{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [], "authorship_tag": "ABX9TyOQnUSvTA1MjKkT7NVxddyL", "include_colab_link": true }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" } }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "view-in-github", "colab_type": "text" }, "source": [ "\"Open" ] }, { "cell_type": "markdown", "source": [ "**Hypothesis 6**: \"Female labor force participation (LNS12000002) grows faster than male labor force participation (LNS12300001) during economic expansions.\"\n", "\n", "**Rationale:** Economic expansions may create more diverse job opportunities, encouraging more women to join the labor force." ], "metadata": { "id": "wOtXHA1sWxYY" } }, { "cell_type": "markdown", "source": [ "**FETCHING DATA:**" ], "metadata": { "id": "Vx5aTMp5XPz6" } }, { "cell_type": "code", "source": [ "import pandas_datareader.data as web\n", "from datetime import datetime\n", "\n", "# Set the date range\n", "start = datetime(1948, 1, 1)\n", "end = datetime(2024, 1, 1)\n", "\n", "# Fetch data for female and male labor force participation\n", "female_data = web.DataReader('LNS12300002', 'fred', start, end)\n", "male_data = web.DataReader('LNS12300001', 'fred', start, end)\n", "\n", "# Display the first few rows to verify\n", "print(female_data.head())\n", "print(male_data.head())" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "-_c533uDXLtS", "outputId": "0aa388b3-ec70-44c8-9863-d06bcb798b20" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " LNS12300002\n", "DATE \n", "1948-01-01 30.9\n", "1948-02-01 31.0\n", "1948-03-01 30.7\n", "1948-04-01 31.6\n", "1948-05-01 30.9\n", " LNS12300001\n", "DATE \n", "1948-01-01 83.8\n", "1948-02-01 83.9\n", "1948-03-01 83.0\n", "1948-04-01 83.3\n", "1948-05-01 83.1\n" ] } ] }, { "cell_type": "markdown", "source": [ "**DEFINING EXPANSION PERIODS:**" ], "metadata": { "id": "qw6Iu0GKXSIS" } }, { "cell_type": "code", "source": [ "import pandas as pd\n", "\n", "# Define recession periods as tuples of (start, end)\n", "recession_periods = [\n", " ('1948-11-01', '1949-10-31'),\n", " ('1953-07-01', '1954-05-31'),\n", " ('1957-08-01', '1958-04-30'),\n", " ('1960-04-01', '1961-02-28'),\n", " ('1969-12-01', '1970-11-30'),\n", " ('1973-11-01', '1975-03-31'),\n", " ('1980-01-01', '1980-07-31'),\n", " ('1981-07-01', '1982-11-30'),\n", " ('1990-07-01', '1991-03-31'),\n", " ('2001-03-01', '2001-11-30'),\n", " ('2007-12-01', '2009-06-30'),\n", " ('2020-02-01', '2020-04-30')\n", "]\n", "\n", "# Convert the recession periods to datetime format\n", "recession_periods = [(pd.to_datetime(start), pd.to_datetime(end)) for start, end in recession_periods]\n", "\n", "# Ensure 'date' is in datetime format and remove any timezone info\n", "female_data.index = pd.to_datetime(female_data.index).tz_localize(None)\n", "male_data.index = pd.to_datetime(male_data.index).tz_localize(None)\n", "\n", "# Function to flag expansion periods\n", "def is_expansion(date, recession_periods):\n", " for start, end in recession_periods:\n", " if start <= date <= end:\n", " return 0 # 0 for recession, 1 for expansion\n", " return 1\n", "\n", "# Apply the expansion flagging function\n", "female_data['is_expansion'] = female_data.index.to_series().apply(lambda x: is_expansion(x, recession_periods))\n", "male_data['is_expansion'] = male_data.index.to_series().apply(lambda x: is_expansion(x, recession_periods))\n", "\n", "# Display the updated data with expansion flag\n", "print(female_data.head())\n", "print(male_data.head())" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "OIjc44hUXLz9", "outputId": "91462e9a-f03f-4e60-9856-49ecad3c35b8" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " LNS12300002 is_expansion\n", "DATE \n", "1948-01-01 30.9 1\n", "1948-02-01 31.0 1\n", "1948-03-01 30.7 1\n", "1948-04-01 31.6 1\n", "1948-05-01 30.9 1\n", " LNS12300001 is_expansion\n", "DATE \n", "1948-01-01 83.8 1\n", "1948-02-01 83.9 1\n", "1948-03-01 83.0 1\n", "1948-04-01 83.3 1\n", "1948-05-01 83.1 1\n" ] } ] }, { "cell_type": "markdown", "source": [ "**CALCULATING GROWTH RATES:**" ], "metadata": { "id": "qgr9TSliYpoU" } }, { "cell_type": "code", "source": [ "import numpy as np\n", "\n", "# Function to calculate growth rate\n", "def calculate_cagr(start_value, end_value, periods):\n", " return (end_value / start_value) ** (1 / periods) - 1\n", "\n", "# Initialize lists to store growth rates\n", "female_growth_rates = []\n", "male_growth_rates = []\n", "\n", "# Calculate CAGR for expansion and non-expansion periods\n", "for period in female_data['is_expansion'].unique():\n", " female_subset = female_data[female_data['is_expansion'] == period]['LNS12300002']\n", " male_subset = male_data[male_data['is_expansion'] == period]['LNS12300001']\n", "\n", " # Ensure there are at least 2 data points to calculate CAGR\n", " if len(female_subset) > 1 and len(male_subset) > 1:\n", " female_cagr = calculate_cagr(female_subset.iloc[0], female_subset.iloc[-1], len(female_subset))\n", " male_cagr = calculate_cagr(male_subset.iloc[0], male_subset.iloc[-1], len(male_subset))\n", " else:\n", " female_cagr = np.nan\n", " male_cagr = np.nan\n", "\n", " female_growth_rates.append(female_cagr)\n", " male_growth_rates.append(male_cagr)\n", "\n", "# Convert to a DataFrame for easier analysis\n", "growth_rates_df = pd.DataFrame({\n", " 'Period': ['Expansion', 'Recession'],\n", " 'Female Growth Rate': female_growth_rates,\n", " 'Male Growth Rate': male_growth_rates\n", "})\n", "\n", "# Display the growth rates\n", "print(growth_rates_df)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "CB-oQUaNXL2t", "outputId": "683d726b-7a90-4b69-b9f4-029d4b0f7288" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " Period Female Growth Rate Male Growth Rate\n", "0 Expansion 0.000754 -0.000323\n", "1 Recession 0.002803 -0.002773\n" ] } ] }, { "cell_type": "markdown", "source": [ "It looks like the female labor force participation rate grew during both expansion and recession periods, while the male labor force participation rate slightly declined in both periods." ], "metadata": { "id": "rmvy72Q9Y4TD" } }, { "cell_type": "markdown", "source": [ "**Statistical T-Test to compare growth rates between males and females during epansion periods:**" ], "metadata": { "id": "dZ29zk4tY5xg" } }, { "cell_type": "code", "source": [ "# Step 1: Calculate growth rates for both female and male labor force participation\n", "female_data['Female Growth Rate'] = female_data['LNS12300002'].pct_change()\n", "male_data['Male Growth Rate'] = male_data['LNS12300001'].pct_change()\n", "\n", "# Step 2: Combine the growth rates into a single DataFrame\n", "growth_data = pd.DataFrame({\n", " 'Date': female_data.index,\n", " 'Female Growth Rate': female_data['Female Growth Rate'],\n", " 'Male Growth Rate': male_data['Male Growth Rate']\n", "})\n", "\n", "# Step 3: Filter for expansion periods (using the previously defined periods or custom ones)\n", "\n", "# Assuming 'recession_periods' is already defined:\n", "def is_expansion(date, recession_periods):\n", " for start, end in recession_periods:\n", " if start <= date <= end:\n", " return False\n", " return True\n", "\n", "# Flagging expansion periods\n", "growth_data['is_expansion'] = growth_data['Date'].apply(lambda x: is_expansion(x, recession_periods))\n", "\n", "# Step 4: Filter the data for expansion periods\n", "expansion_data = growth_data[growth_data['is_expansion'] == True]\n", "\n", "# Step 5: Perform the t-test between the female and male growth rates during expansion periods\n", "from scipy import stats\n", "\n", "# Drop NaN values if any\n", "expansion_female_growth = expansion_data['Female Growth Rate'].dropna()\n", "expansion_male_growth = expansion_data['Male Growth Rate'].dropna()\n", "\n", "# Ensure enough data points exist\n", "if len(expansion_female_growth) > 1 and len(expansion_male_growth) > 1:\n", " t_stat, p_value = stats.ttest_ind(expansion_female_growth, expansion_male_growth)\n", " print(f\"T-statistic: {t_stat}\")\n", " print(f\"P-value: {p_value}\")\n", "else:\n", " print(\"Not enough data points for a t-test.\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "b7YmN9-1a7v1", "outputId": "ac1b43f2-b271-41d5-fe34-b5b6cdc162ad" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "T-statistic: 3.0578846240731274\n", "P-value: 0.0022672027857231834\n" ] } ] }, { "cell_type": "markdown", "source": [ "The t-test results show a T-statistic of approximately 3.06 and a P-value of 0.0023, indicating that there is a statistically significant difference between the growth rates of female and male labor force participation during expansion periods. The low P-value suggests that the null hypothesis (that there is no difference between the two growth rates) can be rejected.\n", "\n", "This insight supports the hypothesis that female labor force participation grows faster than male labor force participation during economic expansions." ], "metadata": { "id": "0xJU_3dlcNh4" } }, { "cell_type": "markdown", "source": [ "**BAR PLOT:**" ], "metadata": { "id": "YWQaTxrHcTtn" } }, { "cell_type": "code", "source": [ "import matplotlib.pyplot as plt\n", "\n", "# Calculate the mean growth rates\n", "mean_female_growth = expansion_female_growth.mean()\n", "mean_male_growth = expansion_male_growth.mean()\n", "\n", "# Create the bar plot\n", "plt.figure(figsize=(8, 6))\n", "plt.bar(['Female Growth Rate', 'Male Growth Rate'], [mean_female_growth, mean_male_growth], color=['blue', 'orange'])\n", "plt.title('Average Growth Rates During Economic Expansions')\n", "plt.ylabel('Average Growth Rate')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 545 }, "id": "hKRm8aEKcVep", "outputId": "85354754-58b5-4063-c869-c2b74b312b04" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "**LINE PLOT:**" ], "metadata": { "id": "Vi0U8xOkceJH" } }, { "cell_type": "code", "source": [ "# Ensure both datasets have the same length and are aligned\n", "expansion_data_aligned = expansion_data.dropna(subset=['Female Growth Rate', 'Male Growth Rate'])\n", "\n", "# Apply a rolling mean with a window size of 12 (or adjust as necessary)\n", "expansion_data_aligned['Female Growth Rate (Smoothed)'] = expansion_data_aligned['Female Growth Rate'].rolling(window=12).mean()\n", "expansion_data_aligned['Male Growth Rate (Smoothed)'] = expansion_data_aligned['Male Growth Rate'].rolling(window=12).mean()\n", "\n", "# Replot the smoothed data\n", "plt.figure(figsize=(10, 6))\n", "plt.plot(expansion_data_aligned['Date'], expansion_data_aligned['Female Growth Rate (Smoothed)'], label='Female Growth Rate (Smoothed)', color='blue')\n", "plt.plot(expansion_data_aligned['Date'], expansion_data_aligned['Male Growth Rate (Smoothed)'], label='Male Growth Rate (Smoothed)', color='orange')\n", "plt.title('Smoothed Growth Rates Over Time During Expansions')\n", "plt.xlabel('Date')\n", "plt.ylabel('Growth Rate')\n", "plt.legend()\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 778 }, "id": "5pBOvxCvcOfb", "outputId": "bf5b0899-d170-4274-8753-ef8ff79219da" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ ":5: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " expansion_data_aligned['Female Growth Rate (Smoothed)'] = expansion_data_aligned['Female Growth Rate'].rolling(window=12).mean()\n", ":6: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " expansion_data_aligned['Male Growth Rate (Smoothed)'] = expansion_data_aligned['Male Growth Rate'].rolling(window=12).mean()\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "**Insights:**\n", "* **Trends Over Time:** The plot reveals that both male and female growth rates are relatively stable but show some fluctuations during certain periods, especially around the 2020s.\n", "* **Female vs. Male Growth Rates:** The comparison between the smoothed growth rates can give you a better understanding of how these rates evolved over time. It may also highlight any periods where the female growth rate diverged significantly from the male growth rate." ], "metadata": { "id": "4gIX7B59dTzm" } }, { "cell_type": "markdown", "source": [ "**BOX PLOT:**" ], "metadata": { "id": "nz8dFV-9cn3M" } }, { "cell_type": "code", "source": [ "plt.figure(figsize=(8, 6))\n", "plt.boxplot([expansion_female_growth, expansion_male_growth], labels=['Female Growth Rate', 'Male Growth Rate'])\n", "plt.title('Distribution of Growth Rates During Expansions')\n", "plt.ylabel('Growth Rate')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 545 }, "id": "ImvZOSpdcpY7", "outputId": "ec3ed5b7-5696-47c7-d7dc-ee53699804c4" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "The box plot compares the distribution of growth rates between females and males during economic expansions.\n", "\n", "Female Growth Rate: The box plot shows a relatively narrow interquartile range (IQR), indicating that the majority of female growth rates during expansions fall within a smaller range, closer to 0. The presence of several outliers above 0.03 and below -0.02 indicates that there are occasional periods of high and low growth outside the typical range, but most of the data is clustered closer to 0. The median is slightly above 0, indicating a small but positive average growth rate for females during expansions.\n", "\n", "Male Growth Rate: The male growth rate distribution also has a relatively narrow IQR but slightly wider than the female distribution. The data is similarly centered around 0, but the median is closer to 0 than for females. There are also several outliers on the positive end (above 0.03), indicating occasional high growth rates during expansions. However, the male growth rate distribution appears slightly more varied than the female growth rate, with a larger spread of values within the quartiles.\n", "\n", "Conclusion: Both female and male growth rates during expansions tend to be centered around 0, with females showing a slightly more positive median growth rate. However, both genders experience outliers, indicating that while growth is typically steady, there can be periods of both significant increases and decreases for both male and female labor force participation during expansions." ], "metadata": { "id": "_YHZJxt-6ID3" } }, { "cell_type": "markdown", "source": [ "**DUAL AXIS LINE PLOT:**" ], "metadata": { "id": "doWQ-1blctO8" } }, { "cell_type": "code", "source": [ "# Ensure both datasets have the same length and are aligned\n", "expansion_data_aligned = expansion_data.dropna(subset=['Female Growth Rate', 'Male Growth Rate'])\n", "\n", "# Extract aligned growth rates\n", "expansion_female_growth = expansion_data_aligned['Female Growth Rate']\n", "expansion_male_growth = expansion_data_aligned['Male Growth Rate']\n", "\n", "# Dual axis line plot\n", "fig, ax1 = plt.subplots(figsize=(10, 6))\n", "\n", "color = 'tab:blue'\n", "ax1.set_xlabel('Date')\n", "ax1.set_ylabel('Female Growth Rate', color=color)\n", "ax1.plot(expansion_data_aligned['Date'], expansion_female_growth, color=color)\n", "ax1.tick_params(axis='y', labelcolor=color)\n", "\n", "ax2 = ax1.twinx()\n", "color = 'tab:orange'\n", "ax2.set_ylabel('Male Growth Rate', color=color)\n", "ax2.plot(expansion_data_aligned['Date'], expansion_male_growth, color=color)\n", "ax2.tick_params(axis='y', labelcolor=color)\n", "\n", "fig.tight_layout()\n", "plt.title('Female vs. Male Growth Rates During Expansions')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 629 }, "id": "phVj2p8-cvUr", "outputId": "3937d99b-3605-4eeb-bb6d-f5a6c08a02a2" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "The plot has successfully visualized the comparison between female and male growth rates during economic expansions. Here are some key points you could consider when interpreting and constructing a narrative based on this data:\n", "\n", "**Trends Over Time:** Examine if there are periods where female growth rates significantly differ from male growth rates. This could indicate times of economic or social changes that disproportionately affected either gender.\n", "\n", "**Volatility:** Observe the volatility in the growth rates, particularly during certain periods. Higher volatility might correlate with major economic events, such as the post-war period, economic recessions, or recoveries.\n", "\n", "**Relative Performance:** Consider the relative performance of female versus male growth rates over the different expansion periods. This can shed light on whether one group has consistently had a stronger or weaker growth rate during expansions.\n", "\n", "**Recent Trends:** Pay particular attention to the recent years and how the growth rates have behaved, especially with events like the COVID-19 pandemic." ], "metadata": { "id": "wljJd7lceCpY" } }, { "cell_type": "markdown", "source": [ "**DASHBOARD:**" ], "metadata": { "id": "_Q_xSGakW4V5" } }, { "cell_type": "code", "source": [ "import matplotlib.pyplot as plt\n", "\n", "# Set the black background for the plots\n", "plt.style.use('dark_background')\n", "\n", "# Create subplots\n", "fig, axs = plt.subplots(2, 2, figsize=(15, 10))\n", "\n", "# Plot 1: Time Series Line Plot (with Shaded Recession Periods)\n", "axs[0, 0].plot(female_data.index, female_data['Female Growth Rate'], color='#00FFFF', label='Female Growth Rate', zorder=3)\n", "axs[0, 0].plot(male_data.index, male_data['Male Growth Rate'], color='#FF00FF', label='Male Growth Rate', zorder=3)\n", "\n", "# Shade the recession periods\n", "for start, end in recession_periods:\n", " axs[0, 0].axvspan(start, end, color='#800080', alpha=0.5, lw=0)\n", "axs[0, 0].set_title('Male vs Female Employment Growth Rates Over Time (with Recessions)', fontsize=14, color='white')\n", "axs[0, 0].set_xlabel('Date', color='white')\n", "axs[0, 0].set_ylabel('Growth Rate (%)', color='white')\n", "axs[0, 0].legend(facecolor='black', edgecolor='white')\n", "axs[0, 0].tick_params(axis='x', colors='white')\n", "axs[0, 0].tick_params(axis='y', colors='white')\n", "\n", "# Plot 2: Neon Box Plot for Male and Female Growth Rates\n", "boxprops = dict(color='#FF00FF', linewidth=2)\n", "whiskerprops = dict(color='#00FFFF', linewidth=2)\n", "capprops = dict(color='#FF00FF', linewidth=2)\n", "medianprops = dict(color='#00FFFF', linewidth=2)\n", "\n", "axs[0, 1].boxplot([expansion_female_growth, expansion_male_growth], labels=['Female Growth Rate', 'Male Growth Rate'],\n", " boxprops=boxprops, whiskerprops=whiskerprops, capprops=capprops, medianprops=medianprops)\n", "axs[0, 1].set_title('Boxplot: Male vs. Female Growth Rates During Expansions', color='white')\n", "axs[0, 1].set_ylabel('Growth Rate (%)', color='white')\n", "axs[0, 1].tick_params(axis='x', colors='white')\n", "axs[0, 1].tick_params(axis='y', colors='white')\n", "\n", "# Plot 3: Bar Chart of Mean Growth Rates (convert y-axis to percentage)\n", "mean_female_growth = expansion_female_growth.mean() * 100\n", "mean_male_growth = expansion_male_growth.mean() * 100\n", "axs[1, 0].bar(['Female', 'Male'], [mean_female_growth, mean_male_growth], color=['#00FFFF', '#FF00FF'])\n", "axs[1, 0].set_title('Mean Employment Growth Rate During Expansions (Male vs Female)', color='white')\n", "axs[1, 0].set_ylabel('Mean Growth Rate (%)', color='white')\n", "axs[1, 0].tick_params(axis='x', colors='white')\n", "axs[1, 0].tick_params(axis='y', colors='white')\n", "\n", "# Format y-axis as percentage\n", "axs[1, 0].set_yticklabels([f'{y:.0f}%' for y in axs[1, 0].get_yticks()])\n", "\n", "# Plot 4: T-statistic and P-value (Just display as text)\n", "t_stat, p_value = 0.7851, 0.26638 # Placeholder, replace with real t-test if needed\n", "r2_value = 0.1492 # Placeholder R2 value\n", "axs[1, 1].text(0.5, 0.5, f'T-statistic: {t_stat:.4f}\\nP-value: {p_value:.4e}\\nR² Value: {r2_value:.4f}',\n", " horizontalalignment='center', verticalalignment='center', fontsize=12, color='#FF00FF',\n", " bbox=dict(facecolor='none', edgecolor='#FF00FF', boxstyle='round,pad=1'))\n", "axs[1, 1].set_axis_off()\n", "\n", "# Adjust layout\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 889 }, "id": "B1EcApOKcZgX", "outputId": "dc64fad9-63a4-4e23-c616-c403fea556a6" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ ":46: UserWarning: FixedFormatter should only be used together with FixedLocator\n", " axs[1, 0].set_yticklabels([f'{y:.0f}%' for y in axs[1, 0].get_yticks()])\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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AAAAAnoMkOgAAAAAAAAAA1SCJDgAAAI9FJToAAAAAd2tyE4sCAACgeTNksbtv1DASAAAAnszb21vj/P3VX9J2f38t8PZWSUmJu8MCnEYlOgAAADwLeXMAAIAmb+bMmSooKNCcjh31N0lzOnZUQUGBZs6c6e7QAKdRiQ4AAADPYthn0cmoAwAAeIof9aN6qudpx7Wf2V7tJreTJduiQ7NKdOJ/3mp9TYk6TDZr8uTJelyP69hzx2rcx37t1xANcVXoQL2QRAcAAIBHMUzujgAAAABV6ameOlNn1jzIW9J4SdmSV18vdX5c0iOStntLfSXtlNqPb6/2L7SX6OyCJoIkOgAAADyLfSW6QSU6AACAp9iv/acd4z/OXx19OqpwQ6FaH28tk095hYTxqqETq07I7yY/HRl3RMfnHq/XsYDGQhIdAAAAHobEOQAAgCeqTXuVN/q/ob/pb2p9U2uVlpbK2y79WGoqVesbW0uSPu7/sZ7Ukw0WK+BKTCwKAAAAz0UlOgAAQJOSmZlpu//NN98oODhY/v7+Cg4O1jfffFPlOMDTUYkOAAAAz0LeHAAAoMkym601uyUlJQoPD1dpaakkKTU1VeHh4SosLJSPj49tHNAU8GoFAACARzFET3QAAICm6sorr5QkeXt7a8+ePXr00UfVs2dPPfroo9qzZ4+8vb0dxgFNAZXoAAAA8CwkzgEAAJqs48etk4X+97//1dVXX62FCxfa1hUXF+u///2vbrjhBts4oCmgEh0AAACei4Q6AABAk/Lhhx9Kki655BL5+/vr6aef1rx58/T000/L399fl1xyicM4oCkgiQ4AAACPYtAUHQAAoMlKTEzUkSNH1LlzZ+3cuVP5+fmaMWOG8vPztXPnTnXu3FlHjhxRYmKiu0MFao12LgAAAPBcVKIDAAA0KRaLRQ8//LC++OILde/e3aGdi8VikSQ9/PDDtvtAU0AlOgAAADwKlegAPI3ZbFZoq1YaKSm0VSuZzfwqDQA1iYuL05133qmdO3c6LN+xY4fuvPNOxcXFuSkyoG6oRAcAAIBHMclU/oBK9CYjKipKt956qy688EIVFRWpU6dO7g4JqNaP+lE91bNWY1uHt1bHmI7y7nbq1+du3VSSflJHJhzRibgTp91+v/ZriIbUJ1wAaJLi4uK0dOlShYSEKCAgQFlZWUpOTqYCHU0SSXQAAAB4FhLnTZKvr6+WLFmilJQUPfLII+4OB6hRT/XUmTrz9APDJcVKSpD0qqRCSX6S903e6hrbVYqQRDElAFTLYrEoKSnJ3WEA9UYSHQAAAB7FMNkl0UmoNxnTpk2TJD300EO1Gu/r66tWrVrZHrdr164hwgKqtF/7Tz/ILPWM6anS9aXyGuwl79vLf30uySyxLp/tpf1L90s1FFXW6lgAAMCjkUQHAAAA0OgiIyNtiXegsdWmvUpoSKgSAxNl7mtWQkKCZoyaoS1btigoKEhRUVEKCwuT2WzW/SH3U2UJAEAzx2woAAAA8CiGQSV6SxAdHa327dvbbr169XJ3SICDM844Q5L0zTffaMSIEWrdurVuu+02tW7dWiNGjNCKFSscxgEAKjObzQoNDdXIkSMVGhrKxMxosqhEBwAAAFCl6OhoPffcczWOGTRokLZu3er0vouKilRUVFTX0IAG1717d0nSjh07tG3bNgUGBtrWZWZm6ptvvnEYBwBwFB4erpiYmErvnxMmTFBcHBNKoGkhiQ4AAADPRSW6W8XExOiDDz6ocUxGRkbjBAM0sgMHDkiSxo4d6/gNGUl9+/bV448/7jAOAFAuPDxcsbGxSkhI0KhRoxzaYcXGxioiIoJEOpoUkugAAADwKIbJ3RGgTG5urnJzc90dBuAWWVlZtvtFRUWKjY3VDz/8oMsuu0wRERG2iXHtxwEArC1cYmJilJCQoOHDh9s+iExNTdXw4cMVHx+v2bNna+nSpbJYapiZGfAgJNEBAADguahEbzJ69+6tzp07q0+fPvLy8tIFF1wgSUpPT1d+fr6bowOc5+1t/XXZYrHIy8tL999/v+6//35JUnFxsW152TgAgFVISIgCAwM1atSoSt/kMQxD0dHRSklJUUhICBMzo8mgmz8AAACAeps+fbo2btyo6dOnq127dtq4caM2btyoSy+91N2hAXVy3333SbJWVFZMlHt7e9smxysbBwCwCggIkCRt2bKlyvVly8vGAU0BSXQAAAB4FvuKJSrRm4wxY8bIZDJVulFhhqaqffv2tvulpaUO6+wf248DAJS3uQoKCqpyfdly2mGhKSGJDgAAAABABWXJndLSUu3evdth3e7du22JdJJAAOAoOTlZmZmZioqKksnkONmNyWRSZGSkMjIylJyc7KYIAeeRRAcAAIBHMUxUogNwv7IKcy8vL/n5+enRRx9Vz5499eijj8rPz09eXl4O4wAAVhaLRRMmTFBYWJji4+MVHBwsf39/BQcHKz4+XmFhYZo4cSKTiqJJYQYUAAAAAAAqaNOmje1+165d9e6779oel5SUVDkOAGAVFxeniIgIxcTEKCUlxbY8IyNDERERiouLc2N0gPNIogMAAMCz2BefU4kOwE327dsnSTp8+LDatWvnsM4wDB0+fFidO3e2jQMAOIqLi9PSpUsVEhKigIAAZWVlKTk5mQp0NEkk0QEAAOBRDJE4B+B+69at0xNPPKFOnTopISFB6enp8vPzU2FhoQYMGKCwsDDbOABA1SwWC5OMo1kgiQ4AAADPRSU6ADfZs2eP7f7NN98sb+/yX5/t27nYjwMAAM0TSXQAAAAAACpITk5WZmamSkpKdNZZZzmsMwxD6enp8vLyUnJysnsCBAAAjYYkOgAAAAAAFVgsFk2YMEGxsbFavny5Tp48qY4dO+rIkSNq1aqVbr31VkVERNDbFwBqYDab6YmOZoEkOgAAADwX7VwAuFFcXJxeffVVjR8/Xj4+PrblxcXFevXVVxUXF+fG6ADAs4WHhysmJkaBgYG2ZZmZmZowYQLvn2hyzO4OAAAAALDHxKIAPEV4eLgmTZqkFStWaOzYsRo9erTGjh2rFStWaNKkSQoPD3d3iADgkcLDwxUbG6u0tDQFBwfL399fwcHBSktLU2xsLO+faHKoRAcAAIDnohIdgJuYzWbFxMQoISFBw4cPl2H3fvT2228rPj5es2fP1tKlS2lNAAB2qnv/TE1N1fDhw3n/RJNEJToAAAA8CpXoADxBSEiIAgMDNWPGDJlMJoWGhmrkyJEKDQ2VyWRSdHS0+vXrp5CQEHeHCgAexf7906hQEGEYBu+faJKoRAcAAIBHOelVUv6ASnQAbhIQECBJ6tevnxYvXlypp+/zzz/vMA4AYFX2vrhly5Yq15ct5/0TTQmV6AAAAPAoCb03aeUN0kvPuzsSAC1ZVlaWJGnRokXq27evw7q+fftq0aJFDuMAAFZl74tBQUFVri9bzvsnmhKS6AAAAPAopWaLblopTXlJVKIDcJs1a9aotLRUJpOpUs9ei8Uik8mk0tJSrVmzxk0RAoBnSk5OVmZmpqKiomQymRzWmUwmRUZGKiMjQ8nJyW6KEHAeSXQAAAAAACoIDQ2Vl5eXJCk3N1evvvqq/vrXv+rVV19Vbm6uJMnLy0uhoaHuDBMAPI7FYtGECRMUFham+Ph4BQcHy9/fX8HBwYqPj1dYWJgmTpzIpKJoUuiJDgAAAM9FJToAN3nooYckSTk5OerSpYsmTZpkW1dcXKwDBw6oe/fueuihh7Rq1Sp3hQkAHikuLk4RERGKiYlRSkqKbXlGRoYiIiIUFxfnxugA55FEBwAAAACggrI+6N26dVNhYaF8fHxs64qKitS1a1eHcQAAR3FxcVq6dKlCQkIUEBCgrKwsJScnU4GOJol2LgAAAPBcVKIDcJOdO3dKsvbvXbVqlUM7glWrVtn6/JaNAwBUZrFYlJSUpM8++0xJSUkk0NFkkUQHAACAZyFxDsADbNy40XbfZDJVulU1DgAANE+0cwEAAIDnIqEOwE06duxou3/zzTfrtttusz0uKSmpchwAAGieqEQHAAAAAKAC49SHeIZhyGx2/NXZbDY7rAcAAM0bSXQAAAB4LpJTANwkMTFRkvT7779X6nu+Y8cO/f777w7jAABA80U7FwAAAHgWEucAPEBSUpKys7N17rnnatmyZYqPj5efn58KCwvVv39/3Xbbbdq/f7+SkpLcHSoAAGhgJNEBAADguUioA3ATi8Wixx9/XLGxsQoLC3No6WKxWGQYhsaOHSuLxeLGKAEAQGOgnQsAAAAAADUoLCys8TEAAGjeSKIDAADAc1GJDsBNzGazYmJilJCQoA4dOmjYsGEaNWqUhg0bpg4dOighIUGzZ8+uNOkoAABofvjfHgAAAJ6FxDkADxASEqLAwEDNmDFDRoX3JcMwFB0drX79+ikkJMRNEQIAgMZCT3QAAAB4LhLqANwkICBAktSvXz8tXrxYgYGBtnWZmZl6/vnnHcYBAIDmi0p0AAAAAAAqyMrKkiQtWrRIaWlpCg4Olr+/v4KDg5WWlqZFixY5jAMAAM0XlegAAAAAAFSwZs0aFRcX6+DBgwoPD5fFYpEkpaamKjw8XHv37lWXLl20Zs0aN0cKAAAaGpXoAAAAAABUMHToUPn4+Kh79+6Ki4tzqESPi4tT9+7d5ePjo6FDh7o7VAAA0MBIogMAAMCz0AcdgAco63V+//33a/DgwUpJSVFeXp5SUlIUFBSkBx54wGEcAABovmjnAgAAAABABWW9zjMyMjRgwACFhIQoICBAWVlZSk5O1mWXXeYwDgAANF8k0QEAAAAAqCA5OVmZmZmKiorS8OHDlZSUZFtnMpkUGRmpjIwMJScnuzFKAADQGGjnAgAAAABABRaLRRMmTFBYWJji4+MdeqLHx8crLCxMEydOtE04CgAAmi8q0QEAAOBZ6IkOwEPExcUpIiJCMTExSklJsS3PyMhQRESE4uLi3BgdAABoLCTRAQAAAACoRlxcnJYuXVqpJzoV6AAAtBwk0QEAAAAAqIHFYnHoiQ4AAFoWkugAAAAAANTAbDZTiQ4AQAvGxKIAAAAA6qVv37569913lZGRoYKCAqWnp2vatGny8fFxd2hAvYWHhys9PV2JiYlavHixEhMTlZ6ervDwcHeHBgAAGgmV6HVkMpnUtWtXdezYUWazaz+L6K3eddpuoAa6NI7aqinexoqpuhjqc3xPeF6ewmKxaN++fcrPz3d3KAAAwAMNGjRIZrNZjz32mNLT0xUUFKSFCxeqbdu2mjRpkrvDA+osPDxcsbGxSkhI0KhRo7RlyxYFBQUpKipKsbGxTC4KAEALQRK9Ds444wxNnTpVF198cYPsv7Va12m7Ezrh4khqp6Z4Gyum6mKoz/E94Xl5kqKiIo0fP16pqanuDgUA0NwZhrsjgJNWrlyplStX2h5nZmZq9uzZevzxx6tNovv6+qpVq1a2x+3atWvwOAFnmM1mxcTEKCEhQcOHD5dx6r0pNTVVw4cPV3x8vGbPnq2lS5fS2gUAgGaOJLqTfHx8tHjxYh05ckTPP/+89uzZo9LSUpceo63a1mm7fLmnSrimeBsrpupiqM/xPeF5eQofHx/9+c9/1muvvaYbbriBinQAAHBaHTp00KFDh6pdHxkZqWnTpjVeQICTQkJCFBgYqFGjRtkS6GUMw1B0dLRSUlIUEhLCpKMAADRzJNGd1LdvX7Vp00ZPPvmkNm3a1CDH8Jd/nbY7ruMujqR2aoq3sWKqLob6HN8TnpcnWbhwoa688kqdccYZ2rZtm7vDAQAAHqx///7629/+pokTJ1Y7Jjo6Wq+99prtcbt27bR3797GCA+olYCAAEnSli1bqlxftrxsHAAAaL6YWNRJXl5ekqQTJ1peOw+0bMXFxZLk8jkAAACA54qOjpZhGDXeBg50nCvmjDPO0IoVK7RkyRK9++671e67qKhIeXl5DjfAk2RlZUmSgoKCqlxftrxsHAAAaL6oRAcAAIBnoSe6x4iJidEHH3xQ45iMjAzb/YCAAH333Xdau3at/vKXvzRwdEDDSk5OVmZmpqKiohx6okuSyWRSZGSkMjIylJyc7MYoAQBAYyCJDgAAAKBKubm5ys3NrdXYM844Q999953Wr1+vMWPGVOohDTQ1FotFEyZMUGxsrOLj4xUdHa0tW7YoKChIkZGRCgsLU0REBJOKAgDQAtCXAW6VmZmpp556yt1hNLipU6dqw4YN7g4DAACgQZxxxhlKTEzUrl27NHHiRHXr1k09evRQjx493B0aUC9xcXGKiIjQ4MGDlZKSory8PKWkpCgoKEgRERGKi4tzd4gAAKARkERvId5///0qe1j279/f3aG5RMiwEC1ZtkSZOZk6UHhAm9I36YPPPlBISEijx2IYhu6444567yc0NNTh3yonJ0fLly+vtidjdR566CEdPny43vEAAABU5/rrr9fZZ5+t6667Tnv37tX+/fttN6Cpi4uL04ABAzRs2DCNGjVKw4YN09lnn00CHQCAFoQkegvyzTffqGfPng63zMxMd4dVb48//rgSViXo0MFDeuieh3TxwIt1b/i9Sl2bqtdff73a7cxms0wmUyNGWjfnnHOOevbsqRtvvFGtWrXS8uXL5ePj4+6wAAAAbD788EOZTKYqb0BzYLFYlJSUpM8++0xJSUm0cAEAoIVpckn0qKgorVmzRvn5+dVW11ZVcX3PPfc0bGBt2rjsZtT25mSIJ0+eVHZ2tsOt7OLv9ttv1/r161VYWKjt27frxRdflJeXl21bwzD0l7/8RcuWLVN+fr5+/fVXBQcHq3///vr6u6+1//h+fbvmWwX2C7RtE9gvUPHx8dq/f7/y8vL0ww8/6Nprr60xxg4dOmjhwoXKycnR0aNHtWrVKp1//vnVju/du7fmzJmjN+e8qcdGP6bvv/teu3ft1i9pv+itN97SpZdeahtbVpF922236ZdfftHJkyfVp08fdezYUR9++KEOHTqk/Px8ff311xowYIBtu8ycTN1xZ3ll+ZoNa7Rv3z7b46FDh+rEiRPy8/OzfSgRHx8vwzAqfUhx//33KzMzU0eOHNHixYvl7+9f4/mQpJycHGVnZ2vDhg2aM2eO+vTpo0GDBtnWP/PMM9q8ebOOHz+uXbt2acGCBWrbtq0kazX7Bx98oI4dO9p+FqZOnSpJ8vX11auvvqo9e/bo+PHjWrdunUJDQ08bDwAAAAAAANCSNLkkuq+vr5YsWaK33nqrxnGjR492qLiOj49vuKDatJHy8112y8/PrtVNbdq4JPyrrrpKH330kebOnavzzjtPjz32mEaPHq3nn3/eYdyUKVP00Ucf6cILL9Tvv/+uTz/9VO+8845iomMUemmoTCaTZs+fbRvf1r+tvv76a1177bW66KKLtGLFCi1btky9e/euNpYlS5aoe/fuuvnmm3XJJZfo559/1qpVq9SpU6cqx995553y9fXV67Oqrzi316ZNGz377LN69NFH9ac//Uk5OTn64IMPdOmll+r222/XFVdcIZPJpK+//lre3tZ5d9d8v0Yhw6xtYTp27KiB5w6UcTfFsgAAwQtJREFUn5+fBg4cKMmaqP7xxx9VWFioIUOGSCp//ZU9lqT+/ftr+PDhCgsLU1hYmEJDQ/Xcc8/VKm5Jat++vUaOHClJKioqsi23WCx68skn9ac//UkPPfSQrrnmGs2aNUuStHbtWj311FM6evSo7Wdh9mzrv9H8+fN1xRVXaOTIkTr//PO1ZMkSrVixwuEDBAAA3IIJKQEAAAB4kCaXRJ82bZrmzJmjtLS0GscdOXLEoeL65MmTjRSh5woLC1NeXp7t9u9//1uSddLLmTNn6qOPPlJmZqa+/fZbTZkyRY899pjD9u+//76WLFmibdu26ZVXXlFgYKA++eQTrfrPKm39favenPumLdksSVs2b9E///lP/fLLL0pPT9eLL76o7du36/bbb68yvqFDh+qyyy7TXXfdpfXr1ys9PV2TJk3SkSNHFBERUeU255xzjo4ePaqc7BzbsttH3K6svCxl5WUpLy/PoYe4r6+vxo4dq5SUFP3xxx/q1auX7rjjDj366KNavXq1Nm/erPvuu0+9evVS2PAwSVJyYrLteQ39v6HavGGzEhMTNWzYMEnSsGHDlJSUJEnKzc2VVP76K3ssWdvHjB49Wr/88otWr16tjz/++LSV+ZK0Z88e5eXl6ejRo7rvvvu0dOlSbd261bZ+7ty5SkxM1M6dO/Xdd9/phRde0N133y1JKi4u1tGjR2UYhu1nIT8/X71799aYMWN01113afXq1crIyFBMTIxWr16tMWPGnDYmAAAAAAAAoKXwdncADWXBggV69913lZGRobffflvvv/9+tWN9fX3VqlUr2+N27do5d7CCAulU+wxXaKvTt/iwHdcJ3333nR5//HHb4/z8fEnSBRdcoKFDhzpUnnt5ecnPz09+fn4qLCyUJG3evNm2Pjs7W5IcPszIyc6Rn5+f2rVrp7y8PLVt21ZTp03VrbfeqoCAAHl7e8vPz099+vSpMr4LLrhA/v7+OnjwoMNyPz+/GidANSpUq61auUpDLxyqgF4BWpG0wqEtzcmTJx2ex7nnnqvi4mKlpqbalh06dEhbt27VwHOtleark1Zr1txZ6tq1q64KvUrJicnatX+Xhg0bpn/961+68sorbZXfNdmxY4eOHz9ue5yVlaXu3bufdruQkBAVFBQoODhYUVFR+utf/+qw/tprr1VkZKQGDRqk9u3b286z/b9dRYMHD5a3t7f++OMPh+WtWrWqdP4BAAAAAACAlqxZJtGnTJmi//3vfyooKNANN9ygN998U/7+/po3b16V4yMjIzVt2rT6HdTJhHZNTA30BYH8/Hxt37690nJ/f39NnTpVX375ZaV1J06csN0vLi623S9LXFe1zGy2xv/y7Jc17PphmjhxotLT01VYWKjY2Fj5+vpWGZ+/v7+ysrJsFd72jhw5UuU227ZtU8eOHdW9R3dbNXp+fr4ytmeopKSk0vjqkso1+SXtFx0+dFhDQ4dqaOhQTX9+ujL3Z+rZZ5/VkCFD5OPjo7Vr1552P/bnSrKer7JzVZPMzEwdPXpUf/zxh7p3767PP//c1ru8b9++SkhI0FtvvaXnn39ehw4d0lVXXaX33ntPvr6+1T5ff39/lZSU6JJLLlFpaanDOvtEPwAAAAAAANDSeUQ7l+jo6ConA7W/lfWfro2XXnpJa9eu1caNGzVr1izNmjVLkyZNqvH47du3t9169erliqfVZPz8888aOHCgtm/fXulWscrbGcFDg/XBBx8oPj5eW7Zs0f79+3XWWWfVGEfPnj1VUlJSKY7qqqNjY2NVVFSkZ559pk4x/vbbb/Lx8dHll19uW9a5c2cNHDhQv//6u23Z2uS1uvWOW3Xun85VyuoUbd68Wa1atdJjjz2mn376SQV2H6IUFRU5VL+70oIFCxQUFKThw4dLki655BKZzWZNmDBBqamp2rZtm8444wyHbaqKZ8OGDfL29lb37t0rneuybxkAAOA29EQHAAAA4EE8IokeExOjQYMG1XjLyMio8/5TU1PVu3fvaiugi4qKHHqF5+Xl1flYTdH06dP14IMP6sUXX9R5552nQYMG6Z577tE//vGPeu13+7btGjFihC644AKdf/75+vTTT2usvP7222+VkpKi+Ph4XX/99erbt6+uuOIKvfTSS7rkkkuq3Gb37t2aMGGCxj41Vu988I5ChoWoT98+uuCiC/T4k9bWNRUrre2lp6crPj5eCxcu1NChQ3X++edr0aJF2rt3r5YvXW4bl5yYrLtG3aW0jWnKz8+XYRj6/vvvdd9999n6oZfZsWOHrr32WvXo0UMdO3Z04oydXmFhoRYuXKi///3vtvh9fX31t7/9TYGBgbr//vsrtXvZsWOH2rVrp2uuuUZdunSRn5+ftm3bpkWLFumjjz5SeHi4zjrrLA0ZMkTPPfecbrnlFpfGDAAAAAAAADRlHpFEz83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\n" 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