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+# 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:
+
+VISUALIZATION #2: Homeless deaths by cause
+https://open.toronto.ca/dataset/deaths-of-people-experiencing-homelessness/
+ > What software did you use to create your data visualization?
+ I used Python with matplotlib and pandas libraries. The script is available in the jupyter notebook file.
+
+ > Who is your intended audience?
+ The intended audience would be the City of Toronto policy staff, public health researchers, and non-profit advocates working on homelessness. The viz is designed to be interpretable without specialist statistical knowledge.
+
+ > What information or message are you trying to convey with your visualization?
+ Acute Drug Toxicity is the dominant cause of homeless deaths in Toronto across all three years, far exceeding every other cause. Stratifying by year reveals two additional patterns: a notable decline in drug toxicity deaths in 2024, and a spike in 'Pendng' cases that year, suggesting classifications are still in progress. The chart makes it easy to compare each cause across years simultaneously.
+
+ > What aspects of design did you consider when making your visualization? How did you apply them? With what elements of your plots?
+ I was mindful to ensure my visualization was aesthetically clean and clear, using a minimal grid and white background. I also ensured substantive accuracy by including exact counts per year as data labels, excluding suppressed cells. I also ensured perceptual clarity by using horizontal grouped bars that allows the audience to easily compare causes across years using length. Causes are also sorted by total deaths so the most critical causes appear at the top. The x-axis uses 10-unit intervals for additional reference to the data labels. Three colourblind-accessible colours from the online resource provided in class were used to distinguish years.
+
+ > 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?
+ The Python script is plain text and well annotated to ensure reproducibility. The script satisfies the FAIR principles discussed in our classes by explicitly noting data provenance and suppression conventions.
+
+ > How did you ensure that your data visualization is accessible?
+ Bar colours were selected carefully to ensure that it is colourblind-accessible. Data labels on every bar remove the need to estimate values from the axis. All axes are labelled and a legend identifies each year.
+
+ > Who are the individuals and communities who might be impacted by your visualization?
+ People experiencing homelessness and their families are most directly represented. Advocacy groups, harm-reduction service providers, and City of Toronto departments may use this visualization to argue for drug toxication interventions. Framing drug toxicity as the dominant cause rather than an individual failure aligns with a structural rather than stigmatizing reading that was discussed in class.
+
+ > How did you choose which features of your chosen dataset to include or exclude from your visualization?
+ Gender and age breakdowns were available in the dataset, but were excluded to maintain a single clear message about cause of death. Including all dimensions would have fragmented the chart into dozens of bars, increasing cognitive load. Rows with 'Suppressed' counts were dropped because they contain no numeric information.
+
+ > What ‘underwater labour’ contributed to your final data visualization product?
+ Some work preceded the final visualization. Reading documentation to understand the suppression policy, deciding how to aggregate the multi-dimensional csv file without double-counting, and testing colour combinations.
+
+- 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 - 2026-06-16`
+* The branch name for your repo should be: `assignment-3`
+* What to submit for this assignment:
+ * A folder/directory containing:
+ * Two distinct data visualizations (for example, PNGs, PDFs, or screenshots)
+ * Two Markdown files answering all questions for each visualization (including a link to your dataset in both files)
+ * One Python file contains the complete code and visualization, and another file (with or without code) contains the visualization.
+* 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/Assignment_3/assignment_3_2.md b/02_activities/assignments/Assignment_3/assignment_3_2.md
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+# 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:
+
+VISUALIZATION #1: Homeless deaths by month
+https://open.toronto.ca/dataset/deaths-of-people-experiencing-homelessness/
+ > What software did you use to create your data visualization?
+ I used Microsoft Excel to create my data visualization. The line chart was built from the Homeless deaths by month.csv from the City of Toronto's Open Data Portal, with data organized in a pivot table and a chart inserted on the same sheet.
+
+ > Who is your intended audience?
+ The general public and municipal decision-makers are the intended audience. A line chart is a familiar format and is easy to interpret at glance.
+
+ > What information or message are you trying to convey with your visualization?
+ Homeless deaths in Toronto have declined year over year, but the seasonal pattern is uneven. Deaths peak in winter months (November - January) and again in summer (July), suggesting weather and seasonal service pressures both play a role.
+
+ > What aspects of design did you consider when making your visualization? How did you apply them? With what elements of your plots?
+ A colourblind-accessible palette was used to ensure accessibility and interpretability for all audiences. A line chart with markers is appropriate for continuous monthly data as it encodes temporal trend through slope, which viewers can read accurately. Both axes are labelled, a legend identifies each year, and a source note provides provenance.
+
+ > 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?
+ Excel visualizations are less reproducible than python scripts because the chart is stored in a binary file rather than plain text. However, the source data table is visible in the same sheet, and the chart derives directly from it. There are no hidden transformations, and anyone with the CSV file and the workbook can verify the numbers.
+
+ > How did you ensure that your data visualization is accessible?
+ Markers are added to each line so the series are distinguishable by shape in addition to colour. The y-axis starts at zero to avoid misleading comprehension of differences. A data label source note is included. Excel's built-in accessibility checker can add the alt-text: 'Line chart showing monthly homeless deaths in Toronto for 2022, 2023, and 2024. Deaths peak in winter and summer months. Across all years and months, there was a greatest decline in late 2024.'
+
+ > Who are the individuals and communities who might be impacted by your visualization?
+ People experiencing homelessness are most affected by how their deaths are represented. Seasonal patterns visible in this chart could inform arguments for increased winter shelter capacity or summer cooling centres. However, if decontextualized, this visualization could be misused to minimize structural causes by attributing deaths to weather alone.
+
+ > How did you choose which features of your chosen dataset to include or exclude from your visualization?
+ This dataset did not show anything beyond death counts by month. Monthly granularity was retained rather than aggregating to quarters, because the month-level data reveals the seasonal pattern that is the key message of the visualization. A bar graph was considered but rejected because connecting lines make temporal trend easier to follow across 12 months for three series (years).
+
+ > What ‘underwater labour’ contributed to your final data visualization product?
+ Sorting months into calender order (the initial csv file was not sorted chronologically) and deciding how to handle the declining 2024 count (i.e. is this a representation of a true declining trend, or perhaps just a result of incomplete data collection?) required judgment that is invisible in the final visualization. The choice to keep 2024 data as is itself shapes how viewers read and interpret the declining trend.
+
+- 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 - 2026-06-16`
+* The branch name for your repo should be: `assignment-3`
+* What to submit for this assignment:
+ * A folder/directory containing:
+ * Two distinct data visualizations (for example, PNGs, PDFs, or screenshots)
+ * Two Markdown files answering all questions for each visualization (including a link to your dataset in both files)
+ * One Python file contains the complete code and visualization, and another file (with or without code) contains the visualization.
+* 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/Assignment_3/homeless_deaths_by_cause.ipynb b/02_activities/assignments/Assignment_3/homeless_deaths_by_cause.ipynb
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+++ b/02_activities/assignments/Assignment_3/homeless_deaths_by_cause.ipynb
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+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "f967d428",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import numpy as np \n",
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt\n",
+ "import matplotlib.patches as mpatches"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "id": "52866357",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Load data\n",
+ "df = pd.read_csv('homeless_deaths_by_cause_data.csv')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "id": "2c02d696",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " _id Year of death Subgroup Final_Age (group) Gender Count\n",
+ "0 1 2022 Acute Drug Toxicity 20-39 Female 23\n",
+ "1 2 2024 Pending 60+ Female 1\n",
+ "2 3 2024 Cardiovascular Disease 60+ Male 4\n",
+ "3 4 2023 Homicide 20-39 Female 2\n",
+ "4 5 2024 Suicide 20-39 Male 2\n"
+ ]
+ }
+ ],
+ "source": [
+ "# View data\n",
+ "print(df.head())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "id": "505ef16b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Clean data\n",
+ "# remove rows where Count is 'Suppressed' (small cells were redacted for privacy)\n",
+ "df = df[df['Count'] != 'Suppressed'].copy()\n",
+ "# convert Count to numeric\n",
+ "df['Count'] = pd.to_numeric(df['Count'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "id": "0459fa6b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Keep only the cause-of-death rows and sumacross all years\n",
+ "\n",
+ "causes = [\n",
+ " \"Acute Drug Toxicity\",\n",
+ " \"Cardiovascular Disease\",\n",
+ " \"Homicide\",\n",
+ " \"Other Diseases\",\n",
+ " \"Pending\",\n",
+ " \"Suicide\",\n",
+ " \"Unintentional Injury\",\n",
+ " \"Unknown\",\n",
+ "]\n",
+ "\n",
+ "df_cause = df[df['Subgroup'].isin(causes)]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "id": "ad617fa9",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Pivot: rows = cause, columns = year; sort by total deaths\n",
+ "pivot = df_cause.groupby([\"Subgroup\", \"Year of death\"])[\"Count\"].sum().unstack(fill_value=0)\n",
+ "pivot = pivot.loc[pivot.sum(axis=1).sort_values().index]\n",
+ "pivot = pivot[sorted(pivot.columns, reverse=True)]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 57,
+ "id": "f04d00b8",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(2, -2, 'Source: City of Toronto Open Data - Deaths of People Experiencing Homelessness - Homeless Deaths by Cause')"
+ ]
+ },
+ "execution_count": 57,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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K3UIEK4+iJRctj/g/WsfRTozrpQe0v4JILdrVqlVzW3+g5XP37t2urTuroJUutRZJOKDNPb1+eK7eliXhhLZ4emCrl+NdhtfZa03N6GsRCW87rE2bNkXcX9m7PX7iNURLLdq9sTIsWkrRLtuqVSv3OoSCVXHhjLZwtNVi1Wpcr0GDBjm+JQ9ai7FKL1bXRXt7ON4WOuGxQSstWjnRZo02ZbSvZuX9hTZjtMuHgtZSTLlAi3C0YhXazhxKlSpVXL5nB16OwzvcOT4+3j1HxBvXw1ZDoaCVP7ve9+mN+fFI6/Hx+YWW70jv69S2RUKs08P+/ftd6z1ihe2ecmIvbkylQSs72tPR3h46xSczTviblNY2aWhpTm3qCz5LMD0CnyMPPfSQZTeIPf62oQUfuyCgjTsU7DKBaSrYtgvt+RkBLflg69at2eosBFChLITIk1SoUMF94cA83fA/2sebBzts2DD3JRNbSeGLtfcFB1u1YN5aVsAXJuyd+d5777ltQ7wCGvNscb63fQi2ODly5Ih7zNQI3VYD83PxJR1F/qBBg9wJXzIxPxJzQo+3nQ3m7ILU5nMjDvjCjOtlR6GcUfC4KARCtyjxgDOKBu85hILYhuPNz0vrstB9UjP6WkQC9wEwDxqn490P5uGiuEZRjQMrmNcOsOUK5o7iIAvAl3BcD3OqMT8V1wXI3wceeMDta5pdeEWs9xqgyMWBJbzH0hsb5CLmAuM+MGcXhY13MAf7pWbm/RXpdfRey9AiPKdjldr8ZniEHmzLCul5n4ZeL5RIt8ns+z69MT8eaT0+3tM4P7378iKPIu1XHA6ug3UJsF4BCshIhaP3WuJAaVreqb3mmM+L/MZnFuZ5Yx55Vp1QKIcfQAwF6y1EKpSxDRUODmF7RBykCp9TndXniiIZ842XLFni1hq47rrrjrkO1iuAG+ajZxQcQAChW2sJkV2oUBZC5EmwaA8WocFoHL4gpAccDX/11VfdQlsYAQr9w4x9HyMVA/gihAWBIhHpiwfu0ytksYgQvhiNGDHCFbr4QoCRNu+LKL4opvcoOr6gogDBCQUNvlChaMbRfbjjy1paeF98MeIZCdxH6PWiDR4XxQYWMMJiQ+GvGwq2nHLL6GuR2n0ALEbWp0+fdN0GI8vYTxVFOxZI+uqrr+zll192o1QYxUWOeyN/+BKN+Pz2229uISZcD6PRJUuWdAs1ZQd4PwF0QIQ+Jyy2g8LgeOBgwxNPPOGKL4wShr6OeP2wGF1OE61Y5RRZeZ9GGjWP9fs+9PHDF5JCTuD89D42Dr5goby0wGcsClIsNnf//fe7g5ORwMJ0AIvnRQLnY6Ep5FM4eC9gASzkGPLLe79k1cl7/2UEFMn4W4PRaRwcitRhhK4B/B1L67mGxiRSkYwODfztxIKJqXUO4O9haiPeeN/hhH2ww/cM9w4yRjpIKkRWic/yPQghBCE4uo4j56+//rorrtLCG8VCexi+nLVt2/aYo9eprc6JL9co1FAEhOKtUJwWGAFGKxqKWrQxYqVXD6wIjC8hx7uPSKCIwpcOrLRbu3Ztt+q1d1Q+NZo2bZrqlzGsVIoVm/GFKhajycfz886L1EqdHWTltQi9D5CZFly05aNNHQdqUNQhRydPnnzM9fBlFzHAl220WYLQnMoKyFG8B1DcegeekAtoW162bFm62m1xoAFfltFSG36wA8VFpBz1Rr8yMkqZHnIyVjmJl+NYPfz/TRf+P/A7zg+93vGIxvs+rdcwrcfHSswYaU3vc2nYsKG7/rp1645bkOKAYqTpAh54v3mrt4fHGSt4L1++3B2oCl+V2iuS8Vzx+eu971MjI06ZLZLRpo8ultRGZFE8oy0fzwnPLRQ8d7hh6kmzZs1SLZJxADCtjowbbrjBjSqHn7zXH9Nn8Lu3Wnoo8PJeXyGyGxXKQog8CQpEfAnGl/MOHTq40dtw8KUKrWDenFFvRGP27NkpWiUxSoF2uEhgtAAjfu+++26KLxe4fng7Lgp2zHsOBy2sKNZDt2BBCzhAIY0vJJFGelCgANwWzuHg8ffs2eMKLRQGaYEva2itwyg0WuhCn0u/fv3cgQAcfIgV2FYLoFgMbStF4eWN9HvXyW4y8lqkBr6I4kszijJsoxMO8i20rRIjyJHaZ72RPy9X8FpFGg0Mv15WwEgUthYC+CIf+oUbscFc5Z49e0ZsP8f7zptXieIYX8oxNxm3Cc3/O+64I835iSjasko0YpXTYAQTRQWeS/iceRwURB7iQEb4/ORYvu/Teg2xHRSKTXwOh85PR5cOHh+k9/FREHoFdmqtzSj67rnnHrcNXFpgFBtrPeDgqdflE/rZDpDzoeA9iyIZMUP3Bw4IpUVGnTICphegSMZ2TmkVyR7YrgnguYUeGMBzRwywBVzoaDRGeXFAGUUyuqGO1yWDA3xvvPHGMSdMb/IeH7/jPsPB64kulEgj2kJkFbVeCyHyLPiigC8jaOfCPGV8gcQRaxSO+AKPkVYUPrgewB9jFATY1xZHz3G0HF+iMXqH/2N0JRx8QcCXzB49ergvPGgPw8gbRtiwJzK+SHhgrh2OoON8tHdjT148/meffeaKbYwoeGDRFYwIoFUVRT9+RyGP669cudI9BrwxoodRCYxuYIEdtMHiyzQKZHijiMP9Hm8hGXwxHDVqlBuJRkGH9l48F8QIXwBR6GExlliBRYpQTGHkAq8hXid8ocNrhQMZKNhwnZwgI69FWqBIRpGDL+CYj4sF3fDlEyNgGGnGgRRvjiX29cWXVDwn7I2N1wd7EmNeLQoPzGkHyDm8Lt7rX7p0affFFqOjKPzQUpxeMBrmHTSCx7///usOwOA5whOtleFFC1otMe/3rbfecvvK4osuOhrwvsEaAfiSi/n4mHONgzUYdcI8ZbwHsGAZDgagqEA8cbtw8J7FPsz4Io3XHCNbuC727s0o2RmrWIJ5oNjDGIUaDmKceOKJrsjF88B7Fpenl2i87/EaYgoBXj8ctESsvdcfuY2DL9gzGZ+JWFMBrzGeF0YSUUhGmvMaCVwXBSdeZ28Ov8ett97qzsfaFRgdj7SgHnI7dI9uzOvF1BjkLOKB9z4OZiHf4Y73cWjhiCIZn/v4fMBj4RQK2o5D24oz45QeMLUAn1U4AIHXL1IBjlbs0MXCcJARB/DwGYW/jTjogPc95jSj88n7G+mBveQxfQJrJuC5R3JPa3Gx9IK/ufC57bbbsnQ/QqRKhtbIFkKIXMgvv/zituWpXbu227oCe4ZiKyVs8TFt2rQU18WWJ9jOBpfjenXq1Ak88cQTbo9YfKRiq5NwsL9jixYt3PVLly4duP76691+seHbomCf5AEDBgTOOecct5VJYmKi2/v4ggsuCHz11VcR3eGH/WjLli0byJ8/f6BChQqBM844wzl5W8DADdurtGvXLlClShV3v9imA4/z3nvvHXcrqlCwF3GHDh0CJUqUcPeDPYqxb27o/sHZsT3UnDlzUr2OF7fQ7aE83nzzTbe/aKFChdwJ/8d56d3GB4wZM8Zdhp/heNuVRNqaJT2vxfEeG/s+P/LII4GTTz7Z5WKRIkVcjiEXJ0yYELzeTz/95LZrwvXwWuC6uF6fPn1SbFO1dOnSwF133RVo2rSpyz3kILbzQZyXLFmSaowjxSr0hNgil7D/L7Zn2bBhQ5r3gW272rZtGyhZsqSLTeXKld1WT88991xgy5YtweshV7H1Dp4LXKtVq+beb3jfpbbV2tNPP+2uj/sNfw+m9p4E4feXnbGKtD1UereJy+o+ymDNmjVuezN8jmBLJvzE7zg/M4+fkfd9RmLubRt1//33u9carrg9Yh4Ktq7CfWI/cbwu2FMcuYPbZgQ8B+Rg+FZMXgzSOkV6zyPv8bcDn6eIi/f3IHSvbIDPwOPdf3hcMut0PLzPsLROkT6bEDP8fapVq5Z7rvh869GjR2Djxo3HXNfbDi2tU3r+Lhxveyj44PKFCxdmOA5CpIc4/JN6GS2EEEIIIQQ/WLwRXQ3vvPOOaxcWvKCFHe3WGNH+7rvvYq0jcikqlIUQQgghRJ4A7d2YF4929OOtzSD8y+jRo930AkwJwTQVIXICfUIIIYQQQog8ARaXwlzr9O6/LPwJtjPD/HkVySIn0YiyEEIIIYQQQggRgkaUhRBCCCGEEEKIEFQoCyGEEEIIIYQQIWgfZZHrSE5Otg0bNrh9BzGHRQghhBBCCJE3CQQCtnv3bqtUqVKGFvFToSxyHSiSq1atGmsNIYQQQgghhE/4+++/rUqVKum+vgplkevASLL3ZihWrJj5HWxt0KxZM/M7LJ5MrvJUTBlQniqmfoclR5lcWTyZXOUZu5ju2rXLDaJ5NUJ60arXIteBN0Px4sVt586dFIXypk2brHz58uZ3WDyZXOWpmDKgPFVM/Q5LjjK5sngyucozdjHNbG2gxbyE8MGcagZYPJlc5amYMqA8VUz9DkuOMrmyeDK5ypMvpiqUhYgxaBFngMWTyVWeiikDylPF1O+w5CiTK4snk6s8+WKqQlkIIYQQQgghhAhBc5RFroNtjvKhQ4csMTHR/A6LJ5OrPBVTBpSniqnfYclRJlcWTyZXecYuppqjLAQpK1euNAZYPJlc5amYMqA8VUz9DkuOMrmyeDK5ypMvpmq9FiLG7Nmzxxhg8WRyladiyoDyVDH1Oyw5yuTK4snkKk++mKpQFiLGFC5c2Bhg8WRyladiyoDyVDH1Oyw5yuTK4snkKk++mGqOssh1aI5y3p5bw+QqT8WUAeWpYup3WHKUyZXFk8lVntmP5igLkctZuHChMcDiyeQqT8WUAeWpYup3WHKUyZXFk8lVnnwxVeu1EEIIIYQQQggRggplIWJMlSpVjAEWTyZXeSqmDChPFVO/w5KjTK4snkyu8uSLab4cvXchYkjjF1pZfIEE378GJZKL2o743eZ3WDyZXOWpmDKgPFVM/Q5LjjK5sngyuTJ7ruo3z/xIQkLOfs/XiLIQMaZ8cmljgMWTyVWeiikDylPF1O+w5CiTK4snk6s8s5+1a9daTqJCWQghhBBCCCFEuhk2bJg1a9bMkpKSrGPHjsHz161bZ0WKFElxypcvn1166aXB6/Tv398aNmzozu/bt69vo67WayFizF8J/xgDLJ5MrvJUTBlQniqmfoclR5lcWTyZXHObZ6VKleyRRx6xb775xtavXx88v1q1arZnz54UWzjhuldffXXwvNq1a9vTTz9to0aNypIriu2cRCPKQsSY8smljAEWTyZXeSqmDChPFVO/w5KjTK4snkyuuc2zU6dObiS5TJkyaV5v4sSJlpyc7K7vceONN1qHDh2sWLFiWXJV67UQuZxCgYLGAIsnk6s8FVMGlKeKqd9hyVEmVxZPJte86jl69Gjr2rWrFShQwLKbXbt2WU6iEWUhYszBuEPGAIsnk6s8FVMGlKeKqd9hyVEmVxZPJte86Ll27VrXmt2jRw/LCQoWzNmDDyqUhYgx6+L/NQZYPJlc5amYMqA8VUz9DkuOMrmyeDK55kXPMWPGWNOmTa1x48aWE5x44omWk6hQFiLG1Dla3Rhg8WRyladiyoDyVDH1Oyw5yuTK4snkmtc8k5OTXaGcU6PJYP78+ZaTaNVrIYQQQgghhBDp5siRI8ETiuIDBw5YfHy8JSYmusunTZtmW7dutWuuueaY2x4+fNiOHj0aPOG2CQkJlj9/fl+9AhpRFiLG/Be/wxhg8WRyladiyoDyVDH1Oyw5yuTK4snkmts8Bw0a5OYIDx482CZNmuT+365duxSLeF155ZVWvHjxY27bs2dPd/133nnH7ceM/+O8jIJtp3KSuEAgEMjRRxAiymAFPLwpawxoYvEFEnwf/2LJRWxX/P/tN+dXWDyZXOWpmDKgPFVM/Q5LjjK5sngyuTJ7ruo3z/wIRqyPtz1VaG2wc+fODG1JpRFlIWJMxeTjv8H9AIsnk6s8FVMGlKeKqd9hyVEmVxZPJld5Zj+rV6+2nESFshBCCCGEEEIIEYIKZSFizJqEDcYAiyeTqzwVUwaUp4qp32HJUSZXFk8mV3lmPyeddJLlJFr1WuRaZqxpbcUSk8zvrEmKtxoHk83vsHgyucpTMWVAeaqY+h2WHGVyZfFkcmX23H7LAxm6j5Ijh1o02LBhg9WpUyfH7l8jykLEmJ0JccYAiyeTqzwVUwaUp4qp32HJUSZXFk8mV3lmP9u3b7ecRIWyyBKtW7e2vn37puu6M2bMsLi4ONuxg2N5/GiRSLLuPIsnk6s8FVMGlKeKqd9hyVEmVxZPJld5mtsKqlmzZpaUlGQdO3YMxmbdunVWpEiRFKd8+fLZpZdeekwcN23aZKVKlbImTZq4+7G8XijPmTPHbUJ90UUXZft9r1mzxhVvCxcuzPJ9devWzd0XTtgwu3z58nb++efbm2++6TbijgUDBgwIOqV2ygoTJkywJ554Il3XPfPMM+3ff/8N7qc2duxYK1GihOV16u8/agyweDK5ylMxZUB5qpj6HZYcZXJl8WRylae5fY8feeSRY/ZMrlatmu3Zsyd42rZtm6sRrr766mPi2KdPH2vatKn7f6NGjXL0NaMolLFh9R133GE//PCD60X3MxdccIErBlGAf/XVV9amTRu766677OKLL7YjR46kervDhw/niM99993nfLxTlSpV7PHHH09xXlbAEZ2iRYum67qJiYlWoUKFLBfnuY3fCvl/r2cmTyZXeSqmDChPFVO/w5KjTK4snkyu8jTr1KmTG0k+3t7HEydOdIOMuH4on332mSuir7/+evf7L7/8krcLZRxV+PDDD+22225zI8oYhQxn0qRJdtppp1mBAgVc4C+//PLgZSjKEOxQcITCu58TTjjB/cSRCVwXrcQeb7zxhjVo0MDdb/369W348OHH9UULAIrBypUr2ymnnGIPPfSQe1FRNIe647Fee+0111JQuHBhGzx4cMQRVriHF5aDBg2ycuXKuQK1R48e9sADD7j2g0igdQE+3gkj87id9/uWLVvs3HPPtYIFC1rp0qWtV69eLuZeqzSK2x9//DF4f08//bR7bLQ9RGq9PnjwoPXr18+qVq3qYlG7dm13oCO89Rr/v+mmm9zG397INka/UcSffPLJxzwPPL/+/fsfN/5CCCGEEEIIXkaPHm1du3Z1NZgHaoZ77rnHRowYETUP3xfKH330kStS69WrZ9ddd51rYw4E/m8ywhdffOEK4wsvvNAWLFhg3377rTVv3jzd9z937lz385tvvnGjq2glBu+++649+uijroBdtmyZPfnkk65Qe+uttzL8HFCINm7cOHjfHigM4b548WLr3r17uu4LXnB66qmnbP78+a5VAQV3Zti7d6+1b9/eSpYs6Y7IjB8/3sUBLQ2hRTCO2iA5EV/EAAcQ0FYeiRtuuMHef/99e/nll13cRo4c6Yr1SG3YL774ohUrViw4so3Rb8QBtws9QoTH/e2331xhHQkU57t27UpxYqLsEY7JNSyeTK7yVEwZUJ4qpn6HJUeZXFk8mVzlmT7Wrl3r6hEMBoZy//33u2muoatcY9AvT28PhSMKKJC9tmYUbN9//31w5BdFI/rXBw4cGLwNitL0UrZsWfcTo6mhwX7sscfsueeeCw75Y+R56dKlrvC78cYbM/w8UOyj2Avl2muvTbX4S41XXnnFbr755uDtUMxPnTo1OAqcEd577z07cOCAjRs3zo1qe5PsL7nkEleIoxjG6PW0adPcSPPvv//unnukifXgzz//dAc2cP22bdu682rWrBnxuhipxlxljCSHxh1FNYr3MWPGuC4BgP+3atUq1fsaMmRIitefjUJHOT7gWTyZXOWpmDKgPFVM/Q5LjjK5sngyucozfeB7Pzp9Q+s5dLfOmjXLfv311xTXjTQYl2dGlJcvX+5GfK+55hr3O1Y/u+qqq4KtvACLcJ133nnZ+rgYaV21apUrSENXX0PRiPMzA0bBw1uosepbZmISPmKekRH0UDByiyT0imTQsmVLNycAj+MVtBjF/uSTT1xR/cILL6R6f3gt0NqNojYrYII/RqXxeIcOHXIFfVoj7g8++KA7gOKd/v77b2NibZKv34Z0nkyu8lRMGVCeKqZ+hyVHmVxZPJlc5Xl8UIOgUA4fTUbH8OrVq91iYJhmi7WrMICHQbSsrrdEO6KMghgLYCEooQUn5r5i5BMjkphbmxYoTkNbtdOzcJY3Ojtq1Chr0aJFistQCGa2KPXmQ3uEFqggPj4+w67RYPbs2e4nJs/jFO7tcbzXIr1gRBuv8aeffuoKdcTgyiuvTPX6uG5OLw8vhBBCCCGEyDyo67wTimIMiqH+wfd9gK7UrVu3BgdJPTA3ObR4xnRRTAUdOnSoWzspp/DtIRgEEC3BaH/GSKV3WrRokSucMeLoLQuOowxptVaHHmlYsWKF7du3L/i798IcPfp/S8uj5RiPgSMXWIwq9BRe7KaH7777zs1DvuKKK9K8Hlx3797tRrQ9wretwlzt8BXeMrviGxYqQzxDHw9tDUhYPA7ACPrdd98dPGiA1uvUtrpq2LChuwyt8ekBsQ+Nuwc6B/A4OKKEE1rrs6sI9yO1D3Bsa8DiyeQqT8WUAeWpYup3WHKUyZXFk8lVnua6c/GdHlNnsRgz/t+uXbsUg6QYHPO2kvXAmkbYucc7YX0lbMWLqbiZHcSkLpQnT55s27dvd+3PWAU59ISC02u/xlxiFM34iVFbFKSYXxu6kBZGn7Eg1Lx58+zWW291gfXAUQi8SFOmTHErOaN1F2DOK+a+YlEqzL3F/aJoe/7559P0xsJSGzdutH/++cf10WMRsMsuu8xtD4WFrtIChWihQoXcStkoUNFyHL7KN1oN8NyxqBiKfiQc5j5nZsslbzU5FKVoX5g+fbq7fyzehYMFKGIxPxxzhjEnGs8fj4WDF5GoUaOGuy+0SWO17r/++sutbo15y6ldH6P3ONCBo0ehBzBw1AgHGPC6pHehM1a25vft25DSk8lVnoopA8pTxdTvsOQokyuLJ5OrPM0tZIzu2dATagUP1AzpWTgZi3phMHHz5s05+pr5NrNQDGJBqPAjCgCFMopeFG04koDh988//9xtIYTC2FvJGqCow1ZFZ599tls8CysroxgNHb1EMYxFujCKjKLWK9QwpI/iECOlmHeLovV4I8oo7CpWrOiKQCw+huIT948too53xAN7Er/zzjv25ZdfusfEAQAkVHhxizm5eB7YfgrFKJIldPn09II4fP31166dGgtn4QgO5nvjwALA0R6sPIfYADyv119/3W0UjpHoSGAFbtxP79693QJmmG8cOmIdvvI1Dlxg3jlG07H1lAdWtMPluI/w9vfcxo4Ejn2lWTyZXOWpmDKgPFVM/Q5LjjK5sngyucoz+/nvv/8sJ4kLhE+KFXScf/75buXot99+23ILSEsUyyi4MS8hI2B7KBxgWdOtrxVL9P/c5SUFE+yk/f5vG2LxZHKVp2LKgPJUMfU7LDnK5MriyeSalzxLjhxq0QAdw1ghO721ATqH0cadKxbzEseC9mRstI12aIxQY9QZe41h8ntuYcuWLfbBBx+4FvaMbp8VSrcSTSxf0v91D/iajDcExAYWTyZXeSqmDChPFdMITBva2fzAWcYDiyuLJ5OrPLOf9BTJubL1WkQGc5HRmn3OOefYqaee6ibCY+smb9/i3ADmjT/++OOuzRuT9XM7FRK2GQMsnkyu8lRMGVCeKqZ+B9PxWGBxZfFkcpUnX0w1okwGFh7DCHJuJq/NBuCYWcPjyeQqT8WUAeWpYup3UtuNw4+wuLJ4MrnKky+mGlEWIsbsC/h/HjWTJ5OrPBVTBpSnimlGwaKgzZo1s6SkJOvYsWOKy/r37+8WLMViqn379k1xGXYZufzyy926KyVKlLCWLVu6bSuPR07uo5rdsLiyeDK5ypMvpiqUhYgxBwL/t12Zn2HxZHKVp2LKgPJUMc0o2EUEO2Rg54twateu7Xa5uPTSS4+5bMeOHdahQwe3JSdWs8WuHhdeeKHbQjItUFSzwOLK4snkKk++mKpQFiLGlIrfYwyweDK5ylMxZUB5qphmlE6dOrmR5DJlyhxz2Y033uiK4UgrzzZv3tx69erltozEgqUotPET24GmBUaiWWBxZfFkcpUnX0xVKAshhBBCCN+BkeXdu3fbiSeeGGsVIUQeRIWyEDFmW3JRY4DFk8lVnoopA8pTxTQWoA376quvtoceesjNWU6LevXqGQssriyeTK7y5IupCmUhYkyBuEPGAIsnk6s8FVMGlKeKabTZuXOntW/f3s466ywbMGDAca+/bRvHloBMriyeTK7y5IupCmUhYkyhuIPGAIsnk6s8FVMGlKeKaSyK5JNOOslGjBhhcXHH36Bsy5YtxgKLK4snk6s8+WKqfZSFiDEBkl1KWTyZXOWpmDKgPFVMM8qRI0eCJ+xzeuDAAYuPj7fExEQ7fPiwHT16NHjCZViwK3/+/LZr1y674IILrG7duvbGG2+kq0gGuG8WWFxZPJlc5ckX07hAIBDI0UcQIsrgD23x4sWtdd+xli+pkOIvhBBC5ADThnaOeD7apQcOHJjivFatWtmMGTPclk9vvfXWMSthjx071p2PywsVKpSiSB45cqR17dpVr6EQIku1ATpWIq24nxoch2CEyMWUT9huDLB4MrnKUzFlQHmqmGYUFMoYhwk9oUgGKIjDL8N5XsGM3/fu3Wt79uwJno5XJP/666/GAosriyeTqzz5YqpCWYgYE28cTR0snkyu8lRMGVCeKqZ+By3eLLC4sngyucqTL6YqlIWIMfsDicYAiyeTqzwVUwaUp4qp3yldurSxwOLK4snkKk++mGoxL5Fr+Wzg5RmahxDLeRPyVEz9DEuOMrmyeDK5sngyubJ4li1b1lhgcWXxZHKVJ19MNaIsRIz5448/jAEWTyZXeSqmDChPFVO/w5KjTK4snkyu8uSLqQplIYQQQgghhBAiBBXKQsSY2rVrGwMsnkyu8lRMGVCeKqZ+hyVHmVxZPJlc5ckXUxXKQsSY3bt3GwMsnkyu8lRMGVCeKqZ+hyVHmVxZPJlc5ckXUxXKQsSYTZs2GQMsnkyu8lRMGVCeKqZ+hyVHmVxZPJlc5ckXUxXKQgghhBBCCCFECHGBQCAQeoYQ7GA7i+LFi9vOnTsptrUQQgghhBBC+Ks20IiyEDFm4cKFxgCLJ5OrPBVTBpSniqnfYclRJlcWTyZXefLFVIWyEDHm0KFDxgCLJ5OrPBVTBpSniqnfYclRJlcWTyZXefLFVIWyEDGmZMmSsVbIVZ5MrvJUTBlQniqmfoclR5lcWTyZXOXJF9N8OXrvQsSQxi+0svgCCb5/DQoEEu1AnP+PhrJ4Mrlmh+eqfvMsp6lUqZKxwOLK4snkyuLJ5CpPxZQB5WnejGc0XDWiLESMqX6U4wOJxZPJlcVzyZIlxgKLK4snkyuLJ5OrPBVTBpSneTOe0XBVoSyEEEIIIYQQQoSgQlmIGLMhfosxwOLJ5BoNz/3791vt2rWtRIkSx1y2adMmK1WqlDVp0iTN+6hVq5axwOLK4snkyuLJ5CpPxZQB5WnejGc0XFUoCxFjkiy/McDiyeQaDc9HH33UqlevHvGyPn36WNOmTdNVbLPA4sriyeTK4snkKk/FlAHlad6MZzRcVSgLEWNKJx870udHWDyZXHPac/78+TZlyhTr16/fMZd99tlntm3bNrv++uuPez8bNmwwFlhcWTyZXFk8mVzlqZgyoDzNm/GMhqsKZSGEyIUcOXLEevbsaa+++qolJiamuGznzp12zz332IgRI2LmJ4QQQgjhZ+ICgUAg1hJCZCe7du2y4sWLW40BTSi2h4oLxFkgzv9vQxZPJtfs8Exte6ghQ4bYypUrbfTo0TZjxgzr2LGj7dixw112yy23WJUqVax///42duxYe/HFF23hwoWpPsbRo0ctIcH/7yUmVxZPJlcWTyZXeSqmDChP82Y8M+Lq1QYYKChWrJilF40oCxFjaiRzbBHE4snkmlOeKJAxWvzMM88cc9mPP/5os2bNitiOnRraKiL7UUwVUwZY8pTFk8mVxZPJVZ58Mc2Xo/cuhDguiQGOhadYPJlcc8pz5syZbkXrunXrut8PHz5su3fvtjJlythpp51mq1evtkqV/l+RfvDgQbcYBi5bvHixVaxY8Zj7O3DggLHA4sriyeTK4snkKk/FlAHlad6MZzRcVSgLEWP2xnGsLsjiyeSaU55dunSxtm3bBn+fM2eO9ejRw7VXo+UILUge48ePtzfeeMO+/vprK1euXMT7Q7sSCyyuLJ5MriyeTK7yVEwZUJ7mzXhGw1WFshAxZnP8NmOAxZPJNac8CxUq5E4eZcuWtbi4ODcvGYTOzylZsqTlz58/eFkkqlWrZiywuLJ4MrmyeDK5ylMxZUB5mjfjGQ1XzVEWIsaccLSyMcDiyeQaLc/WrVsHF/IKp1u3bmku5AXQks0CiyuLJ5MriyeTqzwVUwaUp3kzntFwVaEshBBCCCGEEEKEoEJZiBizMX6rMcDiyeTK4lmjRg1jgcWVxZPJlcWTyVWeiikDytO8Gc9ouGqOssi1zFjT2oolJpnf2ZQ/zsof9v+evyyeTK7p8Sw5cqjFmiNHjhgLLK4snkyuLJ5MrvJUTBlQnubNeEbDVSPKQsSYjfk53oYsnkyuLJ7r1683FlhcWTyZXFk8mVzlqZgyoDzNm/GMhivHtzQhhBBCCCGEECJKxAUCAf/3J4oc7e3v27evO+UWsEcs9lVb060vRev1EZI5ECyeTK7p8Uyr9Xr//v3WsGFD27p1q1vVevPmzXb33Xfb999/794HtWrVsoEDB9qll16aJc/Dhw+7LaQYYHFl8WRyZfFkcpWnYsqA8jRvxjMjrl5tsHPnzhRbZB4PjSiTgu1eIhW3Y8eOtRIlSsTESWSO1QUSKELH4snkmlXPRx991KpXrx78fc+ePda0aVP76aefXOH8+OOP2zXXXGNLly7N0uP8+eefxgKLK4snkyuLJ5OrPBVTBpSneTOe0XBVoSxEjNlP8i5k8WRyzYrn/PnzbcqUKdavX7/geTVr1rT77rvPqlSpYvHx8XbJJZdYvXr1XOGcFfbu3WsssLiyeDK5sngyucpTMWVAeZo34xkNV5KvkyIzdOvWzTp27GjPPvusVaxY0UqXLm233367a1NIjTfeeMONSH/77bfBkes777zT7r//fitVqpRVqFDBBgwYkOI269ats8suu8yKFCni2hm6dOlimzZtcpehxSEhIcHmzZvnfk9OTnb3c/rppwdv/84771jVqlXd/9esWWNxcXE2YcIEa9OmjRUqVMgaN25sc+bMybVJUDiZY/YDiyeTa2Y9scpjz5497dVXX7XExMRUr4dW7GXLllmjRo2yYGlWtGhRY4HFlcWTyZXFk8lVnoopA8rTvBnPaLiqUM7lTJ8+3VatWuV+vvXWW641G6dIPP300/bAAw/Y1KlT7bzzzguej9sVLlzYfv75Z3cdtHNOmzYtWPiiSN62bZubF4nzV69ebVdddZW7HPMBmjRpYjNmzHC/L1682BXCCxYscG2iALdr1apVCpeHH37YjYwtXLjQ6tat69pHU1sC/uDBg27uQeiJiaoHk40BFk8m18x6PvPMM67F+pxzzkn1OocOHbKrr77aHbhq1qxZFiz/30g1CyyuLJ5MriyeTK7yVEwZUJ7mzXhGw1WFci6nZMmSNmzYMKtfv75dfPHFdtFFFwVHi0NB++aLL77oitbmzZunuAyjUY899pjVqVPHbrjhBvel27sP/ETx+95779mpp55qLVq0sHHjxrn7+eWXX4Kj0l6hjJ/nn3++NWjQwGbOnBk8L7xQRpEMVxTJWIxo7dq1tnLlyojPcciQIa4g907e6DQLfxTkmE/L4snkmhlPvA9GjBjhiuW0iuQrr7zSdWSMGjUqi5ZmixYtMhZYXFk8mVxZPJlc5amYMqA8zZvxjIarCuVczkknneRanz3Qgo12zFCee+4592UahSuuH05422bofaCtE4VpaHF64oknuvZtXAZQBOO+jx496gpoFM5e8bxhwwb3xR+/p/aYeDwQ7u3x4IMPuhZv7/T3339nKEZCMIH3EqY24CBSmTJlXEcHuijwf3R9oEju3Lmz+/nJJ5+k2ZothBBCCCEio0KZFMwFRlEYDla6xaiqR/iS6Wh7Rrt0KGeffbYrYj/66KOIj5We+0gLtIfu3r3bfv31V/vhhx9SFMoonCtVquRGq1N7TDweSO0xk5KSXDxCT0xUOsTRJsziyeSaGU+0UuPgEqYl4IR1BTBHB//HNAdcjsUtJk6c6N4b2UG1atWMBRZXFk8mVxZPJld5KqYMKE/zZjyj4apCmRSsZIvCMxych5GmjIBW66+++sqefPJJt/BXRkALNUZwQ0dxsRUNCnaMLAOMLmOEGC3gKIDRBo7iGfOUJ0+efEzbtRAiddBOjVWtvVPZsmXdwST8H6tbf/bZZzZr1iw3wowF9nDCe1sIIYQQQqQfFcqk3HbbbW7vMKxI/dtvv9ny5cvt+eeft/fff9/uvffeDN/fmWeeaV9++aWbD4y5yumlbdu21rBhQ+vatasr0ufOnevmMaP4DV1ACCPI7777brAoxsrXKLI//PDDPF8ob0jkeBuyeDK5Zocn3ls4MAXw/goEArZ//363WJ53euihh7L0GFjZngUWVxZPJlcWTyZXeSqmDChP82Y8o+HK8W1SRFzlDW3Mf/zxhytWsYgWWqfHjx9vF1xwQaYidtZZZ9kXX3xhjzzyiL3yyivpug1GsjCChUXDMEoMF7ihAA4FX+DR3h06Fxn/Dz9PCCGEEEIIIWJNXADDD0LkIrCwEeZpr+nW14olZs8czZzkYJxZEsG7kMWTyTU9niVHDrVYgy3Ysmu+c07D4sriyeTK4snkKk/FlAHlad6MZ0ZcvdoA6ztlZC2jfOm+phBkdCvRxPIlFTK/Uzp+l/2XHPsFyKYN7Zzm5VjFHO3yDLC4snhib3QGTyZXFk8mVxZPJld5KqYMKE/zZjyj4arWayFiTGLcEWMAK5ezwOIqT8WUAeWpYup3WHKUyZXFk8lVnnwxVaEsRIw5bP+3z7WfKVy4sLHA4ipPxZQB5ali6ndYcpTJlcWTyVWefDFVoSxEjNl2tKj5FWzphdXLMf/jwQcfTHEZtgE777zz3EJuFSpUsF69etm+ffvMD2R0i7RYIU/FlAHlqWLqd1hylMmVxZPJVZ58MVWhLESMKZ/w/7b28SOVKlVyq6D37NnTLYAQyrXXXuv28960aZMtXrzYFi1aZE888YT5AezRzYA8FVMGlKeKqd9hyVEmVxZPJld58sVUi3kJIVKlU6dO7ufChQsjLqAwfPhwS0xMtLJly9qll15qc+bMUTSFEEIIIQQ9GlEWIsbsTi5oDBQsmNLzvvvus3Hjxtn+/ftt48aN9umnn9oll1xifqBKlSrGgDwVUwaUp4qp32HJUSZXFk8mV3nyxVSFshAxJtnijIG4uJSeHTp0sJkzZ1rRokWtYsWKVrVqVevevbv5gXz5OJpl5KmYMqA8VUz9DkuOMrmyeDK5ypMvpiqUhYgxxeP9sQDW8QhdqGv79u3Wtm1bN3cZ52/bts2tPHjdddeZH1izZo0xIE/FlAHlqWLqd1hylMmVxZPJVZ58MeU4BCOE8BWrVq1yLdd33nmnG2nGPOVbbrnFjTILIYQQQgjBjkaUhYgxW44WN79y5MgRO3DggPtZpEgR9/9Dhw5Z/fr13e9YzAuXYcP3UaNGWdOmTc0PNGzY0BiQp2LKgPJUMfU7LDnK5MriyeQqT76YqlAWIsYU83Hr9aBBg9wiXoMHD7Yvv/zS/b9du3auSJ40aZK9//77VqZMGatRo4bt2LHD3nrrLfMD69atMwbkqZgyoDxVTP0OS44yubJ4MrnKky+mar0WIsYkxR02vzJgwAB3AnPnzrXmzZsHL2vZsqVbzMuPhO/57FfkqZgyoDxVTP0OS44yubJ4MrnKky+mGlEWIsYcsQRjoECBAsYCi6s8FVMGlKeKqd9hyVEmVxZPJld58sU0LhAIBHL0EYSIMrt27bLixYtb675jLV9SId/HP84CFvDBFlHThnZO8/KjR49aQgJHUc/iKk/FlAHlqWLqd1hylMmVxZPJVZ6xi6lXG2AEulixYum+f7Vei1zLZwMvz9CbIVaEtzT7lfnz51N4MrnKUzFlQHmqmPodlhxlcmXxZHKVJ19M1XothBBCCCGEEEKEoEJZiBhTqVIlY4DFk8lVnoopA8pTxdTvsOQokyuLJ5OrPPliqkJZiBiDLZcYYPFkcpWnYsqA8lQx9TssOcrkyuLJ5CpPvpiqUBYixqxatcoYYPFkcpWnYsqA8lQx9TssOcrkyuLJ5CpPvpiqUBZCCCGEEEIIIULQ9lAi15HZJeBjxd69e61w4cLmd1g8mVzlqZgyoDxVTP0OS44yubJ4MrnKM3YxzWxtoBFlIWLMhg0bjAEWTyZXeSqmDChPFVO/w5KjTK4snkyu8uSLqQplIWLM9u3bjQEWTyZXeSqmDChPFVO/w5KjTK4snkyu8uSLqQplIWJMYmKiMcDiyeQqT8WUAeWpYup3WHKUyZXFk8lVnnwx1Rxlketgm6MshBBCCCGE8FdtkC+HfISIOY1faGXxBRLM79Q7UsOW51tjfofFM6dcV/WbZ9nN3LlzrXnz5uZ3WDyZXFk8mVxZPJlc5amYMqA8zZvxjIarWq+FEEIIIYQQQogQVCgLEWO2x+8yBlg8o+16xx13WNWqVV0rT+XKla1v37526NAhd1nr1q0tKSnJihQpEjyFrtBYvnx5Y4DFk8mVxZPJlcWTyVWeiikDytO8Gc9ouKpQFiLG7LMDxgCLZ7Rde/fubX/88Yeb/7Jo0SJ3evrpp4OXP/XUU7Znz57gqVKlSsHLihYtagyweDK5sngyubJ4MrnKUzFlQHmaN+MZDVcVykLEmMrJ5YwBFs9ouzZo0CC42X0gELD4+HhbsWJFum67cuVKY4DFk8mVxZPJlcWTyVWeiikDytO8Gc9ouKpQFkKILDJ06FDXVl2uXDk3oox2bI9BgwZZqVKlrGnTpjZu3DjFWgghhBCCAG0PJXLtEvA1BjShWPW6YKCA7Y/zf1szi2dOuaZn1etly5bZu+++a7feeqtVqVLF5syZYyeeeKIVKlTIvvvuO+vSpYuNHTvWLr/88mCuMmxhxuLJ5MriyeTK4snkKk/FlAHlad6MZ0ZcM7s9lEaUhYgxJZKLGAMsnrF0RRt248aNrVu3bu73M844w30w58+f39q3b2+33HKLffjhh8Hrb9myxRhg8WRyZfFkcmXxZHKVp2LKgPI0b8YzGq4qlIWIMcUCHAUoi2esXQ8fPpzqHGXMXw7lv//+MwZYPJlcWTyZXFk8mVzlqZgyoDzNm/GMhqsKZSFizFFLNgZYPKPpilWsx4wZYzt27HALeS1evNjNScboMc778ssvbd++fXb06FH79ttvbcSIEXbFFVcEb58vXz5jgMWTyZXFk8mVxZPJVZ6KKQPK07wZz2i4ao6yyHWwzVEWHESao7x3717r2LGj/frrr3bw4EG3mBcK4YEDB7rLLr74YjdvGdSoUcPtsdy9e/cY2AshhBBC5E12aY6yEJzUOVLdGGDxjKYrtoWaNm2aa/3B6PLq1avtmWeecYt3lS1b1n7++Wf34YzTb7/9dkyRPG/e8RcI8wMsnkyuLJ5MriyeTK7yVEwZUJ7mzXhGw1Wt10LEmHiLMwZYPJlck5M52tlZPJlcWTyZXFk8mVzlqZgyoDzNm/GMhqsKZSFizI643cYAiyeTK0adGWDxZHJl8WRyZfFkcpWnYsqA8jRvxjMariqUhYgxe+L3GQMsnkyupUqVMgZYPJlcWTyZXFk8mVzlqZgyoDzNm/GMhivPsmZCZJAZa1pbscQk38dtUaEEa7zvqOVFz5Ijh1pOMHfuXGvevLn5neXLl8tTMfU9ylPF1O+w5CiTK4snk6s8+WKqEWUhhBBCCCGEECIEFcrZzNixY61EiRLmN2bMmGFxcXFub1fhL044yLFoQjQ9sdVSz5497YQTTrCiRYta/fr17c033wxe3rp1a0tKSrIiRYoETxs2bAheXrduXWNAnoopA8pTxdTvsOQokyuLJ5OrPPliqkI5An///bfbxqVSpUqWmJho1atXt7vuusttARMK9kV98cUXLZbAAQUwTgULFnS/d+nSxb777rsU1zvzzDPt33//dfsLC3+xK4FjheZoeh45csQqVqxo33zzjdtaCQeg7r33Xps6dWrwOk899ZTbksk74f3qwXJASJ6KKQPKU8XU77DkKJMriyeTqzz5YqpCOQzsg9qsWTNbsWKFvf/++7Zy5UobMWKEffvtt3bGGWfYtm3bLBYcPnw41csef/xxVwSjT3/cuHFuRLtt27Y2ePDg4HVQ8FeoUMEV1MJf/JeP4zWJpif2J0Ze16pVy+Xs6aefbm3atLGZM2em6/abN282BuSpmDKgPFVM/Q5LjjK5sngyucqTL6YqlMO4/fbbXVGJkatWrVpZtWrVrEOHDm5k659//rGHH3442Pq5du1au/vuu4MjuqF8/fXX1qBBA9cSesEFF7hCNpQ33njDXV6gQAHXVjp8+PDgZWvWrHH39+GHHzoHXOfdd99N9UVEayqKYLiec8459vrrr1v//v3t0UcfdcVzpNZruF9yySVWsmRJV5ScdNJJ9uWXXwbv8/fff3fPG/7ly5e366+/3rZu3Rq8fMqUKXbWWWe5orx06dJ28cUX26pVq4KXHzp0yPr06eNGBeGPUfkhQ4YEL4dHjx493LLuxYoVs3PPPdcWLVoUvBz/R2GE54bLTz31VKoN0HPjmzCWngcOHHALdDVq1Ch43qBBg9xqh02bNnUHiEKJj+eIqjwVUwaUp4qp32HJUSZXFk8mV3nyxZQjs6IERotR4Pbu3du1MYeCQrRr166ueA0EAjZhwgSrUqVKcDQ3tBDet2+fPfvss/b222/bDz/8YOvWrbP77rsveDmKXhSxGPFdtmyZPfnkk66wfeutt1I85gMPPOBavnGd9u3bZ+i54Hbw/Oyzz1I9IIB5oPBbvHixa2NFUewVsShcUYCgOEVRvGnTJtfS7bF3716755573OUYbUeiXn755cGNv19++WX7/PPP7aOPPnLFOp4z2sI9Onfu7I4CffXVVzZ//nw75ZRT7LzzzguO2CPWiO8vv/ziLkcs8ufPH/G54HmgPTf0xERDghWvY+mJPMZBlTp16linTp3ceTjoggMzyMuhQ4faHXfcYZ9++mnwNugKYUCeiikDylPF1O+w5CiTK4snk6s8+WKqQjkEtFvjSzlGeiOB87dv325btmxxI1kJCQnB0VycQtuk0a6NFw8FIEZWUUx6PPbYY/bcc8+5L/1YrAg/MTI9cuTIFI/Xt2/f4HUwMpsR4FeuXDk3Oh0JFO8tW7a0hg0bWs2aNd2IMEajwbBhw1yRjAIeo934PxZSmj59uv3555/uOldccYVzq127tjVp0sRdjoJ76dKlwftHYYNRZ4wm4+c111zjLkP7LEYHx48f72KE6+HAAkanP/744+Dt0T6Ox8flKKwbN24c8bmgaMLca+9UtWpVY2JJwQRjIBaeeD/iwBUOtkycODF45BDTIPBa4+AJDiLdcsst7iCWx4IFC4wBeSqmDChPFVO/w5KjTK4snkyu8uSLqQrlVL6cZ4VChQq5uZUeKHK9HnqMxGIk7Oabb06xYi/aSENbl7PjKAmeR2pzku+88073mCiWUbj/9ttvKdqeURSH+qFgBZ4jDiqg8EWRjdZob7QYBS7o1q2bLVy40OrVq+ceK3QRJtw/Fl9Cy3boY/z111/B+8doNUYRUSxjxDA8NqE8+OCDtnPnzuAJi7ExcYRjinLUPZG/6Hz4+eefXf6ktRBdeOtNWnP6/YQ8FVMGlKeKqd9hyVEmVxZPJld58sU0X47eOxkYHUVhiVZntBGHg/MxpxfzatMivEUY9+kV3ygQwahRo6xFixYprocR6lAwdzizYIVujHxjNDoSKEIxEvfFF1+4IgSjshjlRgsrHDF/Ge3Y4Xgj27gcI8V4HlhtGC3XJ598spubDDCSjsIXrdWY3422bRS9GDHG/eN+MG86HG9rrQEDBti1117r/HAfKOY/+OCDiK8LtgnCiZUSR7N2YCa3eqITY9asWW4Fd7zvPDA1YPbs2cEtopBH6OBALnrgIAwD8lRMGVCeKqZ+hyVHmVxZPJlc5ckXUxXKYcE+//zz3cJaaIUOnae8ceNGN8/2hhtuCI7SYtGvo0czNm8TC2OhsMTq2piHm1O89NJLbpStY8eOqV4HLcq33nqrO2FUFoUGCmUUuZ988okbJc6XL1/EIhytsLj+2Wef7c6LtBoxRpqvuuoqd7ryyivdomaYg4z7Rzxx36HzliPtjYYTXguMXo8ZMyZiocxOmcMc+yhH0xOLzeF9iEIYB2Q8rrvuOnviiSds4MCBdvXVV7vzkEPPP/+8a8/3wLQDBuSpmDKgPFVM/Q5LjjK5sngyucqTL6ZqvQ4D83OxOBRGW7HQFdp4sZgVCujKlSun2HIJX9BxHayGHboi9PHAl3yM4GLBK8z5xdxeFIH4sp8Zdu/e7QpPuMKnV69erq0arhgljwTmP2PhMoz6/vrrr67V2pubjXZXFLQoTrGYFtqecd2bbrrJHRjA6B4OKmB1bWyfhRE/tEqHgueC7bX++OMP9xwxHxnzuL2tqzDHFEU8RrMxjxojhFhRHIuD7d+/340mYqQQBRNGFeGR2txxdlYW4JijHE1PFMfowsBq16F7JWPkGB0daMf2Fm7DtAHsex7e/cGAPBVTBpSniqnfYclRJlcWTyZXefLFVIVyGFg4CsUa5t6iXRhzjVF4YquiOXPmuEWyPLDiNYo8XOd47djhbc/YHgrFMRbTwhZQY8eOTbVN+nhgBW20MqMoxjZOmKeLxcP69euX6m1Q8KIgRvGJkV6M3HpbVGHEG8UprtOuXTvniMIaRS5GqXFCGzRWo0a7NUZ8n3nmmRT3j0XOnn76aTfP+rTTTnNxwvZTuC1G5PF/LB6G4huPjdFBFMUYcUcLOkatMXqPy/A6YKsqHGAQQgghhBBCiJwmLpDVlauE8BkYZcTCT2u69bViif6fu7wjIY5innJOeJYcOdRyAnREhB7U8ivyVEwZUJ4qpn6HJUeZXFk8mVzlGbuYerUBBhMxNTS9aERZiBizL4Fj2WsWz9BF8/yOPBVTBpSniqnfYclRJlcWTyZXefLFVIt5iVxLtxJNLF9SIfM7FRO22b9H/X8kdHCn6layeXNjAHP2q1WrZn5HnoopA8pTxdTvsOQokyuLJ5OrPPliqhFlIYQQQgghhBAiBM1RFrkObx5C675jKUaUzTDv1/9tzVOHXBncGs0DK8RjhXLslY2V37Ey/P333x9chRqvBbYfmzx5sttuDdft379/jrti6YVwVz8iT8WUAeWpYup3WHKUyZXFk8lVnrGLqeYoC0FKuYSdxgC2YQrnyJEjbsV1FMr4EMLq7ffee6/b9gtgX24stLBu3Tr78ccf3d7b48aNi4mrH5GnYsqA8lQx9TssOcrkyuLJ5CpPvpiq9VqIGJNgycYARo/DKVy4sNsmDVuk4Yje6aef7rZSmzlzpu3bt89tI4Y9vbG1GLb6QuE8evTomLj6EXkqpgwoTxVTv8OSo0yuLJ5MrvLki6kKZSFizIFAfmOgZMmSx73OgQMHbO7cudaoUSNbvny5HTp0yJo0aRK8HP+PxhHV9Lj6AXkqpgwoTxVTv8OSo0yuLJ5MrvLki6kKZSFizO7kgsZApUqVjjtPpEePHlanTh3r1KmTW7IfI8758v3f4voYWd69e3fMXf2CPBVTBpSniqnfYclRJlcWTyZXefLFVIWyEDGmbMIuY2DJkiVpFsm9e/d2o8gTJ060+Ph4K1KkiGu/xjxmD2z0XrRo0Zi6+gl5KqYMKE8VU7/DkqNMriyeTK7y5IupCmUhRJZAkXz77bfbzz//7BbxworjoF69epY/f35btGhR8LoLFy60hg0bKuJCCCGEEMLXqFAWIsbsSC5sDNSsWTPi+djyadasWTZt2rQUc0UKFSpkV111ldsOCiPJK1assFdeecW1Z8fK1W/IUzFlQHmqmPodlhxlcmXxZHKVJ19MVSgLEWMS7KgxgIW6wlm7dq0NHz7ctVxXr17dtVvjhL2TwbBhw9wIc5UqVaxly5Z288032w033BATVz8iT8WUAeWpYup3WHKUyZXFk8lVnnwxVaEsRIwpGs/xAb9hw4ZjzkNxjNZrfFBh8S7vNGLECHd5sWLF7P3333cLeG3evNkeffTRmLn6EXkqpgwoTxVTv8OSo0yuLJ5MrvLki6kKZSGEEEIIIYQQIoS4AIaDhMhF7Nq1y7X7tu471vIlFTK/E2cBC1ic+Z0pgztZQkKCMXD06FEKV3kqpgwoTxVTv8OSo0yuLJ5MrvKMXUy92gBr5qDbMb1oRFmIGFOaZHuopUuXGgssrvJUTBlQniqmfoclR5lcWTyZXOXJF9N8OXrvQsSQzwZenqGjRrFi7ty51rx5c2PwZGH//v3GgDwVUwaUp4qp32HJUSZXFk8mV3nyxVQjykLEGIZinsmTyVWeiikDylPF1O+w5CiTK4snk6s8+WKqOcoi15HZeQixPBpWsGBB8zssnkyu8lRMGVCeKqZ+hyVHmVxZPJlc5Rm7mGqOshCkLF682Bhg8WRyladiyoDyVDH1Oyw5yuTK4snkKk++mKr1WgghhBBCCCGECEGFshAxpnr16sYAiyeTqzwVUwaUp4qp32HJUSZXFk8mV3nyxVSFshA+2AOOARZPJld5KqYMKE8VU7/DkqNMriyeTK7y5IupCmUhYsz69euNARZPJld5KqYMKE8VU7/DkqNMriyeTK7y5IupCmUhhBBCCCGEECIEbQ8lch1s20MdOnTIEhMTze+weDK5ylMxZUB5qpj6HZYcZXJl8WRylWfsYqrtoYQgZcWKFcYAiyeTqzwVUwaUp4qp32HJUSZXFk8mV3nyxTRfjt67EDGk8QutLL5Agu9fg3pHatjyyWvM77B45pTrqn7zLLvZu3evMcDiyeTK4snkyuLJ5CpPxZQB5WnejGc0XDVHWYgYsz/uoDHA4snkWqRIEWOAxZPJlcWTyZXFk8lVnoopA8rTvBnPaLiqUBYixmyI32wMsHhG2/WOO+6wqlWruvnwlStXtr59+7o5M6B169aWlJTkPsi904YNG4K3rV27tjHA4snkyuLJ5MriyeQqT8WUAeVp3oxnNFxVKAsRY2odrWoMsHhG27V37972xx9/uIUiFi1a5E5PP/108PKnnnrK9uzZEzxVqlQpeNnChQuNARZPJlcWTyZXFk8mV3kqpgwoT/NmPKPhqjnKQgiRBRo0aBD8fyAQsPj4eJoFO4QQQgghRGQ0oixEjNkSv80YYPGMhevQoUNdW3W5cuXciDLasT0GDRpkpUqVsqZNm9q4ceNS3A4t2wyweDK5sngyubJ4MrnKUzFlQHmaN+MZDVcVykLEmGQLGAMsnrFwfeCBB1xb9dKlS+3WW2+1ChUquPOHDBliq1atsk2bNrliGgX0p59+GrwdRp8ZYPFkcmXxZHJl8WRyladiyoDyNG/GMxquPJEQIpdSPrm0McDiGUtXtGE3btzYunXr5n4/44wzrHjx4pY/f35r37693XLLLfbhhx8Gr7927VpjgMWTyZXFk8mVxZPJVZ6KKQPK07wZz2i4qlAWQohs5PDhw6nOUWY6SiuEEEIIkZeJC2D1GSFyEVh9GKN4NQY0sfgCCeZ38gfy2eG4I+Z3WDxzynVVv3nHnId26/Hjx9vll1/ucu7333+3q666ys466yy38vXs2bODW0TNmDHDrrjiChs1apR17tzZ3f7AgQNWoEAB8zssnkyuLJ5MriyeTK7yVEwZUJ7mzXhmxNWrDXbu3Om280wvGt4QIsZUSC5jDLB4RtM1Li7O3nvvPatVq5YVLVrULrvsMrvooovsxRdfdCPLAwcOdPOVS5YsaXfffbc9//zzwSIZrFmzxhhg8WRyZfFkcmXxZHKVp2LKgPI0b8YzGq7aHkqIGFMowHHUjsUzmq6FCxe2adOmRXYoVMh+/vnn4x7hZIDFk8mVxZPJlcWTyVWeiikDytO8Gc9ouGpEWYgYczDukDHA4snkimKaARZPJlcWTyZXFk8mV3kqpgwoT/NmPKPhqjnKItfBNkc5PhBvyXHJ5ndYPHPKNdIc5axy5MgRy5fP/409LJ5MriyeTK4snkyu8lRMGVCe5s14ZsRVc5SFIKXO0WrGAIsnk+uvv/5qDLB4MrmyeDK5sngyucpTMWVAeZo34xkNV47DBUJkghlrWluxxCTfx25RoQRrvK+2+Y2SI4em+H3u3LnWvHlzY4DJVQghhBBC+A/NURYixlQ4zNHOXLlyZWOBxVWeiikDylPF1O+w5CiTK4snk6s8+WLq+0K5Ro0abquV0O1YJk6caLkF7K2K57Rjxw5fxVlEj3wkO5knJia6n8OGDbNmzZq5vYE7duyY4jrz5893ewhjj7qaNWvauHHjYurqd+SpmDKgPFVM/Q5LjjK5sngyucqTL6YZLpQ3btxod9xxh/sSjC/KVatWtUsuucS+/fZbiwb//vuvdejQISqPxc6AAQNcEY4TJrqXKVPGzjnnHFcQHzx4MMV1f/nlF+vVq1fMXPMy6xN9f7zK8ddff7mflSpVskceecR69uyZ4nIc7Lnwwgvtuuuus+3bt9v777/vPitmzpwZM1e/I0/FlAHlqWLqd1hylMmVxZPJVZ58MY3P6KbOp556qn333Xf2zDPP2OLFi23KlCnWpk0bu/322zMtcfToUUtOTl/7aYUKFVyBLv6PQ4dS3wrnpJNOcgcX1q1bZ9OnT7fOnTvbkCFD7Mwzz7Tdu3cHr1e2bFmq5eBF7OjUqZMbScaBl1Bmz57t3pu33nqrJSQkWIsWLdx133jjjZi5CiGEEEIIkeOFcu/evd3oJBbKueKKK6xu3bquELvnnnvsp59+Cl7v+eeft4YNG1rhwoXdiDNut2fPnuDlY8eOtRIlStjnn39uJ554ovtyjUJu8+bNbnS6YMGCdsIJJ9i77757jEN46zWK9XPPPdfdpnTp0m5U1HusqVOnWoECBY5pa77rrrvcbcB///1n11xzjetxR6EIb4yEhfLxxx+7873HaNu2re3duzd4+ZtvvunigOdRsWJF69OnT/DAAnwXLlwYvC5ccB5ariORHp/WrVu7x+jbt68rVtq3b5/qa4aRZBxcwCgg7gsjfN9//739/vvv9tRTT0VsvQ4EAm40ulq1au454bZ33nln8LoYjb7vvvucI15jFEShzyc7YoriqkGDBu71q1+/vg0fPtxyK3X3HzUGTj755DQvx8Eu5E74eb/99pv5zdUvyFMxZUB5qpj6HZYcZXJl8WRylSdfTNNdKG/bts2NHmPkGMVROCh8g3caH28vv/yyLVmyxN566y03An3//fenuP6+fftcoYaCCNcrV66cdevWzf7++2838olCCsURiufUQGGFIrFkyZKudXj8+PH2zTffBAvV8847z3l98sknKUavP/zwQ+vatav7/cCBA26U/IsvvnDFIwrt66+/3h0MABiNRdHXvXt3W7ZsmSsIMUrmFQSvvfaaiwluh6IdxX/t2plfwfh4Ph6IK/ryZ82aZSNGjMjQY6DwRPv6hAkTIl6OeL3wwgs2cuRIW7FihTswgaLWA/GdM2eOffDBB64Iwij1BRdc4K6bHTHFAZJHH33UBg8e7C5/8sknrX///u45RwKFO/ZHCz0xsZGk9Xr9+vVpXn7GGWe49yTmMB8+fNjl5qeffhqT1+N4rn5BnoopA8pTxdTvsOQokyuLJ5OrPPlimu7toVauXOkKGRRZxwMjnaEjlYMGDXLtmKGjgvgijd8bN27sfv/zzz/tq6++csXUaaed5s4bPXq0G1VMjffee88VZVgwyCve8SUdo9IowsuXL29XX321u97NN9/sLsdcaozqYkQcYNQTo6MeGHH9+uuv7aOPPnLby6Cow2bWKOSqV6/urhNaNOK53XvvvW6U2sPzzwzH8/GoU6eOPf3005l+HLyOGHGPBEb3MQqNUd78+fO7kWXvsXHZmDFj3E+MNAP44iAKzkdRm9WYPvbYY/bcc8+5ywG6C5YuXeoK9xtvvPEYX7SSDxw40FjZlRBnDBxvwTl0BkyaNMn+97//udcQ3SI33XRTim6TaBHrxfHSizwVUwaUp4qp32HJUSZXFk8mV3nyxTTdhXJ4S2VaYFQXxcsff/zhRpNQFKGgxSiyNw8Wo6GNGjUK3gYjh2gTxkhkaDEXOlIdDm6DQjt0hLtly5au3XP58uWuUMbI8emnn24bNmxwhR1GKy+66KLg/WKEGcUdirh//vnHzffFCKXnifvHyDQKOYxet2vXzq688ko3io3RbtwvLs8ujufjERqnzIDXEy3gkcAIMdqwsWAbRoqxQBMOPuD1wag5HNF2HwocUShlNaYYkVy1apU7sBG6WBRyqHjx4hF9H3zwQdf+74GcQ8s/C0kkq16jDf544P2HucoeV111lbVq1cr86OoH5KmYMqA8VUz9DkuOMrmyeDK5ypMvpukulDGCicIKxW9aYF7uxRdfbLfddptrnS1VqpRb9RaFDwomr1jC3NTUCrXsBKO7tWrVcm3CcEIrKOZIe2BRspdeeskVht68aoyIewtkYVGiadOmuS//GIF95ZVX7OGHH7aff/75mMWMwkELevhBBoykp8XxfDwitb9nBBxkwEhtJFBk4kADDnjguWOOObwwtxnzvxETbAOEn6EUKVIkyzH18mPUqFFu7nMo4Y/ngXnUzAu8sc1RxkEL74SDUjgIhlzHwa8FCxa4kWSc/84777i2epwXK1e/I0/FlAHlqWLqd1hylMmVxZPJVZ65eI4yCl6M/r366qspFl0KH/pGAYUvyWidxUguRh4x6no8MHqML964vQeKtbSG1NGWvWjRohQ+mBeJL+316tULnodRZYwkoy0Ul2FEOfT6l112mdvSBiOdGEVFG3goKOgxUob2XnzpR0GAgrto0aKutTy1rbGwkjRAq7FH6MJekUiPT1bBwQ60Snvt55HAgQyMImOuOYodzEnGaHLTpk3diDFG0zEXO/SEdu2sxhRdABj5X7169TH3n1phz87iQpEPAPiNefPmBacbID9wIAzvKfwfXQEA+YLXELmPNQOwPoHXoh8LV78jT8WUAeWpYup3WHKUyZXFk8lVnnwxzdAqQiiSUSRhnikWfMLiTRiZxJdjLOQDUNBg1BSjhCh23n777XQtNoXCFm2+t9xyixtZRMHco0cP9yU8NVAAY8gd81axaBQWAcN8WCwchS/rodf79ddf3Rd7tPiGjj5ipNwb3cRzweNv2rQpeDlc0EaMFwLzcrEA1pYtW4Jzp7E6NA4KIAaIBx4Hzx3AHQcLhg4d6u4bI7LYfzYtjueTUXDwAXtf42AFCl24oRW2SZMmbi5pJDDijvnhiCleQ4wM4rlgPjEOfCCeN9xwg4sF9i/DvHK02mPxruyIKYpn3B9iigIb3pj/jNXURexBzqNLIvTkrXqO1wkHt9B5gG4BrAYvhBBCCCEEGxkqlDEyiEIQ+yZjASsMd59//vluRBWrPwOMIKKgwWJauBwjuSh60gO+ZGP0CYUcFnLCaslYDTs10KaLRaKwIjdarFEEY+4rFvQKBcU7inus0Oytdu2BwvWUU05xo+XYdgmjotgj1qNYsWL2ww8/uHm6KBJxfRTGWDUaoEhHizEWJkNRgLZzb/Vnb+soFKuYU4z2Y4zGpcXxfDIKVhTHllVYkAv3h3nDmNP7448/Blulw8H8bbQ+Y8QX88jRgo2RQ28OMl4nFMrIARzggB9WHcdjZEdMcYAEq6HjcdC6jXxA8Z5bR5TLHeaYpIw8YoHFVZ6KKQPKU8XU77DkKJMriyeTqzz5YhoXyMgqXUIQgMW8sPDXmm59rVii/+cu70iIsxJH/fc2LDlyaIrfsT+2d7DE77C4ylMxZUB5qpj6HZYcZXJl8WRylWfsYurVBjt37nQDdtm+mJcQbHQr0cTyJaVcLdyPVEzYZv8eLZXq5dOGdjY/gNXIGf4QMbnKUzFlQHmqmPodlhxlcmXxZHKVJ19MM9R6LYQQQgghhBBC5HbUei1yHV57Reu+YylGlPPbETucRnOHX0aUsUBXavPa/QaLqzwVUwaUp4qp32HJUSZXFk8mV3nGLqaZbb3WiLIQMaZw/IFM3Q6L1jVr1syt4h66WBq27sKidVWqVHEfBtjS6/PPP8+yJ1ZPZ4HFVZ6KKQPKU8XU77DkKJMriyeTqzz5YqpCWYgYUzDuUKZuhxXisWJ4z549jzm6huL4p59+cls1Pf7443bNNdfY0qVLs+SJ1eVZYHGVp2LKgPJUMfU7LDnK5MriyeQqT76YajEvIWLM0Uwer8IWamDhwoW2fv36FNu43XfffcHfL7nkEreNFwrnE088MdOe+fPnNxZYXOWpmDKgPFVM/Q5LjjK5sngyucqTL6aaoyxyHWxzlI/H8eYoDxgwwBXLEydOjHg5WrGrV6/u9s5Gq7YQQgghhBB5hV2aoywEJxUScq5t5NChQ3b11Vdbly5dslwk//LLL8YCi6s8FVMGlKeKqd9hyVEmVxZPJld58sVUc5SFiDFxOVgkX3nllVaoUCEbNWpUlu8vEAgYCyyu8lRMGVCeKqZ+hyVHmVxZPJlc5ckXU81RFiLG7A0k5UiR3LlzZ/fzs88+s8TExCzfZ/ny5Y0FFld5KqYMKE8VU7/DkqNMriyeTK7y5IupCmUhYszBQOYWIjhy5EjwlJycbAcOHLD4+HiLi4tzrdZ79+61yZMnu+2jsoOM7DsXa1hc5amYMqA8VUz9DkuOMrmyeDK5ypMvpmq9FiLGlIrfk6nbDRo0yAoWLGiDBw+2SZMmuf+3a9fOZs+e7UaRZ82aZWXKlHEbseP05JNPZslzxYoVxgKLqzwVUwaUp4qp32HJUSZXFk8mV3nyxVQjykKQgtWucWKeByOEEEIIIYQf0YiyEDHmv+SixgD2YmaBxVWeiikDylPF1O+w5CiTK4snk6s8+WKqQlmIGFMw7qAx8N9//xkLLK7yVEwZUJ4qpn6HJUeZXFk8mVzlyRdTtV6LXMtnAy+nWDhh7ty51rx5c/M7W7dutZo1axoDLK7yVEwZUJ4qpn6HJUeZXFk8mVzlyRdTjSgLEWMSEhKMARZPJld5KqYMKE8VU7/DkqNMriyeTK7y5ItpXECr/ohcxq5du6x48eK2c+dOihFlIYQQQgghhL9qA40oCxFj5s+fbwyweDK5ylMxZUB5qpj6HZYcZXJl8WRylSdfTFUoCxFjjh49agyweDK5ylMxZUB5qpj6HZYcZXJl8WRylSdfTFUoCxFjypQpYwyweDK5ylMxZUB5qpj6HZYcZXJl8WRylSdfTFUoCxFjSpcubQyweDK5ylMxZUB5qpj6HZYcZXJl8WRylSdfTFUoCxFjli9fbgyweDK5ylMxZUB5qpj6HZYcZXJl8WRylSdfTFUoCyGEEEIIIYQQIahQFiLG1KlTxxhg8WRyladiyoDyVDH1Oyw5yuTK4snkKk++mKpQFsIHe7sxwOLJ5CpPxZQB5ali6ndYcpTJlcWTyVWefDHNl6P3LkQMafxCK4svkOD716DekRq2PN+aqD7mqn7zMnybTZs2WfXq1Y0BFld5KqYMKE8VU7/DkqNMriyeTK7y5IupRpSFiDkBYyAuLs5YYHGVp2LKgPJUMfU7LDnK5MriyeQqT76YxgUCAY5v6UJkoA2jePHiVmNAE4oR5ViQmRFlIYQQQgghWGuDnTt3WrFixdJ9O40oCxFjah2pan5h2LBh1qxZM0tKSrKOHTsGz1+3bp0VKlTIihQpEjzly5fPLr30UvMjCxYsMAbkqZgyoDxVTP0OS44yubJ4MrnKky+mKpSFiDH5zD+j3pUqVbJHHnnEevbsmeL8atWq2YwZM2zPnj3utG3bNitRooRdffXV5kcOHz5sDMhTMWVAeaqY+h2WHGVyZfFkcpUnX0y1mJcQMWZ33F7zC506dXI/Fy5caOvXr09xWalSpYL/nzhxoiUnJwev7zdCXf2MPBVTBpSniqnfYclRJlcWTyZXefLFVCPKQsSYbfEc2xpUqFAh+P/Ro0db165drUCBAuZ3Vz8jT8WUAeWpYup3WHKUyZXFk8lVnnwxVaEsRIypfrSiMbB06VL3c+3atfbNN99Yjx49zO+ufkeeiikDylPF1O+w5CiTK4snk6s8+WKqQlkIkSHGjBljTZs2tcaNGytyQgghhBAiV6JCWYgYsyF+izFQq1YtNy8ZhbKfR5M9VwbkqZgyoDxVTP0OS44yubJ4MrnKky+mKpSFiDEFLNH8wpEjR+zAgQPuJ4pi/P/QoUPusn379tm0adNs69atds0115ifgSsD8lRMGVCeKqZ+hyVHmVxZPJlc5ckXUxXKQsSYUsnFzS8MGjTIChYsaIMHD7ZJkya5/7dr185d9u+//7pFvK688kq3abufgSsD8lRMGVCeKqZ+hyVHmVxZPJlc5ckXU20PJYQIMmDAAHdKjY8++kjREkIIIYQQuZ64QCAQiLWEENnJrl273IhnjQFNLL5Agu+DGxcwC8RF9zFX9ZuX4dugFTs+nqMJhcVVnoopA8pTxdTvsOQokyuLJ5OrPGMXU6822LlzpxUrVizd9+//rBIil1MjubIx8PvvvxsLLK7yVEwZUJ4qpn6HJUeZXFk8mVzlyRdTtV6LXMuMNa2tWGKS+Z1FhRKs8b4G5newsBcLLK7yVEwZUJ4qpn6HJUeZXFk8mVzlyRdTjSgLEWOKHeWY/VCiRAljgcVVnoopA8pTxdTvsOQokyuLJ5OrPPliqkJZiBhT4VCyMVClShVjgcVVnoopA8pTxdTvsOQokyuLJ5OrPPlimqsL5Ro1atiLL75ofiYuLs4mTpwY1cecMWOGe9wdO3Zk232uWbPG3efChQuz7T7zCn8W9M+CY8OGDbNmzZpZUlKSdezYMXj+unXrrEyZMlakSJHgKV++fHbppZeaH9E8oLwZTyZXFk8mVxZPJld5KqYMKE/zZjyj4eq7Qrl169bWt2/fY84fO3ZshofXf/nlF+vVq1dMC0gPbLnTpEmTiPt/dejQwdgPMlStWtU9l5NPPjlHvUTOUqlSJXvkkUesZ8+eKc6vVq2ae3/s2bPHnbZt2+bej1dffbVeEiGEEEIIkevI1Yt5lS1b1vxOhQoVLDeQkJCQ5edy6NAhS0xMtLxGFR+1Xnfq1Mn9RGfA+vXrU1x2wgknBP+PLggsye9d32+EuvoZeSqmDChPFVO/w5KjTK4snkyu8uSLqe9GlNNLt27dXGvos88+axUrVrTSpUvb7bffbocPH051VBSjxW+88YZdfvnlVqhQIatTp459/vnnwdbhNm3auP+XLFnSXRePAVAQDBkyxL0YBQsWtMaNG9vHH398zEj0t99+69pWcd9nnnmmLV++PDgaPnDgQFu0aJG7Hk44L1Lr9eLFi+3cc891j4PnhBFxjOBl5Hm//fbbzqNo0aKueL322mtt8+bNWYp3WrGL1HodqQMAzxPXCR9lx/0itgUKFLBx48a553Tw4MEUt8Vzvv766y03ciTKeyhn5UCGx+jRo61r167uNfO7q5+Rp2LKgPJUMfU7LDnK5MriyeQqT76Y0hbKYPr06bZq1Sr386233nLFmVeApgYK1i5duthvv/1mF154ofuyjzZStA5/8skn7joocNFG/NJLL7nfUSSjgBsxYoQtWbLE7r77brvuuuvs+++/T3HfDz/8sD333HM2b948N3+ze/fu7vyrrrrK7r33XjvppJPc/eKE88LZu3evtW/f3hXqaBsfP368ffPNN9anT58MPW8UzU888YQrzFGcooj1iv6skFrsssLKlStd3CdMmOCK7M6dO9vRo0dTFOEo8r/44otgPMNBUY2NxENPTGzMz/E2/Oeff9zPtWvXurzs0aOH+d3V78hTMWVAeaqY+h2WHGVyZfFkcpUnX0w5vqGnAgpKLD5Uv359u/jii+2iiy5yo7ppgYLxmmuusdq1a9uTTz7pRmvnzp3rWodLlSrlrlOuXDk3Elu8eHFXhOF6b775pitia9as6e4DhfLIkSNT3PfgwYOtVatWduKJJ9oDDzxgs2fPdvt7YXTYW/wI94sTzgvnvffec9dHUY65vhhZxvPDCPGmTZvS/bxRUGLeM1xPP/10e/nll+2rr75KMTKdGVKLXVaPBOH5Nm3a1Bo1auTighHwMWPGBK/zzjvvuDmymL8eCRzIwGvlnXDQQ+QceG3weqGzQgghhBBCiNwIdaGMEVoUuB5oRT5eizGKMY/ChQtbsWLF0rwNRjz37dtn559/fooVf1HcYVQ3tfuGC8hIy/OyZctc8QEvj5YtW7rWb6+NOz3Pe/78+XbJJZe44hLt1yjevZWLs0JGY5ceqlevfsxcciwkNXXq1OBRIoyWo0gPbdsO5cEHH7SdO3cGT3///bcxcdK+o8bAKaec4nIRhbKfR5M9VwbkqZgyoDxVTP0OS44yubJ4MrnKky+mviuUUXyh2AkHK1FjtDCU/Pnzp/gdhRS+yKdFRm/jjcKi9Retwd5p6dKlKeYph9+3V9QdzyczpPUcvPZtxPHdd991LdyffvpptvTxZyR28fHxFggEUpwXOo/aI/SggIc3WomDESj60e6eVus4tjLC8w09MbG6gH+2hzpy5IjrasBPvLb4v5c3f/zxh02bNs22bt3qOgv8DFwZkKdiyoDyVDH1Oyw5yuTK4snkKk++mPpu1et69eq50cRwfv31V6tbt26OPra34jLmyHqgjRqFGEZjvZHZzN536P1GokGDBm70FMWuV0DOmjXLFZ2IS3oT5r///rOhQ4cGW5AxZzraYJR49+7dKZ5LRvZYxoglFmLDqHLbtm1zdTv1fh8drho0aJCbi+6BVnjkPRasQ2cFFvG68sorjzlo5TfgyoA8FVMGlKeKqd9hyVEmVxZPJld58sXUR1/R/x+33Xab/fnnn3bnnXe6RaPQcvz888/b+++/7xbEyknQBoxR0smTJ9uWLVvcaDJal++77z63gBcWzkK7NYr2V155xf2eXrAC919//eWKRYzIha/qDLxVhG+88Ua3gTYW67rjjjvcas/ly5dP1+Og3RpFOfxWr17tFsXCwl7RpkWLFm517IceesjFDPOvj7fQWiiYp4ztiUaNGpXqIl65hSLJKUfeYwlWIkcnQOgJRTLASP1HH32UobyPFSxdBfJUTBlQniqmfoclR5lcWTyZXOXJF1PfFcpYgOqHH35wI6MYSUTBhS/nWAH6ggsuyNHHrly5shtNw0JcKEy91aZRaPbv398tGoVRX3igFTsje3ddccUV7nbYggqjrSj8w0Fh+fXXX7uVpE877TQ3cnfeeee5hbvSC+4bBSnihdFwjCxjK6log4XRsAjXl19+aQ0bNnTPF0VYesGIJWKG+eDYGio3U+Wgf/ZRPt7BHhZYXOWpmDKgPFVM/Q5LjjK5sngyucqTL6ZxgfCJpEJkAoz8YxXuFStWuFWxswMcJMDCZVi1OyNgeygU2mu69bViiUnmdxYVSrDGUV7Qq+TIoRm+DVY4b968uTHA4ipPxZQB5ali6ndYcpTJlcWTyVWesYupVxtgHayMjEL7bo6y4AMj4FjYDImXHXOJt2/f7tp9cRo+fHim76dbiSaWL6mQ+Y1pQzun+L3Q3LlWkuADXgghhBBCiLyCCmWRZW6++Wa3OvVrr73mFj7LKlj1GsXyU089le5FzJjB3HgGWDyZXOWpmDKgPFVM/Q5LjjK5sngyucqTL6YqlEWW8bafyi7WrFljeYmc2EIsL3syucpTMWVAeaqY+h2WHGVyZfFkcpUnX0x9t5iXEHmNv//+2/3E6uAdOnSwkiVLuoXlnn76afOjJwMsrvJUTBlQniqmfoclR5lcWTyZXOXJF1MVykL4AOyxfemll9opp5ximzdvtu+++86tdo5ttYQQQgghhBDRRatei1yHt7Jd675jKRbzOnTokK1cudIaNWrkNk7HPtgAW5VhL21vH+NYA0/Pze+wuMpTMWVAeaqY+h2WHGVyZfFkcpVn7GKa2VWvNaIsRIxBkezNsQjdrQ3n/fbbb+YnTxZYXOWpmDKgPFVM/Q5LjjK5sngyucqTL6YqlIWIMXv27HGre2PT9EcffdQOHjxoS5YssTfffNMdAfOTJwssrvJUTBlQniqmfoclR5lcWTyZXOXJF1MVykLEmMKFC1v+/Pnts88+swULFriFvLp27Wo33XSTlS5d2vzkyQKLqzwVUwaUp4qp32HJUSZXFk8mV3nyxVRzlEWug3GOcqT5Ff369bO//vrLPvroI/MDLHNrmFzlqZgyoDxVTP0OS44yubJ4MrnKM/vRHGUhcjkLFy50PzEfee/eve5NP2HCBNd6/cgjj5jfPBlgcZWnYsqA8lQx9TssOcrkyuLJ5CpPvpjmy9F7F0KkG4wcv/baa3bgwAFr3LixTZw40a2ELYQQQgghhIguKpSFiDFVqlRxPwcNGuROfvdkgMVVnoopA8pTxdTvsOQokyuLJ5OrPPliqsW8hIgxCQkJxgCLJ5OrPBVTBpSniqnfYclRJlcWTyZXefLFVIWyEDFm7dq1xgCLJ5OrPBVTBpSniqnfYclRJlcWTyZXefLFVK3XItfy2cDLrVixYrHWEEIIIYQQQpCh7aFErt0eaufOnRSF8v79+61gwYLmd1g8mVzlqZgyoDxVTP0OS44yubJ4MrnKM3YxzWxtoNZrIWKMWnEUU7/DkqNMriyeTK4snkyu8lRMGVCe5s14RsNVhbIQMQZHuRhg8WRyladiyoDyVDH1Oyw5yuTK4snkKk++mKpQFiLGMLQLMXkyucpTMWVAeaqY+h2WHGVyZfFkcpUnX0w1R1nkOtjmKB89epRiywAWTyZXeSqmDChPFVO/w5KjTK4snkyu8oxdTDVHWQhS5s+fbwyweDK5ylMxZUB5qpj6HZYcZXJl8WRylSdfTNV6LYQQQgghhBBChKBCWYgYU6lSJWOAxZPJVZ6KKQPKU8XU77DkKJMriyeTqzz5YqpCWYgYU6BAAWOAxZPJVZ6KKQPKU8XU77DkKJMriyeTqzz5YqpCWYgYs3r1amOAxZPJVZ6KKQPKU8XU77DkKJMriyeTqzz5YpovR+9diBjS+IVWFl8g86sgruo3L1t9hBBCCCGEEBxoeyiR6/CWgK8xoAlFobx3714rXLiw+R0WTyZXeSqmDChPFVO/w5KjTK4snkyu8oxdTLU9lBBRZv/+/Va7dm0rUaJElu5nw4YNxgCLJ5OrPBVTBpSniqnfYclRJlcWTyZXefLFVHOUhcgkjz76qFWvXj3L8du+fTvFa8DiyeQqT8WUAeWpYup3WHKUyZXFk8lVnnwxVaEsRCY3OJ8yZYr169cvy/FLSkqieA1YPJlc5amYMqA8VUz9DkuOMrmyeDK5ypMvppqjLHIdOT1H+ciRI9a8eXN78cUXLTk52Tp27Gg7duzI9OMEAgGLi4szv8PiyeQqT8WUAeWpYup3WHKUyZXFk8lVnrGLqeYoCxElnnnmGWvatKmdc8452XJ/v/zyizHA4snkKk/FlAHlqWLqd1hylMmVxZPJVZ58MdX2UEJkgJUrV9qIESNswYIFipsQQgghhBC5FBXKQmSAmTNn2qZNm6xu3bru98OHD9vu3butTJky9sUXX1iLFi0yHM8KFSpQvAYsnkyu8lRMGVCeKqZ+hyVHmVxZPJlc5ckXUxXKQmSALl26WNu2bYO/z5kzx3r06GELFy60cuXKZSqWRYoUoXgNWDyZXOWpmDKgPFVM/Q5LjjK5sngyucqTL6Za9VqIDFCoUCGrUqVK8FS2bFm3iAD+n5iYmOl2bgZYPJlc5amYMqA8VUz9DkuOMrmyeDK5ypMvpiqUhcgCrVu3ztKK10IIIYQQQgj/oe2hRK4jp7eHym4wx7lo0aLmd1g8mVzlqZgyoDxVTP0OS44yubJ4MrnKM3Yx1fZQQpCyefNmY4DFk8lVnoopA8pTxdTvsOQokyuLJ5OrPPliqtZrIWLMf//9ZwyweDK5ylMxZUB5qpj6HZYcZXJl8WRylSdfTLXqtci1zFjT2oolJmX69ttveeC41yk5cqhllfz58xsDLJ5MrvJUTBlQniqmfoclR5lcWTyZXOXJF1PNURa5Dm8ewppufbNUKKeH7CiUhRBCCCGEEDmD5iiLmNOtWzfr2LFjihWh+/bta3mVzz//3Jo0aWKFCxe2SpUq2YgRIyJeb9686CwallVYPJlc5amYMqA8VUz9DkuOMrmyeDK5ypMvppqjnIuLVuzvixP2961du7Y9/vjjduTIkag5TJgwwZ544gnLi0yZMsV69+5tL774ojuKtWTJEnfgIBLJycnGAIsnk6s8FVMGlKeKqd9hyVEmVxZPJld58sVUc5RzMRdccIGNGTPGDh48aF9++aXdfvvtrpf/wQcfjMrjlypVyvIq/fv3t0cffTRYHJcsWdKdIlGuXDljgMWTyVWeiikDylPF1O+w5CiTK4snk6s8+WKqEeVcTFJSklWoUMGqV69ut912m7Vt29a1A6Nwvu+++6xy5cquLbhFixY2Y8aM4O3Gjh1rJUqUsK+//toaNGhgRYoUcUX3v//+G7zO0aNH7Z577nHXK126tN1///0WCARSPH5463WNGjXsySeftO7du7s9z6pVq2avv/56itvMnj3btSsXKFDAmjVrZhMnTnSj4gsXLjQW9u7da/Pnz7d//vnH6tat616Dzp07p4hfKIghAyyeTK7yVEwZUJ4qpn6HJUeZXFk8mVzlyRdTFcp5iIIFC9qhQ4esT58+NmfOHPvggw/st99+c0UcCuEVK1YEr7tv3z579tln7e2337YffvjB1q1b54prj+eee84V1G+++abNnDnTtm3bZp9++ulxHXA7FMALFixwrcko4JcvX+4uQ4vyJZdcYg0bNrRff/3VtW3369fvuPeJwh+3DT3Fku3bt7uDBijyp02bZitXrnQHLa677rqI1//zzz+NARZPJld5KqYMKE8VU7/DkqNMriyeTK7y5IupCuU8AIq2b775xo0QN2rUyLVjjx8/3s4++2yrVauWK4DPOussd77H4cOH3eJTKGpPOeUUV1x/++23wcsx9xYt3J06dXKjzrguVpo+HhdeeKErkDFnGkVwmTJlbPr06e6y9957z40ejxo1yk488UTr0KGD/e9//zvufQ4ZMsQ9tneqWrWqxRKMwIM777zTjebj94EDB7rnidFmIYQQQgghhL/RHOVczOTJk12RhqIXk92vvfZau/LKK91IMFqCw0dl0ULtUahQIVdEe1SsWNE2b97s/r9z507XRoyWbY98+fK5ojq8/TocFOoeKIrRluzdL0aWcTnarj2aN29+3OeJgh1t4B4YUY5lsYw2ELSVRyJSfOrVq2cMsHgyucpTMWVAeaqY+h2WHGVyZfFkcpUnX0w1opyLadOmjZvbi5bq/fv321tvvWV79uyxhIQEN4cWl3mnZcuW2UsvvZTqBt4oao9XBKeHSPeb1RXr0NZcrFixFKdY06tXL3vllVfcPGXEHiuOn3feecHR5lDQts4AiyeTqzwVUwaUp4qp32HJUSZXFk8mV3nyxVSFci4GC3WhxRmjmxjxBU2bNnULcWEUF5eFnjC6mx7Q3owR5p9//jl4HradQvGd1aNCixcvdqPbHr/88osx8sADD7jCuHHjxm50G3O+Md87Elu2bDEGWDyZXOWpmDKgPFVM/Q5LjjK5sngyucqTL6YqlPMYaLnu2rWr3XDDDW6f47/++svmzp3r5vl+8cUX6b6fu+66y4YOHeoWrPrjjz/cvOMdO3ZkyQ2t4RhdxmgsRrgxpxoLinkjz0xg1B4Ll23dutWdMCc8tQMR8fEcb0MWTyZXeSqmDChPFVO/w5KjTK4snkyu8uSLKUdmiWwFi3ahUL733nvdKG7Hjh3dyG1q82ojgdtef/31duONN9oZZ5zhtnu6/PLLs+SFlulJkya5VnBsEfXwww+7vYhB6Lzl3AbmdjPA4snkKk/FlAHlqWLqd1hylMmVxZPJVZ58MY0LZMfEUyFyiHfffdduuukmt4AYtrdKD1jMC+3ha7r1tWKJSTn62pQcOTTL94GtsLCyuN9h8WRyladiyoDyVDH1Oyw5yuTK4snkKs/YxdSrDVBPZGQtI616LXzFuHHjrGbNmla5cmVbtGiR20KqS5cu6S6SGcH8bgZYPJlc5amYMqA8VUz9DkuOMrmyeDK5ypMvpiqUha/YuHGja7fGTywY1rlzZxs8eHCm7qtbiSaWL6mQ5SgPjM/yXZSI32M7Jqw1v+MXz2lDOx/3OqFbnfkZeSqmDChPFVO/w5KjTK4snkyu8uSLqQpl4Svuv/9+d8pL7EvO2fbwvOYJypYtawzIUzFlQHmqmPodlhxlcmXxZHKVJ19MtZiXEDGmdMJuY8DPnthSrGfPnnbCCSe4heUaNWpkb775ZvDypUuXuu26SpYs6VYfx8rq2LIr1mDFeAZYPJlcWTyZXFk8mVzlqZgyoDzNm/GMhqsKZSEEPZijglb9b775xi3Y0L9/f7cy+9SpU4Nbj2GF902bNrm9ujH//Yknnoi1thBCCCGE8CkqlIWIMduTixgDfvYsXLiwPf7441arVi235za2KmvTpo3NnDnTXb569Wq77rrrLDEx0bXpXHrppa5gjjW1a9c2Blg8mVxZPJlcWTyZXOWpmDKgPM2b8YyGqwplIWJMYtxhY4DFE2zZssXmzp3rWrDBfffd51ZU379/v1so7tNPP7VLLrkk1pq2e7d/29kZPZlcWTyZXFk8mVzlqZgyoDzNm/GMhqsKZSFiTOG4g8YAiye2hu/bt6/VqVPHOnXq5M7r0KGDG13G/GW0aFetWtW6d+8ea1XXCs4AiyeTK4snkyuLJ5OrPBVTBpSneTOe0XBVoSyEyDWgSO7du7etXbvWJk6caPHx8bZ9+3Zr27atW+wLC3ht27bNtWqjFVsIIYQQQohIxAXwzVKIXAQWcypevLi17js25/dRFr7ZRxkfZbfffrv99NNP9u2337oVrsG8efPszDPPdCtjY/4y+PHHH90o8549e6LqLoQQQgghYlMb7Ny504oVK5bu22lEWYgYUy5hhzHgd88+ffrYrFmzbNq0aW5E2aN+/fpWpEgRGz58uFsdG/NZRo0aZU2bNrVYs3DhQmOAxZPJlcWTyZXFk8lVnoopA8rTvBnPaLiqUBYixiRYsjHgZ08UxiiEly9fbtWrV3cjyCiOb731Vvdz0qRJ9v7771uZMmWsRo0atmPHDnvrrbdirW2HDh0yBlg8mVxZPJlcWTyZXOWpmDKgPM2b8YyGa74cvXchxHE5EMhPESU/e6I4Dp1FsmLFCreYl0fLli2DW0X5Ca893O+weDK5sngyubJ4MrnKUzFlQHmaN+MZDVeNKAsRY/YkFzQGWDxBpUqVjAF5KqYMKE8VU7/DkqNMriyeTK7y5IupCmUhYkyZhF3GAIsnWLJkiTEgT8WUAeWpYup3WHKUyZXFk8lVnnwxVaEshBBCCCGEEEKEoDnKItfy2cDLM7QEfKz477//rHTp0uZ3WDxBrVq1jAF5KqYMKE8VU7/DkqNMriyeTK7y5IupRpSFiDH79+83Blg8mVzlqZgyoDxVTP0OS44yubJ4MrnKky+mKpSFiDEbNmwwBlg8mVzlqZgyoDxVTP0OS44yubJ4MrnKky+mKpSFEEIIIYQQQogQ4gKhm48KkQvYtWuXFS9e3Hbu3EkxR/no0aOWkJBgfofFk8lVnoopA8pTxdTvsOQokyuLJ5OrPGMX08zWBhpRFiLGaLsAxdTvsOQokyuLJ5MriyeTqzwVUwaUp3kznkDbQwmRyzlw4IAxwOLJ5CpPxZQB5ali6ndYcpTJlcWTyVWefDHViLIQMQatIAyweDK5ylMxZUB5qpj6HZYcZXJl8WRylSdfTDVHWeQ62OYoY2n7ggULmt9h8WRyladiyoDyVDH1Oyw5yuTK4snkKs/YxVRzlIUgZfHixcYAiyeTqzwVUwaUp4qp32HJUSZXFk8mV3nyxVSt10IIIYQQQgghRAj5Qn8RIjfR+IVWFl/A/9sFFE8uYjun70n18lX95pkfqFGjhrHA4ipPxZQB5ali6ndYcpTJlcWTyVWefDHViLIQMSaf+b+YB0eOHDEWWFzlqZgyoDxVTP0OS44yubJ4MrnKky+mKpSFiDFlkktm6nbDhg2zZs2aWVJSknXs2DF4/ubNm61r165WpUoVt5hZ06ZN7fPPP8+y5/r1640FFld5KqYMKE8VU7/DkqNMriyeTK7y5IupCmUhSKlUqZI98sgj1rNnzxTn79mzxxXHP/30k+3YscMef/xxu+aaa2zp0qUxcxVCCCGEEIIJbQ8lch3eEvA1BjShmKOcEIi3o3HJmZ6jPGDAAFu4cKFNnDgx1euccsop1qdPH+vevXumPQ8fPmz58+c3Blhc5amYMqA8VUz9DkuOMrmyeDK5yjN2MdX2UEKQUiW5fI7eP1qxly1bZo0aNcrS/fz555/GAourPBVTBpSniqnfYclRJlcWTyZXefLFVK3XQsSYAoGkHLvvQ4cO2dVXX21dunRx85mzwt69e40FFld5KqYMKE8VU7/DkqNMriyeTK7y5IupCmUhYsz+uAM5ViRfeeWVVqhQIRs1alSW769o0aLGAourPBVTBpSniqnfYclRJlcWTyZXefLFVPsoCxFj/o3fmiNFcufOnd3Pzz77zBITE7N8nzVr1jQWWFzlqZgyoDxVTP0OS44yubJ4MrnKky+mGlEWIsbUPFol03vHHThwwP1MTk52/0dhjIUN0GqNdhQs8IXto7KDRYsWGQssrvJUTBlQniqmfoclR5lcWTyZXOXJF1MVykKQMmjQICtYsKANHjzYJk2a5P7frl07mz17thtFnjVrlpUpU8aKFCniTk8++WSslYUQQgghhKBArddCxJjN8dsydTtsC4VTJAKBgGU31apVMxZYXOWpmDKgPFVM/Q5LjjK5sngyucqTL6YaURZCCCGEEEIIIUJQoSxEjCmXXMoYWLdunbHA4ipPxZQB5ali6ndYcpTJlcWTyVWefDFVoSyEEEIIIYQQQoQQF8iJyYxCxJBdu3ZZ8eLFbU23vlYsMXtWfM5OSo4cmuL3gwcPZtvK1DkJiyeTqzwVUwaUp4qp32HJUSZXFk8mV3nGLqZebbBz504rVqxYuu9fI8pCxJjVq1cbAyyeTK7yVEwZUJ4qpn6HJUeZXFk8mVzlyRdTFcoiQ8yYMcPi4uJsx44d6bp+69atrW/fvmlep0aNGvbiiy/m2Vdi9+7d7ueqVausQ4cOVrJkSatcubI9/fTT5kdPBlhc5amYMqA8VUz9DkuOMrmyeDK5ypMvptoeKo+xZcsWe/TRR+2LL76wTZs2uaKscePG7ryWLVse9/Znnnmm/fvvv659IT1MmDDB8ufPnw3muZfChQvb0aNH7dJLL7WOHTva559/7o6QnX/++ValShW79tprzS+eLLC4ylMxZUB5qpj6HZYcZXJl8YyFa3Jysh06dCjDtytYsKAdOHDA/A6LZ7hrYmKixcdn7xiw5ijnMc455xz35h4yZIjVrFnTFcvffvutnXTSSa5QiwUYUcao8/FGnnPrHOXDhw/bihUrrFGjRrZv3z73RgcDBw606dOnu1F8PwBPloMeLK7yVEwZUJ4qpn6HJUeZXFk8o+2K79B//fWXK5YzCpaFQlem32HxDHdFkXzCCScEv0dnxxxljSjnIdAu/eOPP7rCq1WrVu686tWrW/Pmzd3/16xZ4xJswYIF1qRJk+BtMOqMgg1t1LhtmzZtbPv27VaiRAl3nVmzZtnDDz9sc+fOdRPqcX8ffPCBux1ug/vyWqs3b95sN998s33zzTdWoUIFGzRoUETP++67zz777DM3Sb9Zs2b2wgsvuJHv3AjiXahQIff/0LX18CH822+/mZ88vVzxOyyu8lRMGVCeKqZ+hyVHmVxZPKPpiu9o6KpMSEiwqlWrZnj0EoMh3vc9P8PiGeqK78wbNmxwr0+1atWyrdBXoZyHKFKkiDtNnDjRTj/99GxZIXDhwoV23nnnWffu3e2ll16yfPnyuaIarcSR6Natm0tkXAdH/+68805XPIfSuXNn10rx1VdfuaM/I0eOdI/x559/WqlSx+45jGIap9CjRmzUq1fPjayjBf7xxx+3lStX2ptvvkn5XIQQQgghchtHjhxxhVmlSpUyVUjiu3GBAgXM77B4hruWLVvW1Rh4nbKrw0CLeeUhUMSOHTvW3nrrLTcajDnJDz30UJZGLbHgFEZ8hw8f7kZ80cLdp08fK1OmzDHXRaGL4nfUqFGuUD/11FNt9OjRtn///uB1Zs6c6Uamx48f7+63Tp069uyzzzrfjz/+OKID2shRUHsnHOVjAvOQ8YbGCDqOimIhr65du9pNN91kpUuXNj95ssDiKk/FlAHlqWLqd1hylMmVxTOart4gUKTW3vTA0srO4hnu6r0uqQ3WZQYVynmMK664wh1twYJRF1xwgWulPuWUU1wBnZUR5fSwbNkyV6yjQPaoX79+sIUbLFq0yPbs2eMKRG8EHCfMB8Gq0JF48MEH3ZwD7/T3338bE4gJwEGGqVOn2tatW11cMUrutcj7yZMBFld5KqYMKE8VU7/DkqNMriyesXDNbFsvy7xfFs9w15zwVqGcB0GLAlZU7t+/v82ePdu1Qz/22GPBuRah82SxQEJaoEU6O0GRXLFiRVcohp6WL19u//vf/yLeBi3kmJgfemICc8MBRvb37t3rForAauFovX7kkUfMb54MsLjKUzFlQHmqmPodlhxlcmXxZHLNzErZsYDFMxquKpSFnXjiia5AQ28/wER4DxSpaYGVmrFqdnrA6DHmDcyfPz94Hgrg0D2ZMbq9ceNGd3Swdu3aKU6R2rlzEx999JFbgACLoKHdHHPJEV8hhBBCCCGyg9dffz24GJm32K4fad26dbbtiJNZVCjnIf777z8799xz7Z133nGjl2hnxlxgzDO+7LLL3Ogw5g4PHTrUtUl///33xx3RRNvzL7/8Yr1793b3+ccff9hrr73m2ocjLViFdu9bbrnFfv75Z1cw9+jRI8WodNu2be2MM85w+wmjDRlHCTHqjVW1582bZ7mRhg0bup9YARyvEQ5a4DmnZ1/rWHgywOIqT8WUAeWpYup3WHKUyZXF0w+u6MTE99f27dsfcxnW8MEUw/Xr12d7F2ZmwCKxWEuoX79+9s8//1ivXr2OuQ480cYc9/+fsE811gxCB2roYFd2gWmgeJzQgbP0ktMxVaGch8Bc3xYtWritlrCf8sknn+zar3v27GnDhg1z10G7L0Z9MY8YR3Eibd8USt26dV1Bi7nFWJofRS4WpUptvsiYMWPcaoGYe9upUyf3Bi1XrlzwcrxRvvzyS+eHxaxw/1dffbWtXbvWypcvb7mRdevWGQMsnkyu8lRMGVCeKqZ+hyVHmVxZPP3giu+u+H6LQSDs1OKBAan777/fXnnlFbfgWHa2CR9vamRascJtL7roIjfVMdLq3Z7nmDFjXJfpkiVL7NVXX3XTI1FHjBs3zvyCWq9FtoG5vFghGkeDcNQGI5cYAX7iiSeCR2QaNGjgRjOx/D1WYMZcZhwpQ/sDwE/8HroAF4pe7KV84MABt7/ylClTgpfjKFFoWwf2Tp48ebK7Lorf66+/3o0ah7ZWFC1a1F5++WV3pAtvALypMQrOtpp1esECZAyweDK5ylMxZUB5qpj6HZYcZXJl8fSLK76jYpvU++67zxXI+K588803W7t27axp06bWoUMHN4UQgz747hvaeYnvzWeddZb77ozFbC+++OIUC9jiezKK8Q8//NB958ZaQ++++25ED3xnRpcoBsewZk+XLl1s06ZN7jIs3OuNvtesWdPdZ6T53d6q0SVKlHDf27F9KZ4Hdp/BriwYkcb3/dAda84++2xXSyAO2PoVNYbH22+/7Xaywfd73N+1114b3BoWj9+mTRv3f0w9hBNGrj2wPzIONmB7WNx2wIABEV1zCp4l7YTIIN1KNLF8SZnfMH3a0M5RiTnLXnUsnkyu8lRMGVCeKqZ+hyVHmVxZPP3keuONN9qnn35q3bt3d12Tv//+uxuNxa4mmGr45JNPuuuh7RkF7Hfffed+R1F5zz33uHVpMGr76KOP2uWXX+7WCfIW2gUPPPCAPffcc67wjvScUVR6RTKmT6JD9Pbbb7errrrKDVzhJwpZtIljK1b831ufKJS0Vo++++673YjytGnT3HNAQY9plehARVfqli1bXCGNE0akAUawMSiHKZgokPFcUQyjgxQOn3zyiduVB+sWobgPbafGlra4Pkbr58yZ426HqYkYyDuea3YQFwhd4liIXADmX2A/5dZ9x1IUyjgalpCQYH6HxZPJVZ6KKQPKU8XU77DkKJMri2c0XdENidHiE044IdXiHIUgCuNt27a5AhDF8o8//mhff/21G2VGYYf5yigQURhiimE4GG1GAbt48WI3TRKjrnhMdGjeddddqfqheMXINRy9LsylS5c6HxTGp512miu+UWjjOhgpjgQ8UaB/+umnbs2g8BigkH3qqafcSC8OACD2oS3nGGHGyDcOAESKE9Ycgsvu3btdUY8iHqPKGKUO7VhFFyteW8TPA9M8sd4S1lPyXL1iOa3Xx6sN0H2Qkd1xNEdZiBiTEwsj5GVPJld5KqYMKE8VU7/DkqNMriyefnPFujtYtBZTGVFkYg2f6dOnu4IQrcf4iV1ggNdevWLFCrvmmmtcOzSKOK+ADZ97jfbltMBCvCiQQ6cqYmcbFJ+4LL1g+mVqBP7/8VWvOMXzQ0s3npd3wqJmGN1G0eq9Ppdcconb2QUxQBEd6flFInz3F8yr9tq2j+eaHaj1WohMsn//fjfXA0f+MrNSnxBCCCGEyF1gQVtvUVu0UqNIxAgsirrQxbNQ9AFcXr16dRs1apRb8BZFJkaSwxeqwurTsWbZ/19wY9TWe344MIB5yeGgMMaoMgpnnDCvGiPlKJDxe3oW4sqfP3+K31GgIz7RQoWyEJkEc0jwwRZpK6yMgA9FBlg8mVzlqZgyoDxVTP0OS44yubJ4+t31lFNOcS3YGCVGgZeYmJjicmwLihZsFMlYEMtrXc4MGMX++++/3Sm09RqDORhZTi/hxWkoaP/GqDfmOXvPD49Ru3ZtiwTax/Ec0SrtOYVv9+rFJDMLc6Xlmh2o9VqITIA2EqxSiAUZsoof9tXLTZ5MrvJUTBlQniqmfoclR5lcWTz97orFtDBfGa3V+O6IdmvMV8YWqCgMsdIzVrp+/fXXbeXKlW6BLyxelRlQvKLTEStT//rrr25e8g033OBanY/Xth2Kt4DYjh07bOPGjW6XGsx/vvLKK+29996z1157LTiXGN+DsVsOFu/C/Ge0kWObWPzujSqjEMYWWatXr7bPP//cLewVCgadMFKMXXGwGBhGqTPqmlOoUBYig2AVQew9jT3lwo8MZobQLQD8DIsnk6s8FVMGlKeKqd9hyVEmVxZPv7titBtbqKIovvDCC10hiy1RUWiiyMPpgw8+cEU02q2xqvQzzzyTqcdCsYkiFcX3Oeec4wpnzHvGtlIZ4eDBg+7nTTfd5NrDMaf6tttuc/OPUXxje6fQOcRYYfvPP/90I+JYKAwdl94oP1qtMYd5/PjxblQbI8vPPvtsiserXLmyDRw40K3qje2zvCI7I645hVqvhcgg+ADDBwE+hLBSnxBCCCGEEAB7/Ybu91unTh2bMGGCm68baZ4xClq0L4cSuikR2rbTu0kRRnBRLKdGkyZN0nVfGdkU6bTTTrOpU6emejlG03FK6/779+/vTqFE+o49ceJEiyYqlIXIAGiLGTFihC1YsCDb4oZl+xlg8WRyladiyoDyVDH1Oyw5yuTK4snk6pf9nnOLZzRc1XotRAbAAgubNm1y+96VKVPGbeyOvdnwf2yGnhk2bNhA8RqweDK5ylMxZUB5qpj6HZYcZXJl8WRyPXz4sDHA4hkNV40oC5EBunTpElzpD8yZM8dtto4FDLB3XmbABusMsHgyucpTMWVAeaqY+h2WHGVyZfFkcs3Mqs6xgMUzGq4qlIXIANj/LnQPPCxSgMUTqlSpkuk4ZseCYNGAxZPJVZ6KKQPKU8XU77DkKJMriyeTK74vMsDiGQ3XuEBGZmsLQQBaoYsXL26t+461fEn/V9RmlGlDO2erlxBCCCGE4OTAgQP2119/2QknnEA1jzevcCCN18erDXbu3On2gU4vmqMsRIzBUvsMsHgyucpTMWVAeaqY+h2WHGVyZfFkcsWq1wyweEbDVYWyEEIIIYQQQggRguYoi1zLZwMvz1B7RazA5uoMsHgyucpTMWVAeaqY+h2WHGVyZfFkcs2Xj6PsYvGMhqtGlIWIMUWLFjUGWDyZXOWpmDKgPFVM/Q5LjjK5sngyuSYkJBgDLJ7RcFWhLESMWblypTHA4snkKk/FlAHlqWLqd1hylMmVxZPJ9eDBg8YAi2c0XHnG1oUQQgghhBCCkEbDWkX18Vb1m5eh6w8ZMsQmTJhgf/zxhxUsWNDOPPNMe+qpp6xevXopVpa+99577YMPPnBFavv27W348OHB9vdFixbZ0KFDbebMmbZ161arUaOG3XrrrXbXXXcF7wOP8dprr9nChQvdfZx00kk2YMAAd19+QyPKQsSY+vXrGwMsnkyu8lRMGVCeKqZ+hyVHmVxZPNlc/cz3339vt99+u82aNcumTZtmhw8ftnbt2qVYWfruu++2SZMm2fjx4931N2zYYJ06dQpePn/+fCtXrpy98847tmTJEnv44YftwQcftGHDhgWv88MPP9j5559vX375pbt+mzZt7JJLLrEFCxZk2Dmnt+nSiLIQMWbLli0Ui46xeDK5ylMxZUB5qpj6HZYcZXJl8WRz9TNTpkwJjhqjAB07dqwrelHMnnPOOW4P4tGjR9t7771n5557rrvumDFjrEGDBvbTTz/Z6aefbt27d09xnzVr1rQ5c+a4UeQ+ffq481588cUU13nyySfts88+cwV406ZNM+SMYj4n5ylrRFmIGPPff/8ZAyyeTK7yVEwZUJ4qpn6HJUeZXFk82VwZOHr0qPu5c+dO97NUqVLuJwpmFKZt27ZNMZpfrVo1VwynBu7Hu49IJCcn2+7du9O8zvFccwqNKAsRY1iW4WfxZHKVp2LKgPJUMfU7LDnK5MriyebKAorXvn37WsuWLe3kk092523cuNESExOtRIkSKa6L+cm4LBKzZ8+2Dz/80L744otUH+vZZ5+1PXv2WJcuXcxvKLOEiDGnnHKKMcDiyeQqT8WUAeWpYup3WHKUyZXFk82VgcKFC9ttt91mv//+u1uUK7Pg9pdddpk99thjbq5zJNDGPXDgQNd6jTbvzLjmJGq9FiLGzJuXsVUJYwWLJ5OrPBVTBpSniqnfYclRJlcWTzZXBm655RabPHmyTZ8+3apUqRI8v0KFCnbo0CHbsWNHiutv2rTJXRbK0qVL7bzzzrNevXrZI488EvFxsHJ2jx497KOPPkrRzp0RQhcaywlUKAvhg/YWBlg8mVzlqZgyoDxVTP0OS44yubJ4srn6mUAg4BbcwqJa3333nZ1wwgkpLj/11FMtf/789u233wbPW758ua1bt87OOOOM4HlY7RorWd944402ePDgiI/1/vvv20033eR+XnTRReZX1Hotci2NX2hl8QUSsm1/uZyibNmyxgCLJ5OrPBVTBpSniqnfYclRJlcWTzZXP4OtodAKja2fihYtGpx3XLx4cbevMn7efPPNds8997iFt7DS+B133OGKZKx47bVbY0Vs7ImM63n3gZWpvdcJj4Ei+qWXXrIWLVoEr+M9hp/mp6tQFiLGZGaVv1jA4snkKk/FlAHlqWLqd1hylMmVxZPJdfm9P/l64bHXXnvN/QyfTzxmzBjr1q2b+/8LL7xg8fHxdsUVV9jBgwddQTx8+PDgdT/++GO3XRf2UcbJo3r16rZmzRr3/9dff92OHDniCnOcPFA8Y0uqjJCTW0MBtV4LEWPQtsIAiyeTqzwVUwaUp4qp32HJUSZXFk8mVxSWfm+9xgkrUHv/DwQCwSIZYH/lV1991bZt2+bmB2N/5ND5yQMGDEhxW+/kFclgxowZEa+T0SI5GjFVoSxE2BuuZ8+ebl4G2k6wP9ybb76pGAkhhBBCCJGH8O/4vxAxAK0gFStWtG+++cZq1qxpP//8s3Xo0MGt+pfa0vZZpW7dusYAiyeTqzwVUwaUp4qp32HJUSZXFk8m16SkJGOAxTMarhpRFiJsP7bHH3/catWqZXFxcW5xAqzcl5V95I5H+DL7foXFk8lVnoopA8pTxdTvsOQokyuLJ5Pr0aNHjQEWz2i4qlAWIg0OHDhgc+fOtUaNGuVYnDZv3kzxGrB4MrnKUzFlQHmqmPodlhxlcmXxZHJF1yIDLJ7RcFWhLEQqYGEBbIRep04d69SpU869CeM53oYsnkyu8lRMGVCeKqZ+hyVHmVxZPNlcBRdxAVQDQuQidu3a5fZhqzGgSab3Ucbbonfv3jZv3jw3Xzmj+7oJIYQQQojc1WX4119/uQVfsfqz4Hl9vNpg586dbv/n9KJDMEJEKJKxrxsW8po6dWqOF8kLFiygeA1YPJlc5amYMqA8VUz9DkuOMrmyeDK57tu3zxhg8YyGq1a9FiKMPn362KxZs+y7776zkiVL5nh8Dh8+TPEasHgyucpTMWVAeaqY+h2WHGVyZfFkcmVp4mXxjIarRpSFCGHt2rU2fPhwt3l99erVrUiRIu5066235licSpcuTfEasHgyucpTMWVAeaqY+h2WHGVyZfFkck1ISH06oJ9g8YyGq0aUhQgBxXG0j6SVK1eO4jVg8WRyladiyoDyVDH1Oyw5yuTK4snkmj9/fmOAxTMariqUhYgxy5Yts+bNm5vfYfFkcpWnYsqA8lQx9TssOcrkyuLJ5Lqr98NRfbySI4dm6PpDhgyxCRMm2B9//GEFCxa0M88805566imrV69eigWz7r33Xvvggw/s4MGD1r59e9eJWb58eXf5okWLbOjQoTZz5kzbunWr1ahRw3Vl3nXXXcH7wGX9+vVzj4M5xhikuuWWW+zuu+/O8HOET+HChS2nUKEshBBCCCGEEHmY77//3i1me9JJJ1liYqI99NBD1q5dO1u6dGmwGEUx+8UXX9j48ePdYrdY1wdbqGJtHzB//nw3wv/OO+9Y1apVbfbs2darVy/XIo3rAtwX/t+oUSP3fxTOKJTxf1zXT2h7KJHr8JaAX9OtrxVLTPLV0bpIbNu2zUqVKmV+h8WTyVWeiikDylPF1O+w5CiTK4tnNF2zuj3U9lsesGiS2e+oR44csXz58tmWLVtc0YsC+pxzznFbK5UtW9bee+89u/LKK911MSrcoEEDmzNnjp1++ukR7w/FN0b9sUhuaqDYRqH89ttvZ8oVaHsoIXIhe/bsMQZYPJlc5amYMqA8VUz9DkuOMrmyeLK5MnD06FH3c+fOne6ndxACo8VYYbxt27bB69avX9+qVavmCuXUwP2kdSAD23th5LlVq1aZds0ptOq1EDFm48aNxgCLJ5OrPBVTBpSniqnfYclRJlcWTzZXBjBKm5ycbH379rWWLVvaySefHIwzWrJLlCiR4vqYn5zaa4AC+MMPP4zYUl2lShVLSkqyZs2auVHnHj16ZMo1J1GhLDLE2LFjj3mDpAUm8b/44otpXicuLs4mTpyY616Jzz//3Jo0aeJaSSpVqmQjRoyItZIQQgghhBBpgsL1999/d4t2ZRbc/rLLLrPHHnvMzXUO58cff7R58+a578eoFd5//33fvSpazIuQbt262Y4dO44pLmfMmGFt2rSx7du3Z6iYzQhXXXWVXXjhhem+/i+//JKjq9H5lSlTpljv3r3dYgZnn322mze9adOmiNc97bTTjAEWTyZXeSqmDChPFVO/w5KjTK4snmyuDNx///02efJk++GHH9yor0eFChXs0KFDrgYJrTPw/RaXhYIFwM477zw3kvzII49EfBzM9QYNGzZ09zFgwAC75pprMuRaqFAhy0k0oiwyBJaLz8h+dZj0n9NJ7Ef69+9vjz76qLVu3dqt9FeyZEk3jyMSv/32mzHA4snkKk/FlAHlqWLqd1hylMmVxZPN1c8EAgG3GvWnn37qFt464f8vZD1OPfVUt2/xt99+Gzxv+fLltm7dOjvjjDOC5y1ZssQN3N144402ePDgdD02Wr2x3VRG2b9/v+UkKpRzMZ988olb4h39/2iBfu6551JcjvMGDRpkN9xwgxUpUsTtY4Z2Yaxyh1YJnIel29EWkVbr9aRJk9zRPKwAWKZMGbv88stTbb1esWKFWzkP1z3xxBNt2rRpx3j//fff1qVLF/c4mPwPlzVr1hgLe/fudQse/PPPP1a3bl13lK1z587277//Rrx+Zj4YYgGLJ5OrPBVTBpSniqnfYclRJlcWTzZXv7dboxPyzTfftKJFi7p5xzh5xSh2lLn55pvtnnvusenTp7vvujfddJMrkr0Vr9FujSIZrda4nncfqC08Xn31VVc7oCbAafTo0fbss8/addddl6niPidR63UuBcmLYhNtDGiXxmR6tAKXLl3atW57vPDCC/bkk0+6EVD8//rrr3cbjHfv3t2eeeYZtyE4CmkcHcJc4nCwlxoK44cfftjGjRvnWjK+/PLLVI8WYfl3TPr/+eef3Sp4WCggFKymh83L8abD3AUs+Y5i/oILLnBHDLGIQKQPyNAPSbQ5xxK0vuONi9Z4HAhAzLHZOj4AQo/CeWC0mQEWTyZXeSqmDChPFVO/w5KjTK4snkyuBV8akKltpaLFa6+95n526NAhxfljxowJ1g6oFeLj4+2KK65w373xnX348OHB63788ceuKEbBjZMHBuO8QS/UAw8++KDbagvf82vVqmVPPfWU20s5o6BrMyfRPsqEIFmRfOFvNiyRjj3EUKjhqBASderUqSnmHKCwRdHrjfZi/qy3ZxmO+FSsWNEVzY8//rg776effnJFK0ZDMTKKEWUUt5ifAFBU16xZM8WbIRQ8Bq6PE1wuuugiW7t2rVvcypvLizck2jw6duzo7geFMfZb8wpzFN8YXUbhGWkxABwMGDhw4DHnx2ofZcQGH9pvvPGGO/IGVq1aZXXq1LHdu3cfM2cbI9AM87hZPJlc5amYMqA8VUz9DkuOMrmyeEbTNav7KON7ek4XdtkBi2e4q/ZRFkHQ1rBw4cIUJxRmHig0saR7KPgdLQ6he46htdoDI73epPrw8zZv3hwx+nhcTNZPD3CqWrVqsEgGoXMawKJFi2zlypWu5QOt3zih/RrJj2IzEjgqhdFp74TW7ViCoh57yqW3RcQ7cOF3WDyZXOWpmDKgPFVM/Q5LjjK5sngyueK7LAMsntFwVes1KThyVrt27RTnrV+/PsP3g0n5Ht4IbqTz0CaR2uJe2b1pPBYLePfddyMuDBYJzMHGyU9glb9XXnnFtYyj0McIPQ4ooPAXQgghhBBC+Bst5pVLadCggc2aNSvFefgdi0tlZzsFRqQjzbtNzQmjvaGLWqG1O5RTTjnFjXpjZW0cCAg9YREBFh544AFXGDdu3NiNou/bty/Y4h4OWtcZYPFkcpWnYsqA8lQx9TssOcrkyuLJ5BppnR0/wuIZDVcVyrmUe++91xWwTzzxhP3555/21ltv2bBhw+y+++7L1sfBJuLYIBw/0Vq9ePFiNyE/Em3btnWFOpaLR4s1FuvCImChdO3a1a2cjZWucTnmgmB/6DvvvDNTI+axAgcjsMr41q1b3Wn8+PHH7DHH1uLC4snkKk/FlAHlqWLqd1hylMmVxZPJNadXaM5rntFwVaGcS8HI7EcffWQffPCBnXzyyW5PX7T/hq54nR1gn2AUgdhWqkmTJnbuuefa3LlzI14Xq+Rh0S4sM9+8eXPr0aPHMfurYc9lbHCOOb5YIRuj0FgQCx+CxYoVs9zIhg0bjAEWTyZXeSqmDChPFVO/w5KjTK4snkyu2NmFARbPaLhqjjIhWHk6taI19MgKlm7HKTUi7U0cfmQGq1aHnodCO7zYRkGLU3oeAyPKGClO6zEx8ooRcCGEEEIIIYSIBdoeSuQ6sI8y5jO37jvW8iUVyvT9TBva2aIByzL8LJ5MrvJUTBlQniqmfoclR5lcWTyj6ZrV7aEwMOQtkutnWDzDXbU9lBC5kKVLlxoDLJ5MrvJUTBlQniqmfoclR5lcWTyZXDH1kAEWz2i4ao6yEFl4c2I1buybnBc+kFg8mVzlqZgyoDxVTP0OS44yubJ4MrmyLJLF4gm0mJcQPgULpFWvXj3L98OySBmLJ5OrPBVTBpSniqnfYclRJlcWTyZXLGrLAItnNFy1mJcQmWD+/Pk2ZcoUtwVUly5dshTD7Ci2owGLJ5OrPBVTBpSniqnfYclRJlcWTybXSwdOjurjZXStnSFDhtiECRPsjz/+sIIFC9qZZ57ptnytV69e8DqYB4wtaLGrzsGDB619+/Y2fPhwK1++vLsc278OHTrUZs6c6bZHxaLAt956q911110RH3PWrFnWqlUrt0PPwoULM/wck5KSLCfhOWQghE84cuSI9ezZ01599dVs2egce08zwOLJ5CpPxZQB5ali6ndYcpTJlcWTzdXPfP/993b77bfbd999Z9OmTXNbL7Vr18727t0bvM7dd99tkyZNclvD4vrYmit05xsMJJUrV87eeecdW7JkiT388MP24IMP2rBhw455vB07dtgNN9xg5513nm/b7jWiLEQGeeaZZ6xp06Z2zjnn2IwZMxQ/IYQQQghBDTolAQrjwoULu+1oUfSi+MV33p07d9ro0aPtvffes3PPPdddd8yYMdagQQP76aef7PTTT7fu3bunuM+aNWvanDlz3Eh1nz59UlyGkeZrr73WrVg+ceJE8yMaURYiA6xcudJGjBjhiuW81jLE4snkKk/FlAHlqWLqd1hylMmVxZPNlQGvW3Lnzp3uZ6lSpdxPFMwYZW7btm3wuvXr17dq1aq5Yjg1cD/efXigwF69erU99thj2eKaU2hEWYgMgDkXmzZtsrp167rf8YGxe/duK1OmjH3xxRfWokWLTO3/xwCLJ5OrPBVTBpSniqnfYclRJlcWTzZXlpWkk5OTrW/fvtayZUs3fxhs3LjRFabhu71gfjIui8Ts2bPtww8/dN+RPVasWGEPPPCA/fjjj5YvX9ZKUa16LYSPwMJdGFXGggM4vfHGG1a0aFH3f7RjZ4b169cbAyyeTK7yVEwZUJ4qpn6HJUeZXFk82VwZwCAQ5ir//vvvbtGuzILbX3bZZW7UGHOdvYMaaLceOHBgcNApq645iUaUhcgAhQoVciePsmXLWlxcnFWpUkVxFEIIIYQQ1Nxzzz325Zdf2g8//JDi+22FChXs0KFDbhGu0FFldFrislCWLl3qFunq1auXPfLII8Hz0YU5b948W7BgQXDOMkavMTKM0eWpU6cG5z/7ARXKQmSB1q1buw+MrNCkSROK14DFk8lVnoopA8pTxdTvsOQokyuLJ5urn0Gxescdd9jkyZPdYrUnnHBCistPPfVUy58/v3377bd2xRVXuPOWL19u69atszPOOCN4Pax2jWL3xhtvtMGDBx+z53X4KuXYXgorbX/88cfHPObxwDZWOYkW8xIixmCuBgMsnkyu8lRMGVCeKqZ+hyVHmVxZPNlc/QzarbGtExbawrTCjRs3upO3BVPx4sXt5ptvdiPO06dPd4t73XTTTa5IxorXXrt1mzZtXKs1rufdx5YtW9zl8fHxbs5z6AkraxcoUMD9H6ttZwTs5ZyTaERZiBgTuj+dn2HxZHKVp2LKgPJUMfU7LDnK5MriyeQ6sf+FGS4Eo8lrr73mfrZv3z7F+WPGjLFu3bq5/7/wwguu2MWIMopUXBcjwh4YFUZRjIIbp9CVydesWZPtzmjbzkk0oixEjClSpIgxwOLJ5CpPxZQB5ali6ndYcpTJlcWTyRUFpt9br3Hat29f8P+BQCBYJAOM/L766qu2bds2d4AC+yOHzk8eMGBAitt6p7SKZNwGi+L6MaZxgZxeV1uIKLNr1y7XHoJ92zAXwu9gYYSc3gcuL3kyucpTMWVAeaqY+h2WHGVyZfGMpuuBAwfsr7/+cvNoUTBmZvTT78Uyk2e4a1qvT2ZrA44oCJGLyexRtGjD4snkKk/FlAHlqWLqd1hylMmVxZPJ1Zvr63dYPKPhqkJZCCGEEEIIIYQIQYWyEDGmatWqxgCLJ5OrPBVTBpSniqnfYclRJlcWTyZXbK3EAItnNFxVKAsRY1jmgbB4MrnKUzFlQHmqmPodlhxlcmXxjIVrZpd3iouLMwZYPMNdc2LZLZ53gRC5lLVr1xoDLJ5MrvJUTBlQniqmfoclR5lcWTyj6ZqQkBBcPCwzZPZ20YbFM9zV+7/3OmUH2kdZCCGEEEIIIdIqmvLls0KFCrl9gtHym9GRbOw7nJ1FXE7B4hnqitWv8brg9cHrlF1oeyiR62DbHgrL2Wdmm4Fow+LJ5CpPxZQB5ali6ndYcpTJlcUz2q4YtcQWRCjMMgpagxnamlk8w11x4AJbQ0XaKiyztYFGlIWIMdiEvX79+uZ3WDyZXOWpmDKgPFVM/Q5LjjK5snhG2xVFWJ06dTLVnrx69WpXyPkdFs9wV7w22T1fXYWyEDEGR7kYYPFkcpWnYsqA8lQx9TssOcrkyuIZC1cUY5kZwd6zZw/FKD2LZzRctZiXEDEG8ykYYPFkcpWnYsqA8lQx9TssOcrkyuLJ5CpPvphqjrLIdbDNUT5y5Ei2LjyQ1z2ZXOWpmDKgPFVM/Q5LjjK5sngyucozdjHNbG2gEWUhYsyvv/5qDLB4MrnKUzFlQHmqmPodlhxlcmXxZHKVJ19M/X/4RYgM4m04zjK/BvMrGFxZPJlc5amYMqA8VUz9DkuOMrmyeDK5yjN2MfWu49UI6UWFssh1/Pfff+5n1apVY60ihBBCCCGE8AG7d+92LdjpRYWyyHWUKlXK/Vy3bl2G3gyxAEe4UND//fffvp5PzeLJ5CpPxdTvOQqUp4qp3/OUJUeZXFk8mVzlGduYYiQZRXKlSpUy9BgqlEWuw9tDDUWynz80Q4EngyuLJ5OrPBVTBpSniqnfYclRJlcWTyZXecYuppkZPNNiXkIIIYQQQgghRAgqlIUQQgghhBBCiBBUKItcR1JSkj322GPup99hcWXxZHKVp2Lq9xwFylPF1O95ypKjTK4snkyu8uSMaVwgo+tkCyGEEEIIIYQQuRiNKAshhBBCCCGEECGoUBZCCCGEEEIIIUJQoSyEEEIIIYQQQoSgQlkIIYQQQgghhAhBhbLIdbz66qtWo0YNK1CggLVo0cLmzp0bayX74Ycf7JJLLrFKlSpZXFycTZw4McXlWFPv0UcftYoVK1rBggWtbdu2tmLFiqg6DhkyxE477TQrWrSolStXzjp27GjLly9PcZ0DBw7Y7bffbqVLl7YiRYrYFVdcYZs2bbJo89prr1mjRo2Cm8yfccYZ9tVXX/nOM5yhQ4e6179v376+cx0wYIBzCz3Vr1/fd57gn3/+seuuu8654P3SsGFDmzdvnq/eTwCfQ+ExxQlx9FNMjx49av3797cTTjjBxatWrVr2xBNPuDj6Laa7d+9275/q1as7jzPPPNN++eWXmHtmx2f8tm3brGvXru4zrUSJEnbzzTfbnj17ouo5YcIEa9eunctJXL5w4cJj7iNaeZuW6+HDh61fv37uvV+4cGF3nRtuuME2bNjgu5jisxWfpfAsWbKke+1//vnnqHumxzWUW2+91V3nxRdfjLrr8Ty7det2zOfqBRdc4DtPsGzZMrv00kutePHiLgfwPWvdunW+ej+BSH+r4uLi7JlnnvFVTPF4ffr0sSpVqrjP0hNPPNFGjBiR4jrZGVMVyiJX8eGHH9o999zjlov/9ddfrXHjxta+fXvbvHlzTL327t3rXFDER+Lpp5+2l19+2b3Z8QcUH6bwxps9Wnz//ffug+Wnn36yadOmuS8i+MIEd4+7777bJk2aZOPHj3fXx5eSTp06WbTBBySKzvnz57sC6dxzz7XLLrvMlixZ4ivPUPBlfuTIka7AD8VPrieddJL9+++/wdPMmTN957l9+3Zr2bKl5c+f3x0cWbp0qT333HPuC6if3k/eax4aT7yvQOfOnX0V06eeesodfBo2bJj7UoffEcNXXnnFdzHt0aOHi+Pbb79tixcvdp9RKDxw8CSWntnxGY8voPgMw/ObPHmy+8LYq1evqHri8rPOOsvlQGpEK2/Tct23b5/7G48DPPiJAh8HdlGQhOKHmNatW9e9t5Cv+EzFATTk7ZYtW6LqmR5Xj08//dR9F0CxEo4fYgpQGId+vr7//vu+81y1apV7P+FAyYwZM+y3335zOYuBHD+9n0BoLHF68803XaGKItNPMcV3/ClTptg777zj/l7hwCkK588//zxnYortoYTILTRv3jxw++23B38/evRooFKlSoEhQ4YE/ALedp9++mnw9+Tk5ECFChUCzzzzTPC8HTt2BJKSkgLvv/9+jCwDgc2bNzvX77//PuiUP3/+wPjx44PXWbZsmbvOnDlzArGmZMmSgTfeeMOXnrt37w7UqVMnMG3atECrVq0Cd911lzvfT66PPfZYoHHjxhEv85Nnv379AmeddVaql/v1/QTwuteqVcs5+immF110UaB79+4pzuvUqVOga9euvorpvn37AgkJCYHJkyenOP+UU04JPPzww77xzMxn/NKlS93tfvnll+B1vvrqq0BcXFzgn3/+iYpnKH/99Ze7fMGCBSnOj1XepuXqMXfuXHe9tWvX+jKmHjt37nTX++abb2LmmZbr+vXrA5UrVw78/vvvgerVqwdeeOGF4GV+iemNN94YuOyyy1K9jV88r7rqqsB1112X6m38/H5CfM8991zfxfSkk04KPP744xH/BuRETDWiLHINhw4dciOMGF3wiI+Pd7/PmTPH/Mpff/1lGzduTOGNFh20jcfSe+fOne5nqVKl3E/EFqPMoZ44SlqtWrWYeqJt9IMPPnBHIdGC7UdPjNRfdNFFKZyA31zRCooRhJo1a7ojx157mJ88cdS4WbNmblQWUwSaNm1qo0aN8v37CZ9POALevXt3d5TeTzFF+/K3335rf/75p/t90aJFbuSrQ4cOvorpkSNH3Ps9dDQGoP0Ovn7xDCc9XviJVkbktgeuj79h4W26scRPeRvpbxbeW4ijX2OKz4HXX3/dvf4YNfObZ3Jysl1//fX2v//9z3UYheMnV4zQ4m9AvXr17LbbbrP//vvPV56I5RdffOE6CtA9Ale850Nbif36fkKbMtxvvvlmX8XU+3uF7wHoIkItPX36dPe3C10aORFTFcoi17B161b3Jap8+fIpzsfv+JLiVzw3P3njAx7tLGhxPfnkk4OeiYmJwS8hsfZEGxvmniQlJbm5VGgVw1wVv3miiEdrIOaAh+MnV/wBHzt2rGtpQhsuvtyfffbZbk6onzxXr17t/OrUqWNff/21+4J055132ltvveXb9xPAl6MdO3a4uXXATzF94IEH7Oqrr3ZfJtDSjoMPeP/jYInn6rnF0hXrJ+BgGOZPo5UOn/c4+IAvP2gV9ItnOOnxwk98kQ4lX7587kCln/5++SlvQ0ELO+YsX3PNNW7+pN9iijZV/L3CQZ4XXnjBta6WKVPGd55oucdj4zM1En5xRdv1uHHj3AE+OKO9Fgf28JngF09M+cN8WkwTg+/UqVPt8ssvdy3A8PXz+wl/T/F52ymkXdkPMQWYEoTvepiCh9ghtmjTPuecc3IkpvmyzVwIkWvACOjvv/+eYo6q38BRZCw0g1GEjz/+2G688cbgHx+/8Pfff9tdd93lvhSFj4L5DW/0EGAeNQpnLJj00UcfuRE7v4CDODii/eSTT7rfUdQhVzH3EzngV0aPHu1iHGnOX6zBa/zuu+/ae++950aR8L5CoQxXv8UUc5MxKl+5cmVLSEiwU045xRVHGEUQeROMHnXp0sWNLuEgmh9p06aNe1/hgD46YOCLUbjwwiOW4D300ksvuQO7GJn3Mziw54EF3fA3C4sQYpT5vPPOM7/8rQJYPwVzZkGTJk1s9uzZ7u9Vq1atzK9gfjIOlBbw4fcWFMqYP49RZXxHwTxpfGfF36vwrr3sQCPKIteAo7P44hS+sh1+r1ChgvkVz80v3lgUAUe/0c6CI3ahnmgbw6iYHzxxxLB27dp26qmnutFatLHhj7yfPPHFA0eV8WUeR15xQjGPRX3wfxzh9ItrODgai5axlStX+iqmWDUYR5NDadCgQbBN3G/vJ7B27Vr75ptv3EJUHn6KKdosvVFlfOlE6yW+2HldEH6KKb4M4z2EkRociMKuBiiUMF3AT56hpMcLP8MXnUSrOVaZjfVnQSh+ytvQIhnvMRyQ9EaT/RZTLN6Gv1enn366O2iGz3/89JPnjz/+6DzQour9vUJc7733XrcAmZ9cw8H7H98B8ffKL57wQQyP9/fKT+8nLw+wMF7o3yu/xHT//v320EMP2fPPP+9WxsYBEnxnveqqq+zZZ5/NkZiqUBa5BhROKJrQihN6RA+/o13Pr2BLFrx5Q7137drljjZH0xtH4/GBgxbm7777znmFgtiiLTPUEx+m+MD3Q3zxWh88eNBXnjiyjRZxjCR4J4yG4kit93+/uIaDQgQrdqIw9VNMMR0gfNsyzE/CkWU/vZ9CGTNmjBs5wjx1Dz/FFCsIY55ZKDjo6I2I+DGmKDyQm1gFHS34GLXxoydIjxd+4otd6Mg4PofxGqC7wy/4KW+9IhlrK+BAFLaCCcXPMfX+XvnJEwfIsCpz6N8rjNLhQBreY35yDWf9+vVujjI+E/ziie+k2Aoqrb9Xfno/eeAADry8OfQefogp3vM4pfX3KttjmumlyITwIR988IFbSXTs2LFuhb5evXoFSpQoEdi4cWNMvbDqMVYPxQlvu+eff97931udc+jQoc7zs88+C/z2229utcETTjghsH///qg53nbbbYHixYsHZsyYEfj333+DJ6w063HrrbcGqlWrFvjuu+8C8+bNC5xxxhnuFG0eeOABtxo3VmZFvPA7Vl6cOnWqrzwjEbrqtZ9c7733XvfaI6azZs0KtG3bNlCmTBm3+rmfPLGybb58+QKDBw8OrFixIvDuu+8GChUqFHjnnXeC1/HD+yl05X3EDat1h+OXmGIFWaxyi9Wk8fpPmDDBvfb333+/72I6ZcoUt9Lq6tWr3fsdK7W3aNEicOjQoZh6Zsdn/AUXXBBo2rRp4Oeffw7MnDnTrZR/zTXXRNXzv//+c79/8cUX7nL8TcXv+FsQ7bxNyxWv96WXXhqoUqVKYOHChSn+Zh08eNA3Md2zZ0/gwQcfdKvtrlmzxsXrpptuct9TsKp0ND2P5xqJ8FWvo+Walicuu++++1xM8XmF1cOx6jE8Dhw44BtPgM9SrMD8+uuvu79Xr7zyilu5/8cff/TV+yl0RXb8PX3ttdci3scFPogpvkNh5evp06e7vwNjxowJFChQIDB8+PAciakKZZHrwAcR3iCJiYluu6iffvop1kruDY03fPgJX1C97UP69+8fKF++vPsDet555wWWL18eVcdIfjjhQ8gDX+p69+7ttmLCh+nll1+e4gtUtMBWNvgDjte4bNmyLl5ekewnz/QUyn5xxTYWFStWdDFF0YTfV65c6TtPMGnSpMDJJ5/s3iv169d3X0JC8cP7yePrr79276NIj++XmO7atcvlJD438YWjZs2abquN0ILDLzH98MMPnR/yFFsuYTtAbAcSa8/s+IxHkYovnUWKFAkUK1bMFVT40hhNT3zeR7oc28dFO2/TcvW2r4p0wu38ElPECvHBNpXIWXzGosDHAb9QouF5PNf0FsqxjikO3rdr18797UcRCseePXseMyASa0+P0aNHB2rXru0+W3Fgb+LEiSnuww/vJ4+RI0cGChYsmOIz1W8xRWy6devm3lOIab169QLPPfec+4zNiZjG4Z+sD4YLIYQQQgghhBC5A81RFkIIIYQQQgghQlChLIQQQgghhBBChKBCWQghhBBCCCGECEGFshBCCCGEEEIIEYIKZSGEEEIIIYQQIgQVykIIIYQQQgghRAgqlIUQQgghhBBCiBBUKAshhBBCCCGEECGoUBZCCCFEqsTFxR33NHbs2DQjOGPGDHvyySczFeU1a9a4x/j444/TvF6NGjWCPvnz57dy5cpZmzZt7MUXX7S9e/fm2Cu8cOFCGzBggO3bty/F+YgJXLZu3Zpjjy2EECLnUKEshBBCiFSZM2dOihO44447Upx30UUX5VihnBGuvPJK54PHGzlypDVs2NAefvhha9q0qa1fvz7HCuWBAwceUygLIYTgJl+sBYQQQgjhX04//fRjzqtWrVrE82NN+fLlU3hdfvnldtNNN9lZZ53lfk6bNi2mfkIIIXjQiLIQQgghMk1ycrINGjTItT4nJSVZ/fr13WiuB9qSMeKK9mevNbp169busj/++MOuvvpqq1q1qhUqVMhOPPFEe+6559x9ZhcYTb799tvtm2++seXLlwfP37Fjh/Xu3dsqVqzovE899VSbOnVqitt+8cUXdv7557s27mLFilmLFi1sypQpKdqrUYCDsmXLuueGOITy999/W4cOHaxw4cJWp04dGzduXIrLZ82aZeecc44VL17cihYt6kbB33rrrWx7/kIIITKHCmUhhBBCZJr//e9/rhju1q2bTZo0ydq1a2e33nqrDRs2zF3eo0cPu/nmm61gwYLBVu3hw4e7y/755x+rV6+e+/3LL7+0Xr162eOPP25PPPFEtr4icAI//fST+3no0CFXAE+ePNkGDx5sn3/+uSvS0UK+ePHi4O3++usvu+SSS+ztt9+2Tz75xFq2bGkXXniha+0GuP4jjzzi/o8CGs/t008/TfHYXbt2dY8/ceJEV7QjTsuWLXOX7dq1y90HivD333/fXQcxQBEvhBAitqj1WgghhBCZAgtVvfLKK8FiGaAoxPkoeG+77TarUqWKO8XHxx/Trn3eeee5EwgEAq5FGnN9UWQ/9thj2faqYMQabNy40f1899133dziRYsWuQIZtG/f3lasWOGK9I8++sid16dPn+B9YJQbi4MtWbLEXn/9dTcqjlHkWrVqucsxIl2mTJljHhv3gZFrcOaZZ7pRahTdKLD//PNP27lzpw0ZMsSNJHsxEUIIEXs0oiyEEEKITPHzzz/b4cOHrXPnzinOv+qqq2zLli2uEEyLAwcOuIK4du3arv0Zq1Vj8a1///3X9uzZk22vCopwgNZogBZrFKZ169a1I0eOBE8YZf7ll1+Ct8MCYDfeeKNVrlzZ8uXL5/xw2+M9r0ij2QDt19WrVw8uLIYiG6PJOKCA4hwxE0II4Q9UKAshhBAiU2zfvj24iFYo3u/btm1L8/b9+vWzZ555xnr27Olar1Gkeq3MKKKzC68wrVChgvuJEe8FCxa4wjf0hLnWmFPsjSBfeumlNnPmTDc6Pn36dOeH+cYZcStRokSK3xMTE4O3L1mypFtgDHOTr7/+eueHkerQ9m8hhBCxQa3XQgghhMgUpUqVcj83b97sRl09Nm3alOLy1Bg/frzdcsstrmD2QGtydvP111+7n2eccUbQq1GjRjZ69OhUb7Ny5UpXTGPe8GWXXRY8f//+/dnq1rx5c/vqq6/c/aIYv++++6xjx47/X3v3HWtZVcZ9fONYsKOIBewdsYG9N+y9xC72LqLRROJ/JgYNGnVUFAWxIypix45iL9h7QcHexS4q8uaz3ve572Jz+r3MDDO/b3Izc+85Z+9Vnr7WXmc48cQTN/Q+IYQQliOJcgghhBBWTvKsxEp4HVRV2EbspGhbm2sV9dRTTz3T5yWHXitOO+204aijjtrQ2fAsssPCPIPs1Gnsu+++bQV79913bz+TqIS4b9/JJ5/cTqmufvWvr3cF3GFnDgqTIB9wwAHtejvvvPO6rhlCCGF1kiiHEEIIYSUcXrX//vu37dOSOod1SUCPPPLIdsjXpk2b2vv23HPP9gzw5s2b24FWnst12rVngg877LB2oJZrSWgnJdSLYiXbyda2TXve97jjjhsOP/zwdpjXEUccsfa+/fbbr32FlW3OVnAlvk6atoLsRGyHa/maK4eQHXjggS2B98y056n7lfPqGw455JC2EuxrrupgrnlYPbeq7fuefTe1w8aMm9O1kySHEMLWJYlyCCGEEFZGkuw5XAlpfZ/yoYce2rZUF75iycnPElDbtH1vsK9YkhT6KinJtgTTVydJGj2zvApHH310+3Hwljbttddew0EHHdS+ospBWoWDwyTRTur29VAOD5OoWxWvE6q955hjjmnfweywMsm256d97oQTTli7ls+4jv4ffPDB7X0nnXTSQu11iJnTwB1gZlx23XXXdviXcQohhLB12en0OgoyhBBCCCGEEEIIOfU6hBBCCCGEEELoyddDhRBCCCGEEEIIHUmUQwghhBBCCCGEjiTKIYQQQgghhBBCRxLlEEIIIYQQQgihI4lyCCGEEEIIIYTQkUQ5hBBCCCGEEELoSKIcQgghhBBCCCF0JFEOIYQQQgghhBA6kiiHEEIIIYQQQggdSZRDCCGEEEIIIYSOJMohhBBCCCGEEEJHEuUQQgghhBBCCKEjiXIIIYQQQgghhNCRRDmEEEIIIYQQQuhIohxCCCGEEEIIIXQkUQ4hhBBCCCGEEDqSKIcQQgghhBBCCB1JlEMIIYQQQgghhI4kyiGEEEIIIYQQQkcS5RBCCCGEEEIIoSOJcghh+NrXvjY8//nP3yoj8Z///Gd429veNjzvec8bnvOc5wz/+te/MiNhu+QlL3nJ8PnPf36L3vP3v//9cPjhhw/Pfe5zh0MPPXTYlqH/3/ve94btlVNOOaX18de//vUOYdu3Nd71rncNRx111NZuRlgH27uN2NIyHPswn3Mu8J4Qtlv+/ve/Dx//+MeHH/7wh+3/O++883DJS15yuOUtbzlc9rKXHbYXfvKTnwyf/exnh1/84hctMd1ll12GK1/5ysNNbnKT4UIXutCw1157DVe5ylXW3v+JT3yiOaMnPOEJZ3nbGOqTTz55ePSjHz2c73znG85znvOc4fXXve517fVpXO5ylxse8YhHDFsj6N28efPw+Mc/vsnMevnzn//cxv1HP/rR8I9//GO44AUvOFztalcbbnWrW7Vx2dqcdNJJw+tf//q1383TRS5ykeGKV7zicOMb37i1d9mA5wEPeMBw9atffdhSc1Wc+9znHi584Qs32dH2XXfddcNl+oMf/OBw4IEHDlsbMqW/T3nKU9q/04Kvr3/96+3/5zjHOdrYXOc61xlucYtbtN/PLoznuYd9ufSlLz1sTdjaZzzjGVtUn8e2/axilsxvSV0Pq8PX8mV3utOdtll7trULnfw0znnOcw7nP//5hz322GO4/vWvP1zhClfYpuOLrcEf//jH4VOf+tRw4oknrsU0bLC4c/fddx/OLiRRDjs0VjJPO+204V73ulcL+iXLP/7xj4d//vOfZ+l93XPTpk3DluCEE04Yjj322Bb43v/+929JMmMvMP7c5z433PGOdxzOda5ztZ+twZ/+9Kdht912Gy5+8YtPfF2AZbyg3VbHHvawh629f9lx3JJjv8wYvOY1r2kJ233ve98mi7/97W+Hj3zkIy1xfsxjHjOc97znHbYFJFyS5FNPPXX41a9+NXzmM58ZvvrVrw4Pf/jDh0tc4hLDtkzJjWLRb37zm+ELX/hCW2V90IMe1BL+7RHBikSJ3s9C4eye97zn8N///rcVDtkMSbJk+exGbx+Kra0/ZXcucIELbNH7bk3bHsL2xq1vfevhete7XtNnyew3vvGN4Q1veMNwm9vcpi2whP/LL3/5yzYu7PDd7na34WIXu9jw73//uy3AfPjDH94qixurkkQ57LDY4vvTn/60BfiXv/zl298EkyqEPZKzD3zgAy2B3mmnnVpAeec733kt4LEa41oPfOAD1z6j+mp7XRkDlVoGQ+DJsEoo3Fcy9NGPfnRtxVTlULB60YtetP3+la98pSWzEiltu9GNbjTc4AY3WLiPf/nLX1pbbnjDG56hSuxaVtNqm3NfMfb/448/fm0lANqkjQoJD37wg9euw1m86EUvGm53u9sN++yzz8Q2fOc732mrWgJ2Y6YtN73pTdfGpfruXpNWh/sAVxAPKzI1/rOuX1Xgvffeu73OSO+5556tMLLI5zhEr3uv3QYcob+hVq5e9apXtX+r7aeffvrwyU9+cvjyl7/cqqgcxL777tvkZhqSEkH0Qx/60LWg1qrepS51qeGlL33p8LGPfaw5m74/ttR+//vfb+26+c1v3tpfmFfOyOvGTPVWQaQq07VjQGXXjgrv17673/3uZ1rRH6OK7p7GTGJv1dsYvP/97x8e9ahHtffYuXDccce1RPp///tfu6/760/1AW9961vX+vq0pz2tjbV2//znP29OVQGFbG1UEtvLjWKEtnPm73nPe4anPvWpa6unxoYO/O53v2tVcEUmc1+v00l6Qi/J51WvetXh9re/fVuxtfL+7ne/+wz6Y1eAAAuSdK9Pkin69KEPfWj47ne/24p12uq1acnqPFmr+5sH7+vbMaZP4tgYY/CDH/yg3ZsMmc9vfetbTVbYMvcpu7mMHs6S2zFsL3mwIsH20jF2bF7S38/zeLze+MY3tnl8yEMe0q5pnF/5yle2tgl2a+eE4gm9+8Mf/tDk9x73uMcZkm++w+sCQvezWkpWa9V+kt0x9uNVoiqIsYM+e6UrXanpSq06s5H8hRUs/sA8WcHq59GcuIZx9X/+w/yQy/Fq4CK6rwhGn73P38yja09abVwFRSptoufsnbHR5xq78ql8sWIW+dNesshfKsz5nPkyxqvKC3n49Kc/3cb1b3/7W7Nn9PEa17hGe51s8P2uxx7ZEUBm3XOertI9Y6ropNjps3e4wx2azSnmzT2dYofIkP4af3FG2RmfZaPIM9m8z33uM1c3NoovfelLzQ4ac7ZUv9nJQv/vete7NhtiR5t20SH+g72lN+T63ve+91q8s4jtHTNvzmeNkxjNHGoLzD8/O2u1kz6UbaldSX6nV+SGDV5kbskEm+x92mWlVbtrLKbFF4UdgsafHNo14rO1AGBuPOJjbNhZuyMtkszCuGuvz7DrZFf/Tvl/K9uPfexjzzAuru/ngAMOaOM+1is6rC+PfOQjz/A6Ge4fr3NP9xarGsdrXetazU9VXxaJr2fpyUbE0UmUww4LJfJDSRkpgcgYCu95EO+jlIJ+Sc3RRx+9dEXMCq4Ap5IJhkEQxChJmhlgwZd7QEItkLnLXe7SFJ9heO9739sMwXWve932Hp+n+BK/SXz7299uhvRmN7vZxNcZ0TGMLuPNkO+3337tb9rGibz2ta8d/vrXv65ts+UEBf7XvOY1J16fAzJWDJ/3/OxnP2sBGGehD1aLBT7u5//LrvTOu37BSHK23rfs5wRjggDG2Hs4LM7QKm+/ul1t5zx8jsM1b4K6t7zlLcOTnvSkiVt8BVnG+ra3ve2ZVn7KcZhHQUc5HE5SmwTLPstxuDZnjLe//e1NniUD5k4iJSHcf//91woPnIbgV+FDG4yHoFGwvwzaTK4FHAopAiFBpQBHQYkOGY83v/nN7f7aw+m+8IUvbAUYQXr1y+f8biyMJ50xdlaxOe2Nxn05TQm7ZFJgLrDhnAUe5przfd/73tfeX8mJz3ldgGgcyQWHb44uc5nLtIBI4KTd6Lc8z5IpSYE5ud/97tf6y0bUVr9JzJM123zNuzGV7Ezbej1tXmtnDZsnwbXbge6zmW9605uGJz7xie0+i+rTPLntYbfcg20WbAkmbeOr+66yK8S8sZUSY2Nt2725lcSUbSjMpzmmg4oEJYfuSya0g5wK/hUpjJGkikxPsztjBICSckVGMsOWsof0l08o6IG2sjmSS/JJzowb/aJbkttKOiQF4+C1Z57u02W+SLCp//wQ/diILaB03NhpPzvAZkicjF/vxyRX5oWfJU/e41+6YhzYRHNnDLxvFXnx+je/+c2mt+SQ7h9zzDFNbvll/TaW7Ki/mXdzhEV0VfCuYKGI5v2urSDIBs+be372He94R/u8QoL5NScQI4hLfJZO6rvi5Kw530gUB+gu/VDEFAco/pmHfguyRFDf/Oib/rOZig3GzJzSGeOLRWxvz7w5Nx6zxkl7FG/Lt4qxVnnUhG7qK3lgxxfRa3qg+KNY4P9kjR/yuJu2TIsvKvmnl65ljOgv3VSoYYuNKVtAx+h3yc00tM+40T/3oYtkT6y6yy67tDnmW/pEWQGOj58kc8aR3ihITHq9jzvFA+7LryigiXH9bVrMOmaWniwaR88jiXLYYWEQBTWURiLBYDLOAr3aQmoVmfKqmlWgzgC94hWvaAZ3vPo8CwEMh1lYjWAQGPAygn0iJdBWgab84GAYH20tBdemWVv5GFH3WOb5UQZEQG18+mszupwAw1NGjLGUWE8LwAXyHGcFivqnDwJmfRAwuN+qWxLnXb/wnn51i4Nc5HO2rFblUZ/dj5MyDhLCSatXgmPvreKBOfcZn+WQx1ixgtXTSZTjFYzXPVWIBRvVdgGk6wsaOQmy+cxnPnOt+EOOJDcSs1q9FGCT/1pFuva1r92C01WoKrrqszaOn9dSnXagkEDIKlf1o1amC46sD8YlItotAJm18rge+rbTZ8Gt+Ss5oHcSW4lTBWsCo0IgoZ0COvNLlisQmCTTs2RKoG0+za8AY97q0DxZc396TD8X1S9yQQ4kssZcm+j505/+9DU7Qpe87u+Sq0X1cJbcjpEIaYtEtIIt8kqO9HHSZwqPMYwDtGc/+9ntX8G8woKA3CqiFT8rvOMAWV/qHgI5O2fIInsnqVTAKjnQF0UhhUvjXno3tjtkrOeLX/xi8zt9cUofX/ziFze7UP6APyrZ8zefM0fax0fR9yc/+clr7yezs5il+wJNiTm/VDs5vFf/5+GzBx100Mz3SEytEBvT8huCWIUIwW7JKd9gTM0j3fCIh4C+VmzJkXlg78j/svKiDT4vEeHbatxcj4+VKJN99qgShF4fF9FViQQ5gTk2b+ZK4Wre3EueJMT8f1274hLJj7FmS2sFcpr/WBarkVbgerSjX0hgd+h12TEJnwKOv/e233voC9gpeqlwVDteFClr9w0Wsb098+bcvM0aJ3NIP8sHrHpWBVnl00q/F9Hr2rXQv/6CF7yg2U2J8bT4AvwLnWGztJ1Pob98uz7RK32m32SndnJNw/zStTrDgW4ecsghazHuPvvs0/ybpJ8cKJqJi/tV3nHciRrXWfTb1bXV+Ni5tGiizIZP05NF4+h5JFEOOzSMFYMigGfoBX8cMsNLiayiSEb71SyGlqHy2jKJ8thYqWxJzCdVujlJVX8VV4l8wSD01ThJ+yw4kY3EljNOlBFjoPpV50kwSP1WMwhKBMf6st6Dgha9/njsF/1cv9WSI+awrIBMg1NW4azAq782x7JRczU+lMjvVixKrsjPwQcffKbAsBwYOJV+m/W8vi3TdrJhFa626xtTQe6s1VFoN8cmeTGOPqfd0z7n7xx6IYhe9pnacdvNkwROhb1/j3bog8KO5ESQzQaY82pnvT6LWTLF5tga/PKXv7wFk2zTtIRwPbI2CatCkhx90V8BvuBUwOn3l73sZWd4v9WZ2ka4qD7Nktsx5Ji8Og1/khzPSpSt8s1KHATvkl62vlYTx/TjKhAW9OknjK8fSV+PcaozFzAvQHUNAe6k5FIfq13j560VLEpmjJPkf5kgf5bua785630bn7PI9QXoig5jetmhM5LPvrhqrI2dILmSAn3uix3+3s8pmSJ//TgsIy+1OkzfxnJd82anjHNMJAY+b3t9ycUiutoH7PprzKu98+betSSddj+4vqKFeIUs+nF/K6f1PjI9rSBux0E94mTu7TiZhqLJ2IZaQe7tIT0YP2plXMa63Pe/Er9elv3N/LBlxmYR29uzyJzPGicJvvhK8b/Gt98GviqL6DVZ5+vEnYrg5Yf4tGnntRT1GF+vG3blQT/Eqx7ZIjf6LUmc5Zdcq9d3to7Om+c99tijyb1VZjZTUUqB1FjOeqRhUSTFCgvGpYpD8x7/GsvYND1ZNI6eRxLlsMOjQsaY+LGKQKkYsEWrTZO2ltThUz3jVddZhouC10rcOLhcZnsVg1wB9bKnEk9ChdxKOGfmp5513tZZZstpz6QixkYXH8oxCyAn4e+M+qIn5ZIdjnPSowG9cxgXKcjVqn2rtpfjtFpn1cMWOk6bjllNmKQXPZ41k4RaGTUudKQO3JsEme5PZl/lwKZqe63CGT8JYlWge/TDqsGRRx7Zgmgrye5pFYrd0M55ifIsmRKg272iUGAcbNXj+Oc9X7YRCDZqRdy4lnwYD7LxuMc97kwys6peLYL7WhGyfW/MPF0gc7MCXkG35Ee/akfHsm2zemNFbNK9Fx0f11FgsJI6pl9FmiUzkx4ZmsdG6v74OhuRaGBSEXXWOCwrL+VjbT9XaJh0Hyt1tkqXPnqMwSqqFapFdHVee2fNvf5b7eZnPX8rmVB8tCWXrbICaceHYrWVVdtLvX/Sye7iiDrfY15xWpIynsNKcpel73/FLZP+1o/JLNs7ZpE5nzVO7qUgqEjodXGfnRST7j8Lia4CSO9D5um1HRT8pblhb42BZG+ej5ynv+ZPsUqBk9zok5V6jzkskxz2bNq0qRVQJMjGRoFw1lkFVVTjW2cVC8m23X3mQZKr7RJnOxP6vo3px2iWnpQvXm8cffb53ocQthCq1uVEaztkv6KlymYrbFW3GWSJaM8iKzqqgqq8kwwjY8p4qoZxWv3PvG11PSprjJyVk0lM+85in5kUONWhNQym7XnzignGiAHr8TtDuhFfO7Pq9TeiXeXw65ly1Db3SdeetsJlTBVpbHmr59/6lVlOSRW8N+yq0D22SNU2J47J5/RjLDtnxdfSaLNtTAomFVDpr+BEoFnPVwkmerSvH7v6nGIMZ6xSTA/G21XH1+j7t2yiTMatgghYasu38ePgx2Pnxxx4BsznbEPjfMnMWP+n6c8ikCFVe7tarIzWYUGT3resrM1CUKGPEr1eB4yHvggEx+NRQd+i+jRLbse4rySWTI3vu2rAV3gG11x6NrK2MY/p22r8taVfKeYHJsnIMs9OkzkrQeRvfJ1FixD0xPOxqyT8k+BfzJm56f3ERl3ffNeul15WzMd6vqZtWXkxl+aKbx+/vy92uB4/Jxmj82zdsrq66twbE1u7bT+W/Ghv/x3C+mz111efsbPjHQ6FQkBdeyMO+5qm7+vd/j3P9q4657PGicxZWZZs8Ttim2XhQ7Svvv5s3tzyhdqtTYorxm0ci02KLxaF/rqugrNCMh8667Eq96gDzWAO+hgXdhAoCIlTaqvzNPTfZyW8k/xg9bUWW2y/VvAwF+PdY4vE19P0ZKPi6CTKYYeFsXLggm03FI8yqThKKmsbIWMjEFH1sgIheHjnO9/ZkoJ6bslKDCMjcWT8VCxrG8wsJBJWex1E4PM+6xq1wqXKZnsnI+w1bXSgQl9t0xaHREyDw+fcXcOzQKqMjKYVMFtR6nTrMYyX8RDQGKeqRtf2a+0UKM5LlDkgBtp99IETEpj2z+2th1WvvxHt4pxVuVWiJaZl/F2DDKmMmkvzYxwnrT4Vng+qg0kUTzgL17W1j6EfH7DFwbiHtms3ua3rk1nb4BxiosJqvr2/TuhdLxIm/a1niY444ogmI/3z1xwRvSIjEg76M14RIGPmwLUquPQ5Ds54+aEbG7mCr53uV4cZWSGi0wLdSug4bW1XiafH+qCfqtTVRoECnXIduuAr2MZ9kwgILNxzXACZBt0WxJEb4+uZcs5+WmK4iqwti+DFqotdAhIBfTZmtkdaiVlGn2bJ7RgrGIIkckwn3Jf9clCNxHCRee5/yoZps/ZJfBSotLF2QPToi/kjA2xnFQnh0RN9sR3ReOsPufX7MvAB7kvOjanth/Te/RYNkD1Lyx/ZeUHfjVOdtLwKkj/FKs+FmlP9t1tiow6KMq9sgTF3bfcwp/6+nq/OWlZe6jRvRRPyYOz5eHpdyRJfbl69pq3GtZKHZXV12blnN+kYm80f0L062V7f6DoZZN/NuzYs8kzoRmDcjJGkyX2Nhfat16/Ps73LzvmscWKT6WsfE80q3BViNvbEnLinOMpBXnYX1Ur8vLmt7fMeY/MaHSCHi8QX82DfyDC7pF/8Ex86qwjF9xkzMkfetFMRuN+Ovdtuu7W/GU/FoVk7p9gKK/nG2gGw9MZciGGNlflCJcbm2Dhod18IWiS+nqUni8bR88jW67DDorLHEHiOjpIyYCqvKmf1jA6Fd2ABI0Lh+6+HKvzOwAssBGMSSQZ8XrLMwDu10OccAuPaKnEqY9AOxsiBON7j/5L2PrBkGOYFMLaKMUiu41RFbRTIW+0T4E5CtZDBUUhgoBm9SoolYgICldl527lVclXaOT4G0vtV/Rbd1j6PVa+/Ee3iXMiBgNp1zJvtzuanvp5JUsnB+KqZWY7Ka7ZGuY4tfPV1IwJzjwOMV0rNG8fg3gI+xZA6IIU82E4ouODwtMG1+hXf9eCZvNIfVVnJhvb0Qa7E0+Efr371q5tOSfSNR4/ti/4mWDD+tjjqhzbbpk0/JCQCk42inkekS4pI9TUY/VZD42i+yIWkTnWa062voaGj2u41xQfjqn8C/0KhwtZcp5Gay1lfy9RjTOkph06+FOPM5TQdX0XWVoH+Gw/3EYCaG0GT5zKX0adZcjvGHDnJVmAmCSQHdaruvGfYxs+dwpZKn5X0mY/aEmheBNBO6daHwrZJJ/vyDebcuNYqDztM1+kYvyAQJUN1cNGiGCcny+qjIlnZZjq1TGJqu6+5EZhLALRl2dPre8yL8bA9tBJK877KNu9J8+pr8IztYYcddoavh1rvdZeVFzJKlgXSAnlJbq0+wnzTcQmH67Px5GgVXV127rVZIiY+0RevsTv8dhUq9bN8BT/vcZAtAb9k661kwzzWVvD+6+JWYZ7tXXbO6cK0cRLv+ZvFBrazCmFkYhZsnJ86gJQddE5Lf4jZvLn1w9aIKx0Mq4/GU7w1L76YBxkWu/mM+/IFZHbWc8/Gka9V0KbnfBofPmbvvfduRYdp89Ejtva4jiRWMUHyarzqWyFgQcqBiAoWFgrItlha2xeNr2fpyaJx9Dx2On2jH7gLIWzXWClzAirHuOyzPGH9+H5WzqU/eTmEbZ2zi9zW9yg/61nPWvcW7+3N5gtAx4c4hRB2DI4//vi2c8JXb+1IZEU5hLAQamqqgipzAsjxKbchhBDO/tiCXN/qYJWmHtGprechhB2rUHbKKae0rfbzVty3R5IohxAWwjbvzZs3t61NVpM34jCuEEII2x621UqWbTG1rdgW17PiMMAQwrbNscce254jVihbZNv19ka2XocQQgghhBBCCB1ZEgohhBBCCCGEEDqSKIcQQgghhBBCCB1JlEMIIYQQQgghhI4kyiGEEEIIIYQQQkcS5RBCCCGEEEIIoSOJcgghhBBCCCGE0JFEOYQQQgghhBBC6EiiHEIIIYQQQgghdCRRDiGEEEIIIYQQhv/P/wEIF/4U3sbKbgAAAABJRU5ErkJggg==",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Build visualization\n",
+ "fig, ax = plt.subplots(figsize=(10, 6))\n",
+ "pivot.plot(kind=\"barh\", ax=ax, color=[\"#4477AA\", \"#EE6677\", \"#228833\"], width=0.8)\n",
+ "for bar in ax.patches:\n",
+ " ax.text(bar.get_width() + 1, bar.get_y() + bar.get_height() / 2,\n",
+ " int(bar.get_width()), va='center', fontsize=9)\n",
+ " \n",
+ "ax.set_title(\n",
+ " \"Causes of Homeless Deaths in Toronto (2022–2024)\",\n",
+ " fontdict={\"family\": \"sans-serif\", \"size\": 14}\n",
+ ")\n",
+ "plt.xlabel(\"Total Deaths\", fontsize=11, fontdict={\"family\": \"sans-serif\"})\n",
+ "plt.ylabel(\"\")\n",
+ "ax.xaxis.set_major_locator(plt.MultipleLocator(10))\n",
+ "ax.grid(axis=\"x\", color=\"gray\", linewidth=0.5, linestyle=\"--\", alpha=0.6)\n",
+ "\n",
+ "# Add data labels\n",
+ "handles, labels = ax.get_legend_handles_labels()\n",
+ "ax.legend(handles[::-1], labels[::-1], title=\"Year of Death\", fontsize=10)\n",
+ "\n",
+ "ax.text(2, -2, \"Source: City of Toronto Open Data - Deaths of People Experiencing Homelessness - Homeless Deaths by Cause\",\n",
+ " ha='left', ##alignment of text\n",
+ " color = 'grey', ##modify font colour\n",
+ " size = 10) ##modify font size\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 58,
+ "id": "b65bf03f",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Saved: homeless_deaths_by_cause.png\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\sjeon\\AppData\\Local\\Temp\\ipykernel_18592\\1526849445.py:4: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
+ " fig.show()\n"
+ ]
+ }
+ ],
+ "source": [
+ "fig.tight_layout()\n",
+ "fig.savefig(\"homeless_deaths_by_cause.png\", dpi=150, bbox_inches=\"tight\")\n",
+ "\n",
+ "fig.show()\n",
+ "\n",
+ "print(\"Saved: homeless_deaths_by_cause.png\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "a9150b38",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "visualization-env (3.11.14.final.0)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.11.14"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/02_activities/assignments/Assignment_3/homeless_deaths_by_cause.png b/02_activities/assignments/Assignment_3/homeless_deaths_by_cause.png
new file mode 100644
index 000000000..972f304ab
Binary files /dev/null and b/02_activities/assignments/Assignment_3/homeless_deaths_by_cause.png differ
diff --git a/02_activities/assignments/Assignment_3/homeless_deaths_by_cause_data.csv b/02_activities/assignments/Assignment_3/homeless_deaths_by_cause_data.csv
new file mode 100644
index 000000000..4bab42852
--- /dev/null
+++ b/02_activities/assignments/Assignment_3/homeless_deaths_by_cause_data.csv
@@ -0,0 +1,126 @@
+_id,Year of death,Subgroup,Final_Age (group),Gender,Count
+1,2022,Acute Drug Toxicity,20-39,Female,23
+2,2024,Pending,60+,Female,1
+3,2024,Cardiovascular Disease,60+,Male,4
+4,2023,Homicide,20-39,Female,2
+5,2024,Suicide,20-39,Male,2
+6,2022,Other Diseases,40-59,Male,10
+7,2022,Cardiovascular Disease,Unknown,Male,1
+8,2024,Homicide,40-59,Male,3
+9,2023,Suicide,40-59,Male,4
+10,2022,Other Diseases,<20,Male,Suppressed
+11,2022,Unintentional Injury,40-59,Male,8
+12,2022,Unknown,60+,Male,17
+13,2024,Unknown,20-39,Male,3
+14,2022,Suicide,60+,Male,3
+15,2023,Unknown,20-39,Unknown,1
+16,2022,Acute Drug Toxicity,40-59,Male,69
+17,2023,Cardiovascular Disease,20-39,Female,1
+18,2024,Cardiovascular Disease,Unknown,Male,1
+19,2024,Acute Drug Toxicity,20-39,Unknown,1
+20,2024,Other Diseases,40-59,Male,11
+21,2024,Acute Drug Toxicity,<20,Female,Suppressed
+22,2022,Other Diseases,60+,Male,10
+23,2023,Unknown,Unknown,Female,2
+24,2023,Unintentional Injury,20-39,Male,5
+25,2024,Pending,40-59,Female,2
+26,2024,Unknown,20-39,Female,1
+27,2024,Acute Drug Toxicity,20-39,Female,21
+28,2023,Unknown,20-39,Female,1
+29,2024,Unknown,60+,Female,1
+30,2023,Acute Drug Toxicity,20-39,Male,56
+31,2022,Acute Drug Toxicity,60+,Male,16
+32,2023,Acute Drug Toxicity,60+,Male,17
+33,2023,Other Diseases,20-39,Female,1
+34,2022,Unintentional Injury,60+,Male,2
+35,2024,Cardiovascular Disease,60+,Female,2
+36,2022,Cardiovascular Disease,60+,Male,22
+37,2022,Homicide,40-59,Male,1
+38,2024,Unknown,40-59,Male,7
+39,2022,Unknown,60+,Female,4
+40,2023,Acute Drug Toxicity,20-39,Female,17
+41,2023,Other Diseases,60+,Male,11
+42,2024,Cardiovascular Disease,<20,Male,Suppressed
+43,2024,Pending,40-59,Male,12
+44,2022,Cardiovascular Disease,60+,Female,3
+45,2024,Unintentional Injury,60+,Male,3
+46,2023,Pending,Unknown,Unknown,1
+47,2024,Acute Drug Toxicity,40-59,Female,10
+48,2024,Other Diseases,Unknown,Male,1
+49,2023,Acute Drug Toxicity,60+,Female,1
+50,2022,Acute Drug Toxicity,40-59,Female,12
+51,2024,Unintentional Injury,40-59,Male,5
+52,2022,Unintentional Injury,20-39,Male,4
+53,2022,Acute Drug Toxicity,60+,Female,1
+54,2023,Homicide,40-59,Female,1
+55,2023,Unintentional Injury,20-39,Female,1
+56,2024,Unknown,Unknown,Male,3
+57,2023,Other Diseases,Unknown,Male,2
+58,2024,Suicide,40-59,Male,1
+59,2022,Other Diseases,20-39,Male,1
+60,2022,Unknown,Unknown,Male,8
+61,2023,Unknown,60+,Male,16
+62,2023,Unintentional Injury,60+,Male,2
+63,2024,Acute Drug Toxicity,20-39,Male,31
+64,2022,Cardiovascular Disease,40-59,Male,6
+65,2022,Other Diseases,Unknown,Male,2
+66,2022,Pending,40-59,Male,2
+67,2022,Suicide,20-39,Male,5
+68,2022,Unintentional Injury,60+,Female,1
+69,2022,Acute Drug Toxicity,<20,Male,Suppressed
+70,2024,Unintentional Injury,60+,Female,1
+71,2022,Pending,20-39,Female,1
+72,2022,Other Diseases,40-59,Female,3
+73,2023,Suicide,60+,Male,1
+74,2024,Pending,60+,Male,6
+75,2022,Acute Drug Toxicity,<20,Female,Suppressed
+76,2022,Unknown,Unknown,Female,1
+77,2024,Pending,20-39,Female,1
+78,2024,Acute Drug Toxicity,60+,Female,1
+79,2022,Acute Drug Toxicity,20-39,Male,49
+80,2022,Suicide,40-59,Male,4
+81,2022,Unknown,Unknown,Unknown,2
+82,2023,Unknown,60+,Female,1
+83,2022,Homicide,40-59,Female,1
+84,2024,Unknown,60+,Male,3
+85,2023,Unknown,Unknown,Male,3
+86,2023,Cardiovascular Disease,60+,Male,11
+87,2022,Unknown,20-39,Female,1
+88,2023,Homicide,40-59,Male,3
+89,2024,Acute Drug Toxicity,40-59,Male,36
+90,2022,Suicide,<20,Female,Suppressed
+91,2023,Unintentional Injury,40-59,Male,9
+92,2022,Pending,20-39,Male,1
+93,2024,Acute Drug Toxicity,Unknown,Female,1
+94,2022,Unknown,20-39,Male,2
+95,2023,Acute Drug Toxicity,40-59,Female,20
+96,2023,Other Diseases,60+,Female,2
+97,2024,Suicide,60+,Male,1
+98,2023,Unknown,20-39,Male,5
+99,2023,Acute Drug Toxicity,<20,Female,Suppressed
+100,2022,Other Diseases,60+,Female,6
+101,2022,Cardiovascular Disease,40-59,Female,2
+102,2023,Cardiovascular Disease,60+,Female,1
+103,2023,Other Diseases,40-59,Female,1
+104,2024,Other Diseases,60+,Male,4
+105,2022,Unintentional Injury,40-59,Female,2
+106,2024,Acute Drug Toxicity,Unknown,Male,2
+107,2022,Cardiovascular Disease,20-39,Male,1
+108,2023,Pending,40-59,Male,3
+109,2023,Unknown,40-59,Male,10
+110,2023,Acute Drug Toxicity,40-59,Male,63
+111,2022,Acute Drug Toxicity,Unknown,Male,1
+112,2023,Suicide,20-39,Male,4
+113,2023,Other Diseases,40-59,Male,8
+114,2023,Pending,20-39,Male,2
+115,2024,Other Diseases,20-39,Male,2
+116,2024,Cardiovascular Disease,40-59,Male,5
+117,2023,Cardiovascular Disease,40-59,Male,6
+118,2024,Pending,20-39,Male,6
+119,2024,Homicide,20-39,Male,1
+120,2024,Acute Drug Toxicity,60+,Male,9
+121,2022,Other Diseases,20-39,Female,3
+122,2023,Unknown,40-59,Female,3
+123,2022,Unknown,40-59,Female,2
+124,2022,Unknown,40-59,Male,7
+125,2024,Other Diseases,60+,Female,2
diff --git a/02_activities/assignments/Assignment_3/homeless_deaths_by_month.png b/02_activities/assignments/Assignment_3/homeless_deaths_by_month.png
new file mode 100644
index 000000000..b34aede4f
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diff --git a/02_activities/assignments/Assignment_3/homeless_deaths_by_month.xlsx b/02_activities/assignments/Assignment_3/homeless_deaths_by_month.xlsx
new file mode 100644
index 000000000..88ed14e8a
Binary files /dev/null and b/02_activities/assignments/Assignment_3/homeless_deaths_by_month.xlsx differ
diff --git a/02_activities/assignments/participation/Session_01_0601.ipynb b/02_activities/assignments/participation/Session_01_0601.ipynb
new file mode 100644
index 000000000..452672d55
--- /dev/null
+++ b/02_activities/assignments/participation/Session_01_0601.ipynb
@@ -0,0 +1,509 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "5c2b1f08",
+ "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"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "e32b5e58",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "np.random.seed(613)\n",
+ "x = np.arange(50)\n",
+ "y = np.random.randint(0, 100, 50)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "99ad018e",
+ "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": [
+ "fig, ax = plt.subplots(figsize=(5, 3)) # comma between fig and ax allows us to unpack the tuple that subplots returns. fig is the figure object, ax is the axes object. \n",
+ "# figsize is a tuple that specifies the width (5 in) and height (3 in) of the figure in inches.\n",
+ "ax.scatter(x, y) # scatter plot of x and y; since it's a scatter plot, it will plot each point somewhere on the axes."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "8e4a45f4",
+ "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": [
+ "fig, ax = plt.subplots(figsize = (5, 3))\n",
+ "ax.bar(x, y) # bar plot of x and y; since it's a bar plot, it will plot each point as a bar on the axes."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "2eb16126",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[]"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots(figsize = (5, 3))\n",
+ "ax.plot(x, y) # line plot of x and y; since it's a line plot, it will plot each point as a line on the axes."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "38487eb6",
+ "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": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots(figsize = (5, 3))\n",
+ "ax.hist(y) # histogram of y; since it's a histogram, we only need to input the y values, and it will plot the frequency of each value in y as a bar on the axes."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "ecc4b028",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots(figsize = (5, 3))\n",
+ "ax.hist(y)\n",
+ "ax.set_title('Total growth over time')\n",
+ "ax.set_ylabel('Total growth')\n",
+ "ax.set_xlabel('Years since start')\n",
+ "fig.tight_layout()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "9b2272eb",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots(figsize = (5, 3))\n",
+ "ax.plot(x, y) # line plot of x and y; since it's a line plot, it will plot each point as a line on the axes.\n",
+ "ax.set_title('Total growth over time')\n",
+ "ax.set_ylabel('Total growth')\n",
+ "ax.set_xlabel('Years since start')\n",
+ "fig.tight_layout()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "0ae4b379",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "font1 = {'family':'sans-serif','color':'blue','size':30}\n",
+ "font2 = {'family':'monospace','color':'green','size':14}"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "id": "ecc22f41",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "ig, ax = plt.subplots(figsize = (5, 3))\n",
+ "ax.plot(x, y) # line plot of x and y; since it's a line plot, it will plot each point as a line on the axes.\n",
+ "ax.set_title('Total growth over time', fontdict=font1, loc='right')\n",
+ "ax.set_ylabel('Total growth', font2)\n",
+ "ax.set_xlabel('Years since start')\n",
+ "fig.tight_layout()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "id": "667649a1",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\sjeon\\AppData\\Local\\Temp\\ipykernel_20212\\905970563.py:6: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
+ " fig.show()\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "ax.scatter(x,\n",
+ " y,\n",
+ " marker='*', # NEW ADDITIONS\n",
+ " color = \"indigo\") # NEW ADDITIONS\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "id": "1e46b2a6",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\sjeon\\AppData\\Local\\Temp\\ipykernel_20212\\3994263080.py:8: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
+ " fig.show()\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "24"
+ ]
+ },
+ "execution_count": 24,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
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+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "ax.plot(x,\n",
+ " y,\n",
+ " marker='*', \n",
+ " color = 'indigo', \n",
+ " linestyle = '--', # NEW ADDITIONS\n",
+ " linewidth = 2) # NEW ADDITIONS\n",
+ "fig.show()\n",
+ "24\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "id": "80e082a4",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\sjeon\\AppData\\Local\\Temp\\ipykernel_20212\\3440548659.py:4: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
+ " fig.show()\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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69telIhFrDbUdYCWxO7FDUZrHXb8SeqqyD815REraCaAoKAWlgmVPtP0bfE9U8oAWnVMmXc/OcTaBhcOo5WkDBzRxv8J5n9TWImmNhYzVdT/IktiN3cTEBMhy0GFUFAVsWyQysfoSDd5tt93mGTfMwd17771w5plnwjAjVrQ4IgVP+EgZJCzlpftHn7Tzln6VDzSi1dqvxMRjCWCsw8oxjxjWqjb3Dr5vWdbzXp5M9fWJxkMzh+4ft+Su9jHsjL2pOCkET7Du9xD/jjWOITevJ/6GCQemDurGHaBrx4Ss2E1GGxP7OC1bRHYc2LOh0BJuPxgJY/fWt74V/v3f/x0WLlxIrQcPP/wwFad88IMf9MIomMP7/Oc/D3vssYfXejBv3jw46aSTYJjBFS2655PVbzVu7wSV0tsKM26mewUWxuLfnJgmJh40tvMk2M46AEdKdR5X0pS040GRd4K68XtwnJcoRIhhzXLp+IH2LX+fndt6EKfAr/faUiVwjIxVzqCCGPx9VBoSKlb77uPjlTOgWrsJLFtEB8r6W+h+JhxR2zbaqaU4sSio+PevYJVnr/0gC2J/569//etkvM466yxYv349GbEzzjiDmshdPvGJT8DWrVvh9NNPhw0bNsBRRx0FN99881D32LnIGIppIIFRGEPXqwILQxhxywH559hhzq55QKFHYAbyRvmfm7g/qI3EfmxGvI2CCt3tVKkUHFs68PfE94780o4bplKm/A7+Y0J8F3XK46q6C1h1Yexs5wUA2DnyZyhiCsGxt3pi9KFTCO36Up04PLt62/0r7H6QNrG/+/Tp06mPDi+dwC/+uc99ji75Ixl9OWYqOBneRcID2d9YDvXYyqiHhbg91eB0iGBTfq3+a7quKLv3Z+waoXzse+zncyvyQu+6aT0LunZE5NcoEoOkEJzGpAs/cZy7goOB4+nfSxLWxoyIOLC1VJXDh4mpMfeSF5+Pm6Znp4AE48FQSY5VVDDnsnXyv6BuPJjo+6AHJ9ADBkmM+lH67rXDELIbxkSPoh/QC3HVXGz7xZFWxcm6PWWs/H+oR3W8cm7zlO9gZGRAAp4dG7uRxPUoiujZ4YgYXV3qu2ecYvNJ5Fw07TDQ1MWgqa8RJ+sWzy6voJag47wCdeN2qNZubIziSQB3lp0v9C5uS151K6qo+HVrw4Hb3p6Sr4uKorjenQ2WjaFMpnsKYUHf5fySpDT2AzVGz85n7HLg2RUn4RQn2JjpjLZGYyfwRKnrh4BpPQK2g4MZ0TNIplCkNbwW9OyM3LZtmL7qS/S+UDtQckTOpW7c02i5kKCsHx/LyajdiQhlwywHhYFNcJyt3py7aPm6wYydKu8CJoj8k2U9SzPXmPZgftW2n4tl8oFD5614c3au0Pgww8auDxR5HjjODIABDvS8o6p7gePsBJI0u7HKH0xFPbIYdM48u/aSYCjSuxomq6u9nItpPt6QR1MBBjB2DolAmx1PRCgbZjUcSoc0MqcNXIkZFUVZ4FPHGf6TZZYYZjPkLcE00LUlfZbza1NVVfrGXwDFnt1IUi69BYoOHmwZvKt3LW9edei2DTxpUFQRPS6bBgf3R/e2g9bpBwrMD/3KsjwXxipnAZDR679ICItbUMkFc4ij0kaSBLi4QMMmUGmaAPY2hinnx30Iw+UAGlXeqsreFGGIoxUlUI0Zc2tLErBnx0SejYUnbAx7YR4g2UpMp3EilNusHusj2bYRrDDF1Xf/JxFV2Z8q5hR5ai+WXxCapkpEAH8PLBgCabzvz9b8HELVhemMYf7BF3bUYLL2A2roLulLQ1TSmjReB1HknaFSfhfEBe7PWM2LhSq4cBl22NgxkaibK8Gkg0/MLYu7t675PveCSUMhpYYxmAuyPKdRoq6DLA8meTW0BOb2YR9nf8YOTz6oRdkJ/6gfZ8CJ5UxyYDjaMB/ybuvawVA37m48Vuv99/5FoRRvqw4qo+AlL7CxYyLhkGcnkKRxKlZA9fzYG8o9qTD07kQ+Cd8jKeOaBiK3guE6jFPKIEs7TMm5pDWR3a812s9cuyTAYp3WytGiY9sveTlSRdmDFnyR9g9fbk4asb7UqLCx64O6cT+Y5ipaNZVLJ4Eibw9FwfHGwshQrf5fqiTEUBv28MSZd2lKhakiZDYCiPYMPOTQY5sZEM71V8ulUYSD7ykau9WWE2hvTPMJqhhF71FV9hy4OAHDdHix7XWUw+PQZhNFmU+tPYbxMKgKTsZoNohH9+x039+KdpMi5UrZ2PUBlmqLk3xQkqkI2M4W+lfk7MYbxRQ1cGArVYnFgWha3jhyc+xEBZxYaeO2ay+hlF57RaX87r6Fqy1LTGlQyrsMbOwcZwsZOsSynwVZzk9oLA1kaRqU9NfTdcte30HBJJxnV6vf3sgBmlTookg7QFFgY9cHaa2+hw2HVBdcmajpIMuzqHQese1XQVZiMnYw4ZXN++fYidVovVEFJoEsx/N+6WFRg7ztbAVZ2i7RfatuPAR14y4KC5b0ZaAqu0JcBFsPBg87YuEEwO+8frs85YHSJqqKULB5XGuEPs1YFlMT1e9T6BmP0X4XTmnCxq4vtNw2N8cTwhSrTVma1XzMfgXAU8SIb7QPaWK698METEx+k67jVIBK+WTIE8LwvLHHs4IFKv2DBqkWKtTVv7FDGbLBTyGi2AiPKQMs67mRmmjRL7ggQsPmX/xMFfSuRZT00gJqOYOqqKBQAg5YthMSlYgbNnYDrq6KJBmG4SYX4dlhQ7nAJjWO+Ef7yNKMDtt9ND1q9JaxnBtDTrig6Bf/ibCXlJM4AYYfv+LpYsYkqoAtLIq8ACz7LxQOt51XQOng+RYB1E6drP0PeWA4/V3XDvMZOf8xECZn5w9j6gCSTxpugMWUG2XxXjcHsLHrB3+oKWfNzYOAVZcu1P8mNz07Gz27BEb7BCeUq81qxhHd7hhujCPkGFj1dwg1Yn9dtXYDVWNis3G59KYQr4tN8c2JB3GBOplo7NxQpiIX19ihdirA1sb1h0DXDvceE72teByY4Y4Bv0GTUObQV+DihjP7wmoKJORE/YanHvTB1MbfIoYxpzdK5ssJeHbBOXYuIrSl59azw56p6KLLyQ1uxbCq0Dc1wLSeJI+iN+4khf4nHrRDUZrz7HAwadHAkKBlrwXLXgem9bh3v6rsQceWCBkGf88wxwAWkinyIpDl+Q2BhnjOXU7OpMIQ9uxiaPwtZhgTqzGxSGRWY0TLZvJy49jxHd8cu9aBlPj65LXk0LOr1W8ho4KVmJXSuzoP20xwcKsfUVxSbhiwWqjJ13HpYrYiS9i+g6832cjbDSKVlj86aaea1qN08c+r0/U3NPpPe3vWqroHXVwMU3iMA5+7AlJhbOwK4tnl76TbL7p2LGjq4WTY5EaYSZZmgw0v0nVcgSpS95NlGMqlk6m9Q4QzgydUPLCc3Hp2uFgwSHg5aeHj5vbxzV9sM4VBCAMIb80wH+85+TopY4cLJ1VZSBPU8ZiarP43lPTjexrfUSG0dmpDei7rqJQT6N/LRxiTPbt+KKhnR5qINPizObsOPTvR5yoJj6yNDmMc79N80BVKNnJXtYcGXIB5l/YnCDRCk7Wf0MpZUXeHsr481sGt3T2JyZ6Tr4PjfeLVQ8RQpjB2uHBaF8rTHBXCaqfGW29gpFIANSywsesDrJLTtaMaSuLFUU9ph6ruC4qyK2ktxlGGHt2rzseqcmpDfuep02LkTtCL6jfM1KkPLoonEUDCfX5H+mxRZuD1Ao08Cgjo6htIFxUNr2n+qaenyWRUb+D4WxrycQyysesDDN9kM+Jm+KDy+BhPetG86npuDjTRkC+8LVKe6UAg5zlAXtItIOi06u7Xk8ABq0kMWW3naWJfZS9Pc5QQBV+i35Buo1g37uMt8+qwB49C4k4dZHmHrsdAtXYLWPbzVJhSKb2TIjFl/W1i0eITA49KsO2BPTtmhMDwFWqCYngRJxAoyrxE3seyngfTepqqMBUFq8iCB2RaQsnJhTC7Gzt/fq3fHk4M75b1t9IJKS/iv317miMEaqcq8u5g2aIas6S/DRR59pSIiWHc401CqJRO7XosYt7bcV4FUQSM6YESDV6OY4A1/iYYzkT9zjzAnh0TCuzJMsz76Do2uiZm7OznwTDvp+tl6W1TjB2O+NG0QxvqEjNyaey6NYuLCsQIfVRtX0MKVOB1fJ7XOuLm9yog0X9jo5uzGnIcaFYiK/K2HVIDpdCN5VPlwuJBlrelS55gY9cnWAAgGsqt3P3og/bYteZqLOsFEvBFfUxde/1AuZVAP1GgoVyQ123d2rbRDVFxaiauzoOexFj5AzBRvVzclraHSvmUVHKvTHsqpXeTNyamSuiDh7q9x9VCtXK0g/fqPpmY/C+h9C/NgPHKGVA09RQ/prUaDHMlXUcljkGMnV89ZZRGvbjFKb3DmK7SRTq6q/hZsMQfDbAsdfIkmlRrP6fvQsNh9RNjrYZFjxIvwltxlT7EfUUBFVIkaRbIMKvLc/rx7LTA4hTvl0DNTQgyDtjY9UvjhFSU1oNW9RQ/1H7QAHUNAXaPQRcTD874+riGK2fXy7PTBuolpIG6KN8mlYTSTZd+ODRWmnpQ6NdGlQ+3/zHutg/yNCtnQK1+B5iWyEmVtKWNOYBMkwhi0I3zk+RrOZisXSsiUtL2MFZ5f18b1rb/RtEHVHMR1cXD7zWysesT94SUpyKJpMJwAUFo+9UB59gJY4cFKu1OpkJWaQ2FkBVlp9zkctCg4CoajV7PdhWvl9DsS0nEstZAtf5zuq5rxwS0FQclbhHoVtCzVNVdPGNnOy8AwD6JvFde8Ycxe2nzup6dFCjsQsNnDaSNWTN+6800HKucGdssyyRhY9cvbqgJd5oCSBt1C2Ni+Kv5vFcGNKhWx3wdvb69tlG1hwXPR+fG2GFIVoZwYdngiQlPVqUBdAtLMbdPuP17yXndijzfE/w2rWdz1Ek5GKb5JA1nxaIsnEreaRsHtU47e3ZCh7UReZK0wIJCVGeyXBiTwgkpv2FMDF+pU1aamLtErww9u36VTULl6wqgXqNpB4Pq7N1YgaPaSjSCoa1SKG8Nw54YQlbkHTsWASUlFdYKGmhsXBeaqyiCvLkQoUxsuUHVGESmKeIdtnFozy44pbyJNriCSg85umGEPbuYxvzkpbm5//Dilq5l8zjI1aIQZI2agSXoUYTRY45dJ88ur312UcBV/SAEpJxC7JcoTl2r/5qul7Q3djZ2jdE+9LoJF43g9HI0dghW+soyKqmMNrbzN+96t4Zvv2fXrUAlUM0r6W1SMHHIhbWXoxtGRjv2liBFGvODxstt9m0NYbYrUnH6zNsFPLsOxi78qnZ4wDC3YT5GITnsV0ye3uN9/Ph/U3+4OivPDlH9I3+sYoz8cRr7hij46KxKEljAdDkG8ByFixddewNoyn6+B9xzl01jp/r7sG44Ox/qKQh7dv3iP+mOuLHDgY+Kshs4FE5qFqP4wekHLhgSU5QF0d+GlptlUeHV0kyeZ88Oi1Jq9V/RdZxCXim9PeH3i+bZ+Y2dv+o2S2OHYUy3uR49u7yJfvfzm4lFJW7bXr2kOoyVP9L4bTuHENEQadprQizUleif15tSnp+IFhu7PgnsMDnxMPoF82eV0sldnxOYWt73IFc82KtCXFreof375NKzCysV5j6/KvrySPsQBbajhQwDoa0Qxk72KdF0N3YTqRk7zAtjoYplP0MhdMzdSb4FVVFDmAga/U4Rln4mH0gdxMK7T6t3C1/Ysxt5/H0rI+/ZhQA9PpyGjLk7UU0XDneuGi4fDPNPdF93tXu/R13PXdtGN6kwF8N8FOrGb+h6SX8LaGrE0vvA+JUwK2/dEyAOH8ZMvtFbVQ8AxZlP+bve3k6+wb61tFSCpIBn10/7Qf4GtyLs2fW74ahvas+GRmP0YoxRQ5bGYaz894mr3aPChAi7WLnxqFFpxyXMvhLMgxgDhDFdnU0I4SlgNe0rjYnz7UOGqrJLo2x9MtBukhSaihWpxcAJeHbbxihpiN64Rt6bt0D3FupyXwt1f0QlT4V5bOzyMtpmROlP7R6NwWRuPDvbDq+LKQhW+kaluV1KofNcqLRiUY8krvTRg5vquVETv7JT5M/D9MZfuNQpX+0Hp8oLAYcaFaC06/M1rT97uWJdOw507WBPlaakHddYOBZjvE9i1ZgvvPACvPe974XZs2dDpVKBAw44AB544AHvcVw5fvrTn4Ydd9yRHl+2bBk89dRTUHQsay1MVq+lf4eJydr1pAU6Wf1Jo7E4XrV7VLVvB96Pj7fLMaEnMlDeIkUciGbsgp5ddGM3Vv5HGK+cF0kKKmxFJpNGzq63Z2eaj4Jh/g4M88HO3r+vj05qaSrv19CJz7cdjFfOhbHyGaDrOMS6oJ7d3/72NzjyyCPh2GOPhZtuugm23357MmTbbtv8AS+55BK49NJL4eqrr4ZFixbBxRdfDMuXL4dVq1ZBuRwtWTpKYEOpZT9H/yrKXBgWsLqSwizO5lCK+Bg+oXxbQkUMY5X3QZ6IWqDiz4P00/grvLlSpEq5QEWmvRlgSJRpcGFsO+vBsp6ldpQ4ZrENI4q8gISZSaDZZ5hCiUE7tbbhRH+IUorRAxP7F4ZF83Wujt3YffGLX4QFCxbAlVde6d2HBs2/8371q1+FT33qU3DiiSfSfd///vdhzpw5cMMNN8B73vMeyAM4Ldiy/kInI0Xevq9Se3+Bhm2tB8P8fYgCjewaynt5Ujh4FVXxMUelqUugFHLVJxqUG3k4ep/ZAM7kyKjdN41dyFlxgZNdOqFaoVDiVvnZHYsoxEkVT3TptOg6zgYvf4uFKqNq7Er60RH/Qg/RWO5vKteg6MRu7H7+85+Tl/bOd74T7rjjDthpp53grLPOgg9/+MP0+OrVq2Ht2rUUunSZOXMmLF68GFauXNnW2NVqNbq4bNrUVNrIsgG0Vr+ZrmvqIX0bu6gFGulT8w6aXpWEWKHnFmNgqXiUE60Es8CBv9IJt1L6h0bRxGiklL3FAo6rCWEkgp5dOsZOVfYDtbJ/x8+Hi56J6pUDq+VHRZKw9WI6Fc5Y9gsURh+V/WIQgo3ltd6FJOAb8WOvowU1Hteqslff5668Efvy7C9/+QtcfvnlsMcee8Att9wCZ555Jpx33nkUskTQ0CHoyfnB2+5jraxYsYIMontBzzFzYur3wgKNzj+D3Hh8OAWg252Y3O9iWn8JnXvEvh0H/ua9hixrI3NCE2K8QuMyfNVu/20tWAxTq98OdeNuMK1nIs5R63Y6MHyed3qjl3DRgx6dABvMhYRY0Qn0m3bw/oNyYZp3FQtbDPM+MMyHyfBFBadq1I2VUDceTEkRKB5iP6PYtg2HHnoo/Md//Afdfu1rXwuPPvooXHHFFXDaaaf19ZoXXXQRXHjhhQHPLmuDF5dcGBZgYI+a35PzF2hkreofHO3Ty9jJlFwXkw8M6hcLk3sUMmGi8KWTQosfw3yEKs2w9aCkd9ZyHAbwZD1e+cegAn3Pv4kwibrNthRFCyLigO0CcZBmQ3krirIQTOtRuo65O1VZCKMESnZFLxjx5+zqvQtUIKiNOci5y7Seo+IYVyZQht7VoyPp2WGF5b77Bivo9tlnH3juOaFvN3euOPmtWxdcUeBt97FWSqUSzJgxI3DJnBYVgkHopE9HAziHamhr5zCmmDO3FsDXbGxaj9PKEe/Hxzv/7SuBSq9e2PZfwbKeashINU/Cw4wIy+qJe3bBVX58RQlpSoW10vTshCj0qIHpkC0T34CJ6n/ThIcwBAtSaiH2BS3Gc5dftEArrmeHlZhPPPFE4L4nn3wSdt55Z69YBY3abbfdBq95zWs8T+3ee++lkGdeiFej0d8LJeZ4CdoXCqSJ/+CTuoxZaZd7ROmvMLlH/wy8MJ5dHlVUooAe8lj59IZx1AfQxYxWLSfCUi+RN18uvTvQo+efeJD2BHlZnkbaq7if4DzDTtWHecV2MBSIY5YmQ/9mwbxuLVrrAQzm2QU8yRz9DrEbuwsuuACOOOIICmO+613vgvvuuw++/e1v0wXBA+j888+Hz3/+85TXc1sP5s2bByeddBJADjfdoHJhirwt6OpSsJ0JUJRtwbL+Brr2WjrIh8mz6xbG7K85XGDbL0cydoHS7JyoqESl/wrc/ge3WtYzYNl/oeutY5rSlgprRVF2BtvERZFDOSNV3R1GTSpMTDvQYqsZCJ6XtBg9O5YLIw477DC4/vrrKc/2uc99jowZthqceuqp3qb6xCc+AVu3boXTTz8dNmzYAEcddRTcfPPNueqxE6teoSc4aBgTV3O6foh3Wxui2oxgGHN6IrnHZhhTIm3NSKvaIdclxbwl5hcxBKypByeeXxQ9jv31VpHnbvt+d19BTZZhTESRF4IBD9H1Wv1WMgzD1Is62O81GVkmDIudZHkO9VJ2GnRcKZ3UmKaAvXtKbNqYLBfm4y1veQtdOv9QEhlCvOQZPJmIk+1oeheIri0B29mzIXmVzGKkXHo72M7LdIINtbLN0eQDy34JLOtJqmNUlalqMHEzSIhJntJYPnd4jB2Vx4sQPyrSDJvwQiwyYRGMHU4FGSt3F1dAD7ytFy4NJmKfV7mwIfIhcgjuNM7gBSrdwFEv9fpvQJZ2oHEnunZMqge5oswHBcJNMaA+MsBeO1wtuiddcV+vPjsZwkt/5WmmXbCaNbxguGk+QRJSaLx07agITdxRJx6EkwxzZ61lYexc4QVZ3olyitgCYbQRXsBWl7pxR+rHSGwyYSE0MYdiPJnj/g22COVn/jcbuwFAjUbsEBtUNsetVBQrMX8/zEaYqF7dOIE9TSGHYV7RotEaq5wBlrUeJFkGCbYDjPbG3jOXI88uqlSYi2H+kRY3iK4tDpSahw5jRtwvg0Ncg8INAc8uZWWb9sVPQeGF8co5Qyu3l/a0g2j1BuYAg1vzU4mJsLEbgEr53bH8CLgaNS1RwYpVeG5xAvZmoVqF7TzvxdaHSUqsHWjYVHVesu8Ro2eXtDfgGjuhnqL0bdDDFpsEw5jRQkzBIa5NjxQp628CxzmaWj3SLlDpXvwk2Dr5Da+Tqp3Xl4c5dlKM+Vw8dxjm/WSQJHkGqMpuzfeRZMqBotBBuOrn1teu5a4SE2FjNyQ6my7+E8lk7TuZSolhCNUhPcTpjUqx+HcXHFWCRT5YWi7LO4aT04rRs0vSGxC6og1jF3HmYXDVHP47yvL2jaKpah9hzGb1r93i2Yl5aOgp9i4giptuxU9BXGM4THJ78U0ob2Wy+j/kgWNYeerC26RFHL2uvCBg7AZdqGOxGe1fHQpjhhU2dkMV6sJBsFos5fxxgKXo4v2D87DixDAfoN4pPL2PVz4aSucAFwSqgjqOOhnIqESfjt4vVZ/EVkRjFzDo4XPCJf31kd4n+J6472E+bjJQhTvMqMoBYFqPdHg0+WMkrgIVsaCMFha0nb8KY+e087T96inxhhvjimilDRu7IaDT6j9rKTF/KKuXCHQrlo1jWVZTNWJJO5pkhaa+vuO1HUjSzNAHO65ky6X+T2JpiW+jZxxtaKsff8VcenlJrMi0HTR2W0izdFgKENziJ5xjqKkHkGQcnuh17UjQtNcOrdxeN3D/R8OB0ROnsSiKXg3efv/wL5CiGtFRhY3dwD1UTzU0Gpf1Gf9uti5EWf079qbEZ45FEYFuBQ1d3bhTXFd262DsNjUnKsi9ZcLiIi2Pud/iFPF8f74tvV5CVd0THGeeb9SPTKFiFA3GRQaGm7OYVu4WPwlBbQlU9SDymjG0btn5kIxrK3ItbQ9Aoed+XqDUEFsyp+hrBlsK8tMekCRs7AYAvRLLetonlDt7oBOi3OaE6F/R4s5tN7QB68Z9oCi7BySdslJPaYc/vIjamBoc0F0mDGfYpURaHrMzkGeXTcUp9lW2+x7uwgV7BbMwdog/Zyz2e7Wl5QVxDV95ZOYhhi/U8rWE+Mf7tPHsqrVbwLJF4dtY+UMjM2WkG6P/DRPEvxP1G2oKqsmPd13R4gp/6+R/AcBmsJ0XqTRdVZqDceOGGovFJ4tcgec3GKI3anCZsCmfjyYJiNV9f3+bLKgGg6opGM7EAb9RCJ6gwu1baBQnqldRYQpOCijpx0b8xJ1eN7seuzC4xwgWO9UNd8bkoY2BtKPL1Gnlld5SYb6FbHPmJD433DFkWS9Czfhf2scwx62p+0FeYGM3EINPPggT6mqezHUol46HWu0m0PWloMjxjG/p/NncCeXTIudu8EBsivf+te3QzcC0g4hhzInq98G219M2mTZ2HkTHL2yMaKJMO0ZvQFHm0aU/oheoYIUcjvhBMy458TUoZ62LGQbct6ia1sDrM/oYmZM+pvk09bmhhBy2GEXOjwZm2rWIQQdydm3CmC36mGEXMXi+shsz8BQn2fNP3LCxG4A48ipBY9f7RKIqu4JS+XCEcTH9gcbJVc2IGsL0hzJtCw2aTYap9cSPEmHec0NoYgY/oPu/OnlpUcO5fq8SkWAGjFXeNzThHNwX8ASIJ7SwBsZ/wovadjDltUhT0aTQun/iwTB6di64uBqvnD20BrmVunmPF/UYr5wfeeJa4DduCXX38uykPvUxg/tYvnKBw3Fk5xb/6qgeQ49duCKGVkOXRGN0sBKzP2OnyHObQzfttQFj128lpgduA8/g4cEa7e9xCGgQHK8yPIcDDihVK++P9keB8T79nYhsexNMVK+kRYSq7AXl0tta1FOG19gJz6g/Q5fEMdTrNQdpO2gXxgzSPWcHvn09ij7mIKIFWTM8R3cOiWNaua69DjT1IHBgK8hSf71ddXNl7I3RgxVXTC1Sac3bieKX/isxg5MP6pF6ibByTSTnffdBtS8Psfv74AlIT7SIKPB+A4z3af4dGot6oBo3axHoNEhCXKDba/Y77SD8XEedPF2aeNBmgSIF9DGNPsf7sIJKcYhByQNzC8KYTIvcGG07r4Jh3O9Nb46zMVqc4HClbA8QxsSiDMydoHHBxnE/JijybhTKDDOdvJWA54LbPkJpvzC8rQc4ltnjbxjPAYyGc+vkN+m3UOT5UCm/K5bX7f6e/tV9f3qt6N2KysYJrxp3VI1dEuICYV8zIBMWUTnFRZF3IpFwNGytFcSaug9dOqP16dn59jH27IpDHJ7dsDZGq+oeUJb+HurGb0CWd+jbkOPfiunXrwqJoYY4MfbdVcon918ZOUAlrLs4aAVP6vFNwK77ciHJV36Ktxncs6O/laeDY094jeX+akwYcmOH+1jNuJOKKDDnWS69KdVjKOxrBqcd9OfZobfYrxcqBQYgRzB2gfBovjy74ZBHyCsDT/ztH2yM7vzzyY3HB8OyHgfbftHrJewHVdmDJJ1K2hsb88im0k+YL5Acj7jtTV++Dr1L72V8HkzWYWDcnyar18JE9b+pJyrU38Q0QbrpyaO255ZggcoQ5+wEGpjmoyRBZ9kvpn4MdX9NyXvNbKYd+Olzpp1/QcUFKsVBaDQeSKskWY5eYo4eTd24SyhTyLMj9cwl1Rgdd2hHjKeJn4B2ZATPDsPNbv4Qw0foeVr2nxuv0xyPE69UWDT1FIFC+R5CliKP9xlEkR6nH7jiVRjKxFyyI+FJbnjkw7pHE7Yjz85xXmlMjNA7HkP4eN24NbZjqLtotdSYNoALyWYOW0ppjl3cnh2HMQsElmWXS8sHeAWUYbqHruFBkGSD+DDpRrphy8EKN/rLl4rCFCETpig704kJtz0uOKQYJ7EHW0qie3bCqGD9mBl6wGYcBSpTpx9shnLprZAnZGkO2CB6wUTLS+fhw7b9QmqfS1V2B1kW29Zq9Kr1M+0geBzVGnk0CWTfFIJa/S6xqJM0KOvLp+RaFXlH0LU3UCqm2/aZ+p7xRA+ygKsxM2QQ7UT6GyqzFir1TYkkHJo6NtS6kegtTFT/i/J2KD+la4dGfo3gaj2CsbOaVZiqvDOo6l49EvnZVbMKoV/sdwy38taUfRqya7XAbLrI7xuYaxcc9ZMH0CMzG64pGpVuJ3O/h4UtAjghniYJDHAMib8VhVl0G6sinU2gqAc1CrVwkefmQSUqNAMnetQEF6ETVASFC7fdoFISOXAEPVt3+C/A1AU5er96H1XQmnog2PaCxjGXL/ORr087YvSSCgslk1T+AExUxQ4vSztApXzKQP1iGIbB8F619sNYw6MYYqNeO3luQxPTEKEmeee+Xg/VY8r6SRRKiSI1htVrKHaMfXYoqZUUvTRPQ4GhJie856ooC+gyKP6+yryM+vEjB6Tqmh5Uu55CB0TuTJLmgq4dDpp6WN8SdM33x7657cFxRAVypfQPFMXYOvmVNs92+o6aBNpvpjSV+2/HN/UAzw95hY1dDIhwAsphaal6duLvxhorRQdAQn28GH7SGAs1XNFqd5BkWT8RbGfjQJqY4u9m9tVaQVOapblkdJNk0DCmf4RL2pW+/lYT/+SLvCBaXkTbTDdjZ1l/8a5rarNQCeXtFCX6nMQgDak9GANZ1hKKmqje9/QXjkBgn8Fzw/BLp6UBG7sB2Tr5XaqswhPEeOUjiauntCLyXphrwhlkcRVYNGdr4ZRjTGAPEtrxV5uhd+f3aNOcdpAmwTBmv56d7hvhkl5xCO7L5RJGCKbT98CKUPztUfQXw77DDi74hC7rXymKILQfpy5ETXu1d12RF0HdeAgM8176zjgJoN1YqrDo2tGkU+qvQI67qEwc+5ibnZyijdmsDm8vauBQS8lWTwTan+8bVdjYxUQ/rQdRdTE7gb1rWDYfV+m8f5AkanEOGtqRfV4U9dz5PJV+Pbu4ECX+P6RKTKzM9Oc9BqG5kMGTjR5DHyeGpboX0Aj5NY2KUwYrUJHpd0dM81WvelVxwhcyDEMo07b+Snuz8NTmTdF+dSXjhPc1l4qX3EUKTlAo6Uf2/f5pTQPAfUsc+62hbnGMdYo2OZQ3F8VoqrJ3qCIkjGDh9hH7lpaaMlBcsLEbEDwhiVBTdAWVOMKYSKX0DtK6i6sHKjjHbkZgdlj/OYxpdKCIBL3je+3+DAGerIThRKmwcqgZa9Xar0T1pbKzL4ypNnKINjh2fD1kldLbRQhwkFl0AYUe9E66G7uJ6g/oJCdJs2C88iGIP6+cD4FlL2/X0GXFUObU6RM26NoRNGRYaLNKdNKvG7+lR03rcdCdI2I/oXeauN5v1AQlu8TRVAvI3TWNn9Z7PJkTdqFehYnqFZ4nXCm/A/IEG7tBaRQR0MmyZVpwWsZOjrlPx2/s5D7zTa3Qypma05sn/35kwlwwbDNZu6ZZiaac3LN/EDUK0WmVrfkwVv57uh9PDmgsSR4rxj47DIHJ0H8YrL1n1xkMSzVX8/EpW+Rl4kErqoKFT0eS0VPa9MDiIgsLUkA73GuFwUWZIi8Ay15DqQnbWUf53bQmrg8W6sbfHyMy7us09oWOxSma73rYEVL5VU9B2NgNSLDXBHeaCMYOXGOHJ9zhOZHYvnJzfxn6IGBfT6sSyyAhzKCCSj2SRJg4EfpeS6qQBxOngkpcfVme99vDq4tboBe1Gy37Jagbd/ted3j20V7gvqXLR4R6rt97U9V9wKqvoeum+TgoenRjh1WewsOe3jZy0Wniej8EJh9ADSRQadHtFcF0jJyovr8LaewCecF89dghbOwGJRAOQLWG8I3JNK9MbhRSDpEyRdOzwwnlcXl2U6vbBsvXqV4VahgFFct6zmd4W9od0GOh1bHRdshsVmCLhAp7RhbojWPVbVpPeyG95uvmx9j1i6rsCTX4XzIWpvUn0J1jIh+bhnk/GOZDdL1S+j+hQuyxLfooQuQb3NoxjCk1vDsjvIJKwLNjY1c4BhGDLpcGb9B2G2cx2Y7VmKq6Nyh9Cje7OPZmL7QalxFuV2k2SBhTHKx6I1fRK8Tn+ObXobRbcLXuX6AIMej+pjz4C0VQas20ngJdPwa0FJRxgqvuwY1du20wKsYO58zhFsP9oDUnh99RURaBZf25kWN+nmYLRsHfrhHXYjGsZyeQQVNRps/oOhRZonoDI4Jnx2HMQhPQaExZDNrFsl7w+tgwVzSIsUPDgOXleMDGKZ+FBgULJ3D6gficOw5ciSkq0fAA727scIyQO3UdczKteVV/cYDIUQ1m7ExrNRjm78R144FUjF1cEw86D+zFRU++8jSYx8TfHiXDsP3F9bBo/iOF1CswVv6HKf2aqrIPGTu3UCWqsXNSNHaaejio6msodO3m/fG4KOlHh683cMLm7DiMWXD6HzUTF/4V96C9drjSLenLIE5ccWkUFLYaxg5zQjTmpA+ZpCZiodHLswuEMFvyde08u0G/J55cvfe2X2roIPYhB0WFE4Y3nLabEYs7jNmaq8XPnrdSc5zYMVn7MV3HQhA0dsGWA6ltTlpVdoNaI8Rnmk+Coy2LVngWiIwk29A9yMxKCfN7kaYesGdXaIKx62w8u+DJOr6KwiTFpbGMeVBxaeHZubm2zlPGUe/QpZ1EWCA8N8D2a/89a31/T9N6Amr1X9B1XTu2q4Zo/GHM8aYyT05DmP45jK6SikXCz+I4xXBlu30G9yssDkIPXTTR40k+3PfH4hC38Cyu4q7kK8mNrsdP2wUVF6gUD1XZiw4q/PFRXDUsuGKsGXeRbqKmHeY18fZDsEpuuCoKkxSXnpov1TuEslyxX1TW2L6HZzw5NN8zith1/J6dTAbPbbJWc6iJiNvPDZ1jYzkaIr9EGBq7TpT0pVCi0KAyQAhzsHB4v4hqTMdrbwh3/Jg9NTQDERQuUCke/fZToT4kztuynFdAdQ4cGs9OHChyrCGrpGbvBZuug3PLvJAiqWi4xscB21k/JXSKfVi6dpwoThhAMzN2OSh/iLxne4V/1R1Pbg09E9fYyXJyFYXJT0DA0LlF4gHorQmwiXyXjn/nb6DHghbMieNUhF6TwYM9qskbO5ybaFnP0GIHvytOeMDCKBERkEDXloKuHdz2b0v6mxpGEfezMBXI8ba3pM1w1FgXkLgayuP0TJC6cTsY5mO0Kq2UTspczqsbzVBKo4S6Z0jRahtSFD1Z8XxPt0E5FgIDaruHyDX1UBqXhOFMzI3GAZ6s3WWCaf4R1Ahzz4ZLSeVxuk75N1LLEQVSYUOzKEaAg3Tx317GLliJmYKxs19tRBNEsYoYZ+TuK05Xz1SOKEahaYtBRRk0pz7U54VOJN7c9YUvfIG8hPPPP9+7r1qtwtlnnw2zZ8+GadOmwSmnnALr1nVWJx9FgmLIgxk7Eb5ryAQNqAIiDlaM4eNquBS7TJIszYWS9kb6172vX0r6chiv/BNMGzsfZHnblsdO6LJ7y43HE8DnEeMcs0G+ZyDM1MOzQ/kn9FSxEnfQMCZ6xULWTQ703VGLi72WHs/juB93UDLSK23gbgP8zqiTiZjmn3pug7TDmO1aD4JV4fGN95Gl8Yb3iBXN7NkFuP/+++Fb3/oWHHhgMEx3wQUXwC9/+Uu47rrrYObMmXDOOefAySefDHff3VRryAsYPqATA2oXyjNCl/3H69nFN/nArSQTocyx4ZVJalGiSC102usz+Tw7XGWjYe//e+qZVPrGXWiTJcHj0f/b7Bp5G2D7Sq9t4J92kUYYs72SkD/cGJ+xyzuJeXZbtmyBU089Fb7zne/Atts2V90bN26E733ve/DlL38Zli5dCocccghceeWV8Lvf/Q7uuae58soLGEao1n4C1fr1YJqPhP67prHDMEMcBQXlWMKYbhgG+4PiVnXBE76bCyRNyiFRKnElnkRzfnNydT/4J3vjtPBBvmegQKVHLxTmlSar1zYapgcjM684AUR/ZzBcJyIMOySyDTBHNl45Gyrl9wWqQVPx7Jw2nl2XGZuWvRYM42GaN5knb33ojB2GKU844QRYtizYs/Xggw+CYRiB+/fee29YuHAhrFy5su1r1Wo12LRpU+AyNPSlHt40dug9xVEMgitYzEMo8vy+80bi809mWkkWJ2I7lOnE1it0OlG9ilbt1fqNA7+vRPP71Bi2oRras8MCCswr1Y3/N+B7Cq8Yvd924P15m1bd6sWjV9frmOt3G4jFzRi9Z9Rhzv3h9/7dIiW/XFhnWS/L+jPUjP+lfUdM/uiOYa6ifL7pq2jNE4ksra+55hp46KGHKIzZytq1a0HXddhmm+Bqa86cOfRYO1asWAGf/exnYRiJokwfGJzoGZVB83WCcultA79G2iGYQUFPzDQfIyON/VCt1XWOg3ngKtgY2pWkxsmrfUhRiEHXBg4Dk56lumfD0A5WrCI86876hW7FKe6FqNSPWPYzfTexjxre9gmE48ugqvuTVzMK20fsyxgdsrwwZrBFoJvB1ZpXQyzU68adlJPEqI9aOROg6MZuzZo18NGPfhRuvfVWKJfjkZu66KKL4MILL/Ruo2e3YMECyKtcmDhBNZp1IR5jF/+0g+E3do69AQzzQbpOBSotxs6vZIIagd0U5oWx20DGMY6p4OK9BvfYm/qF9ZC5NYgltxb33LVhEjOoNkZD9do+4rtixaabGtBJdWTYtoGYaTfh20d6C0FPaW0JIYjR7OXMnwh0IsYOw5Tr16+Hgw9u9nZYlgV33nknfOMb34BbbrkF6vU6bNiwIeDdYTXm3Lnty3pLpRJdhpNoO0zcxSlx0jq0dehp6bNrxbKxx04gy9tHaMxH7244Tmjl0tsBJKVtOCqpZv2kCorSZtDtQ9ugfAZMVL/ZiNroMFb5cMdtYNtbwDDvpYWiIu+U6LSDqTPtJiLn7MD/WI+FuohUiGMsj5WYSOx77nHHHQePPBIs1PjABz5Aebl//ud/Jo9M0zS47bbbqOUAeeKJJ+C5556DJUuWQP5QfLJK4cKYaOBK+vFk9HolytMk7YbYQQkagPqUgxNVM+h5VCjSPcowdfLBcBi7qRO206s4jXPuWhbEsX1kGVs6tgebZMa2tAxIDWI7r3qjfbDvMS1jh8ZHpOnFtPJgNaYek2dnhHrNYSb2vXf69Omw//77B+4bHx+nnjr3/g996EMUlpw1axbMmDEDzj33XDJ0r3vd6yBvBEfNGKH7VWRaKccHJo3rxj2UcyppRzY0/aKRdkNskp6dCEmK+8JUxcXRmI8iwyg8LFb2C0DXDunrdZjhQpZmgw0veOObOi1AsoqMiMVctaFqYoGuHyf6eOl8pMZSXOf4Jx7kUCoMslqqfeUrXwFZlsmzw0rL5cuXwze/iaGCfIJVV2JnyEYIGsH3F6vPoNGKgq4uBlXZg3IzrU3aefPsXK8OaaeHmcTkCDzZ2dSMjcUPmPNL3tiJ/BGe5MTJSKLxRNbQ5ZWyIo7cI6mFoENHx9YroMC8oYqMoNKRHyXE/h59Fmc4bxGKbux++9vgxGMsXLnsssvoMhpoIfULkyMOzwQr02TIT3VasDgouO0tX3FKmEZ/f87OrZQdzDOOZ2WPfX9iFFIdVHWfKfkSzCthyMwwhSCDrr0BVHX3XOXWkiSO3KNf4N3fR5n3Ai+IYOz8xxfn7AoMrnSw0Dts2yI2otM0LSpOwTllMVTt+XNOA0qG5YfOCiO2E744Jb4w5qbYjZ1hPkyajEgnmSYHfB6FvA0buphzjygUXim9lzy84CSKTupDAJI8/MZOihLGDIyQYs+usFTKp0aaFFCr30oNwMh45bx4FFT8U8WHcKZdEgiR22CP0dS2AxzzEkLwNlCg4j+ww5NEGKub9+rdb/tUW+QcVNHmDPwNFGXHCL+/nGlLEc1vRLUiGO8hXK03FmW44O7xeQOeHRu7whJ95pXbeoArq3h2nEE9E0xo4/gTDL/Q2CJpGuQD3H6TAc8OC0Vcbxu9ujCLEFy9j5U/0pCX0vqWHHNBndR46D35AD0O9OaFuHj+hqyOCk2pvempTnXH4jTD/AMZJE07HKr1n9P9Mu7TCi7E24Mh3nEK8YZBTHXHhWCvyuZhhQP7GWDHLBUWnHzg9FVggaobtfqv6LqmLoaSfjTkAVRNQSPg96QwbDVW+QAZvbCGHw3coPJOQV3MuDy73pMPSvrSWN6L6R8RBqxmkq9Dz96ynqbrir1bIiLQqroHXfIMG7uUEcNR3YMivlAHafJBpaGkUB35HjuXcuktPYSn0/suzQIVNUYPK5vJB0wQ294ApvUktR6QJJzSNCqZHz8BMegtuW8RSAo2djFgWn9uTAs2QNcWdy3b98+xi109BcMLpKTQTxgzZz12QwY287qeneh7isdjD+ZHsmttKTpYEYuCyW7KoNXYoR+lKKiJujlUQVScBPO6TWPH432CsLGLAct6wVNOUFG1AbbNRCoMY+lCSaFOHmSUXKKds0qyJDDMR2kFjwUvJf2YiH9d9YxRvCt7f8Uce3ZZIUvN9gP07qY8Lm8LldKJkAWimXzq+aW7CLSgWrtZLHQlPbPPnxZs7FLKq3gPw9YYJ5QH0dQDwXF27yuBnNcwZito5FEeCos2FGUX2iZhMYwHwXawilMGXTs6oneGf3OsaMinET+QimeHs8iwOEGWZoKuH5PYUNqig0r/IqRcB9t5GYYK3z5iBzy73mFMy34OHGdjz7B73bi3MSlCh5L+hkBBXF5gY5dSxVxbzy5mlQtUiBiufFPy1Op3gWmtIq9nrPz34IBNJyPbwhOSFMnY0SKBPGMUDq5HagnB/jddO7S/L9HtdXt4drb9N5JGs0gejUkKXPjgAsq2X6IFDf4Ww1KCH/TsfDm7EAUqEk3VQMyuz7Os58GyxRy7EkSNeoz48NYiEaziM3I38SCYb0q3bHpwao2V6WRDMs031ifipGi/+POgE99jg06opUYederJS3z35mR0Jq1Q5qstv8NgswsHISg04O+HC1GNKbnPMbp+h2Bx1HAY+aiwZ5dyXmUYjZ04QJLIN6VBsFoxoIkZsVCgdfIBQIhm9ITBsOS0MRQeaI/tGTvcDvnsf8oLQY3Ml0GBZsP2ZO0H1PKDIexK+Z0pf7L2xidMgYo0RTKsgyHzhBZQdi2fZiOfn3rIiFIxp2tLQdOWNMb7xCu2jENHxfDRaqM5OlyYNH+afh22vVMfyLPzh2+jtm9QYQv26pHocDqeMU28b/x26NXlyyPPH36NzNYiFVHYVAM7hoG9A020JxrXQ4VZtUAKplOer+nZ5dOrQ9jYxUJ4jTncMUlKKAGvDvuAavVfeILAunZYuD90DJCkmVSkkjtj18GzE2r346mp0FTrvwTbfpEOqfHKuamsfkWUQAwmleTsvdAijPpxse2XW6I5tUwjI25uGtteMHcsQpJOxOI6Q+hStMGNWA1LnrIf2NjFQDAUkOXkA38YLrxngvO5xiunNw6QRpwmL/gr0bBYA0QfY1iZsO5hzOjVrGh80wrzcL4uXcRC0K3IfKWDAHg2xq7UoqIj9v0w+78WsriuYexi0PHNCjZ2sTd1Ztf4O+jkgzxOo/Z7dpb9/AAhzP49O2x3cKvgkuhRrNZvBcDPI5WhrB/fJl+Hnz0/o5nyCo0IUlAyy6GQJi4O8b4kRjulhRTw7NpXZKLsnrcIZs+u4EhlUORdKGcjd+lzQkNYN+6mwhT0PFDXMdaP4W8ZGJZqwlQ9uwGNXaDlIoqx2+KFjJI42Vnmk+Sxtr42e3bpUy793Yj1qKohPDv/4Fb27AoNNoeHqcDCHIth3k/XVWWv+I1dn2HMPNMpod6PZBMtQqQ5jeKeWaH/Lniym5GMQScZOKPLlAX27LJiWNSH0NM0zPsonI/RJl1b0rP5W5F3AlAPJqPXyVD7R15xzo4JuTMm3XaAJ36szLIjGbtqDYtaMCQzC0r6UZAn/Acf9kHhJGosUpEjGCvv7+UZMFZ5X+S/S7qatdn4G8wHa9prQVF2AtveCHKYmX1MIgyDrizOyDTM3wfuw3E/vbJ2qro7qLB79ydJGmjqwVSkosi95/oNK/lK0OScpI2dmHxQbkw+mAy9GkQhayxVJmMHeTN206idA40eGjg8+adNOp4dXrECmqfYg8fyYNmAXja1D8nbJDLaKTpTdXDDyIWFAWdblvTjIO+wsUuRRCceTJl8UM1YwDgdhEzXIZl+hqBnF7+xC5608LeKNiyYiZeJyavAdv5KRUFYxdzUo9QybOxvZ9j49O6Ht0ZMTFavBdvZQCcmHBzabWhrksYu6uSDYCVZ/ozdMIDDMxPN2fgq5oQmIyulZAoeU44oEEIPDytk8dgX/arSEEiGITjLUY44Z9PJrTpKGEb3m6UMru5IILZLtRKuBl3CqpsMVD4P1Z6N1cOQb4gD03oOMIgr+uv6Nwa1+u1gWc/SthsrfzjUwd8MYzUEAxL37MT+ho3NOO1AzM9jby8tMDdsw9rG7/AqKMp8UGA+ZEmrsQsbwjStZ6Fa+ynl+TV1SducvVBmknKv0MPGLsZ+laZHJfpvWvFLWSVxUkRK2rEA2jEUzgwzVcHvlWCBRh7BqsRq7XqvgGO8cl6blW7I13I2eiNcsNcuzAKgUn4vtR9gDieJE0Kwj1N8RxwWXKvfRNcxZ5l1KLewGpn2y0OSN20xbmFEoIFGznoqPJ2kDrGCvG7cRe9RLp0AqrIr5BE2drHvbK4Kidi0WCknikWkgBeF4UPH3kq9XXKMZePdpqS3IzD/Kqee3WTtWl+l4njfhg7xLxDE7zY91EJHIp3TeLVO26tciO/JPXbDqZE5PJ6dFj1EDu2NnVhgCd3dPA/KYWMXE1PVw8Wmnah+u+3zq7UfetenjX0csmIYpI7iLfwZbJceRDIsKRR5LjjKfo2KUxER4B674dDINK2nQLEWNIS4MaSczSlV6tuz03oqqLi6n+L53FReeKQpRQQid1bST2iEm9xQgR8ZSvqbM912eVZ/aHrNzf4zDCVa9jqRbO/Daw404Q5JY76q7kkXP0HPjhvK00RU3IrJAo7zaiPnheoqp2QX4uvXs4Ownl3jdVkujOk0rVxT96UY/2T1+21zPXHH+1HNwbJXU+uBIs+j5HnX53vGDgWM87Vqa+81m4FtHdVrjqqPaVlrqDhGlqeDIi+if9Ntdyjn7ncbnanla1vuz26x2OrZyaiMEubvJJ8n2kHX1/F5djhIOK9wGDMRQdXsJh+gGnutfgtd19TX9TR2mvragJeQJ5LwmrEp3yVMY75pPQOGeQ9dL5feAXKIHF/cc+yYbEKZbkVm877sfgus7i7rb6eFDwothM/da721MdmzY8LuNGK2Gg71nAGaegAY5iN0sgpTLTlY60HvkzXOvsorSXjNUT27oHpG8ic7rPQVoeeG8DRrYmZekTkMkRH00FD6KzpKYxQQNg4aPfuD/ee5vMGeXSITs4M7DYa2KuXTqJGcxoSoB1HFZhLJbL9nMiw5pzwRNHa9t18aTfmW9RJMUl7III1CxZcX4nxdNqjK3iSiPFn7cS7z3S6iVQYNWL1Lzs6t2FZy3WvHxi4mFGUXKGE8m8b87DBlZTRRvZyqtTR1P9C1IxPb9FFP1nkndq85YjWmE8idJTTFmZQwql7rgT/szHPssgELnxzH/3vnd4K3RELjmHppGjt/y1SzGtMeqPgra9jYxVgejpd2uIlsIS+UdD5P800+6H6ybj5ezu2KDb3mscoZ3qpzUK8ZD2JcjOC/Uo+8h8idbU58ZR8oPnDqjX0Iv5/JObsh0UR1+x+zpFa/CwxzJV0v6W+ixV8YSo0Zff62gvbFX85AxV9Zw8YuBSyrmciWEx6REZx80N2zqxv30fwrNJCV0jt6FrMMK37DNui0ddQT1LUjIvT3ieIYKUn1mZbGX1RLoZErgKIE+a2Oyyuu12OZzwc8/Ky9HtfQic8T3viqbeZqDnvLVD+wsUsB237Ju97J+4sVDGWGmHzQlC8zeg55ZLIrTmn17JqLmmn8s2RAe6/HGCqvBw3yIGgpt0ylQX61X4YMxzFpQrBlrw/saFg9Z3n9OJVUcixNFRAx+aATlv2y72/ymWDPkqSHtkYqD2dSA72ezqdOufF4tthOsC2CScDYrVixAg477DCYPn067LDDDnDSSSfBE088EXhOtVqFs88+G2bPng3Tpk2DU045BdatwxBAfkFB2Inqd2GyejUJp7qIYgKRG8Mpv2nkxgKSVy2hTDTEaHxFyKVZUmw7aKjXDrwiHAUwBGTbGyj8jIuYzs9Ldo7d1Iq5bHs4mabXg95NO/B+fDxN3GM6eN96OsbDHNOW/Vcwrb+AaT5BI4uaYPRgDGRpLpS0N9K/bkFYHok9jHnHHXeQIUODZ5om/Mu//Ascf/zxsGrVKhgfF7p+F1xwAfzyl7+E6667DmbOnAnnnHMOnHzyyXD33XfDqMiFufh3QkVJIYTZKEe3pW1FaBI9O5997aTVOUwhmKyp1W8F01pF18fKHwTJp4XoB5t3FXln8vCSbgEQFXMGiQZM1m6gsClWAOdVgZ4ZnrCqYdwLpvU4XR8r/yOJmqPA9WT1B6DIu4OmLQZVmZtoy1QaxP6pb7755sDtq666ijy8Bx98EI4++mjYuHEjfO9734Mf/ehHsHTpUnrOlVdeCfvssw/cc8898LrXvQ7ySftQkz9fl3RxiktJP65j2cIoJp7jJmxjOa7gU1vFY1tDQ/Dasp5q9DPLbOwyIk2hiF4MfkxrU85ddfOBRqvBk6DYOwIocwcu/sqaxD85Gjdk1qxZ9C8aPcMwYNmyZd5z9t57b1i4cCGsXLmyrbGr1Wp0cdm0qRk+Gvamcivt4pQCJp6L0KuIRSpO630sFTYyLS9ZHtNSQOrQpCpj01zl9Q9q9N3yT6IFKrZtw/nnnw9HHnkk7L///nTf2rVrQdd12GabbQLPnTNnDj3WKQ+I4U73smDBAhg+2s0ccyiXh4jxH/mMdReNqPqYaaDrR0NZPzEQHchbU++ogYbNzcFTdWxOw3vQ4tkZ5sPUw0mPqAeMjNB4osYOc3ePPvooXHPNNQO9zkUXXUQeontZs2YNDBuSpDQ3Z8OzwwNgvHIWVErvhZL+RhgWRKjFTeRJIEtzcp14jp2I+phpoCqLaMyPTENiBayewnj7QuP47aeYRPIZadzf68bD3qtq6iEjs5ETW4pg0cmNN94Id955J8yf32xWnjt3LtTrddiwYUPAu8NqTHysHaVSiS7DD4Yyq4GcHe5IipJOrs7fUlCv30leCWr4YRPy1GpNoYcny3PIGOc58ZxFzs62X4XJ6o9BkqeDquybmqC2HZhjxxMPmDjCqpp3zTT/4FWPq8peIxU9iN2zw9AdGrrrr78ebr/9dli0aFHg8UMOOQQ0TYPbbrvNuw9bE5577jlYsmQJ5Jlm7Dvr8nALLPvPYNsvUvVeu885XjmPKg1L2nE5D8Fkk7PDCkxUqbHtdYFJ6UnjtjuI4oj86jEywxNWlXw5O8t+zruuqYfBKKEmEbrESsuf/exn1Gvn5uEw11apVOjfD33oQ3DhhRdS0cqMGTPg3HPPJUOX30pMF7HTBHtV0ifM5ANxMLQvqS86KPfUK2cXVE9JviEfh/LazqueFmei8mRMwdCm3CPL81Nrlcqtsbv88svp3ze84Q2B+7G94P3vfz9d/8pXvgKyLFMzOVZZLl++HL75zW9C3sGVtkMlcwb12lXrNzUEohemGsqMOpONad1+vScfmNaLzeenYHiwaMAw7/Vu82gfJs4ezlb0EfPqEjF2GMbsRblchssuu4wuowRWy5HqgKQJBQPrSbqoyoEp5+38kw+Go3Q+T4iwDl6Mjp6xbb/ge37ynl1ryJKLU5j4di6tZd+aBYqy28htYE7UxIjsW+FnoZwSZvKB7WyBWu0mKmHHCj9F2SnVz5YXxsr/gKVRAS/PP+PLcTZ49+OCAn/vZNXugyekYejZZPKN7e3PuI9j1SbmnsegpC8F21kHkpO/mXXdYGOXEEHllAxOTN7kg2AYzrZeAst+hi5YyMLGrj3YpNtKJ6m1au3axKXW/J4dlpar6l6JvA9THCba7s8TUK39dCSlA3nqQUI0lVNUkKXtIG2aHokRmHwQ8DhTki8bFbJUu/eP+eHJB0xRpjfECXt2MWJZL4Blv0gVc2LaAXoIOzQaztMlUKQCk97ssyy0OkcFlGXC39ckhYmUpdYC5eGvJvc+TGHQCiYdyMYuRnBMhmHeE7gvK+9pSvuBNC0wW0+Sxkm1n2mPZb3YWLhMgqYe6OUuVHk3MGGqsUuagGfXMs6FYZjesLGLkYCgasbek6IsIi1OCmc2QpqO8zeU1fY+Vxqz9fK9cFlJ1xVlPsggjJ0sY0gat2sJdPXQxNXu3SICnK/n3eeIWWXosydbFMOMOtIQTW9IGjZ2sTLV2GVVNaepe+M8icB9wzaBYZjp1KuIskzjKard8/xBpijTG5KGC1RiZKp8UxkkKTjdIUtsX/iL83Xd8bcc1Oq/DfQrpql2X7QiAiZ9pJGZ3tAdNnYJenZYHj5MoUL27Prz7AC2wkT1B2DZf4UsigiwWKAdeH9qw2MZJueMpgkfgpwdqqaU9eMz/TyOg5OLXY+kRKouiCRtG/BcmKk5MscOijtjE7ll/gUkVeccGcPkEDZ2CVXM+UOGWWDZ62GyejVdxzh8SVsKJX05tR4EvRYmTI4MqZt30iXtRtsiFREwTFKwsYuzYs6nhI8K9VlWzEngm//nVCkOr6n7AQBemE5gDqxWv4l0RdvnyN6c+sYrUhEBwyQFHy2JeQNmoFkzdW+AJx+MVKOt37CJPDAfugwTBS5QGdmKOXfyQecBpAzDMEWBjd2IVsy5kw8Q29kMpvk0TTxgwufIZGkuiS7jv+59DMPkE46FjDKNyQcAk1CtX093aerhUNKPyfqTDTWcI2OY0YON3QhXzGF7QessXVmeldXHyRWcI2OY0YKN3Qh7A+1aDDKZrccwDJMxbOxG2BsITD4gNJClqUNJGYZhRh0uUBlhWlVS0KuTJP7JGYYpHnzmG2E09TWgqa/zbvOkA4ZhigobuxFGlrcF29ma+SBZhmGYrGFjN+LY1jPedS5OYRimqHCByigr9zuozLm5eb+Dav6TPN2aYZjCwcauQMr91doPMtPqZBiGyRIOY44gw6nVyTAMkx1s7EaQYdTqZBiGyRI2dgzDMMzIwzm7EWUYtToZhmGygo3diDKMWp0MwzBZwWe+EWbYtDoZhmGygnN2DMMwzMjDxo5hGIYZedjYMQzDMCNPLpM4TmP89qZNm7L+KAzDMEyGuHbAtQsjZew2bxZ6jwsWLMj6ozAMwzBDYhdmzpzZ8XHJ6WUOhxDbtuHFF1+E6dOnN6oM+18RoMFcs2YNzJgxI9bPOArw9uFtw/sOH1vDfu5BE4aGbt68eSDL8mh5dviF5s+fH9vr4cZkY8fbh/ed+OFji7dPGvtPN4/OhQtUGIZhmJGHjR3DMAwz8hTa2JVKJfjMZz5D/zK8fXjf4WOLzz2je27OZYEKwzAMw0Sh0J4dwzAMUwzY2DEMwzAjDxs7hmEYZuRhY8cwDMOMPGzsGIZhmJGnsMbusssug1122QXK5TIsXrwY7rvvPigid955J7z1rW8lqR2UXrvhhhsCj2Ox7qc//WnYcccdoVKpwLJly+Cpp56CorBixQo47LDDSJpuhx12gJNOOgmeeOKJwHOq1SqcffbZMHv2bJg2bRqccsopsG7dOigCl19+ORx44IGe0sWSJUvgpptu8h4v8rZp5Qtf+AIdY+eff753X5G3z7/+67/S9vBf9t5778S2TSGN3bXXXgsXXngh9XE89NBDcNBBB8Hy5cth/fr1UDS2bt1K3x+NfzsuueQSuPTSS+GKK66Ae++9F8bHx2lb4Y5YBO644w464O655x649dZbwTAMOP7442m7uVxwwQXwi1/8Aq677jp6Puq2nnzyyVAEULYPT+IPPvggPPDAA7B06VI48cQT4bHHHoOibxs/999/P3zrW9+ihYGfom+f/fbbD1566SXvctdddyW3bZwCcvjhhztnn322d9uyLGfevHnOihUrnCKDu8P111/v3bZt25k7d67zpS99ybtvw4YNTqlUcn784x87RWT9+vW0ne644w5ve2ia5lx33XXecx5//HF6zsqVK50isu222zrf/e53eds02Lx5s7PHHns4t956q3PMMcc4H/3oR+n+ou87n/nMZ5yDDjqo7WNJbJvCeXb1ep1WoRiO8wtL4+2VK1dm+tmGjdWrV8PatWsD2woFVzHsW9RttXHjRvp31qxZ9C/uS+jt+bcRhmIWLlxYuG1kWRZcc8015PViOJO3jQAjAyeccEJgH0F4+wClRDCFsuuuu8Kpp54Kzz33XGLbJpdTDwbh5ZdfpoNyzpw5gfvx9p/+9KfMPtcwgoYOabet3MeKBI6WwnzLkUceCfvvvz/dh9tB13XYZpttCruNHnnkETJuGNrG3Mr1118P++67L/z+978v/LZB44+pEgxjtlL0fWfx4sVw1VVXwV577UUhzM9+9rPw+te/Hh599NFEtk3hjB3DDLJCxwPRn1dggE5WaNjQ6/3pT38Kp512GuVYig7OYvvoRz9KuV4shGOCvPnNb/auYy4Tjd/OO+8MP/nJT6gYLm4KF8bcbrvtQFGUKVU9eHvu3LmZfa5hxN0evK0AzjnnHLjxxhvhN7/5TWCWIm4jDI1v2LChsPsTrsB33313OOSQQ6h6FQuevva1rxV+22AoDoveDj74YFBVlS64CMCCL7yOXkrR9x0/6MXtueee8PTTTyey7xTO2OGBiQflbbfdFghP4W0MxTBNFi1aRDuWf1vhBGGsyizKtsK6HTR0GJq7/fbbaZv4wX1J07TANsLWBMw9FGUbtYLHU61WK/y2Oe644yjEi16vezn00EMpN+Ve532nyZYtW+DPf/4ztTklclw5BeSaa66hisKrrrrKWbVqlXP66ac722yzjbN27VqnaGCl2MMPP0wX3B2+/OUv0/Vnn32WHv/CF75A2+ZnP/uZ88c//tE58cQTnUWLFjmTk5NOETjzzDOdmTNnOr/97W+dl156ybtMTEx4z/nIRz7iLFy40Ln99tudBx54wFmyZAldisAnP/lJqkxdvXo17R94W5Ik59e//rVT9G3TDn81ZtG3z8c+9jE6rnDfufvuu51ly5Y52223HVU8J7FtCmnskK9//eu0IXVdp1aEe+65xykiv/nNb8jItV5OO+00r/3g4osvdubMmUMLhOOOO8554oknnKLQbtvg5corr/Seg4b/rLPOopL7sbEx5+1vfzsZxCLwwQ9+0Nl5553pONp+++1p/3ANXdG3TRhjV+Tt8+53v9vZcccdad/Zaaed6PbTTz+d2LbheXYMwzDMyFO4nB3DMAxTPNjYMQzDMCMPGzuGYRhm5GFjxzAMw4w8bOwYhmGYkYeNHcMwDDPysLFjGIZhRh42dgzDMMzIw8aOYRiGGXnY2DEMwzAjDxs7hmEYBkad/w90T23dI1105AAAAABJRU5ErkJggg==",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "# color being the new addition\n",
+ "ax.plot(x,y,marker='*', color = \"#f3f58a\", linestyle = '--', linewidth = 2)\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "id": "1eb640c6",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\sjeon\\AppData\\Local\\Temp\\ipykernel_20212\\531934284.py:10: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
+ " fig.show()\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "ax.plot(x,y,marker='*',\n",
+ " markersize = 12, # NEW ADDITIONS\n",
+ " color = '#7425b9',\n",
+ " linestyle = '--',\n",
+ " linewidth = 2,\n",
+ " markeredgecolor = '#fa9359', # NEW ADDITIONS\n",
+ " markerfacecolor = '#000000' ) # NEW ADDITIONS\n",
+ "\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "id": "a4e1195c",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\sjeon\\AppData\\Local\\Temp\\ipykernel_20212\\1388030311.py:11: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
+ " fig.show()\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "ax.plot(x,y,marker='*',\n",
+ " markersize = 12, # NEW ADDITIONS\n",
+ " color = '#7425b9',\n",
+ " linestyle = '--',\n",
+ " linewidth = 2,\n",
+ " markeredgecolor = '#fa9359', # NEW ADDITIONS\n",
+ " markerfacecolor = '#000000' ) # NEW ADDITIONS\n",
+ "ax.grid(axis = 'y')\n",
+ "\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "id": "ccad36f5",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\sjeon\\AppData\\Local\\Temp\\ipykernel_20212\\202726909.py:11: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
+ " fig.show()\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "ax.plot(x,y,marker='*',\n",
+ " markersize = 12, # NEW ADDITIONS\n",
+ " color = '#7425b9',\n",
+ " linestyle = '--',\n",
+ " linewidth = 2,\n",
+ " markeredgecolor = '#fa9359', # NEW ADDITIONS\n",
+ " markerfacecolor = '#000000' ) # NEW ADDITIONS\n",
+ "ax.grid(axis = 'y', color = \"blue\", linewidth = 2, linestyle = '-.')\n",
+ "\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "e8c407bc",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.11.14"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/02_activities/assignments/participation/Session_02_0603.ipynb b/02_activities/assignments/participation/Session_02_0603.ipynb
new file mode 100644
index 000000000..022db6f35
--- /dev/null
+++ b/02_activities/assignments/participation/Session_02_0603.ipynb
@@ -0,0 +1,233 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "2b46f72c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "\n",
+ "sns.set_style(\"darkgrid\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "d09ae50e",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " sepal_length \n",
+ " sepal_width \n",
+ " petal_length \n",
+ " petal_width \n",
+ " species \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 5.1 \n",
+ " 3.5 \n",
+ " 1.4 \n",
+ " 0.2 \n",
+ " setosa \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 4.9 \n",
+ " 3.0 \n",
+ " 1.4 \n",
+ " 0.2 \n",
+ " setosa \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 4.7 \n",
+ " 3.2 \n",
+ " 1.3 \n",
+ " 0.2 \n",
+ " setosa \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 4.6 \n",
+ " 3.1 \n",
+ " 1.5 \n",
+ " 0.2 \n",
+ " setosa \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 5.0 \n",
+ " 3.6 \n",
+ " 1.4 \n",
+ " 0.2 \n",
+ " setosa \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " sepal_length sepal_width petal_length petal_width species\n",
+ "0 5.1 3.5 1.4 0.2 setosa\n",
+ "1 4.9 3.0 1.4 0.2 setosa\n",
+ "2 4.7 3.2 1.3 0.2 setosa\n",
+ "3 4.6 3.1 1.5 0.2 setosa\n",
+ "4 5.0 3.6 1.4 0.2 setosa"
+ ]
+ },
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "path = 'https://raw.githubusercontent.com/holtzy/The-Python-Graph-Gallery/master/static/data/iris.csv'\n",
+ "df = pd.read_csv(path)\n",
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "2f56fd63",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.lmplot(\n",
+ " x=\"sepal_length\",\n",
+ " y=\"sepal_width\",\n",
+ " data=df,\n",
+ " hue=\"species\",\n",
+ ")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "1cb0d3be",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.lmplot(\n",
+ " x=\"sepal_length\",\n",
+ " y=\"sepal_width\",\n",
+ " data=df,\n",
+ " hue=\"species\",\n",
+ " col=\"species\"\n",
+ ")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "d444f60c",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import numpy as np\n",
+ "df[\"other_column\"] = np.random.choice(['A', 'B', 'C', 'D'], size=len(df))\n",
+ "\n",
+ "sns.lmplot(\n",
+ " x=\"sepal_length\",\n",
+ " y=\"sepal_width\",\n",
+ " data=df,\n",
+ " hue=\"species\",\n",
+ " col=\"other_column\",\n",
+ " col_wrap=2 # maximum of 2 columns\n",
+ ")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "11972de8",
+ "metadata": {},
+ "source": [
+ "These charts are aesthetic and clear for interpretation - meets the perceptual qualities. The standard formatting and clarity reduces cognitive load. The visualization does accurately and transparently report the data; however, as learned in session 2, no visualization is completely unbiased. "
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.11.14"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/02_activities/assignments/participation/Session_02_0603.txt b/02_activities/assignments/participation/Session_02_0603.txt
new file mode 100644
index 000000000..efe289ba5
--- /dev/null
+++ b/02_activities/assignments/participation/Session_02_0603.txt
@@ -0,0 +1,13 @@
+Notes from Session 2
+
+Visualization #1: US Gun Killings in 2018
+- We can see the number of people killed in US in the year 2018.
+- We can also see at what age each person was killed and how old they could have lived up to --> how many years were lost.
+- This visualization is factual, but still biased, given the stolen years are predicted, and there is an emphasis on a sense of loss.
+- It can be argued that this visualization supports the need for more gun control, which may not align with some people's views.
+
+Visualization #2: Washington Post Active Shooters
+- We can see the number of active shooter incidents each year starting from 2000 to 2015.
+- We can also decipher from the graph in which year we had the most active shooters --> 2010.
+- This visualization is more neutral than the first, but still biased as visualizations are never completely unbiased. News outlets like the Washington Post always have their own agenda for their articles, and this graph was likely used to make their point about something.
+
diff --git a/02_activities/assignments/participation/Session_03_0608.ipynb b/02_activities/assignments/participation/Session_03_0608.ipynb
new file mode 100644
index 000000000..679c4db3a
--- /dev/null
+++ b/02_activities/assignments/participation/Session_03_0608.ipynb
@@ -0,0 +1,1178 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "5c2b1f08",
+ "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"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "e32b5e58",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "np.random.seed(613) # set random seed for reproducibility\n",
+ "x = np.arange(50) # create an array of integers from 0 to 49\n",
+ "y = np.random.randint(0, 100, 50) # create an array of 50 random integers between 0 and 100"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "99ad018e",
+ "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": [
+ "fig, ax = plt.subplots(figsize=(5, 3)) # comma between fig and ax allows us to unpack the tuple that subplots returns. fig is the figure object, ax is the axes object. \n",
+ "# figsize is a tuple that specifies the width (5 in) and height (3 in) of the figure in inches.\n",
+ "ax.scatter(x, y) # scatter plot of x and y; since it's a scatter plot, it will plot each point somewhere on the axes."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "8e4a45f4",
+ "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": [
+ "fig, ax = plt.subplots(figsize = (5, 3))\n",
+ "ax.bar(x, y) # bar plot of x and y; since it's a bar plot, it will plot each point as a bar on the axes."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "2eb16126",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[]"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots(figsize = (5, 3))\n",
+ "ax.plot(x, y) # line plot of x and y; since it's a line plot, it will plot each point as a line on the axes."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "38487eb6",
+ "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": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots(figsize = (5, 3))\n",
+ "ax.hist(y) # histogram of y; since it's a histogram, we only need to input the y values, and it will plot the frequency of each value in y as a bar on the axes."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "ecc4b028",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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gz8J7fSl2dWBIhK+TAPg9StAAANgQARoAABsiQAMAYEMEaAAAbIgADQCADRGgAQCwIQI0AADZZRz06dOnZePGjZKQkCCXL192ee2pp57KrLQBAOC3vA7QixYtko4dO8q5c+ckf/78kiNHDudr+pgADQCAD6q4e/bsKV26dDEBWkvSp06dci4nT57MhCQBAACvA/Thw4clOjpa8uTJQ+4BAGCXAN2yZUvZvHnz9UkNAADwvA164cKFzscRERHy2muvyY4dO+SWW26RwMBAl23btGnjyS4BAEBGA3Tbtm3TrBswYECaddpJ7NKlS57sEgAAZDRApx5KBQAAbNYGPXnyZElOTk6z/sKFC+Y1AADggwDduXNnOXPmTJr1Z8+eNa+lp1f4k08+KYULF5aQkBDTrk0nNACAv/P6RiWWZbncnMTh0KFDEhYW5tW+dOx0w4YNpWnTpvL1119L0aJFZc+ePVKwYEFvkwUAgH8G6Dp16pjArEuzZs0kIOB/b9WOYfv375dWrVp59eFDhw6VMmXKyKRJk5zrypcv79U+AADw6wDt6Mm9detWMxY6X758ztdy584t4eHh0r59e68+XIdv6b4eeeQRWblypZQqVUq6d+8u3bp182o/AAD4bYDu27ev+auBuEOHDhIUFJThD9+3b5+MHz9eYmJi5M0335RNmzaZu5RpwO/UqVOa7bVzWsoOaomJiRlOAwAA2aINeu/evbJ27VqpX7++BAcHZ+jDdfjW7bffLoMHD3ZWo//yyy/ywQcfuA3QcXFx0r9/f/FX4b2+FLs6MCTC10lAJuJcA7JgL+5169ZJZGSkFChQQBo1aiRvvfWWfPfdd/LPP/94/eElSpSQ6tWru6yrVq2a/PHHH263j42NNT3IHcvBgwe9/kwAALJlCXrp0qXy77//yoYNG2TVqlWm7XjMmDGm6rlevXqyevVqj/elPbh3797tsu7XX3+VcuXKud1eq9Uzo2odAIBsF6DNmwICTHDVYVGFChWS0NBQmT9/vuzatcur/fTo0UMaNGhgqrgfffRR2bhxo0ycONEsAAD4M6+ruDV4PvHEE6bHtQbXJUuWyN13321uLnLs2DGv9qUl7nnz5sn06dOlZs2aMnDgQBk9erR07NjR22QBAODfJejnn3/elJx79uxphkSlHG6VHg888IBZAABABkrQc+fONSXcGTNmmECtpWgdIvXtt99KUlKSt7sDAACZUYLWG5Y4blqiPal/+OEHmT17tikF58yZU86fP+/tLgEAQGZ0Ejtx4oTpvb1ixQqzbN++3dw/W4ddAQAAHwRonW1q586dJiA3btzY3JazSZMmUqtWrUxIDgAASHcnMQ3I2usaAADYJEBHRUW5TD2p3E0/CQAAbmAvbjV58mRT1R0SEmIWrd6eMmVKBpIBAAAyVIIeOXKk9O7dW1588UVzNzGlt/fUqu/jx4+bu4MBAIAbHKDHjh1rpoh86qmnnOvatGkjNWrUkH79+hGgAQDwRRX3n3/+aW5Okpqu09cAAIAPAvTNN98ss2bNSrN+5syZUqlSpUxIEgAA8LqKu3///vLYY4+ZqSYdbdBr1qyRZcuWuQ3cAADgBpSg27dvb6aFLFKkiJliUhd9rOseeuihdCQBAABkqAR98eJFee6550wv7s8//9ybtwIAgOtVgg4MDJQ5c+Z48xYAAHAjqrh1Jiut1gYAADbqJKY9tQcMGGA6htWtW1fy5s3r8np0dHRmpg/IsPBeX5KLALJ/gP7444+lQIEC8uOPP5olJb0nNwEaAAAfBOj9+/dnwscCAIBMnywDAADYrAQdExPjdr1WbwcHB5s7jT344INSqFChzEgfAAB+yesAvWXLFomPj5dLly5JlSpVzLpff/1VcuXKJVWrVpX3339fevbsaWa4ql69+vVIMwAA2Z7XVdxaOr7vvvvkyJEjzo5ihw4dkubNm8vjjz8uhw8flsaNGzOrFQAANzJADx8+XAYOHCj58+d3rgsLCzNTTQ4bNkzy5Mkjffr0SdPDGwAAXMcAfebMGUlISEiz/tixY5KYmGge6zCsCxcueLtrAACQkSruLl26yLx580zVti76uGvXruYuY0onzqhcubK3uwYAAOntJDZhwgTTvtyhQwf5999//7uTgADp1KmTjBo1yjzXzmIfffSRt7sGAADpDdD58uWTDz/80ATjffv2mXUVKlQw6x1q167t7W4BAEBGArSDBuRatWql9+0AAOAquJMYAAA2RIAGAMCGCNAAANgQARoAgKzaSWzhwoUe77BNmzbpSsiQIUMkNjZWXn75ZRk9enS69gEAgF8FaMcNSK5FZ7TSSTS8tWnTJjO+ml7hAAB4UcV9+fJlj5b0BOdz585Jx44dzdjqggULev1+AACyI5+3QUdFRUlERISZIetakpOTzf2+Uy4AAGRH6bpRyd9//y0rV66UP/74I82kGNHR0R7vZ8aMGWZuaa3i9kRcXJz0799frqfwXl9e1/0DyL7/Rw8MifB1ErIkvtNMCtBbtmyR+++/X5KSkkygLlSokBw/ftxMM1msWDGPA/TBgwdNh7ClS5dKcHCwR+/RTmQxMTHO51qCLlOmjLeHAABA9qvi1okyIiMj5dSpUxISEiLr16+X33//XerWrSvvvPOOx/vR+aJ12srbbrvNTLahi5bKx4wZYx67a88OCgoy81CnXAAAyI68LkFv3brV9LjOmTOn5MqVy7QL62QZw4YNMzNatWvXzqP9NGvWTLZt2+ayrnPnzmYmrDfeeMPsGwAAf+V1gA4MDDTBWWmVtrZDV6tWTcLCwky1tadCQ0OlZs2aLuvy5s0rhQsXTrMeAAB/43WArlOnjunUValSJWnSpIn06dPHtEFPmTKFwAoAgK8C9ODBg+Xs2bPm8aBBg+Spp56SF154wQTsjz/+OEOJWbFiRYbeDwCA3wbo22+/3flYq7iXLFmS2WkCAMDved2L+95775XTp0+nWa9DnvQ1AADggwCt1dCpb06izp8/Lz/88EMmJAkAAHhcxf3zzz87H+/YsUOOHj3qfK5jlrWqu1SpUuQoAAA3MkDXrl3bzFali7uqbL1pydixYzMjTQAA+D2PA/T+/fvFsixzU5KNGzdK0aJFna/lzp3bdBjj5iIAANzgAF2uXDnzV6eVBAAANpzNau/evTJ69GjZuXOneV69enUz8UXFihUzO30AAPglr3txf/PNNyYgazV3rVq1zLJhwwapUaOGmZkKAAD4oATdq1cvM6PVkCFD0qzXSS6aN2+eCckCAMC/eV2C1mrtrl27plnfpUsXM/wKAAD4IEBr722dcjI1Xac9uQEAwA2s4h4wYIC8+uqr0q1bN3n22Wdl37590qBBA/PamjVrZOjQoRITE5MJSQIAAB4H6P79+8vzzz8vvXv3NnM5jxgxQmJjY81rJUuWlH79+kl0dDQ5CgDAjQzQepMSpXcS005iujimndSADQAAfNSLW4NzSgRmAPif8F5fkh3wTYCuXLlymiCd2smTJzOaJgAA/J5XAVrbocPCwvw+0wAAsFWA7tChA0OpAACw0zjoa1VtAwAAHwRoRy9uAABgoypuppkEAMDGt/oEAADXHwEaAAAbIkADAGBDBGgAAGyIAA0AgA0RoAEAsCECNAAANkSABgDAhgjQAADYEAEaAAAb8mmAjouLk3r16kloaKiZJatt27aye/duXyYJAABb8GmAXrlypURFRcn69etl6dKlcvHiRWnRooX8/fffvkwWAABZaz7ozLZkyRKX559++qkpSf/444/SuHFjn6ULAAC/DtCpnTlzxvwtVKiQ29eTk5PN4pCYmHjD0gYAgF8GaJ3O8pVXXpGGDRtKzZo1r9hm3b9//xueNlxbeK8vySYAyI69uLUt+pdffpEZM2ZccZvY2FhTynYsBw8evKFpBADAr0rQL774oixevFhWrVolpUuXvuJ2QUFBZgEAILvzaYC2LEteeuklmTdvnqxYsULKly/vy+QAAGAbAb6u1p42bZosWLDAjIU+evSoWR8WFiYhISG+TBoAAP7bBj1+/HjTlnzPPfdIiRIlnMvMmTN9mSwAAHzO51XcAADAxr24AQDA/xCgAQCwIQI0AAA2RIAGAMCGCNAAANgQARoAABsiQAMAYEMEaAAAbIgADQCADRGgAQCwIQI0AAA2RIAGAMCGCNAAANgQARoAABsiQAMAYEMEaAAAbIgADQCADRGgAQCwIQI0AAA2RIAGAMCGCNAAANgQARoAABsiQAMAYEMEaAAAbIgADQCADRGgAQCwIQI0AAA2RIAGAMCGCNAAANgQARoAABsiQAMAYEMEaAAAbMgWAXrcuHESHh4uwcHBcuedd8rGjRt9nSQAAPw7QM+cOVNiYmKkb9++Eh8fL7feequ0bNlSEhISfJ00AAD8N0CPHDlSunXrJp07d5bq1avLBx98IHny5JFPPvnE10kDAMA/A/SFCxfkxx9/lPvuu+9/CcqZ0zxft26dL5MGAIBPBfjyw48fPy6XLl2Sm266yWW9Pt+1a1ea7ZOTk83icObMGfM3MTEx09J0OTkp0/YFAMjaEjMxvjj2ZVmW/QO0t+Li4qR///5p1pcpU8Yn6QEAZG9hozN/n2fPnpWwsDB7B+giRYpIrly55K+//nJZr8+LFy+eZvvY2FjToczh8uXLcvLkSSlcuLDkyJHjhqQ5u9ArOb2wOXjwoOTPn9/XyckWyFPy0+44R32bp1py1uBcsmRJj/bt0wCdO3duqVu3rixbtkzatm3rDLr6/MUXX0yzfVBQkFlSKlCgwA1Lb3akJxQBmjy1M85R8jQ7naeelJxtU8WtJeJOnTrJ7bffLnfccYeMHj1a/v77b9OrGwAAf+XzAP3YY4/JsWPHpE+fPnL06FGpXbu2LFmyJE3HMQAA/InPA7TS6mx3Vdq4frSpQG8Ok7rJAOSpXXCOkqf+fp7msDzt7w0AAPznTmIAACAtAjQAADZEgAYAwIYI0NmY3nmtXr16EhoaKsWKFTNjzXfv3u2yzfnz5yUqKsrc7CVfvnzSvn37NDeOwZUNGTLE3CTnlVdeIU8z4PDhw/Lkk0+a8zAkJERuueUW2bx5s/N17SqjIz1KlChhXtf79e/Zs4dT0w29fXLv3r2lfPnyJq8qVqwoAwcOdLm9JPl5datWrZLIyEhzQxH9/z1//nyX1z3JP72JVseOHc3YaL1fR9euXeXcuXPiDQJ0NrZy5UoTfNevXy9Lly6VixcvSosWLcw4c4cePXrIokWLZPbs2Wb7I0eOSLt27Xya7qxi06ZNMmHCBKlVq5bLevLUO6dOnZKGDRtKYGCgfP3117Jjxw4ZMWKEFCxY0LnNsGHDZMyYMWa2uw0bNkjevHnNtLR6gQlXQ4cOlfHjx8t7770nO3fuNM81/8aOHUt+ekh/I3Xq43Hjxrl93ZPzUYPz9u3bzW/v4sWLTdB/9tlnxSvaixv+ISEhQS+hrZUrV5rnp0+ftgIDA63Zs2c7t9m5c6fZZt26dT5Mqf2dPXvWqlSpkrV06VKrSZMm1ssvv2zWk6fee+ONN6y77777iq9fvnzZKl68uDV8+HDnOs3noKAga/r06en6/rKziIgIq0uXLi7r2rVrZ3Xs2NE8Jj+9o7+H8+bNcz73JP927Nhh3rdp0ybnNl9//bWVI0cO6/Dhwx5/NiVoP+KY/atQoULmr071qaXqlNN9Vq1aVcqWLct0n9egNRMREREueUeeps/ChQvNnQQfeeQR0xRTp04d+fDDD52v79+/39zEKGVe6+0S77zzTs5TNxo0aGBul/zrr7+a5z/99JOsXr1aWrduTX5mAk/OR/2r1dp6Xjvo9jqdspa4s9SNSnD96T3OtZ1UqxJr1qxp1ulJpvdDT30/c72Lm74G92bMmCHx8fGmijs18tR7+/btM1WyetvfN9980+RrdHS0OTf1NsCOc9HdtLScp2n16tXLTOCgF9s6GZG2SQ8aNMhUuTrOUfIz/TzJP/2rF5spBQQEmMKRN+csAdqPSny//PKLuZJG+umMNS+//LJpVwoODiYrM+niUUsagwcPNs+1BK3nqrbvaYCGd2bNmiVTp06VadOmSY0aNWTr1q3m4lw7PJGfWQtV3H5Ab6OqnRSWL18upUuXdq7XKT0vXLggp0+f9mi6T/y3WSAhIUFuu+02c0Wsi3au0w4j+livoslT72hP2OrVq7usq1atmvzxxx/O89RxXnKeXttrr71mStEdOnQwveH/7//+z3Rc1FEd5GfGeXI+6l/9nUjp33//NT27vfltJUBnY9q/QYPzvHnz5PvvvzfDLlLSqT6156y2VznoMCz9Yaxfv74PUmx/zZo1k23btplSiWPR0p9WHzoek6fe0WaX1MP/tP20XLly5rGet/qjlvI81SpcbcvjPE0rKSnJtHWmpFXdWlNBfmacJ+ej/tWCj17QO+hvsH4H2lbtMS87tCELeeGFF6ywsDBrxYoV1p9//ulckpKSnNs8//zzVtmyZa3vv//e2rx5s1W/fn2zwHMpe3GTp97buHGjFRAQYA0aNMjas2ePNXXqVCtPnjzW559/7txmyJAhVoECBawFCxZYP//8s/Xggw9a5cuXt/755x9O1VQ6depklSpVylq8eLG1f/9+a+7cuVaRIkWs119/nfz0YpTGli1bzKJhcuTIkebx77//7vH52KpVK6tOnTrWhg0brNWrV5tRH48//rjlDQJ0NqYnlrtl0qRJzm30hOrevbtVsGBB86P40EMPmSCO9Ado8tR7ixYtsmrWrGmGqlStWtWaOHGiy+s6tKV3797WTTfdZLZp1qyZtXv3bk5TNxITE835qBfewcHBVoUKFaz//Oc/VnJyMvnpoeXLl7v97dSLH0/PxxMnTpiAnC9fPit//vxW586dTeD3BrNZAQBgQ7RBAwBgQwRoAABsiAANAIANEaABALAhAjQAADZEgAYAwIYI0AAA2BABGgAAGyJAA37qnnvuMbMcAbAnAjSQDnonVZ2AvWXLlmlee//9980c24cOHbJ13s6dO1cGDhwodtWvXz+pXbt2pu3v6aeflrZt22ba/oDrjQANpEOOHDlk0qRJZgabCRMmONfv379fXn/9dRk7dqzL1J6Z4eLFi5m6P508PjQ0VLK7S5cuOWdyArISAjSQTmXKlJF3331XXn31VROYtVTdtWtXadGihdSpU0dat24t+fLlM3NE65y8x48fd753yZIlcvfdd5uSduHCheWBBx6QvXv3Ol8/cOCAuQiYOXOmNGnSRIKDg2Xq1Kny+++/S2RkpBQsWFDy5s0rNWrUkK+++uqKadTSfKVKlcz7NR0PP/zwFau4w8PDZfDgwdKlSxcTuMuWLSsTJ0502Z/WCjz++OMmuOvn6/SaepHisGDBAjNXtn5ehQoVpH///mYe3CtZsWKF3HHHHWZfmhc69aQe46effmre+9NPP5l80EXXqZEjR5p5jvU9+h10795dzp0759ynbqf7WrhwoZlnOigoyBzTZ599ZtLn2J9+NmBrXk2tASANnWrunnvuscaMGWMVLVrUSkhIMH9jY2OtnTt3WvHx8Vbz5s2tpk2bOt/zxRdfWHPmzDHTK+o0dpGRkdYtt9xiXbp0ybyu0wTqf8/w8HCz3b59+6wjR45YERERZl86xd3evXvNLFArV650+61s2rTJypUrlzVt2jTrwIEDJh3vvvvuFWfhKleunFWoUCFr3LhxJl1xcXFWzpw5rV27dpnXdSYenRmpUaNG1g8//GC2mTlzprV27Vrz+qpVq8ysPZ9++qlJ27fffmvS369fP7fpu3jxopkO9dVXX7V+++03a8eOHea9OqWfTonas2dPq0aNGmmmSR01apSZHlXzaNmyZVaVKlXM1KoOOltbYGCg1aBBA2vNmjUm/WfOnLEeffRRMwWgY38pZ3cC7IgADWTQX3/9Zebb1WA2b948a+DAgVaLFi1ctjl48KAJuFeaIvHYsWPm9W3btrkE6NGjR7tsp0H8SgEvNQ3sGjB1+kF33AXoJ5980vlcp9QrVqyYNX78ePN8woQJVmhoqJlGzx2dcm/w4MEu66ZMmWKVKFHC7fa6Hz1Gna/cnb59+1q33nrrNY9z9uzZVuHChV0CtO5369atLtvpVIF6MQVkFVRxAxlUrFgxee6556RatWqmE5JWyy5fvtxUbzuWqlWrmm0d1dh79uwxVcVaDZw/f35Tvaz++OMPl31rFXJK0dHR8vbbb5uq4L59+8rPP/98xXQ1b95cypUrZz5Dq9i1ijwpKemqx1KrVi3nY60GLl68uCQkJJjnW7duNVX3Wr3tjh73gAEDXI67W7du8ueff7r9XN2PdtzSjnZaba/NBbrttXz33XfSrFkzKVWqlKmK12M7ceKEy2fkzp3b5ViArIgADWSCgIAAsyhtD9WAowEt5aJBuXHjxmYbff3kyZPy4YcfmjZcRzvuhQsXXPar7awpPfPMM7Jv3z4TlLZt22YCuHZIc0eDV3x8vEyfPl1KlCghffr0kVtvvVVOnz59xeMIDAx0ea5B2tHBKiQk5Kp5oMet7cYpj1nTqMetbdLuaEe7devWSYMGDUx7e+XKlWX9+vVX/Axtm9f2eg2+c+bMkR9//FHGjRuXJu80rZp2ICsjQAOZTDtJbd++3ZSKb775ZpdFA66W9nbv3i1vvfWWKQlqyfvUqVMe7187Rj3//PNmmFTPnj1NkL8SvWjQ4WDDhg0zpW0NcN9//326jkuDogZdvbC40nHrcaU+Zl1y5rzyT42WymNjY2Xt2rVSs2ZNmTZtmrMUrD2wU9KArBcMI0aMkLvuussE9CNHjniUfnf7A+yMAA1ksqioKBPEtAp706ZNplr7m2++kc6dO5sAoT2wtee29pD+7bffTMCMiYnxaN/a61r3pb3GtXSsVeka4N1ZvHixjBkzxgRV7Rk9efJkE9yqVKmSruPS49Eqb63GX7NmjSnJaylWS8BKS+j6GVqK1guUnTt3yowZM8yFiDt6DBqY9f2avm+//daUth3Hoxc4uo2mX3vAJycnm2Cvw8201kA/f8qUKfLBBx94lH7dn16k6EWE7i+zh60BmY0ADWSykiVLmgCmwViHXOmQIA2sOvRHS5K6aODS0qCWGHv06CHDhw/3aN+6T70A0CDWqlUrU4LUoVTu6OdpKfvee+8122sg0+puHZqVHloC1SCqbe7333+/Oa4hQ4ZIrly5zOvalqwXBbpNvXr1TAl31KhRph3cnTx58siuXbukffv25jieffZZc2zanq90vR5j06ZNpWjRoibtWkWvw6yGDh1q8k7b1ePi4jxKv7aH68WJNgvo/vQ7Auwsh/YU83UiAACAK0rQAADYEAEaAAAbIkADAGBDBGgAAGyIAA0AgA0RoAEAsCECNAAANkSABgDAhgjQAADYEAEaAAAbIkADAGBDBGgAAMR+/h//yCaklAJMCgAAAABJRU5ErkJggg==",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots(figsize = (5, 3))\n",
+ "ax.hist(y)\n",
+ "ax.set_title('Total growth over time')\n",
+ "ax.set_ylabel('Total growth')\n",
+ "ax.set_xlabel('Years since start')\n",
+ "fig.tight_layout()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "9b2272eb",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots(figsize = (5, 3))\n",
+ "ax.plot(x, y) # line plot of x and y; since it's a line plot, it will plot each point as a line on the axes.\n",
+ "ax.set_title('Total growth over time')\n",
+ "ax.set_ylabel('Total growth')\n",
+ "ax.set_xlabel('Years since start')\n",
+ "fig.tight_layout()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "0ae4b379",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "font1 = {'family':'sans-serif','color':'blue','size':30}\n",
+ "font2 = {'family':'monospace','color':'green','size':14}"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "id": "ecc22f41",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "ig, ax = plt.subplots(figsize = (5, 3))\n",
+ "ax.plot(x, y) # line plot of x and y; since it's a line plot, it will plot each point as a line on the axes.\n",
+ "ax.set_title('Total growth over time', fontdict=font1, loc='right')\n",
+ "ax.set_ylabel('Total growth', font2)\n",
+ "ax.set_xlabel('Years since start')\n",
+ "fig.tight_layout()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "id": "667649a1",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\sjeon\\AppData\\Local\\Temp\\ipykernel_20212\\905970563.py:6: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
+ " fig.show()\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "ax.scatter(x,\n",
+ " y,\n",
+ " marker='*', # NEW ADDITIONS\n",
+ " color = \"indigo\") # NEW ADDITIONS\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "1e46b2a6",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\sjeon\\AppData\\Local\\Temp\\ipykernel_20212\\3994263080.py:8: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
+ " fig.show()\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "24"
+ ]
+ },
+ "execution_count": 24,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
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+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "ax.plot(x,\n",
+ " y,\n",
+ " marker='*', \n",
+ " color = 'indigo', \n",
+ " linestyle = '--', # NEW ADDITIONS\n",
+ " linewidth = 2) # NEW ADDITIONS\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "id": "80e082a4",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\sjeon\\AppData\\Local\\Temp\\ipykernel_20212\\3440548659.py:4: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
+ " fig.show()\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "# color being the new addition\n",
+ "ax.plot(x,y,marker='*', color = \"#f3f58a\", linestyle = '--', linewidth = 2)\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "id": "1eb640c6",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\sjeon\\AppData\\Local\\Temp\\ipykernel_20212\\531934284.py:10: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
+ " fig.show()\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "ax.plot(x,y,marker='*',\n",
+ " markersize = 12, # NEW ADDITIONS\n",
+ " color = '#7425b9',\n",
+ " linestyle = '--',\n",
+ " linewidth = 2,\n",
+ " markeredgecolor = '#fa9359', # NEW ADDITIONS\n",
+ " markerfacecolor = '#000000' ) # NEW ADDITIONS\n",
+ "\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "id": "a4e1195c",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\sjeon\\AppData\\Local\\Temp\\ipykernel_20212\\1388030311.py:11: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
+ " fig.show()\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "ax.plot(x,y,marker='*',\n",
+ " markersize = 12, # NEW ADDITIONS\n",
+ " color = '#7425b9',\n",
+ " linestyle = '--',\n",
+ " linewidth = 2,\n",
+ " markeredgecolor = '#fa9359', # NEW ADDITIONS\n",
+ " markerfacecolor = '#000000' ) # NEW ADDITIONS\n",
+ "ax.grid(axis = 'y')\n",
+ "\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "id": "ccad36f5",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\sjeon\\AppData\\Local\\Temp\\ipykernel_20212\\202726909.py:11: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
+ " fig.show()\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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9ztgQS17Z71VjJ1ZO8UUzuQA/8s0UJ6hMV8j/ZHSLRrUiB3PmX4Xa6nSuOOEH+o7bDnXF9GH5XN/RQZZ/dAxf3rMdH928xbC65rQ9mkT7vrlBw0KL3sKXM+zEcGMnLtPtMc4k/0NlsgMnZ6G6LgL/XXgpTmv6QxObqivT5XjN23732oEGfccffhuE8xc8zPUdnSj5FgiLMlbgcdoOLU0aqJtNjVuzyNPzNL6cTi6GGzuR4oRi1DSLasv+EzNYBZNaE4J5P/aHatIL7PUc73nbGlmOib5jjTyb6zs6SH2VzthRjxPl7TRqLcrP1KPstPsVmXwKReCFMO095qnjQJh2oIpWID7Td9dObuz02KpQiktTMfFSoqKwAQfX2O754njG2/5x/UTU1Bn7chprWwzVmrLuY7m3bQdBQYVydueO1eKpnn/hldF/4/e3D7u9i/gUisDAmmFrltDY2TsOasubUFnUaAhh+lKxhxs7Bxh0rTGZu2nBGb6i9bK3ff60adiYKsrYa0IUTN+R6UAGibcttbckhDFpVR2bpjKEs9xtP2htCkVrv4N7hd4jMi4U0z/ty44BqT271o6Dsq07MW3iEuSklfi0OIXgxs4ByLOLSdGNkN+74hwaNv2PTzH3ArQKbG5QIz4z3ORx8uzMXxcsSOktqVs0hsIEutBRj5VwHLtr7MRTKOhf+tuZ38G9Qu9BaildRiSh31UZkhu71o6DtJZ16JRVhuunF2LAJOPn+wJu7ByAch2UuyNUinrITmzmU8y9eKI+tKQAt87pbeHZBRtSz+xrrDFuJ1WUblWfmKNbONSWNZsUrzg681G4mU+hEM981JzaDc3hDTZ/B59N6BuU4cYCJWcrc10/DnTHc3T1DmS0h0/hfXYOMnByJivjZlPMNbop5nyumvcIizQeqo0OXKQDEaln9tVXNRvuq/SqFYk5ETi2pcLg3WV2s60l6M4UCrVaf448eanF7+CzCX2DMiLEZc/OE8dBwBs7tVqNF154AV9//TWKioqQkZGBW2+9Fc8884wh3ETCo88//zw++eQTVFRUYOjQoZgzZw46d+7st3PVElTAZbcr0SvyCBZt4XPVKOfSsOorqEbeAnl6nsf3R1ik8URtCHDPzlsz+8SeW3iM4NkZC33On6pv1djZm0LR1KJB76x4pmgz6ePViA7TGdRXruzF5kBWN7RgxcFijIn6FWERscbfufVXPpvQi1QWNaD4SC3OHa1lknHxGSQd51xQz53jgB3PO05hYqxvZ1BKbuxef/11Zri+/PJLdO/eHVu2bMFtt93GVKkfeOAB9ppZs2bh3XffZa9p3749nn32WVx00UXYu3cvVCr/KDSwtpIZEkHGnM9VM8+5eMfYKWzm7AINb83so/6q8FgFq8gUihOEMKajeTt7Mx//uH8MRuWlWvwftUbDfscXtxTonq+vgPrPDz32Ozn2Obj2PL5/cg+7P/GlriiYku30JnPnOCDo30l9cny6nyU3duvWrcOVV16JCRN07mpubi6+/fZbbNq0yeDVvf3228zTo9cRX331FVJTU7F48WJMmTIF/gCfq2YbIedyqLgKnbER2hFTIQu37yG4yuKX9jGVfoVKjuT2EYhOCkNKh0gEMt46ttr1jsNLm8ewc44mlBOJ+qGtzkw/sDXz8dstx1HQPgmltY24Z/5mi9/R2vNS/U6OfcT5ubAI1y/5rh4H/rKfJZ9n98orr+Djjz/GH3/8gby8POzYsQMXXngh3nzzTdx44404evQoOnbsiH/++Qe9exuLDkaOHMn+fueddyzes7Gxkd3E84uys7ORnl4Judy9i+zXXwOjRhn/XrkSuOkm3f3XHz6EiZGOz1X7/vZRkMkScffiR7D9rO2Q7MiRwDffmD42Zgxw8CAQFQXs32/63KOPAt9+C7dZtgzIF40xmzcPeOwx3f1Zs4AbbjA+d+AAMHas9fe5feCveGTE1+j/2q/Y8sQEzF51Ez7bbD0Wf/31wOzZpo916QLU1AB5ecDy5abP3XgjsGqV8e9LVOsQJ6+BWivD9/Xj6JB16Lfu2wdEiyqd33xTd2ttn7vDQw/pbgLV1UDXrtb3Oc3sK/5qNpqaynDtZ64fW60dL+b7/KtPm7Br1kp2v0idgBWN/R3+faHyFsya8BGu6m6c+TiQfbdhoKvIdZ+tsfgdrT3v6O8kWjte7O1zd7B3vNjb5+5g7xoxtNNBfH6XaQrB3jWiq+IYeisPsfurG3vjjFonzuDqNcLa7E939nPXkZ3dukZoNFUoLGx9np3knt0TTzzBjFGXLl0QEhLCcnj//ve/maEjKI9HkCcnhv4WnjPn1VdfxYsvvmjxeGGh+99XZEMNf585o7t/qLIzVHdarmSszVV779qB2HyiE6Z89jCKq+2PmykttXysuFj3ueKTVaC83Pid3KHFLPpXV2d8X7pv/lrKLaVEW+aWrum+FIu263JLi3ecwrU9lmLJFstYfEl1LMrLLWPxZ8/qLgqxxjSOybYx/lYtwjvoVolVzeE4c8bxFgPzJVxVlfF97e1zd6DPMP8Owvua73NaJU9Z8DpeGv4Glj0QigcWuHZstXa8mO/zRm0oGtQKqEJaoFQ3OPm7FTh9Lhqny41TKHafrcDgWUsxf/owrJgxDvd9t9nkd9BFj55f9uBYq887+juJ1o4Xe/vcHewdL/b2uTvYu0ZcdbFlCsHeNSI3QW0YTF90LgRn6t27RlibRtLacWBvP6f1hBvXCMeR3Nh9//33+OabbzBv3jyWs9u+fTtmzJjBClWmTp3q0ns++eSTeEi0fDJ6dqRf6d73DQuz/DszU3efFgmCUgetZObeIMOSnactppjTXLXFe4bgsV/vgiJGgcxWnM0knSCLCWT7Kyt1K3Vz4uON38kdFGZ7OyLC+L503/y1825/C0NyLXNLLWot7vhGF4ufs/oAlj2YjU2PW8bi1x7vhF9llrH4jAzdqs1svWPYNsJ3UqIFYSG6EExjiMqpbWDeekf7Uvj/9va5O5gvKuk7CO9rbZ+HRMfj1h9eYN6Sq8dWa8eL+T6PjJRhVXM/NDQpUa91cptCg8l912LBNsspFJd+sBIbH72QfV/z39Gs1qBzSgxOVSRafd7Rc6i148XePvfkNcLWPncHW9cIeVMVLu+hK+cXpxDsXSPiQ40W7NKMPajURuGsOhmHW7JdukbYmkYy92/7x4Gt/Uzf3dVrBKHROOb4SB7GJCNE3t29995reOzll19m1Zn79+93KYzp6hh2KVGv/hKF635GzlM/stWbMFeNDu5Tr0xG2pDLEDLCNWPur2j2rEDzis/s5paI3MRIq7H40DHTIe/mejz+9O4qvDNxA7s/6NpMTH65O4KRsgVzUX3gD7R/bqGkx9aWhWdwZFM5K04ZcVs7xGeYNuc7i+bsfqgXvoQpn63BjDHd0C87Edv25qH/BYew5WQpymsa0Cc7HjnPLLb6O1LadUTxicNt6hySGvU/v6Lx76/R95VfWXtK2PCbWi3n/+GZPdj4vakrNPj6LEx60UplpAvHQf92iaiMHoz42o3YfKL140Dq/eyoPZC8qbyurg5yM3eLwpnUm0ZQ9WVaWhqWUXBY9GU3btyIgoICBMIU8/eFKebX9md/01y1pv3r2OuCCVaBNfl5JCclsQospUKO7afLTQwdQX/T42EKOT65uQDJycns/7lj6IgyUbyFVFTmP7YLb1+93mAAAxWxVBYdM7LTm/Dj9uOSH1vUT7dl4Vms+fKkQSNTqpmPPTIz2RSKn1YWoGHkE+jXKRuj81Px/baT7Ht/IPyO64y/o7nkhMU59F6Qn0Ou4koTt8mN2lv0NFppIG9yY9yT+DjIT0rDJz9cgj+2DWfnvCPHga/2s+RhzMsvv5zl6HJyclgYkzw4Kk6ZNm0ae5567SisSd4e9dUJrQcU5rzqqqsQCFPM+2YmYuPOPEwbIkOvnES8/VfwTjG3VYFlLRb//pSBkKd2QthlDxvGJLlDuUiZPyErHLv/LMGZPdVsCgUFJAJVJkzcthGi1SAqtJ4dW8seHM+8pc378jFtqPvHlrjPTqyL6M6CT6Gf+fjdH2NxqkgXogrv2AWhUXdC/b+3dOfIjLHon5sCeY/RuB1y9MpOxG+7TiM0RGY4h+h3snOoQIbe2Yl4e1nwnkO+bk+RcuqBVnQcRKd1xptvDWQi7WlDFexaETbe/nHgy2ul5MbuvffeY8brnnvuQUlJCTNi//rXv/Dcc88ZXvPYY4+htrYWd955J2sqHzZsGH7//Xe/6bGzt5KJi4/Hp1+PYONmShR9cEnvX/BuUnRQTzF3NG8p6zwEIePushiT5Co0ikbs2QmN5bQopAGUYvmjQG3bIAFr4diKT0iAcsLDGJKRx6o1+y2Z7daxVV9t3djVVTZj52/FOH+qDqkdI9F/YqbjUyhScxE2/BaUfk2tRE1s8jkpc2hO79X9jusGIC5SBeVVT0Ke1R2yLiPY77ggI9bwfHxiEo5ETsVPK2uwbX9HTJ20Au9OCe5zyJftKU1WRBiaXNXGFB0HZTFXoKZuG3s4TC9Hp23lOPDltVLyMGZ0dDTroztx4gTq6+tx5MgR5sUplbodQtCK/KWXXmLVlw0NDfjrr79Ym0IgTDEPu+F1w1y1M+dS28xcNaECq7jGWIFFsXiC/i6paWbPS2Xo2PueMfXsgqGx3Fw4V3xsqW54HSEZeSYetTvHVkO1Ti6MHGDxtqMQ1o/P7cXKT45j158lLs18rCvXvXdkAqllaI2/o303qG57n13ghN8RdsOrCFUo2PN0AQy7/lVkjuzDnqdzadE/N7WJc8hXKQQSFzCn2cUwpvg4aBBVcJP2qsm10spx4OtrJReCdnKKeUhUvEFjrrGu7cxV80XesvxMA/uXvIeoJKWJZJi/i0E7knMhD7mlpQWyjgOhHHELDf8yybm4e2wJeToydHK5MeQbkxrGtqmz0w/Ecn80p4yIjFdanCPyKNPyOllYJDTJHcg9hza5A2RhEcxTF9Rc9m9ugfzSZ4L+HHI5hdC+C1bMHM9SBdagxyk0nJjblS2Y6P+JuXf+QLy2Zxxe2jKayYURTQ2unz/CcSDWqGXnZmvHgY+vlVwI2sGVjDg/ROEzWh0LoQBhrlpIAOeRnMpbzhiPvlm6nMttHsxbjpyey/T8mhvV7GIdSJ6dIzmX91bsx1U9s6A9sgnqIzqFIfOcizvHlhDGVOl1MQVoW5KnXHK0FmWn6p3Of9JCQ5iLFxkfavUcMfnNoSrdb5HJoBB9VqeCRJw/eZq917HtNcgP8nPIlymEkFA5wkPlUKpCWC7XnQIVawtOCmO2dhz4+lrJjZ0DmO8U5tmdt4yFB/NJKs5bUm5p4aqLsH1TFLYf7oTpU1Z5JBbf/2rT+VeB5Nk5nHN5yTTnMuf6gUiJjsDeI/kY4OaxJXh21opTyKsiY0e5z6qSRsSmOp4vrykzXmyZZ+fA9xOeF7+u85AEbPzuNLt/aN155A9PCupzyFXIQDS0qHC+otEkhUDl/EIKIc3BFIIyQm/sJJhnZ1IApc/ZObr/fLGfeRjTBdr1jkXHQfHoMNBKN2QQYp63pFBJ6pDeKLghG31uGw7F5Fe9EosPJM/O1ZxLlDKelXIvmm+lm9YJKE/T0qjbD+H6C5EYk+kHDmpkCtTpQ5iCZ+cqnQbp1HXiM1UIj3H9fYIdOp+aD643tKe4U86v1Bd1SW7sROemv+L/39APueENK/o2wYxZJR6tIMfdY9paoKBQy+ovoSk5oYvFh6o8bOz827NztW3jm59H41QRXUQ00Ki1kIe4tgJure3AZPrBqTp0GOD4wi2rRyyeWzcSdRXNblXERiYo8fSqEYhNC+MenR0aDu0ztqc8MA4DOiQ7XM5Px9BPL+9HWEQIkjtGouclqWy/hbvZimKRs7OyoPI3/P8bcnyOOBZfUdQATUszYlKMRQ6eiMVXFDawE5UuhDQp3jKM6d+enas5F/XvO8j8GFbfQnjI6c+lMPDEDBbKzOphqSrhyvQDATLANH2Cbu4Sl+6f7Ub+RPGfy5Cu0eKdawYiLCQa85ZfiuNfJGLKo93QT/m53RQCHUPrvjllCBvf+YXjwt+tkdopCt3HJrOFZ3SSsdreX+HGjuMQggFb9uFRbJivy7PMWDzYYvinVLH45XOPYv280+zCev+CQeyCTbfx93dkRi+nlxWFWD9v2ygya9uwlnOhFbjYoLtq7Mhruu61HjafNwljnnC8IpPjXZobWxBV8w/kkTLUVafjSOZ07NtN7SItKGvMQFcq5//lDcjP6UKZquE3Q0aqC3rEhShKN8b7WGPApEx2CxR4zo7j9NRjgejkMNSWNeHMXjPpdwkoP637HPLuqFSeIMN64f0dMXJaLtLzrcj9B1rbhpWci9h7laJizhYJ2eEG4WRn2g88SX2VrnePY+TMjlIUl0Vjw858bKy+FcndjcaloUbdajk/tUcJKEULqbYI9+xcYNVnx7FtSSG7GE39oBfS8gLnwusuFUW6eSfUr/PZ7dtwdl81ywlRD4+UFVZCQ7kiTB4QIRJH2zaWPTAe/XISseN4N9w+zDLnIl59ezIvSSHojoMSEKqSI8PMO2+NnUuLUXa6nhWnXHBhqsvepwBVZG747jTO7KnCkyuGuy1YHeiQZmrDKt28utyBeahqNwsnvzmFkWOTTRrEDaIBdlIIpoNbQ4yfodG1joj7L4MdbuxcoLq0kV3kibrKwMgdSUVVsc7jik0NMxghygtVn2tieTwpoL4vQSosIZM8EFnQtG0oNJH4dOE4hGbno+8j11pIKIVFFlhdlXuCf33lWv5m2+Kz2LPsHLufNzTRbWNXWdLIJlwQh9eXBVRozNPaqTSvLiZVhUse0jWKC9cdwbMTY+08MQljhodgySsHsGH+KdZyMvOnAmR0bTsLdR7GdAHx6rvJwxckf4Kau2v1MlHUl5XSMdLwHPVsSUXN+SZ2Mgpl6WIjWF/dzIpkKvVGN5DaNuKy87G56V7EXtCDta1Yk1BShsvsaho6ypqvTuK5/svxypjV2L9KZ5gcmcLgCMIxIO6zc4fOBcYBv4fWG9X62yKCdirNq9Mc2sj+FqOKMnpnjkyyELcYKCNC2DkknFvuqKgQNH3k1bF/Y+4tWxAIcM/OBcSxbyn6VQKFymLjyGby7JI7iIzdkRp0Gmw5ldxdAWjKLQlQfvDFglXsftfRSZg2ty8CqW0jfPgtmGDW+Guo1tS3bYSL1gzWRrM4Cok911e1sFtrEyvNPYnWEKTCKL8orsh1leyeseycIi/k8PrzAT3RQkrt1G1PTmB/i+fVqaJDrZb+20J8DClJsFutlSwnTKFsamMIlF3FjZ0LmFTMebCIwJ+LU2LTVEwxX6DkqHRFDmX64hSCNBQDtc+OcFZCKXFVKbqNTWbHGC0oXEXI57Q23sd8CoMw+doRz44qPqWADCb1+e1fVcrC4ec370TE0QUsZ+WI8Q1E2Ly5ukqLx8XaqQu3n8Ql+AWRCfkI0/czKls0yEg+j5o6FeprWh+j1SRq0QkjY9eilWShTgsSof3H3TC2twiMb+nPnl2AXHSloFJfnCIYu5QOnglj0opRgHJ2AlSsQq0ItDoNlD47ZyWUuo5KZjd3EYe4bKmTlJ2qw45Z/4eBHfWexFOWnoQ5tO3rK5vdVk8xp1NBAjN2RNO23xDb4rinGYg4op06Z/VBTO6Tg5Cfn4P4aL/veuDgyUT8vvd658KY4SEGTVOi2Y0wJhXKCO8VCA3lRGB8Sz9DrBrRtsKYYs8ujK3sw2MVqK9sYWFMqTCfYyc2BhQ6o9BcoHh2YtTNGlbF6o0QnfksO2ueRHhLCzonb2cehDD5emLMUqgyu1m+YUQsZFEJLDwqhEWlyNcJdC5I1H2MqgHxjbtwoNRxTzMQcVU7lebVJUWGY9fBfBOVHFtQcUuXEUnsOkULVHVzvSRhTHEIlXt2QYxJOK2u7Xp2dNFO6RiFE9sq2HN08klx4FecbbCasxO2vc7YBY5nJ7Dg6T2sbD82RYU7Pu/HJg94CrFnR/vEmidBeyoxVss8CEcnX1PeVEBKzy4tP4q9X5/c3dBoNQ57moEK005NzELyktlMO3XS3JXYdFynnCNGZ/hqMSg3kWmnJiQk4njcbeh8Ww56O7DY6DEuhd0E/vm5UJKFurgSlHt2bSWM2YaqMS9/Mg+j78hlHl5a5yj2GIUyydgRpcfrrEpTOcttc/ug6lwjyvW9XGKEputA9OyqzjWhuV6D0hN1dvNoUho7EtOgbaaVaPK1VJWY5p4m+boDRjahV9Q+pzzNQMYV7dSwyx5G18jWc3W2CBVFpZrdMnbixVRgNKvzMKabBSqeVLnwN0ijkjw6ugmkdIgwXFTLz9ZLYuwoLxeXpmI3W141bXdqjA2kptjqc42Ggoxwsxlz4nzlx7duYRGD7mNTMPn/WbnQOzPeh+aMyWSQueFJhF7+iGEgqFCJ6W6BijVP88IcoEXtnKcZ6Eg1r87bKZjGAJt4QATGt/QzqHn64pmd2IGTnq/zcNoqfa/IQJeRyUhqFyFJGbpzXrXrQsm+gObGEdEpSpt5uxCFzCDMLDYszkL9iOaDW131JGQiT4KO+Zzesagrb3arWjRcIk8zGHBGO9VdlBIZO7Fnx8OYQQyFb8be3cHXX8NvDL9UyilO50slyhF6A6peo54kIibZ9vZSSjSg1ujZhUrqSdCAVbr5Mmcl9jSDAXPt1Lcm98Odwzrh4zWHMPOHbUw79a4Eo8hzzflG1vNKBof0Yu2dAz88swfHtlSwReLtn/VlaYeb3+2JUFUIW6BKObjV3wmMb8nxOVSYsPKz40w5JbtnDNr1dj1vYI9jW8uZFFVCpopdVMXq/IE2rdxaCFMQ0HZo5e1iPph6oG56pxczeNbEf73pSdhDCk8zGDDRTn1wPPplJ2LjzjxMH2Z9Xt2yOceYQg5x3/cD7Z6LFBYX2oJCQuXMMPW8OM3t79yuTxyufa07W3C2d2IWoi/hxo7jEKUn67Dyk+Ps/tCbczxn7DaXY9Wnus+hFai5saMRPyNua8dCJ/EBNAuNCm4EYu14wpQXpX5CmjLuaqUvhUjFFXgOexJ/H8LMHy09iWDKWfm7dirNq/t04RicKkrBwKeuQ78/3rSYVycubmqt/cC8z04qknIi2C2QCL4jx0tQvxGVv6tbtAG3091WTzHL1Rz/pwKH1p5nK0gSrHWnpF7cUC7usRMI1G1dVeyYZyd4r2TsPCVYIPYkls8cj76ZOk9i2hAZeuXYn3ztCfzF0/QFwsJDIZMhIbcLQi6aiesnhbGpH8rcJGitzKsT58ha08cUFkwKvSBDWyb4jh4v8Z9L1zJpo7gMFZ5eOQJtrcdODClf0FBXoveENPeM3RlRj50VYxeoiD271nKcYREK1JY1e2zqgdiTiE9IwGHVLUi8Pg91MYXot/V9u5Ov/+/BHcxwRyUqccv7vSRpkDf3NN+e3A93DOuEuX8fwkNe9jR9qZ0aNvwWZtCT44Dk9pFWtVPp9eEiY9eaPqZQLR4mCmcf31bBPD5Bpq2twI2diwghgbbSekCTBsTqKWLMZcO6j3VfPYW8mwgJm5YDJWcnLlJx9diqKWtiijZUnBKXrkJEXKhNT4JyYBcYcmDJ0HaxP/n69K4qwyw7qZRgzD1NIWc1rUCG3pSzWuZdT9OftVOZipDI2ImVcqwhHENKkbH76ObNTOorvUs0HlpiHCnlDOeO10LdpGHfhfL4geA1cmPn5piftmLs7Hl24lE/59zQyKS+OcHYUQjT2gWAnj+yqZyFkHP7xrFqtEBg8JRslsivLmlsdYaYUHFKo1jULRqWx3OGIxvL8PWDO9n9CY/nYdT0XLuehBhrngRCjftbaIeQUirM3NMszLgdP71fjm37O+KWq1fg3Sm2Pc1gwBntVPMm7kYHc3ZKkbGj+yTx54425q+zDmHPXyXs/rNrRnq1IttVuLFzEeHgYYKoLlyQgilnl9LemEcrPuK6savduwdTL/8Jf60bjMhM6+Xtp3ZX4bvHd7P7lz7aOWCMHXlYdHNatKBejfBouesi0GZl4a54EgJ0rAsVsFJJhVnzNDO0UZCHrGBFGt+suBbTb/zbpqcZTOz6oxhn9lazloCuo5JsLijEY37sFajQ4tEYxlQYHleqdMZOOm1MrqAS1Lh7QQpUEWgKiYWGhVh4uZS7JE1L8uxcnUdGKvedsspQ3XMvzqb0s/qaQG09cIZhN+eg16Vp7BhzpVHfRBfTiiyZ+b4hb634cC1b0GT3ijUUAVm8TqSLGSGVZ2fF06QlAX0PkqE7vl+GxuFPIPLAd1Y9zWCCPKWti3XalTOXFNg2duIBrmbTysW0NFivxFTqr11SNJXTukMsQebPcM9OojE/4aLVVrBBK0RB/cM8hCnO25GxI5FmmjQeneRcWIPmqqnOb8OBkir06HQCzdG6acrmmM60C05d0q6j3RvxY9Lw64AG566lJfjxub3s/sSXutqseDXVxZTmeLfladL0ckFz9dDGKvS/2tLTDDZK9co5RFKO7eIsRwe4mgxujRQZO71xcieMKZx7dD4Gyj4JbnfEg4hXSsE++YBW9MLsqjiz4hQBd2fb6SY069TutdCgXaQuVGmOKgA9Owpzb/3pLA6tO4/zJ6UbcmsLWnA4Y+zi0o37tLLQGK42RyxfFiXR4FbC2sWS5tsJ0PRyW68LJkqP684byn8JNQHWCDPx7FrsXqNo8XLZE3nof1WGyeMEndM0dsoVhM8NFPUUInC+qZ8hDqcF+0w7Oim6jUlmYa6UTta1QMVFKiVHatFxYILTE5oX6dXuF+84hSsi1kBbMtDidSp5WMB5djWlTZj/qM54dx+bjFvn9PHo54mnlDsScRDnEitEhUj2PDtPV8qSaEGoSs6KdA6vL3M5NB4okJYptZsQSbn2e0nJwDyzegSrhLSmkCNAXlfBlGyLx0PNUzChzvs8wkJTbHj9HW7sXEQKWSdzNIUH0bDqK6hG3uJXE5rpYnjbR/Yv0I56do5MaP5w9QFM6mtd7T4knjRJRzhUieaPPXbRDlSt1Vc1M+1DMuYUUnR2ukBrOTtzYkXGzq5nZzLLTjrPzhqUq2zfPx4H15xn2+Lc0TqTBVWwcf6EOIRp39iR0beVTnAEpcpUTN3WJHt70+qF4hbu2bUBxGEGqcJp6h1LEVp6lBVq+JOxcwS6ELXvH8eMnr1GVbfV7nuOodR7QIUxxT129kSgBbYsPIslrxxg92988wL0vizdozk7umBRpIK2p7if0hyT8T5e6IEcODmTHUsU0kxsFzwCA/ZCmI54dpIu1BucP4fEEZVAmXhABM439TMGX5eFnhelMKMXnez+KpcKNDSHN+JQcRU6YyO0I6ZCFh4YZfUEFaTcM88y7OgJtXuF8i99GXyAeHYlTU4ZO3FoypV8sODZyRUyFgpsDcFToPBzRWGDzZBh3rAkppZPRi9Z5Ml7CqpIbSucO2HM5bozjcA8QkDFYmTcIqiKWu/RCccXHR8UJm4LEw+IwPmmQT7aRlegoWYFGtuemsD+DukzAcGIu2r3TDtS1PPl71SVGL0lR44Zd4cDi4sHHM1zUaiajB1pctKsOmuhU2ripxtHes6LjF2iA8Zu+y+FLF1ArQeXPZ5nVcFk74pzhlzxVc92YQLuxBVP57O/aQpCWxncSnjkm545cwaPP/44fvvtN9TV1aFTp074/PPP0b9/f/Y8rRyff/55fPLJJ6ioqMDQoUMxZ84cdO4cPDOqbGGvQGPhP7oCjUXbT2FizFKoMq1MqY6IhSzKevGHp/ji7n9QeqIOMakqTJvbp9XeL0dyj+6o3VNPH/X2mMuW+StV55qcytmJ2ysaXPBeH/tjGDOSzhhK8VR4CmW6M4Wc4zx0fjnj2W1edBYH/9ZFRMbf38FqIZLJxIMI4wLKvE/WWahI7aUto9miKpDENCQ3duXl5cx4jR49mhm75ORkHDp0CPHxxjzOrFmz8O677+LLL79E+/bt8eyzz+Kiiy7C3r17oVIFZ8OoUwUaqw5gUh/rBRpNyZ0Qed1L8Ca0gjx3rI6FuBxpcm7a8ptDuUdX1e5nLHJNzy9QcnbinihXPDu5XMa8OmdCTOKFA1Xd+osyDfV4Fu6vxqH1ZWzGoRSz2PyRDgMSWJiR9rcjo3jE+5bC1laNnSjyobRTtenK8UVFLc4WtgSdsXv99deRnZ3NPDkBMmgC5NW9/fbbeOaZZ3DllVeyx7766iukpqZi8eLFmDJlCgKB6tJGpvZPB2d6lyh2sDqC2wUaF4yGN6H9JRQttFYBRoNXf3hkI+69chMOn2899+jshOZARWjIp59A0wJaQyzt5K1QLYUxKRQWkxpm6Km0Jv4bQRe52FCvCf9SX+LbV21g9zsPTQxaY3fpI85FtcThQ1tVyZ6aZReoSG7slixZwry0a665BqtWrUJmZibuuece3HHHHez5Y8eOoaioCOPGjTP8n9jYWAwaNAjr16+3auwaGxvZTaCqqor926ULrTLc+75ffw2MGmX8e+VK4KabdPcfekh3E6iuBrp21d1PlNfjQtUedv9Acw62NTsaWhyNaROy8GQ/xws05t5AnkwiJn31CLa/5nqod9kyID/f+Pe8ecBjj+nuz5oF3HCD8bkDB4CxY4FQtGByhC6JveOgCllZtt8/WqbEa0P2sqZwyj1ueWICfpv9N656zjT3SPutpga4uuAg3hxpOqF5w848TB0sR4+MRLy3Qqd2T6/bcto5AeB9+4Bokd7ym2/qbq3tc3ewdbxcqWpEhN7QiY3EmDHAQZ0zb0K0LASX6YsP533Vggc+tf2ZUVHA/v2mjz36KPDtt63vczFyZECLTGirZZgz3donaXFt+HqEyDQo10RjzEsFVo8X4vrrgdmzYXWfO08ErlCpEClvwIF15SxXK44u3HgjsGpV6/vcF9cIdxg5EvjmG9PHhOOF9vnsqaaTD8T7XKB3qBpd9c7XDbeE4Jy+FiVOVoV2iiIooMZJdSrOaRLcuka4i73jJS8PWL7c9DnxPic0Gh8Zu6NHj7L820MPPYSnnnoKmzdvxgMPPAClUompU6cyQ0eQJyeG/haeM+fVV1/Fiy++aPF4oU5Gzi1ENtTw95kzuvt6m2pAqzU+16gMAdrp79epcUYnAO4QG493hupNxws0jtd2wphXH0ZxtXvFAS1mC8C6OuPvofvmr6XnkpQNht9ZWhNm+J0ZsWVIiTbNPcqgQb/u+7BQ1Bw+ottSaEtMc48k8VxdE4v+8Ua1+1BtFD5dOBaHz+fikT9vwPe3z8abk6NZGGtE1kb8tNE5Y0f7SgztS8O+s7PP3cH68aJFQ7sQqMLkFiHM4mLrnxsVEgJQO6Fe0umMneNcfHEXNEwbtpxATr0CZxvi0NKSaHOfm2J/1RgqUyOkk+6qUtUQavN4IcrLLf//2bM6Q+A8MhxLTUCPmLOQazU48U8FOg4yXpxLS42fa2+f++Ia4Q70u8wRjhfa5+KSf/LsaJubf27X5BZAf8koLFFAmB8cFVWLbunH2f0zFRE4U5Hg1DXi6OYyHN1cgfLqENQUJ6Oyxb3qUXvHS2ys5XPife4Mkhs7jUbDClFeeeUV9nefPn2we/dufPTRR8zYucKTTz7JjKfYs6NQaXq6+55dWJjl35mZuvsxZtE3KmwTnouUGcMCsZFqw+OOkJTkXIHGV3/dBUWMApluplEUZns7IsL4e+i++WvpuXS58UyXRagMr/9mylsYkmuZe2xRazFntc5dmbP6ACZbyT2uuA9Ye7wj8lKKIZfJEJORhzfeGICaugho4qJwprIzrvrqdXx41RtIjz2Ka/quw1sbboZWf0HuEHIGGSHnoJCpsaWpK2q0liebeREi7Uvhu9vb5+5g/XiRYWnLMIwcosWrn5qGJGm9V2lZq4RQGI+t6HD7xxat8sWUn22A6swJDE3URRwUikSb+9wZImXGYxPKUJvHCyFKzxvIyHDVswOqQ+hifJbdL1n/D9KPrTAUP9G5JHyuvX3ui2uEo9AiUTi2Beh3mSMcL7TPTXJ2NWq2zc0/N1ZpPN7ik0Og0C8GYmgxpSchVo3MSOeuEaRo8+f7usV55/RIFGrcM3b2jhczn4gh3ueCZ+eI4yO5sUtPT0e3bqYr+a5du+LHH39k99PSdDH34uJi9loB+rt3795W3zMsLIzdzKHwjfnB5i4Urjh92vpztKISnqs5H4IX9XUSF49vwfdznf+s1go0imuakB4ejddmK/CamZsvBRSSEIclxFAog37rxu8b8MMzuseeezUMBfoos2aPg7nHl6znHodPHY6GvWuY2v1J9cWoqdOVSF92fSTen0n34qFV6+aqJZScwMljTUw0mPjp39VY86XOxfx9SRNy+7R+spmHmxzd5+4gPl7okmZ+upmHZwQ0agUe14fCBvdvwdffuaaecu8MhUlIqrV9bo9TO5vx7mTd/Sm3KDHxBuvHiy3MQ63OUFmcgJeH6+7HnF+NUIWx+Mk81OfoPvfGNcJRvn10D8v/UxXmze/1MqmMtXW8bPrBtECFwoDmocAv71Nj9x+6++s3hyBOn+48tC4EH9+quz/zfjUuedj2d7N2vIgnLXy/KATtrQ8ocQt7x4v5Pifv2poHaI7kWX+qxDxAwVwRBw8eRLt27QzFKmTwllFw2PBlq7Bx40YUFBQEpIKKq3OhzAs03r9uACreuBbvXduf/b1gyzE2w4teR+X8dfOfYf/6ao5dXKrKtDl88vNITkpiuUelQo7tp8sNhk6A/qbHwxRy1hxO1bn0/0IuuJCp3StGTUPRYaP3mCrS3hTmqjFVfNFYl2CffEB5vadWDMcLG0fhrv8b4PosOyer5f7+8gS+eWgnm2RN4WNfqqeIoUnYqZ0iEaFqQPvEwzhQXAXNoY1MiEGMr84RKYpw6iqacXJHJSJiHdu2JmN+alsvUAkzG95q7TWuzbILnD47yY3dzJkzsWHDBhbGPHz4MObNm4ePP/4Y9957L3uemlxnzJiBl19+mRWz7Nq1C7fccgsyMjJw1VVXIVAgZQohbOKysSs8CEWTrkBj+YzxmDakM0ojBmP60DwsnzmePa5oqmavE0uJ+cuEckNzePsuWDFzPMsxWoMep9+TmNsVqhteZ/+PEBqeiw8b41vW9A/NG6Pbwkw7mtRO+pPOzrNzVhdTDOlQbv+lCEc2lpvoYFqO9/F+D16ngkT07XrYUPxEAgwkvCDGV+eIu5QerzMMRXa0alKcsxPvc5utB+GWI35cvXaJF5iBZOwk/6YDBgzAokWLWJ7tpZdeYp4ctRrcSCU0eh577DHU1tbizjvvZE3lw4YNw++//x5QPXZ0AaYVEl1sXR3xoz1sLNCIT0hA2OWPID2tMzRFh9BvyWy8mxTNnpft/9tnUmIV+qGthLUmbneawwUEY0el+WJBaVtI6dl5Wnx7y6Kz2LfiHFNOGXJTNpJzIz2unu+qsRNPP6BFjngmodjYRSWEel14oXufWoRrjcVP5sIL2sZaaA5vCDi5PZL0EratM5qY0YlhyOoRw4xNfIb16+bUD3szQ0gGLUSkluKuNqZYLqzNa2Nedtll7GbPUJAhpFsgIxg7V1ZHQghTIZMhIbeLiRyW4DEl/PIG5OeOouXAOmh8JCU29q4O6HlhKqvyI309KZvDBWjkDRk8UtwX9PvsYeLZ2ZnU7A/i2yd3VGDn78Xsfp/LnRN0dgUTz87JVbfYcycBAbqYWgtjSjal3AnhhVwqfoo1Fj9ZE15Qq3Ve37YnLw0YuT2xckpiK9MOxGR0jcaDCwfbfQ3NHLQ2d1DpZhizQeQxis9FfydwfFA/hJp/q9Hk2jy7liZoYtNYgUbY8FuYITBf0SpH3oqGDT+h5dg2LNnpGykxUp23N8XAWu7x7cn9cMewTpj79yE89GPrzeGUkLeVlPekZ+cN8W0TEWgntFR3/l7EVGtoIXXhgx0dlmUyydk569mJPHcydp6eUu6K8EJTiwa9s+LZQmrSx6sRHab7Lq9c2YsVRLFzZMcpTIz1H7k9h2XCPDztQEC8oHQpjKn37ELD5W1bLqwtQWEfSuQ7mlQWQwUXrPBCJkP5mXpotc1Qrn4TYWWm/Xb0zjK5/0qJWeQeZ45H/5wk1GUMw+3D5eidk4i3/9I1h9PrZBnO9ct5clq5N8S3xVJhjqinCGxccMagfTjqzlyERzt2UaEGYwFVjOthTPNRPyYFKh7WzbQ3GeOP+8dgVJ5lPTpNuTeeIwcxqU+OX50jreXrpJx20BpKURiT+jhdDWOKF52BQGB9Wz/jX1/phK1dRSi8+GXWQez8rRj9u6fhyrHHURIgUmK2co/Kyx+BiuUex5rkHuWHNwISGDtnPTtfim8Lg1sjE0KdKjYRV8+RQXdk4rjllHInw5gmOTtTY3ftK91xyUOdmdGLdsJoSz0Z49stx1HQPgmltY24Z/7mgDlHpBKAdkbmb9Vnx5lhi88IR9fRySbVvjQjMEQhQ2pns0ZNJzy7QCpOIQLr2wYpwup/y548THxnPJJ/f8PlWW9SQhdqGipJpd+Uz7F2sXYm90htFOahzH9+KURzvZopqWdfEONQWMRZY+cr8W264Aj71hEBaJutLU54rxldollYvaGqBSoHDaSAOJRsPrHcKPzrvWnh1oqfyODtKazE97cPw4dTBuC6z9b49BzxVc6O+O+/tqGisJGFlf/1penCm0Y1/TrrELvfYWC8ibEjzF/vDBndolFf2WKzMMZf4cbOD6ABi8JKKTQnHwo3Zr1JycG/S/HdEzr9zyuf6YJht+jmYbWWe7R6wVr9JTQlJ9jrIeqZW/3fEzi9u4pVYv57+1jYqGExgbykAZMymNHL6RXrt+Lb1DsliCo7MtrHpmdX53he8uKZnd3K5VAREn1vexPLvYm14qfdZysweNZSzJ8+DCtmjMN932322TkiWdtBmuNtBwKFB2pQcbYBUUmWnrY4Fyc+lqTgrq+c6/30F7ix8wOq9fPOhInnUpTzS0GlIKZno+3APPco5uz+aqYKcWpnJS55uDNSRk9HiNkEbMp30vgg9puyIxyqxBT6vK59tYfDv0OK6ejeGO0j5QBXV6G8HRk72vcatdZr0w2cLX6iyRiXfrASGx+9kJ0LvjpH3IE8/7v+rz/z7kjg2lmEMKK1qQfidig+8UCH/x0BAcTmhWew588SdmDR5F+x+oejsJCT/mAVFzA4KiXmyZOY2g0E7FVLWpuGfeDvUvz2hi6M0m1MMuufM38drUqFC3lKp0i/no7u7tBWp8OY4lCtF43dBRelol2fOFaZKRg7ChWv++YUC5dRuDm3T5zPip8GtEuCvMdo3A45emUn4tj5WsRFKF1qefE1dD6k50ezmysIxq65QQN1s8akl85kvE+AFZJ4isCpG/VDSo7UYs+yc0wYtcZMccJRakqNq/9o0QXRfEX7gVUpsbUelRITq6fQnDNnyL7AGF48tcuK2rGZckqaCwsFZxE8ZmX+ULbqp9W/GMEboOfDJj/vdtirSrRYcKbtwLx/qcmLkmjj7umAiS90xZi7OhhytOTl/e8/h7Dg6b1Y/80p+Kr4qV9eO53U3Kjp7N9+nbIxOj8V3287afUcoZYXQW6vNTxxDnlavsxUDNr0GGkShb6thTF/eGYPZl+8Fv8etdolrzIQ4SbfDUyUCFwsga/W5+sIsWKFtRWtNn8Upqll6JmZgHdX7MN9TTU6KbGdf3qkMVqoyKPVvfi7OQI1JJMjRyNPTu00m4Oix0QmzAXPjsJAdKKGhjmek3C3Ad4ZkjtEsjwnDW9Ny3fOmJtXYzoCXfDeumI9U06harvLnzBTgXYR07YD7+litlb8FDb+Tqj/95Zebm8s+rdLxsadeZhWIEPv7ES8vczxlhdPiAt4WrBArJBDoUyxjFtTK2HMisIGQwqBXutopfCJ7RVY/NJ+hEWFYMDETPS7KgOBAjd2biBWInA11CTk64hoUaLZvJxfyB2dbu6Fbg0f4p3rPC8lJuTsyCtxNndDq07SuSw+XMvyd82NagujRM8JOBsCfmfiBpzdV808oJe2jHH4/9mcjv73Icx0oAHeGdr1jmM3VxBXYzp6bFFDedlpXfFNYo5++qsE+EwXs5XiJ+3pvbpz5LoBiItUobr/DPz0XjkOlnbDpFFL8e4Ux1pePCEu4Mh77llWwqomE9tFID0/yukGbbFUl7i/0iJnZ8WzU5qpqNhSR7J2vaKCMiJvqJU5RH4MD2O6qaAi4JKKCh084jCm3tgJF2S5fkUrFk/ucOkAxEyfjcT2XdjzJCUmNEZbE8d1FfKYEkJPY9rEJcjrbFnM4QjZPXWhTE2LFoX7LSd3Fh/Sa2LKHNPENPfqKKdEXg/dd/j/iTzmvx4Yh9sGd8bGnfm4bYil+LYvoWMhvUs0cvvGOdyMLu6xc7btwJrGpnBs1plMPPCesROKn2gyhoWhE58j7btBddv7SBzYH89vGIVpC69h50hCbj57vrVQplhcQKpzyJH3XD73GL6esRPvXL3BULXrsmdnFuo2ydlZM3bhrkmGicOl4skLgQD37NzAZHXkRHm4rYo9Q6iwFSkxuoxpR94K9bafoT66DYs80BhN+abBvfaiU1YZFDE0a+5qp38b9c1tWagbunlyRxVyehm9HDJQxUd0nl18VrjTFWNCrx0ZPFodO1rJKXjM7147EKGg6ejjcKooBfsKu+Cmy5dJ3gDvKjSN+6Elzo28qq9yX42ewlv/uXQtW0T0vCQVN7/Ty6tSYY4UP9nz+gQtSGstL9rGOsnFBdwRLFBUnURMpAKy6ASXKiZNcnZmnp04rWItZxfqorFrDFARaCKwvq0/hzFdzNmNvbsDBl2XherSJiRmh9ss57fVGB3iocboqlPn0b3jCTY7rGPyfhaWcTa0I3h2BLUgmF9UhbxCmgsqDqZjflocMnbiHFBdTQbm/TqGTUcnDh9JQNgNryHh1zdtNsC74h3RBcnmBVti3BnvI0BepHAsCzlbX+Xs7GGr5cXkNfp5iELLS+3Cf0suLuCOYMHNF6tRXBqPP09OhyuYzLQzE0RXRoawGYC6EKUVMWgXx/yYenaBZT4C69v6GVL0QlG5MFMoEQ1GJcxPYm83RoeeWmeYHbb1Sdd0I6mkOiRUxkI05hWZ5I11HZ2E4kO1Lho70aq2Vo2oRAf+k94bqJGl47P3c6HWGPcfhVqbEGO3Ad4ZyHP9f0NXgaJn7QfE487PPTDO2c6FKNxJXUwBKlQgg0dCB4IYtK9n2dnC0UWE8DpPnEOuvue304YiQqmAVhuKJCeVUwSoReSiGZ2Y0cvqbroQ7XNZOrtJrY/ZyI1d28TdURnO4KnGaFthmIS6tfhxhy4Ms9hFFXm6cNIoEqrGJAV/mt0lTM9Obh+JaXP76r6DEzk3q5JhVppq7XkDa98/CrXGcjVOuSlVVISJN+CO4aH+J0JrNvXbU9RL4NkJjeVk7KiKVN2iMRnk6u0wprPUVTaz/s4ze6rYYuuaV7p79Bxy5T0/vbkAYYoQFjXpkCxDUaRrxwe194hbfFxPwagd/n/iqeg8jNmGMJV08nzjrycaoz2tG0lNyml50cjuGQOZ3LrxcMWouDqtnD7r8DrjxYi8y30rSg0eTEK2699JTHWJ6w3lwmr7v3f+w6TC2EX738aLtidm2YkhHVSquCOvlKrvxJ5duAsTPrwJeSybfzzDognWzklPnEPOvmdIdBJaqkp1UZMnJqB9DEnyOa4IJAVKlwtUjK/lYcw2BIV7Bl2bycrE2/V2foVFHs3Stw+z0BD1ZHUZ0Xopr9RSYp4Oj46+oz08gasz7ei1J3ZUGlTmM7vFGI1dhfGi7i5VJcaGcmd1MYXw9uENZey+o20fDVWuTzywOeqnsAHxmeHMK6diIH+fX0bRBFockLE+d7SW7W/zUTSekOOz9p7kvaVE67ZlXHgoe8+W1B7Q1BQZi8p2nMRVEWugLRno1dl7SikKVAJocCvBc3ZuEJUYhskvt77itgV5JMvmHGP3qQnYEWMndWO0L3QjychT5FJuw9PzpGd3bEs5y88RnYYksF7AToMTWHjOlbmEnpAKEwxcqErOQqGORg3qxfkUN1oPxDqoZOxuersnAonMbjpjR8cY9Xi27xdv8xw6WyWduID5ebn0PsvZe4ri3VBT1EQ/cZ0mr0/u69rsPTqPqAKXDBBFTcSLlKXvHMbJnZXMqE3+f90scq0koH7Z43ksnNnacGYxvECFI0HbgdJnjdHe1o0kGbJZF69Basco9Lk8HSNua+f0e6hc9OyObq4w3O9ckICeF6fZTeS7ijDHzhWpMAHySJobmhz+fX0uS2P9ihTOjHNj/Iq9Ia6BQGaPGOD7M+w+5e6sGTvhHPphm9k5tOYQZv7gmriA+XlJoXAybMXV9bj7W+ln71Fe9aUhqwz6s7d91MfwHBl7YfgvGTtzSMTBFS3fQddmoePAeLbAVIT5t5dvDvfsfAi1Gwg4I8dlLiXWNzNRJ5M0RIZeLk4G9/SkBQqDndpVxWTESCasuV7DTkjyaF2h89BETP2wN5taTuLEjnLxzE7oeXEqDq07z3rZPEV1idjYKV0vIjjvuBRdhwEJ7OYu9ubaBQJZ3YyViaf3WIoZWBMX6M8EpscYBKZdOYfE77nswfHol52I/Uezkdf+OObeMBCTP/lb0qiJfW1MUZ+dhELQfa+QfmHoLbixkwCm0ehEY7NV9RT9eB+HPk8sJRafgE+/GY6ThSk43dQTVw75zeXGaE/pRq787Dh+fV0Xtrnl/V4GSSsitaNr0w4SssLZzZXwIBlcunkSsWcnFvh2pQDKm1MPgsGzIx1SuULGwtXk2dk7h965ZiCUsijsCrkVg0aNAvKGo/fi2Q5Ljdk6L5VMsGAsyluy8MyDMUikqInEs/fIsxJae8wrkoU8HB3v9BoOlwtzm9cvXIPHu/yJWRetdVMX07ELooWU2I2v43xDJnvu2Mkk3WRwB2WSWgvDvK9XkX//OudV5MWI+4ioDcEdTcxAwZ1ZduYrclpIUQuAt6AJF9M/6YOHfynA4ClZeO/ajWwq9o7fihAIkAarcFxRFMG8AEN8DtVVp2POd1chY0QfrP2/k3j1ukK8+fEExKR3duocMj8vz3R6HF2vK8DQm3IQ0r4vVFPfRkhEtKTTNihMKhwjFtqY+tA3RQesVRZr1FomGnDuWC3KzxoXn8EM9+wkgBLhzkyTtubZWZs27KhMEom4Unk4Dd1sbTK43d9hHtrJSUJhyADcPsz10I4gGyZAzeXiiw8ViPgS+i7vX7cJdRVNrDJTnPdwB+pREwppXA0jkQqG4XvWqREeYz9HQhd2urhRL6M7ZeFUcdllZLLuPY/U4uR2XfVqh4GeC/tKTVb3aKbHSnaq6GC1iVQdnRPq6FT883cWliwfAFWciuX5jm4p14ufR2B9xS0YfcFax88hs/Oyl1n0Qx6TjJC8ISha94ukURPqp6Tz3pZnZ0uGrKKwAa+O0el19ro0zaEiJBq2TOF56q+j48ydAjNfwI2dmwihJlcUVGpcyNlZk0m6/dO+UKhCDNWE5jJJjmLQjbxuIEK1Ot3IEY+PQ1a/Cei3ZLbL4VHq26IiDTIA2qKDuLDfevxRNAjVITkuGwISqqZxI5QoJ2PvyEDR+Y/tQkrHKOQNTTSEManikYwEhbyiEqQL2U1/JRrY9jPKUydK1scpNOTb4r1rNrLtQUUqj/4+FFLgS11Md6CFy+YfdbqslBsWGzs6h0Ivfw5NdWfQvqaUhcPpwt370jQWbqfF6z+/lmLc/dNAMQlHzqHW5MvI82s+sB7fbz1uMXHd1YIYQljUUM6O0inC5wvXI1vtAUoTQQzHFuoNVS14ecRqdp8qx6d/qhOFCBS4sXMTYeVEcXO6ADs6F8rcs4txImdnfkIlZFuXG3LK0Il0I+XKXMz5ahjTjaQydHlami48+ssbLutGkk7mnr9K0C9vNzpknMegnnuxq9GKIosTBS8f3bTFaiWaNShPuHVxIbt/YHUp7v5mgGEbkbGkhYeUfXYx51YDjacQE7aJatjcHvPTWpGKMAHCXfUUc0zVU/xHKqw1qPDpwgc6MhmtHCs9sGFRoRg1PZfdBAUfWpR1GBiPIxvLmeLPmT3VTuV27Z1vrU1cdzVqIhg74fojjNFqzbNTutBnJy6CCTT1FCLwvrGfS4Y5Z+yaDElka2KtXkUUhvnz+16oqTtvUqzgTniUyOkZg2NrThrEpXt0OoHyRnf67JxrPTi83lgFZ14BGikYO5HgsTtINR+t+5hkxGeo2Oo8Ik7heP+Ti7qYYkpP1OHkjkr88e6RgPTsKGc3/r4op40UtaGQsSP++aXQpUImyoFRtXFcephhwWJrPqWsywi3oibihQ21nJCxI6MnjAyyNt6HELcN0HcN9vE+RGA1Svgh4ouus6HMtLwodjKld4lyejiqJ2eHlRfpPBxy3MQ9YkJ4lIVrnBRIJs+ub9fDBnFp+jc/bZ/L35fCj4Jj2VpTuabwINKOvIGctBL2d+chpqrRwuBKOulpyKy7SDUfjaTWLnqwE0bd3p4JGDgqFRYuwaqbvPBvH9ll8lggeXauQttcqF7c/ksR85idZfV/T2D2JWvxdO/lOL6twu58SqHH1dWiMrGHJRgjk1l2Njw7uVyG0HC5U55dII/3IQLvG/sZJnOhnDR2170mjR7emb1VOLS+DPUVzeg1IQ0ZXaJdeh9hhSuo3VMVoTV5qNbCo9bEpbPSWxDefR8WbjfKJF05eB20JQUuySQJlWh0kW/Ns1Pv+B3pUcUsdFpcnW5SMMM+TuRV15U3IzbNwdl4NkS067f8jsUemDHo6fE+ttoPAtGzswcVSZE9ybogxqLIghY++cOTsHf5OZZjJsUdZ/sxhfOHiE0Na3XiujtRE3EhUqNet5IWzmP+1Z4ZseT2ticqKMND2ALP0etWIKunEIH3jf0M0yIC1wa4ugutHoU+NtLYdNXYEZS/6HVJKjthXRX9tSYuTQdaYpyWySO5K5MkQOE9nbFT2w0pqg9vwmF96PSQOozpTtq6iFPejnI3rv5OQuGhGYOtzc6T0tjF6o0decPjhmzAsk2DJc0FegNq16A2F1oMJudGsqnvxF8fHsXeZefYfn/gx8EW/ZqkREPGjvjnlyK0zylFw6qvoBp5C+Tpea1+rjAHkNaEFBmRhcqdnr3nKKPvyEXB9Vls3wgtLmSILnm4dRk/ZUQIasuaXfLsuLFrg0gx085dKOckQGXI7kAn2lXPdXXrPbw1e08XQm6069mxkKJabVCYH9jnOIBhtrefE3k7T/9OKvVurlezSkxahdu7wJh6dqGSeXbCtPqGlgNeG0IrFSf+qcScGzez+4Ovz2LGjvJZh9frBLaZnqQVWTUqeKIQH3k9O38vwhUFuxFaehTqnUsdMnZCIz6JCQgLK2dn7zkKiXS7ilIvguHoPDvxxINADGPynJ2bKN3I2UlFuPhiXSldRaGrMHHpyc8jOSmJiUsrFXJsP11uMAAC9Dc9HqaQM5mk5ORk9v/k3Rw1dnqFkVo11FXnoS05ZnFr2r7URGE+jQpGzF6THFuCmEjdd3OmItPTv3PX78V4ps9yNgR20wKd1qNDOTsJPDDSao2MaDAUFOVnH2VeciBBsxQF23Fmt+67U1hSOE/zhyda7RWjopIe41JYSHPApTHQHN3EtoHm0MZWtwEZU6GlSCyo7Y8o9SkY2h6OzJQUz7ILxAKVwDPPfgbpLGZ2jWYNwOl5jocPdy0txu9vH2YyYVT+LDTxuoJYrd9dz04qvCEuLS4OqvvlLajKjlqfy9dK6LQ3bcPxifhi8eVObz9P/k5xJV1reUmpc3aUqy3od9ztafW+hDzhpNwI1kZQeKAG6mYN9q/SjXMi7E0ZueLpLuz/y/b8hsa/dZGBbU+1vg2qihtYn56tvKc3oN9J34EKbex5ikr98UWvdUTukBeotHGogZduzlJ2ph4lR2rZbfC1WW59BymNHa1MWztJHMXT4tJiYydrPwKasuMuhRRTYiKgyBuFG968gFWN+svvNBlj1ErUQFl9FNMmLsFf65zPrdkqtOmVt8dQUOTqtHpfk9k9hhm7jIQiVH/9NCp39aPSK1bJmzcsyeY2YGd0BdCwfSkWOlFsJNYS9YaxoyKaA2tK2WKHegrb94/H7j9L8PWMnaxQ5Yqn8jH05hyr/5cGAlOonDy8EAdapniBCsftiQdRTkw8sEZEvHRhzCWvHMDWxWdZFdmtH/ZxW87LU+LSYmPAClUyCxDRvr1Lc/mUlz+CfBfm8nn6d5o0lbdS/NSz3U7INWXIvP8cQgc6Pp/MXqFNbLixoMhbhTZSQwaAWggo9xhZewJ5CTLswCjk9I4ztJzY2wYyJ4uNaHyVgKOFTu5A2pbfP0GTzoFRd+QyYycsjNiwXbNiLDGJIs1aRxh7V3v0vzqDRRkCUdPW42HM1157DU8++SQefPBBvP322+yxhoYGPPzww5g/fz4aGxtx0UUX4cMPP0Rqqumgw2CmptS1WXbWoHALreLo4K5309hRJRnF8Gk1HCZBXN5cXFoqmSRhZXrd6z1EeRfvzuWz9zulmI9mUukrKg6w+GzKIx3T5ZU6YyuUCvJqQ/2uoMhXnl2Eyph7pIrcX1c3oOvIJI9sA3HbgXhUkqcwaSoX+uxEUQBbTeWuQL2erfV7ttkClc2bN2Pu3Lno2dNUZHTmzJn4+eefsWDBAqxatQpnz57FxImuawj6EjrASJ1jz7ISnN1nfXZWq7PsXFTFF6CQY7heNaO2wj0VEOFkpREpzszYc1QmafqwPMh7jMXtw/LZ3/S4Qi+T5CykVmNeYCCEFElBXkqFeWdFtG8b3BnH6/q69TtNcnZ2wpjuNrF7q6DIV1PLzcUM+nQ9gnyzfJ1U20AQABe3b3gSk6Zyfd5WHAWQ0tgFOh7z7GpqanDjjTfik08+wcsvv2x4vLKyEp999hnmzZuHMWPGsMc+//xzdO3aFRs2bMDgwYMRSFDObe7Urew+xcaveraLUyNgKD8mGCp3ECYf1Fe0SGLsKIwphaqLp2SSpA4pksQTbT8ShM7p5XzezpqIdvfrh6Dj1Ve6/DtN1XlabObWmpzMK/nDtHpPYG37kLkZ2Gu/iZjBmJ7RSE0qhbbENMwti0p0extc8XQ+xt3TgeXuktt7fqKHWC1HKCARL4xsKagIAtknd+qmkPS8KNWl+ZCBhMeM3b333osJEyZg3LhxJsZu69ataG5uZo8LdOnSBTk5OVi/fr1VY0ehTroJVFXpyn+7dCHZG/e+59dfAzSzUWDlSuCmm3T3H3pIdxOorga6mrWgxchCMEF/jHz1uRr3zW39M0eOBPLO6y7C5D2RZ0Z2/+BBICoK2L/f9PWPPgp8+6399xyijEakLBSNlaHIyqJyMEtDtWwZkJ9v/HvePOCxx3T3Z80CrpmoNhS4KGNVyHKvbgYyaLD1obWIV+pkkoQLA+23mprOGNzzdXw91VRc+qab5Fi1yv3P3f+sZeh07t+H8NCPliFF2ueL7lgPpawF1ZoI/NIwzOnPW3fPWqTFyBCe0AnzfhmDwnI5+iWokNM/A8mRr+PrW95AssxURFvY57bfNwRT9GmV9X+rkf/CWxiS60BeqbftvNJP6pcM+9ySeITKX8CsCfYLbRbvGYKWxLtwvcgYHzgAjB2ru3/99cDs2abvrNvncIu8PGD5ctPHbrwRhuNl7+tvIbzccvvERZqJGfTJgWbBMzAX5Vp7vBNumv+Sw9vgsf/chfvPKEyuETU1MnTtSdEE91ITdI345hvTx6xdI8Se3aplLXguC+gbqka+Pop9zfUhOG9DfayH4hwuUOq216MvRqJQE273GvHETYUoGKxlC+uuo5JN9rk72DteWtvnhEbjQ2NHubht27axMKY5RUVFUCqViIszXRFSvo6es8arr76KF1980eLxQp2IvVuIbKjh7zP6lia9TTVAJbrCcwLVihCgve5+c30Lzjgw37L0nBaZejX5qETdSVFcrHvvaCvdC+Xllp9rzgL0avVzW8ycvro64/vSfXElWUSCqtXPbI0IZRPO1qUhoa+pTNLZs7qFw75YS5mk0lLHPzclrArdoguhlLdgf3UaTtbrNC+HdDgIZbPpXL7NxYNw62A5LshMxHsrTBXmaZ/XNiuhVLZAoW1y+nfT79xbmIbTobkYfPctuO9OBetbqizXsvc6g3g89vcL+OlxUzkoYZ/bRobmjnKEyjVs5325bgz6ZR5DaW0d7plvJ6/0ku28Ut261j5TgdPnonG63LpXfKaiGafORSOmXmFxbAnvS8erOcI+d4dYKw53aanxc0O6jIFmvQN5N7Pt8+GUQUiKjMCXa0fr38v+Niiq1m2D46cUDl0jXIF+lznWrhEUyqcbVVHTTqDnu6eoAf22OlscAlHGxIT0uBBA3/FUVa7GmRr714gzfx7E/IWNTBXm2TUjTfa5O9g7Xlrb584gubE7deoUK0b5888/oVJJE7OmApeHRMsn8uyys7ORnu6+ZxcWZvl3pm7wN2LMBM+pGl94TkAJY5ggOkJt8bw1UuKaoD0u5Ot0Jx3V5lRW6lZt5sTHW36uKyjM9nZEhPF96X6lKLkelaKS4DNV+KbyRcweZeplZmToVm30m81lkpKSHP+t2SF16B92gt1Xh0dA3aIzdrcO14cUrx2IUOhCirUDL8Ur316COVfPxjvXmYYUaZ+rQ3RL4fCQFmRlaqB1Kp2twvRFL+Khh2Qo0B8O9FsoRC38lrhESzkoYZ/bQy1TIBRNUIWq8fPJ0ZjybRb7DXOmFODazxyoOL2pAAmJiYbwccR2+9uXvNTJfddiwTbTQhvBK160/Siu6bsOf4ffbJLyp2NLeF86Xs0R9rk7WKtfEx8vmrzRCM3Mcqoi96PrCyCTJWLKt49g+9nO7L1sbYOP/z6EmT9uww9bddvgrQ03I8ZsoK61a4Qr0O+y9vutXSOoSKXmfBMiQlvYZ8cqjWHMhJQQhNnoF4+khbqelAQ1amPtXyM0TfoRUnpvUrzP3cHe8dLaPmffS+OY4yPTOtI67wSLFy/G1VdfjZAQ44YkuSY6weVyOZYuXcpCmOXl5SbeXbt27TBjxgxWvNIaZOxiY2NZ/i/G3CJ5GVpRPdnjL3afZmHd/bVuTpo9qJDlrSvXs/sDr8lkVYX+wJaFZ/Cdvoz5yme6YNgt1vtz/IUDf5fi0+nb2P1x93ZgEwKoKrLhk7tYscjZilR88cNINpfvxc2jWT+itrYcjb+8gZBzR9GijIbqjjkspPjZHdsMDcfPbxiFqAT/UPg/uaMCcoWcXdCS9KXiwm/QFB+RPLemObsf6oUvYcpnazBzXDc2d03RYzRadq/A5hOlbO7at9OHIWTic5BLlGOVGne3j/k26JuZiG1789C3+0FsO33e5jaoLG7Ayk+Os8IUGiYsaHF6mtfHr2EjmcJjFXhp8xj891/bsG+F/lheP9JmBeWWRWfx3eO72f2rn++CITfaPt+pH++Jrn8yzzW7Zwwe+MF/aisctQeSe3Zjx47Frl2mo0Fuu+02lpd7/PHHmUcWGhqKZcuWYdKkSez5AwcO4OTJkygosKKA7+fQ6l0o+3dULiwmRYlJL3VD9flGpr7iL1QWG2O6vlJ/cHumnV5hHint8Nkj2aivI/1AlXGKuw2FeZOeq/JmvzF24gnb3mjW90VBkdS4u33Mt8Evmy7FplXh2La/I26/cbXNbVB6vA5rvjrJ7o+Y1s5rxk5oP6D2FPJdTFsPbO97pX7ED9GaGLROUkz/eQGoi0lI/q2jo6PRo4fp6JrIyEgkJiYaHp8+fToLSyYkJDBLfP/99zNDF2iVmAR5rFTe68ioGQFaaQ2e4mb1hxn7Vp7D8o+OsaZymtDc65I0p9/DZDSJn+v6WSiM6PvQhLl850/Vo756DXss3WwKhDWFedPJB3RhjHTJy/9gyia2UCAvf/jUdvAUnmhiF0+rFxcUmcxdc2NavTdxdftY3QYnKEF0BqeKUlDW92kkHf3E6jYw6bHz4mKRPovOezJCNLSVKsIprElVmTT30RZKJ8aTBbpUGOGTb/3WW2+xkCZ5duKm8kAlTG/sHB2V4QnoYKRRP4RYxcEZRt/ZHt3HpbDcnTfKpt3F1rRyMmCFop5HWyOPxJJo4sGkrkquUYEPlXPTLUQh86ix80QTuyfnrnkbl8UMrGyD1E7GxOrZEwpk2tgG3m4oF5j6Aam7GklzUKNXKZ7Y0qBxWCpMfN4FEl751iuptlsEFa588MEH7BYMCAeNr6YeEBEmF2vXGsupzyaQem1MPDuzmXZn97du7MSIw5jUb+cKFWdFFzsro2Nc4dTOSpw7XsdmJfa5LN0QQjJp1p8xHn2zErFxZx6mD5WhV3YiyyuJK04dQfCKPTF3zduYixlQ7lHeYzRuh9zu9rG2DVI7GytCyKDZ2gbiamZvSIW5S6jKCc9OdH7xMGYbhowdLQ5pPpajenb0Wmo7oAu2FBcNEzFoPxjz40vPztzYpTuQFzXJ2bm4WKg4qyt1J+LSpVk0rP3mFLYuOsvud+gfD5Vek1CcVwpXxuDThaNZmK3T1CvQL2yOy7k1T81d8zbu5B7NfxuJDNy/YBDTiRVf6M1fJ65mDoSct1IcxmwlKmUqAh2YqiyB6Y/6Gfd9N8ipSQELn9+Hwxt0AyT/37YxkqyUImJF427cVFEJFMQ9Rg1mnl2h3tjRYsIRb1U8wLW+yrXtVyEKH0vl2VkbDmyeV/ph2XicEgaGdu0OVe/Aya15Aqlzj3R+OqKqI+x/uhZEual36w47fitig1npO2RfEGv3d8VnqpiH15o+L8/ZcRh0wXWGar0INE1DFofifBnGrClrwoHVpWxFSvk6ahwNBGj7kbETe3b0NyXRqUo2PT/a6oBOc9r1icPTq0cwo9faXC9HPLt4qYyd2HsVQk1meaWYI4eR1aMCteVNbAKGTBY4uTWP4KPcI4moEzEktedglEeq4rSN351mw1Up7/71gzvZ4+36xuG++QNt/r/YNBWeWjHCoc8QprqT0QuPdlxk3J/gnp0PEESgBakwqS76QguEK2HMM3urMP8xXc8NnTCXPuLeyBtvkTc8CU21LSY5Elp8PPzzEGb0avVKNa1BBi4uzb2FR7kHChTEiyFB4Nc8r3TFU10CNrfmCXyRe6QwoFDY5M3iFCFXuGfZOXa/+5gUh3QxnaXH+BR2C2S4sfMydAEWTgp3R/tYTD6IVaC2rNklY2eabwgMr4644T8X2HyOjJ43CwWEAhUq9xbPGHQH02nl6qDLrXkKqbfP+ZN12PVnCUoO1+CCC1PRdbReZ0uPr9oOCHEapFI0dUEcAudwYycJe1ecw6G151mYacy/2iOpXYTdcKGAFCN0xETGKXXGzoVqQpN8UwAk1/0NauYVLni0/aTz2MVFOL6r9m3rkELJr6/rxKSZELKZsaOUX8+LU9kx4Gjpv1SoRMeIeMQQH+9jCvfsJOD41gqDckLfK9LtGjthtI9YF1MqwvVFFnRRVDdr7E4ptufZBULZtCfYvPAMyk7VQ92kwaWP5jn1f+srWwwFJHEZ0rVvmAxwbWVaOcdziNsPig+bzrgjknMjcfO7rYuxe3qAa1VJg1PGbsFTe1BR3MAMpq++v7fgxs5DeRWHhrZK7NkNuiYT3UYn6zQgnVQ8FfcIeTvnICVk5N+euAGpHSKRNywRA69xXKlmzZcnmW4pDa695JHOTnlnshDKneWj/GwDknJtL3acxaTx10ov1MpPj2Hjd2dYVR0Z6KzuvtWKDVZoviOFC6kEv/iwm4rWEiNWNKkqdi6MeXhjGVvgiRWErLF87jGc3l3JtsGEx/JMRBgCBW7svHBBsuXZSV2ePGCS6xLkQghOESZdvskbLH3nMLb9VMiqMe/+ZgC0Gi2KDtSwG0nQO2PshF47GuBK3rEzLSFUoTb81naebZy3cmydO1bHQmx043gOWvikdIrEye2VKD/TwI43f1ESCY+2EcZ0oEBFqX9NU4P969bxreXYt1InLj3ByaiHv9B2mm88iPigsnZBEkOadZ7y7FyFzV4rkj7f5A1Ipq3stG7KOK26z4hlwpwU2RavVh2t4vQ0dEGlSfakVaq0onNYfsbY7pCQGTjqN4FIqr6hnyg5ahrKlHh4jMuenTivq3TAGCv1167meg2bbOCQXBjXxmy7WGv8dcSzi5E4Z+cqdCALJ0mghTDNJcOEZnIio4uV4YAOq6g0I9EPJhxldovBS1vG2HyeDL2wHagal+M5UjsZ9WKLD9WYNGy/O2kjq4KmEPYdn/Xz6m6wFYFwxrMjWhrUNqckNOiF1qlh3tm+Yn+Bnx0SIF5BtSa7c8XTXdjstapzTXYLWVyBeuzqK3WtB+GxoQ6PqTEtTvEPb9OlasWaFpZzE8jo6lz+ynTygXMVrVSaTuFskoDzlmdM+1sIP8dnhQeURx7onl3xEVPPjsLIFGXwxS6g/lo69oSFNolVkKfmSM4u1GzMjy1jJ4g2BKouJhG439xfw5itlIfTgUkjfmwNVHSHnb8X45uZOvWEy57Iw8hpuQ79Pwq9xmepWHI70NoOTD27FoMmZmRCqNPVruaenTN8+9hunNhWwXKe/2/rGK+sfqvONbKRLkQgCXgHKmniisxDNSaRETJ0hK/On0HXZhmUeyh3zEKSDkRWleGihToZy0T7cmGBGsIkAveb+20Y03fl4eKLNXl4jtKudxyeWj6CnSBUzRionh1NB6A+Q8Grc9bTMZ180OSSVBgZX2+Fecr1IUyC5+s8D0U9aP/SglbcfiDku3Wv8Y2xo0pgMY7KlSnF1y47USkhZ8c9uzaOicqFL8f8uDn5gE4QeVhIwBq7Y1vKXc7XmYtBO+PZ0QJBqIKLl7DHTmDhC3tZAQ4Z40kvdrPI17HP5cUpHocWTz0uTIVWrUVaXhQrSqHHfKmeIu3kA41N1SchgsCNXRuHLkLU00VGz16fU3ODmpXKUxUmTc/OG5oo+fcQcEVFJRARhzGpud/VfB0RESeqxnRi+5Gh02o8d7Hb9UcJakqbWC+dmDJRJab5cxzPMOX1HhaPiT27gDN2KtOcXeuVmIG1GBbDw5gSQMbrjv+2XoFFlZirPjvB7ve6JNWzxq4NzrQTV3+74tlRji+zezQzeikdHC8eokZyqUf7mIfJa6zkg6nfS4Dn7HxHhZ+oD1EaYtWnx1k4nzywcfd0MLkmWCO3XxyGNuQwo2erOM10ll3gmozA/eYBSMPRfZg2cQn+WjcY0cnS17WzyQcKGWuKdsbYUVELNWMntY/ExTM6IVA9OwotUaK+8EA1G1PkLBSCnLGowOn/5+kwllAhZ97WMvSmbLTvF8fCmYk50lb2clzUlfWRsVv4wj5s+PaUyYJv1B2tF6h1G5PCbvag2XjDbslhRi+nd+tz/fwVbuy8SOix5eiUVYbqnntRnThE8ven/AHl7ahx3dGcE+Ud9iwvYaXKKR0Cz9jRSvrKZ/KZh5fcIRK5fXRDOr2J2NhJNcdOjEpv0HW5E6PmKfXg0Y3jfSjkR5EaWmT4Q85OoZRZSARKNeInJiUMVz7j+LR7fyUwuwMDEG19FaKqt+NAcRV6dDqBuMQWjxapOGrsSMCYDB0RG2D5BiGsMuyWdug3pBYpB/4DTaFOmd6bVBQac2dx6eFBWwDF0fHmFevxTO9l+Pi2rSY5O+pZ81VjvzXpMinn2QUD3LOTiLlTt7DGYupDocGh5mj2/w2NRoPJn6zG1icmIEO+nUaPQmqcnXxgsioNsIZyMeodSxFaehTqnUshT/eudp8wx85jOTuxaEGd2qTqluN9FKE6L4paP8jDm/RSNxZKprYjXzX2m+fSaKYi9fQ6SkuTbsEbqOoojsCNnURQQzYVDCSnNkJbcszi+abtS7Hon5M4UFyNRTtO4sqI1dCWDLB8o4hYyKISXP4eJuXzlc2t6m+Kpx0E6mgf8prVhzbicEkVOmEjFCOmQhbuWnjvp3/vx+ENZaya9YllwxDqQCuGMKGcpJRIQUVqTAe4thgqQIsO1bDCFAqdBfNFyh/H/ZzaVcUM3rljtegwIJ7dfIl4zI8zs+wOrTuPT2/fxvL8pOx00YOdrCr10Ly+QFfo4cZOIoSD67Ihf6Dl+28tnpdptPhwtS7ENmf1QUzum4OW75+2eF1TcidEXveSy9+DlFMufaQzk76KcGAMhz/kG9yldtNyyNRqg9fctHMVwgZd7tJ70YKFTUzQt2/EprV+0XhgwSC2aKBcqaPNvO4OcD249jy+e3w3u3/F0/kYPlX6iQuc1jUyacHhD3lTc8/OUWOnUMqZobPXerDqs+P4/e3D7DOun90DXUaaDq4NFLixkwjh4Np1MB8dsjegpKoOd83biMJKXT6nor4Jx8/rVBfWHS1F1xd/Rly4zhilx4bjoxsGITUmAuEXjHbre9AQSWcIpB4hbU0ZuasWj1ev/R/+OqjzmhfvOIWJcX9C276HS16zuT6mI95uqCqEbXdnt707Cj28odxPph9YGeTqC8xlvMJsaFyaE2rSVG67z45VeFc0Q64I3AgCN3YSX5C27MnD5bPGIHnF2/j4pgJMmrsSm46ft3i9zvDVYlBuIj65uQAJCYkIvfwRyNM6oy32CDlC3a9vQXnuiMXjcZFa5i0TH64+gEl9s132mk3CwE5KhnmKrB4x6Hd1BjvGopPDLEf7cF1Mnxm7XX8Uo8OgeNZykJAd7lDY2ythTAeLU5Si1zXbMHYRDccMLVO8z45jKgYd0R5xN76OpF/ewIqZobhv/iZ8vv6oxVa6raAD3p8yEPLUTgi77GHIIr1fNh9Inl14jzFoXnEMxR70miPcmHzgKS64KJXdxIiNHVdP8S5UhCRMFqDhuZ9O28Yen/5JH5+F+FwNYyod0MbMkm9Ejr5lShV1NQKVwPVJ/XjMD5WHyyLjETb5BSjzh2LuDYOQGGmaP6O/6XF6Pmzy85IZOsodbVpwGis/PYajm8sd9uzoZPH3VZu8+2iETn4eyUlJzGtWKuTYfrrcYOgE6G96PEwhZ15zcnIy+3/ybqOdkgxzpH3jyKYy/PHuYbbNxcU+nkaQCqNSd5qSzvEelJdN7ajz7nLSSpjXQ//6crFofu62c7DfVKmyP4uTir8ywvcbWqbCQusQqPj31S2AsJZXkYUoIAuPRlFNE8rqdCGxCGUI6prU7O+SmmakhUez10lFyZFaLHh6L7s/9u72rVaJDb0pB+dPGb0Ef4fCvCoPes3Ojvk5tPY8ls3RVd/e/llfryhoqFs0qCzUqXbwaQe+K1I5vbsKg3vtNQhFxKZf56NvA1YFfNtHvVk4MyZF5fCsTGUrnh1rmdIaW6ZUhRuAHNeKv3wNN3aeUA/Xr5C0Wg2a9q/F91uOQSGX4+3J/XDHsE74eM0hzPxhG77fchR3JayDavjNkFFtrwSYjKlx4GJNs68CDcFrVv/1EebeIMOSnadxvrbJwmuWdR6CkHF3ObWYEOfsHBGDNtHF9MLKnvQPK4saWTm4MLSV45v2gwhVA7p3PGHwelQKWjT6xsumqsrWZL+sQe0ybMamqgYxinqLtinWMrXd2DI1Kdb14i9fw42dB1UutIUHoWiqwdoj57B85ngMaJcEeY/RuB1y9MpOxNt/7cV9TdXsdbIMaeR4xA3H9a0YO1IbaVj1FVQjb/F6I7a7eMprNvXsmvyidePkjkp8dsc21mNHGoVdRxnzQtyz8w29L01Dj7Qt0B4xej3kBYX0mQBf4uw5LZPJ2EJ90vjl6Jx9Hi3ff+eTlilvwI2dROQPT0J4jIIdOBldo9lj2sMbodFq8d6UQVBoIjFvxQRkavti3DUj0G/JbLybFM2elx/eSDL9Xp984EvVEXfxlNcsbj1wJIwpqKdQ7syaZJMU0Opb+C60kOJtB75veaHTrK5kNRZuF7e8LIUq0zhv0BdejyvndGi4nLVM5WasR2ltvU9aprwBN3YSlofTzfxirJDJEJ7QEe9+MBg1dRFIGtACeVo+yzsl/PIG5OeOomm/dKFMk8kHdi7WTHXk8EYcLq5CZ2yE1g3VEV/gKa85PDYUFz7YkYUzk1rpm6NQYmVxg8c0Ma0rqKiZh6cIk6OlUYOELP+uoA0GbLW8hGika3mRguXv7MBg7QYcPV+FTtoNDisJTZl1AdX8oko7FMl75wREy5QrcGPnKVqaoIlNgyw1F1t2DkFN3Un2cPYFsaZ5p9VfQlNygr0eoSppJx/Y8ewo5KIWqY5U/fUHki+fjEBB7DXHJyQYTjhZF/e85hCFHOPv7ejQa6tLGw0TnD0x7cCqNiYLZbbD0JtzUF3a5PcVtMGAN1pepKB63TJoC/Rh1ScdD6vmGeZqJkLbJzBaplyBnykeQhaqQsS1LzLjc/JrXR8OkdPTuNKifJJi9HSEaLWS6s5RKFMY82NLdcRcq/OqyFXQlvQLiMSz2GtOyO1icsIJ1Zqe8Jp9JbUWZiUfTMdLjL7BnOOFlpfELCQvme0XXo+tc7pf933GsOr2U5gY63xYVebB4i9fEzjf1M8h1XDqs2qqVbPcXXxmOLsg0by4kzsrDfkga9VzUgusCkUqFPKq/fkthJ23DMEEdOJZ5DWHDb/F4oTzlNfs7WkHViWd+IifoGx5kSKsmhgrTVhV5oOWKW8g+bd99dVXsXDhQuzfvx/h4eEYMmQIXn/9deTn5xte09DQgIcffhjz589HY2MjLrroInz44YdITTVViQgkaDr2u5M2svtDbszG1c93ZffLTtUbcmfZPWO9ohwuLlKRdxgOzXn/D8G46jXbfI0bXjPlxGrLmljrRnp+tM2JAsK0AyLeg54dNTFT3o4MnTD1gON9/MXrkTqsWnSwmrXQNDeomQJMqErm9ZYpbyD5N121ahXuvfdebNiwAX/++Seam5tx4YUXorbWqHIxc+ZM/Pzzz1iwYAF7/dmzZzFx4kQEMmLhVfGATRoFIkDGzhuQVmJy+wi06xOLppwRHlcd8QWOGjBXFhcLn9+HV8euYYsXWqzYIjYlDJ2HJLBtTbqInkQoUiHRgC/v3Y4lrxzAvpXnPPqZHNteT7GZ10MIXo/Mw16P1EpCyz46hv/e+Q/+74GdqDrXaFL8tezB8Zg2LA/yHmNx+7B8VgxGjyv0xV+BhOR75Pfffzf5+4svvkBKSgq2bt2KESNGoLKyEp999hnmzZuHMWPGsNd8/vnn6Nq1KzOQgwcPRiCitKKgQpzShzCJ7Au8U+145TPmBRn+E4IJBCITxI35dEGzXpXZ5/J0dvMGqkgFakqb2Ay13X+WsMfkITDpueN4Hl8IRXg6rKo0C5NrS3TFX+9cMxBKWRR2h01D/1Ej3C7+8jUeD7qScSMSEnQJUTJ65O2NGzfO8JouXbogJycH69evt2rsKNRJN4GqKp231KULhXjc+35ffw2MGmX8e+VK4KabdPcfekh3E6iuBrrqopMWhCIEk/UKPUv/p8ZTi3T3x4ZVIkV/LF12UyzoV4wcCXzzjen/J7t/8CAQFQXs32/63KOPAt9ajshzkngs+/MFdDzpWAjm4GEFxo519zOB668HZs82fYz2W00NkJcHLF9u+tyNN1J0wP3P3bcPiNa1OzLefFN3a22fE90VSvTUS2ROmdiMM9b1cS2wd7zY2+eOcLEqBPFmx/obc8LxyOf2j5dlywBRBgHz5gGPPQa3mTULuOEG498HDsBwvNjb5+7Q2vFib5+7g/h4EXs9fz4wHgNyrbe8XF1wEFtOu24IHLlGOBpWXbxnCB77z11oftj65b5vaAjy9eu7I/ubEVu8FkqZDHXV6fj8rwvx38ICNL9I+7wzrhcVf9XtWYduN9wMrZsBQnevERrdkHXfGjuNRoMZM2Zg6NCh6NFDJzFTVFQEpVKJuDjTFQbl6+g5W3nAF1980eLxwkL3v6PIhhr+PnNGd19vUw3Qqlp4zhw5QsiBYmia1PrXaRHTQXeGVzSH4+gZ3RW0tNTy/xcX695bfLIKlJfb/lxnaNE4nnhuaZHmM+m7m3P2rM4QxFqJ6tK2keJzaV+JoX0pvK+9fU4kUYGPXnmJ8q1nzI4DW9g7Xuztc0dYFtEZCpkaA+OPIyNct4A8eS4c50LsHy+0H8XU1Umzfel9xIiPF3v73B1aO17s7XN3EB8vQsvLW5MHQaNNwNdVj+DOUWYtLxotRmRtxE8bXTd2jl4jhLDqmUrr5/SZimacOheN46dsX+rbJ4YA+uLMproGlNfF4ti+TPy6eiBi+nbA8S2hhn0uLv6qP34CZeeaUNekCohrhEeNHeXudu/ejTVr1rj1Pk8++SQeEi2ZybPLzs5Gerr7nl1YmOXfmZm6+zFmUUdK/wjPWSKHWitDiEyLyDC1/nUy/NQ4CnHyaoSh2fB/k5Is/zfV5pATTKs2c+Lj7X2u4yhCTEMwb03uhzuHdcLcvw/hoR9NQzAKhVySz6Tvbk5Ghm7VZq0eibaNFJ9rnqqjfSm8r719ToSHGMOYqfFNKLeyAOmbeRCPjfwKs1bdgm1n8lo9Xuztc0doRhKozKkxlEKYuv8UlhCOjEj7x4vC7AyPiJBm+9L7iKHPEd7X3j53h9aOF3v73B2E40Xc8nK6qgvuWfwwbvmXactL7E9vQF52FNf0XYe3Nrju9Th6jRC+04//WD+nF21v/buEK0LY1IZxQzagvCYan86/BLXlLUwzM2NYDjJXm+5zofirfL8W8cky2Jea9/w1gjw7RxwfmZZq4z3Afffdh59++gmrV69G+/btDY8vX74cY8eORXl5uYl3165dO+YFUvFKa5Cxi42NZSHSGPMrjA95bsBy1Fe2ICk3Ao//Mcxn36PoUA3+95+DqKtsQa9LUjF8qk7sWXN2P9QLX8KUz9Zgxuhu6JeTiANFPdAtaw82nyhlIZhvpw9DyMTnIA+gWLzUHF5/HnOnbmX3R9+Ri0sftZRdqv7hLaiKNuNAUWeUd5rmNUHtD6/fhGNbK9j9f28fA6WDE6k57qNtbkDdwlcQlpqLECstL+w16hbm9TSWnEDExKdY5bAnEZ/TM8d1Y0pCih6j0bJ7hcPn9N9fnIBq61z0zj+Ow6X5+O+8AvZ47wlpuPGtnvB3HLUHkp8pZDvvv/9+LFq0CCtXrjQxdES/fv0QGhqKZcuWYdKkSeyxAwcO4OTJkygo0G3kQIUSvWTsfN0LRT1/+1bo4iDp+VHWVUfiE1Db914kKHIQmnYuoBPPUiOeaWdtcgRJrYUWbsWBkip0SDqMtaUUh2nn1Tl2VETDDV1wtbz4SkkoPKwB3fTTGzokHkSEqg/qGlQYMS3wJqLYQ+6J0OXXX3/Nqi2jo6NZHo5u9fW6k5Qs8PTp01lYcsWKFaxg5bbbbmOGLlArMc3bD3zdCyUeUyP0+AnhDrledYRVcvXviXa944yqI7n57HlSHaHXt1XE08qt6YsyqTWNTmpNCw06xO/x+HciwYJD686z8T4En3YQfC0vzmJxTt/wukGtxZlzOkWzjR3HwvHcp+sRNgdTkDYMFiT37ObMmcP+HSUud9O3F9x6663s/ltvvQW5XM48O3FTeaAjtB/QEERqP/juiT3IuiAGnQYleK3HThAztrhY+4nqSCAgLBZiImsR3nwa2pJYuzO+Lh+4HtqSIR6VWlv/zSksn2ucNcbn2HGcPae1lcVAk1EIQSC2co1BZoyO51Hdo9DYb4TFbDt/lA50Bo/l7DyJv+bsys/WQyaXMS3DooM1+PCGzezxgddk4pp/d/fa96Bd+kT3v9jkg8xu0ZixuMDwuCMrTkdfF8w81esv3HTxT2zGlzlqjRZj3v4L64+VYkiHJCybMQ4hVraXlFJry+Ycxd5v17Eigr/WDUaHywdigpVcIqdt4cw5Xff9c1ZlxiyO5wfHIUTu2eM5KHJ2bZn4jHDryileDgewyQckBl2qk7wSP15V0ojvntzNvlOXkUnI7WPZZNrWDR3x4I+DEXlOA/XWr1DiB1JrNLppcK+96JRVhuqee6G6wNinymm7OBNWDXdUZuylwJEOdIbAETYLMEyUU0STDryFIAZdbzbmh0SpD/59Hss+PIq9f+mUODiWpHaKQlTBhVD6idRaRHgjuuuLCC7IP4ELRprV/nM4XpYZCzS4sfMQwqSDUJUcaZ2tNM95GPHkA6rOtG6EgysB7VFZpvZdsGLmeCa/ZA16nHQDE3O7mhQKSEVyi7GIgMQaqEiGwwnU49kX8DCmhBzfVoET2yvYnDNBQDijWwxCQuW+rSisbDbMPjMxdr24sbOHpvAgGlZ9BdXIW7ymdm9rVllMxd9uzyrjcPxpeoO3CY5f4SeQCv3yj0wrmMTDWn3h2QmhTDJ2JGN0erculxiTEobYVD780xYnd1QgZN1CpKiPon7D/xB59QyvzPiyNassTCPNrDIOJ5hn1tkjeH6JH0BVmILsDlXMnSxK8VmosMuIJEQlKlmhitCKcP5EHeqrdD2A1BLBC1Fsc3jlCQzW7sKB81XopN0CTV2FV9TupZ5VxuH48/QGb8KNncR9duKKOWbsfNSY2evSNHazlkckcni+zi45EbugrdXlyLY+OQGazYsMaveUyyBZJmtq96SKL3NDfYYVESRmIXnJbFZEMGnuSmw6btn+oDN8tRiUm8iKCBISEg3qGRxOa2hF0xs8eTz7E9zYSUi4qhFd9RVzPTqdwLLtLUjM8exQT2c4tdP7g2T9HVs5sqSm9SY5sklhf1NTKt6bMhDxcXEIHXEzZIk5CM3pjX5/zZVUak3KWWUcjqdkxgINbuwkJEVUMbf1iQm4eEKRX4UKxcUpWT38pxnfl9jKkalEObI5qw/g6t5ZCA2RI16lgKK5Duplcw05sgjRjC+SZZIi9NNWiwg4nkcrmt5AMmPihZJBZkzi49kf4GeIlBVzlaKKuR2nMHHkdkvJHS9WzKlbNCxHR+Y2LEqBs/t0A8VoKoO4gKUt40iO7J/T5dh8/DzOVtbhzWX7kRytMsmReUpqrS0WEXC8QEvblA7kcmEuUPvds47J7nhBRsoWZNjeunI9uz94ShaueDofO38rZt5dRLwSF97f0aOfH0hoig6hcclsnC8rs5kjE6Ac2Y93jWI5sjArOTIppdZoBd7wyV2Y88dWPLF4u0URwetX9cZdF/aH6o45QbHy5ngPbRBJB3K5MA8SCBVz4TEKkz670LAQ9Lsqg904nsuRSXlhaItFBJy2N73BW/DlYJDK7lidfMCxiRC6UeYPZbkwyomJEXJk9HzY5Oe9UgwiLiLol9eOHTsho6azf/t1zsG7Uwax5+l1HA7HPtzYBansDgkHh4TqVmXc2DmXIys2y5ERQo5M5qUcmVSzyjgcjg5u7ILMGzBROdd7dyRftmdZCarO6QZ/chxrtP3gugGoeONavH9df/Y3Ndp6zbAIRQQ9xlk9doRjT9Z9LDSxqboiAg6HYxNexhXEFXNUcUljfsiz++Lu7eyxUXfk8jloAZAjk4WqEHHti3ZzJnRMKUZPR0gAFBFwOL6Ge3bB5A3YmLgtJqVDpNe/R6DgbzmytlhEwOF4Cm7sJPYGpg/Lg7zHWNw+LJ/9TY8r9N6AtwmPC2VandMmLmH/EtkX8GZya/AcGYcT3PAwZhDL7lAYs4dIq7OoKh0pHb0/Wy8gaKONthxOW4EbuyCW3YmNa0b3NKNW5+6aUMhDeMjLGjxHxuEENzyMGcQVc0MGHodWptPqJM3OARdYNkpzjPAcGYcTvHDPLgi8AVtanaEnVuBHvVbnoh0ncfmAzdCWjLR8Az7dmsPhBDnc2AWBN2BLuV+m0eLDVYJy/0FM7pvDp1tzOJw2CTd2QUAgaHVyOByOL+E5uyAgELQ6ORwOx5dwYxck+LtWJ4fD4fgSbuyCCH/W6uRwOBxfwo1dkOFPyv0cDofjL3BjF2T4s1Ynh8Ph+Aq+vA8y/Em5n8PhcPwFbuyCDH/W6uRwOBxfwcOYQQRX7udwOBzrcM8umODK/RwOh2MVmVar1SLAqKqqQmxsLCorKxETw+eziaHd6Yg0maOv43A4nGCwBwHp2Qn2mX4kh8PhcNouVXo70JrfFpDGrrq6mv2bnZ3t66/C4XA4HD+xC+ThBVUYU6PR4OzZs4iOjnYrFEcrAjKYp06d4uFQvn34sSMh/Nzi28dbxw+ZMDJ0GRkZkMvlweXZ0Q/KysqS7P1oY/LcH98+/NiRHn5u8e3jjePHnkcnwFsPOBwOhxP0cGPH4XA4nKCnTRu7sLAwPP/88+xfDt8+/Njh5xa/9gTvtTkgC1Q4HA6Hw3GGNu3ZcTgcDqdtwI0dh8PhcIIebuw4HA6HE/RwY8fhcDicoIcbOw6Hw+EEPW3W2H3wwQfIzc2FSqXCoEGDsGnTJrRFVq9ejcsvv5xJ7ZD02uLFi02ep2Ld5557Dunp6QgPD8e4ceNw6NAhtBVeffVVDBgwgEnTpaSk4KqrrsKBAwdMXtPQ0IB7770XiYmJiIqKwqRJk1BcXIy2wJw5c9CzZ0+D0kVBQQF+++03w/NteduY89prr7FzbMaMGYbH2vL2eeGFF9j2EN+6dOnisW3TJo3dd999h4ceeoj1cWzbtg29evXCRRddhJKSErQ1amtr2e8n42+NWbNm4d1338VHH32EjRs3IjIykm0rOhDbAqtWrWIn3IYNG/Dnn3+iubkZF154IdtuAjNnzsTPP/+MBQsWsNeTbuvEiRPRFiDZPrqIb926FVu2bMGYMWNw5ZVXYs+ePWjr20bM5s2bMXfuXLYwENPWt0/37t1RWFhouK1Zs8Zz20bbBhk4cKD23nvvNfytVqu1GRkZ2ldffVXblqHDYdGiRYa/NRqNNi0tTTt79mzDYxUVFdqwsDDtt99+q22LlJSUsO20atUqw/YIDQ3VLliwwPCaffv2sdesX79e2xaJj4/Xfvrpp3zb6KmurtZ27txZ++eff2pHjhypffDBB9njbf3Yef7557W9evWy+pwntk2b8+yamprYKpTCcWJhafp7/fr1Pv1u/saxY8dQVFRksq1IcJXCvm11W9GASCIhIYH9S8cSeXvibUShmJycnDa3jdRqNebPn8+8Xgpn8m2jgyIDEyZMMDlGCL59wFIilELp0KEDbrzxRpw8edJj2yYgpx64Q2lpKTspU1NTTR6nv/fv3++z7+WPkKEjrG0r4bm2BI2WonzL0KFD0aNHD/YYbQelUom4uLg2u4127drFjBuFtim3smjRInTr1g3bt29v89uGjD+lSiiMaU5bP3YGDRqEL774Avn5+SyE+eKLL2L48OHYvXu3R7ZNmzN2HI47K3Q6EcV5BQ7YxYoMG3m9P/zwA6ZOncpyLG0dmsX24IMPslwvFcJxTLnkkksM9ymXScavXbt2+P7771kxnNS0uTBmUlISQkJCLKp66O+0tDSffS9/RNgefFsB9913H3755ResWLHCZJYibSMKjVdUVLTZ44lW4J06dUK/fv1Y9SoVPL3zzjttfttQKI6K3vr27QuFQsFutAiggi+6T15KWz92xJAXl5eXh8OHD3vk2Glzxo5OTDoply1bZhKeor8pFMMx0r59e3ZgibcVTRCmqsy2sq2obocMHYXmli9fzraJGDqWQkNDTbYRtSZQ7qGtbCNz6HxqbGxs89tm7NixLMRLXq9w69+/P8tNCff5sWOkpqYGR44cYW1OHjmvtG2Q+fPns4rCL774Qrt3717tnXfeqY2Li9MWFRVp2xpUKfbPP/+wGx0Ob775Jrt/4sQJ9vxrr73Gts1PP/2k3blzp/bKK6/Utm/fXltfX69tC9x9993a2NhY7cqVK7WFhYWGW11dneE1d911lzYnJ0e7fPly7ZYtW7QFBQXs1hZ44oknWGXqsWPH2PFBf8tkMu0ff/yhbevbxhriasy2vn0efvhhdl7RsbN27VrtuHHjtElJSazi2RPbpk0aO+K9995jG1KpVLJWhA0bNmjbIitWrGBGzvw2depUQ/vBs88+q01NTWULhLFjx2oPHDigbStY2zZ0+/zzzw2vIcN/zz33sJL7iIgI7dVXX80MYltg2rRp2nbt2rHzKDk5mR0fgqFr69vGEWPXlrfPddddp01PT2fHTmZmJvv78OHDHts2fJ4dh8PhcIKeNpez43A4HE7bgxs7DofD4QQ93NhxOBwOJ+jhxo7D4XA4QQ83dhwOh8MJerix43A4HE7Qw40dh8PhcIIebuw4HA6HE/RwY8fhcDicoIcbOw6Hw+EEPdzYcTgcDgfBzv8H1GAXAOKLLnQAAAAASUVORK5CYII=",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "ax.plot(x,y,marker='*',\n",
+ " markersize = 12, # NEW ADDITIONS\n",
+ " color = '#7425b9',\n",
+ " linestyle = '--',\n",
+ " linewidth = 2,\n",
+ " markeredgecolor = '#fa9359', # NEW ADDITIONS\n",
+ " markerfacecolor = '#000000' ) # NEW ADDITIONS\n",
+ "ax.grid(axis = 'y', color = \"blue\", linewidth = 2, linestyle = '-.')\n",
+ "\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "e8c407bc",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "e76f1513",
+ "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",
+ "np.random.seed(613)\n",
+ "x = np.arange(50)\n",
+ "y1 = np.random.randint(0, 100,50)\n",
+ "y2 = np.random.randint(0, 100,50)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "d45431b6",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\sjeon\\AppData\\Local\\Temp\\ipykernel_22272\\3608551665.py:4: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
+ " fig.show()\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "ax.plot(x,y1)\n",
+ "ax.plot(x,y2)\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "4cfb4a44",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\sjeon\\AppData\\Local\\Temp\\ipykernel_22272\\2383127515.py:7: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
+ " fig.show()\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "ax.plot(x,y1, label = \"Person 1\" )\n",
+ "ax.plot(x,y2, label = \"Person 2\" )\n",
+ "ax.legend(loc='lower right',\n",
+ " frameon = True # add a frame around the legend\n",
+ " ) \n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "ed5a1dce",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\sjeon\\AppData\\Local\\Temp\\ipykernel_22272\\3435834981.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": [
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "ax.plot(x,y1, label = \"Person 1\" )\n",
+ "ax.plot(x,y2, label = \"Person 2\" )\n",
+ "ax.legend(loc='lower right',\n",
+ " frameon = True # add a frame around the legend\n",
+ " , shadow = True\n",
+ " ) \n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "802847d8",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\sjeon\\AppData\\Local\\Temp\\ipykernel_22272\\2392207588.py:9: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
+ " fig.show()\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "ax.plot(x,y1, label = \"Person 1\")\n",
+ "ax.plot(x,y2, label = \"Person 2\")\n",
+ "ax.legend(loc='lower right',\n",
+ " frameon = True, #add frame around the legend\n",
+ " fontsize = 12, #change font size\n",
+ " ncol = 2, #specify number of columns\n",
+ " shadow = True )\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "id": "31d62d23",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\sjeon\\AppData\\Local\\Temp\\ipykernel_22272\\3244326413.py:7: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
+ " fig.show()\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "ax.plot(x,y1, label = \"Person 1\")\n",
+ "ax.plot(x,y2, label = \"Person 2\")\n",
+ "ax.legend(loc='upper left',\n",
+ " bbox_to_anchor =(1, 1)) # 0,0 means the upper left corner of the legend will be at the upper left corner of the axes. \n",
+ "# 1,1 means the upper right corner of the legend will be at the upper right corner of the axes.\n",
+ "fig.show()\n",
+ "\n",
+ "# if you don't include the bbox_to_anchor argument, the legend will be placed in the upper left corner of the axes by default."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "id": "ef4100a7",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "ax.scatter(x,y1, label = \"Person 1\")\n",
+ "ax.scatter(x,y2, label = \"Person 2\")\n",
+ "ax.legend(loc='lower right')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "id": "31383efe",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\sjeon\\AppData\\Local\\Temp\\ipykernel_22272\\2134297472.py:9: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
+ " fig.show()\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "ax.scatter(x,y1, label = \"Person 1\")\n",
+ "ax.scatter(x,y2, label = \"Person 2\")\n",
+ "ax.legend(loc='lower right')\n",
+ "ax.text(10, 95, \"This value is important!\",\n",
+ " ha='center', ##alignment of text\n",
+ " color = 'red', ##modify font colour\n",
+ " size = 10) ##modify font size\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "id": "c5d0bbaa",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(np.float64(0.0), np.float64(10.0), np.float64(0.0), np.float64(10.0))"
+ ]
+ },
+ "execution_count": 29,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots()\n",
+ "ax.axis([0, 10, 0, 10]) # set the x-axis limits to 0 and 10, and the y-axis limits to 0 and 10"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "id": "6937fd34",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.2, 0.2, '. Figure: (0.2, 0.2)')"
+ ]
+ },
+ "execution_count": 30,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots()\n",
+ "ax.axis([0, 10, 0, 10]) # set the x-axis limits to 0 and 10, and the y-axis limits to 0 and 10\n",
+ "ax.text(1, 5, \". Data: (1, 5)\", transform=ax.transData) # the coordinates of the text are in data coordinates, which means that (1, 5) is the point that is 1 on the x-axis and 5 on the y-axis.\n",
+ "ax.text(0.5, 0.1, \". Axes: (0.5, 0.1)\", transform=ax.transAxes), # the coordinates of the text are in axes coordinates, which means that (0.5, 0.1) is the point that is 50% of the way across the x-axis and 10% of the way up the y-axis.\n",
+ "ax.text(0.2, 0.2, \". Figure: (0.2, 0.2)\", transform=fig.transFigure) # the coordinates of the text are in figure coordinates, which means that (0.2, 0.2) is the point that is 20% of the way across the x-axis and 20% of the way up the y-axis of the entire figure."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "id": "d4aa0913",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\sjeon\\AppData\\Local\\Temp\\ipykernel_22272\\1178319442.py:7: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
+ " fig.show()\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "ax.scatter(x,y1, label = \"Person 1\")\n",
+ "ax.scatter(x,y2, label = \"Person 2\")\n",
+ "ax.legend(loc='lower right')\n",
+ "ax.annotate('This is important!', xy=(10, 95), xytext=(20, 94),\n",
+ " arrowprops=dict(facecolor='black'))\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "id": "8176e17f",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\sjeon\\AppData\\Local\\Temp\\ipykernel_22272\\3268893190.py:10: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
+ " fig.show()\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "ax.scatter(x,y1, label = \"Person 1\")\n",
+ "ax.scatter(x,y2, label = \"Person 2\")\n",
+ "ax.legend(loc='lower right')\n",
+ "ax.annotate('This is important!', \n",
+ " xy=(10, 95),\n",
+ " xytext=(20, 94),\n",
+ " arrowprops=dict(arrowstyle = \"fancy\",\n",
+ " color =\"hotpink\"))\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "3a89daa3",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "ax.scatter(x,y1, label = \"Person 1\")\n",
+ "ax.scatter(x,y2, label = \"Person 2\")\n",
+ "ax.legend(loc='lower right')\n",
+ "ax.yaxis.set_major_locator(plt.NullLocator()) # this will remove the major ticks on the y-axis, which are the ticks that are labeled with numbers.\n",
+ "ax.xaxis.set_major_formatter(plt.NullFormatter()) # this will remove the major ticks on the x-axis, which are the ticks that are labeled with numbers."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 43,
+ "id": "8609cd31",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# We can also define a max number of ticks we want on our axis.\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",
+ "ax.xaxis.set_major_locator(plt.MaxNLocator(3))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "90656a2e",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# We can set tick marks at a particular interval using the MultipleLocator function.\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",
+ "ax.xaxis.set_major_locator(plt.MultipleLocator(5)) # this will set the major ticks on the x-axis at intervals of 5, so the ticks will be at 0, 5, and 10."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 47,
+ "id": "1db48030",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(array([-10., 0., 10., 20., 30., 40., 50., 60.]),\n",
+ " [Text(-10.0, 0, '−10'),\n",
+ " Text(0.0, 0, '0'),\n",
+ " Text(10.0, 0, '10'),\n",
+ " Text(20.0, 0, '20'),\n",
+ " Text(30.0, 0, '30'),\n",
+ " Text(40.0, 0, '40'),\n",
+ " Text(50.0, 0, '50'),\n",
+ " Text(60.0, 0, '60')])"
+ ]
+ },
+ "execution_count": 47,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Rotate axis labels and horizontal alignment using xticks()\n",
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "ax.scatter(x,y1, label = \"Person 1\")\n",
+ "ax.scatter(x,y2, label = \"Person 2\")\n",
+ "ax.legend(loc='lower right')\n",
+ "\n",
+ "plt.xticks(rotation=45, ha='right')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 49,
+ "id": "195ff8ed",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 0, 'Shiny New X Axis!')"
+ ]
+ },
+ "execution_count": 49,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "font1 = {'family':'serif','color':'indigo'}\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.xlabel('Shiny New X Axis!', fontsize = 18, fontdict = font1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 50,
+ "id": "36c9613f",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "['Solarize_Light2',\n",
+ " '_classic_test_patch',\n",
+ " '_mpl-gallery',\n",
+ " '_mpl-gallery-nogrid',\n",
+ " 'bmh',\n",
+ " 'classic',\n",
+ " 'dark_background',\n",
+ " 'fast',\n",
+ " 'fivethirtyeight',\n",
+ " 'ggplot',\n",
+ " 'grayscale',\n",
+ " 'petroff10',\n",
+ " 'seaborn-v0_8',\n",
+ " 'seaborn-v0_8-bright',\n",
+ " 'seaborn-v0_8-colorblind',\n",
+ " 'seaborn-v0_8-dark',\n",
+ " 'seaborn-v0_8-dark-palette',\n",
+ " 'seaborn-v0_8-darkgrid',\n",
+ " 'seaborn-v0_8-deep',\n",
+ " 'seaborn-v0_8-muted',\n",
+ " 'seaborn-v0_8-notebook',\n",
+ " 'seaborn-v0_8-paper',\n",
+ " 'seaborn-v0_8-pastel',\n",
+ " 'seaborn-v0_8-poster',\n",
+ " 'seaborn-v0_8-talk',\n",
+ " 'seaborn-v0_8-ticks',\n",
+ " 'seaborn-v0_8-white',\n",
+ " 'seaborn-v0_8-whitegrid',\n",
+ " 'tableau-colorblind10']"
+ ]
+ },
+ "execution_count": 50,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "plt.style.available"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 51,
+ "id": "c6594d0f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "plt.style.use('fivethirtyeight')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 55,
+ "id": "ac4e826c",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\sjeon\\AppData\\Local\\Temp\\ipykernel_22272\\1476734653.py:9: 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": [
+ "plt.style.use('petroff10')\n",
+ "np.random.seed(613)\n",
+ "x = np.arange(50)\n",
+ "y1 = np.random.randint(0, 100,50)\n",
+ "y2 = np.random.randint(0, 100,50)\n",
+ "fig, ax = plt.subplots(figsize=(5, 3))\n",
+ "ax.plot(x,y1)\n",
+ "ax.plot(x,y2)\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "f69981dd",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "visualization-env (3.11.14)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.11.14"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/02_activities/assignments/participation/Session_04_0610.ipynb b/02_activities/assignments/participation/Session_04_0610.ipynb
new file mode 100644
index 000000000..2a1172359
--- /dev/null
+++ b/02_activities/assignments/participation/Session_04_0610.ipynb
@@ -0,0 +1,735 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "b5becc7d",
+ "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"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "0978f133",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "np.random.seed(613)\n",
+ "x1 = np.arange(50)\n",
+ "y1 = np.random.randint(0, 75,50)\n",
+ "x2 = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\", \"Sanji\"])\n",
+ "y2 = np.array([110, 180, 240, 99, 220])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "id": "719778bd",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots(figsize = (5, 3))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "3f931fef",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, (ax1, ax2) = plt.subplots(ncols=2,\n",
+ " nrows=1,\n",
+ " figsize=(7,3))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "id": "e9c17f8b",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\sjeon\\AppData\\Local\\Temp\\ipykernel_28568\\3583454055.py:6: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
+ " fig.show()\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, (ax1, ax2) = plt.subplots(ncols=2,\n",
+ " nrows=1,\n",
+ " figsize=(7, 3))\n",
+ "ax1.scatter(x1,y1)\n",
+ "ax2.bar(x2,y2)\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "id": "91fcf193",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\sjeon\\AppData\\Local\\Temp\\ipykernel_28568\\239435368.py:10: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
+ " fig.show()\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, (ax1, ax2) = plt.subplots(ncols=2,\n",
+ " nrows=1,\n",
+ " figsize=(7, 3))\n",
+ "ax1.scatter(x1,y1,\n",
+ " color = '#7425b9',\n",
+ " marker = 'o',)\n",
+ "ax2.bar(x2,y2,\n",
+ " color = [\"#7425b9\", \"#2a9d8f\", \"#e76f51\", \"#f4a261\", \"#264653\"]\n",
+ " )\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "id": "8c19bf9f",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\sjeon\\AppData\\Local\\Temp\\ipykernel_28568\\1054382321.py:10: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
+ " fig.show()\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, (ax1, ax2) = plt.subplots(ncols=2,\n",
+ " nrows=1,\n",
+ " figsize=(7, 3))\n",
+ "ax1.scatter(x1,y1)\n",
+ "ax1.annotate(\"This is important\",\n",
+ " xy=(10, 42),\n",
+ " xytext=(25, 60),\n",
+ " arrowprops=dict(facecolor='black', shrink=0.05))\n",
+ "ax2.bar(x2,y2)\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "id": "2691991e",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'],\n",
+ " ['ax2', 'ax3']],\n",
+ " figsize=(7, 4))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "id": "e6c1b8b5",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'],\n",
+ " ['ax2', 'ax3']],\n",
+ " figsize=(7, 4))\n",
+ "someaxes[\"ax1\"].scatter(x1,y1)\n",
+ "someaxes[\"ax2\"].bar(x2,y2)\n",
+ "someaxes[\"ax3\"].plot(x1,y1)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "id": "d7bdc5cd",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 0, 'Label 2: 2 Fast 2 Furious')"
+ ]
+ },
+ "execution_count": 36,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'],\n",
+ " ['ax2', 'ax3']],\n",
+ " figsize=(7, 4)) \n",
+ "someaxes[\"ax1\"].scatter(x1,y1)\n",
+ "someaxes[\"ax2\"].bar(x2,y2)\n",
+ "someaxes[\"ax3\"].plot(x1,y1)\n",
+ "\n",
+ "someaxes[\"ax1\"].set_xlabel('A Big Label',fontsize=8)\n",
+ "someaxes[\"ax2\"].set_xlabel('Another Label',fontsize=15)\n",
+ "someaxes[\"ax3\"].set_xlabel('Label 2: 2 Fast 2 Furious',fontsize=15 )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 37,
+ "id": "ba7c647d",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 0, 'Label 2: 2 Fast 2 Furious')"
+ ]
+ },
+ "execution_count": 37,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'],\n",
+ " ['ax2', 'ax3']],\n",
+ " figsize=(7, 4),\n",
+ " layout='constrained') \n",
+ "someaxes[\"ax1\"].scatter(x1,y1)\n",
+ "someaxes[\"ax2\"].bar(x2,y2)\n",
+ "someaxes[\"ax3\"].plot(x1,y1)\n",
+ "\n",
+ "someaxes[\"ax1\"].set_xlabel('A Big Label',fontsize=18)\n",
+ "someaxes[\"ax2\"].set_xlabel('Another Label',fontsize=18)\n",
+ "someaxes[\"ax3\"].set_xlabel('Label 2: 2 Fast 2 Furious',fontsize=18 )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "id": "45b070fa",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# first make our sample data\n",
+ "x = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\", \"Sanji\"])\n",
+ "y1 = np.array([110, 180, 240, 99, 220])\n",
+ "y2 = np.array([170, 100, 90, 120, 50])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "id": "608ce604",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[]"
+ ]
+ },
+ "execution_count": 42,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# define our figure and axes (just one this time)\n",
+ "fig, ax = plt.subplots(figsize=(7, 3))\n",
+ "# now call both bar and plot elements to the same axes (ax)\n",
+ "ax.bar(x, y1,\n",
+ "color = \"indigo\")\n",
+ "ax.plot(x, y2,\n",
+ "color = \"red\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 43,
+ "id": "d8b5394f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "y2_sd = np.std(y2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 44,
+ "id": "f8d412fd",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[]"
+ ]
+ },
+ "execution_count": 44,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots(figsize=(7, 3))\n",
+ "ax.plot(x, y2, color = \"red\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 70,
+ "id": "c2a2031f",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 70,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots(figsize=(7, 3))\n",
+ "ax.plot(x, y2, color = \"red\")\n",
+ "ax.errorbar(x, #our x values\n",
+ " y2, #our y values\n",
+ " yerr = y2_sd,\n",
+ " fmt = \"o\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 76,
+ "id": "21227188",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 76,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots(figsize=(7, 3))\n",
+ "ax.plot(x, y2,\n",
+ " color = \"red\")\n",
+ "ax.errorbar(x,\n",
+ " y2,\n",
+ " yerr = y2_sd,\n",
+ " fmt = \"o\",\n",
+ " ecolor= \"indigo\",\n",
+ " elinewidth= 1,\n",
+ " capsize = 6,\n",
+ " capthick= 1 )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 50,
+ "id": "b9db37bc",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 50,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots(figsize=(7, 3))\n",
+ "ax.plot(x, y2,\n",
+ " color = \"red\")\n",
+ "ax.errorbar(x,\n",
+ " y2,\n",
+ " yerr = y2_sd,\n",
+ " fmt = \"none\",\n",
+ " ecolor = \"indigo\",\n",
+ " elinewidth = 4,\n",
+ " capsize = 6,\n",
+ " capthick = 4,\n",
+ " errorevery= 2 )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 51,
+ "id": "85fef43e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from PIL import Image # to open images\n",
+ "import requests # to get images from URLs\n",
+ "from io import BytesIO # to store images"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 77,
+ "id": "0008ec81",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 77,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "url = \"https://upload.wikimedia.org/wikipedia/en/c/cb/Monkey_D_Luffy.png\"\n",
+ "headers = {\"User-Agent\": \"Mozilla/5.0\",\"Accept\": \"image/*,*/*;q=0.8\",\"Referer\": \"https://en.wikipedia.org/\"}\n",
+ "response = requests.get(url, headers=headers)\n",
+ "image_file = BytesIO(response.content)\n",
+ "image = Image.open(image_file)\n",
+ "image"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 53,
+ "id": "15efa7ae",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[]"
+ ]
+ },
+ "execution_count": 53,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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wxRVuXVPgBFn2KFWq1DGzR57XWNkOWACzLj+zZMkS77w/VJlWrVqpQIECWrZsWZbPMWLECO+H8W8WqhCmrr1W+s9/XJh67TU37xXdggACYft2adQo6cwzpauvlt57z033MnIkry/yTZ4Gq3379nk1V927d09Nd1u2bFH58uUz3K9gwYIqW7asd1tW4uPjvYDm3zZu3JiXu428ds010ltv2YF33yh79XLfMAEgN1atcuUFlStLQ4ZIv/0mlSsn+XtT4uOlxx7jtUV4BysrZL/uuutkPY3P2QzcJ6BIkSJeMEu/Icx17Sq9/bYLV1Z7RbgCcDwOHnRf0Jo1k+rXd8tp7dvnzluJwaZN0vTp0qOPuvv/3/+lnQfyUMG8DFVWVzV//vwMQahixYratm1bhvsfOnTIGylotyGKXHWVq7my7sE333SLNlv3oIUtAMjK1q1u0mFb1cE/4tz+ZlhL+N13S02auFUf/CxQ2YjkBx+Uhg51f2fsFAiXFit/qPrxxx81d+5clbPm2HSaNGmixMRErVixIvU6C18pKSlq3LhxoHcHoc6a6qdNkwoVcrVXNu8V3YIAMlu+3LVsV60qDRvmQlWFCu78r7+6L2dNm2YMVX7WFeivs7L7P/QQry/yzHE3Ddh8Uxs2bEi9nJCQoNWrV3s1UpUqVdI111zjTbVg0ygcPnw4tW7Kbi9cuLBq166tNm3aqF+/fpo4caIXxPr3769u3bplOSIQUaBzZ+ndd9O6B+0bpc17ZWELQPQ6cMC1ao8bJ6Uf3GRfwq11ylqpihTJ2XM98IALXXb6r3+5vzN2CgSa7zh99tlnNj3DEVvv3r19CQkJWd5mmz3Ob/v27b7u3bv7SpQo4YuNjfX16dPHt2vXrhzvQ1JSkvecdooIMnOmz1e4sP258/m6dvX5DhwI9h4BCIbff/f5hg3z+SpUcH8PbLO/DT17+nxffXViz/3442nPaf9HSkqg9hoRLimH2eOE5rEK9bkkEIY+/NANk7ZvqnZq3YO0XAGRzz6KliyRxo51Ldj+kgDrybApE/r1c11/gTBmjDRwoDv/z39KDz+cdRciEIrzWAHHpX17yZZJsuZ9m4Pm+utdyAIQmWwkn63GYHMbXnyxG+lnocpG+9n5X35x4SdQocoMGODClbGRgvb84dfGgBBFsELoads2LVzZcOnrriNcAZHG5iO0kXo24XOfPtLKlVLRotLNN7vzixa5935etVjff7/09NPuvM1xZaMHCVcIAIIVQlObNtL777twZac2JQMtV0B4s+Dy+eeu6Lx6dVtWQ/rrLzfSz0bt2dxTL70k1auXP/tz773SM8+487YvNnqQcIUTRLBC6GrdWvrgA/ct1k7tj3G6NSMBhIm9e6UXXpDq1pWaN3c1VLaUVYsWrsv/p5/caL1M0/Pki3vucaMOjS2HY/tBuMIJIFghtF15pVtM1cKVndqUDIQrIDwkJEiDB7ulZm69VfruO+nkk6XbbnPn5893EwUHe1Lg/v2lZ5915x9/XPrHPwhXyDWCFUJfq1bSrFlSsWJpowat4BVA6LHWnrlz3fx0thjyE09IO3dKZ5whPfmk6+6zWdPPPVch5a67pAkT3Hnb50GDCFfIFYIVwkPLlmnh6qOPCFdAqNm92wWTc86RrrjCdd9byPK3Oq9f70bjlSmjkGXTOvjXtrVRg7a/dAviOBGsED4uv9y1WFm4+vhj14VAyxUQXD/+KN13n3Taaa7VZ+1aqUQJ171m5+fMkTp0kE46KTyO1O23S88/787bqEEbPUi4wnEgWCG8WLGrtVhZncbs2a674X//C/ZeAdElJcV9uWnXTqpZ042sS052522Cz99/dwXhtWopLFk9mC30bOxns9GDhCvkEMEK4cdGFdkf9eLFpU8+IVwB+SUpyQUNC0wWqux9aDOW28S+9kXHWqhsDb9IWBHDZnp/8UX381lItNGDhCvkAMEK4enSS9PC1aefSp06uSHdAALPApN181l3n3X7WfdfqVKum8xqp6z+0aZHKRBhHyl9+6aFKxs1aN2bhCscQ4S9CxBVLrnEfUu2eg4bhUS4AgLH5pmyAnQrRK9TxxWm79njzluBt43uswLvs86K7FfdZoJ/+WUXruw1sIBpXaFANghWCG+2npg/XM2bJ3XsSMsVcCJsagSbbqBGDdfNbl9arCWqSxf3Hvv+e1fgbe+5aHHTTdIrr7hwZaHyzjsJV8gWwQrhzxZutZFHJUu6CQdtBJJ9swaQczZhpxVtW3efTeppk3uWLesmy7SZ0W3dThuZa+EiGvXuLU2Z4n5+GzVoUzPQcoUsEKwQGZo2TQtXn33mimkJV8DRHTrklpexASHnn++WnbFRtrb0jNUW2ULJtszL6afzSpqePaVXX3UteDZq0GaQJ1whE4IVIkeTJm6UoI1IsoVebdSSTVoIICNb+NgWHbbZ0G0NTnu/2DxTttj5woXSqlWucNumNUFGN96YFq4sfForH+EK6QR5gSYgwC66yIUrm+3ZPiAsXNm8V9FUDwJkZ+VKN3XAm2+mrbl56qkuHFjdlK3ph2Pr0cMFKwtZL73kgpWFrEgbFYlc4bcAkadxYzcFgw0HX7RIattW2rUr2HsFBMfBg9J//uNqERs0kCZPdqGqYUNXM/Tbb9KjjxKqjlf37tIbb7gwZYXt1sJnIykR9QhWiEyNGrnRTKVLS4sXE64QfbZskR5+WKpWzYWAL7+UChWSbrhBWrJE+uorqVcvqWjRYO9p+OrWTZo61XWjWmC1qRkIV1GPrkBELvtGbuGqVSvpiy+kNm3cpKKRMCs0kJ1ly1x339tvu9YqU7Gi6+qzLr9KlXjtAun6612rlYVXq72yCUStBStc1kZEwBGsENms68Pm3rFwZd/YbXZom/fKugmBSGFdexakLFAtX55xQIctMdO1q1S4cDD3MLJZ0b9Nw2AtWK+95mqurJuVcBWV6ApE5Ktf37VclSkjLV3qwpWteQaEO1vseOhQqWpV161nocoClM259PXX7suEtaQQqvKeja586y2pYEFXe2XHw6azQNQhWCF6wpW1XNmEh9ZVYqMGExODvVfA8bOuJqsbtC4om1/KCs+3bXPF5//+t1tqxup9rLUW+ctaBq3l0MKV1V4RrqISwQrRo149NzN7uXKucJdwhXBiE3famnX2JcHWybQPcGsRsQXJ33nHzZT+4INu+gQEz1VXueNh4cqmtbBJRWm5iirHHawWLlyojh07Ki4uTjExMZoxY0aG230+n4YNG6ZKlSqpWLFiatWqlX60ldDT2bFjh3r06KHY2FiVLl1affv21W4mckR+sBmlreXKwpV1m9gCs7Y2GhCqbDqEIUOkKlXckP7Vq6VixaRbbnHnbXJP64ayD3KEBltXcdo0NwrTprqwea8IV1HjuIPVnj17VLduXY0fPz7L20ePHq2xY8dq4sSJWrZsmYoXL67WrVtr3759qfexULVmzRp9+umnmjVrlhfWbrXRKkB+hStruTrlFFeHQrhCKHb32dJMV18tVa/ulpXZvt1NnTB6tOvus+Vn7HcZockWsLblgixcWeuiTXPhH6WJiBbjsyam3D44JkbTp09XF0vnf7dWWUvWwIEDNWjQIO+6pKQkVahQQZMnT1a3bt20du1a1alTR8uXL1dDGw4vG6Q1W+3atdOmTZu8x2e2f/9+b/NLTk5WlSpVvOe2Vi8gV77/3i0q++efUo0abuTgWWe5zS7bBxpz/CA/2fqWr78uPfus+/30a9nSje6zBcYZaRZeZs1ytVcHDrhT6x60sIWwY9mjVKlSx8weAW07TkhI0JYtW7zuPz/bicaNG2vJkiVesLJT6/7zhypj9y9QoIDXwnWV9U9nMmLECD300EOB3FVAOvdc13Jl4cq6qzN1WXvDp637xUJW+sBlp2eeSehC4Pz8s2S9AFZD5R9UUby4K37u31+qU4dXO1xZGH7vPdf6aC1YNiWDdQ8SriJWQIOVhSpjLVTp2WX/bXZavnz5jDtRsKDKli2bep/M4uPjNWDAgCNarICAhKvvvnMTh27Y4DZ/yLJlcKy+xTary8ocumwUVvqw5d8sdLF4LY7FOgts6SWbe+rDD91lY78/FqZuusmtHIDw1769NH26K2y3kGUjOi1cMQ1GRAqLasciRYp4G5An7IuAfYilZx9yf/3lAlb6wOU/tXmwNm50m9XCZHbaaUeGLjtvH5rWEoHoZYHdJo+07r5169Kut5UBrLvPTlnMN/LYgvDvv+8K2y1kXXedq70iXEWcgAarirZsgqStW7d6owL97PIFF1yQep9tNudKOocOHfJGCvofDwSdtUjZsHXbmjY9MnRZIXHmwOU/b6MMbeJG22zEVmb23siue7FkyXz7EZHP1q93YcrmmPIvCm7Hu08f6a67pJo1OSSRzkKzhSsrbLdTm7HdpmYgXEWUgAar6tWre+Fo3rx5qUHKuu2sduqOO+7wLjdp0kSJiYlasWKFGvw9gd38+fOVkpLi1WIBYRG6bEShbRdddOTtO3Yc2cLlD14WyP74w20LFx75WPtykTlw+TcGaoQfW9rEupmtu2/OnLTra9Vy3X1WQ0WYji628sMHH7hwZac2VYaFK3plondUoM03tcE+ILz5FutpzJgxatGihVcjVbVqVY0aNUojR47UlClTvKA1dOhQffvtt/rhhx9U9O8RVm3btvVasWxKhoMHD6pPnz5eMftUm6k2gJX5QMix1qzsWrqs6/ForDYxc9jyX2btw9BiBei2EK8VpP/0U1ogt0Jm6+6zAT52GdHL6us6dZJsKiKrwbLCdsJVSMtp9jjuYLVgwQIvSGXWu3dvb0oFe7rhw4dr0qRJXstUs2bNNGHCBNVM18xt3X79+/fXzJkzvdGAXbt29ea+KlGiREB/OCDsPoztQzh94PKHrkzd50ew1rOsuhdtszUSkT9++MG1TtlCvDZ1grECdJvY8847pTPO4EggjQ2K6djRzapvNVgWrpjiJfqCVSggWCHqJCcfGbb857MZTZvKZpnPHLj8p7Z2Ik7M4cPSzJkuUNn0HelHnFrrlM26zYAFZMd+Z6wl08JV27Zu1CDhKiQRrIBoYYXQ1tKVVfei1XIdjbVmZdfSZYGM7qrsWS3diy9KEyZIv/7qrrPRfDbqywLVZZfx+iFnbGSxdQdauLICdxs1SLgKOQQrAK47KnP3ov+8jVo8GuvCyqqeyzYbLRmtoeubb1zr1BtvuPoYYyG0Xz/JBulUrRrsPUQ4WrDAhau9e90C8bYOr60JiZBBsAJwdPYH3N/Slbm1y+bnOhqrL8gqcNl5K7KPtNBlC+jaB93YsdKiRWnX16vnWqdsNm0+BHGibHoWq7Wy96atYWpTMvB7FTIIVgByz7okbJmVrLoXLXQdrTTTBqFkFbjs1KaTCKfQZetITpokTZzoFj42BQu6Nd8sUNkcZ+H08yD02TQsFq6stdlGj1q4YiWHkECwApA3rPsrISHr7kWrNTpa6LIi7uxaumzi1FAJKV9/7br7bNkRWzzXWEvcbbe5zWbWB/LK4sWukH33brcAt813RbgKOoIVgPy3f78LXVl1L/7yi5swMzv2wWGzz2cVuuLi8n6ZFwtQ06a5QLV0adr1jRq51imbJZt5hpBfvvjCFbJbuLIpjmzkKaNLg4pgBSC0WHCxcJVV96Jdb9MWZMdGSFnoyjxdhG22GPaJhC6bruL55113n3/qikKF3EK5FqgsWAHB8OWXLlzZyN/mzaVZswhXQUSwAhA+Dh503YhZdS9aC5gVj2fHWpGya+my0HXSSUc+xrorly1zrVO2nIj9/8a6I21k3623usW5gWBbssQtg2Phyqbw+PBDwlWQEKwARAYLVRa6supetAJ7fyjKii1ua7Odpw9cVnz+wguujsrv4otd69TVV7vWKiCUWNe0hSubKPjSS124yuFKJQgcghWA6AhdNkoxq+5FC13+wvPsWrpuuMEFKps2AQhl1sJq81tZuLrkEumjjwhX+YxgBSC6Wc2WTZGQ1WLXtj7bLbe4NRaBcPHVVy5cJSVJzZq5cFWyZLD3Kmoks1YgAAARZvlyN3mohSubR+3jj92EvQiZYJXH45cBAEDAXHihNHeuW3LKP2rQugcRMghWAACEk4YNpXnz3CLq/lGD1oKFkECwAgAg3NSv71quLFz5Rw0SrkICwQoAgHANV9ZyVbZs2qjBxMRg71XUI1gBABCubKqQ+fOlcuXSRg0SroKKYAUAQDirW9e1XFm48o8a3Lkz2HsVtQhWAABEQriyliubm81WFSBcBQ3BCgCASHD++dJnn0mnniqtWCG1aiXt2BHsvYo6BCsAACLFuee6lisLVytXSi1bStu3B3uvogrBCgCASAtX1nJVvry0erVruSJc5RuCFQAAkeacc1y4qlDBhStrubJ1MpHnCFYAAESiOnXSwtU330iXXy79+Wew9yriBTxYHT58WEOHDlX16tVVrFgxnXnmmXrkkUfk8/lS72Pnhw0bpkqVKnn3adWqlX60VecBAEDg1K4tLVggVawoffeda7kiXIVXsBo1apSee+45Pfvss1q7dq13efTo0Ro3blzqfezy2LFjNXHiRC1btkzFixdX69attW/fvkDvDgAA0a1WLReuKlVy4cparrZtC/ZeRawYX/qmpADo0KGDKlSooJdeein1uq5du3otU6+//rrXWhUXF6eBAwdq0KBB3u1JSUneYyZPnqxu3bod8Zz79+/3Nr/k5GRVqVLFe1xsbGwgdx8AgMi0fr3UooW0ebPrJrTRg9ZNiByx7FGqVKljZo+At1g1bdpU8+bN03o7gLJu3W+0ePFitW3b1ruckJCgLVu2eN1/frajjRs31hJbpTsLI0aM8O7j3yxUAQCA41Czpmu5Ou006YcfXMvV1q28hAEW8GA1ZMgQr9WpVq1aKlSokOrVq6f77rtPPXr08G63UGWshSo9u+y/LbP4+HgvIfq3jRs3Bnq3AQCIfDVquHBVubILV9aClc1nL3KnoALs7bff1htvvKGpU6fqnHPO0erVq71gZd1/vXv3ztVzFilSxNsAAMAJOussF66aN5fWrnXhyroFrQYLoddiNXjw4NRWq/POO089e/bU/fff73XnmYo2MkHW+pix+dEu+28DAAB56MwzXbiy0pr//teFqz/+4CUPxWC1d+9eFSiQ8WlPOukkpaSkeOdtGgYLUFaHlb4gzEYHNmnSJNC7AwAAjhauqlaV1q1zLVhW2I7Q6grs2LGj/v3vf6tq1apeV+CqVas0ZswY3Xzzzd7tMTExXtfgo48+qho1anhBy+a9sq7CLl26BHp3AABAds44w4Ura7GyQWcWrmxSUStwR2hMt7Br1y4vKE2fPl3btm3zAlP37t29CUELFy7s3cf+y+HDh2vSpElKTExUs2bNNGHCBNW0EQsBHPIIAABy4JdfXKj69VdXg2XhygrccdzZI+DBKj8QrAAACDALVRauLGRZN6GFK6Y3Cv48VgAAIAxVqyZ9/rkVQ0s//eRC1m+/BXuvwg7BCgAAOFbIbjVXVnv188+Eq1wgWAEAgCPDlXUHJiSk1V4hRwhWAAAgI6utsnBlhez+cGW1VzgmghUAADiSjQq0cGXL4PhHDRKujolgBQAAsmbzWdnoQJsOyboDL7vMtWAhWwQrAACQs3BlowQtXFlhO7JEsAIAAEcXF+e6Bc8+W9q40YUrm5IBRyBYAQCAY6tUyYWrWrWkTZtczdWGDbxymRCsAABAzlSs6MJV7dpp4erHH3n10iFYAQCAnKtQwdVc1akj/f67C1e2gDM8BCsAAJC7cHXOOdLmzS5crVvHq0iwAgAAuVK+vAtX554r/fGH1KKF9N//Rv2LSYsVAADInVNPlebPl847j3D1N4IVAAA48XB1/vnSli2uW3Dt2qh9RQlWAADgxJxyigtXdetKW7e6cPXDD1H5qhKsAADAiStXTpo3T7rgAmnbNheu1qyJuleWYAUAAAIbrurVk/780xW0f/99VL26BCsAABA4ZctKc+dK9eunhavvvouaV5hgBQAA8iZcNWgg/fWXC1fffhsVrzLBCgAABF6ZMi5cXXihtH27dPnl0jffRPwrTbACAAB5o3Rp6ZNPpEaN0sLV6tUR/WoTrAAAQN6Hq8aNpR07XLhatSpiX3GCFQAAyFulSklz5kgXXSTt3Cm1bCmtXBmRr3qeBKvff/9dN954o8qVK6dixYrpvPPO09dff516u8/n07Bhw1SpUiXv9latWunHH3/Mi10BAAChFK6aNEkLVytWKNIEPFjt3LlTF198sQoVKqSPP/5YP/zwg5588kmVsSK2v40ePVpjx47VxIkTtWzZMhUvXlytW7fWvn37Ar07AAAgVMTGSrNnS02bSomJUqtWUrqGl0gQ47PmowAaMmSIvvjiCy1atCjL2+2/i4uL08CBAzVo0CDvuqSkJFWoUEGTJ09Wt27djnjM/v37vc0vOTlZVapU8R4XawcJAACEj127pLZtpS++cC1Zn37qRg+GMMsepUqVOmb2CHiL1QcffKCGDRvq2muvVfny5VWvXj298MILqbcnJCRoy5YtXvefn+1o48aNtWTJkiyfc8SIEd59/JuFKgAAEKZKlpQ+/lhq1sxaV1zL1bJligQBD1Y///yznnvuOdWoUUNz5szRHXfcoXvuuUdTpkzxbrdQZayFKj277L8ts/j4eC8h+reNGzcGercBAEAwwtUll1hzkHTlldLSpWF/DAoG+glTUlK8FqvHHnvMu2wtVt9//71XT9W7d+9cPWeRIkW8DQAARJASJaSPPpLat5cWLnThyl/gHqYC3mJlI/3q1KmT4bratWvrt99+885XrFjRO926dWuG+9hl/20AACDKwlXz5q72qnVr6csvFa4CHqxsROC6desyXLd+/XpVq1bNO1+9enUvQM2z1a/TFYTZ6MAmYZxQAQBALhUvLs2a5dYU9IcrK2wPQwEPVvfff7+WLl3qdQVu2LBBU6dO1aRJk3TXXXd5t8fExOi+++7To48+6hW6f/fdd+rVq5c3UrBLly6B3h0AABBO4eryy6Xdu6U2baTFi6Von27BzJo1yys4t0k/rYVqwIAB6tevX+rt9l8OHz7cC1yJiYlq1qyZJkyYoJo1awZ0yCMAAAgze/dKnTpJ1rNlYctf4B5kOc0eeRKs8hrBCgCACPa//0mdO7v5rSxcWQ3WpZdG5zxWAAAAJ6RYMen9990owT173GSin3+ucECwAgAAoRmuZsxwhezWPdiunfTZZwp1BCsAABDa4apNGxeubL6r+fMVyghWAAAgdBUtKk2f7lqsrPaqQwdX2B6iCFYAACD0w9V777kWK3+4mjtXoYhgBQAAQl+RItK777pQtW+f1LGj9MknCjUEKwAAED7hato0F6osXNl8V7a2YAghWAEAgPALV507S/v3u9PZsxUqCFYAACC8FC4svf22ZEvh+cOVzdAeAghWAAAgfMPVVVdJBw64kLVoUbD3SgWDvQMAAAC5UqiQ9NZbUvfu0pYt0gUXKNgIVgAAILzD1Ztvui7BEiWCvTcEKwAAEAHhqlAhhQJqrAAAAAKEYAUAABAgBCsAAIAAIVgBAAAECMEKAAAgQAhWAAAA0TyPlc/n806Tk5ODvSsAACAKJP+dOfwZJKKC1a5du7zTKlWqBHtXAABAFNm1a5dKlSqV7e0xvmNFrxCUkpKizZs3q2TJkoqJicmzZGrBbePGjYqNjc2T/wOhgWMdPTjW0YXjHT2S8+Ez2+KShaq4uDgVKFAgslqs7AeqXLlyvvxfdoAIVtGBYx09ONbRheMdPWLz+DP7aC1VfhSvAwAABAjBCgAAIEAIVtkoUqSIhg8f7p0isnGsowfHOrpwvKNHkRD6zA7L4nUAAIBQRIsVAABAgBCsAAAAAoRgBQAAECAEKwAAgAAhWB3FpEmTvJlcbULSp59+OtvrAESHBQsWeKs9JCYmBntXAOTSv/71L11wwQWpl2+66SZ16dJFAeOLYL179/Z17tw5V49NSkryFSpUyDdu3Djf5s2bfXv27MnyOoSOzz77zEa4Zrs1b9482LuIAL2v7XiOGDEiw/XTp0/3rs9L+/fv9/3xxx++lJSUPP1/otVll13mu/fee4+4/pVXXvGVKlUqKPuE/LVt2zbf7bff7qtSpYqvcOHCvgoVKviuvPJK3+LFiwP2f+zatcv3119/pV5OTEz07dy5M2DPH5ZL2uSH3377TQcPHlT79u1VqVIl77rvv//+iOsQOpo2bao//vjjiOs/+OAD3X777brzzjtz9bwHDhxQ4cKFA7CHCJSiRYtq1KhRuu2221SmTJl8e2Ht96BixYr59v8B0aZr167e39wpU6bojDPO0NatWzVv3jxt3749YP9HiRIlvO14lqk5HlHZFTh58mSVLl06w3UzZsxIXdDZbj/vvPO883Zg7fqsrnv44YdVrlw57d+/P8NzWZNiz5498+3nQcYPvfTbzp07NWjQID344IO69tprvft9/vnnatSokTeRnAXkIUOG6NChQ6kvY/PmzdW/f3/dd999OuWUU9S6descPQ75p1WrVt7xHTFiRJa32x/h7t2767TTTtPJJ5/svXfffPPNDPex43z33Xd7x9nCWYUKFfTCCy9oz5496tOnj7fI+1lnnaWPP/449TF0BQafHQN7HxYvXtz7O37xxRfr119/Tb39ueee05lnnun9PTj77LP12muvZXi8/e22+7Rt21bFihXz/p5PmzYt9fZffvnFu89//vMf78uahfhzzz3Xe/8jbyUmJmrRokXel6YWLVqoWrVq3rGOj49Xp06dvPuMGTPGez/b8beyHPvCvHv37iM+3+fMmaPatWt7AapNmzYZvnTndVdgVAarY7n++us1d+5c7/xXX33lHRD7UM583cCBA3X48GGvRcRv27Zt+vDDD3XzzTcHbf+R9ibt3Lmz9wH6yCOPeNf9/vvvateunS688EJ988033h/Yl156SY8++miGl82+Ldkf5i+++EITJ07M8eOQP0466SQ99thjGjdunDZt2nTE7fv27VODBg2896K1NN96663elx1772Y+zhae7XoLWXfccYf3XrcP1JUrV+rKK6/0Hrd3714ObQiwLzL2AXjZZZfp22+/1ZIlS7xj6/9SPH36dN17773e32Y77taiaSH5s88+y/A8Q4cO9VpG7L3co0cPdevWTWvXrs1wn8GDB3vPs2rVKjVp0kQdO3YMaKsJsm9JsoaOzA0WflbfPHbsWK1Zs8Z7/86fP1//+Mc/MtzH3q9PPPGEF6oXLlzo9UDZF+x844vCGqus+usz12esWrXKu5yQkHDU6+644w5f27ZtUy8/+eSTvjPOOIMajCA7fPiwd1xq167tS05OTr3+wQcf9J199tkZjs/48eN9JUqU8B7jr/OoV69ehufLyeOQ/+/riy66yHfzzTfnqMaqffv2voEDB6ZetuPcrFmz1MuHDh3yFS9e3NezZ8/U66yeyp5zyZIlGer4AlmPgZzXWG3fvt17/RcsWJDly9a0aVNfv379Mlx37bXX+tq1a5d62R5vNTzpNW7c2Ptbbuzvu91n5MiRqbcfPHjQV7lyZd+oUaM4XHls2rRpvjJlyviKFi3qHc/4+HjfN998k+3933nnHV+5cuUy/K7Y8duwYUOGv9VWq+U3fPhwX926dQNSj50VWqxOUL9+/fTJJ594LRr+ZkhrVvR/g0JwWNeffZt9//33vS4dP/tWat8+0x8f60qwpuT0LR/W2pFeTh+H/GVdBvatNXNrg7UkWyuldRmULVvW+xZsXQP2zTW9888/P0MrmHXt+7v8jXUP+luiEXx2LO3vq3XPWwvSM888k6GLx34P7H2Znl3O/Pth7+XMl492n4IFC6phw4ZH3AeB17VrV23evNnrCbIuPOv6rV+/vvfZaqznqGXLll43v/1ttxZla0lM36ps3f/WHexnpRv5+R6OymBlTYmZl0i0ovTcqFevnurWratXX31VK1as8Jon7Y2P4LHaCGsGttMaNWrk6jms/x6h79JLL/U+ZK0GI73HH3/c+9B94IEHvG6g1atXe/ezotj0ChUqlOGyBef01/mDdEpKSp7+HHBiY2OVlJSUZbe+v8D4lVde8b40WXftW2+9pZo1a2rp0qW8hBGkaNGiuuKKK7wu2y+//NL7TLUFlq3+rUOHDt4Xonfffdf7zB0/frz3mPTv7aze1/m5LHJUBqtTTz1Vu3bt8opU/ewPb27dcsstXpq2N7wV1VpBHYLDjmPfvn01cuTI1KLz9KyY0f4op3+TWR2VffOpXLlyts+b28ch79mxnjlzpnd80h8bq6+78cYbvS8+VqC8fv16DkeIs2Jzq23LzK6zAJX+C62FafvQtcLyqVOnpr5P7dinZ5fr1KmT4brMQcwu22Ozu4/VdtmHeOb7IH/UqVPH+7y2Y2Bfcp588klddNFF3u+EtW6FmoifbsG+/WQOTXaQrKnQuovuueceLVu2LLWZMTduuOEGrzDORhRZyxWC46+//vIKW61Y3T5Qt2zZkuF26+qxESQ2sasVKtvIv3Xr1nnfhAYMGOC1ZGYnt49D3rOuOytAtoJWP2uptJFe9sFrI/5sJJEN2878AYvQYoMHnn32We/vsn1htRG4NgDBRnRaeE5ISPAmabYRYnFxcd778Mcff1SvXr1SC86vu+46L3jZl1x7zHvvvZc68MjvnXfe8br2mjVrpjfeeMMbvGCDUdKzlhD7PbIw9dRTT3kjjBmUlLe2b9/uDR6x19lapeyL69dff63Ro0d7X5RslK71LtmgFesK9g8uCjm+KJhIMPPWt29fr9D1rLPO8hUrVszXoUMH36RJk3JVvO5nBa9ly5b17du3L99+PmQ0efLko04QWq1aNe9+Vvh64YUXepPPVaxY0ffAAw94xanHKqA91uOQP7IqNLX3pB0X/3vYipztPja4oHz58r5//vOfvl69emV4XFbH2X5HnnrqqQzX2XPa3wtD8Xre++qrr3xXXHGF79RTT/UK1q2w3P/6b9myxdelSxdfpUqVvONtx2vYsGEZBpBMmDDBG0BkkznXrFnT9+qrrx5xPK2Y2f6PIkWK+E4//XTfW2+9lXq7v3h96tSpvkaNGnn/T506dXzz58/Ph58+uu3bt883ZMgQX/369b1jf/LJJ3uDhuz9u3fvXu8+Y8aM8Y6/fXa3bt3aO77pB5TkZHBaXhevx9g/wQ53kcCK6c4555wM35oBAKHF6m1sWobs5i2yOp7q1at70yykn+sIkSM+Pt6bL2vx4sV58vwR3xWY16x52EYt2DZhwoRg7w4AAMiCtSP9/PPP3kzu1l2cVwhWJ8gOjoUrG/ZthZcAACA0a66tztImerYa67xCVyAAAECAMJwJAAAgQAhWAAAAAUKwAgAACBCCFQAAQIAQrAAAAAKEYAUAABAgBCsAAIAAIVgBAAAoMP4fNU7+DxRJFyMAAAAASUVORK5CYII=",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots(figsize=(7, 3))\n",
+ "ax.plot(x, y2, color = \"red\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 60,
+ "id": "d174b906",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 60,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots(figsize=(7, 3))\n",
+ "ax.plot(x, y2, color = \"red\")\n",
+ "ax_image = fig.add_axes([0.1, # x coordinate (ON FIGURE, NOT AXES)\n",
+ " 0.11, # y coordinate (ON FIGURE, NOT AXES)\n",
+ " 0.15, # image width\n",
+ " 0.35]) # image height)\n",
+ "ax_image.imshow(image)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 62,
+ "id": "e280523a",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(np.float64(-0.5), np.float64(219.5), np.float64(425.5), np.float64(-0.5))"
+ ]
+ },
+ "execution_count": 62,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots(figsize=(7, 3))\n",
+ "ax.plot(x, y2,\n",
+ " color = \"red\")\n",
+ "ax_image = fig.add_axes([0.1, 0.11, 0.15, 0.35])\n",
+ "ax_image.imshow(image)\n",
+ "ax_image.axis('off')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "bd71da84",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "path = # \"C:\\\\Users\\\\sjeon\\\\DSI_Projects\\\\visualization\"\n",
+ "# can be full path or relative path\n",
+ "filename = '/fig1a.png'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 69,
+ "id": "99761fa9",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.savefig(path+filename, dpi=300)\n",
+ "# note that path shouldn't end with / since filename starts with it"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "496a4b7a",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "visualization-env (3.11.14)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.11.14"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}