From 1fd50f2f357f074ae6e7d2d67accbc70204168ae Mon Sep 17 00:00:00 2001 From: sidlamsal <98344853+sidlamsal@users.noreply.github.com> Date: Tue, 28 Jan 2025 10:44:02 -0500 Subject: [PATCH 1/9] init --- SidLamsal-MiniProject/idea1.md | 1 + 1 file changed, 1 insertion(+) create mode 100644 SidLamsal-MiniProject/idea1.md diff --git a/SidLamsal-MiniProject/idea1.md b/SidLamsal-MiniProject/idea1.md new file mode 100644 index 0000000..96236f8 --- /dev/null +++ b/SidLamsal-MiniProject/idea1.md @@ -0,0 +1 @@ +example \ No newline at end of file From b86c3cfea7df70372725fce0afad4e32a216d502 Mon Sep 17 00:00:00 2001 From: sidlamsal <98344853+sidlamsal@users.noreply.github.com> Date: Tue, 28 Jan 2025 22:15:33 -0500 Subject: [PATCH 2/9] idea 1 and 2 --- SidLamsal-MiniProject/idea1.md | 22 +++++++++++++++++++- SidLamsal-MiniProject/idea2.md | 38 ++++++++++++++++++++++++++++++++++ 2 files changed, 59 insertions(+), 1 deletion(-) create mode 100644 SidLamsal-MiniProject/idea2.md diff --git a/SidLamsal-MiniProject/idea1.md b/SidLamsal-MiniProject/idea1.md index 96236f8..92a4735 100644 --- a/SidLamsal-MiniProject/idea1.md +++ b/SidLamsal-MiniProject/idea1.md @@ -1 +1,21 @@ -example \ No newline at end of file +# Idea 1: The Economics of Presidential Elections + +## Research Question +- What economic factors have historically been indicative of the outcome of presidential elections? + +Election year in the USA brings about a lot of conversation, many of which are related to the economy under the current administration/party and what changes the opposition's policies would bring. This project would look at the performance of the economy under different administrations and see if, for example, one party historically has higher or lower metrics in different categories. Additionally, we can look at performance during the terms and see if any metrics predict whether or not the current party retains the presidency. + +Election indicators are a popular topic during election years. For example, Matt Krantz of *Investor's Business Daily* wrote an [article](https://www.investors.com/etfs-and-funds/sectors/sp500-86-accurate-stock-market-indicator-predicts-next-president/) about how the "incumbent party was reelected 82% of the time when the S&P 500 rose in the three-month period from July 31 to Oct. 31". As such, this analysis will include data on the performance of top index funds such as S&P 500, Nasdaq, and Dow Jones. Additionally, this study will also include public polls and surveys about general public sentiment leading up to elections. + +## Data Source +The majority of the data will be from government economic data sources such as the [Bureau of Labor Statistics (BLS)](https://www.bls.gov) and [FRED](https://fred.stlouisfed.org). These sites provide reliable data on economic factors, including index funds, in CSV format. Data will have to be aggregated into a single dataset. There might be two datasets—one with data on economic performance for each year and a second subset focusing on terms for the prediction metrics. + +## Models +The project will use a variety of models and compare performance on predicting the presidency. These will include logistic regression, tree-based methods, and a simple neural network. Likely regression and tree-based will be optimal for seeing which variables are most import since their output is very transparent although the neural net might have better performance. Additionally, clustering and general data visualization will be used to display economic performance under different parties, different eras, first-term vs. second-term presidencies, etc. + +## Implications for Stakeholders +For results related to how party affiliation affects economic performance, the primary stakeholders will be U.S. citizens, policymakers, and financial analysts. Voters may gain insights into how different economic indicators have historically aligned with presidential election outcomes, helping them better understand the economic context behind campaign narratives. Financial professionals and market analysts may also find value in identifying trends that could influence investment decisions around election cycles. Sitting presidents and aspiring presidents could also get insight on what issues and areas to focus on / challenge. + +## Ethical Implications +Ethically, the results of this project must be presented with neutrality and transparency. Correlation does not imply causation, and any findings should be interpreted with caution to avoid misleading conclusions. This analysis may challenge assumptions about which party is perceived as "better" for the economy, exposing gaps between economic realities and political messaging. Additionally, the findings may contradict widely held beliefs about which party historically excels in certain economic areas. Additionally, the study should acknowledge potential biases in economic data collection, external global factors affecting economic performance, and the evolving nature of political and financial systems over time. The goal is to provide informative insights rather than prescriptive conclusions about which policies or parties are "better" for the economy. + diff --git a/SidLamsal-MiniProject/idea2.md b/SidLamsal-MiniProject/idea2.md new file mode 100644 index 0000000..c1f8478 --- /dev/null +++ b/SidLamsal-MiniProject/idea2.md @@ -0,0 +1,38 @@ +# Idea 2: NBA Player Salaries + +## Research Question +- What factors—both on-court performance and off-court influence—are most predictive of NBA player salaries? + +NBA salaries vary significantly, and while performance is an obvious factor, other elements like marketability, social media presence, and endorsement deals likely play a role in salary negotiations. This project aims to analyze a combination of in-game statistics (e.g., points per game, assists, defensive metrics) and off-court factors (e.g., Instagram followers, brand deals, media coverage) to determine which variables best predict a player's earnings. + +Given the NBA's salary cap and contract structures, this analysis could also explore how different teams allocate their payrolls—whether they prioritize star players, depth, or specific skill sets. Additionally, it could examine salary disparities by position, experience level, and market size. + +## Data Source +The data will be semi-current or adjusted for inflation to avoid bias. Data sources include: + +- **On-Court Performance Data**: [Basketball-Reference](https://www.basketball-reference.com), [NBA Stats](https://www.nba.com/stats), and [ESPN](https://www.espn.com/nba/stats) provide detailed player statistics. +- **Salary Data**: [Spotrac](https://www.spotrac.com/nba/) and [HoopsHype](https://hoopshype.com/salaries/) offer publicly available NBA salary information. +- **Off-Court Influence**: Social media metrics from Instagram, Twitter, and TikTok (scraped or accessed via APIs), Forbes reports on athlete earnings, and news coverage on endorsement deals. + +Data will be aggregated to create a comprehensive dataset of player statistics, salaries, and external influence metrics. + +## Models +A variety of models will be used to analyze player salary prediction and salary allocation trends: + +- **Regression Models (Linear, Lasso, Ridge)**: To quantify the impact of different variables on salary. +- **Tree-Based Models (Random Forest, XGBoost)**: To better capture non-linear relationships between variables. +- **Clustering**: To group players by salary tiers and identify common characteristics. +- **Neural Networks**: To test if deep learning models can outperform traditional statistical methods in salary prediction. + +Data visualization techniques will also be employed to showcase trends, such as how player salaries have changed over time or how different franchises prioritize spending. + +## Implications for Stakeholders +Understanding the key factors driving NBA salaries could benefit multiple stakeholders: + +- **Players & Agents**: Insights into what contributes to higher earnings could help players negotiate better contracts. +- **Teams & Front Offices**: A better understanding of salary allocation strategies could help optimize roster construction. +- **Fans & Analysts**: An objective look at whether contracts are justified based on performance and influence. +- **Sponsorship & Marketing Firms**: Companies could use findings to assess which players provide the best return on investment for endorsement deals. + +## Ethical Implications +This analysis could challenge assumptions about how NBA salaries are determined, revealing potential biases in contract negotiations. If off-court factors (e.g., marketability, social media following) are stronger predictors than performance, it may raise ethical concerns about merit-based pay versus commercial appeal. Additionally, disparities in salaries across positions, race, or experience level could emerge, requiring careful interpretation to avoid misleading conclusions. Ensuring transparency in methodology and acknowledging external influences (e.g., salary cap rules, team financial constraints) will be crucial in maintaining fairness and neutrality in the analysis. From db4eaa9f0fd1bde5bb64394ef970364954311bdc Mon Sep 17 00:00:00 2001 From: sidlamsal <98344853+sidlamsal@users.noreply.github.com> Date: Wed, 29 Jan 2025 23:53:11 -0500 Subject: [PATCH 3/9] small change' --- SidLamsal-MiniProject/idea1.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/SidLamsal-MiniProject/idea1.md b/SidLamsal-MiniProject/idea1.md index 92a4735..013021f 100644 --- a/SidLamsal-MiniProject/idea1.md +++ b/SidLamsal-MiniProject/idea1.md @@ -8,7 +8,7 @@ Election year in the USA brings about a lot of conversation, many of which are r Election indicators are a popular topic during election years. For example, Matt Krantz of *Investor's Business Daily* wrote an [article](https://www.investors.com/etfs-and-funds/sectors/sp500-86-accurate-stock-market-indicator-predicts-next-president/) about how the "incumbent party was reelected 82% of the time when the S&P 500 rose in the three-month period from July 31 to Oct. 31". As such, this analysis will include data on the performance of top index funds such as S&P 500, Nasdaq, and Dow Jones. Additionally, this study will also include public polls and surveys about general public sentiment leading up to elections. ## Data Source -The majority of the data will be from government economic data sources such as the [Bureau of Labor Statistics (BLS)](https://www.bls.gov) and [FRED](https://fred.stlouisfed.org). These sites provide reliable data on economic factors, including index funds, in CSV format. Data will have to be aggregated into a single dataset. There might be two datasets—one with data on economic performance for each year and a second subset focusing on terms for the prediction metrics. +The majority of the data will be from government economic data sources such as the [Bureau of Labor Statistics (BLS)](https://www.bls.gov) and [FRED](https://fred.stlouisfed.org). These sites provide reliable data on economic factors, including index funds, in CSV format. Data will have to be aggregated into a single dataset. There might be two datasets—one with data on economic performance for each year and a second subset focusing on terms for the prediction metrics. [Wikipedia](https://en.wikipedia.org/wiki/Polling_for_United_States_presidential_elections) has data on pre-election polling results. ## Models The project will use a variety of models and compare performance on predicting the presidency. These will include logistic regression, tree-based methods, and a simple neural network. Likely regression and tree-based will be optimal for seeing which variables are most import since their output is very transparent although the neural net might have better performance. Additionally, clustering and general data visualization will be used to display economic performance under different parties, different eras, first-term vs. second-term presidencies, etc. From 1ceb4ff843a996a772b6219e2d303e603457c775 Mon Sep 17 00:00:00 2001 From: sidlamsal <98344853+sidlamsal@users.noreply.github.com> Date: Tue, 11 Feb 2025 13:11:22 -0500 Subject: [PATCH 4/9] start --- .../MiniProjectCode/GDPC1_PC1.csv | 301 ++++++++++++++++++ .../MiniProjectCode/miniProjectCode.ipynb | 124 ++++++++ 2 files changed, 425 insertions(+) create mode 100644 SidLamsal-MiniProject/MiniProjectCode/GDPC1_PC1.csv create mode 100644 SidLamsal-MiniProject/MiniProjectCode/miniProjectCode.ipynb diff --git a/SidLamsal-MiniProject/MiniProjectCode/GDPC1_PC1.csv b/SidLamsal-MiniProject/MiniProjectCode/GDPC1_PC1.csv new file mode 100644 index 0000000..35a6007 --- /dev/null +++ b/SidLamsal-MiniProject/MiniProjectCode/GDPC1_PC1.csv @@ -0,0 +1,301 @@ +observation_date,GDPC1_PC1 +1950-01-01,3.77286 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" + ], + "text/plain": [ + " observation_date GDPC1_PC1\n", + "0 1950-01-01 3.77286\n", + "1 1950-04-01 7.30336\n", + "2 1950-07-01 10.31016\n", + "3 1950-10-01 13.37239\n", + "4 1951-01-01 10.56488" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "\n", + "# Replace 'your_file.csv' with the path to your CSV file\n", + "df = pd.read_csv('GDPC1_PC1.csv')\n", + "\n", + "# Display the first few rows of the DataFrame\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "vscode": { + "languageId": "markdown" + } + }, + "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": "3.12.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From ac1d228ee0f6873d0ceaf7729162f9e74c00d0f9 Mon Sep 17 00:00:00 2001 From: sidlamsal <98344853+sidlamsal@users.noreply.github.com> Date: Thu, 13 Feb 2025 13:11:47 -0500 Subject: [PATCH 5/9] data set created --- .../MiniProjectCode/CPIAUCSL_PC1.csv | 301 ++ .../MiniProjectCode/CUUR0000SETB01_CCH.csv | 301 ++ SidLamsal-MiniProject/MiniProjectCode/DFF.csv | 283 ++ .../MiniProjectCode/GDPC1_CCH.csv | 301 ++ .../MiniProjectCode/GDPC1_PC1.csv | 301 -- .../HstDebt_19490101_20240930.csv | 77 + .../MiniProjectCode/MiniProjectNotebook.ipynb | 2599 +++++++++++++++++ .../MiniProjectCode/Presidents.csv | 86 + .../MiniProjectCode/SNP500.csv | 899 ++++++ .../MiniProjectCode/UMCSENT.csv | 289 ++ .../MiniProjectCode/UNRATE.csv | 302 ++ .../MiniProjectCode/miniProjectCode.ipynb | 124 - 12 files changed, 5438 insertions(+), 425 deletions(-) create mode 100644 SidLamsal-MiniProject/MiniProjectCode/CPIAUCSL_PC1.csv create mode 100644 SidLamsal-MiniProject/MiniProjectCode/CUUR0000SETB01_CCH.csv create mode 100644 SidLamsal-MiniProject/MiniProjectCode/DFF.csv create mode 100644 SidLamsal-MiniProject/MiniProjectCode/GDPC1_CCH.csv delete mode 100644 SidLamsal-MiniProject/MiniProjectCode/GDPC1_PC1.csv create mode 100644 SidLamsal-MiniProject/MiniProjectCode/HstDebt_19490101_20240930.csv create mode 100644 SidLamsal-MiniProject/MiniProjectCode/MiniProjectNotebook.ipynb create mode 100644 SidLamsal-MiniProject/MiniProjectCode/Presidents.csv create mode 100644 SidLamsal-MiniProject/MiniProjectCode/SNP500.csv create mode 100644 SidLamsal-MiniProject/MiniProjectCode/UMCSENT.csv create mode 100644 SidLamsal-MiniProject/MiniProjectCode/UNRATE.csv delete mode 100644 SidLamsal-MiniProject/MiniProjectCode/miniProjectCode.ipynb diff --git a/SidLamsal-MiniProject/MiniProjectCode/CPIAUCSL_PC1.csv b/SidLamsal-MiniProject/MiniProjectCode/CPIAUCSL_PC1.csv new 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" + ], + "text/plain": [ + " Year Quarter GDP_Growth Recession Unemployment_Rate Inflation_Rate\n", + "0 1950 1 3.85636 False 6.4 -1.48963\n", + "1 1950 2 3.00531 False 5.6 -0.62718\n", + "2 1950 3 3.79224 False 4.6 2.05200\n", + "3 1950 4 1.89685 False 4.2 4.36743\n", + "4 1951 1 1.34882 False 3.5 8.94573" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Read the CSV file for Inflation Rate\n", + "inflation_df = pd.read_csv('CPIAUCSL_PC1.csv')\n", + "\n", + "# Extract Year and Quarter from the observation_date\n", + "inflation_df['Year'] = pd.to_datetime(inflation_df['observation_date']).dt.year\n", + "inflation_df['Quarter'] = pd.to_datetime(inflation_df['observation_date']).dt.quarter\n", + "inflation_df.rename(columns={'CPIAUCSL_PC1': 'Inflation_Rate'}, inplace=True)\n", + "\n", + "# Merge the inflation data into the economic_df DataFrame\n", + "economic_df = economic_df.merge(inflation_df[['Year', 'Quarter', 'Inflation_Rate']], on=['Year', 'Quarter'], how='left')\n", + "\n", + "# Display the updated DataFrame\n", + "economic_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Year Quarter GDP_Growth Recession Unemployment_Rate Inflation_Rate \\\n", + "295 2023 4 0.78558 False 3.8 3.23615 \n", + "296 2024 1 0.40399 False 3.8 3.24919 \n", + "297 2024 2 0.73626 False 4.0 3.19431 \n", + "298 2024 3 0.75664 False 4.2 2.64001 \n", + "299 2024 4 0.55662 False 4.1 2.73538 \n", + "\n", + " Gas_Prices SP500_Return_Rate \n", + "295 -10.05236 13.219812 \n", + "296 -3.21356 6.530821 \n", + "297 8.94288 8.686055 \n", + "298 -5.55704 4.927910 \n", + "299 -8.63110 4.400000 " + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Read the CSV file for SNP500 data\n", + "snp500_df = pd.read_csv('SNP500.csv')\n", + "\n", + "# Calculate the Quarter from the Month\n", + "snp500_df['Quarter'] = snp500_df['Month'].apply(lambda x: (x - 1) // 3 + 1)\n", + "\n", + "# Convert 'Return (%)' to float\n", + "snp500_df['Return (%)'] = snp500_df['Return (%)'].str.replace('%', '').astype(float) / 100\n", + "\n", + "# Calculate the compounded SNP500 return for each quarter\n", + "snp500_df['Compounded_Return'] = snp500_df['Return (%)'] + 1\n", + "quarterly_compounded_snp500 = snp500_df.groupby(['Year', 'Quarter'])['Compounded_Return'].prod().reset_index()\n", + "quarterly_compounded_snp500['SP500_Return_Rate'] = (quarterly_compounded_snp500['Compounded_Return'] - 1) * 100\n", + "\n", + "# Drop the intermediate 'Compounded_Return' column\n", + "quarterly_compounded_snp500.drop(columns=['Compounded_Return'], inplace=True)\n", + "\n", + "# Merge the SNP500 data into the economic_df DataFrame\n", + "economic_df = economic_df.merge(quarterly_compounded_snp500, on=['Year', 'Quarter'], how='left')\n", + "\n", + "# Display the updated DataFrame\n", + "economic_df.tail()" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": { + "vscode": { + "languageId": "ruby" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Year Quarter GDP_Growth Recession Unemployment_Rate Inflation_Rate \\\n", + "0 1950 1 3.85636 False 6.4 -1.48963 \n", + "1 1950 2 3.00531 False 5.6 -0.62718 \n", + "2 1950 3 3.79224 False 4.6 2.05200 \n", + "3 1950 4 1.89685 False 4.2 4.36743 \n", + "4 1951 1 1.34882 False 3.5 8.94573 \n", + "\n", + " Gas_Prices SP500_Return_Rate Consumer_Confidence \n", + "0 -2.65268 7.458165 NaN \n", + "1 1.06953 -0.979123 NaN \n", + "2 1.58315 16.263185 NaN \n", + "3 1.55847 8.626437 NaN \n", + "4 0.51414 5.142996 NaN " + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Read the CSV file for Consumer_Confidence pct change Rate\n", + "consumer_confidence_df = pd.read_csv('UMCSENT.csv')\n", + "\n", + "# Extract Year and Quarter from the observation_date\n", + "consumer_confidence_df['Year'] = pd.to_datetime(consumer_confidence_df['observation_date']).dt.year\n", + "consumer_confidence_df['Quarter'] = pd.to_datetime(consumer_confidence_df['observation_date']).dt.quarter\n", + "consumer_confidence_df.rename(columns={'UMCSENT': 'Consumer_Confidence'}, inplace=True)\n", + "\n", + "# Merge the consumer confidence data into the economic_df DataFrame\n", + "economic_df = economic_df.merge(consumer_confidence_df[['Year', 'Quarter', 'Consumer_Confidence']], on=['Year', 'Quarter'], how='left')\n", + "\n", + "# Display the updated DataFrame\n", + "economic_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Year Quarter GDP_Growth Recession Unemployment_Rate Inflation_Rate \\\n", + "0 1950 1 3.85636 False 6.4 -1.48963 \n", + "1 1950 2 3.00531 False 5.6 -0.62718 \n", + "2 1950 3 3.79224 False 4.6 2.05200 \n", + "3 1950 4 1.89685 False 4.2 4.36743 \n", + "4 1951 1 1.34882 False 3.5 8.94573 \n", + "\n", + " Gas_Prices SP500_Return_Rate Consumer_Confidence Federal_Funds_Rate \n", + "0 -2.65268 7.458165 NaN NaN \n", + "1 1.06953 -0.979123 NaN NaN \n", + "2 1.58315 16.263185 NaN NaN \n", + "3 1.55847 8.626437 NaN NaN \n", + "4 0.51414 5.142996 NaN NaN " + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Read the CSV file for Federal Funds Rate\n", + "federal_funds_df = pd.read_csv('DFF.csv')\n", + "\n", + "# Extract Year and Quarter from the observation_date\n", + "federal_funds_df['Year'] = pd.to_datetime(federal_funds_df['observation_date']).dt.year\n", + "federal_funds_df['Quarter'] = pd.to_datetime(federal_funds_df['observation_date']).dt.quarter\n", + "federal_funds_df.rename(columns={'DFF': 'Federal_Funds_Rate'}, inplace=True)\n", + "\n", + "# Merge the federal funds rate data into the economic_df DataFrame\n", + "economic_df = economic_df.merge(federal_funds_df[['Year', 'Quarter', 'Federal_Funds_Rate']], on=['Year', 'Quarter'], how='left')\n", + "\n", + "# Display the updated DataFrame\n", + "economic_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Year Quarter GDP_Growth Recession Unemployment_Rate Inflation_Rate \\\n", + "0 1950 1 3.85636 False 6.4 -1.48963 \n", + "1 1950 2 3.00531 False 5.6 -0.62718 \n", + "2 1950 3 3.79224 False 4.6 2.05200 \n", + "3 1950 4 1.89685 False 4.2 4.36743 \n", + "4 1951 1 1.34882 False 3.5 8.94573 \n", + "\n", + " Gas_Prices SP500_Return_Rate Consumer_Confidence Federal_Funds_Rate \\\n", + "0 -2.65268 7.458165 NaN NaN \n", + "1 1.06953 -0.979123 NaN NaN \n", + "2 1.58315 16.263185 NaN NaN \n", + "3 1.55847 8.626437 NaN NaN \n", + "4 0.51414 5.142996 NaN NaN \n", + "\n", + " Debt_Percent_Change \n", + "0 0.450617 \n", + "1 0.450617 \n", + "2 0.450617 \n", + "3 0.450617 \n", + "4 -0.208081 " + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Read the CSV file for US debt\n", + "us_debt_df = pd.read_csv('HstDebt_19490101_20240930.csv')\n", + "\n", + "# Extract Year from the Record Date\n", + "us_debt_df['Record Date'] = pd.to_datetime(us_debt_df['Record Date']).dt.year\n", + "\n", + "# Rename the Debt Outstanding Amount column\n", + "us_debt_df.rename(columns={'Record Date': 'Year'}, inplace=True)\n", + "\n", + "# Rename the Debt Outstanding Amount column\n", + "us_debt_df.rename(columns={'Debt Outstanding Amount': 'Debt'}, inplace=True)\n", + "\n", + "# Sort the DataFrame by Year in ascending order\n", + "us_debt_df.sort_values(by='Year', ascending=True, inplace=True)\n", + "\n", + "# Reset the index\n", + "us_debt_df.reset_index(drop=True, inplace=True)\n", + "\n", + "# Calculate the percent change of debt from the previous year\n", + "us_debt_df['Debt_Percent_Change'] = us_debt_df['Debt'].pct_change() * 100\n", + "\n", + "# Remove the year 1949 from the DataFrame\n", + "us_debt_df = us_debt_df[us_debt_df['Year'] != 1949]\n", + "\n", + "# Calculate the quarterly percent change of debt\n", + "quarterly_percent_change = pd.DataFrame(((1 + us_debt_df['Debt_Percent_Change'] / 100) ** (1/4) - 1) * 100)\n", + "\n", + "# Add Year to quarterly_percent_change\n", + "quarterly_percent_change['Year'] = us_debt_df['Year']\n", + "\n", + "# Duplicate each year and add a quarterly index\n", + "quarterly_percent_change = quarterly_percent_change.loc[quarterly_percent_change.index.repeat(4)].reset_index(drop=True)\n", + "quarterly_percent_change['Quarter'] = [1, 2, 3, 4] * (len(quarterly_percent_change) // 4)\n", + "\n", + "# Merge the quarterly percent change of debt into the economic_df DataFrame\n", + "economic_df = economic_df.merge(quarterly_percent_change, on=['Year', 'Quarter'], how='left')\n", + "\n", + "# Display the updated DataFrame\n", + "economic_df.head()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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YearQuarterGDP_GrowthRecessionUnemployment_RateInflation_RateGas_PricesSP500_Return_RateConsumer_ConfidenceFederal_Funds_RateDebt_Percent_ChangeEgg_Price
0195013.85636False6.4-1.48963-2.652687.458165NaNNaN0.450617-3.916469
1195023.00531False5.6-0.627181.06953-0.979123NaNNaN0.450617-3.916469
2195033.79224False4.62.052001.5831516.263185NaNNaN0.450617-3.916469
3195041.89685False4.24.367431.558478.626437NaNNaN0.450617-3.916469
4195111.34882False3.58.945730.514145.142996NaNNaN-0.2080814.590243
5195121.71730False3.19.172510.000001.830259NaNNaN-0.2080814.590243
6195132.03906False3.27.14778-1.030948.298538NaNNaN-0.2080814.590243
7195140.21871False3.46.573972.557685.157752NaNNaN-0.2080814.590243
8195211.06127False3.12.801921.00503-0.391155NaNNaN0.378224-2.334998
9195220.21407False3.02.081190.498757.210096NaNNaN0.378224-2.334998
10195230.71864False3.22.827760.49628-1.845908NaNNaN0.378224-2.334998
11195243.23118False2.81.44395-1.496299.418138NaNNaN0.378224-2.334998
12195311.84197False2.70.769723.94140-4.29555590.7NaN0.6654381.395475
13195320.77012False2.60.880950.96155-0.271995NaNNaN0.6654381.395475
1419533-0.56410True2.70.662505.129330.15871680.8NaN0.6654381.395475
1519534-1.52529True3.70.72419-0.455587.75878080.7NaN0.6654381.395475
1619541-0.47871True5.31.252190.0000010.01629182.0NaN0.483989-4.789625
17195420.10935False5.80.71108-0.4576710.40787382.9NaN0.483989-4.789625
18195431.12336False6.0-0.01242-0.921678.046284NaN1.030.483989-4.789625
19195441.93806False5.3-0.495850.0000011.83819487.00.990.483989-4.789625
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" + ], + "text/plain": [ + " Year Quarter GDP_Growth Recession Unemployment_Rate Inflation_Rate \\\n", + "0 1950 1 3.85636 False 6.4 -1.48963 \n", + "1 1950 2 3.00531 False 5.6 -0.62718 \n", + "2 1950 3 3.79224 False 4.6 2.05200 \n", + "3 1950 4 1.89685 False 4.2 4.36743 \n", + "4 1951 1 1.34882 False 3.5 8.94573 \n", + "5 1951 2 1.71730 False 3.1 9.17251 \n", + "6 1951 3 2.03906 False 3.2 7.14778 \n", + "7 1951 4 0.21871 False 3.4 6.57397 \n", + "8 1952 1 1.06127 False 3.1 2.80192 \n", + "9 1952 2 0.21407 False 3.0 2.08119 \n", + "10 1952 3 0.71864 False 3.2 2.82776 \n", + "11 1952 4 3.23118 False 2.8 1.44395 \n", + "12 1953 1 1.84197 False 2.7 0.76972 \n", + "13 1953 2 0.77012 False 2.6 0.88095 \n", + "14 1953 3 -0.56410 True 2.7 0.66250 \n", + "15 1953 4 -1.52529 True 3.7 0.72419 \n", + "16 1954 1 -0.47871 True 5.3 1.25219 \n", + "17 1954 2 0.10935 False 5.8 0.71108 \n", + "18 1954 3 1.12336 False 6.0 -0.01242 \n", + "19 1954 4 1.93806 False 5.3 -0.49585 \n", + "\n", + " Gas_Prices SP500_Return_Rate Consumer_Confidence Federal_Funds_Rate \\\n", + "0 -2.65268 7.458165 NaN NaN \n", + "1 1.06953 -0.979123 NaN NaN \n", + "2 1.58315 16.263185 NaN NaN \n", + "3 1.55847 8.626437 NaN NaN \n", + "4 0.51414 5.142996 NaN NaN \n", + "5 0.00000 1.830259 NaN NaN \n", + "6 -1.03094 8.298538 NaN NaN \n", + "7 2.55768 5.157752 NaN NaN \n", + "8 1.00503 -0.391155 NaN NaN \n", + "9 0.49875 7.210096 NaN NaN \n", + "10 0.49628 -1.845908 NaN NaN \n", + "11 -1.49629 9.418138 NaN NaN \n", + "12 3.94140 -4.295555 90.7 NaN \n", + "13 0.96155 -0.271995 NaN NaN \n", + "14 5.12933 0.158716 80.8 NaN \n", + "15 -0.45558 7.758780 80.7 NaN \n", + "16 0.00000 10.016291 82.0 NaN \n", + "17 -0.45767 10.407873 82.9 NaN \n", + "18 -0.92167 8.046284 NaN 1.03 \n", + "19 0.00000 11.838194 87.0 0.99 \n", + "\n", + " Debt_Percent_Change Egg_Price \n", + "0 0.450617 -3.916469 \n", + "1 0.450617 -3.916469 \n", + "2 0.450617 -3.916469 \n", + "3 0.450617 -3.916469 \n", + "4 -0.208081 4.590243 \n", + "5 -0.208081 4.590243 \n", + "6 -0.208081 4.590243 \n", + "7 -0.208081 4.590243 \n", + "8 0.378224 -2.334998 \n", + "9 0.378224 -2.334998 \n", + "10 0.378224 -2.334998 \n", + "11 0.378224 -2.334998 \n", + "12 0.665438 1.395475 \n", + "13 0.665438 1.395475 \n", + "14 0.665438 1.395475 \n", + "15 0.665438 1.395475 \n", + "16 0.483989 -4.789625 \n", + "17 0.483989 -4.789625 \n", + "18 0.483989 -4.789625 \n", + "19 0.483989 -4.789625 " + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Define the data\n", + "data = {\n", + " 'Year': list(range(1935, 2025)),\n", + " 'CPI': [37.077, 36.762, 36.015, 35.669, 32.392, 33.377, 39.931, 48.546, 57.623, 54.754, 58.492, 60.062, 71.454, 74.269, 71.600, 61.769, 75.192, 68.708, 72.738, 60.862, 62.831, 62.485, 59.562, 62.685, 54.854, 59.115, 59.123, 55.823, 56.677, 56.123, 54.769, 62.400, 52.223, 56.285, 66.177, 65.515, 56.562, 56.231, 83.600, 83.938, 82.369, 89.954, 87.092, 82.369, 90.177, 88.600, 95.892, 93.269, 97.638, 109.085, 90.962, 97.254, 91.515, 93.554, 118.469, 124.138, 121.192, 108.292, 117.092, 114.254, 120.469, 142.123, 139.962, 135.431, 128.115, 131.854, 136.438, 138.200, 157.277, 167.023, 144.138, 151.169, 195.291, 222.708, 190.024, 192.833, 210.492, 217.141, 224.219, 242.990, 286.232, 225.979, 204.454, 226.595, 203.867, 212.542, 222.074, 293.676, 297.712, 323.107]\n", + "}\n", + "\n", + "# Create the DataFrame\n", + "cpi_df = pd.DataFrame(data)\n", + "\n", + "# Display the DataFrame\n", + "cpi_df.head()\n", + "\n", + "# Calculate the Continuously Compounded Rate of Change quarterly as a percent\n", + "cpi_df['CPI_Change'] = cpi_df['CPI'].pct_change()\n", + "cpi_df['CPI_Compounded_Rate'] = (1 + cpi_df['CPI_Change']).apply(np.log) * 100\n", + "\n", + "# Create a new DataFrame with years from 1935 to 2024 and quarters from 1 to 4\n", + "quarters = [1, 2, 3, 4]\n", + "year_quarter_df = pd.DataFrame([(year, quarter) for year in data['Year'] for quarter in quarters], columns=['Year', 'Quarter'])\n", + "\n", + "# Merge the CPI data with the year_quarter_df to get the CPI for each quarter\n", + "cpi_df = year_quarter_df.merge(cpi_df, on='Year', how='left')\n", + "\n", + "# Forward fill the CPI_Compounded_Rate column to fill in the missing values\n", + "cpi_df['CPI_Compounded_Rate'] = cpi_df['CPI_Compounded_Rate'].ffill()\n", + "\n", + "# Calculate the quarterly compounded rate so that it compounds to the original rate for the year\n", + "cpi_df['Quarterly_CPI_Compounded_Rate'] = (1 + cpi_df['CPI_Compounded_Rate'] / 100) ** (1/4) - 1\n", + "\n", + "# Convert the quarterly compounded rate to a percentage\n", + "cpi_df['Quarterly_CPI_Compounded_Rate'] = cpi_df['Quarterly_CPI_Compounded_Rate'] * 100\n", + "\n", + "# Rename the Quarterly_CPI_Compounded_Rate column to Egg_Price\n", + "cpi_df.rename(columns={'Quarterly_CPI_Compounded_Rate': 'Egg_Price'}, inplace=True)\n", + "\n", + "# Filter the DataFrame to start from Q1 1950\n", + "cpi_df = cpi_df[(cpi_df['Year'] >= 1950)]\n", + "\n", + "# Merge the CPI data into the economic_df DataFrame\n", + "economic_df = economic_df.merge(cpi_df[['Year', 'Quarter', 'Egg_Price']], on=['Year', 'Quarter'], how='left')\n", + "\n", + "# Display the updated DataFrame\n", + "economic_df.head(20)" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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YearQuarterGDP_GrowthRecessionUnemployment_RateInflation_RateGas_PricesSP500_Return_RateConsumer_ConfidenceFederal_Funds_RateDebt_Percent_ChangeEgg_PricePresidentPresident_PartyHouse_MajoritySenate_Majority
0195013.85636False6.4-1.48963-2.652687.458165NaNNaN0.450617-3.916469NaNNaNNaNNaN
1195023.00531False5.6-0.627181.06953-0.979123NaNNaN0.450617-3.916469NaNNaNNaNNaN
2195033.79224False4.62.052001.5831516.263185NaNNaN0.450617-3.916469NaNNaNNaNNaN
3195041.89685False4.24.367431.558478.626437NaNNaN0.450617-3.916469NaNNaNNaNNaN
4195111.34882False3.58.945730.514145.142996NaNNaN-0.2080814.590243TrumanDemocratDemocratsDemocrats
5195121.71730False3.19.172510.000001.830259NaNNaN-0.2080814.590243TrumanDemocratDemocratsDemocrats
6195132.03906False3.27.14778-1.030948.298538NaNNaN-0.2080814.590243TrumanDemocratDemocratsDemocrats
7195140.21871False3.46.573972.557685.157752NaNNaN-0.2080814.590243TrumanDemocratDemocratsDemocrats
8195211.06127False3.12.801921.00503-0.391155NaNNaN0.378224-2.334998TrumanDemocratDemocratsDemocrats
9195220.21407False3.02.081190.498757.210096NaNNaN0.378224-2.334998TrumanDemocratDemocratsDemocrats
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" + ], + "text/plain": [ + " Year Quarter GDP_Growth Recession Unemployment_Rate Inflation_Rate \\\n", + "0 1950 1 3.85636 False 6.4 -1.48963 \n", + "1 1950 2 3.00531 False 5.6 -0.62718 \n", + "2 1950 3 3.79224 False 4.6 2.05200 \n", + "3 1950 4 1.89685 False 4.2 4.36743 \n", + "4 1951 1 1.34882 False 3.5 8.94573 \n", + "5 1951 2 1.71730 False 3.1 9.17251 \n", + "6 1951 3 2.03906 False 3.2 7.14778 \n", + "7 1951 4 0.21871 False 3.4 6.57397 \n", + "8 1952 1 1.06127 False 3.1 2.80192 \n", + "9 1952 2 0.21407 False 3.0 2.08119 \n", + "\n", + " Gas_Prices SP500_Return_Rate Consumer_Confidence Federal_Funds_Rate \\\n", + "0 -2.65268 7.458165 NaN NaN \n", + "1 1.06953 -0.979123 NaN NaN \n", + "2 1.58315 16.263185 NaN NaN \n", + "3 1.55847 8.626437 NaN NaN \n", + "4 0.51414 5.142996 NaN NaN \n", + "5 0.00000 1.830259 NaN NaN \n", + "6 -1.03094 8.298538 NaN NaN \n", + "7 2.55768 5.157752 NaN NaN \n", + "8 1.00503 -0.391155 NaN NaN \n", + "9 0.49875 7.210096 NaN NaN \n", + "\n", + " Debt_Percent_Change Egg_Price President President_Party House_Majority \\\n", + "0 0.450617 -3.916469 NaN NaN NaN \n", + "1 0.450617 -3.916469 NaN NaN NaN \n", + "2 0.450617 -3.916469 NaN NaN NaN \n", + "3 0.450617 -3.916469 NaN NaN NaN \n", + "4 -0.208081 4.590243 Truman Democrat Democrats \n", + "5 -0.208081 4.590243 Truman Democrat Democrats \n", + "6 -0.208081 4.590243 Truman Democrat Democrats \n", + "7 -0.208081 4.590243 Truman Democrat Democrats \n", + "8 0.378224 -2.334998 Truman Democrat Democrats \n", + "9 0.378224 -2.334998 Truman Democrat Democrats \n", + "\n", + " Senate_Majority \n", + "0 NaN \n", + "1 NaN \n", + "2 NaN \n", + "3 NaN \n", + "4 Democrats \n", + "5 Democrats \n", + "6 Democrats \n", + "7 Democrats \n", + "8 Democrats \n", + "9 Democrats " + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Read the CSV file for Presidents\n", + "presidents_df = pd.read_csv('Presidents.csv')\n", + "\n", + "# Display the DataFrame\n", + "presidents_df.head()\n", + "\n", + "# Extract the start and end years from the \"Congress\" column\n", + "presidents_df['Start_Year'] = presidents_df['Congress'].str.extract(r'\\((\\d{4})–')[0].astype(int)\n", + "presidents_df['End_Year'] = presidents_df['Congress'].str.extract(r'–(\\d{4})\\)')[0].astype(int)\n", + "\n", + "# Display the updated DataFrame\n", + "presidents_df.head()\n", + "\n", + "# Extract the President and President Party into separate columns\n", + "presidents_df['President'] = presidents_df['Presidency'].str.extract(r'\\((.*?)\\)')[0]\n", + "presidents_df['President_Party'] = presidents_df['Presidency'].str.extract(r'^(.*?) \\(')[0]\n", + "\n", + "# Display the updated DataFrame\n", + "presidents_df.head()\n", + "\n", + "# Create a new DataFrame with the required columns\n", + "presidents_df = presidents_df[['Start_Year', 'President', 'President_Party', 'House Majority', 'Senate Majority']]\n", + "\n", + "# Rename the columns\n", + "presidents_df.columns = ['Year', 'President', 'President_Party', 'House_Majority', 'Senate_Majority']\n", + "\n", + "# Filter the DataFrame to start from 1950\n", + "presidents_df = presidents_df[presidents_df['Year'] >= 1950]\n", + "\n", + "# Display the updated DataFrame\n", + "presidents_df.head()\n", + "\n", + "# Fill in the missing years with the same info as the year above\n", + "presidents_df = presidents_df.set_index('Year').reindex(range(1950, 2025)).ffill().reset_index()\n", + "\n", + "# Display the updated DataFrame\n", + "presidents_df.head(10)\n", + "\n", + "# Create a DataFrame with years from Q1 1950 to Q4 2024\n", + "years = range(1950, 2025)\n", + "quarters = [1, 2, 3, 4]\n", + "year_quarter_df = pd.DataFrame([(year, quarter) for year in years for quarter in quarters], columns=['Year', 'Quarter'])\n", + "\n", + "# Merge the presidents_df with year_quarter_df to get the President and President_Party for each quarter\n", + "year_quarter_df = year_quarter_df.merge(presidents_df, on='Year', how='left')\n", + "\n", + "# Forward fill the President and President_Party columns to fill in the missing values\n", + "year_quarter_df[['President', 'President_Party', 'House_Majority', 'Senate_Majority']] = year_quarter_df[['President', 'President_Party', 'House_Majority', 'Senate_Majority']].ffill()\n", + "\n", + "# Merge the year_quarter_df with economic_df to get the complete dataset\n", + "economic_df = economic_df.merge(year_quarter_df, on=['Year', 'Quarter'], how='left')\n", + "\n", + "# Display the updated DataFrame\n", + "economic_df.head(10)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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YearQuarterGDP_GrowthRecessionUnemployment_RateInflation_RateGas_PricesSP500_Return_RateConsumer_ConfidenceFederal_Funds_RateDebt_Percent_ChangeEgg_PricePresidentPresident_PartyHouse_MajoritySenate_MajorityPresident_Party_StayedTurnout_as_%_VAPApproval
0195641.63251False4.12.58161-0.85837-0.793072100.22.93-0.148249-0.138338EisenhowerRepublicanDemocratsDemocratsTrue60.475
119604-1.29143True6.31.39598-0.2695412.09868690.12.300.1423741.819951EisenhowerRepublicanDemocratsDemocratsFalse63.559
2196440.30871False5.01.26610NaN2.24008999.93.580.475032-0.246479Kennedy / L. JohnsonDemocratDemocratsDemocratsTrue63.470
3196840.39200False3.44.625980.12384-1.01072291.75.921.5980191.822212L. JohnsonDemocratDemocratsDemocratsFalse62.843
4197241.66057False5.43.333331.500328.74732090.75.151.781072-0.147053NixonRepublicanDemocratsDemocratsTrue57.062
5197640.72001False7.85.186970.138992.84758587.04.873.8612222.133010FordRepublicanDemocratsDemocratsFalse55.753
6198041.84775False7.412.53836-0.980233.32316772.115.852.369950-0.444012CarterDemocratDemocratsDemocratsFalse55.131
7198440.81742False7.34.154300.171445.29767195.09.263.3668932.663223ReaganRepublicanDemocratsRepublicansTrue54.562
8198841.32366False5.34.30636-2.556443.78216393.08.472.5796370.546403ReaganRepublicanDemocratsDemocratsTrue51.457
9199241.03746False7.43.12197-0.884826.26882083.23.032.618940-2.940821G.H.W. BushRepublicanDemocratsDemocratsFalse56.343
10199641.03302False5.33.23140-0.124849.77632697.55.281.2375383.898547ClintonDemocratRepublicansRepublicansTrue49.858
11200040.59526False3.93.44350-1.49578-3.623132103.96.470.0790540.711543ClintonDemocratRepublicansRepublicansFalse52.163
12200441.01504False5.43.384953.516226.17721393.91.952.1271001.470327G.W. BushRepublicanRepublicansRepublicansTrue56.753
1320084-2.21334True6.91.59580-49.85553-9.93163657.70.512.7105843.133851G.W. BushRepublicanDemocratsDemocrats13False58.329
14201240.11557False7.81.90357-3.849633.51726279.40.162.0901940.768575ObamaDemocratRepublicansDemocratsTrue54.953
15201640.55277False4.81.806981.264206.71224393.10.451.904641-6.519273ObamaDemocratRepublicansRepublicansFalse55.756
16202041.07888False6.81.22598-1.7846711.41286279.80.094.3570761.025900TrumpRepublicanDemocratsRepublicansFalse62.843
17202440.55662False4.12.73538-8.631104.40000072.14.651.6883851.986447BidenDemocratRepublicansDemocratsFalse58.137
\n", + "
" + ], + "text/plain": [ + " Year Quarter GDP_Growth Recession Unemployment_Rate Inflation_Rate \\\n", + "0 1956 4 1.63251 False 4.1 2.58161 \n", + "1 1960 4 -1.29143 True 6.3 1.39598 \n", + "2 1964 4 0.30871 False 5.0 1.26610 \n", + "3 1968 4 0.39200 False 3.4 4.62598 \n", + "4 1972 4 1.66057 False 5.4 3.33333 \n", + "5 1976 4 0.72001 False 7.8 5.18697 \n", + "6 1980 4 1.84775 False 7.4 12.53836 \n", + "7 1984 4 0.81742 False 7.3 4.15430 \n", + "8 1988 4 1.32366 False 5.3 4.30636 \n", + "9 1992 4 1.03746 False 7.4 3.12197 \n", + "10 1996 4 1.03302 False 5.3 3.23140 \n", + "11 2000 4 0.59526 False 3.9 3.44350 \n", + "12 2004 4 1.01504 False 5.4 3.38495 \n", + "13 2008 4 -2.21334 True 6.9 1.59580 \n", + "14 2012 4 0.11557 False 7.8 1.90357 \n", + "15 2016 4 0.55277 False 4.8 1.80698 \n", + "16 2020 4 1.07888 False 6.8 1.22598 \n", + "17 2024 4 0.55662 False 4.1 2.73538 \n", + "\n", + " Gas_Prices SP500_Return_Rate Consumer_Confidence Federal_Funds_Rate \\\n", + "0 -0.85837 -0.793072 100.2 2.93 \n", + "1 -0.26954 12.098686 90.1 2.30 \n", + "2 NaN 2.240089 99.9 3.58 \n", + "3 0.12384 -1.010722 91.7 5.92 \n", + "4 1.50032 8.747320 90.7 5.15 \n", + "5 0.13899 2.847585 87.0 4.87 \n", + "6 -0.98023 3.323167 72.1 15.85 \n", + "7 0.17144 5.297671 95.0 9.26 \n", + "8 -2.55644 3.782163 93.0 8.47 \n", + "9 -0.88482 6.268820 83.2 3.03 \n", + "10 -0.12484 9.776326 97.5 5.28 \n", + "11 -1.49578 -3.623132 103.9 6.47 \n", + "12 3.51622 6.177213 93.9 1.95 \n", + "13 -49.85553 -9.931636 57.7 0.51 \n", + "14 -3.84963 3.517262 79.4 0.16 \n", + "15 1.26420 6.712243 93.1 0.45 \n", + "16 -1.78467 11.412862 79.8 0.09 \n", + "17 -8.63110 4.400000 72.1 4.65 \n", + "\n", + " Debt_Percent_Change Egg_Price President President_Party \\\n", + "0 -0.148249 -0.138338 Eisenhower Republican \n", + "1 0.142374 1.819951 Eisenhower Republican \n", + "2 0.475032 -0.246479 Kennedy / L. Johnson Democrat \n", + "3 1.598019 1.822212 L. Johnson Democrat \n", + "4 1.781072 -0.147053 Nixon Republican \n", + "5 3.861222 2.133010 Ford Republican \n", + "6 2.369950 -0.444012 Carter Democrat \n", + "7 3.366893 2.663223 Reagan Republican \n", + "8 2.579637 0.546403 Reagan Republican \n", + "9 2.618940 -2.940821 G.H.W. Bush Republican \n", + "10 1.237538 3.898547 Clinton Democrat \n", + "11 0.079054 0.711543 Clinton Democrat \n", + "12 2.127100 1.470327 G.W. Bush Republican \n", + "13 2.710584 3.133851 G.W. Bush Republican \n", + "14 2.090194 0.768575 Obama Democrat \n", + "15 1.904641 -6.519273 Obama Democrat \n", + "16 4.357076 1.025900 Trump Republican \n", + "17 1.688385 1.986447 Biden Democrat \n", + "\n", + " House_Majority Senate_Majority President_Party_Stayed Turnout_as_%_VAP \\\n", + "0 Democrats Democrats True 60.4 \n", + "1 Democrats Democrats False 63.5 \n", + "2 Democrats Democrats True 63.4 \n", + "3 Democrats Democrats False 62.8 \n", + "4 Democrats Democrats True 57.0 \n", + "5 Democrats Democrats False 55.7 \n", + "6 Democrats Democrats False 55.1 \n", + "7 Democrats Republicans True 54.5 \n", + "8 Democrats Democrats True 51.4 \n", + "9 Democrats Democrats False 56.3 \n", + "10 Republicans Republicans True 49.8 \n", + "11 Republicans Republicans False 52.1 \n", + "12 Republicans Republicans True 56.7 \n", + "13 Democrats Democrats13 False 58.3 \n", + "14 Republicans Democrats True 54.9 \n", + "15 Republicans Republicans False 55.7 \n", + "16 Democrats Republicans False 62.8 \n", + "17 Republicans Democrats False 58.1 \n", + "\n", + " Approval \n", + "0 75 \n", + "1 59 \n", + "2 70 \n", + "3 43 \n", + "4 62 \n", + "5 53 \n", + "6 31 \n", + "7 62 \n", + "8 57 \n", + "9 43 \n", + "10 58 \n", + "11 63 \n", + "12 53 \n", + "13 29 \n", + "14 53 \n", + "15 56 \n", + "16 43 \n", + "17 37 " + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Define the election years (assuming US presidential elections every 4 years starting from 1956)\n", + "election_years = list(range(1956, 2025, 4))\n", + "\n", + "# Filter the economic_df to include only the fourth quarter of the election years\n", + "election_q4_df = economic_df[(economic_df['Year'].isin(election_years)) & (economic_df['Quarter'] == 4)]\n", + "\n", + "# Get the quarter right after the election year (first quarter of the next year)\n", + "next_quarters_df = economic_df[(economic_df['Year'].isin([year + 1 for year in election_years])) & (economic_df['Quarter'] == 1)]\n", + "\n", + "# Concatenate the two DataFrames\n", + "result_df = pd.concat([election_q4_df, next_quarters_df])\n", + "\n", + "# Sort the DataFrame by Year and Quarter\n", + "result_df = result_df.sort_values(by=['Year', 'Quarter']).reset_index(drop=True)\n", + "\n", + "# Display the DataFrame\n", + "result_df.tail(20)\n", + "\n", + "# Add a column to indicate if the President's party stayed the same after the election\n", + "result_df['President_Party_Stayed'] = result_df['President_Party'].eq(result_df['President_Party'].shift(-1))\n", + "\n", + "# Filter the result_df to include only the fourth quarter of the election years\n", + "result_df = result_df[result_df['Quarter'] == 4]\n", + "\n", + "# Display the updated DataFrame\n", + "result_df.head(20)\n", + "\n", + "# Define the turnout data\n", + "turnout_data = {\n", + " 'Year': [1956, 1960, 1964, 1968, 1972, 1976, 1980, 1984, 1988, 1992, 1996, 2000, 2004, 2008, 2012, 2016, 2020, 2024],\n", + " 'Turnout_as_%_VAP': [60.4, 63.5, 63.4, 62.8, 57.0, 55.7, 55.1, 54.5, 51.4, 56.3, 49.8, 52.1, 56.7, 58.3, 54.9, 55.7, 62.8, 58.1],\n", + " 'Approval': [75, 59, 70, 43, 62, 53, 31, 62, 57, 43, 58, 63, 53, 29, 53, 56, 43, 37]\n", + "}\n", + "\n", + "# Convert the turnout data to a DataFrame\n", + "turnout_df = pd.DataFrame(turnout_data)\n", + "\n", + "# Merge the turnout data into the result_df DataFrame\n", + "result_df = result_df.merge(turnout_df, on='Year', how='left')\n", + "\n", + "# Display the updated DataFrame\n", + "result_df.head(20)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "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": "3.12.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/SidLamsal-MiniProject/MiniProjectCode/Presidents.csv b/SidLamsal-MiniProject/MiniProjectCode/Presidents.csv new file mode 100644 index 0000000..5b7aa00 --- /dev/null +++ b/SidLamsal-MiniProject/MiniProjectCode/Presidents.csv @@ -0,0 +1,86 @@ +Congress,House Majority,Senate Majority,Presidency,Party Government +35th (1857–1859),Democrats,Democrats,Democrat (Buchanan),Unified +36th (1859–1861),Republicans,Democrats,Democrat (Buchanan),Divided +37th (1861–1863),Republicans,Republicans,Republican (Lincoln),Unified +38th (1863–1865),Republicans,Republicans,Republican (Lincoln),Unified +39th (1865–1867),Republicans,Republicans,Republican (Lincoln) / Democrat (A. Johnson),Unified/ Divided2 +40th (1867–1869),Republicans,Republicans,Democrat (A. Johnson),Divided +41st (1869–1871),Republicans,Republicans,Republican (Grant),Unified +42nd (1871–1873),Republicans,Republicans,Republican (Grant),Unified +43rd (1873–1875),Republicans,Republicans,Republican (Grant),Unified +44th (1875–1877),Democrats,Republicans,Republican (Grant),Divided +45th (1877–1879),Democrats,Republicans,Republican (Hayes),Divided +46th (1879–1881),Democrats,Democrats,Republican (Hayes),Divided +47th (1881–1883),Republicans,Republicans3,Republican (Garfield / Arthur)4,Unified +48th (1883–1885),Democrats,Republicans,Republican (Arthur),Divided +49th (1885–1887),Democrats,Republicans,Democrat (Cleveland),Divided +50th (1887–1889),Democrats,Republicans,Democrat (Cleveland),Divided +51st (1889–1891),Republicans,Republicans,Republican (Harrison),Unified +52nd (1891–1893),Democrats,Republicans,Republican (Harrison),Divided +53rd (1893–1895),Democrats,Democrats,Democrat (Cleveland),Unified +54th (1895–1897),Republicans,Republicans,Democrat (Cleveland),Divided +55th (1897–1899),Republicans,Republicans,Republican (McKinley),Unified +56th (1899–1901),Republicans,Republicans,Republican (McKinley),Unified +57th (1901–1903),Republicans,Republicans,Republican (McKinley / T. Roosevelt)5,Unified +58th (1903–1905),Republicans,Republicans,Republican (T. Roosevelt),Unified +59th (1905–1907),Republicans,Republicans,Republican (T. Roosevelt),Unified +60th (1907–1909),Republicans,Republicans,Republican (T. Roosevelt),Unified +61st (1909–1911),Republicans,Republicans,Republican (Taft),Unified +62nd (1911–1913),Democrats,Republicans,Republican (Taft),Divided +63rd (1913–1915),Democrats,Democrats,Democrat (Wilson),Unified +64th (1915–1917),Democrats,Democrats,Democrat (Wilson),Unified +65th (1917–1919),Democrats6,Democrats,Democrat (Wilson),Unified +66th (1919–1921),Republicans,Republicans,Democrat (Wilson),Divided +67th (1921–1923),Republicans,Republicans,Republican (Harding),Unified +68th (1923–1925),Republicans,Republicans,Republican (Harding / Coolidge)7,Unified +69th (1925–1927),Republicans,Republicans,Republican (Coolidge),Unified +70th (1927–1929),Republicans,Republicans,Republican (Coolidge),Unified +71st (1929–1931),Republicans,Republicans,Republican (Hoover),Unified +72nd (1931–1933),Democrats8,Republicans,Republican (Hoover),Divided +73rd (1933–1935),Democrats,Democrats,Democrat (F. Roosevelt),Unified +74th (1935–1937),Democrats,Democrats,Democrat (F. Roosevelt),Unified +75th (1937–1939),Democrats,Democrats,Democrat (F. Roosevelt),Unified +76th (1939–1941),Democrats,Democrats,Democrat (F. Roosevelt),Unified +77th (1941–1943),Democrats,Democrats,Democrat (F. Roosevelt),Unified +78th (1943–1945),Democrats,Democrats,Democrat (F. Roosevelt),Unified +79th (1945–1947),Democrats,Democrats,Democrat (F. Roosevelt / Truman)9,Unified +80th (1947–1949),Republicans,Republicans,Democrat (Truman),Divided +81st (1949–1951),Democrats,Democrats,Democrat (Truman),Unified +82nd (1951–1953),Democrats,Democrats,Democrat (Truman),Unified +83rd (1953–1955),Republicans,Republicans,Republican (Eisenhower),Unified +84th (1955–1957),Democrats,Democrats,Republican (Eisenhower),Divided +85th (1957–1959),Democrats,Democrats,Republican (Eisenhower),Divided +86th (1959–1961),Democrats,Democrats,Republican (Eisenhower),Divided +87th (1961–1963),Democrats,Democrats,Democrat (Kennedy),Unified +88th (1963–1965),Democrats,Democrats,Democrat (Kennedy / L. Johnson)10,Unified +89th (1965–1967),Democrats,Democrats,Democrat (L. Johnson),Unified +90th (1967–1969),Democrats,Democrats,Democrat (L. Johnson),Unified +91st (1969–1971),Democrats,Democrats,Republican (Nixon),Divided +92nd (1971–1973),Democrats,Democrats,Republican (Nixon),Divided +93rd (1973–1975),Democrats,Democrats,Republican (Nixon / Ford)11,Divided +94th (1975–1977),Democrats,Democrats,Republican (Ford),Divided +95th (1977–1979),Democrats,Democrats,Democrat (Carter),Unified +96th (1979–1981),Democrats,Democrats,Democrat (Carter),Unified +97th (1981–1983),Democrats,Republicans,Republican (Reagan),Divided +98th (1983–1985),Democrats,Republicans,Republican (Reagan),Divided +99th (1985–1987),Democrats,Republicans,Republican (Reagan),Divided +100th (1987–1989),Democrats,Democrats,Republican (Reagan),Divided +101st (1989–1991),Democrats,Democrats,Republican (G.H.W. Bush),Divided +102nd (1991–1993),Democrats,Democrats,Republican (G.H.W. Bush),Divided +103rd (1993–1995),Democrats,Democrats,Democrat (Clinton),Unified +104th (1995–1997),Republicans,Republicans,Democrat (Clinton),Divided +105th (1997–1999),Republicans,Republicans,Democrat (Clinton),Divided +106th (1999–2001),Republicans,Republicans,Democrat (Clinton),Divided +107th (2001–2003),Republicans,Republicans / Democrats12,Republican (G.W. Bush),Unified / Divided +108th (2003–2005),Republicans,Republicans,Republican (G.W. Bush),Unified +109th (2005–2007),Republicans,Republicans,Republican (G.W. Bush),Unified +110th (2007–2009),Democrats,Democrats13,Republican (G.W. Bush),Divided +111th (2009–2011),Democrats,Democrats,Democrat (Obama),Unified +112th (2011–2013),Republicans,Democrats,Democrat (Obama),Divided +113th (2013–2015),Republicans,Democrats,Democrat (Obama),Divided +114th (2015–2017),Republicans,Republicans,Democrat (Obama),Divided +115th (2017–2019),Republicans,Republicans,Republican (Trump),Unified +116th (2019–2021),Democrats,Republicans,Republican (Trump),Divided +117th (2021–2023),Democrats,Democrats14,Democrat (Biden),Unified +118th (2023–2025),Republicans,Democrats,Democrat (Biden),Divided +119th (2025–2027),Republicans,Republicans,Republican (Trump),Unified diff --git a/SidLamsal-MiniProject/MiniProjectCode/SNP500.csv b/SidLamsal-MiniProject/MiniProjectCode/SNP500.csv new file mode 100644 index 0000000..2f311fe --- /dev/null +++ b/SidLamsal-MiniProject/MiniProjectCode/SNP500.csv @@ -0,0 +1,899 @@ +Year,Month,Return (%),Amount ($),CPI +1950,1,2.52%,102.52,23.50 +1950,2,1.38%,103.93,23.50 +1950,3,3.39%,107.45,23.60 +1950,4,3.91%,111.66,23.60 +1950,5,2.16%,114.08,23.70 +1950,6,-6.72%,106.41,23.80 +1950,7,6.64%,113.47,24.10 +1950,8,4.11%,118.13,24.30 +1950,9,4.72%,123.71,24.40 +1950,10,0.38%,124.17,24.60 +1950,11,0.19%,124.41,24.70 +1950,12,8.01%,134.38,25.00 +1951,1,4.31%,140.17,25.40 +1951,2,-1.11%,138.61,25.70 +1951,3,1.93%,141.28,25.80 +1951,4,0.63%,142.17,25.80 +1951,5,-1.15%,140.54,25.90 +1951,6,2.37%,143.87,25.90 +1951,7,4.97%,151.01,25.90 +1951,8,3.14%,155.75,25.90 +1951,9,0.03%,155.79,26.10 +1951,10,-2.25%,152.28,26.20 +1951,11,3.61%,157.79,26.40 +1951,12,3.83%,163.83,26.50 +1952,1,-1.33%,161.65,26.50 +1952,2,0.75%,162.86,26.30 +1952,3,0.20%,163.19,26.30 +1952,4,0.46%,163.95,26.40 +1952,5,3.24%,169.26,26.40 +1952,6,3.37%,174.96,26.50 +1952,7,0.88%,176.50,26.70 +1952,8,-1.11%,174.55,26.70 +1952,9,-1.61%,171.74,26.70 +1952,10,3.67%,178.03,26.70 +1952,11,4.51%,186.06,26.70 +1952,12,0.99%,187.90,26.70 +1953,1,-0.77%,186.45,26.60 +1953,2,0.96%,188.23,26.50 +1953,3,-4.47%,179.81,26.60 +1953,4,1.00%,181.62,26.60 +1953,5,-3.11%,175.97,26.70 +1953,6,1.91%,179.34,26.80 +1953,7,0.90%,180.95,26.80 +1953,8,-4.11%,173.52,26.90 +1953,9,3.52%,179.62,26.90 +1953,10,2.71%,184.49,27.00 +1953,11,1.84%,187.88,26.90 +1953,12,3.02%,193.56,26.90 +1954,1,2.68%,198.74,26.90 +1954,2,2.58%,203.87,26.90 +1954,3,4.45%,212.94,26.90 +1954,4,4.42%,222.36,26.80 +1954,5,1.22%,225.08,26.90 +1954,6,4.46%,235.11,26.90 +1954,7,2.39%,240.74,26.90 +1954,8,2.74%,247.34,26.90 +1954,9,2.71%,254.04,26.80 +1954,10,4.30%,264.97,26.80 +1954,11,4.95%,278.10,26.80 +1954,12,2.17%,284.13,26.70 +1955,1,3.70%,294.65,26.70 +1955,2,-0.44%,293.37,26.70 +1955,3,3.81%,304.54,26.70 +1955,4,-0.08%,304.30,26.70 +1955,5,6.15%,323.00,26.70 +1955,6,7.64%,347.69,26.70 +1955,7,-0.30%,346.65,26.80 +1955,8,4.82%,363.34,26.80 +1955,9,-4.72%,346.18,26.90 +1955,10,7.07%,370.64,26.90 +1955,11,1.24%,375.22,26.90 +1955,12,-2.39%,366.26,26.80 +1956,1,0.95%,369.74,26.80 +1956,2,7.21%,396.39,26.80 +1956,3,1.48%,402.26,26.80 +1956,4,-2.84%,390.84,26.90 +1956,5,-0.26%,389.82,27.00 +1956,6,5.75%,412.23,27.20 +1956,7,-0.28%,411.06,27.40 +1956,8,-3.09%,398.36,27.30 +1956,9,-0.95%,394.56,27.40 +1956,10,-0.71%,391.75,27.50 +1956,11,1.81%,398.84,27.50 +1956,12,-1.86%,391.41,27.60 +1957,1,-4.00%,375.77,27.60 +1957,2,1.62%,381.86,27.70 +1957,3,2.64%,391.95,27.80 +1957,4,4.16%,408.26,27.90 +1957,5,1.95%,416.24,28.00 +1957,6,2.32%,425.90,28.10 +1957,7,-5.21%,403.74,28.30 +1957,8,-3.74%,388.64,28.30 +1957,9,-5.90%,365.72,28.30 +1957,10,-1.80%,359.14,28.30 +1957,11,0.32%,360.28,28.40 +1957,12,2.33%,368.67,28.40 +1958,1,0.70%,371.26,28.60 +1958,2,2.42%,380.24,28.60 +1958,3,0.90%,383.65,28.80 +1958,4,3.56%,397.29,28.90 +1958,5,2.74%,408.16,28.90 +1958,6,3.07%,420.70,28.90 +1958,7,4.05%,437.75,29.00 +1958,8,2.94%,450.64,28.90 +1958,9,4.36%,470.28,28.90 +1958,10,3.33%,485.92,28.90 +1958,11,2.16%,496.43,29.00 +1958,12,4.25%,517.55,28.90 +1959,1,-1.27%,511.01,29.00 +1959,2,2.81%,525.35,28.90 +1959,3,1.94%,535.52,28.90 +1959,4,1.77%,544.97,29.00 +1959,5,-0.61%,541.67,29.00 +1959,6,4.23%,564.57,29.10 +1959,7,-0.32%,562.77,29.20 +1959,8,-3.70%,541.93,29.20 +1959,9,0.18%,542.89,29.30 +1959,10,0.67%,546.52,29.40 +1959,11,3.46%,565.45,29.40 +1959,12,-1.49%,557.05,29.40 +1960,1,-3.61%,536.94,29.30 +1960,2,-1.08%,531.15,29.40 +1960,3,1.58%,539.57,29.40 +1960,4,-0.62%,536.20,29.50 +1960,5,3.99%,557.58,29.50 +1960,6,-2.20%,545.34,29.60 +1960,7,1.49%,553.47,29.60 +1960,8,-2.72%,538.41,29.60 +1960,9,-1.67%,529.39,29.60 +1960,10,3.54%,548.14,29.80 +1960,11,2.69%,562.89,29.80 +1960,12,5.43%,593.44,29.80 +1961,1,4.37%,619.39,29.80 +1961,2,3.40%,640.43,29.80 +1961,3,2.92%,659.13,29.80 +1961,4,1.26%,667.46,29.80 +1961,5,-1.08%,660.25,29.80 +1961,6,-0.03%,660.06,29.80 +1961,7,3.84%,685.40,30.00 +1961,8,-0.54%,681.69,29.90 +1961,9,1.34%,690.84,30.00 +1961,10,4.77%,723.81,30.00 +1961,11,1.16%,732.23,30.00 +1961,12,-3.49%,706.69,30.00 +1962,1,1.91%,720.19,30.00 +1962,2,0.34%,722.64,30.10 +1962,3,-2.94%,701.36,30.10 +1962,4,-7.19%,650.97,30.20 +1962,5,-11.41%,576.68,30.20 +1962,6,2.72%,592.35,30.20 +1962,7,3.02%,610.25,30.30 +1962,8,-0.59%,606.63,30.30 +1962,9,-2.86%,589.31,30.40 +1962,10,7.20%,631.74,30.40 +1962,11,4.62%,660.95,30.40 +1962,12,4.15%,688.36,30.40 +1963,1,1.60%,699.34,30.40 +1963,2,-0.11%,698.58,30.40 +1963,3,4.98%,733.36,30.50 +1963,4,2.27%,750.00,30.50 +1963,5,0.22%,751.63,30.50 +1963,6,-1.22%,742.45,30.60 +1963,7,3.03%,764.95,30.70 +1963,8,2.89%,787.08,30.70 +1963,9,0.50%,791.02,30.70 +1963,10,-0.31%,788.59,30.80 +1963,11,2.39%,807.47,30.80 +1963,12,3.33%,834.36,30.90 +1964,1,1.48%,846.71,30.90 +1964,2,2.07%,864.24,30.90 +1964,3,1.69%,878.87,30.90 +1964,4,1.22%,889.60,30.90 +1964,5,-0.35%,886.48,30.90 +1964,6,3.96%,921.59,31.00 +1964,7,-1.23%,910.30,31.10 +1964,8,1.97%,928.19,31.00 +1964,9,1.97%,946.48,31.10 +1964,10,0.94%,955.34,31.10 +1964,11,-1.49%,941.11,31.20 +1964,12,2.82%,967.65,31.20 +1965,1,0.98%,977.09,31.20 +1965,2,0.34%,980.37,31.20 +1965,3,1.56%,995.64,31.30 +1965,4,1.73%,"1,012.89",31.40 +1965,5,-4.51%,967.23,31.40 +1965,6,0.10%,968.23,31.60 +1965,7,2.12%,988.74,31.60 +1965,8,3.60%,"1,024.30",31.60 +1965,9,2.50%,"1,049.87",31.60 +1965,10,1.08%,"1,061.17",31.70 +1965,11,-0.21%,"1,058.92",31.70 +1965,12,1.98%,"1,079.90",31.80 +1966,1,-0.43%,"1,075.25",31.80 +1966,2,-3.86%,"1,033.72",32.00 +1966,3,3.32%,"1,068.05",32.10 +1966,4,-5.01%,"1,014.56",32.30 +1966,5,-0.56%,"1,008.89",32.30 +1966,6,0.02%,"1,009.07",32.40 +1966,7,-5.77%,950.85,32.50 +1966,8,-3.22%,920.19,32.70 +1966,9,-0.56%,915.00,32.70 +1966,10,5.32%,963.64,32.90 +1966,11,0.72%,970.54,32.90 +1966,12,4.13%,"1,010.62",32.90 +1967,1,3.73%,"1,048.32",32.90 +1967,2,2.63%,"1,075.93",32.90 +1967,3,1.99%,"1,097.37",33.00 +1967,4,2.06%,"1,119.95",33.10 +1967,5,-0.99%,"1,108.84",33.20 +1967,6,1.99%,"1,130.93",33.30 +1967,7,1.85%,"1,151.87",33.40 +1967,8,1.65%,"1,170.92",33.50 +1967,9,0.10%,"1,172.06",33.60 +1967,10,-2.88%,"1,138.29",33.70 +1967,11,3.11%,"1,173.71",33.80 +1967,12,-0.02%,"1,173.50",33.90 +1968,1,-4.26%,"1,123.55",34.10 +1968,2,-1.56%,"1,106.03",34.20 +1968,3,7.66%,"1,190.77",34.30 +1968,4,2.56%,"1,221.23",34.40 +1968,5,2.94%,"1,257.14",34.50 +1968,6,0.05%,"1,257.75",34.70 +1968,7,-1.93%,"1,233.43",34.90 +1968,8,3.51%,"1,276.69",35.00 +1968,9,2.72%,"1,311.39",35.10 +1968,10,1.79%,"1,334.80",35.30 +1968,11,1.29%,"1,351.96",35.40 +1968,12,-3.99%,"1,298.08",35.50 +1969,1,-0.24%,"1,294.99",35.60 +1969,2,-1.91%,"1,270.20",35.80 +1969,3,2.27%,"1,299.09",36.10 +1969,4,3.51%,"1,344.73",36.30 +1969,5,-4.97%,"1,277.88",36.40 +1969,6,-4.21%,"1,224.14",36.60 +1969,7,-0.28%,"1,220.67",36.80 +1969,8,0.63%,"1,228.34",37.00 +1969,9,1.35%,"1,244.88",37.10 +1969,10,1.00%,"1,257.30",37.30 +1969,11,-5.03%,"1,194.09",37.50 +1969,12,-0.59%,"1,187.06",37.70 +1970,1,-3.20%,"1,149.12",37.80 +1970,2,2.01%,"1,172.24",38.00 +1970,3,-2.75%,"1,140.03",38.20 +1970,4,-11.20%,"1,012.36",38.50 +1970,5,-0.27%,"1,009.63",38.60 +1970,6,0.52%,"1,014.90",38.80 +1970,7,3.26%,"1,047.94",39.00 +1970,8,6.32%,"1,114.19",39.00 +1970,9,2.49%,"1,141.93",39.20 +1970,10,0.21%,"1,144.29",39.40 +1970,11,7.16%,"1,226.20",39.60 +1970,12,4.11%,"1,276.60",39.80 +1971,1,4.15%,"1,329.60",39.80 +1971,2,2.83%,"1,367.25",39.90 +1971,3,3.67%,"1,417.48",40.00 +1971,4,-1.11%,"1,401.78",40.10 +1971,5,-1.60%,"1,379.40",40.30 +1971,6,-0.46%,"1,373.02",40.60 +1971,7,-1.52%,"1,352.19",40.70 +1971,8,2.49%,"1,385.81",40.80 +1971,9,-1.86%,"1,359.98",40.80 +1971,10,-4.37%,"1,300.53",40.90 +1971,11,7.16%,"1,393.69",40.90 +1971,12,4.42%,"1,455.33",41.10 +1972,1,2.09%,"1,485.70",41.10 +1972,2,2.62%,"1,524.62",41.30 +1972,3,1.26%,"1,543.82",41.40 +1972,4,-0.78%,"1,531.84",41.50 +1972,5,0.52%,"1,539.74",41.60 +1972,6,-0.50%,"1,531.99",41.70 +1972,7,3.78%,"1,589.95",41.90 +1972,8,-1.21%,"1,570.71",42.00 +1972,9,0.42%,"1,577.26",42.10 +1972,10,5.25%,"1,660.14",42.30 +1972,11,2.31%,"1,698.51",42.40 +1972,12,0.99%,"1,715.31",42.50 +1973,1,-3.33%,"1,658.28",42.60 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+2019-07-01,3.6 +2019-10-01,3.6 +2020-01-01,3.8 +2020-04-01,13.0 +2020-07-01,8.8 +2020-10-01,6.8 +2021-01-01,6.2 +2021-04-01,5.9 +2021-07-01,5.1 +2021-10-01,4.2 +2022-01-01,3.8 +2022-04-01,3.6 +2022-07-01,3.5 +2022-10-01,3.6 +2023-01-01,3.5 +2023-04-01,3.5 +2023-07-01,3.7 +2023-10-01,3.8 +2024-01-01,3.8 +2024-04-01,4.0 +2024-07-01,4.2 +2024-10-01,4.1 +2025-01-01, diff --git a/SidLamsal-MiniProject/MiniProjectCode/miniProjectCode.ipynb b/SidLamsal-MiniProject/MiniProjectCode/miniProjectCode.ipynb deleted file mode 100644 index fc77da5..0000000 --- a/SidLamsal-MiniProject/MiniProjectCode/miniProjectCode.ipynb +++ /dev/null @@ -1,124 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "vscode": { - "languageId": "markdown" - } - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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observation_dateGDPC1_PC1
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" - ], - "text/plain": [ - " observation_date GDPC1_PC1\n", - "0 1950-01-01 3.77286\n", - "1 1950-04-01 7.30336\n", - "2 1950-07-01 10.31016\n", - "3 1950-10-01 13.37239\n", - "4 1951-01-01 10.56488" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import pandas as pd\n", - "\n", - "# Replace 'your_file.csv' with the path to your CSV file\n", - "df = pd.read_csv('GDPC1_PC1.csv')\n", - "\n", - "# Display the first few rows of the DataFrame\n", - "df.head()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "vscode": { - "languageId": "markdown" - } - }, - "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": "3.12.1" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} From cbf847ce8904e3851173b156844857c23f076560 Mon Sep 17 00:00:00 2001 From: sidlamsal <98344853+sidlamsal@users.noreply.github.com> Date: Thu, 13 Feb 2025 13:15:17 -0500 Subject: [PATCH 6/9] final csv files --- .../MiniProjectCode/MiniProjectNotebook.ipynb | 247 ++++++++++++++-- .../MiniProjectCode/final_economic_data.csv | 277 ++++++++++++++++++ .../final_election_results.csv | 19 ++ 3 files changed, 516 insertions(+), 27 deletions(-) create mode 100644 SidLamsal-MiniProject/MiniProjectCode/final_economic_data.csv create mode 100644 SidLamsal-MiniProject/MiniProjectCode/final_election_results.csv diff --git a/SidLamsal-MiniProject/MiniProjectCode/MiniProjectNotebook.ipynb b/SidLamsal-MiniProject/MiniProjectCode/MiniProjectNotebook.ipynb index d46aed8..97a638d 100644 --- a/SidLamsal-MiniProject/MiniProjectCode/MiniProjectNotebook.ipynb +++ b/SidLamsal-MiniProject/MiniProjectCode/MiniProjectNotebook.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 43, + "execution_count": 85, "metadata": {}, "outputs": [], "source": [ @@ -12,7 +12,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 86, "metadata": {}, "outputs": [ { @@ -49,7 +49,7 @@ "Index: []" ] }, - "execution_count": 44, + "execution_count": 86, "metadata": {}, "output_type": "execute_result" } @@ -64,7 +64,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 87, "metadata": {}, "outputs": [ { @@ -143,7 +143,7 @@ "4 1951 1 1.34882 False" ] }, - "execution_count": 45, + "execution_count": 87, "metadata": {}, "output_type": "execute_result" } @@ -169,7 +169,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 88, "metadata": {}, "outputs": [ { @@ -254,7 +254,7 @@ "4 1951 1 1.34882 False 3.5" ] }, - "execution_count": 46, + "execution_count": 88, "metadata": {}, "output_type": "execute_result" } @@ -278,7 +278,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 89, "metadata": {}, "outputs": [ { @@ -369,7 +369,7 @@ "4 1951 1 1.34882 False 3.5 8.94573" ] }, - "execution_count": 47, + "execution_count": 89, "metadata": {}, "output_type": "execute_result" } @@ -392,7 +392,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 90, "metadata": {}, "outputs": [ { @@ -496,7 +496,7 @@ "4 0.51414 " ] }, - "execution_count": 48, + "execution_count": 90, "metadata": {}, "output_type": "execute_result" } @@ -526,7 +526,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 91, "metadata": {}, "outputs": [ { @@ -636,7 +636,7 @@ "299 -8.63110 4.400000 " ] }, - "execution_count": 49, + "execution_count": 91, "metadata": {}, "output_type": "execute_result" } @@ -668,7 +668,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 92, "metadata": { "vscode": { "languageId": "ruby" @@ -788,7 +788,7 @@ "4 0.51414 5.142996 NaN " ] }, - "execution_count": 50, + "execution_count": 92, "metadata": {}, "output_type": "execute_result" } @@ -811,7 +811,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 93, "metadata": {}, "outputs": [ { @@ -933,7 +933,7 @@ "4 0.51414 5.142996 NaN NaN " ] }, - "execution_count": 51, + "execution_count": 93, "metadata": {}, "output_type": "execute_result" } @@ -956,7 +956,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 94, "metadata": {}, "outputs": [ { @@ -1091,7 +1091,7 @@ "4 -0.208081 " ] }, - "execution_count": 52, + "execution_count": 94, "metadata": {}, "output_type": "execute_result" } @@ -1140,7 +1140,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 95, "metadata": {}, "outputs": [ { @@ -1551,7 +1551,7 @@ "19 0.483989 -4.789625 " ] }, - "execution_count": 53, + "execution_count": 95, "metadata": {}, "output_type": "execute_result" } @@ -1604,7 +1604,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 96, "metadata": {}, "outputs": [ { @@ -1891,7 +1891,7 @@ "9 Democrats " ] }, - "execution_count": 54, + "execution_count": 96, "metadata": {}, "output_type": "execute_result" } @@ -1955,7 +1955,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 97, "metadata": {}, "outputs": [ { @@ -2503,7 +2503,7 @@ "17 37 " ] }, - "execution_count": 55, + "execution_count": 97, "metadata": {}, "output_type": "execute_result" } @@ -2555,10 +2555,203 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 98, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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YearQuarterGDP_GrowthRecessionUnemployment_RateInflation_RateGas_PricesSP500_Return_RateConsumer_ConfidenceFederal_Funds_RateDebt_Percent_ChangeEgg_PricePresidentPresident_PartyHouse_MajoritySenate_Majority
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28195710.63823False3.93.412762.132280.130657NaN2.93-0.204442-1.219858EisenhowerRepublicanDemocratsDemocrats
\n", + "
" + ], + "text/plain": [ + " Year Quarter GDP_Growth Recession Unemployment_Rate Inflation_Rate \\\n", + "24 1956 1 -0.38880 True 4.0 0.24882 \n", + "25 1956 2 0.82318 False 4.2 1.04647 \n", + "26 1956 3 -0.08974 True 4.1 2.01668 \n", + "27 1956 4 1.63251 False 4.1 2.58161 \n", + "28 1957 1 0.63823 False 3.9 3.41276 \n", + "\n", + " Gas_Prices SP500_Return_Rate Consumer_Confidence Federal_Funds_Rate \\\n", + "24 0.00000 9.830277 NaN 2.48 \n", + "25 0.88496 2.479559 98.2 2.69 \n", + "26 3.03711 -4.279415 99.9 2.81 \n", + "27 -0.85837 -0.793072 100.2 2.93 \n", + "28 2.13228 0.130657 NaN 2.93 \n", + "\n", + " Debt_Percent_Change Egg_Price President President_Party House_Majority \\\n", + "24 -0.148249 -0.138338 Eisenhower Republican Democrats \n", + "25 -0.148249 -0.138338 Eisenhower Republican Democrats \n", + "26 -0.148249 -0.138338 Eisenhower Republican Democrats \n", + "27 -0.148249 -0.138338 Eisenhower Republican Democrats \n", + "28 -0.204442 -1.219858 Eisenhower Republican Democrats \n", + "\n", + " Senate_Majority \n", + "24 Democrats \n", + "25 Democrats \n", + "26 Democrats \n", + "27 Democrats \n", + "28 Democrats " + ] + }, + "execution_count": 98, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Filter the economic_df to start from 1956\n", + "economic_df = economic_df[economic_df['Year'] >= 1956]\n", + "\n", + "# Display the updated DataFrame\n", + "economic_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 99, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "# Save economic_df to a CSV file\n", + "economic_df.to_csv('final_economic_data.csv', index=False)\n", + "\n", + "# Save result_df to a CSV file\n", + "result_df.to_csv('final_election_results.csv', index=False)" + ] }, { "cell_type": "code", diff --git a/SidLamsal-MiniProject/MiniProjectCode/final_economic_data.csv b/SidLamsal-MiniProject/MiniProjectCode/final_economic_data.csv new file mode 100644 index 0000000..b6de63f --- /dev/null +++ b/SidLamsal-MiniProject/MiniProjectCode/final_economic_data.csv @@ -0,0 +1,277 @@ +Year,Quarter,GDP_Growth,Recession,Unemployment_Rate,Inflation_Rate,Gas_Prices,SP500_Return_Rate,Consumer_Confidence,Federal_Funds_Rate,Debt_Percent_Change,Egg_Price,President,President_Party,House_Majority,Senate_Majority +1956,1,-0.3888,True,4.0,0.24882,0.0,9.830276725999987,,2.48,-0.14824858741575575,-0.13833815487817036,Eisenhower,Republican,Democrats,Democrats +1956,2,0.82318,False,4.2,1.04647,0.88496,2.4795585799999964,98.2,2.69,-0.14824858741575575,-0.13833815487817036,Eisenhower,Republican,Democrats,Democrats +1956,3,-0.08974,True,4.1,2.01668,3.03711,-4.279415194000002,99.9,2.81,-0.14824858741575575,-0.13833815487817036,Eisenhower,Republican,Democrats,Democrats +1956,4,1.63251,False,4.1,2.58161,-0.85837,-0.7930719713999945,100.2,2.93,-0.14824858741575575,-0.13833815487817036,Eisenhower,Republican,Democrats,Democrats +1957,1,0.63823,False,3.9,3.41276,2.13228,0.13065727999999055,,2.93,-0.2044423305342491,-1.21985837643811,Eisenhower,Republican,Democrats,Democrats +1957,2,-0.21938,True,4.1,3.61238,0.97971,8.654753984000019,92.9,3.0,-0.2044423305342491,-1.21985837643811,Eisenhower,Republican,Democrats,Democrats +1957,3,0.97515,False,4.2,3.46553,-0.69881,-14.138592386000004,,3.23,-0.2044423305342491,-1.21985837643811,Eisenhower,Republican,Democrats,Democrats +1957,4,-1.03993,True,4.9,3.0853,-0.2809,0.8096217920000148,83.7,3.25,-0.2044423305342491,-1.21985837643811,Eisenhower,Republican,Democrats,Democrats +1958,1,-2.63019,True,6.3,3.45614,-1.13155,4.065172459999999,78.5,1.87,0.5331937411358734,1.2538308352753935,Eisenhower,Republican,Democrats,Democrats +1958,2,0.65475,False,7.4,3.27225,-0.71378,9.663948600799998,80.9,0.94,0.5331937411358734,1.2538308352753935,Eisenhower,Republican,Democrats,Democrats +1958,3,2.28676,False,7.3,2.2998,2.68567,11.779025452000024,,1.32,0.5331937411358734,1.2538308352753935,Eisenhower,Republican,Democrats,Democrats +1958,4,2.31131,False,6.4,1.91315,-3.1164,10.04830994000001,90.8,2.16,0.5331937411358734,1.2538308352753935,Eisenhower,Republican,Democrats,Democrats +1959,1,1.90024,False,5.8,0.89317,0.0,3.473496672200005,,2.58,0.7481121498015497,-3.5174499961285965,Eisenhower,Republican,Democrats,Democrats +1959,2,2.22842,False,5.1,0.39175,1.71188,5.427814286900001,95.3,3.08,0.7481121498015497,-3.5174499961285965,Eisenhower,Republican,Democrats,Democrats +1959,3,0.0697,False,5.3,0.96841,0.84508,-3.835374688000004,,3.57,0.7481121498015497,-3.5174499961285965,Eisenhower,Republican,Democrats,Democrats +1959,4,0.28458,False,5.6,1.47414,2.76643,2.60129958819999,93.8,3.99,0.7481121498015497,-3.5174499961285965,Eisenhower,Republican,Democrats,Democrats +1960,1,2.22372,False,5.1,1.39112,-1.51206,-3.1444979896000036,100.0,3.93,0.14237391918818787,1.8199508596207448,Eisenhower,Republican,Democrats,Democrats +1960,2,-0.53981,True,5.2,1.82486,0.13841,1.0716662360000129,93.3,3.7,0.14237391918818787,1.8199508596207448,Eisenhower,Republican,Democrats,Democrats +1960,3,0.48873,False,5.5,1.35876,2.72868,-2.9193101824000034,97.2,2.94,0.14237391918818787,1.8199508596207448,Eisenhower,Republican,Democrats,Democrats +1960,4,-1.29143,True,6.3,1.39598,-0.26954,12.0986857718,90.1,2.3,0.14237391918818787,1.8199508596207448,Eisenhower,Republican,Democrats,Democrats +1961,1,0.67275,False,6.8,1.50811,-0.81301,11.069802536000006,91.6,1.99,0.2297253544996769,0.003382835502718784,Kennedy,Democrat,Democrats,Democrats +1961,2,1.6836,False,7.0,0.8679,-3.6015,0.13634208239998724,92.5,1.73,0.2297253544996769,0.003382835502718784,Kennedy,Democrat,Democrats,Democrats +1961,3,1.90216,False,6.8,1.20536,3.05579,4.663206137600007,99.2,1.68,0.2297253544996769,0.003382835502718784,Kennedy,Democrat,Democrats,Democrats +1961,4,1.94268,False,6.2,0.70517,-0.96221,2.286443913200009,93.0,2.4,0.2297253544996769,0.003382835502718784,Kennedy,Democrat,Democrats,Democrats +1962,1,1.76794,False,5.6,0.89366,-0.41523,-0.749846923600006,99.9,2.46,0.789123210320164,-1.4678550943897695,Kennedy,Democrat,Democrats,Democrats +1962,2,0.90069,False,5.5,1.30741,1.10346,-15.543226691199985,95.4,2.61,0.789123210320164,-1.4678550943897695,Kennedy,Democrat,Democrats,Democrats +1962,3,1.22207,False,5.6,1.20214,-0.55021,-0.5168064051999988,91.6,2.85,0.789123210320164,-1.4678550943897695,Kennedy,Democrat,Democrats,Democrats +1962,4,0.32886,False,5.5,1.30043,2.04785,16.80697456000002,95.0,2.92,0.789123210320164,-1.4678550943897695,Kennedy,Democrat,Democrats,Democrats +1963,1,1.08617,False,5.8,1.22896,-0.81412,6.542354352000013,98.4,2.97,0.635991887328613,0.37742076858768847,Kennedy / L. Johnson,Democrat,Democrats,Democrats +1963,2,1.11616,False,5.7,1.03684,-1.92578,1.2445550732000044,91.7,2.96,0.635991887328613,0.37742076858768847,Kennedy / L. Johnson,Democrat,Democrats,Democrats +1963,3,2.17501,False,5.5,1.36384,1.51622,6.537604834999988,96.4,3.33,0.635991887328613,0.37742076858768847,Kennedy / L. Johnson,Democrat,Democrats,Democrats +1963,4,0.65376,False,5.6,1.39346,-0.68634,5.471608280300022,94.4,3.45,0.635991887328613,0.37742076858768847,Kennedy / L. Johnson,Democrat,Democrats,Democrats +1964,1,2.08679,False,5.5,1.48748,,5.331148748399972,99.5,3.46,0.4750319279826387,-0.2464791333472438,Kennedy / L. Johnson,Democrat,Democrats,Democrats +1964,2,1.08318,False,5.2,1.46288,,4.860012908000022,98.5,3.49,0.4750319279826387,-0.2464791333472438,Kennedy / L. Johnson,Democrat,Democrats,Democrats +1964,3,1.55052,False,5.0,1.07422,,2.699869649300024,100.6,3.46,0.4750319279826387,-0.2464791333472438,Kennedy / L. Johnson,Democrat,Democrats,Democrats +1964,4,0.30871,False,5.0,1.2661,,2.2400890307999966,99.9,3.58,0.4750319279826387,-0.2464791333472438,Kennedy / L. Johnson,Democrat,Democrats,Democrats +1965,1,2.39109,False,4.9,1.16392,,2.903975979200024,102.0,3.98,0.44305022770636526,-0.616206551373577,L. Johnson,Democrat,Democrats,Democrats +1965,2,1.25556,False,4.7,1.64622,,-2.760881023000006,105.4,4.08,0.44305022770636526,-0.616206551373577,L. Johnson,Democrat,Democrats,Democrats +1965,3,2.19881,False,4.4,1.71766,,8.441228,103.4,4.08,0.44305022770636526,-0.616206551373577,L. Johnson,Democrat,Democrats,Democrats +1965,4,2.27776,False,4.1,1.78457,,2.8649130935999967,102.9,4.17,0.44305022770636526,-0.616206551373577,L. Johnson,Democrat,Democrats,Democrats +1966,1,2.40469,False,3.9,2.41824,0.39604,-1.0952789464000023,100.0,4.56,0.2068428135145739,3.112654867590736,L. Johnson,Democrat,Democrats,Democrats +1966,2,0.34089,False,3.8,2.68868,0.78741,-5.523052388800009,95.7,4.91,0.2068428135145739,3.112654867590736,L. Johnson,Democrat,Democrats,Democrats +1966,3,0.84327,False,3.8,3.27177,1.55645,-9.314902446400009,91.2,5.41,0.2068428135145739,3.112654867590736,L. Johnson,Democrat,Democrats,Democrats +1966,4,0.81706,False,3.7,3.56955,0.38536,10.459337955199999,88.3,5.56,0.2068428135145739,3.112654867590736,L. Johnson,Democrat,Democrats,Democrats +1967,1,0.88189,False,3.8,2.87081,0.51151,8.576615170099998,94.1,4.82,0.4898024324898165,-4.783465302905654,L. Johnson,Democrat,Democrats,Democrats +1967,2,0.06133,False,3.8,2.56675,1.14142,3.0604931594000018,95.9,3.99,0.4898024324898165,-4.783465302905654,L. Johnson,Democrat,Democrats,Democrats +1967,3,0.94163,False,3.8,2.70823,0.50315,3.6340555249999795,97.0,3.89,0.4898024324898165,-4.783465302905654,L. Johnson,Democrat,Democrats,Democrats +1967,4,0.75103,False,3.9,2.99037,-0.12555,0.12040391359997571,92.9,4.17,0.4898024324898165,-4.783465302905654,L. Johnson,Democrat,Democrats,Democrats +1968,1,2.01876,False,3.7,3.74115,0.75094,1.4657345296000157,97.2,4.79,1.5980187639324406,1.822211820763675,L. Johnson,Democrat,Democrats,Democrats +1968,2,1.65658,False,3.6,4.1206,-0.5,5.628051631999997,92.4,5.98,1.5980187639324406,1.822211820763675,L. Johnson,Democrat,Democrats,Democrats +1968,3,0.77153,False,3.5,4.47761,1.12151,4.2733903904,92.4,5.95,1.5980187639324406,1.822211820763675,L. Johnson,Democrat,Democrats,Democrats +1968,4,0.392,False,3.4,4.62598,0.12384,-1.0107223309000157,91.7,5.92,1.5980187639324406,1.822211820763675,L. Johnson,Democrat,Democrats,Democrats +1969,1,1.55232,False,3.4,4.87329,1.3522,0.07588305679999685,98.2,6.57,0.43886238732362415,3.8227781675592487,Nixon,Republican,Democrats,Democrats +1969,2,0.30289,False,3.4,5.50193,2.174,-5.775636781300008,91.5,8.33,0.43886238732362415,3.8227781675592487,Nixon,Republican,Democrats,Democrats +1969,3,0.65778,False,3.6,5.52381,-0.23923,1.7029371860000087,86.4,8.98,0.43886238732362415,3.8227781675592487,Nixon,Republican,Democrats,Democrats +1969,4,-0.4894,True,3.6,5.83255,-0.48019,-4.646226230000005,79.7,8.94,0.43886238732362415,3.8227781675592487,Nixon,Republican,Democrats,Democrats +1970,1,-0.149,True,4.2,6.22677,-0.72464,-3.969826199999993,78.1,8.56,1.1939858389806934,-0.25229938201822844,Nixon,Republican,Democrats,Democrats +1970,2,0.14162,False,4.8,6.03843,1.92083,-10.979246751999995,75.4,7.88,1.1939858389806934,-0.25229938201822844,Nixon,Republican,Democrats,Democrats +1970,3,0.91725,False,5.2,5.68592,-0.47676,12.519704196799974,77.6,6.71,1.1939858389806934,-0.25229938201822844,Nixon,Republican,Democrats,Democrats +1970,4,-1.07736,True,5.8,5.6,1.18766,11.798560979599992,72.4,5.57,1.1939858389806934,-0.25229938201822844,Nixon,Republican,Democrats,Democrats +1971,1,2.67992,False,5.9,4.8119,-0.47337,11.027921231500004,78.1,3.86,1.785630694066076,-3.8952899392168505,Nixon,Republican,Democrats,Democrats +1971,2,0.53936,False,5.9,4.31406,-2.03722,-3.1398556960000046,80.2,4.57,1.785630694066076,-3.8952899392168505,Nixon,Republican,Democrats,Democrats +1971,3,0.81908,False,6.0,4.26985,2.51059,-0.9451860272000068,82.1,5.48,1.785630694066076,-3.8952899392168505,Nixon,Republican,Democrats,Democrats +1971,4,0.23459,False,5.9,3.53535,0.58858,7.006596173599999,82.0,4.75,1.785630694066076,-3.8952899392168505,Nixon,Republican,Democrats,Democrats +1972,1,1.82054,False,5.8,3.50584,-1.29949,6.084793950799994,92.8,3.55,1.7810718026042283,-0.14705343769813028,Nixon,Republican,Democrats,Democrats +1972,2,2.24392,False,5.7,3.22581,-0.47676,-0.7627357199999962,88.6,4.3,1.7810718026042283,-0.14705343769813028,Nixon,Republican,Democrats,Democrats +1972,3,0.93966,False,5.6,3.0303,2.71083,2.9548639004000066,95.2,4.74,1.7810718026042283,-0.14705343769813028,Nixon,Republican,Democrats,Democrats +1972,4,1.66057,False,5.4,3.33333,1.50032,8.747319622499994,90.7,5.15,1.7810718026042283,-0.14705343769813028,Nixon,Republican,Democrats,Democrats +1973,1,2.44481,False,4.9,4.1129,1.02565,-6.189493766499988,81.9,6.54,1.7599200615983746,8.709147566550591,Nixon / Ford,Republican,Democrats,Democrats +1973,2,1.08286,False,4.9,5.60897,4.10941,-3.3534141696999975,77.0,7.82,1.7599200615983746,8.709147566550591,Nixon / Ford,Republican,Democrats,Democrats +1973,3,-0.52723,True,4.8,6.83625,2.15294,4.581073279999992,72.0,10.56,1.7599200615983746,8.709147566550591,Nixon / Ford,Republican,Democrats,Democrats +1973,4,0.94475,False,4.8,8.41857,6.69318,-11.717804755000005,76.5,10.0,1.7599200615983746,8.709147566550591,Nixon / Ford,Republican,Democrats,Democrats +1974,1,-0.86342,True,5.1,9.91479,16.06746,-2.9286582321999988,61.8,9.33,0.910681845559691,0.10072050320475423,Nixon / Ford,Republican,Democrats,Democrats +1974,2,0.23741,False,5.2,10.54628,10.07698,-13.355676109000003,72.1,11.25,0.910681845559691,0.10072050320475423,Nixon / Ford,Republican,Democrats,Democrats +1974,3,-0.94977,True,5.6,11.45833,1.21953,-11.332392251199986,64.4,12.1,0.910681845559691,0.10072050320475423,Nixon / Ford,Republican,Democrats,Democrats +1974,4,-0.38916,True,6.6,12.04644,-4.25596,5.829772794200028,59.5,9.34,0.910681845559691,0.10072050320475423,Nixon / Ford,Republican,Democrats,Democrats +1975,1,-1.22511,True,8.3,11.1346,0.55183,18.0503841293,57.6,6.31,2.9279258725601665,-0.47510715395497893,Ford,Republican,Democrats,Democrats +1975,2,0.71216,False,8.9,9.54015,3.62834,10.266032851700002,72.8,5.42,2.9279258725601665,-0.47510715395497893,Ford,Republican,Democrats,Democrats +1975,3,1.69755,False,8.5,8.67824,7.16681,-3.207687849999996,75.7,6.16,2.9279258725601665,-0.47510715395497893,Ford,Republican,Democrats,Democrats +1975,4,1.3381,False,8.3,7.38342,-0.77932,10.465759123999984,75.6,5.41,2.9279258725601665,-0.47510715395497893,Ford,Republican,Democrats,Democrats +1976,1,2.22454,False,7.7,6.34115,-1.93902,6.168587840000006,84.6,4.83,3.861221757300859,2.133010270590052,Ford,Republican,Democrats,Democrats +1976,2,0.7307,False,7.6,6.01504,0.21731,3.200372685999975,83.3,5.2,3.861221757300859,2.133010270590052,Ford,Republican,Democrats,Democrats 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Bush,Republican,Democrats,Democrats +1989,2,0.7602,False,5.2,5.16019,16.85225,10.663858703999995,90.9,9.73,2.365361071110361,5.442210203586839,G.H.W. Bush,Republican,Democrats,Democrats +1989,3,0.73801,False,5.2,4.70588,-3.75379,5.476571564599975,92.5,9.08,2.365361071110361,5.442210203586839,G.H.W. Bush,Republican,Democrats,Democrats +1989,4,0.19679,False,5.4,4.62732,-4.92821,-1.3490509725999855,91.8,8.61,2.365361071110361,5.442210203586839,G.H.W. Bush,Republican,Democrats,Democrats +1990,1,1.08695,False,5.3,5.23288,3.23823,0.31165987399999207,91.3,8.25,3.1378361936627464,1.1486212384098415,G.H.W. Bush,Republican,Democrats,Democrats +1990,2,0.36231,False,5.3,4.58345,2.95696,7.324186476499994,90.9,8.24,3.1378361936627464,1.1486212384098415,G.H.W. Bush,Republican,Democrats,Democrats +1990,3,0.06656,False,5.7,5.56447,10.66906,-13.903750076799993,79.1,8.16,3.1378361936627464,1.1486212384098415,G.H.W. Bush,Republican,Democrats,Democrats +1990,4,-0.91457,True,6.1,6.27648,13.63967,6.963605204200007,65.1,7.74,3.1378361936627464,1.1486212384098415,G.H.W. Bush,Republican,Democrats,Democrats +1991,1,-0.46904,True,6.6,5.25905,-16.19383,17.6020105344,75.0,6.43,3.1847529572872846,-0.6059296774833967,G.H.W. Bush,Republican,Democrats,Democrats +1991,2,0.77667,False,6.8,4.84661,-1.60485,0.9506910860000106,80.7,5.86,3.1847529572872846,-0.6059296774833967,G.H.W. Bush,Republican,Democrats,Democrats +1991,3,0.50409,False,6.9,3.852,0.20202,2.556229527999987,82.6,5.65,3.1847529572872846,-0.6059296774833967,G.H.W. Bush,Republican,Democrats,Democrats +1991,4,0.34794,False,7.1,2.96536,-0.64114,8.39085783679998,71.9,4.82,3.1847529572872846,-0.6059296774833967,G.H.W. Bush,Republican,Democrats,Democrats +1992,1,1.19014,False,7.4,2.89389,-5.28267,-1.3481102440000114,70.8,4.02,2.618939916512897,-2.940821366088542,G.H.W. Bush,Republican,Democrats,Democrats +1992,2,1.07847,False,7.6,3.07352,5.89017,2.636077157899974,78.9,3.77,2.618939916512897,-2.940821366088542,G.H.W. Bush,Republican,Democrats,Democrats +1992,3,0.98326,False,7.6,3.07467,3.08124,0.12795385040000884,76.1,3.26,2.618939916512897,-2.940821366088542,G.H.W. Bush,Republican,Democrats,Democrats +1992,4,1.03746,False,7.4,3.12197,-0.88482,6.268820352800009,83.2,3.03,2.618939916512897,-2.940821366088542,G.H.W. Bush,Republican,Democrats,Democrats +1993,1,0.1668,False,7.1,3.17308,-3.48327,2.514626468000025,87.3,3.04,2.068396570066744,1.8984665860742878,Clinton,Democrat,Democrats,Democrats +1993,2,0.58048,False,7.1,3.125,1.35412,1.657221758399996,82.5,3.0,2.068396570066744,1.8984665860742878,Clinton,Democrat,Democrats,Democrats +1993,3,0.47602,False,6.8,2.81723,-2.24423,4.412618623999998,77.4,3.06,2.068396570066744,1.8984665860742878,Clinton,Democrat,Democrats,Democrats +1993,4,1.35098,False,6.6,2.7693,0.13746,2.655750548599989,84.0,2.99,2.068396570066744,1.8984665860742878,Clinton,Democrat,Democrats,Democrats +1994,1,0.96569,False,6.6,2.53961,-4.71089,-4.798652055999996,93.0,3.21,1.5571618005153276,-0.6191237809358374,Clinton,Democrat,Democrats,Democrats +1994,2,1.34608,False,6.2,2.3826,3.53644,1.6504208168000023,92.2,3.94,1.5571618005153276,-0.6191237809358374,Clinton,Democrat,Democrats,Democrats +1994,3,0.58288,False,6.0,2.85517,6.81586,3.467984873600005,90.7,4.49,1.5571618005153276,-0.6191237809358374,Clinton,Democrat,Democrats,Democrats +1994,4,1.13906,False,5.6,2.60333,-1.17533,1.0196043694999934,93.1,5.17,1.5571618005153276,-0.6191237809358374,Clinton,Democrat,Democrats,Democrats +1995,1,0.35415,False,5.5,2.84026,-3.74751,9.906376902400016,94.3,5.8,1.4656914987312808,1.298691707229782,Clinton,Democrat,Republicans,Republicans +1995,2,0.29788,False,5.7,3.09535,5.4731,10.422126815000032,91.7,6.02,1.4656914987312808,1.298691707229782,Clinton,Democrat,Republicans,Republicans +1995,3,0.84713,False,5.7,2.66398,-1.75843,5.197637645200026,93.2,5.8,1.4656914987312808,1.298691707229782,Clinton,Democrat,Republicans,Republicans +1995,4,0.67679,False,5.6,2.62631,-4.84617,5.999332006400038,89.8,5.72,1.4656914987312808,1.298691707229782,Clinton,Democrat,Republicans,Republicans +1996,1,0.74626,False,5.5,2.78392,2.41879,5.899576399999984,90.5,5.37,1.2375375416489698,3.8985474304277012,Clinton,Democrat,Republicans,Republicans +1996,2,1.65419,False,5.5,2.82709,11.25711,0.052709216000002,91.5,5.24,1.2375375416489698,3.8985474304277012,Clinton,Democrat,Republicans,Republicans +1996,3,0.89303,False,5.3,2.90013,-3.64456,9.494899299199977,94.9,5.31,1.2375375416489698,3.8985474304277012,Clinton,Democrat,Republicans,Republicans +1996,4,1.03302,False,5.3,3.2314,-0.12484,9.77632556000001,97.5,5.28,1.2375375416489698,3.8985474304277012,Clinton,Democrat,Republicans,Republicans +1997,1,0.64337,False,5.2,2.94497,0.28068,0.17635579120001132,99.0,5.28,0.889226041305724,-0.3852688344446853,Clinton,Democrat,Republicans,Republicans +1997,2,1.65151,False,5.0,2.30179,-1.60104,21.65635277519997,103.0,5.52,0.889226041305724,-0.3852688344446853,Clinton,Democrat,Republicans,Republicans +1997,3,1.24084,False,4.9,2.22505,1.28912,3.2196437225000096,105.8,5.53,0.889226041305724,-0.3852688344446853,Clinton,Democrat,Republicans,Republicans +1997,4,0.85024,False,4.7,1.89076,-2.59508,1.6932344119999998,105.0,5.51,0.889226041305724,-0.3852688344446853,Clinton,Democrat,Republicans,Republicans +1998,1,0.99875,False,4.6,1.48256,-10.4328,15.870739544000001,107.8,5.52,0.5180550798703276,-0.8330691600937024,Clinton,Democrat,Republicans,Republicans +1998,2,0.92143,False,4.4,1.58333,-0.49947,4.365254199199997,106.9,5.5,0.5180550798703276,-0.8330691600937024,Clinton,Democrat,Republicans,Republicans +1998,3,1.25108,False,4.5,1.59619,-2.09621,-10.387187263000008,103.5,5.53,0.5180550798703276,-0.8330691600937024,Clinton,Democrat,Republicans,Republicans +1998,4,1.59639,False,4.4,1.52577,-3.19137,21.35351838499997,100.2,4.86,0.5180550798703276,-0.8330691600937024,Clinton,Democrat,Republicans,Republicans +1999,1,0.93505,False,4.3,1.68724,-4.5515,7.218994129999978,105.9,4.73,0.5833365816731106,-1.4182363498854378,Clinton,Democrat,Republicans,Republicans +1999,2,0.83128,False,4.3,2.11239,16.81463,3.7785455719999916,106.2,4.75,0.5833365816731106,-1.4182363498854378,Clinton,Democrat,Republicans,Republicans +1999,3,1.31717,False,4.2,2.34646,6.14484,-5.562168274000001,105.9,5.1,0.5833365816731106,-1.4182363498854378,Clinton,Democrat,Republicans,Republicans +1999,4,1.62735,False,4.1,2.61982,3.33159,9.987647250800013,105.3,5.3,0.5833365816731106,-1.4182363498854378,Clinton,Democrat,Republicans,Republicans +2000,1,0.36214,False,4.0,3.25779,8.8502,2.8016324895999922,110.1,5.68,0.07905423837051284,0.7115432973961111,Clinton,Democrat,Republicans,Republicans +2000,2,1.8049,False,3.9,3.29383,8.94614,1.082213176000013,108.8,6.27,0.07905423837051284,0.7115432973961111,Clinton,Democrat,Republicans,Republicans +2000,3,0.10188,False,4.0,3.4689,0.91002,-5.352329080800001,107.5,6.52,0.07905423837051284,0.7115432973961111,Clinton,Democrat,Republicans,Republicans +2000,4,0.59526,False,3.9,3.4435,-1.49578,-3.623132405600016,103.9,6.47,0.07905423837051284,0.7115432973961111,Clinton,Democrat,Republicans,Republicans +2001,1,-0.32834,True,4.2,3.40976,-4.06624,-10.625303596000002,92.3,5.6,0.5821414332006114,0.8436401276305627,G.W. Bush,Republican,Republicans,Republicans / Democrats12 +2001,2,0.62256,False,4.4,3.32491,11.11696,1.5505078911999925,91.0,4.33,0.5821414332006114,0.8436401276305627,G.W. Bush,Republican,Republicans,Republicans / Democrats12 +2001,3,-0.40144,True,4.8,2.67823,-10.87782,-10.304981125000001,88.6,3.5,0.5821414332006114,0.8436401276305627,G.W. Bush,Republican,Republicans,Republicans / Democrats12 +2001,4,0.2744,False,5.5,1.87488,-17.9777,6.274452294999988,85.1,2.13,0.5821414332006114,0.8436401276305627,G.W. Bush,Republican,Republicans,Republicans / Democrats12 +2002,1,0.83288,False,5.7,1.23176,-4.18417,-2.1261645424999975,93.1,1.73,1.764111216355313,0.3192581654087201,G.W. Bush,Republican,Republicans,Republicans / Democrats12 +2002,2,0.61084,False,5.8,1.31728,17.90591,-18.4105951744,94.1,1.75,1.764111216355313,0.3192581654087201,G.W. Bush,Republican,Republicans,Republicans / Democrats12 +2002,3,0.40569,False,5.7,1.57628,0.33177,-4.993926583200004,87.3,1.74,1.764111216355313,0.3192581654087201,G.W. Bush,Republican,Republicans,Republicans / Democrats12 +2002,4,0.12353,False,5.9,2.25352,1.23441,5.288901694400017,83.8,1.44,1.764111216355313,0.3192581654087201,G.W. Bush,Republican,Republicans,Republicans / Democrats12 +2003,1,0.52526,False,5.9,2.97641,11.81465,-0.16820306590000778,80.0,1.25,2.1569429665285966,3.0867797793255214,G.W. Bush,Republican,Republicans,Republicans +2003,2,0.88172,False,6.1,2.00594,-3.14987,11.980546019999982,89.3,1.25,2.1569429665285966,3.0867797793255214,G.W. Bush,Republican,Republicans,Republicans +2003,3,1.64952,False,6.1,2.21689,3.6573,5.075215948400014,89.3,1.02,2.1569429665285966,3.0867797793255214,G.W. Bush,Republican,Republicans,Republicans +2003,4,1.15404,False,5.8,2.00184,-5.21944,9.449362381799986,92.0,1.0,2.1569429665285966,3.0867797793255214,G.W. Bush,Republican,Republicans,Republicans +2004,1,0.56505,False,5.7,1.81785,8.42142,0.46806500389999783,98.0,1.0,2.1271000770169524,1.4703266967765805,G.W. Bush,Republican,Republicans,Republicans +2004,2,0.77196,False,5.6,2.78587,15.01411,-2.018295961599992,93.3,1.01,2.1271000770169524,1.4703266967765805,G.W. Bush,Republican,Republicans,Republicans +2004,3,0.94412,False,5.4,2.67486,-2.35783,1.4527093579999706,95.6,1.43,2.1271000770169524,1.4703266967765805,G.W. Bush,Republican,Republicans,Republicans +2004,4,1.01504,False,5.4,3.38495,3.51622,6.177213016500027,93.9,1.95,2.1271000770169524,1.4703266967765805,G.W. Bush,Republican,Republicans,Republicans +2005,1,1.10326,False,5.3,3.03517,-1.92468,-1.0284847312000078,94.1,2.47,1.8251918186885652,-3.9070821879740314,G.W. Bush,Republican,Republicans,Republicans +2005,2,0.49142,False,5.1,2.92294,13.39362,5.423452737199996,90.2,2.94,1.8251918186885652,-3.9070821879740314,G.W. Bush,Republican,Republicans,Republicans +2005,3,0.78076,False,5.0,3.81975,15.07556,-2.0446127415999937,87.5,3.46,1.8251918186885652,-3.9070821879740314,G.W. Bush,Republican,Republicans,Republicans +2005,4,0.55398,False,5.0,3.67468,-5.63794,7.745659736800015,82.4,3.98,1.8251918186885652,-3.9070821879740314,G.W. Bush,Republican,Republicans,Republicans +2006,1,1.33641,False,4.7,3.69087,-3.40849,2.2814596159999923,88.9,4.45,1.7626446894998038,1.1699873752709644,G.W. Bush,Republican,Republicans,Republicans +2006,2,0.25842,False,4.6,3.92427,19.83342,-2.783636855199989,83.8,4.91,1.7626446894998038,1.1699873752709644,G.W. Bush,Republican,Republicans,Republicans +2006,3,0.14984,False,4.6,3.34012,-0.64459,8.674518319400004,84.0,5.25,1.7626446894998038,1.1699873752709644,G.W. Bush,Republican,Republicans,Republicans +2006,4,0.85578,False,4.4,1.9654,-22.37285,4.911931699999994,92.5,5.24,1.7626446894998038,1.1699873752709644,G.W. Bush,Republican,Republicans,Republicans +2007,1,0.30038,False,4.5,2.43165,4.28824,3.232462064000008,92.2,5.25,1.4399768217195241,5.865728789434388,G.W. Bush,Republican,Democrats,Democrats13 +2007,2,0.6099,False,4.5,2.66529,23.39159,4.332852698200029,86.9,5.25,1.4399768217195241,5.865728789434388,G.W. Bush,Republican,Democrats,Democrats13 +2007,3,0.57437,False,4.7,2.34897,-5.28167,1.693417693999999,85.7,5.07,1.4399768217195241,5.865728789434388,G.W. Bush,Republican,Democrats,Democrats13 +2007,4,0.62627,False,4.8,4.03114,3.85441,-10.028635638400008,77.5,4.5,1.4399768217195241,5.865728789434388,G.W. Bush,Republican,Democrats,Democrats13 +2008,1,-0.42768,True,5.0,4.13704,4.92317,-0.08488841279999937,72.9,3.18,2.7105842080476394,3.133851324847936,G.W. Bush,Republican,Democrats,Democrats13 +2008,2,0.59366,False,5.3,4.31042,18.67865,-7.769432959999989,59.6,2.08,2.7105842080476394,3.133851324847936,G.W. Bush,Republican,Democrats,Democrats13 +2008,3,-0.52664,True,6.0,5.2525,2.65347,-22.458467563500008,64.8,1.94,2.7105842080476394,3.133851324847936,G.W. Bush,Republican,Democrats,Democrats13 +2008,4,-2.21334,True,6.9,1.5958,-49.85553,-9.931636484999995,57.7,0.51,2.7105842080476394,3.133851324847936,G.W. Bush,Republican,Democrats,Democrats13 +2009,1,-1.14136,True,8.3,-0.18424,-20.02461,-1.1682504639999869,58.3,0.18,4.40186713038575,-4.228500423232973,Obama,Democrat,Democrats,Democrats +2009,2,-0.17881,True,9.3,-0.94214,19.89683,11.125572617599966,68.2,0.18,4.40186713038575,-4.228500423232973,Obama,Democrat,Democrats,Democrats +2009,3,0.35058,False,9.6,-1.60696,10.76105,14.75597312000001,68.4,0.15,4.40186713038575,-4.228500423232973,Obama,Democrat,Democrats,Democrats +2009,4,1.07511,False,9.9,1.48766,1.04058,5.785992855200006,70.2,0.12,4.40186713038575,-4.228500423232973,Obama,Democrat,Democrats,Democrats +2010,1,0.48333,False,9.8,2.35257,4.04368,7.075030565999985,73.9,0.13,3.3002887617869847,0.36485211732444345,Obama,Democrat,Democrats,Democrats +2010,2,0.96293,False,9.6,1.77527,3.70548,-9.357109043200007,73.9,0.19,3.3002887617869847,0.36485211732444345,Obama,Democrat,Democrats,Democrats +2010,3,0.76813,False,9.5,1.20288,-3.31399,9.03404337560001,68.3,0.19,3.3002887617869847,0.36485211732444345,Obama,Democrat,Democrats,Democrats +2010,4,0.52374,False,9.5,1.22978,5.30199,9.970095313399984,71.3,0.19,3.3002887617869847,0.36485211732444345,Obama,Democrat,Democrats,Democrats +2011,1,-0.23749,True,9.0,2.14822,12.59091,4.2695467769999995,73.1,0.15,2.191935515863075,2.1220695914337284,Obama,Democrat,Republicans,Democrats +2011,2,0.6743,False,9.1,3.34611,15.59075,-0.017904836000004476,71.9,0.09,2.191935515863075,2.1220695914337284,Obama,Democrat,Republicans,Democrats +2011,3,-0.02232,True,9.0,3.71595,-4.89174,-8.423296768,59.7,0.08,2.191935515863075,2.1220695914337284,Obama,Democrat,Republicans,Democrats +2011,4,1.11679,False,8.6,3.34473,-7.1025,8.28744239300001,64.8,0.07,2.191935515863075,2.1220695914337284,Obama,Democrat,Republicans,Democrats +2012,1,0.83509,False,8.3,2.82932,6.3031,7.116944076800014,75.5,0.1,2.0901942689896202,0.7685754995754523,Obama,Democrat,Republicans,Democrats +2012,2,0.44534,False,8.2,1.88792,3.96884,-1.4072353780000157,76.3,0.15,2.0901942689896202,0.7685754995754523,Obama,Democrat,Republicans,Democrats +2012,3,0.14392,False,8.0,1.68486,-2.1874,6.278050768400001,75.0,0.14,2.0901942689896202,0.7685754995754523,Obama,Democrat,Republicans,Democrats +2012,4,0.11557,False,7.8,1.90357,-3.84963,3.517262357600015,79.4,0.16,2.0901942689896202,0.7685754995754523,Obama,Democrat,Republicans,Democrats +2013,1,0.98173,False,7.7,1.7402,1.58791,6.637519952000015,76.7,0.14,1.029571098231874,0.7924392570901162,Obama,Democrat,Republicans,Democrats +2013,2,0.26728,False,7.5,1.41472,0.99322,6.759277520000007,81.7,0.12,1.029571098231874,0.7924392570901162,Obama,Democrat,Republicans,Democrats +2013,3,0.84779,False,7.2,1.50495,-0.52136,3.5935660700000094,81.6,0.09,1.029571098231874,0.7924392570901162,Obama,Democrat,Republicans,Democrats +2013,4,0.86796,False,6.9,1.2073,-8.06558,6.461427118400009,76.9,0.09,1.029571098231874,0.7924392570901162,Obama,Democrat,Republicans,Democrats +2014,1,-0.34569,True,6.7,1.42991,3.12055,2.7916369280000186,80.9,0.07,1.5838449450219505,1.9520226236835692,Obama,Democrat,Republicans,Democrats +2014,2,1.28357,False,6.2,2.08034,7.66953,6.350644400000016,82.8,0.09,1.5838449450219505,1.9520226236835692,Obama,Democrat,Republicans,Democrats +2014,3,1.20806,False,6.1,1.79097,-4.5964,-1.3432261689999891,83.0,0.09,1.5838449450219505,1.9520226236835692,Obama,Democrat,Republicans,Democrats +2014,4,0.50446,False,5.7,1.16401,-19.11786,5.195199699699993,89.8,0.1,1.5838449450219505,1.9520226236835692,Obama,Democrat,Republicans,Democrats +2015,1,0.89645,False,5.5,-0.11289,-23.11338,3.7971449423999992,95.5,0.11,0.4548996124597249,3.864693639170147,Obama,Democrat,Republicans,Republicans +2015,2,0.61749,False,5.4,0.03701,15.86682,0.4552594496000095,94.2,0.13,0.4548996124597249,3.864693639170147,Obama,Democrat,Republicans,Republicans +2015,3,0.39945,False,5.1,0.15861,-2.37356,-2.795519065600016,90.7,0.13,0.4548996124597249,3.864693639170147,Obama,Democrat,Republicans,Republicans +2015,4,0.18431,False,5.0,0.40047,-17.99168,-4.737646833999998,91.3,0.16,0.4548996124597249,3.864693639170147,Obama,Democrat,Republicans,Republicans +2016,1,0.57785,False,4.9,0.99184,-13.67905,8.768453066000003,91.6,0.36,1.904641083676295,-6.519272734762849,Obama,Democrat,Republicans,Republicans +2016,2,0.32061,False,4.9,1.11003,17.33982,4.092094069999996,92.4,0.37,1.904641083676295,-6.519272734762849,Obama,Democrat,Republicans,Republicans +2016,3,0.70689,False,4.9,1.15715,-2.06435,0.2408709280000032,90.3,0.39,1.904641083676295,-6.519272734762849,Obama,Democrat,Republicans,Republicans +2016,4,0.55277,False,4.8,1.80698,1.2642,6.712242560000026,93.1,0.45,1.904641083676295,-6.519272734762849,Obama,Democrat,Republicans,Republicans +2017,1,0.48571,False,4.6,2.58713,4.46363,4.218587275000019,97.2,0.7,0.8467933002676453,-2.602305690923179,Trump,Republican,Republicans,Republicans +2017,2,0.55831,False,4.4,1.89059,2.45312,4.524732811800014,96.4,0.95,0.8467933002676453,-2.602305690923179,Trump,Republican,Republicans,Republicans +2017,3,0.78543,False,4.3,1.94494,2.14475,4.68610761249999,95.1,1.15,0.8467933002676453,-2.602305690923179,Trump,Republican,Republicans,Republicans +2017,4,1.12074,False,4.2,2.10778,2.80489,9.595259491199993,98.4,1.2,0.8467933002676453,-2.602305690923179,Trump,Republican,Republicans,Republicans +2018,1,0.81012,False,4.0,2.24862,2.76597,-4.444727215599997,98.9,1.45,1.5340637311286986,2.476971822724683,Trump,Republican,Republicans,Republicans +2018,2,0.52942,False,3.9,2.68679,10.33687,5.756315424799996,98.3,1.74,1.5340637311286986,2.476971822724683,Trump,Republican,Republicans,Republicans +2018,3,0.62176,False,3.8,2.60892,0.51361,0.16057033999998804,98.1,1.93,1.5340637311286986,2.476971822724683,Trump,Republican,Republicans,Republicans +2018,4,0.14154,False,3.8,2.21352,-7.48238,-5.915275724799995,98.1,2.22,1.5340637311286986,2.476971822724683,Trump,Republican,Republicans,Republicans +2019,1,0.62238,False,3.9,1.63002,-10.2147,11.907330082000001,94.5,2.4,1.3697896579024205,-2.7541140785875107,Trump,Republican,Democrats,Republicans +2019,2,0.83168,False,3.6,1.82238,16.26832,3.672780614000004,98.5,2.4,1.3697896579024205,-2.7541140785875107,Trump,Republican,Democrats,Republicans 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final_economic_data.groupby('President_Party')['GDP_Growth'].mean().reset_index()\n", + "\n", + "# Plot the average GDP growth using seaborn\n", + "plt.figure(figsize=(10, 6))\n", + "ax = sns.barplot(x='President_Party', y='GDP_Growth', hue='President_Party', data=average_gdp_growth, palette=party_colors, legend=False)\n", + "ax.set_title('Average GDP Growth under Democratic vs Republican Presidents', fontsize=14, fontweight='bold', color='white')\n", + "ax.set_xlabel('President Party', fontsize=12, color='white')\n", + "ax.set_ylabel('Average GDP Growth', fontsize=12, color='white')\n", + "\n", + "# Set the background color to dark\n", + "ax.set_facecolor('black')\n", + "plt.gcf().set_facecolor('black')\n", + "\n", + "# Add the number at the top of each bar\n", + "for container in ax.containers:\n", + " ax.bar_label(container, fmt='%.2f', label_type='edge', color='white')\n", + "\n", + "# Make the plot clean and minimalistic\n", + "sns.despine()\n", + "plt.grid(False)\n", + "plt.xticks(rotation=0, fontsize=12, color='white')\n", + "plt.yticks(fontsize=12, color='white')\n", + "\n", + "# Add party symbols within the bars\n", + "symbols = {'Democrat': 'DemLogo.png', 'Republican': 'RepLogo.png'}\n", + "for i, bar in enumerate(ax.patches):\n", + " party = average_gdp_growth['President_Party'][i]\n", + " symbol = plt.imread(symbols[party])\n", + " imagebox = OffsetImage(symbol, zoom=0.5) # Adjust zoom level as needed\n", + " ab = AnnotationBbox(imagebox, (bar.get_x() + bar.get_width() / 2, bar.get_height() / 2), frameon=False, box_alignment=(0.5, 0.5))\n", + " ax.add_artist(ab)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Define the colors for the parties\n", + "party_colors = {'Democrat': 'blue', 'Republican': 'red'}\n", + "\n", + "# Calculate the average GDP growth for each party\n", + "average_egg_price_growth = final_economic_data.groupby('President_Party')['Egg_Price'].mean().reset_index()\n", + "\n", + "# Plot the average GDP growth using seaborn\n", + "plt.figure(figsize=(10, 6))\n", + "ax = sns.barplot(x='President_Party', y='Egg_Price', hue='President_Party', data=average_egg_price_growth, palette=party_colors, legend=False)\n", + "ax.set_title('Average Egg Price Growth under Democratic vs Republican Presidents', fontsize=14, fontweight='bold', color='white')\n", + "ax.set_xlabel('President Party', fontsize=12, color='white')\n", + "ax.set_ylabel('Average Egg Price Growth', fontsize=12, color='white')\n", + "\n", + "# Set the background color to dark\n", + "ax.set_facecolor('black')\n", + "plt.gcf().set_facecolor('black')\n", + "\n", + "# Add the number at the top of each bar\n", + "for container in ax.containers:\n", + " ax.bar_label(container, fmt='%.2f', label_type='edge', color='white')\n", + "\n", + "# Make the plot clean and minimalistic\n", + "sns.despine()\n", + "plt.grid(False)\n", + "plt.xticks(rotation=0, fontsize=12, color='white')\n", + "plt.yticks(fontsize=12, color='white')\n", + "\n", + "# Add party symbols within the bars\n", + "symbols = {'Democrat': 'DemLogo.png', 'Republican': 'RepLogo.png'}\n", + "for i, bar in enumerate(ax.patches):\n", + " party = average_gdp_growth['President_Party'][i]\n", + " symbol = plt.imread(symbols[party])\n", + " imagebox = OffsetImage(symbol, zoom=0.5) # Adjust zoom level as needed\n", + " ab = AnnotationBbox(imagebox, (bar.get_x() + bar.get_width() / 2, bar.get_height() / 2), frameon=False, box_alignment=(0.5, 0.5))\n", + " ax.add_artist(ab)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Define the colors for the parties\n", + "party_colors = {'Democrat': 'blue', 'Republican': 'red'}\n", + "\n", + "# Calculate the average GDP growth for each party\n", + "average_gas_price_growth = final_economic_data.groupby('President_Party')['Gas_Prices'].mean().reset_index()\n", + "\n", + "# Plot the average GDP growth using seaborn\n", + "plt.figure(figsize=(10, 6))\n", + "ax = sns.barplot(x='President_Party', y='Gas_Prices', hue='President_Party', data=average_gas_price_growth, palette=party_colors, legend=False)\n", + "ax.set_title('Average Gas Price Growth under Democratic vs Republican Presidents', fontsize=14, fontweight='bold', color='white')\n", + "ax.set_xlabel('President Party', fontsize=12, color='white')\n", + "ax.set_ylabel('Average Gas Price Growth', fontsize=12, color='white')\n", + "\n", + "# Set the background color to dark\n", + "ax.set_facecolor('black')\n", + "plt.gcf().set_facecolor('black')\n", + "\n", + "# Add the number at the top of each bar\n", + "for container in ax.containers:\n", + " ax.bar_label(container, fmt='%.2f', label_type='edge', color='white')\n", + "\n", + "# Make the plot clean and minimalistic\n", + "sns.despine()\n", + "plt.grid(False)\n", + "plt.xticks(rotation=0, fontsize=12, color='white')\n", + "plt.yticks(fontsize=12, color='white')\n", + "\n", + "# Add party symbols within the bars\n", + "symbols = {'Democrat': 'DemLogo.png', 'Republican': 'RepLogo.png'}\n", + "for i, bar in enumerate(ax.patches):\n", + " party = average_gdp_growth['President_Party'][i]\n", + " symbol = plt.imread(symbols[party])\n", + " imagebox = OffsetImage(symbol, zoom=0.5) # Adjust zoom level as needed\n", + " ab = AnnotationBbox(imagebox, (bar.get_x() + bar.get_width() / 2, bar.get_height() / 2), frameon=False, box_alignment=(0.5, 0.5))\n", + " ax.add_artist(ab)\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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QK24e+/Xrpx6XjlVTpkwp9rix7yl29r7npEmTin3dKaecEtnn0ksvdbZu3VrKDBYdb0ki87hhw4YS30+6ybk6FifSmS0Wb7c6r6T73AxCtzJvF8bY8977XLo/sygUCoUC44UFqQkhhBiDRBDIv+CSVvXFF1+ogrbymETKzJ07V0ViSCTN3XffnbZjSu0iSWOSaAaJ1pH7EoUh0RISPSORFVI899FHH0W2kI5V//nPf1R0huguqSMSCSQRASXVWoqttXLUUUepWjFSCFjSnCQlSaKEvvvuO1x88cUqAkeiWIpDumetWbMmcl/q5ZQ1SidRpEaORIpJBIxESkhKlNhE5kHSah555BE1F3/++WeZjyXRNJKiNmbMGGXzdCN1hP7++++o2kKS0iX6HHnkkSoaS/SSqBpJ2ZMaTxLxURJSA0oigcSmbnerWJ5//nm0b98eL774oopSEjuL/WUsYn9Jb5MopWSQNdGiRQt1/kkUmrumZF1IvSBZt9JhrqRzRbqlxdaKiheRFsRzMwhwXgghhBRHjvYSEUIIISSkSCqIt8OWOG1GjRoFv5H0Kkktc1PdJJ2FEEIIIYQED9YcIoQQQkja2GeffVQL7OOPPz7iGJLIEzqGCCGEEEKCC51DhBBCCEkbTz31lIpccpG0JUmFIoQQQgghwYU1hwghhBCSdqRGjdSHkZboUv+JEEIIIYQEF9YcIoQQQgghhBBCCLEYRg4RQgghhBBCCCGEWAydQ4QQQgghhBBCCCEWQ+cQIYQQQgghhBBCiMXQOUQIIYQQQgghhBBiMXQOGUD9+vVx8803qy3xf378sIcNa8AGHQWuV3OwRU/TscWOtuhpOrSjOdCW5mCDLU3Vsb6hesWDziEDyM3NRcWKFdWW+D8/ftjDhjVgg44C16s52KKn6dhiR1v0NB3a0RxoS3OwwZam6phrqF7xsENLQgghhBBCCCGEEFIsdA4RQgghhBBCCCGEWAydQwawfv16fP/992pL/J8fP+xhwxqwQUeB69UcbNHTdGyxoy16mg7taA60pTnYYEtTdVxvqF7xyAHg+D0IQgghhBBCCCGEEOIPjBwygLy8PDRr1kxtif/z44c9bFgDNugocL2agy16mo4tdrRFT9OhHc2BtjQHG2xpqo55huoVDzqHDKB27do499xz1Zb4Pz9+2MOGNWCDjgLXqznYoqfp2GJHW/Q0HdrRHGhLc7DBlqbqWNtQveJB5xAhhBBCCCGEEEKIxdA5RAghhBBCCCGEEGIxdA4RQgghhBBCCCGEWAydQwawfft2rF27Vm2J//Pjhz1sWAM26ChwvZqDLXqaji12tEVP06EdzYG2NAcbbGmqjtsN1SsebGVPCCGEEEIIIYQQYjGMHCKEEEIIIYQQQgixGDqHDKBevXq47rrr1Jb4Pz9+2MOGNWCDjgLXqznYoqfp2GJHW/Q0HdrRHGhLc7DBlqbqWM9QveJB55ABlCtXDtWqVVNb4v/8+GEPG9aADToKXK/mYIuepmOLHW3R03RoR3OgLc3BBluaqmM5Q/WKB51DhBBCCCGEEEIIIRZD5xAhhBBCCCGEEEKIxdA5RAghhBBCCCGEEGIxbGVvAHl5eWjUqBEWL16MrVu3+j0c2D4/ftjDhjVgg44C16s52KKn6dhiR1v0NB3a0RxoS3OwwZam6phnqF7xoHOIEEIIIYQQQgghxGKYVmYAVatWxVFHHaW2xP/58cMeNqwBG3QUuF7NwRY9TccWO9qip+nQjuZAW5qDDbY0VceqhuoVDzqHDKBKlSro1KmT2hL/58cPe9iwBmzQUeB6NQdb9DQdW+xoi56mQzuaA21pDjbY0lQdqxiqVzzoHCKEEEIIIYQQQgixGDqHCCGEEEIIIYQQQiyGziFCCCGEEEIIIYQQi6FzyAA2btyIn3/+WW2J//Pjhz1sWAM26ChwvZqDLXqaji12tEVP06EdzYG2NIew2vK/AHYAmG+wjrbqFQ+2sieEEEIIIYQQQkiE1wCcA2AJgEZ+D4ZkBUYOGUD58uVRt25dtSX+z48f9rBhDdigo8D1ag626Gk6ttjRFj1Nh3Y0B9rSHMJqS8cTTWKqjrbqFQ86hwxAFuzll1+utsT/+fHDHjasARt0FLhezcEWPU3HFjvaoqfp0I7mQFuaQ1htmYxzKKw62qpXPOgcIoQQQgghhBBCSASpN0Tsgs4hQgghhBBCCCGEpBQ5RMyAziFCCCGEEEIIIYQUgc4he6BzyAAcx0FhYaHaEv/nxw972LAGbNBR4Ho1B1v0NB1b7GiLnqZDO5oDbWkOYbXljiScQ2HV0Va94sFW9oQQQgghhBBCCInwEoCLAKwEUMfvwZCswMghQgghhBBCCCGERGDNIfugc8gA6tSpg0suuURtif/z44c9bFgDNugocL2agy16mo4tdrRFT9OhHc2BtjSHsNsyxwIdbdMrHnQOGUCFChXQsGFDtSX+z48f9rBhDdigo8D1ag626Gk6ttjRFj1Nh3Y0B9rSHMJqy2RqDoVVR1v1igedQ4QQQgghhBBCCCkC08rsgc4hQgghhBBCCCGEFKk5RIeBPdDWhBBCCCGEEEIIicCC1PbanRJiqVixorPnnnuqrd9jCaJke378sIcNa8AGHf3Qk+uVelJoR5v0NF1oR3OEtjRHwmrLZwHHAZz1Butoq16IIzn6BiGEEEIIIYQQQgieBXAZgI0AKvs9GJIVmFZmAJUrV8bBBx+stsT/+fHDHjasARt0FLhezcEWPU3HFjvaoqfp0I7mQFuaQ1ht6SThMAirjrbqFQ86hwygWrVq6Natm9oS/+fHD3vYsAZs0FHgejUHW/Q0HVvsaIuepkM7mgNtaQ5ht2WuBTraplc86BwihBBCCCGEEEJIkcghFqS2BzqHCCGEEEIIIYQQUgQ6h+yBziFCCCGEEEIIIYSkVHOImAFtbQCbN2/GrFmz1Jb4Pz9+2MOGNWCDjgLXqznYoqfp2GJHW/Q0HdrRHGhLcwirLXM8DoMcQ3WEpXrFg63sCSGEEEIIIYQQEmEggCv07QoACn0eD8k8jBwygNzcXBQUFKgt8X9+/LCHDWvABh0FrldzsEVP07HFjrboaTq0oznQluYQVlt6I0jKGaojLNUrHnZoaTj169fHjTfeqLbE//nxwx42rAEbdBS4Xs3BFj1NxxY72qKn6dCO5kBbmoMJtixvgY426RUPOocIIYQQQgghhBASIScJ5xAxAzqHCCGEEEIIIYQQUix0DtkBnUOEEEIIIYQQQggpltJqDhEzoHOIEEIIIYQQQgghxToKGDlkB2xlbwA5OTnIy8vD1q1b4Tg0p9/z44c9bFgDNugocL2agy16mo4tdrRFT9OhHc2BtjSHsNryeQB99e2mABYYqGNp5BiqVzzoHCKEEEIIIYQQQkiEFwBcom+3ADDX5/GQzMO0MgOoVasWevfurbbE//nxwx42rAEbdBS4Xs3BFj1NxxY72qKn6dCO5kBbmkNYbZmbRM2hsOoIS/WKB51DBpCfn4+WLVuqLfF/fvywhw1rwAYdBa5Xc7BFT9OxxY626Gk6tKM50JbmEFZbJlNzKKw6wlK94kHnECGEEEIIIYQQQiKwILV90DlECCGEEEIIIYSQqOLELnQO2QGdQ4QQQgghhBBCCEmp5hAxB+lWRgmxFBQUOB07dlRbv8cSRMn2/PhhDxvWgA06+qEn1yv1pNCONulputCO5ghtaY6E1ZZvANK8XclBhupoqu2QorCVPSGEEEIIIYQQQiK8CeAsfbsTgDE+j4dkHqaVGUClSpXQrl07tSX+z48f9rBhDdigo8D1ag626Gk6ttjRFj1Nh3Y0B9rSHMJqy2QKUodVR1iqVzzoHDKAGjVq4OSTT1Zb4v/8+GEPG9aADToKXK/mYIuepmOLHW3R03RoR3OgLc0hrLZMpuZQWHWEpXrFg84hQgghhBBCCCGERGAre/ugc4gQQgghhBBCCCER2MrePugcIoQQQgghhBBCSARGDtkHnUMGsHXrVixcuFBtif/z44c9bFgDNugocL2agy16mo4tdrRFT9OhHc2BtjSHsNoymZpDYdURluoVD7ayJ4QQQgghhBBCSISPAfTSt88A8J7P4yGZh5FDhBBCCCGEEEIIicC0Mvugc8gAGjZsiLvuukttif/z44c9bFgDNugocL2agy16mo4tdrRFT9OhHc2BtjSHsNoymbSysOoIS/WKB51DhBBCCCGEEEIIicDIIfugc4gQQgghhBBCCCER2MrePugcIoQQQgghhBBCSARGDtkHnUOEEEIIIYQQQghJqeYQMQO2sjeA8uXLo1q1ali7di0KCwv9Hg5snx8/7GHDGrBBR4Hr1Rxs0dN0bLGjLXqaDu1oDrSlOYTVliMAHKVvXwvgKQN1LI3yhuoVDzqHCCGEEEIIIYQQEuFbAF307X4AHvN5PMSytLLKlSurVnHDhg3DypUr4TgO+vTpE7VPTk6OeuyTTz7BggULsH79ekybNg233XYb8vPzYSM1atTAySefrLbE//nxwx42rAEbdBS4Xs3BFj1NxxY72qKn6dCO5kBbmkNYbZlMzaGw6ghL9QqFc6hOnTro378/2rRpgylTphS7T0FBAQYPHoy6devihRdewDXXXIPx48fj7rvvVk4lG6lUqRLatWuntsT/+fHDHjasARt0FLhezcEWPU3HFjvaoqfp0I7mQFuaQ1htmUzNobDqCEv1ikegCo8vWbIEDRo0wNKlS7H//vtj4sSJRfbZunUrDjnkEIwbNy7y2Msvv4z58+fjnnvuwVFHHYVvvvkmyyMnhBBCCCGEEELMgK3s7SNQkUPi+BHHUEls27YtyjHkMmTIELWVqCNCCCGEEEIIIYSkBlvZ20egnENlQSKOhBUrVvg9FEIIIYQQQgghJLTQOWQfxjiHbrzxRqxZs8bKukPr1q3Dd999p7bE//nxwx42rAEbdBS4Xs3BFj1NxxY72qKn6dCO5kBbmkNYbZmTRM2hsOoIS/UqCSeIsv/++ztCnz59St33lltuUfv27dvX93FTKBQKhUKhUCgUCoUSZhkPOI6WJwIwHgoyLqGPHDr99NNx3333qaLU0r3MRvLz89GiRQu1Jf7Pjx/2sGEN2KCjwPVqDrboaTq22NEWPU2HdjQH2tIcwmrLZNLKwqojLNUrHqF2DnXt2hWvv/46hg4dir59+8JWatWqhbPPPlttif/z44c9bFgDNugocL2agy16mo4tdrRFT9OhHc2BtjSHsNoyGedQWHWEpXoZ5xw64IADVIcyaXcv0UPbt2/3e0iEEEIIIYQQQkjoSabmEDGDUDqHWrduraKF5s+fjxNOOAGbN2/2e0iEEEIIIYQQQogRsFuZfQTOzpdffjlq1KiBRo0aqfs9evRAkyZN1O2BAwdix44dGD58OGrWrIlHH30Uxx9/fNTr58yZgx9//NGXsRNCCCGEEEIIIWGHziH7CJydb7jhBjRr1ixy/5RTTlEivPnmm2q76667qu3DDz9c5PWDBw+2zjlUWFiIVatWqS3xf378sIcNa8AGHQWuV3OwRU/TscWOtuhpOrSjOdCW5hBWW+Yk4TQIq46wVK+SbC5tywghhBBCCCGEEEIwHUAbfftdAP/xeTwk84Sy5hAhhBBCCCGEEEIyA9PK7IPOIQOoX78++vXrp7bE//nxwx42rAEbdBS4Xs3BFj1NxxY72qKn6dCO5kBbmkNYbZmMcyisOsJSveJB55AB5ObmonLlympL/J8fP+xhwxqwQUeB69UcbNHTdGyxoy16mg7taA60pTmE1ZbJ1BwKq46wVK942KElIYQQQgghhBBCknYUlPNxHCR70DlECCGEEEIIIYSQCKw5ZB90DhFCCCGEEEIIISSltDJiBmxlbwB5eXmoV68eli1bhq1bt/o9HNg+P37Yw4Y1YIOOAterOdiip+nYYkdb9DQd2tEcaEtzCKstFwDYRd8eA6CTgTqWRp6hesWDziFCCCGEEEIIIYREWASgsb49DsAhPo+HZB6mlRlAtWrV0K1bN7Ul/s+PH/awYQ3YoKPA9WoOtuhpOrbY0RY9TYd2NAfa0hzCastk0srCqiMs1SsedA4ZgLTXO/jgg9WW+D8/ftjDhjVgg44C16s52KKn6dhiR1v0NB3a0RxoS3MIqy2TKUgdVh1hqV7xoHOIEEIIIYQQQgghEditzD7oHCKEEEIIIYQQQkixjoJyPo6DZA86hwghhBBCCCGEEBKBreztg84hA9i4cSPGjx+vtsT/+fHDHjasARt0FLhezcEWPU3HFjvaoqfp0I7mQFuaQ1htmUxaWVh1hKV6xYOt7AkhhBBCCCGEEBLhHwDV9e0FAJr6PB6SeRg5ZAAVKlRAw4YN1Zb4Pz9+2MOGNWCDjgLXqznYoqfp2GJHW/Q0HdrRHGhLcwirLXOSqDkUVh1hqV7xoHPIAOrUqYNLLrlEbYn/8+OHPWxYAzboKHC9moMtepqOLXa0RU/ToR3NgbY0h7DaMpm0srDqCEv1igedQ4QQQgghhBBCCInAVvb2QecQIYQQQgghhBBCItA5ZB90DhFCCCGEEEIIISSlmkPEDOgcMgDHcbBlyxa1Jf7Pjx/2sGEN2KCjwPVqDrboaTq22NEWPU2HdjQH2tIcwmrLZCKHwqojLNUrHmxlTwghhBBCCCGEkAiFnoghuW1Hvy67YeQQIYQQQgghhBBCik0rY80hO6BzyADq1q2Lyy67TG2J//Pjhz1sWAM26ChwvZqDLXqaji12tEVP06EdzYG2NIew2jI3CcdBWHUsjbqG6hUPOocMoHz58qhXr57aEv/nxw972LAGbNBR4Ho1B1v0NB1b7GiLnqZDO5oDbWkOYbSlN2rIpbxhOiZCeUP1igedQ4QQQgghhBBCCInrJLDDPWI3dA4RQgghhBBCCCEkpcghYgZ0DhFCCCGEEEIIISSuk8DtXEbMha3sDaBixYpo2rQp/vzzT2zevNnv4cD2+fHDHjasARt0FLhezcEWPU3HFjvaoqfp0I7mQFuaQxhtWRHAppjH6gFYbpCOiVDRUL3iQecQIYQQQgghhBBCFJUAbNS3C3VKWSMAS3weF8ksTCszgCpVquCwww5TW+L//PhhDxvWgA06Clyv5mCLnqZjix1t0dN0aEdzoC3NIYy29DoJtidQcyiMOiZCFUP1igedQwZQtWpVdO3aVW2J//Pjhz1sWAM26ChwvZqDLXqaji12tEVP06EdzYG2NIcw2tLrJJDIodJqDoVRx0Soaqhe8aBziBBCCCGEEEIIIXGdQ+xWZj50DhFCCCGEEEIIIaRIK3s6h+yBziFCCCGEEEIIIYSkVHOImAGdQwYgbfV+++03K9rrhWF+/LCHDWvABh0FrldzsEVP07HFjrboaTq0oznQluYQRlsmW3MojDomwmZD9YoHW9kTQgghhBBCCCFEURfAMn17AYBdAXQAMMnncZHMwsghAyhXrhyqVaumtsT/+fHDHjasARt0FLhezcEWPU3HFjvaoqfp0I7mQFuaQxhtmetJKUskrSyMOiZCOUP1igedQwZQr149XHfddWpL/J8fP+xhwxqwQUeB69UcbNHTdGyxoy16mg7taA60pTmE0Zauk2BHggWpw6hjItQzVK940DlECCGEEEIIIYSQKCeBk2DNIWIGdA4RQgghhBBCCCEkqpV9opFDxAzoHCKEEEIIIYQQQkiRtDK2srcHOocIIYQQQgghhBASN62MziHzYSt7A8jJyUFubi527NgBx6E5/Z4fP+xhwxqwQUeB69UcbNHTdGyxoy16mg7taA60pTmE0ZbNAcwFsA7AbwAOAtATwGcG6ZgIOYbqFQ86AA1AFur27W7AH/F7fvywhw1rwAYdBa5Xc7BFT9OxxY626Gk6tKM50JbmEEZbJtutLIw6JoJjqF7xYFqZAdSuXRvnnnuu2hL/58cPe9iwBmzQUeB6NQdb9DQdW+xoi56mQzuaA21pDmG0pTetLJGaQ2HUMRFqG6pXPOgcMoC8vDw0a9ZMbYn/8+OHPWxYAzboKHC9moMtepqOLXa0RU/ToR3NgbY0hzDaMtnIoTDqmAh5huoVDzqHCCGEEEIIIYQQEreVfTkfx0OyA51DhBBCCCGEEEIISSlyiJgBnUOEEEIIIYQQQghJqeYQMQexOSXEUlBQ4Oy3335q6/dYgijZnh8/7GHDGrBBRz/05HqlnhTa0SY9TRfa0RyhLc2RMNpyb2nUBTiLAedDfbuvYTqaajuUQXL0DUIIIYQQQgghhFjOPgAmA/gLwFgApwO4AsCzfg+MZBSmlRlAQUEB9ttvP7Ul/s+PH/awYQ3YoKPA9WoOtuhpOrbY0RY9TYd2NAfa0hzCaEtvWlkiNYfCqGMiFBiqVzzoHDKA6tWro2fPnmpL/J8fP+xhwxqwQUeB69UcbNHTdGyxoy16mg7taA60pTmE0ZbebmWJ1BwKo46JUN1QveJB5xAhhBBCCCGEEEIU7FZmJ3QOEUIIIYQQQgghJK5zqJyP4yHZgc4hQgghhBBCCCGEpFRziJgBnUMGsHXrVsyfP19tif/z44c9bFgDNugocL2agy16mo4tdrRFT9OhHc2BtjSHMNoy2ZpDYdQxEbYaqlc82MqeEEIIIYQQQgghikMBjAEwC8AwANcAeBDArX4PjGQURg4ZQE5ODsqVK6e2xP/58cMeNqwBG3QUuF7NwRY9TccWO9qip+nQjuZAW5pDGG1ZXFpZOcN0TIQcQ/WKB51DBtCgQQPccccdakv8nx8/7GHDGrBBR4Hr1Rxs0dN0bLGjLXqaDu1oDrSlOYTRlt60skRqDoVRx0RoYKhe8aBziBBCCCGEEEIIIUW6lSVSc4iYAZ1DhBBCCCGEEEIIidvKns4h86FziBBCCCGEEEIIISnVHCJmQOcQIYQQQgghhBBCUqo5RMyArewNQCqoV65cGRs2bMD27W5WKPFrfvywhw1rwAYdBa5Xc7BFT9OxxY626Gk6tKM50JbmEEZbdgPwJYBJAN4F8AiA1wCca5COiVDOUL3iQecQIYQQEkIeBnAZgMkAOvk9GEIIIYQYw3EAvgAwEcD/ADwB4C0Avf0eGMkoTCszgJo1a+K0005TW+L//PhhDxvWgA06Clyv5pBpPXcBUAXA7hl5d+LC9UrCBO1oDrSlOYTRlsWllZUzTMdEqGmoXvGgc8gAKlasiL322kttif/z44c9bFgDNugocL2aQ6b1XKu3NTw/4kj64XolYYJ2NAfa0hzCaMtku5WFUcdEqGioXvGgc4gQQggJIW5OeD6jhwghhBCSIeeQW2mHBanNh84hQgghJITU8tzu4OM4CCGEEGJ+K3s6h8yHziFCCCEkhNTx3O7o4zgIIYQQYhbJ1hwiZkDnkAGsW7cOI0aMUFvi//z4YQ8b1oANOgpcr+aQaT29ziFGDmUOrlcSJmhHc6AtzSGMtky25lAYdUyEdYbqFQ+2sieEEEJCyCIAjfXtjQCqeeoCEEIIIYSkymkA3gPwHYAXALwDYCSAI/0eGMkojBwyAKme3qpVK2uqqAd9fvywhw1rwAYdBa5Xc8i0nm7kkPyXVQCgTUaOQrheSZigHc2BtjSHMNoyJ4VuZWHTMREqGqpXPOgcMoCaNWvizDPPVFvi//z4YQ8b1oANOgpcr+aQST2r6C5lws96y7pDmYHrlYQJ2tEcaEtzCKMtc5OsORRGHROhpqF6xYPOIUIIISRk1NbbTQDG69usO0QIIYQQP2oOETOgc4gQQggJGW5K2QoAE/RtRg4RQgghJN2t7N16hnQOmQ+dQ4QQQkhInUMrAUzUt/cBkOfjmAghhBBiBsnWHCJmQOeQARQWFmLZsmVqS/yfHz/sYcMasEFHgevVHDKpZ21P5NA87SQSx9DeaT8S4XolYYJ2NAfa0hzCaMtkaw6FUcdEKDRUr3iwlT0hhBASMq4CMEC3lj0TwJcAugHoC+BFvwdHCCGEkFBzHoBXAXwO4GEA3wOYBaC13wMjGYWRQ4QQQkiI08oE1h0ihBBCSCbSylhzyB7oHDKABg0a4JZbblFb4v/8+GEPG9aADToKXK/mkEk9vWll8NQdYsey9MP1SsIE7WgOtKU5hNGWyXYrC6OOidDAUL3iQeeQAeTk5CA/P19tif/z44c9bFgDNugocL2aQyb19HYr80YOtQVQM+1HsxuuVxImaEdzoC3NIYy2TLbmUBh1TART9YoHnUOEEEJIyNPKFuuwb/nhdqqP4yKEEEKIWa3s2a3MHugcIoQQQkJGbFqZ8LcneogQQgghJFVYc8hO6BwihBBCQkZsWhk8Xcpq+DAeQgghhJhDsmllxAzYyt4AKlSogDp16mDFihXYtm2b38OB7fPjhz1sWAM26ChwvZpDJvXcDCAfQFMAC/RjxwH4AsAMAHum9Wh2w/VKwgTtaA60pTmE0ZZXAngawDsAbgMwB8A6ANUM0jERKhiqVzzoHCKEEEJCRGUA6z23N+rbdQEs0//y1dA/4gghhBBCkuUqAAMA/A/ALQD+BLAJQIHfAyMZhWllBlC9enV0795dbYn/8+OHPWxYAzboKHC9mkOm9HRTyjZ5HEPCcv3jTb7Y90vrEe2G65WECdrRHGhLcwijLXOTrDkURh0TobqhesWDziEDKCgowAEHHKC2xP/58cMeNqwBG3QUuF7NIVN6xnYq8+K2tO+Q1iPaDdcrCRO0oznQluYQRlsmW3MojDomQoGhesWDziFCCCEk5J3KXCbqbccsjocQQggh5reyz/V0MSNmQucQIYQQEvJOZbGRQ3QOEUIIISQdrexd55DAdvZmQ+cQIYQQEiJKSiubpLe7AaiVxTERQgghxByKqzkk0DlkNnQOGcCGDRswbtw4tSX+z48f9rBhDdigo8D1ag6Z0rOkyKE1AH7Xt1l3KD1wvZIwQTuaA21pDmG0ZXFpZSXVHQqjjomwwVC94sFW9oQQQkiIeBbAZQDuBnBXMc+/BeD/ANwG4AEfxkcIIYSQcHMrgPsBvATgcgDb9OM1Afzj89hI5mDkkAHk5eWhSZMmakv8nx8/7GHDGrBBR4Hr1RwypWdJaWUCi1KnF65XEiZoR3OgLc0hjLZMNq0sjDomQp6hesWDziEDqF27Ni688EK1Jf7Pjx/2sGEN2KCjwPVqDpnSs6S0MoHt7NML1ysJE7SjOdCW5hBGW3rTyhztJCrJORRGHROhtqF6xYPOIUIIIcSQVvbCL/pfviYAGmRxXIQQQggxA2/kEDx1h+LVHCJmQOcQIYQQEiJKSyuTkokz9G1GDxFCCCGkLK3svc4hdiszGzqHCCGEkBBRWlqZwLpDhBBCCEl35BCdQ2ZD55AB7NixQ7XXky3xf378sIcNa8AGHQWuV3PIhJ6VAeQn4BxaqrcXpu3I9sL1SsIE7WgOtKU5hNGW3ppD8BSlLm+Qjomww1C9SsIJklSuXNm56667nGHDhjkrV650hD59+hS7b+vWrdV+69atU/u+/vrrTp06dXzXgUKhUCiUTEhTwHEAZ1Mp+52v9ysMwJgpFAqFQqGESx7QvyMe1/eX6ft7BmBsFGRMAhc5VKdOHfTv3x9t2rTBlClT4u7XuHFjjB49Gi1btsStt96Kxx57DMcffzy+/vprVKhQIatjJoQQQoKSUiaM09utGR4PIYQQQsyDaWV2Ejjn0JIlS9CgQQM0a9YM/fr1i7ufOIQqV66MI488EgMHDsSDDz6I008/Hfvuuy/OPfdc2ETdunVx1VVXqS3xf378sIcNa8AGHQWuV3PIhJ6ldSpzWaC3lQAUpO3odsL1SsIE7WgOtKU5hNGWsWllpTmHwqhjItQ1VK/QOIe2bt2KpUvdagnxOeWUU/D5559j4cKFkce++eYbzJo1SzmJbKJ8+fKoVauW2hL/58cPe9iwBmzQUeB6NYdM6FlapzJvx7KN+nb9tB3dTrheSZigHc2BtjSHMNoytltZaTWHwqhjIpQ3VK/QOIcSoVGjRqhfvz4mTnT7sfzL+PHj0b59e1/GRQghhAQhrUxw/2apl8HxEEIIIcSetLJyPo2HZIdQOocaNmwYSUGLRR6rXbs28vLyfBgZIYQQkjkSTSsTluktI4cIIYQQkgysOWQnoXQOVaokVRSALVu2FHlu8+bNUfsQQgghppBoWpnAyCFCCCGEZKPmEDEHJ6iy//77F9vK3n28d+/eRV7z8MMPq+fy8vJ8H3+2JD8/32nRooXa+j2WIEq258cPe9iwBmzQ0Q89uV7Dpee7upXslQns+1+9720BmIswC9crJUxCO5ojtKU5EkZbPq1/Q9yt70/W9482SEdTbYcySCidf246mZte5kUeW7lypSpsbQsSQTVnzhy/hxFYsj0/ftjDhjVgg44C16s5ZELPZNLKGDmUHrheSZigHc2BtjSHMNoy2ZpDYdQxEbYYqpdRaWWLFy/GsmXL0KFDhyLPHXDAAZg8eTJsokqVKjjiiCPUlvg/P37Yw4Y1YIOOAterOWRCz2TSylhzKD1wvZIwQTuaA21pDmG0ZbJpZWHUMRGqGKqXUc4h4cMPP8QJJ5yAJk2aRB478sgj0apVK7z//vuwiapVq6pFK1vi//z4YQ8b1oANOgpcr+aQCT0b6C0jh7IH1ysJE7SjrbbsBKBzFkZFbDkvY1vZl+YcCqOOiVDVUL3iEci0sssvvxw1atRQLeuFHj16RJxAAwcOxNq1a/HAAw/gtNNOw8iRIzFgwADlzevXrx+mTp2KQYMG+awBIYQQkn5cR08iP1EYOUQIITbQHsAofXtfAFN9Hg8xgdi0su1Bdh6QtBFI+95www1o1qxZ5P4pp5yiRHjzzTeVc2jRokXo3LkznnjiCTz00EOqxtDQoUNx/fXXW1VviBBCiB008fyTl8hPf0YOEUKIDeR4vh0uAnClz+MhJpBszSFiBoF0DjVv3jyh/aZPn45jjz024+MhhBBC/MaNAJKWDKuTiByqo7/s3R92hBBCTEKihVwuAzAYwCQfx0NMgK3s7SS0NYfIv2zatEml08mW+D8/ftjDhjVgg44C16s5pFvPpno7P8H9V3rCwN1C1iR5uF5JmKAdbbSl26Bnur60e4GXeAEjjOdlsjWHwqhjImwyVK+S7O46BAkhhBASUK4D8DiAdwCcmeBrlugi1vK/8pQMj48QQogfTNAOIkkpexRADQBXAHjW74GRECPxZ32k3Iv+7fGp1AEGcCGAV/weHMkYdCsbQPny5VGrVi21Jf7Pjx/2sGEN2KCjwPVqDunWM9nIIYF1h8oO1ysJE7SjbbbMA9BO3x4B4FZ9+2EAR2VhlMTU8zJeWlk5g3RMhPKG6hUPOocMoG7durjqqqvUlvg/P37Yw4Y1YIOOAterOaRbT7dNw59JvIYdy8oO1ysJE7SjbbbcWzuIVui/Dl7UfwtU1ullJAiE8bxMNq0sjDomQl1D9YoHnUOEEEJICGDkECGEkGg66u1Ez6X8vfp2Xc8lPiHp6VZmR/yMvdA5RAghhIQARg4RQggpvhi16xwS/gtgLYDqHucRIWVzDrkNLugcMhs6hwghhJCAU11Lss4hRg4RQojJdPQUpXbZCmCYvt3ThzERE0i25hAxAzqHCCGEkJCklC0HsDGJ1zFyiBBCTKUSgL2KiRwSPtHbXlkeEzGFZGsOETNgK3tCCCEk4PTUP/Xlv+EDknjdcQC+ADDJk3xACCHEBA4BMBbAYgCNY56rof9OkEv5FgDm+jRGElY+AHAKgL66zPnz+vadnqpWxDwYOUQIIYSEJHIomZQygZFDhBBiU70hl38AjNK3mVpGyp5WxppDdkDnkAHUrl0bF1xwgdoS/+fHD3vYsAZs0FHgejWHdOrZLIVOZQJrDpUdrlcSJmhHm2xZXL0hL0wtCwphPC/jpZWVM0jHRKhtqF7xoHPIAPLy8rDLLruoLfF/fvywhw1rwAYdBa5Xc0innqlGDi13x6KTDEjycL2SMEE72mTLkiKHhE/19jAAtTIwQmLyeZlsK/sw6pgIeYbqFQ86hwghhJCAk2rk0BadXCAweogQQkyhKoDWpTiH5O+EKfpyvnsWx0ZMIFnnEDGDMjmHxIN20EEHoWfPntaEWhFCCCHZJtXIIYF1hwghxDT29/xlsKKE/ZhaRlKDNYfsJGXn0JVXXoklS5ZgzJgx+Oijj9CuXTv1uDiJli9fjvPOOy+d4ySEEEKspDKAOmVwDrHuECGEmMYleruglP3c1LITARRkeEzEJJKtOUTMwUlWzj33XGf79u3OW2+95fTp00fd7tKlS+T5d9991xk+fHjS70tJTSpVquS0a9dObf0eSxAl2/Pjhz1sWAM26OiHnlyvwddzT8BxAGdViq//QL/+sgDMSRiF65USJqEdbbHlAvlYd4ChpbxPLQfYrvd9wXedbJUwnpdf6t8OZ+n7d+j7zxuko6m2Q9kk+RdNmzbN+eijj9TtWrVqFXEO3Xjjjc6iRYv8VoxCoVAolNBLd/2D7OcUX/+sfv1dAdCFQqFQKOmQv7TD56IE9n1T77vOARoHYOyUMMhX+rfD/+n7t+j7/w3A2CjImKSUVtayZUsMGzYs7vOrVq1iDaIsUlBQgI4dO6ot8X9+/LCHDWvABh0FrldzSJeeZak3JLDmUNngeiVhgna0wZZyjdVI334vgXc6G8APAKoAeCoDIyUmnpexaWWl1RwKo46JUGCoXvFIyTn0zz//oE4dtwJCUfbcc0/8/fffZRkXSYLq1avj+OOPV1vi//z4YQ8b1oANOgpcr+aQLj1T7VTmwppDZYPrlYQJ2tEGW7rFqGcBWJPAO0lAQF9dNeZUAMdlYLTEtPMyN8maQ2HUMRGqG6pXWp1DX3zxBS6++OJiJ0kcQxdddBE+/dQtgEYIIYSQVGHkECGEkH/pWEoL++KY5okaelZHHxV4hJBo2MreTlJyDt1+++0oV64cfv31V9x3331wHAd9+vTBG2+8gYkTJ2LZsmW455570j9aQgghxDLKGjnkOocYOUQIISbQQW8nJPm6uwAsAtAcwAoAGzzSMwPjJCa1sqdzyA5Scg5JC/v9998fX375Jc444wzk5OTg7LPPRo8ePfD222/joIMOwsqVK9M/WkIIIcQyyho55KaVMXKIEEJsjRyCdgLdEOe53cs4JmIaydYcImaQsn2XL1+u0sdEpP5Qbm6uekyiiEh22bJlC/744w+1Jf7Pjx/2sGEN2KCjwPVqDunQsyKABmmKHKqm329zyqOxE65XEiZoR9Nt2RBAY32p/ksK7/qujhx6V/918CCAq/T7kkwRxvMy2ZpDYdQxEbYYqldJJN3i7JVXXnEOOOCAuM937NhR7eN3KzYKhUKhUMIse+jWsWvL+D6b9fvsGgCdKBQKhZKq9NBt6aem6f2u1O/3QQB0owRJftC/G3rq+330/aEBGBsFGZOU0srOPfdctGjRIu7zzZs3VzWISHaQtL78/Hy1Jf7Pjx/2sGEN2KCjwPVqDunQs2kZo4ZcWHcodbheSZigHU23Zar1huIxP+bbhmSCMJ6XsWllpdUcCqOOiZBjqF7xSMk5VBqNGjXCpk2bMvHWpBgaNGiAW265RW2J//Pjhz1sWAM26ChwvZpDOvTcrYz1hlxYdyh1uF5JmKAdTbdlhxTrDcXjz5jWByQThPG8zE2y5lAYdUyEBobqVeaaQz179kSvXr0i96WVfdeuXYvsV6NGDfX4hAnp8mgTQgghdnKO3tYp4/u4P2lOBTC0jO9FCCEkbMWoS3MOybdMZV20mpD43cri1RwiljmH9txzT5x22mnqthSdPvDAA1XHMi/y+IYNGzB69Ghcd9116R8tIYQQYhGuU6es/T/dItSMHCKEkLCyK4C6ALYCmJKm91wD4B/5e1+nlk1P0/uSsBOvIDW7lZlNwmllDz30EKpVq6ZEcu4uuOCCyH1XqlevrlLKpKX97NmzMztyQgghxHDcahBljfb5Tm9/K+P7EEII8TtqaJp2EKUL1h0iZa85RMwgJfuWK8eAMkIIISTTuM2FZ5bxfRbobdUyvg8hhBC/SHcxam9q2b6sO0TKVHOImOMUdFMJSUjJzc1FxYoVsXnzZuzY4Z7CxK/58cMeNqwBG3QUuF7NIR16SrB/dQCtAcwqw1guB/AMgPcBnF6G97ERrlcSJmhHk205AsBRAC4E8Eoaj/QUgKsBPAzg5jS+LwnzeTkVwN56xX0L4GgAXwGYDKC9ITomQq6heqW9W9mxxx6Lr776CitWrMC2bdtQWFhYREh2kIW6ceNGKxZsGObHD3vYsAZs0FHgejWHsupZWTuGhMVlHMtqva1ZxvexEa5XEiZoR1Ntme9JK8tE5JDAtLJMEcbzMtm0sjDqmAg7DNUrrc6hk08+GZ9//jnq16+Pd955R3nU3n77bXVbWthPnToV99xzT/pHS4qlZs2aOPPMM9WW+D8/ftjDhjVgg44C16s5lFVPN6VsnZaysEpva5XxfWyE65WECdrRVFseA6CaTvhId9Fot+YQ08oyRRjPy2TTysKoYyLUNFSvtDqHbrnlFowfPx7t27dH//791WOvvvoqevfujbZt26Jhw4aYN29eusdK4iChbq1atVJb4v/8+GEPG9aADToKXK/mUFY9G6cpakhg5FDqcL2SMEE7mmrLFvrRTZ4YjnTByKFME8bzMl4r+/IG6ZgIFQ3VK63OIWlrL1FCEl7lpo9VqFBBbf/8808899xzuOmmm9I7UkIIIcQiGqXROcTIIUIICTPun+6/ZuC953viVSV9jZD4aWVsS2U2KTmHJO9u69adLRTXrFmDLVu2qGghl6VLl6J58+bpGyUhhBBiGY0yEDkkNYz4w44QQsKGW4FuZQbeW/4+WK9v75qB9ydhJDatjK3s7SAl59CsWbNU9JDL5MmTcfbZZ6sW9/n5+fi///s/LFjgNs4lhBBCSKrOob/S6BwSaqTh/QghhGSTGp4elpmAdYdINGxlbycpOYeGDBmCXr16IS8vT92///77ccQRR+Cff/7B8uXL0alTJzz00EPpHiuJw9q1azF8+HC1Jf7Pjx/2sGEN2KCjwPVqDmXVM501h+RHnTsK1h1KDq5XEiZoR1NtmWnnEOsOZZIwnpfJ1hwKo46JsNZQvUpKJ3RtXiYOO+ww1cVs+/btGDp0KL777rt0vC0hhBBiJaMBdAJwOoD301SxQv4TPhDA+DS8HyGEkGzxBIBrAcif77dk4P2fAXC5/OUP4PYMvD8JG+5vho4AJgJoBWCmTkKs7ffgSLAih4pjzJgxuO6669CvXz/lGKpSpUq63pqUglRPlzQ/W6qoB31+/LCHDWvABh0FrldzKKue6aw5JLBjWWpwvZIwQTuaaku35hAjh8JIGM/LZGsOhVHHRKhoqF4Zdw651K1bV6WZseZQ9qhZsyZOP/10tSX+z48f9rBhDdigo2nrtXPnznAcB9WrV8/aMYNEWfVMZ80hgR3LUoPrlYQJ2tFUW7LmUJgJ43kZm1ZWWs2hMOqYCDUN1Sse5ZN1/Jxzzjlo0aIFVq9ejQ8//BA///yzeq5Ro0a47bbbcO655yrPGtPKCCEkuAwaNEh9Xrv0799fbVu2bIk5c+b4ODIiyE+QSvr2kjS9JyOHCCEkrLDmEAlGK3sWpDabhO3bqlUrjB49GrVr10ZOzs7lcuONN6J3797qn+GXX35ZOYXEYfToo49GnEaEEEKCybBhw3DzzTerbpNvvPEGli5dqpoKJEuFChWwbdu2jIzRVhp5mhZvSdN7MnKIEELC7hxak+HIIWmFUAEAv9NtJ15aWTmfxkMCllZ27733qjpCl112Gdq2bYsePXpg7ty5eOqppzB48GB1kSEOpDPPPJOOIUIICQFbtmxRzqANGzaorTiHduzYgcMPPxw//fQTNm/ejMWLF+PBBx9EuXL//hwYOXIkBg4ciCeffFK9Tro4CMcddxxmzZqFjRs34ttvv0WzZgxPT5V01xsSGDlECCFhJdM1h5YB2KQvDZvox1oDmA5g/wwdk4TVOeRGFRGLI4fkYuH555/HSy+9pO7PmDEDhYWFyin02muv4fzzz8/kOEkJyD/2S5Ys4T/3AZkfP+xhwxqwQccgrFdJEf7iiy+U01/SiFu3bo3//ve/ylF09913R17Xp08f9Z1w6KGHqvtNmjTBRx99hGeffVZ9T3To0AGPP/54IHT0i7Lome56QwIjh1KD65WECdrRVFtmOq3MTS0Th1Az3avqKwC7APgCQP0MHtd8wnhexqs55DqIXGdRmHVMhG2G6lUSTiKybds255xzzol6rH79+s727dudHj16JPQeFAqFQgmGDBo0SH2ur1u3LiLvvfeec9999zkzZsyI2vfSSy911q5d6+Tk5Kj7I0eOdCZNmhS1z/333+/8+uuvUY89+OCDjlC9enXf9Q2b3Ao4DuC8ksb3vEi/58cB0I9CoVAoyUihfHw7QIMMHuNLfYxzHeBIfXuH3vJazzZZrn8ztNb3q+r7IhUDMD4KMiIJp5Xl5uYW8Zi599evX59+lxUhhJCMIulh++67b0SuuuoqtGnTBuPGjYvab+zYsahataqKDnKZNGlS1D7yOklF8xL7PsTftDJGDhFCSBip4qn0kqmaQ966Qy0APKdvu6VCBgIoyOCxSVjSygTWHTKXpFrZS5rASSedFJETTjhBFaM+7LDDoh53hWSHBg0a4Pbbb1db4v/8+GEPG9aADTpmW0+pNSQiteJk+/fffyf12lShLUuHNYeCA9crCRO0o3m2rFt3d/3IVl0XCBnuWNZdWhHpXpknaKeRdDG7I4PHNpswnpexaWWFpdSlCaOOidDAUL3ikVQ3umuuuUZJLHfddVeRx8RpVL48m91lA+keJ3PtdpEj/s6PH/awYQ3YoGMQ1qvUkzvllFOi9pG6QmvXrsWiRYvivo+8rmfPnlGPHXTQQQkd01TKoidrDgUHrlcSJmhH82zpOJkuRh0bObSv3l4LQP40uhLAZwCuB/CGLlJNTD8vY1vZe2sOlTdEx0TIMVSveCTsvenSpUtmR0IIIcR3nnvuOfUngHQje+aZZ1QXSilE/cQTTyinfzxeeOEFXH/99XjkkUfw8ssvY//998e5556b1bGbhDQTFhg5RAghdpM959CfnpiRrwG8q+9/DuATAL0AjNLdzLZkeCwkaGll7lZg+Ie5JGzb0aNHZ3YkhBBCfEda13fv3h2PPvoopkyZglWrVuGVV17BfffdV+LrFi5cqCKOpL39lVdeifHjx+PWW2/FoEGDsjZ2k36QNchgzaFKACoC2JzG9yaEEJIZduyoloV6Q8KueuvoaCEvcl+ig+sA6AtgQIbHQoLmHBKk2nAF1hwyGjr+CCHEQs477zy1bdiwYbF/Bhx44IFJR5IOHTpUiZfBgweXeay2UVd/OUsI99I0vu86XTOgvI4ekmoShBBCgo0jfaKyEjn0HoDeuq6RtLL3slCnnTVP898WJCw1h6B/Q4hziA4Es/G9ZRqlbFK+fHmnbt26auv3WIIo2Z4fP+xhwxqwQUc/9OR6DZ6e7XWr2L8yMKZl+r33CsD8hEW4XilhEtrRHHFtmZt7pe4g/p7PYxqsx3Gr73MTNgnjeblJ/15o4nlsnX5sN0N0NNV2KIu+fnumSNkpLCzE8uXL/R5GYMn2/PhhDxvWgA06Clyv5pCqnpmoN+StOySRSaw7lDhcryRM0I4m2jJbkUOlMUtvpZMZMf28LC6tzO1YVt4QHROh0FC90tLKngST6tWrqy5BsiX+z48f9rBhDdigo8D1ag6p6pmJNvYu7FiWPFyvJEzQjubZMi+vfpZqDpXGTL1t7fM4wkcYz8t4aWWIU3MojDomQnVD9YoHnUMGUFBQgP32209tif/z44c9bFgDNujo93qtpf+XXOcpiJzpY5pMqnpm0jnEjmXJw/VKwgTtaJ4ty5Vz3fmMHAorYTwvY1vZlxY5FEYdE6HAUL3S6hy64447sNdee8V9fs8991T7EEIICQ/yA0D+F6kCoIbfg7EY1zn0Vwbem5FDhBASLhynWkCcQ3/oVgnVM/wXEgkC5YpxDon1BdalMZeUnEN33XUX2rVrF/f5tm3bon///mUZFyGEkCwjtWhcmvg4DtvJdM0hgZFDhBASDnbsqB4Q59BWTxczRg/ZQqKRQ8QMMpJWVqtWLWzdKh8ghBBCwhaxIrCigH+w5hAhhJCikUN+1xwSmFpmm4Mg0ZpDxAwSdvx16tQJRxxxROT+ySefjJYtWxbZr0aNGjjjjDMwbdq09I2SlMj69evx/fffqy3xf378sIcNa8AGHf1er27ESqZ/9tGWJcOaQ8GC65WECdrRPFsWFv5fQCKHXOfQ8fwLyfDz0q03lEzkUNh0TJT1hupVEgn1vL/zzjud7du3KyksLIzcLk6mTZvmHHDAAQm9L4VCoVCCITfIH5RavgrAeGyUCh4b1M7A+5+j33tYAHSlUCgUSiLyt/5aaBuAsVykxzI0AGOhZOO3SDXP47/px44IwBgpyIgknFb2yCOPoG7duqhXrx5ycnLQt29fdd8rderUUZW89957b4wfPz6zLi0SIS8vD82aNVNb4v/8+GEPG9aADTr6vV6zlVZGW8Znf72Vb+iVGRgTI4eSh+uVhAna0Txb/tsiIkhpZYwcMvm8jJdW1lRv9zNAx0TJM1SveCTsHNq8eTNWrVqFlStXonnz5njzzTfVfa+sXr0aW7ZsyeyISRFq166Nc889V22J//Pjhz1sWAM26Oj3evU6h3aR9p1ZOKbJpKLnXjEdQdINaw4lD9crCRO0ozmIDc866wIA+QFLKxOaecZFTDsv46WVuVQyQMdEqW2oXmktSL1gwQJs2rQp/aMhhBDiG27NobV6u4ePY7EV96f/1Ay9PyOHCCEkPGzeXNHzl0EQap4s1d9UcglZtPYsMc9B4HUOzdDbP7I8HhKCbmUXX3wxfvrpJyxfvhyFhYVFZNu2bekdKSGEkIziRg65jWoZNJ59GurtnAxHDtWM+WeQEC8jR47Ek08+6fcwCLGef51Da2ISfPyEqWW2OofcxEb+fjCXlJxDUn/oueeeQ7ly5VR62T333FNE7r333vSPlhBCSGZwnIhzaKaPjWrr16+Pp59+GnPmzFHpzBKp+umnn+LII48s0/sOGjQIQ4YMQdDJZKcyb+SQtKGtCruQtfXUU09h9uzZKvr577//xpgxY1QNxUqViguS38n111+PSy65pMjjTZs2heM42GeffYp93bhx4/D8889HPSbvI6/p06dPkfU5evToUnVwj+mKpPKLPrfddlupryWEhN05FBTYzt504tUc2qy37qokFrey9yI/aj788EPVsp74z/bt27F27Vq1Jf7Pjx/2sGEN2KCjn+u1amFh5Mt+MoAzMvizL56OcuE7duxY/PPPP+jXrx+mTZuGChUqoFu3bnj22WfRpk2bpI+Vm5urLqLThYwn0cjYVGyZaeeQVAXcqOtJ1fKkEJqO1Ep019att96q1pY4VqSBhkRC//XXX/jss8+Kfe2OHTuUDZM9JyX65qSTTop6rEuXLsrhecQRR+C1116LPB57vzSOOuoo/Pbbb8jPz8dhhx2Gl19+GUuWLMGrr76KVLHlM9Z0aEdzEBuuXr0jQPWGEIC/kMJJ2M7LeDWHSnIOhU3HRNluqF4lkXSLs7Vr1zoXXXRRINqtUSgUCqXs0la3J10OOD307Z+zPIahQ4c6CxcudAoKCoo8V716dbW99tprnalTpzrr1693FixY4Dz77LNO5cqVI/v16dPHWb16tdOjRw/nt99+c7Zt2+YMGjTIiaVz585q/yZNmjjvvvuues3KlSudjz/+2GnatGnk/eS1Q4YMcW699Vbnr7/+cubOnZvROfhKz33vDB5jkT5G+wCsu2zJsGHD1Hopbm2VJv3793d++eWXIo/LOhH22WefYl939NFHq+fr168feWzJkiXOpZde6sybNy/yWLNmzaLWZEkS75hff/2188wzz0Tujxw50nnyySej9pF1LOvZvS/j+P33351NmzY5f//9t/P+++9HvX7AgAHOww8/rM4LGbfMg992pFDsk9N1R/FvAzAWV07WY/opAGOhZEJqelrZ53oef1M/dk0AxkhBRiSltLJvvvkGHTt2TL+bihBCiC94I1ZmegpSZyuvvGbNmjj22GNVhNDGjRLbEs2aNWsiURxXXXUV9tprLxXFKulmkurspaCgADfddBMuvPBCtZ/s/+6772LYsGFo0KCBkh9++AHly5fH8OHDsW7dOnTq1AmHHnoo1q9fjy+//FJFCHmjNFq1aoWjjz4aJ5xwQlaKgv+VwWPY1rGsVq1aOOaYY+KurUwhkUpbt25V0UKCRL5J+torr7yiup7sbFG9M5pI0twkDS0V9t9/fyVSBzKZ10j65p133qnWtpx7sWltcn5t2LABBx54IG688Ua1b9euXVMaIyEkVWoEMHKIaWW2p5WxT525pOQcuuyyy3DQQQfhlltuUT+6iL/Uq1cP1113ndoS/+fHD3vYsAZs0NHP9dq6atWIc0gKUkviVGWPsyLTOrZs2VKlgM2c6bqmimfAgAH47rvv8Oeff6q0ndtvvx2nn3561D55eXnqe0outn///Xfl/JGLb0kjWrp0qRJJDZPUaDmmOJF+/fVXdezzzjsPu+66q0rzcZELZNln+vTpSsqip99pZTZ2LHPX1qxZ7gXNTqShhqwNkYceeiju6ytXrox27dopx6G7v4ikdZWEOKLGjx8fWUuylRpH4jAS56T3cVmr8niiyOtlDLKmJ06ciPfeew9vvPFGwq+XNS7r+vPPP1dpbpMnT1YOVO96nTp1qqoh+ccff6j3luOIo5QEG1u+K21AbHjYYT0CWHNIelVJik11AA38HkwoCNt5mVOKc6iiATomSj1D9Uqrc0h+YO22226q6PSyZcvUDyb5V9crktdPsoMUBq9WrZraEv/nxw972LAGbNDRz/XaUNflEadEoadNaess6ZiTk1iMklycjhgxAosWLVI54HLRWqdOnaiCwnLBLBe2pSGFhMVx4L3gX7VqFSpWrIgWLVpE9pP6NKl04EzWlgWe/4gz6RyyLXIoHgcccAD23XffSO2eeIhjaeXKlSpyTPZ3pXv37qUeQxyZXieQ3BdGjRoV9bg4OpNBHJsyBlnDp512Gnr16oUHH3ww4dd//fXXysE6d+5cvP766/i///s/VKlSJWq9xp5DUtPIlh/HYcaW70ob2GlDccAIQbqukup18/VtRg+ZeF7mFlNvqDTnUNh0TJRyhuqV1oLUUow6nQU+CSGE+EuDHTui0pkkxqKN/tk3IgvHl45LkjLWunV8d5QUrJZIB+kAJd2ZxJEjxXilCK9EC0l0kOBuS0MuhidNmoSzzjqryHMSVeIiERbZbGO/HsC6DB7HtsghiXyRtSXpU17mzZuX8HqRQpTz589XDhKXwkJxo5aMG93WqFEj5QR67LHHIs4h6Vwmf7RJFM+3336blE4LFy5UHf0EiXgTZ6b8YXfXXXcp56joG+tw9aZKyp96++23nxqTpNxJhJDsLxFILrEOUfndJ44yQogf3cqC5BxyfyXInyjyuTrK78GQLDmHxC0osFuZuaTkHJKwe0IIIebQQHdhWOxTRYHVq1er+j+XX365qoUSWxumevXqqk6KXJxKa3H3D4rYlLJ4SMpO7L8+P//8s4rAkAhYiRrym2zUG7IxckiciBIpc8UVV2DgwIFZrTsk6V/irJE0R4lIE2ekMGHCBNStWxfnn3++ctRI+llZEOeVOH/ESSrHE+dmw4YNo6Kf2rZtGxWhJK+RGpIid999t4r4lq5uhJDgEFzn0Fy9PRLASz6PhWTKORQbCsJW9ubDv4AIIYSgvo4ccp1DMzOYVhYPcQyJA0culE8++WSV8iWRRFdeeaWqySIRIHLxK/flIrZ3797o27dvQu8tUR9SN2aPPfZQxYClGPVbb72FFStW4JNPPlERSFIguHPnzqquUePGmai25H+9IRsjhwRxzojNpW6OOBRlXclakKgxue1tUSst5R944IGkjyGNOmbMmKGihFw2b96MH3/8Ua1ZKVAtET1uVI73cTcKKdFjyxquX7++WqdSTPrqq69W0Ueuk1NuH3/88Sr1TSKmJNquRg03aRHqOTm2pKVJ5NI555wTSZ8jhATRORSkmkNCbb3dWXCfmEVOCmllxBxSanO2yy67OM8//7wzc+ZMZ9WqVU6nTp3U47Vr11btT/fdd1/fW7HZInl5eaoVrmz9HksQJdvz44c9bFgDNujoh57u8Rbq9qQd9OMH6/t/ZlnHBg0aOAMHDlStvjdv3qxa20t7ebfN9zXXXKNaym/YsEG1J+/du7dq7e22undb2ce+b506dZzhw4c7a9eujWobLm3GBw8e7Cxbtky19P7jjz+cF1980alatWpUK/ts2PI6PedvZtjml+rjfBCA9Z5NkbX19NNPO3PmzHG2bNmi1sKPP/7oXH/99U6lSpWi2rh7W77fc889zm+//VbEjrFt5WVNCfK4dz9pAS/ceOONUY/feeed6vGbbrop7rFjxT2my7Zt25wFCxaoNStr3N2vfPnyzrPPPuusWLFCtamXY3hb2R966KHqWNKmXs6lyZMnO2eeeWZkvcpzTz75ZNSxva+nBFds+a60QcSG+fkTdEfxE30fT7RcrMe1IQBjCb6E7bzcRf9O2Bjz+JX68bcN0NFU26HskvyL2rRpo35wiFNIfpwXFhY6Xbp0iTw/adIk5+WXX/ZbMQqFQqEkILmAs01/4TfUj9XS90UKAjBGG+QxPd+PZPg4/9HH+SYAOlMoFAqlJPlVfxUfEYCxeKWiA2zVY2sSgPFQ0ilN9e+EDTGPX6QfHxKAMVKQEUkpreyRRx5RuekSki1h/bFFD4cOHYpOnTqlKbCJlEbVqlVVBx/ZEv/nxw972LAGbNDRr/V6ymGHqQJ0klizzFOXxi3JvEcGjklbFqVxltLKbKs5VFa4XkmYoB3NQWyYn18/oDWHJMHoV327o89jCT5hOy9LSyvLN0DHRKlqqF7xSMk5dPjhh6v8danVUFzXsgULFvhSr8FWpOOOOONkS/yfHz/sYcMasEFHv9Zr1z33VLeXagcRMlyUmrYsnkZZKkhtY82hssD1SsIE7WgOYsMdO6oFtOaQMEFvO/g8juATtvMylVb2YdMxUaoYqldanUNStLCkbh/SgUO6ZRBCCAk+VXUR29iIFfd+96yPyE6yVZB6q942yPBxCCGEpI7jlMe2bXkBjRwSJuotI4dMg93K7CUl55C0/5VOF8UhnWb+85//qC4chBBCwuMcio1YcSNL2IvELOfQRk9YeKUMH4sQQkhqOI4bNSSsRfBg5JCpxIscckM/6Bwyl5ScQw8++KBqnfrcc8+hbdu26jFpqSr5eF999RXatGmDhx56KN1jJYQQkgGqrl1brFPiPb2tGye/nKQPaTJeoG8vyfCx5np+8O2S4WMRQghJDTelLCdnXUzSd1D4VceSyF9JLfweDEkjbGVvLyk5h7788kuce+65OOOMM/Dtt9+qx958803lGNpvv/1wzjnn4Pvvv0/3WEkcJMVPorlKSvWzmWzPjx/2sGEN2KCjX+t16/z5xTqHXgawSP8IODLNx6Qti48aWun58ZUp5BJjgb7NukOlw/VKwgTtaA4bN+YFuN6QUAhgsr7N6CGTzstUag6FTcdE2WioXiU5BotWlE6QgoICHHPMMWjZsqWqQzRnzhwMHz4c69evT+8oCSGEZIyhuq7QBQBejXnuWQCXAXgRQF+fxmcDXQF8DWAagHZZON5YAIcAOAXAR1k4HiGEkGSRv2W+yeI3QyoMBHAFgMcA9PN7MCRN7KXjwqSDrdsvD3oVTtERzu6fWsQspHtxyogH7eOPP07faEhKlC9fHjVr1sTq1atRWChefOLn/PhhDxvWgA06+rVed5Wuk9u3F9sl6xPtHOoB4NKy/JsQc0za0p96Q4g5Dn/clQ7XKwkTtKM55ObWxo4dQY4c8tYdYlFqk87LVNLKwqZjopQ3VK+0ppV5J6tp06bYd9990b59+yJCsoN0h7v88svVlvg/P37Yw4Y1YIOOfq3X5vn5cR0T3+kymI3SGDROWxalsd7SORQ8uF5JmKAdzaFq1Z1V4fLzNyG4uB3L9ivrZaXRhO28LC2tLN8AHROlrqF6pTVyqHr16njsscdw1llnIS/PzYf9l5ycHDiOo5xHhBBCgkue46CyzqNeHKft+ZcATgfQy/MfIUkv2Y4ccqPE6BwihJCgF6QOYqcyl5kApJxIVQCtAMzwe0AkDbCVvb2k5L0ZPHgwevTogXfeeQc//fQT1qwJcrgjIYSQeNTdvj3SnlSKISNOapnrHLo9q6OzB9dJU1xqXyZYHBOxRAghJJit7HNzg+wcktiSnwEcruOL6RwygdLSysR5VAHAtiyPiwTUOSRFqJ9++mlcd9116R8RIYSQrNFgZ0EDLC1XTtUdKo5huidJWwC76VboJL2w5hAhhJDiIodyc4P+J/xE7RySukNv+D0YksG0MvkjEZ7oITqHzCOl5NCVK1fijz/+SP9oSEpICp8UyJIt8X9+/LCHDWvABh390LO+dgj9nRv/62A1gNH6ds80HJO2LAprDgUXrlcSJmhHcwhHWhk8CedsZ2/KeZmocyjMOiaKY6heaW1lf/vtt6vooc6dO1szUYQQYiJXAngawPs6dSweVwEYoAtUd8ni+Gz5It6qQ3mbZCm1TKpDuJcblaX7aBaOSQghJBk+0X/JXATgZQSXlgBmA5DC2eLQMr+jk+kcCOBHHSneIua5TdoxtCuAhT6NjwQsrey+++5Dfn4+Jk6ciDfeeAOLFi3C9mLSEYYMGZKOMRJCCMkQJ+ttjVL2+1Q7hzrrHw0/ZWFstlBXfxnLP3RLs3TMdbqEaBUADQHMydJxCSGEJEYrVMcsAHvgH/yOIDNfuwwq6V8J3/g9IJKhmkNu3SFxDrEotbk4yUqjRo2csWPHOtu3b48rhYWFSb8vJTWpU6eOc8kll6it32MJomR7fvywhw1rwAYd/dBzZn6+xH86XxQUlLrvRomuBZwHQ6Zj0G25r57XxVke3yx93MMDMFdBFq5XSpiEdjRHWpSbJh/RzkHVTvF9LCVLrgP8o8YK/BiA8QRPwnZeHqJ/H8wq5rkl+rm9Q66jqbZDGSWlyKFXX30V++23Hx588EF2KwsAFSpUQMOGDdWW+D8/ftjDhjVgg45+6Plr1aqYfOKJmPftt4BuaR+P6QD218HjZYG29LfeEDzH24N1h0qF65WECdrRHG6ucSu+PuosLPtu1r95wIFE4ktuBPCcji3uCmCE34MKFGE7L+O1svd2LMsPuY6JUsFQveKRknPosMMOw8MPP4y77ror/SMihBCSNbZUqIDZbdpg+Wi35HR8pmjnUP2sjMwest2pzMWtbUTnECGERCN1Vb/77jvUqFHDtz/BD8ybiL/23B9/f78SweclAHsCuFo7ifaOKV9MTEorE5hWZiYpdSv7+++/sWrVqvSPhhBCSFapGPNlXxLscGWWc4j2JIQkSv369fHUU09h9uzZ2LRpk7oWGDNmDPr27YtKlaTWTFG6deumGtfIa70sXrwY8+bNi3qsadOmat8jjzyy1LEMGjRI7evKihUrMGzYMOy9tzgkzPt+lmo+4eAO/c2yO4Cb/B4MyUC3MoHOIbNJyTn0+OOP48ILL0TlytLjhBBCSFjJT8E55KZBkfTgOmey0aXMC+1JCEmE5s2b45dfflGdim+99Va0b98eBx98MB555BGccMIJ6NpV0oiKIs6jbdu24Ygjjog81rp1a+VMqlmzpnIIuXTp0gWbN2/G2LFjExqTOIMaNGig5KijjlKtpj///HOYREHonEPS6uBafftWtrY31DnkxoPROWQuSRcquvbaa51JkyY5S5YscQYMGODccMMN6jGvXHPNNb4XVLJFKlas6Oy5555q6/dYgijZnh8/7GHDGrBBRz/0HFuxovPrnns6PRI4Xi9dhPDHkOkYdFsu1fP6XJbHd7o+7qgAzFWQheuVYrsdhw0b5ixYsMApSKBxQaxIA5vnn38+cr9v377OZ5995gwdOtTp06dP5PHBgwc7I0eOTOg9Bw0a5AwZMiTqsUMPPdQR3KKxnTt3VverV68e2WefffZRjzVt2lTd33XXXZ1PP/3UWbVqlbN+/Xrn119/dY477rio1x955JHOhAkTnA0bNihd9thjj+zYUZpA6O/nOqE7J6UotXy9rA7AWIIhYft8PUr/PphSzHPf6edODbmOptoOZZfkX1RSlzJ2K6NQKJTwyK/6S75LAvt21PsuCMC4TZINel77Z/m4h+rjzg7AHFAolGBKrVq11O/6m266KaXX33fffc7MmTMj9999913n+uuvd2688UblEHIfnz9/vnPnnXem5ByqXLmyckD9/vvvTk5OTsLOIXFSDR8+3Gnbtq3TvHlz5/jjj3c6deoU9fpx48Y5hx9+uNOmTRtn1KhRzpgxY7Iy77X157NIbgDWQXJysB76DgdoF4DxUJKVrnrt/VLMc1/q53oHYJwUpF1yUw0vLU122223tIc4keKR9D4J72WaXzDmxw972LAGbNDRFz0rV8a4gw/G9gSO56Y9NfQUK0ztkLSll+V6W3pJ8PTCmkOJwfVKbLZjy5YtkZubi1mzZkU9vnz5cqxbt07JQw89FPf1I0eORKtWrVT6l1voedSoURg9erS6Lch1g6SYyb6JIuls7vHXr1+Pnj174owzzlA1iBJl1113VWlsv/76q6qBNHToUHz//fdR+9x2221qrDNmzFB6HnroocjPj+3TlH7EeusrV8bogw9GpdCdk+MAzNS/FDr6PZhAELbP11RqDoVNx0SpbKhe8UjJObRgwYKEhGSHatWqqaJ/siX+z48f9rBhDdigox967qhWDV916yYHLnXfpfqHgrS5rFeGY9KW0dTS22x/ay7x1LWonuVjhwmuVxImsmXHAw44APvuuy9+++23Ep0lP/zwA7Zs2aLqDrVp00bVG/r5558xceJE1K1bF82aNVPPbdy4ET/++GPCxxdHkhxfpGPHjhg+fLiqQyQOn0R5+umncfvtt6vaSNKBubiC1lOnTo3cXrJk56dmvXpl+QZMjCpSwadaNYwM7Tn5ht729HkcwSBsn6+JtLKvGHIdE6WaoXql1Tn0xRdf4Mwzz0TFiixFRQghthSk3q4dRAKjTdJDHoCq+na2mxWLzd2+oyxKTQgpjj/++AM7duxQ0T9eJNJmzpw5qnNZScjz48ePVwWnRcQRI+8nBaTFceQ+LhE8Urw6UTZs2KCOLyKOJrdRzkUXXaSel2MIOTn/xrlWqFAh6j1eeeUVlenwxhtvKMeQvM8VV1wRtY93TG5UkkRSZZrwxyh8qrdHe0prExdvt73ipH///oFvZZ/5+DniByl9uskH6ZtvvomlS5di8ODBqksAIYSQ8FExpvtEaTAVKb3U1ttCAGt8OL6bKkh7EkKKY9WqVfj666+V06SgILWLfInykeggke+++y7yuKRryWOSXpZMSllxyAW1OIQkMslNexMaNpRE6J1IlFEsixYtwosvvohTTjlFdWN2nUt+E37n0K8A5gKopB1ExIvbaU/k6quvxpo1a6Iee+yxx6L2L1euXFbHx1b29pKSc0jaUB544IEYNGiQamspoZzy4SotLffZZ5/0j5IQQkhGvgAqJOkcojMhvdTxRA0lXikjfdDZRwgpjcsuuwzly5dXkTWnn366ug7YY489cNZZZ6nb27dLXOlOXnvtNTzwwANRrxfHj+wvqRlSb8hFbp944okqFcx1DkmKmNT3adSo5E8lSWWrX7++EhnDwIEDUaVKFXz22WeRiCcpcSHpYlI3qXv37rj++uuj3uPJJ59U1zGS2ta+fXsVwSTHDgLhdw4Jn+htL5/HETwkwMIVcQyJc9O9L+tZ6mgde+yx6pyTtMzDDjtMXXcPGTKkyBr2OlbltqRLyuPi2P37779VVJ04dl999VWsXbsWs2fPVu/tIs5ZOb6cI1OmTFHRfo+PGwfstRdb2VtIynGRslivueYaNG7cWC2mb7/9FpdccgkmTZqEadOmoV+/fuq5TCEf9G+//TYWLlyoQkvlw/yOO+6I/GNgE5s3b1aFAmVL/J8fP+xhwxqwQcds6ymflvmbN2OPWbOwJsHjpcOZQFsW7xzyAzqHSofrldhux7lz5yrnyYgRI/Dggw+qC0i5DrjyyitVhIP8/nYRR483WkcYN26cGo+keMl1gstPP/2kUr2kqPSECRPUY3IRKxfHsSlgsRx33HHqwldE3kecSqeddlrE+SRpa1ICQ95L6gbddNNNqr5QbDTGs88+q64hvvzyS/z+++/KERYEqujv51qhPifd1LITynLJae15KQXQb775ZlWry1v7qjT69OmDFStWqLpg4jR9/vnn8f7776s0zv322w9fffWVSqWMvWZ+9NFHlQNVzqW1Enknjtby5YvqEsc5ZOp3yGZD9SqJtLU+k3aR77zzTqSd/bZt25yvv/7a6d69e1pbrDVp0sRZtWqVM2/ePNVa86KLLnJeffVV1XLy448/9r0FHIVCoYRB6nha5eYk+Jo79P4vBWD8Jsipej5H+XT8+/Txnw7AXFAoFAplp5yvP5s/C8BYUpdyDrBS/8w4NADjCab06dPHWb16deR+586d1TVtz549o/YbNGiQM2TIkKjHnnzySWfkyJGR+3J79OjRkfu5ubnOunXrnNdeey3yWP369dX7H3jggVHHO/300yP79K5Z03E2bHBmnHZakfHerdfmwADMHQVpl6LuwBSQto69e/fGqaeeilq1aqmWkK+//roq4nb++efj008/xf3335+24lpnn302atasqULspk+frh7773//qwrEibe0Ro0a+Oeff2ALorcUBxePpluAj/g3P37Yw4Y1YIOO2dZTqkdsz83FmooVkbN5M5wEjpeOSBPasmjk0Ar4g5smyILU8eF6JWGCdjSDyp7v59zQ2lLSDYfKlZtOLRsLW0nlvJTovFTwRhnJsVauXKmyelwkda24rnsS4eeycfVqYNYsVGzTJuHIIVM/e3IN1SseKcf4SYibOHwk1FRCOHv16qXyjCVcTeoOSVE3yXmU4m/SDeDyyy9P26DdVnLu4va2mJS8561bt8ImJN/6xhtvVFvi//z4YQ8b1oANOmZbTwkoXla/PgYmcbx01ByiLf+FaWXBh+uVhAna0RznkHw//xF6W7qpZXa3tE/lvJSyKV7EMeHtvicUl34Z2/VP6gkV1wmwpK57JTkI4jmHTP3sqW+oXml1Dv3yyy/KAyk1h3788UeccMIJqr7QDTfcoPKQY5HiWBLpky7cTgfidBJHVJMmTVSBvEsvvVQ5pDZu3Ji2YxFCiKmkUqGNzoTMdCvzK3KI9iSEkOAhNYfM4EtdwrgVgC5+DybUSAe+2HpexXXgS5WDDjoocrtKjRrAHntgfTEF2tmtzGxSSiuTlK2LL75YFbeSInKl8cknn6B58+ZIF9IdTYrK3XrrrSpiyeW+++6LKopHCCEkM86h+voLRFqwk9TxO63Mtaf83MzRCeeEEEL8xYxuZcJ6AGskiQlAPwkZ8HtAoUWaP0nDJymvIilgUtKlbdu2KmgjHdx5550qBU0ycy6//35gxQos+/jjuM6h/LQclRjhHJJWj8kgLfGknWQ6mT9/PkaPHo0PP/xQLeTjjz9eOYuka4F0HiCEEFJ6zaFkkfQnSdzN0w6FhRkYl034nVb2t4SqS2g6gLqSxuDTOAghhJjoHBJGAPg/AHv4PZBQI13G7r33XjzyyCOqBo60ppcav3vvvXda3l86ow0YMAC77747Fk6eDPToge3FpKMxcshsylSQulmzZqqVZNOmTdX9P//8E8OGDVOOm0xyxhln4KWXXsIee+yBv/7aWQFjyJAhKnfy4YcfVi3uV61aldExEEKIjZFDjo42aaZTkegcCndamZQLXaodfWJPOocIIcR/zHIO3aSdQ811BBG/abxIzV4RF6nlG1tbyOWuu+5SkkwAR3HZO8W9/5gxYyKOprMAvBknmliSBAU6h8wlpTZnjz32mGpV77at97avf/TRRzPaYm3UqFHOmDFjijx+4oknqlZ8Rx11lO9t4LIpOTk5Tn5+vtr6PZYgSrbnxw972LAGgqxjbBvSsOh5GuBsz8lxvk7yeGN1G9OTStinf//+zi+//OK7jn5KInrO1XN5oI/jnKjH0D0AcxZE4XqlhEloRzPkY/39fJExthyvW9pfEICxZF+CfF66reyrV68eeay3/l0wrJj9u+vnxodIR1NthwxISgWpr7vuOlx77bX46KOPcPDBB6vW8SJy+4MPPlDPSbHqTCHVwsuVK1fkcbdie/nyZQqICh1ShX7Lli1qS/yfHz/sYcMa8EPHQYMGqePddJP86/UvUuvMO453331XRTIGRU/pInnUUUcV+9y8efPUe4u85zjI3bEDh/3xR1LHK2sRYxvWa6J6+p1WJrAodclwvZIwQTuaU5A613Gw3hhbfmJ117KwnZeug6C4xu3x0srCpmOiOIbqFY+UnEMXXXQRPv30U5XeNX78eFWUWkRun3nmmfjss89wySWXIFP8/vvvaN++vcqJ9CLHllb2U6dOhU3UqlVLFSWTLfF/fvywhw1rwC8dpWaaOIfEAR6PzZs3qy4SQdBTQoKlO6SEJcdDCvc3aNAANzVogFVt2uDVBx5I6niuM6Fxis54G9ZrInpK3aaqPqeVQdeQEjr5OIYgw/VKwgTtaE5a2cpatdDQGFu6Le2PTrHiYbgJ8nnpprGtWSOFw6MdBE4SzqEg61gWahmqV1qdQ1JrSDqGxUOek30yxaOPPqoih77//nvVtUxa2A8dOhQnnXSSKs61ZMkS2ER+fj5atmyptsT/+fHDHjasAb90HDFihCp0f8stt8Tdp0+fPli9enXk/tdff40vv5T2rTsRZ83ChQtx9913q/vyJSwOGnlMHEvSaaJbt27qOdFv//33V4X25TNNulNs2LABkydPjmozGg+JapJjFxbG7yMmznzpRrFt6VJsWbMGy+vXj8xr37598ccff6h/SWbOnKm+EL3IPye79O0rbShxw/r1uO2229Tj4kCTeVq7di1efvllVSzR5vWaiJ5uvSGx1L8/ybKP+3Ono49jCDJcryRM0I7mOIe25uejmjG2nCaxy7raoTiI7CJs52VOCpFDYdMxUfIN1SutzqFly5Zhn332ifu8PJeuf9GLQ5xChxxyCCZNmoTLLrsMTz31FFq0aKG6lYmjiBBC0oVEI8pny5VXXonGjSVWpnTEWdSxY0dcddVV6v4LL7ygiuffc8896v7VV1+N66+/HjfccAPatWunHOoSjSlfPl7uv/9+PPbYY9h3331VxKQU2y8updZLz5498cknbvh2cgWpTzzxRNWp4vHHH1ftUV988UWVWnfEEUdE7XekFEMcMgQ/7b23csifdtppqkCizFOHDh2Ug14+m0nJuCll0j7Bz2DlySX8CCSEEJJ9zCpI7WJ3almYSCStzA5XiX2k5Bx6//33ceGFF6p/igsK/g0NlNs33nijek5qcGSSCRMmqPb1jRo1Up681q1b48EHH1QXcoQQkk4+/vhjFbnjRv6UxuLFi1Vq7UMPPYQHHngA3bt3VxE47ueTOIWks6J8TorTR9qHyvvH1moTx9AXX3yB2bNno3///ioiM9aB5EU+D8XZJF0jS0KOLdFD/detQ/3Zs3HAAQdExjV48GA8//zz6phPPvmkqi0nj3v5+n//AwYPRs1581T0k4z7lVdeUY4i0UeioqZPn57QXNmM353KYoP97arWRwghwa45ZB7ut80JqV6CkgDXHCJmkNKZKT/8JT9RLnoklUIKnIrIbXHQyHN33nln+kdLCCE+Ic5wiQgSR3QiSHH+IUOGqHQ0ca5IqpZQtWpVFYE0duzYqP3lfps2baIe89ZPc9Nl69WTNrDxo4akFak3bzxeaq5EI725775YcfTRmDJlinpcjp/IuH6aODGqgLE8/9NPP0XtM27cuBLHQP6NHPLbOfSn3jb1hJITQgjxDzMjh74HICn48jvmYL8HQ0oglZpDxGLnkBRo7dq1a6TGz4wZM5TIbUlLkOdkH5Id5EJQai6VdkFoK9meHz/sYcMa8FtHSWeV9C9xgCdCpUqVVO0gqf0TWzy/JES/kSNHqtvbtm2LPO52ScjNzS3ROSTpaaWxYsUKzJkzB1vmzEHlKVOw+aOPkprXRRs2qG3NYlLTwmDLbFGankHoVCYskvRJ/UMvvuvRXrheSZigHcNPjnYOVVuzBqONsqVU2Buqb/eCTYTtvCyp5tAWT1ON3BDrmChrDNWrJBLue0+hUCg2yaBBg5whQ4ZE7rdt29YpLCx0HnroIUdwH+/Tp4+zevXqqNc+99xzzvTp052uXbs6W7dudbp06RJ5btGiRc4tt9wStf9PP/3kDBw4UN1u2rSpev999tkn8nz16tXVY507dy52rJUrV3Y2bdqkXluSTvPmzXOuvvrqnfqJzwlw+unnxowZ47z44otR+7/77rvOZ599Frkv9OrVy1mnX9sCcMaOHes888wzUa/74YcfnF9++UXdvgBwlgLOrQGwaZDkNj2HLwVgLAv0WA4MwFgoFArFZinQn8eOvg2j5Ayt2poAjIUSTy7T6+/dYp6r7FmflQIwVgrSKkz4NACJUJA6I7Il/s+PH/awYQ0EQcdff/0Vb731VqTQdDykxtD555+Ps846S3U7kzSu1157DTVq1FDPy31JUzv99NOxxx57qGgkSfOSYtCiX2waVyIce+yxqt7Pn3+6SUKlIzO5qVIl7NDzKuM699xzVccyqW107bXX4uSTT1a1j+K1s5fUMhm36CuvlSgpKU691157Rfa9WUekXBYgW2aD0vQMSlqZMN+TWkai4XolYYJ2NKfekHw/tzTOlr/ra9BqAOxpIhS28zKRtLLY1LKw6ZgolQzVKx4JOYfmzp2rUhCSEbe+Bsk8csEpF3DuhSfxd378sIcNayAoOko9tZJSu+rUqaOKM4uDRFrUC1JMWlrHS9cy4emnn8YTTzyhuoJNmzZNOXYkJUw+N0U/t619MkgL+0RSyrxIO4F/atRAVT2v0uVMOqlJjaTffvtNFdU+77zzVB25kpxD7733Hu6991488sgjqotk06ZNVVFr4TQAbgntDQGzZaYpTc+gpJUJrkuxmc/jCCJcryRM0I7m1BtaYqQtf9G1h4RbjK2uFPbzsqS0su06QTDWORQ2HROlhqF6xSOh5iRyYeDWuyCEEFsQx0gsEplTsWJ0GT6JChJx6/k0bNgw6nmpOySt7V3k81Ta2rut7WORvGbpPOYWoXYfy8kpvlywtLeXaKXjjjuuVJ2aN28euV3cfyDiwHKdWMXhjkGcPkJjvZXop9h6TPfffDNmeu63sOZnYLi6lQmMHCKEkGDgfk+aW731WAC/yS8S+ctNWn74PSCSRLcyN3pIItxYlNpS51BxF0iEEEKCQa1atVTb+QkTJiT1urIEyHojh+Jxr35+tj5WEwDtAcwpw3FNIkhpZd6OZYQQQvx3Dm2EqYjb6wpdnPpaAG9I4r7fgyIJppV5nUP5WRwTyQ6sOUQIISFn+fLluP/++5N+XTqcQ+LwKY6D9E8/6FpDrtvq3/gpEqS0MjdyiGllhBASkJpDMJkvAHwEoAIASUMvPjKaBDdySGDkkHmk7BzKy8vD5Zdfrlq7SW0KEbktj+Xn04+YTbZu3YqFCxeqLfF/fvywhw1rwAYds62n1ByqsHUr1qRwPDfs9JA4z30t6W76p98Ij3Oog1G2HKcrKd1R7LOl6RmktDJGDsXHnPVaMrboaTq0ozmRQ9uMt+XV2gV2GIAPYDJhOy9LqjkUzzkUNh0TZauhepVE0i3OGjdurFo0b9++XbVk/u6775TIbXlsxowZah+/W7FRKBQKJb7M161IO6Tw2hv0a3cATtuY5x71PNdOP3a0fuz3AOidPlmqu7m+nfRr8zytYGv4rgecfM94agdgPBQKhWKrnKk/i0cEYCyZl3f1V88GB8gJwHgoIjfqNfhKnOd/1c8fEYCxUpBWSSly6Nlnn1XdaKQNc5MmTXDEEUcokdtnnHEGdt11V7UPIYSQ4FKpDKHrLwMYr/9d8gaES8v6C/XtVwFM1bcn6u3u0vkBppAfkyCWOLU9XT/WwH+2SGccfZvRQ4QQ4n/kkNvh02yu1fEpEssc3cyDBLvmkMC0MvNIyTl01FFHqeKnH374YZHnPvjgAwwYMEDtQ7KDdEaSttluhyTphCRtrbPFyJEj1XoIy/yYdjy/jpltbNAx23qKc2hJw4Y4LYXj/QPgFADrdUC427bgce38EWfQxZ79V3sKUR9uhC2rAqjucXklZ8vannpD8X58ZRvWHSoefvaQMEE7muMcWmGFLaWC4U/6dg+YStjOy1TSysKmY6I0NFSvtDqH1q1bh2XLlsV9/u+//1b7kMwwaNAg5QByZfHixejfvz/eeust9XyDBg0wbNgwv4dJCAk48j9dWVgEoL++/QiAEwH01j8m+hbzo8KtO7QnTGAPz+2mHndP+DqVubDuECGE+I8dBam9fKK32ftjm5QMC1LbS26qzolzzz0XlSoV7XVTuXJlnHfeeXjllVfSMT4SB3H+iBNIZJ999sFjjz2Gyy6TnkDA0qVLrSqalQi5uWzMR4iXCrpgdFl5WqeOiWtksH7sOQCTitl3olHOoVYxzYal1HY4O5W5MHLIPJpoJ7ArtVJKgiSE+BE55F6A2+McOtLjGiN+wrQye0npinny5MnqYnvmzJm45557cM455yi59957MX36dLXP1KlTcdJJJ0UJSR9btmxRTiARaWO9YcMGrFmzpkhaWYUKFTBw4EAVXbRp0ybMnz8fN998c+R9qlevjv/+978qEkxe/80336Bdu3aR5yUi6ZdffkHv3r0xb948/PPPP3j77bdRpUr0h7esh4cffhgrV67EkiVL1Ou87LLLLvj4449VRJkc591330W9elKdBKhWrRoKCwux//77q/s5OTnqfcaNk05AOznrrLOwYMGCyH2pbyXvsXr1arWvvLfUwfI6MIcMGYJbb70VP//8M664wm2qTQgpaxt7L4U6Sgg6yUqcHbfH2dd1Du0FE2itt3+VyTnEyCGSKWoCWKjrlrgi5+fyNEQNEkIy7xyyJ3JoJoDfdR2/bn4PhiQROcT+5ObhdiNOinfeeSdy+7bbbivyvFy4iwNBLvJdxGFRvnxKhyNl4KqrrkLPnj1V8XBxroiTRsTl/fffV06j4447TjltLrnkEuUg2mOPPZTjRWjRogVOPPFEnHDCCahZsybee+895WC6/fZ/LwH79OmDJ554AgceeCAOPvhgDB48GGPHjsWIESPUOvjkk0+wfv16dO7cWa0DKVguzp0uXbpg7dq1yuEoRc0nTZqEvffeW62X9u3bq0g0cXzJ60aNGqWOJa8fPny4ch516tRJOZZkLF9++aVybG3btk3tJ3Wv5L3/85//KP0JIUWdQ/G++JNhnK4a0AjAtyUUWP5ZH6+hUZFDv+maQx2TenWQ2ti7MHLILDr7PQBCSJmcQxutuvj+FMANOrWsaE1bEvyaQ8Qckm5xdvjhh6ckfrdmM0UGDRrkbNu2zVm3bl2U3Hbbbep5oVevXur2gAEDnBEjRhT7Poceeqjzzz//OHl5eVGPz54927nooovU7f79+zvr1693qlSpEnn+4YcfdsaNGxe5P3LkSGf06NFR7/HTTz85Dz74oLrdtWtXNd4mTZpEnm/Tpo0aZ4cOHdT9xx57zPnss8/U7auuusp5++23nV9++cXp1q2beuz33393LrzwQnX7rLPOcmbMmBF1vAoVKjgbNmxwjj766MgcLVmyRD1evnx5p1atWmqbDftk+3h+HTPbYoOO2dSzuW5D+k+ajiftz29JYL/pgLOtfHnnxNDbcopuv3uD3i5KypZP6vl/0Hc9/pU2ekyrAzCWIElYP3te0PZ8EXAKAGdvfX8L4FQzSE8K7WiavKPP1SutsuVh+rt0pQOYp2/Yzst79BocEOf5l/XzN4VYR1Nth7Lqm4o3afTo0el3UZGkO4RdeumlUY+tWrWqyH4SwfP1119j1qxZKrLm888/V/cFqVUk6WGSluVFaklJtJCLpKJJ1I+LpI25KWEukkboxbtPmzZtsHDhQixaJOVrdzJjxgwVmSTPTZw4UUUFXXDBBSo9TaKEvvrqK1XYXKKJ5L133313fPfdd5Fxt2zZskjR84oVK6pxu/pNmzYtEkVU3NxkColkyubx/DpmtrFBx2zq6UYObU3T8eRT5MEE9pOi1G0KC7H3qlX4GGH+T83tUCbF/x8C0FjHRC1JyJZBTiuroVME40WA2UYYP3tyPH1/PtQRCNMATNc1v44F8J4BepKi0I4GtbK3ypY/6G/EOroH6s7f/KYQtvOytJpDW4qJHAqbjolSaKhe8WCV3pAiqVZz5sxRIs4dcZhIKlYsUi+oefPmuOOOO5TTR1LCJJVMEMeQOHH23XffKGnVqhUeffTRyHu4DhYXOU5sgedE9inN4Vi1alXst99+OPzww5UjSEScQ+Is+uuvv/DHH39Exi3pZ7HjllS4//3vf1FzJNSoUQMnn3yy2maDbB/Pr2NmGxt0zKaernNoWZbnVeoOra5RA3VCbctd9QzKz6MZ+pK7aN2hkmwZxLSyjboejcC6Q+H+7Omg0zzXxlxiSeJGvJ5AYdSTFIV2NMc5tNUqW0oC0+f6dk+YRtjOy1TSysKmY6LUMFSvtDuHDj30UNWRTCJYpF7MlClTokQeI9lBnD5Sa6e47nGCRNiIU+jiiy/GGWecgVNPPVXVDpJCzdLtTDyirqPJ63BKFxIlJHWOpBaVi0QMyRjcAuZS70gihKRwtDiaJNJJHEZSd0hqHbn1hgQZt0QSSRHt2HFLjaFk5yfdZPt4fh0z29igYzb1dN99bZbnVSKHVlWshRn1jkbFigUhL0Y9W/90Eq1QpO5QSbYMYrcygXWHzPjscZ0/X8oFZjE9gboXU3QyjHqSotCO5jiHtlhnS/cT6rRUy+IGlrCdl6m0sg+bjolSyVC90uocuvbaa9XFujgapNOUhFqJM8ErNoVf+UF+fj7q16+vpG7duqpwc61a0qS2qK2kILNEA4lD5bTTTlPRQtJ1TIpFS1Fn6fR19NFHq25fUkz6vvvui3QOSwdyHEnxeuutt5Szp2PHjnj99ddVZJBEALnIfelK5jqCJO1MHEuyzrzOIXmfFStWqCLXhx12GJo1a6aiiwYMGIDGjSW1gxBSGgUxocHZYjJysdffv+KFF/qixvbGIS9GPSumD1viHcuCmFYmsGOZGfSKudRy+QnAUp06yILVhASTKtZ1K3P5SicyyZ/JJ/o9GKthK3t7Sckt269fP9WJqkePHsVGapDMI93FpCaPF+koJg6g2KihG2+8UT2+fft2TJgwAd27d4+koMnt+++/X7V+FyeTvKdE7CxdKj8f00evXr0wcOBA9d47duxQ9Y+uvPLKqH3EASTOLLe2kCC3JWXM+5h0V5PUs4cffhgfffSRSkeTtDPpssb1SEhiVIr5gs8Wm7EDTcsvwJ+FrVB5ewtP1E2YnUPFRw6VRBDTygRGDoWf3QC0lToJuiKWF/nm/wzAhTpx4xufxkgIiY99rey9yc3yrVhXu68/8HtA1sJuZfaSknOooKBARW/wQtwfzjvvPCUuDRs2VC3oX3zxRXVfWse7vPzyy0riIYWmr776aiXFcffddyvxIhE6Ii7Sjj6Wk046Keq+FKQW51VJSCSQd+yCOItEYhHn1bnnnhv3vbzzQwiJ7xzKduSQsKLcHKCwFWYXtkS408pm6u1UnbxTR8fcuPE3xZMHoFpA08oYORR+3God0jpkdTHPf6KdQxJdVPw3PyHET+x1Dgn/059M8k1Jgp5Wlp+l8ZCAp5VJnaG99947/aMhKSHRQRJZE9u9i/gzP37Yw4Y1YIOO2dTTTSvb4cO8bt2xs9bYxo1S2BkGRA6JY2hqkeiheLZ0o4a2A/gHwYwconMovJ898VLKXEbo/+fFxvuEWE9SPLSjOc6hlVbaclTSadphIGznZSo1h8KmY6KsM1SvknCSlSZNmjjTp093rr/+eqdmzZpJv55CoVAo/srl0lQQcN7z5fjnyKEdYITv85C8VNVjF6nuefx5/dhDpb5HW/0GS33Xpajsrce2PABjoSQvtQBnm7ZhsxL2G6L3uSMAY6ZQKP9K7r9fME7tAIwn+7KLVn+rA+QHYDx2ylN6Dd4X5/mz9fNfBGCsFKRVUoocWrRokUpheuihh7B8+XKVmiTdprwiBY9J9opTt2jRQm394CwAj3oK6Nk+P37Yw+81kA1s0DGberppZet9mNcKFebFROCEiT30Vmq+rfE87tYdOlDHZVVCzbzqaNu8NWpWqKASzuroZ9y+jUFs2+CmldXRVR9kvGcAOBj2EqbPnit1vYDfPFFgxeG2tD8vpHqS+NCOZkQNCdustOVCAMvkl0JMbGO4Cdt5WVrNoS3FRA6FTcdEyTdUr3ik5BySGjSPP/44Fi9erOrESJv0Dz/8MEqkUDDJDtKl7Oyzzy62W1mmaQTgdQA3ADgewSTb8+OHPfxcA9nCBh2zqWfEOeTLel2ubzUJsFs50ZQyF7kcF44AsAEFWI5VW9dg2ryZWLVtG0RjkQ2eIsGtPel9QUGKGLss0+N9B8APIbSUjZ89UktIWFLKfiP0X4TNPckbYdKTxId2NMM5JBflla21ZfJNHoJO2M7LVNLKwqZjotQyVK+0FqTu27cvhg4dqgoMu12viJ0s1h8c8iFyC4D3S/ggIYQEB79a2Qu5uWtQufJ6bNhQRUfi/IzwFqN2mQHTuUAaEvg9CFIiVfVWvotL+29+vd7/EAATszA2QkjiziFxzNvLRP2Xs1l1h8IEW9nbS0qRQ3l5eco5RMcQKe/xMErwZ1+fx0MICX63MqF27ZUhTS2LFzm0Vv+s3ykbURct6jfFA7feihb16qkUrbpRe+wUKQwcJDYWM8br9HN3Aajv8/hIfCQVsLq+/XYC+7+nt/UyOCZCSGrOIXHe2ot5kUNhg63s7SUl59Dnn3+OTp06pX80JHS47ZhdHuDFAyGhcg751Sq3Tp0VMZE4YaF1HOeQ61pxZRM25W7Ftrw8bCpXDqLtipg9guYYcokd4wD9P24NAI/7PTgSlw6emLZEeqrw8ouQ4OGm7zJySGgTU4WJBDmtjFhec2jPPffEs88+i/322w916tRBzZo1iwjJDoWFhVi1apXa+uUc2qh/aMq/lk/A7vnxwx5+roFsYYOO2dQzEjnk03otKJDElrBFDsl/abvHSSszd83u0FGhO3QDgiNhF2GxY4cYp09pTIh5XVj0JCVDO5qTVmavLZfq5Fe5TN0PJhA2WybqHMoPsY6JUmioXiWRdIuz7du3R6SwsDCu+N2KjZJ5aadbGS4BnP0Ap1DfvzcAY6NQKPHlA32uXurbGI7X7Wp/8X0uEpeDPS12cwMwnuzK03rNrAacKsU8vzfgTNdbv8dqo3yi7XNVgvtXAJzN+jW7BWD8FAoFzon6nBwbgLH4Kx/p79trAzAW++RlvQ5vjvP8Hvr5lQEYKwVplZQKUt9zzz2sN0SiIofW6pKyXwM4VteouBfAVp/HRwgJZlrZv5E3e+iInDB8p0gnMqHQytL7/QFcqtPLhgA4Oub54QAaAvgSQGOfxmgzyUYObQMwBcAB+rVzMzg2QkhisOYQPJ9kJzHx1SdYc8hufPdQUcom9evXd/r166e22T728dpzPD7mH4/5Fs+PH/bwcw1Qx3Dq+a0+V8/2ab1ef/1NDrBF/zO4q+/znpjcqMc7P1C2zKYM0OtGIk5aeB4/Vj++Q2+PCcBY0yVhsGMjPe/bAKdSEq97Rr/u0ZDoSSldaMdwyyX6nPzIelserb9vfw/AWMouYbPlIL0Ob4inj35+e4h1NNV2KKOkVHMolmrVqiE3Ny1vRVJA5r5y5cq+2MAbOSQscscEe+fHD3v4uQayhQ06ZlPPSM0hn9Zr1aqVUL78/JDVHVqtt79Yu2av1hGiUmfgGc8/h+5tiSAVnjXoH8Uw2NGNGvotyWjAiZ7Xh0FPUjq0ozk1h+y2pfvptLuOVw03YbNloq3sZb8KIdUxUXIN1SseKWu5//77Y9iwYdiwYQNWrlyJzp07q8dr166Njz/+OHKfmE2sc2iV3tbyaTyEkMQo8LmVvVCu3B8h61jm/kBdA5u5XK8bSSE+FcCtAFroPwdO0NuWAG72e6AW0SHmcipR3BS0/dM8HkJI2Z1DdiN/xszRt/kJFdS0Mhj0RxApg3Po4IMPxpgxY7D77rvjzTffjPKkiaOoevXquOSSS1J5axIypDuZ91JptefLLc+nMRFCkogc8nEM5cvPCVnkkPuJ9w9sZjaAB/VtiRi6Sd++CsDfAK7R92/29HYjmaVjkvWGvJW/5CK0KoBmGRgXISQ5WHPIi+vuZt2hoHUr8/52pHPILFJyDj3wwAOYMWOGamd/663yn2E0I0eOxIEHHpiO8ZGQRQ6t8XyQ1PRpTISQxJ1D3n9/sk34nENu5JDdziHhIe0kqq//CBiqi1QLH3pSz8Ym8F5tAMyT3w4xbXFJ5iOHtntSAfdM85gIIclTRW8ZOSQs0Ns+Po/DPkpzDgksSm0uSRcqWr9+vXPllVeq27Vq1VIt7bt06RJ5/oILLnA2bNjge0ElWyQvL89p0qSJ2vrV2tjbun6Vfqy1pfPjhz38XAPUMZx6rtDnaVsf12v58ofpgpMLfZ/3xORNPd5rAmVLv+R2TxHqTjHPtfYUpy6ttfpVnsKWFQKgV9js2EzP3xYZawqvf0K//qmA60kxY71SEisEfCNt6QBX6+/cbQEYS9kkbLZ8R6/DK0rYZ7Xep2VIdTTVdvCjlf22bdtKLMrUuHFjrF/PgMhssXXrVixa5JaC9jetzK07VDNAdYeyPT9+2MPPNZAtbNAxm3q6NYfW+bpe3e+JJjqYfoNRNYdMX7P3A+ikW6B/X0y60lQA+0gtwlLeZw+9lV8VhwP4BsEi6HZ0o4akLf3WFF7vpqJ1DLiexIz1ShKvOURbvgfgSYkzBlAPwDKElbDZsrSaQ8VFDoVNx0TZaqheaU0r+/HHH3HqqVKGsigFBQU477zzMGrUqLKOjSTRLa5bt25qm/Vjx6SVeesO1bR0fvywh59rIFvYoGM29XTTynJ9Xa87PD/2XBeBOTWHTF+z8hdTNwCXxnn+Cb3tUcr7eJ/vieARdDt2TDGlDDGva1mtGo4NsJ7EjPVKEq85RFsu0X81eN3g4SRstkwlrSxsOiZKNUP1SqtzqH///ujQoQM+//xzHHfcceqxffbZBxdccAEmTZqEunXr4t577033WEkcpL2eFAmXbRCcQ0HrWJbt+fHDHn6ugWxhg47Z0tObH57j+3qdGaKOZcnVHLJlzcZjqK5p0x7ArnH22Vc/5/7I7IXgEXQ7dkixGLXLH3pFb69cGQcFWE9ixnolidccoi29n2zhdg6FzZaltbL3FqWuGFIdE6WyoXql1Tk0fvx4dO/eHS1btsTrr7+uHnv88cfx0ksvoVy5cuq5adOmpXusJIAUl1YWtMghQkjxUUN+dyvbyawQFaVmQepkWAlgTCkRQa4z6CsAGwE01aloJPHQ//3LGDnk6Ndu3FEJW7dWwI4dlXTiqZt8SgjJFmxlHws7loUlrYyYQUo1h9yOZK1bt1YRQ9LSXmoQzZkzR0UOEXsIQ+QQISQa95JvWylf/NnB/V/qPwDugkk1hwjwKYDO2jkkbe9jcZ1GQ/RK6KUfk/o5pHQO03/SyLk8owzv8wMKcPTSOcADcs/bhVY6z44v+0AJIQlB55CZkUNhg93K7CVl55DLlClTlBA7CUPNIUJI8ZFDmxCUmgJCcwSbcp6Af0YOJconElkM4AjtxPC61XYBsJ9OPftc/1PZSwsT0xPjPM+5XFiG93Hb2RdFLETnECHZgs6hWKboT7cGunmFPYWB/YTOIXspk3OoTZs22G233VCzZk3k5LgBaP/yxhtvlOXtSYJs3LhRpfrJ1i/nUGy3siBFDmV7fvywh59rIFvYoGO29HSdQxsDsV5fBnCT/nkhFWgmI9hJtIlHDtmyZktiDoDfAOwFQCoUvlNM1NAPAFZoB9EOnSYVpEuAINtRHGxuT5+yMBYbcVa1Rth20EH48scfsXbtDQCuA9AuDaMk2STI65WUThVPQWra0nV9/6p/H3QI0DdDcoTNlonUHIp1DoVNx0TZaKheJeEkK7vttpvzww8/OIWFhc727duLFXkulfemhEcqAI6jpYbn8fP1Y58HYIwUCqWoHKDP0bkBGMtO+Uh/lNwZgLHEk930GNcGYCzhkvv1ens75vGv9OPXex77Xj92WQDGHXSpCjhb9Hy1Tvv7n6rX+wTf9aRQbBL3nG4SgLEER/6rP4/uD8BY7JCheh2eU8I+H+t9LgjAeClIm6RUkPrFF1/E3nvvjWuuuQb77bcfmjdvXkQkoohkhwoVKqBhw4Zqm028Df3WBThyKNvz44c9/FoD2cQGHbOlZ4Hn/7hgrFdJPgpqr6rU6w3ZsmYTqTsEHTlUwfP9cUTM897bQWppH1Q7dgOQB+B3T8+/9Onp1vlop49CwkJQ1ytJLJ0jz5NWRluaU3cobLZMJa0sbDomSgVD9YpHSs6hQw89FA8//DCeeeYZVW9owYIFxQrJDnXq1MEll1yitn44hzbomhFBrTkUPT+1Mu628sMefq2BbGKDjtnS01tzKBjr9XP9KbKfJ1EmqGllidcbsmXNlsZ4XVmqunZoiHPyRO0okiLKsz37um7CLgDqIhgE1Y69YuYsvXr+qZP95FKVqWVhIqjrlZSOt1G2/LamLWM7loXXORQ2W6aSVhY2HROljqF6pdU5tGLFCqxZw24ttlNcG/sgRg65OI58fM3VP3hP8ns4hPiGt+ZQcJqej9W3eyCYsI19qsiPy2H69mf6ouc1ff+LmH1/138wiEviliyPM2wRBsen2Tlk4gUZIWF0Dkn3wa0+jyVYTAOwRV9ZMDMlKK3sxSICC1KbRUrOoRdeeAG9e/dW7euJvRTXqSyIkUMujpOvRy0febv7PRxCfCNY3cpiE4qCmlpG51BZGJrE4+IgctPQSPwW9vIduxzAuIyncnTM2BEIIUWLUbNTWSzbPM0q6KzOBuxWZi8pdSv7/fffUa5cOZVS9uqrr2LhwoXYvt2bWLSTIUOGpGOMJGTOITdyqIL+opOOC0Fgy5YjPb7wQ3weDSH+4a05FBwk/uExXYmmWjGfLOGrOUSinUBHA/hR/9iUHx+HAhhVzL4Pye8HAPX1fmVp0W4qrgvV7fCWGRg5REg2YRv70j6PDtTO6rL2ZySlQeeQvaTkHHr33Xcjtx97TH7MF8VxHJQvn9LbkySRud6yZYvaBiGtbKMOh83T/2yuD8j8bN58jOfRo3X8xCYj7OHXGsgmNuiYLT29kUPBWa9/AJgOYE8dM/Lv90xYaw7ZsmYTQcLPR8Q85qaaFRdDtgxAPQCdAIyEvwTRjumuN1S8nm7k0F7apRycRFQSrvVKUnMO0ZbmFKUOmy1TqTkUNh0TxTFUr3hIGEXSmh5++OEJ7Td69OhUxkRCwqUAngPwIYBTY56T4qMNAOwLYAqCQJ4OwJeIhMUAGul+OFIBgxC7uElHZ7wK4AIEiQcB3AzgfwDOQrB4CsDVAO4HcLvfgzGel/XaHADgGr8HEzDa6gocqqB8xl02f+nvS4nz+iGjRyLEdqRg/5cAfgawv9+DCRzipP5V90eukdGYSbIzqleu9k8B8FGcfaQu4AP6+/qiLI+PZI6UQnvo9CElpZW5dYcaBKru0BEex5C4s67U/73SOUTsI5g1h9w4iJt1UerMRPalDmsOZXslXKA/pekciuZCvR2RlVieCdoKkspB5xAhmaRuTEQG8TJDx1RV1X89iwuNBCGtTCq6EnNgRWkDqFu3Li677DK1DUJambfuUBCcQzIve+11mydh4WN9u0dGTgE/7OHXGsgmNuiYLT29NYeCtV5/0oUn5cffFQh7zSFb1mwmcB0fzQLQSD1Idsz1RPtJs/nM68m6Q2EjSOuVJF9oXthDb2lLLzs8PdyCFfOcCGGzZSppZWHTMVHqGqpXmSOHvvnmm7jPSQ7e5s2b8eeff+KLL77A0KHx+pKQTCC1nerVq5f1Gk+lRQ4FpZ19uXLlsWCB/MvgOodG63//6+niduNCbw+/1kA2sUHHbOnpjRwK1nqVnyFzALQGIDXCHkWYaw7ZsmYzgazNr3XMiiQAT/VxLEGy42W60YOcKS9lRU92LAsbQVqvJDnkbxF4YmZpy1hmAzgAwMEIG2GzZSKt7GOdQ2HTMVHKG6pXPBIOm5BJEY9ZcSLPtW7dGhdeeCE++eQT5RyyZQJtpiTnUJAihwoL98a6ddWQkyPhqN/q3jdfZLxt9uLFi9GrV1DbchObcZ1DwSwve0/Mf6dBgWll2cYttsxP0Z3I3xn36tu367pDmceNHGrl+dYnhGSC3z1dCEm8KjfCbronMvEzrUwaTQjsVmapc2jvvfdGu3bt4krLli1RvXp1XH/99Tj22GNx4403ZnbkxHdKSitLV+TQoEGDMGSINDX+l1NOOQWbNm3Cddddl9B7bN58rNrm54/0fJTxsoPYS3BrDglDtNtqV11XICiwlX22Gap/mEpCU2O/BxMAHtOrcKIuKJ8dVgKYp2+zRC4hmaRmzG9oEov8jv9bX4FILVESpLQyYgZpLbgiqWUDBgzAO++8g//7v/9L51uTAOJH5NAFF1yAt956C5deeimeeOKJhF7jtrDPz//K8+iXOne5dQAjFAjJLN6aQ8FDfm6456okFAUFRg5lm2WepF+pEGczXQCcrZ1lfbPep4d1hwjJBrVifkOTWBxPI5kg/T6wuyA1nUNmnmlplcsuu8zZsGFD2t+XUrxUrFjRadWqldpm87iTpNwU4BxbzHNX6ufeLeMxBg0a5AwZMkTd7tevn7Nx40bnxBNPjDzfs2dPZ9KkSc6mTZucOXPmOHfeeadTrly5yPPCBRc4zkcfbXc2bNjo/P77706PHj308986nTurXZwjjzzSmTBhglq3Y8eOdfbYY4+ocZR2nJYtWzqjRo1Sz0+fPt0577zz1Pv26tVLPf/NN984AwcOjHrPOnXqOFu2bFHHDusayKbYoGO29PxSn59n+zSvpR/zXBmeA0zy3R47JccBtusx1QuULU2XG/VanezjGPy2YzPA+UvPw0Bf9LxRr/3vfV8PlLLYkRJ0+Uyf5+fTliXI8frz6M8AjCVxCZst3Wu8Y0rYp4feZ05IdTTVdii7pP9Nb7jhBmfNmjV+K0bJsMzWHwqHFPPcWfq5r9LkHHrooYectWvXRjlSDjvsMOeff/5xzjnnHKd58+ZO165dnblz5yrHjbuPsGCB41z/n9+cFi1aOE899ZR6n5o1azrAixHn0Lhx45zDDz/cadOmjXLyjBkzJuHj5OTkOFOnTnW+/vprp127dk6nTp2UI8nrHDrzzDOdlStXOnl5eZH3veaaa9T7+G1Hin0ySp+fpwRgLMVLHY8zZpcAjKeaHotIfgDGY48coyd+B+A0DsB4/Lxg3Aw41X0Zw6167W/1fS4oFJNlrD7XTwzAWIIrcoG+Xn8mtQ/AeMyUX/Ra7FrCPlfofbYEYLwUpFPS/6ajR4+OurimZFaqVKmiHBiyzeZxl+kPhb2Kea67fm5iGpxDmzdvVo6WLl26RD0nzpibb7456rGzzjrL+euvvyL3hefuXeYc1/xpNT8FBQXqsW7dujlAD0/k0FGR1xx33HHqsfz8/ISOc/TRRztbt251GjZsGLHHddddF+UckvcS59Bpp50WeY/JkydHObLCuAayKTbomC09x+vzs7tP85rYMSVKQYZ5me82AXbVY9kUOFvaIJv0er3cp+P7bcfJWv/XfdOzgQPs4MVYSMTv9UpJXabrc70zbVmKfKQ/j/oHYCyJSdhsOUWvxaNK2Me91tsaUh1NtV1ZJeGaQzVr1ixRGjVqhC5duuC9997DIYccgmeeeSaTqXDEQ9WqVdG1a1e1NbHm0NSpUzFv3jzcfffdqFy5cuTxffbZB3feeSfWrVsXkf/+979qLVaq5JbcBf6z4DZ0PHu1mp+NGzdizZo1qsMeMNlzjCmR20uWLFHbnfuUfpw2bdpg4cKFkdfJcaSLn5ctW7bgjTfewPnnn6/ut2/fHm3btsXgwYNDvQaySTp07NOnD1avDnapx2zY0ltzyI+1k9gxg1Q0Pvk29racl9lgoN761bzYTztKpau99O27fNPzb0+dj+4ZHgUpK/zcCX/NIfdXCm0Zht8HiRE2WybSyn603krfuMoh1DFRqhqqVzwSdg6tWLECy5cvjysLFizA119/jR49euCOO+5QRamJueRJgecSnEPp6lYm/PXXXzjiiCPQuHFjfPnll6hSpYp6XLb9+/fHvvvuGxHpqied86Q4uotTWIjcXOff+46D3FxZ+judOcK2bVWjnhd27pP4cUrj5ZdfxtFHH630OO+88/Dtt9+q84akB+lsJ7a76aaboh7v1atXxKbvvvsu9tiDBciD3co+9sffEQFooc1i1H7yscctUR524er8K4C5vo4kfBdjhIQN9w9VFqQujc8BbJe/WnVnU+JHQer1nmvAhlkYE8kOCf/OuueeeyIXWMUhF8l//vknvvnmG+VIImbj/o8urCvm+VWeS6rcNHRWESdK586dMXLkSOUgOvbYY/Hzzz+jVatWmDNnTorvWqhHKi6sRp52vdGUdpwZM2Zgl112QYMGDfD33/IPK9CkSZMi+/3666+YOHEiLrroItXN74orrkhx3CQemzZtUs6hF198Ef/880+xn1PJOPRMJdit7F1my9kFoA2A48S15+NY6Bzykx915zKJ5eykmxnbQs8Y14y/F2PyTd5Rf18u9ntAhBhFZf3HqxDs+OYgsBLAWACH609JZqv40coe+ptA/r5rDOD3LIyLBMg5JCk9hLhU8ziGinP8rI65rErHvyCLFi1SEUTiIBo+fDgefvhhfPDBB8pxJNsdO3aoFDBJ15LotaoJf8GIc6hBiY7Rzz//PO5xRowYgd9//x2vvfYa+vXrh+bNm+PII4+MGz0kKZcbNmzAkCFDUp4LUjxiC4nouuWWW4pEELlpZU899ZRKhRUk2nH79u3K2SjI45LG+Oqrr6posZycHNx+++24+OKLVaqgOAJvvvlmtf6Epk2bYv78+Tj55JNx5ZVX4sADD8Ts2bPRt29f/PijXNIGk3A4h4SvtXOoX0CcQ2t8HIO97NCuifN13IotzqE87RYVPvV5LDvdc/KZdgiAHgBe9HtAhBgZNbQVwAafxxIOhmvn0FV0DvmUVuY6h1rrvwzoHLIsrYwEF4mE+O2337IaEVFSvSE3JmddGusOxaaY1alTR12kn3rqqTjmmGMwYcIEdTF+7bXXqgg2oal+zdatW0uYHzfKLb5z6KuvvsIJJ5wQ9zgSUXfSSSep+kPjx4/Ho48+qlKciuPtt99GYWGh2kodojCvgWyTiI7i6Ln11luVo0bS90pDnEUdO3bEVVfJjwvghRdeUGtMHILC1Vdfjeuvvx433HAD2rVrp5xCn376qXJAebn//vvx2GOPqZRDcRSKfcuVK5cxPdNZc8iPtZP4McfrbXufE4pSqzlkw3mZLT6JiaTJJn7Z0U2olB/fEwKhJ1PLwgA/d8yoNyTQliUxQm/l91h0nc8gEjZbJpJWBk8MaaMQ6pgomw3VqyR8r4pNCZ8coSvU/1bCPn/qfTr6NMYTEuqY9pLueHB7VsbUtGlTp7Cw0Gnfnh1f0i3S2W7IkCHq9g8//OC8/PLL6rZ0jBPkdp8+fZzVq1dHve7UU091Nm7c6DzwwAPOunXrnJYtW0aeW7RokXPLLbdE7f/TTz85zzzzTMSewvnnnx95vk2bNuqxVq1a+T4nxUnuvz3ZnVoBGE/JUuDpktTMx3HcrsfwQgDmxE6pBDgb9brdOwDjyYY8o/V9IQBj2Smt9Xmw2QHs6NpCoWRLpEOZozuW+T2W8Mg2/ZnUMQBjMUtm6/V4UCn7Paz3ezwAY6YgLcLIIQOQCIVq1aqlHKmQicihdHcsSwU3cmheifPzl96WHmVSFnuUL18e9evXx3333acij3755Ze0HS/eMU0jGR0lpUyiglq3lmDXkpFUQUnxk1Q0iRD6448/1OPSlUCij8aOlbz2f5H70qHOi6Sixet2FzRb/tvHb2fkkB9rJ/FjSsns+fr2LghbzSEbzstssUknGfoRPeSXHXtmOaWsdD1n6sQBaUfRLUujIsnCzx1zIodoy0RqEwrB7yIVNlsmWnPIexUVNh0TpZyhesWDziEDkIvQ6667LuWL0Uw5h9LZsSwVmuntvBLnxxsQmTl7HHrooapYtaQwST0aE9ZAtklGx++//16lgD344IOl7ivpgPvvv79K99t9991TGtu2bdvidrsLmi29zqHNPq2d5I4pF6RCK4St5pBf56XbuU9E0mrnzp2rarTl57s9JsOJX0lNfthxP+0OlW4w3wRKT9dVxdSyoGLD7wFbOpXRlqXxZ8wv/uASNlsmU3PIvYoKm46JUs9QveJB5xApUwWONSGIHPq3YT2y4hwqjlGjRqnixhLJIl3LSOaRmlQ9evTAwQcfXOJ+jz/+uCoyftxxx6naQ126dFGPr1u3TtUfEseeF7k/ffp0hJUCj2OotH+EgsGsADiHUqs55CfDhg1THRR32203VSPtkksuCX1jidh+WSbTy1NyNX3V6dLpojte/01U4BFCSDojh0hpzI/5xU/8rDlEzIDOIWJ85FDJDXf5sWYq4oR76623IsWmi6N79+44//zzcdZZZ6lOZ1JMXLrO1aixM1JE7kuK2umnn4499thDRSJJ0ekBAwYgrOyqt+FwDHmdQ6WnCGaO8LWyl4L3S5cuVV0eP/nkE7W+jz76aPWcOKrFeSoRRRs3bsTkyZNxyimnRF4rUW/SWdF9fubMmUXOIwmvlvNg9erVWLFiBR566CEMHjw4qgtjt27dVBSfu89nn32mnFUu0u3PLej/7bffqi6OMpaDDjoobr8s1y1bekxguLlSb91UuuAw2fPNvkb3VXKFDiJC0hk5RMyJHDK5lb3AqyhzoHOIGF9zaElC2bL15XIn42Mi2eXOO++Mm94lHe9eeeUV3HXXXZEaUNK+Xi6opWuZ8PTTT+OJJ55Q0UXTpk1TLe979uwZqUsURpp42mSHgyCllYXHOeRlr732wiGHHKJSzASpr3XOOeeoFFd57sknn8Sbb76Jww8/POIcEqfSaaedhj333FN173vggQfUfRdxmopT9bzzzlPRdJKPf+KJJ0Ydt3Llyur86dChA4466igVoSfOI3FOpdrtz/2f+BiYy96e782hCBol/Y8cv+snIaRkGDmUCowcCkpaWaVQVH4iieBnb2BigHNoTUAjh+T/y3oJOYeWAyjUp0L9UuOMSHCRi9RY/vzzT1SsWDFyX6KCRASJZGjYsGHU/lJ3SOpCuUhUg1wYu63ti3v/2AvdNWvWFHksSLjVkZYibJFDzbVLa6eDIww1h/zkhBNOUKmRUgxfzoHt27fjiiuuQF5eHm699VZ07dpVFccX5s2bh8MOO0ylno0ePVqdB+I0dZk/f75Kz5QIuvfff189duWVV6pIuo8//ljdl/eWSDwvH330UdR9idKT804cTtIW1kUcQ1988UXEQStpmy1btsSsWa7t/+V/opvnh6uJVNFbicVZhKAhReKPA9AJgNhe7DhFt5OWuMS5fg+QkFDCyKFUYOSQ32ll8otshfzhCqBuFsZFsoPvLdMoZZOcnBynXLlyaputY76pWxdeW8I+F+t9hvgwJ631sf9JaH4W6FaYHUJrDz+OmW2xQcds6HmSPjfG+DivyR9zrT5H2/hkl2X6+HsGypbxZNCgQc5XX33ltGjRwmnXrp26/9///lc9t+eeezrCunXromTLli3Ojz/+GHmPyy67zJk4caKzbNmyyPM//fSTeq5atWrqPTp16hR13A8//NAZMmRI5H7Lli2d//3vf86cOXOcNWvWqPcRjjvuOPV806ZN1f0OHf797K1Ro0ax7+1KFcDZrtdw/cCu17JJL63fT1le56nr+Zk+Py7J6ngp6bYjxU/5Sp/3vWnLJKSh/uyRlvblAjCe+BI2Wy7R67FtAvtO0fseHTIdTbUdyiiMHDIAiW6Qf4WzSdBrDjXzBJyWPj+LdV+YRqG1hx/HzDY26JgNPWNLK4djvUpqWUedWjYDYUkr83PNSv2eOXPmRCJ2pkyZorZuQfzjjz9eFVyPrVMknHHGGSqa5/rrr8e4ceNUBFK/fv1w4IEHJjUGqTEk0XUXXXQRFi9erNLVJGJIopdS7fa3Xq+AvQB0yFLaVbbt2DTmP/Fskbqes3Q8l5+pn8S270obIodoy9L4W5fsz9fN1BcgqITNlonWHHKvotrJVVTIdDTVdmWFNYcMoHbt2jj33HPVNlsEveaQ98d16fPjppLJF0s47eHHMbONDTpmQ89YN0c41qufRaklSbVCSs6hoKxZ+WEjNYPuu+8+lbK1efNm7Lrrrsp55BWpMyRIDaEffvgBzz//vCoQLc+1aNEi8n5r167F33//HZWCKc6c/faTBuw7qVWrlurOKMeUYtNS1LpmzfR8G0zU23+PnlmybUfvnxvZJHU9ZwagaDwJ2ucOKXvNIdqyNByPQyjYqWVhs2WiNYeirqJCpqOptisrjBwyAPkXtlmzZkX+jfW7lX1QIodKnx/33/NGobWHH8fMNjbomA09Y51D4Vivfrazd2esUNdbCeealVpB0n1P6gpJVJAUoRaHzpgxY1C9enXlEBKnz+uvv47Zs2ergtXHHHOMqkd09tlnK0eQ3HYZOHCgKmwtxdnF8SM1iMT540b+uB3KLr74YixZskQ5o6SjWTqYAKCPjhzKBtm2o1+RQ6nr6ef5SYL8uUPKFjlEWyaCfFLuHvii1GGzZaI1h7xXUfXy8pAXIh1NtV1ZoXOIGB85VDpsxEjsIXyllf3uWBabiBdOJCT6mWeewY033ojmzZtj+fLlyrkjreX/+ecf/Pzzzyq6SHjxxRfRvn17vPvuu8rZI93DnnvuORx3nBQi3snDDz+MBg0aKGeSvPdLL72E4cOHR0Kv5XX/+c9/VMc/SWWT4tJXXXUVRo0aFbrIoWzjV+RQ6szyjFwaAGz2eTyEhItcz29lditLlvmhiBwKG8mmlUEXpQ73LyUi0DlEMl5zqEBnA++sZpEd3K8IOocIMcHV4WdaWfja2BfXuc916IgI4rQRKQ5peS/1iUS8SJczF3ECibNHRJAOfTNmzMB7770X2eebb77BXntJdaB/8XbyS7Xbn/TG2qY7Ukq1uIUwC78ih1Jnmf7Gr6m7lu2sa0UISe57WaBzKFncT8pgRw6FjVTSyqRb2R8ZHBPJDqw5RDKWViaOo+0+RQ81Teqf1/TWHCIkyITP1SHM1j9RavrQLDWcM5ZpJE3swgsvxO677462bduq+kQSkfS//0mz+cyy2eN+6GhgG/vaoXMOCUwtIyRVankK7v9bnp8kBiOH/E4rc6+i5A8bYga+t0yjlE0KCgqc/fbbT22zcbyKumWhSNVS9l2h92uTxfnI94yvTkLzs5fefUUo7eHXMbMtNuiYDT1H6nPjNB/nNbVjztXnafEtzjMnZ+rjjgicLf2UJk2aOGPGjHH++ecf1aZ+7NixcdvPZ0Je1Ov4gSwcK5t23EvrtdIHm5ZNz8H6PLkt6+OmpNOOFD+kgz7v/6QtUxD53pHpmx2AscSXsNlynV6TzRLYt5Hed01BgbN/iHQ01XYou/g+AErIpJ7+ENgOODml7Pu73rdTFsfXUh9zfcKvqeH6khwg3/f5pVAyKb/oxX5MAMaSnAzT5+iFWT5uX33cDwIwBxRXLtLr+KsAjCWdcrzWa1IAxpKc3KzPk9cDMBYKJVwi38dyAk0OwFjCJ7voz54tDpATgPGYIRv0mmyawL7lAKdQ718/AGOnoEzCtDIDKCgoUC2EZZvNlLJ1ehWVhJsAcmSGx1RSvaHS50fSRTbp2w1DZw+/jpltbNAxG3rG1hwKz3r1K20l9bQyW9asH0jHMmSpY1k27ehnvaGy6elnXTDihZ87ZnQqE2hLJJjUJN1E89LyGz5ThM2WydQckhIiS6Wfa0EBDgqRjqbarqzQOWQA0oa4Z8+eahuUYtQubu60FA31q95QYvOTvrpD2baHX8fMNjbomA09Y10d4VmvM326+Ey9v5sta9YPftW1h+SiqkWGj5VNO/rZqaxserLmUFDg5054aw7FFqOmLZGga2Jh4OsOhc2WydQccq+i1lSvjvYh0tFU25UVOodIRp1DI/R2EYLaqcyFHcuI+eQkWEw+mIQvcohkDvmfeLKBRanD16nM5Q99kSa/EBr4PRhCjIgcIonCjmV+trL3XkWR8EPnEEnZOZTIxeXvelsfQe1U5vJXic4hx3HQq1cvmEb//v3xyy+/+D0MksVOSLmhdXW4kUPNdfh4tohNxCM2ppZlCz8jh8rGVgDz9G2mlhGSjsghkijsWOZnWpn3KoqEHzqHSMqXSmuT8CR3HzQIQ4YMiXrulFNOwaZNm3DddddZEzl0zjnn4Pvvvy/2uT59+mD16rL9NPjpp59w9dVXl+k9iLm4MTCSjrMFYWOJrnRWPguJRF4YORRUJuotI4eCAlPLCClL5BCdQ6nCyKEgpJURM6BzyAC2bt2K+fPnq202cAPGNybxYRFbwuuCCy7AW2+9hUsvvRRPPPFEWsfXIuZ/hMTmJ301h0o6nkQfffrpp2U+RrxjSoSTqWR7nZuoZ3FuDj/mNfVjuhefByB7NEw5Ec+WNRuEyCFxGWaKbNmxkifK1o/IobLr6Ub30TnkJ/zcCW/kUGxaGW1pTuRQ2GyZinMob+tWVA2RjqbaLh343jKNEi75SrcrnJHAvu31vhsGDXKGDBmiHuvXr5+zceNG58QTT4zat2fPns6kSZOcTZs2OXPmzHHuvPNOp1y5cpHnhQsuuMD56KOPnA0bNji///6706NHj8jznTt3Vvs4Rx7pOBMmOBs3bHDGjh3r7LHHHgkc5yzdCvNbp2XLls6oUaPU87/99pvTtWtX9ba9evVSr//mm2+cgQMHRr1nnTp1nC1btjhHHnlk3LnIz8931q1b57Rq1arY5/v06eOsXr26TLaZN2+ec/XVV0fu77LLLs7HH3+sjrtmzRrn3XffderVqxd5vn///s4vv/zi9O7dW732n3/+cd5++22nSpUqkX1GjhzpDBgwwHn44YedlStXOkuWLFGv8x5X7v/555/O5s2bnb/++kvt7z5Xo0YN57XXXnNWrVql7PbFF1+oOY7V+5hjjnGmT5+uxjps2DCnQYMGvq9106STPh9nBmAsqckcfZ4OzeIxN+pj3hQA/SleyQWcHXpN9wjAeMoqrbQuawIwltTkIn2ufBGAsVAo4ZHv9Ll/egDGEk7poj97ZgRgLOGXHL0eRWon+Jpj9f6/BGD8FJRVfB8ApYySk5OjnCiyzcbxRusPgAkJ7Ftf77t90CDn4yFDnIceeshZu3ZtESfKYYcdphwT55xzjtO8eXPlkJk7d65y3Lj7CAsWLHD+85//OC1atHCeeuop9V41a9aMdg6NG+fsOPxwZ682bZSTZ8yYMZH5iX+cV9XnYE7OTGfq1KnO119/7bRr187p1KmTciR5nUNnnnmmcpLk5eVFxnbNNdeo9ynJHt27d3dmzpwZd67K4hxyj+l1DsljP//8szN69Ghnv/32cw444ABnwoQJytnjderIHH7wwQfOXnvtpeZn8eLFzn333RfZR/aXORNbiFPn7LPPdrZv367mTp4/5ZRT1PPHHnusckZ17NjRufDCCyOvF+eUONnkvWVOxfEjjr3y5ctH9BbH2ldffeXsv//+Tvv27dX+b775pq/r3C/JpJ4n6PPxR5/nNfVjDte/V37L0ljzHWCHPma3QNmSslNW6zX9SAaPkS07dtO6TPVpLsuu5+H6XJkTiLVhq/BzJ3wi57ycPF1pyxSluf7s2RiAsRQvYbJlrsc5VDPB17STP2tycpzFIdHRVNshPeL7AChllIYNGzp33XWX2mbjeE/rD4x7EvyA2Sb7DxqkokqELl26FNlPnDE333xz1GNnnXWWikJx7wv33HNP5H5BQYF6rFu3bkUih5bpfY477jj10L333qvmJ/5x/lafg0cfvcHZunVr1FzK+3udQxIBJM6h0047LbLP5MmTI46sePZ48cUXnUceeSQjziH3mOI8c51D4rzZtm2b06RJk8h+bdq0Ubp06NAh4hxav359VKSQRAiNGzcuyjkkDibv8X766SfnwQcfVLevvfZa5fRynT1eEWeScPDBB0ceq1WrloogOvXUUyN6C7vttltkn0svvVRFKPm5zv2STOrZW5+7X/o8r6kf89gsX3x21Mdb5gDJ/yiwZc36KQP1mh6YwWNky44Xa10+9Wkuy66nRKWKCtsdoKLva8NW4edO+GShPvf3py1TlAr6c0em8d/o+CBJmGxZ3uMcqp7gayTCaLHWcZcQ6Giq7ZAGYc0hkjSV9XZDAvtKrurf+vacqVMxb9483H333ahc2X2Xneyzzz648847sW7duoj897//RaNGjVCpklRi2MnUqVMjtzdu3Ig1a9agXr160QedOhUr9M0lS6SILSLHi3+c+pDDtGlTgIULF0VeJ4wbNy7q7bds2YI33ngD559/vrrfvn17tG3bFoMHDy5xLnr06JGRekPxaNOmDRYuXIhFixZFHpsxY4Yqei3PuUge7fr16yP3RffYOfXOe+w+77//vrLR3Llz8dJLL+HEE09EuXLlImPYtm2bKpTtsmrVKsyaNStqDBs2bFCvL2kMpOyEv7Syey7u5qnSkEk6eKrbyHcmCRpjDOpYllozhSCxTH+6yE/Lln4PhpDQ1xwiibLN0y+LRanLitc5kOgvn5XaCkKdDIyJZA86h0hGnUPwfFyv/esvHHHEEWjcuDG+/PJLVKkijbV3Irelrfq+++4bkb333hstW7bE5s3SW2kn4mjwIgWYc3NjlvG2bepDyn1eyMnJSeA4bsHZ0kubvvzyyzj66KOVLueddx6+/fZbLFiwIO7+BxxwAMqXL48ffvgBQSOROS1pH3E+tWrVCpdddpnqPvfcc89h9OjRSt90joGkzzmUfGnloCAj/z2L7oCOMX2xSNBwLbMvgAoIN01D28beCzuWEZIM+Z6mLexWVhb+DHxR6rC1sU+mILWwXG/rpnk8JLvw6ouk7Bz6N9akZNw+YBL/Iw6Uzp07o0GDBlEOop9//lk5GObMmVNEUunA5UYOxVLycVZgxgxgl10aqvG5HHTQQUXe59dff8XEiRNx0UUX4f/+7//w6quvljge6VI2dOhQ7NiRzMds2ZAooV122QVNmjSJPCbROjVr1sT06dPTeixx4H3++ee4+uqrlQPwkEMOUU43GUOFChVw4IEHRvatVauWskG6x0BKp3roI4e87oBsOIfcY9A5FFTm6AuqigD2QrgJf+QQPM7bI30eByHhamO/I9R/3AQB95NzT5/HYZZzIJmrlunbG2L69NaoVFj2zs/EPzLZ/ZUYSpUkI4dc55D8eHcjTcSBMHLkSAwfPhzHHnss7rnnHuVcEOfRBx98oJwokgIm6Vp33HFH2pxDJR+nBkaMAH7/fS1ee+019OvXD9WqVcP9998fN3romWeeUSlRQ4YMKXE8PXv2VOlspSHpWDKe2DS2mTNn4vLLL8dJJ52Erl27IhFGjBiBadOm4a233sI111yjInkkque7777DpEmTkC769Omjxi2pY5Lq17t3b7X9888/VQrZxx9/rFL3LrnkEpXG99BDD+Gvv/7CJ598krYxEFvSytwUr//LgnOowPMjk86hICPWOVqviMkIL2ZEDrladPN5HISEyzkk38tMXi4LbfX2DAB3+zwWO51Dj615BFPfOwpHVJNvYv5uCjO+Fz6ilE2kgnq1atWi2r5nUsbrImXdE9z/Vl2Qer5uZe9Ko0aNnFmzZjk//PCDU7VqVdXKXDqLSbFi6X71448/RnW98haFdkUKOEtB46iC1NWrOw/p5/fZZx/1UNu2bSPzE/840gHJcXbffYgqwCwFtKXQsuxf3LErV66sijk/88wzJdpDCi1v2rRJFdAuaZ7cwsyxzJ49O1I8WrqRlbQGpJ385ZdfnnQre+97SUFr73GkIPWTTz4Ztc+QIUOcQYMGqdsyL1LAWuZSjiP29Hajc1vZi61kzqVbWXGt7L3vL+8p+LnO/ZJM6vm+Pncv9Xley3bMw3SdxIUZHueh+jiLAmlLyr/ygF7XL2bo/bNhxzxPAdC6Ps1jevS82dM1iOs+vHakZEsO1ef9bNqyjNLf01308ACMJ7y2rOr5PspP4nWH59yrXtYiZ+f1gSlSLkS2S5P4PgBKyOQ3/YHROcH9++j9h2VhbK/rY92Q0uul+5a8/KmE9m/atKlTWFioWq+XtJ908xo6dGjGdc/NzVXOKmkt7/caoQRTvtbnx/8FYCypS2UHKNTnaoMMHucafYxopzYleHKSXteTAjCWVKWF1mFDAMZSNpEfzysCe4FGoQRNTtDn/vgAjCVVkT8U3U65/srz+rPnN93BzO/xhFOqeZxDFZJ67Qn6ZVN914GClIU1hwxAasicdtppahvkmkPZyECtXUxaWeLz45bOblTiXpKeVb9+fdx333348ccf8csvv0Q9H3s8SaN78MEHkUn22msvvPnmmyq9a8wYt3+PWWR7nZuoZ3E1h/yY17IdUxJaZ+jbHQJdb8iWNes3roX21sVd00027BiEekPp0XM7gM/17V5pGhlJBn7umNOpLAi2lLqVr7zyiioHIGUOpMPtU089pepHBo9bdNdESQm/DkEiCLbMdFpZ9ep/6Ft7esqsh5+aIbJdOqBzyAAqVqyonAOyDXLNoZJdLunBbZ/oditLbn4Sc2Mdeuih+Pvvv9GxY0f07du3yPOxx5NW75l22Eh3MOmedtVVV2Hp0qUwkWyvcxP1LK7mkB/zWvZjSt2hTDuHOsYcK3lsWbN+sxDAUt2tLLpiW3rIhh2DUG8ofXq69eR6pmFUJFn4uRMuapbQqcxvWzZv3lw1X9l9991x5plnqs6+8rv3qKOOwrhx4wJ4sSy/bq7Xt+8MVOcyv22Z6Vb2QkHBGlStulYqqAJoD1OoGCLbpQM6h0jGW9kv9kT1ZOJf3eKcQ/EKUqfDjTVq1Cjk5OSgdevWqmtZEJCC2s8++6wqtk2I2QWpvbEirgMnEzFWe+jb6SveTsK7IjJN1yQjcoPNV9LDEkBLdg6yEIkXeAbA8fp2DwDS1qO53wMLYeSQ38jvyq1bt+KYY45Rf0IuXLhQdRqWxiiNGzeOathStWpV/O9//8P69etVxPxll10W9V7XXnstpk6dqp6XpjDy3pUrV45qbrJ69Wocf/zxqgmLNHuRP1crVaqEc845B/PmzVNNTgYMGIDc3H8vX6UJyoQJE7B27VosWbIEb711HOrWHaNX33CjIliC3speaNRocci/jQmdQyTpBVMxSeeQ/BuySd9uiOynlSVONmOcCPHPORT+drmZjhzaX2/nxsQhkqCSjViyTHKA3laFCcivg2/0baaW2YY4gy7XyYWyEj4FcKvuKEiSixzyE4kK6tatm+pyu3mzOHv/RSLUpRPuGWdIZ7CdSIffKVOmoH379qorrThxvN11pTuwRLdLBIY4go488kg88sgjUe9bUFCg9vnPf/6jOhlLZ2PpBty9e3clZ599tup8e+qpp0ZeU6FCBdXVWDr9nnjiiWjWrBkGD96hY17kT56LMzpPJlIW50DjxotD/m1MQt3KXj6A7rrrLhx22GEq1Gvu3Ll46aWXMHDgQL+HZiz/3955gElRZW34DDMMMOScg6gkFRRBxIQYFlFA15zWsOaIOSvmhDmh+4sYVjGhYsaEoogsIFERJYgooiTJaaD+5ytujTVNd093pVvhe5/nTNV0960b61bVqXPP+VvHn98bTkwV26sFW36ZzVe2+VRx9jj3u9oWKzUTHwpJfKimzpF4WA5NE5FNItJIRFqJyC+h8zdEgiXqlkPWzfh4iQsjle0Ilpb563OPhAv0ejq6BlyOqBBWyyEsJYOFzsyZlo+/8uBz+B1q2LCh+f/YsWPlnnvuMfd/+ukn0wUDrIU++eQT8zMoiyzmz58vN9xwgzz55JNywQVQJW6luLhYzjvvPPN5Drz++uumQgh+PmFJhDxHjx4tvXv3lldffdX8zbBhw8rSw7oIyiUshate/VdZs6aFiKzypX3iTCWHVkOAlkPRJ7KWQ/CvgvWujRo1kttuu00GDhxoLqmB47SksWrVKnPyxTYof0OlIrIxZDY59W3uMP9y1D6blCM7dyUNsj905hk0Saijn/WsYzt310R+vG5QCiK/3k659zeUpDEbJuVQx5SXGF4QRD9aD4iviT68rae1xHlPEWniwfFIFOYdPFQcovYPUefiKer/XQMvTfQth8JwDYEbhVzAM1nq/x07YkbeCvwUoS5YcoYlYC+88II0aNDAXDZmAQWQpRiyLJTgABuf2z/Ds59F165d5e233zYVTjguXD+AVq3GBxgOp2LC0Jd+K4dQt59+Gq7+a2d7ZR9tVkWo77zCiJrUrFnT+P33340RI0YYBQUF2suTJNlBhTb8K890L6t0A30s204qjz9dHWeyCsN4iPa2plC8lI7q/FgcgrJ4I0+qc/VOH449Tx17/xDUk5Kr/KLG+D4hKEs+0kSVu1TEqBKC8ngn36jz6KwQlIUShODcQ6cvETEK1Wdt1Wfr8g6LnQwZp9rn8BCUxS716tUzNm/ebFx77bVpv3/qqaeMpUuXloWyv/HGG8t9f/HFFxtz584191u3bm2sW7fOeOCBB4wePXoYO+64o3H66acboHbt2uZvTj31VGP58uXljjFo0CBj8uTJ5T4bNmyY8eabb5r7JSUlxuLFi43//ve/xj777GO0b9/eOPjgg83jdunygJp/XtLellGTZmpMbnB8jDmq7XtrrwtF8pZIWg6deOKJ0qRJE7n++uvFMAxzjWqumu04giV17du3D8SLer7OqPMLEu+PM+r82se9jVOQ/aEzz6BJQh39rGcmf0PRHa+WrUgP5XDSLm5nEivCybeujpSUMRv3pWV+92N7tf1Z2cTpwvt6WlHL6HcoSHTOO1Z8uveUFTeYq5ZMoTQ7B16i6Ecr09WXcP788ccfm46lU/PHMq+TTjpJXnnllbLP9twTVoJS7n9rSdruu+9uLlG7/PLLZfz48eays2bN3D8RIDAMrI+uueYaMyrwrFmzbFZFP6fMsHqJ0v2AU8shq46VKn0bq6VlVSPUd14QSeUQHJytWLHC9JRvebSHKSGcplWp4nc8rPABp3EIMRlESEmnyqHcgsR7H8Y+//Zxr8YKsj905hk0YavjMOWlqnlE6lk7g7+h6I7X6Wp7gJqR7OJGQWQtipgvIgjJGp8xG3fQY+A0j4/rdz9ajy4/iF68r+dI2zmFyGUkCHTOO5YaEE6o0ylu6aJ2W+A1DxSE8Bpy4YUXms9Vo0aNkn333dd03QEn1VAa/fbbb+ZLegv4GIJTavgqgkLpmGOOKfMzNHv2bNOf0EUXXSTbbbedGWHs3HPPdV0+RD3bsGFD2XH79+9vOqfeVjmk34BAd186UQ7AjMRJHatXnxmrM75uhPouscohTDxFRUUycuRIc8I68sgj5ZlnnjGdmNkdkxH/fA7lG243SJ9DziKVWTBiGamYHZQfBXjSeFyiQXzC2Fukd5K5FTfKoWvV9m8/CCQaWHP/314uokEHtZ0lceN75Z2wEAGndReGBDCO2ynrNwQQj5PDeL8ocBABOEig1OnWrZvpBwgOoOfMmWMG/oFT6J49e5qh5y3uv/9+87eTJ082nU1fdtll8tFHH5nfIYQ9nFNfffXVMmPGDNPq6NprrWutc5YsWSKnnXaaqYj6/vvvTQuiK664wvayd5N6rR0Ov0NRocCFQ2pQufJUtcczPopEMlpZjRo1pHr16jJkyBDTETVAqENopaGJvummm8wJjYTPckjHsrL8oHKIVMztNs16HxWJb46Em/gph2DVc7NasPCWiKwVkUki0lpEcHN4jcM4O53Ugggcm0SJp0VkkIrK19X1osDgaB9b5RCYoXoDrvBJnLGshj5N8wJxQqzsCLy9by0IieVgNuuc008/PetvYLVTEQ899JApdv773/+W7T/33HOm2LnllltMsZNalpdfftkUO3+7Gpmj1JaYZX+tsIzEfbQyULmyFTCkjRrl7p7MSLBE0nJo3bp15nb4cMsj+lZeeuklcwttNkmuzyF3AeiDWABHoszBInKcUh+MU2/9omA9lMnnULTBTeOjIrJAnflWSNzLRGSnPI9VTR0L3C8iQzwuK/GbP0TknRTfJ1EgLMvK/MGyIWHEsrgzIMOSMrvl0C42Sxny933rcgcW+SQXZoXK71BUcLqsrCx9pdW2KxpVwlEjksqhhQsXloUztPPnn1vDkCdlTaBFaWmpWXdsw6ocgm8WUFNJkMvK8msf92qsIPtDZ55BE4Y64qb2CbX/qFpatl5ZDx0T8npm8jkUr/EKN6hvKtuRIXn6GbgB7z/xnlREbo3NmE0afrhA9rMf4SVxu5BYDvlTTz6cBY2OeQcugPfMohyCzcYitVyhS2ClCj+W6+TyTzN/w2uIW35IWbyrjyj1pVPLofJ1jI+9YGmE+s4rjKjJnXfeaYYp7N27fIg8/A9OOOEE7WWMq1yuwhs+5yDtXypte5/K9p46/mmujtNYhV8sNUQKtbc3Ra/UQ6hUm9yhxtivIkZN9Zub1Ge/iRgNQlDmTDJElfPGEJTFX2lpiKxS5/HZhkhJiqRL09EQ2ajSDAhBHShOpb4KCY/ObB2C8lQkO6my/hWCsvgjPdR5tSAEZaF4KfZr43lqHI/P8vt31G8uDEHZwyLHqjb5IgRliaecruafUSEoS3SknRqXS10d52LV9iO114cieUkkLYfgFA2cccYZ5T4/88wzZdOmTfL5559rKln8cWo5FIQ3H2+WlS1WvhEKbe90SBIpUWPJHgPrOvXd1SKySu3fo6IkYVxvdb0YTuLncygTWGJ2p9p/KsdIZuOVtdHHGd57k6iAc3as2u8v4adDrJeU2S2HWtjuIEjUOTxlVrUsat/PkiY+dgTBWQ4Rr+Yf/ZZDSfI5VP6q1td1eUiwRFI5NGXKFBk6dKjp7R5OyBCl7JVXXpETTzxRBg8eLL//bi1iSgZNmjQxvf5jG2blkN9+hzItK8uvfbYo42fnfoeC7A+deQZN0HXM9mCJhUsWG2w3xruKSK+Q1jOTz6F4jtdsXqBSPV4coxa74oXJ1gAHXpGE8zIJS8v87McwOaP2p55QR29d8r81lhXxmyDmnX4ZPs+mHGLEsm1prLbWGZIKryFusRQUrVxGMXVPlPrSqc+h8nW0zvjKkZ/7m0So7xKrHAKISjZo0CDp0aOH6f1+t912k0suuUSuv/56SRrwyl+lShWbd/5wWw41DzhaWf7t406NFWR/6MwzaIKsYw0RGWyzDKquPrtQRHZWcbHs3KviZBWo/UohrGcmn0PxHK8rlZruRNV71ZVFEdgr5beINQcQenWmp6VIwnkZZuVQL9u4D2s/hskZtX/1DI/fjyTg97yDox5qU8BWVy9GLrVZB6Vjom0U4HpKKrYc4jXELctsTwU7ai1JlPrSaSj78nVcprxyRp+CCPVdopVDcAp16623muET0WHt2rWThx9+WHexYo91QV8dsmVllW0PAe6WlQGGs086CGLeUgVBvVkpg9Yoe5TvsrxJhVXOHiJytoSP5CwrsxiDmJaq99baVAapcays/58MuHzEL+ao87Sy7SE2rHQIkeWQf9ApdZzYXd0dYWn1h2p2hWq9fJDybflTufvHg8duAZU16pZDxAu4tEzPsjL7yPbiNQ0Jisgqh4gewupzqJ7abvbk4ZfKoSTT2ba46MI83ntgMaJlt3hXCD1WxTOUfT6MtC0YLLDdmvdQ+/Q1FCfejkhI+zAtK/MPKofihLVcE4qhjXmm5dKy8lj3CVQO+Yllucj5J6hQ9n+zJMXxB4kCVA6RWPgcspaULfNE0+1WOVRVli+3HsVJlChUAdARbvd1dfObD0PUzW+dENqhZFpWlhy+UKqxJjaFUH91GfyfiCTLV11SVIGHKguiMNJYnZd4qTFb4gyXlUWRIlt4+nTKIescywdr2dm+LsoVR8shOqT2Eyqng1pWllk5ZD2lkaigPWQaxZ1UrlzZaNq0qbn1Oy+E20RswqMcpD1Jpd3oQ7l6qWPP9KR9TlXhFz9wUJYqRkHBz4bIZqOo6JJYjgFdEkQd31PjaL2I0dzhMXYXMbao41wWknoWq/JAaodg7Ogbry+pZrhT/f+2+v+6mNWTUknEWKPG/MCQ9qN13Zodgvbys54iO6jzbI0hUqC9nnEXr/pxjLqW3W/7bDs1ZjeJGHUdHPMclX6tiFEQgrbSLatUe+zgc18mWwao+WeS1nJEqS+7qnE533UdrXuu4J6Hkt534o1oLwAlQjJJTRh9HKTdS6Xd4kO5jlTH/tKT4x2sJrOpDtOvUem/1d5flPxkrhpH77g8zlR1nCVKMaO7Xg1VeTYn/ob8eHVufmeIlBgia9X/O4egbBSvBS8L0MGLRIyiEJQnVc5W5Xs3BGXxVwoNkQ3qXGsZgvJQKpJW6kUeOm2h7To2UH32mcPjdrK9qLgwBPXUKSW2tqgZgvLEV9qpZl4VgrJEQ7qpcTnP9bEeUW1/m/Y6USRn4bKyGFC7dm059NBDzW2Yl5VNs5krInB0EJHKnLWPm2VlDaRmzVKpVGmzcrl4ksRtDOgiiDr+pLZYUuaGfmqJI1ZZXxmCelqLHFepmd/v/MI7Xj8QkU0i0klEThWRaiIyV0Rm+JJbEs7LMHOyOg+xdOPiEPZj2PwN+Tde7QvnuLQsCv34sFqOCZ9CTW3XMTdLysD36tiigj0kebGJ5W9ovbo2p4PXEC+Yq677NXyMl1wxUepLpz6Htq1jPJaV1Y5Q33kBlUMxoKSkRPbYYw9zG2bl0GrbBdBrZ70NskQqy799FtqOWpxnSXaXGjXWSO/en6v/H7A9msdjDOgiiDpatw2/ujwOgqZfoPbhpLqt5npm8zekY+zoG6/wOWSdm6e7fMypmCScl2FmkohcrvZvEZEWIevHsEUq83e80u9HVPoRntiOUI/TVpCF69Xrrn09cN+Pc3KKenlyrySXXPwN8RriBaUqhqVe5XSU+tKpz6Ft67g0Fsqhkgj1nRdQOUQCUw7ZIzJYF0WvqJ/Fcih/lovIOofWQ1tjcPTs+bUUFf2o1GB3elIq4j/NUtSDbnhZRD5RtimPiV6SF8Y+G9Zjza4p/5M48pyIfKneGVsWC2GhfYq75nhD5VAUwKPPo2r/fhG5z3YdG6acVE8XkXku7cjOs6nok+qcmpHKgoTzj55Q9oxWFkWoHCJ5gRtsN8qhP3y2HPJGOeRmaVk3829R0RapVesa9dk5InKiZyUj/oCb37oeKofA+SKyQUT6isjVog8qh+xYyqDKShEM1QGJK4Z6EIUVxJEul5d5/aKlTcgsh/RHLNtXPUSUKOnDh4qAeUpEWovIzyJyW8p1rIuHtpbfqLzA86q3kwYjlQWJNcumi79H/A9lH23LoaRB5RDJmcq2kMBYIhYmy6Fsy8qCVQ5ttRwCVarg9udjdZo9rQKlk7ACvwqW4hOLj7zyYfSs2r/Dlocu5ZBX9Yo2v9hux2eq99gkznwnIi/arCHC8CB6kLoibEnMw2FFb+7ricgY9TCxRsmH6v8w9Fj8OVT56QKXisha23VssO13uKvxgmuVjTaUpK9J8qDlUJA0VFsonElwoezjsawsaVA5FAPWrFkj48aNM7dBLCkz8wyZ5VC2ZWXO2seJcgiP/s1kzZqqMm7cBJXfBUr3Xs22jCW6Y0AnftfRyyVldq5STj0LlYJIRz2z+RzSMXb0j9ff1HkJR5VxriexuETd6GJZzD9C0I+WFYb1AB4G/B2vlnKoZcrdhMX+WdK286E88cVpPw6wKSveSvnuVWV9B/ndo3LCbvMFtX+wslhKErlYDvEa4hWj1dayTAyeKPWl02Vl29YxHsvK1kSo77xCe8g0SjSkuQptuMHFMW5Vx3jM47LNVsft6dkxH1DhF+/OI80AlWZqyufj1OcXa+9DSmY5To2hz3049inq2KUixq4a6nabyv/hELRzOKS2IdLEEKkSgrJQgpJ31HlwZwjKcq0qy4shKEtw8oe6Fu6W5rv/qO+GGCIlSt5Xn30WgrLHX8aoMXl1hu+3EzFa+JDvNyrfkSFogyBluKr3JSEoS/yl0BCZp+aTw0NQnnDL/mpsTnd9rGqqzSE1tdeLIjkJLYdiQHFxsbRo0cLchtnfkN18NshoZc7aB5YFkmfYy63+hoqLx6fk90pKENjojgGd+F1HvyyHLJ8KryjroScrMNn0o57ZfA7pGDv6xysW2C1SnjTiXE9i50WHM7Ef/Wh53pkh4cH/8ZppaVmBipEFRih7qrXK2w22vUXkJJ/KFD+c9CPuofZKOU9SmedBJM90nKasawfYrJeSQKMcLId4DfGKzTZ7OP/uxSUmfenU59C2dVxns4+N7tKy4gj1nRdQORQD6tevL2eeeaa59ZPqLv0N2S+CXvocqmxbNrPEs/Zxsqxsq3Kofv1pKflZ7hv38y2sfVBjQCd+17FZilrQa+DDYaWI9BCRswKuZzafQzrGThLGa5LqGRU+UMtiOonIDpr7sX0InVH7P14zKYf2EJEmaob6wva53S3yA75dP+OGk348TL28+NYnBVBFrsoRFU1UpLR0iw7jSOMcfA7xGuJHMIp+Wh5/o9SXTn0Opa9j9JeW1Y9Q33kBlUMksDD2+VgO7Swit+ao34cbS+u9gHfRmCzl0I4Zvj9FlTCdM+rv07xvm668XcDlox34JLKimhGd+Gk5JMpPww1qHzfCvSQ42qot3s4SklTsqgfdFgphVA4FF7Fs75TPD09R39m5X11TcdfwZgBlTCaHexiJzAm3qzulVsq/URLIxXKIeMmXytMVnFP31F2YhISyB4xYFjWoHCKBKodytRyCE98bReT/cjimNd0s92wiE1uQ4eY29ZNddfWsKiGUO6JcKTZQj9+I7ZHpjcXhKQ448Z7sThE5xrOSE2c091k5BJ4QkcVqiSaWlwUFLCUkT2sJQuLISK0LC/6+/tVRLzRmS5KwXA7vY4t9WpFqYpNNrd5LLUIiXlLV5qRdl3IIi0+uU/t4hXagxBtYaVk2CIxWFhSlIvJeCK4ASQplDxixLGpQOUS0+Byqm3JrmAq+lxyDTDfIsqTMOW8qfyQ4Re5J+e5sm9HlSWrfshqapi5AqVi3XIdg9araP0OlhZzuaelJ+CyHrPF8lw9LKyuiitrCfo2QJPO2zXalvmaroZ9993oVNp5V10dE77zMprLupJRAsBzKdD2era6VV6pHa+IVB6qXf/NFZKrGcrxse4yMu11HA3V3ucXze1eS2xVAt+1oUkLZx2NZWdKgcigGbNmyxQyvh23YfQ4ttxmNZ1tahmC3om4h3YSxd94+K23vrs603arsbrMWWqs+/3eZvyGRCRnym6jUDrWUxdABInKymnphbdRXRI7Mo3xe1DFa+F1Hv30OWQxRClYoQHcLoJ61bOfRawHklwtJGK9JqmeU+EVEpij1Avys6OjHsC4p83+8fmt7EXKTstC1HtK+yOAVzQLX42VKkWRdg4kX/Xh4ymOzTh7KsPAwbjS23bdm6yVeQ7zmQ3XP3T6N7zN/iVJfOl1Wlr6OFS8ra926tRiGIV26dMn4m169epm/qV3b8jIbHFsi1HdeoT1kGiUacr6KR/iqy+P8po6zW4bvi0SMtX/HPjSqVnC8s9Xv3vKl3kNt4emLDZEJ6v8XDJFL1P5SQ2SM2v93lmM9aQvV+4Paf8QQuUXtLzBEamjv5yRKLdt4qxZAfiNUXjcHkFd3ldfCELQzhRIGuVmdEyM05X+/yv/+ELSFHkFoejTBO4bIF2r/whzSna1+u8IQaRaCekRfCkSM39V4PDAE5WmvyrJBxKgZgvL4JQepek4LQVmSJx+oeeSqEJQlnNJPjc9xnhxvkDFsmFGOJUuWGB988IGxyy67mL+pVKmS0bhxY6OwsDDjcXr16mWmrV27tvb2kZgLLYdIoD6HcvE71ElZOmCE2r0UBLuszO79CIbOnUVkuLIQgtvry5W/oCnKJxFiUIEJWY5lLS07Qb2xsFwUY6HRHBFpISK3+FILkpvV0HLl+8BvRgZo2NwhxRUsIUnHOv/6KH8rQRNWy6HgOE+9ve9nsxHJxW4FXgjHKXvIB30uYzLooeLE/ZUSJ04Xs5QUq/MzyZHKSJw9zyXJ59DWp7MPPvhdmjRpYsqBBx4opaWl8u6775rfwSLnjz/+kM2bc3EmQvyGyqEY0LBhQ7n44ovNbdh9DuUSsax7yvK1ipRDWOhlXyPrbfssVQoi8E+1vVbVApPYucrwErcy682oKpnz+0y1Xu2U4ObrbWbyl4jIhaEdAzrxs45BOKO2854aPbup6Cx+1rOiB1EdYycJ4zVJ9Ywak0VkgXrh0VfNyEeLyMMZfh/0ORn/8Yqa36v2C5WvPiz4qwhDKZYwex6r1OslInKw6j06PM23H69X2zEZvCXqIF34jqRGKuM1xA/eUdue6qVsMESpL536HEpfx63KoQ0bikwFEGTq1Kly9913S6tWraRBgwZpl5X17dtXZs2aJWvXrpXPPvtM2rSxAgX9zd577y1jxowxf/PLL7/Iww8/LCUluCZsZd68eXLttdfK0KFDZeXKlTJ//nw566yzYt13XkDlUAwoKiqSevXqmduw+xyyXwwzKYe6pfxu2+mgPF1SHvC9b59hKsZUgfJ58B/bd+NFZLRtGi3Ikh9cj65S+3NF5BXbd6OUK0ickjeHdgzoxM86BuVvyK5yHJvBesjrelb0IKpj7CRhvCapnlHkfbV9Q1lNwB/XxSKyp8/9iNcI24XUmi/Y8XqH7VVTPncVU1XcR8sCAMf4SPXeUT6UM3rk048Hqe13Ej67DvgEK0q45RCvIX6wSN2P457+kcByjVJfOvU5lL6Olpt5KxiPSPXq1eXkk0+Wn376SZYutb7/mxYtWsgbb7wh77zzjuy6667y9NNPm8okO23btpUPP/xQRowYIZ07d5bjjjtO9tlnH3nsscfK/e7yyy+XiRMnym677SZPPPGEDBkyRNq1a+dBveILlUMk8GVlf1awrMyyHPoxR8uh6rY3X/6At5UXqZpfmma6vE9pxl/P4d3bELV4CeHr090si81lN4lTpDJdS8u4rIyQbckUshthtP1kB2UrsyIHq4F4s169aFmmrqH5cLum3ovfAwAW99mVpWFgnHodh6AN+0iyLYeIH2xWsfGsOWN7zeVJxrKyfv1qyapVq0xZvXq1DBgwwFTowGIolfPOO0/mzJkjV1xxhfz444/y0ksvybPPItrl38Ai6MUXXzSthWbPni3jxo0zrXtOOeUUqVLFitEr8v7775sKIRzvnnvukSVLlkjv3r09qVlcoXKIaPM5lM5yCKfzLjbT/4osh2qq9fKSYs/jPa+ohXXPZ4h+AFPDU3M4zq3KR9HQNN/BekhUjRjyMe7KIct0HrHravs4weNhNIxLWAjRyQfqmmYJFisFoV4I65IyPVymrnUIVZ/vKyZ77+1li2imw4tUNMEjWYnNljks4PXbuzFfWkafQ7o5TUQ+Vk8d5S1NiD+h7EePNkwrIEj37t1l1KhR8sEHH5hLy1Lp2LGjjB+PlRl/A+WPHSxBO+2008oUThAcs7CwULbbzrLPFZk2DcuW/2bRokXSqFG2eNmEyiGizedQOsuhXZTh4WKbcqh1Dv6GfvbNIXWQrLQ9Mlg1I0EQtM8hMNv0UCVSWfk98YPW6lEJ7+jn+5QHIVFlrU1GqBvh3X32QkFLPj96b5ya4arbFkqRioBljrVIAvdcYSLuLoNpORQGLlDLyw5RXueI22Vl6dm6bGzNmkoyZ86fpgUPlnmdeeaZ5vIyJz6AQI0aNeSpp54qUzhBoDDaYYcdzDwsNm0qvxoDlkqVKlH9kQ22TgxYtmyZvPDCC+Y26pZD1pKyibaH2WyWQ91yiBEWVPt4k9+ElJYIIs9o4Gcdg/Y5lO0G2Mt6Wg+iP2W5yOsYO0kYr0mqZxzAw/HXar+/j/0YZsuhaI/XtwOMARlucu1H6wXdshAuZv9YRQ7F+/89lIWTJUmyHIr2ORl2flLRgsFDai2Cf0SpL50qh9LXcZ3N5UaDckoaRCmrVg3xqcszc+ZM2WMPnPl/s+ee5T0Cfvvtt9KpUydTEZQqqQqhJPWdV+Qc956SbPkK57KIcYTL4+ymjvNbmu+Gqu9uETEaqP3NIkZxhmO9on5zVQjaxxsZiOoYIm+GoCzJkZ/VONoj4Hx7qHw3iBhNfTj+Jer4r4WgjSmUsMuV6nz50GH6IhFjnIjxvYjRLMNvxqk8jgpBfeMlB6lr5++GSEEIyhN+6aXG4vchKEs6eVeVL1UahKBsbmW9qkurEJQl2VLFEJmrhtbUEJQnHHKiGp8feXS8YcNWGe+/bxiNG/cxGjdubHTo0MF47LHHjM2bNxu9evUyWrdubYAuXbqYv2/ZsqWxfv1649577zXatWtnnHDCCcbChQvN39SuXdv8zS677GKsWbPGePTRR810O+ywgzFgwADzfyvfefPmGQMHDixXlsmTJxuDBg3S3sYSYqHlUAyAad3+++9vbqNkOdQwTfh5u+XQEmUwjkHasgLLIfxed/t4k99ER5ZDQddRB37VEWOwqYZlZeB/yjVisS3Ojpf1bJ/DEhYdYycJ4zVJ9YwLliUfXFXWctCPnUWkB/wlZFkOE+ZlZdEer18oN99NVC8kl1z7Mex+b97L8Pm1Em3gY7BKjm0f7XMyCmBZ2S02xxb5RbHKhyj1pVOfQ5nruEH69oW/nw9Nnz/wJwS/Q8ccc4x88QXm7vIsWLBAjjrqKDniiCPMsPfnnnuuXHfddeV+M336dOnVq5cZeezLL7+UyZMny6233ioLFy5MdN95AZVDMaBmzZrmoMU2Cj6HrLXtldWadwuYC3dKUZHAl1Amv0NwY9lW7U8KQft4k99kpS5oblNZ+J1nNPCrjvWVcmaLCnAaJIZtjMMvkNf17JDDEhYdYycJ4zVJ9YwLPyqlTbHyQpFvP3ay3VTjNjb1NhJLqeuouQY+x8JGtMfrJlvMrbh6qvG2H8Pu92aEiu/aT72ctLzCIHbsThJdGtm8TFrX/Xiek1HhOdUTBb4uXIxSXzpdVpapjqef/q0UFIgUFPxLCgoKpHbt2tKjRw8zXD2YP3+++TkUQRbvvfeeqfjBsjMogRCtDL9ZsQIvAbYC30V9+vSRWrVqmXnC79Bdd1lLBcV0TI1oZnYQ0v6WW27xpF5xhcohErjlEG7hlqXxO7SbCvELvy+/q8+y+R3a3XZD//dUEXXWKjfFdrsoEoQz6j9tq6KDxPJzYleUekWY/ZsQEjfPNVaaZcqp9S0Zzsef1ftq4jX0O5QPYbccQrnOVxZEltP4N9WLxSFpLM+jQtjbPZl86chqP654G8pebCGDGIk5ClA5RPJWDq324FjpIpalcy6dzXKoew7OqKOJVSMqh+Iaxt5OLo7XnVDLZntG5RAh+S0tO9QWySkX7NZGg9R2IMLtRmRJWTz4QL1+gg3XDroLE3rCbjmUjoHqBeW+InKqRJMotnv84X23f6Hs/45YZndITcILlUMkcMuhTBHL7P6GcnlwzsXfUDRx5neIRFM5lE0B6gbLSuF3Zb5OCKmYb9TLi7rK91CuHKBi3cDy9XEReVVZwv5HXTuxWGFn9Vsqa/0CNsSfq/1jbPGt6mkuVziJogXLAhG5We0PjmjPRrHd4w/vu/0LZW+3HKJyKApQORQD1q1bJ9OmTTO3flFV3eh6pRxKZzn0zzQP6V5YDgXRPt7ml/8bjKDrqAO/6qhbOZSqAPWqnrk4o/Yyv3xIwnhNUj3jxBalIAI35dGP1kKmd5Qp/qVKKbuHsrbFdfNi9Zt5Ek7iMV5hPQTuVK2+Rr21/ockhVz7MaoWLA+pIOQNKvA3GVb65vGYHI9zMgpY9907qyce74lSXzpVDmWuY7SXla2LUN95hfaQaZTwS31bGNFKHhzvUXWsW9X/HW3H72D73Z7qs59T0jdVn5eKGCUhaB9vpdgQ2aCao3UIyhNvGaLG0k2a8t9B5b/K4+Pepo47JARtTKFESR5U585mEaN1Dr8vEDF+VWkOsX1+RYZQ3H1CUMf4Svt0TW6IfG+IVA5B+cIjc1Tj9AxBWfKVk1TZt4gY24WgPPnID6rso0NQFopdFqm5okcIyqJXzlZj9A3Pjnm8atvPtNeNIhUKLYdiQFFRkdSrV8/c+r2kbJ1HZoaplkMwyRf1NuiHNFYVzW2WS3abmu+Vo0Ld7eNtfhtFZFpe1kNB11EHftWxuWbLIZjJi4psVN/DeuYSqUzX2EnCeE1SPePGdepahBukR3Pox93VPLJKRD6zff6gsj5qqq6he4vIGTbLpLARj/E6S8Wz6q5avbm64+goIpdLEsi1H6NqOQReVJFvC1Qwkyhh3cu+nJhzMir463coSn3p1OdQ5jpGe1lZUYT6zguoHIoBDRs2lIsvvtjcRsHfUDqfQwhVCp5O+d0iFdWlyPYQn6+/oSDax/v8JuZ1kQq6jjrwq466l5VtsOXd2sN65rqsTMfYScJ4TVI948Y6tUwMavr+CKFdQT9agdM/VGksNovIbeo6tlZFJnwmxNE1ozBeDcOQww/f2uKtW7c2/+/Sxe72GzymrqFr1ex6mfr8Jh9c/0ezH0vUC4ko+755IYKx6dDmbdX+1iDe0T8n44O/foei1JdOl5VlrmO0l5U1jFDfeQGVQyQnanisHLJbDtW0WQ5ZkWIsYN/2i9pvU4Hz6nhB53hBoVs55EfEMkzsO6p9Or8lJH+gVL1P7V9ZwW8HpARSJ85p3LixPPLIIzJnzhxZv369/PLLL/L222/LAQdYdwl/s2DBAmnSpInMmDEjBzsT2HRVk0GDRsnkyZMl6Vgv5tZ6FIFWByNtLxftluVhpqu6Ps9Xlk8kTDBimX+h7BmtLEpQOUS0Ww4dosIAz8rwIJvOKTWcfMYzjH26i5Rl4Em8ptC2tBFRhiQmEctaK5eK622KJ0JIftyunEc327JFKm/cKNW2bDEtLhooKVGLlTqLSKmIvKe7wBEHlkCTJk0yFUFXXnml7LLLLnLIIYfI6NGj5fHHEQOuPFu2bJE//vhDNm+GjVZFnK/sutqpWHTJJg4Rs8aqR876aslmFIj/i80oY7k372h76kkm3oeytyyHipVJAAkzVA6RnLCmydU+WA4NyGA1lMmqopu6GdhisyqKHz+qRQm1RWRf3YWJLTupSRBvR5bHyHLoUNvyGKoWCXHGOuWlpskff8h1d94pc/74w3xBsljJGuX3znpQ1TmHxIEnnnjCXCa2xx57yBtvvCE//fSTfP/99/Lggw/Knnvuuc3vU5eV9erVy/wfyqUJEybImjVrZOzYsdKuHRRCs+TUU0fLzTeL7Lrr1nSQU0891UzbsmVLeeutt2TVqlWyYsUKeeWVV6RRI8u+RmTQoEGmxdHJJ58s8+bNk7/++kuGDx8uNWpYdtXRIsr+hixwh/RuxJaW5eMSgQTNH8oLZCVl45VcvA9lv87mITaaS8uSBJVDRKvlEG6rDqvAJD/VquJ+21QTX7Pc9bbWPkVzWeJLD9tNJt78x8FyCJP6FWofDnJzeadOCEnPqBx/977P5Yg7devWNa2EYCG0du22YSagsMmVO+64Qy6//HLp1q2blJaWyjPPwNOTyCuvHC/33bdFsAqtSZNbzSVpUAIVFBTIyJEjTYejUDAdfPDB0rZtW/M7O9tvv70cccQR0q9fP1Pw22uuuUaiSBwsh+z3jZbfr6hYDsXX6j3qcGmZP8vKAJeWRQntIdMo4Zd/q7CG73h4zLW2OLN/bA2dl/Z3J6vffCJiHGQLYX9MCNrFXxmsmuejEJQlnnKWGk9jNJfjEFWOKR4c6xx1rBUixp4haGMKJeqyo4ixj4hRoqSBEuv/vUSMhiEoZ5Sle/fuBjjiiCOy/g4cfvjh5n7r1q3N/7t06WL+36tXL/P/Aw44oOz3ffv2NT+rUqWK+f+gQTOMyZMxRT5Z9puDDjrI2LRpk9GiRYuyzzp27Gim69atm0o3yFi9erVRo0aNst/cc889xrhx47S3nRO5Tl0n/i8EZXEj1UWMdaounUJQnmxS13bPWycE5aGkk2tVF70UgrLok8vUOH3e0+N+q9r2EO31o0hWoeUQ0WI5lGrO/G4W88WfbUtunlD7CC/8msSdp9R2fxGppbks8QSLDewrzaNuOYSlAner/etDHDKbkCiBsPZfKaP4tcp7whLb/1/H2oo1GGC94xXTpk0r2//999/N7d9LxL5VW8Sh25pnx44dTefWv/76a1m6mTNnyvLly83vLH7++WdZvXp1uWPbl55FibhYDuGe9NOIWA91s80nf2kuC8kELYf88TkU/YhlSYLKoRhQv359OeOMM8xtVHwOpd6UvJ2DP5bWKgLTbyogbZjax5/8ZuMWVUQqi0jfgPIML37UsX1IInpZvrPqQAnqop73qWNMsilSK0LH2EnCeE1SPeNOUvpRZz3hXwgOpjt06OD6WJs2bSrbh18hUKlSJZsqfrOKU9nN8XGtY/993Gj1Yxx8DqXePw6Iob+hpMw94cF6Vbijupvyjij1pVOfQ9nrGN1lZfUj1HdeEL6rGsmb4uJi05kitlGyHLK8CiB+yMdZfocQ47glK1L/X6p8qYSpffzLb2RO78SCrqMO/KhjB1vYap2stSlLWzms579F5F/qYn5uHhd1HWMnCeM1SfWMO0npR531hJXOqFGj5IILLpCSEsSBK0/t2gjO4J6NG9dJYeGqctdVWAmh3i1atCj7HSyG4AcJDrHj2I9xsRwC76gtXJY3lXj5G0rK3BMelqsXs/a4yN4Qpb506nMoex2XexyXNziKI9R3XkDlEMmJGj4oh6xghnNsiqJ02J0Ff5OI5WTplEOHKgsi4hVoze1CYjlkt5BzcnOLy9WTav8NRkIhhEQQKIYKCwvlf//7nxx55JGyww47mJZEF110kYwbN86TPLA0bLvtqgoCnNWvf6R5s//JJ5/I9OnT5cUXX5TddttNunfvLs8//7x8/vnnMmmS7kXH/hAny6HfbTYJ90h4YaSyqC2qGihJxZ9lZdbr2H94elTiPVQOEW2WQ5uVVnp2DnmvVb8dKknjf+r2DW9N99NdmFixvbJGwzvkrV4poqsc6qiUXThHLvG4XIQQEgQIEd+1a1cZPXq03H///TJjxgz5+OOP5cADD5TzzjvPkzxGjBghH344SkaPNmTJko5ywglbHwAPP/xw03ppzJgxprJo7ty5ctxxx0lciZPlELBUh0eJSEMJZ3u3VA/bltcrElYs266DVK8lD+9D2dt9DlXz9KjEe6yVOoQErhzaW00RFYXaRp4t1BQNR37JYosymj5TmcBbrhdJXJaUpTqlhnJoXZ5prcUQs5VPLkIIiSKLFi0yLYUgFTmunj9/frn/v/jii20cW0+dOrXcZxs3bpRjjjlCRD4RkQPVonUxHVIjTH0mbrnlFlPsPPzww6ZEjUKb1484WA6BU0RktIh0EZHBInKahNNqaKbH99HED3C/3VxE9hWRR0Tkn5I0/AllD+9gx4jIXE+PSvxBe8g0ijupVq2a0blzZ3PrVx5vqbCGZ4agvmFsH3/z66fCP84PTR3j0I9XqzH9QgjqBrlQledlB/UcpNI+G4J2DWueOiQp9Yy7JKUfk1LPrXKxuq6OTlw/NlHXi9KtIYu1l9cr2UPE2Kzq1isE5bHLzapcwzzuS4pf0skQ2ajmiP6eHDNKfXmjGq9PeFrHvqo9J2qvX5z7TrwR7QWgREA+URPFCSEoS/IEk9EaNal2CUF54iHPqDF9QwjKAumnyjPBQdp3VdoLQ1APCoVCCb+0UdfUTYZIvRCUJzjprK4Xv4egLF7LE6pu34kYlUNQntRr9AUhKAslV7lLzRE/GyIlIShPcGK9cHzM0+P2UO05V3v9KJJV6HMoBiCyBxwopovwEeZlZXFqH3/zwyKjj9T+0chBGYVfrQzEg6+jDryuY9iWlVk+hxo7qKcbR5c6xk4SxmuS6hl3ktKPSann3wt5pynvCqdLkvoxbv6G7Fynlsp1EpFr1N1ScxXmHq4MdIEFSvlGKkveORk2blPzBKJrveL6aFHqS6c+h7LX0YpWVleiRkmE+s4LqByKAQjxethhh3kW6jVuyqEg2sf//D5Q2xtULywWkbtF5Aof8wwXXtexfYgildmVQ0V51rOFutlHRL8pDvLVMXaSMF6TVM+4k5R+TEo9/2al2l4pSerHOEUqS+UvpSACt6q7pV9V3NevlLIoaPYUkVrqlTzKkg/JOyfDBELh3Kn2DxOR/q6OFqW+dOpzKHsdl6ltncipH2pHqO+8IFq9Q7RhKYdWay5Hcvkww+fXq/diJB8QzaSeeivyU4geU6z3KvnQXW1niMh6j8tECCHx5T71+AP1+rGSFOJsOQRelnDRT21XiMhCzWUh+fJ/Kp5tgXo5mwz8CWUP1a3YFEQkrFA5RHKiRoQth+LBLyJSU6npqqse+UZ99pDuwkWO9jZrnTApVKyIZfnQzaG5OiGEJBvYk1gRyB5U9h3xJ86WQ5a9R0Pb3dL26nNExi0fyy4Y9lDb2zXkTbxgf/X0g548VZKAP6HsYd++KrJLy5IElUMk9svK4sNqdduzVvXE2WqyhR+ivXQXLlKEbUlZ6tIyJ5ZDTvwNEUJIssHy7B9FpJnyMRJ/4m45BJbY7pbmquVc8NC4W8DlqK1UC5YqkkQRzA83q/3Byu483vgTyt6+tCz+bRhlqByKARs2bJDZs2ebWz8oiLhyyO/20Zff9DKroQ0bbpDZs+cFVkcdeNmuHUKqHILlUPGGDVIpj3q6tRwK+vzQlacOklLPuJOUfkxKPcuDup6v9i8Qka4S936Mu+VQOiakXC+D4hARqSwi34vIbAfpk3lOhpGH1D13Q6VQjndfOl1WVnEdo+mUekOE+s4rtIdMo4RbaqiQhpDaISgPxS7VDZEFqns+C0F5oiFvq/F8bgjKYpdLVLleEzFKVMjhZ0WMKhl+v736/fqQhe2lUCiUaMmL6jq6yBCpEYLy+CcT1XXj0BCUJSi5TtX5xYDzfUnle1cI2oDiVva2HoUMkd4qvH0DJSVq3rjEEDkjBGV1J4NVRe/2/NifqvY7XnsdKZJRaDkUAwoKCqRKlSrm1g9a2fajaDnkd/vozQ89cpfa31/De7Hg8LJdw7qsDG4PRS0URM9OVSvcM7lBtHobUco2ReT80JWnDpJSz7iTlH5MSj3Tc5l6T95YLR2Jbz/ScigYYDF0qMslZck+J8PGWBF5Tu1/ZoscvFjtr1K+y55OeXKKXl869TlUcR2jaTlUEKG+8wIqh2JAkyZN5NprrzW3fmD5lF+vPNxEDb/bR3d+Ik9IYSHiYBRInTqWB5r44VW74oatbUiVQ5nKc4WI7OCTv6Hgx6uePHWQlHrGnaT0Y1LqmR6oSj6PRSSdivqxUQJ8DqUySW3bKT9AQbCfygsja7zDYyT7nAwjN+b4uzsi3ZdOfQ5VXMdo+hxqEqG+8wIqh0iFVFXbOZrLQTJTteqL5nb9+oN0FyX0IHJJkXrHE7awsrAA2r5xY7nzuuvMLXx9faLOwcfT/J6RygghxCuseFIHxPb2GMqKKglUDi2z3cPuHlCeh6vtOw4esklYWWCLg1dd+SCyx8bbX9nbnCwi+0pU8SeUfXQth5JGPK9+xFOSaIIcNapWHWVuN2w4QKk+SNSWlFmsq1RJNhUXm1tEWjlXWe39Q0SOTZm8LdepjFRGCCFu+VI9vOCup6fEOVIZbI2T41q1/HWyW8DKIUYpixtrbbIkJTbeFyLyH/W7IcpWPXr4E8o+upZDSYPKIVIhSQh7GnUqV54kJSVrxDDqRPptRRBYkcp+kGiAt5132uJlwKi1RER2FZGaaqV7VOpCCCHhBQvn31P7AySOJHFJmaRY2Aax+H5X5XVmjbL+JUniWnWG7aR8mUUP/0LZ03IoClA5RCqElkPhp6Bgi7Rr92PK+yqSjqMi6Fz9HhH5SUSaKqfVa2w+FKrblgkQQghxw9uxvo7uo7bJcKuqz3LoOpstGix/SZL4S3mKtJaq/lOihn/Lymg5FBW0h0yjuAw5V6mSUVJSYm79OP7TKqThdSGoaxjbR3d+Vp7FxceoEJHztLd5mNt1hRrP90Wsnof9HUN1GykJQbuGPc8w9SUlWpKUfkxKPbNLTUNkg5pa28euH19R14zfQlDOoKWmiLFZ1b+Bj/nUEjE2qnxe97EvKWGX39U88l3k+nKIGr835Jmu4joeqNpkmvY6elsviZXQcigGbNmyRdauXWtu/SDqlkN+t4/u/Kw8N258Fx5rRKSNiHSWuOFVu6KFwNcSrXq+p4KkHqWshXqLyG0i0ketdPc6Pz/RkacOklLPuJOUfkxKPbOzSoWpjq71ULZ+xJ0/+EaS2bOzArAeul15msECmotdHovnZJS5W22rRK4vnfocqriO0bQc2hKhvvMCKodiQN26deWEE04wt34QdZ9DfreP7vz+zvMIqVz5c8/8JYwePVoefBDqiHDgVbtaYWytZVlhI1s9sXr9DaUMQk/fJCIf+ZifX+jIUwdJqWfcSUo/JqWeuS8tGxC7fqyfUsOkLi3zy+8QIqGdr/aP9iAiKs/JKDNUuX1HjNz2kepLpz6HKq5jNH0O1Y1Q33kBlUMxoGrVqtK+fXtz6wdRtxzyu32CyG/YsGHy5ptvVphnScknad94tm7dWgzDkC5dukhU8aJdMa1bqeG7J4zEYbyGMU8dJKWecScp/ZiUelaMpTrpabsDikc/hj1aZ1BOqbv59ED1pIgUisiLNvszN/CcjDKry1khRqkvnfocqriOluVQSaS8ZVaNUN95AZVDJPaWQ0miSpWP1XSOW5/muosTOpqpLQKPbtRcFkIIIWHkN2VjglvkIyQuYDlyy4Qrh/y0HDpX3XnBHfHlPhyfRJFoOrj3L5Q9FnduVvvJsMKJIlQOkazUEJFqap/KofBTWLhEBT8H2ZeE7bfffjJ+/HhZv369LFy4UO666y4pLMQ7r7+pVKmS3HPPPbJ06VL5/fffZdCgQeW+hzXSGWecIW+88YasWbNGfvzxR+nfv3/Z93Xq1JH//ve/8ueff5rrdfH9aaedVvb9zjvvLJ9++qn53ZIlS+Spp56S6tVxC1veYuryyy+XyZMny5VXXil33nmnFBUVOWqf5rZbf0IIISQ9Y9X2GokL7Wz3ctbijqTxg3rgbWprDy/YU0QetUUqi6qlPfFLObRnpJQh/oWyN2yzT7T8DiUJKodITlZDq106vSVBgqDn9qC129KsWTN5//33ZcKECeZSs/POO89U8txwww3lfnfqqaeaSp8ePXrIVVddJTfddJMcdNBB5X4DhdGrr74qnTt3No/54osvlq3Lve2226RTp07St29f6dixo5kPlECgpKRERo0aJcuXL5fu3bvLMcccYx77scceK3f83r17y/bbb29+/9Zbb8mxxx5bTsHkxHLIrR8AQgghcWaq2iLAw74SBzok3GoIrBGRTWr/Pg+Pe4N6oFohIk95eFwSdRaqxYyVIjWP+BfKPrp+h5KG9pBpFHdSvXp1o2fPnubW62P3VOEMZ4egnmFsn6DyGzZsmPHmm2/mmOfxKlTkz2Xft27d2gBdunQx/7/99tuNmTNnljvGeeedZ6xcudIoKCgw/x89erQxZsyYcr8ZP368cdddd5X9D2699day/xHqEfTp08f8f+TIkcbQoUPTlvnMM880li5daqaxPuvbt69RWlpqNGrUqKze8+bNM8NHWnUcMWKEMXz4cEfteJ0az0+HYFzGebyGMc8k9CWF/ch6einj1LX0W0OkMPL9eLO6/v0nBGXUKdeqdigVMbp6dMzP1THvCagvKVGSG8x5pHr11yPTly+o8XyJL+P1GzWv9tdeT2/rJbERWg7FAFh2jBs3ztx6TRz8DfnZPmHIb9s831efthaRBml/Dyse/N7O2LFjpWbNmtKiRYuyz6ZNm1buN1ha1qhReQed9t9gediKFSvKfjNkyBA5/vjjzSVhWJ7Ws2fPcmWYOnWqmcZeBixtg+M3i++++84MH2nVccGCBduUIU6WQ8kbr/ElKfWMO0npx6TUM3cGKAequ4nIhRL1fky6M2qLu0TkJeU4Gg6k3T4I1bPZaT8h3sJzMg6MNP+uWXOojBs3NRJ96dTnUG7jNXqWQ2sSdh5SORQD4D0dS3f88KIe9UhlfrdPGPLbNs+VamW9FVjVOZs2WQbYf/sYgh+iXH/z4YcfmpHSHnzwQXMpG/wLDR482FEZrDpCeZRahjj5HEreeI0vSaln3ElKPyalnrmz2OZz6Dbb64Vo9iOXlf3NZWoJGBxTn+PyWIcpRRMWIs4Xb+E5GQemi8g8QRd26nR0JPrSqc+h3Mbrssj5HKqasPOQyqEYAP8u8MNi+XnxkjhYDvnZPmHIL32e2WNyzJw5s5wVD9h7771l5cqV8uuvv3paNvgYev755+Vf//qXXHLJJXL22WeXlQH+juB7yF6GzZs3y6xZszLWsUoV5+Evo2A5lMzxGk+SUs+4k5R+TEo98+NpEYGVbU0RgT+8YoliPxbYHDBbr46SDF54Xm+zJNpOBdeGNBGRfEJeHF7OPsRbeE7Ghbelbt2/5NR+TSLRl059DuU2XqNnOVQ3YechlUMk9pZDcaF27dqmMsUu1hKwhx9+WA488EDbry3lEAKrbssTTzwhLVu2lEcffdRcwjVgwAC55ZZb5IEHHjAtf7wCx8Sx4VAaWvd+/fqZSiEAx9WIlPbcc8/JTjvtJPvvv79ZnhdeeMGMbuYHUVAOEUIICQuGClKOx6R/ishNEkVaKsXHRtOGgYAhIvIt7q1EZK5yVg35XUQOzfEYeFXVx0flEIkHbeRl+XxxL7ngscekkne32BEMZR9Ny6GkQeUQib3lUFxA1K4pU6aUEyu0fPPmzaVGjRq2XyM6wt+WQ9YyrNLSUnOL0PWHHnqo7LHHHqbfnyeffFKGDh0qt99+u6dl3rhxo9x1112mX6IxY8aYVkHwQQTWrVsnffr0kXr16plR015//XVz2dmFF/rj26GSeiMIqBwihBCSG9OUGgEcIVHE8jc0R0Q2ay5LWMCD78VZlorlwgEigjuvX20jhJBUfpUJ0mjzH1J97Vrptim9L9BkhLKPpuVQ0sjHcpIkEFoOhYPTTz/dlEwcffTRcs459pXzU9QtIGxlmpY5cF60aFHZL6CsQYj6bMqoVP75T7w5/ZuCAsv49G/sZpd33HGHKZmYMWNGisVTedLVGQoxOMbOl0ZqwkOrUNlJCCEkd7AIaZR5Pd16Jdn6oiVqyiEuKSvPWGUP9oWIbBCRf4jIm3lYDllLyt72sYwk+pTKZvm0SnU5av1K+cf6uaG3MvM3lD0th8IOLYdiABz24mE51TGwF8TBcsjP9glDfunzRASw76SwUGT77fvLlVdeaVoaLV26VKKK23a1lpQtCvmb02SO13iSlHrGnaT0Y1Lq6YxP4EFPPdDsLVHrRzqjzsxbypZhrYr1ukpEsGC/aw4P0IhnB/x62Oc5GR/er7za3P5j/XqJ67Ky3MZr9CyHNiXwPMw57j0lebIUwadEjA4hKAslXxlqdOliGGvWbDTGjh1r7LLLLiEokz7pp8by/0JQFgqFQqFETYbhEmKIPBCCsuQnH6vr32khKEvY5TXVVrdU8Lvu6ncrRIziEJSbEm6pKWJsUGOmfQjKk01GqnL+25fj76vm0R+015MiaYWWQyQjlW1Gf1G2HEouE2TqVJHq1T81o4BNn45wmsmFzqgJIYQ4Z2TKYqLU4OiIaBZOuKzMfS/jgam/LarZ0erzD5Wjb0KyAYu0z9S+ZXGWTJ9DXFYWdqgcigFNmjSRG264wdx6SUO13WQzAowifrVPWPLLnGf2iGVRw227No+Icii54zV+JKWecScp/ZiUejrnIxHBkpC2IrKz7fM3ROR+5esvfP1YXUUrA1xWVjHvKY9SXcwoU39zkfItZEU1u8qmHPILnpPxAX24sW/fjOrlOPgcym28Rm9ZWZOEnYdUDsUAOAUuKipK6xzYC39Di33THke7fcKSX+Y8p6n3WQ1SbnGiidt2tSyHfpNwk9zxGj+SUs+4k5R+TEo9nbNW+R6yv/6SZF0AAFjUSURBVPuvg/ANar+NUimEqx/b2e7lovyiLyjQRl+pfVgKWffDN2f4PdyU+wXPyfiAPpzdYav3r562gD9x8jmU23i1LIeKQm1tmeTzkMohkhFGKos6G5WCKD7WQ27gsjJCCCHeLjq6SymIVqhb6idt793DgeWMmkvKnPfy/aqXv1WPs9WVbM97CpIHq2rXlqmVK5szxWGS1GVlsL5cHznroSRB5RCJdaQyMkFtu0vSoXKIEEKIO95R2z3U493Z6v/TRWSliOwpImdJGP0NcUlZ7lih6XspG7GTlBUFenu1siGDzNVcThI9RlWpEvqlZf6Gsgf0OxRmqBwiGaHlUByIl98hN0TF5xAhhJCwgjuib9T+EHUb/ayIvCkiN6rP77Z5bdQPlUP5A6XPDLXwBb0MHheRSZrLRaLPR1WrmtuDRaSaxGtZWe5Ez+9Q0tAeMo3iToqKioyGDRuaWy+PO1iFMhwcgjqGsX3Ckl/2PDurkJFrDJFK2vtCV7sizKxqCKN+COoSpvETrvEaL0lKPeMuSenHpNTTvVxjXU4MkaWGSAP1eaEhMkl9/nVo+nGuKmw/7e0WLbnddt+wUMSoFYK+pERXyvqysNCYp8bVqSEoVzr5VJXvWN/G6xh1ah2lva7e1ktiIbQcigGlpaWyePFic+slcbEc8qt9wpJf9jx/UOc6Aq8eJFHGTbta8QU2iMhSCTfJHq/xIin1jDtJ6cek1NM942z7g0RkidrfrGJYGcrl7EDt/VhsC0exdTELyRW7ldBVatFg0PCcjA9lfbl5s+mhzJo94uRzKPfxGi3LodKEnYdUDsWA2rVry4ABA8ytl8TF55Bf7ROW/LLnCafUf8ViaZmbdo2Sv6Fkj9d4kZR6xp2k9GNS6ukeLNBaofxmvJvy3aci8p0t+Hllrf14iPIfstnmLYnkrhxao+6BrRh1QcNzMj7Y+/JRpXjZTkT6SHx8DuU+XqPlc6h2ws5DKodiQElJiXTt2tXceklcLIf8ap+w5Fdxns+rLULaRxc37Rolf0Mcr/EhKfWMO0npx6TU0z2L1ENNSxH5Oc33B6s7J8SyulxrP1r2wsPUqyKSO7+ISC31AI8e1wHPyfhg78tnRORBmy+rrV6Iou9zKPfxGi3LoZKEnYdUDpHYWw4Ryyl1ciOWRclyiBBCSNjZouJVpWORTSl0k21hV8AYRllEJCs0O/GulwlxiqGWlP2qVMjXSZJC2UfPcihpUDlEMpoUNoyJ5RCxwtnvJiKFkkSoHCKEEBIcL4rIZyoe0WNaSrBTaam0UsoNXcuiCCHpWW3zSna1LapgMkLZR8tyKGlQOUTSUte2Un6x5rIQt/yoXClWF5GOkmTl0G+ay0EIISQpnK8Wcx0mIserwBA7ichzgQSx7rN+vbn9SES27hFCwsQbIvKeiOk4/mNJUih7Wg6FGSqHYsDq1avlyy+/NLde+xvC6btJoo0f7ROm/CrO07DF3YiuU2o37Roln0Mcr/EhKfWMO0npx6TUM1jH1ZZnkeHKvfEMETlFRG72vR8PWrt1QRSXlEUXnpPx78vr1V16S202ht4tK8t9vEbLcmh1ws7DAl+XFJLI0ktEPleB0JNpaxI37hWRK0XkCRG5QJLG92ocHyAio3UXhhBCSELAm/GlaT6HRVEXdZflPS1EZIF68w//kUt8yYUQ4gUfqqhlWKnRzhZjWKczCrxKPlREPvAlhz1EZLxy6A+X7yRM0HIoBhQXF0ubNm3MrdeWQ3FwRu1H+4Qpv9zynBB5p9Ru2jVKPoc4XuNDUuoZd5LSj0mpZ7AsU0u67fK+WkiClzXeg/47vd7W5RpfUzEUaXhOJqMv+4vITOXr9Q6Jrs+h3MdrtCyHihN2HlI5FAPq168vp512mrn1OlJZHJxR+9E+YcovtzytiGV4UxnNyc1pu+JWvHaEfA5xvMaHpNQz7iSlH5NSz+BZmyLnq21vETnZ89zQf6fWqWPuc0lZtOE5mYy+hPuO89T+uSF4jevU51Du49XyOVQ7EoFy6ifsPKRyiMTecoiAecq0HYqhXSRJWFZDq1R0CEIIIUQf80XkVrV/v+dvz2tu2SJtfsZyDSqHCIkKX4jI8+rB/EnNKhP/Q9nbF85tVWST8EDlUMy4Xil0TnR5nN1tq+JJXJgYeafUTthXbddpLgchhBCylQeUN7xG6rHQO3pv2FEKt2yRnwpryk+eHpkQ4idXiMgKEekqIm/HOpT9ZlsMxbYSPg5Ra2fuliRC5VDMGKjWrN7k4hjVlENqUUFXSdyUQ7oNVoNlV7WtrLkchBBCyN8LSR5X+7DmPc77EPZVsYycEBIVFivrIUs9USO2oexBkdqGcZ66QSnuEcCnqiQNKodiwObNm2XlypVSubTU9K8C2ovI4S6sj6or7bUbJVPY2gfbOOaXe54TIm055LRdrXcTeEcbBThe40NS6hl3ktKPSalneIBD6mlq/xrPFpI8We0s+bT7AfJmMV71kSjDczJ5fXmVUh1XUpHLorSsLL/xatk1Wl5Bw0SJ2kI9d00iz0P0PSUGcpiIYYgYf6ntfBGjep7H6CBibFDpjwhBnSheSnN0qyGyyRCpFoLyBCP3q/F8TwjKQqFQKBTK39LAEFmqrs0DPTgeru2l6njNQlA/CoWSr4xQ9603a8r/e5X/vr7m87Cap+7R3t7pn5U2q+16Q2THEJQrOKHlUIywLIWGK/fDrURkkIP3WHBZ/K6IvOVDGYlOEKvrd2XKaS22ij9RCmNPCCEkSSDQ/NVq/zYRae7yeLspCyRc8XjVIySKWI7kna4Aicayslm2tS5hYoDajhORD0Skim0JcDKgcigGNGrUSC6/9FI5vNLW7hyhVkmCS5WHmZIUScfJKrAqAqxeJPFqn8suu8zcxjG//PKMrt8hp+3aLEJh7AHHa3xISj3jTlL6MSn1DB9DReRrxBkTkYddHqubNGr0h1x22bPsxxjAczKZffmectmM17itJTrKofzG6w9q20HCxeE2Fd2FZjibRo06y2WXXZ+Y85DKoRhQWFgoHVaulEZbtph+gr5Qus63lI3I/0RkTYqkKoh2FJFn1f4dIrI1CGp82qdWrVrmNo755ZfnMrU9T6KG03a13sNG5R0qx2t8SEo9405S+jEp9QwfsOQ/Vz0OHqWcoTqluxQWbpFatTaxH2MAz8lk9uVSERmr9vtLdHwO5TdeZ9milVnOqXUDBT3MJETFi5trPhVvnVMrS2FhLUkCsVEOXXfddWIYhkyfPl2SSIdZW0+yD5QjM3BlHunheLpQhfse7EsJSTiYo7bbS1LgsjJCCCHhBveuk9X+tS4i5EQz4AQhJDxLy/wPZW/Z869WsYTDEs4eMeLgXGWWTXk1WDlrAX0kCcRCOdS8eXNTObR6NQZZMmn/ww/lJhMwW0ROFZF9VPQxWAdZJ3tqeERLF/pfm3KJxJH/qPhdmIy7StypIyJWvBZ4WyKEEELCST8R+UvZdiNubL7UCuESDUKIE6znuV4a4nkF43NIbAqYDiFcUmaxUURuV/tvSBKIhXLovvvuk2+++UYmTrT8qSSL7UpLpeGSJaZSB5ZDdp5XpolrlbJokur0w2y/wcPzwWr/sQDLTXTwh1rNbHe6Fn+rIbj83KC5LIQQQkj26/O/bQGt83XUar3woZ0sIXGw8/9Ovco9NCLLyqLtlLrI1tIjU76bIknDiLLsu+++xqZNm4ydd97ZGD16tDF9+nTtZQpariosNEMOflpQUOFvb1ThCd+yfTZAfTYvBHXxQ4qLi402bdqY2zjml3+e/1LhGSdr7xu/2/VgNbanxryeUcpPV55J6EsK+5H1jIO8o67Rn+aZ7kozXXHxcPZjTITnZLL78k51Dzs84LL+ovLdzfc63qTmuqe1949Ib1WWPwyRSq77LuKivQCOpVKlSsaUKVOMIUOGmP8nVTn0hTqJL8zht53Vb9eIGNXUZ0PVZw+FoC6UIKSeIbJJTYKtQ1Ae/+RUNbY/CEFZKBQKhUKpWNoYImvUNXpght/UNER2S/nsFZXmqhDUgUKhuJUe6h52hYhROcB8f1X5dvE9r2PVnPWV9rYWeVKVZWgIyqJXIr2s7Nxzz5XWrVvLjTfeKEmlvojsrfY/qw7PQtmZpiKRYUX7Qcp0EKvc0xnRxYWaNWvKgQceaG7jmF/+eSJi2Vca4yAE165RdEbN8RofklLPuJOUfkxKPcMP7tIeUvv3pwlmXVnFoYWjgIG2z7ubf2vWnMZ+jAk8J5PdlxOUWxB4Eztfwu9zKP86hmlZmbWk91tJ+nkYWeVQvXr15NZbb5XbbrtNliyBR5Fk0lN5lV/UuLEsr5VbiD0E57Pcbu0pIo1EZLmIfCnxpEaNGrLvvvua2zjm5yxP+yiIBk7atZktJkJU4HiND0mpZ9xJSj8mpZ7R4A7lKa8wjTfIndXDVIHtgQavCrcz92rUmMN+jAk8J5Pdl1DO/GKLYVgUcp9D+dfxJ7VtoOYwnVHKKqsavyxJPw8jqxy6/fbbZdmyZfLoo49KknlXRHZt1EhGHp77Q/5Im83IEWr/fREp9aWEJJzojIMQHM0jaDlECCEk6cBe4AK1f2iZVdDW2/YnlWIId22dVVxaK4T9jyo8NCEkDpys7P0bi8jFsQplb81z80NgPWTNn1hVsVSSTiSVQzvssIOcffbZ8sgjj0izZs3MpWWQqlWrSuXKlc39unXrSlJYUlgoi5pZNhIVM0YFS4XF0HExX1JGMjFXRGZoioMQHFFcVkYIIYSIDBWR52wKIVgRnS0ie4jICmVdBO4Tkf1sC1EIIXEBi0cvV/u3iEiLWIWyD8vSMit687MayxAeIqkcat68uRQWFppWQz///HOZ7LnnntK+fXtz/6abbtJdzNBSqiyFQCsR2SgiH2ouE9HB27EPaU/lECGEkOhypbIbQJj6a0TkLvX59bChF5HpaknGierziRrLSgjxg+eU6w8sano4VqHsw6AcaqYsM7eo9TgkqOWLnjJjxgw54ghrQVT5pWZwFjVw4ECZM2eOJIW1a9fKt99+a25zZaTtVmK0iKyS+OKkfaKUn/M8MQquUwsMYUG0yafSwVH6sSLyhnrbGUwdYRbbNII+hzhe40NS6hl3ktKPSalntFislEL/ERG89CxWCqAh6mHmXBEZKyJt1O8nsB9jBPsyPrjpSyhpzhORySJypHJDn4uS6DjlXtny7OP3sjJndfxBbTuIHqwX5ONE5M+0v0jieWjERZIayt6J1BQxNqtQhTeHoDwUHVJkiGxQoRuv8TGfn1Qe7wZav8ZqfJeKGIXa25pCoVAoFCdSYIjMUNfRLYbI7infv2j7rlYIykuhUPyQ59V97UYRo34Fv71f/XaZiFGcZz5/qbTbB1KvA9X8NVNTu36g8r9Ke/9KSCSSy8pIeYqKiqRhw4bmNlfW26yFZku8cdI+UcrPeZ6lNo39JSJS1YeS7VQWQUWkXqB1tJaU/SEimyU6cLzGh6TUM+4kpR+TUs/oYaiFJYa6Y5uW8v1z6h0/3mpXYz/GCPZlfPCiLy9Td+6w9b81y+8qKwsjax/uQ4LwOeSsjtaysu01LGhCaPoDKvS+W5Sw8zBWyqHevXvLLrvsIkkDA/aCCy4wt7mCBUQ7qmhO/5V446R9opSfuzz7q0VXjZXpupcUKNN3ONEEXcwb16DqGFV/Qxyv8SEp9Yw7SenHpNQzmgwWkb1VVJ3UJeAfKX8dLc3XIezH+MC+jA9e9OUSWwzDs0SkU4bfXaEWmhrKT1GTgHwOOavjbyrCItRYbSVY+qilurNsSqptSdp5GCvlEMl/JXvUHpyJ1/yiVi+LUg5BZegVp4nIvmrS/1VESkTkIAmKZhH0N0QIIYSkBz4xVmb4DhZFywMuDyEkaP6jbFygSnkizfew1b9R7ePO2x6oPXyh7C0V1I+anFIfnhKghwAqhwhJPCNE5AMRqZLhUuMELCG7V+3fLCJvBh4ZDVZxgApQQgghhBASBy4WkTUi0ktETkn57lFlo/+piHyiPkMsrvCGstcVsQxLxA6rcElZEqFyiBAiIheKyDpl2XOqsvKprcLowig13XuFq9VytBIVSreB2ofcr/6fpmIqjLQtYwtm2onqsjJCCCGEEEIy2fzfovbvUy9Dced9vFJ3bBCR81VcQyeWQ4UOl5U5x7Ic6u1zPoj51s62kqGuWkcDq0xikQzPSjHHMAwpLS01t0R/++joD/d5zlWWPoNE5FklFi1sS88scNm5W0k2LlXu874Qkb+UMqmHo4k43zpGVTnE8RofklLPuJOUfkxKPeMO+zE+sC/jg9d9+aB6lbuTbfmY/bsf1SvefC2HimzKgd3ydM3gvI54zhDlV80v9s2wOuLDCm2kjISdh3j9n4yaEkIqoE4GnwVQ7uxui5DSUEU5yyX6WHUVQQW8JCInKIXSteI336oLW1819RNCCCGEEBIHYPvycZrP64vIMuUsYpXyT9RaWRxVBGx3PlNu75sruxr/+YeIjFIqiUbK9baXFCo7ql3TfHeciLzqcX7RhsvKCCGKv5Tip7pN3lDvEIbYXNQNVoqhqSJSS/2uYUraGmpZmaUYEtvSMssBXDA+h+iQmhBCCCGExIlP0ty1N1SKIVHLy6blaT1k3aG/EJhiyIq4+K16zujnw/HPV4qh5SqOm73FXvMhv2hD5VAMaNCggZxzzjnmluhvHx394V2eS5RCx5KL1HuHvUTkDOX+7lRlgnm2+m6tSmdPC1d5S1OODafXG0Wko6OoaPnUsbJ69xDFZWUcr/EhKfWMO0npx6TUM+6wH+MD+zI++NWXqXftqTY3+fodOtyFi2Z3dfTrBXJTEbndFpV5fkqLVbyAqkHCzkMqh2JA5cqVpWnTpuaW6G8fHf3hX54LbUEx7xGRp9Q+tv/L81gIwfu548k/nzo2UduNaVRUYYfjNT4kpZ5xJyn9mJR6xh32Y3xgX8YHXX05IQ/LoV2UXc26DMvV/K3jSNsSs6riHQ+qVQ7fiMj/OTpC5YSdh1QOEUIq4DERmayWkiHM5B8icp3DY71tM/H0j6g6oyaEEEIIIcQLLMuh3W3OITJhvbb9WCmIgmWqsuqxIol5wR3Kp9BmETmXbpZzhMohQkgFYFK91Tap/kf5J3LCz2rbxteQlfQ3RAghhBBCksx3StGDkDM7+LikzBve9nBpWbGIXKb2P1PKJ5ILVA4RQnLgPRV+fq5ySO3mOL+o9xeDc3iP4QxaDhFCCCGEkCSDeMNTcvA71Fx9D4+i74ouLLVUfw+eD+rblqfBaojkA8wBKBGWqlWrGp06dTK3ussSRgm6fXT0R7TGQFNDZIUhYhgiZ/tSxzu3Htx4SHtdw9+XHK+sJ4X9mKR6xl3Yj/ER9mV8RGdfPqzuiR/I8ptz1W/Gaq1jZUPkL/V8sKfLep+tjjMu0n0nGqRA7RBCSIAgCtojKqxke88DZj6rYqpdLSL3enpkQgghhBBCosG/ROR5EflSRPbL8BvEEz4kFPfNL4nICSJyt4hc63KlwqHqGDgWyRUuK4sB1atXl549e5pbor99dPRH9MbAEyIySUTqish9ntSxxCatIuxziOM1PiSlnnEnKf2YlHrGHfZjfGBfxgedfWk5pe4qIjXVfXIDJdhvLCIHeOBvyJs6ehHSHvkfmHI8F0ernqzzkMqhGFCrVi3p06ePuSX620dHf0RvDFiRA7C6+RQRucRVHfuIyBqbWK6ul0n04HiND0mpZ9xJSj8mpZ5xh/0YH9iX8UFnXy5QW6g2Vqr75MVKsL9IuW/+UURmaa/jB8pTUkcR6Z7m+3+KyAoVhSwTeCqoIiKzRWSmuKVWws5DKocIIZrAu4wZav8udWlyBi4V6fjd8REJIYQQQgiJNngNmwvvSxhYreKrgUfTfP8k1DUi8ngWp9X6465FGSqHCCEa6a8uAogocIXjo2BVsaUkqq7skO4RkZ88KychhBBCCCHRYq2InCEi14nIruo+uaES7O+jHDy8IGFRZeGFMeghInvZvsNKg0bKXXJ9VatUCkXkMLVP5ZATihylIoQQT0BY+zNF5EURuUFEhovIvLyOsJuItFTvGmCMukFEHvatvIQQQgghhESHZ9IojCzGKgkPUA61Vc8HQ0Rkd+UtyfJR+q56uYzXwG+JyBJb2r2V4mipiHytqfzRhpZDMWD9+vUya9Ysc0v0t4+O/oj2GEBkgk9FpJqIPJZ3HS3j0VFKMRR1OF7jQ1LqGXeS0o9JqWfcYT/GB/ZlfEhCX3pbx6uV0qeziAxUCiPYOn0nIseKyGQRqScig1PSHW5TIMG/qXvWJ6Dv7DCUPSEkBLQTkWnKgRxCWL6cc8rJykz2lNCYxBJCCCGEEEKcc7qyeVqr4qqB/UTkSxHZQ0TGKTsXOKD+Sn0/XVkdHSkib2ose3Sh5VAMqFSpkpSUlJhbor99dPRH9McAYiQ8oPah4mmSUx1bKcXQ5tA40nMPx2t8SEo9405S+jEp9Yw77Mf4wL6MD0noS+/r+KxSBFmKoWHqf/A/22K5UbZ4xVAMiU1Z5J5KCeg7O8moZcxp3LixXHXVVeaW6G8fHf0RjzFwr4hsUq7QcAGouI4DbJcArC6OAxyv8SEp9Yw7SenHpNQz7rAf4wP7Mj4koS+9r6NhWxNgqEhldgZlSQtFkTc0TkDf2aFDakJISPhLRK5XSqKD1DpjLDXLDINVEkIIIYQQEkf+T0S2E5GFylrIDj47WkRWqdfEiHy8v/rf7nKb5AOVQ4SQEAHHct1F5BgVoWCfjG7RaotIL7VP5RAhhBBCCCFx47os342w7UMh9EYA5Yk3XFZGCAkZlyit/14ickbGX/UVkcoqbsHcQMtHCCGEEEIIIfGCyiFCSMiAmeiNav8eEWlthrmvtqVYKm/cKNW2bDFd0yEOAaDVECGEEEIIIYS4g6HsY0BBQYEUFxfLxo0bxTDYnbrbR0d/xG8MFIrIJBHpYv5XImtkjdRI+0ssLRsj8YHjNT4kpZ5xJyn9mJR6xh32Y3xgX8aHJPRlXOtYENN6ZYLKIUJISNlPRL6oUDlUw9OYBIQQQgghhBCSPLisLAbUq1dPTj75ZHNL9LePjv6I5xiAPdA/RaSurJWG0rJuUznz+BOlZd26Ul1EWiirobgphjhe40NS6hl3ktKPSaln3GE/xgf2ZXxIQl/GtY71YlqvTFA5FAOqVKkiO+ywg7kl+ttHR3/Edwy8pULcr5PNVUVadmgnm6tWNeMR/Baz5WQWHK/xISn1jDtJ6cek1DPusB/jA/syPiShL+NaxyoxrVcmqBwihBBCCCGEEEIISTBUDhFCCCGEEEIIIYQkGCqHCCGEEEIIIYQQQhIOopVRIiwlJSVG9+7dza3usoRRgm4fHf2RhDGQhDrqqCfHK+tJYT8mqZ5xF/ZjfIR9GR9JQl/GtY4lMa1XJmEoe0IIIYQQQgghhJAEw2VlMaBatWrSuXNnc0v0t4+O/kjCGEhCHQHHa3xISj3jTlL6MSn1jDvsx/jAvowPSejLuNaxWkzrlQkqh2JAnTp15MgjjzS3RH/76OiPJIyBJNQRcLzGh6TUM+4kpR+TUs+4w36MD+zL+JCEvoxrHevEtF6ZoHKIEEIIIYQQQgghJMFQOUQIIYQQQgghhBCSYKgcIoQQQgghhBBCCEkwVA7FgI0bN8qCBQvMLdHfPjr6IwljIAl1BByv8SEp9Yw7SenHpNQz7rAf4wP7Mj4koS/jWseNMa1XJhjKnhBCCCGEEEIIISTB0HKIEEIIIYQQQgghJMFQORQDmjZtKjfffLO5JfrbR0d/JGEMJKGOgOM1PiSlnnEnKf2YlHrGHfZjfGBfxock9GVc69g0pvXKBJVDhBBCCCGEEEIIIQmGyiFCCCGEEEIIIYSQBEPlECGEEEIIIYQQQkiCoXKIEEIIIYQQQgghJMEwlH0MKCoqklq1asnKlSultLRUd3Ek6e2joz+SMAaSUEfA8RofklLPuJOUfkxKPeMO+zE+sC/jQxL6Mq51LIppvTJB5RAhhBBCCCGEEEJIguGyshhQp04dOfLII80t0d8+OvojCWMgCXUEHK/xISn1jDtJ6cek1DPusB/jA/syPiShL+NaxzoxrVcmqByKAdWqVZPOnTubW6K/fXT0RxLGQBLqCDhe40NS6hl3ktKPSaln3GE/xgf2ZXxIQl/GtY7VYlqvTFA5RAghhBBCCCGEEJJgqBwihBBCCCGEEEIISTBUDsWALVu2yPr1680t0d8+OvojCWMgCXUEHK/xISn1jDtJ6cek1DPusB/jA/syPiShL+Naxy0xrVcmGK2MEEIIIYQQQgghJMHQcogQQgghhBBCCCEkwVA5RAghhBBCCCGEEJJgqBwihBBCCCGEEEIISTBUDhFCCCGEEEIIIYQkGCqHCCGEEEIIIYQQQhIMlUOEEEIIIYQQQgghCYbKIUIIIYQQQgghhJAEQ+UQIYQQQgghhBBCSIKhcogQQgghhBBCCCEkwVA5RAghhBBCCCGEEJJgqBwihBBCCCGEEEIISTBUDhFCCCGEEEIIKaOwsFBatmypuxihRUf7OM2TfUlyhcohUgYnDpIUgh7rbvLTcSMQpfYhhJAk0KFDB5kzZ07e6Tp37iylpaWB5ecmbdDpdLSP0/zcpHWabqeddpJ58+blnc5NnkGni1r7OM3TTVk59yQLKodiSElJiey7776BThxO8ww6HahTp47861//ikRZg87TadvoyNNNWZ2OdR3nlo4bgSi1D+ce79PpyDMpc0/QZY3SGIjSueVmDDhNW1xcLK1bt3aUZ0FBQaD5OU0bdDpd7eMkP7dp3eQZlbLqaFc36MjTCZx7kkWR7gIQ79lhhx1k9OjRUlRUFPo8g04HWrVqJcOGDZMXXngh9GUNOk+nbaMjTzdljdK5FSU492SHc09mkjL3BF3WKI2BKJ1bbsZAprT3339/1nQNGzZM+/mIESOypqtdu7YYhrHN507zc5M26HQ62sdpfm7SOk03adKkrOmqVauW8bugy6qjXXW0j9M83ZSVc0/2PJMGn3AShJuJI0rUrFnT1fdxRkfbOM3TTVmDHutu8tNxIxCl9okSnHsyk5S5xykcO+FqHzf5OU07cOBAmTJliqxcuTLt9zVq1Ej7ef/+/eXjjz+WP/74I+OyXS/zc5M26HQ62sdpfm7SOk3XqVMnefnllzNa7jZt2lTatWsXirLqaFcd7eM0Tzdl5dyTPc+kQeVQBFm6dGnW7/2Y5JzmGXQ68Ndff2V8e2CZOKb7XkdZg87TadvoyNNNWZ2OdR3nlo4bgSi1D+cezj1RmnuCLmuUxkCUzi03Y8Bp2tmzZ8uDDz4oL774Ytp0Xbp0SatonzlzpvkG/5lnnsmYrl+/fp7l5yZt0Ol0tI/T/NykdZpuxowZMn78eHnyySczpjvrrLNCUVYd7aqjfZzm6aasnHuy55k0qByKIFWqVJEhQ4bI9OnT036PNZODBg3ydOJwmmfQ6cCqVavkjjvuMOuajh133FGeeuqpUJQ16Dydto2OPN2U1elY13Fu6bgRiFL7cO7h3BOluSfoskZpDETp3HIzBpymnThxouy+++4ZH16gUErnvwMPNF27ds34gLZhwwb55ZdfPMvPTdqg0+loH6f5uUnrNN3YsWOlffv2kgmM5TFjxoSirDraVUf7OM3TTVk592TPM4ng9QUlQvLVV18ZF198ccbvO3fubJSWlm7z+UMPPWQ8+OCDGdO1bdvW+OyzzzzNM+h0ENThyiuvzJp28+bNoShr0Hk6bRsdebopq9OxruPccppWR56cezj3cO4JV1mjNAaidG65GQNO0zZu3Nho1apVxnSZpLi42KhWrVre6Zzm5yZt0Ol0tI/T/NykdZOnUwm6rDraVUf76BDOPRSxCS2HIsh7771nRrvIxLJly+T555/f5vNLLrkk63Hnzp0rBxxwgKd5Bp0OvPTSS1l9mCxatEhuueWWUJQ16Dydto2OPN2U1elY13FuOU2rI0/OPZx7OPeEq6xRGgNROrfcjAGnaTP57aiIjRs3OkrnND83aYNOp6N9nObnJq2bPKNSVh3t6gYdeTqFcw+xU6C0RIQQQgghhBCNVK1aVQ4++GDTDxsevn788UfT6euWLVuypmvWrJkcddRRZelmzZolr776qukDyY/83KQNOp2O9nGan5u0TtN169ZNTjjhhHLpEE0PPmXCVlYd7aqjfZzm6aasnHuIhXbzJUqw0q1bN+P+++833nnnHWPEiBHGnXfeaXTs2FF7uSiUqI91N/k5Tasjz6j0B4VCoURJ+vfvb/zxxx/msjO7/PLLL8a+++5b9rs2bdqUS3feeecZ69atM3+7fPlyU7C/evVq4/jjjy/73a677upJfm7SBp1OR/s4zc9NWqfp7rnnHvN3K1asMCZPnmzKypUrjU2bNhlXXXWV+ZsqVaoY+++/v/ay6mhXHe3jNE83ZeXckz1PSZZoLwDFoRx99NHmA9b06dONSZMmGcOHDzf+8Y9/ZE3jZuJwmqeOdIWFhcYVV1xhplm1apWxdOlSY9y4ccbZZ58durIGnaebtgk6TzdldTPWgz63dNwIRKl9dJyXnHvCMw/oyDNKZY3SGIjSueUmPydpe/bsaWzYsMF47bXXjD333NOoXbu2Kfj89ddfN9auXWu0b9/euPvuu40bb7yxLN2hhx5qzqODBw82mjRpUvY59qGMxzH33ntv48UXXyyXzml+btIGnU5H+zjNz01ap+lOOeUUsx4XXHCBUVRUVPY59i+66CJjzZo1xjHHHGP60br++uu1llVHu+poH6d5uikr557seUryRHsBKHlKQUGB8fLLL5sPWjNnzjTefPNNU3744QfTseITTzxh/q5evXrGEUcc4cnE4TTPoNNBqlatanz55Zfm7z788EPTES4E+/gMVgs4PpzgnnrqqVrLGnSeTttGR55uyup0rOs4t3TcCESpfTj3cO6J0twTdFmjNAaidG65GQNO07733nvGk08+We5YdsF3f/75p7F48WLTqbX1+ejRo43bbrstYzp8h/l37ty55RyyOs3PTdqg0+loH6f5uUnrNN348eONSy65JGO6Sy+91ByzEydONOrUqaO1rDraVUf7OM3TTVk592TPU5In2gtAyVNw8i9ZssQ47LDDtvkOJnP47vLLLzffkNkjZriZOJzmGXQ6yM0332z8/PPPxi677LJNWpzw+A7RkxYsWGBceOGFWssadJ5O20ZHnm7K6nSs6zi3dNwIRKl9OPdw7onS3BN0WaM0BqJ0brkZA07Twrpo55133iaNJTgelFxdunQp9zmsMdu1a5cxHb5DupYtW5b73Gl+btIGnU5H+zjNz01ap+mw9Ge77bbLmA7fIR0sLHSXVUe76mgfp3m6KSvnnux5SvJEewEoecrUqVON008/PeP3//73v80Hrffff9+oXLmyJxOH0zyDTgfBG8Ejjzwyq3k56vn0009rraOOPJ22jY483ZTV6VjXcW7puBGIUvtw7uHcE6W5J+iyRmkMROnccjMGnKbFG/ZsoZbxHX6T+nku8yt+k/q50/zcpA06nY72cZqfm7RO0+HhHktpsj3c4zdhKKuOdtXRPk7zdFNWzj3Z85TkifYCUPIUDN50mnH7AMfNTurNlduJw0meQaeDwDFaixYtMqbFd0iru4468nTaNjrydFNWp2Ndx7ml40YgSu3DuYdzT5TmnqDLGqUxEKVzy80YcJoWiqzTTjstYzooufCb1M9zsczEb7zKz03aoNPpaB+n+blJ6zQdlgXdeuutWZcF4TdhKKuOdtXRPk7zdFNWzj3Z85TkifYCUPIUmMalM1e2BGZzy5Yt83TicJpn0Okg8ETftWvXrBGTsK40DGUNOk+nbaMjTzdldTrWdZxbOm4EotQ+nHs490Rp7gm6rFEaA1E6t9yMAadprSVwffv23eY7OH6FLww8bKV+B59u8NuGqEFwhG19jv3zzz/f/C7VL5Kb/NykDTqdjvZxmp+btE7TYbklHAojYESjRo3KPm/cuLFx7733Ghs3bjT69esXirLqaFcd7eM0Tzdl5dyTPU9JnmgvACVPeffdd8ucKKaTIUOGmI63vJw4nOYZdDoInE/C83ymtPjulVdeCUVZg87TadvoyNNNWZ2OdR3nlo4bgSi1D+cezj1RmnuCLmuUxkCUzi03Y8BpWjipfvXVV80lZ99//70ZXe2NN94wHWnD0gj/4zfpjoloQUj3119/mRHSvv32W3Mf6R544IG0adzk5zRt0Ol0tY+T/NymdZoOfq/Wr19v/g7KVAj2Edlp4MCBoSqrjnbV0T5O83SajnNPxXOIJEu0F4CSp1jh+HBz0b17d6NmzZpGrVq1jB49epgDH9/ttddenk4cTvMMOh2kY8eOZohshI1FBCS8NYQTyOOOO8745ptvzO86deoUirIGnafTttGRp5uyOh3rOs4tN2mDzpNzD+cezj3hKmuUxkCUzi03Y8DttevYY481I6p99913prz11ltm2mzzOQR1gqNrKLsg2MdnFaVzmp+btEGn09E+TvNzk9ZpuubNm5uWFY8//rgp2M+2NFJnWXW0q472cZqnm7Jy7qGoNmBDRFEQchVmyXi4sgvM4rI5QnQzcTjNM+h0EExKM2bMMDXEVjrsYyLAzWKYyhp0nk7bRkeebsrqdKzrOLfcpA06T849nHs494SrrFEaA1E6t9yMAbfXLgqFQqFQRIMUqB0SQapVqyZ9+vSRHXfc0fz/p59+klGjRsm6detCl2fQ6Sy6dOki7dq1K0s7ZcqU0NVRV55O2kZXnk7TRencihKceyqGc0+y556gyxqlMRClc8tpfl6kBXvttZdMnDhRNm7cmFe6448/Xt5++21Zu3ZtIPm5SRt0Oh3t4zQ/N2mdprv66qvlySeflBUrVoS+rDraVUf7OM3TTVk59yQb7Roqij65+uqr04aPplDiJkGPdTf5OU2rI8+o9AeFQqFETRDFMVuo6LCkY1lZVpY1fHmyrP7lKTGWSro1U8QbHn/8calfv37e6a677jqpV69eoHkGnQ68++670qRJk0iUNeg8nbaNjjzdlNXpWNdxbjlNqyNPzj3Z4dyTmaTMPUGXNUpjIErnlpsx4DRtQQEM/CX06XTkybKGK52OPKNUVh15sqz+5RlnqByKCSeffLLUqlUr0BPDaZ5BpwP77befaVYehbIGnafTttGRp5uyOh3rOs6tKF1cOfdkh3NPZpIy9wRd1iiNgSidW27GgJu0hBBCSFAUBZYT8RUd2s8oaZWT8JAepfaJEkmooxuiNO6ScG5x7gkfQZc1SmOAYyc755xzjvzxxx95p+vbt6/89ttvgeXnJm3Q6XS0j9P8rLQLFy4MLM9OnTo5ys9NnkHX0U2eaB83eTrtk6D7knNPcqHlUMLBxDF//nyJO6jjpk2bdBcjlOhoG6d5uikrxvrPP//sKG3Q55bTtG7qGPRcwLmHJGXucQrHTrjax01+TtIWFxfLiBEjHDnbHTt2rCMnq8OHD3eUn5u0SNe9e3epWrVqIPmBCRMmSIsWLcw2DiJP9EedOnWkcePGOaepVKmSNGrUSGbNmiUbNmzIOR2s4uAEffHixXm3Kfj1119ly5Yt4gSn4w7pUEfUOd90J5xwgiNLQCvPfEGb9u7dW7bffntf28feFuiTbt26SY8ePXIasy1btpQ99tjDXMqKcZcvnHuIdsdHlGCkfv362stAoQQphYWFRufOnY1//OMfpmC/qKhIe7lykUaNGhktW7bMO91NN93k+Fz3q20491AoFErFctBBBxnvvfeesWzZMqO0tNQU7OOzAw880NExO3ToYMyZMyftd7gmXn/99cZ55523zTxds2ZNY+jQoRmPe8YZZxjPPvuscdppp5n/H3vsscb3339v5nXzzTfnVcYNGzaY5cz0fcOGDcv936VLFzPvr776ynjttdeMXr16ZUx76qmnGnvuuae5X6VKFePpp582Nm3aZLbtxo0bjSFDhhjFxcXbpJs2bZpxww03GC1atMirLnXr1jXLNH/+fOOJJ54wKlWqZPzf//2fsXnzZjPPsWPHGk2aNMmY/tBDDzW++OILY926dWVjYPny5cbzzz+f9Z4A/fHdd9+VpbEEn/373/92NHYwPnCMTN/37dvXrNs999xjtG/fvtx3derUMT799NO092W33Xab8fnnn5eNkyuuuMJYvXq1sX79erNfK1eu7NnYgXTv3t3sB+v/ww47zMz/119/NSZMmGD861//SpvummuuMQ444ICy+nz88cdmP1p9+f7772cMrLFy5UpzrPXs2TOvNm/VqpVZJoxRHB/n4UcffVSW7+zZs40dd9wxbVqcxz///PM2Y+DLL780unbtmjVfzj3510/iK9oLQHEpmGhxUmPyxwlsnwDtghP9k08+MU444YS0F8KKBMeFV/eCggLzfxzjmGOOMY477jjzQTZb2pKSEmPfffc1T+Cjjz66wknKksaNGxsDBgwwzj77bFOwj8/ctJdVFq/7IbXd99hjDzMfJw/czzzzjNG0adO80iCfHXbYwahVq1bOaXBRO/PMM41bb73VnGyzpc21zzLd2PXu3bvs+BgvV155pRmxauedd86aFmMOF+6rrrrKvIE48sgjzQtHtjQYo7j5wIXNuqBags9QX2sc53uuZbo5wwUONw6vvPJK2c2EJbjwZbpA1qhRw3jhhRfMC7p1U/TYY4+V3XzgBiZdffFZqqB9caHDjZD1Wbo8cd7ab74uuOCCshuKxYsXGzfeeGPO7cG5J3fh3BP/ucev8ePX2PFy/AQ1dvIZP7rGjpPxc8opp5jKipdeeslUaBxyyCGmYP/FF1805/aTTz7Zswf8gw8+2HwYnz59ujn/Y+7ff//9y75HfTMpBgYOHGisWrXKeP31143ffvvNuO6668z02OL68ddffxlnnXXWNukmTZqUVnC9gxLD+j81HcphKYjwsI22GD16tKmUGDVqlNlumc4PXHsxprF/7733GnPnzjWOOOIIU5mB8/KHH34wj5OaDmVCnfCQ/sEHH5j9h2teRe0NhQAUS7iuooxvvvmmMWXKFGOvvfYylVTjx483r/Xp0qJ/EUFp8ODB5j3MwoULjTvvvNM455xzzGP9+eef5vmSms5SruC3UJThYReC/TvuuMPsq8svv9zR2EE7pPsO13O0zTvvvGOMGTPGWLt2rXHiiSdWOH5wzv7+++/GfffdZ8yYMcNUoP3yyy9mWpwvCxYsMM+z1HRLly5NKygflGfW/+nKah8//fr1M/9HH+C+7T//+Y85fjAmUtOhXLvuuqu5j99hbOJ/KBnRNl9//bWpHEuXJ8qFcwtbKC4uu+wyo0GDBhW2ORSL6GsosF5++WVTsfPZZ58ZzZo1M5WKGItvvPHGNunQv1B2YdxZikIoN/v06WM899xz5vjYfffdOffkOfdIMkV7ASh5yiOPPGJOGthv3ry5OelggsZki+3UqVPNSSQ1HU4AaKFxQmICxXHw9iWXPHfZZRfzJMTJiose3qRgixMU2nEcr1u3btukw8McLrqYlCxNtPWQPm/ePHOSznQjjAdm1AcT1qJFi0zBPj7DG5Rq1ao5ar9MkxVuUlHWn376ybx4n3766eW+zzRZYbLG5I1y4UEebxdwsbTqiRuPTG+J0K7pBBPx4YcfXvZ/ajpcOKtWrVp2Y48bCfSr9SYMGvd0N/YjRowwjjrqKHO/U6dO5o3GH3/8YYwbN84cP7gRyaRBR13QNtdee21eDwC4OcE4QXocH+2PC+6sWbOMmTNnmm/HcKFINwZeffXVcm9pkB7tjDF3/vnnZ8wT/Yh64aGsdevWZltBsI+LBsbS3Xff7dnYueiii8wx/uijj5pjE32BN04VjR3rfMY5fOGFF5o3ALiRxLmFG0nc7OLm6fbbb98mXeqbIfv5Zd9WdKOENy+4qcPbFrwFxAUW/YWbC849nHs49+Q39/g1frweO27GT9Bjx834CXrsuBk/OHa2sYUH2R9//HGbz++///6sgjGXbgzAgsV+bUH/oHx4mKxo7GDuh3IA+3hYRv/ZrVOwD+uH1HT4Ha4FsHC1ZNCgQWY+eClifZauH61rFpRBUMDYv3/wwQfNFxDpyoq+sl7qYExb9bME11k8oKbLE2MGY3rkyJFm2THmMG6zWRrgemVZi6ANcRy8RLG+x7UdCpBM7YoXGdb/eJjHuLP+Hz58uHkupKZD+fHCJFOZcExYMqU7r7IJ2jTTGPj222/Nex/rf+SPc8YaB5nGDyxfrPuI7bff3vyNvc44Dq7xqekwNjE/QZFhCZQXOK9wflufpSurffxAkQUlmv17pIeiJ93YgSUP9qFUTFVAQvmM/s6WJ+YO3PMsWbLEnO+g1IDiJVNfYYxZ90dQTOM4e++9d9n3u+22mznnpaZD+ezHhXURlCaWQvOhhx4yz510eXLuyTz3SDJFewEoeQomhZ122snch1YZ5oaWSR7MWd9++23zxiTTRIXfQoONh06cFBMnTjTOPffcrG+0oKnGMZEvLsLQssJCAjdymHgwAaAcqenuuusu87e4EMCyADegmATwxuaWW27JeIMFTTwmKywFsr/VxD5+jws8tPhO2i/TTTYmCbQttO94Y4M3EU8++WTZ99ZFPjUdNPIwbcbDJi7c2IdJMB6ScUOCm28oDdKVxf4gnyrZHvDtD/coLx6Q8ZDfsWNH8+0LHkYyvXmxTH9hKvrf//63zIIEfYl2//DDDzOW9amnnip70MFFGjdNmaxFLMGFGPWvXr26WVbcFNnbA2/y0Gap6dD2aDuMOdxAYPxBoYMHKzwA4aHfukCkO0cwdjKVCd+hHl6NHZxL9rLgxhAXeIzxii50uGGz3pjgRhTtbN04WSbmeBhJTYd2RB8g7X777WcKHmhwo4QbJuuzTH1pjZ9vvvnGfOto/x7zQbo3KJx7OPdw7sk+9/g1frweO27GT9Bjx834CXrsuBk/mJPatWuXsUz4Dor8dO2KuRQvF9LJ//73v7T9gTfsbdu2LfcZyoUHfMyb2a5ba9asKWdFi7JDaWf9j3rDSjc1HRQjUNbhZYTdehd9g3GQqe72axYexnv06FHue0thmC4tXgZY11j0Y6r1BBQ9qHO2PCFQlOKlD85va3lYqjIWgv61FAoQKE2t6yakTZs2afOz2hUvseyfoW0sxSasgtO1K8ZFNoUV2hbHTv0cx8b5BKu/dPLWW29lHAOoA+pi/wztjId8WDplGj8oq32pHv63L0nDMWE9lZoOY8qyusJ5mevYSe1LzAWpFoU4t9K1K+Zr3INZFmipS8SgxMF5VFGelsXz8ccfb1qYo12g9LPuEe2CulvtinME9cP8b2+HdO2DcZdu7FgKfhwDfZOurJx7so8fSZ5oLwAlT8EJak0cmFxwsbB/j4tQuotk6kQFgYkr3sBgosHEgpvFTDdm1oUHb/7wAGrPFycmNNSp6XAR32effcr+x00nJidraQlMHnGBTU2HEzvbOl2c5OlOfqus2QSTUrpJB1px+0M5Jhh8hgsk/s80WdlvVPCAjHa2LyuCWTrelKQr6+TJk82bVVwYcTMBweSOyQoPtNZn2foSD/GpJpS40Ya5ZrpJ1ZqQUW7LXNb+pgEPF+nKauWJB3KYV7/77rtlViO48c20Btp+EUBa1M1uNQIT6XR5YgzbL+B4q42xb711x1sOvLlKlyfGcjazf7zVTndzlsns1BK8sUg3BtLd0OE8RNvgDVW2Cx0ubPYbJZTd3pbof3yWmg5jDabFWNNvt9bJ9UbJMm9GO9tvPCDor3Q3H5x7OPdw7sk+9zgdP0GPHTfjJ+ix42b8BD123IwfPGSlW95kCcqL36R7gD3ppJMypkO5040BvMBIt+wOy3UxJ+MBP9PYwZxrV0bgemDvc4zDTA+isIbA8hVYfVltnItyCL/FiwQ8pKf2P75Ld52EwEIBcz2WIuJ6DCsgS7mAPsGLjnSKRbsyM1XwIgYvJtLdR+D8sKwwYMmBa9yll15a9j3aNZ1lDAQvNCwLOctKBNYmljIT7ZouTyh1oTRJt+wNafEdXpCkfgdr32z+iDKNnUxKOgheSqHvoaxOlxbnnv3+DEpW+z0M5pVMChfUD+cBHvIxl+Yydqzxgz7DvR+UhanWxlB+pBuvUAyjT9Du6EOMI2vM4l4ICpB0L8QqGj+YL7G8Lp01FyyY8B32oTy37iOt73Hvks4yBnMKltra52/7OYE6pruvg3DuoXJIyov2AlDyFKxdtkwwMWmlOgrDQxfMF/OZqGAGjQtEpjdhuJm11jnjLR1urnDRsk/m6db6YiLCunvrf0sLbvlewAmZ7oKOC0OmtbEQTOyZLh44Hsx+7aandsGa1Fwf8HHBwuSHZQJ4c5PLWxBcuDE5Wf9Dw53ujQ0Ebz5hDQFLCvvNTi43StbDPSZK+1sp66KVrl0xIVoXD9yc4w2q/XuYPsP8PVOeqeMH7YMLFR4g0Da4QUl3o2xp9XEjht/ZbyhwsU6nULCPOWvcoV2seuO7dG8yIHgAwM1eOkfI+AympXi4SaeoGTZsWDmzU7vAcWW6MYALvF0RYQn6EBd23JhlutBhjbj9XML6bns7o+0yraOHwPIGx8AbqVzGjtWXWD/ev39/88JqOeu055nu/OLcw7mHc0/2ucfp+Al67LgZP0GPHTfjJ+ix42b8WEvZ8MCOJRnwVQTBPuZePPCk86sDK6oHHnggb78xWGKSyQ8NrieweMk0dmAZZV8KlCpQWGZSgFiCB1/0GZSEyKuisWNfHmx/CIbgWpZu2Ys1XmEBg+sE6oy2xziDBRDaG0uy0ikJ042dVEln9QolJ65TKA/uKaDswTUaSig8mELZk2kJDz6H0hEP47BwQDq7TxscO51VL8Yj2hLnFZaDwY8PBPv4DIqc1PMNAiUyltRkqh8ewrFcKd13WAKfyfmvNZbTjR+80Mq0/AsC34DplB92geID/QZ/ShWNHfv4sSwc4bcmVSmB+Sxd2ocfftjMAy8HMXZwHGs5LCxjMvmSy2X8pBNYnSIf5IEtznnM57DyhuIIYyvdEkJ8hnJinOGeE/OFXakENwvpXojZ+4tzD0W1ARsiaoIlI3igw8mMBzw8pOFtH24CYdKJkzud2brTiQoCM0hcoHBThZtUXPTsnuRxcUl3g4UHPvgwsU/A9remuFile7DDhGM5fkv9Dp/hwoEb33RlRZ4XX3xx3ub5eBuV6kgYgnbFxIzJLF06XKDslgxYzoK3sPb8Mt1EWoK3S+hTmCxbD7EV3ShhjTTWe+Oinzpp40YhXbvCPBYP7xhDEFz08WCON92YLKHkyPT2INsDPgRth35LdwOB5UZ4ywNze1xMoZiBUgA33XjrAmVNajq0t92MHxcS+9pujINM7Wr5pUE7Yhzh+BDs4zNc7NJFIMG4grIl37cgUOhkukDiAQNvSTJd6FAuXLQz5Yl+yqQ4sQRjBW8rUY5clUN2sZ+jEIyJdDegnHs493DuyT73OB0/QY8dL8ZPUGPHzfgJeuy4HT9Q9EExACsP9B8E++ibVCWgJXg4TWepVZHAAW+2Bzss84BlRLrv0C7Z/MbBRwkc41ZUBijKsFQIYyPb2LGWSVuSqszBuZO6PDpV4M8E1wv0G14e4UUQlEzo03S/h+IEASPybVerfbCE2rIiRN1gHQtnw9kUIxDcg2A+wFwBqyc4P7a3V2pUMEtQVqSFYgD1g2AfVhiZlm7DktapDz30g923YqrgnsCyYLQL+i51OVrquMvmP8mSevXqmcovXNezLYmCWNaMliCt/Xs4ws4UscxSkmF8QeGG+QDLee1+pNIJXig6bVuc67B0tM55WIBiCRpeINgdN6ebkzGfYZylKlBR59R6p+bJuYei2oANEUWBeSPefOCtnqXBtgRLTezrcS3BBclJpCDrbSfePuD4eNDFAy/e5EHzijcbKEe6G1R8hjcn0HhjksHNo11jj5umdE4EYYaNCzhOWtwQQmMPwT7KgDXSmcJH4uYzm1MxKAXSXbDwAJrq5NASPJjioTTdTTbeSGW7qceboEyOEu2CyR/1woNuRTfZMIvFzbElqW9BUJ50zvUguODghj7VZwTeUGCyzuSLwekDPiZgvKGzIgKgLdFmqKPl4NFuCWIJPkN/Y4zhIQbjHA/49nbNFPEDgocVXCjxZgsXcwj2cYOYKVIZHPbhjXimY8IMNd0FCw81VkjNdAJFRKYxiYexTGMZgjpkC9NrfzuKtzwwLc5245WL4M1LJp9NnHs493DuyTz3OB0/QY8dr8ZPUGPH6fgJeuy4HT9JFFyP841WR6FQKG6Fc4+kbxe1QyJI7dq15eCDD5a2bdtKpUqV5Pfff5exY8fK7NmzfcmvpKREOnToILNmzZI1a9ZIlSpV5KSTTpJq1arJxx9/LD/++GPadJ07d5Zjjz3W/P2oUaPkk08+yTnP9u3bS8+ePaVJkybm/4sWLZJx48aZZfCaVq1amfX76KOP0n7ftGlTs72ff/75vI7bvXt3Wbt2rXz33Xc5/f6iiy6S3r17m9vffvtNnNCjRw/ZsGGDTJkyJe33GC9du3YtN3YmTZokq1evznjM/fbbzxxfmzdvdlSmevXqybJly8r+P+CAA8yxg/60f24H/d6vXz9z7Hz22Wcyc+ZMR3kTb0nC3IP89txzT849ecK5J9jx49fYyXf8BDF2AMbM7rvvLtttt11O40fH2HE7fgoLC2WnnXYqGzuoI9KXlpbmlQ5j7vvvv/ctnY48WdaK06ajqKjInAsWLFiQVzqUo1mzZnmnc5M26HRu0jpt16i1D0ke2jVUFH0CCwOYRqZbi0yhRFXwhtmpOW/Q+TlNqyPPqPQHhUKhRPEtNpz4YplM6tJffAYntemsXoNOx7KGr6wVSaZlqX6l05FnlMoaxvbBciws40c02FRrbPjqxBLmMKTTlackS7QXgBKQkufxxx8vW/KBqD9Yk2oPOwsncemWhLjJ02k6LEGBE0f7ch6svUZ0CFw4sy2bcZo26HQsq39lxZiG01eEMN5jjz18V2I4zc9NWh156mgfHcoz3EQhRLHl0BpL2TB/wiF5puV2btMGnY5lzS2dNc/kU1bLYSp8ZMFHBfycwP+I3UlxWNJ5mSeWnEalrGFsV/hMwnI1+KCDjw/cp0GwD8epCMENnyC607Gs4StrRULlB/PMlg5+4OAuAL7ScI+NpbB2f1KZol4GnU5XnpI80V4ASp6STsljvVnIpuSxO2aEh3+s3YdjMzxAwcEXQkPaPdt7oVhymm706NFl4TxRNvgOgRPh4cOHm84+cYKnRlhymzbodCyrf2XF+EI0GvwO+wiPDP8W2ZzxuVXUOMnPbVl15KmjfYJUnv3zn/80o4HAzxEidCAiG97YfvTRR8YHH3xgfgdniV6mDTody+pfWXGNhZ8rXN/gmwZbOJaF/xmky+R0O+h0LGv4yorIltkUj/gOygHd6VjW8JUV19ZsAr9n6R58nabTkWeUyhq19kGkNvs1DY7UoaSEE+xsipOg0+nKU5In2gtAyVOcKnnsjhkRyckKfW0PBQrv9F7m6TQdHuqsN2xQEsDRrv17mNYinGG6sjpNG3Q6ltW/strHeteuXU0lJR7uoGCCOWmmKBNulCZO8nNbVh156mifIJVnEydOLItyZkU4w3Gs7/H2H06/vUwbdDqW1b+yQnkNx+yIDgTrx0ceeaTM+TAsSaBwSucEOuh0LGv4yooXHjvvvHPaY1qBDxBuWnc6ljV8ZcW1FNHX4NQ+ncDiMd2Dr9N0OvKMUlmj1j4I7JEakQyrO6CsxDNaJsVJ0Ol05SnJE+0FoOQpTpU8SNegQQNzH2FUYSZv/x7hCHHyeJ2nk3S4+FnhOnHiwhzS/j2WGOGNbrqyOk0bdDqW1b+ypotQg3CwCL+OaGO4ACBajh+Kmnzy86qsOvLU0T5BKM8w7uw3EBs2bCh3s47lSdnOESdpg07HsvpXVii17ddWhMlGeiuU9EknnWTMnDlTezqWNXxlfffdd83w4/B9kfodPkMUvHfeeUd7OpY1fGWFZRrC2Kc7JgShv9M9+DpNpyPPKJU1au0zf/58Y5999tnmc0SfxP03lNvp0gadTleekjCppNkZNnGIYRhlETGmTZtW7rupU6dKy5Yt06a77bbb5P7775ctW7aYXuvt1K9f34wE5HWeTtKNHz9e+vfvb+7PmTNHunTpUu77XXfdNWOkEKdpg07HsvpXVmvM2UEUnP/+979mtBlEwXvppZckG99++61ccMEFZiSKs846Sxo2bCgffvihzJ0719P8nKbVkaeO9nGap9N0q1atMudCUKdOHTMaifU/wH6myEhO0wadjmX1r6wY1/bxjmstosTgGODrr7+WNm3aaE/HsoavrOeee655X2ZFYHv//fdNwT4+w3fnnXee9nQsa/jKioh8uI5mAnPamDFjPEunI88olVVHnm7K+tVXX8mRRx65zeeIknjggQdK3759Q5FOV55JRLuGipKf4I04zAOxzAZrj1PfgO+2226mZVBqOizNwVt6S84444xy319//fXmb7zM02k6+JJZvny5MWjQIOOCCy4wf4NlRFgvevPNN5sWAFdeeWXasjpNG3Q6ltW/sqazVMlF7Msg08n2229vOsX2Kj83aXXkqaN9nObpNB0cFY4bN8448cQTjZEjR5o+Zr7++mvTiq1du3bmHPnqq6+mPabTtEGnY1n9K+uIESNM33qwFoFD/QceeMD48ccfy76H/yv4ntGdjmUNX1khiER1yCGHmNe4J5980hTs9+nTJ2uUqqDTsazhKyuF4lSwXPG0007L+D2WX2Fpmu50uvKU5In2AlDyFDdKnmwCU/nmzZt7mqebskI5gBvy1HCeCxYsyLjW323aoNOxrP6kwxJJJ+eWUyWG0/zcpNWRp472CVp5hnXno0aNMpcNQSlQq1Yt02eI5UR/1qxZ5pJGL9MGnY5l9a+suI7Clx4cEWMpEZTYcGhtfX/qqaem9bMXdDqWNXxlpVAoFApFNEuB2iExYrvttpONGzfKb7/9Fvo8c0nXoEEDadu2rVSqVMk0q50/f37Ox3eaNuh0LKt/Zc2HVq1ayS+//OLLseOAjvZxmqfXZcVcVVJSIj/88INs3rw5kLRBp2NZvUlXrVo12WeffaS4uFi++eYbWbp0aU7HDzodyxq+soLu3btLz549zaX4YNGiReZStIkTJ4YqHcsajbKOGzdOJkyY4Es6HXlGqaw68mRZ/cszSWjXUFGCE4STP/30042hQ4eaju3g/A5vRA844ADtZaNQojzW3eTnNK2OPKPSHxQKhRIlgaXjmDFjTAu1efPmGd98840p2Mdn+C6dNWTQ6VhWlpVlDV+ebsuK6L9O8gwyna48JWFCy6GIUrVqVTnhhBPMN1NwsgqHh3Cu+tZbb8lnn32WNs32228vn3zyiflGCw4TW7RoYTq6g1VGt27d5I033pATTzwx4xtRJ3nqSMeysqxuxnrQ55bTtDry1NE+TvPUkY5lZVlZVpbVadrXXnvNdDh8+umny48//ljuu3bt2skzzzwjCxculGOPPVZrOpaVZWVZw5cny+pfnklEu4aKkp/AkSo0nXDwjNB80HgitCUcaG7atMkM01xYWLhNuvfee890Dm39f9VVV5mfYX+HHXYwQ0nD+a+XeQadjmVlWd2MdR3nltO0OvLk3BOfc4RlZVlZ1nCVFT6udt1117THhHTt2tX8je50LCvLyrKGL0+W1b88JXmivQCUPMXpg9bq1avN763/K1eubDpLrFevnvn/gAEDzLRe5hmlB1+WNT5ldTrWdZxbTtPqyJNzT3zOEZaVZWVZw1XWxYsXG/vtt1/aY0J69epl/kZ3OpaVZWVZw5cny+pfnpI80V4ASp7i9EHr119/NUPHW//Xrl3bfKNVo0YN8/82bdoY69at8zTPKD34sqzxKavTsa7j3HKaVkeenHvic46wrCwryxqusj722GOmxdERRxxh1KxZs+xz7OMzpIGfNt3pWFaWlWUNX54sq395SvJEewEoeYrTB61hw4aZYePbt29v/mb48OHGpEmTyr6HRhUm0F7mGaUHX5Y1PmV1OtZ1nFtO0+rIk3NPfM4RlpVlZVnDVdbi4mLjiSeeMNavX2+UlpYaa9euNQX7+Ozxxx83f6M7HcvKsrKs4cuTZfUvT0meaC8AJU9x+qAFL+xff/21eZOCkwEaVPv6y6OOOsq48MILPc0zSg++LGt8yup0rOs4t5ym1ZEn5574nCMsK8vKsoarrPY32fvvv79x/PHHm4J9+5vusKRjWVlWljV8ebKs/uUpyRHtBaDkKW4etCAwd95pp50yOlP0Ms8oPfiyrPEpq9OxruPccps2yDw598TnHGFZWVaWNVxlpVAoFApF9Iv2AlAcipuHwnTSokULY+jQob7kGYUHX5Y1nHl6Pc5zGes6zi2v0/qZJ+eecOXJsoYrHcvKsjpNW7VqVWPvvfc2OnbsuM13VapUMf71r3+FIh3LyrKyrOHLk2X1L09JlmgvAMVjcfpQ2LlzZ/MtV5B5hvHBNyzpWFb/yup0rOs4t5ym1ZEn555w5cmyhisdy8qyZku74447mlZGlsXR559/bjRt2rTs+0aNGqWdJ4NOx7KyrCxr+PJkWf3LU5In2gtA8VgyPWj1798/qwwcODAyD7BRethmWYNP59dY9+PccppWR5462idK4y5sebKs4UrHsrKs2dK+8cYbxjvvvGPUr1/f2H777c39OXPmGC1btsz68BJ0OpaVZWVZw5cny+pfnpIwKYJ2iESL/v37Z/2+bdu2aT9/6623xDAMKSgoyJgW33uZZ9DpdOTJsoavrE7Huo5zy2laHXly7onPOcKysqwsa7jKutdee8lBBx0kS5cuNQXHeeKJJ+TLL7+U3r17y5o1a0KRjmVlWVnW8OXJsvqXZxLRrqGi5CeWSRy2mSSd9hPhVQcMGJDxuF26dMmoNXWaZ9DpWFaW1c1Y13FuOU2rI0/OPfE5R1hWlpVlDVdZV6xYYXTo0GGbzx999FHjl19+MfbZZ59QpGNZWVaWNXx5sqz+5SnJE+0FoOQpTh+0Ro4cadxyyy1ZTZ1x0+JlnlF68GVZ41NWp2Ndx7nlNK2OPDn3xOccYVlZVpY1XGUdP368cfLJJ6dNgweYZcuWhSIdy8qysqzhy5Nl9S9PSZhU0m22RPJn0qRJsvvuu2f8PtPyjcGDB8vXX3+dMd3s2bNN0zov8ww6HcvKsroZ6zrOLadpdeTJuSc+5wjLyrKyrOEq65tvviknnHBC2jQXXXSRDB8+PBTpWFaWlWUNX54sq395JhHtGipKfgLTtz59+mT8vqSkxNhvv/1CkWfQ6VhWltWN6MgzShKlPuE5wrKyrCxrlMpKoVAoFIpolgK1QwghhBBCCCGEEEISCJeVEUIIIYQQQgghhCQYKocIIYQQQgghhBBCEgyVQ4QQQgghhBBCCCEJhsohQgghhBBCCCGEkARD5RAhhBBCQs/7778vy5Ytk0aNGm3zXa1atWThwoXyzTffhCIc7cknnyxffPGFLF++XNasWSPTpk2T66+/XqpVq6a1XB07dpRBgwZJ69attZaDEEIIIeGDyiFCCCGEhJ7zzz9fiouL5cEHH9zmuzvvvFMaNGggZ599thiGviCslSpVkpdfflleeOEF8/+bb75ZLrnkEpkyZYrccsstpvKqYcOG2srXqVMns0xt2rTRVgZCCCGEhJec495TKBQKhUKh6JIrr7zSAAcffHDZZ926dTNKS0uNu+++2/f8q1SpYhQUFGT8/pprrjHLd++9927zXb9+/cxyvvvuu4G3m1Xuo446yixfr169PD1+SUmJ9rFBoVAoFApF3Ir2AlAoFAqFQqFUKIWFhcaUKVOMn376yVR4VKpUyZg4caIxZ84co1q1akb79u2N1157zVi6dKmxbt06Y8KECUb//v3LHaNu3brG4MGDjWnTphmrVq0yVqxYYbz//vtG586dy/0OChRw3HHHGbfddpvx66+/Gps3bzZq166dtmxVq1Y18/3hhx/Mcqb7zdChQ81jdu/evewzMGjQoG1+O2/ePGPYsGGelXvgwIFGOuyKokMOOcQYM2aMsXr1amPlypWmIqtTp07ljo8yIf+2bdsa7733nvm7N998U/vYoFAoFAqFIq6kSLfZEiGEEEJILmzevNlcOvb111/LjTfeKH/++afsvvvu0qdPH9luu+1k7Nix8ttvv8ndd99t+vo59thj5a233pKjjjrK3IK2bdvKEUccIa+99prMmzdPGjduLOecc47pIwjLrn7//fdyeSKfjRs3yn333SdVqlQx99Oxzz77SL169eThhx82y5mO559/Xv79739L//79ZcKECXnV3W25P/roI7NsAwcOlDvuuENmzpxp/s7awk/Sc889J6NGjZKrr75aSkpK5LzzzpOvvvpKdtttN5k/f37ZsYuKiszf4bsrrrhC1q5dm1ddCCGEEBJOtGuoKBQKhUKhUHKVRx55xNiwYYNptfLiiy+an3388cfG1KlTjeLi4nK//eqrr4xZs2aV/Y/vU5eGtW7d2rQ0uuGGG7axwJk9e7ZpFVRRmS6++GLz94cffnjG39SpU8f8zeuvv5635ZAX5c60rKx69erGsmXLjKeeeqrc540aNTKWL19e7nOUCdx5553axwGFQqFQKBTxTOiQmhBCCCGRApG/li5dKlu2bJFLL71U6tatKwcccIC8+uqrUrNmTalfv36ZwMKlXbt20qxZMzMtrGksp9VwIA1rn9WrV8usWbOka9eu2+QFa5r169dXWCbkC1atWpXxN9Z31m/zwa9yg4MPPthsw+HDh5drO1hAjR8/Xnr37r1NmiFDhuRdB0IIIYSEFy4rI4QQQkikgJIFShFEKMPSsu7du5sKk9tvv92UdDRq1MgMd49Q91hahehnWIqGJVIWUDilgiVcFsgjNdrYsmXLZNOmTTkpfqzvUOZ8cVPuithxxx3N7ejRo9N+v2LFinL/o76//vprHqUnhBBCSNihcogQQgghkQZKGzB48GDTUigds2fPNrfXXXedqUAaOnSo6ZcHyh1YID300ENlx7Gzbt26sv2WLVvKzz//XO77/fff3/T78/3335v/d+7cWUaOHJm2DPgOzJ07t8I6FRYWlvvfTbkrwkoPv0OLFi3a5vvS0tJy/2/YsKHMiokQQggh8YDKIUIIIYREGkvZAouWTz/9NOtvjz76aPnss8/kzDPPLPd5nTp1ZMmSJVnTQnFy0EEHlfts6tSp5hbOsJcvXy4nnnii6fAZiptUTjnlFHMLp9IWUPIgbzuVK1eWpk2belZui0wKnTlz5pRZNFXUfoQQQgiJJ/Q5RAghhJBIs3jxYnNJFKJ3NWnSZJvvsfzMAn50sEQrVfHSokWLCvOBxQyUJ3b566+/yix17r33XunQoYOpHErl0EMPldNOO03efvttmTFjRjnFzH777Vfut4jIZl825rbcFojgBlKVUbC2wtIxWCel5pvafoQQQgiJJ7QcIoQQQkjkueCCC8zQ6tOnT5f/+7//M62JEO69Z8+epgJl1113NX/37rvvyqBBg+SZZ56Rr7/+WnbZZRc56aSTyqxn3ADlEPK55pprzHxHjBhhKo0Q5h5Ltr777jtTQWTn6aeflqeeekpef/11+fjjj6VLly7Sp08fU+Flx4tyT5kyxVwihlD1tWvXNpVdsEZCXghb/8ILL8i3334rL7/8svlZq1at5LDDDjOtoi666CLX7UMIIYSQcKM9ZBqFQqFQKBRKPjJ69Ghj+vTp5T7bbrvtjGeffdZYuHChGep+wYIFxttvv20ceeSR5ULCDx482Pjtt9+MNWvWGF9++aXRo0cP83iQ1JDwCP+eb9lOOeUU87grVqwwLD766COjcuXK2/wW4envuusu488//zRWr15tfPDBB0bbtm3ThrL3otxnnHGGGeZ+06ZN24S1xz7yR/j6tWvXGj/99JPxzDPPGF27di37Dcq0atUq7f1PoVAoFApFPJUCtUMIIYQQQjwGy7TeeecdOfDAA6V///4ZHWYTQgghhOiEyiFCCCGEEB8pKSmRzz//3PRH1KtXL5k8ebLuIhFCCCGElIPKIUIIIYQQQgghhJAEw2hlhBBCCCGEEEIIIQmGyiFCCCGEEEIIIYSQBEPlECGEEEIIIYQQQkiCoXKIEEIIIYQQQgghJMFQOUQIIYQQQgghhBCSYKgcIoQQQgghhBBCCEkwVA4RQgghhBBCCCGEJBgqhwghhBBCCCGEEEISDJVDhBBCCCGEEEIIIQmGyiFCCCGEEEIIIYSQBEPlECGEEEIIIYQQQogkl/8HmfgEoK+gXqIAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create a new column for Year-Quarter\n", + "final_economic_data['Year_Quarter'] = final_economic_data['Year'].astype(str) + '-Q' + final_economic_data['Quarter'].astype(str)\n", + "\n", + "# Define the colors for the parties\n", + "party_colors = {'Democrat': 'blue', 'Republican': 'red'}\n", + "\n", + "# Plot the unemployment rate as a line graph\n", + "plt.figure(figsize=(14, 8))\n", + "\n", + "prevlinex = 0\n", + "plt.axvline(x=0, color='gray', linestyle='--', linewidth=1)\n", + "\n", + "# Iterate through the data and plot each segment with the corresponding color\n", + "for i in range(len(final_economic_data) - 1):\n", + " current_row = final_economic_data.iloc[i]\n", + " next_row = final_economic_data.iloc[i + 1]\n", + " plt.plot([current_row['Year_Quarter'], next_row['Year_Quarter']],\n", + " [current_row['Unemployment_Rate'], next_row['Unemployment_Rate']],\n", + " color=party_colors[current_row['President_Party']])\n", + " # Draw a vertical line if the president changes\n", + " if ((current_row['President'] != next_row['President']) or (i == len(final_economic_data) - 2)):\n", + " # Draw a vertical line at the end of the current president's term\n", + " plt.axvline(x=next_row['Year_Quarter'], color='gray', linestyle='--', linewidth=1)\n", + " # Annotate the president's name centered between the vertical lines\n", + " mid_point = (prevlinex + i) / 2\n", + " plt.annotate(current_row['President'], \n", + " xy=(mid_point, current_row['Unemployment_Rate']), \n", + " xytext=(0, 50), \n", + " textcoords='offset points', \n", + " fontsize=10, \n", + " color='white', \n", + " ha='center')\n", + " prevlinex = i\n", + "\n", + "# Set the title and labels\n", + "plt.title('Unemployment Rate Over Time', fontsize=14, fontweight='bold', color='white')\n", + "plt.xlabel('Year-Quarter', fontsize=12, color='white')\n", + "plt.ylabel('Unemployment Rate', fontsize=12, color='white')\n", + "\n", + "# Customize the plot appearance\n", + "plt.xticks(rotation=90, fontsize=10, color='white')\n", + "plt.yticks(fontsize=12, color='white')\n", + "plt.gcf().set_facecolor('black')\n", + "plt.gca().set_facecolor('black')\n", + "plt.grid(False)\n", + "\n", + "# Label only the first quarter of each year\n", + "first_quarters = final_economic_data[final_economic_data['Quarter'] == 1]['Year_Quarter']\n", + "plt.xticks(ticks=range(0, len(final_economic_data), 4), labels=first_quarters)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create a new column for Year-Quarter\n", + "final_economic_data['Year_Quarter'] = final_economic_data['Year'].astype(str) + '-Q' + final_economic_data['Quarter'].astype(str)\n", + "\n", + "# Define the colors for the parties\n", + "party_colors = {'Democrat': 'blue', 'Republican': 'red'}\n", + "\n", + "# Plot the inflation rate as a line graph\n", + "plt.figure(figsize=(14, 8))\n", + "\n", + "prevlinex = 0\n", + "plt.axvline(x=0, color='gray', linestyle='--', linewidth=1)\n", + "\n", + "# Iterate through the data and plot each segment with the corresponding color\n", + "for i in range(len(final_economic_data) - 1):\n", + " current_row = final_economic_data.iloc[i]\n", + " next_row = final_economic_data.iloc[i + 1]\n", + " plt.plot([current_row['Year_Quarter'], next_row['Year_Quarter']],\n", + " [current_row['Inflation_Rate'], next_row['Inflation_Rate']],\n", + " color=party_colors[current_row['President_Party']])\n", + " # Draw a vertical line if the president changes\n", + " if ((current_row['President'] != next_row['President']) or (i == len(final_economic_data) - 2)):\n", + " # Draw a vertical line at the end of the current president's term\n", + " plt.axvline(x=next_row['Year_Quarter'], color='gray', linestyle='--', linewidth=1)\n", + " # Annotate the president's name centered between the vertical lines\n", + " mid_point = (prevlinex + i) / 2\n", + " plt.annotate(current_row['President'], \n", + " xy=(mid_point, current_row['Inflation_Rate']), \n", + " xytext=(0, 50), \n", + " textcoords='offset points', \n", + " fontsize=10, \n", + " color='white', \n", + " ha='center')\n", + " prevlinex = i\n", + "\n", + "# Set the title and labels\n", + "plt.title('Inflation Rate Over Time', fontsize=14, fontweight='bold', color='white')\n", + "plt.xlabel('Year-Quarter', fontsize=12, color='white')\n", + "plt.ylabel('Inflation Rate', fontsize=12, color='white')\n", + "\n", + "# Customize the plot appearance\n", + "plt.xticks(rotation=90, fontsize=10, color='white')\n", + "plt.yticks(fontsize=12, color='white')\n", + "plt.gcf().set_facecolor('black')\n", + "plt.gca().set_facecolor('black')\n", + "plt.grid(False)\n", + "\n", + "# Label only the first quarter of each year\n", + "first_quarters = final_economic_data[final_economic_data['Quarter'] == 1]['Year_Quarter']\n", + "plt.xticks(ticks=range(0, len(final_economic_data), 4), labels=first_quarters)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create a new column for Year-Quarter\n", + "final_economic_data['Year_Quarter'] = final_economic_data['Year'].astype(str) + '-Q' + final_economic_data['Quarter'].astype(str)\n", + "\n", + "# Define the colors for the parties\n", + "party_colors = {'Democrat': 'blue', 'Republican': 'red'}\n", + "\n", + "# Plot the debt percentage change as a line graph\n", + "plt.figure(figsize=(14, 8))\n", + "\n", + "prevlinex = 0\n", + "plt.axvline(x=0, color='gray', linestyle='--', linewidth=1)\n", + "\n", + "# Iterate through the data and plot each segment with the corresponding color\n", + "for i in range(len(final_economic_data) - 1):\n", + " current_row = final_economic_data.iloc[i]\n", + " next_row = final_economic_data.iloc[i + 1]\n", + " plt.plot([current_row['Year_Quarter'], next_row['Year_Quarter']],\n", + " [current_row['Debt_Percent_Change'], next_row['Debt_Percent_Change']],\n", + " color=party_colors[current_row['President_Party']])\n", + " # Draw a vertical line if the president changes\n", + " if ((current_row['President'] != next_row['President']) or (i == len(final_economic_data) - 2)):\n", + " # Draw a vertical line at the end of the current president's term\n", + " plt.axvline(x=next_row['Year_Quarter'], color='gray', linestyle='--', linewidth=1)\n", + " # Annotate the president's name centered between the vertical lines\n", + " mid_point = (prevlinex + i) / 2\n", + " plt.annotate(current_row['President'], \n", + " xy=(mid_point, current_row['Debt_Percent_Change']), \n", + " xytext=(0, 50), \n", + " textcoords='offset points', \n", + " fontsize=10, \n", + " color='white', \n", + " ha='center')\n", + " prevlinex = i\n", + "\n", + "# Set the title and labels\n", + "plt.title('Debt Percentage Change Over Time', fontsize=14, fontweight='bold', color='white')\n", + "plt.xlabel('Year-Quarter', fontsize=12, color='white')\n", + "plt.ylabel('Debt Percentage Change', fontsize=12, color='white')\n", + "\n", + "# Customize the plot appearance\n", + "plt.xticks(rotation=90, fontsize=10, color='white')\n", + "plt.yticks(fontsize=12, color='white')\n", + "plt.gcf().set_facecolor('black')\n", + "plt.gca().set_facecolor('black')\n", + "plt.grid(False)\n", + "\n", + "# Label only the first quarter of each year\n", + "first_quarters = final_economic_data[final_economic_data['Quarter'] == 1]['Year_Quarter']\n", + "plt.xticks(ticks=range(0, len(final_economic_data), 4), labels=first_quarters)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Define the colors for the parties\n", + "party_colors = {'Democrat': 'blue', 'Republican': 'red'}\n", + "\n", + "# Create a scatter plot of Consumer Confidence in the final quarter\n", + "plt.figure(figsize=(12, 8))\n", + "ax = sns.scatterplot(data=final_election_results, x='Year', y='Consumer_Confidence', hue='President_Party', palette=party_colors, s=100)\n", + "\n", + "# Set the background color to black\n", + "ax.set_facecolor('black')\n", + "plt.gcf().set_facecolor('black')\n", + "\n", + "# Set the title and labels\n", + "ax.set_title('Consumer Confidence in Final Quarter', fontsize=14, fontweight='bold', color='white')\n", + "ax.set_xlabel('Year', fontsize=12, color='white')\n", + "ax.set_ylabel('Consumer Confidence', fontsize=12, color='white')\n", + "\n", + "# Label each scatter point with the president's name and a check mark or cross mark\n", + "for i in range(final_election_results.shape[0]):\n", + " mark = '✓' if final_election_results['President_Party_Stayed'][i] else '✗'\n", + " plt.text(final_election_results['Year'][i], final_election_results['Consumer_Confidence'][i] + 1, \n", + " f\"{final_election_results['President'][i]} {mark}\", fontsize=9, color='white', ha='center')\n", + "\n", + "# Customize the plot appearance\n", + "sns.despine()\n", + "plt.grid(False)\n", + "plt.xticks(fontsize=12, color='white')\n", + "plt.yticks(fontsize=12, color='white')\n", + "\n", + "# Plot the average line\n", + "average_confidence = final_election_results['Consumer_Confidence'].mean()\n", + "plt.axhline(y=average_confidence, color='gray', linestyle='--', linewidth=1, label=f'Average Confidence ({average_confidence:.2f})')\n", + "\n", + "# Add custom legend entries for check mark and cross mark\n", + "handles, labels = ax.get_legend_handles_labels()\n", + "handles.extend([plt.Line2D([0], [0], color='w', label='Party Stayed (✓)', linestyle='None'),\n", + " plt.Line2D([0], [0], color='w', label='Party Changed (✗)', linestyle='None'),])\n", + "\n", + "legend = plt.legend(handles=handles, fontsize='12', facecolor='black', edgecolor='white', labelcolor='white', loc='lower left')\n", + "\n", + "# Show the plot\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12, 8))\n", + "\n", + "# Modify the scatter plot to show S&P Return Rate in the final quarter\n", + "ax = sns.scatterplot(data=final_election_results, x='Year', y='SP500_Return_Rate', hue='President_Party', palette=party_colors, s=100)\n", + "\n", + "# Set the background color to black\n", + "ax.set_facecolor('black')\n", + "plt.gcf().set_facecolor('black')\n", + "\n", + "# Set the title and labels\n", + "ax.set_title('S&P Return Rate in Final Quarter', fontsize=14, fontweight='bold', color='white')\n", + "ax.set_xlabel('Year', fontsize=12, color='white')\n", + "ax.set_ylabel('S&P Return Rate', fontsize=12, color='white')\n", + "\n", + "# Label each scatter point with the president's name and a check mark or cross mark\n", + "for i in range(final_election_results.shape[0]):\n", + " mark = '✓' if final_election_results['President_Party_Stayed'][i] else '✗'\n", + " plt.text(final_election_results['Year'][i], final_election_results['SP500_Return_Rate'][i] + 1, \n", + " f\"{final_election_results['President'][i]} {mark}\", fontsize=9, color='white', ha='center')\n", + "\n", + "# Customize the plot appearance\n", + "sns.despine()\n", + "plt.grid(False)\n", + "plt.xticks(fontsize=12, color='white')\n", + "plt.yticks(fontsize=12, color='white')\n", + "\n", + "# Add custom legend entries for check mark and cross mark\n", + "handles, labels = ax.get_legend_handles_labels()\n", + "handles.extend([plt.Line2D([0], [0], marker='', color='w', markersize=0, label='Party Stayed (✓)', linestyle='None'),\n", + " plt.Line2D([0], [0], marker='', color='w', markersize=0, label='Party Changed (✗)', linestyle='None')])\n", + "\n", + "legend = plt.legend(handles=handles, fontsize='12', facecolor='black', edgecolor='white', labelcolor='white')\n", + "\n", + "# Add a horizontal line at y=0\n", + "plt.axhline(y=0, color='gray', linestyle='--', linewidth=1)\n", + "\n", + "# Show the plot\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create a scatter plot of approval rating for each president\n", + "plt.figure(figsize=(12, 8))\n", + "ax = sns.scatterplot(data=final_election_results, x='Year', y='Approval', hue='President_Party', palette=party_colors, s=100)\n", + "\n", + "# Set the background color to black\n", + "ax.set_facecolor('black')\n", + "plt.gcf().set_facecolor('black')\n", + "\n", + "# Set the title and labels\n", + "ax.set_title('Approval Rating for Each President in Final Quarter', fontsize=14, fontweight='bold', color='white')\n", + "ax.set_xlabel('Year', fontsize=12, color='white')\n", + "ax.set_ylabel('Approval Rating', fontsize=12, color='white')\n", + "\n", + "# Label each scatter point with the president's name and a check mark or cross mark\n", + "for i in range(final_election_results.shape[0]):\n", + " mark = '✓' if final_election_results['President_Party_Stayed'][i] else '✗'\n", + " plt.text(final_election_results['Year'][i], final_election_results['Approval'][i] + 1, \n", + " f\"{final_election_results['President'][i]} {mark}\", fontsize=9, color='white', ha='center')\n", + "\n", + "# Customize the plot appearance\n", + "sns.despine()\n", + "plt.grid(False)\n", + "plt.xticks(fontsize=12, color='white')\n", + "plt.yticks(fontsize=12, color='white')\n", + "\n", + "# Add a horizontal line at the average approval rating\n", + "average_approval = final_election_results['Approval'].mean()\n", + "plt.axhline(y=average_approval, color='gray', linestyle='--', linewidth=1, label=f'Average Approval ({average_approval:.2f})')\n", + "\n", + "# Add custom legend entries for check mark and cross mark\n", + "handles, labels = ax.get_legend_handles_labels()\n", + "handles.extend([plt.Line2D([0], [0], marker='', color='w', markersize=0, label='Party Stayed (✓)', linestyle='None'),\n", + " plt.Line2D([0], [0], marker='', color='w', markersize=0, label='Party Changed (✗)', linestyle='None')])\n", + "labels.extend(['Party Stayed (✓)', 'Party Changed (✗)'])\n", + "legend = plt.legend(handles=handles, fontsize='12', facecolor='black', edgecolor='white', labelcolor='white', loc='lower left')\n", + "\n", + "\n", + "# Show the plot\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Modeling " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null, diff --git a/SidLamsal-MiniProject/MiniProjectCode/RepLogo.png b/SidLamsal-MiniProject/MiniProjectCode/RepLogo.png new file mode 100644 index 0000000000000000000000000000000000000000..865a1660c1eff67e25945449f42fdb6b199f27f0 GIT binary patch literal 151764 zcma&N1yEeyvM&rl5;OsVyA3XbySuyVz#zeAaDs#Y!3oab2?Td{2{1SWcL^FixWmW) 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<98344853+sidlamsal@users.noreply.github.com> Date: Fri, 14 Feb 2025 00:08:22 -0500 Subject: [PATCH 8/9] modeling --- .../MiniProjectCode/MiniProjectNotebook.ipynb | 434 +++++++++++++++--- 1 file changed, 372 insertions(+), 62 deletions(-) diff --git a/SidLamsal-MiniProject/MiniProjectCode/MiniProjectNotebook.ipynb b/SidLamsal-MiniProject/MiniProjectCode/MiniProjectNotebook.ipynb index 9140094..bc07222 100644 --- a/SidLamsal-MiniProject/MiniProjectCode/MiniProjectNotebook.ipynb +++ b/SidLamsal-MiniProject/MiniProjectCode/MiniProjectNotebook.ipynb @@ -1,22 +1,5 @@ { "cells": [ - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import numpy as np\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "markdown", "metadata": {}, @@ -26,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -63,12 +46,15 @@ "Index: []" ] }, - "execution_count": 4, + "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "\n", "# Create a new DataFrame with the specified economic columns\n", "economic_df = pd.DataFrame()\n", "\n", @@ -78,7 +64,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -157,7 +143,7 @@ "4 1951 1 1.34882 False" ] }, - "execution_count": 5, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -183,7 +169,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -268,7 +254,7 @@ "4 1951 1 1.34882 False 3.5" ] }, - "execution_count": 6, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -292,7 +278,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -383,7 +369,7 @@ "4 1951 1 1.34882 False 3.5 8.94573" ] }, - "execution_count": 7, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -406,7 +392,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -510,7 +496,7 @@ "4 0.51414 " ] }, - "execution_count": 8, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -540,7 +526,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -650,7 +636,7 @@ "299 -8.63110 4.400000 " ] }, - "execution_count": 9, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -682,12 +668,8 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": { - "vscode": { - "languageId": "ruby" - } - }, + "execution_count": 7, + "metadata": {}, "outputs": [ { "data": { @@ -802,7 +784,7 @@ "4 0.51414 5.142996 NaN " ] }, - "execution_count": 10, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -825,7 +807,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -947,7 +929,7 @@ "4 0.51414 5.142996 NaN NaN " ] }, - "execution_count": 11, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -970,7 +952,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -1105,7 +1087,7 @@ "4 -0.208081 " ] }, - "execution_count": 12, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -1154,7 +1136,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -1565,7 +1547,7 @@ "19 0.483989 -4.789625 " ] }, - "execution_count": 13, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -1618,7 +1600,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -1905,7 +1887,7 @@ "9 Democrats " ] }, - "execution_count": 14, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -1969,7 +1951,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -2517,7 +2499,7 @@ "17 37 " ] }, - "execution_count": 15, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -2569,7 +2551,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -2741,7 +2723,7 @@ "28 Democrats " ] }, - "execution_count": 16, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -2756,7 +2738,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -2783,7 +2765,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -2794,7 +2776,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -2805,7 +2787,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -2861,7 +2843,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -2917,7 +2899,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -2973,7 +2955,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -3043,7 +3025,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -3113,7 +3095,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -3183,7 +3165,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -3243,7 +3225,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -3300,7 +3282,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -3372,10 +3354,338 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "import pandas as pd\n", + "import statsmodels.api as sm\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.metrics import accuracy_score, classification_report, r2_score" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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YearQuarterGDP_GrowthRecessionUnemployment_RateInflation_RateGas_PricesSP500_Return_RateConsumer_ConfidenceFederal_Funds_RateDebt_Percent_ChangeEgg_PricePresidentPresident_PartyHouse_MajoritySenate_MajorityPresident_Party_StayedTurnout_as_%_VAPApproval
0195641.63251False4.12.58161-0.85837-0.793072100.22.93-0.148249-0.138338EisenhowerRepublicanDemocratsDemocratsTrue60.475
119604-1.29143True6.31.39598-0.2695412.09868690.12.300.1423741.819951EisenhowerRepublicanDemocratsDemocratsFalse63.559
2196440.30871False5.01.26610NaN2.24008999.93.580.475032-0.246479Kennedy / L. JohnsonDemocratDemocratsDemocratsTrue63.470
3196840.39200False3.44.625980.12384-1.01072291.75.921.5980191.822212L. JohnsonDemocratDemocratsDemocratsFalse62.843
4197241.66057False5.43.333331.500328.74732090.75.151.781072-0.147053NixonRepublicanDemocratsDemocratsTrue57.062
\n", + "
" + ], + "text/plain": [ + " Year Quarter GDP_Growth Recession Unemployment_Rate Inflation_Rate \\\n", + "0 1956 4 1.63251 False 4.1 2.58161 \n", + "1 1960 4 -1.29143 True 6.3 1.39598 \n", + "2 1964 4 0.30871 False 5.0 1.26610 \n", + "3 1968 4 0.39200 False 3.4 4.62598 \n", + "4 1972 4 1.66057 False 5.4 3.33333 \n", + "\n", + " Gas_Prices SP500_Return_Rate Consumer_Confidence Federal_Funds_Rate \\\n", + "0 -0.85837 -0.793072 100.2 2.93 \n", + "1 -0.26954 12.098686 90.1 2.30 \n", + "2 NaN 2.240089 99.9 3.58 \n", + "3 0.12384 -1.010722 91.7 5.92 \n", + "4 1.50032 8.747320 90.7 5.15 \n", + "\n", + " Debt_Percent_Change Egg_Price President President_Party \\\n", + "0 -0.148249 -0.138338 Eisenhower Republican \n", + "1 0.142374 1.819951 Eisenhower Republican \n", + "2 0.475032 -0.246479 Kennedy / L. Johnson Democrat \n", + "3 1.598019 1.822212 L. Johnson Democrat \n", + "4 1.781072 -0.147053 Nixon Republican \n", + "\n", + " House_Majority Senate_Majority President_Party_Stayed Turnout_as_%_VAP \\\n", + "0 Democrats Democrats True 60.4 \n", + "1 Democrats Democrats False 63.5 \n", + "2 Democrats Democrats True 63.4 \n", + "3 Democrats Democrats False 62.8 \n", + "4 Democrats Democrats True 57.0 \n", + "\n", + " Approval \n", + "0 75 \n", + "1 59 \n", + "2 70 \n", + "3 43 \n", + "4 62 " + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Load the final datasets\n", + "final_economic_data = pd.read_csv('final_economic_data.csv')\n", + "final_election_results = pd.read_csv('final_election_results.csv')\n", + "final_election_results.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.8888888888888888\n", + "Classification Report:\n", + " precision recall f1-score support\n", + "\n", + " False 0.90 0.90 0.90 10\n", + " True 0.88 0.88 0.88 8\n", + "\n", + " accuracy 0.89 18\n", + " macro avg 0.89 0.89 0.89 18\n", + "weighted avg 0.89 0.89 0.89 18\n", + "\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.metrics import accuracy_score, classification_report\n", + "from sklearn.preprocessing import StandardScaler\n", + "\n", + "# Assuming final_election_results is already defined and contains the necessary data\n", + "# Define the predictor variables (excluding non-numeric, target columns, Quarter, and Turnout_as_%_VAP)\n", + "predictor_columns = final_election_results.columns.drop(['Year', 'President', 'President_Party', 'House_Majority', 'Senate_Majority', 'President_Party_Stayed', 'Recession', 'Quarter', 'Turnout_as_%_VAP'])\n", + "X = final_election_results[predictor_columns]\n", + "\n", + "# Ensure all columns in X are numeric\n", + "X = X.apply(pd.to_numeric, errors='coerce')\n", + "\n", + "# Fill NaN values with the mean of the column\n", + "X = X.fillna(X.mean())\n", + "\n", + "# Standardize the features\n", + "scaler = StandardScaler()\n", + "X = scaler.fit_transform(X)\n", + "\n", + "# Define the target variable\n", + "y = final_election_results['President_Party_Stayed'].astype(bool)\n", + "\n", + "# Create and train the logistic regression model\n", + "model = LogisticRegression()\n", + "model.fit(X, y)\n", + "\n", + "# Make predictions on the same data\n", + "y_pred = model.predict(X)\n", + "\n", + "# Evaluate the model\n", + "accuracy = accuracy_score(y, y_pred)\n", + "report = classification_report(y, y_pred)\n", + "\n", + "print(\"Accuracy:\", accuracy)\n", + "print(\"Classification Report:\\n\", report)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['GDP_Growth', 'Unemployment_Rate', 'Inflation_Rate', 'Gas_Prices',\n", + " 'SP500_Return_Rate', 'Consumer_Confidence', 'Federal_Funds_Rate',\n", + " 'Debt_Percent_Change', 'Egg_Price'],\n", + " dtype='object')\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Remove non-numerical columns\n", + "numerical_data = final_economic_data.select_dtypes(include=[np.number])\n", + "# Remove Year and Quarter columns\n", + "numerical_data = numerical_data.drop(columns=['Year', 'Quarter'])\n", + "print(numerical_data.columns)\n", + "\n", + "# Calculate the correlation matrix\n", + "correlation_matrix = numerical_data.corr()\n", + "\n", + "# Plot the correlation matrix using seaborn\n", + "plt.figure(figsize=(12, 8))\n", + "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', fmt='.2f', linewidths=0.5)\n", + "plt.title('Correlation Matrix of Economic Variables', fontsize=14, fontweight='bold', color='white')\n", + "\n", + "# Customize the plot appearance\n", + "plt.xticks(fontsize=12, color='white', rotation=45, ha='right')\n", + "plt.yticks(fontsize=12, color='white')\n", + "plt.gcf().set_facecolor('black')\n", + "plt.gca().set_facecolor('black')\n", + "\n", + "plt.show()" + ] }, { "cell_type": "code", From 0c8876521de8c0c159a0c510560958bc60f96948 Mon Sep 17 00:00:00 2001 From: sidlamsal <98344853+sidlamsal@users.noreply.github.com> Date: Mon, 17 Feb 2025 21:59:17 -0500 Subject: [PATCH 9/9] presentation --- ...onomic Performance Under US Presidents.pdf | Bin 0 -> 2123806 bytes ...nomic Performance Under US Presidents.pptx | Bin 0 -> 5784139 bytes .../MiniProjectCode/MiniProjectNotebook.ipynb | 646 +++++++++++------- .../MiniProjectCode/final_economic_data.csv | 554 +++++++-------- .../final_election_results.csv | 38 +- 5 files changed, 712 insertions(+), 526 deletions(-) create mode 100644 SidLamsal-MiniProject/Economic Performance Under US Presidents.pdf create mode 100644 SidLamsal-MiniProject/Economic Performance Under US Presidents.pptx diff --git a/SidLamsal-MiniProject/Economic Performance Under US Presidents.pdf b/SidLamsal-MiniProject/Economic Performance Under US Presidents.pdf new file mode 100644 index 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