diff --git a/02_activities/assignments/assignment_3.md b/02_activities/assignments/assignment_3.md
deleted file mode 100644
index 91b64a4d2..000000000
--- a/02_activities/assignments/assignment_3.md
+++ /dev/null
@@ -1,69 +0,0 @@
-# Data Visualization
-
-## Assignment 3: Final Project
-
-### Requirements:
-- 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.
-- 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/).
-- 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.
-- For each visualization, describe and justify:
- > What software did you use to create your data visualization?
-
- > Who is your intended audience?
-
- > What information or message are you trying to convey with your visualization?
-
- > What aspects of design did you consider when making your visualization? How did you apply them? With what elements of your plots?
-
- > 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?
-
- > How did you ensure that your data visualization is accessible?
-
- > Who are the individuals and communities who might be impacted by your visualization?
-
- > How did you choose which features of your chosen dataset to include or exclude from your visualization?
-
- > What ‘underwater labour’ contributed to your final data visualization product?
-
-- This assignment is intentionally open-ended - you are free to create static or dynamic data visualizations, maps, or whatever form of data visualization you think best communicates your information to your audience of choice!
-- Total word count should not exceed **(as a maximum) 1000 words**
-
-### Why am I doing this assignment?:
-- This ongoing assignment ensures active participation in the course, and assesses the learning outcomes:
-* Create and customize data visualizations from start to finish in Python
-* Apply general design principles to create accessible and equitable data visualizations
-* Use data visualization to tell a story
-- This would be a great project to include in your GitHub Portfolio – put in the effort to make it something worthy of showing prospective employers!
-
-### Rubric:
-
-| Component | Scoring | Requirement |
-|-------------------|----------|-----------------------------------------------------------------------------|
-| Data Visualizations | Complete/Incomplete | - Data visualizations are distinct from each other - Data visualizations are clearly identified - Different sources/rationales (text with two images of data, if visualizations are labeled) - High-quality visuals (high resolution and clear data) - Data visualizations follow best practices of accessibility |
-| Written Explanations | Complete/Incomplete | - All questions from assignment description are answered for each visualization - Explanations are supported by course content or scholarly sources, where needed |
-| Code | Complete/Incomplete | - All code is included as an appendix with your final submissions - Code is clearly commented and reproducible |
-
-## 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 - 02/02/2026`
-* The branch name for your repo should be: `assignment-3`
-* What to submit for this assignment:
- * A folder/directory containing:
- * This file (assignment_3.md)
- * Two data visualizations
- * Two markdown files for each both visualizations with their written descriptions.
- * Link to your dataset of choice.
- * Complete and commented code as an appendix (for your visualization made with Python, and for the other, if relevant)
-* 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:
-- [ ] Create a branch called `assignment-3`.
-- [ ] Ensure that the repository is public.
-- [ ] 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.
diff --git a/02_activities/assignments/participation/.gitignore b/02_activities/assignments/participation/.gitignore
new file mode 100644
index 000000000..ae1269e80
--- /dev/null
+++ b/02_activities/assignments/participation/.gitignore
@@ -0,0 +1,2 @@
+ttc_lrt_delays.csv
+ttc_lrt_delays.csv
diff --git a/02_activities/assignments/participation/.keep b/02_activities/assignments/participation/.keep
deleted file mode 100644
index e0e9fb6ec..000000000
--- a/02_activities/assignments/participation/.keep
+++ /dev/null
@@ -1 +0,0 @@
-hello 👋
\ No newline at end of file
diff --git a/02_activities/assignments/participation/session_01.ipynb b/02_activities/assignments/participation/session_01.ipynb
new file mode 100644
index 000000000..07fef6df9
--- /dev/null
+++ b/02_activities/assignments/participation/session_01.ipynb
@@ -0,0 +1,440 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "4a2c8505",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\"\"\"\n",
+ "Visualization— Live Learning Session 1\n",
+ "Date: 2026-01-15\n",
+ "\n",
+ "Overview:\n",
+ "- Learned how to create a basic figure using matplotlib.\n",
+ "- Generated small sample data using NumPy.\n",
+ "- Created a simple scatter plot and confirmed it renders correctly.\n",
+ "\n",
+ "Notes / takeaways:\n",
+ "- Using a fixed random seed helps make plots reproducible (same random values each run).\n",
+ "- plt.subplots() is a clean way to create a Figure + Axes object for plotting.\n",
+ "- Scatter plots are useful for showing relationships/patterns between two numeric variables.\n",
+ "\"\"\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "5b4b488a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "import pandas as pd\n",
+ "import scipy\n",
+ "import PIL\n",
+ "import requests\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "7eb2756b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Create sample data\n",
+ "np.random.seed(613)\n",
+ "\n",
+ "x = np.arange(50)\n",
+ "y = np.random.randint(0, 100, 50)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "e05d6c2e",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Basic scatter plot\n",
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "ax.scatter(x, y)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "3c88c327",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Change plot type\n",
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "ax.bar(x, y)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "12bf3391",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(array([4., 6., 2., 5., 7., 6., 4., 3., 9., 4.]),\n",
+ " array([ 6. , 15.2, 24.4, 33.6, 42.8, 52. , 61.2, 70.4, 79.6, 88.8, 98. ]),\n",
+ " )"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Histogram\n",
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "ax.hist(y)\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "4513159d",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(array([4., 6., 2., 5., 7., 6., 4., 3., 9., 4.]),\n",
+ " array([ 6. , 15.2, 24.4, 33.6, 42.8, 52. , 61.2, 70.4, 79.6, 88.8, 98. ]),\n",
+ " )"
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Histogram with edge color\n",
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "ax.hist(y, edgecolor=\"black\")\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "ddbc9aca",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeoAAAEiCAYAAAA21pHjAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAB6CUlEQVR4nO2dd3xUVdrHf3dqkplJ7xBSINQAgqgISpHmKqzY3l2xYFlXAZfF8sryqgtYQNkVUUFdXRdQF8suuJZVCVKiSJEqvaYSEkJ6ncmU8/4xc+7cSWYyd2butOR8P598NHduZs5cZu5znvZ7OEIIAYPBYDAYjJBEFuwFMBgMBoPBcA0z1AwGg8FghDDMUDMYDAaDEcIwQ81gMBgMRgjDDDWDwWAwGCEMM9QMBoPBYIQwzFAzGAwGgxHCMEPNYDAYDEYIwww1g8FgMBghDDPUjG4Dx3Gifnbs2OH2uZYtW4b//Oc/Pq9nyZIlPj1HKHDixAksWbIExcXFnR6bMGEC8vLyAr+oAPPNN9+4/LfMysrC/fffH9D1MHoWimAvgMGQit27dzv8/sILL2D79u3Ytm2bw/HBgwe7fa5ly5bhjjvuwMyZM6VcYlhy4sQJLF26FBMmTEBWVlawlxMUvvnmG6xZs8apsf78888RHR0d+EUxegzMUDO6DaNHj3b4PSkpCTKZrNPx7kRrayuioqKCvYxugbfXcsSIEX5YDYNhh4W+GT2K2tpazJ07F7169YJKpUJOTg6eeeYZGAwG/hyO49DS0oL169fz4fIJEyYAAC5fvoy5c+di8ODB0Gq1SE5Oxg033IAff/zR6zVduHABd9xxB3Q6HWJjY3H33Xdj37594DgO69at48+7//77odVqcfToUUydOhU6nQ6TJk0S/b7uvPNODBkyxOG1Z8yYAY7j8K9//Ys/dvDgQXAch6+++grr1q3DnXfeCQCYOHEifz2E6wKAffv24frrr0dUVBRycnLw8ssvw2KxuH3ver0eixYtQnZ2NlQqFXr16oV58+ahvr6eP2fmzJnIzMx0+nzXXHMNRo4cyf9OCMFbb72FK664ApGRkYiLi8Mdd9yBwsJCh7+jIfsffvgBY8aMQVRUFB588EGna7z//vuxZs0aAI7pFZoK6Bj63rFjBziOw4YNG7Bw4UKkpaVBq9VixowZuHTpEpqamvD73/8eiYmJSExMxAMPPIDm5maH1xT7Phg9BMJgdFNmz55NNBoN/3tbWxsZNmwY0Wg05K9//SvJz88nzz33HFEoFOSmm27iz9u9ezeJjIwkN910E9m9ezfZvXs3OX78OCGEkFOnTpE5c+aQTz75hOzYsYN8/fXX5KGHHiIymYxs377d4fUBkMWLF3e5xubmZtKvXz8SHx9P1qxZQzZv3kwef/xxkp2dTQCQtWvXOrwfpVJJsrKyyPLly8nWrVvJ5s2bRb+vd955hwAgFy9eJIQQYjQaiU6nI5GRkeThhx/mz3vllVeIQqEgjY2NpKqqiixbtowAIGvWrOGvR1VVFSGEkPHjx5OEhASSm5tL3nnnHbJlyxYyd+5cAoCsX7++y/dusVjItGnTiEKhIM899xzJz88nf/3rX4lGoyEjRowger2eEELIF198QQCQLVu2OPz9yZMnCQDyxhtv8McefvhholQqyZNPPkm+++47smHDBjJw4ECSkpJCKisr+fPGjx9P4uPjSUZGBnnzzTfJ9u3bSUFBgdN1njt3jtxxxx0EAP/+d+/eza8vMzOTzJ49mz9/+/btBADJzMwk999/P/nuu+/IO++8Q7RaLZk4cSKZMmUKeeqpp0h+fj555ZVXiFwuJ3/4wx8cXlPs+2D0DJihZnRbOhpqaqg+++wzh/NeeeUVAoDk5+fzxzQajcPN1xUmk4kYjUYyadIkcuuttzo8JsZQr1mzhgAg3377rcPxRx55xKmhBkD+8Y9/OJwr9n2dO3eOACAffPABIYSQnTt3EgDk6aefJtnZ2fzfTZkyhYwZM4b//V//+hcB0GkjQojV4AEge/fudTg+ePBgMm3atC7f+3fffUcAkBUrVjgc//TTTwkA8u677xJCrBuKlJQUMmvWLIfznn76aaJSqUh1dTUhxLrBAkBeffVVh/PKyspIZGQkefrppzute+vWrV2ukTJv3jziyq9xZahnzJjhcN6CBQsIADJ//nyH4zNnziTx8fH87568D0bPgIW+GT2Gbdu2QaPR4I477nA4TsOWW7duFfU877zzDkaOHImIiAgoFAoolUps3boVJ0+e9HhNBQUF0Ol0uPHGGx2O33XXXS7/5vbbb3f4Xez76tu3L7KysvD9998DALZs2YKhQ4finnvuQVFREc6fPw+DwYCdO3di8uTJot9Damoqrr76aodjw4YNQ0lJSZd/R4v8OlZM33nnndBoNPy6FQoF7rnnHmzatAkNDQ0AALPZjA8//BC33HILEhISAABff/01OI7DPffcA5PJxP+kpqZi+PDhnar94+LicMMNN4h+n54yffp0h98HDRoEALj55ps7Ha+treXD356+D0b3hxlqRo+hpqYGqamp4DjO4XhycjIUCgVqamrcPsfKlSsxZ84cXHPNNdi4cSP27NmDffv24cYbb0RbW5tXa0pJSel03NkxAIiKiupUYezJ+5o0aRJvAL///ntMmTIFQ4cORUpKCr7//nv89NNPaGtr88hQU0MpRK1Wu70eNTU1UCgUSEpKcjjOcRxSU1Md1v3ggw9Cr9fjk08+AQBs3rwZFRUVeOCBB/hzLl26BEIIUlJSoFQqHX727NmD6upqh9dJS0sT/R69IT4+3uF3lUrV5XG9Xg/A8/fB6P6wqm9GjyEhIQF79+4FIcTBqFVVVcFkMiExMdHtc3z00UeYMGEC3n77bYfjTU1NXq/p559/7nS8srLS6fkdjTF9DrHva9KkSXj//ffx888/Y+/evXj22WcBADfccAO2bNmCkpISaLXagFTKJyQkwGQy4fLlyw7GmhCCyspKXHXVVfyxwYMH4+qrr8batWvxyCOPYO3atUhPT8fUqVP5cxITE8FxHH788Ueo1epOr9fxmLNrGQp4+j4Y3R/mUTN6DJMmTUJzc3MnIZMPPviAf5ziyiPkOK7TjfLIkSOderjFMn78eDQ1NeHbb791OE49RzF48r4mTZoEjuPw3HPPQSaTYdy4cQCAyZMnY/v27diyZQvGjRsHpVLJ/w19v95EDNytG7BufoRs3LgRLS0tDusGgAceeAB79+7Fzp078dVXX2H27NmQy+X849OnTwchBOXl5Rg1alSnn6FDh3q9Vn9dA2f4830wwhPmUTN6DPfddx/WrFmD2bNno7i4GEOHDsXOnTuxbNky3HTTTQ7h3qFDh2LHjh346quvkJaWBp1OhwEDBmD69Ol44YUXsHjxYowfPx6nT5/G888/j+zsbJhMJo/XNHv2bLz22mu455578OKLL6Jfv3749ttvsXnzZgCATOZ+L+3J+0pOTkZeXh7y8/MxceJEvm948uTJqK2tRW1tLVauXOnw/FR57N1334VOp0NERASys7Odhrw9YcqUKZg2bRoWLlyIxsZGjB07FkeOHMHixYsxYsQI3HvvvQ7n33XXXXjiiSdw1113wWAwdMptjx07Fr///e/xwAMPYP/+/Rg3bhw0Gg0qKiqwc+dODB06FHPmzPFqrdQ4vvLKK/jVr34FuVyOYcOG8WFrKfHn+2CEKUEsZGMw/ErHqm9CCKmpqSGPPvooSUtLIwqFgmRmZpJFixbxrTaUw4cPk7Fjx5KoqCgCgIwfP54QQojBYCBPPfUU6dWrF4mIiCAjR44k//nPf8js2bNJZmamw3NARNU3IYSUlpaS2267jWi1WqLT6cjtt99OvvnmGwKAfPHFF12+H0/fFyGEPP744wQAeemllxyO5+bmEgDkyJEjnf5m1apVJDs7m8jlcodq9PHjx5MhQ4Z0Ot/Z9XBGW1sbWbhwIcnMzCRKpZKkpaWROXPmkLq6Oqfnz5o1iwAgY8eOdfmc//jHP8g111xDNBoNiYyMJH379iX33Xcf2b9/P3+Oq3W7wmAwkN/97nckKSmJcBxHAJCioiJCiOuq73/9618Oz7F27VoCgOzbt8/h+OLFiwkAcvnyZY/fB6NnwBFCSJD2CAwGwwXLli3Ds88+i9LSUvTu3TvYy2EwGEGEhb4ZjCCzevVqAMDAgQNhNBqxbds2vPHGG7jnnnuYkWYwGMxQMxjBJioqCq+99hqKi4thMBjQp08fLFy4kK/IZjAYPRsW+mYwGAwGI4Rh7VkMBoPBYIQwzFAzGAwGgxHCMEPNYDAYDEYIw4rJAFgsFly8eBE6nS5kZQUZDAaD0X0ghKCpqQnp6eluhY2YoQZw8eJFZGRkBHsZDAaDwehhlJWVuW3DDKqh/uGHH/CXv/wFBw4cQEVFBT7//HPMnDmTf5wQgqVLl+Ldd99FXV0drrnmGqxZswZDhgzhzzEYDHjqqafw8ccfo62tDZMmTcJbb73lUf+pTqcDYL1gHScTMRgMBoMhNY2NjcjIyODtT1cE1VC3tLRg+PDheOCBBzrN2AWAFStWYOXKlVi3bh369++PF198EVOmTMHp06f5N7dgwQJ89dVX+OSTT5CQkIAnn3wS06dPx4EDBxwE+7uChrujo6OZoWYwGAxGwBCTbg2ZPmqO4xw8akII0tPTsWDBAixcuBCA1XtOSUnBK6+8gkceeQQNDQ1ISkrChx9+iN/85jcA7GHsb775BtOmTRP12o2NjYiJiUFDQwMz1AwGg8HwO57YnZCt+i4qKkJlZaXDvFm1Wo3x48dj165dAIADBw7AaDQ6nJOeno68vDz+HAaDwWAwwpmQLSarrKwEAKSkpDgcT0lJQUlJCX+OSqVCXFxcp3Po3zvDYDDAYDDwvzc2Nkq1bAaDwWAwJCVkPWpKx/g9IcRtTN/dOcuXL0dMTAz/wyq+GQwGgxGqhKyhTk1NBYBOnnFVVRXvZaempqK9vR11dXUuz3HGokWL0NDQwP+UlZVJvHoGg8FgMKQhZA11dnY2UlNTsWXLFv5Ye3s7CgoKMGbMGADAlVdeCaVS6XBORUUFjh07xp/jDLVazVd4S1np3W6y4LtjFdh5tlqS52MwGAwGI6g56ubmZpw7d47/vaioCIcPH0Z8fDz69OmDBQsWYNmyZcjNzUVubi6WLVuGqKgozJo1CwAQExODhx56CE8++SQSEhIQHx+Pp556CkOHDsXkyZMD/n7W7SrCsm9O4eqseFyXmxjw12cwGAxG9yOohnr//v2YOHEi//sTTzwBAJg9ezbWrVuHp59+Gm1tbZg7dy4veJKfn+/QIP7aa69BoVDgf/7nf3jBk3Xr1onuoZaSXw/vhZe/PYWfi2tRXN2CrERNwNfAYDAYDP+w/VQVIlVyDO8di0hV4GxMyPRRBxMp+6jv+8fP+OHMZcy/oR+emDpAohUyGAwGI9hMXlmAc1XNeH/2KEwa5LoOSgzdoo86XLnzSqt06caD5bBYevweiMFgMLoFDa1GnKtqBgBckREb0NdmhlpipgxOQXSEAuX1bdhdWBPs5TAYDAZDAg5fqAcAZCVEIUGrDuhrM0MtMRFKOX59RToA4F/7WdsXg8FgdAcOlljbgEf2iXNzpvQwQ+0H7rjSKqDy3fFKNOqNQV4Ng8FgMHzlYKnVUI/IZIa6WzC8dwz6JWuhN1rw3yMVwV4Og8FgMHzAYiE4XFYPABgR4Pw0wAy1X+A4ji8q+/eBC0FeDYPBYDB84fzlZjTpTYhSyTEw1f38aKlhhtpP3DqiF+QyDgdK6lB4uTnYy2EwGAyGl9Cw97DeMVDIA282maH2E8nRERjfPwkA86oZDAYjnDlYUg8AGBGEQjKAGWq/coct/L3pYDnMrKeawUC7yRLsJTAYHkM96mBUfAPMUPuVSYOSERulRGWjHjvPsUEdjJ7N54cuYMji7/DtUVZgyQgfGtqMOGsTOhnRJzYoa2CG2o+oFXLcMtzaU83C34yezp7ztTCaCbaeqgr2UhghTiipOv5iq/bOTIhCYoCFTijMUPuZO0dZe6o3H69EQyvrqWb0XOrb2gGA904YDGdUNugx6qXv8eLXJ4K9FACC/ukgtGVRmKH2M0PSozEwVYd2kwVfHbkY7OUwGEGj3rZRPV/VDDYLiOGKIxfqUdvSjoIzl4O9FADAwdJ6AMDIIAidUJih9jMcx/FFZSz8zejJNLRZDXWzwYTKRn2QV8MIVZoNJgBAi+2/wcRiITgc5EIygBnqgDBzRC8oZBwOl9XjXFVTsJfDYASFutZ2/v/PXmLhb4ZzqKFuDgFDXVjdjEa9CRFKGQYEQeiEwgx1AEjUqjFhQDIA4F/Mq2b0UOoFNRosT81wRZPe5lG3m4OeIqH908N6x0IZBKETCjPUAeLOUfaeapOZ9ZIyehZ6oxkGQQ81iywxXEE9abOFOHxmgkGw+6cpzFAHiIkDkhGvUeFykyFkiiQYjEBR36HjgYW+Ga4Q5qaDnac+RAvJgtQ/TWGGOkCoFDLcPrIXAODvPxYFeTUMRmChrVmUs6zym+GCZr3QUJuDto5GvRFnbJGfYEmHUpihDiAPjM2GQsZhd2ENDtlCKozQxGIheGzDQSzadCTYS+kW1LVYPerecZGQcdYK8MvNhiCvihGKNAm86GAWlP1SVg9CgIz4SCTpgiN0QmGGOoCkx0Zi5girV/32jvNBXg2jK0prW/H1kQp8/HMZ9Mbg7eq7Cw02jzo1OgJ94qMAAOdY+JvhBAePuj14hpoWkgU7Pw0wQx1wHh3fFxwH5J+4xApqQpjCarsRadIHv00k3KE56tgoJfolW9tcWOU3wxlC4xxMj/pQWfAVySjMUAeYfslaTBucCgB4e0dhkFfDcEXh5Rb+/5v0TPrVV+ptYicxkSrkpmgBAGfZRpXhBMccdXAMtcVC7IVkQVQkozBDHQTmTOgLAPjicDnK69uCvBqGMwqr7Ya6kXnUPiP0qHOTbYaahb4ZTmgKgarvwuoWNLQZEaGUYVBadFDWIIQZ6iAwPCMWY/slwGQheO8H5lWHIoWXhaFv5lH7Sr1NlSw2UolcW+j7HAt9M5wQClXftH96WK/gCp1Qgr+CHsqc8f0AAJ/sK0UNq34NOYqEHnUb86h9hfeoNSr0TdYAAGpa2lHb0t7VnzF6GCazBW2C4s1gedQ07B2s+dMdYYY6SIztl4BhvWOgN1qwfldxsJfDENBsMOFSo33z1Mg8ap+hfdSxkUpEqRToHRcJgHnVDEda2h096OYgVX3T9tlg909TmKEOEhzHYc54a6563a7ikBCgZ1gpFnjTAAt9S4EwRw3AnqdmBWUMAR3vg8HwqJv0Rpy+ZP1cBluRjMIMdRCZNiQVOUkaNOpN+HhvabCXw7Bx/rKjl8dC375DR1zGRqoAALkpthYtVlDGENCs72ioA5+j/qWsAYQAvWIjkRwdEfDXdwYz1EFEJuPw6DirV/33nYUwmJiwRiggbM0CmEctBXTEJfWo+yVZPWoW+mYIaTYYO/we+E0yDXuHQlsWJaQNtclkwrPPPovs7GxERkYiJycHzz//PCwW+0QVQgiWLFmC9PR0REZGYsKECTh+/HgQV+0ZM0f0Qmp0BC41GvD5wfJgL4cBeyFZotbq/bH2LN/QG83QG63fWd5Qs15qhhOaO3jQwQh92ydmxQb8tV0R0ob6lVdewTvvvIPVq1fj5MmTWLFiBf7yl7/gzTff5M9ZsWIFVq5cidWrV2Pfvn1ITU3FlClT0NQUHjcAlUKG312fDQD42w+FMFvYoIJgQ1XJrrApEjGP2jdo2Fsu46BVKwBYhX8A4FKjgX/cFy416rH0q+P4x84inLnUxAZ+hCmdQt/t0kYZCSF4c+tZvJp/GnsKazpFMQkhOFRWDyA0pEMpimAvoCt2796NW265BTfffDMAICsrCx9//DH2798PwHpRV61ahWeeeQa33XYbAGD9+vVISUnBhg0b8MgjjwRt7Z5w19V9sHr7ORRVt+C7Y5W4eVhasJfUYyGEoMgW+h7eOxbfn6xiOWof4QvJIpXgOA4AEB2hRGp0BCob9ThX1YwrfQwzfri7BGt/KuZ/T9KpcV2/RIzpm4DrchORFhPp0/MzAgMNfUep5GhtN0vuUR8qq8erW84AAN7cdg6RSjmuzo7Hdf0SMbZfIlQKGepbjVArQkPohBLShvq6667DO++8gzNnzqB///745ZdfsHPnTqxatQoAUFRUhMrKSkydOpX/G7VajfHjx2PXrl0uDbXBYIDBIGi/aWz06/twh0atwP1jsrDq+7N4a8c53DQ0lb+hMQJLVZMBLe1myGUchvSyflF7UntW4eVmfH6oHA+OzUacRiXJc1Kxkxhb2JuSm6K1Geomnw31xQarwl+v2EjUtBhwucmAzw+V4/ND1nRSTpIGw3vHQiFz/b2aPDgF04ak+rQOhm9QXf3U6AgUVrdIbqhrmq2fRZ1aAbVSjupmAwrOXEbBmcsAgAilNcg8tFcMVIrQCTiHtKFeuHAhGhoaMHDgQMjlcpjNZrz00ku46667AACVlZUAgJSUFIe/S0lJQUlJicvnXb58OZYuXeq/hXvB7GuzsGb7ORy/2IgLdW3IsE0YYgQWWkiWEReJeI11tF1PGcrR0GrEve//jPL6NkRHKPHwuBxJnrdO4FEL6ZesxY9nqyWp/L7cZN14PzGlP6YPT8PBknr8dK4aO89V48iFehRebulUJNiRr45cxMHnpiBKFdK3xW4NrfJOjlajsLpF8mIymmYZkRmH9Q9chTOXmrHzXDV+OleNPYU1aLWF2kfnJEj6ur4S0p/ITz/9FB999BE2bNiAIUOG4PDhw1iwYAHS09Mxe/Zs/ryO3ichpEuPdNGiRXjiiSf43xsbG5GRkSH9G/CAOI0K8RoVn7ML7mp6LjQ/nZOkRXSE9evRKEEONdQhhOCpf//Ca8/XSKgYRkdcxkU5eui5Ek7RooY6SaeGWiHHtX0TcG3fBDw1bQAa2ozYfb7GQW2uI+t3FaOyUY8fzlTjxjzmVQcLGvpOtbVFtRhMbu/nntDAD4expmEGpOowIFWHh67LRrvJgl8u1KOougU3Dw2t9GNIG+r//d//xZ/+9Cf89re/BQAMHToUJSUlWL58OWbPno3UVOsXqrKyEmlp9gtbVVXVycsWolaroVYHdxC4M7RqBS7BwMRPggj1urITNdBFWD3A5nYTLBYCWRdh03Dn/Z1F2HLiEv+7lAV0NEftLPQNSNOiVd1sN9QdiYlUujW+1c0GvL+zCPknKpmhDiL03pdiM9QWAuiNFkSq5JI8fyNvqDubPpVChquy4nFVVrwkryUloROEd0JraytkMsclyuVyvj0rOzsbqamp2LJlC/94e3s7CgoKMGbMmICuVQq01DD0kFCrGI6VN+CD3cWwBKgannpdOUka6GweNSGOE326GwdL6/Dyt6cAAANTrV6ulOH++g5iJxTaS11e3+ZTLtJktvARAGeGWgw0N731ZBWMZoubsxn+gn7uhEIjUjou1KOOjlC6OTO0CGlDPWPGDLz00kv473//i+LiYnz++edYuXIlbr31VgDWkPeCBQuwbNkyfP755zh27Bjuv/9+REVFYdasWUFevefobK0rzKO288znR/HnL47jx3PVAXk9OjUrJ1GLCKWcLyjpri1a9a3teOyfB2GyEEwfloYHxmYBkPYz2FE+lBKnUSFRazWsHdXgPKG2pR2EWNu/OobXxXJlZhwSNCo0tBmxr6jW67UwfIN+7nQRCkTZvGgpC8oaBaHvcCKkDfWbb76JO+64A3PnzsWgQYPw1FNP4ZFHHsELL7zAn/P0009jwYIFmDt3LkaNGoXy8nLk5+dDp9MFceXeQXtMu7P35gmEED4sevRCvd9fr91kQVmdNUebk2Sd8ER33t2xRctiIXjys19wsUGPrIQoLL9tKB/ulzb07ahKJkSK2dRVtvx0gkYFuZfpCbmMw+RB1nTZ5uOVXq+FYaWm2YCPfy6F3uhZHzQ1yjq1Ahrb/bBFwsEctIMjmhlq6dDpdFi1ahVKSkrQ1taG8+fP48UXX4RKZd81cxyHJUuWoKKiAnq9HgUFBcjLywviqr1Hawu1stC3lbpWIy94cKLC/y10pbWtMFsINCo5km0h1GhbLqs7etTv/ViIraeqoFLIsObukdBFKPlwv6Shb96j7uzt5vIKZd4bamEhmS9MHWI11PknLjHBFB8ghOCRDw9g0aaj+OKwZ2qL9HOnjVDwjouUet8NzKNm+IqWD313P6PgDWW1rfz/H7/of0NNw97ZSRq+ypR6mN1NRnR/cS1WbD4NAFg8YzCGpMcAEER1/JKjdu1Rn/NBSlQqQz22XyKiVHJUNOhxrDy42grhzPcnq7C/xCrDWW6LUImFhr61agU0aulD38xQM3xGxzxqB8rq7Ia6pKbV714tX0iWqOWPRUd0P4+6tqUdf/j4EMwWgl8PT8esq/vwj/kj9N3QRei7nwQtWpdpxbfWN0MdoZRjwoAkACz87S1mC8GK707xv3sqD+tgqFXS1+zQFBYrJmN4DctRO1Iq8KgB4FSlf/Xbha1ZFHuOunsYaouF4InPDqOiQY+cRA2W3TbUoUeV3yza+lelwFXVN2APfZfWtnqcz6RQjzo52veWy6mDrdXf+SeYofaGjQcvOGy6PDHUhBDee9ZGCHLUzKNmhjqUYDlqR8pqHcNmJ/wc/ha2ZlFojrq7hL73FNZgx+nLUNvy0nRzSKGG2kLAqzT5gsFk5p+nYx81YC0Ai4tSghDvK7/50LePHjUATByQDIWMw5lLzV0KpDA6ozea8ZpNR5u2+XliqA0mC4xm6+ZQKygmk8qjbjdZ0GbbDDJDzfAaLWvPcuCCLfSdHmPtqTx+scGvr0dVyfom2UPf/ggFB5PzNuNzfW6S06EDkUo5XzktRZ66odU+OYumEYRwHMcrlHkrfGLPUUe4OdM9MVFKXNvXKh+Zz8LfHrF+VzEqGvRIj4nAnAl9AXhmqIX3PY1KAS2fo5ammEyo2a918lkMZZihDiGEYUeGvZhsqk2Mwp+V3w1tRlTbBPuzHELfVEa0e/ybXLRJhPaOcz5NiuM4SYsa6ztINjqDn03tZYvW5S5Uybxh6mB79TdDHA2tRqzZfg4A8MTUAUi2bZrqPTHUent+Wibj+Bx1q0TtWXTToItQeN3GFyyYoQ4htGqmTEYxWwivO00lHc9UNvtNNYqGOVOi1Q7hYNpv2dRNKvGpoU6Pde190g2jFOH+ehcDOYTwvdReVn5XNeoBSGeop9jy1AdL61DVpJfkObs7bxecR6PehAEpOtw6ohdfOOhJbQd1UGi1t9Sh78YwVSUDmKEOKVgxmZ3KRj2MZgKlnMOozDjo1Aq0my0+KVh1Bd+aJfCmAYHR6mYedXqs6/nMOgmlbF2NuBTSjzfUnv/bthhMfK+9VIY6NSYCwzNiQQjw/YkqSZ6zO1PR0Ia1PxUBAJ6+cQDkMo7PATe0GUUXJQorvoX/laqYLFwLyQBmqEMK1p5lh4a902MjoZDLMCjdmk/1V0GZvZBM63A8upvlqC/WWz3ELg21hL3U4jxqa466pKYVBpNn+Ug6jCNSKYdGosENgDD8zfLU7li15SwMJguuzorHDQOTAdiNodFM+AIud/Chb9t3zu5RS5OjDmdD7VVG/cyZM9ixYweqqqr4ARmUP//5z5IsrCdCd5BtRjNMZgsU8p67j6KGuo9tLvfgtGj8XFSL4xcbcdtI6V+PtmbldPKou4/giclsQaUtTNy7S49aut7x+jbaQ+1agzslWg2dWoEmgwnF1a0YkCpe/lcodiLVKEQAmDYkBX/ZfBq7ztWgSW/kPwcMR85easK/DpQBABb+aiD/bxClkkMh42CyENS3GkXN+G4WyIcCkFzwhH6Ho51Mzgp1PF7xe++9hzlz5iAxMRGpqakOXw6O45ih9gGNIDfaYjAjJooZ6t5xNkPtZ4+60ElrFtC9JEQvNRlgtljTCYldtDJpJSxqdDWQQwjHceiXosWh0nqcq2r22lBLSb9kHXKSNCi83IIdpy9jxvB0SZ+/u7Bi82lYiDUCcWVmHH+c4zjERilR3dyOhjZjlxEcSlPHHLVKWq3vcB3IAXgR+n7xxRfx0ksvobKyEocPH8ahQ4f4n4MHD/pjjT0GlUIGNZ3W1E2Kl7yFDsfIiLd+wQfbWolOVDRKrsNssRAUVdunZgnRCYZyhLv+M81Pp8VEdjlbW9Jisi7EToR4W1AmlSqZM+ziJ6z62xkHSmqx5cQlyDhrbroj0YI8tRh4sRN1x9A3M9QeG+q6ujrceeed/lgLA6yXmkI96gybR90/RQelnENDmxEXG6StxK1s1ENvtEAp5zq1LdH2rHazBQZTeM8pFlPxDUhbTNYgwqMG7HlqTwvKpFQl6wgd0rH9VJXHufPuDiGEn2H+P6MyeClYITEeGmr6eaMbRXovbJU4R90jqr7vvPNO5Ofn+2MtDDB1MgrV+aY5apVCxt8MjpdLK3xC89N94qM61QVoVArQ7E5jmIe/y0VUfAPCwRy+v9+6LnS+hdBe6nMe9lJLqUrWkSt6xyJZp0azwYTd52skf/5wZm9RLfYV10GtkGHB5P5Oz/HYUHeo+pY6R80Xk7n5LIYionLUb7zxBv///fr1w3PPPYc9e/Zg6NChUCod3/T8+fOlXWEPg7VoWaUILzVab8AZNkMNWMPfJysacaKikRdBkQKqSJbdIewNADIZB51agUa9CY1tJjhxHMIG6lH3cmOooyUcdUlz1O7CjTT0XVjd7FEhZZWfctSA9d9+yuAU/HNvKfJPXMKEAcmSv0a4crisHgAweVAKUmOcR2h4Q90qzlDTz5umY3tWuzXt5GuxID+LOgw9alGG+rXXXnP4XavVoqCgAAUFBQ7HOY5jhtpH+NB3D/aoL9jy0xqVHHGC3e/g9GhsPCh9QRn1qPt2KCSjREcq0ag3hX1BmZjWLEDaYjLqxcR1UfUNAOkxkYhSydHabkZJbauDjGtX+KuYjDJ1SCr+ubcUW05cwou35HWZ2+9JnLENyBnYReFfrMcetfU8+vmjBttCrJ0wYirHu6Lbt2cVFRX5ex0MG0xG1B72zoiPcthFCwvKpIRWfHcUO6FYc7ZtYd+iJUbsBAB0aul6x+tFhr5lMg5ZCRqcqGhESU1LyBjqa3MSoFMrcLnJgENl9Q6VzT2Z05eshrp/F4ba09A31fSm7VmRSntffLPBJJmhjg5DQ+1xjvr5559Ha2trp+NtbW14/vnnJVlUT4Z51MCFWruhFkJbtC7UtYkOp4mBr/h2YRy6y0zq8jpxoW++j9rHzWK7ycKrhrmr+gaAzATrv3dJTef7izMsFsILnvjLUKsUMky0iXiwIR1WzBbCF/0NSHFtqD2t+m7qkKO26n1LN5iDqgvGhGEftceGeunSpWhu7lzw0draiqVLl0qyqJ6MVqKbZDhT2qHimxITqeSrsqXyqvVGMx9q79hDTRG2aIUrjXoj/5lyV/WtlShHTW/QHGc3/l1BCwc7ziF3RX2bESaLtWUuQeMfQw3Yq7/zT1wK+xY9KSipaUG7yYIIpazTZloI9ajFDuZo1juGvgFINpPaYiH2HHVP8KhdJfV/+eUXxMfHS7KongwbzGGfQ017qIVIHf4uqWkFIVZDkqBx7vXZZ1KHr0dNw95xUUq3IUSpZFN5ne9IpajcLr3pl4k01DTsHRelhErhP3GgCQOSoZLLUFTd4vUozu7EGVtlfm6yrsspVFSNztuqb+H/+2qom9tNoHusbltMBgBxcXHgOA4cx6F///4OxtpsNqO5uRmPPvqoXxbZk7DnqMPXKPgKn6OO67xbH5wejfwTlyQrKBOGvV1VlXYHvW+x+WnAfnPUGy0wmi1QeillWy+ykIziaejb3/lpilatwNh+Cdh++jI2H69Ebhfh3p7AGVt+Ojel6zoC6lGLnaBFw9tCQ60RVH77Ak2VqRUyRCil04QPFKIN9apVq0AIwYMPPoilS5ciJiaGf0ylUiErKwvXXnutXxbZk2CCJ/bQZ58EJ4ba5lEfvyhNL/V5FxrfQrrDTOpykRXfgGPosVlvQpyLSIM7xLZmUYShbzHtOJebre+Jzj72J9OGpGL76cvIP3EJj92Q6/fXC2VoIVlX+WnAs2Iyi4XYPWqH0LfVqPo6mCOcK74BDwz17NmzAQDZ2dkYO3YsFIrwS8iHA1oJJxeFIw2tRv69d1QJA4AhvawbxHNVzTCYzFArfNsd81OzujDUum7kUbsrJAMApVyGSKUcbUYzmg2+GGpxFd+U9NhIyGUcDCYLqpoMSInu2gBXNQbGowaASYNSwHFHceRCAy7Wt4na8HRXaGtWVxXfADqNuuxq4yX0mP0R+g7n/DTgRY763Xffxdq1a3HmzBl/rKfHQ3eTUqnxhBs07J2oVTnNpabHRCAmUgmTheCshypWzuDnULsoJAOEOerw/TcRKx9K0Ub4npdv4HW+xd0clXIZvz4xBWWBCn3T17iyj7U1a0sP1v5uN1n4za1Yj9os8JZdQR9XyDh+3gEgXTFZOOt8A14Yap1Oh1dffRUDBw5Eeno67rrrLrzzzjs4deqUP9bX49D18NB3mYvWLArHcZIWlNk9atf5tu6Qo7a3Zrmu0hWik6Dy2y4fKt4jz4y3bpjE5Kn9OZDDGdOG0CEdPbdNq6i6BSYLgU6tQJoLRTJKhFLGF/m5C3/bZ1ErHDxvuln39X4Y7qFvjw01NcoXL17EypUrERMTg9dffx1DhgxBWlqaP9bYo+jpWt+uWrOESDXysq6lHXW2PKorsROge7RneepR6yTo5xcz4rIjGR60aAXSowaAKYOtbVp7Cmv5sH5PQyh04q6GgOM40XlqZxXf1t+l0fum391oEW2CoYjXPQ06nQ5xcXGIi4tDbGwsFAoFUlOl01/uqfR0rW+7KpnrHCDvUftoqKnGd3pMBCJVrnPd4T6T2mS2oLLRWnglJkcNCPLyPnQf1HsY+gYEBWU1LW7PDbShzkrUYECKDmYLwbZTVQF5zVCDz0+LrHz31VDbq757djGZx4Z64cKFGD16NBITE/Hss8+ivb0dixYtwqVLl3Do0CF/rLFHIdRZ7oniCnwPdRce9ZBe9tC3xeL9NaIa364UySi8Rx2mUY5LTQZYCKCUc0gUGSaWIvRtH3HpQeg7wQOP2s+qZM6YRsVPjvfMPDXvUbtpzaKIHczRccQlRepisnA11B7HAf7yl78gKSkJixcvxi233IJBgwb5Y109FqqzTAjQ2m7md5Q9hY7jLZ3RN0kLlVyGZoMJF+ranLZxicGdxjclWrB5MltIlyIPoQgNe6fFRIoeKiFF90F9m03wxIPQt71Fq63L8wwmMx9aD1SOGrAO6Xhj2zkUnLkMvdEclj25vnBGZGsWRexgDhpB7Hi/k6qYLJx1vgEvPOpDhw7hmWeewc8//4xx48YhNTUVv/nNb/D222/j5MmT/lhjjyJCKeMNQU8rKLNYCC7wqmSuja9SLkP/VOuO/kSF9/3URbxH3bWh1gmUjMKxdsDT/DQgbEnzoZisxYvQt23TVd1s6PLmXNNs3QQo5ZxHOXBfGZIejV6xkWgzmvHj2eqAvW4o0NZu5iMd7lqzKGJD3y1uQt9SFZP1GEM9fPhwzJ8/H5s2bcLly5exefNmREVFYf78+cjLy5N8geXl5bjnnnuQkJCAqKgoXHHFFThw4AD/OCEES5YsQXp6OiIjIzFhwgQcP35c8nUECo7jemwvdVWTAe1mC+Qyzm1FqV34xPs89alK69/2S+46jKdSyBChtH5VwlFGlGqZe9L7K4VCntgRl0KiI5S84aXRFWfw+Wmt2uc5xZ7AcRxfVNbThnScq2oGIUCCRiU6hSJ2MIfr0Lc0QznCvT3Lq7jqoUOHsGPHDuzYsQM//vgjGhsbccUVV2DixImSLq6urg5jx47FxIkT8e233yI5ORnnz59HbGwsf86KFSuwcuVKrFu3Dv3798eLL76IKVOm4PTp09DpwlPqT6tWoKHN2OM8anpjTouJgMKNbKWvBWWNeiOKbS1Aeekxbs62eph6oyEsDTX1qHt7Yai93SwazRb+8+upx5sZH4X61gaU1LRiYGq003OqAlxIJmTqkBSs21WM709egslscftZ7S7Y89Pi76u+FpPR9izJQt9hqPMNeGGo4+Li0NzcjOHDh2PChAl4+OGHMW7cOERHO/9C+cIrr7yCjIwMrF27lj+WlZXF/z8hBKtWrcIzzzyD2267DQCwfv16pKSkYMOGDXjkkUckX1Mg0PXQFi3aQ91Vfpoy2GZcve2lPl5u/btesZGilLeiI6wzicOxRcsTnW+Kr4bacXKWZzfHjPgo/HKhocvhHIGu+BZydVY8YqOUqGs1Yn9JHUbnJAR8DcGAz0+LDHsD4idoucpRSyWp3MCPuAxPQ+3xVvDDDz9ETU0N9u/fj7/+9a+YPn26X4w0AHz55ZcYNWoU7rzzTiQnJ2PEiBF47733+MeLiopQWVmJqVOn8sfUajXGjx+PXbt2uXxeg8GAxsZGh59Qwv7hlM57+/uPhXhsw8GQbjES00NNGZRmvVlUNOhR2+J5T+uxcmtue2gv9940YA/hhfL1c8VFD3S+Kb5OcaOFXtERSo+L78QM5wimoVbIZZg00Br+3tyDwt+nK8UN4xBCoynuBnPwgicuctStPrZn2SVEw7M412NDLTTMFy5cQHl5ueSLohQWFuLtt99Gbm4uNm/ejEcffRTz58/HBx98AACorLR+SVJSUhz+LiUlhX/MGcuXL0dMTAz/k5GR4bf34A1SzQMW8vr3Z/H1kQr8adPRkG376mq8ZUd0EUr+hu5N+PsoNdS9xRnqcG7R8sWj9jbU76nOtxAxc6npQI5AVnwLEbZpher3SWo8rfgGPC8m65ijpkM5Wtq9b1fVG81oN1kc1hNueGyoLRYLnn/+ecTExCAzMxN9+vRBbGwsXnjhBVgsFkkXZ7FYMHLkSCxbtgwjRozAI488gocffhhvv/22w3kdi0ncCcAvWrQIDQ0N/E9ZWZmk6/YVqSdoNemNfGjpv0cq8NGeEkmeV2rsYifi2q3sUqKeV34fs03fGpIuLhoUzW+ewsujbhT823tW9e3bZ7Deix5qipi51MH0qAHg+twkRChlKK9vk2w2eijTqDeiosG6OfJkzKdYQ93E56gdDSm9F9J2VW+g3ryM6+yxhwseG+pnnnkGq1evxssvv4xDhw7h4MGDWLZsGd58800899xzki4uLS0NgwcPdjg2aNAglJaWAgCvhNbRe66qqurkZQtRq9WIjo52+AklpM5RV9q+YJQXvj6JoxekGRMpJRfc6Hx3xNuCsmaDidf4Fhv6DlcZUepNx0UpnQ45cYWvOWpvVMkomQnWdrmyulaYXQjaBNtQR6rkGJebBADY3APET87avOk021AcsYguJhNofQuJVMpBMyfeFpQJW7MC2SEgJR4b6vXr1+Pvf/875syZg2HDhmH48OGYO3cu3nvvPaxbt07SxY0dOxanT592OHbmzBlkZmYCsI7cTE1NxZYtW/jH29vbUVBQgDFjxki6lkAitUdNd8L9U7SYMjgF7WYL5m04GFIVzAaTGRU2mUsxOWpAoPntoUdzvLwBhFilQxNEt5n4Pk0qGJR70ZoF2Dcm3irk+RL6To2OgFLOwWgmvPRpR4KhStYRfkhHD8hTn660yu16UvEN2MVuGtqMXaoI2qu+HQVkOI6DxsfBHOEuHwp4Yahra2sxcODATscHDhyI2tpaSRZFefzxx7Fnzx4sW7YM586dw4YNG/Duu+9i3rx5AKz/iAsWLMCyZcvw+eef49ixY7j//vsRFRWFWbNmSbqWQELDP1LpfVc02G/Wf71jOHrHRaK0thVP/+tIyOTXLtbrQYh1B52oFRcuzRPMphYznJ5C89N5Ir1pIHwnaHkyh1oI3SyaLQRtRs9Djp6OuBQil3H8Zq3EieY3IUTQRy0+nC81NwxMhlzG4VRlE0pFTPsKZ7yp+AbsxpGQru9nLS5C3wAQ5WMvdbjLhwJeCp6sXr260/HVq1dj+PDhkiyKctVVV+Hzzz/Hxx9/jLy8PLzwwgtYtWoV7r77bv6cp59+GgsWLMDcuXMxatQolJeXIz8/P2x7qAHpJ2hRjzotJgIxUUqsmTUSSjmH745XYv2uYklew1doPrJ3XKTo8FRKdASyEqJgIcD+YvGbxGNeGWqbRx1moe9yLyq+ASBKJeertb0Jf9MRlzFe5KiBrvPUTQYT9EZrPUwwPeo4jQpXZ8UD6P6jL097OIyDolbI7WJBXWym+Ry1k+lWvqqThXsPNeBFH/WKFStw88034/vvv8e1114LjuOwa9culJWV4ZtvvpF8gdOnT8f06dNdPs5xHJYsWYIlS5ZI/trBQuqZ1DRHnRptvVkPz4jF/900CEu/OoGXvjmJEX3iMDwjVpLX8hYxGt/OGJ2TgOKaVuwprMGkQa7rEoQcs+W0xeanAUF7loQtc4HAW4+aKuQ1tBnRpDchxcMyDr6YzEsvpqsWLepN69SKLqeeBYJpQ1Kwu7AG+ccv4XfX5wR1Lf7kjIfDOITERFrFghrajHDWX2Mw2auynRV7afkWLS8NdWsP9KjHjx+PM2fO4NZbb0V9fT1qa2tx22234fTp07j++uv9scYeh9Qe9UXqUQuqfu8fk4Vf5aXCaCaYt+Gg2+k2/qbUw0IyChWb2FMozqNuMZhw/rI13+aJR60LU4/am9Ysil3K1vPPBi8fqvHu5thVi1awC8mETLHlqfeV1OLTfaX89e5OVDcbUNPSDo5zL7frDF70xMU9RhjS1jjZePmao6YtleHaQw146FEbjUZMnToVf/vb3/DSSy/5a009HqlnUlc20OlJdkPNcRxeuWMYjl9sRGltK5769y94994rg1YVSYdx9I7zzKBQQ338YgMa2oxud80nKhpBiLVgyZMbfbjnqD1pzaL4Uvlt96ilD31TQ50YAoa6V2wkrsiIxeGyeizceBQAkJOowdh+iRjbLxHX5iR4ND0sFKHedJ/4KI86Byj0M+CqjoQ6JJFKuVM5VvsELe9y1OE+kAPw0KNWKpU4duxY2Ja4hwtaCQYiCLHnqB2NYHSEEm/dPRIquQxbTlzC+zuLJHk9b/C0h5qSGhOB7EQNLATYV+Teq6ZtaXm9PIvlhqPgicls4aumPQ19A771Unsz4lIIH/oOcY8aAN68awTm39API/rEQsZZx6d+uKcEj350ACNeyMcta37Cv/aHllaDJ5zxMj9NcTeYo7mL/DQgHMzhpUfdE6u+77vvPrz//vv+WAvDBp+jlsAoNBtMvEeU6mQiVV6vGDw33TpT/OVvT+FgaZ3Pr+kNnuh8d2R0jrWgZ09hjdtzqdCJJ2FvwB42a9IbQ6ZS3h2VjXpYCKCSy0RPOxKi8yGKUO/FiEshtOq7vtXY6QbPt2YFSZWsIxnxUXhi6gB8PncsDi+einfvvRKzr81E3yTrBvKXsnos2nTU6xxrsDl9yZoq8kSRTIi7XmpqqHUuxEhYMZkXxWTt7e34+9//ji1btmDUqFHQaBxn+a5cuVKyxfVUtAJPxp3Kmjto2FsXoXCpynPP6EzsKazFf49W4A8bDuG/86/zSlHKW5r0RtTZQqWeetSANfz98c9l2FMkwlB7qPFNoUbLaCbQGy0+FzFtPl4JQghuzEvz6Xm6gmp8p8VGQOah3jbgfejbaLbwaRtvP0catQKJWjWqmw0oq21FjODfK9Q8aiHREUpMHZKKqbbcdUVDG257axcqGvQ4VFqPsf0Sg7xCz+ELyTxszaK4N9TW4648anvom/VRi+bYsWMYOXIkoqOjcebMGRw6dIj/OXz4sB+W2POgBtVoJjCYfJNl5QcyxLgOfXIch5dvH4qshCiU17fhqX/9ElCvkWp8x0UpvZL4s+epG7ssimttN+FcldU78NRQa1R2hSRfRU8qG/SY89EBPLbhkF9z3nx+uot/+67wdi66sA3Hl5tjH5vme8eCslA21B1Ji4nE1dnWiM8+D1oIQwVCiCD07XkhGWAXvWlocz48h36+NC7y3/R4i5cRCZquCmdD7fFdcfv27f5YB0OA8APbbDAhQum998a3ZjkJewvRRSix5u6RuPWtXfj+ZBXe+7EQvx/X1+vX9QRv89OUlOgI5CRqUFjdgp+LazFlsPM2rZMVjbAQ6w0+Odqz4iqO46CLUNralYxI8fDvhWw5eQkWAlgIQVWTweMxkGIp96HiGxCGvj27QdbzoUaFx5OzhGQmaHCwtL5Ti1YwZ1F7w1VZ8fji8EXsLw5OWskXKhv1aDKYoJBxyEn0zlC786hpkZhrj9pHwZOeVkzGCAwyGWeXEfUxTy0UO3HHkPQYLJ5h1VZ/5bvTOFASGA+gzMvWLCHX8G1arsPfx8o9758WQvPUDT62aAklJ6ttRscf2HuovdtU6LwsavRlIIeQDBctWnZVsvAx1ABwsLQOJrO0g4v8DRU6yU7UQKXwzlyIDX27ylFrWejbc4/61ltvdZoz5TgOERER6NevH2bNmoUBAwZIssCeilatQLPB5LPoSQXfmiXOq5p1dR/sLazFl79cxGMbDuG/869HvMa/+eoyD+ZQu+Lavgn4+OfSLg21N9KhQqzFKG0+hasb2ozYfd6+xupmz2dpi8WXHmrA+xy1LzrfQjJ5Q22XETVbCGpbrIY6OTo8DHVushbREQo06k04UdGIYb1jg70k0fianwZEGGoXAzkovhSTmcwW/u+iXTx/OODxFikmJgbbtm3DwYMHeYN96NAhbNu2DSaTCZ9++imGDx+On376SfLF9iSkmkntiUcNWDdcy24bipxEDSoa9Hjis8NdiulLQVmd+DnUrhhtywOeqGjkDUVHvC0ko9hnNHv/b7LjdBVMgutZ3exPj9o7+VCK94ZaGg+mT0Jnj7qmxQALsY4sTNCEh6GWyTiMyqJ56vAKf9NhHN5WfAP2kLMrwRNaeKhx51F7kaMWfnZ7VOg7NTUVs2bNQmFhITZu3IhNmzbh/PnzuOeee9C3b1+cPHkSs2fPxsKFC/2x3h6DVBO0Kp2okol57TV3j4RaIcOO05fxzg/nfVqDO6TwqJOjI5CTpAEhwM9O+qn1RjPOellIRpFC9GSzLexNU7f+MtSEEJ9z1N4Oh6E56jgfQ9+0Ve9ivR5GW8iYhr3jNWqf8t+Bhoa/PdGkDwXs0qHeG+rYKJEetZv2LG9y1LTwU6OSQ+lETCVc8Hjl77//PhYsWACZzP6nMpkMf/jDH/Duu++C4zg89thjOHbsmKQL7Wl4mx/syEUnqmRiGJQWjaW/HgIAeDX/jFPjJwWEEK91vjtybRdyoicqGmG2ECRqVUjxMmTq60xqvdGMHacvAwAmDkgG4D9D3ai3p028ETsBhB61Z5/BBolC38k6NdQKGcwWwofxw6niW8hVWXEArJXf4dKHb7EQnK3ybmqWEBpZadKbnM4Xp56yzkVoOsrWCumN09IdVMkALwy1yWTCqVOnOh0/deoUzGbrjiciIoKpl/mIFMVkjmInnt+sf3NVBm4d0QtmC8EfPj6IGj8YlcvNBuiNFnCc954fhbZp7XaSpz4uyE97+9n0dSb1rvPVaG03Iy0mAhMGWg315Sb/5KipYYvXqLzu+dZ5qTlf78OISyEcx3XS/A5XQz20dwxUChmqm9tR7MFIzKpGPfJtPfdSU9Wkx38Olbs0gGV1rdAbLVArZD5tooUpEGebviY3HrUvxWTdoZAM8MJQ33vvvXjooYfw2muvYefOnfjpp5/w2muv4aGHHsJ9990HACgoKMCQIUMkX2xPQgq9bxr27krspCs4jsOLM/PQL1mLS40GfLC7xOu1uIL2UKdFR3hdVUq5xqZQdqqyc576qI/5acA3pS4A2HzsEgBg6uAUvmLZXx61LxrfFJ3au/YsKl7j7YhLIR2naIWaKplY1Ao5hve2fvY86aee/8kh/P7DA/j3gQuSr+mFr09iwaeHMX7FdvxjZxEMJsfQMq347pes9SnNoJTLeK/YWfi72U2OWsNPzzJ7XC9Do189zqN+7bXXsGDBAqxYsQLjxo3D9ddfjxUrVuDxxx/nVcmmTp2KTz75RPLF9iSkmKBV4WXYW4hGrcDtI3sDAC7UST8Z6IKPPdRCknUR6GvLU+/tEKo/amvN8rbiG/BtJrXZQvD9SZuhHpKKJJ3ViPndUHspdgLYPeo2o5nPEYuBr/qW4ObYcThHVWN4etSAPU8tRpMesP4b0jTOul3FknvVVMikpqUdz399Ajf8tQD/PnCBD0/T/LQvhWSU2C4Kyug9zl17FgC0Gj3LU3cH+VDAC0Mtl8vxzDPPoKKiAvX19aivr0dFRQX+7//+D3K5ddfUp08f9O7dW/LF9iSkKCar4MVOfAspJ2itRqWmRXqjUlojnaEGrG1agGM/td5oxlnbTcc3Q+29R32wtA41Le2IiVTi6ux4Xnu7utngl7BmuY8V34Bju4wnYUdfR1wKoS1anTzqMDbU+0vEVX7/90gF///HLzbiYGm9ZGshhPDphPk39ENKtJpXJbxx1Q/IP16JU5W+t2ZRuhrM0eJmKEeEUsYXX3oa/u6xoW8h0dHRiI72cKI8QxSSGGpePtR7jxoAEmx91DV+6Pkt9WEYhzP4PLWgV/l0ZRNMFoJ4jcqna2HPUXv+b7L5mLXae9LAZCgFQzL0Rgta2r1TXOoKu9iJ94ZaKZchQmm9RXgS/ra3Z/ke+u7YohWuOWoAGJkZB44Diqpb+PfRFV8duQjAKq0LAB/uLpZsLZebDWgzmiHjgMduyEXB/07Eol8NREykEmermvH7Dw/gv0etGwUpPOqueqlpes9Veo7jOK97qWk9SY821Az/IUXou7LRerN2Jx/qjgSbUfFHMZnUhvqabKuhPlXZhLoW68biqASFZID3HjUhBPknaNjbKm+qUSsQaZOG9Yc6ma+tWRRvZESlEjwB7J+LstpWEEL4axVuOWrAaiyo0XOn+ldc3YIjFxogl3FY+ZsrAADfHK0UZeDFQFMJaTGRUClkiFDK8cj4vvjh6YmYN7EvIpVy0ECPFB61K0NNCHE75hLwvqDMXvUdvmInADPUIYuUoW9fctSA3aOubmmXPEzLG+oEaQx1kk6N3GSrJjHNU9uFTnyL/njbnnWqsgmlta1QK2QY1z+JP57oxzw171HH+Wio1Z61aJnMFj7iIEWOurett77JYEJdq5E3VOGiStYRGv7+uajr8Df1Zsf0TcDEAckYnhGLdrMFn+4rlWQdNJXQcYMcE6nE/04biIL/nYCHr8/G/Bv6+RSVET4v0NlQt7ab+Q1BVwWvXnvULPTN8Ce6COlC32LlQ11Bc9TtJovPAixC9EYzKhuta5TKowbs4W+ap+Y96nTv89OA40xqT8g/bvWmr89NQpRg4Eqinyq/jWYLLjXSHLVvmzRP1cmEaQEpbo4RSjlSbQNQTlc28WHScAx9A8AoWz/1fjce9Ve/WMPeM4alAwBmX5sJAPjn3lJJ9MLdRbKSoyPwzM2D8cRUaaSgXYme0PuJjAMfYXKGRuXdYI4eW0zGCAxUFSrYVd8AEKVS8O0VUuapL9S1gRDrlzBBQj1xoaE2mMx89aovhWSA3aNuaTd7dLPMP2HNT9OwN4Ua6ssS5/4vNephIYBKLkOijzKbWg83jDTsrYtQQCGREhSNthwstXqhaoXMZYVwqEM96uMXG12Gcc9easKpyiYo5Rym2eZa3zQ0DfEaFSoa9Pj+ZJXP66BFnFJFstzBe9Stzg21Vq3oMi3l7Uzq7uJRi/q0v/HGG6KfcP78+V4vhmHH1z7qFoOJ927SJAhdJWhVaK1tQ01LO7ISNT4/H+A4NUtKgRx7P3UT9hTWwmgmiI1SorevYWBBDq1Jb0KciM1FWW0rjl9shIyzFpIJ4T1qiXPUVOM7LTYCMh9lNu291OKiCLzYiQT5aUqf+Cj8XFSLA7Zq6SSdOmwFldJjI9ErNhLl9W04VFqP63ITO53zla3ae1xuEmJs1zFCKcdvrsrA2zvO48M9xbgxL9WndUhdG+IOV6FvvjXLjcer8VLvm59FLeHnMRiIMtSvvfaaqCfjOI4ZaonwVhWKQvPTOrV3YicdSdCoUVbbJmlBWUmNdSpSpsS7+kStGv1TtDhzqRnv7ywCYBU68fXmrpTLEKmUo81oFm2ot9iKyK7KiueL8ihJWv/kqKXooaZ4OoiEekyxElR8U2iLltBQhzNXZcWh/HAb9hXXdjLUhBB8TcPew9MdHrv7mj74W8F5/HSuBueqmtEv2bv50ABQYjPUUn/3XOGqPcsudtK1ep7PxWRhHvoWdQcvKiry9zoYHaAfzDajNczqaRixku+h9i3sTUnke6mlC9OW2lTJ/LGrH52TgDOXmvHDGau29hAf89OU6EgF2oxm0TKi9rB3Zw8oUeefHLVUFd+A56HvOgkrvik0PEtvuuFY8S1kVFY8/nP4otM89fGLjSisboFaIcPkwY6pkt5xUbhhYAq+P3kJH+0pwZJfe6f+2NZu5ovyAuVR09nk9R0MtTv5UAo15M0e5KgJIayPmuFfhHJ63kyN4fPTEtysAftIQSk9anvFtzShdCF0QAfFF+lQIXzltwhDXdvSzg8zmdrhpgsIi8mkzVGX8z3Uvm/SPJVNlWrEpZCOxiT8PWprauZgSX0nxbevbWHvGwYmOzVes8dYi8r+feCC14WddAhOdISCN6D+hn4eGjsYarvYicjQtwfvubXdzKushbuh9iomeuHCBXz55ZcoLS1Fe7vjTYbKiDJ8Q6WQQa2QwWCyoMlg9DjHwrdmRUvjUSfwYVopPWpr6Nsfu/qrbfOpKVIZak9kRLeevAQLsU4ic6a85q+qb6laswB7e5bYFIxUIy6FdDdDnZusRUykEg1tRpy42IjhGbEArB7gVy7C3pSxfRORk6hBYXULPj9UjntHZ3r8+iUBLiQDushRG7qWD6VoVZ4bavpaSjnHC/eEKx4b6q1bt+LXv/41srOzcfr0aeTl5aG42KpDO3LkSH+ssceii1DA0Nzu1c65QuLQNy96IlHoWyhh6A9DnaBVY0CKDqcvNSE6QoGMeGkiC9GR4j1MKnIybUhnbxqwpxOkLyaTLvTtaXuWVCMuhcRrVNCo5LyCW7gbapmMw6jMOGw9VYV9xbW8oT5UVo/y+jZEqeT8GFRnf3vP6Ew8//UJfLi7GPdc08fj2gv6vcuMlz6S5QpqqJsNJhjNFn42dLMbVTJKlBd91MKwd7gWH1I83mYsWrQITz75JI4dO4aIiAhs3LgRZWVlGD9+PO68805/rLHH4suoSxr69rWPlmKXEZXGqFxuso63lHG+yVx2xWhb9bevimRC7KHvrv9NWttNfH586mDnFbo0R93SbkabRDKihBC+6lsaQ+2ZMlm9H3KCHMc5pEeSddJ8poPJKKr7XWwXPvn6F2vYe8rglC5Hk95+ZW9EKuU4c6m50/AZMZTaijil0tcXQ7SgY0IY/qafK1eTsyhaNe2jFn8vbOwmhWSAF4b65MmTmD17NgBAoVCgra0NWq0Wzz//PF555RXJF9iToYU83rRoVUo0kIPCD+aQKPRd2kHC0B/ce20mhqRH4/4xWZI9ZzTvYXbtUf9wphoGkwW94yIxKM25BKNOreDfu1Th77pWI+91SLEB8vQzSHPUUuc++wgiIuHuUQPA1dlW4ZN9xbUghMBsIfj6iKPIiStiIpWYOaIXAOBDL0bPlga44hsAFHJ777sw/O1uIAfF3p4lfkNrlw/tgYZao9HAYLDeVNLT03H+/Hn+serqaulWxvDRo5ZGPpTCF5NJNEGL5sn8ebPol6zDf+df77Ti2lvEyohu4cPeqS69eY7jJJ9LXWzzltJiIhDRhdKTWHQiNyYUKUdcCskUeNTdwVDn9YqBSiFDTUs7iqpbsK+4FlVNBugiFLi+f+fe6o7cZ1Mq23y8klehE0tJgHuoKc5atMTmqL0pJuN7qHuioR49ejR++uknAMDNN9+MJ598Ei+99BIefPBBjB49WvIFClm+fDk4jsOCBQv4Y4QQLFmyBOnp6YiMjMSECRNw/Phxv64jUPDqZB561K3tJv7LIJWhpvnU2pZ2vpLSFwItuCAV9glaXRuun4ut8qXjBdrezkiUuEhP6t70aE+VyfwgeAI4hmnpNQtn1Ao5rugdC8Aa/qbe9I1DUqFWuN9gDUqLxtVZ8TBZCDbsFa//bbEQXPBjW2RXOCso49uz3HjU3vRR92iPeuXKlbjmmmsAAEuWLMGUKVPw6aefIjMzE++//77kC6Ts27cP7777LoYNG+ZwfMWKFVi5ciVWr16Nffv2ITU1FVOmTEFTU5Pf1hIovBU9od60Vq1wq/gjFiruYSF2r8kXpB7GESjEtCtdbjKgrLYNHAdc0Se2y+eTuvK7uNp6XbMkannTqu05ajEDWfwV+qaiJzGRSlGGLBygut+7C2vwzVFrv72ram9n3Gvzqjf8XAqLyM3zpSY92s0WKGScZJt4sTgz1M0G6/+7y1FrVHTD6HnoOybMJ2cBXhjqnJwc3lhGRUXhrbfewpEjR7Bp0yZkZnreKiCG5uZm3H333XjvvfcQFxfHHyeEYNWqVXjmmWdw2223IS8vD+vXr0drays2bNjgl7UEEm9lRCslDnsDVlUu6iVJUfkdth61iPasQzZN6txkrdtCFqllRO35R2kMNd0smi0Ebcaub5JmC+EjDVJ71CP6xCInUYPpw9Ikfd5gcpWthfCrXy6itqUd8RoVxvRNcPNXdqYNSUWEUobLTQYUVreI+huacuoVFymZFrtYnA3mEN2e5U3ou5uInQBeGuqamppOx+vr65GTkyPJojoyb9483HzzzZg8ebLD8aKiIlRWVmLq1Kn8MbVajfHjx2PXrl0un89gMKCxsdHhJxTxdiY1bc+RqjWLwo+7lMD7C0aLiBTw7VkG1x71wdJ6AMDIPnEuz6FIPeqyWOLQd5RKDioX7u5z2KQ38iMLpb456iKU2PrkeLx061BJnzeYjOwTB44DTDZv+Fd5qR4ZT5VChsFp1tGtxy82iPqbYG6QnQ3moGJO7kLfUbaq7zajWXTqrUdXfRcXF8Ns7ryzNhgMKC8vl2RRQj755BMcPHgQy5cv7/RYZaU1XJSS4tinmpKSwj/mjOXLlyMmJob/ycjIkHbREmGfSe3ZWEV/eNSAvZe61kePurXdFHAJQ6kQ41HTKU+iDLXE6mRSF+lxHMd/Dt21pNXZbsBatYLvk5WScO+F7UhMpBIDUuwdAZ6EvSlUyOfoBZGG2sUc6kDQZY5apEcNiB/M0V3kQwEPBE++/PJL/v83b96MmBi70pPZbMbWrVuRlZUl6eLKysrwxz/+Efn5+YiIcG10On6BCSFdfqkXLVqEJ554gv+9sbExJI21tzOpL/KGWtr+5ESJWrTKbMUs0RGKsJtqE+0mR200W3DkQj0Aa7jWHfZRl7571I16I7+Jkir0DVi92Ua9ye3nkNYudIcbY6C4OjsepyqbkKxT89KinjCEGupyzzzqQLZmUZxXfds3d12hVsggl3EwWwhaDWZRXjJNw3SHYjLRhnrmzJkArEaR9lFTlEolsrKy8Oqrr0q6uAMHDqCqqgpXXnklf8xsNuOHH37A6tWrcfr0aQBWzzotzZ67qqqq6uRlC1Gr1VCrQ7/Fg89Rexj6rpRoDnVHpNL7tlcmh1fYG3AUPHG2ITxd2QS90YLoCAX6JrmfbiRlMRn1lhK1KkkmplHEtmhRoZXk6ND/boUKM0f0wic/l+Hh63Mg92IkKfWoj19shMVC3I41DVZrFmDPUdPOAJPZAr3RqnXu7vPKcRw0KrmoDSOlR3rUFov1gmZnZ2Pfvn1ITHTf6+crkyZNwtGjRx2OPfDAAxg4cCAWLlyInJwcpKamYsuWLRgxYgQAoL29HQUFBd1CfEXrhWweIL18KIXX+/Yx9B2uhWSAvT2LFldFqRy/QjTsfUWfOFGzoJNojlqCYrJiP22AxMqIFl5uBgDkJHo/frGnMbJPHE6/eKPXf5+brIVaIUOzwYSS2lZku5kVX8Z/9wK/Se4Y+hYOG3JX9Q1Y74eNepPogjKanupRhpoSyJGXOp0OeXl5Dsc0Gg0SEhL44wsWLMCyZcuQm5uL3NxcLFu2DFFRUZg1a1bA1ukvvC0mo4ZaCglJIbzet4/eX7i2ZgFApFLOh+Aa20ydDXUJzU/Hino+6lE36k0wmMw+tR75S0RGrPBOka3yOCcp/CIlwcSX3LtCLsPAtGj8UlaPo+UNXRrqJkFqRCrte0/oOEGLFmSqFTJR6oSeip50l1nUgJdjLgsKCjBjxgz069cPubm5+PWvf40ff/xR6rWJ4umnn8aCBQswd+5cjBo1CuXl5cjPz4dO51y2MZzQeSF4IhQ78VfVt6856nD2qDmOsxeUOQkFHyqrBwCMEFFIBlhvIgqb5+3rdaUpBal6qCliR3uep4bajVfHkJahvayV38fc5Knp9y5eo5JMX8ETOnrUfGuWm4pvisaDCGO7ycK3E3YHj9pjQ/3RRx9h8uTJiIqKwvz58/HYY48hMjISkyZNCkjv8o4dO7Bq1Sr+d47jsGTJElRUVECv16OgoKCTFx6ueONR04pvjUrutjfRU3hD7Wvom3p+YWioAdeiJ9XNBt6rvcI2EckdMhknGCHqW6Si2E8etZjQNyEERTT0LSI3z5AOsZXfZUHeIHcy1CIHclA0dDCHiKpvuqnkOPEbgVDG43fw0ksvYcWKFXj88cf5Y3/84x+xcuVKvPDCC90i5Bwq8CHHdpOoQhFAoPEdGyl5O0uCBIVPZgvBhTprsVsgp/dICS8j2qFF65Ctf5rOGxZLolaNS40Gnw21v4r0tCK6D2pa2tGoN4HjglNR3JPJsxnqYxcbuux4KQliaxYAxEZaN6St7Wa0myy8kJPYwkdP1MnoZkCrVoi6b4Y6HnvUhYWFmDFjRqfjv/71rwOav+4J0J0gIUCrG1UoitTDOITQ9qwmWz7VGy412iUMpc6hB4poF6FgT/qnhdjVybyPVLS1m3Gp0WrosyQ2lO5a0gB7frpXbKQkw0AY4slN1kEll6FJb+LD284IZmsWYL2f0T1EQ5vRPjlLpKGm57WKCH13p4pvwAtDnZGRga1bt3Y6vnXr1pDsRQ5n1AoZn78UG/72V2sW4JhP9Vb0hO7qe8dFetWOEgro+Bx1R4/aaqjF9E8LkaKXmt6EoyMUkutsi+k+oBXf7qqOGdKjUsgw0DZKtat+avoZCVYkSybjHEZd0nuapzlqMcVk3UmVDPAg9P3ggw/i9ddfx5NPPon58+fj8OHDGDNmDDiOw86dO7Fu3Tq8/vrr/lxrj4PjOGgjFKhvNdqEAdwb34sSz6EWIpNxiNeoUNVkQE1zu1eCKmVBvllIgTMP02S24Jcy601yZKaHHrUEMqK0NSvLD4ZSTI668LL19cX0jjOkJ69XDI5caMDR8gZMdzHP2i7bG7zvXkyUVTynoc0+N1106Fvteei7u3jUog31+vXr8fLLL2POnDlITU3Fq6++is8++wwAMGjQIHz66ae45ZZb/LbQnopWbTXUYkVP/CUfSknQqlHV5H0+taRWWi3qYOBsJvWpyia0Gc3QRSjQz0NjlSSBjChfoOcHERmhyIsrCllrVlDhhU/Knc8tMJktKLfVhgSzLTI2UoUytKGxzX5PE1tMpqXFZGI86m40ixrwwFALR9zdeuutuPXWW/2yIIYjnoqe0IEc/jLUvsqIlgZpFq6UOJtJTcPeV2TEely8IsUELd6j9sNN2N5H7TpHzULfwSUv3S4l6qygrKJBD5OFQKWQIUUX2PGWQqjhrG9rt+eoPW3PElP1zc+iDv+Kb8DDHHV3E8UPBzydSV3Z6B+dbwpt0fI2R11qMyjBUEaSCnt7lv3fhFZ8i+2fFiKFjKg/K3rdhb5NZgsfVmWtWcGhf6oWSjmHhjYj31UhhM9Px0UGtQpaOEFL7IhLCq36FuNR99jQNwD079/frbGura31aUEMRzyZSd3WbkZ9q3/ETih8i1aLd0YlnMVOKPYJWnYP017xHevx84VLjtpVVOdCXRuMZoIIpQxp0cHz1noyaoUcA1J1OFbeiKPlDZ1qQILdmkWxD+Ywed6e5UUxWY801EuXLnWYmsXwP1qb9ybGo66wVXxrVHLemEhNgg+h70a9kR+FGI7yoZSOgic1zQZebGREhvcedV2rEUazxeMRke0mC5/y8Efun77f1nYzTGZLp5nJtDUrK0HTLXpWw5WhvWJ4Q33T0DSHx+ytWcGNZAlFT7wWPPGgmKw7TM4CPDTUv/3tb5GcnOyvtTCcoPVgF1kpGMbhrzRFog8TtGjBU4JG2ulOgcaeo7b+mxy2yYb2S9Z6NbYzLkoFGQdYiDWlkOKhV3qhrhUWAkSp5HxhmpQI/62aDaZO7V/neUWy8E1ndAeGpMcAKHMqJVpqK+IMdreFfYJWu8cSovy9UESOuruFvkVv3Vl+Ojh4MpPaX8M4hMT7ICNaFsbDOIR0bM+iYe8RImVDOyKXcYi3bYAue1FQJgxr+uN7qlLIoLYNTXCWp+YrvtnUrKBCK7+P2QrKhIRCaxbgOJjDLngizph6FPruRrOoAQ8Mdcd/eEZg8CRHTUPfqX7ME/oS+g7mLFwpie7QnnWwpB6A5/3TQhJ90Pv21zAOIc4K6ChFl1lrVigwIFUHhYxDXasR5fWOBWU0mhXsTbIw9E0/S2Krvj3pgOlOk7MADwy1xWJhYe8gIHbEIOBf+VCKsELZ081bqOzqfYWGvtuMZuiNZvxyoR6A59KhQpJ03vdS88M4Ev13XaO7iOwUVrPWrFAgQilH/xSrQpkw/F3f2s6naTLiQsdQ2wVPxEnOUo9ab7TAZLZ0eW53mkUNeDnmkhE4xAxEoAgHcvgL6lEbTBa0tHum90139cHOk/mKMGd7oKQOre1m6NQK5CZ7H/r1pUWLH8bhx5Y3Ld+i5dhL3WIw8RrjLPQdfPL4kZd24RO6QU7WqRGpCq4OO99H3So01GJD3/a1d3XvsViIIPQdvrUwQpihDnF0XnjU/mrNAoAolQKRtqELnhaUdYfWLABQyGXQ2G54BWcuAwCGeyF0IoQPffuQo/aH2AnFVS81rfhO0Ki8KqRjSAs/8lLgUZf4afypN1BDXdPSDrPFGpETG/pWye2zD7rKUzcZTKDBPuZRMwIC78mIqvr2ryoZxT4/WXyY1mi28HmzYLeISAHN2e44XQXAu/5pIdSj9rRIz2whKKujoW8/etQuaiVYxXdokeekoCzYwziE0M0cNdIcB0SJnLbGcRwf/m7tovKb9lBHKGVQK7rHJDdmqEMcewGFa/lGwCp2QnuU/aVKRqGiJ5541BX1ephtEobJOulbiAINDamduWQ1VCN8KCQDvA99X6y3io2o5DK/FhF27B2nUI+a5adDg0Fp0ZDLONS0tPMRttIQETsBAK1KAWHgSavybF60VsRgju5WSAYwQx3yiC0mo9KhUX4UO6EketGiRYdx9ImP6haiGLoONwFvW7MoiTrv2rNK+Ly/f8eGupKyLeQrvll+OhSIUMr5WglaUBbsOdRCZDLOoWVKrNiJ/Xz3gzm6myoZwAx1yCMsJuuqyppvzfKj2AmFhr490fvuLvlpinAzlJOk8XkGdKIX6QTAvgHyZ2sWYK+VcJWjzmEedcggDH8DoffdixUYULH5aYpGRIsWLSRjhpoRMKhHbTQTGEyuWxIq6m1iJ34OewMCvW8PwrShdrPwFaFX4EtbFoUqitW2GPj8nRhK/DjeUoiz0DchhJ+axXLUoYOwoKzdZOE38aEyCEdoQD1VKBSj1Njd5EMBZqhDHjoxBuh6F0lD3/6s+KbQCVqeiJ6EUp5MCoSyh1IY6niNCpxNRrSuVfx1La4OzHxvZ22Cl5sMaGk3Q8aFjhFg2Fu0jpY3OsjL0qhNsBEaULHyoRQxE7S6Ww81wAx1yCOTcaLy1PSG7U/5UAqvTubBBK1QypNJgbBQZWRmrM/Pp5DLEBfluTpZoK4rvaE2Cj6D5y/b9aNVCnYrCRUGp8VAxlk/R/uLrfK2/pKX9QahARU6ImKIsuWoxRWTdY8eaoAZ6rBAjHTez8XW8aK+FjWJIYEfzCHO8yOEdEOP2nqz0aoVyE3WSfKc9l5q8de1OADyoYBzCVGqSMby06FFpEqOfraCsv8erQAQGq1ZlNgo73PUWhHtWd1tIAfADHVYoHUhNkG5WN+GkppWyGUcRmX5HoZ1h6d91PWtRr7/NpRuGL5Ar8GIPrGSVVt72qJV1WSA3miBXMahV5x/IynO2gSpxnc2UyQLOWhB2U/nqgGElmyvLzlqT4rJulOOuvvEBrox7jzqvUU1AKxfzo5tQ/4gUVD4ZLEQt+1WdBhHSrQaESLFDUKdG/NSUVTdgunD0tyfLBJPDTVNd/SKjfR4hrWnRDvZLPJTs1ghWciRlx6DTQfLYbIVJgZ7GIeQGB9y1D21mIwZ6jDAPurSuejJnvPWsPfonPiArIfmUi0EqG8z8qMvXdHdKr4Ba4564Y0DJX1OaqgvizTUJQHM+2sFfdSEEHAcZ2/NYoY65BjaO8bh91D67vnkUatoH7X7HDULfTMCirtist2FVo96dE5CQNajUsjsmr0ijEppDRU7YTf0rkjUeZajDsR4SwqN1JgsBHqjBe0mC78BY8M4Qo/BadEQ1o6FqqH2XPBEROibGWpGMOhqJnV5fRtKa6356auyAuNRA57lqbujR+0PPA59B3DYgkYl52/8TXojyupaYbYQRKnkSIkOf0nY7oZGrUBfm1ocx8HvNQyeEBNpj8BJHfpuNphQaZNOje1GQ2KYoQ4DtC7kGwFgr82bHtorxuMwki8k0spvES1aoTS9J5RJ8tBQlwZI7ASwDkQQbhgL+UIyTci0/TAcyUu39lOnx0SG1HAKX0LfUW486vd+KERLuxk5iRr060aytiFtqJcvX46rrroKOp0OycnJmDlzJk6fPu1wDiEES5YsQXp6OiIjIzFhwgQcP348SCv2D7ouPpy7zwc27E3he6lFeNRlITS9J5TxxKN2bM0KzHWNFrRo2RXJus/NsLsxtHcsgNCLZAnHoXquTGbLUTtpz7rcZMB7PxYCAJ6aNgAKPxdYBpKQficFBQWYN28e9uzZgy1btsBkMmHq1KloaWnhz1mxYgVWrlyJ1atXY9++fUhNTcWUKVPQ1NQUxJVLS1ce9Z4iaqgDF/YGhIa6a6NiMJlRYVNNYx5119AcdU1zOyxuZETrWo18BXagNkDCWgk2NSv0uXVEL8wYno55E/sFeykOSJGjbnVSTPbmtrNobTdjeEYsfpWX6tsiQ4yQrvr+7rvvHH5fu3YtkpOTceDAAYwbNw6EEKxatQrPPPMMbrvtNgDA+vXrkZKSgg0bNuCRRx4JxrIlR6u2eTIdPOoLda0oq22z9U8H2FBrxM1PLq1pBbFJGCa4qQ7v6dDqeZOFoKHNiLgurhf1ptNiIgLW8qbjW7SMfOi7L6v4DlniNSq8edeIYC+jExqVHCq5DO1mi8ejKKmSWcfoYklNCzbsLQUA/OnGgd0uHRPSHnVHGhqs02Di461GqaioCJWVlZg6dSp/jlqtxvjx47Fr166grNEfuPKo9xRa27KG9Q5sfhqwq2i5C33vL7FKGOb1iul2Xx6pUSvsI0rdhb9Lg5D31wl6qfkealbxzfAQjuPw+JT+uPuaPsiI96zIjd7nDCYLTGb7kKK/5p+ByUIwYUASru0b2DRgIAhpj1oIIQRPPPEErrvuOuTl5QEAKisrAQApKSkO56akpKCkpMTlcxkMBhgM9hthY2OjH1YsHa5y1HsC3JYlJF5kMRnNoV8bhDWGI4k6NRr1JlxuNiA3xbU0aaCkQ4Vobd7PxYY2fiORlcjSGQzPmTOhr1d/JwyVtxjMiImS4eiFBnz1y0VwHPD0NGm1DUKFsPGoH3vsMRw5cgQff/xxp8c6empUkMEVy5cvR0xMDP+TkZEh+XqlxNnkIiC4hlpMMRkhJKhrDEfsBWVdRypoJX0gFaeoR33kgjWylaxTB0QJj8GgqBQyqGxFYs22grJXvjsFAJh5RS8MtlW6dzfCwlD/4Q9/wJdffont27ejd+/e/PHUVGvBAPWsKVVVVZ28bCGLFi1CQ0MD/1NWVuafhUsE3xYjCH2X1bbiQl0bFDIOozL9r+/dEX6ARBch2qLqFlQ1GaBSyDCiT2yAVhbe8C1aTV1HKgIpdkKxG+p6AKyQjBEc6AStFoMJP569jJ3nqqGSy/DElP5BXpn/CGlDTQjBY489hk2bNmHbtm3Izs52eDw7OxupqanYsmULf6y9vR0FBQUYM2aMy+dVq9WIjo52+AllnA1EoJ7qsN4xHldOSgEtJmvUm9Busjg9h+bQR2TEdhuNb38jZgMEBKc3naZgqLfPWrMYwYAWlDXpTbw3fc/ozG7d/hnSOep58+Zhw4YN+OKLL6DT6XjPOSYmBpGRkeA4DgsWLMCyZcuQm5uL3NxcLFu2DFFRUZg1a1aQVy8d1JPRGy0wmi1QymW8EQxWSDkmUgm5jIPZQlDb0o7UmIhO51Bp0+5Y3OEvxPRSN+qNfLV9IMROKB3D3Gy8JSMYUMfls31lOFbeCK1agcduCK0WNKkJaUP99ttvAwAmTJjgcHzt2rW4//77AQBPP/002traMHfuXNTV1eGaa65Bfn4+dDppZgSHAo4FFCbERCqDnvuVyTjEa1S43GRAdbOhk6Fm+WnvSNS5z1HTiu9ErSqg1f4dX4sN42AEA40t9P3ZAWvK8pFxOW4HA4U7IW2oCela9AGwFpItWbIES5Ys8f+CgoRSLkOEUga90YImvQlNehPK66356SuDkJ+mJNgMtbNe6sLqFly25aevyIgN/OLCFDEedUkApUOFdNRlZqFvRjCgjgsh1u/LQ9dnu/mL8Cekc9QMO1T0pNlg4kPKwzNig5KfplCj4kydjLZlXdknjuWnPYDPUXdRTEZbswKt9CYMfStkHHqH0KAHRs9BGNlZMDkXUaqQ9jclgRnqMEEnaNGyh5QDq0bWka5atFjY2zuE7VnOIkoWC8HeImt9QmaAx4YKPeo+CVFQdiMtZUb4QJ2T7EQNfnNVaLfWSgX7poUJ9hYtI/YEaRBHR2jld3UH0RNrfpoWuwV3MxFuJNly1O1mSyfJWEIIlnx1HD+cuQy5jMOEAUkBXZvQULNCMkawmDo4Bb1iI/HizLwes1ns/jGDbgI11CcrmnCxQQ+lPLj5acDuUdd28KjPX25BdbMBaoUMV7D+aY+IUMqhVSvQbDChusngoIX81/zT+GB3CTgOePXO4Rge4Ny/MOTI8tOMYDF1SCqmDuleQzfc0TO2I90Aqk72/clLAIDhvWODnpvh9b47FJPRHPqVmXEhNQc3XLD3Utuv6zsF57Fm+3kAwAu35GHmiF4BX5cwR83EThiMwMEMdZhAxSYOldYDCH7YGxDofXcoJmP5ad/oWPn90Z4SvPytVdjhT78aiHtGZwZlXSqFDGqF9ZbBQt8MRuBghjpM0HZojQkFI5jgxPMjhGAvM9Q+ITTUXxwux3NfHAMAzJvYF4+O926YgVRcn5uEXrGRyOsVE9R1MBg9CZajDhOE+cFQyE8DQKJgghYdhHL+cjOqm9sRoZRheAa7mXtDos66Afry8EUcKqsHIcDsazPx1NQBQV4Z8N59V8JCALmMjSxlMAIF86jDBKFHfUVGLCJVwc/9Uo9ab7Sgtd0MQNA/zfLTXkM96v0ldTBbCG4b2QuLZwwJiXneHMcxI81gBBhmqMMEncCjDpWQcpRKjgil9SNEe6n5tqzs0FhjOEINNQBMG5KCFbcPg4wZRwajx8IMdZgg9KhDxVBzHOfQSy3U92aDOLxnZJ84yGUcJg5Iwht3jYCih/SKMhgM57AcdZhAJURVchlG9gl+fpqSqFWhvL4NNc3tOFfVjJoWa356WO/YYC8tbBmcHo3Df54CrVoREuFuBoMRXJihDhP6p2ihsKlRhUJ+mpIg0PuuaGgDAIzKjIdKwbxAX+g4UpLBYPRcmKEOEzITNPj5mcmdJhgFmwSNXfTk+MUGACzszWAwGFISWnd9RpeE4sxV6lFfbjIwfW8Gg8HwAyw+yfAJKne5p7AGtS3tiFTKMbRXbHAXxWAwGN0IZqgZPkF7qU9VNgEARmXFsfw0g8FgSAi7ozJ8gup9U0KldYzBYDC6C8xQM3wioUPenBlqBoPBkBZmqBk+IVTRilLJMaw30/dmMBgMKWGGmuETwkr0UVnxUDIVLQaDwZAUdldl+IRKIUO0rbebtWUxGAyG9DBDzfCZ7CQtAGBcblKQV8JgMBjdDyZ4wvCZt+8eidLaVuT1YvlpBoPBkBpmqBk+kx4bifTYyGAvg8FgMLolLPTNYDAYDEYIwww1g8FgMBghDDPUDAaDwWCEMMxQMxgMBoMRwjBDzWAwGAxGCMMMNYPBYDAYIQxrzwJACAEANDY2BnklDAaDwegJUHtD7U9XMEMNoKnJOks5IyMjyCthMBgMRk+iqakJMTFdi0VxRIw57+ZYLBZcvHgROp0OHMf59FyNjY3IyMhAWVkZoqOjJVph94ZdM89g18tz2DXzHHbNPMeTa0YIQVNTE9LT0yGTdZ2FZh41AJlMht69e0v6nNHR0ezD7SHsmnkGu16ew66Z57Br5jlir5k7T5rCiskYDAaDwQhhmKFmMBgMBiOEYYZaYtRqNRYvXgy1Wh3spYQN7Jp5BrtensOumeewa+Y5/rpmrJiMwWAwGIwQhnnUDAaDwWCEMMxQMxgMBoMRwjBDzWAwGAxGCMMMtYS89dZbyM7ORkREBK688kr8+OOPwV5SyPDDDz9gxowZSE9PB8dx+M9//uPwOCEES5YsQXp6OiIjIzFhwgQcP348OIsNEZYvX46rrroKOp0OycnJmDlzJk6fPu1wDrtudt5++20MGzaM72G99tpr8e233/KPs2vlnuXLl4PjOCxYsIA/xq6bI0uWLAHHcQ4/qamp/OP+uF7MUEvEp59+igULFuCZZ57BoUOHcP311+NXv/oVSktLg720kKClpQXDhw/H6tWrnT6+YsUKrFy5EqtXr8a+ffuQmpqKKVOm8PKuPZGCggLMmzcPe/bswZYtW2AymTB16lS0tLTw57DrZqd37954+eWXsX//fuzfvx833HADbrnlFv4mya5V1+zbtw/vvvsuhg0b5nCcXbfODBkyBBUVFfzP0aNH+cf8cr0IQxKuvvpq8uijjzocGzhwIPnTn/4UpBWFLgDI559/zv9usVhIamoqefnll/ljer2exMTEkHfeeScIKwxNqqqqCABSUFBACGHXTQxxcXHk73//O7tWbmhqaiK5ublky5YtZPz48eSPf/wjIYR9xpyxePFiMnz4cKeP+et6MY9aAtrb23HgwAFMnTrV4fjUqVOxa9euIK0qfCgqKkJlZaXD9VOr1Rg/fjy7fgIaGhoAAPHx8QDYdesKs9mMTz75BC0tLbj22mvZtXLDvHnzcPPNN2Py5MkOx9l1c87Zs2eRnp6O7Oxs/Pa3v0VhYSEA/10vpvUtAdXV1TCbzUhJSXE4npKSgsrKyiCtKnyg18jZ9SspKQnGkkIOQgieeOIJXHfddcjLywPArpszjh49imuvvRZ6vR5arRaff/45Bg8ezN8k2bXqzCeffIKDBw9i3759nR5jn7HOXHPNNfjggw/Qv39/XLp0CS+++CLGjBmD48eP++16MUMtIR0nbxFCfJ7G1ZNg1881jz32GI4cOYKdO3d2eoxdNzsDBgzA4cOHUV9fj40bN2L27NkoKCjgH2fXypGysjL88Y9/RH5+PiIiIlyex66bnV/96lf8/w8dOhTXXnst+vbti/Xr12P06NEApL9eLPQtAYmJiZDL5Z2856qqqk47K0ZnaMUku37O+cMf/oAvv/wS27dvd5jyxq5bZ1QqFfr164dRo0Zh+fLlGD58OF5//XV2rVxw4MABVFVV4corr4RCoYBCoUBBQQHeeOMNKBQK/tqw6+YajUaDoUOH4uzZs377nDFDLQEqlQpXXnkltmzZ4nB8y5YtGDNmTJBWFT5kZ2cjNTXV4fq1t7ejoKCgR18/Qggee+wxbNq0Cdu2bUN2drbD4+y6uYcQAoPBwK6VCyZNmoSjR4/i8OHD/M+oUaNw99134/Dhw8jJyWHXzQ0GgwEnT55EWlqa/z5nXpehMRz45JNPiFKpJO+//z45ceIEWbBgAdFoNKS4uDjYSwsJmpqayKFDh8ihQ4cIALJy5Upy6NAhUlJSQggh5OWXXyYxMTFk06ZN5OjRo+Suu+4iaWlppLGxMcgrDx5z5swhMTExZMeOHaSiooL/aW1t5c9h183OokWLyA8//ECKiorIkSNHyP/93/8RmUxG8vPzCSHsWolFWPVNCLtuHXnyySfJjh07SGFhIdmzZw+ZPn060el0/L3eH9eLGWoJWbNmDcnMzCQqlYqMHDmSb6NhELJ9+3YCoNPP7NmzCSHWtobFixeT1NRUolarybhx48jRo0eDu+gg4+x6ASBr167lz2HXzc6DDz7If/+SkpLIpEmTeCNNCLtWYuloqNl1c+Q3v/kNSUtLI0qlkqSnp5PbbruNHD9+nH/cH9eLTc9iMBgMBiOEYTlqBoPBYDBCGGaoGQwGg8EIYZihZjAYDAYjhGGGmsFgMBiMEIYZagaDwWAwQhhmqBkMBoPBCGGYoWYwGAwGI4RhhprBYDAYjBCGGWoGg9ElEyZMwIIFC4K9DAajx8IMNYPhRwghmDx5MqZNm9bpsbfeegsxMTEoLS0NwsrEs2nTJrzwwgvBXoZLlixZgiuuuEKy57v//vsxc+ZMyZ6PwfAVZqgZDD/CcRzWrl2LvXv34m9/+xt/vKioCAsXLsTrr7+OPn36SPqaRqNR0ueLj4+HTqeT9DlDEbPZDIvFEuxlMBidYIaawfAzGRkZeP311/HUU0+hqKgIhBA89NBDmDRpEq6++mrcdNNN0Gq1SElJwb333ovq6mr+b7/77jtcd911iI2NRUJCAqZPn47z58/zjxcXF4PjOHz22WeYMGECIiIi8NFHH6GkpAQzZsxAXFwcNBoNhgwZgm+++cblGt966y3k5uYiIiICKSkpuOOOO/jHOoa+s7KysGzZMjz44IPQ6XTo06cP3n33XYfnu3DhAn77298iPj4eGo0Go0aNwt69e/nHv/rqK1x55ZWIiIhATk4Oli5dCpPJ5HJ9O3bswNVXXw2NRoPY2FiMHTsWJSUlWLduHZYuXYpffvkFHMeB4zisW7cOALBy5UoMHToUGo0GGRkZmDt3Lpqbm/nnXLduHWJjY/H1119j8ODBUKvVeOCBB7B+/Xp88cUX/PPt2LHD5boYjIDg00gPBoMhmltuuYWMHz+evPHGGyQpKYkUFxeTxMREsmjRInLy5Ely8OBBMmXKFDJx4kT+b/7973+TjRs3kjNnzpBDhw6RGTNmkKFDhxKz2UwIIaSoqIgAIFlZWWTjxo2ksLCQlJeXk5tvvplMmTKFHDlyhJw/f5589dVXLqe57du3j8jlcrJhwwZSXFxMDh48SF5//XX+8Y7TlDIzM0l8fDxZs2YNOXv2LFm+fDmRyWTk5MmThBDrSNOcnBxy/fXXkx9//JGcPXuWfPrpp2TXrl2EEEK+++47Eh0dTdatW0fOnz9P8vPzSVZWFlmyZInT9RmNRhITE0Oeeuopcu7cOXLixAmybt06UlJSQlpbW8mTTz5JhgwZ0mkM6GuvvUa2bdtGCgsLydatW8mAAQPInDlz+Oddu3YtUSqVZMyYMeSnn34ip06dIvX19eR//ud/yI033sg/n8Fg8OJfm8GQDmaoGYwAcenSJZKUlERkMhnZtGkTee6558jUqVMdzikrKyMAyOnTp50+R1VVFQHAj82jhnrVqlUO5w0dOtSl4evIxo0bSXR0tMt5uc4M9T333MP/brFYSHJyMnn77bcJIYT87W9/IzqdjtTU1Dh9vuuvv54sW7bM4diHH35I0tLSnJ5fU1NDAJAdO3Y4fXzx4sVk+PDhrt4ez2effUYSEhL439euXUsAkMOHDzucN3v2bHLLLbe4fT4GI1Cw0DeDESCSk5Px+9//HoMGDcKtt96KAwcOYPv27dBqtfzPwIEDAYAPb58/fx6zZs1CTk4OoqOjkZ2dDQCdCtBGjRrl8Pv8+fPx4osvYuzYsVi8eDGOHDnicl1TpkxBZmYmcnJycO+99+Kf//wnWltbu3wvw4YN4/+f4zikpqaiqqoKAHD48GGMGDEC8fHxTv/2wIEDeP755x3e98MPP4yKigqnrxsfH4/7778f06ZNw4wZM/D666+joqKiy/UBwPbt2zFlyhT06tULOp0O9913H2pqatDS0sKfo1KpHN4LgxGKMEPNYAQQhUIBhUIBALBYLJgxYwYOHz7s8HP27FmMGzcOADBjxgzU1NTgvffew969e/k8b3t7u8PzajQah99/97vfobCwEPfeey+OHj2KUaNG4c0333S6Jp1Oh4MHD+Ljjz9GWloa/vznP2P48OGor693+T6USqXD7xzH8YVYkZGRXV4Di8WCpUuXOrzno0eP4uzZs4iIiHD6N2vXrsXu3bsxZswYfPrpp+jfvz/27Nnj8jVKSkpw0003IS8vDxs3bsSBAwewZs0aAI7FdpGRkeA4rsv1MhjBhhlqBiNIjBw5EsePH0dWVhb69evn8KPRaFBTU4OTJ0/i2WefxaRJkzBo0CDU1dWJfv6MjAw8+uij2LRpE5588km89957Ls9VKBSYPHkyVqxYgSNHjqC4uBjbtm3z6n0NGzYMhw8fRm1trdPHR44cidOnT3d6z/369YNM5vqWNGLECCxatAi7du1CXl4eNmzYAMDqFZvNZodz9+/fD5PJhFdffRWjR49G//79cfHiRVHrd/Z8DEYwYYaawQgS8+bNQ21tLe666y78/PPPKCwsRH5+Ph588EGYzWbExcUhISEB7777Ls6dO4dt27bhiSeeEPXcCxYswObNm1FUVISDBw9i27ZtGDRokNNzv/76a7zxxhs4fPgwSkpK8MEHH8BisWDAgAFeva+77roLqampmDlzJn766ScUFhZi48aN2L17NwDgz3/+Mz744AMsWbIEx48fx8mTJ/Hpp5/i2Wefdfp8RUVFWLRoEXbv3o2SkhLk5+fjzJkz/PvJyspCUVERDh8+jOrqahgMBvTt2xcmkwlvvvkmCgsL8eGHH+Kdd94Rtf6srCwcOXIEp0+fRnV1teTtbgyGpzBDzWAEifT0dPz0008wm82YNm0a8vLy8Mc//hExMTGQyWSQyWT45JNPcODAAeTl5eHxxx/HX/7yF1HPbTabMW/ePAwaNAg33ngjBgwYgLfeesvpubGxsdi0aRNuuOEGDBo0CO+88w4+/vhjDBkyxKv3pVKpkJ+fj+TkZNx0000YOnQoXn75ZcjlcgDAtGnT8PXXX2PLli246qqrMHr0aKxcuRKZmZlOny8qKgqnTp3C7bffjv79++P3v/89HnvsMTzyyCMAgNtvvx033ngjJk6ciKSkJHz88ce44oorsHLlSrzyyivIy8vDP//5TyxfvlzU+h9++GEMGDAAo0aNQlJSEn766SevrgODIRUcIYQEexEMBoPBYDCcwzxqBoPBYDBCGGaoGQwGg8EIYZihZjAYDAYjhGGGmsFgMBiMEIYZagaDwWAwQhhmqBkMBoPBCGGYoWYwGAwGI4RhhprBYDAYjBCGGWoGg8FgMEIYZqgZDAaDwQhhmKFmMBgMBiOEYYaawWAwGIwQ5v8BbXj512dYzlYAAAAASUVORK5CYII=",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Line plot with labels and title\n",
+ "\n",
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "\n",
+ "ax.plot(x, y)\n",
+ "\n",
+ "ax.set_title(\"Total growth over time\")\n",
+ "ax.set_ylabel(\"Total growth\")\n",
+ "ax.set_xlabel(\"Years since start\")\n",
+ "\n",
+ "fig.tight_layout()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "f6d74a1a",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Custom Fonts for Labels and Title\n",
+ "font1 = {'family': 'sans-serif', 'color': 'blue', 'size': 20}\n",
+ "font2 = {'family': 'monospace', 'color': 'green', 'size': 14}\n",
+ "\n",
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "ax.plot(x, y)\n",
+ "\n",
+ "ax.set_title(\"Total growth over time\", fontdict=font1)\n",
+ "ax.set_ylabel(\"Total growth\", fontdict=font2)\n",
+ "ax.set_xlabel(\"Years since start\", fontdict=font2)\n",
+ "\n",
+ "fig.tight_layout()\n",
+ "plt.show()\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "2281b851",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Styled Scatter Plot\n",
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "ax.scatter(x, y, marker=\"*\", color=\"indigo\")\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "f15c0cbc",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Styled Line Plot (Markers, Linestyle, Width)\n",
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "ax.plot(\n",
+ " x,\n",
+ " y,\n",
+ " marker=\"*\",\n",
+ " color=\"indigo\",\n",
+ " linestyle=\"--\",\n",
+ " linewidth=2\n",
+ ")\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "c7fbed98",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#Further Customization (Markers and Colors)\n",
+ "\n",
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "ax.plot(\n",
+ " x,\n",
+ " y,\n",
+ " marker=\"*\",\n",
+ " markersize=12,\n",
+ " linestyle=\"--\",\n",
+ " linewidth=2,\n",
+ " color=\"#7425b9\",\n",
+ " markeredgecolor=\"#f1a359\",\n",
+ " markerfacecolor=\"#000000\"\n",
+ ")\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "57053962",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#Add Grid Lines\n",
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "ax.plot(\n",
+ " x,\n",
+ " y,\n",
+ " marker=\"*\",\n",
+ " markersize=12,\n",
+ " linestyle=\"--\",\n",
+ " linewidth=2\n",
+ ")\n",
+ "\n",
+ "ax.grid(axis=\"y\")\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "1312d03e",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Styled Grid Lines\n",
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "ax.plot(\n",
+ " x,\n",
+ " y,\n",
+ " marker=\"*\",\n",
+ " markersize=12,\n",
+ " linestyle=\"--\",\n",
+ " linewidth=2\n",
+ ")\n",
+ "\n",
+ "ax.grid(axis=\"y\", color=\"blue\", linewidth=2, linestyle=\":\")\n",
+ "plt.show()\n"
+ ]
+ }
+ ],
+ "metadata": {
+ "jupytext": {
+ "cell_metadata_filter": "-all",
+ "main_language": "python",
+ "notebook_metadata_filter": "-all"
+ },
+ "kernelspec": {
+ "display_name": "base",
+ "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": "3.12.7"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/02_activities/assignments/participation/session_02.ipynb b/02_activities/assignments/participation/session_02.ipynb
new file mode 100644
index 000000000..66ad03fa9
--- /dev/null
+++ b/02_activities/assignments/participation/session_02.ipynb
@@ -0,0 +1,97 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "b1bddcfc",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\"\"\"\n",
+ "Visualization — Live Learning Session 2\n",
+ "Date: 2026-01-20\n",
+ "\n",
+ "Overview:\n",
+ "- This session focused on understanding good and bad data visualization.\n",
+ "- We discussed how visualization choices depend on purpose audience and context.\n",
+ "- Examples were shown to compare effective and ineffective chart designs.\n",
+ "\n",
+ "Notes:\n",
+ "- A good visualization makes the message easy to understand.\n",
+ "- A bad visualization increases confusion or can mislead the viewer.\n",
+ "- Design choices such as chart type labels color and scale matter.\n",
+ "- Bar charts are usually better for comparing values than pie charts.\n",
+ "- Too many colors effects or decorations reduce clarity.\n",
+ "- Accessibility includes readable labels good contrast and not relying only on color.\n",
+ "\"\"\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "77d4aa72",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "50a8a366",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Sample data used to demonstrate different visualization choices\n",
+ "categories = [\"A\", \"B\", \"C\", \"D\", \"E\"]\n",
+ "values = [25, 40, 55, 30, 45]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "90cd4a83",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Clear example: bar chart\n",
+ "fig, ax = plt.subplots(figsize=(6, 3))\n",
+ "ax.bar(categories, values)\n",
+ "ax.set_title(\"Bar chart example\")\n",
+ "ax.set_xlabel(\"Category\")\n",
+ "ax.set_ylabel(\"Value\")\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "7b59ea4d",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Less effective example: pie chart for comparison\n",
+ "fig, ax = plt.subplots(figsize=(5, 4))\n",
+ "ax.pie(values, labels=categories, autopct=\"%1.0f%%\")\n",
+ "ax.set_title(\"Pie chart example\")\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ }
+ ],
+ "metadata": {
+ "jupytext": {
+ "cell_metadata_filter": "-all",
+ "main_language": "python",
+ "notebook_metadata_filter": "-all"
+ },
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/02_activities/assignments/participation/session_03.ipynb b/02_activities/assignments/participation/session_03.ipynb
new file mode 100644
index 000000000..badd552ef
--- /dev/null
+++ b/02_activities/assignments/participation/session_03.ipynb
@@ -0,0 +1,259 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "af723722",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\"\"\"\n",
+ "Visualization — Live Learning Session 3\n",
+ "Date: 2026-01-22\n",
+ "\n",
+ "Overview:\n",
+ "- This session focused on reproducible data visualization.\n",
+ "- We reviewed how visualizations communicate and persuade and how they reflect choices.\n",
+ "- We practiced making plots with multiple series and improving readability with labels legends and annotations.\n",
+ "- We also practiced removing tick marks and labels when they are not needed.\n",
+ "\n",
+ "Notes:\n",
+ "- Reproducibility means someone else can run the same code and get the same results.\n",
+ "- Using a fixed random seed helps keep generated example data consistent.\n",
+ "- Visualizations are not neutral because we choose what to show and how to show it.\n",
+ "- Adding labels and a legend makes it easier to interpret multiple series.\n",
+ "- Annotations can highlight an important value or point in the plot.\n",
+ "- Removing ticks or tick labels can reduce clutter if they do not add meaning.\n",
+ "\"\"\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "ce273702",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Import libraries\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "import pandas as pd\n",
+ "import scipy\n",
+ "from PIL import Image\n",
+ "import requests\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "726aab4d",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Generate sample data \n",
+ "np.random.seed(613)\n",
+ "\n",
+ "x = np.arange(50)\n",
+ "y1 = np.random.randint(0, 100, 50)\n",
+ "y2 = np.random.randint(0, 100, 50)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "69f523ea",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fig, ax = plt.subplots(figsize=(5, 3))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "47431c50",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Activity (recall): line plot with two series on the same axes\n",
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "ax.plot(x, y1)\n",
+ "ax.plot(x, y2)\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "2fb79358",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Add a legend (line plot)\n",
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "ax.plot(x, y1, label=\"Person 1\")\n",
+ "ax.plot(x, y2, label=\"Person 2\")\n",
+ "ax.legend(loc=\"lower right\")\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "d8878dcd",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Move the legend outside the plot area\n",
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "ax.plot(x, y1, label=\"Person 1\")\n",
+ "ax.plot(x, y2, label=\"Person 2\")\n",
+ "ax.legend(loc=\"upper left\", bbox_to_anchor=(1, 1))\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "7af06d72",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Scatter plot + legend (for annotation examples)\n",
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "ax.scatter(x, y1, label=\"Person 1\")\n",
+ "ax.scatter(x, y2, label=\"Person 2\")\n",
+ "ax.legend(loc=\"lower right\")\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "688cfac9",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Annotation with text() on scatter plot\n",
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "ax.scatter(x, y1, label=\"Person 1\")\n",
+ "ax.scatter(x, y2, label=\"Person 2\")\n",
+ "ax.legend(loc=\"lower right\")\n",
+ "\n",
+ "ax.text(10, 95, \"This value is important\")\n",
+ "\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "31b2651c",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Rotate axis labels\n",
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "ax.scatter(x, y1, label=\"Person 1\")\n",
+ "ax.scatter(x, y2, label=\"Person 2\")\n",
+ "ax.legend(loc=\"lower right\")\n",
+ "\n",
+ "plt.xticks(rotation=45, ha=\"right\")\n",
+ "\n",
+ "plt.show()\n"
+ ]
+ }
+ ],
+ "metadata": {
+ "jupytext": {
+ "cell_metadata_filter": "-all",
+ "main_language": "python",
+ "notebook_metadata_filter": "-all"
+ },
+ "kernelspec": {
+ "display_name": "base",
+ "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": "3.12.7"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/02_activities/assignments/participation/session_04.ipynb b/02_activities/assignments/participation/session_04.ipynb
new file mode 100644
index 000000000..f97e9a47a
--- /dev/null
+++ b/02_activities/assignments/participation/session_04.ipynb
@@ -0,0 +1,243 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "3e1e2979",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\"\"\"\n",
+ "Session 04: Visualization with purpose and accessible data visualization\n",
+ "\n",
+ "This session focused on designing visualizations with a clear purpose\n",
+ "and applying accessibility principles so that visualizations are usable\n",
+ "by a wide audience.\n",
+ "\n",
+ "Key ideas:\n",
+ "- Visualizations should be created with a specific audience and goal in mind\n",
+ "- Design choices are not neutral and affect interpretation\n",
+ "- Accessibility should be considered from the start\n",
+ "\"\"\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "c9d7a935",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Import required libraries\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "278d0286",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Cell 2: Set up categorical example data\n",
+ "\n",
+ "xnames = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\", \"Sanji\"])\n",
+ "x = np.arange(len(xnames))\n",
+ "\n",
+ "y1 = np.array([110, 180, 240, 99, 220])\n",
+ "y2 = np.array([170, 100, 90, 120, 50])\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "69544633",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/var/folders/34/0x0g9rm56tq3dy30nn768r1c0000gn/T/ipykernel_14736/1174944667.py:8: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
+ " fig.show()\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Cell 3: Multiple viz on one axes (bar + line)\n",
+ "\n",
+ "fig, ax = plt.subplots(figsize=(7, 3))\n",
+ "ax.bar(x, y1, color=\"indigo\")\n",
+ "ax.plot(x, y2, color=\"red\")\n",
+ "ax.set_xticks(x)\n",
+ "ax.set_xticklabels(xnames)\n",
+ "fig.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "97cc6b75",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/var/folders/34/0x0g9rm56tq3dy30nn768r1c0000gn/T/ipykernel_14736/887720815.py:14: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
+ " fig.show()\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Cell 4: Add error information (basic errorbar)\n",
+ "\n",
+ "y2_sd = np.std(y2)\n",
+ "\n",
+ "fig, ax = plt.subplots(figsize=(7, 3))\n",
+ "ax.plot(x, y2, color=\"red\")\n",
+ "ax.errorbar(\n",
+ " x, y2,\n",
+ " yerr=y2_sd,\n",
+ " fmt=\"none\"\n",
+ ")\n",
+ "ax.set_xticks(x)\n",
+ "ax.set_xticklabels(xnames)\n",
+ "fig.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "1259740d",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/var/folders/34/0x0g9rm56tq3dy30nn768r1c0000gn/T/ipykernel_14736/880350182.py:20: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
+ " fig.show()\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "\n",
+ "# Cell 5: Error bars at intervals (errorevery)\n",
+ "\n",
+ "y2_sd = np.std(y2)\n",
+ "\n",
+ "fig, ax = plt.subplots(figsize=(7, 3))\n",
+ "ax.plot(x, y2, color=\"red\")\n",
+ "\n",
+ "ax.errorbar(\n",
+ " x, y2,\n",
+ " yerr=y2_sd,\n",
+ " fmt=\"none\",\n",
+ " ecolor=\"blue\",\n",
+ " elinewidth=4,\n",
+ " capsize=6,\n",
+ " capthick=4,\n",
+ " errorevery=3\n",
+ ")\n",
+ "ax.set_xticks(x)\n",
+ "ax.set_xticklabels(xnames)\n",
+ "fig.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "d102188f",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Cell 6: Subplot mosaic layout (scatter + bar + line)\n",
+ "\n",
+ "np.random.seed(613)\n",
+ "x_num = np.arange(50)\n",
+ "y_num = np.random.randint(0, 100, 50)\n",
+ "\n",
+ "fig, someaxes = plt.subplot_mosaic([[\"ax1\", \"ax3\"], [\"ax2\", \"ax3\"]], figsize=(7, 4))\n",
+ "\n",
+ "someaxes[\"ax1\"].scatter(x_num, y_num)\n",
+ "someaxes[\"ax2\"].bar(x, y1)\n",
+ "someaxes[\"ax3\"].plot(x_num, y_num)\n",
+ "\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)\n",
+ "\n",
+ "plt.show()\n"
+ ]
+ }
+ ],
+ "metadata": {
+ "jupytext": {
+ "cell_metadata_filter": "-all",
+ "main_language": "python",
+ "notebook_metadata_filter": "-all"
+ },
+ "kernelspec": {
+ "display_name": "base",
+ "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": "3.12.7"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/02_activities/assignments/participation/session_05.ipynb b/02_activities/assignments/participation/session_05.ipynb
new file mode 100644
index 000000000..8435b1468
--- /dev/null
+++ b/02_activities/assignments/participation/session_05.ipynb
@@ -0,0 +1,1596 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "1efdaf69",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\"\"\"\n",
+ "Session 5 (260129) Participation\n",
+ "Topic: Subplots and combining visualizations plus wrapping up remaining coding topics\n",
+ "\n",
+ "Key ideas\n",
+ "- Use subplots to compare views side by side when it supports the message\n",
+ "- Use layout tools so labels and titles do not overlap\n",
+ "- Save figures with a stable file name for reproducibility\n",
+ "- Combine plot types in one figure when the relationship is meaningful\n",
+ "- Reminder from class: check paths and dependencies early when running scripts\n",
+ "\"\"\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "20192e78",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Collecting matplotlib-venn\n",
+ " Downloading matplotlib-venn-1.1.2.tar.gz (40 kB)\n",
+ " Installing build dependencies ... \u001b[?25ldone\n",
+ "\u001b[?25h Getting requirements to build wheel ... \u001b[?25ldone\n",
+ "\u001b[?25h Preparing metadata (pyproject.toml) ... \u001b[?25ldone\n",
+ "\u001b[?25hRequirement already satisfied: matplotlib in /opt/anaconda3/lib/python3.12/site-packages (from matplotlib-venn) (3.9.2)\n",
+ "Requirement already satisfied: numpy in /opt/anaconda3/lib/python3.12/site-packages (from matplotlib-venn) (1.26.4)\n",
+ "Requirement already satisfied: scipy in /opt/anaconda3/lib/python3.12/site-packages (from matplotlib-venn) (1.13.1)\n",
+ "Requirement already satisfied: contourpy>=1.0.1 in /opt/anaconda3/lib/python3.12/site-packages (from matplotlib->matplotlib-venn) (1.2.0)\n",
+ "Requirement already satisfied: cycler>=0.10 in /opt/anaconda3/lib/python3.12/site-packages (from matplotlib->matplotlib-venn) (0.11.0)\n",
+ "Requirement already satisfied: fonttools>=4.22.0 in /opt/anaconda3/lib/python3.12/site-packages (from matplotlib->matplotlib-venn) (4.51.0)\n",
+ "Requirement already satisfied: kiwisolver>=1.3.1 in /opt/anaconda3/lib/python3.12/site-packages (from matplotlib->matplotlib-venn) (1.4.4)\n",
+ "Requirement already satisfied: packaging>=20.0 in /opt/anaconda3/lib/python3.12/site-packages (from matplotlib->matplotlib-venn) (24.1)\n",
+ "Requirement already satisfied: pillow>=8 in /opt/anaconda3/lib/python3.12/site-packages (from matplotlib->matplotlib-venn) (10.4.0)\n",
+ "Requirement already satisfied: pyparsing>=2.3.1 in /opt/anaconda3/lib/python3.12/site-packages (from matplotlib->matplotlib-venn) (3.1.2)\n",
+ "Requirement already satisfied: python-dateutil>=2.7 in /opt/anaconda3/lib/python3.12/site-packages (from matplotlib->matplotlib-venn) (2.9.0.post0)\n",
+ "Requirement already satisfied: six>=1.5 in /opt/anaconda3/lib/python3.12/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) ... \u001b[?25ldone\n",
+ "\u001b[?25h Created wheel for matplotlib-venn: filename=matplotlib_venn-1.1.2-py3-none-any.whl size=45388 sha256=2e1d57ad21be23ddd67dcf09589c75d2c8d2eacdc89e5c60d1486d3f8fa23faf\n",
+ " Stored in directory: /Users/moli/Library/Caches/pip/wheels/c2/47/0c/f014c55a1cfd56dce41a1cafd23e3c590652b5e71330cc181c\n",
+ "Successfully built matplotlib-venn\n",
+ "Installing collected packages: matplotlib-venn\n",
+ "Successfully installed matplotlib-venn-1.1.2\n"
+ ]
+ }
+ ],
+ "source": [
+ "# install matplotlib-venn\n",
+ "!pip install matplotlib-venn\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "8435ccf2",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\u001b[33mWARNING: Retrying (Retry(total=4, connect=None, read=None, redirect=None, status=None)) after connection broken by 'ReadTimeoutError(\"HTTPSConnectionPool(host='pypi.org', port=443): Read timed out. (read timeout=15)\")': /simple/wordcloud/\u001b[0m\u001b[33m\n",
+ "\u001b[0mCollecting wordcloud\n",
+ "\u001b[33m WARNING: Retrying (Retry(total=4, connect=None, read=None, redirect=None, status=None)) after connection broken by 'ReadTimeoutError(\"HTTPSConnectionPool(host='files.pythonhosted.org', port=443): Read timed out. (read timeout=15)\")': /packages/04/72/1aeb291fd5965826e478b0efd8bcb4351e8a2434f366416537096cd41a0d/wordcloud-1.9.6-cp312-cp312-macosx_11_0_arm64.whl.metadata\u001b[0m\u001b[33m\n",
+ "\u001b[0m Downloading wordcloud-1.9.6-cp312-cp312-macosx_11_0_arm64.whl.metadata (3.4 kB)\n",
+ "Requirement already satisfied: numpy>=1.19.3 in /opt/anaconda3/lib/python3.12/site-packages (from wordcloud) (1.26.4)\n",
+ "Requirement already satisfied: pillow in /opt/anaconda3/lib/python3.12/site-packages (from wordcloud) (10.4.0)\n",
+ "Requirement already satisfied: matplotlib in /opt/anaconda3/lib/python3.12/site-packages (from wordcloud) (3.9.2)\n",
+ "Requirement already satisfied: contourpy>=1.0.1 in /opt/anaconda3/lib/python3.12/site-packages (from matplotlib->wordcloud) (1.2.0)\n",
+ "Requirement already satisfied: cycler>=0.10 in /opt/anaconda3/lib/python3.12/site-packages (from matplotlib->wordcloud) (0.11.0)\n",
+ "Requirement already satisfied: fonttools>=4.22.0 in /opt/anaconda3/lib/python3.12/site-packages (from matplotlib->wordcloud) (4.51.0)\n",
+ "Requirement already satisfied: kiwisolver>=1.3.1 in /opt/anaconda3/lib/python3.12/site-packages (from matplotlib->wordcloud) (1.4.4)\n",
+ "Requirement already satisfied: packaging>=20.0 in /opt/anaconda3/lib/python3.12/site-packages (from matplotlib->wordcloud) (24.1)\n",
+ "Requirement already satisfied: pyparsing>=2.3.1 in /opt/anaconda3/lib/python3.12/site-packages (from matplotlib->wordcloud) (3.1.2)\n",
+ "Requirement already satisfied: python-dateutil>=2.7 in /opt/anaconda3/lib/python3.12/site-packages (from matplotlib->wordcloud) (2.9.0.post0)\n",
+ "Requirement already satisfied: six>=1.5 in /opt/anaconda3/lib/python3.12/site-packages (from python-dateutil>=2.7->matplotlib->wordcloud) (1.16.0)\n",
+ "Downloading wordcloud-1.9.6-cp312-cp312-macosx_11_0_arm64.whl (168 kB)\n",
+ "Installing collected packages: wordcloud\n",
+ "Successfully installed wordcloud-1.9.6\n"
+ ]
+ }
+ ],
+ "source": [
+ "# install wordcloud\n",
+ "!pip install wordcloud\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "f9e63934",
+ "metadata": {
+ "lines_to_next_cell": 2
+ },
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "from wordcloud import WordCloud\n",
+ "from matplotlib_venn import venn2_unweighted\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "c2cc7a4c",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " total_bill \n",
+ " tip \n",
+ " sex \n",
+ " smoker \n",
+ " day \n",
+ " time \n",
+ " size \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 16.99 \n",
+ " 1.01 \n",
+ " Female \n",
+ " No \n",
+ " Sun \n",
+ " Dinner \n",
+ " 2 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 10.34 \n",
+ " 1.66 \n",
+ " Male \n",
+ " No \n",
+ " Sun \n",
+ " Dinner \n",
+ " 3 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 21.01 \n",
+ " 3.50 \n",
+ " Male \n",
+ " No \n",
+ " Sun \n",
+ " Dinner \n",
+ " 3 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 23.68 \n",
+ " 3.31 \n",
+ " Male \n",
+ " No \n",
+ " Sun \n",
+ " Dinner \n",
+ " 2 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 24.59 \n",
+ " 3.61 \n",
+ " Female \n",
+ " No \n",
+ " Sun \n",
+ " Dinner \n",
+ " 4 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " total_bill tip sex smoker day time size\n",
+ "0 16.99 1.01 Female No Sun Dinner 2\n",
+ "1 10.34 1.66 Male No Sun Dinner 3\n",
+ "2 21.01 3.50 Male No Sun Dinner 3\n",
+ "3 23.68 3.31 Male No Sun Dinner 2\n",
+ "4 24.59 3.61 Female No Sun Dinner 4"
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "\n",
+ "df = sns.load_dataset(\"tips\")\n",
+ "df.head()\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "a7f28ffa",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "text = \" \".join(df[\"sex\"])\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "737b6924",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "text = \" \".join(df[\"day\"])\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "60f35fc9",
+ "metadata": {
+ "lines_to_next_cell": 2
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "((244, 7),\n",
+ " Index(['total_bill', 'tip', 'sex', 'smoker', 'day', 'time', 'size'], dtype='object'))"
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.shape, df.columns\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "id": "9a0e0ac0",
+ "metadata": {
+ "lines_to_next_cell": 2
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Word cloud from tips dataset\n",
+ "import matplotlib.pyplot as plt\n",
+ "from wordcloud import WordCloud\n",
+ "\n",
+ "# choose a text column from tips\n",
+ "text = \" \".join(df[\"day\"].dropna().astype(str)) \n",
+ "\n",
+ "wordcloud = WordCloud(\n",
+ " background_color=\"white\",\n",
+ " colormap=\"inferno\"\n",
+ ").generate(text)\n",
+ "\n",
+ "fig, ax = plt.subplots(figsize=(7, 3))\n",
+ "ax.imshow(wordcloud, interpolation=\"bilinear\")\n",
+ "ax.axis(\"off\")\n",
+ "plt.show()\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "57ac5411",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "text = \" \".join(\n",
+ " df[[\"day\", \"time\", \"sex\", \"smoker\"]].astype(str).fillna(\"\").values.ravel()\n",
+ ")\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "id": "1b728171",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/opt/anaconda3/lib/python3.12/site-packages/matplotlib_venn/_util.py:32: UserWarning: venn2_unweighted is deprecated. Use venn2 with the appropriate layout_algorithm instead.\n",
+ " warnings.warn(\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Venn diagram using tips\n",
+ "from matplotlib_venn import venn2_unweighted\n",
+ "\n",
+ "A = set(df.loc[df[\"day\"] == \"Sat\", \"smoker\"].astype(str)) # smoker values seen on Sat\n",
+ "B = set(df.loc[df[\"day\"] == \"Sun\", \"smoker\"].astype(str)) # smoker values seen on Sun\n",
+ "\n",
+ "plt.figure(figsize=(6, 4))\n",
+ "venn2_unweighted([A, B], set_labels=(\"Sat\", \"Sun\"))\n",
+ "plt.title(\"Venn: Smoker status values (Sat vs Sun)\")\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "id": "014836f9",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/opt/anaconda3/lib/python3.12/site-packages/matplotlib_venn/_util.py:32: UserWarning: venn2_unweighted is deprecated. Use venn2 with the appropriate layout_algorithm instead.\n",
+ " warnings.warn(\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "A = set(df.loc[df[\"time\"] == \"Dinner\", \"day\"].astype(str))\n",
+ "B = set(df.loc[df[\"time\"] == \"Lunch\", \"day\"].astype(str))\n",
+ "\n",
+ "plt.figure(figsize=(6, 4))\n",
+ "venn2_unweighted([A, B], set_labels=(\"Dinner\", \"Lunch\"))\n",
+ "plt.title(\"Venn: Days appearing in Dinner vs Lunch\")\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "id": "365fdacd",
+ "metadata": {
+ "lines_to_next_cell": 2
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.savefig(\"session_05_output.png\", dpi=300, bbox_inches=\"tight\")\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "id": "33d44d8d",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " total_bill tip sex smoker day time size\n",
+ "0 16.99 1.01 Female No Sun Dinner 2\n",
+ "1 10.34 1.66 Male No Sun Dinner 3\n",
+ "2 21.01 3.50 Male No Sun Dinner 3\n",
+ "3 23.68 3.31 Male No Sun Dinner 2\n",
+ "4 24.59 3.61 Female No Sun Dinner 4\n",
+ ".. ... ... ... ... ... ... ...\n",
+ "239 29.03 5.92 Male No Sat Dinner 3\n",
+ "240 27.18 2.00 Female Yes Sat Dinner 2\n",
+ "241 22.67 2.00 Male Yes Sat Dinner 2\n",
+ "242 17.82 1.75 Male No Sat Dinner 2\n",
+ "243 18.78 3.00 Female No Thur Dinner 2\n",
+ "\n",
+ "[244 rows x 7 columns]\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " total_bill \n",
+ " tip \n",
+ " sex \n",
+ " smoker \n",
+ " day \n",
+ " time \n",
+ " size \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 16.99 \n",
+ " 1.01 \n",
+ " Female \n",
+ " No \n",
+ " Sun \n",
+ " Dinner \n",
+ " 2 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 10.34 \n",
+ " 1.66 \n",
+ " Male \n",
+ " No \n",
+ " Sun \n",
+ " Dinner \n",
+ " 3 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 21.01 \n",
+ " 3.50 \n",
+ " Male \n",
+ " No \n",
+ " Sun \n",
+ " Dinner \n",
+ " 3 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 23.68 \n",
+ " 3.31 \n",
+ " Male \n",
+ " No \n",
+ " Sun \n",
+ " Dinner \n",
+ " 2 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 24.59 \n",
+ " 3.61 \n",
+ " Female \n",
+ " No \n",
+ " Sun \n",
+ " Dinner \n",
+ " 4 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " total_bill tip sex smoker day time size\n",
+ "0 16.99 1.01 Female No Sun Dinner 2\n",
+ "1 10.34 1.66 Male No Sun Dinner 3\n",
+ "2 21.01 3.50 Male No Sun Dinner 3\n",
+ "3 23.68 3.31 Male No Sun Dinner 2\n",
+ "4 24.59 3.61 Female No Sun Dinner 4"
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "\n",
+ "\n",
+ "import seaborn as sns\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "\n",
+ "# Load data\n",
+ "\n",
+ "tips = sns.load_dataset(\"tips\")\n",
+ "print(tips)\n",
+ "tips.head()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "id": "957f869e",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Basic plot (lineplot)\n",
+ "# Tip amount vs total bill\n",
+ "\n",
+ "sns.lineplot(data=tips, x=\"total_bill\", y=\"tip\")\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "id": "d0cb4c53",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Use premade styles (example: darkgrid)\n",
+ "\n",
+ "\n",
+ "sns.set_style(\"darkgrid\")\n",
+ "sns.lineplot(data=tips, x=\"total_bill\", y=\"tip\")\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "id": "6df87e0f",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Add title and axis labels\n",
+ "\n",
+ "sns.set_style(\"ticks\")\n",
+ "\n",
+ "tipgraph = sns.lineplot(data=tips, x=\"total_bill\", y=\"tip\")\n",
+ "tipgraph.set(\n",
+ " title=\"Tips vs. Total Bill\",\n",
+ " xlabel=\"Total Bill ($)\",\n",
+ " ylabel=\"Tip Amount ($)\"\n",
+ ")\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "id": "f0e329e2",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Pairplot\n",
+ "\n",
+ "sns.pairplot(data=tips, hue=\"day\")\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "id": "06f1273f",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Relplot (facet by a variable)\n",
+ "\n",
+ "\n",
+ "daysplot = sns.relplot(\n",
+ " data=tips,\n",
+ " x=\"total_bill\",\n",
+ " y=\"tip\",\n",
+ " hue=\"sex\",\n",
+ " col=\"day\",\n",
+ " kind=\"scatter\",\n",
+ " col_wrap=2\n",
+ ")\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "id": "1e38e347",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "config": {
+ "plotlyServerURL": "https://plot.ly"
+ },
+ "data": [
+ {
+ "type": "bar",
+ "x": [
+ "Luffy",
+ "Zoro",
+ "Nami",
+ "Usopp",
+ "Sanji"
+ ],
+ "y": [
+ 110,
+ 180,
+ 240,
+ 99,
+ 220
+ ]
+ }
+ ],
+ "layout": {
+ "template": {
+ "data": {
+ "bar": [
+ {
+ "error_x": {
+ "color": "#2a3f5f"
+ },
+ "error_y": {
+ "color": "#2a3f5f"
+ },
+ "marker": {
+ "line": {
+ "color": "#E5ECF6",
+ "width": 0.5
+ },
+ "pattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ }
+ },
+ "type": "bar"
+ }
+ ],
+ "barpolar": [
+ {
+ "marker": {
+ "line": {
+ "color": "#E5ECF6",
+ "width": 0.5
+ },
+ "pattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ }
+ },
+ "type": "barpolar"
+ }
+ ],
+ "carpet": [
+ {
+ "aaxis": {
+ "endlinecolor": "#2a3f5f",
+ "gridcolor": "white",
+ "linecolor": "white",
+ "minorgridcolor": "white",
+ "startlinecolor": "#2a3f5f"
+ },
+ "baxis": {
+ "endlinecolor": "#2a3f5f",
+ "gridcolor": "white",
+ "linecolor": "white",
+ "minorgridcolor": "white",
+ "startlinecolor": "#2a3f5f"
+ },
+ "type": "carpet"
+ }
+ ],
+ "choropleth": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "type": "choropleth"
+ }
+ ],
+ "contour": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "colorscale": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ],
+ "type": "contour"
+ }
+ ],
+ "contourcarpet": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "type": "contourcarpet"
+ }
+ ],
+ "heatmap": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "colorscale": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ],
+ "type": "heatmap"
+ }
+ ],
+ "heatmapgl": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "colorscale": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ],
+ "type": "heatmapgl"
+ }
+ ],
+ "histogram": [
+ {
+ "marker": {
+ "pattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ }
+ },
+ "type": "histogram"
+ }
+ ],
+ "histogram2d": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "colorscale": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ],
+ "type": "histogram2d"
+ }
+ ],
+ "histogram2dcontour": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "colorscale": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ],
+ "type": "histogram2dcontour"
+ }
+ ],
+ "mesh3d": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "type": "mesh3d"
+ }
+ ],
+ "parcoords": [
+ {
+ "line": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "parcoords"
+ }
+ ],
+ "pie": [
+ {
+ "automargin": true,
+ "type": "pie"
+ }
+ ],
+ "scatter": [
+ {
+ "fillpattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ },
+ "type": "scatter"
+ }
+ ],
+ "scatter3d": [
+ {
+ "line": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scatter3d"
+ }
+ ],
+ "scattercarpet": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scattercarpet"
+ }
+ ],
+ "scattergeo": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scattergeo"
+ }
+ ],
+ "scattergl": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scattergl"
+ }
+ ],
+ "scattermapbox": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scattermapbox"
+ }
+ ],
+ "scatterpolar": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scatterpolar"
+ }
+ ],
+ "scatterpolargl": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scatterpolargl"
+ }
+ ],
+ "scatterternary": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scatterternary"
+ }
+ ],
+ "surface": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "colorscale": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ],
+ "type": "surface"
+ }
+ ],
+ "table": [
+ {
+ "cells": {
+ "fill": {
+ "color": "#EBF0F8"
+ },
+ "line": {
+ "color": "white"
+ }
+ },
+ "header": {
+ "fill": {
+ "color": "#C8D4E3"
+ },
+ "line": {
+ "color": "white"
+ }
+ },
+ "type": "table"
+ }
+ ]
+ },
+ "layout": {
+ "annotationdefaults": {
+ "arrowcolor": "#2a3f5f",
+ "arrowhead": 0,
+ "arrowwidth": 1
+ },
+ "autotypenumbers": "strict",
+ "coloraxis": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "colorscale": {
+ "diverging": [
+ [
+ 0,
+ "#8e0152"
+ ],
+ [
+ 0.1,
+ "#c51b7d"
+ ],
+ [
+ 0.2,
+ "#de77ae"
+ ],
+ [
+ 0.3,
+ "#f1b6da"
+ ],
+ [
+ 0.4,
+ "#fde0ef"
+ ],
+ [
+ 0.5,
+ "#f7f7f7"
+ ],
+ [
+ 0.6,
+ "#e6f5d0"
+ ],
+ [
+ 0.7,
+ "#b8e186"
+ ],
+ [
+ 0.8,
+ "#7fbc41"
+ ],
+ [
+ 0.9,
+ "#4d9221"
+ ],
+ [
+ 1,
+ "#276419"
+ ]
+ ],
+ "sequential": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ],
+ "sequentialminus": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ]
+ },
+ "colorway": [
+ "#636efa",
+ "#EF553B",
+ "#00cc96",
+ "#ab63fa",
+ "#FFA15A",
+ "#19d3f3",
+ "#FF6692",
+ "#B6E880",
+ "#FF97FF",
+ "#FECB52"
+ ],
+ "font": {
+ "color": "#2a3f5f"
+ },
+ "geo": {
+ "bgcolor": "white",
+ "lakecolor": "white",
+ "landcolor": "#E5ECF6",
+ "showlakes": true,
+ "showland": true,
+ "subunitcolor": "white"
+ },
+ "hoverlabel": {
+ "align": "left"
+ },
+ "hovermode": "closest",
+ "mapbox": {
+ "style": "light"
+ },
+ "paper_bgcolor": "white",
+ "plot_bgcolor": "#E5ECF6",
+ "polar": {
+ "angularaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ },
+ "bgcolor": "#E5ECF6",
+ "radialaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ }
+ },
+ "scene": {
+ "xaxis": {
+ "backgroundcolor": "#E5ECF6",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "ticks": "",
+ "zerolinecolor": "white"
+ },
+ "yaxis": {
+ "backgroundcolor": "#E5ECF6",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "ticks": "",
+ "zerolinecolor": "white"
+ },
+ "zaxis": {
+ "backgroundcolor": "#E5ECF6",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "ticks": "",
+ "zerolinecolor": "white"
+ }
+ },
+ "shapedefaults": {
+ "line": {
+ "color": "#2a3f5f"
+ }
+ },
+ "ternary": {
+ "aaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ },
+ "baxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ },
+ "bgcolor": "#E5ECF6",
+ "caxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ }
+ },
+ "title": {
+ "x": 0.05
+ },
+ "xaxis": {
+ "automargin": true,
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": "",
+ "title": {
+ "standoff": 15
+ },
+ "zerolinecolor": "white",
+ "zerolinewidth": 2
+ },
+ "yaxis": {
+ "automargin": true,
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": "",
+ "title": {
+ "standoff": 15
+ },
+ "zerolinecolor": "white",
+ "zerolinewidth": 2
+ }
+ }
+ }
+ }
+ }
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Plotly intro\n",
+ "\n",
+ "import plotly.graph_objects as go\n",
+ "\n",
+ "x1 = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\", \"Sanji\"])\n",
+ "y1 = np.array([110, 180, 240, 99, 220])\n",
+ "\n",
+ "graph = go.Figure()\n",
+ "graph.add_trace(go.Bar(x=x1, y=y1))\n",
+ "graph.show()\n"
+ ]
+ }
+ ],
+ "metadata": {
+ "jupytext": {
+ "cell_metadata_filter": "-all",
+ "main_language": "python",
+ "notebook_metadata_filter": "-all"
+ },
+ "kernelspec": {
+ "display_name": "base",
+ "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": "3.12.7"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/02_activities/assignments/participation/session_05_output.png b/02_activities/assignments/participation/session_05_output.png
new file mode 100644
index 000000000..f7d611543
Binary files /dev/null and b/02_activities/assignments/participation/session_05_output.png differ