEHFRAQoGuvvVaffPKJ8zFEge63fft2de7cWQEBAQoMDFSrVq20ZcsW5/3vv/++brjhBvn5+enqq6/WtGnTXB5/9dVXa+LEierXr5+qVq2qsLAwzZo1y6WNl5eX5s6dq+joaFWuXFn169fXu+++WyLvz5OdOHFC69at05QpU9S5c2dFRETopptuUlxcnO644w5J0vTp09W0aVNVqVJF4eHhGjFihDIyMpzP4fj7/umnn6px48aqWrWqbrvtNpcv3cUdBXpkYXU59957r1auXClJ2rRpk44ePap77rkn17nY2FidP39eH330kfOxx44d03/+8x89+OCDbuk7sp04cUK9evVSp06dNHHiREnS4cOHdfvtt6tNmzbavn275s6dq/nz5+uFF15weWxiYqIqVKig9evX65///GeBH4eS4ePjo0mTJmnWrFk6dOhQrvvPnDmjVq1a6T//+Y927NihRx55RAMHDtSXX37p0i4xMVG1atXSpk2bFBMTo+HDh+uee+5Rhw4d9NVXX6lHjx4aOHCgfv/995J6a7iM/v37q169etq8ebO2bt2qcePGqWLFipKkrVu3qm/fvrrvvvv07bffKj4+Xn/729+UkJDg8hwvv/yybrzxRn311VeKi4vTE088oRUrVri0+dvf/qY+ffpo+/btGjBggO6//37t3LmzpN6mR3KMJH3wwQe5BiwcvL299eqrr2rHjh1KTEzUqlWrNHbsWJc2v//+u1555RUtWrRIn3/+uX7++WeNGTOmJN6CYVuoWArlN8dq4cKFVlBQkMu5izP8r7/+2pJk7d+//5Lnhg8fbkVHRztvz5w507rmmmuYg+Fm58+ft6Kjo63GjRtbaWlpzvPjx4+3GjVq5PL5zJkzx6patap1/vx5y7LMPI/mzZu7PF9BHoeSkfPnul27dtaQIUMsy7r8PJzbb7/dio2Ndd7u1KmTdfPNNztvnzt3zqpSpYo1cOBA57mjR49akqwNGzZYlpU9j8/O+RjIVpA5VgEBAVZCQkKej+/Xr5/VrVs3l3NPPvmk1aRJE+ftiIgI67bbbnNpc++997r8HpdkPfrooy5t2rZtaw0fPrxQ7weF995771nVq1e3KlWqZHXo0MGKi4uztm/fnm/7d955x6pZs6bz9sKFCy1J1r59+5zn5syZY4WEhDhvT5gwwWrWrJnz9pXMx84LI1ZX6OGHH9by5ct1+PBhSdLChQs1ePBgZ6wI9xg/frw2bNigDz/8UIGBgc7zO3fuVPv27V0+n44dOyojI8Nl5KN169Yuz1fQx6FkTZkyRYmJifr+++9dzp8/f14vvviibrzxRtWsWVNVq1bV8uXL9fPPP7u0u/HGG53/7uPjo5o1azojf0kKCQmRJKWkpBTju0BhjB49Wg899JC6du2ql156ST/88IPzvp07d6pjx44u7Tt27Ki9e/fq/PnzznPt27d3adO+fftco1EFaQP79enTR0eOHNFHH32kHj16aM2aNWrZsqVz1HH16tXq1q2b6tatq4CAAD3wwAM6fvy4Tp065XwOf39/XXvttc7bderUKdGfYY8srLy9vWVddInErKysIj1XixYt1KxZM73xxhv66quv9O2332rw4ME29BJF9fbbb+uVV17R0qVL1aBBA5f7LMvKVfQ6/l/Ieb5KlSpFehxK1i233KIePXpo/PjxLuenTZumGTNmaOzYsVq1apW2bdumHj166OzZsy7tHBGSg5eXl8s5x2d74cKFYnoHyCkwMFBpaWm5zp84ccL5BSk+Pl7fffed7rjjDq1atUpNmjTRsmXLJF365/RyCvJzzM96yahUqZK6deumZ599VklJSRo8eLAmTJigAwcO6Pbbb1dkZKTef/99bd26VXPmzJHk+jc8r5/rgv5/YAePLKxq166tkydPulS427ZtK/LzPfTQQ1q4cKEWLFigrl27Kjw83IZeoii2bdumIUOG6KWXXlKPHj1y3d+kSRMlJSW5/JAlJSUpICBAdevWzfd5i/o4FL+XXnpJH3/8sZKSkpznvvjiC/Xs2VMDBgxQs2bNdM0112jv3r1u7CUK4vrrr3eZiO6wefNmNWrUyHm7YcOGeuKJJ7R8+XL17t1bCxculGR+TtetW+fy2KSkJDVs2FA+Pj7Ocxs3bnRps3HjRl1//fW5zl2uDUpGkyZNdOrUKW3ZskXnzp3TtGnT1K5dOzVs2FBHjhxxd/dyKfeFVVpamrZt2+Zy3HDDDfL399f48eO1b98+LVmyJNfkxsLo37+/Dh8+rNdff11Dhgyxr/MolGPHjqlXr16KiorSgAEDlJyc7HL8+uuvGjFihA4ePKiYmBjt2rVLH374oSZMmKDRo0fL2zv/H4eiPg7Fr2nTpurfv7/Lyq7rrrtOK1asUFJSknbu3Klhw4YpOTnZjb1EQYwYMUI//PCDHnvsMW3fvl179uzRnDlzNH/+fD355JM6ffq0Ro4cqTVr1ujAgQNav369Nm/erMaNG0uSYmNj9dlnn2nixInas2ePEhMTNXv27FwTl9evX6+pU6c6n//dd9/V448/7tLm3Xff1YIFC7Rnzx5NmDBBmzZt0siRI0vsv4UnOn78uLp06aLFixfrm2++0f79+/Xuu+9q6tSp6tmzp6699lqdO3dOs2bN0o8//qhFixbpH//4h7u7nZtts7VKIcdGghcfgwYNspYtW2Zdd911VqVKlaw777zTmjdvXpEmrzsMHDjQqlGjhnXmzJkSeGfIS0JCwiU3CI2IiLAsy7LWrFljtWnTxvL19bVCQ0Otp556ysrKynI+T34TaC/3OJSMvCaa/vTTT5afn5/zZ/j48eNWz549rapVq1rBwcHWM888Yz3wwAMuj8vrc46IiLBmzJjhck6StWzZMsuymLxeErZs2WL16NHDCg4OtgIDA63WrVtbb731lmVZZoPW++67z7l5ZFhYmDVy5Ejr9OnTzse/9957VpMmTayKFStaV111lfXyyy+7PH9ERIT13HPPWX379rX8/f2tkJAQa+bMmS5tJFlz5syxunXrZvn5+VkRERHOPqD4nDlzxho3bpzVsmVLKygoyPL397caNWpkPfPMM9bvv/9uWZZlTZ8+3apTp45VuXJlq0ePHtYbb7zh8jNZkMVpxT153cuySjB4LMe6deumxo0b69VXX3V3VwAA+bj66qs1atQojRo1Kt82Xl5eWrZsmb2XOUGpERcXpy+++CJXbGwXdl6/Qr/99puWL1+uVatWafbs2e7uDgAAyINlWfrxxx/12WefqUWLFsX2OhRWV6hly5ZKTU3VlClTXCZXAgCA0iMtLU1NmjRRmzZtcq0kthNRIAAAgE1YzgQAAGATCisAAACbUFgBAADYhMIKAADAJhRWAAAANqGwAgAAsAmFFQAAgE0orAAAAGzy/xmvAm9QtU0ZAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Customize errorbar appearance\n", + "fig, ax = plt.subplots(figsize = (7, 3))\n", + "ax.plot(x, y2, color = \"red\")\n", + "ax.errorbar(x,\n", + " y2,\n", + " yerr = y2_sd,\n", + " fmt = \"none\",\n", + " ecolor = \"indigo\",\n", + " elinewidth = 4,\n", + " capsize = 6,\n", + " capthick = 4)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "d96864ca-a7b5-4325-962c-390c394a53f6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Specify intervals to see error\n", + "fig, ax = plt.subplots(figsize = (7, 3))\n", + "ax.plot(x, y2, color = \"red\")\n", + "ax.errorbar(x,\n", + " y2,\n", + " yerr = y2_sd,\n", + " fmt = \"none\",\n", + " ecolor = \"indigo\",\n", + " elinewidth = 4,\n", + " capsize = 6,\n", + " capthick = 4,\n", + " errorevery = 2)" + ] + }, + { + "cell_type": "markdown", + "id": "b4353fb8-abcf-441a-80bf-164aba102646", + "metadata": {}, + "source": [ + "# Use Images from the Internet" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "515dba43-d998-40a3-8ce5-45b7e3761654", + "metadata": {}, + "outputs": [], + "source": [ + "# Load libraries\n", + "from PIL import Image # to open images\n", + "import requests # to get images from URLs\n", + "from io import BytesIO # to store images" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "54d939ae-5fbb-4389-a7fe-ed687b74dc7b", + "metadata": {}, + "outputs": [], + "source": [ + "# Get image from internet\n", + "url = \"https://upload.wikimedia.org/wikipedia/en/c/cb/Monkey_D_Luffy.png\"\n", + "headers = {\"User-Agent\": \"Mozilla/5.0\",\"Accept\": \"image/*,*/*;q=0.8\",\"Referer\": \"https://en.wikipedia.org/\"}\n", + "\n", + "response = requests.get(url, headers = headers)\n", + "image_file = BytesIO(response.content)\n", + "image = Image.open(image_file)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "a65d7e6b-f95a-4643-92dd-136517cffd04", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(np.float64(-0.5), np.float64(219.5), np.float64(425.5), np.float64(-0.5))" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Make basic line plot\n", + "fig, ax = plt.subplots(figsize = (7, 3))\n", + "ax.plot(x, y2, color = \"red\")\n", + "\n", + "# Overlay new axes to contain image\n", + "ax_image = fig.add_axes([0.1, # x coordinate\n", + " 0.11, # y coordinate\n", + " 0.15, # image width\n", + " 0.35]) # image height\n", + "\n", + "# Add image\n", + "ax_image.imshow(image)\n", + "ax_image.axis('off')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [conda env:base] *", + "language": "python", + "name": "conda-base-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/02_activities/assignments/participation/class_5.ipynb b/02_activities/assignments/participation/class_5.ipynb new file mode 100644 index 000000000..bf0303b88 --- /dev/null +++ b/02_activities/assignments/participation/class_5.ipynb @@ -0,0 +1,3134 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "b76b4665-8946-4014-8fe8-bc2e6e4ed5b7", + "metadata": {}, + "outputs": [], + "source": [ + "import seaborn as sns\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL\n", + "import requests" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "b117f188-dafb-4847-8cc7-048bd580bd59", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 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]\n" + ] + } + ], + "source": [ + "# Load data\n", + "tips = sns.load_dataset(\"tips\")\n", + "print(tips)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "2813f69e-f8a9-4b1d-8e33-28c4ef30c789", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Line plot of tip amount vs total bill\n", + "sns.lineplot(data = tips, # choose dataset\n", + " x = 'total_bill', # define x variable\n", + " y = 'tip') # define y variable" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "a2819e48-709b-4b13-aa60-b2947e27dda8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Use premade style to alter appearance of plot\n", + "sns.set_style('whitegrid')\n", + "sns.lineplot(data = tips,\n", + " x = 'total_bill',\n", + " y = 'tip')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "8c90c88b-256f-44d1-bc82-8a5636400fef", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Text(0.5, 1.0, 'Tips vs Total Bill'),\n", + " Text(0.5, 0, 'Total Bill ($)'),\n", + " Text(0, 0.5, 'Tip Amount ($)')]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Add title and axis labels\n", + "tipgraph = sns.lineplot(data = tips,\n", + " x = 'total_bill',\n", + " y = 'tip')\n", + "tipgraph.set(title = 'Tips vs Total Bill',\n", + " xlabel = 'Total Bill ($)',\n", + " ylabel = 'Tip Amount ($)')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "08a77f8a-cf93-4f5d-9d77-44178547f717", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Modify aesthetic elements\n", + "tipgraph = sns.lineplot(data = tips,\n", + " x = 'total_bill',\n", + " y = 'tip',\n", + " color = 'hotpink',\n", + " linestyle = '--',\n", + " linewidth = 3,\n", + " marker = 'o',\n", + " markerfacecolor = 'indigo')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "89ac5cf2-bc65-42b6-b77c-8a13cec66778", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Text(0.5, 1.0, 'Tips vs Total Bill'),\n", + " Text(0.5, 0, 'Total Bill ($)'),\n", + " Text(0, 0.5, 'Tip Amount ($)')]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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hWqRwA7yZDGdZYUF3uDAMPu0MQ0Lhk04QaTjhKRpds0xgLrroIvLz8/n4449xuVysWLGCH374gcsuu8zfoflNbGwsWVlZVfrtZGdnA/Diiy9y8OBBFi1axE8//cQrr7xSpbbKaDQyevRo5s2bx7x58xg+fLgsoyCEEKJe2lngtx7QNxiMWmhlgs+6wNhICPJDe06zTGDCwsL48MMP+emnn+jbty//93//x//93//Rr18/f4fmN2lpaSiKwhtvvIHT6WTz5s2+uXHKy8sxmUzodDocDgcffvghO3fuxOU6OjB//PjxLF26lAULFjBu3Dh/PQwhhBAtWJRRTV6OiDH6J3mBZtQHZseOHVW2u3XrxpdffumnaJqf4OBgPvjgA6ZOncpHH31E27Ztufjii9m7dy/33HMPjzzyCAMGDCAgIIBevXoxduxYdu7c6Tu+U6dOtGnThsrKSnr16uXHRyKEEEKcvGaTwIgT69SpU61J3WeffXbC41u3bl2veXSEEEKI5qpZNiGJxpWRkcGCBQtYtmyZNB8JIYQ4LUgNzBlgxowZLFy4kEcffZTIyEh/hyOEEEKcNElgzgDPP/+8v0MQQgghGpU0IQkhhBCixZEERgghhBAtjiQwQgghhGhxJIERQgghRIsjCYwQQgghWhxJYIQQQgjR4sgw6pNgK7JRkVOBvcSOOdSMNdqKJaxp1hN/4okn+OGHHwBwu924XC4slqP31b17d1q1asX06dOb5P6FEEKI5kQSmAYqySjh+xu/Z88ve3xliUMTGf3+aEISQhr9/p588kmefPJJAObMmcOMGTNYtGiRb//DDz/c6PcphBBCNFfShNQAtiJbteQFIP2XdH648QdsRTa/xFVQUMBdd91F3759Oe+886qsj5SWlsacOXN82ytXriQlJQWAzMxMUlJSmD59On369GHatGmnPHYhhBCiPiSBaYCKnIpqycsR6b+kU5FTcYojUq1YsYIrr7ySFStWcP/99/P000+Tk5NT5+MrKir4888/uffee5swSiGEEOLkSQLTAPYS+0ntbyrnnnsuAwYMQKPRMHLkSBRFISMjo87HX3LJJRiNRoKDg5swSiGEEOLkSQLTAOYQ80ntbyqhoaG+v41GIwAej6fOx0dHRzd2SEIIIUSTkASmAawxVhKHJta4L3FoItYY6ymO6MS0Wi0ul8u3XVRUVO02Go3mVIYkhBBCNJgkMA1gCbMw+v3R1ZKYI6OQmmoo9clITExk4cKF2O128vLy+OSTT/wdkhBCCNFgMoy6gUISQrjsy8uOzgMTYsYa03TzwJysf/3rX0ydOpVzzz2X6OhoJk6cyNq1a/0dlhBCCNEgksCcBEuYxS8Jy7hx4xg3blyVspomsNuxY4fv7+TkZD7//PMq+6+88koA4uPjq9xWCCGEaO6kCUkIIYQQLY4kMEIIIYRocSSBEUIIIUSLIwmMEEIIIVocSWCEEEII0eJIAiOEEEKIFkcSGCGEEOI04fZCoatq2bHbpwtJYIQQQojTgNsLf5XDlH2Q51TLdlXCrTvhoMOvoTUJmchOCCGEOA0cdMIF66HSCzYPPNoWBq2HQ04o88AnnSDS6O8oG4/UwJyMCidkl8PeIvX/FU5/RySEEOIMFaiDh9qof3+QDYkr1eQlSAfPtIdwg3/ja2xSA9NQRTb4bCNsyz9a1jkSrukOTbS8QFpaGnl5eej1VZ+2nj178uGHH1YpO3jwICNHjmTevHnExcU1STxCCCGaj3AD3BUP++3wYfbR8t9SoUcgaDV+C61JSALTEBXO6skLqNufbYTre4K1aerppk2bVm0dpJrExcWxbt26JolBCCFE85TnhJ8Kq5bNPAjPtoeo06j5CKQJqWHKnNWTlyO25av7T7Frr72Whx9+mAsuuIDBgwezY8cOUlJSyMzMPOWxCCGEOPX22WHwerUvTJAOxkeq5e8fgsf3Qv5p1stBamAawnaCMWkn2t9Eli1bxtdff43FYqG0tNQvMQghhPAPixYGBMPPRbA4FdqboVsgPLkfxkaCVefvCBuXJDANYTlBT6gT7T8J06ZN49lnn61StmTJEgAGDhxITEwMgCQwQghxhokxwoyOUOKGJIva5+WO1nBlNCSYwCIJjCDIqHbYrakZqXOkur+JTJkypdY+MNHR0U12v0IIIZq/GKP674hww+k3+ugI6QPTEFajOtqoc2TV8iOjkJqoA++JaDSnWRdzIYQQohZSA9NQYRZ1tFGZU+3zYjGoNS9+Sl6EEEKIM4kkMCfDKgmLEEII4Q+SwLQgixYtqnXfp59+WmU7Pj6eHTt2NHVIQgghhF9IHxghhBBCtDiSwAghhBCixZEERgghhBAtjiQwQgghhGhxJIERQgghRIsjCYwQQgghWhxJYIQQQgjR4kgCI4QQQogWRxIYIYQQQrQ4MhPvSShyQY4TSjwQqodoA4Q141U/HQ4HRUVFxMbG+jsUIYQQ4qRIDUwDZdjhyq3QeTX0+ws6rVK3M+xNd58lJSVMnTqVQYMGkZqaynnnncdDDz1EdnZ2nY6/6qqrWLZsWdMFKIQQQpwiksA0QJELbtwBvxRVLf+lSC0vcjXN/d57770UFRXxzTffsH79er799lucTieTJk3C7XafOO6iohPeRgghhGgJJIFpgBxn9eTliF+K1P1NYe3atVx00UVERUUBEBkZyaOPPkqPHj0oLS0lPT2dyZMnM3jwYLp3786IESP47bffALj++us5ePAgU6ZM4cknn2yaAIUQQohTRBKYBijxnNz+hho5ciRTpkxh6tSpzJ8/n6ysLKKiopg+fTrh4eHceeeddOzYkQULFrBmzRrOO+88pk6dCsCHH35IXFwc06ZN44knnmiaAIUQQohTRDrxNkCI7uT2N9TTTz9N3759mT9/Pk888QRlZWW0adOGO++8kzFjxvDOO+8QExODoihkZWURHBxMTk5O0wQjhBBC+JEkMA0QY4ShYTU3Iw0NU/c3Ba1Wy9ixYxk7diyKopCens53333Hgw8+SFRUFOXl5dx2223k5eWRmJhIeHg4iqI0TTBCCCGEH0kTUgOEGeD9FDVZ+buhYWp5UwylXrp0KT179qS4uBgAjUZDUlIS999/P126dGHt2rXcfffd3HvvvaxYsYLPP/+cUaNGNX4gQgghRDMgCUwDJZjhyy6wrQ+sOFv9/5dd1PKm0KdPHyIiInjkkUfYsWMHLpeL8vJyvv/+e/bt28eQIUPweDxYLBYAdu/ezZtvvgmA06n2KjYajZSVlTVNgEIIIcQpJE1IJyHsFE5cZzabmTVrFjNmzODWW2+loKAAg8FAamoqH330EZ06deLBBx/kgQcewGazERsby+WXX84LL7zAzp076dq1K+PHj+eVV15h06ZNvPjii6cmcCGEEKIJSALTgkRHRx93CPQNN9zADTfcUKVs4sSJvr9vvPFGbrzxxiaLTwghhDhVpAlJCCGEEC2OJDBCCCGEaHEkgRFCCCFEiyMJjBBCCCFanGabwGzZsoWrr76a3r17c9555/H000/7hgMLIYQQ4szWLBMYr9fL5MmTufjii1m1ahXffPMNf/zxB++9956/QxNCCCFEM9AsE5iSkhLy8vLwer2+qfC1Wq1vkjYhhBBCnNma5TwwYWFhXHfddTz//PP8+9//xuPxcOGFF3LdddfV6zweT/VloT0eD4qi+P6J+jty3U50/Y5cY4/HU+NzIervyHWU63lqyXX3H7n2/uGv616f+9MozfBb3Ov18tprrxETE8P48ePZv38/d9xxB8OHD+eee+454fEej4f169fXul+v15OQkIDJZGq8oEU1DoeDjIwM3G63v0MRQgjRgqSmpqLT6Y57m2ZZA7NgwQJ+/vlnfvrpJwCSk5O5/fbbeeaZZ+qUwBzRrVu3ahfAbrezf/9+LBYLZvPJLVzkcJdi9xThdJdh1Adh1oVh0gef1DmPp6SkhFdffZXffvuNkpISAgMDGTBgAPfeey+xsbFNdr/HUhQFm82GxWJBo9HUejutVovBYCApKemkr7VQeTweNm3aVONrWzQdue7+I9feP/x13Y/cb100ywTm0KFD1UYc6fV6DIb6LTyk0+mqXXidTodGo/H9a6hyZzZL9j9FVtkKX1nroH4MbPs4gcamSSbuu+8+goKC+Oabb4iKiiI/P59nnnmG66+/nh9++AG9/tQ+nSe6hkf21/Q8iJMj19Q/5Lr7j1x7/2jO171ZduI977zzyMvLY+bMmXg8HjIyMnj77bcZPXq0v0MDwO4urZa8AGSVrWDJ/qewu0ub5H7Xrl3LRRddRFRUFACRkZE8+uij9OjRg9LSUtLS0pgzZ47v9itXriQlJQWAzMxMUlJS+Prrr0lLS6NXr15MmjSJ7OzsJolVCCGEaErNMoFJSkrinXfeYdGiRfTt25d//vOfpKWlce+99/o7NADs7sJqycsRWWUrsLsLm+R+R44cyZQpU5g6dSrz588nKyuLqKgopk+fTnh4eJ3O8fvvv/Ptt9/y888/k5+fz1tvvdUksQohhBBNqVk2IQEMGDCAAQMG+DuMGjk95Se1v6Gefvpp+vbty/z583niiScoKyujTZs23HnnnYwZM6ZO57jpppsIDlb76aSlpbFu3bomiVUIIYRoSs02gWnOjLrAk9rfUFqtlrFjxzJ27FgURSE9PZ3vvvuOBx980NesdCKRkZG+v/V6vQwlF0II0SI1yyak5s6sD6d1UL8a97UO6odZX7fmnPpYunQpPXv2pLi4GFA7yCYlJXH//ffTpUsXtm7dilarxeVy+Y4pKipq9DiEEEKI5kASmAYw64MZ2PbxakmMOgrpCcxNMJS6T58+RERE8Mgjj7Bjxw5cLhfl5eV8//337Nu3j8GDB5OYmMjChQux2+3k5eXxySefNHocQgghRHMgTUgNFGiMJa39c9jdhTg95Rh1gZj14U2SvACYzWZmzZrFjBkzuPXWWykoKMBgMJCamspHH31EYmIi//rXv5g6dSrnnnsu0dHRTJw4kbVr1zZJPEIIIYQ/SQJzEsz64CZLWGoSHR3Nk08+Wev+5ORkPv/88yplV155JQDx8fHs2LGjyr4777yz8YMUQgghTgFpQhJCCOE3Ng8UH+26h0eBQlfttxfiCElghBBC+IXNAwuL4LMcKHarycv6cnhqH+Q5T3i4OMNJE5IQQgi/2FwBYzeDF/XfeSEweD2UeyBABw+1AWvDV3wRpzlJYIQQQvhFghkujYT/5sPdu4+Wx5tgUiwE68Hj8V98onmTJiQhhBB+EWuEtztC36CjZQYNLO0JSQH+i0u0DJLACCGE8AuPAgccsKXyaJlLgR/y1T4xQhyPJDBCCCH8YkvF0T4vrU2QFqqW37UbvsyFUklixHFIHxghhBB+EaaHJDPkueH3Hmqfl9t2wk9F0DsQrDrU3r1C1EASGCGEEH6RYIbvu4FTgUSLWjajo9p8lGwBnQakD6+ojSQwLYjD4aCoqIjY2Fh/hyKEEI0iwVx1O9ao/hPiRKQPTAty1VVXsWzZMtasWUPPnj39HY4QQgjhN5LAtCBFRUUA9O7dm3Xr1vk5GiGEEMJ/JIFpIa6//noOHjzIlClTGDVqFCkpKQBkZmaSkpLCt99+ywUXXEBqaiqPPPIIa9asYcyYMfTs2ZOJEydSWFgIgKIofPLJJ1x88cX07t2bq666is2bN/vzoQkhhBD1JglMC/Hhhx8SFxfHtGnTePzxx6vtX7x4MfPnz+err77iu+++46mnnuK9995j4cKFHDp0iFmzZgEwa9YsPvroI1577TWWL1/OuHHjmDRpEvn5+af6IQkhhBANJgnMaeL666/HYrHQsWNHoqKiuPTSS4mJiSE8PJzU1FSysrIA+Pzzz5k8eTKdOnXCYDAwfvx4EhMT+f777/38CIQQQoi6k1FIp4nQ0FDf3zqdjuDgYN+2VqtFURQAsrKyeP7553nxxRd9+91uN127dj1lsQohhBAnSxKY04RGU7clW2NjY7nrrrsYOXKkr+zAgQNVEiAhhBCiuZMmpBbEaDRSVlZ2Uue4/PLLefvtt0lPTwdg6dKljBw5ktWrVzdGiEIIIcQpITUwLcj48eN55ZVXqjQP1dd1112Hoijcdttt5ObmEhMTwxNPPMGFF17YiJEKIYQQTUsSmBbkxhtv5MYbb6xSFh8fz44dO6qULVq0qMr29OnTfX/rdLoazyOEEEK0JNKEJIQQQogWRxIYIYQQQrQ4ksAIIYQQosWRBEYIIYQQLY4kMEIIIYRocSSBEUIIIUSLIwmMEEIIIVocSWCEEEII0eJIAiOEEEKIFkdm4j0JpaWlFBYWUl5eTmBgIOHh4Sc1zb8QQggh6kZqYBooJyeHRx99lPHjx3Pdddcxfvx4Hn30UXJycprsPlNSUli5cmWTnb8mmZmZpKSkkJmZeUrvVwghhDgeSWAaoLS0lKeeeooVK1ZUKV+xYgVPPfUUpaWlfopMCCGEODNIAtMAhYWF1ZKXI1asWEFhYeEpjgjeeOMNrr322iplaWlpzJkzB4Brr72Wl156iauvvpqePXsyfPhw5s+f77ttRkYGt9xyC7169aJ///5MnToVp9Pp2//DDz8wfPhwUlNTmTRpErm5uafmgQkhhKizPCfYPEe3sx1Q5PJfPE1JEpgGKC8vP6n9/vLVV1/x2GOPsXLlSoYOHcoTTzyBw+HA7XZzww03EBUVxZIlS5g7dy7r16/njTfe8B27ZcsWvvrqKxYvXkxJSQnvvvuuHx+JEOIIxatQkllC7uZcCnYWYCuy+Tsk4Se7K6H3WlhYpCYxmQ4Yuxk+zD49kxjpxNsAgYGBJ7XfXy6++GK6dOkCwKWXXsrMmTMpKCggMzOTrKwsHn30USwWC1arlRkzZuD1en3H3nLLLQQFBQFw3nnnsX79en88BCHE39iKbeyev5uf7/2ZitwKANoObMvo90cTkRzh5+jEqVTogn+lw4HDScsHKfD2QVhVBmvKYGwkhBn8HWXjkhqYBggPD6dfv3417uvXrx/h4eGnOKK6iYqK8v2t16u5q9frJS8vj7CwMCwWi29/fHw8bdq08W2Hhob6/jYYDHg8f6ujFEL4RebyTOZcPceXvADsX7Kfjwd9TMmBEj9GJk61cAPM6Ah9AsELTNqhJi9a4Luu0Nro7wgbnyQwDRAcHMzjjz9eLYnp168fjz/+uF+GUmu1Wlyuo3WEXq+X4uLiOh0bGxtLUVERNtvRquc1a9bw8ccfN3KUQojGUpFbwYIHFtS4r/xQOVmrsk5xRMLf4k0wp1vVsutiYXAoWHR+CalJSRNSA8XExPDss8+e8nlgCgsLyc7OrlIWGRlJYmIi77//Prt27aJ9+/Z8+OGHVFZW1umc3bt3p127djz//PM89NBDVFRU8Nxzz3Huuec2xUMQQjQCt91N3pa8WvfvX7KfLuO7nMKIhL9lOuCyzVXLPs6GcZGQFnb6JTGSwJyE4ODgU17bcs8991Qrmz9/PkOGDGHZsmVcd911eL1eLrnkEnr16lWncxoMBmbOnMmzzz7L4MGD0ev1jB49mrvuuqtasiSEaB60ei3WGCsVORU17o/oKH1gziQFLrhj59Fmo3dTYGYWrCmHMZthZ19ItJzwNC2KRlEU5WROUFxcjE6n83XwbA48Hg/r168nNTUVna5qymm329m7dy/t27fHbDb7KcKWTVEUKisrCQgIQKPR1Ho7udaN73ivbdF0muN1V7wKK15dwS/3/1Jtn86o47YttxGe1Dz749VHc7z2zdXuSkjbAG8mw5AwKHDDpZvgimi4oVX9OvH667rX534bVAOzZMkSZs2axcqVK7Hb7QAEBARw/vnnM2HCBGl6EOI0oShKlST12O3mTFHg76Eeu93SabQaul3Vjez12Wz8dKOv3Bho5IpvryCkTYgfoxP+kBQAa3tBoE5tLorXwQ/dwaQ5/UYgQT0TmIMHD/Lggw9SVFTEiBEjmDhxIjExMXg8HnJzc1m7di3PPPMMERERTJ8+ndatWzdV3EKIJuZwl5JbsZnIgE5YDOG4PHbyK7cSbIrHaoz2d3jH5fDA2nK1U2Mbs5q8bKkAvQY6Wf0dXeMJjA1k2KvDOO+R88jdnIslzEJ4cjhBcUHoDFJbcSaKOma0UexpOProiHolMPfddx933303/fv3r7YvOTmZc889l7vuuovFixdz3333MXv27EYLVAhx6tjdpews+I6VWa+SFDaC/gn3k1OxiQXp9xEZ0IWLOrzQbJMYhwf+LIVhGyElAOZ3gxI3DFyvJjBLUk+vJMYSbsESbiGqc9SJbyzEaaReCcxnn33mmz/keAYNGiTNSEK0YBpAUdSJDHcXzafQvpsi224UvMc/sBlRgM0VMGg9FLmh2A1RBrVcCNHy1WseGL1ej9vtrlK2Zs0afvvtt2pzjtQl0RFCNE8mfTCdIi+lT9wdABTadqLgJdLSvGtfAEw6ODcYfuoOOg3stavJS4QBFqdC59Oo9kWIM1mds4zs7GzuvPNOLrroIm6++WYAbr75ZpYvX05AQAAA77zzDqmpqU0SqBDi1NJqjISa21cpCzLFodU0/x8nRq3a9m/QgOdwlUuITu3cKIQ4PdS5Bua5556jTZs2jB07FoCff/6ZrVu3snDhQlauXMnkyZN5+umnmyxQIcSp4/LYOVS+ml/3PACAQauu77W3+FdWZL6CzXXqV1yvK0WBLZVw/jqweyFAq9bE7LHDiE1wwO7vCIUQjaFOP6VWrVrFn3/+yfjx4/n6668BWLZsGdHR0Xz11VeAOnX9zp07mTFjBnfccUfTRSyEaHJur430wgWHm43OYljSK+wsmMuqg69zqHwNbsXh7xBrVemBNaVqv5dIg9pp96BT7dS7ywbZTkgwnV5DqoU4E9UpgWndujVWq5UuXboQGxuLoih8+umn3Hrrrb7VjSsqKtBqtfTt27dJAxZCND2LIYx+8fcQYk4gJWIMFkMEnSIvxaALoHVQP4KMrfwdYq2senXqdIC+wWqflw5mtU+MSQOpgZK8CHE6qFMTUuvWrRk0aBBff/01NpuNn376CYPBwNVXX80555xDREQE33zzDX379qVPnz5NHXOzUVhYeNztxpaWlka3bt3o2bMnPXv2JDU1lbFjx/pqxQB69uzJmjVrmjQOcWawGMLpHn0tVmMMoHbsTQ4fRYg5wc+RnViwAS6PPtph16SD84LhnGC1f4wQouWr81v5wQcfJCoqivvvv58VK1bw6quvYjCoU/tdc801ZGZm8sQTTzRZoM1NRkYG//rXv8jIyPBt33///b7tpjJt2jTWrVvHunXrWLVqFbfffjvTp0/n3XffBWDdunX07t27SWMQZw69ruoSEAZdy1lMJeCYDrsmnSQvQpxO6vx2DgwM5OWXX2bNmjX8+OOPVb4kv/32W7777rszZubdwsJCnnjiCTZu3Mgtt9zCmjVruOWWW9i0aRNTpkxp8pqYI4xGI0OHDuWhhx5ixowZlJeXk5KSwsqVKwG1xuadd97hkksuoWfPnlxyySWsWLECgMzMTFJSUvj6669JS0ujV69eTJo0qcrijcuWLWP8+PH07t2bkSNH8v333/v2TZkyhbvvvpvhw4fTr18/Dhw4cEoesxBCCAH1nAfm3XffxePxVCuPiYmpsu1yuXjnnXdOLrJmLDw8nCeffJKYmBhycnK45ZZbyMnJISYmhmnTphEefmoXUBs8eDAOh4O//vqr2r7//ve/vPbaayxbtoxOnToxderUKvt///13vv32W37++Wfy8/N56623ANi+fTu33norN998MytXruSpp57i2WefZenSpb5jly5dymuvvcYvv/xCmzZtmvQxCiGEEH9XrwTGYDAwevRo3n//fXJycqrtz8rK4v3332fUqFGn/UR2CQkJTJs2rUrZtGnTSEg49f0DwsLCAKpNJggwfvx42rZti8ViYfTo0ezbt6/K/ptuuong4GAiIyNJS0vz7f/yyy+58MILGTp0KDqdjrPPPpvLL7+czz//3HdsamoqHTt2JDg4uKkemhBCCFGjemUZkyZNYuDAgbz++uu8/PLLxMTEEBMTg9frJScnh4KCAi688ELeeustEhMTmyrmZiEjI4MpU6ZUKZsyZQozZ8485UnMkSariIiIavsiIyN9f+v1ehRFqdP+rKwsVqxYUaWp0OPxVKlpiYqStVeEEEL4R72rSRITE3nttdcoKChg5cqVHDp0CK1WS1xcHP369SMk5PRfwv1IH5i/NxtNmTKFnJwcpkyZwosvvnhKm5EWLVpEQEAAPXr0aLRzxsbGcumll/Lkk0/6ynJzc6skQBoZiyqEEMJPGtwnPyIighEjRnDDDTcwadIkLr744jMieYGjfWC6d+/OzJkz6d27NzNnzqRbt26ntA+M0+lk/vz5vPzyy9x7770EBgY22rnHjx/P3Llz+eOPP/B6vezbt49rrrmGDz/8sNHuQwghhGio07ujShNKSEioUtOSkJDASy+91OTJy5QpU3jqqacAMJlMdOjQgWnTpjFixIhGvZ8ePXrw8ssv8/LLL3P33XdjsVgYNWoU9913X6PejxBCCNEQksCchGOTlaZOXhYtWnTC2+zYsaPW2/ft29e3Pz4+vsptAe68884q24MHD2bw4MHV7kNRFKZNm+ZbxFMIIYQ41WRaJyGE8AO7uwSvcnRaCoe7FJfH5seIhGhZGpTAfPDBBzWWv/rqqycTSxXFxcU8+OCDvuUJbrvtNnJzcxvt/EII4S82VyFrD82koHIHXsWDw13KzoIfyCpbKUmMEHVU5yakwsJC0tPTAXjjjTfo0aNHlREpZWVl/Oc//+Gee+5plMDuvPNOQkJCWLBgAVqtlkceeYTHH3/8tJ4gTwhx+nO6K9iU+xlb875iZ8H3jEp+j+zydazIehkNWsakfES0tau/wxSi2atzAmM0GrnrrrsoKioC1PWPjt1/xRVXNEpQmzdvZsOGDSxbtsw3suapp54iLy+vUc4vhBBFLjBq1NWrAWwesHkh3NC092vUW+kUeSm7C3+mwpXNtzuu9e1rHzqEwGa80rcQzUmdE5jAwECWL18OwLBhw/jpp5+aLKiNGzeSlJTEV199xRdffIHNZuP888/noYceqtd5alr2wOPxoCgKXq+32qRuom6OXLcTXb8j19jj8dT4XIj6O3Id5XqenGKPho9zNLQzwdAwBS0Kv5Vo2VABk2MVwvRVX9uNfd2t+jhGd3yfr7ZegldxAxAd0I0BCQ9i1AbL8/s38pr3D39d9/rcX4NGITVl8gJQUlLCjh076Nq1K//73/+w2+08+OCDPPTQQ/VqQtq0aVON5VqtluLiYklgTpLNdvy2+vLycpxOJ9u3bz9FEZ05anttNzd6vR6tVovT6fR3KD5BISGsCWjHv9L1aIBZHd0YNTBhhw4vEKPzMNCZQVlR9UVZG+u6R8YEUahd4UteAArtuyms2E/pISOVldIP5lgt5TV/umnO171BCcyuXbv497//zb59+/B6vVX2LVy48KSDMhqNADz22GOYTCYCAwO55557uPzyy6moqMBqtdbpPN26dUOn01Urz87OpqSkBKPRSEBAgMwoW0+KomC32zGbzbVeO6/XS2lpKaGhocTHx8s1biQej4dNmzbV+tpuLrxuL+WHysnbkoe9yE5CagLWWCvmMLO/QwPA6tJyXojCHyUa/rHzaJtR70CFYZE6WhnaQNujy2Y05nV3eStJL/qRNZmvAdA6qB/F9n1UuLL5Zd8djOn4IaGm1JO6j9NJS3nNn278dd2P3G9dNCiBeeKJJ7BYLNx8881NsmhjUlISXq8Xl8uFyWQC8CVK9ak10el0NV74uLg4tFqt9KlpIEVRcLlcGAyG4yYmR5aYON0X9vSH2l7bzYHb4ebA4gPMvnQ2rkqXr7zL+C4Mf2M4gbGNN2N0Q7XWwdddoN862G9Xy2KN8H03Da1MADVf28a47hptANHWbhi0ASQEn8eAhAdweSuYu/MWLPowzPrQZvvc+lNzfs2fzprzdW/QN8uOHTtYsmRJo05d/3cDBgwgISGBRx99lOeeew6Hw8Err7zCkCFDGuU+NRoNrVq1Ijo6GpfLdeIDRBUej4ft27eTlJR03Be20WhEq5Wphs40pZmlzBo1C6+rau3s1m+20qp3Kwb8awBanX9fFzYPrCmDDPvRshwn/FkKw8OOduxtClqNjoiAjlza6TMMukAshnAshDOq4zvoNEasxuimu3MhTiMNeptGR0c3aZu2wWDg008/Zfr06Vx88cU4HA7S0tJ47LHHGvV+mnNm2Zwd6WRlNpvl+olqdv+0u1rycsTyF5fT/ZruBLcOPsVRHeX2wtISGLsZvMDZgWDQwMoyuHwLfNcVLg4DYxO+tLUaHSHmtlXKgk3xTXeHQpyGGpTAXHPNNdx+++3885//JDIyssq+Pn36NEpgMTExvPLKK41yLiHEqVO4u3rn1yMq8yvxumtObk4VvRaSLJBghmg9zOkGGuDKrbDXDp0DmjZ5EUI0jgYlME8//TQA69atq1Ku0WjYtm3byUclhGix2g1qx8pXV9a4L+qsKAyWJp5opQ46WOC3HmDQQrzazY4vu4DdC4kW/8YmhKibBiUwMixWCFGbVr1aEZwQTGlGabV9Q18cijW6bqMIm1r7YxKV1ib/xCGEaJgGJTAHDx6sdV9cXFyDgxFCND8erwuP14FRf7QDvcNdhkkfVOPtQxJCmPjbRObdNo89C/aAAkFxQVz8ysXE95d+HkKIxtGgBCYtLQ2NRuMb0vz3obTShCTE6cPjdZFbsYkSx346hF2EURdIkW0Puwrn0y36aiyGsBqPC08MZ8LsCVTmV+JxejCFmAiKC5L5gIQQjaZBCcyxk9UVFhby/vvvc+GFFzZKUEKI5qHYvpf5u2/Dq7hQFC+tgnrxw86bcHiKAegRM7HWmhhzqBlzaPOYuK6xODwlGDUW9Fq1/cnpKcereDDrQ/wcmRBnngYlMK1bt662/fTTT3PppZcyZsyYRglMCOF/FkM48UH9OVC6hD8ynkWDDgUPJl0oyeHDa01eTkex8aFsyPmQ2MCzSQjpj1fxsKdwATZ3IZ2jxksSI8Qp1qizSZWWVu+0J4RouQIMkQxs+zjRAd0BUPCgQceYlA8IsyT6ObpTx6u4yfeuYHPeF/y690EOlPxJeuHPLM14mjWH3uJg2Wq8iiw2KMSp1KAamBkzZlTZdrlcLF26lNTU1MaISQjRjNjdxZQ4Dvi2FTwcKltLgCESo87/ywKcClqNnlaWc4kOWEhu5QYW7n3It69N8EBiA1PRamTyGCFOpQYlMCtXVp3jQafT0bNnTyZPntwoQQkhmodi+15fnxeTLoQQU1tyKzeqzUkaLR1CL6oyOul0lrW3iIu6vsCcbVdic6uT9YWY2jCw7RO1dmYWQjSdBiUwn376aWPHIYRohvRaCwGGCABGd3wXsz6MJfufIrNsOSGmNui0Rj9HeOqERgSwv3iJL3kBKHFkkFOxnvjgfr6OvUKIU6PBS5b9+uuvzJ49m6ysLKKiohg/fjyjR49uzNiEEH4WaIxlWNLruDw2wiztATi/7f9hcxUQam53xiQwHq8Th3kXf2Sos5C3DuqP01NGXuVmFux5gOFJM4gL6iPNSEKcQg1KYH744QemTZvGFVdcQVpaGgcOHGDq1KnY7XYmTJjQ2DEKIfwo0BhbZTvAEOGrlTlT6LRGwk2dCTTGEm7uyPltH0NRvPy652Fc3nJCTe0keRHiFGtQAvPee+8xY8YM+vXr5ysbNGgQTz75pCQwQojTUvb+CkalvIdOayTAoC5iO6TDdBS81ZI8IUTTa/BSAn379q1Sds4555Cdnd0oQQkhRHPjcrkI0Meg0x2tabEao/0YkRBntgbNAxMbG8vq1aurlK1evVrWQRJCCCHEKdGgGpiJEydy++23c8UVV5CQkMCBAweYPXs2jzzySGPHJ4QQQghRTYMSmAkTJqDT6ZgzZw6//vqrbymBYcOGNXZ8QgghhBDVNHgY9bhx4xg3blxjxiKEEEIIUScNSmAyMjKYOXMmWVlZeL3eKvs++eSTRglMCCGEEKI2DUpg7rvvPgwGA/369UOrbdT1IIUQQpwkm6uoyvIGNlcRRl0gOq3Bj1EJ0bgalMDs3r2b5cuXYzabGzseIYQQJ6HEfoBlmS/Qz/oYis0IWg97lO9oHdmbaOtZksSI00aDqk86deokc740Iw53GTZXgW/b43Vgdxf5MSIh6u6QA/4sAZtH3c5zwqIiKHL5Ny6np6LKdmiEFUXx1nLr5sHmKmJTxje0z5jEVyO+443EN3gr5R0yng7FcUip9piEaMkaVAPzf//3f1x33XUMHTqU4ODgKvvuuOOORglM1I3DXcbuoh/ZlvcNw5Jex6IP51D5Ohbvn8LI5JmEmtv7O0QhanXIAddsg9+L4buu0D8EntwHMw7CvzvAja0gzA8VBjZXIVvyZtMxYjTBpnhc3nJs5k0UOyBC1xGNpnk2nZv1obTJH8fHQz5B8SoAeJweNn64haw/s7n21/ZY4v0cpBCNpEEJzBtvvEFlZSVbtmyp0gdGo9E0WmCiblzeClZkvoRXcfPT7rvoHnMtS/Y/jYKbPzP+zYXtn8OsD/V3mELUyAuUe9T/j90MvYNgVZm6r9ANHj/EZHeXsD77QzbnfcGuwrmMSn6fAyVLWX7weQxaK5d0+pRQc1s/RHZitkIbC+5f6Ete/q5gRwG5m/IIiQ899YEJ0QQalMCsXLmSBQsWEBkZ2djxiHqy6MMZnjSDH3ffQZE9ncX7pwIQbklmUNspkryIZq21CeZ0hUs3weryo8nLQ23gXwkQ4YfaF6POSlL4cLYX/I9yZzZfbx2HR3Gq8Qb1xaANOPVB1ZGrwkXm8sxa9++av4vk4cmnMCIhmk6D6kGjo6MxmUyNHYtoAJ3WSLS1K10iL69SPqTDC7LAnGgRTBroYq1a1jcIAvzUSqPV6AkzJzI86U0AX/LSKrA3SeHDKbLvweN1+Ce4E1A0bsyhtQ+uCG4ddAqjEaJpNegj4oYbbuC2225jwYIFrFq1itWrV/v+iVPL43WQXb6BLXlfVSn/Jf0+yh3S0fpMoCjKcbcb+7iTcexd5Dlh6j74T466fSRpGb8FFhYd7dh7LI/bg6vS1WQxOzxlHCxbU6Ws1JGJQWdhZearuLy2Wo89NqS6huj1eHFVuvB6Gt5R2BobSJ87e9W8UwMpl6Qcjqnpn2t/cNldeJwn3/DodrhxO9yNENGp5Y/3tD81qAnpiSeeAKiWsGg0GrZt23byUYk6s7mL+Wn33Si4Cbckkxozid/3P0GxfQ+L90/lwg7TpRnpNFbmPESlM5/IgE7otAYqnfkU2fcQFXAWRr211uNcnkryKrcQYmqH1RiFV3FTULkDsz6UIFPrJom1wAkrytTalUgjlLmh2A3fHh5A93AbuDceRm9Sm5I+OATnBIPl6OLP2EvsFO0pYvWbqynNKCVxWCKdLulEaLvQRuuD5/SUsa/kd9YeehuAyIDOFNv3UuHKZumBpxmWOKPW91S6DUrc0CMQdBrIcsAuG5wTBAG6Gg/B7XBTvK+YdR+sI3t9Nq3ObkXqpFTC2oehM9ZyUC0MBhO9J/dh/+IMDiw54CvXaDWM+Xg0IfGhKIqXQttu9FozIeY29Tp/c1WaWcr+JfvZ+OlGDIEGzrn9HKLOisIaVft7oCZlh8o49Nch1r6zFhToNbkXrXq1IqhV86+5qvk9vfPwe/r0XGi5QQnM9u3bayx3ufw87vEMZNRZOS/hYbbkz+bixFfVPjGGGfy+bwrntnlEkpfTWJnzED/uuoMyZxYjkt4m1NyWxfunkVm2jMFtn6RtyOAakxiXp5KM0j9ZuPcRWgX2Iq39M5Q5DjFv1y0EGCIZmfxWoycx+U54MROePwB3t4bH28FPhfDIHpjVGZaVwE1xap+XOV1hRpZ6u2jj0XM4y51s+nwT82+f7ytL/yWdpU8v5fo/ryeyU+P0ydOgJ0AfAWhoGzKIlIgxKCj8tu8xjLogDDpLjcel2yBtPRS4YXEqxBnh8i2wohT+1xWGhFVPYhSvQsYfGXw27DO8brXmZc+CPSx/eTnX/nItbQe1rXdiFtw6hAlfTaBoTxF7F+7FFG4gemAA2aYluIytKbMV88POmzDozIxKfq/FJzElGSV8NvQz8rfn+8q2fbON1EmpDHl+SJ2TmLJDZcy5Zg77Fu3zle2cu5O2g9ty2eeXERTXfJMY9T29jIV7H6ZV4NmktX+Wcmc2c3dOPvyefvu0TGIavBbS35WVlfHFF1/w6aefsnTp0sY4pagjoy6QDuEX0SZ0IAGGCABirD24tNPnVWbiFKchRf2PV3Exf/ethJjaUGRPP7zLe+QGNR52pGr5UPka5u2aTJkjG49ir/WYxnBkYMxrWbCkBNaVq9szs+DFpKMddlub4P/agPWYT6fy7HJ+vPPHaue1FdqYf/t8JnwzAUtYzclFfRh0FuKD+zO64/tUOHNYsOdBogI6MaT9vwENTnc5isFbbSi1cvhfhQcGrYfWRthpA83hx17TlS07WMY3//jGl7wc4XV5+e8//stNq28iOD64hiOPLzAmkMCYQFqdE01e5Vbm7boJxenhwK6F2FxFuLzl6LVmmvL5PhU8bg9r311bJXk5Yv1H6zn7xrPrnMDsX7y/SvLiK/99P/t+30e3q7qdbLhN6sgcRYfK1x7znvaitPDnuTYn1U0uMzOTp59+mkGDBvHRRx8xevToxopL1INRF+hLXkDt2CvJy+kvyNSK4UlvEmxKwKu4fMnLwDZTaBeShlEfWONxRl0ACSHnkdbuWQCK7fvwKHYCja0O/1Jr/CakSCM8mAD3H56D5EjykhYKLyVB3DFjAo5NXgAylmfUODwYYO+ivdgKa++XUl8excH67A/5bd8TGHWBpMbeyPrsj1i49xHm7b4Fh6e02jFJFljUQ03AKjxq8gIw5ywYGg7WGlqDKnIqqMyrrDGG8uxyKvJObuI5vc5EVEAXhia+AmgodWTg8pZj0UcwuuO7hDTT4eB1VZFTwbr319W6f+27a+vUD8RebGfVjFW17l81YxW2osZ7fTU2Q63v6VhGJM8kuImahf2tQTUwGzdu5IMPPuDXX39FURSmTZvGJZdcgsEgU1QLcSrptAYCDNGUOjJ8ZcGmeHRa43GOAr3WSJCpFWr9gPoBb9FHoNM03ehCs7b6aKNkCxjq2ELith+/U6XiabxfmUZdID1jb6TQtpvhSTMINrbFoolhYca9DG77NAZtzb/qLTqI1Kt9X0D9hZhgBlMtPxVP1GFXcZ/8Y9JpDVgNUWg1OryKeg1N+iD02pOvrWoOjtfZ9khH7xM1w3m9XjyO2jv/ehyeWpPn5kJ9T8fx9/e0WReBXnv6jhiuVw3Mr7/+yj/+8Q8mTpxIWFgY33//PcHBwQwcOFCSFyFOsUpnPov3TSO7fC0ABq1a4zJ/923kVmzG4625T5pXcZNXsY25O28BFN+XcV7lZhbte5QKZ16jx1ruhu8K4IYd6nbw4dqIdw7B0/vVPjIn0ubc2vtqxHSPOe7w4frSavREWbswrvMswiwdAMg54OCSlM+ItnatcT2hLIfa52VDhfoVEqhTJ+gbtF6tcaopv7LGWDFYa/7sNAYZCYg+uTlnjnTY/WHnTXgVN3qtBQ1aiu37+CX9XsqdOSd1fn+zhFvoMr5LrftTJ6XWacFhS5iF7td0r3V/92u6YwlvvgmfV3GTX7mduTsnc/Q9rSHftoVFe5vmPd0c1CuBueOOO+jUqRNLly5l6tSpJCYmNlVcQogTcHnVUQcAg9pOZXyXrwgxtcGruMgo/QOXp+amCZenkqyylXgUO0HG1ozvPJu0ds8BGvIrd+D0ljd6rJVe+CJX/fvCUEjvBw8kqNvzCsFRhx+3ga0C6TW5+hBhrV7LyLdHYo2u34iTE9Fq9FU6wTudToza4FoXQyx0wcbDycucs2Bjb4g/3Jy0uEhN4o4V1CqIi1+5uMbzDX99+EmPfnF5bORUbDjcbBTJuE6zGJr4Khp0FNn3tfg10wwWA+c+dC7msOrJa+t+rYlNrdtcWBqNhk7jOhHaPrTavtB2oXS+rHOznmne5akkq3SFryn4ss6zDzcnHX5Pexr/Pd0c1KsJadKkScyZM4e//vqLa665hjFjxjRVXEKIEwg2JTCq43sU2nbSJnggRr2V4UlvsqfoVzpGjMFsCKnxOJM+mC5REzBoLbQLHUygqRVGfQgXtp9OiKkNoabG7xcRbYT3O8LMgzA5DiINap+YaAOMj1L7jZyIJczCBU9eQPu09vzx3B+U55STcG4Cg54YRERyxIlP0MS6WOH3VLUm5siIo99S4acCuDoGQmrIe3RGHV0mdCGiYwS/PfEbhTsLiewcyeBpg4npHlPvYdTHMuqtJIZdjFajJzbwbELMbbAaYrg48RVM+hDCLUkndf7mIKxDGDetvomVr61k25xtGALUYdSdx3euVwIYkhDCdb9fx7qP1rHh4w0oikKPiT04+4azCWlT83upuTDpg+kcNQG9LoC2IYMIMrXC9Pf3dAvv61QbjVLPmW4cDgfff/89s2bN4uDBg1RWVvL+++/Tt2/fpoqx3jweD+vXryc1NRWd7uQ+AER1cn3959hrrygKHsVepT+Dy2PHoDtxc8qxt3N5bOi1piZdqNDmqTqvS6Wn9vlRjqcyvxKP04Mp2IQx8Pj9fRpDXV/zHgUc3qqPqdINAXX4qWgrsuG2udEH6LGENm5zhctjqzL82+1xoNXq0GoaZSBqk6rrtXc73NgKbGh0GqzR1gbXmHg9XirzKlEUBWu0Fa2ueS7cWZPGfE/763O+Pvdb71evyWRiwoQJTJgwgTVr1vDZZ59xww03kJyczLhx47j22msbHLgQon40Gg16TdUvu7okLzXdrrb5TRqT5ZjPo4YkLwABkc1zPSKdpvpjqkvyAmoNE000ePDY51avO/06dupN+kaZq0Wr0xIYW/MIvubOH+9pfzqp1LJ37968+uqrLFq0iMGDB/Puu+82VlxCiNOQ22Ovun2cKfmFoMiGNrsCi+XwF3GpAw6UQCMsFyBavkapG4uOjubuu+/mt99+a4zTCSFOQzZXIZtyZ/lGvjjcZewu/IkS+4ETHCnOSEU2eGctmpeWk2SKQlvphv9uhef/gJ0FksSIxpmJ13cyffNvTxVCnHp2dxFrDr7N9oI57C1eyLCk19hT9AvLM18iwBDJmI4fnZZTnTdn+U5wKkcnESx1g80LMU3fpahu3F4osYPdjfHNv1DigmDP4VFTOeXQIRROspOzaNlaTu8kIUSLpdcE0C7sAjToKLBt5+utl7E88yUAYq1nozuNJ9tqjvKd8NR+SNsA++3qwppf58FZq2HLyU3+23iirHBvfwgxgd2N5kjyMq4T9E+AgOaSaQl/OakE5uDBg2zYsIHc3NzGikcIcRrS60y0svZiaOLLAL55KdqEDKR/wgNVlsIQTa/QrQ5p31EJF2+EVzLhxh1Q4FIX3CxsLuvyWvRqzcvfpUSCWWr7RQMTmNzcXK6++mrS0tK44oorGDRoEJMnT6a0tPr6IEIIAer6QiWOqv1dKpw5eJXm8m155mhnggU9wKhRk5gp+9TyURHw7w4Q3hwmVi91wDdb0Ww7vFCj9vCw6FdWQFbp0dVBxRmrQQnME088QUhICD/99BMbN25k7ty5ADzzzDONGpwQ4vTgcJeyq3AeKw43G4Vbkg43J+1gQfp9LX5K+5bGqIPUQJgQVbX87WSIbS6teTYXbFBfF+6xyShTB/uak/jzgLpfnNEaVA+3evVqFi9eTGCgOlY+MTGRF154gSFDhjRqcEKI00+H0KEMSHiQ/Mpt/Jx+j7/DOSOVHu7z8vkxrf8XboBfekDbxltWquEiA+Cefih7i8hrqyc6zITu3v7wxwEY0gGs0gfmTNegBCY4OJjS0lJfAgPqOiGhoaGNFZcQ4jRi0geTHD6KEFNbIgJSsBjCaBXYi5HJMwkytSbQGOPvEJuEV/Hg9JRj1h+dit7uLqmy7Q+5TrXPC6jNRrfFwSWbYacN7t0N76c0g2YknRYSglGiAji4fRPRbeMg2grDk8Di7+BEc9CgJqRrrrmGyZMns3DhQnbv3s2ff/7JnXfeycCBA1m9erXvnxBCHGHSBxEf3N/XYVevMxEb2PO0Tl4KKney5uBb2FyFAJQ4Mli6/xkqnP4d+BBjhI9S1OTlvY5wYZha85IaCK8mNYPk5QidFsV8zFBpSV7EYQ2qgXnhhRcAuP3226uUr1u3js8++wxQpzjftm3bSYYnhDidHLs+TXNe4fdkVbrymbvrJtxeGy6Pjd5xtzBv52QqXDk4PWWktX8Wi6GJ1g44gSA9XBYFIyLUhTYB+gfDL90hSlpmRAvRoARm+/btjR2HEEKcVvRaMz1jb2T1wTfYXTSP3UXzDpdbOKf1nZj0wX6NL0gPfx+gbNRK8iJalnolMNnZ2cTGxnLw4MFabxMXJ7NpCiGEWR9C58jLKHceYlv+N77ykckziQhIQauRWWSFOBn1SmBGjBjBX3/9RVpaGhqNBkVRx+Ef+VuajYQQ4ii7u5gDJX9UKdua9zV9W9+NxRDup6iEOD3UK4F55513AFi4cGGTBCOEODN4vE5c3krM+lAAFEXB4S7BbAj1a1yNqdx5iHm7bqHClY1ea6FN8PnsKf6FXYVz0Wg09I27G7Of+sAIcTqoVwIzefJk/vrrL1q3bt1U8QghTnMer5Ps8vVklP5Jaux1mHShFNl3s+7QB/SLvx+rMerEJ2kBdBp1lNX+kt8ZlfwewaYEIgJSWHPwTdqFXIBO2xwmWxGi5apXAnOkyUiIM0JOOZj0EHr4i6bQBh6vushcC+L0QroNIgxHR5zsrASrDlqfwllXc51g1oLXfYgfd99JSsz97CnLJNZcwA87b8LpKUOr0dM/4QG/z5PSGCyGcPrH30evVjcRZIpHq9HRKfJS2oemEWCIwqCz+DtEIVq0es0DczoPeRSiiuxyeGk5vLsWiu1q8vLWKnh1BeQ1l+V6T8zphZWlkLoGHt6jLta3tQIGrIMrtkCW49TEke2AyTvgmzzwaKI5t/37fF85nDdz27OjZDtOTxkWfTg9W914WiQvR1gM4YSY2/o67Jr1IYSY20jyIkQjqFcNjM1m48ILLzzubaR/jGjxXB7Ir4QKJ5Q74e3V4PKqSY1WA0V2CLeoM4U2cxUeWFYCTgU+yoZMB/xVriYy2xQo9zR9DHYPfJwN3xao/5zJFvY7zuLFLPX6nR8yiPig8xiQcD8h5jZNH5AQ4rRQrwTGYDBwxx13NFUsQjQPBh0kh8Pk3vDOGsg4vMq6VgN3nAPtQ1tE8gIQZoCb4sClwOP7YEGRWh6uhyU9oeMpqAgw62BiLCwtgfmFcOsuOFL5e2NsBe00y9hU9gdb8uI5u9WNmPXNp2OrrciGx+HBGGyUGmghmpl6JTB6vZ5LL720qWIRovkw6aFNCAQaocyploWaoVWgmuCcIvZiO+XZ5WSuyERn1BF3ThzB5vpNgBZugAnRagJzRK8gdTr5U/Wd3MoEn3SGjiuh0K2WnWWFB+MOcSD/NwC25H2JTmOgR+wkvzcjVeRVkLk8kz+m/0FFbgXtL2xPrzt64XV70elk/hYhmgPpxCtETY70eTmSvBwpe2ct3NzraMfeJlSRV8Efz/7BildX+Mo0Wg1DXh5C67jWBIQF1Ok8Wytg4PqqZQuK4MF0mN7haMfeplTgglcyjiYvAFsqYEl5ey6Nn0qgMY4teV/QNvQCDFr/dpK2FdpYPG0xq988up5bUXoRGz/ZyPXLrqdVz1Z+jE4IcUS96sHHjBnTVHEI0Xy4vbAjHw4e7vNyV1+Y3As0wL5i2FekjkZqYpnLM6skLwCKV2HBPQso3lNcp3MUueCNLDWBCNfD1j7wVDt132c5kOdq3JhrYvfArBx45oC6fX0sDAtXfwzduFPHijIzPWKuZ3yXr4kKOAudtkErnDSaskNlVZKXI9x2N/Nvn4+t0OaHqIQQx6rXJ8W0adOaKg4hmg+9FrrHwLjOkBAMHcLAq6h9YkrtkBLZ5H1gbIU2lj67tNb9q95Yxeh3R6MzHr85I8wAU9uBosCd8dApAG5rDXoN9AuG5FMwFYlZB2Mi4e2DMDgUprUDt6Lhxh1g96orIJsNgZgJbPpg6mDfon217stcnomtyIYlXEYRCeFv/v2pI0RzZTVC/3gw6o72eUmJAI8CFsMJD88+PDw59vA8K/lOtSNtqzrOu+J2uCk/VF7r/pL9JXicHl8CU+ZWzx9+ODSXF0o9EKxT+7o82wHC9Gqfl3ADTI4Dq1Z9eKdCWzMs6AFGzdEFA99PAQWIO4Vz0dSF1nCC5FT68grRLLSMoRRC+IPVWLXDrkkPAXVLXm7aCTfvVP8ucMJLmXDRBjhgr9tdm0PMJJybUOv+dkM6cEBjwOlRk5fNFbC+HHZVqsnLqlJIXKn+3+VVk5a/d9gNM5y65OWI1qaqqx23MjW/5AWg3QXtat3X4aIOUvsiRDMhCYwQjUhRYEMFzC2AHwrgxh3w1H6YfgC22+B/eVBZh7lXDAEGzn/s/BprA0whJiLGdaXLGg3LStXzfZMHF26A7/NhYRFcuBFK3HDLLih213AHolaBsYFc8NQF1crNoWaGvTYMS6gkMEI0B9KEJGrl8tjxKDaMumC0Gh1exYPTU4pWaYY/mw876FD7dxwZWZPjVFt9TvaXftmhMsoOllGeW0ZIfAiBrYKwRlqpdOWj1Rh8w341GugfBO92VGtg5hVCpAHeiyhngL0c3cYyyoqDcYWYsZfYKc0sJTA2kKBWQQTGVu0DEp4UznWLr2PuzXPJ3ZwLQMK5CQx7ayR3ukN4MNRGwIEK9u4vYnywhYERQaxwBbO1UoPDC0kW+KFr1VqP+qhw5qHV6HyrJttchXgVT6OtVXTk9aTTWDDo1M44la58dBojJv3xh4o7imwYNBoyN+eg1esIbReCNdCIxqg/6aolc4iZ3rf1pv2F7VnxygrKDpaRNCyJ5MuSCUtuPnPUNEdOTzker9P3mjmyaKdBG+j3ztni9NPsX1Eej4frrruO1q1bM336dH+Hc8ZweewcLF/Nb3v/j5HJM4mwJFNg28W8XbdwQbunCA6N9neI1WQ6YNwm6BqoDg9WgPt2w347zD6r4ev+FO4uZNaoWRTsKPCVtTm/DZd8Nppfy24hKXw4naPG+5KYYANcFgVvHVSbjH4ILWL9VbP5emMOxkAj42eP54cbfyBrVZbvfFFdorjy+ysJTwz3lelNehL6J/DPhf/EVmRDq9NiCjWxN3svM8MCWPjwr/z42Ubf7a3RViZ9fxX/0LQCNHyYAu0aWFlQ4czl1z0PEWyKp1/8vQCsOvg6Rba9XNThBazGk3v+vYqHgsqdzNt1C2ntnyYu6BwqnLnM2zWZrtFXkRIxptYkxpZXgWZHPtr/bSdkfBeWfPAXg288G83sLSjX90TTMeKkk5iA8AAC+gfQqmcr3A43+gA9GzZuIFrT/F73zYXTU87eokWsOvg6ozu+R5AxnpyKjfySfh/Dkl4nKqCrJDGiUTX7JqQZM2awZs0af4dxxnF7bSzLmI7LW868XTezLX8O83bdjMtbzrLM54mODfV3iFU4vbCgEFaXq1Pm/ysd7toFs3Lhz1JYWqyOjq6v8uzyaskLwIGlB/jxzp9prTufddkf4vYeHVpb4IR/Z6h9UqYGV7Dpum/I2ZgDwDl3nsOKV1ZUSV4A8rbm8dW4ryjPqd5x1xptJTIlkvCkcMxhZox6I1s+/Isdf0teACpyK5gz9BNeCCgB4LItsK0ByzZ5vG4Ola8lt3Iju4vmsyzjRVZkvczOgh/Iq9xMVtkqvN6Ta5dyuEtZmfUKLm85v6Tfx7a8b5i3azIVrhzWHpqJ21tzZyGP24PG6cH8426wuQn5eisXjUkh6MvNYHejmb0ZHI3XZqY36zGHmNFopefuiXi8DlZmvYLdXcQPO29iW/5/+XH37bi8FSzLeAGnp9TfIYrTTLNOh5cvX84vv/zC0KFDG3S8x3MKFno5TRm1wYxIevvwl0ouyzKfB8BqiGZE4tvs35VLp07hJzjLqaMDxoRreKqdhsf3afg05+i+FzooXBSmoFEU6vuSKDtYVi15OWLXD7vp+/QoEpPTMGvDfa+35aVanj+gfuEN8Vbw1ZqDvmPi+8fzx3N/1Hi+nI05VORUYImsvdrE4/EQpA9n5cv/q3G/o9RB+NYserQPZUMFXLIZlvb0EKpxoNOqVVAOTxFajQGDtrZhyxrigwZwTtxdrDr4OnuKf/bt6d3qdhKCzkNRNCf1/jJqgxnc7ikWpN9Pvm0bK7JeBkCvtTAq+V1M2rAaz192sIxZI2dx5XtjCP9uO5Q41GQGIMyM4/qe6AP01PuJPoEjschnSu0MmhBGJb/H3F03YXcXsTzzBQBCze25qMOLGLUhDbp+cu39w1/XvT7312wTmIKCAh577DHeeustPv744wadY9OmTY0b1BkmJCSYPrF383vGY76yPrF3k5flwOVyNcvre33KWcw8ZPatstzeDP8Ic7Bv05Z6n0un02HKOk67kwJaewCuUgsbdhy9Fsmt23FbbAhaDZjzqk565rYfv3agJLuELHdWrbNea7VaWlnbYC+ufThT8Y58vhzmYtQ2A191cfJn+g10j5qErrItASFeFhy4g87h/yBCGUB+Tlmt50lKGcZW49eUOw8BYDXE0CF4JFs3pR/3MdSV2Wzm3DaP892uq3xlXSKuwF5sYUP2xhqPiTHGkLc5j19fXMaoyb0I+N92377KCzuwe/kBjA4TFRVNs2J4c3zNNycRkaF0j5rE6uzXfGUD4h4ha28JFRUHj3Pkicm194/mfN2bZQLj9Xp54IEHmDRpEp06dWrwebp16ybrljSQongpcuxi3q5nqpT/mfUMI5Pfwekyk5SY3Kyub55bw33pGl/yArDXDv+XaWJ6155E6uu/FEa+Pr/WfVqDFm9AGS7LIbr26Itec3RWuClhag2MlqrT4utNejQ6DYqn5ljCEsJI7JhY6316PB7y9+QTFBdE2cGak4/4Pq1pF6BlWU8PW7KeJd+2ld8OPESfuDv588DnVLry2Zj3IRO6jCC+Vc335fAUs+rgG77kBaDClcNfuTPo2+0eTLrQWmOsq3JXFvN23VKlbFPeJ8R2SKVb916+GqMqxxwqJ3lEMsPu60/A11WT0oC5O+l8a2+07ULUGZQbkcfjYdOmTfKZchwexUV+5WbWpr9ZpXzRgYcYlfwewcbkhp1Xrr1f+Ou6H7nfumiWCcw777yD0Wjk2muvPanz6HQ6ecE3kN1dxs/p9+DyVmI1RHNB+2f5be+jVLhy+Tn9HsYmfd6srq/LC//Lhy/UwTpM76DO8jp1H3yco2FQqIZrYtRJdusjKDaItoPasn/x/mr7Um/qTobuZ3bv/YF/dJ2LyXg0WYk+fFls0VZSLklhx7c7ANj94266XtmVTZ9Xf4MmDkvEGm094TUtUUq44OkL+P7676vtC44PJrprNHq9jmjA2vo2Shx7yavczKqD6q9ig9bKqI7vEWCIRKOpfkG8XjcZpX+wq/AHAHq1ugWtRs/qgzPYXTSf2MBUUiLGoj2JDpl2dxG/73ucClcOeq2FoR1eZlXWG+TbtvLr3n/xj67zMOqqr/UU3DqYCR+PxfDCMnB4IMxMxegUrIebkwwfroPHBqqLcDaB5vSab25c7lJ+3nM3XsVNqLk95yU8woI9/8LuLuLXvQ8wquN7WE5ipXG59v7RnK97s+zE+91337Fq1Sp69+5N7969mTt3LnPnzqV3797+Du2MYdQFcXHiq4SY2jEy+V1aBfZkZPK7hJjacXHiq2Tuz/N3iFUYtDAuCq6Ighc6wM2t4M7W8HR7mBgDIyLqn7wABEQGMO6zcXS6tJNvBladUUefO/ow8LHzKdXs58L2z2HUBdV4vCXMwogZI+h2dTc0Og1/vf8XHUd3JHVSqm+OF41WQ5fLuzDm/TEERJx4gcbKykqSRyUz9MWhGIOOflHH949n4m8TCY4/OnrHaoxmYNv/q3L8WVFXEmpqV2PyAqDV6mkTcj5JYSPoE3c7XaKuoHPkZZzT+m4Sw4bRNnTwSSUvAGZ9GIPbPUWIqR2jkt+jVVAvhia+SFRAV4a0f6HWBR01Gg0enQbHxB4QY6VwVEdm3/8LpVecBTFWuLVPnSYbFI3PoLVyceKrhFuSGZ70BrGBZzOq43uEmNowpP2/Typ5EaImGqUFLDH98MMPA9R5GLXH42H9+vWkpqY228yxJfAqHhzuUiyGox88NlcRBk0gGzZsbJbXN8epTlcfdvg7rNClTrEfc5I/yB2lDipyK7CX2TCHWAiKDcIQYMDmKkSvtWDQHX+8srPcSXlOOc4yJ8YgI5ZwC/YiO45SB8ZAI9YYK6agE4/z/vtrG6/aqdVeZEdv0RMQGVAtASqxH2DurpuodB1tCtOgZWjiy7QK7OObf6UmNlchGo3ONzzc4S7Fo7gIMEScMM66srmKMOnVeYaO3GddrqfH4YYKFwWHytDqtVijrVgMOjV5aYIRQ/KZUjcerxOnp8L3maEoCnZP8UklL3Lt/cNf170+99ssm5BE86BOYlb1g8diqHl0SHNxbKIS3kg/xk3BJkzB1ROMIxN2HU+WA9x6I7HtwgnXQZ4Tcr0QFmgh9iTi0xl0hLYNhbY177e7ivlt3/9R6crHoLUyNPEVVma+Rr5tCwv2qM00x0tgjn1sJ5pcrjYOdyl6rcnXp8XpqQQ8GHVBNby+6jayTWfSg0lPtEzr36zotEYs2qNvQo1GIzUvosk0yyakY02fPl0msRMtUpYDrtsOV26FPXbIdcKT+2HQeki3Q6mr6e7bbAjlgnbPEGpuz6iO79EqsCdDE18gOqAbQzu8jFFbc7NXY7K7S9iSN5vs8vV4vA6cnkoySv5gd+HPOD21j4ASQogTkRoYIWrg9jiocOVg0odg1oegKF5KHZkYdVYsdWxCURR1ccWFReqswJN2QIoFPjk8R823+XBrHDSsXqNuQswJjOr4HmZdCBqNFqsxhqGJL2PQWtHrmnZJCLfXyZ6iBaw9NBMNeoYlvYbDXcqifY8CCgGGKNqEnOdrPhJCiPpoETUwQpxKbo+Dg+Wr+XrreLbmfY3DXUaBbSf/234NyzJexOaqeWK7Y2k00CcIvuyi9v9dWXo0ebk1Dv4ZC7GnYFkpiz6sSoddiyG8yZMXAL3WSJuQ8wgzJ6Hg5sfdt7No3yOAQqvAXkQFdJHkpZFVOPOocOb6tu2uIsqdOcc5QoiWSxIYIY7h8layr/h3FDysPfQ2fxx4lrk7b8blrSC7Yh1ur+PEJznMqocLQ6HX31prAnXwUBuIb75rYjaaQGMsw5NmYNaH+sqCTfGktX+20RaFFKoKZx6/7fs/ft3zMBXOXOyuItYcmskPO2+g1JHp7/CEaHSSwAhxDIshjD5xt9ExYiwAe4p/weWtIMAQxajkdwkyxdX5XHlOmLof1vytu0e553CfGJs6lcnpxqu48SrqjMNOTyXZ5euwu0t8+8sc2RTZ9uCpRyIojk9RFEodBw6vYbWBX/c8yIqsV9mW/w3lzkPsK/4dl8d24hMJ0YJIAiNEDcz6ULpETahSlhB8LuZ6jKhQFPirHGYcXrfxllbwyeHpZFaUwgfZUNrCE5gsBxz8Wx6S4/RywO6h0JaOy1PJwbKVvj4v0QHdCDV3ONycdCe5FVvwKi38AjQTGo2GKGsXhrT/N6Aht3ITuwrnApAaez0dI0afcGi6EC2NdOIV4hiK4qXAtpN5OydXKd9R8C2BxlZ0iZrgmxvleI70gZnSTq2JuS8BYg1g6gIfHoKbWkFYC34HZjng8i2g06j9fPQahYfT4fcSE//rZEGrySbYlIBFH0awqQ3ntXkUgzaAn9Pvwe21YTXGSB+YRqTXWmgV1ItISwr5NnWNKIPWSteoq+r0ehWipWnBH59CNA27p4TVWW8ebjaKZHTHD1mX/T47C75nQ85HdIwYBdTtCyHcAHe1hgoPJByecmVkOAwIhlhjw2YHbg68CmyvhOWl6giry7dAgknDl3nqJHJLSsM5yzuTUts6Lmj3DC5vJV7FQ6AxhmFJr6Eo3no1xYkTs7mKWHPobV/yAuDyVvBL+v0M6TAdqzHaj9EJ0fha6MenEE3Hog9jYNvHaRdyoboInak158TdSZfICYxMfpcAQ2SV1aIVRfFtu+wu3M6qK06H6RVf8gIQoFOIN9eevNhdxXi8Tt+2w11WpzlT/h7HkW2v11vtNrUcfPztY2g10C8Ivjo8wurPUvjy8OoSz7Tz0MvwM3sKvyDftp3F+6cRaIwjwpKERqMl0BgryUsj83q95FVuYXv+fwHoETOJC9o9g9qctIFt+f+VPjB+dOz7rgVMgN8iSA2MaHnKHOD2qt+iIbXPJHsyrMZozm/7mK/q3WIIp1fcrRh1VkodmXgVN2HmRCpduZQ5D2EoaEXG74fY8uUWjCFGzrm9D1FdovEGlVDhzCcyIAWd1kilK59CWzrRAV0x6quv92NzFfHXofdoFzqY2MBU3F4nu4t+QouWxPCh6Kh5raQyx0EqXfnotSZCze2xu0sosu/BpAvGrA8hyBSHoigU2feg1egINbfzHVta7iI4vxzig0Gvo6TCRcjBUkgIBnPtUwVb9TA4DM6ywuYKtaxLANzaqoKfd/4HUJs1ukRNQFE8KHjRyG+mJuFRHJh0IXSLvhav4iTY2Jqc8g2c1+ZR9hcvJil8BHpt07xXxPGV2DNweSsItySj1eiocOZS6sgkMqDLcWfCFicmCYxoOSpdsL8Yvt0OWWUQYYERydAlCuqwjlB9HdtvwKwPodi+j7k7b0KDllEd3+O3vU+Qqr2br0bMpmhPke+26T+mM3HjZfyR8wiljkxGJL1JqLk9S/Y/TUbpUga1nUq7kAsw6gN9x7g9dnYU/I+t+bPZlv9fhiW9Ron9AMsynwcgyNSaVtY+1eIscxzkx923U+7M5oJ2z6DXBvBHxnMcLFtJ//gHKHfmcFbUBFxeG3N33ohGo2N0x/cJNbcjq8LDM5k6HtNraX2ghNzYEP6dqeUWi5mkrfnQORIsNScxuU54MP1o8tLaBJ8mZ7Ax5xsGd3id3/bcybltHmJf8e+EWRKhEiICktFq5GOnsRl0FsItHVAUD1nlK1ma8TQAiWHD6Rd/H8Gm1mg0jb9GlDi+EnsG83ZNxukpO7wadwQL9jxAfuXWOq1HJo5PPklEy+BVYFMO/GfD0bK8SnV7SAcYkXTc2oLGo6Cg4PSUU+LIIMbck82v7q+SvACgAXuRHcWg4FVczN99OyGmNhTZ09WzKArHViLrdWaSwkewu/Bniuy7+XH37b597UIvINySfNyoPIqT3/Y9RrApniL7nsPlXuzuAubtugWHpxSnp0wdSaUo5Dvh8h1alpVqWGsNYm6Sm3/thk8Ldcw2WVl9lonYalGqvIo6kuo/h+dIe6Yd3BSbz4Jdt1DhysbhLmRsp49ZkH4fuZWbKbTt4oJ2T+H1etDq5GOnKRh0VgJNsWxK/9xXVmDbjlEXKEmjXym4vJXM3XkTAYZIShwH0KA93IwkTUknQ+pzRctQbIdvtta8b+EeKHPWvK8ReVwetAURjAyZRVfrdfx54FkSNZey+T/bq93WUeLg6yE/MjBoOiGmNngVly95Ob/NE7QPS8P0t9qXI45M/GbQHt0XbknivITHal0FOsgUx4iktwgyxuNRnL7kZUD8Q0QHdGV34U+UObNwesow6UIZnfweoZb2BOjgoTZqo86qCi1xG418WqiOCrojxoPJoKm19kWrgfNCYFo7eKY93NoazFojyZGXA7C/eD6zNo0gt3IzGrR0j7kGsy6s3jMAH3RA/t+e2hwnHJLpY2pU5shi7s7JuLwVvrJi+97DC3rm+TGyM1eIOYGRye8QYIjE5a2kxHEAgIs6vERcUB8Z2n6SJIERp0SBEzaUQ8Xh/q1lbnW7oK6LGVa6oKKWGyuotTFNqDSzlN+n/s7b3d5mRuJMdt5jpq9TXWDUU8tsdI5SB64yhQBD1dEfwaZ4dBpjzce4y9lX8jsub7mvrMi2j0L7riode4+l0xqx6KsmOFZjNAattcqvb6MuEL1O7UcToIMhYTCrk/or0H34x+CDUS4mBzkJO0GFVrgBbo+DW+IgzABBxmA6R1xK95hJACioT/YF7Z4mPngAJkP9Fo/MtMO4zTBtn5rE5DrhgXS4dpskMcdyeWzsLV5EmTMTncbEmI4fMrjdUwAcLFtNsW2fdBz1E73WjEkX6tvWoMdqjEanrfkzQNSdJDCiyeU74d8Z0HMNzCuEEre6kGHqGng9s45JjO4E7ffGpptPpOxgGV+O/ZI/nv1DbRbyKOz5eS/lmZXkataSPLZDtWO0Bi2XzRvOZsMMDpWvAfDVqvy4+3ZyKzZVS0hcHhv7ihexLENNjOKDBhBmTlQnftt1J3mV26p9CeU5odyZx2/7niC3csPh+1E7By/a+wgljv1EWbug15rRoKPMmclPu++i3JkNQLndw7y8qiOVfq/UUVHiVPsbuY8/0VyEUU1kjtBg51DZ6iq32V+ytN6z7jq96mtlZRnMOAj/txfu3Q2f5sDCYlhSAh7vCU9zxjDoLHSMGE3P2JsYmTyTKOtZtAsZxAXtniat3bNEWs+SPjB+UOHMZcGeByiy7wY0GLQBKLiZu/MmCm27ZCLHkyQJjGhy7sP9JRTUKfQnboN/Hm51WV4Crrp8EQUaoXUtv+AteghvuqrYnE05HPrrUJUyY5CRsE5BbCn/D30eOwtTcNWmEUu4hdBOgeTZtgBqs9GELl8TYmqHV3FxoOQPXN6qw1oNOgsxgd0x68NoF3oBg9pNZVjS64SZkwiztCfQGFPlSyjHCU/ugwp3JfmVavPaOQlPMizlK4JNanPSofK/aB3Uj0tSPmF48gw06Cl1HKDSlU++U+Ff+7V8WqAmf0PCFF9z0riiILICA8Be9w/YCmcev+55kLzDzUZxQX0BSC/6kRWZr9R5EUwAoxbGR8LDbdTtdw7BrMNrFE5vD0PDQCefXlWY9aF0i76KKGsXtBo9Bp2VNiEDSQg5D6Ou5tFrommpowHT0aBlaIeXGdf5C6yGaFzeSg6V/4XbK0PbT4b07BJNLtYEX3SBf2xVfzl/d/h77KJQ+E/nOq7IHGSC61Lh5eVg+9s8KzoN3NwLQppuZcRtc7ZVK3OUOPjv0F+45MdpuGKzuX71RFa/spYd3+/EGGTknLv6EGJKYHTH98iv3E7b0IEYdYEMT55BeuHPdIocW+PsqKHmdoxN+Q96rdnX52VY0muA2j/G41ETigqvhpcz1NqJP0raMK/L+xTY0nm74Dy+2Wll09lvk136KzEB3TDqgwmzJBLsTWB48hvoNAYiLCmUejR0tao1OtPbeLi5tYalZRou3QzJFjAEmSCgapZgcxVT4VJn2DXqrDjdFZQ6Mwg0xqLV6Ag2JZBXuYWLOrxIbODZbM+fw6qDrxNmSUSrqV8n6wgj/CsBPs6G7MOVVYkWuOlwk5WozqQPrrJt1FUfqi9OnTBLB0Ylv0ulu4C4wN4YdBZGJr9DVtlKEsMuxqir3g9O1J0kMOKUCNLBZVFqAnPEhGgIrk/LT1wQPHo+bM+HXYVqjUyPWAg3N+nPcUsttTslB0r48cplXPP7lZgTzVz8yjAGPjEIF15CYkPQacBKBxRdK9xYMAJBxlacFXXlcYdOBptaV9kONMZWu41Vq3B7a5hbAOsrNFy0JZFUa2tm5Vm4IRa0uji6RF6OR3Fh1qs1VzqtkVhrKqBBpzUQpoWb4jQMDlNINkKYScsQPaw8G9oYIdpcPXnZkPMRm3I/I63ds8QHD2B/ye8s3j+V1Njr6RZ9Nf3i76Vr9D8INbfHoLPQKfJSWgX1IsTUptqX64nkOuFf6UeTF4B0GzyxF6a2g0jpQiCaOa1GR0RACmFeF/rD7/kQcxsCDFHSgbcRSAIjmlzZ4T4vd+9WtzWozUmTd0KIXp1a31qXV6JGAxEBcG4b9d8p0u2qbhxYegBrlJWCXQXkbTk6oqPjqI4EBAWj0+lAB6XhQVy/HZ4NhNRAtX/P6xlmJmlLMeaWYi+0EdY+DGuMgiXs5D7A2pjh1x7QYSVsrdSwtdJC32CYngiRBgAzBqomSsd2HAwzwDkGDaADr0JApZPeZh0YDz8hJXZ1ymCrEQU3BZU7AFi071HaBJ/PgdKlAORXbMereAgwRGAxhPvOb9IHE63vWu/H5vTC7Fy1zwvAU+3UhS9fyIA3D0K/YPhHtDQjieZPq9Gh1VX9pSbJS+OQBEY0OZsXpu5T/74oFD7rAhO2qLUxj++FwaHQVBXdNlch5a4cQk3tMOgsONyllDgyCDEl1KlGwG13ozPq6DCkA4W7CkmdmEp4cji/PvQrBquBPrf1QWdQP5wKXWpH01+K4M/1sKgH/JCncEleDt+O+5zyQ0dHFp11xVlc/MrFBLWq38gcgOCoGN/9fXBIHQX0zkH1Ov9VBpvL1bWW6tWv2avAwTJ4ZTlc3R26RkOpA15bAf3iYXA7AqyRDG73FL/ve5yD5at9yUt8UH8GtZ1S6zDvhjBqYUIULCiC84LVZiOvorYYZtphaLgkL0Kc6SSBEU0u2qjWFDyzH55qr25/0UUdWTKlnbrdFGyuQlZmvc7uwnkM6fACrQLPZkfBd6zMepU+cXfSOXLccZMYj8vDvt/28cWYL/C61Z7Gm2ZtIiAygGt+voaguCACY/82X4sBnm2vLnCY6YC+f8GCyFIWjvgP9iJ7lXNvmb2FsA5hDJ422JcA1RiDUnUAVpZLy2xPK653afkqT62FqaiEH7urydO6chi6Ef7sCX3q02JT6YLvd6j9iz74Cy7tBIv3Q4ENfklXkxirEYPOStvQgRwsPzrSqG3oYAxN0Ek01gTvdgST9mifl/vjwUPTvWaailfxVFl5+9htIUT9yW8YcUq0t8CLidDqcF/bOBO8kghtm3AWba/iocS+DwUvv+55gIV7H2Fl1qsAFNp24VGOdga2eaDE9fdjoTirjK8mfOVLXo6ozK9k3m3z0NawGmNSACxNVf+OM4Jue3a15OWIVW+sqlIrcyz34RqVrYfnJctzwthN8Ph+HVP2w7Wx8FUeTD+g1mR921Vdi6hvsHp96yXQCFd1g8QwtX1vznY1eTFo4Z5+EGrG6a5gX/FClme+BOBb1+jPjOfYX7IEp6fiOHfQMLGmqh12I40Q08KSF7u7mL1Fv1J5eBSWy1NJZukyyp05fo5MiJZNEhhxyoQeM3IkpIlHkliNUQzp8G+iArqi4CWrbAUAiWHD6B9/PwGH+2rYPPBbsTpMt8StJi+by+HA9kJctUyel7Uyi8qC6pPn5TrViddArSWo2FNYa3zOciduh7vGfR5FrU0ZvB4GrofdlbDbBvcnqNUxRo2G1aVq8xuozS3BerUm5ssu6rpE9RZqhn/2qFp2boLaeVqnxaM4WJf9PqDOUXN1t1+IC1TXZvrr0Hv1nuulPtzeqjPygprQOZv5XDB2dzEbcz5l0b5H+TPjeWzuIvaXLObn9Hv4Jf1eSWKEOAmSwIjTml5roXVw3yplbUMGVmny2FwBYzbDbbvg8xzYWA7jtkBhyfG/kD3OqnOkFLrUeVk+PvyddEEohHevPoLoCGu0FUNtU/WjzpRr1sLjbeHp/TBgHZR54I+eaoIyfBPsqlT72vwzFkL1apNSg5IXgPxKeH1l1bLF+2FLHjjcWAzhjEh6m04R4xjUdgoWQxiD2z1Fp4hLGZ48o0rn3cbk9sKaMoWz18KWCjVj2VGp0OcvWFHqadZJjAYdAYYoAPYVL+T7HZP4bd//AWDSh6DRVP0ItruqrqllcxXJZGdC1EISGHHacrhL2VHwHeuzPwDUKbwBftv3f2SVrsTlUSeRamOCMYe/e2/fBT3Xwh47hHSKqvXcgbGB1UYRhehhUiuw6mB2F3goARK7RBDaPrTGcwyaMoiguJo78Wo0anPQkp4Qb4KMw7nUbbvgib0Kj+1Vt/c71Bafk/4SL3fC5xuPNhvdcc7R5qQP/vIt4xBkiqNv/N0EGCMBtZarb/w9BBlbnWQAtStyK0zYqiHDAYPWa5mb72Xweg377TB+i45Sd9NmMJUeKPBoMQeoXc3dXrWmraLmyrMqTPogksNH0i/+fgBKHRkAtArszeB2T2I1HH2Nldj382P6XZTY1duUO7P5dc+/KKjcIUmMEDWQBEa0aB6vC7u76q9Wu7sYj9eNR3GyOfcLQG02urrbT0QHdEPBy7rsD32zYMaY4J0UOOdvuYReA63jAul9S+8a7/fi14cRFBfk66eS6VA726YGwrbeakLxazEExgVz1YJ/0ub8o8O+DVYDFz53IV0mdEGjrX16d40GjBq4axdMjlPXLQJYVKweMywc/hkDF2+ER/eqX6oNFmhURx/FBqp9XlIi4IazISkcru8JAUdrio6dfKupJ+MK0pTxXZcSwvXqsPTRm7VkO9U5hL7tnItRabqFCis98FMhdFipoTi6A240rCuHxJXwc1HdkhitRodJV7VHtUEX4OtDBGpNy8/p95BfuZV5u26m0LaLX9LvI7tiPfN334rTU9bYD02IFk8SGNFiebwucis2MWfb1RTb1cXqimx7mLPtH+RVbsGkC2Vkx5n0j3+I/vH3YzGEMaTDvzk79laGdnjR1+ThVdQEZNvfurS4FPjWaebcKYMZ/f5oQtuHotVriesdx9Cf/smqHokUeDSsLoNz18Flm9VzaIEdNrh2O1yzDebkQ3pkGHkzrmDIX7dzxerJ3LL5Nvrf1x9r1PEHj++qhEHr4aAT1pTCoGMm7h0RDhatulRDo6xyExkA9/aDNiHqGOVQM9x4NpwVDWb/DVg0G4LpEqDlvY5V+xy9llhGV6tCsCmmye673KNOplfhgaFbjLx5UMPg9Wr5/elQeYLKH5enkv0li1m8fwqAb8HNAyVL+DPjeV/HXpM+mAvaPYtBG0CFK5f/bruSAtsONOhIa/cceo3MGyLEsWQYtWixXN4KFu59mKjg4azJ+ZakkJ4s2f8koZZupJftItTcFqshkmBTHC6vDZcb0EaSENIPr92Jy+OkUGukxA0vZagdZ2d3gQ64sGigqNzNukAL50w8m+QRyThdXnZ4DVx5KICLFdiTAS9lgt0LV0Q6MCh2NJoQzrLCjTEK5wSVcv2OkMOrPAeQbAng5+4ewi06KitL8JZqMIbpMOqsKIqCrdBGQEQAXo+XskPlBNo9vByk51BIEEYt3HF4IkCDBu6KV+ebuSwSVpytNoMZFa9aJWA1Up5TjsfhwWLRows1H3eodhVBJiryK3CWOdHqtFijrej9mLwcccAVyO27q6Zp/9obxDkhVrrU0uen0FV1oclCl1pr4xs8VuEE69+GNB27zdEpANI2wH473J+uxtDGpJZHnWBElNvr4FDZXwDEBZ1DWrtn2VP0C8sy/02hbSdeRW2aU2ds7chFHV5k/u7bfMf3i7+PVkG90beQlYsLXWpT6pGh/0UutR+XRVfz8xGqh+NUQlZjdxdj0gX7+g453KVoNcbjzmwtTl9SAyNaLJMuhCHJs9ilvZ4M/T/ZUbSc0IDu6EIf5xf7pZR5AskqXcXP6fewPu9nvs718F2el6KSQxh22tlv13DbLoVyr8KICIVlPRW+zlUwmvX8VqzQZVc2AxdtJaDMRlCrICLahNC5dQBvJkMHizqcd0IUvNzBwSUh60kv+IpiZwmxRoVn2+6mrfNVvulUgE6jfqgv6O7iYN5LlJXlsX/xPta8vZai3EO43JXkbMphwQMLKDlQworXVvBuz3d4N/l1Do18n8G/b8BUqtY+jI5QSO+rYNYojI+CNWXqtP8rShU+yYbiPSWU7szn24nfohwsQzdnG6Vb8yg7eOImCJfNRcayDD4f9jmvd3idGSkz+Omenyg5UHLCY5tSnlPhog0aX7PRB8mlvuaktA1a8mroAHTQAbfuhJ2VR86hdrBeU6b2YSGnHGZvUWcaBiiywWcboYaRZW1N8GKHqquAv5AI7erQWdpiCKN33G30j3+AC9o9icUQRlL4CAa3fYoRSW9VWSai0pXHyqzXqhy/Mec/VLSQkUq5Tnh0D6wvV38MFLngw2z4vRgO2OHGHbD38NqFOU54MB02Vag1oHXh8BSzOustCmw7URQvDncp2wv+x6Hy1bg8NU9VIE5v/v9pJUQDedGwtjKCO/eoP+E+SL6ZKKuXS7dF4FIgyqBwRUQyrYPOpdB4GTdu1XF+sMIEcyqlcQFctMPAPrvaEfbDFLhlh8LyMg2ryuCbs4x8p4/n6sVb0M1cA7f1gRAz1sNNNo/sUWP4uBNcHJTJ3B13oeAGxUNK+EXM33UjTk857bR6Xu1wJ3emB7OwsIJkTRgle8r5Zsz3eN1eFM/5dBpn5j8DP8NR4kCj1RCRHEFlvvpFWppRyvcTvyXthaG8Nf4cUsN0LChUeOaABp0Gvj0LlpfB+C0aFDTEtg9l9K4DXPLiUAI/2QDlToI9Chnt1CYwa3TtzVY5G3P46PyPUA5/o7jtbta+s5b9S/fzzwX/rLXDcVOzUMG7yV6u2RHM911y6WqF1EAvwzeHMjOxEL0X4OgIqHynmrx8X6DO9vxHT3jhgLqi9buHYGtvhXbv/aXOPFzmgImp8NZqyCqD7HK4r7+6eChqsrOuHCZur1pNMGk7tEuFswP/VqNTW/yGMDpHjvMt42DSB9EhbEiVZR1srkIWpP/L12yUGns9m3M/p8KVy7xdN3NJp88adabjxlbign8fvsaf58LiVFhUBA/sgf91VRdyXVaqJje/p8ID6eocRl/nwfZzjs4PVZvoVqFsyPmY7QX/Jb3oR0Z1fJ/M0uWsPvgGGrRc0ulTIgM6nYqHKpoRqYERLZZOA90CHAwOUavhb9gVzpitkbgUOCtAYUykhghzNL3jbqatfi9poS5WlGlYYQ3CtPEQr8c40AJry6DHGlhepkEDPNYWvs5RuMhTiXFjDmSUQm6F78tMAc473B9l0nb4pSSM+LAxAGzJfY852y/H6SnHog+nVdjVLC4OOBxfKHt1l2OKstB1ovphu2TaUt7t8QGOEgfWGCtdxndh7btrqz3WP6b9ziBnGW6vwvlWB2cHKngUGL0ZLtuixjQgSOFcewWWubsIfGu1OrLIoqf87FbMf2ABpZmltV7LyoJKfr73Z1/y8nf5W/PJ2Vh7LYDb7qb4QDGF6YWU59Q+MV9DBRoD6R/sYcPZpXQ2OwkyRtPZAn+dXUZfazHBxqqJVbgBprVXa2uynZC0Uv1iBXUm32CNAsOS1IIdBfDoQjV50Wrg8rOq9Pcp9qhD7Cu96qSLK89WaGtWt8dshpI6Dg46dg2qY7f12gDOjpuMVmPg4sRXSY2dxMjkdzFoA+geMxGdpnk3IYUY1CUt4k1q/6Bea9XkBeCvUrXGyqKFvXZou0JNXgCebKeWn0hxQSVdoiYQYIjC5a3kf9uvYvXBNwC1g77VEN00D0w0a5LAiBbL7i7ij93jeavDPpL/1scxXA9zOucSrVebPjRo2HDgLt5ov5cOFhi6z8zu7gkM2bSPDxKqDt15rgNsqYB7LJXEv7UC7IeHmWzLp8ILH2TDVdvgmfaQZFETh+t2huMJvIPWQf2qnGtAhw8xaq081noLaaEuwvTQI8jC6opn6DetKx0uan/0xhqY+NtE5t8+n6I9VUdVgTrpnbHERp8gL+V7tvFDN4j923daGxN83dlLzOJ0+Nv8NOXX9ODzG78nb2semSsza72WbrubQ2sP1bp/1/xdNZaXZpbyywO/8GanN3kj6Q0+SfuE9AXpOMoad1K7YGMY4QYvoZZ4ACzGUCL0HqIDEtBpq86lo9VAdyss7ln1HP+MgfsTINyihW7RML5z1Rtc31MddfW3/kLhevixG3S1wvwUO72sXhb1ULd/7AZhjVSHbdCZiQvswz+6zqNVYC/0WhMRAR2Z0GUOyeEjMen9U/tVH0dmodb/rbJqQLDaX+ucIHWSxb+7P0GdduDYCS5r4nQ6CTS0ZkzHD9Fw9PmJtZ5N/4T7m2wOItG8SQIjWiyD1srg9i+x1xnBvr81gRe6YXVFOHavhYLKnczddTPhAansd0awxwaDAj3ElVRQ2DmG94qrfnp+nQcXhsFfbj2Vf5+ELsREiB6ebg+vJ6odd/cfvs+zrArx+lzyKrdUOVdB6Tyctl/5a/8tvNhmC792zcFT/jntgwfjyFbIWnXw6I0V2PzFZnpMPGYm3L8p1+spdGswhYSxslTtR3BElhM2VGhwH9Ph1rDuIOfdcQ6Ar/nI6YHtlUdntlUUOBgcyMW/TERnqrmzb2Cr6kOly7LLmH3pbFbPWI3bpiZ6eVvz+GzoZ2Qurz1ZaiizPrTqtiG0WvJyRIELZmZVLfulCHKPTKxc6YJjY1y6Xy3/G60GugfCoh4K7oydgNr/aVEP6BFYvw6oJ2LQmQkwRKDXmQ7ftw6rMapFJC+g9nn5Jo/DndZVGyvUJtp8F7x1zPMxJ099nurK6S1jT9ECFI4m6AW2HZQ7s1GUZjyboWgyksCIlktjJN3dkUu2huNSoFMADAhWPz2v2W5gYbGBSo+XEFMigRHTGLs1gq4BCl8ElYJBy+WlwSw73Gx0VTS+5qQn94M2yMRvF3TCeVa0Oka5szrhWIQBUqwwapM61DotFP6bso/1B27C6SnDog8nIfh8ANZnv0eFK5ceMdeRW/Qftmdcx46CbwjJO5svL/ze12yUPCoZgCVPLcFV6aL//f2rPdRWZ7disS6AN7M07A5qw2VbNCiov2y7W9VOk6O3avlzcCfc3WLwnKXGa1pziBSLnpEvDaXV2a1weuDPUui+Gp7ar44E2VIJAzZoeSQwjovm/xPdsctYa6DzuM7VYiraXcTBNQerlQP8dM9PTdKcVBf5h5dzONJsND7yaHPSoPWwt1KBj9b9f3v3HR5VlT5w/HvvnT6TSe8hCZDQO0gRBUS6sKKiuLpY1rXsuqu7LiiuZfdn2ZW1t1WxK6hrV1Bp0hSWJj2U0BOSkF5mkulzf3/ckBCSQAIJEDif58kDc+/cuXdOJjPvnPOe99QOGw1K1O64uxje26ytwn0MWYIIJYjPV/tpG21o2eClrSv3wYf5tcNG48K1itDOgFbZ+t69tcNGv46pHU66fItWfuBkIqJt7C35jnW5LwGQZL+4ejipkvmZd1Dq3t9Kz0w4l4kARmizFAmSjBLJJuhugYW94LPuEiPDIFoP3awSCdY0Lkq8i1SLjRQTGBWwRxgwHi7nypAAEvBmJxgXrvJVdxUZGBOussUJ6VIAwxGHNrQQaqw5Zzuj9tPdoiXxxhithJrSMesiGJv2JiNS/0GXyKtQJCMx1l60D7uc9mEjSQwZgtdfidFuIqZXNNZYKzcuu46Jb4+j3+390Jl0pE9I58jWI3Wepy3OxpgPruYpp5WrzB7SdUHiDHCxNcicmEq+7eynn00l0QCpkh/3xUnsthtxD0oERcKXGkbCJe2wJ9pxBOHHUi34eikHbtkFwzZBqR+2uBUM7SMwRxwzHifBle9eiT2x/tLWB5cfbPR3U7SzCK/zdCrrnTqbApOitN/VIynwZhdtOMmuwBA7mFEhPUKLQO6+CKb20H7HAH3jT56VK9Rj02nDRVYFboyBD7rC8t5aTsxeF1wdrX0PeDENXu+k9WCZZe0LgKEJgaC70k+srQ862URa+ARGpD7GxPTZWPUxhJna1ysUKFwYJFVVmziJre0IBAJs3ryZPn36oChiyfqWdq6170GX9lmUXF0KItejFR5Lr17uKBD0ocjajCMJaGf0I5V6KdHpKVT0mGTQBYNEej0cNpgwqkG87gBpewu0cvp2Ixh1JzxnmacQf9BFlFmruOvyleD2l6OTjRh1obh8xcjo8KsebPo4nHmVBNwqpmQVmzGGyoJKXKUuwlLDcOY5ObQ6m8KMQpIGJhLfLw45PpTyMg/ZH25i7YtrGPrdzVBaxeKx72OLt/GrjX8gqMh0cLmpDAQ5sjUfs0EhOjUMtyxhjrGiq34ORV545jDMyqp9PlF6beZISlUlxZnF7Fu4D0uUhbTxaYTEh2Cw1U8i3fjWRubdPq/B34nOpOOPu/9IaHJog/tbmzsAWR7teUXotam6e11aEBNnRKv54vRChFnLeXH7tZ4Xm6FO1eGjzrXX/LkoUN3G4Tqtfg7APhcYZQhXtIKM0Xot58Uf1JbrCDvmvo0+bnXb9+7dk0p/HgYlpCbnpcJzGEUyYDWIJN6WdrZe8805r5hGLbQZAW+AYDCI3lT3Ayb1uCKlCcdNyTyaJ5FaU+tKBxE6IoHaiakyWM1ogzmK9jU+KqnRazn+nGHGuusmmfURdRILDUrd6cvh7eo+gDXGWpOjEpYaRlhqWL1zekocLPrrQlBh+WVvaatZu/yU7itlw51fM2n2JIiyYAU6jq7NWTn+4zhSDzfH1g1ghtq1pGCr1Yo12kry0GROJvWyVGSdTLCBtYj63NLnhFO2W5tJgU6163UiS3VvYzXULVpn0p3VasPnA0WCzpa62zoe8zJPP6Z5dfJxv48mkCSFUFNKnW12Y+N/o8L5T/SVCue8ysJKDq08xA9//oFPr/qUbR9vO+GU4DOpyleMx+845nYRLl/9WUQt4cCPB7RpT0BVYVVN4izAjk931NSOORFVhR1VcMmmutu/KdbyRoqaMeoTkhjCdZ9fh3zckEtc3zgufejSc6KCryAI5y8RwAjntMrCSn586EeOBGWi/zyM8jwHX974JRm/5LO1Ioj7LC7S6/DkMi/zNjKL5lN6JJ+yslyWHXiE9bmvtEoQ461qfOVANajiC5x8NLjEr/W8lPi14ZXdA+GB6s6WN/K07U2lN+npMLYDd++6m0lvTmLEYyO4ZcUt3Pj9jdiTRE6CIAitS3xFEs5pxZnFxN7Ql/utCWzOV5j38a8x7i1gdkIy72+S+a6nyvBQCdMZTkvwBirJKPyECk82a3KfobupmGJ1G0c8G8AJnSMmY9aHt+g5U0e2b3RfwkUJKPaTrwcTqYdZHbRvLg8ka93405O09ZXGhB87zNY0epOeiI4RRHQUdTgEQTizRA+McM5SgyrbPtqGEmMj06dQEYBJRaE8nNiRdxxGAiqsKlVPuiJwazAoVrqG3Eg703AAMtzvasELMMj6N9Tclg1eAMLb2en+6x71tst6mXGvXkFkTNOSCuKN8FwadK1OUYkywF+SYJAdDOIdQRCENkK8XQnnLFVVqTxSyaorPuBreylxBqgIwJIK7WU7PczNH6L8dVa4PZN2zznEwPDpyFJtR2a89SKUvR34/neLyC9wsefkaSlNZomyMPLZMYx6+0qiu0VjjbGSfk1Xblh/J/Yesc16rOPbLEIvghdBENoW8ZYlnJKouBB8wdpPZ2+gCre/rEXPISsyfW7tQ9mhMgK78xlkq9vV8ut2CjaTg0CwGYkbLSQYCBJ7aQirSv6PoFp7/rzK9bg6biZ1XDy/FPoYsZkWC2JKfPCqx8YfevbB/9HNJC2+gzWPTKZPRQwfFiuUnflmEARBOGtEACM0mzfo4EhwMVkVy/H6K/EGqsgu/5ktR97H7Str0XPF94tn3Pzf8EHXNL4p0V6uR+teXbZDz9ZKP8WuvWc8iAngItv+Tc2wUX/LX2qGkzZVvULarVFU6PUU+SDfp9W9OF3eoFZ+fWslbDVaGNPVTq5iwBmA/xZqyxsIgiBcKEQSr9AsQdXP4YpVbC18BwA1OYgiG1l28GFAxW5sR6fISY2uUdNcIQkhhNmtfLBRC15mJDq4Jc7P5dvCOeKF/xwJ58H4I9gNDhS55fNOGqNXrPSImEa+cwvp+ikcfEWi/djroYOEVYrHXxHFkxVmFvfWyv23RHHXOCN82xPeywtwZ4JEhF7i1U7Q0wa3x9dd3PFMqPIVI0tKzRpFHn8FAdWHRR954gPPsIAvQHlWOXu+20P+lnySLk6iw+UdCE0JRZLEegCC0FaJAEZoFlnSkRAykATbIHKda1mZ9VjNvnhbf5JDLz3l4EVVVRw5DrxOL4pRwRpjxWA10NEis7S3ysKSIGPMS9l66C3mdX2d1/OjuS/uEKnWdphaeMZPU1gNMVwe/xyrnljLple2sPm17Uz+8jr0kTbm22OpCGiFvFoytyRBH+R6JY9IXTwAsQa4vx2Yz/AsLJevhHU5L2HRR9ErdhoSMruLvyHPsZFLUx7Coo86sxfUiGAgSM7aHD4c/SH+6pXFN72zCVOYiVtW3EJsr+blDgmCcO4QAYzQbCYlgovjH2bhoTtxeLXF/Cz6aC5v/1T9Ze3L3FoZVHt1eVyHR6s5HlZ3vq6rxEXm95kU7suh1y3d+e+4+cT3j2fUsyMwRMq0N9m5NU4iu3AXDm8ufvcaHkkeR6hkwKwLx+UrRZGNeIuDVBVWYUj0E3RLGKQQbLH1V1JukgoPwTI3akkVQasBr04maNRhi7chSRJ6kx4jVvre3Z3Ok3uSX6FSmRrBB34rrxdrz/dX21S+6SFhkLVVeo9WCS7xgSeozQhq9mUV5kNifM3tMx28BNUAOY517CmZD4CqBjHq7KzPfQWA/aUD6Rp1DYp8hruEGuDI1VbMPhq8HOUuc/P59Z9z87KbT/31IVzQinzasO7Rv+kKvzaMe7KlEYSWI3JghGbzB10UuDbj8ObVbKvyFZJdsRqvv7L2jmVueGcjfJahrTPj8MC3u+G19VDqqrmbqqrsWbCHw5v2E3l9BQvLb+OKr4aitysUurazvTSDv+5TmboDrCGT6BJ7H4tdo7l0i5WDHh1l7oMs2PsnskpXsvWTX6gMHGFhzu/ZUfoJmT9upfTAKRSVK66CV9YhP/UzyuyN6J9fg+WjbXizysndfAQ1qBWNMxhMyAkKK9NjmBCWxoiSCCYnVfBF12IUCTY6JTY64a08mLpDW6ep1Aev5cKQTbDfdZLrOAfJkkJiyCC6R08FYGvBBzXBS8fw8XQMH3tOBC8AzlxnoxWKi3YWNal6sSAcr8gH/zwEo7dAlhscfi0/rft62FF58uOFliECGKFZgqqfI5WbWHn4UUAlztqHBNtAAFYc+juHHWsIBH0QCML+UthbCr/kwX+3w1e7YFU2ZFfAjsKazFZnnpNlDy9j4F/6s839Bm5/KT95p5NwXzlb3bNxKd35uEBhjUPmrv2dmOe6mkez7GR74L2CKA4599Ez9kaWZT2Mbuwu1imPUOE5TKb7UxKGRfHdH76jsrAZ7ypOD+o7m+C45QqkHAcRPx0i/6csCg+VA6DIBqJNSYwOreCR5Aq+7VaIu/QfxPq+5NseQd7vAu2N8PAB+LkcrsuAp7K024fc8Gau9uZ3qo546gZBxT444GqZpOETMevD6Rd/J6HG2jWTzLpILm43o34v3Fnkq/KdcH/AcxZLOQttVokPXsnRluUYvxVezoFbd2uBzZOHtP1C6xMBjNAssqQjwtyRUGMy8bb+jGz/FJelPk5SyMWEGJKIsnTRcmAUGbpEwZRu2oGbjsCaw9r/r0iHPnE1ma1ep5eyA2V8NnYel5qewajYcftL2VjxIkVVOwk4PuSL7gFkYK1Dx9OHtRXibowJcFv0bjrYu7KneAGgsqVyds0KtcNsT/PDtJ/Zt2AflQXNCGAcXqQDZQ3ukg6Ukdo/nn3r8yivDjwCQR9Vrl/ozfu4Sv5OgXMNuRULGWIrZ3IUdDDDp9202VOrKuDf2dpxt8TCX9pByCkO5B7xwB8y4eJNsLtK69l5Plv7FrjB0bpBjMdfQWbxt5R7aleEdPmL2Zr/QYtPpz8d9mQ7ktJwoq7RbsQcaW5wnyCcSKoRFvXSKljvqIKHDmjbx4XDMx3r11kSWocIYIRms+hiGZn0LJelPoHVEI3FEMXwlL9zRfrr2I2Jx9xRD4MSIfqYCrF2IwxPrbMSsGJQUIwKhTuK2PFqDt2s0+qcLz1kKMPDFEaG1671o5Pg+TSZdFsydmMiQxKm1zmmg20C+d/7yVquRQteRzNWKXSfuEtE9gfx7S0iVAdev5OD5UtZmfV/HCx+D18gHwkdZe4D/LjvTuTgEaw6uDwcLg2tfQyDBE+nnd54eUUAlpZDvheGb4Z79sCTWeAKwicFUN5KnQtHc2DW5rwAQIewsXSJvAaALfnvsb90CYFgM9q7FVljrQydMbTBfaP+PYqQhJAzfEXC+cCgQL8QmFp3EXre7HJqeW3CqREBjHBKsveXYVJqp8taDFGEGOPr3snhga93QeExeQYVHm04qcJTs8kWZ6PPLX3oMD6V9D/Z2eJ4o87D7HfvYXZugCWltd+k/Sr8aptEcTAMhyePhQf/WOeYPY5vCBlfRq/btR4gc0Qzvmlb9bXFZo4ngV+WSByQAICKWvNhnRRyMRPT32R82stI6AiqAVRUSn3wn1xYWV77MF4Vrtqu5cScqjQzrOgDoTotiJlToG2/Kx4eStHWPWoNsqQQZ+tNQshAOoaP5+J20xmQ8Hu6R08lytydlNBLz5kcGKPNyOD7BjP5/cmEdwgHCaK7R/Prb39N9+u6o+jPcAa0cF6oqM55Ofo3d9SY6pwY4cwQs5CEUxIMnmR8IhDU8lxWVY+XjE8Dsx6+3KnlxHSMgEuSQSejM+kY+tBgJIufr7KvIaj6CTWk0t/2F3Z6P0A1jWNmpvZB85sYuCISbtwJaxzw5EGV30furhk2GhryGLs8n1Dg2cxa5xNc+X+fIgcMWKKbtk4QADYjap84pE1H6u3yd49h76ps0m7oBYBRF0LHiLFYDXFEmTtj1kdgCPZhQvob2I2x2Azx/FSm5bwA3Byr9cbcvEvLifl3Fjze/tSGkWQJUowwOgw+L6rd/tdkiG7l+MGij+ay1MeQkGtyXvrG3U5Q9WM1RJ/k6DPLGm2l90296TCmA0FfEMWoYIsRM4+EU5fv1XJeQBs2ujsRrs6AnVXw573wVmcxjHQmiABGaB2KDN2iYUgSRJhhRCrIEs4YK5UOD36djCW7HFucDb1ZjzXeTHlJIZe3e4b1+S8yInYWsttCv8g7OFS5jCfbT2JnpcKzaWBT4MvuMCsLHkqVsNOZ3aYODE38GwfeqaRL/z8iRb1Kqm4ChxYcYeTjIzGHN6MHxqJHurY7Qb2CvCEXgirIEv7esRR3jUYXZmOWz85DPgjTg0Gx0c4+BEmSyfXAdRkGBtt7MaOdTJUX8rwwvR0UeWFWR1CAzEHw5z0wIxnMsrYvUg/NqatWXJ3zcmzwAnDJJq1npnMzYrZTYdHXDVRaevXtlhYSJ4aLhJYRa9CClC8K4O0uEKnTcmLu2QvPp4ng5UwRAYzQekKMcGUXkCVUi56C7QV8du1nFGcWA6AYFS6ZeQkX3X0R1mgroRFgDYYwwf4aZn04gaAPU8BAuLkjnVUFn1qbMzIqAoaEHr0dzxXpszEoIUTeEcSZ7yQu4glUtw7LtXYMtlPojggz4bq2B/oxHZEqvQRliXKHh5LsCnQxodydqAUvR0mSTEDVkmdXVcCqCpkdVdob25wCeCQF7kzQcl8WlcKjB+G7nhCrh3UOuG4HLOwF3SxND2KKfTCruoPrrni4K1HLhcn3wt8PwH86iTdSQWgNdh1cGw0TI7VgBuBiOyzpLerAnEkigBFaV3UBu/JDZbx/2fu4imvn/AY8AVb83wrsSXb63tYXg86KAWvNfkXWY5a1zNfj+0+sivZz1NFv/4oVIjq0zDRef3Elbw57l/JD5XW229vZ+e3Pv4Xk0DrbFQmGh8LsTnBHJvxQUrvPIEEnC7hVuGmXVsRuwlb4Z3v4zS6tANYtu+CHnhDVxDfAZKMWBG2ogDsStGBlRR94+TA80V4EL4LQmuw6sB9z26BAjEipOqNEEq9wRuSsy6kTvBxr+T+W48hz1Nx2+KHgmEks3qA2xKKqDRzcQgq9UOnXkmrXVkCRR2XHlzvrBS8AFdkVbP9ke00xu2OF6uHq6LrDNzF6rXckQg8R1V3NBgkyXTBlhxa8dDBpU62bGrwAmBQYZvdzW/ROTOQjS9DTCv9OOYRZzTr5AwiCILRhIoARzogjG+snxAKkT0hnymtXYPUGobAST6WP74rh0k1aoTdfENZVQK8NWr2F5gYxBd66heJKfFowdKz9Lu18B9zw6x1aDklWgYvtc7c1+rjbPtqGq6R+QFbghfv3aXVZarb54Le7tLotBllb3PFvyXWP+6oHtG9mSZKg6qfcvYPvMm9j0b77qPQWUOE5xPd7bmf+ntspd4sgRhCE85cYQhLOiNg+9RfNm/jcGLolh2JefhB+2AsSGHrE0Gtidwp9FsZsgcfaazN2PEG4bTfM79H0Xop8L9y3F0aHwzXR4FNhdq5WLfPB6mnGpT5thlC2R/sp8WtTtL8olUkzN/7noTfr6xVIC6iwtAzeqY7V/pGq5bj8fg/MK4aPCrRclc2V8FR23ce7NgMW9YaUuktEnVAwGMAbcBJU/RS7dvHdnrvwBCpw+0sxKDb8qgdVVZu14rKqqlTkVFC6rxRnrpPILpHYE+1YY6wnP1gQBOEMEgGMcEYkDU7CFGbCXaYVSWh/WSrd2odjXrSv9k4qSNsK6Fri4v1fD+RXWSau36HtSjfDf5sxxOIJwpx8LWj4qEALSvK98PBBbf9AuxbUhOvh6Y5a8HLDTpjbFe7fD5+5TLz++0Fk/dRwL8agewfVm9mkSDAqDP6UqA0b/SFRm3Gkk2BJKfwmVisuN2pL7bDRP1Lhd7u14aTrMmB+z6ZPgdYpRuJt/Rnb8QUW7ruXcs8hQJsVNTH9LSJMac0OXvK35jNn7Bwq82srF7cb2o4pn0zBnmQ/wdGCIAhnlhhCEs6I0ORQbl5+M2GpYQBcevdFmFdnN3hfKcfBpX4XIcckxH3Zo3m9E0YZbojRajQA3J5ZG7zcFAsjwrSAAyDRCJ91g3I/HPZoBeL2uKCwVzLJY9PqPXaH0R1IGZ7S4HmjDNqMo99X57yE6rXZCi+la7MTbAq83kkLXpb0hutjYHFvLeB5szNENTPxVqcYCTEmosi15T9NujBMutBmBS8AFYcrmDOmbvACkL0qm8UPLMZbeW5U1xUEQQARwAhniCRJxPWO47erfsudm+8kqW88OBv/QPRmV5B0TEnuq7drOTHNEW+ED7tC9DFBQWcLPFddwr/Ip+XU5Hq0laJfSdeq5X5TXVflzhIb8tNXMnL+NLpO6UrXa7rym4W/YfIHkwmJb7ymSLShbhXcUH3t1MoQHVwVBf/rp+W86GUYbIeMgVoCbjNjDsrcB5mf+Tv8QReypEdCpsJzmIX7/oLTm9+sxyrdV9romlEZ/83Ame9s3sUJgiC0IhHACGdUSEIIcb3j0IcaaxZzbIgvwkyoAh911Wbs7HFpQcbxCbgnUuKDt/Og8JiVYXdXwbwiyHHD3Zmw1QkvZMOWSuhtg8XVU5/vTYIVfeEZt43rwjtQ8MwUxsyZQscxHU+7IFqIrm6tCIOs9bw0N3jxBVwccW7C5S/BoNi4qsuHjE17EQmFEtdenN481GZkPTtyHY3uUwMqftdpLJstCILQwkQOjHB2hBi1Kr0N5ZhY9BRG2vgkBhIMkGTUCr291bnp6/t4gvBFIcysLuE/ORJKA7CiTCsB/kk3KPXDiC2w6yLY4NRmKy3vA7vKAyR7XJQUK/zQ08zLOXBtvEzYOVagSq+YaR82ClUNEmPtRbgpDbshmbFpLyChEG3p2qxhpKguUY3uM4YaMYQ03gC+oLa0wbF5zZ4AGM+RuhhufzkuXwkhxjh0shlvoIpKbz5mfSQmncjtEYS2SAQw5ymfy4eiV5BP0MsB1Jul0tRZK5Fh4Uj+IIEg+Cp96EMMKErtuVS1bo9CwB8g6A2iM+u0xzcoMD4diqpg5zG18G0Ggn8cSLtoE0p+GQ5/kD5RFrb2NxCqBgA9qqqiBlUCngCyQUE55jkGAgGCniB6o8KESJmH4vykmmBcrMJah4QCOAJgkqGj6mV2tJP8L3N4LqiSaElE0Un41+ZgjjJjLHXjtpt4+KIEQgwWgkEVWZaa1Ean2q4ne5yKAJhCaj9wXWoIiaHjCNFbkCRJS+y19keSqJMX0xT25FA6ju3IvoVaYnVoSiiKQaFkTwmXPnRpgys3q6qWIL3eofWU9bGBIqlkuiT2uuCyMDDLp/bcT+T419fxt4/l9pezveAjNh15m9EdniEhZADZ5atZevBvXJRwN12irjlhEHN8J9bR10Ht/pZ/foIgnNw5G8Ds2rWLWbNmkZGRgV6vZ+jQocycOZOIiJapsnq+Ks8qZ8/3e9j11S6sMVYG/mkgEWkRDa7G7PFXUFC5jShLV8z6CHwBF4VVOwg1tsNqiGn4BA4Pcp6TlBWlSJ4iPN2iqdDLZCw7SPcp3QhvH8YRSU+mCwaFgK7STcm+Ujb8Zz0V2RWkjUuj81WdCU8NhzAT6i19CJa48B8sw69X8Jp0BH1+frzpc8oOlXHZ/13Gobc2kvdLHuEdwul/R390Vh0b/rOBop1FJF6cSK8bexOaaKfSW0Spex9yYRSB6COEy50Z/t52QlKNBK/Vc5m5AyTEopdhfY6bqUs388GMRbUF6SS45MFL6HpNF3wxuZg9dvSKkXJ5O76qSHxAUIoj4NtOhLkjFn3DPRZaO24n1JiK1RCtTXOuysSoC8VuTGzy79LlK6WwKoMYa09MulBKPU4Kq7ZjT+yINwgeFT7MB5Ns5bpoLdcGtMTe5vIHIcNgYchnvyb0r99zcPlBBn79G/yKgnnVXjpP6oyiq9udUuzTiv61N8HILVpy9DXRKh1NQUZvVsjxwjc9VPqbDxKiN2MzxDX7uhpS6NUCpkF2rUeu3AdrHdoQYGwDnURB1UdOxVpAZfH+6bQPG8WBsiWAyuGK/9EpclKj56rwa8+xu1VCkiQqA062VZlJNCqkmhU8fgcFlduJtHTCoo9s9HEEQWh5ktqcQfIzxO12M2rUKK677jruuusuKisreeCBB5Blmddff/2kxwcCATZv3kyfPn1QlHOkD/sMKNlXwnvD3quXyzDi/0Yw8J6BmMNqgxiPv4JdRV+xLvcl0iMmMTjpz+Q7t7B4/3SiLT0Y1WFW/SDG4YGvdsGaw3W3x9k4cmkyb42fyw0//Ian4lN484jE3C4qPTMO8uWoD+rc3Rxh5qafb8WZEo0t8wjvX/4+epMej8PDle9cycL7FiJJEuNfGc+XN3yJ99hkXwnGvzSePd/tYe+CvQDozDpuWjqN/VHvY7cl4PKVkVH4EZ1MU+gVdSuHHatYU/5PEsyD6R7/CIO2x/FNMIeFw99qsB2v//46NrV7AFnSMTz5MbzBCpYfehRVDTKm40usPPQIdmMKw1IerhfE+AIusitW8eOBmcTb+jGy/T9xeo8wP/NOLPpIrkh/jZAmBDEuXykb82azo+hT+sT9lu7Rv2FXyY/8kvMksSEj6Jf4IF+WRHGv1gQs7g2XhzU/jwa04GWdAy7fog3XLeoZxO1TuSxDwROElX1UelilOo9d5INns+GpLPhjopaYvL0S7t0Lw8Pg7gT4fSYs6e1hb9bNyLLMmI7PnXYQU+iFRw/A63nwaIqWq/RpgVZr5+ooeLUTxDUQxFR6C1iy/34KqmqLE8bb+nNZ6pONrp5d4YcvC7UhxwkRKrPTPOxw+Zi4PYQ0s8p3PYNUOb9mVfY/6RA2hiHtposgphVcqO/nZ9vZavfmnPecTOLNzc2lS5cu3H333RgMBsLDw5k6dSrr168/25d2zvJWeln68NIGEzGX/305zty6M0hUVIy6ULqHXoccVFiyfyaL909HJYhKsOGTFFTWD14AjjgJy3PQ/rJUvrrxC8b5tGsIBFUyPttR7+6uEhcL7/mB/OwKvr7la9wlbhy5DkLiQ3DkOKjIrmDgnway9KGldYMX7cJZNH0R/e/qX7PJ7/Lz9bRvCPf1REIBVbv+TPfnLCv+K2vK/wlohd+MLh+vJPs4+MrqRtvyf/9eS4puHOWeQyw99ADLDj6C218KqHgDZYCEqgYaOVqt/oE85y98t+dO5mfeSUB1V7dtU6k1v4fNR95h4d4/8EvOkwBIBNnslGqCl2uiTm0G0/FXrAJ7XTB8i8yw7Qr5NU3fwAOrtUMrr+TA9H3UXE9Q1WrffNejiL1Zt1Dq2VP9XFpmmOXoq/OxQzB6ixa8QPX1NNLABsVGWuSEOtvSIydi1NkaPY96zLm+L5EYm2Fi4vYQvCoEkHB6j7A+96Xq+zbyNyMIQqs5J4eQOnTowFtv1f12vHDhQrp3796sxwkEGvuQOf9UFlay8/Odje7fPW83EZ1rh9+MFQY67+2PtD6eoEGm6mIruRE7yXB9y6j2/8akRNZtPxXkn7Ma/QgybSug39QefLpgH/HOSl5Ks9Nlby7fv7GhwfsfXHKAES4XS7bUTvWN6RlD9v+02jARaREUbCto8NiAJ4Cr2IUp3IS7VJtbXbK3BHPlEBxSJTGlY/GF+sl0f06xaxcAccYBpBfcwY9/XcH4d8fxdXZFo23lyHGQIo9nh/Q+Tq9WVteg2BiR+jjrcl4kxJDIsJRHMcrh9V5jMkYSbUO4vP2/+PHATMrcBwGwGeK4Iu11rLq4Jr0uDXIo/eLuRFWD7Cr+kqLq59HOfimEPsyvdmjf9HtZ4T+dVCKVIKf6cpeBAVb4sZfMyC0S2R5tu12BFX1UupqCBI/7fA5X4K9JEkEkns6W2FQdH18SqvWK3LoLvukWRJYNhJvSGNvhBcxK1Gn/TUYo8Hiqdt638iQ2Vp/3ykiVVzupROvUeu3gD7o47FjN6ux/19m+8tBjGBU7CbaBKFL9YTebBFdHSqidJH6XKZFRPcM83Qz/7bSfjQdvxxtwkhp2ORcnzcAoh11Q7zlnytE2FW17Zp2tdm/O+c7JAOZYqqrywgsvsGzZMubMmdOsY7dta3wtm/NNnDmOoL/xb4Eep4c9e/ZQWVlJ1/j2WGZv1XpU0D7AbFugw8AkLKNvx+GoYvehzXWODw8Lp733BC8sfxBFX92hF1BJMYGnqOGaIjWO+1R0l7mJ7qZ15wcDJ/5GG/AEUPR1uxfVgIpNSSB/UzEhI+sWmrMQT/kBB16nlyOeVSQNj+NwQ71JQOLARBSDjFJlIKhqU4f1sg1Z0uHylxBr6UdpSQX5OQ1X6bVYzdjjotB6HLQuAaMcjsftZ++OLU2e2hwRbcOuT62zzWxIZotLh6/6IXZWweYyP4llB3E7Gg/KTsZgMGBP6oRJNnL01xyiA6PfQ0bGbvz++lOoTRFRdDYmALVTw9oZtdyY8gBcsSOG77o9jeR4H6fTxe6Dm0/5+o5liY6jsyGmznk7GgOUF5eQm1e/OGJal0TW5b4EqMRZ+jE85QmWHryfQtd21ua8wNiU19i3O7fBc5lsdlIiUoDacakEQwA1UIovqEVPIbokiopKKcw71CLPT2jYhfR+fi45l9v9nA5gnE4nDz74IBkZGcyZM4fOnTs36/iePXteMGOmnnIP7Ue258DSAw3u73plV2LTYyGoIn+/tyZ4OZZuXRFhgzuwOfBf+vW8HaMSVvcOg62wqeFFGb2do9i5aD9GuxFHqIXrdsCCYWkkDk8hZ0X9N/bY3rEEQ0yEpYZRdrAMgEMrDjH4z4NZ9/I63CVuQpNDKc+qvxq0JEuEpoTWKbpmjbEStDsoMKwi5tpe/JT9LKAFHr6gk/2eeXQabGTUwMn84nqSvtNm8MsrW/BV+uo8tmJQuPiBwfzo+B2+YBWKZCKo+qn0HWF19ixGpDzG8kOPYtBZ6NXzJgxK3dkrqhqg2L2b7/b8EVDRy1Z8wSqK3TtZU/AkI3s8iUk5eZ6EL1jJgbIlrMt+rs7zyCyaS7coI593vZFHDoWys0pi4k49K/qkcVGH4CkPI+1xywzfLFERALOszSzK8cDE3SYW9epFsqFuQFkZkJhfKvG7ndoJ7Yo2Q+rjAojQBXmjk8zde8ARUPB7s9he/joX95yBUQk/tQusVhGQ+KRQYsb+uud9LleHLSWaP/WMIlypHyBOSHuNjXlvMDDxHkxKJKM6/pt1OS8yIOFurLoY+vSpn7TuVWGdU+aKLXXPtaJc4cHDPflX8uv8knUX24rexxhvpVvPazAop1cjSKgvEAiwbdu2C+r9/Fxwttr96Hmb4pzMgQHIysrimmuuwel08vnnnzc7eAFQFOWC+bFEWBjz/Bh0pvoxaZerumhTYhUFpdKP1EgJfwDL2irUYIAgvnrnkJJDUduH1T/IqsfZI4Ztn2xnzIvj+EgKwROEBeUy3adfUu/usk5m+CtX8PuqcAa+MhGpekpq0B8k49MMxjwzhvWvreeyxy9rMG1i4B8HsvPLusNlE14bz2H9IhJCLmJ/2SJAGza6pv3ndLFNBSBfXYe9vZUS9x42Sc8wddkVJAxIqHmMmB4xXP/tVCpD9lHpy8eo2BnX8UVGtn8CWdLj8OYSBEIMSRwqX0kQf702CuAm17GegOrGZojnmq7/5fLUfwESxVWZeAPOJv0+g/jYV7oQgGT7MK7v8S2dI6cAUOpcwegwHwt6SXS3QHcLJBkldLpTe+34UNheKVHgg1AdrOkHy/poyzEcdEOWRwK57jEuZD4p0H45I8Ng10CY3k4LHBaUyowK97O4V4BOugwKnas54txEQPWc9uvce8x5J0fC/sFwR7z2+/uqSMKnyg0eF2pqx8Xt7sdqiEFRFGyGWIa2m4ndmNjouapUhe+KJbwqdDLDtgF+XkvT8rvWOw1Yzb3pGnUtAAfKlqJK9V8P4qdlfuDCej8/V37OVrs31Tk5C6m8vJzJkyczePBgnnzySWS5eXHWhZq1HvAHKN1bys//+pl9i/dhibQw5K9DSBuXhi2uOlmx1AVPrIRGqqqq/eNwTUvBYqg/RdhV6sJ/xImyoxDLtgLwBvB1icLZNYrlr66n9819MHaOZofJytoKuCkOjCWV7Fx2kN3P/Iwz30nyJckMfXgY9wYi+bxcx8tJPiaXF7H8H8vJ35CLPcnO6GdGY42xUnagDL1Vz+qnV5P3Sx72dnYumXkJoamh/PDHHyg7UEZs7xiG/98IwtuH49WVcKBiCUn6ERzyLaCjeRKbX8okvKcZaehuUsKGsyRrBu3sF1PsyqTCk0Vn/Q0kchk6TOhtenxVPnK2HETpdxg7qRj1EZSaN2I3tcMTDGI2dORI+TzSIsZgM8Q32IZufzl7S74jOXQ4dmMivoCLwxWrsRuTiDCnI0lNez1XegvZVfwlXaOmYNFH4vaVsqPoa1JCxxBmjENRFLLcWozXrhnrRDXE6YfvS6CLRUsI9qvazKSqAFwaCqYG/oyOeOD1XLgzQassXOqD946oTAwvp53Rh1EXTSDo4GDZUmJtvQkzpZ7eRVbL9Wirit+VAHFGbWbSm3kwLfb02+F4RV54+whcH61Svmcb8Z3a832pnv4henrYFFy+EnYVfUV65ERshvorrgun70J9Pz/b2sIspHMygHn33Xd56qmnMJvN9QpEbdq06aTHX+gveF+VD3eZG1kvY4221t3pDcBnGbCq4V4Y9Y8XIXVruAbMweUHef+y90kaksSAG3oSEm/D1M5OQAVLQgiR7UIJqFq5/vDqcvmKBIdcoC+vIiQYQG83YrQayKiEt/LgbynV6xLtLSFndTYle0vYOmcrlQWVTHh1Ap0nd8bn9uGr8CHrFSxJoSiSB295gIA7SNAkERpRO5Ok0uEg6AB9qITeaKaqsApJkpDC3Szafx/tQofQI+YGAkEvyw4+jFEJYWjyg3Wmv7rL3LjdTggYsMfZCOJFkhS8QRW9bEBV3eiVE39S+gJ17+MLuNDJxiYHL0f5A250xzyO11/Fju2ZrdKtW1U9fHT0T84XhIDacPBylCsA5mP2VwXAQN1r9gVc6JX6dYhOR0PntbTSn3pVAIzUvqdUBQOE6GtzYo7/HQkt60J/Pz9bRABzlogX/EkUVsK/V8Fx+R90DIff9YPQ+m/G7nI3Pz35E8WZxeRtzKPiuFk8/e/sz/iXx9ck1vqD8ItDW5E53aLdZ3eVVlujr00LbMr8EK7Xiu/NHjCbqsKqeue9eu7V9LyhZ4s87SpfIbJkwKQLBbQeDkmSW7x2R75X++BPqJ7YUuLTljaIb359uXrEa/vsEO1+9oi2PzvaQgBzzubACK0oygIPDIXL20OEGeJscH13uK2R4KXMTen+UnxVPgw2A8MeHsbkDyZjCq+9b9HOInwurXCIP6hVSh2xBYZvhj1VWvAyfDOM2AwbndoHfHj1JJKcdTkNBi8ASx9aiiOv8UUGm8Oij64JXgCshuhWCV7u3QPX79CGOkp98J8cGLoJDrha9FSCIAgXtHN6FpLQSiQJoqxwZWcY1UG7bW+4e8Bd7uaXN39hyf1LarZtm7uN6G7RXPXhVfx38n8J+oMkDIrHpRRgUJOQJQWzDHoJ8rzah3cQbXptqE5bh+jYRf9y1uU0eqllB8sIeOpO3w74AngrvehN+gaTls+mfS74tFCbPH39Dhhsh6erR+veyoOZydr0ZEEQBOH0iB6YC5lO0XpcGgleACoOV9QJXo4q3FFI5reZdJrUCcWo0PWW9kgKVLgPI0vQywYr+4BVgUKfFryEKNq246vGxvRoZN0lwBprRa6uLxPwBijaXcTiGYv5aPxHzLtjHnmb8vA4PKfaAi2utxX+201LrP2pvDZ4+W2cVuBNBC+CIAgtQwQwwgntaGApgKO2zt1Kzxt6cv2iq1Fji/lq141U+YsIBH3IkpZkqT8mUDHIWu+LJGnBiCPXgSPPQfvL22MIaWABG9BWQY7XamvkrMvh9V6vs/bFtRxec5itH25ldr/Z7P5mN353w7OqGnPEC+XHHFLg1X5Ol1UHo8JhaO1IFUYZZnXUkpUFQRCEliECGOGEXCWNJ274qnxE9LYi9wtna8lX+IMu1uY8T4E3wJ7qnJcyP1hkbXZLsQ+m7YSC/aX8+LcfeXPgm7xz8Ttsfnczt6+/ncgutfkokiwx8E8D6TG1B5Is4chz8NVNXxFooBrwvDvm4TzirLe9MTkeuGY7zMnXgpgCLzywDx45cPpBTIlPWxvo52Pq73mCcPV27byCIAhCyxAd2sIJdZnchXUvr2twX8fxHSiP1vGXfZHcFf8AaYYYOsXcwdOHjbQ3wXXR8EG+NmwUVLUE3hfNZXw49J06AceyR5axbe42bvjuBlzFLrxOL6HtQrHEWDDZtUThqqIqre5Lr1iG3TuIsMQQqsrc/PzaBg6tOETpgVLCUsNO+nyqAvBGLqyu0H7cAdhaqV0nwNXRMCb81BdGzKiERw9q//9tHIwIg5t3acNJz2bDY6lgE391giAIp028lQonFNU1isRBieSsrZtoqxgULn9rMv8ssPBDqcLiski+6n4PzxzW8UKO9um/og/8KRHSzFpS64beAfY/9UuDvSVFu4rIXpVN72m9G74QFcY8dhm9LkrAuioLNuSCzUDiHweSdUd/1EDTqgFYFLg7EbZXqnxVJDF9f+2+J1L99LX6kaRTr+nR3Qp/T4FsD/yrA1hlMHeDl3JgejsRvAiCILQUMYQknFBIfAjXfXEdw/5+KZYoC7JeJn1CGretu5V9rjf4U0I5Pa0qfhUmbTfwQo72krovCTqbteBFkkCWILbKxa5PMxo915b3tuB1NjyGY4uz0rd3LNZvd0Nx9bCW04t56QHaV/mIr14EsinsUin/Sask5JgSAwNC4OqwHRwofB23r6zJj3W8CL0WtP2rg5bzYtXB+Aj4rHttXRhBEATh9InvgxcgZ74TX6UPWS9ji7PVW9X5eIbYIJbf7mDC1B7oJAshYZFsKP8HR8o2st/xAwt7LSJ1jYK3uhPk0lCVh1IkQglQcdhJ0BdEsRtxWYw1057DUsPo9/jlrLz9m5oEXJ1Zh3Ts/OpKL1i1zFeLTkZafrDh69uUhzqxU5Off1nAwsz94KhOp5mR6OCwV8eCihSGm7oSUP24/RWYdPYTP1AjIo9L1rXqwNrwXWt4HB5c1YGZKdyEqYF6PBcSX1D7/UTULjhNia/ubUEQLmwigLmAuCvcHF59mIV/WUjRriIMNgMDfj+AAXcNwBprxWBteJqMSRdG97gpLNh7L6WuvVBdc05CYVjHufw7S0Ivw/REeCYb/lchsb40QPvDhXx/zSdYk0Lp8M61fBtU+MOnU1kwcQ6Dv72JZwJ2ZiwIZfG4D/C7/Qy8tS/6Kh+Y9VDm1pY8uLILxFiRKn3Q2EwjFaTiKq0g30lUBeDNI0Y+KNBuf9etiIjAYmQllpcLhzA8bBglrk0Uu3bTJerqOoXvWktxZjFLZi5h9ze7UVWVjmM6MubZMUR1iUJWLrxOUl9QW4fpqyKY2Q6iDLCrEh47CM+mtUxFY0EQ2j4RwJynnE4vijeAwW5A0SkEVMjZdIS54+fW3Mfr9LL66dUcXnOYS2ZeQnz/eGyxtUFAoRd0klYx12aIY3TH5/g041c1+wenPMf7hTG8eURmbldYUaryRXe4dodEtl9heWgsv15wC0arnr77rbiC4I4N556f72DUQTNHvOAKTeBvc6eQ/d5G4sw6mP0L3DUA3t4E+0vhYBnMvAT0J/kgNzftpWxR4NY4+KJQ5W/tPKQp61hx+BlA4q/J/yYsaGDh/vtQCWDWRZIWMQ5Fbr35z6UHS3n74rdrel8A9i3cx9ur3ubOTXcSkRbRauc+V2V54PIt2uwtXxD+mAjDNmv1hHwqvN4ZIkVPjCBc8C68r3fnucrCSvb/ksePBUF2FHlZ8/waSrMr2FwRJCshivghSfWOyfopC7/bz5YPtxDwa+MqRV544hC8naeVw6/w5PPj/vvrHJeR9zxTwoN83g3+dUjl+RyJlw7D1gEqS0pVnsqWuLYsDJ1e5p4QNwCz82V6ZGrBi12Bh8I9tIswcsW/Lsf2wx7IroCHlmrBiwRc2w2MCtiMkNJIb4jNAOFNXywwRufgm+7lJAS/wqBYiLb0AFTWZ81g8f57UQkQZe5Con1QqwYvwUCQjI8z6gQvR3mdXta+vBa/p3n1bc4HoQr8ufpl+lIOdFqnBS9hOng0FSLE1y5BEBABzHmlqriKXz7OYKM1hKuzTPyqKBT9hG5srZIYsVVmYp6N9HevJaZPbL1j87fks+vLXThznfiDsKBE+/CYsR/y3GX8nPUExa5dSCgMTHqUcFMa7kAx0votdPC6+F2kFvgsLpPovUHiv4VaLsv1Rhe73t3E+E27uSG07ofx8h4BBmzOot2CvdjW58LUHnUv6tc9oVs0GHRakHJLn/pVgw2K1mPTjJyRgOpl3YHfsuvIM+wvXcLoDk9jM8TV7DfrohiT9gI2Q/12aklep5fM+ZmN7t+3YB/uMnerXsO5KMoAD7SDqcflZa/sAz2spz7FXRCE84sIYM4jFdkVZLy7kWg1gFWBXC+MLw1nQn4IzoD2Ddbq8+Muqv+N3xxpxpHrwO/2o5NhdAT8urrC/692hJEQ/Vcs+igGpTxPUuhYhic+RYghCZPJxhedXiDsuR95LrwSAFdQO+4+u4vBi7ew9431mAYls9RV96vzG4dVyuLs4PFD3zhYnV33olZnQ9UxK2bH2uD+oXBHfxjdAW7qDQ8P03pm5KZ/qln0kYxPe5VeMdMYlPhnSlx7qfQW1ux3+YsprNyOP9h6qy8GA0F8VT76/LYP0Y3MoDJHmlEMF+bqu/k+WFZWd9tbeVoxREEQBBABzHll1ze7KNicz44bP2FeVDlmGUr8UBWEGD0s6eJj9RUfUHG4os5xilEhrH0YnnJPzSyhWAO8lA4dzdoChVN2pzKkwyckhQwgTKcn50A54zq+QHhKNHqLnphLU1jnr5uYsDlgIOqiREYsuJnJ5eE1w0ZTorTpSm8U6/g/awxFj4yAhfu0fBcJGJSo/XuwDGZvhIpjeiEizNAnDq7qCoOTtJW1TyHRNcQYT9/431Hm3sfCfX9GJUCEKZ0oc3dAZfH+GeQ6fiEQbIH1BY5TdqiMVbNWMWfsHDbO3ki/3/XjyveurLcw5cUzLsbcjKGx88U+FwzfBAXVw0ZXR2nbX8qBf2aJIEYQBI0YTT4PSbIEksSxpd1UQFZkItIiKM+qrXMv62UmzZ7E2hfWcvGMi7ElaEm85T74uhBuiynnsjAfY7dH0XF9OPO6u7gsrAJFUTAq4ZiTZKZsuZu/5Sh84tDyRS62a1Vul1YqPGhN4FW7l0EOH8sCepb3DNDeCF0N8M88hUmxEjaDAj1j4FCZNkzUNRr6xcPrG7TtrTQTx6DYCDEmYjVEY1LCGN3xOSQkluyfidOXQ6gxucVzYMoOlvHOJe/gyHHUbMtZl0PK8BTGPj+W737/HQC9b+5N8tDkFj13W2GRYaBdW45hZR9IMkK6RatkPCECbOJrlyAIiADmvNLlyi7s/DaTrnOuZ2KhHXdQm63hDmpJkJdlKCz7+jcM+yWL3d/uxhJlIa5PHGtfXktMjxj63tYXRafgD2rd90XecgbrPiPnyDJW936OV/NCiVHX8PWuWYxt/yqgBUvWcBOJDhUc8Hi8j1tDfSyJM3FLpkyMCQLFlTyfYMEbopBuU5AluDcpwG8SgiQbwGTQw9Bk6BsPVr2W79I5Cv4+QrvdyPTulmA3JnFF+mxkSVeT8zKqw1P4VQ+hxnYteq6AN8Dal9fWCV6OOrTiEAP/NJCxz48ldUQq9nZ2LJGWFj1/WxFvhNmdtDow6dWFEKcnaUszpBi1nG5BEAQRwJxH7O3s9LilDwWqjCsIiUb4yl6KS6cwscBOuR8cqkz68FRiesfgc/rwOr1Mmj0JU7gJo01LkNXJMMgO/SwVLNo9G5UAu3Lu49bwq8gq+oqg6mNT/htckvw3zEoYUQaJB1IkroiCXjY94To9VweggwU6WRRiDVH1rjXSohBZ5+KNdRN0DQrEnKz8W8uwGxPr3LYaYlrlPJWFlWybu63R/ds/2c6Uj6cg60QXQ7wR4o+5HWXQfgRBEI4SAcx5xBJpod/13SnIruDLZB2JPg+e+TvpdW0PVvRR8asSfUPAXVJF8e5i1r26Dlexi27XdqPj6I41AQxoHyAFxDC64wss3vdnSly7UOTFRMa+SGedl1j8GOQQtjm12hx9rDAiHLLcsKsKBtjg0rCz1xbnIkmStOG9RsiKrOX+CIIgCCclApjzjDXaSvtoK7FOL5LPgPHewciKTG9Vy4PxlrpYNWsVq59eXXPMvoX7CE0O5ZYVt9RZ0TnGaMSn60N6xASK3YexRj7BuIwoko0wv4uHIy6ZUVu0AGZJb4jVw4StkOmCRb20XJgLdBJNgyzRFnrf1JtVs1Y1uL//Hf0vyMq7giAIp0K8W56nLDYD5nBzzQeiLIEiQfnh8jrBy1HlWeX89M+fatYlAvAHXRyuWENmyXwk5Jqk4D0uGL3DyGVbJAp8WmBU4IVpOyGjepkBtfpHqKXoFQb8fgChDRTk6zSxE9Hdm74gpXD+CR73B6OKPyBBOCERwFxgdny6o9F9Wz7YQmVhZc3tSl8RSw7cD6jI+EnXHeDbbkXoJa3ce7EPQnXwcVeYvh+WlWtB0sLq3heRbFlfWEoYt668lXEvjSNxYCKpI1KZ+tVUJr05qc4yDsKFxROA1eXaECxowUtGFWRUnvg4QbiQiSGkC4yvqvEiGkFfsE63iUkJY0jSdPaVLGJUh6cw6sKoqgpiksFXvZJziAJGGfKry6UYJa2GjEGExo0KTQ5l4B8H0us3vZAVGePx1YWFC4onoJUdGLsVOpi14deKAAzbpPWcrugD3c9MPrsgtCniY+YC021Kt0b3pU9MxxReW5LfqAshPeIKRnd8Gqshhr0uA5dtMeEIgFnWFno87IE7M+HDrpBs1IrmXboJdlSdfhd40XE15Aq92uJ+5wNJkjCHm0XwIgBaoCIBu6u0v59LN0GpX9sm3qQFoWHib+MCE94xnLTxafW26616Rv1rFMaQuh+oRl0IFn0krgBsraxdVG9VLx8Le6kYZTjgBr0Ey3prdWdK/LDRAVWBU7/OLDdcuwN2VnehH/HC3XtgreP8CWIEAbSh1iEhsKi39qUgywNlfm3RypV9oKvofRGEBokhpAuMLdbGr97+FXu+28P/nvsfnnIPaePTGHr/UMI7hDd6nFmB8RFavkt3q4p0MJOBnbvwfU8FdxAG2cCm195wf3HAryLBeoqvrkIv/GYn/FQOwzfDsj7w4H6YVwzfFsO+QVqNG0E4X+hlLfg3SOCv7rkM0YFV5JEJQqNEAHMBCokPod/v+tH5V50J+oOYwk3ozfqTH6eDX0WBQQ2yxePGLMPgEG32hK368G5WSDWB5TTeeKP08Gq6FryU+KHH+tp9L6VByDnQbxhUA8iS0uhtQWgqVdWSdYdt1oZgbYpWPfuQG8Zs1XJikpu+2LogXDDOgY+CtuGIB0qPyX/N8WhTh1tUhQfKjlm4sNIL5e7G71+txAd5nmMO82u9GMdPyzyeNcZKSEJIk4KXoyyKVtq95rauNng59j6nKq+6+7yHVRuS+qq7VlZeBu5N1FbItjf9cluFw5NHnuMXfAFtteoqXxGHylfg8Vec5EhBqM8VhC2VWs5LtB7W9dPqKhkkOOiGXI+YUi0IDREBTBPsrYIBG+G9I1Dm0xJXr94OD+xrwSCmwgOfZcA7G7UgptILKw7BM6uhqKrRw0p88GoODN0EB1xa3smCUui0DrZVnjyIOZfsdcGgjfBWnvamXeaHxw/BwlJ4ozN8UqC1/dnk9B5hwb57+GHv3eQ61uPylbDy0BMs2T+DXUVf4RZBjNBMFgUmRcLcrtqMo67W2pyYJb2gX0jdLw2CIGjEENJJlPvh5Rytx+W+fVrtk0UlsN4JGxzwpySIaYk1WgorYWOeNo35nY2QGg5L9mv7VmXB2DQw1f91OQLwryztW9zlW+DuRJixT3uYB/fDB13axhoy5T54LQeyPXD/fq29V1VobfyLA26P16ZnD98MG/qfvS51CRm9bEElyOL9f8VubEe55xAARl0okvhOIJwCuw4mR9X2XhoUGGKv/r94SQlCg8SfxkmE6uBvKXB99fp+T2ZpwYsMfN0DurbUgsFJdritrzZvcm9pbfAyJAlGtm8weAFINMDS3tq05gNumF4dvAy1w1ud20bwAhCqhweS4cbqdn4xRwteZOCL7pBq1IKbqdFgOYuvWqshhtEdnibK3A2VYE3wcknyQ3QIH4VRJ4rRCafm+KFXgyyCF0E4EfHn0QSxBngxTasye9SYcG2xQnNL5W0addA5Co6dCaST4aquENL4lBudDD1tWg/Fsd7tAgltbKZOjAGeT9Omkh41MhyGh0EnC2wcAH9PPftBmSTJGHX2OtvMunAkRBKvIAjCmSICmCY47IFJ2yBwTD7JglJ4J69uYu9pOZrzsq+0dps/CLM31E3sPf4wPywo0Ya5jjVmK+x3tdC1nSE5HvjVttpppABLSuHNPC0fJtV09oOXKl8RKw89QY5jDQAmXRgAS/bfT65jfU1iryAIgtC6RABzEhV++L8DsK56OOO/3WqHk/66D/affJJQ0+Q5YX6m9v8hSXBz72OGk/bBMYssHqvED1N3aMNGl4Rq6xCZZW32wm27obilZ0q1kgo/PHEQ1lS388dd4Ybqdn5gv7aA5LkgEPRS4tJ+T5cmP8I1XT8l2tIDlSC5zvX4g2c5y1gQBOECIZJ4T8Ku04YttlbCIylwefWQBkB/G3RoqWTSeBtckQ4lLpjcRcvi08uw7CCM6thoDkxE9WKKL+fAJ90gRq/lxNy6G97uDJFtJAfGroOHUmGzEx5MgVHh2vCRBPS0Qrr5bF+hJsSYwBXpb1BYlUFy6CUYFBujOzzN/tIlpEeOr+mREQRBEFqXCGCaIMkE83pqCxeaq39eSNPqNIS3VE0SqwGGp2rzno/mvHSPgbRIOMF6OVYdTIiAYWFarg7AgBCtIm50Gwlejkoywjc9tUJeluqfZztqiYwt1s4tINTUDqs+Bp2i/V6shhi6Rk9BJ7exBhcEQWjDRADTRMdPlY5tjc8q23EPatRpPydh1cGxy6Xo5LYXvBxVr53P0UTko8FLzW0RvAiCIJxRIgdGEARBEIQ2RwQwgiAIgiC0OSKAEQRBEAShzREBjCAIgiAIbY4IYARBEARBaHNEACMIgiAIQpsjAhhBEARBENocEcAIgiAIgtDmiABGEARBEIQ2RwQwgiAIgiC0OeflUgKqqgIQCATO8pWcn462q2jfM0+0/dkh2v3sEW1/dpytdj96vqOf4yciqU25Vxvj9XrZtm3b2b4MQRAEQRBOQc+ePTEYTrzG3HkZwASDQfx+P7IsI0nS2b4cQRAEQRCaQFVVgsEgOp0OWT5xlst5GcAIgiAIgnB+E0m8giAIgiC0OSKAEQRBEAShzREBjCAIgiAIbY4IYARBEARBaHNEACMIgiAIQpsjAhhBEARBENocEcAIgiAIgtDmiABGEARBEIQ2RwQwQpOUlJQwevRo1q5dW7Nty5YtXHvttfTt25eRI0fy2WefncUrPL/s2rWLW2+9lYEDBzJ06FDuv/9+SkpKANHure1///sf1157Lf369WPo0KE8/vjjuN1uQLT9mRAIBJg2bRozZ86s2SbavXV9//33dOvWjb59+9b8zJgxAzjH214VhJPYsGGDOmrUKLVTp07qmjVrVFVV1bKyMnXgwIHqnDlzVJ/Pp65evVrt27evumXLlrN8tW2fy+VShw4dqr744ouqx+NRS0pK1Ntvv1298847Rbu3suLiYrVnz57qF198oQYCATU/P1+dOHGi+uKLL4q2P0NeeOEFtUuXLuoDDzygqqp4rzkTnnrqKXXmzJn1tp/rbS96YIQT+uqrr5g+fTp/+ctf6mxftGgRYWFh3Hjjjeh0OoYMGcKkSZOYO3fuWbrS80dubi5dunTh7rvvxmAwEB4eztSpU1m/fr1o91YWERHB6tWrufrqq5EkibKyMjweDxEREaLtz4D//e9/LFq0iDFjxtRsE+3e+rZt20aPHj3qbT/X214EMMIJXXLJJSxevJgJEybU2b5nzx46depUZ1taWhq7du06k5d3XurQoQNvvfUWiqLUbFu4cCHdu3cX7X4G2Gw2AIYPH86kSZOIjo7m6quvFm3fyoqLi3nooYd49tlnMZvNNdtFu7euYDBIRkYGy5cv57LLLmPYsGE88sgjlJeXn/NtLwIY4YSio6PR6XT1tldWVtZ5kwEwmUxUVVWdqUu7IKiqyvPPP8+yZct46KGHRLufQYsWLWLlypXIssw999wj2r4VBYNBZsyYwa233kqXLl3q7BPt3rpKSkro1q0bY8eO5fvvv+eTTz7h4MGDzJgx45xvexHACKfEbDbXJDYe5Xa7sVqtZ+mKzj9Op5N77rmHefPmMWfOHDp37iza/QwymUzExsYyY8YMfvrpJ9H2reiNN97AYDAwbdq0evtEu7euqKgo5s6dy5QpUzCbzSQkJDBjxgxWrlyJqqrndNuLAEY4JZ06dWLPnj11tu3du5f09PSzdEXnl6ysLK655hqcTieff/45nTt3BkS7t7aNGzcybtw4vF5vzTav14teryctLU20fSv55ptvWLduHQMGDGDAgAHMnz+f+fPnM2DAAPGab2W7du3imWeeQVXVmm1erxdZlunVq9c53fYigBFOyejRoykqKuK9997D5/OxZs0a5s2bxzXXXHO2L63NKy8v5+abb6Zfv368/fbbRERE1OwT7d66OnfujNvt5tlnn8Xr9ZKTk8OsWbOYMmUKY8eOFW3fShYsWMDGjRvZsGEDGzZsYOLEiUycOJENGzaI13wrCwsLY+7cubz11lv4/X5yc3N5+umnueqqq87517ykHht2CcIJdO7cmQ8++IBBgwYBWub6k08+SWZmJhEREfzhD3/g6quvPstX2fa9++67PPXUU5jNZiRJqrNv06ZNot1b2d69e/nnP//Jtm3bCAkJYdKkSTUzwkTbnxlHa8A89dRTgHivaW3r1q3jueeeIzMzE6PRyBVXXMGMGTMwGo3ndNuLAEYQBEEQhDZHDCEJgiAIgtDmiABGEARBEIQ2RwQwgiAIgiC0OSKAEQRBEAShzREBjCAIgiAIbY4IYARBEARBaHNEACMIgiAIQpsjAhhBEIST+PLLL8/2JQiCcBxRyE4QhFZXUFCAzWbDYrGc7UtpltmzZ/Ptt99y8OBBevfuzZ///Gcuuuiis31ZgiAgemAEQWiCRx99lL59+9K3b1969uxJly5dam737duXDRs2NHpsUVERY8eOpaSkpEnnmjZtGi+//HKD+2bOnEn37t1rztunTx8mTZrEwoULa+7z+uuv87vf/Q7Qek5GjhwJwNq1a2sWxWzMli1buOOOOwD45JNP+OCDD3jiiSfo2bMno0eP5o477qCoqAiARx55hEWLFjXpOQmC0PJ0Z/sCBEE49z322GM89thjgBYUvPLKKyxdurRJx7rdbqqqqlrsWiZNmlSzRk4wGOTbb7/lvvvu4/vvvyclJYW77rrrlB7X6/XywAMP8OqrrwKwYsUKJk2aRJ8+fdDpdNxyyy24XC5cLhcA9913H9deey0DBgyos+CmIAhnhuiBEQThtO3evZvbb7+dgQMHMmzYMP7xj3/gcDgIBAJMnDgRgIkTJ/L999/j9XqZNWsW48ePp2/fvgwZMoTHH3+cUxnNlmWZyZMnY7PZ2LFjBwAvv/wy06ZNa/ZjffbZZyQlJdGxY0cAoqOjWbduHZWVlTX3+f3vf0+7du0ACA8PZ+jQobz11lvNPpcgCKdPBDCCIJyW0tJSbrrpJtLS0li5ciVffPEFBw4c4P7770dRFObPnw/A/PnzmTBhAu+//z4//fQT77//Pps2beI///kPn3zyCWvWrGn2uf1+PwsWLECSJAYOHHhaz+Ojjz6qCbYA7r77bgBGjhzJoUOHmDt3Lk6ns84xEydO5NNPP8Xv95/WuQVBaD4RwAiCcFp+/PFH9Ho906dPx2QyER0dzSOPPMLSpUspLCysd//rrruO9957j+joaAoKCnC73VitVvLz85t0vvnz5zNgwAAGDBhA7969uffee7nmmmsIDw8/5edQVFTE3r176devX8222NhYvvjiC15//XUAPv74YyZNmkRxcXHNfXr16kVVVRUZGRmnfG5BEE6NCGAEQTgtxcXFJCQkoChKzbakpCQAcnJy6t3f5XLx6KOPMnDgQG677Ta+/vprVFUlGAw26XwTJ05kw4YNbNiwge3bt/Pxxx/z3Xff8fTTT5/yc8jNzQW0oOV4ffv2JSUlha+//prQ0FA+/vjjmn1Go5Hw8HDy8vJO+dyCIJwaEcAIgnBaEhMTyc3NJRAI1GzLysoCtDyS4z388MOYzWZ+/vln5s2bx7/+9a8mBy/HkySJfv36MW7cOFasWHFqTwAtlwaocx3XXXcdc+fOrbmt0+lISkrC4XDUOdbv99cJ3gRBODNEACMIwmkZPnw4AM888wxut5vCwkKefPJJBg8eTGJiIkajEaAmf8TpdGI0GpFlGafTyb///W+cTic+n++Uzr9v3z6WLFnCgAEDTvk5JCQkANQZxurRowfvvfce2dnZAKxfv56VK1cyYsSImvt4PB4qKiqIj48/5XMLgnBqxDRqQRBOS0hICO+++y5PPfVUTTBz+eWXc//99wMQFRXF6NGjmTp1KjNnzuThhx+uGUKyWq2MGDGCSy+9lMzMzCadb968eXXqvoSEhDB27FimT59+ys8hIiKCbt268csvv5CamgrA/fffTyAQYMqUKTgcDh588EEefvhhhgwZUnPcxo0ba44VBOHMEpV4BUEQgDlz5rB8+fIGp0VPmzaNDz/8sN72Rx99FLvdflrBkyAIp0YEMIIgCGiF7K644gpee+010tLSTnr/kpISrrrqKr755hvCwsJa/wIFQahD5MAIgiAABoOBWbNmMWvWrCbd/9lnn2XmzJkieBGEs0T0wAiCIAiC0OaIHhhBEARBENocEcAIgiAIgtDmiABGEARBEIQ2RwQwgiAIgiC0OSKAEQRBEAShzREBjCAIgiAIbY4IYARBEARBaHNEACMIgiAIQpvz/1DGnBbDmfYeAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Add multiple variables\n", + "tipgraph = sns.scatterplot(data = tips,\n", + " x = 'total_bill',\n", + " y = 'tip',\n", + " style = 'time',\n", + " hue = 'day',\n", + " palette = ['purple', 'hotpink', 'deepskyblue', 'yellowgreen'])\n", + "tipgraph.set(title = 'Tips vs Total Bill',\n", + " xlabel = 'Total Bill ($)',\n", + " ylabel = 'Tip Amount ($)')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "fa4ec9f4-a1b0-4be5-afc4-d906d200aff3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Pairplot\n", + "sns.pairplot(data = tips,\n", + " hue = 'day')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "309e3370-d583-45cd-b7e2-271a27197de2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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evgBEkuqqpPf+IO1cHrSyAABoDkIQAAAANN/KV32zQfxZcIdUVdS+9QAA0AJcDgMgfLmqpNoyWWwOORyOYFcDAB1ffa2UtyLw+J6NUn1Nu5UDAEBLEYIARqqrlirypcIfJa9H1tQ+So2PCnZV4a++ViraJC26X9r2jaxxGeoz/LeyVHeSYlODXR0AdFx2p5Q1SFr/of/x1N6SnfMcACB0EYIARqkpk9b+T3r395K7TpJksdqUfeKtsmRlSjHJwa0vnOV9L806s6GvKtkix7ZL5D3ut9KoP0hRCcGtDwA6sv4XSF/c7wukD3TyrVJ0UvvXBABAM7EmCGCUok3S29fv+4e6JHncsi/4uywFa4JXV7irKJDm3dC4r7+wfPmQVFngZycAQJtJ7CJNfkuK67RvmyNWOvtBqdOxQSsLAIDmYCYIYIT6WmnxY4HHF93n+6AYGd9+NXUUNaVSwQ+Bx7d/J6X2ar96AMBsbBFSl+HSVZ9KlYWSp16KSZNiMyU76zMBAEIbIQhghLoaqWRzwGFL6bZfFo4jBGkxyyEmsNki2qcOADAzi0WKz/L9AAAQRrgcBjCCI1rKGRFw2Js1WHLGtmNBHUhUkpQ92P+YxSpl57ZvPQAAAADCBiEIYARbhJR7uWSPbDpmtUujbpQiotu9rA4hOlka95DkjGsy5D39Hik2LQhFAQAAAAgHXA4DGCWxqzTlPemt3/hukStJSd3lOuN+2ZK6yRbc6sJbej/pmi+kVa9JmxbKm5CjukFXyJ7eWxYHM2wAAAAA+EcIAtOprXerqNIlSUqMilCUo/l/DMpr6lRRUy+r1aLUWKeKq1yqc3sUYbMqNdbZ+ME2u9Q5V7r8Ham6WPJ65YlM0IZtReprc8rj8aqwolYej1fRTrsSojrmWhZ1brf2VLjk9UrxURGKcbbBXztWq5TcTTr+D9Lw38hridCaNT/omJyms0MAAOho6twe37lVXsVF2hXr7JifIQDACCEdgrjdbk2ZMkXZ2dm6++67g10OOoDtRVV66vONmrt8pzxer87u30nTRvdU15SYg+7nqndrQ0GF/vXBj1q8cY9uPKWXshKj9PjCn7SpsFJHpMXoD6f10dBuyUqKOWBl/Nh0348kr9ut2to87a50ad73eXp60SYVVbo0uGuS/nzmkeqVEaeoiI4zR2RnSbVe+Gqz/rtkm2rq3DrlyAz9/tTe6pYaI5vV0vonsNokZ5y8brc8Hk/rjwcAQIjLK63W7K+36uVvtqjK5dbJfdL1h9N6q3tqjOw2rnQHgEMJ6b8pH330UX333XfBLgMdxI7iak18crFe/HqrKmrrVeVy67Wl23X+419pW1HVQff9cVeFzn30S322vlAn901XdZ1bN766QuvzK1Tv8Wp9foWueXGp5izdrto690GPFZuSqT+/uVp3vPuD8stqVef2avGmIp332Jdavb20LV9yUOWVVmvys9/oyc83qbS6TrX1Hr27Kk/nPPqFtuypDHZ5AACEnV2lNZr63BI9tuAnFVf5zq0frNmlcY9+oc2cWwGgWUI2BFm8eLE++ugjnXbaacEuBR2A1+vV+6vztKuspslYUaVLr323TfVu/zMJSqpc+ts7a1Tv8UqSJgzK1n8+3+T3sfd99KMKymsPWkuFJ0Kfritost3jlW57e7X2VBx8/3CxbEuxNhY2/UBW6XLrsQU/qbquPghVAQAQvlbvLNW6XeVNttfUeXT//PWqrOXcCgCHEpKXw+zZs0e33nqrHn/8cc2aNeuwjuF2H/zbeAS2t3cdqYfltfV6b9WugOPvr96ly0Z0VXJ002tqy2vq9d3m4obf3V6vauv9Bya19R7tqahVVoLT77jH49E3+x3rQD/klau8pk6JUSH5R7PZ3B6v3lqxM+D4J+sKdFNlnRxxbXBJjDrmezZU0FvjBKO3NlvrLrfjfXB4+HNkHLP1dt73gc+tC9YVqrS6TpF2zq2hjL4aJxzPqwiOkPuXlsfj0R//+EdNnTpVffv2PezjrFq1qg2rMqeO1MO4pFTFOgP/JRXrtKtod6G2FjWdoRGX0UVOu7Uh+LBZDv7hwuuu14oVK/yORUZGKs4ZFXBfm9Wi2poarVjx40GfI9QlJCYqLjLwXy+xTrvKSku0c2PgD3OHoyO9Z0MNvTVOe/Y2Nze3VfvzPmgd+mccM/Q2ISFBcYf4LFNeVqq8jTva9HnN0NtgoK/GCafzKoIj5EKQp556Sg6HQ5MnT27Vcfr3708yd5jcbrdWrVrV4Xo4dVSUPt+w2+/Yr4/rrp5dMqQuWU3Gaus9mjCos17+dqskqbiqTp0SIpVX2vTSmk4JkcpMjlV6lwF+n8ftdsteWC6rxXf5y4FOPypT2anxiurkf/9wcmlEmd5Y5v+D2GUjuqpHdposndPb5Lk66ns2FNBb44Rjb8Op1lASjv+tw4XZentxVLlmf7PN79jk4V3UvVOqbNlpbfJcZutte6GvxqG3aK6QC0HeeustFRQUaPDgwZKkmhrfPzQ//vjjFi2SarPZePO3UkfrYf/sBJ03IEv/O+AyjdF90zX8iOSArzXaZtO00T21eNMe/by7Uk8v2qT/O+co3fjKClXvtwhqVIRNT1wySJ0SAs/0kCR3RbH+NeEY3TRnZaPtnZOidMsZfRUb6QiwZ3jplhKjq47vrqcX/dxo+6AuiTp3QLbs9rb/66ejvWdDCb01Tjj1NpxqDUX0zzhm6W3npGhNP7mnHl3wU6Pt/bPjdeGQHDkiOLeGC/pqHHqLQwm5EOSDDz5o9Pstt9wiSdwiF62WGuvUX8/up8tGdtMbS7er3uPVhEGddURqjFLj/K/hsVd2YpT+e9Uwrdxeqg9W79LO0mrNu36UFm0o1PfbSzWgc4JGH5mhrITIQ9ZRXVGqsUf114AuJ+h/y3doZ0mNxhyZrkFdktQp8eABSjhJinFo2sk9de6AbM1Zul0VtXU6d0C2+mTEKT3+0H0CAACNJUY7dOXx3XVG/0y9sXS7SqvrdM6ALB2ZGc+5FQCaKeRCEMBIKbFOpcQ6NahLUov3zUyIUmZClE47KrNhW8/02MOqI9phU8/0ON009vDXvQkHidEOJUY7dHR2QrBLAQCgQ9h7bj0qi3MrAByOkA9BmAECAAAAAADagjXYBQAAAAAAALQHQhAAAAAAAGAKhCAAAAAAAMAUCEEAAAAAAIApEIIAAAAAAABTIAQBAAAAAACmQAgCAAAAAABMgRAEAAAAAACYAiEIAAAAAAAwBUIQAAAAAABgCoQgAAAAAADAFAhBgAN5vZKrUqp3BbsSAADQzjwer6pc9apze4JdCgDAAPZgFwCElJKt0o/vST++L8WkS8OulpJ7StFJwa4MAIDm83ik6j2SLFJ0imSxBLuikOf2eLW9uEr/W75D3/xcpO4pMbp0RFd1SY5WjJOPzADQUfA3OrBX0SZp5lipomDftlWvSSf9WRr2GykqIXi1AQDQXKXbpdVvSt//V7JYpdwpUt+zpPisYFcW0tbllemCpxaryuWWJH21cY9e+narHrhogM44OlOREbYgVwgAaAtcDgNIUm2FNP//Ggcgey28S6rY1e4lAQDQYqXbpefHSfP/KhWslfJXS+/dJL10gVS2M9jVhazdFbX6/WvfNwQg+7vljZUqLK8NQlUAACMQggCSVF0krZsXeHzDR+1XCwAAh8Pj8c0AKdrUdCx/tbTp8/avKUyUVNXpx/xyv2O19R5tLKxo54oAAEbhchiYTrWrXoUVLhVXuhQVYVNyrEOpXq/kPcgCaPV8AwQACHHVRb5LYAJZ/rzU90wpMr79agoTbs/BF0F11bNIKgB0FIQgMJU9FbWa+cXPenrRz3L9sup7n4w4vXJZXyV1GyVt/sL/jr1ObccqAQA4TJaDTPK12FggNYDEaIc6J0Vpe3F1kzGrReqTGReEqgAARuByGJiGx+PV29/v1GMLNzYEIJL0Y365Ln5xndyn3S1FRDXd8eiJUnzndqwUAIDDEJ3iWwQ1kCFXSE7+Me9PRnyk7hrfX1Y/GdENo3spJdbZ/kUBAAxBCALTyC+v0aOf/uR37Mdd5frelSld87k04FIpobOU2V+a8Ix0+l1STEo7VwsAQAtZLL67wGT0bzrWZYTUZXj71xRGBndL1rzrR2nsUZnqlBCpQV2S9NzUIbp8ZDfFcotcAOgw+BsdplFb59GeSlfA8a9/LtWgk3tLZ94n1ZZK1gjCDwBAeInPki55Tfr5c2nZC5LVJg2+QsoZJsV1CnZ1IS0qwqajshL07wuOUaXLLafdqsRoR7DLAgC0MUIQmIbvw0yESqrq/I73zvhlirAjyvcDAEA4is+Sjr1Y6nOmb3YIl8C0SGxkhGIjI4JdBgDAIFwOA9NIj3Pq2hOO8DuWHONQvyxWywcAdCCR8QQgAAAcgJkgMA2bzaoLh+QoK86mpZuL9PnP5fp5d6W6JEfr6ctylZV4iNkfJdukrYulLYultN5S79OlhGzJxlRZAAA6lPJ8afd6ae3bviDp6PG+9cKiEoNdGQCglQhBYB4VBUrOX61x65/ROe5auU67VHVZg1XpSFN6fOTB9y1cL806Q6rcvW/b/NukS9/0LTZn448SAAAdQlmeNGeq74uPvb74t3TizdKw30jRScGrDQDQavzLDeZQUSC98wdp3dvae/c7x08fy5F5jGImvSopK/C+lXuk/13TOACRJLdLemWS9JuvpMQcoyoHAADtxeORVr3eOADZ67N7fOusEIIAQFhjTRCYw65V0rq3/WxfKa2ZK3m9gfetLpJ2LPM/VlsmlWxpmxoBAEBwVRZI3z4VeHzZ8+1XCwDAEIQg6Pjqa6UlzwQe/26mVFkYeNxde/Dj15YfXl0AACC0eNwHP69X7vbNFgEAhC1CEHR8XrcvCAnE7Tr4TJDIJCk62f+YxSKl9GpdfQAAIDREJUo9RgceP3qCZOXjMwCEM/4WR8cXES0NmBR4/KjxgUMOSYrLlE77p/+x3KlSbFrr6gMAAKHBESOd9GfJ7mfB9JQeUuch7V8TAKBNEYLAHLqOlDKObro9NkMa/GvJFhF4X6tN6nOGdMkcKb2fb1t8tnTW/dJJf5EiE4ypGQAAtL/kHtLVC6Xep0sWqy8YGXqtdNlbUkJ2sKsDALQSd4eBOcRnSZNek1a/IS19zncJzNETfQFIUtdD7x+VKPU6Veo0wLdGiNXuC1AslkPtCQAAwonNLqUfKY1/2rcAusUqRadIdmewKwMAtAFCEJhHQrY0Yrp07EW+NUCiUw4+A8QfLn0BAMAcIuN9PwCADoUQBOZitfpmcAAAAAAATIcQBDhcrgqpokDa9o1UVyN1GS7FZarIE6P8shot21KsuMgIDchJVHq8U5ERtkMecndFrfJKqrViW4lSY506OjtBGQlOOWwH37egrEZbi6q0Nq9MnZOi1CcjXp0SImW1crkOAOAwVJdIlQXS1q99l4N0GS5FJfsuD9m+RKopl3KGSvGdfDMrQ9CeilrtKq3Rsm3FSop26JjOicqMd8phP/T5uKMqqqxVXmmNlm8tUUJUhI7NSVR6XPM+owBAR0EIAhyOmnJpzRvSO7+TvJ6GzZ4Bl2pzn99q/PMbGrbZrRY9ePEAje6bLqctcCiRX1ajG19ZrsWbihq2Oe1WPXP5YA3rnhzwQ9v24ipNeW6JfiqoaNgWH2XXS1cO11Gd4glCAAAtU7lH+vIB6atH9m076nyp5ynSvN9Knvp92/udK51xrxQXWrMsC8pq9Mc5K/XZ+sKGbQ6bVU9cOkjH9Uw15T/6C8pr9Oc3VumTdQUN2yJsFj06aZBO6J2mKBP2BIA5cXcY4HCUbPF9ENwvAJEk64rZ6lLyrXpnxDZsq/d4df1/lyuvtCbg4Vz1bj37xc+NAhBJqq336IpZ32lXgH3La+p0+1trGgUgklRWXa/LZ36rXWWBnxMAAL92Lm0cgFhtvlvNvz29cQAiSWvfktb+z7fWVoiod3v08rdbGwUgkuRye3T1i0sDnlM7MrfHqzeWbm8UgEhSndur38w2Z08AmBchCNBSHo/vDjMBpC5/VFMHxDXa5vVK73y/M+A+uytcmv31Fr9jLrdH3/xc5HdsT4VLn/5Y4HesqNKlbUVV/p/QXSeV5UllO6V6PvgAAH5RXSotur/xti4jpY0LAgcdXz4kVeQbX1sz7a6o1cwvf/Y75vZ4m4QjZrC7vFbPLPLfE49X+mjNrnauCACCh8thgJby1EklWwOPVxQoNbppvritqDrgLvUej6pc7oDjO0v871tT7z7ol297Kl1NN5Zul5bMlFbM9r2WfudLI2+QkrsFPhAAwBzctb61QPYXldh02/4qCyVP4HNYe6v3eFVWXR9wfHtxgC8IOjC31+v/M8EvzNgTAObFTBCgpexOqdfYgMN12cO0bFfTD18n9Q18e92oCLuOSI0JOD6kW7Lf7XGREYqPDJxl9kg74Jil26Xnx0lf/Nv3rV1VkfTds9Izo6XizQGPAwAwCWe81PX4xtsK10nZuYH36TxEckQbW1cLREbYdGSnuIDjI3uktmM1oSEywqZjOicEHD++V+DPKADQ0RCCAIej92n+V8O32rR7yB/00vI9jTZ3SojUoC5JAQ+XFufUrWcd6XesR1qseqTH+h3LiHPqxlN6+x07qXea0uKcjTduWigVbWr64Ko9vtkh7rqANQIATCAiUho5zRf477V7gxTfWYrPavp4i0U69W9SVOBzXHtLjXVqxln9/I51SY4+aEDSUSXHODQjwOeMzklR6p8dOCABgI6GEAQ4HIldpF9/KB1x8r5t6f3kvfw9FUd2UWqs78OjxSKdcmS6Xrl6uLISo3y7xsXIUpH/y3octQ27D+2WrKcm56pzku9xdqtF5xybpRd+PUQZ8ZF+y7DbrDpvYJbuPO9opcQ4JPnuKHP5yK66e8IxSo7Z70Osq1Ja+Vrg1/TDW76ZIQAAc0vs7jvHZQ3ct23V69Lk/0m9z/Cd3CQppadvW7r/wCGYju2coJlThign2XdOtVktOrN/pl66cpgyE6KCXF1wHJWVoOenDlW3FN+sHatFGntUpl6+arg6JZqzJwDMiTVBgMOV2ku6YJZUXSx53ZIzQZbYNPWT9Mo18aqoqZfdalFSjENxkRGSJGv5DnXbNFvWt1/13VnmqInSiOukpK6Ki4rQ2KMyNSAnURW19XLYrEqJcSjaefA/pskxTv1qaBeNPjJdVS63nHar0uKcch54S12LTYo4yHTliCjfHQAAAOZmj/AFIJe8IdWU+EKPyCQpOkka/7RUtdu3BogzXopLD3a1fsVGRmh033QdnTVSFbX1stusSo6OUOwv52MzinHadWKfNL12zYh9PYmJUKzTvD0BYE6EIEBrRCX6fg6QHhep9ANn25Zul2XWWbLtv6jqt09Ka+dKV37sm10iKSM+UhktLMNqtajTob7ZioiUhl0jrX/f//jQa6QY810nDQAIICbF97O/yDjfT5hIj49UaMY0wUNPAJgdl8MA7cHrlda95/+uMhX50vevSO52WFk/4yip/4VNt3cZIfU+3fjnBwAAAIAgYiYIgqd8l++nukiKz5Zi0qRo/3dBCXs1pdLq1wOPr3lTGjzV1wMjxaZLY/8pDf61tHSWVF8jDZosZRwtxWUa+9wAAAAAEGSEIAiO3eully9qfKeSXqdJ4x6W4jsFry6jWO2S/SCXq0RE+dbsaA+xab6fnGG/1MaEMAAAAADmwL9+0P7K8qQXxze9VeuGj6RP75BcVe1eUnlNnX4qqNBjn27QHe+s1eKNu1VQVtN2T+CMlYZfG3h82LXtPwvGaiUAAQAAAGAqzARB+yvZKpVu8z+26lXphD9Kyd3arZzymjq9uWyHbn97TcO2Z774WQNyEvXkpYPa7lZ62YPl7XO2LD++03j7ESdJ3U9sm+cAAAAAAARECIL2V7Yj8Ji7Tqpr35kgu0prGgUge63YVqLZX2/Vjaf0kt3WBjMmYtPlPft+1eVeoYiVL8virZcGXS6l95PiWno/GAAAAABASxGCoP0ldQ88FhHtu3SkHc37Pi/g2Itfb9Glw7sqMyGyTZ7LG52qH6pT1P+8J2XhchQAAAAAaFf8CwztLyFbyujvf2zYtVJs+86K2F1RG3CsvKZOHq+3TZ+vvr5eXouFAAQAAAAA2hn/CkP7i02XfvVf6YjR+7bZHNKI66Xhv5HsznYt57SjAocuI3ukKsbJhCkAAAAA6Aj41x2CIzFHuuA5qXK3bw2QyHjfDJCINlqEtAWOzIxXn8xY/birotF2u9WiW87oq4SoiHavyaxq6twqqXLJarEoJdYpm9US7JIAAAAAdCCEIAieqETfT5BlJETquSlD9cyiTfrvt9tUXefWsO7JmnFWP/VKb9/1SczK4/FqS1GVnlz4k+b/UKCoCJsuGdZF4wd1brP1WAAAAACAEATGq6+VKvKlumrfwqdxmZIttGZXZCVG6ZYz+uqq44+QR1KMw6bEaEewyzKNrUVVOvfRL1RWU9+w7V8f/qj3VuXp2SlDlBFPEAIAAACg9QhBYKzyfGnxo9KSZ3yXvThifet+DL3atzbIIbg9XuWX1ai40iWr1aLkGMfh/4O4pkyqLJRqy32X38SkSc64hmGH3aZOie1/OY7ZVbvq9fiCnxoFIHut3lmm1TtKCUEAmIPXK5XnSVV7fL9Hpfi+OAjFhbTrqn1fcFSX+L7giEmVopODXRUAAIdECALj1JRJH/9N+v6lfdtcFdLn9/rGxtwuOWMC7l5RW6/PfizUjP+tUnFVnSSpc1KUHrp4oI7JTlCEvQUfCst2SO/dLP34ju9DpsUqHX2BdOrfpPhOh/sK0QZKq+v14dr8gONzlm7XyX3SZWV9EAAdWV2NtO1r6X+/kcp2+rbFZkjnPiZ1PU5yRAe3vv1VFEpfPy59/ZhvtqckdR4qjf+PlNw9uLUBAHAIIfjVAjqMykJp5cv+x757VqosOOju63eVa9rLyxoCEEnaXlytSU9/rR0l1c2vo6pIeut6ad08XwAiSV6PtOpV6aMZvkAGQWOxSJERgf8qinXaZSH/ANDRlWyRZk/YF4BIvpkWL18oFf8cvLoO5K6Xls+Wvrh/XwAiSdu/lV48XyrLC15tAAA0AyEIjFO5e1/ocCBPvVRdFHDX8po6PfDxer9jtfUevbl8hzyeAMf2V8fGT/yPrXnTF9YgaFJjHJo0tEvA8V8N6yILKQiAjqzeJS1+3HduPJDXI33xkO/yk1BQkSd9+aD/seKfQyuwAQDAD0IQGMcR+FIXSVJE4PEql1vrdpUHHF++tVi1bnfz6qjeE3jM65FqSpt3HBjCZrPqwiE56psZ12TskmFd1C3lEO8jAAh3rkpp1/eBx3d973tMKKirlmpKAo8X/NBupQAAcDhYEwTGiU2X0vpIhT82Hcsa6FtELQCn3aquKdEqLK/1O94nI04Om615dUQmHnzc2fQf32hfnRKiNGvqEH2/vVRvLtuuWKddk4Z1VffUaCXHcJceAB1cRKSU0kvaudz/eEpPKSJEFu62R/oWQq2r8j+efET71gMAQAsxEwTGiU2XLnpJSujceHtSd2nizIOGIInRDt04ppffMZvVoouH5sjW3IUyY9KkrEH+x3qMOWgdaD+ZCVEae1SmHps0SPdOPFa5XZOUHOMMdlkAYLyIKGnk9YHHR/3+0LMr20tshjTkygBj6VKq/3M3AAChghAExkrtJV0xX5rynnTOI9LUD6Sp7zfrm6KjsxN029n95LDte5vGR9r19ORcdU5qwSr5ManSBbOkTgMab+8yUjrnYSkqqfnHguHsNit3ggFgPslHSBNmNg47IqKkcx8PrWDB7pRGTPPdYW1/iV2ly95u+sUHAAAhhsth0GZc9W5V1rrljLAq2rHfWys+y/fT7bgWHS8x2qFfDeuiU/tlaGdptSKsVmXEO5URHym7rYX5XVJX6ZI5vkVQq3ZLMem+GSIxKS07DgAARnDGSkeOk3KG+O4Q4/VK8dm+2RURkcGurrG4TOms+6STbpHK86TIeN95lVvOAwDCACEIWs3ldmtbUbVmffmzlm0tUVZClK496Qj1So9TfFREq44dFWFTTnK0cpJbMPMjELvT92OxSvXVkrvW9yGTO48AAEKB3SEldvH9hLqoRN9Pas9gVwIAQIsQgqDV1uwo00VPfS2X2+P7fWeZ5v+Qr7+efaR+NaSLop0h8DarKJA+vUNa/sK+2/bGZ0m/elXK7E8QAgAAAAAmwJogaJXC8lrd9PrKhgBkf/98b50KK/zf3aVdud3SshelZc/vC0Ak33Tj58dJpduCVxsAAAAAoN0QgqBVSqpc2lhY4XfM7fHqx13l7VyRHxW7pK8e9j9WUyLlfd+u5QAAAAAAgoMQBIbyHvohxnPX+sKOQArXt1spAAAcrnq3RwVlNcovq1Gd2x3scgAACEshsFgDwllStEM90mL9zgaxWS3qmxkXhKoOYI/0ra5fUeB/vNMx7VuPQWrq3CqudMnjlWIj7Upo5aK0AIDQsbOkWq8u2abXvtsmj9erc47N1mUjurbNwuEAAJgIM0HQKqlxTt078Rg5/Nyy9s9n9FVarDMIVR0gNlM66c/+x+I6Sen92rceA+woqdY/5q3VSfct1HH3fKrrXlqqH/LK5Krnm0IACHc7S6o16emv9dAnG5RXWqP8slo9vWiTJjzxlbYXVwW7PAAAwgohCFrt6M7xev+3x2vy8C46slOcxhyZrjnXjtAFg3NC484wVqt05DnS6L9KEVH7tncaIF3+jpSQHbTS2kJeqe/D8UvfblVtvW+B2i9/2qPzHvtSP+/mwzEAhLvP1hdq856mf58XlNfqjaXb5fazODkAAPAvBP6FinDnsNnUIz1Wfz37KFXU1ikywqZoR4i9tWJSpRHXS8dcIFUVSxGRUnSaFJMS7MpabdmWYm3x8+G4tt6jB+av130XHqNYJ5fGAEA4Kq+p05vLtgccf/v7PF0yvKtSQ2HmJQAAYSDE/qWKcOawW5VsD+EPYRFOKbGr76eD8Hi8em9VXsDxRRsKVV5TTwgCAGHKZrHIabcFHI+MsMpqaceCAAAIc1wOA4Qxq9Vy0G//EqIiZLPw6RgAwlW0066px3ULOH75iG5KjgnhLyAAAAgxhCBAmLtwSE7AsSnHdWOKNACEuWM6J+rUI9ObbB/SLUkn9k4LQkUAAIQvLodBh1JS5VJNnUdREVY5bFYVVrq0q7RaTrtN6XFOZcRHytrB5g13TorSzWP76J4Pf2y0fcQRyTp3QHaHe70AYDZpcU79c/wxmpJfrpe+3qJ6j1cXD+2io7LilREfGezyAAAIK4QgYcrj8aqwvFb1Hq+cdqtS49r2236n06mqqiqV1bplsViUFBOpqEg/z1FbLtWUSrJI0UlSRHTj8Yp8qd4lWe2SLUIqz5Py18qb2ktyxstrsarOkaCImGQVVtSq3n3A66mtkGpKfikqwfd88kiOWCkqseFpSqtdWrOzTPfPX6+fCyt1RGqMrju5p5JjIhTjsKve49X7q/N0bE6iju2cKLufW/qGq4Qohy4d3lVj+mXow9W7VF5br9P6ZahrSozS2vh9AQBoOUt9jXpnxspavlOKTJAi41t8jLQ4p9LinBrWPVker28dLgAA0HIhGYKsW7dO99xzj9asWaOIiAgdd9xxuuWWW5ScnBzs0kJCYXmt3lqxQ09+tlG7K1zqmR6rW888UrldkxQf1foFMD31LjmSO+nG19dowYY9slutOu+YNF0/prdyUn/54OZxS3s2Sp/8n/Tj+5LVJh19gXTSzVJSN98dWDYv8o0Xb5Yuekn69impbKd0+t2yLLpPWv+BLLLIceQ5qjjuFl331h4t3VKsHmkxuuX0vhqSYVHiJ3+Q1r3rO/6R50gDJ0vv3Cgl5Ehj/yml9ZVLNr27cpf+MndVw2vYU+nS1FlLdNvZ/bRoQ6E+37BbY4/K0NDuKcovq1Z2Ukyr+xRK4qIiFBcVod4ZccEuBQCwv+Itsnx+n+JWviJ56qSep0qn/kNK6SnZWv4xrCOF+AAABEPInUlramp05ZVXauDAgfriiy/0zjvvqKSkRH/5y1+CXVpIKK1y6Z731+mOd3/Q7gqXJOmnggpNnbVEn6wrkMfjbfVzbC+p0XlPLtEn6/fI45Vcbo9eW56vC59eoh17Sn0PKt4sPTPaF1B4PZK7Tvr+ZWnm6VJZnrTmTem1yb6gpPcZ0k8fS5s+k8beJc35tW8/j1vy1Muy5k3FzT5D94xJkCRtLKzUVS8u1Ydr8+WuLtt3/NVvSHOvls64xxewPDNa2r1eBeW1+sc7a/2+lvvnr9eFQ3Lk9nj13qpdmvzsN6qodbe6RwAAHFLpdmnWWbIsf0FyuySvV9rwkfT0yb7zKAAAaHchF4Ls3LlTffv21bRp0+RwOJSUlKSLLrpIS5YsCXZpIWF3hUtzlm33O3bnu2uVX1bTquPXVFXqP59tVJWraVCQV1qjz34s9F3e8vUTv1yacoDyPN9sj4//b9+2o86Tvv+v1PMUacOHUnVx0/2q9iht89sa1WPfbJ+7Fu5S/qAbGz+uokDavkTqMtwXjHzyf9pTXqPqOv/BRkVtfaPfi6vq9M7KPLndngAdAACgjWxcIJVua7q9rkr68kHJVd3uJQEAYHYhdznMEUccoWeeeabRtg8//FBHHXVUi47jdnfMb/t/zPcTPPxid4VLpdV1So9zHPbxS6trtXBjacDx99bu0bnHZCjmp/mBD1K1W6ot2/e7zSG5KqWsAb4ZIAEkbP5Qo7qcqi82+n4vqapTqTVNWQc+8OdFUvYgaevX0qaFsp5w8NkvB94i9pMfCjRlZFcltsGlQy21933ZUd+fwUJfjUNvjROM3tpstlbtb/b3QaXLraLKOq3aUSJJ6p+d+MvaU037aqmvlXXt3MAH2/CRPCf9RV7b4Z+zwd9RRqK3xqCvxgnH8yqCI+RCkP15vV49+OCDWrBggWbPnt2ifVetWnXoB4UZm82mKEfTW+Ttz1vv0ooVGw77OTp17qz4yAjllfqfUZIUZVO9q0ZyBl7UzWt3qlHsUFkoJXaV6qoPup/HmaBSV+Ntfj5X+haVc1U1/P9Eh5Qa62i4PGh/6XFOldXUNdqWEBWhPQUF2lxcGLAWo3XE92cooK/GobfGac/e5ubmtmp/M78PYpPTNH9Tte7/+CftvfLUapH+cEpPndI9WhXFBY0en5wYr66RyYGn3EYlqqi4VFt+yjO0brMw83vTaPTWGPTVOOF0XkVwhGwIUlFRoT//+c9as2aNZs+erT59+rRo//79+3fIZC6vtFaxTnuTyzwkaVj3JGUmxyk+a8DhP4HXoyuGZ+hPb/mfcXL5iBzFJiTLO2K6LHOv9n+MmDQps7+065e/gJY+Lx33W+nLh6RRv5O2Lva7W8HRV2ruh/tmoRzbOUFJ+X4ee/R46aO/+sodeo0yk+P08MUDdflz36rOvW9WiMNm1W1n99NjC39qtPuvR3VTj65pUtfsQF0wjNvt1qpVqzrs+zNY6Ktx6K1xwrG34VRrW1u6tUT3zW/8wdrjle6d/5OGXjNCgwYMaLKPxXGNtPp1v8fzDr9OSTm9lZRjRLXmEY5/jsIFvTUGfTUOvUVzhWQIsnXrVl111VXKysrSnDlzDuuuMDabrUO++TMTIvWfy3I1ZeYSufZb1yI9zqm7xh+jpJjW3hLVppP6ZmrMD3v0yfrGa3dcPbKzeqRG+/ra4ySpz9nSj+803n3Yb2SJy5LGPyPNOlOq2iPtWikVbZKGXydZbFK/c6W1bzXareqoSVpcnaNdZTsk+WZ23H92ZyXPmdr4+AMmSeW7fLNLOg+VZeBkRUQ4NLhbkj688QS9sXS71uws01HZ8TqpT7oemL9eP+TtC3TOH5itgTlJQX9vdNT3Z7DRV+PQW+OEU2/Dqda2VFVbryc/2xRw/MnPN+qRXw1UtOOAj1UpPaRRv5e+uL/x9p6nytL7dFP20ihmfW+2B3prDPpqHHqLQwm5EKS0tFSXX365hg8frjvvvFNWa8it3RpUdptVg7sl6ePfn6DP1hdqY2Glhh2RrGM7JyorMar1T1Cer7Sqnbr7rG7admJ3vb8mX5ERNp3ZP0ud4p1KjI/1PS42QzrnQan4d75Aw+aUjjpXis+WopN8P1d/Jm3/Vtr6rZTaS+p1muT1ytt1pDRiurT2bUleefudr/robFVvcGnKyAgN7pakQV2SlOWoln71irTmLclql448S6rcI21aKE15V0rpJcVlSJIcdpuOSIvVTWP7yFXvkcNu1fbiat14Si/1zYyTzWLRmcd0Uk5ytFJjWxsUAQDMpKberbzSwIuY7iqtUU2dR9EHLu8RnSwdd4O8R0+QZ/WbsrpdsvQ7x3cr+diDX94KAACMEXIhyJtvvqmdO3fq/fff1wcffNBobPny5UGqKrQ4bDZ1SYnR5BExbXvgkq3SyxfJUrBWaZLSkrpp0MBLpIGTpbiUpo+PSfP9dB7s/3iJOb6fnqdJtaW+NUEiE2VJ+OUylJyhkiSLpHhJk5o8RZTvA2T2Adfa9T4t4EuwWCxyRviS35zkaOUkR2todz+1AwDQTLFOu4Z2S240s3B/Q7olKdYZ4FvHqCR5HPH6Keci9ezZk28nAQAIspALQaZOnaqpU6ce+oFoW9Ul0tu/lQrW7ttWvFn69E5p6QvSFfOl+E4tO6bHI+3+UXpnv3VAOg2Qzn5QyjhKsrMiPgAg9DnsNk0Z2U2vLNmm2vrGt1h32q26fGQ3OewHDzcqKiqMLBEAADQT15rAp2q3tOlT/2Ol26TynS0/ZulW6dnTGi+EmrdCem6sVLLlsMoEACAYOidF67VrRujITnEN2/p1itfr145QTlJ0ECsDAAAtEXIzQRAc1V6HSib8T16LVfFb5it25Sypdr9pv1VFLTugxy19/4pUW9Z0rL5W+vJh6cx/SRFtsI4JAAAGi7BbdWxOomZfMUwlVXWSRUqMilAK60wBABBWCEGgbUVVemRhsd5aUaN6j1en9Dlbf5o4Sd0/vkbW/JW+ByV2adlBXRXSxgAzSyRpyxe+kIUQBAAQRlJinQQfAACEMS6HMbkdJdW64MnFeu277aqt98jt8erDH/bo3NnbtPWUJyVbhO+uLjFpLTuwzSnFZQUej02XbPutCeKuk6qKfYunAgAAAABgAEIQk/v0h3ztKqtpsr2itl7Pfl+l2tPvl8Y97LtLS0tEREojpwUeH/UHKSpRctdLe36S5t8uvTReevMaaft3UnVpy54PAAAAAIBDIAQxscraer23elfA8QUby1Xae0LL7wqzV0pv6ZS/SxZL4+0jpknZg3z/f9f30hPHSV8/Ju1YJv3wlvTMGGnlq5Kr8vCeFwAAAAAAP1gTxMTsNosSoyICjsdHRshub8FbpLZCqsiXfprvu7Sl52jpmInSkeN8d4jx1EtdRvguhYlKlCoKpf9dJ9U3nYmiD/8s9T5NcsS0/IUBAAAAAOAHIYiJOe02TTmum94PMBvkilHdlBzTzMXfaiuktf+T3p4ueb2+bZ/dLXUdKU2YKQ28pOk+1UVS4Tr/x/PUS/lrpKRuzXt+AAAAAAAOgcthTK5XepymjOzaZPvoPqk6vlcLFkMt2ym9NW1fALLXlq+kZS9IbnfLi/N6Wr4PAAAm56p3a3txlZZtLdaKbSXaUVylunrOqQAASMwEMb3kGIduPKW3Lhico3dX5slV79EZ/TMVqxqlxAS+VKaJNXMDj33zhDTosqZri0QmSSk9fQujHshilTKObv7zAwAAldfUaf7afM3432pVuXxfQMRH2nXvBcfq+F6pinbw0Q8AYG7MBIESox06KitBfzq9r2ac3U8DOieoYndeyw5SHniBVdWUSF4/M0Hi0qVzH/PdhvdAo29r+W15AQAwuY0Flfr9a983BCCSVFZTr2tnL9XWoqogVgYAQGggBOmo3PVSdYlUV91Gx6v75Xj7LWJaW+G7la3XK/U5PfC+XY4LvMBp1iDp2i+lgZdJaX2kHmOkKe9Kg6dIzti2qb2duN0elVbXqbquPtilAAA6oLLqOlXU1kmS6n4559TU7Qs7Kmvr9eiCDX739Xql5774WS4uiwEAmBxzIjsaj1sq2SItfUHa/Lm88dnyjLhe3pSessckt/x49XW+4303U9r2tZTcQzrxj9LuDdI3T0n11VL/C6Wep0qpvXzb92exSqf9Q4pK8n98u8MXfpx5r1RbLkVESs64ltcZRB6PV9tLqjXnu236fMNupcU5ddXx3dU7I06J0Y5glwcACHN5JdVa8GOh3li2XUd2itMlw7pq7rId+nZzkbITI3XVCT10RGqMXG6PNhUGvr38+vwKVde55bDzHRgAwLwIQTqagrXSzLGSy/chyLJjqWw/vK3qk/+msv6TlZSULIvF0vzj5a2Qnj9Lqq/1/X7MhdKHf5E2zN/3mG3fSlkDpUmvSV88JK38r+/xWYOkM+6R0vse+nkiIn0/YeinwgpNePwrldfumwEyf22+bhzTS1eM6q64g9yGGACAg9lZUq1LnvlGP++uVHZilK49sYfOf/xL1dT5ZnSs2Ca9u2qX/u+co3TesZ3UJzNOm3b7D0KOzopXVAQBCADA3DgThrHC8lr9vLtCW4uqVFlbJ1Xukd6+oSEA2V/Uwr+pfE+etuxp/vXAlqpC6a3f7AtAYtKkyMTGAcheO5dLK16Wxt4pTV8q/fZ76ZI5Us5QKSL6MF9h6Cutdun2t1Y3CkD2evCTDSqoqA1CVQCAjsDt9mjO0u36+ZdQY/KIrnpg/vqGAGR//3hnrcpq6zX95J7y912H3WrR5cd1k8NuM7psAABCGiFIGKpy1evLn3br4v8s1sn3faaT7l2gP7y2UlurbFL5Tv87eT2KKlyhV77d2uj64YOxVJc0vryl+wnS+g8C77D8RclVLiXmSEndpJiUZr+mcFVSVafFm4oCjn+9cU87VgMA6Ej2VLn02nfbGn7vlhKjtXllfh/r9ni1dmeZuqfG6MlLc5UUvW8WYlqcU89NHaLOSR33SwkAAJqLy2HC0NqdZbr02W/k9fp+93ilD9bs0uqdpXr9zKfU6Y1z/e/ocevzDYW6/Lhu6pQQdegn2vsEe1kskucgC6p53JI38LAZuQ/sIQAAzeT1Nj4Vew9xknV7vIp22nXKkRl694bjVVTpksUiJcc4lBkf2bLLYQEA6KCYCRJmiitd+uf7PzTJJyRpe3G1vq9O883COJDFoqr0gSosr1VzPwJ5oxKlpO77Nmz+Uup1WuAd+l8oRXf82R/7S45x6ILczrJZ/Xd1xBHm6gcAoO0kxzh03sDsht/zSmrUM93/ndOsFumorARJks1qUVZilI7OTtBRWQnqlBBFAAIAwC8IQcJMdZ1by7eWBBz/bFu9lNm/yfbyoTfqv2tqdOHgHKXEOpv1XN6YdOncRyXrLxOGyvN8t8rtelzTB8dlSsOu8d3txQwqd0s7Vyju24d1V9YXWjAlW1cOSW30kF8f103p8eG52CsAIPgibFZNGpqjrATfueSFxZv1h9N6y2Fr+vHtd6f0VmqsSc7BAAC0ApfDhBmbxaLUGKcKAyy4mZ0ULffAf8rtTJZj+2J5YjupYMB1+mhPuj5aU6aXruyvCD8fngLKHixd+6X05YPSju+k9R9KZ93vWwj12/9IdVXS0ROkYy+WEru0zYsMdeX50rt/kNbNk+T7Q9RF0h9Oul2dTx2j93+q0rUn9dCx2YlK4M4wAIBWyE6K1uvXjtTbK3Zo7ood+nx9oeb8ZoRmf71FS7eUKCvBqd+c3FP9OsUrNpJzDgAAh0IIEmbS4py68vjuuuv9dU3GrBbpzP6dZEuKVdUp/1RxebG+3V6pj3+o0kl90/XylUeqU2Iz1gLZX0Sk7xa3Zz0guSp8vzvjfNt6j5W8bikyWbKZaLX59R80BCD7i1r4N02+arTGjxyseMIPAEAbyU6K0tUn9tCFQ3JktViUFOPQ38+NU0VtvZx2q+IIPwAAaDZCkDBjtVp0/qBsffNzkT5dV9Cw3Wa16KGLBijzlymzcbGxiouN1dg0j04Z4FFURCv/UzuifD/7i05u3THDUUWBtPiRgMO2pc8p/uz727EgAIAZ2KyWRpezRkbYFBlhoi8gAABoI4QgYSg9LlL3XXCM8kpr9N3mYiVERWhQlySlxzubfCBy2K1i6Zc25KmXqgLfElcVeb675Fj5YAoAAAAAoYYQJEwlxziVHONsWAm+icrdUtFGadlsye2SBkzyXcISm9G+hXY0kQlS9xOkNXP9j/c92zyLwwIAAABAmCEE6YgqCqWPZkgrX9m3beUrUveTpPFP+e7kgsPjiJFOvFla964vXNpfXCfpiJODUxcAAAAA4JC4TqIjyl/VOADZ6+eF0k+ftHs5HU5KD+nKj6Wc4b7frTbpqPHS1PelxJzg1gYAAAAACIiZIB1NXZX09ZOBx795Qup9uhST0n41dTQ2h9TpWOlX/5VqyySLVYpO8c0SAQAAAACELEKQjsbjluoqA4+7Kn23tUXrRSeb8w45AAAAABCmuBymo3HGSUdPCDx+5DlSVFL71QMAAAAAQIggBOmIep0mJXZtuj06WRo8VbJFtH9NAAAAAAAEGSFIR5TQWZryrjRium/WhzNeGni5dOWnUlK3YFcHAAAAAEBQsCZIR5WYI425XRoxzfd7VJIUERXcmgAAAAAACCJCkI7M7pDis4JdBQAAAAAAIYHLYQAAAAAAgCkwEwQAAIQ/r1cq3S7lrZAKf5Qy+0sZR/nWyQIAAPgFIQgAAAh/+aul58dJ1cX7tsVlSpe/I6X2Cl5dAAAgpHA5DAAACG9ledJ/L24cgEhS+S5pzlSpcndw6gIAACGHEAQAAIS3ygLfpTD+7FolVRa2bz0AACBkEYIAAIDwVltx8PH6mvapAwAAhDxCEAAAEN7iO0mWAB9p7JFSVHL71gMAAEIWIQgAAAhvMWlS7lT/Y8f/XorLaN96AABAyOLuMAAAILw546STbpESu0hfPuhbIDU2QzrxZqnfub7ZIAAAACIEAQAAHUFsujTieqn/BZK71hd8xHWSLJZgVwYAAEIIIQgAAOgYbDYpITvYVQAAgBDGmiAAAAAAAMAUCEEAAAAAAIApEIIAAAAAAABTIAQBAAAAAACmQAgCAAAAAABMgRAEAAAAAACYAiEIAAAAAAAwBUIQAAAAAABgCoQgAAAAAADAFAhBAAAAAACAKRCCAAAAAAAAUyAEAQAAAAAApkAIAgAAAAAATMEe7ALamtfrlSS53e4gVxK+9vaOHrY9emsM+mocemucYPXWarXKYrG0aB/Ora3DnyPj0Fvj0Ftj0FfjhNN5FcFl8e79ZNNBuFwurVq1KthlAAAQkgYMGCCbzdaifTi3AgDg3+GcVxFcHS4E8Xg8qq+vJ5EDAMCPwzk/cm4FAMA/zo3hp8OFIAAAAAAAAP6wMCoAAAAAADAFQhAAAAAAAGAKhCAAAAAAAJjEI488ohNPPFFDhw7VhAkT9Mknn0iS1qxZo8mTJ2vIkCE67bTTNGvWLHm9Xnm9Xl111VW6+OKLG+6+c88992js2LGqqKgI5ks5LIQgAAAAAACYwNdff61XX31Vr7/+ur755htdcMEFuvXWW7Vjxw5dfvnlOv300/XVV1/p8ccf18svv6xXX31VFotFd999t7Zv366ZM2dq0aJF+u9//6uHHnpIsbGxwX5JLcbCqAAAAAAAmMDy5ct12WWX6ZprrtHJJ5+svn37ymq16plnntHHH3+sV199teGxr776qmbPnq158+ZJkr788ktNmzZN0dHRuvHGG3XhhRcG62W0CiEIAAAAAAAmsXDhQr344otaunSpIiMjNXnyZBUWFmrOnDmKjIxseJzH45HNZtOSJUskSV6vV+ecc4527typBQsWKD4+PlgvoVUIQQAAAAAAMIGdO3dqz5496t+/v1wulxYvXqzp06fruuuu03fffadnn3224bHFxcWqrKxU586dJUn/+c9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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Relplot\n", + "daysplot = sns.relplot(data = tips, # specify dataset\n", + " x = 'total_bill', # specify horizontal axis\n", + " y = 'tip', # specify vertical axis\n", + " hue = 'sex', # different coloured points for each sex\n", + " col = 'day', # different subplot for each day\n", + " kind = 'scatter', # specify plot type\n", + " col_wrap = 2) # specify number of columns" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "6ef19ccd-1626-4e2c-8e21-0df952bdcf24", + "metadata": {}, + "outputs": [], + "source": [ + "# Plotly\n", + "import plotly.graph_objects as go\n", + "\n", + "x1 = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\", \"Sanji\"])\n", + "y1 = np.array([110, 180, 240, 99, 220])" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "4f4e3276-be22-4f13-a613-4291795ae6db", + "metadata": {}, + "outputs": [ + { + "data": { + 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+ }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Customize graph\n", + "graph = go.Figure()\n", + "graph.add_trace(go.Scatter(x = x1, y = y1, mode = 'markers',\n", + " marker = dict(\n", + " size = 15,\n", + " color = 'hotpink',\n", + " opacity = 1,\n", + " line = dict(width = 5, color = 'purple')\n", + " )))\n", + "graph.update_layout(title = \"Interactive Pirate Plot\",\n", + " xaxis_title = \"Pirates\",\n", + " yaxis_title = \"Score\",\n", + " width = 500, height = 500)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "4466e8e1-2bce-4d6b-8f03-384850fdbd7b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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quotemovietypeyear
0Do, or do not. There is no try.Star Wars: Episode V - The Empire Strikes Backmovie1890
1Listen to them. Children of the night. What mu...Draculamovie1931
2It's alive! It's alive!Frankensteinmovie1931
3Oh, no, it wasn't the airplanes. It was Beauty...King Kongmovie1933
4Magic Mirror on the wall, who is the fairest o...Snow White and the Seven Dwarvesmovie1937
...............
727I didn't know if you were lost. Stick with me....Usmovie2019
728This guy's awesome! He's holding his own while...Dragon Ball Super: Brolymovie2019
729Murder is murder, it don’t matter who you are.Black and Bluemovie2019
730You know what a lion is? A lion is a strong an...Between Two Ferns: The Moviemovie2019
731That was the best acting i've ever seen in my ...Once Upon a Time in Hollywoodmovie2019
\n", + "

732 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " quote \\\n", + "0 Do, or do not. There is no try. \n", + "1 Listen to them. Children of the night. What mu... \n", + "2 It's alive! It's alive! \n", + "3 Oh, no, it wasn't the airplanes. It was Beauty... \n", + "4 Magic Mirror on the wall, who is the fairest o... \n", + ".. ... \n", + "727 I didn't know if you were lost. Stick with me.... \n", + "728 This guy's awesome! He's holding his own while... \n", + "729 Murder is murder, it don’t matter who you are. \n", + "730 You know what a lion is? A lion is a strong an... \n", + "731 That was the best acting i've ever seen in my ... \n", + "\n", + " movie type year \n", + "0 Star Wars: Episode V - The Empire Strikes Back movie 1890 \n", + "1 Dracula movie 1931 \n", + "2 Frankenstein movie 1931 \n", + "3 King Kong movie 1933 \n", + "4 Snow White and the Seven Dwarves movie 1937 \n", + ".. ... ... ... \n", + "727 Us movie 2019 \n", + "728 Dragon Ball Super: Broly movie 2019 \n", + "729 Black and Blue movie 2019 \n", + "730 Between Two Ferns: The Movie movie 2019 \n", + "731 Once Upon a Time in Hollywood movie 2019 \n", + "\n", + "[732 rows x 4 columns]" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Wordclouds\n", + "from wordcloud import WordCloud\n", + "\n", + "df = pd.read_csv(\"https://raw.githubusercontent.com/prasertcbs/basic-dataset/master/movie_quotes.csv\",\n", + " on_bad_lines = 'skip')\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "4413cfc0-a852-4f43-a84c-231680f91e57", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(np.float64(-0.5), np.float64(399.5), np.float64(199.5), np.float64(-0.5))" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Make simple wordcloud\n", + "# Join all text from each row from quote column into string\n", + "text = \" \".join(each for each in df.quote)\n", + "\n", + "# Generate wordcloud image\n", + "wordcloud = WordCloud(background_color = 'white',\n", + " colormap = 'inferno').generate(text)\n", + "\n", + "# Use matplotlib syntax to put our image in a figure\n", + "fig, ax = plt.subplots(figsize = (7, 3))\n", + "ax.imshow(wordcloud,\n", + " interpolation = 'bilinear') # helps to smooth the image\n", + "ax.axis('off')" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "b2ec7bec-ee80-4e09-8e32-6dc251627425", + "metadata": {}, + "outputs": [], + "source": [ + "# Make venn diagram\n", + "from matplotlib_venn import venn2, venn2_circles, venn2_unweighted\n", + "\n", + "# Define sets\n", + "A = set([\"apple\", \"banana\", \"watermelon\"])\n", + "B = set([\"pumpkin\", \"blueberry\", \"apple\", \"key lime\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "d12ff3ff-59dc-46cf-89a3-1f5be855e85a", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/anaconda3/lib/python3.13/site-packages/matplotlib_venn/_util.py:32: UserWarning:\n", + "\n", + "venn2_unweighted is deprecated. Use venn2 with the appropriate layout_algorithm instead.\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Assign sets to each circle and modify appearance\n", + "diagram = venn2_unweighted([A, B],\n", + " set_labels = ('Fruits', 'Pies'),\n", + " set_colors = ('blue', 'red'),\n", + " alpha = 0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "9427a890-8e1c-4250-95b7-e8b2f3345f89", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/anaconda3/lib/python3.13/site-packages/matplotlib_venn/_util.py:32: UserWarning:\n", + "\n", + "venn2_unweighted is deprecated. Use venn2 with the appropriate layout_algorithm instead.\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Modify venn diagram\n", + "diagram = venn2_unweighted([A, B],\n", + " set_labels = ('Fruits', 'Pies'),\n", + " set_colors = ('blue', 'red'),\n", + " alpha = 0.5)\n", + "\n", + "diagram.get_label_by_id(\"10\").set_text(\"\\n\".join(A - B))\n", + "diagram.get_label_by_id(\"11\").set_text(\"\\n\".join(A & B))\n", + "diagram.get_label_by_id(\"01\").set_text(\"\\n\".join(B - A))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b6363d01-f820-4cbf-9249-3ecf8c0c304a", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [conda env:base] *", + "language": "python", + "name": "conda-base-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}