diff --git a/02_activities/assignments/Heat-Map.png b/02_activities/assignments/Heat-Map.png new file mode 100644 index 000000000..5b6a9e50c Binary files /dev/null and b/02_activities/assignments/Heat-Map.png differ diff --git a/02_activities/assignments/assignment_2.md b/02_activities/assignments/assignment_2.md index 22cf8bdea..ac50a00ac 100644 --- a/02_activities/assignments/assignment_2.md +++ b/02_activities/assignments/assignment_2.md @@ -7,28 +7,51 @@ - Data visualizations are important tools for communication and convincing; we need to be able to evaluate the ways that data are presented in visual form to be critical consumers of information - To test your evaluation skills, locate two public data visualizations online, one good and one bad - You can find data visualizations at https://public.tableau.com/app/discover or https://datavizproject.com/, or anywhere else you like! + + - For each visualization (good and bad): - - Explain (with reference to material covered up to date, along with readings and other scholarly sources, as needed) why you classified that visualization the way you did. + Q1 - Explain (with reference to material covered up to date, along with readings and other scholarly sources, as needed) why you classified that visualization the way you did. + ``` - Your answer... + My answer... + +Visualization Source: Heat Map (source: fileattached https://datavizproject.com) +Classification: BAD Visualization +# Visualization Analysis: +This heat map visualization is classified as BAD based on three key failures that violate fundamental data visualization principles covered in our course materials: +1. Complete Lack of Context – Violates Perceptual Quality +The visualization completely fails the perceptual quality test (file 04) because viewers cannot understand what message the creator is trying to convey. With only generic labels (A-D for columns, 1-9 for rows) and no explanatory information, basic questions remain unanswered: What do the colors represent? What is being measured? What story does this data tell? This creates extremely high cognitive load (file 04) as viewers must expend unnecessary mental effort to decode meaning from an unlabeled grid. +2. Missing Legend and Scale – Violates Substantive Quality +The absence of a color legend or scale violates substantive quality requirements (Slide 01) that demand accurate and honest data presentation. Without a legend, it's impossible to determine what values the colors represent or whether darker colors indicate higher or lower values. The visualization also lacks any data source citation, breaking reproducibility principles (file 03) and undermining trustworthiness. +3. Poor Color Choice – Violates Accessibility Standards +The red-blue color scheme poses serious accessibility problems for colorblind users . The subtle gradations between colors are difficult to distinguish, and the diverging color scheme creates confusion without explanation. This contradicts the course emphasis on creating accessible and equitable visualizations (file 04) and increases unnecessary cognitive load. ``` - - How could this data visualization have been improved? + Q2- How could this data visualization have been improved? ``` - Your answer... + My answer... + + +# Suggested Improvements: + +1. Add Comprehensive Labels and Context + +The primary issue with this visualization is a complete lack of context, which prevents the audience from understanding what the data represents. To resolve this, the visualization must be furnished with comprehensive labels. First, a descriptive and informative title should be added at the top to immediately communicate the chart's purpose, such as "Customer Satisfaction Scores Across Service Departments." Second, the current, generic labels on the axes (A-D, 1-9) must be replaced with meaningful category names that describe the actual data dimensions; for instance, columns could be labeled with product names or geographic regions, while rows could indicate time periods or different business units. Third, a color legend is essential to define what the colors represent, showing the scale of values from minimum to maximum and clarifying whether darker shades correspond to higher or lower values. Finally, citing the original data source at the bottom of the visualization is a critical step for establishing credibility, supporting reproducibility, and adhering to ethical data practices, as it allows others to verify the information presented. +2. Implement Accessible Design Choices +The current red-blue color scheme creates a significant accessibility barrier for a substantial portion of the audience, including individuals with color vision deficiencies. To create an equitable visualization, this palette must be replaced with a colorblind-friendly alternative. A perceptually uniform, sequential color scheme like "viridis" (which uses blues, greens, and yellows) is an excellent choice, as it remains distinguishable for people with common forms of colorblindness and prints clearly in grayscale. It is also important to limit the number of distinct color shades to between five and seven, as this reduces cognitive load and makes it easier for viewers to differentiate between value ranges without being overwhelmed. Furthermore, color should not be used as the only way to convey information. To ensure universal access, the visualization should be enhanced by directly adding text labels to display the precise numerical value within each cell, or by incorporating different patterns or symbols to highlight key data points, guaranteeing that the message is clear to all users, regardless of their ability to perceive color. +In conclusion, This heat map fails as an effective data visualization because it lacks the essential elements of context, clarity, and accessibility. It violates core principles of good visualization design by creating high cognitive load, preventing accurate data interpretation, and excluding colorblind users. With the suggested improvements focused on labeling, legend inclusion, and accessible color choices, this visualization could be transformed into an effective tool for data communication. - ``` - Word count should not exceed (as a maximum) 500 words for each visualization (i.e. 300 words for your good example and 500 for your bad example) diff --git a/02_activities/assignments/class1.ipynb b/02_activities/assignments/class1.ipynb new file mode 100644 index 000000000..4a6b2a3aa --- /dev/null +++ b/02_activities/assignments/class1.ipynb @@ -0,0 +1,262 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "4ab209b3", + "metadata": {}, + "outputs": [], + "source": [ + "#Import 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" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "df0ae7e3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 106, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Scatter Plot\n", + "#Generate random data and create scatter plot\n", + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y = np.random.randint(0, 100,50)\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a7824eca", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 107, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Bar Chart\n", + "# Use same data to create bar chart\n", + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y = np.random.randint(0, 100,50)\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.bar(x,y)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "44395794", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Years since start')" + ] + }, + "execution_count": 108, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Line Plot with Labels\n", + "# Create line plot with proper labeling\n", + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y = np.random.randint(0, 100,50)\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')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b3aa3cc2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Years since start')" + ] + }, + "execution_count": 109, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Define font dictionaries for custom styling\n", + "font1 = {'family':'sans-serif','color':'blue','size':20}\n", + "font2 = {'family':'monospace','color':'green','size':14}\n", + "\n", + "#Create plot with custom font styling\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y)\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)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "47868a07", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create figure and axes\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "#Plot with extensive customization\n", + "\n", + "ax.plot(\n", + " x, y,\n", + " marker='*', # NEW ADDITIONS\n", + " color='indigo', # NEW ADDITIONS\n", + " linestyle='--', # NEW ADDITIONS\n", + " linewidth=2, # NEW ADDITIONS\n", + " markeredgecolor='#fa9359', # NEW ADDITIONS\n", + " markerfacecolor='#000000' # NEW ADDITIONS\n", + ")\n", + "\n", + "#plt.show() # Use plt.show() for better compatibility\n", + "#fig.show()\n", + "#modify the appearance (colour, width, linestyle) of our grid lines\n", + "#ax.grid(axis = ‘y’, color = \"blue\", linewidth = 2, linestyle = '-.')\n", + "\n", + "ax.grid(axis = 'y')\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e5e0b6d4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([4., 6., 2., 5., 7., 6., 4., 3., 9., 4.]),\n", + " array([ 6. , 15.2, 24.4, 33.6, 42.8, 52. , 61.2, 70.4, 79.6, 88.8, 98. ]),\n", + " )" + ] + }, + "execution_count": 111, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ax.hist(y) # Create a histogram of the data in array y, automatically bins the data and displays frequency distribution" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dsi_participant", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.19" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/02_activities/assignments/class2.ipynb b/02_activities/assignments/class2.ipynb new file mode 100644 index 000000000..7f5988ce2 --- /dev/null +++ b/02_activities/assignments/class2.ipynb @@ -0,0 +1,401 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "35946926", + "metadata": {}, + "outputs": [], + "source": [ + "#Import 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", + "np.random.seed(613)# Set random seed for reproducible results\n", + "x = np.arange(50) # Create array with values 0-49\n", + "y1 = np.random.randint(0, 100,50) # Generate 50 random integers (0-100)\n", + "y2 = np.random.randint(0, 100,50)# Generate another 50 random integers\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f1d14d44", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\mrfst\\AppData\\Local\\Temp\\ipykernel_30328\\651223012.py:4: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + " fig, ax = plt.subplots(figsize=(5, 3)) # Create new figure and axes\n", + " ax.scatter(x,y1, label = \"Person 1\") # Create scatter plot for y1 data\n", + " ax.scatter(x,y2, label = \"Person 2\") # Create scatter plot for y2 data\n", + " ax.legend(loc='lower right') #Add legend in lower right corner\n", + " ax.text(10, 95, \"This value is important!\", # Add text at coordinates (10,95)\n", + " ha='center', # Horizontal alignment- center the text\n", + " color = 'red', #Set text color to red\n", + " size = 20) # Set font size to 20 points\n", + "\n", + " fig.show() # Display the scatter plot with annotation" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e3240e3a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.2, 0.2, '. Figure:(0.2, 0.2)')" + ] + }, + "execution_count": 133, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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Figure:(0.2, 0.2)\", transform=fig.transFigure ) # Text at figure coordinates\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "99776f9a", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\mrfst\\AppData\\Local\\Temp\\ipykernel_30328\\3173598192.py:11: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3)) # Create new figure and axes\n", + "ax.scatter(x, y1, label = \"Person 1\") # Create scatter plot for y1 data\n", + "ax.scatter(x, y2, label = \"Person 2\") # Create scatter plot for y2 data\n", + "ax.legend(loc='lower right') # Add legend in lower right corner\n", + "\n", + "#ax.annotate('This is important!', xy=(10, 95), xytext=(20, 94),\n", + "# arrowprops=dict(facecolor='black'))\n", + "\n", + "ax.annotate('This is important!', xy=(10, 95), xytext=(20, 94), \n", + " arrowprops = dict(facecolor = \"hotpink\", arrowstyle = \"wedge\")) #Create annotation with pink wedge arrow\n", + "fig.show() # Display the plot with styled annotation" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0fbec973", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "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')# Add legend in lower right corner\n", + "ax.yaxis.set_major_locator(plt.NullLocator()) # Remove Y-axis tick marks completely\n", + "ax.xaxis.set_major_formatter(plt.NullFormatter()) # Remove X-axis tick labels\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4d81c19e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([-20., 0., 20., 40., 60.]),\n", + " [Text(-20.0, 0, '−20'),\n", + " Text(0.0, 0, '0'),\n", + " Text(20.0, 0, '20'),\n", + " Text(40.0, 0, '40'),\n", + " Text(60.0, 0, '60')])" + ] + }, + "execution_count": 136, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + " fig, ax = plt.subplots(figsize=(5, 3)) # Create new figure and axes\n", + " ax.scatter(x,y1, label = \"Person 1\")# Create scatter plot for y1 data\n", + " ax.scatter(x,y2, label = \"Person 2\")# Create scatter plot for y2 data\n", + " ax.legend(loc='lower right') # Add legend in lower right corner\n", + " #ax.xaxis.set_major_locator(plt.MultipleLocator(5))\n", + " ax.xaxis.set_major_locator(plt.MaxNLocator(3)) # Set maximum of 3 ticks on X-axis\n", + " plt.xticks(rotation=45, ha='right',) # Rotate X-axis labels 45°, right-align them\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1d9b0a54", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Shiny New X Axis!')" + ] + }, + "execution_count": 137, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))# Create new figure and axes\n", + "ax.scatter(x, y1, label = \"Person 1\")# Create scatter plot for y1 data\n", + "ax.scatter(x, y2, label = \"Person 2\")# Create scatter plot for y2 data\n", + "ax.legend(loc='lower right') # Add legend in lower right corner\n", + "plt.xticks(rotation=45, ha='right',fontsize = 12, font = 'serif')#Customize X-tick labels: rotated, right-aligned, size 12, serif font\n", + "plt.xlabel('Shiny New X Axis!', fontsize = 18, fontdict = font1)## Set X-axis label with custom text, size 18, and font dictionary\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e7208259", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Shiny New X Axis!')" + ] + }, + "execution_count": 138, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "font1 = {'family':'serif','color':'indigo'} # Define font dictionary with serif family and indigo color\n", + "fig, ax = plt.subplots(figsize=(5, 3)) # Create new figure and axes\n", + "ax.scatter(x, y1, label = \"Person 1\") # Create scatter plot for y1 data\n", + "ax.scatter(x, y2, label = \"Person 2\") # Create scatter plot for y2 data\n", + "ax.legend(loc='lower right')# Add legend in lower right corner\n", + "plt.xticks(rotation=45, ha='right',fontsize = 12, font = 'serif')# Customize X-tick labels\n", + "plt.xlabel('Shiny New X Axis!', fontsize = 18, fontdict = font1)# Set X-axis label using font1 dictionary" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dsi_participant", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.19" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/02_activities/assignments/class3.ipynb b/02_activities/assignments/class3.ipynb new file mode 100644 index 000000000..d06aaa13e --- /dev/null +++ b/02_activities/assignments/class3.ipynb @@ -0,0 +1,269 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "39cd057e", + "metadata": {}, + "outputs": [], + "source": [ + "#Import Libraries\n", + "import numpy as np # Import NumPy for numerical computations and array operations\n", + "import matplotlib.pyplot as plt # Import Matplotlib for data visualization and plotting\n", + "import pandas as pd # Import Pandas for data manipulation and analysis\n", + "import scipy #Import SciPy for scientific and technical computing\n", + "import PIL #Import PIL (Python Imaging Library) for image processing\n", + "import requests #Import requests for making HTTP requests to fetch data from the web\n", + "from io import BytesIO #Import BytesIO for handling byte streams in memory\n", + "from PIL import Image # Import Image class from PIL for image manipulation" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f2b6e980", + "metadata": {}, + "outputs": [], + "source": [ + "x1 = np.arange(50) # Create array with values 0-49 for numerical x-axis\n", + "y1 = np.random.randint(0, 75,50) # Generate 50 random integers between 0-75 for y1 data\n", + "x2 = np.array ([\"Luffy\",\"zoro\",\"Nami\",\"usopp\",\"sanji\"]) # Create string array with character names for categorical x-axis\n", + "y2 = np.array([110,180,240,99,220]) # Create array with corresponding numerical values for y2 data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a5da4a07", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 103, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig,(ax1,ax2) = plt.subplots(ncols=2, # Create figure with 2 columns\n", + " nrows=1, # Single row of plots\n", + " figsize=(7, 3)) # Set figure size-7 inches wide, 3 inches tall\n", + "ax1.scatter(x1,y1) # Create scatter plot on first axes using numerical data (x1, y1)\n", + "ax2.bar(x2,y2) # Create bar chart on second axes using categorical data (x2, y2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "29565465", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'], # Define 2x2 grid layout: ax1 top-left, ax3 spans right\n", + " ['ax2', 'ax3']], # ax2 bottom-left, ax3 continues right\n", + " figsize=(7, 4), # Set figure size: 7 inches wide, 4 inches tall\n", + " layout = \"constrained\") # Use constrained layout for better spacing\n", + "someaxes[\"ax1\"].scatter(x1,y1) # Create scatter plot in top-left panel (ax1)\n", + "someaxes[\"ax2\"].bar(x2,y2) # Create bar chart in bottom-left panel (ax2)\n", + "someaxes[\"ax3\"].plot(x1,y1) # Create line plot in right panel (ax3) spanning both rows\n", + "\n", + "someaxes[\"ax1\"].set_xlabel('A Big Label',fontsize=18) #Set X-axis label for ax1\n", + "someaxes[\"ax2\"].set_xlabel('Another Label',fontsize=18) # Set X-axis label for ax2\n", + "someaxes[\"ax3\"].set_xlabel('Label 2: 2 Fast 2 Furious',fontsize=18 )# Set X-axis label for ax3 with creative name\n", + "plt.show() # Display the complete mosaic plot" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "83cb46e8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 105, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# first make our sample data\n", + "x = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\", \"Sanji\"]) # Character names for categorical x-axis\n", + "y1 = np.array([110, 180, 240, 99, 220]) # First dataset for bar chart\n", + "y2 = np.array([170, 100, 90, 120, 50]) # Second dataset for line plot\n", + " # define our figure and axes (just one this time)\n", + "fig, ax = plt.subplots(figsize=(7, 3)) # Create single figure and axes, 7x3 inches\n", + " # now call both bar and plot elements to the same axes (ax)\n", + "ax.bar(x, y1, color = \"indigo\") # Create bar chart with indigo bars using y1 data\n", + "ax.plot(x, y2,color = \"red\") # Create line plot with red line using y2 data on same axes" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0458028a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 106, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "y2_sd = np.std(y2) # Calculate standard deviation of y2 data for error bars\n", + "\n", + "fig, ax = plt.subplots(figsize=(7, 3)) # Create figure and axes\n", + "ax.plot(x, y2, color = \"red\") #Create line plot with red line connecting data points\n", + "ax.errorbar(x,y2, # Create error bars for each data point\n", + " yerr = y2_sd,# Set error bar size to standard deviation\n", + " fmt = \"none\", # No markers for data points\n", + " ecolor= \"indigo\", # Set error bar color to indigo\n", + " elinewidth= 4, # Make error bars 4 points thick\n", + " capsize = 6, # Set length of error bar end caps to 6 points\n", + " capthick= 4, #Set thickness of error bar caps to 4 points\n", + " errorevery= 2) # Show error bars only on every 2nd data point" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "699695ac", + "metadata": {}, + "outputs": [], + "source": [ + "import requests # Import requests for making HTTP requests\n", + "from io import BytesIO # Import BytesIO for handling image data in memory\n", + "from PIL import Image # Import Image from PIL for image processing\n", + "\n", + "headers = {\n", + " 'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36'\n", + "} # Set browser headers to avoid being blocked by website security\n", + "\n", + "# Original URL with headers\n", + "response = requests.get('https://upload.wikimedia.org/wikipedia/en/c/cb/Monkey_D_Luffy.png', headers=headers) # Download Luffy image from Wikipedia\n", + "image_file = BytesIO(response.content) # Create in-memory file object from downloaded image data\n", + "image = Image.open(image_file) # Open image using PIL Image module\n", + "image.show() # Display the image using system's default image viewer" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "51f4297d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(np.float64(-0.5), np.float64(219.5), np.float64(425.5), np.float64(-0.5))" + ] + }, + "execution_count": 108, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(7, 3)) # Create main figure and axes for plot\n", + "ax.plot(x, y2,color = \"red\") # Create line plot with red line using y2 data\n", + "ax_image = fig.add_axes([0.1, 0.11, 0.15, 0.35]) # Create new axes for image at specific position/size\n", + "ax_image.imshow(image) # Display the Luffy image in the new axes\n", + "ax_image.axis('off') # Hide axes borders and ticks for the image" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7fa87480", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dsi_participant", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.19" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/02_activities/assignments/class5.ipynb b/02_activities/assignments/class5.ipynb new file mode 100644 index 000000000..4129097e1 --- /dev/null +++ b/02_activities/assignments/class5.ipynb @@ -0,0 +1,2212 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "0f293302", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "#load packages or library\n", + "import seaborn as sns # plotting library\n", + "import numpy as np # numerical computing\n", + "import matplotlib.pyplot as plt # plotting\n", + "import pandas as pd # data manipulation\n", + "import scipy # scientific computing\n", + "import PIL # image processing\n", + "import requests # HTTP requests\n", + "np.random.seed(613) # set random seed for reproducibility" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ba45128f", + "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\") # load built-in dataset\n", + "print(tips)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "11226b32", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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5xy4jL4QQQmqWw7m0UTqA4oWG3fKTzVK8EEIIqXGMyEsA00aivLuB4qVsiGojihdCSN2yo3sYV//0aTy1o7faSymaRDqLD/5yHf7f03uqvZSKkcqo6BtJGb8HDTGUkX1eyocYrUDPCyGkbvnk/67HY9t68M4fP1XtpRTNxv0DeHDzIdz2+I5qL6Vi9Awnjd+DKF7GmDYqO6bnZXJv75P72RFCSqJnKFn4RjWKmvsQD6IXxC+iTBoA0tngDTNM2A27TRQvpZI1xEuVF1JhJvnTI4SUQkNuUwkiYivPBnBT98thSVymsqoxUTgouHpeRilexkuWkRdCSL0jwvlBRoTRJyOHbZGxoJVLJzLO4mUomTE2YVIc9LwQQuqepgBHXgSTWbx0S2kjIHi+FxF5sXteAPZ6GS8ZleMBCCF1TkOAIy8ig5IJWDSiGA4N2iIvQRMvhudF34qi4ZAhmOl7GR9ZNqkjhNQ7TBvVNoeHrJGXoJl27U3qAFYclQrFCyGk7mHaqLbJ87wENPISp3gpGxl6Xggh9U6jJF6Cln7RcvVGQVt3MeQbdrNVWsn4EE3q5MhLG8VLSTDyQgipexqjEeP30XSwNkaBqpk9XyYTmaxqNKkT37KDNlnabtgFGHkpFQ5mJITUPZGw+QE4ksxUcSXjQNIr2YD1P/FD70gKmgaEFGBGaxxA8NJG9iZ1AMVLqahMGxFC6h256dlIMpiRFwDIBMzI6ofDuUqjaS1xoyosaIZd4XlpiOSLF5ZKjw+OByCE1D1ytmU0FbDIi4TofTGZEJVGM9saEIvoH+VBirxommZEXhpi5lbEyEtpsEkdIaTuUQMceZFjEJMx8iJ6vMxojZviJUCG3VRWNcQxPS/lQ0ReQhQvhJB6RZs0kZfJJ15E5GVGWxzRcPAiL4mUudYGipeyQc9LFenv78d1112H008/Haeeeio+/OEP4/Dhw9VeFiF1h+x5GQ6aYVdicqaN9MjL9NYGxIR4CVCESfhdIiHFEF8AxUupcDxAFfnYxz6G0dFRPPTQQ3jkkUcQDofxhS98odrLIqTusHpegpOSAKxRo8mYNhKG3Zlt8UB6Xpy66wLs81Iq9eJ5iRS+ycTy0ksv4cUXX8STTz6JlpYWAMCXv/xldHd3V3llhNQfVs9LkCMvtSleBsbSaI1HxuVPMNJGrcE07BqVRrYuzoy8lEa9eF5qTrxs2LABixYtwm9/+1v8+te/xtjYGNasWYPPfOYzRR0nGyDjWpAQ55Xnd+KpxrnPSumW4UQ6UK+7qpprTaUz4157pc77rt4RvOG7j+Oyk2bjm1eeVPT9D+cmSk9rjiKa68eTKOF5TjQjCV2cNEZDljW3xnUhNpTIIJXWBXNQnlMtkM1FGUPQau497/dx/VBz4mVgYAAvv/wyTjzxRNx9991IJBK47rrr8JnPfAa33nqr7+Ns3LixgqskPL/VYyLPfU/PgPH7rn0HsH798IQ9dqlsP2S2zt+0ZQuGu6IlHa/c5/2pfQmksxqe3n4I69evL+q+qqahO+d56d6zHcMDQwCAXXv2YX3jkbKus1K8dFhfv5ZJW55/WoqSPf3CBrTGQvy8KYKhkREAwO5dO7E+0VXSsWr5vNeceInFYgCAz3/+84jH42hpacEnP/lJvP3tb8fIyAiam5t9HWf58uUIh4M/VK7WyGaz2LhxI89vFajGuZ+y4yVg5z4AQHP7FKxYccKEPG45GN7eAzy6DgBw7KIlOHFue95thhIZxCIhxCPu9r9KnfdX1f0A+pFQw1ixYkVR9+0ZTiKrHYKiAOecvhIPH9wM7NmH6TNnYcWKY8u2xkpyZOthAEfQ2dqc9/wb/+8hjKWzmHfMYgzsf5WfN0UQe/RxAMNYsuhYrFg0bVzHqNbnvHhcP9SceFm0aBFUVUU6nUY8rre8VnOha62IFt/hcJhv9grC81s9JvLcy39xY2k1UK+5opiCRFNCeWtPpLM47zuPYlZbA+77xJqCxyv3eR/LDSUcGEsjFApBUfx7FHpG9JTL1OYYGmJRYypzWkVgXiPRNqgxln9e2xujGEtnMZTMVc7w88Y3wpseiZR+zmr5vNdctdGZZ56J+fPn4/rrr8fIyAj6+vpw88034/zzzzcMvISQiUH2uY4Euc+Lw2Tp7qEk+kZS2HxgsCpmZHE+M6pWdBm6XCYNINCG3cZY/uZojAhI0LRbLGafl5rb3stKzT27aDSK//mf/0E4HMZFF12Eiy66CLNmzcJXv/rVai+NkLpDjnYWWyr95Ks9+O2ze8u9pHFRqNrowMDYBK3ERBZM/aPFbdLdUnddINjiRZ5rJGhv0sVLseeF1M9U6ZpLGwHAzJkzcfPNN1d7GYTUPaWUSl975wbs7x/DGcdOxfwpTeVeWkEKjQeQs9Bd/QksmtFa+UVJyOMWBsbSmF/Efc25Rrp4MTrsBqgqJ+kn8jKWBuITuqzAk60T8VJzkRdCSO0gb/nFzjYSIf9a+Pbs1GFXFmZBi7yYc430tJEwHKcztdnPxomxXCSvIeouXgaYNioa8V6f7E3qKF4IIa6U4nkR3wATmepHAxwjL9LvXf2JiVtMDvl89o+lirqvPNcIgDQeIHhpI3uHXUBuVBdcn1W1EG8BRl4IIXWLWoLnxRAv6eqIF9mv4+R50aoeeTHPS7GRF2HYnRSel2j+NsQuu+Mny8gLIaTe0UrwvJjipfobatZBvMgXHRioQuRFOp/FbtJirtGMNj1tJDwvyQCJF/G+8Iq8DFK8FE29jAegeCGEuCJbRZIZ1bHk2I2sVuXIi/S781Rp8xZd/RMfeZHLo4+M+E8baVJ3XXvkJR2gtFHCh2GXkZfiUetkMCPFCyHEFQ3WiMWoTyGiqppRzVMt8SJTqNrowECiqCaY5UBOw/UXsUn3j6YNb8v0IKeNfBh2B+l5KZp6KZWmeCGEuGLPtvhNHWUlIZCogQ3VudrI/H00lZ3wjXK81UbC79LRFEU81yMlyIZdJ/HSxmqjcZNlkzpv0uk0enp6OO2TkEmMPRox5tO0K3tMktWKvEhLdzTs2qJKXT5Nu4eHEr7PgxfDFs+L/7SR0eMlVyYNmKXSQYq8JHxVG1G8FIvpeanyQipM0U9vZGQEn/nMZ7B69WqsWbMGq1evxpe+9CWkUsWV+hFCah/7nj/mU4jI4iUIaSPAX8XRkZEU1nz9EVz906dLXI9qMdcWE3kxery0md3bjCZ1QRQvMfdqo6FExhLFI96o0t8dIy82vvjFL2LXrl34wQ9+gD/96U+45ZZbsGHDBnzrW9+qxPoIIVVEtW0cfoVIxiJeqr+hOkVe7M/NT6+XfUfGkMyo2NU7UtJ6RmyRm2I8LyLyIvwuQDANu15pIyFeAGA0TfHiF/l9Ptk9L0WPB3jkkUdw//33Y+rUqQCAhQsXYtmyZbj88stx/fXXl32BhJDqkRd5SfnbHNUaiLzIaaGsg+dlPJEX4SkpNRgwamv4NzCahqZpviZLH7Z11wVM8RKkUmmvJnWxSAiN0TDG0lmM+HzPEWvEk9VGNuLxeN6I7ObmZjQ2NpZtUYSQ2sDuefErRKyG3eqnjdIOaSM7B3xEXkRaptRYgDDrGlVCWdV3E0BRJj1TShsF0rCbEyVOkRfAjL4Mpxh58YtsTJ/skZeixcs///M/4+Mf/zi2bt2KsbEx7Nq1C5/73OdwySWXoKury/hHCAk+9gjD+Dwv1dlQ5bU7N6kr3rBrRl5K21CHc911p7fEDeHhN3V0aDA3GsAh8hIkz0vSI/ICmOJlpAbSjkFBDjBOdvFSdNroxhtvBAC8+c1vhqIolj/in/3sZ0boc8uWLeVbJSGkKtg3+OAadv2kjSYu8jKai7w0x8NIZaPoHkqifzSFuR2FI9jGaACnyEuAxMuYR5M6QI68BOc5VRtL5MVHCjLIFC1e/vKXv1RiHYSQGsQuXvyWPddC5EXGuVRaJ6To3h7RqM7Ld5Iuk+dFlEk3xSLQND0VNOCj4kjTNMdS6aAZdtNZ1XhN3NJGotfLCNNGvhF/dyFl8o8HKFq8zJ07txLrIITUIGLPj0dCSGbUcUVeklXyvMgCw6vaaHprHIeHkkhlVPSOpDCtJZ53W4EReSlRvYiJ0i3xSFFpo8FExhCDlshLTrxkVA2qqtX8xiW/j5wGMwJS5KUGxG9QqJfuukAR4mXVqlV4/vnnsWzZsrxvJpqmIRQKYfPmzWVfICGkiuT26KZYWBcvPkP4GUuTuupvPl59XuKRMKa1xNE9lMSB/oQ/8VLiesRE6eZ42Eib+On10p2LurQ2RCwRCyFeAN2X0xByjmbUCiKVGFLMlJeddkZeiiZL8ZLPj3/8YwDA4sWL8YUvfMFynaZp+MxnPlPelRFCqo6ITjTFIjgymvZdOaTWWLWR12BGRQHmtDegeyiJroExLJ/X7noco5qnxP1UVBs1xyLGRtPvo8uuWSZtFVjRsLlZJTOqayqmVkikzInSbmk6el6Kp15GAwA+xcuhQ4ewb98+7Nu3D3v27MmrJhoaGsLAwEBFFkgIqR5ChDTH9c3Qb1t8OdJRG1OlndJG+k8FwOz2Rry4bwAHCkyXLnepdHM8YqRN/EReDhtl0g2Wy+XoRRB8L4XMugDQ3qhvT6w28g/TRjY6Oztxxx13oK+vD6lUCt/73vcs18fjcXz0ox+tyAIJIdVDbPCNMf2jwq8QsUReamDzyXqkjUKKgtkduhgoVHFUrlJp0WG3KR5GW4MeYegfLRx5McukrZEXRVEQC4eQyqqBqDgS4kUMlnSivYl9XoqFaSMbsVgMd911FwDgn/7pn/DTn/60oosihNQGYpNuyqUhxjceoFqGXXMNaccOu2boZU67XqLcVUC8pHPCwCGQUxQi8tISixjpkWIiLzNskRdA970ERbwkfEReOhpjAJg2KoZ6Ei9FJ8YoXAipH8QebaSNAtrnxblJnf5TAczIS6G0kYi8lJg4EpGX5ngEHbkIg59qI0O8tOabiuVuvbWO12gAAUuli8f0vFC8EELqGJH+EWmjMZ8pIIt4qYFIgGO1EURPDAWzc5GXgmmjTHn6vIxITeo6m/QIg58+L4dF2sgh8iJMu6mMClXVsHHfQM36XxKpwuKFpdLFI4zpjLwQQuoakW1pjhWXNpLFi9hMJxqrYddhAxSRFwWY3a6LgYODCccojSBZJsPusGTYNdJGfqqNfEZefvToq7jsvx7HjffWZvsKw/Pi0uMFMMXLaFrzfE2ICdNGhBACa6k0MD7xAhSednzvhi586H/WYSjhb75PsThFXsQSQ4qCGa1xhBR93WLwIYA80ZUuU6m0mCotp42O5CZLe3HYxbALWEcEfO8v2wAAv1i7u2RzcSUQJm4/kRcAFXtfTDYoXgghBGZ6pClWXKl01rZhFhI9tz22Ew9sOoQnX+0tfpE+cB4PYF4WCYeM8mMxoHHLgUGc/MUH8f2/bjduZ5ZKl+h5EU3qYhF05NJGqYzqWZk1kswYXhlnw27YOM4ZC6cal//fi7U3KNdPqXQsEjLEzcBYZkLWFXToeSGBI51VcWgwUbM5bhJMxCYtNhm/DeeytjRNofuJSIRfceQH63gA98GMokmaSB0d6NejG3c9tw9DyQxu+ct2I3qRKvNso+Z4GM2xsLHZeKWORMqoORZGSzy/UFSeLD2r3RQ3X7pnM46MFE5JTSQJH4ZdwOz1MuBz4na9Y/Z5mfxb++R/hnVCJqvh8GDSMTxOyHgRAYtmI/Li17Br/X+hXi/im3ilKpOc00bmEDsAmN0hTLt65GXBlCbjtjv7dbFhDGYscT2jUoddRVHMiiMP0+4hD7MuAMSEYTerWtJ0vSMp3PinLSWuuLwIkVqoE7CoOBpk2sgXZtqoyguZAOrgKRJCxovheYmX5nkpdD8hiiolXpwMn+IS0Z1+Ti5a0ZWLvMi+gc09euSiHIMZVVWzlEoD8NXrRURepjv4XQDrZGmxzstOngNFAX73/D48tq173GsuN+J1LiRexHlh5MUfWUZeCCHEwfNSIfEiri9vWbXcpM5BbBh9XkTayBp5sVZM6b+Xo9poVDoXIv1jlEt7pY08zLqAadhNZlQjQnT6MVPwnjOOBgBcf/dGIz1Xbfz0eQGA9gaKl2LI1JHnxfdgRkLI5KJ3OIl//e2LeMep83HJ8tmOtzGrjfRNJqtqSGdVRAvEpfMNu/pm+tL+AXz9/q247qJlxgBETdOMzcyP5+V/n92DhzYfwvf/YZWn4dOyHgfPiz1tNKdDGHYTufto0m31n376vHznoVew78govnnlyY5VHyJlFFJgzDXykzbqdplrJJA9L2KdsUgIn75oKR7cdBB7+8bw3Ye34XOXHOe++AnCNOx6v4/acp6XwQKG3dFUBh/51fPYX6DJoF8uWT4bnzx/SVmONZHUU7URxQshASedVdE3ksKU5lhBUSHzxKu9+Psr3UhlVB/ixfyoGEtnC4sXm1hI5gy7b791LUZTWTy3ey02f+kNufWbfTz8GIJ/9vguvHxoCM/vOYKzFk1zvZ3FsOsx2wiKLfLSnx95Eb/KhnhN0/ImImuahh/+bTvSWQ3/eMbRWDG/I+9xh21+F8BMH4nrnHCbaySQq42EsTgeCaElHsGXLj8R7//lOvxi7S78y+uONSqcqkW500ZP7ejFIy+XLy22o3s7PnruIkQCZh558tUeAMD0Fuf3yGSC4oWQgCPM2m0NURTYC2z3y/lMPASD2ODjkRAURf9/IpU1hgm64WbYHc1FVkalCIucikr66KYqNuZiKuucS6V1hPwQIwK6h5NIZVRL9ChrqzYC9HNh0y4YSWWRzgml53cfcRQvoza/CwCEcwdSPUI65lwj541JdNiVPS8ilfT642bguNlt2HJgEL9+Zi/+5XXHuj7ORCDeD+USL73Derrt5Pkd+Mwblo5/YRrwntufQTqr4fBQEnNyJu4gcHgwgTvX7QMA/OMZR1V5NZWH4oWQOkVs6F6CQeyl4ZCCxmgYo6msrynRbpEXJ2Q/jB/D7nha9GcchI49bTStOY5oWEE6q+GQrdOu+E0eeuj08PJk6Of3HMH7cEzebUR0pSlubtyh3CK89JjZXdc5bRR3SBuJCJmiKHjfWUfj2rs24Jdrd+H9a44pKkpXbsZ8jAcA/Fcb9eVKwRdOa8aZx7pH4/wwu70Re/pGsb9/LFDi5aeP70Qqq+KUozpx2jFTqr2cihOsmBghpGyI7rFewsLc4BVjo/Fj2s2PvLjfR/a5+BEvIuJSqGW8dTyAe9pIpG5CIcXoj3JgIOGSNpIEjYN6kiMEL+zpd1yXMVFairwIAeUZecmljWa6RF6MDrtZFancOoUPBtArj6a1xHBgIIH7Xzro+jgTgW/DrhF58fa8CPEypbn0dJjwPu0/Uh7/zETQP5rCHU/tBgB85Nxj89KZkxGKF0LqFJEK8YqkiM1UUcwQvz/xYmtS5/EY8vH8HNsQL0WEXpyFTu65SZfIFUcZD8OueW8r8nDF/f1jhk9FxiiTlnxEwmDpNgMqkc5iMKFv4NNdIi9Ww27Wchmgv35Xna6nE372xE7HY0wUvj0vDf6a1JVTvMzt0Pv7lMv8OxH84sndGEllsWxWK85dOqPay5kQKF4IqVOyRuTFS7zoPxUoRmWMn+hIMaXSY5a0UeGUlIh+FDPsMV1gtpFA7vWiWsRL/rly0k72Tfb53UfybiNPlBaEDM+L8/oPD+opo3gkhLYG52x/VCqVFt4cWbwAwFWvWYBYOIQX9vTjhT35a5soEr6rjXJpo4kUL526gN0XkMjLSDKD25/UxehHzl1UF1EXgOKFkLol6yNtJDboUMgcEeAnOmJP09hFiVzJmRhv2qhA5EW+2qlU2qw2Mi+Tu+zKx9eMyIu5Pqf5Rv128eIgEEakidICIV7cntPhIdFdN+66OTk1qYvZfC0zWhtw2clzAAC3P7HL8TgTwViZq416yyhe5uXeA0GJvPz6mT3oH03j6KlNrlWDkxGKF0LqFD+RF03yvDTkSnETPnqx2L0b9oqmiNQB1BJ58dGkToiXIgIvzqXSDmkjOfJS2POS/zhikxVRqucdfC9iKGOTQ9rIrXOvMOvOdEkZAc59XuKR/I/4a846GgBw38YDRkO+icavYVeIl6FkxjPSJiIvU8sYeekKgHhJZrL4yWM7AAD//Npj66K/i4DihZA6RWzOqYzqumnKFTnFDGfMj7xY7yN/yFpLpb2PnVU1Q0gUShvJkREnw65T2kj2vDg2qStQni2azJ2Vq3jZuH/A4pMBgJGUMOyaG7dYgpsJ2Zxr5N6/w2LYtVUbyZw4tx2nHTMFGVXD/6zd7fl8KoXfUmmRNtI0YCjhbtoVgyc7y2LYzUVejoyVNAZiIvj98/txaDCJWW0NeMuqudVezoRC8UJInSKnKNyiL4bnRVFMw66P4Yx2YWFPG0XCknhx6fnihNzbpVC1kYzzVGnTjCwQvV7yq430RnqW8mmPyMtJ8zowpTmGVEbFpq4By22c0kbhQp6XAmXSgLVUOu1QbSTzvrP0Eu7/98yesk7y9kNW1QwRWCjyEo+EIJoou03cTmayGMqd03JEXsR08bF0Fkc8Oh5Xm0xWxY/+/ioA4APnLEQ8UkSTp0kAxQshdYosMNzFi5laKabayB7psEdU5MhLMX1e5MhHMdVGTpEXgSxe5uQiL30jKUNkALqosDfFc/K8iNlEHU1RrMw1qLOnjkakDrsC0efFrVRaGHbdhjIC/gy7gguOn4l5nY3oH03j7hf2ux6zEsivsZ/xDi25FJzbiIAjI7rACIeUgs0T/dAQDRvnuZbLpe976SB2946isymKfzhtfrWXM+FQvBBSp2Qs4sVFNEiplcYiqo3yIi+248szfIqpNkpLIqtg2kiz/m6P1Mg9bAQdTVHDryIbNlUNeekfr8hLR1MUq47qBJBv2h1O5nfYNaqNXJ6TMOy6zTUCTKEiiy438RIOKXjvmUcDAG5/YueEpkfk19vJk2OnKaqfm6GkcxRE+F06m2KGCCyVuYZpd7Qsxys3mqbhB49sBwBcc9YxFv9UvUDxQkidYom8uIgGpyZ1vkqlbQMdnUSJ2DDlNFShY8uG2WIMu0B+6shpv1YUxYi+yKWyqqbl+V2cO+zqG2xbYxQrF3QAAF6wlUuLyc7WUmn9p2u10aBIG3l4XoR4kSZH26uNZN5+6nw0x8LYdngYz+6auLJpkaZqiIZ8lfUK0Tzs4nkxy6RLj7oIhGl3f39+n55a4K9bD2PrwSE0x8LG1PB6g+KFkDrF6nlxFg2m50VKG/nwSIiojoguCFEib74HctObLYbdjOoZUUmPM20E5Ede7B12BcL30lUw8uLeYbejMYqT53UgpOhTqg8OmJugU9qoUJM6uVTaDSFU5E3eS7y0NURx0QmzAOiVRxNFwmd3XYGIvLgNrewd0YVdOcqkBfMk026toWka/jsXdXn3GUehval8oi1IULwQUqfIaSO3dI0ReQkpRXlexCbcHLNGa2SdsOXAoOU6gVfptixeClcb2e/rljay3k5UHMnnR0N+pZHTw4sOu+2NUTTHI1g2qw2ANXU07GDYVTwMu6mMahhHvQy7IvIijh8JKQXTKKIvyJ9fOlBU079SEO81v+KlMeItXswy6fJNUp5Tw2mjp3f24fk9/YhFQvins/NnZ9ULFC+E1Cl+DLtGdAJSqbSPLrj5kRcxCdp8TCFe7JEcr9SRfP9iqo2cbu/Qow6A2etFxinyYldHmaxqVL10NOlRgFVHdQCwdto1p0qbm3fYo0ld97AeWYiGFXR6fMs2Ii+5Nbj5XWTWLJmGlngEhwaTeGHvxKSOjAZ1Psy6ANCUSxu5lUqbZdJlTBvVcKM6EXV5++p5nmJ2skPxQkid4sewO17Pixl5iViOLwuALQeGAACjtuN59ZGxRF4Kdti1Xp83Wdo1bZQ/SVjVtPy0kU29DEqbq2jhv2pBvmnXKfIiAiROqSijx0trg6dHRIgVIRT9iJd4JIzzj9Nn4fxpw8QMazTEi8/SXsOw6yJezO665Yu8GJ6XGksbbdjXj8e29SAcUvChc46t9nKqCsULIXWKr8hL7mdIMbvGFlMqLaILYkOVUy+bXSMv7pGdVBHixW1N9vvnp42cIy/2tJP94YXfpTUeQSQXBRHi5aX9g0hmstA0zXmqdG4RTtEkP2XSQL5Y8fK7yEx06sjorusz8tJoeF68q43K0eNFIMTLkdG0YbCuBX7wiN7X5fKT52D+lKYqr6a6ULwQUqdYDLsFPC9ykzpfkRdRbRQ3Iy+aLXqxq3cEo6lM3vE800bS/Qs0u83DPiLA/J9VvcxxjLzke17s23z/qL6Jiq6wAHDU1Ca9WV1WxeauQd2QnLtjU8zfYMZuYdYtVrz4iLwAwDlLpqM5FsaBgQTW7+v3dZ9SEFE434bdiHe1UTnnGgnaGqJozUXPamVMwPbDQ3hgsx4d+5fX1XfUBaB4IaRuyRZIG2maZg5mVMzNxlfkJScUWmKm50WOfMQjIWgasPXgUN7xvI5vLZUuNvLiXCptz8S4RV4KVRvJPV4EiqJgnvEtPmUxnVqrjXKP4xR5EXONPHq8APmjAPxGXhqiYbz+uJkAgD9PQNWRWSpdnmqjIxUQL4Dpe6mV6dI//NsOaBpw4fEzsXhma7WXU3UoXgipU7IF0kby3hyyjAcoos9L3IzWyH6Vk+d1ANBNu0UZdlU58lKZtFFrQxSt8UjebfM9L1aEeGlvtBpHjZlDGRWjxlDGsKUSyIy8eHleCkRe7OLFZ+QFAC5ZLkqmD1a8YZ05Udrf+kTaaLBgn5fKiJdaMO3u7RvFH9brnZA/fO6iKq+mNqB4IaROkbMgTuJF3kgVaTCjVymzeexc5CUnAjKqZlTZAMDJ89sBAJu7BvNLpT08L9a0UZHixSVtpOTVG5m9XgSO4wFcPC8dtoogISKSGdWIHtg7ooaMaqP8dRtzjTx6vAD53WqLES+vWzoDTbEw9vePYcO+gcJ3KIGxovu8uKeNVFXDkdHye16A2jLt/uSxHciqGs5eNA0rcmMn6h2KF0LqlKwUxXCa5izvo4pUbeQr8qKKDrvmJi2qRUKKPtkYyEVebN/E/ZZKF4oQ2K/OEzsOgxkFoteLfNN8z4v1eP2jLpEXaWCi00RpQGpS5/CcjO66BdJG4zXsAnoK59xletVRpRvWGX1e/Bp2Pfq8DIylDZ9QOSZKy9RK5KV7KIn/fXYvAODD59LrIqB4IaROkb/lF4q8FFttZIoXc4MaSuibezQcwvGz9eZtWw8OGdU3nbneKN6el/F32E3bPC9i0ws5qJc5DpGXQn1ezLSRdRM10kZZ1Xiu+ZGX3ON4eF4qZdgVvDFXdfSnjQcqmjoqZ4ddYdZtbYjkeX5KpVYiLz97YieSGRUr5nfgjIVTq7qWWoLihZA6xTrbyMmwa/4eKrLaSIiXcEgx0hliKnAsEsIx05oRi4QwmsoaXgbR2M1vqXShaiN7ZCR/PIDUgc+GPfLiZ7aRr8hLzvPSYvPUuE2VzmRVo/19oYZk9s272M383KUz0BgNY9+RMby0f7Co+xaDiNzFi0wbDSXSeaKqEmXSAhF5qWa10cBYGv+zdjcA4CPnLvI1C6peoHghxAVN0/CtB17GH3NGuSAznMzghj9sxNM7eo3L5OqbwpEXM21UaP4QYAqFiDRWQEReYuEQIuEQjrL1qRCD9bzTRuPv85LnWcn9dNoO7BVHfqZKF/K86OIlfygjIHlebC9Dz3AKmqaLwEIbdCSkWFJgxUZeGmNhnLtsOgA9+lIpivW8CMNuOqvlvU/7KjDXSCAiLwcHE3nvnYnif9buwnAyg6UzW/H6XFqP6FC8EOLC0zv78F+PbMcnfrO+2kspmYc3H8IdT+3B9/66zbissGHX/F0ezAh4d8EFzJROSI68SGkjIL+TrRF58eqwW4Jh135777SRzfMCIOUyG0kwMKZHAeyRl7iD56XJFnkR4wHskQUxkHF6S7zgnCJFUSw+l2LFC2BtWFep1JGZNvJZyh0xn7c9ddQ3or+nKiFepjXHEQuHoGqwDNacKMZSWfzsiV0AdK9Lode/3qB4IcQF0T9iMtCd8030DJnPSd583fq8CPLES4H5Rk6Rl/39+gYgjJWzbQbUjkYReXE/tlzuXHg8gO2+eR1yvQy7PiIvtvvIE6VlhFhLS56XFpvnRazB7uM5NOiv0kggC5b4ODwg5y6dgXgkhN29o9jUVZnUkSFefBp2w4piDPi0VxxVMvISCimG96kapt3fPLsHfSMpLJjSZPiRiAnFCyEuTKZvOn25clJRVgrYZhs5CAY5UBFSFIRDirE5FjLtyp4XYfTd0zsCwDSeyuXIDdGQYe71Shulipgqbcfe50XgnDbK97zkl0o7Vxu1ufR5SWZVDCfFUEZb5MXwvFjXcdhnd12BXC49nshLczyCc5fq6Yk/v1SZ1JFZXeZPvAAwut3aIy+VmGskUy3Tbiqj4seP7gAAfOi1C41xE8SEZ4QQF8I1YI7TNA23P7ETT77aU9Jx+ob1D/n+UdP0WGi2kWbzvABAgxAvBcqlreJF36T29I0CMDfiOZJAaIyGfRmC0xlzTcVWG2Xzqo1Ek7r817kxFrZMcC6X50XMyXHzvNgFmTnXyN/04GiJaSMAuLjCDeuK7bALmAZnkXoUHKmgYReonmn3Dy/sx4GBBGa0xvHWVfMm9LGDAsULIS6EauCv47FtPfjiPZvxrp88XdJxROQllVWNZnGFxgNYIy/6z0Yf0RH52GFFMaYH7+nTNwDR5n6WlJrxLV6KqTay7buugxVdNOrZi6cbvzvNNpJJpLOGAPSqNnKaKA24D2Y0RwMUnzYab+nw64+biVgkhJ09I9h6cGhcx/DC6PNSjHgRkZeEc+Sl3D1eBHM7dFP5RKaNsqqGH/1dH8D4gTULixJ59UQNfDwTUps4fSOfaHbnohWl0if5d0TqqNB4AGuHXf1cNPoslxZRkXBIQTyXNuoZtvo35F4qDTFZvHh02C0hbZRXKp376dRhFwC+984V+Nl7V+uPpVnNwoBVHImoSzik5JVBWyIvLmkjo8+L3bBrjAbwF3kp1bAL6FGO1y7RhVslGtYV63kRawKcDLuVjbxUw/Ny/0sHsaNnBO2NUfzD6Qsm7HGDBsULIS6Ea8HzUqawvWw+Ft4MOe3iJEacBhc2+BzO6JQ2Eoi00SwpbaSqmq8Ou6kylkq7zTYSKIpiNJNz7vNiPr7c48Xei8PSpE6kjWwbd9hltpHfBnXGY8melxJ8EpVsWFdsqTTg7nmp1FwjwUR7XjRNw38/sh0A8N4zj84TwsSkpsVLNpvF1Vdfjc9+9rPVXgqpQ+TIS6WH1blRzKN29Y/hd8/tc+xJ0ScZdcUHfsan50U+D36HM3qJF+HfkD+Y+8fSRnqpXB127dfmN6nTf3oF2GQjrZfnxW0oI2AtlXZLGylKAcOuz7RROTwvAPD642YgFg5hR/cIXjk0PO7jOFHsYEbAfK8MSWkjTdMqLl7mSWmjifgM+Nsr3dh8YBBNsTDee+bRFX+8IFPT4uW//uu/sG7dumovg9Qp8qZWZIZiQvjLlkO49s4XDSFx2X89jn+780Xc9thOy+0yWdWIDABm2kj1WW0kRyaMtFGB4YwW8WLbRJ2iCP2jaUPkeA1mlMudi00bpV2rjdzVS8jov+I028ikf9S5xwvgkjaKOVcbyQIrq2royRmtZxaYa2R/LCB/UGMxtDZEcc6SaQDKnzpKjKPayEm8jKZMn1GlxMus9gYoii7uxWtRSX74iO51uer0BRXz8UwWala8rF27Fg8++CAuvPDCai+F1ClytVGxKQpAjxIcKrE7p9fD/tMv1uHO5/YZjeeEEfdvLx+23K5/zFqhYaSNChp2RR8UOfKSS+2UFHlxjiI0xnLH9mhSZxkPUOAlsX9TztrTRqpopOd+DNOLYq10sh/fK/ISldJGw64ddvOP2TuSRFbVoCj+PR3xMhh2BaJhXTnFi6pq4zPsGp4X870soi7xSMgyQ6ucxCIhzMxFCitdcfTMzj48s6sPsXAI71+zsKKPNRmoSfHS29uLz3/+8/j2t7+NxsbGwncgFePwUAK/eWaPr0nCtcL9Lx3E+r39JR9H9rzs7RvF/z67B4OJNH79zB7DSOlFJqvh8GASmayGQ4P6eRTfOnuHk/j1M3sch80Vi9zyH8jvZ9Jna7ZXrGFXjksIk6Vvz4uiWNID7Y1R12/cIm3kd6r0PS924WeP7/Q1awnIPy+SHdn1PvK056RH5MWtTBpwmyrtUm0kiRdRJj21Oe67z0c5DLuC1x83E9Gwgm2Hh7HtkP+qoz29o/jNM3scOyDL77OiDLsO1Ua9klm3kjN/DN9LhcXLD/6me13eeso835G2eqbm3ECqquLaa6/FNddcg2XLlo37ONlscDbbcpDNZpFVs/rPMj71K3/4JPb0jWHDvn58+fITjPNaq+d3++Fh/PMdzwEAXv3KG0o7mLSRnP+dv0PVgFse3oYDAwlcddp8fOnyEzzvLr8ml//3Ezg4kMDWg4P4whuPwzW3P4sN+wfw+LZufO+dK1yPoUq9SdzO/e6+UWRV87J0RrXcpmfIKrT6RpK5tUmzjdLZvOOmcxGQkKIY14lv9qOpjOd7QAgFBZplQ53RGrfc7/XLpuMvW7uxeEYLhKZJOKxFkLJFZb5072aomoprHPwBqmYVG6mM9bjGudU09+cieuJoQMomkvS/Nf0yYYhui0fyjiW626cyWYzmxGpDRLHcTpF674jLDw7om+WM1pjvv7do2NzEI6HS/k5bYiGcvWgaHnm5G3/a0IWPnbfI1/1u/NNmPLj5EFriYVx84izLdcMJU0hHlcLrE9c3x8zhjOIy8b7ubPZ/fsbD7HY9Uri3b6Rij7OpaxB/e7kbIQX4wNlHV/3ztVqf88U8Xs2Jl1tvvRWxWAxXX311ScfZuHFjmVYUDJIZDfuGMhg9EEE8Ur5vIaI3x5837MdbjzJDtrV6fp87kDR+X79+fUnH2t4nt9LXfx7IzTjZ0XUY69enne5mIL8mYjbK/Rv24bK5SWzYPwAA+NPGg3jfMvd17ts3Yvwuzrn93I+msnjllVeM/w+NjFie+/P7rOJl5/7DWL8+hdEx8/LRVCbvfO0d1DfaqKIa140M6OvetWc/1q8fcF33WEI/9qvbt+FIj3keG5GyPM7VSxRMC7fgdUc1YPcO/Zvn4GjS9bXr6evPu+zh9Tuxsin/8j27rWXm+/Z3Yf16s+X9gQO6EbWvr8f18Xb166+xCqB/yGpc3bJlK4b26x+hr+7Vjzs22Jt3rH0Hc6MZBkaM+Ug7XtmCwzFT1O04pN9meHTMuP9zO/X1N2gp3+/l4UHzNTmwbw/WK92+7ufG8W1JPALg98/uwpop/oy7+7v7AAB/fWEbZmcOWq7rGdU3p2gI2LDhRd/r6DvUBQA40NNvnIv1u/TPpkg2UfLfuheRpB51enHbXqxvcX/Pl8K31/YDAM6a34Aje1/Bkb0VeZiiqdXPeaAGxcsf//hHHD58GKtX6/0VErkPwYcffrgo8+7y5csRDtdPc5+xVBZN3cNYNL2lqHBsQe68HwAQjUaxYsUKZLNZbNy4sWbP72BzN/C4HnlZsWJFSccK7x8A/rLW8brG5raCx5dfE9z9EACgIR7X75c7r4XWuX50F7B+KwD9PW0599IxlixZAjysrzUab7Acc3NyD4B+86CxZqxYsQKRv/wdgL4BZNT8dYT2DQDoQUtT3LhuXtcWYMdutE+djhUrlrquO/zg3wAksGzpUgw3HAFe0p/DwjnTsGLFSZbbrjld/7mjexh46HFkEXI9J00vPAsgabls15DzOdye3Qese8n4//QZs7BihRk9+FvPNmDzMKZPm44VK453fLzGQ0PAQ09A1fTzCpiCdcnSpVgysxUAEH35RQCjWHrMfKxYcbTlGGM7eoHHnkVCDQPQBeHpp6yweFLGdvQCjz6LuPTaPda3HcAgFs2djhUrTnRcn52Zr24E9upT0BcfuxArjp/p635uHLM0jVuf+yv2DGbQOncRjp3eUvA+Dc88BaAfg2jOe112dA8D6EZTPOrr71N83hy/eCHw1AtA1Dw/zw7tBDCAo2dNxYoVJxf71HyzKbkHf3h5M1KRlpI/U5zY2TOCtfsfAwB87vJTsHRWa9kfo1iq9TkvHtcPNSde7r//fsv/RZn0TTfdVNRxwuFwTW6ulSIcBsKhcMWetwZYjlur5zcaNt/SoVCopFx4NOL+/FJZreDzl18TY02Kknc/r+MoSijvdk7nPhwy/59RrWsbyPkEprXE0TOcRP9YBuFw2NKhNqNq0KBYvBUiStAYNR+vKRY1rvNat/A7xKJhNEqVNTPbG1zv19ygm1KTadX1Nk5FTgcHkzg0lMqbBK3YnLgqrOdavDdCofzXRBDLvQf0Pi9WD0dIem3FOe5sjucdSzx/4TWKRUJoiFm9MZGw+Tji/j25VJTXObMTl/xEDbFIyX+jU1rCOGvRNPz9lW48sOkwPvb69oL3Ee+r7d3DeY+fK7ayvKf80NaovzeGk1njfv1j+jmf2uL//IyH+VOaAQD7BxIVeZwfP7YTmgacf9wMHD+3o+zHL4Va/ZwHatSwS2qPKrU5KRrZZOs2iM8vXiW09p4ftYR9erIYBrhgir65G6XSthfVbtodc+iEahh2Cxi4VZdqI69OseJ2qazqaPYE8hvNCV7Y059/YaHxALmfXp2UQ1L/lfyp0v6qjWK5D3/xfnRqPCbet/JLIgy7fhvU6Y9VniZ1MqJh3X0vHSxwSx3x2u3uG80zUyfG0eMFcG5SZ06Uzj/n5UQYditRbdTVP4bfP69Hyj58rj9PEdGpefFy0003FR11IZUgGOrFIl4K1dKWgFNpsS8moGmvfeMfyX3gz+3UG26JUmm7uLOLl4RDJ9S436nSuV04ErJWG3ltxPLt3M6vu3g54rkewH0woxdyn5f8qdLm7wM5QehVbSRwKusVb1tLtZHorltE5UmpU6WduPCEmYiEFGw5MIidPSMFby/eV5qmG+hlRJl0sfN6zD4v5mDRvgpPlBaIiN7AWLos1YEyP3lsBzKqhjMWTsWqBZ1lPfZkp+bFCyHFIIsXr0F6peJUWuyHYrWL1/bq1tbevsmK8lwxIXc4mUEqo+Y1ebMLhjGHZmK+BzNmze688YgcefEQL9Lt3CI79tSN4HkH8aLZzp7bYEb/HXZdBjuiUJ8X6wM4RV5CDuMBzLlG/jfnaAUiLx1NMZxx7FQA/nq+yCJx22FribVTNM8PIvKSzmrG315vhbvrClriEeN1LeeYANEuAQA+fO6xZTtuvUDxQnwRlLSRvKFnShQv9s1PZqLSRl4tyeWIiBxtsUdURFfXOR0NxkbdP5bKa69v72w7lspvJtbod7aREXkJWSIqXv0rQiHF2HDdOvjahdkJc9oAAC91DRaMhrkNZvRMG0l9XtxmG6mqZvZ58eiwK7CPBpDXYFZva+geLj7yEqtA5AWQUkc+xIv8/ttmGy0wnrlGAIwZU4CZOhLl6VNbKt+JVgj//f3lGZQKALc/sQuJtIqT5rXj7EXTynbceoHihfgiINrFsk77N+1yMt7ISzmRIyLyxu0WeWltML9BHhlJG9ER8xjOnhf5cRp8TpUWG1goZL1/oRk9hYYz2p/b0VOb0dkURSqjYssB70ZqGZe0kVc0LCx5XtzSRsOpjFFK3+ZDvDiljeRmeABwZDRtvH+ntxTheamQeLnwhFkIhxRs6hrE7l7v1JEsEu1zkURn5mLTRuGQYgyzFI3qROSls2kCxEuZBzQOJdL4xdpdAIAPv25RRZvsTVYoXsikQo5UlNKWvxDFeF5GpDx5wmNuT7HIKQLRfwZw97w0xSKYkvugPzLqEHnJOJsrnSIvhZ6HSElFQiHjPi3xiOUbtBOFxFHaJrAUBViZ8wo8v9uaOrIHrfI8UD7SRmbbfvdo20DOQ9QQDTluynFbtYZT2kisQbx2YiDjlOZYUSKkEoZdsY4zForUkbdxV37/uaaNihQvgD5vCTDTnmLOkd/RCaVgRl4Kd9b2wx1P7cFQIoNFM1pwYYnl7PUKxQvxRbWmKheLvG+XKl56PQaxFRN5EcbLcqxJRk5rffJ/1xu/2zdpMfOoORYxDKX9oykjOiI2x7zISyrfn9DgM20kR14Wz2zBacdMwbtfc1TB59RQQBzZhysqioKV8zsAAC8UGAlRUtoI5nMSpljxJ+HldwH8pY3skZdD46g0AoBohSIvAHDxcr1bbqHUkXye9/SNWvxL4xnKKBAjAgYTaWMQZjikuJ73cjKvjCMCEuksfvr4DgDAh193rPEeI8VB8UJ8EQzpYp00XGqp9LV3uXcALUa8iA9aoLzTqd10UNqWHpGHAXYakZe0ca5EGiPP8+KYNspVG3mUSsuvQSQUQjwSxm8/dAY+e3HhcR/Fpo0AYNVReuSlUMWRXfgY6/Qy7DoIG0O85P4qTL+LcwQgT7w4VhuZ6SnANOu6DbF0IyJthOWMvADARSfMQkgBNu4fwN4+d++H/HenacCr3WbqyDTsFr82YzhjIiOljKITsvkbkZcjpXtefrtuL3qGU5jb0YjLTp5T8vHqFYoX4ouABF4s4qBUU6349utEKqP6jkYdGTW7shYbwfK6udux7BcbkZd4BB0OaaOmnDhxqzZqLLLaSN68nDZ/L4pOGwE4aV47FAXYd2TMSLcA+YLbXiotrvfq5+O0MYpGcOI8i9JztwhAOKRYquC8DLtm2khEXsY/oK/ckZdpLXGcfkzhqiPxHDpzUT45dWQIYo8GkG7IvV76JtDvApjl0qVGXtJZFbf+XY+6/PNrF5Y8+bue4Zkjkwq51LTUyEsh/JZiy1Odi12RV8WT3bPixrDheQkbG0rfcMrYfJtym2len5dU/rfkRh+GXfk1CIfHK17cqo3saSPdC7Fkht5S3bFZnct9xTK9vrg7XSciGuJoRtrIoceL/T6Am3jRf4pz150TLzMLGJztyCmb8aRmCnHJSYUb1okqv+Nm65Vgsmk34ZCK9IssXiaqTFogDLuHh5IlfSn64/ou7O8fw7SWON62en65lleXULyQSYU6QYZdwH/qqHfYjOCoRglx6aFue58WJ9JZ1fiwbYlH0Jn7sO+VBFWTSzTFKfIie15E5Oe+jQfw0OZDxm0qFXnRHMqVBauO6gBgFS92bWf3vBjVRj76vAhi4ZBxe/H8+8f0c+nlvZB7vTiljQzPiyo8L8X3eAFswrEC6ZQ3nDALigK8uLcf+1xSKOI8L5uli5dth8zIy3ib1AFyo7rMhJZJA7opuCEagqYBBwbGF31RVQ0//Js+fPT9a46piLisJyheiC/q0bBbiELfwG768xb8/MmdFqFgfNv3ubF4nXY/gaVRyZvSFIsYYfYeSVA1Gmkj/6XSqqZHnvpHU/jwr57HB365zjgf8gZabAVoQ0T0eckXL06RNHH4lfNzFUcevhe394Nn2sj2BGIRU7yI5Xj1eDHvZ55Dzz4vwvMyju66QGW7SgO6B+e0o6cAAO53ib6I1+m42Xo0TI68lFJt1BLXz++QxfMyMeJFUZSSU0cPbj6IV7tH0NYQwVWnLyjn8uoSihfii2BIF3vkpbKr9oq89I+m8Iu1u/G75/dbWqqXNfLiQ1CKMuloWEEsEjLSRj1SJZXYTJP2yItDiF/edBJps1wVML9xa9JpKfbbvxHZcTAEe4nRlQs6AAAb9vW7NifMqzbKnT+vJdrXHw0rktjJGXYLeF4Aa9t+R/GSexyRChTenVIiL5XijbnU0Z9cfC9ZQ7zokZe9R8yKIydB7JcWI22UNuYaTUSZtMA07RYvXjRNw38/8ioA4D1nHm2UfZPxQ/FCJhVyhKjUDruFsG/2MnLTKbmpl9hcCm3qvcOFc+tuwwtlRlOi0kj/4BeGXTmVZVQb+ZhtFA0rxmbv5nuxRF4KrtCKqDZyEoZOYlSc52Ont6C1IYJEWsXWg3qawu4XskdujP/6GMwokCMv9lJpp7lG8v0EjqXSxgwlDZqmGUMZvToSO7E6FxWpJCJ19MKefsdhhUKAzWxrwJTmmKXiKFFCtVFbg1ltdGREP+cT5XkBSiuXfmxbDzbuH0BjNIxrzjqm3EurSyheiD8CEnqRC0oqnTa6/u6NAPTSx7ffuhb/8OOn8IcX9Amx8vnaJ33YiQ3PK/Ky78goTrnxYbzpvx73PO1+vmSPJM0eLwDQmZvA6+R5+dqft1oEn1OIX1EUc0SALToixIK8LK8eKk54GYKdXk9x9FBIwQrR78UldWQXs2K9Xiu0v0yxSMgWdzGrjZy66xr3kwy7LXGPwYyqhsGxjCHeii2VXjG/A7/54Gvw5GfPK+p+xTCjrQGnHqWLpD/bUkeqqlne44tmtAAAXsn5XpwEsV+MUulkBr1ionQR3YdLZU77+CMvP/ybHnX5h9MWTKjgmsxQvBBfBES7WCpwKp02empHH7qHkrjurg14Zmcf1u7oNZrFyd/6ZZHhJ/Ly162HAQBbDw4V8Ly4Xyk2euGdEFEB4RFwm4Ukt9g3Qvw2g6lRLm3zpYjDfO8v24zLiva8FCleZESnXXvFkTDL5qeN9J9eAktRFIuAiYZDRrQnP/LivinJkRenLsPmDCUzZdTWEBlXeuU1C6ca/oxKIRrW/dmWOrKYtcMKlswU4kWPvJQjbTSYMEulp0yQ5wWQRgQUGXk5PJTA2h29AHSjLikPFC/EF7Vi2E1nVRwaTLhuZBM1HkDgtu+5nS7x2e4lXuT28V4CxatUWvRDEd94l8zUzZP21EZIAS47yWyUJQsSp8GMAIwp0fbIi1jrE9t7jMuKndkS9yiVTmccnq90+FU534sw7ZoRAP1jzi5mjR51BZYoi5tYWIq8aNYmdV6eF1m8eE2VBsz+QsWmjCaSi0/UfS/rdh/BQZfRFGFFMd5323O9XsbGOdsIsDap65vgUmlAHhFQnHhZ+6ouXE6Y01ZxUVlPULyQQJHJ6n4At6oK+ct1pSsvACAacv4TcntkzTDsuv/pyZ6IwbG04210b4T7usRG/fJBq3iJR8KWUt1IKIRzl83Asln69XKXXbcQv4i82EcECKPusDTLqViMDr7SsR/efAgv7R9wLJOWK4VE2mhX76ilt07EJfICH2kjwFoZFo+EjDvY+7x4VRtZSqU9PC+AWYpbaIhlNZnV3oDVuc7G979kRl/k4ZfhkILFM6wVR0KUjm+2kTkeQDR+nKhSacCMvBzoT/hqUyB4fJsu5jk5urxQvBBflEMGvLi3H9fe+aKlC2q5kSMVfpvIlYTLzucWMfETeZHvKntTnI7jhog6icjL0lktxnVyekNoKFENk8pmc2vQpFbuNvEiSqtt0RHxnEdKES8Ra9qoq38M7//lOrz39mcLDsPsaIph4fRmAMD6vUeM96zoYmofm+C3bF0WFhbPi6afZyHWvCMv5jl0miqtSJ/EIpJRSnfdieDi5bmGddKgRlkgRkIKFufSRqLiKOHynvKDqNA5NJiQuvhOnHiZ1daAkKJ/rsitBrzQNM2IRJ5F8VJWKF6IL8qRNbr8v5/Anc/tw3V3bSj9YC5YIy/lFy8zWuPW1IvLeXFPGxUulZbTXUdcxYv3C5LKqEhnVaPKQ0ReANO0C5gbszGcMSdI0lnN2CDsIf7GqHPkxRAvHnOPCmHvsHskNxeqZziJl/YP5N3envJZZUyY7jcuE0LRrUldIeQO7tFwyEjxaNAskTE/ht1ISLGUTRuPIUdextmgbqK5+ETd9/Ls7j5jFpPF8xJSMK0lblQcbT88XGKfFz3yIqKKrfFI2UcgeBEJhzArl8rb5zN1tLNnBF0DCcQiIZx2TOUrweoJihcy4bxycKjwjcaJ1fNS/rTRPR8723HzyVuHi6rRfERe5BLpHhfxUqhMOpVVsatnBOmshuZY2MjXA9Zvq2Idwsciqlxk70ue50Uazmg1I/tbmxeihFZEWeTX8NFtPXm3t59F0e/lhb1mxVE09xztaUSx9kKeF8UeeZHKjfpz4qW1IeL5mor3TFMs7OgDsnheROSlhj0vgD7vZ+WCDmgacP8mPfoiXvtwSDGe52Kp4kiIF/EeKgZh2BVMmcCUkcAw7fqsOBJRl9VHdbKjbpmheCG+8JqxUyyVnDkkb5z2NEE5CCmKZaNxPS8FnqLXRidHXkQzrrzDFzh+KqPiZWHWndVq2TA7HMVLyLgfYM6gCYcUi18DkMqZM1lL9KIcpm572kg+F8I7YF+PjOi0++LeAcOXEMlFPTIugxkLlXOH8wy7IvLir8cLYEa2nMy6gJm+A4CugWBEXgDgjbnU0Z826L6XjCReBCLqt6lr0Hjfjify0myr0qpGyXGxpt3HmTKqGBQvxBflLDYq5Zt5ISzjAZyqU0okHLKJF5eH2NXrPPdFPo4bKUvayNmwK1cavcYhHJ3KqkaES5hxBVOkjTac2zXjUWvEQw7v2yMFzdKMGYt4QemvbYMtJSVHoYRQkCcS23XH0lmtaIqFMZzMGH4fN8OuMduowJpkT0zU1qTOT3ddwEwbOZl1AauAOigMuwEQL2/IpY6e2aW3DTAEo3TOhO9lw75+47LxRCHCIcUi/iayTFpQTOQlq2p4MldpRLNu+aF4IRNOJSMv1qnS5Y+8hBUFHoVCAPSZL2+/da3nbbw8L/KG7Va5Iz/PSDh/QZbIy0yreLFGXvSfYnMdGEvjN8/sMcSX0yYjWrL3DictYlGVTL7jRYgo4XlxMl3LKQf7XKJwSMHJ8zoAmP1eoi6l0iL0UihtJEde4tK5VjVNqjTy3khF5KXJRbzIjyEqaWo9bQQA8zqbcPJ8M3XkFHkRFUebugYB6JGzqMN71g8W8VKVyEsTADh2Frazcf8AhhIZtDVEcOLc9kovre5w/ksipIJUsm2/nLoQG9+T23vw23V78Z9vOsGzkZgfQiHY0kb5fP+v2xwu1RHlnl4VLn68OvL8IKc0ymgqa5SnLrWJl86mfMOu8Lx868FXLLd1auM+LRcR6BlOWc63qpnjCMaLvUld2mFMQDzi/a195YIOrN3Ri60H9c3SzbDrN20kv1S658VMG/WPFp4oLe4HOHfXBZwFVBAiLwBwyYmz8OLefvx54wGcsVCPAkYsaSM98mI0qCvw+nnR0hAB9Je1up4XH+JF+F3OPHZaRSZ81zuMvBBflDNWUtnIi/Q4ORHwrtuexh/Wd+FL924u+fj2tJETol28E+ctmwHA+uFu94oUmmkEWNNGTpGXVw4NYVduptISW9qoU/rGGs4JHzcDpZM3YVqLEC+2yIuqOQ5ULIZGW7WRk5CzRF4cXgpRcSTWJsSdvWmh32ojS9rI1qRuYCxXJl3A8yIiDXbfhsDeybclHnFNMdUal+R8L0/t6DUa7IWl8OTUlrhlgKK9Y3MxyJGXiRzKKJjboUfD/KSNhEfrrMVMGVUCihfij8B4Xtw77L5coMopk1Vdhw0KQopi2TCdTKqivNeJrENY3b5Bu3UGfmxbDzRNM7oMC5y+1f1lyyFomv4BP802/8WSNjIiL8WIF/3+3UNJm2FXj/iUQoPRQ8Zq2JVTBPI3dyf9sSJXcSQQ4s5tPEChLsDy+bUMZgTQP1Zc5MVLkMiPE5SoCwDMn9KEk+a1Q9WA+3LjAuxpUTHjCBifWVfQKlUcTWSPF4HokDuUzBgpQyfGUlk8t1uveKPfpTJQvBBflLPayKutfanInS/toqDQxnrBzY9ixZce9BQw9mojJ5wepzmXLsgYhkbzT8++qbqJl/f+fB2ufbgXe3pHjanD4ZBi8UsInt7ZByDf7wJY00YhW6m0HSfPixl5SVnEi6ppZRAv1g67IvV34tx2Y6qwHHlxel9Oa4ljwZQm4/9iI82omkVsmmkj7zVZxgPYSqX9dNcFzNTdcbPzXw+BLKKKHchYbcS4ACFe7IJafh+WS7xMZHddQVMsYghpr+jLs7v6kMqqmNvRiKOnNrnejowfihcy4VRyTJKl2sgmAgq1rd/ZM4JEWsVWjwiNnjYy/+/3qYhv5iKVJaci7CXdSZe0UWM0jJ39Gfxla7exCYcUZ/+MEElLZzmJF/NDX2zsbs2+nDqhio21b8Q6pkHVSk8biahKRtWQyarGa9gQCeH0hVMtt9Ef0/k4q6Toi2wOlYWi72oj+2BGo1Ra811t9MaTZuPp61+PD6xZ6HobWYTW8lwjJy7JDWoUZuN88WJGXhrG0eNFYDXsVkfgiXJpL9Ou2VV3atHzvYg/KF6IL2pkLmNBLNVGNvEy6iFeNI/7yYSUwgZPJ0Q1SjYnVOSwetZH2uj842bg0pP0DSKRzhrRq5CiWI5lTxE5Rl6kFEyoQNrIyVwpvnmqGiwzhMpp2AWAREY1DLvRSAivXTIdgDUq4eZbEROmAbNUGrD5rcaRNorbS6V99nkBdEHi9Vjyfh+0yMtRU5txwpw24//2tNFi6X1YSrO2lrh5nqvheQH89Xp5bBv7u1QaipdJwi0Pv4KP/L/nPfOwpVDL2mVgLI0HNh1EJqvaIi/WVXu1rZfv5zUTyb75+BV1RuRFNSMmxjptkRfntJEidcE1O9va01hHT22yVB/JM40EzbGwcRuxsbt6XhwiL9FwyEg9yXOqtDKkjeR1JNJZ4zWMh0N4x6nz8d13rsB1b1gqPabzcVZKkRc5RSeLF5FyKiZtFA2bnWM1qcOu12gAv8gRNKf5R7WOMO4C+ZGXxbLnpRTDrux5qZZ4KVBx1DucxOYDeknUmcdSvFQKipdJgKZp+M2ze7Gnb9TSCKpeuP7ujfjQ/zyHbz74sm08gP+SbDmdUGga9XvOPLroNYpQuTi2vOnaPS9O1UaKIjeSUyXxYp290xANY3a7OQpgsUPkRVEUw7RrGHZdvg27fUsWER7hvQF0gVuqeAlJs38S6awhJKPhEKLhEC5fMdcSXXIzfx83u804jluUy9CMRUReLNVGMCMvhdJGfpBFUhBTDV7iRa44KsXzInxPsUjIMh19IhGmXTfPi2hMt2xWa+AiaEGC4mUScGAgYXyIDiVKC9u7UY7W75VCtCa/9e87PKuNAFgm2ybS+u8Do2nL/QpVQ73z1PnG734nV4uKl/6xNLKq1WZqF0tO5cEKzKhEMq0a6w3ZSrdjkZAR1p7T3oC2BudNVUROxLf9mEvTMLeNxhAvQ6Z40Q27pb//5F4v4jWMRsznKG+MbmmjaDiEk+bpjcHktJEc5RKvQjGel0hIkdJGpuel1P5BgPV5OZmwa51jpjXjuNl66iji0HtIdNotRbwIz8vU5ljVBJ74+3Ibzij8LqwyqizBaCRAPNmSC1ECwFCi/tJGU5pjhvdC1hJO/WTO/87fEY+G8MAnz8FJ//mgIT6+8daTjNsUitjIH5oX3/KorzWKNMCWA4N4921PW0yL9sdzMuwqiuk/OTiYwP8+uxeA/m3dUsobDmFqp76R2vu7yIjNVkQlXPu8ODSpA8xGdXLaSFVRsmEX0KNUA2N6rxcRhZJNt/LG7vW+XLmgE8/uOgIld46yqmYz7Oo/C+2BsjiMSJGXMSkyVJ7Ii/PvQeKSE2dhy4FBS58XwZKZrXhqR59rlM8PIm1UjTJpwTyPEQGappl+F/Z3qSiMvEwCrOKlUpGXihy2LIgPEwCWMmen9Mv+/jHs6B7B/iNjlqjJdb/bYDmG3EfFi0Ef5/uMhVNx/nEzjf+v3dFruV40ZBM4RS9CimIIjL++3I2/vnwYgF7lIW+uDdEQ3rRiDhbPaLFEiOyIuTCmYdd5Q3GPvOj3z4u8lDgeAHCOvMiRIdkbonpEyd66ah4Wz2jBxSfOMgSeLBT9dseVxWFEmpYsmhFGQkpZUhjy6+jVgbmWecep83H87Da86eQ5ede9eeVcLJnZYsxDGg+vWTgVJ85twzs83tuVRkReeoaTeW0V9vSNYn//GKJhBacdnT9zjJQPRl4mAVuk0t5KiZdaRo6EyBu/iLw0REN5AsGrbDqZUS1ejlKY0hzDrz/4Gjyy9bDlcnnLHbGJlcFc9KwpFjY8JHLkRfCv5y/Bx89fjP/8v03GZQ3RMNYsno6H/vW1nuvqbNY3bPtUaTtFeV608kRe5C67IoXmNgvHq0vu0lmtxnm49s4XkYI1JdjVrwvU2e3eZcn5pdI6RyTxU44UhkW8BDBtBOjzmO77xBrH61Yt6MSDn/J+XxZiWksc937M+fgTRUdT1PjbPDCQwDHTmo3rxBTplQs6A9MhOagw8jIJkCMvgxVKG9Uy8rdvuaJIfMt2ih54iZdCht1iEFuQ3cAo77n2tQgBKhtTFSh5AmN2rlW53fPiB8OwO44+LwAwPbe2binyktU0jBTopeOHuBR5kQ27Tvht1mxGXvQ7qKpmRNdkg7MTchQkLHleROSl0GgAv8jvkYAGXuoCRVHMcmlb6oh+l4mD4iXgjKWy2NUzYvy/UCO2yUgyYwqWMYt4EZGX/A3Ya5P1a8L1g9jo7AZGS+TFtpbBnPl6mtxBVMn3pQjBIe/rbsZbO8KwWyjy4po2atXXJp+rRDpbnrRRxOyya/Z5cd7N/RrJo7YRAT3DSWRUDSGlcCt+2WMTDStGk7ojPtNOfpGDLUGNvNQLRsVR/6hxWVbVjEoj9nepPBQvAeflQ0OWb5+DY/UoXswNVBYCIvLitBF4iTw/gxH9ItIJEZuBUd505TVrmuYSecn3pYg00ngiL0dNbbY8RvGel/wNfziRKZNh19vzIlNs5CWTqzbqGtCjLjNaGxwHW8qELJ6XkBFOE5GXQqMB/GKJvDD0UtPMdTDtbu4aRP9oGi3xCE7OVbqRysGkXMARKSNF0VMRlao2Kgei4qPcJCU/i9xnRHTKdfJFTJh4yf20R17kxxhOSpGjdNbw6sg9IhRFyWurLv5vHxzoh/OPm4mfvme1MYHZrdrIbQKwo3hJZspUKp3r85IxPS9uz8vv+8mYb5Q73sEBfdMRqTcvrNVGivGa+jX8+sXqeSnLIUmFcCqXFn6X1yycWlAQk9LhGQ44Qrwsm6X3Vxiq4bSR0/TjciCnjWTzq9j4nEqmhz2MzW6zhcaDkTayPXe5SkGOvIioSzikWFrOh5T89JdIhcibnlsExU44pOD1x800upQWmzZyGoo3nCxP5KVRmixd2PPiU7zk7i/eC37NugAg685IyBwP0D9Wvh4vgL1UmuqllhEVjvJ8I9PvMrUqa6o3KF4CztYDeqXRqUfr36BrOfJi38DLhSw2RpP5hl2nclqvqixZDJWK+J5uF25y9ZMsXoTfpbUhYqkukpvUCcQxxxN5seNq2HURL/FI2Oh2KtAjL5VJG7mJF78l/GbkRT/eARF5KWDWBWxpo7DZFPBIrrdQOUYDAJOjVLpesM83SqSzeGaXPsn9bPZ3mRAoXgKMpmnYclCPvKw+Su8pUMul0qVEXr523xbc8IeNjgZNi+clle95yTrcx0vklTNtJJ6yffNNSAJJTmGJvjFtDVFLKkdPG1mFhCFexuF5sePqefHoXzLNZnQdTpRXvIxZxIvze8d/5EW/v0gzHRgoJvJin22k/y5eq4p4XqhdahrheTnQn0BW1fDc7iNIZVTMbIvj2On588RI+aHnJcDsOzKGoUQG0bCCk+frBrHRVBaZrFqTOdfxRl4yWRW3ProDALC7dxSfvnCp5TrZ92D1vOiXO/kivJrLlTdt5BZ5cU4biVL31oaIRVA4RV6MtJE89Xicr3uxaSNA973s6LZWupXD8yJEWyKtIp3JeV5KTBuJjq/pPPHiI/Iie15CISi2gQKV8bxQvdQyM1obEAkpyKgaDg8lDL/LWYumBXIuVRCpvR2O+Eb4XY6d3mJ0TAVqN/oyXkElR04e29aDta+aHWrtQkPePFOeaSOPyEsZS6UFUVu1kZw2kg27Im3U1hC1RlGUfIEhIhTlSBsV26QOMHu9CIbKFXmJmGmjZJn6vAjhnM1VGx0U4sWPYdelz4ugo0x9XuS3SBBnG9UT4ZCCWbmo3f4jY+zvUgUoXgLMlpzf5fjZbYiEQ0aVRq02qhtv5EW1aYneEbMxml28yKJAmDOd0kbljLx87uJlrteJPSgc9hd5EcJTj7xILfEVJW8mjNjP5X3dTYQUQlEUx+iGZ9rIZtodGEuXJWolHlOPvIg+Ly7ixW+1UdhsUpdVNRzMNaib4yPyIp8WJxFVrsiLLFioXWof4XvZfGAQG/cPAGB/l4mE4iXAbM35XcQk1+aYngWs1cjLeD0v9tSA3AHXy1ybVTWoqpYnfgAzwuFEqgjDrqIAH3rtsa4RDxH+j9qeu5tPRwjPtsZoXtqowfYY4tjj6fPihJPwsT+mjL1cume4PCMVxGMmMmX0vBiRFw3dQ0lkVQ3hkGIpR3cjr1TapizKFXlRmDYKFML3ctdz+6BpwOIZLZjZVjiSR8oDxUuAEWkjIV6acrM0vDbmctI7nCyqHfx4Iy/2yMmdz+0zvnEn097f9NOqajQmk/GsNipwTBmxybh5Q4zIi8dzH/YReVEc0kblrDYC8nu9RMOKZ6rPbtiVRwWUglFtlCpfkzrRJDCjakal0czWuC9BLQuJaCgE+z3KVW0UtqWnSG0zLxd52bCPUZdqQPESUEaSGezu01tTL5vdCgBoyYXbJyJtNDiWxik3PowT/uMB3/cZ7weyZtMSw8kM/vzSAQCFUzzprOa4wXl5XopJfYinJDeQ+8FVq4zfjSZ1Ifc/NadS6bxqI+hCQg5AOEZeSjBq2yuOCh3LHnk5PORvEnchDPGSyRZsUud3PIBIG2WyqmnW7SicMgJsoiKc73kpn2HX/J2Bl9pnju39Q7/LxELxElC2HhyCpuldWMUmIqaYevk5ysUrh4aLvo+8gfvddABnz8qO3DynQmXNSZdZO17N/Iox7IpQv2xsnSt9qBnjAVzSHgAwIhl25ciLLB7EZianT8odebHft5DB2u55SZdpoGWDVG1UrsGMRp8XVTPEyywfZdKAbap0yFpr1BgN+24MWPhxGHkJEiJtBOiv1+kLp1RxNfUHxUtAsaeMAKApNnFpI49AgivyBu5UvqxpGvb0juaZMJ1uKy4r1FDOLYripZ0SRQwXFHuMnDaSNyHxm9dmNJLKGGLO4nmRjilEUEw6h2JDLkefF8CpFNt7A3UaEVAOimlS59fzIu6fzKg4kGssNseneJGJhEMWb0q5/C4AS6WDhvwlZcX8DrQ2lO+9QApD8RJQTLNuq3FZc1ykjSofeZE3zEIVH3/ZcgjP7uqzeF6cWvY/8vJhnPPNR3Det/+G3z6719i4nKI0YtMqlOIpRogINnUN4vfP7/N1W7HJfOUtJwIArr1oqSXkb0ZM3P/UNM3sTzMkN6mL5EdeYtJhRAmvpc9LCVEAtz4ybjR5VCKVgqVJXcbb8+J3tlFLrhvwSDJTVI8XwDoBXO+wa/6/XCkjgE3qgoacNqLfZeJhk7qAIpdJC1riotpoIiIvViESc/m03d8/hn/6xToAwKoFHcbl6aya10Nk035dkO3qHcV1v9uAwUQa71+z0DFtVGrkpRC3P7nL1+2EeDnlqCl45caLEYuEsKlrwLheMXwp3scZSWbQHI9InhebYTf3UxaAQkDKAZLxlkrr97W+Hl6pLqC0KI8XDcZsI3MwYzTivBa/2cfW3N/GcCIjjQbwF3mRH0M//+ZayileZNHLyEvt0xANY25HI/b3j+EcjgSYcBh5CSCqqmGrZ9qo8pEX+cPV69uvPDJe9rxkHPwR9p4iT+3Qm9E5HT7rs9poPJGXYpD3GLGZO6WNFEXBrVef4hpBEBVHRuSl0dqkzhzwaN7HKfJS1mqjArnBcnk97Jiel/INZhSRl2E58uLTsCu/v+XBjEAlIy8UL0Hg5neswDfeehJWH02/y0RD8RJA9h4ZxUgqi1g4hGOmNRuXm2mjykde5A/atFMjFXGdbH6VPo+d0kb2fUjcxCktJS4qnDYqf7dcGadNxiJepKsvOmEW3nX6AsfjCNOu23gAgVM5rcWwW0K1kf2+hSIvhTwx40V02JVN1SWLl7guMvpHUzhkNKjzF3mRHyMathp2K+Z54SdzIDjtmCl4+6nzq72MuoR/IgFEmHUXz2yxfKhPaNpI+gTPelSZyJU78jdYp94r9o1IeF2cNih72sitz0qijBOinXBKB4U8wv9uaZ2RVAbprGp4X+yl0iJSJd/dqYV8OSMvXuXdACo2w0VE4ORKMjdR5jdtJCIvO3tGoGp6+meqT8Ox/BCKolQs8kLDLiH+oXgJIMLvIqeMgIlNG8kbl1MUxbhOEjYZScg4pY3sl4jDOlYb2Qy7bptIMQ3nxoPTJuO179hb/AtGkhkMS0brFpvnRYhAWbCIiIt8LsvpealUZKUQDQ4RJ7e1OPmhnBCel22H9RL/mW0NvsuR7YZxOfbS0RSz33zceIleQogVipcA4lQmDUxs2kiOhnh5XuS0kdwHJO3QS8W+D4n/OkVe7B123cL3hQy9peIUfVAsaSN/kZfhZMZ43ZpiYUTDIUu0Ie0UeZFa3gtKmSZuX1u1JpPbI0AhxX0t/tNGungRkS2/Zl0AsL9V5Ze0XN11AXpeCCkGipcAssWhTBowm9RNyGwjac9wSgEJ0q5pI6fIi1vaKP+49rSRfRNpjpkVK4C+MZfiB3HDOW2Ub9gV2AWCuOlIMmtpUKdfZ95bzFtyKqf1inwVQ16TuirV68YjVlNsoTJzP4i0kcCvWRfIF0jy2jrKmTaSX1t+MhPiCf9EAsZQIo29fXoFz3GzbJGXmOl58Tttd7zIH+hOKSCBbKiVRY5TZ9y8yEsRaSP7JtLZrIfzE9KmLyJT5cQp9SBfYt+E7OXhLTGz/4g8GsCOOF+yvhDiJushHovBLqwqVQpdCEVRLGvxEp1+3+ci8iIoqkGd7SGUCpVK0/NCiH8oXgLG1oO632VWW4OxQQvE5qxq1knFlUCzRF78ihfzdsMO7fnt3gIRiXFMG9mqjexpo86cF0FEXsKKYkSmyknBaiN4p41ExEhPG1kjLzJm2ij/8coVecnr81LFTmmyATvqIaL8PnX7OfU7GkB/jDz1YlDOaiOnuVWEEGcoXgKG6XdpzbsuFg4ZxsZKp47kj3Mvz4s8W0iO0PSP5vty7HvEE9t7oWkanAILItogjm83ToqKFdHnJRRS8r59lwOnPcapw67AbtgV4mVE8rw4+ShMw27+4/ntMluIWvG8ANYIlZdxuFjPi8Bvd10g3xQsr6ZSkZcqnnpCAgH/RAKGW6URoIfbxXyNSpt2LWkjj7TFWCrreDuRItE0DS/tH0Ayk82rNgKABzYdctygRF8UEXlptW1OYsOzpo0mJvJiES+26xrskRfRtj6VsYwGsCPSRk5pqrNz3T1LFWf2NFG1qo0Au3jxirwU16ROMKejmMiL9f/ya97RWMZqI+m1rVQZOiGTBYqXgOFWaSQQ4fGKR17ktJGH52XMJfIykBMvv3p6Dy79/uO47q4NjhvRo9u6Hcthj4ykAJjiRd7sIiHF2PBE+XE4pHjO4rn3Y2fj8pPnuF7vRkHDrr3ayCXyMpzMGoLOKW0kxEvU4S922aw2PPyvr8WTnzuvqLXbKXa2USXx7XnxGXSKR8KW4xSTNrKHBMVLqijOr9V4Yak0If6heAkQWVXDywfdIy+A+a290pOlNUvkxX0HkTvcypVHQrzc+uirAIA/ru9yrBzR00b5V/Qa4kUXR3J5bTikGA3Wntl1BACwaHqLZ2Rieksc71+z0PV6N4rpsAs4eF4aikwbufhQFs1ocYzYFINdWK0+qrOk45WC38iL09BON0T0JRpWMK3Z/0RsuzYXr0BbQ9QSLSkVS/dkihdCPKF4CRC7e0cwls4iHgnh6KlNjrcRG3Sl00Z+PS9y5EW+nRAvU6RNxOkoqur87bovJ15EREIWBdFwCLHcID8RqTp78TTPtJHfhmV2nPaYkEfayC5e2iXDrr1UWkYIv0oWAMlr+/LlJ+Bdpx9VuQcrgNWw6/7aFOP3EX8bs9obihId+aXS+n3L6XeRj6v/XtZDEzLpoHgJEMLvsnRWq6uZsq1xYtJGfj0vFsOuk3iRqjWcZxhpjhuUEEVJQ7yYm50ceRGsWTzNM/IyXvHiGN63GHat19tLpcXr5bdUupLfyMU5jEVCuPqMo8d9TspBQ9QqRt0oIvBivP6z2/ybdfXHcDbslrPSCLC+tkwbEeJNTYqXrVu34pprrsFpp52Gs846C9dddx36+vqqvayqs1U0p5vlnDICYBp2K542Mn/3G3lxEi+t0kZ9MDcwT0bVzM3DbiAdS2UtTegE0bBi2fDaG6M4YU67Z5+X8W4WhUulrbhFXkZqIPIiDLullkiXo8RaFnlenhe/4wEAM200uwizLuAQ+cs9vXJHXuTTVk3hSEgQqDnxkkgk8P73vx8rV67E448/jnvvvRf9/f24/vrrq720quNVJi1oNdJGtWfYdUobye379/SNOjyOZmxQ9pk3PcNJV8+LLHTOPHaqpdrIaWMY74brnDby8LzYIy8NkmHXw/OSNJrUVTLyop/DUjfORg9jtF8s4sWzz4t/8SL+Noopk3Z6DNG7p+zixaF7MiHEmZoTL11dXVi2bBk+8pGPIBaLobOzE+94xzvw7LPPVntpVcerTFogIhmVniwtt/L3Nuw6zxYS4mVUKqXe5yBesppmfPO1b/yHh5KOaaNIKGSJvJy1SC8lFh2I2xwiG+M1XhbqsGsnr1TaIfLitL60Ydgd1zJ9ES9T5MVtwncxVCJtNK9TFy1LZrYUtRb721upWOSFpdKE+KX8jS9KZOHChbjtttsslz3wwAM44YQTijpONlvZgXwTzcBYGvv79bEAS2Y05z2/bDaLrJpFc0z/oB8YTfs6B1sODOKrf34ZH3ndQrxm4VTLdfZcfyaTgaqq+OWGIWzq22Rcns5kcOvft2PDvgHc/PaTEQ4pSGdVREKKpc+L5fmMppDNZjEsiayugfy00eauQfxx/TMArBsaAHzs18+jZygJIH9godwy/4yFnchms2jM3b+1IYIjtiZ54vwVwn5OFYfLNM18bFXTLNfbgwitcf2CsXQW/aO6Cbk5Fs47ZiqjIpvNokU6B+V+j4tDh0PKuI49v7MRzfEIRqTuyeNdo5xei3isx35+vfjU+YuwZvE0rFk0tah1yV6sbDZrKKa2hkhZXwNFtqxr6qT7DBsP4hzwXEws1TrvxTxezYkXGU3TcMstt+CRRx7BHXfcUdR9N27cWKFVVYdN3frGNq0phB0vb8q7PpnRsG8og74+fVM+0NOH9evXex4zq2q47uFe7BrIoLd/EF89zype7H6C53PH++PLI5bLX3l1J255egAAcFJbAounxvCJ+7uxanYcRwad01f9Y2ncfv/TeGHvgOcatx0eNn6f26Ri3xHzuq5+XeyEFGCgawfOWdCAR/ck8KZjo0ik+wEAc1rDOLLnFfTvVdDdpd9ezaQRDQFSFTc2bNiAfUMZLOqMYvsR56jVlcc1553TxNhY3mUj0oEToyOW6+1Rqq7drxq/i1TfnldfxkiXHr24eFET/rx9FP9wYgs2btyICxY2Yd2BJFbNihd8fYulP5FFRAGmxjXfx77yuGbctWUEVyxrxtuPb4GiAH/bNYYfPjeGM+c1jHuNA31Dxu8jQwN5x7no2EY88OoY3nF8/mviRSeAlzbuL2otr58HvLgPxjmPJvX3ZDzRW9bXoKfbfM4vb92CgZaa/nieUCbb53lQqOXzXrN/HcPDw/jc5z6HTZs24Y477sDSpUuLuv/y5csRDpd/EF+1eHHtbgB9OHnBVKxYsSLv+rFUFk3dw8DBIeD5l9DY3Op4O5lfrN2NXQOHAAAv96bROX8JjpJKsDNZFbjrQeP/J510MjKZLIBDluPMnb8AeFp/k89dcDQy4RCGUoexuVdDYywGIF/AqBpw42NH8i53Y9WCDtz+T6ehdziJVw4NIRoOGame+Z2NmNfZhNeepmLvkTGjjPyNrxnEUVObjPD+aGsvsPZZtDY1YjSbNMqt9ed2Epq6h3HXGU3YsH8QK+a148hoCiOpLBZ0NuHAwBiOmdZshvPvvB8A0NLSlHeeh5MZ4A8PAwBmT+vMuz589wOG/2fl8hMQefgxi6g545ST0ZRLcX3vJA27ekdwzLRmqKqKjRs34ncffW3F3tuPLBtDe2PUdzfik0/W8KGeEcu5OWWlhreeM4oFU5rG7Z95rG87sHU7AGD61ClYseIky/X/JZ2XSqdYli/P4piOF/D6009GPBbFSSdpeF8FHvvhw68AL+8AAJx4wvGY1+ncDqGeyGaz2Lhx46T7PK91qnXexeP6oSbFy549e/CBD3wAc+bMwV133YUpU6YUfYxwODyp3uwvH9S/7R0/p93xeYXDQDgURiyqv6SZrOb5/PtHU7j54W0A9DTKUCKDezYcxCfOX2zcRrW5N5RQCErIfUgiAEQjYXTl0ltHRlOAUp726WsWT0dTPApFCaF/LItFM1ryjKHhcBiLZpo+hJVHWd83py+chrevnodzlkzHNx942SJewuEwwqEw4tEozlkyAwDQ1mT2oFns0gY+pCh55zkSNk9Ie2Ms7/p4JGR4faKRMJrjEcMDFAkpaGmIGZtiOAwsntUOwAypVvK9PX9qcX4QwFyfzKKZ7r4sPzTGzI+meCT/+crnZSKY0xpBPBbNnfvKPLbc/iASiUyqz69SmWyf50Ghls97zRl2BwYG8J73vAerVq3CT3/603EJl8nIFlEm7WHWBUxzYyrr3nsFANbv7cdQIoP5Uxrx75ceDwD4w/r9Fp+LvcpC05zLouVqo0hIMbw5GVVDd86TUgiv1v2AtZpovMQiIXzjypNx6UlzytbWvVCptJOp0+rnCFn6z7Q2RGjWhK3DrkeTusmEorDaiBC/1Jx4+f3vf4+uri78+c9/ximnnIKVK1ca/+qVTFYtOBZAIEqE0wXEi6gCmtHagEuWz0ZjNIydPSN4cZ/pQbFXcqia5liampDKncMhBfuOjHk+thNnHjvN83qvXh/joVwTpgsNZhRN6GTkyqhQCJb+M05l0vVIo8/xAJMJuUkdxwMQ4k3NpY2uueYaXHPNNdVeRk2xq3cEyYyKxmgYR03xzoOLD3qv3iuAOXOoIRpCczyCC0+YiT+u78IfXtiPFfM7HO+jukRe5F4ukVBoXOLlrEVT8fCWQ67X25u7lUpLvDwiwbHBrnSZU+QlZou8NNsiL8QaafPq8zKZsIyVoHghxJP6+FQIOPJYgEL9SIR4KRR5Ec3dROO3N6+cCwC458Uu477OkZf8Y40k7ZGX/H4t1jXmP4fTjvFOD5Z7AyuXSHAypBZKG0XC1m/YchSo1OGKkwW/HXYnE2xSR4h/6uNTIeCYnXULmyBFg7FCnhcReRHfcNcsmoapzTH0jqTw+PYeAA6eF9W5o2mP5GsZS2fyeqjYaXcwvy6d6d41GKhd8VLI8+IkRqLS3KVwWDGa55VzXUHH71TpyQrHAxDiTf19KgQQIV6O9xgLIIhG/EVehOdFRF4i4RAuO3kOAOAPL+h9MOwyxW1I4mFJvOzpzY+6xCMhiyHXaaCd26BJ8xjldbyXy/NSaKq0k4fFHnlpZuQljwbblPB6g2kjQrypv0+FAOJnLIDANOz687zILfdF6uiBTQcxnMzkddj94j2bXMSL2Rl3t0OL/+Z4BLPazGF442mrXnbDbgUjL/LGM7czf46OLNRCIaBFMuy2UrwAsEde6m8jZ+CFEG8Yo65xjoykjGnLy3yJF5+RF+F5kYyRJ89rxzHTmrGzZwQPbjqI84+fabnPH9Z3Yfnc/DUcHjQjL3sdxEt7YxQz2xqwo0fvzNsxHvFS9rSRuYZSNgq3+/7o3adgJJnB3A4H8SLdyW7YdapOqkfkHj71YtiVYdqIEG/q71MhYIj+LgumNPlKdfg27BrVRuYmoSgK3rxCj77c/cJ+aA6HWLc7vytur9TsTUyGbpY2n/bGKGa3S5EXh7RRIcouXqRzWcqxnSIvAPCGE2fhrafMc7wuYjNmMm2UjzxBvB7TRm7vK0KITv19KgQMkTJaNquw3wUAoiGfaSNbtZHgzSt138sT23ss6SDBpi59PU2xMG55x8l51wvxcsJcswNpe2MUMyXx0uHSrdaLcosXWQiWsjmOx5sgP55iqzaiYVfH71TpyQq1CyHe1N+nQsAoptIIMD/os6pmmYZrxzDs2jrXHjW1GasWdEDVgP97sSvvfkKchBRgiUMLeOGlOUkSLx1NUYvnxcmwW4hy93npbDbXUIoZeDzR/YjNw2FNGzHyAli9WPXoeWGTOkK8oXipccYrXgAgrbqnjkTayEkUCOPu3S+4T98NKQqmNrtHUJbPs0VeJPGydFYrZrSac4MiPhRAucXLivmdZTn2eML7kZD18ayGXUZeAKuoLvdrHwSYNiLEm/r7VAgQ6ayKbYdyAxl9ixfzQ88rdWRGXvKjDm9cPhuRAm3+Q4qC1oaIq7HwpHkdxu/N8QhmSWmjtoYonvzsecb/7QMWnYiVeTiYvO5SvtmHxvEXZH88el7yiYVDRlSLaSNCiJ36+1QIEDu6R5DKqmiJRzDPoeTWCbkMN51xj7yY1Ub5omBqSxyvXTLd83EGE2koiuJYOdQaj2CBNMZA02BJG6maZllno8Ma7AjPSySsYEZbPC/1Mh5et1R/ju87+5hxH2M8nhd7T5umGMWLHUVRjPdmvYgX+a3EPi+EeMMYdQ2zNVdptMzHWABBOKQgpOhziJwqjjRNw2AiY5lt5MSbV87FX7Yetlw2tTmG9sYodvSMYH6nLk7am6KWaiNA720iRzY0TcN0KU3UM2ydNO02UVpRzBEFQrxEwyFLCqoUfvTuU/DKoSEsn9tunI9iGU94P2p7LVtYKu1IQzSM0VS2bsQLIcQ//KSsYTbn/C7LfHTWlYmGQ0hmVKQlw+7AaBp/WL8fv3l2r+GjAazGSJnzj5uJlngEw8mMcdm8zkbc9aHX4Ed/ehpHH30UAKCzKQZgxHLfeZ3W4ZGNsbBFzIymspbrZWEjo8Ds8lsJ30NDNGxJb42Hchh25YZ55er8OxkQEblYhFEIQogVfqWpYYrprCsjutEm01k8ub0Hn/jNCzj1qw/jP/5vk0W4AO6ioDEWxhtOnGW5rDkeQSik4JTZcczPpYU6HSqHZrTpYuT6S5Zh+dx2XHOmnpb59IVLsGJ+hzGG4LvvXIHjZrfhm1fqJde3/eNqy3Hk0HmlG5WNNx01nqoQe9podlsDXr9sBv7htPkFxyTUE29fPR+rFnTg+NnthW88CVBAkUaIX/g1r4YpttJIEI2EgCTwxu89jrG0GeU4bnYbzjp2Km57fKdxmb3yReYtK+firuf2Gf93igp0NJkVR9GwgoZIGBedoIueD55zLD54zrHG9R89bzE+et5i4/+Xr5iLy3NN8QDg/ONn4p2nzsdvnt2b9zh+KpJKYbzpqHF5XmzPJRRS8NP3nlr0cSY7nzh/MT5x/uLCNySE1B0ULzVKz3AS3UNJKIr/BnWC42e34fHtPRhLZ9Eaj+BNK+bgnacuwIlz2zCWzlrEi9cX/TMWTsUHz1mIHz+6A4DzPCA58nLDG4/H1a85yrc/pxDyUWrVwDiep0oPByGElAbFS42yNZcyOnpqs6UaxQ8/v+ZU7OodgaYB86c0WSqKmmJ65ZIog/YynIZCCq6/5DhDvLQWiLy0NkTKJlyAYJSLjqvPSx02XSOEkHJC8VKjmCmj4qIugO6pWDTD/X6LZrQY4qWYAXDOkRdTvJTbbKpYLLu1yXj6vFQ6BUYIIZMdxq9rFCFels0qzu/ih8UzWozfi4kctMTzzbly2shJ3JREAPb48aSz3nnqAgDAuUu9e+kQQghxhpGXGmXzOM26flg0TvFy7PTmvMvktFG5G6wFQLuMy/Myf0oTXvriRWjy0ZyP1A9BSJMSUitQvNQgqYyKV7v1sQDjSRsVQhYvftJGt7/3VGzqGsAFx8+EapuXJA84rMceJeOdQVOP54oQQsoFP0FrkFe7h5HOamhriGBuh7+xAMWwaLopiEZTGY9b6py7bAbOXTbD8bp2aTxAc5k35CAMpwvCGgkhZLJBz0sNYvhdZrdVpES4vSlqDAc8Zlp+KqgQ4RAwo1Vv6Da12eyO2+4w56gUgqALgrBGQgiZbDDyUoMYlUZF9ncphnU3XIDRVMbiWfFLJKRgZlsDwrl+Jc/dcD40lL8LbhB0wXg67BJCCCkNipcaZLxjAYqhvTFatkjJ1Bbn2USlUquN6WTK2deGEEKIP5g2qjE0TRv3WAAy8QRAX5GAcMHxMwEAs9vLMzWdkMkMIy81RvdwEr0jKYQUYGkF00ZBIAi6gIZdUi6Ond6CtZ87z9L4kRDiDCMvNYZIGR0zrdnS1r8emd1R+99AmTUi5WR2e2Pd/90T4geKlxqDKSOTH1y1CqcdMwX/7/2nV3sprjDyQgghEw/TRjVGvYsXTRpltGhGK377oTOqtxgfBMFUTAghkw2KF59kVQ13PbcXBwYSFX2cp3f0AahMZ11Sfpg2IoSQiYfixScb9w/gM7/bOGGPd8Kc9gl7rFoiKKJtycwWvHJoGJeeNLvaSyGEkLqD4sUnJ8xpw6cvXFLxyAsArJjfgZltxZlVI2EFM9r0rrdB5qrXHIWxtIqzFk2t9lI8ufdja9A/lsKM1to3FRNCyGSD4sUn0XAIHz1vcbWX4Uo0HCpa8NQi0XAI//K6Y6u9jILEIiEKF0IIqRKsNiKEEEJIoKB4IYQQQkigoHghhBBCSKCgeCGEEEJIoKB4IYQQQkigoHghhBBCSKCgeCGEEEJIoKB4IYQQQkigoHghhBBCSKCgeCGEEEJIoKB4IYQQQkigoHghhBBCSKCgeCGEEEJIoJh0U6U1TQMAZLPZKq9kciLOK8/vxMNzXx143qsHz311qNZ5F48n9nEvFM3PrQJEKpXCxo0bq70MQgghhIyD5cuXIxaLed5m0okXVVWRyWQQCoWgKEq1l0MIIYQQH2iaBlVVEYlEEAp5u1omnXghhBBCyOSGhl1CCCGEBAqKF0IIIYQECooXQgghhAQKihdCCCGEBAqKF0IIIYQECooXQgghhAQKihdCCCGEBAqKF1KQvr4+XHDBBXj66aeNy1588UW87W1vw8qVK3HeeefhzjvvrOIKJxdbt27FNddcg9NOOw1nnXUWrrvuOvT19QHgea80a9euxdve9jasWrUKZ511Fr785S8jkUgA4LmfCLLZLK6++mp89rOfNS7jea8s9913H44//nisXLnS+HfttdcCqPFzrxHiwbp167Tzzz9fW7JkifbUU09pmqZp/f392mmnnabdcccdWjqd1p588klt5cqV2osvvljl1QafsbEx7ayzztK++93vaslkUuvr69M+8IEPaB/60Id43itMb2+vtnz5cu13v/udls1mtUOHDmmXXnqp9t3vfpfnfoK45ZZbtGXLlmmf+cxnNE3jZ81EcNNNN2mf/exn8y6v9XPPyAtx5e6778anP/1pfOpTn7Jc/uCDD6KjowNXXXUVIpEIzjjjDFx22WX41a9+VaWVTh66urqwbNkyfOQjH0EsFkNnZyfe8Y534Nlnn+V5rzBTpkzBk08+iSuuuAKKoqC/vx/JZBJTpkzhuZ8A1q5diwcffBAXXnihcRnPe+XZuHEjTjzxxLzLa/3cU7wQV84++2w89NBDuOSSSyyXb9u2DUuWLLFctmjRImzdunUilzcpWbhwIW677TaEw2HjsgceeAAnnHACz/sE0NLSAgB47Wtfi8suuwzTp0/HFVdcwXNfYXp7e/H5z38e3/72t9HY2GhczvNeWVRVxaZNm/C3v/0N5557Ls455xx84QtfwMDAQM2fe4oX4sr06dMRiUTyLh8ZGbF8wABAQ0MDRkdHJ2ppdYGmabj55pvxyCOP4POf/zzP+wTy4IMP4tFHH0UoFMLHP/5xnvsKoqoqrr32WlxzzTVYtmyZ5Tqe98rS19eH448/HhdddBHuu+8+/OY3v8GuXbtw7bXX1vy5p3ghRdPY2GiYGAWJRALNzc1VWtHkY3h4GB//+Mdxzz334I477sDSpUt53ieQhoYGzJw5E9deey0ee+wxnvsKcuuttyIWi+Hqq6/Ou47nvbJMmzYNv/rVr3DllVeisbERc+bMwbXXXotHH30UmqbV9LmneCFFs2TJEmzbts1y2fbt27F48eIqrWhysWfPHrz1rW/F8PAw7rrrLixduhQAz3ulef755/GGN7wBqVTKuCyVSiEajWLRokU89xXij3/8I5555hmsXr0aq1evxr333ot7770Xq1ev5nu+wmzduhXf+ta3oGmacVkqlUIoFMJJJ51U0+ee4oUUzQUXXICenh78/Oc/RzqdxlNPPYV77rkHb33rW6u9tMAzMDCA97znPVi1ahV++tOfYsqUKcZ1PO+VZenSpUgkEvj2t7+NVCqF/fv34+tf/zquvPJKXHTRRTz3FeL+++/H888/j3Xr1mHdunW49NJLcemll2LdunV8z1eYjo4O/OpXv8Jtt92GTCaDrq4ufPOb38Rb3vKWmn/PK5osuQhxYenSpfjlL3+J008/HYDuUP/KV76CV155BVOmTMGHP/xhXHHFFVVeZfC5/fbbcdNNN6GxsRGKoliue+GFF3jeK8z27dvx1a9+FRs3bkRraysuu+wyo/KL535iED1ebrrpJgD8rKk0zzzzDL7zne/glVdeQTwexxvf+EZce+21iMfjNX3uKV4IIYQQEiiYNiKEEEJIoKB4IYQQQkigoHghhBBCSKCgeCGEEEJIoKB4IYQQQkigoHghhBBCSKCgeCGEEEJIoKB4IYSUlWQyiYMHD/q67a5duyq7GELIpITihRBSVt71rnfhySefLHi7zZs349JLL/V93PPOOw+///3vfd126dKlePrppx2vW7duHVauXAkA2LdvH5YuXYp9+/YVvB8hpHageCGElJUjR474ut3Q0BDS6XSFV5PP6tWr8cILL0z44xJCygfFCyGkbLzvfe9DV1cX/uM//gNf+tKXsG7dOlx11VVYvXo1zjvvPNxyyy1IpVLYu3cvPvCBDwAAVq5ciRdeeAHDw8O44YYbcOGFF2LFihVYs2YNfvSjH417LY8//jguvvhinH766fj4xz+O7u5uAMDTTz9tTOomhAQTihdCSNn42c9+hjlz5uCLX/wi3v3ud+Oaa67BhRdeiCeffBK33347/vrXv+Ib3/gG5s+fj5/85CcA9IGTK1euxLe+9S3s27cPd911F1544QXccMMNuPnmm7F79+5xreXvf/87brvtNvzlL39BOp3Gpz/96XI+VUJIFaF4IYRUhHvuuQdLly7Fe97zHsRiMRx11FH4t3/7N9x5551QVTXv9h/72Mdwyy23oKWlBQcPHkQ8HgcAHD58eFyP//GPfxxz585FS0sLrrvuOjz11FM4dOhQSc+JEFIbRKq9AELI5KS3txfz58+3XDZv3jwkEgn09vY63v4rX/kKNm/ejHnz5uHEE08EAEeh44d58+YZv8+ZMwcAKF4ImSQw8kIIqQhz587Fnj17LJft2bMHsVgM7e3tebf/xCc+gRNPPBFr167F3XffjX/9138t6fHliM3evXsBWAUNISS4ULwQQspKLBbD0NAQ3vjGN+LVV1/FL37xC6RSKezZswff+c53cNlllyEWixlpoaGhIeNnQ0MDwuEw+vr6cOONNwLAuCuSvv/97+PQoUMYGBjATTfdhAsvvBBTpkwpz5MkhFQVihdCSFm58sorcfPNN+OWW27BbbfdhgceeABnnnkm3vWud+Gss87Cv//7vwMAlixZglNOOQVr1qzB3//+d3zta1/Dfffdh1WrVuGKK67AzJkzcfzxx+OVV14Z1zrWrFmDt7/97bjwwgsxbdo0fOUrXynn0ySEVBFF0zSt2osghBBCCPELIy+EEEIICRSsNiKEBIorrrgCO3fudL3+Jz/5CVavXj2BKyKETDRMGxFCCCEkUDBtRAghhJBAQfFCCCGEkEBB8UIIIYSQQEHxQgghhJBAQfFCCCGEkEBB8UIIIYSQQEHxQgghhJBAQfFCCCGEkEBB8UIIIYSQQPH/AQ9S4Rgi5uHRAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Use premade styles\n", + "sns.set_style('whitegrid') # apply grid style\n", + "#Basic plot\n", + "sns.lineplot(data=tips, # create line chart, choose our dataset\n", + " x='total_bill', # bill amount on x, define our x variable\n", + " y='tip') # tip amount on y" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "e1687459", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Use premade styles\n", + "sns.set_style('darkgrid')\n", + "#Add title and axis labels\n", + "tipgraph=sns.lineplot(data=tips,# choose our dataset\n", + " x='total_bill', # define our x variable\n", + " y='tip') # define our y variable\n", + "\n", + "tipgraph.set(title='Tips vs. Total Bill', \n", + " xlabel='Total Bill ($)', \n", + " ylabel='Tip Amount ($)')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "5ab6e7f6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.subplots(figsize=(10, 3))\n", + "#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')\n", + "\n", + "tipgraph.set(title='Tips vs. Total Bill',\n", + " xlabel='Total Bill ($)',\n", + " ylabel='Tip Amount ($)')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "62dcc93b", + "metadata": {}, + "source": [ + "tipgraph = sns.scatterplot(data=tips, x='total_bill',\n", + " y='tip', style='time', hue='day', \n", + " palette=['purple', 'hotpink', 'deepskyblue', 'yellowgreen'])\n", + "\n", + "tipgraph.set(title='Tips vs. Total Bill',\n", + " xlabel='Total Bill ($)',\n", + " ylabel='Tip Amount ($)')" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "044e7061", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tipgraph = sns.scatterplot(data=tips, x='total_bill',\n", + " y='tip', style='time', hue='day',\n", + " palette=['purple', 'hotpink', 'deepskyblue', 'yellowgreen'])\n", + "\n", + "tipgraph.set(title='Tips vs. Total Bill',\n", + " xlabel='Total Bill ($)',\n", + " ylabel='Tip Amount ($)')\n", + "\n", + "plt.show( )" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "050f3170", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Relplot\n", + "daysplot = sns.relplot(\n", + " data=tips,\n", + " x=\"total_bill\",\n", + " y=\"tip\",\n", + " hue=\"sex\",\n", + " col=\"day\",\n", + " kind=\"scatter\",\n", + " col_wrap=2)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "a23ac67c", + "metadata": {}, + "outputs": [], + "source": [ + "#Plotly\n", + "import plotly.graph_objects as go # 'go' is 'graph objects’\n", + "\n", + "x1 = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\", \"Sanji\"])\n", + "y1 = np.array([110, 180, 240, 99, 220])" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "354233b8", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "type": "bar", + "x": [ + "Luffy", + "Zoro", + "Nami", + "Usopp", + "Sanji" + ], + "y": { + "bdata": "bgC0APAAYwDcAA==", + "dtype": "i2" + } + } + ], + "layout": { + "template": { + "data": { + "bar": [ + { + "error_x": { + "color": "#2a3f5f" + }, + "error_y": { + "color": "#2a3f5f" + }, + "marker": { + "line": { + "color": "#E5ECF6", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "bar" + } + ], + "barpolar": [ + { + "marker": { + "line": { + "color": "#E5ECF6", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "barpolar" + } + ], + "carpet": [ + { + "aaxis": { + "endlinecolor": "#2a3f5f", + "gridcolor": "white", + "linecolor": "white", + "minorgridcolor": "white", + "startlinecolor": "#2a3f5f" + }, + "baxis": { + "endlinecolor": "#2a3f5f", + "gridcolor": "white", + "linecolor": "white", + "minorgridcolor": "white", + "startlinecolor": "#2a3f5f" + }, + "type": "carpet" + } + ], + "choropleth": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "choropleth" + } + ], + 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"baxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "caxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "xaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "Interactive Pirate Plot" + }, + "width": 500, + "xaxis": { + "title": { + "text": "Pirates" + } + }, + "yaxis": { + "title": { + "text": "Scores" + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "graph = go.Figure()\n", + "graph.add_trace(go.Scatter(x=x1, y=y1, mode='markers', # we want points for a scatter plot\n", + " marker=dict(\n", + " size=15, # point size\n", + " color='hotpink', # point colour\n", + " opacity=1, # point transparency/alpha\n", + " line=dict(width=5, color='purple') # point outline\n", + " )))\n", + "\n", + "graph.update_layout(\n", + " title='Interactive Pirate Plot',\n", + " xaxis_title='Pirates',\n", + " yaxis_title='Scores',\n", + " width=500, height=500)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "e603b03c", + "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
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732 rows × 4 columns

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" + ], + "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": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from wordcloud import WordCloud\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": 39, + "id": "c8ab46fa", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(np.float64(-0.5), np.float64(399.5), np.float64(199.5), np.float64(-0.5))" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# join all our text from each row from our quote column into a string\n", + "\n", + "text = \" \".join(each for each in df.quote)\n", + "\n", + "# generate our wordcloud image\n", + "\n", + "wordcloud = WordCloud(background_color=\"white\",\n", + "colormap = 'inferno').generate(text)\n", + "\n", + "# use matplotlib syntax to put our image in a figure\n", + "\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.imshow(wordcloud, # remember 'imshow' from when we added pictures to our matplotlib axes\n", + " interpolation='bilinear') # this line helps smooth our image\n", + "ax.axis(\"off\")" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "5bc5d56b", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\mrfst\\miniconda3\\envs\\dsi_participant\\lib\\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": [ + "#Making venn diagrams\n", + "from matplotlib_venn import venn2, venn2_circles, venn2_unweighted\n", + "\n", + "A = set([\"apple\", \"banana\", \"watermelon\"])\n", + "B = set([\"pumpkin\", \"blueberry\", \"apple\", \"key lime\"])\n", + "\n", + "diagram = venn2_unweighted([A, B],\n", + " set_labels = ('Fruits', 'Pies'),\n", + " set_colors=(\"blue\", \"red\"),\n", + " alpha=0.5)\n", + "plt.show()\n", + "\n", + "diagram.get_label_by_id(\"10\").set_text(\"n\".join(A - B))# left \n", + "\n", + "diagram.get_label_by_id(\"11\").set_text(\"n\".join(A & B)) # middle slice \n", + "\n", + "diagram.get_label_by_id(\"01\") .set_text(\"n\".join(B - A)) #right\n", + "\n", + "\n", + "\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dsi_participant", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.19" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}