From 44847dc1ab285b7b9886d163d4bb9710bc34d4a5 Mon Sep 17 00:00:00 2001 From: Meggie Cao Date: Sun, 7 Jun 2026 16:35:12 -0400 Subject: [PATCH 1/2] uploading the completed assignment 2 --- assignment-2/assignment_2.md | 121 +++++++++++++++++++++++++++++++++++ 1 file changed, 121 insertions(+) create mode 100644 assignment-2/assignment_2.md diff --git a/assignment-2/assignment_2.md b/assignment-2/assignment_2.md new file mode 100644 index 000000000..a6559b689 --- /dev/null +++ b/assignment-2/assignment_2.md @@ -0,0 +1,121 @@ +# Data Visualization + +## Assignment 2: Good and Bad Data Visualization + +### Requirements: + +- 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. + ``` + Your answer... + + +bad data visualization +![alt text](image-1.png) +source: https://www.businessinsider.com/gun-deaths-in-florida-increased-with-stand-your-ground-2014-2 + +The gun deaths in florida (posted in a bussiness insider article) is a bad example of data visulaization. + +aesthetic +The graph is visually striking and clean looking. The title is clear and the large red shaded red area can easily grab reader's attention. The color of blood is also red, which can trigger emtional responses to readers about gun shooting. The important datapoint at the year 2005 is labeled and explained. + +Improvements: +The red shaded area is overpowering the datapoints illustrated in the graph. Alternativaely, one could use a neutral background and use only the red color to highlight the data points/line if needed. + +Instead of placing the white text 'stand your ground law' in the middle of the chart, one could add a vertical dash line to make the timing easier to read without distracting from the data. + + +substantive +The graph is showing the relationship between gun death and florida's stand your ground law. after florida enacted its stnad your ground law, the number of gun death actually increased. Since the y axis is inversed, it can be misleading to readers at the glance. + +Also the graph does not provide broader context such as population distribution,growth and crime rates so the overall context is missing. It may encourage viewers to assume a causation between the stand your ground law and number of murders committed using firearms. + +The graph did provide a generic source which is florida department of law enforcement. It does not state which year the data was collected. + +Improvements: +The graph implies that the law change caused an increase in gunshot death but it doesn not provide enough evidence. Perhaps the y axis can take into consideration of the population, i.e. murder case/population. + + +perceptual +The perceptual of this graph is bad. The x axis has no label and too little tick between them. The y axis is inversed which can make it misleading to readers. People naturally interpret upward movement as increase, and the graph can easily add confusion to readers. + +The y axis' title number of murder committed using firearms is labeled at the top rather than on the side with the numbers, which is also confusing. + +Improvement: +The major improvement would be to fix the y axis and start from 0 - 1000. This would help the viewers to interpret the trend better and more naturally. + +The dots are nearly the same size as the connecting line, making the graph harder to read. Increasing the dot size would help distinguish individual data points. + + +good data visualization +![alt text](image-2.png) +source: https://en.wikipedia.org/wiki/Gun_death_and_violence_in_the_United_States_by_state#/media/File:20230604_Gun_death_rates_related_to_household_gun_ownership_rates_-_by_state_-_USA.svg + +The gun death rates related to household gun ownership is a good example of data visualization. + +aesthetic +The graph uses a consistent red color scheme that is visually appealing without being overpowering, unlike the previous graph. The title is clear and easy to understand. The layout is great and contain readable labels. The gridlines help to define each datapoint and its respective x and y coordinates. + +improvement +The 50 states in the us is written in the middle of the graph. It is distracting the reader away from reading the data points. Alteratively, it could be included into the title "gun ownership and death rates across 50 states in the us" + +substantive +The graph shows a relationship between household gun ownership rate and gun death across all states in the us. It also include a trend line and correlation coefficient to give additional statistical context. +The mean message of the graph is as the household gun ownership increase, the gun death incidents increase across all 50 states in the us. + +Improvement +The source of the data is missing and whether death rates include murder and suicides or both is unclear. + + +perceptual +Readers can quickly and accurately identify the positive relationship between gun ownership and gun death rates. Scatterplot is a great choice for showing the relationship between the two variables. The axes are clearly labeled with units and individual points are distinguishable from each other. The line depict the positive trend and the correlation value help the viewer to understand the strength of the association between the two variables. + +Improvement +The dots could be smaller as some points overlap in the middle of the graph. Overlapping dots make the exact data count more difficult. + + + + + + + + + ``` +- 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) + +### Why am I doing this assignment?: + +- This assignment ensures active participation in the course, and assesses the learning outcomes +* Apply general design principles to create accessible and equitable data visualizations +* Use data visualization to tell a story + +### Rubric: + +| Component | Scoring | Requirement | +|-------------------------|-----------|-------------------------------------------------------------| +| Data viz classification and justification | Complete/Incomplete | - Data viz are clearly classified as good or bad
- At least three reasons for each classification are provided
- Reasoning is supported by course content or scholarly sources | +| Suggested improvements | Complete/Incomplete | - At least two suggestions for improvement
- Suggestions are supported by course content or scholarly sources | + +## Submission Information + +🚨 **Please review our [Assignment Submission Guide](https://github.com/UofT-DSI/onboarding/blob/main/onboarding_documents/submissions.md)** 🚨 for detailed instructions on how to format, branch, and submit your work. Following these guidelines is crucial for your submissions to be evaluated correctly. + +### Submission Parameters: +* Submission Due Date: `23:59 - 2026-06-09` +* The branch name for your repo should be: `assignment-2` +* What to submit for this assignment: + * This markdown file (assignment_2.md) should be populated and should be the only change in your pull request. +* What the pull request link should look like for this assignment: `https://github.com//visualization/pull/` + * Open a private window in your browser. Copy and paste the link to your pull request into the address bar. Make sure you can see your pull request properly. This helps the technical facilitator and learning support staff review your submission easily. + +Checklist: +- [Y ] Create a branch called `assignment-2`. +- [Y] Ensure that the repository is public. +- [Y] Review [the PR description guidelines](https://github.com/UofT-DSI/onboarding/blob/main/onboarding_documents/submissions.md#guidelines-for-pull-request-descriptions) and adhere to them. +- [ ] Verify that the link is accessible in a private browser window. + +If you encounter any difficulties or have questions, please don't hesitate to reach out to our team via our Slack. Our Technical Facilitators and Learning Support staff are here to help you navigate any challenges. From 904cc6227635734632f99a24a402e13643ab9c38 Mon Sep 17 00:00:00 2001 From: Meggie Cao Date: Tue, 16 Jun 2026 22:00:40 -0600 Subject: [PATCH 2/2] uploading completed assignment1 --- .../Untitled-checkpoint.ipynb | 2815 +++++++++++++++++ .../assignment 3-checkpoint.ipynb | 678 ++++ .../assignment-1 week 1a-checkpoint.ipynb | 675 ++++ .../assignment-1 week 1b-checkpoint.ipynb | 196 ++ .../assignment-1 week2a-checkpoint.ipynb | 789 +++++ .../assignment-1 week2b-checkpoint.ipynb | 708 +++++ .../assignment-1 week3a-checkpoint.ipynb | 2769 ++++++++++++++++ .../pirategraph-checkpoint.html | 71 + .../default-37a8.jupyterlab-workspace | 1 + assignment-1/.keep | 1 + assignment-1/assignment-1 week1a.ipynb | 556 ++++ assignment-1/assignment-1 week1b.ipynb | 196 ++ assignment-1/assignment-1 week2a.ipynb | 797 +++++ assignment-1/assignment-1 week2b.ipynb | 746 +++++ assignment-1/assignment-1 week3a.ipynb | 2769 ++++++++++++++++ assignment-1/pirategraph.html | 71 + 16 files changed, 13838 insertions(+) create mode 100644 assignment-1/.ipynb_checkpoints/Untitled-checkpoint.ipynb create mode 100644 assignment-1/.ipynb_checkpoints/assignment 3-checkpoint.ipynb create mode 100644 assignment-1/.ipynb_checkpoints/assignment-1 week 1a-checkpoint.ipynb create mode 100644 assignment-1/.ipynb_checkpoints/assignment-1 week 1b-checkpoint.ipynb create mode 100644 assignment-1/.ipynb_checkpoints/assignment-1 week2a-checkpoint.ipynb create mode 100644 assignment-1/.ipynb_checkpoints/assignment-1 week2b-checkpoint.ipynb create mode 100644 assignment-1/.ipynb_checkpoints/assignment-1 week3a-checkpoint.ipynb create mode 100644 assignment-1/.ipynb_checkpoints/pirategraph-checkpoint.html create mode 100644 assignment-1/.jupyter/desktop-workspaces/default-37a8.jupyterlab-workspace create mode 100644 assignment-1/.keep create mode 100644 assignment-1/assignment-1 week1a.ipynb create mode 100644 assignment-1/assignment-1 week1b.ipynb create mode 100644 assignment-1/assignment-1 week2a.ipynb create mode 100644 assignment-1/assignment-1 week2b.ipynb create mode 100644 assignment-1/assignment-1 week3a.ipynb create mode 100644 assignment-1/pirategraph.html diff --git a/assignment-1/.ipynb_checkpoints/Untitled-checkpoint.ipynb b/assignment-1/.ipynb_checkpoints/Untitled-checkpoint.ipynb new file mode 100644 index 000000000..e10239806 --- /dev/null +++ b/assignment-1/.ipynb_checkpoints/Untitled-checkpoint.ipynb @@ -0,0 +1,2815 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "57344526-1f60-4c3b-ad8f-8304f5f2b1c3", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: seaborn in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (0.12.2)\n", + "Requirement already satisfied: numpy in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (1.24.3)\n", + "Requirement already satisfied: matplotlib in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (3.7.1)\n", + "Requirement already satisfied: pandas in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (1.5.3)\n", + "Requirement already satisfied: scipy in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (1.10.1)\n", + "Requirement already satisfied: pillow in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (9.4.0)\n", + "Requirement already satisfied: requests in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (2.31.0)\n", + "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (1.0.5)\n", + "Requirement already satisfied: cycler>=0.10 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (0.11.0)\n", + "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (4.25.0)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (1.4.4)\n", + "Requirement already satisfied: packaging>=20.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (23.0)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (3.0.9)\n", + "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (2.8.2)\n", + "Requirement already satisfied: pytz>=2020.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from pandas) (2022.7)\n", + "Requirement already satisfied: charset-normalizer<4,>=2 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from requests) (2.0.4)\n", + "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from requests) (3.4)\n", + "Requirement already satisfied: urllib3<3,>=1.21.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from requests) (1.26.16)\n", + "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from requests) (2023.7.22)\n", + "Requirement already satisfied: six>=1.5 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n" + ] + } + ], + "source": [ + "#install the packages\n", + "!pip install seaborn numpy matplotlib pandas scipy pillow requests" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "ce6d886d-bc75-457f-95d0-e054fb9d1581", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "#load packages\n", + "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": 3, + "id": "a09f8d1e-4f2c-4d66-b545-da11456d1cf6", + "metadata": { + "tags": [] + }, + "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": [ + "#work with the ‘tipsʼ sample dataset, which is available as part of the seaborn (sns) package\n", + "tips = sns.load_dataset(\"tips\")\n", + "print(tips)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "2a83dbe2-f648-4396-bff4-f321fbe6fb0a", + "metadata": { + "tags": [] + }, + "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 a simple line plot of tip amount vs total bill\n", + "sns.lineplot(data=tips, # choose our dataset\n", + "x='total_bill', # define our x variable\n", + "y='tip') # define our y variable" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "a6219d7a-2cbb-4d21-a379-a0652b24ddc9", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.lineplot(data=tips, # choose our dataset\n", + "x='total_bill', # define our x variable\n", + "y='tip') # define our y variable\n", + "#use premade styles to alter the appearance of our plot\n", + "sns.set_style('whitegrid')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "65966eb8-b118-4390-81f7-0664d7892ce7", + "metadata": { + "tags": [] + }, + "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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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# adding labels We do this using the set. function\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": 10, + "id": "52d56e7d-31d4-4473-bd26-eb48908c18ad", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#use the subplots function to change figure size\n", + "fig = plt.subplots(figsize=(10, 3))" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "45e3465d-84c3-4390-85bc-0c9c403a2dae", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "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": 15, + "id": "e2c15453-7a9b-406c-ba50-3587e112f474", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# use the subplots function to change figure size\n", + "fig, ax = plt.subplots(figsize=(10, 3))\n", + "\n", + "#modify aesthetic elements\n", + "tipgraph = sns.lineplot(\n", + " data=tips,\n", + " x='total_bill',\n", + " y='tip',\n", + " color='hotpink',\n", + " linestyle='--',\n", + " linewidth=3,\n", + " marker='o',\n", + " markerfacecolor = 'indigo',\n", + " markersize=4\n", + ")\n", + "\n", + "plt.title('Tips vs. Total Bill')\n", + "plt.xlabel('Total Bill ($)')\n", + "plt.ylabel('Tip Amount ($)')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "d10a61ad-a86a-4235-b242-5bf80cbc35b8", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Easy to represent multiple variables with different visual elements\n", + "tipgraph = sns.scatterplot(\n", + " data=tips,\n", + " x='total_bill',\n", + " y='tip',\n", + " style='time',\n", + " hue='day',\n", + " palette=['purple', 'hotpink', 'deepskyblue', 'yellowgreen']\n", + ")\n", + "\n", + "tipgraph.set(\n", + " title='Tips vs. Total Bill',\n", + " xlabel='Total Bill ($)',\n", + " ylabel='Tip Amount ($)'\n", + ")\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "98dfa5ef-f48b-4736-ad54-a419d53a0ae4", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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ZKk8V9b56tCotNoONRMO+x+OHnM6IZYrPB+I6E4QeQ5HlVgOZkNuNIsud2CJB6JtEj04fs756PXHaOJKNyVHva2D8QOqD9ZS6SmPQMkHo+Rr8DXy982smz53MuXPP5YzPz+Dq766moK5gnw8E4o47NmKZ+bDDUFkssW6uIAgdRG2ztXpNW087DbXZ3IktEoS+SQQ6fcy66nXkxuciSVLU+8q3NaanXlm5Mup9CUJvsK56Hff8eg91vrqmbZvsm5j2zbR9PhDQ5eVhHH9gi+2SXk/q7behFgt8CkKPodJqMZ93DuqEhBZl2uxstJMmdEGrBKHvEYFOH7PRvjGqtNJ7M2vNJGuTWVW1Kib7E4SerNZby3+W/ydsWb2vniVlS1p9vzYlhaxnnyX19tvRpKejMpuJO+EE8ubMRp8X/VBTQRA6jzvgZnrZTNRvPIXh3DNQWa2oExIwTLuIwPMP8EHNt8ghMXRNEDqamKPTh9R4aqjyVJETlxOzfWbqM0WPjiAAftnPltotEcuXVizlrEFntboPbWoqiZddivX00yCkoIqziOEtgtADuQNufin5hU/cn3Dy0cdxzNl3ICshvrT/yo/LbmRM6hguGnYRFp0YkioIHUkEOn3IZntjOsvsuOyY7TNLn8U3Nd/g9DvFD7bQp6klNRmWDIobisOWD7INatN+JJUKbWpqLJvWxOEJUOPyoUnKoaLBR7rViEoV/TBWQRCa06v1ZJozKXGW8HnRV3xe9FWz8v7W/hg0hpjV5w/KVDb4cPmCWNL64wuGMKnVMdu/IPRUItDpQzbVbsKoMZJiSonZPjP1mSgorKtZx6SMSTHbryD0NMmmZK4efTUP/P5AizKNSsMxOcd0Qav2KLS7ue/Ttfy6tRqARLOOe04aynHD07CZdF3aNkHobeL0cVx9wNUsnb+0RZmExEVDL0Kjis0tWLXTx1u/7eDt33fiCcho1RJnj83i78cNIT0+dsGUIPREYo5OH7KpZhPZcdmopNh97EnaJMwaM6srV8dsn4LQU/0t629MHT612TUWp43j5WNfJt2c3mXtKq/3cNHri5qCHAC7y88dn6zhj201XdYuQejNhiYO5fbxtzcLaAxqA0/87YmYjazw+IO88tM2XvppG55A45yfgKzw0bJi7vt0LXVusdCw0LeJHp0+ZFPtJnKtuTHdpyRJ5MXnsbpKBDqCkGhM5LoDruOCIRewy7ELo8ZIliWLFFNKzJ7e7o/NFQ0U13rClj329UbG908g1Sqe/ApCLMXr45k8ZDLH5BxDoaMQtUpNv7h+JBuT0av1Mamjyunn3YW7wpZ9v6mSGqdf9NgKfZoIdPoIv+yn0FHIYVmHAeALKMxd4WZreYBB6VpOHWfCoN2/sfq51lx+K/0NRVFikrZaEHoyi86CRWchxxq7pB/RWrGrNmJZkd2DNxDqxNYIQt9h0pgwxZnoF9evQ/bv8ATwy5Gv37J6DwNTxfxZoe8SQ9f6iB31O5AVmX6WfngDCv+YVcvsJS7q3SFmL3HxwMe1uLz7d7OTF59Hna+OEmdJjFstCEIs9E+KnLnNatCgUYsHFILQE5l0rSccEL05Ql8nAp0+Ynfa2yxLFm/84KDYHuSyIyxMPczCFUfFUVEv8/ICxz5Xbw9n93C4ddXrYtlkQRBiZEJuIgZt+J/7Sw/NIzUuNsNoBEHoXIlmHYcOTApblptkEte20OeJQKeP2Fq3lSRDEkVVWn7e6OOE0UYyExpHLqbHqzl1rJHFBX6WbW//xEWrzkqKMYW11Wtj3WxBEGIgI97Ae5dNJE7ffLTyiSPSmDIxB41a/CkQhJ7IZtLx5LmjGZYR12x7ls3Im5dMEHPvhD5PzNHpIwpqC8iyZPHxIidp8SrG5jbvzh7RT8fyHX4++N3JgQN0qNo51yY3PlcEOoLQTWnUKsbm2Pj6lsPZXuXE7vIzNN1KerxBDG0RhB4uK8HEu5cdRFm9l53VLpJNGvJSrWTYjDGvyxuQsbv8yCEFi0FDgvj9ELo5Eej0EQV1BeQZDuH3wgBnTzCFDWSOHG7grZ+crNjhZ/yA9nV351nz+GLbFwRDwS7NLiUIQnhVTh9v/76TeatLkSSJVKue+04exqiseEx6cc0KQk+WEmcgJc7AiIw41qxZQ2pccszrKK3z8MIPBcxeUYwvGGJsjo0HTxvBkPQ4DFqxOKnQPYnxCn2AO+CmzFVGRUU+Fr3EiH7asK/LSdLQL1HNlyvd7a4jLz4Pr+xlR/2OaJsrCEKMVTV4ufb9Fbz52w4qGnyUO7ysKa7ngtcXsaakvqubJwhCDIVCsc+iWF7vYeqbi/lgSSG+YOP+VxbWcfbLf1BQ6Yx5fYIQKyLQ6QN2OHagKCq2FsUzMluHWhV5WNr4AXrWFQWoqPXjWbWKhu+/x7dj38FLjjUHCUkkJBCEfZDr6vBt24Z7xQp827YRrI2c+jlWdla7WVVU12K7osBDczdQ4/R1eBsEobsJVlUR2LqVgYEgwaJiZKe4YY9kfamDbVWuFtvlkMLjX2+i3hPoglYJwr6J8Qp9wPa67cjuPDxeFaNzwvfm7DY8S8tXK+HLl7/hmE2zQZJAUTBNnEjS5ZehMoSf2GjUGMmwZLC+Zj1nDTqrIw5DEHq8QFkZpffci3vRoqZtxvHjyXryCbSZmR1TaTDA7wXVEYs3lDlw+WXC520ShN7Jt307xdffgH/3gzxJIv6ss0j9+9/RpMR+2FenCIWQgl7irXH7fm07zd9QEbFs4fYa3L4g8cbW7y8EoSt0aY+OLMtMnTqVu+++u2nb6tWrmTx5MmPHjuXoo49m1qxZXdjC3mF7/XY07gOxmVRk2FofR6sO+clz72SFeiAJUy8m9Y47sJ56Kp6VK6h8fjpKMBjxvbnWXNGjIwgRBOvrKb3/gWZBDoBn2TJK7ror9j07zirY/jN8/0+SdZF7bPQaVau9vILQ2wTKyym89LI9QQ6AolA/Zw72994jFOhhvRNyEOzb4efHUX18MXlb30BVswUCnphVkdZKmup4o1YsFi50W10a6LzwwgssW7as6d/19fVcddVVnHnmmSxdupRHHnmExx57jDVr1nRhK3u+gtpt+BxDGJyh2eePkfO77xhQu4UKfQqV8f1BpcIwciTx556Lb+NGaj/5JOJ7+1v7s7V2KwG5h/2REIROINvtuH//PWyZZ+kyZLs9dpU5q+Cbu+Hd02HhixyeoRApljlvfD+SLSJzktB3+HfuJFgRvofC/v77BCurOrlFUSpdCS8dDD8/Adt+QL3kVaSXD4HtP0EwNn+PTz0gco/ztINzSRG/IUI31WWBzsKFC5k/fz7HH39807b58+djs9mYMmUKGo2Ggw8+mNNOO40ZM2Z0VTN7hY3ldvx+M4PTW+9W9peU4FmzlkFDktGpFJZX7vnh0uX0x3LEETR89TW+goKw78+z5uEP+SmoC18uCH1ZqKGh1XJ5H+XtUrUJ1u15KJG6/Fmmn5HTItgZlhHHdUfmo9eIjElC3+HfuStimeJ2o3i9ndiaKDWUw5wrIfiXNiuhxu3O8phUkxlv4JEzR7bYPqF/AucflI1arMUldFNdMkenpqaG++67j5deeol33nmnafvWrVsZPHhws9fm5+fzSSu9CELrAqEAJZVxqCSFnOTWP27nL7+iTrBhzh9I3rYgK6u0nD5gT9e36aCD8G7cQM3/3iHjXw+1eH+2NRsVKtbXrGdY0rCYH4sg9GSqOGur5Wpr6+VtJgdh6ZvNNhk3f8oxSPww7RZ+Lg5R7tfzt8GpDEyxdJsFBWu9tZS7yvmj9A8MagOHZB1CsjGZOF3s5xsIfZtu4ICIZSqLBZWxe1wTbeKugdoICYN8DeAoAVt21NVYDFrOGJvFpIFJ/Lipklp3gKOGpNA/yURKXA86X0Kf0+mBTigU4o477uDSSy9l6NChzcpcLhdGY/MFrgwGA253+9Mdy7IcVTujtbv+rm7Hrvpd+J0DSUsIolYpyCEl7OuC5eX4d+7AdMghKCgMiA/wzS4j9T4Fq27PeyzHHEvdjBk4Fy7CcNAEYE8qSw0aMi2ZrK9ez1kDe35Cgu7yGXaUWB2fWt16b0BHnr+e9BmpEmxYjj4a5w8/tCgzHXYYqoSEmByHFJJRyS2fSBs3zyF3y6fkDjiKhuOfQ59gRa1Wd4tzZ/fZeWLpE3y789s9G5fCrQfeytn5Z2PRWrqucfSc71lnXYs95XxEos3OQZuVRaCkpEVZ4qWXokpK7jHHpgrJtDYgXZEDhGJ0LEaNRG6ikUsP6d9se0edq578PdvXtSh0nk4PdF599VV0Oh1Tp05tUWY0Gmn4y/ANr9eL2Wxudz1r167d7zbGUle3Y1n9CmRPLsnxPkrC/Kjvplm4EJXRiMNkhOpqEoJqFPL4rcDJAfF1e14ogaZfFtUff4w/KREkie3btzcV2xQbS4uWskq/quMOqpN19WfY0aI9vgMPPLBD998WPeEzkiSJgXfcjiJJBIuL0WZmECgrR52Wiu2uu1i3c2dM1r/Q6XQMHXE+2s1ftyxUFOTEQVQ5vNQWd49zZjQa2aDa0DzI+dOzy59lbNJYlHKlQ9YGaa/u/j3r7Guxu5+PSLRaLXmvvEz13XfjXb9h90bizz8f6cQTWLWu5xzXsGwrJnMyuKohZSgk5DYOZytbBWodfksa61at6uJWRqcnfs/2dS0KnafTA53PP/+cyspKxo8fDzQGMgALFizgzjvv5Pe/TNYtKChg0KBB7a5n1KhRXRpRy7LM2rVru7wdX/+2FkJGxg4wkpUSfo6O4vNSs2sX+uHDMKSkNm1PscuUKWmcnNU80AwcdTR1771Hht1OWVISAwYMQKVqHJ87UjeS2QWzGTFqBFp1z0412V0+w47SWcfXkfvvaZ9RSAnR8OidrChdzNqadQxPPIJDMg/BZMlgtNR/3ztoI8mVhJIxBqlsVfMCUxLSwddSu8Pebc5Zna+Oe7+7N2L5nO1zeGDiA6ikrpsD0NO+Z5HEqv295Xz0e+01ZHstPkc9huQU1MlJSAYDCV3dsHYoc5XgP+UZ3Dojy1zFrHRsZ5DpcA5P+AfxdcU41BJjxozp6mbul97yPRO6VqcHOt98802zf+9OLf34449TW1vLU089xTvvvMOUKVNYvnw5c+fO5aWXXmp3PWq1ultcGF3djtVFTiQpkezkyAuFujdvQZGD6AfmN8vKlhsXZF2NDlCxd7I2XVYWurxcnF9/DRdfjEqlajrGAbYBBEIBtjdsZ3jS8I48tE7T1Z9hR+vo4+uM89dTPqMtNVu49NtLcQUaF96bs61xDaq3TniLEUkjYpei1ZoJF34I6+bAsjch6IPhZ8LEq1Cs2YC925wzWZGp89ZFLK/2VBMi1C0enHSXc7a/Yt3+Hn8+kpJQ2WysX7WKMf2yeuSxuGUvFYlZ3PTjLTj8jqbtz6r1PH/kc1iCbvr1wOPaW0//ngldq1ulyUhISOCtt97im2++YeLEidx///3cf//9TJo0qaub1mPtqFBhMrnQqiPfQHk3bECbmo7qL/Oj+luD2H1qKj0tvyam8RMI7CpEVVTcbPvuhAQbajbE5gAEoZeocldx60+3NgU5u3mCHm758Raq3G1LaavIMkF7LcH6+tZfaM2ESdfBZd/AlT/AsQ82DmvpZiw6CwelHxSx/MjsI9FrIq/hIQjdnaIoBGtrCdbVxXzfJo2Jfy9+tFmQA+CTfdz92z3E6+NjXqcg9CRdknVtb48//nizf48aNYqZM2d2UWt6n9o6G/2SI+fRl10u/IWFmP5MLLC3bEsQCYVNtVrSTM0XHNQNGIA6KQH1sqVw1JFN2/VqPZmWTBHoCMJf2L12ip3FYcsq3BXYfXZSzalhy3cLlJZSP28eji+/QjIYSLz4YkyTJqJNSQn/BpUKLGnRNr1DmbQmrj7gahYULiAQav5blWxM5rCsw7qoZYIQvUBZGY7531H/2WdIajUJF16A+bDD0KbF5rr0Br0Rl3So89VR56uLST2C0FN1eaAjdJztNVXIgXiyEiOvuO7bugUAbb+W6ScNGkg1hdhk13BE1l9WVpckDAeMIfjTz8gOB+qEPaOac6w5rK9ZH5uDEIRe4q838X/ll/2tl5eUsOuiKc0WOixdvRrzwQeT8eQTkYOdHiAnLof3T36fxxY/xqqqVaglNUdnH80tB95CpiXyQoWC0J0FysrYdck0AoWFTdvK7rsfwwEH0G/6dLRprT/YaFMd+/hd8cm+VssFobcTgU4v9uPWxmxoeSmmiK/xbilAk5KCSh9+aEi2Jcjm2vBj4w0jR+L8+Rfcv/+O7tRTm7b3t/Zn6ZalBORAtxhXLwjdgVVnxaA24A2T+lmr0rY6xCQUCFD7/oywq7m7Fi7Et3lLjw50tGotw5OG89+j/4sz4ESSJGx6G2Zt+zNuCkJ3oMgy9V/MbRbk7OZdvRrPyhVoTzwx6nosWgsWrQVnwNmiTCWpSDVFH0wJQk/WreboCLG1tLAKVG5y4m1hy0OBAIGdO9BmZUXcRz9LkGqvmjpfyzk+KqMRJTsb16+/oCh71trJteYSCAXYVr8t6mMQhN5CURT+b8T/hS27aNhFza6hv5Jra6mfOzdied2sWSjBYNRt7Go2g41+cf3IsmSJIEfo0eTaWuo/+yxied3HswjtxxqBLUhwxagrwhadM+gc5FDPW4NGEGJJBDq92JYyDzpDXcSJvIHCQhRZRtdqoNP4I7m1LnzPjDxwAMGyCnwFe8YI58TliIQEgvAXDYEGNJKG+ybeR641F4DsuGzuPuhubHob9f7WkwtIEbImAqCSIFYZ2wRBiJ60j2tSIibXrNPvpN5Xz4MHP8hA20AAMs2Z3HrgrQyIH0C1pzrqOgShJxND13opRVEoqdFgsUZ+YuTbvh2V2YzKao34mjidgk0fYkudhglpLecQKOnpqKxWXL//juHP9Y70Gj0Zlgw21Gzg7EFnR38wgtAL2PQ2Xl/7Ov2t/TlvyHmkmdKodFcyZ+scttdtZ+5ZkXtsNAkJWE8/A/sbb4Tf93nnIYn0q4LQbagTErCdczaVTz0dttx2wQUtMp3uj3h9PDM3zyTNlMbZg84my5JFjbeGz7Z+xkb7RuadNS/qOgShJxOBTi9V2eDD59fRPy5yt7Vvx3Y06Rn73FemOUhBXYSviiRhGDYM16LFJEyZgkrb2POTE5fD+mqRkEAQdks2JnPFqCt4efXLPLn0yWZll424jERDYsT3SlotCRddSMPXXxEoKW1WZj7yyKaHDIIgdA+SSoX15JOp+2Q2/h07mpUZJ4zHeMABMaknxZjCDWNu4KllT/Hs8meblZ035LxWf1cEoS8QgU4vtaG0cRhMRmKEIWcNDcg1dgxD972oZ4ZZ5ucSA8EQaMIMdtSPHIF78WI8q1djHj8eaExIMGfrHAKhAFqVSEggCAaNgQuGXkCqKZVXVr9ChbuCZGMy14y+huP6H4dJGzlpCIAuM5P+771Pw/cLqJ87D5VBT8LUqZjGjEGTnNxJRyEIQltpMzLIefstnD//Qv2nn4JaTcJFF2GaMB5tamySBGjVWk4feDqJhkSmr5xOmauMREMil428jFMHnIpFZ4lJPYLQU4lAp5daXlQBkp8Ma/gfOf+fmWA0bcjln2mWCYYkChvUDIhv2UOkSU5Gk5aGe9GipkAnNz4Xf8jP9rrtDEkcEsWRCELvkWhI5JxB5/C3fn9rykqYYkxBauNYfW1mBgkXX4z1tNORNGrUFnETIwjdmTY9nYTzz8N64gmgUqGOi4t5HTaDjVMHnsrEjIn4ZB8ep4e81Dw0anGLJwjiKuilVhdXo9LVkGhMClvu37kTdYINlWHfK46nm2TUksL2ek3YQAdoHL72+2/IHg9qo5GcuBwkJDbUbBCBjiDsRZKkqFK+SpKExtb6aueKolDprqTGW4Nf9pNsTCbJmIRRE/2cAEEQ2s4v+6n2VFPtr0YlqUhSJZFiTEGjiv3tV4opBVmWWbVlFVKqSE4iCCACnV5rS7kbSWvHpssPW+4vKkST0rabLY0KUowhdjg0QPjFx/TDhuH86Sc8K1diOeQQDBoDGeYM1tes56xBZ+3vYQiC0E7BUJD1Nev5+49/p8pTBYBGpeHq0Vdz/pDzsWojJx8RBCF2GvwNLNi1gMeWPIYn6AEa19N67PDHOCj9IAwaQxe3UBB6P5FeuhfyBWUqHWAyuNCFWbBTdjYg19a1a4xwhjnI9vrIcbE6Ph5NVibuxYuatuVYc1hfIxISCEJnKneVc+X8K5uCHGgMfl5c9SILSxcSqq8nx2JB8bRcuFQQhNgpqC3gH3/8oynIAXD4Hdz4w42UOEtiXp/scCBXVZPRAcPjBKGnEoFOL7S9yoWiSNgiZFzzFxUDoG7HSurpJplSlxpfK2sSGoYOw7t2HfKfi6DlWnPZUruFQCjQ9sYLghCV30p+a3ZjtbcXV71IyeIfqJ12KeUP3I+3oIBQQFyfghBrTr+TV9e8GrYspISYuWkmQTk2i/zKTifuFSsovuFGdp55Jr5778X9628E6+pisn9B6MlEoNMLbaloACAlLvy6GoGiItRxce3K4Z9hllGQ2NkQuVdHP3QoSlDGs3Il8GdCArkxIYEgCJ2jtYV6ixqKUOIsqEwm5ONPoUQyUVztxFHr6MQWCkLv5wl62OnYGbF8a91WvHL0vaqKLOP89VfsH89CuucfqD+cg+rRZ3EsXkLdxx8T8oR/6CEIfYUIdHqhzeUNqDROUizhu6/9xUWoU9qXjjbZEEItKexqJdBRx8Wh7ZeFe+lSgGYJCQRBaBslFCJQUYF323Z827fjXrESz5q1+EtLUYL7fgI8Onl0xLLc+FwkGepeeo9rt+g55vWVHDn9D27/bCM7SuzILlcsD0UQujW5ro7grl0MlCTk0jJC3tgN5zRpTOTHh58jCzAscVhM5ugEKytxp/XDPvVqAh4v7NyBXF9P9UlnEzj6RII1NVHXIQg9mUhG0AutL7WDphabPqFFWcjvJ1hVjal/brv2qVZBqklml6P11df1Q4bg+vkXZI8Hg9FIpiVTJCQQhDaSPR48S5fi+mMh2owMqqY/T8jVOBRUFRdH5uOPYz7k4FZ7Yw/OPBiz1owr0DJouSH3//DbxnH+a8uQQwoAIQXmb65mdVkDn0wdTbbZHJNjafAG8AZkLAYNRq34UyN0L/6iIkrvvgfP8uUASHo9iZdeSuLUi9Ekhc9W2h5mnZmrx1zNzyU/tyjTSBrOG3JeTDKv+RUIWeKwPPkovt9+bdpuGTkK+aFHcRkt6KKupfP5gzJ1bj+WxNisNyT0XaJHpxfaXNGApK0lQW9rURYoK4NQaL8WGEwzyn9mXotMP3gwSjCId80aoHHh0HXV69pdlyD0RYFduyi5626M48ZR8dhjTUEOQKihgeIbb8RfVNTqPjIsGbx9wtv0i+vXtM2oMXL7kGsZ6k7msR92NAU5e6tw+Fi4pZJAlE+A69x+/iio5qr3ljP5lYXcM2ctm8sb8AXCzxkUhM4WqKyk6MqrmoIcAMXno+aVV6ib82mbek7bYkD8AJ4+4mmsuj2ZDlOMKbxy3CtkWbJiUodX0uL/73+aBTkA/nVr8d1/Fygtr/XuLBRSKKxx8eQ3mzn/tcXc+eUuvlpXQVWDSJ4i7B/xmK2X8QZkKhxBNAm12Ay2FuWB0hIkrQ51fMuyfUkzhVhTrcMvgy5Cx4463oYmPQ330qWYJ04k15rLJ1s+aVocURCE8EIeD9Wvvkb8iSdSP3t2hBeFsL/7Lun/+AcqXfjntCpJxbCkYbx74rvU+moJyAHiJROBB58mePYBLNlZG7ENP5T5OGPE/t/kuXxBPlhcyJPfbm7atrPGzbzVZcy4YiITB0T/pFwQohUoKsK/c2fYsprXXyf+lFPQZmZEXY9Za+aYnGMYnTyaWl8tkiSRqE8k1ZTa5kWC90XrrMe74LuwZf4NG1DV1UK/6I+ls+yscXHmi7/j8O75Hbrxw5WcNDKdf585kiTLvtf+E4S9iR6dXmZHtQtFAYPBg0HdcvxvoKQETVIi7MdvbJpJJoREqWsfw9cGDcazeg0hv78xIUHIT0FdQfsrFIQ+JOR249u0CU16Gv7CXRFf5y/YhtKGuQQpphQGJwxmRPIIMnTJxB0wFurrW71RyDBIqFT7fwNW7fTx9PzNLbYHQwp3zV5DpXgqK3QDvoLIf49CDkdMJ/BrVBoyLBkMTxrOsMRhpJnTYhbkAOBxt9prE7LbY1dXB3P5gjz17eZmQc5uX68rp9DuDvMuQWidCHR6mYJKJwBJlpZlCgqB0jLU+zn+OMUoI9F6QgL4c/iaz4dvwway47JRSSrW1Yjha4LQGslgQJuTTaC0FF3egIiv0w8ditSOjInQmCgkYfJkMkcP5apDcyK+7txhiahMpnbte2+byxsIMyoOaOzZqXeLVNZC19NmZ0cskwwGJEPP6TXQxllAFflWTpfa9mUkulq9J8D8DRURy79cW9aJrRF6CxHo9DIFlU40Gh+JYW5WQo4GQi4XmqT2z8+BxuFqiYYQhQ2t9+hoUpJRJybgXrEcvVpPliWL9dVi4VBBaI3abCb5mmtwfPkVtnPOhnBPfdVqEi+egkrb/mGg6vh4DAMGcPyIDE4a3nyCryTBI8f2JyvJjNoS5ilJG+2rNyimT7IFYT/p8/JQR5inmnDhhWjascZcV9OlpRF36ilhywxjxqDvQYGOJIG6ld8IbSsBnSBEIubo9DLbqpyotPXYDC0zrvlLSwFQJyXu9/5TjTI795GQACT0gwbjXr6SxEtkkZBAEMJQFKUx9asso7ZaURmN6Afmk3rnHTi++470B/9J1X+eQ/5z0T91cjKZjz+Otl+/1ne8D0lxeu48KpsbjhzAwi2VmDUSEwckkWxUYU2Jbg7N4LQ4tGqJgNyyW2dIWhw2o5inJ3Q9bUYGOe+8TfE116JJSUEdH49v2zYMI0eSeNmlEee/dUdqk4m0228HOUTDV181DWMzHXwwGf/+N5rE/f9739lsJi2nHZDB7BUlYctPHd1z5hoJ3YcIdHqZgsoGQuoabPr4FmXBsjJUZnO7Fgr9q1RTiMXlun0mctEPGoR78WJ827aTF5/HwtKFeIPemKwbIAix4pf9lLvK+bn4Z7bXbWdC+gTGpI4h05LZofUGKitp+G4B9nffJeRwYD7sMJKvvQZdTg7xZ5yB+ZBDCdbXkfPeuygeD2g0aBIT0aSmIkXxVFMOKVQ6/QRVGrJsFq44NrbJAVIsOh46YyT3zFnbbLtBq+LJc0eTHNdzhgQJvZuckoD6wxdZUPwjxa5SDkk7jZGJw1Gbw68/151pU1PJ+NeDpN54I3KDA1mnQ5+aijah5QPP7syo1XDzMYP4ZWs1VQ2+ZmVTJuaQadv/exeh7xKBTi8SCinsqHaBpQ6bvuVT30BZWdRPd1KNMl5ZRbVXRbIhFPF12qwsJJMJ94rl5J00CVmR2WTfxJjUMVHVLwixEgwFWVGxgmu/v5ZgqHHy6ydbPyHJkMTbJ7xNni2vY+qtrqbsrrtxLVzYtM0xdy4N331H7qyPMQwahK5fFrp+sUk/u1uFw8usZUW8/ftO6jwBJuQmcN/JwxiUFodB2/pw1N1CgQAhlwuVXh/2gYlRp+HU0RmMzIrnzV+3U2j3cFBeAhdMyKFfgrhJEboHt6OWP0p/5/alDxBSGv+Ozd42h3RzOm8c8TL9DZEX+uyu1BYLkk6H5IyjorqabKt132/qhnKSzHx23SF8va6cb9aVE2/QcvnheQxJjyPB3HN62oTuQwx47EXKHF58QQWVtq5Fj46ihAiUl6GONtAxNa6FUbSPeTpIEvr8fDwrV9Ivrh8alYb1NWKejtB9VLmruPnHm5uCnN1qvDU88PsD1PnqOqRe/65dzYKc3RSvl8pnnkVuaIh5ndUNPv7+0Uqenr+FGpcfOaSwaLudM1/6gw2ljn2+PxQI4Nuxg8rHn6DossspufMu3KtXIztavjfOoGVUVjxPnDuady6dwO3HDyE32YxGLf7cCN1DdaCWu5Y92BTk7FbuKueplc/gqKvsopbtn5DPh6+ggIqHH6b4iitRv/wK/o0bkZ3Orm7afslKMHH5YXm8ecmB3HVEChPzEkRaaWG/ib88vcj2qsYfNY2uAYuu+YRiubYOxeePOtCJ0yoYNSEK95F5DRqHrwXLyglVVJETlyPm6QjdSmFDIe5g+HSlq6tXU+uNvN5MNBzfhV/zAsD188+EOuDmpLDWzR/bWqaZlUMKD85dj93lb/X9vg0b2HHGmdTOmIF3wwac333HrvMvoP6LuRFT8eo1aqxGrQhwhG5nQ9U6AqHwGQB/Kfud2uC+g//uQlEUPCtXsv3Ms6ib9Unj9fn11+w8dzLO778n5G/92u6uJEnCotfQUBvdAsaCIP4C9SI7q12oJIUEkxrVXz7aQHljWkZ1YnRj8iUJUo0hipz7Huqiy81F0qjxrFxFXnwea6rWRFW3IMSSM9B6QPHXnp5YURkjp2+WdLrw2dbaQXY6CVZVNett+XVLVcTXrymux+mLfKzB6mpK77kXJcwNU8XjjxOsro6qvYLQ2RpaufYVFAKK3ImtiU6wspLSu+5GZTKRMOUiUu++i8TLLkOTkkLZg/8iWBX52heEvkAEOr3I9moXer2HBEPLRASB8grUFgsqffRjXJONMkVt6NGRtFp0/XPxrFpBXnwehQ2F1Pvqo65fEGJhYPzAiGVJhiTidB0zKdl64gmRy045GdRtmy/zVyG3G8+6dZTceSc7zr+A4htuwLVoEXJ9PfGtZDvTqVWoW4mt5Pp6/Nu3hy8MBvFtFYsBCz3LqLQxEcv6xfXDpNn/FOudTa6rwzRhPJmPPYq/qBj7u+/hXbuW1DvvIOHCCwiUibVnhL6tzckIli5dus/XTJgwIarGCNHZXuVC0jiID5dxrbwcdYwysKQaZVZU6vC34aGXLj+fhu++o7/mAgDW16znkMxDYtIOQYhGoiGRcwedyydbP2lRdueEO0k1pYZ5V/S06ekkXX0VNa++1nx7v35YTzqJmrffJvWWW9qV4lYJhXAtWkTx9Tc0pZcNlpZSuORS0u65h5NOPo1/SeEXUD9zbCaJrU3y3VeKxX2VC0I3k6yycmzWUSwo+bFF2b3j7iRBF9tsZa6AC4ffgYSETW+LbfZRnQ7zxEkU33Bjs2vfvXQpyTfeENUCwILQG7Q50Jk6dWqr5ZIksXHjxqgbJOy/HdUugqoqbPrmP9IKCoGKcgyDh8aknhRjCAWJEpeGfd2K6fLz4dtvidtagVlrZm3VWhHoCN2CVW/lhrE3MCxpGK+teY0KdwWDEwZz24G3MSplFCqpYzq81fHxmI88EsPw4TR8/wOhBgemiRPRZmRQdu99yE4niRdfjC6z7Smug5WVlP3jn2GDjsqnnyb3qKN49KyR3DOn+Ty53CQTNx6dj1EX+U+B2mZDl5eLf8fOloUaDfrBg9rcTkHoDvTrt3N72kUckDyadza/j91rZ3jScG4/4GaSP/0d9dmDwBx9gBBSQuxy7OL5Fc/zU9FPqCQVp+SdwtUHXE2/uOjWw9pNpVZT+dxzYa/9mldexXryyTGpRxB6qjYHOps2berIdghR8gdDFNe6USfUYjOkNyuT6+pRvD7UibF5SpVilJFQKGpQE3nwTyN1XBya9DR8a1aTOyGXNdVino7QfSQZk5g8eDJHZR+FrMjoVDoSjR2/wJ5n+XJqXn4Z82GHoY6Pp372HHxbt+55QSD8ROlI5No65AhzZZRAgEBpMU7DVt65cgK/bvJQ61IYP0CH1VpPnbydbEZF3LcmOZmMRx5h1yXTWrQr9fbb0STFdi0eQehowfIyHFc/yJEHT+Loa/8JcWbYsgPf1HvxlJejnHJ2TOopbijmoi8vapoPKCsyn237jD/K/uD9k94nwxL9Apiyy4VcE37CvhIIEKysQp/XManyBaEnaHOgU1paus/XZLbjCaQQW8W1bkIKaDT12PS2ZmWB8nKAmA1d06nBpg9R4tQwsA1DmXUDG9NM5x1zLL+X/YGiKEhRTrgWhFiRJIkUU0qn1mk84ABCLjcN385vUabNykRq76K++8hsJqvglbXPE1JCjE0biznZzP92bqHUVcqwxGG8etyrJBgi/z4YRo5kwOefYX/nf3hWrUSTmUXyVVeiz88XQ2OEHscwbBgAnoWLYOGiZmXqpCRUMejN8ct+3t/4ftikJ5XuSn4s+pELh14Y9d9CSdX6nD5JK5ZLFPq2Nl8BRx99NJIkofyle3T3NjF0rWvtrHEBoNI4iNc1n6MTrKhAZTKGXeBvf6UYQxQ5NdCGQEc/cCDu338n22mg1ltLibMkZt32gtDZ5IYGgpWVOH/4EdnpxHLkEeiyc9Akt71nQ9c/F11+Pv6ClhP5U26/HW1q++YHqW02tNnZBIqKWpSpzCZciUb8ocasaUvLm8+33GjfiCvgagp0grW1yHY7sqMBdbwVdWIiGpsN/YABpN13LyGXC0mvR202t6uNgtBdaDMzMYwciXddyyUPUm65BU07r79wHH4Hv5b8GrH8u13fccbAMzDroruO1Ak2tFlZBEpKWpSpzCa06elh3rV/ZJeLYEUlzh9/RK6vx3LE39D1748mOTlmdQhCrLU50Pn+++87sh1ClHZWu1GrFMwG0Kmbz5wJVFSgtsV2cmWyUWZ9TeRMTnvTZmQgmc2kF9ghHtZUrRGBjtAjyY4G6ubMxvHlV4ROPwbi43G/+w6Sw0XmY4+2OUBRpyRhevdFfFVF4PFiKChB+vhLEqdchOWQ9s9h06amkvnkExReMq15GmhJIuOxx1imapliViWpCCkhdCodaqnxqXCgtJSSO+/Cs2xZ0+tMhx1G5r8fRpuejkqvR6UXC/cJPZsmOZl+L/yXymeewfH1NxAMok5MJOWWm7EedyySKvr5eWpJTZw2DpWk4tDMQzko4yBCoRC/lvzKsoplxOvj0aii723RpqaS8cTjVM37DPnUo3CrZQyKBs2ChSSNOQh1Smx6q2Wnk/q5c6n410NN22peew3DuHH0e+4/7X44Iwidpc1XWVZWVkwrXrhwIc8++yzbtm3DaDRy4okncscdd2AwGFi9ejX//ve/KSgoICEhgWuvvZbJkyfHtP7eZmeNC6PBhy1MaulgeTm63NyY1pdiDFHvV+MOtiEVriShH5BHcMUG0k5JY231Wk4eICZICj1PoLwMZ14qi247hpnlX+EJejjyjIO5IPk8nL/9hu3MM/d5k+Tyu1hcvpiHFj5EjbdxbP2A+AE8+sK/yU4ahlrdvpsfhyeAJIFl5Ejy5n5B/ew5eFavQjdgIAkXXYiuXz/yA1VISKSaUrk17zJGmwcRhxFJp6VO8pBoSCRYW0vJHXfiWb682f7dv/1G2YP/IuvJJ1Bbre07YYLQTWnT08n4179IvukmPPX1mJKS0KalxSTIAUgwJHD16KvRq/X8WvIrMzfNRC2pOT73eKYOn4pNb0Ovif6hgex0Uh+v4YMTDMzaeDvBUBCVpOK4CcdyS246JocDVQzm0QXLy5sFObt5V6ygbtYskq+5Bmk/U+OHEwopNHiDxCWIOYBCdNr8F3XcuHGsWLGCoUOHRhxT2taha3a7nauvvpoHH3yQM888k+rqai6//HJee+01LrnkEq666ipuuukmzj//fJYuXcr111/PkCFDGD16dFub2+fsrHah0jS0GLYmu1yEXC40MUpEsFuqsTG3dLnPQFtyLukH5uNd+xn99eNZVbkqpm0RhM5S7a3hnw0fsnznqqZtH7rm8GXZAt4d9wyW6up9PtncVr+Nm3+8udm27fXbufS7y5l9+myy47Lb1Jayeg+/bq3m46VFqFUSF0/qz8S8NFJuvomQ14tKp0PSNva6JmuTefbIZxlYbyBhp51g+UoqP5xJsKwM/ZAhBG79O/Tv3yLI2c31008E7XYR6Ai9ispkQqPXs62ykjGpqTELcnYblDCIy769jAp3RdO2N9a+Qb4tnxeOfiEmdXjcDt6s/IKPC2Y1bQspIb4tnE+dv57HxzxAMtEHC/VffRWxrPb9GdjOPRdtWlrU9UDjnOO5q8uYv74cq0HD5YebGJEZT5JF9CYL7dfmQOe11xrXfHj33XejrjQxMZE//vgDi8WCoijU1dXh8/lITExk/vz52Gw2pkyZAsDBBx/MaaedxowZM0Sg04od1S5kVQ02g63Z9mBl4w+s2hbbTFIJ+hBqSaHC17Z5P7q8PFCpyK5T8bm0CZ/sQ68WP1pCz6EoCju19SyvWdWizOF38E7JZ9ydciutDehs8DXwwsrwNzieoIdvd3zL5aMu3+cE5bJ6D9PeXsLm8j0TnRfvsDMhN4EXLhpHmrX5uH+TxsRhuuE4fvgYd2Ul9XM+bSrzbd5M0dXXkPHYoxjHj282bG1voYbIq8kLgtBcMBRk3vZ5zYKc3QrqClhZuZKsuOhHytjVHuZs+zRs2eLyxdSpPMRiBk2wsjJimexwQCg262ntqnFxzst/UO3cMwT3563VXDAhm7tOHEpCa2t+CUIYbQ50xo8fD8BBBx0EQFVVFRUVFWRlZZGwH9m8LJbGWexHHHEEFRUVjB8/nrPPPpvnnnuOwYMHN3ttfn4+n3zSclG/1shyG1az7EC76++MdgTkEKV1HlS2KqzaHORQaE9ZeUVj1hWzsUUiiWioJEgyyFT4DIRCMvt8EKbTos3OIn1LLcFBQdZWrmVs6tiYtacjdOZn2BVidXzqfQxX6Mjz19mf0byqlgsM7rag/GeuU9+IoZW2uANuNtdujli+onIFU4JT0Kki/zFXFIWv15U3C3J2W7qzlhW7ajl+eMteJXlXIaax4yi65pqw+6188inS7r0nfKAjSajirb32WtiXnvJb0FnXYk85H23RUcdS66vlqx2NvSAalYYB8QMIKSG2128npIT4tOBTjux3JEZNdEmCnAEXQSUYsbzSXUWeHP1aV5bDD6f+k9lhy0zjx4NGHfU59AZCPLdga7MgZ7eZS4uYMjEHqyF2w+M60r6uRaHztHsmXHV1NbfffjuLFy9uyrZ2/PHH88gjjzQFL+0xf/586uvruf3227nppptIS0vD+JfsYAaDAbfb3a79rl27tt1t6Qid0Y4yZxBZAbXGQdARoMS3J/uKZucuJLOZmhp7zOuNk9RUeA2UlbXMHBWOKikZ28o1aAdr+GbNN0jJPSPFdHf5LnWUaI/vwAMP7ND9t0Vn1BEfH49eFbkXUqvS4nJ7WFWwKuJrrKlWMswZ2L3hr8f+cf0p2llEg6Mh4j7MiWl8tKRldrXd3lu0iwFmP87aPevqGAwG0oqKUIdCYRcWBJBra1HFxbXYrhs+DPUjd/FzcCNF675jSMIQ0nXpuCpcBIORb7B6o+7+W9DZ12J3Px+t0Wg0ZNj0WNV+RiYGCVZvo9QtUVPvisn+LakWtCotl4+8nLGpY1lXsw6NpGF40nC+L/yeCncFZaVlOOyOqOpJyG79vitBa2XNmjWE9noA2l7x8fGkW63o8vLw79jRvFCtJnHaJbgaGthWWLjfdQBY0/szb03kpUzmripB79bS0BD597G72Ne1KHSedgc6Dz/8MCaTia+//prMzEwKCwt54oknePTRR3n00Ufb3QCDwYDBYOCOO+5g8uTJTJ06tcWX2Ov1Ym5nKtNRo0Z1aUQtyzJr167tlHY4tlYB1UhaBwP75WPV7RlHb29woE5JwdQB6R+zAmqWlOtIT89AvY91PACCej21K1bSX5NFlbaKMWPGxLxNsdSZn2FX6Kzj68j9d/ZndLb1nIjDRM7KP4vs5GzyUiMvzqdyV3PtkIu44Y/7WpZJKs4dfC651txW22B3BQgp2yKWKwpkZGRg7t88s6HX4yVY1vp6aNrMTMyHHYbrt98a/z14MA1P3sq1S25pth5ITlwOrx73Khmm6Bc87Al6y29BrNrfG86Hqn4X0uwroOTPeWlqHf0nXkvOwTegmKKf06IoCg9MeoBZW2Zxww83NCu7bORlnDvoXAYkDoCc6Opx2Ms4LP1gfitf2KJsQPwAkjTxJI1u27y/1tjnf0fa3Xfj+OZrHF99jeLzYRw7hqTLL6fu089Iu/cexvTvH1UdFQ5f6yPgJBUDB+5rmXJBaK7dgc6SJUtYsGBBU+CRn5/P008/zYknntjmfaxYsYJ7772XL774Ap2ucYiG3+9Hq9WSn5/P77//3uz1BQUFDBrUvq5XtVrdLX6AO6MdxbVeVJKCRuMh3mBFRWPQEQoGkGtr0Q8c2CELdKYYQ3hDGuoDGpLa8E3SpqSgttnIqVWzWr0alUrVIxYO7S7fpY7S0cfXGeevsz6jHGsOZ+afyWcFnzXbnh2XzflDzkOv3dPjU+vy4/Y3DutMtujRBhrgq9s4IHMM1w+9mFc2f4isNA71MGqMPH7YY2TFZe3zOJIsKs4Z14/Hv9kUtvyCg7KxGlsOfdNl9yPkqEdlsRBythz2Zhg5Ek1KCpnPPI1stxNyOqnNjOPS76a2WPSwsKGQhxc9zNNHPE2crmUvUG/V038LYt3+Hns+HGXw3jnItlyqTp+JrI/DYN9E0or/Ihnj4ZCboZ3ZD8Op8dQwb/u8FtvfWvcWR2YfGZNzZzUncu/A67gn4GR1zZ4etlxrLs+OuJ9EbXxM6ok79hh2nHMu1uOOI+PRR5E0anxbtlD+0EPEn3022qSkqLOuxZt0nDAija/WloctP3l0es/8vgldqt1XckJCAg0NDc16WHw+H/p2rK0wZMgQvF4vzzzzDLfddhtVVVU88cQTnHvuuZxwwgk888wzvPPOO0yZMoXly5czd+5cXnrppfY2tc/YWePGZAhiNcQ1BTkAwepqCIVivobObsnGxq7wEpeaJGNbxuZK6AYMIGNzAT9YXGLhUKHHSTAkcPPI6zgl5Ug+KvoCV8jDifGHMFbOxLRgCfKxx+LXG9lQ1sC/v9zAysI64vQaph7cn/+bkE76th+xbf2Oi054hJOOf4ciZwl6RSZL0ZASNxCtxrDPNqhUEqePyeTDpYXsqmk+pHdkppWJeeETj2jT0lACATL+/TCld9yJEgg0lakTE8l84nE0f8631MQ3Zm/cUL6cOl9d2P39UfoHdq+9WaBT560jEApg0VminnsgCB2mdieVRz3Fx8UJvDGvhjp3PcMyBnP/ER8wuvhD4hrKwBZdL0idr463178dsfyDjR8wImlEi3Xv2kttMpEen8Xj8dOoz9VR4asiSZeArV4mMy676ZqOljY9g5Rbbqb2/RkE0hIImQxIS9egTkkh4cILmzI8RsOs13D78UP4raAah6f5sNhTR2eQnWCKug6h72lzoLN0aeNq2sceeyzXXHMNN998M1lZWVRWVvLf//6Xc889t82Vms1m3njjDR599FEOPfRQ4uLiOO2007j++uvR6XS89dZbPPLII0yfPp3ExETuv/9+Jk2a1P6j6yN21bjQ6lwtU0tXVILUuGp6R7DpQmikECVODaOT2zYJUT9wIJlfrIAD1aysXCkCHaHH0S1aQ+K/HuLvR/2NkMFGaOmneLdsoQwwjBrFOk0i5726sGkqTIMvyEs/bWPx9hpePucD6vUy7+76hi3LvmOUbTDnZx+Nbem7aCdeB4m5bWpDps3Ih1dO4qu1ZcxeUYxKkrh4Yn+OGppCenzkAEPXrx8YDOR+OgfXL7/g274D00ETMI8fjzYzs8Xra321rbbDJ/sAsHvtrKhYwZvr3qTGU8P49PFcPvJycuJy0KqjvwEShFiyKxbuXRZiwZY9PQcbyxqYMrOBN865gGND0ScmCMpBar2Rr59qTzUBORB1oAONoyUyjIeQWlPDAFUqAUnCODIDbQz/9qutcTD5VMqOyeO9LR/iDDg59vCjODH3RLS22KSVBshLNjPvxsOZuaSQ7zZUEGfQcuXheYzPTRTppYX90uZAZ+rUqc3+fe211zb795o1a7jhhubjUFuTn5/PW2+9FbZs1KhRzJw5s8376ut21bgJqeuw6W3NtgcqK1HHxSFpOqarV5IgQeun2Nn2/Wv798csa0hTLKyuWs1pA0/rkLYJQkcI1tZS8+pryHY7rtmftSivKqnkwdVlYef7h5QQ6/Qh/v7L3wkpjb2hG2o28PG2z/nPQfdxhDmpXV3smTYjlx2ax9nj+iFBm9OuqhMSWLtrF2MuuWSfw0Dy4iPPN4rTxhGnjaPeV89Lq17io80fNZXN3TaXb3Z8w7snvcvI5JFtapcgdJYKVRoLtoSfOP/gD5WMGpBFtLfuJlnD+LQDKXYWhy0/JH0ShlaT0beP2mJBbbEgyzIbVq1iTJjEItGwe+w8s+o55u3YMxRvXfU63t/yIe+d9F7MHlpKkkROoom/HzeYSw/NxV5dRX5OqhiyJuy3Nq+OtWnTplb/23ux0OURFp0TYk9RFIrsbvxUYTM079EJVlZ22LC13WxaP8XOtt+eSRoNutz+9KuB5RXieyL0LEogQLC6KmK535rA+tLwWZSmHZHEg4v+2RTkNO0ThX+smk6Vpv03PSqVRKJZ12FrSyQbkzk6++iwZdePvZ4UUwrVnupmQc5ugVCAhxc+3OpTbUHoCqtKI2dWK6710BCMfn6OOhhi8qBzw64XZ9VZObzf36AHZS0sdhY3C3J2q/ZU88baN/AFfTGtT6tWkWjS4rRHXr9HENoitssA/+nKK6/siN0KYVQ1+PAGQ8gqOzadrWm7gkKgsqrDhq3tlqD1U+rUtGutMN3AfLIKHGyr24bDH11qTUHoTCqzGePYcagsFizHHYfllJPR9tvzJFNjNqHXhP9ZNRo8EYeCOfwOavz1bWuEqxq5uoCQfSd4O/b6idfHc/+k+7l0xKVNc25SjCn865B/cUreKWhUmlYfWGywbxDXuNDt2MyNc+G0aokjh6Rwxph0RmQ2ZitVSaCNcA23h0MT4P1NH/D0EU8zOnnPYueTMibxxN+eYMamD/Bp9j/lczgBOYTTFyQuPvYPOL/c/mWrZfsa5ioIXSX6xxZhxHJhSqF1hfbGyciSxkG8wda0PdTQgOL1dHiPToLOjy8kUeNRkWJq24+2buBAcv74FgWJ1ZWrObzf4R3aRkGIFbXZjOGem6moPJn3a3/CGfJwwoWXM6TBTPDR/5JsM3POuH58sCTcsJgofxcDXuTSNai/vhV1+VqQJEIDjyN0wmNoUvLbtAuXL0iN04c+JYcqp7/V+Ty7pZhSuHHsjVw49EL8IT8GtYFUU2pTxkStqvWeKFXHPE8ThP02Miue8yakcNJYA7+Vf0W1r4wzhkzkVss4flwbIMkc/VwQtUbLlrotLF+0nMmDJzNt5DQA1lSt4e5f72Zk0kgkVWyGY/mDMsW1Ht5ftIvVxfXkJZm4zOQkN8mMSR+b27y/9kTvTYn2ty2MSoeXBm8Ac1p/XH4Zq1EMXRP2T4cEOj0hZXBvsTvrkqRpIF6/Z+hasLJxeI06IT7s+2IlUdvYXV3sVLc50FFbraQak4kLOllZuVIEOkKPUeet463CWby38b2mbQtYwOD4Qbzw0RuYEpK44Wgzy3bZ2VKxJyWzJEFWXArx+njqfS17bixaC1Zt62Pqg1Vb0fzvJAj9OdxFUVAVzEdVvorAZQvQJra+hkVJrZtHv9rEN+vLkUMKmfEG/nHacA4dmEycsfVgRavWkmEJv2bOuLRxSEhhb3Ympk9s9rskCN2BTetm0shSbvr1gaZtPxT+QJIhiTeOexOLPvqb6gRDApMHTebxpY/z4qoXW5RfOPSCmGUmXFVUx5Q3FhOQG6/B5btqmb2yhP9eOJbjh6ehi8E83VMGnMLMzeHnTp+Qe0LMrnOnL8iSHXb++cU6iuweVBIcMyyVB04dQU6iyLomtJ941NbDFdrdGHUhjDoNRvWe1LSBykokrRaVufVVk6NlUsvo1Uq7EhIA6Afmk10ps6x8WQe1TBBir9hZ3CzI2W1L/Vbm7JqLrMhk2oy8d/lE3r3sIC47NJe7TxrK97ceQa4tnYcOeQiJlg+Cbh53M1/u+IqddTspqC1gZ/3OZgGR7HEg/fTIniBnb85KKPi+1XZX1Hv5v7eW8OXaMuQ/x5mW1nu55v0VLNlpb+dZaC7ZkMzt429vsd2qs3LvxHux6q1h3iUIXacuWMdDix9ssb3GW8MTSx6lwVkWdR2SJHFs/2MZljisRdlhmYcxIkZJOiocXv7+0eqmIGc3RYE7P1lDVYM/JvXkxOVwXP/jWmxP0CdwzehrYha0rS2u47J3llJk9wAQUuC7DZVc9Poiyuo8MalD6Fs6pEdH6DxFdjd6vbdFxrVgVWWHz8+BxifVKQaZonYkJADQ5+eTvWQxP2StxS/7Y5JiUxBipcpdRbm7nApXBZmWTFJNqSQbk5mzdU7E98zaMovJQyaTakolzWogzWrgb4NTmr1mUuYkPjp5Jm+sf4Nt9dvpH9efM/LPwO61k2RM4rL5l1HlaeyNPTDtQB48+EFy43MJehzoixZFrFu7bT6hcRej0oS/jgqqnGyrCj8B+5EvNzK6n42UuP0brmPWmTkz/0zGpY1jxsYZVLorOTTzUE7IPYFMS8uU1YLQ1dZVrWlarPevFlUsoTboJhY5y+L18Tx6+KMsK1/GD0U/oJE0nJB7AqNTRrf4m72/7A1eSiIEAG6/TIndRVZC9EFIojGReyfey0l5J/Hu+ndxBVwck3MMZ+afSVZcVtT7B7A7ffz7y41hy4prPawrqSfDJtbnEtpHBDo93C67G5WmocUaOoGKSjQJtk5pQ7JRbnePjjYzi/4NegJKgHXV6xiXNq6DWicI7VPoKOS6769jl2NX07YhCUN49bhXcQUiZ2vyBD2tjmMHMGlMxIW02PQJHN//eCrdlbyw8gUuH3U5d/96d7PXLq9YzrRvpvHhKR9ikzRgTgFP+Am/AXMmKinyNbhkR03Esu3VLjyB6NYNseqtjNSP5KFDHyIgBzBoDKgkMWBA6J7ccusZwoIRgqD2KmooYvLcyeTE5TA+fTwhJcR/V/4Xh9/B7NNnkx0X3aKkACG59bbKcuwyuyUbkzmu/3FMyphEIBTAqrOiUcXuNtIbDEXMWgnwW0E1x41Ij1l9Qt8gAp0ertDuJqitaTY+VpGDyHY7+tzIa2DEUrJRZl2NjmAI2pysRpLISRyIPriZFZUrRKAjdAs1nhpu/vHmZkEOwObazTy6+FFOH3g6X+34Kux7j8o+Cqtu38O0PH4XH2/5uOnfN469kf+t/1/49nhrWFm5kuNyTsA14QbMX98EkgqsmSAHwFkBgDzuErStrDOR+ZenoEcPS+Lcg6yo1F70aj0ajQeIfvy7VqXdZ3ICQehqo1IOiFiWF5+HXmOIWN5W7oCb19a8hqzI7HDsYIdjR7Pyzws+59oDrkUdZUICm0YhLU7PoYNtnHiAiRBeNJKBXzZ6+HRFNZmm2E/ij9PFdo2e3VQSJJi01LoDYcuzxRwdYT90SKCTm5vbEbsV/sLjl6lq8KFLqiLBsGcicrDGDqEQqk7q0UkxhggqEhVuNVmWtj8JMw0aRL/KDSzZ+RtXjLqiA1soCG1T462hoK4gbNn8XfO5adxNDE8azoaaDc3KTBoT1xxwDSbtvv8QG/UWTBoT7mBjIpFcay6b7Jsivn5x+WJOHnAygcHH4wu9ALosvFt3oDIY0OekEVB5CVn6oa2vRwmFUMfHI6maP3E4eEAyOrUKvxzijpP6oViW8dDK15t6qA5KP4h/HfKvmC36JwjdmUql4YwBp/H59rnNt0sq7hl/J0jR3xq5A27WVa+LWL6sYhmeoAeLLrp5tMmqIO9eOogPtr/P3YtnEwgFUEkqjup3HDOvvp7EcPP6uqmUOANXHD6Ap77d3KJMrZI4Zli0y7gKfVGbr+bPPvtsn68588wzAZgzJ/I4diF2imsbb5RQ1xO/1xo6wcrGBbY0nTBHBxrn6EBj5rX2BDq6vDz6f6dioX0NwVAwpl3ggrA/GnwNrZa7g26mHzWdudvnMnPTTDxBD0dmH8mVo65s8zCUFF0iU/Im8/rWxl6cWl8tqaZUKtwVYV+fZ23smdWFdFQt2EXdjEebyiStlvTHHkXj30bRc88R8niJP+UU4k4+CV1m4/wYJRQiPV7Pm9PG8/JPW9HHr+f51c81q2NJ+RKu/O5K/nfi/0g1pbbpOAShp/LIPo7tfxzjUsfyzob3qPZUMzplFFePupJCZwk5tuhHQ+jUOlJNqRQ7i8OW97NkoddEn8ZatpqYteo15myb1bQtpIT4vuhbPAEHjx/8cNR1dBa1SmLy+H6sLKxlwcY9C4Xq1CpenDKOjPjoe9qEvqfNd5bTp09vtVySpKZAR+gcRX8GOipNA7a91tAJVlWhMpuRtJ0zhMSkVTBrQ5S0c56OpNOTr0rjByrYbN/MiOQRHdRCQWibJGNSxDK1pMaisZBmTuPSEZdyxsAzCCkhrHpruzIO6W2JXDjsQhpkJ5/s+Jy52+YyefBkXlj1QovXaiQNR+ccDYB75SrqZsxoVq4EApTdcSf9Zn9E9T3/R7xiwrHgD+z/dwn933wT78aNOL7+CnVSMiOvnMYj5+Zw6fx7w7aruKGYnfU7RaAj9HoqSUWqKY3c+DxGph5AKBRCp9YhKzJmbx3qVua7tZVVb+XKodO4tnJF2PKL8s+PyTDPGrme2ds+DVv2R/lC7LKTBHpOT0hqnIEnzx1NhcPHysJazFqJsblJpMUZ0GvFWjpC+7U50Pnhhx86sh3CfiiscaNWKajUbqx7jZkNVFWijrd1altSDCGK2hnoAAxIH4EmWM6Snb+KQEfocgmGBI7OPpofilr+3p096OymQEitUpNiSmnxmrZKScjilrE3M3XE/1HvqyfelEhRQxGfb/u86TVGjZFnj3iGJI8Gx6LvCFZXk/3qqzjmz6d+9uw9O1MU7HNm89akSn4r+Y1TDjiea8bejP299wiUFOP88Sd0Z53CbyULiE/OosYbOTHBBvsGDso4aL+PSxB6gjRzGhWuCm764aamuTMSEifnncy1Y64lxbj/1/ZussNB/7VVXD1wKq9vn9GUqESj0nDf0Juw/bGR0KlDUemiyzja4Kkn2MrwtEpnGQMTBkZVR2dLNOtJNOsZnGpm/fr1ZMVnoW5lDqIgtGa/xgoVFRVRUVGBojTmbQ8EAmzZsoVp06bFsm3CPhTaPZgMQSwGa7MnUHJFJdr+OZ3almSjTGFD+79OpkGDyd64gMWbF3Dp+Gs6oGWC0Hbx+njum3QfVr2VedvmEVSC6FQ6zhtyHpePurxNc3DaymxJwExC07/vnHAnl4+6nC32LVh0FnItORiXbqTwlhMg+OeNjEpF4rRpJF93HdUvvdT0XlVJJUlaGwoK84q/JXFAPOfLQSyHHYbzp58JXXQGD6+4nsf/9niz+UF/lRPX8nej3hPA7vLjDcjEGTSkWfWtJj4QhO7OHXBz8483NxsuqqDw5Y4vSTQmcu3oa4nTRzfhPuTz4Zv+OicfPpETz/ovBYFS1JKaAVIK/G82gZp6lONPgSgDHaPU+vA3m6Znr2MVCIRPTCAIbdXuO9NXX32V//znP0hS46J3iqIgSRLDhg0TgU4nK7S70GjdzTKuyR4PstOJoZN7dFKNMssrdfhkaM+i0mpLHHmeOBZ7tyGH5Kgz0AhCtFJNqdxz0D1cPfpq3AE3Jq2JFGNK03j6kMtFoKoK16JFhNxuzAdNRJuRgSYpMap6rXor5qCaLJ0OX8E2YDugwjRhAu6FCxtfFAphf+stMp94Ak1qCsHKxjV3guNHsM35e9O+Pt71Beec8gRsLkM/dCi/O9eioPDtjm85M/9MPtj0QYv647RxLRY3LLK7uffTtfy6tRoAs07N9Uflc8FBOSSaxdpXQs+007GzWZCjUWmaekU+2fIJ5w0+L+pAR22xYDzgAHD6ibcrJDvMSGoVKmOIOk8Aw0ETUBmjXxMmPqTnsPRD+K38jxZlefF5JKo7JkOaIPQU7Q50PvjgA6ZPn45Op+OHH37g1ltv5eGHHyYjI6Mj2ie0YleNG0Vd12wNHbmq8cZHbUuI9LYOkWwMoSBR4lQzIL59axAMsQzkB80aNpWtZkSWSDMtdD2T1hS290Z2OnF8/TV1NaUEDh1LjewgTqkkfmMJGcMORJMUeY7PvgRra7H/73/UvPY6hBqHuUgGA2n33oPaGkfDt/ObXls3ZzbWU07B/vY7qG02vJNGsnbZK03lXtlL0GbG9etvqAx6HEEnAD8V/8Tjhz9OqauUn4p+anp9kiGJl459iTTznrH8FQ4vl7y1hO3Ve9YOcvllnvx2Mya9mqmTclGrpP0+XkHoKsUNpWSYM7hi1BWkGFNwB91YdVYWlS3ig40f4JP9UdehMhpJvvEG6ufMoej66+HP9W4knY7U22/DcvTRSDHoGTU5fNyVOoV6fz1r7eubtve39ufZQXdhrfaAmHYn9GHtDnQcDgfHH3885eXlTJ8+HZvNxn333ce5557L7bff3hFtFMJQFIXiWg9SXBU2w56gJlBVCSo1amvnPsVJMe7OvKZpd6CTn3sgmvrV/L54NiPOFoGO0H0FystxD8xg6/h41OoAckhHneLlo/o/uNzXj/5KYlNvd9BuR/H5QK1Gk5JCQA5RXu9l8Q475fVeDspLJC/ZTKq1MZOQZ/kKal55tVl9itdL+YP/Ivvll2n4/oemIWzBikrUhxyCfswYpLuv486tTzd7n0ljwmiy4fzlF1QmExPjL+EVGrMx3fvbvVw28jImD55MuaucJEMSQxKHkGXJamo7ND5I2TvI2dvzC7ZywvB0sUq50CMNTRjGPw7+B48ufpSihiKgcY7O8f2P57HDH0Ovis33OlBa1vjgYi+K30/Fo49hmjAhJnUoHg++a+/iyf8+hndSOvWBBiwaM6ZKB76//xP5Hw/EpB5B6KnaHeikpqbidDpJS0ujuLgYRVFITEykvr6+I9onRFDj8uMJyOhUdmz6PWtfBKuqUcfHgapzVyXXqSFBL+9XQgJDYjI5hVoWu/7gqg5omyDESkNlCcW5Bl5Y/ELTJGarzso1B1zDl5U/cq7JSrLKimfNGiqfehrf5s1oMjJI/Mc/WZM+hKveX0FAVpr2NzwjjjcvmUCK4m0256aZUIiGH3/EfMghuH75BQDDAaOxnHIyv4w3Mn3zAy0SDEwdOgXptRkQChFyOknaWsX45LEsq15JMBTktTWvoZJUJOgTmH7U9LDr52wqj7xCea07gDsQm9XjBaGzxett3P7d36nyVDVtU1D4dte3pJnSOCDpkKjrkB0Oal55OWK5/b33Sf/Xg6iizI6qMpkwPPkPXnN+y9yvvyGoBJGQOCLjMG577B405uSo9i8IPV2774YnTJjATTfdRENDA8OHD+fZZ5/lhRdeIC2t56Qv7A0K7Y2TiSWNA9vec3QqOz/j2m4pxhDFDfvXFZ+vzmCtoZqAO/wTZEHoaoqi4BySxc0/3dxslXOH38GTS58k15pLbaAe56+/UnTFlfg2Ny56Fywrw25O4Or3VzYLcgA2lDXw3IIt+KtrCJSWRqw7WF6+Zw6QVkvSlVdi6JfN+EFHNhtuppE0XDj0Qi4YdiHJF/8fcSecgMpiQX5tBo8Mv5Mbx9xAoiERlaTiwLQDefGYFxmcODhsnf0TTRgjpHM1aFXoNZ37MEUQYqXcWdIsyNnbrK2z8CuRg/y2Cvl8BEoiX9P+wsLGHt8oeU063uJ3Pi1sTJ4CjUHbT2W/8q/Kd3DGR79WjyD0ZO3u0bn77rt55plnCAaD3Hfffdx88804nU4ee+yxjmifEEFRU6DT0DR0TUEhUFWFYfjwLmlTilFmTfX+TVAelj6K+d4iVvwwk4mnXh7jlglC9CRJ4rfyP3AFwgfj7298n3sn3EP1i817ZrT9+7OqXsEvh8K+79OVpdw+NA/90KG4Fy0K+xr9kMG4ly5Dl5dHxr8fRpfTmB0tx5rDK8e+gt1rxxP0YNPbSDQkNs4vyk8h49FHCDU0gEqFJjmZyxnGGfln4nQ6SYpParb+1m6KohCsqOBAbyVfHm4gkJTKpzvcvLq8gj8TbXLhQTmkxrVcvE9RFBRZRqURi/8K3VdJw66IZZ6gh2AgfFbC9gjo1WhHDCNQUgKAymxuvD7cjftWHzCCkF5DtLN06vRBPt85L2zZssrl1Gp8iD4doS9r91+jbdu28c9//hOAxMREvvrqKwB++XNIhdA5iuxuDNoQRp0ao7rxhiNUX4/i96O2xe/j3R0j1SjTEFBR75OI1yv7fsNeBiQPRbfzKxaumScCHaFbUhSFVVWrI5YX1BZg0prwFxU12662mKn0RF7nwi+HqHP6SJ8yBffixTRFE39Smc0YTz2J6r+NJCEpC43KgnvxYiS9Hm1WP+JTU0iIkHxEbTajNpv3/BtINiRTvKmY3OTclscoy3g3bKD4uusJ/pnYBEnivLPPZfRJ53PdVzs5bnga1xwxEN1ePTqy00mgpIS6WbMIlJRiOfJIzIcfhi4zM+JxC0JXyTNFXn4hThuHYf9W3mjGo1FQTTsPq1aH9bTTkO12JLUGlcVM7SefIJ16LD4lSLRLhtbLbmQl8jDSCm8Ng6KsQxB6snZfzZdeeikrVjRf6dfpdHLzzTezcuXKmDVMaF2h3Y1e7yNBb2vaFtidcS2+czOu7ZZqanxiXeTUEK9vX+57jaQmN5jAcn8BstOF2mLe95sEoRNJksSQhCHM3zUftaRmWNIwdCodW2q34Aw4yYrLQqcyoKSmNj3FBfDv3MWBqS17P3bLTTJhNGlQh9RkTX+OiocfIVhZCYB+8GBU//w7V2x8gDPTjuOoz9ez7bU3mjI4qcwmMp95BvOkSagMketoq0B5OYXTphFy7fVEW1HwzZ7FgQNy+fWO87AYdCTslVo65Hbj+Opryv/xj6Ztzh9/RJ2URP8ZM9Dn9o+6XYIQS9mmDPrF9aO4oZjBCYOx6qzsdOyk2lPNJYMuIkmOfr0sk85EiUUiY+hQim+8Cf5cD0YyGEj714Ns13vI0ESf9MCsNSMhoRD+4WKicf8zQQpCb9CmQGfXrl2ccsopyLKMoigMGzasxWvGjRPZsjrTrho3kqah2Ro6waoqJK0OlTl2ixq2h00fQqtSKGpQMzKp/Yt8DbENZr5qEbXzvyH57HM6oIWCEJ0T8k6g1FXKMTnHsLJyJZ6gh4uGXUSVu4okQwpPfVXJZf95jbiH7sa/bi3QuO5OSsk2xmQlsKqk5dj/B04aSL/190Ph74SGn4P+3ddxO13IKoVNoVIe3vQYGpWGQ6sTqX35P83eG3K5Kb7+BgbM/QL9gAFRH59nxcrmQc5e6t98k7xTTkGbZGm2PVhdTfmDD7Z4vVxTQ8Wjj5L1zNOo48RaHkL3EbetklfGPka5wcfqqtXUeGo4feDpZJuzSF1fjpTsiboOo8ZIbo2KkmeebbZd8Xopv/sehs75JCbrxiVj5IiMw/ip7NcWZYNsg0iWLGHeJQh9R5sCnf79+zNr1iwcDgdXXXUVr7/+etNCoQB6vZ7Bg8NPaBU6RlGtm6BUg02/p/cmWFnVZcPWAFRS4zydwv1MSDDMOoi53sUs+2kmJ4pAR+iG4nXx5Mbnct331zVte3/j+xyUfhC3HPAAX6xez4KNlXzxwMNwwVlNw9ACTzzCi599yStLypm1vAhvIMTAFDP3H5fD+O0vwMbPQVLhsCRQpRSxlEKMIRVjk0fx+mGPU1ZbTfDeCBmcZJn6Tz8l9bbb2nYQoRBJ1vCrpfu2FUR8m2y3owRbPsBwL1/RtO7PX7l+/RW5rk4EOkK34nU52OWq5ubfHmhaKBQgJy6HFwbd29RjGg25oQH7y6+GL1QU6mZ8iPHBf0Y9n01f3cDtSefhDLpYVrVntM0g2yCeGngrltJaSGqZVVEQ+oo2X2G7e3HmzZtHdnY2ADU1NcTHx6MRE087lT/YuB6HJqGSBH1e0/ZAZSWaBFvXNQxINYbY1bB/34dsXRrGkIalrg0cU1qKVozvF7qZSnclzyx7psX2JeVL+CnpeybkDmXpzjq+rpK49I03cHzzDfr8fOKOOpJ6s5ZTx+k5Y2I/DGoj8Woz2Z9OheKlANSc/hzP1K1i7i+3NO1XQuK+A67n9OQTKGwlK5uvYBuhQKDVVLWyw4G/sJDaD2eirq7GcewxWA49tNl1Zhg5MuL7NZmZSLqWyUZCnlYmbv+ZnEAQuhP36DxunX9hsyAHoLChkOkVH/GvA+4i2lxlAbeH4F5DWFuU79xJyO1BFe2ad4Eg3qtu4x83XYn3wMuo9teSoI3HtLWY4NV3ozzT8vdKEPqSdt+Rpqen8+ijjzJr1iy8Xi86nY7TTz+dBx54AF2YP4JC7JXWeQgpwN4Z1+Qgst2OPjev9Td3sFSTzNoaLcEQtDf7rEpSMciYw9oB26n//HOSr722YxopCPvps4LPIpZ9sXMmU8c9w9KddSzZVcsV/3cQmYc2rsdR463hw/Xv8u7G/+GTG1PKjk8bz8PH3k+/WVeAJY3fVUHmFi5otk8FhX+vfoGjjjkcw5AhuJcsCVu3afyBrQc5DQ3UfvQRVXsNo3H+/DOa1FT6v/9eUxY344gRqJOTkaurW+wj9eab0Ka2XGLdNH58xHr1gweL3hyh29ns2tF0Hf7VD6U/8/fxfyd8n2fb+bV6NEOHNZuvtzdp5OjG10RZjzrBhqTV4X3seQBSjEYUrxefooBGgzZLPDAU+rZ2L4Tw0ksvsXjxYp577jnmzZvHc889x+rVq3nuuec6oHlCOIV7p5b+c45OsMYOoRAqm60LWwZpJhlZkSh17d/wtSHGPLZmSlR8+glKhOEwgtAVFEWh0l0ZsbzeV49Z3/iTOiDZjO7PRXuDoSCfbf2M19e91uzmalnFMq5d+QyVxz9IzQHn8dbOuUDjWjjj08ZzWNZhJBsbE8O+X/I5KTffFLZeldmE9ui/8dnWz1hRsSJsG4NVVc2CnKbtlZVUPfc8oT9T3mozMuj/7v/Q7zUPUzKZSL3zDsx/+1vY+jWpqVhPP71lgVpN+j//iSZJTIYWupdqnz1iWUgJ4Q35o6/EaEJ76RVhF++W9Hp0p52BRhv9aBhNaippD9zf9G/F42kaMptyw/Xi+hP6vHZfZXPnzuXtt99uGr42cOBABg4cyJQpU7jzzjtj3kChpUK7G0lS0Gm9WHSNEw13p4LVdOEcHWicoyOhsMuhISeu/UNWhhhyCKoU1qrL6P/HQiyHHdoBrRSE9pMkieP6H8e3u74NWz4udQLrivxIEkyZ2B+1uvEGp8pdxZtr3wz7np2OnZSYbGQpEjWeGi7KOYvzbEej+mkRqjon8qE3sWuQwrz631EPSyX9kX9T9Z/nmnpcdPn56P91B1euvY8NtRsB6BfXj1ePfZUc654Uus6fI6f/d3z7Lam33YrK1JjERD9gADlvvoFcW0vI50MdH48mNTVij5HGZiPtzjswHzyJmtffIFhTg3HcOFJvugldXm7rJ1UQusDQxKERyzLMGejU0S+yaTVqKU3OwPjMdAKPP0ywogIAXW4u6nsfxJeU1ixF+/6S1GrMf/sbOe/+j6rp/8W3ZQu6fv1Ivu46jOPGNl3XgtBXtTvQqa+vJyMjo9m2jIwMvF5vzBoltK6o1o1JH8BmiEf1Z6dcsKoKldkcdgx9Z9KrIUEfYleDmsP34/3pmiTi1RbWj1Y49MMPRaAjdCsHpB7QlJZ2bxqVhgsHXcUdMyr574Vj6Ze4J22sJ+ihIdAQcZ/bnEUMcTRwy+ArGLfCiffpvYZsfjSb7KFDuOs/j9DwxTyc3/9C6u23ozIaUKUms0RVyJMFj1Li3DM8prihmNt+vo1Xj32VRGMiAKHWfp//zKbZ7HgSE9EkJrbllDS+PjkZ21lnYfnb31CCQVRmM2qLyPYkdE/BUJCJ6RNZXL64RdmVo65EilE96ak2vqsaROIjL5Ap+UGS2BTQoktO4eCE2C2hECwvp/yhh4k7+ijiTz+NYFU1lc89R8ZD/0JtsyGF6VUShL6i3YHOkCFDmDlzJhdffHHTtpkzZ4qsa52oyO5GrXVj23sNncoq1PFd25uzW6pJZpdj/7rkJUliiD6HtfllOP/zI/7iEnT9smLcQkHYP+nmdN44/g1eWf0KX27/kkAowLjUcdwy9nZ0oUw+v34wSRYdOs2eoZsGjQG9Wh9xTkC/lFEYfOs5wTye4v9OIf6sM7EccQRIEoGiYmpnziT0yZf4SsrwrFqFv6gI7SXnExibjeyxMG3END7c9CHb67c37XOTfRN2r70p0LEcfhjVzz8ftn7jhPGoYjSPRgyTEXoCf9DHeUPOIz8hn88LPscZcJIXn8flIy9nQ/UGJqUdFJN6bCYdJw1OwO8yoDidIEmkWuIwmgyY9LFJ4hSsqaH0ttvwFxRQU9A8a2Lx9TeQN2c22r88nBaEvqTdV9ott9zCZZddxhdffEF2djaFhYUUFBTw5pvhh2YIsberxk1IXds0PwdArqpAm5Xdha3aI80UYnG5jpDSmHK6vYYa+vOebiPOBAO1H3xA2p13xL6RgrCfsixZ3DfxPq474DpCSgiTosVY5cSz6ifUFgvysCGUWVS4VQGsOitJhiQmD57M+xvfb7GvJEMSua46vHnH4pn7I/3+O536L76g9I47UQIB9EOHknrbrTi+/x7rUUfh27oV+am7ea1qHut/v5sdjh3kxOVw3ZjrmL9rPj8U/tC0b3dwTzY0bWYmcaefjjYlBdO4sSjBIIrPR92nn5J2551ouslDEkHoDP0s2UybP42hiUO5d+K96NV6yl3lvLn2TQ7NOhS9OvrFdwGCdjtSwTYc/52OZ+kyUKkwH344puuvI5iXhyYGDxhkux3flq0AqG02NGlpBGtqkKurkWtrCVZWxjTQCdbVIdfVoQQCqOOsaNJSm5YaEYTuqN2BzjfffMPnn3/O3Llzqa6u5rjjjuO5557j+eefF4uGdpJCuxufoYoEQwoAss+L7GjAMKJ73Kykm2S8sooqj4o0U/sTCgzR90dBYevxQ7F+9BHJ114jMjcJ3YpBYyDDktG4WObjj1M+78s9hVotpkfu5XXDYtY4N/PgwQ8ybcQ0yl3lLNgrq1qmOZPpRzxN4ooP0Xm/QRk1lfIHH8S/Y2fTa3ybNlFy621kPf88klaD5sXpVKMhX3M5o7JUjDnYij2wk2dWPMpN425iWfkyHH4HakndrMdXk5hIynXXUv7ww9j/fCilTkgg5dZb0aSldfTpEoRuJU6l4+UjpnPjr7dy72/3Nm0/LusoLs6/AF0ocgbD9ghWVlJ01VUou4eOhkK4fv4Z7+rV9P9gRkwCHSUQQJOagvG56bgyLNiDXswaA5ZaP7477yLkjn7x0918O3ZQdt/9eFY0rtejSU0h7b77MB9yiPgbLXRbbQp0KioqWLhwIQCzZs1i5MiR5OTkkPNnStIffviB7777ruNaKTSpc/tp8AbRWepJ0DcOF5SrGicmq7s449puaabGJAS7HBrSTO3PXmPTxJGhTWLdMCNjZ/mo++gjkq64ItbNFIT9Vu+txxVwofvmexr2DnIAAgHcdz/MFR++xDnlN3HVd1fxyalz+fsBd3PtAdex07EDtaSmzlfHnb/fzyEpY7ls4GnodzY0C3KaKAr2t9/C8PizPLewlM9WlTcVqSS4+5T+/OOgR/h612ecPvB03t/4PmcNOosk455hZIHycoouv6JZqlu5tpbyBx5AHReH9cQTYn2KBKHbUtc60d50P69cezWOIVYcASfp2iS0vy5H+fE1lNuuBdo+Ry2cYG0t9hkz9gQ5e5Hr6nB8v4DErEtQ66NLfCAl2NB//B4f7vqcT36YgTvoRqvScnLu6Vzx1guoA/uXAfWv/KWl7Lp4KnJNTdO2YGUVJTffQs47b2OeNCkm9QhCrLUp0ElISOD999/Hbrfj9/uZPn16s3K9Xs8NN9zQ5ko3bdrEE088wfr169FqtRx66KHcfffdJCYmsnr1av79739TUFBAQkIC1157LZMnT27fUfVie6eWTjDYgD8zrkkS6girnXc2s1YhThtih0PDQen7l6ZzsL4/S70FXH3oIdS8/Q4JU6agMhr3/UZB6GDFDcXc/9v9XJByAgPffDv8i0Ih1D8sYtywcRyUchSzl9bi9AWQbV/wfdE3+GQfstL4QGB7/Xbqgy5ulMOnbwYIebz8Wu5rFuQAhBR4dN4u/nflYI7odwTl7nIuG3kZU4dPxazdM9nZt7Ug4noelU8/jfHAcWhTUtp5JgShZ5K378K3eTPccj/GxETiEhMJFBbi9fvxarXYrrws2jiHoNuFe+GiiOXuX37Ddu7kqAOdOrOR99bPYOaWd5u2BUIBPt8+G7uvhnvH30+/qGpo5Fm+vFmQs7fKp58m+/XX0SQkxKAmQYitNgU6Op2OTz75BIDLL788qvk4Xq+XK664gvPOO49XX30Vl8vFXXfdxb333ssTTzzBVVddxU033cT555/P0qVLuf766xkyZAijR4/e7zp7k92BjkbjwqpvDGyClZWo462gjs2Tm1jIMMvsdOx/e4YZ+vOzcwXOkw5G9etv1H70EUnTpsWugYKwHyrcFTy48EGmpJ7MROtoSsIsrLmbpqyaAZMGkCgdyBM/7uStK/K49Y/PmwKcvc3b+S1XHDU14r6UC6byym+7IpZ/t9bLZYcPJt82hASjFZ26efZFz6qVEd8bKC4O+9RZEHorubwS7ZChSH+/kyKNlSp3gEEJeqxb1uJ/+nEItH9phL8KaFWobTYCxcVhy1VJiQR1aqIdJOeUHcwu+DBs2a8lP9Ew5mYg+uGprkWRgzbvho0o3vDJVgShq7U752C0SQdKS0sZOnQo119/PTqdjoSEhKagZv78+dhsNqZMmYJGo+Hggw/mtNNOY8aMGVHV2ZsU2t1oNTIJJmOz1NLqeFvXNuwv0kwyOxwa/pK1ts0G6XNQo2KZoRzzYYdR8+pryE5XbBspCO1U7azkgfiLyLvzNXxfzcc4cmTE1wYmjCQvbgQz/qht/LfiDBvkACgo1Gv8YRcXBNAMG0a1M/KNRHm9l1d+LGVjSQgl1PIBgy4nJ8y7Gqni4pAirJEjCL2RevQYHP98grN/bmDavJ3c8UMJZ87ezt31mRhefRtZH4PRA7Y4zJdOiVhsnnI+qih7cwAa/A0EQoGI5ZXuiqjrANDnDYhYpklLA7VIYS10T53+zRwwYABvvPEG6r16H7799ltGjBjB1q1bW6Spzs/PZ9OmTZ3dzG6rsMaNTufBZmjsIlZQCFRVdrtAJ90k4w6qqPbs31fMoNKRp89kiWsD8WeeidzQgP2dd2LbSEFop7QGFZ5rbidQUkLd7E9IvHQahMk4pElNwTE0EzUGSusaJwNrVa1ncgogY3rwrhbBjnH8eGwZqYzvH3lYyJjsBNaXOrjif8soq2/ZO2M8cDySIXz9iZf8H5rk5FbbJgi9SW1iBtPm7qDe0zxAWFJYz8s7QzRYbFHXEQwF2ZyjQX/6SS3K9Ff+HysMsQlATNrWg7LEP4e4RyvuuGNBE34QUPJVV6ERQ1+Fbio2idz3k6IoPPfcc/z444+8//77vPvuuxj/Mg/DYDDgdrsj7CEyWY6+6zkau+uPdTt2VrtQ1HXYdDbkUIhQgwPF60Nli2+x6F9HU5TQXv/b/OYs3RQEYFu9mmRjcL/2P1Tfnx+cywllWLAcdyw1b76J9dxzOu0HtaM+w+4iVsen3seQyY48fx31GdndAWqcfuwuP8lxepLMWmxGLfLPC1E8jYFLsLKKhm+/JeOxx6h+8UUCRUUgSRgOOZjQ3y/lrk0Pc2z2qQzLmMCvW2vYUgrDk4azoWZDi/oG2QZh99Yxx7aSm+a8h3bFBkKl5RhHjCBYXY2ydBG3HncYP22pQg41v86TLTqGpMfx9PzNACzYWMGlh/Rv9hpVSjLZb75B8dXXEHI6m7ZbjjsO23nnEZIk6KXf81joKb8FnXUt9pTzEUmB3YvDE/7v0qery7nqqPyojy0oB3l868ucd+ZJHHbei0iLV4JGgzJxDF/U/8bqks+ZOPgYNFJ0t2GJmJiQNoGlFUtblPWL60ei2hqTz0mVmkr2Sy9SfPMtTb+BAPHnnI3luGMJhdqfYXVfevL3bF/XotB5uizQcTqd3HPPPaxfv57333+fIUOGYDQaaWhovoK41+vFbG7/CsJr166NVVOjEut2FJTXEdBWo/JKlJSUoCotQQM4QiGUVuYLdKSaGnvY7XEaE2tKvPSTS/drv0mKCTde5hf8xuDhw9H//AtbHngA/zXXRNPcdusu36WOEu3xHXjggR26/7aIVR1qtRpren+eWrCdn7dU4fY3/oGdmJfA85NHEVy9rtnrHV9+hW/LVpIuvRR1chK6gQPxWo2s82zn72P/Tq4tl0lJJn4rqOH1nyp47uJ/8VXRe0xMPQ6DKg5fyMniqvmckjOVQMjHl2ULOHjAkRw0JBfv5/Oom/kRIacTdWIiaTM/YsblE3hw7kY2lTcgSXBYfjJXHj6ABz7f064d1U62b9+Ow+Fo1laTwUDGhx+glJYi19Wjyx+IU6tlbXExSlFRTM5fb9fdfws6+1rs7ucjnKSkJCocoFFJnDgynRNGpKOSJGrdfj5cUsj6UgeBYIhVq1ZFVY8l3sLB6Qfz9NZX+T5lLGcccwFySObDLc9RUF/AHePuoHh78X49yN1bvlbLP0bfyS1L72Zb3bam7WmmNJ4/5BksW0tZo6+OSSBiSUoi/eOPUIqKkZ1OdIPycahUrNm1C3ZFnkMYrZ74PdvXtSh0ni4JdAoLC7nyyivJzMzkk08+ITGxMb3J4MGD+f3335u9tqCggEGDBrW7jlGjRnVpRC3LMmvXro1pO/zBEPZP5qM21pOXPpqsuCw8xUW4tFoS+/Xr9EW7FCVETY2dpKREJKnlELUsh0JVyEZW1v61K0PJ4JOy3yi1OTg5+Uick8+l7n/vknf11RjHjo22+fvUEZ9hd9JZx9eR+4/lMQRDCmX1PhZtr2FIehynjs6k2unjqW83s3hHLW8uLOKqESNo+PbbZu/zbd1K+UMPoR88mJJHr+SL4p85b/B5DEsZhgoVNe5tPHVePk9+VURptYmc0DQemrUTu6scm0nL5YddQnm1CbMZBtoGMiZuGA0XX4JcV7fnOO12LEE/uclJPHj6CDx+GbVKQq2SKKv3UFa3Z7jaofkpDBiQGvmc9e/Ppk2bGDpoEGa1OgbTlHu/3vJbEKv29/TzMYw6Xpoyjh82VXLHJ6vxBkL0SzByzREDKa/3oNeoGDRmTNT1TEubxin9p7Jml8yMH8pQqyQuPuh5+qV4yE6II80Y/dUXLCrGf+5FPP/Ug9jH2djpLCLTlE6aXSb4f39HP306owflR11PMwP2zNcxA7FbjrS5nv49E7qHTg906uvrueSSS5g0aRKPPPIIqr3Gox933HE89dRTvPPOO0yZMoXly5czd+5cXnrppXbXo1aru8WFEct2lNk9hBTQaBpIMiahVqkaExHYbM3OY+dprFOSVGGDrAyzzO+lBkKKar/mKaolFUMMOSxyr+cq1VnEHXkU7l9/pfKhh8mb/UmnTaDuLt+ljtLRx9cZ5y/aOoJyiDUl9Vzy1pKmXhyA0f3ief6CMVw3YwVv/LaDW646DumFF1D8LdOmq66+mCe2vsIuxy6+2fkNJ+WexHVjrmNwUn+GJ2uYkJPF+4uKeP3X7U3vqXMHeGb+VqZMzOHyw/rz4kHT8Uy7BiUYRJ2UhOxwYD77TKSLzqAiPpkpryykuLb5AoB/G5TMvacM48Ev1pNm1TMm27bPcxEIBHr997oj9PRzFuv299TzkWDS8/jXm1m2q7ZpW3Gth/s/W8eT547GpIvNccl+G7fPXM62qj3DRZfurGVCbgLPnpeF2hKDc5echGnCeBouvwmj0cioxETkujo8Lhf6YcPQpCT3yM9obz31eyZ0D51+dzxnzhxKS0v5+uuvOfDAAxk7dmzTfwkJCbz11lt88803TJw4kfvvv5/777+fSWIhKgB2/ZlaWqdzYdFZAAhUVKK2xXdlsyLKMsv4QxIlrijSTOvz2OTdSb3sRFKpSPi/S/AVFGB/970YtlTo68od3hZBDsCa4nrmri7j1NEZKApUGGzkvP0W6qQ9i3FKOh3Gm67il8Qqdjn2DN/4eufXrK1eyy0/3kKFp4JgCN75Y0fY+mcuLaLI7uWDZXWk/PcF0v/9b5JvuJ6cObPwXHYmc5x/8PYf21oEOQC/bK0mzqDhlFEZfHTVwWTaxHpTgtCaKqevWZCzt2fnb8Hpi36YVyikMG9NWbMgZ7elO2tZVVQfdR0AaouFxDtvx/S3w1E8HgIlJYRcLvSjRpL+/LOoxdo2Qh/X6T06l156KZdeemnE8lGjRjFz5sxObFHPUVjjRiWFSDTrUKFCkYPIdjv63LyublpY6SYZlaRQUKchJ27/JhMOM+QSQmGpayPHWiegz8sj7thjqZo+nbgTjkfXLxZLoQl93fpSR4sgZ7ev15Xxv8vGc+hQLSqjE8+wXHI//qgxSUAgQCjByry6X3lq3XMt3vt94ffkWHO49JtLeenQeQTk8AlD5JBCQA4x2VBL+fmXEXLtSaWuP/MUjr7uWi7/JnyQBPDDxgoeP2c0cQaRJloQ9mVLeUPEsnKHl0AM5rOU1LmYsyLy/NSPlxVz+KAkbKbWszHuS0NDDZ/V/Uhg2kj+dv0U1A1uQmYjywPb2Fkxi2nxU0iJz4yqDkHoybo065rQPrtq3Oh0XhL+TC0drLFDKIQqwda1DYtAq4Y0o8y2eg1HZ+/fYmIJmjgytckscq3lWOsEAOLPPhv38uWU//OfZL/xRqfPTRJ6n/IwKZkB9BoV/7loAEtrP2bmlg9wrHQwNHEotw64nNRZP+L/5AskvZ6Dr7+cv4+8kv9sfb3pvTlxORybcyzp5nSOyj4Kvab172mqWYv31htRAs1T3vo++xLLlMtbXZNKUUCRfBD18oOC0PulWiOvX6NWSWhV0f9NacyCGvmiDSlKiwyK+6NGdvDi6pdwBVz8B1BJKkJ/ZkRVSSrOzj8LkfhZ6MvECk89yM4aF4qmjkRDY/KGYEVjHn6NzdaFrWpdhllmS110N1/DDLksdK5rSp+tMhpJvOQSXL//geOLL2LRTKGPG90v/PDP207KYnbhM7y27hUc/sYsZpvsm7hq2R0UTz4EXX4+is+H59mXOLouk5y4HHKtucyY9CL/OeRJvtnxFQ/+8SCljiokrZdBqZaw9eQmmYirr24R5Oym/uhDTh0dOcHAiSPTKXQUtvOoBaFvGpJqwqgNP6T65JFpWLTRBzopGoWzhiZGLD9/eCI2XfTzTur9DlyBPT3Au4Oc3f+/1LV/WU8FobcQgU4PsqPaSVCqaQp0AlWVqC2Wbr2qeT+LTIVbjcO//384hhvyqJHrKfAVN20zHnAApkmTqHj0MYK14cdaC0Jb9UswcsBfgh2DVkVuWoAlFQvDvuep7a8jXX5+079Dr83gmv4X8d+8O7GEdFz98w2cnfd/vD3qOY5eEiBx9lxePHcEKXHNnyYnmXW8fMEBGH74OmL7XJ/OYcqEDNKtLYe5TBqQiFmv5usdX2H3hE/1LgjCHjKVPH1BHgZt81ugwWlmLjzMTEiO/m+Kxu/jlHQ1/ZNMLcrGZMUxmgYIk9SkvXRqXavlJm37l+cQhN5EDF3rIUIhheJaNyqrgyRDY6rIYEVjxrXurJ+lcVG2rXUaDkwN/7R6Xwbq+6GXtCx0rWWQIbtpe8JFF1F2771UPP4EWU88HpP2Cn2DXF9PsKoK97JlSDod8ePH8/KUsfxnQQGfrSohICscmJNAiWdjxH3scuwiMGzPoBD/zp1Mso7G+95HfHKsnrvH/5sh1Vpqrj0fxe3G+ugj6O68kZlX38h2dRpbav3k23Tk40L/9EMYjz2Wugh16QcOoMaxjicuTGVpgcKC9XUYtWrOGJNJnEFLQKrl+6IF/N+IqbE9UYLQC60oX8y84u95adrN7KpSUekIMjRTT1Bdyh2/X867x7wZdR0hox79pzN5+5SzWGC38VmBE7VK4qIhcUxSN2Bc/gfSQQdEXY9ZY2ZwwmC21G5pUZagTyBRH7lXSRD6AhHo9BDlDi8BGXQaB4nGP+foVFWiyxuwj3d2rXi9glUXYkut9v/Zu+/wOKqrgcO/mdnepF31YjX3bmOMKS5gejHF9NBSqIEQCC20EAgESEjofEBoCRhMLwZMBwPGNu69yLZs9d62aOvM94ds2UKSrb4q932ePMFzd2fOjHakPXPvPbfTiY5e0jHClMESz3oujTulabsSE0PseedR/dJLxJ51FtbDp3VX2MIAFq6upuLJp6h94419GyWJxDtu594zzuL6Y4cTjKg4THp+rqhqcz+KpKBoEnsHihiys7FKRuozk9ke2MA5ajINd1yJtmdBQMXuoGHNGrjmd2QlJjAsMZFweQXB8nKCgOsPf0CJjyfSysK/yjXXY3FkYazK41KLzLnT41DUCHKwjEpDHD96l5HlyMKib/n0WBCE5mJNTlZXrGB1xSWk29NxGBx8tL6Q+mA9siSjk7s+SsKnixB79lx2X3wJx0+cyOwZxyBFIkjPfEZg1y6S35yPXw1i6eLXMFVTue/I+7j6q6upD9Zj1VnxhX3oZT2PzHqEkNq5v7uCMFCIRKef2FXVOAbXagpjUkxEPB5Urxeds2+Wlt5fui3Mlpqu/eEYY8rmnZpv8ER82JR9X+asM2bg/fFHSv92HzkffNCnh/EJfYNvxcrmSQ6AplH+wN/JmjSJIePHN22eyER0so6wGm6xn2NTZqF89RN7v0Y4rruGEmMs8onncoflYuSgBnf/Dd17b9Hw9Vdo+42dD5dXEC6vwDBuPIa776M+JoFtsgPH/A8wv/R/eF6fB4DicqG//k+85Yvl9xE95V4Xn7slFmzwYNLJXDLcxoiaSiY5E5kz7Q7sBnu3Xy9BGGhGu0ZjkA0E1SCF7sJmbbPSZuKg6yXaje4AdZ98Surzz1MpmajXmZHQiJk4mXSDRu0HHxD/h+vgwCPPDsputPPsumd5d+Yr6Grd+IuLMCYkQryLp/Je46qJV3X5XAShPxNzdPqJXZU+QCPB3vhbMVxeDoAS2/e7pTPsYXbXKzS0/K7YbmNNOURQ+dm7qdl2SZZxXnIJwbxdVL82r4uRCgNduLaWquefb7O9+rXXUPcrCJBgSeBfs/6FIjWfNJxuT+faxHMIvLsAyWwm4dZbqUwcyl2f7UAmjKl2N4Ydn2C2lWP609U433wLFAXZum+8vGH2cey+6T7OWxrkrPfyOPP5nznzhRUsOflS9B99jvbiPEr/+Ty31iQTMRiobFD59fc13P1dIT/nVfN9biVXfLqbB3I1sq1jGfLtP2DxE1CdB5Eu3GyCMMDZIlb+OfNf6KTmz3rTbGnceMgtGENdL0YQCQcJ2GL4hnjO/LyCue/t5Kz38jhvUR0rlHgiegOhYOvVHjsizhzHXTnX4LnpLsrmXkjddTdTfv6l1F75R/6UfCEJZlFzTRjcRI9OP7G7yote7yNuz7C1UHk5kl6HbGu9ilNfkmGLoCKRW6tnQnznutHjdDGk6uP5ybuO2Y5Dm7UZMjKwHX00lU8/TcwZp6Nz9f3kT4gOLRgkXNX2cLRwaVlj5bM9PYNGxchRqUfx4Zkf8n3h9xS7izg8YSrD9KnE5FWgPvRgYy+iJBHnreKp04dgXXQfpk37rQWmM1F76vMEUkYQf921hPJ3EHvSTKTkOMK+IGePi+WVFZUEIyr1/jC3vrue5y6Zwq1fVVLXEEKS4NnTh/Liz8XsrvK1iPmL3BounZREsqQgfXk3fPd3uHQBpB8KovS6ILTQIJuYKMfx4czH+KFqHYX+Kg53jmKkMQFTSCKgM9HVQaBBi4Gqk+fywufbeWpOMhnmABoSW+v13L+okKfPuQiHsetV1yJuN9X3P0Rg9Zrmx9+xg/LrbyLzlZchPr7LxxGE/kokOv1EXqUHVakhzryntHR5GUqsE/rB9xiXScWmV9lc3flEBxqHry32rEPVVGSpeWdkzNy5eJcupfKpp0n+y91dDVkYoBS7HcvUqW2WJbdNn45saqxsFq6oQAuHUQwGMuMyuWTMJfh37qTojzdQn5tL/S/em/LJQnS5nzRPcgDCfmIX/Abfb39Ed+RE9EMKqZJ2EmrwE+cp5RZrCSddeC4Xzt9NINw4vO2Nn/M5fWIqy3dV85fpKQRkPe9ubrui2vwttRyeM6bxF3qoAd6+DC7/ChxioUBB+KUYrRrrvNOI89dyUepkMDuh8m2oKyQw4WLqj76/6weRraws3M3/jm7AXPEN9daJoKnMrl/JIaecwme7azk/ObPLh4lUVeFdtKjVtuD27YQrK9GJREcYxESi009sK68DXR1x5jQAQmXl6ProQqG/JEmNw9c2Vndt/sw401C+ci9ni383Y8zZzdoUu52Y006j5s03cV16CYasrC4dSxiYZLOZ+CuvwL1wYYs1a+SYGOwnn0SkthbvDz9S8dRThAoKMOTkkHDjDVimTsX77XcEt2/HdMxsIudcSMhoRu91o8x/Fb3Oj3X5k60fWI2gz/0Yb8ZU8secgEeL4Al5sNnHYU2dSFZdLn84Mp1Hvi8FYGeFl7uPyeB3QyRi44x4Q+EDLi4Y0TSo3rFvQ30ReCtFoiMIranYAnozVcfeSVVcNg1qCKdswLXlM2yrXsU2/SbA2aVDBIMqc3NU3LKZhypr+GrFfegkHadmHMsVFpWTszT8oTAmY9uLl7ZHxOfjQKsJh6tFyXlhcBNzdPoBVdUoqgkg6+qIN8WhhkNEqqv7xfycvbIcjfN0vF0Y+5xjTMMim1jsWdtqu/3441FiY6l48qlOH0MY+PQZGWS+Pg/T2DFN2yyHH07W6/NQnE6qX32V4ttuI1RQAEBw506K/nA9tQs+Qg2HMD/6FO+e8DvO/N7LyR+Xcu6yIF+eez2KyQDukjaPq1pjKYlJ5MkNL3DVV1dx06KbuOqrq3hs/bOUJORw5oR9hUWyE6xsqfJz5yo3dWEJ/c+LmTMuuc19nzcxHt3WBb84oKi2JAit0QXr2XXOc/yu+FPO/uFPXLz4Nub8eBP/sumpPOMJ5Eigy8ewS358xhC/WvxnPiv4hrAaxh/x827eJ1z2832EdF5MdH0unWK3g67tZ9b6xLYXGhaEwUAkOv1Ayd7S0kYvNoONcGUlqCqKs2tPnHpTtiOMhsTGqs736iiSzBhTNt971rTaLhkMxJx+OvWffIJ/a8s1BQQBQDYYMI8fz5D//IeczxYy9IvPSX/icYxDhxKprqbqPy+0+r6qxx5HOeEUnqyw8tSyEjyBxi8pNb4Qf/++kAKPBCltr4tROfw4Hlv9BEtLljbbvqJsBY+s/DeaTdc0peY3R2Zx/xc7uGFmJvJ//0PVX+/h4hxji8VGAQ7LimVsaD3U77cCut4CVjEJWRBaU5N5CJf//Dd21O7rBVU1lXfyPuYNXx6quevVTGU5zOt5C3CH3C3aynxl/FCxEllSW3lnx+ji4og95+xW2yxHHI4SJ4atCYObSHT6gV2VjaWlXTYdEhKRsnKQpD6/WOj+HAaNeFOE9V1IdADGm4aSGyigLNR6d7x1+nR0CQlUPvN0l44jDHw6lwtjVhaGjAwUhwPYU80w3PpTVtXro9Zg5b1NLde5AbjivV2Ej/tb6wezJeLRgvxU/FOrzSvKVuCJNGAz6rjvrKEkx8i8PicT1z1/wvP22xAOo934e+afmMz1M7MZmmBlbKqDf5w5kieP8JK48IrmOzz2HrAlte9CCMIgs6uhkjJfWattr21/n3IiXT6GR4FFZcvabP+85CeCuq4XI5AtFhKuvZbYCy9sKqKCLGM/4XhSH3yw3wxxF4SeIubo9AN5lV5AJdHROEk6VFaG4nAgdcMvyd6U7QizrlKPpnW+GNQYczYKMj941nCOc3aLdkmnw3HaaVS//DKB3FyMw4d3MWphMJEOMF5eMhgo9QTbHA6/q8pHoWE06ee9ju7zW6GucX0OLWs62qmP4Q39snxBc96Ql0cuduIObWao62RQoHbmDKp37kStr0cLhYjftYVrjz+BS2YMRZHBJfuhYAfEDYOqHRA/HGbfDWmHgq5rY/8FYaDaVrOrzTZf2EdDuOtln/V6CzZ921VR7QY7eqV77lFdQgJJt95C3G9/Q8TtJqgoWFNS0O15gCMIg5lIdPqBnRUeZL2bJEscAOGy0n7Vm7PX0Jgwy8uNFHgUMuyde2JmkU0MNw7he/fqVhMdaOzVqfvoQyqf/w9p//xHV0IWBhldfDxKfDyRypa9Nvr0NKymAz9cKAp6ebLsG/526ccYQn5Q9MjWOGSLk5jqAw+nNOlM3PPz5cyb+C/U/CKMw4YSf+WVxJ51FlowiGQyoUtMpMpfhTtQiU7ToehiiBlxIqRNgXCgMbmxiqEqgnAg2THZbbZZ9VaMiqnLx3CanFwy+mLuXHxXq+0Xj7oIYzc+jJDNZgxDhhCJRNi0Zg2T9luzSxAGMzF0rR/YXFoFSi0J5gQ0TSVUVtGv5ufsNcQexiBrrKno2lLQ483DWOXbiifSck0R2NOrc9LJ1H/6KaGioi4dSxhcdImJpD/+OJKp+Rcd2W5Hd/9tOE0K6c7WV02fkB5DZXAXFw3/Axt3h9iyK8TW3UFW7HRTVufHqZiZmTaz1fcennI4+fX5vDz1Ubj731S++CKq34+k06FPScGQmUnY5eDn0p/59We/5owPz+DU90/lj9/+kZ21OxuTm5g0keQIQjtk2IeQYk1pte284RcRo7d3y3GOSD2Smekt7/lzR5zLcNeIbjmGIAgHJnp0+oHtFR5kfR3x5hzCNTVooSBKP1wUUyc3Dl9bVa7n9JyGTu9nonkYb9d+zU/e9ZzgmNbqa6wzZ1L34YdU/+9/JN1+e6ePJQwukixjmjCerHfepvanHwhu3UZ4zFB8E4by3+rPuDXfyrMnpHPpx7up9gab3pcWa+bREzNxxppwr95A6F8PE9q9GySJhOkzCFx/E2p6EndMuREJiUVF+9a9OCL1CO6edif6MEQeeob6TZvQPB5Uj6dpTR+AvPo8rvzySlRt3wTmlWUrueyzy5h/2nzSbGm9c5EEoZ9zeSSenPUMdyy5jW01jT2tiqRwes7ZnJt5BorbD92wFneCJYH7jryPfHc+n+V9hk7WcUr2KaTaUnGa+t/DSkHoj0Si08cFwyqVbhVzXGPFNX/pJgAUZ/9LdACGO0N8nGehxi/hNLVd+/9AnDoHmYZkvq1f2WaiI5tM2I45hpq33yH+uusaS3AKQjvIej2GIUOwnHIS5bPH8+qON/lu7XPcftjteF54C/OGjbx3173UOJOoCajEECa2vBBuuAbzo/+m7I/X7lvXQtPw//A9um1bsb3yP9YpBQxzDuNXY35FWA2jl/WsKFvBxqI1TDePp6qiHAB9WhqSYV/Ppyfo4clVTzZLcvaqDdTyQ+EPXDDqgl65PoLQ34WW/ITxm2/59x0P4zY2ln2O1Tsw5lfjm3Mernmvd9ux4sxxxJnjmJw4udv2KQhC+4lEp4/Lr/aiaRIum4SERLisHNlqRTZ2bfhXtAyLCSFLGivLDRyX0fm1Ciaah/N5/TL8agCT3Po4Z/txx1G/cCG1b79D3G9/0+ljCYOPbDTiUM2M1xw8mHISkazzwZ5MbUo+wcnT2KmaeW1pCb5QhFMyLUy3WtCAUH4+aBqmCROw/PoizJlZyLVuQnEOQjRQ7qvgxQ0v8uKGF5sdz6q38sboh4m/+HySf38ReruKXLMR1HSwJeMNe1lXua7NeBcXL+bsEWejl7tW1VAQBgNZp6CbOYskk0xI0whqGlYJIqlxFGVnI9O5h3CCIPQ9ItHp43ZUNJaWTo5p/DIfKi3t1+UizTrIsof5uczYpURnsnkkH9X9wBLvBo6xT2n1NUpsLJZph1Hz2mu4LrsUSelfVeqEKHKXon12O9LG99Cx5xelI43489/gxWUqLy/czaQhsRh0Mv9eVsbzRh3zHnuGyJa1mF99muWWMr4oXMDZ5rmYrEbm5z5FfdDNMenHMP/Ut3hg2d9YX7m+6XDekBdbfCzWmqXIC/8B6p4S10YHnP0i5rTJJFgSqA+2Xrkt3ZaOThK/zgWhPXRHzsCmq2Fj3TZeyfuYMn8V01xjmZt5IhnPPkLEIxIdQRgoRDGCPi63vA6kAKmOWDQ0QqWl/XJ+zv5Gu0JsrdFR4+9kjWkgUe8kXZ/IN/UrDvg6+3HHEyouxvPdd50+ljBweYIeCuoLyK3JpcRbQkSNNFYvW/IM0sb3mr+4vghl3llcPNnKsxdPYXKGk5x4K/edPpYbjhvBkuoI3iPHcXX+P7hvxd+ZlDiJRUXf84dFf2Rx8U+sr1zPE2ue4PdfX81fj7iPDHtG067T7enE1u9G/v7v+5IcgEA9zL8AR0MNV46/ss3zmDt8LlJna7YLwiCjGby8l/cJl/xwC18XLmJD5QZe3PYm53x7LTu9hWg2S7RDFAShm4hEp49bU1iKpK8lyZJIpK4Oze/v94nOiNgQsgRLS7tWWnOyZQQ/eNbgV9vuGTLm5GAYOpTq117r0rGEgafUW8rSkqV8sfsL7vzxTs756Bze2voWIXcxrHih9Tf5qnB6d3Dbu+t4/vudLNxQiqarx2DfhtG5jpe3vUaRpwizzszouNF8vPPjFruo9lfz3NrnufuwB5u2/S7nLPSL/936MdUIrJ7H9LSjOHfEuc2adJKOv0//O6nW1E5fB0EYbKojPh7b+BLZjmyum3Qdd0y7g/NHno8iKfxtzeP4tQOveSUIQv8hxjr0cdvK6pH1tSSYswnl7gT6byGCvUw6GBYbZnGxkZOzOr8w2yHmUSyo+5HFnnUc65ja5uvsxx5L1fPPE9iZhzGn7fUThMEhrIbZVbeL59c9z/Ky5TgMDk4fejoJlgTu+ekeTp79H2KD3jbfHyzfTpx1Ir5ghEcvyuTB1TdQ4C7g/qPu55O8TwAYFz+OZSVtr4r+TcGX/G7c1dj1drxhLzPjp0Dtg22+norNOBQTNxxyAxePvpj1leubkqkEcwImXdfX/RCEwWJtxTpunXorsiTzXu57VDZUMi5+HA/PfJj5W+ZTrwYQNdEEYWAQiU4fpmkaJbUaltgABsWAu7QU2WJGNre+jkd/Mj4uyDvbreyuV8h0dG7x0ES9k0xDMl/ULztgomOZOpWaN96g9s35otS0QF5dHr/65Ff4I41JdmVDJY+teowjUo/ghkNuIM9XwmSzExpqWn1/IG4UpfV+zjk0gXfynmW8cyR/G3c1Q21ZBMf8hue3v4OEhHaACc0aGsGwxnk5cznBeTi2kBktcQzSrh9bf8OQaaAz4tAZcRgd5MTmdPk6CMJglRqbxbIdH/HRjo+ati0qXMTiosU8PPNhFKV/FvsRBKElMXStDyt3BwiFFeJsjWPvQyWl6Pr5sLW9chxhbHqV74q69iR6imUUP3nXUR9p+wm8ZDBgnTGD2vfeR23o/Po9Qv9XH6jnkRWPNCU5+1tSvIQUawqv5H9BZPoNre/Amc32cDJ1DSGOHm3lmpzTuMejMuXtq4h9dgbnLp/PvAk3kGp0cmjSoW3GMSPtGPTYuHLYpQx3jsSSPQZp9l9af7HBCmPnduJsBUFojd0Y2yzJ2Sushfm/tf8HsngGLAgDhUh0+rDcMjfQuBhhYyGCEhRXXJSj6h6KDBPigiwuNtAQPvjr23KoZTRhTeUb90GKEhxzDKrbTf3Czzp/MKHf84Q8LCle0mb7yrKV+CNBAjlHo824GfT7ek+1jCNwn/c2N31WBsA4m8KIhXdjWfkKhHyNLypaReIbF/OH1GMo95UzO2N2i2M4DA4uHH4lcRYHlvhE9IkJjQ1JY9Au+4TA4degDp0NkgxxQ+GyjyFmSLddA0EY7NZXrG+zbXvtdhpaeRAiCEL/JB5b9GHLCwpBCpPlchGpqd1TiGBgJDoAkxKCLCk1sri486WmYxQbo01ZfFK3mDNjZ7X5Ol1iIqbx46h5cz6xc8/qbMhCPydJEoqsEFZbz671ip7Ts0+iUpbZnXMUOSOOwxZR0Rli+DZfYpSSjM1YhKZp2Op3I5dtaLkTTSXh+3/jOOwSjs84nhOGHMf8bW9RH6zn8OQZzE47g2RzCskx+5KoUCREcaCaj2pXs0lXx+gxszj91H+QaozBYE3sqcshCIOSWTnwelN6RAVDQRgoRKLTh60qKEXS1ZJiSyGUuxsAJa5rQ9fkSBBDsA5NkgkaYtCi2EUfY9QY4Qzzeb6Z2UMCyJ382zLNOpaXqz4mP1hKhiG5zdfZjj6GyiefxL9lC6ZRozoZtdCfxRpjOSX7lFaHrQDMSp+FToOzv/xds+Ftdr2dvx/xDHkVHv5+1jjWFdYhbX+x1X0ASIUrOPHUJyn8fBH6ZesZM3YSprPn4tfFYTUZSLTvG7KpaRprK9Zy5ZdXElJDAPxY9CMvb/ovzx33HIda4pEl0fkuCN1lnHMkiqQQ0VrOD52adCixiIV3BWGgEH89+7Dt5V6MRg82vZVQSQmyzYZs7ERJZk0jtmYrw3LfZNyG5xix7Q1Gbp3HuA3PkrPjfRx1O4jWQtDTkgKU+RRWV3T+D8tE83CssokFtW1M5N7DPGkSSmwstW+93eljCf2bWWfm9xN/T5IlqUXb5eMuJ8WSxI3f39JiDo875OZfa+6moqGKYFglLdaMYm+5jyYGG5HN2wk+9AS+xYuRMsbgDlrJTnA0S3IAyn3l3Pr9rU1Jzl5hNcyt399Kua+88ycsCEILiqzn+snXt9geY4zh6onXgCy+GgnCQCF6dPooTdOoqFOIi2t84hQuLupUIQJDoI6M/M+w+MrwmZMoTziEkMEBqBgCddg8hWTt+gSvNYXC9OMImHq3qGaaLUKGPcyHOy0cklBHZ9Y81Es6DrWM5uO6xVyZcCb6NlaIl3Q6rDNmUPfhhyTefBOyRSwKNxil2dN49eRXWVKyhC93f4nT6OSCUReQ6ciksG43BsXADYfcQKYjE4D8+nzmb53PrvpdJMVGuPKVlbx++TTCiSdi+PYe0Fo+JVAPuYw6KQbDQ/8ikJFDmV5mjCXYajzV/moqGipabavyV1HtrybZ2nZPpSAIHbOmagPFnmJeOOEFFu5cSKmvlKnJUxmfMJ4Hlj7Ao7P+TWy0gxQEoVuIRKePKqv3Ew4bSIrRo0UihErLME2Y0KF9WD1FZO36GFXWUZQ2E78poVm73xRPfcxQzL5y4qtWMzz3DQrTj6PWOaI7T+Wgjkrx88Y2G2sr9UxKCB38Da2YbpvEIs9qvnOv4njHYW2+zjZrFvULFlD/2edirs4glmJLYe7wuZyafSqKrKCTdVQ2VKJKMrcfdjvPrH2GLdVbABjlGsXth93OSxtewmhQuWBaImZrNUtr8jni1Ecxf3Jjs2QnkjKJmglXsN1jQ58hkaEWMmrRbciZh8Px97aIpbXhM83a1c6VXxcEoXVBNcLMITN5P/d9QpEQSdYkVpauRELihMwTCB3knhQEof8QiU4f9WNe4+KgQ+MdhCsq0MJhdHHtL0Rgc+eTnbcAvymO0uRpqHLb6wI0WBIpMh1LQsUqMvI/wxCspzzxUHprPmamvbFX561cCxPi6zo1VydVH89w4xDeqfnmgImOLiEB0/hx1L75pkh0BIw6I3WBOpaXLufJ1U/yyKx/ccv3txCI7CuOsaV6C7d8fwtPzn6SGIOJKaN3klvlwSwNITchm2FX/YScuxDFV0so+ziW1Dr543Pb8ATCfHBxBqkLToOAGy1+aKu3lMvkwqKz4Av7WrSZdWbizAOnAIkg9AWTEyfz5x/+zKbqTc22/1D8A7ccegsOfUy3HSvi9xMuKyNSXQ2yjM7pRJeSgqwX84AEoTeIgah91OK8XSAFGR6fSKi4GCQJxdm+oWtmXzlZuz6mwRxPSfKRB0xy9lJlHWWJU6l2jia59CeSS3/qtXk7kgSz0vwUenQsLu7EHKQ9Ztoms7Yhly3+XQd8nW3W0TSsXYt/69ZOH0sYGCJqhG8LvuWjHR/x58P+TFVDJQ/PfJjzRp6HUdn3WQxEAnyV/xUWnZkYxuDwuBgZ8RDrriC3MsJP8WezZdJlzCtN53fvFeAJhLlhehJZJQsh0FgmXss+gUhdXYsYEswJ3Dr11lbju+XQW4g3x/fMyQtCHxWJqBTXNrC1tJ5dlV7c/s719LelNlhLXn0eF42+iMePeZx/zfoXD898mKNSj+KlDS8R1rqw5sF+wlVVuD//gl3nnc/uC3/F7vMvYPfFF+NbspSIx9MtxxAE4cCinuhUV1dz/PHHs2zZsqZta9eu5dxzz2Xy5MnMnj2bt98efJPHN5bUoDe6segthIqKUVxOJJ1y0PfpQl6y8hYQNNgpTTocTT74e5pIEjWuMVTFjSexfAVJZcsO/p5ukm6LMNoZ5K1cCw3hznUlTTQPJ16J4fWqLw74OvPkyY1FCd58q1PHEQaOioYKQpEQ2THZ3PDtDVzx5RXc9N1N1PhreGTWI5h1+0pAry1fixrRMTJcxjE/XUrmW8eR8c7JTFxwCodUfY3sg2nDjdx2dDJf/DqD38oLiF38AABa/CgayjTqPvkULdJ8WIxe0XNC1gm8dOJLTEmcgsvkYnLCZF484UVOzDoRg1ilXRhEarxB3lhewClP/MCJj/3AMf/6jj/OX0NBdcsez87aWbuLf8/6N4XuQm787kZuWnQT9y+5n4kJE7l4zMX4wm0vQN0RwV27KLntNtT9HnCEyysouPbaxgeYgiD0uKgmOitXruT8888nPz+/aVtdXR1XXnklZ555JsuXL+eBBx7gwQcfZN26dVGMtPcVVmk4rI1PsYJFheji2vFUV1PJ3L0QWYtQmnREp0tH18aOoNo1jqSyZcRVrunUPjpj9hA/vrDEe9vNB39xKxRJ5mj7FL5yL6c42PrkbmhelED1dd8fT6H/CUaCFHoKeWnDS01DxyJahC93f8kL61/g95N+3/TaREsiDi1C8ntnQ/XOfTsJ1BP71Z9I8ewgzmLn6slWhi/7C47lj4PBSmTCrwlMe4jCux+m8oknCJe3rKJmN9iZmjyVx2c/zttz3ubJY5/ksJTDcBgdLV4bKivDn5tLYOdOwtXV3X9RBCFKNE3jq81l3PXBBmp9oT3b4Jst5fz65Z8pq++ehTzHxo3i0VWPsqhwEaqmAo2VFZ9Z+wyqpmLX27p8jFB1NZXPPd9GY4iaN+ajBjq3fpwgCO0XtUTn/fff5+abb+bGG29stv2LL74gNjaWiy66CJ1OxxFHHMGcOXOYN29elCLtfe5AAz6fg5QYhUiDj0hNDbr4gyc6SWU/Y/WWUJo8jYiuc8nCXjXOkdTGDCet6Adiard3aV/t5TBozEj180W+ie21nUvSjrJOwCqb+F/1wgO+zjZrFqrPR/2nn3bqOMLAENEizN8yv9W2tRVrybRnotvzwODCURdiyv0Cgq0POXEteRB7pAH32nyq6o6k4Zh5eA97htJFGnm/uR61ro5Ibe0Bh6zEGGNItCQSY2w5R0D1+XB/t4hd519A3pzT2XnKqRRcfgX+rdvQWqn8Jgj9TVm9n39+3vqQ4h0VXvIqu6enxRfysa1mW6ttr216DTXS9aFymtdLcMeONtsDubmo3u45H0EQ2ha1YgTTp09nzpw56HS6ZslObm4uI0Y0r/o1bNgw3nnnnQ7tPxKJbtWUvcfvTByfb10Dmo6ceAfBgkIAlLi4A36ZsfhKSSpbQbVzFA1GF+x5StUVla6x6CJ+MvI/Z4fegteS0qxd23OMxv/vnpz50MQAm6v1PLfByt8Or8HYgZF3AHpJYbZ9Ch/X/sjFzhNJ1beeIMpxLkwTxlP9+uvYz2q9KEFXfob9QXedn6Ic+IfUk9evq+cQiARaLQKwV5GnCJfRxWlDTyOshrEVHGCtpootGLQQEbudimdeotU+RVlGMho7FW8gdzuF11zTrMKbf9Mmdl98MdnvvYuSmtqu/Qz0z3VP6C/XrLfuxZ66Hr5ghHJ3270c64vqmJoZ2+XjbK/a3GZbTaCGQNjX9XOzWDBkZhIqKmq12ZCdjWSxdPs17C+f1fboz+dysHtR6D1RS3QSEhJa3e71ejGbm/dGmEwmfB0cYrR+/fpOx9adOhPHh+tXAtnYw36qt2xGMRmpbmgAf+vd9pIaYVjl53h1NnZJyWitTHjurHrDUEYE3GTsXMDy+BPw61p26VdVde/wmaNi63i/ZAgvrJY4M6Www+8friVhwsC/817javm0Nl8njxyF4a23WPfuu6hDh7b5ur7yWeopXT2/KVOm9Oj+26Ozx7APsSNLctPwlV/Kjsnmb0f9jYW7FvJO7jvMTBqPsumD1nfmzCYQCKLGxyPHxDQbl7+X9eijKff7KV+zpkNxJtnthB97rPU1e9xuar/4kuqjjsTbgSfEA/1z3RP6+jXr7Xuxu/dnS8rArFdoCLX+xTbFrmfjxo2EQp3vcUlMTCTVltJmu0E2YFSMrOngPdpiPwYDOVddifenn1o2KgrOX13Ius2bUdWuP5RsTV//rHZEfzyXg92LQu/pc+WlzWYzbre72Ta/34/Vau3QfsaPHx/VjDoSibB+/fpOxVG4bAl6g5eczCHU/rAIKTGJ2DYSQ4Dk0qVYIh4K0o7BYWg5pr+rKuxHkla8iCl1P5I77FzUPdWoNE2lqqqauDgXktR9oyDjgeN0fj7Pj2dKuoHDkzs+jvk0z1HMr/2K36adwRhzdquv0XJyKP32WxJWrCTl7LNbtHflZ9gf9Nb59eT+u3oOvrCP44Ycyxf5X7ZoSzAn4DSkUVxXz1EJZxIMmqlxSMR//zBEWi7+GZl1O7akLDRVxfif5yn47e9Q9xumZhg+nOQ770BJTqZ9fS/77buigrxNm9psD6xYwbCLL0LSHfxX+kD/XPeEgXLNuiv+nroeoYjKRdMyeHXpbs6eEMehyQrVfnh1bT1VniCTMuJIieno3dOSUhvEYXBQH6xv0XZmzqnEhI2kTJrU5eNEampI/us9lP3jn2h7HtbKMTGk3P83dGlpTOjg95p2HXOAfFZhYJ2LED19LtEZMWIEixcvbrZt+/btDB8+vEP7URSlT9wYHY1D1VSKqhSctjCSGiFcWop58iQkqfVKZEZ/NYkVK6mJHUnIGNsjS9+oOjOlyUeSVvwdWfmfkZd9Okgye4erSZLcZnydNTkhRKEnyIsb7aTZVDLsHeu6Pso2kR+96/hXxRu8kHknSmuJmKxgP+YY6t5/H+22W9tcp6ivfJZ6Sk+fX29cv84ew67YufmQP1HmK2Nt5b6CJwnmBJ485v8oqjBxxf82ApDuNPPmBUNQz3sV+cNrwLenJ1PRox55EyRNboxBUVDGjiX7ow8JbNlCqLgY0+gxGDKGoDvAA4sD0QwG9MnJBNrorTVkZ6MYDB26Dwf657on9Pdr1t3x98T+fj8rk6vHRbAtfwrTqiVgjefMo3+PnHkEMbFmlM4stPYLtkIP/znmaa7+7npqAjVN26clTeXyoReheMMoCV0/LyU+HuWMM7AcfjjhikokWUYXH4cuNbXH19Hp75/V/Q2kcxF6X59LdI4//nj++c9/8sorr3DRRRexcuVKFixYwDPPPBPt0HrFluqtBBsSGZIK4eIStEgEXUJi6y/WIK3wG0J6K7WxI3s0rpDBQVniNFJLFpNa/D3FaUf36PEkCU7ObKDKr/DvVXb+engdscb2T7iWJZnznMfy7/I3eKfmG853Hdfq66yzZlH3wQfUvvUW8ddc013hC/1IKOLk1KQ7+fUoP0WefDJjU4g3pfD8V5XMGmll1oh4fsit5JWzkkl7Zw7YkuCkh0FvhnAAzRJHsF6P+40PiP/975EUBUlRMKSmYmjnvJmD0blcxP/+Gor+eEPLRlkmdu5Z3f6wQRCiweXOhddOgPCenvza3cQX/Q7t0N8izf4LWJxdPobO5cL293/y+s1PUUwd1f4qshzZOApr4KX3kK67usvH2Esxm1GysjBmZXXbPgVBaL8+l+g4nU5eeuklHnjgAZ544glcLhd33XUXhx9+eLRD6xWfbVsFaiwjE00Et69AMhhQYlv/xR5buxWbt5jilOkdWy+nkxosSVQkTCKhYjUBYyyVcRN79Hh6Bc4Z5uW/m238c6WDO6fWY9G3P9kZakxnpm0Sz1S8y+HWcWQak1u8RrHZsBxxBNXzXifud79DMog1SwaTWl+Q295Zx5Kd1RgUmbMOycYXZ+XhzxrHhH+6oZTbTx7N72dmkZ77NLhLGv/33hWNvZqyghQJocx+FM+Pi4k973z0SW08mOgiy9SpuH77G6pffqVpro5kNJL6j4fRp6X1yDEFoVf5quCTP+1LcvYjrXgJDruyWxKdaqsT62+voOqCq4kJBHA5nYTKyghOnUrMX++jIayja3VLBUHoK/pEorP1FyvUjx8/nvnzWy/5OtD9sGM3EEu6y4A/Px99YgKtjUeTI0FSin/EY0ujwZLUa/HVO3LQB72kFf1AUGejkpZlcLuT3aBx3nAv87Za+fdqO7ccUo+xA5/aM2NmsdWfz93Fz/J85h2Y5JaJjOPEE/EuWkT9woXEnHFGN0Yv9HU1viBLdjYOQQtGVI4fncTa4lJevTqbkObDIJlZmVeHu9qNact7zd+sqRBpnEisL/gU84QJ3VLtsC06l4v4a64h9rzzCeRuQzaZMGRno0tMRBYJujAQ+OuhaGXb7XnfQ+LoLh+myhvmwWVu/vrmq6BvwBP24TA4yS/XeOTDnTx+wWRcXT6KIAh9QZ9IdIRGYTXM1lI/ZlMAk6LiLirCNH58q69NKluOLuKn2DWhl6OEqrhx6CJeMgu+oMp1NI3lA3pOokXlvOE+5m+z8shqBzdNrsfUzk+uUTbwm7jT+Hf56zxU+l/uSbm8xRAffVoapgkTqHrxJRynny6GAA0iwfC+xMRiUMhKCvNByYu8sui7pu2HJh3Kr0bfCUvbHlOvSXqMw4ahOLq/GMj+FLsdxW7HmJXZo8cRhKg42O9epXsS+txyN7fMieeO5TeTW5vbuGtJ4axhZ3P50ee1WfVNEIT+J2oLhgotra9cj9+TQqpTIVRUhBYOo09q2VtjCNQSX7maGucIwnpL7wcqSZQnTCVgjGVi9SJM/qoeP2SaLcL5w73sqtfx8EoH3lD7k5EhhiQucp3EZ/VLea7y/VZf4zjlFALbtuH9cXGr7cLAEo6EKfGUoNOFcFkbvzxdOSuVp9Y+wqLC75q9dkXZCl7Y9RaBCRe1uT/vhF+jHXMSsiUK92MnxNnthIuK8G/aTHD37gMuYioIvcbkhJxj2m7PmtEth5mQKfHnn65tSnKgcfHgd3LfYlfoC+wm8bBLEAYKkej0IT8U/IQaSGVYopXQrt1IRgOKs2UHekrxD0QUE7UxI1rZS+/QZIXSpMMJS0Zy8j7EEOi+tXvakm6PcMEIL8Vehb/97KCyof0f30MtozkzZhavVH3CS5ULWiy+ahw1CkNODpXPP9fdYQt9TG2glndy32HuR3P52/KbufbYxjU1jhlr4ZuCb1p9z+tb30AdfxZaQsthM8GhJ7LInczKypYlp/sitaoK/bx57Dz1NPLmzmXHyadQcuedhEpLox2aMNiZY4ic9CCYW87DiRx7N9i6Z/5bVaCYUm/rn/fXt8xDU1qWnRYEoX8SiU4f8mXuFtB0DHHpCe7ahT4pucX8HJs7n5j6PKrixqHJ0R15GJH15DomoiGRs/N99EH3wd/URanWCJeM8uILydy7LIadde0vwnC84zBOc0zn+coPeLz8TSL7zaeQJAnHnDk0LF+Bb8WKnghd6COWlSzjgWUP4Al5WFm+gmplEX8/J5uw5kOj7WIXGwJ1lJ4+j8oTnoLsWajDTqB0zmt8PfxObvi4iH99sY0qT8fXfOpNqs9HxVNPU//mW7B30UVVxf35FxTffgfhmpoD70AQepCqqXzu3snO81+hfuZNkDWd8NizKLnwNd6y2SiLNHTLcXbU7myzzRvy4gu3vji3IAj9j5ij00dUNlSyrTiMIqskmkNUl5RgOfTQ5i/SVFKLf6DBFIfHmh6dQH8hJBspTjmKtJIfGbrjXXYMnUuoBxYt3V+cSeWS0R7e3W7hgeUxXDHOw+HJ7XuafnLMEZhlI2/WfEV+sJS/pl6BQ2lctM08aRL6zAwqnnyKzP++0oNnIERLha+Cx1c93mzb/7Y8y/DYr/l71j+RkNpMdqx6Gw98V8u2sgyOyf4LARU+/6KOkrpCAHZVeQlGeq4YQXcIV1ZS9957rbb5liwhUlWNztn1qlaC0BnlvnIeXvEPqv3VHJo4hYkjj6Q65ObLlX/HE/KQkzyZJGvXi+8MsbU9x82qt2KQRHEPQRgoRI9OH/FD4Q9EGrJIcSpE8neDqqJPaV4OOa5qAyZ/FVVxEw8+abMXhXUWilNmImkRhm1/G6O/usePadNr/GqklxGxIZ5ZZ+ftXDNqOytPH20/hGviz2ZtQy6X5t3LWl/jOG1Jlok58yx8y5bhXbq0B6MXoiWkhihwF7TYnlubSyAcYWZa6/MDJsZPwqZ3MmmIk21lHp5bWsYrP5dRUrfvye+wRBtGXd9e1C7i8UA43GZ7uKK8F6MRhOYCkQDVe/5+rChfyYvb5vN+3id4Qo1zyLZWbz3Q29st3ZpOsrXlcgMAc4deiFWzdctxBEGIPpHo9BHf5H8L/qFkxRsI7sxDccQgW/f9slXCAZJLl+K2ZxEw9b0nrmG9haLUWWiSwrDt72BpY/xzd9LLMCe7gWPSG/g4z8y/V9nbXaRgrDmb25IuxSKbuCb/YZ4uf4eAGsI8eTKGoUMp/+cjLebxCP2fIinEmeJabXt963+5YuyfmJ46q9n2KYmHcvPk+3CZYjlhbDIWQ+vJzC0njGwqbNBXKQcpltDanEBB6C0G2YBF1/ZnNMOR0S3HsXsV/n74UwyPHd60TZEUTs8+m9PSzyA2HOqW4wiCEH0i0ekDvCEvP+zaQjhkJiNOIbhjR4venKSypUhamCrXmChFeXARnZmi1FkE9VZydr6Ho257jx9TkuDw5CDnDfeRW6vjnqUxFHna91Q9ThfDDYkXcFrMdN6o/oJL8u5hbUMuseedh3/jRtyffNLD0Qu9LcGSwOXjL2+17dvCL4kzO7hs+G08PfNNHjnqRZ6a+QZXjPwrQxyp2Ex6UmNMvHHF4aQ79y0naDUoPHDmOCZl9L0HEL+kuFxYZ81qtc04fDi6+NaTQEHoDfHmeC4a3Xp1Q4fBwQhn9xTgcRokUkoDXD/qYZ6YMW/PvT6fs5MvJWbDDvRi+KYgDBhijk4fsKhgEQ3uIUgSpEaq8bjdmPdb6dzoryK+cj1VrjFEdH17vWZVMVCSMoPEihVk7fqU0uTDKU+c2uND7XJiwlw22su7OyzcuyyGaya4mZxw8KdyiiRzouNwJpiH8Xr1F1yd/zBzYqZz4eGTqPjXv+HvD/Ro3ELvkiWZk7NOIq92B2/nvts0H8dpdPLkMY+T7LCTFhNLWb2fQFjFoJNJtJtQ5MbPr06RmTgklnevOZIqb5BwRCXOaiDRYUSv9O1hawCKw0HyPX+h6Kab8a9e3bTdMGwY6U8/hS6+Z9fEEoQD0St6Lhx1IUWeIj7N+7Rpe4I5gWeOe4YUa0r3HCclhfj6OtTXXyc46zgiegO60q1YczcR97vfiAV4BWEAEYlOH/D5rs8xhyaQ4FRgVy6S3oA+cU8ZTQ3Sir4jaLBQFzMsuoG2kyYrlCUeRtBgJ7l0KeaGcgqGHI+qGHv0uE6TyiWjPHycZ+Gx1XbOH+Hj5Ex/u3KsFH08NyZeyGLvWj6s/Z7vZytcFGjgyHffgSOO6NG4hd4V56ngRm+YS2c+RqG/CqveQnIwQOLqt5FnDAFrPMkxB36gkOQwkeQw9VLE3UtJSsJy372kaBrh0jKU+Dj0CQnoEhKiHZogkGBJ4M5pd3LNxGso8hRhN9hJsiSRaEnsvsWcG2oxlX1MygnDCWv1ROrq0WfHozhAFywEWp+/IwhC/yMSnSirC9TxfeGP+N2zGZetw//ztsZha3LjqMLY2m3YPEWUpByFJvf9J8ZNJIka5xgCBieJFcsZse0N8jNOwtfGBNDuYlRg7lAfi4qMzN9mpcSrcNloL7p2DNKUJYkZtklMMA/jvdrveOakzXxd8BV3LvmIydPP6tG4hV7ir4cv78aW+yW2xU+QabRDOACRPVX7xp8D1oHfq1FYX0/8pEmYRkRvLS5BaIvD6MBhdJAVk9UzB/CWwzd/Qw/oZR3oLRB0g6bBzgVw6YdgFYm/IAwEYo5OlC3MW0ioIRF/UEeWNUC4rBz9kMYJl3IkSErJD3isqfgs/fMJk8+aQlHabFRZYeiOd0gsW9H4x6QHSRIcnR7g1CwfPxYb+dcqO752FikAiFFs/CbuNK6LO5vqWIXLtv+F+77/C1UNVT0YtdAr/HWw/at9/w649yU5AFs+7v2YBEHoXQU/7/tvNQyB+n1/l8o2QkNtVMISBKH7iUQnyt7f/j7x2gwMOkgo24qkKOhTUwFILl2CEglQFTchylF2TUhvozhlFrUxw0gu/YmhO97FEKjr8eNOiA9x/nAvO+p03L/cQWVDxz7uo8xZ/FY6gRPWSny8/SNOfu9knl7zNHW9ELvQQyQJpAP0jPbw8EpBEPoA5SBzcCTx1UgQBgpxN0fRxsqNbKraRNgziuwEHeFNm9CnpiLpdVi8pcRXrqPGOZqw3hrtULtMkxWq48ZTlDoTQ7COEdteJ65yXY/37mQ6IlwyyosnKHPvshjy6js2/E+2x3L80JO57r0g04LpvLT+JY5/53ge+vkhcmtyeyhqoceYXTB2btvto0/rvVgEQYiO9EPbTmYyjmj8PSEIwoAgEp0oemPLG8Tq0imqMjLUHiRUVoohKxNJjZBW+A0BYyy1/aQAQXv5zQkUph+L25ZOWtF35Ox8v8d7d+LNKpeO9mDVq9z/cwzLyzpWUcc0ejTxhx7BrDe28BfT2czOmM1HOz5i7kdzOeODM/jH8n/w2a7P2Fq9lRp/DcFIkIgaIRAJUBeoo9Rbyu763eyo3cHOup2U+8oJq20v2ij0IIMFjrkD7K0MBT3qj+BI7f2YBEHoXdZEOPnhlttNsXDao2AR5aUFYaAQxQiipLKhkoV5Cxmt/zUFGgyp3NxYbS01jYSKFZj81RSlHz0gu9BVWU9lwiF4rWkkVKxmxLZ5lCYfSWX8xB4rQ23Va/xqpJdP8sw8udbO6dk+5g5rQG7n4WwzZ6J6vPhfmMeJv/0tZ8z6F+sr17O6fDUL8xby6qZXOxSPIikMsQ9hUuIkZqXPYkb6DIxi2FTvcGXD776CbZ/B5o/AHAeHXw3xI8AsvuAIwoBntMH48yH9MLRlzyHVF6LlHI007hyI7Z5FSQVB6BtEohMlr216DUVWcNcMJyMOdOtXocvKwByoIqlsOTXOkQSMA/tLV4MlicIhx+Kq3khq8ffE1m6lYMjxBEw9M2xAL8MZOQ0klaosyDOTW6vnqvEeXCa1He+WcJx8MpIsUfXiizjKSpl09tlMTpwMgDvopsxXRl2gDn/Yj4qKIikYZAMGxYBRMaJIChEtQkO4gZpADYXuQpaXLueD7R/gMDg4f+T5XDrmUmJNsT1y/sJ+YofA1Mth0q9A1oFOJJmCMKiYY8A8Ce20Ryks2E1q5lAURXwlEoSBRtzVUVAXqGP+1vkckXQsH2+McEyyh4jHgy07i4z8zwkaYqiNHRntMHuFKuupjJ+Ex5ZOQsUqRmx7nbKkw6hImNIj5bQlCY5ICZBqDbMgz8KfF8dw/ggfx6QHDt67I0nYTzoJxemi/pNPCWzeguu3v8EwZAh2gx27wd6pmEq8JSwqWMT/Nv2PN7a8wXWTr+OCkReg9Kdy4v2RJIGh/89/EwSh8zRZT3mNh9TMnl3UWhCE6Bh446L6gZc2vERYDRMTOhpVg4yCFSguFxkN6zEE6ylLPLR/rZnTDfymeArTjqU2ZjjJpcsYnjsfi7e0x46X6Yjwu7FuRjrD/HezjTt+iuGnEgOhg3buSFimTcN50UWEa2souetuKv/zAsGiok7HkmJN4YJRF/DwjIc5NOlQHv75YS797FIK6gs6vU9BEARBEITBTvTo9LJiTzGvbX6NEzJPYOkqyHFqGJZuJnVKOq7qNVQkHELI4Ih2mFHRWJltHB5bOokVqxi2/W0qEiZSmnwEmqzv9uOZdXBKVgOTE4J8X2Tk2fV2Xt2icmhikLFxIXIcwTaLwunT04n77W/xrVqNb9lSvD/8gHHECCyHT8MyeTK6uLgOx+MwOrh07KUckXoEL254kXMWnMO9R93LSVkndfFMhV+qaqiixFvCyrKVOI1OJidNJsGcgElninZogjDoVTZUUuguZE35GpIsSYxPGE+SJQm90v1/BwRBGNhEotPLHlnxCBadhfGOE3ijxMcphlxsDoWs4Abc9kzq7VnRDjHqgsZYCtOOJrZuO/GV64mp20FR2jG4HVk9crwUa4TzR/iobJBZX6VnY5WeRUWNX3gNUizJhSrJFpUkS4Q0W4RsR5hki4qk6LBMnYrlkMn4t27Fv2EDNa/No+Z/r6JLTcU8biymsWMxjRqFbDa3O57hzuHcc8Q9/Hfjf7ll0S1sqtzEHw/5oxjK1k3KfeX8+Yc/s7x0edM2naTjkVmPcFTaUSLZEYQoKvWWcsO3N7CxamPTNoNs4OnjnmZK4hSR7AiC0CEi0elF3+Z/y5e7v+SK8VewaKOGzQDZ275l/PB6Qno7FfGTe6zqWL8jydTGjsBrTSWhYg3ZeR9RFzOMorSZhPW2HjlkvFnlmPQAx6QH8IQkSrwy+ZV+Ajo7ZT6FzdV63KHG0Z4Og8qkhCBHJAcY7QLTmLGYxoxF8/sJ5OURzMvDu3QZ7i++BEXBOHIElilTsE6dihIbe9BYzDozV024ipyYHP678b9sr93OP2f9E+sAWFMpmsKRMPO3zG+W5ACEtTA3LbqJj878iAyHqLokCNEQCAd4du2zzZIcgKAa5NqvruXDMz8k3Z4epegEQeiPRKLTS6oaqrh3yb1MiJ/AmNjDeGpTFVPYzaSMGmRFoSjp8EE3L6c9QnobxSlHYfMUEF+1nlFbXqUs6TAq4yf16PWy6TWGxYSJDdUSH69D2pOANoShxKtjt1vHhko93xeZSLZEOC27gaNSAigmE6bRozGNHg1oRKprCObtJLBjOzXzXqfmtXmYxo/HPns25okTkJS2z0GSJE7IOoEUawrPrnuWSxZewtOznybFltJj5z3QVforeWPLG622RbQIPxb9yK8cv+rlqARBAKjyV/HRjo9abQuqQTZUbhCJjiAIHSISnV4QUSPc+eOdhNQQl429jIWrG9BUjbn+DzBbVYpTZhLWW6IdZt8lSXjsGfisybiqN5FS8hOuqo2UpB5FvWMo9GInmFkHOTFhcmLCHJ0GhR6Fn8uMvLDRxid5Ji4a5WNCfGhv4CguF2aXC/OUQ1EbGghs3ULD2nVUPPYYuqREHKeeim36dCRd27fi+ITx3DHtDp5Y9QQXfnIhTx/7NGPjx/bOCQ8wqqbiCXnabC/xlvRiNIIg7C+khgipoTbby33lvRiNIAgDgai61gseX/U4S4qXcPn4y5HVGD5Z5eNodSWpFjelKUcSNMZGO8R+QZUNVMZPomDIsaiKkaxdnzB0+1vY3AXQRtGAniRJMMQe4exhPn4z2o1BgUdWOXhyrY3aQMvsSzabMU+ajOuyy3BeeimKM5bql1+m+Nbb8Pz4I5radsm3NFsad0y7g1hjLJd9dhlf7v6yJ09twDIpJka5RrXZfkTKEb0YjSAI+7PoLKTZ0tpsn5gwsRejEQRhIBCJTg97dfOrvLzxZc4beR7j4sfx5vfVyCE/c+VFFNkn4bckRjvEfidoiKE4dTrFKdPRRQLk7HyfYdvfJKZ2O2jtWfyz+yVbVS4c4eX0bB8bq/TcvjiWJSWGtqu2paYSc+ZcXL/9HYrLRdXz/6Hknr/QsGlzm8eIMcZwy9RbmJAwgT999yf+b+3/oUbpfPsrl9nFrVNvbbUty5HFMOewXo5IEIS9EiwJ3HLoLa22jYsfR5q97SRIEAShNSLR6SGapvFpxaf8a+W/OCX7FE7IOoEdm3bx5RaVc6TvqNaSCCblRDvMfq3BkkRh2jGUJB+FpEXI3P0poze/THLJT5gaKnq9l0eSYGxciCvGesiwh/m/9XaeWmujPtj22DpdQgIxc+fivORitFCE8oceovzxxwmVtz5Ew6AYuHrC1Zw57EyeWfMMf/zmj9QF6nrqlAakMa4xPHf8c2Q7sgHQyTrmDJ3D88c/T6J48CAIUXVYymE8fszjpNsa5+IYZAPnjjiXx45+jHhzfJSjEwShvxFzdHpAKBLioeUP8VbZW5ySdQpnD5uLYfVCnvg+kxFUkeUuQJ18eG9OLRm4JAmfNRmfNRljoAZ7/S7iqtaRWL6CoMGOx5aB15pCgzmRgNHZKwUfLHqNM4c2MLI6zOf5Jm5fHMtlo70clhxs8z36tHRcl16Cf9MmPN99R8mf/4z9xBNxzJmDYmk+f0uSJE4fejqZjkxeWP8C5y44lwdnPMiUpCk9fWoDgtVg5cjUI3nppJfwhrzoZB0ukwuzrv0lwAVB6Bl2g53ZGbMZHz8eX9iHXtYTZ4rDqDNGOzRBEPohkeh0s521O7njxzvYWr2VE+NO5ML4Q0ldcDt/2HUy9aqFs6oXop9yyAGrbQmdEzA6CSQ4qYqbgNlfgcVXis1TgKt6b6lSiZDeQkhnI6wzoyoGVFmPJimosgzIaNLe/ylEZAWDN4BZV0tEbyGssxA02Nq9eOloV4gh9jCf7zbz1Do7h5QEuXiUl3hzW8PNJExjxmIcPgLfsqW4v/gSz3eLcJxxOvbZs5ENhmavnpgwkXuOuIcX1r/Abz77DReNvojrJl8nSlC3U7w5XjwhFoQ+KsGSEO0QBEEYAESi003qg/W8tP4l/rfpf8SZ47hnzBWMXr2QtBXzuCZ8I6vU4ZxX9wlJE0cgmcST456kyQo+SzI+SzIAshrEEKzHEHSjC/tQwn4UNYg+7EXSIkiqioQKaEiaiqTt/f8waWoYfjEyLKyYCBhjCZhc+E1x+E3xNJgTiLSy0KRNrzF3qI8tNTq+KjBz2+JYTs1q4OQsP2Zd62PrJL0e6/QZmCZNwvvDj9S+MR/3p5/iOPUUbDNnNVt8NN4cz61Tb+WL3V/w1ta3+HzX5/xh8h+YM3QOOlnc3oIgCIIgDF7im1AXFXmKeHvr27y19S1CYT/Xxo7n9Loa4j65iw1kMyf0IEWhGM7xfsWoCelIFlFGurepsgG/KR6/qWNP7zVNpa62FpfdgqKFUMJ+dOEG9GEv+qAbq7cEZ81WJC0CQNBgo8GcRIM5kQZzEj5LIhGdCUmC0a4wOTFufiox8nGemS8LTJyQ4efYdD8OY+sJj2Kz4zj5ZKzTpuH96Sdq3niT2vfexzZzJrYZMzFkDAFAlmROyjqJQ5MO5e1tb/OXn/7Cf9b/h0vHXMqcoXNED48gCIIgCIOSSHQ6SNVUttduZ0nxEr7J/4bC4p+ZFtJ4FDuTaisx7vyAjcZx3KvezKf+8cSFq/mNfhHph6SL4Wr9kSQRUQyokomQ3t6yXVPRh7wYg7UY/bUYgzXY3fnIe9aCCBrsNJgT9yRacZwU7+LQ+FiWlFv4OM/MRzvNTEoIMjUpyIT4EDZ9y6RHcblwnHYa1pkzaVi1Cs8PP+L+/Av0aamYp0zBPH48hpwc4s3xXDPxGk7JPoVPdn7Cg8se5N8r/83R6UczO3M2hycfTqwptocvmCAIgiAIQt8w4BIdbU8930gk0qn3q5qKN+SlPlBHjaeE2vp8aut2U1ezA3f1dsJ1+SQEvIwMRTgtqBIJmynRXGyRM3k3fDxLg8PI9ydhjXiZpa5mekYYgyNlT2wDrBTw3trJmobGADs3aPf5BfVWgnorbmta0+sNYQ+GQB2mQC3GYB02TyFKJADASGSmGmzU2BP4UR3LzzWZPFsei4RGhtlHjj1Aui1CghViLRIxRgmrXkVvt2GdNRPL9KMI7txJYMsW3F9+Sf1HC5B0OnRD0tEPySAmNZlL4w7lzCGH8XMol1UV61i4ayHQWEJ5tGs0OTE5pFnT8Hg9xNbG4jK7sOqtKJ0s1iDLMpLUvLxGV+/F9ti77548xkAjrlnH9adr1hv3Yn+6HgczkM4FBtb59Pdzae1eFHqfpGltrfTRPwWDQdavX3/Q12maxv0772d8+Vr+VlndqWMdH3iYXG1Iq21pUinKQPzyL3SajEZbaUSV5qCWVnqM2nCotIV3jPdxsy2Z9ZL+oBX86qzgMXfsF66ExD9H/JN4w8GH/E2aNAnlFz2W7b0XBUHoPuJeFIS+obV7Ueh9Ay7RUVWVcDgsMmlB6EWt3W/iXhSE3ifuRUHoG8T91jcMuERHEARBEARBEARBjnYAgiAIgiAIgiAI3U0kOoIgCIIgCIIgDDgi0REEQRAEQRAEYcAZcImOpmlEIhHE1CNBiC5xLwpC3yDuRUEQBqsBl+ioqsqaNWtQ1eiWdlZVlXXr1kU9jp400M9RnF/X99/T9+JA/xn1BHHNOq6/X7Puvhf7+/XY30A6FxhY5zOQzkWIngGX6PQVmqYRCoUG9BO0gX6O4vz6voFwDr1NXLOOE9esuYF0PQbSucDAOp+BdC5C9IhERxAEQRAEQRCEAUckOoIgCIIgCIIgDDgi0REEQRAEQRAEYcARiY4gCIIgCIIgCANO1BOd6upqjj/+eJYtW9a0be3atZx77rlMnjyZ2bNn8/bbb0cxQkHoPeW+cjZXbWZF6Qp21+/GE/REOyRBEAShkwKRAEWeIlaXr2ZtxVpKPCWE1XC0wxKEQUMXzYOvXLmSP//5z+Tn5zdtq6ur48orr+T666/n/PPPZ/ny5Vx77bWMHDmSCRMmRDFaQehZuTW5/OGbP1DkKQJAQuLMYWdy/SHXE2+Oj3J0giAIQke4g24+3/U5D//8MP6IHwCb3saDMx5kWvI0zHpzlCMUhIEvaj0677//PjfffDM33nhjs+1ffPEFsbGxXHTRReh0Oo444gjmzJnDvHnzohSpIPS8Ek8Jl39xeVOSA6Ch8f7293lr61uEI+IJoCAIQn+SW5PLvUvubUpyADwhD3/89o/NftcLgtBzotajM336dObMmYNOp2uW7OTm5jJixIhmrx02bBjvvPNOh/YfiUS6Jc7O2nv8aMfRkwb6Ofbm+W2v3U61v7rVtlc3vcqZw84kyZzUrcfsrvNTFKVdx+kJA/0z2BPENeu4/nLNeute7C/Xoz166ly8IS/Prnu21TZVU3lj6xvcOuVWdHL3fg0TP5u+4WD3otB7opboJCQktLrd6/ViNjfvzjWZTPh8vg7tf/369Z2OrTv1lTh60kA/x54+P7PZzPbw9jbbPSEPdZ46SraW9Mjxu3p+U6ZM6dH9t0df/AzWhGqoDFUyxDgEk2KKdjgt9MVr1tf19WvW2/diX78eHdHd52JLspFfn99m+47aHewu2o27yt2tx91L/Gyi62D3otB7ojpHpzVmsxm3u/mN7/f7sVqtHdrP+PHjo5pRRyIR1q9fH/U4etJAP8fePL+6sro222KNscTaYhkxaUSbr+mM3jq/ntx/X/wMqprKU2ue4pVtr6BqKna9nTun3clJWSdFOzSgb16zvm6gXLPuin+gXA/ouXPxhX0Mjx3e5hC1sa6xZKVnoQzp3usnfjaC0FyfS3RGjBjB4sWLm23bvn07w4cP79B+FEXpEzdGX4mjJw30c+yN88uJySHZmkypt7RF2xXjryDRkogi90wMPX1+vXH9+tJn8ImVT/Dyxpc5c9iZTEiYwMK8hdz+4+2Y9CaOzTg22uE16UvXrL/o79esu+Pv79djf919LnbFzlUTr2JR4SI0tGZtOlnHuSPPxaAzdNvxfkn8bAShUdTLS//S8ccfT2VlJa+88gqhUIilS5eyYMECzj777GiHJgg9JsmaxAsnvMAY15imbQbZwBXjr+DUnFN7LMkRuteK0hW8tOElzh1xLnOGziHTkcmVE65kcuJk/vrTX9uchyUIwsCTE5PDv4/+N7HG2KZtSZYknj/+eVJtqdELTBAGkT7Xo+N0OnnppZd44IEHeOKJJ3C5XNx1110cfvjh0Q5NEHpUpiOTZ497lupANYFIgBhDDPHmeIw6Y7RDE9ohokZ4YNkDDI0ZyglZJzRtlyWZS8dcyl2L7+KZNc9w1+F3RTFKQRB6i0Vv4ZghxzAufhy1/lokScJpdJJgSUCSpGiHJwiDQp9IdLZu3drs3+PHj2f+/PlRikYQosdpduI0O6MdhtAJ3xV8x/ba7dwx7Q5kqXlnucPo4ISsE3gv9z2uGH8FSdburaAnCELfpMgKydZkkq3J0Q5FEAalPjd0TRAEoT96eePLjHCOYFjssFbbj804Fr2s540tb/RyZIIgCIIwOIlERxAEoYtya3JZW7GW4zOPb/M1Zp2ZI1KP4IPtHxBWxQKwgiAIgtDTRKIjCILQRQt2LMCutzMxYeIBXzcjbQZV/ip+KPyhlyITBEEQhMFLJDqCIAhdoGoqH+/8mMNSDjvoKucZjgyG2Ifw2a7Peik6QRAEQRi8RKIjCILQBesq1lHRUMFhyYe16/VTEqewqHARwUiwhyMTBEEQhMFNJDqCIAhd8E3BNzgMDobGDm3X66ckT8Eb8rK0ZGkPRyYIgiAIg5tIdARBELrgm/xvmJAwoUVJ6bakWlNJsiTxfeH3PRyZIAiCIAxuItERBEHopEJ3Ibvrdx+0CMH+JElibNxYfiz6sQcjEwRBEARBJDqCIAidtKxkGTIyo12jO/S+cfHjKPIUkV+f30ORCYIgCIIgEh1BEIROWlqylOyYbCx6S4feN9I1Ep2k46fin3ooMkEQBEEQRKIjCILQCZqmsaxkGaPjOtabA42Lh2bFZLGidEUPRCYIgiAIAohERxAEoVPy6vKoCdQw0jmyU+8f4RzBirIVaJrWzZEJgiAIggAi0RGEqKgN1FLhq6Ah3BDtUIROWlW+ChmZnNicTr1/hHMEVf4qCtwF3RyZIAiDkTfopcpfhT3eHu1QBKHPOPAy3oIgdKvqhmrWVKzhhfUvUNVQxZSkKfxu/O8YYh+CQTFEOzyhA1aXrybDkYFZZ+7U+4fFDkNGZkXZCjIcGd0cnSAIg4Uv5COvLo9n1z7LtpptpNnSuNpwNaNco3AYHdEOTxCiSvToCEIvqQ/U89z65/jjt39kfeV6ir3FLNi5gHMWnMOW6i3RDk/ooFVlqxgWO6zT77foLaTb01lbsbYboxIEYTBRNZVlJcu48JML+a7wO4q9xSwvW87vvvgdC3YswB/2RztEQYgqkegIQi+pbKjk9c2vt9geVsPct+Q+qv3VUYhK6IxqfzWFnkKGxg7t0n6yY7JFoiMIQqeV+8q5d8m9aLSc6/evlf+isqEyClEJQt8hEh1B6CVryte02ba1ZivuoLv3ghG6ZEPlBqAxUemKnJgcdtbuxBvydkdYgiAMMrWBWqr8Va22hdQQJd6SXo5IEPoWkegIQi/RKQeeEich9VIkQldtrNyITYll6WYr7//sxR/qXOW0nNgcNDQ2Vm7s5ggFQRgMZOnAX+N0kpiKLQxuItERhF4yKWFSm8nMoUmHEmOM6eWIhM5aX7kereosXvvByxs/eXn6i/pOlYlOsaZg1plZV7muB6IUBGGgcxqdpNnSWm2z6CwkW5N7OSJB6FtEoiMIvSTOFMetU29tsd1hcHDn4XeKRKef0DSN1UWFlJaM4IQJJuYeZmFpboBNRaEO70uWZDLsGWyq2tQDkQqCMNAlWBJ4cMaDGOTmVTslJB6Y/gDx5vgoRSYIfYPo0xSEXmI1WDl96OlMTpzMa5tfo8xXxpGpR3JS1kltPpET+p4yXxmVZaMw6jUOzTGik+GHLTKfrPYxNr3jJcIzHZlsrBJD1wRB6JzxceN57/T3eH/7+6ytWEu2I5sLR19Iuj0dvaKPdniCEFUi0RGEXuQwOhhrHMt9R91HKBLCpDMddIy10LdsqdpC2D2B8akyeqVxKOIhWUa+2tCAN6BiNXbs55npyOSL3V9QF6gTvXqCIHSYTtGRGZPJHyb/AV/IR0lBCTmOHBRFiXZoghB14huWIESBXtZj0VtEktMP/bhrB1rIybh0S9O20Wl6wiqs3Bns8P4yHZkAYi0lQRC6RJEVLDoL7jpRwVMQ9hLfsgRBEDpg2c5aJClCdsK+ISExFplUp8LqXYEO7y/ZmoxRMbK5anN3hikIgiAIg55IdARBEDpgV5mC3drQNGxtr5xEHevyg6gdrL4mSzLp9nS21mztzjAFQRAEYdATiY4gCEI7eUNePO5Ekp0tk5mcRB31DRqFVZEO73eIbQhbq0WiIwiCIAjdSSQ6giAI7fRz4Ra0cAxZ8aYWbekuHbIEW4s7XmY63Z5OXn0eoUjH3ysIgiAIQutEoiMIgtBOi/N2AzA8oWV1NINOIjlWYWtJx5OVNGMiYTXMzw/dSsOaNV0NUxAEQRAERKIjCILQbusKq5HkIPG21temSHcpHe7RUQMBjP95B4CNuT+x66KL8S5Z0uVYBUEQBGGwE4mOIAhCO+2qCGMx+5AkqdX2NKeO0roIXr/a7n3WzJuHvLMAFzaq507HNGoUxbffger3d1fYgiAIgjAoiURHEAShnWrcJpy2tpOYVGfjAn07K8Lt2p8/NxfPd4uwzZ5NiimRvGAJzksvJVxeTu0773ZLzIIgCIIwWIlERxAEoR3KvJWEAk6SHLo2XxNnlzHoYGfZwYevaZpG7VtvoUtKxDx5Mqn6eHYEitAnJ2M5dAo18+ahdbBUtSAIgiAI+4hERxAEoR2W5eeCpiPNaW3zNbIkkRyjkNeOHh3/li0Etm7DOmMGSBIp+jjKwtV4Iw1YZx1NMC8P/8ZN3XkKgiAIgjCoiERHEAShHVYWFgOQHec44OuSYhTyyg+e6NR/8gm6xESMw4YBkKKPByAvWIJp9Ghkux335591MWpBEARBGLxEoiMIgtAOW8tqkKQQsea2h64BJMcqlNRGCITaHnYWLCrCv2495sOmAo2FDZJ1cUhI5AWKkBQF88SJuL/9rhvPQBAEQRAGlz6Z6GzcuJGLLrqIQw89lOnTp3P//fcTDAajHZYgCINYQbUfo9HfZsW1vZJjFDQNCqra7tVxf/klktWKefTopm0GWU+8LoadgcaeI9P48QS3bydUVtY9JyAIgiAIg0yfS3RUVeWqq67ixBNP5Oeff+add97hxx9/5D//+U+0QxMEYRCrdsvYLZGDvi7BoSDRdqIT8XrxLl6MefIkUJr3DiXpXOwOlgBgGjsWQKypIwiCIAid1OcSnbq6OioqKlBVtanikCzLmM3mKEcmCMJg5Q158TfE4LIpB32tQSfhtMnkt5HoeH/8AS0cwTJpcou2JH0cecHGHh3Fbkefnk7DylVdC14QBEEQBqkDDzaPAqfTya9//Wsefvhh/vGPfxCJRDj22GP59a9/3aH9RCIHf/Lak/YeP9px9KSBfo7i/NpHUQ785b8nr19v/Yy2VuxAC8eQaAsSUQ++GGiCXWZ3RahlXJqG+4svMY4cgWS1oGnN95Wsc/JNqJqGcANG2YBh2DC8y5d36/kN9M91T+gv16y37sX+cj3aYyCdCwys8+nP53Kwe1HoPZLWxxZqUFWVxx9/nKSkJM455xx2797Nddddx8knn8wNN9xw0PdHIhHWrFnT43EKgtBoypQprW4fSPfip0XLefGnIRw3sp6MmAPP0QFYWWhgZ5We22bXNdsu527H8NZbhE46ES0+vsX7CrVKXuUr/iZdRqaUhLx+A4aPPsL33LNgs3Xb+QgD02C4FwWhP2jrXhR6X5/r0fnyyy/5/PPP+eyzxrKqw4cP59prr+WBBx5oV6Kz1/jx46OaUUciEdavXx/1OHrSQD9HcX7doyf331vn8HrZagBGZabitB58xG+NGmJtcQMpQ3KwGve9vuLd94ikpBA/YUKrRQ2cahwUf0UkSc8wxzBCNhtlH33EcEnCOmlSt5zLQP9c94SBcs26K/6Bcj1gYJ0LDKzzGUjnIkRPn0t0SkpKWlRY0+l06PX6Du1HUZQ+cWP0lTh60kA/R3F+fXv/vXGMXVVuIBmnVUGRD96jkxTT+Ku1pBZGpjbGFcjLI7BlC44zzkCWW4/VqliIVWzkh8qQZQVDcgqy1Upw0yYcM2d21+kAA/9z3RP6+zXr7vj7+/XY30A6FxhY5zOQzkXofX2uGMH06dOpqKjg2WefJRKJUFBQwP/93/8xZ86caIcmCMIgVVTrx2gItCvJAYizy0gSFFbvK0hQ/8knKLGxmEaOPOB7E3UudgdLAZBkGUNWFg3r13c+eEEQBEEYpPpcojNs2DCee+45vvnmG6ZNm8all17K7NmzufHGG6MdmiAIg5CmadR4JKymgxch2EuvSLisclOJ6WBBAb7ly7EccTjIB/61m6hzsmvPWjoA+sxMApu3dC54QRAEQRjE+tzQNYAjjzySI488MtphCIOQqqlUNVShaioWnUV0lwuU+8oJBR3ExHTsuVCcXaa4urFaUO07b6PExGIeN/6g70vSu1ju24SqqciSjCEjA/ennxKpr0dxODp1DoIgDHy1/lr8YT/2JHu0QxGEPqNPJjqCEA0Vvgo+zfuUVze9Sn2wnqnJU7lm7DUEI0HMiljHabDKd+ejhWKJsxk69L54u8K2khAN69fTsHotjjPOgHYkzkk6FwEtRFm4mhR9PIaMDAD8m7dgnXZYp85BEISByx10s7FyI4+teowdtTtItaVyzcRrmJYyDafJGe3wBCGq+tzQNUGIhqqGKu748Q4eWfEIZb4yGsINfF/4PZd8cQk763dGOzwhivJq89HCdhLtHUt2E+wyVW6V0v/NQ58xBNPoUe16X5LeBcDuQOM8HV1yMuh0BLZt61jggiAMeBE1wrf533LFl1ewsWoj/oifnXU7ueX7W5i3eR6+kC/aIQpCVIlERxCAQnchS0uWttge1sI8/PPD1Pprez8ooU/YVF4EyLgsHesAj7craECpV4fjpJOB9hUycCkO9Cj7ChIoCvq0NAK5uR0LXBCEAa/cV87Dyx9ute2F9S9Q5a/q5YgEoW8RiY4gAD8W/dhm2+qK1XhD3l6MRuhLdlTWABBj6divS2veRgDqpx6L4nK1+32yJJOgd1IQLGvapk9NJbB1a4eOLwjCwFcbqKU+WN9qW0SLUOIp6eWIBKFvEYmOIAA2Q9urzutlPbIkbpXBKr/aDYCjA4mOf3suwa8/w0KAqvjsDh8zQeds6tEBMAwZQmD7djRN6/C+BEEYuPTygdcYNCrGXopEEPom8e1NEICZ6W0vxnhqzqliQucgpWkaFe4weiWCUde+oWfB/Hzq3n8fQ1oa8TaFEm/HK/cl6pzk75fo6FJTUb1ewmVlB3iXIAiDjdPkJNvR+sMUh8FBojWxlyMShL5FJDqCACRYEvjz1D+32J5uS+fqCVdj0pmiEJUQbY2lpa1YTe3rSQlVVFDzztvo4hKwHnkkLpNKcScSnSSdi/JwDX41CDQOXQMI7NjR4X0JgjBwxZnj+Mesf2DVW5tt18k6/n30v0kwJ0QpMkHoG0R5aUEAbHobZww7g6nJU/lw+4eUN5RzXOZxDDUPJdmSHO3whCgpcBeghR3tGrYWCfipffcdZIsF68wZoCi4TBE21+jRNJDa1yEEQKLeiYZGUaicocZ0dAkJSHo9wR074aijunBGgiAMNCOcI3h3zrssKlzEqrJVDIsZxsk5J5NiS0Eni695wuAm7gBB2MNmsDHCNYJbDrsFTdNQVZU1a9ZAfLQjE6KlwF2AGorF6Tr4Gjqer75C9XhxnHQykr5x3LzLpBKISNQEZFwmtd3HTdQ1Fi/ID5Yx1JiOJMvoUlII7BQ9OoIgNCdLMmn2NH41+lecP+J8tm/fTrotXSx4LQiIoWuC0CqpI4/fhQGrwF0A4VhiLQf+whAsKKBh3XrMh0xGtu8rbBG3J7kp8XbsV61NNmORTc3m6eiTkxt7dARBEA7A4/FEOwRB6DNEoiMIgtCG/LpC1LAFu6ntX5UaGp7vvkVxuTDmDGvWFmtUUSStwwUJJEkiUde8xLQuOZlAXl7HTkAQBEEQBjGR6AiCILRhR3UlIOMwt/2rMlRQSLCwCPOE8S3WBJUlcBpVSn0dH0ISr4slf/+1dJKTiVRWEhFPawVBEAShXUSiIwiC0IaC2saF+Ozmtocy+lasQHE40Kektdre2cprLXp0UlIACObt6vC+BEEQBGEwEomOIAhCK+qD9XgaGhOUtoauRRp8BHJzMQwb1qI3Zy+XSe3UWjoJOic1ETfeSAMA+r2Jzq5dHd6XIAiCIAxGItERBEFoRaG7EC3kQJY0LMbWs5jAlq1oqoohq/UF+wBcxgjVfplgpGPHT9Q1LlJbEGrs1ZHNZuTYWIK7d3dsR4IgCIIwSIlERxAEoRWF7kK0sAO7WUJuowqff8tm9MlJyCZjm/txmVQ0JMo6OE8nUb8n0dl/nk5SoujREQRBEIR2EomOIAhCKwo9hciqC7up9QQl4vcTzC9AnzbkgPvZV2K6Y4mORTZhly0UBMubtumSkgnuEpXXBEEQBKE9RKIjCILQikJ3IUrEha2N+TnBXbtAVdGnpR5wP2adhlnpXOW1hF8WJEhKIrhrN5qmdXhfgiAIgjDYiERHEKKgxl9DVUMV4Ug42qEIbShwF6CFY7CbWh+2FszbieKIQbZaD7gfSdpbkKDjv27jdTG/GLqWhOrxEKmt7fC+BEEY2HwhH9WBauxx9miHIgh9hi7aAQhCd9M0jbJ6P/X+MDpFwmUxEGsxRDssACp8FSwpXsK8zfPwhX0cl3kc5ww/hzR766WJhegpdBcSDlna7tHZvRtdclK79uXsZOW1RJ2TH7xrm/6tS2o8Xmj3bnROZ4f3JwjCwNMQbmB3/W6eX/c8W6u3kmZL42rz1QyLHYbD6Ih2eB229294XUMIS2Im9f4wTmvHf38KAohERxhgPP4QP+2o4i8fbqS03g/A1CwnD82dwNBEW1Rjq2yo5M4f72RJyZKmbS+sf4F3t73LvFPnMcR+4LkeQu8Jq2GKPeUEQ/pWe3Qi7noiNbWYx41r1/7iTCo76wxoWmMPT3sl6J3URTy4Iz7sigVdYiLQmGSZJ01q/44EQRiQVE1leelyrvv6OjQah7Tmu/NZUrKEu6bdxZnDzsSoa7tYSl/jbgixKLeCexdsosIdAODwHBcPzp1AdvyBe88FoTVi6JowoGworufKV1c2JTkAy3fVcP7zSyiq8UUxMthZu7NZkrNXTaCGlza8RCAciEJUQmvKfGWEQ2aAVnt0ggUFACgJ7evRiTNF8IVl3MEOZDk0ztEBKNxTkEA2mVCcToK78zu0H0EQBqYKXwV/WfyXpiRnf/9Y/g8qGyqjEFXnrS6o5brXVzclOQBLd1ZzwfNLKK5tiGJkQn8lEh1hwKjxBXlo4ZZW2yo9QZburO7liJr7YPsHbbZ9nvc5tYHaXotFOLAidxFauHGcu93cMjkJFRWjOOwHLCu9P9feymsdLTH9i7V0AHSJiWItHUEQgMYHZVX+qlbbgmqQYm9xL0fUeZWeAH//dHOrbWX1AdYU1PZuQMKAIBIdoUdp4c5Ntg+rHX+fPxRhQ1Fdm+2Lt0f3yZZObnukqCyLW7EvKfIUoYUbx7a31qMTKipEccW3e39Oo4qE1uF5OmbZuKfE9C8SnXyR6AhCf6KqKqqmdvt+JfY9iJmUMIk5WacyLXkastT4e0uR+s/clmBYZUupu832ZTtbT+gE4UDEHB2h22mhEKGSEuo/XUjDunWYxo0j5tRT0KWmIuv1bb5P1VSKPcV8k/8NK8tWMjR2KKcPPZ1kazImnemgx1UkieQYE4U1rXdv5yREd3zvWcPP4v3t77fadsbQM3CZXL0ckdCWAncBZikJvwRWY/MeHTUcIlRWgeWQye3en06GWGPnChIk6JxNQ9egMdFpWLeuw/sRBKH3Vfgq2Fqzlfdz38cgGzhnxDlkxWQRZ47rlv27TC6OTp3JdakXYPh+JboN24nkDCNywmX8X+k7JFuTu+U4vUGRJBJsRio8rQ/jzhJzdIROEImO0K00TaNh/Qbyf/MbtEDjLyvPN99Q9eyzZLz0EuZDJiO10XuxrWYbv/7s13hDXgC+KfiGlza8xJOzn+SIlCPQKQf+uCY6TPz+6KHc8f6GFm2KLHHqhJQunl3XZDoyOSX7FD7N+7TZ9lRrKheNvgi90nYSKPSuIk8RRhKwmSTkX1QPCFdUghpBcXXsi4qrk5XXEnSx5AdLm/6tS0pCrasjUleHEhPT4f0JgtA7yn3l3LroVlaWr2za9nHex5ycdTK3HXZbtyQ7CZYEHki6nOJLLsfv2zMP9Wvg5Xnc8fTj2PT9pzpjgt3IVbNyuP+TlsPX9IrE7FGJUYhq8HnyySf5+eefefXVV6MdSrcQ42WEbhUuL6foxhubkpy9tGCQohtvJFxR0er7qhqquO3725qSnL0iWoRbvr+F8obyVt/3SyeMSebCw5pXLzPpZZ6/ZAqpMeYOnEn3c5lc3Dr1Vp477jlmpM1gStIU7pp2F6+c/AqptgMvOin0rkJPIYrqxGZs+SsyXFoKkoTijO3QPuNMKsWd7NEp+EWPDkAwv6DD+xIEofd8X/B9syRnr4W7FrK1emu3HCNcUUHFrXeg+X5RbCccpuLmPyNV13bLcXqDLEucMSmNsyY3/3toMSi8/OuppMQcfGSHIPyS6NERulWkqppwWVmrbeGKCsJVVeiTWlaqqg3UsrNuZ6vv84a8FHuK25UMxNuN/Pnk0Vw+I4fNJfXYjDqGJdpItBsx6KI/VjnOHMeRaUcyOXEyES2CVW9F6ki9YaFXFLmLIOzA2kpp6VBpKUpsLJLSsc9TnCnCijIDIRX0HXjElKh3Uq96qY94cShW9E2Jzm7M49tX3loQhN5V7a/mja1vtNk+b/M8Dkk6pF3Dsg8kXFNLcNeuVttUt5tQaSn6lOiOZuiIBLuRe+aM5dpjhrO5pB6zojEqzUmS3YReJ57N94RVq1bxwAMPsGPHDkaNGkVmZibQOELnP//5DwsWLKCkpARJkpg5cyYPPPAAdXV1HHPMMbz22msccsghAFRWVjJr1iwWLlxIRkZGNE+pGfGpEbqVFjlIEYFQ6+0HKz4QiLS/9HKMWc/QBBunTUjl6JGJpDstfSLJ2Z9Zb8ZmsIkkpw/yh/1U+asIhSzYWylEEC4v7XBvDjQOXVORKOtg5bUWJaatVmSbjVCB6NERhL5K1VQawm2XQ26INBDRIl0/0EEK/miBYNeP0ctiLQaGJdo4ZVwS8eEKUhxGkeT0kJqaGq666ipOPPFEli9fzi233MJXX30FwMKFC/nf//7Hk08+yYoVK5g/fz4//vgjCxYsICkpiaOOOooPP/ywaV8fffQRkydP7lNJDohER+hmiisOyWJptU0ymVDiWx+THGOMaXMyviIpZDj61o0jDFx7y7H6AwZsvyhEoKkq4fJKlNiOj3uP21tiuoPD1xJ0sQAUhvYbvpaUJIauCUIfFmuI5fjM49tsn5MzB6u+65PrFWcsSmxs6406Hfq0/j0sOhLphmRQaNN3332H2WzmiiuuQK/XM2XKFM4++2wAZs6cyTvvvENWVhbV1dXU1NQQGxtL2Z5RO2effTafffYZwWBjMv3+++83vbcvEYmO0K10iQkk3XpLq22JN92ELr71kryJlkTunHZnq22Xj7+cOFP3VKgRhIMpchehaeBpUFqUlg7X1qCFw21/sTgAi07DrOt4QQKzbMQhW5uXmE5IIJgvFg0VhL5Kp+g4b8R5rT7Ay7BncETqEd1znIQEku5q/W9n/LW/b/NvriAAlJWVkZKS0mx0yd4eGU3TePTRRznssMP41a9+xbx58wiFQmha4+K0s2fPBmDRokVs3LiRoqIiTjzxxN4/iYMQc3SEbiXr9ThOPhl9RgYVjz5GMC8PQ1YWCTf8EdP48cjG1hdYlCWZI1OP5L8n/ZcnVj3B1pqtpNpSuWbiNUxJmoJF33ovkSB0t2JPMbJmJaKC7RdzdMLljcU0OpPoSFIXChLonc0TnaQkfD/91OH9CILQe9Lsacw7ZR7/3fhfPtv1GYqkMHf4XM4deW63lX2WdDpss2aR8er/qHj0MQLbtqFPTyf+D9dhOeQQZHN0i/AIfVtycjJFRUWoqtq0nl9paWOVz0ceeYTi4mK++eYbbDYbAHPmzGl6r8FgYM6cOXzyySekpqZy8sknY2ljRE80iURH6HZKTAy2I4/ENHo0WiCIZDSgcx58qI/NYOOQpEN4fPbj+MN+9LIel1msLSP0riJvEQ45nXpaLhYaqaxAMpmQTZ2bQOwyqRR5OpHoKLHk/2LR0HBFBWpDg/giIwh9WLo9nVum3sLl4y9HkiRcRtdBl0roKMVuxzp1KsZnnkZtaKCq3o112FCUDhZMEQaf2bNn889//pMnn3ySa665hm3btvH2228zYsQIPB4PRqMRRVEIBALMmzePbdu2ccwxxzS9/5xzzuGiiy7C5XLx0EMPRfFM2iaGrgk9Rud0ok9OaleSs78YYwxJ1iSR5AhRUeQuwqY0Vin65RydcGUlSoyj0/uON0Uo9SmoWsfe98senabKa6IggSD0eQbFQJI1iURLYrcnOfvTxcaiJCZS7HH32DGEgcXhcPDiiy+yZMkSDjvsMO68886m4Wc33HADfr+fI488ktmzZ7NmzRrOOOMMtm3b1vT+UaNGkZGRgSzLTJkyJVqncUCiR0cQBGE/jYuFjgXA+osenVBFZYcT9/3FmVQCEYlqv0y8WW33+xJ1Ttyqj7qIhxjF1rSWTqigANOIEZ2ORxCEgUduY1FuQWjNqFGjmD9/fqttr7322kHfn5aWxoQJE7o7rG7TJ++G2tpabr31VqZNm8bUqVP5/e9/T3l5+xaMFAaXUHk5vtWrqVuwAN+atYTE50TooiJPEQbNhV4B436PgjRVJVJd07UeHXNjBaGOztPZW3lt78KhckwMkslEcLcoSCAIAoQqKmhYvx7PpwvJ9vuJtLE4tyB0l4KCAr788kt++ukn5s6dG+1w2tQne3T+8Ic/EBMTw5dffoksy9x+++3cfffdPPfcc9EOTehDgvn55P/u8mbriRiysxjy/PMYhgyJYmRCf+UL+agN1JKsxWAzyc0q0URqa0GNIDtiOr3/GIOGXtYo9ipMiA+1+31719IpCJYxzpyDJEnoEhMJ5u/udCyCIAwMwaIiCq+5hsC23KZtupQUMl58AWNOThQjEwayp556iq+//po77riD+D5c3a/PJTobNmxg7dq1/PTTT01VHv72t79RIZ5ODCrVDdXsdu/mw+2Ni1GdPvR0Mh2ZxJkby0yHq6oovO4PLRZNDObtoujGPzHk+efQucQcH6Fjij2Na+ioYWvLimtVVQAoXUh09lZe62hBApNsIEaxUfiLggRiLR1B6NsqGyrJq81jwc4F6GU9Zww7gyH2IThNnR8Cu79wXR0ld97VLMkBCJeUUHD1NWS+9mrTnD5B6E4PP/xwtENolz6X6Kxbt45hw4bx1ltv8cYbb9DQ0MCMGTO47bbbOrSfaC8ytff40Y6jJ3X0HGsbQngCEWRJwmXRY9K3PnKyOlDNg8se5Mv8L5u2vZv7LsdlHMcd0+7AZXQRrqoisN+EuP35N2wgXF2NFNP5L6Qw8H+G3XV+B6vs05PXr7t/RgX1jYmD32/AbJCIqPvm0YQrK5H0OjAZm9YR6Iw4U4Qij4KmtX+ODuyrvKaqjeeqJCTgX7umw+c+0D/XPaG/XLPeuhf7y/U4mHBEpcIbxJKYQYU7QIK99eUPOqvKX8XdP93NT8X7SsG/te0tzhp2FtdPvh6nsevJTqSqCt/Spa22hfLzCVdUIMf1z3Xo+vPnTFS86zv6XKJTV1fH1q1bGTduHO+//z5+v59bb72V2267rUND19avX9+DUbZfX4mjJx3sHM1WO25dLPcv3Mb6ojp0ssQp45O4/uhsfBWFhEL7hvAYDAaKLcXNkpy9vsr/ihMzTiTNl8aQhoYDHjNQW8vGNWs6dT6/NNB/hl09v4NVWumN69ddx/i56mcUFKrrwjhMQYqKapradAWFSGYLVXt6djrLrDrZ7o6lsLAISTr46/eyaga2BXez3bsdAEWS0JWUsmb5ctDrOxzHQP9c94S+fs16+17s69ejLZIkEZuSybwVJbyxvBBfMEJmnIXbThhOji2Ct7ayy8cwm81skjY1S3L2en/7+xyffjyOWgfhcLhLxxl6kMID/spKtqxbh6p27MFKX9IfP2d9tQLZYNTnEh2DwQDAnXfeidFoxGazccMNN3Deeefh9XqxWq3t2s/48eOjmlFHIhHWr18f9Th6UnvPcXOph189vZjInpq6YVXjo7WlrMqv462rDidpv6do3pCXf333rzb3NT93Pk8c/QTG0urGcUCtPVlXFEwJiUxKT+v8yTHwf4a9dX49uf/uPodvVn5DfF08lRE9w+L0pKXtG3dcG2hAcjmxdHEscqZOx4paBWv8EJym9n/5yKpP40vPcoYOHYokSfjDYSo//ZQx8fEYsrPbvZ+B/rnuCQPlmnVX/P39etT4Qvxx/hoW79j30GJ3lY/fv7GWp341mZMmTmw2P68zaoO1/OXLv7TZ/vaOt3l4xsMYZEOXjhMpLkbS69FCrc/5s6QPYUJWZpeOES39/XMm9A19LtEZNmwYqqoSCoUwGhu/AO99EtGR4SKKovSJG6OvxNGTDnSO9Q0hHv5sS1OSs7/CmgZW59dy6oTUpm1qSMUX8rV5LG/Ii4qKLi4Ox5w51H/0UYvXxM6diy4+rtuu+0D/Gfb0+fXG9euuY5T4SnCZ4sjza9hNCsp+T0sjNbUYcnK6/AUowdx4LxR59bjM7S9IkKh34VP91Gpe4pQYDMmNa/2ECwowDxvW4TgG+ue6J/T3a9bd8ffX61Fa72mW5OzvgU82MzXTRVJM5xYF3ktDwxdu+2+ZO+hGRe3y9ZMSEnBefDHVL7/cos02ezZKN/4tjJb++jkT+oY+V176yCOPZMiQIdxxxx14vV6qq6t59NFHOe6445qKEwj9RyisElE1jLrWP2pfbCpr9m+7wc4JWSe0ub8Ts07EbrCj2O0k3nIzzksuRtrTCyiZTLh++1sSrv8DSjt7/gRhf4XuQmKUFCIqzYoRRIIBVK8XxW7v8jFijSp6WaOogyWmE5sqrzWWmFZiY5EMBoK7ReU1QeiIdYW1Tf89JsXBETlxJO4ZWVBS58cd6NpwMoAYQwyzh8xus/2U7FOw6rv+d0o2mYj73W+Ju+YaJIsFAEmvJ+bcc0n+6z3oujhXVRD6uz7Xo6PX63n11Vd56KGHOPHEEwkEAsyePZs777wz2qEJHRCuqSFUXEz46294IKwRPnUGn5drPLKkpNnrkn/x1EyRFU7JPoV5m+dR2dB8nHS8OZ5Tsk9BkRu/IOoTEki86SZcl12G2tCAbLagS4hHNnbvhFJh8Cj2FJPsnAyAzbhfb051NQCyvfNr6OwlSY3r6RR2sPJa/J61dAqDZUyyDEeSZXRJSSLREYQOircZOWZoLLce4sSwZjlyaSmRiYdQ7Mrm5u+KMbTxYK4j9IqeC0ZdwAc7PqAuUNesLdWayoz0GV0+xl66+Hjif38NseecjerzEdA0rOnp6PYkPoIwmPW5RAcgKSmJRx99NNphCJ0Urqqi7MGHqP/4430bn/8/Tj7/V9hnnc49iwqbNp99SHqL96faUnn15Fd5ecPLfLyzcR+nZZ/Kr0ddgm3ZFtxswThyBLqEBGSTCUN6y30IQkd5Q17qgnUYtMY5ONb9e3SqG4sSKPbu6VWON6kUuDuW6BhkPXGKg93B0qZtuqQkgrtEoiMIHTEx2crIIX58v76A4N65La++QmpGBu89/gxOa9fmzeyVZkvj9VNe5/l1z/PF7i9QJIUzhp3BpWMuJdma3C3H2CtSW0ukspLArl0QH4/qcIBIdASh84lOKBSirq4Op9Mpxk4KzfhWrGye5OwRfPN1pk+fSZzVQLUvyN/PHE9qG+Og0+3p3Dr1Vq6ccCVqKITy1WKqrzoDz54/SpJeT+oj/8Q6cyaK2dyj5yMMDnvX0FHUWOAXPTq1tUhGQ9Mwya5KMEfYWmNC1UDuwJSfBL2Tgv3W0tEnJeFbtapbYhKEwSK2oY68226CX0zgD+XnY3zmcUwPPQjGrj8HliSJDEcGdx5+J3+Y/AcAnCYnBqV7fo/sFSwqouCqqwlu3960TZeURMZLL2IcOrRbjyX0fRFV4+e8asrdfhLtJg7LdqF05A9NB/3lL39hwYIFAITDYUKhEOb9vpdNmDCBlJQUHnrooR6L4UA6fCd7vV7uu+8+PvvsM4LBICaTibPOOos///nPTRXThMErXFdH1Usvtdmuf+8tnvnjnSTGx5BoN2I9wB8To85Iki6J2vfeo+SuvzZr00Ihim78EzkfL0ARKz8L3WBvoqNFbOgVFcN+H81ITU23DFvbK8GsElQlKhpkkiztr7yWqHM279FJTiZcWorq9yObujZ5WhAGi8DmzWiBQKttnq+/JlJd3a3zPM06M2ZdzzyQC9fVUXLHnc2SHIBwWVnjgqHzXhMLhg4in20o4d4Fmyip8zdtS4kxcc+cMZw0LqVHjnnfffdx3333AfDee+/x1FNP8c033zS1//nPf+6R47ZXhwei3nvvvezatYtnnnmGTz75hMcee4x169bxyCOP9ER8Qn8TCqHW17XZrNbWcGianex46wGTnL3ClZVUPf+fNnamUtdK1TVB6IxCTyE6WUcgaMRmkptVV4vUVKPYuu+LT6K5cQG8AnfHnjUl6lwUhsqJ7FlsVJ+cDJpGMD+/22IThIEuUlPTdqOqtlmquS+KVFXjW7as1bZQQQHhyq6vCST0D59tKOGa11Y1S3IASuv8XPPaKj7bUNLGO3teVVUV119/PdOmTWP69Om89tprTW2zZ8/mvffea/r3smXLGDlyJACFhYWMHDmShx56iKlTp3Lvvfd2+NgdTnS+/fZbnnnmGY466ihycnKYNWsWTz/9NB+JL5wCIDscWKe3PcnSfuyxyB14UqaFw4TKytpsD+bt6tIq9YKwV7GnmHhTPPU+DauxeTd/pKYW2dZ9PTpWvYZFp1LQwYIEiToXIS1MWaixOIIuuXGcfzBvV7fFJggDnXn8+Dbb9GmpyP2owqvqP/Di2ZG6th88CgNHRNW4d8EmWvs2tHfbvQs2tbrUR29YunQpF1xwAUuXLuWmm27i/vvvp+wA3+1+yev1snjxYm688cYOH7vDiY7RaGwxJ8dqtTYbjycMXrLBgOuSi1tNZhSXC/vJJyEdZCXn/UlmM6Zx49pst82Y3uV1TQQBGhOdOHMctT61WaKjhkNEPB7kbuzRkSRINHe8IEGSfk+J6VDj8DXZbke22Qju2tVtsQnCQKdLSsI6o/UHckm339GvhnopDgeSXt9muz4pqRejEaLl57zqFj05+9NoLJ3+c1517wW1n6OOOoojjzwSSZI49dRT0TSNgoKCdr//zDPPxGAw4HB0/IFjhxOdq6++muuvv54tW7bQ0NDArl27uP322znllFMoLi5u+p8weOnT08l6602sxxzT+I1OUbCffBJZb7yOIS2tQ/vSxcSQeNOfGvfzC4rTieWII7orbGGQK/QUNiU6NtP+hQgan4jKtq6vobO/BEuE3R0cuuZSHCjI5O8pSCBJErrkJII7d3ZrbIIwkOlcLlL//gBx1/4eec/aWIZhwxjywn+wTDssytF1jC4+Aeell7TaZjv2WJS4uF6OSIiGcnfbSU5nXtfdYmNjm/5773z+SCTS7vcnduHhQ4eLEdx///1AY3YlSVKzYUMvvfQSmqYhSRKbN2/udFBC/ybJMsahQ0n7x8OobjcAckxMpyd3moYPZ8hzz1F6772EiooAME89lJS/3tvhxEkQ2lLsKWZM3BjqvCpDXPt6WiK1e0pLd/NwlkRzhOVlRhrCYG7nb2JZkknUO9kd2FeQQJ+cQmDnjm6NTRAGOl1CAgnXXEPsOefgc7uxulzo4+OjHVaHySYjcb/9LbLZTPXLL6N6fUgGAzFz5xL/+2vEgqGDRKK9fcVo2vu63iTLMqH95sXVtDKHrisjdzqc6Hz99dedPpgwuCh2e7esJC9brdhmziDzjddR3W4knQ45Nlb8Ahe6jTfkpT5Yj8sYR13DL3p0auqQFAW5m4fnJln2FSQY4Wz/SuyJOhe7g/smlepTU2lYvbrpIZMgCO0j6XQoiYnsKC5mUj8uw6yLiyPuqquImXs2WjCAPxzGmpaGTkwpGDQOy3aREmOitM7f6jwdicYF2g/LdvV2aAc1dOhQvv76a8444wzcbjf/+9//unX/HU500sQTdCFK9ImJ0M7uSy0cJlRRgbfWTTAQxO6MwWC3onP1vZtciL4iT2NPoU1JIKLSbI5OpLYG2Wpr5Oc6fwABAABJREFU/EvRjeJNKoqksbuDiU6SzsWahm1N/9alpKB6vYTLK9An9Z+5BYIgdB+1tpZQKEQgpCFLMmpdHYhEZ9BQZIl75ozhmtdWIUGzZGfvn6575ozp0fV0Ouvmm2/mr3/9K0cddRSJiYlcdtllrFy5stv23+5E55BDDmHVqlWMGjWqxVNDTdOQZZlNmzZ1W2DCPhGPh0hVFeHKSmSrFcXl6leTJX/JG/RS0VDB94Xf4w66OSrtKIbYhxBnbn0sser3E66qQgsGkS0WdImJB3xyrYVCVOaXsL3Sy4ub6in3hpiWHOD8sXEM0TSMYsyy8At719DREweEmvfo1NV2ayGCvRS5cT2d3R0uSOCi3F1DgxrALBvRp6YCENy5QyQ6gtABoYoKIlVVDA2GCBcUQFxct4xC6G2+iirK8LLOv5UtNZvIdOQwVZlAXGkZscndW4wg4vUSqa5BC4dR7DZ0/XC430B10rgU/u/iQ1qso5Pcw+vo7G/u3LnMnTu32bbWFgrdunVr038PHz6cefPmNWu/4IILAEhPT2/22s5od6Lz/PPPNwV09913N2vTNI3bbrutS4EIrQtXVlLxxBPUvvMuqHvWzhgyhPRnnsY0fHiUo+s4T9DDJzs/4f5l9zdte3bdsxyWfBgPzXiIBEtCs9eHSkupeOop6j/8CC0UQpecTOLNN2ObMR2ljaFr9dV1zN9Yxb9+2lcUY11hHfPWVfDWReMY4wghH6BKjTD4FHmK0Mt6wiEzEGrWoxOuqe2xnsBES4Rd9R3rWE/SNcaSHyxlpCkTXUIC6HQEtu/AKopzCEK7BHbsoPDa6/ZVLJQkHGecQdJNf2q8p/qJsMdDPtVc8+2VVDbsWzPHqrfy5KxnGVttxOKK7ZZjBQsKKHvoYTzffguqiiE7m+S/3I154kRki6VbjiF0zUnjUjh+TDI/51VT7vaTaG8crtYXe3J6S7uqrpWVlVFYWMgHH3xAfn5+s+pqxcXFbNu2jTpRq73baaEQNW++Se1bbzclOdC4CFj+Zb8mVBK9xZ86q9RX2izJ2evn0p9ZsGMBEXVfFY5wZSWFf7ieunfebVrALVxaSvHNN+P54cc218+p9Kv8e0nLyn++YIS7v8yjpsbTTWcjDBRFniLizfHU+xr/vbdHR0NDravr0NpPHZFsiVDkUQipB3/tXkn6fYkOgKQo6FNTCfxiZXRBEFoXKi0l/ze/bV6WXdOo/+ADqv/3P9R+tGBoadDNX5be2SzJgcZ5h7f8eAMVdM/fu1BJCbsv+zWer79u+j4SzMsj/7e/w79120HeLfQmRZY4YmgcZ0xK44ihcYM6yYF29ug4nU5ee+01qqurCQaDPPHEE83ajUYj1113XY8EOJiFKyqpfuW/rbZFqqvx5+aiT+n5rsgDSbPbiZSXoxkM6OLiiHi9jZXWJAmdy9Wivv/HOz5uc1+vbn6VEzNPIc3RuAhiqKgI//r1rb62/J//RHfIBCJxMdj0dio8AVRNw2bUsbqwjrbWEF1dWE9dBDoyeE3VoLLe37R/u6nxnGq8QfyhCIoidaiSycGukdD7ij3FxJniqPOp6BQw7vnNqPp8aKEQSg8MXYPGRCeiSRR6FLId7Su1aZFNOGQru/avvJaaSiA3t0diFISBJpi3i3B5eatt/8/eeYdJUWx9+O2ePDthc87knIOCSjKiYg4YEDFjzjnca/aaMWdFPwMqiqICkgzknDOb8+7kPNPfHwML687Cws7CLvb7PPe5bp3uquphprtP1Tm/U/v5F8RecinqjPSojecOuLF5bQDEaeNQK9RR69secrCpNrLKbY2nhhpfDTlktngc99q1BMrKiBk+HOMppyBqNbjXrsU6/Qcqn3+ezLfeRLmfhHBLcVmshBxOOiQkEQqGGtVvlJFpLs1ydNRqNdOmTQNg0qRJfPDBB606KZkwIZ+3Xp45Er6dO+HEE4/gjPYRtFpxrVqN6+WXsezciSo7m8TJN0EwRNkjjyBqtcRefBFxl16Kak/1dofPQaUr8sMFwOq1sqncys4KBf2yYvGtXdvksYGKCrzWWtb7athYoOfjv4qodfo4q08aA3PiDjL75q9uxKbl8O4fu/j4793Y3H6O75DAQ2O7UePw8eyvm9lQYiPVrGXyyA6M7pZCokHTZF9SIICvsJCq117HMX9++DO66ELixo+v/4xkjg7F9mLSYtKwWEIYNGJ9Dlh9DZ2Y1qmUnqwPIiKxy6pstqMD4V2d3fsrr2VkYJ81S1Zek5FpBr7CgiZtksuF5IlOrRFJkiiyF/Hu2neZVTALpaDk7A5nc2WPK0k3RMeRCga9B7R7/NHZ0XEuWULm66/hWr6cqldeIeR0EjN0KBkvvUj1O+8iuT0Q2/JxfF4vvp27qH7lFTyLFiGaTMRcfAlx55+PPl1+TsocOodcMFR2co4cokaD4gArJJqjlKMT8vux/jyT4htuwLtlC5Lfj2/HDkrvvAvP5s0YR48iaLFQ8867FF57Hf6KClx+F99t+47eSb2b7Ld/8kCW7XRxxQdLWbC1GkVS04nVgkqFVqnj3d+dPPvLNsptHnzBEN+vKiHV3LTSTM8ME7qqMkJu90Gvs8bp5/4ftvLCb1uosnvxBkLUOH0s313Hxe8uZlWhBV8wRGGti/u+XcfLs7diczcd8uArLGLXBRdi//VXJI8n/Bm9+179ZyRz9Ch1lJKoS9xTLHQ/xTXr3mKhrePoqERI1IXYdRh5Oru8+8IzVVlZhOx2AvL3SEbmoChzc5u0iQYDoi46tUZKHCWMnzmeH3b8gDvgxu638/nmz5n460TKHNEJPTerDOiUkZ95AgJp+ug4B6bTz6D6zbeo/fgTgrW1SF4vjgULKL75FhJvvBGU0dlx8W7fQfFFF+FesADJ5yNYXY3tjSmU3XkHzjL5/iZz6ByyoyNz5FAmJ5Nw3XWRbSkpaI6S7n+gspKqF/8X0Vb36aeYxo6t/9u3bRue9eupcdfw8oqXMWlMZBmzGp2nFJRc3vlGvl5aBcBD09eh7NoVoQl5TOOppxIMBFm8o2FuWEiC3zdVcPWw3EbnaJQiT47JxXHXbQSqaw56nbtrnCwraFi46rIhObw8J3I88udLCqlyRF5dC7lcVL/5JpLL1cjm27YNdxMhejKtj91nx+63k6BLwOoMoW8gLW1BUKkR1NELNfknaTFBdloPzdFJVSVQ5K8gKIVj5dVZ4d+Ut4XqNDIy/wYCaRmoMiOHc2mvmIBF1/JQVX/Qz5ebv8TqbZy/XOos5c+SP1s8BoAyaGRC1+sj2s7MOxdlKDoqciGnE08EZV3J56P2s08Jqlp+j3TVWqh54X/1Obn741u9Gt/OXS0eQ+bfh+zotGEEhQLzuLNJuP66Bnkcmq5dyf7k46MW7hSsqyPkbPzCDmEBBcnjhf3iaa0zf6HcVU5ACvD80ud5cMiDnJl/JioxfE29EvvwwvD3+Gi+izpX+AZncfmpUBlJf/rpRs6OtmcPTGeOxSEoCYQaJ+NMXVKIWafikwkDGN4xgc4pBi4flMGM8V0xPvkggaIiAlVNh9DtZe7mxscYtUoqbE2HCmwus0VsD9rsOBYsaPI824wZSKFDyEiXiRp7a+jU7+ho9peWtrbabs5e0mIClDgUeJsfuUaqKh6/FKDUH14YUCQkIOj1clKwjEwzmFPpQ3rhdbQ9e+5rVKnQjr+cDf1GUuVpfl2rprD6rMwtmtukfeaumTj9zhaPU+OSCNkHcne/x0mNCb8TxGvjua7HbfQxXExhTXSeK7Y5c5q0Of/6m6Cj5SFyktOJe8niJu2OuU3PQUamKQ65YKjMkUWZkEDijTcSe8EF4ZcurRZFfPxRLXx5sOR5Qa2C4L63NoXJiEYRzl2p8dRw29zbOCPvDKaeNo2Cajdby/08/GUN5baGcdEBhZKA3UbGC8/jr6gkWFuDplMngrV11P69kMIzL2lyDq/N3c6cs9P4T81fhOITUPy1Hs/jswjuWSlqzgq9Sdv4OpUHUS8xaJr4SYkCol7fZM6VwhwLcm7FUWGvo5OkS8Li9JEZv89JD1otKGJaVzY1LSZICIHdNiVdmlk4NFUZltPY7S0jS52CIAioszLxbo6clCwjI7MPURS45Kci7rj2YQbHCQheLx5dDO9td/Llr7v5rUvL82cUgqLJkDIAo9qIUmj5K5hSIfLir8X0zkzhqqEvEW8QcXrg26VWFu3cxbfXRkcqWzpAfSFRr4/O80sQELRapCZCywWjqeVjyPzrkB2ddoCo1YZDU7Iah3wdDRTx8agyM/EXFze2JSQQdDRcpYo973wEfSKxmlgsXgu+kI/pO6ZzXMoZ3P+1DZu78ctd5xQD8QYNpjFjsP32G5Zvv4WAH8v301FdeBbbTu+OxhhEEIiosDa2Zyri0r9xffQ+APtvhCsSEppV5OyUbkk8/1vDUKBNZTb6Z8eystDS6HitSqRDcuTVf2VCAnHjx1P18ssR7bEXXignkR8lSuwlaBQaDCoDVnf1P4qFWlEltm5NjWRdCJUoscPafEcnVmFEK6jZ7SvjBPoCoMrOwb1BLtosI3Mw+mXFYfP4eXhe42fYiZ0TiNW2PN8kThvH5d0v59G/Ho1oH991PBpl0+I1zSVeq6RDkoG1xVbWTmsYJmfWqUg1Rifs1nzWWdg/+iiiLeb8C1AntrwQtyohHv255+P8YmrkOZx2aovHkPn3IYeuyRwyqqQkMl59BfEfK92CRkPqIw9Tu9/NMP6aa1BlZZKkS+LlES+jFvfddD/b8gZPnZ+HStHwBd+kVfLqJf1INGhQxscTd/HFZL35Jumvv4bhg1d5Jn8jd659ghm7p3L/2OxG88uM03HPaV1JHjNy3xxFEW337ugGDiRzyusokw9QQd5ZDZtmkLLpIx4Zk9HA9NniAu46pQvxMQ0fHgpR4I3x/Uk2Rn5wCQoF5nPGoe3Vq5EtftIkVFktl/+UOTz21tBx+iAYor5YaLiGjg2hlRTX9iIK4V2d7ZbmrzsJgkCqKqGB8po6Nxd/QUFUQkhkZI5lEnRKnr+ge6NNiGSjhkfP7EqSOTo7B8PTh3Nc2nFoFBp6Jfaie0J3lIKSczqeQ+e4zlEZIznRxOsX9cL4j2gCtULk7Uv7kBIfHWl8MSUV002Ny4ioOncm/vLLUGla7rSpdVoSr56IMr9x/rH59jtQJKe0eAyZfx/yjo7MYaHt2pW86dOxzJ2Lf916tD26YxgxgqDFgqZrV/SDBmE+71xUGRkozWYAuofS+HrA68yzLGObr5je2g701fmYdcswfttczaZyG4Pz4jmpcxIZsfu2/AVRRJWaggow+13cF3c/P+/6mRJ7CX3zgvx6+zB+XF1OqdXDyd2S6Z8dR1qsDsnchbwffsBSsB1bmoG/rGtxCX6Oz1CR7rUQr4sQ/ue2wp8vwaI3MAIXDpjM8KvG8+1mL1VekdN7ptE5xcCPNw9j0Y4a/txeTYekGM7snU5GrA71AZRnVCkpZL4xBe/WbVhnzEBhNDb6jGSOPCWOkrAQgSscy753RyfkdCEFAihaqVjo/qTHBNhcq0aSmh8BkqpMYKe3pP5vdU4OAN5Nm9APGtQa05SROSYwGwyM7AS/3HY801cXU2rxM6yDmSF5CeQmxkZtnCR9Ek8Me4IqVxULixeiFJU8ftzjJGgTIj9/DodQkC6e1cy8NJEFpQLLKiS6xcFpeUrSXX+hDJ1GNF71YhLi4LLxmEaPxPr9dLBa0J16Gtpu3dBnRK+enz4znfT33sO9YQOe2bMgLh7zOeNQpKahj4+N2jjHNKEgFPwNjgowpEDO8SC2Xh2iUaNGUVVVhVLZ8HvWr18/PvzwwwZtpaWljB07lp9//pn09OjVqjoQsqMjc1gICgWK9HRqBg+m8+WXNyjmpe/Xr9Hxgepqyq67Ad/27Yzp15fTkpLwl8zGseFVtH36cM1776I0HVxFTq/Skx+bzy39bmnQ3vW02Ihz9CXHMsdeyjN/PFPf/vqaKZyYcSJPHP8Eifp/hLA5K2HRG/V/mla8gWn1ezyYewIk5EPO/WAIS49eOFDPhQMPLZxQlZyMKjkZw/Bhh3SeTOtR7Cgm15SLxbnH0dHsraFjAUBspWKh+5NpCLK4XKTaI5Kka17ycKoqgdW2rYSkEKIgokpPR9BocK9dJzs6MjIHIdZgINYA95xswmazYTKZol6UssZdw+srX2fGzhn1bW+sfoPre1/PFd2uwKxt+QJXyFKM4vtryHLVcHlaHy6PzYGSCli8BBQqpIwlCEnRUWiNSYiDhDiMPbpHpb8mx8lIIyYjjeDokZSXl6NPTZULhjaXjT/Cr/eBbV/5AUzpcNpz0P3sVhv2iSee4Lzzzjvocenp6axatarV5hEJOXRNpkW4IsglRyJQW4tv+3YA3KtWY581G8+efALPmjUEq6paZX6ljlKeWfpMo/aFJQuZVRAusNiAsjWNOwn6YMfvsPQ9cB9cllqm/SBJEqWO0og7OkFbWEFPPAI7OhkxYfGObYcQvpamSsQj+Sj31wJhx16dl4t7TYTvsIyMTJPs3LmzVfpdUbGigZOzl3fWvsNOW3TGFJw14NrzXCpbA5t+hKIl4b+DfiRL08VR2wPl5eVHewrth40/wtdXNnRyAGxl4faNPx7xKV1xxRXcf//9jBw5khEjRrBlyxa6dOlCcYQc79ZCdnRkjggh54FlNEPNdJj2RwoGCblcSMGmdXm/3/59k7ZPN35Ktbu6YePBkkNbcftX5shT563DHXDvUVwLoVKAeo+vEbRaW72Gzl70KolEbZAtdQdWNNyfNNUe5TXfvoeaOr8D7tWroz09GRmZQ8TisfDh+g+btH++8XO8gaZLFTQXae9rnCAi5Y8m1HcSUuexoNhzL4mCsptMOyAUDO/kEEGdaW/br/eHjzvC/P3333z55Zf8+OOPxByBhcN/Ijs6MkcERVxc08kHCgWKQ8hRCfn9eHfvpuq11yiafDMVzz2Hd8cOgu6G8tQhKUS5s+nVoDpPHSHpH2FCqb1AbOLBkDkIohVXLdMmKLHvq6FT5wph0Ir16ndBq+WIhK3tJdMQZEtd819K4hQmNIKKnd59jo6mY0cClZX4S0oOcKaMjExrEwgFIhYL3UuNp4ZAqOX1eiRNLFK38/Cd/T1VZf0p+sFCxZY8PKd9RbD7xWA8MnkQMkeZgr8b7+Q0QAJbSfi4VuCJJ55g4MCBDf63N+LnxBNPJCUlBZPp6MiDy66+zBFBmZCA6cyx2Gb81MgWe9FFzZJ73otn7VoKJ16N5PMB4Fq0iLrPvyDzjSkYhg9H2JMQJwoiY3LGMKcwcpGxQamDiFH940XWkAJnvw7Tb2zYrjXDWa+BXnZ0jiX2r6FjdQUwaPc540GrrdVr6OxPljHA6mo9Np+ASR1pVa4hoiCQpkpsIEig6RxWcnKtWIE5I6OpU2VkZFoZo9rI0PShTNs6LaL9pMyT0KmarrPTXITYdNz5N1B41fVI3vAOkWsR1H0zncyXXkCnTZRXtP8NOCqie9wh8thjjzWZo5N8IJXbI4D8/Zc5IiiMRpLvuZe4Ky6vDwUSdDoSrrmGxJtuDBccawb+igpK7r6n3smpJxik9J578VdWNmgekDKAtJjGijBKQckt/W7BoP6HdLBKB93Ohhv/Rho4CTqORjr5v3D9Qkju1vwLlmkXFDuKiVHFoFfpsTiDxGj2q6FjsbS6tPT+ZBvDq7ubaw8lfC2Rbd6i+r8VRiOqjAxcy5ZFfX4yMjLNR6PUMKH7hIhFQ+M0cZycezKi0PJXsKDFQukDD9c7OfWEQpQ+9CiS89DDwmXaIYZmSm8397gocrRrBMqOjswRQ5WcRPJdd5H/6y/k/TSD3K++JO7yy1AlNb8gY7DOQqCsLKItZLcT+IeoQWpMKh+e+iFj88bWV6Huk9iHz874jDxzXuRBNAZI6UHotOcoPP5ZQkNugrjc6FR+lmlTFNuLSdKFv391Tql+R0dCImSzNdsBjwYmtUS8JsimQ8jTSVclsttXRnC/EExNt244//q7sdCGjIzMESXTmMnUM6YyOHUwEI4yGJU1is/O+IwMQ3R2XIN1lojFuyGcG+uXk/n/HeQcH1ZXo6n3FAFMGeHj/mXIoWsy+3BWh9VbAl7QxYExdV9C40GweW31id0GlYFEXSJapbbRcT67jcry7QQ8boQNW5Fm/0nitdcSM2QwimbEb0oHS6QLNI55zjRm8uhxj3Jr/1sJSSEMKgOx2tiDX5QgUlVnJyNHdnCOVfbW0AGwuILkJYdviSG3G8nvR3EEc3QAckwBNtQciqOThF8KUOyrJEeTCoC2Rw8cc+bgLyysr60jIyPTGLerGqvXRmqeiTp7MWZ9Iip19H7zSlFJ57jOvDziZew+OwCxmlhiojjGwZLLJX/L84Bk2gGiIiwh/fWVhJ2d/Re69rzDnPbsv1JQSXZ0ZMJUb4PvroXSPfrmGiOMegR6XXjAvBSFQkGFu4L/LPoPf5X+BYBaVHNZt8uY0GNC/UskQIW1hK+2fs6XBdOx++30Se/NnY9di/TeD4haDYYTTjjoNJVxcShiY+trnOyPoNGgTIm8LatX6dGrjtzqvEz7oNheTM/EngRDEja3tK+GjjWcRHwkQ9cAcowBVlVpqPGIJGgPXk8nQxXObdvhLd7n6HTrBkoljgULib/yiladr4xMe6XSWsiM7dP5ZNs06rx1dIvvxt29b6RLXGfMpujmt5k0Jkya1knEFs1mFPHxBGtrG9kElQpVWmqrjCvTBul+Nlz0aRN1dJ5ttTo6c+fObdL22WefNfg7MzOTLVu2tMo8mkIOXZMBazF8fMY+JwfAa4df7oWd8yKe4vIGcPqCxKfHc9vc2+qdHABfyMdHGz7ii81f4AuGc2mq3dXc89f9vLf9M+z+8MrWmuq1TFxxF7XXnEXNhx8RqK6OOJY/GKLc6qHM6sYXG0/q449FPC75nnsOSdRA5t9NMBSkzFlGki4Ju1tCkvarobPH0RH1R3ZHJ9cUREBifXXzdnWMihhMYgw7vPtCV0SdDm23btgP8PCRkfk3U2Mr4qmlz/LBli8ZnjGSyzpPIlYTzzXzb2N19TqCQf/RnmLzEUWSbr8toinh2muRmgxlatvY3H4q7F6MKVkEQ3IYbrPpfjbcvh4m/ATnfxD+/9vXtWqx0LaO7OjIhB0cR2Vk2+//Afs+lY5Km4ffNpRz7WfLue6zFSwuDHFV1zswqRuvVn228bP6OjVF9iJWVa1udExICvHCrvcJjRpKyONpZC+zunlp1lZOeWUBJzw3j1u+XIOjzyByvvqSmBNOQJmSgn7wILI/+RjzWWciahuHy8nIRKLCVUFQCoalpZ3h8I+9OTpBqw1BqUTUHqSuUpTRKSXSYoKsbaajA5CuTmSbt2GMvq5fP1zLlhGIsMorI/Nvp8pTS7qxK4/2/4C6wrEsXz2YrMB1TDnxS77Z+RPVjvYjzx6sqcG1fAWZU14nZvhwlCkp6AYMIP2555D8PvwlR64wYzTwBYJsLLUx+YuVnPD8fC76cDVT5u2g3Oo+2lNrP4gKyDsBel0Q/v9/Ybja/sihazJQvLxpW91uCIQdkEqbhzu/XsOf2/ftvCzeWUuXlBgeO/tl7vpzUoNT3QE3Tn+4UOii0kVNDrGpdhPBbtfWy0LvpcLm4eqPl7GpzF7fNndLFSN31PDzLcPJe+lFQm43olbbrPweGZn9KbKH1cqS9cmUVoXDxPbu6ISs1iNaQ2d/OpgDLKtQEwiBshlLURmqZDa4G1ZZ1w8aRN3Uqdh+/ZX48eNbaaYyMu2TKpcTlfNEbpi+73ezvAC+WqJkypW34m5HOzqiToftxx9xLlyI6ayzMJxwAoHqKipfeolARQXG00472lM8JLZVODjnzb/wB8O7OBaXn9fmbmfhtmrevWIAySZ5MVPm0JB3dGQgqUvTtpgk7EEvu6y7WFVU28DJ2cuWCicFpXF8eOqHjMoaVd+uFJX10ppx2rgmh1CLatTxCY3CzjaW2Ro4OXvxBkI8++tmXCotquRk2cmROSyK7cUICCToErA49zg6mv2KhR7hsLW9dDD78QRFtlqatw6VqUqiPFCDI7hPRlZhMqHr3RvrtG9ba5oyMu2WBE1HpsxpvGvj8AZ47bdKFELskZ/UYaKMj0c3YABBi4W6zz6j4plnqHnvfQIVFagy0lEmNl/V9Ghjdft58ueN9U7O/qwusrC9ynEUZiXT3pEdHRnIGQZ7VWAEEdL6QqdTwJCKbfA13L3if/yyYy6/b6oiLzGmgcpyboKeDkkGvl1RhlpKoGdST67vfT0Al3a9lERd2HkZlj4MYb9YYb1ST8fYjiTpkjgr+3QSE7Ib7ejMXBdZRhpgwdYqHB5ZTUbm8CmyF5GgS0ApKrE4Q+jVAkrFvtA1MeboODqp+hBGVYiVlepmHZ+hChdj2/6P8DXDyJF4Nm7EvWZN1OcoI9Oe2VjqZm/aR7JRQ6dkAzHqcHjPykIrPv+RDVltCYrYWNKffRZVTg7KjAwMo0ej7pCPIjGRzLffRpVydIs1HgpOb4DFu5oOt521oXWKXcoc27Tp0LVgMMhVV11FRkYGzz777NGeTptDCgTwV1Tg3bwZf0UFuh49UGVkHDQhv9JVSZG9iG1128gyZpFvziN14q/Yt8ynMv9Clhc5EUNBBgyPJVYV4lZEQpIGpaOG/CQDXVKMFNW6yIrXs7XCjj8o0TvTjMtfTaYhEzVKfj7uI8yFdbi+/g6pR0+S01N4dvizPLXkKR7pciudPWakLTtQpqaSmD8ARdCBe/mviEEfYs5xCLGZxOmbftEzaJRRKULlLyvDu3MnvoICNJ06oc7ORtWEcpvMsUWxY78aOq5QfX4OhHd0VOnpR2VeggAdY/2sqFRzWRfXQcs3pariUaJgq6eIvvrO9e3a3r1RpqVR/e57ZL0xpZVnLSPTfgiEoE+mmZtGdqTG4aXK7qVjspEap5cXft1C07VIDp3aylpq/LB8RzVKhciA/AQSVBLmxKbVTA8VdVYm6s+nUVDrYnO5ndzEGDolGdAmHVnVyJYiCqBTKXD5Iktmx+mbn7soI7OXNu3oTJkyheXLl5OREV2px2MBKRDAvXYtRddeS2i/ysfaXr3IfP01VKmRJSWL7cXcMOcGCmwF9W1xmjg+OeVbvnCM5r03V9a3CwJ8ekV/Fuys5v0/d9e3Xz40h6w4HZM+Wcb+YigXDkrliuO7kLyrAMvN1+N0NZzX6Nde4aQTv6D8ltvxbtoMgA8ojokh69Wn0K17D6FiNQCBQddzTt8HeHdhw9yDvVwxNIdEQ/NWvJvCs3UbhRMnEqypqW9TZWWR/cH7qLOzW9S3TNunyFZUv+NocYb2Ka55PEheH+IRlpbeny5xflZVadhlU5BvPnCdDIWgIF2VxFZvQYN2QRQxjR1L7fvv4167Fl3v3q05ZRmZdsOQ3DjMOjV3frUa534v1T0zTLx9xQDUqujk6FRVWXjjjwI+XrZP6lcQ4MEx+VzQC+KSo+Ps7KhycPXHyyio2ffMTYhR88nVg+mZYY7KGEeC+Bg1lw7O5oM/d0W0n94r7QjPSOZYoM2Gri1atIhZs2ZxyimnHO2ptEn8FZWNnBwAz7p1VL76GiF3Y4USq9fKo38/2sDJAVAr1GwqdfDefs4MQLpZR6kz0MDJ0asVnNgpkWd+2cw/FR+/WVZOYYUS5/OvIbkaz6vm9Tfwzv8D3x4nZy8hp5OiOx4hMPCe+jblsndI8xdz9ymd+Se9MkyMH5KDUnH4X19/ZSXFN97QwMkB8BcVUXrf/RHr9MgcWxQ5ikjSh3d0ap1BYvbk54RsNoCjFroGkGMMoleGWFbRvBCaTHUyWzyFjdpjhg1DlZ1N+RP/QQoepNiujMy/BFGCe75Z28DJAVhfYmPa8iIMQnRejVYV2xo4OQCSBE/N3kmBPTqh1+VWN/dOW9vAyQGocfq4/rMVFNY4ozLOkUCtVHDN8Dy6pDZeZHrkzG6kmmUhAplDp03u6NTU1PDQQw/x5ptv8vHHHx9WH8Gj/FDfO35rzcO7ZXMjJ2cvtp9+ImnyTSjSGq5+1HpqWVa+rNHxp2afw8d/lTdqH9s7jWkrihq0jeySzMx1jY/dy9t/FPDqaWfC5s2NbLYZMzCcdGLE80J2O94qFyp9ArjCzkfcrFu44uIfGN0thR9Wl2B1+zmjZxqdUgwkGVQt+mwDlVX4S0oj2tyrVhGoqUXQhwuMHu3vUmsRre+oQnFg6crW/PwO9xpsPht2n50ETQLBYJA6R4gOKUqCoRCBujoAxBg9knR06jcIQJdYP4vK1FzQ0YF4kEiaLFUSS5zrcQc8aMSG4R2xV15B1VNPU/XW2yTceEOr35uORdrLZ3akfovt5fNoim2lFhzeyI7GT+vKuH1ELqYWXpu1xsbbi4qatH+0uJBnU2JQ61r28l7n8rOioC6ircTipsrhJSO2/TgIyUY1n0wczKZyO7+uLyder+ScfpmkmrTEqMR285072G9RpiFer5e6ujpSm4hGagltztEJhULcc889TJw4ka5dux52P+vWrYvirA6f1piHVqslqYmXdAD8flw2GzsqGibuKdIi//BMqniq7d5G7Wadiqp/tJt1Kgpqm14hqrb7kDpE3o6X/AcOBwhU14LWXO/o4KhEdFXhLrNxXgcDoqjC5SqjZLufllQ5EASBPPuB1VvcVgs7LOGHR1v5LrUWLb2+AQMGtGr/zeFQx9jlDodGeGu8bLNvp84RSzDWRUlJDYrCAhSighq7HRxHT+UnQ6FllTeTv7dZyIs58KqsRhIJEmLBjsXkC43DO5TDhlH9xhuU6HWE+vQBjv3vdWvQ1j+zI/1bbOufRySys7MPWJPFH5Tw+UOsXr26ReOkp+VQ5Wj8XN1LucOP2+Vh45bGi4KHRELeAc1Wl5/169cTCLQv8Z4ElYpr++gJhUI4SrezvaR9FQ092G+xNQmGgqysXEmVq4okfRL9k/ujaOVaOlarlZdffpl58+ZhtVoxGAwMGzaMO+64o1nOy/jx47nssss477zzoj63NufovPPOO6jVaq644ooW9dOrV6+j6lEHg0HWrVvXavPwBgLUNGFTJiehj4unb5eGspLlrnJ0Sh3uQMOb/A77BgbldmNndcOXqW0VDvpmxbF7vy3xbZV2Bucl8Nf2yKMPzIlFselvIrk0yuRkRKOR5PvuJWixYPvpZ/wl+1wWTYccmLfPgQtmDiUmLpU+yQe+kR8OgcLGYT57ETQa9EnJ9EpJbtV/w6NNa39H99Ka/R/uNVTsroAd0L9zfwRJhz9UR0ZKHBkZKhybN+MzxBCbdHRlWRMk+NMSZLM/k+EZB3a4kqRkppbMwZUk0TG2YyO7lJ9Pjd2O4o03Sf/kE7Z6Pcfs97o1OFK/ldYmWvNv759Hz8ymX5qTjBr0KoH8vn1bNIbb7mRQpomi2shO1bBsI0azkb4JLRtnd40bjVLEGwhFtGfE6emY1LNFYxwt2vv37Ggwp2AOzy59lgrXvoXuFH0K9w++nzE5Y1pt3DvuuAOj0ci0adNISkqiurqap556iokTJzJjxgyUygO7G3V1kXclo0Gbc3R++OEHKisrGThwIAAeT7hY5Zw5c1i+/ACFLf+BQqFoEz+M1pqHOiMDbZ8+eCJIxybfdReq1JRGqmRJ+iSu7nk1b6x+o0H774W/8sHIm5m+urzBzfKX9WW8P2Egv6wvq29ftruOySM7YtapsLobujMqhcDNw7MRZkZeoUq64w6cS5ZimzEDVXIyCddfT9BqperFF9H164vKv7u+OCkKFdKJd6PQtlJCeEICpjPHYvvp50am+KsnokxOQtrz79ZWvkutRWtf35H4/A51jGJnMTGqGExaEyW14ZVOs06BQhQJ2WyIBn1UVP1agiBArwQ/Syu0XN7Vhe4Ad2uNoCFNlcgWbyFipJU7UUHijTdS8cwzlE+eDI8+csx/r1uD9v6ZRXv+7fXzSDOq6JthYnWJrZHt3lF5JBk1Lb4uQ6yJG07K56cNVfiCDZ0Qk1bJuH6ZqDQtE9QBSDFrmDQ8lzfnNxbuGdsrlbgYVbv8N9qf9vo9O9LMKZjDnfPvRKKhI1/pquTO+Xfy0oiXWs3ZWbFiBU899RRJexYIExMTefDBB3nxxRex2WzU1dXx/PPPs2XLFmpra8nMzOSee+5h5MiRXH311ZSWlvLYY4+xfv16Hn300ajOrc2JEfz666+sXLmS5cuXs3z5cs4880zOPPPMQ3Jy/g0oExPJfPUVzOefj6AKx+Qrk5NIf+5ZYkaMiPiSplaouajLRdwz8B7MmrASi06p45Kul5BhVPD1xAH0zNhXfLNXupFUZYD/u6Zh+/SVxfzftUM4Ln9fiFq3NCOfn9sB9fP/JeHaazGdORbq55VM2tNP4du1k9p33iFQWop79WrKH30Uf0kJqc88TfrDN6P8+7/hzlJ7EbhyJsrEDof9+YS8XnwlJbjXrcOzeTP+ysoGdoXJRPJ99xE/aVJ9Lo5oNpN0zz3EX345oqb91FGQOXSK7EWk6MMy4nV7ioUatfsVCz2Kimv70zvRhy8Ii8oO/n3MVqey0RNZrQjCFdSTbr8dyedD8/IrSL72U/1dRiaaKBUu3rykNxf1TUO9R9Qm2ajhf+O6cWK+CTFKv40ss4avJw2kR/q+5+eQnFi+uWYQGYnRuceoFEGu6KTngdF5mHXhZ65ereC647N4cEgiMTQdpidz7BAMBXl26bONnBygvu25pc8RDLVOjtPYsWN57LHHePzxx5k5cyYlJSUkJSXx7LPPEh8fzy233ELnzp2ZPXs2y5cvZ/jw4Tz++OMAfPjhh6Snp/PEE09E3cmBNrijI9N8VKmppD78EIk33oDk9yPq9ChTkg+4Eh2vjeeybpdxSu4puANuNAoNcT4VZROuQ2+18sad9+If2w9RoyEUtDCt8H0WVPzNucOv4FZDdwQBNltWoNQYeOuy/tTaXPiKSlBtWY9033/wlpRQ8scCYi++iPwffwBAUKqoeOklHL/80mg+li+/JH/ClfjjjUjXLESQQqAzozYdfi2boMVC3bffUf3aa0jecIy0KiOdjFdfRdutG8KelSFVUhJJt91K3PhLkbxeBJ0OVXJyvV3m2GV/aem9jo5Bt0de2mpFlXZ0auj8E5NaoqM5wJwiLSMzvQesqZOjTmWJcwOekA+tGHmlWBkfT/zkm6h85lmqX3uN1PvubaWZy8i0XcpDddw+9yreOHEKk08aij8YQqsUWGH7g/ELX+OLM74gGtXUFHW1pHw5lY8mTMKBEkEAY9CD9+2XkSbfBGktl0v2V1RgKNzJuM0bGH18H3z6RNR+L7o1CzDH9gFNNhjjonA1Mm2ZlZUrG4Sr/RMJiXJXOSsrVzIodVDUx3/yyScZMmQIM2fO5NFHH8Vut5Odnc0tt9zC2WefzTvvvENKSgqSJFFSUoLJZKKi4sgUgG3zjo5cKPTAiDod6szMQzpHISpIjdmXHGafOxfvHpW0wD13ACDN+5KL51xef8zra59p0Eeq0cR5HTtQsL2QbhlJWP4ux+r3o0hMxHzmWOIuvwJ1ZgYOnwMKSyI6OXvxrFuH+eyzgQMXOm0uziVLqXrhhQZt/pJSCidMIO+HHxp8XqJajVqu0/Svo9BeyJC0IUDY0VErQaMUwjV0PN6jKi39TwYk+/hyWwxb6pR0jW86oThHnUqIENu8hfTSNc7T2YumQwcCJ55I3ccfYz71FHQtzEWQkWlvbKzdRLmnnPNnX4BSUKJRanD5XfUr385AyyWZQ34/dZ9/jjtGga9uE6tsm1CKSvrGdEFUBHEsXEjcxRe3eBzRG6B2+g/Yf/sNCCs2+vf8z9erF8n/faLFY8i0fapcVVE97lARRZFx48Yxbtw4JElix44d/PDDD9x7770kJSXhcDi46aabqKqqokOHDsTHxx8xVdM27+jItC6SJGH7eWajdjVKBISI26AACboEAAKBAIrUFJJuvpm48eNBklDExyOqVFg9Vr7Y/Dkn0vmAMZKCMnrVjv3V1VS98kpEW8jpwvnXX6ij8HCRab+4A26q3FX7aug4gpj27Oa0hRo6/yTXFCBJF2Tmbh1d4+1NHpeuSkKFgo3uXQd0dACCQ4eg372Lsif+Q9630xDENhfFLCPTaiTpk8g0ZnJf3rVk+4xIVjtSaiLzHat4Z+dU1E3siB4KQasVT498/s+wji9X3FzfLiBw22nXcEqRF5PTiaKF9xoxGMQ+e3ZEm2fdOkR/+1Jbkzk89j7PonXcofDHH39w6623Mm/ePGJjYxEEgY4dO3LXXXfx119/sWLFCt58802mTJnCqFGjAPjtt9+YNWtW1OcSCdnR+bfhtoAUAl0cCAKCICCa91VOVnfsSOJttxEUkvh+zFz0QT8GrxO3o4ZqpYtva35nVvkC8o25BIqK6J6YiG/LFggEwi+HSgXB6nK8Gj9KQBfwsy60i+NOOAFNVhai0Yh32zYcCxZAMAgKBdpeUVSE8fvx7Wo6T8G9dl1UVtGaQgoGCVRWhguOiiKKuDhUycmtNp7MoVNkD9e22JujU+sIYdwbtranUGxbcnQEAQanePl5t55iu4JMY+QYa6WgIFOdwoYD5OnUI4rEXjqeqqefxvbzz5jPOivKs5aRabt0i+/Gex0ewffYC8QM6osyzoh7xlxOERWcdPMbxGsjl0g4FASVim3ZSpKDGSw9cTqSzQGCgGSM4fXKb6ju24cMRctfwUJuD4QiK64BBOTi1/8K+if3J0WfQqWrMuICtYBAij6F/sn9oz72oEGDSEhI4IEHHuD2228nPz8fr9fL3Llz2b17N2PGjOH1119Hp9MBsH37dt54IyyK5fP5UKvVqNVq7PamF/Jaguzo/Fuwl8HuP2HpexDyQ+9LoetYMGcQe/75WL74Av2QISRMvglLag4vzS3kmu4mxJefwbJkMRC+cV9x/jhuvOYjfD/Mw5eVS8Vzz+PfI9Usms0k3TyZQJ0F/0kDmOFfyilpxxEvJCBe1RXLR58SqKlB17s3We+8TdWrr2E++2yUCQnRu06lEnVuLr7duyOatT26R2+sfxByOnH8vYjyxx4jWFsLhHOD0l94AW2vXoiq6O1cyRw+hbbw97Xe0XEG64UIAhYLgkKBuOeG3FboEe/nj9IQM3bpuLF301LTeeo01rq2N6tPTaeO6Pr3o2rKFExnnCHnpsn8a4izBnGsWEPKA1eg3Po5grOS4Mj+BPPPxf7nBrQ5fVs8hlML2YZMBm3VUXTLBII14ZIMyvR0bnnqSTYqAwRUAi3dO1Lo9SCKTTo7yvgoPl9l2iwKUcH9g+/nzvl3NorGEQg/3+4bfF+r1NPRarV88cUXTJkyhRtvvJGamhpUKhV9+/blo48+omvXrtx7773cc889uN1uUlNTueiii3jhhRfYunUrPXv25IILLuDll19m3bp1/O9//4vq/GRH5xjG7rMjIGDwu2Ha1VDw9z5jyUpY8hZMmIEqI4OEG29AP2AA7qQ0Hvh1B+d3MqJ5/H48mzftO8fvx/3lNLRqHbFnnknhhKuQ3PsUXUJWKxVPPU36iy9if+gZhj1zB9N3zOHSlTosb79Xf5x30yasM2aQ8/lU7Il6dvnKCHgCmDVmknRJLfshCiJxV15BxX/+29ik16Pv1+/w+z4I3p07KbnllgZt/pJSCq+aSN6PP6DJzW21sWWaT4GtAJ1Sh0kdVkKqc4TolBp2QkNWC6KhbSiu7Y9ChKGpXmYXahnXQSQ9JvJLTZ4mg7mOFdQErCQozRGP2R/TWWdT8cQT2GfPxnTaadGetoxMmyRkrcacXIpi/nN4up2FN60nMRUbUc+8DNMZH+OvrkaT3jJBklAwRKZNRfkHH6J8/C58iQYEQFFcQ8Uzz9Drf//DH/SjVrTM1RG0Wownn1yfo7M/2p49EPVta9FGpvUYkzOGl0a8FLGOzn2D72vVOjrJycn85z//adI+adIkJk2a1KBtwoQJ9f99zTXXcM0117TK3GRH5xikwlnB4rLFfLftOwRB4KIO5zBw8CSSy9aCb7/V4NqdsOYrlMNvJ2HiRGotDmpcAZYWWnmshxrf/k7Ofli+/gbTqac2cHL2p27qVIyjRyFs2M35PUdhefvqRseocnPZqazjwb/uZ6c1rP8fp4njgSEPMDxjOEa18bCuXfK4CdlsJFx7DbWffIrk8wGgTE0l9ZGHca5cibZbt8Pq+0AEHQ6qprwR0Sb5fFi//Zak22+XV83bAIX2QlL04TpTkiRR69wvdM1qbTPS0v+kT6KPxeUavt+uZ3KfyLs6eerwy9l69w5OMh48REGTn4+mWzdqP/lUdnRk/jUodSGcOgU7zn+DTwt+pcKzjcH5fThv+M1krPwCKfnwSxvsJcbho2rlEgoeuYz/bnmNqtJwEnimMZMnn7kTw+JFJGRcQEu3dCS/H/PZZyF5vTjmz69v1/XtS+Lkm5D8soz8v4kxOWMYmTWSlZUrqXKFc1H7J/dvlZ2c9oLs6BxjVDgrmPz7ZLbUbalvW1Gxgj4JPXlp3Kskf9PQo2b1VOh/OVVBAwu315Bt1hKrVyGVljQ5huTxEHK5mrR7d+zAfO65aMqKCIYiO0vCY7cxadmdOP371G3qvHXcu/BePjr1IwamDmzmFf+jX7UayzffoO3dh4yXX0Ly+xGUSoJ1FipffImkO+84rH4PhuR24926tUm7e+06Ql5vOMxA5qhSYC0gWR/Om3J4JQLBfTV0AnUWlPEtj89vDZQiDEvz8EuBnrE2N7mmxrk6cUojcQoja5vp6AAYR4+mesoUPJs3o+3aNdrTlpFpc7gDdUwzm3n5r/vr29ZVr+OLnT/y2bBn6KhoOueluUhuD7XDe3Db4skNwoiK7cVct/J+vjrubWLt9haLEYRcLkruvIv4K68g7pJLCHncCFot3s2bKbnrbjJefhk6d27p5ci0IxSiolUkpNsrstTOMcb84vkNnJy9rKlZz/KQAxIj3/C2VDpZWeHBpFNjdfsRkw9QRUCpRNA1/cKuzswkUFVFKDMtonygtndv/nCta+Dk7M+rK1/F6rU2Pf4BUCUnk3T77dh/+YXiyTdTcvsdFN98C2WPPELIbkfXo8dh9XswBI0GdVbTMt+ajh0Q1S1X8pFpOQX2ggZCBAAmnYiERMhqbVNCBP+kd6KfeG2Qr7c1/fvLV2ewxtW00/1PdP36IZrNWL79LhpTlJFp89Sak3hlw0eN2t0BN//d8AFWdcvXgL0xaj4o+iZiYrgv5OPHqt+RDC2/1ygMBiSfj5r33qfohhvCz7wbbqTqlVcJ2WzRzYGVkWmHyI7OMYTFY+Hbrd82af+6ZD6Ozic3aJN6X0LAIzJrQznWgIA2PpYpl/bHk9cJ/W13IERIyjadcTqiVgPKyA+D2EsuwfbLLzi7pOPv1amRXZWdxSrPtibnubVuK56Ap0n7wTCccAIpDz7Q4IVV27MH2Z9+gioKBdoioTCZSJw8ObJRFIm95BKEJj4vmSOHy++i2l1NSsweR8ce3hUx6URCTheS34+iDebo7EUUYESGh/U1atZVRxa36KDJYLOnAE/I16w+BaWSmGHDsP74Y32op4zMscway7YmSyesqV6HjZZXj/foFGy2Nr3gsNa2Gb/6ABWAm4kiPh7DHsnef6Lp3AllouzoyPy7kR2dYwgJiZDU9JZ7SAoh7f9PHpeHVzeQkjvv4syeKXRJMzHurcVc8+lyznprMU/H9EP70eeIxn35MpoTT0R1/WRqTGriX38R0WTa159KRcK11xC0WlE+cDPP7n6fny1/EXddw3C5YFU1HdRNF+nMMGSgEg+uUBa0WvGVlOArLSXo3Lc7pIiNJfbSS8mf8SN5331L/s8/kfXuu2jy8g7aZ0vQdu1KysMPI+y3cyPGxJD5+muoDrGoq0zrUGArAPZXXAshCGDQCvukpduwowPQOTZApiHA/23VE4rwrtZRk0mAIBvcO5vdZ8ywYYSsVhx//hnFmcrItE2CBylUGKDlDoiERIah6edcrjGnXg2rJSiMRlIfeRj9cUMbtGs6dybzjTdQJkanELeMTHtFXmI+hojVxDKu4zieX/Z8RPv5eWMxbvwd0vsRzDkdn6kfJY/9D92TD7OmzMorc/btsoQk+G1jJSUWD+9+/xOKHVtxGOKYXebj1U828d3kgZTlFdHjq4/Q1DoRvF7UickEpCBFoWo+KP+ePFMmZ+UcT7y6GGO/l6j5/DsC1dWo8/M5q+u5fLjjCwJS42JmN/W9iXhd03kSUiCAd8cOKp5+BteSJSCKGMeMIfm+e1FnhB8sokqFmJ6OqoXKOYeCwmwm9oLzMYw4CX9ZGYJSiSolBWVSEoIsLd0m2G3bDUBqTCoANfYgBq2AQhTwWS1A23d0BAFGZ3r4ZLOBBSUaRmZ6G9jTVEnoRS1r3NsYENO8nBt1Ziaq7GysM37C2MTqsIzMsUKvxL5N2rrHdydGbHkupVpUc3WPa1havrSRTUDggs4XRy1BXJWaSsZLLxGoqSFQVQVGE5qUZFRJ0S8OKSPT3pAdnWMIQRA4Oedkvt7ydf0L3V46x3VmaNYIQmkjccyfR93//YJr+VT0H7/Gplgtb/4cucjg+lIbq+uCPLjAicW1L2/mr50lTCv7H8X2YuI0cTx5/JP0rV2OadYj5HY/m4eMSeirdqBZeCEEvKgNKSjv+grbrD9AoyZOn8rro17nnoX34PCHFaQUgoLxXcfTKbYjkiQhCPtWu9wBNxaPBQkJrStAzY03ESgtBVEkYdLV6AYMwPbTzyhTktH3748yMRHxKCT+i1ot6sxM1PIOTptkt3U3JrWJGFU4rLHGEcJUXyzUiqDVtAunNN0QpGe8j2nb9AxN9aFT7luhFgWBDpoMVrg2czXNLwSqHzwY288/E3K721wdIRmZaKLzqZjU+Uo+2Pppg3a1qOahfveikFqeO6MRjZRUxnN9zzv4YOPrBELhRT2dUsftfR9mW4mGbvHRyduUAgEkj4dqTzV+EygkGyleEyGPB1GrjcoYMjLtFdnROcZIjUnlvVPeY07BHL7f/j2iIHJB5wsYkTmClJgUfKWliHFpmM85h7g7b+dd12/0CJ6Kzd14Z2UvBTVOTFo1Fte+Y5yeEFpF+AZa563jlVWv8GX6GeCqRrf8Qxq9JjkqkOpKqX7rLbI//hitzkCqPoXHj3+ckBTCG/SSoE1gVsEsxs+8jK9O/z8yY7MBKLGX8Naat5i5ayb+kJ9ByQO5Y8oj6J/7kPhTT8e1cgU1N9y4byyFgtTHH8d0+mltOt9C5sizy7arfjcHoNYRxKjd4+jU1bVZaelInJTp4d31Rn7YqeOSzg1VEDtrsplh/RNfyI+6GWGgAPpBg7BOm4bjjz8wnXJKa0xZRqZNYLa5GJ94GgP0XfikbDpVnhr6m3swPuscUmsVgBViD6/EwV4cvgCvzS6hT3Z3XjzuC2yBChSCAg2JfPZXLV5/JSd3zcGgaHkGQU1FAX+XL+bN3Z9R4ighQZvAxJyLOE0aTXJqfrtYvJGRaS1kR+cYJDUmlcu6XcYZ+WcgIBCnjQPAX1ZGxXPP4e/fDTrnIcYr+WnTL4zNv5jf7jajVgooQiLrd7h4ck4JpdawIECX5BguHJBJdoIepSiyrsTCyC7JdPbcRKzWSKo2nlg0KIIeSOoKVZsbTyo+H19FHeYLL0TTuRMOn4OXVrzEH6V/olFoUIpKnH4nneM6M7nvZCx+Gxp7KUEpyNWzrqHUWVrf1bLK5UyoXsP/Pfwm0tKd2H76ueFYwSDljzyCrncvFF26HPCzCoQC1LhrEBHxhXyIgohWqSVOG4ckSeSYTAQrKpDUajnW+Rhgt3V3fX4OQLU9RHpcOHwkaKlrV46xSS0xNNXLbwVaRmR4SN2viGgnTRY+yc96z0766w/8G9iLKjUVVVYW9jlzZEdH5phG9Pmou/oauj38EI8c9wIhRFQBD7z8CrZggLhbbzl4JwcbQwiQZtaycpeTM3vE0ystGyRYudvHmkIHo7ololQcOFeoOXjqavi5ZDbTy37jsm6XkaJPweq18sOOHyh0l3KrbjLmxOiJ8PiCPmo9tUiSRIwqBpPGdPCTZGSOIrKjc4wiCALx2n15LkGrlYpffqT0mtN4affHbNz6Bu9kv8ObY97kg/VT+L3gdyQkRmSN4IZe1/H91dn87/dqVpZ5yY/VMH9TBW/M347HH+K4/ARO65nM2qq1fLb5Y7QKLefknMLVOaeTeuI9CBUb4M+X9p8MwdFPoVZ1InnEWJRxcTgsxayv2QCAN+jFG/Ryc9+bMagNfLbxM4odxQxOHczYvNMbODl78Yf8vF34JXc6G6u67cXy1dekPPwQghh5xazSVcl3276jU2wnVlWt4vtt32Pz2ege3517BtxF9i4X1gcepaqyCnVeLkl33YV+0CCU5oNXnJdpe0iSxG7bbnom9qxvq3GE6JYeXu0M1llQZWcfrekdFkNSvaytVvP5lhju6m+vb89QJRMjalnh3NRsRwdA178/jt9/D9efkleBZY5R/GXlxPz8C5+tKeOTt1Zgcfnpnmbivkm30dFWghhsueqaqPBx3+k5mGMcTFnzGvev/gNREDkj+xR+uPV6bG4dAckLtOx3Vh204lSHuKTrJXy64VMK7YUk65O5pMslGNVG6iQ7ZqLj6JQ7y/l046dM2zoNd8DNoNRB3DPwHjrEdkCtkMsnyLRNZNW1fwlBu51dA9O4ZuW9bKzdiIBAoi6RG2bfwG+7fyMgBQhKQX4v/J1r5lxHrcLL/cepeW98Xyb931o+XVaCxx9eMV60s4aL3l7K4MSzMKqMeIIevtz5I9eueJZKpQJJnwg9LwRRQajbORRNWscm83HsNqZQLWqRJAkVYn3RRoDR2aPxhXw8u/RZih3FACTrk1lQ8keT17S0chn+/KZVbfylpUhNPLBq3DXct/A+NAoNX2z+gk82fILNZwNgY+1GJs6exGaDDdEYXq3y7dpNyc23YP/1V6RA02F+Mm2XKncV7oC7PnTN5Q3h9kmY9CKhgJ+gw45oaFm4ypFGJcLITDdrqtWs3U9uWhQEOmuyWerceEj96fv3J+Rw4FqxItpTlZFpMzh69eGRn7fy6pzdWFx+ADaW2Zjw0SrW6VIRorCzGyJEksnDFbMmMLd4ASEpRCAU4MfdM5k05xoSDV6UQsvXmv0KCaWo5MnFT1JoLwTCi3ivrXqNzbWbcRIdyfhKVyU3zrmRzzZ+hjvgBmBZ+TLGzxzPTmvzFR5lWh8pGMS5ZCnWn37GuWRpk+9B0cRqtfL4449z0kkn0bdvX4YPH859991HeXl5q499MGRH519CncLD8zveq/97aNpQZhfMps5b1+hYq9fKjzt/RorRsLXUwo6qxoU9fcEQHy+s4cy8CwDQKDSMyR5DdWIH1qZ2YvvIu9l1wyqWD3qRq77awZlT/ua0V//gnDf+Zv6WKrSaBCZ1vLy+v7M6nMWnGxomhjr9TszqpndPTGoTCpWmSXvMCScgNrEqXeIoYUPNBrKMWRFVcQBe2PkewqSLG7RVvvgSgcrKJseUabvsfRinx4SV+Gr2FAs160SCFitIIBrbT+jaXrrGBcgxBvhscwyB/dTlu2pz2eDZhT3oavrkf6DKyUGRkIB97txWmKmMTNugxi8yb3NNRNuTP2+jopl5bQdCLYl8vmlqxMLYVe4q5hf+ThOlfA4JSRD4cP2HEW3fb/8etbLpZ+ShsKV2C9st2xu1B0IBXl7xcv1CoczRxTZrFttHj6FwwgRK776bwgkT2D56DLZZs1p13DvuuIO6ujqmTZvG6tWrmT59Oj6fj4kTJxI4yovDsqPzL8GtkhoosfVI6MHC4oVNHr+0fCl+lZ5ftzV2hPayaIeFnnEDUYtqnj/xebbUbeGSmZdx+R93ce5PF/LI8ofwCrVUO/atKJXbPFz9yTJ21XoYnDaY8bnnAxAMBfEEGxYJXVS6iBFZI5oc/4ou40lOygVFY4lORVwchhEnNXnusvJlZBmz2FK7pcljdtt2489MbtAWstkIWq1NnCHTltlh2YFSVJKoC+daVe8tFqoXCVrC33NFO9vRgbDc9MnZbqpcIr8U7FNY6qrNIUSIFa4IOXNN9iWg690bx7z5SAepNSIj015ZUVjbpK24zo3D1/Lvvstn44/yxU3a55T8iddvb9LeXBx+R0RnCsK18yqcFS0eA2BO4ZwmbUvKluDyN39BRaZ1sM2aRclttxP4xy5KoKKCkttub1VnZ8WKFZx88skk7ZE0T0xM5MEHH6RPnz7YbDZGjRrFd999V3/8kiVL6LInh7q4uJguXbrwzTffMGrUKAYMGMDEiROjthskOzr/EpQqDVqFFrPGjCiIuAIujOqmX+pMahMiEvG6prfWTToVrqCTi7pcxA87fuDPkobFBtdUreGN9Y8xeUxqg3ZJgld/34pGn8SNPa5l+ojPSNY2TvT3BD0sK1/GpJ6TGtmGpQ/j5PzT0OTnkf3Jx2g67cvV0R9/HDmfT62vqROJWG0s7oAbg7rpFXyFoEAhNS7otn9BUJn2wy7rLlL1qfW1K6rt4WKhRq1AsK4OQaFot7LKSboQA5J9/LBDT7U7fFtPVMaSooxnsXP9IfWl69sXf1ERvl2RJedlZNo7cTFN38NFAdTKlr8aKUUlRlXTz1iz2ohK0fLdloMV19aponNPS9AmNGkzqA1RKX4qc/hIwSAVTz8TfsFqZAy3VTz9TKuFsY0dO5bHHnuMxx9/nJkzZ1JSUkJSUhLPPvss8fFN10Xcn/nz5zN9+nR+++03qqurefPNN6MyN9nR+ZcgSgm8c+J0nhvyKVNPnkG2vjMXd724yePP6nAWqrpizu3UtKLK+QMSmF38HUPShjCvcF7EYzbUrqdjmoTwj3vghhIbTm+Q2MQM8tJ7kK5NIceU0+j8qZumEiLEt6dP5fZuV3Ftz0l8fsbnPDX8KZL0SYhaLTEDB5L90Yfk/zKTDrN+I/OVV9Dk5x/w8xicOpgSRwm5ptwm46RHp52EYs7fDdq03bujaOaPVqZtscOygzTDvqTcansQky5cLDRYW4doMtKen9UnZHhQKySmbt5XA6SbNpe/HGsOaXdG060bglqNY0HTO74yMu2ZnhlmNE04MyO6JBKjCUW0HQqJpkyu7NL0M/ayzhej17ZcsUyvNNI5rnNEW7w2njhNdNRCz8g/o0nbJV0uIUHXtCMk0/q4lq9otJPTAEkiUF6Oa3nr5F8++eSTPProo5SVlfHoo48yatQoTj75ZH788cdm93HttddiMplITExk1KhR7N69Oypzkx2dfwE7q+zstJTwZ+UvfLL9Wf5v23vkmDvSwdyZs/IbFxQ8Oedk+sd3J8ahImbm99w7LL3RMf2yTfTv5GNp+WJ8QR/SAYKN7T5Lo4dKRpwO7Z42UaUiOTaDF096EZO64Y1fr9RzSnwvOk27nknaHG7teQ29k3o3uqkqExPR5OWhzs5GYTr4wyNJl8SzJzzLV1u+4qGhDyEKDeeXaczk5tSL8H47o75NER9P+gvPo4yLO2j/Mm2PndadpMXsc3SqbEHMe4qFBurq2mXY2v5oFDAmy8PKKjUrKsOrvD11+VQFLGz3Fje7H1GjQdO1K47581tppjIyR5da305evqQHCrHhykZmnI77z+iIKxidfJPBqYMZlXFCo/bxnS4gL8LC3uGgDMXzn+OfJFYT26Bdq9Dy/In/QwxE53mVok/hvkH3NWrvldiLi7pchFKURXyPJoGqqqged6iIosi4ceN45513WLZsGT///DOnnXYa9957L4sWLWpWH4n7lfBQKpVRC5+Wv5nHOOVWN6WuQu5bdF2DZMEZu6Zzd/8HmdznZi7tegm/7Z5FSAoyKnsUqZoEUpxBHJuL0VlrOc/oYPSNg/l1ay21Lj8DcuLIjFdR4d3OhR3Hk6RLRhREQlLkVTCTOg6P39Gg7dZRnTDrG4YPdI7rzDdnfcOKihWsr1pH17iODDZ1ILV0HcIFH4MpHTTRSRbXKrWMyBxBt/hubKndwienfcKKihVUuio5Pv14usR1Id4axHrnnQR370bXvx+6vn1Rpzd2+mTaPlavlVpPbb0QAUCVLYRZv6dYaG0tqvSmQx3bC13j/HQ0+/lkk4FucRY6arLQCCr+cqylkzar2f3oevem7ssvCTqcKAwtrxIvI9OWCBJgh3cmP916AfO2VFFW52VwfiwdUtQ8ueIO/nPc01EZx1Tu5oH0CUzqNoHZxXNRCkpOzRpDbJEFkyUEUShBY9Sq+OoPkffGfMLG2jWsr1lPvjmfQSlDmbHcw5XHRyfU2qg2Mq7jOI5LP445BXOweC2MzBpJnjmPJH1SVMaQOXyUSc37N2jucYfCH3/8wa233sq8efOIjY1FEAQ6duzIXXfdxV9//cXGjRsRRRG/319/Tl1d0/nf0UZ2dI4RJL+fQE0NBIMIen39rkOdx8q7G16IqIjy0qpnOSHreHol9aZXUm+CPh+1X32F5f0P2F5RgSonB3VWJoFXXiK0fTtX/u9/VA8dykXvLKHO5SdOr6JH+ihWSBpGZZ7CnKJfG43RJ7EP28v3rZopRYG7TulMr8zGamqCIJBuSCfdkM5ZHfbbaUobEIVPqDE6lY5ccy655lwA+ib3bWAP6oJU9e9Hl0svQRFB8ECm/bBXLSjdsL+jE6RbhopQMEDQZkNzkOKy7QFBgFOy3Xyw0cgXW/Rc09NJN20eCx2ruCpxbLP70fbuDVOn4lqyGOPo0a04YxmZI09qTCo/7fqed9e/wVn5Z5GSncJXxctYs2oNE3tMRCO2PK8l5HJR8/Y72GbORJeSwuVnnokU8GP9/gbqbDbEm24kafJkhBY+W0w6FZcMzmbyFysxaNLpndGNv3Y4+aC8iI+uGkSyUXvwTpqJUW3EqDbSIbZD1PqUiQ76gQNQpqYSqKiInKcjCChTUtAPjP771KBBg0hISOCBBx7g9ttvJz8/H6/Xy9y5c9m9ezcjRoxg6dKl/P7774wbNw673c6nn3568I6jhOzoHAP4Kyqo+/wL6j7/nJDTibZnT1IeeABt9274JQerqiLHZIakEOur15IfG95C91XXUPv6FEK2sFPkLyjAX1BQf7xjxgzMQ49H3JNwU+fy8+f2apbuquX1K64hRIB5Rb/Xh7ENSh3Ek8OeJOQz0T0xBX8wRH6yiUSDGr2m6a+e2xeg2uHDFwih1yhIMWoRxaOTPOF2u4/KuDLRZXvddhSCor6GTjAkUecMEasXCdZZQJIQmxHy2BKEUBC9qxytpwZBCuBXmXAYMgkqo/ciAmDWSIzMdPNrgZ5BKT566zvyae1MKv11JKuaF8aiSklBmZqKY8FC2dGROebYVLOVx45/jJeWv8SMneHwZIWg4NyO55JnzsMesJFGy3JOgk4n7rVrgbDqVe0HHzSwu5ctJ+R2o4hCzZ70WB3vXzmQSruXEoubkZ3jyUowkmJun+IqMoeOoFCQ8uADlNx2e3jFa39nZ887W8qDD7TYsY6EVqvliy++YMqUKdx4443U1NSgUqno27cvH330ER06dODuu+/m8ccfZ9iwYSQnJzNhwgRWHKF6bbKj084JVFdTcudduPf7wvjLyrD9/APKBAMqw4HTsPz+fZLOIbWKlKefIKRU4Fm5HttHHyHtt9UoZWQSED28ND6Pu7/cTZXdC4Rr6nz2Zw33nX0jt/a/GZffhUFtIFZlRldWR/WUF0hevwFVYiLmy8ajPu440ER+iJRZ3bw6ZxvfrSzBFwyRZNBwz2ldOLlbygGVctoCDl84PO9ASm4yR4dtlm2kxaTVx5HXOkKEJDDrRYK1YalZhbF1cnRUPjuJ1auIr92EIugFREKiAjHkRxIU1CT0pDz1OEJRrCzeN9HP1jo/728w8PDQTigQWehYxQVxo5rdh7ZXLxwLFyJJEsI/1URkZNoxbr+V55c/xVU9r2KyaTL+oB+1Qs38ovk89vdjfHvW9y0fRKVCmZyMvzhyfpwiIx1BE50aNwAJBg0mnUh6nERFaQWJBlkc4N+G6ZRT4NVXqHj6mQbCBMqUFFIefCBsbyWSk5P5z3/+06S9U6dOfP755w3aLrnkEgAyMzPZsqVhqY9bbrklanOTHZ12jq+oqIGTk3rPzRh6pKDcNZ0KgsSho2Nsx4iFvgB6afNwlFei0QVRVywnpuRdCHhxDrmAuEu/p+Kld3DPmAGCgPqss5lbPIe+KX149AItQiAdu1sgJ0FHuXcLc4uXcUPvG9DsKVDmXrOWXZdfDnucpUBREe5VqzCfey7J992LMja2wVyqHV5u/b9VLNu9L3azyuHl3mlrefa8Xlw0MOuo7ewciEpXJYvLFvPdtu8QELioy0UMSBlAsj754CfLHBG2W7Y3CFurtIYlNuNiRAK7axFUyqhLSysCHpIrl5JYvZaQqMRuzMURk4lXYwZBROl3YXQUEF+7EZNtF7vyxuHVRidxWBBgbK6b9zcamLoxgU6Z2cyzrzgkR0fXuzeO2bPxbd/eQL5dRqa90yuxNzWeGl5c/mIjW6fYTphp+S6rXRtCcfUlsHJlRLt44Zm48RFDy4uT+oI+ShwlzCuch91nR6PQELKEyDZlo1fpW9y/TPvBdMopGEePDquwVVWhTEpCP3BAq+zktBdk1bV2jnPJkvr/TrzhKkyxW1H9Oom6jJOw2VUEn3uNBwfeH1FC+YKO56MrqUXlrkL88WZU31wOuxZC0RJiZt+DbtqFJN55PZo+fdD991ksZg3lzlJ+2vETaWYtcbF1eLVLmF70JhWenYzrMA6FEP4xBWprKX/iiXonZ3+s339PoLKx8keZxd3AydmfF37bQoXNE9F2NKlwVnDTnJt46M+HWFGxguUVy7l34b3cOf9OKl2VR3t6MoAkSWyv206GYZ/YQKUt7Ojs3dERjVEMW5NCJFSvpevmT0mo2UBdXDcKs0+jJqFX2JHZo/AXUOmpi+tGcWbY+eiwYxoaT9OFDA8Vg1rizFw3a6rVKC2jWeXaQk2g+cVuNV27hmWmF/4RtTnJyLQFjMoYLu10fqN2paDk4cH3oxCicD+QQOjaEf11E2hQX0GpxPjovThSjPXPy5aytXYrRfYifCEfRY4iPEEP1e5qVlWuwhf0HbwDmWMKQaEgZshgzGeOJWbI4H+1kwPyjk67Z6/ogKBSYT6xP4ofnwZBxJE9CuWMWXj7dObXwlm8Nuo1pm2dxvqa9SRqEzm307kEQgEkXSoKTxGKHRGqHtfsQFr3FbrX36LKbeGJ1ffyn8EP8/CSxxmTM4Y75t+BO7Avh+WD9R/w7snv0je5LyG7Hc/GjU3O27V0CdrODVeJN5U3XSW6xunD4Q0c4qfT+swvns+Wui2N2tdUrWFFxQpOzzv9KMxKZn+q3dVYfdYGOzoVtnANHZVCIFhT3SxJ8uagd5aRUTIPnbsamzGX2vgeB83B8asMlKSfSEbpQvJ2/cj2jhcTiFKRv46xAQaneFlS0BFddnhX5zzzSc06V1SrwzLTCxeSMOnqqMxHRqYtkOB3cIMylUED7+f9nT9S7ammb3wPbuhwLllrvsU/5BagZaGssdpYvq39lpp+bs7/+m3EbQWgVOLLS+P18umM8qfTWdmnxddS7a6mzlfHfQvvw7GfuumnGz/lqeFPUeeuI8WQ0uJxZGTaK/KOTjsn5rjjQBTRdO+OouzPcKPGiOgJIv38I/5ueXy99WvuXnA3CboEru55NSdlncTUTVN5btlz2FReFKubVr8wbvwSrWTntiVXMzy2HwaPwKVdL+WhPx9q4OQAeIPefTsZokijKqH7IWgav/ylGJuOV1aIAhpV21qVqPPUMW3rtCbtX2/5uj5vR+bosdcRzTLuk1eutAaJ3SMt7a+ubbGjo/S7ySyaTcft3yCGghRnjKQqeUCzhQZCCg1lqcNQBH1kF/4aWTXnMBmR4SE9Joiv9Ap+qll9SOfqevfGtWIFQYczavORkTnaBAsXET/zPk6e+yJvm/vzf3mX8F+3gk5fXI528duo/E0vujWXOk8dM3bO4PPC7zh/5c1cH/yEazzvctHKW5hZ+jvfbf8Ot7/lYjd2n50Xlr3QwMkB8If8PLn4SexRuBYZmfaMvKPTzlEkJZH+wgvUTZ0Ke+rYeLJOQq3V4wmF6hXQXAEX32z9ptH5oYAfQQo2PYAUJCQFea3HYxgWb0RMD9E7sTd9kvpQ7GicZFnjqaHGXUNSbDYxJwzHGSnsRRDQDxrUqLljsgGTVonN03jnZmyvNBINbUuMQEJqsnYQQFAKRq3glczhs6V2CzqljkTdvmJkldYgsTEiQbcLyeNGYT5MR0eCWMtmMkoWAkGqkvphM+bWh6cdCgGVnorkQaSX/UFS1UqqkqMjA6oQ4Zx8F+9t0LFyx1AKM5pfME7Xpw91U6fiWrwI45gxUZmPjMzRRth7367ZQdzcxjVzhAPc1w+Fvfd/CYkKV0UDW0gKHbDQdnNxB9zssu6KaLP5bNR5j1y9EhmZtoi8o9POUeh0GEaNJO3ZZ6DL6bi7nMf8jvex3qlAeeoZaHaUNKl5LyBgdCsI9BrfZP+OLhfgUcague4hRJOBx7e9ykU/XUSeOY8rul/BpPzxvNbzMZ7sdjc9EnoA4Av5UBiNpDz4IIr4+EZ9pjz4AMqkxEbtqWYdn149GOM/pKd7ZZi4//Su6NVtyy+P08RxTsdzmrSf3+l8jJrWUfKSaT5bareQachE3M/5KLcGiYsRCVbXACAaG9d1OhiKgJuc3TPILpyFW5dEUdYp2Ez5h+Xk7MWtT8YS25nU8kVRzdcxqiXOznMRdHXkvxtKm32eMjkZZXo6jgULojYXGZmjjZg9tGljWh8C6paHssZqYjkz/8wm7ed1PC8qQgEHWmwD8Acb58nKyPybaFtvjjKHhUKnQ5GTAy4j5apHuemdjSQZypkz8WIU9mI+jxvMipr1vLvzB9ZUr60/7/oOVyB98xP+c85AzBqKWLS4YcemDEL9JyB4/aifepBprGRpwXIA1pSu4Jmcm6n74A28K74nKy6OZy4/j6J+40nShSvvanJzyf3+OxyzZ+OYvwBlaipx4y9FnZWFIqZxtXWFKNArM5Zfbj+BLeV2Sq1ueqabyYjTRbXoWbQQBIGTc07mqy1fUWAraGDrHNuZoWkHeJjKHDE2120mz5RX/7fHL2F1ScTHKAhUV4MgoDAdmiS43llOTsHPiKEA5alDccZkHPykZlIb1x29q4zM4t/Z0eGCA4aAHgodYyE9YQeLizqwJsdGx2aep+vdG/u8+aTKMtMyxwheVSzS8Tej+XtKQ4NSg++MFxB1LVfMVIgKxuSMYfr26dR6aume0H1P7br1dIztSNf4ri0eA8CkNmFSmyIWBVcKStIMaVEZR0amvSI7OscS+nhm7a4hJMFtwxJQlc5G+8dzYC3iRGMaA4fdwvKO5/Pp7plM7D6B7OXF0EmJNz6H8pFvkF77N5oVH0DQi6vLeYR6Xshzfzu4cKCOu6tert96T41J5b64iyi96DIIhMPMQnY7/qdfIWfMKIwPDeXHHSWsLbHSPc3E4DPOI/38C1GoFAjKA3/lFKJAZpyezLj2IYmZGpPK+6e8z+yC2UzfPh0BgQs6X8DIrJGkxMgJoEcbT8BDga2AEzNOrG+rsIRDNeMNIoGtVSiMJhCbn/9lsu4gp+BXvBozJeknEVRGV5ZaEhVUJfYjo3Qh8bWbqE3oHrW+R2XAF84S/leSwqhuIRJ0B79uXZ8+2H/9Fc+Gjeh69ojaXGRkjhZ1HoHUgZOQMgcjLH0PHBWQMQBp6E24dXE43QF02pbVuLF6rTh8Dl4c/g61ToG5m2pQinDziUloNC5qvbVkBDNQt7B+ViAUYHLfyTyz9JlGtsu7XY7L72pR/zIy7R3Z0TnGKLV6OadXAmf5Z6H9ab/YY3sZ+l8fZOhxk/Hln8VfpX+TNPgsZlf8QUenles/2sng3E7cNux9jBqRJeUhXnljC05fkMGdFNTuF0ZzddaFhF54u97J2R/XnLkEx1/Nvb9U4vGHt9QNGiVfXjeUnhmHHh7UHkiNSeXybpfXhynERakWikzL2Vq3lZAUriexl3Jr+HsbFyPiq64+pPyc2LotZBfOwmHIoDJpINIhOEiHgkeXhN2QRVrZn1jNHQgqo1NYMFOVRHLSPKpLzuA/a5y8MsR80F0aTefOiHo9jvnzZUdH5pggTu2Bn+9EqNwMPc8DXRxUbkJ4fzTC2a+hyR4NNI46OBSCoSAOj8hH80uYs3Hf8/PdBSWMH5rM2QM0BENBaOEtRBRECmwFPHvCs3y68dOwlL4xg/Fdx+PyuxqE7MrI/BuRfwHHGCd0SuLafjEYl7wU0a5e8g55SgNfbf2aHb4C3l43BZUyiCDA0t21XPb5Vs7+cDNPzdyK0xde+TZpRfyhfXG+3TW5eNZvaHIO0opldErel5vi8Aa49tPlh1wHRwpFJyH0SCAIAnHaONnJaWNsrNmIQlCQacisbyu3BNEoIUYjEKiqRjQ1zwE32naRXTgbuzGLiuRBrebk7KUmoReCFCSlYvHBD24mggB9DOko4hcyp8zPzGLvwc9RKtH26oVj7tyozUNG5miicFag3jEP7GWw6A2Y+ySs/xaCPkzznkYXbBwGdqiEpBDbS8UGTs5evlhcicWhJ3ggIaBmEqeNY6d1J6+vep2RWSN5/PjHObfjuXy55Uu+3fZtAxEWGZl/I7Kjc4wxtEMc6SoXBJpwKkIBYrwOglKQtJg0Lut6GYLCzScTB/PyRX24ZWRHzu+fQafkcM7CiR0TcEolZBv3rYgjCnCgAlR6PVnxOnpnmtGpRS4YkMrL4/OwBUoptBUeVHLZV1KCZdo0Su64k8qXX8G7cydBd8tlOGX+fWys2UimIROVYl/18dK6IAlGBSGPm5DTiSI29qD9aN1V5BT8gjMmlcqkAS0SHGguQaWOutguJFavi6owQXddLmp9AZlmK0+vdWDxHnxBQdevH56NG/GXlUVtHjIyRwuxbM2+P/peBiMfgow9KoeWQhSBlj9v/AE13ywL/26NWiXn9svgrD5pqJXhe8d3y+tAanlQjVlj5onjn8CgMrCjbgehUIhiezFuv5spo6eQpE9q8RgyMu2ZNhm6tnnzZp577jk2bNiASqVi2LBh3H///cRHUPD6NxAKSZRa3awrtrKzykn3NCOdY1Xo//gdKeDHdPIwsBUSKlyEEJOGOXcQ5J0EuyIrJYUUGo5LP47kUBLnJV/F8wuKmL9lGVqVgov6pXLbwCQSeutAoyFYVoprzmbeTLoU54BMCgJVdNDnUDdyBI45vzfqWz3+fIJnDaFH0WI6BT38N/d4NAoVv+2egbpOTc/EnswrnMspWWNIM4dX2WvcNZQ4SlhathSzyki/UCbCXwvx/TYbFAoc8To8pwxl0dZlaEIixyUNJEEwYjDEozQfm+FwMtFhQ82GBmFrEHZ04g0igcqwzLIyLvaAfYhBL7m7f8avMlKZPOiIODl7sZo7YrLvIr30D3blj4tKnxpBTR6plJpm43NewAvrHTw14MDhe7revUGhwP77XOIvvywq85CROVooDcm4T32a8m6nsbJyFWXOcvqe/gS5MelkTrsOQdHyUFGloMHlDTB1QmfiYj0sLvkLpajk5lHD2VYs8dlyCy2OW9tDuiGd14e9yDbLNjbVbmZwfF8mdr6cFH30RFIAQi4X/qoqXIsWEbTaiDluKKqMDJQJCVEdR0YmmrQ5R8fj8XDNNddw0UUX8c477+B0Ornvvvt48MEHefvtt4/29I44kiSxqczGpe8trq8vo1aIXNAvlTsGDyJOcKD45lKEynAomRpAoYZz3gIk2LWwYYfmTHYFHVzf8zZmbPHQNdXIX9trCIQkHN4AHy4uZsGOOj65sBve66/Ct2t3/amiVsvwV16m+uWnSLz2Wjzr1hOo2FcbQDPpchaMTualXy6ob/tw0xRGZo1kRNYIHvv7MQAm953MT7t/4dzM0wnp1Ny38D6WVyzfN44g8tQV99FNqUAxchiva/5i1qyG6jh3dL6OU225pAwahvJf6gDLHBhv0MsOyw6GpA5p0F5aF6B/roZAZRWCQoFoOIAEuARZRb+jCLopyRhFSDyyt0xJVFCT0IvU8sUYbbuxm3Kj0m9XMtkmLGFAai3TC+O5MNdP3wRVk8eLMTFou3fDPmuW7OjIHBlCIfC7ws8zZXRrqPmyBrPKvptbZ1yEL+Srb8835zPl4g9JUhyaCmMkzDoV712Wz0eb3+KHpT/vM6x7lRu6TuLJM88jJkolE3bXbOeauTc0qNVjVBl5f9TbdE7sjvIgIkDNIeR0Yps9m7IHHqwvaFz1crhoefrzz6FMkneOZNombS50rbS0lK5duzJ58mTUajVxcXFcfPHFLFu27GhP7ahQYfMw8eNl9U7OOT3jmHtlCo+qPiWp8DsUy1+pd3LqCfrgh5vg+FsatmtMWM99C62hL49/W0n3dBPTVhZzbr+Gqz47qpysLrIgBRuGtEgeD6V33U38ZZdR9sijpDz0EMn33I1xzBjiJlyJ64ozeWnda42uYV7RPKxeK13iugDwxuo36BjfEbvbwtebv27g5EA4tvnBdc8SuuZiVia7mFU8p1GfL299l+p0He4NTecKyfy72Vy7maAUJNecW9/m9ISwuSUSjCKB6kpEszkcitkEsZYtmK3bqUrsh1/V8pefw8GpT8etSyS99I/6osAtxSTEkK9Op0g9l5wYkafXOggdpLitfsBAXMuXE6iNXhidjEwjJAnqCuDv1+H/LoEfJkPxcnBbojZEpeTjjvl3NHByAHZad/LyilexS42Fdg4V0eVgu30dPxT+3Mj29uYPsEvlSN6D58gdjJqaYu5f9HCjgqR2v51b/riDamtJi8cA8JdXUHb/A/VOzl6cixZh+X46UrDl+UYyMq1Bm9vRyc/P5/3332/Q9ttvv9Gjx6Gp/QSP8o9u7/gtnUeFzUulPXwzPD7PzCNdy0n4clL4heeiTxEWNK7qDEDAS8htxXbOVDQli5FSuuNJH8inG/y8vXAbHn+In9eW4Q+EOLFXEl8sLWxw+k+7HPTp1Qt/YcP2kNNJyGZH8ngoufVWNJ07oencBc3A/ny1fVqT1zF9+3TO7nA2W+q2ALCgaAFZnS7h/7b8X8TjJSQWOFazzRW54jPAtzVzuWltCtrevREN0X8Jjda/YVslWtenOFC+VhT6b07fkcZYXbEalagiXZ9eby+qCYtqxMUI+MvKUcSa66uX/xNlwEVGyQIchkwcMRlRczIOh+r4XmSVzCOhZi3VCX1a1Je05zoG6LryjXUup6dX8t22RGYUujkrq+mQHU2/vvDpp1hnzSb2wguaPO5YpL3cC47Ub7E1Pw+xdgfCh6eAu25f47qvkcY8gTRgIpK65ff6TTWbcTeRhzO3aC639LuZ+BZem8Vn4+Ntnzdp/2Lrl3SN7Ywm2PROanOoC9rZUBN5wa/SVUmVt4akYGZE+6Fg+2Vmk7baTz7BNO5sFInRFT5oL7+7SBzstyhz5Ghzjs7+SJLEK6+8wrx585g6deohnbtu3bpWmtWh0ZJ5iKJInWZfLZZ7jjeT8NMlDV+4DlD1OGCv4pGCIVQ7z6Jik4ed1dsb2KscXsw6VcSV3DgV4IksaBC0WBD1eoJ1dXi3bsO7dRti147U5NY0OReL10KMap9cZ523DoVCGbHI2V4qfdUEQk2vrFUHLASlJKrLyyl1HFjgoCW0le9Sa9HS6xswYECr9t8cIo2xsGghKaoUdu/cXd+2slgN6PFZSlFWVROM7Yirujpinz3qFiGFguxQ5RKwWltp5s1FQKdJJ7lsEduDiQTElucQqG2QShzLvb/TXX8eL6210cFtRX2AfX5VdjZl33zN7k7NLTd6bNHW7wVH+rcY7f7S42NI/eP+hk7OHoTfH8ebfzIbyg5NvfOf9OrVi2pPVZP2oBTEG/SyevXqFo2Tlp2AxWNp0l7jq8PpdbNpy44WjaNNO3Bgjt1nZ9OmTXhbsHtkNpvRlTYtRBKsq8Npt7OzuPiwxzgQbf13F4mD/RZljhxt1tFxOBw88MADbNiwgalTp9KlS5dDOr9Xr15H1aMOBoOsW7euxfMorHUjCKAQBFKEOvDa9xmd1RCbA5aCyCdnDkIqEFi0I7IDcnyHBBZsqcLqbuwsXdjRgO+zArR3T0ZKT0bYVUzgq+kEKqtQ5+USqKxscHzIbOC49OP4o+SPiGP1Te7L1rqt9X8PSB6Ayu6ld2Jv1lavjTy/2P78UbM08rUBJxj6ojGqiM3NJTkKMcj/JFr/hm2VI3V9rdn/ga6hcGchvVN607HjvpfyxeVO4mK8ZMZoqQ0FMWdlooywChnjLCW1dDeVSf2IMbaN2HN7TF/ii2fTw7+VkoyRh92PJIWoqaklISGeEwP9+Noyl2HZtXy1JYVlYgYTOjZdANUx4iQsn35Gz8zIn9uxyrFyL4jW/Fvr8xCthQg750U2ShLq0mX07XdFi8fpndgbgE6xnRibPxaT2sQO6w5m7JiBTqkjRqmnU9/OLRrD7XUwJHEAxY7IL/8nJA0l1pRAfN/kFo1TZilEp9RF3KESEEg3ZJCVldeiMQBco0Zh++67iDbdgAEYEhLom9fycfbnWPndyRxd2qSjU1hYyLXXXkt6ejrTpk07LLU1hULRJn4YLZ1HolHDhQOymL6qBOGfuxsrPoIT7oQZtzU6L5AxBLs2lcuG6PhtQzn+YMNdmxSThpz4GE7rqeD//hG2dtPQDFISBbb+92reKfmKYlsxHfPyufGNB0hfW453xw4k/z7nSBEbi6NHDidkZPLR+o+ocjdcLVOJKi7sfCF3zb8rPLY+hRNSjsO4Yhf3DLqHK3+5EomG88s15ZJbLZKWcirf7/qxQR0fgERdIkPVnTGNzkOpiU4xxaZoK9+l1qK1r+9IfH7/HKPKVUW5q5xz485t0F5SFyLJpCBYUQECKOPiGxfMlCQyShfi1cRhN+YdtKDmkSKk0lEb143EmnXUJvTCoztcByy8AiwIIunqJPLUafzpm8/w5Mt4b6uHC/P0GFSRV4ljBg3GMvVznL/NIv7Klr9wtjfa+70g2vOPdn/BUOiAOmShgAdlFMZL0ibyvxP/R6W7km+3fUu1u5qeCT15evjTKAQFKdrUFl+XQW9mQs+r+LnoNzzBhrtQsZpYTsk/FZWq5SILCdoEru1yFa9teKuRbVzOWOJEQ1T+jbQ9e6DKysJfVNTQIIqk3HsPqrjWqyHX3n93MkeXNidGYLVamTBhAv379+eDDz7410pK78WoVXHPqV24dXRHbOpk2L9Cevk6KFsLZ78O8fnhNpUOd/9rsYx9mypRIE6vYuqkIfTLigVAIQqc1jOF1y/th8Ll4Hi1g7uHpDB+UBbXDc3kh/PzuVhVzG8187h17aNsqNmA1WtlRdUqrll5L2sGJ+Cz7AkrEEV0I07E/PGbGLPzyTJm8fFpHzMme0x9NeY+SX14deSrfLj+Q7xBL6dkn8y7J04hcWMZMUMG0zmuMx+c+gGd48KrZypRxbgO43hn9FtkdO5HdmInPjv9M/okhfMSREFkdPpJvN//edJjs1Fltjz2WObYY0XlCgA6xjYMsSqsDpBkVITzc4xmBFXj+Pi4us3o3FVUJ/YJV9hsQ1jN+fjURjKL5zZKCj5chhv6UBOwkhC/FVdQ4pPtTdcQURgM6Hr3xvrDD1EZW0Zmf1yiAdL7N2n3ZAyLzkBBNX+X/c3zy55nh2UHVq+Vv0r/4rZ5t6FWqLH6o/PbSjdk8OnJHzEgKXxNAgInpZ3AJ2M+JDMuNypj6GJMnJc/jsf6P0DSnsUPk9rEzT2u59bekzHHp0ZlHFVqKtkff4Tp7LNhz31T060bOZ99irpjp6iMISPTGrS5HZ3vvvuO0tJSfvnlF3799dcGtlWrVh2lWR1dkowabjypAza7g+CYJ1H8es8+4/IPILk7/nM/IKA2IolKLKIRUS2gdGuw+fykx2p57dK+eAMhREFAKYAq5CdWpSUUUGLSKOnS2Yw+qEZptVCd350pMx+NOJdnlj/HN9d/RYdLLyNIEJsoYU5ORavSApBtyubJ4U9i8ViQkDCoDQiSwBPHPYEYDGEMKNFJalQndgXCX8BBqYN47+T3cPqdKEQF8dp4tEotmEAF9CCRN0a/gc1tQQhJmEJqYtQGFKYD1/6Q+feysmIlKfoU4rT7VhmdnhA1jhApZgX+laUoIiyiCKEAqeV/4zBk4NG2wdoQgoKqpH5klCwgoWYdNXtCcFpCgtJMb11H5rsXMiylAx9vd3NZvo5YTRO7OsOGUf3663i3bUPTSX7BkYkeFow4TniatG/HQaBhTomr1xXs8hrpFYVxrEEL321rHIYVlII8teQpXhvxDtByB0ElKsmxqnmuxwN49EoEQUBn9WC0K5HiQwhidNaaE+IzOMd0EcPSjscnBVCJShJjklFr9VHpfy/qjAzSnnic5NtvQwoGEWNi5PIOMm2eNufoTJw4kYkTJx7tabQ5FAqRuFgT9LkIUnsgLXgWoXYXgcTuVA+8nUKPkV22Hcwp+RZv0MuYrDPoZBzErZ/tosrhZVTXZB47OROPrRpPMMjKSok3ltTyyLhsnl8ygRpPOI8n25DNY8c/1ihUbC82nw1LwEZ6VneCwSDFq1eTmJrV4JgYVUwD4QEAs/bAhT3jdfHE65q+YZo1ZswauTioTPNYUbGCTnENX8ILa8KhnylGiUBFJdq+fRudl1i9BqXfTVna8CMxzcPCo03EasojrewvbKY8/OoD1AFqJsfF9GKrtwh3zF+EKo/ng20u7uoZWd1K17cvosmE5dvvSLn/vhaPLSOzlxiNghc3arjp4lkkrH4LbcnfEJNIZZ+bWBzoTBdDdF6q11StadK207oTT9AZlXF8O3dSeMGFDUK9nUCt0UjuN1+jyc2NyjgASqWStMRcgsEgq1evJqVv1sFPOgxEnQ5R13Qen4xMW6PNOToyB0EXC7nDcMR+xLz1hWypDZHp1DO/9hX+LttXHHRV5SqyjFm8cMkrPPljKU8M05D++00ods0DSaJ7en9Gn/M0H25zMjb3Aj7d/A4AJc4SHP4DK5gpBflrI9N2sflsbKvbxrB/hLkUVAdQiGBy1mANBlEmNEymF4M+kiuXYzPlHrWaOc2lNqEnMa5yMot+Z1f+OdDCCDutqOZEQz9+sy2md1IfPt8BV3bUk6RtvOIsKJXEHHcc1unTSbrzDkR1dIs5yvx7iY/RcOHgfE77YDHjekxi4IDrqfFIfLbAxsAcOLGvNirjaJUH7kchREGwwemk5v33Gzg5ewnZ7VhnzCBp8uSo7erIyMhERn5jbWd4/EGq7F7cfg0frXFTbHHzUGcHf28IOzl55jxOzTmVgakDsflsaFV1/HB5BjEfndxQsrN0JWnTzuaa8b9TxfGc06cnCreXYIwWp8qISW2KKP2cacxEIRkotbhJjGmZ/r/D56DWU4vVZ0Wv1BOnjSNeK2+Dy7SMZeXLkJDoGte1QfuuygDJJgWhshIEhQJlfMPk2aSqlYihAHX/OK8tEhLVVCX1J63srz0hbC0P6OmqyWG7pojt0gwU4iW8t8XFg30iO3yGkSOx//Yb9t9mYT7rzBaPLSOzl+5pRr69cRiv/76NpxfWkmjQcOfJXTi+YwKx+ug41f2SeqAQFASlxvVZhqQOJkbV8pCvYF0d7lWrm7S7ly4jcLm1VZP4ZWRkZEenXVFpc2Lx1WH3+Fm83c11J+bz64ZS5pd9TrYxmzsH3km1q5r11etZWraUvsl9WVA0jx7uUMS6BAR9JK2egqJuAFX/e4W9mm4JV1/Fc5c+yy3zbiWwX4VorULLnX2e4NqPtlLr8vH8+b3JMsUe1rVUu6p5ddWr/LjjR0J76gJ1T+jO/076H1nG1tlyl/l3sLh0MSn6FJL0DVXJdlQESI1V4C8sDufn7LeSqgi4SaxehdWUT1DZPsIyXPpUrOZ80sr+wGHIwNvCRQJBgNHGQXzu/w2TeStf7+rMhI46MmIar26r0tLQ9uhB7dTPZEdHJqqolQo6pxh57vze2L0BlKJAgiG6yppxXiePD7ibR5Y/17BdE8dDPa7B5HcALZN9FlQqlImJ+JuoLaNITJR3Q2VkjgCyo9MOsHv8VLor+Hrzl/xSEJZaHpE5itFpk5hozmFaoZ4HhjzAQ38+RK2ntv48pajkhROfR7dxdpN9i4V/oUob0qDN8eHH5JmNfHfRt8zY9RNb67aSb+zOwMSRvPJrNTurw/HL109dwfQbhkTq9oB4A14+WP8B07dPb9C+sWYjN825iQ9P/bDRS6qMTHNZVLaIbgndGrT5AxLFtQF6ZGrx/VWEOiengT25ciWCBHVxLaudcaSpie+Fzl1NTsEvbOt0MZLYslu6XtRwuuk4vg38gajIZcomJ88MjCz6YRgzhupXX8W9ejW6CPlOMjItQa9Rote0ziuKqq6QbFMOr496nflF88Py0ok96ZnYEw0K1AFfi8dQJicTd+UVuJsoPBo3/lIUMTERbTIyMtFDDg5t4wRDEsW2cm6bfwNfbP2EOm8dDr+Dn3b9yKTZV6DS2rio86W8tfqtBk4OQCAU4KE/H6aix7imB4hJImBpnJNje2UKGTYF1/W8idOT76Wf6QIczlhuOKkTk4bnYdQokST4aFEh3kDokK6p2l3N11u+jmjbbdtNmbPpCswyMgeizFFGga2A7vHdG7Tvrg4QDEGKwkXI6USZvG+1Vul3kVCzBqu5AyFFdHIAjhSSqKQieTAar4WMkvlR6TNTncQIUy9CxqX8WORhszUQ8Thd374oU1Op+fCjqIwrI3OkqE7MZ9L8W7lr/l3UeGowa8zML5rPjXNu5KmNH+BSt3xXVxAEdH36knDDDagffxLpo/+Dj/4Pzb0PkvzAA6iy5MgFGZkjgezotHFqHF6WlS+jwFbQyGbz2fh+x5coBTVrq9dGPN8VcFEgBKAJ1bNA1yuwTP+1sUGSCNrtWN1+6pwS9327lps+X8n1U1ewvdLBlPH9SDJo2FrhxO1vHOd8IFwBF75Q0ytmJY6SQ+pPRmYvC4sXohAUdE9o6OhsK/OjFCG+rgAEAWXSvh3DpKrlSIKAxdw+pZJ9GjNViX2Jr91IfM36qPTZR9+JwckSgtLCPSsLkSLU7BFEEdPpp2OfPRvvzp1RGVdG5kiw0baLQCiAL+RjftF8ftzxIxtqNgDwR+kiajm0Z1qTpKRQcPZlXF+ayBk/lHD6DyXc7sqjYvRZKJJTojOGjIzMAZEdnTaOy+9hUWXToWfzi+fiDnjpkdCDM/PPZHjG8EaqaNVeC/YT7mhU/FDqeyXOChW+3bsbdywIKAxG1pXYeHj6eirt4ZoGkgQLtlbx8A/reWhsNzom6dGqDk2hRqfUoRabjk1ON6QfUn8yMntZULyAznGd0f8jmXhrmZ+0OAXBggIUCQn1hUKVfgeJ1euwmjsRUrTfeHm7KRerKZ+Mkvnoo7QjeoKhN11TitlpMXLflgX1uXT7EzNsGIq4OKrfejsqY8rIHAlqvRYgXKD6hIwTODP/TLrFh8NdJSS8B1iIOxR2Vbu49P2lbK/cFzWxttjKhe8uobjOFZUxZGRkDozs6LRxFKICraJpBZhOsZ2I1cYwKnsULr+LTEMmr456ldNyT6s/Jl6bwNuSFf/1f8Coh2H0Y3DjIkInPkDd9xF2cwDjyWPwGM08PXNTRHtRrRtvIMR1J+ShVR7a1yhJl8QFnS+IaMsx5ZAeIzs6MoeOy+9iSfkSeic1LqK5udRPRpwCX8FuVCn7wtZSKpYREpVYzR2O5FRbhZqE3ni08eTu/gmVz97i/gQBzk7JJiHGwszt6dxa8DrVAUvDY1QqTGeeie2nn/Bu397iMWVkjgTdE8MLgy+PeJnUmFRcfhdjcsbw2qjXGJI6BK2i5aFrLl+AN+dvJxBqvBvq9AX5fmUJwQg2GRmZ6CI7Om0cvUrNKVnnRbQlaBO4sc+NTPjtCl5f9Tpzi+by5ZYvufn3mxmQMqB+pWp11WpOSB2ENPe/4HVC/yshpTuK+HTS//c/dIMGNug3ZuRIUh58EJugrhceiMTOagdG3Id8TRqlhmt7XctZHc5C2K8ASNf4rrw55s3DEiJw+V1Uuiqp80RQl5P5V/BnyZ/4gj76JvVt0F5lC1LjCJGhsBNyuVGmhR1ptddKfO0GLOZOhA6ww9hekEQF5SlDkASRvF0/IgZbviotinBBngIxYGZZUS4X73yIL2p/w7tfQWHDiSeiTEyk8qWXWzyejMyRIEGbSO/E3jy/7HkStAkMTB1ImaOM55Y+x50D78QkRhbgOBSc3gArC5t+Hi3aWYPbF6UQORkZmSaRVdfaOAkGDV3iO3JGzjhmFvzQwDa572SeX/48Vq+1QbuExPPLnuez0z9Dr9SjlySSPHbEU54GQwpo91VSV6enk/naawRrawnZHYhmE8r4eBRmMwqLG5NOic0dORk5LyEGh80C6amHfF2J+kQeHPwg1/e+Hqs3XEcnXhtPvO7QJHJ9QR9F9iLeXfsuKypWkKBNYFKvSQxIGUCCLuGQ5yXTfvlt92/kmnJJiWkY+76xOPzCn1q7g5BKjSoxXCg0tXwRQYXmmNjN2UtIoaUs9TgySheQUzCT3blnI7WwIGG8NsSwNB9/lB5Hr0Q7UyqnMbXmV86LG8FY8zDSVImYzz+fmrffxrlkKTFDBkfnYmRkWglf0E8gFODKHlfy3bbvqHHX0DOxJw8PeZhfdv3CZZ2uaPEYaoVIslFLUW3kxcCMOB3qQ4yGkJGROXRkR6cdkBubzM19b2Nch/OYWTAdf8jLaTlnkaxP5j+L/xPxHH/Iz5a6LWyr28aNfW6kSKEIOxSeCuLxNyjMqYyLQxmhaFmSUcPE4/N49fdtjWxqhchxHRKo3l112NdlUBswqFtWgX5L7Rau/PVKAqGwM1bhquCuBXdxYecLua3/bZg1kUUYZI4t3AE3C4oXcHaHsxvZ1hX5STUrELdvQZGWCqKI1l1FrGUrVUn9WyzJ3Nbwq81UJA8lrewvMkrmUZw5GoSDn3cghqZ62WZVsqNgDPcM7Mhf7qV8VvML71f/SHdtHsM79aHjoCyUT/6Xjt9/j6A8tj5TmWOLancN2yzb+H779/VtFYUVLChawPMnPY9H8rZ4DLNezc0jOzLx42UR7ROPz5UdHRmZI4D8K2sHiKJAVmwSZZVJZIcmkOq9mvs/91BUd+CwMYfPwck5J/PUkqc46/uzuGzmZZz7w7ncOOdGiu2Ri5jtj1IhctmQbMZ0a1g4TadS8NHEQaQYo1vE7VCp89Tx38X/rXdy9uebrd9Q5T58J0ymfTG7YDa+oI9BqYMatEuSxJoCH3mxQfwV5agyM0GC9NI/8alN2Iw5TfTYvnHrk6lK6k987QaSK5e2uD+FCGfnubH6RKZvyeTiuFN4Ov0mJsSPRSOo+KzmF+4dU8ZlZ+7ixqkX8Pmmz9lt3R1RrU1G5mijU6obODl7CUgB3lr9FhKHVjKhKfpkxXLTiA4NdIAUosB/x/UgN0GuoSMjcySQl92OEjavDbvPDgLEqmOJUe930wuFwFEOAS8oNWBIpcZbR26Sjru+2ScjXWsTyTBkNCnH3DOxJ3+W/EnX+K6Mzh5NSAoxr2geswtmc/Pcm3n/5PdJ1Cc2Os9fUUGwtg4pGCAuPp7nz+tFpcPHhlIbcTEqOqcYSTFqEYWj+xJj89nYVBtZLAFgRfkKOsZ2PIIzkjlaTN8xne4J3UnUNfw+F1YHsbhCZDqLEBQKVBkZGO27MDiKKE89DoRjd63HbspBGXSRWr4Yv8pA3T9qCx0q8doQZ+a6+HZHDNO2h7ioEwyO6c7gmO4EpSC7fWWs2ziPbbYdvLDsBZ6VniXLmMWorFGcknsKvRJ7IQgt3FqS+ddQ6ijFHXCjFJUk6ZIaKSm2hM21m5u0bbNsIxAl1bX4GDU3jujAhQMzWVtsRSkK9Mwwk2TUoFfLr18yMkcC+Zd2hAmEAuy07uS5pc+xtHwpoiAyInMEdw68kxxTDjiqYP238McL4KzGfvzNrOk8gudXvc45+ZdzYudMFm4NJzh+8kcdk8+4j4cX34ZEQ6djXIdxmNQmOsV14r2177HNsg2NQsNpuafxyshXuH/h/VS4Kho4OpLfj3v9ekruuJNAeTkAYkwMyfffT6dTT6HrgMwGYwSDRzeRUjzIS6q6HcsFyzSfMm8ZKytXcl2v6xrZlu30olVB0o4VKDPSERUiGSULcelScOrTjsJsjyx1sV1RBDxkFc0loNRhN+W1qL/OcQFGZ7r5aZcOtSgxLt+NIIBCUNBBk0l+j4up/fADgqlJ1F49ljU1a5m+fTqfbPyETEMm4zqO45yO55Aac+h5fTL/DmpcNaytXsvLK15ml20XOqWOcR3GcVWPq8gwZkRljIM9GxTioZVMOBBGrQqjVkVeYsvCtGVkZA6PY3c5s41SbC/m8pmXs7Q8HE4SkkLMLZrLFTOvwGIvgb9egV/vA2c1JHdnZXY/blxwJ7tsu3h97TNcMNzHXadlkB2vp8zmprQilU9Pm8rQtKEYVUbyzfncP+h+Lup8EdXuau5beB/bLOEcG2/Qyw87fuDVla9y96C7KftHvQ1/aSmFV02sd3IAQk4n5Y88gmfjxiP2GTUXs9rM0LShEW0CAv1T+h/hGckcDWbXzMakNjEgdUAj2+JtXvLNQUIVZahz8kiqWoHKZ6c6sXejulLHJIJAdWIfnDGp5BT8EpUaO4NTfZyY7uG7HXo+3RxDYL8oH0Gtxjh2LGzZTv6yEq7qcRUvjniRewbeQ44ph/fXvc+p357KbXNvY0nZEjm0TaYRq6pWceu8W9ll2wWE8+++3PIl9/1xH6WO0qiM0T2he5MLZQOSB8iLZDIyxxDyjs4RxBvw8snGT3AHGufW1Hnrwrs5S96qb6saci3Pbfyw/u9AKMBDi26hR0JPrj71Qo5PH06GKY4YjYoXR7yI0+ckJIXQKrUAXD/7+kY7PQBb67aiElVkGhru0Fh/nonkjZyEWfXqq2i6dkUZG3s4l94qmDQmHhj8AFf+emUj5bl7B91LorZxWJ7MsYXVa+XPuj85NfdUVKKqga2kNkBBdYCztDsRtDoMCTpSti/DGtsRv7rl8rHtBkGkInkwaeV/krfrR7Z3iCxXfygMS/cSowoxq1DHLquCa3s6yTCEd3jVWdnojzsOy7ffoencGW2XLnRL6Ea3hG6M7zaexaWLmVs0l2tmXUPH2I5M6DGBM/LOkF8uZSi2F/PSipci2tZUraHMWRaVgtKSFGJy38m8vur1Bu0mtYnr+lwHEYrjysjItE/kHZ0jiN1nZ3Hp4og2AYGQowJC+8LBXMYUiuxFjY7dULOeF1c/xpKq34jRhF/uTGoTaYY0MowZJOgS8AQ8bKnb0uRcNtRsaBA+EvL78axb1+Tx3p27kDyeg17jkSbPnMdXZ37F3QPvZmjaUMZ1GMdXZ37F2R3Obpj3JHNM8tmmz/6fvfuOk6MuHzj+mZnt7fZur9+l90ISklBD7wjShICAiooiIIhKBEX9YQMRKaKCKIjSexGkSYfQ0klvl+R63dty23d2fn9ccuG4veQuucuVPG9f95LMfGfmmdmZ3XnmWwYDg2NGHNNl3nvr4lhNULxuIdZxYymvfYu0yYY/d8q+D3SAGapGffFhpE0OxlU8jyMV2ut1zipIcfGkCIGkys8/yuGRdQ6CifZaMtcRR2IuK6PpL38h7d/5LhG7yc6xI4/l14f/mmvnXovD5OAXC3/BSU+fxD8++weBeGCv4xJDVywdy/qbt8OyhmV9sp1lDUtpiDZw17F3cfrY0zm05FC+Pf3b3HLkLfxx0R9JpKJ9sh0hxMCTRGcfMqmmboc7NjDA3PltzCYMTLsY+tZn6/49MZqqYTd1/3bnclc5Xpu349+q2Yx1WvedlS0jR6JYB3aUtWwURaHMVcbXp36du469ixsPv5Gpvql4rPvRE/v9VEushUfWPcJs92w8X6ihSesGb62KM9nSipZOMiI/ijNSR2PhnGE3nHRPZVQLtSWHk1HNzPa/heULtaB7otSl8+2pbcwrSfBOjY0fvZ/LA2ucVEfM5Jx5JmQMmv50J5kv1BQrisJU31SumXMNv533W6bnT+dvK/7GCU+fwI0f3sh6f/cPacTwZVJNu/7N66N3oxVYvTy5/kmue/86UpkUI9wjWN60nMvfvJyKYAWWL9QOCyGGLkl09iGvzcu3pn+r2/mqqwhyR3f8O2/tq5w24oSsZc2qmRkFM7pdV54tj/Mmnpd9O4rKUeVHdY3v9NNRzNm/4At+cHXWd+0MFoqiYDfbd/kjKYaXPy39E6qicnBO1xdUfrwxQSCaYVLFe+SPz6e0eQmt3knEbQUDEOngkdFs1BTPw0BhXMWzfZLsmNT2pmyXHxDmsOIEixos/OwjLzevKWX98d8iVltP891/xehm8JJSVynfmPYN/nD0H/jSmC/xVuVbnPviuVz88sU8t/E52pJtex2jGBrybfmcPOrkrPPMqpkDCw/sk+1MypuMTbMRS8d4betrPLXhKZY0LAHghBHHkGv19sl2hBADT+4K97E5RXM4Y9wZ/GfzfzpNv2zGZWjuUrjgUfjXaRBrxb7yKa688FHWBDayMbi5o6xJNXHXsXdR6Cj84uo7WDQLX5/6dZY3Luez5p1DUmuKxq1H3UqBvesNn6m0lBH33UfNj36E3tICgGKzUfijH2E74IC93XUh+syShiU8v+l5vjrpqzgSnYedzRgGzy2KMNocojRZy0RbhJglD3/e/tdkLRvdZGOj50AmRT5j3KanqRh3Fold1A73lN1kMK80waHFCdYHzCxrsnBvZTmeGb/g8Oq3Oe7v/2L0dy9B0bKPaOWxePjyuC9z6phTWd64nHer3+X/Pvw/fvvJbzmi9AiOHXksh5cevsvvvV1J6AkaIg00RBtojjXTGm8lnAwTS8dIZVIoKJhUE06zkxxrDgX2AkpdpYzyjMKsyBP+fcFtdXPlgVeyoXVDxyA60P6b98ej/5j1d2tPFDqK+PPRt3HlOz8k+bmhpMd4xvCj2T/E5eibmiMhxMCTRGcf89l9LJi7gK9N/RofVH+AWTVzRPkRFNgLcFvdUDgVLnsfapdBwxpKUmnuPfbPbInVsaR+CcXOYuYWz6XIUbTbzrtFziL+dNyfqAxV8kndJxQ4Cji4+GAKHYUdAxZ8nmqx4DhoLmOeeZp0SwtGOo0pPx9Tfj7qIGy2JvZPoWSIn73/MybkTuDo8qOp2FzRaf4H6xJUtuh8peYNZoyLbe+MfwgofTdk7FCXVK3UFB9Jaf2HjN/0NFtHn0bkC4OT7ClNhal5KabmpWiKqSxptPCGfiJvxtIc9dePOP8bB5Ob0/13l0k1Mbd4LnOL5+KP+fm0/lOWNCzhlwt/iYFBqauUab5pjPaMpsRVQq41F5vJhoJCUk8SToVpjbfSHGumPlJPTVsNtW21tMRbumzHaXJiNVnRtp8bekYnpsfaB3bZ/tJIBYWR7pGUqqUc7zieQ0oPYZRnlLwTqJ+McI/gruPuYltoG4sbFlPkKOKQkkMotBf2Wb9Ls8XB7KK5vPDlp1hSt4jaaB2zC2czxjOGwpwRfbINIcTgIInOAPDavHhtXibnTe46U1HAO6L9b+oZABQABTkjOLi4axOd3cm355Nvz+/xUMuKqmIuLsZcLO+5EINPKpNiwbsLCCaD/GD2D7oMERuOZ3jwvTDjk5WcUrYJi2ZQU3I0epbEfn+nm6zUlh1Jcf0njK14ntrSo2jxzYA+vH8vsGc4ZVSco0oTfLIpzvuhUbz7z2ZOOsDGOYd7yXHsuvV0nj2PU8acwiljTiGUDLHev57Ngc1UhatY0rCE1nhr1pElrZoVr9VLni2PPFseY8rG4LP78Nl85Npy8Vq92DRbt8lKxsgQSoZojjZTG6llW3Ab6xrXcdOim8gYGUpdpRxTfgzHjzye2UWzpclsHyt3l1PuLmde2bx+24bF4qDcMpYS9yiqq6spLy1H66a2UQgxdMm3sxBiSEhlUvz0vZ/ySd0n/HDODylwFHR6aW3GMLj7tSCJWILLLc9jtxrUlhy5fw0l3Us7BijIb1lJWc07uNqqqC4/Dn0XA5nsCYfZ4NgpVubWVfHx6hBvfDadN9emOPVAJ1+e48Bj3313UY/Fw0HFB3FQ8UE74zcyRFNRknp78yOTasJmsu31UNWqouK1evFavYzPHY9eorPJtIny0eVsDG5kZfNKXt36Ko+ue5Rcay4njjqRU8acwpyiObt9kbEYfJqbmykv75saTSHE4CKJjhBi0GuKNvGT937C8sblfG/m95jq6zxCYMYw+PcbAZZsSfJD9TnyLSlqyo4lZZa3ke+WotGcP4uYvYCCpqVMXvcQdSXz8OdN7fOXqrpLCjjeZWfmh/9lqTqa/y6ZwSvLo5w0w86XDnSQ7+7dE3VVUXFZ9t1nbDPZmFU4i1mFs7jYuJgtwS0sbljMm5Vv8uSGJymwF3DS6JM4adRJzCyYiaZKDYEQQgwkSXSEEINWQk/wzIZn+Ovyv6IoCtcedC0Tcyd2KhNJGNz10Ho+DhZwqfZfJtpC1JSdQEaGiO2ViLOMuNWHr+UzyqvfpKBpCU0Fs2nNnYTRh8dSdbsoPPFojl65mhnrH2ZV4WxeXz6V/y6LcdA4C8dNszNjpAWTNrj7wCiKwljvWMZ6x3LuxHOpCFbwad2nvFzxMo+sfYRcWy5Hlx/NEWVHcEjxIZ2G8xdCCLFvSKIjhBhUIqkIK5pW8F71e7xc8TKBRIB5ZfM4b+J5uC1uAJREhOaVK3l/uZ8X2tprd67kWUbnO2nO7b92/cOdbrLRWHQwwZwJ5AbWUV79FqW17xN2jyLkGU3UUULC6t37mh5Vwz5zBtaxY8lZ+RkzN3zKBu8U1jKTTzYlcVrgwDFWDhhpYUKxmdJcDU0dvImPqqiM945nvHc8F0y+gIpABUsbl7KofhHPb3oegHHeccwqmMVU31TGe8czOmc0udZcGdRACCH60bBLdAyjvWOq3s07G/aVHdsf6Dj603DfR9m/nlNVtcsNW0+vxVg6xnXvX8d7Ne91TPPpOj/0BzgjnSEvreKoeIoN737Kj9NXsM3YMVDGWGAsuYQ4Sl1MjTWPmhAQatzr/RnuMmkdNZjaTalxWNRReDNRbK0paK0FajuV0FFJqRoZVHQUwpqNKmsB6d68oq1gBOSWkAkGKY98iEf10aCP5YP1Xj5Yn+hS3KSksNvAajEwaxncjjRHzfCT40r3fJu9ZGQMGiIN+Ov8KD1MuEa6RzLSPZLWeCvrWtexqXUTmwObeWbjM1nLKyh4LB4cZgcOkwOrZsWiWTCrZs4YdwZfHvvlHm13b67FnhpO343DaV9geO3PUN+XbNei2PcUY8c34DCRTCZZuXLlQIchxH5l1qxZXUYs6um12Jxs5toN13aadla4jd80+ztNuy11Hn/Wz977YMWwY8l/A2vBGwMdRr+6b9p9mJTdP5vcm2tRCNF3sl2LYt8bdolOJpMhnU5LJi3EPpTtepNrUYh9T65FIQYHud4Gh2GX6AghhBBCCCGEDPgvhBBCCCGEGHYk0RFCCCGEEEIMO5LoCCGEEEIIIYadYZfoGIaBrutI1yMhBpZci0IMDnItCiH2V8Mu0clkMixfvpxMJjPgcXz22WcDHkd/Gu77KPu39+vv72txuH9G/UGOWe8N9WPW19fiUD8enzec9gWG1/4Mp30RA2fYJTqDhWEYpFKpYf0Ebbjvo+zf4Dcc9mFfk2PWe3LMOhtOx2M47QsMr/0ZTvsiBo4kOkIIIYQQQohhRxIdIYQQQgghxLAjiY4QQgghhBBi2DENdABCAASiSRLpDA6Lhttm7jK/OZxANwy8DjNWk7bb9SXSOoFoCk1RyHdb+yPkPZZJJtEDARRVRfP5UBRloEMSQ1RKz9AaSaIokOe0oqm7P5diTX7G5BWQisbQ3K5+i23HNe20arisXa9pIYQQor8NykQnEAhw00038e6775LJZDjooIO48cYbKSwsHOjQRB8LRJOsrA5yxxsbqW6NMrXEwzUnTmRCoQun1URDKM7/1jTwwMKtRJNpjp9SyKVHjGVkngM1y01dJmNQ6Y9y3wcVvLm2EYfFxDfnjebEqUUUeWwDsIc7GYZBqroa/4MPEf7f/1DtNnIvvAj3SSdhLpJzW/ROdWuUxz6p4oUVNaiKwvlzyzlnTjklOfas5SP1DUQWfkjbv/+FHggQPvgQ8i/7LtaRIzFZLX0Wlz+SZFllK39+axO1gRgzR+RwzfETGVvgxG4ZlD85QgghhqlB+atz1VVXkZOTw//+9z9UVeWnP/0pv/jFL7j33nsHOjTRh6LJNE8squLmV9Z1TGsMN/HuxibuvXgOc0Z7uebxZXxU4e+Y//DHlbywrJb/XDWPMfldn0ZvbYlw1l8XEoqnO6b9/PlV/PezWv701QMpdA9cspOqqmLr/PPRA4GOaQ2/+x3B//6X8rv+hFkSedFDNa0xzvvbR9QF4x3Tbn19A88uq+XhSw/ukuxEGppouulmYq+/1jEt/dKLVP3vdcoffQzXtCl9Elc4nuKfH2zhL29v6pj2vzWNvLm2kQe/dTBHTCjok+0IIYQQPTHo+uisWrWKFStW8Pvf/x6Px4PL5eI3v/kN11577UCHJvpYc1uSP76+vst0w4AbnltFUzjZKcnZIZxIc+cbG4km0p2mRxNp/vTmxk5Jzg4fVfjZ3Bjpu+B7KROP0/KP+zolOTvEly8nsb7rcRAiG13P8MzS6k5Jzg6bm9pYuLG56zINDZ2SnB2MRIKmW24m0tL1OtsTLW1J/vrOpi7TMwZc/+xKGkJdYxZCCCH6y6Cr0fnss88YP348Tz75JI899hixWIwjjzyS6667rlfr0XW9nyLs3fYHOo7+tLf7WOWPktKzj4/f1JagKZzodtlXV9Vz3SmTsZp2Nl8LxFK8uqq+22WeX17DwaO9PY6vLz9DPRAg9Prr3c4PPPsc9sMOg33YX6ev9k/Tdt1nqj+vgf3hOvsifzTFC8tru53/1JJqTppahNO683MJv/tut+Xjny7CCLehe3P2OrZ19SG6e+VFdWuMQDRJvnPo9dcZKufZvroWh8rx6InhtC8wvPZnKO/L7q5Fse8MukQnGAyyfv16pk+fznPPPUc8HucnP/kJ1113Xa+arq1cubIfo+y5wRJHf9qTfVQUBcNZussypl10rLZoKm3hMHWbqzqmuQtHYNFUEunsb1G2agoVFRWEQqFexdoXn+FIlwvF3P0NnmK1snXrVgLB4F5vq7f2dv/mzJnTr+vvif3hOtvBmVeExbSLa8OkUl9fS7i1BYC8vDwsll0MyKFpZAyD5cuX71VcmqahaPm7LJNOJVm+fONebWcgDfbzbF9fi4P9ePREW7qN+2vuR6vUuHzE5WjK8LhBHQ6fzQ5DcV92dy2KfWfQJToWS3un2BtuuAGr1YrL5eKaa65h/vz5RCIRnE5nj9ZzwAEHDGhGres6K1euHPA4+tPe7mNdKIHDohFNdn1aM9rnIN/V/c3ZeXPLGVmUi7nU1zEtpWc4b245/1y4NesyX5kzgrGl7h7H16efYVrH+MpXaOkmWc+dfx7WMWP2bhu9tK/O0f5c//5wnWVz8SE6Nzy/Kuu8bxw2inGjCmDUiI5psWOPJnTHbVnLO44/HnNeHrNGlu91XHnBOBZNJal3fdgwtcRDkddFbumsvd7OvjZczrO+in+4HA+Avyz7C8vCywBo9DZy6phTBziivTOcPpvhtC9i4Ay6RGf8+PFkMhlSqRRWa/uNbibT/qNpdNcmIgtN0wbFhTFY4uhPe7qPhR4rd54/i+89vITM5z5am1nljvNnUei2cvGho3j4422dlhuRZ+fbR4zBZulcQ6JpGt8+YgxvrG2k0h/tNO/iQ0cxIs++R3H2yWeoaeRecD7h118juWVrp1k5Z5+NZfToATtP+vsc3RfXwP5wnX3e8VOKeGpJNcurAp2mHzOpgJkjvF2OheorwHPFlYTu/mun6aaCAvJ/+EPsOT1/ALArhW4bfzh3Btc8sbzTdKdF49bzZpA/gIOB9IWhfp71dfxD/XjoGZ2nNz3NHPccEpYEj294nNPHnz7QYfWJof7ZfN5w2hex7w26ROfwww9nxIgR/OxnP+Pmm28mkUhwxx13cMIJJ+By9d87H8S+Z9E0jpyQz2vXHMWjn1aysaGN2aNyOefAMspz7Zg0lR+dOIEzZ5by74+2EoqlOHNWGYeN81HqzT6Eblmug8e/eygfbW7hheU1eOxmvn7YaMYXOslzDuz7dMwlJYx84AGiixYRfOE/qE4nuRddiHXceEx5eQMamxhainNs3Pu1OayoCvDYp1WYtPZkfkqJh4IsyYTD58W48EJcRx5B8NHHwN+M+ahjyTnuGBwj9r4mZwebWePEqUW8es2RPPzRNra2RDl0bB5nzCqlzOvos+0I0Rc2BTYRSASY6J2Imqvy+PrHiaaiOMxyrgoxXAy6RMdsNvPQQw/x+9//npNPPplEIsFxxx3HDTfcMNChiX5gt5iYUOTm51+aQlI3sJrUTu/HyXNayRtjZeYIL7qRwW7e/Slb6rXzlTnlfGlGMZqiYjENnsEFzcXF5Hz5y7hPPBFUFdXSd+8vEfuXIo+Nk6YVc9TEAhSF3b5I15mfB/l52KdMwd/UTEFpcb88JXVaTUwu9nDjGdNI6QY2syovxRWD0rLGZWiKRom1BI/Xg27orGhawWGlhw10aEKIPjLoEh2AoqIi7rjjjoEOQ+xDmqZi38U9V3uy0ruEpSdJ0UBRbUO7CY8YPGzm3iUrmtlETWM9BaXF/RRRO5OmspvcS4gBtaxxGaM8ozCrZkqdpbjNbpY2LpVER4hhZPA86hZCCCGE2EfW+dcx0j0SaB8JdIR7BBtbh+6ogEKIriTREUIIIcR+JZ1JUxmupMRZ0jGt1FXKpkDXF94KIYYuSXSEEEIIsV+pDleTzqS7JDrV4WqSenIAIxNC9CVJdIQQQgixX9kS3ALQJdHRDZ2toa0DFJUQoq9JoiOEEEKI/cqW0BbsJjs5lpyOaaXOUgAqghUDFZYQoo9JoiOEEEKI/Up1uJpCe2Gnoc+dZid2k53attoBjEwI0Zck0RFCCCHEfqWmrYY8e+cXNSuKQoG9gJpwzQBFJYToa5LoCCGEEGK/UttWi8/m6zLdZ/dR3VY9ABEJIfqDJDpCCCGE2G8YhkFdpI58e36XeQX2AqrDkugIMVxIoiOEEEKI/YY/7iehJ/DZu9bo5NvzqYvUkTEyAxCZEKKvSaIjhBBCiP1GXaQOIGuNTr49n1QmRXOseV+HJYToB5LoCCGEEGK/UR+pByDPltdlXq4tF4DGaOM+jUkI0T8k0RFCCCHEfqMx2ohJNeEyu7rM25HoNEQa9nVYQoh+IImOEEIIIfYbTbEmcq25nd6hs4Pb7MakmmiISqIjxHAgiY4QQggh9huN0Ua8Vm/WeYqikGfNk0RHiGFCEh0hhBBC7Dcao43kWHO6ne+1eaWPjhDDhCQ6QgghhNhvNEQbuq3RAfBavR0DFgghhjZJdIQQQgix32iONu8y0cm15UrTNSGGCUl0hBBCCLFfiKfjhFNhvDZvt2VyrDnyHh0hhglJdIQQQgixX2iJtwCQY+m+j06OJYdYOkY0Fd1XYQkh+okkOkIIIYTYL7TE2hMdj9XTbZkdzdp2lBVCDF2S6AghhBBiv9CR6Fi6T3R2JEHNcWm+JsRQJ4mOEEIIIfYL/rgfBQWX2dVtmR3N2pqiTfsqLCFEP5FERwghhBD7hZZ4C26LG03Vui3jNDsxqSYZkECIYUASHSGEEELsF1piLbtstgagKApeq1cSHSGGAUl0hBBCCLFf8Mf9uC3u3ZbzWDyS6AgxDEiiI4QQQoj9QnOsebc1OtCe6OwYiloIMXRJoiOEEEKI/cKOPjq747a48cf8+yAiIUR/kkRHCCGEEPuFQDzQ46ZrUqMjxNAniY7YK4qiDHQIQohecjgcAx2CEPtcxsgQTAZ7XKPTGm/dB1EJIfqTaaADyObll1/m2muvxWq1dkw74YQTuPXWWwcwKvFFmZYWxmUytL32GubS0va/wsK9WmdTtIn6aD3V4WpKnaWUOEvIbTNINzWhaBrJykpAwTZlMiafD9Xp7Jud6YbN7qAumGBLS4RQLMWkYjf5Liteh6VftysGr0wySbqxieSWCjKRKNZJEzHl56O5d3/zBF84x12llDpLKXAU9HPUkE6mSDQ0kNy6jeJAK8lMhkwqhWqxYC4swpTv6/cYhBhIoUSIjJHpcY1OXI8TTUVxmOXBgBBD1aBMdFauXMmZZ57JzTffPNChiG4kq6up+t7lJDdt6phmHjGCEff9A+uoUXu0zupwNVe+eSUVwYqOaSPcI/jrQbfgWbqMxj/cCul0+wxNo+CaH+CdPx9TTs5e7Ut3UrpBi5rL+X96n7ZEumP6GTNL+cXpUylwW3extBiO9Fic6IcfUvPjH2PE4x3TvRddSMEVV2Dy7TpZqA5Xc8WbV7AluKVj2kj3SO454R5Gekb2W9zpRJLIihXUX3EFmba2jumuY4/Bc/rp1N/4K8r/dCfmkpJ+i0GIgdaaaK+h2dXLQnfwWNsHLPDH/ZLoCDGEDcqmaytXrmT69OkDHYboRrq1ldoFP+mU5ACkqqqo+f5VpJt7PyRnIB7g+vev75TkAFSFq/jx0v8j5GBnkgOg6zTddjuJ9Rv2ZBd6pCGc4NKHlnVKcgD+s6KWZ5ZUoWeMftu2GJzS9XVUX3VVpyQHIPDIo7S9//4ul22Nt7LgvQWdkhyAynAlP3znh/3a8TlR30Ddd7/bKckBaHv7HeKrVqF5vdT/9nfo4XC/xSDEQNvRFK2nNTqA9NMRYogbdDU6mUyG1atXY7fbue+++9B1naOPPpprr72WnF48udd1vR+j7Pn2BzqO/qD7/cSWLcs6L7FxI+mWFpTc3F6t0x/3s6JpRdZ5GwMbic0ZSbbeQC333ot18iSUfmjCtnBTM0k9k3Xeve9VcOasUgqHcK1OX52jmtb9G8b7Yv09Wfe+us6CL74ImeznRMvf7sU5bx5qXl7W+f64n1XNq7LO29C6gZZ4CzmW/qmdbFu0uEtytkPg6Wco/vnPqb3+etItLSD9d7oYKt/n++paHCrH44taYu1Ji0NzdMSe2X49Z75wXTu19t+U5kgzet7Q2c+h+tlkM5T3ZXfXoth3Bl2i4/f7mTp1KieffDJ33XUXra2tXHfddSxYsIC///3vPV7PypUr+zHKnhsscfSl8buZH/e3snr58t6ttHjXsyOZGC5V7XKTmaqro6mujtovPKneW263m82NyW7nt0ZThNui1G5e26fbHQh7e47OmTOnX9ffE/tiG7leL5bNFd3OT9XXE2ptZWtlZfYCu2kVFowGWV6xfM8D7EZ+fj5aVTcxAZlwGMVqAcMgFgiwuUWeYHdnsH+f7+trcbAfjy/6zP8ZCgp12+poUBo6zauo6HxtZ4wMCgorNq7A2+Ldh1H2jaH22ezKUNyX3V2LYt8ZdIlOfn4+jzzySMe/7XY7CxYsYP78+bS1teFy7b5tLcABBxwwoBm1ruusXLlywOPoD+maGtA06OYpi724iFkje9ffoCZSg6Zo6EbXdSoo5OBAz/Ik3T5zJgUjR1Jo6fvBAQ5JNXH/wm1Z540rcOL1uBhXMqvPt7uv7KtztD/Xv6+vs9DhhxN+7bWs82zTpuEpKGDWuHFZ59dEalAVlYzR9TxWUChwFVA+q7xP490hMGsW3TVKM5eXk27xo9hsOPLzmSX9dLoYLt/nfRX/UD0eS1YtwdnkZOKEiR3TMpkMFRUVjB07FlXt3JrfWevEVehi1vRZ+zjSPTdUP5tshtO+iIEz6BKddevW8dJLL/HjH/+4Y+jiZDKJqqpYenEzq2naoLgwBkscfcrnw3vuVwg88WSXWe5TTsHk8/V6n312H2dPOJunNzzdZd7Jo07C8v4SYl+cYTbj+/a3MNntvdpWT00v81DssVEf6trk56dfmkKhx9Yv293X+vsc3RfXwL66zpxHzEPzetEDgS7zCn/8I8y7aLLps/s4c9yZPLfpuS7zTh1zKnn2vH7bB9vECZjLykjV1HSN69vfpvWJJ8j75jcxFRaiDrfvqz401L/P+zr+oXY8AskAHosna8yqqnaZ7rF4CCQDQ2ofdxhqn82uDKd9EfveoBuMwOv18sgjj3DfffeRTqepra3l1ltv5eyzz+5VoiP6j+Z0kv/9q8j75iUo24cAV8xmvBecT9HPform8fR6nU6zkytnXsnXp34dq9a+TrNqZv6E+VxTehG+STOxTpjQUd4yZjSjHngAcy9rjnqjyG3l35ccyGFjd/a5yHdZuOP8WRw0und9kMTwYCkrY9QjD2ObNbNjmqm4mPK7/4p10qRdLus0O7l69tVcPOViLGr7d5lZNXPBpAu4du61PeogvaecZaWU3v9P7Icf3jFNy82l8CcLSDbU4z7hePIuvghVvmPFMBaIB3Cae96f02Vxybt0hBjiBl2NTnFxMffeey+3334799xzD1arldNOO40FCxYMdGjic8wF+fiuvhrr2WdjA1SHA1N+Pqptz2s58h35XH3g1Vw45UJiqRg2k418ez7meBrdGaTsz3dhJJOgqpi8Xkz5+X23Q92INVZyz0WzaY2lSaUzuO0mitw2VFVelLq/so4bx8i//Y10ayuGrqN5PD1+f1S+PZ9rZl/DxVMvJpaKYTfZybfnYzX1/6AWjtEjKfzjbWQCrRBPYLLbUFQFxWRqr8kxm/s9BiEGUiARwGXpWfN3ALfZjT/ef6MhCiH636BLdAAOPvhgHn/88YEOQ+yGYrGwORxm1qxZfVatbDVZKXOVdZ7oAq2HfbP6mq7ruG0mvM6hO7qa6Hua14vm9e7RslnP8X3EkedFz3GzfPlyZk2aIM1BxH6lNdGK1+rtcXm3xU19tL7/AhJC9LtB13RNCCGEEKKvBRPBHr0sdAdpuibE0CeJjhBCCCGGvUAi0KtEx21x05poxTDk5dBCDFWS6AghhBBiWNMzOm3Jtl730UnqSWLpLmN+CiGGCEl0hBBCCDGshZIhDIxejbq2YyREGZBAiKFLEh0hhBBCDGuBRACg103XAOmnI8QQJomOEEIIIYa1YCII0KumazvKtiYk0RFiqJJERwghhBDD2h7V6JjdnZYVQgw9kugIIYQQYljbUaPTmz46Zs2MTbNJ0zUhhjBJdIQQQggxrAUSAewmOya1d+9Jd1vckugIMYRJoiOEEEKIYS2YCPaqNmcHl8UlTdeEGMIk0RFCCCHEsBZKhvYs0TG7pEZHiCFMEh0hhBBCDGvBRBCnac9qdGTUNSGGLkl0hBBCCDGsBRIBHGZHr5dzm6WPjhBDmSQ6QgghhBjWgolgr4aW3sFlkaZrQgxlkugIIYQQYljb48EIzC5CyRB6Ru+HqIQQ/U0SHSGEEEIMa3s6GIHb4sbAIJQM9UNUQoj+JomOEEIIIYatdCZNW6oNp2XPEh1ABiQQYoiSREcIIYQQw9aO2pg96qOzfZlAPNCXIQkh9hFJdIQQQggxbAUTQQAcpt6PuuaytCc6UqMjxNAkiY4QQgghhq0dic6e9NFxmpwoKFKjI8QQJYmOEEIIIYatHU3X9iTR0VQNp9kpNTpCDFGS6AghhBBi2NqbGh1oH5BAanSEGJok0RFCCCHEsBVKhrCoFiyaZY+WlxodIYYuSXSEEEIIMWyFEnv2Dp0dXGYXrXFJdIQYiiTREUIIIcSwFUwG9y7RsUiiI8RQJYmOEEIIIYatYCKIw9z7oaV3cFvc0nRNiCFKEh0hhBBCDFt723TNbXYTSAT6LiAhxD4jiY4QQgghhq1AMtDty0KjyQxvbbTx3KIobfFM1jJui5tIKkJST/ZnmEKIfiCJjhBCCCGGrWAiex+daCLD/z0V4r0KG88uivHrZwJEE12THZfFBSC1OkIMQZLoCCGEEGLY6q7p2nOLotQHdb48NcolRzup9qd5blG0SzmXuT3RkQEJhBh6TAMdwK7ous4ll1xCWVkZv//97wc6nP1COhjEiMVAVTHl5+OPt5LUk6Qy7VX2BeZcrIoZPRSizaqSP66I6nA9OZoTZzQBgMnnQzGZSLe0YKRSxKwaIS2Fmk6Tq1tQY0kyFhNBqw6qisvsJBODtoyCYjKT77Fh1jrn4ImAH3+mDTBwqQ6cTi+ZUBgjlcTQdRSLBUVVMfl8O/clFCIRCGEooDvcOBQdc15ep/VmjAzNsWZUVJKZJCoqhmJgVSy4klEmlbhR4gFw+vgifyRJIqWjqQqFHlvPj3E6TV20DgMDh8lBviO/x8uKwSEZi9ISacJQ2s9HT24hAE3RJhQU4nqcjJHBptnIs+dhUtu/ajMZg2AsRVu6CUPRwQC7asWDFavbC4CRTrdfO+k0islEJpXC0NMYViu4HMQVO6FYChQo9Fixm9vL6H4/qCoYBmQyKCYTisOKEmkGRUFx+ciYHDQGIpSMHEdzqJm0kiSDRoHJg83l6ti/VHMzpFIoFkvna6q1FSORAE3DXFDQ6ZgYmQzp5ub2bdvtJOwmwqkwCgo+mw+Ttvufm2gqSigZQkEhz5aHWTPv7UcFtN/oRtNRVEUl356Pqsgzvv2FYRiEkl0TndaIzktLoxw20UKuI0xxjsahE6y8vDzKlw60k+vUOsq6Le72ZWRAAiGGnEGd6PzlL39h8eLFlJWVDXQow54ei5HcuJGGW/9IbNkyTHm5eL7xNaynnsivVv+eT+o/YYbvAP44fgHBDz4hePoR/GXJ3Sys/QC7yc6Xx5zNV8efBzfcRN5Xv4qRTNL66ivEv3Mu91Q/znv1C7Gb7Jw14jTOnzSflzc/x8NbnyKaijKvdB5fn3w5t/+3lTV1ES48aARfP3w0JV476VCIhlgjj254nOerXyGWjnF02VF8f+p3Md96H5FXX8cyYgS5F10I22/K7HPmkGpopOmOO4l+uBDN6cR67nw47zz0xhY8RfmYcnNpijbx8paXKXGWsKF1A89teg5/zM/Mgpn8cMZlTFz2JK6lD2KUzIKTfgPFM8DqIhxPsbo2xE0vr2VNbYjiHBtXHDOOk6YWk++27vI414RreHXrqzy27jFaYi1Mz5/ONXOuYVLupI7mEWJwq2ut5PF1j/P01heIpWMcUXw4V8/6PpqhEjAivFTxEv/d8l/SmTRHlx/NJdMuocRZQkZ30RxrojKyhr99dg9bg1sZ6RnJRVMuotBeyMTEKAp1J4GnnqLt/Q8ouPoqgs8+R/jNN1E0lZxLLiF89kXc8c5K3lzXiNWkcvaBZXxr3hgczz5KJhTCOn4c/n/9m8TGjZjLyym49Bs4iyKYPvw1DfP/yzNbrWzxhzhltsFD6+9mRdNycm25XDjpYk4ddSqFaTOxRYtpuusukpWVWMeOpeCH12CbMYPk5s003vpH4mvXYi4uxnfZZbiPPw6Tz0e6qYngf1/G/89/kvb7sc+cie0H3+UvoRd5u+lD5k+az/mTzqfYWZz1mGaMDNtC27h7+d28VfkWFs3C2RPO5mtTvkaJq2SPP6t4Os6mwCZuX3I7yxqW4bV5+cbUb3Da2NMocBTsfgViyIumo+iG3mXUtffWxkGBQ8dZaWlqn3b4BCsfb0zw9uo45xy8MzHakegE4oF9FbYQoo8ohmEYAx1ENh999BG//e1vGT9+PHa7vcc1Orqus3z5cmbNmoWmabtfoJ8Mljh6KrJoEZXfuAQyndsnW4+ax+JvH8pN6//C03P+SubKn8MT93DR/75GXI93KjsuZzx3zrsT55Mv0XLf/aiP/pmLl/6QWDrWqdyYnDF8b8b3uO7963ZuR7NyxxH/4ooHaggn0kwqcvHYtw4i6t/MFStuYEtwS6d12E12Hpl9B/pXv48Rb48j7xvfIJNIkDN/PpUXXICR7Nxx1Dx1Ku4/3oF15TL04w/jho9+yZyiOSxtXMoHNR90KqugcN/hv+PgV/8PWja3T/zqExgTT+a11Q187+ElXY7hVw8ewfWnTiHHnv0pdG1bLTd/cjPvVL/TZVt3n3A3R5QdkXW5/tLf5+i+uAb29XVW56/kyvd+wMbgpk7TbZqNx095mFuX3sHCuoWd5nksHv55wpOsq03SrL7NnUvv6LLeb0//NrF0jAvN84hefDkj/n4vtdcuQA8EAFBsNpR/PcHZz1YQTeqdlh2b7+SBr07H9fqLNN7yhy7rzvv6Bahnn8g170N1MMH1Z1m4/qMryBidr/V5JUfx89k/I/nNy0ls3Lhz32bMIO/ii6j9yXVfXDXe888n/4rLqf/Nb2l7443OMxUFx91/4PuBe9ka2srE3Incc8I9FDoKu6xnW2gb5790PpFUpNP0ke6R3H/y/d0mSLuztGEp33ztm133tXQeNx1xE3n2vG6W7GyofZ9/UV/HP5SOR11bHSc9cxI/mvMjpudPB9preX7wbz/5bpWz5tqpqamhrKwMTVV5ZlGElnCGO7+eh6IoHeUve+MyFsxdwIVTLhzI3dmtofTZ7M5w2hcxcAZl/X1LSws33HADt912G3a7faDDGfbSLS00/Po3XZIcgMR7C5mrjuHU8hPRnn0d+4Xncs+af3RJcgA2BzfxWWADibYo1rNO4/7aZ7okOQBbglsIJUOMcI/YuR09weMb7+Xcg9qbca1vaINgKyv9q7okOQCxdIz7a5/FdtbpHdP8jzyC97xzab7zji5JDkBqzRpiGzcTnTSdukgdixsWM847rkuSA2BgcNOa+2k55Ls7J758LQ3+EP/3n1VdygM89mkVzW2JrPMAmmPNXZKcHdu65dNbqI/Ud7usGBzWtqzpkuQAxPU4d6/4Gz+d+cMu81KZFE1hnUllBn9bcU/W9T605iEOLT2UFfo2vPPn0/bOOx1JDoD19DP426pAlyQHoKI5wmcNMYL/fTnrugMvvEKVeSwLK1r52jwff1/zxy43/gAL696jMdlC3mWXdZqe+9ULaPzjH7OuO/j886Qbm7omOQCGQfrWe/juiPMB2NC6gfX+9V2KxdNxHlj1QJckB6AyXMmShq4PFXrCH/dz0yc3Zd/X2oXURer2aL1iaAkmgwCdRl3b2pSmLqAzc5SlS/mZIy3UtupUNKY7pimKgtss79IRYigadE3XMpkMCxYs4Jvf/CaTJ0/e4/Xoetcbgn1px/YHOo6e0NvaOj3B/SJj6SpOOGwe+nt3o9z+Kz787MFuy75X8zpz532FTLiKDxrv7Lbcx3UfMyN/BlXhqp3T6j/klwdeDtvzjkwizmuhT7pdx/uNH/OdQ66Bx59un5BOo6gakYUfdruM8t6b8INr+aT2LUZ5RrHWv7bbspsDm2mbMoKOHgrBKkLxNA2h7pOZdXUhRudlT853dcO2NbSVtmQbum3fnS99dY7u7klbf14D+/o6e7Umyw39du/XL+THM6/uMn20ZzSfbvFz5NRM1gcEAMlMkpSe4vXQJxxx1Fm0/rFzrY9+0KG8syLQ7bZfXNXAzHHjSazqmoRbx47hlU0tAIzwqWza2DVR2+HThiVMmXB4p2mq00m6sSlrecuokUQXL+52fcmKCkZrO2twXtnyCoeXdF5/KBHi3ep3u13Hfyv+y/Ejjses9q6/TluyjfWtXROrHT6p+4TJuT37jRkq3+f76locKscDIBALAGDX7B3xLqmIYzXBSJ+KsT0RNowMegZG+VTsFoVFm+KMzt/5LNhtceOP+Qf9Pg+lz2Z3hvK+SA3U4DHoEp17770Xi8XC1772tb1az8qVK/soor0zWOLYlXFuN2gadPNloridRPQYqtMJiQROs5NouuvINAAuswdicYjFcZgdhJKhrOWcZmeXJ7gOs4N4cufTV1XV8Kjdv83aYXa0b+sLVIeDTDicdZmMKwfFMPCY3cTT8W7frQCgKira9qYLO6d1WxwAi2qwcuXKLl/MPp9vl31wFBQwYPny5bveQD/Y23N0zpw5/br+ntgX25gwYQIek7vb+U6zE7I0BI7rcdw2E2Y1+zs6djCpJlyaHSKJ9mut00riOK05tEZTWZd120wo8a61pwCZeOJzzSlVNEVDN7Jf6y6zC/TOcSq7+MHOxBOonu6PCaqK8bmLxmP2UFFRQSi083vBXeTGaXbSHGvOHpPFRXVlNcFAsPvtZOEp92BSTKSNdNb5dtXOunXriMezJ5/ZDPbv8319LQ724wGwPLgcgIaqBkJa+3n34To3JW6D+rrajnK1tTtr+IpdNj5en+LA/J3z1ZTKlvotA/IdvSeGwmfTU0NxX3Z3LYp9Z9AlOi+88AKNjY3MnTsXoONH6I033mDxLp4cftEBBxww4H10Vq5cOeBx9IQRi+E+4QTCr73WdaaqkjpgAv/echd/PP901Aef5dxLzuOelXdnXddpY84kc8v9qK2tzL/sNO7adH/WckeXH80vFv6i87Kjv8Iry9t2xmW1cnbB8Ty39cWs6zi/9HTUe/7X8W8tL490ays58+fTen/27ZpPOgVWruDg2Qfz2yU3M847rtsbv2NLjyB30zs74xl9JD6nhTmjclmyrWsTBrtZY3JpLqU52fsT6GG92xuvI8qOIN+Rz5hZY7Iu2x/21Tnan+vf19fZ2ePO5InNT2edd/6Yc9gU3dZl+pbgFg45OI9MJkaps5TaSG2XMoWOQoKJIOfmHkfw7n+Rc/rpxD/34669+Cxfu+BH3PxB9mTmwrllpJ/O3hQrVVfH0eNyUBT4YH2Mo8qO5e3qrjVTqqJySNFswg+90Gl6fN067LNmEctyg5duasJx4IHdPiixHXMUr4YWdfz7rAlnMdY7tlMZwzC4cPKF3PzpzVnj/+qkrzImv/fXRTwd56TRJ/Hylq5N+lRFZd6IeZQ5ezbQzVD6Pt+Vvop/KB2Pio0VUAXTJk5DVVTa4hmqg62cNstGWZkPw8hQW1tHaWkJyvbR+A5IJ3lxaZzCsrF47O3TCmOF6IbOrFmzBnBvdm8ofTa7M5z2RQycQddH59VXX2Xp0qUsXryYxYsXc/rpp3P66af3KsmB9mrDgf4bLHHs7s/kclF47Y8xlZZ2PoiKgutXP+Wf9c+xoXUDVVPzSUXCfNl3NFPzpnU55l+b/C2KYhZyzjiDxKrVnKRMZUaWchdPvoh1/nWdaoUm5k7moLwv8e7G9iY2Vx07DrPPxwjvaL4xZn6XdczIm86JTCG+qP0mSrFaKf7lL2j661/wnn8+lokTuyxjv+IqbEWF5BTmUeAq4sbDbuSZDc+w4KAF7TUqn1PsLObH48/DufzR9gmuQpQv30lujps/fGUGPmfntt2aqnD3RbMpyrF2e5xzrbn88rBfdtlWkaOIBQctwGvzDslzdHeGwj709K/EUsB3Jn2jyz5Oy53KWRPO4u0sTbAOKj4IsyVGOOzm5iN+j93UuWmjTbPx04N/SlO4gbK0h/hnn6E6nTjn7WziFV+8mJPcceaM8HRZ/zcOG0W+v56CK65A9XSer5jNlN90A4Vr/83vvjSaZxc3ce6Y71Hi7DySmYLCzw/6FV5cBJ57vtO84PPPU/yrG9Fycztv2GSi/M47MRUWUnrLLfCF2k9TcTH6lRfzRNV/ALhi5hWUukq7fv+YTJww6gTmFHV9AnrRlIsYnTN6jz4rp9XJ1QdeTZmrazLzq8N/Rb4jf9CeZ0PhWhwKx0PTNNrSbThMDswmM5qmsaE+g2HAuCIzmqp2JDeKoqKp7X8Tii0YwJoavWM9HquH1kTrgO/PcPpshvO+iMFj0I66tsP1118PIKOu7QOpujpiK1bQ9u67mErLcJ56EuEcCysi63m36l3y7flcUnIW5roWAkUeKjKNvF75Ok6ziy+NPg1f1IzlhZfJOfNMVE2j7ZNPiIwvpsqT5tX6t3GZnZxWcgI5bQYhB7zc+A7BZJATR55MoWUkj34UwKJpnD27jHKfixy7GSOTodVfS120npeqXqMtE+NLo05hrGMElncWEV20GOv4cThmzybV3IJ92lTMJSUkGhqJr99A2+uvYXi8OE87DXz5uDQDc34+islEJBmhIdrAmpY1FDuL+bD2QxqiDRxSfDCzfdMoWvcapvqVMO44lJGHgXfn4Ak1rVE+2eJn4aZmxhW4OPWAEkpybNjMu/6sW2IttMRaeHnLyzRGGzm05FAOLDyQEZ4Ru1yuP8ioa3umtbmG+nQLL1a8RDgd4ZQRJzLeM5a0WaOqrQqTauLVra+S1JMcO+JYRueMxmfzoeGgNRojQTMf1X/ImubVjPWOZW7RXFyKnVzVhdfsIVVXR/Cll7DPmolqs7XXtCoKrhNPpG3sZDaGdV5YUYfTauLsA8sodpnx1lfS9sFCnHNmk1i/geiKFdgmTsB1zBGYat9AbV5DeO6V1GslvLWuiVnjNJqS6/m4fiElzhJOHHkyeZqXfHcuqbo6wm+/TXzNGhyzZuE84gjMJSWkGxqIfLqIyMcfYR07DvdJJ2IuKUG1WslEo6Tq6wm9/DKpmhocRx5BZtoE7m94AUVROH3c6ZQ6S/FYuyZqOzRHm6kIVvDfLf/FYXJw+tjTKXOV4bV59+rzqo/Us6p5Fe9UvUOxs5hTx5xKsaMYp6XrCyS7MxS/zz9vfx517c4ld/Li5hf5/VHt9xAPvt/Ge2tiXHOqB0VR0DOZTqOu7fDn10LMHWfl0mPbm2a+uPlF3ql6h/cueG8gdqPHhtJnszvDaV/EwBn0iU5vDZYLY7DE0Z90Xcfv95OXlzcs91HXdbZu3cro0aOH7f5JorP/0XWd1tZWcnNz5Zj10FA/z/bnROfXH/2aRfWL+OVhvwTgZ4/7sZoVzt3+npzuEp0XlkRpCevc9rX24WjeqXqHh9c+zLKvLRvUL5wdSp/N7gynfREDZ/BerWJIqKysHOgQ+lXgc0P8CjFcbNvWtS+REMNRMBHseFloImVQ0ZhmpO9z3ZOTSUwLF9L8pzsJPPcceqK9X/BIn0ZVi04k3j44h9viJmNkCCZ6NyiGEGJgSaIjhBBCiGEplAx1jK65pSmFnoERvp21A+H//Q+1shLrmLEkNlcQevFFDAxG5pswgA117SMdui3tTdha4/IuHSGGEkl0hBBCCDEsBRKB9mHTgc31aUwaFHraE51kVRXxVavQJ03CNmsWzkMPIbFxE4kNG8lzqjisCpsa2kfJdJvbEx1/3D8wOyKE2COS6AghhBBiWAolQh1N1zY3pijO0dC2v9spsmgRmicHY/uIo+YRIzAVFRH56ENQoNSrsanhCzU6CanREWIokURHCCGEEMNSKBlqf5kvsKk+TWlue22OHg6T2LABy8QJnYZGt02ZQqq2jlRNDaW5GpvrUxiGgdPsRFM0WmItA7IfQog90y+JzpNPPsmXv/xlDjnkEGpra7n66quJRCL9sSkhhBBCiC70jE5bqg2n2Uk0kaEuoFOa2z4QQXzDelBULKNGdVrGXFKK6nQSW7WK0lwTwZhBS1sGRVHwWDzSdE2IIabPE51//etf3H///Xzta19D13WcTieNjY3cfHP2t14LIYQQQvS1cDIMgNPsZFtze1+bEm97jU5i3TrMxUUols4vf0YBy6hRxNesozSnfdLm7f10JNERYujp80Tnscce4+6772b+/PmoqkpOTg533XUXb7/9dl9vSgghhBAiq2CyfShop9nJ1qY0mgr5bhU9HidZVY25vDzrcpZRozDiMazNtbisClubdvbTkaZrQgwtfZ7otLa2MmbMGAB2vIvU5/ORTqf7elNCCCGEEFmFEiEAHCYH25rTFHraByJIVVaCYWAuKc66nJabi+p0ktiwgSKvxtam7SOvWd20xCXREWIo6fNEZ/LkyTzxxBMAKNs7+L388stMmDChrzclhBBCCJHVjhodl9nF1qY0hTnttzzJrVvRXC5Up6vbZc2lpSQ2baQ4Z2ei47F4pEZHiCHGtPsivXPddddxySWX8MILLxCNRvnOd77D8uXLue+++/p6U0IIIYQQWQUT7YmOTbNT1RLmmCk2ABLbtqEVZa/N2cFcUkpi40YKTHEWhhXa4hk8Fo+8MFSIIabPE51p06bx0ksv8eKLLzJlyhSKi4v51a9+Ren2ceqFEEIIIfpbKBnCpJhobTORTENRjoYej6O3NGMdP36Xy5qKCkFRyAvVAOVsbUrjsXgIp8Ik9SQWzbLL5YUQg0OfJzrPPPMMZ5xxBpdeemmn6TfeeCM33nhjX29OCCGEEKKLYCKI0+yk2q8DUJijka6tAgPM+QW7XFYxmzHl52Op3ohJLaeyOc2Icg8A/rifYueua4SEEINDn/fRueGGG/jWt75FKBTqNP0///lPX29KCCGEECKrYCKI0+KkqkXHYVFwWRVSNTUoNiuqx73b5U2FhaSrt1Hg0ahsSZNjbR9vujnW3N+hCyH6SJ8nOjabjcLCQubPn09VVVXH9B0jsAkhhBBC9LdQMoTT5KSqJU2BR0VRFJK1NZjy8nu0vKmoiEw0hs+SorJZEh0hhqI+T3RUVeW2227j2GOP5fzzz2fFihXAzhHYhBBCCCH6WyARwGl2UtWcpsCtYWCQrq9Hy8vr0fImXz4oCr5UK1UtOi6zCxWVplhTP0cuhOgrfd5HZ4frrruOkpISLrnkEm699VZsNlt/bUoIIYQQopNgIohDc1Mb0Jk+wkImHCYTjWHqYaKjmE1oPh/eUC1x3Ye/rf1dOlKjI8TQ0eeJzuebqH3961+nsLCQBQsWyAtDhRBCCLHPBBNB7OYx6Bko9Kik6hsAelyjA2DOzyenbhMUHtDefM2SI+/SEWII6fOma1deeWWnf59yyin84x//YPbs2X29KSGEEEKIrIKJIKl4e1KT79FI19ej2GyoDnuP12EqyMceqMeiQbW/vZ+O1OgIMXT0eaLzxWGlAebOncu///3vvt6UEEIIIUQXhmEQSoaIxTzYzNtHXGtsxOT19mo9Wn4BCpBvSVLVouOxeGiMNvZLzEKIvtdnTddmz57N0qVLmTx5crcDD6xdu7avNieEEEIIkVU0HUU3dMJRZ8eIa+mmBsxFJb1aj2q3o7lc5KZDVLc4mDsmh4pgRT9FLYToa32W6Pz9738H4MEHHySdTmMymchkMiQSCTZs2MDMmTP7alNCCCGEEN0KJoIABMI2Cl0amWQCvTWIdfLUXq9Ly8/H21bPYiOfEyy5NMWaMAxDRpMVYgjos6Zrc+fOBaCtrY1rr72Wgw8+mKVLl3LVVVfxl7/8ha1bt/bVpoQQQgghuhVMBDEMaAmZyHerpJvah4TubdM1AFO+D09LFYk0qBkf6Uya1kRrH0cshOgPfd5H55577uGaa64hk8nw8MMP8+c//5lHHnmEf/zjH329KSGEEEKILoLJIEbaTSKlkO/W2hMdRUHzeHq9LlN+Abnx9pHW4tFcAOmnI8QQ0eeJTmVlJfPnz2fdunXEYjHmzZvH9OnTaW6WUUqEEEII0f8CiQCZZAFAe41Ocwua2wWa1ut1aV4vHiOKWckQjjgBSXSEGCr6PNGx2+20tLTw1ltvMWfOHEwmE+vWrSM3N7evNyWEEEII0UUwHsRIFqIqkOtUSTc1o+Xk7NnKVBWTL49cow1/yIyKKomOEENEn78w9Ctf+QpnnXUWoVCIu+66i1WrVnHppZfyrW99q683JYQQQgjRRTAZREuXkOtS0VQFvbkJ86hRe7w+U56PnEgLNa155BTmSKIjxBDR54nOVVddxcEHH4zVamXWrFnU1dXx61//mpNOOqmvNyWEEEII0UUgEYBkIT6Xip6Io7e1YdvTGh3aXxzqbWxibfMYxo70SqIjxBDR54kOwCGHHNLx3yUlJZSU9G7ceiGEEEKIPRVMBEklRuAr0tCb2wcS2OOma4DmK8CbXEFbElxKMbVttX0VqhCiH/V5Hx0hhBBCiIHkjwVJJlztNTot7YmO6u79iGs7qA47PjUOgEkvpy5S1ydxCiH6lyQ6Yq+4XK6BDkEI0Ut2u32gQxhy5JgNLfVBHVDbh5b2t6C6XCim3o+49nk+rwnFyJBJFlIfqccwjL4JVgjRb/ql6dre+uijj7j99tvZvHkzdrudU045hQULFmCz2QY6tEEpk06Tqq4mvmoVqapqbNOnYRk9GsuIEbtd1jAM6iO1bGhZx5bAJiZ4xjDaPRpzyk4sY8cXCxCJp/HbPHxUE0EzaRw6Lh+zJUptyyqmqMX4n3oSIxbDedBBmH35hOwetJYmEitXQlMjzlkz0AryaVuzEqWuEccBM9BycwnXVxEZX8KS4CqieozDSg/HbrJTFdxGQk/is/tY0bwCUJhTPIfmWDN1bXXMLppNS6yFNf41zCyYSbmrnAJHQbf7GE1FaY41s7hhMZFUhIOKDqLIWYTX6iVdV0d83TqSW7dinTwZ69ixmIuLe3X8Q4kQTbEmPq3/lBmWsYxKukh8ugTVYsFxyCGY8vPR3O7drielp2iMNvJZ82c0RBuYWTCTEe4R5NvzexWP2DOpdIb6UJzlVQHqg3FmjfQy0mUiJ9BI5IMPMNJpnIcdTqIkl4ARZXHtJ+3nU+kh2AwvC7cmmTnKhccO4XQTSxuXUugo5HDTRNKbt6JvqsAxZw7hMXlsCm5iU+tGxnrHMd47kVU1ZryuNDZbmGWNi/EoNg70TCU3YcZqddCoRPEGkqQKR9AQz/DRxibsFo3Dxhfgs0BOfudRLWOpGM3xZpY0LCGUCDG3eC4F9gISeoLljctpSDWQaklR7i7HZ/ft8rjoGZ2GaANrW9ZSFa5iqm8qo3NGU+go3Hns9BQN0QZWNq8cVuduJBmhKdbEovpFRNIRtKBGkaMIr8070KGJ3WgOtj/H9blU0i0te/T+nC+y+HzktIaIRz3EtTjBRFDOBSEGuUGX6Pj9fi677DJuvPFGzjrrLJqbm/n2t7/N3//+d66++uqBDm/QyaRSxFd8RtVl3yUTiXZMt4wZTfk992AdPXqXy29s3cClr3+n01ueixxF3HfYb0nEfaxJO1lU4+fWt5d1Wu7q48ZxXl4ejV+bD9ufarUAeZd/D8ucg2j4/pUY8fZq/lbAOmkShT/6EdV3/ZLmRALHDy5n0VGF/Pr1azAwyLHmMNY7jt98/BvOHn82TbEmnlj/RKdtzp80nyJHEWe/cDaXz7wcf9zPbYtvY0reFO467i6KnV0TlLZUG69teY1ff/xrMkamY/qJo07k+uk/IHDOBeiBQMd0U2kpIx/4J9Yejs7TGm/l75/9nYfXPszN06/H/u+nqXrupU5lCq79MbnnnbfL9uEpPcWSxiVc+caVJDPJjulTfVP507F/yrpvou+k0hkWb/NzyQOLSKR3nidTS9z89bAcEnfciZFIkP73RBbWreTXS27aeT6thONKjubKAxZw8l1L+NFJowjb3uDN6pe4b/KvaLzym6Qbm7BOnUrbmUdw6evfoinW1LENn83HP46/h6c2vshjGx7qmK4pGr+ZvoBZb/opPu0sAkVufvvqBl5cs3NZRdnIr06ZwJenGuQW5AHtif3bVW9zwwc3oBt6R9l5ZfM4a9xZ/PSDn7ZPWA6zC2bzh2P+QJGjKOtxyRgZ1vrX8p3Xv0Nbqq1j+kj3SO498V7K3eWk9TRLG5dy5ZtXktATHWV2dV0OBeFkmBc2vcAfFv0Bg+1P7pfBl8d+mR/P/fFuE0QxsEIRG5qm47IpNDe1YC7s/mFYT2n5+eQ0BAj6C6AA6iJ1kugIMcgNuqZreXl5fPjhh5xzzjkoikIgECCRSJCXlzfQoQ1Kqdpaqq68slOSA5DcspWG391Eahcvam2MNnLVW1d3SnIAGqINXLfsDvL0TbywspaxZV1/0O96azM1aRvqF56SOaZP75Tk7JBYv57gCy/gOf10FLOZyJEz+NXi33XcQHx18le597N7SegJSl2lXZIcgCfXP0mxsxif3cfdK+7m8O01QGv9a/nr8r8SS8e6LFPXVseNH93YKckB+N+2//Fmxf8wf6HWK11bS+2Cn5Bu7XxMurO6eTUPr32Y0Z7RTK2CxBeSHICmP95GsrJyl+tpiDbw/Te/3ynJAVjTsoZ7lt9DPB3vZknRF+rDcb75r85JDsCaujB/3pDEesZZ4HYTHlPAjYt/2+V8eqvuXRY1vsN5c8q47bVtzM07hR+O+SbGDX8g3diemNhvuo4ff/izTkkOQEu8hR++v4Azx57Qabpu6Nyw8hZi82YSX7mKdzY2d0pyoP0Zwy9f2UhddGc8DdEGfvr+TzslOQALaxayvnU9BxUf1DFtadNSHlz9ICk9lfW4NEYbufyNyzslOQCV4Up+8/FvCCfDNEQbuiQ5wC6vy6GgOlzNLYtu2ZnkbPdixYt8XPfxAEUleiJjZIhGXbjtacjo6MEAqmfPByLYwZSXhzcVoCXY3gSuNiIDEggx2A26Gh3Y2e/j6KOPpqGhgblz53LOOef0ah26ru++UD/asf3+jiNVWUkmGMw6L/LBB+iBAGo3L2ttibV0+0W9xr+GkNnMVyZZ2BhLk+e04I90vgn/9/o2rjvpZGJPPQmAqbiYdENjlyRnh9D//kfZbX8k3dTEo/73Os2b6pvK31b8ja9O/iovVrzY7f6+VPESJ406iUfXPcqblW8yr3Qeb1S+wUsVL3HZjMsocXQe4e+5jc91u64Hq5/hkPO/CitXdpoe/+wzdL8fxdn+BuzuPsO2VBv3r7ofgHOLTka5vftt+R96mKLf/BrFlP2SW9W8qsuN4g4vVrzId2d8l2JH3z4Z76tzVNvNm8b78xroq31YVRMknspknffi2iYuP+VLlBw4g/s2v9DtOh7a9Bi3zJ3Hk4vhlRVRrp08ntCGjR3zw14bmwKbsi67LbQNRel6HA0M3got4isTv8LfX9ja7bYfW1zNjeXt1/lrW1/rcnO+w3Mbn+P7B36fRfWLOqY9teEpLp5yMYX2wi7lq8PV7cP0ZvFh7Yf4Y37Wt67v9tzt7roc7DJGhsfXPd7t/H+u+ieHFh+K1+rdd0H1wL66FvfV79ueCiVC6Il8PO4MKX8rZDKoHlfWPjXG9ocW7f+/m2e/qorPnOSzlJVcHFSFqgbdMRjsn01vDOV92d21KPadQZno7PD6668TDAa59tprufrqq7nvvvt6vOzKL9y8DpT+jMNut1OyfdjMrAyDTCzG8uXLu8xSFIVEYfabkx3iehKLotMaSeKymrokOo3RNJkcb8e/NbebtH8X8aRSYBgobhf1ur/zrO1PlF1mF/6YP9vSAPhjfg7IP6D9v+P+juYj6UyacCRMw4aGjrJer3eXI+P4Y34ozN53JhYMsnl7k7buPkNXoQt/vD3WXM1NuqX7uNMNDdRu20ZTONxlnt1upy7dfZypTIpwJEz9hvpuy+yNvT1H58yZ06/r74m92YbNZqPWb+l2fko3SCkaam4udfGmbsv5436sZgWAlnAaNZHuND+h77pWLp6Oo6KSoXPCVZ/2g81Gc1uymyWhri1FJNxGY3MTNeGabsu1JlpxmTsPIBJLxwhFQtSu7/zQw2Qy0eTsfn8BwrEwdeHuz91s1+VQ4Mn10BDtPuaWWAstrS1srd+674LqgX19LQ6W39kvqk/UY6TysSoxmjbVowGBZAp20cKhZRff35/nNqcwULCnR7N8y3IOSBzQR1H3rcH62eyJobgvu7sWxb4zqBMdm82GzWZjwYIFnHfeeQSDQXJ6OA7+AQccMKAZta7rrFy5st/j6P7WBzSvF83tZlY3gxJUt1WjoGR9+mtRLXhNNpaHFcYWOGkIdb1JO7LEhvLCqp2x1NRgnTCh23hMxcXowRCpDRs50nk2b/Jmp/l2k52NgY3MKpzF+tb1Wdcxs3AmG1vbn5LPLJjJ21VvA1DsLCbPncfEWRM7lT/WOJY3Kt/Iuq7Zvpkoq7puR7HZcBQWckBh4S4/w1QmxSElh1ARrGBZdAMHzD2Q9IvZb/pcRx9NztixlClK1vmpluxNhwDKXGXkufOYMKv7Y7sn9tU52p/r76t9SNWGgA1Z55Xm2LD6m2hb9glHn3c4r1e+nrXcrPyZVPvbnzzOHmsl6syA2dye4AM5Jg8m1UQ6k+6yrKZo5FhzuiQ5AIe7ZqDU1XLIyBxeX5/9Ru24sV6cbhdj3C6ONh/N85ufz1puRv6MLrVKY3PG4nP7GD9rfJfyzpAz63oA3GY3ea48DtQO7LZMd9flUHB04mgW1i7MOm9u8VzKCsqwFQ+tAXL66lrcV98de+rjmmUYaRhZlCanuYGI2YSvrAwly/evYWRoafHj8+WhKLtvzW9pi0MLuBhDzNrKrFmz+mEP9txg/2x6Yzjtixg4g66PztKlSznllFNIJnfewieTScxmc6+G99Q0bcD/9kUcJp8P5xFHZD0Gvsu/h7mkpNtlfXYf54w/O+uy35x4HraMg/drFSr90S59Fzx2E18e7SD+8Ucd04xolHRTM7Zuvvh93/kOgSefJLFxI7ONEZ1GbXqp4iUunnIx71e/z3Ejj8NhcnRZ3mFycPzI43mv+j18Nh+T8iaxumU1AAvmLqDIWdRlHw8qPihrR2tN0fj+pG+TeqJrUyTfd7+DqaBgt5+hzWzjoikXYTfZeanmdZSvnY1i6VozoHm9uE86CZPJ1O26ytxlHTVVX3Tt3GspdBYO2nN0d4bCdVae62DOqOxNPK87vBj1wfsIPvY4c4pmd3s+XTXj+/zu1Rp8TgszRyk83PAi9gvP6yhjWbiciyfOz7qN88afxXr/2i7Ty13lTIi6sZsUfnj8eExq1xu1AreVIycWdOzL9PzplLnKupRTULhk+iU8s/GZzvt30HXkO/KzHpcCRwHHjTgua8xXHnglhY5CylxlzMyfmbVMd9flUPg7esTR+Gxd+yeaVBPfm/k9nBbngMc4kNdiX6+vL/82N4cAKM6xogdaUd0eVFVFUZQsf+23QYrS3fzOf+6ifBzpCIRzqGqrGvB9HWqfzf6yL2LwGHSJzqRJk4jH49x2220kk0lqamq45ZZbOPfcc7FkuYnc35mLiij+1Y3kXnwxiqM9OTAVFlJ84424Tz4F1WrtdlmXxcX3Z1/FlTMvx21ub8KVa83luhlX8JURX2JJIJfvz8rjYLfOnJE7a9KOGO/jse8cjMUZw370UaC2n0a2qVOxTJuK5+Y/YD9vPsr2bZvLSim56Xcka9qHwDaXlZLXGOe+g+/guJKjURWVt6veptRVynUHXccDKx/gj0f/kTlFO6t+5xTN4dajb+VPS/7E4aWH87sjfscfFv2BMlcZtx9zO4eWHJp1H0tcJTxwygMcP/J41O0/aJNyJ/HAKQ8wOmcs3osuQt3eJ0zLy6Po5z8n94ILdnncPq/MVcZDpz7EVN9Uflt1H/b778A2c0b7TEXBedSRjHr0ESzlXW88Py/fns/tx9zOeRPPw6K2n+flrnLuOOYODi4+uEexiD2X77LylwsP5GuHjMRqaj9PynPt/PWCmRxYt5b46jUAaPc9xT+P/zvHlx3b6Xz6x7H38u4qGJnv4MFLD+Tpir/zdOWLrD15Iu4fXYXm9dL6s19xccGXuHbW9zv6dngsHq6e8T2+OuGbGEY+47zj2rejaJxcdjx3T72RAlMezV6VIlOcJ781l2ml7QOAqAqcMCmfJ741lxFF3o59KXYWc/9J93Py6JPRtvf7Ge8dz99P+jt1bXUEE+19+ka6R/LX4//KjIIZ3R6XHGsOPz/053xz2jc7Hj4U2Av41eG/4rQxp2FSTfjsPm475jbmT5zfce7u7rocCkpdpfzrlH9xVPlRKLQnmNN803jwlAcZ6R45wNGJXdnc3N5EuCTHjt7SgubZ/fD+PaU67Hj1MImQi7pIHXpm6PUfEWJ/ohiD8I1XmzZt4qabbmLlypW43W6+/OUvc+WVV/Yo0dF1neXLlzNr1qwBzar3dRx6LEa6oQEjlUK1WjGVl6OqPctj05k0TZEGkqkoFkXDjYNwxoEjGcFi6CgGhBQrbaoZQ9Xw2DU0U5xwMowzpWKPpCCdwWx3Yi4uIoNCKBjBFGpFTadRnTYSTjOmQBgtbWByusBkwmhrI+40EzKnyWDgsrjwWr00RZtIJGNoikbaSKNqGlaTjaTeXsvnMruIpWOkMinsJvsu36GzQyQZIZAIoBs6LouLPFv7KH5GKkW6uRkjmUSxWjEVFqJsP269+QyDiSChZAiTYiInrmGKxkFR0bw5PXqHzg6JdIKWeAvpTLrH+7an+vsc3RfXQF9vI5HWaQ4nSOkGdotGkcdGqqmJTDgMGQPV48ZcWEgw3EwoGULP6Ng1BzoeorqO1ZzEam4fRGBHB32HasMWiKKlMphsdvDl0hStJ5lJYlHN2My5tEbBrGmoWhtpPYYpA56khlVXieTZsbQlsRoqpsJCmpuChNMGmqrgtajk+LI3542morQmWtEzOk6zE5/dRzwdpyXWQjgSxuf2UeDs2fmV0lM0x5pJZpLYNBuFjsIuzYD25bm7L7Ul22hNtBKNRinwFJBnH3ojgPb1dTJYfme7883HnuSdlSr/d3YJjXfdhWXMWOwzsteYG4ZBc3Mz+fn5WZu2ZfPiJ0HqVRuJqbfzyjmvUO4u78vw98pg/2x6Yzjtixg4g7KPzvjx4/nnP/850GEMKZrdjrabd+Z0x6SaKHF3rnFor+PYOXS0Deg8JpODHEtO1i8hDcjNdUHuzk7PdgD3F14emJeHpdNW2hU5i6D7rgEAePHuusAXOC1OnJauK1XMZswlez8iVI41hxzr9htO167L7orVZKXUVbrX8Yg9YzVplOV2bjZpLiiAgs437TnufHLoxcswv3BOlFpGd/p3Xsep2TUptkKn66GgKJeepBAOswOHufO+2Ew2ih3F1G+o71WfL7NmpsS16+tkuJ67LosLu2Zn+YblWfsxicGnPqBjssTQkwkykUif1ugA5DsV1kVzsRkKW4JbBlWiI4TobNA1XRNCCCGE2FNNQRWrNYbubx9JTXV/8XHa3inw2UirZszpfCqCFX26biFE35JERwghhBDDRrDNisOW6Eh0NPdeVLNnkZ/X3ofTFSvv9t1YQojBQRIdIYQQQgwLrZEkqbQZlz3d/uJnmy3raJh7I8diYDLSmAO5kugIMchJoiOEEEKIYWFLSwQAr8Mg7W/t1WAwPaUokGdKkAnlsLl1k4y8JsQgJomOEEIIIYaFrc3tiU6uW0VvbUHt42ZrO/gcCvF0ITE9zrbQtn7ZhhBi70miI4QQQohhYXNTG4rWhsdqJ+0PoPXxQAQ75LtVQqb2lwevalnVL9sQQuw9SXSEEEIIMSxsaGxFMQWxZTSMeLxfmq4B+Gw6Uc1BbsjNqmZJdIQYrCTREUIIIcSwUNEUQTGFsEZTAKj9lOjk2zMA5DTmsqT6k37ZhhBi70miI4QQQoghzzAMqv0JFHMQSzgOgOrqn0Qn15pBxcARKmZDWwUtsZZ+2Y4QYu9IoiOEEEKIIa8xnCCRBtUUxBqIojrsKGZTv2zLpEKuLYOqjQHg47qPd1neMIx+iUMIsWuS6AghhBBiyKtoah9xzWQJo/pD/dZsbQefLUPAMYKyFnhl44tZy7y69VXOeP4M5jw8hyveuIL6SH2/xiSE6EwSHSGEEEIMeVuaIygYOG1pMv7Wfmu2tkO+XadO8TKzIsP79R/SFG3qmJcxMtzy6S0seHcBOZYczh5/NqtbVnPp65cSSob6NS4hxE6S6AghhBBiyNvS3IbdlsJhsZJu9ffbiGs75NsyBFImpqRGYUur/HnZnwFI6Amue+86Hln7CBdNuYirZ1/NKWNOYcHcBTRGG7lr6V39GpcQYqf+abwqhBBCCLEPbW6KYLXGcCg2jGSy/xMduw5AbPRBHLf0GZ4zPUc4GWZj60bqInVcPvNy5hbP7Shf5CzizHFn8sT6J7hoykWMyRnTr/EJIaRGRwghhBDDQEVTG5o5iF3XgP4bWnqHPFsGBYPGwvHMrlA4NzObimAF+Y58fnHYLzolOTscO/JYcqw5/Hv1v/s1NiFEO0l0hBBCCDGkpfQM1a0xMpofW7J9Wn/30TGr7cNM1ybt2CZOZOZbldxw8M+4ctaVlLnKulnGzLEjjuWlipcIJ8P9Gp8QQhIdIYQQQgxxVf4o6YxBWm3CGtNRnU4Uk9bv2823Z6gOa9hnzybd0EB89erdLnNE2RGk9BSvbHml3+MTYn8niY4QQgghhrQdQ0snlQbskSRaD2tz3OFK5jb/j1HbXsGUivV6u/l2nZo2E5YR5ZiKiwi+/N/dLpNry2Va/jT+W7H7skKIvSOJjhBCCCGGtM1NbdjMKmhRLMEIqse122VssSbGbH0JUyaJu62a0Vv+A0amV9stsGcIJFXaUirOQw8jsXotiU2bdrvc3OK5LGtc1mlIaiFE35NERwghhBBD2uamNvLdKooCFn8bqtuz22VKa98jZXay3jObuuJDcMQayPOv6dV2C7aPvFbTpmGdNAlTYQGtTz6BYRi7XG524WxUReWNyjd6tT0hRO9IoiOEEEKIIW1zUwSPoz25sEV1NM+um67Zow242mrw507BUFTi1jzaXGUUNi6B3SQpn5dnzaAqBlVhDRQF19HHkFi3geiiRbtczml2MjF3Iu9UvdPjbQkhek8SHSGEEEIMaZsb23DZ24dbs6XYbR8dX8tqUiYnbY6SjmnBnHFYkkGckdoeb1dT218cWt3W/lpCy7hxWCdNxP/QQ+jhXY+qNqtwFovqFxFJRXq8PSFE70iiI4QQQoghyx9JEoilsFgj2LGgGgqqq/s+OkpGJye4kTZ3OShKx/S4NZ+U2Ulu67pebb/ArlMZ3jnCm+vEEzFSKVru+wdGpvs+PzMLZpLKpPi07tNebU8I0XOS6AghhBBiyNrc1AaAYgrg1DU0txvU7m9vXG01aHqCNmd55xmKQsRZhidU0avma4V2neo2E5nti2guNzmnnUZs2QqCz7/Q/XKOQoocRXxQ80GPtyWE6B3TQAcghBBCCLGnNjW2oSqga83YErt/Uag7vIW0yUHSkgN0TmgizlK8gQ04ovVEnSXZV/AFBY4McV2hJaZS4GivwbGMG4/z6KMIPv88mjcH93HHZV12ev503q95H8MwUD5Xu9QbejBI+I03SdVUoxUXQ0nP4hZifyCJjhBCCCGGrE2NbRR5bIRSrdhj6d0OROAJbSXiKG5vtvaFmpu4NRddM+MOV/Y40SncPvJaZZvWkegAOA87jEwkgv9f/wbImuxM803jzco3qQxXMsozqkfb28EwDFofe4ym224nE42ieb3ogQB2h4O2P9xCzvHH92p9QgxH0nRNCCGEEEPWxoYwpTl2gvEA1rbkLoeWNifDWJJBYo7C7AUUlZi9EFd4W4+37zIbOE0ZtoW++OxYwX3CCdjnzsH/r38TfPGlLsNOT86bjEkx8WHthz3eHoCRTFJ73fU0/Po3OA4+mLI776Tszjspue2PZMrKqL3qasJvyNDVQkiiI4QQQogha2NjG2W5NoKJAI64gbqLGh1XWxUAMVtBt2Vi9gIcsUaUTKpH21cUKHTobAtnayTTnuw45s0j8NRTtD74EIaud8y1mWyM847jw5qeJzqZZJLqH/yA0Msv47v8cvIuuQTN6wVAy80l9ZVzsM+ZQ821C0hUbOnxeoUYjiTREUIIIcSQFEmkqQvGyXdrpAwde9JA83Rfo+OM1JCweMlolm7LxGz5KEYGV1tdj+MocmTYFtK6mavgOvJI3KeeQvitt2j805/IxGIdc6f6pvJp/aekepBYGakUNT/8EZEPFlLwgx/gPPTQroVUldxvfwstL5fa66/f5chvQgx3kugIIYQQYkjaMeKa29H+Dh1HWkO127st72qrIW737XKdKbMHXbPhjNT0OI4ih44/oRFOdj+ggH3mLLzzzyOxdi31v/0d6eZmoL2fTjQdZVXzql1uw9B1aq//KW3vvkv+97+PfcaMbsuqVit5l3yT+GefEXz22R7vhxDDzaAcjGDdunXccsstrF69GrPZzLx587j++uvJy8sb6ND2jUwG2uohnQCTFVzFpINBGg2dhBLFAGyak2TSSo4J7MkYQXOUBDqoKppqIW2kMCtmFCONYkDS0EFRMCsq6GlyNSdK1CCj64RcVqKZKJpi4EHDlkqTUO1oZgehlB/d0DFrbuK6HT0DZq39izyVyVA+Yizx6mpQwchxEiZFmhRpQ0czwJUy4Uqb8FuSJNDRTBZU1URcj2E1WXCb3ETTUYxMkrSeQlNUcqy5BBNW0qkUNjVNoTkJdg+YHZ0OUzoYJBMOg8WK35QgYSQxoZFvz8PqcJNuaSETjYKmYcrLQ7XZevc56DpjPB7SNTVkrDbMRd206RZDUkuwmkgmidlkJWXopDIpNMWETbWjKhBJR9AwyEHDrJppNnRSmQwWxYrHYqM11UrGyGBXrfgMDSMZIqVZMWz5qIlWtHQMFJW4NZdwOgKqiQwZbJqNaEJD18GsGhSrkAmH0F0uWk0JDCOJxYD8jEYmpWI4XPjVGLqh41YdJCMQ0UFTVSwWjahuADpWUxxNSVLgLkNVs3+1t0WjNEWSFI4eT7SuDmvGQLGYMRUUoGg7n0ZnEgn0lpb2JjY2O61WF/GUjt2iUeju5XUkRD/a0NCe6Fit7S/ddFu6r80xpaJYkiH8uVN2vVJFIW7LwxHtTY1Oe3O0bWET033d18xYxowl9+KLCTz9NHX/dyMFV1/F6IkTcJqdfFj7IQcWHph1OUPXqf3ZDYReeYX8K67APmvWbmOyTZqE49BDafrTXXhOP733v4FCDAODLtGJx+NceumlzJ8/n3vvvZdIJMJ1113Hz372M/72t78NdHj9r60JVj0D798KkWb0uVfhn3YZTY4Ef1v1V96reRvd0JlTOIcFc3+C06/zvlHJ7Sv+QnW4GqfZyVnjz2Ju0VwiyQg+u4/bl9zOxsBGrJqVU0afwimjT2FF3SdcMPF8/Hqc2z79LR/WLgTg8OJDWDD5Yjx6hpfaNvNCxUv8eNZNPPFRC6+taiKlG8woz+HKY8fz2CeVJFJpbjg4H3fDalaPUsnzFvHYusd4t+pddEPnwIID+eHsH/DwZ4/yeuXreCweLpz0VcbmjuP+lffz80N/TlpPcsviW1nnX4dZNXPq6NM5pfxrXP3QFjx2MzccU8gh2kfkjJ0D3pEY6TSJzZtp+N1NqCccScURY/jjijvZGtqK3WTnvLFnc/HY84l//zriK1ehWK3knH02+d+7DHNxcY8+hnRzM4FnnqXln/+kIRjEVFxM4Q+vwXnUUZhyc/vzDBD9LBr1s6Z1HX9YeieXTLuE1S2reW7jc4RTYUqdpVwy7RIKHYUkMgl++9FvufPYO3mn6m2e3vgMsXSM0Z7RXD7zcpY0LOHJDU8yPX86P5m7gInVn+GqW4kx/WyU138OrVupm/9P7l37AHarh/He8Yxzz2Tx5ij3vlNJU1sCn9PCd48ewWnTCnm/7mXuXX0fLfEWfDYf35kwn1OcY/AEfdhMHtapfpxM4FevbGBJZQCTqnDClCIuPGQkv3h+FbNGubjgMDfr/W9xQP40ct1lnfa7siXEPe9u5gC3xmH1a6i/72+kGxrQvF7yLr0U71lnYsrPJ1VfT/Pf7iX43HMYiQTWiRPQfnAtf6m1sLghzs9Pm8LBo/Nw280D9AkKsdOGhjCFbisRPQCAy9Z9orMjcUlYd//QNG7NIzewDowMKLtv/JJnzWBRDbaFtF0mOgCmgkLyvnEJweefo+Hm3+M971ymlE1hYc1Crpx1ZZfymWiUmgU/oe3tt/FddhmOgw7abTw75JxzDnXXX0/gySfJ+/rXe7ycEMPFoGu6Vltby+TJk7nyyiuxWCzk5uZy/vnns2jRooEOrf8l2mDhnfDqdRBphsKptBWfSb0tyRXvXMrb1W+gG+1PjZY0LuGJ9Y/zUXoDP/rgeqrD1QBEUhEeWfsIb1e9Ta49lyvevIKNgY3tq9cTvLD5Be5Yegcl3jFsjTdwyWvfYGHtBxjb/7ew/mOebfyUv9W/x+3L/sRl067nZ0/W89KKRlJ6+2gxn1UHueKRpXztsFGsbWjj3nVBXi9uxu70cMMHN/BW5VsdcS5rWsa3//cdzp54NnaTnVAyxN9W3ssbW9/g1DGn0hxr5tv/+w7r/O1vok5lUvyn4jluXfFjfnlWOdtaonz3ma28mxiP8eoNEKwhWVXF1vMvwEgm2DBvBN9//xq2hrYCEEvHeHDDo/x00f/B/C8DYCQSBB5/nKrLvkeqsWm3H4MeCtH4x9touuMOMsEgAOn6emqvu57Qf/6DkepZB1UxOK0LbOBbb3yPI8uP5LWtr/HgmgcJp8IA1EZquenTm9ga2som/yZuO+Y2/rzszzy09mFi6fY29VtDW7nu/euY6pvKxNyJrGpexbde+zZbRs2BaWejPHgG1C6j8Uu3cPnyO1kX3MwozygSqQyvLI/x25c20tSWAKAlkuTmlzfzj4VVaJqblnhL+/R4C79feQ//allEauvz2P215JmncO59i1lSGQAgnTF4dXU9P3n6M3522hReWNbIDU/WE0ha+bj2Y5LxcMc+V7UEuPyRZYTCSQ5f/yHx3/2KdEMDAHogQNMf/0jTXXeRrKuj6nuXE3j8cYxEe4yJDRuJXnkZV5YkSWcyfPvfi1m4uXmffFZC7M76+jDluXb88VbsSbC4c7ot64zUkTY5SH+hdUA2cbsPNZPGtv2a3B1FgWKnTkWwZ8+PVYeD3PMvwHHQQQSefJKRH25hdfMqgolgp3LRpcvYcu55RBbuok8O7UNNvxVazG0Nj/KWsYy0kQbAXFSE47BDafnnA/LbJfZLgy7RGTt2LPfddx/a55pRvPbaa0ybNm0Ao9pHIk3wyT0d/0xNv5SwxcPCug87boA+76sTz+H2ZX/OuqqxOWO5a+ldGHR9u/OG1g24zC4W1iwklAx1mX9oyaE8velZRnlG0djqoMof61JGzxg8sHAr584p57QDnbxb+y6bg5tpjDZ2KZvKpHhmwzOcNua0jmmvV77OYaWH8cCqB8gYXTtKbgluIWOuo8hjBeB3bzfQMOECMv5q/P98ACMeR/vJldy6/I6s+7+kZTmBSSUojp0/aIn160luqcha/vPSfj/B55/POq/prj+Tbtp9siQGp9ZQLbcsvQNFUZhVMIu3qt7KWu6B1Q8wKW8SFs3C8qblWcvct/I+5k+aD0DaSPPXZXfjd+RARgd3MZvMGptDWzhv4nnct/I+Dsw/mgc+qM66rkc+rmFG3uFdpj+86Tlaxh+LObGRp5fVkNS7Xiv1oThbmyNMLnZT0RwhFvHx741P0RLfmYxs88dYXdvGtya7id//96wxhN94k+SWrSTWrcs6P/OXO7h8Znvfht+8tJaGUDxrOSH2pQ0NYcpzHfjDjTjjBlrOrmp06onbelYjn7B4AQVnpL7HsRQ7dCq6DDG9C5qG69hj8V54EWNr0mQweOFH51L/699Qf9NNbDn/fLZdeCEYBsW//GW3zdV0I8P/1f6Dn9XewweRz3jQeIPvV91OPNPeb8nzpdNI19cTevXVnscmxDAx6JqufZ5hGNx55528/fbbPPzww71aVv/c8I0DYcf2exOHGmlCyewsn7GVELObWLb1g6zlDciaAAGMcI9gfev6brf1WdNntCXbuky3qBZCyRAZI8PE3Iks3tT9E6BFW/2cM7sMtHrG5IxhacPSbssubVzK5TMv7xy/YfBZ82fdx9jyMROLTqAhlKAhlCBsLcDX2kTkw/ZhOJM+NzUru+8suqptA/PKy0hs2NgxLfLhR9jmzu12GYBUVVW38zKRCOlAALWoaJfrGAr25BzN5vMPJXa1nf7Q232I6nHWtKzBZ/NR09b9uRNMBHFb3KxoXNFtmeq2anKtO2+aljQuoc1iJw+gcCrvt7R3LHZb3DREGwhF9ayJCrTXzrRG0qioZNhZJm2kaTVSjKh8i7Tj4G5jWbytlSklHtbVh1myJUFuTi6RVKTjuOyogXEno+ixrg8uACxjxxL56KNut5FYt45J3vafjJpAjLZEmvwB/p7dV/rqWulv++paHCzHIxxvH3GtzGtlcV0d9oSBku/p8q4aAIwM9lgjfu9kjM8/XNtR1jAwPnftGYpKwpqDPVaPYUzvUTzFjjSfNlgJJgw8liwxdMNcXsaoC75FSfX9LBmR4rA33oNMBnNJCXlXXIF9zmwUVSWTyX68/9r0NG+EF/HNvNM40DaRRbWf8UTiXW6vf4Tri7+OqbQE67Rp+B98CNeXvtTjuAbaYDnP9sTurkWx7wzaRKetrY2f/vSnrF69mocffphJkyb1avmVK1f2U2S905s4pudrWD/3b0XJYEElx5K9PbFZNaOgZK21SWfS2E32juY2X5RryyWmd52XNtLYTO0dFiOpCIWu7keQyXVYiCR0cnKsRFIRvFZvt2VzrDlEUpFO0xRFwW12dzQb+iKvxUck0V79ripgVQFNQ8v1kqqpwZRRMCmmjir6L8oze8lEIl+YmMv69euJdXOzpygK46y77rCZQmHN8uW7LDOU7O21MmfOnH5df0/0dBulY304TA5i6Rhuy67fnq6g4NvF6EwmxYSi7Lw+cqw5qDtuoBIhCi3tTWg0VUNVVCymXf/w2cxapySnY7pqJuMoJEP3y3sdZoLR9ocSeU6VhlS0vTZq+XIKCwspcLcPpZsxdz+kbiYSwVTQ/btFFLudREbZvk8K6USc5cu7f5gyHA2W35Xu7OtrcaCPx/qW9hoLI9xMU1sT3oRCayIBzV2bVrpSraiZNC26hbZgsMv8YKhr64YcxYEjVENzlvVlY0uZACeLK4JMcmf/XduVUWoZi0q2Efr6t1C3f7e0AlR03xJhrVHJo8brHMcsilvd1FFHuVLAscYs/hP6gJnhUUxQylCnTsHy1NOseO45jDFjeh3bQBro82xP7O5aFPvOoEx0Kisr+c53vkNpaSlPP/30Ho22dsABBwxoRq3rOitXruxVHEqkEXJHQ+tWAEyVr2KKeDl11Fd4ZetLXcpvClRwVNkRvFvzfpd571W/xzkTzuGRtY90macqKlN8Uyh0FPLk+ic7zcsYGcLJMEWOIhbVL+K2w37IQ928x+zcueW8+Fktx09z0hRt4pvTv8mLFS9mLXvW+LN4ZcsrHf/OseYQToY5c/yZPLy2a22dgsKcgqP4c1X7y85OnOwjb+tLmA75Bnnf+ja1P/oR2v8+4OSJJ/Lfba90Wd6iWpiilZKoqf3cjqvkHHMMvvLy7Du0nd7YiObzobd0rS2zzZqJvbiIWTndtwMfKvbkHN0T/bn+3u5DWk9ywfiz+ee6R9AUDY/Fk7X55tyiuSxvWs6xI4/FolpIbm8C8nnHjzyeD2p21rZeMOl8SoPbmzXWLOXYE27gDhQ+rv2YY8qPQVcDjCtwdQyH+3kj8uygdb0xGuEeQW6gBn3smUxpc3a7XydOKeLqx5ehKHDYRBsNFR5yTE7KZo0D4GhrGE3dzJKgweHTphJfvabLOvSWZlxHzKNRVdtHfvwCy1nn8NjG9ti/NL2YsnwP9pJZ3cY0nOyra6W/9VX8g+V4rPm0ElXxc+iMiTzVGKcMC/mF2UfHzPM3AArmvDJylM/d+hgGwVCIHI+nvaPN5xhqMc6mZRTm5ZBRdz/4hs8Ae2OGoLmYsrLum9B157CEwcdNa0mUqxxgH7fb8mkjzc+3/ptxShlnFRyHqihkMhnq6uo4teQIVjVv41XzUk4tPxpjzBjq33yL4hWfUXT22b2ObSAMlvNMDG2Dro9OMBjkG9/4BrNnz+b+++/f4yGlNU0b8L/exqF6SuCCR8He3hxGXfsUhUVmRpsL+OaU73XZx4/rF3P93AWMcI/oNN2qWTlu5HEcO+JYpvs6V7mrisrPDvkZT69/mome0Vw0+aIu6631b+JPR9yMTbPxdt2zLPjSiC5lDhvnY1KRm0+3+KmtTfLLWdezunk1lx5waZeyx5QfQ54tr2PAAbvJzk3zbuL2xbdzZNmRHFjQeThNBYUFs2/kqU9CZAwYk+/kF4fbcZVMRHEV4jz4IDxnnEHb3ffx/YnfZnxO5x8Ek2rijjm/wfjLvz+34yplt9+GqbBot5+DuaiIEX+7B9XZucOqqaiI0t/fgjkvb8DPrYE6R7tbx64Mpn2wWuxcOOUiZuYfwD9X/ZNfHf4r7KbO79wodZbynRnfYbJvMk+se4IbD78R0xeGax6bM5Yzx5/JyxUvA+392k4deSJqtAlj1BFgZChc/CA3z7mWFyte5LxJ5/H4xr9z51enkefsXKuSYzdz90Uz+efaOztPt+bwp9kLyAu1EWtMcMwEHydO7Pp9eNVx41m4uYVEOsMvzhjFx42vcu3cH5HjKevY7wKHiTvPn86flzaTueHXmAo719yoLhfl9/wNU0kJZXfcDl/4XM3TphM8fT6vrGtmXIGL60+djMtmGfDzd6hdK/sixn11LQ6G47G+oY2yXDuoOlE1jUdzoChK1j9HrJGkxY2hWlAUteOvI7lRlE7TFUXdPjqbgSPW1O16P/+nqgplTp1NQXOXdfXkb6y1HI/q5L3IClRV2+3f88EPqEo1Mj/3BDRVQ1FUVLX9ts6kaZzsOZRF0bVsSFajmS24jjqK0H//ixKPD/hnN5TOsz2NWwwOipG1MevAeeCBB/j973+P3W7v1CwEYNmyZbtdXtd1li9fzqxZswb0ZNvjOAwDgtVQuwwa1kDpgaS8B9CgKASNMAvrFpI2khxRdgRWw0t5CsL2BBWRSpa3rKLIWcKE3An4434K7AVkDJ1YOsrihqXkWr1M900jGG1mtGckPmy0xnVazQk+rP0AVclwZMFsfGE/dmcpLU4Xq1tWk0lpjPIcyKdbwgRjOvPG55PWMyzb1sqRY3LIra/E4W8gdtg0GlOtKIrCkoYlpPU083xz8Vpz2Bqp5jP/SkZ6RjEhbxIrmj5jpGckpc4SNCNDY6yRT2o/wmv1clDpUdS0mFi6pY25pTbG52QodqrgLACrC4B0ayvp+noiixaRPOEwKtONLKlfTLG9kLmlh5CfcUJlNZGPP8FUkI/z0EPRCgrR7D17j4Ch66Tq6ggtWYpRVYntgAOwTZyIuaRkT06HQam/r5V9cS3u6Taag1VURurYHNrKlPypbA5spjJUycTciYzwjMBhcrC8YRktsUaOK52HollY2vQZddFG5hQdSLGzhA9qPqA17ueIsiMotuaRt/wp9FEHY8kZRaatjsymN0gWz6S1ZApLm1YyKmc0ZtWMjVLW1bWxpi7E5CI3M8u8FIT9BDwK69o2sd6/jonuEUx1jaIgZSaDjU26n8WR1ZxSeCb1bWneXd+I02HjsAkFbG1uoy4cYc4oB6raSqHTQ3HOqC77HGprozGaZnmln4OcBq6araTXrsE+fjy2GTMwl5SgqCp6LI7e1Ejk449JNTVhO/gQWr2F/Lc6wawRuYwrdFHk2b/exzFYflf2VF/HP1iOx1fu+RCbSeWcgx38fOEvOKNlJGOnHJa17IQNj5E2OWgs7NxH0zAyBINBcnJy2hOfTjMzjN3yH+pKDqe5IPv7bb5oYa2VRY0W7jm2FbX7lt/detT/GhXJWp4d+/su90CfF9FjnFNxPVNtY7g475RO+1NTU0NZWRkZ4P/q/s5RrgP5ack3SDc3U3vttZT87nd4zxn8tTqD5TwTQ9ugS3T21mC5MAZLHP1J13UikQhOp3NY7qOu66xZs4apU6cO2/3bXxOd/Zmu6zQ1NVFQUCDHrIeG+nk2HBOdTMbggBtf44yZpYzKr+FPq//G12Kz8I3q2p9XyehMX3UPzb4DCOWM7zRvl4kOUFrzDgmbj8pRp3SZl83WkMZjG1zcdHiAclfvO9FviFfyp6Yn+Meon3KAfXy35e5rfoF/N7/M/5VcSq5pZ3/Dzyc6iqLycvBD3gwv4uUJd+BQbTTe+gcUm53RDz/U69j2tcFwnomhb9A1XRNDy8aNG3dfaAhLJrv2zRBiqKup6X7EOSGGgppAjEhSZ6TPSWPDFlTDwOPJPpiGLd6CYmRI9uBFoV+UtHpxRBt6XL7UqaNgsDGwZ12gx1vLydXcvBzsfgTE1nSYR1pe40jXrE5JTjYHO6cSN5K8F14OgHPeEcQWLyZZnX2oeyGGG0l0hBBCCDGkrK5tHzltlM9Bk78aRxzM3QwS056oKCQsvR9EJmHNxZIMouqJHpW3aO3v01nfuvvBC7JRFZVDndN5NfgRkSwjowLc3/wfAE72HLLb9eWbvIy3lvNa6GMA7HPmoNhsBJ9/YY/iE2KokURHCCGEEEPKqpoQeQ4zuQ4LLdEmnGkN1OzNm+yxJpIWD0Y383clvv21CfZYz18UPcKts86/54PaznPOJGGkeCH4Xpd5m+LVPBt4h5M9h+LSHFmW7upA+yQWRdYQ1qOoViuOuXMJvvBC9vcNCTHMSKIjhBBCiCFlZU2QUfntQ64360FyMtZuy9pj9cQ/93Lf3kiZ3WRUE45oY4+XGelO409oNMX27BYr1+TmUOc0Hmx5mTY9ujMWI83v6h+gyJTLse6ev6dlln0CaXQ+aFsOgHPePFJVVcSG0fvghOiOJDpCCCGEGDIMw2BlTZAxPidg0GxOkKO5spZVMjq2uJ/ELl5ovUuKSsLixR7reaJT7mrvp7POv2fN1wC+5DmceCbJLfUPkTEyGIbBbQ2PsiFeyUV5p2BSel475TW5GWMp7einY508Gc3nI/Ri9vfeCTGcDMoXhgohhBBCZNMYTuCPJBntcxJuqiNmgRw1e42NLd68fSCCPavRAUhac3o1IIHdZFDkyLDab+bIsp717fmiXJOHC/NO5oGWl2io9JMxDFbHK7gw92TGWEt7vb4D7ON4PfQJiUwKq2rGccghBP/7MkXXX49isex+BUIMUVKjI4QQQoghY0VVAIAxBU7qKtcAkOfKPuKaI9qIgbpHAxHssHNAgp6Pwjnak2JVi5m96QYzxzGZy/O/QspIkyHD9wvO5XDXAXu0rgNs44gbSZZG21/c7Tz8cDLBIG0ffLDnAQoxBEiiI4QQQoghY0V1gFyHGZ/TQl39JgByndkTHXuscY8HIthhx4AEvanVGeNJE0qqVLXt3ftfptnH8P2C87iy4Fwm20bv8XpKzPn4tBw+jKwEwDJiBOZRowi+IKOvieFNEh0hhBBCDBnLqwKMLXChKAoNwRqsabCp2QcjsMca9rx/znY7BiTobT8ds2qwsnnP++n0JUVRmGobw8K2FR2jrTkPP5y2t95GDwYHODoh+o8kOkIIIYQYEjIZg8+qgowraB98oD7ZhFe3oihdyyqZNPaYn4Rtz/vntK9IJWH19mrkNZMKo91pljUNnv4v0+1jqU01U5lsr5lyHnoohq4TeuXVAY5MiP4jiY4QQgghhoSK5gjhRJpxBU6MeIxGSwKvmn3ENXusGciQsJWK0IQAACiuSURBVOxlogMkLV7ssZ43XQMY702xMWAinMyShQ2ACdYRmNH4aHvzNc3rxTZ9OsHnnhvgyIToP5LoCCGEEGJIWLqtFVWB8YUuEpWVtHjAZ83LWtYea8BQVJIWz15vN27Lw5IMYUrFerzM+Jw0BgorBknzNatqYbxtBB+2fdYxzXnEEcRWrCBRUTGAkQnRfyTREUIIIcSQsGirn5F5DhwWEy1b1pIwK/hchVnLOqLt/XP2ZiCCHRLbh6fuTa2Oy2JQ7krzaX33LzPd16baxrAstoF4pn3Ya8fs2aguF8Fnnx3gyIToH5LoCCGEEGJI+HSrn4lFbgAq69YDkGfyZi3riNR3JCh7K2VyomvWXo28BjA5N8XKFjOR1OBovjbVNoaUkWZpdAMAitmM47DDCDz7HEay58NnCzFUSKIjhBBCiEGvuS3BtpZoR6JT1VaF2VDI0ZxdymrpBNZkoM8SHRRl+4AE9b1abHJuiowBSxoHx6AERaY8fFpORz8dANfRR6P7/YTffmfgAhOin0iiI4QQQohB79MtfgAmF7vJRCPUmdrIyzhRswy5tiMhidt8fbb9uC2vfb29eAmo22IwyqPzfs3gaL6mKApTbKM79dOxjBiBdcIEWh97bAAjE6J/SKIjhBBCiEHvw83NlOTY8LmsJDZXUO9VKOhmRDVHtA5ds5Iyda3t2VNxax6ansCaaO3VcjN8SdYHzDREB8ct11T7GGpSTVQldzbDcx13HNGPP5ZBCcSwMziuOiGEEEKIXVi4qYWpJe0jqEU2baApR6HAXpC1rDNSR9yaS9YX7OyhhK19dDdHtK5Xy03MTWHTMrxVZeuzWPbGJOsoNDQ+bNvZfM1x0EGoOTm0PvzwAEYmRN+TREcIIYQQg1p9MM6W5gjTStsTna01q8ioUGzO0jTNyOCI1pOw5fdpDBnVQtKSgzPSu0THrMLM/BTv1lhJpPs0pD1iUy1MsJV3ar6mmM24jz2WwDPPogcCAxecEH1MEh0hhBBCDGrvbWxCAaaV5kBGZ0u0Cs1QyM8y4po91oKaSRGz913/nB1idh/OSG2vl5tTmCCWVni3ZnDU6kyzjWVpbB3RTLxjmuv448Ew8D/yyABGJkTfkkRHCCGEEIPaO+sbGVfowmM3k9xWSXVOmgLFg6Z0vY1xRmowFJVEN/139sb/t3fn8VHV5+LHP2eWM0smmSSTfWUJBNkDCIrgQgEVoVqX+rsuPy9WvdW2Vq+gFertz51qK1puvW0FRSneq/grrXi9LAW1IDtECEvYIQmBhGSyzExmMtu5fyDBmAAhZJvxeb9eeQFnvuec5znkO9955pzzPT5zEqbGmot6cCiA3aQxyBHgk6MW/KEOD+uiDbH0JaCF2OzZ07RMHxdHzNVX43xvEWGPpxujE6LjSKEjhBBCiB4rGAqz9kAVw7LsAHj3FXMsRUeGufUHhcZ4juMzJ3bIg0K/zfv15XAxnuMXve7Y9EbqGhXWlHX/WZ1kQwLpxiTWur9qtjxuyhTCHg/ORXKvjogOUugIIYQQosfadqwGly/I8Ox4AE4c2km9FbJMqS0baxo293G85tYnKbhUIYMFvxqLzV160es6zGGGJ/tZeshCvb/7HyA6xNyXta6vCGpnTzEZHA5s111H9YIFBGsubnY5IXoiKXSEEEII0WMt332SxBiVPsk2CAUprj+IokGmseUZHYu3Cn3Ih9faOYUOnD6rY3OXtWvdqzMaQYPFxR037XV7Dbf0oz7s4auG/c2W26dNQwsGqXrzP7opMiE6jhQ6QgghhOiRNE1j+a6TjMpNQKcoNB4+zIGkAClKHCadsUV7m7uEsM5Ao5rYaTF5LSmYGmsw+l0Xva7VqDExx8eGkyY2nlQ7Ibq2y1HTSNTH8ZlrW7Plersd+7Rp1Lz/Pr7i4m6KToiOIYWOEEIIIXqkHWV1nKjzMbr36cLFtauIQxk6+sbktto+1nUUnzmpU+7POcNrSQEUYl3H2rX+oMQAAxP9LNhto8TVeXFeiKIoDLf0Z41ra7PL1wBir78eY3o6J2b/Ei3YA+bEFqKdpNARQgghRI+0dHsZiTEql6Wdfn7O7qOb8Bugj5rRoq0u5CfGcwJPTFqnxhTWq3jNDmJdR9u1vqLAjbleEkxhXtkWx3F39xU7o2IuoybkYltD8zM3isFA4v3349u7l6r/+EM3RSfEpZNCRwghhBA9jj8Y5uMd5Yzt60CnUwjV1LDNWkli2IKjlefnxNUfRdHCNFg6t9ABaLCmEesqQQm372yHqoc7+3kw6TWe3xxHUVXLy/C6Qo4xlVRDIv9Tt6HFa6a+fbHffDNVb76J+8svuyE6IS6dFDpCCCGE6HHWFFdQ0xBgfL/TEwtUF25mX5bCZdbeKK1MWhZXd4hGUwJBY+ff6O+JSUcXDrZr9rUzrEaNe/LdpFlDvLo9jvm7Yqjydu3HMkVRGB0ziM9cW/GEWj4bKO7738c8ZAjHH3ucxoMHuzQ2ITqCobsDEEIIIYT4tvc2HCM/NZacRCsAXxxdQyhDYaAtr0VbJRwgznWE2vj8LoktoMbhV+NIqNmHK653u7djNsAP+zVQeErlH+Um1pWbuCwxwGBHgCxbiFg1jEEHgZCCO6BQ06jD6dNR7dNR26ij3q/DF1LQNFD1GnY1TKwGQxUTg5OCxJu0C8YwxjqIT+rWsbx+I7clXNfsNUWnI+nhh6l46SVKpt9P7qL3UHv1ane+QnQ1KXSEEEII0aMcrHSx/lA1P73udFHjrTnFuoRK+geTiNFZWrS31x1GFw7itmV1WYxuWzbxtfvQhfyE9e2fQU1RYESKn8EOP7udKvtqDPzlkJVAuOVpKwUNm1EjTg0TY9RIMIVQ9aBTwB8Cd0Ch2G1n4+7T8fSLD3BNZiNXpDWinuNWoARDLEMteXxUs4Zb469F+dbpMp3VSsqMGVT8+tccvfsesv/0RyyDBrU7XyG6Uo8udJxOJ3feeScvvPACY8aM6e5wOozT66TUVcrKYysx6oxc3+t6MmIysJvtrbav8FSw17mX9eXrGeYYzKSEyzAeWYtSsQeyRhHIupKNVRb+XlxJriOG712WQrrdjGrovhschejJylxlHKw9yNqytSSYE5icO5lkSzIJloRW22uaxvFaL2HXKey+UmIOfoJOtaAMuhXFngnWzpvKVojvov/4/BCOGLVptrX/3rwIj1lhjH1Eq+0TnXvwWpIIGG1dFqPLlkOiczf2uoPUJA685O2peihI9lOQ7CesnS5aGgIKYU3BoNMwGzRiDBr681zdpmkaVVVVWOOTOVxnZLfTyPzdNj48YOXGXC8Tc3yYWvlocK1tBG+c+oBNnt1cYRvc4nV9fDypTz/Nqddf59hdd5P+wgvYp0295JyF6Gw9ttDZtm0bv/jFLygpKenuUDpUVUMVz298njWla5qWLdi1gH8a8E88POxhEszNP2gddx3ngVUPUOYqo398Px5IGIb6h6sh0HC6wZa3MFoS6PuDv/DUnhrK63y89Ole3v7nUVzR14Gql2JHiG8qdZXy8zU/50DtgaZlf9z5R54e/TQ39rqx1WJn30kXNZWljPzqGdQjq8++sO41tLE/Qxn3r1LsCNFBSp0N/PWrcu4anYNRr+O4u4wV4V0MqbWRkNayn5l8NdjcpVSmjOrSOINGKw3WVJKqdlKTMBBauW+ovXQKxKkaceqFLz1rjdWgMSQpwJCkAE6fjk0nTSw5aGVFiYU78hq4KqMR3Tfi7WfKJldN553qTxgTM6jFWR0AfVwcKU89hXPhQspnzsSz/ktSZ81CHxvb3jSF6HQ9cjKCpUuXMmPGDB5//PHuDqXDbTq5qVmRc8Z/Fv8nh2oPNVvWEGjgje1vUOY6/QTmpwb8X1L+9vOzRc4Z3hoyVj3MzPEOAIJhjYcWbaOyvrFzkhAiQnkCHt7d9W6zIueMlze/TJWvqsXyUy4fc1ftJ79+ffMi52vK+nlQ3XJ7Qoj2+c2KfcSZDUwYkIIn4OZ3m+cS59G4Im5Yq+2TqgoJ6c24Y7rusrUz6uLysHgrifEc7/J9t1WiOcyNvbw8NMhNujXIW7ttPLcpjsN1Z78IVRSFKXFXssN7gA2eXefcls5kwvHQQyQ+8AD1y1dweMpN1C9fgaa1ryATorP1yDM648aNY9q0aRgMhnYXO6FQ6MKNOtGZ/X8zjjp/He/ufvec6/x5758Z5BiEqjt9ba3T52TlsZUA6BQd2YoKnlOtr3yqmALH2WkufYEwByrcpMeZLjWVc2otx2gi+bWN/gJnDTvz+F1sDtXeaj4+/PE5X19TsoY+cX2ar+P2c122jsSd88+5nrbpT2hpw9F0PfIttZlo/73uDJFyzLqqL3bm8fiqtJa/7SjnR1f1ojHkYu7213H56rnpkBXTxPQWH6iN/noSnXtwJlxGWFFAC1/cDs9sT9PQuMh1AY8lmUbVTmrFRg5Zf0Cr08F1Ie3r/E//2fy77HhTiJv7NDDC1ciqUgvPbrJzdaaPO/I8xKoaA029yFOzeL3iPxlp6Y9ROff7mfWqsagDBlC7eDHHH3sMy+jRpPziKUz5HTcZRKT0u9ZcqC+KrtMjR+Xk5ORL3kZRUVEHRHLpvhmHLdWGy+86Z9u6xjpKj5fiqj7dJiYzhtDXTys2KAaUb5/J+RYl5G/272pXA3v2VOD3+8+xRsfoKce6s0h+5zdy5MhO3X5btHUfCX0S8AZbTqF6Rm1jLeXl5VRWVjYt0+KzsalAY/0511O8NZSWHuVUjbvNMXe3aP+97gw9/Zh1dV/s6O0FwxozV1WTYdOjDxbzqy//ij/kY9LWAJaM3lRXO1usM7hmHQHFSCkOQnV17d53Xf25+/cFmXLJc+1EOb6DU+auP6vUmtaO1RkWYGoy7HXZ2XAikU0njExKOcnohCquYTDvsILXDiziNt34C+9oyo3o+vUjvHo1R2+7ndC4cQRuuw0tOanDcunp/a41F+qLouv0yEKnIwwZMqRbK+pQKERRUVGzOALhAFdnXc37xe+3us6k3En0yeqDkn36GyFno5Pe9t4cqTuCP+ynwZoIOj2EW/l2Q7VRSyxQ07RoWI6DPknZHZ7bGa3lGE0kv47Rmdu/2ByqvFUMSx7GjlM7Wn19fOZ4MtIyyMg4+9T1E3WN/LUwzPdyJ2Ap+nOr62kDbyEzN4/M3Pbl0ZWi/fe6M0TLMeuo+DvreLyyYh9lrgquK6hk8cm/kWZN49ojKajBEuKGDkUxNP/IYq87RKq3lIrkUdhiHe3bqaZRV1+PPS6u/WdjtDg8oQouc21Hl5ZPyNByVriuomlhqqudOByJKMr5705ISYZRATf/OG7mk5OZbKlP4448DzeY61nm2sA16aO5IqYNs6vl5aFNmojniy+oX7YMw8aN2G+/ncQHfoQx7cIPb3X5ghQdr6P4pIsjVR5O1vuo9wYIhjRCfi85qQnkOmIYmB7HyJx4UuLMbT0cQkRvoaPX63vEgPTNOPR6PfcMvIePD32MO9D8m98UawrXZV+H4Rtv5MnWZGaNnsVDqx5CQ+Oj45/zk5HTidnS8hKaurFP8/stZ7f5/WEZJMeauuQY9JRj3Vkkv569/YvZR6otlSdGPsH0FdObzpaeMdAxkF72Xi22kxJnom+ag6q0H5O976/g/9ZZG3s2St6EiPsdifbf684Q6ceso+PvyO2t2H2SP/7jCPHJu9hUvYmx6VcxUpdL7cfvYRk5Cp3R2Ky92XuK7LJVuG2ZuGNzWr15vi2aLldTlAsWBuekwKnkkWSXraZXyf9wpPfN3XgZ6+kcFEXXpmNiU2FKbx8jUv18XmZm3k472bYbSUmyMuv4n3gj5+cMs/a78G5VPXGTJmMbfzWuVatwLVtG3ZIlxP/gFhKnT8fU5+wlwb5AiM1HnKw7WMW6A1UUn6wnrIHJoCPNbiYxRiVGNaBXoaqxgcNVDWw45MTZEAAgPy2WGwal8f3hGfRN7rpZ9kRkitpCp6fKtGXy/k3vM2/7PNaUrkGn6JjaZyoPDX2IdFt6i/ZDk4ey8IaFvLr1VRYdWsrwy2dxdfIAzF++DnVl4MjDf+0zrK7PY+W+YyTZVP7lmr7cMjyTeGv75/UXIlrlxeex8IaFzN02l+2V27EZbdza71buGnAXGbaMFu1Vg55bRmSyq8yJ8c5PcWycg/HgctAbCQ/9J3Tj/xXsPeNyFSEi0Yq9B3l48R50lmOkpJRxfe4/k2hKwPneu+jtdkx5zT9ox9YfJadkBUGDjVPJI7v9vhiAkMHCybQryChfR5/DSzmWeyPBLpzq+lKlWcP8n/4NlLj0fHnCzIGjEzEaruT+U1v4Ua9T/EvmGPS6Cxe1OrMZ+7RpxE6ciHvNGlwrV+Jc8v+puPoG9lw+iU0ksPlYDY3BMIkxKoPS43hgXB/6pdrIsFvQfWMquHA4xMGDB8nLy0On01PT4GfviXoKS2p5a+1h3lh9gBE58dxzRS5ThqRjNkbulxCi80ih08V0io7e9t48P+55ZvpnoqAQb4rHbGj9VKzVaGVE6gje/N6b+EI+9OgxWhxw2TQIB0FvRLWlco27kS8H9cWgKCTHmpq9WQghzoo1xTI8ZTivXvMq3qAXHTpSLCmYjOeeuCPBqjK+fxpVrgQabvo9lrAbVa9HZ3WAUS6jEKI9guEg/+/vH/LnzywYzU6mjTIxJOVOFBTc69YSOFlB7KRJoFNQwkFs7lIc1UXE1R+lwZpGRerlhHXGC++oi/jMSZRnjCe1YhMDihdR7RhCbXw+XktSjyjG2iInNkROrIeKBh3bKo3scl7F76uMvLXjKMOTNCampDA43kJWjJ4EVUH3jbw0TaM+oHHCG+aYW8f+3tey646x7KhqxKXpMez309tTxI1xCgUDMuk7oj/6mLYXgwlWlbF9kxjbNwl/MMy2YzV8tq+Sf/1wBy/8917uGZPDPVfmkhIr78nirB5f6Ozbt6+7Q+gUMcYYYowxbW7/7efrENv8uleHrfNmVxMiGqVYUy56naRYE2AC5Jk5QlyKjeWbeXzp/3CidAQJ9nruH59LrOn0vS3+PUUYt6+h96BkbN5CLPtPYfY5UbQwftVORcrluG3ZPbJ48JkdlGZPJL5mH4nOXSSf2k5Ir+I1J9FoduAzJ+IzJ+G1JBPWd+BVF1oYQ9CLLtSIJehCH7QRNlja/WyfVGuYKb0amZwD22o8bHf62FJlZ/MJL3D60RU6NCwGBVWnENLAE9QIfWNSPLtRIcem53vZVvrHGchtrCFcXElj8QFC66o4rigYs7Iw9emDMTsbY2YGxrQ09AkJcIHLCFWDjiv7Oriyr4PyWi8rdp/kT2sP8+bnh5g2LIP7r+rNkKzWH8Iuvlt6fKEjhBBCiOhwuPYwz/x9ERuKMgg3jmRE3xBTh2YT4zyC7dBeLKU7sTQ6oReElQb8nlj8qh23IwuvJZmAMbZHFjjfFNapOB1DcCYOxOxzYvFVo/rriHWVkOjcjfL1FNCNpgQ8MZm4bZl4YjIJqG07u6GEw5h9p4jxnMDacBKL9xSqv65puwBUQlhnxGt20BCTjtuWjduWddH3Dhl0MMYRwxhHDPUhDwe8X3G4wUOlN4Q3qKdRU1EUE0mGOAapcfS1OuhlsZFs0RFn/Haxkgyp12C75hpCtXX4S44RKCvDu3cv7nXr4Mw00no9eocDQ1ISBpOKq08exrRUDGmpGNPSUNTmX+xmxFuYflVvfjgqm8/2VbJyTwVLC48zPDueu8fkcNPQdKyqfNz9rpL/eSGEEEJ0qu0n9vLrz5azdb+FkG8UjthG7so/xSDPdmwrd6P3NxBUjNS7wWlMJdRnCAE19oLf7Pdoih6fJRmf5RuPzNDCGAMuzL5aTI3V2NwlJDpPP6DTb7ThtabiMzvwq3GE9GY0RUEXDmEIujE11mLxnsLiPYUuHERTdPhMCfjMidTH5hIyWAgpejweD3EWI8ZAAyZ/HQk1+0g+VUhYZ8Bly6benkd9XG9C57hk/lzi9DGMtPVl5Nf1mDvk5WSgmhPBKsoDh9gZcPJVo0ZSyM6QUF8GmfvQz5zd6vN49PF2LPFDsQwd+vVhCROqrSXkdBKqrSNUV0uothbdyZPU7dkLjWcfgK53ODBmZ6NmZaHm5mDMycGYkkKMycDUoRncODid7cdq+HtxBTM/2smvPt7NDYPTmDY0g7F5DkwGuZfnu0QKHSGEEEJ0KJcvwNpDR/jb7p1sPFxDXV0KaP3JsVbx/aT1XOFai36vn4AlnjpDCs4KN576IGqfPqi5vXr8WZt2U3QEVDsB1Y6L0/PR60I+LL5qzD4npsYabO7j6EO+Zqtpio6A0YZfteNMuIxGs4NGNR7tWxMEaFoYl19FF2M/O4ucpmEMuIhpOEmMp5zs0lWADrctHVdsL9y2nHbdR2TTW8jTZ5HH6clYGsMBygKVHG08wTZPMZ+5tmNU9PQz5TDAnEOeKZssNQWD0rLQUHQ6DImJGBLPXhasaWHcx4+fnu7f10iopoZgdTXBqipCVVW4P/+csPvrWTBVFTU7GzUnB2N2FkMyMxkxLpNqrRdrD1az/lA1f9l+HItRz5V9HYzt62BUr0QuS4+VwifKRV2hc+apyd39JN1IfqJvW0V7jpJf2+l0Lacy7Yq+GO3/R51BjtnFi6Rj1hl9UdM0QmENXzCMLxDC7QtwtDaA50AFpxoaOOlyU1ZTT1lNHcedXirrFNx+KwBGdPQy+Jli/Adjw0UkBVw0hlNwZQ6jIbE37uNOvFu3YEhOxjK6D7qYGDQ00LQLRNVBzuxH085ONd3FQjoVtzUdt/XszKuKFkYXDoAWBp2BkGJovRDRvhXzOfLxG2347XnU2PPQB33YGk5f9pZasYn0E18S0hnxWpLxWpLxm+z4jXEEjDEE9WZCejNhneHC980oBvqoGfRRM9A0DWeonqP+E5T4K1hWt46AFsKg6Ek3OMhUk0jWJ+IwxGHX24jVWbHqzZgVFVUxoCgK4XD461Q0dBYzBks6hozms9OGGhoIVVQSrDz94921C/cXX8DX6ypWC2OTUxifkkJlfCq7jQ6KSwP8el8lAQ30CvRKMJOXHENuko30BCspsSYSY1TsViOxJgMxJgNmox5Vr1zUNOat9UXR9RRN66p3k67h9/sj8im6QkSy4cOHt3iehvRFIbrepfTFfdV+Zq1xdmg8idSj52yBpaEQVR86IpwCF/0/ElAU6i/2kkKFdv+/270KysWufIGPtkGdHpfa9gmhzhicbOTZa9v2cNrW+qLoelFX6ITDYYLBoFTSQnSh1vqb9EUhup70RSF6BulvPUPUFTpCCCGEEEIIEcHTmQghhBBCCCFE66TQEUIIIYQQQkQdKXSEEEIIIYQQUUcKHSGEEEIIIUTUkUJHCCGEEEIIEXWk0BFCCCGEEEJEHSl0hBBCCCGEEFFHCp1OUF1dzSOPPMKoUaMYM2YML774IsFgsLvDarfi4mKmT5/O6NGjueqqq3jyySdxOk8/PXvHjh3ccccdFBQUMGHCBJYsWdLN0bZfKBTi3nvv5Re/+EXTsmjJr7a2lieffJIxY8Zw+eWX88gjj1BZWQlEbo7R1s+6wqeffsrAgQMpKCho+pk5c2Z3h9UjOZ1OJk2axKZNm5qWRWpf6UjR1O/ON7ZFqtbGsUhzvvFKiIslhU4neOyxx7Baraxdu5aPPvqIDRs2sHDhwu4Oq118Ph8PPPAABQUFrFu3jk8++YTa2lpmzZpFXV0dDz30ELfccgtbtmzhxRdf5OWXX2bnzp3dHXa7/Pu//ztbt25t+nc05fezn/2MhoYGVq1axWeffYZer+eZZ56J6ByjqZ91laKiIm6++WYKCwubfl599dXuDqvH2bZtG3feeSclJSVNyyK5r3SkaOl35xvbItm3x7FIdK7xSoj2kEKngx07dozNmzczc+ZMLBYL2dnZPPLIIyxevLi7Q2uX8vJyBgwYwE9+8hNUVSUhIYE777yTLVu2sHLlSuLj47n77rsxGAxceeWVTJs2LSJz3bBhAytXrmTy5MlNy6Ilv127drFjxw7mzJlDXFwcNpuN559/nhkzZkRsjtHWz7pKUVERgwcP7u4werSlS5cyY8YMHn/88WbLI7WvdKRo6nfnG9siVWvjWKQ533glRHtIodPBDhw4QHx8PKmpqU3L+vbtS3l5OfX19d0YWfv06dOH+fPno9frm5atWLGCQYMGceDAAfr379+sfV5eHsXFxV0d5iWprq5m9uzZ/Pa3v8VisTQtj5b8du7cSV5eHh9++CGTJk1i3Lhx/PrXvyY5OTlic4y2ftYVwuEwu3fv5vPPP+e6667j6quvbjqrJ84aN24cq1atYsqUKc2WR2pf6UjR1O/ON7ZFonONY5HmfOOVEO0hhU4H83g8Ld5kzvy7oaGhO0LqMJqmMXfuXD777DNmz57daq5mszmi8gyHw8ycOZPp06czYMCAZq9FQ35w+pKbffv2cfToUZYuXcpf//pXKioqeOqppyI2x2juZ53F6XQycOBArr/+ej799FP+67/+i6NHj8o9Ot+SnJyMwWBosTxS+0pHitZ+9+2xLdKcbxyLNOcbr4RoDyl0OpjVasXr9TZbdubfMTEx3RFSh3C73Tz66KMsW7aMP//5z+Tn52OxWPD5fM3a+Xy+iMrzj3/8I6qqcu+997Z4LRryA1BVFYDZs2djs9lISkriscce44svvkDTtIjMMVr7WWdKSkpi8eLF3H777VgsFjIyMpg5cyb/+Mc/cLvd3R1ejxct7weXIhr7XWtjW6Q53zgWac43Xnk8nm6OTkSill9biUvSr18/amtrqaqqIikpCYBDhw6RlpZGbGxsN0fXPiUlJTz44INkZGTw0UcfkZiYCED//v358ssvm7U9ePAg/fr1644w2+Vvf/sblZWVjBo1CqDpg8zf//53nnzyyYjPD05fXhMOhwkEAphMJuD0N4AAl112Ge+//36z9pGQYzT2s85WXFzMJ598whNPPIGiKAD4/X50Ol3ThwtxbtHwfnepoq3fnWtsizTnG8cibWKC841XmqZ1Z2giQskZnQ7Wq1cvRo4cyUsvvYTb7aa0tJQ333yT22+/vbtDa5e6ujruu+8+RowYwYIFC5oNBJMmTaKqqoqFCxcSCATYuHEjy5Yt47bbbuvGiC/O8uXL2b59O1u3bmXr1q1MnTqVqVOnsnXr1qjID2Ds2LFkZ2cza9YsPB4PTqeTuXPnMnHiRKZOnRqROUZbP+sK8fHxLF68mPnz5xMMBikvL+fVV1/lBz/4gRQ6bRAt7weXIpr63fnGtkhzvnEs0pxvvLLZbN0dnohAiiYlcoerqqriueeeY9OmTeh0Om655RZmzJjR7KbHSPHOO+8wZ84cLBZL07fAZxQWFlJUVMSLL77I/v37SUxM5JFHHuHWW2/tpmgv3ZlnD8yZMwcgavKrqKhgzpw5bNmyhcbGRiZMmMDs2bOJi4uL2ByjqZ91lc2bN/Paa6+xf/9+TCYTN910EzNnzmz65lQ0l5+fz3vvvceYMWOA6Hk/uBTR0u8uNLZFsm+PY5HmfOOVEBdLCh0hhBBCCCFE1JFL14QQQgghhBBRRwodIYQQQgghRNSRQkcIIYQQQggRdaTQEUIIIYQQQkQdKXSEEEIIIYQQUUcKHSGEEEIIIUTUkUJHCCGEEEIIEXWk0BFt1tjYyMmTJ9vU9ujRo50bjBDikl1MnxZCCCEijRQ6os3uuusu1q9ff8F2e/bsYerUqW3e7oQJE/jLX/7Sprb5+fls2rSp1de2bt1KQUEBAGVlZeTn51NWVnbB9YT4rjrTp7/Zd4QQXU/6oBCdQwod0WY1NTVtaudyuQgEAp0cTUujRo2isLCwy/crRKQ606el7wjRvaQPCtE5pNARbXL//fdTXl7Or371K5577jm2bt3K3XffzahRo5gwYQKvv/46fr+f0tJSHnzwQQAKCgooLCzE7Xbzy1/+ksmTJzN8+HDGjx/PH/7wh3bHsm7dOm688UbGjBnDo48+yqlTpwDYtGkT+fn5HZKvENHum3166tSpTX3nzNnQRYsWcdVVVzFy5EhmzpyJ2+3u5oiFiA7z5s3jmmuuYfTo0dx2222sXr262fj11ltvUVBQ0PQzbNgw8vPzWbJkCQC7d+/m3nvv5fLLL2fy5MksXLgQTdO6MyUheiwpdESbvP3222RkZPDss89yzz33MH36dCZPnsz69et55513WLNmDa+88grZ2dm89dZbABQWFlJQUMBvfvMbysrK+OijjygsLOSXv/wlc+fO5dixY+2K5YsvvmD+/PmsXr2aQCDAjBkzOjJVIb4Tvtmnn3nmmRavr1y5kmXLlrF8+XKOHTvGs88+2w1RChFdNm7cyAcffMCSJUvYtGkTd9xxB7NnzyYYDDa1efDBByksLKSwsJDt27czceJERo4cyc0330xFRQX33XcfN9xwA+vXr+fNN9/k/fff54MPPujGrITouaTQERdt2bJl5Ofnc99996GqKrm5uTzxxBMsWbKEcDjcov3PfvYzXn/9dWw2GydPnsRkMgFQWVnZrv0/+uijZGZmYrPZePLJJ9m4cSMVFRWXlJMQormnn36axMREkpOTefTRR1m+fDl+v7+7wxIioplMJurq6vjwww/Zs2cPd9xxBxs2bMBgMLTa/pVXXmHXrl38/ve/R1VVPv74Y/r27cvdd9+N0WgkLy+PH/3oRyxevLiLMxEiMrTes4Q4j+rqarKzs5sty8rKwufzUV1d3Wr7F198kT179pCVlcXgwYMBWi2K2iIrK6vp7xkZGQBS6AjRwXJzc5v+np6ejt/vp7a2lpSUlG6MSojIVlBQwLx581i0aBHz58/HbDZz7733MmLEiBZt33vvPZYuXcoHH3xAQkICAMePH2f37t2MGjWqqV04HEav13dZDkJEEil0xEXLzMxk5cqVzZaVlJSgqip2u71F+5///OdMmDCBBQsWYDAYqKmp4cMPP2z3/isrKxkwYAAApaWlwOni58CBA+3ephCiuYqKCvr06QOcvm/HYrE0fdgSQrRPeXk5DoeDBQsW4Pf72bBhAz/96U+ZN29es3bLly/ntdde4+233272pUNaWhpjxoxhwYIFTctqamrweDxdloMQkUQuXRNtpqoqLpeLm266iUOHDvHuu+/i9/spKSnhtddeY9q0aaiq2nRpmsvlavrTbDaj1+txOp288MILAO2emW3evHlUVFRQV1fHnDlzmDx5MomJiR2TpBDfIWf6dGt++9vf4na7qaio4He/+x0333wzRqOxiyMUIroUFRXxwAMPUFxcjKqqOBwOAPbv39/UZuvWrTz99NO88sorLc70TJs2ja+++oqPP/6YYDBIZWUlP/7xj5kzZ06X5iFEpJAzOqLNbr/9dubOnUtRURHz58/ntddeY968eZjNZqZOncpjjz0GQP/+/Rk5ciTjx4/njTfe4OWXX+all17i7bffxm63M2XKFAYOHMj+/fsZN27cRccxfvx4fvjDH+Lz+bjuuuuYNWtWB2cqxHfDmT4dFxfX4rWcnBymTp2K1+tl2rRpzJw5sxsiFCK6XH/99Rw9epSHH36YmpoaHA4Hs2bNajp7CvC73/2OQCDAv/3bv/HUU081LZ82bRrPPfcc8+fP5ze/+Q0vvPACer2ea6+9ltmzZ3dHOkL0eIomcxIKIYT4WllZGd/73vdYvXp1s/vhhBBCiEgjl64JIYQQQgghoo5cuiZ6jFtvvZUjR46c8/W33nqr2UwzQgghhBBCnItcuiaEEEIIIYSIOnLpmhBCCCGEECLqSKEjhBBCCCGEiDpS6AghhBBCCCGijhQ6QgghhBBCiKgjhY4QQgghhBAi6kihI4QQQgghhIg6UugIIYQQQgghoo4UOkIIIYQQQoioI4WOEEIIIYQQIur8L5FWgN0d1Fx9AAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#pairplot is another convenient way to compare variables\n", + "sns.pairplot(\n", + "data = tips,\n", + "hue = 'day')" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "a9aa35e4-2a50-4ca6-8fc6-f760f6a8c5a2", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#relplot also lets us explore specific levels within variables\n", + "daysplot = sns.relplot(\n", + "data=tips, #use the tip dataset\n", + "x=\"total_bill\", #x axis plot the total bill\n", + "y=\"tip\", #y axis plot the tip\n", + "hue=\"sex\", #color points based on customers' gender\n", + "col=\"day\", #create a separate plot for each day\n", + "kind=\"scatter\", #use scatter plot\n", + "col_wrap=2) #put plots into 2 columns" + ] + }, + { + "cell_type": "markdown", + "id": "895c2164-609d-4ba5-b8eb-7194203fdd55", + "metadata": {}, + "source": [ + "Activity comparing data visualziations\n", + "How are they different? \n", + "\n", + "What does each visualization ‘doʼ?\n", + "\n", + "What are the pros and cons of each?" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "ec886429-b244-4a79-b4e6-3c5c26fce039", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "import 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+ "text/html": [ + "
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\u001b[38;5;66;03m#save plotly graphs as HTML files and embed them in our webpages\u001b[39;00m\n\u001b[1;32m----> 2\u001b[0m graph\u001b[38;5;241m.\u001b[39mwrite_html(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m../../folders/pirategraph.html\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", + "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\plotly\\basedatatypes.py:3708\u001b[0m, in \u001b[0;36mBaseFigure.write_html\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m 3593\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 3594\u001b[0m \u001b[38;5;124;03mWrite a figure to an HTML file representation\u001b[39;00m\n\u001b[0;32m 3595\u001b[0m \n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 3704\u001b[0m \u001b[38;5;124;03m Representation of figure as an HTML div string\u001b[39;00m\n\u001b[0;32m 3705\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 3706\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#customizing plotly graphs\n", + "graph = go.Figure()\n", + "graph.add_trace(go.Scatter(x=x1, y=y1, mode='markers', \n", + "marker=dict(\n", + "size=15, \n", + "# point size\n", + "color='hotpink', \n", + "opacity=1, \n", + "# point colour\n", + "# we want points for a scatter plot\n", + "# point transparency/alpha\n", + "line=dict(width=5, color='purple') # point outline\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": 28, + "id": "79421573-e14e-42e8-ba68-4b6c9bce5d6d", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting wordcloud\n", + " Obtaining dependency information for wordcloud from https://files.pythonhosted.org/packages/45/70/0041966d469dec79036ad3962b83b007004b842531ee7c41bdba61310eb6/wordcloud-1.9.6-cp311-cp311-win_amd64.whl.metadata\n", + " Downloading wordcloud-1.9.6-cp311-cp311-win_amd64.whl.metadata (3.5 kB)\n", + "Requirement already satisfied: numpy>=1.19.3 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from wordcloud) (1.24.3)\n", + "Requirement already satisfied: pillow in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from wordcloud) (9.4.0)\n", + "Requirement already satisfied: matplotlib in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from wordcloud) (3.7.1)\n", + "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (1.0.5)\n", + "Requirement already satisfied: cycler>=0.10 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (0.11.0)\n", + "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (4.25.0)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (1.4.4)\n", + "Requirement already satisfied: packaging>=20.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (23.0)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (3.0.9)\n", + "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (2.8.2)\n", + "Requirement already satisfied: six>=1.5 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from python-dateutil>=2.7->matplotlib->wordcloud) (1.16.0)\n", + "Downloading wordcloud-1.9.6-cp311-cp311-win_amd64.whl (306 kB)\n", + " ---------------------------------------- 0.0/306.1 kB ? eta -:--:--\n", + " ---------------------------------------- 0.0/306.1 kB ? eta -:--:--\n", + " - -------------------------------------- 10.2/306.1 kB ? eta -:--:--\n", + " - -------------------------------------- 10.2/306.1 kB ? eta -:--:--\n", + " --- ----------------------------------- 30.7/306.1 kB 217.9 kB/s eta 0:00:02\n", + " ----- --------------------------------- 41.0/306.1 kB 217.9 kB/s eta 0:00:02\n", + " ------- ------------------------------- 61.4/306.1 kB 297.7 kB/s eta 0:00:01\n", + " ----------- --------------------------- 92.2/306.1 kB 348.6 kB/s eta 0:00:01\n", + " ------------ ------------------------- 102.4/306.1 kB 346.5 kB/s eta 0:00:01\n", + " ----------------- -------------------- 143.4/306.1 kB 404.6 kB/s eta 0:00:01\n", + " ------------------- ------------------ 153.6/306.1 kB 416.7 kB/s eta 0:00:01\n", + " ---------------------- --------------- 184.3/306.1 kB 427.7 kB/s eta 0:00:01\n", + " --------------------------- ---------- 225.3/306.1 kB 473.7 kB/s eta 0:00:01\n", + " ------------------------------- ------ 256.0/306.1 kB 491.5 kB/s eta 0:00:01\n", + " ----------------------------------- -- 286.7/306.1 kB 505.4 kB/s eta 0:00:01\n", + " -------------------------------------- 306.1/306.1 kB 498.0 kB/s eta 0:00:00\n", + "Installing collected packages: wordcloud\n", + "Successfully installed wordcloud-1.9.6\n" + ] + }, + { + "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

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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": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "!pip install wordcloud\n", + "from wordcloud import WordCloud\n", + "import pandas as pd\n", + "\n", + "df = pd.read_csv(\n", + " \"https://raw.githubusercontent.com/prasertcbs/basic-dataset/master/movie_quotes.csv\",\n", + " on_bad_lines=\"skip\"\n", + ")\n", + "\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "1380a5ad-152b-4981-91be-9da3bd748d97", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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qDGT1N4m0JgkmImi6hmboGGELp2ZTL1W5/KU3qSwW0U2D7Ng8bs1hudV7rDONFQ0hNA3dMjACJl7dRTcNUkNtjL1wHqFrJHpb6HxgCM/xKM8XqGSKnP/j1zDCaizNw51s1z5e+j7uUoalL/8pzsI8ejSGuziPdkC5zL1SkdKp1yi+8hKB/gHSn/gMVmcX0vdx5mcpvPxd7PEx9R2lUiQ+8CzBwT0IXSfUnKTvow8BkBzubtxv4xoY7W5ZGQtC7GINlOBlwc0qAVs5D4Aw0mqfX8HLfQP8EmAi66MNA3CNELY6lEt6LYSGFuhEaMGG8WghhYH07btmOt4FS1iCrONlv4FffBW/dkMFy0UAEdqDkf4+tPgTSpjt5qr2JM6Nv4ve8nn01LNgpPFy38Rb+B0w2wgM/Gsl+OwZnMl/jRa5D73pM0gvh5f9Jn7xFNKZBb8ORgo99hB66llE5Cjgg7uIPfr3EOHDGE2fQYT2rr9/9QrO1P8fLXIMvekziGCfEuy1a7gLf4CsXka6ORAmwupEj51ET38SrB0mXmz3C97Br3vmuQu8+t/fprBQYv8jQ5z46KF1Qti3HeqTU8rSDYWoT05Rm5igNj6OvZhB1pRw0EIhtHCIzNe+QXjvMEY8jlcsosdjWG13L7lE0zZ+aJqh0TLUwqXnL1Av1wAoZYpU8hW6jvaQncyw2UsyQybN/c3E2xJ86p98hlRXGt/3G/fZ6NoPJ4I8+Mlj1Ks2r33hHeqlOv339fKD/+BjdO1bjZ0JYaHpTWhaimDo0wgRZcWak1U8v8Bm1X6CEIIgnndjZZvvZdC0NJqI4VFCytryHqSfBa0Ru5YuQkSwAicRYtUakLLeePLtJ4nrepimwd/7Vz+O0AT/6hf+G1fOj5NqiXP13ATTE4v88//ycwgh+Jd/979y5ew4rR0pZsYWmZ3M8Nf/8Q8wuL8bKSVawyPwoc88SCgSoF6z+af/51/d/MbJPWgn/wHy3V/HL46jDXwcMfBxJZydEiK1JgM20Q9OGep1MIIQSEK9AHoAjBBIXwng/Ahy4lt42ctrHrAGvrvtOyDcigimlHdA6Cr+69WVm3k7xLog3KbO0UyEFVdWuKZD0wHk5AvI0a9BuB1t4BMrpwXjIXzPp5orY5frBNZ5XqSa5zfNdelL5s6NU57Ps/f7HqDtSB8X/+R1rn717ZVjhKbdfJo6V0I9X2HPx07Qcd8AVlRZ3p7tkuxrJtqa5PFf+AzJ/paGAcG2IS6/VsOeGKc+cp3u/9cvoQWCzP7KLyNtlThppNIknvkwWjiMPTW1el6lTG3kBs78PJ2/8A9BCGb/47+jduM6RlMzZrpp8xtuuwbudhEUyp1stqLFn0aLnWRFwZUesnwWnCx6+hOIYD/e0p/gV97d4YC0Wwz2znAXhLAADGT1IsJswYgcAz2CtGfxi6dwZ/4vDLMdLbQHoe2i5ENYEOhB2jNIv47wbXAySLeIZrbh18YQoWH8+pTSZI0UGHGwJ5H1UbTo8YbrQcOvnMUvvYP0qxhGC8JqB6MJLXwEvzaCrI3DOiGsYgTgqnFbHWpBqI/jTP4bMJJo6U8rS8gr49tTSOmCvvM46XYa3u0m0lRLNeZuLFJaUm6Uzaw/PRTEHB4mNDwEmobQdTp/5qfRQyHCnrc+SUXTkK6LZllIXyI9D6FraObuXOS7hWEZtA2303usj5d+40Wcqk04EWbg5BBte1oZef3a5ucFTFoGWzj+mRN8499+Hc9Rz7P3qf0c//QJDGv9dBdC0Lm3jU/97Wf5yM88ie9LzIBBNBm+6VgTTWvFNA9Rr36FZQFsmAfR9QG2gqZFEVoA35+jUv5dQKrELKMbTW9DUsN1L1Mp/w6aCAGaUiylh5Quvr9AvfpVQEfiYgUeRrCzORYMWXT0NKHrGgho60zju5LpsQUmR+Y4+8ZV/vHP/GcAcpkiA/u7cByPYw8PI6Xkj//Lt8ktlXn2sye5/7H9JNJRpJAra+OWc1QPINIHEI/+EtRzeKf+FVowjeh+AmHF8OffWT02NwKxHghGwK2C8iutWe8kItSsYo/dT6Kf/PuADtIFKwZmZOU4PLth0a4RdEJrvNNdfk9CW3+dtbALiM5HEZ2PQ7hFKQvLp+ka+z7xAKMvnOe5f/TbaIZOIBri0b/zyZX8go23EjQNd3Dt6+9w5rdeINwco16oEu/Y3g0rpcSp1pG+5N0/eJmLX3gN6Uua93Vx8LMPk+htYfjjJ3jzV7+JZzsgofuhvRz4zEPo1ubLvqzV8MpFrI4uhK4jNA2zqQlhqO9dKREbz/NKJeyZaSqXzjP9b/8VAG4+R6C3H+lurSjd1hro13FzX8cvvYV0Mgg9jLQn0ZMfAyONFnsYv3wKL/+thsu7C73l8xAcQOa+jpv5A4SeRHp5hHHrKo7vBe5OTFjo6M0/DMJAaGEQBtIrIMwm3JlfQVYvQ6BLuYR3eknNQgv2I+0Z8OtIZ0EJY6sNjDR+bQQ9tEelqesxhJFUbsLAAEbbX264mFW2qBYexl3870h7WgnoQAdgqB+sdh2/dh3NPoqwWpUQ8uv4pbcRVjfC6mq4outIJ4O0Z9ETT6LHH0MYCZAuml9tjHnnCQ/vBaYuzVDMlPC9rRMmgv19CNNUiVeNia5Za7wUy0JYiHWuK23Nv+9Gtq2mabQOtfL4X3mSeJty13Yf7SHdkybWGscIGBz75H0MZ/fiuR5m0CTSFCUYC3LyRx4hkgrTNtyG70t0U0d6Pp7nE4yFOPLxYwycHMT3lCYcbYqhGZtbAKZlYKYNYumthZt63jCGeaQhdBvvQYshRBhd9KPprdBwU5vmsYbrKoJAYlonQVYbFwuiaXGEMND1LgLBZ5Rl1ghjCBFF+jmkLGEYe9H1bkA2YtA5dD2BYR1e+wRYwaeVdS5Wvy/bdllaLOJLiUCQyxSJJkKkWxOkWxP0DLTxo3/9IwhN4Hs+6ZYE6RZVInfi8f307+0gt1Ti9//zc7R2pEiko4DAlxLX9vB9JZDXzQUpoTCCf/o/gm6B14gLR9og1IxoOoTIXMT77t9X71DoKn5bz6kkqc0QSKnEqdoS/jv/QQlI30c7/JcQyT2AgHArBJJ4z/9dCDWjHfmZLX9LNU4ff/RryNFvIvPXAfB8G23wU+A7W5/n1sBz8GfegKXLCGFAMIl28Kcg0ooQOi0Hugk3x7EbMXXN0DEjAVJ9rRz54ccJNkoOUwNtHP+pDxBtS2IETE785Q/i1h01l6VEN3R00yA92M7xv/QBou1JANqP9pPsb8UMWYy9eJFEXwtth3sJJsPMn5+gvJAnN7ZA5wND7Hn2GJ0nBvG9Rg1/KrrldwAgTBMRCOJmM9DwIHnl8i2rJrRgCCOZxOroJP3J7wdNA89DT6YwEsntf4vdQhjo0QdVdrJ0AU2FLPU4CBMtchwR6IflcI8WUt5KI4nR8qPqHGEohU0LsOzBMpo/jzBSoK9Zw7UAWnAPouXHlJEHaNH7VZa0sU3W/S5x50JYCEBsrPE1YmieymCUzmLjhe3mugFEoA+/dBpkHd9ZBFxEYABhJJF1RVgg7SklDI2EiiEYMYRxk19fjyCsTmR9TLmQG9DChxBmO7I+jl+7jm61KmFbvYS0Z5SgtToaz2gg9CjCbMIvn0PoSXV+oAvNbN71a3svMHJmknKuuu0xRiq1qVtsBWu23yxs72api9AEwVhoXbJUJBUhkloVhsnOFMnOjZO9ZWB7DTbRliDRltj2mJ0ilykyN7GEa3u09aSxgknGLs/S0ddEc4e6hxAxYHXOafp6K0bXN58fQoTQ9Y2Kmy9VUpbvLaKsbomK/cYQIoqmhddcQ0PXN5adGIYGUvKF33ieUqFCvWbT2ddCV18LTt1hamSet166hKZr+J7Pox86SmtXiusXJnnluXMYhka97hIMWZgNy0kIiCcjJNIRfv3f/BnxVJhnPvUgTa1r3nUgieh5SikVUqrErOQQQg8gk3vQhj+LLM+xkuWcGganouLBgaRyBUsJgTgi1AShVmVt6gEoTaNMMQnBtBLIQiCSw2iH/wrUs8o6NsNgBNH6nlXKAIAVRxz+aZVVbYQR8X7oexbhPqquGWpS8Wsrhjb4SQg15li0E3HgxxCJfuTCabAiaJ2PQLgNWZpGZi8jly6qseo6ViS4PiFreQ6Yxoq7GCAQC61zVzcNd2w6R24+LpSOEkpHcSrK3V2ez7FwQWCELaqZIlYsTKQtgaZpRFoTRFp3/h1owSBWWzt6NM7Sn34BLRbHXcoQ6OlTlvfiAsXXX6F65RJeLkfBsogcvx+zvYNA3wD23CyVd8+BJsD3idz/4N23NoWOsDoQbP6+MBJKHmx2anDzZFIBiOBGj5YQOhjx1dwPUOVRux709rg7MWHAr00g7Ukl5PyqStByFhqHOBuTH24FzUIEBpBeAekWkfVxkL4S9lLiV86ClMj6NCLYh9ATgER6FWR9Qlm9XklpRNJDVi+pMchVTVeYabTwAfzCKyrGGz0BfhWv8ApCCyNCwysakBA6WF3o6U/hl9/BL76OX72CFuhGhIbRgkMIs0lZi7VxsFpUAhc6wtoiJnKXMXJ6klKusu0x77Ur+X825BaKzIwukmyJ8e7r1zn66DBTN+aJJkLEkmFyiyXKxSqxZJh61aGtO01+qUQgZBG7TaIVocXR9S6UK1UHJLreh663q6qCWyAUCTB8uLcRSxR4nsfDzxxh76EeYokwfXs6ePTZo9y4OIXQBFKCYeoIBIZpEImqRLlgWPLRzz2yUhMshKCrr4UP/8DDZOZyBEOBlXhx4wBEqBkx9KnNnyuQgPYHNy5iwTTElpN1XChNQKgFEVVkKdKrISLtYEUQsX7QzPXKYrgFEX5Kua2dDBghhGZAy7HVY8wwou9Dq/dM71cCeTOEVwWHCKYRDSIPuXgenCrSCKnwGBJhxZRr/C4qqDuBHjBpOdhNNVNY8XxZfa0kepqJd95eDbcwTcy2dmKPP4kzN4cWCBC5737Mtnb0aBTpemjhCMHBYaTrYMTjCF1HMy0C3T1I18UeH1NCWEqEbnzP38tmkFLie5JCpkRurkAhU6JWquPUXRzbbXjMIBQLMHx/Hy09aaRTgco8sqoIpUTTfoT53hAn3bEQlr6LrI/j5Z5TQle6gK8Enle6dRLEVhAmWqBLLUJuVmWzoSOCe8DNIe1p8ApIZ17Ff40E0s3jV87jF15VAhjZEP4Sac+y7C5cCy1yFL9yDr82ilafAqHhF08hQvsQZhtCW3bVCoSRQm/6NFpwCK98Blm7gVd4FVG5hIw9iJ74AOhR/OI7aNEjyPoUCBMYVu9FDynXubi79b/Sl9SrNpOXZ6gVa7c+4R52jGq5Tq1cJzrUxsSVOcLRgIqzApVijenRBeYns0QTIXxfEazMjC7S0pW6fSEsAuhGL7rRe1vnR2Ihhg/10j/UgWZoVLIVIqkwZlApYPFUhBOP7efEYxuF0NCBLoYObM0U1tKR4sOffei2xrUjeDXk9T+C1AGID0K0GyqzyLnXVdw3NQ+tDyL0TUJb0kNWRxBhDUlEuSE3qVa4XYjmw8jCmFqc7ZIKOaT2oTUfZrk07HsFTdeINMc58P0P39Xr6pEosQe3vmbyAx/acl/k8FEih4/e1fHcCXzPp1qqMT++xNxIhtkbC8zeWGRxKktxqUy9YlOvOniuklHN3Sl+6Bc/SktPWoVIMpdXaqHXJhTWK3ajmmLVsIwk1Pe1TindIe585vhlvMwX8IqvoCc+iBZ/GGF1IkQIWbuOPfr3b+uyQuhII4EwmpBuBr8+qfzzwUGwJ5B+Hb96EfwywmwGPYZffhcv86cqUN/8ebTw/obv3sBd/D38wusb7qMFhxCBAfzyOfzSG4qJxZ5Eb/lhVbi9flAIEUDE7keL3Y/vzOMX38DLfhNv6c8QgT60yFGkvYBfuQx2owRKuiA9RLAHQtHbeh9bQUqJ63rMXJsnP1dYoY98P3HzNJRSUq/Y1Ep16hUbp+7iux6+lGhCIHQNw9QxgybBsEUwFnzP2cJ2Ct+TFLJl5qeWuP/p/SojteZQr9qUClXsmoMQgqkbCwwd7ubyO2OYAeO2xi999Z6qpRp2Vb0nz/VXMpQ1TUO3dKygSSASIBgJbHkfp2YzP7qIYerMXp1n6MEB4gFjRyEF3/dx6i61Yo161cGtu3huIw4M6KaOYRmEEyFCsSC6od29UIVbRV79XYj1IZvvQxv4NLJwAzn2ZUTLg/gXfhUtdUC5pzeOXCno9WlohI5Y40q8U4hwK/rhv3zXrncPO0CjBJZdGi52zWFpJs/10+Oc+vI53v7GBSrF2pYJcqCqMuxqw1PqVsGtonU9ou69xgrOTOe49NoNymu8jgcf20PX3rbb4pu/C0LYxi+fRZjt6MmnEaF9jYfI4zsNhpu1kGtzdv01+2VDs1jOkFSxZhHsV65oN4cwEmhmM76XQzNb8Aqvq2QUI6nqf91FpLOACB9AT3+M5fiRrE81yok2+QE0Cy20t2HVvowW2gt6DD1yDKGvxvnU2LyGZa834s9p9OQHFevX0p8h7UmIHEULduOXL6v4tKZcVSJ8ABG4/dKe5aQo6Ut8XyI9H9+X+J5PJV/lzHMXqJXXczD7nk+tVKdS2D5OvO51NOp1b1cICsEKyYWUEs/1qZfr3HhnnAsvXePGO+PMjSxSWCzh1BzMoEk4FiDVkaRrbxt7HuznwOPDNPekMBtC404WeLvm4Nq7y0fQdA0raKo/AwZdg608+tGj+L5kamSe+akskXgIK2iQmcljWgbheIjDDw3yf/6jP+ZDP/ggLV1rysJ8n3rZXpfoZljGyvMtv6daqc7VUyNcevkaI2cmmRtZpJgpYdccAmGLUCxIU2eSrv3tDJ8cYP8jQzR1JTEDJjfXW9bLNlMXlGckFA+quktVgrwllsdRyVeYujLH+ReuMv7uFLMjCxQzJeplW9EmtsRo7Wvi+EcPcfQDB4i1RHdkAWi6hhWytj9WaGAl0R78p/ijX0GWJgEdEsOI4R9GvvjSNqEtDWG1KiGMB+EDtyWEpZTqO/N8fM9feXdrExOFEAhdoOn6SrLT3cyZ2HJcjTGpccnVMakBIDSxQtrxXo1r0/fjr67r69+PGsvtsv9Jt6bqvUM7d7G7jsf4hRm+/Vuv8Z3feX1VsO4Gmol0Sshz/xWMENrBH4Gwyu1YmMjywu+f4t3vXl05/KM/8wQf+enH6T2wRax6G9yFxCwDEezFr1zAK76N5jsgHeUWzr+osqVvhrTBr6qELa+sBJubUf9poUYRtQFoaIFevPyLyt1jNKHyzkNgdSNLp1T2cuMeQo8h9AiyehW/8CrCbEY683iFV5Dlswh98w9SC+1T4838Cb5fQ4s/qjLu1q5Ybg6/fBq/9CZa6BCYzQgh8BvCGz2CFmy4LDRLkX8IsxHT05VFfIewqw5zo4vMXl9g9vo8s9cWmL2+wPxYhkpBUS2uxY23x/nXn/8VNH3nH8C+hwd55qce4b5nD93WGDVDx1hm6JJw7juX+OavvsjomUmqpRqeu7qAAIpko2qTXywxcWGaU18+Sywd4dizB/nE/+MZ0l3JFdKM28EX/39f54Xffn1XHoJ9Dw3w2V/8GP1Huxk41EV/o8OTENDZ38KP/K0PK+sPgdfIIvU9n4WpHMNHeki3JdYJmsxEln/3l3+dpakcnucjBHzkrz3JJ/7mBzEDJq7tcua5i3z9P3+XyUsz1Mr1De+pVlZehMJCkbF3p3jjT0+TbItz/COH+cTPP0OsKYrQV+9phUzahloQKKYmKxzYVgCDous8/90rfOe/vcr1t8ZwbA/f8/A9ubrgC+WOW5zMcuXUCH/8L7+2hllse+x/ZJCf+pc/SLorufVBQodIFwRSoBlQy6iM5WXBKwy2fBChiHOkV0FYLY1vePfwbJfFG/NMvHmDqTNj5CYyVHIVavkyQggCsRCJjiQt+zrouX+QwUf2qqSr9zj86VRs5i5NM/LyZabPTZCbXKSar+K7HkbAIpQIEu9I0Xagi67jfQw+um/LcqQ7xcLVGcZev8b0uXEyIwuUF4u4VRvN0AkmI0SaorTt76T7eD+dR/tIdt9enFrOvIwc/xb64/+fHZ/z5tfe5Ru/9hIXXrmBU7sNAQwqryDchiwvsFJv3ED7QBP7Hx5cJ4TPv3SN4x888D4JYT2K0fwjuIu/j194ET//fEMgDaE3fRK/8NJK+QWAX7uOl/s2fvF1lbzlZsAr4879Oiz8AegR9NjDGK0/pjS74ABkv6Ey4symhrYXQgv24eafR4s+oFi5UMKU1Mfxsl9V12tYq1rkONJIgz27+TOYabTgIL6ZBq+oYrtacH1SgWaCFkQ6c7jVy+DbKuakhdGCPWixhxShByDiDyIih9VzC10JY/32myNUCjXOf/cKX/tPz1NaKmPXHJyag11zcWoOTt3dlAlHWTU7t4LVvaq49u27tA1DuUtL2Qrf+c1XeOUP32JuNINdsTcdIyjrXvoS31VuULtBnjE3ssgn/+YH2fNAP4Hw7Skx9YpNcamsaoZ3iEqhhu/6K8+z/JUIIdB1sUIxCmA0nsn3JLqp8fBHDhNPRdZZH77vU85VKC6VV5JoFieyZKfzmCGTF377dV76g1NkJnM4NXvzfgINS8zzlbWq3lOGl//wTaavzvH9v/AReg91YTVoTj3XV9Sf80XqlTrJjgThxNYldNNX53jpD97k1J+dITOVpX6TV2XjODw8x6POzjtgVQo1/G3cgYCyhCOd+K//Y9AsZHlSuQb1AHLiG+BV2eBdWxmbh1+baOSR5MDNg9m8o+QgKdX8u/bCBS585TRzF6eo5ivY5Tpu3VFWX2NOaAtF8pMZpt+d4PI3zhFtjbPv2SMc+vhxYu3JXSm9y/jKP/1DZs5N4Hs+hmXQdbyfD//DzwDguz5XX7jAxa+8w/TZcTWuSh2v7ipFTSoikOKcRmZkgcnTo5z/0tukeps59tmTDDy2l0jTzhotbId6qcb0uXHO/NHrzF2cppItYVfquDUVrpC+jxCC0kKBpVGd2QuTXPr6GRJdafoeHubwJ07QNNi6O8tcaEoZ2yHe+eYFvvXfXuXy6yO3L4AB7BJUF1TCoFtW45AShCDVnqD/cBeGZax42WZvLDA/vkStXN+1S/ouWMKmYsZq+RGkm1VWrjARRjPCbEILDinLteEWEmYzevzRrdsWCgNhLrttdbTQAYyOn2twf/Y0NsfREk9hWp2IQDfCbGQzGkm02EmE1Y70Ckp71hsdm2gkiukb09eFMNQY9ThCmGih/Y2EqjXQQkrIt/xYw3p3AE1RcppphNmuqM1APetdjEV5rsfSdI7RM5PUyvVbn/A+Qjc1KoUqr3/xHb7z315lYXxpZfFahtAEZsDA9ySu425YU31PUloqc/m164SiAXRTZ+/Jgdta3N5rLC8omgaplhjWOs7prZFfKHLl1AilbIUXfvs1FsaWNigpy+9JdeHaqER4rk9+vsjFl64Rjof42M89Tf/RbjRdIxCx6D7chV1xuH7qRqPDk9x0AVyazvHd332D17/4DgvjS+viZsFogI49rTR1JQnFgkipFLXFiSWmr87j1nfu6tc0cevQnhFC2/fjUJ4GMwqagfTqqvyoPI3Y9xOKBnPzOyCsFmTlKlIL7Ngw9RyP4myOU7/1IhNv3mDx+hzVfJXNtSHVwtN2PeyKTSVTIjeZobRQYO7CFEc/e5Lu4/0EortTujPX55k+O47veg2XsqCaK2METN763Ze5/M1zSjHYovpBSolne3i2h12uU14okp/OUlookJvMcOCj99E0uLGT2I4gJUtji1z6xlkufeMsC1dnqRerm8ZX1ypoTuP9FOby5CYyzF2c4thnTzL4+D7lmdkBRCCJDCTwJ59HxAdWY8OBpMpMX76vL5kbz/Cd33mdy2+MrA/NCQiELPoOddLW30SyNU4oHmR+NMPzv/vG5je2ohDrRUgXuZRbNxfMgEGqLU7nUAvjF2cAcOouc6OLZGcLdAztrizrjoWwqjkNIMIHNt9/Uw2tMJKNhKfDmx6/4dpmGt18ZP12zVICeVkorxyvg9mkLOZdQHpV1dFJ+mix4xvrjGkIarMJfZfXBqgVq+Qms/ieR/v+TrRdulc1TRCKBWgbbNngcoZlS6tKOVdZ92FYQZP4TQ0cboXm7hTB6O03s7drDuPnpxk9O8ncjUVAJfK0D7bQta+dpu4k0WQEM2jg+5JaqcbSVI7xC9PMXl+gVlpVMuyKw/nvXqVrXzvpziStfbt/9/seHsS1XWqlOnbNwa466s/G37MzeYqZ0m0/7zKEJgjucGEBmBtZ5PUvniY7m2d+VLW9002dzr1tdO1tI92ZJJIMrygr1VKNzGSWsXNTzI8uUl/Tg7lesTn77Uv0Huok0RqjqSul8gEKNSqFKkbA3FSBWRb6b375LO987d11ioBhGQyd6OXw03vpHG4n3hJd8UbUyza5+QKTF2c4/c0LzFybXxd30w2Nrn3tJNviRJJhwokQ4USI7v0dhG/RwUdoBjQdRobbFcUkEiE9Vbcb64NoLxhbvGchEHoUiVCdl/BvaXU5dYfM9Tne+YPXOP/lt6kslZE3k90IMCwTI2jiu56yjNcolr7rszSyQGmhoJLZSjUGHt1LKHF72fHSl9QKVeYvz7B4Y44zf/Q6i9fn1is8QmAGTYyAged4uDVnA0mPW3OYPT+JW3cwghZWJEDsNurn56/McOEr73DhK6dZuLrRmyg0gREw0C1T8UhXnUb3KAWv7pKbXKK0UKSWq+BUbYae2E84fetwgfQcZHFSZaRH2lkm1xA9T6vuVcv38Hxe+5MzXHp9ZB1XQiQZZt/Jfg48PETncAup9gTRVJhA2OL8S9e2FsLSV9n4TmNtWMOtIIQgkgjRe7BzRQgDLIwvkZnOfe+F8P+QkFK5wr0CUtrI2ih+5TxCj6DF7m7Kv5SSpbEMb//hawhd49m/9wmsXQphM2jSe6iLZ37ykU1jm07d4eLL17j0yvV1i3OyPc7JT91Hqn3nH15TV5KW2xB2y6gUakxenFlxZ8aaIux9aJCDTwwzdLyX1oFmYunIilCoV2wWxjJce2uUM89d5OIr11WThgbKuQrnX7xK76FOWnrT2y6qXq1OfW4R33XRLQs9HGJoOElb0yFs26eaLVErVfGEgWcGcGyfU186w5nnLt72894uFieWyM7kqZVqCCGINUXY/+geDj05zMCxHlr7m4gkw2i6tpJdPj+6yJU3RjjzzQtceWNkhZ4UoLRU5tx3LtN7qJN0ZxK37pKZXGLm6hzRVKTB3ngTb7GUZCazvPnlc8yNZlYEsBUy6T3UyYf/2pMceXof4Xhog3UvpaScq5DuTPL8b73G+PnpFWtdN3W6D3Tw4CeP0dydIpqOEE2FCUYCt/RmSM9Bzr8OhVG1CC4j2o3W+5HtX6qUSDeLCPUDSiBvB9/zyY4ucPqPX+f0H76GvcbLpJs60dYE6f4WYq1xAvEQVtjCczzsUp1ypkh+aonseIZ6SZUF2qU611+4gPR8dFNnz5MHbjsmW1kq8e6X3mb8jetkRubxbBczZBFvT5LqaybSrFpzmkETz/Go5isU5/NkxxbJTS6tE4KL1+a49PUzxNuTHPjosR3H8AHyU0tc/PoZzn7xTbJjiyvbNUMj2d1EsjtNtDVOKBFWSoqnuj6VMyVyExlyExlqjcRQt+4w+tpVfM8nEA3Sd3LoJn7tjRCBeIMZ7WasziPP9cjNFXjtT09TWLN2pNrjHP3APp783AMcemwYw9LXN4vYroTQLiELYwikUgxv8qsoD9F6Ybs0mye/sLHH8a3wF1IIy0ZXDb/4KtJdwq9eR3r5Bh3a3ltfYBfwbJf5KzO8/YdvEGuJ8czf/hjskt3SCpr0H+2m/2j3pvsrBdW68PrbY+uEcKojwWM/dD89BztZXMyQSCSwrPeWrMOtu7h1FyHURL3vw4f4yF97ku79HZta5IGwRfeBDjr2ttKxpxVN1zj1Z2fw1lgaE+enGT8/zX3PHlqJeW5671KZ/Ol38ap1jFgUIxHDq1QJIQgHLGKhGmZbDDSd+OF9mLEICxNL74sQVpajg9AEkWSY+z9+hI/93NO0DTZjmBs5roORAL2Huuja107bQDNC03jnG+fXWWQjZyaYujzHwceHQSjijVR7UllIjVju2kXIc33efeEKcyML6+JnqfYET3z+JCc/dWzTxhfLY4qmIjz5IycVAcJCkcxUDlDhhPx8gZ4DHbQNNO8ujOBWkOd/RSVmWQmViwGK/nIbSN9V3PK1aUSsUdmwiUdrLUoLBa4+f4HTf7BeAAeiQZqH2xl8bB97njpA24EurMhqu0bXdslPLTF+6gbXnr/AxFs3KM0XlCvW8Rh59Qpm2CLZ3URbI6lvtygtFjn3xVPUG3X/4XSU9kPdDD6+j8HH9tE81LbaqQmwy3UWr89x/bsXufTNc8yen1g3N6bOjDHyymX6H96zIwsUwKk5XP3OBS59/eyqABZgBi3aD3Uz/IFD9D+8h+Y97StWv+rrK8lNLTH2xnWufuc8E2/eoDiXX7nu+KnrJHvShNNROo/2bjs/RPoAWnJY9W72PcV8dpMyaVcdrr09zvS1BZyGtyAYsdj/8BCf+OsfYHCLdXNb+G4jF8HatDwqELJo7k6u21bIlG9JlrQZ/kIKYZZbW+VfVKQfZit6/Gn05NPrksjuBkqZEplGY/n3C67r8fzz3+XkyQdobW1B0zR8X+J5qtOOpmnU6za6riGEhu+rZA/TNLCs20uIMgMmg8d7+YFf/ChNXalbLsS6rjN0oo+nfszhyhsjLDUWdIBqscbC+BLZ2TxtA9tQhPoS6Um0YBDpupSvj6GHQ+jBAF4ujxYMkDp5nNkvfxt/eABiO2+48V4hELbY+9AAn/vHnyCaCm8p9JahGzr7H9lDJV/jxjvjZGdWF7dKvsr8eIbcfBHT0qnkqxz+0EEufvfyprlMvutz8aVrVAq1NdfXaOlL88j3H99RAo0Vsjj01F7G3p1aEcKu7XL+u1eZvjJHsi1OKLaL+Kj0oZZBe/CXGjHAHVptfgVZPq+qLgqnkMJERI8iIvs2PdxzPMbfuM75P3t7RdCB6nvbff8AJ3/ySYae2L+pJWtYBk0DraT7Whh6cj+nfvNF3vqdl6nlVTjIrTlMvHmDM3/0Oh/4hU9g7LA+e91r8PyVcRlBk70fPMQDP/Y4HYe6lLtcgO+4+LaDHrQwwxadR3tpGmqj7WA3X/2nf0huMrPyu7s1h4Vrs0ydGWP4AzurfMiMzHPxa6eZuzi9ss0MmnQe6+Uj/+iztAy3YwTWK8VCCNAFqd5mUr3NdB/v553ff5U3f+dl7NLqe77w5dM0D7WT7m8mnNpaKZCerVzRSxfBqyK6nkJ6NUU92ogJ1yo2F1+9vq4UsXO4jRPPHrw9AQxK+JoRVSKFh7jpAzKD5gYPYzlXoVrYPVnSX1AhrIHZjtn/L9ZsE7wXNQaFmRyL1+fu+nV3Ayl9xscnmJ+fZ2BggObmJnK5HDMzs+zdO0wqleLUqVO0tbURDofJZrPUanX27t3DsWO3x4ATa4ryg//g4yTb4jt2f+mmTmtfE/c9e5Bv/8Yr6/blF4rMjy1uL4QFijKvcb9gWzO+42LEogSa0zj53buK3ms0d6f41N95lkgivOOF2rB02odaOPzUPl78vfUxrexMnsxUlt5DnUSbIrz8268RbYps+hv4ns+N0xPU11iB0XSErn3thHfB9tW9v4OW3o0hjMuv36D7QMfuhLDQINCE4hDw2YzlblPoMUTyKUR9DKxO8ArbNoxZGltg5JUrzLw7sW5763AHj/z0Bxh4dC/iVha8gFhbgif+xoepZstc+OppqtkyAMW5PNdfvMjQk/sZfHz/HS0tQ08c4ORPPUX7oW6qEzOUro9jxMJYySTZt87R/OSDBNtUFrgVtug61ssjf/UZvvHPv4C3RjAVZ/PMXZzesRB+8zdfZPbilKoDRtV5J3tb+PS//nHi7cltm0Eso2mwlUOfPEE5U+TMH6/OVbfuMH7qOh2Hu9nz1MEtz5dLF/Ev/hYsXQAketMR/PO/hmh/EDGo6FHtqs21t8bWJS/2H+niwCObc0XvCLql6EjrObDLG9pm6oZG+KbkO7tRqbJb/IUUwquL3XvLyuT7PrmpJeavvb9CGFRy1wc/+AFGRsZ46aVX0DRBIpHg4sWLHDlyhEQiwdjYOIZh0NXVycGDB+jq2pq+cDuEYkEGjnUzcF8PhrVzK0AIQTgRov/YRu21WqhRXCxve76VStL6ocfXXlCVTWiKLED6PsLQaf3QY+ih2y8Zu1uIpML0H+uh73AXmr5zUpLlGHLPoY01ieVchdKSek/BSIBHPn+yQZJhrru+9CVO3aGULa9z/YcbhCC7sdwiiRCxdAQzYKxbhOZuLN5GNr/q/+p9928gIp1gxQGBSB1EO/TXtjnNRdoz+ItfRlid4NcRsSOIaJzNej1Pvj3C9Lnx9Rs1wf0/9hhtB7oR+q1ZwJb3G0GTR/7qB5i9MMlMobqSIFWcK/Dul95WAl27jbVGKNf4Az/2GE0DqrRHeh5etYZv21RGJonu6cOv1vEqNYyoUuRCiTBDTx4g8h+/SXE+v5KsWcmUWBpbuOVtfc8nN5Fh6szYilIBEO9MceKHHibeocqwdjJHhBC07Gln/4ePcuFrZ3DWzIep02NMnxln8LF9WyerVhcAD/3xf4n38j9QPZ2FWJet7Lk+2fniSvmbbmg0dSY2uIt3hUgb2sCz4JTxR55T9emNEiVg5ZtaC9f2cN3dl3fethCWUjJ7YYpv/duv4touhz52jP0fOkysZbU0x6k5zF2Z4bu//E3sqk0gHOC+zz7IgQ8f2XC9V379BcbeuEG0Jcb+Dx1m+Mn1vLb1Up3M6DwzF6ZYvD5PYS5PvaRoyIyAQSQdJd3XTOeRHrqP9WFtU1dqV23OfOEU1166QiQd4dinH6D3/gGKCwVGX7vG5JkxigtFnIqtEjRaYrTu7aDvgUHaD2wd47GrNmOnrrM0tkhuKkt+OsfCtVmWRhfwPZ/8bJ7f/V9+bVMN0gpb7PvAIQ59/D6Cu7EcdgAhBMFgiFgshhBgWRaWZaLrOi0t7Zw/f7HRNafecEObJBIJgsHby5KONUXY9+gQVoOrWFYnkdVx0ExEqHdb5jArZNLSs9GqcmrOLRd0YegY0fUu5s3aL958zPuFVFuc4ZMDK+9pNwhFgzSvYeVahl11qFds3JpDdjZPoj2hYvFy/T1836darK9L4AEwAsau55+ma5hBAzNorhPCpWxl12xl6EHE4GcQdkFRUzZiwkRuQYIgdISRQoseg0B3o5ohyWYmaK1QZfrcBEujC2tO1+g41EPXsT5CqZ17JUDNrWRPEwOP7qU4X6AwnQWgXqwy+dYIS2MLpHqb0c3dLbeGZTDw6F6a1sR/9XAIMxHDKZQwYhEqEzMEWtJoa3I9hK4RSoZpGe6gmlfZyAD1ikoo8z1/2/CQZ7tcfu5dSgvFFQEuNEGiK8W+Z4/smjzHCJoke5roPtbHyCtXVrbXChWyExkKs/mtyTykBwiItKs/5XI/gFX4nk8xU16x2APhAKFocEP/8F2hnkdmLiGri6r+cDNv3s1d5rTbY/e7I0vYrtrMXpwmO5EhkorQ/+DQeiFctZk6M87VFy5iV2x0S6dtfydDj+9dVyfmez5jb1zn0nPv0nOif4MAHn9rhKvfvcTM+UlV+7ZYpFao4jZIKjRDJxC2CDdFSb3URN/9g5z43EPEWuObTjbf9Vm4Nsf1ly5jhQN0Hu5BCMG5L7/D+Fsj5KaWqJdquLbXqLlUqf3jb95g/7NHOPiRo+ib0DrWi1Xe+K2XWRrLUMmWqOaruDVnRRA4VZvrL13e9F0GYkHSvc347wH3s6bpPPnk4ySTCQ4ePEBvb09jsgiSyQTz8wsYhoHnuei6TjKZJBq9fY7rSCK8LolMVsehNq3YjISh2Iy2KBg1TJ1IcmMSjuu4t1V8/15TCd4JYk1Reg924Lke85em0U2dQDRIJVvGCBg0D7Vv6co3LJ3QJuU+ru3i1N0VS2768iy6odF9qIvIGhezlCouurEUVtye51Syoa72tl69biE6n1q/zb11sosQGlIPIaxmxVdgphr5HZvURY8ukJvIrM+GNjQGHh0m2hLftZARQqCbBn0P7WH0tasrQtj3fMqZIhNvjhBtTexeCAdMhj9wiFBiNTtd6DpC1/BqNTTTJDrUi5VOItZcWwiBbmik+pqZOju2IoSl5+PWHNyag7UNoYTneFz/7kXqpdVSn2AiTNNgG4lNFL9bQQjVtrTtYDcjr15ZiVNLX1Kcy5MdW9haCAebEGYU/93/ApUZ/PO/rhSz8KoiL32JU3NWpp9h6uimfmffvu9CPQ+FCaUMrrGCQf22dmV9no8VNHZVDrqM2xbCQggCkQDNAy1kJzIsjWc21LA6VZvZC1NK8zI0fMenOJ+ntFgk3bs6CSrZMpVsGbfuEklFSd70Q5cWClx5/gJTZ8cJRILE2xI09bcQaEykerlOdiJDdjxDZnSRhWtzaIbGQz/5OIFocNsfo5ItMfr6NSZPj3HpuXdBCJoH2wjEAviOTzlbIjeZZe7SNEvjixTm8qR60rTt61zpSrMMzdBJdqYIxkIrgnfxxjwz56dwbZdAJMC+Zw6hWxs/cjNo0nW0F/02fsRbQdc1Dh1SddyRiLICpZSNxgAaHR3tm1qMt4tgLED74Jr0fWGoSS2r4G2fuCA0sakG63typdvJ/ywIJ0K09jUhXZ/MjXk0U1f9fV2PSHOceqlGcIu6WqFpGJvMI9/18VwP3dCwwiaLY0vEmqMbakhFo870ZiXVtd0NHOS3gud6m8bDgtHAbQg0fd0CCyCzl5DlKZWotR2kj7SXkO4SuFmEsECLbNAGFq/PUc6szw/QDJ3eBwa3FU63QtuBLqItKgdi2YJ0bZeJt0cYfuYQ3KIc52bolkH38QHM4KpXz6/b4EuiAz0gBLF9g+us4NUH0oikIxu8br7nY1frWz6n7/nUi1Xmr8zgrlF6I+kozYOtu+Y4WIYRskj1NGiH1yQ5VZZK5KayW54nYn3Q8Shy/k1ouU/Vgrc/hEisifcKgWHpOA3iH9f1NhAE7Rq+C0JDtN6n/n0T46FTd8ndVI4UjAQIhHafyHpHK74VDtA02MrV714iO7mEXamvK4Nwag4zF5UQTnSkqGTLFBcK5KdzpHtXE2yyExnq5TpCE4TTEeLtyXX3aR5qo/NQN4FwgHR/M63D7aR6moikIkiUEJ86O861Fy8z/e4khZkcb/zOy+z/0CGaB1u31UCdqsOV5y8SiAaJtycZenwvPcf7iTRFcesuuekso69d48YrV8lNLTHx9ijnvvQOiY4kZnB9dlwoHuKJn/1gIzahJtrpL7xJZnQB3/UIpyI8/fMfJrAJGYYQAisaxNymBOdu4ubGCHfLYhSaKqdJtKyWhwirCVkZAc9ukLtsk9CxVcMGKbciMPofEpquCFhizVFkg6rQqdlUynWCsRC6oeHWHbaqZ1vbKGMtZON/vqeaRniO18h6X1+ipO4fJJIMU8mvxjGrxRpL0zklRMTO5kU5V6WULW8Qwsn2xLYlZevGbRfAzkO4A/LX1rkc5ewryNIUdH/w1teR9QYdbhHhb07ZujS2SDW73rrWLYOW4Y4NivVuEGuJE2mOYQRNnIaV5DkeMw3CjJutqe0gNEEgGiTRlUJb43XzbRvfcQil25W3Ywu3shDKDbyhNtyXeNskD3mN8qt6YT0jVjARJtF1e/zPoDw3kaboTSJYUWFWlrYmyxGhZuh5WrWRLM8iwm2q1/Qawhbd0Ig1RahXbXxPNloNqg5ntxPqkfUCsjiJrGbQkkPKo6KvlyG1Up3pa/PrtkWTYcLx3YcS70wIRwK0DCkqtNJCgVqhiu+qQnXf96mXaixcn0fTdfpPDjF5eoziXIH89HrNJzO2iF2pY4YsIk3RDUwzLXvaePBHH8WwTNL9zZtaSsNPHaCpv4Xn//3XWbyxQHE2z/S7k8TaEoST2z9mJVsm1ZPmoZ94gvs+++AG66D3eD/hZJhXfv0FXNvl4jfOceKHHlJa75pJrhk68Y7kunPDybDqICLUZIl3JDd1I/7PAsNUoYF17nqvqmg8NQuJftuJop7jUS3Wdpdt24Dv+/iefE9aJLquR7mkarWXuyJFoiFC2zBoGZZBIGShGzqehHhHkszoPIFoENdxcR2PUPIWsettlBLX9ihny+imTnYmR1e1k8gaB5NoWA+9BzsoLBSpNsphStkK01fmKGXLRNO3jp1LKZm6PMvC2NL6HQJ6DtyaIWsF5Wlk5hyi9yP4F38VYURUEg4gc9cUheWtIDREoANpz4MeU53P/Ipq8LLmO81PLVErrAphTdcIxkOEUpHbtvTU/QWRphjBeGhFCPuux+K1WRWWYudJ0rplEG2No9+U2KgFA0gpyb59HqFrtH3oMfTQFmPeTNm9hTLr1BwWrs3h++stSen71ApV5i5O7fAJ1sOu2pQXixumrGu72NWtcz2kUwK7hIh2IaIqUVRW5pF+aKVEyTB12vqbWZrJ43uKMnNpJk9mavfsVQBUFqA0BW4Vf/Il0ANooY+ttM+UvqSQKXH1zdF1pzV1pUi1756u+A4tYYvmgRYVL/clhdk8tWKVSDqKU7HJTWepF6uNhKlulsYWyE3nyE1n12nl2TFF8B9rjRNr2VjSIoSg83DPZkNYfRDLoPNwD3uePMDijQXFBjSygFN1ILn9cwRjQYYe38fRT9+/aQy5eaiVgUeGOfeV0+SnsmRGFqjlVxWO3UI6N7n7lmtDpVzVuDx3tfXcygfR2K/dYbzjPYS+totSA7I+h4gMQXgXdZ+bYGk2z/lXrnHfMwdUEgQbE698X/XeVRbh6r5auU4pV6G5O7XBC3CnKObLvPTtM4xdnyYYDmDXHR59+ijHHti75X10Q1+jTCqSB6emevf23D9Ax6Ht57t6sK13BSIBWvqbufCdS7TtaWTW+nIdc5Zu6Bx5Zj8jpydWhLBru8yOLPD2V9/lsc89sGVsbfm9u7bHu89fZvTsmlIfAcGwxeDxXqKpHZY6mTFEtFt1TFo4A4OfRQQbCXpuXdWG3grSh9o0ItgNRgpZnwQ3C/EHEWuWulqhsi6/QDN14u3JXTFJbYVIOkowFqI426jflqpGt16u72q90AyN0E0NN6QvCbY2EWhJ49dtKmNTCOPuhq88x6U0X9gQ3586PcbU6bG7ei9QlrezCRXvMuTsG/gT38F47P/d2CBViVLLfYj+jwIqmXPgWDdX3hxdaT4zdXWeG2cmaB9o3vXvKlJDiNQWvQ2AetVm+to85164um57554WWjcp1bsV7ugXNIImia60yoqsOeSns9QKSghXC1UWrs0hNEHzQCtt+zq49t1LlM6OU5hR7q7l1muZ8UXsik2qu4lo6+03PgglQiSWXdkS6uXaRh7YTdC2r5POQ93bfiCBWJBUV5p8I35RzVfwHPe2hHDxi7/KSrNqw8Lo7EcLhHCmRoh84DMgfSqvfh1ZLaMlmrCvnEXoOl5ukdCjHyNw8AH0+O4TJL4X0HRtg7UptCAy+wYsvQrRPYj0Y7d17XrFZuziDKV8lfb+ZgIhi7mxDIap09SZxHM9Jq/O0T3ciut4ZOeKyuWbjLAwmeX6mQme/twDtA+0oBt3TwgnUlGe+NB9lItlnv7og1w5P0Y4HNzW+6gZ2src8T1FkL/nqYMEE+HbmlM3w6k5FBaKDJzoI9mR5PLLV+k+2EXXgY4V4W2YOg983xFe/oM3yc4VVuosFyeyfOk/fJt4S4wDj+/ZsiuM7/p8+zde5s2vnCM7W1jZHghZPPpDD9Dck9r5s4TbFT+078DApxADn4Jgw/1pRRt1oreCVA1kXFcpfmYTGClwFsFqX303VXtdVrimaevYp+4EesBY5z5eRr1Uw3e9nQthTcMIrm9CUV/IUBmdojafwatWqU7MMtDTibbLhK/tID3F5/69Cv2s7U61M0jV3tJZdWEHIwGOPrWXb//mayt0uSPnJjn9rUscemKYZMv2zGm7xY3TE7zw+6eoVVYteDNg0DncRnPP7tflO/r1hBBYIYumgVYWrs5SmM2t8ITW8pWGENZo3tNKqqeJcCoCCMpLqrNGslMNeGlsEadSJ94WX5ddveuHCZhYkTVJDK6/Zfu8tUh0Jkl0bc1LLITADJiE1mSXOvWNhOk7hTs3gbXvPgL7TiDCUXAdnPGryLrq3CJ9iazXkLUqMlhDmBaRD/8w7vwE9tVzGG3dOxbCTrnO1GuXaD+xZ4X9p5op4rsuwXSM6mKBmbeu0fvUEYSUZK5MoQdNWg/3b3q9wsQCbtUmvXeLGmKx8r9VWE1Qm1KMN3dQmy1RpTmHHxvmzPOXKS6VCYQtDFPHtV3izVF0XePqO+OEY2FaupO09qZXXKK5+QLN3Sk0/e56ETRNIxwO0jfUyZuvXMCuO3R0N29r9K/dJQTols6Nly6jmRqdh3tpHtq6jGsnWMne9GHs7ATJtgQSSTlfUVzSjUFE01Ge+JGTlPNVJhtk9J7jMT+yyG/9oy+w9+QAQ/f30drfTKRhmZXzVeZGFrj40jVGzkySbSjVAGbQoHt/O8/+9BNEb2rpuB1UHa2O1HS0PZ+DYFr15AZofwTRtBPSGA2sDnAWQI8ivQLCDUGwF1DWu1t3VVb4mnin0IQSwndhWhiWsWkyml2u72q9WElQXDMmK5VAaBrB9haEZVCbnkcP3B3lYRm+76us8e9hAsZmt5KFUeT4c/g3/gyZv46ba5Q2ebairgysrn9W0GTwvl6697Vz4/SEas5SsTn33Sv86b//Np/+mx8k3rTzubgVfM/n4qs3eO6/vcrFV66vCwcdeXIvvQc7sAK7j0HfsRDWLYPWve0sjS6Sn85RKyohXC1UWbg+h6YJWgZbCcZCxNuThBIhKtky2fFF4m0JaoUqlUwJ1/aItSWIbWMJV/MVlsYzLN6Yp7RQaPTVtHFtF9/xsCt1ltaQjO90HgXj4Q2unw3Pqol1mYbSu4NEISnR020Ynf0Iw8Qr5m4+YNWVagXQm9ow2nsRlkX97KtKWO8QnuNSmF4kOdSOW7Exghbl+RzS9wk3J9ADJpXFPNL1MMIB3Jrd6MpiU5rJUppZItKWROga9VyZwuQigXh4ayG82eO6eYgMIvy6ilNJf/vkrC2gaRrBiEWiWSVhmJauOKojFlJK5sczqgNNyca0LJV4lAgTjFiYQQPHdinna5g7oBHMj8xQ7Y0Tak7uaGxCCIIhi0KuhOt6eK63449eM3S6Twxgl+tUlkqbZs/vFoZlEGuOUV4qY1oGxUyReNv6jlrL/ZGPfegg+bkCL7keM1dVsonreMxeX6CUrXDjnXHCiVDjXIFTdyjnqqrvcMVeEWiBsMXAsR4+8r88Scee1k2zt28FITQIt6q4n1tRdaISMHcQWxYCoYfw61UQhmpzGuxZbTEKitr05hZ8Kwlod0EKbxHqkL7ckUFw87XWQrNMhK6DJjATMSpjU7u/5i0gfYlnOxtit0bQJBgL3ZpFbJcIJcKb58gEUoi2k4h6AawE2p7vXx4ghFsRqVU6Uk3XiCRCPPX5B1mayTM/lkFKWJrJ8+oX36Gcq3Dy+46y72Q/4UToltSwayGlBAnT1+c598IV3vnmRa6+PbaO6jUQtnjg44fp3tt2WyGNO/Zj6KZO275Orj5/kfyMsoR9z6earZAdX0ToGq3D7ZhBk0RXimhTjEquQmZ0kZ4TAyyNL2JXbTRdEGuNE9mEXLyarzDxzigTb48yf22OwkyOSrZMvVzDrbn4nrfi3fW93ZexmAED8zY0mNuGpiOsIMJokNMLAbqOdFR2uayUkI5ydQjdRIQiaqHQG6wtu/nwpMSt2Uy/doX0vi6seBi35uDZDkLX1mVQ6gFzJTGlliszd+YGvuNRy5WQEsJNMYSm4Tm7JGAQBvh1pG8jdIvbXeziTREGj/ag6TrD9/dhGDqe5xEMBxBCWWi6qdNRd7FCJum2+IrAjTdFGTrW0xAMt75/aXyOpfMBot0tGOEg0vexCxWCqRhu3SHYFMO3PaTrEmpN4fs+mYUCew/1Yxg6TS3JHT2TZ7uUFgqUFxWJQmE2R3CnpSzbTAOtUaK0NGVjmDrJjgSJ1vim2b/pjgQnP3UfZtDk7a+9y+jZyZWWkqWl8goD15b30gVNXSn2PjzI/R87zNFnDmzoWLNTSLeOHP8aFMeQ0lsRRCI2gBi8heInfaSTRQR6wc0hzBTCamXt762ZulKm16TpSl825vSdCzTf9Te1eI2AsavFf0toAqdQojoxgxaw7npuiNCUYXXzVZsHW9n34aNEmu+ua9cMmKQHNvY5FoEEtBxFMwLI1DDawPet3btBQdF1jRMfPsS1t8Z482t18gslPMdjYTzLK//9HebHlnj3xS46BltIdyaIN0WZH8+su4b0JMWlMnOjGUVskq+SnSuwOJll4tIs194aa+xbjWFruuChTx7lwMODxHaQyLgZ7oIQNmjf14Fu6hQXClTzVWrFGsWFArVCjVhrnGRXE7plkOxKE2mOsXhjjqWxRZU5eGMez3EJJcJEmqKYa5iupJQ4VZtL3zrP2S++ycQ7Y7h1h1hrnHhHipY9bZhBCz2go5uG6us5tsjo69d29Qzbpfq/J7h5hhsmWiyJn1/CvnYWWa/hlwpowfAWJ+wOUkpq+TK+7YLv41br1AsVarkybs2mnq9Qy5cRmqBeqCClJJAtUVsqEUhGGmTyVcItcfTbUFaEFkTWpkBYEOq77eSsWDpC155WlqZzDDWa10tfUq/aSCnp3NO6ksy2NJ0jGA2sxKcTzVESTdEda6putY5TrlGeWcKzHTRDxwgHqDa8CL7TglezAdEQwpJivkxza4JwJIi5Q7Ye5SJ1qGRKCF3gVG28nbott3kUz/Gol22ae9OAoO9Yz7bZzp172xo9nn2WpnPr+jobloGUcqXhvG7qmJZJOBEi1hShuTtF/7EeDj05zODx3l3XBq8feBV57fchuQ8RTK8yZmk7nHfSBj0F3sayF0Wqoa/0V16ORUpfKo6Du2BUerazaT27FQnsiGt5Ozj5InYmh724RHlkkvjhu9vxDZS3KRANbvhG451pDnzkGG0HVhUhWZkFI7KSpXwzpFtTGev6HbjMo92IQPqWnjOhCZq7kjzxuQeoluqcff4ypaxayyrFGmefv8z5l6/R3KX6kqfa4hSz65XLaqnGmW9fYub6PNVineJSiYWJLLM3FinnK/jezU0cDIZP9PHsX3qM1r6m3XULW4O7Ygm37mnDCJiUFopUcxXy01ny01l0Syfd30wgqvqIprpTRJtjTLwzSnZyCdd2WbyxgOd4pHubCSfX++2lL5m5MMWrv/Y8M+enMMMWXUd72fPkfnru7yfd00w4FcEKW2i6RmmxyNk/eWvXQvh7DaOjHy2ypo42EMRo60GLJXFuXECE42jxFHqiCS2RRth1QIBhYrR2qzjyDqEZOpG2FE37uqgsFKhkikjXB19SzyttUQ+aOKUaotG7VvoSoQnS+7pwqzbx3haqS0XVONxxCDXtMm4vNIQRbxDqK0IFYTZiOrsUyLVynaunRoimD4FUFt/SjOLHbR9spl62sWsOl1+/wf6Hh1aK51V98m6GLAg1J0AICiMzBJIR0vt7mXrhNJGOJkoT84Ag1tu6cv1QOMBbr17E9ySPPH2UZPrWVoMRMEn1NiN9iRUJEmtLEr5NjXotPNujWqiy56HBBuvb9guhXVMu5lqpvsqJHDBoG2imqTMJQrWpFLqm2OliIVp603TubWPwRC/N3ak7owlchpTglND2/eTuuiiBmmdWG74920hN2NzrYkWD6JaB7zbKiDxf1cUue5nuwLq0G5Sh64cllBC+Q0XfyRepTs5gZwvooSCViWkSh4aBu+fF03SNYCy44RV4dWelb/IKFs9AMI2MD6w2y3DLYDRKwgqjYISR4XZFfuFV1T4zqsIOO4FnN5KwVkuNZHFCXSO4MS/m8BPDKkQiJedfukYhU1pRrjzHY240w9xoZsN5oOrdX/nCO7cek1C5Kf2HO/n03/ogQ8d7boukYxl3/NVohkayp4lgLIima5SXSiyOzJOfzWEGLToOdq9ogImOFNGWGE7VpjiXp1assTS2iOd4JLvTG+oiPdfjnT96g+zEEr7n03O8n8d++mn2fmDzrhvS//PJqnTzJx3//p9Zv19o6IkmEj/6t7e9jh5LEf3Yj+3q3lYsRO/Dqil2sl8l+zTdFM9N71nlw070rE729F7VG5QGJ+puCBzWITIEwkAuvYRc/DYi+SCi+QPKTb1L+J5POVthcWKJesUhlgqzNJlVHV5aY9w4PUF+rsDiVJah4727vv4yNMOgNLmIEQ4QbkuhGTqLp68TSMVI7u9l/GtvEEzHifWprFtNEySSUcqlGkuLeTzX29C/d8tncn1mLkzhNMhuuo/3E2tN3PK87ccvQMJrf3AKK2Rx4pPHaNqCGlBKyez1Bb7+n1/g1S+8jVNzMQIGPQc7+aF/8DGGTw7svN73NiG9OjhlsFUMkNoi0oquzhHN3NLiWn4GpIeUPlr0PtVFSQ/DJtW5kaYoVjiwWsvreBTn8viOt6ta3s3GUM4UV5JTQX0rgVgIK3znQjjc24keDlG6Okp1dgEjooTdTufZTqCZOpHm+AZFRPFOr/cuyNoiFEegMgOhVvVbLZ2F+CDCSiAnvw3hNkT6KLI6B6UJta/tpBLGO4Ccf3tjidLF31IlSgMf23C8EIIHPnqYVFucREuM1/70DKWlMu5dogNejj/ve2iAT/38Mxx6bM8dX/Ou5LYLTZDuayY7sURlqURmZIHCTB4zZNG+v3Nl8lmRANHmGKF4iHq5zuK1OZbGlVs61Z0mfFNNofQk0+9OrLBp9RzvZ+DR4S3HUS/XqWS3j199z7FLC+zPHda6b2/3OQrnwFlCpB9RMTonC/YiBNpu66Ku4/LCb7/OR3/2KZq6UuTmizg1h2qxxvzIIk//xMM8/1uvKZKU20TX0/cxcJ+q1RVite5YCEFlbolwW5pwe3oljGFaBg89eRgpJa99911Cke1LlNZCSkllsbgar7wLMAImifY4ubn8SnLJVrBrDt/81Rc59WdncWoumi5o7knzN37lJ2nuSb0nBCc3Q86fQr77n1TiTXUe7/mfgUg3IpAEBDQfQz/+97a5gIOsT+Ev/hlYHQhpI+L3Nzwu63+Epv4WwqkI5UVFOyilxK7UKS4UCDSs5Nt7CCgvltYJYc1UfPk39929XTiFEmiCtmceIfPqOxuTzO4QZsiidc2avYxqtkx2TdIroDwPrSdVLD5/BWIDYKVh8SwMfhZS+xGhVvDrsPgmRLohex6a79uxEN6IRomSu/06P3Csh8/3NXH06X188X9/jqtvjd2Vd9U+0MSTn3uQp3/0JE1dyTu+HtwFIbysgTUNtDLxzhjVQpXseIbCTBYzaNJ+sGtloRJCEGtNEO9M4VRtFm/Mk5tawnM9Uj1pwhsYgiR2xUZ6vorJBYxtXV7ZyQxTa0kD/hxA0zUVr/Z8akVVK3g3NddlGKa+gXpf+qxrU7db3DzG2x6zEVECN9CitGUjCnfQv1nXde7/2BEmL81SylWYvbFArVRfYep65+vnKecqK11VbgdC09bNW5UMp8armQbN9w1jxkKrFK2Oy+lTV5ifXsJxXNo60jv3agrVss6xHZV1v9PFYjvBWrFZmszS1JOmXqqr+PkW8+7iS9eYuDiz0qUqmopw9Ol9NHcn1bz6HhDDiNgA7P1R9Q/fQ0hHxYGFUgBE6BbMR8JEWB1oqQ8qsg4tAFqIzeZYur+F8E0JoL7rM31mjHhbktBtCuHMyDzlxcK6GmTd1Gk/2K0IbO7CezSjYepzCyy+/JbKlr4LBCNrYVgGye4mwumoaorQyE8oLRZZuDa7EqoCVrtc+TbUs+BWVR9eFScCt4ysTCOCLRBqB9+DpiMrzFPbQeZv4I9+FXn9T5CFUdz5t9R2z0ZEO1aJXLaApgkiiRBHn1alQ5OX5njrG+9y8dUbzI9lsKs7awYjhCCSCjN4rJsHPnqYfSf7ae1rIrLLLOvtcNeqvFsGW7HCFtVsmVqhSilTonmwlab+lnVaVawtTrIzxcz5SeauzFDJltF0xVizoYWaEIRTEbKTS3i2S3mxRGmhuGkZ0/zVGa5+5wJTN/cIfZ8RiAYJpyLkp7M4NZuJt0cZeHiPSn64SxCaIBQNbvggXdulnLt1B5r3GtLOguEh9BBCDzXchLeHcDzE8Y8eIpqKUK/YGAGDaDKM5/pEEiHSnUlANZpPtt1+zTmsVzrW/t1KRNYJ6WUYhk4uW8QKmLti5VLN0ptYuDqLMMTOqRO3ubwVsmgdaEFKyUxublvBPndjgVK2vFLuoukaVlhRan7PmNlCLYj2R9TfN3Mh3CIxSwiB1IKIyAHVDhF9S6HXureDWHtC5UA0hIzveoy8cpWBR/et4wPYDabPjlNaKKzbZlgGvQ8OYtwBJ/VaCENl9zuFIlaTionezd9I1UybdB7poZotr8SB7XKdpdEF5q/M0LZfha9E+6NKwZaeSp5CNEoQvUaJ0WPqN9CDiGiv2m4lGoL6Fgi1ovU+i48G82+j7fthtV1KVUOe6L/lJTRdIxQNEgwHSLbE6NzTwpOfe5D8QpHMVI7FqSylbIV6xcau2niOjxEwCIQtgtEA8XSEtv4mmrtTxNIR0p1JoqnwjpMud4q7drWmQdXVKDu1tPLBJ7vTG5oVxFrjJDqTjLx2lcnTY3i2soJDyfAGphlNE3Tf18fijXnKNYfRU9eJ/VGMwUf3KjJwTVDJllm4NseN164xfXYcwzTuunZ4J0h2pmgdbmPm/CROzeG1//oi5UyJlqFWrEgA35eqvZjtkuxMkejcBctQA5qmkWiNbXBlVgpVpq/McfipfVuc+T2CZoG9AG4eabUgoluHFG4FM2DQ0qCGW+aQjq5ZNCNrQhrvlQDRN+laI31JbqnI4eNDLMzlVrpU7WQM0leLXMehbkqLxRU6zlueu4VcLWVKTF6YJjudBalq9n3P3/J6vifXtWitFmtcfv0Gb37lHL2HOkm0xLBC5o4bud8OhG6BbiHdCvLq7yEGPqOyowGZvYgsTSJ6nl13jnTKqi634doUQjS8LOshPQfccsO1DZHmGG37Opl8e4TchOK89l2fsTeusTS2oKo0dpFos1zFMfLKZfIzuZXtuqmT6ErTdV//XSuB9Kp1EIL4ob3Upud3Nc92CsMy2P+RY0ydHlsRwtLzyU1muPjV07QMqxabIrzKQkYgub50UgiIdK7+XaZYic/vYKzCioK1F01oyMQgWs8zy3tWr7lDCE01K+mKBena24ZTd6kUqpSyFWqVOq7tKa4JT6IbGkZAtSQMRQLEmqKE49t34rtT3D0h3NtCIBpk/qpyWcRa47QMtW4YfKwlTqIjhVN1WBxRTbWb+lsJRDY+qGbo7H/2MNPnJpisjDF/eYa3qzazl6aJNMVWhPDi9TmKC0Va97bTdayPC187Q/XPgQUIkOprov+hPYy/NUJ2YonrL1+mmq+Q6kljhQOqF2bdQQjB4Y8dI9Ic27UQ1k2Njj2tGzS0wmKJS69e5+Sn7yPeFL3jxJDbhdDDyNoskoLKkn4v7/U+cmor0nsVFNjdOBpEDkKwK86IrY4TygtSypTo3N9BJV9R7fW2WKxb+5vWdX+pV2xGz0zwjV/5Lj0HOxpC2Gowjd10vlA1moZlEIhYRFMRkm0xWvub1Tm7VYg9VScsuj+oaCulROauqk5K6cOq01KoRcUhc5cQehAZH1J0l7VFCKQBX/UgFgYYIajnkPlr0P4IBJLopkHX8X4m3xldEcJSSgrTWa5++7xqlTq4c+IF3/MZffUKU6fHqOVX151gMkz/w8PE2hJ379trECII8d6lm2imTv8jwzQNtlJZKq3wbJczJa586136Hh6m+3j/xprzm+fW2n/fLhlKpLPBjrVc2L1c3L3J/XYIM2CQaImt6/S2FtJ3AB+h3dptfjdw14RwpDnaiLMIPMclGA/Rsgn1XjAeItYaxwxZK1pW8+Bqb+C1EJqg74FBjnzyBEbAZP7aLPnpnBLevmwQEgSINEXpOd7PkU8eJ5yKMHd5hsl3Ru/Wo90Rok0xBh8ZJj+d5dK3zlOcyzN7cYqps8ptrulK84q3Jdnz+L7bSh7QDZ22gRZSnUmycwXcRquySqHKlTdGeO0L73D4qb2ku1IEG+VcsErC7zkeruPh1F1VzhIy7065yTL8mkrO0AwV47vDMpCdoFqq4doevuvhNQgUPFfx1Hre6rbcMtH+2nOLNaauzqGZGrquKZ5nXW/8qa38qZs6ZtDECppomkZLW4rMQp5wJEgkGtqxIBaaRrQ1QXmxoHp4mLdm9NoO0XSUrgMdVItVmnrSlDLlbRO++o9203+0m/mxzAoxh1NzufjyNS6+fOtyP8MysEIm0VSE5p4UHXtaGT45QPf+dtoGWgjFArd8HunVobqAXDqPrC0qoZu/rlyY2UvgVpHFEchdQbQ9pNzT2UtIM4YIpJG1DOQuQbBZdV/yHQg0IYJNyMo0LL4NTUeVO1RA2/4uek4MMHV6bJ0L+eLXzpDsSmOGA8TaE9vG/aRUXqyFa7O8+dsvk5/Jrny/umXQ1N/C/o8cvbtWajyKmYhTX8igR8Og3X3vhKZpxFoTDH/gEIWZHIs35kFKPNtl8focr/2X7/DwX3ma9oPdBBpVMTvBcoJgNV+htFDADJpEmmLb93D2HShP4S+8o8qVkGCEEKl9K12V7iakX0c6cyAdMNsBD+nXlUCWslGKJUDWAA3pVxBaCLQw4jaqPeAuCmFN1+g81E1psUA1W6H9QBcte9pxbZd6uU4wFkQ3dKQvibbE6X9wkOyk0kI7DvcQiAVXmGa0NQkxuqHz4I8+Svv+Tq69dJnpcxMU51XygxUJkupO0XP/AHse30dTT4jM1Sv0HdKoF1PEmoNo/iKy3FhojQgYSYQmiDaHaekWVCNVIqF5NGcW6WoIYzPtSGIEBIlWk5ZeAX6dgDaNqJhILagEi2aqRBAzrpJE1nwYzYOtPPGzH6TrSBdXvvE8matjVCsGwkxghiOEExrNvSHaemvozgiyZCgtXg+BEUXoGxuTr4Xi8DY59OReMpNZMpPZ5WGTm8nzh//8y8xcnefw03tp6U1jBRVPrvQlXiNhrJyrUlgqkWqN032gk3TnnZXIrHt7Tl5NareOtDOIOyoE2RmuvTlGbjZPtVRXMZ9KnXrFoV6xqa/8vc701bkN586PZnjuv7xIojVOIGRhhU2CYQsrZBEIq/+ssLL6OoZb6T3YiURi1x0eeOQAoUgQfVeWj1rg+h8eJjeRQW+QY9zJ4hoIW6Q6klx55RqheGjLbkgATd0pTn76GPmFIme/fWldh6GdwLVdXNulkq8yP7rIhRev8p3ffJUTHz3M0z/+MMMPDhBJ3kIpcUrIxdPIK78L+ev4539FNVKXLiLSieh4ApDg1ZRgDvdAtEdl2RohcEvq+85dgWAKkT4E8T0IK67K4yIjEG5bSfQKpyL0P7qXxetznPuTN1eaV+Snlnj7917B93z2PXukQSAUUO7XxviXGbZqxRqZ63O8+VsvceOly3j2KpNcvD3J4OP76bl/8K5Nda9aQ/o+wY4WrKYk1YmZ99Tzc/hT97NwdZZypkQ111DOqjZXnjuHU61z4ocfpeNID6FkBCNgqDm2piOc7yuCF8/xVLekmoNdrjHz7iQjr1yhZbidfc8eoWVP+5ZjkNkr+Bd+HbKXkfkRFWsOxNCO/+33SAiX8OtXkH4FXRhIbwnplRBmK3glhNkOQkPWx1VrVmcGYbahBfaCfntsYnc1wvz0z3+Yp3/+wyv/dh2X/EyeM18/x/2fOk68NU5+rkCqv4Wf+I2fXdGMlidSaakEQhBNRZDIdSV+PSf66TnRrxJetnAT+fPfIJn/P/jQs3k+/L/+CgBy9D/ijbyi0umbP4DW8+NYsX088ZeP8thTzyMX3wXvFMy9iNR/ANo/gRDr3cFSerT2aXzs5xJ89HMBKF5HVv8xnC3iCQFmEhHuRyTvh45PI8IDSG299h+MhzjwoWH2tf0yMvMyou3jaL2fgkAHMvsa/uyfQf7X4K0sntAh0I5InkC0fQSanlp1jWzz0T36Aye48tp1srP5VTYgqRpQP/drL/Hcr720YrVomoZTd6jfxBT08GeP85G/9tRdFcIi3IesTYNXQ+hhboc3erf4o3/xFUbPTNxWfWClUOXam2O3PC7RGuPpn3iE3oOdeJ7P5Pg8kViIZCpGMh0lHNlZba3v+ixcmSHd38zS+KKqIGhP3JG3IBgNMnh/P4P39295zPL353k+bQMt7Ht4kIWJJcbP3V7P2LXwXZ83v3SWmatzfPrvPqtoMbeJi4pgE6L/E8iOJ/Bf+0W04/+gscgqv6u0i5C9AMGUsoxDbUogO40etbkrYEZWM6q1oGoAITTAh/oSFMcgPgBCjaPzSA+HP3U/U2fHWLgyuzKW+SszvPB/fJWRV69w9PsfpPfkUKNyQ7lE3bpL5sY8l587x/kvv8PSyPrm7kbQpO+hIe7/0cfuan5K4cI1ildGAIHvONSm54ju7UfbJEfhbiDaEufE5x+lmq9w6etn1nnpRl6+wsTbo/TeP8jg4/toP9RNojNFMB5CCHCqDvVSleJ8gdzEEpmReWbenWD63LhqXSjhxI8+dusud9UFEBr6x38f/9V/gnbf38If/TJY68Naazm070Qx0fQUmF1Iv4wwkvj2GFpgCGG24lfeAb8CQsN3JkDaCKMdac8gzT7EnwchfDN0QyfWEmu4dATVQo3FsUWEphFriTF3dY7MxBIde9tBSq6+dh3dMhh8oJ96uc7slTlaB1uo5CvUSnVC8SBtQ6009zVvf2O/DsWLyMnfQxYvKC0ZkLN/hm9n0Pb9Q/yL/xsy/zY4BUDC0itIt4ywUtD05LrLyblv4I//GhQvq3R86ahsGnwlwOoLSHsJWXgXZr6ANvyLiozCSm09RnseufQasjaFnPlT8CrK9YKKK1IdQ9amkbm3EK2n0Pf+fbhFB6K2gWY+9NOP49oel1+7sekxru2uaP0ris57DXsJjDgidgCi73OS2HsEXdPo6Gph/MYco/4MB48O0L9nZ0JYN3V6Hxji2ncuoJs6wXhohwXGdzZmKSWLE0s892svc/ZbF1mcyCr6xruImesLvPh7pwjFQpz46OFbn2CEEPt/GkLNK1YrAFYMWk5A+rByN+sBRM+H1TvQdLVvGUJbV95ErA9x8GcbTE5rrikEXff18fTf+T6+9kt/RHFutY9uvVTjxkuXmXhrBCNgEEyECMbCuHWHerGKXa7j1JwNXgMjYHD4k/dz8ief3FAGdaeIDPYowo5IGOk4VCdn0YN3r8piM7Qf6uKBH38cYIMgdqs2Y29cY+r0qKpx17QVpWM5YUx6UrUr9Dx8RzU22dW8bfzWCK3RQSmq4v3uJv2l74qDTSClg/SW8J2MuqDWYF4TAXxnCulXAYEw2kDWEYFe5ZK+TbynQlgIoX6Yxr8DERWPdG1XxRgcj+Jikc597cRa4iTbE+imclnfODVCKB5i9uoctVKN/hN9eI5Hdjp3ayHs5PAnflux7Az8nGoesPgC5E8j82/jX/u3yPIVRNfnEcEO5NKryKVXkJVR/IXvoN8khDETCDOphFbyPkTsICLUDUYcfBtZnYT8W8jsm1CbxR/9FfRQNxgnVBx0E8jSVWR1WglfqwnR/AOI6B5AQ9bnkJmXFclFdQK5+Dx+4iii9SMIsXX8RDd0Dj2xF9MySHcmOfPchXXdPlbu/T1sUwZAdK9KzsqfhvINROcPfG/v/z2A6qJkkssWsGsO1UrnrU9aPrdRohRMqtpDK7rDbMw7WHBq5TrXTo3yp//7c0xdnqW4VMZzPAJhi+4DLex/dIj2oVbC8SBmYPN6VN/zFT1mqUZ+ocjcjUVGz0wwdWXVxe+7PtfeGqPn4DWGTw7cmuReM5UruTKNX5pQwjY2gIh0qMVQa2QtC6HCNct/19ZkM2+obzfAjG2yXWBFgvQ/tIeP/dIP8eJ/+DoLV2ZUToVUzTWWXcyVTAnNUFzlvudvmrsRiAW57wcf4sinH6R5uO2uJ0KacSXUha4jfYvIUG+jZOm9g24adB3rU125WuOc/qPXVavDBta+o/cERkTViPseGAH8s/8Jmb2k5sgauLbH//ULf0jXcCuHHttD5942wjeXvO4EQqAFBsHqboQXm0ALAzpaYA9IG4kPSAQG4KrjxO0rQ++pEHYdj9xsjux0juxUFun75Ofy1Ep10t1pJBIzYLI0nSPaHEPTNaVd1h0MSxFcxFpi2DWbUDxEtVBdRyy/JXwbytfQ9v8TROqkik8glEvUziCXXkO0fhit49OKQMJMIZ0c5N9R1uyKqqY+WhEdhp6fQLQ+C6E+hNWsYr+aBdJHuAVk4ggYCeT816F0RVng4QFEYAuSgfoCaHlE8jii63OI2JGG5SwQXhkZP4qc/mPk3FegOo2c/Yqyrm+RsRdJhtn3yBDxljj7Hx1i9Mwk09fmyUxmqRSq2FUb35cYho4VMrFCFpFkmGRbnFRHgoNPDO+YCSYYDfBD/+j7qBZq+I1FybB0mntuoke0FxVLVrANYW3fJ1cTgqauJD/7y+vpOcOxIO17bkHYsAbf//c+QmmpvDKu9wJW0KR9SI3J83xmpzKEQoEVi2A5rhtvjvGjv/Rpamva/pkNXmZQwsAMmpjBnYcAhKYy4m9+T5FEiM69279ju2oz/u4Uf/pvv8mVN0ZwGol8rX1NHP3QAY5/+BAtvWmiqQhmwEAzNk/+kb7E932V91GxKWUrTF2e5Y0/PcPbX3t35VmrhRrTV+aYvjLHvocHt38w30bOvoycP6WsUumojOf2RxCtD970Em7Ovt0C2+zTdI1QMszgY/swgyZXnnuX6y9eIjeZWddsXllzm7tO9YBB38k9DH/gIAOP7SPd14wZvLt9fkEJ35W/axp68HuTvRuIBmk/1EMgHqJpqI3r373E+Klr1Au121LoY+1JOg53M/DwHiK36B8vUo1GHlYUse9HYekiIr0f0Xxk3XG+5/Pud69w4ZXrnP72JTr3tDJwtIuhRp/h3XT1EnoEWA4/rLFw9QgQXpYKrDfpb18jfo8tYTCDJoMnBwknw+imTnNfM27dVc3YrWSj9EFTi3e/2hdJhxl8cEA1am9VFnKsKUowElBW9C1vrCnrNfUwItih4sGxA8hQD9TnwK+itX9c9bjVQxDbj4gMILOvg51RsSYtuFqSZjUhUg8DUiWL3AwrDUZCdYCZ/zpIF1kZQzh5JeQ3g3QgNIhoeRat9dnGD7yMFMJqwa/PIfNnoDaJLJxVBOh65JYx1XA8xODxHjr2tDD8YD8L40vkF4rUSnWcuoP0JZqhY1oGZtAgFA0Sa4oSb46Sak8QTe+MrMAMmNz/sSO3PtAtIu2Mek/Bjm0PFZognAjxxOfVgnu78Z37nt2cX/y9gtAE0ViYeCLC/OzSuu8zFAvy4CeP3dX7aZog2RrnyR85uetzl6bznPrSWS6+cm2lM0wkEeLoBw/wgZ94hN7DnbfFBtTS20TbQAvhWIiLL1+jumaRzs0VmLm6AyHs1ZCjX1KWTrQHvDrkryBnX9sohO8ShKZhRQIMPXGAaEuCtgNdzJyfIHNjvtE2tbTC3KebOkbQIhALEm2OkexpIt3fSs+JfrqO9RFMhtE0jXKuQiVfpaVve2anZRz9/gfpfXBwheXNCFo0D7bdNvWqCnEMILRncCqrhkuiq4lgfPdWmxW2aB1uJ9GRomVPOz0n+smMLpCbXKI0l6ear+DUVPMK6UvFFGgZWJEAwViIUCqy0v0u1dtE8552Wva0E4rfYq0xVEcnOf2KmgtSqqRVNr6XetUhN5dh5to8194a4/LrN+je1073/nZ69rXTva+d5u4UVsi8xbqy0313J95/R0J4fn6e06fP8OyzH9r0oXRDJ9GW4OhHVjX82Jp+lFJKkh3JlczDtj1KsxNCkOxIrlgS6a5tYqubQZiIUI9yVzUEljCTCKsZiVACNjq8muxkxNR/SJAueOWGe6uheQod9O3dPsKIQXQ/KxqSkwO/uv058cOI1EM3CeAG9ACEuiE8ANUxsLMqtm3euq0XqHcYjofoO9JN35HuWx7/XkL6jvJO2ItQnwUzta11Uq/ZvPXGRe4/eYBgSP1G05MLlEsVhvf3fa+GvSsYhs6+w33UqjamZRKNhzf9JkpXrjfKHSVupYJmWcT2D4OuUZ9fxJ5fxKvV0QMWVnOaYOfWmaO3A9/zmR1Z4O2vvbuuNVvX/naOPLOfviNdd5TYEooFGDzRS1NXipnK3EpiXKVQJTdfuMXZKLdj/hri2N9SXZQA/8YXkXNv7HgMMv82hHpVjoW9oAg8Ah3I/FuIxANQmwJnUfW3FhYEWlWLzfo0bb0VWgYPMfDYXubPXyRz+QKlTJqanUJ6PkbAxAoHCCXDJDpTNA+30zzUhhla39u3uFBk4vwU0pcEYwEMy6CaryrCE00o74OUBKMB7KpDx4kBeh/dixkwcRuZxIFIgKWpLL7rY4UtwokQ1g5JRHwga9UJ3N9KPV8kFFIhjornUbJrBGSIsbEppqdmqVZrRCIhOrva6e3twnFczp29SLFYwnEcotEIPb1dtLQ0sVQqMOlm8fZFsc0yTqBK83CK5kgcu1JfUVZczyeXL5HqSNG1p1O1tO1Ok+5v3VVZE4Ux/PFvNOgxG54Ip4Jwtp9LlUKNkbNTjJ6bIhC26D/SzZ4TvfQd7qR9oIWWnpSqf79LTGZ3gjsSwleuXOWf/bN/wbPPfui2zhdCIHSx7t/r9t3uYqDpYDWtF1aapaxYoalShrUWpTBWMiaREunZYN6k50iJlC64RUUe7tfURy5dVIKWVO7uZSHsO6qUYutBIkI9iPDWQkXo4UYsGnVNt4LEa8Qi/geCV1bvya2rNoa3yKAo5Mv86r//Y4Z/+e8QDAWQUnL6zUuMXp/6nghh6dWUwoAHRlIpc14FYSa3PEfXVZ0wQE//1u7gxW+9BFKiR8O4hRJGIkZkzwDCE+Ref5vqxDR+vQ5CI9zXTevHn7mryTf1ik1mIsvs9YV12wfv66Vjz0Zynd1ClRVqNHWnmB9dXBHCruPtjK9XCLDiyOIYqo7OhXoOYe48ycmf+UO0tk8jnRwy+zIiPIBo+Shy/FcQB/chSxeRpQvKQyM99R32/FVk9QYy9yZay0dI9x4klYzgH6gjEg8iUo/s6t3YNYfsdA4zqGruE21x5kcWFJWLYEXIGqZOKVPGDFuYAQPd0KhXbKrFGvHmKIWFIqFYCDNo0Lmvg6abQz1boFar89//6KtI6TNyY5xEMoFpqn7Rn/zUh3j0sQf56le+zdjoJPW6jaZpHDt2gB/83CcQwKsvv8nE5AzlcgWk5PEnH+KjH3uas2cv8sv/7tc5eHgvjuOSzxV4+plHePyHP0IgsOoez2eLvPL8GTq6Wzh83xDVap16zcbToVqtY9sOpqGe13U8XNcjFAkSCKy3UmVpCrlwBm3PD6hStOV1YxPuaMPUN3iJpYRa2ebSaze49NoNoqkwg0e7OfTEMHtO9NLSkyaWjhBJht5TRrjtcNdWc9d1KZfLmKZFMBjA931qtTq2XUdKME2DUCiEaZq4rkutVsO27cY+k3BY+d7rdfUDAfi+h2VZhMNh9FtYouuhqVKYtQu90Br/6Q3u4pviSSsvX7IsVJcPkbLRC7M2jcyeUq7hyphysbr/N3v/HV1Xmp53or9vx5MDzkHOiQAJZrLIKlbO3V0dpY7qVkuyLLUt29f22F4eWzOa8Xjksa25si3L91rjpFZLslrqHKpDVXXlyCKLmWBAzvnktMN3/9ggQBAgCJCsVmtdP2txEefsvM/e3/u96XlynkF2Kp63h3vdfjaBGgA95k0Ibgahgbo6U5PYiDutiHUtr7LQrXhFY6rfK4a5JZlCxRsQhbZtkW4RaEOW50E6XsTgBk9eWl4Poit0KpYkncpiVSxSixlUVcF1JQvzKXK5zSMLdwuyMIic/QHYaUTVQ4hQLzJzGlH7zK23lQ6w+cssDJ3YkYOEez0ZNOk4lCZnSJ88S81TjxDa3UPqnVNkTp2jND5FsKv9bl0auaU8i9dRK15DVWOMSOLOdYxXcMNzqigK6laKiBQDUf8g8tJXkL6EJ2+omoimx2697TVo0eW+9IxnaK0Mwsl7USQURNXDiKoHvdNcfAV3+ptoLV9CxO7Dmf2B915La/n9TqPEDm/92MsQQhCpDtN7fzev/9nbqJpH7JKaSlFIF0k0J2jZ28zxb5zAdSWHP7qfif4pRs+Mo5ka4WSI+ZFFCpkCe5/azcA7Q+RThS0b4Wvo6+uhvb2FpaUU8XiMcCTEeyfP0dTUwIsvvM7f+bt/jb7dPXzn2z/m/PkrHB4ao6e3i89+/hOoy6If//7f/VfOne3n6Q88gm3bjI5O8O/+wz+nra2Jf//v/iuTEzPMzi7Q3HydJGo8jGF640RqKUf/2SEmxmZp7WjAHzCZGp8jUR0lGg+zMJtiaTFL3/5Omlpr1oz1IlCNiLQiF86DP7H6XoXWprWEImjorsa27OW0m72heE1uqcCZly9z5uXLhOIBdhxu49AH+tj9UDfRpEfPqhvaT5Vd8K4Z4cHBIX7/9/8D99xzmGeeeYZ0Os03vvEtnn/+eVzXZd++vfzSL/0ifX19DA4O8s1vfpuXXnoZ13U5dOggv/qrv4IQCj/4wQ94/fU3kVIyNzfHfffdy5e+9Gs0NW0npCqW8wYbD4TbZjYpjiOnvoM7/qdQnscz0q5n0LWAF8rWlwnM81e2tk/Vt7ai86eFxYvIgb9Azr4D0W6U3l+C6kPcMr8xdxK5dAER3+nR/20HviZEXQNeU/j6h1v2/yEoGvP6IV49vsifffmHnD8zwK997p+haipWxaKppZaPfvLR7R33NiEn/xwRvw9ZGvciH9YSMnMatmCEKc97RXvqzVsWzLoazOrVwVS6LqXJaUrTs4z/yddRgwFwXIzapOcV30VYZa+I6kYYvrvHkua6kqWp1Bptb8Ov449uwaPXAohdv4ZYOOwxZmlBRLwXIrfIJV8HEWhHVubAWgQ1gJAWMn91pT1OTn8dee09LU97HQp4uUYR3gd2GjJnQFqI4I7VKNk2oCxzEF/DRP8UZsDAsTzWtvmRBaySRSAWYGkyxcVXLqPqKlVN8ZWcauOuBkbPjt1Rr3Ek6hW8utIlEg15+ep8kYGBEUZHJvjtf/57BIMBHMehq7uNYrFIOpXhd//vP2BpKY2qKpw908/he/bhui6GrtO7s4tgwCNfCQYDOK5LuXzz1rap8TnOnrxCbUOCyxeG6dvXSbFQBgSGoXuEQcUyfr+5XgkuN4mcO41oeYK1+uNr19NNjf/5T36dq6dGOfX8Rd57/iJj/VPYlZtHI3NLBU79pJ+zL1/GH/Gx+6Fu7vngHnbd30lyuynQO8AdvXVCCKR0OHPmLF/5yh/zxBOPc+TIEYQQnD17jsHBAX7/938PIeB3f/ffcvr0GUzT5NSp08zOzq0s++3f/pecPn2GpqYmFhcXicWi/KN/9A/J53P85m/+Fv39l4jFYoRC2+i7u6knsr0HWhaGccf/FDnxNW9mbcQQtc8gYoe8vLMWXO49FMjiOO6JL2zx/BQ2Ki54vyHnToARQRz8J4hol8fPu5V7ktiDiO3YkgzZjRDXohA3OyfXRiCpSoR54kM9dPW08O/+1Z/yN/7+p4jFwwgEpqkTjd+8Gd6VWaTMoyo1y9dzB2EloYJZi7BScI2vVrqel7v4lscAZiQQQvcMrlkD2Qtelf3sjyG6H6J7EfrG1c5CWXs/hKJg1tVgJOIkH72f8M4dy6ehokVvjwDgZlB1Fd1c/9qX8mUqRWtFFON2USlazAzOMXNdKBogEPER20D97EYIAaga0ohBuNWLSFWyy4LwW4sIiEA77uLLCDREaBfSTkPqLUTiMchfQZYmEVUPeMsWXkTO/WB128SDyPkXcHP9iEAHInbf5pXXN0FNe5KqhhhGwODozx9aZmr1YqWT/dNk5rL0PrgD6bqc+O5puu/tJFId9rQOpETiFT429NQSiPjpeaB725zy4MmBe6e/+k5omkZbWxO1ddX8+pc+z66+HUgJhuF5gSdPnmF2Zp5f+xufJx6L8vu/999Wq6CF8ERyrqULV6KFa0MfUxPzDA9MkknlaGypIVETx3Fcduxq83rhAybzs0tYlkeVq6gKF84OcuzhfRjXe6G+GCK+AxFs8EQirr03xvpnyQjodB1sobG7loc/d4Spq7NceH2Ac69eYfjc+JoaiGu4VvVuL+Z577kLXHpriKr6KO37mtj7SA9993cRrgq+r6JAd2SEPW91nt/5nf83NTU1dHV1UV2dZGJigitXrnDixEn+8A+/DAjGxydIpdKMj09w+fIV3nnnHQLLs6mZmRlSqTTV1dX4/QHq6upoa2ulVCqRSFQxNzdHPp/fnhG+S5CLbyLnX/EIJwJtKB1/BxHbD0YS1KDHriWE5xm72+mX++nlHqR0oTSPHP0x7vB3wbUQhRlI7Ebp/DSARxOoBz2O3vw0ItSIsuNzSMVATrwMM2+CHkY0PARJr9JXOmXk1GswdwJZySECtR6vb3wnpPpxx54DFC+HrvkR9Q+i1B9DlhaRoz9CLl0APeQxICV2o2kqsWiYHTtb+cwvPs3uvV34A76VMXCzEK/jTGJZb6MoCVSlCVVtRojIbfG5CqMKUu8iC1c9I1CeRZg1Xt6/MIqI7PZ6ucszXhuaHkEWxxHBLs9zM+KbesLroCiYtUlih/dRGBqlMDQKCHwNtVQ/+fC2z38zmAGDQHR9RerU1VkWJ1NEa27f6EtXMj++yAt/+LrnbV835lU1xGjeeeveaWkVkP3/zcsJL6ePJCBiPSuFWreEvw1Kfwa+ZkRkL2TP4S68hNLyG17qSJaRS296hDjlaYSx2sEgjBqkYnrrKbrXXXEb0E19hSEstEzacc1Q1XXXEm+IEYwHkFLSfbSDqkbPYHuOjbeeEAIz4EXL7nRydD00XaO1tYknnnqQEyfOcOLEWQB6ejv54IcepbomyeJiiu9868ckE3HS6QzdO7YeiQCIxkI89sF70A2NQNBPU1stjuMSiXopj7qGBNKV6IaXCmvrrEfVVLQbUxaKCULzBDiukWaAR18ZXo2OXhsbTL+B6TeIJEMkGqI09dZxz4d2MzO8wJUTI1x5d5ipgTmKN7S6SldSzJYpZsuk5rLMji5w+fgwL/7p27TvbaLnSDsd+5reFyGcOzbCpunj8ccf5dSp01y9OkBNTTW6ruP3+wmHw+zZswdFEezZ00dXVxemaeL3+4lGoyvL+vr66O3t8STBLItisbTCuFIoFNB1fZs54bsE6SCz/VAY9jicI7u9XmEtvM4geCwr2Z/+OW4Jwgt/R9oQ/hovNxvv8UJ8indf5cIZ8CcR0R2IxG5PueSaoHqgFqnokJ9Elua82gfXgsK0106S3IeIdCAXL8DscYQRReYnkcPfRVlmKpIzb8DCWWS0C3JjyLHnvDyfEUEuXvQEwZdh+kyO3L8bn9/csgqPIgIIEcV1F3DdOWxnCEVJoiq1KEoNihJmq5EHUfUwsji8Gqb0NSCC3d7fdmY5V5j3Cu+sRcj2g5Ve5g3X1hTllcsWi7Np5qaWSNRECR7aT7A6jhrwBtVK2WJpPkt1fZz4kYMUxyeZujqJ60pijXW3bFFxHJexgRmy6TyxRJhEbdQrRimUSdSs98QDEU9zORDxrSFyufz2EC27G0k2xwkntj/ZrRQrjF2c5q1vnuTMT/rXkFmEEyEadtRR3bqFfKZbQU687LFhXcf1LPxb7xEXehxR84xXSBdoQ6h+FMX0JlfS8frt7Two/uVw83WpK0X31tHjCF/jXU0ZXRszgvEA/uvk8arbk2jGqmjH3SgOMk2Dpz/4MA31tVQsi0q5gukzEUBTUz3BUIAPfvBRrl4doVgogoCGhloMVaVGUXmyrpZkbyeRmiSd3W001NcSCPjp6eng81/4OUJhz5gevfcglUqFZHLtbxsI+mjvWuV29sbza+U3gkgk6GUNlycdUsoN2+JEuAXaP7T++0DNptevLGus+0M+6tqSdOxrpmNfE3sf7WHyyixj/VOMXphiamBuXXrGsRzScznSczlGL0wycm6SS28P0dBVTXNvPa27G2jsrr2pCtN2ccfh6Egkwi/+4hfQNJ1Tp07h85ns2bOHnTt7GRjYg6qqqKqC47jE43ESiQS7du1idnYWTVumOhMOiUSCQqGAZVmMjo7y7LM/IJPJoKoqTU1NBIM/fS8Y1/IGV6fg9bf6mxH6TUJqdh7yAz/d87sFpO3gWhaq3+eFoOsfwJ09AUhE0xPrPQtfAlF7FBHtXPlKAFTtgvwEcv7U6rpOGZkZRM4eR1Tt8gYrK490LURpfmVr0fQ4IliPm59AWllEfgKZGwenjOj4BEIL4MweX5PvqVQsLp4d5OCRXeSyec6fGcC2bLp7W2nt2NibUpRqDP0IrjuNI2dx3QUcZxDHnURVEihKNYqoQihxBBu3D63cN2sBUBDhPo+YxdeAMKuXJc4UQIK/CSGavQ1c28s3ChUR6FjWtPWMUD5TZODCOLqh4bqSYqKWbNnBmMoQDFvYls3gxQkStVGKZpBMVT2zMTBMjVJ1A/NXpojEgkgpKebL6KZONB4kGPY8bcd2uHR2hFgiTGohR6lYwTB00os577v5LJl0HoEgURslHA1Q01JF275mLry6Wr8wPTjH8e+dQVEEO452UN2a2FRHVUqJVbbJzOdYnEwxeWWG/tevcvalS2TmcqvPjyLoOtxKz70d+DZTy1ndMbg2oukxRKRjJRQspYOUBSQVBNe8wjISgcDzOCVFb5mQkDiMREGgQqABAkkklre/WBeIAILVSImUDhRHvaK88jQi0Ol51O8DVE1dKVLzxFfufm2IYegcO7Z5QVlXdztd3WvHALtQxCiWeaCujs4nHsTfsNbYtbY20dq66oHu2dO7pfMR12Q6r32+bnK9WSeMCNYigpuTz9zy2IrAFzJp3d1I6+5G8ukC04PzDJ+bWDHE00PzzE8srYvguI5kfnyJ+fElLr4xQHVLFa27G2jta6Spp5a69iR1bUl8IfO2PeQ7MsLxeJz77rsXVVX5zGc+xZe//EdkszlAsmvXLlKpFG+//Q6K4lXZtba20NzcxN69e8jlsrzzzvGVZT09PRiGjs/nw3Vd3nvvFOl0mieeeJzOzg78/veXI3VjXCskWg43Swuuy42srOVaUJzwwtY/zbOzHZxiEadYRPX7EZqKky8gVBWh6zi5HJW5BQKd7Sj+W1MhCn+dJ/W2pYM7YOWW1W/OgBn1wneRjuVWMA0RalrlfdVMsJzVymzdk730vPQAXFdxncsW+O9f/gE7drZx8p2LvPHKKfK5IkuLmZsaYSF8qGo9ilqHhoPjTOK447jOFLYzinDGEEocVWlYNsgRhAh5ed0bUwOZc97v62sCNwjWgvdeGnEItCIiez2vykvgAdLLewMkjsF1wuXXJBTrmqOYPp3zJwZxXYlh6kSrQkRiQWYmFjyq1v4JCrkS89MppOtSzJfIpAoka2MoisCybKqqI/j8xooRlq5kbjpFW3c940Oz5NIFNF1lYTaNVbG5enGcuaklNE1l9+FOwtEAyZYqDj+zl5Gz4+TTxeWUt+TSmwMsTiwxcnaCrnvalokNDFTtGgMYyOXrqZQs8qkCM4NzjJybYOjUGPNji2t13RVBw45aDj+zl67DbVt7roQCehA59y6U5lYZ4gwfMhxHkgZRA7KIpAAIJCYCxeseEAqSAlJaCEykUJAyD1SQBFBECMkCQjoggqwMgVJCZRay5zxOgVAPwljfBiNLsx7hD4BZg/Bt3UBIO7fcXfCXMZZtAxLcikV+eILKYhrF1DESccyqKK7tUJ5fwlpKIx0HxefDTMYwYhGk42Bl8hSnZsH1vFtfTRVmdRVuxaI0s4CdzXn57lAQszqOtB3Ki2lvLCsU0WMRrGwOIx7FTHhcEZX5FFY66zEshgL4apOofh/StcF1ENrmkzsppTfuaCaU0gT8Bp0HWujY30y5YDF2cYr+twcZeG+UmeEFlmYyZBdylPJrPWTbcpgamGNqYI4TPzxPdUsVO+/toOdoO/Ud1TT11BFJbt9ZvCMj3Ne3i9/5nX8JgGEY/Nqv/fU1yz/xiY/ziU98fN12jY0NfOpTn+RTn/rkmu8HBgbw+/0cPnyIf/AP/v6dnNrdgerz2ojUgFclmxtAlueWDZW2nAeuQHkad/F15NxP8DylWyiD3CU4xRLF0XGKo2OYtTWogQCVuXm0UBAtGqE8NUP24mW0qhg+s/aWhCNrW7XwcqBIKM4jS4tQyUBp0ftbNSHSgYh2oez4HASbAXeVJL84s3ExlhbwevyKs5AdRRphb13/Kh+44zjMTS9SKpV5960LHL1/L7lsgfGR9bKD6y4BAWhoaguq0oRUczjuOLZzGccZwrYvoihVqGo7mtqFqtQCvlUjCiitv4bM9XvqVouvABoidgil/pOIqiOghlbv041i5Tdcc7QqRPfuFt76yVn8QZOF2TT7jnZTKlZYms+QrItRyJeplC3Gh2fZua8NRRGcPzlENlMkWRtlZmIR02/QvauJ5s7aFQMM3qTdrthcOjtKZ28jDW3VTI7MUSqUKRXKzC9r3AbCPvTl6udYbYQDT/Vx6a1Bzr7YTzFbQroS6UpmhxeYHV7g5T95G3/YJFYXxR/yoekqrusZ31K+THo2RylfumknnmZoJBpjPPnXHmDv4zsJbJmlSYARxb3wn7zUiR7x7nFVN6LvFwAbkLikYIW/t4xERxEtgIokg1j2dCUZJGkEASAH1AChZQO8WvUsFA1iRxCxWzCQZS8iJ78HbglR+xQ0fGSL1wVkzntFfMG713L2vkC6VFJpZl96G7dioxg6VUf2UPPwEexcgZkX3qAwPIlbsVBDfhJH95G87wBOocj8m++x+M4ZQCBth5pHjpB84CDFqTkmv/cSlflFJOCrTlD98GGcYpn5t07hlirkh8eJ7ekhNzhGbF8v1Q8cwq1YzL5ynOL4DFK6GLEIDR9+lGBbHaK0gLQKEGn2nALX9touJaAupxiWNYjl4gAi3o47fRrhi0NVJ6gGvqBB9+FWug+3UilWGDo7wblXLnPxzUEmrsxSypcp5SsrTIPXYJVtJq/MMnlllp/8ydu09jXwC//rhzn0dN/G93QT/IyxPniCD7dDmff+QCBCPchAO2TPIdMnkYP/Bpo+hzDrwSkgs+eQ09/3vGBFBSXmsWX9FCAdG+k4qP4A+UsDIF2qHr4fs96bnQtdx87l8TVcV1yyQlByg/enqBsbTaeM+96/hoUzUFqEmXeQ2VGUrs8gIh2Izk/invn3UEl7u215GtH1WTxv8Hqjr3iGzggh/NXIqj7cV/8O+GsACdHOlXMSCBRVYejKOIGASSIZxbJsr9TzVvdkxRWTQAHHHcN2LuE4Y0hZQVWbECjY1hls+yK6fghd249gtUdWCg3CfQh/KyJ7Dnf2h7iz30Np+BToMY+P2nG9S+Tm0poA2XSBK+dHASgVKhTyZc69O+hJHiZCjA/NMHJlmsH+SXw+g0tnR8gu5QlF/ETiIRzHYef+NiZG5pa90rUTKSHAFzC5/8m9JGqiLM5nGBucZejKFM2dtfiDPsaHZ6lrTuBbDnsKIUi2xPnlf/1JvvyPv8bZFy+RTxduIDmQFDKlDQVANoMQngFu6Knj0//0GXbc204gso0iNc2PsvNXvAnu9TD8SCEQmMASijCR0vY+Cx9SFnDlVQTVIBzAe56FNJZ/WxdFJPGGPAsp8wgRZA038Faur/phL/WSPr1umZQesf8qx8ByFA0AFzn1LCJ+yKPPFQKBsjaiJuXyxP4mk/g1VfWr/PZe8fMW341rx7i2P9aHgqUEO1+i5bPPEGxrZOwvfkSmf4hwVytWJs/8ayfZ/b/9LcxkFSNffZbclRFC7U3YxTLDX/kO+/6v/wl/Yy2K7pmX8kKKbP8QlaU0fb/1txCKwtU/+CqZ/kG0YAAjEsa/s4ZAcx12vkTDhx6hOD1HbmAUp1jGSmXp+1/+BgjB+d/+A3JXRtC1HFr6PchNo3R/AFlagswEhBu9wtNoM0IP4M71g+7HPftV1N2fRqZGkNZFRHoEkdiBqF4Npxt+g54j7fQcafeq/IcXOPViP6eev8jVkyMUsx5H/o3iHdKVDJ+dYGk6fcvfYCP8TBnh1tYWvvjFL6wJaf1lQ1Q/iiiOIUtjYKVxJ78JMz9aNjDXmLFsCPWiNH8ed+ZZ+CmFpa10huLQKELXQVEwkkmyZ85Tmpgi0N6KdFyspRTlqRnM2mpQVUTvL3sba2sHH+We/93zbm9sQVJ9KId/c/k6XW8QUH2rHm/bR1CanmBlUFheJhoeQtQc9toKALHjF7y3W/MBAuXAP/JmqdcGFdVcOSfTZ3Do3j7+v//2z/nUF56ivauJ8dGZFQnGzeHgulNYziUcZwgp8ygiiq7tR1M7EIpXQCLdJSr2CRx7EIEPQz+0uoul13EXXoPKHMKsR0k8DOFVLurjL19gamwe3dDo6Glg54GbezaxqhBHH+nDqtiomsrLz75Ha1cdbTvqVxh6eve24QsYdPU1rbzkQnjhXLkcuu7Y2Yiua6g35J0MU+cjn39wxcBG4yEe/tAB7n9yL7Zlc/yVC/Qd6mByZI5YIkx0uVJXCEEoHuCX/vUnOfP8RV796nGunhihlN2e0b0e4USQzkNtHP7QHvY9sZNQPLimV3ZLUHRI7GWdiy2El98lzrU0hhDLsp8oy39LQEVQtfI9hFFEYGUZKCiiY3nZXS72nHsZOfciFCfBTEDiPkTdM1AYRY5/DTn7AjJ1CjH7PER2I9r/OtdHUdyZYYov/RmVk89tuHvfE1/E98DPIWQZOXMKpEQ03evJ+22h20LmlqiceYXSC38EmkHw0/8YrbkXzLVjgVAE/vpqFMMAITDiXoi4ODVHZSlDcXKW/t/9QxTDwCkUCfe0Y+UKuMUyejiIURVdo+5k5wrYuQLB1saVyYKvvhonX6SymEHoGlo4iJ0roOg6qt8A16WymKG8mGLx5AXO/u//AQArk8OpVMCXQNF3IM0IIlyPXLiMqOlDRFtxJ45DKeNNOsoZlPr9yOQORKILkZtGJLpB9yNTI1C9cU5b92nUd1WTbIrx0KcOkZnPcfW9US6+Ocjl40NMXp3b4nh0a/xMGWFN0wiH725f5J1C6FUoDT+P9NUgZ5/31JEqi54B0sKIYIcnFJF8FPyNiMIIcvGtn8q5mTXVaPfdA4qCdF0UQ8e1LO9BDvhRQ0ESjzyAFosuz3pBGBvfX2Fu0JwulmfZGy27Bj3o/bsRin+NoV9HO7hsnDdCKOzns1/8AE8/cx/1TTVEYyEefOwQh++7uR6t6y5hOwM4zgiu9HRAFVGDqjWjKrXL+d/Acg4YpGKiqz1Y8gxSLqzZlyzPImKHEUYN6FHQ4wht9fzz2SKVkoVjORTymxstRVW8tgmfAQL23NNJOBbEHzRX2yqu46+9vj3l+r/1mxBpCCEIhlZDvaqq4A94EynLsnnso/dgVSzqmhJrqqWFEKBAuCrI/id30bqnkamBOcYuTDLeP83C+CJLUxlKhTJW0cKxXYQi0E0Nw9QxAzqRmjDxuhiJxhj1XTXUddUQr4sQrQ4TWpYs3G6lrxBiTX3AWkhWK9wF13uDayvfr08PXJ8uuPa/vn69O4F0PU3xuVcQ0X3Q9Clk+jwsvQfRfeCrQzT9HDJz3lNNq/vAcvHeDcdXVYRugKIiy3lkqQD2al5SlrLesXxRRHIX7kI/7ju/j4h3oDQfQ0SaN/WI3dQs9uAp7MmroKjYw+dQq5sRNxhhKSWVhRSuZYEEK5vHrViYiRhCVdGjYZp+/inMeBQpJVrAjx4LUxibxi4UsXMFtKDfS39Jieo3UQM+ckNjXCuRrsyn0IJ+1ICJXSgs986Llf8B1KAfU0Coo4m2X/yo9064LkZVFD0ahtkRZCmNLCx498WIeJN8zYfMjIFTQTq29zxV8sj8HBKJ0ANe5G+TllIhBJquoukq/rCP0LLSXO+9HcyNLtL/1iAnfnSeqydHt/+83ICfKSN8DdlsjoWFRdraWla+m52d49Sps2iaxmOPPbThdvOlWgbm78cq7OTBQ59Yq3jkb0Y0fg5R9YCX51WuY8HRwig1H0D6W72XQ4+veGhj7wyQGprCH67HUJ5k7GU/xfk5tIBJVXcrjfcdJt5wEBFo8oaI2g+Ry8eZOJVm4dmTlEsX0HwG8fZamo92Em76IkrtB7nwjXeRAxZNj80Qb6+llC5w6o9eJD+XZu/nHiSxoxHbrWZyaA8TL09z4Feewmc2rdEnVv2+tXJmNwzcSInqq95SqOpnCaqiUl0Tp7F5lcv4Gi/zzeC4s1j2WQQGmtKOotahiARCxBBibc4XQAgNIaIgDI+W9PplkQOgxxBaBBQNWVnCzV5AiawqRqnqarHSrXA9qUFNQ9zb9mbVoDfwp98JNE2lqa2GYqGE6TM8bt0NjhWqChKqClLdmqBtbxOZ+RyFTJFStoRtOTiW44XglnmhVU1B1VXMgIk/7CMQ9hFKBAlG/XeNdWtj3Hg/xCbLtrrdnUNK19P9zl3yeNJL01Ca8jomKimvmC/Y7uW3/Q2IyM4N96OEE5j3fAitfR/YFWQpR+XCm1jnX0OW8qsr2iVkfgYhXUTTURAa0rHALnoG5iYQph8RrkLoPoRuosRqQF8/4RFCoIYCzL78DkJRqSwsEexoxtdQgx4Jkbh3H5mLgyjLRjbc24GvLomZjFH90GEmvvsiqs+bZEZ3dxPa0UawvZHslWGG//g7gMDOF4js9FSjnNHChmOUHg7gb6yhPJ9i4e0zXtrHdal+6B7MRAzibSi+GCKYhIbD3v+KhpLsRpbrwLG8XL/mQ+l6EhGqRTGCCDPqPQK+2BZ+W4nrSGZGFhjrn2bi0jTTQ/PMDC+wOHV74ecb8TNphCcmJnn55df50pd+ZeW7TCbL+XMXMU3zpkZYC7UQaPkIlmUhYgfWLBNGAlGVAI6u206ofo/hKLp33bLFgWmGfnIWoSoEa6I47n3ImEsuXWD+uEXZCNFdEyIWMpCOS7Fcz4VXqpk9X0RSRvO5uAtZUsOzLF6ZZPdnHyTWeh+LWUl+MEOoc5ZYazWldJ7zf/E6lVyRhoMdRJqSlAsGMyPVjA7u5nDzpxCGf/3AfMPnNcv/ihnfa8jlCnz36y/z0U8+QijsDSq3rOwWATS1DUWpRVXqECLqEancahulHYTqVVo6BY+CdLmfVNreSyaLo8j0e7BshNt21FPbWAXCCzdvB4b501Nt8cQUBKFbycUtwxc08QVNarYov3czSMemMjUFrouWSKL4/bctybdmv66kUqyQnsmQX8qTXypQypWoFCpUShWcso3jyBU5QKF4TEyq5kmlGgETI2BgBgz8ET+BWIBgPIg/4tsar/XNIAQrvcZqAIyYx6ynRcBMci18jnSWuyzkhu+m8AXRWnaitXhGWpbyyEIW6/JxuN4IL1eQowcRpjdRRNE2rum4fv+RJMaehxCGD6EZaO17EObaZ0PRNPwNtTQ88zC4EqdYJtBYQ6izBT0UQDV0ah+7j9zgGNL2Jq9awAeKwIhFqH/qflJnryznniWKz0Q1DQLN9SSPHaA0NYeUknB3K6HuVqRlo4WDmIkYWjAAUqJHgig+E7MqihYJgSspjE55NSFSohi65zUHaxDBGu9v/3V9ysEaRKB69beRElG3DxCI4HXELNdvcx2klJTzFeYmlpi6OrtSET01MMf08Dzp2eyKBvfdwB0Z4UwmQ3//FfK5PLbjEI/H6Ohow+/3MT09y/j4BEIIyuUKPp9JT083iqIwP7+Armu0t7cBcPny1eWe4zD5fIEXf/Iq3/nOs+xcpu/bt88b/GzbZn5+gVdffQOrYuH3+9m3fw9+v4/5uQVGR8fI5fPU1a22DaTTGUZGxsikMziuR1EWjoQ4cGAviqIwPDzC3NwChUKRUrGEqqn09fVSW7tKJF5YyGIVyoTqYvR+7Ai+eIj0yBxn/vRlxt7sJ9qcJNZag12qMPr6RS588y0aDnfS9lAfkcYEpXSBiXcuc/n772KE/ez9/MOE66vIz6bJz2VwKjaFuQx22SJYHSU/m6a4lKOSKVJcyhOsiWFucSDdDJdeu0x2PreusOD9gC9ksuuxnbelTFLIl/ju11/i8Q8cXTHCt4Kq1KMq1Qix9fYPIUJo2g5AgJ1DZi8i4keRC68CLtc4g2VpAgqrPeAdvY0b73ADWGWLzGyWxfFFCuniih62buoEYwFi9VHijfEVOc+/qpicmGN4YAJNU7nnSC9usYCdSmHNz6FGoujJarRodNsTQ7tik1/Kk5pKk5pOk55JMz+8QHo6TWYuQ36xQDFbopwvUSlauLa7wlmtaJ5ohKZ74gm+iA9/2I8/4iOUCBGpiRCtjRCpjhCMBwhWBQnFg4SSIYyAsb5A1LWRuQGPwCc/4hHMpM8igh1eKiqyGwJNHp0teOmqFcYt4bW1FceR86+BrxYR3nHrG3Bj0VQxBcVrbE8SOXEc0XIM4d88UgSg+IIonfvRO/fffB1DJ9BcR6B5YwlNxdCJ9LYT6d2gDkJVCbY1EWxbz/Ov6BqJI+udHGBdLzJAoHm1mNQ4sJP4gY2jBzfFOmfk1s9dKVdmaTbDwkSKmaF5hs9PMnBqlJFzk5TzlXXUnNegGSrxuijB6PaK/Fa2v62tlrG4mOK5515kemqGUqmEpmt8/vOfpqOjjRdffIXvfucH9PR0k05nyWQy/PVf+yWqkwneePMdLMviN37Da2n62te+TUNDPbt372Rqapo33nibK1cG+O53PE7X5uYmpJTkCwUuXryMZVmkUhnS6TS//S9+i/b2ViYmp/jBD56nv/8yh+85SE9PNwDj45P8yZ/8OTPTMyQSVaTTWRRF4V/9639GJBLm2WefY2BgCMd2GBoaIZPJ8i/+r98ikahaMcKu5RBtTnLgi49R1eU9HLV9Lcz3jzP25iUyE15OsZIrcf4vXkczNfo+eT8NhzpXGrjjbTUsXJ7k4rffoeOJfYTqYnAaCrNpKvkyS0MzRFuSRBoTFBaylJZylLNFKvkS8fbN2WG2ih/8mx9z9c0BXOf9b6GqbkvyT+/v9ogItmlbVE2lvrGaTDpPMORfLkYSqKpyU09SCA0pFaSsIOX1alYbrRtCCGXZU17ut3VSUBoFjiDnX/BSFsbyTLk874UZt4lSrsz0lWkuvtjPhRcvMjs0TzHjMYMF40HqumroPtbF3g/soa67FlVX/8oa4tMnLvHH/+W7BEN+7rn3tzDqG5CWTeH8GdA0Ajv7UENBhLa1SIBdtsku5lgYWWD0zBhX3xxg+L0RUtsIAToVB6fiUAFIF0nPbKxBqxka8cYYDb311PfUs+9De2jorUcxbzDC0kam3oOMx5AmnRIsvIXw1Xlc4rWPI+dfQ6aX+8wDrYjILq9+RCiQuA8WjyOnvg/xg1szwjciP+0JWygaXuvNFdS6fRBI3nLT/4G1cF3pTfJSBXKpAlMD81w+PsT5168ydmFqHbXl9VB1lUDERzgeINkUp+doB409t6f9fdtGWEpJQ0M9v/Ebv4qm6biuy5d+/e8yMjxKe3sbhXwBKeGf/R//FMMw+Fu/8Q8ZGxtn584d1NXW8PwLL1EuV1BVhfPn+3noofvZv38vBw/uQ9M0FheX+J3/+/9cOd7Vq4MUC0W6utr57X/xW6RTGT7/+V9jZGSM2tpq9u/fg89n8tJLr1IqrW2ynp9bYN/+Pfztv/3rXL50ld/8zX/O8PAIXV2dXL58lb17+/jYx57hjTfe4at/9nWOHVsbslZ0lVBtbMUAX4O/KoRQFSr5MlJK7LLFzJkR2h/djb9qLceoEfLRcLiL8Xcuk5tOedsKQWE+QzlTYHFwmkR3A9HmJIsDU54nnCtRyZeo37+1vkKvRUIADl716F8C1eddgK5rdPW08PLz79LV20wkGkIgiFWFae/c2AuV0kVSxHWmcNwppCyxvolVIISOoR8D1ubChK8O0fAZ7+/kY4joQYTfm9HL/BXkwvYq3l3HZfT0KD/5f17izA/PrVuenk6Tnk4zeGKY/pcv8cXf+zzxxvhtkfT/rEHaFoXz50BRiD7xNCCQ5RJOvuB5wzfbbtnTsMo2c4NzvPP1dzn1/TPMDc/dtB/5bsCu2MwNzTM3NM+ZH50j3hintrMW/UYOCNWH0vJZaPnshvtxIodwgvtXws2KoiAUFcuyPWrG+JMoiaeWWQRv83eOtqDU9CD8ce99X7wK14VYr+Fau5Ms5jZueRJe+Bt1cxlTWSkhrbIXRld1hC+4pYmiLBeRdgWki9AMMDdmqZPSBcfx1nXsFfIbhAKK6k3aVP2upDO840lPsKHiUMyXmRtZ5NQLF3n3R+cZuzi1ocLYNQhFrERVqhqi7H6gm8Mf6KP33k58QeO2J9C3bYQdx+Xy5av8p//0ZYqFIoapc+bMeZ586jGkdAlHwnR2tmEYy60T0TBSShzHpbm5kY6Odt54420ikTA7d+6gujqxol95M1RXJzFMA03TUBSFRCJOpVzBtjcvFW9orKOurhZN09B0jVgsSqFQRFUVent38Mbr7/DyS69TVRXj4x//8Lrtdb+BHtwozHmtQtPLfzgVG7tcwQj5UW7s51QVzGjAqwzMFqnqqMWI+CllCmTG50kNzdB8Xy/RliTjb1+muJTDypex8iVibVv0hO1FUMPI8qiXJ/F1bW27nzGUSxVOvn0BgHfeOLvycB86sotf/7uf3HAbKVNY9lkq1lt4kxAVzxu+9jwpCBFEVVu41Yguaj7Imh5nXzOi7mPbuoaFsQXO/Ogc556/sOl6VtFi7Nw4L/zBSzz9d58kVrdFxrKfZQgFNRLFbG1D8XstaTfLg96ISqHC239+nJf+y6ssjC144fufYstiVVOcqsYYZnD7VJIDV4e5cmWYUrGEz2dSV1dN354eXn/1OIVCkXy+SCIZp3dnJy0tW09pXA+h+dcWFDn2+p5qAOniLk6R+Y9/D3dmZP1yRSX0K/8CvecehP/mHSml175O+Y1v4cyNofceJfyr/xKMW4ddiz/+Q8rHn8VNz2Ee+TDBn/+fwLc+tSQLWeyhs5RPPoc9dAaZXfRyuKEoakM3xu4H0fc8iBq5O56+YzmMXpzi1Av9nHrhIkNnxpe1h50NVZauR6Ihxu4Huzj8wT3sONJOOOZH1VQU7c4mCLdthOfm5jh79jyu4/Cbv/kPyBcK9F+8vGJEFUVB0zYmJW/vaCOVSvPssz8mGovy8MMPUF9ft9KWIaWkUqnguu4aXlFFVdBUdaXaVAjhMTrdAtdmntefy7XzLBSKHDiwh2PHjlJTW014I6UmsTkhw7V1VF1D9xlU8iXkDRMD6bqUswWv8CBo4k9GCCTClNN5UiNzZMYXqOlrIdLohUDTo/PYxQqKqhBvq0FKBzd/Gpw8Qot5wuVOAeksITSP6N7Nvobi34V00kgng7QWEUYditmywQn/7CKeiPBb//JvrPs+sOFEyIPrLmA7w6hKHbpxDIUQpcqPUJVGNLUdxx3HccbQtd3c6rGXE/8djASEdno5vcoccuZZ3OIwSvIpiB2+OYf4MsbOTjByahR3A2HxG1EpWpx69gz3f+E+IjXhnyGymtuE61CZnUYNhVDDYZRAAMW4BbWgK1kYW+Cl//wq733/FJnZ7F3rw9wOmvc2E06uF2jZCiYmZijkC5imSblsMTMzT+/OLkZGJsjnCzz62DEWFpaYnpq7bSMsS0uQvoKbHgPXQs5fQt3/S8u9wjdA1VGiNch8GlnMIcsFsC1vmVC8Fp1bDJ9a4w4qkQRy5DzO3DjWwGmMnffe/PykBKuCdfUkzvw4arwOtaYZjPXvrjV4mvKb36Vy/lXvHMvF1bahfAp3cQZ78DTaqZ/ge/wL6Dvu2bZHLKXEsRzG+qc59+oVLrx+lamBObKLeQpZr47gZlBUQbgqSN/93ex9tIe23Y3E6yIEIn58QeOuqSndthEOBPyEQkFGR8f40z/9Gv6AH03TCIVWe0Zv9iCHwyFq62qoWBapVJrW1maCwdUq2ERVFdXVSf7pP/lnJJJVfP7zntyeuIlOrOu6vPzSa/zoxz/h0qUrOI6Dpql88INPUqlU1glFX0O5XKFSLnOp/wqTk9MYpkEoGOQLX/gM1TXJbYWMhBBopkZ1XwtLA9OUUnlcx135oSr5MtOnhzGjAUI1MYyASSAZYWlohoXLk7iOS1VHHXrIJFgdITu5iFUo44uF8FeFvdCSNYXi24G05sEtIIQJTh7XGUINHfJ4dtWIt0yNIrQosjwGf8WMsK5rtLSvDf3nc0WPNesmkLIIsoKm70dTWgEdRfhQRAhVbUAIPxIb2xlAVZrZjKhBLr0O/haP0D/chzASXu9wzTO4i6+jhLq9dpNNsDC6wMLIwqbrrBzPlWRmMyyOL5FsS64TOpBSMjE2y0vPvUP/+SGWlrJYlbWDx89/7kmOHNtDvCpCLlvg8sVhXnr+XYYHJ3Bdl9q6BEfv38uBe3ZSXbO2iGdmeoE3Xn6P0ycvszCfwjQN2jsbefyD99LR2bQmD5/LFbh0YZgfffd1pibn8PkMdu/vppAvrVYYCwU1GPIqpGdnMJtbMGo251ieGZjlrT97mxPfeY/0TPqn6v1ej5a9zYRug/8XPMcjny/i9/uJxQLMLyzx1lvvsbSYRjc0wpEQS0tpLOvmA/+tIPQgwjBBNRBGCOmLg7nBsygUlFCMwDNf8kLSjoWzOIV1/g0qp17Y8vHUpm60unas/reR2QWsi29taoRxHeyRc7hLU2CVUes7UJt71xlPe/gc5de/Qfn0S1AuojZ0onUdQAlXgeviZhawh89ij1/CuvQ20iqj+EKojV2IdXmC9SjmSkwPznPlxAhXT44yPTjH4lSapZnMpkVWQkC8Lkrbnka6D7fRsbeRRGOcqvoowVhgXZvf3cC2jHBqaJrCfAbXdnBshwY1zOc+9ykM0yAQ8NPYWM++fbuJRqMcPLiflpbmlW0/+MEniVfFiUbDK56pdCV9fb1Eo5EVgyeEoKOzjV/65V9gbm6ecCiEz+fD7/fz4EPHVtbz+/187hc+SW/vDgIBP8nqBIcPH6C3pxuJpKammmAwSDAY4MknHyWR8DzM6uokn/7MJ2hra+XC+X5M02Tv3j5qaquZm52nv/8y5y/0c3/86LbzNnrIx86PH+Xd/+dHXP7BCcq5IqHaGJVcickTA8xfHKfjsX0Ea6MomkowGQEJC1cmCdXGMCN+UATR5mqmTg1iFy0aDneiGhrSrYCTQzppcAte8ZFiemxd0vL4jNHwuHWFZ4zVMLK8QSjqryAGr46zMJfikSfvuckarpeHE3HgWp5LQ+J6DfpKFMWNU7HewdQf3Pxgit+TLqwsQmXOa1sSCiJ2BDn3Y4897BYopArkU4UtX590JZm5LFbJWmOEXdelkC/xlf/8XQavjlNdE6ehsZqRoUlOvHMB27L5hV95huraKnRdI5ct8Oarp/nu119ifm6J2vokuq4xPDjJ2MgMk+NzfOAj91PXkMR1XRbm0/zpf/s+Z967jKqqRKJBKmWLd944R//5IX7p1z/Grj0dBIL+FXWrP/yDbzEyNEV7ZyOKonD2vSvMz6WYnpynraPBiwqFQpRHRjwmt5rNC1aWJpY4/8IFTnznFOnbpP67G9AMjcZdDQTjt9eJkMlkCYYCOK6DUBT27O3FdVweeOgIhqFTFY+iqirKnRTfaabHcWAVkY6FVNQNnQwhBOgmese+le+cmWHchcltHU4JRFHrO1GTTTjz41gDJ3FLea9dciOv1LGpnH8dN58GzUBt6EJrWJsWk6U85RM/pnLuNQCMfY9iHH4ata4dxR/y6jsKOZzuQ5Tfe47Kyeewrp6k9OpfEPjo30JEkuurxpdVvSYHZhm7OM14/xQTl732opnh+U2LrAAiiRBNvXW07qqnqbeOxu5a6jqTJOpj73vnwraMsOu4ZMbmUVQFRVOJqX4+89mfA9Z7vX19a+nAHnzoGADz8wucP9/P2bMXME2TBx64D79/bY6hujrJ008/vu74hw+v9v76/T4+/OEPXHe8nfT1bVzGfn3LUlVVnA9+8EkALvVfoVwuEwqHCIdDlIolYvEopmne1k3X/Sbtj+5h8eo0iwPTFBbexhcJYJcqFBdz1O5pZecn7sUX92bageoImqmTn8vQ8dgeWP6xY63VjL11Cce2iTRc38smvEIHvRYv7ymXqfwAVBSzyTMgerX3vxJAMVYnQjUd1eSXClSKFeyyjV2xscsWdsXBrtg/ldalzbC4kCaTylHfWM35M2tlIY+/cZZSqXJzIyw0BPpyQdbyV8IPlK7jCRZ46jty84JtX/1yn6PltZTYOZAVT2VHbi1Eeo3kYjuwyxbyhsp1y7IZGpjge998mYefOMzHP/UYLW319F8YQlEVTr59gY9/+nHaOxsxDJ1TJy7x4++/waULQ3zq809z6N4+NE1l8Mo43/qLF3j+B28SrwrzsU89hm07vPqTEzz7rVfp29vJ4x+4l5b2eoqFEu8d7+e//cE3iVVFSCSjtHc1MTO1wGsvneT4m+f49C9+gIcfP4xh6ly+OMyz336VuZlFzwhLiVsooCercfJ5VvmU1991q2wz+O4w733vNAujW4scvB8QiqCquYqqxvhtSwsmk15HheM6RCNhdu7sQkq5JqUWid4FRsBKHrlwafVzzZ6br7sGW2vVWbuJQG3oRmvuxZkawJ0bxxm/jNa6a1XhahnSdZGlguc1F3OoiQbUug6U8NrIiz3Wj3XpHdzUHPru+zEf/HmMnhuEM2K1XhhbUXAmB3DGL1N+7wXM+z+OCEQ9ZrHr4NouL//Zca6+N8LwmQmmBuY8hbCbQFEEgYif6pYqatuTNPXU0r6nibY9jSQaYujbpVu9A2zrSFVdDZRT+ZUcqXVNRWUbv2sqlebC+X6GhkY4dHg/nZ3tf2k5sN17dnF1YJCx0XEmxidRVIXWlhYOHtyHvvwjh+vj1O5pJd6+PpwWbqiidm8bsVavcEpRFQLJCAd/9QmGfnKG6TPD5GfTaH6D+gMdtD+2l8SOhpUQdag2Ts2eVlzXpeHw6myxqque+v3tXoi6e1m6TygIowHF3+ORAKyj7QMROrTmM+Dlj5ex74N7aeprpJgpUc6XKefLlHIlyrky5UIFu+JRMTqW12vp2J4hcWwX13IoZoqU8uUt5TlvB3MziwwPThKOBPnqH/2QuvrESojzSv8oyZrYTbcV+BAigCvnV75TlDiuO4vjDKEI72+hBG+anljZV6AdWRy7thcoz4IWR2bOghZZy7Z2E6iqRxSxnXYwzdTWeRdWxeZK/wjZbJ4j9+1m195OQqEAQniFai8//y6pxSxOm3ecM+9d5sLZAXbv7+aLv/5RdN2ry9izv5tMJsfX/uTHvPriST7wkQewHYdv/cVPQMAzH3+Ix54+unK/u3taOX2ynxd//DZPfOAozW31DA9OcObkZeoaq/nVv/lzROMhFEWhb08niwsZ+s8PeSctJU4uh6+9Azk1tek1L44vcunVy4yc2j79n+7T8S/3/hoBA92ne7KLquK9HcsSja7r4liONzGq2Fgli0qxQqVgUSlVcG0XRVNoP9yGfxMN5VvhniP7WFpKY+i6V9G/iU7uHUE6YBU9r/in0NKm1raiNvXAe88jS3kqZ15CrW9fHxa2KzizIzhTA2CV0dp2o9a1rSMRsS68jpuaQZh+tNY+9K6DGx5XaAZqTSt6xz6csX5kdgFncgC1ugWhryXasC2Hr/3OD5mfSG2ayvCHTSKJEFX1URq6auk52s7O+zqobUvcGWHLHWDb5t6fCDN3bpTSUo5oW82tC5ZuQFdXB11dHds97PuC2trqNaxcG6Hjsb10PLZxk3nXU/vpemr/mu+EEIRqY+z53EPs+dzGzF7XEK6Ps+/zD7Pv8w+v+b6mr4WavhvzuCpKYJ/HyLOOC5ebfF6Lvsdu3vDuscSUKWVLFLMlStkixUyJYmb1/ytvXGXoxAj5pe33zG4FkViYxuZabNthdHiKI8d2E454NQbFQmnTQgihRFGUeqRcFZRXlEYcZ4KK9a7HGS0tVLWLtTzD66HUfxKstMc5qwa8ApjiBHLxVZS6j4Jx60pN3zIpRHY+d8t1vfMXhJNhdN/6V1IIgSIExaIneWj7HMpli1Kxgm5oGKa2Umw4PTlHpWyxY2crhrF2stDR1USiOsb01Dzzc0uEI0Eunh1k78EdVNdWrRmETJ/B0fv38dZrZ5ianKeQL5JaypJOZ2lurSOeWM1DarpGbV0VdQ3J5WtRMOrqKF657Glbq+qGxsJ1XS69doWhE8PbihpopkYg6qe6rZq6njoadzXQtKuBSK1XNKOZOooiKBW8yaV0XCqFCtn5HMVMkdRUisXxJRZGF1gcXyK3mEdRBd33dmAGb51vvBl0XaOm5s7YxrYERffywFZ+2cC9vxEsJRRDrWv3QtKzo1TOvIzvoU8hA5E1dLCymPUoNq0yqBpaax9q9XXj2LUWtOELuIUsSiSBUDXchYmbHtvNLYG6+hw7s6NegVl4PduVbbkbdSWi6Sq+oEex2ra7gd0P7WDPg9009tRtmON1HIdyuYJjOximgWV5xFA3iqfcLWzbCEvptdsgJU7p9gsM/ge2ByGEl5t8H/evawIjGSRWH9twHc3QmBuef9+McH1DkvqGJNlMng997AGe+vCxFSOsaipjI9M33VYRVRj60TW90Zra6hVs2WdxZRZVa8PcoEd4HYQCxnUhNMVABNs9/t8tIt4QJd4Q25IRFkIQiAVItibWGQGf3+TIsT1EYiF++N3XSVbH6NvbyemTl3jpuXdobaunvaMR09RxbIdyyUIogmBofV4zEPDhD/jI54pk0nl8PpNSqUww5F8nEKEognhVGEVVyOcKlMsVSsUypaK1IYuZYRr4/Oa1C0IxTCIPPISdTqH4fBuGo8v5CgPvDDLZv7m3vOZeKYK2A6089qVHaNjVwPSAp2bTeXT9xH747DjzY0s076yjfkcdZihFVUMMRVtlcasUKyyMLTJ9aYqOIx34wltnXNsI8lqfq3e2748nbAQh2gTTpwBlUyrMuwU12YjedRBnagBn4jLO3DhKJLHSriSlxC1kKZ99BRwbJdGAWt+5JhQtAaSLMzcG5QLuXIHCt36Pwrd+b8vnIUt5ry1rKxBg+g0aumu49yP7OPrhvdS2JzF8m0eyFhdSnDvXz8TEDPv27eTSpQEef+JBYjFv4nm3f9NtG+HiXJpIc5KWB/sQd9gf9T/ws4Xxr36PYFcryfsP/6WeRzDk5+OfeZxgaLVW4N4H93L43s0EsxU28nA1tQNVbfZy6UIF7myQ3Sqa9zbTsq+F0TPjt1xX9+kc+4V7CW3AQ62qCjV1Vfzj3/pr/H/+7Vf5J3/v3xEK+YnGwuzc3cFnvviBFaOoaqonaSgluez6orBCvkQxX0I3NCLRELqhEVg2ypUbqq1dV7K0kMF1XIKhAKZp4POZ+PwG+dz6XFu5VKFYKBPy6VSmJln68Q8xGhpxS0WCe/ah7ehZt83g8UEWxxa3XIvgC/s49NEDPP43HyXeGEPTNVIzGfKpAlbJYnpgjvH+KZJNcfwRP+MXp7BKFq5Ty9B7I7zz7dMc+9QhGnbUYQa8iZhu6lS3J6lqiqOb+rYjezdCjr+KO/gsWDmUticRXdvrL98SKjnIjEO0BSr5deHe9wNKohGt6wC89nWQLtbFN1FrWlATy+9opYQ7P44zcRlcB733XpT4DSk8KT0O7E3Ui24J11nxqG8GzdRo7q1j3yO97Hm4m+ad9fiWOcO3EnIeHBwllytw37FDPPu95ymVynz/ey/Q2trIjp4OamvXk6PcCbZthIWikBqaITM6R7A2Rv3h7puua6dSLL3wPLmTJzHq6qn60IfwtbdjzcyQO3Oa4pUr2IuLuOUyimGgVSXwd3US6NuNr2XrbTXScSiPjpK/eIHS0BD2wgJuqYRimmiJBL72doK7d2M2NXuhsQ1QHBwk/fJLFPovIhSF6k9/Bn9PL2rg1pWShf6LLD33HOXxMYQQ1P36lzCbmj09zpucb3FwgMLFi5RHhrEXl3ArZRTTRE9W4+vqIrh7N0Zt3U3P93rYS0uM/c6/QjoO8aeeJnTwEHoshp1Ok79wnsK5c1jz87iFAkLX0aJRjPp6/D29hPbvv+68XHifirNSV8YRqkq4pWYdkck1LC1myGbyNLXUrqsTCAQ2N543VyUyEGyfOvNOkWxN0Pf4LmYH5rj8xpWbrueP+Nn1aC/HPneUYHw9q5AQHl3n5UujJBJRPvyJh9l3sAfTZxCLh2lsqkHVVnvgG5pq8PlNLl0YolK20I3VXv2BK2PMzS6xY2cryZoYju2wZ383I8NTzE4vYtteax94RvXN104TCPqpa0gSCPqJVYWJREOMDk+xtJghGvNywrZlMzuzwMzUPNU1MbR4FYG9+zAbmxCahhreuJ1r+OQoqanUlu6nETBo3dfME7/xGMnWxIo3e+05KWRKXHztCv6wn+mBObqOtJNojONYDjXtSXJLBUJVAWJ10TVFN0IRaIpH4nM3IJJ9KKVF5Pw5ZOX9iRhhhBBV3R6XdbH/lkbpbkD4Ap7RbezCGb+MdeENjINPoia8mhU3M4919T2vD1ko6D33oMRurKORyOuMqFrbht53P1rbzSVKb4RW24YSXW8EhSJo2VXPkWf20HOknYauGuK1EcJVQXyh7aUYbMcGJH6fSbFYwnUlBw70MTo6wfzc4l++ETYifuSYQ242fdPB9Bpcq0J5bJT86VNUxscJHzqIvbRI5rXXKFy+5BmGYhFp2whVRQkEKFw4R+HCBSLHjhG579gtz8dOp8m88Qa5905SHh3FWlrEzReQtoXQNG+f586RP3OG8OHDhI/eixZZPygouo60LfKnToEQ+No7MBoab2mE3UqF0tAwmddexc5mMWrrUDR9Q+MpXRcnkyH14ovkz56hPD6GvZTCLRaQjuPdg2AQ/dw58qdPEzl6L6GDB1E3IhBZc58tcqdOgeMQ6OnF392NNTNN+rXXKJw/R2V6GqdQQFYq3jF8PvSaGtxKZY0RNmuTWJkc2ctD6LHIMu+5wIjHvBTEHaA4s8RS/yhqwCDa0UDVrjb08FqjM3R1gksXhnnmEw/y1S//kM/80geIRFdF6Ffuo7SoWG8g5fbTIUJoGPoxhLi9CtitwvAbtB9uAyTJ9oRncCaXKBcqXrg4HqS2q4auox3semwnybbkTXPeUsLpE/2EIkEOHOrlyP17blrMuO/gDs6fvsKJdy7w3/7jtzhybDearjFweYyf/OhtQmE/9z98ANM0sITNxz/zOP/+d/6U73/rFUrFCm0dDRQKJU4ev8DJ4xd56kPHaG6tQ9NU2joa2XdwB3/65Wf5T7//dR554jA+v8mV/hGOv3mOctnyDKPPh1nfgBqOeOFoy1oTKr1GHTh5cZLcFnPmVY1xjn76CDWd3gAohCCfLrI0lSa7kCPZlEPRVFzHIZQIeYQKIRPHcvCFTOxlOcZyvoxbFfSK5mZOIucvIPxVyOw4VHIoPZ9EhBqR2THk7ClkZgSEioi2IVoeRehB3OnjyLkzUM54VflV3YiWxxCqgfAnkOEmyN46AnI7kKU0UPbk+PxV4F/uE36fC7SEoqJEq9F7juCMX8aZHsKdHUXWtSF8IdzUHNaVd70e8do2tLp2jxZzzU4EwvCtaJtj+NGaejD2r++Euel5qDpswD+u6Sof/3tPEKsOe5GQsA/lNqMapmmQy+Y5d/7SCrtiTW2SkZHxdRGju4FtG2GnYqMYGkbYj6Kra/VrN4GdWiJ74gROJkP+7BmEYeBv70AJBnArFnZqCWtqmtLgIJWZGZxsFqO+HrO5GaGuP03purjFIqkXXiD1k+cpjYygGAZ6XR16TwKhG8hKGWt2lsr0FOWJcayZGdxKhfjjTyBuaEPSkkn8Xd0owSBuPk/u1CmiDz+CXl29KUuLvbBAeXQEO51G8fsJHTiAGoutM8LScXCyGRZ/8ANSL7xAZXoKJRDAqKtDi8cRmoaslKnMzFAeH6M8Pu5NUmyL6P0PoJhbm805uRyFCxcpDVwh8+abuJaFUVOD6Q+s3DN7yYs+rLuntk1heJzS9Cx6JOy914pC3QcfQfXfWRg3UF9FJVegkilQnE0xm+9HC/oINiTx18TRfAbzs0ucP32VPfu7eOn5d3ng0YOUqle5XE2fQTQWAlwcdwIpr78GAdhImVn+FMRTQXKX1ysDBqrSxE+LCSJSHab3oR4SzQnGjoyTmc1QWTbC/miA6rYkjbsaSDRvLKl2DQIIR0JMTczyna+/yLtvn0dRFQxDJxYPs/dAD63t9Zg+g46uJp565n5KJYuXX3iXi+cGUFSF1FIW3dB46PFD3PuAV2ioairHHtrP8OAkp473892vv0Q4EsCyHTKpLEeP7eFjn3qUunqv4Kq2PsEDjxzk6uUxXn7+OCODEwSXQ+GBoJ+OLo8FSkoXO5PGXlrCyeUQrYr3Tlz3vmXnc6Sm0pSLN+fqvQbdp1PbVcOuR3vX7EMRgkRTjGA8gD/iY8fRdioli2h1mEDER1VjDNfxWPcMn07HgZa17UfpYeTEa1BzAIywd6cVDWkVcGdOwsJFCNWDXcId+B5qtAMZ7/QKo7TAcnh1Cffin6E2HFsuIHqfQy7FBWR6AOk6iOQ1AYifzvMsQnH03qOUXv4qslzAHjmP1rITpUrDWZjAmbgCqobeexQRTqwbAwUCNBMlGMNVp5CFDLJSQvEF73gSoagK+x5Zn/K4HTQ21C1zb0P1kQSlUolAwE9HZyuR8O0RuWyG7RdmuS5G0Ieqa17+ZIstSm6pROaN11FME7O5mdCBA/i7ulGjUdxSicr0DPlT75E7cwZ7fo78hfOkX32F5Cc/jerfwAhbFrn3TrL4/e9SmZpCr6khsHuPF3ZubESYPtxikfLoCLmTJylcvEDhymWk42A2NhLcsxeue0hUvx+joRFfezuFc+coj45QmZzAbGpCDQbXHf8aSiMjlIYGPZ3LQIDIffdtaDDdQoHs8eMsfPtb2Om0dw579xHYtcsLOxsGbrFIaWiQ7LvHKV6+TOH8Oa/StLaWYN/WQjblyUkqU1PYqSWMunr8PT342tpQwxGk6+Bksx6TERDcvXafejiEURVd+b0AUFYnWneCaGcjkY4GyktZ5k9fZfrNCyi6SrillmhnA5GOBkKRALqh8fbrZ1mcT/P262dWCrMAGltqlw2Iiq7uRLJaUStlGVfO47oWitKAIuIeo5h0keRx3AWkLHj54VtUR28X1zy7SsXC9K2VwDODJk27G2nafXs0heVShfNnBwhHAsxOq1y6OMLVy2Mry6WE82cG+JW/8XEam2sJBP0cObabqkSEl547ztDABLbt0tHVxOF7+zhwz05q67wKXkURVCWifPaLH6CltY7TJy6xMJ8mEDDZ2dfOI0/eQ1dPC6bpGS7D0Nm5p4O/9jc/wY+//wbTk56wwu59XTS21DIztUA2k/d0aPN5LyWkL0eFrisckq5kbmiOUq60JfsRToZo2NVApGZtBMsf8dFxsHXlc6IpvqYvt7pltVLZ8OvseWznCt3tCjQfIt6N0vrY6j1NDyPnzkI5hdL8IJTTyMHvIzPDiFAdwohCrHN53RHcc19GdSvbbte8LSi6lwMuTEN+uegptvWCwTuB8AXQGneg1rTgzIxgDZ5B33U/aDrO9CCykEEEwui7H0AENigiFWK577gTZ3YUN7uAMz+BW0ijBGM/lWvYCuobaqmrr0FKueZd7u19f7j4t22EQ3VVGCE/hbk0TsXeViGDnUoR2refqo98lMh99631MPeBv6sLYRgsPfdj3EKBzJtvkvjIR5G+tb170nGwl5aY+4u/oDIzi+LzE33oYeIf+CBmQ8Pa8923D19XFwvf/CaZ11+jPDHO4rPfx7+jxxMbv94bjscJHThI4dw5pGVR6O/H19l5UyMsbZvy6AilkRGEpqEnkgT6diP0teES6ThUpqeY/8Y3sNNp1GCQ2JNPE3v0UYyateIMof378bV3MPe1Pyd38iTFwQFSL7xAoKcX1FtL3RX7+xG6RrBvN1Uf+QihAwfXefJSSqTjrFNXqX7sPlzLQloOKALFNO5a1WUlW6CSzlNazGDlShiRAEYkQHEuTXpoisaHbLp2tJBJ5Xj9pfco5ItcvjiCf4NcsBAaun5gzXeOM45lZ1CVZkzjacQ1kXUAXK9VyT6BlCm24zmUSxVs2yYQXH1Wctk8uqFjGB4zl3QlpVKF+blF6htrMIy7Y+Rd12Vubonf+9d/jG05fPzTj9Hd04ph6jiOw+z0Is89+yZ//F+/x8NPHKa6tgq/3yQQ9LP3YA97D27NM0hWx/noJx/lo5989JbrhkIBDh3ZxaEju266jrRtjMZGBMKr9/AH1jyDUkrmRxawtthdEWuI0dR360nMZn251/jm131vhBHR1jXfyUoOSovIhQu418hZYp2g+aGSwx19EblwHowIFBfBKmysVPQ+QESbEckOKMwjYq233uBuHlsoCH8YY89DlJa+hjNxGXdxEqSLPXbJ46qO16G370GYNxd50LsPYw+expkaxJm4hD1wGn3XsZvLXMplhQDbAm1z1ae7hfetx3sDbMsIS9fFLlvoQR/xaBC7WN5yOBpAjUQI33sv4SNHNgzx+js6CO7aRe74O1gLC1QmJ3EKBa+w4zqv1S0WKV6+RPHKZXAcgocPE77nyDoDfA3BnbsoDw1R6L+INTND/vQZrPl5jPr6NQZTi8UI7dvH7H/XwLYpnD9H+PA9mM0tG16fvbREeWwMe3ERrSpBcM+eDXPITjZL8dJlSoMeC1T48D2EDx9aZ4CvIbR/P4X+i5QGB7EXFrzCqsVF9OR6urYb4RYLBLr2EHviScKHNq5yFkIgtPU/vWtZlCZnKc8toAYDhLrasHN59Gj4jg3x7IlLTLz4Hm7FpvbeXfR88WmM5Zzwmd//BuVUjra6Kj7w0Qe4577dlEsV/sH/+kskkrEt7d+VS7juLIZ+H95jff35KggRRRX1VOx3MfT7kFLHqlg4juuxfKoqmqZSKVtI5Ir4yNDQODPTC9xzdA+G4e337bfO0txSR2trA5qu4jgu6XSW+bkUNbUJbEXgOC6uKxGCZdUvQaVs4UqJIgSarq0UQd0MlmUzPTHPi88d53/5P7/EI0/cQ3VtHPAMf6o5QzqV5XvffJlspoBVsfH7b7/P9W5ALk/ajLp6kGBNTa5X+ZGwNJHCKm+tSjYYD94yZH/7WM8iJYI1iEgbItyEsu/XWRE70EPIubPI7BgiuQel+2PI2VO4g99b3lIi7TLYRXAq4JSRVgFU0yPbudNBfXnuKIyg16Z0Jzu54c+tQph+jH2PU37nWdylGZyZEdylaZyJywh/CGPXMYQZXNM/fCOMfY9See8FjwZz8DTijW+iJJtQk42gXOspX2ZZc11wPalDNz2PWtMK+p3Xc6xE9+SyU3Lt3i7XwVz7qX4ahnhbRri4kGX0xTNUskW0gIkvHiTcmNxyCCbQvQOzpWVDA3ANSjiMlkhiLSx4Rj+dQU9Wr8kv2NkM2ZMnV6rsAn19GDcxwNeg19ZiNrd4eWGrQvFSP3pVFVxnhIWue2Ht3p0UL/VTGhqiMjWFLJcRvvUeWaG/n/Kk12iuxWOEDh5atw6AtbBA7tzZlc/B/QfQk5tX2JmNjRj1DdgLCzjFIsVL/WjxexHKrR/A4O49BHbd3FO5GeZfPc7SO6epzC8S7u1Cj4YZ+Pdfpud//pueIb4DGJEg7R97gFh3E6qpo1xXjVpzuAczvrr/cDTIr/7tn1sTir4VpHRuyBFvBAcpi0ggny3wo2df48K5q/gDJrv2dHPonj7+7Cvfo1yqcPTYfqprqnjtlRO8+/Y5hgfG6Nu3A9Mw+PbXnycaDXPP0d307e1G1zS+860XaWysprunlfPnrnDp4hDTUwuYpsH9Dx6gpa2eP/3y95hfSJGsjvPAQ4c4cOjm5CngkT/EExHi8TDPfvsV/AGT3l3taJrK4kKaUycu8e2/+Am19Qk6upsIhW8tMfd+wy0VKQ8PUR4dRdo2lalJQoePEKpaDQ1LKckt5nBuIUF6DYGo/6a96+8L/ElE0/3IwWdxfvirnhGWLuojv4OItiJUA/fqN5ETr4KiI+JdnvGwS7gX/gR3+EeQmwLNj1y6jLrvb0C4YblGYeuQsDYVJOUdVkLfsP2anuYtQjPQ2nejJhpxs0vYoxfAsXEXp1Gqm9H3PgKbjO8AIhjB9/CnPXKPy8epnHkZZ3IA48DjaC27EIGIl0bKpXAXJrEnLmNPXEVr6CL4qX+IiG1R2vUWcGyHYq5CMVOikC2ClJgBA3/Yhz/kw/Bv7/e6XWzLCJuxIHWHuhCqgr8qjKKr28qBGHV16FVVN59dLFdWqtcpMclKZV2o51ru9Fqo1KipRd2g4vl6qIEAanh5oHdcz7jaa2fiQgiUQJDofccoDQ3i5vOUBgcoT0zg7+xct8/i5UtUJieXjXctgd7edesAOLks5bHRlWs0Gxo2zTMDngzc8jrSsqhMT28p5KWEwug1NZuKp98MheFxIru6ka5LaWYOIQRuqXzbL76UkvTgJNJ2VsKBuYm5NbSR4bY6Ens61kyydF2jrbMRfRttI0KYgIJln0dVG5AysDIbl9LCdWexnQEUJY5AMDgw6uU4+zpRFEExX+SVnxzHH/DT3NLAu2+f5ch9e2lpbaCQL/L0Mw8RCgdQhKCxqZZ9B3q55+gegiFP2ODAoZ2cO30F27ZZnE9jGJ7xrVQsXvjxm9x7bB91DdXUN9UgYNmrvtU1CWrrEvz27/6/ePbbr/KNP3ueQr6E4zgYpk4sHuHYwwf48Cceoq29gUL/FTKnzlKemkbx+wju6CLx+MOk3z1FZW6e8K4e/G0tlCamyJw4jVGdIHJ4P7lzF8mcPkdlYREtHCbc10v8/qMATHzlq6jhEG6xSGV2HrOxnuTjD5O70I+1lCZ+7Ah6VZxc/2WKI2OYdbUEu9pRgkHUYAh7YQGtar0XW0gVcLfCkiW8vPrtiipsuuuWRxH1R8G/lgFNCAWSuxGhxmVWKuG9A8EGr0p49y+j7Ph5UDRvmWuDGfXGr66PobQ8gnQtBAroAQjUgtj897anBqmc/DH2+GWolJCVIrJUwE3PIvOeqEXpta9jnXvVqzo2fAjdhzD9+B77AlpTN0LzJujS8ugji8//kSdhWCl6fbyFDG56mdZVuuS//rsoP44hzADC8IPhQ61uxvfQZ1Cq6jaMVgpAqjp671GchQns4XPevdF01EQDettu775sdt+FgtZ1EN+TFsIXpHLhDZzZEUqvfh1hPutNaJDgOGBXkJWSZ5Rrmu+oPmVmeJ6hM+OMnJ9i4vIM8+OLlIsWruOu0MsKRUFRBZqhEYoFaOiqoaG7ho59TTT31hOM3v2J7raMsKpr+JNhpPTI5p1MwZPZ2+r2kQjKLVp+hFDWhJ43MjyyYmHPz68Yh/lvfZPUq69sGjG1s1kqE56CiJQuTjbr5UVvgOLzEbrnHua/823cQoHi1auUx0bXGeHK7Cyl0VGcTAYtWY1/x46bXptbKmEvLi6fvGTmT/4YLRzedAJjp9KUJ7w2h2sFVVvp4VVDIdRAcEv9xevOs2Khhb1KxdL03Iq2820/9lIy+epprFwRp1jByhcRioIe9FFO5THjIXp+8SkCN0jrCSFWioG2CkVJoqltWM55iuXvrxZmIZEyh+suIGUJXb8H0KipTXDy3QssLabZ2ddJsjrO22+cJl4VJV4VwfR10thUy/jYNKFwkGR1fCV87Pf7VtZTFAUpJZFoCMuyvXfDdgiG/DQ215JaypLPFWhoruWVl08Qj0fYd7CX+oZbz+aFEAQCPh587BCNLbUsLWQolcq4rkTXNQJBP8maGK3tDajlEgtnzqOYBonHHqI8N0/2zHlCO3swa5Kk3ngbPRbF19JEZXae7PmLNHz+U9iZLOl3T+FrrCOybzfFkTGy5y8S6GzHqK2mPDOLYdkEdnQS2tWLGgyg+H2YDfUsvPga4T270OMxSuOTVGbmiBzYi2KaSNuhPDyEUyysey+kxGsVuoWIOngV3Lqpvy+8vsIXB19842V6wDOgGy0L1QP1Gy8L1kCwZtv1WTK7gHX1Peyr7yFd2zNArr1mAizTc9iZec9IKZr3jisa5qGnoeG68cl1cLOLVM6+AuXCcv3H8j6ve5vd+TGPMlJRvXoTRcNt6MS854PATaQnlycket/9lM+8hLs0C4BSVYfesR9hbm2ypPhD6N2HUUJxtO6D2Fff83LE2QUoF72QsBlAhONojd2oTTswdj+IEtjc2boRxVyJodMTnHv1MoOnx1iYTJNdzJNPFSjlvHdp4+sE3dAYOTdBMOYnkgjTuKOGHfe0sfPeDuq7au5aqHrbhVnldIHCfAa7VEEP+Ih31q+vOLwJhGmuK1q6HUjHWVZn8VC4cH7b+3CtyoYentA0jLo6fB0dONkM5ckJymNjXm76usGkcKkfa27WK0KpryO4q++m90DaNk5hlcEof+q97Z2slLhWZUvGUDENxG0OWL6GWgpjU5RnFyjPzDH/ynFCO9pv2Q9+UwhBbEczbsVi9t1LaAEf8d4WNJ9BaSnH3IlLuJU7YM+5DoqIomm7AIHjTuLIScDFa4wQCBFC03rR1G5AJRjyMz+3xNjIFLV1CRoaa+jobObCuatI16WxqZZgyE8wGMB1HF57+QRdO1qpb0iSSMYYGhhD1zXqG6opFkucee8SI8MTXL0ySj5fJBYLY+geh7FQFMLhIMOD4+Sq43R0NuFsMAHc8LpUhUg0xP5DG0dZriE/OUlhaBjFMFBME2txCSuVwVpYJNDVjhoMYKVSFEdGqSwsogYDmLU1FAaHKQwOIW1PRas8O4+dymClUhjLpAR6Ik6wqwOzzps4SCkx62vRIiEqC4sIQ8ctV9AiEYxEFdK2sWam0GJx1HAENXhjW4cnO7cVr0YzNFRje8+fLGVB8yHziyBdlNjGBnPL+3NtqEyBUYfYgnjH7UCpasA8+mH0Hdtnq1NrW9c6LqqGmmjE/+Qvb5udSgnFPTrKW4znamM3/id+CTc1s7xdDK2lb1u1I0owimjfi5JsQmvbi7s0hSxkkbbXtiZ0E+EPo0SqUKrqUaub1/BIbwa74jA9NMepF/o589IlRs5PsjSdxtmq+Iz0FL5Ss1lSs1kmmGXk/ASDp8YYODXGvkd72fNQN4HInXvG2zbCruV46kmA5tOXZeG2duOFomyasN865OoLrKr4OztvGY5ecx66jq+1DbEBo5Wnw6kTPniQ0tAg1vQ05bExKlOT+Du7lvvHJPkzZ7AXFxGmidnotTZtcrorBl9omleZHdj6j6cGgh7b11bUppbbAG4Hkd07yJy7RGV+ET0WwS2XST501KuSvg0IIai/bzdCEeTH59EjAdo/cgyEwMoWmT3ev63wknRssK0NKy+FMFCUOnQjguKMIWV2OUcsECKAoiRQlbpl7xiu9A+TSMRIJGJomsbo8CSHj+wml8sTCgeJxSMYpkFDUw3ZTDvFQgnH8Tzdvft7GB+dplyqrBjTYNDPjp42VEWhsamWWDyMP+AjHo+ys6+TM6cusXtPN9U1VczPpxgbnaa65i4WG7muNzktlbHzBRTTJHpgD1okjNANQr07KE1OkXrrXY+5bM8uhKZ68nO2g1MqYecL6NEw/qYGtOsIYvRYFOW6PnEhBIquE73nIKWJKSqzcyiGjtnStJIHtmZn0SIxhE+HDUhIXNvZ0m+vagqqcHCzc8hiBuGPQqWAdCyE7gPNAMcCuwI+r9fXmTiLUtWMTE8jyzmkXUaYQa/dLr+EMALLOdyKR2fqDyMCG3vE3skWceefQ6n75JYUtG4HarLRK0y6CxCajlrdRODpzcVpbnv/QiD8YXz3ffTO96VqqLEa1LuU54Vr3u8473z/LO/+8BxTA3N3Zb+FTInB0+NMD80zcXmG9FyWIx/aQyQZ2lRc5lbYPmNW2E+srRZF19B8+l+KDKFQPNYnZ7kPMfb4EwR2bl7ksgaKghaJoN7MEApBcN9+Ui/+BGt2lvL4OMXLl/F3doGUONkspSuXsTMZzIYGfK1tm+ZghbZ8vuUyQtep+vCHMZuatn69qooWjd6VKMJmCHW0YFRFCXW14RTL+Btr8dXdJYo2ISjNp1nqH0XRNcpLWVzbRuZSOCnhEbJohpf7qRS9HJUQYFU8hhxF9Qo1MgtojV1eTmwdxaOCIISi3fpZGBwYp7WtgebWOibGZ5manKO+sYZP/8KHsG0HRVFWGHfq6pO4jrtCbbhn3w529XV6PY/LL19HZ/OGx4lEQzz+1H389698j2MPHSQej3Di+HnyufXczncCozqJv7UFNRQktKvHmxirCr6mRlAVQrt6vFDzuYsEujtIPPawV59QX4O/vYVAVwf+1hZAopom5nUa3GzUrqEoRPbuZvob38FaShE5sJdARxvSsrAXF1FDYSozUwhNR5gmWmTt++E67pZqDYSiIOwi7vww7sIISiiBm51H+MKgGcuTeo9YAVVHROtwRk56rWOlLDK3gKssq0whkOkpRCDuGXDX9sgjEi0bGmEvLJxF5i/jzn4XEexB6gmEWUuhYpLN5kCy0kZXKpbQDQNFEVgVC9tx8PlMNE0jl81hmAaqqmJbNq50Cfj9hN4H8of/f0alaHHl3RGe+/IbnPjhecqF9WQwQnipVdOvo5saiqIg1NUedtd1sSsOVsn2uiVuCFkXMiXOv3Z1RTzk3o/uI5IMo96mlsJtecJ60EewNnbHZOe3C6Hr6FVVOOk0bqWCnkzi7+zatOp6W/sHfC0tmI1NlEdHqUxNUhwY8EJ2UlK4eBFrcQkcB7OtHV/n5k3cimGiRaMr52vU1eHv6r6tvO37CadQwlrKYGVyXjHYYho16EcLBrbmhW+CaGcDEy+f4sJ//T5GKEBpMUNyXxdy+gqVlPB6ScNV3iRnesjzCkwf7vwUSjSJEophTw1hj15EBKOo1Y0gbv/+HblvL+++fY7Ll0doaKzmgYdXK9tvbB3yDPLa699OjjIY8vPYk/fyxqvvYds2vbs66O1bX+h3DdIqI8t5cB2E4Uf41g7U8prnB56Hh+etRg/tJ/X2u0z/+bdAgBaN0PJrv4yQoJoCLeRDCwXRY1GMpOeFG1VVxO+9h9Sbb5N+821QNHwtTTR89ucRqoIejaD41uvWCiFQgwFUnw/HNJcLCb10zc26BNZcg9x6Xa60KmCXEZqJM30JHAut6z7cuUHc6SuIRCtqXTd2/8vobYdQq5oR0QZgEowAam031plnoZhBxJuQ+UWkoqHEm1DqulHCN5loukVk/hJy9rtQHMWd/hqoAZSajzAyGef06fMYhkGiKo6iKCwuLhEMBVEVhfn5RbLZHC2tTfj9Pq5eGaS6Okkg4KdQKCKRdHW207vz5tz7/wNbxzWGq/FL0zz7H1/mvRcuYldWUz5CgBkwMQM6vqBJtDpMdVOcWF0E02+sVELbFZtywSK3VGBhcomFiTSFbJFK0aJUqKxIbkpXsjCZ5k/+j+/hD/s4+NQuwlXB28oTb9tqFebTK611etCHL3q7/Wq3D8Xvx9feQWl4GFyX8uQkdjqNnri7Wp6BPXsoDgxQGhygMjlJeXISPZkk995J3EIBFAVfa+vmoWhADYfwtbRSHh0Fx6E8NobZ1HxbFczvJ+ZffYf5V97BLhRRAz7sdI7Ywd00feYZtOCdVafW3ruLWG8L+Yl5rGyeQF2CUEsN5Te/h962Dzc9hzMzippsQJgBrKHz6F37vMpIBEqsGk0IZKWMWrOx17kdtLTW09J6Z7nCrcIwdM/w7tqajrYzeprKie/iLo6j9z2O+eAX1ix3F8dxRk4jXRfzyM+tfB/cuYPgzh2rHubygOBMXKTy7reI9z5I9Uf+/jqDGj6wl2C9H4wASrxhzfKmv/7FTc/VzubwNTXia3j/7qXMzePOSNB93sRL11YnYIYfyjmc4ROIUAJUDVlMI1MTSKu8MkkRqg41XVDOoSTbvIphVVupKN4QaggRPYIwm5Cpt1Db/wGYDYAgf+UUwUCAo/ce4it/9BfousanP/MxTp44zdDQGNlsjsXFJRzHYWxsgs7ONsbHpzAMnda2Znbu7Kau7u6FYP8HoFK2+Ma/eZ5zr15ZY4CvVdjf97H9HHq6jx33tBGv9fi2NzOZUkrsisPgmTFOv3iJt759iskrs9jXDLGUFLMlvvK/fZuq+ii77u/aUJ/4Vti2EfbFQ+QmF5k7O4I/Ed5URen9ghoOEzp4kNRLLwKQO3ECf1fX3TPCy4NQcPcesm++QWlwwCPNWBaWyJ8+jVsseN5yc7Onl7oJtKoEgd27Sb/2KgCZN97A19b+M2eE80NjxI/uJ3HvAVAUSlOzDP+Xr9Lwc0/f8b6FEEjbwcoVKKdyGMvCDLJSonLlJELTkZUy9uSgF5oWAlwXYfhxU3O4Qa930M3M48xPoibqV36npeFZZi6Mo6gKO57ev+7Yk6eGWRqapfXYDkK1sZXz+Wlhu8dSW/ZiCBV74B028heVqqYNvbeV46w73mp/6IZtJ0JgXXwJpaoJNXHrNImdz5N+5z2WXn8LNRggevQwRuL9ItMAtbYL/dA1Nq9lbkgjgBqIobYcYLlxxuvnVTT0Qz+/nNrgWuzR+05RPC1azVxdX725ERbCo+WVK/dTrNS0WBWLwcERKpUKiUQMwzB4660TlMsVEJBIxOnubmdwcJTu7g4qlkVrWxNWxULXNMwbuOt/ltF/ZpjXnj/FpXMj6IZGz55Wfu4Lj3Lx9DDDVyfp7G3i0LGdzM+k+O5XX6W2Ic79j+9n8NI4r79wmpGBaQIhH3sPd/GJLzzG0OUJnvvO28xMLlApWbiupHtXM7/yd70c8+3cF8d2eeErbzF4eoxSfjUEHYoHOPDkLj746w9R3RwnEPahmx7l8i2PI0H3aXTsa6ZxRy3HPn6A48+e5bWvnWDk/OTKapn5HG988xSRZIi226Cn3bYRVnQNu2whbQcj9NPRZr0RajBIYOcu/N3dlAYGKF6+TPqll1B8fgK9vTcNnbqVCk46jZ1J42vvuGWIVa+uxmxpRb14EWtpkfzZM5jNTVhzc0jbxt/b68m13WI/aiRCoHen572PDFM4f47Uiz9B6Nqm5+GWy9ipJdxiCV9b25buzZ1ANQ2MeMQLVQqPQUv1r8+93g4Wzw8x++4linNpVL/B/OkBErs7iKsSf0snaqJulYzgmgH2h7w+QSm91gcBvoOPISJVawyNYzlUciWUm+Rk4m3VhGoifylRm9uB0H0If3hFMP162OMXsK++jcwvorbsw9jzxMoy69LrOJP9yNwispACRcO45+PewkoB68yPsa++DdJBre5AP/JzuOkZ7IsvY599AeEP405cREk0Yxz9JMttD+vOQTVNwrt7MetrUX0mRnXytivytwTV8HLAsPZ8rgm73OD544+uX9cfWZuD3tYzLZGuhVdt700CDMOgoaGO++67B6EIFEV4DGkILNtGVRQM0+DQ4X34/T4qFZtg0I/remxsodBfjWcxvZTj9LuXcV2XL/6tZ8ik8nz1vz7HvsPd1DZU8fYr53ClZP/RHtJLOd544RT/6Le/SLFY5t3XLxJPRnj4A4eYHJ3j1effY//RHgq5IpfPj7BrXwdHH97NlQtjvPv6BabG56ltSKCq2xtvXNclny7y2tdOsDSVXin4SzbFOfqRvTz1K/dT25ZEM25N+3s9rq1r+HQMn04g7OPhz95DtDrMT77yJv1vD3nHdyQnf3yenfd10Nhdu0YqcyvYfotSKo9T8mYalWwR6bobF268jxCqip5MkvzEzzP7J1+hPDFJ9sS7OJnMsmFsRA2FQRFIy8LJF7CXlrDmZlfUmXytbauSWjeBYhj4OjsxGxspXPJoMnMn63DLJU8FqnsHel3dLc9X0XWMxkYSH/84M1/5I+zFRTJvvoG9uIh/xw6M+nqvjUMRyIqFk89hLy5hzc7ilope3vl9MsJOqczcC68jXUlxYoby3AKF0UkUXae8sLSG2epOsHRpDNdyqL9/N6rPoDifYvLlM8Q+3ItW24ISiq2SIsDqIHn9ZynBDGw4gFZyRdJjC0jHpZwt0fFoH5HGKtJjC0ydGgag45E+VFMDCUMvX6CwmKWwkMV1XGp3t9D+4DaK+/6SoISqUMIJnMwM7tLqbBzXwRl+DwSorftwJ/uxr76NCFcjcwvIQhq1thO1ZQ/u3DD2yCm0nQ8jDL+XTw1EEbFa1PaDiECMzZrYhaZhVCcxqpM3XedGuI6LVbIoZUvklvJUCuV1BS+bYrPx5cZlm5ABbRsCUExEaCfuzDcRegIRO0pDQx3hcIiGxrqVsW8jCt/qai8657ruHfERF1IFlqZSpJelG/OpAoVUAbtkYVvOCvuYqqqohoru0wlE/ARiAcLJELH6GLG6KIFYYFu1PPOzKQYvTTA9Po/pNygVymTTeRbnM7R21VOVjJDPFrl8boTZqUViiTB1TUnGR2YZ6B9HKALbdkgtZMmk8izOpdF1DX/QR0tnHX0HOrAtmxNvXCC9mKOmfvsRlXLB4sq7w0wNzFFZ5iP3h0x6jrTz6OeP0tRz6zF6K1A1lURDjANP7qRSrDA9NE9qNgvA4nSa0YtT9N7XQW3r9iKy2/eENQXXcXHKFnaxwqaME+8jhGEQPnoUa2Ge9KuvUh4eInv8HYpXLqPX1aEGQwhF4Fo2brGAnfKk1YSqEDl2zPOutnAcf2cXZksrhQsXsGZmyLz1JtJx8LW1YTY1r9H6ldIBJwdqGNwiCH2FZlINhYjcdwxrYYHMa56QROatNylc6seoqUUJegxPrlXBzRewUyns1BJKIEDM//7REUrXxUpnkY6LWZvELZWxMzmEriFth9COdsRdMMTlVA4zFqLuXo9Os5ItMPiNV1ESTZ7iys1Cqdd/3mQAcywHu2ShaCqVXImxt67Q8ehuFFUhN5umMJeh8VAH/qoQlUKJ8Xev4osFKSzmyM9nCNfF1uxvsn+KsbOe/OD7DVVXadnXTPOeZszA5u1gSqwOtaEHt5DeoLp4mWVIOohgHLVlL0pVI04xDZqB0tCLvusx7KETOFOXcXOLqHVdaG0HqMTqUeu60Hc9uuFxb8S1QhirbFEpVKgUK5QLlZW/K4W1n8uFCpV8mXK+TCFTZGkyhbuFnk2rZDFwfIjn/sMLWzqv7SIQC9C0q5HWAy03WUOAGkKp/xSyPAuKCagkqxNUVcXWGNXNDOx2u0jsik16JsPc0Bzzo4ukJpdYmkyRnsmQX8xTSBcpZgrYZRvbclbupaIqqLqK7tPwhf0EIn5CiSCR2ijx+ijxxjjJ1gTJ1iTxhhiKtjmntVjmUVZUBdNn4PMZPP3xe2lsrcHnN+nZ08r5U4O89MMTaJrKA08cwOf3KsQ9TnZvu7rGBM0ddVTXxcmm8kSiAfwB0yt6VBV0Q8e27A2e6VujnC9z7tUra2Qx6zqq2fvIDlp33ZzOWDq2p7Hu82NPj6NWVaOYt47uxmsj7Lq/i743B3j9Gx7ng3Ql45emmRmaf3+NcGE+g2M5OBWbSr6EK+VfXoW0EKh+P1Uf/CBqOEzu3Xcpj41ip1IUr1xBWpb3gyoKiq6j+P3oiSpP3q+7e8szUr22FrOlBTUaxUmlKA0MgJQE9+5DTyavmwU74GRx82cRZjM4aYRRD0o14BE2qJEIyY9/HDUcJn/qFOWJcZxUisLlS975ui6oqke44Pej19RgNjXj69i88OtOoBgGifsPe0UIuQJ2OotTKq2+DIpyx5XR4BXxVbJ5Fs4NoZo6pYUMZiyEEghsqBe9XWg+narOWno/fJj02DzH//Pz1O1rpXZXMzW7mpg5tyr/51oOdtkikAjhjwUI1URI7lj7so6eGeOl//wKo6fHbjzUXYcRMHj8S49Q01F9SyN8UygqIhjHnRvyKoZDCfQ9T64sFsEqr8paUbweWc0E+3qubReku5oOuAG5hRyZ2QzFbAmrbGOXbayy59kWM0WKmaJnGNLF6z6XKGYKFNNFyvnKlrmir0elWKH/5Uv0v3zpdu7KLVHdXs2Dv3iElt1+0BLreAykWwG3gKh6HOW6++L9Sne3ZVBKSSlbYmkyxezALOPnJxh+b5Txs+PklvJbmrS4jutV+ObL5Bbya5YpqkI4GaKxr5GWfc207W8h2Z4k3hDHF9o4R52sidLZ20w0Hqazp9GjsnUkTa01mD6Drp3NDF+Z5M0Xz9LQnOSjn30ITVepbUzQvasZTdfo7GlaFjJRaWyp4Wp+bMvcEltBpWQxeGp8pXIZoGVXPTv21eEuTOE4DkI3EIbPK9ZTNYSu4+az2PPTGK07qFw9i97UgRpPLvee28hKGeHze3UBlRJCN1D8QYRhUlUf5dAHdq8YYYDZ4QUWJlLbPv9tjX6Z0TkWLo0jHRc94PPC0ZuoKAlNQ08mMetrQNHRYrG1zC4bQPH7vXBxRyfC8IznZh6QGghS9dTThPbuo9B/kUL/RSoTEzjZHNK2ELqBGolg1NRitrYS2LEDX2fnLUPRK+ej6/g7OggfvofS4ODK96GDh9Di1/UWSgdpp3CL5xFuFmQFRQ0j9NUCGq+tI0Tyox8jfOgQhQsXKF665On/5nNg2wjDQIvGMGprMdvaCezYgdm6uWSZ0DT8HZ1Ix8FovDUv9Zrr01QCrV4xwdKJsxQnprFzeS/NgNeTXXV0/5b3dzNEuxqZfusCQ995HT0coLSQofrgDvTg3fHyVV1b0bj2xYJYxQpyg0FLAP5YEEVTmTk3hubTSXTWEWu9S/3QdwgpXWQhg5ueQeaXQNFwFye8yl/NQBbTy3zCSwC4S5OIUBWoOrJcQERq0bqOeCHlFUKKW8hRCrG87wzO/DDCDKFE1t6P0TPjnHr2NJMXJsktFcgv5Smmiyucu3+VId08Tv4UavAgUvF7ldfSBlykk0MW+1GCB5HCAFwQBl5u2EUod6cuplKyyM1lGT0zxtnnznPhJxdJz9zdKIzruKRnMqRnMlz4yUWidVH6Ht/Jnqd207yniXAihO5bO7GIxEIcuLeHt148y3f++ysrGvKtnXX4AyaxKi/8XNtQRW1jgtpGzwuMV4W59+E9vPniWb7zZy8jhCAaC9G7pw3Tp1NTX7UiOOIPmNQ1JvAF1rfCbQVWxWF6eH41GqAIqpvjJGNQOv0W0iqjhKKo0binF6BqKMEIbi5F5dIZ1HgSd2kBS0qc1DxCM3DLRWQug1LlUZC6hRxqLInW0IJqmASiftp2N6Lq6orxzy7myae33/+/LSNcd7ATu1TBjAbQTJ3c9NJKsSIsh6gc2/PoFIEWjVLz6c8Q2VGP0bUPJRL3SBccB9zlWYuieFWKrgPSxd/ViX9Ht7ePa4U6qsfsg3S9cJtgubJRW02e19Vh1NURe2Rr4bTtILT/AKH9BzZdRygGGA2o0ccQRvMys46yenNugNnYhNnYRPzJp+74/PSqKrp+/z/c8X7mXzmOFgwQO7BrtdBmmR3pTlFzqIdQYzWpq+NU0nmanjhEvKcZ5S71SluFMpVCGStfZmlohmAygurTcSwHt+Lg2g6OZePYDoqq8P9j77/D60qv82749+xyescBzkHvAHtvM5zei7pkR5YsO5FkR7bzOkocJ2+cL9VxnMSJE9tJ3sR23G3JUiSrjUYaTa8sw15BEgRA9HZ6P3vv5/tjgwBBAiQAkjOSnfu6QAK7n332ftaz1rrXvSzDou2+9TTt6ULVFMRtKN7cURhVjHOvUT35Paz0lJ2iSI7hfPBvo0RbME6/TPX0i1iZKfsdyM7g2P9phD8KloUxeGyOfGUhNCeuD/wjkBKhO+aE8bH/150LfwsFrWkz1TMvY3zt36B17Mb1xM8vuqyZoRkuHehn4sLke3xD3gNIW5bSsg7Y0pRqCGlMz6WUnMjyKJZZAkcMrAqKswWJgTRzqJ7VdyubP+2cA2NUDEZPj/LaH7zBmZfPkU/mb7HnnUF6Is3bf36AUy+cYfuzW9j3yb00bbQNCyw4Vl3rmulat3xZ4H2PbeO+x7bdsHzj9k42br+xHr6jt4mO3gUWfs/GVno2rr03smWaZGdz8zrQVzsh6Q6VspRzHnCF6tgQrm33Ys5MIot59PpWzHQKrbYBdB3nhp1UxwapXDoNiooajGCMX0Fxe9Fbu9FijSguu1RTVRVcXge+kIfMbM7m1OTLlAor65F9LVYdB/TGQiT6RiinC/ibrmtjWClROv4GxpU+lJo4jq6tyGqJ4hvfwhi+iN65Ca2hHSubonL+XaRpojd1obdtoHz6HcyZMbSGDtR4C+bkMGZyCis9i6NnG1pTF8boZSoXjiEUFbWhHfe+J29LsOHOQ4Bwg5XHKl5BOBoQjjtDCngv4F/XQXF0klz/IOpcHlooCv7eDu5E6E1x6jiDvrkmDu47SuaTQHJgmlf/w19RmMmw/TMP4Qp6uPjCCS48f4zcZIpiIkfjzg6adnViGSbnvv0uF75/DIfXRXxrKxs/vOeOXc+aoTnQtz6FvvHhhSiToto1soqKvuNZ9C2P37CuevIFcLpxPfJ5O2c8O0z1+POYI2fQNjyE6/Gfny/HUZs24I532SHpOUOsb3safdOjtgztHUgP/GhB2CIcwQcxM2/bRlnoYKWR5jRoAZTQI5ipFxGKG1mdREoDlNuP4lQKFV75vVc59NUjzA7PYtwhLfXVIDeT450vH2Lw2BX2fXIv933m3jWrP70fkJJFERmHW0d3zo1X18j4Kt4glYE+sCz0eDPSNLHSsxhTYzbTfi4VofhDtvCTouBo6cKcnUQ4nPa7dg2EInD7XeSSeUxLUilWqJbeAyMshEBKMCsGRrm6aCCV5SJWNokSjOJcvwclUgeVEmq4Fufme9Ea2gCBMT6INKp47vsQwummdOIN1HAtjo5NGFMjVE68gfCF0OqaUTfdQ/nkm8hiDhxutIa2uYHn9hs733kYyPLAQl9bvdb23u+IXvbqcLUDknVNFypVvTlFvzA0ipEroAfvvJTe1LvnGX/rNMWZlJ3KyBSIbu2k5ck9i3oJrwXB5ho2fGg33Y9tASGwDBN/LITq1Gi5p4e69Y1YhonmcqA5NS6/dob6ra2E2+twBTyMHR9g+twofPgOfdjbgK1d7gTduXQMRXeB7rphnRrvwhw9S2Xs63bu16iC5kDt2GU3Wb/GsApVv0EIX9zsnH/tIcEsY+WPAyayOj0Xkjbnom95rNwRQCBcHViFsyBU1MD+NZ/RqBhMXpriB//9JS6+c4nMZHZNOfM7ASkl1VKVsfPjvPr7rzN5cZKnvvg4/qj/tjSR3ysoqoIn4CKbKCAtSaVYpVo20KJxlD3XREYVZaFe3uFCKALv/U8jfAE8ex9B8fpR3JuQrT3z1RjC4UJrakdxum353GsgLUkhU5z3wIWirIkjtWojXErl8cZCRNc3o7kXG0Lh8uLo2oIxMUR1+AK6EKiROoTDbXfC8ASwKnY7O8Xjt2tDASs9ixZrRo3WY8yOY2YS6L4QaqQOLdZEqVJGOD3IchFzagStoQO9dd1NjZtlmJz45hFGjw+hux10P7yBtr2dq2YpHv7ztxh45+KS6zxhLxuf2Ub7PVcFSxRQfSDdIJS5fNHSX8o7f/Aqw0cHlz5uxMeWD++kZefaCFnHjh3n1Vdfo6/vAqWS3WyjoaGBL3zhZ2lpWT6spHk9djlVTRjVZTc6EELcEWJW6uIIilOn7QP3ojp0SoksQ88foP6+LbdthHWXA9219KTME/HhiSxMKizDxF8fYfz4APmZDKquYZQNatfdGfH89wtKpAl929NQzC7M/h0elGDdQtj5/2JpqD6UwC4QjjmBDpOFHJsJWKA4ELQh0BCK01bTUtamIlfOlxk8OsTrf/QmfW9epJhe4Na8nzDKBjODMxzPlTCrJg//zIPUtkfRVtD7+v2Eqir4Iz5ySVsOtFysUswUqZoKjuB1JU/XlTyq4dq5d8XO7YurhnZRqeSN37NpmBQyJQrp4nypncvrXBOxcvXa0YZJJVsECc7wYgKQrJaRRgUrPYtVLqJG6lBrYiihGqpD5+YS5AGbyXmNXJxW3445PWbvV8yjRuJ27fE1eSzhdGGlZzAmrqB4g3bueRlIKTFNixNfP8zIsSFUh4bT56JhUzMu/+qIFBNnRzn3/ZOYlRu7vgTqQzRsbr7GCAtQXGAkQfHbIa1lPM+xU8Oc/d5JzKpxgyhSsDFC664OWKMRPnHiJMPDIwQCfi5fHmDfvj2cPXueQuHmuSYt4KMyk6SaSGPMlSUJRZknad0OLMPEG48Q270eBFSzBQa//dYdOfZqIBSF2IYmpGlhVqpICQ6fi0j7YgnBQG2Axg0NSMv2Eq7+VOb+Nw1z5eLH7wGE04PWtPH9vowfSQjhRHG1XbuEhS/32t9BVmcRrnaE6ltThKtcqNB/6DJv/8UBzrx0lkpx9eHLuwnLtEhPZTj67eOoDpX9n76H+t74XennfKeg6irRxjCTg7NYpoVlWsyOp5keTtDYc11f5BWWPN6KIFbIlLhybnxewhIgWOvDH179xGzVRlh1aBSm0yQvj+NvrCHSdU1ph2WCZaEEo6gOJ4o/AoqKo2c7Zmra1gEWIdRQ7aLwmN65ierl08hCFjVYgxZvtankHj8IBb21F1ku2jmx9o0Ib4BK/yncseblc8ISjFIVy7JQpbRnK2uYbbbt7UQogmqxilGpUsmXufTa+WVyNyYYKdsIY4FVXpaZ2rG/B4fXaRfbVwxK6SKXXj9/R9imiUSCtrZW9u+/F03T+eIXf5F/9s/+BcotPCJPq63+ZZbKYFpo/rlJ1hpzt1JKZk5ewqqalBNZyskco68fR3XolJNZVKf+nhOihCLw1PjpeOjmBiveXcfOD2+nc2+HXet6Tf1rpVilUqrYNZoVE6NizP+Yc3+XCxVyiRyF5J3tlvR+wR1wU9MUWVGZzK0gpSQ1kbbzZ7d4JYUi8ATdeMN3R2Eq0hzBE/JwY8RKLP274kao/vn6/9XAqBoMHh3kwF8e4vSLqzfAqkPFHXDjr/HhDXtxep1oDhXNoaFoCtKSdr18xS7By6cK5GZz5GbzVEvVlXvb0hYHOfy1I7j8LvZ+YjexzrpVh1qtqZMIhx8Rsp0JaVYhNWBzE7wxhL44py4tE5nog/QQItwFwRaE6kRWcsjkRUgNIRr3gSeKUBbsh8Ol0761ib5Dl6/2NWH43DgX3h0k3lk73+nsTsGyLBLjKY6+sLiPfV1LhEhDaNXHW7URdgY9+BoiiCllTpJ2oURJ8YfRvQF0Ke16u7kwpqNnu90LVszVnIYWlz+ogQjq1vsXDNZ1g75r+4OUjr2K8AZwdm9DFrJULhxd9gUWQqBoCps+uANfXRB30E3zzjaca5DZ3PyhnWz+0E4sw6RaqpIaTTJ8dBAjkbtxYynByiGRYKSQVmnZHNv2T+xl+yf2Yhom1WKFmf4pBg5cxCrd/iDn8bhR5yY55XKZoaErzMzMYBg3J314WurthhjTs+jhIIFNvRQGh9fe7UlKJg6cxcgVqeZLVHNF8mMzaF4X5UQWT10YZQUzbGnkoTwDRtqONLjioPluqOlc2SVZUJ6C8iyoLnDWIvQAlUqVTCZLTU0YIQSRpgiRpuXVe4yKYYtQ5MqUrv7kS/N/p8aSnH/jAhfeXDqV8aOG+p4Y2z+4jXxi+WiKValg5nJY1ep8uE8PhVCczkXbmabJ239xkORoclFt51LQnTrNW5pZ/0DvHfkc18MT8tB4E0GH6yHUtU0GpJRM9U9z8CuHOfWDM1SWaLG3HNxBN8G6AOHGMLXttcR7YsQ6agnU+XF6XTi9DnSXjmVKyoUy5VyZYrbIzOAsExcmmLg4ycyVWVLjafIrrDeGBUPsCbjx/PgeArWrSxvJ/uch1DFvhDGKWIMvIfyNiKZ74DojjLSQiT6sk3+Csu7jKJ4oqE6oFpDjR7BO/hHqw/8e4QzANUbY5XWwcX8XL//pgXnd6JG+SU683EfP7jYaOutszuwdIIJKKcnM5Dh/cIDjL52fX66ogqbeOPH2lavIXcWqjbC/KYo3FiYzPE1hOr2oRAm4gUE2v/xWjMtbNKPXW9dTuXya8ok3UHwhXDsevmmtr6qp7PvbD7Dvbz9w8/OuEIqm4vSp+Gr9tvj3UuZVaAhnO7JwAqH6QXHc0otUNRXV78Yb9d0xtnBDQyNCgK7rCAG/9Vu/M9cj9+bHn33nGJlT56km03jam3E3xBj43S+x/l99EUcosPoLEYLGh7YjjavtvyysqomUFoqqougqjsAKBrXcReT4dyF7BjztiKZPQGDT2ghv0oSZN5Hj3wFXHNH4UYjsJZlM8eabB3n88QdxOByoqoIx13heURQs08SSEl3XsCwLy5IoDoG7xoMn6sHhcFAqlXE6HXZbu9EkhXTxto2wlBZU82AU7bI33Yu4pumAXRZYmuuN60Jc03TeXlextZeve7aktMCq2rnOa8mVZhWMAphle5Li8CKEStOmJpo23by5Q2VqiuypM1TGJ1F9Psx8nvCDW3E1Lu7MVC1XOfdqH+nJ9K2NsEunc3c7j/+9R1d0v35YUcqWeOvP3uHsq+cp58q33kGApmt4Qh667+lk50d20Lm3A3/NzUmTnuCCYWvf0QbYHvjQsSsc/fZxzr58juRYasWTgMRwguPPnSQQC7Drwzvmy5dWhLn3U1YLYNjPqCxOI+o22b+XkjbxTdHmnmsdteejyKlT4Fgw+MJbh9L7MeTo20s23HC4dbp2thCuD1LIFDGqJqV8mTNvXSTw+14++g8ewx/xouqr046+HlfzwMdfPs+Lf/wOuWuiXP4aH+1bm6hbpVoWrMEIJy6Mkrw4hlGqEmiO3hjFuUtQwnW24b1q9X8oO5AIEBpq+ENgJGCNs+bbxQc+8Axgh01++Zf/EUeOHGXz5o3EYrGb7le8Mkp491aEIsheuIxQbUm7td5pIQSh7qb5MFZxKkW6f5RyMou/NUZ4XeuKwtEyfQo0P2L9vwBfF1ztpbmmi9Kg8WN2mCs/NL+4VCpzoa+fdCpDZ2cb0WiEoSsjVMoVwuEQE5NTFAslurraSSSTpFNZwuEAfr8f3aGxY8dWXn75De6/fx+BwO0RzRahkkGe+zOsy99E1G5DWfeTULt1Yb1VRY6+AamLiJbHIHyNx2iWYPJdiO0C7Tqvo1qA2ZMQ221zF64idRGr78vI8bdRWh5DbP5ZcK1Mz1evrcW/dQtZ8zjhRx4k/c4hFMedVZX6UcWhrx3hzEtnyaxQgMPh0mne3MTH/81Hqe+No7v0NRsQVVPp2NVO67YW9v7Ybl75vdc5+JVDK95/8NgQwe8GaN7cREPvKlpWznm6sv95rIEXUDZ8EvJT4I5g9T+PnDoBpQQi1Imy6acgvLJWn9dDCIEn4OaRn9zLt//bK8yM2EI2ibE0r37pENPDCX78nzxNY28Mh2vtz+PMaIpX/+Igr3/lXSYGZhat2/PMZlu8Yw2lXas2wuGuBoItdbaHcJszi9VA3MJTXglkNYXM90N5EuGMgX8DQr0zik3SqiAro5jJ5xHOFrAKKN7tdiegOzxTKc2kUHQNoakYhTLu2tCi9UIIUqkUExOTFAoFgsEAk5NThMNhHI6b5LKEsA3m1RZuUtoKTrdxrVdF66ePXmD87TOUkxl0v4fxt88Q3dxBy5O7l2ZHSwmlSazxbyEnvgdmETKnwd+L0vGzoHqR068hZ16H0gQ4IhDZh1L/rL375IvImTegMgPOWqjZjxJ7fO55FUgWa+YKwOv18JGPPs0L338Vy7JwOHQSiSSjo+P4/D4++KEn+OY3vkcul+e++/aSzxfo7x+kviHGyRNnKJcra6Ed3By6H7HuU3aEqZzmhhyMoiMa9tvGVL9u0lfJYB7/HdSHfvtGI1ycwjz5v1Af3gzXGspQJ0rvJ7GcfqRlrOrJFUKguJxokQiz339xjlV/98YHK30IOfsSqG6U+p9EOFYfCgTsDknVBDhq15TiuBlMwyQ5muTgXx4kMZJY0T6heJAtT2/mkZ95kHBjGM2h3ZY8sD122gSm+t44T/+Dx6lpDvPq/36DQurWnAVpSQaPDnHwK4f5yD/74MqvxRUGq4I0ba9bTh6HUgpyE1BKonQ8jQi1Y02dwDr3ZdR7f2XNn0/VFO77+E5OvnqBbCJPec7TL2RLnHy1j8EzY6zf18GGezvp2t5KrL0G901IulJKjKpJajLDwPERzh7o59w7l5kcmKGQKS56DZt6Y9zzkW00dNWtyR6u2ghrTh2cP6Kz22oGKrMI/3rQglCewSqN2CE5ScT8TwABAABJREFUR43tVZTGEa4GkAaymkSoHnA32etvBqEhtAiKZxPC2Wrnv7XwzfdZAyrpHNOHzmIUy6huJ6rLQcNDOxflPF566WVeffV1Mpk0rmt6Hf/8z/8cPt/y4SxvRwvZvgGKw6NUEmkswyS0c8sdUcxKXRzB4XfT/NgOFF2nlMhw6f+8Sv19m5cvUXIEEXWP2jlcowDR+xG+DjvMX55GTr+GCKyD+DPIzFlIHkEGNoDqQU69gqjZA+4mZOo4pI4h/esRnqVDqoqq4Ha7CQYDGIbBwMAVnE4H5VKZYrFEqVTm6NGTABSLRS5c6EfTVGLxWmpqwnzzm9/js5/9FB7PnW3vKRQV6QwhnCE7LH0NZDmFHHkNOfYOBNtR2p6EQBuykkUmziMHvoOcOIh59D8jHAFE2zOIUBdy9gzy8reQY29jHf4PoDlROj+KqNloRwicIYTuh3Jy8fnSg8jxt5GJs/aCUA9K+zMI94LxE0JB9brxb7OfGy0YvGtRK+HphMIlZGV6TmZyDbCqUB7DSr2NEvsYCOet91kFSrkyL/2vV5m6PL240fwyiDSF2f7Bbdz3mXuJtkVX1vd2hRBCoDt1appruOeTe6kUqxz+2rsrksfMTue4fHiAy+8O0rlnZVUbwhVBJi7YY2GkB5m5AkhkZgQ5ex6ZHUF4Y8hqAeG8/d7qgaiXZ/7uAxgVg7NvXaJaNpCWpJSvUMrPUswUuXhkCH/Yiyfoxhfy4I94cLh0NKeGQGBUDaplg0KmRGY2RzFTIpcqkJnNkU0UFhFyFVUQiPr56D94nPYtTatuYXgVd60ATEpJZjzF27//CmbVpHVPJ217u/DXLeQWTcMkPZrk6FcPUkoX0Jw6Hfu76Xn4Rubque+fZPjYIE6vc/5Y1+LCy2cYOHCJavHGXIeqq3Q/uIHOXQ6oppGlCYRLQaZPgFkAoSONrB0+riSQlRlQ3aD5QfPNdU65OYRQbN1ZvRZpzAACobjtuuE7CMWh46wJ4jBMHCEfitNxg7Nx4cJFKpUKjz76CA7HwrUHgzfP6wa3rEP1utF8bsxiCXdTPYEN3fY5bhPVfAlnwEu41+5W464NUs0UbAnTpSAEqG6ErxPpbgQjhwisQ3jbkZYBxWFk9jxYFXtyVRiGahZKUyAEMnvOJnWUpyE/YOeeqklgaSMcCgW57749CKGwe/d2SuUymqoigfHxSfovDdDU2EBzUyNvvXWImmiEpqZ6nA4HqXQGj9tNfX0MTXsPayoVB8LXhNSckL0ClTmyoKIj3LUQ6rHlK2s2Idy1trFUHQhPHQQ77chH7RbQfbcMOctKDjlzApm6gIjtBquKdeVFZKgTNDdizgu3DAMjncEZj9mi+XdIlnQpCL0G6agD4ypJ0nZPrOTbUJ2xDayzAeHfDEJFJl+3Q/SyCp4OhLMeKjNYybeQuZNIxYF0dyE87QhtDRyI61AulBk9M8rJ509RWkEe2B10s+GR9ez5+C5inXW33H6tUHWVSHOEfZ/cw8zgDOffuEApW7rpPqZhMj0wzbFvH6NjdxuwAqKTO4IsTIPqRNTvspnRiobQPUjdiwi2IaIbbaaze/W51GtxNeLWu6edx37qHhRFcObNS/OtDQGyiQLZhO35C0WgOzVcXieqZneeEoBpWphVi0qpSrlQWbZaRXdq1HfW8vjfvpftj67HF/KsebJ0V0eMUqbIme+eIDORopDKU9Neu9gIVwzGTg1z5MvvkJvKoM3NJNr3daNfIwRimRaX3jjP8a8dJtpRR7j5xi9s/Owox79+mPxM9oY+pbpLxxvx0bnrquGeyykaOexCfOccGaUISHvgdkQQ7jZwxhHaSnO7JhgJpJm2vWotgtBruJMhOc3txNcatz+BrmJVzSVIN5KOjnY+8IFnUVcxCCouJ3rAh7O2BqtcQfW4qSRSuOrrgNsbTJ1BH6XZNGNvnkJzOyhOp3DXhm6jX7GwDSvCvjZPG0IP2mHpanLxOm8nwhkFPbTs0Xw+L+s39ADQu85+Tq4y/+vqong9bnrXdSGEIJPJ0tRUT31DnFwuT7lS4bHHHpgjwr13XAWhe5DRTYjMADKxwNQUmgsCLYBEaG6UpocRgWta9QU7oFpA6D5Ey+MI1woiNqVZZOIcMnUREd1i39/iFORGIdxzTShcIg2D0vAIQtNxNTeh+e+8AttSsJnvY8jcGVA9CKEhi4OAhfD2YE0/hxLYba+b03WX0rRLCe3GwXNe+535DnMzOU48f4rURPrWvZMFdO3rZPuzW2lYv7K8q2VJBgaGqK+P4fG4qZQrzMwkyGSzrFvXfcv963vi7PjQNpLjKYaOXbnl9vlkgQtvXyIxkiRUH7x17bArYhMGhUAEW5GeqE0wDHci8hN2isSqgqojdLcdwZk6BekhpFCRzgCEu0B1IMcPI/OTyIkjdqoq0o1w3zhxdPucbHm4F1VT8IbcnHvn8pKdja4qa62lTjtY66NrZxu7ntzI/o/vwO13rloE6lrcNSMshEBz6dR2xchOZUiNJG9gBZpVk7HTI5hlw27+XDHJz2TJzWQXGdpyvkR+NkelUMYVcC9phOt64qx7bBP5RA6zbNdsjp8eoZQtLmykesDbgRLYBMIBgU3IasoevKVEVmdtb1j12oZXDy5im94SEpBVhFZj1wvfpQHZqhhUMjmMQgkkuGP2wzjfzMLhYGRkhFdeeZVAIDC/fP36dTcNR2dO9VEcmZhvllHNZCkpCr7ejtsm2IR6m5k+UmDq3fOoLgdGvkT8no3ovtUXtwuhgLsZEdiA8HWDd47QoXkRnhaoBu11gQ3gnvN89QDCFbdb02UvIvMDUBqz0xLOOjsFoTqvO49938LhIJu3bJh/0TZs7MXhsA2urmvE43UEewPvqQG+NexrkdJiLsF/w/Nor+PWXZZgLuKQh8I0cuYkIGxj7Kmba1ZiQ1E1VK+X0sgYSNCjNe+ZEUYayOxpUBwo4fts2djkK8j0IYR3HSgecNUjHDFwNiL0kK3/HMgABiL61B3jiFTLVaYHZzj1wulbG2BscZitT22mfWcb5UqZxEQKy7Lwer2ApFQqo2kauq5jmgblcgW3283BA++yYeM66uvr0DSdkdExLl0aoKenk2w2Rzqdwel0YlkWpVIZKSUej5t43Pa0NzyynksHLzN5cfKW3rpZNUmNpzn/Wh87P7wd1X9zIyzcNYjYVkAgvHGUhr1ITy0i1AHVPHL8AHJiBHwttrfsCkF6ADy1gETmp8Dhsefb2VFEqMuO9hQmIdAILB298YU87HhyI9GmMNGmCKffuMjMSJLsbA5zjXXuQhEEIl5qGkN072pj7we3svmB7jsi67kmI5xOZ7EsC7/fSzabZ3JymlAoQCQSWkT80V06tV1xBg/2kx5LUs6VkFLOD1ZmxWT89AhGpYon7KVaqpKbzZEcnl1kaNNjyXlj6g55CDXdaITXP7GF9U9swTItqqUqhUSOr33xTxk7tdAPVrjiCNdCQwUR3IK4OhAJBSElINdW+gJzJUptSDODFOm5YfDOD8zlVIbclUmQEk88Ote1auGavV4Pp0+f4fDhIzQ3N84bj3/0j37ppkY4ffI8ikMnsLF7wUMVAmWtIVYpqRbs3sT+1hi6z012aIJqroi3sZZAez2699Y5VKGHkYrTzgWD/f24ahF1j9nErMShOWZVh22UnbWI+FPI6ddg5k17XWAjwtsOZtkmeuX7kWZhvvRHxB6/wQhfha7r6NfkxX2+hciIy+ValHe/o5DSJg0VJpDFWSin7AGolABHwC63yo0iizPIShpZmIBSIzj8CKHaQjaqC5m1c3G4ogjHHFFQUe1yj8wA0lUD7ihCcyOreciPIctJKKcQuVGk4gBnBEJdtr+47jP2dyAN8DYgriF9SSSYJlbJniBimisz8nfofmGk7RSQ0O0SK1SwCqAFUBt/Gmvm+0jzHUToXgjsumbfO6vclp3JMXhsiJmh2RVt33t/D02bm3D5XVzuH+TAwSO43U58PrsePpfLEQoFcbtdpNMZSqUSfr+f0bFxTMtkbGyc3t5u/H4vQoBhGJw8eYb+/kHC4RCViu0lW5ZFS3MjH/zQUwB4gh5atrYwcGSQ4ZMjt7zOcqHM8e+eYNPjG3DO9SCWVtWepEnTjipKy/5bd6B0f8D2dpGIlv2ItofALCHi2xHuuXElsGF+Iie6n0Xt/Qi25TUgPwTFMcSmT4PmBTMPimuRWMdS0B0andtbaOiqY/uj6zj03VOcPzBAZiZHea7RQrViYBnWvPbzVQhFoKp2iNrh1nG4dHwhD7172tnxxAZ6drcRXGXN9M2wptH1pRffoJAv8sRTD/L8cy/z73/9v/HhjzzFz37hJ+noWAh7aS6dup4YiirITqUpZ4tIUyI0YbPPKgYT50axqhbNO9pJDs9SmM2RGl7MIkwNJyhnS3bdXNiL7yY3QFEVnFfj/E59XjRgWVxrcG87FGUhzQyUBxGOeoQauCsDkKsmhOrQwQLVfWPe7d5776Wzs/MGhZy6upv3zPV1tVIYHiM/MIzmmRtYFYXAxh7W0kVJAtPv9mGVF+fpFVWlMDZDfmyGhv2bcQRvHu4XjR9Z8lsR0XsR0XuX3qf2AUTtjTXiQnUhen9ppR/h/YU0IT+GdejfIVOXwCwiE+dR8hOI9megnME6/OvIzCBUMlipy9D2QUTz4whvDDQPSvuzWId+DbQAYvPPojQ/YpeFOUMojfdjvvlPwBVF3f73oW47cvIQ1pk/hMwQWFXM3ATKxr8D0e0Q3YXMTWC+9kXbiEsL9Z5/AzULNduyXKEyOYUzFsPI5e6I7vjS90YiMecIWVf/B1zNkDuNNLK2qpWsgB61S9M8XSgtXcjka8jyGBT7EZ5ue7JilUBWkFIHbq/qQ0rJ7JUEl97pX9H2qq6y7Zkt1LXb72ehaOdnH374Af7wD/+CSDjExk29dHd3MDBwhUKhyL337uZP/+QrgOCBB+7lzJnzjI9PEA6H5r3eV15+g6amBiYnpzAME1VV0DSdUnmxx9u+o5X+A40rMsJGqUr/wcsUsyX8tX77PlUSkDkPlTQEN0AlCfkr9sTNLEFxzI5SuGLgaYH0GYQ7DsVxm8dRnAD3XAg+PwSeRnsSVZ5GFkbt6KLQoO5BmD1sn8N183LLq3D7XWx6oIdND/SQmszQf+wKl08MM3hmjPFL02QTOYq58ryHrKoKTo8DX8RLbVOY9s1NtG9tomdPG6E6P9qa02fLY22ecCpDLl9gfHyKN944yLe+/Uf8u1/7bTLpxSw73alT2x1HqArSlGSnMhTTBbw1PoyyQXosQSGZx18XoH5T45xy1CTJ4cWzx9RIknK2hLfGRyAefM9qk1cNaUB5yA51V6eQWh1CDd3x07jjEdyxMJV0nmruxhKDpqZGXC4XExMT8w0cVoJs3wBWqYSjIzDvWd/WICol2aFJjPxcSmDue6uk80wduYCRLxLubb6lEf4bC6GCrwnl/t+wc2vIOe/WCZoLnGGUB/7TXG9uSebSKOOvniDd/+f42hppevIeAnv+GUiD1LlBcieTeNIXqdnaC544yt5/aZOUUOycrqIjGu5Drd25YNQUDTQ3Yz94l0oyRe2ej+Pd8jML1+jwc610rOLx4FnXg1WpUE0k7p42uJlDJl/HmnkBqgksI4cIbEeE7kHmzyAn/9JOPbg7UGoeg+IQ5vD/RKgupJFDhO9DuFrs/LCjFqs0hjXwG4jQfYjgLlhjuROAZVjMXplh4MjgLbcViqB1ewt1HbXz4v+GUWVkeJTvfe8lQqEAqqbidDrRNB23202pWOL1196mri7KyOgYr7zyJqqqoOs609P99PVdYtPGIbq6OigUCrS0NJHPF0gkkiiKcsMEo66jdr5Rw61aKUoJ5XyF4ZMjBKL+BclPadokV8UB6TMQfwzSp23CpNDs5ZWkbazdTVAYsbcPbgBXPUy9Ykcumj4Cky/ZBMvwDoSnCTl70H4ek0dt7s4a6wADUR9bHu5lw31dmIY17wVLabchBNAcGqqmIhSBogo0TUXVVTRdva0ysZthTUbYkpJUKsPUxAzhcIi2jmYQ9vJroTo0ws016G4H5VyJ7GSaYiqPt8ZHJV9m6oKdfwy31BDrbWDm0hT5ZJ7USALLtObj7amRBKVsCX9dgEA8/J7n3mR6AFnNo0Q33XxDoYGzGVk4Z3dZuQu9jvMjU+RHpqhkC1SSWYSq4G9dTOR44YUf8OKLL5PNZvF4FkKFX/ziL+L3Lx9FcNaGsSpVHLU1C12UFGXtDFchaHlyt+21mBbZwXEmDp0jNzZDw32bie3bgKf+9liRf60hhO0BLFe+IWyP9ipSl06hBsK0//hWvC1xnJEgOOyQob/HjbuljDrHdBeKCs4bGcBCdS4ZljfLVYyyiVTciJswqaVlYmRzVGcTGLm8zX6/G++r6kYE96F619kDtOKZq2Rwo9R+eM6ztWweiB6yvfbmn50Lo0vQg6AGEahIVwtq+y8Dis0R0G4v1JgaTzFxaWpFjGhFVejc04En5J4f5HVdp6EhzsMP70cIBSHA6/HgdDlpaWkiEgkhLYlQBOVyBVVVURQFp9OBYZjs2LGFmpoIjU0NVKsVXC43lmVhGFXANiyLrkFT8Nf5CcYDzF65dS2zlJLRM2N07G63jbCUgGrf28w5u7IkfRqM/FxlicQmvQHuRsAEdwOUJm3Pt5qxvyfVCYnD9vem+aA4Zk+kVA/4e5AX/zui47PgWFvpp6IqKKqy0Gv4ms8j59sR3rmSsJViTUY4Foty8sRZXnv9AI8/fj8gMA3zBgKCUAQOr4tQY4RSukB2KjNfHF7Ol5jqG0dKqGmLEmmL4ol4kZYkn8iRm84QiIcASI7OUs6WiG9oJFB/e/VkslqAdD+yOGsPJpobKllbh8sZskN+xaRdxqEoyFLCJgs4gnArI4xACCfCtxMUD0KL3PEBSA/6cJYqOMJ+zLow1hI9SAcGBnG5XDzzzFOLcpmRyM0Nnup1Y+TylEYn5g2vuBqOXgMxSwiBK+In2XeFxKkBqoUSgbY4sb3r8TXU4m2sRbmFDF5uJsvQkQHGTo2Qm81iGRZOv4twU4SeB9cRboqgOXUs07K3fXeAiXOj5BN5zIqB0+ci1hundXcndV0xpJQU00Xe+v1XCcSDdN3fS03rYq9ndmiGY18/TKghTPcD6wjWh1b92d8rSMuya8cPnmbyzWMgwcgWqeaKxB/YAcDs8QukzvSjOnXCW7oJ9rRiVqoURqeZOXza7ihVqqBoKsF1bUR3bcAoV5g+cIrcwBiKrpEbGsNVE7r19VSqVCYnKV0Zwd3aguK+M0SnGyA0u3Z/qfp95zKhSk/n0odS3cuuWwsSIwmm+qdWRMgSiqBzTztu/8J9isVq2bFz23z66Fqj4HaruK5pMwoLLP6rf0ej9iTJ5/PesG7JaxB2vWu4MbwiIwwwcWmScv5q3/QABHrBbJmLishrqhOs+ZScgLnQf8We6JhFm5ku5uR9hXLNfjY/R1yNAEnTrnxwRtfUPONmEEIg1PcvvLomI7xp8zqbA2EY7NqzDSEEH/7oU9Q3LK5tu9pIIdpZx8zlKbKTGYpJW3Cgki8z2TcOSCJttXgjPnx1AdxBN6VMkdnBafyxIJV8mdx0lmqpgi/qnzfMa4ZRQM6cRqYuQrALNCe47DIimRmy/1bdNi0+cd4O+wnV1uC9JUykkURx99isyzv8sAA4/B6qmfw8caqcWLrQvqWlmYcffmhVJUr+dV1oPi9mvoDQNPSwzRpfa6cjaVlc+j9vkL40glEo4wz7cQZ9KKpKcSZFcSZFZEP7kuSsq7PT0989wcDBS1imhdPrwjJMMuMpkkMzNG9vJXTNOJefzdH30hmqpSqqriKlJNk3xvjZUTITafb91P14Il4UVWH60gSjJ6/gq/XfYIQHD/Vz7gen2PD45h/qFm6APbipKo6QH9XtQiiKXUce9MGcZ6V5XZjlCsWpBO76KMGeVqRpUp5NMfbSIeIP7MAVDZG5eAVpmvg7m6jmioy/dIjQhk4cIR/ZgVGM4ko0jwVC1RC6bjdyeI9bVf4wYHY4ydTl6VtuJxSBN+wl3hNHdy9McoPBIF6vd1nDef3yWxnYlcAb8RFexWRzqn9q3ggLzT1HgruG1LqoH+91uGpor+XrXM/dufZvq4QsjCHqn7IN/g9VFcLtY01GuK2tmXi8jmw2h2naCf8PffiJJQd8RRHUdsfpf6OP7GSaQipvEweyJWYuT4KEaHsdDq+TQCyIvy5IKVNkpn+K1j2d86xqAG/Ut6jOeE0wq8jCFKhuZGnGnlW5agAJpVmbJVqzCXwNMHXM1j/V3PZM7FaQ2OSOyhgoToQet8NbdxiWYZIfmcIolNCXaIDgcDjo77/Mt771HUKh4PyLuH37NoLB5a9H83pQNI1qpYojGCCwsYf0yfNrl62UkDw3iFGs4GuuwxX2Y5TKpC4uEECCnY3LMqQrhTLnfnAKo2Kw6ZlttOxoQ0pJfibHdP8k/trAvKC8UAROn5O6njiRlhoC8SCKqjB2eoQT3zrKxdfP07m/h7aaTlx+Fx33dHPsr95l8vwYHfd04w64kVJimRb9b13A4XZS1x3HewvB/PcbQggcAS91+zaT7htEdejEH9yBp2GBhBfsbqGSyJA6P7B4ZwnSsIju3kigq5nhb79OfmSK0lSScjpLOZml/uFduOrClKaSVFLZW1+PpqJHI+g1Eaxi8a6KdSyHs6/1Ud8TW9aoZGayFFJF3AEXwbnxxDItpgammR1O4vI7qW2LEojaYWmjajB1eYbZkSTekJu69lp8kaV5DJZhkRpPkRhJLrn+Wmi6SqQpjCfoXjTZ03UN/S4QgG4Gl8+JdxW9cK82gbgaFr+B1HrTXr3Xk2GX2efq30JDOCPga198jr8mWNM3nUql6e8fYqD/Crqu8ewHH+f8+X5aWxtvEK8XikJdVwzdpZObyVJIFjCKVbseeDqL7tIJt9TgcDsIxEP4YwHGz4wyc9kO58wOTmOUqji8Trw1flyB2wxvKSq4oyjRTXbvSt27QHoJtNn1ag67Ybf0NUI5YXcA8dycWWx/WAGqD2kkAMX+ESpC8d7R2ZvmcVKYmKU0naJ217ob1geDAUZGhrl48SKNjQ3zeritrS03NcLJd0+Sv3wFI5PDGYvi62xh9KvPEdjYPZ9LXBUUQcdHH8CqLF8Qr95EArVaMpASXH433ogXX9SPO+TBscVB7yMbFm0rhCDSEuWBLyzuthPtiJGZzHDm+ePMDk7TtscOO3bu7+HCa+eYujDJ9MUJWna2I01JZjLN6Klh2vd0UtNee9fIGD8UUASumJ3/F4qC4tARmoZZqmAWyzj8XjsKIoQtkVpagScMCFXF290Fqvq+GOHv/3+v8NjPPri8EZ7OMT0wQ6QpvMgIj12Y5Mi3j+OLeNn94e3zRtismIyeH+fIt44TaQqx52M7lzXCpVyJ7HT2lgpUYHNmappr7kit6e1Cc2jorpW/4+V8mVK+jGmYaI67PGFQ9DXngW8H0qxCOQvuu8tDWtPdO3jwGM8/9zITE9N4PG6efvZRfvM//S/+n7//WXbs2LxoW6EIop2xeXJWcS43nByeRSgK4dYorqAHRVMJ1Ifwx4IMHuhndmAaaUkSQzNUS1UC8RC+mttv9yc8dajrP23/frUbzTW1wtdCqd+zOHRyK0jLFulQvQg1gCxfQZp5W09a3LkHtZzIEt5o67dWUjf2Nd63bx/t7e1Uq1Usy5ov8q+tvflEojQ2SWjrBlAF2fP9NinrNrso1W7rXrMh80V9tOxo5cz3TvL2H7zG1IUJOu7tIdYTx+F1LhK2vxq+NspVjLKBZVrIOebjVS7OfA4LqO2KEV/XwODhy1w5OkjT9laq5SoXXjlLOVuieXsrkZYfbdLY1XygkS9iFIqYpQpGoYSRLy7kCpf4bhSHhjMSpDidpJzIIDSNciJti8Pc6pyVKpWpGTSfD8XlQo+EEc6l66/vNizTolquYhoWLq8ToQiqpSqheIBwfRDHNSFgzaGx4xlbZ+D62l6n18nuD2/HMiwSozf3cFMTaXI36bl8LWz5yPBtqS3dKdhGeHW8j0KyQKVYXbURNioGiqbMf27LsjArdr92d8C95DMppZx/rzWntqI0UbVUpVKq4g3d6OFL05hLMc6F0BVtXt3ram5a5meRI++i9Dxh178Lxa4gUNT59+favP9aSV1rsgwjw+O0tTXz6c98jP/5P/4EXdds6vsSw7VQBOGWGpw+F0IRFFMFZgemSI0mUB0qDZua57/EYH2QQDxIpVgmPZakWqySuDKLUa7OhQbvYIu4xVe5xnXXQ9p1iQZY5VG7VljzgZkEZQWe9AqhOnXSF4eRlkWwp/mG9U1NTWiaypkzZ5mYmKSnp5tNmzbevIMSzD2AXOVE3JEuSreLB3/hcVp2tXPq28c5+rXDvPW/XyW2voH7P/8wnff14LqG0JKbyXL2eyfoe+Ucs1dmKabyVEtVjHJ1SZW11t0djJ4eZvTUFYrpIliS08+fJNxcQ7SjDqfvLolwvJewLC7+wTdJnb1MOZll9uh58iNT1D+0c9ldVJcDT02IyLYezv7Wl9B8bkAS6G5Zdp+rEA4dPRyi0G+Hvv1bN+OofX+McHY2x/HvnWL8wiRP/sIjhOJBjj53kiPPncQdcLHnIzvY9PCNkaTbQXoiTT65MiOs6So1zZEfEk9YXbURLmaLGOUqsLro5OiZMWrbo3PlTVDMlLh8eIDjzx3nE7/68SW7Gxllg743LzI9OM3mxzcSbb11CdnZV85x5JvH+Oz//Okb1snEZawrB8AoI7y1iLp1WNPnEU4/whVEFtNYyUFboWu6Dzndh/BGUWIbwG9Xo5hVc1FPYXfAhdO9+ojhmt0zRRFoqoaUYJomlmXas4WltlUVQk1hpi6MU0zlmR2YJj2aQtU14hsa5zWjdY/TDjkGPQs1w1dmMcoGwfrQ3cvP3TR/sQojLDRwNEJ1GrSwHZZW3QjHjYbydlCaTtleiRAUxmbsEiWxMAs7dOgQL7zwIhMT44TDYV588SX27NnDJz7x0Zv2FPav6yR98jz5/iGqmRyVRJqa/btRb2W87wKufhbNodG2q4N4bwN7f3I/IyeGOPP8Cb77b7/BU//0Q3Td34s76GHi/DhH/vIdLrx2jvWPbWLbR3fhrfHhcDvmcsLnbjhH87ZWYt31jJwc4tIb56ltr2P0+BD3/J0HCMSCdzUEdTfQ8uGHbLnYazs5KQodn3oaq1xFWiYoCprHheZ1445H8TbFcEbskGzsvu3UVg00nxtFVen81FOYpQooAoFAcepo3psPuEJREJqOkUqjvldylddB1RQSI0mmB2cxqwaPfPb++dDylsc3omgqE5cmV8ReXi3yyTzFFYSiwZ4kfPc/fY9Xfve19z3tYRqWPRFdBYyKuWyDg5vhwFcOcu+n75k3wrYynIVZtevdl4Lm0Oja10HbjlZcvpVN6ixLzh1zqZWG/aNqtkpcJWdrsWcnkIkBRKgZteMBzPPPYfW/gvDWIjNjSH8M4a+nUqxy+fgw/+P/+dL8IX/inz/LvR/ZvppbYX+2Ve8BtLU389Ybh/i9//VnnD93kX/+z/4jPT0dhMOhG7a9OpBFWqM4/S5K2RKJK7OkRhJoukr9xqZ5T1hRFLw1foINYYqpAjOXp0gNz2JWDAINYbzRu+UJ3yEIHcXVAY4GQEHKCkJxI8Tqy3tuBmfYT2F8hkq2gDt6Y6u4s2fP4XQ6+NznPovL5SKRSPD7v/8HPPbYIzc1wsGt69HDQbxtTZjFEq6menzdbSjvY+tKIQQOjxOHx4k34iNYHyLSEuVLP/+HjJ8bpXFzM+6gh9RogpETVwjEQ+z8W/vw1fjRXPpcdy5tyXfbFXATX9/A5MUJzv3gNPntbViWpH1f1w//s7YEnKHr+Bhzz4UrGlp2H829MKDp/sVhO2dk9aRCq1LFSKcJ7ttN4fIcEey9kq2cg1k1OfqdE0Tboqy/v5ualsh8+NITdOMNe+5aHrOYLlLJr6SSwiZxpSczK2ol+MMIs2pimSubyFRLVWauzHL25bP0vXkRo2wSbgzRvrON5i3NWJYkN5vnld99nWq5isPtoPf+btp3tlFI2Y0jLh8eINZRx8bHNhBuCJFPFRg9PcLlwwOgKJSyJdwBF1ue3ES8Z0Ge2DJtstzRbx6jY28HTRsabcMnlIXQ88xFmy9kzNWXl7P2MstCeMIgLYS3Zr623jRMMok8Y5em5s9TWOUk5irWVqK0qReB4PTp84RrQrS2NLFn7zbq6pbPoUVaorgCdvlRcniWzGQKl99NbVcM9ZoXwlvjI9xcQ3YyzWTfGLkZm5EZiAUXZk4/pBBCAdVv/3D3eHzueA0oCmapjDNyY+OAbDaLz+djxw57VlYsFvnN3/wtqtWbdwzR/F783W14muuRhonq8yzIV77HkNLmA4yfGUVz6fjrAmhOnXK+ROLKDFJKXH73/LMjhEAClUKFSqFCSS9SGk1w5cggoyeHUZdgmyqqQv3GRkZPXuHsD05TyZdp2tJCpCV6Q0H/jxJyyTzTQwkqpSo9e9tv6dEnJ9IMnhyhpiFEy6bGJbfJzOQQAvy3iEYJRUHRdSrTM7AGL+lOQEpo2dSIw+0gOZZm5kqCWMedSwfdDMVsiXJhZQS2H3VYhom1whI0RVVwB9zEu+MoqkK0tYb63jjBeBAh7GPlZvPUdURRdZULb11i/Pw48Z44mkMjGAugKIKZoZl5bodRrjI1OEP/4QHu+6n9mFWTMy+eYfLSFOHG8Pxxpy5Pc+qF03jDXrxhL4qmIPxxlOY9C5NDy7BLUaVlL1NUsCwUXxzh8tv5Y2cA4bFtnGVKyku0zV0L1mSEXS4nNTVhGhvjeL1uotEaMpks1UoVllEgjLRGcfndZMaTFFN5jJJBoCeEJ+xdFIqxjXCES2+cZ+TYIOV82b55NT60W+Qs5Jwyk1k1qRTKc0IWEimhWjYo50ooujovS7bScKO07NIVs2pSzpbm69eklFSLVcr5MqqmoujKqkgWC8c1qOTK896atCyqpQqVfBlFVxeRGAB0nxvdt7xxDIVCDA1d4fvffwGfz8vk5BS1tVGctyDIpE+cx1ETwtu2dM/d9xqlbInLBy6Sn83h9LlQdQ3LNMlNZ+m8t4eWHW24g/Z9CDdH6NjbxYXXznHoz9/G5XfN57VdAfeyebdISw2xdQ2c+u5xJvvG2f/ZB3EHlyaH/HVFLpHn4qEBjK3NyxrhwZMjqJrCxgd6lj2OWSph5vNowYA9QayP2WId73FYXyiCnnu78ATcXDx0mbOv9+HyOvFHfVw6dJmBo0NMXp7GrJr4Il7inbWoukr/u4NcOTlCajKNUAUOt4NYRy2WJe11p0bIzuZweBxoukZdexTHdTnAUq5MtXTzye5fF0hLLhc9vgGqrhKMBQhE/bzwOy/Rsaed7nvslqH5ZB4hBE6vg3UP9OKNeJkemKGULVPKFIk0RWja0MjsUILJ/skbju3yudj02AYUVWHg8ACFdJFyvgISsjNZjn37OKnxFNue3bqQg3dEEJ7rlN+Wqlm++uxeR9A1TZNy4X00wufOXuTdd0/Os29TKTuc0traTCi8dAgr3FyDK+Bm9MQVEDbjsK6n/gZj6In4CDXVYJQNxs+OYhnm/L5LGU0pJeNnRsnPqSmZFYNqqUI5XyY/Yy8DmOwb48x3j6M5dTSXjqqrKKpCTXstgVgQ7RrPR0qJUaoycX6MUrqIaZiYZcPuzpTM2aUz2AZ49OQV+6W87rh1vfV4a3yLWHxXjzt+ZpRSrohlWBhlA6NUITOZxjRNkFAtVhg+OjjfDlJz6baRVxXi6xvwhL0oN2EHbtq0kdnZBC+99Ap+v49kMsmDDz5AOHxzmn/y8An8vZ13xQjn8wXS6QzlcgWPx00sdmvPJBALEuttYPzMCPlkHmlaOH1O4uvq6Xl4I/UbGnHM6e3WtNay9SM7UXWVqf5JCsk8gboAXQ+so1NVmBmYXpKc5fS6CDWECcZDFNMFuh9cN3/M6yGlxKoYlJJZHH4PqlOnmi9ilqp4Yu9dCUVyIk1mJofDrVPMlDAqBk3r63H7XBQyRVITGUzDJBRbXFOfmkiTmbXJatVyFcuS1HfWYRoWpmExM5Kk/8gQliVx+5w09sYpFyskxlKcePEsiqrg8jlxuBw0rbfDfde+k2YmS3FgEBC42lpsZv37IHbSsaOVQK2f5o2NSCkZOjFMIVPEX+Oz5SSzJZxuB+V8memhGSKNIXQJY30TVMsGDpeDfLLA7EiSSGMYy7QYPTeGaVrobp3MTJbEWIpIUxjHdXPhaql6S/3lv15YfV7dbpXKoo56qq7aPYoddvOMqzyhW7UedLh0AjH//Dh7VfTEMq05TegqmakMLr+LSqGCWTWXJ8LdtGZ58T6WYS2qtrgdrMkInzx5jksXB3jq6YdxXlNb5g8sH6ry1QXwhG0ZNbNs4K8LEOuJ3/BZ3UEPwfoQmq7a3iEQngtlLwVpSd78ny/R99JpjHJ13uhej3PfO8m5752c/1vRFBxuBw/9/SfZ/KGdNyhx5WayvPQbz3HlyABGxUAuEVorpQsc++pBjn314PwyVdfQ3Q4++Gs/Rs8jG1CvYe9KS5KdzvC9X/sGE2dHMcrVJckhxVSBd//ibd79i7ftBWLhuB/7z5+iY38PzpsMbhs3bqSurpbBwSESiSTt7W10dXViGCblchld15f02PWgHxSBUSgual8odO22SUojw2OcO3eBZDJNXV2UZ559zD72TVSB/HUB9v7k/hUdX3NqxNc1EF/XsKrrskx7IqQ6NBo2NRNpq0VISSVXnFN8s8sRrKqBomsY+RITB89Rs7ENb0MNmYEJcqMztD+7b1XnvR30vXOZky+fI95ZR2I8RT6R5yP/6EmcnU6mhxMcee4Uw+fG6dzRygd+8RHAHvDOvHGRi4cGMaoGs6NJEqMpPvkvP4Q37KGYKzM1OMDYhUmK2RKeoJtP/+qHyc7kOPnSeS4dHsSyJOV8hXB9kKZ18RvyLdIwqMwmKI+NY2QzIASB7dtQ71arx2Xw4X/89Pzv3Xs76N7bYQsEFUvc9+l9Nzz7pmlRLpd55HP3L/s8Pvnzj6zo3KaxNrLS3xQIxTaw2eksydEk7mvG9eWiT0bZID2ZJp/KU8qWyM5kCcYC9n0WN1MFE9S2RfnAP3mW5/7T85x/vQ/VoVLbGp0X+VkrLNN6fz3hzs42piZnOHXq3CIyVk93B0RCS+6jqAqhxjC+Wj/ZqQzukIe63np7HiXl/KxIURXcYQ81HXVMX5oAoKajdnmRDgnVkj3DEYpAdVx7c6/W27DEMkH1ak3pEobQsiTVUmWukYQAdanjLnV8qJbsInYpF+rIrj5gi46rKQszwkUP4DLHLS4c92bo6+sDYN++vfNdUy5d6ufkyVP09HTT3d2FewlNX1d9jNLENImDx3E3xOaVcDxtTYi19hSew9TUDI2N9WzevJ5z5y5gGAaapi2aDb8XmG/vKEEiyc/mmOgbo5DKc+9nH0QogsJYgtnTA2geJ554hGq+RHZokmBHPeH1rbbetQDd47LTAu9D5FpRFOIdtXzoi48tWt62uQmnx8mZ1y9QzCywdC3DYvziFNHmMI9//n6unB7ly//m2/Tu62B2NEkxXaT3ng4e/+x9DJ8b5+v/8XtMDsxS313H4z9zv+15u3Q+8o+eWPaanA311IRDVCancbU2/1Cxy0ulMgcPHGHfvbtxuxdPCvL5PMePneKee3cv0lpfC0zDWjFZ6W8axFwJZM/+bt758gEOfPUQuz66g42PbrS5BJrK1ZdJURX7XZWS6cEZXvidHzA9MEO5UGb2SoLtH9pG44aGa/azoWiKrQMtQFEFqkPDE3Lz0X/+If7yV/4PLp8Tp8dJuCF0W5/FNK33Nyd86dIA/f1D7Nq9FfUa1/5WL929P/MIrY9toFqu0tQeR/c4mBpPEI2FOXXkItFYmOa2GM3b2/npP/v5+eYEDq/rhtzL/DlVwUd/41Nz9Wqrh9PnQl/i2OHGMJ/6vc8vT3G/BVxBD7pTZ2ZwmmKmSMu2VrtmuinCT//pwmdLDCdIT6Ro392xouO6g55FofOl8Pzz3+Pb336OjRs38PGPf5QHH3yAf/2v/y3xeB3vvHOAxx57hKeffuqG/QpDo7ZIh6rM60ULVaXri59FuUmUYyVwuhycPdtHKmU3JE+nszz66P1Ea2vQbtPArxbVYoXJCxMUknkuv32Ry29fpH5DIz0PrUcIwdSxi9RsbMPXWEs5naOaLaK6HMyeGSLU/cORL/eGPTT0rqynKtiDU6wjyvm3+/mTf/o1dJfO/h/bOR/2izQECdX5UTQFVVPwBFyUC2V7ErkKp0FxuXA1rS4a8V4gncrwW7/9u2zYtO4GIzw1Oc3/+p9/zI6dW2/bCEtL3pXSp79OeOhzD3DfZ+4FAQ63A82pse7+Hjp2t+Py2ryVez65F2C+suETv/qxuRCzbaAdbjtFV9sWZdOjC+p5j37hkblOSRrrH15P177O+eN87F98GNWh3hHSpR2OvjO5/zWNfpFIiJaWBurr6wgEfPPxc6drMfGnXK4yMjjF4KVR6uojROtCpPMlhAKqx0H/hVFe/u5hHv3AHob6xxnsH2d8ZIZITQDTtBgenKCxpQ4EpJM5HA6dhpZa4g0LuT0hBJ7w2vrRlgsVvvTr36Xv8CDtW5p44BM7WbenfT6XdTviIIkrs8wOJ0gMz6K7dJw+FzOXp4g019idolJ5NKdOtVidaxeokJ7MUEoXqBaruIJuPEEPlWKF7EyWcGMYRVOZujyNt8aH7tIppgpUS1Vq2qIE6hZY0lLC7t272L17JwcOHOSBB+6nXC7x9NNP8c47B0in00tec+zJ+4nev2vxQiFQPbcfTgyHQ7jcbkQ6S2dXO/v37yEcCaMqN47w+UyR1/7yMNWKyeTgDJF4EKNqoiiCez+8jVhbDT/443eYGk5QypeJxINsur+b5t445w8NkJ7Oce+Ht+IJuDl/8DLTI0kaOuvo3NYMEgrJPO/84etMXZpE1VWad7Sx9SM7cc4NAI6gl+SFYcqpHFbFJDcxO8e0NMiPz5IbnkZ3O1EdOrmRaXLD0+RGpvE2RN8zQpeiKOiOlVtHIQRGxaS2tYZ193QSrPPjCbrnS3VUXUXR5prZC4GiiEUdeCzTmu+UdrPPKISAuzSpSibT/OWX/4qZmVmmp2ZJpzNs3baJD3zgccKREN/59gucPnUO07Lo7e3koYfvo6EhzunT5/jmN57n3cPH+bV/+1/w+bx85KNP093dwcmTZ/irr3+Xd945zL/6l/8Rh8PBJz/5ETZv2cDpU+d47js/YGp6hnKpzOYtG/jgh56ksbF+2WtUVPE3itS3FriWEONQXMoisZCr7+JVeJcZ41VdXaQVcq3Qh0NVcFxzzDtZXWOaktL7GY72eD0gBENXRnHo+nw4rre3k5qaBYJKPlvk8Jun0XSVXKaAz+/BNE2qJRNNU/EFPEjJ/P/hudrMk0cuUqkY6LpKIVfC6dLxh3wEIz58/jtXMmOaFkPnxjnzdj9CEex4dP0dO/bU5Sl0l4437KWQzFNMFykXKoycHsHhduAJefCGPBSAqUuTXHi9j+77ehg9NUxdV4xKvsx0/xSmYaHqKqVMiZq2KKmxFLpTQ1EE+YSdI6lpXUw4CgYDhMNB2tvbOXDgEJOTU1iWRX19HI/HsxCSvQ6u+N0r48hl88TjdTQ2xsnn8sRitfZkZ4noiVk1mRycpaYhhNOtU8gUcXpsmcqBU6PUd9bSua2Zhq46jIrBmbcv0Xd4kI4tTQQiXl76swPseGwdbr+LobPjlHJl1u+bizQIO5qw9SM7KaYK6B4H4eYItR11CzXt61up5gpoTqe9fV3QbmtpWrgiARru34wz4EX3ewh1N+KuC+EIeN7bsLSY/2celiW5fGSIk6+cZ+T8BEa5ykt/6GLzw70Ea/1UKwbTV2YxqgYOtwMB3POxHZhzUZllM2sCos1hLh8f5lv/9QfUtdZwz8eXV9y6G7AsSTqd4TvffoG/+3M/jWmYfP3rz1EqlXA4HZw508fBg0d59tnH0HSdA++8y7GjJ/H7fTQ1NbBz51a+9KWvs/++PdRGa2hsrMftdtHa2szWbRt5/vmXePDBe/F6PcTidje42roo9+7fTbFUplqp8sd//GV27d5GQ0N82aifqtnVDCuBP+rjwc89gD/q+5E03C2bm/FF7rwgS2Y2t+YI5HuF1GSG3AqV0W6FNRnhnp4O2/hee1GpzA2dP6RlUSpW8GouHA4d0zRJJXMUckVy2SLBsA/doSItaYcWYhGQkkwqj6IIdM2Nw6lTqRj4Ax7qYmF8/h/uWuGruFqmYBkm5XyZzERq3guTprQ7/cSC9gAo7BBLbo65GowFbdnFTBFVUxdJyimKoJgpgmI3ybZMk+x0lkBsgZUeCoU4c+YMs7MJDMPgO995DiklfX0XmJ6eJh5feRjzTkFRFEzDwDBYpO51M9S1RPAGXeTTJQI1dgvC5EQGo2qSSxWplqsIAcnJDNWKicOlE2utweVxMjOawjQsW3e8xks4bt8fIQROn4vehzcse15PbQgZXdj++p6sztDCwOMMevE1vjc1qFfRuC6OL+zBG7pxQurwOAg3BFBcAo/Hg7/Gi+ZQGb9kN0Spa4sSivkp5soMHBtm5PwE8c5aNtzfPX+PAlEfO57aTE1DGFWzOQW993Ti8ZuUshO4PSDn+sBe/z1Kq4Q0ZxFawx3NCYs5Ao6qKiQTKTRNo6OzlU2b1qGqGoODw7jdLh597AFcLheXLw8xOTlNIpFk48Z17Ny1DZfLxf79e2i6Jlze0tLE9u2b8fm8PPDgPQSDc2IMpkWxUCSVziAtC0VRuHihn2w2d1Mew9XqiJXA5XOx+fGNxLrrfvhbZi6BtWol3wqvfukQ0yvsa/x+IZvIM3Rm7I4ca01GuLu7ne7u9kXLXvj+qyjX0bjdXhdbdnVTKpapq4/g9bnxBdxomopRNfD63TS326UOjS21hGv8WJZFz8ZWnC6dcrlKQ1OUTCpPJBrA8SMkoFDTUmMbS2nnl3WXjjei4Q66cXgc+CL24OgOuGnY0EioIUx6PEVtey1OnxN/rZ+GjY2oc+zcUH1onsRmmRLdpeNwB3F6bqz97enpZmpqinQ6za5dO8nlcuzffy/Dw6N4PJ6bqmbdLYRCATKZLIVCgWBoZZKQTrdOpajjdNsG1jQsKqUK08MJDj1/inhrDU6Pg1yigMvrQmK3ZNv11EYGT48yfnkaX9hDY3dsEXdhJbj2+t4rglEmkyVZSKMoCg6HjhAKHreLdCaHYRgYhoHL5cRT50QPh5hKTlM0SjidDmZmErjdLnz1buKiBj2hsGXLRvx+u+nJ1OAs1YqBL+yhtqWGQrrI7HASRQiCUT/xa8QsgrV+dn1gy6Jra15fT2NnFauiIdQgVmUIoYVBDYFVRsoqIJFmAqs6gqb4sayCbagVL0K5Pf1oIQQOh04sXsfg4BX8AT/btm1i85aNSGlhmSZOp4Or/ryuaZRLZapVY/77M01zTg/9RiN6/bpMJsPx46d54/V36OnttBWd8oX5qMFy0F36itW4pJRUy1UURfmRNMJ3C2//1TEuvjv0fl/Ge4ZVGeHp6Vl8Pi/lcplMZnH3nr/6+vPE43XUxRaEtT1eF9v39mJZEmVu1lTftLBeSsnTH9uPENDSsSAz1tQas8tCrtnvRw0NGxoXeVA2048bKPWhhjChBjuEH2leKB73RnzEe+vnB4arZRWRpogdxlXEfJeg62feu3btZPv2bUgp5xnIxWKRN954i2i0hq6uzrv86RejUqmSyeYIBPzE6+vI5ws3eJfL4rrVRsVkZiRJLpmn40NbCdb6GbkwOX8PHG6d7Y+u42u/+SKVQoUdT2ygaRUEpvcT585dYCo9g9PhpCYaQdc0TNNE03WuDA3jdDlxuVzoukahUCCVzNDQGCcQ8DE5OUMsVkcw6OfsuQsMXB6itbUZ/5x+c0NvjIn+KUbOTzDRP22XgNV46djRgtO3Mm1wKSsgNBS9ASP3CkKLobq3YlUnkFYKUMDKI40kVuUylpFAqF4URwfiNhuYSCkxDINsNsfGTevp6GjF4dDRdQ2Hw0FjUz1vvnmIc+cu4HQ4GB0dp6mpgfhcaFnTVHw+Hxcu9JPPF6ivjxEM2jwKTdNwu92cO3uBcCREY2M9qVSG8fFJNF3jwYf2Uy5V+IP//ee3FONx+53L1plfD8u09ZqXSw/9X/zNwKqM8A++/xq792zj4qVB3nrz0CIm4ckT58gXbtTOtENIy9eCLjcG32y/HxXc4E2t4eNcnze91uCKOWH9paBeU1IlhB2afPLJx1d/AXcAqVSaAwfeZXJimnA4iNfnZcuWDcvXCCsCl8/OAetODdNwoDs1VNXCH/HS1BtHAD/443fwzdW4dm23m2QoioI36MHtcyItC2/IjftHpBvS0SMnCNYFKTnKhMJBVFXlT//0K/yn//yrnDx5hsd2P8jFi5c5fOgYuq4Ri9Vy6dIApVKJj33sg8TjtSiKSqlUQkpJff3CxDYY9fPwT917B67SQmICCtJKIWURaaWR1XGE3oDi7MEy3sYsnUNotUgzg7QKtzzqrVCpVEmnMiiKwl9++RsIAblcngcf3M+nf/LjbNmykTOnz/Mf//1vYxgGGzetZ8fOLTQ02PfA5/PywQ8+wX/77d8nEAzw+Z/5Se6/fx9CCMLhEA89dC+//u/+KzXRCL/w9z7Hhg291NfHePnlN/iP/+G/Ea0J09bWQjB4c7KmO+jBtUR0aimYhkV6KnPH2NSmaVGtVLFMC89NFPWWg2VZdqvAJSReLdPCsiTabdbX/l/ciFUZ4abmerw+D8NXRknMJrnv/r3z6w4ePIr2PjTw/r/44Uc0GuGRR+5HUQT18ZgtG3oTD9gX8vCJf/jE3IRDLtL/l5ZE0VR+8f/7Seywgr1cUWxG71VkE3k6tjYRbXzvlKxuF21treSMPHV1NmltZnqGD3zwKV78waskZhO8+uqbOJ1Ompsb5mvLt23bxPTUDN///ku0tbWwZctGKpUqkxNTDA+P0tZ2Bzt4yQpWdQRp5RGOJrAKWKXzWGba1k23cpilM4CF0BtAllG0OhQlcMtD3woTE5O8/vo77L9vDz/+4x/G6/Xy7W99j9HRcQYHrnDPvbv5hb/3Ob7wc38HsCNH15a+RSJh/vm/+CVM00IIsciBqK+P8a/+9T+eX+dw2GI2H/jgkzz19COAmItmWTgcN+bBr4Un5MHpX2GXH8MkM5G+Y3XF0xMJ3nntFOPD0/z8P/nxVe+fSmSZHJtl/ZYbyyVnp1MkZ7P0bGy9E5f6f3ENVmWEd+7aisOh09vbSX19HQ88uKASdPjQcVzX1N9dOn6Fb/7OK0wMzfDLf/C3ySYLvPG1o1w8egWnW2fz/T089pN78YU9nDs4wOtfeZehs+M4PTqb7uviob+1e8kB1DItMok8Fw4P0nd4kLFLUySnspSLFVRNxRdyE2+P0ru7jV1PbsQbdN920+xCtsTxl8/znd99nXyqQDgW4Cf+6TO0b25cRIG/FgOnRjn1xkUuHh1iejhBpWTg8jioa42w4Z4utj3cS7Qp9EPR0PtuQ1EUPB43lUqFoSsjJJMp9u3btez2Qgh0580fzaXqxjOzOU680se73z+DN+imdUMDwdofnW5I992/D2fAga7rqIpiGwVFYJomyWSKe+/dQ319bD69IaXE7XZjGAblchmn04nb7cLv99He3kIgcPvG71oojg6E3oBAXRC7R6Iyp6uLgu0pSwQaYILQQdx+K8xQKEhXdwe/97t/wvlzFwFBtVrh3nv3sH5Dz1weffnzCCGW1U5XFGXJdbqu3UA2vRUCtX48wZWRR42KwdTl6TumsGVZEtMwqa6RWTxwcYxXnn93SSPcd+YKJw5feM+NsCfopnldnI4tPxz1+VeRTea5dOQKEwMzt32sVT1hXq/9cG3ZugHLsgiFFhi5n/v8p2htWRB/L+crjF2e5sq5cS4cucI73z7BuQOXSU9nUVSF2bEUpUKZez+0la//1xe58O4guWQBVVOYGk6QSxX5qX/xQYS6EI6VUtJ3eJDnfvd1Ri9Okp7JUciUqJSqCzNch8rlkyOcebufU69f5IM//xDNvbElQywrQT5d5NDzp/j+H73N5ZMjROIB7v/4DmqbwzeQKaSUGGWTH/zpOxz5wVn7GmdzlPK2QpaqKQydHePikSuceuMCD/zYLrbc341zhTmkuwkrMYx5+SBKrAe1ecutd1glpqdnGRy4QrlSIRDwY5rmvJrXnYLL66R7VyuReBBvyE2sLbps+GzyyAWmjl1C1TXqdnQT3bxANBw/eI7pY/3oPhexXT1E1t26mf2dgN/vxT9Xm37tfZFScs+9e2hubpwnWl2fU5fSN/+3pml4PEtrrd8OhOJCcH1o/6oXt6DytpAiuXbd7cHr9bBz5xa8/+ALaKqKRKKpGvH6unlG8w8DQvUhfDUr0y2olg3GL0zOC/fcCVTKVfrPj/B7/+WvSCVytHc3cN+jW4k3RhkfmebogT4unruClJK2zgbuf3w7mqZy+tglvv+NA5w8chGP1/6OP/HTj6FpCiffvcjzX3+b/gsj8ynEn/iZpwmGvPSfH+H44T5GBqdwOHU6eht55JndOBw6L3zzAOlkFk3XmBidQVFVfurnnsHpci6KWt0MgRovmx/s4YEfX37S/n5gcmCGcqH63hvhqwgv0aRh46aeJV96o2Lw0p8fQFEU9j6zmWKuxMUjQ4xcmOS1r7xLYjxNIVving9tRVpw4cggQ2fGOfFqHxOfuYdYe80iY1cpVUlMpJkZTdHcGyfWVkMw6kN36lTLVaaGk1w6eoWhM2PMjCSpa43g9u0m3ha94dpuhXy6yMHnTvLSXxxk6OwYjV11PPl39rPnmc14l+jMU8yWeeuvjvLin77D8MVJog0htj3US21zBIfLrncd7Z/mwuFBEhNpKqUqylx98vtdJyhLWcyJCwhv5NYbrwGqqqI7dDRdI7RCdvRq4XDpxNuiK/quXRE/iqpSnMlQnFksXuKuCYAiKEylKc1m7/h13gzL3ZfOzrY5xrRYcrv3g809d7Zlfl/q77VD0zRqaiLs37/njh3zbsAf9eGP+tEc2i0bOZhVk8RIgtxsHnfAfdt6xgCVikG1atDe3UgxX+LA66eob4ricDroO3OFvjNDrNvcirQkB14/TWNLHR09jUTrQkTrgugOje71dgrD5XKgKILaeJhw1I/risNeJ8Cha+SyRY4d6mN2Ok3PxhaymQJvvXSC3o2tNLbWMdg/xsxkit5NrXStb0FRBKqqrqqplsvrJNZaQ2P3Dxu5UtyxKNuajHBfXz9G1WDT5nXzy95+613Wb+heJNYBdvi4//gwn/wnT7P90XUUsyVe+ouDfPf33mBiYJpSrszHvvgoOx/fCEhe+vODTFyeIT2TY+DMKNFrPE4hBPH2KI/8xF5mRpO0bqgn3hElVBtAd2pUS1UmhxIce/kcz/3u62STBY7+4Bzr93aszAhfzTtKSTFX5vD3TvPinx1g6MwYzT1xHvrkbh78sV24vDfmhcrFClfOj/Pc773OlXMTtG1qZN8Ht7Bpfxex1hocbp18usjoxSlejRzmxKt9nHr9IqFaPy3r4tQ2r9z4mdOXkdkZqBSQRgXhq0EmR1GaNiOcXmR6Apwe1LouZDmHOXgUJdaN8EeR5TzWzCAyM2E7KqqO1n2fLbNlVjDHzyOlZTez9kXQWudEGW5zYI/H6+aZurqurSoMn7wwQjmdR3VolFN5W3hk73o0t4PCZJLsyAyVdB5FV/HUhQj32rrFib5hClMpzFIV1aHhrY8Q7rHDWsH2evITSZJ9wzecL9TVSG5sllT/+Pwys1IlOzKDUSgRbK9H97rITyYpzWZwhnz4GmpuOM6dghDiBqnFH0aUChXKhTLB6I9OCuBOw+F2EIwF8Nf6SI6mbrqttCTFbImx82ME4wHc+u0LEamqQrQuxCPP7AIEh98+y+R4An/Qw6VzVxi8NMaWnd1IKZmdTjMxOkNHbyM9G1sZGZri/OkhHv/Q4mYk6ze3c/HcMDNT6UXrLl8cpe+03dija10zQhSZHE8wPjJLXb09nvmDHtZvaWfD1pXJ8l4PzaHh9t1eedsimGWkkYRqCswCSMMeB70doIUQyspMoqopuO5QBHNNRvjwoePk8wU2bV43Hxb78z//Ol/4wmduMMJCEUQbw2y6v4v6ud6cPbsmee2rR8inCri8DnY/tYl4my3517axgXA8QD5dZHJo9oZ8SW1TmIf+1i7bMC/RQSMUCxCOBzh34DJn3upnuG+CzOzNC+yBuVmaYneKKVQ48WrfXNh7iubeGA//xB4e+uSeZW98ZjbPsZfOcfnkKC6vgwd/fBf3fWw7NfWh+W38YS/xtijeoJvkRIZTb16k//gw5w8NrM4IXzmBNdGHLGWhmELUtGJND6BVCig1LZiDR1CCcdsIF9JUD38Ffe8nUV1+zOETmINHoJQFVQPNidaxF5DIYtb+KeeQhRQIFTW+DpyeZVnYK0VNTfiGZ2OlmDjcR2ZgAl9jDdW83cSibnvXnM7zJZIXRrGqBtKy0NxOvA1RHD4X2ZFpkn2jVHNFzHIFV9hPuHsuZbLKSYVVNcmNTDP+zjl6f+JhNI+T5Plhkn3DxPeuv2tG2J4QlUFx2uSnm21bmYHyJChOcDcjhAOkiSxcAlcjQru7xnFmNMnIxUn2PXPn0xk3Q6VSIZlIMTM7y7p1PYsqA24H4+MTTE/PsGXLplXtV9Mcoa6j7pZGGGwn5eLbl2jd3rqoo9BaoaoqLveCk+DxuLBMi0K+RD5XYnoiyfFDfSCgo7uRSDSINufkSGkzpG8oHxRzbTzn1l1dXipWyOeKzE6l54+5YWs7Xv8CDycU9hOJLt3ediXQHSqu261ukBJkFVkcRhYHId+PLI1ANQlWCRCI5s8i/JthzghLq2yvr8zaN8DTjlBc8+OGoio4ve+DES6VymQyWRKJFPlcgcGBYSR2Y/pUMo2xRG5DURQau+twzLU8VBSBN+AmEg9Szpdp39SI0+OYD8e6vE58IQ/ZRJ5c6sYaOkVVbqpII4TA5XXQu6edvsOD5DNFKqXqQtOjZaDqKppDo5Qr0ffuEH/2q99hZiRJy/p6nvzsfu776I5lSVhSSpKTGY68cBaAxq4YG+7pXGSAr0XvrjbqO2u5cGSImdEUF49e4f5VygCKYAylvtf2iC0Tx75PYw4eRnqXMnRz99CsYp57GeGvxfHEP0S4rxmUhYKsFtF6H8Sx6xMYV45TefMPsZKjKHUdsEqxizsNRdeo2dBGfO9C9CU7MsPU8csEWmppeXQ76cvjXPjK66QHxon0NhPb3k3tZnsGPnHwPBe/8Zb9PInVTyk0j5PYzh4uff1Nyuk8ntoQhZk0lpTUbLhLOWMpwSoh85cRvp5bEpxk7jxy4q/AEUFp/jw4am0G85XfRWn+LPhvbUwqpSqFTAnTNDGqll3mFbTLvEzTopgtUS0bIMDpduANuJASSvkyfUeGOPryObq22fcjVOufV9y6m0inM7z19gFe+P7L/OZ/+XU8njsjbfvaq2/x3HPf50//7HdXtV+0LUp9T5y+Ny7ccltpSs6/cYG9P76HcENoxWpby6FcrjAzlWJibBbLlMxMpdi+t5fmthgTI7OUCmV+4vNPoaoCw7CIRINzRtv2oqUlGb0yje7QiEQD6HNtTFVVxTQsxoZn0HWVmtogsfowrR319G5s44kP2+Ve0pLUxsPzXIyblaGuBLfrCduT2BLkL2GN/hky8QZUZljUpU6oiLpnwLcwtlDNIJPvYE38le2MdPxjpLcLIWwboKrKikvRboVVGeFzZy/yJ3/0FX7wgzfIZLL8xZ9/HSklpVKFJ598cOl+wkIQqPGi6QsPl6qrON263d4wFlikZqSoCpquIiVUy9Ul2/ZdNcxXBTBsJan5f0DaZS5CESDtejzTtNCWaBYwfyN0O1dx6fgw//ULf0p6Kkv7lkY+/kuPs/OxDeg3UcGREnLJAoNzMmatG+pxeRw3VdcJRLx4Ai5yqQJTw6uXaBO6G8Xlx6oUQSigOZCWMc9YvaquBRJpmSDBKqbtB84TBpdv4eLnoIQaEL4aUFSEpiNcPqgUWPJLeI/hrg3ia14s+FCYTJAfm2HqyAVGXj0BgO5zYxQrmOUq/d9+h9SFEXvbmTRGoXTLydhyEEKgOnRiO3vIj81iliqoqkKwLY6yRtLfzWA/2xUoDsPk18H195B6iAUC1LXfif3+KJH7sCoJZGVq+WNeJU8t4VVLKbl8aoQXv3SIxESa6dEUmUSeD3zuPu7/6A4SE2le/eq7DJwZRdEUttzXw5OfuQcpJQefP8Urf/kuYwPT5JJ2XfAv/ObforbpvSwRE1iWtSAFO0f8u+rF2Z/RdmauXXf15+r66wWCrq6zLGu+bv9mE4toSw3xnhiKpizb3/zaY09emmL07BjRtprb0mIWQuCf0+H/9//vHzE1kWDr7h661jfT2FJHeVeVybFZfuUX/juqIrCk5Iv//FNs2t6JpqnEGmqIxsL8w8/+JvH6Gv7xr/0UTa02G7+ptQ6X28kvfe6/EG+o4f/3G58jWhdi34ObeeFbB/mVn//vKIrA6Xbwq7/9c0SiAfseK4Lb4QboDm1RU4ZVQUpbzS17BuvsL0FlEqQ5dz3XkwcXQ2g+0PyQtHu6y/B9CEcEnHZuWtHeJ09448Ye/vm/+ods2NRLLpfn45941r5g7KYOgSWMsJibMV9LPBICu3OQEHapySqnSkbFZGY0yak3LnLl3DjTI0myiTylfIVquUq5VCWfLFLMlld8TMuS9J8Y4bWvHCY9ncXhdvCxv/8Ym+/rvmWBeqVYIZvMU5lrp/j2t45z/JU+VH35WW0+XaSULwPiNppD33jfhOZCGlVEpQBIZKWINT0AloHiDoJlIgtJKOcXDDHMGae777XcDq6/NG88gjceoX7felqf2IWYC5s5fB4S569QmEzS9NBWols6GHntJJe+/ubtnV9VaHlsB/3feoeZU4PUbGylbttdUh8zMsjMMeTkdyB/AWn9FiK0ExHcjSz0I2dfscPUVhWl5XPgbgVx85m5TB+C3AU7VF3z0I3rLcn0aIpSvsz/818+SS5d4H/88lfp3t6CtCwuHruCL+zhn/7hZ6mUDf7kV7/NpePDrN/TxsM/thtVUznw3ZP8g//+kwD4w++dznulUuXy5QH+yT/+F8zMJuju6uAjH/0Au3Zt59Kly/z+7/8JI8OjlEolNm3ewCc+8RE2b95AIpHkzTcP8OUv/R9UVaVUKvPzv/B57r//nvljG4bB5cuD/PZv/y8+/rEPsmfvTny+5Y2l5tSobYvSuq2FgXcHV3T9R799nHhPDN+etRvh2niYpz+2n0ee2Q3Y4h0Oh45nLpzb3B7jUz/zFB//qUfn9wkEvfNOUPeGZn75Vz+DUTVRVYVAeOFaNm7v5P/tbsAw7HXBsB1F27C1g/buRqpVm4QmhCAU8SOE4G999ok5PsPajZXmvB1PWEL+EvLSr0FlyjbAjhjCvwHcHVCZRk59a+ldFSc44+BqhtIIMncaEdk/b4RVVcHpuTMyyqsywg6ng4jTwQMP7qNaNWhqalg0MC43gCuqckNOUcz9o6orD1dYlmTkwiRvff0ox14+R3omRzFXxqiaOFwaLq8L3anhcjswygb59MqduMFToyQnMgz3TWCZkkqpyonXLtDUG6d9U+NN9zWqpm1I585Vylco5VdmWIWQmLeYLa8Gwl+LEqjFHDpGaXbINqzBGCgqqBrahkcwBg5R+u6/R6g6ODw4H/yZOQ8a3ttWQLcHd22Q+O5eZs8OceYPngch0H0eNn32STyxMFbFYOTVkyT7Rigls3hiYdvrKZtc/u5BJg/3UZhKMXtmiFIiS9NDW9G9Lvq/8TZTRy9SnM2QujBCcTZD4/2bcYa8uGuDqC4dK5lF9zhxRe5SeYzqQXg6IbwPiYUS/wi4GkALIvwbEM4YGDlk9hQyfQShR8Gx3GClINNHAAWcdXbuawkIReAP2xGkb/3ua5imxcZ9ndQ1R8gkClTLBrVNYcKxANWKQV1zhNmJNMV8hbomLx6f/f6F3ofabNM0KVcq/PTf/hSqqvIXf/FVThw/RUdHG/X1MT7zmU/a+tvVKr/zO7/L5f4BNm5cN9fm8Dk+//mfJlJjPx+trc02i1cRlMpljh07yZe/9DU+8OyTbNy0Hpfr5p6ZEILa9ijrHuhZsREeODLIpQP9RJoia244r2kqms+Ndxm1LF3X0IMay307DoeOo2Zpw+J06jiX0O53OPVlNf39gbVNwp783H3sfsZ+Rhu76wissOTresjyOFbiTWT+AkgDUfcsovZphLcTFDcydWh5IywUUL0IbxeyPAaFATAWKiUU7X0KR19FS0sjmUyWwcErIKGtvRnDsNsTLsV6val3tYoxf7hvgte/+i6vf/UIs+MpWtbVs+vJjdR31OILeXC4dTRNpVyscPyVPl7/6hHKxZUZw9RMDkVV2Hx/N0IITr5xgSMvnKWmPojTrdPQWbf8R1DEolzO9kfXs35fO74V9q9cKmRXGBrBzBdw1NXgjC4m/ait20FaCM2FiLbZOU6XH93hQqlpBqcHpaYNaZkITUdb9zBKXSfoLtTmrQhPGCtr6wej6qC7EOEG9C3PIgJ2yFeEm9B3fhxR02Ib8PcR9fvWI00LR3Cxl6A6dOq2d+GpC1HOFOxJnUNH0VTcNQHaP7CXaraIMpdKEIqCUBTQINLbjLsmgFkxbFZ1bRDN7URRVSIbWvDGw5hVA9Wh46kLobns8iChqZgVA28sjDceRrlLMn5C0ZF6EJxxhBa0iSF6CKwqsjgyN7BYyPIEKA6EXL4cRlZnYeZlRM2DCG8PwrE0iUwIW3XM7XXSuq6eYNRHpD5IJBaweRVCzEeXpCXJJPI0dtXNpXLs0K5ZtWwZxiVIk3cTmqZRVxtlw4Z1eL0eXnzxVTLZHDMzs7hcLt599+i8F3fxUj/pTIZiscTM9Az5fJ577t2N2724tlpaFkODV/iTP/4yTqeDrds2UVsbXRGzP1AXoH1nO6H6EKnx1C23L2VLnPjeKcKNYbY9u2WeQ/M3EdsfW091rrzL6XYsKcyzIpQmIP2u7QF7exHxjyOCO+xQMyDzF2++v+IEVxOgIMuTSLM4b65sT/h9ZEdPTkxz9NgpBvqv4PV6+PzPfornvvMi+/btoL7h7tRzWabFxSNDHPjOSRITaRq76vjQzz9E7+42oo1hHO6FGsrMbI7xgZkV9/UECNf52fHYevZ9cCtgN5YfODXK2986gTfo5v6PuwjHlvZ6dIeG2+dCURUs0yLeHmX/h7cTa1sZY/b6wnUjmyN/8TJWuYzi0JGGiZnLowUDYFmYRRWhOlDdLqTUqaay6CGBRRQHTkw1ghWwZ49mvoAW8GOUJGZiHNXhQIt0oV8nyCF0F1xTI6x4Iyjtd6dmeLUIdTYsu85dG8RduwT7UlOp29a15D5CUam5ifJP7RKKQWa5SuL8MKlLo5RTOeK7e/HW372yJBtzuStpcDXMIiuTyPwFZHkK4W6yBxjLZLnc1vxx3C1gGcjKNMLdDOLGV980LSplg2K+TGomh2VZzIylUBRBIOKltjHEpRPDvPTlQ/PiOA2dtfiCbhDgDdq1ri/8+QG8fhc7Hl2PZ635vFXiaoMHW+ZUYpo2HyOXy9PfP8DhQ0d56KH7qBompmEukEjFVUbw4mPZ/4PL5aKtvYUrQ8MMDQ0TCATw+W7tmTncDmJddWx+YiNv/unbK9KHHj0zxvHnTuCP+unZ3/U3trNSqO7ORJekkUQW+kE4EOF9CN/6eQO8IggVtCAgwMiArM6v0hwqda01PPQTC3Xr9Tdx1G6GNRnhkyfPcvjgcSRw5swFPv+zn+Lb33qB1ramu2aEK2WDsf5pxi5N4Q152HhvFw/82K4l87WmYZGazCJXIQdX11LDzic2svPxDVimxexYiu/+/hsMn5/grW8cxxf2cs8HtyzZDEBzaPjDHoK1PpITGSYuT2NUTXSntiZvwKoaWKUyQtcAQWHgCorDQWV6FikAS9qGNZejPDFtG9qQne9FQjWTpTqbsI13sYQWCiBUBUyJoyaM6vvR6Mm8WphVk0qhjCuw2KMxDZNSpkg5VybSsjbDKS2LSjpPdmSGYHucUFcDjjWG21YMoSFUH5aRhcxJ8LTbZRNmHqGoCL0GtBBYRdtDLgxCaRiqCWT+km28VR9CDyLqnobSKGTPIrUAwtfL9WGo9HSWXKqA22cTBguZIpdPj6KoCtsf7qV7WwuVUpXxgRlbt/rBHlp647i8dliuobOWrff3MHZ5mkDEi/EeNmaXUpIvFDl44F0kMDM9y7Ztdp/gvr40uVyeWDyGaZqEwyEcDh2n00E8FqMmWsML33+ZYMge/Ht7u4nF6uzubi1NfPazP8nv/96f8MrLr+N0Olm3rmdFDOxAXYCdH97O6RfPkp5I31KeslqqcvHtS+guHafHQeu2FpT3gF1+K0gpqZaqVEtVXD7XHREVua3rKadAdSC0W7x/ZtEuMVI0hG+97dmuCgooc96uNBflNjVdI94R5RO//OT8smDt2vL5azLC01OzxON1PPDQPn7nt/9gnml4Nx+VStEWAjANC6fbQX1n7ZIPp2mYZGZz9J8YXtUgoKhigVavCB7+iT2kpjK8Uqhw6dgVNIdKTX2Qjfu7bii7UBRBIOqjd1cbB75zkksnhhm9NEWsreamnoDNypzzd67xhh2REM76OoSmobidGJkcoV1bmH39IIpTx9PWgru5gdLEFKWxSRyRINVUGkdNmMLgFYSqYuaLVFNp9FAAI5lG6BrezjZcDXHUO1TC8X6jWrSJeNKSqLqtUDQ7ME3LzjYq+TJGxbAnH1KSHE4weWF8zUZYczuJ7123qETqbkMoTqQrDnoYmTwIVsXOZ+k1yMwxsE6AooMWs+uBc+ftWmGziMydtUPC/q3gakU4YuBqRaaPIHN9c0Z4MWbH0qRn8rSuq2frA91IFvSIK8UqDZ21NHQu35KwsbOOxjV6A7cDTdOIxerYtXMbr7zyBjOzCdrbW9m6bTOtrc2kkmncbjff/MZzhCMhenq6aGqMImSWdb0NfPCDT/Htbz2PpmtYpsWnPv1jRKM1RGoidHa1Ew6H+MW//wV+/d/9Z0ZGxmhublyREXZ6HDRubGTbM1s49H/eJZ/M33KffLLAmZfOUi1VeeIXHiXWE8fpdbwvGvNGxaCYKVFI5Zm5MkulUKFnfzfe8NpytHcKcvYEwlMPoZ5bbCjnokg6KC47z7sqzJU3IW0DLq7WU1cBE6fbRf3c+yBlFawK0iqCuHVN/7VYkxHWdA2JJJ8rYFQNUqm03VbvLs7YdKfd1k4ogmqlyuxYimq5ilDsGjekHU5LTmY483Y/5w8PINfYncTWoNZ45mceIJ8u8cqXDnHh8CBf+80fEGuLUtccBmVxzqumPsg9H9rKkRfOkp3N88qXD+ELuVm3px1VV+dDzlLaXpVpWFTLhh3y8jpuqEEWmoZQVRSHA8XpIH3iDHooAEgUlxOhaWg+H876OjAMfB1tuJrqGf8/38bb1Y5vfTf5/kGQEk97A+XJ6bn9/vqEuGYGppm5PIVRrhJsjOAOupkdmqZlRxsTfeOkxpK4Ay5qu+K4Aq7bFhx5zyEUhDOG2vMvFy/2dEDsAzdu7mmFuqduWK52fHFhG/fyJMNYWw3DFyd54xtHOfnmBUzTwhtws/epjYRjAUzD/KEMkYbDIR555AEeeeSBJdfv2buTPXsX1+Fb5UGs4nGCbh/PPvskzz775A37PfHEIzzxxCMAuFxO/vW/+ZVVX5vb7+KJv/coQyeucOXEMEb55lKWAIVUkdM/OMPU5Wk+9E8/QPuOVtxBt9197C7J214t07IMu52hLamZpO+NC5z+wRmGTgxT3xunZWvLIiMsTZuhj7QWyJ2a254cmuW5ZVdTKgJ0LwKBtGyjNb9e0RGa7bBIowiWAViAYvNWFKftjZpl5NC3ILoTPHHby1XdS1fYKLpdZmRVkNXETXkTS9wQu/qgNApI0COIOa9YGjNIYxrF2QVCBzSkMY1VGUYoXhRHG6gr94rXZIR713XxnW/9gF/91/+F0dFxfurTv8hTTz9MXd3q9ZlXCpfXSbQpTCQeIDmZ5a1vHKN7ewtbH+qd7yl7+eQIb/3VMd78q2P4gm5yydtrmO0Nunnqs/uplqp8/4/f5sLRIf7gV77OL/73T+Ody4NdhS/kYcsDPez/6HYOfOcER39wlpmRJNseWcfG/V1E4kFUVaGYLTE9kmTw7Bh9hwZo6o7xiV96grqWxfnXwKY5j0sIIvv3LBQ4YhOMUATOWBRHNDzf3g9FofGTHwXVJiC5GuNIKVFUFU9Xm73fD3EJ0mqRGU9jVAx0jxNPyIPL78Kq2gNBbjZLuClMTWvtnHG+faH1v+7whzzc/9Ht3POBLQuP9tyEtP/0CIqq0LX5h6ubzVohHC2ojkbudjWAUASBugCPfeERvvMb32Xs3Pitd8Iuwxzvm+APf+5P2PTYBvZ9ci/tO9vwBO9OFEtaklwiz+iZUQaPDnH58GWunBqllC1hVs1lQ+ly+PvIsVehMAbFSTtas+WXEY0PI/v+GFmcANUJqQugaCj7fxt0P3L8NeTw85C+DM4wov5+xLrP2sc89/vI6UNQToIrimh6HNH545Dpx+r7Y+TI95BTBxBXvoOI7kBs+Ycs+T1qfruiIH8R0och+jjooZXeEaimkanDIE2Epws0O11hlS9SSX4NRYui+R5E9e6hmv4+yAIIF0p1FD1w46RuOazJCG/evI6amjD33rebyfEp2jpaWL+ui5ro3SvMF0KwaX8Xw+cneeGP3iIxnuaP/uU38fhdaA4N07Qo5cpYpkX75kae/tx9/Ldf/NK8cMBaz1nbFOaBH99FsVDhlS8d5Mzb/XzlN77HR37xUSLxBUKQUGxB75/4lWdw+128860TjFyYZHYszdvfOI46JwZimRKjYlAuVSnly4Rq/UtOFMQ10nuLIgzX/35NGkAIgXA6Fq0XV5ev+S788EJzaZTHyjg8ToQiSFyZZfryJNOXJjDLBrrLgea0VdBmB2eYHphi5vI0kdaa21Ym+usIodgG91phmqG+ccYGZ5gYmsEX9FDIFMlnS9Q2htAcGqP9U3gDbsK1for5MrOTGWrrQ0wOJyhkS3j8Trq3NBNvvfMTdDN/FKt0HmmmkKZdj6iFnkZxrcMqnccsnEIaCYTqQ3FvQPPda+9XOIlZOArSQPVsRfXuRkoTWRnBzL2NNHNIWbGbM7q60IJPAGCkX8SqjiPNJJg5hF6L5n8ExbU0ARDm3l0BvQ/0MHFpkgOVQ0z1Ly2mcj2kJSnny5x5+RxDx4ep74nRtrOV9p1tNG5owL8GjW5pSaoVg8xkhtR4isRYismLk4z3jTN7JUExU6RcqFDOl6kWqzd3YiwDUmcRnjrEhr+LTJxGnv4tRO0u0Hy2J2lWEbF7EN2fAQRoPmRxCjn+um1AN/wcMnEGOfoCMnkvBLsQHR9HtD5jaxqMv4Icfw3R9RPga0XZ8AWs7ADU7UZp+yhoHpabSAlHHcK/FZk9g0y8jaw5CDUPIvRb2ylZGMCa/JZdX4xEhHbbCnQAKCjOVjTfI5j5N1E920BIVOcmpKwgrdU1fVmTEc5l8wwPj3FlaIRcLk+5XOHK0AhPPPHgXSNmAcTba3n0U3vwh9wce7WP8UvTJMbTqLqKL+ihvrOWDfd0sPPxDTR2x4jEghSzpds6p+bQaN3QwP0f205mJsu7L5zlja8fo7Y5wr0f3kbNNTV9qqYQa63h2Z99gO7tLZx9p5+BUyNMj6QoZEuYhonTpROo8dHcE6NlfT3bH11364T+TbzXm6UAbpUekJa0yUylCtWSQXX+f5uEUS1XF34vVRk4MkgxXbz5tc6hmC3xzpcP4g660V12LaHm0u3fXTq6U0Ob+11z6ehO3S51WUW4LTebxRP2Yhkm+USO2q4YroAbf10Qp8+F0+9Cc9olS/H1DQRiQXxR35rSJlL+/9n77yhLrvu+F/3sXenk0Od0zt2Tc0LOJEASIEiCVKSCJdlX6Uq2dcPzum/Z63q96+tn+/np2s9BsnUdlCMlMYgkQABEHGCAASZgcujpnNPpk8+psN8fdTpNh5kezJCSze9aPdN9qmpX1T5V+5e/P+UvYBV79RytM0922SYzkWX04thtje06LkMfjfDh104TTUUwavNkWLX/AzpGwPRDMrVtuqV/T1zDNy6M0dSZopSvkJ3Lk8+VSDXGqWuIcfzbHwGQnStQKdmYAZ1CtsT8VBbH9rOQKxWb0h2T0WwC5eJV+gDQIo/iVQZxc68j9EaUM4dXuozQ4mihQyhnBq94Ds/sQhgNSLPV/6w6jHLzK8as4JavoIUOoVm9eJXrvtvamUNoCdziGbTwEYS2zxfiXglhbBwjX4lgNMCxFw5TyZf54C9PMbsFlrxyrkw5VyY3k2PsygTnX75AJBUhkooQb4wRToYJxvz3bDFpyrVdnIqDU3WWns9yrkx+rkBhrkClWKFS8PNsSgslipkilWL1trK4lyAkWHWo+UuowW/47uX2z0CgDiE1P18/WI+I70DElisOVH4YFq6g8kOo3ACUZ8HOQ2XOdx1Pvedb1gjU7FlUaQqhFGgBCLf6Lu1A/aox10WgBVH3MGrmJajO4g3/V2RpABIPQXgbvrt7JZRfipQ7h5p5zae4VApCvYjEMTBrwlsEkLr/HLm5Ip4772dOa2GEp31vhPAHH37E2TMXaGlpXNXdRa0ok2jsSvH8Lz7OwnSeHcc6V1GPtfTW8+zPP0Z2Jk/PwbZV9VZtOxp59u88Sna2QMee5lXN3QMhk659rcRSEXqPdDA/nqVathFSEIxYJJvitPbW09STRnmKH/qfnmZhJs/2o51Ibe3Ca1g6T//Ug+x7dDv1bUnadqyvQAQjFtuPdvKFX3mKPQ/7Wm/7zqa1cdwaT2rHribqmmJ07WthamiO7GyeStHG8zx0QyMUDRBLR6hvS5JuS961ou+VmO6fZvTiGHbVwak4uFVn6Xen6uBUXZyq47+sVQe36uLYi3+7uLZT+3/594XJLMXbFMLlXInjv//u0sLgc3NraIaOvvS3vmKbvvS/bi7+X/ux/P+tsEWyJUF7zSVa39OA5/m8pcF4iGh9jGi97zIKrqjRlpok3pQg3pRY91pL2RLTAzPMDM76c7M4R0tzteJv212es8XfV8yha/v7VApVstPZ25orz/YY+miYhYkMRtD058dcnqdV81Pbtvj7yvlZ/tHQLYNANED30U4C0cAdJ/ZUK/YS/7ptu0gpSDcniCXDKM9/482AQalQJr/g4dguuUyRQNBENzUWS4buPgQIA+VmUfYk4CKD+xB6Gq98EaVsNLMNLbQfrzKIV76KVx1E0+sQegphtCDchbWjSgtpdqIF94Kq4FTHwc2BlkRI0y97US5CRhBmG0K7/eYEqY4UR184gut4nPr6aeZG5rd0x5VChUqhwuzQrB9etQzCiRBWxMIMmuim7nt4hK/YebZP4bn4jNqlKuV8eRWx0MeCkH6s1oggQk2+6zjSuZxRDAgjDMZNRoZm+fHaUBMivgPi1ARsC+QGUNMnEZEOCLVAtg8KIyxfsKhlKnurQnTrXp4Whuh+RPOPokZ+D/KX8JwsInvOd1PbNUVIeaiZV1C5C+AWUaV+KNzwKxGsemTrT0GoB1HLrhYygPIqOLnXQVh4xVMor4hyplBeuUaNefu4IyE8P5chk8myfXs3wRVZgoaxLJTSrUme+vH1e382dKRo2CBLtak7TVP3xq4rM2Dcch8AJDz15fXPv3S9ps4jLxzefJwaoskwB57YyYEn1maVrodIIsS2wx1sO/y9aQh/M4bPjfD6f34Tu1ITHhUbu+LU/vZ/d213a5rvFuBU3du2BBchpJ+hrls6ulWzls3l3yOpMNsf2rYkhJt2tVDOlZGGhvUxFJncTJ6Lr13i/MsXfcuhbONUfAvCqSwrL+49KrlRSpGbzpGb3poGLTVZmyvd9yRYvit58e94U5y6tiRm0ESadyaEu3e3UCnbpJrj1LcmqGuME4pYSE2y+2gXhXyZWDKMXXUoZMtomqShNbnk1RACYvcim1ZIhAyiUCg3j9BjyOCepQxWsYofeLHe+jZKFmW0lgkrAYkQOlDjG5ZRlFdCCBNhtiOtjWvN171kIWjZ3cx9P3QMIQWn/+osMwN3mKugqHlc1ioS3zN4jl8G5FXxC64dVPYGIliPWrQa13MVh9sQqcO+MNaDgPDLjYJNsHAZqhnwmkEzEEYEjJWNZgQEGlDZG3hD30RE2hCpQ+tfnxBg1iObfgjPyaHm3obyKKq82L50mT9azb5WE+61mnsZgPB2RPqTiIbnVnUgE3oaaXah3Fm00GGUV0azdi4pm9LYmNdgPdyREI7HY+i6xvDwGPH48sVVq/fA7fQ9hOu4VPJlFiaylHMlnIrjW1obqI26qZPqTJNYp1uSa7vk5/LkZ/NU8pWlBt+6qROMBYg2xPxG3vfIpTg/luH6iRv3ZOx7Bd/d6ysKsDaMEEqEiKSWtWqpa4TuwgJfzpeZuDrJjZP9H3us7yU816NarFLdwN0bb4pTyn685MQdhzrwPFVLP1i9oG4/2LGqqcFiyd3N5DP3Akp5frs5EUBanQgtikKAqiL0BhASzx6HcsS3lJWDtNpBaHj2BMoeQzmzoGy86ihC20RoKAV4KK+EtBqQZmet5lShvOpS1uztQEpJ294WAhELI2Dw4VdPMTM4e88UvHsJVRz3s56dMmrunJ8NXRgFM4ZIH4FIly9otdUKsgjUQesnUBPHURPH8clkGpCND0O0GxHbjiqOI+yCzwbX9ChL34uQiJYnYOp91MTbkD6ysRDGZ54j2I7W9St4ViMq8x6qPAr2Qq2fsL0sfIXhk3MYcUSwE1H3KLLxS358e2VJqtGI0NN+zLv2sVI2yh4DtO+NEB4bnWByYpru7g4CgeUJ/n7Ust0tuLbLwuQCN96/wdlvnGHs8jjF+QJ2xV5jMUpdohkayZYkz/z9T3HfD9+3tG2xsH12cJbLr1/myltXmLgy7tcIehBJRWg70Ma+T+2j5/5eEq0JjA24V3+AH+CvAzYTqivf+c3a1rm2g3IV+gbtQLcK5eYAD2WP4djjfp20KmPW/QTC6kIGduEWz+AUz4EWRQvuRRrtgIdb+BC3fMlP5hIWSin06OM1cpQ4Sy0jpYXQYiA0lJNBCA2vdBGvdAm8MsJoQE98DmFubdEVQlDfleaTv/gk9d1pvvsfXmd6YIZKoXLPPFP3AmruHEp5iPbPINKHoTSJ1/dniOI4eFVk749seKxIH/EF9RoEkAf+p03PKzs+Cx2fvf0LFRLMNLLzl1D1z6Kyp1DZs1AaRNnz4Jb979qIQ7AbET/s01sG1/diKq+KcudQznSt9Kp2GrMDqW89AfGOhHBzSyM7dvbS2tpELB5d0pBXxof/pmF2aJYTf3yC1//ja3iOhxUJUNeWREhBbjpHfjaP8hRCCpKtSRp6G2jZ3ULDOuQEAx/0881/8S1GPhpe085wfmye+bF5Lrx8gUPPH+Lx/+EJuo52fY/u8gf4Ab4/WBiepTCTpf3+7XdlPFX6CJDoic8jAztRzjTuwou41QF0sxkZOoIMrbfIS7T4c2jx59Yd10h1L+8Z2IMM7AGviJv9DsJoRU9+CaHX45XO+wK5OoTcohBeRCAa4L4vHaXrcCff+vWXuPjaJQpztyb0+OsCUXcANXUSNfzvUdLwrcVgEzQ/DsY9amzycRHsQAQ7EI0v3PEQXvkSdvZF8PIIbdkTrMc+A98rIWwYOtlsjpMnz67ShJubG0gkbj9R4a8LqsUqV9++yvt/8h6GZbDzUzv5xC9/klhjDKlJ8rN5LnznPG/8pzeoFqt0HOzgk7/yNMm2JOaKpDKn6jB5bZKv/9OvM3FlglhjjN2f2MO+T++jrr0OFMwNz3Lqa6e48uYVLrxywa/DDBi07vVJFJxrx5HNu5CRe81L/AP8AHcHuYl55vomsMs2wWSE4lwep1Ql1lqHZuoUZ3IsjM4STNy92LCweqHyKk7mqyACgEJICz10EGRw86qB2z1HbQwlTWTwAE7mq9jlK77FjIcwO/049J3eQ238dEeKH/p/vcChzx7g5J9/wOW3rlLOfryqjrsFqUuatjWy8/Ed7Ht6D/GmFcI11ITc//d8N/QihA5WYkuMUd9L3A1CKaUqSD2FnvgFBCvuU95ZDfcdCeH77j9EfUOKgYFhZmfmaWltore3k6amj0dZNzexwKWTA9hVmyd/6Bh21eGrv/kau+7rpmdvK5PDc5x96yqTQ7O+RVof4zN/62FidR/v5Z4bnmX80hiFuQJ1bXU8/atP07yrBb3G/RxNR3EqDpN9k5z+2mkGTw+iWxqhRGjVl1paKPHGb73OdN80wXiQh37yIQ4+f4hEcwIjaICCZGuSVGeaUDzE2W99xI33+ki2JGje1YyQAjU3iFuYRSVbwYqCXUKVc4hEMzhVVGEOYUX8jL5yDoREJpoR6Z7vO8fsD/DfJ6Yvj5EdnUOzdArTWTzHo/cT+xg73U8lVyK1rYlkZz3l7O1l1t8OhJ5Gi30SzVscc5F1KQXc7TwLHWH6VvBScpeQIMMIeef9f8EXCpqhEU1H2PnoDhp66jn43EGuHb/Glbev+qVM32MPtdQl6Y4U3ce66b2/m6YdTSSa4kRS4VU5LELqYN07boi/thAayDBSi7FeI5St4o5GyMwvcOXydfr7h7Esk7GxSd9VW9Fo62rG8zyqZZv61vW/oMxMjtxsgfadTas+r5RtpkbnqdbaDypPMXh5gqauNI7t0n9+lMFL4+w40kmyMUowZGEGPv4k5Gfz5KZzSE0SSUVo2dNaI9fwhZpmaMSb4jTtbEZ5p8iMZSgtlPBcb+mhdKoOmfEMl167RLVUZddTu9n+6A7qe+pXeQussEXjtkb2P3uA6f4Zrrx5mcHTg0zfmKZhWwPKc5DRelQpi5oZQISSiGg93vBHfsvBYBwRjOHNjaDKOWSiFXfyGnq6m3vN/vMD/ADrYbEsRjM0jKBJOVMk0pjArZXGlTJF3MotiB+2CCHNLcdi7/hcQoAIIKzuW+/8Mc4RigcJRgMkW5K07Gxi1xM7Gb8ywfiVCSauTjA/mqFSrNx6sC0iEA2QbEmQ7kqT7kxR35km3hQn1V5HXXsdoXjw7pLbKEXxzPs4s1Mou4oWS2B1baN08SyRJz5N/q2XMdKNyFgC5dgo28YeH/bJO8plAnsOghB4pRJ6og69pR3l2ORe+Qbh+x9HT21Qu+3Zfl24W651RNo46XZdmA0IzScH8ewJqvN/XFP6anIisA9pbp1R7o4k2MULV7nRN8j2HT0kEnEmJqZ5/bV3cA6DhoHy1FLzhIWZPLG6MFbQJDtfQAhBdibPWP80tu0STYaoa4ytmyWsWG5yAJBoiNLQXoeUArvs0L69ac1xSikq8zn6/vLtda9dC5jEuppoenDP0oO16qsQYv2MZbGcoOJ5tZ6pK76/arHKVN8UuRm/zKTraBd17XUbJqu17m2loaeeK29cJjudZfTCCA3bap4Ez0NVS6hKAYwgwnV8q1d5yPoeRKwRslMIM4iINaImLvnXskIGdx7q4Jlf/eS65/4bh7n3UQvnMA2bpq4pvH4b0fFlhHb7OQiqPIWa+wCqs4j2H/b5ZmuI1UfZ98xe4k1/80IpmyEYDZBoit/RAurZDrn+MWZOXcEprV74pa4RqE/Q8tRRNMsk2dOIFQ/VhLBFecF/z9M7mnEdD6EJn8GsFrqRmuTYF4/Q+0DPqqxgx3ZZmMmRmy8ST0dBKWzHxUpFmByaJZcpUq04BMMWkXiQUsG/rmDYwnM9CrkysbowpXyFasXGCpgEwiau7ZFbKBKvC69Za5TrUZqaY/jFEwCkDmwjtr0dM/b9aVIgpC+MQ/vbaN3TQu6hPFN9U0zdmGZuZJ6FqSy5mRyFuTylXJlK3ifdcKo2ru3hun4SqZQSzZBouub/GBp6QMcKBwjFggTjAYKxIMFYkGg6SrIlQV1bHXXtSZLNiSUv4D27T8NEWAG8UgFnchRVKVM+f4rwA49RuXYRd24aLV6HMEz0dAPSCqA8F2d6gurAdbRkCjczjzs7hd7QjDM5jj0yiDq02o2v3BIUb6DyV6A6jXKyflMG5dSy3m9fCMuWL0N0D0JLII1mlCqCV1zmpN8KN/UK3JEQnpqeJRaL8mM//oWlz372p38NocHkwAzS0IgmQlw+OUBuvkCiPkq6NcnM6Dx2xaFcqlJYKDE/mWVqaJbIEzsJ6pq/WChfgCulUK5HfqGEW+Mt3XW0i0DI5NLJAUZvTNN/cZwv/OITJNKrXUKlmQVO/+uvrHvtViJC+zNHabxvJ9QWp0hdhGg6gud6FOcLjF8eo2Fb45I17DkuuekcE1cnEVIQrY9iRQKIFQQg1WLVL6Kvoa4tSSi+cautUDxEOBXBDJpUi9WlekGZbAfPQYQSiHAdCIlyKsgmvz5ZhBK+2y2SBicKRgBZ17HGCN72YC/bHuy9xTf5NwNqVKEmM6hCPxTfR137ENH6Rb/A/3ZRGkON/BlkLyFaPgsrhHCiOcGxF45w7IX1Enk+HlzbITedY+TMIK0HOog2xNDNj++98eETYSgKCAzAvGuxOM9xyd4Y5caffZfy9Dye4+LZDspx0QImdft6aHxoP5plEm+tI9bse718xjPfEmnc52eXLlrAS54lXeOxv/XImnOW8hVuXPS9XTuPdNaEro1AcOX0IPPTeSrlKtF4iHAsQKlQRdMkoWjA74Jm6kyNzDE/lSOaDKMbmt8BquJQzJVJ1kc58uSu1ULY8yiMTHPh3/wpADv/9vMEGpIfWwgr10GVCrizk3j5DF6lDK7tl9hoOsIMIMJRtFgdMpFCyLWKv5CCWNIi1KXTkTSxtwXJTVWYGy2RmbUoViNUjCTlClTLLnbVWcpCF8rDGzqP5uQJ7T6IEQqiFWewKBJr0EjsaKPu4EGijQmM8hze/ASqNIbIzYLZCE2dsA7XvPI70ODOTuDOz6CKOZRd9SlyTQsZSaDXtyBC0VXUu6vG8Fy0RBIZDOIEgthjQ9jjo4hAEGdqAj3VgFcu4RWGMVra0BuaEYEgQtNRlTJOZhajuR0VrmKPDeMV8lSuXSCw5yAyvJwopZw85C7gTX7V70JWGWdlT+Atf6d1jyGie5BGEyJ6U7MQVUVod9Z//Y5WA8symZvLMDAwjGmalEplAgGTnn2tzFzOY0pBPBXhwrt9pFoSLMzkMUwdKQWFbInsfJH6lgS77+vmpd97l70PuRAGK2iiGRrZuQIj16eoVhzmp3N+iRA+e08kEeK+Z/YwM5bhP/7Dv+CZn3hgjRDeKura62jZ3UIkFSE3k+PN//ImD/z4g0TqIiB82rirb13h2ttXMUMmez65h3AytMrK9VyXamHZYrDCFpq5eWzKsAyMoIHneJRr9Jr6rqeWO4sIsayt3bS4ag3LAlZuW7ug/bcE0fwcouFJ1PwpvP7/DAvn78l5FoVFOVvCDJloxscXltVilaGTN/izX/s9vvTrP8nOT+y9i0IYwMHzJoAgmkwBd4fgX2iScFsDTY8eoDydwS6UKY7PUBiZgvW4zjcpY9qqRVWt2DiOy9zEAg1t/sI2eGUc3dAIBE0cx2X42iTBSIBAyKxxVAc49NgO3vz6aUq5Cnsf6GF+OseF9/xa+WR9lPmp7C17+t4NeOUS7uw49o2LlD96F3voGl5mGq9cBE1DBsJo8RR6Wy/WnmMEH34WYd3k0XNdvEIWe/ga5Q9fp3rtHO70GF65SFLTSCfrMbp2ETj2CczevWiJNMJYThL18gvM/ut3sAevkvix5xCGSfH4KapXzsCkiVV3lGhkJ6I6R/G9lyideBl3ZgwZSxI4+AjR538WmUwjtOVnVXkeqlrGmRii/OEbVC6fwhkfRBUWQAhkrA6jYwfBo09g7jyMlmpEGGtJdNyFDIX33kSViuB5uKUCWiyBnm6gdP40RnMb1ZEBnPlZtFQaZ3aK/JvfwWhowZ4aQwaC/jxGEwhrBntyjOrAdWKf/RFkeIUsKA3ijf8pavJr+BRjCT95ShrAHSirmq+YCRlGyNVKmlvpB+XcUUDwjlaD7u4OLl64yv/5f/xrWlqbuHL5BsfuO0CyLoFq9ll7wrEAzd1pKiWb7n2tDF2ZAKUQQhAMmwQjVo16TV9StuKpMM1dac6/c53/8L99hWhdhMb2JKFoAAG8//IFvvtnH6DpEt3QeeqHjxGJffyyKCts0fvgNg5/YYp3fu8dTvzhCS6/fpl0VxqpSzJjC2TG55FS0ryrmad+6RNE6m8mTxerFqLb8XQstg8TUvgdjpaGWvn7Suaf/04hDZBxMFNLL8KWcZtT6FQdrrx2kc5jPSTb7kyz/d5CAhqeN4EUQSCAz4lbU+SQLAdc1IrPwGeCYumzlVa0ZhrU7eulbt+ysjf66kku/99fIz84ce/uRgoS6SjjAzNousb02DxKKRL1UaplB6n7X2RLdz12xSGaDBGKBpmfyvLR8Wsk66M+a5ihoemSZH0UK2DgOC69+9tW0eDeCyjXoXrjPMVX/pzSB6+Cp0A3EFIidBNQqHIRu5jHmZsEFMH7PwnWCvpfpfByGcofvMbCn/xbVKUImu5b0IYBSuHOTeFMjVJ6/1Uin/kyoce/gN7StXodAXBsyuffw52bwr5xwR+/XKR04jvIWB2qVKB6/RzunK9cuTMTFN/8BlpdI6Env4AWq1u6JlUpUb1+jsxv/zPcmQnf+tV0qAlqLztP+cxblE+9QfiTP0T4kz+C3ta75pqq/VcRQhI48hBCNyhfPINybIzmNnJvvETicz+Ols3gZmbxCnmc8RGMxhZin/kShffexJnyO1EZza2oSonypbN+GDESW600lEZQczUyED2GaPw8InYQYdb7wlhsMYEv2IpapKS8iZrSLZ5AC+wFfetrxh09kQ88eJi29mYuXLjKzPQsTz/zGAcP7iEajdLSXKPu0gQPf+4gnqvQDY2e/a3LfNlimaLwUz/14KquLYcf38HeB3t840/4y4Zh+mT1T/7wMR753KEVbi1514guGrc38ujPPIYRMHn1371CbsavDdZ0jUAsSNeRbnY9uYsjXzhMtCG2Js6mmRqh5LL7uZgpYpdtrPDGdIrVYoVKvkIkHVl17A/w/YFru4xfGOWDP3yXeFP8b4wQFiIEZGp/O7jeGK7bj8BE13fhebN4KotSOYSIosk2EBqOcw6lbKSIo+vbEeL7e7+BsMn2gx1072lFasLvO7todd+kRAmEz9YlBVJKPE/VYqH+Mbqh0dBWx45DHaD8JE/d1O5596zqtY8ofOdPKJ9+C4SG3txK8JFnMbt2I+N14Ni4mRnskeu4U2ME7nsKYa5eI7xClvK5d8j+yb9FFfPobT2EHv8c1r4H0OIpVKWEPXiV4htfo3zhffIv/yloOuEnX0BvbF9zTeUPXif44DPEXvg7KNcl/9IfUTnzNsXj30JoGqEnv0jwvk/gzoyT/9bvU+07T/nscV85qAlhXAe7/yILv//ruJOjyEiU0ONfwDrwEHp9C8p1cQavUHjja1QufkDhja8jQjHCT3wevWk16YXZ0UPxw3epvnQdGY2DpqHX1WO2duLOTCJDIbRYAhmJodc3oSXqyL/1Ms7MlC/4LX++tHgdMhLDHh8mdOQh0G8SZ6oCTg60EKLj55GNL4BZxxKN6RZtG7d4CuGlAA+3+OHqbaXzSGNrNKaL2JIQrlZtNE3DMAxaW5sIBgMMDY6iUAQCATRNrqoOMMzlu9SFtiY2BKxqgiCEWCKhXw+m5XfjWYlv/MZrtG5rYNuRTmIfwy1dLVUZvzzOhZfOk2hJ8Pz/83lSHWn/xdU1jIBBMB4knAzXOHFXf4OBSICmHcvZ3lM3psjP5jcUwgsTCyxMZrErvqCub08y+/45qvM5qpkske42Ir3tONk8sx9cAAGpo3sw6xIsXO6nODKBHgwQ7m4l2JBi7KXjoCC+t5dQWyOlsWkWLvahR4LUHd1DaWyaykyG6nwWqz5BfE8voZa1JWVe/3+BQj+i5fOIuvtQno06/7+jsheRvb+IaHwG5VVQs++h+n4TefDXEcEWVGUWNf0aTL+JKo2C0BDhXkTblyB+wOeArUEV+lFXfh2RehDi+1HTb6Hm3vOp5ALNiManke0bs+1sBuVVIXcdNfRHqNwlAERsDwSbVxHLrwe36jD0wQ1KC0U8928Cc5EA1CqeZNebRKk8ur4TkNjOWYQI1oRvE55awPX6kbIeKer8uJ9S3JF77i5DCIGmSzRdLv293pqxiJXbVmZeL+7rh1nXX3fuBbxKmfIHr1G9fAphmFi7jxL5wv+Anm5CBEK+laYUemsP5vYDKLuKDMdAX72mOSPXKb71TbxyEa2+hdiP/z3M7j1+vFPXwfOQ0SR6Ww/8yb+jcvEkpZPfRW9oQ69v9b/TFdCbOrD23IexbT+qUib04KeonHkbVchhHXoEa+99GG29yEgc68DDVK+dxZkY8mO9i9c0MUTpwzdwJoZASmI/8itYex9AJtI16xy0RAq9pZvMf/1nVAcvU/7wdYy2Hl8xWDH3WjJF/IWfANcFTfPj5LqODEVo+LV/jN7Ygt7QQmD3AT+BS9PRG1v98wiBkBoy4nsileOC5xHYcxBx0zyiRSDQDNVZv7ewFtwSxejNEFoEISw8exTPHkML7FveJoNrQoa3iy0J4f/8n/6QBx88yv4Du1jIZDn5/hm+8503CYeCXL8+wCc/+RiNjcuMITc/9PfiJZgZmSdWF8ax7ywzbRHTN6a5+OpF8nN5jrxwhO2P7iCajt625mwEDFIdaVp2tzB5fZKrb12l60gnydbkmjGUUvSduM74pTE0QyPRnKB1Twv50x9h1cWJ7eyiND5DaXwaGTDxHBcjGmLiu+/T+OR9FIcn/ISYvb3owQB2Nk9hcIz6hw8RbEpRHJmkOp8luqMTIQUTr76PFjAwomEivW1UZjLkrg6tK4Rxy6jiMBRuIJJHwS2hZo5DeQyVvw7JY34WYO4qFAZAD6MqM6iB30bNn0LoUUTiECgHle9HXfm/EN0/A+lHEYuk7m4Zcpd8+rfZE/4xkR3L2YV3mlzkOVAcxrv0T6EyjYjuACsNTgGm36i1R1uL6b5Jrrx6gckr44ycHWRhPMNr/78XOfkHxwGINsTY/uRudjzpEzM4VYeJi6OMnBlkdmB6qb1jOB2h+6HtdBzuuiWntV2xGT07xMWXPiIQDfDATz9GMBFCapJqqcrk5TH6jl9lbmAG13aINsTpfXQHrQc6Nh9blQEPKeJ+cwOVAwykCCBlHOUW8ZQHWLheH1Im0WQrQtybZvFbxVbWjJXbPk5Lz7sFZ+Q69vA1vPwCRu8+Qo99DrNrF2ja6ms1LQitbzB45SLO2AD2jYsI0yL4wNOY3b4VvTSGJhGhCCIQIvTY8zijN3Cmx7AHLuPsu98XxCug1TejpZuQVhClG+ittRCD8tDbetFTTQjDRIYi6PUtoBRePovyVmSuTw5TuXAShMTacQBrz31o9c2r3L9CjyKaTQLHnsSZHsOZGsEZvYGXyyBjyRX7GRgNzevev9lRa09oBYBlYhAzvHq+7IlRKtcuYk+OYe3aj4ysZegSoR5Ew7Oo0T+EmVdRkT0Q2bWqMmIrkEa7T9Ti5dGsHWjBQ0vbPHsUIe4sNLolIXzy/TNs29aFEIK+vkFOvn+WXbt6qa9P891X3+LAgd1LQrhSrDI1NEvfmWGEEFRLVYyAQe+hdtp2NlHKVxi8MMrIlUk/5tMQo+dAG+m2JPn5IoMXxxi7PolSUNcUp/dQO8mmOHMTC/SdGWZuLEMwYjE/sYC75+PXC+Zn80zfmPJpJqXAs/0yJCXVbb3EUpNE66M8+BMP8vK/eZnxy2Oc/tpplAdt+9sI1whFCnMFBk8Pcvrrp5m8Pkm6M82uJ3cRrY+QLVcx41GiPe0UR6bID4wSaEhhxCNYqQSe7SJqAt1KJ4l0teI5/md1R/bgVmyq8zlKY1NIwyDa245brjD6jTcJdTQR7mgmuq0DJ1+imtmgzV6gESEDfjaxZ0NhsEZH1+ZbqpVJEAaUJyHU7gvh0a+jpt/wLd/WL0C4EzwXkb+Od+1fo0a/jgg0Qt1yVyvlOZA5g2j6NCL9GIQ6/PO4VdDvLO6r7Axq+k2YfhOx7ZcRDU/57qfyJGryZZg/4ydnrPPdGSGTQCzoN1CRgmA8RLjWND2UDGMEV2vQo+eGGT4zCEohdQ236tB/4jqTV8eRUtB1fy/mBp2d7LLN4Mk+zv3VaTKj8xz43OFaJr4v4G8cv8rFlz5iYSJDJOUrgpNXx5kbmqGYKbLtsZ2E6yJ+I3pVxPUmfZeziPjfjSdw3H4EGlLWlGKh4bupBAKJQOKpGYSSKBr4XjBCKKVwixUWrg2RG5ygMpfFLVcRUmBEQ4Sa08S3txNqqb+tvtLK8yhNzpO9MUJhZJrqQgHPttFMAysVI9LZTLSrhUDq7lAo2rki42+eJj886ZP49LTS+NB+jIi/qNtD13AzcyA19KZOzF1HEDe7SG8BLzuPMzWKKuWRkQSBAw8hghv0wBYCc+dhZCwFE8O+4JscWSOEZSSBsPxwl5AaMhjyrW/HRounEYFaKEzTEYuxaacKnt8uUNlV3NlJ3MlhhGli7jiEjCZXCeAlaBpm9x5EIAiZady5KdzMzCohfDcgrABaMo0MRTDau9afH6sJ2fCs3+wjcxI1+nsQ6kGZDaDHVnTLuj0lTUT3IMwo0mhGaDGksWzE6KEHazXDW8eWnhBPKTRNo1yuMDQ0SqlU4id/6oeIxSL8+Vf+ilJpuUarWrYZuTLJq79/gmOf3ovnKUZPDkBNqM6MZvjgpQtEEyEUMHJ5AikFgbDJeP8Mp1+9SCTubxu+OI4R8Fu0DV8a5/TLF0m1JvBcj+xs/mNbwQBWxCKSjmCftel75zqhaJBIfdQvZ6iFD6SuYYVNYg1xGrY1EIytLmK3QhYHP3uIsUvjXPruRS69doncdI7OI51+IpeC/EyOvhN9jF4YJRgNsufpvex5eu9S8kJpchbPdVGOQ7AxjRYKYGdyaKZBpKcNGbDQLBO50mUvBFYqzsz751Gui9B1lPLIXvXnO9CUQmgSaZlIQwfpuzHXgwg0ojQLSmPglVHZ84hgCxhJ36IsT/mtxao1SxMJU6+CZ0P944iGTy76AVGxnYi5E6ip11C5a4j4wRUdVRQ4BV8IJ49trdxoI1TnULPvgh5BtHwOEd3lJ3VFtvmF+pMvr3vbscY4u5/ZT/FYgdzUAk7VYf/njtBx1CdnkLrEiqxoVKJL4s0Juh/cRqIlSTAZxinbXH3jEif/4DhDpwZI9zZSd5MQllLgVGzGzg9z/ltnyM/k2PfcIQ584Si6ZSCEYHZgkosvfcTUtQl2fXIf3Q9vw7BMxi+O8N7vvs2l75wjWh+j5+FFDmYFGEiZAKH7FrA08bxZlJBoWg9KFZEiAmgIGUNQRqksmmxHygSeN4sU0TvW5G8HbtWmNDHL9MlLTJ+8yML1EcrTGdxSBSElRjxMpKORun29NDy4j+S+HvRQYEMF2CmVyVwaZPrkRWY/uk5+YJzKfA6vaqNZJoH6BLFt7aSP7CB9dDfx7W1rk5ZuE8rzcEoVxl77gL4/fZXC0CTRnlasutiqTHF3dhJVLiACIbRkGu0OBI9XWMBbqJU6ahp6c+daN2sNQgi0qB87FYaBl1/Ay8yu3c+0lscQtaoLqQEOwgqsEKZitReqdm9euYiXz6CqZYSUONNjFN/51rqZzygPd24KVS76x5byeIW1Cr8qjoMeRph3piDpyRR6cnOhJ6SFMpshshuVOQHTL6Fk0E/w1OO+RbyF5CzR9atgpv2mHjJcayLiewuk0QTyzvJ6tiSE4/EYY2OTvPXme4yPTbJ9Rw+xWASlFuvHVu/vuR52yebJLz9ArC7MV379JbKzeaZH5hm9NsnARyN8+R89j5SSV373HSZuTJNojDF8eYLRK5P8yD/4DAjBt//jG0zcmCEcCzI5MIvUJF/6tWdQSnHujavrVUxsCcpTROoiNGxr5OKrFxm9MMrohdFV+wgh0C2daDpKy55WDjx3gO2PbifeuEyGIHVJrDHGk7/wJEZA58Z7Nxg+N8y1d64tkRLopk4gGiDRmmTPJ3Zz+PNHaOhpwM77D215ao7q3ALB1kYSHc245QrzZ6+gahav1HWsdAIj6luLynWxcwXKk3NYqQRWXZxAY5ry1Cy5vhH0cJD0AweozMyjR0IITcNMRJEbtVAMNIEeQRWHEXYWFs5BqAtCrZC9jCpP+pHIyozvrgZUvt9/OAONSwK4NmuI+AHU5Ku+NerkETUhLISEYLt/vrshgAHcEqI05lvoRl2tFAH/RTPivrVdGFpzmBE0MYImuqVjhiw0XSOcipDYgPFNSsmup/et+szzPFLd9Vz49hkWRucozRegffUiIaRg7PwI5795mtJCkb2fOciBzx9BX5HnMHiyj6mr4zTvbeP+n3qEUDKMUormva2MXxih/0QfY+eH6X5wG0JqCBFDypsXsiSattLdtyIeJxoQSBx3AF3bjhAWjnsNxZ3VT3qFDCgPoRm+d8N1kNFF67vGvex6FEenGX7pBP1feY3qQp5gQx3h1nqkaYDn4RTL5G6MMXf2OnPnb7Dz5z5L3YFtGJHVC9sif8D8+Rv0/fErTJ+8iFKKQDpBbFsbUtPwbIdqtsDUiXPMnbtOfnCC3h9/hmj31j1myvOoZgvMfHCJq7/zLUqT88R6W+n6wmO0PvPAkhUMoCpFlOsgrQAycGcLsrLt5VisEIhAeE2M92YIKwiagXKqqOpazmkhtY3H0OTG22rrqqpWUFW//FKVi5SOf5PS8W/e3v04Dsrx2wUqp+R70/QIzJ0Bqw4V7anlaihwSsteMK8CSNBMPxPZrYLh0/XiFPx3Wg8j9I1dy8rJQe4j1MRXIX/ZH9OrgLMASNQWw16q5Sf8tc/N49njKGeG5WxjkNY2hGza8PiNsCUh/MADhzn+9vsMD49x9OgBXvjSswC4rkswGES7qTjbsHSautOYlo6QgkDIQgjhE3VMZJkYmOXr//a7NW1XYQQMSvkK8xNZRq5N8bV/8yqLySeGqVPKV3Bdj3h9pFZGK0g0RDE/RtmB8hSF+QLT/dPkp3MkmhNUCpUlKr7lHf2Ftpwvc+GV8/R/cIPP/6PPc+DZAwRXkHIIIWja0cRn/7fnuf72RS69foWxS+MUpudAaESSJm0Hutj3mSO0HexcReghNI36+/YRamtEC1pLmnt8Tw+4Hp5jI02TQP2hpWM0yyTc2UKotdFfDHUdISWRrmZS9+31x73pJas7tGvD+RBWI8pMQ/YSFIdRC+d9qzKyHW/+NKIygdJMqM77cVwUqKr/ssh1NHY97L8wiy/AEiSYCe4G9+oSlOu/oGZyDcmAz/d6d4S9Ugqn6mCXbNyqg+d6KM9/GaUmscvOUv/opWOA/EyeC793HKdic99PPMzBF46uqUWe7Z/2s+ojQSqFCpUVteeBWAi7VCU/k8N1XDRDA88FuwxmECE1lOvUbnfjefWTtBpx3BuARNdakeLO2MK84Y98CykU84VQtYix7xnQzaXXx84VGX/9FDf+6GWcUoVIRxNdX3yS9NGdBNIJPNsmd2OM8TdPM/qd95j54BJCCnb/0peo29+7RmGszGS49rvfZvqDS2iWSfrwDto/8xDJvd3o4SDVTI7ZM1cZefl95s5cY/SVkyhPceB/+QlkzeNwO/AFcJGZU1c4+y9+n2quQKynld4vP0Pz44fRQzc9T4tKh1JLz8NW4VNkLr+vyvMQN9Ph3Yya21gg18+n+Lgh8ZVlklIiI0mEaa59x9aBFqtDGJYvgLOXIXMZ4ruhOAKFYShP+5415UJlzu/ChIJqxhfOZgK8qp/PkToClXlUrs8Xvol9ENu28cmL1/FGfx819zog/V7B0vJ/tOAtEzXXQPfj0l7lOnbuZX++V9QLCz0Fxj0Wwj/+5S/wxBMP+jHcZJxwOOTTRFaq/N2//7fp6V2bor1ebCcUDdDYlaJ9ZxO/+hs/iW5oeK7fHLyUr7AwlaP3YBu/+hs/6Zcf1Lbl5guM900zPTy/pKXNjGXo+Bgx4Wq5ytu/8zbHf/dtNF3jwHMHOfT8IWINMTTTT6hQKFzbJT+bZ+jUEC/9qxcpZopceeMKDdsa6T62llPWClvsuU9jz/0HwXgMNf8RBOph9gxEm5Cpeggsa3FS0wg0p9HCQYShr3nAFYq5986QOLQXI35zjTIIXaM6s4AejaAt9ni+k4QUPQJWPQjdZ6jKXYXIdojv8907xSGE5wAexHb6D7IWBLe0upvKIuyMn3ClhVaxVN0TCMO3eJ0sS0T7i1C2X65wlzB8eoDL3znP0Kl+FsbmqeTKOLaDa7vU9zau2V+5Hm/+xsuUcyUi6Sh2qbquB6eSrzA/Msdb//EV3v6tV1ePUfM2OVUHp2yjSYWXGcc5/12Mo88jomlUdsqPx6fWlqosw0TKNky5dZ7bNfflVFGVPCo7CVYI2bwLb34UWd/F4sI9/eFlJt7+iGquSKS9kWP/5Bd8q3WFAhJqThPf2UGoOcXF3/gLpt+/SPrwDoKNScItK7iAPUX/V98kc3UIr2rT/uxD7Pi55wm3LcfnzETEjwd3t9L3x99h5KX3GH/jFC1PHSF9ZBdaYJPFd9FdCzjFMtPvX+Cjf/kHlGcyRHta2furP0L6yE7kOqWRIhhB6CZeLoMq3tmzJqwgMrhoDXqo7Jy/TugbW21eMYuyKwgrsHzsXYRv2fvvrowmSfztf4i1977l+PGmqM1ncdhf+7b/HCAhd70mQAVMHQcrBZ0/BNf+iy90Wz8N5VnI3YBQi69c60HU8Dd8i9gtQGliUyGsKhOohVP++Yw6ZOcvIeqe8DOm1zMYbj0T/riqgtTTGHU/u/Ze7wBbEsJSShqb6pd+X9QoQ6EAe/fuxDBu78YCYYvOvS3seqCb3/y7f4SQAs9TPPYjRznwxA66D7QyNTjDv/vlP0BqEs/zePpvPcSO+7vp2NNM/7kR/q+//dskGmMIKVaVOW0V19+5zo33+sCDXU/u5lN//1NYYWutJQzEG+MkmhJcf/c6V968TG42t8R0dTOEEL7wqcyCPe//ZM5DsAlRGIBYNyK4nEkuLZP0/fuRpo6oZVNWpmcpDozgFooYiTjl0QlmCyUCTfWYyThOsUR1dp5AcwNC05h5/V1iB3ZjpeuozmVw8kWsdBK3XCa2fxf5a/0IIXEKRbxyFTOdRNkOlZk5rIYUoc5W9EgYYdWhjAgqcwZQiHCXn9AUbIH8NZRTAKseUau5E/EDqLl3UcVBhGeveMAVauYd3woNtSLudY9RPYQKdcD4NxCVKQg0+EqC5/hadqHvjuM2K3H2qx/w4Z+eQDN09j13iIYdzQRiQXRL549/+b+u+y4KKdjx1B66H9rOhW+d4dxfncYMmRz50QdXWWZGyCTRkqR5Txvbn1jfY1Hf2+gnimkSGU0tnc8rZXFnhxBSR0RSuNP9eOPXkOlOtObtiICvyd/NbGGZbMFzbZTUwLFRk31o+z7J4kV5jkvmUj+Zq4MEUjEaHzmwJIBvvg6rLkbb0/cz9I3j5IcnmXrvAsm9PUtCWCmFa9tMvHmG6nyO+M5O0kd3EWpOrb0nAYldnTTcv5eZDy5j50sMfv0tEru6NhXC0jKRUlLNFhh79STXfu9F7FyRxK5O9v3PXya5p3tDa1pv6kCGo7gzYzizEzjTY3628RagJevRasco16baf5FAIr1uXFgphTsxhJdb8MMAiTRa/fpZxx8HIhRBJusRoSjKsbGHrmHtPrIu1eZGUFrAt2r7/gCSe3ylWBq+J0czfQt+9CW/D7EQkLnoW8dGxP9bC8Dsad9Sdsu+QRO61dwqfwwtiGj7GUT9M34TBrHWyNnSfAgTRAiBd1c8eVseQdd1VCUHVRtMX/MTQhAIrA7SByMmOw6kSOsJDHsG5TbywPMHQHnEEwZCuDzypSPsfXS5yXe6LYlm6NS31fHoDx9lYTq/tK2hsw7D0OnY3cxzv/A4pVwFI6CjPEW8Pkr0DtsZZsYz5Gfz6JZOrCFKJLVxrbHUpO8yz5bwXIUZNDenIIx2w/h3UaUpRNPjvkvGsyHUDMbq6xVSrHFvObkCxYFhqnMZQh1tKNsh3NuJPTdPeXIaaZl45QrF/mGSDxxCj0Ywk3EqUzOURieQpolbKKAFAxSHxrAzWarTcyjPQ5omTi6PFgpgNaQINDcgF79DM4nQQqj50xDu9WMvQkOF2iBzFpxJvwypltQgWl9AFfpQ43+F51UQ8f1+ItTcB34JUuPTiOjuLSVBLEF5vhvbLUN1zteAlQvlCcBbdisJDax6ZNOn8ca+irr+76H5OQi2oAqDteQxZ9NyWD/ub+A6Pgn+Rhj6oJ9KrsKez+xk/+eOEIgGEFKyMD6/GD1Zd+yWfe103d+LFbE4/ZX3OffNM4TqIux+Zv/SfumuekbPDhGIBeh+aBvGOgJDtwyk7ivBSmpLC4owg4DwrdNiBqfvJCIQwZ26jqxrWRLCdxMy3YmINaDyc+BWEZE0wlj2eJSn5ylOzOIUyoSaUtQd3IZmrq80SykxE1HqDmyjPJMhe2OM4sQcyvUQmsSzHfKDE5RnMni2Q7SnhUhnE3KDDGTNMgi11hPtaWHmwyvMnr6KU6pgqo0rHvSAiVOqMHH8Iwb+8nXKswvUHehl1y+8QGJ316bJYmbPXrS6RuyhazhD1yid+A6RZ38CtNt3gYtQBL2pA725E2d6nOLxb2Fu2+/XGa8MKykFrkvxxHdwMzMIK4je3LmGGONuQEgNvb4Vc9t+KhdOUn7/FQKHH8VoC6yiylyDJaKVGmVk42PgFMGM+3X7Ri2xLZD2hZnyVrjTa8dKw3+3oz2AjhDKf481y3djb3bdZj0itg+VPV9zQYcQd2QB+3Dyx/HsUZQzh3KmqUz/BsJoZFHh1EPHkFbPlse9IzGuMiNQXoD09g3TsnVDI54KEe0yYfIjCD5MQ2cK5VSgNI9yKtS3d1LfvpalxwwaNHSkaOhYO3YoFiQUu3tuTStkoVsGpewc45fHGfhwgJY9LRiB5RfHdVxKCyWmb0xx7Z3rTF6bwHNcmnc2k2hJbDi2MOOo5EFEJAvRHoS0fIFiJv0H8RZwy2WUp7Aa66nOZxC6hplKYM/NU52aRQYDeI6Dsh3fgpUCr2qjavy4QpMYyThWfR0zb50kcWgPXqWKnckidA0tYKEcF7MugR6LLC9mZsr/KU8imp8F4cd/RLANJQ1fIIaXXfAivh/Z8WXU1Buoqe/6ZUKA8Kq+AG79IoTujE1GLZxHTX0X8tdRlRnIXQF7AXX5X6D0sK8wND2LSD+M0MOo5BFE98/D/Pt4g38ARhShx3w3dd1DkL2w4bmkJqnrTONUHQbeu44RNAhEgwgpCCZCROt9S36xJKmSK1NeKFItVslOzHP5uxexS9UNa8utaAArEqDrvl7K2RLnv3mGU3/2HtGGOC372pCapPO+XsYujDB1fZLz3zxL++FOAtEAdskmO5VFKY/63kbqextRro2XncbLTOBlxpGeh8rNQLWEF4zVYvEuMpxcoha8W1BK4c2P4VIAu4yXnUSEkhhtqxPWyjML2NmiT1IRChBpW+uqX4IQCE0S7W5BmjqV+RzVhTxuuYoeDqAcl+LoNJ7tJ5EF65NYyU28K0JgxsKEmtMo7xLluSx2toBqSPohn3WPgfE3TzPx5hly/WNEu1rY9lOfIXVo+5KHaiNodQ1Ye47hTA7hTI9ROvESynOxdh1GSzX5ZUKuiyoX8LLzPlUkisCRJ5ZYs4SmY7T1Ejj2FPkX/5DqtXMUXvkKgSOPo7f1IkMRlGPjzk5QvfgBpfdewctnsHYdwdp+EBG8+4oWgN7SReDI49gDl7HHB8h/83cJHHoEvX2H3+1I01F2Ba9UxMvN44z75Xvmtv0YHdsRmul7phbj2yvZ2czVWebLnPkrf0+w5NpeuW0zhHoQTT8CCNTcm6hAM8QOIMy0L5S3CCGDCC3q80YbjSjlILQV8y3uTMDfmRAuzaOmryFK8xBMItPbwQyjZvtQ5QVEMImIt/ovvhFGTV3x686Uh1oYRWWGEIE4JDrAtfEmL6DsEiLSANJnlZGJNpSQqInziGQnKj+JKswirBgi0Y4I3p22cy17Wmje2cz0jSkGTw3yxv/9Ok27mglEAmiGhvIUdtmmOF9gZnCGobNDFDNFeh/oZdvD24g3bnIdQkPEly19P36x+BDeWjM2kwmie7ZjxCJUJmeQhoEWDBBobkQL+tbXUqcTKQl1d6BFQmiREHrc72JippLo0TCBpnoCLU2Y9SnsTBZp6GihIG6pjB6NrNayrQZEw5Ogh6DugeXs5egORMvn/aSsugeW9zeiiMZn/EznhfO+C15IsBoRqQcg3I3QV7iBzTpo/1E//nwrF7XQ/f3MFMJMQXTn6u16ZHUWtFWP6PoZVKQHURrxX9hQOyLchfCqqIVzGyZo6ZZO94PbGDhxjeHTA8wPz2KGLaKNcbY9tnNJCPc8vJ3sRIbxiyOUcyX0gM8YJHWNRFtqqWXfRgglw/Q+spNKvsK5b5zi5B8c5/FffppEW5J0bwO7P3WAy6+c58a715i4PIqm+8+hU3VIdaWJNSw/c0LT0Tr2I6wwCIFMNPsWaSiO3n0Y7DIy3oiw7sHiLCXUBKLQTIS2dhFyCiXcqr+PNHSM6C0UaCkxExHf1ekpnFIZp1zxhbDrUc3kl7wUWtDaPL4LSMtAr2UwK9fDzhXxHHdVPHol5s71URieItc/hld1QAqkadxSAAM+S9aBh/FyGYonvoM9fAM3+xXs/ktodY1+FrPnospFvFwGLzePrGvE2v/QKupKLdVE8OhTOJMjVM6+TfHdF3GmR9Gbu5DBMMq1ceemqF71ma2M9u0EH/wURs/uOy7DuhVkLIm1937cyRGK775I+dSbvru9pQstWlPy7Irf/SifwZkcRkvUI+MpjI7aGrgZD/6acIK46feb/74NCMM3JoLdMPcG3vifIhY+8LmjtZC/XWi3PZ6I7UULHd14u9zcMt8Id6weq2oBMsNQmMUtziETbXgjp1ClDCKYQDTuRTbvg0B0+SaV8q3gzDBEbZTnoGb7cAdP1BaOlN8/14z4zohADG/4faRdxJvrR+UmEYE4opxB6370Ti99FRq3N7Lv0/t8BqMLo1w7fo3zL51H1Ojz/JIIhdAEgXCAcCpM27427v/R+2k/2IF5iwV3FbbYjCHQ3ECg2U84CXUuJ9Ho4RDQ5s+nolb3C4lDe/3h16H7a/z0E6vGXbltzWWaCWh4yie7WPl5qAPRsYG7y4gj0o8i0rf+XkSgEdH7S7fcD0DE9yDie25rXwAhdQh3IMI/uf72m+5pJaSu0bKvjWNffpjBk30sjC9QzpUJpyKrrNveR3agPI/BkzfITefQyjaprjT7nj9CXWcaTZdLrFaarhFrTrD70/uJtyT9jGYg3pxg5yf2oFyPsfMjVPJlPNevENj26A6iDTH6jl9l5voExUwBI2gRa4zTtLuVWHPCvxfNQCSaMQ8txwFlbEUSU13bsovvbrNGCYEIREGUkOE6aN65bozQb2Ryk5Wz2bDUnsvF3Ty16nh181i3ui2xmmLWc13WzYirYeqd8xjRIMGGOux8kcLIFIN/+Trh5jShlvSGwnsRRms3PPRpMC0qH72LOzdJ5fz7fumQ54LU/EYMVgAt2YDRtWvp/V26ZNNC79hG5LmfQugG9sh1qldOUz7zNrgOCIkwA8hIHHPnIUIPP0vgwMNo8Tsji7gdCKmhN7QRfuZHQdf8rk6zE5RH+/17U55/b7rhJ4hFk+j1Lcho4p5d0y1RGkBNfcsnGFIezL+LmnsLhay5pwO1mO7tKS5y1/8bGd6D58yDl0eay8mPXnUERJU76WJ2x0JYhFPI5v2IYBL7u/8clepFmGFEqgcKM6iZq9C82jWF1BDJTkR5AYrz4JTxbryJ0C1IdqLmB/zM21Adbv9biLouCCTxxs/7L1NdF1QLqMkLcJeEsKZr7H16L007mug7cZ3BU4PMDc9RypZwHQ9Nl1hhi0gqQqozTdv+NrY/sn0NUcf3BTcvQite5u8XjZ9fK+rXOfo1fLdv+X+/sTgvu57et6YOeCWsSIC9zx5i77OH1myr71lNBWqGLbru76Xr/rW9nes60jz8d55c87luGbTub6d1/2YZzrcBIe4sDn87UB7e9AAiN4SKpdFadyMia8sz9JDl1wLj17Q7xfUTGZeGVQqnUPLLbvAt2cXjqTFrLX5PXqXqW6ubjWc7uCU/a18IgR4ObtjnFkCaBo2PHCTa3Uzm0iCjr55k4vg5Ag1Jen/8UwQb6zausa/BaN+Glm4msP9BKudOYA9dxV2Y80u5dBMRjKDV1WN27vRZtcy1nhlpBTF792H8bDfl029QvXIGZ3IEr1xE6AZaIo3RuZPAsSfRG1rXEmdIDb2xHVWtoiXqV8dudROjfTvYFWQ4vlQnLKRAhsLoNct1sVHCIoSuoze0Evuxv0v16lkqlz7EGbqGm5kBxwbTRIbjaMl6jJ69mNv2o6fvfqLY7UKVhlHTLy1/cHMHNuX55ZW3PaD/THrVPrzyVcy6n2Axdu3kX0cL7EULHd7ydd55oEjUatIWS0HcKsiYb4k07UVEm/xtruNrgMrxuUg9F9za725twTaCfkZn+32+Gzs/jXvxrxDZMbSjP43X9wY4ZT+ontqGiNRvfm1bhNQk9d311HfX8+CXH7qrY38/4Ze0+OQGyqvRcN5MqiLwGwAI/HZri20V12lSccvzeQ7kJ1AL/f7ArQ9BJesn8K3jqryz+6g1svdqrfluvpdaiYnQ5PL9/A1QAP7GwfNwx69gHfsU7sQ1vMyEn5R1U+zZqostEVo4pSqlyXkSOzfID6h9x4XRGTzbdxmb0TB62BdSUtd9SsuaEPRjxgVCTRtYgEph50uUZxZA+DX1VjK6qTXb/uyDdP/wJ4h2NTP9wSXKswtMvXee63/wEqGWelqfvp9AOn7LZ0oGw5i9+zB7N1bmbgUhJSIcJfTo84QefX5Lx8pQhOTP/+N1t+npJhr+j99Zez4zgLXnPhr/2Z9sclF+dytr52GsnVsXON9LiGAbsnFr87bpeFYDStmgbJRyUN6iQqlQbha1FYG+Anfujs4M405fAaEhtz2JTO/Avfod1MKobw0joDCDd+mbqPlBiNQjG3ahZq7h9r/tF5fHW5A7P4Nz5o8Q2XFEehsimAQj5MeH7RLCiqL1PIZz6Zuo0dO+NaxvPaj+3yPcik1+ZJqZs33MXxkmPzpNaXqBar6IV3WWLAMjEsSMh4h1NJLY2U7drg5iHQ1ryQhuATXyNl7ft2ChH8JNaM3HcN/8R2hH/keo33vH9+FVHXIjU8xeGCBzbYTC8DSFyXmquSJuuYpSCs3Q0SMBguk44aYUiR3tpPZ2Ee9uxoz9oE3kXYcQyGga59IbqGLGV8grRfQdD6/aLdScItiQRLNMqgs55s/30fz4oQ2H9WybmdNXcEplwu0NBOoTS3FOaerEelow4xGqmRy5/jGKo9Mkdm6cEVyenmfh+jDSNIjv6UQPWJu6sP34r3++uv29bP/pZylPzZPtG+HKf/o6RjRM8+OHMGN3vx73B7jLiOxF9GxC5rFFKHcGJ/OXuIUTeO4cbulMbYONNDsRa5jrbg93JIRl835kXVeNncfzk6z0INqhHwPXRugBMEOAQLu/HpxqTbgGEdEGRPMBAEQoCXoA/b6fQygFRhAsP7itH/1pv4GyGQYjiL7viyin7NMeBu4sAH7PoBS5kWmu//mbTJ68vOFuUtdofmgv237ocYLp+C1dtK7tMHHiIuf+w9fXbEvt66bz0/fTcGT7mm2F8VkmT15m7Ph5MtdGsQslnFIFt2Lj2S7KdWuxNYHQFpCaRGiS2XP96K+dxggHiLTW0/zwXtqfOkwgHb8t17taGIBQPbL1Yby+b/pJdnbezyK85dE3jaUUucFJxo6fZ+rDq+SGp3yhW7sP13aWLHzwLWChSfJD08yaA4wdP+/fR0uK9KFtND+0j9Tezo/FH1zNFjn+D/8T1Ux+1TYhJcGGBI/8s5/fsPxmM1TzJT78//wxuaFJvPV40IWg9YkD9HzuEcJNW+/5mxua4vx/+iYLfTdRsWoaDUd2sPPLnyDUmNzaoFJD6zqMHtR975YAYaxVdoSmkdzTTXxnB5lLA0y+e572zzxEuKNxLRPWQoHxN06TH5zAsx3Sh3cS7WpeZXVKy6D58cMM/VWBhavDzJ65SnJvN8HGtfOycH2E6Q8vU5qax4iGaP/Ug2g11r6NsHKTNA2Se7rY/UsvcPZf/D6VTI6+P3wJzdBofvwwWvC/HWNA2bMoVUWaW3cfe55Hfq7A8KUJJm9MMzM8x9z4AqVsmUqxil1xcF0P3dAwAwZm0CCcCJFoiJFoipFqS9LYnaapO71Uenc7qA7foHz2fezxYUChJVJEnnoePd1IdXSA8vkPsYdu+Ml+7d2EHn4aLRKjOnid8oVT2KODfken9h7Cjz6zREiyIaSBHnkKoSXwqoPokSf9zwUIGUZoW3yHargjISysKFhRX3CuiPkJo6Xmnl6OAa7JyjRDfgLWyvES7WuOI96ykvEWoo3L57vTVnf3AkqR6Ruj/6/epf+bJyhOzK27mxEO0Hj/bhqO7sAI36aFqRSV+TwzH91Ys8lzPer2dK4Swm7FZvStjxh96yPmLgxQGJulmitudgKU4/qdowCnWKEy7zP95IenyQ1NMnHiIu2fPELLo/sJJCKbKw5u1Y8DRxe7uCw+H7cPz3YoTs4z9MqHTJ26RnZgguLUvB9L3GQo30Xt4tkulCpUFwr+fYzOsNA/wfTp66QP9tLxzDFiXY3ITeKC60IIpK5RnJhj4ca438d0BYINScpzOYL18S2NrTw/Y3f8nfOUpjMb1idrlknb44fuUAhPMnuhn8zVkVWfS0Mnvb9ndbLTbUIAIhBFxjbPuhZCUHdwOw39Y+SHJ8n1j3HxN/6c1k8/QGJnB2Y8gue4FMdnmfnwEsPffhenWCba3ULDg/sItdavGgspaX/uQRauDTFz6grjb50BoOnxQ0S7WtACJna+RLZvmPHXTzF5/ByaZVC3r5emxw/dMpv65ms3oiHSR3ax8+98jiv/9a/I9Y8x+I230QIWTY8eXLKa/6bDK/eh7Blk3e0L4UKmSN+pIa6dHGD0ygTz4wsUFkqUcmXKhQpOxcF13BqtKwhNoGkSTdcwAjpWyMQKWQSjFuFEiHh9lMaeNG27m+na30ayKbYpD4M9NkR18DqBfUfRkmmEZSHDEbxinur1y3gL84QeeAJVqVB45xWMzm2o+mYq1y7glUuEHngCr5Cn+N4bmD07Mdq6kObGipWQFkLWA/uRRguatZjnsZibc2dhr49XPLhetu+dCsjbOW6L2cX3HEqRuT7KwLffY/ClkxsKYCsRofH+XWz/kSepP7TNtwA+ZpyyPJulNJXxL8PzsPNlBl98n8FXPmDuwgDV7GbC99ZwShUW+sbI9k9Qms5QnsvR9uQhou31G1qTItyEmrmAd+NF1MIg3rnfQcQ6EMbtlcdUFvLMXhhg+LunmDhxifzozBpht1W45Sr5kWlfePaNkR+Zpu2pQzQe24UZC9221i2EQBo60fYGCqMz2Dddl1f1Xf9WIrIlIexWHfKjM1SzxU0JQrID49iFEmoToomNkBuewimtpRQVmiTe24x+k2ByyhUKw5NkLg3iVX2vg2c7LFwZojKbxXNcCuOzXP/D72BEgkhD9+O3iSjR7hZiPauZjIINSZoeO0RlPsfYKyeZePss5fkskbYG9EgQ5XqUZxfI3RgjPzhOpKORri8+SXJ/L0Z4rXUS7W6l43OPojyP+fP9jHznPXKD44SaUkjTwC1VKIxOk+0bwa1USR3eSdeXntw4drwJhJSY8Qhtn7qf4sQsI99+l7mPrmPGI5jxMKlDO7Y85p3CqwyiquN+dzO3gDCbUdURZHAnaAmwp31lMbQX5VXxcu8gAj0IoxHlzKLKAyh3wc8B0SLIyDGfVKfSj5c7jrJncKSOECYy9ojPLHXTequUwnM9rr7Xz6Xj17l2coCRyxNkJrNLTWo2gnIUnuNhVxzKhQq52cKq7bqhkWiKUd+ZonlbAx17Wth+fzfdB9enV9WTaYzmDrxyCWanMHt2gtRw52awR/qxJ0bQ0k2oagU3m8GdnwUlqA7fwMstoCVSeKUCbi6DOz+D0dQKNwlhpVyoTPkMX2YaoYX8jGph4RuEHz/x8e5W8K+AUi5QQpFH0OB3zflvCUqxcGOc/m/5Ajg/Mr3ublZdlKYHdrPti4/R/ODtl9rcCpWFPKWZBdyqg1MsM/TqKS7/4asbuzTvEMrzmPnoBpWFAsrz6PzUMSKt6yfGifp9KLsAk6cR0RZUdgjZ+QkIpdfdfyVK0xkmP7jCwLffZ+ztj3yL9i5iUXD0f+Nd8qMz2LkSzQ/tIbgi5nhLSEG8p4WZs33YhdVZvp7jku2fILmjDbZgbTmlCplrI3ju5oT/5dks5Vm//66+RTdobmgTIdzTvMY6dAplZs9ep++PX8YtV/EqNm7Vxl3MRlaK4tgM13//RaRpoJk60jSIdjXT+ukH1ghhISXx7e10f/FJ9IDJ7NlrFEemyFzq98cTAj1oYdXFaHhoPw0P7KX9Mw/6rQJvvmYhELrvDhZSEkjFWbg6xNxHfUy9ew7P8Wr1yCGCDUniOztpeuwgTY8c2NKc3TxPVl2cri88TjWTY+Kts0yfvIgeDvqKR9fWXLgqcw01dWp9rnWASBui8T6EuTrspirDeKXLfpKrPYOwp8GZwVMuwmxDVQYAiQztBVXFy76NFCZCS6CKl/GKH4EWrWUJL3qpXJRX9BOL3Bw4WZQ0/TKum3Q9z/MoZctceqeP43/2AZfevk52Nr9VZ9eGcGyXmeF5ZobnufxOH71HOghErQ2FsNHeA7pB9fpFnJkJ7LEhop96wa/Fdh1UpYSXzYCAwP5j6HW1dctx/HrmbAaAwIH70JIpWE959ip4k18HZwHZ+AJEdoBbwKveQLnzCD2F1BtBBhF3KJDvmRAGG6Vm8RhAEylutxbrrz1qrrv82Ax9Xz/O0EsfkB/dQAAnIn4M+IuP0fTA7rt6GW6pSnkuR3FyjvlrI5z7rW9QmpxfYsu6GdI0/MbxuuYLHaXwHBe3at+yzAMgNzhJ/zdPYEaCdD77AGZknfhJsB7Z/gQ03YeqZBDRFgg1+Bnzm6CSyTN2/DzX//Itpk9du/XNC4EWMJC6VosrCpTru6Jd29nUelaex9QHV/yG8pUqbU8d9gXxbViXQgji3U1owbVCVrke2cEJ3NuYy5VwihXmr44sleRseN2uR25kmmq2ePtCuPas5oancIo3ZW4KgRGyCLek0W5y+Qkp0EwDKxn163RvE0YsvKYr1CI00yC+s4NwWz0zH15m9sw1CiNT2IXSkjCNbWsldXgXyT1dt1SM9KBF69P3Ed/ZweypK8xfuEFpcg63YqMHA4RaUiT39lB3YDuR9oaNB1pyOfskMKHWejRrfSUq2t1C5+cfR7MssteHcUsV8kMTWxfCY8dx3/vHUJxc/5K6n0eL/0sw1+a+CC0ORhphpMGrIGKPo8rXwN28YYRSVd/6DR9C6HUIvQ6EhdCDaJH7UZVRlDaCnv7hDY5XFLNlLr11jT//5y8ydm0S5y4ryqvO5ymC0cDGdMRK4VVKoDzMbXvwClkyX/kvhB/5JHq6GaOlE2kFCR68H4RAeS5GSweqWsVo7URLNRA8eD9KCPA8zLZOWK8/sltGjf4+VCZRsUN+5zihoVQZr3QWqTeAVfQVHRlFyBBii92Z7qEQXoQCKjXL2D+lEH7TeXBYbIoMWu1H1D5zVxwvAQMh5IrjvNo2rTbm90DIK788xs6VuPrH32Xg2+9TnJxfd1c9aNH6+IElF/S9QHk+x9jb5xj41nsUx2fXlOtIQ0cPmH67w5YUgbooVjyCFjBQjkdlIU9xcp7C+BxOqYJTrm4qwDJXhhl+7QyR9gaaHti9RnCp2YtQziDq9yLCO0C/ddNst2oz+vY5rn3lDWbO9m24n5ASafn3Y4SDRFrTmIkIViwEQuAUylTmcxRnFijPZHGr9qb3s3BjnMt/8ApKQfdnH8K8FZMTvnCKdTf7GbY3wXNdcgNb80IopXxL+MrwbbW+yw1NUVnI33YSlQKU41IYm8UtrxbCmqn77uAVLTMXYSVjdH7+MTo//9ht38vtQAiBEQnR/MQRmp84clfGi3Y0Ee1oouuFJ259wDqQukZiVyeP/+d/eFv7p4/sXBLYdwwrjoh2ooRWq1X1wM77dLA3d/+6GcJAyBCIwlL7UH9NVMs/i7kzymZxUdCiD+IVz+Fl30J5ZbTIMWTsERA3P/frt010qi4DZ0f4yj9/keGLY+tfmvD7peumjqZLP+FTiiWmycXSQs/1cB0P13ZrMeO1ip7UJR17W+g5tFGtvKJ67QL5175Zs2AFoSOPIGNJZCSKtXMfpVPvkPmL36mF/hTJL/8SemML1u5DlE4vbxNSkvzpv4uWvKk9o1KAB26RVX2DzXZMsw3l2XjVPtzihyivgjQ7kIEdSL3Jpyi+TdxjIeyhKOCq91FUAQNNbEfQARRx1VUUPn+qoB4puhEEUGoMj2FAoigiSCHFdgR1QA5PDeAxXjsujSZ2AHeHxvJWcIoVPvrNr9H/rfeWkpjWQ9dnH2DHj32C5I6PSbiwCWbP95PtH6c0nVnjEjJCAVJ7u+j67EM0HttJqDG5bhKJcj1KMwsMvvwB/d94l2z/2Kau4OnT14h2NNB03y7QbnpZy/N4l/4IdXIC2f4YcucPQ6IXNqkRnj3fz/U/e2Pd5LOVCDYkaX5wN22fOEzDkR3o62W5KoVrOyz0jTH+7gUGvv2eLxg3EMTZ/gn6vnocPWjR+4VHNj0/AMIXwutlxSrXY2Fg/A4s4TKZvrFN48GLyA9NUckUbrnfymsqTMxRzRfXCHktYBLvbflvJrHobxJEz+fRup7zORIq86hKBu/Mv0YNvQyl9b1qywcv/bP6Y2mi8JZ7dntVvMowUvmUoWhRZPQhZOR+VKUfe+gfY4YPggzWxvNqQnt9jF2d5MRfnGL40voCGCAQDbDjgW52PtBD07Z6Ui0JQrEgmqHheYpStkRxoczU4CwTN6YZvTzB8KUxZkcza9avxq407btbiNVvVAkjCB59lODhFSVxtcQ9AKOtG6Olc9mtrlhyN5td2zE7ele73NftCKX8hjsbzouLcosorwBIvMpVvEofWmAPevTxDefpZtxzIYyqoskHARNXXUapHIp5lFoAiujiEUDgqSsoNYsQSRQOCoUujgEKV53xj8HEYw5FGV34jFmuOoNSc4CFEHenafu6UIrC5ByXf/9l+r/9HtWF/Pr7CcGOH/8E2770GPGe5nX7Kd8tOMWKb+HcZAE3HNlB92cfpOnBPViJiG/taOun/itNEmpMsu2Lj9J03y6u/8WbDL384YYKhl0os3B9lOmP+mg4vLo8SrQ9ila/D5WfQE2fw/3w34Fy0e77NUTdautBeYrKQoGLv/0i81eGllynN0MPWbQ9eYiu5x4gtacLPRzwE4nE+iQcQtdI7mgn2t5A66MHGHz5A4Ze/oDc4Pquv8y1EYa+8wGRtnoaj946yUYPmoQbEywErVVxVuV6NY9C2W/EfhtxZjtfIj86syZeG6iLghSUZ7KrPs8NTa0pj9oMnu2wcGN8XaVKswwSvS33jGv4B1iL2cksnuuRnctjVx12He5A6UFEqBERbPCbo9whhJYA3cbNvo09+s/9lp2G3xccwFt4FTd3cikBVsaeWOZQFyDMVrzSFezh/xNhNKM1/PSSNed5ipHLE5x99dK68d9YOsL+T+ziqZ9+iMbulN9dztDQDA0plytevBrZTs+RDr8ndtWhlCszMzxP/9kRrp7o4+r7A5TzFbbd10XrrqaNw0SL7/9GSaJCrB/jXcRtJU964JXWfOpWB/1aYXsczexCj3wSoScAiVt4D88Zv42xl3GPhbAGRIAIQpgI5WeUKUooyghCtW0CVAiooigDGoIgQtTiASros5SQA7WAUtN4XKmdo4TCRnDv4hMoRXZggr6vvs3At9/3BdQ6D6MZC9H9+UfY9sVHiXU23lHN6FavS93kyml/6jDdn3uY+sPbCSQjt1xkFxNdrHgEPRhgx48+hTR0+v7yLZziOokjSpEfmWbixKW1QtiMgBHyYyZzV6A4DU4R5VTW6O5upcr1P3+DuYuD2BtQGWoBkx0/+hTtTx8l3tuyfhx6nfvRLAPNMjDCAcxYiGAqRt/XjjN/eWjN/l7VZub8DQa+eYLkznaM8Mat6hbZuMKt9RjR4Brh6VVtihPzRDsaMW6D6KSaLZIdmFijgCR2dqCZOmNvnVtlwZZmFyjN+clZt1Nq4zku2Rvj67rINcu3hL/v1Kv/HWF8cJrpsQyO7ZJqjON5IDUd0Gthm1uwcIX2+A3vZQCsGuuYDCD0eoQeR5gtCLMVcEHoaEohjHrQgsjQ/tq2WoWJFq1ZwQACGdrj76sqvot6RZ/c+fEMI5fHmZ/McjOCsQBHn9vPM3/nUVq2p9EtG9cdQte7ABfPmwEEmtYKNd70lX4kz/VIt9fRvqeZQ8/sZn58gYGPRth2rIum3lskdCoP5VXALSCMJHB3OdKVqrmib3o/BSD0BozAAYSeQGh1fphASJTZiXIzWzrPPRbCAiFM/JiuWPG/QCDxWGnmOyv28UA5q7cJUbtcHTARIlUbJwXEgK0Fw28bN5UhLZYF3YxgQ5LOTx1l2w8/Qayj4ZZE7/cCjffvovvzj9B4sB0zpm/ZytFMnXhvC21PHiI/Ms3oG2fX3a88l2X+8iCe6/rUerUHX81exhv/APKjKM1C9D6LCCQRkdXZsm7VITc8xeC336c8t75CgxD0fP4Rup59gHhvC5q1dYVGGjqRtnraP3EEpRRXixVyQ2st4komz9Tpa4y9fY7OTx275YscbavHjIbXfRbyYzOkipXbEsKVhTwL/Wu15mh7PYFklNnz/ZRnlxe+xRrqciZ/W/XCnu2y0D+2rjteD5jEepp/4I7+HsIwdAJBA4ImkVhwywJD6Ot/50KvheI0EMYGZVhmM2ITIg6hJ2rW3FrMT2SZGZnHc9bGq9t3N7PvyR2072lBar7gUmoepdoQIoBSZTZLn5aaJBC2CIQt6loSdOxtoX1vC6FYgGB083dI5S/hzbwK1SlEdD+i8fMIbVlRV7nzeJPf3HSMzeFCdXaNO1poSbTALj8r+qZcJGm2odQm7TrXwfdeUgACEyWioGbwGPBzCCgjRRpBEEUWRRlPDaNqyVuCEEJEgSqCEstfrEJg1mrabvf8t/nw14g4Bl583y9DGp1Zd7dwS4r2pw6z7UuPk+htWXefewohMKNBej73MA17GjBK11EVDRJdYJdQ1TzCioGmo6pFv9tNsM7/7CbImju35dEDTL5/Cae0lg/VKVcpTmWozOUIpJdj8aowCYVx0IPIuu2IhsMQql/TXaeaKzD21jmyNWakNddg6MR7mun5wsPEeprvSACvRKi5jtYnDlKaWeDS77y0NoPcUxQn5hj49ns0P7QXMxrcVIGJtNdvSIVZGJmpNSm4dY5CdaHgW8IrIKQkmI4T62oi3JxaJYQBihNzlKYztyeEnUV39Oo5lqZOoC5KMBW7q5bDD7A5oskQZsCgXKwgJL6r9m8ACpki+bn1cxGatzfQ3FuPpi++LyaLFr0QBr439PbyJIQQaLq2bo/59aDyV1Djfwr2HCp/CS39DKwUwoU+1Ojv3tZYG5/kZoMQlJvDc2eQxlqlRmixLTNZ3EMhLEEEEcq3WAFfiCoBBGtCtRGlZgGFELGaVavVjpUolUFRQZBGkEAQAJJIYdeOozZuHAgtnWdTCIHQFy3yDbCitGPgWycYePEk+eGpdcaCcFOK9k8eZduXHiOxrXXtPt8DaJZO4307aXpgN1a4gtd/ze+xa4RQs1dRC0OIZG8tm7ImECPNiIb1+ZytZITkjlYiHY1krgyv3UHVYsP9E1h1MUQtQUuEGxHdn0GkdvrnWgfK9ShNZRj8zskNM4nNWIjeFx5FS8bJzBbQjTLBaABrndKgRSwy80hNIzOVJdEQRavRIgohCDen6Hj6KKNvnCU7MLFGENv5ks+xfXmI9MHeNQQWKxFtb9hQCOdGp7HXc+PfBM9xqcznyY+sVuyMSIBAXYxwS5pIa5rZ8/2rthfGZ/1EvFtAeQq3XCU3NLXGEjZCPi2p1Fe//qo4hcoOQHkWrASi6UGEEKjyLBQm/P8dvywEzURYCQi3QqDOb9p+m1BK+QlIpSlUZR7sEii/zR9aEBFI+uOa0VuWt60YFOXZUBhDlWbAzvl1uEr5z6IRRgRSfg2uZq2xYFYNlR/158HO+/Ha+kPL81MYh8q8n8kMoAX8eYi0+XO2yfXaFYdSoUIhW8IwdZSn7knOiHKrUJqB0iSqslDLulZLa8LiPKAHb6uqpFq2qZbWT04KhCzM2nvpW8EVlCrX/jfwK2NslKrWvKJ3E57/3CgFTpG1FvdioprwXe93VEHjrrGEPXsEt3wZPXjwDq97Ne6ZEBbCRNAAYrlGT4rOVbJPo3eNLFSqgEAiiKHJtQX2QoQQdIHourPrkmJzEnelUEB5ZoFrf/4mgy++T2Fsdt1dg6k4nc89QO8LjxLvWtvG7XsFMxpix499AisRQVgJRKy9Vi8QQOXGoDjrJ4AAou0Bv7NRfhw2EMJCCKxklPr9PesLYfyYbm5ocjV3tZUA1IYCGMAuVcgNTjJ3af1kLGnqRFrTdH/uYa6cHiG/UCKaCtPUlSZap3Cqrr+AKYXreEhNIDVJfr5IIVsm2RDl7OtX2P/4DiKJIGbAQNM1tJpruufzj3DuP3x9XfIKp1hh8KWTxHtb0C1jQysx1JjEiocRmlwjzPOjM7ds1wdgF0oUp+exb6IVDTXWYSUiWIkIkda1MTHfEl64JXOW5zhU5vPrJtgZ0SDRzrW1s2rmDN7Zf48afQNRfwTthRdR5VnUyOt4Q9/xCSaK435Wr5VApPYhOj+DbH0cFe9FGLdoaqA8lFuB/Bje6Ouo0Tdh9iNUfswXmHoAQo2I9EFk13OIhmOoSGutJeZmwzpQWYCF63gD30ZNvoda6POVCeWBGUdEO3wCjO7PQXLXpoqDGnsL96PfgLmLiK7n0T75W1CcxBt8ETX0Mmr2nK9EKA+C9Yj0AWTX84iWh1GRdp87fx3MTWUZH5xBCEFLdz2eUmh3kwFQeSg7j8r0oWrzq+Yv+9fquX43s0g7NBxFdj+PSO1HBdO3VKCEEBs6TEq5MuX84rvkoVS+JowLtbKkit9xSBXvuhAWoW5E6ilUsQ+ZfMTvEbzujgYiftgnKdmK50d54ORQmZOwIudIyABChlBuHlbek9DuiLDj++KO3hyL1JT3JlYlpEQLmus/+jUB7FaqXPjtFxn41ok1GaqL0IMWO37sKbo/9/C6i+X3ClLXCKYTNBzd4cehhfAXukrW13KFRG5/FjV2EkINqLnrAIj4Bu3kajDCAaJdG8c2PNejmi2s4h32rv4leFW0Y39/w+NKU/NMnrq6YTa0FY/QeJ9PKTk+MMOu+7tp6EhRKVbpOzPCRP80Lb0NOLbL3MQCsVSESCLEyNVJxm9Mc+zTe5kcmqP6nQs0dNTRta+VuibfNWxGQ3R88ggXf+fFdYWwW6ky8toZdv+tTxFIbexW0kyDYH0CMxZeI+QKozPYhfIthWRpemHd8Ea4aVEIh4m0rWUmK05lljimxc0lYivglHwreD0YkRCRjk3iVm4ZVRiFahbvg3+Gd+NrvmW1SBurlG/FDr/i/3R9Fnngf4S2JzdehJTyn8uZj3CO/wOYOgWe36B+aVw7D5ksav4K7vU/R27/UeT+X0Q13LcmpLE8rOdfy41v4L7/T3zBCyy1WgUozfhW7OT7cPn3kYd+DbnjR1Gx7s0tQbvgKx25Idx3/xFq+BXfE7ByHnLDqNwgbv83EDt/EnnwVyF9cN1x61sShKIBlFKEo0G0uxmPV8oXwAPfxj31/4XZc/41rpyH8rzvzZg+hXvpt5EHfhW57+dRsa5N5yEQNglE1lcsRi5PMH59iq6DbUipo2mNaNrysyXlna2NS41Z1gkLKaV8EpnoYbT4keW/hVj/vdMjyB3/GBFo970Bt30NFVThKurUT6zOkpZRECZO4R2k1cOirJJ6GrStd1L6ayiEAwjRhcbaJIC7ASEFxiaMQ5W5LOf/y7fp/6t3qWxQDqKZBgd+5Qt0PH2MUNOddc64WzATERof2L0qwUZ2PgE1XlOt+ShoBqLxwGp3zC3cfHrAIrROZ5pFKNfzqRtXylIzDO7mRerluRxzlwY33G4lIzQe88uZlILBi+NUSjZW0AClMAMG108PE02FaNveSGNXCitkIQRohqSpK4XUJPd9Zh/XTg2SmyssCWGhSQLpOHW7Opg+fX2NIFaeojS3wMKNcQLp+KbZ2KGmOoKp2BohbBdKVObzt6SXLM0sUFhHCIeafSFsREKEGpNopr6q9tizHUqz2VvGhZ1Shew6SWgAZiRIrGMTFimA0jTuG38PNfoG6CFE9+cQdXvAiEBlDjX1IWrsOHhV1PAreHoAqVmIlkfXH8+rosbexnv3H8LcJb/+MtKGaLwfUbfbH7eaQc2cR418F5wyXt9XUcpF7v0FROsG4+ZH8a7+Md7pfwWVDKAgtRfZeD9Eu/ys4+I43tQpmHjXVyzO/CuoZpC7fxbqNmOyU6i5S7jH/x+o4dcg3IxofggR3+Z7ewoTqKmTqIn3/L2v/wXKjCL2/G1Ir/XiNXemUUqRmclTXifX4mPBLaGu/BHuR//ObyUqNIh1IVoeQ8S6/Vr94gRq6jRq4gR4Nt753wLlIvf83KbzkGyKk2pNrLtt6Pwop168QPO2BnoOb9xScqvIX7mBFgoS6lwb4nOyeXKXrqOFAsQP7MLJF5l9632CLU2Et3ej38w3LiTocbbO86zViFFuIiVyM3jlSyAEbukjFt2qRuxTaMH9WzzHX0Mh7Gtk9y5jU2jSXxzXIXrIjUxz7StvMPBXJ3wBfDOBghAEkhH2/vxnaX/qCKGGxNa78dxlmJEg6f3dNZdRLTa76A4TgqWCgEWX06IFequm5Lq2abcn5Xo4hQorpbCINKPmr+MNfBcR71o+R6QJoQfxXI/yXJZs3waMO1IQqIuR2te99Fl+oUR2No/yFAszvlLkuj7LjhUyMQMGhqmhFOTniyxM57GCBlbIRCm/xnFpfCGQhkbj0Z1kro+uaw3jKeYuDpDc1b65EG6sw0rF4Prq9oAoKE7N35JesjSdWRMPBgg3p7CSEV9ZjIYIt9aTvSmDujy7QGFs9pZCOLduHoPAjIWItNzCQnFKqOFXEY3HkLt/DpE+4AtKqfkCtJLBG/wO3rnfhPyw7/qMdED6EJhrG3Z4U6fxLv+e7x5VHqL788jdfwuR3Al6uDauA9UsavYc7sl/Cpk+1NArqFAzKrkDEbpJcXDKqKGX8a78nh+n1cPI/b+I6HrOz8jXAoAAr4oozcDECd9KLE7gXf8LCKSQ4WY/prsRynOoqVOI9qeRB34ZEesCPbQ0riqMowa+jXf234JTwLvxDYhvR4tv88v1ahjum2Ssf5pCtszc1ALhWJC2nlsoQluAN/gdvL6vQnbAZ+Tq+Txy988igg2+m19IcKuo0hRq7DjeyX8C1TzetT+F+LZN5yHVmqB5Wz1WyKRyE/2pY7uce+0ypXyZh3/oCMee248V3rxd5O2gOjuP3TdAZXoWK5VEGDqFG0NYTfUEmhoQUqBsB7dUoTQ4Sv7qDYItTessa8J3GWuLpCS3DyEkSlub+6FZO5B1a71U39NWhreDcq5MYb5AquP2O5dMXJ2g/8MBSgtF2ve3s/2R5Xjj6MVRBk4NYpeqtB9sp/f+3k1G2hhCynUXx4Ub4/R/8wSDL75PeW6tC1pISaQ1zfYffZKOZ44RTMXX9EP9fkAPWcS6mlYL1c1egNvtGqTJzWtRlcKprn4hVWUBNX0eNXfd7zFde+jlvp+GeBd2oURpOkM1v37MVA8FCDUklpKe9j+2HeUpAiETz1NUyzZCClzHw7R0YqkwuqkjhKChow4rZJJoiHL0mT1YIZNth9oJ3uRGE1KS2NG6LvXkIjJ9Y9i5tUX6KxFuTBKsW5/Npzg5TyVb2JBe0nNc3xKeXN11S2iSUEMSMxb2KR7DAWJdjWuF8EyWwtgMrNNLehFOqbJuMqERCRJMx9FDt0Orp5C7fwbR/gmElVz17KhwC9JMoOYvoQa+DaVZ1MxZ1MyZNdawqmZRUx+gRl73lcDENl9YNt7vd9haOa5qRoRbkHOX8K78AeSG/GMnTiB6Pr963LlLeONv+5afGUW0fQK56ych3usnX61EuAXCLcjcMN7VP4bCKGrsLVT9IUTHpzadA8wo8vDfRzQcQ2iB1e9QqAlhxVHTp1Dj70Bx3PcStDyMqD+8tFu8LkKlWKWuIUaqMX5XE7IW4/Zq+jRoFqLhKHL/LyPq9tZCUivOFW5CmHHU3EXUtT/zrePxt1Dp/Yjmh9Yd3wpZtO5sovdoJxffWsvtnp8vcuXdPhamclw63seuh3vZ+WAPyaY4hnVnIka5LnosijRNioOjWI1pvw6/bwgzEV8i6RC6jh6PYsSiWM0NCHNljNYEMwWBJt8K3rJiIHz3tTTBXV4PhBYBYaDcOVAOwmiqVdzcmfF4z4Tw/Ng8fSf6ePRnNnAjrQMjYOC5HnMj81gRa5UQNoMmru0yOzRHKBH6GEJYoAfNVUpRdnCSoVc+3DAJa7HbTPdnH6LruQcJple/RF6ljKpW0aJbiwd4RT+mqoVvr9Xf2gsT6KHAHfWYvZ2xN1MylFJ+UtIKZ4FIbEN465Cm6L5QrWbyFKcyG8aDjUjQp9esvWCt21ZbCovx5/W07FgqTCzlC69F0vf1Sh2EFETaGzYte8oNTm5IILKIUGOSwDpdfsAXwov9jNdDZSFPaTqDc1MnJisRwUpGlq7NCAWIdTUDZ1btV5rNblguB/48OcXKuvtYiQihptSta8g1E9IHfEFpJdYsYEJIiLYhO57Bmz2HKs+g8sN4Ux+g3SyEs/2omY+gNAVWEtnxKUTDUZ/chXXGteKIzmcRI6+hckOo7ABq8iTcLISnT8PMed8yD7Qjd/wYxLcj1qFJFVJHhRr9WPD4O6jiJGr2gi8425/eOHPWiCDSh2qZ4vraedBMVKwb2f087tylWlz7Kmru4iohHEuGmZ1YoFQoIyQEQncvSUnNXkDNX4RqBhLbfWUkvegWvel6peErUNt+GHfgm+AU/O9m/gpsIISFFLTuauLYc/sZvjBGbp1ypVKuQv/ZYUavTDB0YYwrJ274Nb97mmnubSBeH92S4iE0DSMeRYuEKFzvRykPAdi5HHZmAXs+AwjcchkjFsGIRTFiEQb6J1jI5NA1jZAMo6svkZ81SY1nyOcqVCo2wZBFKBTAth0WMnnqUjHK5SrNrfVkswV0XSOVjte+a1kjNVlRr+/M4lWu4VWHAQ8j9hxu5QpCb0aaW6+QuetCuFqqkhlf4MqbV7jw6kXqe/2FtONAO4FogMJ8gfmRefJzBX9BrAvTuL0RwzJIdaToOtyJXV6bDl/fXU9xobTUgP5OsWwJ+w9EcSrDyGunGXzp5LruO6FrJHpb6Hr2AXo+/zDB+sSafZzZaZzZKUL7j27pWuzJMZRto+24sxaH0tAxoyHM6PrlMlvB5OgcsWSY4AoL6Zb11DcJU9l4CJXaBVXfbSyCKb+EoBaLqWaLa+peV8KMBgk2bOzS2czFddvuLyEINdb5luAis/xNKEzM4RQrmyZXmfEwViqGfhN9JUBxco5qdmMhXBibXZfoI9JajxEJLp1TDweIda/Nuq9kchQm5vAcd11Fya3aVDJ5KvNrcxoCyQjh5ttQ2jTLj6sakY0FFCAajkKodo2lWd/dfDMy11GZmgVlRBDtn1x2FW80bt2uWrY9UJ5BZW/47urFXAbPQWWuonKD/vUF630LfIMELhbPltoHsS6YuwDFKdT8VVQ1u7FL2or7JUrrCODlgXVEy2Nw7reAYVShVuJ0EyaH55gcmQMBzVvwEN4Kavo0quDXm4tQM6LpfjZ1vWoWov4gLHoL8iOowtiqd/VmJBrj7H9qJ8MXxzjx1TOU85VVSZn+hUC1ZNP34SA3Tg2R7kjSfaCdnsPttO5qIt1eR7o9STASuCVTm9VUjxYMIE2DQM3NLC0TLRpGmiZGLLrUoESzTIKdrQhN48bVYUZHpjEMjWgsTCT6FIGgxeRHg8zOZKhLJ9B0SbViUy3blIplkqmY3yZISqan5kkkor4QBpAWouE5sOcRll8XrOxx3NJ5hAzhVa5A9Bnc0kfIIH9NhHCxyuT1SQZODzHdP8PF714CoL4rjREwGDk/yrV3rlHK+rVrmq7x5C88QaI5uaLg+95hMSYsgGq+xNhbHzH44vtkro2ss7Mg1tFIz+cepuv5BwmmVhBTuC5uNoOybaqDN7AnRwns2o87PwdKIcMRhGmhqmW8Qh6kRIslEJqOk5kD5VHpuwJCErhDIaxZBmYshKegXKxQKduYloHnedhVGyEEpmUghKBYKGNaBrquYVcdPM/DMA1AUS5VOXPiGgfu37ZKCG8VqpxBZfog04/STGTvczBzCeJdCCuKXSxvKpz0UIBAauvZhVuBEAIzEsSMhpCGtm4bRztX9IWw6yE28AZIXSNYFyOQjpEfXk26X5zKUM0WNxTihbH1a30jHQ2rmtjrIYtoRwNCylX0lU6xQmlmgcpCftUzuXz9JYrjc+t2ZrKSUcLNtyEAhA6x7ltmk4pIK5hxQPq1ufnxNXkHqjAOxRopiXKhnEFNnkRtIjD9GykAwi9fqmRQbhkhfa+Rckqo4iRUF/zEsVA9Irh+n+vlixUgDES0A2UlwB7xY8n50WWBfzO0ICK6ecKRENJPgjJCKIQfRy5O+fOw4vuvlKvYVQfd0DZyBt0RVLa/lpSG7xUoTOCNv3OLg1z/B/x5rmZRbgWhr6/QSylo7E7z3K88RTlf4doHA8xPZHE3aPailGJ6cI7pwTlOvXSBdGuCnQ/3svfx7bRsbyTeECNS55OXrPeORLZ1Lf1u1af8uVxs8CQEoa7VPYaT9/k1u67roesaQgiyCwVQsGNPJ6988wTFYoVjD+1lcnyOK+cHkEJQl44zP5ejrbORy+f7MS2DxhWeRaGF0Hr/weIs+PfmFRBCR499mur0lcWLYqsx50XcdSEcSUXY9/ReBFDOlvji//6FpW0LEwsMnRlC0zWe+18/Q2GuwFf+0Z8zfmWCUDxEMHZrbuCPC98SNvFcl6kPr3L1z15n7uLAuvtqpk738w/S9dkH1yx2bm6Bwntv4eYWUHYVaVo4UxPkXn8JlIe1Yw9mezfO5Bil86dB04nc9wgyniD/9nfBc3ELOcy2rju+F6lLNMvAdVwGro0zeG2C9p4G8tkSs5MZrIBJIh1F0yQ3Lo/S2FpHOBpkbjpLpVylvjmJ5yqmx+eZHJ1l54GPl92oRt/F638R8hNgxaD7U7jv/UvkA/8LouEgTqmKnd841ioNfdPM9bUnVKil+r1FApbF1W39Bg+LMMIBNEPfsJdyNVfELVeRmyRnBVIxwo11a4RwZS5LZSGPclzEzfSlSlEYm/Xd8jch2la/KhlONw1CDUmMWJDqwmoO22q2QHZgcl0hXM0WyU+sX9seSEZvzxIWwv8Ob0VwoAXACPvZt27FX9CVt/q4ahaqtSzywhjuKz976/PfDM/xPSxGZHnMRcIMPQCBLViWgTq/zSb4yV2VuY2XT6mDsVEnnxqE8Mczwv7+bmWZ1GSFZRlNhCjmyyhPoRt3MZ+kPOefD1AT7+JOvLvlIZRbAae8FDpaD7qp07K9kZ//N1/m27/5Ou/+5WmmB2eplu1Nu4A5VYeJ/hkm+md44w/eo21XE0ef3cehZ/bQsqORQNhCt/TNvVlC3JaMs4Im4XDA74mtaRiGztkPrtLYnCK7UMA0DUxTp6GpDqsW/uzd0U5nbwu/+f9v7z2DLMnS87znnDTX+1vedlf7np7uHts7PTs7g8EOZv0CWDjCCgQJgCLECDEkhshgKKigKAVJUD8okkGBRgIJrbCLBUAAu1yD3VmHcTu2Z9q78t5df2+6ox/nluu6Zadnh2DU+6eqbubNPJmVeb7zuff97S/w2MUz9KzXnxYCTSC1fiyGfr6DEkr5qKAEqN0zMd6DH2p1dHGuyMLIPMNvjjL61uiqvqRbdwm2EKO/3xBSIm2bwu1JLv2LP2bp5vhmopUm/IZLaXSW6uwSkfzGya526XXMtg6iZx+hMXqH6puvUn37BxiZLFa+ndrlt5CRKKEjJ5HROI3R21Te/gEyFCY0dAyrs4faO29sq9+7E6RhrAqQCyGolutIQ1KvNsh3ZejozvCtP32NWtmh93A7EyPzFBbLROMhYokIN94ZxbINPvOLT/Plz3//PdPoqdIYIj2EOPmzBJf+nZ6QxBo7WeBqjd8tr8c09khR6RM4I4BCmO26nSCoAj7IJJtennUwbGtb3mSv1sB3PLYbTTibaNmipgJFfbFEfalEtEV4vTK1QG2+sOnzRF/7pop0wzZJH+ll/tLtDQsGp1ilNDLdUvnJKVWoTLWobTClpqtsT29zVat7g7DY1cwnTe0509Deld9YM3Kg//Z3ZhHbHor1hAn4dW2YQU+Ke2DswgixKlCgPHCrW+8rxI7tfKuQ9triQ3naK13n7Z+9eGzbuoZ9w6vpc70nqDXPeDsICMVsPvW3nuXcR0/ynf/3FV7/yrtajnCXmLg+w9StWb79e69w8uIRPvwzj3LmmeOY9ns3Rx/+kfObogyrzGRKc1V39uR58OFjq/bHMCXjo7MMHeujqye3Y6hcmu0E3KIx/29Q3jSN+X+FEXkIYe6NM3oF75sRVkoLQatAazYKIUjkEqS705xMR3nyFy+uVrrGszFC8f2HQfc0rsCnOrPIO//6TygMT+1oBMdeeBM7qfOuiXUrpKBRx0hlENEY0g5BEBDUa5ipLMIOE33oAspxqL75CsrzkKEIvjtHECiEHUJGYwjLhmBndqWtIAyJ0WSPCvyAWCLE5Mgc89PLACzPl0hnE2TbJK7j0jvYRiafoFyoEomGaO/KMDu1xIvfuERhqbwrTdudByXXJi0VoCdOfVzlBahttIqlIZF7Up7SlZ+BN4vER1i9BN4EKqhhhE5tmd8CMMIWYpv2ssD1UP72z0Y4l9yyl7q+UKS+uNkIV2eXqS0U8BsbFyPSNIj3bQxHIwTSssgc62Xx6sgGI+yWqhSHW/cBO8Uq1cnFTZ9HcinC+dQuhT1U03Du4pkIvLUJXBhg3vMuN8Xn9SDyyAd+o2k091Cok+gHa12qwoise8588PdghPwGq3zAwtyekUsFu19ABG7zmdfHvVdH+76Sc2w4cKjpgQO5B5BDP64XBHuAaDuvW8V22m+lXsE26T3ZxWf/9nM8+smzXPrWdd742rtMXJve4Qg02e4Uxfkyb3/jCsOXxhl8sJenf+FxTj159D0ZY+Oed1optboWX1v4iLVtTViWycVnzpNMRXdcIAmrCzPxLDJ8EuVNI8xOpN2DMHbmi2+F98cIC4jnYsSyUf7oH/wx8WyMx3/2ceK5OAMPDXL3tbu89PmXEVIQ+IqnfvVJrLDFje/f5MoLV5m7M4tpGbh1jwefP0MsE+PGX9zk2nevszAyjx3R/WpnP/YgsWxslSN4N6jOLHH1d7/G4tUR/MbOL65TqDD2wluYsTAn/sqPEkrrcFhocIj6zau4k2MEjRpGOkv40FGql14nqFWwOnt03nhpHr9cQsbiYJqEho5Tv34ZZ/Qu/vIiZn5/qycAhNDhdcugb6iDfEcKBFx5YxgEHH9wACl1WNZ1PGKJMIGvcBou0pCEwhaHqw4oxeET3bR1vTfiEZE6pEPSb/871PwV/O//A0Tu1GrRiwoUQYs85er3DYm0DFTQwG9cRZhZVFAFJNJIgnLxnTugPIzQaYSZQ8gIAoFSLqD0T9VA+fMEXh1h5JAt+vfkDp6wamqfbodQJqHbkFoUeNUXSy2L0EqjM7pgan1VuZTEe9sIpaJNXvP14zTJnOhHfvnlDZ9vkkFcN3E4xSqVFuHoSHtGV/bvxgtTATQWd/aOvLoOQftOk5s4tjmEbcb0541FMOOI/o8iop3bFlFtghHamK+0E01vW+gx1FuH31uisRa+xQhBeJvnvtkTvS2U0p65W9YLEiOkw7r74ireB+yUPqdb1oVZAx/b3FO9E6w44t7F005fCVmkO1JEEhHa+rM88PQxRt+d5Mr3b3Lr9RHKi5Vt3yEVKGrlBvXqPMX5MnOjCzz4zAk+/LOP0TaQ3dO8vhV2U8yplCKbS2HZ5q6igcovoPwljNBhsPu1tKQI7YqHuxXeFyMshCA/mOfCz16gslQhFAthhS0qpTrZgTymbTLyzjjzk8scf3QQO2IjDUmqI8mRxw/Td6YXIQTxXBw7GkKaknRXmqMfOsLAuX6kIUnkE1hha8/9dk65xuwbN/FbVGBvhcrkPOPfepNwJsGRn3gKaZtY3f0QBCjHAcNAWDZWu+7XFaGwLsKSEjObI6jXtLcsDaz2LqSlRenp6cdIpvd4d9ewcuVSSpLpGPGkrqxt1D2EEHT15TQB/7qihtW/0b+nshvJLN4LRNsZfV1zl7VKU2oA0fUYRPOrA97uHDo8FAAegTuCCIoo1QACBP0II4cQYYJgDt+5jSnjrGmxriAg8JdRqoE0e9BKLi3O5Qdbtkrpse6cgzLDNuFMglA6vok5q7FUasnbXByZ2cTEJkxJ+lgvZngzyYHRNMLGPbllr+FQm1umvlTWnOHNr/l1R1dGt2iRiranN6VVtkTg6f7bHcKcqjKpi6MIwEpBrItNbTGxToh2QHlMG3WnoKkdt+BY3g2EGUVEO1ChFDglTUJRm9ec0FtNhkqB8lClMc01LQxdkBXbpqLVq+k0yzZjUSqA4gjKbYoIhDKISJ79FursFSI5oAvN6gtab9h3EPHeHb93vxCK2rQP5sn1Zug71cWhs71M3pxh9MoUo+9OMHVztmVb0wpUoKgWatx5Y5TCbInyUpUP/9xjDDzQs+8+471ACEF4G3GYe6H8In7tEkH9XYTZjQwdRpgm/0X0CVcKNYrzZRRgh03aj3WS6UwyN7ZEoGB6eJ5EJsqhRw8RzsXxX7zNuU+cRTbDY90nu+k+2VoKsO9ML31n7sOD1VSXWQ8zGiLankGYBoV7GZDQE3bh7jR3/vQloh1Zuj98BhmNET62TgChOQtGzj66WpgihMBswYEaSZ7b9L37gZX72NmbbR5arP3cwOUhWv7+XiHinRBOIXInUU5JT0ThzCrvrzDkltXGoMPVOuSqQLkovzm54xH4y0gRaXq+OZQ3g6KFgVA+yl9A+QrDPoqQrUNsvuNuljRcB2kaO4ZthZTYqRix7lxLI1xvYYRLozObeoilYZA53ocR3rxgkKah9YuTUeqLpbWK50DhVmqURmewk9HVe9woVqgvFlumWaLtmQ3Sk9sicFCzr+uCqnBuS69Ozb0J1WZrXySPyGzOUZM6gkgfRc2+Bm4ZNfxV3dpktGCu2y2kodm2EoMw/5bmh556ETH4sa3HCrB0A4oj4FUgnEekDm/PmOWUUAuXtHGTduvxKl/3G7vNyEe8B5Hcnpv9fkK0nUeMfA1VuK0VoKb+AjoeYX8EFfuHYRqk25Ok25Mcu3CY2eF5Rt+dZOTdiVWO6Zm789tUVMP82BIvful1pKEjfAMP9Oyb2EQ5C1Ab0amB2BGEDO8pOqECF9wFcJZ0KsTKIYwwQsaQZhuBNw3uJH5QQMg4MnQUae2dBe2+GuGJGzNM3p5DSEEkEdItMbbJ8OUJBk91szxbxDAklm0Sia316n5gkIJoR4bcqUHazh1BKcWtP/hOS+L7wHFZvjXOtf/4dSLtaTJHe1aLotZDG7w1Q7N+Il8hUTDDNr7n6wq+e6tn9wqlc9H+8hJmvh1hmth7KG5SgY+/vISR0u1T72koK+0pkTxCKdTcO4h4NyrZj7AiSNPE2CbnG/g+fsMDBMgo2gBbzZqRAkFQ1e0BRgb9oYMKyih/GSE9HboWQuf5hI0Kiqgg3dIQBw2XYJucr7TNXTGi2Ykoid42Fi8Pb/i8UajQaObZhRSrRSDliXmce5SThGmQOd7fkqFMSIkVDRPrzq/2L6/Aqzss35oge2qAlcRXY6nUWnRECCLt6S0JRjbBd1Dzl7QhDqU3M2apAGpzqLFvosrjgEDEerRxvffU6SFE/ixq9Bua7nL4K4i+Z6DzQ/q4W4WlA1dL8alA9+vew4Il2s4j8mdQi1egNk9w8wsY2VOoRP8mZSAV+NBYIrj1B6iyVvASmROIzse3n5jdEmrubZh5DdV+XovGr78PgQvlcYLhL0N9CZCI1BHNs/1Dgsif1dzPC+9oJrCRrxF0P4nIn2kyfLW4PqX0/a0v6Ap3O45o0Y7muR615ZrmdMjFNfVsuU44EV5d9LeCaRl0H+2g+2gH5547xfSdOa587xZXX7zF7N155seWWvcaA5XlGq/+6duk2pNkulKk2naoTt8KlVsEE/8BjDhy8G+gQl17Cxn7VVThTdTSS4jYMUT+GTB6kFYH0mxHBVX82iW86kvglzBl+IM3wuM3Z6gW64SiNr4fkMwKbrx2F8OQhOM6H9moOjh1F9fxcRsubsPTvaw/ZIFrI2IT7cgy+GOPMvD8Y6SGuqnNLoFSvPs7X26KE2x8QPyaw9zbt7n6H77Omb/2SZIDHVq5aBdQSuE3XBZvjBPvzuGUatiJKNH2Xebotjqu7+MvLVJ++Xskf/TjyHAE5TU9RClBgQiFUPW6/ttvGjnD0Aa8VqX69uvEHru4f+auJoKx74LvIgeeIbj1pwTXvojoegTj/G9A+jBG2NqWLlF5frNgyUSaXaigiJAxVFBjbcFWRKkayDgqqBO40wTePMJwEH4WIWIY9gmEkSLwxkHGMFoYYa/hoLytPWErFt5VpbadjBLv3fziueUajUIZ33FXtYm9ap3a7PImcg8jZJEe6tl6gSIgfaSHpWujG4yw3zTC6z36+lKZ2uLmymszGiKST22pg7wZOnQbXP4dpBmGtvNreU7la97h0a8SjH1zlQlL5B5Atj20efihjGbe6vkI6u6fQmkE/wf/G8bZvwntD4OdbBZZCW1wla9zzPVF7YUaYUTP0xDbWD8hMqeQXRfxp1+B5Zuoka8SpI8hD38GFevSOWohdGi9sYyafong2n+AypQeb+cFRNcTO9wGBfUF/Df+MfLhv6N7p1f0iANPSxwOf1lTcnoViLTrxUFmG2EIpdD1C82UyMo1rxQKBLrCXPnOakRtpQixFUS0Hdn7DMHyDdTUS6i5Nwhe/V8wHvofUIl+zWEtjLX7G7jas6/OE8y8gsgcR7Q/AuEMKlB4ro9bdzAtE7fhMnppFGkanPjwcZyay8SVSQbPD+ApD8M09NzmaqfCczxM28QMmatGOhwLMXiml/7TPTzzSxd446uXefmP3mT47TGK82XcxuY2waWpAu98+xo9x9p55JMP7muOVI1J1NxXwcqgen8eEdpj/U3QQFVuoab+AJU4jZE4CeEeVKAX/wQlUA3duy4shNhfeuW+GuG2vgwzIwvE01H6jnfh+z6f/0df4Tf+2U9TrzSYujNHcaFMNBlhcbrA1N15xm/M0H+iE2tPrSnvDUbIouOR45z59U+TOd63OklGO7Ic/vRFSmOzDH/l1Za6sIHjMfKVV0h05xn6iQ8T723b1QMSuD7lyUVu/dmrxLsy+I5P5yNHibal3lNAQJgWRiq9+oK60xM446MgJTIeBz8gcupB3TIVS+DNz2rikEwW1WjgTk3gF5ZQXut+2T2hvqxX1+UJ1NSrmJ/9At6f/y1Uo4QArEhoW3Yvr+HilGsIGcIIn1u7xpX7qwIgWGsvAQx7ALjY8niGfWjTZysrb6dUw3e3uGYhsOLR3RnhRIxEC8lBfY4qtfmC3q50PvheAywtk1h7hlA2sY3nLbTGcTQMrBnYFU9YBWqVGKSxXKaxuDkMHu/OaQ3k3U5m0kJkT6KmX8Vf+i2tHpQ/D6FU06C9jBr7pp7MEYjui4jDn9IFU60O1/koBL+GX7gF8+9oOb1v/XXInkRkz+i8sbRQXhWqM2ssW24JceRzGB2Pbj6oYSEGn0c2lgh+8L+CWyZ47R8R3P0zZPdFSA1p416ZRE2/ohWhQBu2w59CDH12Z4IPKwbxXtTI1/EXLiN6n0FkToEV0SpKUy+iJr+7cpXIQ59A9j69QbxhFUqhVkgyfEeH5t2yDnlXZ9fy704BtXRdU8DaCZQZ0+eTVtMob35O5KFPQmMJvzwJhduosW/iTXwXOh5BZE4iwlkQAuWUoDKl7+3yTQhc5KN/D5F7ANA9vbN35xh+fZj8QJ7eB3qwIyE818NzfYozRaauT9P7QC9T1yZJdaTwHJ+F0QWsiMXUjWm6jnTQd7Zvk/yhlIJIPMzFzz3MQ8+f5sUvvcEL/89L3H1rrKVHfPfNMa58/xYPfeyB+1KktWcIE2FlUEJAYxJ8HcEKnGG80p8TNO5ihI9jxp9G2v063L0P3FcjfOKxQxw5368VYCwTBfzm//EzxNNR4ukoz//qk0gpMG2DnqPtHH90kHDUxrifjes7wIpH6Lxwkkf/p58nlE4g7zl3KBPnwb/xWWpzBWZfu6494ha48YUXCGXiDDz/ONFd9F1KyyDRk2PoE4+R6GvDDFuYtnXfI/LO1ARmvh0V+DTu3sJM52gM3yJwHBqj7yDDYTAtvKUFjGSK+BNPUfzWV+9P6kgIHZKrzkGiW4cQhbF6jVYiSjizdWjJLdd0NKIJX41iiDZgZUJr0Ti/D9SXSril2pbtaeFMoskvvvNNsRIRYj15hCE35ZjdUo363HLTCCuKd6c2GWEzGiJ9rG/7SJBAG+HYxiiC33ApjUwTuB4ralmNQrllLjrWk8dO7dyCsopQCvnI3yW49h+1oRn+qja6QjbbdpymAQbR/xzy1K8iOi5scw0mouNxzKf/Of7r/1SHpv0aLF7TIvSr/eTNftXAa/YBN/t0t2LuCrchj/4UWDGC1/537eUuXSUo3m4u1kTzeM06ECOKOP2ryBO/sLuQcfIQxvn/Hv/Kv4e511G3voSSf7L5uIA4+jnEyV+GrY7r1wle/8cENz6v758KmterdGV1k3xEzbyG/8Jvgmh68s0Ul8g9qJWnhj67+djS1ouVcJ7gnX+lFxyBCzOvo+beRq0a7kB72mrl/sqmcdfbgyDArbvEc3Fmbs+Q7V2rHDdtg1g2qhevSuF7AQtji6hAsTy1THmhQrIjydTNGTqPd26pQQwQjoa4+LmHSebifP13vsfl797YtE+92mB+fInZ4QW6juw9zPueIWRTfQmdlghczYslwxjRs9iZz4GIggzxXkzpfTXCVjMHDGveSzK3FuKMJtZNoBbYLQpR3m8IQ2InY4TScYwW/WhCSiK5JGd+/VO85bjMvXlrUyEX6DaQW3/4PYxIiMHnH9uRv1kIgTANwpk4AkVxdI5wOk6i571xyCrHwZ2Zwp2exJ0aB6Vw5zVlnpltw8zlKf75l0l/4if1i1MuYsRiiESKoFqmfuMqynXvC42eSPQSzF5Cjb6APPYTumAlcFfD+qF0fFuiCLdc28AkpVQRX9URIoHARuEBDQQJlKojRR5FRRdxoQAPIRKATxAsI0QEKVIIsdYHqgJFZWJ+U5/uesR78ljR3cmxCUNiJyLEunKUJ+Y2tB655Rq1Oe25KrYwwpEQ6WO9OxaBJQc6sONNbdOVf1agawwqkwuY0RCGbeEsV1pWZcd72rBTe0k3CDDCGI/+XYLpl1DjL6Dm39FFWMoDO4XIPIboexbR8xFE9sT2LS5CIMwIKncG48I/QA39OMHk92Hhkq5WdgrNNidb56DjPYj0MWh/SKv7bNFyI6ShhRkOf0YXf41+Q1NiFu9oJikV6HB3fAiZP4vofw6RPwfx7k1549bDlohYF+ZT/4xg5D+jxr+j+bFXWqIibYjsKX3cnqcQqaGtj6t8HbovaoKZLRHoUPwmhHOaKaz1QBF2EnqfRsb7tKrTxHdRS1c1ZahT0sbXDEO0Q9/fzEnoeFRHDZrFaU7NZfLaFKZl4Ls+xbkS86MLuA2X/EAep9pg7s4cs3fmyPVnufzNq1hhi54Hehh/Zxzf9TVF8Q5RJCEF4ViIkxeHKC9WGLsySXH+Hq5zBaXFMjN35z8YI7wyCADlrLbrCbMdKSOooIpSJe0F44GSbMdNsBXue/33fWWCeR8ghNi2P1QIgQIyx/s59tPPEDgec2/fbuk1FUdmGP7yy1jRMP0ffXjboiMAAkVlapFC3cVrOJpoY4XNZb/XYxgYmRyJDz+Lme/AyORWc8IyFEGEQsQvPIXZ1o6MRAjqNYRlIwyToFHTxjqvt71XiI7zyFAKVKDblaSJce6vI5J9gM6fRtvTyJBF0KJHe8UT9l2vGZr1ECKDUg4BywjCSBEnCKZRBEiRQalSk7pSgHIQRPDVOCBRqoYgtMEIEwQUR6a3NcKJgfZm6HcX1yyElpM81Ellcn5DWM0p1aiuMGMpKA5P490j5m5GQmR28oRZU5iyYuEN1J+B51MYniLe14byA5xiBa+6+driPW2E9uIJgyapSB9FRjtQbQ/hLU1QGJugPLvMwIVTzeriQzoPupt2oxVDnDmBiHVj5M6gatPQaFJQrggIGGGwk1oAJNql2462MZhCWhBph64MIt6L6n9Oc0J7NUDpHK6d1L3JyUOIVr3MW0CpAIVCZE8j7RSq80NQmwevWVxnRrUhTg1BJNeyuGkVRghx/BcwOh7f1bk3IZTRwhZbQUhd6d12VrcttT0E9bmml93Qizdp6v5qO4kI5yHeo39vEp+EojaHHhpAmgaB5xNNR4llYgR+QDQdJRwP8dBnHiLdlSaajjD02GEMU5LqTBFNRvA9n1gmhhXZnYMVS0fpO9XF4IO9XPrWZvEPp+pSXNgsRPJDQeBAfULfN2GtPjPKX8avX0Y5YygC7PTn8GpvIq1+ZGhzCmwn7MsIO6Uq5bFZvFqD9oeP7+cQuzrH7A+ukT7aS6Qjs8HAqcDVWo7eMpgZhJFG7JEhZjsIITBsk87HT1JfLOLVnU3Vr6ALiRavDDP81VcIZeJ0fej0josQBaggwAqHMEP3IRxtGJjpDGZ6HeHAPQQO0bO6YlWGwhu3rXd/78PiScS7NN9wfRkaRYQVQ/ReXGU2MiyTcC5FvDu/SSMXdNtQba5AeXxOayRjIEQSxZJeiWKh8FZbkwK1RKBKCCxdDU3Q9Iw9wGqGwjdelwoUC+/exa1szYKUPtKDndj9osSMhEge6mLqxcus93Dcak23CylF4HmURuc2RlWEwIqHSR3u2tYTFs2QZLyvHTsZ22CElR9QvDNF52MncSt1nFJtk3CDtAxiXdk9XZPOX3pU50vUKgIrcpRQ9xk8tcRiYZzBoceoLJQpjRexwkXsSB234eFUGkRSERqVBr7jE06EieUThNaF0oUQOrccSiF4YPdj2g5CaEOdPopIb62zvHco/IbD/PUpPFcQSZzATto4VQen5hK2Q1QWqniTNezILJFUBLfh4rsBiXycRH5d+kVayK4PbSkZeL8gpKk7FCJ5SqMzhDuTWFtwoJcn5rATDeykfkftiE3nsTXlLiEEqY6NbW3rr6n7RNfq76FYaAMfwa7GKgSRRJj2wdYRwcAP8J33ppy3ZyiF8oqo0mWCxRf1fBLqbEoagvJmCZxhpNlBUP2BLmBs3AYZR/JDMsJuucbC5WHq84X3zQi75Rqj33gNI2QTyiQ2epmqhmrcQXlLCD+HCB9v5ozurxduJ6L0fOQcTqmmSfFbSB16NYe5N29hRcNE8ikyx/q2PqCEcCpOXdHM471PkYOdiNB3s98+oMpTqPmrqMJdMCPIkz+FmngJ0XYGEdGFIeFckuypgZZGGKXztXNv3SY52IkUGQQWkpgujsAEFFLk9c4ECCIIEUYIG9DPgJSdKFwkMQTrQ9EBbrXO/Nt3cCuthSSkZZI53o+1B3lII2yTOtS5GkVZgVdp0FgqofyAxlKZ+lKRYF1ExQhbRNrShHOJXT26if52QukYlck1nWAVKIrD0/gNF6dQaSmQEcokCd/7Du0GCioLJWbvloi3J+k41oXVJDVQfsDEO2OU54pYERszZOLWXby6RyQVobpcIdmRpjizTDtsMMJ/2eA2XO6+cZd0T5bCTIFoKopTcyjNl7BDFuXFCm7dIRQPE46H8RwPpRT5gdxGI/xDQuD5+lmo1Fh45w6ZEwNY1TrKDzDCNsoP8GsNzFiY5ZsTxHvbVucCO7EzbeNWuJeP4H5AmhIrvL2ZUk2PVVXvsEpHCqjSO/qXwEUtvQzVUdRueMCVB405VPENKL0NBIjESYSVbp6vhsDAiF3Ar/6AtYveX05v3+FoFQS4lRrF4Wmta2oZRNszmGEbp1yjsVTS/LtKt3uE8ykMy6S+WMKr1pCmiVdvEHgB8d42jJCFW6rSKFQIHG/1+61P7qP8ipYN8xZRqvG+dRzHOjL0/ch53HKNm1/8dkuxdqdQYfqVq9jJGGd+49OE0vHWJOAK3Gqd8uQCXt0hkk9uq1n7lw1q6jWCse/o/JMK4MRPElz6t8jH/rY2wkAklyR/5jAj//nVllJ7jeUys69d5/AnLyBNzZy2Fk5eU0ja/LcCoVhjrbl3X/Adj8KdKUqjsy3Vk4QhiXXnSPS3NzWndwczYpMc7NJpjnVG1qs1cJYr+I5LcXSW4B6SglAyRnKgY5dczpDsb1+lTV2BCgJKozP4jkt9sbipBxkgOdiBGQvve9Hlez6+6+M1PNyag1tzaFQazN6YIhQPAw6lmQIqUEQzUSoLZSqLZQYfHWLy8jj10tbKWX8ZoAJFebHCuU+e58aLN1meXiYUDRF4AQuzC1hhG6upyLMwtoBpm4TjYWqF/fPCvxd41YbmGm84VGeXCGWTBJPzeJW6blELFG61TryvHbdYoTIp8BsOoVTsvmiT7wVKKeqVBvNjSy23hyIW8cwOaRS/hlp6mWD0d8Arstbq1Yw6+RXU8L9YV5y2AwKnyenfdOvNDCL7FIR0XloIG4SBcid1qszV6S/tCOwd+zbCQcNl+foYl//Nn9FYLmOELE7/2ifJHO9j6eoII1/7AfW5ZXzPJznYyYlffI5YZ5bJ719i7o2bxLqylJoUfg/9nb9CrDvHzGvXmfzO2zSWy5gRm8ZiqTX3qAwj7B5U7W0w2xArVZDvE1KHuhh8/jHq8wXu/tlLG7yZFdQXiox89VXifW0MffoidjK2Kc+nAkVpcpFQOoZZt3Xec0Uj8z7BdTykFB9ISb8qTyJSg4juCwRv/eu13sR1CGe1EQ6l49SXipsWj06xytxbtyhPzBPvyd8jBXjvjRL3/H7v3+vGphSN5TIjX3t1y3ywEbLpe/ocVjyyp4WRYdvEe/MYYRvf8VbD/IHr4ZSrOKUqpeHpTXUFdipGcrCr1SFbItbbttkI+wGlMR3mri+WWnrCycHObfuzt4UQRFJRGqU6CyNzOJUG5dkihcll8ofaqZdqJLvSCKA8X0ZIQe5wmlvfucrI63cwbRNrm3M3ag4oLQjwfumJB4EWONmvfKCQgmgmhjAEpm2yPLWMU3GQhsCOhbDW8RxEkxF8P8CO2rQN7dD+9D7Bqzcoj81y6NMXqS+XCRoO0rLwGw7FuwUibRkyJweIdeWoTMyxePku2VODLaN4QRDgNjxUoDS3sinvq9PgNTzmRhe5/cZIy+3heJh0xw4EM8IAOwtmEvwyBE2BjlXKVbXaXrQ7NAmXhAFGHNH2HCL3EYSt6XeF2Y4QcdzlP0T5JZzlL2JGHkGY+yse27cR9uoOoXScR/7OzyNMySt//99RGZ8j3pMnf+4o2dOHEFLglmt8+zf/GYc//QSxpliykILUUA8nfvl5UAojZFGbL7B4+S7JQ10c+emnKY/O8NLf+7dsVbYrRAgz/RMoZwzE+x/qSh3p5vjP/yil8Tnm3rzZkvKwUajwzr/8T8Q6s3RdOL2JGEEYkvYzA7iVBst3prVndJ/XDm+9dp32jiwDQ7uf3O8bxIohXKkobPb1rocUhPNJep85x50/+YtN3iFKUV8ocOV3v8a53/qJbVua9gLfcSmNzHDnT17aUrjDjNj0/9ijG5WMdgOhDXhioJOla6MEztrx/Yari/GGpzYxdIWSMZKHOu892pYIZxKEc0nMSGhDlbVbrtFYKlOdWWwZZk8OdmHtstDsXrQNdZA7EtGdQlKiUAxdPIY0DdqOdhD4AVJKzYkR6HYbz/GYvDTKsY+cIpqJblsI+cLv/wCn7vLIR0/RPfT+VMBWCzWm7s5x9KH9UUmGYiEu/MzjGJbByadPbHYMxEYl2ZXiPPk+LSp2gjQMjLDNxLffpLGkF2ZWLKyjblIgpMAM26s88rkzh5GmyeLlYfLnjmw4Vmm+wmtfuURxvsy5j55i8EzvfZ2zbr0+wotffL0lt7QVNmnry9J7fId3xIghcj+CkbkI1Tuo0iXNdFV8S9NWIsHO7zJlKXQRlpVGxI5o45t5cq1VCbSKUvI5ZPTsmoqS2bGaM94r9m2ErUSEWHces9kLZiWjBL6PV3dZvjHO9CtXUJ6PUorafIHA81ednlA6rlfn62j66gtFpGWuTjJWPEq8N9/6BQ5qBO4oRmiQwJ1AGnGEEeP99IaFlCQHOjj3Wz/Bq//wdykOz2wOlysd5rn0r/4TRtim45HjGyY/IQWJ3rzWsAzb2Im9eVxbwXU8bl0fY3xkhonRWYqDZWamtdh2ti3F7PQS9Vqdjq4c8XiUxYUC9ZrDwFAXg0Otubr3A5E9RjDyAsErvw3Lt/C+/t8i28/rKteVfYQgnE1y+NNPMPbNN2gUypu8YbfWYPTrr9P95Bk6Hz3xnkNkSimKd6a4+cVvtyRgAZ0L63jkOKnD3btmQVuBEAJpGKSHuinendxohB2X6vQipeEZgnsYuuyUDkfv5TyxjiyRfIrSPfUJlelFypMLuOXN15c6tDlH6w0AABmqSURBVH9PWFOrGqvnB2BdlGUl7SKEQKwIgxiSo0+fJJKOag7ubZ5x3/XxXF8b8PcJs2OLfPP3Xtm3ERZCIC19HSsRpu10gd8XzeA9wE7F6P2R86A0FexKYR8040WmodMtUtB54fRqOqTVeH3fZ+zKFC//8Zu89KU36Dic5/jjQxw610v/6W5i6eiO+rutUJwv89Y3rvDiH7zOjVfvtkyndg21M3CmB8PePoIhVupFDBMVO46I9CNyz6Bm/zPBnd8GI4I8+vcR0UHYVci46QkbITDiurd8A9++RMkI0uoFq1OfW5gUCkUtppPcJTVsE/s2wtIwkGFrTSTAkCigOrNI4bYWQeh55jxOocKdP/6+dohWCnNNYxNPrhUNEbgebrXefHgCGoUtpLBECGHk8Msv63aY+0DgsBOEEBhhm8yJPs78+qe59C//mOLIzGaPWEFxeIYbn/8WhmXS8chxpGXSKFaZevX66stQnlwgf3qAeAtR+L3CcVzefesWZx8+RmG5xNT4PJFIiFQmzjtv3qRedXjyR85x6/o4V+fuIoTAtk0Q3F8j3PYg0oqhMkNQmYX0ILL9HETyG/YzbIvUoW76f/RhRr7+Gk7xnlVwoHAKZa7+319FGgbtDx/D3qK6czdYuj7G7f/0F0y/crV1ZEUIol1ZDn/mImbE3lfLmDAl6SM9THz3bVzWvFHtCS80n5U1T9iMhYm0pbGTe2sbinbliLSlNxnh6swilcn5jZ6w0JXb0c5sS57z3WI3cnDrf5eGJN2TwbA2G+BKscZrX7/M6NVpQhGb8ZvTqx5wcaHMm9+6xtj1aYJA0T3UzukPHSaRjXH38gRXX76LlIJqqU40GebR507Tf7Jry/GVl6vceWecl/70bd789nV+/598DYCP/NTDdAzk3pOR3O09uRd+MA44SKFDmvuFUj6KAoL0Kh+yUnUCNY+SVezkWoX4vcpp67HjAleBU3cpzpUpLVSYH19i/Oo0iVyMVFuCXG+GfG+GTFeKdEeSZD6OHdE5css2NA+J49GoNCgtVFieKTB5Y5axq1NMXJ9e5ZC+F3bE4sQTQ5x66tju/k+rdijUlJJMoSIDYLdBUINIL0QPI+TuF6PFYom3336ber1OZ2cHyWSSubl5HMchm83QaDjMz8/T2dlJKGTzxhtvEY1GuHDhMfL5/M4naGL/fcJCIFp4niv9ZdWZRQpNSr1wJoG4Nx9zz1fDuRTRDp0nvvnFFwhcX4sbtLr/QiKEReBOam5hVMux3G8IITDDIbouPkB5aoHbX/ouxZHpTas45fnMvnmTcF579fmzQ5pFLBrGiof1S+EH2LH9S7ndC6fhUlgu4zQ8PM+nWm2A0DrCvu/T1dvG1Xfv4jRcLNvEMA2i9+n8qjSxmn8RoSTkTkJyABFON3vrNt4gIQVWIsLQj3+Y5dsTLF5pre08/85dbn7hBZxCmY7HThDryO6puMirOyxeGWbka68x/u03N0kIriDanqbrwinazh3Zd/GSNA3SR3o2UV16lTrFu1PUZpc3LNjC2QSxruyuRCLWI9aVJdK2WQmpODJDdWZpg0SnNA3iPW1Y8ci+vJX9Qgih2eDugdvwmB1d5JWvvMPZjxwnkY4ycWuGetWhXmlQmCvz7ou3OXXhMNIQDF+eIhy16T/VyeTtOd753k2e/28u4jkeb3zrGp0DOdr7s0S2YGYyLYNULk6mI4WQgr7jOuoQ3m9+/D5AUUapKkKk3+OM1cAPbmLK88DKAstDUUKpwqaF5P3wylWgqJcb1MsNZu7OI6QglooQz8aIp6PE0hEiiTCGbWLaho4aNJm13LpLrdygslxlaarA8mwJdws5WSEFJ54Y4uyzJ2nrz+5vsEIgzAQi3I2q3t7XIWq1Ktev3+Chh85z/fpNOjraqVarzM8vMDY2TjQaIZFIEI/HsCwL13XwPBvb3tvztS8jbEbDpIa6taB5E+0PHyPe10G0M0vm5ADKDwg8HzMS4tBnniScS4LQRSKhdHxT3s2KR8ifO4IRsnBKVU2A8fxjxLpym8ODykX5S2DEUcpjzc3+IRhiKbDjEQaff4zGYomRr71KZXKzoLhXqTP1/XexE1HsZJTEQAf5BwZWQ9DJ/rZNlJn7hWWZnDp7GALoG+wgFLYJhWyUUpw+O4TjuJiWweDhbrp72wGFZVt0dr83tq4VqMmXUbVFXVXoNasKzajmqbXjyKOfhcRGzVZhSLKnBxn4sUdxSjWKd6Y2VUsrz2fqpStapH5ygbZzR4j3tRNpS6+GBzeNJQiaovaLLF0bZfIv3mX2jRvU1jFxbbh38Qht547Q/9yj7ynsLQyD5OGuDSkW0HUC85fubioGi+TTxHv2XrgT7cgQaUtv+nzxygj1hcKGeyhNk/TR3l2H10W8DzH4MS3DZ8U1EYdx/1jtGjWHubFFauUGH/rkg8QzUUauTuF5PuVCjbnxJQxDcvGz57Bsk6WZF5ibWCKe1f+XcMzmwsfPIE3JrbfGKBdq1MqNLY1wOBai70QXy/NlXv/GFZ749LndDTR1BDn0WWg7B7FueA/avNpjXUCpCppApsAK9apSHooCSpXRc5iNECmkiKNUg0DNA05zWwQp0oCNokqgpvCDuwiRRSgbKVbeZYWihh+MAh5gIkXbRsKa+wQVKMpLVcpLeyl62h7SkBx7/BBP/syjDD3cv+9iOkAXakUHoT7JfrR+Pc9jaWkZyzIpFkt4nodlWdTrdSqVKt3dXTz44CA9Pd1IKUmn0xiGgbHHBe+ejbDya9gJk/aHNuqGDjy/xgITziQ2bV9B/sEhbTjV5sKmzLG+DRV6Sild6Xav1JkKUMpDmnmUt8SejW8QEBQWkNn8vuX7Yp1ZDn3iAm65yug3Xm/pZdXmC0x85xJ2IsrRn36GSG4tV7Bn9qJtYIcszj96giBQTarZ1uGnB87roouV/Ju8T8pVqlHSpP5Lt1GNZUS8CxHOoirTUF9G9T+NuNcIC4EwBIMfv0BtrsBwtU5lamFTVCFwPebeukVxeJqZ12/Q/tBRMsf7NO93U25QCEHg+wSuj1dtUB6fZeHyMNMvX6UyvbClbrC0LbKnBuh++jzhwU4mx+fo6snvy2sQUhBtS2On40jLWC04c8s1CuXNGtWRfIp4z+5DVisIZxNE8ildib2O+KNV37W0TNJHe3bNzS6yJzGy26j/vEcEvq60jSbCzdYzgR2xEI7E93w8xyOaDK/e/1DUplZu4NRc7LBFtjO1ei2hqF7s+Fvwf2+A0s/8bnO1suMRrce7SyilwF8GI9Hs1Fj5PABq+MGNpotgE6gCUiRYM5Z3moxvmjNbym4EYcBDqTkCakCT61kOIUUHSlUJ1AKKKiqYRQkLQVQbWuWjVJmAGRQOSlUwpYnEppXww+pYPR+lAqS1cdElDIFhSC3H+T7m7aUhiKWj9Bzv5Plff4qTTx4lkdVzpAoCgnodv1xGRiIIIQncpnBIs8PESMTxi0UQQovRSIkIwgTGaQJRwvJsVK1BUK+AFBjRKDK0vceqFHiey9jYOD09XdTrDQzDoKOjgyDwyWazJBIJXTMgJalUEsdxqdXqxGK7n9/3ZoGUD7UxMOMoO697qZRijS9z5fdmCFL5utKsKYu2us0rgldERfoAoQ2tMJr7NSdMoYkZVG0YEepGmQmdEFc+CBNpDwA+yi+zuT1lh8vwXJyrryAfeBwZS2mJvyBABf6qUVa+p4XSV86pQJgWwlx7SDPH+xj82OM4xSrjL7yF72wOr5RGZxj5+mtE2jMc+sQFjJB1X0JDrbDeqG53jvtlfFdgPPgrAPjv/i7Cd5t/S1Tg4X/rb7Pd/yacSXDkJ5/Cd1yGv/yyFh9o8a43lstMv3yF6ZevNBmg8thp3dcopMSr1XEKFWrzxZbcyfdCmAapw10c/tQTdFw8zejoDG+8epWf+5WP4XsejusipcSQkkDpFhfbtgiUwnX0Nts2Ma11XOmGIN7bRuH2ZMt+8rWTQ6QtRaxr75EIaZqE80mi7emWutcb9rWMDZ6wW3NQQYBhmZt40wM/0BXOviLw/FVSjvsJO2yRakuwPFtibmIJp+6yPFPEsE1iyQjZzhRXXrrD/MQSpmUwP75MtitFpj1BtVjb13MrBBiGQAiYG1vCsAyS2RhWaOupTwUOq7SWqilyoDw9l4mVz2DVu1IN/NrbGNHzYKxPFfgoVSRQc1jGs0iRwPXfQFED5aGoEahJLOPDgI0fXEGpZZTIIYhjyKMYzW4D138RRRkhejFEB0KFCNQwpnEeIXSkQKkyigAhQljGQ4DE8b6tQ+B+ksA1UUGANE2QgsBxEYahu1iWiyjXxe5o09tX/mchi1xvho5DeUoLFRpVB69Fj/1+YVgGoYhNsi3OiSeO8GN//cN0HWnfoCsQNBrUR0dpjE8Q6utDeS5+sazrp2ytN544d5bKtesIwyCo15GRCGYyQVA7i1PtIVqO4BcnaExNIW2L8OFDhHu3j3DYts3AQD/PPvsMtr1WTa6Uaqml/MQTH1pdXO4FezPC7hKqOowI96w2SOPXdfm3ENoo23kwU+BXwF2CyKD+vDENVgZhpVCVu1C9i+j4BAgDVXgLQm364XaXdAVbuFsb5qk/RLU9h0g+CFYS/AKBO4WQMYQ9gGEP7ukSAAh8gvlJGm9+B6OtBxlLEZSXCcrLGG09qMAnWJjCyHSAHUaVl1Cei9l9GLN7aMOhOh45ritgZ5eZe/Nmy9MVbk9w7Xe/TnKgg7azR+A+99r9FwOnDN6KULfWSFWVac1buw0Sfe0c/7lnMWyL65//5gbN3FYIXJ/S6AyM7n+oid48p3/t4/Q+dVaLKFTqq3UFt66PcvvmOIlEjEwuSaVcY2mxyMkHDlGrNrh2+S6pdIKTZw7R07exrSY50Mls7Ma2RtgIa23fcHZ/7VfhXIpYd34XRlh7wtIyUUox/dZdqgsl8sd7yB7p3JDBqS+VkZZJfblCYXyB/id2x4S3l+c4HAvRe7SDYw8P8H/9j18ikdVVp8ceHiCeiZLvyXD7rTH++W99Ht8POHK2j6Pn+8n3ZJi8Pbchz7kS8dlp8S2EINWWoO94J//ol/4t+e4Uv/D3Psng6a0LEpUzAjKm5yZnHGQU5UwgQ0MgFIEzCSiEkQXlErgT4BdQ4Qfu4e/3Cag1878ri7WI9jVwUaqAooDjf3/12ZOiC53bLeAFl9AhZQNfzSFVJ63TbmufCWGDSrIS8l4hkHAWF6ndnsUtlAj3dmEm4pQuXyPUlseIx6jcuINXKpN/5gnCPWvtjbF0lE/8zWd48NkTvP6Vd3n7m1cZeWeCwNdayGrl9HuBAIFAmpKOQznOPHOSRz/1IKcuHmm5u18qUb1+k/wnPg6GpPAXL2F3tKOCgPLblzAzaVSgcOfmEKZFuL+PUG8voKjduUtQqyNDNoXL7yLDEYK6xFtYhB2McCaT5rnnPoplrStA3sbItjLMu8HejLCVafIA+6zKcBlhbWT9CiL3FKo+AaV3INKPSD2Mmv8mWGmIDiLCfbrcG6lpCCO9ULkDVkoTZXtliB1DRLpR5au6zDw2hIgdAlNXEqqgSlC/gXLntDcsBDJ6HmHtJb8mQApCDz6JN34T58brekUYSeBN3kFGYpi9RzHyPbjDlxGRBDIaxx2/tckIA7SdO8LJX3qO+kKh9cSoNEfr6//k/+OJf/hrJAY6Wio4/WWHSB8iuPVlvK/8VUSsHbU8jEj1a3WXHRDrynH0p54m0pbmyr//KtWZFioy92OMhqTj0eOc/qufIPfAoZZVwzevjnL63BGmJueYGJshkYxTq9axbYs//8rLJJIx5mYWaevMbDbC/e1Y20i4AcS7si3zurtFJJcktkMoWxgG4XScaHsGYUhKk0vM35jUXQxBwPz1SRZuTJI+1I5hmYy/coNINk44FWP+5iT1QpVUbw4zbLI8Mo8VsQklI7jVBo1SnVRvltzRbh0O3AOSuRg/+bd+FKfhrhaLWbZJKKo9jU//5tN87FefRClNDhGOhZCm5PGPn+GhZ9dC5Z/5G89gmHJXSmxdh9v45f/5U7iOj2FK4qnt86PKL2iTJmyUv4yQEQiqIE2C2hWUcnRo2VtGyChm4sN4xW+1KOozkITx1TIKTx9T1YE6AgtEEqESWMaTzRC0AgwULoGaBgSW/BAKH6W+12qg7NYC1obHqI0tYMSj1EbGiQ0NYCUT1KemiZ88RmSgB69UJtSxeR41bZO+k910DOZ59leeoLxUZfzaFFO35pgbXWBpqkBxvkx5uUq93MCpOvhegFJq9X8UitpE4mHSnSk6DufpOJRn4IEeOg7niaej2NGtIy/SDmGmUix8/RtEBvWc35iYBKWw0imUUhRefBGvWMJMpxGWhTANlOvqUHE4RPXGLaxMlsBxMNMprLad7YVpmmQy6ffdYdqTJVDOIqo2po1laIVvtBlG9iuo8jX9YBgRzVBSuQFGVLcRGTEwIggZ0o+NV4b6tP6OMNbpfYZ02Ef5WtbMr6OcBYSV0QbczGPEHkG5Mwi7HxAIY299WVphPowI6zCOCIV1GNo0MdJ5VLmAjMQRdhhhhwkK84hKAWm1yCEIgRkN03b+KA/8tU/y+j/9fZxidVMrjN9wKdyZ4q3/848499/9uOZGNj4Aoer3EaLrcWSkHVUcAa+G6H0SmT2htYV3gDQNoh0ZBp57hHhPjjt/8hJTL767pZ7zXiFNg1hPnkMfv0DPR86SPNSJGdFyhZVyjfGRGUbvTjFyZxLDNBi+PUG97hAKWRiGwDAMbl4fJZVJ4PsBuXyKdAsikcRAB9YOVeex7rw2wvt8ucO5JPHu7Y2wGbGJ97cjDB11iebiJLqzGLZJJBOnMLGAMCRzV8bo+9AJorkEkVxCG9t4hI7TfYy/ehOnUseM2EjDoDJfIpyOkurLk+zJ7ppucz2kIYlnti6Ai6dbbzNiIcLr+Ke32q8VTMvYIKm6I4RF4M6Acpo8wQpkBOVMgjARKgAZQcgkyi/j1683WZruNYgGQqQQ5PD8txAipEPKJHRKjRhS9OMFV1nxZA3RgxQdCEIoVWp6wzY6H7ZmqAQWUnTg+j9AiDCGPNI05K1hRCPIcAhhGFipJJXbI01D5en/owK/VMEtlLBzG9smhRBYIRMrZBJNRUi1J8j1pDn+oSGcqoPb8PAcT9ObegGB38y/N8lBpJRIQ2oe6JBecIUiNpFEGDti7Vi5b8RjxM89SNBoYESjhLq7UcE9tQCBInr8GMK0mvleG2yb8OFD2D09q3wTyvMRtoWxC9U4IfR7/35jb+6YEUGmH9PG0YjqHqxmXkQtfg/sDoSda+ZTBBAgokOAAjurlY6EgHC3DpNYGR1mFsbaqs7KaGOdPK8f+OxFzdkp9IpXyDBYXQgjAzK2vyIa08Y+fQERjmL2H8foHGymlSUiHEU1qohkFgwTs2OAIJkDFKKVEUb/s0LpOF1PnObkLz3Htf/45zSWN+c2/brDzKtXufWlPEc/9xTJQ1v3OP5lhIhkwY4h0oO6StqOg51Y7WPcCdI0COdTdD5+ilA2Sfsjx5h97ToL7w5TnV3assBqO1jxCMlDnbSdPULb+SPkTg0S7cptePEty6RvsIOPfvJDpLMJzj5yDM/1QQhCIT1JdPa0YRiSw0d6cRyXWDxCukU4OdaT11XW96pUrd+nO0d0G13lnRBKxYl1ZpC2tYEYZD3MaLipRNX8O2xjx0IYlonv+RTGFkApnEoDM2whDInfcDFMAzsWIpJL4FQaeoIOFFbc1gZdCqK5BKG9KDL9JYOw+xBBbTX3K4wkSqZAGE1TuZIfttY4ho0swtho6HUNSwRTntB5YPS8KEQIQRwwMeQQSq3xHQuRAmEhyWPKB5rfWalwTrFW/xLGlGdQNACjKVRi63C2WKs1MOQRIEykL4+V7NBFSZEIdnsRaRioIMDOZbGSSaxMCiOy/QJyhbAklo4S28NC6L1AmCZmai3XLta/WzuowRnxOEZMQTOM/EETqbSCUGqLmWKPUMuvQXRIK03ce5M27XzPtq323YfUnlKK+nyRa7/3jZbbzUiI1JEeep8+u9ET3ct4t0Dg+dTmCwx/5RVNpL/VJNyVo+viA5obeZtjBp7P8s1xRr72g5bb7USU7Ml+up64T3Jw68/tB1Rnlrj5hRdabjfDNqmhbnqfOb/nXtfdQCmFW6mxdG2MpWujFIenKU8uUJtbplEo45Zq+I67yuMtDQPDMjFjYax4hEg+SaQ9Q6K3jdSRbjLH+kj0d+x6rOtf1nuLMdZXobf63vCXX6bQouVqBR2PHCd35vD+K+SVYvn2JCNff21LI2ynYrSdHaLt/NHVcS6PzCEMiR0LsXh3FsM08B2PtpM9LI/MN+kMLfyGR3qwjdl3RzHDNr7nE4qHtUEWEG9PbcsH/V8H1gmAKMVq3lWIjds2rLT/y5nYW2GDAbp3bt3lHHeA+4/7ZoTxKiBDq9qxBzjA/ULg+9QXihSHZyiPzVKdXaKxVMat1ZtqSAJpGpgRGzsZI5RJEO/JkxzoINqV3Tdv8n/N0OFCWNF+3ZaGMVCr+x3gAAe4v7h/RvgABzjAAQ5wgAPsCR+MzMcBDnCAAxzgAAc4MMIHOMABDnCAA3xQODDCBzjAAQ5wgAN8QDgwwgc4wAEOcIADfEA4MMIHOMABDnCAA3xAODDCBzjAAQ5wgAN8QDgwwgc4wAEOcIADfEA4MMIHOMABDnCAA3xAODDCBzjAAQ5wgAN8QDgwwgc4wAEOcIADfEA4MMIHOMABDnCAA3xA+P8BLb1mR4AZMTAAAAAASUVORK5CYII=", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Join all text from the 'quote' column into one large string\n", + "text = \" \".join(each for each in df.quote)\n", + "\n", + "# Generate a word cloud image\n", + "wordcloud = WordCloud(\n", + " background_color=\"white\",\n", + " colormap=\"inferno\"\n", + ").generate(text)\n", + "\n", + "# Create a figure and axes\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "\n", + "# Display the word cloud image\n", + "# 'interpolation=\"bilinear\"' smooths the image\n", + "ax.imshow(wordcloud, interpolation=\"bilinear\")\n", + "\n", + "# Remove the axes and tick marks\n", + "ax.axis(\"off\")\n", + "\n", + "# Display the figure\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "a804e22b-3bac-4112-9836-f1db9097bf5f", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting matplotlib-venn\n", + " Downloading matplotlib-venn-1.1.2.tar.gz (40 kB)\n", + " ---------------------------------------- 0.0/40.8 kB ? eta -:--:--\n", + " -------------------------------------- 40.8/40.8 kB 986.5 kB/s eta 0:00:00\n", + " Installing build dependencies: started\n", + " Installing build dependencies: finished with status 'done'\n", + " Getting requirements to build wheel: started\n", + " Getting requirements to build wheel: finished with status 'done'\n", + " Preparing metadata (pyproject.toml): started\n", + " Preparing metadata (pyproject.toml): finished with status 'done'\n", + "Requirement already satisfied: matplotlib in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib-venn) (3.7.1)\n", + "Requirement already satisfied: numpy in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib-venn) (1.24.3)\n", + "Requirement already satisfied: scipy in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib-venn) (1.10.1)\n", + "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->matplotlib-venn) (1.0.5)\n", + "Requirement already satisfied: cycler>=0.10 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->matplotlib-venn) (0.11.0)\n", + "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->matplotlib-venn) (4.25.0)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->matplotlib-venn) (1.4.4)\n", + "Requirement already satisfied: packaging>=20.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->matplotlib-venn) (23.0)\n", + "Requirement already satisfied: pillow>=6.2.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->matplotlib-venn) (9.4.0)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->matplotlib-venn) (3.0.9)\n", + "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->matplotlib-venn) (2.8.2)\n", + "Requirement already satisfied: six>=1.5 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from python-dateutil>=2.7->matplotlib->matplotlib-venn) (1.16.0)\n", + "Building wheels for collected packages: matplotlib-venn\n", + " Building wheel for matplotlib-venn (pyproject.toml): started\n", + " Building wheel for matplotlib-venn (pyproject.toml): finished with status 'done'\n", + " Created wheel for matplotlib-venn: filename=matplotlib_venn-1.1.2-py3-none-any.whl size=45440 sha256=2a2589c022725ad26b94362c8a6aba0654d14efd79dabfd2973932decc4c03a7\n", + " Stored in directory: c:\\users\\cmagg\\appdata\\local\\pip\\cache\\wheels\\c4\\16\\4a\\93374cd955bbe0553a8ce74db7f0fbd5fcc876e19fb78bd601\n", + "Successfully built matplotlib-venn\n", + "Installing collected packages: matplotlib-venn\n", + "Successfully installed matplotlib-venn-1.1.2\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\cmagg\\anaconda3\\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", + "#import package\n", + "!pip install matplotlib-venn\n", + "from matplotlib_venn import venn2, venn2_circles, venn2_unweighted\n", + "\n", + "#define our sets\n", + "A = set([\"apple\", \"banana\", \"watermelon\"])\n", + "B = set([\"pumpkin\", \"blueberry\", \"apple\", \"key lime\"])\n", + "\n", + "#assign our sets to each circle and modify the appearance\n", + "diagram = venn2_unweighted([A, B],\n", + "set_labels = ('Fruits', 'Pies'),\n", + "set_colors=(\"blue\", \"red\"),\n", + "alpha=0.5)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "6cdaff96-a0ee-4344-9510-102ba5c2b54a", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#add names to the venn diagram\n", + "A = {\"apple\", \"banana\", \"watermelon\"}\n", + "B = {\"pumpkin\", \"blueberry\", \"apple\", \"key lime\"}\n", + "\n", + "diagram = venn2_unweighted(\n", + " [A, B],\n", + " set_labels=(\"Fruits\", \"Pies\"),\n", + " set_colors=(\"blue\", \"red\"),\n", + " alpha=0.5\n", + ")\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))\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f32124b6-890a-414e-bdb5-9b5f776c1d63", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/assignment-1/.ipynb_checkpoints/assignment 3-checkpoint.ipynb b/assignment-1/.ipynb_checkpoints/assignment 3-checkpoint.ipynb new file mode 100644 index 000000000..9b42ed8d2 --- /dev/null +++ b/assignment-1/.ipynb_checkpoints/assignment 3-checkpoint.ipynb @@ -0,0 +1,678 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "f024b314-a441-49ca-9a7f-8695cb5ad54f", + "metadata": {}, + "source": [ + "Assignment 3\n", + "\n", + "### Requirements:\n", + "- We will finish this class by giving you the chance to use what you have learned in a practical context, by creating data visualizations from raw data. \n", + "- Choose a dataset of interest from the [City of Toronto’s Open Data Portal](https://www.toronto.ca/city-government/data-research-maps/open-data/) or [Ontario’s Open Data Catalogue](https://data.ontario.ca/). \n", + "- Using Python and one other data visualization software (Excel or free alternative, Tableau Public, any other tool you prefer), create two distinct visualizations from your dataset of choice. \n", + "- For each visualization, describe and justify: \n", + "What software did you use to create your data visualization?\n", + " \n", + ">python and excel.\n", + "\n", + "Who is your intended audience?\n", + " \n", + ">the analysis can provide insights that is useful for transportation planners, policy makers and members of the community interested in improving road safety.\n", + "\n", + "What information or message are you trying to convey with your visualization?\n", + "\n", + ">Using Python, I want to investigate the relationship between environmental conditions and collision outcomes. The key question to address here is does darkness increase injury severity?\n", + "\n", + ">Using excel, i aim to invesetigate the human impact of motor vehicle collision by asking the question: Among people with a given injury severity level, which road-user groups make up the largest share?\n", + "\n", + " \n", + "What aspects of design did you consider when making your visualization? How did you apply them? With what elements of your plots? \n", + "\n", + ">Three aspects of design were considered when creating the visualizations: aesthetic, substantive, and perceptual design.\n", + "\n", + ">Aesthetic design focuses on the visual appearance of the visualization.In the Python visualization, a colorblind friendly palette was selected.In the Excel visualization, distinct colors were used to differentiate road-user groups.\n", + "\n", + ">Substantive design focuses on communicatinng meaningful information to the audiences. The Python visualization used percentages rather than raw counts so that injury severity distributions could be fairly compared across lighting conditions with different sample sizes. Further, the total sample sizes were shown above each bar to provide context. In the excel visualization, injury severity was compared across different groups of road users and identify which groups experience the most severe outcomes. \n", + "\n", + ">Perceptual design focuses on how viewers interpret visual information. I choose simple bar graphs to reduce cognitive load and improve comprehension. For example, the stacked bar chart allowed viewers to compare proportions across lighting conditions. The grouped bar chart allowed direct comparision of injury counts across groups of road user. The layout, color and labels were used to make the important patterns easy to identify to the readers.\n", + "\n", + "How did you ensure that your data visualizations are reproducible? If the tool you used to make your data visualization is not reproducible, how will this impact your data visualization?\n", + "\n", + ">The data cleaning, transfomration and plotting were documented in code. Thus, any one with access to the dataset and pyhton can reproduce the same results. The excel is less reproducible because the chart creation was performed manually. The manual adjustment may introduce inconsistencies if the process is repeated by another person. To help improve reproducibility, one could provide the processed data table and document the steps used to make the chart.\n", + " \n", + "How did you ensure that your data visualization is accessible? \n", + "\n", + ">I used clear titles, axis labels and legends. Furthermore, I chose a color blind firnedly pallete to improve readability for viewers with color vision deficiencies. The sample size was included to reduce reliance on making judegments based on the color alone. Lastly, the bar graph is a straightforward chart type that can be easily interpreted by a broad group of audience.\n", + "\n", + "Who are the individuals and communities who might be impacted by your visualization? \n", + "\n", + ">The findings are relevant to transportation planners, policymakers, community members interested in improving traffic saety. Pedestrians, cyclists, drivers, and passengers can be impacted by the results because the visualizations highlight groups that experience more severe injury outcomes. Thus, the findings could help support decisions regarding road infrastructure and safety education initiatives.\n", + "\n", + "How did you choose which features of your chosen dataset to include or exclude from your visualization? \n", + "\n", + ">Features were chosen based on the research question. To investigate the relationship between lighting condition and injury severity, I chose to analyze the variable light and injury. To examine how injury severity differs across road user groups, i chose to eamin the variables road user and user in the csv file. Other variables were exclused to reduce complexity. \n", + "\n", + "\n", + "\n", + "What ‘underwater labour’ contributed to your final data visualization product?\n", + "\n", + ">The underwater labour include exploring the dataset, understand the meaning of variables, handling missing values, cleaning the data. \n", + ">I also spent time experimenting with different chart types, color schemes to improve the readiliblity of the graphs. Those tasks were important for producing accurate and meaningful representation of the data. " + ] + }, + { + "cell_type": "markdown", + "id": "f27f3d7b-8ee0-4b03-b674-3dd220044840", + "metadata": {}, + "source": [ + "Background information\n", + "\n", + "For this assignment, I selected the Toronto Motor Vehicle Collisions Involving Killed or Seriously Injured Persons dataset from the City of Toronto (link: https://open.toronto.ca/dataset/motor-vehicle-collisions-involving-killed-or-seriously-injured-persons/). This dataset contains information on collision characteristics, environmental conditions, injury severtiy , road user demogrpahics. The dataset is well suited for exploring factors linked to traffic injuries and public safety.\n", + "\n", + "Using Python, I want to investigate the relationship between environmental conditions and collision outcomes. The key question to address here is does darkness increase injury severity? This visiualization will examine whether collision occuring in darker conditions are associated with more sever outcomes.\n", + "\n", + "Using excel, i aim to invesetigate the human impact of motor vehicle collision by asking the question: Among people with a given injury severity level, which road-user groups make up the largest share? This visualization will look into different road user groups (driver, passenger, pedestrains, cyclists ...) across injury severity to identify the most vulnerable population.\n", + "\n", + "By combining those persepctives(environmental and human impact), the analysis can provide insights that is useful for transportation planners, policy makers and members of the community interested in improving road safety." + ] + }, + { + "cell_type": "markdown", + "id": "663ce696-d960-4bc4-914f-362624aff096", + "metadata": {}, + "source": [ + "Part 1: Does darkness increase injury severity?" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "816f01d4-5cf0-4b16-964c-aaf8afc6ea79", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: pandas in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (1.5.3)\n", + "Requirement already satisfied: matplotlib in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (3.7.1)\n", + "Requirement already satisfied: python-dateutil>=2.8.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from pandas) (2.8.2)\n", + "Requirement already satisfied: pytz>=2020.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from pandas) (2022.7)\n", + "Requirement already satisfied: numpy>=1.21.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from pandas) (1.24.3)\n", + "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (1.0.5)\n", + "Requirement already satisfied: cycler>=0.10 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (0.11.0)\n", + "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (4.25.0)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (1.4.4)\n", + "Requirement already satisfied: packaging>=20.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (23.0)\n", + "Requirement already satisfied: pillow>=6.2.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (9.4.0)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (3.0.9)\n", + "Requirement already satisfied: six>=1.5 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from python-dateutil>=2.8.1->pandas) (1.16.0)\n" + ] + } + ], + "source": [ + "#install packages\n", + "!pip install pandas matplotlib" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "fbcb5ffc-8f46-49d7-8698-72b9528dcac6", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "15ab37fc-3ca9-4cfa-885f-11d7adad6e23", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "#load dataset\n", + "df = pd.read_csv(r\"C:\\Users\\cmagg\\Downloads\\Motor Vehicle Collisions with KSI Data - 4326.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "7b6eca77-bf16-4199-9493-c5a5b3b5be07", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Daylight 10614\n", + "Dark with Artificial Lighting 3919\n", + "Dark 3370\n", + "Dusk with Artificial Lighting 283\n", + "Dusk 243\n", + "Daylight with Artificial Lighting 199\n", + "Dawn with Artificial Lighting 116\n", + "Dawn 115\n", + "Other 3\n", + "Name: light, dtype: int64\n", + "None 7955\n", + "Major 7029\n", + "Minor 1579\n", + "Minimal 1227\n", + "Fatal 1072\n", + "Name: injury, dtype: int64\n" + ] + } + ], + "source": [ + "#cleaning the dataset\n", + "\n", + "#keep only useful columns\n", + "light_injury = df[[\"light\", \"injury\"]].copy()\n", + "\n", + "#remove missing values\n", + "light_injury = light_injury.dropna()\n", + "\n", + "#check categories and counts\n", + "print(light_injury[\"light\"].value_counts())\n", + "print(light_injury[\"injury\"].value_counts())" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "64a19e81-5046-4834-835a-38ae13cdb1c5", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Daylight 10813\n", + "Dark 7289\n", + "Dusk 526\n", + "Dawn 231\n", + "Other 3\n", + "Name: light_group, dtype: int64\n" + ] + } + ], + "source": [ + "#group similar lighting conditions into broader categories\n", + "def group_light(light):\n", + "\n", + " light = str(light).strip().lower()\n", + "\n", + " if \"dark\" in light:\n", + " return \"Dark\" #classify all dark lighting conditions as Dark\n", + "\n", + " elif \"dawn\" in light:\n", + " return \"Dawn\" #classify dawn conditions as Dawn\n", + "\n", + " elif \"dusk\" in light:\n", + " return \"Dusk\" #classify dusk conditions as Dusk\n", + "\n", + " elif \"daylight\" in light:\n", + " return \"Daylight\" #classify daylight conditions as Daylight\n", + "\n", + " else:\n", + " return \"Other\" #any remaining values are grouped as Other\n", + "\n", + "#create a new column called \"light_group\" and apply the function above\n", + "light_injury[\"light_group\"] = light_injury[\"light\"].apply(group_light)\n", + "\n", + "#check results\n", + "print(light_injury[\"light_group\"].value_counts())" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "8cc68c87-dfd5-4eca-b833-6f17eee93fd3", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Raw Counts:\n", + "injury Fatal Major Minimal Minor None\n", + "light_group \n", + "Dark 482 2689 482 687 2949\n", + "Dawn 16 91 15 17 92\n", + "Daylight 541 4052 705 842 4673\n", + "Dusk 32 196 25 33 240\n", + "Other 1 1 0 0 1\n" + ] + } + ], + "source": [ + "#create contingency table showing number of collisions and light_group\n", + "counts = pd.crosstab(\n", + " light_injury[\"light_group\"],\n", + " light_injury[\"injury\"]\n", + ")\n", + "\n", + "#display the raw counts before converting to percentages\n", + "print(\"\\nRaw Counts:\")\n", + "print(counts)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "daa6e94c-89ac-488c-b256-103032985b62", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "#order injury categories from least severe to most severe\n", + "injury_order = [\n", + " \"None\",\n", + " \"Minimal\",\n", + " \"Minor\",\n", + " \"Major\",\n", + " \"Fatal\"\n", + "]\n", + "\n", + "#take the columns in counts and reaarange them according to injury_order\n", + "counts = counts[\n", + " [col for col in injury_order if col in counts.columns]\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "11280f75-19d3-4135-a629-0c9e1d79619e", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Percentages:\n", + "injury None Minimal Minor Major Fatal\n", + "light_group \n", + "Dark 40.46 6.61 9.43 36.89 6.61\n", + "Dawn 39.83 6.49 7.36 39.39 6.93\n", + "Daylight 43.22 6.52 7.79 37.47 5.00\n", + "Dusk 45.63 4.75 6.27 37.26 6.08\n", + "Other 33.33 0.00 0.00 33.33 33.33\n", + "light_group\n", + "Dark 100.0\n", + "Dawn 100.0\n", + "Daylight 100.0\n", + "Dusk 100.0\n", + "Other 100.0\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "#convert to Percentages\n", + "percentages = counts.div(\n", + " counts.sum(axis=1), #calculate the row total\n", + " axis=0 #divide each value in the row by its corresponding row total\n", + ") * 100 #convert the proportion to percentage\n", + "\n", + "print(\"\\nPercentages:\")\n", + "print(percentages.round(2))\n", + "print(percentages.sum(axis=1)) #double check each row adds to 100 percent" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "c7fcff89-a08c-4786-a5ea-3e35e9e18900", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Total collisions per lighting group:\n", + "light_group\n", + "Dark 7289\n", + "Dawn 231\n", + "Daylight 10813\n", + "Dusk 526\n", + "Other 3\n", + "dtype: int64\n" + ] + } + ], + "source": [ + "#raw total number of collisions per lighting group\n", + "#this number will be added to the visualization \n", + "totals = counts.sum(axis=1)\n", + "print(\"\\nTotal collisions per lighting group:\")\n", + "print(totals)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "7dd1fd4b-9aad-4c68-a780-b1eb4545e538", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#create Visualization of injury severity across different lighting conditions\n", + "ax = percentages.plot(\n", + " kind=\"bar\", #use bar char\n", + " stacked=True, #stack injury categories with each bar\n", + " figsize=(10, 6), #set fig size in inches\n", + " colormap=\"viridis\" #apply the viridis colour palette\n", + ")\n", + "\n", + "# make space above bars\n", + "ax.set_ylim(0, 110)\n", + "\n", + "#add the total number of collisions above each bar\n", + "#this helps to provide contexgt for the percentage distributions\n", + "for i, total in enumerate(totals):\n", + " ax.text(\n", + " i, #x coordinate of the bar\n", + " 102, #y coordinate slightly above 100%\n", + " f\"N={total:,}\", #show total collison \n", + " ha=\"center\", #center text horizontally\n", + " va=\"bottom\", #put text above the specificed y coordinate\n", + " fontsize=10, #set font size\n", + " fontweight=\"bold\" #bold the text\n", + " )\n", + "\n", + "#generate font title and labels for x and y axis\n", + "plt.title(\n", + " \"Injury Severity by Lighting Condition\",\n", + " fontsize=14,\n", + " fontweight=\"bold\"\n", + ")\n", + "\n", + "plt.xlabel(\"Lighting Condition\", fontsize=12)\n", + "plt.ylabel(\"Percentage of Collisions (%)\", fontsize=12)\n", + "\n", + "#generate legend to highlight the injury severity\n", + "plt.legend(\n", + " title=\"Injury Severity\",\n", + " bbox_to_anchor=(1.05, 1), #move the legent outside of the right side of the plot\n", + " loc=\"upper left\"\n", + ")\n", + "\n", + "#keep the x axis labels horizontal\n", + "plt.xticks(rotation=0)\n", + "\n", + "#automatically adjust spacing between plot elements to prevent overlapping\n", + "plt.tight_layout()\n", + "\n", + "#show the completed plot\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "14475b38-5285-4192-99cb-2f0ae61f4e0b", + "metadata": {}, + "source": [ + "Conclusion\n", + "\n", + "Suprisingly, the distribution of injury severity is relatively similar across all lighting conditions. For example, major injuires account for approx 40 percent in the dark, dawn, dusk, daylight categories. Fatal injuries present about 5 percent of collisions. Based on this visualization, collisions happening under the dark do not have a substantially higher proportion of major/fatal injuires compared to other times during daylight conditions.\n", + "One possible explanation is that many roads in Toronto are well lit through street lightings which reduces the impact of natural lighting condition on injury outcomes. Furthermore, factors such as vehicle speed, road conditions, traffic volume, driver's behaviors might play more roles in determining injury severity. Thus, we conclude that lighting conditions do not appear to be strongly associated with injury severity in this dataset. Further stat analysis would be needed to determine whether any observed differences are stat significant." + ] + }, + { + "cell_type": "markdown", + "id": "b74e4d00-ac70-495a-950c-ed67320933d3", + "metadata": {}, + "source": [ + "part 2: Among people with a given injury severity level, which road-user groups make up the largest share?" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "3bb3f44d-9c00-4524-be8f-e37b416d4f70", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "# I will clean the data using pandas and draw the graph in excel" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "63eb4c62-1756-45b8-b90b-bf7f6b968bcd", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "df = pd.read_csv(\n", + " r\"C:\\Users\\cmagg\\Downloads\\Motor Vehicle Collisions with KSI Data - 4326.csv\"\n", + ")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "83ff79f0-e3c2-4afe-9d43-1d5dc20bc025", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "#select Relevant Columns\n", + "road_injury = df[[\"road_user\", \"injury\"]].copy()\n", + "\n", + "# remove missing values\n", + "road_injury = road_injury.dropna()\n", + "\n", + "#clean both columns by converting values to strings, remove extra spaces and standarize capitlization\n", + "road_injury[\"road_user\"] = road_injury[\"road_user\"].astype(str).str.strip().str.title()\n", + "road_injury[\"injury\"] = road_injury[\"injury\"].astype(str).str.strip().str.title()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "3c34ba77-a96a-4855-84a7-5ec0c36c6f7d", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "#keep 4 road user groups\n", + "#those groups were chosen because they represent the major categories of road users involved in motor vehicle collisions\n", + "road_users_keep = [\n", + " \"Driver\",\n", + " \"Passenger\",\n", + " \"Pedestrian\",\n", + " \"Cyclist\"\n", + "]\n", + "\n", + "#keep only records belonging to the selected road user group\n", + "road_injury = road_injury[\n", + " road_injury[\"road_user\"].isin(road_users_keep)\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "ec29201c-11a2-4993-815f-74fa40171a99", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "#keep Injury Categories\n", + "injury_keep = [\n", + " \"Minimal\",\n", + " \"Minor\",\n", + " \"Major\",\n", + " \"Fatal\"\n", + "]\n", + "\n", + "#keep only records belonging to the selected injury group\n", + "road_injury = road_injury[\n", + " road_injury[\"injury\"].isin(injury_keep)\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "c29b4fad-d82d-4bda-8791-ae2382b72de1", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Counts table:\n", + "road_user Driver Passenger Pedestrian Cyclist\n", + "injury \n", + "Minimal 703 445 53 12\n", + "Minor 810 609 124 10\n", + "Major 1801 850 2812 829\n", + "Fatal 202 115 599 53\n" + ] + } + ], + "source": [ + "#create Count Table\n", + "counts = pd.crosstab(\n", + " road_injury[\"injury\"],\n", + " road_injury[\"road_user\"]\n", + ")\n", + "\n", + "#reorder rows so that injurty severity progresses e.g less to most severe\n", + "counts = counts.reindex(injury_keep)\n", + "#reorder the columns so that its driver, passenger, pdestrian and cyclist\n", + "counts = counts[road_users_keep]\n", + "\n", + "print(\"Counts table:\")\n", + "print(counts)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "4a72660b-a2fe-4cf8-9e75-4eee9e9c1a4a", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Excel file saved to: C:\\Users\\cmagg\\Downloads\\road_user_pie_charts_1.xlsx\n" + ] + } + ], + "source": [ + "#export to Excel\n", + "output_path = r\"C:\\Users\\cmagg\\Downloads\\road_user_pie_charts_1.xlsx\"\n", + "\n", + "#export the contingency table with raw counts into the excel sheet\n", + "with pd.ExcelWriter(output_path, engine=\"openpyxl\") as writer:\n", + " counts.to_excel(writer, sheet_name=\"Counts\")\n", + "\n", + "print(f\"\\nExcel file saved to: {output_path}\")" + ] + }, + { + "attachments": { + "846b4ae4-d0ed-4d5e-b5e1-d51253455264.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "b7d84aef-89a3-4192-b93e-a55df1fe0e92", + "metadata": {}, + "source": [ + "![image.png](attachment:846b4ae4-d0ed-4d5e-b5e1-d51253455264.png)\n" + ] + }, + { + "cell_type": "markdown", + "id": "5cdb30d4-6fbf-4483-93d1-3c44a2656257", + "metadata": {}, + "source": [ + "Conclusion\n", + "\n", + "The distribution of injury severity varies across road user groups. For example, when it comes to minimal or minor injuries, drivers and passengers make up most of the counts. This suggests that vehicle occupants experience less severe outcomes. In contrast, pedestrians experience the highest number of major and fatal injuries.To improve pedestrian infrastructure, we could further look into the data and see where the accidents occurred ( during street crossings, on sidewalks, etc.). In the future, pedestrians will benefit most from targeted road safety interventions such as increased education/awareness about road safety, safer crosswalks, reduced vehicle speeds, and other measures to calm the traffic." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e52fa6a3-5f43-4a44-bf21-589c34f7443f", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/assignment-1/.ipynb_checkpoints/assignment-1 week 1a-checkpoint.ipynb b/assignment-1/.ipynb_checkpoints/assignment-1 week 1a-checkpoint.ipynb new file mode 100644 index 000000000..8e36097fd --- /dev/null +++ b/assignment-1/.ipynb_checkpoints/assignment-1 week 1a-checkpoint.ipynb @@ -0,0 +1,675 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "4ed43761-ebaa-4a7c-ba44-ca22bdefe1a4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: numpy in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (1.24.3)\n", + "Requirement already satisfied: matplotlib in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (3.7.1)\n", + "Requirement already satisfied: pandas in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (1.5.3)\n", + "Requirement already satisfied: scipy in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (1.10.1)\n", + "Requirement already satisfied: pillow in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (9.4.0)\n", + "Requirement already satisfied: requests in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (2.31.0)\n", + "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (1.0.5)\n", + "Requirement already satisfied: cycler>=0.10 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (0.11.0)\n", + "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (4.25.0)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (1.4.4)\n", + "Requirement already satisfied: packaging>=20.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (23.0)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (3.0.9)\n", + "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (2.8.2)\n", + "Requirement already satisfied: pytz>=2020.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from pandas) (2022.7)\n", + "Requirement already satisfied: charset-normalizer<4,>=2 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from requests) (2.0.4)\n", + "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from requests) (3.4)\n", + "Requirement already satisfied: urllib3<3,>=1.21.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from requests) (1.26.16)\n", + "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from requests) (2023.7.22)\n", + "Requirement already satisfied: six>=1.5 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n" + ] + } + ], + "source": [ + "# Install packages\n", + "!pip install numpy matplotlib pandas scipy pillow requests\n", + "\n", + "# Then import them\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "from PIL import Image\n", + "import requests" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "b97c4b2a-a7b7-42a5-8196-5dba97753a79", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "# Next, make some sample data so that we have something to plot!\n", + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y = np.random.randint(0, 100,50)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "cbdf55fd-e5a7-435f-be0e-ffd91d1ccc43", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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4vV4AgMfjCfl3Ho8H58+fD/uexcXFKCws1LqphpNtccZQbgxnxXsi0pPmwa6rqwvTpk1DUVERAGDKlCloamrC9u3b8eSTT6qvczhC/4gJIXodC8rPz8eaNWvUn/1+P8aOHat102NOpsUZwaHInnlccO4xmgyNFe+JSC+aD2OmpKQgIyMj5Ng3v/lNfPTRRwAARVEAQM3wglpbW3tle0FOpxPJyckhDxnIsjiDN4YTkdlpHuzuv/9+nDlzJuTYe++9hzvuuAMAkJaWBkVRUF1drT7f0dGBmpoazJw5U+vmmFp8nAMb53V/MegZ8II/b5yXYfqhPBnnHolILpoHu2eeeQZHjx5FUVERPvjgA+zevRs7duzAihUrAHQPX+bl5aGoqAiVlZU4deoUli5diqSkJCxatEjr5pieDIszZJt7JHMazOInoiDN5+ymT5+OyspK5Ofn49e//jXS0tKwbds2LF68WH3N2rVrcf36dSxfvhxXrlzBjBkzUFVVBZfLpXVzLMHqizNkmnskc+KuGDRUmt9nFwuy3GcXLbOXEgveL+j1tYWdt7PL/YKkj74WP918H6aVvyzS0EQbDxjsTM4q32h5YzjpIZrCC+6kRAxPiIfXb+5rhPRh2E3lpB0rlRKz4twj54DML5rFT59c+ywk0AHmvEbIWNz1wKT6W87vQPdy/pwMxTTDNVaae7RKxmx3g13UZNZrhIzDzM6krLqcP3hj+PzJtyNr3ChT/pGxUsZsd0NZ1GTWa4SMwWBnUlzOrw/eAG8t/RVeiAavEQIY7EyLy/n1YdWM2a4iFV6IFq8RAhjsTEuWUmJmw4zZevpc/JTsxK1JibxGKCpcoGJSwW+0y3bVw4Hwy/mtUErMbJgxW1Nfi5+qT3t5jVBUmNmZmBWX85sdM2brCrf4idcIRYs3lVuA2SuoWA1vgJcPrxH7YgUVm+BFPji8z46C9LiGeF3GTrTxgHN2FsY/2INnpRvgST96XEO8Ls2JmZ1FRVMclxcWUd/0uIZ4XcYea2NKLBY3RrNuJMlMj2uIBQvMjcOYFjSQG6Ozxo0a8PtzGIZkp8c1pPd1SUPDzM6C9LwxmnUjyQ70uIYG8p4cOYk9ZnYWpNeN0VbcaYFoMPS4hqJ97Yf/vdZrjz6OnOiPmZ0F6XVjNOtGkl3ocQ1F8563JiVi2/9/jyMnBmCws6BIxXGHUiaJdSPJLvS4hvp7z+CICRewGIPBzqL0KJPEupFkJ3pcQ5He85m56fjk2md9/luOnOiLc3YWpvWN0cFhGK+vLey3Twe6L1rWjSRZ6FFcoK/3/H8nL0X17zlyog8GO4sLFsfV6r240wLZjZbXUKT35MiJsTiMSSFYRZ5IH9xxw1jM7KgX1o0k0h5HTozF2phERDHECkXa4q4HREQmxJETYzDYUczYZY8vu3xOGjw9FsVQZAx2FBN2Gbqxy+ckshquxiTd2aW4tF0+J5EVMdiRroze4ytW1eWN/pxEFBmHMUlXRu7xFcshRe5lRmRuzOxIV0YVl471kKKMRbS55xr7QCbM7EhXRpRIMmJfPtlKQXGhDftANszsSFdGlEgyYl8+mUpBcaEN+0BGuge74uJiOBwO5OXlqceEECgoKEBqaipGjBiB2bNno6mpSe+mkAH02nsvEiOGFI34nHrgQhv2gax0DXa1tbXYsWMHJk6cGHJ869atKC0tRVlZGWpra6EoCnJychAIBPRsDhkk1sWljRpSNLKItlZzS7LuVj+Q/pG1D+xOtzm7Tz/9FIsXL8bOnTuxadMm9bgQAtu2bcOGDRuwYMECAEB5eTk8Hg92796Np59+Wq8mkYFiWSLJyH35jCgFpeXckowLbQbaPzL2AemY2a1YsQKPPPII5s6dG3K8ubkZXq8Xubm56jGn04ns7GwcPnw47Hu1t7fD7/eHPMh6giWS5k++HVnjRukWAIweUozV5wS0n1uScaHNQPtHtj6gbroEu4qKCtTX16O4uLjXc16vFwDg8XhCjns8HvW5noqLi+F2u9XH2LFjtW80ScUO+/LpMbck00KbwfaPTH1AN2g+jHnhwgWsXr0aVVVVGD68728+DkfoqSSE6HUsKD8/H2vWrFF/9vv9DHjUL9mry+txI7tMe64Ntn9k6gO6QfPMrq6uDq2trZg6dSoSEhKQkJCAmpoavPjii0hISFAzup5ZXGtra69sL8jpdCI5OTnkQRSNWA4pxppec0uyZMVD6R9Z+oBu0DyzmzNnDhobG0OOPfXUU7j77ruxbt063HnnnVAUBdXV1ZgyZQoAoKOjAzU1NSgpKdG6OUTS0nNuSYaseKj9I0Mf0A2aBzuXy4XMzMyQY7fccgtGjRqlHs/Ly0NRURHS09ORnp6OoqIiJCUlYdGiRVo3h0haeq86tfqea1r0j9X7gG4wpILK2rVrkZeXh+XLl2PatGm4ePEiqqqq4HK5jGgOkSUZverU7Ng/dDOHEMJyZQD8fj/cbjd8Ph/n78j2WMMxMvaP3KKNBwx2RBLo7BKcW4qA/SOvaOMBdz0gkgDnliJj/xB3PSAiIukx2BERkfQY7IiISHoMdkREJD0GOyIikh6DHRERSY/BjoiIpMdgR0RE0mOwIyIi6THYERGR9BjsiIhIegx2REQkPQY7IiKSHoMdERFJj8GOiIikx2BHRETSY7AjIiLpMdgREZH0EoxugJ10dgkca/4YrYE2jHYNx71pIxEf5zC6WURE0mOwi5G9p1pQ+PZptPja1GMp7uHYOC8DD2WmGNgyIiL5cRgzBvaeasGyXfUhgQ4AvL42LNtVj72nWgxqmRw6uwSOnL2Mtxou4sjZy+jsEkY3iYhMhpmdzjq7BArfPo1wf34FAAeAwrdPIydD4ZDmIDBjJqJoMLPT2bHmj3tldDcTAFp8bTjW/HHsGiUJZsxEFC0GO521BvoOdIN5HXXrL2MGujNmDmkSEcBgp7vRruGavo66MWMmooHgnJ3O7k0biRT3cHh9bWGzEAcAxd19GwJFjxkzUWzIcssUg53O4uMc2DgvA8t21cMBhAS84OmycV6GJU8eIzFjJtKfTAvAOIwZAw9lpmD7E/dAcYf+4VXcw7H9iXssd9KYQTBj7usrggPdFyUzZtKL7Le8yLYAjJldjDyUmYKcDEWK4QAzYMZMRpIp4wlHxlummNnFUHycA1njRmH+5NuRNW6UZU4Ss2LGTEaQLeMJR8YFYMzsbEyGiWdmzBRLZs54tLyeZVwAxmBnUzINwwQzZiK9DSTjieU5qfX1LOMCMA5j2pAdhmGI9GDGjEeP61nGBWCaB7vi4mJMnz4dLpcLo0ePxmOPPYYzZ86EvEYIgYKCAqSmpmLEiBGYPXs2mpqatG4KhcHKI0SDZ7aMR6/rObgADECvgGfVBWCaB7uamhqsWLECR48eRXV1NT7//HPk5ubi6tWr6mu2bt2K0tJSlJWVoba2FoqiICcnB4FAQOvmUA8yTjwTxYrZMh49r2fZFoBpPme3d+/ekJ9fffVVjB49GnV1dXjggQcghMC2bduwYcMGLFiwAABQXl4Oj8eD3bt34+mnn9a6SXQTMw7DEFmF2W550ft6lmkBmO5zdj6fDwAwcmT3N53m5mZ4vV7k5uaqr3E6ncjOzsbhw4fDvkd7ezv8fn/IgwbHbMMwRFZjpownFtezLLdM6boaUwiBNWvWYNasWcjMzAQAeL1eAIDH4wl5rcfjwfnz58O+T3FxMQoLC/Vsqm2wVifR0Jkl4+H1HD1dM7uVK1fi5MmTeP3113s953CEnhRCiF7HgvLz8+Hz+dTHhQsXdGmvHcg48UxkBDNkPLyeo6dbsFu1ahX27NmD/fv3Y8yYMepxRVEA3MjwglpbW3tle0FOpxPJyckhDxo8Mw3DENHQ8HqOjubDmEIIrFq1CpWVlThw4ADS0tJCnk9LS4OiKKiursaUKVMAAB0dHaipqUFJSYnWzaE+mGUYhoiGjtdz/zQPditWrMDu3bvx1ltvweVyqRmc2+3GiBEj4HA4kJeXh6KiIqSnpyM9PR1FRUVISkrCokWLtG4ORcDKI4MnQ6k1kstgr2e7nMuaB7vt27cDAGbPnh1y/NVXX8XSpUsBAGvXrsX169exfPlyXLlyBTNmzEBVVRVcLpfWzSHSnEyl1sje7HQuO4QQliuV4ff74Xa74fP5OH9HMRUszdTzogl+D+YcCVmFLOdytPGAtTGJosRSayQLO57LDHZEUWKpNZKFHc9lbvFDFCWjS63ZZSEB6c/oc9kIDHZEUTKy1JqdFhKQ/uxYNpDDmERRMqriPfcfJK2ZbfeGWGCwI4qSEaWZ7LiQgPRnxzJjDHZEfejsEjhy9jLeariII2cvo7NLxLw0kx0XElBs2K3MGOfsiMLob44sVqWZ7LiQgGLHTmXGGOw0xhVz1tfXzbbBObLgt95YlFqz40ICii27lA1ksNMQV8xZX39zZA50z5HlZCgx+RLD/cqItME5O41wxZwczDZHZseFBER6YLDTAFfMycOMc2R2W0hApAcOY2pgINmAHcbGrcysc2R2WkhApAcGOw2YMRugwTHzHJldFhIQ6YHDmBowazZAA8c5MiI5MdhpwI6ld2TGOTIi+XAYUwPBbGDZrno4gJDhL2YD1sQ5MiK5cKdyDfE+OyKi2Io2HjCz0xCzASIic2Kw0xhXzBERmQ+DncRYp5OIqBuDnaQ4f0hEdANvPZAQ63QSEYVisJMM63QSEfXGYCcZs1XtJyIyAwY7ybBOJxFRbwx2kmGdTiKi3hjsJMM6nUREvTHYSYZV+4mIemOwkxCr9hMRheJN5ZJinU4iohsY7CTGOp1ERN04jElERNJjsCMiIulZchgzuN+s3+83uCVERGSkYBzobx9ySwa7QCAAABg7dqzBLSEiIjMIBAJwu919Pu8Q/YVDE+rq6sKlS5fgcrngcAx+daHf78fYsWNx4cKFiNu52xX7JzL2T2Tsn8jYP30bSN8IIRAIBJCamoq4uL5n5iyZ2cXFxWHMmDGavV9ycjJPtgjYP5GxfyJj/0TG/ulbtH0TKaML4gIVIiKSHoMdERFJz9bBzul0YuPGjXA6nUY3xZTYP5GxfyJj/0TG/umbHn1jyQUqREREA2HrzI6IiOyBwY6IiKTHYEdERNJjsCMiIukx2BERkfRsG+xefvllpKWlYfjw4Zg6dSreffddo5tkmIMHD2LevHlITU2Fw+HA3/72t5DnhRAoKChAamoqRowYgdmzZ6OpqcmYxsZYcXExpk+fDpfLhdGjR+Oxxx7DmTNnQl5j5/7Zvn07Jk6cqFa6yMrKwjvvvKM+b+e+6am4uBgOhwN5eXnqMbv3T0FBARwOR8hDURT1eS37x5bB7o033kBeXh42bNiAEydO4Fvf+hYefvhhfPTRR0Y3zRBXr17FpEmTUFZWFvb5rVu3orS0FGVlZaitrYWiKMjJyVELcsuspqYGK1aswNGjR1FdXY3PP/8cubm5uHr1qvoaO/fPmDFjsGXLFhw/fhzHjx/Hgw8+iPnz56t/kOzcNzerra3Fjh07MHHixJDj7B9g/PjxaGlpUR+NjY3qc5r2j7Che++9V/z0pz8NOXb33XeL9evXG9Qi8wAgKisr1Z+7urqEoihiy5Yt6rG2tjbhdrvFK6+8YkALjdXa2ioAiJqaGiEE+yec2267Tfzxj39k33whEAiI9PR0UV1dLbKzs8Xq1auFEDx3hBBi48aNYtKkSWGf07p/bJfZdXR0oK6uDrm5uSHHc3NzcfjwYYNaZV7Nzc3wer0h/eV0OpGdnW3L/vL5fACAkSNHAmD/3KyzsxMVFRW4evUqsrKy2DdfWLFiBR555BHMnTs35Dj7p9v777+P1NRUpKWl4fHHH8e5c+cAaN8/ltz1YCj++9//orOzEx6PJ+S4x+OB1+s1qFXmFeyTcP11/vx5I5pkGCEE1qxZg1mzZiEzMxMA+wcAGhsbkZWVhba2NnzpS19CZWUlMjIy1D9Idu6biooK1NfXo7a2ttdzPHeAGTNm4M9//jPuuusu/Oc//8GmTZswc+ZMNDU1ad4/tgt2QT33wRNCDGlvPNmxv4CVK1fi5MmTOHToUK/n7Nw/3/jGN9DQ0IBPPvkEf/3rX7FkyRLU1NSoz9u1by5cuIDVq1ejqqoKw4cP7/N1du0fAHj44YfV/54wYQKysrIwbtw4lJeX47777gOgXf/Ybhjzy1/+MuLj43tlca2trb2+QRDUlVF2769Vq1Zhz5492L9/f8heiuwfYNiwYfj617+OadOmobi4GJMmTcLvf/972/dNXV0dWltbMXXqVCQkJCAhIQE1NTV48cUXkZCQoPaBXfsnnFtuuQUTJkzA+++/r/n5Y7tgN2zYMEydOhXV1dUhx6urqzFz5kyDWmVeaWlpUBQlpL86OjpQU1Nji/4SQmDlypV48803sW/fPqSlpYU8b/f+CUcIgfb2dtv3zZw5c9DY2IiGhgb1MW3aNCxevBgNDQ248847bd0/4bS3t+Pf//43UlJStD9/BrykRQIVFRUiMTFR/OlPfxKnT58WeXl54pZbbhEffvih0U0zRCAQECdOnBAnTpwQAERpaak4ceKEOH/+vBBCiC1btgi32y3efPNN0djYKBYuXChSUlKE3+83uOX6W7ZsmXC73eLAgQOipaVFfVy7dk19jZ37Jz8/Xxw8eFA0NzeLkydPiueff17ExcWJqqoqIYS9+yacm1djCsH+efbZZ8WBAwfEuXPnxNGjR8Wjjz4qXC6X+rdYy/6xZbATQoiXXnpJ3HHHHWLYsGHinnvuUZeS29H+/fsFgF6PJUuWCCG6lwBv3LhRKIoinE6neOCBB0RjY6OxjY6RcP0CQLz66qvqa+zcPz/+8Y/V6+grX/mKmDNnjhrohLB334TTM9jZvX9++MMfipSUFJGYmChSU1PFggULRFNTk/q8lv3D/eyIiEh6tpuzIyIi+2GwIyIi6THYERGR9BjsiIhIegx2REQkPQY7IiKSHoMdERFJj8GOiIikx2BHRETSY7AjIiLpMdgREZH0/g+DL9CNfY6sggAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Then make our basic scatterplot (weʼll break it down after!)\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "6c7bd848-e984-4887-9eb0-7c8eb0427955", + "metadata": { + "tags": [] + }, + "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": [ + "# We want to keep our figure and axis definition the same. So we only edit our axis object\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.bar(x,y)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "9655597a-30a4-4ed6-81d9-681c75b64c87", + "metadata": { + "tags": [] + }, + "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": [ + "# Make a line plot\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "fa664e18-56aa-4bea-aea3-f546f112f75b", + "metadata": { + "tags": [] + }, + "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": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Make a histogram\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.hist(y)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "28c7a4de-fe23-4da0-938f-43e72cff58a1", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "# add axis labels and titles\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": "62f1807e-9bcb-47cc-ba11-7859d8c7fd23", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "# make a dictionary with the properties we want for our labels\n", + "font1 = {'family':'sans-serif','color':'blue','size':20}\n", + "font2 = {'family':'monospace','color':'green','size':14}" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "aa888b90-e7d0-4e67-aaf4-3245caf0a75c", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + " # add fontdict arguments to our previous lineplot\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)\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "97c9441a-fc4a-474e-b666-c503dfb7c8fd", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Years since start')" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# move labels and remove the title\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y)\n", + "ax.set_ylabel('Total growth', fontdict = font2)\n", + "ax.set_xlabel('Years since start', fontdict = font2)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "5a50e30a-0db7-453c-9692-eeec48fa38cb", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\cmagg\\AppData\\Local\\Temp\\ipykernel_28208\\588414734.py:7: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# add colours and markers arguments\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,\n", + " y,\n", + " marker='*',\n", + " color =\"indigo\")\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "ca15d312-c235-45e1-a8d2-d57b88336d80", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\cmagg\\AppData\\Local\\Temp\\ipykernel_28208\\857670126.py:10: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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NHxzAlo8OIyNPBYlMhCGTc5GSnRDuZfEK+7215WN7Kaj408DfWwKBAB/XLgZFUbCY7ZWVZHUCpPFiGHVm1J7x3epnycdzseaOb2G12Bj3CUf+dvF6yBLEsHa+5qZ390OvNULdNxl9R2QiJVtJPkMhhCMCzZPjAed94IJbs/7FXN7x1QmU7qsJ69+Z92B3wQUX4M0338SpU6cwYMAAHDx4ENu3b8eaNWsAAGVlZaitrcXs2bOZx0ilUkyZMgU7duxwGuyMRiOMxq7SlUaj4XvZHnF2Rkt81YLP2f21OLSlHADw0vY7MGRybngXFAScnSVreHxvCQQCiCVxzGV13yRUHGlAXVkrrFYb4nwQhXbn+SiSxMHSOZbDlqcy6sz45YODDouy/0c+Q8GHY+/Dk+OBu/eBMywma9j/zrzv2T3++OO46aabMGjQIIjFYowcORKLFi3CTTfdBACora0FAGRmcjXSMjMzmdscWbFiBVQqFfMvNzf0X3gcXzX6jDaGfdVCVYtnq6dk5KmC+lrhwqlnXyfBeG/RpUyrxYaWmna/n4fW86U9H5f/dgvmPDQOLnV+Bfa9VwDkMxRC2JmdPAhedo7en5f9dTQEQudvgnD+nXkPdp999hk+/vhjrF+/Hvv27cO6devw8ssvY926dZz7OSpfUxTlUg37ySefRFtbG/OvsrKS72V7hPiqcQlVBxatiymSxCElK3L3cwNh2vxC3Pi3C53eFoz31u0vzsCbJ/6Kr/RP+iWmnZShQEKyDBTV9XOyWoGMPkm4998X419773b6uGe+uR6r99zl9LZY/AyFCnZm99k/tuOFuZ/hjft/DPh5XXl/Xv/UBfhXBP6deS9jPvbYY3jiiSdw4403AgAKCwtRUVGBFStW4Pbbb4dabRcCra2tRVZWFvO4+vr6btkejVQqhVQaWPcQIXBCvW9JURQz+JzRR9WVFfQw2hp1+Hr1Lt6f99Seanz3ym7Eq6SYfM1gDJ+WBwDIHZQW0POm5STivtcuwcvzvwYAzF08AVc+NK6bOgbtO0j/n9qLuFSEA0fR553fnGL0fgMhLScRsxaMgE5rQkttO1bvugsWkxViqQit9R0Aur8HwgnvwU6n00Eo5CaMcXFxzOhBfn4+1Go1Nm/ejJEj7ZqTJpMJxcXFWLlyJd/L4RX6TEbTpIfVbEOcWIjEVHnM+Ko521sK5p6LtlnPCNhm5iXhmzW7UPzpEei1Jjz5xbVh1dnjk30/n+EINgP2TFaZIgvovVV1spFpeMkZmMoEOz5gy5Cp0hWcQEd/TtJyEzH7rpHY9N5+jv9gsloBs9GK9hb776xMiZ3PEB+c3luND5b+gjtfmulVJ6ujvQ/An8XP758dQ82ZFiSmynHzs1OY94Gn90A44D3YzZkzB//4xz/Qu3dvDB06FPv378fq1auxYIG9BCgQCLBo0SIsX74cBQUFKCgowPLlyxEfH4+bb76Z7+XwCu1i/kDRW6g62QypXIT3yx+KGbsZpx1YrD2XRWuv5PX12NY+GXkqNJ7X4NRu+x6hpknP62uFk2nzC6Hum4z3Ht2MqpNNMHaYkZqjxOtH7gvovcW19+G3MtLW0CWqkJgm59xGf05EkjgIBAJc8pdRzBk/ALxf/hB+WXcQ/7n3fwCAOQ+NJd6EPuDr2IYzOx++hsp1Gvt7zFHSz9N7IBzw/sqvvvoqnnnmGSxcuBD19fXIzs7Gvffei7/97W/MfZYuXQq9Xo+FCxeipaUF48ePx6ZNmyJ6xo5GLBVBnmD/wxo6zBB1drnFAu46sFbtWoD+o7KcPMp/2M0pmXlJHBPXnjZYPnhiDl7+406fuyPdwRWB5nrZFX96BOdPNsFmseHWF6b5/NyaRnawi+92O/tLTSAQcH4WS0UYObMv8/ORYmIq6wl6C8FssmLTewcAeL+F4GjvA/DnZ0cHu/jE7idT7t4D4YD3V1cqlVizZg0zauAMgUCAZcuWYdmyZXy/fEigZ1VsVgpmoxUSWWxkdqGGE+zyk9DM6hzsqYPlfAU6wFEEmvtl9NH/bUXt2RbEJ0pxy9+numwOcwU72KnSuwc7T6j7JiMzLwl15a04vqMSRr0ZUjk/bfE9EadbCPXebSFYjN1dWsxGa8AnVmajBebO53YW7CINoo3pB+z2XWdnTT2ZpAwFxFJuNpukVgSlFs8tYyZBruwZ+pin91Zj8fj38O6STbBag7dr39HKtfdhQ48f6DRGv0rCmsauxzjL7LyhaEYeAPsX7/E/Qt9hHU0EMp5y6wvT8I3lafxXsxTDpvRhrg/U007H+gyyP5uRCgl2fsAezAyVVUakkJaTiEfXX8257l+77wrKnsvEqwdi/nNTMPPOImT3T3YIdtFbxvx13SGc2l2Nr1fvwqMT3kf9uTbPD/IDdmanSOKWMdUBCkLTmV2cSOj3WX3RjHzm8oFfy/x6jlhh2vxCXLV4vNPbvGnnj4sTIl4p5Zz0BNqkwv4MRkNmR+pvfiCL4cwOACbPG4w5D43Dd6/sBmD3RUvP5X/gu2h6Poqmd30hxiu7PlDRdtzZYxu/rutSE2mp7UBjpQagKGT0ScL2z4/h0JZy6LUm3PqPacjo7f9xdbdnx9XIbMbA8b18em66QSUxLd7nEijN8Ol5zOWDv5QBK/x6mpjAarWh+JMjnOv8aefnOh8E9hmi9+sAEux6LLmD0zD0wt6QJUhiqkGFTeHUPtBrjMgZnIb0AL6QfSGay5jO9lwAoPG8BksvWAvAvudy9Pdz+N8bJQCAKx4cG1Cw43RjOnwZBeJ+QFEUk9k5dmL6QnJmAvIKM9BQqUFGXhKvzTk9jV3fnERTlRYAIE+UYMFLM/1q5+fT006n6foMkmDXQ5n36ETMe3RiuJcRViZdPQiTrh4U0teM5mDnTjiXPbbBrhoYAsxedZ1lTJlC3G2/J1Bfu3VVi6Bp0jFamP6y7MebkKxOIEHOAxtX7WQuP/7ZNRhzSX+v2/k3rt6Jlpp2SBViDL3ALrUoU4iRkCxz+zhP6FmZnTwx8vfsSLAj+ER7qwGtde1I7ZUYFJ099uu01LYjo4+K6dKTs8uYUbZn5+3YhpzHYDf2igL0HprutLFB3df/zE4gEECZIocyxf+sjiaNqKp45Pif53F8x3kA9iD1xsIfodcYMeHqQXjonSs8Pn7rJ4dxZl8t4kRCfGN+GjNuL+JlXYlp8Zh0zSDoNSb0GhC4IkuwIcGO4BMlP5XinzdtBADcs2Y2rnrY+aZ5oOzfdAYrb/iK8zpJGQrc+MyFkCslyCvMCMrrhhQButnk8LkffOfKmS5vkydIkJSpQGtdB2pKA3MsJwSXjav+ZC5f9+RkfPR/WwEA2iadi0dwoU+a+LL3oRk4vhee+uI6Xp8zmJDaAcEnms5rmctJmQro200oLamB2Wjh9XXqWGMHSZn2PYn4RClueX4qrnlsEkZf0p/X1wsFSRkKSORd55e5g9OQ7DC2wS7VOpN54hO6lNlS287bkHEgmAwWGPXB/Z2jDX27Ccd+t49lJKsTcOl9o5nb2Htm7p/Dfkz5sveJVkhm5weHtpTj/cd+gaHdhKsfnYiL7x4Z7iWFjMbzXV6CX6/ayWR5r+y/B31HqHl7nXrWQLk6P9n1HaOItJxEFE3Pw54fSgEAf980H6q0eM6eC7uMqQtyqXbwpFyIZSJk9UuGyWCBTOHdmX9pSQ32bTqDxLR4DJ+Wh+z+KQGt48jv57Dh+W04tr0S9791GWbcxk+ZrScgT5Dg3bIH8duHhyASC6FMkUMoFMBmo5g9WU/Q41Hs9xZFUbDZqJjaKyXBzg+MOjNKS2oA2C3vYwm6IwwA+o/Jxum99uNQebyR12BHux0APcvHrrXeXnoSCOzdiI77aXw2qHhiwT9dlzndcfT3c/jwqS0AgEc/mRtwsKNsFA78Yp+zO/hrOQl2DsjixbiMldHJE6XoaDVwWv9dQVEUUw6XKsT448vjWHPHtzDqzLhr9aygbUNEIrET1nkklF9IkQY7sytizUmdP9HI6+vQUmFSuYhT5jN0mNBco0Xt2ejcZxo3pwAX3jAE468c4LRxhPve8r+kd/ZgLa5TrsQduf/G+ueK/X4eZ3jSxfSVQRN6QdpZ3j34axkoivLwiNiGbvNnj5a4wmKywma1H095ggTCOAH07SbYbFTACipvPvgT7uzzCu4vfBO1ZZH/eSSZnR9wBzNja4+B3rNLylAgb3hXk0jlcf6CHUVRjFRYRl4SZ2j5kbHvofJ4I+QJEnyufZy31wwVNz1zkdvb5Qld761AGlQ6Wo3Qt5ugbzfx/h5t4znYiaUiDLmwN/ZvOoumKi3On2wK2HMv2jGbrNA26ZwaFitUUjSA2/rvCvZ7SKqQcErVgSqoNFdr0dCp/iMSR/68Mcns/CBWMzurxcaUbVNzlFD3TYZIbH8LnT/RxNvrtNZ3wGSwN7xk5CVxbqMbOOiz056GKl2BsZfbs7/+o/13kWD74znqYjqDPt7eEKgItDNGzOxSyjlIpMPw3+XbcVuvNXh+zgZUlzZzbqMzO6PewnECcQb7+0meIOb1RJ096xoNQ+Uk2PlBrApBt9S1MyWRtJxEiMRxyOrcr6k61cSbqDF7vy7TYb+OPWsXCR2EfJOWk4hnv78Rj2+4JqDGJ3e6mGyemf0J5meswv3D3vT6udki0MpUfoIdWycz1oMdRVH4/rU9AAXs/v402jpdv2nY3nGe9u3YAU2mkEAaz9L1DVQImvXafI81BAMS7PyAKwQdO2VMdnMKLfycM8g+TGo2WjkdlIHAtvZxldkB0aeiYrXYQrYfxdXFdH3W3VrfgbYGHWrOtODEzvNePbemwf7lK40XQxbPTzt73xFqZkj90JaKoLpBRCr1Fa0oLanB/94ogbbTiSJOJIRYJkJpSQ3qK1oBcP+enoKdWBqHsVcUYPi0PPQemg5pELQx5UoJhEL/9FFDCdmz8wO2vlwsZXZNrOaU1Bz7XkLu4DT8ufEkAHspM6tfYJ15ANBwrut11PlJnNu6Ox9EvuEvzW8fHcJ/7v0ByeoE3LVqFi64bkjQXovrUu46s8vql4yyg3UAgB/fLMGgCTken5vO7PjYr6MRCgUonNYHO748gY5WA87ur/XKhbsn4Uw/1WqxdfOsu/iekRh1cT/Eq6Qe/wZZ/VLw7Hc3Mj83VXedsAaujenauDUSIcHOD8SSOIgkcbCYrDG1Zzfx6kH4pGEJms5rmA9ZDquRoPJEI8ZeXhDw61zz2ETMWjAC9eWtyHQIdhzngyjL7Fpq2mEx29BQqYHQhTcZX3jK7GgXBimrIWbnNydRuq/GrfO1zUZB0xS4CLQzRszIx44vTwAAVt7wJR7/7JqYCnje6qeynUB8hVOV4qmMSYJdD0eeIIG2WR9T3ZgCgQCqtHioWGeT7GDHLnPy/To00VzGZDutp2QluLzf0gvWorasFQnJMrx+5D6/Xqu91bVLOeA8i+hoNXp0vta1GZh9W1U6v4a97H272rOt+O2jwzEV7KbNL0TOoFQ8Mua9brex9VMDgbNnF8B3l81GMZ8/Eux6ODc+cyGsVltQHLqjibzCDKzefRdyBqaG5E3P0Y6MMjHoZlYJyV2wa6nrQHO1FmYfOiQdYatrJDhpUPE2i3DEZLBg6IW9oWnUcZwTAqW+ohU6jRG3vjAVX/9rF7RNemzbcAQzbh/uNtPsabQ3c13j/fGsc4dIHAeRWAiL2RbQnh27okWCXQ/nqkWxozzgDolMhAFjQ3f2zc7sdFGc2SWrXQc7etYukGDuac/OWxcGR1KylFi57Xa/1+UKTqbZ2evQ1qDzmGn2NNjv6cKpfWDoMHXzrNNpjagvb4VOY0JabqJbz8NN7+3HFyt3QKYQ486XZmLkrL5YumEeRJK4gPZcdVFm7wOQYEfwgU+f3wZpvBhZ/ZMxcW5wvOzaGnXY8Pw2ZOQlYdDEHAyeyG2YkEf5nh0AKFPkbj3I6OzVYrbBbLJC7IdB8E1/uwgzbh8OXZuRc4IQqXAyTbphtfN/d5lmT0PPEneeMHcgrnxoXDfPugO/lGH5vM8BALevmI7rnpjs8vlaattRfdo+p2fqFNmeNG9wwOuMV0mx+MOroNMYkdEnOuT8SLAjeAVFUfjv8u0wG63IK8wIWrCrPt2M717dAwC4/P4x3YLd+DkFWLP3bsiVEiS7KQVGGhRFMQP5Kdnu1+3oaSf2wzduyORcDJmc6/Y+SRkKJKsVaGvQwWalIJLEQZkiC0tp3t9Ms6dRc6ZrgDy7IAUCgaDbiZEvowecOTseZ+HilVJMv3U4b88XCkiw8xN9uwkdbQYYO8zIzE+KCrmcQNA06WE22tUaUntx2/3rylvxxxfHcf5EI8ZfNRDj5wzw+3XqWBp7mQ4zdoC9KYLvxohQ0N5iYI6fMwkoNpwmnHYTLyapzkjLScT75Q9h0Zh3UXGkARRF4d2zDzJmueFCIABiVR5z/nNTcclfRqGmtAV9R2Q6vQ97j0znQR+TvbfmratFT4UEOz959Z7vsW3DUQDAu2cf6DE2NK7gzthx3aVrzrTg/cd+AWBXdwgk2NWzfOx6ktsB2x3DU0YaSjk6sVSEW1+YBpvVhrRcldvyKgB88dIO7PjyOBLT4nHXqlm8aljSmabNRqGt0x1CkRSeTDNcCIUCpOeqkJ7r+r0f73dmZz+JOXesAS217TDqzBh9af+Ysfkhwc5PYk0Mmu12kJbDzUxoFRUgcI3Muh7oYwd07dcB7jsxgcDl6KxWG44UV0ChkiEpU8Go3bhiwlUDvX7u8ycacWp3NQDgzpdm+Lw2d9CZ5t4fS/GPq+17UlNuHuZx/bEGO7Pr8OBp5yyze+eRTdi/6SwAYEPLY067dT3RUteOlpp2xCdKkaRO4E1JJ5iQYOcnsSYG3Xi+u1QYTWq2EnKlBHqtKWCrH0+ZnVFvxo6vTkCvNSG1lzKgLDKU9B+TjeVbbkVLTTt6DUx1e99AZwnbm/V4esbHAICxlxfg2e9v9PAI7+Hb3scRsVSEwql5jEHpkeIK3l8j2uGUMT24lTvbs3McLPcn2G3bcBTvLNoEAHhs/dWYctMwn58j1JBg5yeczC4Ggp27MqZAIEDOoDSc3lON+vJWGPVmv/d9ajtFoOUJEqd7VUadGatu+RoAMPrS/lET7BKSZBg+Nc+r+wZ6IsUdO+B3BqqtoSvYBWsvMSFJhv5jsnBqdzXOHW1Ac43W4z5nT+DcsQZsfv8AsgtSUDi1D3IGOi8RS2QiZlbOk1u5nuN6YH9fsQfL/Z21Y5dPyZxdD4fzhRRjZUzHBhXArpF5ek81KMrugNC3yHfXcpuNQkOn2G1GnorjY0fDHT2IrqFybxl9ST8kpsVDniDxy+bHWxFoGpPBgrJDdfZ5rkwFhl7Q2+V9aV1MRZIsqE1ZI2bmM+XSg7+VY9r8wqC9VqRwclcVNq7aCQD4y78vdhnsBAIB4hOl0DTpPWZ2xs5gJhQKIJba/158eNqxRySiYbQFIK4HfhNrNj/OHA/Y8LFv11yjhcVsl4tw1MSkoXVJgeibs/OWfiOzcMk9ozDlJv/2q9j7ON5kdg3n2rBk/PtYce0X+OE/e93ely5jBqOEySYWLX9qWL51Wf3d71fTQgGeGlTo7yZZgoQ5eZTyoI9JMrsYgu18EAtlTDqzkynETrMFtkamv/t27P06Z2MHNPFKCTRN+qgKdnt+OA2BUICUrAT0HeF71usLXONWz/sx7LJ0Y6XG5f0sZivz3HyZtrpi8KRcSGQimAwWHPy1HBRFOc30exL08Ddgn7FzR3ynaolOY3R7bG569iK01nL98PhoriPBLoaQJ8RWN+aAcb2gSJJBLBU5/WDlDma5Hxz3L9hJ40UompGHU7urmTZpZ8iV0s5gFz1lzLcXbUJNaTMUKik+a10a1Ndi79m5M26lkcWLkZgqh6ZJzylXO6Jl6Tby7XjgiEQmwuDJuTj4axkazrWh5kwLsvsHbh8VydDBThgncHuyBwDP/XQzxFIR5EqJ25OAKTd2bxxhlzH93bNjn2jKSbDr2chiLLNbvO4qt7dn9UtGnEgIq8Xmdxmz38gs9B6SjoO/lsPQ4VoEmd4jiKbMrqVzzs4b1Rez0YLaslbotSYkJMt8/pL3dc8OANJyE6Fp0qOpSgur1eZ09ordnBLsMiYAFM3IY0qYB34p69HBjqIo1JTaBRUy8zyLVCRn+q8exG1Q4SGzi5I9OxLs/EQWY3t2nhCJ4zD+qgGQyEQ+l+lobzUIgG2f2Qf13Sne08HOZLDAarEhLsjecIGi0xqZLxVvugorjzfioZHvAAAuuXcUHnjzcp9ez9c9O8Beyjx7oA5Wiw2tdR1Ize6+zmCPHTgybs4AaJv0KJqRj6EXum6a6Qm01nUw3yOeSpiBwoenHR3sxNI4j0IEkUJ0rDIC6T86C68cuAfyBElIPvjRwFNfXOfX43xVvHfsyExIDm5JLVDYA+XeZHZ8jh54s2cHAOm53H07Z8FOnZ+Eu1bNgqZRh2EXBT/45A3LwF0vzwr660QCVT7s13mL1WJD9ekmSBUSJCTJmL01ukFFKBTAYrL69dzRZtwKkGDnN/IEiV/t9YTu+Kp472jzE+nBronlY+csiDjiKATtK3qN73N2aaxg11DZhoHje3W7T0afJFy9eILP6yF4htuJ6TnYHd9RiYO/lUPXZsSsu0Y4lW1rqW3HX4e8CQCYdM0g5mR08jWDMVE/CGJpnN9NP/ooDHZBqf9UVVXhlltuQWpqKuLj4zFixAiUlJQwt1MUhWXLliE7OxtyuRxTp07F0aNHg7GUqOL03mo8Nf1DnN5bHe6lcPjipR24p/9reGLKOpSW1PD+/NPmF+KFX25xetuqXQu6zVglqxOQ2kuJnEGpsDkxH400fM3sAvXse/CdK/BFxxP4sHoRcjyotdCwM7um8/w4zhO8x5dOTAA4su0cPn5mK756+U9UnXS+R85uPmH3GIjEcZDInDeaecu7ZQ9i7fmH8fdN8/1+jlDDe2bX0tKCyZMnY9q0afjxxx+RkZGBM2fOICkpibnPSy+9hNWrV2Pt2rUYMGAAXnjhBcyaNQsnT56EUtnzlRJc8duHh3BoSwV+++gwCsaEzhDVE7VnWlDT+Q9efD5MBgu0zXqvshjmNVhuB4B7h+b7Xr0E9716idfPHW6afdDFBACJXMwo//uT2QkEAsjixT7pFbLHDxrcjB+Eg7ryVhz8tQyaRh2ufdy1d1s0kzMoFWOvKEBNaTN6DfAc7LzRxzS0d+3HyXm09wHsFj/xyujJ6oAgBLuVK1ciNzcXH3zwAXNdXl4ec5miKKxZswZPP/005s2bBwBYt24dMjMzsX79etx77718LykoUBSF3z46BGOHGfJEqd8KD3RzhqZRhx/ftGe/2z513ZwRDrgi0K6HnE0GCxYOfRN1ZS0YckFvnxytNfVdzQ8XXD8EdWUt3RyaoxVfMzuhUACZQgJ9uylknb50ZpeUoYBI7Lzg03heA2GcAMrUeL8MZf2Boig8Nnktmqu1kMaLcdUjE0L22qFkxm1FmHFbkdf3j2e5g7tSUWFnduxB8liF92D37bff4uKLL8Z1112H4uJi9OrVCwsXLsQ999wDACgrK0NtbS1mz57NPEYqlWLKlCnYsWOH02BnNBphNHbtQ2g04T/zFAgEePWeH2AxWZFflOl3sOM0Z3TirjkjHNDBTiSJc9uMI5GJYNKbQVG+D5Y313YFhEvuGYmiGfndHJqjFfaenTeZHWBvUtG3m0I2XpGZn4yNhifdHu9X7v4e+34+AwDY0PxoSPZKBQIBimbkYctHh2HUmXFyVxWG9fDOTG+IZzUeudLHdKaLCQDtrQZ8+dIOGDrM6DMsHZfcMyp4C40geN+zO3v2LN544w0UFBTg559/xn333YeHHnoIH374IQCgtrYWAJCZyTUmzMzMZG5zZMWKFVCpVMy/3Fz3Dsyhgn4DBXL2veTjuS5b5+NEQiz5eK7fz80X9B5Oai8lhEL3dcyczuHytgYdDvxy1uvXqDzWFRx7D0136tAcrcSJhMw+nLeCxnRHpj9jLeue+g0fPbMFP7+73+vH2LUT3R9vevRAGCfgfNkGmxExKB3mCa7zgXNxBfb3EjuzMxss+HzFH/juld3Y8/1pn1+7obINnywrxsbVO3Hsj0qfHx8ueA92NpsNo0aNwvLlyzFy5Ejce++9uOeee/DGG29w7ue4OepO8ubJJ59EW1sb86+yMjIOMP2FFIiCyrT5hVi1a4HT2/65446wC+Aa9WZGOcOZALQj7K6wH9/a5/XrnDvaAMCu+JGsdp/9HP/zPF68/gs8e+l67PjquNevES4Wr7sKn2sex+fax70WzaUVevw5kdq4aic+e2E7vn9tj8+PdQc9VJ6YGu/xpIdPODqZv/S8YGe12ED5aM3uXRnT+Z5doNqYNWda8Olz2/Deks3Y/d0pnx8fLngPdllZWRgyZAjnusGDB+PcuXMAALXa3q7vmMXV19d3y/ZopFIpEhMTOf8iAXo4M1j7Ktv/G/4vck8C0DT1Fa0oLanhfJD2/XwGpftqUFpSg/pONwNn6DRGplTapzOrc0drXTu2f34cJT+dwXkXnWiRiDzBvbQT576dm/8Wsw1mH2ahTAYLMzvlrXqKt3SJQId21CMtJ5Fp2ji5q6rHiTj8+uEhXJuwEg8UvYU9//Mu01J4UcbkGrd2fS4DVVBhj7ZEi+MBEIQ9u8mTJ+PkyZOc606dOoU+ffoAAPLz86FWq7F582aMHDkSAGAymVBcXIyVK1fyvZyg0pXZmQISqk3KUEAYJ4DNSkEgFICy2c/yBBGwD+9tc4qzvUe91uTV3uO5Yw3M5dwhzm1N2HCHynvWFx/NE/+9BgKhAHKlxGXDiDPYnXne6GKy2fO/0/jj8+NoqNRgwT9noN/ILnshg87MZAHhEFEYMbMvqk41w2qx4ci2Coy9rCDkawgWNaXNMOrMKD9U7/3JkBcGrs6MWwEgLk4IsTQOZqPVL23MaBSBBoIQ7B555BFMmjQJy5cvx/XXX4/du3fj7bffxttvvw3AXr5ctGgRli9fjoKCAhQUFGD58uWIj4/HzTffzPdyggpdGqAowKi3+G1Nn5aTiAffuRxNVVpQlP0srHBaHvqP9N3LjG+4pq2uy5icwXAHnA2GsznH3q8bku5xTYE6eUcDnkq5rtAFYNx67mgDfll7EABQdaqZE+y0TaGVCnOkaEYefnjdbj908NfyHhXsfJ2xA7wdPXA+Z0f/bDbq/fKzY3/mYjrYjR07Fhs3bsSTTz6J559/Hvn5+VizZg3mz+8aPly6dCn0ej0WLlyIlpYWjB8/Hps2bYq6GTupg1u5v8EOAGbdOZKPJfFO43nvypjT5hcid3AaJ5OjWbVrAfqPch246f06wN6c4ol4TrCLbOeDswdq8cmzxUjOSsDEqwdh9MX9gvp67T7a+7Bhq6g4uh9wdDGDbO/jjMKpeczs4U9vl2DKTUMjahY1EOhgFycSenQ7oBFL4jBgXDYkMhHyi5xv/1zz+CTMumsEDB1mZPRRcW6TKcTQNuv92rNjZ3bR4ngABEku7IorrsAVV1zh8naBQIBly5Zh2bJlwXj5kNFN1qkHzIQ5MmHuQKRkJaCpSot+I4Mjj3bjMxdi4tUDUXmsEf1GeX6NaCpjVp1qwq5v7Zv46r7JQQ92/jge0KS58bWjHcoBQBWGzE6ZIke/UVkoLamBod2MH9/a1yOCnd3twB7sMvKSfBI1X73rLre3uxv8pk/U/dmzI2XMGIQj2OunL5QnzEYLPn/xD1SfbkZztRZ3vjQzpB/y3EFpTnX3nJGUoUCyWgFhnJBpbFEkST0OhickyTD0gt4YeoF381PRVMb0VT2F5uSuKhzeWg59uwnTbx2OXgO8k/3yx/GAxlEMmk2oHQ/Y0MILBWOyUH64HhaTFTu/PonL/jqaI7xwem81Plj6S8g/I4HQUtvOBJxgux2woZtU/Ok3YO8RkmAXIySrFcjoo+IEPX9oa9ShvVmPpEwF4hOlzBvPZrOrR7D1KCNNSoxNWk4i3i9/CI1VGjRUaNBvlBoSmYj3eTn28dZFeBmzxc9gd2hLOdY9+RsAoGBMtvfBrtU341Y2KdlKplToKBnGDXah7cZ05oqhaeIKL7x75oGIldtzhz/7dXxA7+HZrBQsZptPqjQ60o0Ze9z692m49e/TAn6e7f89hjfu/xEAsOiDKzHzDrtsUGNlG4ZcmMsJdpEmJeaIWCpCVt8UZPUN3gc3Lk4IabwYRp054Mwu2NkAJ7PzQSuU45foQ0DndGP6mNmJxHFIzlKiuVrLaUwCgFl3jcTYywvQ1qiDOj/Jp+cNFHeuGBDYL9/d7zUI4+yRsDjCPyNsqku7NGGz+yfz+tzFnx6BpkkPmUKM6bcN5xjy0vt9UoUYVov/wY5kdgSfaGFJZSVldpX8wi0lZrXYcGhLOdJylEjNSQyK8OvxHZU4vbcGvYemY8DYbK8/PHKlhJdgF+xswN/MTs4xB/Z+XyUtJxEjZ/VFe6vBp+BKk56biOZqLVpq22E2WZkvQVm8GOq+yVD35fcL2RvcNT+BNYtts9p/0ESY3J47qk93zYn6mtl9/Let2Pu/Uug0Rqz8/fZu7uXfrNmFU7vtDiozbufqbgbiE5jVLxn9R2dBrzWSYEfwjda6DuZysror2AXSzs8HTVUaPDP7EwDApHmD8NSX/pmzuuPPjSfx1ct/AgCe//lmjJrtXQPH9FuHw6gzI0nte1OQr87ogdBcY9+7FEvjfCoryhK4nb7ectENQ3HRDUO9X6ADqTlKYJe9lNlcrfW6OzBU0G4Y9P9XPjwO3726h5lNZROKz0igBFLGrK9oY6o+7S2GbsGO3guUKcS8Kt5Eq6EuCXYRADuzY89XuTujfXnnnSgYHdx9CbZ6SqqbsQNnNNdoseOrEzi1uxqjL+2HKTcOc3o/9kC5N2MHNAv+OdOn9XAe66MzeiDQmV1KltKnJgBuZhe6Jpz03K4W9YZKTcQEO7r5KS03EbPvGolN7+1HY6UG8x6diOm3Dfdr5CUSuHvVLFx890hUn272+QTLkz4mfZLkOGMXq5BgFwAnd1fhy5U7oG83YeYdRZhyk/MvdE/QwU4gAFTpzjMVR3+3kh/PBD3YcdVTfCuJNVRq8OYDPzE/uwx2nTN28YlSn/zvAsFXZ3R/MRst0DTZW/a9sfZhIwvQrdxfhl6YC53GiLTcRKRmd635x7dKQFH2ysPEuYNCth4auvlJJLG7a1/yl1GMK0ZrfYfnJ4hQMvokIaNPEkb7Yc/I3pNlj5zQMJkdz1520QoJdgGgbdJjx1cnAACDJ+X4/TwttfYPa2JafLc5G/YZbcHYbPzvdbvn3derd+Kyv45GYmrw2sDZA+XeiECz6VuUCZFYCIvZhtN7nDuv69tNqK9oA9DldBAKAhmA9wV2xp6S7Vuw44xXhDDYTZo3GJPmDe52/fpl29BS2460nMSwBDsAnK5etisG/RmRKSR2g2HYS3c9wQvRHXJvM7uE7mIXP75Vgu9e3QNjhxkPfzAHw6fmBW2dkQIJdgEg4yio+Od8QFEUWuvsX4rOJKIcz2hb6zqw48sTaG8x4KuX/8QdK2b4t3gv8FYX0xliqV3Z4fTeGpw/0YiONkM3RY/K42yZMO9m+Rwxm6wQxgk4nWaRglgqwrxHJ6K5RouB43v59FhOGdOHJpznrtiA+opWqNIVWP7brT69pisoigqbCLQ30J+Rpmot7u77GgBg8OTePr9now1OZucQ7KxWG0wGCwDnZcyOVgNTVWlv1ne73RVWqw2PjHkX8YlSDBjXK6DthFBDgl0AyHjYV+loM8JstKvUu9JDZJ/R3vvKJTi67Rwu++toXPfkBX69prc0e+l44IoB43rh9N4aUBRQWlKDoun5nNsrOQLQ3u/XAcA7j2zCD//ZA4vZhlcO3IO+Rb6puyhT5RzRbcDeCctnNpCsTvD7y8DfMmbl8UbUnm1BYmq75zt7iU5jZJqkXJXZw41YKkJmXhKUKXJQFAVlSuj89vyltKQGFUfqkdU/BflFmZwTHG/g7Nk5lDGNLux9aKQKtiCG9yfqeq0JZw/UAQAk8uhyPyfBLgDkPCiouBo7cEVqthLvlT0Ykk1ndmbnTxv7gHHZ+OF1++XTe6q7BbsKHzUx2QiEAljM9i9gf8YPtI36bh18a0ruRlqvyMgG5Eop+gxLhyxB4vVAOdBl9xKouapRb4amUYf0XFVYB8p9QSAQ4PVj9yEpQxGyknggbP/iGL54cQcA4Lkfb8LoS/r79Ph4N5kd+/uIreFLI/PT0447Yxdde4GRV/uJIhyFoP3BVSemOxwD3em91Xhq+oc4vdf53pi/0Ht2qvR4SGS+nxcVjO1qoKHnfdhw3Ml9LGMGKhl2wInjdSRJj8nixfjP4fuw6s8FXmeHFEUxQtCBeNk9NPJtXBP/IrOnydbFDIfjgS8kZyb4FeiC8Rny9JyBqqdwnQ+4wY5daXKa2fnpaRetA+UAyewCgisE7d+e3bCL+uCThiVoqW3nqPn7wjdrdvE+GG212tBcbQ92vjan0PQamAq5UgK91uQ02NFjB3KlxOcyqTxA54ODToKdtsn7vQtv0GmNkMaLQ7afaNSZmcFqX3Ux2dDlqbYGHUwGS1h1MUNFMMQFPD0n2+3An7lOT6MHeYUZMHSYnTZHcfoNfKhK6aPU8QAgwS4g2BmWv3t2QqEAqrR4n5Xk6yta0Vytxab3D2LrJ0cA8DsY3d6sh0gshNVi83nGjiYuToiCMdk4tKUcjec1aK7RIiXLHjhtNgoDx/eCTCGGMkXu89l4fADOB2ajBcd+P9fterZnGx+svOEr7N90BkmZCXj9yL1ISA5uCZB9du+rLiab9NxEnLDP+aOpStNjg10wxAW8fU6724G9czQz3ze3A5rUXkrc9OxFUKik3Wx+ehWk4rVD97p8LPu7y/8yJgl2MUOcKDDH30BwKiVWz99gtCpdgRXFt+HdxZtx+cIxfj9PwdgsHNpSDsC+bzf+yoEA7EF+6afzANjLb74SSBnzxM4qGPWWbtdreM7sWmq0sFkptNV3BLyH5g26AHQx2bB97RoqNWhriI49O5pPn9+Gw1sr0NbQgf8cvs/l/YIhx+ft57K5pp0JMv4KQCemxmP+sil+PZa9BeOLgWs0BzuyZxcgdCnT3zKmvyz5eK7Ls8E4kRBLPp4b8Gts+egwjm2vRMlPZ/x+juHT83HBdYOx4J8zXTah+LPHwg52vjofHPjlLHN53Jwux2t2BsMHtAh0sjrBL7mm1xf+D49O+gAPj3rHq/t3cFzK/Q+uaQ5WP9GW2R3eWoFDW8pRcaQBLXWuu1KdfoZY4gL+fIbcfS6FcQLmOcPldkDDLWP6Euyi094HIJldwMy8cwTMJitH09IXfnpnHzpaDUjKVGDqzYVelzOCNRjNd2ln9MX9gmJYGoiB68Ffy5nLF1w3BLu/Ow2A3z07q8WGtk5lD1/VU2gqjjTgxJ/nAYAjyuyKjlZ+MjtHXztlqhx9hqVD06iHKgwu5b7Sb5SaqSac2VeLMZc673KcNr8QmXlJWHrB2m63+fsZcve5tFkpSOX2r1zasBUARD44DvAFt0HF+89PtNr7ACTYBUygQ5U/vlGCM/trEScSYtotw3lalf+ESjfSZqMCEqf1t4yp0xhxancVACBnUCoGjMvGsIt6Q5kqR66fg+3OaKlrB12d9cXtgI3jrJ04xX0JkZvZ+R/s2Hu0DZUa3P/GZbjmsUl+P1+oYbvdn9lX4zLYAUCpQ6ekoywfn2T1T8a4OQMAcDO7qlNNrh7iEX27CR1tBhh1ZvQq6BpR2fHVcfzvjRLIFGLMXTIRwy7kGiOr0hW4Y+UMyBRi5HhpzgxEdxmTBLswQ48eqDIUPn/50zJJ2iY9LGYb4kRCJKbJAxqMDpVu5MIhb0AgFGDg+F5Y9IHvz+lvN+bxP88zHYtFM/KRMzANLxbf7vPre6LFTx87NvEOv6PSQ7DrN0qN+167BB2tBgx1+HLzBXeO5dFA/9FdGRnbC9IZpftrmcuX3DsKZ/bVoLFSE9BnKClDAXmiBPrOkl9GngrtLQbc86+L0VythaZRz+lOPra9EqX7avyqnDwy9l2cP9EEuVKCzzWPM9fXnGnBgV/sHcfTbu1+Ei1PkODapb6fwBTNyEecSAidxhiW8msgkGAXRmw2ihGx9acMSsskPTLuPZQfqgdA4b2yByGR+a9sEKzyqMlgQdnBOiiSpEjLVaHqVBMoyv9SSGqvRDz15bWQK6VI7+19t+io2X3xTun9OPhrebcONj5p9tPHjo2vCj29ClI5Z/f+kpSZwOiaNlS2Bfx8oSa7IBXyBAn07Sac2Vfr8n4UReHY75UAgDiRAAtemgm5UsIITPtLWk4iLvnLKGx8eScA4IG3LkfhlD4QS0W4QvD3bvfXNuv9rpzQ2ZVea+JUS9hzv3wKQQ+7sHe3LDFaIA0qPEBRFEwGC2xOPLXcoW3SMVmGtwPljoilIkYM2mqhYLX43tnoCUGA75Ljf57H9YkrsWTC+/jh9RKcP9HIlPh6+ygTRiOLF2PSvMEYOasvcgZ6X4YRCATI6peCS/4yyme9Sl9gZ3b+7tnJeJjj9AehUIDUTiWZJpYYeLQgFAqQP8J+IlNf0QaNi5GSqlNNqD1rb/8femEfxCdKIRAIUHu2heP47g/sv396bxUTPPluimHrzbIDHLvpROZEQSUWIZldgPz7ru/w67qDsFkpvHvmAZ+cnP1RT3GGMrWrvKVt1vussecIu+MutZcSKdkJAZV2cgamMtJep3ZXoWBMV3bI5z5ZJEGbtgL+Z3bxYXI+AIBHPrwKsngxkrMS8MjYd6FMjcfACb38bnUPNf1HZ+HYdnvWdmZfLUbO6tvtPiU/dnUZj760Hw5tLce7j2zC2QN1eOCty3HJX0b5/foz7xyBvOGZaKzUcMrCfFdO5CzJro42Q1em50FBBQBa6zug1xphMduQ68O+XbRCgl2ACOMETHbm6xcSbe0DeKeL6Qr2Xo62SYeM3io39/aMSNx15tl3hBp/++6GgEo7yhQ5svqnoKa0GWf316LsYB1zm6+amMFg1a1f49gfldBrjPikYQkvuorNPOzZccqYXuxL1le0wmaloEiSQZEkC6gBiC5VtTV04PRe+76XP4PP4cKxScVZsNv7Yylzecxl/WE2WhmR463rjwQU7EbMyMeIGflu7+Pouu4P7MyO3TzCnp1zpo0JAIvHvYf6ijYkZSrwce1ir16vpa4dYqkIcqUkIp1G3EGCXYAEYrLZWsdPZjf/uSm48ZkLkZAiZ1qbA4HtY5eWm8jxDvOXAeOyUVPaDLPRim0bjjLX+1vGBIBTe6qhadTBarFhfGeXmzv+u2I7OloNKJqRj+HT8iAS21u+m2vaUVfWCsC+98FHl9lNf7sIU+cXoqVG6/dGvq/vrTce+Al7vrePUXxU+wiSM/1/T9FEiwi0I/1GeW5SmX5rIeITpag61cS8D3MGpuL8ySYc3VaBxvOaoNgEuXJd96dy4sr5wJvMji5v+jJU/sysT1B+uB5SuQhf6p70dblhhQS7APF3OBPgZnb+zunZHxv4lxqbRlZTgq8O5a4YMC4bxevtsmZNndZBMoUY6QFkoatv+9ppJ5ozKIrCT2/tQ31FG779925saHmMCXbsL3FNk46XYJearQzYeZ3jaefFnh37y87RO9BfuOopkT9jR5M7KA3XLJ2IviPVLvdmp90yHNNuGQ6Kophs/qKbhmL9sm2gKPuc6bwlE3lfmzvXdV9hOw+4yuxcOaTQNj+GDhPnGLiDfo1o08UESINKwMgD8LTja8+ObxpY7eZsNY1AGDCu+xdO7uC0AGft7B84Q7vJo+RY7dkWxhV98KRcSFleXGy3d7bCf7jpOyIT1z81GbevmI4B4zyLE9NNFWJpnF8uFWy0zXps/+IYPnx6C3NdNAW7OJEQd66ciSk3DoM63/0+OvtLfspNw5jL2z496uzuHmlvNeDswVpom/Uu35diqYh53UAqJ2ylnA4XmZ2rMiY9WE5RYDw1PUEHu2ibsQNIZhcwgZQx03ISMWhiDlrrOvzu2AsG7Nmq9NzA9v9o+o7IRJxIyJiAAr4btjpCjy1QlD2rdteYw1ZNGTGTu5fCafDhWQw6EPqOUKPvCO9NaenMjo+srq6sFS9e9yXnumgKdv7Sa0AqCsZk4fTeGpSW1OD8yUafun0B4NCWciyf9zkA4LZ/TMP1TwXPZNmV8wGtiiKRiVzurTk6H3g6QaIoigS7WEbmp+MvAFy1aDyuWjQ+4DW01neg+NMj0Dbp0XekGpOuHhTQ8zUGIbOTysXIK8zAGdYQb6DNKY5D1+6DXZelT9EM18GODzFoncaIz1/8A7u/P42bl12EyfMGB/yc3kCf2QeinkLj7O8eTXt27mis0qD8UD0Kp/bhZPg0F900jGnKKf70qM8dqOzPj7/2WN6icGHgOuvOEag/19YlDOEExy2YRA8jmka9pctCigS72EOWELiBa6C0NXTgnUWbAAAz7ywKONgN6ezEa6jkd4O+YFw2E+yyC1Iw5tLANDO76WO66Nq22Sgc/K0cgP1DylbYALgZCx/6mLVnW/D5ij8AAJ88szUkwc5moxjXg0B0MWlU6fGMowdNtGV2FEWhrrwVZ/bVwmqx4aIbhgIAtv/3GN5dvBkSmQiLP7oKF1w7hPO4C28Ygvcf3Wzft/v0CG5+9iKfOnQbz/N/suiKohn5eGX/PYhPlELFanDx5iSaY/PjhT6mPopdygES7AImkD07vmDvOfHxZT3ngbGY88DYgJ+HhhaXZo9XtNZ3wGK2obSkxm/vPW/1McsP1zFdhYVT+3RroU9kZ3YBOB/Qv+exHZXMdXXlbX5LQdFiBfRJlCrddROTfd/SfpkPOyGBQIC0nETUnGlhrosGEWg2VosN9w16AxaTFTmDUplgR8/XmQwWp93Aab0SMWxKHxzeWoGqU804s6+22wmSOziVkSB0c7JRpsg9ysi5gi0GbdR1t7xyRBfFxq0ACXYBw96z86WFl08Skru+3LTNkdNgQdNNXJqyf3ACFZf21ubnlw8OMpcdS5gAoOTpZMGZl5lRZ/b792xr0OGWzNUAgPFXDsAz39zg8r5sxQ9FEj9fRKkOwS7aMjuROA75wzNwem8Nqk42Qac1QigU4HBxBQC7sknuYOf7cVNuHobjO85jzGX9IYzzrYmKU8YMcrALBKmPbuXRLAINkGAXML2HpOOZb66HLEGCzPwkrx/XXKPF4xeuQ7I6AePmFODaxyf7vQaxVASZQgxDhxntERjsgiUu7a3Nz59fn2QuOzanAA6ZXQANKpzf0wF/fk/uULn7L6OOIIwdsJU/hl7YOyD383DRb7S92YSigLKDdWhvMcBispdmR1/az2V5curNw3DBdUOQ4MfvTHczJ6bKIYsPvVQXRVEw6i2QykVuy6++jk2RYBfjKFPkjPu2LzTXtKPmTAtqzrSg97DAVUSUKXIYOswBN1hYLTYIhIKARgIcCZa4tDvnA7qkaLHY0NA5ciAQCmDUm7uVTpPUCbh79SwoU+U+d96x4fv3tH9Z2btNPZXIdTzZ+7Bh7zdNvm5w1ClmAOAc89ISe4ZHM/Yy19Y/7P2s03ur8cHSX3DnSzNRMMb9CIjVakNTlT3YBXu/jn694vVHoNPYXTGm3DSMqQgIBMDkawfjif9e6/Sxl943GhfdOBTSeLFXA+0k2BH8gjNjF4BUGI0yVY6GSg3aO2d7/JW8+nPjCbw8fyNSeyXilhemYtr8woDXxoYPiSQaOrOTykWwmrlP5qykSNkoPDLmPeZnuqQoixdj7iMTAluMC+hg5d9jBZAlSKDXmjw2Pw0Yl4215x9GR6shKJndrm9O4soHx/HyvKHE0e6HdjkQSeIwfLp7OS+a3z48hENbKvDbR4c9BrvWug6mYzEUwU4gEOBft38DirK/B6bcNIx5r1CUe4m35MwEn1R2Rszsi9cO3wu9xhjR5VlXBP1UbcWKFRAIBFi0aBFzHUVRWLZsGbKzsyGXyzF16lQcPerfAGe00lrHVk8JfMYuoXOT2mK2+TwCwaahUgOL2Ya68lbwIBHJQEsk9R+dhfvfvAz9R2chWa0IyDds+q2F+Mb8NL7UPYkZtxdxbnOqLt+JP+ry3pKUoWD2eERiYcC/J90A5amMKRLHIa1XIvoMzQi4KaK+ohWlJTUwG7uaFk7srELpPvvsWX1Fa0DPH0r6DEtn3gfF64+grrwVADDsot5uR1XoY1C6r4aRt9v26RGPxyCUzSmA3eGBPumjMy/2/pvUhXqKP8gTJMgbloHBk3ID1t8NB0HN7Pbs2YO3334bw4dzzQNfeuklrF69GmvXrsWAAQPwwgsvYNasWTh58iSUyuDOpQSDw8UVdidpmcij+CsNO7NL4iHYOYpB++t8wJ2x4+8NzadEEg0t9+WMYJVOPZHaSwmxNA5GnQXqvslYvfuugH5Pet8ulJ2+ThttOvxvtAknYqkIfYal4+yBOibjAoDRbtzLAefHoK1B5/EYNFVzdWVDQXyiFDqNkSlls6XlAnVA6UkELbNrb2/H/Pnz8c477yA5uUuuh6IorFmzBk8//TTmzZuHYcOGYd26ddDpdFi/fn2wlhNUll26Hs9dsQHvPrLJ68dwdDH5KGOyg10ATSpss850nj+sfEkk+Qrtx+fOl6+toQPlh+twaGs5LGbvpJOc0d5iYNq403urAv496X1JbyTRTu+txlPTP8TpvdVu7+eJcGXFwcLZ2ICnGU9/j8Gkqwfhv5qleOPYfZh5R5HT+/ANvUfLZHZs41Y3XnZN1Vr89PY+fP2vnTjy+7ngLjICCFqwu//++3H55Zdj5syZnOvLyspQW1uL2bNnM9dJpVJMmTIFO3bscPpcRqMRGo2G8y+S6BJU9b58yJfjAU12QQr6j87CyFl9A7Jioc06BQL/rWkihcS0eCiSZOgzLAML37jUbUnx1b/8gAeGv42npn3EuMf7Q0ebAXmFGVCofHNQdwV9Zm612JguQmcc+OUs3nlkEw5tqcBPb+8L6DWnzS/Eql0LnN62atcC3vdxg00/hyxerpQgx4N/WyDHIF4pRe7gdKRkhebzQzeLGDrMsFpsnDKmO5fy6tPNeO3eH/Du4s3Y/d0pj69zaGs5fll7EDu+Os5pVokWgnJqvWHDBuzbtw979uzpdlttrV1BIzMzk3N9ZmYmKioqnD7fihUr8Nxzz/G/UJ6QJ0igadT5pKDCl5cdzbxHJ2Leo4ErtNNt00mZCRBLXJcJI4GONgM+e2E7dFoj+gzL6DYIbzZa0NFqQEerAUe3ncPqXa5Lio4qKmm9/AtU6vxkvHboXgBwOoLgK+wvK53WBJXD2umu0x/f2seYlf7xxXFcet9ovwbZHeGzoSgc1Fe0QhovglQugsVig9Vsg1gmsiv58HB8IgF2Z6Rea/Q6s2PfZtR5PlHf/N4BbPn4MADgrVMLo64jk/dgV1lZiYcffhibNm2CTOa6K8yxW9BdB+GTTz6JxYu7zAU1Gg1yc3P5WTAP0JJhvuyr0JmdPEHi0oIj1FjMVrR0OmyHar8hECxmG756+U8AdvNNx2BXdqDLJLbXwFS3JUW+VFTY8GF2KncQGlc5DHY721tqbzEEvL/Gp+daOOkmaAD739eb40Mfg/YWA8xGKwQCQJURWFNVMHDUx2RXmNxldpxgR+bsfKekpAT19fUYPXo0c53VasW2bdvw2muv4eRJ+4BvbW0tsrK6ygv19fXdsj0aqVQKqTRyDy79hjLqzLDZKK9m1OjMjo/mFL5ortYybfJ879cFg3gPcmFsR/T8IufvLRqu80HkDObf/NwUXP3oRMgTxE7LynwPstMEo6EoHAQiaEAfgxdv+BK7vjkFigJWbLnNbZflB4//gvhEKXoNTO2muRks2NJdHW1Gzkm3u8xOyhGxJwoqPjNjxgwcPnyYc92dd96JQYMG4fHHH0ffvn2hVquxefNmjBw5EgBgMplQXFyMlStX8r2ckMARVNW5t5oB7FnsX9bMRkttOyROVNfDhaNDeaQjloogEgthMdu6DZUDwFlWsPNklcOWDOPD+YAvcr3YWwpW1yk7sIWyoYhPAj0+YqkIecMysOsb+55WdWmzS4kxq8WGjS/vhM1Gof/orJAFu26ZXbt3e3ZsbUxfFFTiRMKA/RLDAe8rViqVGDZsGOc6hUKB1NRU5vpFixZh+fLlKCgoQEFBAZYvX474+HjcfPPNfC8nJMgdnA88BTuBQNBtLixQGs9rsOrWr6Ft0mPErL64e9Usn5+jgeNQHvnBDrAPlmub9c4zu84ypkIlRUYf92MUiTx52q26zf43yOijwn2vXcqrEo0rHLs0o3V/Ldj4u/+YO6QruFUea8D4OQOc3q+5RgubLXQD5TRJmQqk91ZBoZJCKBRg1oIRGDalD4wdZrdD8L7Lhdk/Y/GJUr9FK8JJWMLz0qVLodfrsXDhQrS0tGD8+PHYtGlTVM7YAQ4Grl6UA4JBnEiIw1vtDT6+aHSyGTW7H5b/disaKts8KkVECnKlxGmw0zTpGKuV/KJMjx9OdoNKIJnd4S0VaDxv39ta+Pplfj+PLwhZv1ufYemQyEVRub8WLALdf2Q7I1QcbXB5P67pceiC3TWPTcI1j03iXOeN6bJE1iVH502DCm3xw5bpiyZCEuy2bt3K+VkgEGDZsmVYtmxZKF4+6LDLmOGy+UlICXzPSZkix/BpeTytKDTQHzzHMqYv+3WAg4Grnw0qFrMVzZ1DxXyMHQBAXXkrTuw8D0O7GUMm5yB3cHcdVRPLc27YlD6479VLonJ/LVgEuv/Ya2AqhEIBbDaKGc1xRkOUuB3QCAQCSOPtAvJe+dlpo9elHCDamLxAZ3byBAnH7NIVTdVadLQakJSpgDJFzktJQCyJgzxBAn27KSJtfoIF/cEz6i2wWmxMB6SvwS6RhwaV5uquMlY6T3JKh7dWYM2d3wIAFr5+qdNgV98pgQUAmXlJUbu/FkwC2X+UysVYuf0OZPVLduvpF67MLhBkCgkMHWaPZUyL2Qqj3i6WQIJdDHPHi9Ox4J8zvd6f2fTefnzyt2IAwDPfXO+Xa4IzElLkMRfsODY/7SbGkqXMh+YUAEhI7gp2Ha0GN/d0DfvMnq9gJ2PtB7uqGtSxgl1GXvRpFkYDgyfmeLxPKB3K3XFoazn0GiNkCRIMm9LHrVtFVv9kKJKkHjNR9jZBNBq3AiTY8YI7jUZntLKlwnhUWUhMlaPhXBu0Tf45H/z20SGoMhRQ5yeh14BU3tYVTBxtftj+Y9J4McxGC3oP9WyhFCcS4r2yB6FMkfu9J9FwjiW1xlMZkx3MXYkWJGUmYMgFuagvb4M6P9npfQjBJ1yZXW1ZC95/7BfoNSaMvLgvdm48iWN/2AUGNhqfQpybr6d//nGnV69hMti1XnUaI6cKEk2QYBcGOPY+av6aCOh9O6vFBn27CfFK78/AzEYLVt/2DQBg4IReWPWnc6mkSKNgTBZMegvkSglniPuRtVfhoffmoLFS43WbdGZeUkBraTjH/5k9u7OXLfDLZvaCEZi9YAQvr0fwHzqzD7XUnsVkxY4vTwAAkrMSmCY5kVjImwpSarYS7555gJfnChck2IUBjuMBjx1zypSurKa9We9TsGOXYKJlvwEArn18Mq593PltcXHCgAOYL3AzuyCUMZ3MEhJCg6HDhN8+PISKow1I763CtUsndbsPndklZyl9rvYEAnsPTddmYE6K3M3YxSIk2PHAuWMN+Pnd/TC0mzD+ygEYd4XzORwa2ssuIVnGayOB42C0L5p/3IFysu/jD+zMji+/r3gvypiEECAQ4I37fwRF2asJjsGOoiiMmJWPhnMaJKaFtszHCXYaE9NZSex9uJBgxwMNlRp8869dAICUrASPwY7O7PhwO2DjmNn5QiNnoDw65x0D5cCvZTi+oxKaRj2uWTrRZzFoOrMTSeKg4iljlyWEf6yFYHezV/dNRs2ZFlQeb+wmCygQCLDkw7lhWZs0XgxhnAA2K4WONgPzPpG6kQqj+WbNLuzffBaGDjMeW381UqPc6cQdJNjxgDf7Kl23m5g2X76D3YhZfSGWiZCYGo9sHxtMGiojo5OMD/45fyM6Wg3oOyIT85+b6rUg857vT+ObNfaTlguvH+JzsJu7eAKqTjXBpLfwppzCESxw8t46/ud5rLz+S2TkqXDxPSMx47bQeKjFIrlD0lBzpgWGDjMazrWFtETuDoFAgPhEKdpbDNC1GRlRZ28yu/LD9dj7v1IAQHuL3mWw2/PDafz8zj7IE6W47K9jvOpOjTRIsOMB9r6KJwUVzn4dD9Y+bIZPzcPwqXl+PZbbSRY9Zcw9P5zGO49sgl5rwvznp+Diu0di/89noGnSo7SkBrf9Y7rXz6UMUDIsGGadUrmIGWh2ltnVnm1B43kNGs9rMPHqQby/PqGL3kPTsfu70wDsWxeREuwAQKGSob3FgNb6DmbWU+qFmwpbH5M2HXZG5fFG7OzUBx1/pfvKVaQSNPPWWIKtoOJpX4XerwP4z+wCIVozO7PJiurTzWipbYe2SY+mKi0j9+XNfB0btmRYW2NkzCoKBAIkZyUgJSvBacs3d6A8ek5SohG2bFjlsUbObZ5c5IONPJFWEmLNw3mR2XH1MV1/d7EdD+Q+NL5FEiSz4wFHzzF3BGvsIFCaOrsx40RC3jPOYBLvMGfHVU7J8Om5+BKD5pt15xe5vK2urJW5nBFBmUZPhD2vec5BI/OdRzbhjy+OIy03EYs/vAq9CkI7p6pQdfcOdWfvQyP10tMu2u19ABLseIErBO1+z27SvEHY0PIYWmrbOQPQfEBRFHQaI7RNegiEAp/KLHQZMyVb6VZxIdLgKKhoTTh7oJb52dfMLhBPu5badphNVqRmK3kxbfWWuvKuxqJIKqv1RHIGpTHCyeeOcYNdfXkrmqq0aKrSQhoG2y7HACQUCrwaPeDa/Lg+UWdnjPGJ0dnlSYIdD7DfMJ465gQCARKSZLwHOgBore/Arep/AQDGzSnA37690avHWcxWqDIUMBksUTVjBzgqqJg4mbM3mphsOGLQPga7717djf8u/wNCoQB/3zwfRdPzfXq8v9BlzPhEKRKS+X9PEbqQxYuRmZ+M2rMtqDzWyFEporcBhHH2snOoGXtFAdT9khGfKMHVSyZCoZLCZvVcWuVswZDMjuAJodCuHm7UmcM6C8XWd2xv9l7fUSSOwxvH/gqKomAyuN6kjkTYwU6nNaL8UD0Au32Jr5Jniew5RR+dD+gZO5uNCtlerNVqY8YdMvJUUekxFm3kDklD7dkW6NtNaKjUMPOUdGUkNUyVkcvuG93tujiR5/eDt552JNgRGOQJks5g59kXKlgE6nwgEAjCUoIJBHYZs7W2AzWlzQDsvm6+lhMDKWOy1VP4bvD57tXdOL7jPPRaE5Z8PJepCjRXa2Ex211ISQkzNIyYkQ+xJA65Q9IgEtvfXyaDBW0N9pOjaGruArjBzp2nHTvYRasyCwl2PDFiVj4M7SaPmnhfrfoTls69Hb7dygH7F7a+3eS3TU20wW4OOr6jEnRTXL6P+3WA3cpFKhfBqLf43KBCZ3YJyTKfZNq84dgflfj9s2MA7I4MdLBj79eR5pTQcNWi8bhq0XjOdU1V0dnJDDiMHrjbs6ONWxMkUbWnz4YEO5549OOrvbrfd6/sQcO5NiRlKIIT7FLkqK9og7bZP+eDaCNOJGQCFLv729f9OpohF/SGxWxFVv8Urx9jtdoYbVG+NDHZyF2oqLDHDtR+utMTAoczthNG01aKorDnh9Mo/vQoEtPiMf3WQhSMyXb7GHXfZFy+cAykCjEGT851eT+dplOCLEpLmAAJdiGFoiimgSIpSGMH/jgf/HfFdpzcWYW03ETc+MyFSM6MnPk/b5ArpYyx5MPvz0HZwToMu6i3X8/1903zfX5MS207rBZ7OZEvax82MhejLcOm9MFj669GXVkrhk3x7/clBE5jBMyoFm84gtW3fsO8DwFg0MReHoNdrwGp+Ot/LvX4/NNvK0RrXUfUljABEuxCSkerARaT3ck8WAHF0XHbm2B3bHslIxl04zMXBmVdweS2FdNB2SgkpskxcW7oVUQag2Daysax45Qmo7eKN8Fpgm9YLTbUnGlGrwGpEeFQLpWLOYEO4HZaBoovSkSRCgl2IaSFpZ4S7MwOALTNeq8aF+gPq0gSB1V69AyU04Tbyy0Y1j5sXJUxCeHhjQd+xM/v7IfFZMUH5x5ycCgPz8mHsw5J4nrAhQQ7nlj31G/4/bNjMLSb8M8ddyCrX/c9H656SnAyO3+cD+g9h9ReSt4EjGMJtrVPKMuYhPAgjRczFZpzxxpxxQNjMWxKHzRWapBd4P1eL584C3beuB7QWC02mE1WyOKjqxvbF0iw44n2FgNqz7YA4Jaa2LCDHf1h4RtHTztP6NtN6Gi1z+RF20A5m8rjDagta0V+USZSs5V+N+b8uu4gvn1lNzSNejz8/hyMmOF5OJyT2QXhzN6ZHJ3VakPJj6XIyEtCZl4SOYsPIX2GsjUyGzD64n4c3cxwEK/yL7Mzm6y4TrkSFpMVwy7qjReLb+92H1pYOtpPhEmw4wn2vIqrUhNbBLryeKPT+wTK1JuHYeSsfCSkyL0qSXJ87KI02LU16vDh01vw58aTAIBnvr0B4+f4p8ze3mrAmX12yTH2yYk77l49G/Mem4iGcxq/u0DdwR2ct7+3mqq0eH7OZwCACXMH4v82Xs/76xKckzvEtUZmuHCW2XmjjSkSC2Gz2vf6XA2Vn95TjUcnvg+5Uoo5D43FrX+fFthiwwQJdjzhrtRUX9EKTaOeo9t4ancVSvfVABSQmCb3yVXcHcnqBJ9KpFyH8ugMduue/I0JdACQV+ibADQbtvOBt7OKcSIh0nNVQbNGcvbeYgtAk4Hy0JI7OI25fO5YcE5afcVpsPMisxMI7OpPeq3JpTamTmMERXUOlofX3CEgSLDjCbkbMegFea92u39HqxGLRr/L/Pw99UzwFueGSJkRCgR25gMAGX38DzrsblZfJcOCRXpvFabdUghZggQFY+2t5BxrHzJjF1LkCRJk9FGhvqINJ/48j13fnUJ6biIy85Ocug+EAolMBJEkjrM94m03pkwhgV5rculnx7H3IXN2BI7GnENmt+TjuVhzx7fdWoMBe1awaO2VQV+fK9hlzGjbs6MzZraCBQCc2V/rd8bM3vOMFBWa3EFpWPLRXM51dcTHLqzkDklHfYX9s/P3K+3l5GuWTsSdK2eGbU3xiVLmBE0YJ4BYGufV4+jvLlcKKj1BFxMgwY43ZG7aw6fNL0Tu4DROJkezatcC9B+Vxds6zCYrtn16BNpmPVTp8Zh2y3C394+EgVh/cZYxAwgoY+Zkdl5IhjVWafD9q3uQ3luFgRN68fq3dEc9kQoLK32GpqPkx1LOdeEaO6BhB7txVxR43aRFS4a52rPjBrvobYQiwY4nvG0PFwgBytb1P98IBMC/7vgWADBkcq7HYDf2igIkJMvRUNnG275hqAhGxuyrGPT54434YuUOAMC1T0wKWbCrJXt2YSV3SFq368JdGXnwncsBAIokmU/vQ3pEwWSwwGq1ddO+5HrZkcwu5vFklZGUoUCyWoG03ETMvmskNr23H42VGiRl8DvELRLHQa601+C9yUwmzh0UFtURPghGxhyfKEWcSAirxeZVsKtnzdiFQs3EZqMgFAqYPTtlijyqv4CiFbZrOU24KyP+eiiy9/aMOnM31SV2ZtdcrUW0QoIdT3hSuZDIRXiv7EGIpSIIBAJc8pdRsJisEEv5/xMoU+TQa00+edpFO3xlzAKBAMoUOVrrO7yaUwy2egpg11S9LXsNdG0G9B6ajpf/XMCodmSQ/bqwkFeYgb9vmo/3Ht3MeCiGO7PzF0ebH3fB7vDWClzyl+7eedEACXY8oe6XjHtfuRhShQT5w7u3vj9x0Tq01nVg0KQcPPPNDRAIBEEJdIC9FBcrzgfByJiVqfZg543NTzB97GgEAgGMOjOMekunaWgb40JNSpjhQSoXY+Ssvky7fpxYyBlbiSa4Nj9dVSm6AYzd+btv09mgjEyFAhLseCI5MwFzHhzn9Dad1ojK442gKKC5uj3owUfJdj7QmlyWuQw6MzpaDUhWJ0StOkJaTiLeL38IIkkcbxnz3MUTYOgwITFV7vFkgSsVFrwsS5YggU5jhF5rQluDDookGTpaDaQ5Jcw0VtrLetJ4cdhPKk/vrcYjY98DAEy8eiCe/so7oYF5j03EjDuKIFOIkZzVNaPrrAFM26yPiJEpfyDBLgSUltQwXmv0nFQwUTqIQbsKdke3VeDZSz9FnEiIW/8xDdcunRT0tQUDdmDjI2O++O6RXt+XzuzkSgkUTiSb+CJeKUEz7M1PA8f1wmctj6G91cCoXxBCB53xGHQmZq7NqDOHPeP59t+7mcuHt1Z4/ThXe9tOG8A6v8fCPTLlDyTYhYBTu6uZywPGhSDYpXrnfEAPlFstNrS3RMZMWTRBURQT7NJ7q4J6Zk93++rbTUy2STuWE0KLs4zHaraFPeMRxnW9/8w8aO+GcmQqFESnv3qEUlfeivIj9ag4Ws+5/tTuKuZySIJdinft8+wZu3NHI0P2KJpoa9DBbLR/qQSzhAl0BTublWJekxAelnw8F3Ei51+dcSIhlnw8N7QL6kTIGhngW2heIOT+H43wvvQVK1Zg7NixUCqVyMjIwNy5c3Hy5EnOfSiKwrJly5CdnQ25XI6pU6fi6NGjfC8l5Nw/7E08UPgWVt7wFef6052ZnTxBgpxB3edz+MbR086R+opWlJbUcLQ6j/1xDqX7alBaUoP6itagrzGSMRstaKhsw9kDtWit73B5P24nZnA78Tjdvlqjm3sSgs20+YVYtWuB09tW7VqAafMLQ7oe+vPMrs5YzTavP8+NVRqU/HwGO746zlHmaWvUMQ1g/Udn4f43L0P/0VlIVit4H5kKBbyXMYuLi3H//fdj7NixsFgsePrppzF79mwcO3YMCoX9AL300ktYvXo11q5diwEDBuCFF17ArFmzcPLkSSiVSr6XFDJkCRIYOsycofKW2namXNh/TFa3gc1gkJKdAHXfZChTZJxOKxpnZZj2FkPYyzCRwpaPD+OVu78HACx84zJcdp/zVus4sRBjryhAQ0UbcgamBnVNsoSuv+M/5n2OvMIM9BmWgcsXjgnq6xLcE2yRCG8IVElo7w+leO3eHwAAD717BWbfNRIWsxWLRr2D9D4q3PvqJZh8zeCgj0wFG95X/NNPP3F+/uCDD5CRkYGSkhJcdNFFoCgKa9aswdNPP4158+YBANatW4fMzEysX78e9957L99LChn24cwOTrA7tadrvy4UzSkAMOXGYZhy4zCXt/e0jWe+4TofuB4/6FukxrPf3RiKJUHOmn06tr0Sx7ZXomBMFgl2YSJUIhHeEKiSkNSJIMYfXxxHQ6UGDZUaKFQyXHDtEAD8NICFi6Cvuq3NXupJSbE7+JaVlaG2thazZ89m7iOVSjFlyhTs2LHDabAzGo0wGrtKNxqNptt9IgH67JutoBLq/TpvmDa/ECKJECuv/6rbbdG48cw3So4+ZmQ07jgz4iRjB+EjGCMv/hJoI4njUDlFUdi4aidz3dVLJvC32DAS1JoaRVFYvHgxLrjgAgwbZs80amvt+0SZmVyTy8zMTOY2R1asWAGVSsX8y83NDeay/Yb+QjIZLMxZFq2uAAADxvUKy7qc4Wg6Gc0bz3wTiTY/024txBOfX4N5j05kriMD5eGFVkMCIifj8aeRhC0XZugw4ci2cygtqQEA9BupRuHUPnwuMWwE9a/zwAMP4NChQ9i+fXu32xzbtN0N7z755JNYvHgx87NGo4nIgOf4plGoZHh64/WoOtmIM/trI0pOqPZsK3P5qkfG49j2c2Erw0QakWjz039UFvqPyoKuravCQaTCCDSBlFXZ+/qGDjO+evlP5uerH50Q9mF5vghasHvwwQfx7bffYtu2bcjJyWGuV6vVAOwZXlZWV3pdX1/fLdujkUqlkEojX+yW3URg6DBDoZJBKBQgd3A6cgd3F44NFjYbhRXXfg5tkx7pfVRY8uHcbvdprevqMpz/3BTIEyRRu/HMN96Obtw36HXEiYXoPzoLj6y9KhRL4/rYEdNWQieBlFXZZcwz+2pxpLiCec4LrhsStDWHGt6/2SiKwoMPPoiNGzdi69atyM/nKnHn5+dDrVZj8+bNGDnSrlRhMplQXFyMlStX8r2ckMLJ7NzY/AQboVCAA7+UQa81IWeQ8y7B53+6GU1VWlQcbWCEX0mgsxMnEjJyXK727MxGC86fbALAtXcKNmwfO1LGJLDxV0mI3aBCBzoAuPLhcRCJvTOAjQZ4/3a7//77sX79enzzzTdQKpXMPpxKpYJcLodAIMCiRYuwfPlyFBQUoKCgAMuXL0d8fDxuvvlmvpcTUtwZuIaaxNR46LUml5mJQCBAWk4i0nIip7QaSSSmytHRanDZjUm7DgChsfbpaDPg3LFGbPn4cNfr9iFlTELgsE/SaeRKCS6+x3vZvGiA92D3xhtvAACmTp3Kuf6DDz7AHXfcAQBYunQp9Ho9Fi5ciJaWFowfPx6bNm2K6hk7gNsxZ+gw451HNkGWIMaAcb18cg7mg4QUGerKERPOB8FAmSpHzZkWdLQanBpasgWgRZLgn/2e3FWFv128nvlZlR7v9EuKQPAVdhmT5uJ7RkGh6llydEEpY3pCIBBg2bJlWLZsGd8vH1auWToRVzwwBrIECWQKCf42+xOYDBZk9U/B+DkDQroWet/JZqXcOh8QnEPP2lGUfeBe5WDfwlZPYV8OFo6jB2S/jsAXjsITcSIhrnzYuYNLNEM2aXhEld7V+XRmfw1MBgsAYMDY0M+tcWfFdJxgt/LGL5GsTsCQybk9agOaTxa+fikAe2cm+8yXVrw/sfM8c93Zg3VBV7x33BccdXE/3l+DEFvQ72UI7JWCtgYdVBnxWPzhXGgadABFRZVfnSdIsAsSXKeD0M/XsTsK25sNQGefUHuLHr9/dgwAcHJnFQl2LnD1IXcmzaRrMwZdak2u7Ap2F904FLc8P5X31yDEFpz3cucuR1uDDs9e0lUu70mygWSUOEiE2tbHEUdPO5rTe2uYy5Gi6BJNLPl4LgQujG6DqXgvj6DmJ0LPgOPeQO8+sWQDw+XeECxIZscj9RWt+PPrkzC0m7D5/QMA7B5T+SPUIV+LYxmTJhLly6IJdd9kwMW+dDCl1thlzGO/n8PpvdUoGEP+fgT/6Wl+dZ4gwY5Hqk41451FmzjX5RVmQObEeSDYdCtjdnJ6T3jLq9FC/bk27PrmJDRNegy9sDdGzLDXgfuPUmPC1YPw51cnmPuGQvFeIuv6qHa0GfHbR4dJsCPwRiS4NwQbEux4xNlwcbgCSn5RJuYungBligwDx9vXQFEUTu6yBzuFSoqs/ilhWVs0UFPajLce+hkAcO0Tk5hgJ5aKcO+/L8bhLeVQ90vGxXcHX/GeaSRgse3TI5hx+/CgNsUQej6R5N4QbEiw4xFn8yqhsvVxpO8INfo6lE+bqrRoqW0HYF+X0MXeE8GhDOwQaNJyEvFRzSMhU7x31hTT1qgj/oOEgIkk94ZgQxpUeMSZDUsk7YuR/TrvSWSJQW96dz9+/+9Rzu2hVLznNBLQ9OBGAkJoiUT3hmDQM3+rMOFYxhx2UW/0HhI6AWhPhHscIppgZ3YA8PL8ryEQCMIyqhFrjQQEQjAgwY5H2GVMRZIMd62a1f2MPITYbBR0bQYYdGak9UoMi2t6NOJsj8xqseGPL49D3Tc5rHtksdBIQCAEAxLseEQiF0MgsHemd7Qawt4xd3Pay2hvMSBnYCrePLEQ8x6diEETeqGmtAWp2dGtQxpMnO2RAcDvnx1jBvJDvUcWS40EBEIwIMGOJ+hsQCITwai3y4Rt2xDejjmFSob2FgMzVD7m0v4Yc2n/kK4hGlny8VysueNbxm2eTZxIiEVrrwz5mmKpkYBACAbkk8ITTjvmGsLbMUecD/wjUvfI/PUrIxAIpBuTNyKxY47uKLRZKeg0xpC/fk9AIOT+TyAQohPyEeaJafMLsWrXAqe3rdq1ANPmF4Z4RfbMjmbLx4dRdaoJNptnCyZC1x5Z/9FZuP/Ny9B/dBaS1QqyR0YgRCmkDhIEIqVjji0Z9uYDPwGwz9et3nVXuJYUNZA9MgKhZ0E+uTwSaR1zjrNiAJAzKC0MK4lOyB4ZgdBzIJ9eHom0bICd2dGQ+ToCgRCLkGDHM5GUDTgLdkQmjEAgxCKkQaUH41jGFImF6FuUGabVEAgEQvggwa4HM2hiDv723Q3Mz/lFmWTfiUAgxCQk2PVgElPj0VCpYX4m4s8EAiFWIcGuh7Plo8PMZbJfRyAQYhVS0+qBMKr9AuDMvhrmeqlCjNKSGuJsTSAQYg4S7HogrlT7X7zuS+YycbYmEAixBClj9kCc6nR2QpytCQRCLEIyux5IpKr2EwgEQrggmV0Ph6j2EwgEAgl2PRai2k8gEAhdCCiKijrPF41GA5VKhba2NiQmJoZ7ORGL2WhhdDopiiKq/QQCocfhbTwg33w9mEjS6SQQCIRwQsqYBAKBQOjxkGBHIBAIhB4PCXYEAoFA6PFE5SYO3VOj0Wg83JNAIBAIPRk6DnjqtYzKYKfVagEAubm5YV4JgUAgECIBrVYLlUrl8vaoHD2w2Wyorq6GUqmEQCDw+3k0Gg1yc3NRWVlJRhicQI6Pe8jxcQ85Pu4hx8c1vhwbiqKg1WqRnZ0NodD1zlxUZnZCoRA5OTm8PV9iYiJ5s7mBHB/3kOPjHnJ83EOOj2u8PTbuMjoa0qBCIBAIhB4PCXYEAoFA6PHEdLCTSqV49tlnIZVKw72UiIQcH/eQ4+MecnzcQ46Pa4JxbKKyQYVAIBAIBF+I6cyOQCAQCLEBCXYEAoFA6PGQYEcgEAiEHg8JdgQCgUDo8ZBgRyAQCIQeT8wGu9dffx35+fmQyWQYPXo0fv/993AvKWxs27YNc+bMQXZ2NgQCAb7++mvO7RRFYdmyZcjOzoZcLsfUqVNx9OjR8Cw2xKxYsQJjx46FUqlERkYG5s6di5MnT3LuE8vH54033sDw4cMZpYuJEyfixx9/ZG6P5WPjyIoVKyAQCLBo0SLmulg/PsuWLYNAIOD8U6vVzO18Hp+YDHafffYZFi1ahKeffhr79+/HhRdeiEsvvRTnzp0L99LCQkdHB4qKivDaa685vf2ll17C6tWr8dprr2HPnj1Qq9WYNWsWI8jdkykuLsb999+PnTt3YvPmzbBYLJg9ezY6OjqY+8Ty8cnJycGLL76IvXv3Yu/evZg+fTquuuoq5gsplo8Nmz179uDtt9/G8OHDOdeT4wMMHToUNTU1zL/Dhw8zt/F6fKgYZNy4cdR9993HuW7QoEHUE088EaYVRQ4AqI0bNzI/22w2Sq1WUy+++CJzncFgoFQqFfXmm2+GYYXhpb6+ngJAFRcXUxRFjo8zkpOTqXfffZccm060Wi1VUFBAbd68mZoyZQr18MMPUxRF3jsURVHPPvssVVRU5PQ2vo9PzGV2JpMJJSUlmD17Nuf62bNnY8eOHWFaVeRSVlaG2tpazvGSSqWYMmVKTB6vtrY2AEBKSgoAcnzYWK1WbNiwAR0dHZg4cSI5Np3cf//9uPzyyzFz5kzO9eT42Dl9+jSys7ORn5+PG2+8EWfPngXA//GJSteDQGhsbITVakVmZibn+szMTNTW1oZpVZELfUycHa+KiopwLClsUBSFxYsX44ILLsCwYcMAkOMDAIcPH8bEiRNhMBiQkJCAjRs3YsiQIcwXUiwfmw0bNmDfvn3Ys2dPt9vIewcYP348PvzwQwwYMAB1dXV44YUXMGnSJBw9epT34xNzwY7G0QePoqiAvPF6OuR4AQ888AAOHTqE7du3d7stlo/PwIEDceDAAbS2tuLLL7/E7bffjuLiYub2WD02lZWVePjhh7Fp0ybIZDKX94vV4wMAl156KXO5sLAQEydORL9+/bBu3TpMmDABAH/HJ+bKmGlpaYiLi+uWxdXX13c7gyCA6YyK9eP14IMP4ttvv8WWLVs4Xork+AASiQT9+/fHmDFjsGLFChQVFeHf//53zB+bkpIS1NfXY/To0RCJRBCJRCguLsYrr7wCkUjEHINYPT7OUCgUKCwsxOnTp3l//8RcsJNIJBg9ejQ2b97MuX7z5s2YNGlSmFYVueTn50OtVnOOl8lkQnFxcUwcL4qi8MADD+Crr77Cb7/9hvz8fM7tsX58nEFRFIxGY8wfmxkzZuDw4cM4cOAA82/MmDGYP38+Dhw4gL59+8b08XGG0WjE8ePHkZWVxf/7x+eWlh7Ahg0bKLFYTL333nvUsWPHqEWLFlEKhYIqLy8P99LCglarpfbv30/t37+fAkCtXr2a2r9/P1VRUUFRFEW9+OKLlEqlor766ivq8OHD1E033URlZWVRGo0mzCsPPn/9618plUpFbd26laqpqWH+6XQ65j6xfHyefPJJatu2bVRZWRl16NAh6qmnnqKEQiG1adMmiqJi+9g4g92NSVHk+CxZsoTaunUrdfbsWWrnzp3UFVdcQSmVSua7mM/jE5PBjqIo6j//+Q/Vp08fSiKRUKNGjWJayWORLVu2UAC6/bv99tspirK3AD/77LOUWq2mpFIpddFFF1GHDx8O76JDhLPjAoD64IMPmPvE8vFZsGAB8zlKT0+nZsyYwQQ6iortY+MMx2AX68fnhhtuoLKysiixWExlZ2dT8+bNo44ePcrczufxIX52BAKBQOjxxNyeHYFAIBBiDxLsCAQCgdDjIcGOQCAQCD0eEuwIBAKB0OMhwY5AIBAIPR4S7AgEAoHQ4yHBjkAgEAg9HhLsCAQCgdDjIcGOQCAQCD0eEuwIBAKB0OMhwY5AIBAIPZ7/B3hTSHDklwWtAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# adjust the style and width of the line connecting out points\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "\n", + "ax.plot (x,\n", + " y,\n", + " marker='*', \n", + " color = 'indigo', \n", + " linestyle = '--', # NEW ADDITIONS\n", + " linewidth =2)\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "d3b8b111-66b7-43e7-b12d-2a361999193a", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\cmagg\\AppData\\Local\\Temp\\ipykernel_28208\\1770750687.py:6: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# hex codes\n", + "\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "# color being the new addition\n", + "ax.plot(x, y, marker='*', color='#7425b9', linestyle='--', linewidth=2)\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "11374793-6937-457c-af9a-ac2b727f3a39", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "%matplotlib inline\n", + "ax.plot(x,y,marker='*',\n", + "markersize = 12, \n", + "color = '#7425b9',\n", + "linestyle = '--',\n", + "linewidth = 2,\n", + "markeredgecolor = '#fa9359', # NEW ADDITIONS\n", + "markerfacecolor = '#000000' ) # NEW ADDITIONS\n", + "fig" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "7a6ddeca-a4de-4200-b966-5bb4e4060d30", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#grid lines\n", + "ax.grid(axis = 'y')\n", + "fig" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "0a58f934-e11f-41ef-9add-0f2ea76b3fad", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#further modify the grid\n", + "ax.grid(axis = 'y')\n", + "ax.grid(axis = 'y', color = \"blue\", linewidth = 2, linestyle = '-.')\n", + "fig" + ] + }, + { + "cell_type": "markdown", + "id": "b0923679-ed79-4ce4-a72c-35a7bd947071", + "metadata": {}, + "source": [ + "# activities" + ] + }, + { + "cell_type": "markdown", + "id": "b509c493-2747-42ae-8452-cbf15337e530", + "metadata": {}, + "source": [ + "For your visualization of choice:\n", + "i. Copy the provided code and attempt to replicate the output in Python. \n", + "NOTE: You may have to install packages.\n", + "ii. Recall the aesthetic , substantive , and perceptual qualities of data visualizations. Does your visualization of choice succeed in each area?\n" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "73714b6e-a03d-41d0-87dc-74e162221be7", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: seaborn in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (0.12.2)\n", + "Requirement already satisfied: numpy!=1.24.0,>=1.17 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from seaborn) (1.24.3)\n", + "Requirement already satisfied: pandas>=0.25 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from seaborn) (1.5.3)\n", + "Requirement already satisfied: matplotlib!=3.6.1,>=3.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from seaborn) (3.7.1)\n", + "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (1.0.5)\n", + "Requirement already satisfied: cycler>=0.10 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (0.11.0)\n", + "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (4.25.0)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (1.4.4)\n", + "Requirement already satisfied: packaging>=20.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (23.0)\n", + "Requirement already satisfied: pillow>=6.2.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (9.4.0)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (3.0.9)\n", + "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (2.8.2)\n", + "Requirement already satisfied: pytz>=2020.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from pandas>=0.25->seaborn) (2022.7)\n", + "Requirement already satisfied: six>=1.5 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from python-dateutil>=2.7->matplotlib!=3.6.1,>=3.1->seaborn) (1.16.0)\n" + ] + } + ], + "source": [ + "!pip install seaborn\n", + "import seaborn as sns" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "c2cbf550-0d35-4887-a54f-8bf3e60492c8", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df = sns.load_dataset('iris')\n", + "sns.set_style(\"white\")\n", + "sns.kdeplot(x=df.sepal_width, y=df.sepal_length)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "9add9c14-c5a3-4958-8fad-6a635f1f0065", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#change colors\n", + "sns.set_style(\"white\")\n", + "sns.kdeplot(x=df.sepal_width, y=df.sepal_length, cmap=\"Reds\", fill=True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "e3c30148-008c-44d6-a484-acc838dbfbb0", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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+ecdZevchlEjR79KL7sKOOwFgF+EEzrkKJkmMBYgaTIJ8kw9bLSlKc9UkjvEmYTClGIgX4QROuQgmSQ1QrDbotZo4qiWMMwnuw892ab+96qy9HrN2AHsIJ3AmK8HEdbUk6CycKMEkDVUTACginMC6rIQSyW0wsRVKssKXLp1y406CdO1QPQHsIJzAmjyNLZEqB5O4B7ymoTsnatVk1PABdhoCwHvG4WT9+vW67rrrtGHDBn3xxRedfrdy5UprDUM6ZGkWTlHS1RLTSkm1YOJDl061YOKyarJua7NGD6ov+bty406ongDJMg4n3/3ud9XQ0KDzzjtPtbWMXs+bONdziDuY2LhhX7lgkkQo8QXjTACYClU5WbNmjXr3Zi2ALEt6Uam0BZMo1ZIwY0rSEEyChhJbVZO4bv5H9QRwzzic7L///tqxY4cGDhzooj1IQNJBpCMfQ4kULpjkNZRI8QeTamx27QBwL3A4efnllyVJU6ZM0SWXXKJvf/vb2nvvvTs9ZsKECXZbB2d8CiRFPq3y2pHtYJLV7hspP104VE8AtwKHk7lz53b6/1dffbXT/9fU1Oitt96y0yo44WMgKYormJiEEinZYGIjlMQ1GNY0lCQxbTiJ6gkBBQgncDhZt26dy3bAEZ8DSZHrYGIaSIqSCCZ5qJK4DCZRxp24mLkDIBzjMSennnqqfv3rX3f7+bRp0/T000/baBMsyGsoCRtEurIZTLIUSqJ020QJJbbWOKlUPQmD7h3AjUDh5P3339ftt98u6cvZOt/97nc7/X7Hjh3avXu3/dbBWBpCiWQ3mNgKJEVB7pPTVdhg4nMosTF+JInumzirJwDcCBROvva1r6mhoUFNTaVPpAMHDtSNN95otWEwl6dgYjuQFIVZx8SHYFJubMngESOrjjtxMYjVl6XoSwlbPWFhNiA+gbt1Fi1aJEkaPny4LrroImcNgjlCiR1Rb+DXUaVgYhpKogxq/WT9O7HNoHEVSOJett723YqLCChAcMZjToYNG1ZyzEltba0GDhyocePGqa7O/oGN0tIQTGx14fgYTILevK8oaDDxYcn5alxXR6KEkmpdO9WqJwyOBZJlHE4eeughvfbaaxo0aJD2228/bdy4UVu2bNGQIUO0a9cu1dTU6K677tKYMWNctBcd+BpMbA90dRlKpHBjTCTz7pw03AOnmji6a+KqlNC9A/jLOJwcfPDBmjBhgi699FL16NFDknTLLbdo+/btWrx4se666y5de+21uvfee603Fl9xEUySuMleNUlWS4psdOekPZhkpcvGhKvuHQDVGYeTp556SqtWrWoPJpI0f/58feMb39DixYt19tln67bbbrPaSHzFZijxMYx05EMwKce0O6cSn4OJjVDicwBJonuH6glQnXE4kaQNGzbowAMPbP//Dz/8UF988YUkaffu3dyt2GO+B5I4mAQT11UTX4NJ2FDiUxCJ60aAAOwzDienn366LrzwQs2fP1/Dhg3TRx99pDvvvFOnnXaatm7dqkWLFmnKlCku2pp7UaomaQslLqomUaslRbaqJlkJJj4FkjCongD+MQ4nCxcuVL9+/bR06VJt3LhRw4YN05lnnqlzzjlHb7zxhg488EBdeumlDpqab2GDSdpCieTHomqSWdWknHJVEx+DSd5CCQB/GYeTHj166MILL9SFF17Y7XeHHXaYDjvsMCsNw1fyFExss1Utqcb0TsNplpZQYtKlw9RiwC/G4aS1tVWPP/643nvvPbW1tXX63SWXXGKtYfhSmGBCKIkeSmxUTcpJc9UkLcEkDejaAcozDidXXXWVVqxYodGjR6tXr6+eXlNTY7VhCIdg4rZaYjLexJf75thaJdY0mEQdjBplbI+LgbBUT4D4GIeTVatW6d5779XYsWNdtAcdmFZNCCYII0jVJGgwsRkK4p5pY/uOxQDCMw4nbW1tOuSQQ1y0BREQTL5ko2risksnjYIEE6bshkPXDlBaj+oP6WzWrFm68847XbQFHZhUTcIGk6bmlkD/gEryFEzKhV+OE8Au48rJ2rVr9eqrr+r222/XwIEDO/1u5cqV1hqGYEyDSZiTaPE5pfrVsyZM1STLM3WqVU3yFEzCYNwJEI5xODnjjDN0xhlnuGgL/o+L++bY+GZXbuCfbQ31vb38Jmpzyfq42RoU25FJMAk6liPJLjXGmwD+MA4n3/rWt9r/+9NPP+1WPUF8glZNbF7o4woo8FuQYBLmYl/qOYwBAvLHeMzJF198oRtvvFFHHnmkpk2bpg0bNmj27NnasmWLi/YhIh8rEEEQgOLjYsqzzSrE6EH1nf5ljYtKKZB2xuFkyZIlevHFF3XTTTeptrZWgwYN0pAhQ3TNNde4aF/uBD1RBamauAomcQWeMAElyi3u+YZuh+sA4SKsZDH0AGlm3K3z29/+Vg8++KD23Xdf1dTUqF+/frr22mt1/PHHu2gfQkprxaQrX8efBDF8/4aSVYnBI0Ymskqsi3EnXSVxke/6niYhk1AC+Mk4nOzcubN9nEmhUJAk9e3bVz16GBdhEBJrmgDlETiA9DNOFOPGjdMtt9wi6asl6++77z5WjPVIWisN5cQx/qTat+00z9SJSx5CQZRuQwDBGVdOFi9erHPOOUePPvqompubNXPmTDU3N+vuu+920b5cYWBceSbdO/vtVRfb3YjDSqprp5wN/9MU+OZ/NgS5yPv+NwTgjnE4GT58uFasWKFVq1bpo48+0pAhQzR16lT1789iTD7IWtWkozSPP0mrtzdss34n4qDVh66PSzqsUDUB4mMcTiSprq5OM2fOtN0WBMB4E/uS6tJJonoSx6DYSqJc4Ds+N+mg0hVT3wG7AoeT0aNHt48xKeett96K3CCgkrRVT8rN2CnyrXvHJZuVh7iDClUTIF6Bw8m9997rsh3IgXL3GHFRDQo67iRq1SRL99VxOe7E5cXdZVCJ2m7uqwOEEzicHHXUUYFf9IgjjtCrr74aqkHIpkon6QH9ao0CStqqJ9X4Xj1xMe7EFZvjVIIGk6hdOg39ekZ6PpBFocacVFNc/wTZZHoyDvLt0TSgxCHO6cO+B5Su1m7ckYo7EpcKGJUCC903gB+chJNqY1OQHyZlbZOAYqN6EnW5ettdOmkLKGllM4AwEBZwI5FlXbdt26ZFixZp4sSJmjBhgi666CJt3rw5iabAoTD97bb66KOOPbA11sT0pnpJzqSJyua9iRrqe3f656Nq7WK8CRBeIuFkwYIF2rlzp5588kmtWrVKPXv21A9+8IMkmpI6eTjhxfEZK11Ikx4E6zKg+B5+yoWRrmEl6cCS9PsDWeekW6eSN954Q3/605/0wgsvtC/cdvXVV2vLli1xN8U7Df16er9KbNCTclpDlM1gYlo16agYIvLUzWN6we/4+DgHSAdpZ9D9n8GwQGmxh5P//u//1ogRI/Twww/rwQcf1K5du3TsscfqiiuuiLspmZS1mSwulKua+BJMOrIZUnyumkSe8dLl+a6OASomQDycdOtUmq2zfft2/fnPf9Z7772nRx99VL/+9a+1adMmwkkKpOXE7GJRriSCSUeDR4xs/xf2+Xliu/vH5LXSWjUEfBK4cvLRRx9VfcywYcMkSStXriz7mN69vzzAFy9erD59+qh///669NJLNWfOHDU3N6u+Pvt3No2q2qyWpKsncZycw36+MFUTV4NfwyoXNDpWV/IWRiopFSqq7T9hQw3BxJ5iFzddX/kUOJxMmzat7BThQqGgmpqa9uXrBw4cWPZ1RowYoba2Nn3++efq06ePJKmtra39dfLO13EncVZNoqx3UqlqkoVgUgmBJDgfqoB5v+gGPc+Ve1zet1/WBQ4nlaohJiZNmqThw4fre9/7nq699lrt2bNHN954o4477jjubGzA9+qJSzY/V9Rg4kMoSTsfgoINVE2qs/nFi8pKtgUOJ/vtt1/Z333xxRd6++23Kz6mqLa2Vvfdd5+uu+46zZgxQ3v27NG0adO0ePHioE1BQLYCisnFI+oJOu6qSTnVgkkWQ4mr++rkAcGktDiqwISUbDKerfPMM8/oX//1X7Vp06ZO3TC9evXS66+/Hug19t13X914442mb50bQbt2gqyoWgwWYUOKb905cVRN8hhMEF6YYJLVC2mSXdKElGwxDic/+clPNH36dO21117685//rFmzZunWW2/V6aef7qJ9sMQ0pMRdao96Xx3TqgnBBFHluVri47i4IkJKNhiHkw0bNqixsVEffPCBXnzxRU2fPl0HHnigLrvsMs2dO9dFG3PJZvWk0+tWWLgqqb7/oO0PUzWxuaS6aTAptzaJjwNXk+rSSet4k7wEE59DSDVNO1sJKClmHE4GDhyoHj16aNiwYXr33XclfTkD5+OPP7beOAQT9o6+SV8YTNpcKZiYrmsSpmoSJJgEXSgtbVN+Rw0fEOn5WbrTr41Q4vMFM81hpBQCSnoZh5ODDz5YN910ky6++GINGjRIzz77rPr27ds+LRj2mEwrDhtQkmDazrDBxFZ3TrVgEmX11uJzkwwptqomowfFv0ZRmLBgsv/loUKStUDSFQElnYzDSWNjoxYuXKg5c+Zo4cKFuuiii9TW1qZFixa5aF/upS2gbNv5edkTepi22QwmYbgMJl1fJ4mAEjaYHDo0uWn/UQNDHgJHEFkPJR2lNaBU+xul8TMFZRxODjroIK1YsULSl9OLV61apebmZv3d3/2d9cbBnC8BxQabXTmSedWkUjBxcUO+uKsoSU8dDtOtmPZg4cPFJE+hpKM0BBTTv03Hx/v+2UyFuvHfiy++qGXLlmnLli0aNmwYM3UcM101tngCTzqkhFVt4Gu1YGJzdk4pebpTcNTxJjalPZj4IK/BpMjXgGLj75K1WUrGN/57+OGHdcEFF6ilpUVjxozR//7v/2ru3Ll68sknXbQP/yfMDpfGk7mLYBJGklOG4wg/cVVNbA2GTeO+7JOmna25DyZFPm0HF3+XrPytjSsnv/zlL/WLX/xCxxxzTPvPnn32Wf34xz/W8ccfb7Vx6CzMfXfSUkUJMk04bDBJY9XE5RgUF8HEdDBsnKsO510WLlS2+VBBcf138eEzRmFcOdm6dauOPvroTj879thjtWXLFmuNQnlhd7YB/Wq9Pcm7DCZhZHmhNZNgUq5LJ87BsL7us2lBMCkvqW0TZ2UjzX9/43By7LHH6v777+/0sxUrVmjSpEnWGoXKoqRhn0JKU3NLoG6cKMEkjVUTV++X9ABYU77spzbFeVFK84UpLnFvoyT+JmndD4y7dVpbW3Xdddfp0Ucf1f77769NmzbpT3/6k8aMGaOzzz67/XH33nuv1YaiszBdPB11PPEn0eVjo1oihQsmiEe58SZBunSyGEyKXJfb03oxSkpcA0mTvu9Q2rp4jMPJmDFjNGbMmPb/HzlypCZPnmy1UQgmakApinNcStAl6JMKJlnt0jGtmpjM0rG9+FqWg0mRq4sFwSQ8/iZ+MQ4nl1xyiYt2ICRbAUVyG1JshhIp2hiTMF06+FLU8SZJ3zLBJzYvhlwA7bC5bohvf5O0VU+Mx5xIX04nPumkkzRx4kR99NFHWrhwoZqb7Q1IhBnbO5ztb65xBxO6czpL01iTPFRNOrIxNsS3i2BWFP82YRZG428SnXHl5J577tGDDz6o8847Tz/+8Y9VX1+vTZs26dprr9U111zjoo0IwGYFxRbboURKNpgMHjEyFwuw2Vh4Lcz6JnkLJh2FGfcQ1/Fuo5Ka9r+tb+fWsNJUPTGunDz44IO67bbbNGfOHPXo0UN77723lixZolWrVrloHwz4stMFmYVTZDOY2JCmKkMQrj+PyXgTunSq6/htveMFsevPXV8st+38vP2f7dfzfc0l+MG4ctLU1NR+H51CoSBJGjRokL744gu7LUMoSVdQgoYSyf74kiBVk6jjTeKsnkRdhM12MHG5vknav1m7EvexHFdwKL4Pf3eUY1w5GT16tB566CFJUk1NjSTpscce08iRyd3yHZ0lVUExqZYkEUyCqnZRHzxipPOb8yUVTJLo0uEC5YckKhpUUlCOceXkiiuu0Lnnnqtly5Zp586duuCCC/Taa69p6dKlLtqHkOKuoCTZjZPUAFgXVRQbocfHrim6dPzlQzigkoKujMPJoYceqmXLlumxxx7TmDFjNGTIEM2fP19f//rXXbQPKZCmYDJq+IBAXTvD928ItOZJxzARJajYqsT4GEwqScPFqNzFOw1tr8SHUNLVtp2fp367wg7jcPL000/r+9//vl544QXddtttuvXWW1VTU6PFixdrzpw5LtqIkOKontha6bWjOAa+BlG80AddmK1cwOgaWlx0CdkIJZW6dEqNN7G9+JoPTC7YpR6blgurj8EE6Mg4nNx+++269NJL1dbWpvvvv1+33HKLBg4cqMsuu4xwkhFBT1y2g4lpKAnbnRO0elJkGlK6SsPdhW2MNSnH9y4dmxfqjq/lY1BJQyihegIpRDh5//33NWfOHL355pvatWuXJk2apF69eumTTz5x0T5E5Kp6ktZgUmQaUKToIcUG37ttTAbDJn0Bcn2h9imopCGUdERAgXE4qaur09atW/X000/ryCOPVK9evbRu3To1NPh90gS6ChNQpO4BwWVYiSOMVKuaZK1LJ6lZKUVxXnTTFko6IqDkm3E4mT17tk499VR99tlnuvnmm/XGG2/o/PPP17e//W0X7YOH0l416ah4YY6y/kmpAGEaWJKqiLjszqkkiYuOLxfqOIKKL58VfvFloc4gjMPJggULdNRRR6lPnz4aN26cNm7cqB/96EeaPn26i/YhhXxb9TWIjhdpGzcG9L37JWgoMVl4rVSXji/jTXy9WNucQuvrZ4yC6kl+GYcTSZo4cWL7fw8dOlRDhw611iDYl/SqsWnT9cKdlbsYm1ZJygWTtHXpRLloB6kS2ghgXdsY5IKcRBiJa3vAvjRVTaSQ4QQoJ41Vk2pKXdR9DixJddX4JszF2+T2C+We4yKsJCXq9rC1LaieRJO2YCIRTmAozMkqi4IEgCgBJumAYVo1MenSieNCY3Jxt71P2744x83m9ii+VtTtQEAJL43BRCKcIIUOHdo/sSXrTSQdMMJyeYM/n8QRtNMSVFxvC1shBWbSGkwkwglSqngBTUNISYtqoSQtY02CVE2SqAD6dIFOqgLa1NwS+vNTPQkuzaGkiHCCVIvrW36WQ1CQbVgpmPjUpVMtmPjQLZlESPHhcxf5FNKyJguhpIhwkhPM2InG966OIOEp7GfISsXE5AJtej8ok5Vxi1xepH0KI+WEqaJQPekuS4GkI8IJjDTU97Z24hs9qD41M3Z85yo8VQsmYS7KLtgIJqaBpNxzTbeJjXEpaQgjpRBQzGU1jHRFOIFV++1VF+kkD3+EDSZxd+lEDSa291dbQaWo4/ZMawhBeHkJI10RTtDNgH61sa2zQPXEP2npxgki7mBS7vWjVJiyHkionnSX10DSEeEE1plWT4oXQx9CSpovzFG2n+nnNq2auFIpRFe6qMdd3bMRUrIsyiyeLCGUfIVwkiO2BsXaHHfSUVwhJc0BpJK4PpcvF9i0BJNS7+3LNkyzrFVPCCadEU5QUtSunShjTzpeZMMGlawGkKRVuqhW+uZr+yISVzAJsv+F2deSDim2AprN9ue5e4dg0h3hBKEEqZ7YGBxLyPBH2r/tB90XTQNxx8eb7q+uQ0pcY2qk9O8fSSGYlEY4yRmTrp1q1ZO4AkoauT5Rx7lNg3yWOMcLhKmaBNleNroTwwYVWyElj11Waa6eEEzKI5wgkrwGlKS/JVZ6/7hL9tWCic0Lh4tg4mqMU/F1w4QUKdj29/G4+vCzXaGPjzwNjCWYVEY4QUW2phUXT1Y+nkzLSTqAhFWu3UG2velnTnvFJI4ZYuu2Nkcal5JGUQJKGGmrnhBMqiOc5JDtpexNZu/4GlLSGkRMpPkzJhlMKt0aIOjKvGGqKGlHQCmNYBIM4QRVBamemE4vTiqk+HKBzsIy5XFVTWwvCBgklAS90WPXx1ULK3kMKfgKwSQ4wgkCCRpQJLMLaMewYDuopD2IBH2tJAKLL8HEtGpSLZhEvft08flBQkoeAgrVk68QTMwQTnLK5V2Kwy7SFmashC8BpCiJwXxd39N1WMliMIkaSsq9XqWQQhUlPwgm5ggnCMxkcKzNVWR9CyAd+TizwOWN4uL4vEH2MZ+DSanXJqTkF8EkHMIJjJgGFMmvcRJR+RhGKrEVVKJ87qCl9qD7VZS1TDoyDSVvb9jW6f9HDR9g/F5JhZQws5IIS0gS4STHwnbtmE4vdnUvnjikLYxUEjao2NgGxf2la0gxHewaJpiUujAHCSZdw0iQ31cLLGs37oht0GzUadJJVHSydLxJVE2iIJwgFmmooiR5YjQZxGdj9kq1cSqutkWUtscVTKqFkiDPrRRSTAbNSmbhwMW6LXQ7hUMwiYZwglDCLs7mU0hJ+lta2FkFxefZnGKb9LaoJo5gEiWUlHutaiElyDop1ZbEj2MhueL7EFCCIZhERzhBaFFWj02iq8eXC7CtqY4uQoqPwuwnSQaTUq9bLqQEraIUxRVEKr2/q4Bi4/j0YRoxwcSOHkk3APnVUN/beWAovocPwWRAv1onJ08fTsguNDW3VAwmJjNzkggmJu/hcsaQbUkHJJ8RTOyhcoJIbNx7x0VXjw9hpCiO8GDrHkhdJXUjtmr7QthF1roKEkw2/E9ToNcavn9DoPeyVUXJkqj7WFYDep4RTuCNqF09PgUSKf4TZtSAUm7bl/q5q20d5O9vGkzKVSWqBZOgoaTr44OEFBtjUZLk0/gTX4IJVRO7CCc55mqF2CjCVlHyHkyiCBMIbc7uCfr+YW5vECaYmIaScs+vFFKyEFBsCbvv+HSMEUzsI5zAS0GrKISSr4SpmtjqSqv2OlGrYmHuMJxEMCn1WuVCCt084fkUTOAGA2JzylbVxOVMkUrBw5dBrkWuBru6Um2wqYv3CyuNwcTkdbM0WLarareeMD2GfTzOqJq4QeXEEdOLPzt4dz6shVKJbyfJoHzfrh2FCSblRA0mn6x/p+zvBo8YWfG5QaoodPNU5uPxxnnbHcKJRVGqEcXnxrGzp6Fq4usF1McTpBT9vjS+CTK+xHQAbDnVgkmlUNL1MUFCCgHlS0GrJr4ec3CLcGKJrQt+nCEliqSDSfExcXTtZOXkmIZgEnTQq62ZOTaCSanHVwspYWUtoFTj87Hn+zk67QgnFriY9eIqpPg4Q6fIt4unzyfGjoIERZNtG2ZWTFfVxhpEeS8Xa5l0ZRpKSj2/XECJUj2R0hNQKu0DQb5U+Hz8EUzcI5xE5Ppi37Sz1bsDwdViX2Gf56J64vOJsSNbwcRGIHH5ekWVgont7pyoXAaUrPP5+PPtfJxVzNaJIK4qRNPOVivvZeM1bAcTG7NGbFZcfJwNEEWQlVZdBYk4hV1orZSoVRNXr9VR0jN4oizAVu3LhM/HH8EkPoSTFPG5S8ZU3FNZs6haUKx2X5o0hZJ1W5ut3tPFddUkahviuN+PS0G79dKEYBIvwklISQWFsO/rU9XERSix8Zo+f2MzFeaGeb6qFkpsVhFcVDpcVU+SkseqCcEkfow5SSEfx6EE5Wu1xNeTYjmVgqLNYBKmWmHrnitRKyVprz74KMjfNmzVxNdjMK3n2rRLLJw89thjuvzyy9WnT5/2nx133HG64YYbkmpSZvlQNYkjlCR1B920iDpNN6hKzw9ycTN5/6THXuRJ1NCZxmOTYJKcxMLJ66+/rlNOOUXXXnttUk1ItTRVT3ytlhT5+o0tjHLbOsqiZjbF8R6wyySUZKVqkpZza5YlGk5OOOGEpN4+E9IUUGBPuSpW2GCS1sBA1cQt00pJ2HVNfAomnE/9kUg4aWtr09q1a1VXV6elS5eqtbVVU6ZM0eWXX6699947iSZlVtJdOr5XTbLOdjApFwjSsChYEINHjLQ+gNXFarE2t7eNMUJpDCYEEb8lEk4+/fRTHXLIIZoxY4ZuvvlmNTU16YorrlBjY6N++ctfJtEkOJCGYOLTt7a42ZwFE3dooWpiztZA5a6SnDZMwMiuRMLJ4MGD9cADD7T/f11dnRobGzVnzhzt2LFD/ftn41sYEJdSQbBS1cTmSquVdH2tNFRYbFZPKlVNyq0QK6niCrEm29BVICmqFkxcVE0IJPmQSDhZt26dli9frn/5l39RTU2NJKmlpUU9evRQ797pG9Hts4Z+PTO1eFtaVDuBhv2b2FhrJq5gEuT1w4QVG20cvn9DxUXQogYUVzf+CyrpUCLZDyaEknxJJJwMGDBADzzwgPbee2/NmzdPmzdv1g033KBvfetbhBPExnaXjsnJs/jYuINjksGk2nvarqqMGj4g0lonxYBhElKChhJXVRMfQolEMEF0iYSTIUOG6I477tDPfvYz3X777erTp49OPPFENTY2JtGcUPJUkRjQr9bJzf6yIsqJ08Z+ZNqlU4oPYziCBBWb7axWPSkqFTgq3dQvyPuW42MwMR1TYnM9E0JJfiU2lfioo47Sf/zHfyT19pkQ9MDNS5CKe5GnrJw4g17wTaoQUe+qG1dYChpQunIRTKKwGUzCDnANcvyZVE2ycnwhHJavjyAvF/2wGup7eztjJ2qXjs0TZ1z7UakunSAhIEzXSMfnRA0qUQTp2gkbUEwECSVhqyZRgomNmTZBvxQQTGCCcJJSpgdv1Aug7107cVZN8nTitHF/muJrJBVSggYUyf7dioNWSuIMJram/roIJVK+ji+URziJKInqSZoOXh+rJ1GqJq62vY9VONs3zksypAQdHGsjpJh03VTbFraCic21SEy+CBBMEBbhxII4LyxJD74M9b6OA0pcVZM8nThd3tH37Q3bvA4oUveAUS6sRBlDEkcwibPbpiuCCaIgnFgSx4U/6YM3StdO8QRnM6SEOWmy8NNXkpyhk4aA0pHNgaxBPnfUYBIllEQN+0wVhg2EE4tcrl1h6+BNeuyJrSoKY0zSL8mAUnz/JN63EhvThZOa+kvwh02EEwdshpQsHrgdT4YmQSXr3+h8HHfiWlIBRYq+SFvQ9wgqzmCSdCBpb0cGz2+wg3DiUNiQ4vqATbp60qktMVVA8nyDv3IOHdrfi8XXkg4oHdth8/WCSlsosXEsEUpQDeEkBlk8EH2fWtxRlsrNadruadM1WFQLK1EDVZDl+m0FkySqjuX4eFzBP4STnLLRhZCGC2WWgkk5Pk7XNhWlelLqIm+jIuSimhP0/kE2Z+PEOXC8YjtSdEwheYQTROJzQEljV47LcSejB9VXvPFfR3GMx7Ch3MW+48996LqyHUqk6sHENJS4PF4IJjBFOMkxWxdC3wIKg/S+vHAFufmfL+NOwgh6wU8qqJjcZdn2gmouF0oLKgvHEZJDOIEVxRNc0iGFYGJPWqonJlwGFZMwUmS6/LzNYEIogc8IJ7AqqSpK3mcQBB13Uqprp1L1xNeAEiYIBHmNoIEl6vu7uieO7TsDB5XmYwd+IpzknIsxDh1Pfi6DSl5nEAQNgEG7dqrxNaC4YCP0lBP27sG+VkvSdMwgfQgncMpWUGGwnj2m1RMpXwHFprCBRLK/domtYyhvxwuSQThBbHycPcOJ9itpCSguqxs2RAkkktny83F143CcIG49km4AkJSsnXBLXajKXejKXUCrXfhdreSa1AqxtoweVN/+L6z99qrzLpg09OuZueME6UDlBLnDybayIBUUyd6N82zefyYOUSsjXYW5g7DrYMIxgqQRTpAreTzplhsYW2lRtiDrn9gIKa4rJraDhC1hAonkfnxJHo8P+IlwknN5uQsuJ93SogYUKfzN80yDiatFzeISNpAUub5JJscIfEI4Qabl7YRbbr2TStOKbQSUIh/GjvgUTKIGEimeZejzdpzAf4QTZFJaT7ZJVbJsBhQXXNybxhUbgUSK74Z9aT1WkG2EE2QGJ1l3iuEgiZCShmBiK5BI4btvCCbIEsIJUo2Ta3DVVowNctfiuEOKr8HEZhiRoo8n8XENISAKwkmOpXUwbFYDiQ9/jyABRYonpPgQTGyHkI5sDXBlZg6yiHCC1OBkGl2Q++0EDSiSm5AS56wcl+GjFNszbggmyCrCCbzHiTR+xYu+aUiRwgcV0wXWXN3Z1zZXU4DpykGWEU7grTyFEpMunah3eja5W7FJFaWoVMgoF1jCrvhqGkziDCWu1yOxsSQ94DvCCbzECdQfplWUUmwtO+9rKHEdSCRu4Id8IZzAO3k7gfowEDaIMFUU2+8fVBoGsgZF9w3yiHACr+QtmJiK2qUTlY0qSpT3DSLJRdBscRFIOLaQJoQTeIOTZ3Sllq4vxWTcSSkdw4LLoBJXN06SQUSiOgJ0RTiBF/IaTOIcCOtK1wARNazENQsnqUCSRBDJ6/GF9CKcALCqUrjoGlxsLKBmEkzyOF6EYII0IpzkWEO/nl4MxuTkaUfQLp0k2V7NNWgwSctsGts4tpBWhBMAqZN0KPExiHRFMEGaEU6QKE6gwfg63iRuSXThpCGIdMVxhbQjnOScL107QCVxhZI0BpGuCCbIAsIJEsNJNFlRpxPHwXQWTphgkoVAInE8IVsIJ6B6Aq/EMS04K4FEIpQgmwgnkBR/QOGEmi++LCeflVDC8YOsI5ygXVwBhROrP8J07cR5h99K8lQt4ZhB3hBO0InrgMJJNpwB/WqdzdjpGjaKYcWXENJV1kIJxwTQHeEE3bgKKJyE04FQEh37OhAN4QQlFU+utkIKJ2v3Gup7p2KVWBNhpwXHFUzYrwE3CCeoKGpI4eRdGTOlOou6cJqrUMJ+DMSLcIJAOp6cK11MOYm7E2TcSVqqJ7aXlXcRStiXgeQQTmCMkzaCStsN99i3AT8QToCEmXTtpKF6QiABEBXhBMiguANKHIFEIpQAeUE4ATxgu3oifRUYXIaUtFVJJEIJkAaEE8ATLgKKZL+K4jqQuJwGTDAB0oFwAqSUaUCRolVRXIWSONYkIZQA6UI4ATxiuu6J6bL2XQNGubDisjoS58qthBIgnQgngGdcB5RO75XCMSNBEUyA9CKcAB4KE1AkObs5oCnuawMgCsIJkCEu714c9P2TQigBsoNwAngq7H134q6iEEgA2EY4ATwW5caLrkMKoQSAK4QTIAWi3L24Y4iIGlQIJADiQDgBUiJKQClKMlyYIowA+UU4AVLERkDxFWEEQBHhBEiZKONQfEIYAVAO4QRIqTSGFAIJgCAIJ0DK+R5SCCQATBFOgIzwKaQQSABEQTgBMiapkEIgAWAL4QTIqI5hwVVQIZAAcCHRcNLa2qpzzz1X++23n6677rokmwJkWqkQYRpYCCIA4pJoOLnlllv0yiuvaL/99kuyGUAuETYA+KpHUm+8evVqPfHEE5o+fXpSTQAAAB5KJJxs3bpVixcv1k9/+lPV1dUl0QQAAOCp2MNJW1ubGhsbNW/ePI0ePTrutwcAAJ6LPZzccccd6t27t+bOnRv3WwMAgBSIfUDssmXLtHnzZo0fP16StHv3bknSU089pVdeeSXu5gAAAM/EHk7+67/+q9P/X3nllZLEVGIAACApwdk6AAAApSS+QiwVEwAA0BGVEwAA4BXCCQAA8ArhBAAAeIVwAgAAvEI4AQAAXiGcAAAArxBOAACAVwgnAADAK4QTAADgFcIJAADwCuEEAAB4hXACAAC8kviN/0wVCgVJ0o4dOxJuCQAACKp43S5exytJXThpbm6WJE2ZMiXhlgAAAFPNzc36m7/5m4qPqSkEiTAeaWtr0+bNm1VfX6+ampqkmwMAAAIoFApqbm7WPvvsox49Ko8qSV04AQAA2caAWAAA4BXCCQAA8ArhBAAAeIVwAgAAvEI4AQAAXiGcAAAArxBOAACAVwgnDqxbt07z5s3TUUcdpWOOOUaLFi3Sp59+WvKxzz77rE466SSNGzdOJ5xwglatWhVza/1msi3PP/98jR07Vocffnj7v+eeey7mFvtt9erVOuOMM3TEEUfomGOO0dVXX63du3eXfCz7ZnUm25P9M5jW1lbNnTtXV155ZdnHsG8GE2RbertfFmDVrl27Csccc0zhpptuKuzZs6fw6aefFi644ILC/Pnzuz32r3/9a2Hs2LGFJ598svD5558XVqxYUTjssMMKH3/8cQIt94/JtiwUCoWJEycW1qxZE3Mr02Pr1q2FsWPHFv7zP/+z0NraWti0aVNh1qxZhZtuuqnbY9k3qzPZnoUC+2dQP//5zwujR48uXHHFFSV/z74ZXLVtWSj4u19SObHso48+0ujRo3XxxRerd+/eamho0JlnnqmXX36522MfffRRjR8/Xscdd5x69eqlmTNnasKECXrooYcSaLl/TLblhg0btH37dh1yyCEJtDQdBg4cqBdeeEGnnXaaampqtG3bNu3Zs0cDBw7s9lj2zepMtif7ZzCrV6/WE088oenTp5d9DPtmMEG2pc/7JeHEsgMPPFBLly5Vz54923/2+OOP69BDD+322PXr12vUqFGdfjZixAitW7fOeTvTwGRbvv7666qvr9dll12mo48+WrNmzdIjjzwSZ3NToX///pK+vHHmSSedpL/927/Vaaed1u1x7JvBBN2e7J/Vbd26VYsXL9ZPf/pT1dXVlX0c+2Z1Qbelz/tl6u5KnCaFQkE///nPtWrVKt1///3dft/c3Nxtx+nbt6927twZVxNTo9q2bGlp0bhx43TZZZdp5MiRWrNmjRYsWKD6+nqdcMIJCbTYb0888YS2b9+uyy+/XAsXLtTSpUs7/Z5900y17cn+WVlbW5saGxs1b948jR49uuJj2TcrM9mWPu+XVE4c2bFjhxYuXKjf/va3uv/++3XwwQd3e0xdXV23wXO7d+9WfX19XM1MhSDb8tRTT9XSpUt1yCGHqLa2VpMnT9app56q3/3udwm02H99+/bVvvvuq8bGRj3//PPavn17p9+zb5qptj3ZPyu744471Lt3b82dO7fqY9k3KzPZlj7vl4QTB95//33Nnj1bO3bs0COPPFLyYipJo0aN0jvvvNPpZ+vXr9fIkSPjaGYqBN2WjzzySLcDqqWlRX369Imjmanw6quv6pvf/KZaWlraf9bS0qLa2tpu30TZN6sz2Z7sn5UtW7ZML730ksaPH6/x48dr+fLlWr58ucaPH9/tseyblZlsS6/3y6RH5GbNtm3bClOnTi1ceeWVhdbW1oqPXb9+fWHs2LGFFStWtI86Hzt2bOEvf/lLTK31m8m2vPvuuwt///d/X1i7dm2htbW1sGrVqsJhhx1WePnll2Nqrf927NhRmDJlSuH//b//V9izZ0/hgw8+KJx++umFq666qttj2TerM9me7J9mrrjiirIzTNg3zVTalj7vl4QTy+66667CqFGjCl//+tcL48aN6/SvUCgUxo0bV1i2bFn745977rnCySefXBg3blzhxBNPLDzzzDNJNd07Jtuyra2tcOuttxa+8Y1vFA477LDCiSeeWPjd736XZPO99M477xTmzZtXGD9+fOEb3/hG4Wc/+1lhz549hUKBfTOMoNuT/dNM1wsq+2Z4lbalz/tlTaFQKCRdvQEAAChizAkAAPAK4QQAAHiFcAIAALxCOAEAAF4hnAAAAK8QTgAAgFcIJwAAwCuEEwC5tHnzZm4WB3iKcAIgdh988IEOPvhgffDBB9Ze85VXXtHhhx9e9vdLlixpvxnaJ598ohkzZujTTz/t9jsAySOcAMiE8ePH649//GOgx+7evZuqCeAxwgkALVmyRFOmTNFRRx2l2bNna+XKlZKktWvXau7cuZowYYKmT5+ue+65R8U7XixZskQXXXSRFixYoHHjxmnatGl66KGH2l/z3Xff1fz58zV16lQddthhmjlzplatWmXUrra2Nk2aNElPPfVU+8+mTZumSy+9tP3/r7/+ei1atEhr1qzpdNfqV199VbNnz9a4ceP0D//wD+1VmtbWVs2aNUuSNGvWLD322GOSpObmZn3/+9/X5MmTNXHiRN14441GbQVgD+EEyLkXX3xRDz30kH71q19pzZo1OuOMM7R48WJ9+OGHOuecc/TNb35TL7zwgm677Tb9+7//e6cAsnLlSh1xxBF6+eWX9aMf/UhXX321Vq9eLUlasGCBRo0apSeffFKvvPKKJk+erB/+8IdGbevRo4emTZum5557TpL0l7/8RVu3btXq1avbQ9LTTz+t6dOnd3peU1OT5s+frxkzZujll19WY2Nje8Dp2bOnli9fLklavny5Zs6cKUl68803NWHCBD3//PO66aabdMcddwSuxACwi3AC5FyfPn20fft2Pfzww3rzzTd1xhlnaPXq1Xrsscd00EEH6ayzzlJtba1GjBih8847Tw888ED7cw8++GDNmzdPtbW1mjx5smbMmKFly5ZJku644w4tWLBAhUJBH374ofbaay9t2rTJuH3HHXdcezj5/e9/r5kzZ6qtrU1vvvmm3n33XW3evFmTJ0/u9JxnnnlGdXV1uuCCC1RbW6sjjzxSs2fPrvg+I0eO1CmnnKKamhodffTRGjx4sN5//33j9gKIrlfSDQCQrMMPP1xLlizRfffdp6VLl6pv376aO3eutmzZorVr12r8+PHtj21ra1PPnj3b//+AAw7o9FpDhw7VW2+9JUlat26dLrroIm3ZskUHHXSQBg4cqDA3QZ80aZI+++wzvfPOO3r++ed16qmn6rPPPtMLL7ygQqGgY489Vn379u30nE2bNmno0KGqqalp/9nXvva19raVMmDAgE7/37t3b7W2thq3F0B0hBMg5z766CMNGjRId955p1paWrR69WpdcskluuiiizRx4kTdeeed7Y9tampSc3Nz+/93rYR88MEHGjp0qDZt2qR//ud/1i233KJp06ZJkh5//HE98cQTxu3r3bu3jj32WK1cuVJ/+MMfdP311+uzzz7Tk08+qV27dumss87q9pwhQ4boww8/VFtbm3r0+LJA/PHHHxu/N4Bk0K0D5Nzrr7+u888/X+vWrVPv3r01aNAgSdKRRx6p1157Tb/5zW/0xRdfaPPmzfrOd76j6667rv25r732mpYtW6bW1lY9++yzWrlypWbPnq3m5ma1traqrq5OkrR+/XrdeuutkqSWlhbjNh5//PG65557dMABB2jgwIGaPHmyXnnlFb355puaOnVqt8dPmzZNhUJBS5YsUUtLi9544w396le/av99nz59JEk7duwwbgsA96icADk3Y8YMvffee/qnf/onNTU1adCgQfre976no446SkuXLtVPfvITXXPNNerZs6emTp2qxYsXtz93zJgxWrlypa655hoNHjxYN9xwQ/taI4sWLVJjY6N27dqlIUOGaM6cObrhhhv09ttvd+tCqWbq1Km68sor28eWDB8+XEOGDNEBBxyg/v37d3v8XnvtpTvvvFM//OEPdffdd2v//ffXjBkz9Ne//lWSNHjwYB1//PE688wzdeWVV4bccgBcqSmE6QQGkHtLlizRSy+9pPvuuy/ppgDIGLp1AACAV+jWAZCYrVu36rjjjqv4GNYaAfKHbh0AAOAVunUAAIBXCCcAAMArhBMAAOAVwgkAAPAK4QQAAHiFcAIAALxCOAEAAF4hnAAAAK8QTgAAgFf+P0JME/q3Q2WWAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#change smoothing parameter\n", + "sns.set_style(\"white\")\n", + "sns.kdeplot(x=df.sepal_width, y=df.sepal_length,\n", + " cmap=\"Blues\", fill=True, bw_adjust=0.5)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "48d13f29-4748-48fc-bcf3-cb42be1f7d92", + "metadata": {}, + "source": [ + "ii. Recall the aesthetic , substantive , and perceptual qualities of data visualizations. Does your visualization of choice succeed in each area?\n", + "\n", + "aesthetic\n", + "\n", + "substantive\n", + "\n", + "perceptual" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/assignment-1/.ipynb_checkpoints/assignment-1 week 1b-checkpoint.ipynb b/assignment-1/.ipynb_checkpoints/assignment-1 week 1b-checkpoint.ipynb new file mode 100644 index 000000000..4d44e3d92 --- /dev/null +++ b/assignment-1/.ipynb_checkpoints/assignment-1 week 1b-checkpoint.ipynb @@ -0,0 +1,196 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "b725703b-ece2-40c1-a2dd-4b9193666f36", + "metadata": {}, + "source": [ + "Activity\n", + "what info can we learn from this visualization?\n", + "is this an example of objective, neutral data visualization? why or why not?\n", + "\n", + "visualization 1. US gun killing in 2018\n", + "we can learn about the number of people got killed via gun violence and the predicted total years if they died by natural death.\n", + "\n", + "its a subjective data visualization. It amplifies the possible years for each individual. They use vocab that is invocative, such as stolen years. it triggers emotional response to the audience. \n", + "\n", + "\n", + "visualization 2 washington post active shooters\n", + "its more an objective figure, they use the term active shooter. The definition is not too clear on active. They try to present data that is more neutral compared to the visualization 1. we are not sure if the data visaulization is for a specific state." + ] + }, + { + "cell_type": "markdown", + "id": "3ad0f5e0-7e7e-471a-b480-6dcfd24ee4f5", + "metadata": {}, + "source": [ + "# activities" + ] + }, + { + "cell_type": "markdown", + "id": "7d8a4967-d246-4446-9a61-5cf514e0975e", + "metadata": {}, + "source": [ + "For your visualization of choice:\n", + "i. Copy the provided code and attempt to replicate the output in Python. \n", + "NOTE: You may have to install packages.\n", + "ii. Recall the aesthetic , substantive , and perceptual qualities of data visualizations. Does your visualization of choice succeed in each area?\n" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "15a0ba33-7087-48e6-974c-497163858744", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: seaborn in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (0.12.2)\n", + "Requirement already satisfied: numpy!=1.24.0,>=1.17 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from seaborn) (1.24.3)\n", + "Requirement already satisfied: pandas>=0.25 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from seaborn) (1.5.3)\n", + "Requirement already satisfied: matplotlib!=3.6.1,>=3.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from seaborn) (3.7.1)\n", + "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (1.0.5)\n", + "Requirement already satisfied: cycler>=0.10 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (0.11.0)\n", + "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (4.25.0)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (1.4.4)\n", + "Requirement already satisfied: packaging>=20.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (23.0)\n", + "Requirement already satisfied: pillow>=6.2.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (9.4.0)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (3.0.9)\n", + "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (2.8.2)\n", + "Requirement already satisfied: pytz>=2020.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from pandas>=0.25->seaborn) (2022.7)\n", + "Requirement already satisfied: six>=1.5 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from python-dateutil>=2.7->matplotlib!=3.6.1,>=3.1->seaborn) (1.16.0)\n" + ] + } + ], + "source": [ + "!pip install seaborn\n", + "import seaborn as sns" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "a4c63244-814c-47fe-ab03-778342bd37b2", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df = sns.load_dataset('iris')\n", + "sns.set_style(\"white\")\n", + "sns.kdeplot(x=df.sepal_width, y=df.sepal_length)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "7b385da1-98d9-4d5c-897b-0bbd26e29009", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#change colors\n", + "sns.set_style(\"white\")\n", + "sns.kdeplot(x=df.sepal_width, y=df.sepal_length, cmap=\"Reds\", fill=True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "67186bb4-16db-44b1-97c8-6f552279fdae", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#change smoothing parameter\n", + "sns.set_style(\"white\")\n", + "sns.kdeplot(x=df.sepal_width, y=df.sepal_length,\n", + " cmap=\"Blues\", fill=True, bw_adjust=0.5)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "4d678609-605f-435a-8d90-dbcfa824428d", + "metadata": {}, + "source": [ + "ii. Recall the aesthetic , substantive , and perceptual qualities of data visualizations. Does your visualization of choice succeed in each area?\n", + "\n", + "aesthetic\n", + "The graph is very pleasing too look at. The smooth density contours and the gradual color transitions create a clean appearance. The blue color palette makes the visualization attractive and still allows the pattern to stand out. \n", + "\n", + "substantive\n", + "The graph communicate the information between sepal witdth and length. The darker blue color highlights the region where observations are concentrated. Rather than showing the individual points, the density plot give insights into the underlying data strcture and highlight values that occur most frequently.\n", + "\n", + "perceptual\n", + "Viewers can quickly identify regions of high and low density based on the color intensity. Darker blue naturally draw attention to the most concentrated regions of the data. The contour shape alos help users to perceive the overall distribution. Nonetheless, the extract values and individual observations are not shown so its more difficult to determine where are the exact values.\n", + "\n", + "\n", + "Overall, the graph is great for visualizing the structure of the dataset." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/assignment-1/.ipynb_checkpoints/assignment-1 week2a-checkpoint.ipynb b/assignment-1/.ipynb_checkpoints/assignment-1 week2a-checkpoint.ipynb new file mode 100644 index 000000000..bb2fc54ca --- /dev/null +++ b/assignment-1/.ipynb_checkpoints/assignment-1 week2a-checkpoint.ipynb @@ -0,0 +1,789 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "0ad1a467-14dd-413e-bc31-24074d210564", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: numpy in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (1.24.3)\n", + "Requirement already satisfied: matplotlib in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (3.7.1)\n", + "Requirement already satisfied: pandas in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (1.5.3)\n", + "Requirement already satisfied: scipy in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (1.10.1)\n", + "Requirement already satisfied: pillow in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (9.4.0)\n", + "Requirement already satisfied: requests in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (2.31.0)\n", + "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (1.0.5)\n", + "Requirement already satisfied: cycler>=0.10 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (0.11.0)\n", + "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (4.25.0)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (1.4.4)\n", + "Requirement already satisfied: packaging>=20.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (23.0)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (3.0.9)\n", + "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (2.8.2)\n", + "Requirement already satisfied: pytz>=2020.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from pandas) (2022.7)\n", + "Requirement already satisfied: charset-normalizer<4,>=2 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from requests) (2.0.4)\n", + "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from requests) (3.4)\n", + "Requirement already satisfied: urllib3<3,>=1.21.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from requests) (1.26.16)\n", + "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from requests) (2023.7.22)\n", + "Requirement already satisfied: six>=1.5 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n" + ] + } + ], + "source": [ + "# Install packages\n", + "!pip install numpy matplotlib pandas scipy pillow requests\n", + "\n", + "# Then import them\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)\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": 2, + "id": "db5f93a4-e534-49b3-be51-a852017fe1a8", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\cmagg\\AppData\\Local\\Temp\\ipykernel_6248\\3608551665.py:4: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y1)\n", + "ax.plot(x,y2)\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "589d44fb-1faf-4847-80c4-7761c3f68d40", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\cmagg\\AppData\\Local\\Temp\\ipykernel_6248\\133585955.py:5: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "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", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "ff401699-3f94-40d6-a866-78406f8fcb05", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\cmagg\\AppData\\Local\\Temp\\ipykernel_6248\\1636559280.py:9: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\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))\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 the legend\n", + "fontsize = 12, #change font size\n", + "ncol = 2, #specify number of columns\n", + "shadow = True )\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "67e6ee7a-39b3-4546-979f-697723b9cca5", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\cmagg\\AppData\\Local\\Temp\\ipykernel_6248\\1246360544.py:6: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\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))\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))\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "a8221287-40b5-4a2d-9600-c9656489060f", + "metadata": { + "tags": [] + }, + "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": [ + "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')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "7181040c-5605-4a87-908b-9851bef0aad2", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(10, 95, 'This value is important!')" + ] + }, + "execution_count": 7, + "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))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.text(10, 95, \"This value is important!\")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "4fa3f2d0-8260-43a0-8f26-a972e69c38b3", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\cmagg\\AppData\\Local\\Temp\\ipykernel_6248\\1039614938.py:9: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\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))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ha='center', \n", + "##alignment of text\n", + "ax.text(10, 95, \"This value is important\", color='red'), ##modify font colour\n", + "size = 20 \n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "a238efa4-009d-4c2b-9036-f5c8719b9322", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.0, 10.0, 0.0, 10.0)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "ax.axis([0, 10, 0, 10])\n", + "ax.text(1, 5, \". Data:(1, 5)\",\n", + " transform=ax.transData)\n", + "\n", + "ax.text(0.5, 0.1, \". Axes:(0.5, 0.1)\",\n", + " transform=ax.transAxes)\n", + "\n", + "ax.text(0.2, 0.2, \". Figure:(0.2, 0.2)\",\n", + " transform=fig.transFigure)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "c13c4a99-7bea-4f9a-a149-de395941e21f", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\cmagg\\AppData\\Local\\Temp\\ipykernel_6248\\3968278756.py:5: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(20, 94, 'This is important!')" + ] + }, + "execution_count": 19, + "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))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "fig.show()\n", + "ax.annotate('This is important!', xy=(10, 95), xytext=(20, 94),\n", + "arrowprops=dict(facecolor='black'))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "56fa383c-7053-470b-a72d-bfbf770a58e7", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "\n", + "ax.scatter(x, y1, label=\"Person 1\")\n", + "ax.scatter(x, y2, label=\"Person 2\")\n", + "\n", + "ax.legend(loc='lower right')\n", + "\n", + "ax.annotate(\n", + " 'This is important!',\n", + " xy=(10, 95),\n", + " xytext=(20, 94),\n", + " arrowprops=dict(\n", + " arrowstyle=\"wedge\",\n", + " color=\"hotpink\"\n", + " )\n", + ")\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "ff6e4c82-06e0-4d23-b951-e89801bcb1de", + "metadata": { + "tags": [] + }, + "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')\n", + "ax.yaxis.set_major_locator(plt.NullLocator()) \n", + "ax.xaxis.set_major_formatter(plt.NullFormatter())" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "5a826c83-75b2-4846-a67f-90048e6ecd37", + "metadata": { + "tags": [] + }, + "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')\n", + "ax.xaxis.set_major_locator(plt.MaxNLocator(3))" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "74b28484-b2e4-4381-abac-00ac3284bcf1", + "metadata": { + "tags": [] + }, + "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')\n", + "ax.xaxis.set_major_locator(plt.MultipleLocator(5))" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "396000db-aac3-4ac7-b151-e8dc392ae2d3", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([-10., 0., 10., 20., 30., 40., 50., 60.]),\n", + " [Text(-10.0, 0, '−10'),\n", + " Text(0.0, 0, '0'),\n", + " Text(10.0, 0, '10'),\n", + " Text(20.0, 0, '20'),\n", + " Text(30.0, 0, '30'),\n", + " Text(40.0, 0, '40'),\n", + " Text(50.0, 0, '50'),\n", + " Text(60.0, 0, '60')])" + ] + }, + "execution_count": 26, + "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))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc=\"lower right\")\n", + "plt.xticks(rotation=45, ha=\"right\")" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "eca45f27-b806-42e8-be81-1d6664897936", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Shiny New X Axis!')" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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'seaborn-v0_8-darkgrid',\n", + " 'seaborn-v0_8-deep',\n", + " 'seaborn-v0_8-muted',\n", + " 'seaborn-v0_8-notebook',\n", + " 'seaborn-v0_8-paper',\n", + " 'seaborn-v0_8-pastel',\n", + " 'seaborn-v0_8-poster',\n", + " 'seaborn-v0_8-talk',\n", + " 'seaborn-v0_8-ticks',\n", + " 'seaborn-v0_8-white',\n", + " 'seaborn-v0_8-whitegrid',\n", + " 'tableau-colorblind10']" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plt.style.available" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "66fa3ef2-5332-49b4-b840-e54024576f9d", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "plt.style.use('fivethirtyeight')" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "3f6555eb-4ef1-4803-84f8-750a7bc62931", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\cmagg\\AppData\\Local\\Temp\\ipykernel_6248\\3020697555.py:8: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#set the random seed so the same random numbers are generated each run\n", + "np.random.seed(613)\n", + "#create x values from 0 to 40\n", + "x = np.arange(50)\n", + "#generate 50 random integers between 0 and 99\n", + "y1 = np.random.randint(0, 100,50)\n", + "y2 = np.random.randint(0, 100,50)\n", + "\n", + "#creat a fig and axes\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "\n", + "#plot the two datasets as lines\n", + "ax.plot(x,y1)\n", + "ax.plot(x,y2)\n", + "\n", + "#display the figure\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "4d61fbd1-3dbd-4e02-b571-6a9a76de5a7c", + "metadata": {}, + "source": [ + "Comment your code\n", + "we can use # to comment our codes. \n", + "We would to make the code more accessible and understand what and why those choices are made. \n", + "\n", + "How to comment the code and what information can be included? \n", + "\n", + "I used line 32 for this activity and commented on the code.\n", + "\n", + "we should include the general description of the code;\n", + "other commonly used options can be listed; do things that we tried and doesnt work in here. Its also helpful to include the data source, when and where to get them. Add the date and time for retrieval etc.\n", + "\n", + "How to write a good comment?\n", + "\n", + "short and clear; keep it concise. \n", + "There is no specific rules but we want to make someone easier to understand the codes.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ca0034bf-c5f4-4b58-9886-75ab1908244a", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/assignment-1/.ipynb_checkpoints/assignment-1 week2b-checkpoint.ipynb b/assignment-1/.ipynb_checkpoints/assignment-1 week2b-checkpoint.ipynb new file mode 100644 index 000000000..753cb244a --- /dev/null +++ b/assignment-1/.ipynb_checkpoints/assignment-1 week2b-checkpoint.ipynb @@ -0,0 +1,708 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "16497dcb-42ec-4548-aec7-d7b071e35afa", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: numpy in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (1.24.3)\n", + "Requirement already satisfied: matplotlib in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (3.7.1)\n", + "Requirement already satisfied: pandas in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (1.5.3)\n", + "Requirement already satisfied: scipy in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (1.10.1)\n", + "Requirement already satisfied: pillow in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (9.4.0)\n", + "Requirement already satisfied: requests in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (2.31.0)\n", + "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (1.0.5)\n", + "Requirement already satisfied: cycler>=0.10 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (0.11.0)\n", + "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (4.25.0)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (1.4.4)\n", + "Requirement already satisfied: packaging>=20.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (23.0)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (3.0.9)\n", + "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (2.8.2)\n", + "Requirement already satisfied: pytz>=2020.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from pandas) (2022.7)\n", + "Requirement already satisfied: charset-normalizer<4,>=2 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from requests) (2.0.4)\n", + "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from requests) (3.4)\n", + "Requirement already satisfied: urllib3<3,>=1.21.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from requests) (1.26.16)\n", + "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from requests) (2023.7.22)\n", + "Requirement already satisfied: six>=1.5 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n" + ] + } + ], + "source": [ + "# Install packages\n", + "!pip install numpy matplotlib pandas scipy pillow requests" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "7244a372-c233-4b89-9a39-6fc111311254", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "# loading our libraries and generating some new sample data\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)\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": "code", + "execution_count": 3, + "id": "524f5ec3-2d83-4263-beb3-09274ffbbd48", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# have two plots next to each other, so we just have to define multiple\n", + "# axes and their relative positions\n", + "\n", + "fig,(ax1, ax2) = plt.subplots(ncols=2,\n", + "nrows=1,\n", + "figsize=(7, 3))" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "394f6ba6-7a8e-4193-b3fa-4f640f53f6f8", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\cmagg\\AppData\\Local\\Temp\\ipykernel_31128\\317707908.py:8: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#define the types of viz that we want to see in each\n", + "\n", + "fig, (ax1, ax2) = plt.subplots(ncols=2,\n", + "nrows=1,\n", + "figsize=(7, 3))\n", + "ax1.scatter(x1,y1)\n", + "ax2.bar(x2,y2)\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "d827971c-9966-444c-a3a2-d233968274e9", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", + "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#creat a figure with 2 subplots arranged in 1 row and 2 columns\n", + "fig, (ax1, ax2) = plt.subplots(ncols=2,\n", + "nrows=1,\n", + "figsize=(7, 3))\n", + "ax1.scatter(x1,y1) #left subplot is a random dataset\n", + "ax1.set_title(\n", + " \"Random Dataset\", #add title and adjust for font size and colour\n", + " fontsize=14,\n", + " fontweight=\"bold\",\n", + " color=\"teal\"\n", + ")\n", + "\n", + "ax1.set_xlabel(\"Observation Number\") #label the x axis\n", + "ax1.set_ylabel(\"Value\") #label the y axis\n", + "ax1.legend() #add a legend\n", + "\n", + "\n", + "#highlight the highest value\n", + "max_index = np.argmax(y1)\n", + "ax1.annotate(\n", + " \"Highest Value\",\n", + " (x1[max_index], y1[max_index]), #point being annotated\n", + " xytext=(20, -20), #position of annotation text\n", + " textcoords=\"offset points\",\n", + " arrowprops=dict(arrowstyle=\"->\")\n", + ")\n", + "\n", + "ax2.bar( #rightplot is a bar graph\n", + " x2,\n", + " y2,\n", + " color=plt.cm.viridis(np.linspace(0, 1, 5)), #use colours from the viridis palette\n", + ")\n", + "\n", + "ax2.set_title(\n", + " \"Characters' strength\",\n", + " fontsize=14,\n", + " fontweight=\"bold\",\n", + " color=\"darkorange\"\n", + ")\n", + "\n", + "ax2.set_xlabel(\"character name\") #label the x axis\n", + "ax2.set_ylabel(\"power Level\") #label the y axis\n", + "ax2.legend()\n", + "\n", + "plt.tight_layout() #adjust spacing between the subplots automatically\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "69fe1a46-1fcd-42f8-9baf-5c01c7ddcf3b", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# arrange the subplots within our figure by using plt.subplot_mosaic()\n", + "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'],\n", + "['ax2', 'ax3']],\n", + "figsize=(7, 4))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "69191840-b637-4a21-8558-3061392cfdeb", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#add data to each of our subplots the same way we did before\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", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "5c95edab-5b9b-4b08-80ad-af1bde48260f", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Label 2: 2 Fast 2 Furious')" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#adding some very large x axis titles to our previous \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: 2 Fast 2 Furious',fontsize=18 )" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "0a7c3afe-e4bc-4faf-8769-8f031ca68750", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Label 2: 2 Fast 2 Furious')" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 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: 2 Fast 2 Furious', fontsize=18)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "7b293acc-15d7-455d-b176-122a7b37a6c1", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#call multiple plot methods on the same axes\n", + "# first make our 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", + "# define our figure and axes (just one this time)\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "# now call both bar and plot elements to the same axes (ax)\n", + "ax.bar(x, y1,\n", + "color = \"indigo\")\n", + "ax.plot(x, y2,\n", + "color = \"red\")" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "3ae1e303-59e6-45e4-8083-cfd2ccf3f6f5", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "# calculate standard deviation of our data\n", + "y2_sd = np.std(y2)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "914e3755-9018-4e4a-b1de-66edcfc4fbd9", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#plot our line as before\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.plot(x, y2, color = \"red\")" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "4922aa7a-3579-4449-a448-7ea047f46e34", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#use errorbar() to add in our error line\n", + "ax.errorbar(x, #our x values\n", + "y2, #our y values\n", + "yerr = y2_sd,\n", + "fmt = \"none\")" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "e2ce8522-a7d3-4ad7-85a7-47ad304526bc", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# customizing errorbar appearance\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.plot(x, y2,\n", + "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": 30, + "id": "01592df7-0b14-41ec-8bb1-1d0975c15aca", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#If we donʼt want to see error bars for every single point, we can specify intervals using errorevery\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.plot(x, y2,\n", + "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": "code", + "execution_count": 31, + "id": "8e68cd9d-f5c9-4726-95c7-4a8cd3e4df46", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "#use images from the internet\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": 32, + "id": "375d6f51-69b3-41eb-bac1-468d71bc3bfc", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "#get our image from the 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", + "response = requests.get(url, headers=headers)\n", + "image_file = BytesIO(response.content)\n", + "image = Image.open(image_file)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "930e2d23-fe08-48ff-9df5-060bce8fe286", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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EtWrVUKlSJfTr1w83btx44hdDVsrXNzdc7dsnrzWYlqZ2VURERIorcrBKTU1Fq1atEBISkue5e/fu4fTp05g/fz5Onz6Nr776CpcuXUK/fv0s9gsKCkJERAQ2b96MY8eOISUlBX369EFWVlbxXwlZt86dZYtVpUrA/v0MV0REVCZphBCi2AdrNIiIiMCAAQMK3OfkyZN4+umncfXqVdSpUwdGoxHVq1dHeHg4hg4dCgCIi4uDwWDAnj17EBAQkOccJpMJpgdmlSUlJcFgMMBoNMLV1bW45ZMavvtOLiaamioHuO/cKVuyiIiUIgRw8CDw6adAkybAG28AGo3aVZGNS0pKgpub22OzR4mPsTIajdBoNKhSpQoA4NSpU8jIyED37t3N++j1erRs2RLR0dH5nmPJkiVwc3Mz3wwGQ0mXTSXlH/8Avv0WqFwZOHBAXsj53j21qyKisiAlBfjwQ6BFC8DfH/jiC2DhQuCVV4DsbLWro3KiRIPV/fv3MXfuXIwYMcKc7uLj4+Hk5ISqVata7KvT6RAfH5/veYKDg2E0Gs2369evl2TZVNKeey43XB06JC/knJqqdlVEZKsuXwaCgoBatWSIunhR/n4ZPFi2VK1eDUydynBFpaLEglVGRgaGDRuG7OxsfPjhh4/dXwgBTQFNtVqtFq6urhY3snGdOsmB7C4uwOHDDFdEVDTZ2XLcZq9eQOPGwPvvA0lJQKNG8v7Nm8CXXwIbNshwtWYNMHkywxWVuBIJVhkZGRgyZAhiY2MRGRlpEYQ8PT2Rnp6OxMREi2MSEhKg0+lKohyyVj4+ueEqKgro3ZvhiogezWiUwalpUxmq9u6VwSnn/q+/Av/6F5Dzd2f0aGDjRsDODvj4Y2DSJIYrKlGKB6ucUHX58mUcOHAAHh4eFs+3a9cOjo6OiIyMNG+7desWzp07Bx8fH6XLIWv37LNylqCrK3DkiPzlmJKidlVEZG0uXpTdfLVry26/y5fl742gIODSJXmFhx49ZIB62KhRQHi4fO6TT4CXXmK4ohLjUNQDUlJSEBMTY34cGxuLM2fOwN3dHXq9Hv/85z9x+vRp7N69G1lZWeZxU+7u7nBycoKbmxsmTJiAmTNnwsPDA+7u7pg1axa8vb3h5+en3Csj2/HMM0BkpLzG4NGjctbgnj2yJYuIyq+sLBmYVq2Sk11yNG8OTJsmW6MqVy7cuUaMkC1bo0bJ2YJCyJCVXxAjehKiiA4fPiwA5LmNHTtWxMbG5vscAHH48GHzOdLS0sS0adOEu7u7qFixoujTp4+4du1aoWswGo0CgDAajUUtn6zZjz8K4eYmBCBEp05CJCWpXRERqeHOHSHeeUeIevXk7wNACDs7Ifr3F+LAASGys4t/7s2bhbC3l+ccN06IzEzFyqayrbDZ44nWsVJLYdeSIBv0009ymvTdu3IM1t69uWMliKhs++UX2Tr12We5CwhXrQpMnChn9dWtq8zX+fJL2YKVlQWMGSNbsOztlTk3lVlWs44VUZG0by+b/KtWBaKj5ZiJpCS1qyKikpKZCWzfLi999dRTcoB5Wlru/Rs3gOXLlQtVADBkiFzjyt5eDmx/8UUZsogUwGBF1qddu9xw9f33QECAnAlERGXH338DS5YA9esD//ynnLxib597/8wZ2VJVUldmGDwY2LIFcHCQA9vHjmW4IkUwWJF1attWXpLC3R04cYLhiqisOH1athDVrg3Mmwdcvw5Uqybvx8YCW7cCzz9fOpegGTQoN1x9/rnsFszMLPmvS2UagxVZrzZtcsPVDz/IWYN376pdFREVVUYGsHmzXBi4XTsgLAwwmXLvX78OvP02oMblygYOlGOuHByATZvkTEOGK3oCDFZk3Vq3lpe98fAAfvyR4YrIlvz5J/Dmm4CXFzB8uBw36eCQe//kSdkFV6GCunW+8AKwbRvg6CgD4KhRDFdUbAxWZP1atZLhqlo1+YvY3x94aOV+IrIiP/wgw4nBACxYANy6BXh6yvvXrsmWoWefLZ3uvsLq3z83XG3ZImcNZmSoXRXZIAYrsg1PPZUbrnKWZGC4IrIeJpMcBP7003LR388/l8Ek5/7Vq8DChUDNmmpXWrB+/eQMRUdHOdaL4YqKgcGKbIe3t7xgc/XqwKlTgJ8fcOeO2lURlW9xccAbbwB16sjB3ydPAk5Oufe//14GFCcntSstnL59ga++kvVu2ya7LRmuqAgYrMi2tGwpw1WNGnJ2UbduwO3baldFVL4IARw7BgwbJsdPvfUWkJAA1KoF/PvfcjD6hg1yXTpb1KcPEBEhw9X27cDQoUB6utpVkY1gsCLb06KFDFc6nVzrxs+P4YqoNKSlyVXK27YF/vEPORYpM1Pe//JLuVzC//2f/OBj63r1AnbsALRaGbIYrqiQGKzINjVvbhmuunWTCw4SkfKuXQPmzpWD0SdMkD9zFSrk3j96VC646eiodqXK6tkzN1zt2CFXbGe4osdgsCLb1awZEBUlZxudPQt07Qr89ZfaVRGVDULIn69Bg4B69YBly2TLsJeXvH/jBvDJJ3LWblnWowewc6cMVzt3ypXhTSa1qyIrxmBFtq1pU/nLv2ZNeQHXbt0YroieRGoqsHatnInbpYscyJ2dLT+4REQAV64Ar70m15YrLwICgF27ZCvd118zXNEjMViR7WvSRHYL5oSrrl3lQFoiKrzffwdmzZKXmpk0CTh3Tl6nb/Jkef/gQWDAAHk9v/Koe3cZqipUAHbvli15DFeUDwYrKhuaNJEtV3q9/CPQpYtc9ZmICiYEsH+/XGKgYUNgxQp5ZYMGDYCVK4GbN4HVq+WEEZITZXbvBipWBL75Rl4O5/59tasiK8NgRWVH48YyXNWqBVy4IFuuGK6I8kpOBkJD5TjFgAAZFoTIvX/pEjB9OlClitqVWp9u3XLD1Z498nI4DFf0AAYrKlsaNZLhqnZtGa66dAHi49Wuisg6XLoEvPqq/PAxbRrw22+AiwsQGAj8+ivw7bdA796AHf80PFLXrjJUOTvL/7MBAxiuyIw/PVT2NGwow5XBAFy8KMPVrVtqV0WkjuxsGQJ69pRd5h98IFusmjQBVq2S3X0ffCAfU+H5+uaGq3375LUG09LUroqsAIMVlU0NGshwVaeO/CTOcEXljdEIvPeeDEy9e8uWFY1Griq+b59s0Z02TbZYUfF07gzs3QtUqiTHqjFcERisqCyrXz83XP32m/yEGRendlVEJevCBWDqVNndN306EBMjx0rNmAFcvixntnXvzu4+pTz/fG64ioyUF3K+d0/tqkhF/Mmisq1ePRmuvLzk+BJfX9n1QVSWZGXJxSv9/OQMvtWr5XpULVoAH30kF/NcsUK25JLy/vEP2SJYuTJw4ICcZclwVW4xWFHZlxOu6taVn9h9feUfGiJbd+cO8M47clzhgAFyrSk7OzlT7dAhua7bpEmyNYVK1nPP5YarQ4dkl2tqqtpVkQoYrKh8qFs3N1zFxMhwdf26ujURFdfPPwMvvSRnv772GvDHH4C7OzBnjlzo86uv5LhCjUbtSsuXTp3k+DUXF7loMcNVucRgReWHlxdw5IhswbpyRYara9fUroqocDIzgW3b5IDpVq3kdfrS0oDWrYF162Qr7NKl8vuc1OPjkxuuoqLkxAGGq3KlyMHq6NGj6Nu3L/R6PTQaDXbs2GHxvBACCxcuhF6vR8WKFeHr64vz589b7GMymRAYGIhq1aqhUqVK6NevH26wa4ZKQ506MlzVry8/2TNckbX76y9g8WL5gWDwYODoUXlZmSFDgO++A06fBsaPlwtWknV49lk5S9DVVf6+6dULSElRuyoqJUUOVqmpqWjVqhVCQkLyfX758uVYuXIlQkJCcPLkSXh6esLf3x/JycnmfYKCghAREYHNmzfj2LFjSElJQZ8+fZCVlVX8V0JUWAaD/CTZoAEQGyvD1dWraldFZOnUKWDcOPn9+n//J1ukatQAXn9dfr9u2SLH9bC7zzo980xuuDp6VK4j9sDfQSq7NEIIUeyDNRpERERgwIABAGRrlV6vR1BQEObMmQNAtk7pdDosW7YMkyZNgtFoRPXq1REeHo6hQ4cCAOLi4mAwGLBnzx4EBATk+TomkwmmBy52mZSUBIPBAKPRCFdX1+KWT+XdjRtyHEpMjJya3rOnXLm9YUN5a9CAg36pdKWnA9u3y4U7v/8+d3uHDnJ19CFDAK1Wvfqo6H78US5vYTTKMVh793LtMBuVlJQENze3x2YPByW/aGxsLOLj49G9e3fzNq1Wi86dOyM6OhqTJk3CqVOnkJGRYbGPXq9Hy5YtER0dnW+wWrJkCRYtWqRkqURy4G9UlAxXly/LMSsP0+tlyHowcDVqJENX5cqlXjKVUfHxwJo1cmmEnEswOTrKIBUYCHTsqG59VHxPPy2XYPD3B44fB3r0kOGKjQJllqLBKv5/vxB0Op3Fdp1Oh6v/62qJj4+Hk5MTqlatmmef+AKu6RYcHIwZM2aYH+e0WBE9sVq1gJ9+kosmxsTIgJXz7507ckHRuDjZlP8wT8+8gSvnPj+R0uMIAfzwg2yd2roVyMiQ22vWBCZPBl5+WX6Pke1r316GKz8/IDpahqtvv2W4KqMUDVY5NA/1+Qsh8mx72KP20Wq10LL5m0qKqyswcmTe7XfuyNmDOWHrweD199+yZSE+Xg4gfphOl3/gatgQcHMr+ddE1stkkuOjVq2SoT6Hj49snRo4EHByUq8+Khnt2sl1xvz8ZDdvQIAMV/x9UOYoGqw8//fpKj4+HjVr1jRvT0hIMLdieXp6Ij09HYmJiRatVgkJCfDx8VGyHKIn4+4ubx065H3u7t3csPVg4IqJARISgD//lLfjx/MeW716/t2LDRvKS49Q2XTjhuzqW7tWzvQD5Hip4cNloGrbVt36qOS1bZsbrk6ckOFq3z6GqzJG0WBVr149eHp6IjIyEm3atAEApKen48iRI1i2bBkAoF27dnB0dERkZCSGDBkCALh16xbOnTuH5cuXK1kOUcmpUkU277dvn/c5o1G2dD0cuC5flmHrr7/k7cHByTk8PAruXnR3L/GXRQoTAjh2TLZOffWVvPQMIGf6TZkCTJwogzaVH23ayHDVrZvsCu7eXYYrfqgqM4ocrFJSUhATE2N+HBsbizNnzsDd3R116tRBUFAQFi9ejEaNGqFRo0ZYvHgxnJ2dMWLECACAm5sbJkyYgJkzZ8LDwwPu7u6YNWsWvL294efnp9wrI1KLm5v8ZJpfC0RycsHdi7duAbdvy9uJE3mPdXfPP3A1aiSf47R765GWBmzaJAPV2bO52zt3lq1T/fsDDiUyEoNsQevW8rI33brlzhrcv5/hqowo8nILUVFR6NKlS57tY8eORVhYGIQQWLRoEdasWYPExER07NgRoaGhaNmypXnf+/fvY/bs2di0aRPS0tLQrVs3fPjhh4UekF7YKY9ENiUlJbel6+HWrsddOLpKlYK7F6tVY+gqLVevAh9+KGeY3rkjt1WsCIwaBUybBjz1lLr1kXX5+WcZrv7+W7Z+798PPDSxi6xHYbPHE61jpRYGKyp3UlPlSvH5dS8+7qoFrq4Fdy/WqMHQ9aSEkNeFW7UK2LULyM6W2+vWBV55Ra6Kzm5cKsgvvwBdu8pw1bYtEBnJ7xcrxWBFVF6kpcnQlV/34vXr8g9/QVxcCu5e1OkYuh4lNRUIDwdCQoAHL9vl5ye7+3r3lpeeIXqcc+dkuPrrLzkG68ABhisrxGBFRMD9+7ktXQ+3dl29+ujQValSwd2LNWuW39B15QoQGgp8+qmcqADI/6uxY2V3X7Nm6tZHtun8eRmuEhLkGKwDB+RkFrIaDFZE9Ggmk7xWYn7di1ev5nZp5cfZ2XJtrgfDl14P2BX5MqTWLTtbdtGsWgXs2ZMbSBs2lGFq3DhOmacnd+GCvBJEQgLQqpUMV9WqqV0V/Q+DFREVX3o68Mcf+Xcv/vFH7rIB+alYUV7yJ7/Wrlq1bCt0JSUBGzbI7r5Ll3K39+wpu/sCAmzr9ZD1u3BBtlz9+aec7HDwIMOVlWCwIqKSkZEhw1V+3YuxsUBmZsHHarUydOXXvVi7tvWMSfrtNxmmwsLkbE1ATgJ48UU5IL1RI1XLozLu119ly1V8PODtLcMV1ztTHYMVEZW+jAzg2rX8uxd///3RocvJKbel6+HWrjp1Sj50ZWfLbr5Vq+S09xzNmsnuvjFjeOFtKj0PhquWLWW4qlFD7arKNQYrIrIumZlyluKDF7rOCV6//y67Hwvi6AjUr59/92KdOk+22Obdu3IgemiorAOQA/P79pXdfd26ld+B+qSu336T4erWLaBFC7moKMOVahisiMh2ZGXJ0JVfS9eVK48OXQ4OQL16+XcvennJUJaf8+dl61R4OHDvntxWtSowYQIwdao8J5HaLl2S4SouDmjeXIar/117l0oXgxURlQ1ZWXLl+QcD14Oh6/79go91cJALdT4YuFxdgY0b5aKeOby9ZevUyJFyxiORNbl8WYarmzdl1/ShQ4Cnp9pVlTsMVkRU9mVny0/y+XUvxsTIxVMLYm8PDBggA9Xzz7O7j6xbTIwMVzduAE2byg8GDFelisGKiMq37Gw5NuXhwBUXB/j6AlOmAIW8PimRVbhyRYar69dluDp0SC7WS6WCwYqIiKis+f13+cHg+nWgcWPZcqXXq11VuVDY7MGV7YiIiGxF/fpAVJScDfvgwHayGgxWREREtiQnXHl5yXDl6ysHtpNVYLAiIiKyNfXqyXBVt64cQ+jrKwe2k+oYrIiIiGxR3bq54SomJnfsFamKwYqIiMhWeXkBR47IFqwrV2S4unZN7arKNQYrIiIiW1anjgxX9evnzhq8elXtqsotBisiIiJbZzDIbsEGDYDYWIYrFTFYERERlQU54aphQ+CPP2S4+uMPdWsqhxisiIiIyoratWW4atQoN1zFxqpcVPnCYEVERFSW1KolV2Rv3Fh2B/r6yrFXVCoYrIiIiMqanHDVpImcJchwVWoYrIiIiMoivV6Gq6ZN5fpWnTvLJRmoRCkerDIzM/H666+jXr16qFixIurXr48333wT2dnZ5n2EEFi4cCH0ej0qVqwIX19fnD9/XulSiIiIyreaNXPD1Y0bMlzFxKhdVZmmeLBatmwZPvroI4SEhODixYtYvnw53nnnHaxatcq8z/Lly7Fy5UqEhITg5MmT8PT0hL+/P5KTk5Uuh4iIqHzz9JQD2ps3l9cU9PWVl8GhEqERQgglT9inTx/odDqsW7fOvG3QoEFwdnZGeHg4hBDQ6/UICgrCnDlzAAAmkwk6nQ7Lli3DpEmT8pzTZDLBZDKZHyclJcFgMMBoNMLV1VXJ8omIiMqmP/8EunYFLlzI7SZs3FjtqmxGUlIS3NzcHps9FG+xeu6553Dw4EFcunQJAHD27FkcO3YMvXr1AgDExsYiPj4e3bt3Nx+j1WrRuXNnREdH53vOJUuWwM3NzXwzGAxKl01ERFS26XQyTLVoAcTFyZar335Tu6oyR/FgNWfOHAwfPhxNmzaFo6Mj2rRpg6CgIAwfPhwAEB8fDwDQ6XQWx+l0OvNzDwsODobRaDTfrvMik0REREVXo4YMV97ewK1bQJcuwK+/ql1VmeKg9Am3bNmCzz77DJs2bUKLFi1w5swZBAUFQa/XY+zYseb9NBqNxXFCiDzbcmi1Wmi1WqVLJSIiKn+qVwcOHgS6dQN++UWGq0OHgGbN1K6sTFC8xWr27NmYO3cuhg0bBm9vb4wePRrTp0/HkiVLAACenp4AkKd1KiEhIU8rFhEREZWA6tVlmHrqKSA+XoarCxfUrqpMUDxY3bt3D3Z2lqe1t7c3L7dQr149eHp6IjIy0vx8eno6jhw5Ah8fH6XLISIiovxUqybDVevWcmA7w5UiFA9Wffv2xdtvv41vvvkGf/zxByIiIrBy5Uq88MILAGQXYFBQEBYvXoyIiAicO3cO48aNg7OzM0aMGKF0OURERFQQDw/gwAGgTRsgIUEOaD93Tu2qbJriyy0kJydj/vz5iIiIQEJCAvR6PYYPH4433ngDTk5OAOR4qkWLFmHNmjVITExEx44dERoaipYtWxbqaxR2yiMREREVwp07gJ8f8N//5nYTFvJvcnlR2OyheLAqDQxWRERECrtzB+jeHTh1Kreb0Ntb7aqshmrrWBEREZENcncHIiOB9u2Bv/+WY67OnlW7KpvDYEVERERS1aoyXHXoANy+LZdkYLgqEgYrIiIiylWlCrB/P/D00zJcde0KnDmjdlU2g8GKiIiILOWEq44d5dirrl2B06fVrsomMFgRERFRXm5uwL59wDPPAImJctYgw9VjMVgRERFR/nLC1bPPynDVrZucNUgFYrAiIiKigrm6ynDl4wPcvStbrk6eVLsqq8VgRURERI/m4gJ8+y3QqZMMV/7+wI8/ql2VVWKwIiIiosdzcQH27gX+8Q/AaJTh6ocf1K7K6jBYERERUeG4uAB79gDPPw8kJcmV2k+cULsqq8JgRURERIVXuTLwzTdA58654er779WuymowWBEREVHR5IQrX18gORkICACio9WuyiowWBEREVHRVaokw1WXLrnh6vhxtatSHYMVERERFY+zM7B7t1yZPSVFhqtjx9SuSlUMVkRERFR8zs7A11/L9a1SU4EePYDvvlO7KtUwWBEREdGTcXYGdu2SSzCkpgI9ewJHjqhdlSoYrIiIiOjJVawI7NwpZwmmpgK9egFRUWpXVeoYrIiIiEgZOeGqRw/g3j2gd2/g8GG1qypVDFZERESknAoVgIgI2R2YE64OHVK7qlLDYEVERETKqlAB+Oor2R2YlibD1cGDaldVKhisiIiISHk54ap3b+D+faBPH+DAAbWrKnEMVkRERFQytFpg+3agb18Zrvr2BfbvV7uqEsVgRURERCVHqwW2bgX69ZPhql8/YN8+tasqMQxWREREVLJywlX//oDJJP/99lu1qyoRJRKsbt68iVGjRsHDwwPOzs5o3bo1Tp06ZX5eCIGFCxdCr9ejYsWK8PX1xfnz50uiFCIiIrIGTk7Al18CL7yQG6727FG7KsUpHqwSExPRqVMnODo6Yu/evbhw4QJWrFiBKlWqmPdZvnw5Vq5ciZCQEJw8eRKenp7w9/dHcnKy0uUQERGRtXByArZsAQYOBNLTZcj65hu1q1KURgghlDzh3Llzcfz4cXxXwHWChBDQ6/UICgrCnDlzAAAmkwk6nQ7Lli3DpEmT8hxjMplgMpnMj5OSkmAwGGA0GuHq6qpk+URERFTSMjKA4cPlwHYnJ/lvnz5qV/VISUlJcHNze2z2ULzFateuXWjfvj0GDx6MGjVqoE2bNvj444/Nz8fGxiI+Ph7du3c3b9NqtejcuTOio6PzPeeSJUvg5uZmvhkMBqXLJiIiotLi6Ah88QUweLBsuRo4UF7IuQxQPFj9/vvvWL16NRo1aoR9+/Zh8uTJ+Ne//oWNGzcCAOLj4wEAOp3O4jidTmd+7mHBwcEwGo3m2/Xr15Uum4iIiEqToyPw+efAkCGyBWvQIHk5HBvnoPQJs7Oz0b59eyxevBgA0KZNG5w/fx6rV6/GmDFjzPtpNBqL44QQebbl0Gq10Gq1SpdKREREasoJVxqNHHs1eLAc4D5ggNqVFZviLVY1a9ZE8+bNLbY1a9YM165dAwB4enoCQJ7WqYSEhDytWERERFTGOTgAn30GDBsmW64GD5bXGrRRigerTp064bfffrPYdunSJXh5eQEA6tWrB09PT0RGRpqfT09Px5EjR+Dj46N0OURERGTtHByA8HBgxAggM1N2D27frnZVxaJ4sJo+fTpOnDiBxYsXIyYmBps2bcLatWvxyiuvAJBdgEFBQVi8eDEiIiJw7tw5jBs3Ds7OzhgxYoTS5RAREZEtcHAANm4ERo6U4WroUGDbNrWrKjLFl1sAgN27dyM4OBiXL19GvXr1MGPGDLz00kvm54UQWLRoEdasWYPExER07NgRoaGhaNmyZaHOX9gpj0RERGRjsrKAF1+ULVj29rmzB1VW2OxRIsGqpDFYERERlWFZWcD48bIFy95eDnAfOlTVklRbx4qIiIjoidjbA59+CowbJ0PWyJHA5s1qV1UoDFZERERkfeztgU8+kd2COeFq0ya1q3osBisiIiKyTjnhasIEIDsbGD1adgtaMQYrIiIisl52dsDatcDEiTJcjRkj172yUgxWREREZN3s7IA1a4CXXsoNV/+7VJ61YbAiIiIi62dnB3z0ETBpEiCEHNi+YYPaVeXBYEVERES2wc4O+PBDYMoUGa5efBEIC1O7KgsMVkRERGQ77OyA0FBg6lQZrsaPl0szWAkGKyIiIrItGg0QEgJMmybD1YQJwLp1alcFgMGKiIiIbJFGA3zwARAYKB9PnGgVi4g6qF0AERERUbFoNMD778vuwW+/BTp3VrsitlgRERGRDdNogHffBU6cAGrWVLsaBisiIiKycRoNUKWK2lUAYLAiIiIiUgyDFREREZFCGKyIiIiIFMJgRURERKQQBisiIiIihTBYERERESnEJhcIFUIAAJKSklSuhIiIiMqDnMyRk0EKYpPBKjk5GQBgMBhUroSIiIjKk+TkZLi5uRX4vEY8LnpZoezsbMTFxcHFxQUajaZEvkZSUhIMBgOuX78OV1fXEvkaZB34XpcvfL/LD77X5UdpvNdCCCQnJ0Ov18POruCRVDbZYmVnZ4fatWuXytdydXXlD2Q5wfe6fOH7XX7wvS4/Svq9flRLVQ4OXiciIiJSCIMVERERkUIYrAqg1WqxYMECaLVatUuhEsb3unzh+11+8L0uP6zpvbbJwetERERE1ogtVkREREQKYbAiIiIiUgiDFREREZFCGKyIiIiIFMJg9Qhr166FwWCAnZ0d3nvvvQK3EVH5EBUVBY1Gg7t376pdChEV08KFC9G6dWvz43HjxmHAgAHKfQFRho0dO1b079+/WMcajUbh6OgoVq1aJeLi4kRqamq+28h6HD58WAAo8Obr66t2iaSAsWPHCgBiyZIlFtsjIiJESf9KM5lM4tatWyI7O7tEv0551blzZ/Hqq6/m2V4a7y1Zhz///FO8/PLLwmAwCCcnJ6HT6UT37t1FdHS0Yl8jOTlZ/P333+bHd+/eFYmJiYqd3yYvaVMarl27hoyMDPTu3Rs1a9YEAJw7dy7PNrIePj4+uHXrVp7tu3btwuTJkzF16tRinTc9PR1OTk5PWh4pqEKFCli2bBkmTZqEqlWrltrXdXJygqenZ6l9PaLyZtCgQcjIyMCGDRtQv359/Pnnnzh48CDu3Lmj2NeoXLkyKleubH5cmMvUFEW57AoMCwtDlSpVLLbt2LHDfEHnsLAweHt7AwDq168PjUaT77Y333wTHh4eMJlMFucaNGgQxowZU/IvhCzk/NF78JaYmIjZs2dj3rx5GDx4MADgyJEjePrpp6HValGzZk3MnTsXmZmZ5vP4+vpi2rRpmDFjBqpVqwZ/f/9CHUelx8/PD56enliyZEm+z9++fRvDhw9H7dq14ezsDG9vb3zxxRcW+/j6+iIwMBBBQUGoWrUqdDod1q5di9TUVLz44otwcXFBgwYNsHfvXvMx7ApU39mzZ9GlSxe4uLjA1dUV7dq1w08//WR+fvv27WjRogW0Wi3q1q2LFStWWBxft25dvPXWWxgxYgQqV64MvV6PVatWWeyj0WiwevVq9OzZExUrVkS9evWwdevWUnl95dndu3dx7NgxLFu2DF26dIGXlxeefvppBAcHo3fv3gCAlStXwtvbG5UqVYLBYMDUqVORkpJiPkfO3/d9+/ahWbNmqFy5Mnr06GHxobukuwLLZbB6nKFDh+LAgQMAgB9//BG3bt3C4MGD82ybOXMmsrKysGvXLvOxf//9N3bv3o0XX3xRldop1927dzFgwAB07twZb731FgDg5s2b6NWrFzp06ICzZ89i9erVWLduHf79739bHLthwwY4ODjg+PHjWLNmTaGPo9Jhb2+PxYsXY9WqVbhx40ae5+/fv4927dph9+7dOHfuHF5++WWMHj0aP/zwg8V+GzZsQLVq1fDjjz8iMDAQU6ZMweDBg+Hj44PTp08jICAAo0ePxr1790rrpdFjjBw5ErVr18bJkydx6tQpzJ07F46OjgCAU6dOYciQIRg2bBh++eUXLFy4EPPnz0dYWJjFOd555x089dRTOH36NIKDgzF9+nRERkZa7DN//nwMGjQIZ8+exahRozB8+HBcvHixtF5muZTTkrRjx448DRY57Ozs8MEHH+DcuXPYsGEDDh06hNdee81in3v37uE///kPwsPDcfToUVy7dg2zZs0qjZcgKdapaIUKGmO1fv164ebmZrHt4T78//73vwKAiI2NfeS2KVOmiJ49e5ofv/fee6J+/focg6GyrKws0bNnT9GsWTNhNBrN2+fNmyeaNGli8f6EhoaKypUri6ysLCGEHOfRunVri/MV5jgqHQ/+XD/zzDNi/PjxQojHj8Pp1auXmDlzpvlx586dxXPPPWd+nJmZKSpVqiRGjx5t3nbr1i0BQHz//fdCiNxxfEqOx6BchRlj5eLiIsLCwvI9fsSIEcLf399i2+zZs0Xz5s3Nj728vESPHj0s9hk6dKjF73EAYvLkyRb7dOzYUUyZMqVIr4eKbtu2baJq1aqiQoUKwsfHRwQHB4uzZ88WuP+XX34pPDw8zI/Xr18vAIiYmBjzttDQUKHT6cyPFyxYIFq1amV+/CTjsfPDFqsn9NJLL2H//v24efMmAGD9+vUYN26cuVuR1DFv3jx8//332LlzJ1xdXc3bL168iGeffdbi/enUqRNSUlIsWj7at29vcb7CHkela9myZdiwYQMuXLhgsT0rKwtvv/02nnrqKXh4eKBy5crYv38/rl27ZrHfU089Zb5vb28PDw8Pc5c/AOh0OgBAQkJCCb4KKooZM2Zg4sSJ8PPzw9KlS3HlyhXzcxcvXkSnTp0s9u/UqRMuX76MrKws87Znn33WYp9nn302T2tUYfYh5Q0aNAhxcXHYtWsXAgICEBUVhbZt25pbHQ8fPgx/f3/UqlULLi4uGDNmDG7fvo3U1FTzOZydndGgQQPz45o1a5bqz3C5DFZ2dnYQD10iMSMjo1jnatOmDVq1aoWNGzfi9OnT+OWXXzBu3DgFqqTi2rJlC/7zn/9g8+bNaNSokcVzQog8oTfne+HB7ZUqVSrWcVS6nn/+eQQEBGDevHkW21esWIF3330Xr732Gg4dOoQzZ84gICAA6enpFvvldCHl0Gg0Ftty3tvs7OwSegX0IFdXVxiNxjzb7969a/6AtHDhQpw/fx69e/fGoUOH0Lx5c0RERAB49M/p4xTm55g/66WjQoUK8Pf3xxtvvIHo6GiMGzcOCxYswNWrV9GrVy+0bNkS27dvx6lTpxAaGgrA8m94fj/Xhf0+UEK5DFbVq1dHcnKyRcI9c+ZMsc83ceJErF+/Hp9++in8/PxgMBgUqJKK48yZMxg/fjyWLl2KgICAPM83b94c0dHRFj9k0dHRcHFxQa1atQo8b3GPo5K3dOlSfP3114iOjjZv++6779C/f3+MGjUKrVq1Qv369XH58mUVq6TCaNq0qcVA9BwnT55EkyZNzI8bN26M6dOnY//+/Rg4cCDWr18PQP6cHjt2zOLY6OhoNG7cGPb29uZtJ06csNjnxIkTaNq0aZ5tj9uHSkfz5s2RmpqKn376CZmZmVixYgWeeeYZNG7cGHFxcWqXl0eZD1ZGoxFnzpyxuLVo0QLOzs6YN28eYmJisGnTpjyDG4ti5MiRuHnzJj7++GOMHz9eueKpSP7++28MGDAAvr6+GDVqFOLj4y1uf/31F6ZOnYrr168jMDAQv/76K3bu3IkFCxZgxowZsLMr+MehuMdRyfP29sbIkSMtZnY1bNgQkZGRiI6OxsWLFzFp0iTEx8erWCUVxtSpU3HlyhW88sorOHv2LC5duoTQ0FCsW7cOs2fPRlpaGqZNm4aoqChcvXoVx48fx8mTJ9GsWTMAwMyZM3Hw4EG89dZbuHTpEjZs2ICQkJA8A5ePHz+O5cuXm8+/detWvPrqqxb7bN26FZ9++ikuXbqEBQsW4Mcff8S0adNK7f+iPLp9+za6du2Kzz77DD///DNiY2OxdetWLF++HP3790eDBg2QmZmJVatW4ffff0d4eDg++ugjtcvOS7HRWlYoZyHBh29jx44VERERomHDhqJChQqiT58+Yu3atcUavJ5j9OjRwt3dXdy/f78UXhnlJyws7JELhHp5eQkhhIiKihIdOnQQTk5OwtPTU8yZM0dkZGSYz1PQANrHHUelI7+Bpn/88YfQarXmn+Hbt2+L/v37i8qVK4saNWqI119/XYwZM8biuPzeZy8vL/Huu+9abAMgIiIihBAcvF4afvrpJxEQECBq1KghXF1dRfv27cUXX3whhJALtA4bNsy8eKRerxfTpk0TaWlp5uO3bdsmmjdvLhwdHUWdOnXEO++8Y3F+Ly8vsWjRIjFkyBDh7OwsdDqdeO+99yz2ASBCQ0OFv7+/0Gq1wsvLy1wDlZz79++LuXPnirZt2wo3Nzfh7OwsmjRpIl5//XVx7949IYQQK1euFDVr1hQVK1YUAQEBYuPGjRY/k4WZnFbSg9c1QpRix2MZ5u/vj2bNmuGDDz5QuxQiIipA3bp1ERQUhKCgoAL30Wg0iIiIUPYyJ2Q1goOD8d133+XpNlYKV15/Qnfu3MH+/ftx6NAhhISEqF0OERER5UMIgd9//x0HDx5EmzZtSuzrMFg9obZt2yIxMRHLli2zGFxJRERE1sNoNKJ58+bo0KFDnpnESmJXIBEREZFCOJ2JiIiISCEMVkREREQKYbAiIiIiUgiDFREREZFCGKyIiIiIFMJgRURERKQQBisiIiIihTBYERERESnk/wGiK1hzegFrEQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#add an image to a plot\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.plot(x, y2, color = \"red\")" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "9ac56202-daa7-48e2-94f1-1910def2492b", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "#overlay a new axis (‘ax_imageʼ) on our figure (on top of ‘axʼ) to act as a container for our image\n", + "ax_image = fig.add_axes([0.1, # x coordinate (ON FIGURE, NOT AXES)\n", + "0.11, # y coordinate (ON FIGURE, NOT AXES)\n", + "0.15, # image width\n", + "0.35]) # image height" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "c7c4b39e-31e2-4f23-8867-8e2d744e9005", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(-0.5, 219.5, 425.5, -0.5)" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#add imshow() to add the image we prepared before\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.plot(x, y2,\n", + "color = \"red\")\n", + "ax_image = fig.add_axes([0.1, 0.11, 0.15, 0.35])\n", + "ax_image.imshow(image)\n", + "ax_image.axis(\"off\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0e072f58-bb1f-476f-8568-37edcdc3e87a", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/assignment-1/.ipynb_checkpoints/assignment-1 week3a-checkpoint.ipynb b/assignment-1/.ipynb_checkpoints/assignment-1 week3a-checkpoint.ipynb new file mode 100644 index 000000000..75aa39b0b --- /dev/null +++ b/assignment-1/.ipynb_checkpoints/assignment-1 week3a-checkpoint.ipynb @@ -0,0 +1,2769 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "57344526-1f60-4c3b-ad8f-8304f5f2b1c3", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: seaborn in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (0.12.2)\n", + "Requirement already satisfied: numpy in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (1.24.3)\n", + "Requirement already satisfied: matplotlib in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (3.7.1)\n", + "Requirement already satisfied: pandas in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (1.5.3)\n", + "Requirement already satisfied: scipy in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (1.10.1)\n", + "Requirement already satisfied: pillow in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (9.4.0)\n", + "Requirement already satisfied: requests in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (2.31.0)\n", + "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (1.0.5)\n", + "Requirement already satisfied: cycler>=0.10 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (0.11.0)\n", + "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (4.25.0)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (1.4.4)\n", + "Requirement already satisfied: packaging>=20.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (23.0)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (3.0.9)\n", + "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (2.8.2)\n", + "Requirement already satisfied: pytz>=2020.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from pandas) (2022.7)\n", + "Requirement already satisfied: charset-normalizer<4,>=2 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from requests) (2.0.4)\n", + "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from requests) (3.4)\n", + "Requirement already satisfied: urllib3<3,>=1.21.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from requests) (1.26.16)\n", + "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from requests) (2023.7.22)\n", + "Requirement already satisfied: six>=1.5 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n" + ] + } + ], + "source": [ + "#install the packages\n", + "!pip install seaborn numpy matplotlib pandas scipy pillow requests" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "ce6d886d-bc75-457f-95d0-e054fb9d1581", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "#load packages\n", + "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": 3, + "id": "a09f8d1e-4f2c-4d66-b545-da11456d1cf6", + "metadata": { + "tags": [] + }, + "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": [ + "#work with the ‘tipsʼ sample dataset, which is available as part of the seaborn (sns) package\n", + "tips = sns.load_dataset(\"tips\")\n", + "print(tips)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "2a83dbe2-f648-4396-bff4-f321fbe6fb0a", + "metadata": { + "tags": [] + }, + "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 a simple line plot of tip amount vs total bill\n", + "sns.lineplot(data=tips, # choose our dataset\n", + "x='total_bill', # define our x variable\n", + "y='tip') # define our y variable" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "a6219d7a-2cbb-4d21-a379-a0652b24ddc9", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.lineplot(data=tips, # choose our dataset\n", + "x='total_bill', # define our x variable\n", + "y='tip') # define our y variable\n", + "#use premade styles to alter the appearance of our plot\n", + "sns.set_style('whitegrid')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "65966eb8-b118-4390-81f7-0664d7892ce7", + "metadata": { + "tags": [] + }, + "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": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# adding labels We do this using the set. function\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": 7, + "id": "52d56e7d-31d4-4473-bd26-eb48908c18ad", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#use the subplots function to change figure size\n", + "fig = plt.subplots(figsize=(10, 3))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "45e3465d-84c3-4390-85bc-0c9c403a2dae", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "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": 9, + "id": "e2c15453-7a9b-406c-ba50-3587e112f474", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# use the subplots function to change figure size\n", + "fig, ax = plt.subplots(figsize=(10, 3))\n", + "\n", + "#modify aesthetic elements\n", + "tipgraph = sns.lineplot(\n", + " data=tips,\n", + " x='total_bill',\n", + " y='tip',\n", + " color='hotpink',\n", + " linestyle='--',\n", + " linewidth=3,\n", + " marker='o',\n", + " markerfacecolor = 'indigo',\n", + " markersize=4\n", + ")\n", + "\n", + "plt.title('Tips vs. Total Bill')\n", + "plt.xlabel('Total Bill ($)')\n", + "plt.ylabel('Tip Amount ($)')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "d10a61ad-a86a-4235-b242-5bf80cbc35b8", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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4PRW6B8LcXnBWOHzaFYaHwSddIMpwzEv4XItMYM4++2zy8/P56KOPcDqdLF26lJ9++okLLrjA36F5xcXFkZWVVa0fTXZ2NgAvvvgi+/fvZ/78+fz6669Mnz69Wu2R0Whk7NixzJ49m9mzZ3PuuefKsgZCCCFatGQL/NkbBoSAUQvxJvisG4yPgmA/tOe0yAQmPDycDz74gF9//ZUBAwbwn//8h//85z8MHDjQ36F5paenoygKM2bMwOFwsGHDBu9cNeXl5ZhMJnQ6HXa7nQ8++IBt27bhdB4aKD9x4kQWLVrE3LlzmTBhgr+ehhBCCFFv0UY1eTko1uif5AVaUB+YrVu3Vtvu2bMnX331lZ+iObaQkBDef/99pkyZwocffki7du0455xz2L17N3fddRcPP/wwgwcPJiAggL59+zJ+/Hi2bdvmPb9Lly4kJSVRWVlJ3759/fhMhBBCiNanxSQwrVGXLl3qTLI+++yzY57fpk2bBs1rI4QQQghVi2xCOtFlZGQwd+5cFi9eLM1HQgghRCNIDYwfzJw5k3nz5vHII48QFRXl73CEEEKIVkcSGD947rnn/B2CEEII0apJE5IQQgghWh1JYIQQQgjR6kgCI4QQQohWRxIYIYQQQrQ6ksAIIYQQotWRBEYIIYQQrY4Moz4OHreHfYv2UXagjOD4YJJOT0Kra5qc8LHHHuOnn34CwOVy4XQ6sVgOrV3eq1cv4uPjefbZZ5vk8YUQQoiWRBKYRto8azO/3vkrpZml3rKQxBBGvjqSrhO6+vzxnnjiCZ544gkAZs2axcyZM5k/f753/0MPPeTzxxRCCCFaKmlCaoTNszbzzcRvqiUvAKVZpXwz8Rs2z9rsl7gKCgq44447GDBgAEOGDKm2HlN6ejqzZs3ybi9btozOnTsDkJmZSefOnXn22Wfp378/U6dObfbYhRBCiIaQBKaBPG4Pv975Kyi17Kwq+/WuX/G4Pc0aF8DSpUu5+OKLWbp0Kffeey/Tpk0jJyen3udXVFTwzz//cPfddzdhlEIIIcTxkwSmgfYt2lej5qUaBUozStm3aF/zBVXltNNOY/DgwWg0GkaPHo2iKGRkZNT7/PPOOw+j0UhISEgTRimEEEIcP0lgGqjsQJlPj/OlsLAw789GoxEAt9td7/NjYmJ8HZIQQgjRJCSBaaDg+GCfHtdctFotTqfTu11UVFTjGI1G05whCSGEEI0mCUwDJZ2eREhiCNT1Wa+BkLYhJJ2e1KxxHUvHjh2ZN28eNpuNvLw8PvnkE3+HJIQQQjSaJDANpNVpGfnqSHXjyCSmanvkKyObbD6YxrrvvvuoqKjgtNNO48orr2TcuHH+DkkIIYRoNJkHphG6TujKhd9dWPs8MK80zTwwh5swYQITJkyoVlbbBHZbt271/pyamsrnn39ebf/FF18MQGJiYrVjhRBCiJZOEphG6jqhK53Hd262mXiFEEIIcYgkMMdBq9OSPCzZ32EIIYQQJx2pLhBCCCFEqyMJjBBCCCFaHUlghBBCCNHqSAIjhBBCiFZHEhghhBDiBOHyQKGzetmR2ycKSWCEEEKIE4DLA/+Ww+N7IM+hlm2vhJu3wX67X0NrEjKMWgghhDgB7HfAmWug0gNWNzzSDoaugQMOKHPDJ10gyujvKH1HamCEEEKIE0CQDh6sWobv/WzouExNXoJ18FR7iDD4Nz5fkxqY4+FRYEchlNgg1AwpEaBtuhWd09PTycvLQ6+v/mvr06cPH3zwQbWy/fv3M3r0aGbPnk1CQkKTxSSEEKJliDDAHYmw1wYfZB8q/zMNegc16ceTX0gC01irD8C3m6DYdqgszAyTukGf+CZ72KlTp9ZYB6k2CQkJrF69usniEEII0fLkOeDXwuplb+2Hp9tD9AnUfATShNQ4qw/Au/9WT15A3X73X3V/M7viiit46KGHOPPMMxk2bBhbt26lc+fOZGZmNnssQgghmt8eGwxbo/aFCdbBxCi1/L0D8N/dkO/wa3g+JzUwDeVR1JqXo/luE/SOa/b6usWLF/Ptt99isVgoLS099glCCCFOGBYtDA6B34pgQRq0N0PPIHhiL4yPgkCdvyP0LUlgGmpHYc2alyMV2dTjOkX6/OGnTp3K008/Xa1s4cKFAJxxxhnExsYCSAIjhBAnmVgjzOwEJS5IsajfoW9rAxfHQFsTWCSBOcmVHCN5aehxDfT444/X2QcmJiamSR5TCCFE6xBrVP8dFGE48UYfHSR9YBoq1Ozb43xIoznBupgLIYQQdZAEpqFSItTRRkcTXjWkWgghhBBNQhKYhtJq1KHSRzOx24k34F4IIYRoQaQPTGP0iYcbTqk5D0y4WU1emmgemPnz59e579NPP622nZiYyNatW5skDiGEEMLfJIFprD7x6lDpZpyJVwghhBAqSWCOh1bTJEOlhRBCCHF00gdGCCGEEK2OJDBCCCGEaHUkgRFCCCFEqyMJjBBCCCFaHUlghBBCCNHqSAIjhBBCiFZHEhghhBBCtDoyD8xxcCuwqBgOOCDeCKeHga4Fz2Nnt9spKioiLi7O36EIIYQQx0VqYBppVh4kL4Uz18Klm9X/Jy9Vy5tKSUkJU6ZMYejQoaSlpTFkyBAefPBBsrOz63X+pZdeyuLFi5suQCGEEKKZSALTCLPyYOJGyLRXL8+yq+VNlcTcfffdFBUV8d1337FmzRq+//57HA4H11xzDS6X65jnFxUVNU1gQgghRDOTBKaB3ArcuQOUWvYdLLtrh3qcr61atYqzzz6b6OhoAKKionjkkUfo3bs3paWl7Ny5k8mTJzNs2DB69erFqFGj+PPPPwG49tpr2b9/P48//jhPPPGE74MTQgghmpEkMA20qLhmzcvhFCDDrh7na6NHj+bxxx9nypQpzJkzh6ysLKKjo3n22WeJiIjg9ttvp1OnTsydO5eVK1cyZMgQpkyZAsAHH3xAQkICU6dO5bHHHvN9cEIIIUQzkk68DXTA4dvjGmLatGkMGDCAOXPm8Nhjj1FWVkZSUhK3334748aN4+233yY2NhZFUcjKyiIkJIScnBzfByKEEEL4mSQwDRRv9O1xDaHVahk/fjzjx49HURR27tzJDz/8wAMPPEB0dDTl5eXccsst5OXl0bFjRyIiIlCUJmjLEkIIIfxMmpAa6PQwSDRBXaOlNUBbk3qcLy1atIg+ffpQXFysPo5GQ0pKCvfeey/dunVj1apV3Hnnndx9990sXbqUzz//nDFjxvg2CCGEEKKFkASmgXQaeDVF/fnIJObg9ispvp8Ppn///kRGRvLwww+zdetWnE4n5eXl/Pjjj+zZs4fhw4fjdruxWCwA7Nixg9dffx0Ah0NtzzIajZSVlfk2MCGEEMIPJIFphAnR8F13aGOqXp5oUssnRPv+Mc1mM1988QXR0dHcfPPN9OvXj2HDhvHjjz/y4Ycf0qVLFx544AHuv/9++vbty5133skFF1yAwWBg27ZtAEycOJHp06dz3333+T5AIYQQohlJH5hGmhAN46OadybemJiYow6Bvu6667juuuuqlV111VXen6+//nquv/76JotPCCGEaC6SwBwHnQaGhfs7CiGEEOLkI01IQgghhGh1JIERQgghRKsjCYwQQgghWp0Wm8Bs3LiRyy67jH79+jFkyBCmTZvmHQ4shBBCiJNbi0xgPB4PkydP5pxzzmH58uV89913/P3337z77rv+Dk0IIYQQLUCLTGBKSkrIy8vD4/F4p8LXarXeSdqEEEIIcXJrkcOow8PDufrqq3nuued4/vnncbvdnHXWWVx99dUNuo7b7a61TFEU7z/RcAfv27Hu38F77Ha7a/1diIY7eB/lfjYvue/+I/feP/x13xvyeBqlBX6KezweXn31VWJjY5k4cSJ79+7ltttu49xzz+Wuu+465vlut5s1a9bUuV+v19O2bVtMJlOdx4jjZ7fbycjIwOVy+TsUIYQQrUhaWho6ne6ox7TIGpi5c+fy22+/8euvvwKQmprKrbfeylNPPVWvBOagnj171rgBNpuNvXv3YrFYMJvNxxWnR3GTXb4aqzMfiyGKuKA+aDVHv+HHo6SkhFdeeYU///yTkpISgoKCGDx4MHfffTdxcXFN9rhHUhQFq9WKxWJBo6l76mGtVovBYCAlJeW477VQud1u1q9fX+trWzQdue/+I/feP/x13w8+bn20yATmwIEDNUYc6fV6DAZDg66j0+lq3HidTodGo/H+a6zdRfNZkvkCFc5cb1mgIYZBiffTPjy90dc9mnvuuYfg4GC+++47oqOjyc/P56mnnuLaa6/lp59+Qq9v3l/nse7hwf21/R7E8ZF76h9y3/1H7r1/tOT73iI78Q4ZMoS8vDzeeust3G43GRkZvPnmm4wdO9bfoQFq8vLH7vurJS8AFc5c/th9P7uL5jfJ465atYqzzz6b6Gh1tcioqCgeeeQRevfuTWlpKenp6cyaNct7/LJly+jcuTMAmZmZdO7cmW+//Zb09HT69u3LNddcQ3Z2dpPEKoQQQjSlFpnApKSk8PbbbzN//nwGDBjAlVdeSXp6Onfffbe/Q8OjuFmS+cJRj1mS+SIexfcdn0aPHs3jjz/OlClTmDNnDllZWURHR/Pss88SERFRr2v89ddffP/99/z222/k5+fzxhtv+DxOIYQQoqm1yCYkgMGDBzN48GB/h1FDdvnqGjUvR6pw5pBdvpqE4H4+fexp06YxYMAA5syZw2OPPUZZWRlJSUncfvvtjBs3rl7XuOGGGwgJCQEgPT2d1atX+zRGIYQQojm02ASmpap05vv0uIbQarWMHz+e8ePHoygKO3fu5IcffuCBBx7wNisdS1RUlPdnvV4vQ8mFEEK0Si2yCaklCzBEHfugBhxXX4sWLaJPnz4UFxcDagfZlJQU7r33Xrp168amTZvQarU4nU7vOUVFRT6NQQghhGgpJIFpoLigPgQaYo56TKAhlrigPj593P79+xMZGcnDDz/M1q1bcTqdlJeX8+OPP7Jnzx6GDRtGx44dmTdvHjabjby8PD755BOfxiCEEEK0FJLANJBWo2NQ4v1HOULDoMT7fD4fjNls5osvviA6Opqbb76Zfv36MWzYMH788Uc+/PBDOnbsyH333UdFRQWnnXYaV155Zb37xQghhBCtjfSBaYT24ekM54Va5oGJZVDifU02D0xMTAxPPPFEnftTU1P5/PPPq5VdfPHFACQmJrJ169Zq+26//XbfBymEEEI0A0lgGql9eDrtwoaSXb6aSmc+Ac0wE68QQpxorG6weyCsap5StwIlLoho2Lyl4iQkCcxx0Gp0Ph8qLYQQJwurG+YVwR4bXB4HwTpYUw6fZcMj7SDa6O8IRUsmCYwQQgi/2FAB4zeAB/XfkFAYtgbK3RCggweTILDxK76IE5wkMEIIIfyirRnOj4L/y4c7dxwqTzTBNXEQoge37yc1FycIGYUkhBDCL+KM8GYnGBB8qMyggUV9ICXAf3GJ1kESGCGEEH7hVmCfHTZWHipzKvBTPhS7/BeXaB0kgRFCCOEXGysO9XlpY4L0MLX8jh3wVS6UShIjjkL6wAghhPCLcD2kmCHPBX/1Vvu83LINfi2CfkEQqEPt3StELSSBEUII4RdtzfBjT3Ao0NGils3spDYfpVpApwHpwyvqIgnMcbDb7RQVFREXF+fvUIQQolVqa66+HWdU/wlxLNIH5jhceumlLF68mJUrV9Knj28XbxRCCCFE3SSBOQ5FRUUA9OvXj9WrV/s5GiGEEOLkIQlMI1177bXs37+fxx9/nDFjxtC5c2cAMjMz6dy5M99//z1nnnkmaWlpPPzww6xcuZJx48bRp08frrrqKgoLCwFQFIVPPvmEc845h379+nHppZeyYcMGfz41IYQQosWTBKaRPvjgAxISEpg6dSr//e9/a+xfsGABc+bM4ZtvvuGHH37gySef5N1332XevHkcOHCAL774AoAvvviCDz/8kFdffZUlS5YwYcIErrnmGvLz85v7KQkhhBCthiQwTeTaa6/FYrHQqVMnoqOjOf/884mNjSUiIoK0tDSysrIA+Pzzz5k8eTJdunTBYDAwceJEOnbsyI8//ujnZyCEEEK0XDIKqYmEhYV5f9bpdISEhHi3tVotiqIAkJWVxXPPPceLL77o3e9yuejRo0ezxSqEEEK0NpLANBGNpn5LqMbFxXHHHXcwevRob9m+ffuqJUBCCCGEqE6akI6D0WikrKzsuK5x4YUX8uabb7Jz504AFi1axOjRo1mxYoUvQhRCCCFOSFIDcxwmTpzI9OnTqzUPNdTVV1+Noijccsst5ObmEhsby2OPPcZZZ53lw0iFEEKIE4skMMfh+uuv5/rrr69WlpiYyNatW6uVzZ8/v9r2s88+6/1Zp9PVeh0hhBBC1E2akIQQQgjR6kgCI4QQQohWRxIYIYQQQrQ6ksAIIYQQotWRBEYIIYQQrY4kMEIIIYRodSSBEUIIIUSrIwmMEEIIIVodSWCEEEII0erITLzHwe12s3r1avLz84mKiqJPnz7odDp/hyWEEEKc8CSBaaT58+fz4osvkpub6y2LiYnhvvvuIz09vUkes3PnznzyyScMGDCgSa5fm8zMTM466yzmzZtHYmJisz2uEEIIcTTShNQI8+fP54EHHqiWvADk5ubywAMP1Fj7SAghhBC+JQlMA7ndbl588cWjHvPSSy/hdrubKSLVjBkzuOKKK6qVpaenM2vWLACuuOIKXnrpJS677DL69OnDueeey5w5c7zHZmRkcNNNN9G3b18GDRrElClTcDgc3v0//fQT5557LmlpaVxzzTU1kjchhBD+l+cA62EfP9l2KHL6L56mJAlMA61evfqYH945OTmsXr26mSKqv2+++YZHH32UZcuWMWLECB577DHsdjsul4vrrruO6OhoFi5cyM8//8yaNWuYMWOG99yNGzfyzTffsGDBAkpKSnjnnXf8+EyEEAcpHoWSzBJyN+RSsK0Aa5HV3yEJP9lRCf1WwbwiNYnJtMP4DfBB9omZxEgfmAbKz8/36XHN6ZxzzqFbt24AnH/++bz11lsUFBSQmZlJVlYWjzzyCBaLhcDAQGbOnInH4/Gee9NNNxEcHAzAkCFDWLNmjT+eghDiMNZiKzvm7OC3u3+jIrcCgHZntGPse2OJTI30c3SiORU64b6dsK8qaXm/M7y5H5aXwcoyGB8F4QZ/R+lbUgPTQFFRUT49rjlFR0d7f9br1dzV4/GQl5dHeHg4FovFuz8xMZGkpCTvdlhYmPdng8HQ7E1kQoiaMpdkMuuyWd7kBWDvwr18NPQjSvaV+DEy0dwiDDCzE/QPAg9wzVY1edECP/SANkZ/R+h7ksA0UJ8+fYiJiTnqMbGxsfTp06eZIlJptVqczkN1hB6Ph+Li4nqdGxcXR1FREVbroarnlStX8tFHH/k4SiGEr1TkVjD3/rm17is/UE7W8qxmjkj4W6IJZvWsXnZ1HAwLA8sJOMOHJDANpNPpuO+++456zL333ttk88EUFhaSnZ1d7Z/L5aJjx45s3bqV7du343K5eO+996isrKzXNXv16kVycjLPPfccVquV/Px8nnnmGQoLC5vkOQghjp/L5iJvY16d+/cu3NuM0YiWINMOF2yoXvZRNiwort6x90QhCUwjpKen8/zzz9eoiYmNjeX5559vsnlgAO666y6GDh1a7d/evXsZPnw4Y8eO5eqrr+b000+nqKiIvn371uuaBoOBt956i5ycHIYNG8b48ePp378/d9xxR5M9DyHE8dHqtQTGBta5P7KT9IE5mRQ44bZth5qN3usM/aqak8ZtgP2OY12h9dEoiqIczwWKi4vR6XTeDp4tgdvtZs2aNaSlpdWoCbHZbOzevZv27dtjNpuP+3FOxpl4FUWhsrKSgIAANBpNncf58l4L1dFe26LptMT7rngUlr6ylN/v/b3GPp1Rxy0bbyEiJcIPkflWS7z3LdWOSkhfC6+nwvBwKHDB+evhohi4Lr5hnXj9dd8b8riNGoW0cOFCvvjiC5YtW4bNZgMgICCA008/nUmTJnHaaac15rKtjk6no1+/fv4OQ4gmoyhKtST1yO2WTFHg8FCP3G7tNFoNPS/tSfaabNZ9us5bbgwyctH3FxGaFOrH6IQ/pATAqr4QpFP7vCTq4KdeYNKceCOQoIEJzP79+3nggQcoKipi1KhRXHXVVcTGxuJ2u8nNzWXVqlU89dRTREZG8uyzz9KmTZumilsI0cTsrlJyKzYQFdAFiyECp9tGfuUmQkyJBBqP3pHd3+xuWFWudmpMMqvJy8YK0GugS92tLq1OUFwQI18ZyZCHh5C7IRdLuIWI1AiCE4LRGaS24mQUfcRoo7gTcPTRQQ1KYO655x7uvPNOBg0aVGNfamoqp512GnfccQcLFizgnnvu4euvv/ZZoEKI5mNzlbKt4AeWZb1CSvgoBrW9l5yK9czdeQ9RAd04u8MLLTaJsbvhn1IYuQ46B8CcnlDigjPWqAnMwrQTK4mxRFiwRFiI7hp97IOFOIE0KIH57LPPvPOHHM3QoUNPmmYkIU5EGkBR1IkMdxTNodC2gyLrDhQ8Rz+xBVGADRUwdA0UuaDYBdEGtVwI0fo1aBSSXq/H5XJVK1u5ciV//vlnjTlH6pPoCCFaJpM+hC5R59M/4TYACq3bUPAQZWnZtS8AJh2cFgK/9gKdBnbb1OQl0gAL0qDrCVT7IsTJrN5ZRnZ2Nrfffjtnn302N954IwA33ngjS5YsISAgAIC3336btLS0JglUCNG8tBojYeb21cqCTQloNS3/y4lRq7b9GzTgrqpyCdWpnRuFECeGetfAPPPMMyQlJTF+/HgAfvvtNzZt2sS8efNYtmwZkydPZtq0aU0WqBCi+TjdNg6Ur+CPXfcDYNAGAbC7+A+WZk7H6my5kxwqCmyshNNXg80DAVq1JmaXDUath302f0cohPCFen2VWr58Of/88w8TJ07k22+/BWDx4sXExMTwzTffAOrU9du2bWPmzJncdtttTRexEKLJuTxWdhbOrWo26s7IlOlsK/iZ5ftf40D5SlyK3d8h1qnSDStL1X4vUQa10+5+h9qpd7sVsh3Q1nRiDakW4mRUrwSmTZs2BAYG0q1bN+Li4lAUhU8//ZSbb77Zu7pxRUUFWq2WAQMGNGnAQoimZzGEMzDxLkLNbekcOQ6LIZIuUedj0AXQJnggwcZ4f4dYp0A9TKhaS3VAiNrnpYNZ7RNj0kBakCQvQpwI6tWE1KZNG4YOHcq3336L1Wrl119/xWAwcNlll3HqqacSGRnJd999x4ABA+jfv39Tx9wiOBwOVq5cycGJjBVFYeXKlTgcTTdfc3p6Oj179qRPnz706dOHtLQ0xo8f760VA3WxyZUrVzZZDOLkYTFE0CvmCgKNsYDasTc1Ygyh5rZ+juzYQgxwYcyhDrsmHQwJgVND1P4xQojWr9698R544AEee+wx7r33XqKjo3nllVcwGNSp/S6//HJiYmJ44403mizQlsThcHDvvfeyZMkSLrnkEu6++25efvllvvrqKwYNGsRLL72E0dg0swdNnTqVCRMmeOP466+/ePjhhykqKuLGG29k9erVTfK44uSk11VfAsKgs/gpkoYLOKLDrkk68ApxQql3AhMUFMTLL79c677vv/+e2NhYnwXVkh1MXpYuXQrAl19+ycqVK9m+fTsAS5cu5d57723SJOYgo9HIiBEjKC4uZtq0aVx66aX07duXTz75hAEDBpCens5FF13EL7/8wt69e2nXrh0PPfQQAwcOJDMzk7POOotp06bx5ptvUlJSQq9evXjmmWeIi4sD1H5OL7/8Mnv27CE2NpbJkyczbtw4AB5//HEcDgfbt2+nqKiIb775hqSkpCZ9vkIIIcRBDapMfeedd3C7a67JfWTy4nQ6efvtt48vshZq3bp1LFmyhMPXwDyYvIDalLRkyRLWrVtX2+lNYtiwYdjtdv79998a+/7v//6PV199lcWLF9OlSxemTJlSbf9ff/3F999/z2+//UZ+fr63Fm3Lli3cfPPN3HjjjSxbtownn3ySp59+mkWLFnnPXbRoEa+++iq///67JC9CCCGaVYMSGIPBwNixY3nvvffIycmpsT8rK4v33nuPMWPGnLAT2fXt25eLL774qMdccskl9O3bt5kigvDwcIAakwkCTJw4kXbt2mGxWBg7dix79uyptv+GG24gJCSEqKgo0tPTvfu/+uorzjrrLEaMGIFOp+OUU07hwgsv5PPPP/eem5aWRqdOnQgJCWmqpyaEEELUqkFZxjXXXMMZZ5zBa6+9xssvv0xsbCyxsbF4PB5ycnIoKCjgrLPO4o033qBjx45NFbNfaTQa7rnnHlatWlWt5uWg1NRU7r777mZdsbewUJ2TIzIyssa+qKgo7896vb5azdHR9mdlZbF06dJqq2273e5qNS3R0bL2ihBCCP9ocDVJx44defXVVykoKGDZsmUcOHAArVZLQkICAwcOJDT0xF7CXVEUXn755VqTF1Cbk6ZPn84999zTbEnM/PnzCQgIoHfv3j67ZlxcHOeffz5PPPGEtyw3N7daAtScSZoQQghxuEa380RGRjJq1ChfxtIqrFq1iq+++uqox3z55ZcMHTq0Wu1FU3A4HPzxxx+8/PLL3H333QQFBfns2hMnTuSaa65hxIgRDB48mH379nHjjTdy5pln8tBDD/nscYQQQojGODE7qjShXr16MWjQIJYuXeqtjUhNTfXWyGg0GgYOHEivXr2a5PEff/xxnnzySQBMJhMdOnRg6tSpPk8me/fuzcsvv8zLL7/MnXfeicViYcyYMdxzzz0+fRwhhBCiMTTKkZ0iTgBut5s1a9aQlpaGTld98gebzcbu3btp3749ZrO5jiscnT/ngWkJFEWhsrKSgICAozYj+eJei+qO9toWTUfuu//IvfcPf933hjyu1MA0gtFo5KWXXmLdunX07dsXjUbDvffey7Bhw+jVq9cJnbwIIXzD5irBqAtCq1HfpO2uUrQaQ6uaLFAIf2rUpNrvv/9+reWvvPLK8cRSTXFxMQ888IB3eYJbbrmF3Nxcn13/eBmNRvr16+etgdBoNPTr10+SFyHEMVmdhaw68BYFlVvxKG7srlK2FfxEVtkynG6rv8MTolWodw1MYWEhO3fuBGDGjBn07t272oiUsrIyPv74Y+666y6fBHb77bcTGhrK3Llz0Wq1PPzww/z3v/89YSfIE0KcHByuCtbnfsamvG/YVvAjY1LfJbt8NUuzXkaDlnGdPyQmsIe/wxSixat3AmM0GrnjjjsoKioC1PWPjtx/0UUX+SSoDRs2sHbtWhYvXuwdWfPkk0+Sl5fnk+sLIUSRE4wadfVqAKsbrB6IMDTt4xr1gXSJOp8dhb9R4czm+61XePe1DxtOUAte6VuIlqRBayEtWbIEgJEjR/Lrr782WVDr1q0jJSWFb775hi+//BKr1crpp5/Ogw8+2KDr1LbsgdvtRlEUPB5PjUndRP0cvgL30Ry8x263u9bfhWi4g/dR7ufxKXZr+ChHQ7IJRoQraFH4s0TL2gqYHKcQrq/+2vb1fQ/UJzC203t8s+k8PIoLgJiAngxu+wBGbYj8fg8jr3n/8Nd9b8jjNaoTb1MmLwAlJSVs3bqVHj168L///Q+bzcYDDzzAgw8+2KAmpPXr19dartVqKS4ulgTmOFmtR2+rLy8vx+FwsGXLlmaK6ORR12u7pdHr9Wi1WhwOh79D8QoODWVlQDL37dSjAb7o5MKogUlbdXiAWJ2bMxwZlBUV1jjXV/c9KjaYQu1Sb/ICUGjbQWHFXkoPGKmslH4wR2otr/kTTUu+741KYLZv387zzz/Pnj178Hg81fbNmzfvuIM62BH20UcfxWQyERQUxF133cWFF15IRUUFgYGB9bpOz549ax2GlZ2dTUlJCUaj8ZhDgUVNiqJgs9kwm8113juPx0NpaSlhYWEkJibKPfYRt9vN+vXr63xttxQel4fyA+XkbczDVmSjbVpbAuMCMYe3jOH0gU4tQ0IV/i7RcMm2Q21G/YIURkbpiDckQbtDy2b48r47PZXsLPqFlZmvAtAmeCDFtj1UOLP5fc9tjOv0AWGmtON6jBNJa3nNn2j8dd8PPm59NCqBeeyxx7BYLNx4441NsmhjSkoKHo8Hp9OJyWQC8CZKDak10el0td74hIQEtFqt9KlpJEVRcDqdGAyGoyYmB5eYOFEX9vSnul7bLYHL7mLfgn18ff7XOCud3vJuE7tx7oxzCYrz3YzRjdVGB992g4GrYa9NLYszwo89NcSbAGq/t7647xptADGBPTFoA2gbMoTBbe/H6ang5203YdGHY9aHtdjfrT+15Nf8iawl3/dGfbJs3bqVhQsX+nTq+sMNHjyYtm3b8sgjj/DMM89gt9uZPn06w4cP98ljajQa4uPjiYmJwel0HvsEUY3b7WbLli2kpKQc9YVtNBrRahs1Ul+0YqWZpXwx5gs8zuq1s5u+20R8v3gG3zcYrc6/rwurG1aWQYbtUFmOA/4phXPDD3XsbQpajY7IgE6c3+UzDLogLIYILEQwptPb6DRGAo0xTffgQpxAGvVnGhMT06Rt2gaDgU8//ZRnn32Wc845B7vdTnp6Oo8++qhPH6clZ5Yt2cFOVmazWe6fqGHHrztqJC8HLXlxCb0u70VIm5BmjuoQlwcWlcD4DeABTgkCgwaWlcGFG+GHHnBOOBib8KWt1egINberVhZiSmy6BxTiBNSoBObyyy/n1ltv5corryQqKqravv79+/sksNjYWKZPn+6Tawkhmk/hjpqdXw+qzK/E46o9uWkuei2kWKCtGWL0MKsnaICLN8FuG3QNaNrkRQjhG41KYKZNmwbA6tWrq5VrNBo2b958/FEJIVqt5KHJLHtlWa37ortHY7A08UQr9dDBAn/2BoMWEtVudnzVDWwe6Cgz+QvRKjQqgZFhsUKIusT3jSekbQilGaU19o14cQSBMfUbRdjU2h+RqLQx+ScOIUTjNCqB2b9/f537EhISGh2MEKLlcXucuD12jPpDHejtrjJM+uBajw9tG8pVf17F7Ftms2vuLlAgOCGYc6afQ+Ig6echhPCNRiUw6enpaDQa75Dmw4fSShOSECcOt8dJbsV6Sux76RB+NkZdEEXWXWwvnEPPmMuwGMJrPS+iYwSTvp5EZX4lbocbU6iJ4IRgmQ9ICOEzjUpgjpysrrCwkPfee4+zzjrLJ0EJIVqGYttu5uy4BY/iRFE8xAf35adtN2B3FwPQO/aqOmtizGFmzGEtY+I6X7G7SzBqLOi1avuTw12OR3Fj1of6OTIhTj6NSmDatGlTY3vatGmcf/75jBs3zieBCSH8z2KIIDF4EPtKF/J3xtNo0KHgxqQLIzXi3DqTlxNRXGIYa3M+IC7oFNqGDsKjuNlVOBerq5Cu0RMliRGimfl0NqnS0pqd9oQQrVeAIYoz2v2XmIBeACi40aBjXOf3Cbd09HN0zcejuMj3LGVD3pf8sfsB9pX8w87C31iUMY2VB95gf9kKPIosNihEc2pUDczMmTOrbTudThYtWkRaWpovYhJCtCA2VzEl9n3ebQU3B8pWEWCIwqjz/7IAzUGr0RNvOY2YgHnkVq5l3u4HvfuSQs4gLigNrUYmjxGiOTUqgVm2rPocDzqdjj59+jB58mSfBCWEaBmKbbu9fV5MulBCTe3IrVynNidptHQIO7va6KQTWdbuIs7u8QKzNl+M1aVO1hdqSuKMdo/V2ZlZCNF0GpXAfPrpp76OQwjRAum1FgIMkQCM7fQOZn04C/c+SWbZEkJNSei0Rj9H2HzCIgPYW7zQm7wAlNgzyKlYQ2LIQG/HXiFE82j0kmV//PEHX3/9NVlZWURHRzNx4kTGjh3ry9iEEH4WZIxjZMprON1Wwi3tATi93X+wOgsIMyefNAmM2+PAbt7O3xnqLORtggfhcJeRV7mBubvu59yUmSQE95dmJCGaUaMSmJ9++ompU6dy0UUXkZ6ezr59+5gyZQo2m41Jkyb5OkYhhB8FGeOqbQcYIr21MicLndZIhKkrQcY4IsydOL3doyiKhz92PYTTU06YKVmSFyGaWaMSmHfffZeZM2cycOBAb9nQoUN54oknJIERQpyQsvdWMKbzu+i0RgIM6iK2wzs8i4KnRpInhGh6jV5KYMCAAdXKTj31VLKzs30SlBBCtDROp5MAfSw63aGalkBjjB8jEuLk1qh5YOLi4lixYkW1shUrVsg6SEIIIYRoFo2qgbnqqqu49dZbueiii2jbti379u3j66+/5uGHH/Z1fEIIIYQQNTQqgZk0aRI6nY5Zs2bxxx9/eJcSGDlypK/jE0IIIYSoodHDqCdMmMCECRN8GYsQQgghRL00KoHJyMjgrbfeIisrC4/HU23fJ5984pPAhBBCCCHq0qgE5p577sFgMDBw4EC0Wp+uBymEEOI4WZ1F1ZY3sDqLMOqC0GkNfoxKCN9qVAKzY8cOlixZgtls9nU8QgghjkOJbR+LM19gYOCjKFYjaN3sUn6gTVQ/YgK7SxIjThiNqj7p0qWLzPnSgthdZVidBd5tt8eOzVXkx4iEqL8DdvinBKxudTvPAfOLoMjp37gc7opq22GRgSiKp46jWwars4j1Gd/RPuMavhn1AzM6zuCNzm+TMS0M+wGlxnMSojVrVA3Mf/7zH66++mpGjBhBSEhItX233XabTwIT9WN3lbGj6Bc2533HyJTXsOgjOFC+mgV7H2d06luEmdv7O0Qh6nTADpdvhr+K4YceMCgUntgDM/fD8x3g+ngI90OFgdVZyMa8r+kUOZYQUyJOTzlW83qK7RCp64RG0zKbzs36MJLyJ/DR8E9QPAoAboebdR9sJOufbK74oz2WRD8HKYSPNCqBmTFjBpWVlWzcuLFaHxiNRuOzwET9OD0VLM18CY/i4tcdd9Ar9goW7p2Ggot/Mp7nrPbPYNaH+TtMIWrlAcrd6v/Hb4B+wbC8TN1X6AK3H2KyuUpYk/0BG/K+ZHvhz4xJfY99JYtYsv85DNpAzuvyKWHmdn6I7NishVbm3jvPm7wcrmBrAbnr8whNDGv+wIRoAo1KYJYtW8bcuXOJiorydTyigSz6CM5NmckvO26jyLaTBXunABBhSWVou8cleREtWhsTzOoB56+HFeWHkpcHk+C+thDph9oXoy6QlIhz2VLwP8od2Xy7aQJuxaHGGzwAgzag+YOqJ2eFk8wlmXXu3z5nO6nnpjZjREI0nUbVg8bExGAymXwdi2gEndZITGAPukVdWK18eIcXZIE50SqYNNAtsHrZgGAI8FMrjVajJ9zckXNTXgfwJi/xQf1IiTiXItsu3B67f4I7BkXjwhxW9+CKkDbBzRiNEE2rUW8R1113Hbfccgtz585l+fLlrFixwvtPNC+3x052+Vo25n1Trfz3nfdQbpeO1icDRVGOuu3r847HkQ+R54Ape+DjHHX7YNIycSPMKzrUsfdIbpcbZ6WzyWK2u8vYX7ayWlmpPRODzsKyzFdweqx1nntkSPUN0eP24Kx04nE3vqNwYFwQ/W/vW/tODXQ+r3NVTE3/u/YHp82J23H8DY8uuwuX3eWDiJqXP/6m/alRTUiPPfYYQI2ERaPRsHnz5uOPStSb1VXMrzvuRMFFhCWVtNhr+GvvYxTbdrFg7xTO6vCsNCOdwMocB6h05BMV0AWd1kClI58i2y6iA7pj1AfWeZ7TXUle5UZCTckEGqPxKC4KKrdi1ocRbGrTJLEWOGBpmVq7EmWEMhcUu+D7qgF0DyXB3Ykwdr3alPT+ATg1BCyHFn/GVmKjaFcRK15fQWlGKR1HdqTLeV0ISw7zWR88h7uMPSV/serAmwBEBXSl2LabCmc2i/ZNY2THmXX+Te20QokLegeBTgNZdthuhVODIUBX6ym47C6K9xSz+v3VZK/JJv6UeNKuSSO8fTg6Yx0n1cFgMNFvcn/2Lshg38J93nKNVsO4j8YSmhiGongotO5ArzUTak5q0PVbqtLMUvYu3Mu6T9dhCDJw6q2nEt09msDouv8GalN2oIwD/x5g1durQIG+k/sS3zee4PiWX3NV+9/0tqq/6RNzoeVGJTBbtmyptdzp9PO4x5OQURfIkLYPsTH/a87p+IraJ8Ywk7/2PM5pSQ9L8nICK3Mc4Jftt1HmyGJUypuEmduxYO9UMssWM6zdE7QLHVZrEuN0V5JR+g/zdj9MfFBf0ts/RZn9ALO330SAIYrRqW/4PInJd8CLmfDcPrizDfw3GX4thId3wRddYXEJ3JCg9nmZ1QNmZqnHxRgPXcNR7mD95+uZc+scb9nO33eyaNoirv3nWqK6+KZPngY9AfpIQEO70KF0jhyHgsKfex7FqAvGoLPUet5OK6SvgQIXLEiDBCNcuBGWlsL/esDw8JpJjOJRyPg7g89GfobHpda87Jq7iyUvL+GK36+g3dB2DU7MQtqEMumbSRTtKmL3vN2YIgzEnBFAtmkhTmMbyqzF/LTtBgw6M2NS3231SUxJRgmfjfiM/C353rLN320m7Zo0hj83vN5JTNmBMmZdPos98/d4y7b9vI12w9pxwecXEJzQcpMY9W96MfN2P0R80Cmkt3+ackc2P2+bXPU3/eYJmcQ0ei2kw5WVlfHll1/y6aefsmjRIl9cUtSTURdEh4izSQo7gwBDJACxgb05v8vn1WbiFCcgRf2PR3EyZ8fNhJqSKLLtrNrlOXhAracdrFo+UL6S2dsnU2bPxq3Y6jzHFw4OjHk1CxaWwOpydfutLHgx5VCH3TYm+E8SBB7x7lSeXc4vt/9S47rWQitzbp3DpO8mYQmvPbloCIPOQmLIIMZ2eo8KRw5zdz1AdEAXhrd/HtDgcJWjGDw1hlIrVf8q3DB0DbQxwjYraKqee213tmx/Gd9d8p03eTnI4/Twf5f8HzesuIGQxJBazjy6oNgggmKDiD81hrzKTczefgOKw82+7fOwOotwesrRa8005e+7Obhdbla9s6pa8nLQmg/XcMr1p9Q7gdm7YG+15MVb/tde9vy1h56X9jzecJvUwTmKDpSvOuJv2oPSyn/PdTmubnKZmZlMmzaNoUOH8uGHHzJ27FhfxSUawKgL8iYvoHbsleTlxBdsiufclNcJMbXFozi9ycsZSY+THJqOUR9U63lGXQBtQ4eQnvw0AMW2PbgVG0HG+Kpvar5vQooywgNt4d6qOUgOJi/pYfBSCiQcMSbgyOQFIGNJRq3DgwF2z9+NtbDufikN5VbsrMn+gD/3PIZRF0Ra3PWsyf6QebsfZvaOm7C7S2uck2KB+b3VBKzCrSYvALO6w4gICKylNagip4LKvMpaYyjPLqci7/gmntPrTEQHdGNEx+mAhlJ7Bk5PORZ9JGM7vUNoCx0OXl8VORWsfm91nftXvbOqXv1AbMU2ls9cXuf+5TOXYy3y3evL1wx1/k3HMSr1LUKaqFnY3xpVA7Nu3Tref/99/vjjDxRFYerUqZx33nkYDDJFtRDNSac1EGCIodSe4S0LMSWi0xqPchbotUaCTfGo9QPqG7xFH4lO03SjC83amqONUi1gqGcLict29E6Vitt33zKNuiD6xF1PoXUH56bMJMTYDosmlnkZdzOs3TQM2tq/1Vt0EKVX+76A+g2xrRlMdXxVPFaHXcV1/M9JpzUQaIhGq9HhUdR7aNIHo9cef21VS3C0zrYHO3ofqxnO4/Hgttfd+ddtd9eZPLcU6t90Aof/TZt1kei1J+6I4QbVwPzxxx9ccsklXHXVVYSHh/Pjjz8SEhLCGWecIcmLEM2s0pHPgj1TyS5fBYBBq9a4zNlxC7kVG3B7au+T5lFc5FVs5udtNwGK98M4r3ID8/c8QoUjz+exlrvghwK4bqu6HVJVG/H2AZi2V+0jcyxJp9XdVyO2V+xRhw83lFajJzqwGxO6fkG4pQMAOfvsnNf5M2ICe9S6nlCWXe3zsrZC/QgJ0qkT9A1do9Y41ZZfBcYGYgis/b3TGGwkIOb45pw52GH3p2034FFc6LUWNGgptu3h9513U+7IOa7r+5slwkK3id3q3J92TVq9Fhy2hFvodXmvOvf3urwXloiWm/B5FBf5lVv4edtkDv1Na8i3bmT+7qb5m24JGpTA3HbbbXTp0oVFixYxZcoUOnbs2FRxCSGOwelRRx0ADG03hYndviHUlIRHcZJR+jdOd+1NE053JVlly3ArNoKNbZjY9WvSk58BNORXbsXhKfd5rJUe+DJX/fmsMNg5EO5vq27PLgR7Pb7cBsUH0XdyzSHCWr2W0W+OJjCmYSNOjkWr0VfrBO9wODBqQ+pcDLHQCeuqkpdZ3WFdP0isak5aUKQmcUcKjg/mnOnn1Hq9c18797hHvzjdVnIq1lY1G0UxocsXjOj4Chp0FNn2tPo10wwWA6c9eBrm8JrJa5uBbYhLq99cWBqNhi4TuhDWPqzGvrDkMLpe0LVFzzTvdFeSVbrU2xR8Qdevq5qTqv6m3b7/m24JGtSEdM011zBr1iz+/fdfLr/8csaNG9dUcQkhjiHE1JYxnd6l0LqNpJAzMOoDOTfldXYV/UGnyHGYDaG1nmfSh9AtehIGrYXksGEEmeIx6kM5q/2zhJqSCDP5vl9EjBHe6wRv7YfJCRBlUPvExBhgYrTab+RYLOEWznziTNqnt+fvZ/6mPKectqe1ZehjQ4lMjTz2BZpYt0D4K02tiTk44ujPNPi1AC6LhdBa8h6dUUe3Sd2I7BTJn4/9SeG2QqK6RjFs6jBie8U2eBj1kYz6QDqGn4NWoycu6BRCzUkEGmI5p+N0TPpQIiwpx3X9liC8Qzg3rLiBZa8uY/OszRgC1GHUXSd2bVACGNo2lKv/uprVH65m7UdrURSF3lf15pTrTiE0qfa/pZbCpA+ha/Qk9LoA2oUOJdgUj+nwv+lW3tepLhqlgTPd2O12fvzxR7744gv2799PZWUl7733HgMGDGiqGBvM7XazZs0a0tLS0OmO7w1A1CT313+OvPeKouBWbNX6MzjdNgy6YzenHHmc021FrzU16UKFVnf1eV0q3XXPj3I0lfmVuB1uTCEmjEFH7+/jC/V9zbsVsHuqP6dKFwTU46uitciKy+pCH6DHEubb5gqn21pt+LfLbUer1aHV+GQgapOq77132V1YC6xodBoCYwIbXWPicXuozKtEURQCYwLR6lrmwp218eXftL/e5xvyuA1+9ZpMJiZNmsSkSZNYuXIln332Gddddx2pqalMmDCBK664otGBCyEaRqPRoNdU/7CrT/JS23F1zW/iS5Yj3o8ak7wABES1zPWIdJqaz6k+yQuoNUw00eDBI3+3et2J17FTb9L7ZK4WrU5LUFztI/haOn/8TfvTcaWW/fr145VXXmH+/PkMGzaMd955x1dxCSFOQC63rfr2UabkF4IiK9rsCiyWqg/iUjvsKwEfLBcgWj+f1I3FxMRw55138ueff/rickKIE5DVWcj63C+8I1/srjJ2FP5KiW3fMc4UJ6UiK7y9Cs1LS0gxRaOtdMH/bYLn/oZtBZLECN/MxOu9mL7lt6cKIZqfzVXEyv1vsqVgFruL5zEy5VV2Ff3OksyXCDBEMa7ThyfkVOctWb4DHMqhSQRLXWD1QGzTdymqH5cHSmxgc2F8/V+UhGDYVTVqKqccOoTBcXZyFq1b6+mdJIRotfSaAJLDz0SDjgLrFr7ddAFLMl8CIC7wFHQn8GRbLVG+A57cC+lrYa9NXVjz2zzovgI2Ht/kv74THQh3D4JQE9hcaA4mLxO6wKC2ENBSMi3hL8eVwOzfv5+1a9eSm5vrq3iEECcgvc5EfGBfRnR8GcA7L0VS6BkMant/taUwRNMrdKlD2rdWwjnrYHomXL8VCpzqgpuFLWVdXoterXk5XOcoMEttv2hkApObm8tll11Geno6F110EUOHDmXy5MmUltZcH0QIIUBdX6jEXr2/S4UjB4/SUj4tTx7JJpjbG4waNYl5fI9aPiYSnu8AES1hYvVSO3y3Cc3mqoUatVXDoqcvhazSQ6uDipNWoxKYxx57jNDQUH799VfWrVvHzz//DMBTTz3l0+CEECcGu6uU7YWzWVrVbBRhSalqTtrK3J33tPop7Vsbow7SgmBSdPXyN1MhrqW05lmdsFZ9XbjGp6JMGeZtTuKffep+cVJrVD3cihUrWLBgAUFB6lj5jh078sILLzB8+HCfBieEOPF0CBvB4LYPkF+5md923uXvcE5KpVV9Xj4/ovX/rLXwe29o57tlpRovKgDuGoiyu4i8dnpiwk3o7h4Ef++D4R0gUPrAnOwalcCEhIRQWlrqTWBAXSckLCzMV3EJIU4gJn0IqRFjCDW1IzKgMxZDOPFBfRmd+hbBpjYEGWP9HWKT8ChuHO5yzPpDU9HbXCXVtv0h16H2eQG12eiWBDhvA2yzwt074L3OLaAZSaeFtiEo0QHs37KemHYJEBMI56aAxd/BiZagUU1Il19+OZMnT2bevHns2LGDf/75h9tvv50zzjiDFStWeP8JIcRBJn0wiSGDvB129ToTcUF9TujkpaByGyv3v4HVWQhAiT2DRXufosLh34EPsUb4sLOavLzbCc4KV2te0oLglZQWkLwcpNOimI8YKi3Ji6jSqBqYF154AYBbb721Wvnq1av57LPPAHWK882bNx9neEKIE8mR69O05BV+j1elM5+ft9+Ay2PF6bbSL+EmZm+bTIUzB4e7jPT2T2MxNNHaAccQrIcLomFUpLrQJsCgEPi9F0RLy4xoJRqVwGzZssXXcQghxAlFrzXTJ+56VuyfwY6i2ewoml1VbuHUNrdj0of4Nb5gPRw+QNmoleRFtC4NSmCys7OJi4tj//79dR6TkCCzaQohhFkfSteoCyh3HGBz/nfe8tGpbxEZ0BmtRmaRFeJ4NCiBGTVqFP/++y/p6eloNBoURR2Hf/BnaTYSQohDbK5i9pX8Xa1sU963DGhzJxZDhJ+iEuLE0KAE5u233wZg3rx5TRKMEOLk4PY4cHoqMevDAFAUBburBLMhzK9x+VK54wCzt99EhTMbvdZCUsjp7Cr+ne2FP6PRaBiQcCdmP/WBEeJE0KAEZvLkyfz777+0adOmqeIRQpzg3B4H2eVryCj9h7S4qzHpwiiy7WD1gfcZmHgvgcboY1+kFdBp1FFWe0v+Ykzqu4SY2hIZ0JmV+18nOfRMdNqWMNmKEK1XgxKYg01GQpwUcsrBpIewqg+aQiu4Peoic62IwwM7rRBpODTiZFslBOqgTTPOuprrALMWPK4D/LLjdjrH3suuskzizAX8tO0GHO4ytBo9g9re7/d5UnzBYohgUOI99I2/gWBTIlqNji5R59M+LJ0AQzQGncXfIQrRqjVoHpgTecijENVkl8NLS+CdVVBsU5OXN5bDK0shr6Us13tsDg8sK4W0lfDQLnWxvk0VMHg1XLQRsuzNE0e2HSZvhe/ywK2J4bT27/Fj5bm8ntuerSVbcLjLsOgj6BN//QmRvBxkMUQQam7n7bBr1ocSak6S5EUIH2hQDYzVauWss8466jHSP0a0ek435FdChQPKHfDmCnB61KRGq4EiG0RY1JlCW7gKNywuAYcCH2ZDph3+LVcTmc0KlLubPgabGz7Khu8L1H+OVAt77d15MUu9f6eHDiUxeAiD295LqDmp6QMSQpwQGpTAGAwGbrvttqaKRYiWwaCD1AiY3A/eXgkZVausazVw26nQPqxVJC8A4Qa4IQGcCvx3D8wtUssj9LCwD3RqhooAsw6uioNFJTCnEG7eDgcrf6+PqyBZs5j1ZX+zMS+RU+Kvx6xvOR1brUVW3HY3xhCj1EAL0cI0KIHR6/Wcf/75TRWLEC2HSQ9JoRBkhDKHWhZmhvggNcFpJrZiG+XZ5WQuzURn1JFwagIh5oZNgBZhgEkxagJzUN9gdTr55vpMjjfBJ12h0zIodKll3QPhgYQD7Mv/E4CNeV+h0xjoHXeN35uRKvIqyFySyd/P/k1FbgXtz2pP39v64nF50Olk/hYhWgLpxCtEbQ72eTmYvBwse3sV3Nj3UMfeJlSRV8HfT//N0leWess0Wg3DXx5Om4Q2BIQH1Os6myrgjDXVy+YWwQM74dkOhzr2NqUCJ0zPOJS8AGysgIXl7Tk/cQpBxgQ25n1Ju7AzMWj920naWmhlwdQFrHj90HpuRTuLWPfJOq5dfC3xfeL9GJ0Q4qAG1YOPGzeuqeIQouVweWBrPuyv6vNyxwCY3Bc0wJ5i2FOkjkZqYplLMqslLwCKR2HuXXMp3lVcr2sUOWFGlppAROhhU394Mlnd91kO5Dl9G3NtbG74Igee2qduXxsHIyPUL0PXb9OxtMxM79hrmdjtW6IDuqPTNmqFE58pO1BWLXk5yGVzMefWOVgLrX6ISghxpAa9U0ydOrWp4hCi5dBroVcsTOgKbUOgQzh4FLVPTKkNOkc1eR8Ya6GVRU8vqnP/8hnLGfvOWHTGozdnhBtgSjIoCtyeCF0C4JY2oNfAwBBIbYapSMw6GBcFb+6HYWEwNRlciobrt4LNo66AbDYEYSao6YOphz3z99S5L3NJJtYiK5YIGUUkhL/596uOEC1VoBEGJYJRd6jPS+dIcCtgMRzz9Oyq4clxVfOs5DvUjrTx9Zx3xWV3UX6gvM79JXtLcDvc3gSmzKVeP6IqNKcHSt0QolP7ujzdAcL1ap+XCANMToBArfr0mkM7M8ztDUbNoQUD3+sMCpDQjHPR1IfWcIzkVPryCtEitI6hFEL4Q6Cxeoddkx4C6pe83LANbtym/lzggJcy4ey1sM9Wv4c2h5ppe1rbOvcnD+/APo0Bh1tNXjZUwJpy2F6pJi/LS6HjMvX/To+atBzeYTfc0HzJy0FtTNVXO443tbzkBSD5zOQ693U4u4PUvgjRQkgCI4QPKQqsrYCfC+CnArh+Kzy5F57dB1us8L88qKzH3CuGAAOnP3p6rbUBplATkRN60G2lhsWl6vW+y4Oz1sKP+TCvCM5aByUuuGk7FLtqeQBRp6C4IM588swa5eYwMyNfHYklTBIYIVoCaUISdXK6bbgVK0ZdCFqNDo/ixuEuRau0wK/NVfbb1f4dB0fW5DjUVp/j/aZfdqCMsv1llOeWEZoYSlB8MIFRgVQ689FqDN5hvxoNDAqGdzqpNTCzCyHKAO9GljPYVo5uXRllxSE4Q83YSmyUZpYSFBdEcHwwQXHV+4BEpERw9YKr+fnGn8ndkAtA29PaMvKN0dzuCuWBMCsB+yrYvbeIiSEWzogMZqkzhE2VGuweSLHATz2q13o0RIUjD61G51012eosxKO4fbZW0cHXk05jwaBTO+NUOvPRaYyY9EcfKm4vsmLQaMjckINWryMsOZTAICMao/64q5bMoWb63dKP9me1Z+n0pZTtLyNlZAqpF6QSntpy5qhpiRzuctweh/c1c3DRToM2yO+ds8WJp8W/otxuN1dffTVt2rTh2Wef9Xc4Jw2n28b+8hX8ufs/jE59i0hLKgXW7czefhNnJj9JSFiMv0OsIdMOE9ZDjyB1eLAC3LMD9trg6+6NX/encEchX4z5goKtBd6ypNOTOO+zsfxRdhMpEefSNXqiN4kJMcAF0fDGfrXJ6KewItZc+jXfrsvBGGRk4tcT+en6n8hanuW9XnS3aC7+8WIiOkZ4y/QmPW0HteXKeVdiLbKi1WkxhZnYnb2bt8IDmPfQH/zy2Trv8YExgVzz46VcookHNHzQGZIbWVlQ4cjlj10PEmJKZGDi3QAs3/8aRdbdnN3hBQKNx/f79yhuCiq3MXv7TaS3n0ZC8KlUOHKZvX0yPWIupXPkuDqTGGteBZqt+Wj/t4XQid1Y+P6/DLv+FDRfb0S5tg+aTpHHncQERAQQMCiA+D7xuOwu9AF61q5bS4ym5b3uWwqHu5zdRfNZvv81xnZ6l2BjIjkV6/h95z2MTHmN6IAeksQIn2rxTUgzZ85k5cqV/g7jpOPyWFmc8SxOTzmzt9/I5vxZzN5+I05POYsznyMmLszfIVbj8MDcQlhRrk6Zf99OuGM7fJEL/5TComJ1dHRDlWeX10heAPYt2scvt/9GG93prM7+AJfn0NDaAgc8n6H2SZkSUsH6q78jZ10OAKfefipLpy+tlrwA5G3K45sJ31CeU7PjbmBMIFGdo4hIicAcbsaoN7Lxg3/ZeljyAlCRW8GsEZ/wQkAJABdshM2NWLbJ7XFxoHwVuZXr2FE0h8UZL7I062W2FfxEXuUGssqW4/EcX7uU3VXKsqzpOD3l/L7zHjbnfcfs7ZOpcOaw6sBbuDy1dxZyu9xoHG7Mv+wAq4vQbzdx9rjOBH+1AWwuNF9vALvv2sz0Zj3mUDMarfTcPRa3x86yrOnYXEX8tO0GNuf/H7/suBWnp4LFGS/gcJf6O0RxgmnR6fCSJUv4/fffGTFiRKPOd7ubYaGXE5RRG8KolDerPlRyWZz5HACBhhhGdXyTvdtz6dIl4hhXaT46YFyEhieTNfx3j4ZPcw7te6GDwtnhChpFoaEvibL9ZTWSl4O2/7SDAdPG0DE1HbM2wvt6W1Kq5bl96gfecE8F36zc7z0ncVAifz/zd63Xy1mXQ0VOBZaouqtN3G43wfoIlr38v1r320vtRGzKonf7MNZWwHkbYFEfN2EaOzqtWgVldxeh1RgwaOsatqwhMXgwpybcwfL9r7Gr+Dfvnn7xt9I2eAiKojmuvy+jNoRhyU8yd+e95Fs3szTrZQD0WgtjUt/BpA2v9fpl+8v4YvQXXPzuOCJ+2AIldjWZAQg3Y7+2D/oAPQ3+RR/DwVjkPaVuBk0oY1Lf5eftN2BzFbEk8wUAwsztObvDixi1oY26f3Lv/cNf970hj9diE5iCggIeffRR3njjDT766KNGXWP9+vW+DeokExoaQv+4O/kr41FvWf+4O8nLsuN0Olvk/b22c3feOmD2rrLc3gyXhNvZs35jg6+l0+kwZR2l3UkBrS0AZ6mFtVsP3YvUNsncEheKVgPmvOqTnrlsR68dKMkuIcuVVees11qtlvjAJGzFdQ9nKt6az1cjnYzZbOCbbg7+2XkdvaKvQVfZjoBQD3P33UbXiEuIVAaTn1NW53VSOo9kk/Fbyh0HAAg0xNIhZDSb1u886nOoL7PZzGlJ/+WH7Zd6y7pFXoSt2MLa7HW1nhNrjCVvQx5/vLiYMZP7EvC/Ld59lWd1YMeSfRjtJioqmmbF8Jb4mm9JIqPC6BV9DSuyX/WWDU54mKzdJVRU7D/Kmccm994/WvJ9b5EJjMfj4f777+eaa66hS5cujb5Oz549Zd2SRlIUD0X27cze/lS18n+ynmJ06ts4nGZSOqa2qPub59Jwz06NN3kB2G2D/2SaeLZHH6L0DV8KI1+fX+c+rUGLJ6AMp+UAPXoPQK85NCvc4+FqDYyW6tPi6016NDoNirv2WMLbhtOxU8c6H9PtdpO/K5/ghGDK9teefCT2b0NygJbFfdxszHqafOsm/tz3IP0TbueffZ9T6cxnXd4HTOo2isT42h/L7i5m+f4Z3uQFoMKZw7+5MxnQ8y5MurA6Y6yvcmcWs7ffVK1sfd4nxHVIo2evvt4ao2rnHCgndVQqI+8ZRMC31ZPSgJ+30fXmfmiTQ9UZlH3I7Xazfv16eU85CrfiJL9yA6t2vl6tfP6+BxmT+i4hxtTGXVfuvV/4674ffNz6aJEJzNtvv43RaOSKK644ruvodDp5wTeSzVXGbzvvwumpJNAQw5ntn+bP3Y9Q4czlt513MT7l8xZ1f50e+F8+fKkO1uHZDuosr1P2wEc5GoaGabg8Vp1ktyGC44JpN7QdexfsrbEv7YZeZOh+Y8fun7ikx8+YjIeSlZiq22KNCaTzeZ3Z+v1WAHb8soMeF/dg/ec1/0A7juxIYEzgMe9piVLCmdPO5Mdrf6yxLyQxhJgeMej1OmKAwDa3UGLfTV7lBpbvV78VG7SBjOn0LgGGKDSamjfE43GRUfo32wt/AqBv/E1oNXpW7J/JjqI5xAWl0TlyPNrj6JBpcxXx157/UuHMQa+1MKLDyyzPmkG+dRN/7L6PS3rMxqirudZTSJsQJn00HsMLi8HuhnAzFWM7E1jVnGT4YDU8eoa6CGcTaEmv+ZbG6Srlt1134lFchJnbM6Ttw8zddR82VxF/7L6fMZ3exXIcK43LvfePlnzfW2Qn3h9++IHly5fTr18/+vXrx88//8zPP/9Mv379/B3aScOoC+acjq8QakpmdOo7xAf1YXTqO4Sakjmn4ytk7s3zd4jVGLQwIRouioYXOsCN8XB7G5jWHq6KhVGRDU9eAAKiApjw2QS6nN/FOwOrzqij/239OePR0ynV7OWs9s9g1AXXer4l3MKomaPoeVlPNDoN/773L53GdiLtmjTvHC8arYZuF3Zj3HvjCIg89gKNlZWVpI5JZcSLIzAGH/qgThyUyFV/XkVI4qHRO4HGGM5o959q53ePvpgwU3KtyQuAVqsnKfR0UsJH0T/hVrpFX0TXqAs4tc2ddAwfSbuwYceVvACY9eEMS36SUFMyY1LfJT64LyM6vkh0QA+Gt3+hzgUdNRoNbp0G+1W9ITaQwjGd+Pre3ym9qDvEBsLN/es12aDwPYM2kHM6vkKEJZVzU2YQF3QKYzq9S6gpieHtnz+u5EWI2miUVrDE9EMPPQRQ72HUbrebNWvWkJaW1mIzx9bAo7ixu0qxGA698VidRRg0Qaxdu65F3t8chzpdfXjVZ1ihU51iP/Y4v5DbS+1U5FZgK7NiDrUQHBeMIcCA1VmIXmvBoDv6eGVHuYPynHIcZQ6MwUYsERZsRTbspXaMQUYCYwMxBR97nPfhr208aqdWW5ENvUVPQFRAjQSoxLaPn7ffQKXzUFOYBi0jOr5MfFB/7/wrtbE6C9FodN7h4XZXKW7FSYAh8phx1pfVWYRJr84zdPAx63M/3XYXVDgpOFCGVq8lMCYQi0GnJi9NMGJI3lPqx+1x4HBXeN8zFEXB5i4+ruRF7r1/+Ou+N+RxW2QTkmgZ1EnMqr/xWAy1jw5pKY5MVCJ89GXcFGLCFFIzwTg4YdfRZNnBpTcSlxxBhA7yHJDrgfAgC3HHEZ/OoCOsXRi0q32/zVnMn3v+Q6UzH4M2kBEdp7Ms81XyrRuZu0ttpjlaAnPkczvW5HJ1sbtK0WtN3j4tDncl4MaoC67l9VW/kW06kx5MemJkWv8WRac1YtEe+iPUaDRS8yKaTItsQjrSs88+K5PYiVYpyw5Xb4GLN8EuG+Q64Im9MHQN7LRBqbPpHttsCOPM5KcIM7dnTKd3iQ/qw4iOLxAT0JMRHV7GqK292cuXbK4SNuZ9TXb5GtweOw53JRklf7Oj8Dcc7rpHQAkhxLFIDYwQtXC57VQ4czDpQzHrQ1EUD6X2TIy6QCz1bEJRFHVxxXlF6qzA12yFzhb4pGqOmu/z4eYEaFy9Rv2EmtsyptO7mHWhaDRaAo2xjOj4MgZtIHpd0y4J4fI42FU0l1UH3kKDnpEpr2J3lTJ/zyOAQoAhmqTQId7mIyGEaIhWUQMjRHNyue3sL1/Bt5smsinvW+yuMgqs2/jflstZnPEiVmftE9sdSaOB/sHwVTe1/++y0kPJy80JcGUcxDXDslIWfXi1DrsWQ0STJy8Aeq2RpNAhhJtTUHDxy45bmb/nYUAhPqgv0QHdJHnxsQpHHhWOXO+2zVlEuSPnKGcI0XpJAiPEEZyeSvYU/4WCm1UH3uTvfU/z87YbcXoqyK5YjctjP/ZFqgTq4aww6HtYa02QDh5MgsSWuyamzwQZ4zg3ZSZmfZi3LMSUSHr7p322KKRQVTjy+HPPf/hj10NUOHKxOYtYeeAtftp2HaX2TH+HJ4TPSQIjxBEshnD6J9xCp8jxAOwq/h2np4IAQzRjUt8h2JRQ72vlOWDKXlh5WHePcndVnxirOpXJicajuPAo6ozDDncl2eWrsblKvPvL7NkUWXfhbkAiKI5OURRK7fuq1rBayx+7HmBp1itszv+OcscB9hT/hdNtPfaFhGhFJIERohZmfRjdoidVK2sbchrmBoyoUBT4txxmVq3beFM8fFI1nczSUng/G0pbeQKTZYf9h+UhOQ4P+2xuCq07cbor2V+2zNvnJSagJ2HmDlXNSbeTW7ERj9LKb0ALodFoiA7sxvD2zwMacivXs73wZwDS4q6lU+TYYw5NF6K1kU68QhxBUTwUWLcxe9vkauVbC74nyBhPt+hJ3rlRjuZgH5jHk9WamHvaQpwBTN3ggwNwQzyEt+K/wCw7XLgRdBq1n49eo/DQTvirxMT/uljQarIJMbXFog8nxJTEkKRHMGgD+G3nXbg8VgKNsdIHxof0WgvxwX2JsnQm36quEWXQBtIj+tJ6vV6FaG1a8dunEE3D5i5hRdbrVc1GUYzt9AGrs99jW8GPrM35kE6RY4D6fSBEGOCONlDhhrZVU66MjoDBIRBnbNzswC2BR4EtlbCkVB1hdeFGaGvS8FWeOoncwtIIunveotS6mjOTn8LpqcSjuAkyxjIy5VUUxdOgpjhxbFZnESsPvOlNXgCcngp+33kvwzs8S6Axxo/RCeF7rfTtU4imY9GHc0a7/5Icepa6CJ2pDacm3E63qEmMTn2HAENUtdWiFUXxbjttTlyO6itOh+sVb/ICEKBTSDTXnbzYnMW4PQ7vtt1VVq85Uw6P4+C2x+OpcUwdJx99+whaDQwMhm+qRlj9UwpfVa0u8VSym76G39hV+CX51i0s2DuVIGMCkZYUNBotQcY4SV58zOPxkFe5kS35/wdA79hrODP5KdTmpLVszv8/6QPjR0f+3bWCCfBbBamBEa1PmR1cHvVTNLTumWSPR6AxhtPbPeqtercYIuibcDNGXSCl9kw8iotwc0cqnbmUOQ5gKIgn468DbPxqI8ZQI6fe2p/objF4gkuocOQTFdAZndZIpTOfQutOYgJ6YNTXXO/H6izi3wPvkhw2jLigNFweBzuKfkWLlo4RI9BR+1pJZfb9VDrz0WtNhJnbY3OVUGTbhUkXglkfSrApAUVRKLLtQqvREWZO9p5bWu4kJL8cEkNAr6Okwkno/lJoGwLmuqcKDtTDsHDoHggbKtSybgFwc3wFv237GFCbNbpFT0JR3Ch40Mh3pibhVuyYdKH0jLkCj+IgxNiGnPK1DEl6hL3FC0iJGIVe2zR/K+LoSmwZOD0VRFhS0Wp0VDhyKbVnEhXQ7agzYYtjkwRGtB6VTthbDN9vgawyiLTAqFToFg31WEeooY7sN2DWh1Js28PP225Ag5Yxnd7lz92Pkaa9k29GfU3RriLvsTt/2clV6y7g75yHKbVnMirldcLM7Vm4dxoZpYsY2m4KyaFnYtQHec9xuW1sLfgfm/K/ZnP+/zEy5VVKbPtYnPkcAMGmNsQH9q8RZ5l9P7/suJVyRzZnJj+FXhvA3xnPsL9sGYMS76fckUP36Ek4PVZ+3nY9Go2OsZ3eI8ycTFaFm6cydTyq19JmXwm5caE8n6nlJouZlE350DUKLLUnMbkOeGDnoeSljQk+Tc1gXc53DOvwGn/uup3Tkh5kT/FfhFs6QiVEBqSi1cjbjq8ZdBYiLB1QFDdZ5ctYlDENgI7h5zIw8R5CTG3QaHy/RpQ4uhJbBrO3T8bhLqtajTuSubvuJ79yU73WIxNHJ+8konXwKLA+Bz5ee6gsr1LdHt4BRqUctbbAdxQUFBzuckrsGcSa+7Dhlb3VkhcANGArsqEYFDyKkzk7biXUlESRbad6FUXhyEpkvc5MSsQodhT+RpFtB7/suNW7LznsTCIsqUeNyq04+HPPo4SYEimy7aoq92BzFTB7+03Y3aU43GXqSCpFId8BF27VsrhUw6rAYH5OcXHfDvi0UMfXpkBWdDcRVyNKlUdRR1J9XDVH2lPJcENcPnO330SFMxu7q5DxXT5i7s57yK3cQKF1O2cmP4nH40ark7edpmDQBRJkimP9zs+9ZQXWLRh1QZI0+pWC01PJz9tuIMAQRYl9Hxq0Vc1I0pR0PKQ+V7QOxTb4blPt++btgjJH7ft8yO10oy2IZHToF/QIvJp/9j1NR835bPh4S41j7SV2vh3+C2cEP0uoKQmP4vQmL6cnPUb78HRMh9W+HHRw4jeD9tC+CEsKQ9o+Wucq0MGmBEalvEGwMRG34vAmL4MTHyQmoAc7Cn+lzJGFw12GSRfG2NR3CbO0J0AHDyapjTrLK7QkrDPyaaE6Kui2WDcmg6bO2hetBoaEwtRkeKo93NwGzFojqVEXArC3eA5frB9FbuUGNGjpFXs5Zl14g2cA3m+H/MN+tTkOOCDTx9SqzJ7Fz9sm4/RUeMuKbburFvTM82NkJ69Qc1tGp75NgCEKp6eSEvs+AM7u8BIJwf1laPtxkgRGNIsCB6wth4qq/q1lLnW7oL6LGVY6oaKOgxXU2pgmVJpZyl9T/uLNnm8ys+NbbLvLzACHusCou47Z6OyldpxlCgGG6qM/QkyJ6DTG2s9xlbOn5C+cnnJvWZF1D4W27dU69h5JpzVi0VdPcAKNMRi0gdW+fRt1Qeh1aj+aAB0MD4cvuqjfAl1VXwYfiHYyOdhB+DEqtCIMcGsC3JQA4QYINobQNfJ8esVeA4CC+ss+M3kaiSGDMRkatnhkpg0mbICpe9QkJtcB9++EKzZLEnMkp9vK7uL5lDky0WlMjOv0AcOSnwRgf9kKiq17pOOon+i1Zky6MO+2Bj2Bxhh02trfA0T9SQIjmly+A57PgD4rYXYhlLjUhQzTVsJrmfVMYnTHaL83Nt18ImX7y/hq/Ff8/fTfarOQW2HXb7spz6wkV7OK1PEdapyjNWi5YPa5bDDM5ED5SgBvrcovO24lt2J9jYTE6bayp3g+izPUxCgxeDDh5o7qxG/bbyevcnOND6E8B5Q78vhzz2PkVq6tehy1c/D83Q9TYt9LdGA39FozGnSUOTL5dccdlDuyASi3uZmdV32k0l+VOipKHGp/I9fRJ5qLNKqJzEEabBwoW1HtmL0lixo8667Do75WlpXBzP3wn91w9w74NAfmFcPCEnB7jnmZk4ZBZ6FT5Fj6xN3A6NS3iA7sTnLoUM5MnkZ68tNEBXaXPjB+UOHIZe6u+ymy7QA0GLQBKLj4edsNFFq3y0SOx0kSGNHkXFX9JRTUKfSv2gxXVrW6LCkBZ30+iIKM0KaOb/AWPUQ0XVVszvocDvx7oFqZMdhIeJdgNpZ/TP9Hu2MKqd40YomwENYliDzrRkBtNprU7VtCTcl4FCf7Sv7G6ak+rNWgsxAb1AuzPpzksDMZmjyFkSmvEW5OIdzSniBjbLUPoRwHPLEHKlyV5FeqzWuntn2CkZ2/IcSkNicdKP+XNsEDOa/zJ5ybOhMNekrt+6h05pPvULhvr5ZPC9Tkb3i44m1OmlAUTFZQANjq/wZb4cjjj10PkFfVbJQQPACAnUW/sDRzer0XwQQwamFiFDyUpG6/fQC+qFqj8Nn2MCIcdPLuVY1ZH0bPmEuJDuyGVqPHoAskKfQM2oYOwairffSaaFrqaMCdaNAyosPLTOj6JYGGGJyeSg6U/4vLI0Pbj4f07BJNLs4EX3aDSzap35x/qPocOzsMPu5azxWZg01wdRq8vASsh82zotPAjX0htOlWRtw8a3ONMnuJnf8b8Tvn/TIVZ1w21664ihXTV7H1x20Yg42cekd/Qk1tGdvpXfIrt9Au7AyMuiDOTZ3JzsLf6BI1vtbZUcPMyYzv/DF6rdnb52VkyquA2j/G7VYTigqPhpcz1NqJv0uSmN3tPQqsO3mzYAjfbQtk/Slvkl36B7EBPTHqQwi3dCTE05ZzU2eg0xiItHSm1K2hR6Bao/Nskpsb22hYVKbh/A2QagFDsAkCqmcJVmcxFU51hl2jLhCHq4JSRwZBxji0Gh0hprbkVW7k7A4vEhd0ClvyZ7F8/2uEWzqi1TSsk3WkEe5rCx9lQ3ZVZVVHC9xQ1WQlajLpQ6ptG3U1h+qL5hNu6cCY1HeodBWQENQPg87C6NS3ySpbRsfwczDqavaDE/UnCYxoFsE6uCBaTWAOmhQDIQ1p+UkIhkdOhy35sL1QrZHpHQcR5ib9Om6po3anZF8Jv1y8mMv/uhhzRzPnTB/JGY8NxYmH0LhQdBoIpAOKLh4XFoxAsDGe7tEXH3XoZIipTbXtIGNcjWMCtQq3toGfC2BNhYazN3YkLbANX+RZuC4OtLoEukVdiFtxYtarNVc6rZG4wDRAg05rIFwLNyRoGBaukGqEcJOW4XpYdgokGSHGXDN5WZvzIetzPyM9+WkSQwazt+QvFuydQlrctfSMuYyBiXfTI+YSwsztMegsdIk6n/jgvoSakmp8uB5LrgPu23koeQHYaYXHdsOUZIiSLgSihdNqdEQGdCbc40Rf9Tcfak4iwBAtHXh9QBIY0eTKqvq83LlD3dagNidN3gahenVq/cD6vBI1GogMgNOS1H/NpOelPdm3aB+B0YEUbC8gb+OhER2dxnQiIDgEnU4HOiiNCObaLfB0EKQFqf17Xsswc422FGNuKbZCK+HtwwmMVbCEH98bWJIZ/ugNHZbBpkoNmyotDAiBZztClAHAjIHqidKRHQfDDXCqQQPowKMQUOmgn1kHxqpfSIlNnTI40IiCi4LKrQDM3/MISSGns690EQD5FVvwKG4CDJFYDBHe65v0IcToezT4uTk88HWu2ucF4MlkdeHLFzLg9f0wMAQuiZFmJNHyaTU6tLrq39QkefENSWBEk7N6YMoe9eezw+CzbjBpo1ob89/dMCwMmqqi2+ospNyZQ5gpGYPOgt1VSok9g1BT23rVCLhsLnRGHR2Gd6BweyFpV6URkRrBHw/+gSHQQP9b+qMzqG9OhU61o+nvRfDPGpjfG37KUzgvL4fvJ3xO+YFDI4u6X9Sdc6afQ3B8w0bmAIREx3of7/0D6iigt/er9/nfMthQrq611KB+zR4F9pfB9CVwWS/oEQOldnh1KQxMhGHJBARGMSz5Sf7a81/2l6/wJi+JwYMY2u7xOod5N4ZRC5OiYW4RDAlRm408itpimGmDERGSvAhxspMERjS5GKNaU/DUXniyvbr9ZTd1ZMnjyep2U7A6C1mW9Ro7CmczvMMLxAedwtaCH1iW9Qr9E26na9SEoyYxbqebPX/u4ctxX+JxqT2N13+xnoCoAC7/7XKCE4IJijtsvhYDPN1eXeAw0w4D/oW5UaXMG/UxtiJbtWtv/Hoj4R3CGTZ1mDcBqjUGpfoArCynlq/d8Vzr1PJNnloLU1EJv/RSk6fV5TBiHfzTB/o3pMWm0gk/blX7F73/L5zfBRbshQIr/L5TTWICjRh0gbQLO4P95YdGGrULG4ahCTqJxpngnU5g0h7q83JvIrhputdMU/Eo7morbx+5LYRoOPkOI5pFewu82BHiq/raJphgekdo14SzaHsUNyW2PSh4+GPX/czb/TDLsl4BoNC6HbdyqDOw1Q0lzsPPheKsMr6Z9I03eTmoMr+S2bfMRlvLaowpAbAoTf05wQi6Ldk1kpeDls9YXq1W5kiuqhqVTVXzkuU5YPx6+O9eHY/vhSvi4Js8eHafWpP1fQ91LaIBIer9bZAgI1zaEzqGq+17s7aoyYtBC3cNhDAzDlcFe4rnsSTzJQDvukb/ZDzD3pKFONwVR3mAxokzVe+wG2WE2FaWvNhcxewu+oPKqlFYTnclmaWLKXfk+DkyIVo3SWBEswk7YuRIaBOPJAk0RjO8w/NEB/RAwUNW2VIAOoaPZFDivQRU9dWwuuHPYnWYbolLTV42lMO+LYU465g8L2tZFpUFNSfPy3WoE6+BWktQsauwzvgc5Q5cdlet+9yKWpsybA2csQZ2VMIOK9zbVq2OMWo0rChVm99AbW4J0as1MV91U9clarAwM1zZu3rZaW3VztM6LW7Fzurs9wB1jprLev5OQpC6NtO/B95t8FwvDeHyVJ+RF9SEztHC54KxuYpZl/Mp8/c8wj8Zz2F1FbG3ZAG/7byL33feLUmMEMdBEhhxQtNrLbQJGVCtrF3oGdWaPDZUwLgNcMt2+DwH1pXDhI1QWHL0D2S3o/ocKYVOdV6Wj6o+k84Mg4heNUcQHRQYE4ihrqn6UWfKNWvhv+1g2l4YvBrK3PB3HzVBOXc9bK9U+9pcGQdherVJqVHJC0B+Jby2rHrZgr2wMQ/sLiyGCEalvEmXyAkMbfc4FkM4w5KfpEvk+ZybOrNa511fcnlgZZnCKatgY4WasWytVOj/LywtdbfoJEaDjgBDNAB7iufx49Zr+HPPfwAw6UPRaKq/Bduc1dfUsjqLZLIzIeogCYw4YdldpWwt+IE12e8D6hTeAH/u+Q9ZpctwutVJpJJMMK7qs/fW7dBnFeyyQWiX6DqvHRQXVGMUUageromHQB183Q0ebAsdu0US1j6s1msMfXwowQm1d+LVaNTmoIV9INEEGVW51C3b4bHdCo/uVrf32tUWn+P+EC93wOfrDjUb3Xbqoeak9//1LuMQbEpgQOKdBBijALWWa0DiXQQb448zgLoVuRQmbdKQYYeha7T8nO9h2BoNe20wcaOOUlfTZjCVbihwazEHqF3NXR61pq2i9sqzakz6YFIjRjMw8V4ASu0ZAMQH9WNY8hMEGg69xkpse/ll5x2U2NRjyh3Z/LHrPgoqt0oSI0QtJIERrZrb48Tmqv6t1eYqxu1x4VYcbMj9ElCbjS7r+SsxAT1R8LA6+wPvLJixJni7M5x6WC6h10CbhCD63dSv1sc957WRBCcEe/upZNrVzrZpQbC5n5pQ/FEMQQkhXDr3SpJOPzTs2xBo4KxnzqLbpG5otHVP767RgFEDd2yHyQnqukUA84vVc0ZGwJWxcM46eGS3+qHaaEFGdfRRXJDa56VzJFx3CqREwLV9IOBQTdGRk2819WRcwZoyfuhWQoReHZY+doOWbIc6h9D3XXMxKk23UGGlG34thA7LNBTHdMCFhtXl0HEZ/FZUvyRGq9Fh0lXvUW3QBXj7EIFa0/LbzrvIr9zE7O03Umjdzu877yG7Yg1zdtyMw13m66cmRKsnCYxotdweJ7kV65m1+TKKbepidUXWXczafAl5lRsx6cIY3ektBiU+yKDEe7EYwhne4XlOibuZER1e9DZ5eBQ1Adl8WJcWpwLfO8yc9vgwxr43lrD2YWj1WhL6JTDi1ytZ3rsjBW4NK8rgtNVwwQb1GlpgqxWu2AKXb4ZZ+bAzKpy8mRcx/N9buWjFZG7acAuD7hlEYPTRB49vr4Sha2C/A1aWwtAjJu4dFQEWrbpUg09WuYkKgLsHQlKoOkY5zAzXnwLdY8DsvwGLZkMI3QK0vNupep+jVzuW0SNQIcQU22SPXe5WJ9OrcMOIjUZe369h2Bq1/N6dUHmMyh+nu5K9JQtYsPdxAO+Cm/tKFvJPxnPejr0mfQhnJj+NQRtAhTOX/9t8MQXWrWjQkZ78DHqNzBsixJFkGLVotZyeCubtfojokHNZmfM9KaF9WLj3CcIsPdlZtp0wczsCDVGEmBJweqw4XYA2irahA/HYHDjdDgq1Rkpc8FKG2nH2627QAScWDRSVu1gdZOHUq04hdVQqDqeHrR4DFx8I4BwFdmXAS5lg88BFUXYMig2NJpTugXB9rMKpwaVcuzW0apXnAFItAfzWy02ERUdlZQmeUg3GcB1GXSCKomAttBIQGYDH7aHsQDlBNjcvB+s5EBqMUQu3VU0EaNDAHYnqfDMXRMHSU9RmMKPiUasEAo2U55TjtruxWPTowsxHHapdTbCJivwKHGUOtDotgTGB6P2YvBy0zxnErTuqp2n37Q7m1NBAutXR56fQWX2hyUKnWmvjHTxW4YDAw4Y0HbnNoSkA0tfCXhvcu1ONIcmklkcfY0SUy2PnQNm/ACQEn0p68tPsKvqdxZnPU2jdhkdRm+bUGVs7cXaHF5mz4xbv+QMT7yE+uB/6VrJycaFTbUo9OPS/yKn247Loav99hOnhKJWQNdhcxZh0Id6+Q3ZXKVqN8agzW4sTl9TAiFbLpAtleOoXbNdeS4b+SrYWLSEsoBe6sP/yu+18ytxBZJUu57edd7Em7ze+zXXzQ56HopIDGLbZ2GvTcMt2hXKPwqhIhcV9FL7NVTCa9fxZrNBtezZnzN9EQJmV4PhgIpNC6domgNdToYNFHc47KRpe7mDnvNA17Cz4hmJHCXFGhafb7aCd4xW+61KATqO+qc/t5WR/3kuUleWxd8EeVr65iqLcAzhdleSsz2Hu/XMp2VfC0leX8k6ft3kn9TUOjH6PYX+txVSq1j6MjVTYOUDBrFGYGA0ry9Rp/5eWKnySDcW7Sijdls/3V32Psr8M3azNlG7Ko2z/sZsgnFYnGYsz+Hzk57zW4TVmdp7Jr3f9Ssm+kmOe25TyHApnr9V4m43eTy31Nielr9WSV0sHoP12uHkbbKs8eA21g/XKMrUPCznl8PVGdaZhgCIrfLYOahlZ1s4EL3aovgr4Cx0huR6dpS2GcPol3MKgxPs5M/kJLIZwUiJGMazdk4xKeaPaMhGVzjyWZb1a7fx1OR9T0UpGKuU64JFdsKZc/TJQ5IQPsuGvYthng+u3wu6qtQtzHPDATlhfodaA1ofdXcyKrDcosG5DUTzYXaVsKfgfB8pX4HTXPlWBOLH5/6uVEI3kQcOqykhu36V+hXs/9UaiAz2cvzkSpwLRBoWLIlNpE3wahcYLuH6TjtNDFCaZ0yhNCODsrQb22NSOsB90hpu2Kiwp07C8DL7rbuQHfSKXLdiI7q2VcEt/CDUTWNVk8/AuNYaPusA5wZn8vPUOFFyguOkccTZztl+Pw11OslbPKx1u5/adIcwrrCBVE07JrnK+G/cjHpcHxX06XSaY+fiMz7CX2NFoNUSmRlKZr36QlmaU8uNV35P+wgjemHgqaeE65hYqPLVPg04D33eHJWUwcaMGBQ1x7cMYu30f5704gqBP1kK5gxC3Qkay2gQWGFN3s1XOuhw+PP1DlKpPFJfNxaq3V7F30V6unHtlnR2Om5qFCt5J9XD51hB+7JZLj0BIC/Jw7oYw3upYiN4DcGgEVL5DTV5+LFBne/67D7ywT13R+p0DsKmfQvK7/6ozD5fZ4ao0eGMFZJVBdjncM0hdPBQ12VldDldtqV5NcM0WSE6DU4IOq9GpK35DOF2jJniXcTDpg+kQPrzasg5WZyFzd97nbTZKi7uWDbmfU+HMZfb2Gzmvy2c+nenY10qc8HzVPf48FxakwfwiuH8X/K+HupDr4lI1ufkrDe7fqc5h9G0ebDn10PxQdYmJD2NtzkdsKfg/dhb9wphO75FZuoQV+2egQct5XT4lKqBLczxV0YJIDYxotXQa6BlgZ1ioWg1/3fYIxm2KwqlA9wCFcVEaIs0x9Eu4kXb63aSHOVlapmFpYDCmdQd4LdaOFlhVBr1XwpIyDRrg0XbwbY7C2e5KjOtyIKMUciu8H2YKMKSqP8o1W+D3knASw8cBsDH3XWZtuRCHuxyLPoL48MtYUBxQFV8Yu3UXYoq20OMq9c124dRFvNP7fewldgJjA+k2sRur3llV47n+PfUvhjrKcHkUTg+0c0qQgluBsRvggo1qTIODFU6zVWD5eTtBb6xQRxZZ9JSfEs+c++dSmlla572sLKjkt7t/8yYvh8vflE/OurprAVw2F8X7iincWUh5Tt0T8zVWkDGIQSFu1p5SSlezg2BjDF0t8O8pZQwILCbEWD2xijDA1PZqbU22A1KWqR+soM7kG6JRYGSKWrC1AB6ZpyYvWg1c2L1af59itzrEvtKjTrq47BSFdmZ1e9wGKKnn4KAj16A6cluvDeCUhMloNQbO6fgKaXHXMDr1HQzaAHrFXoVO07KbkEIN6pIWiSa1f1DfVWryAvBvqVpjZdHCbhu0W6omLwBPJKvlx1JcUEm36EkEGKJxeir535ZLWbF/BqB20A80xDTNExMtmiQwotWyuYr4e8dE3uiwh9TD+jhG6GFW11xi9GrThwYNa/fdwYz2u+lggRF7zOzo1Zbh6/fwftvqQ3ee6QAbK+AuSyWJbywFW9Uwk835VHjg/Wy4dDM81R5SLGricPW2CNxBt9EmeGC1aw3u8AFGbSCPttlIepiTcD30DrawouIpBk7tQYez2x86WANX/XkVc26dQ9Gu6qOqQJ30zlhipX+wh/Jdm/mpJ8Qd9pmWZIJvu3qIXbATDpufpvzy3nx+/Y/kbcojc1lmnffSZXNxYNWBOvdvn7O91vLSzFJ+v/93Xu/yOjNSZvBJ+ifsnLsTe5lvJ7ULMYYTYfAQZkkEwGIMI1LvJiagLTpt9bl0tBroFQgL+lS/xpWxcG9biLBooWcMTOxa/YBr+6ijrg7rLxShh196Qo9AmNPZRt9AD/N7q9u/9IRwH9VhG3RmEoL6c0mP2cQH9UWvNREZ0IlJ3WaRGjEak94/tV8NcXAWav1hlVWDQ9T+WqcGq5MsHu7etuq0A0dOcFkbh8NBkKEN4zp9gIZDv5+4wFMY1PbeJpuDSLRsksCIVsugDWRY+5fY7Yhkz2FN4IUuWFERgc1joaByGz9vv5GIgDT2OiLZZYWhQW4SSioo7BrLu8XV3z2/zYOzwuFfl57KwyehCzURqodp7eG1jmrH3b1Vj9k9UCFRn0te5cZq1yoonY3D+gf/7r2JF5M28kePHNzln9M+ZBj2bIWs5fsPHazAhi830PuqI2bCPUy5Xk+hS4MpNJxlpWo/goOyHLC2QoPriA63htX7GXLbqQDe5iOHG7ZUHprZVlFgf0gQ5/x+FTpT7Z19g+JrDpUuyy7j6/O/ZsXMFbisaqKXtymPz0Z8RuaSupOlxjLrw6pvG8JqJC8HFTjhrazqZb8XQe7BiZUrnXBkjIv2quWH0WqgVxDM763gytgGqP2f5veG3kEN64B6LAadmQBDJHqdqeqxdQQao1tF8gJqn5fv8qjqtK5aV6E20eY74Y0jfh+z8tTfU305PGXsKpqLwqEEvcC6lXJHNorSgmczFE1GEhjRemmM7HR14rxNETgV6BIAg0PUd8/LtxiYV2yg0u0h1NSRoMipjN8USY8AhS+DS8Gg5cLSEBZXNRtdGoO3OemJvaANNvHnmV1wdI9Rxyh3VSccizRA50AYs14dap0eBv/XeQ9r9t2Aw12GRR9B25DTAViT/S4Vzv9v777Do6rSB45/773TW3oPSYCE3kUQUUCkC2tDcXWxrGvZdVd3XVBcy+7Psitrb6tiV1DXrqDSBEFhadJDCT0hCellJpk+9/fHDQkhCSSQAIHzeZ48MPfOnXvnZDLzzjnveU8hfeNuprDsPXbk3MzOks8IKxrAx5d+UztslDExA4Dljy3HX+1nyF+HNHiqCQMSWKZYeCVXYrc9haszJVS0b7Z9rFrS5KRtMitGdCPQO45gT+16jevy6WrWcdkzY0gYkIAvCCsqoc9aeOyANhMksxou3CTzgC2R0d/diHL0MtYSdL+qe4NrKttdRt66vAbbAeb/eX6bDCc1R3HNcg6Hh40mR9cNJw3fCPuqVXhnQ92w0eAk7Y47S+Ddjdoq3EeQJYhUQvj9dZ+2MYbWDV7auwo/fFBQN2w0LkKrCO0KapWt79ldN2z069i64aRLN2nlB44nMsbG7tJvWZP3IgDJjgtrhpOqmJd1O2WevW30zIQzmQhghHZLkSDZKJFigp4WWNAHPu0pMTIcYvTQwyqRaE3n/KQ7SbPYSDWBUQFHpAHjwQoutweRgDe6wLgIlS97qsjAmAiVTS7IkIIYDjm1oYUwY+05Oxi1n54WLYk31mglzJSBWRfJ2PQ3GJH2D7pFXYkiGYm19qFj+KV0DB9Jkn0IvkAVRoeJ2D4xWOOs3LD0Wia+NY4Btw1AZ9KRMSGDQ5sP1XuetngbY96/iiddVq40e8nQhYg3wIXWELNjq/ima4ABNpUkA6RJATwXJrPTYcQzOAkUCX9aOIkXdcCR5MAZgh/KtODrxVy4eQcM2wBlAdjkUTB0jMQcecR4nASXv3M5jqSGS1vv/3F/k7+b4u3F+FwnU1nvxNkUmBSt/a4eToU3umnDSQ4FhjjAjAoZkVoEctf5MKWX9jsG6J9w/KxcoQGbThsusipwQyy83x1+7KvlxOx2w1Ux2veAF9LhtS5aD5ZZ1r4AGJoRCHqqAsTZ+qGTTaRHTGBE2qNMzJiFVR9LuKljg0KBwrlBUlW1mZPY2o9gMMjGjRvp168fiiKWrG9tZ1r77ndrn0UpNaUg8rxa4bGMmuWOgiE/iqzNOJKADsYAUpmPUp2eIkWPSQZdKESUz8tBgwmjGsLnCZK+u1Arp+8wglF3zHOWe4sIhNxEm7WKu25/KZ5ABTrZiFEXhttfgoyOgOrFpo/HlV9F0KNiSlGxGWOpKqzCXeYmPC0cV76LAytzKMosInlQEgkD4pETwqgo95LzwQZWv7CKod/eBGXVLBr7HrYEG79a/wdCikwnt4eqYIhDmwswGxRi0sLxyBLmWCu6mudQ7IOnD8LM7LrnE63XZo6kVldRklXCngV7sERbSB+fjj3BjsHWMIl0/ZvrmXvb3EZ/JzqTjj/u/CNhKWGN7m9rniBke7XnFanXpurudmtBTLwRreaLyweRZi3nxRPQel5shnpVhw87017zZ6JgTRtH6LT6OQB73GCUIULRCjLG6LWcl0BIW64j/Ij7Nvm4NW3ft29vqgL5GBR7bc5LpfcgimTAahBJvK3tdL3mW3JeMY1aaDeCviChUAi9qf4HTNpRRUoTj5qSeThPIq221pUOInVEAXUTU2WwmtEGcxTta3x0cpPXcvQ5w431100y6yPrJRYalPrTlyM61H8Aa6y1NkclPC2c8LTwBuf0ljpZ+NcFoMKPl7yprWbtDlC2p4x1d3zFpFmTINqCFeg8ui5n5eiP4yg93BRXP4AZ6tCSgq1WK9YYKylDUzietEvSkHUyoUbWIup3c79jTtluayYFutSt14ks1b+N1VC/aJ1Jd1qrDZ8NFAm6Wupv63zEyzzjiObVyUf9PppBkhTCTKn1tjmMTf+NCmc/0VcqnPGqiqo4sPwA3//5ez658hO2fLTlmFOCT6VqfwnegPOI28W4/Q1nEbWGfT/s06Y9AdVF1bWJswDbPtlWWzvmWFQVtlXDRRvqb/+6RMsbKW7BqI89yc61n12LfNSQS3z/eC5+8OIzooKvIAhnLxHACGe0qqIqfnjwBw6FZGL+PIyKfCdf3PAFmb8UsLkyhOc0LtLr9OYxN+tWsornUXaogPLyPJbue5i1eS+3SRDjq2565UA1pOIPHn80uDSg9byUBrThlZ2D4P6azpbX87XtzaU36ek0thN37biLSW9MYsSjI7h52c3c8N0NOJJFToIgCG1LfEUSzmglWSXEXd+f+6yJbCxQmPvRrzHuLmRWYgrvbZD5trfK8DAJ0ylOS/AFq8gs+phKbw6r8p6mp6mEEnULh7zrwAVdI6/ArI9o1XOmjezY5L7E8xNRHMdfDyZKDzM7ad9c7k/RuvGnJWvrK42JOHKYrXn0Jj2RnSOJ7CzqcAiCcGqJHhjhjKWGVLZ8uAUl1kaWX6EyCJOKw3goqTNvO40EVVhRph53ReC2YFCsdLffQAfTcAAyPe9owQsw2Po31LzWDV4AIjo46PnrXg22y3qZca9cRlRs85IKEozwbDp0r0lRiTbAX5JhsAMM4h1BEIR2QrxdCWcsVVWpOlTFisve5ytHGfEGqAzC4krtZTst3MMfogP1Vrg9lXbOPsCgiGnIUl1HZoL1fJTdnfjudwspKHSz6/hpKc1mibYw8pkxjHrrcmJ6xGCNtZJxdXeuX3sHjl5xLXqso9ssUi+CF0EQ2hfxliWckOh4O/5Q3aezL1iNJ1DequeQFZl+t/Sj/EA5wZ0FDLbV72r5dQcFm8lJMNSCxI1WEgqGiLvYzorS/yOk1p0/v2ot7s4bSRuXwC9FfkZspNWCmFI/vOK18Yfe/Qh8eBPJi25n1cNX0K8ylg9KFMpPfTMIgiCcNiKAEVrMF3JyKLSI7Mof8QWq8AWryan4mU2H3sPjL2/VcyUMSGDcvN/wfvd0vi7VXq6H615dsk3P5qoAJe7dpzyICeImx/F17bDReZa/1A4nbah+mfRboqnU6yn2Q4Ffq3txsnwhrfz65irYbLQwpruDPMWAKwj/LdKWNxAEQThXiCReoUVCaoCDlSvYXPQ2AGpKCEU2snT/Q4CKw9iBLlGTmlyjpqXsiXbCHVbeX68FL9OTnNwcH+DSLREc8sF/DkXwQMIhHAYnitz6eSdN0StWekVOpcC1iQz9ZPa/LNFx7HXQScIqJRCojOaJSjOL+mrl/lujuGu8Eb7pDe/mB7kjUSJSL/FKF+htg9sS6i/ueCpU+0uQJaV2jSJvoJKg6seijzr2gadY0B+kIruCXd/uomBTAckXJtPp0k6EpYYhSWI9AEFor0QAI7SILOlItA8i0TaYPNdqlmc/WrsvwXYeKWEXn3DwoqoqzlwnPpcPxahgjbVisBrobJFZ0ldlQWmIMeYlbD7wJnO7v8ZrBTHcG3+ANGsHTK0846c5rIZYLk14lhWPr2bDy5vY+OpWrvjiWvRRNuY54qgMaoW8WjO3JFEf4jolnyhdAgBxBrivA5hP8Swst7+UNbkvYtFH0yduKhIyO0u+Jt+5notTH8Sijz61F9SEUDBE7upcPhj9AYGalcU3vL0BU7iJm5fdTFyfluUOCYJw5hABjNBiJiWSCxMeYsGBO3D6tMX8LPoYLu34ZMNl7cs9WhlUR015XKdXqzkeXn++rrvUTdZ3WRTtyaXPzT3577h5JJyXwKhnRmCIkulocnBLvERO0Q6cvjwCnlU8nDKOMMmAWReB21+GIhvxlYSoLqrGkBQg5JEwSHZscQ1XUm6WSi+hcg9qaTUhqwGfTiZk1GFLsCFJEnqTHiNW+t/Vk65X9KagUqUqLZL3A1ZeK9Ge76+2qHzdS8Iga6v0Hq4SXOoHb0ibEdTiyyoqgKSE2tunOngJqUFynWvYVToPAFUNYdQ5WJv3MgB7ywbRPfpqFPkUdwk1wpmnrZh9OHg5zFPu4bPrPuOmpTed+OtDOKcV+7Vh3cN/05UBbRj3eEsjCK1H5MAILRYIuSl0b8Tpy6/dVu0vIqdyJb5AVd0dyz3w9nr4NFNbZ8bphW92wqtrocxdezdVVdk1fxcHN+wl6rpKFlTcymVfDkXvUChyb2VrWSZ/3aMyZRtY7ZPoFncvi9yjuXiTlf1eHeWe/czf/Seyy5az+eNfqAoeYkHu79lW9jFZP2ymbN8JFJUrqYaX1yA/+TPKrPXon1uF5cMt+LIryNt4CDWkFY0zGEzIiQrLM2KZEJ7OiNJIrkiu5PPuJSgSrHdJrHfBm/kwZZu2TlOZH17NgyEbYK/7ONdxBpIlhST7YHrGTAFgc+H7tcFL54jxdI4Ye0YELwCuPFeTFYqLtxc3q3qxIByt2A//PACjN0G2B5wBLT+t51rYVnX844XWIQIYoUVCaoBDVRtYfvARQCXe2o9E2yAAlh34OwedqwiG/BAMwd4y2F0Gv+TDf7fClztgRQ7kVMK2otrMVle+i6UPLWXQX85ji+d1PIEyfvJNI/HeCjZ7ZuFWevJRocIqp8yde7sw130Vj2Q7yPHCu4XRHHDtoXfcDSzNfgjd2B2sUR6m0nuQLM8nJA6L5ts/fEtVUQveVVxe1Lc3wFHLFUi5TiJ/OkDBT9kUHagAQJENxJiSGR1WycMplXzTowhP2T+I83/BN71CvNcNOhrhoX3wcwVcmwlPZmu3D3jgjTztze9EHfLWD4JK/LDP3TpJw8di1kcwIOEOwox1ayaZdVFc2GF6w16408hf7T/m/qD3NJZyFtqtUj+8nKstyzF+M7yUC7fs1AKbJw5o+4W2JwIYoUVkSUekuTNhxhQSbOcxsuOTXJL2GMn2C7Ebkom2dNNyYBQZukXD5B7agRsOwaqD2v8vy4B+8bWZrT6Xj/J95Xw6di4Xm57GqDjwBMpYX/kCxdXbCTo/4POeQWRgtVPHUwe1FeJuiA1ya8xOOjm6s6tkPqCyqWpW7Qq1w2xP8f3Un9kzfw9VhS0IYJw+pH3lje6S9pWTdl4Ce9bmU1ETeARDfqrdv9CX93CX/p1C1yryKhcwxFbBFdHQyQyf9NBmT62ohH/naMfdHAd/6QD2ExzIPeSFP2TBhRtgZ7XWs/NcjvYtcJ2zbYMYb6CSrJJvqPDWrQjpDpSwueD9Vp9OfzIcKQ4kpfFEXaPDiDnK3Og+QTiWNCMs7KNVsN5WDQ/u07aPi4CnOzessyS0DRHACC1m0cUxMvkZLkl7HKshBoshmuGpf+eyjNdwGJOOuKMeBidBzBEVYh1GGJ5WbyVgxaCgGBWKthWz7ZVcelin1jtfhn0ow8MVRkbUrfWjk+C5dJkMWwoOYxJDEqfVO6aTbQIF3wXI/lGLFnzOFqxS6Dl2l4gcCOHfXUyYDnwBF/srlrA8+//YX/Iu/mABEjrKPfv4Yc8dyKFDWHVwaQRcHFb3GAYJnko/ufHyyiAsqYACHwzfCHfvgieywR2Cjwuhoo06Fw7nwKzOfR6ATuFj6RZ1NQCbCt5lb9ligqEWtHcbssZZGTp9aKP7Rv17FPZE+ym+IuFsYFBggB2m1F+Enje6nVhem3BiRAAjnJCcveWYlLrpshZDNHZjQv07Ob3w1Q4oOiLPoNKrDSdVems32eJt9Lu5H53Gp5HxJwebnK/Xe5i9nl3MyguyuKzum3RAhV9tkSgJheP05rNg/x/rHbPL+TX28eX0uU3rATJHtuCbtlVfV2zmaBIEZImkgYkAqKi1H9bJ9guZmPEG49NfQkJHSA2iolLmh//kwfKKuofxqXDlVi0n5kSlm2FZPwjTaUHM7EJt+50J8GCqtu5RW5AlhXhbXxLtg+gcMZ4LO0xjYOLv6RkzhWhzT1LDLj5jcmCMNiMX3HsBV7x3BRGdIkCCmJ4x/PqbX9Pz2p4o+lOcAS2cFSprcl4O/80dNqYmJ0Y4NcQsJOGEhELHGZ8IhrQ8lxU14yXj08Gshy+2azkxnSPhohTQyehMOoY+eAGSJcCXOVcTUgOEGdI4z/YXtvveRzWNY0aW9kHzm1i4LApu2A6rnPDEfpXfR+2sHTYaan+UHd6PKfRuZLXrcS7/v0+QgwYsMc1bJwgAmxG1XzzShkMNdgV6xrJ7RQ7p1/cBwKiz0zlyLFZDPNHmrpj1kRhC/ZiQ8ToOYxw2QwI/lWs5LwA3xWm9MTft0HJi/p0Nj3U8sWEkWYJUI4wOh8+K67b/NQVi2jh+sOhjuCTtUSTk2pyX/vG3EVIDWA0xxzn61LLGWOl7Y186jelEyB9CMSrYYsXMI+HEFfi0nBfQho3uSoKrMmF7Nfx5N7zZVQwjnQoigBHahiJDjxgYkgyRZhiRBrKEK9ZKldNLQCdjyanAFm9Db9ZjTTBTUVrEpR2eZm3BC4yIm4nssTAg6nYOVC3liY6T2F6l8Ew62BT4oifMzIYH0yQcdGWnqRNDk/7Gvrer6HbeH5GiXyFNN4ED8w8x8rGRmCNa0ANj0SNd05OQXkFelwchFWSJQN84SrrHoAu3MdPv4EE/hOvBoNjo4BiCJMnkeeHaTAMXOPowvYNMtQ/yfTCtAxT7YGZnUICswfDnXTA9Bcyyti9KDy2pq1ZSk/NyZPACcNEGrWemawtithNh0dcPVFp79e3WZo8Xw0VC64gzaEHK54XwVjeI0mk5MXfvhufSRfByqogARmg7diNc3g1kCdWip3BrIZ9e8yklWSUAKEaFi2ZcxPl3nY81xkpYJFhDdiY4XsWsjyAY8mMKGogwd6arquBX63JGRkXCkLDDtxO4LGMWBsVO1O0hXAUu4iMfR/XosFzjwGA7ge6IcBPua3qhH9MZqcpHSJaocHopzalEFxvGXUla8HKYJMkEVS15dkUlrKiU2VatvbHNLoSHU+GORC33ZWEZPLIfvu0NcXpY44Rrt8GCPtDD0vwgpsQPM2s6uO5MgDuTtFyYAh/8fR/8p4t4IxWEtuDQwTUxMDFKC2YALnTA4r6iDsypJAIYoW3VFLCrOFDOe5e8h7ukbs5v0Btk2f8tw5HsoP+t/THorBiw1u5XZD1mWct8Pbr/xKpoP4cd/vavWCGyU+tM4w2UVPHGsHeoOFBRb7ujg4Pf/vxbSAmrt12RYHgYzOoCt2fB96V1+wwSdLGAR4Ubd2hF7CZshn92hN/s0Apg3bwDvu8N0c18A0wxakHQukq4PVELVpb1g5cOwuMdRfAiCG3JoQPHEbcNCsSKlKpTSiTxCqdE7prcesHLkX78x4848521t50BKDxiEosvpA2xqGojB7eSIh9UBbSk2tWVUOxV2fbF9gbBC0BlTiVbP95aW8zuSGF6uCqm/vBNrF7rHYnUQ2RNV7NBgiw3TN6mBS+dTNpU6+YGLwAmBYY5Atwasx0TBcgS9LbCv1MPYFazj/8AgiAI7ZgIYIRT4tD6hgmxABkTMpj86mVYfSEoqsJb5efbErh4g1bozR+CNZXQZ51Wb6GlQUyhr36huFK/Fgwdaa9bO98+D/x6m5ZDkl3oZuucLU0+7pYPt+AubRiQFfrgvj1aXZbabX747Q6tbotB1hZ3/FtK/eO+7AUdW1iSJKQGqPBs49usW1m4516qfIVUeg/w3a7bmLfrNio8IogRBOHsJYaQhFMirl/DRfMmPjuGHilhmH/cD9/vBgkMvWLpM7EnRX4LYzbBox21GTveENy6E+b1an4vRYEP7t0NoyPg6hjwqzArT6uW+UDNNOMyvzZDKMer/ZQGtCnan5fJpJub/vPQm/UNCqQFVVhSDm/XxGr/SNNyXH6/C+aWwIeFWq7Kxip4Mqf+412TCQv7Qmr9JaKOKRQK4gu6CKkBStw7+HbXnXiDlXgCZRgUGwHVi6qqLVpxWVVVKnMrKdtThivPRVS3KBxJDqyx1uMfLAiCcAqJAEY4JZIvSMYUbsJTrhVJ6HhJGj06RmBeuKfuTipIWwrpXurmvV8P4lfZJq7bpu3KMMN/WzDE4g3B7AItaPiwUAtKCnzw0H5t/yCHFtRE6OGpzlrwcv12mNMd7tsLn7pNvPb7wWT/1HgvxuB7BjeY2aRIMCoc/pSkDRv9IUmbcaSTYHEZ/CZOKy43alPdsNE/0uB3O7XhpGszYV7v5k+B1ilGEmznMbbz8yzYcw8V3gOANitqYsabRJrSWxy8FGwuYPbY2VQV1FUu7jC0A5M/nowj2XGMowVBEE4tMYQknBJhKWHc9ONNhKeFA3DxXedjXpnT6H2lXCcXB9zYj0iI+6JXy3onjDJcH6vVaAC4LasueLkxDkaEawEHQJIRPu0BFQE46NUKxO1yQ1GfFFLGpjd47E6jO5E6PLXR80YbtBlHv6/JeQnTa7MVXszQZifYFHitixa8LO4L18XCor5awPNGV4huYeKtTjFiNyahyHXlP026cEy6sBYFLwCVByuZPaZ+8AKQsyKHRfcvwld1ZlTXFQRBABHACKeIJEnE943ntyt+yx0b7yC5fwK4mv5A9OVUknxESe6rtmo5MS2RYIQPukPMEUFBVws8W1PCv9iv5dTkebWVol/O0Krlfl1TV+WOUhvyU5czct5Uuk/uTveru/ObBb/hivevwJ7QdE2RGEP9Krhh+rqplXYdXBkN/xug5bzoZbjAAZmDtATcFsYclHv2My/rdwRCbmRJj4RMpfcgC/b8BZevoEWPVbanrMk1ozL/m4mrwNWyixMEQWhDIoARTil7op34vvHow4y1izk2xh9pJkyBD7trM3Z2ubUg4+gE3GMp9cNb+VB0xMqwO6thbjHkeuCuLNjsgudzYFMV9LXBopqpz/ckw7L+8LTHxrURnSh8ejJjZk+m85jOJ10Qza6rXyvCIGs9Ly0NXvxBN4dcG3AHSjEoNq7s9gFj019AQqHUvRuXLx+1BVnPzjxnk/vUoErAfRLLZguCILQykQMjnB52o1alt7EcE4ueoigbH8dCogGSjVqhtze7Nn99H28IPi+CGTUl/K+IgrIgLCvXSoB/3APKAjBiE+w4H9a5tNlKP/aDHRVBUrxuSksUvu9t5qVcuCZBJvwMK1ClV8x0DB+FqoaItfYhwpSOw5DC2PTnkVCIsXRv0TBSdLfoJvcZw4wY7E03gD+kLW1wZF6zNwjGM6QuhidQgdtfit0Yj0424wtWU+UrwKyPwqQTuT2C0B6JAOYs5Xf7UfQK8jF6OYAGs1SaO2slKjwCKRAiGAJ/lR+93YCi1J1LVev3KAQDQUK+EDqzTnt8gwLjM6C4GrYfUQvfZiD0x0F0iDGhFJTjDIToF21h83kGwtQgoEdVVdSQStAbRDYoKEc8x2AwSMgbQm9UmBAl82B8gDQTjItTWO2UUABnEEwydFZ9zIpxUfBFLs+GVJIsSSg6icDqXMzRZoxlHjwOEw+dn4jdYCEUUpFlqVltdKLterzHqQyCyV73getW7SSFjcOutyBJkpbYaz0PSaJeXkxzOFLC6Dy2M3sWaInVYalhKAaF0l2lXPzgxY2u3KyqWoL0WqfWU9bPBoqkkuWW2O2GS8LBLJ/Ycz+Wo19fR98+kidQwdbCD9lw6C1Gd3qaRPtAcipWsmT/3zg/8S66RV99zCDm6E6sw6+Duv2t//wEQTi+MzaA2bFjBzNnziQzMxO9Xs/QoUOZMWMGkZGtU2X1bFWRXcGu73ax48sdWGOtDPrTICLTIxtdjdkbqKSwagvRlu6Y9ZH4g26KqrcRZuyA1RDb+AmcXuR8F6nLypC8xXh7xFCpl8lcup+ek3sQ0TGcQ5KeLDcMtoOuykPpnjLW/WctlTmVpI9Lp+uVXYlIi4BwE+rN/QiVugnsLyegV/CZdIT8AX648TPKD5Rzyf9dwoE315P/Sz4RnSI47/bz0Fl1rPvPOoq3F5N0YRJ9buhLWJKDKl8xZZ49yEXRBGMOESF3Zfi7W7GnGQldo+cScydIjEMvw9pcD1OWbOT96QvrCtJJcNEDF9H96m74Y/Mwex3oFSMV8lb81VH4gZAUT9C/lUhzZyz6xnsstHbcSpgxDashRpvmXJ2FUReGw5jU7N+l219GUXUmsdbemHRhlHldFFVvxZHUGV8IvCp8UAAm2cq1MVquDWiJvS0VCEGmwcKQT39N2F+/Y/+P+xn01W8IKArmFbvpOqkriq5+d0qJXyv619EEIzdpydFXx6h0NoUYvVEh1wdf91I5z7wfu96MzRDf4utqTJFPC5gGO7QeuQo/rHZqQ4BxjXQShVQ/uZWrAZVFe6fRMXwU+8oXAyoHK/9Hl6hJTZ6rMqA9x55WCUmSqAq62FJtJsmokGZW8AacFFZtJcrSBYs+qsnHEQSh9UlqSwbJTxGPx8OoUaO49tprufPOO6mqquL+++9HlmVee+214x4fDAbZuHEj/fr1Q1HOkD7sU6B0TynvDnu3QS7DiP8bwaC7B2EOrwtivIFKdhR/yZq8F8mInMQFyX+mwLWJRXunEWPpxahOMxsGMU4vfLkDVh2svz3exqGLU3hz/Byu//43PJmQyhuHJOZ0U+mduZ8vRr1f7+7mSDM3/nwLrtQYbFmHeO/S99Cb9HidXi5/+3IW3LsASZIY//J4vrj+C3xHJvtKMP7F8ez6dhe75+8GQGfWceOSqeyNfg+HLRG3v5zMog/pYppMn+hbOOhcwaqKf5JovoCeCQ8zeGs8X4dyWTD8zUbb8brvrmVDh/uRJR3DUx7FF6rkxwOPoKohxnR+keUHHsZhTGVY6kMNghh/0E1O5Qp+2DeDBNsARnb8Jy7fIeZl3YFFH8VlGa9ib0YQ4/aXsT5/FtuKP6Ff/G/pGfMbdpT+wC+5TxBnH8GApAf4ojSae7QmYFFfuDS85Xk0oAUva5xw6SZtuG5h7xAev8olmQreECzvp9LLKtV77GI/PJMDT2bDH5O0xOStVXDPbhgeDnclwu+zYHFfL7uzb0KWZcZ0fvakg5giHzyyD17Lh0dStVylTwq1WjtXRcMrXSC+kSCmylfI4r33UVhdV5wwwXYel6Q90eTq2ZUB+KJIG3KcEKkyK93LNrefiVvtpJtVvu0dotr1FSty/kmn8DEM6TBNBDFt4Fx9Pz/dTle7t+S8Z2QSb15eHt26deOuu+7CYDAQERHBlClTWLt27em+tDOWr8rHkoeWNJqI+ePff8SVV38GiYqKURdGz7BrkUMKi/fOYNHeaaiEUAk1fpLCqobBC8AhF+H5TjpeksaXN3zOOL92DcGQSuan2xrc3V3qZsHd31OQU8lXN3+Fp9SDM8+JPcGOM9dJZU4lg/40iCUPLqkfvGgXzsJpCznvzvNqNwXcAb6a+jUR/t5IKKBq15/l+YylJX9lVcU/Aa3wm9Ht5+UUP/tfXtlkW/7v36tJ1Y2jwnuAJQfuZ+n+h/EEygAVX7AckFDVYBNHqzU/kO/6hW933cG8rDsIqp6atm0utfb3sPHQ2yzY/Qd+yX0CAIkQG11SbfBydfSJzWA6+opVYLcbhm+SGbZVoaC26Rt5YLVuaOXlXJi2h9rrCala7ZtvexWzO/tmyry7ap5L6wyzHH51PnoARm/SgheouZ4mGtig2EiPmlBvW0bURIw6W5PnUY8413elEmMzTUzcasenQhAJl+8Qa/NerLlvE38zgiC0mTNyCKlTp068+Wb9b8cLFiygZ8+eLXqcYLCpD5mzT1VRFds/297k/p1zdxLZtW74zVhpoOvu85DWJhAyyFRfaCUvcjuZ7m8Y1fHfmJSo+u2ngvxzdpMfQaYthQyY0otP5u8hwVXFi+kOuu3O47vX1zV6//2L9zHC7WbxprqpvrG9Y8n5n1YbJjI9ksIthY0eG/QGcZe4MUWY8JRpc6tLd5dirhqCU6oitmws/rAAWZ7PKHHvACDeOJCMwtv54a/LGP/OOL7KqWyyrZy5TlLl8WyT3sPl08rqGhQbI9IeY03uC9gNSQxLfQSjHNHgNSZjJMk2hEs7/osf9s2g3LMfAJshnsvSX8Oqi2/W69IghzEg/g5UNcSOki8ornkeHRwXQ9hD/Gqb9k2/jxX+00UlSglxoi93GRhohR/6yIzcJJHj1bY7FFjWT6W7KUToqM/nCAX+miwRQuKpHIkNNfHxRWFar8gtO+DrHiFk2UCEKZ2xnZ7HrESf9N9kpAKPpWnnfTNfYn3NeS+PUnmli0qMTm3QDoGQm4POlazM+Xe97csPPIpRcZBoG4QiNRx2s0lwVZSE2kXid1kSmTUzzDPM8N8ue1m//zZ8QRdp4ZdyYfJ0jHL4OfWec6ocblPRtqfW6Wr3lpzvjAxgjqSqKs8//zxLly5l9uzZLTp2y5am17I528Sb4wkFmv4W6HV52bVrF1VVVXRP6Ihl1matRwXtA8y2CToNSsYy+jaczmp2HthY7/iI8Ag6+o7xwgqEUPQ1HXpBlVQTeIsbrylS66hPRU+5h5geWnd+KHjsb7RBbxBFX797UQ2q2JRECjaUYB9Zv9CchQQq9jnxuXwc8q4geXg8BxvrTQKSBiWhGGSUagMhVZs6rJdtyJIOd6CUOMsAykorKchtvEqvxWrGER+N1uOgdQkY5Qi8ngC7t21q9tTmyBgbDn1avW1mQwqb3Dr8NQ+xvRo2lgdIKt+Px9l0UHY8BoMBR3IXTLKRw79muw6MAS+ZmTsJBBpOoTZFRtPVmAjUTQ3rYNRyYyqCcNm2WL7t8RSS8z1cLjc792884es7kiUmnq6G2Hrn7WwMUlFSSl5+w+KI6d2SWJP3IqASbxnA8NTHWbL/PorcW1md+zxjU19lz868Rs9lsjlIjUwF6salEg1B1GAZ/pAWPdl1yRQXl1GUf6BVnp/QuHPp/fxMcia3+xkdwLhcLh544AEyMzOZPXs2Xbt2bdHxvXv3PmfGTL0VXjqO7Mi+Jfsa3d/98u7EZcRBSEX+bndt8HIk3Zpiwi/oxMbgfxnQ+zaMSnj9O1xghQ2NL8ro6xrN9oV7MTqMOMMsXLsN5g9LJ2l4KrnLGr6xx/WNI2Q3EZ4WTvn+cgAOLDvABX++gDUvrcFT6iEsJYyK7IarQUuyRFhqWL2ia9ZYKyGHk0LDCmKv6cNPOc8AWuDhD7nY651LlwuMjBp0Bb+4n6D/1On88vIm/FX+eo+tGBQuvP8CfnD+Dn+oGkUyEVIDVPkPsTJnJiNSH+XHA49g0Fno0/tGDEr92SuqGqTEs5Nvd/0RUNHLVvyhako821lV+AQjez2BSTl+noQ/VMW+8sWsyXm23vPIKp5Dj2gjn3W/gYcPhLG9WmLidj3L+qVzfqfQCQ8j7fLIDN8oURkEs6zNLMr1wsSdJhb26UOKoX5AWRWUmFcm8bvt2gkdijZD6qNCiNSFeL2LzF27wBlUCPiy2VrxGhf2no5RiTixC6xRGZT4uEhi+t765302T4ctNYY/9Y4mQmkYIE5If5X1+a8zKOluTEoUozr/mzW5LzAw8S6sulj69WuYtO5TYY1L5rJN9c+1rELhgYO9+VfKa/ySfSdbit/DmGClR++rMSgnVyNIaCgYDLJly5Zz6v38THC62v3weZvjjMyBAcjOzubqq6/G5XLx2WeftTh4AVAU5Zz5sURaGPPcGHSmhjFptyu7aVNiFQWlKoDURAl/AMvqatRQkBD+BueQUsJQO4Y3PMiqx9Urli0fb2XMC+P4ULLjDcH8Cpme0y5qcHdZJzP85cv4fXUEg16eiFQzJTUUCJH5SSZjnh7D2lfXcsljlzSaNjHoj4PY/kX94bIJr47noH4hifbz2Vu+ENCGja7u+BndbFMAKFDX4OhopdSziw3S00xZehmJAxNrHyO2VyzXfTOFKvseqvwFGBUH4zq/wMiOjyNLepy+PEKA3ZDMgYrlhAg0aKMgHvKcawmqHmyGBK7u/l8uTfsXIFFSnYUv6GrW7zOEnz1lCwBIcQzjul7f0DVqMgBlrmWMDvczv49ETwv0tECyUUKnO7HXjh+FrVUShX4I08GqAbC0n7Ycw34PZHslkOsf40bm40LtlzMyHHYMgmkdtMBhfpnMqIgAi/oE6aLLpMi1kkOuDQRV70m/zn1HnPeKKNh7AdyeoP3+viyW8Ktyo8eFmTpwYYf7sBpiURQFmyGOoR1m4DAmNXmualXh2xIJnwpdzLBlYIBX07X8rrUuA1ZzX7pHXwPAvvIlqFLD14P4aZ0fOLfez8+Un9PV7s11Rs5Cqqio4IorruCCCy7giSeeQJZbFmedq1nrwUCQst1l/Pyvn9mzaA+WKAtD/jqE9HHp2OJrkhXL3PD4cmiiqqp6XjzuqalYDA2nCLvL3AQOuVC2FWHZUgi+IP5u0bi6R/PjK2vpe1M/jF1j2GaysroSbowHY2kV25fuZ+fTP+MqcJFyUQpDHxrGPcEoPqvQ8VKynysqivnxHz9SsC4PR7KD0U+PxhprpXxfOXqrnpVPrST/l3wcHRxcNOMiwtLC+P6P31O+r5y4vrEM/78RRHSMwKcrZV/lYpL1Izjgn09n8yQ2vphFRG8z0tCdpIYPZ3H2dDo4LqTEnUWlN5uu+utJ4hJ0mNDb9Pir/eRu2o8y4CAO0jDqIykzr8dh6oA3FMJs6MyhirmkR47BZkhotA09gQp2l35LSthwHMYk/EE3BytX4jAmE2nOQJKa93qu8hWxo+QLukdPxqKPwuMvY1vxV6SGjSHcGI+iKGR7tBivQwvWiWqMKwDflUI3i5YQHFC1mUnVQbg4DEyN/Bkd8sJreXBHolZZuMwP7x5SmRhRQQejH6MuhmDIyf7yJcTZ+hJuSju5i6yR59VWFb8zEeKN2sykN/JhatzJt8PRin3w1iG4LkalYtcWErp05LsyPefZ9fSyKbj9pewo/pKMqInYDA1XXBdO3rn6fn66tYdZSGdkAPPOO+/w5JNPYjabGxSI2rBhw3GPP9df8P5qP55yD7Jexhpjrb/TF4RPM2FF470w6h/PR+rReA2Y/T/u571L3iN5SDIDr++NPcGGqYODoAqWRDtRHcIIqlq5/oiacvmKBAfcoK+oxh4KoncYMVoNZFbBm/nwt9SadYl2l5K7MofS3aVsnr2ZqsIqJrwyga5XdMXv8eOv9CPrFSzJYSiSF19FkKAnRMgkERZZN5Okyukk5AR9mITeaKa6qBpJkpAiPCzcey8dwobQK/Z6giEfS/c/hFGxMzTlgXrTXz3lHjweFwQNOOJthPAhSQq+kIpeNqCqHvTKsT8p/cH69/EH3ehkY7ODl8MCQQ+6Ix7HF6hm29asNunWra4ZPjr8J+cPQVBtPHg5zB0E8xH7q4NgoP41+4Nu9ErDOkQno7HzWtroT706CEbq3lOqQ0Hs+rqcmKN/R0LrOtffz08XEcCcJuIFfxxFVfDvFXBU/gedI+B3AyCs4Zuxp8LDT0/8RElWCfnr86k8ahbPeXecx/iXxtcm1gZC8ItTW5E5w6LdZ2e1Vlujv00LbMoDEKHXiu/NGjiL6qLqBue9as5V9L6+d6s87Wp/EbJkwKQLA7QeDkmSW712R4FP++BPrJnYUurXljZIaHl9uQbEa/v0EO1++oi2Pz3aQwBzxubACG0o2gL3D4VLO0KkGeJtcF1PuLWJ4KXcQ9neMvzVfgw2A8MeGsYV71+BKaLuvsXbi/G7tcIhgZBWKXXEJhi+EXZVa8HL8I0wYiOsd2kf8BE1k0hy1+Q2GrwALHlwCc78phcZbAmLPqY2eAGwGmLaJHi5Zxdct00b6ijzw39yYegG2Odu1VMJgiCc087oWUhCG5EkiLbC5V1hVCfttqPx7gFPhYdf3viFxfctrt22Zc4WYnrEcOUHV/LfK/5LKBAicXACbqUQg5qMLCmYZdBLkO/TPrxDaNNrw3TaOkRHLvqXuya3yUst319O0Ft/+nbQH8RX5UNv0jeatHw67XHDJ0Xa5OnrtsEFDniqZrTuzXyYkaJNTxYEQRBOjuiBOZfpFK3HpYngBaDyYGW94OWwom1FZH2TRZdJXVCMCt1v7oikQKXnILIEfWywvB9YFSjya8GLXdG2HV01NrZXE+suAdY4K3JNfZmgL0jxzmIWTV/Eh+M/ZO7tc8nfkI/X6T3RFmh1fa3w3x5aYu1PFXXBy2/jtQJvIngRBEFoHSKAEY5pWyNLARy2ec5mel/fm+sWXoUaV8KXO26gOlBMMORHlrQkS/0RgYpB1npfJEkLRpx5Tpz5Tjpe2hGDvZEFbEBbBTlBq62RuyaX1/q8xuoXVnNw1UE2f7CZWQNmsfPrnQQ8jc+qasohH1QccUihT/s5WVYdjIqAoXUjVRhlmNlZS1YWBEEQWocIYIRjcpc2nbjhr/YT2deKPCCCzaVfEgi5WZ37HIW+ILtqcl7KA2CRtdktJX6Yuh0K95bxw99+4I1Bb/D2hW+z8Z2N3Lb2NqK61eWjSLLEoD8NoteUXkiyhDPfyZc3fkmwkWrAc2+fi+uQq8H2puR64eqtMLtAC2IKfXD/Hnh438kHMaV+bW2gn4+ov+cNwVVbtfMKgiAIrUN0aAvH1O2Kbqx5aU2j+zqP70RFjI6/7InizoT7STfE0iX2dp46aKSjCa6NgfcLtGGjkKol8L5gLueDoW/XCziWPryULXO2cP231+MuceNz+QjrEIYl1oLJoSUKVxdXa3Vf+sQx7J7BhCfZqS738POr6ziw7ABl+8oITws/7vOpDsLrebCyUvvxBGFzlXadAFfFwJiIE18YMbMKHtmv/f+38TAiHG7aoQ0nPZMDj6aBTfzVCYIgnDTxViocU3T3aJIGJ5G7un6irWJQuPTNK/hnoYXvyxQWlUfxZc+7efqgjudztU//Zf3gT0mQbtaSWtf1DbL3yV8a7S0p3lFMzooc+k7t2/iFqDDm0Uvoc34i1hXZsC4PbAaS/jiI7NvPQw02rxqARYG7kmBrlcqXxRLT9tbtezwtQH9rAEk68ZoePa3w91TI8cK/OoFVBnMPeDEXpnUQwYsgCEJrEUNIwjHZE+xc+/m1DPv7xViiLch6mYwJ6dy65hb2uF/nT4kV9LaqBFSYtNXA87naS+reZOhq1oIXSQJZgrhqNzs+yWzyXJve3YTP1fgYji3eSv++cVi/2QklNcNaLh/mJfvoWO0noWYRyOZwSGX8J70K+xElBgba4arwbewreg2Pv7zZj3W0SL0WtP2rk5bzYtXB+Ej4tGddXRhBEATh5Invg+cgV4ELf5UfWS9ji7c1WNX5aIa4EJbfbmPClF7oJAv28CjWVfyDQ+Xr2ev8ngV9FpK2SsFX0wlycZjKg6kSYQSpPOgi5A+hOIy4Lcbaac/haeEMeOxSlt/2dW0Crs6sQzpyfnWVD6xa5qtFJyP9uL/x69uQjzqxS7Off3nQwoy94KxJp5me5OSgT8f8ylSGm7oTVAN4ApWYdI5jP1AToo5K1rXqwNr4XWt5nV7cNYGZKcKEqZF6POcSf0j7/UTWLThNqb/+bUEQzm0igDmHeCo9HFx5kAV/WUDxjmIMNgMDfz+QgXcOxBpnxWBtfJqMSRdOz/jJzN99D2Xu3VBTc05CYVjnOfw7W0Ivw7QkeDoH/lcpsbYsSMeDRXx39cdYk8Po9PY1fBNS+MMnU5g/cTYXfHMjTwcdTJ8fxqJx7xPwBBh0S3/01X4w66Hcoy15cHk3iLUiVfmhqZlGKkgl1VpBvuOoDsIbh4y8X6jd/rZHMZHBRchKHC8VDWF4+DBK3Rsoce+kW/RV9QrftZWSrBIWz1jMzq93oqoqncd0ZswzY4juFo2snHudpP6Qtg7Tl8UwowNEG2BHFTy6H55Jb52KxoIgtH8igDlLuVw+FF8Qg8OAolMIqpC74RBzxs+pvY/P5WPlUys5uOogF824iITzErDF1QUBRT7QSVrFXJshntGdn+WTzF/V7r8g9VneK4rljUMyc7rDsjKVz3vCNdskcgIKP4bF8ev5N2O06um/14o7BJ64CO7++XZG7TdzyAfusET+NmcyOe+uJ96sg1m/wJ0D4a0NsLcM9pfDjItAf5wPcnPzXsoWBW6Jh8+LVP7WwUu6soZlB58GJP6a8m/CQwYW7L0XlSBmXRTpkeNQ5Lab/1y2v4y3LnyrtvcFYM+CPby14i3u2HAHkemRbXbuM1W2Fy7dpM3e8ofgj0kwbKNWT8ivwmtdIUr0xAjCOe/c+3p3lqsqqmLvL/n8UBhiW7GPVc+toiynko2VIbITo0kYktzgmOyfsgl4Amz6YBPBgDauUuyDxw/AW/laOfxKbwE/7L2v3nGZ+c8xOSLEZz3gXwdUnsuVePEgbB6osrhM5ckciWvKw9HpZe62ewCYVSDTK0sLXhwKPBjhpUOkkcv+dSm273dBTiU8uEQLXiTgmh5gVMBmhNQmekNsBoho/mKBsTonX/esIDH0JQbFQoylF6CyNns6i/beg0qQaHM3khyD2zR4CQVDZH6UWS94Oczn8rH6pdUEvC2rb3M2CFPgzzUv0xdzocsaLXgJ18EjaRApvnYJgoAIYM4q1SXV/PJRJuutdq7KNvGr4jD0E3qwuVpixGaZifk2Mt65hth+cQ2OLdhUwI4vduDKcxEIwfxS7cNj+l7I95Tzc/bjlLh3IKEwKPkRIkzpeIIlSGs30cnn5ndRWuCzqFyi7zqJ/xZpuSzXGd3seGcD4zfs5Pqw+h/GP/YKMnBjNh3m78a2Ng+m9Kp/Ub/uDT1iwKDTgpSb+zWsGmxQtB6bFuSMBFUfa/b9lh2HnmZv2WJGd3oKmyG+dr9ZF82Y9OexGRq2U2vyuXxkzctqcv+e+XvwlHva9BrORNEGuL8DTDkqL3t5P+hlPfEp7oIgnF1EAHMWqcypJPOd9cSoQawK5PlgfFkEEwrsuILaN1irP4CnuOE3fnOUGWeek4AngE6G0ZHw65oK/7/aFk5izF+x6KMZnPocyWFjGZ70JHZDMiaTjc+7PE/4sz/wbEQVAO6Qdty9DjcXLNrE7tfXYhqcwhJ3/a/Orx9UKY93gDcA/eNhZU79i1qZA9VHrJgdZ4P7hsLt58HoTnBjX3homNYzIzf/U82ij2J8+iv0iZ3K4KQ/U+reTZWvqHa/O1BCUdVWAqG2W30xFAzhr/bT77f9iGliBpU5yoxiODdX3y3ww9Ly+tvezNeKIQqCIIAIYM4qO77eQeHGArbd8DFzoyswy1AagOoQxOphcTc/Ky97n8qDlfWOU4wK4R3D8VZ4a2cJxRngxQzobNYWKJy8M40hnT4m2T6QcJ2e3H0VjOv8PBGpMegtemIvTmVNoH5iwsaggejzkxgx/yauqIioHTaaHK1NV3q9RMf/WWMpfngELNij5btIwOAk7d/95TBrPVQe0QsRaYZ+8XBld7ggWVtZ+wQSXe3GBPon/I5yzx4W7PkzKkEiTRlEm3sCKov2TifP+QvBUCusL3CU8gPlrJi5gtljZ7N+1noG/G4Al797eYOFKS+cfiHmFgyNnS32uGH4BiisGTa6Klrb/mIu/DNbBDGCIGjEaPJZSJIlkCSOLO2mArIiE5keSUV2XZ17WS8zadYkVj+/mgunX4gtUUvirfDDV0Vwa2wFl4T7Gbs1ms5rI5jb080l4ZUoioJRicCcLDN50138LVfhY6eWL3KhQ6tyu6RK4QFrIq84fAx2+lka1PNj7yAdjdDdAP/MV5gUJ2EzKNA7Fg6Ua8NE3WNgQAK8tk7b3kYzcQyKDbsxCashBpMSzujOzyIhsXjvDFz+XMKMKa2eA1O+v5y3L3obZ66zdlvumlxSh6cy9rmxfPv7bwHoe1NfUoamtOq52wuLDIMc2nIMy/tBshEyLFol4wmRYBNfuwRBQAQwZ5Vul3dj+zdZdJ99HROLHHhC2mwNT0hLgrwkU2HpV79h2C/Z7PxmJ5ZoC/H94ln90mpie8XS/9b+KDqFQEjrvi/2VXCB7lNyDy1lZd9neSU/jFh1FV/tmMnYjq8AWrBkjTCR5FTBCY8l+LklzM/ieBM3Z8nEmiBYUsVziRZ8doUMm4IswT3JQX6TGCLFACaDHoamQP8EsOq1fJeu0fD3EdrtJqZ3twaHMZnLMmYhS7ranJdRnZ4koHoJM3Zo1XMFfUFWv7S6XvBy2IFlBxj0p0GMfW4saSPScHRwYImytOr524sEI8zqotWByagphDgtWVuaIdWo5XQLgiCIAOYs4ujgoNfN/ShUZdwhSDLCl44y3DqFiYUOKgLgVGUyhqcR2zcWv8uPz+Vj0qxJmCJMGG1agqxOhsEOGGCpZOHOWagE2ZF7L7dEXEl28ZeEVD8bCl7nopS/YVbCiTZI3J8qcVk09LHpidDpuSoInSzQxaIQZ4hucK1RFoWoehdvrJ+ga1Ag9njl31qHw5hU77bVENsm56kqqmLLnC1N7t/68VYmfzQZWSe6GBKMkHDE7WiD9iMIgnCYCGDOIpYoCwOu60lhTiVfpOhI8nvxzttOn2t6sayfSkCV6G8HT2k1JTtLWPPKGtwlbnpc04POozvXBjCgfYAUEsvozs+zaM+fKXXvQJEXERX3Al11PuIIYJDtbHFptTn6WWFEBGR7YEc1DLTBxeGnry3ORJIkacN7TZAVWcv9EQRBEI5LBDBnGWuMlY4xVuJcPiS/AeM9FyArMn1VLQ/GV+ZmxcwVrHxqZe0xexbsISwljJuX3VxvRedYoxG/rh8ZkRMo8RzEGvU44zKjSTHCvG5eDrllRm3SApjFfSFODxM2Q5YbFvbRcmHO0Uk0jbLEWOh7Y19WzFzR6P7zbj/vnKy8KwiCcCLEu+VZymIzYI4w134gyhIoElQcrKgXvBxWkV3BT//8qXZdIoBAyM3BylVklc5DQq5NCt7lhtHbjFyySaLQrwVGhT6Yuh0ya5YZUGt+hDqKXmHg7wcS1khBvi4TuxDTs/kLUgpnn9BRfzCq+AMShGMSAcw5Ztsn25rct+n9TVQVVdXervIXs3jffYCKTIAM3T6+6VGMXtLKvZf4IUwHH3WHaXthaYUWJC2o6X0RyZYNhaeGc8vyWxj34jiSBiWRNiKNKV9OYdIbk+ot4yCcW7xBWFmhDcGCFrxkVkNm1bGPE4RzmRhCOsf4q5suohHyh+p1m5iUcIYkT2NP6UJGdXoSoy6c6uoQJhn8NSs52xUwylBQUy7FKGk1ZAwiNG5SWEoYg/44iD6/6YOsyBiPri4snFO8Qa3swNjN0MmsDb9WBmHYBq3ndFk/6Hlq8tkFoV0RHzPnmB6TezS5L2NiBqaIupL8Rp2djMjLGN35KayGWHa7DVyyyYQzCGZZW+jxoBfuyIIPukOKUSuad/EG2FZ98l3gxUfVkCvyaYv7nQ0kScIcYRbBiwBogYoE7KzW/n4u3gBlAW2beJMWhMaJv41zTETnCNLHpzfYrrfqGfWvURjt9T9QjTo7Fn0U7iBsrqpbVG9FHz8L+qgYZdjnAb0ES/tqdWdKA7DeCdXBE7/ObA9csw2213ShH/LBXbtgtfPsCWIEAbSh1iF2WNhX+1KQ7YXygLZo5fJ+0F30vghCo8QQ0jnGFmfjV2/9il3f7uJ/z/4Pb4WX9PHpDL1vKBGdIpo8zqzA+Egt36WnVUXan8Wgrt34rreCJwSDbWDTa2+4vzjhV1FgPcFXV5EPfrMdfqqA4RthaT94YC/MLYFvSmDPYK3GjSCcLfSyFvwbJAjU9FzadWAVeWSC0CQRwJyD7Al2BvxuAF1/1ZVQIIQpwoTerD/+cTr4VTQY1BCbvB7MMlxg12ZP2GoO72GFNBNYTuKNN1oPr2RowUtpAHqtrdv3YjrYz4B+w5AaRJaUJm8LQnOpqpasO2yjNgRrU7Tq2Qc8MGazlhOT0vzF1gXhnHEGfBS0D4e8UHZE/muuV5s63KoqvVB+xMKFVT6o8DR9/xqlfsj3HnFYQOvFOHpa5tGssVbsifZmBS+HWRSttHvtbV1d8HLkfU5Ufk33eS+rNiT1ZU+trLwM3JOkrZDtaP7ltgmnN5985y/4g9pq1dX+Yg5ULMMbqDzOkYLQkDsEm6q0nJcYPawZoNVVMkiw3wN5XjGlWhAaIwKYZthdDQPXw7uHoNyvJa5etRXu39OKQUylFz7NhLfXa0FMlQ+WHYCnV0JxdZOHlfrhlVwYugH2ubW8k/ll0GUNbKk6fhBzJtnthsHr4c187U27PACPHYAFZfB6V/i4UGv708nlO8T8PXfz/e67yHOuxe0vZfmBx1m8dzo7ir/EI4IYoYUsCkyKgjndtRlH3a11OTGL+8AAe/0vDYIgaMQQ0nFUBOClXK3H5d49Wu2ThaWw1gXrnPCnZIhtjTVaiqpgfb42jfnt9ZAWAYv3avtWZMPYdDA1/HU5g/CvbO1b3KWb4K4kmL5He5gH9sL73drHGjIVfng1F3K8cN9erb1XVGpt/IsTbkvQpmcP3wjrzjt9XeoSMnrZgkqIRXv/isPYgQrvAQCMujAk8Z1AOAEOHVwRXdd7aVBgiKPm/+IlJQiNEn8axxGmg7+lwnU16/s9ka0FLzLwVS/o3loLBic74Nb+2rzJ3WV1wcuQZBjZsdHgBSDJAEv6atOa93lgWk3wMtQBb3ZtH8ELQJge7k+BG2ra+YVcLXiRgc97QppRC26mxIDlNL5qrYZYRnd6imhzD1RCtcHLRSkP0iliFEadKEYnnJijh14NsgheBOFYxJ9HM8QZ4IV0rcrsYWMitMUKza2Vt2nUQddoOHImkE6GK7uDvekpNzoZetu0HoojvdMNEtvZTJ1YAzyXrk0lPWxkBAwPhy4WWD8Q/p52+oMySZIx6hz1tpl1EUiIJF5BEIRTRQQwzXDQC5O2QPCIfJL5ZfB2fv3E3pNyOOdlT1ndtkAIZq2rn9h79GEBmF+qDXMdacxm2OtupWs7RXK98KstddNIARaXwRv5Wj5Mmun0By/V/mKWH3icXOcqAEy6cAAW772PPOfa2sReQRAEoW2JAOY4KgPwf/tgTc1wxn971A0n/XUP7D3+JKHmyXfBvCzt/0OS4aa+Rwwn7YEjFlk8UmkApmzTho0uCtPWITLL2uyFW3dCSWvPlGojlQF4fD+sqmnnj7rD9TXtfP9ebQHJM0Ew5KPUrf2eLk55mKu7f0KMpRcqIfJcawmETnOWsSAIwjlCJPEeh0OnDVtsroKHU+HSmiENgPNs0Km1kkkTbHBZBpS64YpuWhafXoal+2FU5yZzYCJrFlN8KRc+7gGxei0n5pad8FZXiGonOTAOHTyYBhtd8EAqjIrQho8koLcVMsyn+wo1dmMil2W8TlF1JilhF2FQbIzu9BR7yxaTETW+tkdGEARBaFsigGmGZBPM7a0tXGiu+Xk+XavTENFaNUmsBhieps17Ppzz0jMW0qPgGOvlWHUwIRKGhWu5OgAD7VpF3Jh2ErwclmyEr3trhbwsNT/PdNYSGVutnVtBmKkDVn0sOkX7vVgNsXSPmYxObmcNLgiC0I6JAKaZjp4qHdcWn1W2ox7UqNN+jsOqgyOXS9HJ7S94OaxBO5+hiciHg5fa2yJ4EQRBOKVEDowgCIIgCO2OCGAEQRAEQWh3RAAjCIIgCEK7IwIYQRAEQRDaHRHACIIgCILQ7ogARhAEQRCEdkcEMIIgCIIgtDsigBEEQRAEod0RAYwgCIIgCO2OCGAEQRAEQWh3zsqlBFRVBSAYDJ7mKzk7HW5X0b6nnmj700O0++kj2v70OF3tfvh8hz/Hj0VSm3Ovdsbn87Fly5bTfRmCIAiCIJyA3r17YzAce425szKACYVCBAIBZFlGkqTTfTmCIAiCIDSDqqqEQiF0Oh2yfOwsl7MygBEEQRAE4ewmkngFQRAEQWh3RAAjCIIgCEK7IwIYQRAEQRDaHRHACIIgCILQ7ogARhAEQRCEdkcEMIIgCIIgtDsigBEEQRAEod0RAYwgCIIgCO2OCGCEZiktLWX06NGsXr26dtumTZu45ppr6N+/PyNHjuTTTz89jVd4dtmxYwe33HILgwYNYujQodx3332UlpYCot3b2v/+9z+uueYaBgwYwNChQ3nsscfweDyAaPtTIRgMMnXqVGbMmFG7TbR72/ruu+/o0aMH/fv3r/2ZPn06cIa3vSoIx7Fu3Tp11KhRapcuXdRVq1apqqqq5eXl6qBBg9TZs2erfr9fXblypdq/f39106ZNp/lq2z+3260OHTpUfeGFF1Sv16uWlpaqt912m3rHHXeIdm9jJSUlau/evdXPP/9cDQaDakFBgTpx4kT1hRdeEG1/ijz//PNqt27d1Pvvv19VVfFecyo8+eST6owZMxpsP9PbXvTACMf05ZdfMm3aNP7yl7/U275w4ULCw8O54YYb0Ol0DBkyhEmTJjFnzpzTdKVnj7y8PLp168Zdd92FwWAgIiKCKVOmsHbtWtHubSwyMpKVK1dy1VVXIUkS5eXleL1eIiMjRdufAv/73/9YuHAhY8aMqd0m2r3tbdmyhV69ejXYfqa3vQhghGO66KKLWLRoERMmTKi3fdeuXXTp0qXetvT0dHbs2HEqL++s1KlTJ958800URandtmDBAnr27Cna/RSw2WwADB8+nEmTJhETE8NVV10l2r6NlZSU8OCDD/LMM89gNptrt4t2b1uhUIjMzEx+/PFHLrnkEoYNG8bDDz9MRUXFGd/2IoARjikmJgadTtdge1VVVb03GQCTyUR1dfWpurRzgqqqPPfccyxdupQHH3xQtPsptHDhQpYvX44sy9x9992i7dtQKBRi+vTp3HLLLXTr1q3ePtHubau0tJQePXowduxYvvvuOz7++GP279/P9OnTz/i2FwGMcELMZnNtYuNhHo8Hq9V6mq7o7ONyubj77ruZO3cus2fPpmvXrqLdTyGTyURcXBzTp0/np59+Em3fhl5//XUMBgNTp05tsE+0e9uKjo5mzpw5TJ48GbPZTGJiItOnT2f58uWoqnpGt70IYIQT0qVLF3bt2lVv2+7du8nIyDhNV3R2yc7O5uqrr8blcvHZZ5/RtWtXQLR7W1u/fj3jxo3D5/PVbvP5fOj1etLT00Xbt5Gvv/6aNWvWMHDgQAYOHMi8efOYN28eAwcOFK/5NrZjxw6efvppVFWt3ebz+ZBlmT59+pzRbS8CGOGEjB49muLiYt599138fj+rVq1i7ty5XH311af70tq9iooKbrrpJgYMGMBbb71FZGRk7T7R7m2ra9eueDwennnmGXw+H7m5ucycOZPJkyczduxY0fZtZP78+axfv55169axbt06Jk6cyMSJE1m3bp14zbex8PBw5syZw5tvvkkgECAvL4+nnnqKK6+88ox/zUvqkWGXIBxD165def/99xk8eDCgZa4/8cQTZGVlERkZyR/+8Aeuuuqq03yV7d8777zDk08+idlsRpKkevs2bNgg2r2N7d69m3/+859s2bIFu93OpEmTameEibY/NQ7XgHnyyScB8V7T1tasWcOzzz5LVlYWRqORyy67jOnTp2M0Gs/othcBjCAIgiAI7Y4YQhIEQRAEod0RAYwgCIIgCO2OCGAEQRAEQWh3RAAjCIIgCEK7IwIYQRAEQRDaHRHACIIgCILQ7ogARhAEQRCEdkcEMIIgCMfxxRdfnO5LEAThKKKQnSAIba6wsBCbzYbFYjndl9Iis2bN4ptvvmH//v307duXP//5z5x//vmn+7IEQUD0wAiC0AyPPPII/fv3p3///vTu3Ztu3brV3u7fvz/r1q1r8tji4mLGjh1LaWlps841depUXnrppUb3zZgxg549e9aet1+/fkyaNIkFCxbU3ue1117jd7/7HaD1nIwcORKA1atX1y6K2ZRNmzZx++23A/Dxxx/z/vvv8/jjj9O7d29Gjx7N7bffTnFxMQAPP/wwCxcubNZzEgSh9elO9wUIgnDme/TRR3n00UcBLSh4+eWXWbJkSbOO9Xg8VFdXt9q1TJo0qXaNnFAoxDfffMO9997Ld999R2pqKnfeeecJPa7P5+P+++/nlVdeAWDZsmVMmjSJfv36odPpuPnmm3G73bjdbgDuvfderrnmGgYOHFhvwU1BEE4N0QMjCMJJ27lzJ7fddhuDBg1i2LBh/OMf/8DpdBIMBpk4cSIAEydO5LvvvsPn8zFz5kzGjx9P//79GTJkCI899hgnMpotyzJXXHEFNpuNbdu2AfDSSy8xderUFj/Wp59+SnJyMp07dwYgJiaGNWvWUFVVVXuf3//+93To0AGAiIgIhg4dyptvvtnicwmCcPJEACMIwkkpKyvjxhtvJD09neXLl/P555+zb98+7rvvPhRFYd68eQDMmzePCRMm8N577/HTTz/x3nvvsWHDBv7zn//w8ccfs2rVqhafOxAIMH/+fCRJYtCgQSf1PD788MPaYAvgrrvuAmDkyJEcOHCAOXPm4HK56h0zceJEPvnkEwKBwEmdWxCElhMBjCAIJ+WHH35Ar9czbdo0TCYTMTExPPzwwyxZsoSioqIG97/22mt59913iYmJobCwEI/Hg9VqpaCgoFnnmzdvHgMHDmTgwIH07duXe+65h6uvvpqIiIgTfg7FxcXs3r2bAQMG1G6Li4vj888/57XXXgPgo48+YtKkSZSUlNTep0+fPlRXV5OZmXnC5xYE4cSIAEYQhJNSUlJCYmIiiqLUbktOTgYgNze3wf3dbjePPPIIgwYN4tZbb+Wrr75CVVVCoVCzzjdx4kTWrVvHunXr2Lp1Kx999BHffvstTz311Ak/h7y8PEALWo7Wv39/UlNT+eqrrwgLC+Ojjz6q3Wc0GomIiCA/P/+Ezy0IwokRAYwgCCclKSmJvLw8gsFg7bbs7GxAyyM52kMPPYTZbObnn39m7ty5/Otf/2p28HI0SZIYMGAA48aNY9myZSf2BNByaYB613HttdcyZ86c2ts6nY7k5GScTme9YwOBQL3gTRCEU0MEMIIgnJThw4cD8PTTT+PxeCgqKuKJJ57gggsuICkpCaPRCFCbP+JyuTAajciyjMvl4t///jculwu/339C59+zZw+LFy9m4MCBJ/wcEhMTAeoNY/Xq1Yt3332XnJwcANauXcvy5csZMWJE7X28Xi+VlZUkJCSc8LkFQTgxYhq1IAgnxW6388477/Dkk0/WBjOXXnop9913HwDR0dGMHj2aKVOmMGPGDB566KHaISSr1cqIESO4+OKLycrKatb55s6dW6/ui91uZ+zYsUybNu2En0NkZCQ9evTgl19+IS0tDYD77ruPYDDI5MmTcTqdPPDAAzz00EMMGTKk9rj169fXHisIwqklKvEKgiAAs2fP5scff2x0WvTUqVP54IMPGmx/5JFHcDgcJxU8CYJwYkQAIwiCgFbI7rLLLuPVV18lPT39uPcvLS3lyiuv5OuvvyY8PLztL1AQhHpEDowgCAJgMBiYOXMmM2fObNb9n3nmGWbMmCGCF0E4TUQPjCAIgiAI7Y7ogREEQRAEod0RAYwgCIIgCO2OCGAEQRAEQWh3RAAjCIIgCEK7IwIYQRAEQRDaHRHACIIgCILQ7ogARhAEQRCEdkcEMIIgCIIgtDv/DzBtFzMHcDhIAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Easy to represent multiple variables with different visual elements\n", + "tipgraph = sns.scatterplot(\n", + " data=tips,\n", + " x='total_bill',\n", + " y='tip',\n", + " style='time',\n", + " hue='day',\n", + " palette=['purple', 'hotpink', 'deepskyblue', 'yellowgreen']\n", + ")\n", + "\n", + "tipgraph.set(\n", + " title='Tips vs. Total Bill',\n", + " xlabel='Total Bill ($)',\n", + " ylabel='Tip Amount ($)'\n", + ")\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "98dfa5ef-f48b-4736-ad54-a419d53a0ae4", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#pairplot is another convenient way to compare variables\n", + "sns.pairplot(\n", + "data = tips,\n", + "hue = 'day')" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "a9aa35e4-2a50-4ca6-8fc6-f760f6a8c5a2", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#relplot also lets us explore specific levels within variables\n", + "daysplot = sns.relplot(\n", + "data=tips, #use the tip dataset\n", + "x=\"total_bill\", #x axis plot the total bill\n", + "y=\"tip\", #y axis plot the tip\n", + "hue=\"sex\", #color points based on customers' gender\n", + "col=\"day\", #create a separate plot for each day\n", + "kind=\"scatter\", #use scatter plot\n", + "col_wrap=2) #put plots into 2 columns" + ] + }, + { + "cell_type": "markdown", + "id": "895c2164-609d-4ba5-b8eb-7194203fdd55", + "metadata": {}, + "source": [ + "Activity: Comparing Data Visualizations\n", + "\n", + "Gendered Language in Teacher Reviews\n", + "\n", + "How are the visualizations different?\n", + "\n", + "In the gendered language plot, the axes do not remain constant, making it difficult to directly compare words across frames.\n", + "Both the x- and y-axis positions change between words, creating transition effects that can be visually engaging but may obscure direct comparisons.\n", + "\n", + "Because multiple visual properties change simultaneously, there is no clear boundary between different types of changes. For example, the spatial position of data points changes substantially across frames, while color remains constant.\n", + "\n", + "Advantages\n", + "\n", + "Shows the full dataset without excessive clutter.\n", + "Helps viewers explore patterns interactively.\n", + "Makes transitions between different views more engaging.\n", + "\n", + "Limitations\n", + "\n", + "Direct comparisons between words are difficult because the axes and positions change.\n", + "Viewers may have trouble tracking individual data points across transitions.\n", + "Changes in multiple visual properties at once can make interpretation less straightforward.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "ec886429-b244-4a79-b4e6-3c5c26fce039", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "import plotly.graph_objects as go \n", + "# 'go' is 'graph objects’\n", + "x1 = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\", \"Sanji\"])\n", + "y1 = np.array([110, 180, 240, 99, 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#make our figure\n", + "graph = go.Figure()\n", + "\n", + "#choose our plot type and data\n", + "graph.add_trace(go.Bar(x=x1, y=y1))\n", + "\n", + "#update layout to include titles\n", + "graph.update_layout(\n", + "title=\"Pirate Scores\",\n", + "xaxis_title=\"Pirates\",\n", + "yaxis_title=\"Score\")\n", + "\n", + "graph.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "2eb0110e-0ebb-4bab-99b8-f369a8b01ce4", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "#save plotly graphs as HTML files and embed them in our webpages\n", + "graph.write_html(\"pirategraph.html\")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "f22ebd0d-342a-4655-945c-caa084093135", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#customizing plotly graphs\n", + "graph = go.Figure()\n", + "graph.add_trace(go.Scatter(x=x1, y=y1, mode='markers', \n", + "marker=dict(\n", + "size=15, \n", + "# point size\n", + "color='hotpink', \n", + "opacity=1, \n", + "# point colour\n", + "# we want points for a scatter plot\n", + "# point transparency/alpha\n", + "line=dict(width=5, color='purple') # point outline\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": 17, + "id": "79421573-e14e-42e8-ba68-4b6c9bce5d6d", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: wordcloud in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (1.9.6)\n", + "Requirement already satisfied: numpy>=1.19.3 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from wordcloud) (1.24.3)\n", + "Requirement already satisfied: pillow in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from wordcloud) (9.4.0)\n", + "Requirement already satisfied: matplotlib in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from wordcloud) (3.7.1)\n", + "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (1.0.5)\n", + "Requirement already satisfied: cycler>=0.10 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (0.11.0)\n", + "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (4.25.0)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (1.4.4)\n", + "Requirement already satisfied: packaging>=20.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (23.0)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (3.0.9)\n", + "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (2.8.2)\n", + "Requirement already satisfied: six>=1.5 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from python-dateutil>=2.7->matplotlib->wordcloud) (1.16.0)\n" + ] + }, + { + "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": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "!pip install wordcloud\n", + "from wordcloud import WordCloud\n", + "import pandas as pd\n", + "\n", + "df = pd.read_csv(\n", + " \"https://raw.githubusercontent.com/prasertcbs/basic-dataset/master/movie_quotes.csv\",\n", + " on_bad_lines=\"skip\"\n", + ")\n", + "\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "1380a5ad-152b-4981-91be-9da3bd748d97", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Join all text from the 'quote' column into one large string\n", + "text = \" \".join(each for each in df.quote)\n", + "\n", + "# Generate a word cloud image\n", + "wordcloud = WordCloud(\n", + " background_color=\"white\",\n", + " colormap=\"inferno\"\n", + ").generate(text)\n", + "\n", + "# Create a figure and axes\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "\n", + "# Display the word cloud image\n", + "# 'interpolation=\"bilinear\"' smooths the image\n", + "ax.imshow(wordcloud, interpolation=\"bilinear\")\n", + "\n", + "# Remove the axes and tick marks\n", + "ax.axis(\"off\")\n", + "\n", + "# Display the figure\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "a804e22b-3bac-4112-9836-f1db9097bf5f", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: matplotlib-venn in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (1.1.2)\n", + "Requirement already satisfied: matplotlib in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib-venn) (3.7.1)\n", + "Requirement already satisfied: numpy in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib-venn) (1.24.3)\n", + "Requirement already satisfied: scipy in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib-venn) (1.10.1)\n", + "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->matplotlib-venn) (1.0.5)\n", + "Requirement already satisfied: cycler>=0.10 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->matplotlib-venn) (0.11.0)\n", + "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->matplotlib-venn) (4.25.0)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->matplotlib-venn) (1.4.4)\n", + "Requirement already satisfied: packaging>=20.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->matplotlib-venn) (23.0)\n", + "Requirement already satisfied: pillow>=6.2.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->matplotlib-venn) (9.4.0)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->matplotlib-venn) (3.0.9)\n", + "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->matplotlib-venn) (2.8.2)\n", + "Requirement already satisfied: six>=1.5 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from python-dateutil>=2.7->matplotlib->matplotlib-venn) (1.16.0)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\cmagg\\anaconda3\\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", + "#import package\n", + "!pip install matplotlib-venn\n", + "from matplotlib_venn import venn2, venn2_circles, venn2_unweighted\n", + "\n", + "#define our sets\n", + "A = set([\"apple\", \"banana\", \"watermelon\"])\n", + "B = set([\"pumpkin\", \"blueberry\", \"apple\", \"key lime\"])\n", + "\n", + "#assign our sets to each circle and modify the appearance\n", + "diagram = venn2_unweighted([A, B],\n", + "set_labels = ('Fruits', 'Pies'),\n", + "set_colors=(\"blue\", \"red\"),\n", + "alpha=0.5)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "6cdaff96-a0ee-4344-9510-102ba5c2b54a", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#add names to the venn diagram\n", + "A = {\"apple\", \"banana\", \"watermelon\"}\n", + "B = {\"pumpkin\", \"blueberry\", \"apple\", \"key lime\"}\n", + "\n", + "diagram = venn2_unweighted(\n", + " [A, B],\n", + " set_labels=(\"Fruits\", \"Pies\"),\n", + " set_colors=(\"blue\", \"red\"),\n", + " alpha=0.5\n", + ")\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))\n", + "\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/assignment-1/.ipynb_checkpoints/pirategraph-checkpoint.html b/assignment-1/.ipynb_checkpoints/pirategraph-checkpoint.html new file mode 100644 index 000000000..9ce17045c --- /dev/null +++ b/assignment-1/.ipynb_checkpoints/pirategraph-checkpoint.html @@ -0,0 +1,71 @@ + + + +
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+ + \ No newline at end of file diff --git a/assignment-1/.jupyter/desktop-workspaces/default-37a8.jupyterlab-workspace b/assignment-1/.jupyter/desktop-workspaces/default-37a8.jupyterlab-workspace new file mode 100644 index 000000000..b49b0b0e2 --- /dev/null +++ b/assignment-1/.jupyter/desktop-workspaces/default-37a8.jupyterlab-workspace @@ -0,0 +1 @@ +{"data":{"layout-restorer:data":{"main":{"dock":{"type":"tab-area","currentIndex":2,"widgets":["notebook:assignment-1 week2a.ipynb","notebook:assignment-1 week2b.ipynb","notebook:assignment-1 week3a.ipynb","htmlviewer:pirategraph.html"]},"current":"notebook:assignment-1 week3a.ipynb"},"down":{"size":0,"widgets":[]},"left":{"collapsed":false,"current":"filebrowser","widgets":["filebrowser","running-sessions","@jupyterlab/toc:plugin","extensionmanager.main-view"]},"right":{"collapsed":true,"widgets":["jp-property-inspector","debugger-sidebar"]},"relativeSizes":[0.2620689655172414,0.7379310344827587,0]},"notebook:assignment-1 week2a.ipynb":{"data":{"path":"assignment-1 week2a.ipynb","factory":"Notebook"}},"notebook:assignment-1 week2b.ipynb":{"data":{"path":"assignment-1 week2b.ipynb","factory":"Notebook"}},"notebook:assignment-1 week3a.ipynb":{"data":{"path":"assignment-1 week3a.ipynb","factory":"Notebook"}},"htmlviewer:pirategraph.html":{"data":{"path":"pirategraph.html","factory":"HTML Viewer"}}},"metadata":{"id":"default"}} \ No newline at end of file diff --git a/assignment-1/.keep b/assignment-1/.keep new file mode 100644 index 000000000..e0e9fb6ec --- /dev/null +++ b/assignment-1/.keep @@ -0,0 +1 @@ +hello 👋 \ No newline at end of file diff --git a/assignment-1/assignment-1 week1a.ipynb b/assignment-1/assignment-1 week1a.ipynb new file mode 100644 index 000000000..aed61b5fe --- /dev/null +++ b/assignment-1/assignment-1 week1a.ipynb @@ -0,0 +1,556 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "cf578134-1d80-4aef-bb02-6c933ea35e38", + "metadata": { + "tags": [] + }, + "source": [ + "activity\n", + "look at the following examples of data visualization. For each consider is the visualization pleasing to look at? Does the visualization accurately represent data? can we understand what message the maker of the visualization is attemp to convey? consider factors such as colour size, use of images. Is this a good data visualization? why or why not?\n", + "\n", + "life expectangcy 2007\n", + "the graph is nice to look at, however, due to the 3D bars on the graph, it is hard to compare between the countries. The style is not clear and hard to known where each bar end hence accuracy concerns. the x axis is unclear as well due to the authenics.Title is not clear. unknown source as well.\n", + "\n", + "monstrous costs\n", + "the use of the monster is eyecatching but its the 3D effect is making harder to read the data. No scale and source is not clear. the x and y scales are not clearly stated.\n", + "\n", + "same sate represent with tow different aspect ratios\n", + "the message changes depends on the aspect ratio and purpose. x axis there is no title and it could be anything. accuracy is a problem since source. No legends and no comparative values.\n", + "\n", + "2012 presidential run\n", + "Total submission is over 100 percent. The use of shining effect is making the white font harder to look at. the ratio is not accurately represent in the pie chart.\n", + "\n", + "wind map\n", + "The dynamic image is interesting and pleasing to look at.\n", + "the wind map is a dynamic figure. it would be better with colors especially for wind speeds. The scale is not linear. " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "4ed43761-ebaa-4a7c-ba44-ca22bdefe1a4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: numpy in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (1.24.3)\n", + "Requirement already satisfied: matplotlib in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (3.7.1)\n", + "Requirement already satisfied: pandas in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (1.5.3)\n", + "Requirement already satisfied: scipy in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (1.10.1)\n", + "Requirement already satisfied: pillow in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (9.4.0)\n", + "Requirement already satisfied: requests in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (2.31.0)\n", + "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (1.0.5)\n", + "Requirement already satisfied: cycler>=0.10 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (0.11.0)\n", + "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (4.25.0)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (1.4.4)\n", + "Requirement already satisfied: packaging>=20.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (23.0)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (3.0.9)\n", + "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (2.8.2)\n", + "Requirement already satisfied: pytz>=2020.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from pandas) (2022.7)\n", + "Requirement already satisfied: charset-normalizer<4,>=2 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from requests) (2.0.4)\n", + "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from requests) (3.4)\n", + "Requirement already satisfied: urllib3<3,>=1.21.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from requests) (1.26.16)\n", + "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from requests) (2023.7.22)\n", + "Requirement already satisfied: six>=1.5 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n" + ] + } + ], + "source": [ + "# Install packages\n", + "!pip install numpy matplotlib pandas scipy pillow requests\n", + "\n", + "# Then import them\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "from PIL import Image\n", + "import requests" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "b97c4b2a-a7b7-42a5-8196-5dba97753a79", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "# Next, make some sample data so that we have something to plot!\n", + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y = np.random.randint(0, 100,50)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "cbdf55fd-e5a7-435f-be0e-ffd91d1ccc43", + "metadata": { + "tags": [] + }, + "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": [ + "# Then make our basic scatterplot (weʼll break it down after!)\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "6c7bd848-e984-4887-9eb0-7c8eb0427955", + "metadata": { + "tags": [] + }, + "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": [ + "# We want to keep our figure and axis definition the same. So we only edit our axis object\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.bar(x,y)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "9655597a-30a4-4ed6-81d9-681c75b64c87", + "metadata": { + "tags": [] + }, + "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": [ + "# Make a line plot\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "fa664e18-56aa-4bea-aea3-f546f112f75b", + "metadata": { + "tags": [] + }, + "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": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Make a histogram\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.hist(y)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "28c7a4de-fe23-4da0-938f-43e72cff58a1", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "# add axis labels and titles\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": "62f1807e-9bcb-47cc-ba11-7859d8c7fd23", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "# make a dictionary with the properties we want for our labels\n", + "font1 = {'family':'sans-serif','color':'blue','size':20}\n", + "font2 = {'family':'monospace','color':'green','size':14}" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "aa888b90-e7d0-4e67-aaf4-3245caf0a75c", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + " # add fontdict arguments to our previous lineplot\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)\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "97c9441a-fc4a-474e-b666-c503dfb7c8fd", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Years since start')" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# move labels and remove the title\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y)\n", + "ax.set_ylabel('Total growth', fontdict = font2)\n", + "ax.set_xlabel('Years since start', fontdict = font2)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "5a50e30a-0db7-453c-9692-eeec48fa38cb", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\cmagg\\AppData\\Local\\Temp\\ipykernel_28208\\588414734.py:7: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# add colours and markers arguments\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,\n", + " y,\n", + " marker='*',\n", + " color =\"indigo\")\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "ca15d312-c235-45e1-a8d2-d57b88336d80", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\cmagg\\AppData\\Local\\Temp\\ipykernel_28208\\857670126.py:10: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# adjust the style and width of the line connecting out points\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "\n", + "ax.plot (x,\n", + " y,\n", + " marker='*', \n", + " color = 'indigo', \n", + " linestyle = '--', # NEW ADDITIONS\n", + " linewidth =2)\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "d3b8b111-66b7-43e7-b12d-2a361999193a", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\cmagg\\AppData\\Local\\Temp\\ipykernel_28208\\1770750687.py:6: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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IQEfyPvj5BfXc1w2bO9DSaEnp31n0YHfhhRfihRdewPHjx1FbW4uDBw9i27Zt2LhxIwCgqakJ7e3tWLp00INMqVRi4cKF2L59e8Bg53Q64XQ6ue8tFovYhx0W4quWGlqPWHFypwknYcJdb8xC9Yy8VB+S6ATLlsR6b1EUBZmC4r4uqNSg/Xg/elvs8HnpqEShQ3k+SuUUF1T5e0Juuw+73zkX8PnIZyjxCO19xAl2od4HgfC66ZT/nUXfs3vkkUewcuVKjBs3DnK5HNOmTcPq1auxcuVKAEB7O7OiKykpEfxcSUkJd58/69evh8Fg4P5VVlaKfdhhIb5qQpJVi+fvAeUP01V/st9bbJOKz0PD0uUM8+gQ+Hk+3vnaTFxwSxV3e8AfCXLFycbPULLgLzyUCbD38ff+nHdTRVAf0FT+nUUPdm+99Rb++te/4vXXX8e+ffvw6quv4tlnn8Wrr74qeJy/8jVN00HVsNesWQOz2cz9a25uFvuww0J81YQkqwOL1cWUyinoi4dX+ZJl+lWlWHz3qID3JeK99Y0Ha/HQxxdgXcPimMS0dQUKqA0ygB78Xl+oQF65Gtf8ZBzue2duwJ+77fmpuPcfge/Lxs9QsuBndv95vgmv/M9+vLP2aNzPG8z785IfjsK9Qd4Dqfw7i17GfOihh/Doo4/ixhtvBADU1dXhzJkzWL9+PW699VYYjUYATIZXWjr4S3d2dg7J9liUSiWUyuF5ocskkr1vSdM0p56SV66GRDI8PdhsvS5sffmM6M/bfMiMba+dhUovQ91lJRgzNx8Ao2QRD7lGFa55fBzeeOAwAOCi20fgoltGDFHHYH0H2f9ziEtFSnD7zdQ1/qeL0/uNh1yjCrO+VQ6nzQNrlwv3vj0HXjcNmUKC/h5mNMv/PZBKRA92AwMDkEiEb3qpVMqNHlRXV8NoNGLLli2YNm0aAMDlcqG+vh5PP/202IcjKuxKZqDPDa+HhkRGQZsrzxpftWTvWw70ubnOy7xyNb545Qz2f9AGp82LW343JaU6e2JybFuPQOkEYDJZjSG+91Znkw373mcy76JqLRfsxMBhHbyA6vIVgkDHfk4MpSrMvq4cX/69VeA/qC9UwOP2wW5mfmdNFn2GxKC5wYwPf3kcyx6qjaiTNVD3slhD5Qf/1Y6es3ZocuVYumo0tzcc7j2QCkQPdldeeSV+8YtfoKqqChMnTsT+/fuxYcMG3H777QCY8uXq1auxbt061NTUoKamBuvWrYNGo8FNN90k9uGICutivuHK7ehqGoBcJcGPP1+QNXYzoTqwJFIKNzw9SdTXM7U6uK/zy1Xoa3eg+RDTnGQzuYP9WMYx/apS5Feq8eFTx9DZZIPL7oPBqMSDH14Q13srkfY+fFEFbZ7wAsZ+TqRyChRFYe4NFdyKHwB+/PkC7HmnFf94nCmlXfidKuJNGAXRjm0ECmxiBTvHeYUelZ+kX7j3QCoQPdj97ne/w//+7//irrvuQmdnJ8rKynDnnXfi8ccf5x7z8MMPw26346677oLJZMKcOXOwefPmtJ6xY5EpJFBqmdPmtvs4gehsIFQH1qq356BiYo6or8f3scsrV8PrGQyyw22wfOS0XNz91pyouyNDESrY7f+gDV2nbPB5aVz+o+g1C/mLDW2efMj9/IsavxuUva9mfgH3/cndvViC0VEfQzbBbiF43F58+XdGrvDAh5GNpzgHhn5WxFJQcfYzz+OvXwuEfg+kAtGDnV6vx8aNG7lRg0BQFIW1a9di7dq1Yr98UmDbd31eGh6XD3Kl+B1OBKHbQX6lGpbOwc7B4TpYLlagAwZX3cCgggrLx78+gd5mO1Q6GS5bPSZoc1gwbCZeZpcffWmqoEqDvAoVTC0OnNlnhtvhhVxFPkfBCLyFENl4ijeAS4vH5Yt7YeVx+TgHGJUu/f922VF/Exl++65rmF50g6ErUEDqt0LTFyoSUos3+WV2Ku3gBTuTM7vmBjN++62d+Of6YyGHcuPFbgme2bFKKo5+DwZiKAmHy+wioWYuk915XD407e2L6TmyhXjGUy7/UQ2eProEP993CUbNHpxTjbeU6eQtppRa0fMm0SHBLgYEgqpJtLdPB3KNKtz8K+EH695/zEnInsukJcVYeu9ozPpmGQpHaKDUDg8x6D2bzqH5kAVbXz6D3123C6ZzibHaERi3Dgl2PEHoGJRUBs5ndhIZNWS/JlLGzB9smDmxozem58gWpl9VigW3jQh4XyTt/BIp83fiL3riDnY2oX1UupP+R5iGKPgZRhLt7dOFusuMuPCWPmx77SwAxhctt1T8ge8x8wowZt7g3o5ScN4zK7Pjj23s3TSoJtLf7YK53QHQTPZ68KN2nNzVC2e/F5ffPwZ5ZbGfV4d1MPtS6YXZl79GZtWU3Kieu/98g4o2Tx51CZSF3x369fYeAKn1O0tnfF4a+/4pnGmNpZ1fzIW6o583rE6C3fCkeLQW1TNzodTIsqpBhc+o2Xlw9HtQPFqbkEAXCKUuczO7QHsuANDX7sDvb9wNgNlzadrThx2vMw0IF3ynKr5gxy8z+e2p8K1+uqN0P6Bpmitj+ndiRoO+UAnjWB3MbQ7kV6hFbc4ZbjT+uxOWDmbPWqmTYtnDtTG184tp88N/f2XCnh0JdjGw6Hsjseh7I1N9GCmlbmkJ6pYGFgFIFMoM3rOLdGxDsB8cZ/bKljEVGimkMuGORbzuB//7xULY+lycFmas3PGn6dAXKUmQC0M9T3Tg2xsnY9yCoojb+ev/fBrWLicUaimqZ+QCYN4TGkNse60sgj07ktkRhht2ixvWbhcMJcqEbkrbLW5Yu1zIK1dxXXrCYJdZmV2kYxsCk9o4V97jLy5CSY0uYCDhZ3a9UWZ2FEVBkyuHJje+iyUAGMh8XVhO7+/DmX19AJj3x6a1X8HRfxiTlhTjul9MDPvz+//ZhtZGKyQyCk8fWYKZK8pFOS5tvhx1lxXD0e9F0cj4FVkSDQl2hKg4trUb/+/+BgDAVY+NxUW3Bt40j5fj23rw19WHBK+jK1Bg8d2joNRKYaxN/5nMsFDg9CVZ+E048ZaZlj1UG/Q+pVYGXaEC/d2uqMuYhOSy9c+nua8vubMaH//6BABGYSgS2PeR2CLQVVNyccvvpor6nImEdGMSoqKvY3DWTV+ggNPmQcthCzdvIxb8gXL9+T0JlU6Gy+4bg0V3VGPcgkJRXy8Z6AoUkKsGP3LFo7RDxjaSmb2ypUxrlyvukqkYuJ1euB2ZlbEnGqfNg6Y9fQAYL8K5N1Zw9/H3zEI/B3NO+ft12QjJ7GLgxM5efPjMcThtHiz83kjMub4i/A8NE8ztgxJe9X8+w2V5q9+di/IJ4imoCKx9KoeHtU+uUYXR8/Lx1WfdAIDvvzwdunylYM9FUMZM8L7kyGkGyBUSFFSp4Xb6oNCE/xkAaDlswfFt3dDmKTB6bj4KR0T4g0E4tduEf//+JJr29uGbT0zAzGvL4nq+4YRSK8OaTy/C3nfPQSpjyseUBKB9GKKnGgy265L/3qJpGrRPXBGDdIcEuxhw271oOcxoNMblB5aBWHiZXUVdDnceOk/ZRA12vc3CgfLhgq17UA1eX6gc0jiiFHHPLhzLHxkb08817THhow1MKe2mX9XFHexomsbX25k5uxM7ekiw80OhlmLeykEPT5VOBrvFE9FiiKZproyp0Ehx6JMO/O3Rw3DZvbhyTeK2IdIREuxiQCHivkqm0cfL7MbMzcfON5g2+c6TNlFfhxWBlqskgjKfa8ADRz9T7uJ3FGYK4y8pQn6lBh6nd0igAwCFhjf0G0dp8dxRK/5w05dQ6WWYfV0Flq4ST3uSLxWmiVE9hc+IqbmQqyRwO3w4saM3pLclgel8tFs8sEeQ2XndNNcBrNTIIJFQXFnT3/onWt594igaP+2CSifDbc9PRX5len8eSbCLATFnVTINtoypK1CgdOxgk0jnKfGCHU3T3J5dXrlacOH7zTd3ofOkDUqtFE/uv1S010wWS+4OHXQEKjFxvLfsVsYeyWnziq7yI5QKi18mTqaQoHpmHo5v64G5w4muUwNxe+5lOh6XDwN9buQEMCxmVVCcEezZ8bM/hVoqKGXG+74wdzrRd465Hkjk6d/+kf5HmIYoNdmpoOL1+GDtYlb1BqMSBZVqbqhezGDX3+OCx8k0vOT7lTDZYOC0eeHzpdgNMgFo8xUYv6gQU75hjMtFgq+L6S8VFgi3M/L3MT+z08UgAh2IGp502Nc7ekR5zkzm0xdO4ecX1ePPd+5D9xlhtyyrEet2+OB1h24M4y/GFVqpqAoq/AYqIhc2TBGWMVPfxZYs+rtdXEnEYFRBKpegoEqDzpM2dDcNiKaA0ctzO8irEM5h8bsVXQPejPiQRUOuUYXbX5we9/NE6mX34m17ce6oBSqdDI/++6KInpuf2YkxawfgvCzc1wAYncwLvl0lyvNmIjRN479/bQZo4Ohn3bjkTpdgX5T/nnf0e0Jm1/yAplBLBd3ALnt8HdT8zFIh8lhDIiCZXQxkaxnTzGtOMZQwQah4FFNu8rh8gnGBeOBb+/g3p2SyiorX4wMdrZhhjEQa7Pp7XLD1utFz1o4zB/oiem7WuFWulojWzl42Xs8FzpO7ehPqBpGumFrtaDlswY7XW7gZOomMgkwpQcthC9ehzP97hitlShUSjL+4EKPn5qGkRidqGZMdfVBqpZBI0n+PdXgti5NE1gY7XnNKrpHZSygerQW2MLd1nbShUISmEVMbz6G8InAZE8g8FZV977XhH48fgb5QieWP1mLKFcaEvVYoLzs+BVVqtH1lBQDseKMZI6bmhn1uMXQx/ZFIKIyek4eGTzpht3jQesQSkQv3cCKQfqrPQw/xrJtzfTlqLyqASieDJszfoLBKg9v/OFgpMHcMfrbivXY5g7iUpyuZcZRphkwhgVROweums2rPbtLSYqzduQh97Q7OsJPN7ABm3278xUVxv86iO0Zi9jfL0dtqDxDsMjezs3Q64XXT6GtzJHy+Seh4MPRjzrow8Ff6jf/uQkujJaTztc9Hc1lHrD52wRgzrwANn3QCAP66+hC+vXFyVgW8SPVT+U4g0cL/e8c7wM9ldiTYDW+UWhkG+txZ5WdHURS0+QqBMzU/2PHLnGK/DosqgzM7K28mM1CXHcvvb/wSvS12qA0yPPjhBTG9lsC4VTc0KAXKIhxWT1jna4fVw12MY3EoD0XNvMEmld5mO/a915ZVwW76VaUoGqXBb1fsGnIfXz81HhQqcapSPh/Nff5IZjfMWXzXKPi8dEIcujMJ41gd7n17DopGaZPypldkcGZn7uQFu6Lgwa6/xwVLpzMuCTZBGTNn6N8l0izCH4/Th+qZubCZ3CgQca7K1GqHo9+Dy380BltfPoOBPjcOfNiOGdeWhcw0hxt2s1DvMhbPulBI5YNVqXgW6vxASTK7Yc5F380e5YFQyJVSVE5O3uo7k/fs+JmdPkSwY0tN8QTzcA0qkbow+JNTrMRdr8+O+biCESjT7O9xhc00hxtOniHq6Nl5cNq9QzzrHP0ebnGQW6oK6Xn45d9b8NmfTkOhZjzwai8owM0bJkOqkMRVhs40LzuABDtCFGx57iTkaikKqzSYtKQ4Ia9h63Vhy+9PIa9chRHTcjFyWq7g/ozeszsf7DS58pAeZKxkmNdNw+PyhfUrC8Tiu0dh5rVlsFs9CbViEotYM83hhoP3np64pBgX3lI1xLPu6+09eO2egwCAKx6owSV3Vgd9Pmu3C92nmTk9do+u7rL4fShVOhlufGYSHP2ejMm40/9TQEgLaJrGpy80wePywThWl7Bg13VmAP/9y1kAwPybK4cEuwmXFOG+d+ZCqZWGzI7SDZqmYe1kWvZD7dcBwiYC14A3pmBXPSMPmBH6MboCBfSFCvT3ukD7AKmcgsYgT0lpPtZMc7jBN9ItHKEBRVGQKYTNTOooRg8E5UYRZ+FUOhlmXJNZGqYk2MWI0+aBw+qBy+5FfoUa0gyQy4mHAZOb20My+F2se1vsOPRJB7pO2jBxcREmXBJ7IBTM2FUMXTHq8hWiqXYkE7vZw52/cEGavwfiHPCINrjtT65RhR9/vgAbV+xAx3EbaJrGo59eJGhiSAkBfP6yhaX3jsbcGyrQfWYAZeMDezby3x/h9DH53eKZMPidSEiwi5G3f3IEBz5sBwCs+c+FaS+CGi98AWh/d+meswP48OnjAJgPYjzBjq+ekl8+fFys+e4YOUWhg7VSk7w5TplCgstX14D20sgtVYXNIj/7UxMaPumANk+BKx8dK6qGJZtp0jSzXwcAqhxZVjWBSSQUcktVyC0N/t6PZqhcoKByXuaw40Q/rF1OuBw+jFtQmDU2PyTYxYiYGnOZgEA9xS/Y8ccPuuLUyBT42FUMnwWEJcJOTEDofBBLE47PS+PUl71Q6eXQFSqQawy9aJi0OPLFSdcpG5oPMbZOyx4O7oQeC2ymebS+C6/dzexJTb+yNOzxZxv+cmGhcPkJQQPA++uO4fg2Rn/0iT0XQ50TfeXA2u2EpdMJlU4GfZEyI4xhSbCLEYVI6vSZQiD1FJacEiWUWimcNm/cgtC9rYOvkxcgs3M7vGjY3AmnzQNDiTKuLDKZVNbl4Id/mQlLlxNF1aGzIWHHafRNOANmN/54614AwPhFhaJobbIIHQ/EL6/KFBKMmZPPGZSe/LJX9NfIdKIKdvahe3b+C/VYgt2BD9vx/i+OAQBu2lCHactLo36OZEOCXYzw3zCZ1gIfC+YQZUyKolA8SovmBka/z+3wQh7jvg+7Z6fUSgPuVbnsXrzxIOOOPm5BYcYEO3WOHKPn5Id/IOI3cI1UFzMW+nt5XnaGxOwlqnPkqJiUg+ZDFnR8bYOl0xm2qWc40HGiH1++3YrCkRqMnp0vqJjwkSkHZ+XCuZU7/VwPAEAuQlVKMHqQAd2+AAl2MaMUUVA1E+hr54tAD73wFI9mgh1NA11NwTfXQ+Hz0TCdC+xjx5LJoweRMnZBIbR5Cii0UlRMir4LMdpg53Z60fZVP/raHdAXKFA9My/oYwfOZ3bqHFlCm7Jq5hdw5dITO3sx/ar0zxzi5exBM7b++QwA4OqfjA0a7CiK4hScwmZ254MdJQG3HyuGti9/r1CZIXN2w7uFMIEIHaWHf7CzdATP7IChGpmxYD2vHQkMFYBmYXVJAcAxTDPq8gk5mHNDBaYtj22/SqCLGUAqzJ++cw787rpd+Muqg9j+/5pDPpb1shNTBDoQfOmwE1nib8f3rSsII6geqYEre21SamTc4pEf7NyO2FR6HLzh90yY4wRIZhczCkGpaXhmGHzM5zM7hUYaMFsoEiHY8S2CQg2qsqvaTMrsjn7WBUrCjB2UT0jszJhAFzOCzI6/eOnjOU7443X7uOfW5iemhMkyYnouZEoJPE4fvt7RC5qmA2b6wwl+sCscGSbYnd+3c/R7Qp6bJfeMgrXbJbhNDJsfp0BBJTPCSGYcZRqSzPbwdKBycg5UOTLIFJKAH6yS0Tru686TsQU7hVqKMfPz0XzQDIUmhMKITppxwe79dcfQfWYAKr0MP997SUJfK5wupj8KNbM/OtDnFljA+DNg5jenJDazkyulGDk9Fyd29KLvnAM9Z+0CA9PhCKt0IpFSyA+jSnLHS9MhU0ig1MpCLgKmBmgcEaWMaSPBLmvINk+7G5+pC3l/QZUaEhkFn4eOObMrn5CDktE6nNjeC3cIF2W2bJJJjUHsnF24sQPgvBFusx1Omwdqgzzqi3wsDSq5parzwc4Z1HHexmtOSUQnpj818/JxYgfTjfn19p5hHexomkbPWSbY5ZWrwu6H6gtjb9hRqPlu5fE3qBAh6GFOto0ehEMql2DipUWQKaVRN6ew3mqggIP/Ygb1Qynes8HO4/TB6/FBKkvvrWdHv4dbEOmLw2dEHSf6sfEaRjZr7o0V+OYTE6J6Pb6qRqSrboNRiXNHrfB5aFi7nZwTPR/+2EE401AxmHBJEWx9btTMyw/ZNDMcsHa7uMVbooO6YM8u5mDH/JxMIYlJzi4VkGAXIxUTc/Cj9+ZBoZUmZZWbCdzyu6kx/Vy0ivf+zgcaQ3p/2AQ+dhFkdoKO0ySNHvAVO8ztjoDBLr9CjeWP1mLA5Eb1rMQHH2OtHlc+Ojbhr5MOsCVMACgcKY4qjdfjQ/fpASg0Uqhz5NzChw12lATwuGNrUHFyxq2Z0YkJkGAXM0qtLKb2esJQolW8V/mNHyRq3kssBOopEcyLCRoIYtiX5DcPqCMNdn5NKlVThj4mr1yNhbePjPp4COFhS5gAUDgivIvA6X19OLGzFw6rG7O/VRFQts3a7cKz39gOAKi7rJhbjNZdVoJ1DcVB998jgS1jZsp+HZCg0YPW1lZ8+9vfRkFBATQaDaZOnYq9e/dy99M0jbVr16KsrAxqtRqLFi1CY2NjIg4lo2huMOOFW3ajucGc6kMR8NmfmvDU4i/w/M270XLYIvrzT7+qFD94NbBE/6q35wyZsdIXKmAoUaJ4lBY+T/orBlsi9LFjideN/Vu/mIBfHLwU/7ttYVi1FhaDILMTx3GeEDmCzC6CMuap3SZ8svEE6l86g86mwHvk/F4CfulSKpdArpTG1d265tOL8JOtC/D9P4ex1kgjRA/LJpMJF1xwAS6++GJ89NFHKC4uxsmTJ5Gbm8s95plnnsGGDRvwyiuvoLa2Fk8++SSWLFmCY8eOQa/P3mxp77ttOLnThH3vtaGyLnmGqOHoOWvn/iGCz4fb6cVAnztgKSwYvc12wfehHJqveXw8rnl8fMTPnWqizexkKin3+8cy1kJRFBRqaVR6hf6ZXTrR22LHiR09sJncuPgHwb3bMpmiUVqMv7gQPWfsKIxggcI3TA2moiIIdhpxL/UqnSyjsjogAcHu6aefRmVlJV5++WXutpEjR3Jf0zSNjRs34rHHHsOKFSsAAK+++ipKSkrw+uuv48477xT7kBICTdPY+24bXHYvVDpZzAoPbHOGzeTCzjeZgd79H7QFbc5IBaF0Mfm4nV48+43tMLXYMXJGblSO1nwZqilXlKCnxT7EoTlTiXbPTiKhoNAwWqPJ6vRlMztdgQJSWeAVTV+7AxIJFdZ8Vkxomsbvb/wSlk4n5GoJLvruiIxpiIiGmdeWYea1kfvDCWygggyWu+w8Eegst/cBEhDs3n//fVx22WW47rrrUF9fj/Lyctx11134/ve/DwBoampCe3s7li7lNRwolVi4cCG2b98eMNg5nU44nYMXDItF/FJatFAUhbd/0givm0bpOH3MwS5Qc4at1x20OSMVsMFOKqdCduHJlVJ4nD7QdPSD5dauwWA3+/oK1MzPH+LQnKnwM7tIDWfZYJes8Yr8CjXWH14c8nz//bFGHP+CUTP52e6Lk7JXSlEUxszLx7732uC2+3D2oBmjktAck+7w92KDSYbx3zv8uWC7xY3P/3QaLrsXxhod5txQkbgDTSNEv5KcOnUKzz//PGpqavDJJ5/ghz/8Ie6991689tprAID2dqa1vKREaA1fUlLC3efP+vXrYTAYuH+VlZViH3ZMsF1zrjgUVFY+WxfUT0oipbDy2dDzbcmAtfcxlKggkYSuY7KyYbZeN45v7474NTpO9nNfG2t05x2aMz/QAczfke0gjVTQWHm+7BRLGfOjX32NjzeewK6/tUR+jJLw55vVxZRIKdEFpkORjdJh4VBG4HwQbM/O7fTh0z82YdtrZ3Hk866oX7uvzYHNvz2B+j+fRtNeU9Q/nypEf8f6fD7MnDkT69atAwBMmzYNjY2NeP7553HLLbdwj/PfHA0lebNmzRrcf//93PcWiyUtAp5Cwyh5xCMEPf2qUhSP1goyOZZ73pqNysmp3btzO5j9NyCwALQ/RaO0OLGTGQTe+WYLaucXRvQ6HV8zwU6dI4M+jLnp6f19+OKVM3D2ezDn+grUXVYS8vGphh3Id9o8EZeT2MfFUsas//NpruIw53rxVu1sqVmTKw+76BGTMfMLuK+/3t6Lpfcm7aWTgtfjg0RKRdUwEonNj8C4ldf0FO+cXc/ZAWx57hQA4OLvj0T1jMzItEVfOpeWlmLCBOEQ7Pjx43H27FkAgNFoBIAhWVxnZ+eQbI9FqVQiJydH8C8dYN80idpXOfhR4Ew3mYQybeVjarWj5bBF8EE6/kUPWhotaDlsEZiy+uPo93AdgCVjdGE/9P3dLhz6qAPHvuhBV5BOtHQknLST8LHMefS6aXhckc9CuZ1eTkw70rGDSBkUgU7uqEeuUYWiaqZD8ewhc0bJxEXC3nfb8NjU/2DDldtxNMJMSxDsgjSo8MuY/M9lvMbTmaieAiQgs7vgggtw7NgxwW3Hjx/HiBEjAADV1dUwGo3YsmULpk2bBgBwuVyor6/H008/LfbhJBQlb/Udj1CtrkDBmVWy/wMAlcTVczCEPnbBM7tAe49OmzeivceOE4MlzJIx4TvR/IfKhyPf/s0USCRMgGRdHiJBMFAegS4mn6Ofd+HQxx3oa3Ng+SO1AsFql93LSbglWhczEGPmFaCraQA+D41Tu00Yv6go6ceQKHrODMBt96HtWD8ivYSoImpQ4e/ZDT5eImVK1h6XL6aFuiDYZYjjAZCAYPejH/0I8+fPx7p163D99dfjyy+/xIsvvogXX3wRAFO+XL16NdatW4eamhrU1NRg3bp10Gg0uOmmm8Q+nITClgZomrHKiNWaPteowrd+MQGWDidomll5jZ6bj4oEq+NHQl8I01Y+0Q6G8+k4MZidlYzRBX0cSzZ42kXStRkIRwxSYSwdJ/qx551zABhPQn6wY0vZAKBJgWJQzbx87Hid6VY+saN3WAU7odtBZHORyggyO34vgX/5XKGRMsEuhsyOv8BUZbOCyqxZs7Bp0yasWbMGTzzxBKqrq7Fx40bcfPPN3GMefvhh2O123HXXXTCZTJgzZw42b96ccTN2QjFoT8zBDgBmfzM9O6L4A8ahgl2ovcdVb89BxcTggZvdrwOAkppIgh1vxijNM7vWIxZs/t1J5BQpMWlJMcZeFNkeZqzw7X2iLWPyZ+34GT0wWMIEAF1+8jO70XPyudnDnW+1YOpyY1rNosZDF+t2IKOQVx7ZbKpMIUHl5BzIlVKUjgt83Vz0/WrM/lY5XHYvcsuE40sKNdNvEIufnZOUMQdZvnw5li9fHvR+iqKwdu1arF27NhEvnzT4pQGnzQtdQYgHZyiTFhcjp0gBc4cT5QmSR1t89yhMWlKMjhM2lE8I/xqCGaM0z+y6Tw/gyH+YfZj8SnXCgx2/xBRtx6TA125IsOPb+yQ/s9PkylE+MQcthy1wDXix862WYRHs+G4H+eXqqETN7317bsj7Qw1+x9Nv4MhALzuAaGPGhRgmiOHwuJg24e4zNlg6nVj2UG1SP+TFo7UBdfcCoStQQF+ogERKcY0tKr0s7GC4OkeO6pl5ESvbZ9KenSXKgXKWswf7cHKXCc4BL2ZcXRqx7JfApTzazK40uIoKP7NL9p4dK7xQMSkHbces8LppNG7pxLyVlQLhheYGMz785fGkf0biwdrl4gJOMi2M5Odtflz26PsNMtG4FSDBLi70RUrklaviView9bowYHZDV6iASjfYsefzMeoRfD3KdJMS45NrVOHHny+Aud0O0zknyifqIVdKRZ+XE2bU6Z3ZWWMYKAeAEztN+OhXXwMAKiblRBzshGXM6DKwnGIlVyo0+we73tTt2QUUXjAJhRce/feFaSu3F4ruM4P71eHcycWEzex8Xvq8eEMUTVCkQSX7uHz1GFy+ekzcz3Pwo3Zs+tlXAIDrn5qIWSvKATAXnJEzcgXBLt2kxPyRKSQoqNKioEocm5JASKQU5GoJ3HZf3MEu0dkAP7OLZE6Rha94Ec3vGIu9D4tULoG+SAlLp1MwcgIAs68rx/hFhbCZ3MivTO57LlTzE8tTi7dBcv6U7f9nen9G+HSfGRzJKagSN9jt/6ANAyY3FBopZlxTJhCvqJxsgEzJ6KeGOq+BYL3sAGLxQ4gSa/dgiUjPK/mlWkrM6/Hh5C4TDCVKGIyqhJQsTu/rQ8thM0rG6FA52RDxayi1MrjtrrjLmInOBiw8GbRoMjv+EHA0+yoGowo1FxTAYXFHrNbCJ7dUBUunE9YuJzwuH5eVK9RSFFRpUFAV9VPGTajmJz6+86fJP+tLtdxeKIQ+dtEFu09+cwJf1XfD0e/BXa/PGuJe/sUrZ9B8iFkoz/DT3YzHJ7CgSo2KSTlw2jykjEmIDkGw410Q42nnFwNLhxN/uo2xZpq0tBi3PjdV9Nc4vKUD9S+dAQDc8efpGHthZA0cM64uhcvuC6u2EohondHjgRWBlikkUEcx9ybI7KIIdlOXGTF1mTHyA/TDYFQCB5lSpqXTifyK9MqK2DIr+/+Ft1Thv389y82m8knGZyRe4iljskIOAGA3e4YEO7aPQKGRiqp4k6mGuiTYpQHWbt6+Du8NG1JK7O+zUTkpsfsS/FJWboixg0BYOp1o2NyB5kNmjFtQiKnLAwtl82fsjBHM2LEsfyT2D1y0zujxwIpA64sVUTUB8C1ZYjFwjRX/JpV0CXZs85OhVIXZ15Xjy7+3wtzmwMI7RmLGtWUxjbykA1c+Ohazr6tA9+kB5JVF9xkLJxnGVgTiGYkaTpBgFwdnD5rx2Z+a4BrwYuaKMkwLckEPB7v6pyhAmx9489/f3+3Y1p7EB7sI1VMC0dfmwLtPfMV9HzzYMTN2Kp0MOVHsacVDsjJmj8vHDWNHOyQea2YXL9Uz8uDo9yLXqBT8PXa82QzQzGJs0pLipB0PC9v8JJUzGpJzb6jgXDH6e1zhnyBNyStXM1WEBdH/rCqM8wEX7Ii9DwAS7OJioM+Fw5s7AQAjpuXG/DxsGVOTJx8yZ8Nf0VbW5WDH64yS/daXT2PeyoqEtoEL1FOiMGIFgLLxekjlFLxuGs0NgS2ZnDYPTK3Ma5TUaONyTo6GeAbgo0HgYxfl/hm/yy1ZnnYAUHdZSUBh7S2/OwlrlwsGY2qCHQBBVy/jisG8X9jPiEIjZQyGwVzgh4MXYijCOR+wiyRlgGC3481m/PcvZ+Gye3HD+kkYPSd/yGOGGyTYxYFgzi5Gmx+aptF/PtgFamDwX9H297jQ8Ekn7GYP6l86g288WBPbwUeAUD0luou1TCFB6Vg9Wg5b0HXKBrvVPaQVvvMkTyZsdOQlTD4eF6MYH8wmKZVIFRIs/N4IWLpcqIrSvUKhja0b888/2AfTOQe0+XL88LVZUb1mMGia5obKU6GLGQ5u5KXDgacu3QYAGDk9N+rSe6bBz+z89TF9XhoeJ7ORGSizc1g86Pia+fzxpeDC4fPS+M2KnVDpZKicnBPXdkKyIcEuDvj7KrGWmhxWD6dq77/BzMJf0V79k3E4tduEeSsrcckPq2N6zUixdMSe2QFMe3PLYQtoGmg9bMGYeUKJGb4AdHEEAtB83l/3Fbb/v2Z43TR+9N48lEWp7qLJlQtEtwFAV6gQNRvIKVLGfDGItYzZcdKG3mY7NLnizcI5+j3weZiSrzYFUmGRIFNIkF+hhiZXDpqmk2IsGy8thy1oP25FwQgNysbpo55ZC+V8ILD30Qx93lidD5w2D84dtQIAZKrM8pskwS4OlJrY2sP58B269RFcaA0lKvz404sCvoHFpo/XoBLLflrV5BzseJ35urlhaLBr5zenRKCJyYeiKM7KJpZZuwGTe0gH3+p35obU/0wmSq0MxlodFBopiqLo0mMvevGaq7odXthMbuSWqlIuFRYpFEXhwX/NZ1xEklQSj4dDH3fgsxebAADf+7/pGLcgOim5UA0qwYxbudv41y5H5NeuTJUKAxLgZ5dNCIWgYwx2/E7MCNvo/QNdc4MZL9yyG80N5piOIRhsg4o2Xw65MvpNbr7x7NlDQ4+tU2DtE12wU8ZY5mP5OoDjdTpJjynUUjzwwXys+tuciLNDmqa5YBePl92vr96BH0/+DzZeuwMAMJBCqbBo0RcqYwp0ifgMhXvOeNVTQmV2fIf7QHt2clVs1y6BVFgGqacAJLOLC8G+SozBrnpWHtbuXARrtzNm6Z0vXj0j+mC0z0tzbfOxlDABoKhaC6VWCqfNi+YAwY4dO1BqpVHvCQptfqI/9yd29A65zdbnAiCe8oujn3HCSNZ+otvu5TpM48ns5OfLU7ZeN9xOr0AqLJ0zu3hIhLhAuOfs5rsdRDl2AIRvUDGO1cE14A1YlYlV11eonpJZ4SOzjjbN8Lf4iQWJhII2XxH1Xoip1Q5LpxNf/qMV+99nBqPFlBIbMLshlVHweeioAxGLREqhoi4HJ3eaYG53wtLp5LoSfT4aVVMMUGik0BjkUa/G4/G087h8aNpjGnJ7NBv1kfD/Vh/C8f/2QFegwAMfzk/4PpJdIBUW+2vlGlU4A2ZxYu5w+olAD59gxxcXOPBhG4D4xQUiFSygaRrdrNtBRXRuByyGEiWW3DMKKr0cZeOElZGikVo88M/5QX+Wf+1iTXkjQVjGzKyRBhLs4kAqk8Tl+BsPiZYS0+Ur8MO/zsQH649j3k2VMT9PZZ0BJ3cygaW5wYyJlzJt6xIJhZt/PRkAU36LFr4mX7SZ3ZkDfQF9vMQOdpYuJ3xeGv29rrj30CIhHl1MPgbeYLm5zYF+wZ5depcxAWDLcydx8ste2HrdeOCD4Bf8RIgLRPqclk4nF2RidTvQ5imw9N7YtHljblDJUC87gOzZxQ1bDkjm4C/ADEYHK49JpBRWPlsX92vse68dTXv7cPyLoftbkTJmbj4mX1GCZY/UBjVmjWWPhZ/ZOaLM7L7ePljCnHDJoOM1P4MRA1YEWl+oiEmu6Z21R/DcDbuw8ZodET2ev+qOZ8/OX0VloDezMruTX/bi5E4T2o/3C/bE/UnEZyjUc1IScM8pdCdPntsBS+xlzMxtUMmso01DZn2zDF43DX1hbCveXW+1wG51Q1egxLQrjRGXMxI1GC22buTYiwoTYlgaj6fdCV5zyuTLS3DkU8ZcdcAkXmbn9fhgO6/sEa16Ckv78X6c2c+UE/mizMHg2/vEk9nx59P62hzQ5MlhrNXBZnKl7egBn/IJOVw1obXRgnELiwI+bvpVpcirUOEPN+4ecl+sn6FQn0vaB8iVzN+whxfspLLkd44qeGMD0VSlMtXeByDBLm7iHarc8UYzWo9YIZFRmH51bHJjYpIs3Uifj45LnDbWPTtHv4dTgi8epUXlZANGzcqDJleO4ig7QkPR3+3i5N30MbgPAELfPteAN2ywE5Qx41h1+zuWf/NnE7DojsTOdIoJP0i1HrEGDXYA0OKn7uMvyycmhSPUXCWB73bA/zpanDYPHFYPXA4vikYONlc1fNKBHW80Q6GWYsHtIzFqltAYWZuvwDceqoFCLUXxqMibspxkz44QK6xUmC4/+lIXK5M0YHbD66YhkVHQ5srjGoxOlm7ks1f8F5SEQtUUA254KvrnjDWzO7O/j/vdxszLR/EoLf7n/4mjNMLHEodUGIv/eEW4QfHyiXpc8/g4OKyeiF3fA5Hrt2eXaZTzgh3fCzIQrUcG7597YwVaGi0wtzni+gzpChRcFzIA5JWrYLd4cOWPx8LS6YTN5MZZ3jhC094+tDRaYqqc/Pabu9B5ygalVoon91/K3d7TPMCV66dfUzbk55RaGS7+fvQLmDHzCiCRSeDo96BwZOI8KxMBCXYpxOejORHbWKxqWJmk33xzJ9qP9QOgseazi2KaiWNJVHnU7fSi7SsrVHo5cktV6D49AJoWXtCjwVCiwi2/mwKlTia4OIej9sICPPLvC3Fiey/KxouXyfkj0MWMsYyp4GevEZSaikZqBav7WNEVKjhd074MDHaFIzVcsOEHM39omkbTnj4AgEQGLHu4FkqtlBOYjpVcowpzb6xE/UunAQDf/PkEjJ6dD5lCgodqNw95/EBf7I1lbKOW0+YVVEv4C8BAc3axMmpW3pAsMVMgwU4EaJqGx+WDVC6JKjsb6HNzWUYwqbBwyBQSrmnA5wEj6ySyeUC8pZ3T+/vwwrd3w+umceEtVZhxbRn3fNEOk7Mo1NKAgsXhoCgKhVUaFIrsCu2PpXOwqSPWYKcUQXs1FiQSCjklSphaHEMcyzMBiYRC2Tg9mvb2wdTqYPYaA3SRdjUNoLeZEY6unpnHlX57ztqQU6IcouUaDfzMPq9UzQVPsSsn/BET14CX+x0EcmHE4gcACXZx87cfN2LvpnPweWk8+u8LURDFRZS/+o/Gxdofbe7gB3nA7I5741jD67jLKVEip1gZV2mnuFrLSXudPWRGxaTB7LAkSk3MTIF/sYt5zy6OJpx4ufHpOijUUuiLFPjNip3Q5MkxYooh5lb3ZFM+KQdNe/sAMPt2tRcUDHnMsa3d3NfjFhTi5K5evL/uGM4dteKbT0zA3BsrYn79WSvKUDpWB3ObA7mlkXlUxlI54e+bOayDzuECubAgmV1/jxMOmxc+N43i0cPzc8iHBLs4kUjArdKiHT8QOJTHsUeg5g0rD/S5kVcWn+GmjNcRWj5ej9v+OC2u0o4mV47CERp0nxnAuSNWnPvKyt0Xa2YnJm882IDT+/rg6Pdg7a5FougqxmPvwyIQGo8g2Jla7fB5aahz5FDlyOJqAGJLVf29Lm7fS5qGzhLBKJ/Aa1JptAQMdl/xg93CInhcPk7keP8HbXEFu5r5BaiZP/Q1+fi7rscCP7Pjd0pGEux++61dMLU6oCtU4KfbF0X0etZuJ2QKCZRaWVo6jYSCBLs4Ufh1zEVDLLqYgVh672gsvnsUNAY5J/UUDwLT1lKVwDssVion56D7zAA8Lh8OftjO3R5PsGs+ZIbN5ILPS2PCJeE91j594RTsVg/GzMvHmDn5kMqZc2XpcqK3hSlnOW1eUeaHFt89CtOuLIW1yxnz0LDQ+SB8GXPTE0dx9DPmAv749oUxl8b52HgzdpoMGChnqZg46ILR0hh432761aVQ6WToarJxFYaiag26mgbQtNuEvnZHQmyCgrmux1I58c/sWPgLb2UQ0Xi2vOmOYs7uxdv2ov1YP+QqCdYdWhzt4aYUEuziJNbhTMAvs4vjwhTrnlAw+E0JYn3YKycbsP+fTJBj94EUGilyY9AEZHnz4cMBO9ECQdM0dr7VAlOrA9tePYsn9lwM6flFMX8/Z8DkEiXYGUpUMWuKsvC1VyNZSImloMInU6XCikZpsej7I1E+Xo+qKYG1LmdcXYYZV5eBpmkum5+6vBRbfncSNA0c/LAdC783UvRjC+W6Hi0CcQV+ZmcPn9mxwc414BWcg1CwoweZpp4CEAWVuBGsvqNU8hDu2aXPqlngUC5isPOneJQ2zlk74Yc1FD3Nds4VfcR0g0D1nd/SbxNxsDxeysbpcckPq3HFAzUBz58/bLCTKSRxdeQCTDn80Mft+HjDCe62TJAKY5HKJFj2UC2mLi9FfmXozJp/kZ+23Mh9fYBXgYgGu8WNc0etGOhzB31fyhQS7nWZyklsl2L+ooa/2OE3NAVrUJGfv52mwXlqhoMNqJmmngKQzC5uFHF42uUaVRgxzQBrtyuuBhWxEWR2UbT1h6J8vB6S88LSLPE2p7CrWppmzn2oxpwTPImwGj9fPX7GYhNZHzMeyifkCPaewsFdiETI6npb7PjLvYcEt2VSZhcrRdVaVEzKQcthC1oOW9B5yhbV0DUAnNjZi9fuOQgAuPxHY3Dp/4xKxKECEAYdZ4A9O5lSEnRvzd+iLNwCiaZpOM+7HpBgl4XEU8a86LsjcNF3R8R9DP09Tuz/oB0DfW6Ujdejbmn0Lfl8zAkIdnKVFKW1OrQe4TWnRGnY6o9/t2LIYMeTCKuZny+4j5/ZiSEG7ej34LM/NuHIZ11Ycu8oTF5qDP9DIiCWcSsAQQchSyZldqEwtzvQdsyK0XPyBRk+y9TlRq4p58AHbVF3oAr2vGMwPY4GQWbHC3azvlkO0zkHgOAVD/9rlzbM+Jzb4eOa8ZQZpp4CkGAXN8ImgtSYf/b3uvH+L44BYLQ64w12rPpGX7sjZnufQFRONnDBrnCEOmpnZn+GSoYFPlafj8aJnUxmp9LJBAobgN+eXV/8YtA9Zwfw6R8ZB+rNG08mJdj5fIPGrWKsurX5Cs7Rg7stwzI7mqZharGj5YgVPg+NqcuYv8PBjzrwz/XHIFNKsPKXkzD5cuHfZ+o3jPjw6eOgaaaUuWTV6Kg6dPvaB7cnxFosBqNmXgFWvzsXKp1M0OASySI6WvNpRwYbtwIk2MWNoBszBsdsMRDsOYmQmVzwnSpc8J2quJ+HhRWX5n8Y+3vd8HpotBy2xOy9F6nNT/uxfm4vbtScvCFi22Lt2bG/5+l9g155va32mKWgaJqGx+njFlG6ECLMzL4l87UYmR1FUTAYleg5a+duywQRaD4+D41nLv8vvG4axaO0XLBjRw48Tl/AbmCDUYVRs/NwcpcJXU0DaG20CmZDw8GvjIi15x0MTa48rIxcMPhZbSDLK38y2d4HIMEubpRxlDHFgm8Kak+jPSeWQOLSDqsnbnHpSMWgd/+jlfu6Zl7+kPu1IgW7QL+n2+6L+fe09brws3n1AIAJlxbhtuenBX0svzlBnSPOx9pgVAmDXYZldlK5BKVj9Wg5bEFXkw2Ofg8kEuDUl0yWn1umCjpMPW15KU7v68O4hUWgouwd6UtisIsHYRkz/EI9k+19ABLs4qZkjA7ffX4qlBop8isiX7VbOp34w01fQl+oxIRLinDxD2JXlZcpJFBopHANeDFgTr9glyhx6UiDXeO/O7mvAw36irVnJ/bvKRwqD30xclgHjzsel3I+/LGT6pm5UOdkVrADwDWb0DTQ9pUVdoubU/MZt6AwaHly2pVGTL6iJKbfme1m1uTKUyLVRdM03A4f5CpJyPJrtGVMJwl22Y0mV865b0eDpcuJnrN29Jy1w1gbv4qIxiCHa8AbdxnT6/GBklBxjQT4kyhx6VByWmxJ0evxnd+oZ5QqXA7vkNKpvkiJK9eMZWx+RsWumSn278lcrM53m4ZRULGLZO/Dh7/fNPmKkoxTzACESiotjUyGxzJuYfA9Y/5Co7nBjA9/eRzLHqpFZV3oERCfl4bl/Bxpovfr2Nfb/882OPoZV4xpy0u5igBFAXWXl+A7v5kS8GfnrazA1GVGKNTSiAbaHf28QXUS7AiRwp+xi8dOhEWTK0dfmwN2szviAdFAHN7SiTcebEBOiRKXr67B9KvE9dgTQyKJhc3s5CoJvG7hnkOgkiJNA79dsYv7ni0pKtRSLLgt/q7YgFAI1RAX+kcpCgoNo94frvmparIBP9m6AHarR7SBcgPvYt347y5c+J0EnaMEwt9razlsQdNeZj9VKqcwZu7QknYg9r7bhpM7Tdj3XlvYYGftdnKZfTKCHSjgrUcOg6YZlaJpy0u5hR9NI+QCRV+ojErMomZ+Ph74YB4c/V5RG9eSRcKHytevXw+KorB69WruNpqmsXbtWpSVlUGtVmPRokVobGxM9KGkFay1DxCfCDQLu2/nddNRz/vx6WtzwOumYWpxQASJSA5WIql8Ug5WPDEe5ZNyoC9UxBXoZ1xdiqeOLMa6Q4sxc0W54L6Vz9YF/aBLpBRWPlsX8+uGQlegAHU+4ZTIKFTE+XuyAT1cGVMql8BgVMFYo4tb9cbUakfLYQs8vAXEmQOM51rLYQtMrfYQP51eGGt1kJx3Aj/wQTtMLUyWP2pWXshRFfYctDRacODDNgCMXma4cyAYO0hCQJBIqMH3yPnMK1GOB0qtDMZaPUZOz41bfzcVJDSz2717N1588UVMnjxZcPszzzyDDRs24JVXXkFtbS2efPJJLFmyBMeOHYNerw/ybOnLyS974bJ5IVNKwoq/sgjUUwrFyexYBvpidz4wJ0A9BRBXIomF1bYMRKJKp+EwlCghU0jgtvtQUKnGvW/Piev3ZJsI4lnARIvYjTapRKaQwFijw7mjVsFe6tgwYy+BzoGtN7zvHN8SKRG6moFQ6qRw9Hu4BhKBLmaMfpHDkYRldv39/bj55pvxpz/9CXl5g9OKNE1j48aNeOyxx7BixQpMmjQJr776KgYGBvD6668n6nASykt37MOf79yP99cfi/hnxNLFZBE4H8TRpJII9RQWsSSSooXNUENlqv29LrQds+Lkrt4hJdFosJs9cNuZn88tU8f9e7IXK2cEkmjNDWa8cMtuNPNcsGMhVVlxogi0sAk34xnrOahbWoKf77sED/5r/pBqQ6Jgy9ZssBM4HoTI7MwdDux8swVbXz6DU7tNQR83XEjY1ebuu+/GsmXLsHixUBm7qakJ7e3tWLp0cFWkVCqxcOFCbN++PeBzOZ1OWCwWwb90gi+oGinCYBd/Zlc4UoOKSTmouaAgrkYC8/mBWIqK3ZomXdDkMVY3xlodVvwsdOn07Z8cwYYrd+CF7+wRlJijxWF1wzhWB5VehjwRFgusYr3PQ3NdhIE4/t8e/HPdMZzcacLOt1ries3pV5Vi1dtzAt636u05ou/jJpryicJqkVInDevfFs85UOlkKBmjS9rnh+9h5/X4/Ox9gld4us8M4B+PH8E/1x/Dkc+6wr7OyV292P1OKxo+6RCMIWQKCSljvvnmm9i3bx9279495L72dkZctaREqPJRUlKCM2fOBHy+9evX42c/+5n4ByoSCq0UNpM7ymAnbhlz0fdGYpEICu1sZqcrVCQt84oVu9WN//zhFJw2L4w1uiGD8F6XDw6LB22WfpzabQpZUvTXx4y1hJtfqcED/5zPvL4n9gyRhT8L5ez3QOY32M12ne58q5kzK234pAPzVlbGNMjuj5gNRanA1GqHXC1lmpg8NHweGjK5hFHyEeH8pAP8zkimmSm8CLT/fZHY/Hz591bse5/Zv3x48wUZN34g+tE2Nzfjvvvuw+bNm6FSBb9g+HcLhuogXLNmDe6//37ue4vFgsrKSnEOWATY1XcknmMs/eczO6VWGnL1lUy8bh+3l5is/YZ48Llp1L/ELJDGLSwcEuxYI06AEfgN5cvHHywfMMUvGQZgiFJLLPjL0Wn9GggD7S3ZzfEP7IvpuZZKAu69mcLvvQGD58BuccPjogGKuS3dzoHaTwya36ASas9OMGcXQbBz2MicnYC9e/eis7MTM2bM4G7zer3YunUrnnvuORw7xuxrtbe3o7R0sBTQ2dk5JNtjUSqVUCrTt6TGrr7ddh98PjqiGTU2sxNjv04sLJ1ObvVuSEbbdJwIV7RDFxptPEf0snGhG580aep8sPTeMVj4vZFQaKQBy2KJGthPRENRKojn/LDn4C/3HcSR/3QBNPDD12aGXAh++MvjUOlkKKrWDNHcTBT8z4Hd6hHMZIbM7KJUfyJD5X5ceumlaGhoENx22223Ydy4cXjkkUcwatQoGI1GbNmyBdOmMfJHLpcL9fX1ePrpp8U+nKTgXw4I1wlJ0zSu+vFYWLtdojiLiwXfxy4pM0JxIlNIIJVT8LrpgNqY5/jBbnyYYJfLF4NOn2AXyd5SorpO+YFNDLf6VBDv+ZEpJCit1THBDozIdyA9TYApW9e/dBq0j5nvS1aw489VOvs9gm7MYMatAKBQRaegwu7TSWQUZMr0uW5FiujBTq/XY9Ik4WpJq9WioKCAu3316tVYt24dampqUFNTg3Xr1kGj0eCmm24S+3CSgn+pKVywoyhK9E6tvnYH3nyoAbY+N2rnF+DKNWOjfo5kCtiKhVIrw0CfO2Bmx5YxVXoZ8spD/z5iSYa98VADBvrcyCtX4ZrHx4uqRBMM/y7NTN1fSzSx7j/yg1vHCRsmXBL4cdYuF+jz27TJ/PzoCxXILVNBpZeBklCY/a1yjJ6dB9eAF5V1wYN59JndoJddrKIVqSQluejDDz8Mu92Ou+66CyaTCXPmzMHmzZszcsYOABS84JYqMWiJlMLJXUz7cDQanXxqLyzEna/NRF+bI+SHJJ1QaqXng53wvNtMLq6ztGycPuyHU9CgEocY9MldvTC3O6ErUGDF2gkxP0808H+3khot5CppRu6vJYp49x/52XX71/1BH5fIsZ1QLLqjGovuEGrrRvL6MuWgHF0kDSpsZpeps3tJCXaff/654HuKorB27VqsXbs2GS+fcAQbvWE0DBMF3/lgIMaLtSZXHrGEUroQTGGEv19XGma/DgC0vDKmLcYGFa/bB0unuLqIvS12nD3QB+eAFyOn5wYsofE950bPzsc1j4/LyP21RBHv/mPxKC0oCUD7mNm0YAjdDtJnLz4YFEVBrmYE5CPK7M5/xjJRFxMg2piiwJYxlVqp4MITDHOHAw6rB7oCBTS5clFKAjKFBEoto6OYjs4HiYL94LkdPng9Pq4D8txXgyvwsnHhhbb5DSqxljEtnU6ujJVbJk6wO/llL/72KCOld+3a8QGDHV+6Kq9CnbH7a4kknv1HuUqKu96YjcIqdUhPv0zb8waYhXokwc7r9nGed5lo3AqQYCcK33iwBsseqY14f+bLt1ux+TcnAQDffX5qTK4JgVAb5NkX7LTCTXZ1Dhvs+M0p4UuyfA84voNANPBX9nkiBTuBX2KQ0RZTy2Cwyw+zN0mIjZHTcsM+hi+1l8rRnZO7euHo90CpkWLU7PyQIhMFIzRQ58hgKAl9vPxtgkzsxARIsBOFUBqNgbB2DZbJckQQgWbR5srRd86Bgb7YnA/2vnsOugIF8ivUKKoO3QWYLqi0woFavv+YXC2B10WjpCb87yKVSbDm04ugyZXHvCch3LMRZ1BZ6ff7BUJXqET1jFz0ttqRXxG7RREhPlK1Z9fbPIAPnjkOR78XYy8swOEtnTi9rw8AsP7w4pDB7p43Z0f0Gm6nF/mVajjPWwllIiTYpQCBeoqIwY7Vx/R5mFb8aFZgHpcPbz58GABQNdWAVX8LLJWUblRMyoHbwXTA8j/UNz49Cdevm4i+NgfkysiCV6yNPSysbx4A5JaK83cVdMwFaQ+f/a1yzP5WcnQYCcFhu5mTLbXncdNo+IQxKM4pUnAlSalcPP1ZQ4kKa/5zkSjPlSpIsEsBfF1MMTvm+Csuu9kdVbDLxP0GALj4B9VBXd4lUiruABYNfW2D5UTRMrso3MoJicM14MGed9vQ8XU/cstUuPj7Q99z7GdIX6SMutoTD/zPucPq4RZFoWbsshES7ESg40Q/dv2tFa4BDyZcWowJFxeFfHz/+cxObZCJ2jHHD3a2PndUmn/pst+QyfTxMzux9uy0whlOQoqgKLz7s6Ogaaaa4B/saJpGzfwC9LU5BGMsyUClG3yPOGyDcmHKNJEhTBfI2RCBvjYHvniF0WjUFynDBjs2sxNbKkwwfhBlR2FfBg6Ui83X23twen8fBkxuLLpjZNTnwXT+HErllGgZu38DDiE1KNRS5Feq0XPWjs5TtiGygBRFYeUvU2N9JFdLIZFS8HlpOKwergIQiXHrF6+cwfH/9sBl9+KmX9WFbVTJZEiwE4FI9lVYnLbBMoO+SNyh39oLCiBTSqDNlaOoOrpGBXOb+PtNqeL1Bw7BbvGgbLweS+8dHbEg89HPu/DFK2cBAJOvKIk62C24bQS6mwbgdnpFU07hi4QHEho/vb8Pf73vIPLL1Zh9fQVmXlsmyusShlIyRoees3a4BrzoO+dIaok8FBRFQamTwm72MGVMe+RlzLbj/fiqvhsAYLd4YAgsT4yjn3Vh199aoNTJMO+myoi6U9MNEuxEgF8uCDevIvCxKxA3qIyek4/Rc2IbCs/UPbujn3Xh/fXH4LR5cNm9YzD7+nIc+6IHA31utDRacMX9NRE/V7z6mLMSYNYpV0m4geZAggW9zXaY250wtzsxcYk4IyyEwJSM0eHIp4xGZseJ/rQJdgAjiWc3e9DfMyhZFkmwU/C0eUOpqHScsqHxvD7oxEtDV67SFSKxIAIKTeT7KsJOzPSRc8rUMqbH7UP36QFYu1yw9blh7nBygSqc+LM/YkmGiQlFUcgpUiKnWBmw5Zs/UJ6f4b5s6U7JmMERlo6TNsF94VzkE42KUxLi2ftEEuwitPnhOx6E0/5NVzLzqNMMQRkzTMec0KE8fcqFrI6kREal1XGFQziH5kEbz8MunK2PP0IxaHE87cTgJ18sDHpfb7NQPYWQOEpqeILQfhqZ7687hoaPO2AoVeHGZyahaGRy51T5zgcskezZySPcguE7kxO5sCxGGYV6eN3SYjyx52JYu1xQ5Yh7+mmahqPfgwGTG5QkurZ7NrPLKVaGHEJNN/idaE6bNypbH3+EBq7RZXaWLie8bh9yipWimLZGSi/J7JJG8SgtJ5zccUIY7Ewtdpg7nDB3OCFXJb/l33/MiJIIBeqDIbD5CZXZEQUVAsB0Q7GEK2NSFAV1jlyg9CEW/T0uPDG/HgAw4ZIi3PbCtIh+zuv2QVeggMfly7ixA//Mjl8mjj6z44lBR7ln99+/nMWnLzSBkgA/eHkGxswriOrnY4UtY6p0MqgN5OOcSBRqKfIq1OhttqPzpE2gUsTueUuklKiqSJEy/uIiFFRpoNTJsPD2EVDpZQENa/2J1OYn041bARLsREEioSBXS+C2+1LaHs4PoNE0WEjlEjz00QWgaRoeZ3gh63RiSBnzGLPiliklKBwZXUeqJo49O3bGjvaJq4oTCp+X5jLyvHJVRnqMZRolY7TobbbDafOir82BvDImm051ZWTeysoht0ll4Y9DsGcXcRkzM4fVSbATCaVGBrfdFbA9PFnE63xAUVRKSjDxwJ9Ds3a50HNmAABgrNFFXU7UxrFnl8gGn22vncWZ/X1w2jxY+Wwdt6ixdDrhdTOrd7Jflxxq5hVAKpegZMzg+8vt9MLWy3zeDBnUyQz4BTtHhMEuQ4fVM/Oo05CaCwrgsnmQUxJ6VV//0mlub0dst3KAabJw2rxxuW1nEvwyzJn9fZwDdbT7dQBj5SJXSeB2+KI+f6bzUmFqg0z0Ms/pfX04+K92AMwsFBvselvIfl2yuei7I3DRd0cIbjN3DJbOM20bQB5hZufkGbdm0p4+HxLsROKmZyNTT9j2l7PoO8e4JCck2BnkMLU6MGCOzfkg05DKJFyA4nd/R7tfxzJyRh58Hh8KqiIvgfq8NNfNKpYmJp9gNj+CsQOS2aUMc5qYttI0jaOfd+PAB23Q5ikw/epSVNYZQv5MQaUa826qhEIjxcgZuUEfN+hSnrkhI3OPPAOhaRrWLuaiqC9MzIxdLM4Hn75wCmcOmpFrVGHx3aMyavQAYD6AbgdTdrx+/USc+8qK6ll5MT3XD16eEfXPWLuc8HnOlxNF0sTkowiijzlqdh5u2lCH3mY7Rs2O7fclxE+qrH34HPigDW88fJh7HwLAiKmGsMGuqFqLFWvHh33+GdeUob/bJXgvZhok2CURu8XD7bHoEhRQhPtOkTkfNO3t4ySDFt89KiHHlUiueKAGtI+GNk+BSSlQEUm0+kwwT7u8MjXXIEFILl6PDz1n7Siq1giDXYrKmDKVVBDoAHFdD6JRIkpXSLBLIv2CgfIEZXb8YGd2R1TeYi/WUjkFbX76qLpESqq93BLhdsCHX8YkNj+pZ9PPjmLX31rgddN4rH4BzB2pz+wCLWoVGdpIkijI2RCJj371NQ78qx2uAS/ufms2CgPs+STKtJVPLM4H7J6DoUQlmoBxNmHirezzEnCxi0ZonJB45GopV6HpONGPC75dhVGz8tHX7oh63EUsAga7CBRUWLweH7xuOqqfyTRIsBOJAYubk27iD2DyYffrAMDrSsw8myY3umDntHlgtzDHm0kC0P50nOhHb4sdZeP0yClRxtyYs+edVmz7y1nYTG5cv24iauaHHw7nZ3aJaD1XBtBe9XlpfLW1G/nlKuSVqzO6cSDTMPI1Mk/YMPaiQpSM0YX4icQTSC5MGcH+msflw0+m/QdeN41Rs/LwP/9v1pDH+HxMYM/0hTD5hIhEJMOZ1p7BMmbnKVvAx8TLtCtLUXtBATQGeUQlScF8WIYGO1uvCx//+gQOb+kEANz2wlRMuCS2vTu71YPWRkZyjK9jGoor19Ri0R0jYTpnj7kLNBT+g/MAYO5w4OU79wMAJi4uxnf/MFX01yUEhh/Y/DUyU4UqwKB3JFmaVE5xLgnBFFRaGsx47vovodTKcMEtVbh89Zi4jjVVkGAnEoFW3yymVjtsJjfO8USKzx40o6XRAtCM2n40ruKhyClSRiVXlMkzQiz/+tXXXKADAGNt7AFHm8e3+Yks2EllEuSWqhKWGSsCGLgKZuwqMvPvlqkUj+a7H6RHsAskzhxJgwojJCGB0+YNukh39HtB0+fHD1Ls7hAPJNiJBF901X+FtO7iL4Y83mH14DfX7uS+/+XxpYk7uBD0pcmMUDz4l/DyymO/+PPLwOli85NXqsb0q0qh0EpRWZcDgBEeZiEzdslFqZUhr1wFU6sDZ/abceTTThiMKuRXqqHWi695GwlypRRSOcXtJQKRd2MqNIzqUjAFleHgeACQYCcagjKmX8fcymfr8NYjhwMKs0qkFG54elLCjy8Y6TAjFCtsxszvhgOA1iPWmDNmbRoGu+LRWqz0Ey3obeU1xRD1lKRTMloH0/m/wcs/PAAAWPT9kVj2UG3Kjkmlk3HvWYmUgkwRmVwee+0KltkNBxFogAQ70QhVxpx+VSmKR2sFmRzLqrfnoGJijmjH4XH5cOCDNgyYPdDmyzHj6rKQjzdncLALlDEDiCtjjrbBx9zuwH//cha5ZSpUTc0V9W8ZCr56Cgl2yaekRouvtnYLbkv1NoCSF+zGLyqMuEmLlQwLtmfnIMGOwCfS9nDWD4v9X2woCnjr0UYAwMjpuWGD3fiLi6A2yNDX5sy4AeVEZMx854NI9uw6Ttrw2Z9OAwAu/kF10oJdLyljppRA3ZepbvC67skJAABVjjyq9yGb2XmcPvi89BDtS4H7OQl2hHC+ULoCBfSFChhKVZh9XTm+/HsrzG2MRqaYSOU854MIMpNJS4pTojoiBonImFU6GSQyCj4PHdH5E5SBEzBQ7o/PR0MiobjMTpMrz+jVdqYSKNilujISq4eiYAvGPlRikJ/ZWTqFWwaZBPmUiATf9oK/EmKRKyVY89lFkCkkoCgKc2+ogNdNR1xXjwbO+SAGm59MRayMmaIoaAxy9Pe4IjJw7TvHKycm6GJH0zR+fmE9HFYPSsbocM/fZnPC0/E04xBip3SsDt9/eQY+eOoY56GY6mAXK/yFutsxNNjx9+xO7jJh7g1DvfMyARLsRKKgSo2rfzIOCo0UpWOHrvqev3k3rN0ujJyei+8+PxUURUGmSMyQpiY3e5wPEpExa3KZYBdtZpeoMhZFUXDbfXA7GHNgc5uDK92S/brUIFdJUXtBAVfFkcooaPNS04kZLwpV4C0YtgGsl7c/fHxbT0JGppIBCXYioS9U4sJbqgLe5+j3oPOkDTTNGG4mOvhoInQ+cNm9sFvc0BcpM1YdIdeowo8/XwCpnBItY15w2wi47F5ocuVhFwsmnnpKIhwPWBQaKRz9HjhtHvT3uqHOkcFu8RAfuxTDLnbkKknKF5XNDWb89pu7ADDbE7f+fmpEP7fwjpGYuaIMCrUUOcWD40eBGsAG+txpMTIVCyTYJYHWRgtXWquoS3wDg78+ZrBgd2q3CS/dsQ8SGYXLfzQGF3+/OuHHlgj4gU2MjHnO9RURP5a92Cm10oCSTWLBSj85B7yommLAE3sugd3iDticQ0gsbMbjsnu5uTa3w5fyjGfbq2e5r09+2RvxzwXb207nkalYIMEuCZw9ZOa+rpoc2l9KDAQdhSGcD9ixA5+Hhj2L9vfEgqZpThczt0yV0JU9OzjvGvBy2SbrWE5ILoEyHq+HTnnGQ/G6KL2u+BdByRyZSgbid0dkMb0tdrQft6LdTy+vmRfsKpMR7CJ0PuD7sHWcSIxW53DG1uuC57ygd14CHMr5sE0EPi/NvSYhNax8tm5Iez6LREoNEQBIFvxj8rrFfY+w67hM3v4XPditX78es2bNgl6vR3FxMa655hocO3ZM8BiaprF27VqUlZVBrVZj0aJFaGxsFPtQks6vlm/Hr5bvwF9XHxTc3nzIAoApRRWP0gb6UVFRhwl2plY7Wg5bcO6ohbutaa8JLY0WtBy2CAaWsxGPy4e+Ngdaj1jQ3+MM+jhTgn3s+Ag97YjNTyqZflUpVr09J+B9q96eg+lXlSb1eNjPs908OBfq9dARf57N7Q4c+6IbDZ90COY3bb0urgGsfFIOVjwxHuWTcqAvVIg+MpUMRC9j1tfX4+6778asWbPg8Xjw2GOPYenSpThy5Ai0WuZC/8wzz2DDhg145ZVXUFtbiyeffBJLlizBsWPHoNeLrxqfLBQaKVwDQkFVS5eT29epmJQTdEUoJoZiJfIr1dAY5FCoh65nApVh7Ob00OpMB/a9dw5/f+wIAGDFz8Zj3srArdZSmQTjLy6E6ZwDRdWJXcTwjThfu/sAjGN1MNboMP/mwE1RhOSQaJGISIhXSejo5934x+PM+/26X0zA7Osq4HX7sPHancgrU+Hq/x2HyZeXJHxkKtGIHuw+/vhjwfcvv/wyiouLsXfvXixYsAA0TWPjxo147LHHsGLFCgDAq6++ipKSErz++uu48847xT6kpMEOZ/JX3i0NgyXMirrElzABYOryUkxdHnx1Odw2nsVGI3A+CF4GLhuvx+1/nJ6MQxJ4kzXt7UPT3j5UTMohwS5FJEskIhLi/TwHEsQ49EkH+toc6GtzQKWXYcoVRgDiNIClioQ3qJjNzMU+Pz8fANDU1IT29nYsXTq40lAqlVi4cCG2b98eMNg5nU44nYPlJIvFMuQx6QBbauIrqJw9NHisVZPTY0N3+lWlkMop/PW+Q0Puy8SNZ7FJRzHoQEacRCYsdSRi5CVW4m0kESqo+EDTNLb++Qx324LbR4p2rKkkoX8ZmqZx//3348ILL8SkSczqor29HQBQUlIieGxJSQl3nz/r16+HwWDg/lVWpucEP2vz43H64PUwG8RtxwY97JLRnBIp/qaTmbzxLDZCm5/IPO0SzfSry/Cd307Gwu+N4G4j6imphVVDAtiMJ/WlvVgaSfwzu1O7TWg5zCzSyyfoMXpOnpiHmDISmtndc889OHToELZt2zbkPv827VDDu2vWrMH999/PfW+xWNIy4PlrzKn1Etz6+6noOmXDuaPWtJIT6mkZ4L5ecNsInNpjSlkZJt3Q5kXnfJAMKibmoGJiDhzWQemmTFKvICSWeMqqctVgkHYNeFH/0mnu+4XfG5nyYXmxSFiwW7VqFd5//31s3boVFRWDQ7pGI1P7bW9vR2np4L5SZ2fnkGyPRalUQqlMf2NRpZ/zgVovh0RCoWSMLqBwbKLw+Wj8ZdVBDPS5kVumwspfDm2F7u8evIgvWTUaSq00YzeexSZcNyvLM5dtg1QuQfnEHNyYpH1Ovo8dKWMSWOIpq/IX6a1HLDj1pQkAY+Y8+fLA1+RMRPRgR9M0Vq1ahU2bNuHzzz9HdbVQlaO6uhpGoxFbtmzBtGnTAAAulwv19fV4+umnxT6cpCLI7ELY/CQaiYTC19t74LR5g4463PHSdJg7nOj4up9TWMnUjWexkcoknBxXsGDncfnQ1cRkx5E6QosBcSgnBCNWJSH++5cNdABw4a0jIJUPn8Wv6MHu7rvvxuuvv4733nsPer2e24czGAxQq9WgKAqrV6/GunXrUFNTg5qaGqxbtw4ajQY33XST2IeTVBTa4AauyUaTxzgf2IJ4slEUhVyjKuWGk+mKJlcOu8UT9PzxB/IT5XbAx251o+OEDfvebxt83SRYChGGP/xFOotSK8Wc68tTcDSJQ/Rg9/zzzwMAFi1aJLj95Zdfxne/+10AwMMPPwy73Y677roLJpMJc+bMwebNmzN6xg4YWsZ8f91XUGhkqJqcg/EXFyW19q0xyGFqccBu9gx754NEoMmVo+esHQ6LJ6ChZR9voFwqT/y5PXvQjP+7fR/3vTZfLpi9IxBiJVBlYs71FVDrh5ccXULKmOGgKApr167F2rVrxX75lLLo+9W44NtVUGikUGik+NPte+Fx+lA4QoMJlyTXIJVzPvCGdj4gBEZ7ftaOpgG72Q1tvnCjn+9jx7f5SRRKv8BGSpgEseBb/ACAREbhwluH3/wmuQKKiI53QWw9YoHHyYwfJMPpwB9NLm8w2uQSBLu/rj4EfZECI6fncsOiBCEr1o4HwGR4/JUvq3h/5uCgWMC5r/oTrnjvv/oee1Gh6K9ByC7Y9zIoplJg63VDV6DADU9PhK3XDdDDq+OXBLsEkWynA380uYN/2gGzB/mV7NduHPwXs4969oCZBLsgBPuQB5JmclgTL7Wm4u0HT11mxGX3jRH9NQjZRaD3cn+PCy/dsZ/7fjjJBg6fVps0o5mnnJKKYXKB8wHPvocdFgXSa8g9U1j5bB2oIJ+aRCres4IFAOAc8IR4JIEQGenq3pAoSGYnIqZWOw7/uxOuAS92v90KgHnTlI1PfuONfxmTRWg3lN2yYLGQX6kOKvibSKk1fvNT054+NDeYUZkkrVXC8GS4+dWFgwQ7Eek6PYD3fyG0MzLW6gK29iYajYFfxhzM7JpTXF7NFEzn7Gj8dxcG+lyonpmHmvkFABglk7olxWjY3Mk9NhmK9zLlYDrpsHqw7702EuwIopEO7g2JhgQ7EQnUwpuqUmHpOD0W3DYCmlw5qqbkAmA6Zdm9RJVehoIRmpQcWybQc2YA7z35FQDg4h9Uc8FOppDgqp+Mw4mdvSio0mD29YlXvOcaCXjs/6ANM64tS2hTDGH4k07uDYmGBDsRCZTBVaagExMAyifkoHyC8LXNHU5Yu5iSZmVdDiQSMnsXDH4Z2F8MOteowuPbFyVN8T5QI4Gt1038Bwlxk07uDYlm+P1GKUSZRpldIJoP8vfr0ue40hENTwz6y7+3ch2sLMlUvM+2RgJCcklH94ZEMDx/qxTh7zk2alYeSsYk1sE6GoTNKSTYhYLvaQcArz/YgIMfBbagSjTTryrFqrfnBLxv1dtzMP2q4Ea9BAKBgZQxRYRfxlTlyLD80VpIZalbT/h8NBxWD9x2LwxGFZobeGMHKSqvZgKB9sh8HhoNn3SioFKT0j2ybGgkIBASAQl2IiJTSbmLkMOS+o65tXM+g93sQVG1Bg9/ciEWfm8EqqYa0HNmAIYSIiIcjEB7ZABw8F/tXDkz2Xtk2dRIQCAkAhLsRILNBmRKCdwORibswIftKe2YU+llsJs93OjBuIVFGLewKKnHkImsfLYObz1yGD7v0NRJIqVwQ5K86/hkUyMBgZAISLATiWDSO6nsmCPOB7GRrsO2sfqVEQgE0qAiGunYMce2z/u8NBz9RGIqFtj1AVknEAiZDQl2IpGOHXN8fcx977Whq8kGn490NUQCu0dWPikHK54Yj/JJOdAXKsgeGYGQoZAyZgJIl445vvPBu08waiCVk3Nw79tzU3VIGQPZIyMQhhck2IlIunXM8VVAWIpHpc/cX7pD9sgIhOEDCXYikm7ZAL+MyULEgwkEQjZCgp3IpFM2wHc+YCHKKQQCIRshGxDDGE2esIwplafGW49AIBBSDQl2w5gRUw247Y/TuO9Lx+pJgwWBQMhKyJVvGKPNU8DcZue+JyVMAoGQrZBgN8zZ+14b93XVZCL+TCAQshPSoDIM4VT7KaClcdDpQKGRouWwhThbEwiErIMEu2FIMNX+v9x7iPuaOFsTCIRsgpQxhyHpqNNJIBAIqYQEu2FIOup0EggEQiohwW6YQ1T7CQQCgezZDVvSTaeTQCAQUglF06nU5Y8Ni8UCg8EAs9mMnBzSTh8Mj8vH6XTSNE1U+wkEwrAj0nhAMrthTDrpdBIIBEIqIct8AoFAIAx7SLAjEAgEwrCHBDsCgUAgDHsycs+O7amxWCxhHkkgEAiE4QwbB8L1WmZksLNarQCAysrKFB8JgUAgENIBq9UKgyG4s0tGjh74fD6cO3cOer0eVBzT0haLBZWVlWhubiYjDAEg5yc05PyEhpyf0JDzE5xozg1N07BarSgrK4NEEnxnLiMzO4lEgoqKCtGeLycnh7zZQkDOT2jI+QkNOT+hIecnOJGem1AZHQtpUCEQCATCsIcEOwKBQCAMe7I62CmVSvz0pz+FUqlM9aGkJeT8hIacn9CQ8xMacn6Ck4hzk5ENKgQCgUAgRENWZ3YEAoFAyA5IsCMQCATCsIcEOwKBQCAMe0iwIxAIBMKwhwQ7AoFAIAx7sjbY/eEPf0B1dTVUKhVmzJiBL774ItWHlDK2bt2KK6+8EmVlZaAoCu+++67gfpqmsXbtWpSVlUGtVmPRokVobGxMzcEmmfXr12PWrFnQ6/UoLi7GNddcg2PHjgkek83n5/nnn8fkyZM5pYt58+bho48+4u7P5nPjz/r160FRFFavXs3dlu3nZ+3ataAoSvDPaDRy94t5frIy2L311ltYvXo1HnvsMezfvx8XXXQRrrjiCpw9ezbVh5YSbDYbpkyZgueeey7g/c888ww2bNiA5557Drt374bRaMSSJUs4Qe7hTH19Pe6++27s3LkTW7ZsgcfjwdKlS2Gz2bjHZPP5qaiowFNPPYU9e/Zgz549uOSSS3D11VdzF6RsPjd8du/ejRdffBGTJ08W3E7ODzBx4kS0tbVx/xoaGrj7RD0/dBYye/Zs+oc//KHgtnHjxtGPPvpoio4ofQBAb9q0ifve5/PRRqORfuqpp7jbHA4HbTAY6BdeeCEFR5haOjs7aQB0fX09TdPk/AQiLy+P/r//+z9ybs5jtVrpmpoaesuWLfTChQvp++67j6Zp8t6haZr+6U9/Sk+ZMiXgfWKfn6zL7FwuF/bu3YulS5cKbl+6dCm2b9+eoqNKX5qamtDe3i44X0qlEgsXLszK82U2mwEA+fn5AMj54eP1evHmm2/CZrNh3rx55Nyc5+6778ayZcuwePFiwe3k/DB8/fXXKCsrQ3V1NW688UacOnUKgPjnJyNdD+Khu7sbXq8XJSUlgttLSkrQ3t6eoqNKX9hzEuh8nTlzJhWHlDJomsb999+PCy+8EJMmTQJAzg8ANDQ0YN68eXA4HNDpdNi0aRMmTJjAXZCy+dy8+eab2LdvH3bv3j3kPvLeAebMmYPXXnsNtbW16OjowJNPPon58+ejsbFR9POTdcGOxd8Hj6bpuLzxhjvkfAH33HMPDh06hG3btg25L5vPz9ixY3HgwAH09fXhH//4B2699VbU19dz92fruWlubsZ9992HzZs3Q6VSBX1ctp4fALjiiiu4r+vq6jBv3jyMHj0ar776KubOnQtAvPOTdWXMwsJCSKXSIVlcZ2fnkBUEAVxnVLafr1WrVuH999/HZ599JvBSJOcHUCgUGDNmDGbOnIn169djypQp+M1vfpP152bv3r3o7OzEjBkzIJPJIJPJUF9fj9/+9reQyWTcOcjW8xMIrVaLuro6fP3116K/f7Iu2CkUCsyYMQNbtmwR3L5lyxbMnz8/RUeVvlRXV8NoNArOl8vlQn19fVacL5qmcc899+Cdd97Bp59+iurqasH92X5+AkHTNJxOZ9afm0svvRQNDQ04cOAA92/mzJm4+eabceDAAYwaNSqrz08gnE4njh49itLSUvHfP1G3tAwD3nzzTVoul9MvvfQSfeTIEXr16tW0VqulT58+nepDSwlWq5Xev38/vX//fhoAvWHDBnr//v30mTNnaJqm6aeeeoo2GAz0O++8Qzc0NNArV66kS0tLaYvFkuIjTzz/8z//QxsMBvrzzz+n29rauH8DAwPcY7L5/KxZs4beunUr3dTURB86dIj+8Y9/TEskEnrz5s00TWf3uQkEvxuTpsn5eeCBB+jPP/+cPnXqFL1z5056+fLltF6v567FYp6frAx2NE3Tv//97+kRI0bQCoWCnj59OtdKno189tlnNIAh/2699VaappkW4J/+9Ke00WiklUolvWDBArqhoSG1B50kAp0XAPTLL7/MPSabz8/tt9/OfY6KioroSy+9lAt0NJ3d5yYQ/sEu28/PDTfcQJeWltJyuZwuKyujV6xYQTc2NnL3i3l+iJ8dgUAgEIY9WbdnRyAQCITsgwQ7AoFAIAx7SLAjEAgEwrCHBDsCgUAgDHtIsCMQCATCsIcEOwKBQCAMe0iwIxAIBMKwhwQ7AoFAIAx7SLAjEAgEwrCHBDsCgUAgDHtIsCMQCATCsOf/A/j0nGnVY/jVAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# hex codes\n", + "\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "# color being the new addition\n", + "ax.plot(x, y, marker='*', color='#7425b9', linestyle='--', linewidth=2)\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "11374793-6937-457c-af9a-ac2b727f3a39", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "%matplotlib inline\n", + "ax.plot(x,y,marker='*',\n", + "markersize = 12, \n", + "color = '#7425b9',\n", + "linestyle = '--',\n", + "linewidth = 2,\n", + "markeredgecolor = '#fa9359', # NEW ADDITIONS\n", + "markerfacecolor = '#000000' ) # NEW ADDITIONS\n", + "fig" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "7a6ddeca-a4de-4200-b966-5bb4e4060d30", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#grid lines\n", + "ax.grid(axis = 'y')\n", + "fig" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "0a58f934-e11f-41ef-9add-0f2ea76b3fad", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#further modify the grid\n", + "ax.grid(axis = 'y')\n", + "ax.grid(axis = 'y', color = \"blue\", linewidth = 2, linestyle = '-.')\n", + "fig" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/assignment-1/assignment-1 week1b.ipynb b/assignment-1/assignment-1 week1b.ipynb new file mode 100644 index 000000000..4d44e3d92 --- /dev/null +++ b/assignment-1/assignment-1 week1b.ipynb @@ -0,0 +1,196 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "b725703b-ece2-40c1-a2dd-4b9193666f36", + "metadata": {}, + "source": [ + "Activity\n", + "what info can we learn from this visualization?\n", + "is this an example of objective, neutral data visualization? why or why not?\n", + "\n", + "visualization 1. US gun killing in 2018\n", + "we can learn about the number of people got killed via gun violence and the predicted total years if they died by natural death.\n", + "\n", + "its a subjective data visualization. It amplifies the possible years for each individual. They use vocab that is invocative, such as stolen years. it triggers emotional response to the audience. \n", + "\n", + "\n", + "visualization 2 washington post active shooters\n", + "its more an objective figure, they use the term active shooter. The definition is not too clear on active. They try to present data that is more neutral compared to the visualization 1. we are not sure if the data visaulization is for a specific state." + ] + }, + { + "cell_type": "markdown", + "id": "3ad0f5e0-7e7e-471a-b480-6dcfd24ee4f5", + "metadata": {}, + "source": [ + "# activities" + ] + }, + { + "cell_type": "markdown", + "id": "7d8a4967-d246-4446-9a61-5cf514e0975e", + "metadata": {}, + "source": [ + "For your visualization of choice:\n", + "i. Copy the provided code and attempt to replicate the output in Python. \n", + "NOTE: You may have to install packages.\n", + "ii. Recall the aesthetic , substantive , and perceptual qualities of data visualizations. Does your visualization of choice succeed in each area?\n" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "15a0ba33-7087-48e6-974c-497163858744", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: seaborn in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (0.12.2)\n", + "Requirement already satisfied: numpy!=1.24.0,>=1.17 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from seaborn) (1.24.3)\n", + "Requirement already satisfied: pandas>=0.25 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from seaborn) (1.5.3)\n", + "Requirement already satisfied: matplotlib!=3.6.1,>=3.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from seaborn) (3.7.1)\n", + "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (1.0.5)\n", + "Requirement already satisfied: cycler>=0.10 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (0.11.0)\n", + "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (4.25.0)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (1.4.4)\n", + "Requirement already satisfied: packaging>=20.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (23.0)\n", + "Requirement already satisfied: pillow>=6.2.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (9.4.0)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (3.0.9)\n", + "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (2.8.2)\n", + "Requirement already satisfied: pytz>=2020.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from pandas>=0.25->seaborn) (2022.7)\n", + "Requirement already satisfied: six>=1.5 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from python-dateutil>=2.7->matplotlib!=3.6.1,>=3.1->seaborn) (1.16.0)\n" + ] + } + ], + "source": [ + "!pip install seaborn\n", + "import seaborn as sns" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "a4c63244-814c-47fe-ab03-778342bd37b2", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df = sns.load_dataset('iris')\n", + "sns.set_style(\"white\")\n", + "sns.kdeplot(x=df.sepal_width, y=df.sepal_length)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "7b385da1-98d9-4d5c-897b-0bbd26e29009", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#change colors\n", + "sns.set_style(\"white\")\n", + "sns.kdeplot(x=df.sepal_width, y=df.sepal_length, cmap=\"Reds\", fill=True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "67186bb4-16db-44b1-97c8-6f552279fdae", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#change smoothing parameter\n", + "sns.set_style(\"white\")\n", + "sns.kdeplot(x=df.sepal_width, y=df.sepal_length,\n", + " cmap=\"Blues\", fill=True, bw_adjust=0.5)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "4d678609-605f-435a-8d90-dbcfa824428d", + "metadata": {}, + "source": [ + "ii. Recall the aesthetic , substantive , and perceptual qualities of data visualizations. Does your visualization of choice succeed in each area?\n", + "\n", + "aesthetic\n", + "The graph is very pleasing too look at. The smooth density contours and the gradual color transitions create a clean appearance. The blue color palette makes the visualization attractive and still allows the pattern to stand out. \n", + "\n", + "substantive\n", + "The graph communicate the information between sepal witdth and length. The darker blue color highlights the region where observations are concentrated. Rather than showing the individual points, the density plot give insights into the underlying data strcture and highlight values that occur most frequently.\n", + "\n", + "perceptual\n", + "Viewers can quickly identify regions of high and low density based on the color intensity. Darker blue naturally draw attention to the most concentrated regions of the data. The contour shape alos help users to perceive the overall distribution. Nonetheless, the extract values and individual observations are not shown so its more difficult to determine where are the exact values.\n", + "\n", + "\n", + "Overall, the graph is great for visualizing the structure of the dataset." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/assignment-1/assignment-1 week2a.ipynb b/assignment-1/assignment-1 week2a.ipynb new file mode 100644 index 000000000..ff7a6e737 --- /dev/null +++ b/assignment-1/assignment-1 week2a.ipynb @@ -0,0 +1,797 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "0ad1a467-14dd-413e-bc31-24074d210564", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: numpy in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (1.24.3)\n", + "Requirement already satisfied: matplotlib in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (3.7.1)\n", + "Requirement already satisfied: pandas in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (1.5.3)\n", + "Requirement already satisfied: scipy in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (1.10.1)\n", + "Requirement already satisfied: pillow in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (9.4.0)\n", + "Requirement already satisfied: requests in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (2.31.0)\n", + "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (1.0.5)\n", + "Requirement already satisfied: cycler>=0.10 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (0.11.0)\n", + "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (4.25.0)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (1.4.4)\n", + "Requirement already satisfied: packaging>=20.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (23.0)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (3.0.9)\n", + "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (2.8.2)\n", + "Requirement already satisfied: pytz>=2020.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from pandas) (2022.7)\n", + "Requirement already satisfied: charset-normalizer<4,>=2 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from requests) (2.0.4)\n", + "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from requests) (3.4)\n", + "Requirement already satisfied: urllib3<3,>=1.21.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from requests) (1.26.16)\n", + "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from requests) (2023.7.22)\n", + "Requirement already satisfied: six>=1.5 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n" + ] + } + ], + "source": [ + "# Install packages\n", + "!pip install numpy matplotlib pandas scipy pillow requests\n", + "\n", + "# Then import them\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)\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": 2, + "id": "db5f93a4-e534-49b3-be51-a852017fe1a8", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\cmagg\\AppData\\Local\\Temp\\ipykernel_6248\\3608551665.py:4: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y1)\n", + "ax.plot(x,y2)\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "589d44fb-1faf-4847-80c4-7761c3f68d40", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\cmagg\\AppData\\Local\\Temp\\ipykernel_6248\\133585955.py:5: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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kk3I2N5I1O5df3CVXeLBz2om5Y8Uzu9P7gEPriKXVpseBX10J/Hga8Lubge3PFp9BZy/sUTElzmp2ArObWO2F084hkcrgRH+Z6lqy+qKJYEdryv5a9ce4LIGKEtzJPgBAH0iwO9WyDOBswIm3gd7DJXvdnUK9bnKNDyFf+cQpQAmCXSqVwve//320trbC6/Wira0N999/PzIZsUeN53msWLECzc3N8Hq9WLJkCXbu3FnsQyk6rj57IoJuBw6djmDD+0VcsKT1OmCEanaSYMeYXYWmMYVgN7OReDtWfM2uX5B0h1qAsz4L+OuB+ACw60Xgxa8CP54O/Penimf4nb2wx/uBDOlFZGpMoWZnt3GYXEPqWodPF8Z+3j7aixue2IQVL+3E+n2nEE8Z7H9MSdyIhk20HtBNglq9DrAEKirwJMka08uTz9CArRqYehG5c+eLeT9vOsPjjt9ux5d/tQXPvnU0x2lqRzttJi+vOAUAim5S9qMf/Qg///nP8fTTT2Pu3LnYsmULPv/5zyMUCuFb3/oWAODhhx/GqlWr8NRTT2HmzJl48MEHcfnll2Pv3r0IBoPFPqSiwe924NqFk/DUxsP41ZuHccnM+uI8sbReB4w8s6vgNGYsmUan8AGaM6EKO08MVD6z6xPcdiYsAK76v8St5sQ2YN+fgH1/Bjp3APtfBU7tAZrOLPz1KFNyeMWG7Vg/4KsRa3ZecVfdWufHgVMRHDo9hItmaAQOHTzzj6N482A33jzYjac2HobfZcfFM+qxdHYDLp3VgLqASqpRyuzi/STtazewFDFmpxXsBIFKosyWaBUGX4oGO8LshhNpYO7VwKH1JJV50fK8nnfniX78fhsZg7Z210kApDb3oVkNuGx2I95tL79zCkXRg92bb76JK6+8Eh//OMkJT506Fc8++yy2bNkCgLC6Rx99FPfeey+uueYaAMDTTz+NxsZGPPPMM/jKV76S85zxeBzxuOj4MDBQIvm/AXzu/Cl4auNh/HVPF471DKNF2CUXhBxmV6aaXaTygl17XxQ8D/hcdkypJee64lsP+gSFW5ikvWGzAZMWkq8PfZ/U8rr3577vAP5xsBsv7+jAdz86Cz6XwY8nDR6eKiDhIA4j0V4S7LL67ACpIrMwZtc9RD6TC1rCONEXxanBOP68sxN/3tkJjgPmTwyhPujJ+bsHTvdigvSGaC8QMLBxtJhd3ghkyJo5aAsCGWGA6+xPAi9/G+jYDvQcBGraTD8v3UyFfU5MqfXjnWN92NHejx3t/fi3v+5nj5tX5nodUII05kUXXYS//vWv2LdvHwDgnXfewYYNG/Cxj30MAHDo0CF0dnZi2bJl7G/cbjcWL16MjRs3Kj7nypUrEQqF2FdLS0uxD9swptUHcO7UavA88OaBIgWHWFYqZ0TVmJVds6NKzMk1PgQEt/TBig92ArMLT1a+nzr1ZwW7jv4ovvSrLfjVm0fYLtkQ6MLu9JK+SYBlC/qz+uyA4ikyuyNEdPONS6fjH/csxUtfvxDfWjoDZ04MgeeBd4734y+7T+Z8pbOtvIxed1TMolWzc1pG0EoICsEO3hoAQDSRJp/71kvI7XmmMgeFzdT0+gD+97YLsfney/DwdfPxkblN8Lvs5CWddjZxo5woOrP7zne+g/7+fsyaNQt2ux3pdBr/+q//ihtuuAEA0NlJLLcaGxtlf9fY2IgjR5R7Pu655x7ccccd7PeBgYGyBrwJIS+A3uItujSN6fSTWtpIMDvWZ1fZNTtar5tc40NAEFlUvBqTBTuVa1Qh2PE8j+++sIPVI021t9CUndNPWGQ/mCJTZHaSNGZtcXrtuodIsKsNuGCzcZg/KYz5k8K4/fKZ6OyPYdPBbsSSuXW8ur9kAKk41ahIZdgIs7P67JRQxQ8CHGAP1AGDkmnlc68mauGda4CL79B8DiXQ6zUgZA7qg258elELPr2oBfFUGlsO96La50LY5yrWv5I3ih7sfvvb3+I3v/kNnnnmGcydOxfbt2/H8uXL0dzcjJtvvpk9juM42d/xPJ9zG4Xb7YbbrZL/LwP8brJjGS5WsKNtB6GJRMmXGAGBiiyNWcHMTgh2U2pFZlf5NTtBoGKC2f1uyzGs23eK/W7qf5QyOzriRrimaJop5JWkMetJsDvWM4xUOgOHPb8ET3eEpDFr/bmfzaaQB1edPVH5D9eSvzvNV6GOGzDefhAxUrOz0pjZ4BMReDiy6XEF64COIQwnhOtr1hXAH+4AOt8Fug8AtdNMPTfd8AcVbMDcDjsunJ5/TbjYKHoa86677sJ3v/tdfOYzn8GZZ56Jz33uc7j99tuxcuVKAEBTE3EioQyPoqurK4ftVSr8Qi1lKFFkZheaRL7Hh0pvyixNY1JmF+s3rBDcdWIA246WfoL7EUkaMyjsHiua2SUiIgMJGWN27X1RPPCH3QCAakGebaouSVmM0wt4wuTnaC8yGZ6lmaRpzMagBx6nDakMj+O9+QWF4UQKsSRRWNcGTOzaeZ4dbwdfIxxrKZidJVChiA+Q85bg7QgGwwAkzM5fK6Yyd71o+rnp9RX0FJ03FR1FD3bDw8OwZbmR2+121nrQ2tqKpqYmrF27lt2fSCSwbt06XHDBBcU+nJLAJzCM4WKNmmHMTgh2fFouzy4FpGlMb5j03ACGdtnpDI8bfrkJ1z+xCf3DpZ1AQKcdtNSMEmZHWZ0nRM6rEiTBjqQv38VQPIVzJodx/bmEDZoaYyR7L8WaXSSRAm0HlaYxbTYOUwtMZdIUptthg0+ozRhCKg6AHFQHTzZZw32nNP5AAiqg0qzZWcwuG9EBcn77EERtkLBwFuwAksoE8mowp2nMcRnsrrjiCvzrv/4rXn75ZRw+fBhr1qzBqlWrcPXV5IRyHIfly5fjoYcewpo1a/Dee+/hlltugc/nw4033ljswykJaOG1aKpAms6qmiTeVuq6nbT1wGYXF0kDdbuuwRj6o0kkUhns7iydMpbneUka08/qApUd7HTEKYAs2D371jG8sf803A4bfvKpBczpJO80Jg2w0V5W93M5bPA45QGpUI9MKk6pC7hVyw+KkMyyi3lJlqe9o13/73jeGLOjTeXpBGlpGIPo7I+ZqukmBGbXjwD8dKMuzUrNvgLg7KQl5vT7po5lUKEmXKkoerD72c9+huuuuw633norZs+ejTvvvBNf+cpX8MADD7DH3H333Vi+fDluvfVWLFq0CO3t7Xj11VcrusdOCnrBRIqdxvTVSPqESly3k4oaAFO9dif6RNa5/2TpjvPUUBzRZBocB0wMe2XMrqyTtrVA2w5C+sFueKAb//ryLgDAXR8+A231AfY/mtpIsffSJ2F2vTm+mFIUqsikbQc1fpPCAxqYbQ6E6klNr/uUgTmRiYiY7TBSswPkQ2LHCI52D+OyVevwmSc2Gf6b5CD5TA/aqhgLj0iZna8GaFtCfn73OVPHM66ZXTAYxKOPPoojR44gGo3iwIEDePDBB+FyiR8KjuOwYsUKdHR0IBaLYd26dZg3b16xD6VkYAKVRJHTmJ4wMWYGRpbZAaZEKif6xEVkf1fpjpOmMJtDXrgcNhYI0hme1YsqDv064hSABbtDxzsQSaRx7tRqfP7CVgCSenBezM4n1uxifRL3lNyFqFjMLu9g5/Rh0kSSyYj2n9K336OszuERN4RKcEj6+sbgtPLV6w5gKJ7Cns4Bw5aFdHDrkCTYRbPXrnM+R76/9UtTDk70OqWfzUqG5Y2ZB/JakLRAmZ03DLiFYFfqXjvpiB+A7O4AQ76N0mC3r4TMTtp2AJDGcpoxq9hp5YbSmGEAAB/rh8dpw4+vWwC7jfxj/nyYnVSgImN28vE+UhQc7CRtB6bA3F48mDyJMDtfekA/HU7rdb46QCttynFjtv2gsz/GTOh53nhmKSPU4YftVcyoIOf6mv1JoHYG2Xhv+S/DxzTAmN04TGOOB/hLJVDxhMrA7ITXY43l+gKVjn5pGrN0xylVYgIkI8BSmZWqyDQQ7DoTRCRQhQi++5FZLKUIQJLGzFegEiY/R/vYQqSYxhQEKu19UeOelhL0sLaDfJmdF84AueaqMShru1CEERNoijHaWP7LNw4ikRYzGgNGPwPCZzrmDIvMLrv/0WYHLrqd/LzxMcPnblyrMccD/MVWBVKXek8YcAt1y1LW7HheXucBTDWWt0uYXXckweo3xQZjdrVi2ipY6YpMA8Hu0Q2kRlVjj+Kfzp8qu4+myPMXqIjMTsk9haIu4ELQ7QDP584LNAKaxqxV87/UPVYfc/Oo5oawXi/YGbEKoxiDwa4nksAz/zgqu40GGj1wQmtH3BlSZ3YAMP/TpF0m0gVs+42h5x7XNbvxAKrGHC6GQCWTIY74ANmVjwSzS8VJewNQcM0OAPaViN0dy0pjAqJTQ0Uyu8QwEBEWbZVgx/M83jhGFik/hmGDvO4SyEf8lJQYBEhrdmy8T+5CxHEcY5T5pDJpGjP/mp2XbbDCGMKWwz3aAd6ICTTFGJxp9+TfDyGaTOPMiSFMFTZ/Rqd/OOKkHzbpCqvX7ADA7gQuJGb9+Pu/G+q5HddqzPEAfz6pJjXE+0H7jgizG4GanXQRcGWpMQ3U7Ggac2KYLCr7u0rDQrPTmEAJWHUxQcUp7irVHru+4SROp8h54/hMzvucV81O6oZDmV0qhuFh8txKzA4oTJHZw1oP8qzZOX2sTuzk0vBmhrW9Zk0xu7EV7AZiSTy18TAA4LZLp7H62IDB9gOnEOxSnrAorlOwcQMAnP1ZwN8A9B8F3v2d5vMm0xkmFLMEKmMUVKCSSGeQSBWoCmS+mD7A4RoZZkcXWLub5OoBsRaiU7OLJtJsoVt8BnGqL4VIJZpIo2uQpEdlzK6Sg52eTRiAzoEY4nAiQZ36ssygabBLpnnjtTQpW3IHSc8UgNQQWeSUBCpAYSIVsfUg3zSmhxyvgwSmMDeIdfu61P9u2EBDOcUYE6j8+s0jGIylML0hgGVzmpi61iizcyXINZb21MLr0tEbOL3ABV8nP2/4KZuLqARpdiVgpTHHJnxusUG34FSmtO0AGJmaXUIiaKAwWLPrEKZb+112LJpCWEQp0pjHe8kxBj0OhCUTjoOV3FjORvtoBzuAQ4QTNjXZwU7iRmI4cyBlSxzHWGVGqNWopZha60hQMBvseJ4Xa3Zm05gpSWAGGLurxhDW7Tul3j9phtm5xk7NLppI4782HAIA3LpkGmw2DkE3eT+N1uw8wiw7+KrZ9ZVIZ5BMq2zUF32BrEfd+4HdL6k+Lw22Xqcdzjz9VUcSlX+EFQin3QaXg5y6SKG9dtK2A2BkmF0yq8cOkNfsNBq2aUN5c9jLJofvPzlY9CZvaQpT6tDBxvxUYs3OgDjlpJACjtmVg53DboPHKVxbRgN6dhuJkMrkhWtLqc8OEBWZZieWRxJpxFN5+GICcoEKwEQqdfYhHOuJ4rCaWGac1uye23wU3ZEEWmq8+OSCZgDihs+QGjOdgjctbJy9tfC6pBt1lbXLHQTO+yr5ef0jquvBwChSYgJWsMsbTKRSKMOQth0AI1Ozy24oB0Rml05ovjYVpzSHvZhWHwDHAb3DSZweSqj+TT6QTjuQIiDsaiuT2RloOxCmrqecAoNXGOBqOlUrZXYAyxLYhDmJ6szOz47JTIaiR3ivvU678QGz7FizmR0JzOcIMWzdXpVUZj5qzFHeVJ5IZfDE+oMAgK8unsamU9Aa7IARZkfXFwBOfzVcdhvr6VQUqVCc9xXirnRyB7D/VcWHjCYlJmAFu7xRNKEEZXY0jTkiNbusxREgrECon2iJVE7002DngddlZ/W0YtuGHZUYQEtR0WpMGuzUph0AOCkEu4xbeYArkIdIJTuACMzOKah81QQqYZ+LTVkww+5OR/K0CgMkTeX0WAmzO6uOMMX1+1WuPTa41QyzG91pzDXbjqOjP4aGoBvXniP65tLgYii7IZy3ft4Hr4f4mIqWYRp/76sBzv0C+Xn9TxTZHU2jBkaBEhOwgl3eoCKVgi3D6GJH05isZjcCAhUpswMMNZYzZhciC8qMBnK8xRapZLunUFR0n50Bq7BOIY3JeYVgR9tOJDDt0JO9eRGuJVeSXFtqAhVAZHdmFJmU2ZlWYgJAUjAkyKrZnVFFFs43D3TnCnNScbGG7TMiUBGu61GcxkylM1j9+gEAwP+5pE1m5G1KjSnUbXv5INtEabYfSHH+14mI7fhbwOENOXfT61OptaUSYQW7PJFX868SsgUqjNmVUKCSVBCoAKJlmIZIhbYdNAttBzMbyfHuK7JHJktj1siPsWJbD5JRYOgk+VmrZjdAWJHdFyY3aKQxDQlUJPPhxGBHmJ07LTA7jcUon1677mIwu5yaXQT1QTeiSTLdWgaaabA5xXS/FsYAs3t5RwcOdw+j2ufEDR+QX09VeTC7PgRYkPNrNZZLEWwSPTPf+EnO3VYac5xAcVRGPsgWqJSrZgcYaiyn7ikTwsRwVypSKRYyGV6V2VVsGrOfeBbCFRR73RRA05iegPAYxTSmiRFSkvlwbJEXNk5hkPdZy7ewVW+uXSIC9B6R3ZS3ewqgULMjwY6L9uCSGaSVJcc6jI32qdX2xaQY5QKVTIbH438jrO7zF7aytYaCvp+G1JiM2YkTNahIRbXXTooLvklaWQ6+DhzfKruLWYW5rTTmmIaYaio0jdlHvo9ozS7LKoxCp7Gc53mWxqQN5TMoszs5VDRFZtdgHIlUBnYbx4IqRcWmMaVtByoLcjyVZoHCWyWwaImAgMIUe5Uu6FnMLsRF4HXamXJYCa31VJGpEuz+37eAfz8baBcXOmYCXRCzE95XL80m9LC+zRzrMHo9GqnXAaO+z27ToW7sPTmIgNuBm7Ps5ACR2RlSYwrMrhdBJiaia5duGhMAqqcA868nP7/1C9ldFrMbJ6C9dgWrMZlAhaoxR6Jmp8Ls/NrMrm84yRwTmkJksZpWH4CNA/qjSZwqkkcmZXUTw96c/p2KHeDKlJjq4pQuIYXpctjgDdJgp5XGNBHs7C7ALiw6QpYgjCHVtgMK3YnlRzcRaznJFOsexuzyCHZ0Jh3zZBXOQ7QHF0+vA8cBezoHWW0TgHg9GqnXAaM+jbnrBEk/XzKzDiFfLmsKOdOwIWOM2Qnnro8PsIyB1+zw6dmfIN+75YNdabAdDQ3lgBXs8kZeQzaVQHf22X12iSHim1kK5FmzoynMuoAbbgf5wHicUkVmcQL0EUEskZ3CBCq4z86AewpNYTZWucExD0t1NeaQkRQ5E6dIhpYyZjekKU4BxJpddySRO/06nQIGTpCf33+N3Xw6X/cUQEE5KjK7ar8L8yeFAQDr90vYnVlm5xrdApUDp8j1P60+kHtnYhhn/O5iPOt60NBngB8W05iM2blVJh+oIUgmymNQPmSXbjhHw3gfwAp2eYO5hxdLjckcVCQXeNK4aMAUKGvMSWNqqzFFT0x5anFGY3EVmcdU2g4AaQ9ahc2zM9Fj11TlEZl8oa0HLC0o2bgI11IIEV2D3oDbwVSV1LWGYbBDNAzv2skCX0HMLlug4hODHQAsnkGuQVndjtXsjKYxRzezO3iKfD7b6v25d/YdgSNyEufZ9iCdiKq7oAigg1t7ERRrdk6T3r7BCeT7YKdsAz6axvsAVrDLG36zqQA1ZAtUnD6AE96WUtXtmF1Y1s6RWYYppzFpvW5CyCu7faakblcMqDWUA+IHK5bMIKXzQR9RGAl2/ZTZaQe7ABOoGFiMspkSwJhdmIuo9thJQZW11B2HgbZSUBwg7K4nX6sw6fHSieI02CUjQCrO6nYb9p9Gmk7ijkgEKkZAz8UobSo/KKSU2+oUmJ1kTZjIndYVamWYGjPInHkYszMqrvM3AODIxkeS9Rlk8xKtYDemwXbfhTA7ns9ldhwnT2WWAtn2UhQ0TaQiUJG6p0hRbEXmERUlJgCZMq0oUyeKBQPBjhpbG2V2xgQqCmIjYeNUhQhCbv2POBUbtWczu76sYPf+X4gvZr7jfYBcuzB3SNzcDfdgwaQwqjwO9EeTeOd4n3C7CRNo6XOPwjTmQCyJU8J1osjsJH2Zk7hT+qlMIdhFHSFmu8dqdkbXLrsDCDSQnwc72M0is7PSmGMa/mIIVOKDYppIOhKm1L12qq0HOsyO9dhlpTEljeXFUGQqzbGjcNptcAvqwsFKSWUmY8CQUM8IT1F9mCqzyzpn5gQqQvCQblyEjZOd41Hv0rdxY8Eua04hY3a1M8j3A3/DUDTOpmXXFqNmZ7NJBs72wGG34SKaytwrpDLNWIUBo3p460GhXlcfdCsHEckGeBJ3WtcyTDq4lcLnzMMQQ6FuZ6kxxwmK0txMxSl2l5jWAUrfa8daD1SCXaxPcXCjGrNrq/fDxhF1FmUv+SISTzGfzckKaUygAicfDLST706/Zo8drdk1hiTBTmmmndGmX0A5jen0IMGRQFTv1F/wm/WC3ZwryfHG+jB08C0AxIVDaipsGIpp16y63UyhBYGKVMyYQAOjmtmxel2dAqsDstKYp7SDHc/DHu8DQAa3UrCNupkeYVa3kzI7QY05CmbZAVawyxtFsQuT+mJKe7No+0HJanYqzM5bDUA4jmiWiwWADpVg53HamYS9UJEKrdeFfU5VcQUTqVSKItNAjx0gqjGbqoRZbjbh/4vJLcNMbaRUNi7D9ioAQJ1Nf8GfWE2DXVbNjqYxq6cCbUsAAPz7fwGQpzgFkAhUJNeQpP0AAC4Rgt07x/rQN5zIg9mNXoEKZXZtSkpMIIfZaaYxE0OwZUgwTNEyCSRN5QUwu0yGt9SY4wV5TZTORrYvJkW5anY2u8hMsup2qXSGMZPmkDyNCcibywuBmnOKFLSvZ7BSmJ2Beh3P8yyN2VTlIUFRpW5nyi5MiSkBGBTm5VXb9RW9Ys0um9kJrjDhFmD6ZQAA39F1APJsO0gnxbS9BrObEPJiZmMAGR74+74OMQNiltml45rDRysRB0+Tz880pXodkFOz0/THFM5njHfCLlF5ixv1/JmdtC3GSmOOcRhyDtdDtnsKBWN2parZUSNohd2jSmP5ycE4MjzgtHOoU7CJKpZIRateR1F5zE4/2PVHk2wGXEOVcP48hH3lTis3ofRVYkoABkAWyxCMB7vTQ3HEaO8Vz4tpzFALMG0pAKCq512EMYi6QtxTALmgJovZAWDWYVt3HRBu4TRTxDJIN3GjLJV5UKvHDpBle3QFKlHRPUWaaiwGs6Ov67LbZCbVlQwr2OUJU7tvNWS3HVCUmtkpjfihUJlY3iFpO7DZclN1xeq1kw5tVQOdaVdw20exYGRoq+CeUu1ziouDHrNLpPQFPyoGAX08uYaCvP41FPY52eaN9lJiuEd87qqJQGgiUD8bNmRwke29wpSYnI3UqSloEJP0d9IWhD0HyZRu+GpI5sEIpPXvUZTKzGR45mSjqMQEZGtCI9eH4WGNzQxtO+BFE2jApF0YRRazG209doAV7PIGtQsztCCpQZXZldAfM50i6R0gt2YHqCoymQG0QgoTEHvt9hfokanVY0cRKNbEiWLBgFUYE6dUSc6fSrCjKfIMb8DlQiWN2ZMh5y/A628+OI7LTWVSVhdoFH0spxN2d4nt3TxNoCWz7KS1TcbsxDrxuVNr4HHawDOrMIMpTIA89ygUqbT3RRFPZeCy2zCpWuX6z1oTOCqOUoLEPcXvymV2prJSKsxutFiFAVawyxv04uGNLEhqyPbFpCgls5O6smgGO7mLCm04npglTqForfPDbuMwGE+xhT0faLmnUATMjDgZCRixCus3Hux8LjuLBboBPduRRMDpNPndlzZ2DYmKTOH5pClMChrs7O+iVsGzURfZs+wosmp2ABE9fbCtFrUQalRG63UUo7CxnDaTT6n1sWniOchaE1xDx5QfB0jSmAG2OQekTeV5MLuhLiCdYiUEi9mNA3id4oKUdyoz2xeTgjG7EtTsqHqPs8tTSRQqjeUd/fLRPtlwO+yYKrCxfEUq6QyPY73G05gVwexScVGOrdVjJ1ViUqgEO47jJO0HOteWQko6mc7gdIr87k7mNq0rIUeRSQN4SJyQjckXIM650cT1opU/AtPIbiinYJZh8mzC4pn1qOZMDG2VYhT22mnahFFkDfv1RvSZXR8vr9n5zNqFAYRZc3YAPBDpYi0Po2W8D2AFu7xhs3HwOfPoV5Ei2z2FwlXCyQdSqzAlmbxKGlOtx06KQkUqnQMxJNM8nHYux5JMimAlzbTrPw6AJ4urxoIs67GjYMGuL+fxhkUqCgKVgWgS/YJAxZnMnYSuhNw0pkSJSeH04F37PABAa9+bhp5X71gBiOctKs8mXDKzHrUcOf6kp8bca43CNKZu2wHA0pjDXpJWDMROqD9WyuwkaUyfxAg6kzFYcrDZJKnMjlHXUA5Ywa4gFNxYriZQKWXNjqYxs9sOKJgZtJzZ0TSmVrArVKRyVBCnTKrWSONAagZdAcFOKk7R6rHrN87sABPXlgJbGoil0M+TYGdTCKRKmJiTxhT+r5A8NbueXwAAaOz6u6HnVT5W/TQmQBqrJ7vJ8RxPaLAdJYzCXjvadqDaUA6wDfBw+AwAQDjRqf5YVrMLss0TAJlYxVQJRlK3E4OdxezGBcRp5QWmMXOYXQlrdmoN5RRqzE5IYzZrMC4mUunK77iP9pBj06rXAZIxP5UU7ELq4hRAksYMSYQdGmN+DFuGKfRMDkST6INwDdENlQ5oGvOERhqT53m8EpsLAPCf3Gx+M5ZSCXY0jRnrk7nqcxyHGQEiptrdb3JRHePMLlE7GwBQl9QIdlFlgYrHIZZgzLUfiIpMS40poL29HZ/97GdRW1sLn8+Hs846C1u3ipOOeZ7HihUr0NzcDK/XiyVLlmDnzp2lOJSSwl+oKrAczE6r7QAQF56IGOyGEyn0DZOLO9sXUwqaxnw/T0UmnYenubNFkRr6i4V+fXEKILYeGBGoAKIAKh+BykAsyZidkhOOEiiz6+iPktSWQhpzIJbCvnQTjmXqwaUTwOENhp5bPFYdZsdnclK6E10kAGw5ZbKXizG70RHshhMp1vah2lAOiBvghjkAgPpMl8aTin12UmZns3Hw5lOCocxuoEPinjKOg11vby8uvPBCOJ1O/OlPf8KuXbvwyCOPIBwOs8c8/PDDWLVqFR577DFs3rwZTU1NuPzyyzE4WKIm6hKB5sGHCxWo5Kgxac2uFAIVjYZyQN5ULgQsutsPehyaaYuptX44BEVmR795ReZeIf05qymo+biKqtkZ6LFLpjPojmgEu3huXc1vtI9TIYD0y5idsWDXEHTDbuOQTPPo6ukV09gSxkpG+3B4kyOpTBz4q6HnFo9VZaPlcInXY9bxhnhybvYMutlQX0NwjS5mR1ldjd+FsE+lh5HnmWjNPoHUTuv5XiKSUkJU2mcnD0q+AhvLrZodgB/96EdoaWnBk08+iQ984AOYOnUqli5dimnTpgEgrO7RRx/Fvffei2uuuQbz5s3D008/jeHhYTzzzDPFPpySoqBp5Twv98aUoqQ1OxWrMAqaxkzHWWBk4hSNFCYAuBw2tNbl75G5u4P8zRk6wa5ia3Yq6BqMgxfcZ2qkC5mhmXY6/6MCUx+IijU7MidOf/KBw25j9cTT7YJriSso24h1CxPK3/EsIjcIPpmGocbsANW6nT1KMgw9fBXWSwe66mGUqTHFGXZarC4CgGxAvY1tiPIu2Dge8e6jyo8fJhuHXgRkzA6QbNTztAwbbeN9gBIEu5deegmLFi3Cpz71KTQ0NODss8/GL3/5S3b/oUOH0NnZiWXLlrHb3G43Fi9ejI0bNyo+Zzwex8DAgOyrElCQZVgyCggmrfCGkcnwuPN/3sGP/rwHPK2nlaNm5/KTpl+A1e1o24FWCpNCVGSaO/buoThOD8XBceJzqEHss6uAET8s2OmP9mkIeuTuM25luzDAjEBFOY05CB8y1NTbqEhFqNsNnjxMbgi3yEQ33cLQ1kPBRYDNAfQcJF9GkT24VQqfOOaHIZNhwa+bD2LdPuU5i4oYZQIVQ20HdD3gbAj4QzjOE5eZ4VMK70EqwTJDRKBSXGY3YDE74ODBg1i9ejVmzJiBV155BV/96lfxzW9+E7/61a8AAJ2dpKDa2Ngo+7vGxkZ2XzZWrlyJUCjEvlpatMUAIwVTo1iyQRcgzg64Anj/1BCe33ocq18/gD/uEy7qVIw4nhQTauN9pMgSqdDeqwkaSkwK0RDaHLPb20keP7nGl/PBzEZQEgiKMT8vb6QSwIAg/da0CqPilKxFvhgz7VRaDzKwIW43J1KZJLy/8dOHyQ1Zohs6tNUXDAMt55Eb3zeRylTrswOUmV2sjxlH9yGINw+cRiJlcDo9fY2EidRnGWFGnAJXEDa7DZ02MlA12a3Q8yikg9M8hwH4ZAIVIN9gJ2V2o2u8D1CCYJfJZHDOOefgoYcewtlnn42vfOUr+PKXv4zVq1fLHsdlybR5ns+5jeKee+5Bf38/+zp2TMM1YARR0LRyqTiF49iCCAD//CfJxVvsul1Cp/UAECdCCyIVmsZUc0+RgrKyfSYVmccO78Nn7WvxgO2XQOd7mo+lzM6QnVYpMdAOgCdMWMPho1Op7QAQg10mlVNb8kv8MVWRyZANESBj6rThN+4UmKPBuh1rK2FtB5Nk9/cIdcdav5u5qeQX7BSuIwUzaGpswLurEAr4EEmksfWIsf9l1DE7Q20HwloglDlO2QlhyPQoBTtyHvvhBw+brN0AKDCNGe1BLEqu13GdxpwwYQLmzJkju2327Nk4epR8gJqaCBXOZnFdXV05bI/C7XajqqpK9lUJMOVOn42stoOuAbHI3BMDkhAuomLX7VSMg2XIYnbm0pjkg/i+3tTyTAY4thn46wPA6otw/YaP4kHnk7hk8GVgw081X8PrtMNm1E6rlJB6YhqYY9eYHexcfsGVAqr+mENaApWUZCGXMTtyTpJ0OrXJNKZriLJVObOjQ3VrAi42BQGH1huqCZID0lACKzE7QSTD+evYFIR1Rut2o6j1gOd5HDLE7IRgJ4h5ep1kveT6FTb/wme3lyebz6KkMb3VgJ20znjj5H2oGs9pzAsvvBB79+6V3bZv3z5MmUJqGq2trWhqasLatWvZ/YlEAuvWrcMFF1xQ7MMpKQwr5pSQ1XZwcpAsiGe1hOGy2zDIC/1Yxa7b0efTTGPKG8upGlPL1YRiSq0fTjuHSCKdO/kaIAHixduAn8wA/vMy4I2fACd3IA0bjvPC6w6d1HwNjuPEYFBORaYBcQogDXZZ5smaM+0MbKSkvo8OuRoTANJu4blNth8EYoL9WVYas0eo2dX6XUDTfMBfTwQwxzYZen7GQp1KNTsFyzDJ0FY60NV8sKt8ZndyII5IIg27jdO0yWMbX4HZDbibAQDOweO5j6VWYQjAbuPgdsiXehbszKxdHMfqdv4EeW/GNbO7/fbbsWnTJjz00EN4//338cwzz+CJJ57AbbfdBoAsVMuXL8dDDz2ENWvW4L333sMtt9wCn8+HG2+8sdiHU1L42e6oEGZHFiTK7D7YVovll89AhBdmjPV0K/11/kiYY3Y8z5tKYzrtNjaLi6orZXhjFbD9NySQuquAuVcjc9UvcFH6F7gn+SXyGAOLc7ASFJkGg12nWs0O0J18oPn/SacI2MSPMk1j8nR0jsGaHU1j1qaE3q3smh1NYwZc5PVaF5M7jv3D0PMbYnbRXGYHfx0unlEHjgN2dwygy4jR+ChKY1JxyuQaH1wOjSU5q20o4iPBzhNRCHaShnJiLC7PPPjyNcQQUpl1PHn+cS1QOffcc7FmzRo8++yzmDdvHh544AE8+uijuOmmm9hj7r77bixfvhy33norFi1ahPb2drz66qsIBrVVeJWGguzCsnwxTw2ShaQh6Mb/ubgNaYF5/ddfdxRXhKHXegBIanan0RNJIJ7KgOMU0nAqmD+JLODbjioErYiwM7/4TuDug8CnnsLRSVegI+lHxCakp4f1A3ygEnrtDDM7hR47Cp1gp8nsVGpgdHq1jZoVmGB2NmTQCOH8h5UFKrV0SnkVreH0GXp+7ZqdwrQNamzgq0VtwI0zJ5JztX6/AVUmY3aVL1A5YKTtABDTmMJw53iA1FS9sa7cVDJjdsEccQqA/H19BWbXyPXCxiGnFljJKImDyic+8Qns2LEDsVgMu3fvxpe//GXZ/RzHYcWKFejo6EAsFsO6deswb968UhxKSSEWeQtPY3YNinUdh92GxnqS0jvQ3on/2aKwc8sXek3lgGzhoSnM+oBbe9cpwcIphFG8rRTs6KLeMBuwkxTIHkGJGaprYq+brU7MRkVYhimNwckCz/PqAhVAf4CrZrBTbiOhsnCb1IbLALwuO2b5huDgMuBtTiDQJLufth6wwa1u5WNXP16tYEdZqOSakTA7QJxebqjfzjV60pgHugy0HQDiZ1cIdpy/HjHeCQ48MJC1RgjMrifLF5OiUGbXyPUi4HaoigorEZY3ZgEoqKk8S6BCd/8NQl3H6ycLSQAxPPCHXcr1r3ygZxcGyKaVM09MAylMinMmk4XrnWP9SKWzpOJsdyqKjPZ0kr7JpiaSliEN7do78oBQK6gMZqfeYzcQSzHFqKk0JrML01iMdJidM5A7FFUPZwbIexH1NspSo5kMj14h2NXRwa0e4T00OopKmnbNhpJARVKzA8Tp5W/sP5V7XWVjFNmF0YbyaVriFCBHoBL0OtFO69x9WSIVoaG8jw8otvLk3SMsMLsGrndU1esAK9gVBOm0ctOQMDue5xmzawgKC4lQhJ5VQ+y3vvvCu8VJZ+o1lQMSgUq3ZLSPsRQmQD60VR4Hosk0Y20M1BrLIwY72mM3rbmBqb2yx71ko+w1u3RSaD2AoR67kNcJj1Mh5VMQs8sNdrFkGnGhF80dpKNz+tSfIwtneMhj+11yVjcQSyIljIOp9guLHN2wKNidKR+vyvBWQLn1IIvZndUSRtDtQO9wEuc99Fd8+3fv4I87OpTNBUaRQEVsKNcLdnKBSpXHyRrL2caLQjbeR4HZufIY4AqIzA69o6peB1jBTh2ZjO4HxfCATSVImN1gPIVYkixQDUEhqAj+mNfMC8HtsOGN/afx3OYi9BeqpL5kkAhUjFqFSWGzcThrskoqMyYsjO7cYHfGhCrVQZ7ZKLtl2EA7MS52eIBAg+rDNFOYgEbNTpw5llabOaZgEEDFKRwHuIPmmd1UJ1kkT9nl/xNNYQY9DrgdwuJJNywxo8HOgEAlFROzD6xmR4Kd027D7ZfPRNDjQHckgRfePo5b//ttnPPAWtz0H5vwXxsOsTFRo2VSeSwpqpb105hZzE4r2EnH+yjV7PItwbCaXR+qCmV2p98HBjt1SxbFghXs1PDcDcAjs2Tu/9koqM+O+WKGmBIz6HHAS3dhwu6t1pHAXR8ms6se/MMuHOsp8MPLFkgtgYrA7KK96OwjjzeTxgSAhTTYZTcBUxYg1B2iiTQOCwa/ZzQFlYUKSodY7mAnHe1joMeuIbvtgEJHoAJoZA4UmB3tsavyOE3X7ABgAgibOp6RD6IVxSkSb0/TzE6jZucOEgsyQGR3dMPjF4/lCxe14u1/vhzPfvmD+PLFrWir8yOZ5vH397tx/x92YfFP/obX93aNmj67w90R8DzpV5OdWyUwZkfOe9Dj0GV2fdBOY5oXqIg1u4KZ3UvfAB45A3jvhcKexyCsYKeGo2+SRUKjh4jumOKpjH4NIRt0AfKGmZSapTAB2Uy7z1/YikVTqhFJpPGdF941Pl1YCUZaD7zVgOCrONhLZOhm0pgAcM6UMABgq5TZJWNAWlCNCaxgf9cgMjwRPdQH3MJrQzfYlV2NOSTI84NNmg9jVmEmmZ3bYYND6JxX3UwpWYUJzK7K6xANxk0wu7oU6XE8kJBPBmfuKQHJNSpsWIwzO41gx3Hyuh3Pi2lMmlYX4LTbcP60Wtz78Tl47c4leO3bi/H9j8/GzMYAeB54bU/XqEljSm3CdMUerN4tpDG9TrE3VZXZ5ZpAA3k2lQPseq/ihlHjKtCb9rTQj107vbDnMQgr2CkhkxEvrJPqc/bku2+TF42k9aCLtR1IFkTJ5AO7jcOPP7UAHqcNGw9047/fUnE510MmYyyNabOzoBPvo8HOHLM7qyUMjgOO9URZW4UoZOBYmpbW9GY1BcmHnTK7EarZPb/1OJb8+G84dNqkRD0iryepQbPHDlANdtLGed1gJ7UKE8QpVR6nuHGI9hpOFQXjxNloT1Q+dipHiQmYF6ioDW+lkNbt4oPixkjnHLfVB/Cli9vwjQ/NAAC8c6xPDHbpOJApo6WcDgwZQFNkKamDHodEoCJZEzIZtsHp5YM5432AAtKY7iASNvL+TbAbVOEqIdItMve6Gfk/jwlYwU4JiSFSjwE0g53LYYPTTnZjptMBEoGK2HagxOzIQtJa58d3PjILALDyj7vzS2dK7aW0gh3Agg4vXJBG3FOkCHqcmNlAAhqr20lTmILSj9Xr6FgfozU7NvmgsGC3+vX3cbh7GH/dre3akgMV1pGNzn6NHjtAZ8yPjiJTZZYdQINdmNyYSRkzROZ5uCNEdLNrOISYxHeUpjHrAtI0pnDsyYi+YXk6JQYvtRS6lNnR8+v0qwfHLJzVEibH3jGAuE1ynBXM7iiz01ViAgoCFQeO0TTm4AkimgKAeL/EQDvAzC+kyDuNyXEYdJJrvpHrM/e3UpzeR76HJuuvRUWCFeyUIF14unZpPjSvqdmpuBh4PGFJ24GU2QmLv8Qb8+bzp+IDrTUYTqRx1/PvmE9nShc8Jfm3FMJuuhoDcDls+vUEBZyT3W9Hz6uCOIUNbDVYsxMDgYFUyqbVwLM35gy5PN47jAPCYkOZi2EYZHb5pjEBAzVhxfE+Qs3O6yC324X3zUgqM9oLTnjOE3ytbABvjxazA/Trdio+njJImV0kt16nh0nVXlT7nEimeew5JbkuKrhuZ7ihHJAIVMhnpcrjxGmEEOedZHNO1cHCZyfOeZGAU7tml4e4rs9O3pN6Xvszqgmawqyfmf9zmIQV7JQg/eB2HxAl0wrIS5HJpOAc4K6SpDGVa3YUNhuHn1y3AD6XHZsO9uDXmxTczrUgVe/ZdN56IejUcINoDmXNYTOIcyaHAUhEKlniFEBMY57RJCycXnPMzlAa841HgL0vA8e3yG5eL5mP1ms22DFmp70Y55vGBAyIcBQHt5JFPuR1Ct6bYeH5+zSPEwBrku/hwojDxZS4AHB6SDLxgMLuFDdNesFOyq6U5tkB8nqtQeYsBcdxWCCwu3faBypepMLzvPG2A0DC7MjnJ+hxgpd6ytJUprCxGbKTx/kUgh29toaTadMtTd028hmtyRQQ7E4JzK7ujPyfwySsYKcE6cLDp8VdiALyUmSytoMqwGZjApV6abBTmVY+udaH736UpDN/+Kc9OGym1mTEKoyCBjsMmE5hUlBm9+7xfjKHjAoZBEZwWjawNSB7Xb2aXcCoCXd8SLQoy2I36/Z1sZ/NMzvKPNQX41Q6w4KEITWm2Zl2WgIVKguX1u30IDQmUzf99l4xQDET6EAWwzcqUmGDW73q6lWfJI1pkDlnY8GkMABg+7G+ivfHPD2UwGAsBY4DptQa+ExmCVQ8TiJiyqnbCcxukCOfM6U0JlV9pzM868s0ii6QayqUMjFMNxsWs6sQZH9wNep2tNBrSqDC2g7CAERfTFldR0hVKE09+Ox5U3B+Wy2iSZPpTCMN5RRSZmdSnELRVudH2OdEPJXB7o6BHPcUmsKcUuMTi+gm++x0a3bSwr2E3STTGWx8X3yN/Jmd+mJ8aigOngccNg51fp1gl0nmLMq6w4GV0pi09cBLg12YfDfSWC4wu2EvkZcflzA7WrOryU5nGxWpaCkxKaRm0HkwOwBY0ELO57vH+yue2VFWN6naq2w4IEUqTq4RgGV9OI5TVmTSWXacwOw0vDEB843lnRkS7ILJAoIdY3ZWsCsvslNKmorMfJid8Px0vI9S6wFjdrmLiM3G4eHr5sPvsmPz4V48ufGwsdc1MqWcQgh21dyg6bYDCo7jmHXY20d7c9xT9mSLUwBJsNNmIoZrdn2SVK+E3Ww72ifz1ewpQc2ONpQ3BN3qaWBXAOCEj6HZmXY0gLhy05hszpgZZtdP/BVTQWIwLE1jdrPxPllB22ivnVZDOYW0XsuswmrUH6+A+QKzO3BqCGmaLi1XY3nvYeCtX6qKdw6yep2JFCYg87VV7LWTNJQDytPEHXYb87o16wB1Ik02FL64wXFL2UhExAHBVhqzzMgOdhoiFbb7NnPBSNxTIvEUY4UygYq0ZqeQU2+p8eF7H58NAPjxK3vYLlETZpidsIjXIH9mB4h1u61HenPcU/YKnpisXgcYrtnRhtZYMoOkVo9jrzTY9bEfaQqTCmN6hk0Eu0xaDB4azIPNsVOr1wHymXZZAUN3pp2iQIX22WWlMY3U7ITF0iZMO6BpzEyGR++wShrTqIuKEWYnFagM66eJlVAXcGNStRc8D0TpTMhypTH/9B3gj3cC7z2veLe5tgNh0+vwAnYxeMmDneCwJDC7bp48r0+hzw7I3zLsWIpcr+5Yl84jVXB6v3AAtaYESIXCCnZKiAvBrp4EE5zUCHb5qDFlbQckhelz2eU7MMrsMqkcFSHFjR+YjIum1yGWzOCu599Vt5WiyKdmV0AaExBNobcd7csRqOQoMSWvi1RUc0cu63HUOvcqzI6KU64+eyIAItk3bAww3ANAONc0mChA1yqMgrIjszPtEgo1O6lABTDXWC6kMb31UwGA2Vj1R5Ps2qr2ZdfsDDI71mOncS68CjU7k2lMQKzbDaSFc2AgjbnxwGl09BcxKPI8MsfeAgCkOt5TfMhBI9PJKbLEKRSK/pgCs+tOk+dVsguT3m621+5QnLznzuGT+Vl9nR55cQpgBTtl0EVn8nnk+1Cnqm2YmMY0ccFImF0Xm2KdtQhIR/CoTCvnOA4/um4+Am4Hth7pxRv7ddIKRqaUUwhBp4HrQ7MWM9HBgpYwbBxZOIcHBdGJpwrpDI+9JxWCnTsI2IRFSkOk4rTb4HGSy1ezbidldsJ5Pz0Ux4528h5feRYJdjwP9EUNOkLQepK3WrbLzkan1hw7KfKdacfYklLrQbZApU/7GACWxgxPmAYA6OiPIpPh2dDWKo8jd8yTSqA2cqw58CnU7EwyO0Cs2/UmHPLXVsGbB7px4y//gS88taV4syP7j8EmXL9vbv4HXtuT28fJph0YaTvIEqdQyJjdQDtJmQqveypNzrWSgwogilTMZKXiqTTaU+Q9tyWHjRsKSHFq5MUpgBXslEFTMlWTxPEtXcp1O10RgRIkvpgnBWYnU2ICxMWELgwaF9TEsBcfbCOLhLQvShFGrMIEDAWnAiDBboIr/x2v3+3ALCFN2d8rBC93CEd7hhFLZuBx2jClVnI8HGdCpEIWdM0PqwKz2yAM/5wzoQpNIQ9jQYZFKgZZx0m1jUw29CYfqHpjqrceiGrMMPmux+ySUaZarWlug93GIZnmcWooLmkoVxDZeIzW7EwIVGL9oh1bAczuVFxY3nSY3R93dAAgU9DfPV6AK4gUHe+wHxuT7fjCU1vwxac2M6PqRCqDo4IxhCFmpzKHMuhx4hRCSHNOohwfaGfMritFPlfqzM58GnMwlkIUHgzwwjU32Gn4bxmoEtNidhUAZuUVAhrnkp9VUpls920mFaDni0mh0GunBJpa0hVZsJqdfhqzI+rEkQxxvg/07tZ9vBaoT+bwoLDgeqpYvW5GQxD2bPGG4cZy8mFV9cfkecWa3Tph+Cedj0Yb5g23HxhkHayhPKSixKRgwa5PdrO+QEWexuR5XnRQ8WYJVPRqdgKrgysAh7+GpV6P90aVrcIo3EbVmAYEKtKUMG2QzqOmM29iCDYO6E1SZqce7Hiex18k7jnPbz2u+lhTOLGd/dhq74LLxuOve7pw2U/XYdXafdh3chDpDA+/yy53TlJD1pRyiiqh167fRdpF0HdUYgJN++z0mJ3xtYt+1k4J7QcY7DD8twy0ZmcxuwoAC3ZVQMMc8rMKs8vLdkfii3lKyReTQqXXLhvVwiLUpyeyYL6Y+jvJ431R7OIFVtu5Q/fxWqB1u/RwH7nBXaWsxKQw2ViuOq082isW9oXfMxmepXvp5Gt6/swzO2MN5frMLky+5zA7gwIVgalHk2k2c44xO6M1O+nUdY7DRKFO294nBrsccQpgQqAiZB3UGsoBkhKmFmQUeTA7v9uBGQ1BQwKVnScGZBmRl945gXiqcC/NVPt29rOTT+LVL7Thwum1SKQy+Pe/7senf/EmAKC13m9s2rcqsyOfgR6nYEjef0xmAu2wcXDZlZd5yviiJtYuWjLosQnXvllml04Row7AYnYVASaRDwGNQrBTYXZ5TStXEKgo7u5MMzudmpOR8T4CTvRFsStTnGC3UGgutyfF3emeDoV6HQWr3RhsP1Bjdr2H5b/H+rCrYwCnhxLwu+zsuGpMMztjSsGTRgUqBdfsSGCiPXYOGycO7DRas6NKvhBpO6DtJif6ougWGuNrlHoFi9l6AAA+Cbuzu3KYjFEsaAkhChrs1JkdZXWXzW5EU5UH/dEkXtudp8qQgueBju3kpUHeh6lcJ37zxfPw+E3noDnkYaIQQ20HgKpAhQa7LruE2dFgJ4z3UQumjNmZ0BvQQbl9DhrsTDK73kOkX9DpB6ommvvbAmEFOyVIPRwb55Gfu3YTN/Es+Iw6eciev49894S1550xf0ztFFG1j+zidZmdiZpde6+E2Z1UVpMZxeQaH2r9LgQgvL6nSiJOqcr9A5M1O1W1Iq3XVU8l36N9WLeXLG7nT6tjYosaX77MTj3YDcaSLD2kahVGoRPsFP8/BWNladsBW+CMNpVTZie0HUysFphdb5Slx+uUmJ1ZBxU9U2fK6gFyfo2wHgUsaAkjCpf8tRVAg92H5zbi6nPI4ltwKnOwA47oaaR4G3Y45pPbug+A4zh87MwJ+Mu3F+PWJdPQHPLgkwuajT2nikCFCpE6OEGkcmovU7728UFF9xQKxuySxtcuKoCiZtCmmR0Vp9RN17csLDKsYKcEac2uZhpgd5MUYN/hnIf681A0KTE7xTSmUWYnMBPdXjEj430EtPdFsZsyu1N7VNsfjIDjOJw9uRoBkA9hzBaQD2zNhsGaXVBvph2t101YINzAY/Nechut1wFATaD4NTu6iQl6HIoOFjLoCVSUgp2UrdBgl91QDojMLt6vPeqG1uxCQrALk+eUpjEVa3aGBSq5bRKKkDaRF9CDtWBSmKUxeZWJDx39UbzXPgCOAz40qwHXnkNY7ev7ToljqfKBUK/bz0/EKb8wq42m7kAcTe7+yCxsvGcpLpvTaOw5s6aUU9D3+lhGuJ4FRpnhHBiEV9EXk0JkdmbSmOQai7jptAWTzK5M4hTACnbKiEnSmHaHWEhVSGXm1Wen2HqgxOwM1ux8tGZnMI1pINid6IviBGqRcIZIr9+pPbp/o4WFLQH4ObKAHBi0geeJMCRHhQoYr9lRyzC1c0/TmHUzmWHxkWNkUV88QxLsKLMz2lhugNnR0T66KUzAQBpTIUgxtsIBDnIORXGKM/e5FZ5fhj5JzQ7KacxaJTUmrbHpCVRSQl3MLLPLE2c0BZGwkf8hMqR8bH8R0pULJ1ejNuDG9IYAFrSEkc7w+N/t7Xm/NlVi7uRbkQi1ktt6Dmj8gQGopjHJe304JWwMeg4CAFKuEABOm9m5zQ9wpTW7uKdBuMEssxN67EZYnAJYwS4XyRgZ+AiIu9YGQZGp4KRieupBOsmYWswRZGmB+gKYXY2fXPD6akyDdRNQ9wwO8TqhZllg3e7cCeICvKubiCgUWR1g3Azao7PRoGnM8BTGcPz8EFrr/JgsMd6ljMWwZRir2akzD8PiFECd2QnXViKdIUbaUkhZupDqyzGBBshkAuqzqlUDpfZNQhpzkkIaU3HMUzEdVIAsZpd/sHPabagJk/M6OKh8bGt3CfU6Cbu6biFhdwWlMgV2tSPTClttLrPLCyoCFfpeH0jKbdVirjAAKI73oRAHuBrfqNOUetJHg53F7EYvWDpGnKYtth/kKjJZU7nRC0ayKHQlyELodtjkqScKgzW7sMBMBmI6LiDsA6PN7JLpDFus7RPOJDd2Fla3m1dLFuQo78Jr+8miqx7szDE73TRm9RRWuwpzESyeWS97mOlgZ4DZGe6xAyTBTr4oS5uBcwK6QvCgApWQlNkB+nW7TBoYOEF+ZsyOPO9gPMX6wRTVmFKBikJNWzxeowIVyQaiAGYHAI01ZIMzHMn9/AzGknjzAHkfL5stBrsr5k+Ay27Dns5B7DyRZ8+dwOzey0yFt0lgML2HxeGq+UCl9YCm8g/HJWYMAGIOwb9SI4UuKsnNC1QyAUH9Odhp3EWF5yVtB1awKz+k4hRaQGWKTKVgJ7ILQ+4LNIXpCqIrQhanhiq3smLKILMLC4sbz4upLEUkjQlUTg7EkOEBl90GT8tZ5MYCmZ0nTf6HQfjYjnq2kjgFkNTsjJpBKwS7TEYiupgCXljwQ4jgkpnyRdRU60EmY0iNabjHDpCwI/ni6rDb4BZENDn/o2Kwy+qxo9BrLB/sJKlqmwMIkkXM53Iw4VMsSYKYZs0OvPZ1aligIlFjFuibOLGB/H0illuze2P/aSTTPFrr/Jgm8aYM+1y4XGB6ebG7wZPAYAcy4LCLn4LaCVNIgOfT8gkcZpE1pZyCBrvBBA9eUNICwLAQ7NTcU4D8vDGZWxENdum4MSs6gPROJobIdVbTZvg1iwUr2GVDKk6hoGnMngO5Y1iEBTfDw9hcKKW2A6UUJmC4Zuewi8ywV6tuZ7D1gBoAN4c9sE0Q1GSdO/LzwaMQGPMg72W9YKrMjg3xLKBmN9hB1IqcHaiaiGEbea1aewQfbJMvotKmct0NS7yfLFyAZp+dYV9MQHOAq6qLisIEC8U0JqA/wJVuCqqaiXOPAKrIpKjJ9sUESN+cTQiuWiIV6Tw7LfiKU7MDgClN5O/5xHCOWfhfaApzdkPORvPahUSV+dL2E9om40oQWN2BTDOi8GBijV9c2AtJZWZNKacISt7rVFUL+zliE2bZaQpUzJvY02Dn8/nE+qrRuh1VYta0kfT6CMMKdtlQCnbBJrIA8xnxDRMgnQtlSKQSoy4iOm0HgMjsDPjP0V23psiCtR5o9/ZQA+CJ1V6SW7c5ySJPF8V8IPwPgyCBlgxs1anZJSOaU+LZtPKYQoCn9brQJMDuQHucBJ251Zmc1A5ldvFURl+GTT1S3VVMGKKEvNKY6XjO/6sqgFJgSooCFUB/zA8Tp0yW3TxRYgAe9jnhUGpO5jhjLir5tB4UULMDgMZa8n+7+TgzHQfIUN3X9hJxijSFSXHJjHrUBdzojiTw+l6TY2xovY5vhdthIxspFuzeN/9PUKgwO5dD9IiN+8W+tQFhc6fdemCe2dENVdDjBIJk7iEGTxj7Y2YAPfLiFMAKdrmQuqdQcJyqSMUmaeA1JFIx2nYAiPl5nTQmINbtVFNxvCTNpGMXxphdyAs4XEA9mYxeUCpTqEdRT70pNT4mfc6BJ0QYGaApUglqpTGl9ToAB4ZIAJgVzn2s32VnPXfUB1IVbKioMfcU3R47QNitC+zC6Ew7rcGt2fVfvZodc0+ZJLtZOu1CUZxCYUSkko9ApUBmxwnXuZeL453jfez2rUd60TecRNjnZMYCUjjsNlx9Nul/e36ryQ0eVWJmpmJi2EtYIxWpFKLIpJ9dhSZ7yu4iXrFnr59ahWnU7PKyCxM+a0GPmPI2zOxosCtDvQ6wgl0upO4pUmiIVHxm0gGs7SCErgEVE2iKYjK7dEJMv+nU7E70S5gdADRRkUoBwU44r0kHeW3FZnIKmRm0erALaPXZSZSYsWQae/rIB3uKL/f8cBxnvP3AwNDWVDqjPH1eDTabat1O1TJMYVxTziw7Cj1ml9VQTjFRFuw0ao9GXFSMClSKyOzoa3mRwLvHxPNKG8k/dEaDMlsFcK2gynxtT5e5wb5Cj92OTKv4+aklUyQKSmPSNUAhK0M3NwOe3GCnVbMT7cLM1+yCHgdQRZmdQUVmGaaTS2EFu2wopTEBTZGKroeh4vOH0TWok+qiKQsDzE7XMkzaWKsz4ue4wOzYYleMYCf8354AWXhnT9AIdoChXjtNgYqE2W0+3INuYdxJCMoNxoYtwxizU1+ITw8lkOEBu41TnhSgBLMuKkoCFb1gp1azy+qxo5gkqdkpilN0jl0G1menE/x9teLk9oKDHTl+H0Rmx/O8YstBNmY1VWHexCok0zxeMtpzFzkNDBBRyy5+CsmMAMSYAsg/2GXS4mZBg9n1Un9MiINbtVsPzBtiDErrwiyNaZTZ0bYDK9hVBqRqTCk0eu1EZmcyjTlA05h6zM5IsNOxDKPBzu7WnMEGSGp2xQx2wq5/btskfP7CqbjlgqnajzfQaycNdjnCEsbspmLd3lPoFz78nEoqr8aoIpMxO/U0ZnsfWZiaqjy5Ex3UYNYfU0FsJKYxVQQqesxOK42p1HZAwVpkisDsXD7gYz8GPvJDzcG4hiBs6txcEu+f7MdwIoUDpyI43D0Ml92GS7JaULJxneCo8sLbBoOdUK875WrBEHwSZiekMfuPadagVSHd7CowO6rIPOUQg3d3RntwKyBaHebTVB5wm0xjDvewEVJWsKsUxFTSmA1C3WroZM4gV78pZtcnPL/I7FQFKiZqdtV6vWIGp5TzPI8TfdlpTMEftO+IsSGgShDSMOHqOtx3xVyEfDpqLAO9djSNmeEV/P0kzG7D+6fRB2GRUGE3hnvt6PFoMDvKjCdV69SnpFBRTAbU5iUqDEPtZ1PKs2t2WWbQ6SRweAPwyr3AzxaJ7jhhdYGKZs3OXcSaHQCc+yXgg1/Tf5weJK/l4hN4r32ApTA/OK2WbZbU8MmzJsJp57CjvV8mcFEFtQmzk+DGzp+/TjhHfK45uRHQza7NoSiKokz+FKpZrx2dZefTEKhQcV0ildHuzxWQSmdYYCQ1OxNpTFqvq5qUI7IZKZQ82K1cuRIcx2H58uXsNp7nsWLFCjQ3N8Pr9WLJkiXYuVN5hM6IQ0mgApDAozLI1ZRlmLDgpNxVrE1AVaAi7bPTatiFmMZUbT1QcWDIRk8kgVgyA46TiCu81WKKSyGNawh0IcxmzGpgwU69h8frtIMSJ1ndLpVg89CG/ROx7+QgY3Zq7MZwsDMw3kcMdvpONQy6aUw1gQpZUDMZXp5ikoIKVHoOAM9/AfjxNOCpjwNvPgZ07yeL6LxrxXSbgBq/iyn9FK3C2LHrqDEzGUka08Q5KRSScUJexPHOsT6Wwrx8doPun9f4Xbj0DPK4F9420HMniFPeSZN1gjFjjitMkSkVpyj047KaXZwHlnwHWHAD9qdIINJMY0rqecMGzKClAjyixjTB7Mo0nVyKkga7zZs344knnsD8+fNltz/88MNYtWoVHnvsMWzevBlNTU24/PLLMTiYx4j3YkNNoAKIExCyPDJNTSsXdu4DAtNw2jmWgsyBdAeUVK41UVDLMFWBhUGrMJrCrA+44XZIdoU0lZnvBAR6Xo2ObGGN5erMjuM45V67/mMAeMDhxe4BD6mf+enYoD7F5zLUugEYMoHOj9mpmUHrCFSE9zOSSEFoX1Sv2Q2dBN57gbyGrxZYcAPwqaeAuw8C1/1Xjgs9J5lrp1mz0xOopCSpO615dsWGzcb6+rxcAn/dcxJvHyWbnaUKLQdKoPZha7a16/dgCmnMjVG55RqAwhSZTJyi/NmhNbuBaBK45C7g6p9jSDAC0Ap2LruNpdmNiFRoTdjtsBH1srRmp7MZF9sOyqPEBEoY7IaGhnDTTTfhl7/8Jaqrxdw7z/N49NFHce+99+Kaa67BvHnz8PTTT2N4eBjPPPNMqQ7HONQEKoBEpCJf8EXLMOM1u540+SA0BD3qwxudPrFYr1O3C+upCQ1OKc9JYVLQQN/5rubfq4Klhw0yOypQ0fHHpB90GbNj9brJ2NFOXrdlgvDBTEYI88sCTQPrth4YsAo73ksCUc451IJKwNDts3PR8T7kftJ3lZW6qp8NTL2YvIcX3QF84VXgzv3A1T8H5l6tfK0LuG5hC9rq/TivrUb1MbqtB1IjBiNpzGJCeD0v4th0sAc8D8xtrpLVI7Ww5IwGOO0cTg3G2UZQEcM9zCHlneRkeWYEkCgy82B2KuN9KCizG5R8Bmi6UavPjuOkbVP6G3VRiSlspvwNADii8qabQDWMZWZ322234eMf/zguu+wy2e2HDh1CZ2cnli1bxm5zu91YvHgxNm7cqPhc8XgcAwMDsq+SQU2gAkimlsuZnc8UsyPPfzpFPmyqbQcASVkYNoPWEVgYnFKeo8SkKFSkEjebxtRndoCKIlNSr3vvBHnd1pZmiL1sfTnPY7j1wIAJdHsRmZ26GlPO7MTxPgpZAocLuOUPwNf+Dlx2HzD5PJlTiha+tmQaXvv2EvVUO6AvUKHHancbft2iQWiz8UIc2aPUSK765w4bptWTzwwdOKwIIYUZD07BAPxoDHrglLY1MEXmQcOvzaBTgqDBZzAuljDo9aI14gcw5485yBrKhee0O4CAQUPoMhpAU5Qk2D333HN4++23sXLlypz7OjtJfrexUX7BNTY2svuysXLlSoRCIfbV0tKi+LiiQE2gAoi9dl17ZLQ9YEbVJCy0JwUTaMXRPlIY7LULC6nQ/mgS6YxCusWoVVi2EpOCBruu3fkZ2tLjN8rsDPTZASKrlgUDSY/de+0keMybVCO+tkLdzlDrAc/rMrtMhsdx4Ry2FKFmp24XJq/Z9av5Yo4E9AQqZsQpxYbwmtPC4lJ3udEZcgKorR0dOKwIIdh1V80GoMDqC0pjKrunUNDgQ9W4ScmUjIDOLEVx8oGRYCfpsWMvbqBulxgW21vKpMQEShDsjh07hm9961v4zW9+A49HfTeYnbrjeV41nXfPPfegv7+ffR07VoBtlR600pgqg1x9RtWYmQxbEE7ESZDT3DEDhnvtqEAlw4u7fBkMTilXTWOGp5BFLZ0QncvNgAlU1FNmMhhldkppTIHZJatasL+LnLd5E6tyVYkSGGo9SAyJ459Uananh+JIpDKwZaex9JC3QMUAsys16LGr1uzKH+xm15HzOCHkwdxmgxsuATTY7dFSZAr1uuMespjnbBZrBYHKYIehViIZNNxTAPE9p8xLGrhUXYoEiMzOQBoznsXsAGOKzO79AHjy+Su0d7IAFD3Ybd26FV1dXVi4cCEcDgccDgfWrVuHf//3f4fD4WCMLpvFdXV15bA9CrfbjaqqKtlXSZBJi4arSsHO7hCtbiQiFdXddzbi/QAI6zo6TBZX1R47CoO9dk67jdlnKabijFqFqTE7m01ktmZTmZmMeYEKq9lpO6orWoYJzO4Y34B0hkddwEUMmTX6zWiw61NjxoDI6hxe1U0DZXVNVVlpLD2oBjs1gYq89eD0kMY08VJDT6BSVmZHzs+iiWTjce05k9Rr5Cqg0zn2dmqUTwRmt4cjQS2nJuitFq/pHpOpTHpeVQUq8podDVwuu43Z4KnBTBqTbiiDbsmGygizo5vjujMU1aQjhaIHu6VLl2LHjh3Yvn07+1q0aBFuuukmbN++HW1tbWhqasLatWvZ3yQSCaxbtw4XXHBBsQ/HHKQfVrXakoJtmM/oAFfKKJw+dERImkG1x44dhwkXFS1FIeuz0zGBZhMPFBYmVrczKVJJDIEGedNpzPiAoqCEQqtmtytGmNzc5hBZ4DScRGgamOc1GvMNjPbJq+0A0E9j6tiFHekhaerJNSMo7afQFagYHxpcdAiveU6TG6/fuQS3X24+jUaZ3cFTkdwhugB5z4QAtjVBehUVxUn5pjJ105iCGlNgdhFWr9Ovj5pJYw4opjENMLsKEKcAQNET/MFgEPPmzZPd5vf7UVtby25fvnw5HnroIcyYMQMzZszAQw89BJ/PhxtvvLHYh2MOdKFxCAbISmAiFTHY+Y0qmhR8MRv0vBPpbs6AP2a1z4mjPUCvkmWYgZrdcCLF+vQUP6z5ilToJsLmNC4994SJEpXPECYWVGb9gWwlWnyIKcM29wYB9OHMiUIg0Zjr5rTbEPI60R9Nonc4odxXZqjHjizspsQpQMEClWPCgNWyBDupQIXnc3fvFVCzQ3IYU+u0U/hqmBDyIOhxYDCWwoFTQ7lWdx3C5i80GfsHXQBimKS0WaydBhx/y7wiU0egQuu0NBjRTbeWewqFqTQmdU8xW7OrAHEKUCYHlbvvvhvLly/HrbfeikWLFqG9vR2vvvoqgkGDKa5SQUucQsHaD8Q0JpOH6+2OKLPzSCceFJ/Z9SimMakaU/0DT+t1QY9DufYj7bUzM9tOKk4xmsaw2QzNtROZnRDg6YBMTwhbTpJd+LyJwuKkUbMDJCIVtfaDUvXYCccLQJPZyfq8sgLI0bIGO+H8ZlI58x4BVEQaU/G4DILjOMxidTsF9irU69C8gJUBFDMj+SoyDTK7RCqDWDLNyilaJtAU5gQqkvE+7MUFZkcn3SuBGkCXadoBxYgEu9dffx2PPvoo+53jOKxYsQIdHR2IxWJYt25dDhssC9TcU6Sg/WaSQa6G7cIEbzjeW43uiM54HwpT/phC3Ukzjake7FTbDijqZ5PRO8Pdxp3OAfPuKRQGeu1oSoWlkIV6XSY8BfsE9dw8xuy03f91G8sN9dgVmMZMxWT+idLhwHRiOACZSQDP8zjSLQS72jIEO1cArK1DKQNhdHBrKcCYXf7BDtARqQg2YfGG+UwVq5zGFIKd2TQm1RGo1LultmeDsRT7LGiN96FgzM5En51shFT1VPK9813gzcdz/yidEplsGZWYgOWNKYeWEpMi0EgWYT7DPAX9rPVA54IRitjD1bPAC674mp6DQPEmHxhidmSRVQ12To94wZpJZZoVp1AYUGTSc8/SmEK9btAzEck0j7DPKf4/OhO76flTbT8wwOza82koB4SNAA0YInuQDgdmqUyel6Ux+6NJ9v+bancoFmw2bZFKRTA7bQciPcxiIhWFYCd8rk8FiH9uyOtU9t3Mt7Fcx0HFbuOYUGswlmTrkCFm5zYhUJHOsqOoPwM4T/AxfeUe4NXvy91Ueg8DmSR5H7Kmaow0rGAnhZZVGAXHSVSJxEmF5sYVR81IIXwoeqrIh6I+4IZNzxXfZM0OUGF2Bmp21K1fc6HOp25nZBOhBCNm0DlpTBLsTnCk2fXMiSFRfafD7Gr12g+oAbhKzY7n+fzTmNKAIRF62Gxcbk04nRRnEzq9jNU1BN26UvOSQUukUk6BiqvwNCYAlsbMCXbxQRa8DjtnAFBJYQKiP+ZwtzlDdZ00JiBXZJqq2TmFjboBb0zFNCYAfGQlsPQ+8vPGnwFr/o8oKqP1utrpOXZ0Iw0r2Emh5Z4ixYQF5PuJbQBEdhFLZtRl6zzPCtnHvSR3ravEBPKr2Skt1gaYnaYSk4JOQMiL2ZlMY5oZ4BqXM7v9CfK3c5slAVZnYne1XmO5DrM7PZRAPEVMtCeE8mAxKgNcc0QqUpbi8pe3XkfBmJ3CTLsKEagUgplCsOvoj6FfarbeuQMAD1RNxKEYOf+qmRF3EAgIgg4zqUwDJu5SRabI7PSDHWV/ZtKYMmYHEAJw8R3AVT8npuI7/gd45lNk40OVmGVOYQJWsJPDiEAFACYuJN9PvA1APkZDNZXZe4gsBHY3DnHEXFZXnALkWbNTSGMaqNnppjGB/JidWfcUCq9+sGN9djSNKTC7bYPkPWRKTKAIzE67ZkeVmE1VHt3+JkUwkUqf7Oac9gMaPGwOwO4Ug1056nUUNEWtxOzK2lReHGZX5RHT4TKRilCvw4SzjNnE5TO13ACzo4rMwVhKtAozwPK9puzCJLPslHDWDcCNvyVzBA++Djz1MeCIYAFZZnEKYAU7OYym22iw63wPSMbgdtjgENKRqr129EPROBcnh2iPnQEZvilmR3Z3mmpMjSnl7WruKVI0CsGu56BxJ4h8BSpGBrhKmR3PM2a3qZssvkyJCejX7JiaVcUOTYfZ5Z3CZMenM8A1kRXshIX8aHcFMDtPpdbsiiNQAVRsw4TSBCYsYGrm5rDG55qN+jET7KhARf3zI518wEygDTA7M03lA2ppTCmmXwZ8/mXAX082xO8L/dQWs6swGFFjAmTIpa+WFF5Pvid3D1djdpIPheG2A0BSszPO7BSZiU4aM5XOoHPAALML1AtyY15xarsi8haoGK/ZDcZShLEJyrWD6VoEPQ55AJAyO4XWCTomqScSz7mPHIcQdFVqdqruM0ah46LCLMOy6q+VlcZUUmPKfTxHFHRzlyhMoAJA0n6gEOyaz5K8/xrvg9nGcp4X1ZiaaUxpzU5IYxpSYxoT1/E8zxhjVXYaMxvNZwNffFUM7IDF7CoOcYPMjuNEdtdOUpm6A1xZL85Z6BKCim7bASBhdvoCFanlVSa7dqgz4ufkYBzpDA+X3YZ6rUGdgPlxP2bH+1AwNaZWGpMEqHgqg5TQvxR11yEOF+Y1h+TWULRml0kpLn41fvJ/KzblJ2Miu1ZldrShPM+gY9RFRaXHbko505iaApXcqeojhlIwOxrsMhnR+qv+DJbG1MyMmFVkJqNE+Q1opzEl/pgiszPSZ2eM2UUSabY/1GR2FDVtwBfXAtM+BLReYjG7igMTqBhQDbJgtxWANNgpXDQ8XwCzM16zo5ZX6Qwvm22FdEo0MFbZHdIP6oSwR18harZul7dAxUjrgfiBjp8iC88pOxEBnDkp6310+gC70Oqh5I/JWg8UmB1NYdqcqv9HydOY2QIVpw+JVAYd/cKUhYpgdkrBTugbHMnBrRSsZleYQAWQtx/wPE+uiXQcAIekfwJODpL/UzuNKWksN2LMIC1faJQg2OQDWc3ODLPTDnZUiemwcWx6vS78dcDn1gA3/7+RH+2kACvYSWFUoAIAzeeQ7zTYaVmG9R0li6vNCTTMQZfwoWgscs3O7bCz45A1RkvVeyq7a9p20GxERciC3Xv6jwXyZ3YGmsoddhv78CVPHwYAHEoT5pXjbs9x2mbQARLsYslM7uRmqVWYigtM3g3lFEYtwySDW9v7osjwgNdp12fkpYSWQKWs3pjFY3Zt9X447RyG4inyXtOxNcEJ6BwizMflsKHOr/E+1LQC4EgWSWeiBwBJj11AU7qvrMY0w+y005hSqzCzRtqVAivYSWGmH2yiEOy69wOx/lwRgRSU1TXOQdrmYg71hloPaM0uFSMMTQd0YrlMpELdNjg74FB+TabENMJKmuaT7yd3kkkRemDMzmyfncDsYv2a/3tASGXy1AA6SmpzMiUmhYYZtN9lh0uYVJDD7nTEKaTHLk9fTIo80phHukUD6LIuQmzMT4W1HriKx+ycdnGQ697OQaBfsKYLt8jchzQzI04vECJqbEOpTCZO0a53S9WYZvrs/CaZXU7bwSiCFeykMCpQAciiF55Cfj6xTXvyAa3XTViA7gipjXEc9N1TAHme3kzdThbsJOIUHVZiSFxR00rSgakoMNCu//h8BSreMJiriMaoH/oBtPWTYHcoXYeA24GptQppHw0zaI7jJHPtsup2Og3lPZEEs/OaoJXG0oIas2OmBbkCFWoAXdYUJmBQoFK+qQfFCHaApLn85CDQf5zcGGoxpsSkMNN+YKDHDshWYxqfeiBtPcip80swoDTeZ5TBCnYUPG/MQUWKiWIqM+DWSAdIenHotINavxsOI/POHG6S/gRM1e1klmFJuXpPCaaUhDa76HY+YMAjM980ps0uBicDikznIEkrHeMbMKe5SnmHrWMGLTaWm2N2dLPQWOWG25FnfcLoTDuJ4KMixCmAtkAlJdTsnOWo2RUvjQkAZwh1uz2dg2IaMzTJ3OeH1e2MMDv9HjtAVEiaZnaSgBhLqbO7IbWG8lEEK9hRJIeJSg8wLqSQKDJ9aqNYZOKUs3BKEKc0GklhUpio2ykzOyMN5QaUZFIEm8n3QQ23c0C+iTArUAEM1e0Cbgc4ZOCOEJZ5jG/AvGaVDYtGzQ6QNJZn9yrqNpQXWK8DVCd+56YxRaZ0pBJ67IDK98ZMxeSejXlCtA0bAPqFYBduEZWYWm0HFGYMoU0yu8F4UjL1QD8weSQbM61UpuieYjG70Q+6I+XsmkFBBkmwC7hVct8D7YQVcHagcS4TpxhSYlLk0WsnswzTaTvgeV7yYTUa7AzMsQLIQkc3EWaZHWBIkRnwONCIXtgzSaRhQwdfgzMnqbyWRs0OkFquZaUxdZldgfU6QOKNqSdQEfvWKqLHDqh8gQogOrkUANp+cOBUBBnG7CbjRL+ZNKbQa2dk1I+BhnJAZHYD0RSGKbMzkMa02TjJ5AOtYGfV7MYOpOIUo4X+CQvIgNHBE6jnCfPIUWNSVtcwG3B6cJIObTXSY0dhoteONZYPK6QxVXaHvcNJRAUj2KaQweOqEpid1hwrQFLD4XR3p4ow4o/pdqCFI+OTTvB1SMOuzuw0anaAyOxyGst1anYFtx0A+gKVLAcVXlKzK6tVGFC5DirSsUKJwut2dJBrOsODp7MTQ5OM9dhR1EiYnV77AQt2OmlMr6jGTKQJgzXSekAeJwS7pLoITNUXcxTBCnYUZsQpFC4/mfEGYEqMjPvJCXaSeh0AkdmZSWOa6LWjLiC9SsxOre1A+KDWB93wOA3Wm+jQRr25dtIUZj5qQSPMzu1AC9cFADiaqYfXaUdbvcrioFezUxuTpMPsDLln6IEGu+Sw6BoPhR5OgSkNw4VIIk08DvJ1bSkWKPNIxWTHTsYRlXGenc0mvm4RRCocx2F2UxX8iMIuKE95Sc1ukpH3v3oKyfQkh/U/P4bTmOQakcZOv8EJGJriOgEWsxtLMCtOoRBEKs3DuwEoTCuXNJMDYAIVQ76YFCZqdmGfQs1JxyosL5srxux0Pqz5ilMoWHDS9sekzO4YX485zVWwq8m/9Qa4BtSYnTET6KKkMQEZQxLtwoSNlMBQepNkY9NU5TG+SSkVZMcuyUCk4gCEFbgczE76ukUTqQTRzAmbL08Y3Sk3m3ZhKDNid5KAB+grMg0KVLxOu+yadztsxgRwEJldTm+pBINxq2Y3dmB0vE82hGDXMLATgFIaczv53nwWAJhzT6EwxexGKNgxZqeXxszzvFIYsAwLuB1osdFg16DcX0ehYwZdw/xFjTO7gubYSWF3iPVZSSpTTaDSHSeLVNnrdQA5durwIe21k7KpsgW74rYfnNEUxERhc4WQKE5pCLqNT7swqshkvpjabTscx8k8K42IUyi8er6+sNKYYwt08TPN7IhIpbrvPXDIyJndYCcwdJLU9QQ/SdEX04waU7jQDdTsaOuBvGanrcY0VW+gqBKC3UCHdt2hUGZnoGYX9IhpzGN8fa5zihQ6zI5OjpC1HqSTYvBRYHa9w6IfoeYsQCNQGPPjl4ifMhkxLdgVIx/figh2gLJIhY0jchJGUw4UsbEcIIrMSZyw+Qm35LdZNKrIZMxOv0dVyrqMjPehoC0KmsxOSGOqjvcZBbCCHQVblMPm/q5hDuDwwJkcwFTupJzZ0Xpd3RmAywee53FqiLYemEhj5sPsIgni3wfo1uxOFMLsUlFVlgTAsJpMFQZrdpOEnfZxvj7XE1MKJlBRcPoA6X8EsjYL9LU5mxgsJaApzAYzNU81KIhUpAtMJJFii3bHMPn4lr3HjkJJpMJ67MpYUyxyGnOmJI0Z9080NvQ4G0ykckj7cQYFKoCcdZkJSmaYXZWVxhwDyEegApDdqmCfNZ87IJ/4m1Wv6x1OIpkmAajOjI+hmZl2QhouleElNR5tNWZ7Xx4fVqdX3BhotR/EC63ZGeizc2TQBHL/SXsTpquJUwAxWMX7Fa3OKLPrHU6IU+dpvc5bo+hPmBczVgMNdhIBjdthY/WYSDzNgl27cDmU3T2FgrVOSJldGcf7UBQ5jVnlcWK6i2QGOrk6Y3Mgs0HH3/TotB8YFKjQ46Iwx+wM1OysNOYYQr4CFYClMs+yHZA3lWfV604KKcwav8vcJGsTzM7jtMMrsAtWd9Lps8t7DpuR9gM2uNWkVRiFAWbXPLAddo7HKT6E+qYW7cK89P2N5bI7ulngeaA/Kpw/w0NbixB06DntPcxu4jiOLUhD8RRjKMeEy6Fi0piM2UnS7eVsO6AoMrMDgFYn2VwdTtVIlJhmgl0r+d5zSLsMYFCgAsgDkbmanb4ac8gSqIwhmDGBzoYQ7BbYDmA4kRbTh9lKzHzEKYCpmh0AVPtEdgJAs6k3mkizBnTTzMRI+0Eh7imAWLOL9qmaTjec3AAAWJ+Zj3laKUyAMHFa7Feo2zntNlboZ435I6HEpKifRb6f2iO7WSZSEdSY7RHC9qYoeYCWA0ouKuVsKKfQY3aR08DPLwLWPWz4KRt5kjbfORzKL40ZaiHtB6modmbEoEAFKKRmp91nx/O81XowppCvGhNgisy53BEgIzR1Dp0STJI5NhJnnzD00fRO3ASzAyQuIDTYaaQx6a404HboTyDOhlSkooZitR6AV+2NC51YDwBYl16grcRkzxkm31Wer1ZIMbNgR1mlv4QN5RQNQrDr2i27WTbTTli0o3Aj4HawzU3ZoeSPmayEmp3weVNrKt/1v2Q24+b/MPZ86SSCCbIB2trrZ+4ppjaLDhcQbiE/a6UyDU49AMTJB4A5ZqfXehBPZVj5JWAFuzEAM7PsslHTBt4TgptL4gzuGEkHUFZXO51dqFuPECZx9uRckYMmTNTsADEV15cT7HKDrDSFaXpEjBF/zEKZnd0pjgZSqtsNdMDdvRsZnsMbmXmYq+acIoWOi0o1M9M2yuyKmMYUTApwep+Mycosw4R0XBQutJR7tI8UjNkptB6Uo6GcQi+NefRN8n3opKbql2GgHRwyiPNObDzJoU8QM5kuAxip25lKY4qbHiMm0BQ+rcHTIK4sAPGECJh43kqDFewo8hWoAADHgZPU7SLxFNCxjdwn1Ot4nsfbR8niunCKyWCXL7OjNTuN1gPTBtBSGJl8UEgtlIK1HyjU7Q78FQCwi5sGZ7AeMxsN1Ab1eu382cxOu8cu75qn4ou3AnY3UTFK6nY0fRSJJ0Vmx3swpVLqdYCKQKUSanYaaUyeB45sFH/PSh8rQhjtcwK1oGXdoMdhvp5Fg12viiIznRQmocOgQEUMREbG+7DHUmanksZkg1tdDu1ZfRUOK9hRFLooC5PL53MHiYSX2YSRel17XxRdg3E4bBzm69WVskEXEcPMLssyjP6dMzfYifWGPMavUDGFVs2uUIEKoN1Y/j4Jdm0f/CT+9K2LjQl/9FxU/Fk1Tw1m1x9NsuJ9UdKYNjtQN5P8LFl4WS9UdBjUkSQKV/k9MaVQFKhUghpTg9n1HZXPZMxKHytCMIDuczaym/La6FRTkYoKs5OeRyNpzHyZnY5AZSwoMQEr2IkoRKACyEQqJI35Lrld8MR8+2gfAGBOc5X5XiyawlAajKmA6mzLMI0RPwV5Oo6EQAVQZ3aZNHDgNfKQOR9mtTZd6NTsKLPrHtKv2dEUZl2gCD12FAp1O5rGTAyL10AU7sppOwCUBSqsz66Mx8mayiO599EUJoUhZkeCXdw/kd2U10ZHL41JN6l2t6GG/HzVmHo1u6ExMN4HsIIdQVpMDeW9KAsilRnccaR6jgD9giP6BNKD97ZQrzvHbL0OEFMYiSF9l3QoqDGN1Ozy+bBSZjfURc6hEgoVqAAis8uu2Z3YRlKR7hAwcZHx5zPL7GiwU5h4UFQlJgVTZO5lN9HhwIkYeS8TcCIDW2WlMRUFKjSNWYbBrRQsjanA7GgKMyCk5A0xO/LZtlVPZjfl5ZzDgp1K+4EJcQqQXbMzvvHSayofC0pMwAp2BNIPZ77BLtiE07Y62DketXufI7fVtDGmSOt155it1wEis8ukBGNdbVQzF5UkGVjJanYKakw2xy6PxchXJ0xR50lxXwnFYHZeFWb3/l/I92lLiDejURis2XUbEKgUVYlJ0SCIVE4pMLsY2e0P8+Q9rpgeO0BclCuu9UAjjUmD3Tn/RL6bqNkFG6aym/JLY04FwJHzpVSPNiFOAeRqTJ8JZqdnF7a7g7yf1GR+tMIKdoC46LkC5hbNLBxykx35xEP/Q24Q6nWxZBq7TpAL5pzJYfNPLA1SJlxUeocTwsBK6jovX3BS6Qw6hUb3vNKYNpu2SCWVENNYBTE7FX9MoV6HaUvNPZ9RZhdJkM0CZZQKApXjxXRPoaDM7vR+psikwS4tMLso3LBxRfDiLCZGm0Bl6BTQvZ/8vPBm8j1ySpxdqAYhjdkweTq7Ka/33+kBqoRUqJJtmIkeO0DO7AJ5CFSUmN1QPIWn3zwCALjq7GbDz1mJsIIdUBzFIIDjPrIj98YFJiDU69493o9UhkdD0J3fDtBmFwOe3rBUZE0+kPYWZQW7rsE40hkeTjtnvtGdgk0sVzguaY3R4AdWEUrBbrgHaN9Cfp5uNtiFyXfdmXYJEhD5jHAc6jW7orQdsAOYCjg8MkUmbSpPx4VZdrwbzWGvOSeeUoN+fuKVFuxUmB2t1zXMAUKTgLCQljylkcrkecbsapqnM+P1lnzf/xoNkYpJZidNMxod3EoeKzSVKzC7/950BP3RJNrq/PjovAmGn7MSUfRPysqVK3HuueciGAyioaEBV111Ffbu3St7DM/zWLFiBZqbm+H1erFkyRLs3Lmz2IdiHIWKUwScDMyR3yAwu62Sel3ePVFTLybf33tB96Fs8kEkCZ4pMX05vo60XtcU8uQvKaYiFSVmR/utnP6CGLNize7g6yQI1c8iC5UZ6DC7WmnrAW078IQURQIlqdlJFZlCDYkxuzhhdjG4KiuFCchVw7RHsJyDWymoCjmRJVChKcwpF5DvtMdRq24XOS1kKzhwVRPx0NVn4rZLp5lXWFNoBTsTvphAlkAlDzVmVOr+BJKR+uUbhHF+dck09RmRowRFD3br1q3Dbbfdhk2bNmHt2rVIpVJYtmwZIhHxQnv44YexatUqPPbYY9i8eTOamppw+eWXY3DQmNqw6CjEPUWCntAcZHjJBSEEu7z766Q46wby/d3fqtpmUVBml0hnEI0I51ShZnKshyzUBfWHabUfFEOcAijX7IT+Oky/LI/nMzbmJ5pMI95PRgcp1et4nmc1z5ZiBjsgp27H0lIJ0T2lYqYdUEjfZ8rqK7n14KgQ7CafT7435AqDckCFZ8EmwOHCx86cgLs+PCv/TayWItOkQMXtEH1x/WbSmMJjUxmeuD8J+J8tx3B6KI6JYS+uPnui2p+PGhRdXvPnP/9Z9vuTTz6JhoYGbN26FZdccgl4nsejjz6Ke++9F9dccw0A4Omnn0ZjYyOeeeYZfOUrXyn2IemjEPcUCRy+MA7wzZjBtZOUiK8GPM9jGxOnhPN/8pkfIYv0YAdw8G+ai7zXaYfLYUMilcHgQD98gGLbwbvHSZCf1VRAMNJqPyiGOAXINYPmebFeZzaFCegKVAJuB1x2GxLpDIZ6O+EGFOt1A9EUm+CcV81TC7Ru10UEE5TZ8UkxjVlRbQcA4HADdheQTpD33huWpDErTKASGyAWYUAus9MSqQg9dgi1FOfYNIOduTQmAHz9Q9Nx4NQQWuuM+6X6JC0z0UQabocdyXQGP19Hjukri9vgNDj1vJJRci1pfz9ZUGtqyO780KFD6OzsxLJly9hj3G43Fi9ejI0bNyoGu3g8jnhcVCEODAzkPKYgFOKeIoHf7cC7fBtmoJ3V6471RHF6KAGnnTNmZaUGhxuYdx2w+ZfA9mc1gx3HcajxudA5EENkSPjfFIJdQQpRCq3JB3RnWiizY2bQvUQwcmoPCa4OLzD5AvPPR5ldKkYWwCzWwXEcqv1OnByII9YnqEyVlJh9JPDU+l1Mvl00NMgXXtY3lSILdkWmMQGysRk+LW4gK2KenYJA5dhbSNvcSDbMB1w1QCwG1JwBBFqAoX7yuxIGTpPH1M1Tf4wZBKaS54vHc58vxZP7vM2GX+uL55OUvnS9NIKpYSeS6Qz6h4bhsWXwys5OIJ3A3EYvrpxXj1gx/tc84XQ6YbcX/vkqabDjeR533HEHLrroIsybRyZ1d3YSh+/GxkbZYxsbG3HkyBHF51m5ciX+5V/+pXQHWqSand9lx3+nluJiz0E0LPo8AGDrUVJnmtscKrzp+KwbSbDb8wdyzBrHG/Y50TkQw3BEWHSygl3BClEKLWZXDPcUQExj8hnCxmjLwdSL8uvfcgeJ4zyfJiIVhYW4xu/GyYE4EgPE3V6robyo9ToKpsjcB6RTTKBip8wObkyrqZBpB1J4hGBHWX0lpDGzJpXzPI/Ok13ou/SXZONzSFBC8m7gwkfIzwfeJ7XTbLjnkMe4q8S/KwS8Q3zNgwfIgGCK6guBCxeQz3kxXksDP1hchzQP9He1I3LahlAqhhWXNiDkdeDE8aMlfW0jCIfDaGpqKsgHtqTB7utf/zreffddbNiwIee+7IPmeV71H7nnnntwxx13sN8HBgbQ0lKkNAJQNDWmz+3A2/xM3N38FJ6a9gEAwNtH+gAUWK+jaD6bLIKn9gA71wALb1F9KK3bxWmwy0ojFawQpZAKVHieuMVSFCuN6XARNWdikLC7AwWkMAFyjN4wSYtGe8XpDRLQ9oPMkBDsNHvsSsCwwlPIe5YcBnoPwe8WRDjJKOAAory7cpkdIKnZVYIaUzhPqRiQyaDz5En0eSejIeSDr3oCOL/ks3k6A2SSQHiCYjYEvQ4g6SFN6DTjUChOpQE+BYSbAZfkPPW7iMjL36A6S7FY4LuGkMxk0FLjQzKdQdIXg83Goa0uUFZhCs/zGB4eRlcXqZ1PmJC/IrRkwe4b3/gGXnrpJaxfvx6TJolquaYmIlXv7OyUHXhXV1cO26Nwu91wu/OUxhtBkQQqdPc9LPGYY6nCfJxTssFxwIIbgL/cR1KZGsGOyudj1F4qS9ElPa6CXPNpoEhGSHCTDUctkkAFIAtLYpC4V1AVXT7iFApPmAQ7ncZy0SpMKdiVQIlJYbMRRWbHdqBrNwJTpwIA3CDpqYzDg1CljPaRIttFpZKaygGk40Po6+1FQ8iHWh8HhKpJmweF10euY3sG8ChkDexpgOcAn1/5/nzg8ZDPjxPy54xwQJojtxXrtVRgdyWRSqXhdLlxuj8GzuFCQ5UHfl8ZnW8EeL3k/evq6kJDQ0PeKc2iVx15nsfXv/51/P73v8drr72G1tZW2f2tra1oamrC2rVr2W2JRALr1q3DBRfkUX8pBookUPFJp0mDzB7bI8ywK0icIsX860mq49gmoPuA6sOoojAZpfJl+WJD2yEKZpwuvziCJ3sIZbw4mwgA4i5690tEABGeTMYn5Qu9xnIhkDhi1CpshNxTpJDU7ai6zicEO6e3wNRwqZA95qcS5tlJ2h6SsQiQTsDnBGBzEN9JKWhaPKlSo0oLrjr2IrqJOIRjyHZH4oVNM1d6cQjtSuqPphBNpmHjONT6K8cxxecj61cyqWJLaABFP4u33XYbfvOb3+CZZ55BMBhEZ2cnOjs7EY2ShYHjOCxfvhwPPfQQ1qxZg/feew+33HILfD4fbrzxxmIfjjEUqWbHmJ3gRPDO8T6kMzwmhDyYECrSh71qAjDtQ+Tnd55VfViNwOzSMRrsxJRM0RSi0mMCckUqTKBS2HkFICoyd64h36ctladMzcKgGbQrTt1Tcmt27aVwT5GCKTJ3w2G3we2wwSMEO6/PuEJvRJHtosL67MrIEGw28fWTUSAVI5eOK5B7DdHAmFIIdpm0GIBGJNgJbQBKtcMiwyacBzrWqjbggqOCFJjFmNlY9P9m9erV6O/vx5IlSzBhwgT29dvf/pY95u6778by5ctx6623YtGiRWhvb8err76KYLBMu9UiqTFpc+aQkMbcJkw6KEjtqISzhE3BO88RdaICqI9dhsqXJeN9iqYQpVATqRRLoAKIIhXKxApJYQKGLcO8yT5ygyKzo2nMEqXoGLMjfV8BtwNejixGPn+FMjs25meA1HArIY0pff1kjNjYAcrN2tKgmG3OTFkdZy9uAKKBM50V7DIjx+zsQjDhQbQTdUYniIwiFL1mxxtw5ec4DitWrMCKFSuK/fL5gaZcaP9VnqCpJsrsCpp0oIUzPk5Sh/3HgMNvAG2Lcx5S43dhArpxbv8r5AaJCIPW64qiEAXU2w+KJVAB5FZdNgfQeklhz6fTa0fMtHkE0sK1kVWz648mMRCjPXYlZnbd+4F0Cn63A74EWRCDVUU4p6WAVKCSTopMqJxpTIAEu2gPcVFJxwEElAUolGXxaWK8LnXNoZM9isnqpK9JgzAFZXbcSDA78ecan3NM9NVlY+z9R/mgSAIVP0tjppHO8BIRSLig582B0wPMu5r8rJLKrHUm8J+unyCc6QUa5srELEWr11Ewf0wVZlcsgQpFy3lFcGXRY3YuVGEYDgjmuFnMjqYwa/wuU7PDTCHUQhh5OgH0HITf7YBXSGOGq4rAyEsBqUAlJWniLjuzE4Jt57tCELErB2CbXQxm2alMyrwMzJYzBRrsMkm5OxLdKNhGoGYnMDsOHOrz9cmtcFjBLpMpWm1J6ke3u2MAvcNJuBy24qQKs3HWTeT7rv/NHeqayWD+5rsxx3YEPQgBNz4nSyUWVSEKqPtjFpXZSYIdrVkWAt2anQs1HO1RDMj6+Xiex39uIH1PU0tp2WWzAfVnkJ9P7UbAbYdHSGPWhCs02EkHuNJ6HWcrfoAwCxrYjm4Sf1erA9G6XbZIpVTMzuYQ2RtNlfK8jNndcsst4DgOHMfB6XSira0Nd955p8yGsRDQ+lzY54TLUVomuX79elxxxRVobm4Gx3F48cUXS/p6FFawSwyJF1WBwc7jtLF0wPr9pD9r/sRQaZzpJ50L1EwjNZFdL8nv++u/IHTkVcR5J76W+rbo5g6SYi26QpT5Y6oJVIqcxiy0XgcYYnY1IMfPZ007+Pm6g3jh7eOw2zjcfvnMwo9FCxLbML/bwdSY1aFwaV83X9BNVWxAXq8rgsCgINCU5Ym3hd810qp0YyNlpoAYiBwlUClmi1R4SS1eqNl95CMfQUdHBw4ePIgHH3wQjz/+OO688868Xo7neaRS4kifuoALzWHviIyMikQiWLBgAR577LGSv5YUVrCjKUy7q+BpyhzHMXa3YT9xyy+6OEV8MVGosv0Z8fZt/w38/VEAwN3JL+MfqemyoYzvHOsvvkKUCVSyWg9iRWR2dJK0vx5oml/48+nV7Hwu1ArMLu0Vg90rOzvx8CvEwuu+K+bg4hn1hR+LFpg58W5ZGtPurkD3FEAuUKmEhnIKegw0FSlJq/I8j+FESvzKODGczGB4eFh+ezRGbk/b5bfn+SXTN9AWCHp8vCSdKQQ7t9uNpqYmtLS04MYbb8RNN93EWBHP83j44YfR1tYGr9eLBQsW4Pnnn2dP8frrr4PjOLzyyitYtGgR3G433njjDbzzzju49NJLUR0Ooa25Hh84dxG2bNnC/u6FF17A3Llz4Xa7MXXqVDzyyCOy0zp16lQ89NBD+MIXvoBgMIjJkyfjiSee0HwrPvrRj+LBBx9k3sgjhdE9Z70YKJJ7CoXf7cBgPIUth0tUr5NiwWeA1x4Ejmwgc88GTgD/71sAAP7iO/HH1xYC4NEznMBEYSdbFD/MbFBmN3QSSKfIOJ9MWhw+WYxg13IesOQeoOUDxalh6DA7p92GiS6SIoo7w3AA2HmiH8uf2w6eBz73wSn4p/OnFn4cemBjZ/Yg0OiAl6OLdQUEECXQnstYpQU7SbqZ42THFE2mMecHr6j8oVIva6fCbeax6/4Pi3PnspldRiJOUWHFXq+X9Z19//vfx+9//3usXr0aM2bMwPr16/HZz34W9fX1WLxYFLDdfffd+MlPfoK2tjaEw2EsXrwYZ599NlavXg273Y7t27fD6SQp561bt+LTn/40VqxYgeuvvx4bN27ErbfeitraWtxyyy3sOR955BE88MAD+N73vofnn38eX/va13DJJZdg1qxZRTlPxYIV7IokTqGg4zLoqIyiKzGlCE0iqsRD64B1Pwb2/pEUuedcCe7Se1G96TV0DcbRG0kwxWBJFKL+etFrMtJFgp+0jliMNKbNBiz5buHPQ8GCXZ/qQ6Y4+4EkEHVWIzIQw5ee3oJoMo2LZ9ThvivmqP5dUUGZXff7CLUAXlDZ/GhidhVgayYNuHb3iMj5TYGmRlNZzE7lON966y0888wzWLp0KSKRCFatWoXXXnsN559PxhW1tbVhw4YN+MUvfiELdvfffz8uv/xy9vvRo0dx1113scA0Y8YMdt+qVauwdOlS/PM//zMAYObMmdi1axd+/OMfy4Ldxz72Mdx6660AgO985zv46U9/itdff90KdhWHIrmnUAQkyryJYS8aqkrcTHvWTSTYbf8N+X3CWcBVPwdsNlT7XCTYDZMFkud5bDvWB6DIjNNmJ4rMgXYiUqlqFhmz3S3uWisJVKAS6yO7aAW2eBFP6jvtgbn4wa+3oqM/hrZ6Px678ZyRa7gNtRCBTGIIn2qLw78tAfCoDLakBGnrAa3ZlbOhnEIacLOuR6/Tjl33f1j++K49JKVYM42M2EklhNmCHNB0ZlFqkF5p2w9LY1KBSm5D+R/+8AcEAgGkUikkk0lceeWV+NnPfoZdu3YhFovJghhAnKnOPvts2W2LFi2S/X7HHXfgS1/6En7961/jsssuw6c+9SlMmzYNALB7925ceeWVssdfeOGFePTRR5FOp5lt1/z5YlmB4zg0NTUxL8tKghXsiuSeQuGTjHopmrRfC7M/AbxMFkMEJwA3PMuswahlWO8wSXUc7h5GTyRRGoUoDXaDJwAsLK44pRSgNTs+Q9Kt2e9/72HMSO1Dmudw13uTsS/Sh7DPif+6+VyEvCOoLOQ4oshs34oZOArwwmJYCWxJCVSgwqfJVG+gMo5VegxZFmEcx4npRAqfD4glAS4BuBwAHwOcNlLbd5fg/XdIgh2fUWwov/TSS7F69Wo4nU40NzezdOMhYSLCyy+/jIkT5UNWsz2F/X55RmDFihW48cYb8fLLL+NPf/oT7rvvPjz33HO4+uqrFc35lfqo6XFQcByHjIrZRTlhBbsiuadQSJldSet1FC4/cPG3ge3/DVz7H2L9DKIZdK9gAURTmCVRiGa3HxTTPaUUcHqIxDwVJXW77GC380UAwKbMHOyL+OCwcVh900JMNTEUs2ionw20bwXa3xZvq4QAogSXX0xpDwmzACuBhbJjsBtTUzo8APrFXrtSeGJKYXOQwMZnCItUaCj3+/2YPj3XD3bOnDlwu904evSoLGVpFDNnzsTMmTNx++2344YbbsCTTz6Jq6++GnPmzMmZWLNx40bMnDmzKPPlRhpWsIsXm9lJgt1IMDsAuPgO8pWFasHIlaYxt5ZCnELB2g+EYFfMHrtSwVsNDEZJ3S77lOx6EQDwcuaDAIAHr5qH86fl+mOOCGjd7sQ28bZKSA0qgePIBifWV2HBTtgc1J9hrF7HbMNGKNhxHGGcqShJn5poKA8Gg7jzzjtx++23I5PJ4KKLLsLAwAA2btyIQCCAm2++WfHvotEo7rrrLlx33XVobW3F8ePHsXnzZlx77bUAgG9/+9s499xz8cADD+D666/Hm2++icceewyPP/54Qf/q0NAQ3n//ffb7oUOHsH37dtTU1GDy5Mkaf1kYrGBXZIEKtQzzOG2YPaG8C3214NyfzexKwjiz/TGL6Z5SKnjDJO2arcjsOQSc2Aaes+GvOBe3XToNn/lA6T6EuqCKzBPbyXenb0RcNfKGp6rygt2khYQ9zfyIscezXrsYafAudbADCONMRYlIhaYLDVqFPfDAA2hoaMDKlStx8OBBhMNhnHPOOfje976n+jd2ux3d3d34p3/6J5w8eRJ1dXW45ppr2KDsc845B7/73e/wgx/8AA888AAmTJiA+++/XyZOyQdbtmzBpZdeyn6ns0pvvvlmPPXUUwU9txasYMcW5XBRno722c2fFC67vxxLYw4nMRRPYd9JoZm8FArRbH/MYo73KRWoIjO7105gddzUi7H+pk/DXWJHCV1QZpcU3DIqIXhogY18qqBgN+1DwD3tQBrGpn7bhWDHp4nCuZQN5RQOSa8dDXLCpkYvCHAch29+85v45je/qXj/kiVLcuptLpcLzz6rPjkFAK699lrG9JRw+PDhnNu2b9+u+ZxKxzISqODt4QihyAKVaQ3ESf3SMxqK8nyFQAx2CbxzrA8ZnsxeK4lCVJXZVaitFSBucLKZHR0jNPfq8gc6AKiaKN80VGq9joLWaRmzq5DjNWMaYbOJQhbppIRSMju7pNduBE2gxwssZldkgcpnzm3BuVNr0FoOIUMWaiQ1u62lmsBAkS1QoWrMShWoAMqN5d0HgI53yCIz+4ryHFc2qCLz+Gbye6UEDzXQz1IlpTHzgdNDWFYqJvHFLKESVzr9wCa8TqX1A45iWGeyyA4qHMdhekMAdlvhfTiFIsxqdsnSTWCgoCOEEoMk0I0KgUqYfJc2lgspTLRekjPWp6yolzToVnrwoO95Qpil6Kjw41UDFakkhgAITGskmF06IbYejMDg1vECK9gVOY1ZSaDMrieSKN0gWQp3EHAJLG6gY/QIVAA5s5OkMCsKdJArMHqYHUWlB2c10GBHsxQ2Z2mZlt0JgAPAiy0PFrMrGqwzWWQ1ZiWBTiuPJtPojyZLrxCtktTtRgOzyzaD7j4AdO6orBQmhZTZuSo82GW/56M12NHjpvWzUo8p4ji5SAWwanZFhBXsRoOQIk9UeRyydGrJFaJSkcqoYHZZ/piU1bUtls/PqwTImF2FB4/sOm2lM1E1ZNvclTKFyV4j6zUtZlc0jO8zmYyJO6hKXpTzBMdxrNcOKLEpNSBvPxgVApUw+c6C3Yvke6WlMAGykaCS/koPHjlpzAptgNcDZ5MHvJEIdtkB1qrZFQ3jO9jRVBs4sd40xkDbD4ARsC8LCjPnBjskfXYVzJilaszT+4GTO0jj8axPlPe4lMBxYr9dpQe77Pe80o9XC1KnmlL22Km9hpXGLBrGd7CTth1UsiNFAZAFu1LblwUlzG40pDGlNTvK6tqWVF4Kk4LW7Sp1vA/FWBGoAHIlqZXGHNUY3312sVHAPgoEnXwwpdaHukCJR+1QgYosjVnBwY4yu8QQsON35OdKTGFSLPoC0H8MOPNT5T4SbeQIVEYxs5OmYMuSxrSCXbEwvs/kGG47oKDtByWv1wEis+s5IBrZVjSzC4FIvQGc3kek5bM+XtZD0kTzWcDn1pDvlYzs97xSTauNQHrspVZjAkJAlfToCmnMW265BRzHgeM4OJ1OtLW14c4770QkEin9MRUZK1euxLnnnotgMIiGhgZcddVV2Lt3b8lf1wp2QGUvyAVi2ZwmTAx78amFk0r/YpTZ0fPK2St7V2+zy9/7aZeKbM9C/hgrakyABDtXkGyMbCOQCOM4kUFyNtmQ2I985CPo6OjAwYMH8eCDD+Lxxx/HnXfemdfL8DyPVCpVjCM2jXXr1uG2227Dpk2bsHbtWqRSKSxbtqzkgXt8B7siu6dUIi6d1YC/f/dDuGD6CLiB+BvkNQZ3sCgTnUsKaXCbc1XZDmNMYbT12fE8kIgofyWHySYu0Kj+mHy/1MyQHZJgJ4Hb7UZTUxNaWlpw44034qabbsKLL74o/As8Hn74YbS1tcHr9WLBggV4/vnn2d++/vrr4DgOr7zyChYtWgS324033ngD77zzDi699FIEg0FUVVVh4cKF2LJlC/u7F154AXPnzoXb7cbUqVPxyCOPyI5p6tSpeOihh/CFL3wBwWAQkydPxhNPPKF5uv/85z/jlltuwdy5c7FgwQI8+eSTOHr0KLZu3WrwDcsPVs0OGNPBbkRhd5CAN9RJfh8NjJmKVGxOYNbHynooYwY5zK7Cg11yGHioWf9xxcb3TiiLjRxuUvPWUWJ6vV4kk8Sz8/vf/z5+//vfY/Xq1ZgxYwbWr1+Pz372s6ivr5cNdL377rvxk5/8BG1tbQiHw1i8eDHOPvtsrF69Gna7Hdu3b2eTx7du3YpPf/rTWLFiBa6//nps3LgRt956K2pra2Vjfh555BE88MAD+N73vofnn38eX/va13DJJZdg1qxZMIL+frIO19SUVhhmBTugskUUow1VE8RgNxqEP5TZTfuQlcIsFmx2kvpLCCKlSg92lQaqyNQQp7z11lt45plnsHTpUkQiEaxatQqvvfYazj//fABAW1sbNmzYgF/84heyYHf//ffj8ssvZ78fPXoUd911FwtMM2bMYPetWrUKS5cuxT//8z8DIBPNd+3ahR//+MeyYPexj30Mt956KwDgO9/5Dn7605/i9ddfNxTseJ7HHXfcgYsuugjz5s3TfXwhGOfBbuynMUccwWYAwkTt0cDsms8CDv4NWHhLuY9kbMFTJQa7SheoOH2EZZXjdZVA2V7WefvDH/6AQCCAVCqFZDKJK6+8Ej/72c+wa9cuxGIxWRADgEQigbPPPlt226JFi2S/33HHHfjSl76EX//617jsssvwqU99CtOmTQMA7N69G1deeaXs8RdeeCEeffRRpNNp2O2Eec6fP5/dz3Ecmpqa0NXVZegUfP3rX8e7776LDRs2GHp8IRjnwW7sC1RGHFSkAlS2ewrFpfcSSX+4jJPIxyLoe+/0VX7dluMqq3fR5Qca5uSoPy+99FKsXr0aTqcTzc3NLN14SBhG+/LLL2PixImyv3G75a0Mfr/8/1yxYgVuvPFGvPzyy/jTn/6E++67D8899xyuvvpq8DwPLuu9Uxq6So+DguM4ZDIZ3X/zG9/4Bl566SWsX78ekyaVXkA3voPdOBCojDiC0mA3CjYRdqcV6EoB+t5bKcz8kN1vBxKopk+fnnP7nDlz4Ha7cfToUVnK0ihmzpyJmTNn4vbbb8cNN9yAJ598EldffTXmzJmTw7g2btyImTNnMlaXD3iexze+8Q2sWbMGr7/+OlpbW/N+LjMY38HOEqgUH1WSQr/FmMcv6Hs/WmfZjSIEg0HceeeduP3225HJZHDRRRdhYGAAGzduRCAQwM0336z4d9FoFHfddReuu+46tLa24vjx49i8eTOuvfZaAMC3v/1tnHvuuXjggQdw/fXX480338Rjjz2Gxx9/vKDjve222/DMM8/gf//3fxEMBtHZSWr8oVAIXm/prhcr2AGjg4GMFlB/TMA6r+MZFrMbUTzwwANoaGjAypUrcfDgQYTDYZxzzjn43ve+p/o3drsd3d3d+Kd/+iecPHkSdXV1uOaaa/Av//IvAIBzzjkHv/vd7/CDH/wADzzwACZMmID7779fJk7JB6tXrwYALFmyRHb7k08+WfBza6Gswe7xxx/Hj3/8Y3R0dGDu3Ll49NFHcfHFF4/cAVgCleIjaDE7CxDfeyvYFQVPPfWU5v0cx+Gb3/wmvvnNbyrev2TJkpx6m8vlwrPPPqv5vNdeey1jeko4fPhwzm3bt2/XfE6lut9IoGxN5b/97W+xfPly3Hvvvdi2bRsuvvhifPSjH8XRo0dH7iCsNGbxMdoEKhZKA6lAxYKFCkDZgt2qVavwxS9+EV/60pcwe/ZsPProo2hpaWEUt+TIpEVptBXsigd3FeAUFF+joc/OQmnAZu9ZzM5CZaAswS6RSGDr1q1YtmyZ7PZly5Zh48aNOY+Px+MYGBiQfRWMuOQ5rNpS8cBxokjF2kSMX9DBuJUk6bcwrlGWYHf69Gmk02k0NjbKbm9sbGTKHClWrlyJUCjEvlpaWgo/iFQCaD6b9LOMxFDG8YSLbgfO+Bgw5YJyH4mFcuGMjwLTLwMWfr7cR2LBAoAyC1SUGhazbwOAe+65B3fccQf7fWBgoPCAF2wE/s/rhT2HBWWcfRP5sjB+EZoEfPaFch+FKow0PVuoHBTj/SpLsKurq4Pdbs9hcV1dXTlsDyAuANlOABYsWLBgFi6XCzabDSdOnEB9fT1cLpfiBttCZYDneSQSCZw6dQo2mw0uV/5ZuLIEO5fLhYULF2Lt2rW4+mpxMvTatWtzvNgsWLBgoViw2WxobW1FR0cHTpwogx+mhbzg8/kwefJk2AqY3F62NOYdd9yBz33uc1i0aBHOP/98PPHEEzh69Ci++tWvluuQLFiwMA7gcrkwefJkpFIppNPpch+OBR3Y7XY4HI6CGXjZgt3111+P7u5u3H///ejo6MC8efPwxz/+EVOmTCnXIVmwYGGcgOM4OJ3OHBNjC2MXHF+udvYCMDAwgFAohP7+flRVWW0DFixYsDBeYTQelK2p3IIFCxYsWBgpWMHOggULFiyMeYzKqQc081oUJxULFixYsDBqQeOAXkVuVAa7wUHiaVkUJxULFixYsDDqMTg4iFBI3aJwVApUMpkMTpw4gWAwWJAclTqxHDt2zBK6KMA6P9qwzo82rPOjDev8qMPMueF5HoODg2hubtbswxuVzM5ms2HSpElFe76qqirrYtOAdX60YZ0fbVjnRxvW+VGH0XOjxegoLIGKBQsWLFgY87CCnQULFixYGPMY18HO7Xbjvvvus0ymVWCdH21Y50cb1vnRhnV+1FGKczMqBSoWLFiwYMGCGYxrZmfBggULFsYHrGBnwYIFCxbGPKxgZ8GCBQsWxjysYGfBggULFsY8rGBnwYIFCxbGPMZtsHv88cfR2toKj8eDhQsX4o033ij3IZUN69evxxVXXIHm5mZwHIcXX3xRdj/P81ixYgWam5vh9XqxZMkS7Ny5szwHO8JYuXIlzj33XASDQTQ0NOCqq67C3r17ZY8Zz+dn9erVmD9/PnO6OP/88/GnP/2J3T+ez002Vq5cCY7jsHz5cnbbeD8/K1asAMdxsq+mpiZ2fzHPz7gMdr/97W+xfPly3Hvvvdi2bRsuvvhifPSjH8XRo0fLfWhlQSQSwYIFC/DYY48p3v/www9j1apVeOyxx7B582Y0NTXh8ssvZ4bcYxnr1q3Dbbfdhk2bNmHt2rVIpVJYtmwZIpEIe8x4Pj+TJk3CD3/4Q2zZsgVbtmzBhz70IVx55ZVsQRrP50aKzZs344knnsD8+fNlt1vnB5g7dy46OjrY144dO9h9RT0//DjEBz7wAf6rX/2q7LZZs2bx3/3ud8t0RJUDAPyaNWvY75lMhm9qauJ/+MMfsttisRgfCoX4n//852U4wvKiq6uLB8CvW7eO53nr/Cihurqa/4//+A/r3AgYHBzkZ8yYwa9du5ZfvHgx/61vfYvneeva4Xmev++++/gFCxYo3lfs8zPumF0ikcDWrVuxbNky2e3Lli3Dxo0by3RUlYtDhw6hs7NTdr7cbjcWL148Ls9Xf38/AKCmpgaAdX6kSKfTeO655xCJRHD++edb50bAbbfdho9//OO47LLLZLdb54dg//79aG5uRmtrKz7zmc/g4MGDAIp/fkbl1INCcPr0aaTTaTQ2Nspub2xsRGdnZ5mOqnJBz4nS+Tpy5Eg5Dqls4Hked9xxBy666CLMmzcPgHV+AGDHjh04//zzEYvFEAgEsGbNGsyZM4ctSOP53Dz33HN4++23sXnz5pz7rGsHOO+88/CrX/0KM2fOxMmTJ/Hggw/iggsuwM6dO4t+fsZdsKPInoPH83xBs/HGOqzzBXz961/Hu+++iw0bNuTcN57PzxlnnIHt27ejr68PL7zwAm6++WasW7eO3T9ez82xY8fwrW99C6+++io8Ho/q48br+QGAj370o+znM888E+effz6mTZuGp59+Gh/84AcBFO/8jLs0Zl1dHex2ew6L6+rqytlBWABTRo338/WNb3wDL730Ev72t7/JZila5wdwuVyYPn06Fi1ahJUrV2LBggX4t3/7t3F/brZu3Yquri4sXLgQDocDDocD69atw7//+7/D4XCwczBez48S/H4/zjzzTOzfv7/o18+4C3YulwsLFy7E2rVrZbevXbsWF1xwQZmOqnLR2tqKpqYm2flKJBJYt27duDhfPM/j61//On7/+9/jtddeQ2trq+z+8X5+lMDzPOLx+Lg/N0uXLsWOHTuwfft29rVo0SLcdNNN2L59O9ra2sb1+VFCPB7H7t27MWHChOJfP6YlLWMAzz33HO90Ovn//M//5Hft2sUvX76c9/v9/OHDh8t9aGXB4OAgv23bNn7btm08AH7VqlX8tm3b+CNHjvA8z/M//OEP+VAoxP/+97/nd+zYwd9www38hAkT+IGBgTIfeenxta99jQ+FQvzrr7/Od3R0sK/h4WH2mPF8fu655x5+/fr1/KFDh/h3332X/973vsfbbDb+1Vdf5Xl+fJ8bJUjVmDxvnZ9vf/vb/Ouvv84fPHiQ37RpE/+JT3yCDwaDbC0u5vkZl8GO53n+//7f/8tPmTKFd7lc/DnnnMOk5OMRf/vb33gAOV8333wzz/NEAnzffffxTU1NvNvt5i+55BJ+x44d5T3oEYLSeQHAP/nkk+wx4/n8fOELX2Cfo/r6en7p0qUs0PH8+D43SsgOduP9/Fx//fX8hAkTeKfTyTc3N/PXXHMNv3PnTnZ/Mc+PNc/OggULFiyMeYy7mp0FCxYsWBh/sIKdBQsWLFgY87CCnQULFixYGPOwgp0FCxYsWBjzsIKdBQsWLFgY87CCnQULFixYGPOwgp0FCxYsWBjzsIKdBQsWLFgY87CCnQULFixYGPOwgp0FCxYsWBjzsIKdBQsWLFgY8/j/lOahwXGalEIAAAAASUVORK5CYII=", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "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", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "ff401699-3f94-40d6-a866-78406f8fcb05", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\cmagg\\AppData\\Local\\Temp\\ipykernel_6248\\1636559280.py:9: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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Y1uxcfnGXXOHBzmkn5o4Vz+xO7gMOrSeWVht/DjzxceBHs4A/XA9sfar4DDp7YY+KKXFWsxOYXWuNF047h0Qqg+PhMtW1ZPVFE8GO1pT9deqPcVkCFSW4k4MAgEGQYNfbdjnA2YDj7wADh0v2ujuFet20Wh9CvvKJU4ASBLtUKoV/+7d/Q3t7O7xeL2bOnIl77rkHmYzYo8bzPFavXo2WlhZ4vV6sXLkSO3fuLPahFB1XndaKoNuBQydH8eb7RVywpPU6YIxqdpJgx5hdhaYxhWA3t4l4O1Z8zS4sSLpDbcDSzwH+BiA+BOx6Dnjua8CPZgO/+2TxDL+zF/Z4GMiQXkSmxhRqdnYbh2m1pK51+GRh7OedowP47C83YvXzO/H6vl7EUwb7H1MSN6KIidYDuklQq9cBlkBFBZ4kWWMGePIZGrLVADPOJ3fufC7v501neNz2+634yhOb8dTbR3OcprZ30mby8opTAKDoJmX33XcfHnnkETz++ONYsGABNm/ejC984QsIhUK49dZbAQD3338/HnjgATz22GOYO3cufvCDH+Cyyy7D3r17EQwGi31IRYPf7cAnlk3FYxsO44m3DuOCuQ3FeWJpvQ4Ye2ZXwWnMWDKNbuEDNH9KFXYeH6p8ZjcouO1MWQJc+TPiVnP8XWDf34B9fwe6twP71wK9e4DmRYW/HmVKDq/YsB0LA75asWbnFXfV7fV+HOgdxaGTIzh/jkbg0MGT/zyKtw724a2DfXhsw2H4XXasmNOAS+Y14qJTG1EfUEk1SpldPEzSvnYDSxFjdlrBThCoJMpsiVZh8KVosCPMLpJIAwuuAg69TlKZ56/K63l3Hg/jz++SMWjrdp0AQGpzF5/aiEvnNWFbZ/mdUyiKHuzeeustfPzjH8cVV5Cc8IwZM/DUU09h8+bNAAire/DBB3HXXXfh6quvBgA8/vjjaGpqwpNPPokbb7wx5znj8TjicdHxYWioRPJ/A/j8OdPx2IbDeHlPDzr6I2gTdskFIYfZlalmN1p5wa5zMAqeB3wuO6bXkXNd8a0Hg4LCrZqkvWGzAVOXka+L/43U8vr2577vAP55sA8vbO/C9z50Knwugx9PGjw8VUDCQRxGogMk2GX12QFSRWZhzK5vhHwml7RV4/hgFL3Dcfx9Zzf+vrMbHAcsbg2hIejJ+bvvnxzAFOkN0QEgYGDjaDG7vBHIkDVz2BYEMsIA13kfA174NtC1Feg/CNTONP28dDNV7XNiep0f73UMYntnGNs7w/jJy/vZ4xaWuV4HlCCNef755+Pll1/Gvn37AADvvfce3nzzTXz4wx8GABw6dAjd3d24/PLL2d+43W5ceOGF2LBhg+JzrlmzBqFQiH21tbUV+7ANY1ZDAGfMqAHPA28dKFJwiGWlcsZUjVnZNTuqxJxW60NAcEsfrvhgJzC76mnK91On/qxg1xWO4stPbMYTbx1hu2RDoAu700v6JgGWLQhn9dkBxVNk9o0S0c03LpqNf955CZ6/5TzceskcLGoNgeeB946F8dLuEzlf6WwrL6PXHRWzaNXsnJYRtBKCQrCDtxYAEE2kyee+/QJye56pzGFhMzW7IYD/u/k8bLrrUtx/zWJ8cEEz/C47eUmnnU3cKCeKzuy++93vIhwO49RTT4Xdbkc6ncZ//Md/4LOf/SwAoLubWG41NTXJ/q6pqQlHjij3fNx555247bbb2O9DQ0NlDXhTQl4AA8VbdGka0+kntbSxYHasz66ya3a0Xjet1oeAILKoeDUmC3Yq16hCsON5Ht97ZjurR5pqb6EpO6efsMgwmCJTZHaSNGZdcXrt+kZIsKsLuGCzcVg8tRqLp1bjW5fNRXc4ho0H+xBL5tbx6l/KAFJxqlGRSsQIs7P67JRQxQ8DHGAP1APDkmnlC64iauGdzwIrbtN8DiXQ6zUgZA4agm58ankbPrW8DfFUGpsPD6DG50K1z1WsfyVvFD3Y/f73v8dvf/tbPPnkk1iwYAG2bt2KVatWoaWlBddffz17HMdxsr/jeT7nNgq32w23WyX/Xwb43WTHEilWsKNtB6FWouRLjIFARZbGrGBmJwS76XUis6v8mp0gUDHB7P6wuQPr9/Wy3039j1JmR0fcCNcUTTOFvJI0ZgMJdh39EaTSGTjs+SV4+kZJGrPOn/vZbA55cOVprcp/uI783Um+CvXckPH2g1EjNTsrjZkNPjEKD0c2Pa5gPdA1gkhCuL5O/Sjwl9uA7m1A3wGgbpap56Yb/qCCDZjbYcd5s/OvCRcbRU9jfuc738H3vvc9fOYzn8GiRYvw+c9/Ht/61rewZs0aAEBzM3EioQyPoqenJ4ftVSr8Qi1lJFFkZheaSr7HR0pvyixNY1JmFwsbVgjuOj6Ed4+WfoL7EUkaMyjsHiua2SVGRQYSMsbsOgej+P5fdgMAagR5tqm6JGUxTi/gqSY/RweQyfAszSRNYzYFPfA4bUhleBwbyC8oRBIpxJJEYV0XMLFr53l2vF18rXCspWB2lkCFIj5EzluCtyMYrAYgYXb+OjGVues5089Nr6+gp+i8qegoerCLRCKwZbmR2+121nrQ3t6O5uZmrFu3jt2fSCSwfv16nHvuucU+nJLAJzCMSLFGzTBmJwQ7Pi2XZ5cC0jSmt5r03ACGdtnpDI/P/mojPv3LjQhHSjuBgE47aKsdJ8yOsjpPiJxXJUiCHUlfbsNIPIXTp1Xj02cQNmhqjJHsvRRrdqOJFGg7qDSNabNxmFFgKpOmMN0OG3xCbcYQUnEA5KC6eLLJigz2avyBBFRApVmzs5hdNqJD5PwOIoi6IGHhLNgBJJUJ5NVgTtOYkzLYffSjH8V//Md/4IUXXsDhw4fx7LPP4oEHHsBVV5ETynEcVq1ahXvvvRfPPvssduzYgRtuuAE+nw/XXnttsQ+nJKCF16KpAmk6q2qqeFup63bS1gObXVwkDdTteoZjCEeTSKQy2N1dOmUsz/OSNKaf1QUqO9jpiFMAWbB76u0OvLH/JNwOG/7zk0uY00neaUwaYKMDrO7nctjgccoDUqEemVScUh9wq5YfFCGZZRfzkixPZ1en/t/xvDFmR5vK0wnS0jAB0R2OmarpJgRmF0YAfrpRl2al5n0U4OykJebk+6aOZVihJlypKHqw++lPf4prrrkGN910E+bNm4fbb78dN954I77//e+zx9xxxx1YtWoVbrrpJixfvhydnZ1Yu3ZtRffYSUEvmNFipzF9tZI+oRLX7aSiBsBUr93xQZF17j9RuuPsHYkjmkyD44DWaq+M2ZV10rYWaNtBSD/YRYb68B8v7AIAfOcDp2BmQ4D9j6Y2Uuy99EmY3UCOL6YUhSoyadtBrd+k8IAGZpsDoQZS0+vrNTAnMjEqZjuM1OwA+ZDYCYKjfRFc+sB6fOaXGw3/TXKYfKaHbVWMhY9KmZ2vFpi5kvy87WlTxzOpmV0wGMSDDz6II0eOIBqN4sCBA/jBD34Al0v8UHAch9WrV6OrqwuxWAzr16/HwoULi30oJQMTqCSKnMb0VBNjZmBsmR1gSqRyfFBcRPb3lO44aQqzJeSFy2FjgSCd4Vm9qOIQ1hGnACzYHTrWhdFEGmfMqMEXzmsHIKkH58XsfGLNLjYocU/JXYiKxezyDnZOH6a2kkxGNNyrb79HWZ3DI24IleCQ9PVNwGnlD68/gJF4Cnu6hwxbFtLBrSOSYBfNXrtO/zz5/vavTDk40euUfjYrGZY3Zh7Ia0HSAmV23mrALQS7UvfaSUf8AGR3BxjybZQGu30lZHbStgOANJbTjFnFTis3lMasBgDwsTA8Tht+dM0S2G3kH/Pnw+ykAhUZs5OP95Gi4GAnaTswBeb24sG0qYTZ+dJD+ulwWq/z1QNaaVOOm7DtB93hGDOh53njmaWMUIeP2KuYUUHO9TXvY0DdHLLx3vxrw8c0xJjdJExjTgb4SyVQ8YTKwOyE12ON5foCla6wNI1ZuuOUKjEBkhFgqcxKVWQaCHbdCSISqMIovvfBU1lKEYAkjZmvQKWa/BwdZAuRYhpTEKh0DkaNe1pK0M/aDvJldl44A+Saq8GwrO1CEUZMoCkmaGP5r944iERazGgMGf0MCJ/pmLNaZHbZ/Y82O3D+t8jPGx4yfO4mtRpzMsBfbFUgdan3VANuoW5Zypodz8vrPICpxvJOCbPrG02w+k2xwZhdnZi2Cla6ItNAsHvwTVKjqrVH8S/nzJDdR1Pk+QtURGan5J5CUR9wIeh2gOdz5wUaAU1j1qn5X+oeq4+5edRwI3hdL9gZsQqjmIDBrn80gSf/eVR2Gw00euCE1o64M6TO7ABg8adIu8xoD/Dubw0996Su2U0GUDVmpBgClUyGOOIDZFc+FswuFSftDUDBNTsA2FcidteRlcYERKeGimR2iQgwKizaKsGO53m80UEWKT8isEFedwnkI35KSgwCpDU7Nt4ndyHiOI4xynxSmTSNmX/Nzss2WNUYwebD/doB3ogJNMUEnGn36D8OIZpMY1FrCDOEzZ/R6R+OOOmHTbqq1Wt2AGB3AucRs378478N9dxOajXmZIA/n1STGuJh0L4jwuzGoGYnXQRcWWpMAzU7msZsrSaLyv6e0rDQ7DQmUAJWXUxQcYq7SrXHbjCSxMkUOW8cn8l5n/Oq2UndcCizS8UQiZDnVmJ2QGGKzH7WepBnzc7pY3ViJ5eGNxPR9po1xewmVrAbiiXx2IbDAICbL5rF6mNDBtsPnEKwS3mqRXGdgo0bAOC0zwH+RiB8FNj2B83nTaYzTChmCVQmKKhAJZHOIJEqUBXIfDF9gMM1NsyOLrB2N8nVA2ItRKdmF02k2UJ34SnEqb4UIpVoIo2eYZIelTG7Sg52ejZhALqHYojDiQR16ssyg6bBLpnmjdfSpGzJHSQ9UwBSI2SRUxKoAIWJVMTWg3zTmB5yvA4SmKq5Yazf16P+dxEDDeUUE0yg8pu3jmA4lsLsxgAun9/M1LVGmZ0rQa6xtKcOXpeO3sDpBc69hfz85n+xuYhKkGZXAlYac2LC5xYbdAtOZUrbDoCxqdklJIIGCoM1uy5hurXfZcfy6YRFlCKNeWyAHGPQ40C1ZMJxsJIby9loH+1gB3AY5YRNTXawk7iRGM4cSNkSxzFWmRFqNWoppvZ6EhTMBjue58Wandk0ZkoSmAHG7mowgvX7etX7J80wO9fEqdlFE2n8+s1DAICbVs6CzcYh6Cbvp9GanUeYZQdfDbu+EukMkmmVjfryL5L1qG8/sPt51eelwdbrtMOZp7/qWKLyj7AC4bTb4HKQUzdaaK+dtO0AGBtml8zqsQPkNTuNhm3aUN5S7WWTw/efGC56k7c0hSl16GBjfiqxZmdAnHJCSAHH7MrBzmG3weMUri2jAT27jURIZfLCtaXUZweIikyzE8tHE2nEU3n4YgJygQrARCr19hF09EdxWE0sM0lrdk9vOoq+0QTaar342JIWAOKGz5AaM52CNy1snL118LqkG3WVtcsdBM76Gvn59R+rrgdD40iJCVjBLm8wkUqhDEPadgCMTc0uu6EcEJldOqH52lSc0lLtxayGADgOGIgkcXIkofo3+UA67UCKgLCrrUxmZ6DtQJi6nnIKDF5hgKvpVK2U2QEsS2AT5iSqMzs/OyYzGYp+4b32Ou3GB8yyY81mdiQwny7EsPV7VVKZ+agxx3lTeSKVwS9fPwgA+NqFs9h0ClqDHTLC7Oj6AsDpr4HLbmM9nYoiFYqzbiTuSie2A/vXKj5kPCkxASvY5Y2iCSUos6NpzDGp2WUtjgBhBUL9REukcjxMg50HXped1dOKbRt2VGIALUVFqzFpsFObdgDghBDsMm7lAa5AHiKV7AAiMDunoPJVE6hU+1xsyoIZdndyNE+rMEDSVE6PlTC7pfWEKb6+X+XaY4NbzTC78Z3GfPbdY+gKx9AYdOMTp4u+uTS4GMpuCOctzPvg9RAfU9EyTOPvfbXAGV8kP7/+n4rsjqZRA+NAiQlYwS5vUJFKwZZhdLGjaUxWsxsDgYqU2QGGGssZswuRBWVOIzneYotUst1TKCq6z86AVVi3kMbkvEKwo20nEph26MnevAjXkitJri01gQogsjszikzK7EwrMQEgKRgSZNXsTqkiC+dbB/pyhTmpuFjD9hkRqAjX9ThOY6bSGTz82gEAwFcvmCkz8jalxhTqtgN8kG2iNNsPpDjnFiJiO/Y2cPjNnLvp9anU2lKJsIJdnsir+VcJ2QIVxuxKKFBJKghUANEyTEOkQtsOWoS2g7lN5Hj3Fdkjk6Uxa+XHWLGtB8koMHKC/KxVsxsirMjuqyY3aKQxDQlUJPPhxGBHmJ07LTA7jcUon167vmIwu5ya3Sgagm5Ek2S6tQw002Bziul+LUwAZvfC9i4c7ougxufEZ8+UX09VeTC7QQRYkPNrNZZLEWwWPTPf+M+cu6005iSB4qiMfJAtUClXzQ4w1FhO3VOmVBPDXalIpVjIZHhVZlexacww8SyEKyj2uimApjE9AeEximlMEyOkJPPh2CIvbJyqQd5nLd/Cdr25dolRYOCI7Ka83VMAhZodCXZctB8XzCGtLDnWYWy0T522LybFOBeoZDI8fv4qYXVfOK+drTUU9P00pMZkzE6cqEFFKqq9dlKc+03SynLwNeDYFtldzCrMbaUxJzTEVFOhacxB8n1Ma3ZZVmEUOo3lPM+zNCZtKJ9Dmd2JkaIpMnuG40ikMrDbOBZUKSo2jSltO1BZkOOpNAsU3iqBRUsEBBSm2Kt0Qc9idiFuFF6nnSmHldDeQBWZKsHu/7sV+O/TgE5xoWMm0AUxO+F99dJsQj/r28yxDqPXo5F6HTDu++w2HurD3hPDCLgduD7LTg4QmZ0hNabA7AYQZGIiunbppjEBoGY6sPjT5Oe3fyG7y2J2kwS0165gNSYTqFA15ljU7FSYnV+b2Q1GkswxoTlEFqtZDQHYOCAcTaK3SB6ZlNW1Vntz+ncqdoArU2Kqi1N6hBSmy2GDN0iDnVYa00Sws7sAu7DoCFmCaoyoth1Q6E4sP7qRWMtJplj3M2aXR7CjM+mYJ6twHqL9WDG7HhwH7OkeZrVNAOL1aKReB4z7NOau4yT9fMHceoR8uawp5EzDhowxZiecu0E+wDIGXrPDp+d9hHzvkw92pcF2PDSUA1awyxt5DdlUAt3ZZ/fZJUaIb2YpkGfNjqYw6wNuuB3kA+NxShWZxQnQRwSxRHYKE6jgPjsD7ik0hdlU5QbHPCzV1ZgjRlLkTJwiGVrKmN2IpjgFEGt2faOJ3OnX6RQwdJz8/P4r7OaT+bqnAArKUZHZ1fhdWDy1GgDw+n4JuzPL7FzjW6ByoJdc/7MaArl3JiI45Q8r8JTrB4Y+A3xETGMyZudWmXyghiCZKI9h+ZBduuEcD+N9ACvY5Q3mHl4sNSZzUJFc4EnjogFToKwxJ42prcYUPTHlqcU5TcVVZHaotB0A0h60CptnZ6LHrrnKIzL5QlsPWFpQsnERrqUQRnUNegNuB1NVUtcahuEu0TC8ZycLfAUxu2yBik8MdgBw4RxyDcrqdqxmZzSNOb6Z3cFe8vmc2eDPvXPwCByjJ3CWbQ/Siai6C4oAOrh1AEGxZuc06e0bnEK+D3fLNuDjabwPYAW7vOE3mwpQQ7ZAxekDOOFtKVXdjtmFZe0cmWWYchqT1uumhLyy2+dK6nbFgFpDOSB+sGLJDFI6H/QxhZFgF6bMTjvYBZhAxcBilM2UAMbsqrlR1R47KaiylrrjMNBWCooDhN3152sVJj1eOlGcBrvkKJCKs7rdm/tPIk0ncY9KBCpGQM/FOG0qPyiklGfWKzA7yZrQyp3UFWplmBozyJx5GLMzKq7zNwLgyMZHkvUZZvMSrWA3ocF234UwO57PZXYcJ09llgLZ9lIUNE2kIlCRuqdIUWxF5hEVJSYAmTKtKFMnigUDwY4aWxtldsYEKgpiI2HjVIVRhNz6H3EqNurMZnaDWcHu/ZeIL2a+432AXLswd0jc3EX6sWRqNao8DoSjSbx3bFC43YQJtPS5x2EacyiWRK9wnSgyO0lf5lSuVz+VKQS7qCPEbPdYzc7o2mV3AIFG8vNwF7tZZHZWGnNCw18MgUp8WEwTSUfClLrXTrX1QIfZsR67rDSmpLG8GIpMpTl2FE67DW5BXThcKanMZAwYEeoZ1dNVH6bK7LLOmTmBihA8pBsXYeNk53g0uPRt3Fiwy5pTyJhd3Rzy/cCrGInG2bTsumLU7Gw2ycDZfjjsNpxPU5l7hVSmGaswYFwPbz0o1Osagm7lICLZAE/lTupahkkHt1L4nHkYYijU7Sw15iRBUZqbqTjF7hLTOkDpe+1Y64FKsIsNKg5uVGN2Mxv8sHFEnUXZS74YjaeYz+Y0hTQmUIGTD4Y6yXenX7PHjtbsmkKSYKc0085o0y+gnMZ0epDgSCBqcOov+C16wW7+x8nxxgYxcvBtAMSFQ2oqbBiKadesut1coQWBilTMmEAD45rZsXpdvQKrA7LSmL3awY7nYY8PAiCDWynYRt1MjzCr20mZnaDGHAez7AAr2OWNotiFSX0xpb1ZtP2gZDU7FWbnrQEgHEc0y8UCQJdKsPM47UzCXqhIhdbrqn1OVXEFE6lUiiLTQI8dIKoxm6uEWW424f+LyS3DTG2kVDYuEXsVAKDepr/gt9bQYJdVs6NpzJoZwMyVAAD+/ZcA5ClOASQCFck1JGk/AIALhGD3XscgBiOJPJjd+BWoUGY3U0mJCeQwO800ZmIEtgwJhilaJoGkqbwAZpfJ8JYac7Igr4nS2cj2xaQoV83OZheZSVbdLpXOMGbSEpKnMQF5c3khUHNOkYL29QxXCrMzUK/jeZ6lMZurPCQoqtTtTNmFKTElAMPCvLwau76iV6zZZTM7wRWmug2YfSkAwHd0PYA82w7SSTFtr8HspoS8mNsUQIYH/rGvS8yAmGV26bjm8NFKxMGT5PMzS6leB+TU7DT9MYXzGeOdsEtU3uJGPX9mJ22LsdKYExyGnMP1kO2eQsGYXalqdtQIWmH3qNJYfmI4jgwPOO0c6hVsooolUtGq11FUHrPTD3bhaJLNgGusEs6fh7Cv3GnlJpS+SkwJwBDIYhmC8WB3ciSOGO294nkxjRlqA2ZdAgCo6t+GagyjvhD3FEAuqMlidgCYddiWXQeEWzjNFLEM0k3cOEtlHtTqsQNk2R5dgUpUdE+RphqLwezo67rsNplJdSXDCnZ5wtTuWw3ZbQcUpWZ2SiN+KFQmlndJ2g5sttxUXbF67aRDW9VAZ9oV3PZRLBgZ2iq4p9T4nOLioMfsEil9wY+KQcAgT66hIK9/DVX7nGzzRnspEekXn7uqFQi1Ag3zYEMG59t2FKbE5GykTk1Bg5ikv5O2IOw5SKZ0w1dLMg9GIK1/j6NUZibDMycbRSUmIFsTmrhBRCIamxnadsCLJtCASbswiixmN9567AAr2OUNahdmaEFSgyqzK6E/ZjpF0jtAbs0OUFVkMgNohRQmIPba7S/QI1Orx44iUKyJE8WCAaswJk6pkpw/lWBHU+QZ3oDLhUoasz9Dzl+A1998cByXm8qkrC7QJPpYzibs7gLbtjxNoCWz7KS1TcbsxDrxGTNq4XHawDOrMIMpTIA89zgUqXQORhFPZeCy2zC1RuX6z1oTOCqOUoLEPcXvymV2prJSKsxuvFiFAVawyxv04uGNLEhqyPbFpCgls5O6smgGO7mLCm04bs0Sp1C01/tht3EYjqfYwp4PtNxTKAJmRpyMBYxYhYWNBzufy85igW5Az3YkEXAyTX73pY1dQ6IiU3g+aQqTggY7+zbUKXg26iJ7lh1FVs0OIKKns2fWoQ5CjcpovY5iHDaW02by6XU+Nk08B1lrgmukQ/lxgCSNGWCbc0DaVJ4HsxvpAdIpVkKwmN0kgNcpLkh5pzKzfTEpGLMrQc2Oqvc4uzyVRKHSWN4Vlo/2yYbbYccMgY3lK1JJZ3h0DBhPY1YEs0vFRTm2Vo+dVIlJoRLsOI6TtB/oXFsKKelkOoOTKfK7O5nbtK6EHEUmDeAhcUI2pp2LOOdGMzeAdv4ITCO7oZyCWYbJswkXzm1ADWdiaKsU47DXTtMmjCJr2K93VJ/ZDfLymp3PrF0YQJg1ZwfAA6M9rOVhvIz3AaxglzdsNg4+Zx79KlJku6dQuEo4+UBqFaYkk1dJY6r12ElRqEileyiGZJqH087lWJJJEaykmXbhYwB4srhqLMiyHjsKFuwGcx5vWKSiIFAZiiYRFgQqzmTuJHQl5KYxJUpMCqcH2+wLAQDtg28Zel69YwUgnreoPJtwwdwG1HHk+JOeWnOvNQ7TmLptBwBLY0a8JK0YiB1Xf6yU2UnSmD6JEXQmY7DkYLNJUpld466hHLCCXUEouLFcTaBSypodTWNmtx1QMDNoObOjaUytYFeoSOWoIE6ZWqORxoHUDLoCgp1UnKLVYxc2zuwAE9eWAlsaiqUQ5kmwsykEUiW05qQxhf8rJE/Nvs4vAQA09fzD0PMqH6t+GhMgjdXT3OR4jiU02I4SxmGvHW07UG0oB9gGOFJ9CgCgOtGt/lhWswuyzRMAmVjFVAlGUrcTg53F7CYFxGnlBaYxc5hdCWt2ag3lFGrMTkhjtmgwLiZS6cnvuI/2k2PTqtcBkjE/lRTsQuriFECSxgxJhB0aY34MW4Yp9EwORZMYhHAN0Q2VDmga87hGGpPnebwYWwAA8J/YZH4zllIJdjSNGRuUuepzHIc5ASKm2h02uahOcGaXqJsHAKhPagS7qLJAxeMQSzDm2g9ERaalxhTQ2dmJz33uc6irq4PP58PSpUuxZYs46ZjneaxevRotLS3wer1YuXIldu7cWYpDKSn8haoCy8HstNoOAHHhGRWDXSSRwmCEXNzZvphS0DTm+3kqMuk8PM2dLYrU0F8shPXFKYDYemBEoAKIAqh8BCpDsSRjdkpOOEqgzK4rHCWpLYU05lAshX3pZnRkGsClE8DhNw09t3isOsyOz+SkdFtdJABs7jXZy8WY3fgIdpFEirV9qDaUA+IGuHE+AKAh06PxpGKfnZTZ2WwcvPmUYCizG+qSuKdM4mA3MDCA8847D06nE3/729+wa9cu/PjHP0Z1dTV7zP33348HHngADz30EDZt2oTm5mZcdtllGB4uURN1iUDz4JFCBSo5akxasyuFQEWjoRyQN5ULAYvu9oMeh2baYkadHw5BkdkVNq/I3CukP09tDmo+rqJqdgZ67JLpDPpGNYJdPLeu5jfax6kQQMIyZmcs2DUG3bDbOCTTPHr6B8Q0toSxktE+HN7iSCoTB1429NzisapstBwu8XrMOt4QT87NnmE3G+prCK7xxewoq6v1u1DtU+lh5HkmWrNPIbXTBn6AiKSUEJX22cmDkq/AxnKrZgfgvvvuQ1tbGx599FGceeaZmDFjBi655BLMmjULAGF1Dz74IO666y5cffXVWLhwIR5//HFEIhE8+eSTxT6ckqKgaeU8L/fGlKKkNTsVqzAKmsZMx1lgZOIUjRQmALgcNrTX5++RubuL/M0pOsGuYmt2KugZjoMX3GdqpQuZoZl2Ov+jAlMfioo1OzInTn/ygcNuY/XEk52Ca4krKNuI9QkTyt/zLCc3CD6ZhqHG7ADVup09SjIM/XwVXpcOdNXDOFNjijPstFjdKACyAfU2zUSUd8HG8Yj3HVV+fIRsHAYQkDE7QLJRz9MybLyN9wFKEOyef/55LF++HJ/85CfR2NiI0047Db/61a/Y/YcOHUJ3dzcuv/xydpvb7caFF16IDRs2KD5nPB7H0NCQ7KsSUJBlWDIKCCat8FYjk+Fx+x/fw31/3wOe1tPKUbNz+UnTL8DqdrTtQCuFSSEqMs0de99IHCdH4uA48TnUIPbZVcCIHxbs9Ef7NAY9cvcZt7JdGGBGoKKcxhyGDxlq6m1UpCLU7YZPHCY3VLfJRDd9wtDWQ8HlgM0B9B8kX0aRPbhVCp845ochk2HBr48PYv0+5TmLihhnAhVDbQd0PeBsCPhDOMYTl5lIr8J7kEqwzBARqBSX2Q1ZzA44ePAgHn74YcyZMwcvvvgivva1r+Gb3/wmnnjiCQBAdzcpqDY1Ncn+rqmpid2XjTVr1iAUCrGvtjZtMcBYwdQolmzQBYizA64A3u8dwZ+2HMPDrx3AX/cJF3UqRhxPigm18T5SZIlUaO/VFA0lJoVoCG2O2e3tJo+fVuvL+WBmIygJBMWYn5c3UglgSJB+a1qFUXFK1iJfjJl2Kq0HGdgQt5sTqUwV3t/4ycPkhizRDR3a6gtWA21nkRvfN5HKVOuzA5SZXWyQGUcPIoi3DpxEImVwOj19jYSJ1GcZYUacAlcQNrsN3TYyUDXZp9DzKKSD0zyHIfhkAhUg32AnZXbja7wPUIJgl8lkcPrpp+Pee+/FaaedhhtvvBFf+cpX8PDDD8sex2XJtHmez7mN4s4770Q4HGZfHR0argFjiIKmlUvFKRzHFkQA+H/+Jrl4i123S+i0HgDiRGhBpELTmGruKVJQVrbPpCKz4/A+fM6+Dt+3/Qro3qH5WMrsDNlplRJDnQB4woQ1HD66ldoOADHYZVI5tSW/xB9TFZkM2RABMqZOG37jToE5GqzbsbYS1nYwVXZ/v1B3rPO7mZtKfsFO4TpSMIOmxga8uwqhgA+jiTS2HDH2v4w7Zmeo7UBYC4QyR6+dEIZMv1KwI+cxDD942GTtBkCBacxoP2JRcr1O6jTmlClTMH/+fNlt8+bNw9Gj5APU3EyocDaL6+npyWF7FG63G1VVVbKvSoApd/psZLUd9AyJReb+GJCEcBEVu26nYhwsQxazM5fGJB/E9/WmlmcyQMcm4OXvAw+fj0+/+SH8wPkoLhh+AXjzvzRfw+u0w2bUTquUkHpiGphj15Qd7Fx+wZUCqv6YI1oClZRkIZcxO3JOknQ6tck0pmuEslU5s6NDdWsDLjYFAYdeN1QTJAekoQRWYnaCSIbz17MpCOuN1u3GUesBz/M4ZIjZCcFOEPMMOMl6yYUVNv/CZ3eAJ5vPoqQxvTWAnbTOeOPkfaiazGnM8847D3v37pXdtm/fPkyfTmoa7e3taG5uxrp169j9iUQC69evx7nnnlvswykpDCvmlJDVdnBimCyIS9uq4bLbMMwL/VjFrtvR59NMY8oby6kaU8vVhGJ6nR9OO4fRRDp38jVAAsRzNwP/OQf430uBN/4TOLEdadhwjBded+SE5mtwHCcGg3IqMg2IUwBpsMsyT9acaWdgIyX1fXTI1ZgAkHYLz22y/SAQE+zPstKY/ULNrs7vApoXA/4GIoDp2Gjo+RkLdSrV7BQswyRDW+lAV/PBrvKZ3YmhOEYTadhtnKZNHtv4CsxuyN0CAHAOH8t9LLUKQwB2Gwe3Q77Us2BnZu3iOFa38yfIezOpmd23vvUtbNy4Effeey/ef/99PPnkk/jlL3+Jm2++GQBZqFatWoV7770Xzz77LHbs2IEbbrgBPp8P1157bbEPp6Tws91RIcyOLEiU2Z09sw6rLpuDUV6YMdbfp/TX+SNhjtnxPG8qjem029gsLqqulOGNB4CtvyWB1F0FLLgKmSt/gfPTv8CdyS+TxxhYnIOVoMg0GOy61Wp2gO7kA83/TzpFwCZ+lGkak6ejcwzW7Ggasy4l9G5l1+xoGjPgIq/XfiG5o+Ofhp7fELOL5jI7+OuxYk49OA7Y3TWEHiNG4+MojUnFKdNqfXA5NJbkrLahUR8Jdp5RhWAnaSgnxuLyzIMvX0MMIZVZz5Pnn9QClTPOOAPPPvssnnrqKSxcuBDf//738eCDD+K6665jj7njjjuwatUq3HTTTVi+fDk6Ozuxdu1aBIPaKrxKQ0F2YVm+mL3DZCFpDLrx1RUzkRaY169f3l5cEYZe6wEgqdmdRP9oAvFUBhynkIZTweKpZAF/96hC0BoVduYrbgfuOAh88jEcnfpRdCX9GLUJ6emIfoAPVEKvnWFmp9BjR6ET7DSZnUoNjE6vtlGzAhPMzoYMmiCc/2plgUodnVJeRWs4g4aeX7tmpzBtgxob+OpQF3BjUSs5V6/vN6DKZMyu8gUqB4y0HQBiGlMY7hwPkJqqN9aTm0pmzC6YI04BkL+vr8DsmrgB2Djk1AIrGSVxUPnIRz6C7du3IxaLYffu3fjKV74iu5/jOKxevRpdXV2IxWJYv349Fi5cWIpDKSnEIm/hacyeYbGu47Db0NRAUnoHOrvxx80KO7d8oddUDsgWHprCbAi4tXedEiybThjFO0rBji7qjfMAO0mB7BGUmKH6Zva62erEbFSEZZjSGJws8DyvLlAB9Ae4agY75TYSKgu3SW24DMDrsuNU3wgcXAa8zQkEmmX309YDNrjVrXzs6serFewoC5VcMxJmB4jTyw3127nGTxrzQI+BtgNA/OwKwY7zNyDGO8GBB4ay1giB2fVn+WJSFMrsmrgBBNwOVVFhJcLyxiwABTWVZwlU6O6/UajreP1kIQkghu//ZZdy/Ssf6NmFAbJp5cwT00AKk+L0aWTheq8jjFQ6SyrOdqeiyGhPN+mbbG4maRnS0K69Iw8ItYLKYHbqPXZDsRRTjJpKYzK7MI3FSIfZOQO5Q1H1sChA3ouot0mWGs1keAwIwa6eDm71CO+h0VFU0rRrNpQEKpKaHSBOL39jf2/udZWNcWQXRhvKZ2mJU4AcgUrQ60QnrXMPZolUhIbyQT6g2MqTd4+wwOwauYFxVa8DrGBXEKTTyk1Dwux4nmfMrjEoLCRCEfrUWmK/9b1nthUnnanXVA5IBCp9ktE+xlKYAPnQVnkciCbTjLUxUGssjxjsaI/drJZGpvbKHveSjbLX7NJJofUAhnrsQl4nPE6FlE9BzC432MWSacSFXjR3kI7OGVR/jiyc4iGPDbvkrG4olkRKGAdT4xcWObphUbA7Uz5eleGtgHLrQRazW9pWjaDbgYFIEmfd+zK+/Yf38NftXcrmAuNIoCI2lOsFO7lApcrjZI3lbONFIRvvo8DsXHkMcAVEZoeBcVWvA6xgp45MRveDYnjAphIkzG44nkIsSRaoxqAQVAR/zKsXhuB22PDG/pN4elMR+gtVUl8ySAQqRq3CpLDZOCydppLKjAkLozs32J0ypUp1kGc2ym4ZNtRJjIsdHiDQqPowzRQmoFGzE2eOpdVmjikYBFBxCscB7qB5ZjfDSRbJXrv8f6IpzKDHAbdDWDzphiVmNNgZEKikYmL2gdXsSLBz2m341mVzEfQ40DeawDPvHMNNv3sHp39/Ha77n4349ZuH2Jio8TKpPJYUVcv6acwsZqcV7KTjfZRqdvmWYFjNbhBVhTK7k+8Dw926JYtiwQp2anj6s8CPT5W5/2ejoD475osZYkrMoMcBL92FCbu3OkcC3/kAmV31g7/sQkd/gR9etkBqCVQEZhcdQPcgebyZNCYALKPBLrsJmLIAoe4QTaRxWDD4PaU5qCxUUDrEcgc76WgfAz12jdltBxQ6AhVAI3OgwOxoj12Vx2m6ZgcAU0DY1LGMfBCtKE6ReHuaZnYaNTt3kFiQASK7oxsev3gsXzy/He/8P5fhqa+cja+saMfMej+SaR7/eL8P9/xlFy78z1fx2t6ecdNnd7hvFDxP+tVk51YJjNmR8x70OHSZ3SC005jmBSpiza5gZvf8N4AfnwLseKaw5zEIK9ip4ehbZJHQ6CGiO6Z4KqNfQ8gGXYC81UxKzVKYgGym3RfOa8fy6TUYTaTx3We2GZ8urAQjrQfeGkDwVRweIDJ0M2lMADh9ejUAYIuU2SVjQFpQjQmsYH/PMDI8ET00BNzCa0M32JVdjTkiyPODzZoPY1ZhJpmd22GDQ+icV91MKVmFCcyuyusQDcZNMLv6FOlxPJCQTwZn7ikByTUqbFiMMzuNYMdx8rodz4tpTJpWF+C023DOrDrcdcV8vHL7Srzy7Qvxb1fMw9ymAHgeeGVPz7hJY0ptwnTFHqzeLaQxvU6xN1WV2eWaQAN5NpUD7Hqv4iKodRXoTXtS6Meum13Y8xiEFeyUkMmIF9YJ9Tl78t23yYtG0nrQw9oOJAuiZPKB3cbhR59cAo/Thg0H+vC7t1VczvWQyRhLY9rsLOjEB2mwM8fslrZVg+OAjv4oa6sQhQwcS9PSmt6pzUHyYafMboxqdn/acgwrf/QqDp00KVEfldeT1KDZYweoBjtp47xusJNahQnilCqPU9w4RAcMp4qCceJstCcqHzuVo8QEzAtU1Ia3UkjrdvFhcWOkc45nNgTw5RUz8Y2L5wAA3usYFINdOg5kymgppwNDBtAUWUrqoMchEahI1oRMhm1wBvhgzngfoIA0pjuIhI28f1PsBlW4ShjtE5l7/Zz8n8cErGCnhMQIqccAmsHO5bDBaSe7MdPpAIlARWw7UGJ2ZCFpr/fjux88FQCw5q+780tnSu2ltIIdwIIOL1yQRtxTpAh6nJjbSAIaq9tJU5iC0o/V6+hYH6M1Ozb5oLBg9/Br7+NwXwQv79Z2bcmBCuvIRndYo8cO0Bnzo6PIVJllB9BgV01uzKSMGSLzPNyjRHSzKxJCTOI7StOY9QFpGlM49uSovmF5OiUGL7UUupTZ0fPr9KsHxywsbasmx941hLhNcpwVzO4os9NVYgIKAhUHOmgac/g4EU0BQDwsMdAOMPMLKfJOY3Ichp3kmm/iBs39rRQn95HvoWn6a1GRYAU7JUgXnp5dmg/Na2p2Ki4GHk+1pO1AyuyExV/ijXn9OTNwZnstIok0vvOn98ynM6ULnpL8WwphN12DIbgcNv16ggJOz+63o+dVQZzCBrYarNmJgcBAKmXjw8BT1+YMuTw2EMEBYbGhzMUwDDK7fNOYgIGasOJ4H6Fm53WQ2+3C+2YklRkdACc853G+TjaAt1+L2QH6dTsVH08ZpMxuNLdep4epNV7U+JxIpnns6ZVcFxVctzPcUA5IBCrks1LlceIkQojzTrI5p+pg4bMT57xIwKlds8tDXDdoJ+9JA6/9GdUETWE2zM3/OUzCCnZKkH5w+w6IkmkF5KXIZFJwDnBXSdKYyjU7CpuNw39eswQ+lx0bD/bjNxsV3M61IFXv2XTeeiHo1HLDaAllzWEziNOnVQOQiFSyxCmAmMY8pVlYOL3mmJ2hNOYbPwb2vgAc2yy7+XXJfLQBs8GOMTvtxTjfNCZgQISjOLiVLPIhr1Pw3qwWnn9Q8zgBsCb5fq4acbiYEhcATo5IJh5Q2J3ipkkv2EnZldI8O0BerzXInKXgOA5LBHb3XudQxYtUeJ433nYASJgd+fwEPU7wUk9ZmsoUNjYjdvI4n0Kwo9dWJJk23dLUZyOf0dpMAcGuV2B29afk/xwmYQU7JUgXHj4t7kIUkJcik7UdVAE2GxOoNEiDncq08ml1PnzvQySd+cO/7cFhM7UmI1ZhFDTYYch0CpOCMrttx8JkDhkVMgiM4KRsYGtA9rp6NbuAURPu+IhoUZbFbtbv62E/m2d2lHmoL8apdIYFCUNqTLMz7bQEKlQWLq3b6UFoTKZu+p0DYoBiJtCBLIZvVKTCBrd61dWrPkka0yBzzsaSqdUAgK0dgxXvj3lyJIHhWAocB0yvM/CZzBKoeJxExJRTtxOY3TBHPmdKaUyq+k5neNaXaRQ9INdUKGVimG42LGZXIcj+4GrU7Wih15RAhbUdVAMQfTFldR0hVaE09eBzZ03HOTPrEE2aTGcaaSinkDI7k+IUipn1flT7nIinMtjdNZTjnkJTmNNrfWIR3WSfnW7NTlq4l7CbZDqDDe+Lr5E/s1NfjHtH4uB5wGHjUO/XCXaZZM6irDscWCmNSVsPvDTYVZPvRhrLBWYX8RJ5+TEJs6M1u9rsdLZRkYqWEpNCagadB7MDgCVt5HxuOxaueGZHWd3UGq+y4YAUqTi5RgCW9eE4TlmRSWfZcQKz0/DGBMw3lndnSLALJgsIdozZWcGuvMhOKWkqMvNhdsLz0/E+Sq0HjNnlLiI2G4f7r1kMv8uOTYcH8OiGw8Ze18iUcgoh2NVww6bbDig4jmPWYe8cHchxT9mTLU4BJMFOm4kYrtkNSlK9Enbz7tFBma9mfwlqdrShvDHoVk8DuwIAJ3wMzc60owHElZvGZHPGzDC7MPFXTAWJwbA0jdnHxvtkBW2jvXZaDeUU0notswqrVX+8AhYLzO5A7wjSNF1arsbygcPA279SFe8cZPU6EylMQOZrq9hrJ2koB5SniTvsNuZ1a9YB6niabCh8cYPjlrKRGBUHBFtpzDIjO9hpiFTY7tvMBSNxTxmNpxgrlAlUpDU7hZx6W60P/3rFPADAj17cw3aJmjDD7IRFvBb5MztArNttOTKQ456yV/DEZPU6wHDNjja0xpIZJLV6HAekwW6Q/UhTmFQY0x8xEewyaTF4aDAPNsdOrV4HyGfaZQUM3Zl2igIV2meXlcY0UrMTFkubMO2ApjEzGR4DEZU0plEXFSPMTipQieiniZVQH3Bjao0XPA9E6UzIcqUx//Zd4K+3Azv+pHi3ubYDYdPr8AJ2MXjJg53gsCQwuz6ePK9Poc8OyN8yrCNFrld3rEfnkSo4uV84gDpTAqRCYQU7JcSFYNdAgglOaAS7fNSYsrYDksL0uezyHRhldplUjoqQ4tozp+H82fWIJTP4zp+2qdtKUeRTsysgjQmIptDvHh3MEajkKDElr4tUVHNHLutx1Dr3KsyOilOuOq0VAJHsGzYGiPQDEM41DSYK0LUKo6DsyOxMu4RCzU4qUAHMNZYLaUxvwwwAYDZW4WiSXVs1vuyanUFmx3rsNM6FV6FmZzKNCYh1u6G0cA4MpDE3HDiJrnARgyLPI9PxNgAg1bVD8SEHjUwnp8gSp1Ao+mMKzK4vTZ5XyS5MervZXrtDcfKeOyMn8rP6Ojn24hTACnbKoIvOtLPI95FuVdswMY1p4oKRMLseNsU6axGQjuBRmVbOcRzuu2YxAm4HthwZwBv7ddIKRqaUUwhBp5EbRIsWM9HBkrZq2DiycEaGBdGJpwrpDI+9JxSCnTsI2IRFSkOk4rTb4HGSy1ezbidldsJ5PzkSx/ZO8h5/fCkJdjwPDEYNOkLQepK3RrbLzka31hw7KfKdacfYklLrQbZAZVD7GACWxqyeMgsA0BWOIpPh2dDWKo8jd8yTSqA2cqw58CnU7EwyO0Cs2w0kHPLXVsFbB/pw7a/+iS8+trl4syPDHbAJ1+9bm/6JV/bk9nGyaQdG2g6yxCkUMmY31ElSpsLr9qbJuVZyUAFEkYqZrFQ8lUZnirzntmTEuKGAFL1jL04BrGCnDJqSqZoqjm/pUa7b6YoIlCDxxTwhMDuZEhMgLiZ0YdC4oFqrvTh7JlkkpH1RijBiFSZgJDgDAAl2U1z573j9bgdOFdKU4QEheLlDONofQSyZgcdpw/Q6yfFwnAmRClnQNT+sCszuTWH45/wpVWgOeRgLMixSMcg6TqhtZLKhN/lA1RtTvfVAVGNWk+96zC4ZZarV2paZsNs4JNM8ekfikoZyBZGNx2jNzoRAJRYW7dgKYHa9cWF502F2f93eBYBMQd92rABXECm63mM/NiU78cXHNuNLj21iRtWJVAZHBWMIQ8xOZQ5l0ONEL0JIc06iHB/qZMyuJ0U+V+rMznwacziWQhQeDPHCNTfcbfhvGagS02J2FQBm5RUCmhaQn1VSmWz3bSYVoOeLSaHQa6cEmlrSFVmwmp1+GrMr6sSRDHG+Dwzs1n28FqhPZmRYWHA9VaxeN6cxCHu2eMNwYzn5sKr6Y/K8Ys1uvTD8k85How3zhtsPDLIO1lAeUlFiUrBgNyi7WV+gIk9j8jwvOqh4swQqejU7gdXBFYDDX8tSr8cGospWYRRuo2pMAwIVaUqYNkjnUdNZ2BqCjQMGkpTZqQc7nufxksQ9509bjqk+1hSOb2U/ttt74LLxeHlPDy79r/V4YN0+7DsxjHSGh99llzsnqSFrSjlFldBrF3aRdhEMHpWYQNM+Oz1mZ3ztop+1XqH9AMNdhv+WgdbsLGZXAWDBrgponE9+VmF2ednuSHwxe5V8MSlUeu2yUSMsQoN6Igvmi6m/kzw2GMUuXmC13dt1H68FWrdLRwbJDe4qZSUmhcnGctVp5dEBsbAv/J7J8CzdSydf0/NnntkZayjXZ3bV5HsOszMoUBGYejSZZjPnGLMzWrOTTl3nOLQKddrOQTHY5YhTABMCFSHroNZQDpCUMLUgo8iD2fndDsxpDBoSqOw8PiTLiDz/3nHEU4V7aaY6t7KfnXwSa784E+fNrkMilcF/v7wfn/rFWwCA9ga/sWnfqsyOfAb6nYIhebhDZgLtsHFw2ZWXecr4oibWLloy6LcJ175ZZpdOEaMOwGJ2FQEmkQ8BTUKwU2F2eU0rVxCoKO7uTDM7nZqTkfE+Ao4PRrErU5xgt0xoLrcnxd3pni6Feh0Fq90YbD9QY3YDh+W/xwaxq2sIJ0cS8Lvs7LhqTTM7Y0rBE0YFKgXX7Ehgoj12DhsnDuw0WrOjSr4QaTug7SbHB6PoExrja5V6BYvZegAAPgm7s7tymIxRLGkLIQoa7NSZHWV1l85rQnOVB+FoEq/szlNlSMHzQNdW8tIg78MMrhu//dJZ+Pl1p6Ml5GGiEENtB4CqQIUGux67hNnRYCeM91ELpozZmdAb0EG5gw4a7Ewyu4FDpF/Q6QeqWs39bYGwgp0SpB6OTQvJzz27iZt4FnxGnTxkzz9IvnuqteedMX9M7RRRjY/s4nWZnYmaXeeAhNmdUFaTGcW0Wh/q/C4EILy+p0oiTqnK/QOTNTtVtSKt19XMIN+jg1i/lyxu58yqZ2KLWl++zE492A3Hkiw9pGoVRqET7BT/PwVjZWnbAVvgjDaVU2YntB201gjMbiDK0uP1SszOrIOKnqkzZfUAOb9GWI8ClrRVIwqX/LUVQIPdBxY04arTyeJbcCpzuAuO6EmkeBu2OxaT2/oOgOM4fHjRFLz07Qtx08pZaAl58LElLcaeU0WgQoVIXZwgUundy5Svg3xQ0T2FgjG7pPG1iwqgqBm0aWZHxSn1s/UtC4sMK9gpQVqzq50F2N0kBTh4OOeh/jwUTUrMTjGNaZTZCcxEt1fMyHgfAZ2DUeymzK53j2r7gxFwHIfTptUgAPIhjNkC8oGt2TBYswvqzbSj9bopS4QbeGzaS26j9ToAqA0Uv2ZHNzFBj0PRwUIGPYGKUrCTshUa7LIbygGR2cXD2qNuaM0uJAS7avKc0jSmYs3OsEAlt01CEdIm8gJ6sJZMrWZpTF5l4kNXOIodnUPgOODiUxvxidMJq31tX684liofCPW6/Xwrev3CrDaaugNxNLnjg6diw52X4NL5TcaeM2tKOQV9rzsywvUsMMoM58AwvIq+mBQiszOTxiTX2KibTlswyezKJE4BrGCnjJgkjWl3iIVUhVRmXn12iq0HSszOYM3OR2t2BtOYBoLd8cEojqMOCWeI9Pr17tH9Gy0sawvAz5EF5MCwDTxPhCE5KlTAeM2OWoapnXuaxqyfywyLj3SQRf3COZJgR5md0cZyA8yOjvbRTWECBtKYCkGKsRUOcJBzKIpTnLnPrfD8MgxKanZQTmPWKakxaY1NT6CSEupiZpldnjilOYiEjfwPoyPKx/aSkK5cNq0GdQE3ZjcGsKStGukMj//b2pn3a1Ml5k6+HYlQO7mt/4DGHxiAahqTvNeHU8LGoP8gACDlCgHgtJmd2/wAV1qzi3sahRvMMjuhx26MxSmAFexykYyRgY+AuGttFBSZCk4qpqcepJOMqcUcQZYWaCiA2dX6yQWvr8Y0WDcBdc/gEK8XapYF1u3OmCIuwLv6iIhCkdUBxs2gPTobDZrGrJ7OGI6fH0F7vR/TJMa7lLEYtgxjNTt15mFYnAKoMzvh2kqkM8RIWwopSxdSfTkm0ACZTEB9VrVqoNS+SUhjTlVIYyqOeSqmgwqQxezyD3ZOuw211eS8Dg8rH9u6XUK9TsKurllG2F1BqUyBXW3PtMNWl8vs8oKKQIW+1weSclu1mKsaABTH+1CIA1yNb9RpSj3po8HOYnbjFywdI07TFtsPchWZrKnc6AUjWRR6EmQhdDts8tQThcGaXbXATIZiOi4g7AOjzeyS6QxbrO1TFpEbuwur2y2sIwtylHfhlf1k0VUPduaYnW4as2Y6q11Vc6O4cG6D7GGmg50BZme4xw6QBDv5oixtBs4J6ArBgwpUQlJmB+jX7TJpYOg4+ZkxO/K8w/EU6wdTVGNKBSoKNW3xeI0KVCQbiAKYHQA01ZINTmQ09/MzHEvirQPkfbx0nhjsPrp4Clx2G/Z0D2Pn8Tx77gRmtyMzA95mgcEMHBaHq+YDldYDmso/HJeYMQCIOQT/So0UuqgkNy9QyQQE9edwt3EXFZ6XtB1Ywa78kIpTaAGVKTKVgp3ILgy5L9AUpiuInlGyODVWuZUVUwaZXbWwuPG8mMpSRNKYQOXEUAwZHnDZbfC0LSU3FsjsPGnyPwzDx3bU85TEKYCkZmfUDFoh2GUyEtHFdPDCgh/CKC6YK19ETbUeZDKG1JiGe+wACTuSL64Ouw1uQUST8z8qBrusHjsKvcby4W6SqrY5gCBZxHwuBxM+xZIkiGnW7MBrX6eGBSoSNWaBvomtjeTvE7Hcmt0b+08imebRXu/HLIk3ZbXPhcsEppcXuxs+AQx3IQMOu/jpqJsynQR4Pi2fwGEWWVPKKWiwG07w4AUlLQBEhGCn5p4C5OeNydyKaLBLx41Z0QGkdzIxQq6z2pmGX7NYsIJdNqTiFAqaxuw/kDuGRVhwMzyMzYVSajtQSmEChmt2DrvIDAe06nYGWw+oAXBLtQe2KYKarHt7fj54FAJjHua9rBdMldmxIZ4F1OyGu4hakbMDVa2I2Mhr1dlHcfZM+SIqbSrX3bDEw2ThAjT77Az7YgKaA1xVXVQUJlgopjEB/QGudFNQ1UKcewRQRSZFbbYvJkD65mxCcNUSqUjn2WnBV5yaHQBMbyZ/zyciOWbhL9EU5rzGnI3mJ5YRVebzW49rm4wrQWB1BzItiMKD1lq/uLAXksrMmlJOEZS816mqNvbzqE2YZacpUDFvYk+Dnc/nE+urRut2VIlZO5Ok18cYVrDLhlKwCzaTBZjPiG+YAOlcKEMilRh1EdFpOwBEZmfAf47uujVFFqz1QLu3hxoAt9Z4SW7d5iSLPF0U84HwPwyDBFoysFWnZpcc1ZwSz6aVxxQCPK3XhaYCdgc64yToLKjJ5KR2KLOLpzL6MmzqkequYsIQJeSVxkzHc/5fVQGUAlNSFKgA+mN+mDhlmuzmVokBeLXPCYdSczLHGXNRyaf1oICaHQA01ZH/283Hmek4QIbqvrKXiFOkKUyKC+Y0oD7gRt9oAq/tNTnGhtbr+Ha4HTaykWLB7n3z/wSFCrNzOUSP2Lhf7FsbEjZ32q0H5pkd3VAFPU4gSOYeYvi4sT9mBtBjL04BrGCXC6l7CgXHqYpUbJIGXkMiFaNtB4CYn9dJYwJi3U41FcdL0kw6dmGM2YW8gMMFNJDJ6AWlMoV6FPXUm17rY9LnHHhChJEBmiKVoFYaU1qvA3BghASAU6tzH+t32VnPHfWBVAUbKmrMPUW3xw4QdusCuzA6005rcGt2/VevZsfcU6bKbpZOu1AUp1AYEankI1ApkNlxwnXu5eJ479ggu33LkQEMRpKo9jmZsYAUDrsNV51G+t/+tMXkBo8qMTMz0FrtJayRilQKUWTSz65Ckz1ld6NesWcvTK3CNGp2edmFCZ+1oEdMeRtmdjTYlaFeB1jBLhdS9xQpNEQqPjPpANZ2EELPkIoJNEUxmV06IabfdGp2x8MSZgcAzVSkUkCwE85r0kFeW7GZnEJmBq0e7AJafXYSJWYsmcaeQfLBnu7LPT8cxxlvPzAwtDWVzihPn1eDzaZat1O1DFMY15Qzy45Cj9llNZRTtMqCnUbt0YiLilGBShGZHX0tLxLY1iGeV9pIfvEpjcpsFcAnBFXmK3t6zA32FXrstmfaxc9PHZkiUVAak64BClkZurkZ8uQGO62anWgXZr5mF/Q4gCrK7AwqMsswnVwKK9hlQymNCWiKVHQ9DBWfvxo9wzqpLpqyMMDsdC3DpI21OiN+jgnMji12xQh2wv/tCZCFd94UjWAHGOq10xSoSJjdpsP96BPGnYSg3GBs2DKMMTv1hfjkSAIZHrDbOOVJAUow66KiJFDRC3ZqNbusHjuKqZKanaI4RefYZWB9djrB31cnTm4vONiR4/dBZHY8zyu2HGTj1OYqLGytQjLN43mjPXejJ4EhImrZxU8nmRGAGFMA+Qe7TFrcLGgwuwHqjwlxcKt264F5Q4xhaV2YpTGNMjvadmAFu8qAVI0phUavncjsTKYxh2gaU4/ZGQl2OpZhNNjZ3Zoz2ABJza6YwU7Y9S+YORVfOG8Gbjh3hvbjDfTaSYNdjrCEMbsZWL+3F2Hhw8+ppPJqjSoyGbNTT2N2DpKFqbnKkzvRQQ1m/TEVxEZiGlNFoKLH7LTSmEptBxSsRaYIzM7lAz78I+CDP9QcjGsIwqbOzSXx/okwIokUDvSO4nBfBC67DRdktaBk4xrBUeWZdwwGO6Fe1+tqwwh8EmYnpDHDHZo1aFVIN7sKzI4qMnsdYvDuy2gPbgVEq8N8msoDbpNpzEg/GyFlBbtKQUwljdko1K1GTuQMcvWbYnaDwvOLzE5VoGKiZlej1ytmcEo5z/M4PpidxhT8QQePGBsCqgQhDVNdU4+7P7oAIZ+OGstArx1NY2Z4BX8/CbN78/2TGISwSKiwG8O9dvR4NJgdZcZTa3TqU1KoKCYDavMSFYahhtmU8uyaXZYZdDoJHH4TePEu4KfLRXecanWBimbNzl3Emh0AnPFl4Oyv6z9OD5LXcvEJ7OgcYinMs2fVsc2SGj62tBVOO4ftnWGZwEUV1CbMToIbO3/+euEc8bnm5EZAN7s2h6IoijL5XtSwXjs6y86nIVCh4rpEKqPdnysglc6wwEhqdibSmLReVzU1R2QzVih5sFuzZg04jsOqVavYbTzPY/Xq1WhpaYHX68XKlSuxc6fyCJ0xh5JABSCBR2WQqynLMGHBSbmrWJuAqkBF2men1bALMY2p2nqg4sCQjf7RBGLJDDhOIq7w1ogpLoU0riHQhTCbMauBBTv1Hh6v0w5KnGR1u1SCzUOL+Fux78QwY3Zq7MZwsDMw3kcMdvpONQy6aUw1gQpZUDMZXp5ikoIKVPoPAH/6IvCjWcBjVwBvPQT07SeL6MJPiOk2AbV+F1P6KVqFsWPXUWNmMpI0polzUigk44S8iOO9jkGWwrxsXqPun9f6XbjoFPK4Z94x0HMniFPeS5N1gjFjjitMkSkVpyj047KaXZwHVn4XWPJZ7E+RQKSZxpTU8yIGzKClAjyixjTB7Mo0nVyKkga7TZs24Ze//CUWL14su/3+++/HAw88gIceegibNm1Cc3MzLrvsMgwP5zHivdhQE6gA4gSELI9MU9PKhZ37kMA0nHaOpSBzIN0BJZVrTRTUMkxVYGHQKoymMBsCbrgdkl0hTWXmOwGBnlejI1tYY7k6s+M4TrnXLtwBgAccXuwe8pD6mZ+ODRpUfC5DrRuAIRPo/Jidmhm0jkBFeD9HEykI7YvqNbuRE8COZ8hr+OqAJZ8FPvkYcMdB4Jpf57jQc5K5dpo1Oz2BSkqSutOaZ1ds2Gysr8/LJfDynhN45yjZ7Fyi0HKgBGof9uy7nfo9mEIac0NUbrkGoDBFJhOnKH92aM1uKJoELvgOcNUjGBGMALSCnctuY2l2IyIVWhN2O2xEvSyt2elsxsW2g/IoMYESBruRkRFcd911+NWvfoWaGjH3zvM8HnzwQdx11124+uqrsXDhQjz++OOIRCJ48sknS3U4xqEmUAEkIhX5gi9ahhmv2fWnyQehMehRH97o9InFep26XbWemtDglPKcFCYFDfTd2zT/XhUsPWyQ2VGBio4/Jv2gy5gdq9dNw/ZO8rptU4QPZnKUML8s0DSwbuuBAauwYwMkEOWcQy2oBAzdPjsXHe9D7id9V1mpq4Z5wIwV5D08/zbgi2uB2/cDVz0CLLhK+VoXcM2yNsxs8OOsmbWqj9FtPZAaMRhJYxYTwut5EcfGg/3geWBBS5WsHqmFlac0wmnn0DscZxtBRUT6mUPKe8lp8swIIFFk5sHsVMb7UFBmNyz5DNB0o1afHcdJ26b0N+qiElPYTPkbAXBE5U03gWqYyMzu5ptvxhVXXIFLL71UdvuhQ4fQ3d2Nyy+/nN3mdrtx4YUXYsOGDYrPFY/HMTQ0JPsqGdQEKoBkarmc2flMMTvy/CdT5MOm2nYAkJSFYTNoHYGFwSnlOUpMikJFKnGzaUx9ZgeoKDIl9bodx8nrtre1QOxlG8x5HsOtBwZMoDuLyOzU1ZhyZieO91HIEjhcwA1/Ab7+D+DSu4FpZ8mcUrTw9ZWz8Mq3V6qn2gF9gQo9Vrvb8OsWDUKbjRfiyB6lRnLVP3fYMKuBfGbowGFFCCnMeHA6huBHU9ADp7StgSkyDxp+bQadEgQNPsNxsYRBrxetET+AOX/MYdZQLjyn3QEEDBpCl9EAmqIkwe7pp5/GO++8gzVr1uTc191N8rtNTfILrqmpid2XjTVr1iAUCrGvtrY2xccVBWoCFUDstevZI6PtATOqJmGhPSGYQCuO9pHCYK9dtZAKDUeTSGcU0i1GrcKylZgUNNj17M7P0JYev1FmZ6DPDhBZtSwYSHrsdnSS4LFwaq342gp1O0OtBzyvy+wyGR7HhHPYVoSanbpdmLxmF1bzxRwL6AlUzIhTig3hNWdVi0vdZUZnyAmgtnZ04LAihGDXVzUPgAKrLyiNqeyeQkGDD1XjJiVTMgI6sxTFyQdGgp2kx469uIG6XSIitreUSYkJlCDYdXR04NZbb8Vvf/tbeDzqu8Hs1B3P86rpvDvvvBPhcJh9dXQUYFulB600psogV59RNWYmwxaE43ES5DR3zIDhXjsqUMnw4i5fBoNTylXTmNXTyaKWTojO5WbABCrqKTMZjDI7pTSmwOySVW3Y30PO28LWqlxVogSGWg8SI+L4J5Wa3cmROBKpDGzZaSw95C1QMcDsSg167Ko1u/IHu3n15DxOCXmwoMXghksADXZ7tBSZQr3umIcs5jmbxTpBoDLcZaiVSAYN9xRAfM8p85IGLlWXIgEiszOQxoxnMTvAmCKzbz8Annz+Cu2dLABFD3ZbtmxBT08Pli1bBofDAYfDgfXr1+O///u/4XA4GKPLZnE9PT05bI/C7XajqqpK9lUSZNKi4apSsLM7RKsbiUhFdfedjXgYAGFdRyNkcVXtsaMw2GvntNuYfZZiKs6oVZgas7PZRGZrNpWZyZgXqLCanbajuqJlmMDsOvhGpDM86gMuYsis0W9Gg92gGjMGRFbn8KpuGiira67KSmPpQTXYqQlU5K0HJ0c0pomXGnoClbIyO3J+lreSjccnTp+qXiNXAZ3Osbdbo3wiMLs9HAlqOTVBb414TfebTGXS86oqUJHX7GjgctltzAZPDWbSmHRDGXRLNlRGmB3dHNefoqgmHSsUPdhdcskl2L59O7Zu3cq+li9fjuuuuw5bt27FzJkz0dzcjHXr1rG/SSQSWL9+Pc4999xiH445SD+sarUlBdswn9EBrpRROH3oGiVpBtUeO3YcJlxUtBSFrM9OxwSaTTxQWJhY3c6kSCUxAhrkTacx40OKghIKrZrdrhhhcgtaQmSB03ASoWlgntdozDcw2ievtgNAP42pYxd2pJ+kqafVjqG0n0JXoGJ8aHDRIbzm6c1uvHb7SnzrMvNpNMrsDvaO5g7RBch7JgSwLQnSq6goTso3lambxhTUmAKzG2X1Ov36qJk05pBiGtMAs6sAcQoAFD3BHwwGsXDhQtltfr8fdXV17PZVq1bh3nvvxZw5czBnzhzce++98Pl8uPbaa4t9OOZAFxqHYICsBCZSEYOd36iiScEXs1HPO5Hu5gz4Y9b4nDjaDwwoWYYZqNlFEinWp6f4Yc1XpEI3ETancem5p5ooUfkMYWJBZdYfyFaixUeYMmzTQBDAIBa1CoFEY66b025DyOtEOJrEQCSh3FdmqMeOLOymxClAwQKVDmHAalmCnVSgwvO5u/cKqNkhGcGMeu0UvhqmhDwIehwYjqVwoHck1+quS9j8haZh/7ALQAxTlTaLdbOAY2+bV2TqCFRonZYGI7rp1nJPoTCVxqTuKWZrdhUgTgHK5KByxx13YNWqVbjpppuwfPlydHZ2Yu3atQgGDaa4SgUtcQoFaz8Q05hMHq63O6LMziOdeFB8ZtevmMakakz1Dzyt1wU9DuXaj7TXzsxsO6k4xWgaw2YzNNdOZHZCgKcDMj0hbD5BduELW4XFSaNmB0hEKmrtB6XqsROOF4Ams5P1eWUFkKNlDXbC+c2kcuY9AqiINKbicRkEx3E4ldXtFNirUK9DyxJWBlDMjOSryDTI7BKpDGLJNCunaJlAU5gTqEjG+7AXF5gdnXSvBGoAXaZpBxRjEuxee+01PPjgg+x3juOwevVqdHV1IRaLYf369TlssCxQc0+RgvabSQa5GrYLE7zheG8N+kZ1xvtQmPLHFOpOmmlM9WCn2nZA0TCPjN6J9Bl3OgfMu6dQGOi1oykVlkIW6nWZ6unYJ6jnFjJmp+3+r9tYbqjHrsA0Ziom80+UDgemE8MByEwCeJ7HkT4h2NWVIdi5AmBtHUoZCKODW0sBxuzyD3aAjkhFsAmLNy5mqljlNKYQ7MymMamOQKXeLbU9G46l2GdBa7wPBWN2JvrsZCOkamaQ793bgLd+nvtH6ZTIZMuoxAQsb0w5tJSYFIEmsgjzGeYp6GetBzoXjFDEjtScCl5wxdf0HASKN/nAELMji6xqsHN6xAvWTCrTrDiFwoAik557lsYU6nXDnlYk0zyqfU7x/9GZ2E3Pn2r7gQFm15lPQzkgbARowBDZg3Q4MEtl8rwsjRmOJtn/b6rdoViw2bRFKhXB7LQdiPRwKhOpKAQ74XPdGyD+uSGvU9l3M9/Gch0HFbuNY0Kt4ViSrUOGmJ3bhEBFOsuOouEU4CzBx/TFO4G1/yZ3Uxk4DGSS5H3Imqox1rCCnRRaVmEUHCdRJRInFZobVxw1I4XwoeivIh+KhoAbNj1XfJM1O0CF2Rmo2VG3fs2FOp+6nZFNhBKMmEHnpDFJsDvOkWbXRa0hUX2nw+zq9NoPqAG4Ss2O5/n805jSgCERethsXG5NOJ0UZxM6vYzVNQbdulLzkkFLpFJOgYqr8DQmAJbGzAl28WEWvA475wBQSWECoj9mpM+cobpOGhOQKzJN1eycwkbdgDemYhoTAD64BrjkbvLzhp8Cz35VFJXRel3d7Bw7urGGFeyk0HJPkWLKEvL9+LsARHYRS2bUZes8zwrZx7wkd62rxATyq9kpLdYGmJ2mEpOCTkDIi9mZTGOaGeAalzO7/QnytwtaJAFWZ2J3jV5juQ6zOzmSQDxFTLSnhPJgMSoDXHNEKlKW4vKXt15HwZidwky7ChGoFIK5QrDrCscQlpqtd28HwANVrTgUI+dfNTPiDgIBQdBhJpVpwMRdqsgUmZ1+sKPsz0waU8bsAEIAVtwGXPkIMRXf/kfgyU+SjQ9VYpY5hQlYwU4OIwIVAGhdRr4ffweAfIyGaipz4BBZCOxuHOKIuayuOAXIs2ankMY0ULPTTWMC+TE7s+4pFF79YMf67GgaU2B27w6T95ApMYEiMDvtmh1VYjZXeXT7mxTBRCqDsptz2g9o8LA5ALtTDHblqNdR0BS1ErMra1N5cZhdlUdMh8tEKkK9DlOWGrOJy2dquQFmRxWZw7GUaBVmgOV7TdmFSWbZKWHpZ4Frf0/mCB58DXjsw8ARwQKyzOIUwAp2chhNt9Fg170DSMbgdtjgENKRqr129EPRtAAnRmiPnQEZvilmR3Z3mmpMjSnlnWruKVI0CcGu/6BxJ4h8BSpGBrhKmR3PM2a3sY8svkyJCejX7JiaVcUOTYfZ5Z3CZMenM8A1kRXshIX8aF8FMDtPpdbsiiNQAVRsw4TSBKYsYWrmlmqNzzUb9WMm2FGBivrnRzr5gJlAG2B2ZprKh9TSmFLMvhT4wguAv4FsiN8X+qktZldhMKLGBMiQS18dKbye2CF3D1djdpIPheG2A0BSszPO7BSZiU4aM5XOoHvIALMLNAhyY15xarsi8haoGK/ZDcdShLEJyrWD6ToEPQ55AJAyO4XWCTomqX80nnMfOQ4h6KrU7FTdZ4xCx0WFWYZl1V8rK42ppMaU+3iOKejmLlGYQAWApP1AIdi1LJW8/xrvg9nGcp4X1ZiaaUxpzU5IYxpSYxoT1/E8zxhjVXYaMxstpwFfWisGdsBidhWHuEFmx3Eiu+skqUzdAa6sF2cpeoSgott2AEiYnb5ARWp5lcmuHeqM+DkxHEc6w8Nlt6FBa1AnYH7cj9nxPhRMjamVxiQBKp7KICX0L0Xd9YjDhYUtIbk1FK3ZZVKKi1+tn/zfik35yZjIrlWZHW0ozzPoGHVRUemxm17ONKamQCV3qvqYoRTMjga7TEa0/mo4haUxNTMjZhWZyShRfgPaaUyJP6bI7Iz02RljdqOJNNsfajI7itqZwJfWAbMuBtovsJhdxYEJVAyoBlmw2wJAGuwULhqeL4DZGa/ZUcurdIaXzbZCOiUaGKvsDukHdUq1R18harZul7dAxUjrgfiBjveShafXTkQAi6ZmvY9OH2AXWj2U/DFZ64ECs6MpTJtT9f8oeRozW6Di9CGRyqArLExZqAhmpxTshL7BsRzcSsFqdoUJVAB5+wHP8+SaSMcBcEj6p+DEMPk/tdOYksZyI8YM0vKFRgmCTT6Q1ezMMDvtYEeVmA4bx6bX68JfD3z+WeD6/2/sRzspwAp2UhgVqABAy+nkOw12WpZhg0fJ4mpzAo3z0SN8KJqKXLNzO+zsOGSN0VL1nsrumrYdtBhREbJgt0P/sUD+zM5AU7nDbmMfvuTJwwCAQ2nCvHLc7TlO2ww6QIJdLJnJndwstQpTcYHJu6GcwqhlmGRwa+dgFBke8Drt+oy8lNASqJTVG7N4zG5mgx9OO4eReIq813RsTXAKukcI83E5bKj3a7wPte0AOJJF0pnoAUDSYxfQlO4rqzHNMDvtNKbUKsyskXalwAp2UpjpB2sVgl3ffiAWzhURSEFZXdN8pG0u5lBvqPWA1uxSMcLQdEAnlstEKtRtg7MDDuXXZEpMI6ykeTH5fmInmRShB8bszPbZCcwuFtb83wNCKpOnBtBRUpuTKTEpNMyg/S47XMKkghx2pyNOIT12efpiUuSRxjzSJxpAl3URYmN+Kqz1wFU8Zue0i4Nc93YPA2HBmq66TeY+pJkZcXqBEFFjG0plMnGKdr1bqsY002fnN8nsctoOxhGsYCeFUYEKQBa96unk5+Pvak8+oPW6KUvQN0pqYxwHffcUQJ6nN1O3kwU7iThFh5UYElfUtpN0YCoKDHXqPz5fgYq3GsxVRGPUD/0A2sIk2B1K1yPgdmBGnULaR8MMmuM4yVy7rLqdTkN5/2iC2XlN0UpjaUGN2THTglyBCjWALmsKEzAoUCnf1INiBDtA0lx+YhgIHyM3htqMKTEpzLQfGOixA7LVmManHkhbD3Lq/BIMKY33GWewgh0FzxtzUJGiVUxlBtwa6QBJLw6ddlDnd8NhZN6Zw03Sn4Cpup3MMiwpV+8pwZSS0GYX3c6HDHhk5pvGtNnF4GRAkekcJmmlDr4R81uqlHfYOmbQYmO5OWZHNwtNVW64HXnWJ4zOtJMIPipCnAJoC1RSQs3OWY6aXfHSmABwilC329M9LKYxQ1PNfX5Y3c4Is9PvsQNEhaRpZicJiLGUOrsbUWsoH0ewgh1FMkJUeoBxIYVEkelTG8UiE6csRa8gTmkyksKkMFG3U2Z2RhrKDSjJpAi2kO/DGm7ngHwTYVagAhiq2wXcDnDIwD1KWGYH34iFLSobFo2aHSBpLM/uVdRtKC+wXgeoTvzOTWOKTOlIJfTYAZXvjZmKyT0b84RoGzYEhIVgV90mKjG12g4ozBhCm2R2w/GkZOqBfmDySDZmWqlM0T3FYnbjH3RHytk1g4IMkmAXcKvkvoc6CSvg7EDTAiZOMaTEpMij105mGabTdsDzvOTDajTYGZhjBZCFjm4izDI7wJAiM+BxoAkDsGeSSMOGLr4Wi6aqvJZGzQ6QWq5lpTF1mV2B9TpA4o2pJ1AR+9YqoscOqHyBCiA6uRQA2n5woHcUGcbspuF42EwaU+i1MzLqx0BDOSAyu6FoChHK7AykMW02TjL5QCvYWTW7iQOpOMVooX/KEjJgdPg4GnjCPHLUmJTVNc4DnB6coENbjfTYUZjotWON5RGFNKbK7nAgkkRUMIJtDhk8riqB2WnNsQIkNRxOd3eqCCP+mG4H2jgyPuk4X4807OrMTqNmB4jMLqexXKdmV3DbAaAvUMlyUOElNbuyWoUBleugIh0rlCi8bkcHuaYzPHg6OzE01ViPHUWthNnptR+wYKeTxvSKasxEmjBYI60H5HFCsEuqi8BUfTHHEaxgR2FGnELh8pMZbwCmx8i4n5xgJ6nXARCZnZk0poleO+oCMqDE7NTaDoQPakPQDY/TYL2JDm3Um2snTWHmoxY0wuzcDrRxPQCAo5kGeJ12zGxQWRz0anZqY5J0mJ0h9ww90GCXjIiu8VDo4RSYUgQujCbSxOMgX9eWYoEyj1RMduxkHFEZ59nZbOLrFkGkwnEc5jVXwY8o7ILylJfU7KYaef9rppNMTzKi//kxnMYk14g0dvoNTsDQFNcJsJjdRIJZcQqFIFJpiewGoDCtXNJMDoAJVAz5YlKYqNlV+xRqTjpWYXnZXDFmp/NhzVecQsGCk7Y/JmV2HXwD5rdUwa4m/9Yb4BpQY3bGTKCLksYEZAxJtAsTNlICQxlIko1Nc5XH+CalVJAduyQDkYoDEFbgcjA76esWTaQSRAsnbL481ehLudm0C0OZEbuTBDxAX5FpUKDiddpl17zbYTMmgIPI7HJ6SyUYjls1u4kDo+N9siEEu8ahnQCU0phbyfeWpQBgzj2FwhSzG6Ngx5idXhozz/NKYcAyLOB2oM1Gg12jcn8dhY4ZdC3zFzXO7AqaYyeF3SHWZyWpTDWBSl+cLFJlr9cB5Nipw4e0107KpsoW7IrbfnBKcxCtwuYKIVGc0hh0G592YVSRyXwxtdt2OI6TeVYaEadQePV8fWGlMScW6OJnmtkRkUrN4A5wyMiZ3XA3MHKC1PUEP0nRF9OMGlO40A3U7Gjrgbxmp63GNFVvoKgSgt1Ql3bdoVBmZ6BmF/SIacwOviHXOUUKHWZHJ0fIWg/SSTH4KDC7gYjoR6g5C9AIFMb8+CXip0xGTAv2xMjHtyKCHaAsUmHjiJyE0ZQDRWwsB4gicyonbH6q2/LbLBpVZDJmp9+jKmVdRsb7UNAWBU1mJ6QxVcf7jANYwY6CLcrV5v6ucT7g8MCZHMIM7oSc2dF6Xf0pgMsHnufRO0JbD0ykMfNhdqMJ4t8H6NbsjhfC7FJRVZYEwLCaTBUGa3ZThZ32Mb4h1xNTCiZQUXD6AOl/BLI2C/S1OZsYLCWgKcxGMzVPNSiIVKQLzGgixRbtrgj5+Ja9x45CSaTCeuzKWFMschpzriSNGfe3Ght6nA0mUjmk/TiDAhVAzrrMBCUzzK7KSmNOAOQjUAHIblWwz1rMHZBP/M2q1w1EkkimSQCqN+NjaGamnZCGS2V4SY1HW43ZOZjHh9XpFTcGWu0H8UJrdgb67BwZNIPcf8LejNlq4hRADFbxsKLVGWV2A5GEOHWe1uu8tYr+hHkxYzXQYCcR0LgdNlaPGY2nWbDrFC6HsrunULDWCSmzK+N4H4oipzGrPE7MdpHMQDdXb2wOZDbo+Jt+nfYDgwIVelwU5pidgZqdlcacQMhXoAKwVOZS2wF5U3lWve6EkMKs9bvMTbI2wew8Tju8ArtgdSedPru857AZaT9gg1tNWoVRGGB2LUNbYed49PIhNDS3aRfmpe9vLJfd0c0CzwPhqHD+DA9tLULQoed04DC7ieM4tiCNxFOMoXQIl0PFpDEZs5Ok28vZdkBRZGYHAO1Osrk6nKqVKDHNBLt28r3/kHYZwKBABZAHInM1O3015oglUJlAMGMCnQ0h2C2xHUAkkRbTh9lKzHzEKYCpmh0A1PhEdgJAs6k3mkizBnTTzMRI+0Eh7imAWLOLDqqaTjeeeBMA8HpmMRZqpTABwsRpsV+hbue021ihnzXmj4USk6LhVPK9d4/sZplIRVBjdo4StjddyQO0HFByUSlnQzmFHrMbPQk8cj6w/n7DT9nEk7T5zkgovzRmqI20H6Si2pkRgwIVoJCanXafHc/zVuvBhEK+akyAKTIXcEeAjNDUOdIrmCRzbCTOPmHoo+mduAlmB0hcQGiw00hj0l1pwO3Qn0CcDalIRQ3Faj0Ar9obFzr+OgBgfXqJthKTPWc1+a7yfHVCipkFO8oq/SVsKKdoFIJdz27ZzbKZdsKiHYUbAbeDbW7KDiV/zGQl1OyEz5taU/mu/yOzGTf9j7HnSycRTJAN0JYBP3NPMbVZdLiA6jbys1Yq0+DUA0CcfACYY3Z6rQfxVIaVXwJWsJsAMDPLLhu1M8F7QnBzSZzCdZB0AGV1dbPZhbrlCGESp03LFTlowkTNDhBTcYM5wS43yEpTmKZHxBjxxyyU2dmd4mggpbrdUBfcfbuR4Tm8kVmIBWrOKVLouKjUMDNto8yuiGlMwaQAJ/fJmKzMMkxIx0XhQlu5R/tIwZidQutBORrKKfTSmEffIt9HTmiqfhmGOsEhgzjvxIYTHAYFMZPpMoCRup2pNKa46TFiAk3h0xo8DeLKAhBPiICJ5600WMGOIl+BCgBwHDhJ3W40ngK63iX3CfU6nufxzlGyuC6bbjLY5cvsaM1Oo/XAtAG0FEYmHxRSC6Vg7QcKdbsDLwMAdnGz4Aw2YG6TgdqgXq+dP5vZaffY5V3zVHzxdsDuJipGSd2Opo9G40mR2fEeTK+Ueh2gIlCphJqdRhqT54EjG8Tfs9LHihBG+xxHHWhZN+hxmK9n0WA3oKLITCeFSegwKFARA5GR8T7ssZTZqaQx2eBWl0N7Vl+Fwwp2FIUuysLk8sXcQSLhZTZhpF7XORhFz3AcDhuHxXp1pWzQRcQws8uyDKN/58wNdmK9IY/xK1RMoVWzK1SgAmg3lr9Pgt3Msz+Gv926wpjwR89FxZ9V89RgduFokhXvi5LGtNmB+rnkZ8nCy3qhohFQR5IoXOX3xJRCUaBSCWpMDWY3eFQ+kzErfawIwQB60NnEbspro1NDRSoqzE56Ho2kMfNldjoClYmgxASsYCeiEIEKIBOpkDTmNnK74In5ztFBAMD8lirzvVg0haE0GFMBNdmWYRojfgrydBwLgQqgzuwyaeDAK+Qh8z/Aam260KnZUWbXN6Jfs6MpzPpAEXrsKBTqdjSNmYiI10AU7sppOwCUBSqsz66Mx8maykdz76MpTApDzI4Eu7i/ld2U10ZHL41JN6l2t6GG/HzVmHo1u5EJMN4HsIIdQVpMDeW9KAsilTncMaT6jwBhwRF9CunBe0eo151utl4HiCmMxIi+SzoU1JhGanb5fFgpsxvpIedQCYUKVACR2WXX7I6/S1KR7hDQutz485lldjTYKUw8KKoSk4IpMveym+hw4ESMvJcJOJGBrbLSmIoCFZrGLMPgVgqWxlRgdjSFGRBS8oaYHfls22qmsZvycs5hwU6l/cCEOAXIrtkZ33jpNZVPBCUmYAU7AumHM99gF2zGSVs97ByPur1Pk9tqZzKmSOt1p5ut1wEis8ukBGNdbdQwF5UkGVjJanYKakw2xy6PxchXL0xR50lxXwnFYHZeFWb3/kvk+6yVxJvRKAzW7PoMCFSKqsSkaBREKr0KzC5GdvsRnrzHFdNjB4iLcsW1HmikMWmwO/1fyHcTNbtg4wx2U35pzBkAOHK+lOrRJsQpgFyN6TPB7PTswnZ3kfeTmsyPV1jBDhAXPVfA3KKZhUNusiNvPfRHcoNQr4sl09h1nFwwp0+rNv/E0iBlwkVlIJIQBlZS13n5gpNKZ9AtNLrnlca02bRFKqmEmMYqiNmp+GMK9TrMusTc8xlldqMJslmgjFJBoHKsmO4pFJTZndzPFJk02KUFZheFGzauCF6cxcR4E6iM9AJ9+8nPy64n30d7xdmFahDSmI3TZrOb8nr/nR6gSkiFKtmGmeixA+TMLpCHQEWJ2Y3EU3j8rSMAgCtPazH8nJUIK9gBxVEMAjjmIztyb1xgAkK9btuxMFIZHo1Bd347QJtdDHh6w1KRNflA2luUFex6huNIZ3g47Zz5RncKNrFc4bikNUaDH1hFKAW7SD/QuZn8PNtssKsm33Vn2iVIQOQzwnGo1+yK0nbADmAG4PDIFJm0qTwdF2bZ8W60VHvNOfGUGvTzE6+0YKfC7Gi9rnE+EJoKVAtpyV6NVCbPM2ZX2zKbGa+35fv+12qIVEwyO2ma0ejgVvJYoalcgdn9buMRhKNJzKz340MLpxh+zkpE0T8pa9aswRlnnIFgMIjGxkZceeWV2Lt3r+wxPM9j9erVaGlpgdfrxcqVK7Fz585iH4pxFCpOEXAiMF9+g8DstkjqdXn3RM1YQb7veEb3oWzywWgSPFNi+nJ8HWm9rjnkyV9STEUqSsyO9ls5/QUxZsWa3cHXSBBqOJUsVGagw+zqpK0HtO3AE1IUCZSkZidVZAo1JMbs4oTZxeCqrBQmIFcN0x7Bcg5upaAq5ESWQIWmMKefS77THketut3oSSFbwYGrasW9Vy3CzRfNMq+wptAKdiZ8MYEsgUoeasyo1P0JJCP1qzcI4/zaylnqMyLHCYoe7NavX4+bb74ZGzduxLp165BKpXD55ZdjdFS80O6//3488MADeOihh7Bp0yY0Nzfjsssuw/CwMbVh0VGIe4oE/aH5yPCSC0IIdnn310mx9LPk+7bfq9pmUVBml0hnEB0VzqlCzaSjnyzUBfWHabUfFEOcAijX7IT+Osy+NI/nMzbmJ5pMIx4mo4OU6nU8z7OaZ1sxgx2QU7djaamE6J5SMdMOKKTvM2X1ldx6cFQIdtPOId8bc4VBOaDCs2Az4HDhw4um4DsfODX/TayWItOkQMXtEH1x/WbSmMJjUxmeuD8J+OPmDpwciaO12ourTmtV+/Nxg6LLa/7+97/Lfn/00UfR2NiILVu24IILLgDP83jwwQdx11134eqrrwYAPP7442hqasKTTz6JG2+8sdiHpI9C3FMkcPiqcYBvwRyuk6REfLXgeR7vMnFKdf5PPveDZJEe7gIOvqq5yHuddrgcNiRSGQwPheEDFNsOth0jQf7U5gKCkVb7QTHEKUCuGTTPi/U6sylMQFegEnA74LLbkEhnMDLQDTegWK8biqbYBOe8ap5aoHW7HiKYoMyOT4ppzIpqOwAAhxuwu4B0grz33mpJGrPCBCqxIWIRBuQyOy2RitBjh1BbcY5NM9iZS2MCwC0Xz8aB3hG01xv3S/VJWmaiiTTcDjuS6QweWU+O6cYLZ8JpcOp5JaPk/0E4TBbU2lqyOz906BC6u7tx+eWXs8e43W5ceOGF2LBhg+JzxONxDA0Nyb6KikLcUyTwux3YxgsXr1Cv6+iP4uRIAk47Z8zKSg0ON7DwGvLz1qc0H8pxHJu4PToi/G8Kwa4ghSiF1uQDujMtlNkxM+gBIhjp2U2Cq8MLTDvX/PNRZpeKKSr0OI5j7C42KKhMlZSYgyTw1PldTL5dNDTKF17WN5Uix1uRaUwgV6RSEfPsFAQqHW+TNHjNDPEaVvEllUGo15lOnauBNpYruaiYFKgAwM0XzcYDn1pqimk67DZW+6XDp/9v63F0DkZRH3DjU8uLFNjLjJIGO57ncdttt+H888/HwoVkUnd3N3H4bmpqkj22qamJ3ZeNNWvWIBQKsa+2tiKf/CLV7PwuO36XugQ9zlZg+RcAAFuOkjrTgpZQ4U3HS68l3/f8RXE8jRS0bhcZFRadrGBXsEKUQovZFcM9BRDTmHyGsDHacjDj/Pz6t9xB4jgP6DaWJ4aIu71WQ3lR63UUTJG5D0inmEDFTpkd3JheWyHTDqTIHuBaCWlMpUnlLIUp2SzVnwKAI3Va2m6SDUGJyUycCwWt2UX6cq/FPJhdvhAby1NIZ3j8/LX3AQBfXtFePLOEMqOkwe6WW27Btm3b8NRTuUwke+fB87zqbuTOO+9EOBxmXx0dHcU90CKpMX1uB97h5+KOlseAWRcDAN45MgigwHodRctpZBFMxYCdz2o+lNbt4jTYZaWRClaIUkgFKtmNscVKYzpc8rE8BwpIYQLE0VbHDJq2H2RGhGCn2WNXAoZVPZ28Z+kEMHBIZHbUBJp3VzazYzW7SlBjCucpFSOZASBXnAKQoFgznfysxu6KncZ0BwF/I/k5m92ZFKgUAr/EMuzvO7pxsHcUIa8Tnzt7eslfe6xQsmD3jW98A88//zxeffVVTJ0qUv7mZiJVz2ZxPT09OWyPwu12o6qqSvZVVBRJoEJ33xGJxxxLFebjnJINjgOWCEIVnVQmlc/HqL1U1gdGelwFuebTMT/JUbnkHCieQAUQU5mDR8WFKh9xCoXBxnLRKkwp2JVAiUlhs8kUmdRt3g1iKpBxeBCqlNE+UmS7qFRSUzlA0sDJGNC5hfw+PSsNrle3Cxc52AHqdTuTApVCIHVR+dmrhNXdcO4MtqZNBBQ92PE8j1tuuQV//vOf8corr6C9vV12f3t7O5qbm7Fu3Tp2WyKRwPr163HuuXnUX4qBIglUfNJp0iCzx/YIM+wKEqdIsfjTAGcDOjYCfQdUH0ZrTsko3R3KFxvaDlEw43T5xRE82UMo48XZRAAQg93u5wnbqZ5GxiflC73GciGQOGLUKmyM3FOkkNTtqLrOJwQ7p7f0C2BeyB7zUwnz7KRtD8kocPwdcg35G8VAQ9FwCvmuxuyKncYE5LZhUoxhsKNr19+2d2NX1xB8LjtuOHdGyV93LFH0YHfzzTfjt7/9LZ588kkEg0F0d3eju7sb0ShZGDiOw6pVq3Dvvffi2WefxY4dO3DDDTfA5/Ph2muvLfbhGEORanaM2QlOBO8dG0Q6w2NKyIMpoSJ92KumsBQp3lNnd1Sgko7RYCfWd4qmEJUeE5ArUmEClcLOKwBRkUnTt7MuIUw3Xxg0g3bFqXtKbs2usxTuKVI0iIIJh90Gt8MGjxDsvL7Sp7byQrZAhfXZldEb02YTXz8ZAY78g/w8/dzca6hRg9nFR8TNUVGZHe21K18akwa7p94mrRWfO3s6sx2cKCh6sHv44YcRDoexcuVKTJkyhX39/ve/Z4+54447sGrVKtx0001Yvnw5Ojs7sXbtWgSDZdqtFkmNSZszR4Q05rvCpIOC1I5KoEKV954WaxBZoD52GVrkloz3KZpClEJNpFIsgQogilToYlNIChMwbBnmTQ6SGxSZHU1jlihFxxZe0vcVcDvg5Yhfp89focxOKlDh+cpIY0pfPxEBjgjOKdkpTEC2wcipQVMlpjtUnNQ8hWoacywFKmTtSmV4uBw2fPn8dp2/GH8oekKWN+DKz3EcVq9ejdWrVxf75fMDTbnQOk6eoKkmyuwKmnSghVOuIB+4cAdw+A1g5oU5D6n1uzAFfTgj/CK5gbIviPW6oihEAfX2g2IJVAC5VZfNAbRfUNjz6dTsyK6WRyAtXBtZNbtwNImhGO2xKzGz69sPpFPwux3wJQizCxa7bl0sSAUq6STAC/XrcqYxARLsov3kuDreJrfRZnIp6ucC4MhjR3uBQKN4XylSmIC6i0oZmB0AfGr5VDRWlZGJlwjjv1OwGCiSQMXP0phppDO8RARSXdDz5sDpARZeRX5WSWXWORP4X9d/ojozADQuAJbdwO4rWr2OgvljqjC7YgpUAKDtrCK4sugxOxeqEIEDgjluFrOjKcxav8vU7DBTCLURRp5OAP0H4Xc74BXSmNVVRWDkpYBUoJKS9DCWndkJwfbY26R/zR0CmhbkPs7lE6YRILduJ4z2KWoKExCZ3Ui33NKsDDU7u43DjRfMKvnrlQNWsMtkilZbkvrR7e4awkAkCZfDVpxUYTaWXke+7/q/3KGumQwWb7oD821H0I8QcO3Tsg9MURWigLo/ZlGZnSTY0ZplIdCt2blQy9EexYCsn4/nefzvm6S+MqOUll02myiY6N2NgNsOj5DGrK2u0GAnHeBK63WczdDw0ZKCBjvqvDPtLOJBqgS1ul2xG8opvDVipkEw/kYmIzK7MQh2jUFyfV+5tLXynHmKBCvYJUZEV/sCg53HaQP1Sn19P+nPWtwaKo0z/dQzgNpZpCay63n5fS//O0JH1iLOO/H11LdFN3eQFGvRFaLMH1NNoFLkNGah9TrAELOrBTl+PmvawSPrD+KZd47BbuPwrcvmFn4sWpDYhvndDqbGrAlVl/Z18wVdmGND8npdIWKiYoAKtKg4RSmFSdGg4qRSqjQmkFu3k05VH4M05hfPb8c9H1+Af/+4AtudILCCHU1h2l0FT1PmOI6xuzf3EweGootTxBcThSpbnxRvf/d3wD8eBADckfwK/pmaLRvK+F5HuPgKUSZQyWo9iBWR2dFJ0v4GoHlx4c+nV7PzuVAnMLu0Vwx2L+7sxv0vkh3/3R+djxVzGgo/Fi0wc+LdsjSm3V2B7imAXKBSCQ3lFPQYqH3Z9PPUH6vG7IrdUC5FdrCj4hTONibnr9bvwr+cM7H66rJhBbsiuadQ0PrN5sMlqtdJseQzADjgyJsk/XFkA/D/3QoA4Ffcjr9yZCxQfyTB/qQofpjZoMxu5ASQFmpcmbTo7VeMYNd2FrDyTuDqX+aMKsoLOszOabeh1UV213FnNQBg5/EwVj29FTwPfP7s6fiXc2YUfhx6YGNn9iDgcsDLCZPqKyGAKIH2XMYqLdhJUnMOD3EjUoOaIpOlMcci2EnqdeVmxRMEVrArkjiFgo7LoKMyiq7ElCI0VVQlrv8R8PR1QCYJzP84uIvuEieWj0qCXSkUov4G4jXJZ4BRYSSOtI5YjDSmzQas/F5x6nWAJNgNqj5kupNcG1FnDXqGYvjy45sRTaaxYk497v7ofNW/Kyoos+t7HyEX4IXwXioYe1cEFJldBdSApAG3dTmxoFND/VzCqGKDwIhwPaeTYpp+LNKYeZhAW9CGFeyK5J5CIU0DtFZ7Sy/hpUKVrb8lcukpS4ErHwFsNjHYCcyO53m82zEIoMiM02YXFZlUpEIZs91NJjZUGqhAJTao2qt4Pv8OAKAzsABf+c0WdIVjmNngx0PXng7HWI08CbWRmk0miU/OjMNvE4JdJbAlJUhbD2jNrpwN5RTSgKvUXyd7rEecRkCnlg8dJ5s5u0v0siwmWPvBYfJ9DHvsJgusYFck9xQKab9K0aT9Wpj3EbGAHZwCfPYpZg1GLcMGIkkAwOG+CPpHE6VRiLL2A2H3W0xxSilAa3Z8RtxFSzFwGHNS+5DmOXxnxzS81zGIap8Tv77+DIS8Y6gs5DimyJyDo3DxNNhVAFtSAhWo8GlxckAlHKss2GmIUygaxfQxADGFWdVanDR6NiizC3cAqfiY9thNFljBrkjuKRRSZlfSeh2Fyw+s+DbxifzsU2L9DMhJY9IUZkkUotntB8V0TykFnB7RM1GpbrfzOQDAxsx87Bv1wWHj8PB1yzDDxFDMooHW7TrfEW+rhACiBJdfHJ80IswCrAQWSo+BswNTz9R/fIMoDAJQWiUmQEoBrgAAHhg4YjG7EmDiSm+MIl5sZicJdmPB7ABgxW3kKwvU246mMbeUQJySSqWQSCSA2gVAaC8QGQUiEfI9NAeomUt+r0Q0nAZEeoGhAcCdlZo6tAkIzcE/Uh9Ce9qBb148G0umeBEpx//StAwI/RMY6CbnFAASGSBVoee1fglhy7E4Od7A9PJfA+5Gciz1pwJpm/7x1C8hjx8eIo8dGhD+/rTS/S9TVwB97wO9R4F4krxe1azyn7sywel0wuFwFDaVRQKON+LvVWEYGhpCKBRCOBwufNzP2n8DNvwUOOcW4AP/UfCx3fnnbXjq7Q54nDZsX/2Bso6z/9GLe/CzVw/g+nOm498/vhAffPB17OkexiOfOx0fXDhF/wk0wPM8jh49ipMnVYZcWrBgwUKBcDgcaG1tRV1dnWrQMxoPLGbHBCrVRXk62me3eGp1WQMdIEljRpIYiaew74TQTF4EJSYNdK2trQgEArCVoo5hwYKFSQme55FMJtHf348jR45gaGgIM2fO1P9DDVjBrsgClVmNJMd+0SklUGyZhFSN+V7HIDI8mb1WqEI0lUqxQEeH8VqwYMFCsVFdXY2uri50dnaiv78fy5YtyzutaQW7IgtUPnNGG86YUYv2cggZslArqdltKWJ/XSJBaoCBgFU8t2DBQmlRVVWF48ePY9OmTfD5fJg/P78eVyv3VGQHFY7jMLsxALut/K4H1cK07YHRZEkmMFipSwsWLJQalMnxPI99+/bl/TzWalXkNGYlgTK7/tFE6QbJWrBgwcIYwO12FySIs9KYRbYLqyTQaeXRZBrRZBoepw3zpky8/9OCBQsTHxzHIaPidmQEFrMrsl1YJaHK45ClUytBIVrpeOyxx8BxHPtyOByYOnUqvvCFL6Czs7Pch1cyPPjgg7j66qvR3t4OjuOwcuXKch/ShMRkvL727duH22+/HcuWLUN1dTVqa2tx3nnn4U9/+tOYHsfkXvmSMSAtuMhXqq1VAeA4DjU+0dqqpKbUEwyPPvoo3nrrLaxbtw5f+cpX8NRTT2HFihUYHR3V/+NxiEceeQRHjhzBxRdfjIaGEo8tsjCprq+1a9fihRdewCc+8Qn88Y9/xO9+9zvMmTMHn/zkJ3HPPfeM2XFM7jQmFaeAm7Du4jU+F06OEPXkmNiXTRAsXLgQy5cvBwBcdNFFSKfT+P73v4/nnnsO1113XUHPHYlE4PNVlt3Xrl27mOBo4cKFZT6aiY/JdH195jOfwc033yxrGfjQhz6EkydP4r777sN3v/tduN2lN4uf3MxO2nYwQZWFtNcOKK04hed5RBKpivoqpjnQ2WefDQA4cuQI+39//vOfY+nSpfB6vaipqcE111yDgwcPyv5u5cqVWLhwIV5//XWce+658Pl8+OIXvwgAeOWVV7By5UrU1dXB6/Vi2rRp+MQnPiGzJOvv78dNN92E1tZWuFwuzJw5E3fddRfi8bjsdTiOwy233ILf/OY3mDdvHnw+H5YsWYK//OUvhv6/ilfW8jyQGK2sL+v6MnR91dfXK/bGnXnmmYhEIujv7zd3svLE5GZ2TJwy8ep1FHTywfQ6H+oDpds9RZNpzP9/XyzZ8+eDXfd8QOZVWgjef/99AGApvhtvvBGPPfYYvvnNb+K+++5Df38/7rnnHpx77rl477330NTUxP62q6sLn/vc53DHHXfg3nvvhc1mw+HDh3HFFVdgxYoV+PWvf43q6mp0dnbi73//OxKJBHw+H2KxGC666CIcOHAA//7v/47FixfjjTfewJo1a7B161a88MILsmN84YUXsGnTJtxzzz0IBAK4//77cdVVV2Hv3r0Fu0+UHckIcG+L/uPGEv96vGhzBSfj9fXqq6+ioaEBjY1jY8BhBTtgQopTKGj7gVWvM4d0Oo1UKoVYLIb169fjBz/4AYLBID72sY9h48aN+NWvfoUf//jHuO020YB7xYoVmDt3Lh544AHcd9997Pb+/n788Y9/xMUXi4Nnn3nmGcRiMfzoRz/CkiVL2O3XXnst+/nxxx/Htm3b8Ic//AGf/OQnAQCXXXYZAoEAvvvd72LdunW47LLL2OOj0SheeuklBIMkJX/66aejpaUFf/jDH/C9732v+CfJQt6Y7NfX//zP/+C1117DT37yE9jtdv0/KAKsYAdMSHEKxeXzm/H6vpP45LKpJX0dr9OOXfd8oKSvYRZeZ/4fIppWoli0aBEefvhhNDU14ac//Sk4jsPnPvc5pFIp9pjm5mYsWbIEr732muxva2pqZAsRACxduhQulwtf/epXcdNNN2HFihU5u+NXXnkFfr8f11xzjez2G264Ad/97nfx8ssvyxajiy66iC1EANDU1ITGxkaWGhvXcPoIk6okFDBmaTJfX3/7299w880345prrsE3vvENU39bCCZ3sCuye0ol4qJTG/GP712s/8ACwXFc0VKGlYAnnngC8+bNg8PhQFNTE6ZMEadEnDhxAjzPy1JJUmQvKtK/pZg1axZeeukl3H///bj55psxOjqKmTNn4pvf/CZuvfVWAEBfXx+am5tz6h2NjY1wOBzo6+uT3V5XV5fzOm63G9Fo1Ng/XcnguKKlDCsBk/X6evHFF3H11Vfjsssuw+9+97uije8xgomzOuWDSZDGtJAf5s2bx9Ry2aAF9zfeeENRRZZ9m9oHesWKFVixYgXS6TQ2b96Mn/70p1i1ahWamprwmc98BnV1dfjnP/8Jnudlz9HT04NUKoX6+voC/kML5cRkvL5efPFFXHnllbjwwgvxzDPPwOVy6f9REVHhEqwSYwK7p1goHT7ykY+A53l0dnZi+fLlOV+LFi0y9Xx2ux1nnXUWfvaznwEA3nmHTCS/5JJLMDIygueee072+CeeeILdb2HiYSJeX2vXrsWVV16J888/H88999yYtBpkY5Izu4mfxrRQfJx33nn46le/ii984QvYvHkzLrjgAvj9fnR1deHNN9/EokWL8PWvf13zOR555BG88soruOKKKzBt2jTEYjH8+te/BgBceumlAIB/+Zd/wc9+9jNcf/31OHz4MBYtWoQ333wT9957Lz784Q+zxxUDmzdvxuHDhwGQYZg8zzOHizPOOAPTp08v2mtZ0MZEu77efPNNXHnllWhubsa//uu/YuvWrbL758+fX/gQbgOY5MFu4gtULJQGv/jFL3D22WfjF7/4BX7+858jk8mgpaUF5513Hs4880zdv1+6dCnWrl2Lu+++G93d3QgEAli4cCGef/55XH755QAAj8eDV199FXfddRd+9KMfobe3F62trbj99ttx9913F/X/eeihh/D444/LbqMKvUcffRQ33HBDUV/PgjYm0vX10ksvIRqN4vDhwzlCGoC0IIyFPR3HF7PzdoxgdAy7Lp78NLDv78DHfgqc/i/FO8AJjkgkgt27d7PmUgsWLFgoFeh6s23bNiSTSXz1q1+V3W80Hlg1O8BKY1qwYMHCBIcV7ABLoGLBggULExxlDXY///nP0d7eDo/Hg2XLluGNN94Y2wOwBCoWLFiwMClQtmD3+9//HqtWrcJdd92Fd999FytWrMCHPvQhHD16dOwOwkpjWrBgwcKkQNmC3QMPPIAvfelL+PKXv4x58+bhwQcfRFtbGx5++OGxOYBMGkgMk5+tYGfBggULExplCXaJRAJbtmxhEliKyy+/HBs2bMh5fDwex9DQkOyrYMQlz2HV7PJCJpMp9yFYsGBhgoM2DBTaOFCWYHfy5Emk0+kc77empiZ0d3fnPH7NmjUIhULsq62trfCDSCWAltOAxvmAY2xta8Y7qM3PyMhImY/EggULEx3U5CB7xp5ZlLWpPNvTLdujjeLOO++UjboYGhoqPOAFm4CvvlbYc0xSOBwO1NfXo7OzEwAQCAQqf/inBQsWxg14nkcymUR/fz8GBgYQDoeRSqXgcOQfssoS7Orr62G323NYXE9Pj6LTt9vtLouXmgV1TJs2DZlMhgU8CxYsWCg20uk0ent7EQ6HEYvF0NKS/wDfsgQ7l8uFZcuWYd26dbjqqqvY7evWrcPHP/7xchySBZPgOA7t7e04cuQItm/fjurqani93jEd2WHBgoWJi1QqhXQ6jUwmg3A4jEwmg9mzZ+f9fGVLY9522234/Oc/j+XLl+Occ87BL3/5Sxw9ehRf+9rXynVIFvLAOeecg5GRERw4cACRSKTch2PBgoUJBo7jEAgEcPbZZ2PhwoV5P0/Zgt2nP/1p9PX14Z577kFXVxcWLlyIv/71r5a7+jiD2+3GFVdcwXLrlkLTggULxYTdbkdDQ0PBkxEmtxG0BQsWLFgY17CMoC1YsGDBggUBVrCzYMGCBQsTHuNyeCvNvBbFScWCBQsWLIxb0DigV5Ebl8FueJh4WhbFScWCBQsWLIx7DA8PIxRS9zkelwKVTCaD48ePIxgMFtTXRZ1YOjo6LKGLAqzzow3r/GjDOj/asM6POsycG57nMTw8jJaWFk0np3HJ7Gw2G6ZOnVq056uqqrIuNg1Y50cb1vnRhnV+tGGdH3UYPTdajI7CEqhYsGDBgoUJDyvYWbBgwYKFCY9JHezcbjfuvvtuy2RaBdb50YZ1frRhnR9tWOdHHaU4N+NSoGLBggULFiyYwaRmdhYsWLBgYXLACnYWLFiwYGHCwwp2FixYsGBhwsMKdhYsWLBgYcLDCnYWLFiwYGHCY9IGu5///Odob2+Hx+PBsmXL8MYbb5T7kMqG119/HR/96EfR0tICjuPw3HPPye7neR6rV69GS0sLvF4vVq5ciZ07d5bnYMcYa9aswRlnnIFgMIjGxkZceeWV2Lt3r+wxk/n8PPzww1i8eDFzujjnnHPwt7/9jd0/mc9NNtasWQOO47Bq1Sp222Q/P6tXrwbHcbKv5uZmdn8xz8+kDHa///3vsWrVKtx111149913sWLFCnzoQx/C0aNHy31oZcHo6CiWLFmChx56SPH++++/Hw888AAeeughbNq0Cc3NzbjsssuYIfdExvr163HzzTdj48aNWLduHVKpFC6//HKMjo6yx0zm8zN16lT88Ic/xObNm7F582ZcfPHF+PjHP84WpMl8bqTYtGkTfvnLX2Lx4sWy263zAyxYsABdXV3sa/v27ey+op4ffhLizDPP5L/2ta/Jbjv11FP5733ve2U6osoBAP7ZZ59lv2cyGb65uZn/4Q9/yG6LxWJ8KBTiH3nkkTIcYXnR09PDA+DXr1/P87x1fpRQU1PD/8///I91bgQMDw/zc+bM4detW8dfeOGF/K233srzvHXt8DzP33333fySJUsU7yv2+Zl0zC6RSGDLli24/PLLZbdffvnl2LBhQ5mOqnJx6NAhdHd3y86X2+3GhRdeOCnPVzgcBgDU1tYCsM6PFOl0Gk8//TRGR0dxzjnnWOdGwM0334wrrrgCl156qex26/wQ7N+/Hy0tLWhvb8dnPvMZHDx4EEDxz8+4nHpQCE6ePIl0Oo2mpibZ7U1NTeju7i7TUVUu6DlROl9HjhwpxyGVDTzP47bbbsP555+PhQsXArDODwBs374d55xzDmKxGAKBAJ599lnMnz+fLUiT+dw8/fTTeOedd7Bp06ac+6xrBzjrrLPwxBNPYO7cuThx4gR+8IMf4Nxzz8XOnTuLfn4mXbCjyJ6Dx/N8QbPxJjqs8wXccsst2LZtG958882c+ybz+TnllFOwdetWDA4O4plnnsH111+P9evXs/sn67np6OjArbfeirVr18Lj8ag+brKeHwD40Ic+xH5etGgRzjnnHMyaNQuPP/44zj77bADFOz+TLo1ZX18Pu92ew+J6enpydhAWwJRRk/18feMb38Dzzz+PV199VTZL0To/gMvlwuzZs7F8+XKsWbMGS5YswU9+8pNJf262bNmCnp4eLFu2DA6HAw6HA+vXr8d///d/w+FwsHMwWc+PEvx+PxYtWoT9+/cX/fqZdMHO5XJh2bJlWLdunez2devW4dxzzy3TUVUu2tvb0dzcLDtfiUQC69evnxTni+d53HLLLfjzn/+MV155Be3t7bL7J/v5UQLP84jH45P+3FxyySXYvn07tm7dyr6WL1+O6667Dlu3bsXMmTMn9flRQjwex+7duzFlypTiXz+mJS0TAE8//TTvdDr5//3f/+V37drFr1q1ivf7/fzhw4fLfWhlwfDwMP/uu+/y7777Lg+Af+CBB/h3332XP3LkCM/zPP/DH/6QD4VC/J///Gd++/bt/Gc/+1l+ypQp/NDQUJmPvPT4+te/zodCIf61117ju7q62FckEmGPmczn58477+Rff/11/tChQ/y2bdv4f/3Xf+VtNhu/du1anucn97lRglSNyfPW+fn2t7/Nv/baa/zBgwf5jRs38h/5yEf4YDDI1uJinp9JGex4nud/9rOf8dOnT+ddLhd/+umnMyn5ZMSrr77KA8j5uv7663meJxLgu+++m29ububdbjd/wQUX8Nu3by/vQY8RlM4LAP7RRx9lj5nM5+eLX/wi+xw1NDTwl1xyCQt0PD+5z40SsoPdZD8/n/70p/kpU6bwTqeTb2lp4a+++mp+586d7P5inh9rnp0FCxYsWJjwmHQ1OwsWLFiwMPlgBTsLFixYsDDhYQU7CxYsWLAw4WEFOwsWLFiwMOFhBTsLFixYsDDhYQU7CxYsWLAw4WEFOwsWLFiwMOFhBTsLFixYsDDhYQU7CxYsWLAw4WEFOwsWLFiwMOFhBTsLFixYsDDh8f8DUSABuqTvPfsAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "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 the legend\n", + "fontsize = 12, #change font size\n", + "ncol = 2, #specify number of columns\n", + "shadow = True )\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "67e6ee7a-39b3-4546-979f-697723b9cca5", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\cmagg\\AppData\\Local\\Temp\\ipykernel_6248\\1246360544.py:6: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\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))\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))\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "a8221287-40b5-4a2d-9600-c9656489060f", + "metadata": { + "tags": [] + }, + "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": [ + "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')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "7181040c-5605-4a87-908b-9851bef0aad2", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(10, 95, 'This value is important!')" + ] + }, + "execution_count": 7, + "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))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.text(10, 95, \"This value is important!\")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "4fa3f2d0-8260-43a0-8f26-a972e69c38b3", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\cmagg\\AppData\\Local\\Temp\\ipykernel_6248\\1039614938.py:9: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\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))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ha='center', \n", + "##alignment of text\n", + "ax.text(10, 95, \"This value is important\", color='red'), ##modify font colour\n", + "size = 20 \n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "a238efa4-009d-4c2b-9036-f5c8719b9322", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.0, 10.0, 0.0, 10.0)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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kI1AAgHQECgCQjkABANIRKABAOgIFAEhHoAAA6QgUACAdgQIApCNQAIB0BAoAkI5AAQDSESgAQDoCBQBIR6AAAOkIFAAgHYECAKQjUACAdAQKAJCOQAEA0hmwQHn44YejtbU1RowYEdOnT48XX3xxoA4FAAwyAxIoa9eujY6Ojrj33ntj27Ztcemll8a1114bu3btGojDAQCDTF1RFEXZO7344ovjwgsvjNWrV/etnX322TFv3rzo7Ozst221Wo1qtdr3vKenJyZOnBi7d++OhoaGskcDAAZAb29vtLS0xIcffhiNjY0nvL9TSpipn4MHD8bWrVtj8eLF/dZnz54dmzdvPmr7zs7OePDBB49ab2lpKXs0AGCA/eMf/8gZKB988EEcPnw4xo8f3299/PjxsWfPnqO2X7JkSSxcuLDv+YcffhiTJk2KXbt2lfIP5MR8WsSuaNWe1yIPr0UeXos8Pn0HZMyYMaXsr/RA+VRdXV2/50VRHLUWEVGpVKJSqRy13tjY6D9bIg0NDV6PJLwWeXgt8vBa5DFsWDm3t5Z+k+zpp58e9fX1R10t2bt371FXVQAAjqX0QBk+fHhMnz49uru7+613d3fHjBkzyj4cADAIDchbPAsXLoxbb7012tra4pJLLomurq7YtWtXzJ8//zN/t1KpxP3333/Mt334/Hk98vBa5OG1yMNrkUfZr8WAfMw44pM/1LZixYr429/+FtOmTYuf//zncdlllw3EoQCAQWbAAgUA4P/Kd/EAAOkIFAAgHYECAKQjUACAdNIFysMPPxytra0xYsSImD59erz44ou1HmnI6ezsjIsuuihGjx4d48aNi3nz5sXbb79d67GIT16burq66OjoqPUoQ9b7778ft9xyS4wdOzZGjRoV559/fmzdurXWYw05hw4divvuuy9aW1tj5MiRcdZZZ8VDDz0UR44cqfVog97GjRtj7ty50dzcHHV1dfH000/3+3lRFPHAAw9Ec3NzjBw5Mq644op46623jvs4qQJl7dq10dHREffee29s27YtLr300rj22mtj165dtR5tSNmwYUO0t7fHyy+/HN3d3XHo0KGYPXt2HDhwoNajDWlbtmyJrq6uOPfcc2s9ypC1b9++mDlzZnzhC1+IZ599Nv70pz/Fz372szjttNNqPdqQs3z58njkkUdi1apV8ec//zlWrFgRP/nJT+KXv/xlrUcb9A4cOBDnnXderFq16pg/X7FiRaxcuTJWrVoVW7Zsiaamprjmmmti//79x3egIpEvf/nLxfz58/utTZkypVi8eHGNJqIoimLv3r1FRBQbNmyo9ShD1v79+4vJkycX3d3dxeWXX14sWLCg1iMNSYsWLSpmzZpV6zEoimLOnDnFHXfc0W/tq1/9anHLLbfUaKKhKSKKdevW9T0/cuRI0dTUVPz4xz/uW/v3v/9dNDY2Fo888shx7TvNFZSDBw/G1q1bY/bs2f3WZ8+eHZs3b67RVER88g2VEVHaN1Ry/Nrb22POnDlx9dVX13qUIW39+vXR1tYWN9xwQ4wbNy4uuOCCePTRR2s91pA0a9aseP7552PHjh0REfH666/Hpk2b4rrrrqvxZEPbzp07Y8+ePf3O5ZVKJS6//PLjPpcP2LcZH68PPvggDh8+fNQXCo4fP/6oLx7k81MURSxcuDBmzZoV06ZNq/U4Q9JTTz0Vr732WmzZsqXWowx57777bqxevToWLlwY3/ve9+KVV16Ju+++OyqVSnzjG9+o9XhDyqJFi6KnpyemTJkS9fX1cfjw4Vi6dGnceOONtR5tSPv0fH2sc/l77713XPtKEyifqqur6/e8KIqj1vj83HnnnfHGG2/Epk2baj3KkLR79+5YsGBBPPfcczFixIhajzPkHTlyJNra2mLZsmUREXHBBRfEW2+9FatXrxYon7O1a9fGE088EWvWrImpU6fG9u3bo6OjI5qbm+O2226r9XhDXhnn8jSBcvrpp0d9ff1RV0v27t17VInx+bjrrrti/fr1sXHjxjjjjDNqPc6QtHXr1ti7d29Mnz69b+3w4cOxcePGWLVqVVSr1aivr6/hhEPLhAkT4pxzzum3dvbZZ8dvfvObGk00dH3nO9+JxYsXx9e//vWIiPjSl74U7733XnR2dgqUGmpqaoqIT66kTJgwoW/9/3IuT3MPyvDhw2P69OnR3d3db727uztmzJhRo6mGpqIo4s4774zf/va38Yc//CFaW1trPdKQddVVV8Wbb74Z27dv73u0tbXFzTffHNu3bxcnn7OZM2ce9ZH7HTt2xKRJk2o00dD18ccfx7Bh/U9h9fX1PmZcY62trdHU1NTvXH7w4MHYsGHDcZ/L01xBiYhYuHBh3HrrrdHW1haXXHJJdHV1xa5du2L+/Pm1Hm1IaW9vjzVr1sQzzzwTo0eP7ruq1djYGCNHjqzxdEPL6NGjj7r359RTT42xY8e6J6gG7rnnnpgxY0YsW7Ysvva1r8Urr7wSXV1d0dXVVevRhpy5c+fG0qVLY+LEiTF16tTYtm1brFy5Mu64445ajzboffTRR/HOO+/0Pd+5c2ds3749xowZExMnToyOjo5YtmxZTJ48OSZPnhzLli2LUaNGxU033XR8ByrjY0Zl+p//+Z9i0qRJxfDhw4sLL7zQR1trICKO+XjsscdqPRpF4WPGNfa73/2umDZtWlGpVIopU6YUXV1dtR5pSOrt7S0WLFhQTJw4sRgxYkRx1llnFffee29RrVZrPdqg98c//vGY54jbbrutKIpPPmp8//33F01NTUWlUikuu+yy4s033zzu49QVRVGUUVQAAGVJcw8KAMCnBAoAkI5AAQDSESgAQDoCBQBIR6AAAOkIFAAgHYECAKQjUACAdAQKAJCOQAEA0vl/hI24HKcuX58AAAAASUVORK5CYII=", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "ax.axis([0, 10, 0, 10])\n", + "ax.text(1, 5, \". Data:(1, 5)\",\n", + " transform=ax.transData)\n", + "\n", + "ax.text(0.5, 0.1, \". Axes:(0.5, 0.1)\",\n", + " transform=ax.transAxes)\n", + "\n", + "ax.text(0.2, 0.2, \". Figure:(0.2, 0.2)\",\n", + " transform=fig.transFigure)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "c13c4a99-7bea-4f9a-a149-de395941e21f", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\cmagg\\AppData\\Local\\Temp\\ipykernel_6248\\3968278756.py:5: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(20, 94, 'This is important!')" + ] + }, + "execution_count": 19, + "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))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "fig.show()\n", + "ax.annotate('This is important!', xy=(10, 95), xytext=(20, 94),\n", + "arrowprops=dict(facecolor='black'))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "56fa383c-7053-470b-a72d-bfbf770a58e7", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "\n", + "ax.scatter(x, y1, label=\"Person 1\")\n", + "ax.scatter(x, y2, label=\"Person 2\")\n", + "\n", + "ax.legend(loc='lower right')\n", + "\n", + "ax.annotate(\n", + " 'This is important!',\n", + " xy=(10, 95),\n", + " xytext=(20, 94),\n", + " arrowprops=dict(\n", + " arrowstyle=\"wedge\",\n", + " color=\"hotpink\"\n", + " )\n", + ")\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "ff6e4c82-06e0-4d23-b951-e89801bcb1de", + "metadata": { + "tags": [] + }, + "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')\n", + "ax.yaxis.set_major_locator(plt.NullLocator()) \n", + "ax.xaxis.set_major_formatter(plt.NullFormatter())" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "5a826c83-75b2-4846-a67f-90048e6ecd37", + "metadata": { + "tags": [] + }, + "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')\n", + "ax.xaxis.set_major_locator(plt.MaxNLocator(3))" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "74b28484-b2e4-4381-abac-00ac3284bcf1", + "metadata": { + "tags": [] + }, + "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')\n", + "ax.xaxis.set_major_locator(plt.MultipleLocator(5))" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "396000db-aac3-4ac7-b151-e8dc392ae2d3", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([-10., 0., 10., 20., 30., 40., 50., 60.]),\n", + " [Text(-10.0, 0, '−10'),\n", + " Text(0.0, 0, '0'),\n", + " Text(10.0, 0, '10'),\n", + " Text(20.0, 0, '20'),\n", + " Text(30.0, 0, '30'),\n", + " Text(40.0, 0, '40'),\n", + " Text(50.0, 0, '50'),\n", + " Text(60.0, 0, '60')])" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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uRZ3N+PPC/xh7ISSMNm8lvKJxy6ajZRukMQTpVfHArZN4H7MjyiXVvng5oGUbpLFMs8Ft3UZyMN40uTTD0WHGH86YaFtBWydRy464RIp98VJHyzZIUwjSq+KBWydRy464zNZMPGIdpZsjTSVIr4pp7ad/vef6hzpcdiBH1LIjRGC0bIPwQZBeFStrP5W6dRIFO0IERss2CF9MvSq8spbxR4GoG5MQgQkywYAQ4hIKdoQIzJkEyrRsgxBhUbAjxA1o2QYh4qIxO0LcRHbLNgx6j5i4IDWSy7KjkHpAwY4QNxJkgoEQGrn1C2kayWXZUVA9oNyYhHgwq62Iy19b3/rFNMKowDVYUmBrGx9Tm27L9H4YExHkvlaWrS2AJFYPKDcmIcQua62Idv7e+LfXQvjay/dycIlxbZYMu7KkypksO5lf/S9GH/4cnDtaWQ63AJJfPaAJKoR4IFu5OsPKz8O3UmfnmXW2fiG8cZRlJ1aVjeTa1Ibb8pg2Ws09wG+BXNkCSCYo2BHiYey1IoJw17kXKf+NzyKZ6Q0MJ68VY/+5Wzh5rdi1DUllzF72HBUMWOH9GQBraZud32jVJc7+fQWqB0KgbkxCPIy9VkQRAp17EQG2fpHc5Aw3spc9Z6DqMkI5e3lTm7bRqlUK3AKIWnaEeBh7rYhsQ3cUsNaw3aASZusXT98CyV6WHVFa2wrcAoiCHSEexl4rwgAVkmrjAQDMVr4Xnrd+cTQ5AzBugaTkLk17WXZEaW2btgCyWiJ5bgFEwY4QD+MoV+dhw0C87b3IbVu/0BZIRray7Nxo2QeVvlq4vZWlsC2AaMyOEA/jzGagI8e/DC5iiVvWdNEWSA/ZzLJzeZ04G60qaAsgCnaEeCBTK6L+hBBt/Qkhbtj6hbZAsmQ1y46plWU1m8kaYVtZCtkCiIIdIR5KKrk6Td2qupIqq+N2HIxB2OO3QFJQK0sMFOwI8WBSyNXpTLcqbYH0gEJaWWKgCSqEENHRFkhEaNSyI4RIglS6VYkyUbAjhEiGFLpViTJRsCOSIblNKwkhikHBjkiCJ+dFJIQIjyaoENF5el5EQojwKNgRUVFeREKIO1CwI6KivIiEEHcQJNjdunUL06dPR5s2beDn54e+ffvizJkz5p8zxrBy5UqEhobC19cXI0eOxKVLl4QoimzQppX8HEcIIdbwPkHlzp07GDp0KJ544gn861//QlBQEK5du4bAwEDzMampqVi/fj127tyJbt26YfXq1YiJicGVK1eg0Wj4LpLkefLkDMqLSAhxB44xxmsTYsmSJfi///s/HD9+3OrPGWMIDQ1FYmIiFi9eDACorq5GcHAw1q5di1dffdXh7ygtLUVAQABKSkrg7+/PZ/HdzjQ5o/4fwTThXunZI/QGhmFrj0BXUgUOBgxUXUYQ7qIIgcg2dAeDCtoAH5xY/CQtQyCENOBsPOC9G/PAgQOIjo7Gn//8ZwQFBSEqKgrbt283/zwvLw86nQ6xsbHmx9RqNUaMGIGsrCy+iyNpNDnjYV7E0apsnFC/gfTmq/HfzTchvflqnFC/gdGqbMqLSAhpMt67MX/99Vds2bIF8+fPx9tvv43s7Gy88cYbUKvViI+Ph06nAwAEB1vuqhscHIz8/Hyrr1ldXY3q6mrz96WlpXwXWxSuTM6QS1YJuwvDDXqrGdvHqHIwuvlGsHphX8vdxpbmG8Gp+gOQ10aRimfjb0mIVPEe7AwGA6Kjo5GcnAwAiIqKwqVLl7BlyxbEx8ebj+M4yzt1xliDx0xSUlKQlJTEd1FFp7TJGXbHHlU51vfiik0BDi8FB9ZgH2Zzt8PBJcatTejDVBpyD9jYV22t7HavJp6D927MkJAQREREWDzWo0cPXL9+HQCg1WoBwNzCMykqKmrQ2jNZunQpSkpKzP9u3LjBd7FFoaTJGfYWhn+V9inYnnjLD0cAKC0E9s5s+LgFBpTeMrYiiPhyDxh3zLb2t9wTb/w5IRLEe7AbOnQorly5YvHYzz//jI4dOwIAwsPDodVqkZGRYf55TU0Njh49iiFDhlh9TbVaDX9/f4t/SmDatNLWaBQHY8tI6ptW2ht75GDAcu/PGnRRGrkwFln+W2OLR/hi0BtbdPb+lgeXGI8jRGJ4D3bz5s3DqVOnkJycjF9++QVpaWnYtm0b5syZA8DYfZmYmIjk5GTs27cPFy9exKxZs+Dn54e4uDi+iyNppskZABoEPDltWmlv7HGg6jJCudtNr2gtrbf6iRvlZ4naCvfUtaiEH7yP2Q0YMAD79u3D0qVL8d577yE8PBwbNmzAtGnTzMcsWrQIlZWVSEhIwJ07dzBo0CAcPnzYI9fYmTatrD/WpZXROjt7Y4pBuNvEV+eM40Edrbf6iRs527oWoBXuyWtRCT94X2fnDoKvsxNhppm9WYxS3/rm5LViTN1+yurP/qTKRXrz1U6+EgfLLrIH7/HFz6Q38cETZyPmHQd2Pef4uJnfAOHDefu1zqxFpU1fZYbH68fZeEBb/NQn0kwzW5tWyuGO1jT2qCupavCBlG3ojgLWGlqbXZkPWm6jk4FDS62c9zXSC3SeOhux4xDj+ywthPVxO/5b4Y7WonIAlvy/C1h5IBe6UuleI6QOka4fatnVZZppZuse0s0tDDllVzGVFWjYNhutyjaul7P6Uzw8r3JoLUmsjrid+f0D7miF2+s1sEeK1wiBINePaBlUZEtiM83kll3FNPaoDbBcJqEN8MH4uNfAvfgZ4F/vQ8c/1LJyq7yM3V+9Jhm/uqHr2KUJDxKrI6KIeN74N3P0t+RJY9eYSvEa8XgiXz/UjWniykwzHscjbJFjdpUxkSF2xk6eNy4Ml0jLrVHdwxKrI6KJcN/fsilrTKV4jXg0ka8fCnYmIs40s0au2VVsjT0CeNhycycrXaMHc4usdg+bdka32fUlsToiKjf9Le2NBztLateIxxL5+qFgZ+LsOi43rfdSUnYV0VgZCGf+oci8Nx0MfRscbprwkPR1LmIitA1n80msjngC01rU2Z+fbTBX11l0jUiEyNcPjdmZmGaa2ctn4t/Obeu9lJJdRTR20lol16ZitCrb6tPs7owusTriKWyOB/urEejnTdeIXIh8/VCwM1F5Gae+ArCZz2TMGreNMSklu4oo7AyEcw8eW+H9d6hgsPkSVru+JFZHPMmYyBCcWPwkdv/1T9g4pS92//VP+L8lo7BmYi8AdI3IgsjXDwW7utw808wRezMcaUq1HQ4GwlUcEMoVY6Dqss1jbHZ9SayOeBLTePC4vu0w+NE28FJx0r1GDHrjIvwLe41flTxD1xUiXj+0zs4aia33knoGFcm5sBf4xysOD3uj5nUcMFh2mXCAczujS6yOeDpJXSOemnTAFZRBRSLEmDVoh70ZjoJd5HL+MHdygLsIgRbfu9T1JbE64unszgJ2gNdr6MFYMau3PyMrLQS3J55a/yYiXD8U7GRMsFRicr8zdSKtVaVvMG407wOU1poflVPybcIPXq+hB2PF9QMdYBwrZuDA0UbEoqFuTJkSLJWYrTtTcMbv5XJn6kRaK333sdLp+iJux/s1JFKibE9H6cIUTLBUYg7vTCGfdFhODIRbm/BAPIMQ15ChTMfrcYRf1I0pQ4KlEnswi9H2KhiZpcNyY1orIi9CXEM/lfmhp5PHdZfShBoPQcFOhoRKJWYo0znV1Hf2OEmgiSTECiGuoV/8eqEVaw0tbsNa3DIwQIc2+H/FYfjn2iOS3rZLiWTzmUUeEiqV2E9lfrweR4hUCXENBfm3QFKtcZy4fu+n6fuk2hn4n6wbDVqVprysBy8WOv37iGso2MmQUKnEfvHrhQLWusGFamJgQAFrg1/8ern0uoRIjRDX0MDw1vhR8zgSahOhg+XzdGiD2bWJyGADrT6XtiQSHgU7GRIqlZizd6ZB/i1cLDEh0iLENWR6zUOGgRhe/d+YUvMO3qh5HVNq3sHw6o04ZBho80YScJCXlTQZBTuZEiJNkqM704TaRPyoeZwS6xJFEOIaMr1mUIAfThkicMAwBKcMEQgK8MMrQzs59Rq0JZEwaJ2dzPGdQcW09kgFAwaoLiMId1GEQOQYusMAFeXkJIojRBYia6+ZnXcbU7efcvjc3X/9E2026wJn4wEFO9KAYJlZCPFgegPDsLVHbG5E63ReVmKBcmOSRhsTGYKYCC2tAyKER/Y2oqUtiYRHLTtCCHEj6jnhF7XsCCFEgqjnRBwU7IjbSGrPMQF5yvsUhJy3lnJBU7YkIo1DwY64had03XjK+xSE3LeWIpJGY3ZEcIJtR+QEd7ayxHyfjSaVlpR5SyYbZ08uW0uJSSp/SzejMTsiCY62UuFgTJEUE6HlPQi5s5Ul5vtsNKm0pB5sLWV9o90HZ482PbVPKn9LCaMMKkRQrmylwidTK8tdCXfFep9OMeiNG4te2Gv8atA/bEnV/XAEjLu774kHcg9Ab2A4ea0Y+8/dwslrxcLlbHywtZRtdbaWcjO3nYOmcOJvSahlRwQm1HZE9ojRyhLjfTrF2h2/JgS4Xw17LanKrxfiqa98cKu01vwTwcYey3/j9zieyGL8lVrFTqOWHRGUUNsR2SNGK0uM9+mQrTv+skKg0t57Z/Ct1CGs/LzFo4JtQ9MymN/jeODunoFGk3CrWGoED3YpKSngOA6JiYnmxxhjWLlyJUJDQ+Hr64uRI0fi0qVLQheFiECo7YjsEaOVJcb7tMvuHb9zgnDX4nvBtqHpOMQ4vmTv7Pm3Mx7nBo56BgAJbcUj0VaxFAka7HJycrBt2zb07t3b4vHU1FSsX78emzZtQk5ODrRaLWJiYlBWViZkcYgIhNqOyB4xWllivE+7HN7xO1aEwAaPCTL2qPIyTqQAYPPsjVnjtm44SY+/1ifBVrFUCRbsysvLMW3aNGzfvh2tWrUyP84Yw4YNG7Bs2TJMnDgRkZGR2LVrF+7du4e0tDShikNEJMRWKvaI1cpy9/usq/5ECkOZrtGvZdqkN9vQ3eYxvI89RjxvXF7gX+8c+YfysuzAlYkmkh1/tUZirWIpE2yCypw5c/Dss8/iqaeewurVq82P5+XlQafTITY21vyYWq3GiBEjkJWVhVdffVWoIhERuTNFkpgJd8VIBWVtIsUzmgJsbsRrsQdnLKl2Bgx27oUFGXuMeN44kYLntWKuTjSR5PirLaZW8Z54wFZtd2OrWMoECXbp6ek4e/YscnJyGvxMpzPecQYHWzarg4ODkZ+fb/X1qqurUV1dbf6+tLSUx9ISd3FniiRTK6v+h5zWDbPp3Pk+bS1kP1TWGQXq1gjh7oCztaGMbyvA26fB2qy3703D4eq+Vn+faRsawcYeVV5A+HDeXs7W+TFNNLHW4jb1DDjaikcymxibWsVW19mtoXV2D/Ae7G7cuIE333wThw8fho+P7TsfjrO802WMNXjMJCUlBUlJSbyWkyif0hPu2ptIoYcK79XGY0vzDWDg6gW8B+9/7MYGLSmu4xCMzC3ClwrYhqaxS1BkuRWPQK1iJeE9XdhXX32FCRMmwMvr4UnW6/XgOA4qlQpXrlxBly5dcPbsWURFRZmPGTduHAIDA7Fr164Gr2mtZRcWFia/dGEems6HCOPktWKHO1+PVmXjvwPTob5XZwzPv53DO35ZrDFzwJnzA9jeGVwJ50BwEvhMEy1d2KhRo3DhwgWLx1566SV0794dixcvRufOnaHVapGRkWEOdjU1NTh69CjWrl1r7SWhVquhVqv5Lqp7UTofwjNnJkgcMgzEwZhXMC4w36UPJCW0ips60UQJ50BQMvtM4z3YaTQaREZGWjzWokULtGnTxvx4YmIikpOT0bVrV3Tt2hXJycnw8/NDXFwc38XhX2PuZGwluTWl86Ekt6QRnJ5I4d+iUeNgct+Gho+JJnI/B4KR4WeaKOnCFi1ahMrKSiQkJODOnTsYNGgQDh8+DI1GI0ZxnNeYOxlK50MEIruJFG5G50cgMv1Mc0u6sMzMTGzYsMH8PcdxWLlyJQoLC1FVVYWjR482aA1KTmOTrVI6HyIQyS1klxg6PwKR6Wca5cZ0hsM7GRjvZAz6hj+mdD5EQGIuZJcDOj8CkOlnGu164AxX7mTqj41QOh8iMJpIYZ9g50cCMxFF4exnld8jxi2lJHJ+KNg5oyl3MqZ0PqWFsN4y5Iw/p3Q+pAloIoV9vJ8fmc1E5JUzn2m+rYD9syV1fqgb0xlNaZ1JLMktIaSJPH2zVIefacy4hZTEzg8FO2c0NdmqwEluCSFu0pTxeyWx9ZmmCQF8bc1uFff8UDemM/hItkrpfAiRv6aM3yuNtc80ZgA+s3fzLt75oWDnLD6SrfKc5FY0njowT4hMZyIKpv5n2oW9zj1PhPNDwc4V1Drz7IF5Qmh2tX0SPj8U7FyllNZZY8gwRRAhvKLZ1fZJ+PzQBBXiHBqYJ4RmVzsi4fNDwY44R6YpggjhHc2utk+i54e6MYlzaGCekIdo/N4+CZ4fCnbEORIeeCZEFJ48fu8MiZ0f6sYkzmnqwnpCCBERBTviHAkPPBMiOwa9MUnyhb3GrzSxS3DUjUmcx8fCekI8Ha1VFQXHGLM2l1zSSktLERAQgJKSEvj7+4tdHM8jtQwqUitPYynlfRDbbK1VNfWO0GxOlzkbD6hlR1wnpYFnpdwlK+V9ENscrlXljGtVuz9LNzkCoDE7Il9K2WpFKe+D2EdrVUVFwc6N9AaGk9eKsf/cLZy8Vgy9QXY9yNKhlIwuSnkfcuauySK0VlVU1I3pJgcvFiLp61wUllSZHwsJ8MGKsREYExli55nEKqVstaKU9yFX7uw+prWqoqKWnRscvFiI2Z+ftQh0AKArqcLsz8/i4MVCkUomY0q5S1bK+5Ajd3cf01pVUVGwE5jewJD0da69TiokfZ1LXZquUspdslLeh9yI0X1Ma1VFRcFOYNl5txu06OpiAApLqpCdd9t9hVKCjkNQ6auFrXsEAwMqfbXSv0umu31xiDVZRKJJkj0BjdkJrKjMdqBrzHHESA8VkmrjkYxUGBigqhMrTAEwqTYe70MFSd8nm+7298TDGPDqRm+62xeMmN3HEkyS7AmoZSewII0Pr8cRo+y820gv74vZtYnQobXFz3Rog9m1iUgv7yuPFjPd7buf2N3HprWqvSYZv0o40CllFjm17AQ2MLw1QgJ8oCupsrVvL7QBPhgY3trKT4ktppbwIcNAZFRHY6DqMoJwF0UIRLahOwwP7uNk02Kmu333kvCO2lKipFnk1LITmJeKw4qxEQBsDkljxdgIeKlsjdmAksZaUbclbIAKpwwROGAYglOGCHOgq3+c5Mnobl/2eJgsopQWjy1Km0VOLTs3GBMZgi3T+zW4Q9I6c4dEaaSsohYzabImJDZXUovHGkezyDkYZ5HHRGjt36hLCCWCdiO9gSE77zaKyqoQpDF+ENutKAInjXW5PBJjuvMErE7rwJbp/RTxwUME5mICblO9s3FVilbv+LyeT14rxtTtpxwet/uvf8LgR9s06nfwhRJBS5CXinO+YgicNFYJd6ZNajETYuJCYnOptnj4vp6VOIucgh3f+NqmRcA0UrbuTE198XJqEY2JDEFMhFbWLVQiH66sm3VXi0eI61mJs8h5n6CSkpKCAQMGQKPRICgoCOPHj8eVK1csjmGMYeXKlQgNDYWvry9GjhyJS5cu8V0U98s9AGyIBHY9B/zjFePXDZGNSzsk0DogJWZ0MbWYx/Vth8GPtqFARwQjtRaPUNezaUzcTqoDhMhsTJz3YHf06FHMmTMHp06dQkZGBu7fv4/Y2FhUVFSYj0lNTcX69euxadMm5OTkQKvVIiYmBmVlZXwXx334zrMn0DogyuhCSONJrcUj1PXMyyxyieE92B08eBCzZs1Cz5490adPH+zYsQPXr1/HmTNnABhbdRs2bMCyZcswceJEREZGYteuXbh37x7S0tL4Lo57CJFnT6A0UlK7MyVETqTW4hHyejaNiWsDLAO3NsBHVkMdJoKP2ZWUlAAAWrc2/vHz8vKg0+kQGxtrPkatVmPEiBHIysrCq6++2uA1qqurUV1dbf6+tLRU4FK7SIjxNYHSSEntzpQQOTG1eGZ/ftbWVenWFo/Q17OSxsQFDXaMMcyfPx/Dhg1DZGQkAECn0wEAgoMtu9+Cg4ORn59v9XVSUlKQlJQkZFGbRqg8e01YB2QLrU8jxEiv16O2ttbl543s0grb4nrhk++v4ffyhzfhbVuqMeeJRzG8SytUVbmnZ6R3iB/6hvhZlKO+ti3V6B3i16QyRbVrAaAFAKC2phqun7XG8/b2hpdX0xMsCBrsXn/9dfz44484ceJEg59xnOWdAWOswWMmS5cuxfz5883fl5aWIiwsjN/CNoWQefZ4TiMltTtTQtyNMQadToe7d+82+jXaewPJMVrU3NdDzxi8OA7Nm3mB4yqQl5fHX2GdsHxkW9yuqAFg/Xpu3aI5ruf/x61l4ltgYCC0Wq3NGOEMwYLd3LlzceDAARw7dgzt27c3P67VagEYW3ghIQ/7fIuKihq09kzUajXUarVQRW06ofPsubAOyIKNZRC0Po14MlOgCwoKgp+fX5M+QKWirKoGRaU1uG8wmB9rplIhyL85ND7NRSxZ0zDGcO/ePRQVFQGARcxwFe/BjjGGuXPnYt++fcjMzER4eLjFz8PDw6HVapGRkYGoqCgAQE1NDY4ePYq1a9dae0npk+I2LQ7SjCmpL54QZ+n1enOga9NG3MwffPLx8cEjAQwV1XrcNxjQTKVCC7WXIgK5r68vAGODKCgoqNFdmrwHuzlz5iAtLQ379++HRqMxj9EFBATA19cXHMchMTERycnJ6Nq1K7p27Yrk5GT4+fkhLi6O7+K4jwDja41mK82YaRnEgzRjLmV0IRbknmrNU5nG6Pz8/EQuCf84jkNLH9c/0hmTfpA0/b1qa2ulE+y2bNkCABg5cqTF4zt27MCsWbMAAIsWLUJlZSUSEhJw584dDBo0CIcPH4ZGo+G7OO4lhW1aBE4zRpSRas3TSe3DXCwllTUouFuFWv3D7k9vLxVCA30Q4Cud7k8+/l6UCFpp8o4bM7c4MvObxo0DioWvNGxNJNUkwMQ5VVVVyMvLQ3h4OHx8PHt5TUllDfKL79n8ecc2fpIJePb+bpQI2lMJtQxCTBLZ5kiqSYAJcRVjDAV37S9FKLhbBX8fb8W0gmnzVqURchmEGPhOw+aKepvmZl/7XdRUa0rfLJTYNmvWLHAcB47j4O3tjc6dO2PBggUWaRhdUVGtt+i6tKZWb0BFNf8bRR87dgxjx45FaGgoOI7DV199xfvvsIZadkoj9DIIdxJz/NFKa7KvTzBGq6bikGGg3acKkWqNxgmlRYwJSmPGjMGOHTtQW1uL48eP4y9/+QsqKirM8yRcUavX4/79+2jWzH4IqLuUgS8VFRXo06cPXnrpJbzwwgu8v74t1LKTu3qtDwDG7j0ANlO4unsZRGO5koaNTzZakz5VRdjivQGjVdl2n853qjXTOGH9VqVpC5eDFwt5/X3EvoMXCzFs7RFM3X4Kb6afw9TtpzBs7RHB/w5qtRparRZhYWGIi4vDtGnTzK0ixhhSU1PRuXNn+Pr6ok+fPti7d6/5uZmZmeA4DocOHUJ0dDSCW2lwNvskruRewCsvjsXg7mEY0qMDpjwzEpfO/2B+3rf7v0LPnj2hVqvRqVMnfPjhhxZl6tSpE5KTk/Hyyy9Do9GgQ4cO2LZtm9338fTTT2P16tWYOHEifyfHCRTs5MzWlkKAcXmBf707fv/QJu9u7lZijD/aaU1yYAAHrPD+O1RoeMcrRBJgJW7JJGdSuvHw9fU1L6V45513sGPHDmzZsgWXLl3CvHnzMH36dBw9etTiOYsWLUJKSgpyc3PRs2cvLJ37XwgOCUXaN99h9z+/x8sJiWjmbWzt/XzpPOKnT8WUKVNw4cIFrFy5Eu+++y527txp8ZoffvghoqOj8cMPPyAhIQGzZ8/G5cuX3XIOXEHdmHLlzFq6xIuSmMHYaGKMPzpoTaoAhHLFGKi6jFOGCPPjQqVak+JmoZ5KShOUsrOzkZaWhlGjRqGiogLr16/HkSNHMHjwYABA586dceLECWzduhUjRowwP++9995DTEwMAKBtZQ10Bbcw67U3EN6lGwCgY/ij5mP37PgUo0aNwrvvvgsA6NatG3Jzc7Fu3TrzMjIAeOaZZ5CQkAAAWLx4MT766CNkZmaie/fugp4DV1GwkyNXxrLktLygPjHGH51sJXbzq8Cp8offC5VqjbZk4olp6UrZbYDrADRixZXYNx7ffPMNWrZsifv376O2thbjxo3Dxx9/jNzcXFRVVZmDmElNTY05S5VJdHS0+f8Bvs3x+htvImnRG/jm/32JQcNGIPbZ8ej86KMIDfTBLz9fwbhx4yyeP3ToUGzYsAF6vd68uLt3797mn3McB61Wa07vJSUU7ORIiC2FpEiMNGxOthJXxD2Jp1lPwSco0JZMPKg72ahlGDD0Q+APL+CRDoBvoNMvI/aNxxNPPIEtW7bA29sboaGh8Pb2BgBz4ulvv/0W7dq1s3hO/ZzCLVq0sPh+zfur8FL8dOzb/zUOHzqIT9evwe7du9Fj4kSryfmtLcs2lcOE4zgYBJjY0lQU7HjmlllaSlxLZ4u707B1HIJKXy3U93Sw9mczMKDaTwvfTkMx2A1dwrQlUxPZ6u5n94E7eQDCnQ54Yt94tGjRAl26dGnweEREBNRqNa5fv27RZemsxx57DEsWPYYlixZg6tSp2LlzJyZOnIiIiIgGO9ZkZWWhW7duvGy5424U7HjktunhSltL54gb07DpoUJSbTySkQoDg0XAM80BSaqNx/tQwR2XO23J1AR2u/sfKLkJ+AQATiycluqNh0ajwYIFCzBv3jwYDAYMGzYMpaWlyMrKQsuWLTFz5kyrz6usrMTChQsxadIkhIeH4+bNm8jJyTEvB3jrrbcwYMAArFq1CpMnT8bJkyexadMmbN68uUnlLS8vxy+//GL+Pi8vD+fOnUPr1q3RoUOHJr22PTQbkydunaVlGstqsLTAhAP828ljLZ2zTNsc9Zpk/CpQqyo77zbSy/tidm0idLD80NKhDWbXJiK9vK9gC8etMW3JpA2wbDFoA3woPZk9Drv7ARhqgZpy+8c8YLrxAGwu6hHtxmPVqlVYvnw5UlJS0KNHD4wePRpff/11g11n6vLy8kJxcTHi4+PRrVs3vPjii3j66afNG2X369cPe/bsQXp6OiIjI7F8+XK89957FpNTGuP06dOIiooyjyfOnz8fUVFRWL58eZNe1xHKjckDvYFh2NojNgevTXd8JxY/yd+FYO6eAaze78tpiYGE7D93C2+mnwMAqGDAQNVlBOEuihCIbEN3GB7cH26c0hfj+raz80r8o50WXHRhr3FJTh1VLcOQN/RDhLdrC59mD85dYEfAz/nWGC3wdz/KjSkRoszSktKWQgpSd7zFAJXF8gJbx7kLbcnkIme78b28HR9TB+0FKU8U7Hgg2iwtKWwppDBSHZchjeBw6QoAlTfQvKXLL003HvJDY3Y8EHWWlpvGsjyFlMdliItMS1cA2BzfDmjv1OQUIn8U7Hhgag3YmS7CexopIhyaEKIgpu7++qnzuGZAK+eXHRD5o25MHtD0cOWR5LiMRDawlZ263f1ltwEuCHikK+DrK3bJiBtRsOOJqTVQf5aWUGmkiPAkNS4jkQ1sZcvU3V9VBeTlUdelB6JgxyOptQZoqrpCOJP0mwKeMBgzrsPT1xpnbTZvSYFSpijY8UwqrQFaC6QQYm5g6+kq7xozrBhqHz6m8jZOaqGxPtmhCSoKJKU9t0gTibWBraervGvMnVk30AHG7+/kGX9OZIWCncLQZp8K40lJv6WCMWOLzp6Sm43aJoiIh4KdwriSzYXIgKcl/ZaCmvKGLbr6XMipyYdZs2aB4zhwHAdvb2907twZCxYsQEVFhdvKwJeUlBQMGDAAGo0GQUFBGD9+PK5cuSL476VgpzBi77klKwY9kHfcmEMx77jxe6nxxKTfYtM7CHSAsHWHMaC6DLh32/j1QQtyzJgxKCwsxK+//orVq1dj8+bNWLBgQSN/BcP9+/f5K7MLjh49ijlz5uDUqVPIyMjA/fv3ERsbK3jgpmCnMGLvuSUbuQeADZHArueMyYJ3PWf8PveA2CWzZDcLiEAb2Ho6R7ky844Bu6cA6VP5rzuVd4HfLgHFvwB3841ff7sE6GugVquh1WoRFhaGuLg4TJs2DV999RUAY/BKTU1F586d4evriz59+mDv3r3ml83MzATHcTh06BCio6OhVqtx/PhxnD9/Hk888QQ0Gg38/f3Rv39/nD592vy8f/zjH+jZsyfUajU6deqEDz/80KK4nTp1QnJyMl5++WVoNBp06NAB27Zts/sWDx48iFmzZqFnz57o06cPduzYgevXr+PMmTNNP392ULBTGMrm4gTTVP76Ez9MU/mlFvBsZQHxD6VlB0Jo3tI469KavGNAxnKg4nfLx/moO/YmxVSXN2hx+vr6orbW+Ng777yDHTt2YMuWLbh06RLmzZuH6dOn4+jRoxbPWbRoEVJSUvDTTz+hd+/emDZtGtq3b4+cnBycOXMGS5YsMe88fubMGbz44ouYMmUKLly4gJUrV+Ldd9/Fzp07LV7zww8/RHR0NH744QckJCRg9uzZuHz5stNvu6SkBADQurWwn0m09EBhKJuLA3Kdyk9Jv92H44zLC+7kWT5u0ANZH9t4UhPrjjOTYmorjcdxHLKzs5GWloZRo0ahoqIC69evx5EjRzB48GAAQOfOnXHixAls3brVYvfy9957DzExMebvr1+/joULF6J79+4AgK5du5p/tn79eowaNQrvvvsuAKBbt27Izc3FunXrLPa0e+aZZ5CQkAAAWLx4MT766CNkZmaaX9P+22aYP38+hg0bhsjISIfHNwW17BSIcjvaIeep/JT02318A425M+u28HQ/NmzRWWhC3XFiUsw3/z6GlhoNfHx8MHjwYDz++OP4+OOPkZubi6qqKsTExKBly5bmf5999hmuXbtm8RrR0dEW38+fPx9/+ctf8NRTT2HNmjUWx//0008YOnSoxfFDhw7F1atXodc/HKPs3bu3+f8cx0Gr1aKoqMipt/3666/jxx9/xO7du506vimoZadQUsvmIhk0lZ84yzcQ8Al4mEFFd9G55zWm7jgxKeaJIdHY8skmePu3RWhoqLm7MS/P2AL99ttv0a6d5YbCarXa4vsWLVpYfL9y5UrExcXh22+/xb/+9S+sWLEC6enpmDBhAhhj4Opli7G217epHCYcx8FgMDh8P3PnzsWBAwdw7NgxtG/f3uHxTUXBTsGkks1FUmgqP3EFxwFqjfH/rTo595zG1B0nNpBt4eeLLt0ee1ieByIiIqBWq3H9+nWLLktndevWDd26dcO8efMwdepU7NixAxMmTEBERAROnDhhcWxWVha6desGL6/G9yowxjB37lzs27cPmZmZCA8Pb/RruYKCHfEsDjf05Iw/p6n8pD4h645pUozdrkzO6kazGo0GCxYswLx582AwGDBs2DCUlpYiKysLLVu2xMyZM62+WmVlJRYuXIhJkyYhPDwcN2/eRE5ODl544QUAwFtvvYUBAwZg1apVmDx5Mk6ePIlNmzZh8+bNrr+/OubMmYO0tDTs378fGo0GOp0OABAQEABfAXei8NxgR9ulCEPq59U0lX9PPGBrCg9N5W86qdeDxhCy7tiaFFOXt6/NJNSrVq1CUFAQUlJS8OuvvyIwMBD9+vXD22+/bfPlvLy8UFxcjPj4ePz222945JFHMHHiRCQlJQEA+vXrhz179mD58uVYtWoVQkJC8N5771lMTmmMLVu2AABGjhxp8fiOHTua/Nr2cMxaJ6ybbN68GevWrUNhYSF69uyJDRs2YPjw4Q6fV1paioCAAJSUlMDf39/1X0zbpQhDTufValnbGT+spFZWuZFwPaiqqkJeXh7Cw8Ph49PItaZC1h1KPm2Vvb+bs/FAtGD35ZdfYsaMGdi8eTOGDh2KrVu34m9/+xtyc3PRoUMHu89tUrCztV2K6c6M1i01jhzPqxJbH2KTeD3gJdgBwtYd2laoAVkHu0GDBqFfv37mJi0A9OjRA+PHj0dKSord5zY62Bn0xkwHNqeeP+hzT7xAH3quoPNKAFnUA96CHXErPoKdKOvsampqcObMGcTGxlo8Hhsbi6yshmtUqqurUVpaavGvUeS8xkrK6LwSgOoBkTRRgt0ff/wBvV6P4GDLKbrBwcHmmTl1paSkICAgwPwvLCyscb+Y1lgJg84rAageEEkTNYOKtQWL9R8DgKVLl6KkpMT878aNG437hbTGShh0Xgkgq3og4rw80gh8/L1EWXrwyCOPwMvLq0ErrqioqEFrDzBmAaifCaBRaI2VMOi8EkAW9cCU7ePevXuCruki/Lp37x6AhtlaXCFKsGvevDn69++PjIwMTJgwwfx4RkYGxo0bJ9wvpjVWwqDzSgBZ1AMvLy8EBgaaczf6+flZ7U0i0sAYw71791BUVITAwMAmZW4RbVH5/PnzMWPGDERHR2Pw4MHYtm0brl+/jtdee03YX2zaLsXqOiBaY9VodF4JIIt6oNVqAcDpZMVEfIGBgea/W2OJvqg8NTUVhYWFiIyMxEcffYTHH3/c4fOavKgcoDVWQqHzSgBZ1AO9Xm/eD45Il7e3t90WneTX2TUFL8GOEEKI7El6nR0hhBDiThTsCCGEKB4FO0IIIYonyy1+TMOMjU4bRgghRBFMccDR9BNZBruysjIAaHzaMEIIIYpSVlaGgIAAmz+X5WxMg8GAgoICaDSaJi0ILS0tRVhYGG7cuEGzOq2g82MfnR/76PzYR+fHNlfODWMMZWVlCA0NhUple2ROli07lUqF9u3b8/Z6/v7+VNnsoPNjH50f++j82EfnxzZnz429Fp0JTVAhhBCieBTsCCGEKJ5HBzu1Wo0VK1bws6OCAtH5sY/Oj310fuyj82ObEOdGlhNUCCGEEFd4dMuOEEKIZ6BgRwghRPEo2BFCCFE8CnaEEEIUj4IdIYQQxVNcsLt//z7tPkwIIcSCLNOF2ZKbm4ukpCQUFBSgS5cuiI2NxdSpU8UuluQxxpqUY1Qprl+/jgsXLqCwsBDPPvss/P390aJFC7GLJWlUdx6yVX/oHNnmznOjmHV2P//8MwYOHIixY8eia9eu+O6771BWVoY+ffpgx44dYhdPEq5cuYKtW7eioKAAffv2RWxsLPr16weAPrR+/PFHxMbGIjQ0FHl5edBoNJg8eTISEhIQHh4udvFER3XHPkf1x9PPkSTqD1MAg8HAli1bxiZNmmR+rKKigm3atIn16tWLvfjiiyKWThouXbrEAgIC2HPPPcemT5/OtFotGz58OPvwww/NxxgMBhFLKJ47d+6w/v37s4ULF7Lbt28zxhhLSkpiw4cPZ88//zy7evWqyCUUF9Ud+5ytP556jqRSfxQR7BhjbNasWWzYsGEWj927d4/97W9/Y1FRUWzJkiUilUx8NTU1LD4+nr3yyivmx/Lz89lrr73G+vXrx1avXm1+3BMvyPz8fNaxY0d26NAhi8d37drFHn/8cRYXF8cKCgpEKp24qO44RvXHNinVH9lPUGEPemH79esHvV6Py5cvm3/m6+uLP//5z4iJicH333+PoqIisYopKm9vbxQWFprPFWMMHTp0wPLly/H444/jm2++wRdffAEAHtnV4uXlBV9fXxQUFAAwTnICgPj4eEybNg0XL15ERkYGAMe7ISsN1R3HOI5zuv4YDAbRyikGKdUf2Qc70wl65plncPXqVaSmppp3MgeM+yElJiYiJycHWVlZYhVTNHq9HrW1tWjfvj3u3LmDqqoqAMaLLiQkBPPmzUOrVq2wZ88ekUsqnnbt2qFr167YuHEj7t69i2bNmpk/sP7rv/4L3bp1w6effgrA8z7Qa2pq0L59e9y+fZvqTh2FhYXIzc0FAISFhaFLly5O1R97m4sqiV6vBwBUV1dL57NH0Hajmx05coSp1Wo2Z84c9vvvv5sf/+OPP1j//v3Z999/L17h3Oz+/fsW32dmZjIvLy+2ceNG82N6vZ4xxlh2djbjOI798MMP7iyiaMrLy1lpaSkrKSkxP/b777+z8PBwFhMTw6qrqy2O3759O/vTn/7U4HGlKi4uZj/99BP7+eefGWOMnTx5kupOHTdv3mRt2rRhEyZMYCdPnmSMGetPp06dqP4wxs6cOcOGDx/OysvLGWPS+exRVLBjjLEDBw4wtVrNJkyYwNLS0tjFixfZ4sWLWXBwMLt+/brYxXOLK1eusA8++KDBOMEHH3zAVCoV2759u8Xjubm5rGfPnuzKlSvuLKYoLl26xGJjY1lUVBQLDQ1ln3/+ufnCO3nyJAsLC2MjRoxgly9fZpWVlYwxxv7617+ymJgYVlVVJWbR3eLChQssKiqK9erVi3l7e7OVK1cyxhhbt24dU6lUbNu2bRbHe1LdMTly5Ahr1qwZe/LJJ1l8fDzLzs5mjBnrT0hICBs6dKjH1p9z586xFi1asPnz5zPGHo7DpaamMpVKxbZu3WpxvDvrj+KCHWPGO4sRI0awDh06sM6dO7PHHnuMnT17VuxiucXVq1dZ69atGcdxbOnSpRYt3IqKCpaUlMQ4jmPLli1jp0+fZr///jtbsmQJ69y5M9PpdCKWXHiXLl1ibdq0YfPmzWNpaWls/vz5zNvb26JuXLhwgfXq1Ys9+uijLDo6mo0dO5ZpNBp27tw5EUvuHqbzs2DBAnbp0iX2wQcfMI7j2PXr11ltbS1buXKluV55Wt2pq7i4mD3//PNs69atrF+/fiwuLo7l5uYyxhg7f/48GzZsGOvcubPH1Z/z58+zFi1asIULF1o8bgr6a9asYSqVSrT6o5h1dvWVlpbi9u3bKC8vh1arxSOPPCJ2kQRXUVGBN954AwaDAdHR0Zg7dy4WLFiAhQsXom3btgCM/eVffPEFFi1aBJVKBX9/f5SVleHrr79GVFSUyO9AOLdv38bUqVPRvXt3bNy40fz4k08+iV69emHjxo0W630++eQT3Lx5E76+vpg8eTIee+wxsYruFn/88QdeeOEFREVFYcOGDQCMkwmefvpprFixAn5+fmjVqhXOnz+PV199FYwxBAYGekTdqUuv1+P27dsYNmwYjhw5guzsbKSkpKBPnz7Izc1Fly5dsGvXLnz88ccoKCjwmPqj0+kQFRWFPn364ODBg9Dr9Zg3bx5+/vlnXL16FS+99BKefvpp3Lx5E7NnzwYABAQEuLX+KCqDSl3+/v7w9/cXuxhupVKp0L9/f7Rp0waTJ09G27ZtMWXKFAAwBzyVSoUZM2Zg+PDhuH79OiorKxEZGYl27dqJXHph1dbW4u7du5g0aRIAY9BXqVTo3LkziouLARgnn+j1enh5eWHOnDliFtftOI7DmDFjzOcHAFavXo3Dhw9Dp9Ph9u3b6NGjB7Zs2YIzZ87g6tWrqK6uRkREhOLrTl0qlQpt27bFgAEDcPHiRUyYMAFqtRozZ85EVVUVXnrpJQDA3LlzRS6p+w0ePBg3btzA/v378emnn+L+/fsYOHAgIiMjsWfPHpw/fx7/+7//i1OnTuE///mP++uP4G1H4lamQWGT9PR0xnEcW7BggblLs7a2luXn54tRPFGZJlwwZlz/wxhjy5cvZzNmzLA4rrS01Px/T1o7Vvd97969m3Ecx9LT01lxcTHLzMxk0dHRbPny5SKWUDri4+PNa3dfeeUV1qpVKxYREcFefvll86QVxjyr/hQUFLD4+Hjm4+PDYmJiWHFxsfln+/btY23btmW7d+8WrXyKbdl5KlMuR71eD5VKhcmTJ4Mxhri4OHAch8TERHzwwQfIz8/HZ599Bj8/P4+ZTt+1a1cAxladt7c3AON5+u2338zHpKSkQK1W44033kCzZs085twAgEajMf9/8ODBOH36tDml04gRIxASEoIffvhBrOJJAnvQ1f3kk0/i119/RUJCAv75z3/izJkzOHfuHBYuXIjmzZsjKioKarXao+pPSEgIUlJS0L59e8TExKB169bmHpTx48dj2bJlOHHihLm3yd0o2CmUl5cXGGMwGAyYMmUKOI7DjBkzcODAAVy7dg05OTkem+RYpVKZP7Q4joOXlxcAYPny5Vi9ejV++OEHNGvm2ZdGx44d0bFjRwDGD/iamhq0bNkSkZGRIpdMXKbgFR4ejpdeegnBwcH45ptvEB4ejvDwcHAchz59+kCtVotcUnGEhoZi0aJF8PX1BfDwWrt79y7atGmD/v37i1Y2xU5QIUamPy/HcRg1ahTOnTuHzMxM9OrVS+SSict0x7ly5UoUFhaia9eueOedd5CVlWVuzZCHli9fjl27duHf//63uYXsyWpra/H3v/8d0dHR6N27t8cnenZk+fLl2L17NzIyMtCpUydRyuDZt68ewDTpYuHChfj+++9x7tw5jw90wMNMFt7e3ti+fTv8/f1x4sQJCnT17N27F5mZmUhPT0dGRgYFuge8vb0xa9Yscz2iQGddeno6MjMzsWfPHnz33XeiBTpAAenCiHN69uyJs2fPonfv3mIXRVJGjx4NAMjKykJ0dLTIpZGeHj164Pfff8exY8c8ZnmBszwl9VdTRERE4ObNmzh+/Ljo9Ye6MT0EdbPYVlFR4bHjl86ora01T+ghxFU1NTVo3ry52MWgYEcIIUT5qB1OCCFE8SjYEUIIUTwKdoQQQhSPgh0hhBDFo2BHCCFE8SjYEUIIUTwKdoQQQhSPgh0hhBDFo2BHCCFE8SjYEUIIUbz/D5vlHe7VarkpAAAAAElFTkSuQmCC", + "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\")\n", + "plt.xticks(rotation=45, ha=\"right\")" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "eca45f27-b806-42e8-be81-1d6664897936", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Shiny New X Axis!')" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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'seaborn-v0_8-darkgrid',\n", + " 'seaborn-v0_8-deep',\n", + " 'seaborn-v0_8-muted',\n", + " 'seaborn-v0_8-notebook',\n", + " 'seaborn-v0_8-paper',\n", + " 'seaborn-v0_8-pastel',\n", + " 'seaborn-v0_8-poster',\n", + " 'seaborn-v0_8-talk',\n", + " 'seaborn-v0_8-ticks',\n", + " 'seaborn-v0_8-white',\n", + " 'seaborn-v0_8-whitegrid',\n", + " 'tableau-colorblind10']" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plt.style.available" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "66fa3ef2-5332-49b4-b840-e54024576f9d", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "plt.style.use('fivethirtyeight')" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "3f6555eb-4ef1-4803-84f8-750a7bc62931", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\cmagg\\AppData\\Local\\Temp\\ipykernel_6248\\3020697555.py:8: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#set the random seed so the same random numbers are generated each run\n", + "np.random.seed(613)\n", + "#create x values from 0 to 40\n", + "x = np.arange(50)\n", + "#generate 50 random integers between 0 and 99\n", + "y1 = np.random.randint(0, 100,50)\n", + "y2 = np.random.randint(0, 100,50)\n", + "\n", + "#creat a fig and axes\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "\n", + "#plot the two datasets as lines\n", + "ax.plot(x,y1)\n", + "ax.plot(x,y2)\n", + "\n", + "#display the figure\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "4d61fbd1-3dbd-4e02-b571-6a9a76de5a7c", + "metadata": {}, + "source": [ + "Comment your code\n", + "we can use # to comment our codes. \n", + "We would to make the code more accessible and understand what and why those choices are made. \n", + "\n", + "How to comment the code and what information can be included? \n", + "\n", + "I used line 32 for this activity and commented on the code.\n", + "\n", + "we should include the general description of the code;\n", + "other commonly used options can be listed; do things that we tried and doesnt work in here. Its also helpful to include the data source, when and where to get them. Add the date and time for retrieval etc.\n", + "\n", + "How to write a good comment?\n", + "\n", + "short and clear; keep it concise. \n", + "There is no specific rules but we want to make someone easier to understand the codes.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ea95c5ba-7e44-4588-9603-565fbbbe7187", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ca0034bf-c5f4-4b58-9886-75ab1908244a", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/assignment-1/assignment-1 week2b.ipynb b/assignment-1/assignment-1 week2b.ipynb new file mode 100644 index 000000000..6857bbed6 --- /dev/null +++ b/assignment-1/assignment-1 week2b.ipynb @@ -0,0 +1,746 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "16497dcb-42ec-4548-aec7-d7b071e35afa", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: numpy in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (1.24.3)\n", + "Requirement already satisfied: matplotlib in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (3.7.1)\n", + "Requirement already satisfied: pandas in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (1.5.3)\n", + "Requirement already satisfied: scipy in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (1.10.1)\n", + "Requirement already satisfied: pillow in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (9.4.0)\n", + "Requirement already satisfied: requests in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (2.31.0)\n", + "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (1.0.5)\n", + "Requirement already satisfied: cycler>=0.10 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (0.11.0)\n", + "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (4.25.0)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (1.4.4)\n", + "Requirement already satisfied: packaging>=20.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (23.0)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (3.0.9)\n", + "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (2.8.2)\n", + "Requirement already satisfied: pytz>=2020.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from pandas) (2022.7)\n", + "Requirement already satisfied: charset-normalizer<4,>=2 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from requests) (2.0.4)\n", + "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from requests) (3.4)\n", + "Requirement already satisfied: urllib3<3,>=1.21.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from requests) (1.26.16)\n", + "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from requests) (2023.7.22)\n", + "Requirement already satisfied: six>=1.5 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n" + ] + } + ], + "source": [ + "# Install packages\n", + "!pip install numpy matplotlib pandas scipy pillow requests" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "7244a372-c233-4b89-9a39-6fc111311254", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "# loading our libraries and generating some new sample data\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)\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": "code", + "execution_count": 3, + "id": "524f5ec3-2d83-4263-beb3-09274ffbbd48", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# have two plots next to each other, so we just have to define multiple\n", + "# axes and their relative positions\n", + "\n", + "fig,(ax1, ax2) = plt.subplots(ncols=2,\n", + "nrows=1,\n", + "figsize=(7, 3))" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "394f6ba6-7a8e-4193-b3fa-4f640f53f6f8", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\cmagg\\AppData\\Local\\Temp\\ipykernel_31128\\317707908.py:8: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#define the types of viz that we want to see in each\n", + "\n", + "fig, (ax1, ax2) = plt.subplots(ncols=2,\n", + "nrows=1,\n", + "figsize=(7, 3))\n", + "ax1.scatter(x1,y1)\n", + "ax2.bar(x2,y2)\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "d827971c-9966-444c-a3a2-d233968274e9", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", + "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#creat a figure with 2 subplots arranged in 1 row and 2 columns\n", + "fig, (ax1, ax2) = plt.subplots(ncols=2,\n", + "nrows=1,\n", + "figsize=(7, 3))\n", + "ax1.scatter(x1,y1) #left subplot is a random dataset\n", + "ax1.set_title(\n", + " \"Random Dataset\", #add title and adjust for font size and colour\n", + " fontsize=14,\n", + " fontweight=\"bold\",\n", + " color=\"teal\"\n", + ")\n", + "\n", + "ax1.set_xlabel(\"Observation Number\") #label the x axis\n", + "ax1.set_ylabel(\"Value\") #label the y axis\n", + "ax1.legend() #add a legend\n", + "\n", + "\n", + "#highlight the highest value\n", + "max_index = np.argmax(y1)\n", + "ax1.annotate(\n", + " \"Highest Value\",\n", + " (x1[max_index], y1[max_index]), #point being annotated\n", + " xytext=(20, -20), #position of annotation text\n", + " textcoords=\"offset points\",\n", + " arrowprops=dict(arrowstyle=\"->\")\n", + ")\n", + "\n", + "ax2.bar( #rightplot is a bar graph\n", + " x2,\n", + " y2,\n", + " color=plt.cm.viridis(np.linspace(0, 1, 5)), #use colours from the viridis palette\n", + ")\n", + "\n", + "ax2.set_title(\n", + " \"Characters' strength\",\n", + " fontsize=14,\n", + " fontweight=\"bold\",\n", + " color=\"darkorange\"\n", + ")\n", + "\n", + "ax2.set_xlabel(\"character name\") #label the x axis\n", + "ax2.set_ylabel(\"power Level\") #label the y axis\n", + "ax2.legend()\n", + "\n", + "plt.tight_layout() #adjust spacing between the subplots automatically\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "69fe1a46-1fcd-42f8-9baf-5c01c7ddcf3b", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# arrange the subplots within our figure by using plt.subplot_mosaic()\n", + "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'],\n", + "['ax2', 'ax3']],\n", + "figsize=(7, 4))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "69191840-b637-4a21-8558-3061392cfdeb", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#add data to each of our subplots the same way we did before\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", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "5c95edab-5b9b-4b08-80ad-af1bde48260f", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Label 2: 2 Fast 2 Furious')" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#adding some very large x axis titles to our previous \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: 2 Fast 2 Furious',fontsize=18 )" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "0a7c3afe-e4bc-4faf-8769-8f031ca68750", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Label 2: 2 Fast 2 Furious')" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 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: 2 Fast 2 Furious', fontsize=18)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "7b293acc-15d7-455d-b176-122a7b37a6c1", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#call multiple plot methods on the same axes\n", + "# first make our 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", + "# define our figure and axes (just one this time)\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "# now call both bar and plot elements to the same axes (ax)\n", + "ax.bar(x, y1,\n", + "color = \"indigo\")\n", + "ax.plot(x, y2,\n", + "color = \"red\")" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "3ae1e303-59e6-45e4-8083-cfd2ccf3f6f5", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "# calculate standard deviation of our data\n", + "y2_sd = np.std(y2)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "914e3755-9018-4e4a-b1de-66edcfc4fbd9", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#plot our line as before\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.plot(x, y2, color = \"red\")" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "4922aa7a-3579-4449-a448-7ea047f46e34", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#use errorbar() to add in our error line\n", + "ax.errorbar(x, #our x values\n", + "y2, #our y values\n", + "yerr = y2_sd,\n", + "fmt = \"none\")" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "e2ce8522-a7d3-4ad7-85a7-47ad304526bc", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# customizing errorbar appearance\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.plot(x, y2,\n", + "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": 30, + "id": "01592df7-0b14-41ec-8bb1-1d0975c15aca", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#If we donʼt want to see error bars for every single point, we can specify intervals using errorevery\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.plot(x, y2,\n", + "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": "code", + "execution_count": 31, + "id": "8e68cd9d-f5c9-4726-95c7-4a8cd3e4df46", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "#use images from the internet\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": 32, + "id": "375d6f51-69b3-41eb-bac1-468d71bc3bfc", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "#get our image from the 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", + "response = requests.get(url, headers=headers)\n", + "image_file = BytesIO(response.content)\n", + "image = Image.open(image_file)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "930e2d23-fe08-48ff-9df5-060bce8fe286", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#add an image to a plot\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.plot(x, y2, color = \"red\")" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "9ac56202-daa7-48e2-94f1-1910def2492b", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "#overlay a new axis (‘ax_imageʼ) on our figure (on top of ‘axʼ) to act as a container for our image\n", + "ax_image = fig.add_axes([0.1, # x coordinate (ON FIGURE, NOT AXES)\n", + "0.11, # y coordinate (ON FIGURE, NOT AXES)\n", + "0.15, # image width\n", + "0.35]) # image height" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "c7c4b39e-31e2-4f23-8867-8e2d744e9005", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(-0.5, 219.5, 425.5, -0.5)" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#add imshow() to add the image we prepared before\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.plot(x, y2,\n", + "color = \"red\")\n", + "ax_image = fig.add_axes([0.1, 0.11, 0.15, 0.35])\n", + "ax_image.imshow(image)\n", + "ax_image.axis(\"off\")" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "0e072f58-bb1f-476f-8568-37edcdc3e87a", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "#saving our visualizations(not covered in this class)\n", + "path = 'C://Users/cmagg/Documents'\n", + "# can be full path or relative path\n", + "filename = '/fig1a.png'" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "c5972371-89a0-45b6-8e05-dbac4253fc00", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.savefig(path+filename, dpi=300)\n", + "# note that path shouldn't end with / since filename starts with it" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "139641ae-5dce-4156-9fd9-9c608abc9f73", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/assignment-1/assignment-1 week3a.ipynb b/assignment-1/assignment-1 week3a.ipynb new file mode 100644 index 000000000..75aa39b0b --- /dev/null +++ b/assignment-1/assignment-1 week3a.ipynb @@ -0,0 +1,2769 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "57344526-1f60-4c3b-ad8f-8304f5f2b1c3", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: seaborn in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (0.12.2)\n", + "Requirement already satisfied: numpy in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (1.24.3)\n", + "Requirement already satisfied: matplotlib in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (3.7.1)\n", + "Requirement already satisfied: pandas in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (1.5.3)\n", + "Requirement already satisfied: scipy in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (1.10.1)\n", + "Requirement already satisfied: pillow in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (9.4.0)\n", + "Requirement already satisfied: requests in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (2.31.0)\n", + "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (1.0.5)\n", + "Requirement already satisfied: cycler>=0.10 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (0.11.0)\n", + "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (4.25.0)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (1.4.4)\n", + "Requirement already satisfied: packaging>=20.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (23.0)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (3.0.9)\n", + "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib) (2.8.2)\n", + "Requirement already satisfied: pytz>=2020.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from pandas) (2022.7)\n", + "Requirement already satisfied: charset-normalizer<4,>=2 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from requests) (2.0.4)\n", + "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from requests) (3.4)\n", + "Requirement already satisfied: urllib3<3,>=1.21.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from requests) (1.26.16)\n", + "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from requests) (2023.7.22)\n", + "Requirement already satisfied: six>=1.5 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n" + ] + } + ], + "source": [ + "#install the packages\n", + "!pip install seaborn numpy matplotlib pandas scipy pillow requests" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "ce6d886d-bc75-457f-95d0-e054fb9d1581", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "#load packages\n", + "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": 3, + "id": "a09f8d1e-4f2c-4d66-b545-da11456d1cf6", + "metadata": { + "tags": [] + }, + "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": [ + "#work with the ‘tipsʼ sample dataset, which is available as part of the seaborn (sns) package\n", + "tips = sns.load_dataset(\"tips\")\n", + "print(tips)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "2a83dbe2-f648-4396-bff4-f321fbe6fb0a", + "metadata": { + "tags": [] + }, + "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 a simple line plot of tip amount vs total bill\n", + "sns.lineplot(data=tips, # choose our dataset\n", + "x='total_bill', # define our x variable\n", + "y='tip') # define our y variable" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "a6219d7a-2cbb-4d21-a379-a0652b24ddc9", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.lineplot(data=tips, # choose our dataset\n", + "x='total_bill', # define our x variable\n", + "y='tip') # define our y variable\n", + "#use premade styles to alter the appearance of our plot\n", + "sns.set_style('whitegrid')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "65966eb8-b118-4390-81f7-0664d7892ce7", + "metadata": { + "tags": [] + }, + "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": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# adding labels We do this using the set. function\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": 7, + "id": "52d56e7d-31d4-4473-bd26-eb48908c18ad", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#use the subplots function to change figure size\n", + "fig = plt.subplots(figsize=(10, 3))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "45e3465d-84c3-4390-85bc-0c9c403a2dae", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "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": 9, + "id": "e2c15453-7a9b-406c-ba50-3587e112f474", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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IjenY8qFjvzuCIAiCIAiCILzztz3Akcvq7bwOmDEAmNIXgB2obO2BtT5k5U0QBEEQBEEQnZmbBgE6Tr7tihTgFxOA6/oD+s4jGShyRBAEQRAEQRCdmawkYJIZ2HAKiOOBWwcDozMBjvP93A4GiSOCIAiCIAiC6AxYbIDBQxToxivY/df371B9iwKl88TICIIgCIIgCKIz0mwB/nUI+MN3rLGrFoIeuCO7UwsjgCJHBEEQBEEQBNFxOVQGfLQfKG+x595witUREZqQOCIIgiAIgiCIjkZtM/Cvw8D28/Lta48Dud2BdFN0xtXGIXFEEARBEARBEB0Fu50Jon8eAuoljfsB/FhF4sgDJI4IgiAIgiAIoiNwuYGl0B3W6FkEAP27AncPAzLiW3dc7QgSRwRBEARBEATRjhEbJEhVTeCLKyFUNKofYDQANw8GxvZS9zMiZJA4IgiCIAiCIIh2ithoQeHi7SjaUIzcyWYULBwN4fUfgJJ69oDcbsyFLik2ugNtJ5A4IgiCIAiCIIh2iNgooXDRdqx4bhMAYO/GYoADCiaaIaw7AdyZDQzvFuVRti+ozxFBEARBEARBtEMk0YqiDcWybUUbiiGZuwD/N4GEURCQOCIIgiAIgiCIdggv6JE7xSzbljvVDD4tDjDyURpV+4bS6giCIAiCIAiiHSIYeRTMzQfAIka5U8womJcPIZaW+MFCR44gCIIgCIIg2inCmSoU3DEY0+8dBr5BglBaD5iFaA+r3ULiiCAIgiAIgiDaK9npEACQHAoPVHNEEARBEARBEAQBEkcEQRAEQRAEQRAASBwRBEEQBEEQBEEAIHFEEARBEARBEAQBgMQRQRAEQRAEQRAEAHKrIwiCIAiCIIj2y7IdQGk9oOcAvQ6YNRDITo/2qNotJI4IgiAIgiAIor1S0cjEkYNGS/TG0gGgtDqCIAiCIAiCaK9YbfLbei464+ggkDgiCIIgCIIgiPaKzS6/rSNxFAokjgiCIAiCIAiivWJViCM9Le9DgY4eQRAEQRAEQbRXlGl1FDkKCRJHBEEQBEEQBNFeUabVUc1RSJA4IgiCIAiCIIj2ikoc0fI+FOjoEQRBEARBEER7RVlzRGl1IdFmxdHBgwdx9913Iy8vD+PHj8eLL74IURSjPSyCIAiCIAiCaDtQzVFYaZPiyGazYfbs2bjuuuuwfft2/POf/8S3336Lt99+O9pDIwiCIAiCIIi2A9UchZU2KY6qq6tRVlYGm80Gu52dcJ1OB6PRGOWREQRBEARBEEQbgmqOwooh2gPQokuXLnjggQfwyiuv4NVXX4XVasXkyZPxwAMPBLQfq9UamQESHQLH/KB5QoQKzSUinNB8IsIJzacOjs0OvUIbWe02IALnuz3PpUDGzNkdoZk2hM1mw6JFi5CRkYHbbrsNP/74I+bNm4fp06dj4cKFPp9vtVqxZ8+eiI+TIAiCIAiCIKIFZ7XjqhUlsm0Hbk9Fc2KbjH9EnZycHOj1eq+PaZNHbv369fjiiy+wbt06AMCAAQMwd+5cvPTSS36JIwfDhg3zeQCIzovVasX+/ftpnhAhQ3OJCCc0n4hwQvOpg9NsASAXR4OHZgNdw1+K0p7nkmPs/tAmxdHFixdVznQGgwE8zwe0H71e3+5OHtH60DwhwgXNJSKc0HwiwgnNpw4KD2CSmdUdWW0szS5OACJ4rjv6XGqTFVvjx49HWVkZ3nrrLVitVpw9exZvvvkmZs6cGe2hEQRBEARBEETbgNcDtw0B7sgG7hoG3H0lYBKiPap2TZsUR/3798fy5cuxadMmjBo1Cvfddx8mTZqEJ598MtpDIwiCIAiCIAiig9Im0+oAYOzYsRg7dmy0h0EQBEEQBEEQRCehTUaOCIIgCIIgCIIgWps2GzkiCIIgCIIgPCM2SpBEK3hBD8EYmGkVQRDaUOSIIAiCIAiinSE2SChctB2/u/WfKFy8HWKTJdpDIogOAUWOCIIgCIIg2hFig4TCxdux4rlNAIC9G4sBDiiYP5IiSJ2N0npgxR5AzwE6DjDogPmjoj2qdg1FjgiCIAiCINoRUoOEog3Fsm1FXxZDEq1RGhERNZoswOkq4GQlcLyC/REhQeKIIAiCIAiiHcFbbcidbJZty51qBh9DCUGdDptdflvHRWccHQj6FBEEQRAEQbQjhHgBBXNGABxQtKEYuVPMKJiXDyGWlnWdDqtNfpvEUcjQp4ggCIIgCKI9YRIgrDqKgrGZmH7zIPAldRA2nAJmDYr2yIjWxqqIHOlJHIVKyOKoqqoKer0eCQkJ4RgPQRAEQRAE4Ys4HsLHByA4bvdJjuJgiKihTKvTU8VMqAQljrZs2YIPP/wQ27ZtQ1NTEwAgLi4OV199NW6//XaMGzcurIMkCIIgCIIg3OiuuCh9sRaw2wGOIgedCkqrCzsBiaMLFy7g6aefRmVlJWbMmIH7778fGRkZsFqtKC0txa5du/DSSy8hJSUFv//979GzZ89IjZsgCIIgCKLz0kMhjpqtQGUT0NUYnfEQ0YEMGcJOQOLoqaeewoIFCzBmzBjVfQMGDMC4cePwxBNP4Ouvv8ZTTz2FTz75JGwDJQiCIAiCIFpIigFiDczK2cHFWhJHnQ2qOQo7AYmjlStXwmDw/ZRrrrmGUusIgiAIgiAiQXUTEC8A3eOB4irX9gu1QHZ61IZFRAGKHIWdgMSRwWCAxWKRCaSdO3eitrYWubm5SE5Olj2WIAiCIAiCCCOSFXhuI8ABUKyLcakuGiMioomy5ogMGULGbwVz6dIlzJ8/H1OnTsWjjz4KAHj00UexdetWxMXFAQCWL1+OnJyciAyUIAiCIAii01PTzP5VCiMAuEjiqNNBkaOw47e8fPnll5GVlYVZs2YBAL744gscOnQIGzduxLZt2zB79my8+OKLERsoQRAEQRBEp8chjrRwONYRnQeVlTeJo1DxK3K0fft2fPfdd7jtttvw6aefAgC+//57pKen4x//+AcAwGaz4dixY1i6dCnmzZsXuRETBEEQBEF0VryJI3vL/UmxrTYcIsooDRkochQyfomjnj17wmQyYciQIejWrRvsdjs++OADPP744xgyZAgAoL6+HjqdDqNGjYrogAmCIAiCIDot1Rri6PE8Zu3dxUiL484G1RyFHb/F0TXXXINPP/0UDz/8ML766ivwPI+7774bPM/j5MmTeO+99zBq1Cjk5+dHeswEQRAEQRCdE2XkaHgGMCwjOmMhok+6CcjvwdLrbHagW3y0R9Tu8duQ4emnn8avfvUr/O///i/S0tLw+uuvg+d5AMA999yD9PR0LFu2LGIDJQiCIAiC6PQoxVFiTHTGQbQNBqexPyJs+C2O4uPj8ec//1nzvv/85z/IyKCrFgRBEARBEBGFxBFBRJSAEhP/8pe/wGq1qrYrhZEkSVi+fHloIyMIgiAIgiDkKMURmS8QAMRGCfXVTRAbpWgPpd0TkDjieR4zZ87EO++8g5KSEtX958+fxzvvvIMbb7yRmsASBEEQBBEQtMDzg+om+W2KHHV6xCYLChdvx+9u/ScKF2+H2GSJ9pDaNQEpmAcffBATJkzA4sWL8ec//xkZGRnIyMiAzWZDSUkJysvLMXnyZCxbtgz9+vWL1JgJgiAIguhgOBZ4ReuLkTvVjIIFoyDE0oVWGXa7dlqd3Q5UNrE+RxfrgEGpQGZidMZItCpio4TCxdux4tlNAIC9G4sBDiiYPxKCkY/y6NonAX/r9OvXD4sWLUJ5eTm2bduGixcvQqfToUePHhg9ejSSkpIiMU6CIAiCIDootMDzkwZJ3dcmMQZYtA04Vu7adstgEkedBEm0omh9sWxb0ZfFmD57BH12giToSzIpKSmYMWNGOMdCEARBEEQnhBZ4fqLV4ygxBkgxyrddrG2d8RBRh69qQu4UM7ug0ELuNDP4GIq6BgsdOYIgiE6M2ChBEq3gBT0tQr1Axymy8BYbLfD8QZlSZ+IBg441gHXnYl3rjYmIKsKeSyh4fAQAoGhDS0rqE5SSGgp05AiCIDopYpMFhYu2u35QqcZDE6qFiTzCsXL5Am8KLfA08WTG0F0hji7VsTokjmudcRHRo7wRwus/oGCiGdNvHgReB/rchAgdPYIgiE6I2CihcNF2rHiOajy8QbUwrcTeEghfnnQt8Gw2WuBpMSgVmJPPRFJNM+A4Rt3i5Y9rsjCDhq5G9T6IjoVkBUrqIXx8AAIAzLwCGJAS7VG1awKy8nbw7rvvam5//fXXQxkLQRAE0UpIohVFG9Q1HpKo7mXXmfFUC0PHKYzY7MDJCucCz7ToBwirjwHfnYn2yNoeSbHA0HRgXBYwfQAw0cy2d4l1CSUHVHfUOVB+F/H66IyjA+H3ZZmKigqcPHkSALBkyRIMHz4cdrvLMaW2thbvvfceFi5cGPZBEgRBEOGFF/TInayo8ZhKNR5KeEGP3KlUCxNRLtQC9Yq+RsVVLDIyLisqQ2p3cBzQPZ4dNweX6oDs9KgNiWglJJv8tkDiKFT8/nYXBAFPPPEEKisrAQD33HOP6v4777wzvKMjCIIgIoJg5FEwLw/g3Go85uVTKpMCQa9DwfyRAOCqOaJamPByvFx7ewM1gg2IbgpxdIEiR50CVeQoqKQwwg2/v93j4+OxdetWAMD111+PdevWRWxQBEEQROQRvv4RBWMzWY1HSR2ETcXAzIHRHlbb4nIDhLd3sVqYm1qOEwmj8HKiQnt7k4Wl3OnIVMAvlI51l8ixrlMgKcQRRY5CJqhveBJGBEEQHQCDzlXEC7Bib0KNe7EzAOR2AxJiojmijoPdDhz3II7sYAIpjowv/EJpynCxxbGO6NhQzVHYCUocHT9+HK+++ipOnz4Nm02e67hx48awDIwgCIKIMMrGkZWN0RlHW0ZrcVlST+IoXFyqA+pEz/c3SCSOHNjszKUuIYb1NlKitPN2ONYlCerHEh0HqjkKO0GJo1/96lcwGo149NFHYTBQegFBEES7pItCHFU0Um8UJVoX3smpLnwc81Bv5IDqjlxUNgL/t5n9P15gPY5+NtblUudwrGuyuJ5zqQ5I6tr6YyVaD6o5CjtBKZujR49iy5YtiI+P9/1ggiAIom2i7IEi2dhVfIqKeKfZ4vsxhH94SqlzQOLIRU2z6/91IhNBMW5RAo5jqXWnq1zbLtYCA0kcdWiU4ogiRyETlLxMT0+HKHoJg4eBqqoqPP300xg1ahTy8/MxZ84clJaWRvQ1CYIgOg2iFThyWb29sqn1x9KW0Uqro8hReLDbPZsxOCBx5KK6WX47MUYd5e2uuGhNjnUdG6uNpVu6QzVHIROUOLrnnnswd+5cfP7559ixY4fsL1zMnz8fDQ0NWL9+PTZv3gy9Xo//+7//C9v+CYIgOjX1IrByn3p7eUPrj6W90dx5xJHYKKG+ugliYwRESmm9PBoCACZFfRGJIxfKY5WoEeF11B1xANJNFAXu6CjrjQCKHIWBoNLqXnzxRQBAUVGRbDvHcTh8+HDIgzpw4AD27t2L77//3pm699vf/hZlZWUh75sgCIKA+mqjA4ocydE6TJ0krU5ssqBw8XZXf6cFYe7vpEypS4oBeiYCh9x+60kcuVCKoyQN4ZPXg7lOZphcEQRr5xHznQ6tKDbVHIVMUN9yR44cCfc4ZOzbtw/9+/fHP/7xD3z00UdobGzE1VdfjWeeeSag/VjpC4HwgmN+0DwhQqVdziXRAq3ri7bL9bC3p/cRaWxW1XGyNVl8HyO7HZYGCyw2wCDoYIjx/2puW5hPlmYrVi3ZgRXPbgIA7N1YDHDAzHn5Ab0Xb3DFlbL0FVu/LgDHybfVNdN8bIGrbpQfmwRBfWwSePYHOEVRW5hPRISw26C7MoP1OpKsgGiDTY+ICeL2PJcCGXNQ4ujChQse7+vRo0cwu5RRXV2No0ePYujQofj3v/+NpqYmPP3003jmmWewfPlyv/ezf//+kMdCdHxonhDhoj3NpdgqC7I1tlefvoRTe5o17umcxF2WMFixrfTcRZzf47nBplEvoH/fK7DqjV0o2liMnKlmzJyfjxOnjqG52f9jG8351CezH4rWF8u2FX1ZjIn3Z+P04ZPheZHBdhi7pSD+ooiESyKqEhphKpWQ7vaQ8nOXcGYPWcwDQL+zlUh2u32pvhIX9+zx+/nt6fuJCIB8Dmw537KkP3wg4i/Z0edSUOJo0qRJ4DgO9pZCVc6tIDAcaXWCwDz5f/GLXyAmJgbx8fFYuHAh7rjjDtTX18NkMvm1n2HDhkGvp9xLQhur1Yr9+/fTPCFCpl3OpfO1AOSGDHYOSDYmICcnJ/T9N1lhudwAS6wBhgQhbNGGVudMNYCtsk3pySlIyxni8SmWi/UofGMnVjzvirpwAURd2sJ8sjRbkTvFzCJGLeRONSM+MS4880ODRADc6mPA4VPObSnGJHSN0Ou1N3TrtwJwietuA3sjI6eXz+e1hflEdAza81xyjN0fghJHykavFRUVeOeddzB58uRgdqeif//+sNlskCQJMTEsp9bRbNYeQLdnvV7f7k4e0frQPCHCRfuaS+peRtyi6YBBp5luFxB2O0SrBas+PIiijcXInWJGwcIw16u0Fpw6f18n2QAv57nJZkfRRnXUZfrsEYiJ878hZzTnk15vR8HjIwAARRtazuETIyEYI9yQ1SSvo9E1Wrwe605FrTzqqEs2BnRs2tf3E9GW6ehzKahfqp49e6puv/jii7j55ptRUFAQ8qDGjh2LXr164fnnn8fLL7+M5uZmvPbaa5gyZQr1ViIIgggHVo2u6obwFPKKZQ0ofHePLHICHVAwvxUW162BD0MGvlFC7mRF1GWaGXxMOxKH5Y0Q3t6FgolmTL95EPiSOgj6Vij0jnObH3pqRuzEbvfPrY4giJAJ6zd1TU1NWPbD8zw++OAD/P73v8d1112H5uZmTJo0Cb/4xS/Csn+CIIhOj1URhQ/jQlTyEjlpd+IoiD5HwsVaFMwZAXDuUZd2FjkrbwBK6iF8fAACwBbiE3pH/nVzuwGDU5lIEvTqPj6dlXpJ/Zn1JI4kK0sHvVgHXKyFrqweGEkOZgThL0F9Uy9dulR2W5IkfPPNN2HNQ87IyMBrr70Wtv0RBEEQbiitvDNMEBslSKIVvKAPScTwVlv7j5x4w1efo1oRwus/uKIukrV9CSMAqFCYIHQ1ts7rGnn2R8hRRo0Az+KoVgT+5KqT4wDw2WmRGRdBdECC+rbetm2b7LZer0dubi5mz54dlkERBEEQEcY9rS7DBPGx/LD1tBGqm9SRk3kj259AAIAeCcBkM+AeCfMROYLNLo+65PcAhqZ7f44fhEu8+kW5QhydrgI+PQh0MQJT+oa276OXgbM1wICuQGYi0Brpeu0drWa5ntJgu8QCMXqZiDdWdY7eXJ2OI5eB78+y3kaCnjX+nWiO9qjaPUH9Un3wwQfhHgdBEATRmrhFjsRJZhQu24kVz8l72gRdI1QvySMnJXUQzlYDA1PDNfrWI8YAmLsAcBNHvprAKqNyYUgNExslFC7azsRmJBqyKlFGjgBg82mgd1Lo4mj7eWDrOfb/WAMwtS8wfUBo++zoVCuaM3urN+I4oHsCE7QtxFaSOOqQlNQBO93a6/TvSuIoDAT9zbphwwZ88sknOH/+PNLS0nDbbbdh5syZ4RwbQRAEESnc6hekdBOKNoSxRki0yiMnAHD3MGBg8MONKkPSgP83kV2NF/QA78OlSSmOdC3iyGoLKkoiNogoXLwjfOLVH7TEEQBcqGXvTxeC4Dte4fp/k4UJJMI7yshRUqz3x3ePl4kjihx1UJRRbKHjOsi1JkF9I61atQovvPAC7rzzTkyaNAlnzpzBb37zGzQ1NeH2228P9xgJgiCIcOOWVseX1oe3RkiyqbfVS8Htqy0QawhsAa8URz+cAyobgUt1wEuTAxYWUo0YXvHqD+UNHgZjAy43sPSdYKhsZM93Z0BKcPvqTOT1YCmeNc1AdTNLnfNG9wTZTYocdVCU37U8paiGg6B++d5++20sXboUo0ePdm675ppr8P/+3/8jcUQQBNEecIscCZuKUbBwdPjc1STF1cz+XYFp/UIYbDtDKY4A4Gg5+/fHqpY0Pf/hbfbWNbgQrayo3xPna4IXR+5RI4C50vWQL+RxtpqJgAaJ/Q1NB1Lignu9jkIXI/vzl+7ytifGKou28yLRvqHIUUQI6pv1woULGDVqlGzbyJEjcenSpbAMiiAIgogw7gv4knp5jVBFQ2j1LMqrmaZO5j6mJY4cHCwLWBwJl1rZGtxTSp2D87VAbvfg9n28XH67f1d1JO3dIqC03nU7MYbEUaAoIkd6yQ5rVROQSr0iOxTKC1G+Un4Jvwjqm7Vbt27YsWMHRo4c6dy2Y8cO9OjRI2wDIwiCICLIiO7AsHS2kP+xGli63VUjxAEYlRl8XclV3YFu8eyHW7L5TgFqy4hWJhYch0KvA1J9LNS9iaNDZcCNVwQ2hvJGCKvcxGuj1PpmDO5cqA1+38rI0YCu6sfEKcR0QztOyYwWGo51uFRH4qijQZGjiBDUt+v999+PuXPn4s4770SvXr1w5swZfPLJJ3juuefCPT6CIAgiEuh1gLElP72nIq3JDqBO9O6I5Y1u8eyvI3C6Cnj9B9dtEw/8YZr353gTRz9WsWMbL3h+jJIGSW5wMaI7kNPN/+cHiqd6IwfBiqPqJnlECNCuNyJxFDoajnXcxTpgaPSGREQAqjmKCEGJo9tvvx16vR6fffYZNmzYgJ49e+LFF1/E9ddfH+7xEQRBEJEmIYZFRtzX9DXNwYujjky9BOy+CAxO9dys1Ftphx3A4TIgv6f/r6kUB0rxEG6UPY66GuXRpLJ6ZmceaM2TMmpkNLA+R0pIHIUHhWMdLtV7fCjRTqG0uogQdFz+lltuwS233BLOsRAEQRDRQMcxgeRuF1zdpL1w7WxoFbG/sxt4bjzQK0n7OVYNtz53DgYojhoVTmORbgA72cxMEMobmFDqEgus3OcSfXYAF+uAPsmB7VdZb9RPo94IYKLJnc4ujiSr62JFIItfRfSWuxhCOiTRNqG0uogQlDg6e/Ys3nrrLZw/fx42m/xH4P333w/LwAiCIIhWJFEhjpR9VQLFbmf7qGlmzme1zcDwbh2np02z1fN9tw0BbriCHQObnTVp/PyE6/7DZYH1ClJaX28/D8waGJbmspokxLC//m71QF+clKfEXagNXBwdU4gjrXojwGvkqLFOhFWyQs/rYQwkNbE9c64G+MP37P8mnplTPDve9/OULoCX6tmcjNS8IVofpTiitLqwENSv1FNPPQWe5zF69GjodHQiCIIg2j3KFLpQxZHNDjy3Ub7tF4lAz8CiUWJ5AySLDbxJgBCNxbCnFDnlosQdh7hwMKaXXBzVimzBmyWPPImNEiTRCgOvQ0yM2/Mv1cn3X9XExtWaa9yeCXJxdL4msOfXNAMlftQbAR7FkdhkweqlO7BnQzFyppgxa2EEHfvaEtVun8V6CYj1YrPujsKxjmuysLkTiCU40bZR1hxR5CgsBPWtcuLECWzduhWxse3YgYggCKIzU1rPakf0OhbBUKYuhSKOLDZAz7Gr3O7NX731ztFAbJBQ+JciFG1ssa9uS4vh5gCaaqbGsb5A7uLiYKlMHIn1IgqX7GBW3VPNuHF+vuuxTRqvZW9lddQjAShya9cRqCnDCUW9UYwe6OVBKGuIo8Y6EauX7sB7z20CAGfPpxvn5cEY38Fr45SfRX9rAbUc6y7WkTjqSFBaXUQI6ldm0KBBuHTpEvr06RPm4RAEQRCtwo7zwJrjnu+vDkEcLfoBOFmp3l7r/z7FRgmFi7djxfNui2EOKHhiJIRI19y446lxprfIkRZD0uTi6FAZMH0A21VFIwqX78aG9/bi1qfHIis7DecOlyNrSAr0Rg+LHZsdaM11kDJF63xtYClaWvVGeg+ZJxriyCpZsWdDsWzzng3FmP5wLnDwHDCyZ8dNFwtWHLU41tkrGlEbb0f8gO7QkclKx4IMGSJCUOLol7/8JR544AFMmzYNiYnyKz/z5s0Ly8CIdo7Vxq4SJwiefwAJgggbjpQsXtD7Jx6s3izVEFrkSJnq4UAROfI2Zkm0okixGC5aX4zpj40IWBwFfGzc8XSYvNUcaZGdBnx12nW7uIpF6+J4SKIVZ4+V49XvHsC65bvx1YcHMHxyH2QNSfUsznycPgchvXd3eiYCGSaIk8yQ0k3gS+sh1Iny9EFv+NPfyIGGONLzeuRMMTsjRgCQM8UMQ70IvLcXOHoZ4syBkHRc6O+1rVHdJL8diMB5cjRsOuD4nj3IyRkM6INbPIdtHrXR12u3JMdCnNLX9ZnsbA23I0RQ4mjJkiVoaGjAwYMHZTVHXEe9akMEjrWlGDuOb92rmwTRCRGbLChcvB1F61lKVsECP9LPlL14DDqWDucgJHHkQTi4RY58jZkX9MidLF8M504xgw/QPjqoY+PXjgMURwNSWLG0Qzja7MCRy8BV3cGLVsycl491y3fj/V9sBsAiZTo9h4K5+dCstPLWS8kxxAYWfXOk6vn13isbmTteV6PcPCM1DuKTY1C4bCfb3xQzCvJ6aI9Nid0OjMlkAulEBROFnuqNALU4arTAaOIxa+EoAHDVHC0YCeHdIibaZg1C4bJdLAUznOe5LaD8LCYFUNLA6wFrgHNVgdhoQeGi7a7zPjcPwupjrH7JG/+Tq233frYaWH1M+znJsRBvvAKFb+wMbN52UsSHr3IdqylmFlmP9qA6AEHNtm3btmH9+vVITU0N93gIgiCIAHCmnz2rSD+b7yP9TGk3nRwrd0WLROSoZZ/+jFmw2FAwZwTAQb4oC2CRFPSxcSeYtLqSOhZZ0nHsLykGMAlMEBwqcz3uYClwVXcI52vQbVAq9m46LdtN0ZfFmP7IVUGJI7G6CYXLdqnTEn2992/PuMwj4gVgVE/g1iEQmy0ofHMnVrjX/Oj8PJYcB0zuy/5sdlav1N1Lk2ClOLLZgW/OQLhYixvvuxLTH86Fvl5kwuhQGcS7hgb3XtsLwabVhQGxUULhou3y8w6gYGwmhG/OeH+ypzlaKwL7S7Vf766hKFy6U34uEYV02naA2CihcFmQn0nCK0HlO6Wnp8uddAiCIAj/sNrYFVdfvXD8RBKtKFqvSD/7shiSr8iGMq2ui+JqtJ7zHAHyOShPkSOWVufXmKuaILz+AwrGZuL5N6azxdh/jgQ2jGCPjT94M2T4cD/w+2+B330DvLiFWW8DrO7IHYd7W3UzhBMVyJ1qlt2dO80M3pMG8iTaWpDqJRRtDOK9uzeArROdC9ywHUsdx/pneUu31mpye7Ya+PpHGF/cgvhfbYZx7XHg6iwgORZSukn7vQaa+thWUdb/taI4kpos6vTWDcWQMryI21BeT+tcrg/TZ7aDEdHvt05OUJGjhx56CHPmzMF9992HpKQkWTpdfn6+l2cSBEF0csKccsoLeuROVaSfTfMj/UwpztJMwM2D2cIrQQitsNdT5KhOdI1ZUT+SO1Ux5mpm/Sx8fMAVOQmwKW1YUvOCsfJWPschBLLTgENpTCQNSQMyTGy7ZIWw9jgKFo4G7HClEz0xCoJBBzw1BvjzVvk+fUSO+MpG9TH2Z16UK3oqpcSx/QU7z4IhxsCM+NzforLXUxzP+mYNTAV/plr7PJ+sAAamsghYe8VmVxuZtKI44kWr9rEtqfPyrBBer7Re+/XIhU1Fq34mOxlBHcFf/epXAIAdO3bItnMch8OHD4c+KoIgCMIvBCOPgrnsopSzrmb+yMBrjgR94E09PeEpctSSHsTGnAfALWVuXr58zMoidCAgtzvn6yhT8+YElprnEW9RCaXwdDR7zYgH5o1UP160MiH4+g8omGjG9J8ORa2+CXqeY8Kqm8ZVeh/iSPjuLAoeHwFAIbZ8vfeKRvntrsz2WTDyKFgwih3LL4uRO83P/QWDjmPix2EDb9Cpx+WILsUaIFyRgoIFI+Xn+fEREF7/gdW2zB/lfB/tjgZJHeVNClEcBeAyKBwrV3+G5udD2H0RKBjo/ckGD9HBdJPH5woACubnq89lWT2QlezXmDsskhX4+ABzZhyY2rqfyU5GUEfwyBHt1AZJkjS3EwRBEJFDWLYdBWN6YfpNg8CX1EG4VAeYu3h/knLBpQ+ToY7d7sWtrtm5MBP+fRgFYzMx/eaWMR8oBUZluh6bnQ7cMEBuN17bkual83+sTsHheJ29l4Crewf2frTwllanfIqv4TqMMFoiZYZxvXBkkIS0bi11vVrv15s2stmBg6UQXq91vffkGN+LJkfKpzspLlEhxBpQMH8kps8ewVzEIrkI+9lYFkGK45mRxfJdQJlb9EiReifE8Sh4OBfTbx0E/mIdE0aOtMU/fg/MH6lqitou0Kr989ch0MHpKnTfVQvdziLWUPiKFOCuYf49N90E4bszKJhmxvRbBoG32yGYhMA+Q0pS44Dr+3u8WwBQMLmP6zP7+g8sStiZxVFtM/sMnKoE9pYAT49j56Y1P5OdiLAcxdraWnz00Uf44IMP8M0334RjlwRBEIS/XKyTp5/dP9wPcaQQMOGy3Ld4qaWSbCziEmsAdLoW0WBn/yqflxwLjO0lF0c2O7uSHkiaVJ0oPzYLR/v/XG94S6tTRnV8HVvlvnjF47XElbfI0eUGdqzd0xJ/P8X7GACgskktulrS6hwIRj6wYu/qJraYD0DQAmBRNneUTYo16pKE1DgIFhuwYg97Lw6qmlha4px835+LtoZSHJl4zxEZD3AnK9HjIiBOSoN0bR/w9ZL/jmYDU1mUAoBgtQXu0hgkwvlaCH/b49qwvwS4aVCrvHab40It8OYOVz1ggwQs28EEUhwf+GeS8ElI4ujcuXNYsWIFPvvsM8TExODmm28O17gIgiAIf7Db1SlenxyUR2G0UC6uA128esJT1MhBbTMQa4A4ayAKl+5k1suTzSh4QsOyOjEGuHsYW1wntvxpFet7wm5nttTuBHpl1dwFeGIU61G0r8S13VtanfLY+hs5cqCs99KMHHkRRxdr5bdNPKsjA4B6Edh8Griun/p1lPVGsQbA6Ha8jpczlzGLjYnrbvHARLmJhIo3dzKx1r8r6210VXegSxApbn6IIwBsTD8bCyzZzqIkDuIFiBdqISUI4E1C+1lMKtNLA7HxbsHeOwniqEyX1fkUMwqGpAUeZdDrAGMr9S0clg58eZLN/f5d2e0Ao8YdgoOlwLtFQJPie6y6iYmm/l76hRFBE5Q42rdvH959911s2LABdrsdL7zwAm666SbwfDv5siEIgugoaEUQvKV8OYhUWp2vK8u1IkSDDoVv7Zbb9eo07Hr1OmBcVvBjkWzq42MM8GcvXgAGpbL+P+7iKJDIka8Fnc/IUYBpdRcU4qhHAhM0W34E1h5nglHQA9P6yR+nVW/k/tpnqoENp1y3B6d6F0eNEnOZs4Mdu30lQK+kyIojgO3/qTHsantxFeuDtHA0Ct/chaJfb2lfvXPCYONtyYjHKqXVeVu3fDZ3YX2ShqQFdkGko2C3s4sY/zqk/qx3NQKP5QVsUEP4T0DfDBs2bMC7776LI0eOYNasWSgsLMTdd9+NCRMmkDAiCIKIBlqLdN/9QbUX8I0Su8pf08z+YgzsSn8geEurA4DaZkgJgqZd7/THRoR3sdaoUQcb7P6HZQDPjWeiIsYAxHhxz/JHHNnswLkadmV4b4n84WtPIDtBD6RUA0ZB+xx7S6u7qHAS65EA/H2/y1IcANadYI1Z3etXyrXNGJwo0wN9neuTlfK5aNAFb/qhPJe+FszxAov4vb0b4vAMFL65S94Ppr30QQqHOAKnaXU+fXaYP2/hRMcBeT2iPYroYLUB/zgIaPWR6pMMzB4RVASR8J+AxNG8efNw11134e2330Z8fGQ87gmCIIgA8LRA9ZWColVztPsiW0Q7yEoKXBz5ihzVS+Alm7Zdb50Y3h99ZSoKEHhanYN4wf9aJ1/iqLqJ9UBq6fsEgNVYuZkhxNZaYW2yAmsPAwcUDTM5eE+rU0aOuicAvZPk4qjJwqJIdw51bVNGjlIU4khZ66KMPio5Xi6/3SeZictAsdrUaYz+RBNiDMBjeZAu1qLoBXk9dJsXBw6u7QMMTnNdsNByLvSBQdD5ts4n2gYNEvD2LuBoufq+vB7APVcG9xkiAiKgT8aDDz6Izz77DLt378Y999yDgoKCSI2LIAiC8AdPNT6+jAu00uqUV6W1nLJ8jkdDHD09ju07XgAEPYSii2p74MdHQPj4APDoiJbeLiKrkwnFKEJZb6TnfDZPDQu+xFFijPp9TTazlDX3hp8Wmzpicmc2cE0fz69ttQHKHjQ9EoDeycwCePt5lmY2yQwpIx58ZSMER5qbsuZIGTlSiiNfkaPjFfLbAwKoj6gTgbJ6No9L69X3+5tqZdCBT41rv/1gUuJUphiBYojRY6bSOn9uvu+0wmYLE5hE61Baz4wWtOb7jVcA0/v7bcFOhEZAs/6ZZ57BwoULUVhYiA8//BB//OMf0dDQgNOnTyMjIyNSYyQIgiA84amnUJ3oQxxp9OLREkeBFkErxZrRoE6lqmiEUHhUbrHtsF4+Ws7G8eIWFiFJiGF9XZ4ZH3gxtlJYWO3A4m3A/44NbD+B4ksccRxrCPvdWde2g2Xa4iOQWhuALayUwrd7S7ShYCBwvgbivJHy4vyFLfU3qsiRYlGurEvzJo6aLKxGyZ0BKd7H7s6eS8CH+z3fH0AdCvWDAWpX7ZFb5687DtyW7fkJVU3ALzaySFXvZKBXIjA+K7Tm0IRnjpUDf9ml/rzzOuDe4Z03xTBKBPzNEBMTg9tvvx233347du7ciZUrV+Khhx7CgAEDcMstt+Dee++NxDgJgiAILTxFjupE7e0O/ieXpcBZ7UwoJcWqF7vBWGenxTGHOdHKxqYlaBotcptpd9afBCb3Zf+3gwk0ycr+rW1m27KS/BuLVlqdr2iH1uMdBhccxwSbr1Qsf2qOhijE0YkKl6Oc+2sHKo6UKXVJMYCpZb9djRDvHIpCreL8efkQKhXOaKFEjk5Vyo+DngP6BmCj7e198rqAF+ma/WDsduCLk2ycMwYEtL/2Rr1NRKr7583XZ+hMi5HGxTr2V6T3HrFsDRx1ej0Twtd6oC3w3RngowPq743EGFZf1N7s5zsAIV02ycvLQ15eHkpLS/HRRx/hL3/5C4kjgiCI1sRb5MgbWrU9ymgSwOpjAhFHSbG+HeaUC353Dl9WN+tstADPb2T/z0oCnh3v31i0IgOBiqN9JcA7u123M0zAr6/1/hx/xNGgVLbd8ViLTd6bBwAXjDhSmjEojqWUGqddnP/wVRCU4/ZZc+TlWCrrjXonB1Yr4e19BuleJusHI1qBlfuAnRfY7e7xQG6A9XXtiOYExbEvq3c2ZNZEGfXLSoqOjbbdzmru9peyXkfVzcyJsCNZWFc0qr8zMhOZI53yAgXRKoRFeqenp2PBggXYvHlzOHZHEARB+IunyFG9D3GkhV6nFkLB1B35Qiuik2GCeNdQ1C8YBTHDxESIFoGMZ3Aa8PBV8m2BiiMlJfXAyQrgcJln8wl/xJGR9x1JabKoz2+gkaMecnHEx+iRO0Vuv5071QxeeVwEvXouBOJWF0q9ERARceTEagNe/8EljADgvb3MdryD0pyoEEeNFqDey0UKLXEUDTgO+O9R4Nszrnq8fSXen9PeuOEKufHNlRlMAJIwihphTbg1GDpP/i5BEIEjXm6ABHv7asLYRhBrmiE1WcAbDRDc7ZeDjRx5IjFG/txIiCNBD/GuoZDSTeBL6yEcLIV41zBXHcxkMwoWjnbVIblTJ3q/4q0kUBMBf/jTVvbvb64F0jVEnL99joaksXQ6T9RqHPsQxZFg5FGgLM6f11Kc/9uJzM67opEJM+Ux9vdYilbgxyr5tkDqjQDt95mdxtJAlRGtQNHrWA3H6SrXNtEKvLWT1bYFYZcdEZos7CJHQkzIDmVivB52HQfOfW6W1WtHhe32tiOOACYW3Of1/hLglsHRG0+40XHAfcOZIcqAFOCmQZ2v2W0bg9QMQRCtglgnovDtInUROOETsVFC4bKdrsXsArf+LMHWHHkiMUa+EAlVHNnsrnqhmmZAskG8YQAKl+50CqEb5uVhzRs75XUwHFAw0cwc7Nyx2NhV7wDcylTPDwRv7naemu0+MYqJVjvY++/poVljdhpQeNTz/ms0zuGhMrZwGpQq71Hk4IEcdv4cf73Ury2sOS4vzt95gdWT+HJG89fK+1Sl/D5dgPVGgPb5vWtY+K6mT+zDjs/3bnVflU3A8p3AwtFtw3jgyGVWpA8wY5PeyWxuBYOOY6KyzM2R8HKDdj1LVZP6c987ObjXDQfD0llfLgcl9cx4ROvCRHtF0LNoUVuYd0Ro4ujChQsoKytD9+7dkZ6eHq4xEQTRwRAbJBQu2dG+OrT7gdgoQRKtMPA6xMRE5mqz2CihcNF2dQPLJ1qOXSQiR+6EKo7qRVe9EADxrqEoVAih8XcOQdEGRR3MhmJMv3mQ2rDBMaZWE0de7vOUVufvVfbMRHbl3sQza21HJG1TMVBSD07r2L+3l/371BhtcdQn2XejVdEqN8OYZPb2aBf+HktlvVFWUuD9pWINLf2c3LY1SOETRxwH/GQosz0/WenaXlzFiuPvvTL6tsnu57/R4lmM+0tqnFwclTVoP04ZNTIa2HOjRe9k9r3kfjz2l7iMW9oLOy8wQefp+4GEUZshqJqj0tJS3H333Zg0aRLuvPNOXHPNNZg9ezZqamrCPT6CIDoAkmjVLAKXfDUMbavY7RDrRRQu2o7f3fpPrFqyA/37XhGRl5JEq1o4rHc7dgad9sLFlzg6V8MWQedrgEt1roWXUhxVhyiOTAJb5LYgpZtU7+fs4cvInaqog5liBq/s1+MgEMHGRyCtzoGyMWmgcByQ1x3iwtEo/PYcfjd3HQq/PQdx4WhWc6WVVudAmboXCCaFsPRmkOGOljjSiqyFWm8EsEiHUlD5O05/MehYXy2l4PrhHKD4vooKynkeYrqfXfk9UabRTwdoO2YMDnQt1vfu7C/VfmxbxG4HVh8D/lrEUjermnw/h4gqQUWOfvWrXyEpKQnr1q1Djx49cPbsWbz66qt46aWX8Morr4R7jARBtHN4XofcyR2nQ7tYWo/Cv+6VR8IAzJyfD31ceK/+8YJe3cByituxy+3O/r47A/zdrS+Mt2JrgDUbdP+RnpsPZKcz62d3Ao0crT0ObDzFroLyOmB4NyaQWsQaX1qvmgsVF2vlfWgcTWFf/0H7NbyJBiXKBb2nNERPeEurC4O4F0dlqq21W1IK+fUnPT8xFHGkjLr5KzqUfY4c43DfLlrltTxA4PVGDuJ4eSPfcIsjgEXfHssD/vS9XOz++zBzsMuOYlZMtWIRHWotVK9E5vKWFgekmQBzsvbjflSIo15RrDdyMCwD2HrOdftEBZsPoZpzRBqlK2JVExNIT40JuY6MiBxBrUx27NiBr7/+GvHxrLFcv3798Ic//AFTpkwJ6+AAwGq14oEHHkDPnj3x+9//Puz7Jwgi8ggGHQrmjGCLX0fdzBMj223NkVQrqiNh64sx/bER0Fq+ONLveEEPwc3xS6xphmS1gY81eEwvFIw8Cp4YCdjdjt3jIyAobZRNigQ0XwJCubh2jCvUtLomC1vQOha19aLM5EHYVIyChaNlc2HiPVe6+tA8OgL8vhK5GUNyrFzI+TumtcfVhgc2e+CNbT0RapoTACkxRj2XWlIKeW/v05to84VyQemvs6FSaAIseuTuYldWzx7niNBxAPoF2acljmcGEQ6UTX3DRWYicH+Oq74HYOl87xYBPx+rtpZvLZTnX8t+PwDsYzKB8b19PEjDjKF3GxBHg1Pl88pmZ/V3bbk5anUTsHyX+mLBmWpg1wVgTK+oDIvwTVArk8TERNTU1DjFEQCIoojk5ORwjcvJ0qVLsXPnTvTs2TPs+yYIopWwA8LrP6BgotlVBN5k8d1Ms43C14uakTCDoF48ik0WFC7ejqL1xcidakbBAmZEIYpWFL7RYkrgtl0LIcaAgvFuBfSv/wDckc2sqh1kJbEainiB/SkbiipRiiuHWAhVHClroHi9fCwl9fK5oIPzfQtGHkJ1M6A0YeiZIBdHtX4u5necV7vdAWyB5e9V22BqjgKAjzVoRwZL6sB5i3KFGjmK0bN/43h2zg+WsvSyrkbAU0SX1wNdYtki1aBjokg5jp6JwB+msrTN4xXsvAX7OQ82whUMOd2AmVcAq465tjVZ2FX+p8epLz60BmFOq/OLyiZ1Sm40zRgcxBiAgSnAwTLXtv0lbVccnasB3tyh6l0GDsDt2SSM2jhBiaN77rkHs2fPxsKFC9G7d2+UlJRg6dKlmDBhAnbs2OF8XH5+fkiD27p1K7788ktMmzYtpP0QnRibndlH6znwcXy7Lv4PJ2J1E4tkGHkIgTT4DIWSenkR+LBJEEvrIek48PE8INmYVXWswqo6FOx2iJcbIXEAb5Kff7GqCZJkZfMiwIWPcLlBFQm7cX4+DIoFt9goYfPK/UhKM+G+lybizMEybF65DxNuHYw1SoMKzotBhY6D8P05CO5XIM/VyMVRVyMwwcdVYXdS4yAW9HKZAMS2jF25AGuQmODxt1hYuaDndWrjgFoRwskKCOtOAPdcKb+vuon1PHI3KKhpli+K/E2rU/ZTyjBBvGEALI0W2BokCDF6398JgabV2e3MClvHuf5MgsdIlWDkA0spdKAUJZKVNYDtFu9b+OX1APLdLjierHDZkwMsUvfSJLUhQWIM8NJk7/sGmGjqnRz6olopjv51mIndSWb2PsPN9f3ZMXTvf1TWwJoAzxup7vMUKHY7xPJGSHY7+Hg/2hko6/1aQxwpLdjj+NCt08PFsAz598DBMnaRJ9TzEm72lQB/K1LXJMYagIdyo5uqSfhFUOLoD3/4AwBg7ty5su1FRUVYuXIlAIDjOBw+fDjogZWXl+MXv/gFli1bhhUrVgS9H6JzI9aLKHx3j19X5zsLYoOEwjd3udlCj4JgjPAxUS4wM0wQDToUvrUbZ4+VY/bi67B22U4WXVFaVQeC1caiCgkCoNdBrJdQ+I7aPtx5DIK1Fa+XZNEPg2TB8VPHMHiwvPeGxWLDuNuHYO2ynfjqwwMYPqkPZszJg9Vm1zSomD57hOf3nZkoT884F5oBjvh4vityNdmMghE9mHBVpu6YeFa/lOyvOPIROQJY35L7hrN5odQeOy8wgwL3nkdP5DO7aUcUyN9olrs4yjBBfGoMLHZg9Rs7sHfj6dC/E7QMGSw24P8UDdE99UNqwZlSeP9w8OWNMGz5ESUpdqRX6sF5ik4pj9v5WuDV79iV6TQTi7Y9fJW245pyW0Wj/Lagj75TG6BdT/LtGWBUhDJJOI6J9dJ6eWrZ0XImzO7IDmn3Yr3kfzsDm119EaA1xJGWGUNbmAsAMFQhKhok5jR4RZA1beHGbgc2nAL+c0T9+UwxAnPyo5eiSQREUL8IR44cCfc4ZNhsNvz85z/Hgw8+iEGDBgW9H6u1nTphdQSsVre/6AzBUtWMVX8pUl2dnzkvH4YYvXN+dKZ5Ymm2YtXiHSpb6Jnz2TGJGFYb3PcuTjKjcCmzc17w7kysXrID7/9ic+hjEq1AZQMQo4NFsmHVG7tU9uE3zMnDmqXqnjqBvB4HO3RukTBrTgaaR3CqucRZbfj8rd2y98bpONzw+Ah1Wt40lpYn20ezBdz2C5AGpsJyTW/wvRKdNs/2szWwBTl3Lc1WrFL2FdK1HANBB/xsDFuIJQiuOhM/X0snWt3N6WDTc4DAy6xR7TXN8rG7/dcyMBWrlAYFOnnPI9XztbDaoHcTL+IkM84cq8DuL06q59o8z+ees9o82rramiTYleOQLFDuyWq3+Tx+ekEHfaoRSDXC0j8J5/bXocsdA6CvlYAGCfo3d8keb7VYZfvkzlWzcdoBlNazFks2/8wnuLJ6+fnpGhv03AonnNGgeeytsXq/52PA6AE8kgvdH7Y6rdTtRgNsQ1JDek1LkxWrNKLFHr936kToFX2krPF8UGMI5LdO92OV/PPbK1E9x6NFkgBdZgK4c64+bLZ9l2Dvlxy9MTmw2MB9chC6H86r7rL3TYbt4avY92lbOZZB0p7XTYGMOSBxdOnSJXTr1g0XLlzw+JgePULP/1y+fDkEQcC9994b0n7279/v+0FEROAsdhirLGgsNcBuiM5Vp/5pfTWvzk+8PxunD7tcoDrTPOmT2U/TFnriA/JjEm50og25breldJPz3GRlp+GrD+U1JsGOyX3e9cnqr3n+pz2cG/Ix6F5SC/dvupqqKgBdVHNpQHo/7FG81p4Nxbj+wWHqtLy5eTh+8hiam11Xi7vU6pCZOxir3KMoC0e3mBXUYe/OIiSeb0ZslQV2PQebnkNDKo+GNO9RN3PPfpqGEhMfyMbpcy3HoFLjiX7Qv7wS7uXbFy5fgiVGhz5u2xpKK3Fkzx7N5/ftrvG5XV+M6Te5eh6J5bU44OH5DvTNNuS43ZbSTTCINuzddFq+b43vBHe6nmmEpy5Al8+X4OweedRFOdcB4OCRw5DiA7/4sP/scef/s5P0iK12/bifPlWMKvtF5+3MvTXIcHtuVZwFp3wcIwdZx6vhbpR82d6AM34+N5JkVNUhU2P7gVNHYbkUWaevuGtNGLimGWK8HiemJKO5+Ryw55zvJ3rA62dOY+7FVkhQxqn2njoMu5ZjoJ+ofuvsdnBWuH6j7XYML66QLQyLrRWoagNzwUH3VBt6uJ0GcddZHDRH1xpb32RDv42VSLikrokr7x+LH8fHwH7yUBRGFjk6+ropIHE0Y8YM7N69G5MmTQLHcbC3pMo4/h9qKp2D//73vygtLUVeXh4AoKmJTfwNGzZg586dfu9n2LBh0OvJKjEqiFbWO8Wf/PcIYTlfp3l1Pj4xDjk5ObBardi/f3+nmieWZityp6iNBBzHJGI0SABcjUDd7ZzPHCzD8El9VAXpQY3Jbd5Zmiya558X9OrtAb4ed+EEAFfH9qREJgeUc8lyolJ9vKeZITTbILwlN6jQX6hVp+Wdq/Vo8yx8fADD0/uCO3gaup2uRbJtal/Yc7z3XLJUN3v9bISCbst2AC6HuB5ZmbCnxAHf7nZui7MaPL6OpdmqNiiYKu95JDQDOcOHe0/3KW8A4OqFwpfWwxInqOfaVDPiecHjeLimcwCqNe9LTeyClJxh8o31IoBNsk3Zw7IDchrT+m7SrfkGqHaZS5h794Y9p7vztu67HQBcTT2TBmUiJ2eAX6/HnusSeSkDMtE1p5/f440YfZthHV4J/bt7ZJuH5ueq+1dFAHuvy+CzkjA4DHbRlnpJ+3snLlZ77h25DMDVTNdu4jF8hFJ2+4dsPhVXg/vmDLiyBuByA5CZCNsTI10P7tsE69kacGdqwJ2tRp9rhoSv8W446FoN7HHVx8VWW5HTY4DXtNWIcqkOuuW7wV1WCyPbzCuQPNWM5LaSlhgG2vO6yTF2fwhIHC1fvhwAsHHjRh+PDI1169bJbj/77LMAELCVt16vb3cnr8OgB6DXu/6iMYRYg4Z9tDrHuzPNE32cHgXzmFGK85jMzYdgjLApg16e3uNu53zgmzOYvfg66AycqyB9bl5wY3Kbd3qbBQVP5AM6uGqZWs6/al7MCfD1FAXAXEsiinIu6Y9XoODxEQBaXmtqyxgOlKgNKv4nV/VZadLrPNo8CwD0F+oAizz1RifogWYbc5yK0WsuyvXVzX59NoJC0WRVF8OrxsDVitDrdJriRh+nlxsUTDMzo4pXv3M9X7JBL9kBb7Vyovy4CJuLkfXMePS4oivAcdi7sWXfj+VBWH0M+Okw7f3oPC/CdZJN/f3GqR+v5w1BfQ/K5pNiHDpOJ9/nRXnDXF1mkv+vWSG/8q5LNQU+XqsNeG8v650zIAXokRC6XXqXOKCrou6G10Ef20rGOtkZvh/jJ/pEPQoWjpR/5h4fAWFfKTAuS/2EOvlim0uKDfl3Sq/XQ19vAXZfcm0sb5Tvt6uJ/Q1nwrvN/TL27sJ6sVU3M4E8MBV6K6K2zsAP55nIdIfXAQ/kQJfbXfs5HYCOvm4K6Jdw9uzZ2L17N9lqE+0GlX10CCkJHQVhx3kUjHWzhV57DLhjaORfWOlA9sE+FIzNhHTzIBiOXEbBtb0xfVbLmD46wDrXh4AYx2Pz+/vRe2g6xt8+BEmpcS7LaOW8WLYDeHa8/ztffUx2k9tXAuR3Uz+uolH+WjVNwKVa1PdMBH/XUGf9EABmkayAr27SvNrsjKKcq1EbIKw5zv4AYMYA4EaNKFJZA4T398rGFTajEk9udcrz32wBPCxynQYFs0ew3lAGHTC1H8vZT4xh+/PVQFjpVHepHsIfvgem98OND+XghgeHgz9TBeG1rewcjOgODExV72dACvBgDvv/FyeBC656B80+R1oW2+G4cqwUGu6v0yCpnc26+3BzK7rIbIbrRWZA4I43d7KvT7MeVhYbE0RjezEDiB+rmcubw+nNxAMvTvJ9nnyhtO9u600/vSAYeRTMHCC35Lfama2z8vxGysY7LU5+u7IxMDfKaKPjgJsGMXv4QanRb6R60yD2PXy0JcqXFAM8ns+MLIh2S0DfWvZQms6FADV/JYJCz6mvzo/sCbTf39bwYLVD+NTtmAzSWBCGHbvagWwOsysW3PrQOMcUonWsKFlRuMRlPAEAD7w8yeWCp5wX4WgIqoXV5nqtDBM7Bg6nQPf6IYsN6NdV9XThh3PqCI+7zfO5Gu82tp6ae1Y3yY/BwBS5tXMoaLnVJQrq839Vd3iL1QlGhfX+2AD7gmg1DL1QC+HdPdqv+9lh4Jnx6rmQGsf+ABaN+9StdkDLSU5LHIVjfil34f467oINYN99vtKMPj/h2fHQWxrV5yfkC/eBqUwcHS+XPy4pNnRhBDBx5C6sa5u9zptW49szTFjMHBjQ04RYAwR323QAOFymtneOlDhKVYgjO1jkoz25qI3SqkSLEnod8MgI5hQZawAey2NW+ES7JqBvLq4D5U0SnQCtRWMojRM7CsoIgfIKewQQGywofFvtHOjuQCajPrRmj5JkU5subCjG9Mc9WGVHal64pZiJk8ye64c2FWs//0SFPPJkt7WYMbQIynM13hc1ymaODpQLL2XqXZOFRRNqmtkfB/+bFmpEjkSrXf3edUDBE0FatvtDY4Dz+mwN61rvTSQO78aanAp6VxNVJaGIo2PlwJcnoZOsGFRZC93n37H+OnG8Ovpk9yKOMuJ9937xlJKo57zXRxkU+3WI4eMV8u0D1GI/KOyQC+spZhQMzYheSwarDfjnIeDrH9ntdFNgi/W+XZgtv7sw/fpHtTiKVI8jI88isO6NlNubOGprxPHAE6NYtDQcFwSIqBPQWWxsbMTkyd4bwEW6Hokg/EYrhc7qn7Vth0aZChTJrvMtSHWi19oZGeN6AdNCKwbn9Zx2OppyYRdp3MSRu0OfA+cx0JqrkpUtkKqbXRGeeSNdwghgfXYu1amf68CTOPK18DpyGfiLm3V0V6NMHImNEmsiLGg0UU2OgXhdP1f6XLwASbRqO9A95qWvU6j4Ev253ZiocD+e/z0K5HTznGLU1ei7OF1LZ/srjmqbgUNl4ACwuI8EPO/hN9VdhF1UiKMefix0PaWndTF6H6/yM2S1s+/Vk0pxFJ7eM2KqUVtYe2qYHEnsduCtnfJGpH/fzwSSuYt/++A41qz5Q7fC8IOlTKC4R3UKBrJoaXUTu0ARakNdd1Lj5OKorMHzYwnG5QZ2/tM8RGTbkmkFETIBiSOe5zFv3rxIjYUgwovWlVMrRY7wL4WjpLLeIALw52q81864MzrT8w+QD0TJCimOBy9aUDA3T52O1mwBTAJw11Bg1TF29T/GAPTzc2ETKG7zzd2hz0HuVDP4WD2rp1FSqWFP2yeZLazSTezqc2Yi8IfvPAsBj+JIse+kGO+3a5rZwoDjIDZKKFy03XVcFY0sxUfz5M1lF4wEz0HtQDfNDD6SV1m10urcMehYvcByNxFY0Qh8dVr7fPiL1gUYf8WRL/H+8mS2L45jc9eBMnLkq94I8CyOfKW0KoW8xcaibsqGuGGKHEm8PvCGyZGC41gDY3dxZLGxOfTMOCYs/SG/B/Dvw67oph3Alh+BW9zcKt3TOcNNmgkornLdLqtnkazyBlYrkxzbdhq/tgVOVrBzbOKBn49r13VvhH8E9MtkMBhw8803R2osBBFeyjWuhlHkKCoIX59GwTwNpyZH7YyDQalAjwTNyITYKMFisYHjONisNlXUQmyyoHDpDhStL8aEO4fgmruGYsZDOZj+QEvh/es/sEJZALi6N/sLANmYMkzyiIMn3CJH7g59RRuKMeGOIZjw06GQrDYg3aSOoNWJEO8a6orAfHeW/Sj/RGGeoUxjA1w1Gt0TwDdK6kWkr7Q6ZSTJYgMaLRA5oHDRdnkTYber+GKjhEJlc1k9S59TOdCFyx3PE/6k1V2ZAfTvCpxwi3qsO8Gu2JuCrGwJJa3OmzhKjNFOd7Pb1eIolMiRryvgyjFabOp6o27xzDQjDOiSYpGjYYcfUWHtjat7s+PtSKsD2Odp+S7gqTGeDQJOVgC7L7KopKBXX7zbepaZp7SGwYDSlKGsAdh2DnAc48QYdhFmhn9W8G0Cq43VAIZRMIuNEqTqZvAX6yCYWK0q3tkNzM33nbZKtGvahSEDQQTFRY2oBEWOtLHZI2dKALDif6VDnHvtDAD0SgSeGMVEzqJtzH57KotMwA5sXrkf424fgs/f2ok9DlvsBWyBLTZKKFy8HSue3YTMgSkYc8sgrFq6gz2uxfwBn58IurZIbGD7d9pxLxwD4fWtzvHblZEWB+5i3O0YzLhzCAwZ8Shcst31PhcoIjAZJhR+csgVgZmbr12IrrDOxpA0iA/mOIWi1r7x3NUshau6mUWRlClBWvUNNc2QjAZ1LZfbVXzN9LmW+01JsXIHumCEkcXGxu1ICfLmCOUrrY5ricDcMpgVUztotLC5ctuQwMcHhJZW500ceaoRqhXVNXqhiKMUH9EKVVqdLWL1RmKjhC0fHcR1j+TCbrNj76bTyJliRsH8CAtrX9w2hKWzHnUThWeqgQ/2Mkt+rajL2Rpg82nXbeV3Rr3Eat78re0LBWVk/nKD3Eilprl91Oc2SMChMmB/CYvmjc4M/nOrgP0ObVeb5xy5zFwr25NwJAImoG+XgoKCSI2DIMKP1nqEIkfaiFa1UUO4UTrEKakVZSIHYJGHnKl9sWf9KSSlmbB22U68/4vNzvvAsaiFJFpRtJ4tym99eizWLd+tftxEM4QgfvDF2mYULlVEQ+xyMwn7tb0BaDh/KYVLyzHAXUNR+MkheQTGDqebntgoMbc9pXnDAo06C/dFTYYJjfcNx+olO/Dec4rnutdoCHq2CPa0EOb1bDHuHn2pbgKflKSdHtlyFV+n13m9yq9yoAuE786w+g4H5mSW4uKGLLrXPZ6JhCYLS5dT4vh+6JPMbLx3uRrp4uvTwLV9WFrTNz8CHx9wLXj7dQGeHON5nMrvmEAuOngTR57EjDJqxOt8Cxxv+/MVOVJeMRet8sgbELZ6I0m0Ysunh/Dv137ALT8fg/temoiayw2wWKwQAlu+hBe9Dnj4Kiaq3et1dl1kc266xsJZ6WyYmQh0t7c0e21hy4+tJI6UkaN65rznTu92YEW9udjVtgBgIunWwSGnBDp/h5TfoRPNEPaXABP7hLR/ou0TUFzwhRdeiNQ4CCL8aK2DWytyZLdDbBBRX90E0VftQ1sg0o51nqLOGSaIdw1F/YJREGcMkIkcBwZej6L1xcjKTsPeTadl9xV9WcwWwzoOuVPMACB7XObAFCx4dybybhgAy6BUbZMOH0gNkqaRgpThVtfh6cfYw3yT0k2abnpSywJKEq1e75fvTO6IV325AXs0ojuaz/WGMoWrppn1aZkzAg+8PAnDJ5uZPfrcPGf0bstHB3DdI7m476WJGD7ZjPtfnhS+q/zKxXytvJ7KUQv1u1v/icLF2yGOygR+OYH12hmsYVfvfs5mDZLPDasdKDzK/m9v+bPZ2V9NM0vZvVALnK5SiyHlKQ9EHHnrNeNJzCjNGLr72XzVU9pgoGl1P1arvz/CFDniBT1yp5px7mg5Fj+8Gv87+q/48WApDG2hJ49JYLbNyrm96hiw55L68crPn6AHrnFL7U2NA0b0aJ2IjTJyZIc6Pbc99OkZpmjSW9bg3aDGT6RGi+p3qGhDMaS+Xdg5b+1aN6LVoaRJouMSrbSARglinYjCRTtcC7VIig+rDahq8j8qprVuirQ40joXjr4/357D7+auQ+F3Z6HT65A71Sx7mEW0IneqGWcOlmH4pD6y+xxRCYHXoeBxtmivudyAnClmZA5MwavfPYDKS3V4+8kvsfZveyAGYYfLi1bkTpaPSWUm4Wkx6h45chOCOiPvFHOyffLsK5lvtqhfc6pGnYXNrnLEO3v4ssfjFBDKY9VSpyS8/gMKxmbi+Temo2BsJoTTVey1RSu2fHIIT49bgeQME+57aSL6DEuHxRKgKPOEsoal1lU3JVY1ovB1dqV378ZirHh2EwoXb3NdmNCKyLifstQ44Jo+8vt3XmDiRynsS+qB/9sMvLiFRQ6UphfKuR7pyJHSUMWflDpP+7tvONDTx/OVY3SPfADMLMSbFXgACEYeBQtG4YFXWsT4K5MiX6sWCN0TgIdy1d+pK/aoe0gpxRGvZ4v70ZmshuU31wJT+rL5Ui+yVLdAL2j4i4n3nKYJsJS/MJ3DiNIrUd1TaH9paPu02cH/WKX9/ZsaR7VGnYQ28g1DEBFAuUjpk8xSGSKMWNaAwr8fUKdERcp61tpyNTuOB3xdUPUUwYm0OIo1qArktfr+JHQxomBePmBvMW6YZkbW4BRkDeiKzR8fxIw5eeB0nKvmyC0qISzehoKxvWDplYjh1/ZG7tS+WPcXjfS6+SMhHC1n6WgcxxY2/bt6XAwI1c3eG7ECnhfADsHqEIItvVom3D4EBQtGAlDssyXSJGw+rX5NZd2QzQ6cly/A+NJ6VFyoxfWzr2Lv2VmjMTLwBWVijLz5po5jKZGNFnl65Hz2PniLDblTzFjx3CYsfng1ADgXtWFBKdaarcyWPsYAqcHi3dFMUxwpztn0/qwo3n2efnaYpdx5Q+nSlm4CHs9jn8tA63S9RTZrmpnxgc3OrvSntaRF3pENXNefRbIu1jIzBH9QiiNexxbqvlAeS6W5R7j6G7UgxBpCr1WLJNnpwM2D2VxxIFqZ5fcz41yiXtkcWdCz7437hqv3uesiS+UE2HfnkDSWxhcuOI5Fj85Ua98fTtvwSMJxwLB04Jszrm37S0JrBfH1aQhbfpSZ52jWbRIdGjrTRMdFKY5ayZlUatRIw4qW9awSx8LKndxurClgJJloBtYel23S6vuz5R+HcPVUMwrGZjLjhqQYCLsuApuKMXGiGZbKRtx4VzZm3D4Y/PlaCDbmUCSeroI0axD40nrEvb8XANDt8Xzs3Xhatn/nefhwv/yKf7d44Nnx2k5RQ9Mh/Puwa0xaZhKe0upaojqeGsDeeO8wzPifHNisdtYAtHcyW0yNz2I/0ONbXjNWsShcd4L9Ka4sC5uKMfHpcdj8wX6Yh2dgwk+ykZQaB+HHKoi9kz33JtKiZwLEWwfLm28uHAWha6x8QdxyJVUoqUPB4yPYcXYIunBe5deao7UiEGMAXydq10I5zqevyBHA0qSu7w/8+wi7bTSwhZevVFzl1f04Xp3u4y/eIkdHy+UGAAUD2Xg5jl09T45li2h/UYojqcXty5dbmi+78TDVG7kTUq1aazDZzMTpD+dc2yoaWa+wJ0axKJFWWp0n3K32myyRqZVNjfMsjtpDSp2DYRlycXSqkn23xwfxm1ZaD/znCCDZXAZCtw8G3y2ehFEng8420XEJJb0lBDT72UTTetYdrYXeTYNkBdxiZSMkyQbexEMI1s5YyfgslzhqiUZwXWLVvW+mmGE4WyOPTNx4hWczh+w0iFY7Cv91xOXq1uIqJNSLnnvrKK/iXqpjzkeeFixJsd7NJDytF//fRMBqh1QvouiFb2R3Hdp6DhPvGYbVi7bLegIJANAzEeiZCKFOhLD1rNp23GhQL7Y4sOMEYOKYnpAEA/hzNRDWHod4/3CX89LUlkhSTTNLrzEJmp8N8YoU7eab47IgnHYzRnBEO0rqIXx6yOVI2CCGd0ERa2DRDffaiJpmIDUOwrFy7ejeiQq2ePIncgQwE4bvzjJRdH1/dmw2F6sf546yqXIoBNKkOFT3WK20Om+fAQe+6vbCHDlqF3Ac651WWs8W5w5OVrII0L3D1TU9vJdzrYzGBZEO7BOlKYM77cGMwcHAFDZnHd+HdrCmuqP8iIK6Y7MDK/e5zpPjN2fh6OBt/Yl2SxtYrRFEhFAuHlpJHCn72YT9CnooaF2BdMuhFhskFL61Wx4pCHDcWj2KnLill539617MXnSdq/fNVDMKHtPofeTlqql4+DIKvzmrTmGcaAYkK2bMyYPNyiyAh0/qgxmP5wGwsyu5ynQob/n9WldS3VLODGX1iInRWMDodYAe4K0G5Cpc3GbOy0fhku1q8fGEW/plvKDdkFSZHqrjgNeuY4s0PQfhVCWEw5cBEw9xolnbbW9sJnPOm9gHuD1b9RJSnKAdAb1pkFwkOuZPZZNaxPZKZM5u4Zj7HMeiau7Oc45F5KU6bav4egn49TX+RY4ANi9+OSEwkRLOupBAjAZCLak0GuRpk6X1EPx5L96OTWqc/41QOxq8Hnh0BPDKt64GzrwOGNwSzQskcuSrD1k46NcVGNnEotu7L8rva0+RI17P+uPtK3Ft2x+EOPr6tNp18ZrewBXhj4QSbZ82sFojiAgRpcgRKpvUC7W2IIwA7chRy5Vgp32pUmg84X+tlNhkYf2APPXuUaSXHd16Dj/7+02Y/j+54Jst6nQ1wKuxhpQWp+kkN/3mQYBBh7888QWyx/fCfS9NxI8HSrH8iS/w6OvTIGjNBW8RgMxEtph2DEVRQ5Q72YyC+fmw/FiNpqRY8HHyNCDByKPgCXmNUbe+yWpHpPXFmP6YH+mXPRXjsdlZXy/HombWIGBWyzEqq/d4jATA41Vp3mjQjoC6G1EArkhCVRNUnK0J7+cuUSGOHKYMTRa1MBuShsYHB8LaIEE/LgvG8kbWE8WBp1RI5eLflwhRiuxQ8CY8dJz8sxCq4YxeB/HJMSh8Y6drDo/o4Tk6qjVGh7jqlQT+fA2EyxqNtzsTiTHMzexPW5n4fCzPVb8TiDhyT5907DfcDE1nfz+ck4ujLrFha+DbagxLl4ujQ2VM9Pl7kaOsHvjvUfm2FCP7HiU6JW1kxUZ0NETJCimOBy9ZIbRGx28toiWOeiYAxVWuhVq8wLqNtwW8RI407aP9XawDmj2KnAYILVE8ZZ3RuaPl+Nszm/D8B7MgtFgzi3cNdV3J3lTsteZDM4XR4SRn4NBrYIrTHAAAHvj9JM/pjd4WubEGVmjfItyUIq/8XA1mzMvD2k8Py4WhaGWpa3odhNpmWd0STlRoj92fH/RYAyuodncqO1utecWXt9g8HyPAsxFFYgwK5ubJI6Bz8yH88Xv5Ax1XubXEERDez52y7shh5/3IVSwlrNECLPoB6JUE8aFcrF60HXs2FCNnihmzFoyE8G6RSyBdGWRdkJJIpdUpozrbz7M0LQchiiOxUULhsp3eI5da8HogRg90j4f4WD4Kl+1E0YZv2Jx/YpRvcdXR6ZXERFG3eLmTmjKVVxkltNqAvSUsgqEUUpEQRw6UdUftKWrkYGi6/HaThUWBBmlY+Gvxj4PqY37PlZHv/Ue0WejME2FHbLKgcMmO6Lu8KBcPhy+zxWS6Sfvx4SIzESiuct2+yofbVYSRpblpLahaFmS8oPfa4NMXUr2kjoQ4DBBaXtajmBGtQFKMOhqzcDQE9yJnBZopjG5OcgULR7NxOO6bl8/motZx8JVSlJXkFEdKkXfr02OxeukOvP+8whnvoVwIVoPTRVAW2cgwaY/9ZKV/C/fMRLk4UloHtyBUNnp32/Oy8BI2nJQbUXxxQh3Z+/pH5tilbCLpINyRI3ccwizGwP66AHh2PBprRaxetF3eCBfAjXdlw3iojH0m/TUv8FXbo5w3VhsT9DrO9ecvjsenxak/C3PzILy21XX8bXbWGDchhtl3dzUG9FpBXwy5ZTBwy2DPjTIj5crZntBalPuKHFntwN/3qVw9ATBr7UjxY5X8dntxqnMnKZa50ba0FQDAIkn+iqPbs4Gmva6LD1dnAQP9fC7RISFxRIQVRyPGNvGDqbUA/rEq8uJI+bKtFLDSQmyyYPPK/ejaIwG9BqciKd0E45A0eXpRS1qUo8FnQooRXXuyxyenmwC7HfXVTbIaIrFRgsViA8dxsFlt4AU9+Oomz0YUe1lTRI9i5lQlxL5dnNGYzIEpSMowoaK8EUm53WD84ZxrUai8ov7BPtcCvqYJOFaO+p8Mld03484h4PQ6SLUioOMgpBpZPY77fjzlT20/DzHdBOmaPuCHpQN2qMwksrLT8NWHB2RPK/qyGDMeuQqQrJAaJfCxBggZrugTSuqd6ZfO8V1uACSrf1ffMxPl6TDna7Uf12CB8ME+3PDTobj+oRzoG9lt5zi8XZVOiWOCTs+xK+KeBIXNDlQ3a98X1siR515HTroYYbXZVY1w92woxvSHctgNi+c6Nk2Uc25Tsev4KRe9+0qAwqOux1c3QxjZ0//XGpaO5lE9sUrD3bBgopnViQFMhP3joKuAXNADC0ezRaIfOBqsBmsco9Wwuc24crZFEmLkUXFlFFTQA2N6AZuK1fNN2csnXFhb3D7dx9Xdzz5ZbY1h6XJxtL8EuH2I5/RZd9JNrDbyq9PsgsPNgyM1SqKdQN2siLAi1Uvqq5FfFkOKVDM7b2iJI1+2vJHAny/nCCA2Stj8wT6MuWUQiveWYMmja7B66Q6ID+YAGW4C8ZXvgH8dAgAIH+zDxLuH4scDpfjot9/AZrejcPF2VzPbZotTcNmsdqxe6mp0i27xKJibhwdebmnY+Hu3ho2rjrHXcggC9yair/8AWGyQ7EDRxmJZ89Ylj67Bmr/thbhwNBuzsnHst+cg3nslhM3FMH28H7giBYUbTsvv21cCQ1cj1vz9AH53z3/Y+5gzktVbuO/HwxVTcVAqCj86iL/89htYrkhF4abTWP7MJsx4PM/Zx0dvkDevzRyYgkdfnwZDrAGFjmP01i7X+3BQUg9hc7FrfLPXovDLYoi1zawRpDeUpgznarTnvKCHeO+VWPP3A3j5rn9jzd8PQLz3Stc4vF2VzukG/O8Y4E/XAU+PY72AlGIqjmdjDVRwBIOnyJECfYwBOYomuzlTzDA0tDSF9XeszRZg5wX1nHM/j8p0TEEvf/ym04E1gZ6dB0ufLpp1YlKGWw+jsga5A5poZdEjPwm1wapDXLnTZlw52yDifcPlc8jcRf2gCb21v+MidUzLGiDOGyl/rZ6R7wUYEZT2+eWNrA7TX3QcMMkMPH81pdMRFDkiwgtfUqeOHkyN0g+mlg6KRL8I1etGp7+SEkm0omuPBKxbLm+EyumAghuugPDXIvbAC7XMZQqAeFV3FC7egRXPb8KCd2di9ZIdsufmTO2LPetPISnNhLXLdsobrNqBgsl9XFEcHVwLLfciei1bboMOfAxL60vKMKnGDHuLAx0HzX5B3u674fERWPOWfHvOlL7Ys+GUz3oLsVFC4Rs7Xcdjqet4OM0kHh0BXrQg6/E8wA6cPVqO2Yuvw4VjFfjP69vkqXZ2xdV/AOJk7R5IBfPyvUeQlOKoycKamI7Lkm0Wuxo9HjPhHwe929QmxcprkvQ61hT1UJnryrbN7qwXizhKceThdY3xAmYtHAUA6pojQF3/4YkmC8SxvTwfv48PqCJHYnKstgV6ANFzg6BDjjKqM1VhhqFoAIx4IeB+ZaE0WHWIK6fb5LQ25MrZxvC7vivdBHFqX/X80Ucm+0LUcSh8s3VeK+L0TGBmEpVutY/7SljKaSDoKWZAUOSICCflDRA+O4yCOSNc0YOXJ7Ei7mj8YGqJktaIHKnS6qKjjvgGCb0Gp2LvptOy7UVfFkPqqfjBaGRX1N3d37Ky01TPNfB6FK0v1ryvaEMxpETWD8i06AcIRy+zIn1/BKlB1+Lolo9h1/bW3ndGvGbjWF/3WW12VfqPQdBrOsUpI5xSk8Xj8XCYSYAD9NVNEF7bioKxmZj9ymSsXbYTVotN3YR2QzEkRcGz1C1B+z35Om6OiE+GCeJdQ1G/YBRER+TIYgP+ewT4cD/rseQpCpEYE3jaW1Ks/Mr2f49BTI6VR8QihXLx7yFyBLCF/43z8vHcp7fixseuglB0iaWcFQxkfbf8ISkWUl8fURyFIYMjAip7fIDRc0OMHjPn58ujOnPzIbj3XCpX1Hh1jw/qu0Yw8jAlxQa1GHaIq+f/dRtbUJMw0sRTfZfWnJD6p4Q8f/weV4y+7WR6hArHyaNHRkPrXAwlOiQkjojwcbEOqG5Wp019tN/3cyPB9AHqhoSt8WWZGMMWiukm1mgvmE7dYUC4WIuk1DhVelHuNDN4pUhsSfvhS5hhAgCcOViG4ZP6yB5mEa3InWrWvE/mgAYAOh1bvPojSFvqwIRj5UhSpKi579th6OD3fdPM0PPq9B/H+1DtRxHh5CWb1+PhTCOKF5wRMXttM4rWF3t+vEKM8NVNwaUncZx2Ck6ThQmeL08C357xesyCKfR2rw3bu7EYK57bhMIl2yFONPt+cqgoI0dNFqBOZDV0xZWsmW91kzN6a4wXEN/FCGOyERjbizUUvr4/kO9/DRDfJRa5ys+Q+1xXLCT5S7Wa8zDQ6PmJU8cwc16+S3h8dVpthuFOoFfIQ2XnBeC1rRDe3g3T3/ezOixCk0BSEPkEQT3fIpSu2OFSI/N6sNS4BaOAV6cCN1yhfozdru0ISBButNNPANEmGZoOvDgJeHe3PG0q1sC+kKIRQVGGyEPtDeIPN17BOnQ3W9kX8JcngeEZQGsXul5uhPH7vZg1Px8cx65UOlNfTima3TVZAJsdwsZTTsOEA9+cwezF10Fn4FjazBQzsgamICs7DZtX7sOMOXngdBz2bPDQwHXDKbU41SK/B+C4Ct9kgfFvRWwMdi8OdO6GDgtGQfhgL3CxVn6f4702SihoSXlzOChmXZGCrAFd5a8xN0915Vs4V+10etM6HgWP5UF4Zzes43uxJ2SYoEszIWeKGf969Xu8+t0DAIC9m067xrPzgvw1DpYGnZ4kXt/fcwqOSQDqRJcJhq5lDrgfT/caFj+R4nj1le31Gs1hI0EXI3DvlUwkJcS4+h4t3e56jI4DlkxXP/fTg0DRJXY/B+Dq3sA0jQa7CoQ4AQULR7Hjp9Ws2L3mqKIRwprj8nk4Nbh0s+bmZhhi9IiJazmqdT5SF1vr+6WsHjheAXx+XB29IjQJJAVRMPLy+RbBdMUOlxrZvyv788a3Z4BPDgKbTzO7bl+PJzol7fQTQLRZYg3AT4YC/7fZta3JwiIIkejy7Qu9QpC1RlqdjmNXsN2LpcPYKFJmze0tFablirrwx+9ZQ9qbBoG3WCHUNbOojjtNFpaK5eagJt08CIZGCwqu7Y3ps1qsnP/EetxMnGiGpbIRN96VjRm3DwZ/vlbdwNVxVd8X7qKZ42Rj8OZA57SXrmxkTk/uz7tnGPgUI/uR/5H1nHLur7wBwqIfAKtN3qj3nd3Mscid09UQVh1zHY+LtaxG45bB4C/UuqyVr82CTQdYJpmx5aODuO6RXNhtdrz7sw2YOS8PN8zJAx/TUtOhbJQp2oKu/ZD6dkHRL76SbXM6hpl4dvwdx+XhqzD9p0PBF1e5ztWAwLu/84D3vkmRxOHo5Y7ydY0G7QsxdaK8F5PDnMGfl3U/P+WN8rnufgX6UJl8Ht46CHxmYngWm77SH1srclRcBazcp96u/K4lZATyGQ+lFiyS42r3lDcAnx1m/y+tB17bCswcyKLJBOFGB/4UEFGjixHgdXJxUFIfJXGkEAGtlYMcYwAkN2EQpkaRYpMFhYu34+yRcsycl49ufZMhGHQQtBqHOoSJ0gDh8Ty1JbJDHCkf/5trgRV7VREBlaGCJ/xZgLov+hz/dYwhwwTxqTE4c6wCBtEGS5yArPuHQ/jzVgiOxen/5LpMMBzPm9YPuKmlu3lVk7YJhPJ9cFB3VS+tlz/3un7AFalMSLnXu3AcLLE6SOkmbHnhG/z7tR9wy8/HYPhkMyov1aPHFSkuIas8JnFsu2DkA6774ONZCo6mHXNLqp/zuJyogHCoDNhf6tqBv2l1pfXA8XLgVCWEU5Xq6N3cPAh/3hrQ2MOGsi+Mp2MYosW+8/w0WYBZg1gjVEEv/ywdbrHId8yZEd2Bh64K7IXWnYDuVAWuKKuCbst2YEpfVkvRVsSRpybF/jQv7uQE8hkP5vsgWFrztaKG3Q78fb/8QqUd7bPpLRFxSBwR4UfHAWkm5oLmoKQOuCLwq9QhE43IEcAWTu4XtMMQOXI0Xdzwt7149bsHsG75bpauNdXM0qiUT/AUtaloBFLi5Nsk1u8CybHyq+vLdoQ2aK2GhgEg3jAAFjuw+4uT2LvpNIZP6oMeV3RljSirmphbGq9T9wxxLCSbLKz5rz/YwY6Nex8sZVTCcZ8yPVPHoWxQHFL1OuRONmPF85uw+OHVAIAHfs+K6p0oLbpNwS9KvKbgKF3o6iW1gYG3HkfurDsBuDXjlUX2SuogfH+Wfb691cRECqVNttHPn7Vg03wz4rXTEa024IhirvnbaNadI5fBHStHAgCUVLAUtqHp3g0vkmOdIjvieBJB5PJFtGW+O6v+fI7tFdxnlOjwkDgiIkO6UhxFYdEEBBQ58jtdzR+UBa1hiBw5mi7e+vRYp9V15sAUJKWZUHGpDklpcTC6d1331Cfnk4Pa23kd8LvJzCL4pW/YttIQz1ujH5Ej9zWqYsFqyUrC6jfkduIJKXGYfN8wFL6+HUUbWyIX8/IhXG5gvV9sdper2dHLwPbz6tdMiwOeGQ/87EvX7TSTXPRYbWx/7jgWxRri6FJuPLqZk1AwN08eVZmncGu8ujfQLR7g9WxhH0Rqmzse02KUoqtOVDdq9Tea27eLTBypInFz8oHr+gPfnAnmLYSGco55SgtSnrNwZ4GdrlJfDBgcxMJLS3zoOGByX2BUJvv/2uPyBsDdA68dCxpP6XMUOSLaKu7pdA6SY4FbqdkroQ2JIyI0LtSyRZhykZWuuMrZGvUISk5WMEcldzxEjsRGCwoXbXcVUC8IsSg1Ri+/HYbIkcNZKCs7DV99eMDZLHXd8t1Y8uga9bjr/a+pAMAW6iYhoEaSPvEncuSeLjSgK3DzIODfRwAANhtUdtipmQkoXLxd3Xfm9iEQjpXL88c9uS5ZbOxK+6tT2fzViiJcblAvqBskYNEP6tQ4t/cgvL9XXhN1ptq1SF66nTVrbWYGGLh3eFiuXGqmxShdEutEoDbIyFFfjYaV7pRF6eIHoJ5jWhGUS3VyMQGEbBCjuphyqEz+gJ4JbAEWKFoiI0bP9uXYn3JetqZTncfIEdUcEW2I6ibgQClLI95Xor7/7mGeU3CJTg+JIyI0PtoP/FjNHMem9HU5JinFUSAd4sPF1nPqbRpudZZmK1Yt3oEVzykW28E2wtt9kRUtu+NH5MhX5MrhLHTmUBmGT+6DLhnx6map7uP2xwzBHcc5MvJMMAQqrtzJMLEmob2TwUtWCBkmz9HD784Ctw5hV/y7GJmQaBFHwtlq5Lo1w8wcmIIBed3xn9e2yXbhdEtbfUwujgSFSHXgODbebNaV440XWHTtaLn6se4L7Yu1EA6VuaIqc/Nd99WL8tQ2f5uRBoMyrW7nBZaaVdYADExhESx/exN1i2fnJynG1fy1tJ7ZN5fUu1zLlLWG/oqvQJGsrAFsTTOLDrqj9ZkNc62ho/avaL3bxZRLigtAwYpeTXGk+Kl2j8oDbUQcUeSIaCOU1QO//srz/WMygez0VhsO0f4gcUQET3ElcLKS/X/rOfb3xChgUCqzxywYyCIBPRM9p7pEEi3bbo1FkkWrQZ/D8ctfcSRZIVY0QuL14AWdWgz4iByJTRZsXrkfXXskoM+V6TAlx8IuWsHHySMCQqOELB2HrAWjUFFShyWPrNEet6CXRzccYiXdBL62GbADUmKMfIHrLmC7GoMXR47eO8t2oeiFb9ji8akxwJHLsKTGQRdjgI3XwWa1QzhbDWHtcXn0yOI6R8La4yh4cgzAAWcPl2P24utw4VgFhk/uo+2WZrPLbeMFvfy9u7/fZovnyBKgjnZmmNSCw4H7+CXFHHNfTCoXlsrHhhMt4eeYk12MQE43//el44CrukGcOZCd143FyJ1sRsHC0cy5zRE5uudKVrOm17G0tYGpIb8NFV+f9pwaCmh/12gt6O3aUWRfOGr/VjyruJgyJpM1mnUQVnHkJvIlqzpS15ptAjyJIEqrI9oKqXFAihEw6NTf/c1WdjGOILxA4ogInvWn5LeTY109A5Jj2eKgW7znq/eRRlMcqbcZDDq1NfHUABrhSVaWlvfXvepFo2Mx6iVyJjZK2LxyP8bcMgjf/fMwBo/rhTVv7GT9g6aYUbDQLVXuL7sgNFkgPjXGmWan6VSmFEYtYuXssXLMXnQd1r65k131dh+r+xhT4oCzNf69f+X7mWSW9d4pP1eDGXPy8M2eEoy/Mxs2Dli9dAf2bmwxk3hyjNxtzyJ3ORTe3IGCJ0bBItmwdtlOpyEF7HAZUrj3nbHZXSk+cQaXUFOemzrRuzhS1lulmzxHmtzXhRaF4OH12v/Xemw48Wb0EEQNnDiml7qnEgcUTDRDcNQjBdBcNWh8GQ9oGTJoLdyDPPaO2j93ir4sxvRZbn2eYvS+UxE94StydKlO7bzXrRVrjiitjmjrcBwwthfEsb3U3/0l9a1nXkK0W0gcEcFRWg/svSTfNrFP27p6qHVlWCNyZODgbPTpLKKfP9LvmiPxYh0K/35Ae9H48QH2IC+LUUm0omuPBKxbvhtdusVj7bKd8lQ5nVuqnMXGxMfSndjwHhMJNqvdJRIcTmWVruaM7mJlwbszsXrpDnUq3kQzBPfajZTg646kdJOsSeitT4/F6qU70CUjHhePl2P3F6fkrw+g4Am3FEblorWyCYKRhyQ2oWh9Mc4dLcfT41bglp+PwSOvTUN6hkkuRC0259Vt0aBH4Rs7tc9Nnah27XNHmVaXEe9ZcLin1SlT5XhvkaMIptV5SxkMogZOMgnq5q8bWiKVV2cFvL+g8ZWqpxXt1fpeCtK5kuf1avv0qWbwooWJomYrM9lQCmF/8RU5arayNLpLLZHSFGPrRubJyptoB4hXdVdfzNG1/NZEeWxE24e+zYjg2HhKfvUy1gCMb8UFkj8oI0fT+rG0HyVWG7MmHpuJ59+YjoKxmRBOVfr9MpJk01w0Su52v14Wo7ygR6/Bqdi76TSystOwd9Np+b6+LIbkaDRpsTnFh0MkJGeY8Mhr0zDjf3Jcgs6t3shdrGju3zHWM9XsvG75ETimUVfjJ3xpPXLdrKuzstOwdyN7bwbBoH799W7vD2BzaUBXduU9K8lZT+GIlAHAuaPlWPzwauz8/DgMP1ZBnGRG/YJREO8aKjvvkt3u+dzsuMCsXY9eljfydA48CeiT7IpEpJvYglcrEqrjEFtpge6V7+WL7p+NldffKa+uRzKtzlMKIBBU5Ii322XnFWhJZyyrB373DfDGduDD/cDBUg97CBPKHl1KtCJHWkIlyDokIY5HwZw8PPAys2h/4OVJ7OLFsAzgD9OAhaNDayrpKXJULzJBFMcDD+QA/zcB+OUE4P6c4F8rXOMDqOaIaFNIsQb1d7/yt4YgPECRIyJwapvltr4AE0ZtzflFKY4MOm2HKqtdbU38QI7fL8Nfrlen5U0xg69pgnjXUJbvLFk9Xq0SjDyS0k3ImWLGmYNlGD6pj3aqHABYbE7xsbdFIC1+eDVboI3NZNECo9xMwf3xmvufagYPO4ti/EthdxoEwqZiWZNQvUGH3KnsvZmHp6vrhdxTGG12JobmjmT/5+BMKXIYUoBz7+kzEhBtKHxjpyt1Irc7hPM1QM9E7dRDx7nJMEHi2PERTlWyAv/yBuD2bJazfltLXrrdLk/Bi+PVYkrHwa4DuHOKVMTMRLmYUhbSrz0O3HhFsIfaO2GOHAmiVR1hnZMHofAocL6W/QEskhHJYucoR44AQPjXIbkj4Z5LrGeKQRd6PzdPkaPvzgL/OeLalp3GPietDVl5E+0Ar2nnBOEDmiVE4Hz9o/yKt54DJpk9Pz5aaPSi0cTP9DtPCF+dRsEcRW+buXmAHa5F+xQzCvqneEzVM+65iFnz87H5wwOYMScPnI5z1RzNc0vxs9pV4iN3ihkFj7fU3PTvyhaHbpEj98cf+OYMZi++DjoDxwSGu/13RaPm2AKmpF7eJLSmCVnzR2Lzyv3oMTAVWUPSwHHs/eVMYQLH+f72lQB/2eXaV1oc8MJE13tR9PSBxaadNndXNgRoCCqtczPZjII5I1ypeRN6M3HkgOPk0Yo4Xt4oFwB0HCyxGovD2mZ56l5rXrWM45m41NIADptyT58JLXi9uvnrR/vVtVnB2FcHQhzPxq1VUwj4X3MUioOdXie/mHJ1FhNH4cBT5IhT2LC3Uj9rFVRzRLQDtC+mhdiig+g00CwhAqPZwtyi3Mnv6XlB1CCxpqIl9WxBdsOAkPuL+I2/4kjrCnKvJP9f50y1atGII5dRuOG0Ot/Zkz34tvMQNhZj4kQzLJWNuPGubNzw02xw4CA1SAAHZ80RqpqcrzfjziHg9DpIlxuASWYIjgVfr0RgxgCWilMnOh8v3TwIhiOXUXBtb0yfNQh811jXj0UoKV4ZJog3DIAlKwk2G7PgFradB4aztD6+phkTc9JhabJg87+PICktDve9NBE/HijF5g/2Y+K9w9j7U54ijVPj3tOnvqpJuw7mgeHOhatTUP1kKPjTVdrnxr1GrNyHSNRafHMcrAIHu54D5z6flHVNolXtnuf91YJHxzEXM2W0CmCfy69PAxMDuKhh4tUR1rQ4tWX8e3uB78+y1+/bBZg5MMg34AEdx5r8KhvaOtD6fGl99kMxw0hV1KpdbtB+XDBoiQ9Br34PnsRhpKG0OqKd4LFBNkH4gGYKERhbz6ktnqf01X5sVRPw+2/l267p7btmIFz4K460FhnKPk3esEO1aKxfMEq9aFfYg8v6GiXHAicrXftwt8Pe6Bbh6Wpki9GSegibiwGlE9uIHuz5vZPZn4M/fi9f1ALs/69McW2w2DzbXju4Ogv45oz8/WeYID41BhY7sPoN5kI34c4hmPhQrquxbkt0y365AVs+OSRLdRg+2Yzxdw5pEUeKc+TDbpnnNZwGp5jBK4wOBCMPYetZ4Osftc/NhmJMv7nFbazcx0JXy+lIBzb2eMWivVYhHLrEQpw/Sn7O8ntG7kf7Z2OBp75g/1ee20Cb/Wq975pm7RS94xXs36Pl4RdHAPsO8SiO/DyWIaTVIa2VxVGMPuDPRsTQEkHpppBMXAgiUmg2yCYIH5A4IvzHamMF++5kp3luQJgYw37oFdbMrSaOlGsHTwErLXEUSLqRBu51Pg7c851VTSTn5EE4V+MUIko7bGd0Y3wvCB9We36MTuH85iBJ45jHGuR1KYLes+21QyBpRNTESWacOVaB3V+cdLrQXfvTofjvou14z72xLoAbfjpUW8w48sADPOyCoFfXwTw+AkJxlXqsLfNO89w4+iQBviNHWjUvDnGjFEeKqIp4fX/1OdOH0HDYF440PqXYnmxGwYIAXZu0TA2CqF0KC8pzkN+DpUM2SKyHkz/0DKE3kDJyVN7Ivh/DET3RSk+LMbTNyBHXcvvxPObmSBAE0QEgcUT4z55L6oWjp6gRwH7MU+OYw5KDkjpXL6RIo1w87C9lDmTKxpS8Dhicyh7v+PNXHGnVkCTHquuC3PKdNZtI2uXW30o7bKAl8nSTq5eK5mPWF2P6YxrNa5M00h7T4lxXo212iCZetXBPSDFiwoO5sDVKLNqgYWUtpZtgEG0yF7qs7DR89eEB+dg2FGPGnUPUYmZunufIia/1n45T18G8/oO2W1jL2L3WbAG+a6+Ux3J4hssZTulkpzBokLKSfUYUw0rL/NQU0pEUZZFGKY4SYoB+Pr5XEmNYpMtBn+TgXz9NEVm22YHVx4Br+oRec6U152M1xNHxCiYGW7tni44DXr+eiaIQLyIRBEG0RdqsODpy5AheeeUVHDx4EDzPY9y4cXj22WfRtWsrLawJOXa7uulrVpJvZ6Z0k0Ic1Xt+bLhRFlyfqGALGKU46mIE5o8K7jVqNVJ7EgTgbI1r0X7/leCTXbU9UrNGE0n3tC54iTy5HUuPERAtN57bhrDFzAa3c+h+9fur05B6JsgW7pkDUzDujiFYs3yXq2HsgpEQlt3AFpmnqwDJCt4kwFJXL3PBO3OwDDnKXjBTzDCcrYHw/l65mPnnIeDBXPYgZepQRSOw7RwwKlP9nhyPV9bBANqLtsQYFtlRGkY4BJVjbpbVA3/eCnQ1AhkmdkV8SJorOqQUiO5ppjWK+bCp2OV6B4BPEFrXQalFHHkU25ESZZEmQRHzUh53LZTpaqHUHJl4Nh+SYuSpigdKQ29poJUWGKPXjqpuKo6c26E3otXYmyAIohVok+KoqakJDz/8MO644w4sX74c9fX1eOaZZ/D888/jrbfeivbwOifHK1gfHHem9PVtrpBuktc6NHu2tPYXWa2Ot4Wd1hVYRZ1Bz+6ZaKqTwAs2zX35fK1mK3uPMXqI47MgZcSDbxAh/Peoa9F+RzZwbR/nU3hBh9wpZpSfq8GtT49FVnYa9AYd+JoWB7QME9AlFgULRwJ6xyI2F1dd3x+SxQpL9kTYa0Xwl+tRMC8P0AFnj5Rj5rx8dOub7Fz0qcYuWV3W4qX1EE5XAV+eQGN2OqzD0qHTcbLmlrc+PRafv7VLnhrnSNtLjAGuzIDYKMFisSErNQ49rugKcBz2bixG1x4mXHNXNjgdcPYwG1v3/l1grRNR3zMBfGUj+JomSBkmICnGNSe0ptOeS57FkUMEKetptM5Vbnf2d7oKePU7taByUC8xIe3Oy5PlqXPur1fbDOdSMcbg1XCh1R2UWgwgdEY+PKLs2fHApTqI6SZIgg78hVrADkiJMa4aNSDyhhPKyJHWRQol3eIhXtfPNa5Q3NU4DkiLgzgnX5GGGoYGk3k9YE2OQbXOgpjEBPDNFjY/dFzodWMEQRCET9qkOLpw4QIGDRqEuXPnQq/XQxAE3HnnnXj66aejPbTOy6lKuS1wihHI7eb7eb2TIE42uxYQU8wouMKzpbVX7HaIjS21OhsUNtRaaOXku0WTrKIN375/wuO+xEaLy1BAcb9TeHSJhfCba1kN0aJtLMIyRVGro1yD6TgULByJGXPzsHrpDnz14QHkTjUj6/E8YEgaxPuHw2IHvn5/H3pnp2PSvVciPtmITR/sw/g7hmDt27uwZ0MxJtwxBBOHpiP/hgGYOX8kCpdsx571LdvvHSavaVo4CigYhMLFbmN8Ih/gOKxetB17NhTj6juGsIU7WCRr2MTe+Oj/fYMF785EVnYazhwsw4FvzkASrRCMvKxuasKdQ3DNT4fixsdHYOacEdALBmz6YB8GjuyJmfNG4qu/70e3fl2w+oP9OHe0HLMXX4e1y3a6xjIwlR1bLbHtq39K93iIT4zyv55GYdagqotTEmuQL8a7GOX1O1PMKBiagZiYGKAHB/HWIV4NF1rVQcluh7hwNLZ8fAjXzx4Bux3MIj5YUZaVBDHdhMJF23D2SDlmL7oOa9/c6YosPjVGbZMeCcMJZd2iH5Ej8b7h8nEFWnOl3N+1fSKTqsjrYTV3xcZF27Bnvdt3TxyvURMYBjFGEARByGiT4qhv37545513ZNu++OILZGdnB7Qfq5U6IYeNqWbgyjRwm0+D23YB9ol9YIcd8HSMrVbAaoUlMxGrNEwDZs7LhyHG/9QMS50Iq2TH2neLsOI5uUmBp33pbDa1M7TFBpvVCkuzFasW75Dvyw7MvDYLwj8PQ3z0Kqz67KjqtQrm5wOcTiY8bpibjzVv7JDXEMFVQ2Sz22FvOU5WyY7CRdtxxaieOLrtPN5/frPs9W/46VCcV5gbvHFgNja+tw/J6SasXbZTbnrw+nYkp5uwrfCYVzOEnKl9sWf9KdkYJ953JTa9v09lmjBj9lWY/vgI6A06zF58HVYvYQJu+KQ+mL34OhgkC5rPVmPVhwdk+6utbMTMB3NgizXgv4u24b3nNmHBuzNx+Ptz6NIt3jn2Be/OxOolO5zjlc0Jmw3KM2nTc87jpzk3Jpm159h8D3Os2SJ7DXscD9jt4JTOco770+Ngs7nEkyUlFqveVL/e+Lv7QxxhV49Fr56jekEHvcBEXyS/pyx213j+/doPuOXnYzD/7RuQlBYHPc8F/NqWZitWLWFzfcG7M7F6qfw85kzriz0bTvl8/yFjMsjPYW0zbN7mSLMVq5bt9H+O+IGUleQxVdFxboPBcYzfe1b+3XPD/cOxxo+5RRBKHJ9zWhMRodKe51IgY26T4sgdu92O119/HZs3b8bKlSsDeu7+/fsjNKpOzCDA0DsFVr4C9j2VHh/GWewwVlmQceUgzQXExPuzcfrwSZ8vFxMTg/59BmD1m7uRd8MAda2Ol31x18Siay87+nzjKopvamjEoT170CezH4o2aNf9xDRIaOZ16vu/LMZ1j+Ri3V+KZAuX8bcP0a4humUQ9DyHsxfOoXx3OXqlZeLrT07ivWc34U8//A/2aDzn+odyYBD0MnODxJQ47NlQjPtemigzOXCYHnja7o6B16vGqDfosEfxHr/5xyGMu20Qjp04hF49e2PLe0dli1+dgUPBtb1hSYrVPBeT78mGvqWBracxapo1tJzH8lMnoaygKK+qxJk9e+CJPv37oejXamOKiQ9oz4ukH5vgbtcg2i2wxOpg0mgHBAAVvIjTbq+vOXdaxt+Qag9pvoebful9neM5d7Qcix9ejeGTzXjq7zfi0NHAx9Mns5/zvGvOM0E9zyLx/mMrJLhfKuPqJBz8bhcsMTrYDeroo+Y58zJH/CEzLVOWhgoAuVPNqK2vwZETZ4Pap3OsGsfwuody29TcMm+uAuyAXQfYdRwu5pggJrb5JUWnhtZERLjo6HOpTX+T1dXV4bnnnsPBgwexcuVKDBwYWL+MYcOGQa+nK2pRQbQCl+pgiTdqGgvEJ8YhJyfH524s9RJWLWFXfJPSTbKif7/2JZQA3xQ5b8byMcjJyYGl2aoa1/RHcsGlGlH3wrUwGHTqhc80MziOU4mas4cvq+s5ppphyEwAl9MdvU/WoPfWUjTM6+N87pmDZer3MsUMfaMFFtEqu6+mvAE5U8yq5zhMDzxtd9+3RbKqxmi12FSPy5lihkHQIycnB011kuYibfqsQeBL6zTPa5zAwybonft1jM19jJrvveU8JvfvD2CH7DVTMtLQNWcIPGGpEwOaY5z1IoAq523BZATfIx4ou6S5/y6DMpGc45JTlmb1scydZoZkFZGUnKQ5b/yd7+HG0mgN63jc37vWebSI2scm7O+/2QKbqQTct2fAnWa1kFd+XAZ7TgZsD6lfx9M5C3VcBQu6svqx9a5URT3PIS3Dh1GNFzyN1SDo287cOlEB/Sn556XLTTnMpIdoc1itVuzfv5/WRETItOe55Bi7P7RZcXTmzBk88sgj6NGjB/75z38G5VKn1+vb3cnrMOgB6PXQxxhQMDdPbps8z/+c/KamJufV0n+9+j1e/e4BZ9G/X3UTvPw+zmZn88IAmaX09EdyMbJgIP67aJtm/Q2r0RkF2O2qhUvFxVoUzB8J2N2tofMgxAnMyvkic5hzd5dzvBeuJcoy4Y4hmPCTbNirGpE1OEVmbnD2UBlmLRiFTR/sw4w5ec7n2Gw2zFowCptXKrZb2XbObdGWlZ2GrCFpMiOAhFQjZi1k73HPhmLkTDFj1kLX8eQFm3qR1tIPSNjswaq8ohFINDj3e+CbM5i9+Dp888lB5xgd23QGTm1KoNEnRsfrAS+fY31Zo9oe3Nu8UJhycIIeXKrnpr+6bgmy19fH6TVNFY6dOIK0jBRW36VrJcMFH+jj3ca6PvTxuL93rfOYNTQNWUOYG2Q4Xs8jcXpgbBZwrhY47TKK4Yy85ne+p3MW6rj0Rj0KnhiJ6Y+Fr37MOVaoj2HBgpFhO5ch8a8jqk16weD1c0pEH1oTEeGio88lzm6PVpttz1RXV+Omm27C6NGj8dJLL0GnCyx/22q1Ys+ePcjJyenQJ69N0xI5Qrd44I3tEEf0YE5uJXUQupmAK1J97wOAeLYahSsPOPPsMwem4Gd/vwnd+3UFH+PDrQ4ADpUBS7e7bifFAC9PAZossH+4H1L/rpAy4sGlGrHm7SJn/Q0AzFt+AybcMgj28kbwZfUQBqYA286znjFLt6Poy2JM+MkQTPjJUNglK7jaZtgkG/jztRA2FwNzRwL/OQLsvsh26GjE+eYuFCkEkSElDoVLdrDttw/BNXcPha1Rgt1qB3+mCsKxCjTeMAA2HQdOx8Fusztd6MR6ERbRCs6gg819u4bTnta2xjoRVskKPa+HMV5e3s1MF7a5FpSzR7iMJjJMECea2XmN4yFkmFznXNA792sQ9NDpOFgsNnAcB5vVBj5Gz1zOlE6ARy8Di7bJz+G0fsBNgzyf4+/OQIzRw5KVBLsN4C83QBiarv3YfSXAxweAqibXtn5dgJE9gY8OaD/nufHazW/djqVe0Mm+c/x2VGwlwj0e5/48nMdWe//v7wV+OOe6PdkM3Oo5ytjWzosnrFYryi5dRkJ8kmqsbeI9/P5btXvpr6+hRrBtFFoTEeGiPc+lQMbeJiNHn332GS5cuIDPP/8c69atk91XVFTk4VlE2LlYy2yqQ+36XifKbZMfzPH7qcKP1aqoQFZ2uv9XS93teh02uBWN4I0G6O+/EuVvf4PuH9ej7v9dq1l/M/7mgYhf9AMTVbW9gbXHIey6gIKJZsy4fQgM6SanqMmdbEbBnBEQVu5j4uHoZSYUHGj11/loP8Sh6Sj8+0FZoXVtZSMKxmY6m8ICgHFQKpDXQ32MeD2E8kanKHFuN/KqxZPWNqUgkj1e6az2h+9c/YDc+ws9kMMsyL3sV+tVVIu7INzqxOHd2DlwOHjNz/f84K1n5cIIAHg9kBKn/XiAfQY0cD+WykJPreMcTcI9HuX+/JlnEaFRkt/28Zpt7bx44/ylc8jJSVX9iLfZ9xDq7wRBEEQboU2KowcffBAPPvhgtIfRubHagCUtEZfJZmBclqvPS6Aof8gbLf4/t6QOwsZTLkFhsXpJl7IB/z3Kego5+n84frAdUZtlu1D0wjdOe9zaYcnoXgLoYgza9TcNLYuvOB7YW9IyJiYKcNdQFH58SO4exblc6nDkMuurI3s/ioal43pB6pOMol9vkT1M2RQWAFCv7aYWaWSLMauHQLMXgRUQWq1nvIgjsVFC4Rs7VC5kBU94SN1UjrN/V+DObNfrKC29u8Sy3kVE26RBIY6ilL5IQH4hiiAIoh1DvySENjsvuK6w/+swsPY48H/XAMmxge9LuWBpCkAc1YpyQTHZDGRrpEw1W4B3i4ADpezvf8ewep+TzFFPnGRW9yThgPE/7Q9xUhfsXnsCsxaMBABnzdE1Px0K6+UGiHcNhbD7InC0XPaSUrpJ7R7lLmqOlgPTB6gbN24qdkVfuhrB26E2FGip7VEdi2iTEgfoOPX7SQiTONKK0nhZdEmiVW0asb4Y0x8b4Z84SoxhqUB2O/D69cC6E8DqY677KU2obaP8LjHST1rU8NWPjCAIop1A32aEGrsdWH9Kvq1HQnDCCJAvWDh4b7ippFbR3DExRv2YOpHVqRwoZbcv1QFv7gT+tse50NUUMl8WQ+BjIPXtgs/fLsJLt3yKkTcOwNMf34yJ9wzDmjd24HcPr0bht+cgaqSNOQwW3JGJmjoR2HWBRay+PYffzV3H9rVwtGtfXYwQGkQUzBmBB16ehOGTzXjg5UkoeHwEq1tyZ+1x4On1wL8O+Xv0wo85GeLC0dh8qByHTlSiomciGp8cA3Qxhmf/SbHAAIX5ipdFFy/okTtVcQ6mmcF7ivYoxVFdi+DkOEDHAUpBmuHZqIFoAyibv7bFdLPOAqXVEQTRQaDLbISaw5eBC4qmL1P6Br+/24awImmjgdXEaNWVeEIZLUnQEEcc1FeQT8l7MLk7xWUOTMGtT49FzlQzYmIEcDEccqeaseLZTdi17iQWvDsTVaX18uao7ulyLQibFI5tU8womJMH4bWtzseIybGaESvnvroaAT2nrkVymB4oqRM9p7a1AuKVGdj88SGMuW0Q1i3fjf+8to253C0YpVlTFBTK9+dFHAlGPjAXMk/iyEGp4ph7qDci2gAbTwHVSnFEP2mtQoDprwRBEO0J+iUh1KxXNBTMMAHDMoLfX1LgESenI9MkM4QvTriEglb6lkkA5o0E/vi9uti+BYeQSUgxYtwdQ/DtPw7BmBCDtW/twrmj5Zi9+DrnAnvYtb2x5NE1ThGVlZ2GmssNsPRKdAkAxyL7eDlm/M9wTH9gOPg6EcKWH9n47xoKKd0Ee1Isil74xjmOzIEp6D0sHeLgVOCuoRDS4lw1WBwA2LUXHrL3G72r41JSLLpmJmDd8t2y5rCcDiiYmx8egaSMLPpYdKlMI7zVnSjFtbs4stsBu+vc8aX1ELonBDh4otUwCeqUVa2LJ0T40brARTVHBEF0EOhSDyHnTLWqtgaT+7KUoxARGyU01DajsU5EfXUTxEYJsNmByw0sJW7jKWDVUYi1zShctB2/u/Wf2Ly3FI1PjkH9/46BeNdQz+lbXY1MILlfOc4wQbxrKOoXjII4yQzhg32YcH0/rFu+C3qDDmuX7cR7z23CxhV78VT+u8iZbMbzK29CkkGHCXcMwavfPYDKS3VY+9YudOkWD1tyLMQHc1iK4c2DWLrc+tN46af/wed/2wt0jwcGpsjS6C6dr3WmfWUOTMGr3z2A0/tL8fJd/2YpdkYeSIqB+OQYFH7nIfVOSZxCHOk5lm7YCosTPkaPXoNTsXfTadn2oi+LIUkBpEt6I0BxBLAIkikp1reLl1bkyNHNoE6E+HiePAWyJ4mjNktSjDpltUuQqb9E6IThN4IgCKItQJEjQs4GRa1RYgwwqmfIuxWbLNi8cj/G3T4En7+1E3vcm6W+sd0ZGRLvGorCpTux4vlNyByYgjG3DcLqZS2Pn2xGQV4Pz9GJHgnAY3nMZS/F6HKn2+iy2bZdbkDR+mLc99JEfPWhK0Xu3NFy/O2ZTXh+2XQYP9qPCU+OweplO7Hp/X149bsHsG75buzddNrpcgfJpk6X0wE3zMnDmpbxA8Af7/43/rzjIYADemen4wu3Xkp7NxYDeuCGOflY8+ZOrPCRxufEpDgCel3w9WABIhh5JKWbVM5+udPM4PkwXWtJi2OCxWJjf+F0IFOKI5sdKG8EUuMgAih8U3FO9UDBfP+bFhOth9jVqP4M0vmKHoGkSxMEQbRhSBwRLsobXA1LHVzTm/WBCQGxUULh4u1ISjNh7bKdsnQsQC4C3I0Tbn16rCp9y+fiZ0AK8GAOxDpRs9bnhp8ORe4UM84cLMPwSX3UC/yaZqCkHrayeuzZUKw9BgDXP3qV2uBhfbFq+7mj5Vj+xBeYveg62Cw2/Oc1eYPToi+Lcf0jV6kd1zYUY/rDudpCMIppdQDrXzRrwUhwOkWdD68LTwRrdl54BqpFvEYq1vdngYKBkGx2FCl6XRV9WYzpsz043xFRRYoxaJqs0PkiCIIgQoHS6ggXm4rZlXQHMXpgQu+Qd+uwW87KTlOnY20ohuRml+zuAKf5+C+LIYnyhpsqcrtD6t/VuXDKHJiCBe/ORN4NAwATj4J5+bDZbJgxJw/3OxziXpnEFvhnWdd3/kItciebtcewvhg6vU7TJU3Pq93Teg1OgUHQQzAakDvFv+fkTjWDP1ejbQigTKuLAoKRR8H8kXj+X7cxsRprcEWwQnGtOlsNPLkOWLgOWPA58L9fhG/QACDo1alYk9ixD9j5jogqfAydr6hBQSKCIDow9CtCMBok4Puz8m1je6lTuILAsejUjNY4rK+NBqBbPISKRhQ8kQ9wQM3lBu30LT8WP3xyLHKnmFF+rsaZFvf2k1+ytLj5+Zh49zBYLDZMe+RKzHgkF3ysgS3w+3VlfZVaDBzOnKjE8MnqCJMhRu/RJc2be1rBwlGAMuKifM4UMwoeG8Ec656/mgkFd8JwTsKBrDlsuLADaLbKb4cRsVHSdg9cMDJw5zsiqtD5IgiCICIB/YoQjC0/yhelOg6YZPb8+ABwLGI2r9yHGXPywOk4VkM01cyiDnY7cHWWM2ddAFDwk2xY7HYMn9gHHMeiNYEsfgQjj4KFo5AzrS/W/UWRFsex1LyYOAOOHNqP4el9oU9IYk+8MgO4MgNiowSLxYbMQSnIGpIKnZ6TL8BaBJqWS5o39zRP9wmxBhQ8chWmz1JYeSv7PAFtInIUMZRXpO3hVUeSaNVu3Ps4S8UKyPmOiDp0vqKEsnaPIAiiA0G/JAQgWYGvTsu3XdUdSIkL20sIsQZntObGefmY8XjLYsZD5EFIN0F4bSvEBaORM8WMvBkDYBEtAaVzCLEGdOvbBXs3npZtd9Ql6AXt9C+xyYLCxduZIJtqRsHCUZ7Fjofoibeoisfn2OwQFv0g36js4wJ0bHGkJMyRI0cU01s0MiIRMSJi0PmKAv26AvtLXbeHpkdvLARBEGGGxBEBbD+v7jQ/NYSmrx4QjLz/fXDieIiP5aHwjR1Y8ewm5+YHXpkUkBuVEON7MeyOwzzC8ZrukSZTEP2aAkLLslp5XoyGjm2Zq3S8CnPkiFKxCCIMXJ0FjM6EyAGS1Q5e0IWvCTRBEESUoRUBAewrkd8emAL0SorOWNyQDDq1i1uAblTeFsNWqxV2HYAkl8OawzwilNcMGi1xdKpS7q5W3dyxFyFKMWQHq4cLY7SMUrEIIkSMPETOgsJF21wR9gV0kYEgiI4BfZMRzDp5fwnrcXSyEpjaL9ojAuBfCpQ/eF0M6zggyeWwFq7XDAotl7cLtfJ+TVPMKLgyo+MuQpQNYAGgMbziCKBULIIIBW8RdvpcEQTR3umgKywiIHQcMLwb+ztTDfRKjPaIAIQ3BcrfxXBU0640mqiKwzM0m8122EWIxabuQySE1meLIIjwEtUIO0EQRIQhcdQKiBUNkEQbeIsNQnkD0GTx/8m8npkjaFFSB5yuCn5gI3tCbLJAEq0uc4Ss6KfTuRONFKiopV3pOJUwkHokdK5Gl3qdPFI22YyCvJ4dO5WQINoZUY2wEwRBRBj6JoswYpMFhX8pQtGGloXenBEum2Z/MPGexdHRcuDjA8ENLMMEcXg3uStbG80Zj0YKVFTSrjhOJQxumJeH3CB7PbVHxDheHSnTd+BIGUG0Q8jYhCCIjgx9k0UQZ172c4q87IlmCMGKmnCNbZIZhYu2Uc54G0KrQWlCqhEFC0ayRUiAvZ7aIxKv61yRMoJop5CxCUEQHRXtRi9EWNDMy95QDCkjPkojciGlmzRzxiXR+v/bu/ugqOp4j+Of5ZmAAkauE9rYLQJGRV3uRjmUmkmY7japqH80VE5pD85YOYJ0fZhGsyC1cuzBGhsfguBmlAoxSmWKjSJuOgzZGNpkNtKoQJqrwAJ77h+Mey9Zxq7yIPt+zfAHv3MOv98ZvsOeD+d3fucfjvCQv0m6+f9WgcO/+7sXlFb8z49qa3PpkXkp+u/ijI7w2o8vQgJvCpR5QueXD/fnO2XAjSwoNFBht4TwjwsA/QpXHN3ob+dlT/hPBTpaur7owdU+dMKDvF48IdDh7N454/5+UmQ3vxeon/mnefwBgR3/lfWFC5Cg0EA98uI9PnOnDAAA9C1ccXSjq87L/q/Ya+8g+dZ/fh7p38Ym6ZFh/8Gc8T6EefwdgkIC9Mi8FD38LNN1AABAz+Kqo5v15XnZfXlsvorfSQfeQwQAAHqDb1559bC+fKHXl8fmq/idAAAA9A4WZAAAAAAAEY4AAAAAQBLhCAAAAAAkEY4AAAAAQFI/XZDBMAxJUnv7dXqhKfqly/VBneBaUUu4nqgnXE/UE66XG7mWLo/5cka4GpPRlb1uME6nUzU1Nb09DAAAAAB9RFJSkoKCgq66T78MRy6XS21tbfLz85PJZOrt4QAAAADoJYZhyOVyKSAgQH5+V3+qqF+GIwAAAADwFAsyAAAAAIAIRwAAAAAgiXAEAAAAAJIIRwAAAAAgiXAEAAAAAJIIRwAAAAAgiXAEAAAAAJIIR/AxjY2NSktL04EDB9xt1dXVmj59usxms8aPH68tW7b04gjR1x09elSzZs1SSkqKUlNTlZ2drcbGRknUEjy3f/9+TZ8+XcnJyUpNTdXy5cvV3NwsiXqCd9rb25WZmamcnBx3G7UET5WVlWno0KEym83ur6ysLEk+UE8G4CPsdrsxYcIEIz4+3qisrDQMwzDOnTtnpKSkGPn5+UZra6uxb98+w2w2G9XV1b08WvRFTU1NRmpqqrFmzRqjpaXFaGxsNGbPnm0888wz1BI81tDQYCQlJRnFxcVGe3u7cfr0acNqtRpr1qyhnuC1t99+20hMTDQWLlxoGAafc/BObm6ukZOTc0W7L9QTd47gE7744gstWLBAL730Uqf28vJyRUZG6rHHHlNAQIBGjx4tm82mgoKCXhop+rK6ujolJiZq7ty5CgoKUlRUlGbOnKmDBw9SS/BYdHS09u3bp6lTp8pkMuncuXNqaWlRdHQ09QSv7N+/X+Xl5XrooYfcbdQSvFFTU6Phw4df0e4L9UQ4gk+477779NVXX2nSpEmd2o8dO6b4+PhObXFxcTp69GhPDg83iDvuuEPr16+Xv7+/u23nzp0aNmwYtQSvhIeHS5LGjh0rm82mmJgYTZ06lXqCxxoaGrRo0SKtXr1aoaGh7nZqCZ5yuVw6cuSIdu/erQceeEBjxozRkiVLdP78eZ+oJ8IRfEJMTIwCAgKuaL948WKnDxFJCgkJ0aVLl3pqaLhBGYaht956S99++60WLVpELeGalJeXq6KiQn5+fpo3bx71BI+4XC5lZWVp1qxZSkxM7LSNWoKnGhsbNXToUKWnp6usrExFRUU6ceKEsrKyfKKeCEfwaaGhoe6Hny9rbm5WWFhYL40INwKHw6F58+appKRE+fn5SkhIoJZwTUJCQjRw4EBlZWVp79691BM88sEHHygoKEiZmZlXbKOW4KkBAwaooKBAGRkZCg0NVWxsrLKyslRRUSHDMPp9PRGO4NPi4+N17NixTm3Hjx/XXXfd1UsjQl938uRJTZs2TQ6HQ5999pkSEhIkUUvw3KFDhzRx4kQ5nU53m9PpVGBgoOLi4qgndNm2bdtUVVUli8Uii8Wi0tJSlZaWymKx8LcJHjt69KhWrVolwzDcbU6nU35+fhoxYkS/ryfCEXxaWlqa6uvrtXHjRrW2tqqyslIlJSWaNm1abw8NfdD58+f1xBNPKDk5WR999JGio6Pd26gleCohIUHNzc1avXq1nE6nTp06pby8PGVkZCg9PZ16Qpft2LFDhw4dkt1ul91ul9VqldVqld1u528TPBYZGamCggKtX79ebW1tqqur08qVKzVlyhSf+NtkMv5/LAR8QEJCgjZv3qx77rlHUseKLCtWrFBtba2io6P1/PPPa+rUqb08SvRFGzZsUG5urkJDQ2UymTptO3z4MLUEjx0/flyvvfaaampqFBERIZvN5l4NkXqCty6/4yg3N1cSn3PwXFVVld58803V1tYqODhYkydPVlZWloKDg/t9PRGOAAAAAEBMqwMAAAAASYQjAAAAAJBEOAIAAAAASYQjAAAAAJBEOAIAAAAASYQjAAAAAJBEOAIAAAAASYQjAACum88//7y3hwAAuAa8BBYA0GecOXNG4eHhuummm3p7KB758MMPtX37dp04cUIjR47Uiy++qLvvvru3hwUA8BB3jgAA183SpUtlNptlNpuVlJSkxMRE9/dms1l2u/0fj62vr1d6eroaGxu71FdmZqbWrl37t9tycnI0bNgwd7+jRo2SzWbTzp073fusW7dOTz/9tKSOOz7jx4+XJB04cEAJCQlX7bu6ulpz5syRJBUVFWnz5s169dVXlZSUpLS0NM2ZM0f19fWSpCVLlqi8vLxL5wQA6F0BvT0AAED/sWzZMi1btkxSR+B45513tGvXri4d29zcrEuXLl23sdhsNuXm5kqSXC6Xtm/frvnz56usrExDhgzRs88+69XPdTqdWrhwod59911J0p49e2Sz2TRq1CgFBAToySefVFNTk5qamiRJ8+fP1/Tp02WxWBQdHX19Tg4A0C24cwQA6DE//fSTZs+erZSUFI0ZM0avvPKKLly4oPb2dlmtVkmS1WpVWVmZnE6n8vLy9PDDD8tsNmv06NFavny5vJkN7ufnp0cffVTh4eH68ccfJUlr165VZmamxz9ry5YtGjx4sO68805JUkxMjKqqqnTx4kX3Ps8995xuu+02SVJUVJRSU1O1fv16j/sCAPQswhEAoEf88ccfevzxxxUXF6eKigoVFxfrl19+UXZ2tvz9/VVaWipJKi0t1aRJk7Rp0ybt3btXmzZt0uHDh/Xee++pqKhIlZWVHvfd1tamHTt2yGQyKSUl5ZrO45NPPnEHOUmaO3euJGn8+PH69ddfVVBQIIfD0ekYq9WqTz/9VG1tbdfUNwCgexGOAAA94ptvvlFgYKAWLFigkJAQxcTEaMmSJdq1a5fOnj17xf4zZszQxo0bFRMTozNnzqi5uVlhYWE6ffp0l/orLS2VxWKRxWLRyJEj9cILL2jatGmKiory+hzq6+t1/PhxJScnu9sGDhyo4uJirVu3TpJUWFgom82mhoYG9z4jRozQpUuXdOTIEa/7BgB0P8IRAKBHNDQ0KDY2Vv7+/u62wYMHS5JOnTp1xf5NTU1aunSpUlJS9NRTT2nr1q0yDEMul6tL/VmtVtntdtntdv3www8qLCzUl19+qZUrV3p9DnV1dZI6AtFfmc1mDRkyRFu3btUtt9yiwsJC97bg4GBFRUXp999/97pvAED3IxwBAHrEoEGDVFdXp/b2dnfbyZMnJXU8t/NXixcvVmhoqL777juVlJTo9ddf73Iw+iuTyaTk5GRNnDhRe/bs8e4E1PHskqRO45gxY4YKCgrc3wcEBGjw4MG6cOFCp2Pb2to6BUMAQN9DOAIA9IixY8dKklatWqXm5madPXtWK1as0L333qtBgwYpODhYktzP6zgcDgUHB8vPz08Oh0NvvPGGHA6HWltbver/559/1tdffy2LxeL1OcTGxkpSp6l9w4cP18aNG/Xbb79Jkg4ePKiKigqNGzfOvU9LS4v+/PNP3XrrrV73DQDofizlDQDoEREREdqwYYNyc3PdQenBBx9Udna2JGnAgAFKS0vTzJkzlZOTo8WLF7un1YWFhWncuHG6//77VVtb26X+SkpKOr3XKCIiQunp6VqwYIHX5xAdHa2hQ4fq+++/1+233y5Jys7OVnt7uzIyMnThwgW9/PLLWrx4sUaPHu0+7tChQ+5jAQB9l8nwZk1UAAB8VH5+vnbv3v23S3NnZmbq448/vqJ96dKluvnmm68pmAEAuh/hCAAADzidTk2ePFnvv/++4uLi/nX/xsZGTZkyRdu2bVNkZGT3DxAA4DWeOQIAwANBQUHKy8tTXl5el/ZfvXq1cnJyCEYAcAPgzhEAAAAAiDtHAAAAACCJcAQAAAAAkghHAAAAACCJcAQAAAAAkghHAAAAACCJcAQAAAAAkghHAAAAACCJcAQAAAAAkghHAAAAACBJ+l8fNlpYXAdrpgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# use the subplots function to change figure size\n", + "fig, ax = plt.subplots(figsize=(10, 3))\n", + "\n", + "#modify aesthetic elements\n", + "tipgraph = sns.lineplot(\n", + " data=tips,\n", + " x='total_bill',\n", + " y='tip',\n", + " color='hotpink',\n", + " linestyle='--',\n", + " linewidth=3,\n", + " marker='o',\n", + " markerfacecolor = 'indigo',\n", + " markersize=4\n", + ")\n", + "\n", + "plt.title('Tips vs. Total Bill')\n", + "plt.xlabel('Total Bill ($)')\n", + "plt.ylabel('Tip Amount ($)')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "d10a61ad-a86a-4235-b242-5bf80cbc35b8", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Easy to represent multiple variables with different visual elements\n", + "tipgraph = sns.scatterplot(\n", + " data=tips,\n", + " x='total_bill',\n", + " y='tip',\n", + " style='time',\n", + " hue='day',\n", + " palette=['purple', 'hotpink', 'deepskyblue', 'yellowgreen']\n", + ")\n", + "\n", + "tipgraph.set(\n", + " title='Tips vs. Total Bill',\n", + " xlabel='Total Bill ($)',\n", + " ylabel='Tip Amount ($)'\n", + ")\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "98dfa5ef-f48b-4736-ad54-a419d53a0ae4", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#pairplot is another convenient way to compare variables\n", + "sns.pairplot(\n", + "data = tips,\n", + "hue = 'day')" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "a9aa35e4-2a50-4ca6-8fc6-f760f6a8c5a2", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#relplot also lets us explore specific levels within variables\n", + "daysplot = sns.relplot(\n", + "data=tips, #use the tip dataset\n", + "x=\"total_bill\", #x axis plot the total bill\n", + "y=\"tip\", #y axis plot the tip\n", + "hue=\"sex\", #color points based on customers' gender\n", + "col=\"day\", #create a separate plot for each day\n", + "kind=\"scatter\", #use scatter plot\n", + "col_wrap=2) #put plots into 2 columns" + ] + }, + { + "cell_type": "markdown", + "id": "895c2164-609d-4ba5-b8eb-7194203fdd55", + "metadata": {}, + "source": [ + "Activity: Comparing Data Visualizations\n", + "\n", + "Gendered Language in Teacher Reviews\n", + "\n", + "How are the visualizations different?\n", + "\n", + "In the gendered language plot, the axes do not remain constant, making it difficult to directly compare words across frames.\n", + "Both the x- and y-axis positions change between words, creating transition effects that can be visually engaging but may obscure direct comparisons.\n", + "\n", + "Because multiple visual properties change simultaneously, there is no clear boundary between different types of changes. For example, the spatial position of data points changes substantially across frames, while color remains constant.\n", + "\n", + "Advantages\n", + "\n", + "Shows the full dataset without excessive clutter.\n", + "Helps viewers explore patterns interactively.\n", + "Makes transitions between different views more engaging.\n", + "\n", + "Limitations\n", + "\n", + "Direct comparisons between words are difficult because the axes and positions change.\n", + "Viewers may have trouble tracking individual data points across transitions.\n", + "Changes in multiple visual properties at once can make interpretation less straightforward.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "ec886429-b244-4a79-b4e6-3c5c26fce039", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "import plotly.graph_objects as go \n", + "# 'go' is 'graph objects’\n", + "x1 = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\", \"Sanji\"])\n", + "y1 = np.array([110, 180, 240, 99, 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#make our figure\n", + "graph = go.Figure()\n", + "\n", + "#choose our plot type and data\n", + "graph.add_trace(go.Bar(x=x1, y=y1))\n", + "\n", + "#update layout to include titles\n", + "graph.update_layout(\n", + "title=\"Pirate Scores\",\n", + "xaxis_title=\"Pirates\",\n", + "yaxis_title=\"Score\")\n", + "\n", + "graph.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "2eb0110e-0ebb-4bab-99b8-f369a8b01ce4", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "#save plotly graphs as HTML files and embed them in our webpages\n", + "graph.write_html(\"pirategraph.html\")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "f22ebd0d-342a-4655-945c-caa084093135", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#customizing plotly graphs\n", + "graph = go.Figure()\n", + "graph.add_trace(go.Scatter(x=x1, y=y1, mode='markers', \n", + "marker=dict(\n", + "size=15, \n", + "# point size\n", + "color='hotpink', \n", + "opacity=1, \n", + "# point colour\n", + "# we want points for a scatter plot\n", + "# point transparency/alpha\n", + "line=dict(width=5, color='purple') # point outline\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": 17, + "id": "79421573-e14e-42e8-ba68-4b6c9bce5d6d", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: wordcloud in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (1.9.6)\n", + "Requirement already satisfied: numpy>=1.19.3 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from wordcloud) (1.24.3)\n", + "Requirement already satisfied: pillow in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from wordcloud) (9.4.0)\n", + "Requirement already satisfied: matplotlib in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from wordcloud) (3.7.1)\n", + "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (1.0.5)\n", + "Requirement already satisfied: cycler>=0.10 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (0.11.0)\n", + "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (4.25.0)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (1.4.4)\n", + "Requirement already satisfied: packaging>=20.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (23.0)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (3.0.9)\n", + "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (2.8.2)\n", + "Requirement already satisfied: six>=1.5 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from python-dateutil>=2.7->matplotlib->wordcloud) (1.16.0)\n" + ] + }, + { + "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": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "!pip install wordcloud\n", + "from wordcloud import WordCloud\n", + "import pandas as pd\n", + "\n", + "df = pd.read_csv(\n", + " \"https://raw.githubusercontent.com/prasertcbs/basic-dataset/master/movie_quotes.csv\",\n", + " on_bad_lines=\"skip\"\n", + ")\n", + "\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "1380a5ad-152b-4981-91be-9da3bd748d97", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Join all text from the 'quote' column into one large string\n", + "text = \" \".join(each for each in df.quote)\n", + "\n", + "# Generate a word cloud image\n", + "wordcloud = WordCloud(\n", + " background_color=\"white\",\n", + " colormap=\"inferno\"\n", + ").generate(text)\n", + "\n", + "# Create a figure and axes\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "\n", + "# Display the word cloud image\n", + "# 'interpolation=\"bilinear\"' smooths the image\n", + "ax.imshow(wordcloud, interpolation=\"bilinear\")\n", + "\n", + "# Remove the axes and tick marks\n", + "ax.axis(\"off\")\n", + "\n", + "# Display the figure\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "a804e22b-3bac-4112-9836-f1db9097bf5f", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: matplotlib-venn in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (1.1.2)\n", + "Requirement already satisfied: matplotlib in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib-venn) (3.7.1)\n", + "Requirement already satisfied: numpy in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib-venn) (1.24.3)\n", + "Requirement already satisfied: scipy in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib-venn) (1.10.1)\n", + "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->matplotlib-venn) (1.0.5)\n", + "Requirement already satisfied: cycler>=0.10 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->matplotlib-venn) (0.11.0)\n", + "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->matplotlib-venn) (4.25.0)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->matplotlib-venn) (1.4.4)\n", + "Requirement already satisfied: packaging>=20.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->matplotlib-venn) (23.0)\n", + "Requirement already satisfied: pillow>=6.2.0 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->matplotlib-venn) (9.4.0)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->matplotlib-venn) (3.0.9)\n", + "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from matplotlib->matplotlib-venn) (2.8.2)\n", + "Requirement already satisfied: six>=1.5 in c:\\users\\cmagg\\anaconda3\\lib\\site-packages (from python-dateutil>=2.7->matplotlib->matplotlib-venn) (1.16.0)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\cmagg\\anaconda3\\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", + "#import package\n", + "!pip install matplotlib-venn\n", + "from matplotlib_venn import venn2, venn2_circles, venn2_unweighted\n", + "\n", + "#define our sets\n", + "A = set([\"apple\", \"banana\", \"watermelon\"])\n", + "B = set([\"pumpkin\", \"blueberry\", \"apple\", \"key lime\"])\n", + "\n", + "#assign our sets to each circle and modify the appearance\n", + "diagram = venn2_unweighted([A, B],\n", + "set_labels = ('Fruits', 'Pies'),\n", + "set_colors=(\"blue\", \"red\"),\n", + "alpha=0.5)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "6cdaff96-a0ee-4344-9510-102ba5c2b54a", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#add names to the venn diagram\n", + "A = {\"apple\", \"banana\", \"watermelon\"}\n", + "B = {\"pumpkin\", \"blueberry\", \"apple\", \"key lime\"}\n", + "\n", + "diagram = venn2_unweighted(\n", + " [A, B],\n", + " set_labels=(\"Fruits\", \"Pies\"),\n", + " set_colors=(\"blue\", \"red\"),\n", + " alpha=0.5\n", + ")\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))\n", + "\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/assignment-1/pirategraph.html b/assignment-1/pirategraph.html new file mode 100644 index 000000000..9ce17045c --- /dev/null +++ b/assignment-1/pirategraph.html @@ -0,0 +1,71 @@ + + + +
+
+ + \ No newline at end of file