{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# US Beveridge Curve Data \n", "\n", "Construct monthly unemploment rate and vacancy rate series for the US from April 1929 through the most recently available date. The methodology is based on the approach described in Petrosky-Nadeau and Zhang (2013): https://papers.ssrn.com/sol3/papers.cfm?abstract_id=2241695\n", "\n", "**To use this notebook to download the entire dataset, you need the X-13ARIMA-SEATS binary**. If you don't have the binary, set variable `x_13` to `False`. Data that require seasonal adjustment will be loaded from the `txt` directory of the parent directory to this program.\n", "\n", "Binaries for Windows and Linux/Unix are available from https://www.census.gov/srd/www/x13as/. To compile X-13 for Mac OS X, see the instructions here: https://github.com/christophsax/seasonal/wiki/Compiling-X-13ARIMA-SEATS-from-Source-for-OS-X." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import statsmodels as sm\n", "import fredpy as fp\n", "import numpy as np\n", "import pandas as pd\n", "import os,urllib\n", "import matplotlib.pyplot as plt\n", "plt.style.use('classic')\n", "plt.rcParams['figure.facecolor'] = 'white'\n", "\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "\n", "# You must change XPATH if you are running this script from anywhere other than the directory containing x13as.\n", "XPATH = os.getcwd()\n", "\n", "# Load fredpy api key\n", "fp.api_key = fp.load_api_key('fred_api_key.txt')\n", "\n", "# Whether x13 binary is available\n", "x_13 = False" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Unemployment Rate\n", "\n", "Construct an unemployment series from April 1929 through the most recent date available by concatenating four U.S. unemployment rate series; all of which are available from FRED (https://fred.stlouisfed.org/). Specifically:\n", "\n", "1. Seasonally adjusted unemployment rate for the United States from April 1929 through February 1940. FRED series ID: M0892AUSM156SNBR. NBER Indicator: m08292a. \n", "2. Seasonally adjusted unemployment rate for the United States from March 1940 through December 1946. FRED series ID: M0892BUSM156SNBR. NBER Indicator: m08292b. \n", "3. Seasonally adjusted unemployment rate for the United States from January 1947 through December 1947. FRED series ID: M0892CUSM156NNBR. NBER Indicator: m08292c. Note: The source data are not seasonally adjusted and contain observations through December 1966. Seasonally adjust the entire series through December 1966 using the U.S. Census Bureau's X-13-ARIMA seasonal adjustment program. Then discard values after December 1947. *Only downloaded if `x_13 == True.`*\n", "4. Seasonally adjusted unemployment rate for the United States from January 1948 through the most recent date available. FRED series ID: UNRATE." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Historical US unemployment rate from the NBER Macrohistory Database: 1929-04-01 to 1940-02-01;\n", "# Seasonally adjusted\n", "\n", "# Download from FRED and save as a Pandas series\n", "unemp_1 = fp.series('M0892AUSM156SNBR')\n", "unemp_1 = unemp_1.window(['04-01-1929','02-01-1940']).data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Historical US unemployment rate from the NBER Macrohistory Database: 1940-03-01 to 1946-12-01;\n", "# Seasonally adjusted\n", "\n", "# Download from FRED and save as a Pandas series\n", "unemp_2 = fp.series('M0892BUSM156SNBR')\n", "unemp_2 = unemp_2.window(['03-01-1940','12-01-1946']).data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Historical US unemployment rate from the NBER Macrohistory Database: 1947-01-01 to 1966-12-01;\n", "# Raw series is *not* seasonally adjusted\n", "\n", "if x_13:\n", " \n", " # Download from FRED\n", " unemp_3 = fp.series('M0892CUSM156NNBR')\n", " unemp_3 = unemp_3.window(['01-01-1947','12-01-1966']).data\n", "\n", " # Run x13_arima_analysis to obtain SA unemployment data.\n", " x13results = sm.tsa.x13.x13_arima_analysis(endog = unemp_3,x12path=XPATH, outlier=False,print_stdout=True)\n", "\n", " unemp_3 = pd.Series(x13results.seasadj.values,index=unemp_3.index)\n", " unemp_3 = unemp_3[(unemp_3.index>=pd.to_datetime('01-01-1947')) & (unemp_3.index<=pd.to_datetime('12-01-1947'))]\n", "\n", " # Export the series to txt\n", " unemp_3.to_csv('../txt/unemployment_1947.txt',sep='\\t')\n", " \n", "else:\n", " \n", " # Import data\n", " unemp_3 = pd.read_csv('../txt/unemployment_1947.txt',sep='\\t',index_col=0,parse_dates=True)['0']" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# US civilian unemployment rate from the BLS: 1948-01-01 to most recent;\n", "# Seasonally adjusted\n", "unemp_4 = fp.series('UNRATE')\n", "unemp_4 = unemp_4.window(['01-01-1948','01-01-2200']).data" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Concatenate the first three series\n", "unemployment_rate_series = pd.concat([unemp_1,unemp_2]).sort_index()\n", "unemployment_rate_series = pd.concat([unemployment_rate_series,unemp_3]).sort_index()\n", "unemployment_rate_series = pd.concat([unemployment_rate_series,unemp_4]).sort_index()\n", "\n", "# plot the series and save the figure\n", "fig = plt.figure()\n", "ax = fig.add_subplot(1,1,1)\n", "ax.plot(unemployment_rate_series,'-',lw=4,alpha = 0.65)\n", "ax.set_ylabel('Percent')\n", "ax.grid()\n", "\n", "fig.tight_layout()\n", "plt.savefig('../png/fig_data_unrate.png',bbox_inches='tight',dpi=120)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Vacancies (Job openings)\n", "\n", "Construct a series of vacancies for the United States going back to April 1929 by scaling and concatenating three series:\n", "1. Help-wanted advertising in newspapers index for United States from April 1929 to January 1960. FRED series ID: M0882AUSM349NNBR. NBER Indicator: m08082a. Note: The source data are not seasonally adjusted and contain observations through August 1960. Seasonally adjust the entire series through August 1960 using the United States Census Bureau's X-13-ARIMA seasonal adjustment program. Then discard values after January 1960. *Only downloaded if `x_13 == True.`*\n", "2. Composite help-wanted index from January 1960 through January 2001 constructed using the method described in and Barnichon (2010). The data are from Barnichon's website https://sites.google.com/site/regisbarnichon/data. Scale this series so that its value in January 1960 equals the value of the NBER's help-wanted index for the same date.\n", "3. Job openings, total nonfarm for the United States from January 2001 to the most recent date available. FRED series ID: JTSJOL. Scale this series so that its value in January 2001 equals the value of the scaled help-wanted index from Barnichon for the same date." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "if x_13:\n", " \n", " # Met life help-wanted index: 1919-01-01 to 1960-08-01;\n", " \n", " # Not seasonally adjusted\n", " vac_1 = fp.series('M0882AUSM349NNBR').data\n", "\n", " # temp_series = pd.Series(vac_1.data,index=pd.to_datetime(vac_1.dates))\n", "\n", " # Run x13_arima_analysis to obtain SA vacancy rate data.\n", " x13results = sm.tsa.x13.x13_arima_analysis(endog = vac_1,x12path=XPATH, outlier=False,print_stdout=True)\n", "\n", " vac_1 = pd.Series(x13results.seasadj.values,index=vac_1.index)\n", " vac_1 = vac_1[(vac_1.index>=pd.to_datetime('04-01-1929')) ]\n", "\n", " # Export the series to txt\n", " vac_1.to_csv('../txt/vacancies_1929-1960.txt',sep='\\t')\n", " \n", "else:\n", " \n", " vac_1 = pd.read_csv('../txt/vacancies_1929-1960.txt',sep='\\t',index_col=0,parse_dates=True)['0']" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "HWI_index.txt is no longer available at given URL\n" ] } ], "source": [ "# Composite help-wanted index from Regis Barnichon's site: https://sites.google.com/site/regisbarnichon;\n", "# Seasonally adjusted\n", "\n", "# Import data from Regis Barnichon's site\n", "dls = 'https://sites.google.com/site/regisbarnichon/cv/HWI_index.txt?attredirects=0'\n", "try:\n", " urllib.urlretrieve(dls, '../txt/HWI_index.txt')\n", "except:\n", " try:\n", " urllib.request.urlretrieve(dls, '../txt/HWI_index.txt')\n", " except:\n", " print('HWI_index.txt is no longer available at given URL')\n", "\n", "vac_2 = pd.read_csv('../txt/HWI_index.txt',delimiter='\\t',skiprows=6)\n", "vac_2.columns = ['Date','composite HWI']\n", "\n", "# Manage dates\n", "dates = []\n", "for d in vac_2['Date']:\n", " dates.append(d[-2:]+'-01-'+d[0:4])\n", "\n", "vac_2 = pd.Series(vac_2['composite HWI'].values,index = pd.to_datetime(dates))\n", "\n", "# Compute a scaling factor to ensure that the January 1, 1960 values of the first vacancy series match \n", "# the second.\n", "scaling = vac_1.loc['01-01-1960']/vac_2.loc['1960-01-01']\n", "vac_2 = scaling* vac_2" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# Job Openings and Labor Turnover Survey (JOLTS) : December 1, 2000 to present\n", "# Seasonally adjusted\n", "\n", "vac_3 = fp.series('JTSJOL').data\n", "\n", "# Compute a scaling factor to ensure that the December 1, 2000 values of the first vacancy series match \n", "# the second.\n", "scaling = vac_2.loc['12-01-2000']/vac_3.loc['12-01-2000']\n", "vac_3 = scaling* vac_3" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Truncate each series\n", "vac_1 = vac_1.loc[:'12-01-1959']\n", "vac_2 = vac_2.loc['01-01-1960':'12-01-2000']\n", "vac_3 = vac_3.loc['01-01-2001':]\n", "\n", "# Plot the three truncated and scaled series to verify that they line up\n", "fig = plt.figure()\n", "ax = fig.add_subplot(1,1,1)\n", "ax.plot(vac_1,'-',lw=3,alpha = 0.65)\n", "ax.plot(vac_2,'-',lw=3,alpha = 0.65)\n", "ax.plot(vac_3,'-',lw=3,alpha = 0.65)\n", "ax.set_title('Vacancies (unscaled)')\n", "ax.grid()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create the vacancy series\n", "vacancy_series_unscaled = pd.concat([vac_1,vac_2]).sort_index()\n", "vacancy_series_unscaled = pd.concat([vacancy_series_unscaled,vac_3]).sort_index()\n", "\n", "# plot the series and save the figure\n", "fig = plt.figure()\n", "ax = fig.add_subplot(1,1,1)\n", "ax.plot_date(vacancy_series_unscaled.index,vacancy_series_unscaled.values,'-',lw=3,alpha = 0.65)\n", "ax.set_title('Vacancies (unscaled)')\n", "ax.grid()\n", "\n", "fig.tight_layout()\n", "plt.savefig('../png/fig_data_vacancies.png',bbox_inches='tight',dpi=120)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Labor force data\n", "\n", "Next, construct monthly labor force data for the United States from April 1929 by concatenating two series:\n", "1. Civilian labor force for the United States from January 1948 to the most recent date available. FRED series ID: CLF16OV.\n", "2. Historical national population estimates from Population Estimates Program, Population Division, U.S. Census Bureau. The source data are annual from July 1, 1900 to July 1, 1999 and not seasonally adjusted. Extend the data to monthly frequency by linear interpolation and discard observations before April 1929 and after January 1948. Then scale this series so that its value in January 1948 equals the value of the civilian labor force series for the same date." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# Civilian labor force over 16 years of age in thousands of persons: January 1948 to present;\n", "# Seasonally adjusted\n", "lf_1 = fp.series('CLF16OV')\n", "lf_1 = lf_1.window(['01-01-1800','06-01-2216']).data" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# Historical National Population Estimates: July 1, 1900 to July 1, 1999\n", "# Source: Population Estimates Program, Population Division, U.S. Census Bureau\n", "# Annual, Not seasonally adjusted\n", "\n", "# Retrieve data from Census\n", "dls = 'http://www.census.gov/popest/data/national/totals/pre-1980/tables/popclockest.txt'\n", "dls = 'https://www.census.gov/population/estimates/nation/popclockest.txt'\n", "dls = 'https://www2.census.gov/programs-surveys/popest/tables/1900-1980/national/totals/popclockest.txt'\n", "\n", "try:\n", " urllib.urlretrieve(dls, '../txt/popclockest.txt')\n", "except:\n", " try:\n", " urllib.request.urlretrieve(dls, '../txt/popclockest.txt')\n", " except:\n", " print('popclockest.txt is no longer available at given URL')\n", "\n", "# Import data and edit file\n", "with open('../txt/popclockest.txt','r') as newfile:\n", " lines = newfile.readlines()\n", " \n", "# Remove leading and trailing whitespace and overwrite spaces in with tabs in lines\n", "newlines = []\n", "for i,line in enumerate(lines):\n", " \n", " newline = line.rstrip().lstrip()\n", " newline = newline.replace(' ','\\t')\n", " newline = newline.replace(' ','\\t')\n", " newline = newline.replace(' ','\\t')\n", " newline = newline+'\\n'\n", " newlines.append(newline)\n", "\n", "# Collect the population and date information\n", "pop = []\n", "dates=[]\n", "for i,line in enumerate(newlines[9:]):\n", " \n", " if len(line.split('\\t'))==4:\n", " line_split = line.split('\\t')\n", " dates.append(line_split[0])\n", " pop.append(float(line_split[1].replace(',','')))\n", "\n", "# Form the series\n", "lf_2 = pd.Series(pop,index = pd.to_datetime(dates))\n", "\n", "# Resample data as monthly and interpolate\n", "lf_2 = lf_2.sort_index()\n", "lf_2 = lf_2.resample('M').mean().interpolate()\n", "\n", "# Set dates to begining of month instead of middle\n", "lf_2.index = lf_2.index + pd.offsets.MonthBegin(0)\n", "\n", "# Compute a scaling factor to ensure that the Jaunary 1, 1948 values of the first LF series match \n", "# the second.\n", "scaling = lf_1.iloc[0]/lf_2[lf_2.index==pd.to_datetime('1948-01-01')].values[0]\n", "lf_2 = scaling*lf_2[(lf_2.index>=pd.to_datetime('1929-04-01')) & (lf_2.index" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the two truncated and scaled series to verify that they line up\n", "fig = plt.figure()\n", "ax = fig.add_subplot(1,1,1)\n", "ax.plot(lf_2,'-',lw=3,alpha = 0.65)\n", "ax.plot(lf_1,'-',lw=3,alpha = 0.65)\n", "ax.set_title('Labor force')\n", "ax.grid()\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnMAAAHTCAYAAABMRJ59AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAAxOAAAMTgF/d4wjAABwS0lEQVR4nO3deVwV9f7H8ReigopKBoq7oletLPelTHNN8+aapqZlbtniitUVLM2ykpZrmC20YLnkj0oLy5SsNCvFNBUrRXJfCdQQNxRhfn/M5eiRAxzgnDlz5vt5Ph48kplhzufN2L2fZr7f7/homqYhhBBCCCG8UilPFyCEEEIIIYpPmjkhhBBCCC8mzZwQQgghhBeTZk4IIYQQwotJMyeEEEII4cWkmRNCCCGE8GLSzAkhhBBCeDFp5oQQpvPRRx/h4+PD3r17S3yuzp07c+edd7qgquI5f/48Dz74IFWrVsXHx4cpU6Z4rBYhhDWV9nQBQghhZQsWLGDZsmXExMTQqFEjqlev7umShBAWI82cEEKUgKZpXLp0CX9/f4f7d+/eTY0aNXjooYdc8nkXL16kXLlyLjmXEMIa5DGrEMIr/fTTT/Tv35+aNWtSrlw5mjRpwsyZM7l06ZLD47/++mtuu+02/P39uemmm/jss8/yHPPtt99y++23U65cOQIDAxk4cCB//fWX3TG5j21XrlxJs2bN8PPz4//+7/8cfqaPjw8ff/wxR44cwcfHBx8fHw4ePAjAX3/9xcCBAwkMDKRcuXLcfvvtfPvtt3Y//9xzz+Hj48Pvv/9O9+7dqVChAo899higP76dPn06DRo0wM/Pj5CQEO677z7+/vtv288fOHCA4cOHExwcjJ+fH82bN+eLL75w+ncshPAO0swJIbzSgQMHaNu2Le+++y5r1qzhySefZOnSpYwePTrPsXv37uWJJ55g6tSpLF++nAYNGjBkyBB+/PFH2zHffvstvXv3plKlSsTGxvL222+zc+dOOnTowIkTJ+zOl5ycTFhYGGFhYaxevZp27do5rHHTpk307NmTkJAQNm3axKZNm6hevTonTpygQ4cOJCYm8tZbb/Hpp59SuXJlevfunaehAxgwYAA9evTgq6++YuzYsWRlZdGjRw8WLFjAqFGj+Prrr1mwYAFVqlThn3/+AeDIkSO0a9eOxMRE5s2bx8qVK2nZsiX33XcfK1euLMmvXghhNpoQQpjMwoULNUD766+/nP6ZrKwsbcOGDVqpUqW0kydP2rbfddddGqBt2rTJtu3KlSta48aNtY4dO9q2tW7dWvvXv/6lXblyxbZt//79WunSpbVp06bZnc/Hx0dLTEx0qq7hw4drdevWtdv25JNPaqVLl9b27dtnV1OjRo20Vq1a2bbNmjVLA7Q333zT7udjYmI0QPvqq6/y/dzRo0drQUFBdr8LTdO07t27a7fddptTtQshvIPcmRNCeKWzZ88SHh5Ow4YN8ff3p0yZMnTq1ImcnJw8j0Zr165N+/btbd/7+voyePBgNm/eTE5ODufPn+e3335jyJAh+Pr62o6rX78+HTp0YP369Xbnq1+/Prfddluxa9+wYQPt27cnNDTUrqZhw4axbds2zp49a3d8v3797L7/9ttvCQkJ4d577833M9asWUPv3r2pXLkyV65csX317NmTnTt3kpGRUez6hRDmIhMghBBeadSoUfz000/MnDmTpk2bUqFCBY4cOcLAgQPJzMy0O7ZatWp5fr5atWpcvnyZtLQ0srKy0DSNkJCQPMeFhISwefPmPNtK4tSpU7Ro0cLhZ2maxunTp6lYsWK+n3fy5Elq1qxZ4GekpqayaNEiFi1alG8NlSpVKkb1QgizkWZOCOF1MjMz+fLLL/nwww8ZOXKkbfuZM2ccHn/tpIBrt5UtW5bg4GAuXryIj48PKSkpeY5LSUnhxhtvtNvm4+NTovpvvPHGfD/Lx8eHKlWqFPh5QUFB/PHHH4V+RseOHfnPf/7jcH+NGjWKWLUQwqzkMasQwutcvnyZ7Oxs/Pz87La///77Do8/cuQICQkJtu+zs7P57LPPaNu2LaVKlaJChQq0bt2azz77jOzsbNtxhw4dYuPGjXTu3Nml9d91110kJCTYZrbm1hQbG0vLli3t7so5cvfdd5OSksLXX3+d7zG9evVi586d3HLLLbRu3TrP1/W/OyGE95I7c0II01qzZk2eR4yBgYF0796dO+64g+nTpwNQuXJlli1bxtatWx2ep1q1agwZMoTZs2cTHBzMO++8Q3JyMu+8847tmDlz5nDPPfdw77338vjjj3Pu3DlmzZpFYGAg06ZNc2muqVOn8tFHH9GjRw9mz55NpUqVePvtt/nrr7/45ptvCv35ESNG8P777zN06FDCw8Np164dZ8+eJT4+nilTptCkSROef/552rZtS6dOnZgwYQL16tXjn3/+4Y8//uDQoUP5Nr5CCC/k6RkYQghxvdzZrI6+mjVrpmmaph08eFC79957tUqVKmlVqlTRHnroIW3r1q0aoK1bt852rrvuukvr0KGDFhcXp91yyy1a2bJltUaNGmn/93//l+dz16xZo7Vv317z8/PTKlWqpPXv319LTk62Oyb3fM5yNJtV0zQtOTlZ69+/v1apUiXNz89Pa9++vRYfH293TO5s1qysrDw/f/bsWe3JJ5/U6tSpo5UpU0YLCQnR7rvvPu3vv/+2HXPkyBFtzJgxWo0aNWzHdO/eXVu6dKnT9QshzM9H0zTN6AZyxYoVvPXWW2zdupWMjAyysrIoXfrqTcKVK1cya9Ys9uzZQ5UqVRg0aBCRkZF2jwXmzp3L/PnzSU9Pp3v37rz33nslHpQshBBCCOFtPDJm7sKFC3Tt2tX2iORa+/btY9CgQQwdOpQ///yTxYsXs3z5cl544QXbMQsXLmTOnDksWLCAjRs3kpGRwZAhQ4yMIIQQQghhCh65M5dr/fr1dOnSxe7O3Geffca4ceNIT0+3HTdt2jT+/PNP1qxZA0DLli255557ePHFFwHYv38/DRo0YPv27TRv3tzoGEIIIYQQHmO62aytWrXi4sWLLF++HE3TOHLkCGvWrOHuu+8G4NKlSyQmJtK1a1fbz4SGhlKvXr08a0EJIYQQQlid6WazhoaG8tVXXzF06FCGDh3KlStXeOSRRwgLCwP0hS5zcnKoWrWq3c8FBweTmprq8Jw5OTkcP36cihUrlnh9KCGEEEIIo2iaxtmzZ6lRowalSjm+B2e6Zu748eM89thjTJs2jT59+nDo0CEmTZrEK6+8wtNPP01xngofP36c2rVru6FaIYQQQgj3O3LkCLVq1XK4z3TN3Ntvv03dunWZMWMGALfddhtnz55l4sSJPP300wQFBVGqVKk8d+HS0tLy3K3LlbsA55EjR2yvr4mIiOCll15yYxJzUCUnqJNVclqLKjlBnayS03o8mTUjI4PatWsXuJi46Zq5Cxcu2L3oGqBUqVK2O3J+fn40a9aMdevW0a1bNwAOHDjAwYMHadeuncNz5j5arVSpkq2Z+/XXX5V4L6EqOUGdrJLTWlTJCepklZzWY4asBQ0T80gzd/r0aQ4fPszevXsBSExMxNfXl4YNG9K7d2+ioqKIioqyPWadNWsW9957r+3nJ0yYwOTJk2nVqhWhoaFMnTqVjh07Fmkmq6OXXFuRKjlBnayS01pUyQnqZJWc1mP2rB5p5lauXMmoUaNs37du3RqAdevW0b17d2JiYnjttdcIDw+nSpUq9OnTh7lz59qOHz16NH///TePP/64bdHgor6aZuDAga4JY3Kq5AR1skpOa1ElJ6iTVXJaj9mzenSdOaNkZGRQuXJlzpw54/HbpEIIIYQQznKmhzHdOnNGiY+P93QJhlAlJ6iTVXJaiyo5QZ2sktN6zJ5V2Wbu2jdMWJkqOUGdrJLTWlTJCepklZzWY/as8phVCCGEEMKk5DGrEEIIIYTFKdvMZWZmeroEQ6iSE9TJKjmtRZWcoE5WyWk9Zs+qbDMXERHh6RIMoUpOUCer5LQWVXKCOlklp/WYPauyY+YyMzPx9/f3cGXup0pOUCer5LQWVXKCOlklp/V4MquMmSuAKn8BVckJ6mSVnNaiSk5QJ6vktB6zZ1W2mRNCCCGEsAJlm7nY2FhPl2AIVXKCOlklp7WokhPUySo5rcfsWZVt5gIDAz1dgiFUyQnqZJWc1qJKTlAnq+S0HrNnVXYChBBCCCGE2ckECCGEEEIIi1O2mUtJSfF0CYZQJSeok1VyWosqOUGdrJLTesyeVdlmLioqytMlGEKVnKBOVslpLarkBHWySk7rMXtWGTMnhBBCCGFSMmZOCCGEEMLipJkTQgghhPBiyjZz0dHRni7BEKrkBHWySk5rUSUnqJNVclqP0Vmzs2HzZlixAo4fL/z40u4vyZyaNWvm6RIMoUpOUCer5LQWVXKCOlklp/UYmfXiRZg5E44d07/Pyir8Z2QChBBCCCGECVy6BNOmwenTV7dlZWXw+ecyAUIIIYQQwvR27LBv5JylbDOXlJTk6RIMoUpOUCer5LQWVXKCOlklp/UYlfXgweL9nLLNXFxcnKdLMIQqOUGdrJLTWlTJCepklZzWY1RWZ8bHOSJj5oQQQgghTODdd2HDBvttMmZOCCGEEMILaBr8+qv9tgYNYM6cwn9W2aVJhBBCCCHM4MIFeOUVyMy03x4YCNWrF/7zyt6Zi4yM9HQJhlAlJ6iTVXJaiyo5QZ2sktN6XJ01LQ1iY+GTT+DIEZg+HZKT8x5XsaJz51P2zly/fv08XYIhVMkJ6mSVnNaiSk5QJ6vktB5XZk1Kguefv/r911/nf+yNNzp3TpkAIYQQQghhgN274YUXnDvWxwfmzoXKlQvvYZR9zCqEEEIIYaQvv3TuOB8fGDkSatd27nhlm7mEhARPl2AIVXKCOlklp7WokhPUySo5rccVWTduhN9/L/iYKlXgmWfgrbfg7rudP7eyzVxiYqKnSzCEKjlBnayS01pUyQnqZJWc1lPSrLGxsGBBwcf4+OiPYG++WZ/FWhQyZk4IIYQQwk2OHYOnnsp/f/ny0Ls3DBigN3TXc6aHUXY2qxBCCCGEuzmarVq2LEyaBM2aQXa2/n1JSDMnhBBCCOEGly7pY+Wu9+KLULOm/mdf35J/jrJj5sLDwz1dgiFUyQnqZJWc1qJKTlAnq+S0nuJmPXoUsrLstz366NVGzlWUHTOXkpJCSEiIhytzP1VygjpZJae1qJIT1MkqOa1B02DLFjh3DurUSaFhw6JlvXxZn/Swdav99jfegKpVnT+PM2PmlG3mhBBCCCEcycrS35X6559Xt02aBO3bF/6zmgabNjmevernBzExjic65EcmQAghhBBCFIGmwfz59o0c6Nv+9a+CX7F16BAU9EQ2NLRojZyzlB0zFx8f7+kSDKFKTlAnq+S0FlVygjpZJad327kTfvvNftuJE3rW6xu8a2Vn6xMbCnLbbSUsLh/K3plLT0/3dAmGUCUnqJNVclqLKjlBnayS0/tomv6VlQWLFuXdf/lyOgBnzuR/jh9+0MfX5cffHzp2LFmd+ZExc0IIIYRQ1okT+qSEI0cKP/bee+GBBxzve+opfYFgR0JC9DF39eoVvT4ZMyeEEEIIkQ9N09+D6kwjB5CR4Xh7VhYcP+543wMP6E2gOyk7Zi4zM9PTJRhClZygTlbJaS2q5AR1skpO73DhArz9NuzfX/ix2dl61vyaub//1hvDaz3wAHzyifsbOVC4mYuIiPB0CYZQJSeok1VyWosqOUGdrJLT/FJSYNo0+OWXgo+rW1f/Z2KinvXsWcfHXT9hAuDWW0tQYBEpO2YuMzMTf39/D1fmfqrkBHWySk5rUSUnqJNVcppXdrb+rtTY2MKPbdMGKlSA9ev1O3O+vv5Urw6vv25/nKbBxIlw+vTVbb6+8MEH+rpyJeXMmDll78x521/A4lIlJ6iTVXJaiyo5QZ2sktO8vvvOuUauaVMYOxbKlNG/9/XVs165Yn/c6dMwbpx9Iwdw++2uaeSc5ZFmbsWKFXTr1o3KlSvj4+PDlet+O1euXGHWrFnUqVMHPz8/GjVqxNq1a+2OmTt3LjVq1KB8+fL07duXlJQUIyMIIYQQwkvs2gUzZsDHH+d/TKlS+tsZoqIgIgIqVrzazOW6eBE2bICfftLH3L37rv7P6xkxTu5aHmnmLly4QNeuXZk+fbrD/ePHj+eLL77ggw8+YM+ePXzwwQdUr17dtn/hwoXMmTOHBQsWsHHjRjIyMhgyZEiRaoh1pjW3AFVygjpZJae1qJIT1MkqOc3l4kW9QTtwoODjHnhAXwsuOPjqttL/W/Pj0CE967lzegP3zjv6nbs//sh7ntBQqF3bRcU7ySNLk4wYMQKA9evX59n3+++/s2jRIpKSkmjQoAEA9a5bmOXNN99k8uTJDBw4EICYmBgaNGjAjh07aN68uVM1BAYGFrd8r6JKTlAnq+S0FlVygjpZJad57N0LM2cWfEyVKvo7V++5J+++3GaubNlApz9z3Dj3vLKrIB6dALF+/Xq6dOlCVlYWpf/3G5s7dy4fffQRI0eO5O2336Z8+fI88MADPPPMM/j6+nLp0iXKly/Pt99+S7du3Wznql+/PtOnT2f8+PF5PkcWDRZCCCHUsmMHvPJKwce88QZUrZr//rg458bY5Zo/H4KCnD/eGV65aPDBgwc5cOAA3377LZ9//jnHjx9n/PjxlClThoiICE6dOkVOTg5Vr/vtBwcHk5qa6qGqhRBCCOFpFy7A99/Dzz8XvhDwzTcX3MjB1TtzznjuOdc3cs4y3WzWnJwcLl++zEcffUS7du0YMGAAM2bM4MMPPwTAVTcSVZkwoUpOUCer5LQWVXKCOlklp/GysyE9HWbNgmXLnHujw0MPFX5M7gSIixcLznrPPdCoUeHncxfTNXPVqlXDz8+Purkr9QGNGzfm6NGjAAQFBVGqVKk8d+HS0tLy3K273uDBgwkLCyMsLIwJEyYQFhZmt4J1bGws8fHxtu9TUlIIDw+3O0d0dDQJCQm275OSkoiMjLQ7JjIykqSkJNv3CQkJREdH2x0THh5u9y9CfHy83WDSzMxMl9Q3c+ZMU9fnyt/fo48+aur6XPX7e/rpp01dn6t+fy+++KKp63PV7y8qKsrU9V2rpPXlZjVrfblKWl9UVJSp6wPX/P6ioqJMUV9yMkyeDI8/DmvXRpKRcfX3d/JkAnv32teXlBTOs8+mUKdO4fXl3pnbsuVRTpy4Wt/Fiyns2KHX1749jBjh2uu7bNkyW78yfPhwCmO6MXOrVq3i3nvv5ciRI9SqVQuABQsW8MYbb7B3714AWrZsSe/evZkzZw4ABw4cIDQ0lO3btzucACFj5oQQQghr+s9/Cr8TV66c/hi0qLNMf/pJn7l6vd699X/+61/64sKl3HhrzLRj5k6fPs3hw4dtzVliYiK+vr40bNiQnj17ctNNNzFu3Dhee+01Tpw4wcsvv8zkyZNtPz9hwgQmT55Mq1atCA0NZerUqXTs2NHpmaxCCCGE8H4nThTeyPXtC0OGFG+GaX5j5gYOhPLli34+d/FIM7dy5UpGjRpl+75169YArFu3js6dO7Nq1Soee+wx2rRpQ9WqVRk/fjzTpk2zHT969Gj+/vtvHn/8cdLT0+nevTvvv/++4TmEEEII4Tk//JD/vilToEWLvAv/FkV+zVy5csU/pzt4ZMzcww8/jKZpeb46d+4M6MuMrFmzhgsXLnDw4EFmzpyJr6+v3TnCw8M5ceIEFy9e5KuvviIkJKRINVz/jNqqVMkJ6mSVnNaiSk5QJ6vkdB9Ng5074fPPYdMmWL067zEBARAZCW3blqyRg6s/f/24O6PXkSuM6ZYmMUqzZs08XYIhVMkJ6mSVnNaiSk5QJ6vkdJ9ffoG3385/f/Xq+mu7qlRxzefl3pkLDLya9bp7S6bg0QkQRpEJEEIIIYT30jRYtw4++CD/YwID9dd2lfRu3LX27IHZs+23VawIRt6UdKaHMd3SJEIIIYQQ1/rxx4IbOXDNY9XrORozZ6aJD7mUbeauXefFylTJCepklZzWokpOUCer5HSt7dvhvfcKP+6aN3y6TG4zd+3adRUquP5zSkrZZi4uLs7TJRhClZygTlbJaS2q5AR1skrOktE0WL8eXn0VHnhA/2dhWrQo+hpyzsid6HD06NWsZrwzJ2PmhBBCCGGotDR46y04fFi/+6VpkJOj7wsM1NePc5avrz6uLTTU9XUePQrXvHQHgF69nHsVmKuYdtFgIYQQQqhp2zZ47bX891+8WPg5+veHBg3g4EFo2RLq13dVdfZq1oSgIDh5Uv++VCno08c9n1US0swJIYQQwo6mwb59cOWK/soqVyzHkZEB778Pv/1WsvO88gr8722ftGpV8roK4uOjv/f1o4/0JnPgQLjhBvd+ZnEoO2bu+pffWpUqOUGdrJLTWlTJCepk9fac587B8OEwcyY8/zw8+KA+du3xx/Vtycn6cc88E8ny5bBhA2Rl5X8+TYOVK+HRR0vWyI0cCUuXXm3kjNKgAQQERPLaa3DHHcZ+trOUvTPXr18/T5dgCFVygjpZJae1qJIT1MnqzTm3bIF58xzvS0/Xv+bO1ceRJSf3Y/9+fd++fXqzdfky+Ptf/ZnMTPjsM8dvaiiKF17QmypPMfs1lQkQQgghhMIuX4a4OPjiC9ecr3t3GDUKvv8eYmJKdq5774UePSA42DW1eSOZACGEEEKIfF24oM8EPXLEdef87jt9YsLevQUfFxAAI0bob1kICoKkJPj996v7o6LUbuKKQtkxcwkJCZ4uwRCq5AR1skpOa1ElJ6iT1ew5MzL0cXGaBuPGFb+RO3ky/5wFNXJBQTB+vD6RoVMnvYYBAyAsDO67D7p2hTlzzNXImf2aKtvMJSYmeroEQ6iSE9TJKjmtRZWcoE5Ws+bUNHj3XX0iwiOP6JMcChpo1bEj3Hhj/vvT04uec9QomD8f7rpLX0/uWn5+ejM3dqx71owrCbNe01wyZk4IIYRQwC+/6Av1OqNsWfjwQ31JksxMffFcTYNZs4r/+WPH6nfdRNE408Moe2dOCCGEUIWmwTffOHfs4MFXGznQZ6c2bKivNzdpUt7jg4P1u2r5KV8e3n5bGjl3kgkQQgghhMXt2QMHDhR+3NKlV99H6ki7dnDbbbBzp/79iBHQu7f+5xMn9MV19+3TJ1bUqAHVq0PfvnkfqQrXUvbOXHh4uKdLMIQqOUGdrJLTWlTJCepkNVvOjAx98d+CVKkCCxcW3MiBvv8//9HXfQsODrc1cqA3buHh8MEH8Mkn+iu7pk3T7+h5O7Nd0+spO2YuJSWFkJAQD1fmfqrkBHWySk5rUSUnqJPVTDkzM2H06IKPGTtWn+xQpkzRzm2mnO7myazOjJlTtpkTQgghrEzT9OU/HE3EHD0a6tSBunULHu8mPE8WDRZCCCEUlJ2tL7rrqJG74Qbo1q3wR6rCeyg7Zi4+Pt7TJRhClZygTlbJaS2q5AR1spoh5zffwNatjvdFRrqmkTNDTqOYPauyd+bS09M9XYIhVMkJ6mSVnNaiSk5QJ6snc6am6jNSt2zJuy8gQF8ipLSL/p9flesJ5s8qY+aEEEIICzh5EmbMgLNn8+5r1AimT9fXjBPeRcbMCSGEEAo4d87xgr6gz1KdNEkaOStTdsxcZmamp0swhCo5QZ2sktNaVMkJ6mQ1OmdOjj4OzpFSpfSZq1WquP5zVbmeYP6syjZzERERni7BEKrkBHWySk5rUSUnqJPV6JxbtuhvXbhemzbw8sv6S+3dQZXrCebPquyYuczMTPwVuOesSk5QJ6vktBZVcoI6WY3KqWn6a7ocvd2haVP9bQzuXH5ElesJns0qY+YKoMpfQFVygjpZJae1qJIT1MlqVM4vv4TPPnO8b9o0968jp8r1BPNnVbaZE0IIIbzRwYP6u1EvXnS8f+JEeauDapQdMxcbG+vpEgyhSk5QJ6vktBZVcoI6WV2ZMzMTLl+++v358/pkh/waubJloV07l318gVS5nmD+rMremQsMDPR0CYZQJSeok1VyWosqOUGdrK7KuWIFxMVBVpZzx/v7w4IF+gxWI6hyPcH8WZWdACGEEEKY1b598Oyzzh/frBlMnixryVmRTIAQQgghvExOTtEauebNISzMda/pEt5H2TFzKSkpni7BEKrkBHWySk5rUSUnqJO1JDmzs2HMGOeO9ffXx889/bRnGjlVrieYP6uyzVxUVJSnSzCEKjlBnayS01pUyQnqZC1uzs2b4cEH4dIl545/6SWoXbtYH+USqlxPMH9WGTMnhBBCeNi2bfDaa/nvL11af6PDHXdArVpQrZpxtQnPkjFzQgghhIlpGnzxBXz+ef7HvPwy1KwpY+JE/uSvhhBCCOEBycnw3HMFHzNiBNSta0g5wospO2YuOjra0yUYQpWcoE5WyWktquQEdbIWllPT4IcfCm/kfHygVSvX1eVqqlxPMH9WZe/MNWvWzNMlGEKVnKBOVslpLarkBHWyXp/z/HmYNw927YJbbtHf6rBvX8HnKFUKBg4099g4Va4nmD+rTIAQQggh3CQrC0aP1pccccZNN8GAAfokB5O/dEAYRCZACCGEEB70yy/ON3Lvvgtyv0EUh7Jj5pKSkjxdgiFUyQnqZJWc1qJKTlAn66ZNSWzeDP/8A7/+6tzP3Huv9zVyqlxPMH9WZZu5uLg4T5dgCFVygjpZJae1qJIT1Mi6ejU89lgcUVHwxBOwY0fhP/Pww3Dffe6uzPVUuJ65zJ5VxswJIYQQLvDTT/DOO84fX6YMvP02VKjgvpqE95Mxc0IIIYQBsrJg6dKCj6lfX183LjkZKleGtm2hfHlj6hPWJs2cEEIIUUKHDkFGRv77y5SBRx7RFwC+6Sbj6hJq8MiYuRUrVtCtWzcqV66Mj48PV65ccXjc1q1bKVOmDHfeeWeefXPnzqVGjRqUL1+evn37kpKSUqQaIiMji1W7t1ElJ6iTVXJaiyo5wdpZz569+uddu/LmfOEF673JwcrX83pmz+qRZu7ChQt07dqV6dOn53vMxYsXGTlyJJ07d86zb+HChcyZM4cFCxawceNGMjIyGDJkSJFq6NevX1HL9kqq5AR1skpOa1ElJ1g767XNXK1aes4HH4Rp02DxYqhTx0OFuZGVr+f1zJ7VoxMg1q9fT5cuXcjKyqL0dW8QnjRpEmXKlKFixYp89913/Pzzz7Z9LVu25J577uHFF18EYP/+/TRo0IDt27fTvHnzPJ8jEyCEEEK409dfwyefXP3exwcWLQJfX8/VJKzBmR7GlEuTfP/996xdu9bWrF3r0qVLJCYm0rVrV9u20NBQ6tWrx+bNm40sUwghhADs78yBPkNVGjlhFNM1c2fOnGHs2LEsXLgQf3//PPtPnTpFTk4OVatWtdseHBxMamqq05+TkJBQ4lq9gSo5QZ2sktNaVMkJ1s2qaXD06NXvT55MoGJFz9VjFKteT0fMntV0zdykSZMYMmQI7du3d7jfVU+FExMTXXIes1MlJ6iTVXJaiyo5wZpZL1yA55+H7duvbktPT+SGGzxXk1GseD3zY/aspmvmfvzxR1577TVKly5N6dKlef755/nll18oXbo0e/bsISgoiFKlSuW5C5eWlpbnbt31Bg8eTFhYGGFhYdSoUYOwsDAyMzNt+2NjY4mPj7d9n5KSQnh4uN05oqOj7Tr0pKSkPLNcIiMj7V79kZCQQHR0tN0x4eHhdjNw4+PjiY2NtX2fmZnpkvruuusuU9fnyt9f4DVvpTZjfa76/TVr1szU9bnq93ftgGMz1ueq39/48eNNXd+1Slpfblaz1pfLmfoeeyyMH3/MZOpU2LMHDh2K5cQJvb6GDcdz883e8fevJPWNHz/e1PWB635/gYGBhta3bNkyW78yfPhwCmO6CRDJyclcvnzZdszbb79NQkICixYtolGjRpQtW5aWLVvSu3dv5syZA8CBAwcIDQ2VCRBCCCHc7vvv4cMP89/fqhVMnQqlTHe7RHgj074B4vTp0xw+fJi9e/cC+u1LX19fGjZsSKNGjeyOrVq1KuXLl6dp06a2bRMmTGDy5Mm0atWK0NBQpk6dSseOHR02ckIIIYSrpKcX3Mg1aAATJkgjJ4zlkb9uK1eupEWLFowbNw6A1q1b06JFC7Zu3erUz48ePZqIiAgef/xx2rdvT4UKFfj000+LVMP1t0etSpWcoE5WyWktquQE78/6++/w+OP572/VCv7zH3juOe/O6Sxvv55FYfasHn3MahRHtyhTUlIICQnxcGXup0pOUCer5LQWVXKCd2fVNH0B4PxeNjRmDHTrpv/Zm3MWhSo5wbNZnXnMqmwzJ4QQQjjrm29gyRLH+x59FDp1MrYeoQ7TjpkTQgghzG7vXvi//4Nduxzvb9IEnn1Wf9uDEJ6k7BDNa6cYW5kqOUGdrJLTWlTJCd6Vde1amDkz/0YOYMYMx42cN+UsCVVygvmzKntnLj093dMlGEKVnKBOVslpLarkBO/ImpUF774LmzYVfNzQofm/rssbcrqCKjnB/FllzJwQQgiB3si9+ir88UfBx02dCm3aGFOTEDJmTgghhHBCejpERsKhQ/kf06kTjBoFfn6GlSWEU5Rt5jIzM/H39/d0GW6nSk5QJ6vktBZVcoJ5s2pawevHPfQQ9Orl/PnMmtPVVMkJ5s+q7ASIiIgIT5dgCFVygjpZJae1qJITzJt1xQrH2+vU0cfPFaWRA/PmdDVVcoL5syo7Zs7sXbarqJIT1MkqOa1FlZxgzqyrV8PixXm333wzTJ8OpYvx/MqMOd1BlZzg2azOjJlT9s6cKn8BVckJ6mSVnNaiSk4wX9aTJx03cgCTJhWvkQPz5XQXVXKC+bMq28wJIYRQV0aG3rA5MmUKyMIHwpso28zFxsZ6ugRDqJIT1MkqOa1FlZxgrqwxMY63v/IKtG1bsnObKac7qZITzJ9V2WYuMDDQ0yUYQpWcoE5WyWktquQE82Q9cAB+/TXv9j59oFatkp/fLDndTZWcYP6syk6AEEIIoZ6sLIiIgGPH8u6bNw+qVTO+JiEKIosGCyGEUNrly/D33xAUBD/9BB995Pi4kSOlkRPeS9nHrCkpKZ4uwRCq5AR1skpOa1ElJxifdc8eGDcO/vMfGDMm/0buoYegZ0/Xfa4q11SVnGD+rMo2c1FRUZ4uwRCq5AR1skpOa1ElJxib9a+/YPZs/bFqQYYMKfqiwIVR5ZqqkhPMn1XGzAkhhLCMrCz9rQ2bNhV+bHAw/Pe/4Ovr/rqEKC5ZNFgIIYRSli1zrpELCICpU6WRE9YgEyCEEEJYQnIyrFlT+HFTpkDTplC+vNtLEsIQyt6Zi46O9nQJhlAlJ6iTVXJaiyo5wT1ZNQ22b4fnn4fnniv42DvvhKVL9UWB3dnIqXJNVckJ5s+q7J25Zs2aeboEQ6iSE9TJKjmtRZWc4J6sMTHw/feO91Wpoo+J27NH/3ONGuDj4/IS8lDlmqqSE8yfVSZACCGE8Eqpqfoj0/w8+ih06mRYOUK4hVsnQPzzzz98/vnnJCYmFrtAIYQQojjS0uCNN/LfX6FCyd+xKoS3cLqZ69OnD/Pnzwfg/PnztGrVinHjxtGmTRuWLl3qtgLdJSkpydMlGEKVnKBOVslpLarkBNdkzcmBt96CyZPh4MH8j5s8Gfz9S/xxxaLKNVUlJ5g/q9PNXEJCAl27dgXgs88+o0KFCqSmprJw4UJefvlltxXoLnFxcZ4uwRCq5AR1skpOa1ElJ7gm62efwS+/5L9/9mxYskSfreopqlxTVXKC+bM6PWaufPny7Nmzh9q1azNs2DCaNGnCrFmzOHz4ME2aNOHChQvurrXYZMycEEJ4pxMnYPduqFxZn7zw2muOj/P3h5degpAQY+sTwt2c6WGcns3apEkT4uLiGDBgAKtXryYsLAzQ31cWGBjokoKFEEKIXMuX61/OGD9eGjmhLqcfs0ZGRvLMM89Qp04devfuTZs2bQBYuXIlbWWUqRBCCBf67TfnG7mHHoJ27dxbjxBm5nQz16NHD06dOkVaWhqffPKJbfvYsWN577333FKcO0VGRnq6BEOokhPUySo5rUWVnOB81qws+L//K/y4m2/WFwHu1auEhbmYKtdUlZxg/qxFWjTY19eXKlWqoGkauUPt6tSp45bC3K1fv36eLsEQquQEdbJKTmtRJSc4n3XBAjh2rOBjypaFkSONWQS4qFS5pqrkBPNndXoCxNGjR5k6dSo//vgjp06dyrM/Ozvb5cW5ikyAEEII77BhA7z7bsHHPP00NG9uSDlCeJxLJ0A8+OCDXLhwgfnz5xMSEoKPGf9zSAghhFfJyYFDh/R3rKamOm7kbroJgoOhalXo3dtz68cJYVZON3Nbtmxhy5Yt3HTTTe6sxzAJCQm0b9/e02W4nSo5QZ2sktNaVMkJebPm5MD8+fDrrwX/3JQpULGie2tzJVWuqSo5wfxZnZ4Accstt5CWlubOWgylymvIVMkJ6mSVnNaiQs6cHPj7b1i3LpHvvoM5c+CBB2DEiMIbuZ49vauRAzWuKaiTE8yf1ekxc3FxccyePZsZM2bQtGlTypQpY7c/NDTULQW6goyZE0IIz7h0CV59FXbtKvrPhoToiwSXKvZbxIXwfi4dMzdgwAAABg8eDGAbM6dpGj4+PqaeACGEEMIzNm8uXiN3883w6KPSyAnhDKebuQMHDrizDiGEEBZ08GDRf2bQIBg40OWlCGFZTv83T926dQv88jbh4eGeLsEQquQEdbJKTmuxes6EhKt/3rHDcdY779SXG5kxA956y/sbOatf01yq5ATzZ3V6zBzApk2beOONN9izZw+gv6916tSptDP5e1QcPW9OSUkhRIEX+amSE9TJKjmtxco5d++GF164+v3FiymUK6dnHTEC7rnHnIv+lpSVr+m1VMkJns3qzJg5p5u5xYsXM3r0aAYNGsTtt98O6M3d8uXLiYmJYcSIEa6r3MVkAoQQQhjnwgV47jk4ejTvvj59YNgww0sSwmu5tJlr1KgRkydP5oknnrDbvmDBAubPn09ycnLJK3YTaeaEEMI4kydDfitZTZ4MJn+YI4SpONPDOD1m7vDhw9x99915tvfs2ZPDhw8Xv0oPiY+P93QJhlAlJ6iTVXJai5Vy/vSTvn5cfo3ciRPxtG5tbE2eYKVrWhBVcoL5szrdzDVq1IilS5fm2b5kyRIaN27s0qKMkJ6e7ukSDKFKTlAnq+S0FqvkTEuD6Oj891epAo88ko6vr3E1eYpVrmlhVMkJ5s/q9GPW1atXM2DAAJo3b257pUVCQgKJiYl8+eWX9OzZ062FloQ8ZhVCCPf64AP44QfH+5o1gwkToEIFY2sSwgpcumjwPffcQ1JSEtHR0ezZswdN0+jSpQuffvopderUcVnRQgghvMupU/k3co88Ap07G1qOEMop0tIk3spRV5uZmYm/v7+HK3M/VXKCOlklp7V4e87jx+HJJx3vmzkTmjS5+r23Z3WW5LQeT2Z16QSIlStXsn79etv3//3vf2natCmDBg0iNTW1xMUaLSIiwtMlGEKVnKBOVslpLd6ec8kSx9snTrRv5MD7szpLclqP2bM6fWfu5ptvZt68efTs2ZNt27bRoUMHnn/+eb799luCgoJYtmyZ0x+6YsUK3nrrLbZu3UpGRgZZWVmULq0/8d2xYwcvvfQSP//8M2fOnKFRo0bMmDGDQYMG2Z1j7ty5zJ8/n/T0dLp37857772X74J+cmfO+jlBnayS01q8Nef58/D665CUlHdfYKD+JofrFwT21qxFJTmtxzJ35g4ePEiT//1n1vLly7nvvvt46qmn+O9//8t3331XpMIuXLhA165dmT59ep5927dvp1atWsTGxvL7778zatQohg4dandXcOHChcyZM4cFCxawceNGMjIyGDJkSJFqUOUvoCo5QZ2sktNavDHnvn0wbpzjRg7gtdccv9nBG7MWh+S0HrNndXoCRMWKFfnnn3+oW7cu3377LVOmTAGgXLlyXLx4sUgfmvu2iGsbtFyjRo2y+37SpEmsWrWKlStX0vl/o2jffPNNJk+ezMD/vcAvJiaGBg0asGPHDpo3b16kWoQQQjjv4EF9LFx+FiyA8uUNK0cIQRHuzPXt25exY8cybtw4/vrrL/79738D+mPRBg0auK1AgJMnT1KlShUALl26RGJiIl27drXtDw0NpV69emzevNnpc8bGxrq8TjNSJSeok1VyWou35NQ0ePddiIjQ/+xIRIS+nlx+vCVrSUlO6zF7VqebuQULFjBkyBDKlSvH2rVrCQwMBODo0aNMmDDBXfWxfPlydu/ezfDhwwE4deoUOTk5VK1a1e644ODgIk3EyK3f6lTJCepklZzW4g05DxyA4cNhw4b8j7n1VrjlloLP4w1ZXUFyWo/Zszo1AeLy5cs8+eSTTJs2jbp167rsw9evX0+XLl3sJkBca+PGjfTq1Yt3332XBx54AIBjx45Rq1Ytdu7cya233mo7tm3btvTp04dnn302z3lk0WAhhCienBx46ik4cSL/Y0aOhLvvdjxOTghRMi6bAFG2bFk+/vhjsrOzXVpgQbZs2ULv3r159dVXbY0cQFBQEKVKlcpzFy4tLS3P3brrDR48mLCwMMLCwvjqq68ICwsjMzPTtj82Ntbu/WspKSmEh4fbnSM6OpqEhATb90lJSURGRtodExkZSdI1I4MTEhKIvu49N+Hh4aSkpNi+j4+Pt7uNm5mZKfVJfVKf1Ofx+nbvvtrI7d0bzcmTV+urVi2JZs0i6dnzaiMnvz+pT+oreX3Lli2z9Su5TyYL4vTSJI888ggNGzbk6aefduZwp+R3Z2779u1069aNiIgInnSwGmXLli3p3bs3c+bMAeDAgQOEhoayfft2hxMgHHW1KSkp+S5lYiWq5AR1skpOazFzzkuXYPRox2PkfH0hJgbKlHH+fGbO6kqS03o8mdWlS5NUrlyZF198kW7duvHkk08yc+ZMu6+iOH36NDt27GDv3r0AJCYmsmPHDs6dO8cff/xBjx49GDZsGCNGjCAlJYWUlBTOnDlj+/kJEyYQFRXFF198QWJiImPGjKFjx45FmskaFRVVpJq9lSo5QZ2sktNazJrz+HEYNcpxI3fjjfDee0Vr5MC8WV1NclqP2bM6fWeuS5cu+Z/Ex4cf8nsxnwMfffRRniVIANatW8f69euZPXt2nn0jR47ko48+sn3/8ssv2y0a/P777xdp0WAhhBB5aRqsWgXLljlu5Bo31pcmkfFxQhjDmR5G2XezCiGEsKdp+lsdtm1zvL93b/jfMqFCCIO49DFrruPHj/Pzzz9z6dKlEhcohBDCPDZvzr+Ra91aX55ECGE+Tjdzp0+fpnfv3tSqVYu77rqLY8eOATB+/HiHr+Uyu+tnj1iVKjlBnayS01rMkjP38aojAwbA5Mklf7RqlqzuJjmtx+xZnW7mJk2ahK+vL0ePHqX8Ne9qGTRoECtXrnRLce7UrFkzT5dgCFVygjpZJae1mCXnp5/q71y93uzZMHiwPnu1pMyS1d0kp/WYPavTY+aCg4P58ccfufnmm6lYsSKJiYmEhoZy4MABmjZtyvnz591da7HJmDkhhMjfsWMQHg5XrthvnzQJ2rf3TE1CCJ0zPUze1y7k48r1/5b/z7FjxwgICChehUIIITzq4kX9DQ/Xu/VWaNfO+HqEEEXn9GPW3r17M3fuXHJycgB9OZKTJ08SHh5O37593Vagu1y7ArOVqZIT1MkqOa3FkzkzM/U7ctcrXx6mTXP98iNyTa1FlZxg/qxON3NRUVEcPnyYWrVqcfHiRXr37k3dunXJysri1VdfdWeNbhEXF+fpEgyhSk5QJ6vktBZP5czMhLg4uO7NiAA8+SSULev6z5Rrai2q5ATzZy3yOnMbNmzgjz/+4Ny5czRr1oy7774bH5OvHilj5oQQQpeZCVFRkJjoeH+HDvDEE8bWJITIn0vHzOXq1KkTnTp1KnFxQgghjPfpp/k3cgBjxxpXixDCNYq0aPCiRYto27YtlStXpnLlyrRt25ZFixa5qzYhhBAutG8frFmT//4XXgA/P+PqEUK4htPN3IwZM5g4cSI9e/ZkyZIlLFmyhJ49ezJp0iRmzJjhzhrdIjIy0tMlGEKVnKBOVslpLUblzMrSH6/mJyAAQkPdW4NcU2tRJSeYP6vTY+aqVKnCBx98wMCBA+22r1ixgrFjx3L69Gm3FOgKjp43JyUl0aRJEw9X5n6q5AR1skpOa3F3zosX4eOPYcOGgo/7+GMoU8ZtZQByTa1GlZzg2azOjJlzupmrVq0a69ev56abbrLbvnv3bjp16kRaWlrJK3YTmQAhhFBRdjY8/zz89Zfj/ffcA02aQPPm7m/khBDF40wP4/Rj1qeeeopnn32WjIwMuw+YNWsWTzlacVIIIYRHff99/o1ct27w4IPQpo00ckJ4O6ebubi4OL799ltq1KhB8+bNadGiBTVq1CA+Pp6vv/7aNsvVW2a6JiQkeLoEQ6iSE9TJKjmtxZ05N292vL1hQ3jgAbd9bL7kmlqLKjnB/FmdXpqke/fudO/e3Z21GCoxMZH2Crx0UJWcoE5WyWkt7siZkwNJSbB7d959LVrAhAlQrpxLP9Ipck2tRZWcYP6sRV402BvJmDkhhApOn4YPPoAdOxzvf+gh6NXL0JKEECXklkWDhRBCmM/58/odt/yEhEDPnsbVI4QwTpEWDRZCCGFO8+YVvP+RR8Dkb14UQhSTss1ceHi4p0swhCo5QZ2sktNaSpIzOxt++w2+/RZ27cr/uB499CVIPE2uqbWokhPMn7XAMXMbNmzgjjvuoHRp734a6+h5c0pKCiEhIR6uzP1UyQnqZJWc1lLcnJcuwbhxcOVKwcf16QODB4MZ/mdcrqm1qJITPJu1xIsG+/r6kpKSQnBwML6+vpw4cYKqVau6rWB3kQkQQgirOHsW4uNhxYqCjwsNhSefhMBAQ8oSQrhJiRcNDgoKsq2tomkaPjLgQgghPCYnByIjC2/kQBo5IVRSYDM3efJk+vfvj6+vLz4+PoSEhODr6+vwy9vEx8d7ugRDqJIT1MkqOa2lKDl37YL9+ws/rkEDczZyck2tRZWcYP6sBY6iiIiIYMSIEezfv5+uXbvy6aefcsMNNxhVm1ulp6d7ugRDqJIT1MkqOa2lKDk3bHDuuClTilWK28k1tRZVcoL5szq9aPDHH3/M0KFD8fPzc3dNLidj5oQQ3ub4cXj/fUhPh/r1Ib+3Cd15JwwdCvv2QYUKcPPNhpYphHCzEk+AuN65c+dYvHgxe/bsAeCmm25i+PDhBAQEuKZiN5FmTgjhTbKyYNo0OHmy8GM/+gjKlnV7SUIIDynxBIhrbdmyhfr16/Pyyy9z+PBhDh8+zIsvvkhoaCi//faby4o2SmZmpqdLMIQqOUGdrJLTWhzlXL++8EYuJAQ+/ti7GjmVr6kVqZITzJ/V6WZu0qRJDBw4kAMHDrBixQpWrFjBgQMH6N+/PxMnTnRnjW4RERHh6RIMoUpOUCer5LSW63NeuQIrVxb8Mz4+MHkylCnjxsLcQNVralWq5ATzZ3X6Mau/vz+JiYk0btzYbvuePXto3rw5Fy9edEuBruDoFmVmZib+/v4ersz9VMkJ6mSVnNZyfc4VK+Dzzwv+mbFjoWtXNxfmBqpeU6tSJSd4NqtLH7NWrVqV7du359m+bds2goODi1+lh6jyF1CVnKBOVslpLdfm3LOn8EbukUe8s5EDNa+plamSE8yf1ekXvEycOJGxY8eSmJhIu3btAEhISODtt99m1qxZbitQCCGs7tw5ePFFOHSo4OPuvBPuusuYmoQQ3sPpO3NPPfUU7733HuvXr2f06NGMHj2aH3/8kffee49p06a5s0a3iI2N9XQJhlAlJ6iTVXJax6VLMHlyLI88kn8jN28exMRAVBQ8/rg+Xs5bqXBNQXJakdmzFunVyw888AAPPPCAu2oxVKAZl0d3A1VygjpZJac1pKXB7Nnw55+BVK/u+Jg6daBqVb2BM/lTHqdY/ZrmkpzWY/asRVpnzlvJOnNCCDPRNHjhBUhKKvi4OXMgNNSYmoQQ5uRMD1OkO3NCCCFKbvv2ghu5CRPgjjuMq0cI4d2cHjNnNSkpKZ4uwRCq5AR1skpO73bmDCxYcPX7ixftc773nnUbOate0+tJTusxe1Zlm7moqChPl2AIVXKCOlklp3d7/324djH5PXv0nJMnw9KlYPK3I5aIVa/p9SSn9Zg9a7HHzP3zzz98//33/Otf/6JZs2aursulZMycEMLTcnJgzRpYssR+u48PRETALbd4pi4hhLm5dMxcnz596NGjB5MmTeL8+fO0atWKf/75h/Pnz7Nw4UKGDx/ussKFEMJKdu6Ed97RH7Fe7/77pZETQpSM049ZExIS6Pq/Zcc/++wzKlSoQGpqKgsXLuTll192W4FCCOHNMjPhzTcdN3IBAXDPPcbXJISwFqebufPnz1O5cmUA4uPjGTRoEGXKlKFjx47s37/fbQW6S3R0tKdLMIQqOUGdrJLTu/z8M5w/73jfuHGwcKE1cjrDKte0MJLTesye1elmrkmTJsTFxXHs2DFWr15N7969AX2Gh9kX03PE7OP8XEWVnKBOVsnpPdLTIb+F40NDoU0ba+R0lipZJaf1mD2r0xMg1q5dy+DBgzl79ixDhgzhk08+AeCZZ57hjz/+4Msvv3RnnSUiEyCEEJ7wySfw9dd5t/v6wowZ0KSJ8TUJIbyLSydA9OjRg1OnTnHmzBmqVKli2z527FjKly9f8mqFEMJCsrJg48a82wcO1NeRq1HD+JqEENZUpHXmfH19qVKlCpqmkZOTQ05ODnXq1CEoKMhd9blNUmHv0bEIVXKCOlklp/llZsL8+XD6tP32oUNh0CD7Rs6bcxaVKlklp/WYPavTzdzRo0cZPHgwVatWpXTp0pQpU8buy9vExcV5ugRDqJIT1MkqOc3vnXfgt9/st5UuDXfemfdYb85ZVKpklZzWY/asTo+Z69KlCxcuXGDq1KmEhITg4+Njt/+uu+5yS4GuIGPmhBBGOX4cnnwy7/Z+/WDIEOPrEUJ4N5eOmduyZQtbtmzhpptuclmBQghhNd99l3dbUJDezAkhhDs4/Zj1lltuIS0tzSUfumLFCrp160blypXx8fHhypUrdvuTk5Pp0qUL5cqVo169esTExOQ5x9y5c6lRowbly5enb9++pn8JrhDC+i5d0l/Zdb25c8Hf3/h6hBBqcLqZi4iIYMqUKSxfvpw9e/awf/9+u6+iuHDhAl27dmX69Ol59mVlZfHvf/+boKAgtmzZwrPPPsv48eP5/vvvbccsXLiQOXPmsGDBAjZu3EhGRgZDivj8IjIyskjHeytVcoI6WSWnOWVlwahRebePGgUFTfj3tpwloUpWyWk9Zs/q9Ji5UqXs+77cMXOapuHj40N2dnaRP3z9+vV06dKFrKwsSpfWn/iuXLmS+++/n7S0NCpWrAjAQw89REZGhm0tu5YtW3LPPffw4osvArB//34aNGjA9u3bad68eZ7PcfS8OSkpiSYKLPKkSk5QJ6vkNJ/sbHjwwbzby5SB6OiC78p5U86SUiWr5LQeT2Z16Zi5AwcOuKywgvz666+0adPG1sgBdOvWzXYX79KlSyQmJvLqq6/a9oeGhlKvXj02b97ssJlzRJW/gKrkBHWySk7zcbSeHECHDoU/XvWmnCWlSlbJaT1mz+p0M1e3bl131mGTmppK1apV7bYFBwfbxuudOnWKnJwch8ekpqYaUqMQQlxr927H24cONbYOIYSairRo8KZNmxgyZAjNmzenefPmDB06lM2bN7u0oMKe+jr5VLhQCQkJLjmP2amSE9TJKjnNJTMT1q/Pu33+fHBmJSRvyekKqmSVnNZj9qxON3OLFy+mU6dOlCpVitGjRzN69Gh8fHzo2LEjS5YscVlB1apVy3OHLS0tjeDgYACCgoIoVaqUw2Ouv1t3vcGDBxMWFkZYWBiLFy8mLCyMzMxM2/7Y2Fji4+Nt36ekpBAeHm53jujoaLuLmpSUlGdgZGRkpN1q0QkJCURHR9sdEx4ebjcDNz4+nthr3sidmZnpkvri4+NNXZ8rf38ffvihqetz1e/viy++MHV9rvr9bdiwwdT1paSkcOYMjB4NJ07Ec+jQ1fp69szkpZecqy8xMdFt9eUyy+8vN6tZ68tV0voSExNNXR+45veXmJho6vrAdb+/Dz/80ND6li1bZutXhg8fTmGcngDRqFEjJk+ezBNPPGG3fcGCBcyfP5/k5GRnTmMnvwkQQ4YMIS0tjYCAAABGjhzJmTNn7CZA9O7dmzlz5gD6eL7Q0NAiTYAQQoiSeu45uP5/+nx84PXXISTEIyUJISzGmR7G6Ttzhw8f5u67786zvWfPnhw+fLhIhZ0+fZodO3awd+9eQO/ud+zYwblz5+jVqxc1a9Zk9OjR/Pnnn8TExLBs2TImTpxo+/kJEyYQFRXFF198QWJiImPGjKFjx45OT34QQoiSOnYsbyMH0KKFNHJCCGM53cw1atSIpUuX5tm+ZMkSGjduXKQPXblyJS1atGDcuHEAtG7dmhYtWrB161bKli3LqlWrSE1NpVWrVsyePZt33nmHbt262X5+9OjRRERE8Pjjj9O+fXsqVKjAp59+WqQahBCiJP73oCCPyZMNLUMIIZxv5iIjI5k7dy7t27dnypQpTJkyhfbt2/PKK6/wyiuvFOlDH374YTRNy/PVuXNnABo3bsz69evJzMzk0KFDjBkzJs85wsPDOXHiBBcvXuSrr74ipIj/KXz9s26rUiUnqJNVcnpeUhL88kve7TNm6GvLFYWZc7qaKlklp/WYPavTY+YADh48SHR0NHv27EHTNJo0acJjjz1GnTp13FljiTl63pySklLkBtAbqZIT1MkqOT0rM1Of9HC9Rx+FTp2Kfj6z5nQHVbJKTuvxZFZnxswVqZnzVjIBQgjhCjk5+t23Q4fstzdpAs8+q09+EEIIVyrxGyB++OEHOnXqROnSpfnhhx8K/LCuXbsWv1IhhDC5c+fgySchIyPvvi5dpJETQnhOgWPmunfvzunTp21/zu+rR48ehhTrSteuF2NlquQEdbJKTuNpmr4IsKNGrnRpaNas+Oc2U053UyWr5LQes2ct8M5cTk6Owz9bQXp6uqdLMIQqOUGdrJLTePv2wR9/ON43Zoxzb3rIj5lyupsqWSWn9Zg9q4yZE0KIAly8qDdsjkyZAm3bGlqOEEIxJR4zN3PmTKc/7Pnnny9adUII4QVWrnS8fdQoaeSEEOZQYDP3008/OXUSHy8c+ZuZmYm/v7+ny3A7VXKCOlklp5E1QFxc3u09e4KrhgqbIadRVMkqOa3H7FkLnACxbt06p74Km+lqRhEREZ4uwRCq5AR1skpOY2gavPpq3u2+vjBggOs+x9M5jaRKVslpPWbPquyYObN32a6iSk5QJ6vkdL8rV/Q7csuX5933+utQvbrrPkuV6wnqZJWc1uPJrCUeM9exY0enH6Fu2LCh6BV6kCp/AVXJCepklZzuo2mwejUsWeJ4f9eurm3kQJ3rCepklZzWY/asBTZz3bt3N6oOIYTwuE8+gVWr8t+f36xWIYTwpAKbuVmzZhlVh+FiY2MZMmSIp8twO1VygjpZJad7pKUV3MhNmeKetzyocj1BnayS03rMnrXQRYNLlSpl+3NBco/zFoGBgZ4uwRCq5AR1skpO1/vtN30snCPVqsGwYe5bhkSV6wnqZJWc1mP2rAVOgPD19eXEiRNUrVqVUqVKFTh+Ljs72y0FuoIsGiyEyM+6dfD++4733XYbTJ9ubD1CCHGtEk+A+OGHH6hSpQqgL1MihBBWEhMD332X//7HHzeuFiGEKK4Cm7m77rrL4Z+tICUlhZCQEE+X4Xaq5AR1skpO1/j664IbuY8+grJl3fbxNqpcT1Anq+S0HrNnLXSg2/79+5368jZRUVGeLsEQquQEdbJKzpLJyYFff9VnruZn8mRjGjlQ53qCOlklp/WYPWuhiwZfO1bu+kN9fHzQNA0fHx8ZMyeEML3sbJg/H7Zscby/Vy8YNAjKlze2LiGEyE+Jx8wBVKxYkcqVK/Pggw8yZMgQKleu7PJChRDCCOvW5d/I3X8/9O9vaDlCCOEShT5m/fvvv4mMjOS3336jQ4cOPP300/z555/UqlWLunXr2r6EEMLMTp2CTz91vO/ee6FfP2PrEUIIVym0mfP392fYsGGsWbOGPXv20KpVK6ZPn07NmjWZOnUqWVlZRtTpctHR0Z4uwRCq5AR1skrO4vnsMzh3Lu/2Ro1g6FD3LAjsDFWuJ6iTVXJaj9mzFmml3xo1avD0008TExND48aNmT9/Pucc/a+jF2jWrJmnSzCEKjlBnaySs+iys2Hr1rzbe/XS15Hz5JrnqlxPUCer5LQes2ctdAJErqNHj7JkyRIWLVrEmTNnGDZsGCNHjuTWW291d40lJhMghFDXuXMQEQEnT9pvHzJEHq0KIczPJRMgPvroIxYvXsyWLVvo27cv8+bNo0ePHl73+i4hhHpycuDFF/M2cj4+0LGjZ2oSQghXc2ppktq1azNw4EAqVqyY73HPP/+8y4tzFUddbVJSEk2aNPFwZe6nSk5QJ6vkdN5778H69Xm3d+wIjz1WolO7jCrXE9TJKjmtx5NZXXJnrlOnTvj4+LBjx458jynona1mFRcXp8RfQlVygjpZJadzdu1y3MiBvpacWahyPUGdrJLTesye1ekxc95MxswJoZ5XXgFH/w369NPQvLnR1QghRPE408PIwDchhOUcOuS4kZs6VRo5IYT1FPqYVQghvEVWFqxdC0uW5N3Xqxe0aWN8TUII4W7K3pmLjIz0dAmGUCUnqJNVcubvvfccN3Kgv+XBjFS5nqBOVslpPWbPqmwz10+RBaZUyQnqZJWcjv3yi/7liL8/3HCDC4pyA1WuJ6iTVXJaj9mzygQIIYTXW7ECPv88//3dusGYMcbVI4QQriITIIQQlrdrV8GN3J13wuDBxtUjhBBGU7aZS0hI8HQJhlAlJ6iTVXJepWkwZ47jfa+/Dp98Ao8/Dma+Ia/K9QR1skpO6zF7VmWbucTERE+XYAhVcoI6WSXnVfmNkZs7F6pXd3FBbqLK9QR1skpO6zF7VhkzJ4TwShcu6OvGnT1rv713bxgxwjM1CSGEq8mYOSGEZa1dm7eRA7j/fuNrEUIIT5JmTgjhdZKTITY27/Z586BsWePrEUIIT1K2mQsPD/d0CYZQJSeok1X1nKdPw3PP5d3eqRNUq+bemtxBlesJ6mSVnNZj9qzKjplLSUkhJCTEw5W5nyo5QZ2squb8+2+IiYHff897bKlS8MILUL++gQW6iCrXE9TJKjmtx5NZnRkzp2wzJ4TwHrt3w6uvQmam4/0jR0LPnsbWJIQQRpAJEEIIr3f6dMGNXPXq0sgJIdSmbDMXHx/v6RIMoUpOUCerKjlXrIhn2TKYMCH/Rg6gSxfjanIHVa4nqJNVclqP2bOW9nQBnpKenu7pEgyhSk5QJ6sKOffuhf/+N506dQo+7tZbvf+unArXM5cqWSWn9Zg9q4yZE0KYypUrMG0apKU53l+9ur4wcIsWUKWKsbUJIYTRnOlhlL0zJ4Qwp6++yr+Ru+MOeOIJ8PExtiYhhDAzZcfMZRY0CMdCVMkJ6mS1cs41a+Czz/Q/Z2fb56xTx5qNnJWv5/VUySo5rcfsWU3bzKWnpzNmzBhCQkIICAjgjjvuYMOGDbb9ycnJdOnShXLlylGvXj1iYmKKdP6IiAhXl2xKquQEdbJaNee338KiRVe/T0y8mnPYMHj5Zes1cmDd6+mIKlklp/WYPatpx8yNHj2arVu38t577xEcHMybb75JTEwMhw4dIiAggJtvvpnmzZsza9YsNm/ezKOPPsqaNWvo1q1bnnM5et6cmZmJv7+/0bEMp0pOUCerFXMmJemL/l77v0bZ2ZnceKM/r78O5cp5rjZ3s+L1zI8qWSWn9Xgyq1cvGnzLLbcwbtw4pkyZAsDZs2epVKkSmzZtIjU1lfvvv5+0tDQqVqwIwEMPPURGRgZffvllnnPJBAghzOvCBZg8Gc6fz7vviSegQwfjaxJCCLPw6kWDb7/9duLi4jh58iTZ2dnExMRQo0YNmjZtyq+//kqbNm1sjRxAt27d2Lx5swcrFkIU1blzMHas40ZuwAB9woMQQoiCmbaZe/PNNwkKCiI4OBg/Pz9efvllVq1aRUBAAKmpqVStWtXu+ODgYNLymwLnQGxsrKtLNiVVcoI6Wa2S89IlmDnT8b7ISMjJibXkGLnrWeV6OkOVrJLTesye1bTNXFRUFH/99Rdr165ly5YtDBs2jL59+3Lq1Clc8WQ4MDCw5EV6AVVygjpZrZLzvfcgJSXv9o4doXZt6+QsjCo5QZ2sktN6zJ7VlM3cxYsXmTlzJvPnz6d79+60aNGCefPm4e/vzyeffEK1atVITU21+5m0tDSCg4MLPO/gwYMJCwsjLCyMy5cvExYWZjfdODY21u6VHSkpKYSHh9udIzo6moSEBNv3SUlJREZG2h0TGRlJUlKS7fuEhASio6PtjgkPDyflmv8ni4+Pt+v8MzMzXVJf3bp1TV2fK39/167Qbcb6XPX7q1y5sqnrK+j3d/w4DBkSyVNPJbFpk77t5MkE9u69Wl/fvnp9zZo1M7w+MP731/OaV1iYsb5rlbS+3KxmrS9XSevr2bOnqesD1/z+evbsaer6wHW/v/T0dEPrW7Zsma1fGT58OIUx5QSI3MF+P//8Mx2uGf3cpEkTHnvsMerXr8+QIUNIS0sjICAAgJEjR3LmzBmZACGESaWmwowZjsfH5Xr6aWje3LCShBDC9Lx2AkSlSpXo0KEDYWFhbN68mb179/LMM89w4MAB7r77bnr16kXNmjUZPXo0f/75JzExMSxbtoyJEyc6/Rkpjp7vWJAqOUGdrN6Wc/9+mDcPpkwpuJF7/XX7Rs7bchaXKjlBnayS03rMntWUzRzot1xDQ0Pp27cvzZs3Jz4+ni+++IKbbrqJsmXLsmrVKlJTU2nVqhWzZ8/mnXfecbjGXH6ioqLcWL15qJIT1MnqTTl/+AGeeQa2bCn4uAkT9HeuXsubcpaEKjlBnayS03rMntWUj1ldTR6zCmG8kydh0qTCj+vTR3/DgxBCiLyc6WFKG1yTEEIBOTmwcGHBx3TsCF26QJMmxtQkhBBWJc2cEMLlPvkEtm/Pf/+wYfodOSGEECVn2jFz7nb9VGCrUiUnqJPVrDk1DfbtgyVL4Jtv8j+uSRPnGjmz5nQ1VXKCOlklp/WYPauyd+auXcPKylTJCepkNWPOCxdg9mw4cqTg4ypWhEcece6cZszpDqrkBHWySk7rMXtWmQAhhCiRrCx9xmp+jVylSvDSS/rbHurVg/LlDS1PCCG8mkyAEEK43bx5Bd+R69cPqlTRv4QQQriesmPmrn2dhpWpkhPUyWqWnJoGH3wAO3YUfFyvXsU7v1lyupsqOUGdrJLTesyeVdlmLi4uztMlGEKVnKBOVk/nzMrSm7jhw/VFgfNz003wzjvg41O8z/F0TqOokhPUySo5rcfsWWXMnBDCKcnJ+pIjyckFH/f221C5cvGbOCGEEFfJmDkhhEt89RUsW1bwMY0bw/Tp4OdnTE1CCCF00swJIQqUnFx4IxcaCuHhULasMTUJIYS4Stkxc5GRkZ4uwRCq5AR1shqZMz0d/vvfgo9p1Uq/I+fqRk6up/WoklVyWo/Zsyp7Z65fv36eLsEQquQEdbK6M2dqKnz3HVy+DBUqwBdf5H+sr68+Pq5iRffUItfTelTJKjmtx+xZZQKEEAKA06fhP/+B8+cLPq56dRg1Cm65RSY5CCGEu8kECCGE0158sfBGbvRo6N7dmHqEEEI4R9kxcwkJCZ4uwRCq5AR1sro6Z0oKTJwIJ04UfFz//sY2cnI9rUeVrJLTesyeVdlmLjEx0dMlGEKVnKBOVlfl1DRYtQrCwuDUqYKPHT0a7r/fJR/rNLme1qNKVslpPWbPKmPmhFDQb7/B668XfExwMAwaBHfeKWPjhBDCU2TMnBDCRtP0piw5ufBG7vHH9SZOCCGE+UkzJ4SFpKdDTg5UqWK//dAheP992L+/8HM89pg0ckII4U2UHTMXHh7u6RIMoUpOUCero5ybNsEDD+h31CZM0O+8ZWXp+06f1t/OUFgjd/vt+rpxHTu6oehiUPl6WpUqWSWn9Zg9q7Jj5lJSUggJCfFwZe6nSk5QJ2tuTk3TX3y/alXJzzl2LHTtWvLzuJJq11MFqmSVnNbjyazOjJlTtpkTwpvt3g0vvFDy80ybpr+OSwghhDnJBAghLOjDD+H770t2jlKlYPx4aeSEEMIKlB0zFx8f7+kSDKFKTlAj65o1sGRJyXL27m2usXH5UeF6gjo5QZ2sktN6zJ5V2Ttz6enpni7BEKrkBGtnzcqCL7/UX3x/+XJ6sc9z330wcKB3rBtn5et5LVVygjpZJaf1mD2rjJkTwsSys+HHH+GDDwo+rmNHePRRvUnTNDh6FH7/XX+cescdIH/thRDCO8mYOSG8VO6rtj75pODjGjeGqVPtmzUfH6hdW/8SQghhfco2c5mZmfj7+3u6DLdTJSd4b1ZNg6QkWLECLl2Cixfh2LH8j8/OzsTXV8/5xBPWvevmrdezqFTJCepklZzWY/asyk6AiIiI8HQJhlAlJ3hnVk3T38zwwgvw55+wd2/BjRxAYqKe088v75serMQbr2dxqJIT1MkqOa3H7FmVHTNn9i7bVVTJCd6RNTNTn8Rw6pT+6q1du4p+jtw7c717w4gRLi/RNLzherqCKjlBnayS03o8mVXGzBVAlb+AquQEc2fNyoItW2DBguL9fNmyMGcO+PrC1q3+3Hij/votKzPz9XQlVXKCOlklp/WYPauyzZwQ7pCdDWfOwNKl+mzSc+dKfs7Bg2HAgKvf9+lT8nMKIYSwDmXHzMXGxnq6BEOokhM8n3XNGhg9Wn/R/aZNxWvkmjSBO+/U/+zvDw89BP372x/j6ZxGkZzWo0pWyWk9Zs+q7J25wMBAT5dgCFVygmezHj8OixfrExqK66GHoFcv/c+PP57/capcU8lpPapklZzWY/asyk6AEMJVMjPh2WcLn4Wan4kToVkzKF/etXUJIYTwfjIBQgg30zSYO7dojVyNGvqCvu3a6V/e8GotIYQQ5qVsM5eSkkJISIiny3A7VXKCZ7L+8QckJzveV7MmPPIINGyov17rxAm49VYoV65kn6nKNZWc1qNKVslpPWbPquwEiKioKE+XYAhVcoLxWbOz4ZVX8m6vWxciI/V9//rX1ddrtW1b8kYO1LmmktN6VMkqOa3H7FllzJwQRZCRAdu2QfXq8M03+tpx11uyRH/BvRBCCFFSMmZOiBI6d05fM+7HH507ftgwaeSEEEIYS5o5If7njz/g66+hTBl9od46deCTT5xv5ABuu8199QkhhBCOKHsPITo62tMlGEKVnFCyrMuXw0svwc6d8Ntv+p8zM/XFf53Vo4c+Xs7dVLmmktN6VMkqOa3H7FmVvTPXrFkzT5dgCFVyQvGzpqXBihX22zIy9Lc5OKtmTRg1qlgfX2SqXFPJaT2qZJWc1mP2rDIBQljKX3/pj0V9faFvX0hJgdRUaNUKKlXSX3h/+DCULq3PMC1VCr74Aj77rGSf++abcOONrskghBBC5JIJEMLSsrNh61bIyYHWreHJJ/W7bLnWrr365/ffh5Ej4eOPr24LDISKFeHIkZLVERUljZwQQgjPUXbMXFJSkqdLMIRVc2oazJunN1Jvvqk3avv2FZz12kYOID29aI1cuXLQtSsMGKDPWu3bF15/HYKDi15/SVj1ml5PclqPKlklp/WYPauyzVxcXJynSzCEVXNu3aqv93ato0fdl7VpU3jrLRg7Vp/p2qcPDB2qrzdnNKte0+tJTutRJavktB6zZzX1mLlt27bx1FNPsWnTJvz8/OjRoweffvopAMnJyYwfP56EhASqVavGzJkzGZ3PiHUZM+e9Tp+GHTsgKAjKloWTJ+HQIVi1yn2feffd+pi6Bg30u24hIRAQ4L7PE0IIIfLj1WPmdu/eTdeuXZk8eTLz58+nVKlS7N69G4CsrCz+/e9/07x5c7Zs2cLmzZsZP348devWpVu3bh6uXLjKiRMwe7Y+s9QoEyfC7bcb93lCCCFESZn2ztx9991HpUqVWLhwYZ59K1eu5P777yctLY2KFSsC8NBDD5GRkcGXX36Z53i5M+ddNA3i42HRouL9/IgR0LkzvPuu/jjWWZMnQ7t2xftMIYQQwh2c6WFMOWYuOzubNWvWUL9+fTp37ky1atXo0aMHO3fuBODXX3+lTZs2tkYOoFu3bmzevNnpz4iMjHR53WbkjTmL08h17gznz0cycSL07g3ly0NYmD7O7amn9Een99+vT5pYuhReeEG/C7dggf6Wh08+8Z5GzhuvaXFITutRJavktB6zZzXlY9a0tDQuXLjAq6++ymuvvUabNm1YsGAB3bp1Y+/evaSmplK1alW7nwkODibt2nUpCtGvXz9Xl21K3pZz69aiNXL+/vDGG/oacp069aNJE/v9N9ygf7VoYb+9QQP9yxt52zUtLslpPapklZzWY/aspnzMevz4cWrWrMnDDz9se8yalZVFzZo1ef3119mwYQOnT59m+fLltp/55ptv6Nu3L1euXMlzPnnMan5Hjuh3zP5389UpXbvqs0qrVXNfXUIIIYQnee1j1qCgIHx9fWncuLFtW5kyZQgNDeXIkSNUq1aN1NRUu59JS0sjuJAFvwYPHkxYWBhhYWF89dVXhIWFkZmZadsfGxtLfHy87fuUlBTCw8PtzhEdHU1CQoLt+6SkpDy3XyMjI+3WpElISMjzXrfw8HBSUlJs38fHxxMbG2v7PjMzU4n6tmxJ4r77Ipk+/Wojt2tXJBkZV+s7eTKBvXujGTZMf2S6eDHUrRvOvfem2Bo5VX9/Up/UJ/VJfVKf9epbtmyZrV8ZPnw4hTHlnTmANm3a0KxZMz744AMArly5Qq1atXjttdeoVKkSQ4YMIS0tjYD/rRkxcuRIzpw54/QEiISEBNq3b29YHk8xa87Ll2H1aoiL019oX5jevfWJDQUxa1ZXk5zWokpOUCer5LQeT2b12jtzAFOnTmXp0qUsXbqU5ORkpkyZAkDfvn3p1asXNWvWZPTo0fz555/ExMSwbNkyJk6c6PT5ExMT3VS5uZgtZ3o6fPed/uqt2Nj8G7mWLWHMGOjfX5+o4MR/mJguq7tITmtRJSeok1VyWo/Zs5r2zhxAVFQUr7/+Ov/88w+tW7fmzTffpGnTpgDs2bMnz6LBY8aMcXgeGTPnOZoGx47Bb7/pkxv27Sv4+Lp19Ttwt9xiTH1CCCGEmTnTw5i6mXMVaeaMpWmwfz9s3gxbtsDffxf+M4GBMGQIdOwIpUx7v1gIIYQwlle/AUJ4F03T77olJMCvv+qv3XKGnx/cey/8+9/6MiNCCCGEKBpl74FcPwvFqtyZU9MgOVmfXTpxIsycCd9841wjV748dOsGr78O993nmkZOrqm1SE7rUSWr5LQes2dV9jFrSkoKISEhHq7M/dyR8++/YcMG/evUKed/LjgYWrWC1q2hcWPw9XVpWXJNLUZyWo8qWSWn9Xgyq4yZ+x8ZM1dymZn6I9QNG+CaJXIKVbcutG2rN3C1aoGPj/tqFEIIIaxGxsyJEtE02L0bfvxRHwd36ZJzP1e/vt7AtWsHivxHmxBCCOExyo6Zu3YlZysrak5Ng7179VdrTZ4Mc+bATz8V3siFhsKwYfqL7F98Efr1M76Rk2tqLZLTelTJKjmtx+xZlb0zl56e7ukSDOFMzsuX9UenO3bod+BOn3bu3NWqQadOcOed+ng4T5Nrai2S03pUySo5rcfsWWXMnII0TX+x/c6d8PvveiOXleXcz/r7Q/v2ehPXuLGMgRNCCCHcScbMCZszZ/TGLferqP+RcfPNcNdd0KaNrAcnhBBCmImyzVxmZib+Fu5KsrJgzx747bdMkpL8OXSo6OeoV0+fyNChgzkeoxbG6tc0l+S0FlVygjpZJaf1mD2rshMgIiIiPF2CS50+rb8+a8kSffHeMWPgpZfg5ZcjnG7kfHygYcOrExleekl/0b03NHJgvWuaH8lpLarkBHWySk7rMXtWZcfMmb3LLsiVK3DwIPz119Wv/Bbvzc7OxNc3/5xVqsBtt+lfTZtCQIB7ajaCN1/TopCc1qJKTlAnq+S0Hk9mlTFzBfCWv4BZWXD8OBw9erWBO3DA+QkL1zdyfn76+Ldbb9UbuOrVrTOJwVuuaUlJTmtRJSeok1VyWo/ZsyrbzJlNdjakpupN25EjV79SUiAnp2Tnrl//avP2r39BmTKuqVkIIYQQnqfsmLnY2FiPfK6mQVoabN8OK1fCW29BeDiMHg3Tpulj1T7/XB//dvx40Rs5X1993Ns998CkSdCjRywvvghDh+p35KzcyHnqmhpNclqLKjlBnayS03rMnlXZO3OBgYFu/4yLF/W7a4cP239lZrruM264Qb/blvtVv759w3bmTKDrPszkjLimZiA5rUWVnKBOVslpPWbPquwECFc6fx6OHdPvpB07dvUrLc21n1O6tP7i+mubtxtvtM6YNyGEEELYkwkQLqRpkJFh36zlfrn6LR8+PvrEhNq1oVYt/Z+1a0PVqvpjVCGEEEKIXMo2cykpKYTk8yb4K1f0Ju3wYTh0SJ9FevgwnDvn+jqCg682bLVq6V81a7pubFtBOa1GlayS01pUyQnqZJWc1mP2rMpOgIiKigL0O27HjsG338K77+qTEUaN0v/5zjvwzTewa1fJG7kKFfQJCL16wbhx8PzzEBMDUVHw1FP6BIU779TfuuDKSQq5OVWgSlbJaS2q5AR1skpO6zF7ViXHzKWlwZ9/Xv1y5WNSPz/9zlruV506+tcNN8jYNiGEEEIUjYyZu87ChbB/v2smJlSooDdrtWpBjRpX/ykTEoQQQghhJKWauZ9/LvojTD8/fTxb3bpXx7XVrAmVKknTJoQQQgjPU3bM3N690Xm2VaoEzZtDv34wcSK8/jp8+KE+vm3MGLj7bn3cW+XK3tPIRUfnzWlVqmSVnNaiSk5QJ6vktB6zZ1Xqzty1AgObUb483HST/oL5W27R77h5S5PmrGbNmnm6BMOoklVyWosqOUGdrJLTesyeVakJEMOGneG22ypxyy1681avHpRS9t6kEEIIIcxOJkBc58039QkKQgghhBBWodR9qWsnPyQlJXmuEAOpkhPUySo5rUWVnKBOVslpPWbPqlQzd624uDhPl2AIVXKCOlklp7WokhPUySo5rcfsWZUaM1fQ82YhhBBCCLNxpodR9s6cEEIIIYQVSDMnhBBCCOHFlG3mIiMjPV2CIVTJCepklZzWokpOUCer5LQes2dVtpnr16+fp0swhCo5QZ2sktNaVMkJ6mSVnNZj9qwyAUIIIYQQwqRkAoQQQgghhMUp28wlJCR4ugRDqJIT1MkqOa1FlZygTlbJaT1mz6psM5eYmOjpEgyhSk5QJ6vktBZVcoI6WSWn9Zg9q4yZE0IIIYQwKRkzJ4QQQghhcdLMCSGEEEJ4MWWbufDwcE+XYAhVcoI6WSWntaiSE9TJKjmtx+xZlR0zl5KSQkhIiIcrcz9VcoI6WSWntaiSE9TJKjmtx5NZnRkzp2wzJ4QQQghhdjIBQgghhBDC4pRt5uLj4z1dgiFUyQnqZJWc1qJKTlAnq+S0HrNnVbaZS09P93QJhlAlJ6iTVXJaiyo5QZ2sktN6zJ5VxswJIYQQQpiUjJkTQgghhLA4r2jm+vfvj4+PD999951tW3JyMl26dKFcuXLUq1ePmJiYIp0zMzPT1WWakio5QZ2sktNaVMkJ6mSVnNZj9qymb+YWLlzIxYsX7bZlZWXx73//m6CgILZs2cKzzz7L+PHj+f77750+b0REhKtLNSVVcoI6WSWntaiSE9TJKjmtx+xZS3u6gIIcOnSIWbNmsXHjRmrXrm3bvnr1ao4cOcK2bduoWLEiTZs25ccff+TNN9+kW7duTp27S5cu7irbVFTJCepklZzWokpOUCer5LQes2c17Z25nJwcRo4cyezZs6lVq5bdvl9//ZU2bdpQsWJF27Zu3bqxefNmp8+/bt06l9VqZqrkBHWySk5rUSUnqJNVclqP2bOatpmbN28eAQEBjBo1Ks++1NRUqlatarctODiYtLQ0o8oTQgghhDAFUz5m3b17N6+//jpbt251uL+oq6nkHp+RkWHb9ueff9p9b1Wq5AR1skpOa1ElJ6iTVXJajyez5n5uQb2PKZu5zZs3k5KSQp06dey29+zZk6FDh1K/fn2SkpLs9qWlpREcHOzwfGfPngWwG3cHULlyZRdWbV6q5AR1skpOa1ElJ6iTVXJaj6eznj17Nt8aTLlocHp6OkePHrXbduutt/L+++/Tq1cvtm3bxpAhQ0hLSyMgIACAkSNHcubMGb788ss858vJyeH48eNUrFgRHx8fIyIIIYQQQpSYpmmcPXuWGjVqUKqU49FxprwzFxgYSGBgYJ7t9erVo1atWlStWpWaNWsyevRoZs2axebNm1m2bBmrV692eL5SpUrlmUQhhBBCCOENCrsraMpmrjBly5Zl1apVjB8/nlatWlGtWjXeeecdp5clEUIIIYSwClM+ZhVCCCGEEM4x7dIkhVmxYgXdunWjcuXK+Pj4cOXKFbv9q1evpnXr1lSoUIH69evz7rvv2u2fO3cuTZo0oXz58tx444307duX5ORku2NK+sowVylp1ms5ejUamCNrSXM+99xz+Pj42H3179/f7hgr5ATYtm0b3bp1o3z58txwww3cf//9dvvNkBNKnrVevXp5rqmPjw+ffvqp7RgzZC1pzvT0dMaMGUNISAgBAQHccccdbNiwwe4YK+Q8c+YMjz32GDVr1qRChQr06dMnz/hoM+R86aWXaNmyJQEBAVSvXp1Ro0blWfrKmTrnzp1LjRo1KF++PH379iUlJaXI53AnV+Qs7O+EM+cwgiuyuurvhVtoXmrx4sXanDlztJdeekkDtKysLNu+bdu2aWXKlNHmzZun7d27V/v888+1SpUqaZ9//rntmE8//VRbu3attn//fm3Hjh1a//79tYYNG9r2X758WWvYsKE2aNAg7ffff9c++OADrXTp0tp3331naE5NK3nWXDExMdrdd9+tAdratWtt282StaQ5Z82apbVt21Y7ceKE7euff/6x7bdKzl27dmmVK1fWZs6cqf3xxx/arl27tOXLl5sup6aVPGtqaqrd9YyKitLKlSunnTlzxlRZS5pz1KhR2q233qpt2rRJ27t3rzZ58mStYsWK2unTpy2V87777tNatWqlbd68Wdu1a5c2ePBgrVmzZtqVK1dMlfOee+7RFi9erO3evVvbvHmz1rZtW61Lly62/c7UGRMTo1WoUEFbvny5tn37du2uu+7SOnXqVKRzeEPOgv5OmCWnprkmqyvO4S5e28zlWrduXZ6/QOHh4Vrnzp3tjps2bZrWvn37fM+zc+dODdBSUlI0TdO0uLg4zc/PT8vIyLAd8+CDD2r9+vVzbYAiKEnWgwcParVr19aOHDmSp5kzW9bi5pw1a5bWoUOHfM9rlZwDBw7UHn744XzPa7acmua6f0+7d++uPfDAA7bvzZa1uDlvvvlmbd68ebbvMzIyNEDbtGmTpmnWyHnhwgXN19dXW79+vW1/RkaG5uPjo61Zs0bTNPPlzLVx40YN0NLT0zVNc67OFi1aaBEREbbv9+3bpwHa9u3bnT6H0YqTM5ejvxNFPYeRSpLVledwFa99zFqQS5cuUa5cObtt5cuXZ+vWrWRlZeU5/uLFi3z00Uc0btzYtladK14ZZgRnshb0ajTwjqzOXtPExERCQkJo1KgRTzzxBP/8849tnxVyZmdns2bNGurXr0/nzp2pVq0aPXr0YOfOnbbjvSEnFP3f0yNHjvDDDz/w8MMP27Z5Q1Znct5+++3ExcVx8uRJsrOziYmJoUaNGjRt2hSwRs7cv7/XHuPn54evry8bN24EzJvz5MmT+Pv7U6FCBaDwOi9dukRiYiJdu3a17Q8NDaVevXq2Y8yYtag5nWHGnOCarO74fRWXJZu57t2789133/H111+Tk5PDzp07+fDDD7ly5QonT560Hff1118TEBBAhQoVWLVqFatXr7at4eItrwxzJmtBr0YD78jqTM727duzaNEi1q5dy+uvv86PP/5Iv379bKtmWyFnWloaFy5c4NVXX2XYsGGsXr2a2rVr061bN86cOQN4R05w/t/TXIsXL6ZGjRp2s9a9IaszOd98802CgoIIDg7Gz8+Pl19+mVWrVtnW0bRCzkqVKtG2bVtmz57NqVOnyMzMJDw8nCtXrtjGkpkx56VLl3j++ecZOXIkpUvrC0AUVuepU6fIyclxeExqaqpT5zBacXI6w2w5wTVZ3fX7Ki5LNnP33HMPzz33HEOGDKFs2bL06NGDBx54AMBuwb0uXbqwY8cONmzYwE033cSwYcNs/6Wseckk38Ky5r4a7b333sv3HN6Q1Zlr2qtXLwYMGMCtt95Knz59iIuL46effuK3334DrJEzJycHgEGDBjF+/HhatmxJdHQ0Pj4+rFy5EvCOnOD8v6e5Pv74Yx588EG7fd6Q1ZmcUVFR/PXXX6xdu5YtW7YwbNgw+vbty6lTpwDr5Fy8eLHtbT0BAQEcPXqUli1b2vabLWd2djYjRowA4LXXXrNtL6xOZ3KYKWtxczrDTDnBNVnd+fsqLks2cwARERFkZGRw6NAhjh07RoMGDQgICCAoKMh2TIUKFWjYsCF33nknsbGx/P7777aFh6tVq2b7L6hcBb0yzJMKynrtq9FKly5t+y+Inj17Mnz4cMB7sjpzTa/VoEEDAgMDOXDgAGCNnEFBQfj6+tK4cWPb8WXKlCE0NJQjR44A3pMTnL+mGzduJDk52e4RK3hP1oJyXrx4kZkzZzJ//ny6d+9OixYtmDdvHv7+/nzyySeANXICNGrUiF9//ZV//vmHv//+m9jYWI4fP079+vUBc+XMycnh4YcfJikpifj4eNtdUii8zqCgIEqVKuXwmNw7N2bJWpKczjBLTnBNVnf/vorLss0cgK+vLzVr1qR06dJ8/vnn9O7dG19f33yP1zTN1uy0bduWrVu3cu7cOdv+H374gXbt2rm97uLIL2v//v3ZuXMnO3bssH0BREdHExkZCXhX1qJc08OHD5Oenk69evUAa+QsW7YsLVq0YO/evbZjr1y5wsGDB23vMvamnODcNf3444+5/fbbadSokd12b8qaX87c8WTXZ772TqwVcl6rcuXK3Hjjjfz000+kpKRw7733AubJqWkaY8eOJSEhgbVr11KlShW7/YXV6efnR7NmzVi3bp1t/4EDBzh48KDtGDNkLWlOZ5ghJ7gmqxG/r2Jz+xQLNzl16pS2fft27f3339cAbevWrdr27du1s2fPapcvX9beeOMN7c8//9S2bdumjRo1SqtcubKWnJxs+/mnn35a27hxo3bw4EFt8+bN2oABA7TatWvbZqVcunRJa9CggTZ48GDtjz/+0D788EOtTJkyHlneoaRZr8d1s1nNkrWkOZ966intp59+0g4cOKD98MMPWqtWrbTbb79dy87OtlTOpUuXav7+/tqSJUu0PXv2aE888YRWrVo123IdZsnpiqyapmkXL17UAgMDtXfffTfP+c2StaQ5O3TooLVt21ZLSEjQ/vrrL23GjBla2bJltV27dlkq56pVq7S1a9dq+/bt0z777DOtatWq2uOPP27bb5acjzzyiBYUFKRt3rzZbmmc3CVUnKnzww8/1AICArQVK1ZoO3bs0Lp06aJ17NjRVFldkbOgvxNmyemqrK44h7t4bTO3cOFCDcjztW7dOi0rK0vr2LGjFhAQoJUvX167++67tcTERLufHzp0qFazZk2tbNmyWs2aNbWhQ4fm+T+RpKQk7a677tL8/Py0OnXqaB988IGREW1KmvV61zdzmmaOrCXNef/992shISFamTJltLp162qPPPKIlpqaaneMFXJqmqa98cYbWu3atbWAgACtc+fO2u+//2633ww5Nc01WZctW6b5+/vbrRl4LTNkLWnOo0ePakOHDtWqVq2qVahQQWvdurW2atUqu2OskHPRokVa3bp1bf+OvvDCC7b/I8xlhpyOMgLagQMHilTnSy+9pIWEhGj+/v7avffeq504ccJuv6ezuiJnQX8nnD2HEVyR1VV/L9xBXuclhBBCCOHFLD1mTgghhBDC6qSZE0IIIYTwYtLMCSGEEEJ4MWnmhBBCCCG8mDRzQgghhBBeTJo5IYQQQggvJs2cEEIIIYQXk2ZOCCGEEMKLSTMnhBBCCOHFpJkTQgghhPBi/w8C/PUhk9K5ngAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# form the labor force series\n", "labor_force_series = pd.concat([lf_1,lf_2]).sort_index()\n", "\n", "# plot the series and save the figure\n", "fig = plt.figure()\n", "ax = fig.add_subplot(1,1,1)\n", "ax.plot(labor_force_series/1000,'-',lw=4,alpha = 0.65)\n", "ax.set_title('Labor force')\n", "ax.set_ylabel('Millions of persons')\n", "ax.grid()\n", "\n", "fig.tight_layout()\n", "plt.savefig('../png/fig_data_labor_force.png',bbox_inches='tight',dpi=120)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Vacancy rate\n", "\n", "Now with a vacancy series and a labor force series, compute the monthly vacancy rate for the Unite States by dividing the vacancy rate series by the labor force series. Following Petrosky-Nadeau and Zhang (2013), scale the result so that the average vacancy rate for 1965 is 2.05\\% in order to match the vacancy rate estimate for 1965 obtained by Zagorsky (1998)." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# Construct the vacancy_rate series\n", "vacancy_rate_series = vacancy_series_unscaled / labor_force_series\n", "\n", "# Compute a scaling factor to ensure that the average vacancy rate for 1965 is 0.0205\n", "scaling = vacancy_rate_series[(vacancy_rate_series.index>=pd.to_datetime('1965-01-01')) & (vacancy_rate_series.index<=pd.to_datetime('1965-12-01'))].mean()/0.0205\n", "\n", "vacancy_rate_series = 100*vacancy_rate_series/scaling\n", "\n", "vacancy_series = vacancy_rate_series*labor_force_series/100\n", "unemployment_series = unemployment_rate_series*labor_force_series/100\n", "market_tightness_series = vacancy_series/unemployment_series" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot the series and save the figure\n", "fig = plt.figure()\n", "ax = fig.add_subplot(1,1,1)\n", "ax.plot(vacancy_rate_series,'-',lw=4,alpha = 0.65)\n", "ax.set_ylabel('Vacancy rate')\n", "ax.grid()\n", "\n", "fig.tight_layout()\n", "plt.savefig('../png/fig_data_vacancy_rate.png',bbox_inches='tight',dpi=120)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Organize data\n", "\n", "In the rest of the program, organize the data into DataFrames, construct plots that used in the paper, and export datasets that can be used to replicate the figures and to investigate carefully the data more carefully." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# Organize data into DataFrames\n", "df_rates = pd.concat([unemployment_rate_series,vacancy_rate_series,market_tightness_series], join='outer', axis = 1).dropna()\n", "df_rates.columns = ['Unemployment rate','Vacancy rate','Market tightness']\n", "\n", "df_levels= pd.concat([unemployment_series,labor_force_series,vacancy_series], join='outer', axis = 1).dropna()\n", "df_levels.columns = ['Unemployment [Thousands of persons]','Labor force [Thousands of persons]','Vacancies [Thousands of vacancies]']\n", "\n", "df_all = pd.concat([df_rates,df_levels], join='outer', axis = 1).dropna()\n", "\n", "# Subframes for pre December 2007 and after\n", "df_pre_gr = df_all[(df_all.index< '12-01-2007')]\n", "df_post_gr = df_all[(df_all.index>= '12-01-2007')]" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot the labor market tightness series and save the figure\n", "fig = plt.figure()\n", "ax = fig.add_subplot(1,1,1)\n", "ax.plot_date(df_all.index,df_all['Market tightness'].values,'-',lw=4,alpha = 0.65)\n", "# plt.scatter(df_all['Unemployment rate'].values,df_all['Market tightness'].values,s=45,c= 'blue',alpha = 0.25)\n", "ax.set_ylabel('Labor market tightness')\n", "ax.set_ylim([0,5])\n", "ax.grid()\n", "\n", "fig.tight_layout()\n", "plt.savefig('../png/fig_data_market_tightness.png',bbox_inches='tight',dpi=120)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the Beveridge curve for the US: vacancy rate v unemployment rate\n", "\n", "fig = plt.figure(figsize=(7.5,4))\n", "ax = fig.add_subplot(1,1,1)\n", "c = np.arange(len(df_all.index))\n", "plt.scatter(df_all['Unemployment rate'].values,df_all['Vacancy rate'].values,s=45,c= c,alpha = 0.35)\n", "ax.set_xlim([0,30])\n", "ax.set_ylim([0,6])\n", "# ax.set_title('Beveridge curve')\n", "ax.set_xlabel('Unemployment rate')\n", "ax.set_ylabel('Vacancy rate')\n", "ax.grid()\n", "\n", "##############################################################################################\n", "# Old code to set colorbar labels\n", "# cbar = plt.colorbar(ax = ax)\n", "# cbar.get_ticks()\n", "# cbar.set_ticks([int(i) for i in cbar.get_ticks()[:-1]])\n", "# cbar.set_ticklabels([df_all.index[int(i)].strftime('%b %Y') for i in cbar.get_ticks()[:]])\n", "##############################################################################################\n", "\n", "cbar = plt.colorbar(ax = ax)\n", "num_ticks = int((df_all.index[-1].year-1930)/20)+1\n", "tick_dates = [str(1930 + i*20)+'-01-01' for i in range(num_ticks)]\n", "ticks = df_all.reset_index().index[df_all.index.isin(tick_dates)].tolist()\n", "cbar.set_ticks(ticks)\n", "cbar.set_ticklabels([df_all.index[int(i)].strftime('%Y') for i in ticks])\n", "\n", "plt.savefig('../png/fig_beveridge_curve.png',bbox_inches='tight',dpi=120)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 9, 249, 489, 729, 969])" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cbar.get_ticks()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the modified Beveridge curve for the US: market tightness v unemployment rate\n", "\n", "fig = plt.figure(figsize=(6,4))\n", "ax = fig.add_subplot(1,1,1)\n", "c = np.arange(len(df_all.index))\n", "plt.scatter(df_all['Unemployment rate'].values,df_all['Market tightness'].values,s=45,c= 'blue',alpha = 0.25)\n", "ax.set_xlim([-0.5,26])\n", "ax.set_ylim([-0.5,5])\n", "# ax.set_title('Modified Beveridge curve')\n", "ax.set_xlabel('Unemployment rate ($u$)')\n", "ax.set_ylabel('Market tightness ($\\\\theta$)')\n", "ax.grid()\n", "\n", "plt.savefig('../png/fig_modified_beveridge_curve.png',bbox_inches='tight',dpi=120)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the modified Beveridge curve for the US: market tightness v unemployment rate\n", "\n", "fig = plt.figure(figsize=(7.5,4))\n", "ax = fig.add_subplot(1,1,1)\n", "c = np.arange(len(df_all.index))\n", "plt.scatter(df_all['Unemployment rate'].values,df_all['Market tightness'].values,s=45,c=c,alpha = 0.25)\n", "ax.set_xlim([-0.5,26])\n", "ax.set_ylim([-0.5,5])\n", "# ax.set_title('Modified Beveridge curve')\n", "ax.set_xlabel('Unemployment rate ($u$)')\n", "ax.set_ylabel('Market tightness ($\\\\theta$)')\n", "ax.grid()\n", "\n", "cbar = plt.colorbar(ax = ax)\n", "num_ticks = int((df_all.index[-1].year-1930)/20)+1\n", "tick_dates = [str(1930 + i*20)+'-01-01' for i in range(num_ticks)]\n", "ticks = df_all.reset_index().index[df_all.index.isin(tick_dates)].tolist()\n", "cbar.set_ticks(ticks)\n", "cbar.set_ticklabels([df_all.index[int(i)].strftime('%Y') for i in ticks])\n", "\n", "\n", "plt.savefig('../png/fig_modified_beveridge_curve_color.png',bbox_inches='tight',dpi=120)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Construct figure for paper\n", "\n", "fig = plt.figure(figsize=(12,6))\n", "ax = fig.add_subplot(1,2,1)\n", "c = np.arange(len(df_all.index))\n", "plt.scatter(df_all['Unemployment rate'].values,df_all['Market tightness'].values,s=45,c= 'blue',alpha = 0.25)\n", "ax.set_xlim([-0.5,26])\n", "ax.set_ylim([-0.5,5])\n", "ax.set_title(df_all.index[0].strftime('%B %Y')+' to '+df_all.index[-1].strftime('%B %Y'))\n", "ax.set_xlabel('Unemployment rate ($u$)')\n", "ax.set_ylabel('Market tightness ($\\\\theta$)')\n", "ax.grid()\n", "\n", "ax = fig.add_subplot(1,2,2)\n", "\n", "c = np.arange(len(df_post_gr.index))\n", "\n", "plt.scatter(df_post_gr['Unemployment rate'].values,df_post_gr['Market tightness'].values,s=75,alpha = 0.5,c=c)\n", "\n", "cbar = plt.colorbar(ax = ax)\n", "cbar.set_ticks([int(i) for i in cbar.get_ticks()[:-1]])\n", "cbar.set_ticklabels([df_post_gr.index[int(i)].strftime('%b %Y') for i in cbar.get_ticks()])\n", "\n", "plt.plot(df_post_gr['Unemployment rate'].values,df_post_gr['Market tightness'].values,'-')\n", "\n", "ax.set_title(df_post_gr.index[0].strftime('%b %Y')+' to '+df_post_gr.index[-1].strftime('%B %Y'))\n", "ax.set_xlabel('Unemployment rate ($u$)')\n", "ax.set_ylabel('Market tightness ($\\\\theta$)')\n", "ax.grid()\n", "\n", "plt.savefig('../png/fig_modified_beveridge_curve_both.png',bbox_inches='tight',dpi=120)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "# Export data to csv\n", "df_levels.to_csv('../csv/beveridge_curve_data.csv',index_label='Date',float_format='%11.2f')" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.7" } }, "nbformat": 4, "nbformat_minor": 4 }