{ "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", "1. This Notebook is compatible with Python 2 and 3.\n", "\n", "2. **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": 26, "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": 27, "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": 28, "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": 29, "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": 30, "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": 31, "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": 32, "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": 33, "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": 34, "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": 35, "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": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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aBUTvCIIg3Epubi5SUlJw5ZVXOl0U11NeXo7s7GxMmDABTZo0cbo4BBHVmBrNevjwYSQmJqJOnTqy9ePGjUOjRo3Qr18/rFy5smZ9RUUFCgoKMHDgwJp1bdu2RevWrbFhwwaTRScIgrCXUaNGkZHTSWJiIh555BEycgRhA4ZHs1ZUVOCxxx7D2LFja5pQAeCJJ57AoEGDEBcXhw8++ADXXHMNPv/8c2RmZuLIkSOorq6uST4p0bBhw4DRc4A4zH3//v1ISUlR7YtHEARBEATBA4Ig4Pjx42jatCliYtRjcIbMXFVVFW666SYAwFNPPSXbNnPmzJrX3bt3x2+//YbnnnsOmZmZMNqSu3//frRo0cLQewiCIAiCIKKVffv2oXnz5qrbdJu56upqjBs3DoWFhVi7di2Sk5OD7t+9e3e8/PLLAMSBEDExMQFRuEOHDgVE6wAgJSWlpuCpqak162fOnIk5c+boLXJUQJr5gUfdpJkfeNRNmvkhkrrLysrQokWLGm+khi4zJwgCbr/9duTn52PdunUB8wuqUVBQUDOdTUJCArp27Yo1a9Zg0KBBAIA9e/Zg79696NWrV8B7pabV1NRUmZnbuHGjbJkHSDM/8KibNPMDj7pJMz/YoTtYtzNdZu6OO+7AihUragY1FBcXAxD7vMXGxuLjjz/GoUOH0KtXL8TFxWHZsmVYvHixbDqeu+++G1OmTEH37t3Rtm1b3HPPPejXr5+hkawXXnih7n2jBdLMDzzqJs38wKNu0swPTuvWZeak5lJlFG3Pnj1o3bo14uLi8Nxzz2H37t2IiYnBueeei/fffx9Dhw6t2Xf8+PE4cOAAJk2aVJM0ONh8j2qMGDHC0P7RAGnmBx51k2Z+4FE3aeYHp3WbyjMXacrKylC3bl2UlpZyGa4lCIIgCIIA9HkiU3nmnCIvL8/pItgOaeYHHnWTZn7gUTdp5gendXvKzJWUlDhdBNshzfzAo27SzA886ibN/OC0bmpmJQiCIAiCcClR18xKEARBEARByPGUmSsvL3e6CLZDmvmBR92kmR941E2a+cFp3Z4yc+yUYbxAmvmBR92kmR941E2a+cFp3Z7qM1deXo7ExEQHS2Y/pJkfeNRNmvmBR92kmR8iqTvq+szxeIGQZn7gUTdp5gcedZNmfnBat6fMHEEQBEEQBCHHU2YuNzfX6SLYDmnmBx51k2Z+4FE3aeYHp3V7ysylpaU5XQTbIc38wKNu0swPPOomzfzgtG5PDYAgCIIgCILgiagbAEEQBEEQBOF1ysqAkyetO56nzFxxcbHTRbAd0swPPOomzfzAo27SzA9GdG/cCNx1FzB5MrBrlzXn95SZmzdvntNFsB3SzA886ibN/MCjbtLMD0Z0P/ccUFUFlJcD//63NeenPnMEQRAEQRA2MWaMfPmtt4LvT33mCIIgCIIgohwycwRBEARBEB7GU2YuJyfH6SLYDmnmBx51k2Z+4FE3aeYHp3V7ysx17drV6SLYDmnmBx51k2Z+4FE3aeYHp3XTAAiCIAiCIAiboAEQBEEQBEEQhAxPmbnCwkKni2A7pJkfeNRNmvmBR92kmR/06o5UW6inzNzy5cudLoLtkGZ+4FE3aeYHHnWTZn7Qq/vs2cicn/rMEQRBEARB2MDJk8Df/iZf9+abgM+n/R7qM0cQBEEQBOESKisD11kRrSMzRxAEQRAEYQNqZq6iIvzjesrMZWdnO10E2yHN/MCjbtLMDzzqJs38oFf3mTOB67gzc8OHD3e6CLZDmvmBR92kmR941E2a+UGvbjUzV14e/vlpAARBEARBEIQN7NgBzJolX/fYY0D79trvoQEQBEEQBEEQLkEtMnfqVPjH9ZSZy8/Pd7oItkOa+YFH3aSZH3jUTZr5Qa9utQEQp0+Hf35PmbmCggKni2A7pJkfeNRNmvmBR92kmR/06laLzFlh5qjPHEEQBEEQhA18/TXwn//I1w0eDIwdq/0e6jNHEARBEAThEvbvD1yXlwds2RLeccnMEQRBEARBRJjycuDDD9W3PfdceMf2lJnLyspyugi2Q5r5gUfdpJkfeNRNmvlBj+5167S3qQ2MMIKn+swVFxcjIyPDwZLZD2nmBx51k2Z+4FE3aeYHPbqXLQPee097+1tvqa+Puj5zPF4gpJkfeNRNmvmBR92kmR/06I6Njdz5PWXmCIIgCIIgvEgkU/B5yszl5eU5XQTbIc38wKNu0swPPOomzfwQSvfBg8Cvv0bu/J4ycyUlJU4XwXZIMz/wqJs08wOPukkzP4TSHWzwgxV4agAEQRAEQRCE11i+HMjNDb4PNwMgCIIgCIIgvEbt2pE9vqfMXHl5udNFsB3SzA886ibN/MCjbtLMD6F0x8VF9vyeMnMzZ850ugi2Q5r5gUfdpJkfeNRNmvkhlO6zZyN7fk/1mSsvL0diYqKDJbMf0swPPOomzfzAo27SzA+hdH/8sXafOABo0gR4+mn1bVHXZ47HC4Q08wOPukkzP/ComzTzQyjdyum6brlFnkS4Tp3wzu8pM0cQBEEQBOE1lGZu0CBg6FD/cnV1eMf3lJnLDTWuNwpxWvOePcDLLwP/+59953Ras1PwqJs08wOPukkzP4TSzZq5du2A+HjA5/OvC9fMRXh8hbWkpaU5XQTbcVKzIAD/+hdQUgJ8+aV4Adox7R6P9QzwqZs08wOPukkzP4TSzZq5+HjxfwwTTgvXzHlqAARhLyUlwKRJ/uXLLwduvdWx4hAEQRCE5zh9GrjtNv9yly7AjBnAu+8CH3zgX9+uHdCzJ3DNNfL36/FEnorMEc7ChoQJgiAIggjN0qXyZbXIHADs3i3+9ehhvBXMU33miouLnS6C7Tip2amYLY/1DPCpmzTzA4+6STM/BNP9xRfyZS0zJ/HDD8bP7ykzN2/ePKeLYDtOalaaObsiczzWM8CnbtLMDzzqJs38YER3KDNnZrYI6jNHaHL4MPD3v/uXBw8Gxo51rjwEQRAE4TXGjJEvDxwI3H47sGJFYBMsANx5J9Cvn3856pIGE/ZSVSVfpj5zBEEQBBEetWqJ/7WeqWYic2TmCE2UQ6XJzBEEQRCEMdiZHgCgUyfxv1Yzq5n2Uk+ZuZycHKeLYDtOanYqMsdjPQN86ibN/MCjbtLMD8F0S33kAKB7d3G0KqBt5s6eNX5+T5m5rl27Ol0E23FSs9LM2QWP9QzwqZs08wOPukkzPwTTzT5Le/b0B0a0zJxy6i89eMrM9e7d2+ki2I6TmsPNSG0WHusZ4FM3aeYHHnWTZn4IppuNtLH94bg1c4S90AAIgiAIgjBPdbW8D5weMxf1zayFhYVOF8F2nNTs1AAIHusZ4FM3aeYHHnWTZn7Q0q00ZhSZA7B8+XKni2A7Tmo28+vACnisZ4BP3aSZH3jUTZr5QUu38jnKjmy10sxR0mBCkx9/BObM8S9fcw0werRz5SEIgiAIL1FWBtxxh3/5wQeBzp3F1+vWAS++GPieq6+WJxqmpMFEWDg1mpUgCIIgogFqZiUch5IGEwRBEIR5lEGRSDWzesrMZWdnO10E23FSs1OjWXmsZ4BP3aSZH3jUTZr5QUu3mchc1I9mHT58uNNFsB0nNTvVzMpjPQN86ibN/MCjbtLMD1q6qZlVhU7ShGYc4aRmZTOrXUNleKxngE/dpJkfeNRNmvlBSzdF5gjHUV5QTs0IQRAEQRBehCJzKuTn5ztdBNtxUrPSvNll5nisZ4BP3aSZH3jUTZr5QUu3srsSa+a0+qFHzMzNmTMHF110EZKTk9GkSRPceuutOHTokGyfHTt2YMCAAahduzZat26NhQsXBhxn7ty5aNq0KZKSkjBs2DAUFxcbKmxBQYGh/aMBuzULAvDzz8DWrYEXlF1mjsd6BvjUTZr5gUfdpJkftHTbFZnTlTT4yiuvxJgxY3DxxRejrKwMkydPRp06dbB69eo/T1yJzp07o1u3bnjkkUewYcMG3HHHHfjss88waNAgAMCiRYswefJkLFmyBG3btsU//vEPCIKAtWvXBpyPkgY7x8aNwHPPia8bNQIOHvRvu+IKYNw4J0pFEARBEN5j61bgn//0Ly9aBCQkiK+Vifkl2rYFZs/2L+vxRHGqaxV88sknsuXnnnsOffv2RWlpKerWrYtPP/0U+/btw+bNm5GSkoLzzz8fa9euxfz582vM3Pz58zFlyhSMGDECALBw4UK0a9cOW7duRbdu3fQUg7CB11/3v2aNHEBJhAmCIAjCCHZN52Wqz9zhw4eRmJiIOnXqAAA2btyIHj16ICUlpWafQYMGYcOGDQCAiooKFBQUYODAgTXb27Zti9atW9fsQ7iDI0e0t9EACIIgCILQD2vMfD65mdN6ptoymrWiogKPPfYYxo4di7g/G38PHjyIRo0ayfZr2LBhTb+6I0eOoLq6WnWfg8rwTxCysrKMFtfz2K05LU17m11mjsd6BvjUTZr5gUfdpJkftHRXVPhf16olH/Sg9UyNeGSuqqoKN910EwDgqaeeqlkfqtudjm55qowcORJTp07F1KlTsWLFChw9ehTl5eU123Nzc5GXl1ezXFxcHPCB5uTkyEaZFBYWBmRqzs7ORmFhYc1yfn4+cnJyZPtkZWXJBmzk5eUhNze3Zrm8vBxTp061vHxTpkyxtXzffy8v365dOTh8WCxfdbU9n9+UKVM0yxdt9cuWT9Lt1vJJWFm+Ll26uLp8kfj8/u///s/V5YvU5zd69GhXly8Sn5/0nXZr+SSsLJ+k2a3lY7GyfKNHj1Yt35kzQFVVOTZvnorYWHn51q3zl+/06WJs3SqW7+xZ8RiZmZkYPXo0Zs6ciVDoGgABANXV1Rg7diy2bt2KtWvXon79+jXbHnzwQaxduxbr1q2rWbd48WLMmDEDRUVFqKioQFJSEj7//POaPnQA0KZNG8yYMQMTJ06UnYsGQDjH44+Lo1nVuOQS4K677C0PQRAEQXiVFSuApUvF1+npwPPP+7d99x3w9NOB70lKAl55xb+sxxPpiswJgoDbb78d+fn5WLVqlczIAUDPnj3x7bff4sSJEzXrVq9ejV69egEAEhIS0LVrV6xZs6Zm+549e7B3796afQh3ECy8S33mCIIgCEI/Z874X0ujWCVs7zN3xx13YMWKFXjzzTcBiOHK4uJiVP05vHHIkCFo1qwZxo8fj59++gkLFy7E0qVLMXny5Jpj3H333Zg3bx4++OADFBQU4LbbbkO/fv0MjWRlQ6a8YLdm9sJTYpeZ47GeAT51k2Z+4FE3aeYHLd3KPnMsVvaZ05Wa5OWXXwaAgCjanj170Lp1a9SqVQsrV67ExIkT0b17dzRu3BgvvviirEl1/PjxOHDgACZNmoSSkhJkZmZiwYIFhgpbUlJiaP9owG7NbojM8VjPAJ+6STM/8KibNPODlu5gkblmzdSPJQhiKjB25GsodPeZsxPqM+cckydrpye56CLgvvvsLQ9BEARBeJWcHECaG6FLF2DGDPn2hQuBr74CUlOBw4f969nkwpb1mSP4wQ2ROYIgCIKIBoJF5gBg/HjgtdeACRPk6402tXrKzLHDjnnBbs1u6DPHYz0DfOomzfzAo27SzA9auoP1mWOJU3R6MzoIwlNmTk+ulWjDbs1uiMzxWM8An7pJMz/wqJs084OW7lCROYn4ePmy0cicp/rMlZeXIzEx0cGS2Y+dmquqgJtv1t7euTPw4IORLweP9QzwqZs08wOPukkzP2jpfuQRYOdO8fWQIcAtt6i//7ff5P3pHnsMaN9efB11feZ4vEDs1Bzql4BdkTke6xngUzdp5gcedZNmftDSbTYy9/DDxqJznjJzRGQJ1l8OoAEQBEEQBGEE9rmqNGwsyj5zAMDMNBYST5k5di42XrBTs/JXwIMPAk2a+JftMnM81jPAp27SzA886ibN/KClmx3IEMzMqW0zkrLPU2YuLS3N6SLYjp2alZG5pCSge3f/8p8TfkQcHusZ4FM3aeYHHnWTZn7Q0s2auWBJgNVGugYzf0o8ZeYGDx7sdBFsx07NyshcrVpADHOF2BWZ47GeAT51k2Z+4FE3aeYHLd2smVNrSpWoXTtwXbBUJko8ZeaIyKKMzMXHO2PmCIIgCCIaYFu0gpk5ny9wXdRG5oqLi50ugu3YqdktkTke6xngUzdp5gcedZNmftDSrTcyp4aRrk2eMnPz5s1zugi2Y6dmt0TmeKxngE/dpJkfeNRNmvlBS7fePnOh3hsKTyUNJiLHiRPiMOiFC/3rliwBVq4EpEE6jRsDzz7rTPkIgiAIwktUVwM33eRfnjIF6NVLe/8xY+TLt9wiJhrW44kMBv2IaOT774HsbIC19T6f+CuC+swRBEEQhHGUzaRGm1kpaTBhiLlz5UYOEPvL+XzyTpl2pSYhCIIgCK+jbCYNZebatg3+/mB4yszl5OQ4XQTbibTmigr19dIoGiciczzWM8CnbtLMDzzqJs38oKbbaGTu9tvly1Fr5rp27ep0EWwn0pqLitTXS/lt2A6bdpk5HusZ4FM3aeYHHnWTZn5Q0200Mte6NdCihX85aptZe/fu7XQRbCfSmrWcv5OROR7rGeBTN2nmBx51k2Z+UNOtfL7qGc3KJg+O2sgcYT1aF4sUmaMBEARBEARhHKOROeU+URuZKywsdLoIthNpzVqDGpw0czzWM8CnbtLMDzzqJs38oKY7XDMXtZG55cuXO10E24m0Zi0zJzWzOtFnjsd6BvjUTZr5gUfdpJkf1HSbMXPsFF6UNJjQzZYtwL/+Fbi+Sxdgxgxg3TrgxRfFdXFxYiJhgiAIgiCCs2sX8PDD/uXnnwfS04O/Z948YMMG//LMmUDLlqE9kacic4T1aEXmpIgc28xKeeYIgiAIQh9mkgYr9/nnP4H9+0O/j8wc52gZNMnEsc2sghCYXJggCIIgiEDCbWaVjrF4cej3ecrMZWdnO10E24m0ZiOROcAeM8djPQN86ibN/MCjbtLMD2q6zaQmUZo5QGyuDYWnzNzw4cOdLoLtRFpzqMic0szZMQiCx3oG+NRNmvmBR92kmR/UdJuJzCUnmzu/p8xcp06dnC6C7URas9HInB395nisZ4BP3aSZH3jUTZr5QU23mchc3brmzu8pM0dYj9HIHPWZIwiCIIjQsGYuJibweaqG2QQenjJz+fn5ThfBdiKt2Y3NrDzWM8CnbtLMDzzqJs38oKabfb7qaWIFODFzBQUFThfBdiKtWSspoVYzqx1mjsd6BvjUTZr5gUfdpJkf1HSzz1e9Zs5sMyslDeacjz8G3norcH1mJjB+PLBtGzB7tn/9iy+av9gIgiAIghc+/xx47TXxdWoq8NJLod9TVgbccYd8XWVlGd57j5IGE0EwkmcOsG9KL4IgCILwMmxkTs/gBwBISjJ3LjJznKPVzOpknzmCIAiC8Dpm+szp3U+Jp8xcVlaW00WwnUhrNpqaxA4zx2M9A3zqJs38wKNu0swParrN9Jkzi6fM3JQpU5wugu1EWrMbR7PyWM8An7pJMz/wqJs084OabjJzGmRkZDhdBNuJtGY3mjke6xngUzdp5gcedZNmflDTTWaOsA03mjmCIAiC8Drs81XvAAizeMrM5eXlOV0E24m0Zjf2meOxngE+dZNmfuBRN2nmBzXdFJnToKSkxOki2E6kNR8/rr5eKzWJHXOz8ljPAJ+6STM/8KibNPODmm47zRwlDeaYggIgO1t92+jRwDXXAAcPAv/4h3/97NlA27a2FI8gCIIgPMtLLwFffSW+7tYNmDZN3/vGjJEvU9JgIiirV2tvoz5zBEEQBGEeM0mDzeIpM1deXu50EWwnkpo3bdLe5qSZ47GeAT51k2Z+4FE3aeYHNd1mm1lvv934+T1l5mbOnOl0EWwnkpqbNdPe5uQACB7rGeBTN2nmBx51k2Z+UNNtZgYIALjsMmD4cGPn91SfufLyciQmJjpYMvuJpOasLODXX9W3jR8PZGYGTvr74INA584RKU4NPNYzwKdu0swPPOomzfygpjs7W+ybDogGbeJEI8cTn8NAFPaZ4/ECiaTmykrtbU42s/JYzwCfukkzP/ComzTzg5rucPrMGR396ikzR1iLGTNnR2oSgiAIgvA64aQmiYsDWrUSX/t8off3lJnLzc11ugi2E0nNwcyc9CtC+WvCjsgcj/UM8KmbNPMDj7pJMz+o6Q43z9z06WKasOnTQ+8b4TR21pKWluZ0EWwnkprPnNHe5mQzK4/1DPCpmzTzA4+6STM/qOkO18ylpYn5XsvKQu/rqQEQhLWMHasdnZs8GejTR2xWvflm//p77gF69LCnfARBEAThVaZNA37/XXw9YgTwl7+YO44eT+SpZlbCOgSB+swRBEEQRKSguVk1KC4udroIthMpzexFpobUV87nA+Lj/euDGUCr4LGeAT51k2Z+4FE3aeYHNd00A4QG8+bNc7oIthMpzaFMGRuRq1XL/7qiIiLFkcFjPQN86ibN/MCjbtLMD2q67YzMUZ85TikpASZN0t4+bZo4MTAA3H03cPSo+HrMGODqqyNdOoIgCILwNhMmACdOiK9vvRW4/HJzx6E+c4QmRiJzCQn+18FGwBIEQRAEIUJ95oiIE8qUse37rJmzo5mVIAiCILyO2blZzeApM5eTk+N0EWwnUppDmTInzRyP9QzwqZs08wOPukkzP6jppsicBl27dnW6CLYTKc3ffRd8u1Yzqx1mjsd6BvjUTZr5gUfdpJkflLqrq8UUYBJk5hh69+7tdBFsJ1Kat28Pvt1JM8djPQN86ibN/MCjbtLMD0rdyvRflJqEiAhsn7k6dQK3sxee3alJCIIgCMLLKM0cReYYCgsLnS6C7URKM3uhqY10Tkz0v7Y7MsdjPQN86ibN/MCjbtLMD0rdZOaCsHz5cqeLYDuR0sxeaOwMDxK1a/tf252ahMd6BvjUTZr5gUfdpJkflLrtNnOUNJhTpk4FpNlH2rUDdu+Wb1+0yG/i3nkH+PBD8XW9esALL4jTfBEEQRAEEcihQ8CUKf7lxx8Xn7VmoKTBhCahInNsP7mWLf2vjx0Ddu6MXLkIgiAIwutQMythC+yFxho3QBz8wEbeuneXD4jYvz+yZSMIgiAIL0NmLgjZ2dlOF8F2IqU5WGSOHfwgbU9J8S+fOhWRItXAYz0DfOomzfzAo27SzA9K3WTmgjB8+HCni2A7kdJsxMwBQFKS//Xp0xEpUg081jPAp27SzA886ibN/KDUzU7lBUQ+z1yEvaK1dOrUyeki2E6kNLMXmh4zx45uPXUK+O034IMPgBYtgOHDrb1QeaxngE/dpJkfeNRNmvlBqdvuyJynzBxhDYIQPDLHpiKRYCNzp04B//43sG8fsGED0KqV2K+OIAiCIAhqZg1Kfn6+00WwnUhoVs4ZpxwAEaqZ9dQp0chJLF1qbfl4rGeAT92kmR941E2a+UGpm8xcEAoKCpwugu1EQrPyItMTmWObWZV95qzOOcdjPQN86ibN/MCjbtLMD0rdyj5zlDSYkgZbzo4dwKxZ/uURI4Bly/zLffoAkyfL3/PGG8Ann4ivW7cG9u71b2veHPjnPyNUWIIgCILwGBs2APPm+ZfffNN84EOPJ6I+c5zx6afA66/L1xkdzXrkiHwbzQZBEARBEH7YFjBl7tZIoKuZddmyZRg0aBDq1q0Ln8+Hs4p2Op/PF/C3detW2T5z585F06ZNkZSUhGHDhqFYmkuKsBWlkQP0mbnGjf2vjx+XbyMzRxAEQRB+WJsU6SZWQKeZO3XqFAYOHIgZM2Zo7vPOO++gqKio5u/888+v2bZo0SLMnj0bL7zwAtavX4+ysjKMGjXKcGGzsrIMv8fr2KFZzwCIc8/Vfr/VZo7Hegb41E2a+YFH3aSZH5S6lZG5SKPLL950000AgC+//FJzn3r16iEjI0N12/z58zFlyhSMGDECALBw4UK0a9cOW7duRbdu3XQXdgo7ay0n2KFZeaGpmbn69cVBEGoJg602czzWM8CnbtLMDzzqJs38oNTtysicHsaNG4dGjRqhX79+WLlyZc36iooKFBQUYODAgTXr2rZti9atW2PDhg2GzqFlFqMZKzUrR9dorVcbzQoENsdKWG3meKxngE/dpJkfeNRNmvlBqZt9rnrGzD3xxBN4//338emnn+Kyyy7DNddcgy+++AIAcOTIEVRXV6NRo0ay9zRs2BAHDx604vSETrTmVFWmKlGLzAHaFyT1mSMIgiAIP56MzM2cORO9evVC9+7dMXv2bNx000147rnnAADhZD4ZOXIkpk6diqlTp2LFihUYMWIEysvLa7bn5uYiLy+vZrm4uDig3TonJ0eWzK+wsDBgQtzs7GwUFhbWLOfn5yMnJ0e2T1ZWlmzQRl5eHnJzc2uWy8vLMXXqVMvLl5eXZ1n57rtvKqqq/OX79ddcFBXloW5dcfn06WJs3ZqFhg3VyxcXB5SVFWLbNvnn98031n5+0mfGQ/2y5ZOO5dbySVhZvieeeMLV5YvE5/fcc8+5unyR+vyWLl3q6vJF4vOTju/W8klYWT52nRvLx2Jl+ZYy2fPz8vKwdq2/fIJgvHx5eXnIzMzE6NGjMXPmTIREMMCaNWsEAEJlZWXQ/Z577jmhc+fOgiAIQnl5uRATEyN88cUXsn1at24tvPTSS6rvLy0tFQAIpaWlsvVvv/22keJGBVZq3rlTEEaPDvwrKRGEBx8UXz/yiCBUV6u//7771N//0EOWFVEQBD7rWRD41E2a+YFH3aQ5Ojh9WhC+/VYQTpzQ3kepOzfX/4ycNi2882t5IpaIBP8KCgrQunVrAEBCQgK6du2KNWvWYNCgQQCAPXv2YO/evejVq5eh45oZAet1rNR88mTgurp1gdRU4OGHgaIioGlT7WZTrVBxdbVlRQTAZz0DfOomzfzAo27S7H0EAXjgAfH52KSJmCBfbXSqUrfdzay6TnH06FH89ttv2LVrFwDRrMXGxqJ9+/b48ssvcejQIfTq1QtxcXFYtmwZFi9ejI8//rjm/XfffTemTJmC7t27o23btrjnnnvQr18/QyNZifA5cSJw3aWXiuYtPh5o2TL4+7UuyMrK8MtGEARBEG5j1y7RyAHi/2+/BfTEoVxp5j766CPceuutNcsXX3wxAGDNmjWIi4vDc889h927dyMmJgbnnnsu3n//fQwdOrRm//Hjx+PAgQOYNGkSSkpKkJmZiQULFhgubHl5ORK1eudHKVZqLisLXPdnsFQXWqNZz5wxVx4teKxngE/dpJkfeNRNmr2PMlixa5e6mVPqduVo1nHjxkEQhIC//v37Y8iQISgoKMCJEydQVlaGDRs24Nprrw04RlZWFoqKinD69GmsWLHC1PBlXZ0AowwrNSvN3K23AopBxkGxKzLHYz0D0a1bEIDdu4FDh+Tro1kzi6T/5El+NCvhUTdp9j7KYMXKleppvpS67Y7M+QQhjOGmEUJrUtloc/x6sFLzggXAmjXi686dgQcfNPb+f/4TUMzSBgBITgZefjns4tXAYz0D0a37rbeAjz8Wo7uPPQa0aiWuj2bNLIsXA3l5YtqfOXPKkZER/ZqV8FLXLKTZ+3zzDTB/vnzdE08AbdrI1yl1v/gisG6d+LpbN2DaNPNl0PJELJYlDbaDaLpA9GKlZjYyJ6UjMYLWwIiTJ61tauWxnoHo1b1vn2jkADGK+913/m3RqplFEEQjBwDl5cB//xv9mtXgoa6VkGbvs39/4LqKisB1St2u7DNHRAesmUtJMf5+rRkkBEHsGCpFWwhC4sABYPp0+bpozhVeWAisWiX+Em/aFPjkk8CuDEy6LIIgXMzZs8D77weuVzNzau+VcE2fObfAJgnkBas0C4L4YJWoV8/4MYKlIPn9d+PH04LHegaiU/fixYHr2GH90aS5qgp4/nmxWeall4CHHhJfL18u32/XrujRbIRoqmu9kGZv8+OP6uvVWqKUusnMBSEtLc3pItiOVZpLSuSRuVBpSNRQTvvFouzYHg481jMQnbrV+liuWSPmbSopiS7NJSXiHyD+eNKifv00G0rjPqKprvVCmr2NVvchNjAiodTtytGsbmHw4MFOF8F2rNL866/yZTNNosEic1rzvpqBx3oG+NK9Zw/w2mvRpVktj6Ma550XPZqNEE11rRfS7G2Y2bdkvPUWcPq02P/3yy/FQIdSN/WZIyIC24mzTh1zzaxafeYAa80cER3s3Rt8+8aNthTDNo4f17ef1XkZCYKIDGq5WSVuu83/et8+4Oab5dupmTUIxRz2HLZKs5TBGhCnJNEamRoMu8wcj/UMRJfu/fsBPemmokmz2nR5ahw6FD2ajRBNda0X0uxdKioAvd3/Pv00UDf7vFSb/stqPGXm5s2b53QRbMcqzUozZwa7zByP9QxEl+5t2/TtF02a9UbmVq2KHs1GiKa61gtp9i7LlgV/5ilR6qbIXBCefPJJp4tgO1ZoFgR5n7mmTc0dxy4zx2M9A9GlW6+xeeKJ6NGst8/c0KHRo9kI0XR964U0e5dPPjG2/7XXynWTmSMs548/5E1A7dubO06wARCnT8uXKyqsn+aL8A56f9EG65PiNfRqoe8FQbgfI1E5AJg3T+w7J8F+z8nMEZbAdkT3+cybOWUHTxbWLG7ZAkyYANx1V+AoWoIPtEaBKTlyJLLlsIOqKuCXX8Q/PdAACIJwP8nJ/td6zdgHH/hfs9/z+HhryhQMT5m5nJwcp4tgO1ZoZo1WSgqQkGDuOF27AgMGqG9jm1n/9S/xV8mJE8B//mP8PDzWMxBduvVkSAeAV1/1tmZBEOdpfPBBYMcOfe/55htvazZLNF3feiHN3kQQ5M/NiRNDv2fXrhxZVwvWzJl95hrBU2aua9euThfBdqzQzBqt2rXNHycmBhg2TH3bmTPq0Rg27KwXHusZiC7dateC2pSNjRt7W3NxsTiFlxEaNPC2ZrNE0/WtF9LsTU6elCf+1jP9ZVpaV9l9jzVztWpZVzYtPGXmevfu7XQRbMcKzWx/tqSk8I4VbIh1aWl4x5bgsZ6B6NKtNHN33KGe27BRI29r1opAsql/Jk8GhgzxLzds6G3NZomm61svpNmbKAczJScDnTsHf096eu+a+151tXwABJk5whJYMxdOZA4IbuakqYwIgjU5/fsDl14qJqtWonfUq1tR6/9WuzYwdSrQti1w9dVA795A/fr+7TQAgiDcjdLMpaQA48YB6enBm0wlM6e8L1Azq4JCo+0ZUYAVmu0yc1ZF5nisZ8B9uqur9afbUMJG5qTmVbWo8N694WsWBHlXAjtnI1FrTm7aFOjeHZg9GxgzRozSsR2gi4vdVc924bbr2w5Iszc5dky+nJoKNG8OPP88sGgRcM89gU2vZWWFmmaOInMKli9f7nQRbMcKzezDLdxm1mCjeqyKzPFYz4C7dFdVAY8+Ko5KXrTI+PvZyFwwM7dlS3iaq6qARx4B/vY34O23gccfF1+/+WZYh9WNWjNrz56B69LT/a937FjOZRTbTde3XZBmb8KOsq9TJzCy1qMH8Nhj8nW//768JuquvC+QmVMwffp0p4tgO1Zo9lpkjsd6Btyle+NGYOdO8fWqVcYjdGzESroRqvU56dkzPM3ffgvs2iVG5z76CPj5Z/H1ypX2ROiUkbl77wWuvDJwvzZt/K87d54ect7aaMRN17ddkGZvcvSo/3WDBur7KA1a587Ta56P1MxKRATqM0cYRWk2jJo5dli/dM0NGCD2I2NRJps2yq5d2tvYG3KkYH+BJyWJzatq35F69eR5q/bvj3zZCIIwBxuZ0zJzagZNarlS9gWmyBxhCewDJ9xfCGTm+EBZz0YS3Z4+LY+KSTfD2FixGfSqq+T7hoPaoAoJO65HteZkNXw++UPBqig2QRDW88cf/tdGzFxMjNj1Q9kES2ZOQXZ2ttNFsB0rNLPTkoQ7rQibckGJVdEGHusZcJdupZnTO6MDABw+LF9m+4v5fEBGhn85Pz88zWwEUImyE3MkMPJDqW5d8f+2bdlc/vBx0/VtF6TZe5SWAr/95l/WmjFJeY/ctk3UvXVr4L7UzKpg+PDhThfBdqzQbNcccQcOAEuXhn8cHusZcJfuGMWdobhY/3uDmTlA3tTfuPFwWXJOowRLbfLii5GfLsyImUtLE/83bz6cy8icm65vuyDN3kM5BeV55+l7X/Pmw1FVJT4HlVBkTkGnTp2cLoLtWKGZTV4Y6TniVqwI/xg81jPgLt1KM/fSS8DChfree+iQ/3ViYuAoVtbMpaZ2Cmuu0lB56j76yPyx9WAmMpea2onLyJybrm+7IM3eQxntZ3NEBiM1tROqq9VHuAfrnmQVnjJzhDlYM2dFZI7tp6Q1vRfhbdQM1hdf6It0sZG5hg0Dm+aVg3DC6TcXamDGqlXmj60HtVG7WkiROYD6lxKEW2HvR4mJwbsWKamuVu+SYuQYZvGUmcvPz3e6CLZjhWarzdy0aUCXLsA11wDXXx96/+pqY8cPV/PBg8C77wI//SSaknCa8ezETde3VrSM7RisBWvmlE2sgNzMHT6cH5aZC9ZnTiKSMy6oJUfWQjJzhw/n4/hxeV9WHnDT9W0XpNl7sN9pI3lZDx/OVzVzEydaU65QeMrMFRQUOF0E2wlXsyBYOwACAM45B5gxAxg9Wmy27d49+P5GH6bhaBYE4OmngQ8+AJ54QpyC5dFHvfHgdNP1rTXnqJ5BLkbMXElJQVj54Nhr6+qrA0eRAZFNUcI284aajFtqZi0pKYAgeH8qM6O46fq2C9LsPYyk8rr8cv/rkpKCADPXpQtw2WXWlk8LT5m5iXZZXBcRrmY2KgdEZgBEqCIaNXPhaD59Gti3T75uxw4xSud23HR9a0XmiopCv9eImWvffmJYkTn22qpfXxx5dskl8n3CTX8SDDNmrn17sZ55GwThpuvbLkiz93j/ff/rUGaObZlq334iqqrkZi7cvK5G8JSZI4yjNFKRGACRnBx8tI6dc2VqnUuPCSH8aEXm2MENagiC3KSodR5WNkcaSXuihDWd0rX917/K93GLmWP7zAHUb44g3Iay5SFUF53UVGDyZP+ycgBEqK4XVkJmLsqxIzIHBE/eamcEQuvBHcmULNGIVmQulJk7cUJ+A5SiUSzx8fIfFVZF5qRjKn8Nh2MWg6FsKg1l5pKS5Nchb5E5gnA7yhYcPdPuKUf+KwdQ2IWnzFxWVpbTRbCdcDXbZebYqYqUlJUZO1Y4mrWMgVakyU246frW+hz/+CP4r1XlzVDL4EiGa+vWLNNmThDUzVytWvLRY5GKDJ8+LR/cE8rM+XxidG7rVrGeQxljN3LkCLB5c+B9RQ9uur7tgjR7C6X50vO8lNKOSN9r9n5DZk6DKVOmOF0E2wlXsxcjc+Fo1npwe8HMuen6ZutMOZ/qu++qv2f3buD55+Xr1CJzgN/Mdew4xbSZU17bUlO/zyePzkWqmVXZNzM1NfR7mjYVNQPyLPNeoKQEmD4deOopYN484+930/VtF6TZWyjvFaNGhX6PFJmTvtfsiH8ycxpksPMAcUK4mu3oMwcEj8wZNXPhaNZ6cEeqqc1K3HR9s1NhXXCBPNL14YfA+vWB79m4MXBdqMhc7doZpiNnwa5tNqXAG2+InZqtvgb+9z/5+Vq2DP2e1q1FzYC+Jhw38fbb/h9L331nfIS4m65vuyDN3kL5/BgwIPR7JDMnfa9Z7JjGq6Yc9p2KcAIvRubCwcvNrG6hvFxufM45Rz4EHwBeeCFw2q49ewKPpZX5nI2cRcLMsb+Iz5wRzdzKlebOo8aJE8CaNf7liy7Sl+Wdfc55rc/cDz/Il73wA4kgjMDei1q31mfGlH3mWOrVC7tIuvGUmcvLy3O6CLYTrmY39JkzMq8nEJ5mLzezuuX6Vk5QX68eMHZs4H7ffON//fXXwI8/yrd36aJ9DmlkZ1FRnumRxsHMnFpKADblQLjs3y+PTCnNrhbx8aJmwBu5DyW2bg28Lk6fNpZ2yC3Xt52QZu+we7d8Okq9aUUkMyd9r1nUUjNFCk+ZuRIOx/KHq9kNZs5o36BwNHs5MueW61tpvtPSxGZWZevJ9u3if0EA/vMf+bY6dYAJE7TP0aaN+P/MmRL88ou5WTr0NrNGAmVUrVUrfe+LixM1A6KZ88rsJC+8ELjusceA8ePFPpSHDweaPSVuub7thDR7h1dekS/rvYdIEXnpe83SoEF4ZTKCp8zcKD29EaOMcDUrH3hONLOWlISeQ5MlHM1aI2e9YObccn1v3ep/nZbmj6KNHCnfT3p4q02pNWVK8AmqpUEVrVqNQnm5vjlflSivbTbXYefO6u+xqmmQNXO1awfPs8gSGytqlvBKdE4t4n34sFj+Dz4A/v53sc6V0VkWt1zfdkKavUF1NfDrr/J1RiNz7PdaQmsAWCTwlJkjjKOMzEVqAEQwMwcYM3PhcOCA+nqj6VF4ZscO/+sLL/QPfujTRz67gvQDXK1uQ/0iVY78NGOygkXmevdWf49V6UBYM2fkhq38MWUmxYfd6I0enj0bOJqZINzOiRPAyy8HrtcbmdPqMye1aNiFp8xcOYc9bsPVrHxY6OmkbYZQA5iMRMbC0azVP2/37sjOBGAFbri+BUH+GUrNoRJsP7hjx8QboZqZCxaVA/wdi6uqRM1mIqfBzJzW+a0adMC2JClndghGbKxfM+CNyJyRy/LECe26dMP1bTek2f289hrw1VeB6/V+ryUzx36vAeDuu8MqlmE8ZeZmzpzpdBFsJ1zNdvWZa9Uq+C8ZIw9ro5rLy8WHSGVl8OY6t8//7Ibr+9gxeV0pTboyCvXKK+oTxocaBSY1SxYUiJq1ZpwIhvI9rJnT+tFiVYTWbGQuNtavGfCGmVNrRg+GVv93N1zfdkOa3Y9amiUA6NBB3/slM8d+rwGgefMwCmUCT01yNGfOHKeLYDvhamajF7GxkQv7xsSIFy/bRMdi5GEdTPOWLaIpGzBAbKp7+GG/gZs0Sd4klJwsjxoZfSjZjRuub2VkM5SZ27gxML9cz56hzyOZva5dRc1WR+a0cNrMxcX5NQPeaGY1GtF++23gqqsCDbUbrm+7Ic3eJCkJaN9e377Sdc5+rwF7c8wBHovMJdqZTtklhKuZjXhH+uMLlgHfyMNaS3NREfDMM8DnnwNPPw0sXy6PxClHVN5/v3zZ7c2sbri+lYZX2dTQrFnoY6ilMVEiGa/YWFGzmcic8ppSRp0vuijwPW5oZpU0A9EZmQOAO+4I/GHnhuvbbkiz92jbFrjrLv2DmqTIHPu99vn0v98qPGXmCOOwZk7v6ByzBJub0orRpO+843/4HT4smrpgxMfLzYfHunI4AmuqYmMDDVJcHPDss9rvT0vTlyhTeWwz18fBg/7X9eoFRp179Qp8jxVmThDkEb5oHwDx++/G33PypHo6E4JwG+x9o1cvYPZsceCXXtS6dCQk2Dv4AfCYmcvNzXW6CLYTrma2n1ikfzAFM3NGIi9amn/+2Vh54uPlmt1u5txwfbOmSuuXZePG4shWNfRMf8Me/9dfRc1mInNssuEmTQK39+sHPP440LChf51a/z6jVFTIPycjkbm4OL9mwP1m7uBBYOFCc+9VzhDihuvbbkiz85w4If4AnTUrcAo9Za5HrftaMKTIHPu9diI46Skzl2bkrhklhKN53z5g2zb/spNmzoiRUtN89Kjx/k61ask1u72Z1Q3XN2tSgvX5aNFCff011+g/V0ICUKtWWsB59cKauaZN1fdp1w7o2tW/bEW/SWV0L1j3AiWxsX7NgPubWTdssO5Ybri+7YY0O8/KlcCmTWKz/7//Ld/GRvcBc6m7JDPHfq/tbmIFPGbmBg8e7HQRbCcczezUJIB3InNqmpUJHfXgtcicG65vtp6CmTm1PHJz5xq7xmrVApo0GRxwXr0cPep/zUbflLA5EK0wc8ronhEzFxfn1wy4OzJXVQUsXSpfp/ycpeTPenDD9W03pNl+BEEcofrVV2Iy4OXL/dv++EO+7/z58mUzJkwyc+z3OlL5XIPhqdGshDGUD67q6sieL5J95sw87GvVkvcTdHtkzg2whjfYjU1p5lJTgZYtjZ2LNYtmrg92VoJgSautNnPK2RCMTB2m7F/j5sjc5s3y5d69xTp+5x3/uvbtgV9+sbdcBBGML74AFi0SX7M/+NRQNruGE5kL9zjh4qnIXLHRGdujgHA0Kx8ykZ7SKljHdyPnVtNsZEJvCa9F5txwfeuNzCk7/Y8ebfxctWoBp08XB5xXD9XV8voMZqgibeaMDCyKjfVrBtxt5tatky+fOQNceql/EEfbtsA55wQ/BtsfyQ3Xt92QZvuRjBwg/+GhRG1mEzOROekHGvu9jlQ+12B4yszNmzfP6SLYTjialQ84M9EtIwSbwsnIudU0m2mOiovzVmTODde33j5zTZv68zDVqwf07Wv8XAkJwPbtomajRlu5v14zV1ERvoFizVxiovZ0PmrExfk1A+5uZlU2H3fqJM6s8eijwC23APfeK+YUDPYjjv3eu+H6thvS7D6++gp4910xvZWScCJz7PeamllD8OSTTzpdBNsJR7Oy/1KkI3PJydrbjMzNqqbZqBGNjxeHhnspMueG61vPaFZA/GwfeEAcYNOhg7mbV3Iy0K2bqNnoKFMjTZ3KJtiTJ431cwt2biNNrID4K17SDLg7Mqfk0kvF/23ayKd5e/JJsXP53r3AsmXy95w+7f9R4Ibr225mzeJPs9vr+aWXtLeF02eO/V5TMythKcoHRaNGkT1fsLw627aF12fPaARD+lKG2y+LN1jTHGowQ0KCmI8pWH+1YLBNtUZHKhtp6lQzc+HARniN5m70Qp45QRD7Ha1e7V93wQXaBjg1Fbj4YvUULcp64on//AcYPz64eSDcRThmjoXMHGEpyn5mt9wS+XNedpn/9SWX+F+XlQEHDpg/LqslMVGMEnTtCvzrX+r9dqQvE2vmIt3MHA3ojcxZAWvmjCbzNRKZUw7MCTdx8Cef6DuvGsobvxvN3ObNgbnl9GSbUDP/vJq53buBr78WjfFXX4lpogj3Y9UACOozF4KcnByni2A74WhmDVD9+vZM/DtqFHD11WKH+Ouuk2/T22dNTTP70GvQQJwuaPp0cYaH668PPIb0pWQNidvNnBuub7195qwgNRXYtUvUHEkzl5Ymv+EeOmTsXCyHDsk/I6Pl9vmA3bv99SxFz+1obq2qEqPjgiBORzZjBjBmDDBhgnyWh1dfDXyvngik2vRpp075tbnh+raLPXvE/9L1zUY5ox0v13M4AyCkugaoz1xIurLZPzkhHM2smWP7uESStDTxAQEEPuj09llT08waMeWvHrWUKGrNrGfPig8WtelX3IAbrm+7I3NpaaLm8nKxjvWek+2DGRMT/H2xseKPGWlGAuXMBEZQpuEwmo4FANLT/fV89izw/PPAli3AsGGBP4Cs4qWXxAgRIPZVjI31fz9PnBA7hLdqBbz/vvooPz1mLilJ7Ef5xBP+dXPniveEyZPdcX1Hgj/+AHbuBHr08DfpS3NGS9d3Xh5w4432T77uBF6uZzPPBumHolTXADWzhqR3795OF8F2wtEczADZgfLGdfq0OJ/qRx8F77+mppmNzCm/KMHMnPIhbybFyY4dwMsvA999Z/y9RnDD9c0ORAiWN9AKUlOB9HS/ZiODIH77zf+6UaPQ8yCmp/tfh2Pm9u+XL6vN/xqKJk38mjdvBvLzxe/Du+9akzpFyc6dfiMHiOZN+UNr0ybgvffUjRygvzn5vPMCm1tLSsRp1Xr1cv76tpqSEuChh8T7w1NP+ddLs5Ow1zcvWUrccB8zi5n5VKX3sHVNkTnCUlgD5MT0Ikoz98kn/vlVS0uBm2/WfyzWhCm/KGlp4heKfRCp9ZkDxIemkVkKKivFm/SJE8DateLk4XomkvciygnkwxnxqQdltMfIaGM2QtauXej9WTN37Jj+8yhhH8jx8fJ+oXphf1j98IN8W2mp+QElWuzeHf4xjAz0SEpSr8tPPwWuvDL8sriJDz7wa92+XXydmKg+oIcGYLmbK64w/97YWHlXCeozF4LCwkKni2A74WgOZoDswOeTmynJyAHijV0LNc3BInNxcWIzGot0XqWJNdpvbu9ef5OeIFg7V6USp6/vigr5NRNpMyc+9PyajZg5NkLWqlXo/dm0OeFEv9hBPP36mTvG8eN+zcq+clYOGDhxQjQba9eGfywjZk4r6/5//hN992/lDALStSVFmdnrmxcz5/R9zAxXXgmMHWv+/TEx8rqmZtYQLGcnWeOEcDSzxsWJiwsw10dETTNrMtR+9SjnjJSib8rzGzVzyodrJCOcTl/f4Uwgb4aEBOD33/2a9T7sqqvlTbJ6IqVsM2E4hqmkxP86WJLsYOzd69esNHNG8jGG4s03xaZbM/MaKzGagkUNtq6jBWWUV7q2JFNn5vr2Ok7fx8xw+eXmmlglYmLkdU1mLgTTp093ugi2E45mpyNzgDkzp6Y5lBYtM6c0X0ZvqMoRuEaaaI3i9PWtbBpSTtllNQkJQOfOfs166+bECXmTup5yWmHmpFGgEnrSdajRu7dfs7KPmlVmThCsichJWGHmOneeHnWpSpR6Tp4UP3vpx4aZ69vrOH0fUyMlRcz5p0W49/WYGHldk5kjLMUNZs4q8xNKi7KzvlXNrMqbdTi/3tyO0sxFegBErVryz1NvM6sZ02mFmTt9Wn79mDVzwaK7Vpm5UBOMA8DMmfqjr0bMXLB9wxl84kaUox+//lq8jtVSzfBi5tzI2LFAZqb29nB/rChzzVGfOcJSWAPkxAAIwDrzwzYBqn1RlF9GrWZWozdUpXFwY5JXq2A/44SEyKdRUPapNGvm9BgS1syZnZ9VmZ/OrJkL9sPK6LRmWrCjfdVo1gzo3Bm44QZ9xzPysJswQXublLIjWlBeR6tXA+vXq+9LZi7yaHXXk0ad33ij+vZwgx1KU0+RuRBkZ2c7XQTbCUdzqH5mdhDqoaKGUnNZmXz0otoXRTkCUKuZ1WhkTmkczKQ20YvT17edI1kltm3za9b7sGNNp88XfE5gCWVqDTPRufx8+bLZPnP5+dr1bJWZ++MP9fVxccA99wCzZonRhAED9OXWMmLmevUSU5FMmiRfv21btqV9At2A2jXLJl02c317HafuY+XlwD//qb5NusavuUZ9e7hBh5gYeV2TmQvB8OHDnS6C7YSjmY10OJWsskcP4+9RalYmalUbvah8WEtmLjZW/rAyMmISCHy4RtLMOX19s2Yu0v3lJDp29GvWWzdsdCclRZ8ZscLMsWlEOnY0b3gvuEC7nr/4wprZIKQ8Z0qeeEKe3NbnEw1dKIw2Q7VrF/jdb958eETy6DmFlIQ8GM2b++uaFzPn1H3swIHQ9xA10/a3v4V/7pgYeV07ETzxVJ65Tp06OV0E2zGrWRDkF7YVHZjNcOmlYmJUIw8opWZlNI2d/1VCqY/tw5CS4u+4bnRCd+UIz0iaOaevb1arXZG5Jk061URv9T7s2FxvjRvre48ycmvGzLH9vbp3N/5+iebNO2maLQB4+23gr381f3wgMLkxADz5JNCiReD64cNFExkMM5GGhATg1luBRYvE5dTUTp40cz/9BHz4odiE17Gjf3o4PZ9Jaqr/O82LmXPqPqb3850+HXjnHTEoMH68NcYrJkZe107MMuQpM0fo58wZMYWDRCRHYQaje3fg2WfFfiRvv23uGKyBUkbaJJSRF1Z7vXp+M2c0YawyMhfNN2RWq11mjr0u9UbmWDPXpInx8xg5l8SZM/IfAsrR00YIZQJWrhTzGT7+uLkIaXk5sGuXfF2wuZnVmovr19c3iCIUl18OrFvnL48XzdxTT/m/99u2mT/OZ5+JiWkzMqwpFyFHa55kpVnr2lX8iyROmDlPNbPmKzutcIBZzcqHlVOROUDMvt+sWeB6ramDlJr15MtT9o1TmjkJo2ZOeYN4/31xEu2FCwP7UIWL09c3q9WuZtaDB/2alWlg1BAEYN8+/7LeB2O4A2GUxsZsfzkA2LcvdD0fPgzk5po7/vbt8kh4hw7AP/4R/AEzZYr/9VVXiXOpSpiZsoxF6tN4+HC+58xcVVV4P+AOH5bX9fvvh1kgD+DEfay6WgwaqGFXIIOta+XoVjvwlJkrKChwugi2Y1az8sHopJkD1B+6rOFiUWrWMyo32JfHrJk7ckSeV0zigQfEZqn587U7mpvB6evbiQEQpaV+zQcPht7/l1/kEcS2bfWdJ9yBMMpRmOz0YEYpLtZXz19+qf0dCQZ7jcfHA488ArRvH/w9PXsCf/87MG4ccP31YnPitGnATTcBt91mvAwsUhN3SUmB5wZAGI3gKqlfX17X//tfeMfzAk7cx378UXvbiBGRP7+Yg9KvmyJzIZg4caLTRbAds5rdZuaaNQtsCtXqf6bUrCcy17KlvFN3377+bWwKCb1mThCA2bND7/PRR/qOpwcnr2+752WVuPFGv+Zg/cgkfvrJ/zoxETj3XH3nUfZxMhptYc1cbGx4kcvLL9dfz2bmVWXNbkqKvpF6Ph/Qu7fYDChFMrp1E6c50jNaOBjS97J9+4maTWFuRU+0OBh//Ss9s+yAnWaPpXlzYPBge8rQvr1fN0XmCMtwm5kDxKYeFr052/RE5uLjgXvvFQdcTJkin6uVNXN6B0AcOKB9g2AJ95e7WzAzq4IVsH3eSktDD0zYs8f/un17Yx3z2WvHqJljBz/Urx9eKgO1MvfpA9x+e+D6LVuMH5+NfkU68bMe2Mj4nj2B+frcTLjf73AiuERoduwQBzPs2KG+fcwYexK9K7sM0WhWwjLcaOaUDzG9I0P1zjHbqZP4p4R9oJ0+LZ43lAnQ2xzktUiDFmYS8VqBcjTqkSOBEVwWNk1NmzbGzpWQ4O+Ab7SZlTVz4T6g1X6Q1K0LDBwo9gfMy/OvN9OMr4zMOU2fPv7+f4IgRlf793e0SLqJhJkrLFS/TxHGOH5cHCQULFOCExEyp87rqchcVlaW00WwHbOa2ZuQ3mH0kUb5a0UrMqfUHO60ZEpjoicxq97mlR071PvVmcHJ6/vbb+XLdpm5Z56Raw5moouK5FEdvf3lJMKJzLEDIMI1c2+9FVjPUoRy7Fi50TGTQoW9vsNtIrWCRo3ENBBbt4q6lXkj3czPPweuGz06cF2vXuqzabz6amBdP/GE9uCvaMCu+9jataFTXtk5Y490fQPUZy4kU9ghV5xgVjNrRhIT3TGnqNKIaX3RlJrZKIqZacmU0QkrzRwgpl6wAiev7/feky/bFdGZOlWuOZiZY5P2xsYCF1xg7FzsiNZwInNsE74Zhg8PrOd+/fyv2Zx4Rs2cIADffedfdkNkDhCjqB07irr37nW2LHoRBGDp0sD1ahHhkSOBa68V+xxK3Hor8I9/TAmY3qyqSj4iO9qw6z6mp2UnknlBWQTBf30DLo7MLVu2DIMGDULdunXh8/lwVvEU3rFjBwYMGIDatWujdevWWLhwYcAx5s6di6ZNmyIpKQnDhg1DMZssSicZHCboMauZrSKn5mVVoozMaX3RlJrDjcyZMXNGmlc2bDBWHi2cur6LiuS/cJs0se+XZYsWGTKTFaxu2KnhWrcO3hyrhtnInCDIk/CGG5k7e1Zez5Mny9MnsLqMmjnlqD67IqyhaNYMqF1b1O2VPnNahl+tP6nUjWXECHHKqFGjxAhrRkZGQMJqAJgxw9qR8G7CTc9poz/azCII/usbcHFk7tSpUxg4cCBmzJgRsK2yshJXXXUV0tPTsWnTJjz00EOYOHEi/vvf/9bss2jRIsyePRsvvPAC1q9fj7KyMowaNco6FUQArJlzal5WJWb7zIVr5pKT5ZFJqyNzbNTGiyg7Dz/0kL3nZ812sDxkv//uf602k0EozEbmlFHLcHLMAeJUVywXXyxfDsfMKY3SJZcYe3+kYA1waal9EZNw0Prs1ZqupTpLTRWbYYcP99+rtPorq0X9CP3oiX61bBn5cqjhWjN300034YEHHkCfPn0Ctn366afYt28fFi5ciPPPPx+33XYbRo8ejfnz59fsM3/+fEyZMgUjRoxAt27dsHDhQnz11VfYunWrocLmsT2DOcGsZjbS4sSFpYbePnNKzeE2s8bEyB+QegY3sJG59HQx35YWZWXWPJycur7ZQRzp6fLRv5EmLy9P9nDUMtqCIDdzWrMZBMNsZG75cvlyuJG50tI8tGwp/sAYOTLwB4rSzBnpX8V+fklJ7pltID0dKCryX9/KvH1uJJiZUxo6rftSXl6eZtLazZvNl83NuOU5nZmpPo93pGCvb9eauWBs3LgRPXr0QArz83rQoEHY8GfbU0VFBQoKCjBw4MCa7W3btkXr1q1r9tFLiVU9zT2EWc1ujMwpb2pa0S+l5nAjc4DxqAxbhDp1xHxbTZtq7290Zgn1c5aE3CcSsCNZ7e5jVVJSInswaqWOOXZM/nA1Y+bYa8CImVMm7g1nKi8AOHmyBE8+CSxYAFx3XeB21sxVVRmLIrJmzi1GDhCjmWfOlNQse6GpVSsRbXw8cP/9/mh/p07afZJLSkqC9lc2kxTa7dh1HwsWmZs2TZx31S4EQX59e9LMHTx4EI0aNZKta9iwIQ79+W09cuQIqqurVfc5qCflOwOPTbNmNbvVzLFfQK0mNaVmPXnmQsGawFBRtOpqeXoIqczB+mhZMY+lU9c3a6Dsyi8nMWrUKFmka/t29UgUG5UDwjdzeg2ScrTchRcGTg1mlFGjRsHn076elH2sjDT5uy3HnETdukCnTv7r+8kn3Tuis7JSHN29eLH2PuecI07YPmqUOHOGFqNGjQoa6Y7G+ITTz+n77xcTXtuJIACtWvl1u3YARDCEEN/IUNuDMXLkSEydOhVTp07FihUrMHXqVJQz7V+5ubmykG5xcXHAsOicnBzZXHGFhYXIzs6W7ZOdnY3CwsKa5fz8fOTk5Mj2ycrKkg3ayMvLQy4zeWJ5ebmryrd5cx5+/VUsX1ycO8p34EBxzQOsqCgPK1fq+/ykB+/p08X44ANz5Tt+3F++H38M/vn9+qtYPunzO35cLN/q1VNRVeUv36+/5taE1o8c8e719+OP/vKdPGl/+aQb7+nTxcjLy5INNpA+P2ldWVkhdu7MliWi1Vu+06f95fvpJ33l++AD/+d3+nQxduyIfP3Wri2//k6e1F+/77zjL19ysnuuP58PaNOmWJa+YccO58pXWQksXRr4+U2enIW//x145hlx3a5dObI5N7t185evSxexb1xOTvDyNWgAHD8uv/6k+pX627rh/uyl51teXh6+/NJfvqqqcmzeLN6fpR96dpZvwwZ5/a5dG/7nl5eXh8zMTIwePRozZ85EKHyCAbf15ZdfYsCAAaisrETcn+GeBx98EGvXrsU6Jj/D4sWLMWPGDBQVFaGiogJJSUn4/PPPMWjQoJp92rRpgxkzZqhO/VFWVoa6deuitLQUqcxwrPLyciTaNWuuSzCrefFif3SpQwdg1ixry2WWe+7xz6wwcqR6M5NS8333+UcTXnutej6nUDz0kH9qpCuvDN4H7vvvgblz/cv9+gF33glMnQpoDcIePVocxRYOTl3fM2f600VcfbWYNd0uxJtbIiZM8EeT1T7L3Fx/37UWLQDF/VYXS5cCK1aIr9u0EfN9hWL3bvmAkGeeCb/5MlQ9Hzokn/j+8ccDB01o8fDDwK5d4ushQ4BbbgmjoBazeXM5nnrKr/v228VEyXazZQswb54YGZ05Ux7lffllcU5cNWbOBM47z1iaJ7au2WtY4p57gB49jJXf7dh1H3vnHeDDDwPXv/yy/fkVJ04ESkrKERsr6v7Pf6zte6zliVjCjsz17NkT3377LU4w8f3Vq1ejV69eAICEhAR07doVa9asqdm+Z88e7N27t2Yfvehxp9GGWc1ubGYF5E1IWs2srGZBkPevMdv53Egzq3KAhNRqoGz+YjvXWtGh24nru6pKPsG93aksZs6cGTDH6s6dgftZMauBmQEQymYwK27QoepZb99SNZzs/xiKN96Q69YzqjwcSktF87Rpk3z9U0+JzewlJcArr8i3aRm5Bg2A8883nq+Trevhw8VjsBhNXu0F7LqPad3HnZrtqKDAr9u1feaOHj2KrVu3YtefP/kKCgqwdetWnDhxAkOGDEGzZs0wfvx4/PTTT1i4cCGWLl2KyZMn17z/7rvvxrx58/DBBx+goKAAt912G/r164duBhu258yZY2j/aMCsZi+YOa3RYqxmZRoDRddL3bAP8lD9pVgzl5zsTxI7ZIh//cCB8giNFWbOiet75055PZxzjr3nlzSzJl0tx58VZs5Mnzn2WoiPD7+/HBC6npVmTu8DXxDk12G4KVSsZs6cObKEu3qnzDPLokViNOzZZ8W+mBJsWxSblicSqULYuk5MFKN7LNFo5uy6jzGtozX4fM4YKUEAunb163aiDLoe8x999BFuvfXWmuWL/0yMtGbNGvTv3x8rV67ExIkT0b17dzRu3BgvvviirEl1/PjxOHDgACZNmoSSkhJkZmZiwYIFhgvLWxMrYF6zF8ycVmSO1awcI2PWzLGROaNmTqJPHzGSdeKEaObY/GNWDIBw4vouKPC/TkoSJ6+3E0kza5LUzJxWnRjBTGROOTWWFTOphKrnuDjxYSANvtAbmTt2TD5gw22TvCcmJsqMeKQjcxs3+l+/9po46EKLEyf8TfBqmL3m1Oq6Xj3/6Pdw5361im3bgOefF+/P06YFzplsBDvuY0eOqP+AdnJQjdTEKr62//y6HvPjxo3DuHHjNLd37NgRX2rFp/8kKyuLy7lVncKtZo4dwRcsQawEO+1NbKz5aAP7IDfSzMrexGNigEsv9S+zTW5srjYv8f33/tdduzqXkzBU2hAr5hs1k5rEChNpFJ9PLKsUMdX7wFcmr3abmQOgK6egFSi/48FGjf7+uzgLSjCCpSUyCut13BKZmzdPrI+yMuDNN8X+wW7mq6+cLkFwPDma1U7Y0SG8YFazW80c259B60bGapYGLQBiNm+zZiOcZlYt2G16jGkonLi+2f6IHTrYfvoazaGaQK1IuaG8BvT8io9Eqg899cx+T/SaOTZS4fOFP4es1eTm5sq+M5FsZl21Sv++06aJTbHBUBuopQe1ujab7zCSsMb622/DOxaPz2lBQM3oc8DFfebcQpqdqeldglnNbHOLm8xcqOY0QK7511/96/WO6FPDimZWJWyTcUVF+LNA2H19S03G/vPbevo/zymeVO0BJwjiKNsTJ6zp2K9s/dHTb479fNTm2DSDnnpmy6q3mZWNDqekuOt7D4i62bqLpJl74w35cjjNb40amctrCKjXtRvNnBLlFH9GsOM+ZjZ5fKQQBKBWrbSaZSu6YxjFZV/34AwePNjpItiOWc1ujczp6YTOamZv+OE0GxlpZmVNZrDuH0qjd/JkeIbI7utbOduCE5OyS5rVTP68efJ+TxKtW5s7lzLh9Jkz2gMafv9dbOJn+0JaFZnTU89mmuJYM+dEXYZi8ODB+Pxz/3Kk+8yxlJWJzdbBEn9rcdll5s+rVtd6ftA6zTPPAPPnmzNNdtzHjIzwtosmTfy6nTBznorMEfpxq5kz2gldr7Eyct5QERm2XMFGLyojNVY0tdqJG8ychDJaceKEupFr0MB8lERZl1rX3+7dwAMPiA8zKWcbYG+qDzORObY+3WjmgMCuCZGYzko5a4fE6tXmInRWR4Gcjszt2wd8/bU8Aq6krAzYs8fechlBK6pr51ysLG6YzcRTZq5YK2NrFGNWs1vNnJ7IHKuZNXPh5A8y0syq18wpI3PhNhvZfX0rB23YPZUX4NfMfs6CoD3XbYcO5n/1qkXm1Jg/Xz16a9WDQk89s2ZOSrIdCrebueLiYtl3RhC00xOZRRC0c8W99RZw223Wni8UanXt5ACIoiLgwQfFpLbPPy+u07pvmf2e2XEfU/vhnJICTJgQ8VNrws4A4QSeMnPz5s1zugi2Y1Yz++vUqRGKaih/lar9opE0V1XJH6pWReZCNbOajcyFa+bsvL7PnpV3+o6Jsa5PmBEkzcrPWTkyU6JtW/Pn0hOZ27YtMB2OBJsjLRz01DObGuLnn0PP4Xn2LPDdd/5lN5q5efPmBUQ3rW5q3b4dePVV7e1mmjW1In16UKtrJ5tZFyzw3/+2bAFeekmcvUANs02ZdtzH2HvtpZeKMx698IJ131GjCAKwfbuz/sRTZu7JYImCohSzmt0amWNNlSDIyykhaVbeTNzWzFqrljziF27iYDuv7y1b5Drr13emn4ekWfk5a32W4SQ1VkbmlGbu5Elg9mz198bGms9xqERPPffr538tCKFTZ7D5AgH3zf4AiLqtjmYrWbjQ2uMB4TUFq9U1228v0omTlTBTjAIInuLDrJmz4z7GRuaSk8X7sNODIrp1c9afeMrMEfpxq5nT228JCLyZWNXMaiQyF8xA+nzyzvjKB6qbkeZilTA4s57lKK8LaS5eJeGMaFaeQ2nqN2/Wfm/fvvaaXWVes1APfaX5/TOvu+tQmkyrzUwkzFE4kTk12JQxViQbjxRu7gPs9sE+TkBmLkpxq5nT228JEKfjYbEyMqfVYbW6Wm72Qk3f1LWr/7WbOwwrUZpoJyY8Z1E28X72WeA+118fXpeBUJE5raZMnw+4/HLz5zWDcuqwUCZF+T1yqiN4KBIS5PcjK5tZBSF0c7QZrE4WzSY+P3XKvSNaX3kFuP9+9xlOQXCfmaMBEAbJyclxugi2Y1Yza+bc2mcOUI/MSZq3bpWvt8rMCYL2r21leUKZuSZN/K9LS9WbjfVi5/XNmoMWLeQ67ETS3KCBdhmSkoDHHgNGjAjvXLGx8szsSgOkNEwjRwKzZolpGqyc5kxvPRtJsMtet1bOVmAlOTk58PkiNwvETz+pr+/Z0/ixpIh7UpJ81hejqNW1Mpmz1mAfN/DHH8Ddd4tzOOsl0vcxZU5PJwZuqbFrl7P+xFNmrisbBuEEs5rdGpnTY+a0NIdj5pT9KbQigkbNHPsrO9zIgJ3XN/sQbdnSttMGIGn2+YBJk9T3Oecc0UyF28wpTZMlodZnTqJZMzHrf4cO4c1TqYbeejZietjrWRmBdAuS7kglDn7zTfX1ZrpnPPggcNdd4nyuZnLTSajVtdLMhdvXVi/hNBe/+67+fSN9H1OOwndDZO6GG4C0NFF3w4bOlMFFj/nQ9O7d2+ki2I5ZzW41c3qaWbU0h9NnTu28ajdpZTQwlJlT3piPHjWf3NiO6/vsWWDJEnEAhISTneVZzVr94c47z7rzJST4+2Iqrz3WzEUyuqW3no2YHjZS4VYzJ+mOVGROK8Jl9L5xww3iveGSS8Ivk1pdp6aKEWJpYIVd8zqH6itcp44YpVcOkgCAH3/Uf55I38fckFJJycCBQFFRbxw8CIwe7UwZXPSYJ6zErWZOGV0z0l/Eyv5SWje2Dz6QL4cyc2lpYsRH6jPx66/OzHGql//9D/jiC/k6N458ZDHTTKZFsKTVrJlzIk2LEtb0bN8uXmNa0UlWi1vNnESk5metXTswEfbFFwd+h7t0EQe0/PijmDyXZcKE8JpV9SA1NUtltWsmjFCj+F94QYzAqZk5N+HGyFxCAjB+vLNl8FQza6Hbr7IIYFazV8ycWtJQSTNr3sJN9qm3mVU5givU9FxxcfJmuGBD/UNhx/X93nuB65w0c6E0T59uXUoQIHgzq945ecNFbz2zaViKioDfftPe1wvNrJLuSDWzqvVXHTcuMDLXurVo2JQR9McfB/r3l/erDBetumY/A6UBjRTBzNzixeJ34/LL1X80G3mGRPo+xn5eiYnuud6d9ieeMnPLly93ugi2Y0ZzdbV8dI2bzFxMjNzQqZm55cuXo7pa3scj3Ier3lG0bNNrSoq+CA3bHPPHH8bLJmHH9a2Wi8nJNBahNFvd/SZYvkG7InN665nNNQdoJ1IGvGHmJN2skbEqKvXHH4F9z559VuwGoTR5zZqJ/5UmLxIjErXqmo0m2ZXSSOuel5Livy80bgzceSdw4YWB++gl0vcxNjLnhiZWCaf9iafM3PTp050ugu2Y0ay8ebnJzAFyw6Rm5qZPnx7QDBruA0pvMytbnpEj9R27RQv/6/Jy8yNa7bi+lQ+w664LHX2MJErNbL47ZX9EK9CKzFVVyQevRDJaqbeek5PlP3yC9a3ygpmTdLNG2arI3Jo18uW//lV74Mq554r/lQN/ImHgteqaNXN79gB2+ACtnJ7K+1XfvmJKkttv968z0h0m0vcxNjLnJjPntD/xlJkj9OF1MwdYr0FPM2t1tbw8em/uyqihnmSbv/wiDrYoKAB++AF48UVx7shId4ZWjrYdPjyy5zPK6NFiipL69YG//93642tF5jZtkht8J0f4srAPq2Ajpb3UZ479/pudZUDJrl3yZTaq2a+fv69hhw7+5tUuXfzG7uKL7U3Po/yxkJsb+XPu26e+XmuUK/tDorzcHbnUAPdG5pzGZY95wgqUX04vmjll5CzcqVr0ROaUZTFr5k6cCH6T+eorcU5ENU6eBP72N33nNYoy+nTXXe578DdqBDz1lPjgsLLvkoRWZO6VV/yvY2LcZeYOHBBfBzNzXhjNKqGcaD7YwA49CII48Ejimmvkka+GDYFHHxUNHzvQ0ucDHnhA/Fzr1TN/fjPYnb7iwAHte47W94ytJ0EQrzGnry1BkOcTdMPgB7fgqchcdna200WwHTOalVEtNyUNBkL/Ms/OzrbczOmJzCkjanr76RmNzH35pfr6bduy8e23+s5phtJS+a/rSDRjGkXt+vb5ImPkALmZk66Bqiq5kY90p2oj32m2CdzrzaySbrapXxCCT+mnh9On5ceQom0s7dsDQ4YEdimIiYnsvMRadd2pU2TOp8Y77wD33KO9XWtwmdnMA5F8Tu/ZI2+adyrZuRpO+xOXxWyCM9xtbUI2YEazl5pZ1YzP8OHDLTdzMTGiqZWilmpmTtl/R6+ZU0bwgnXqrqoSm1jVaN48ULeVKKflcYOZs/s7zRod6eGkjHhFOsWAEc16zRxrZkKl03EKSbeaSQgnIbgb845JaNV127b2leHDD9XX9+8vRsK10sIZmUebJZLfaSlKLRHpNDJGcNqfeCoy18nOnzMuwYxmL5k5tWbWTp06WW7mAPmDXM00KY2l3mbWWrXk5QvWqfu337RHlaWmdkJ5eeh8UGZR3gjdYObs/k6zUSEpKqxMNquVvNgqjGjW02dOEOTXnFvNnKRbadzC7TfnZjOnVdexsfL5kCMViQ42GGvCBODaa7VbbsxG5iL5nWbv0UlJkU0hZBSn/YmnzByhD7ebOWXHWjUibeZCReZ8Pv3T+Ph88gdIsHxgyo7aaugdBFFRITbZfvedvs7J//63/zWbjoAn1H5I7N0r38fJ0b1K2OtK67o4fFj+o8itc7NKKEdUhzvRvBuTyOqBTbujTMVkFW+9pb5ez+Ai5Y8Cu5IbB8Ntib3dhKfMXH5+vtNFsB0zmt1u5kJFyPLz8wM02GHmlL/6jPSj6dzZ/1o5JRiL0syxv4oPHxbrWu/E2+++C7z8MvD006KhC4ayiSScZi0rsfs7zT4ApPpeuNC/Likp8pEtI5pZY1lRoW58lM32bdqYK1ekkXSHMwuMGmzEMjnZXfe7YHVtthlTL4IAfPZZ4PquXbWbVlnq1ZPXld58eJH4TldVAf/6l3zUbzhz5kYCp/2Jp8xcgV3ZFV2EGc3KX3huGwDBGjM1M1dQUBBgtqwwc8Gy/wPhzQDQsaP/dbCJs9lt/fuL0bJ588TlkpKCP/8HP1dRkZgQ9ZNP/Ov+85/g71EaxKFDg+9vF3Z/p5XNrBs2yLfb8WvfiGZlk6FadO777/2vGzVy7/Rskm6rzRzbF9RNTaxA8LrWm8jcLFqfK9u8G4zYWPm8yCtWyK81LSLxnV6/Xj6fNOC+yJzT/sRTZm7ixIlOF8F2zGh2e2QulJmbOHFiRCJzaiMZWcIJ4bMPqMpK7WZP9hwpKWKTUMOG4vnatxfrOpSZW7pUzIvGEuqBuH+/fNnK+U7Dwe7vNFuvguA30hI33hj5MhjRrDQnatcG+4Dt1s1UkWxB0p2QII96a43u1svBg/7XVk79ZgXB6loZmbPSzJWXi1PhqcEatFAoR4s+/3zo91j5nT55Enj7bTEPpxK3mTmn/YnLHvOEFbjdzIVqZlVbb4WGYJOsA+FF5lizKQhidFStzFrnSEvzG71QzaxG05e8+y7wwQf+ZWUfP54I1TTj5NRmaoSKzAmC/Hpp3z7yZQoXn0/8LkrfQeUPE6OwA3u0Zn1wI8rInJXNrG+/rT7928UXG2ueVPY/1MoLGinmz9eOBrrNzDmNpyJzhD7cbuZCReaU6+PirMkDFcnInN7pwrTMHJu0NFRkTos9ewLXlZcDH30kX1e3rvua3u0i2IMsMdF9g0Li4+XXovLaqKgQO89LuGl0XzCsSqUiCNFj5qyKzB0/Dnz+ufq2CROMHcvJwSSCELxZ1yvXul14ysxlZWU5XQTbMaPZS2buzJnAJsmsrCxZs6FVSVBDRebCMXN6khJXVsrPq4zMbd0q1rXeaZuUrFoVuK60NLAPpZtugnZ/p4OZuVGj7CmDUc3BRrQq0+C4rVM4C6v7rrv86ysqzI/kPHFCntrEbWYuWF0rTayWATPCr78CU6aob5s1y/h334yZs+o7zY6+V+LzARdeaMlpLMNpf+IpMzdF6yqNYsxodvsMEMomSTayAIia2Ru0VQ+oUJE59pzK9AmhUJo5PXns2BtrgwZAx45iXe/Zo93nTmt+RQAoLg5cp5bzzu6pi4Jh93da62HWogUweLA9ZTCqmR3RqjT6ZnMjOgGrW2kSzA6CUOZOdJuZC1bXyh+p69aFf77XXlP/LOvXF+elNYqZwTRWfKcrK8VBD2oMGQI89pj6TB9O4rQ/8ZSZy8jIcLoItmNGM2vmYmMjN1WNWUIZn4yMDFnfDKPGSotQkTn2Jmg0dYceMxdshonzzgNq1xbruqxMvckUCOyA3Lev/3VRUeD+ag8IN02kYvd3ulYt9SmAmje3rwxGNbOROWV/SrPzCTsBq1v5nTabOJg1cz4fkJ5u7jiRIlhdR2Late3b1debvS7MRPGNXt+CIN7z2B/1wXJ13nJL5BN7m8Fpf+IpM0fogzVzbmtiBfT1FfFaZE6PJqWZY2+wnTrJI6haNzNlp2Y28WhpqWgCH34YeOQR8RjKppsxY+Q58XhEbSolq34wRAL2GbFjh7xJcvVq+b5uNnMsVpm5H37wv65f3319HoMRqVkf1DD7HFAbHaxsSQmXV14B7rgDePRR8do+exZ46CH1fd3WyuQmPGXm8vLynC6C7ZjRzN7s3WjmQkWx8vLyImLmnI7MBWtmjYsDTp/217ValE3tmOecI19+4AExMfHOncCMGYH7X3114DonceI7rRaFs7OvmVHNrGE/dUo+Y8X//iff181mhtVthZmrrAS++ca/zOZ6dAuh6pqNkvt8+mZy0SLYDA1mTZDPB9x7r3xdqFG3Rq7vEyeANWvE1zt3Avn5gdc0ixufZxJO+xMXfzSBlJgd5udhzGhWNrO6jVDGp6SkJCLNrMEic1VV8nWRjszFxwe+p3btkhojrswLBwQmI77vPrGPUO3a4c9v6RROfKfV5qS1MzJnVHOrVsr3i/+tjpBEGla30jybSXlRWiq/d/TrZ65ckSRUXbM/xgRB1GO2+XXxYu1t4UQBldHe8vLg3xcj1/d//ytf/ve/g5fVzWbOaX/iqcjcKLuGm7kIM5qVaT3cRigzN2rUKNsjc+FOd2W0z5xax+Irr/TXtdpgBmUTa9u24i9nvdM32dkvTC9OfKedNnNGNSckyK9dKQKjvGbNdHC3E1a3MnGwmR8jv/4qX3ZbwmAgdF1bOaWX1oABILzngNEy6r2+T5+WT88lEexHihuDExJO+xNPmTlCH26fjFhPFCvSkTnliC/lwyQSo1lZM6dWLw0b+l8fORLY5MJOWxQb6+8Yf/75+sr417/q2y/acdrMmYEd/SmZOeU1PHq0feUJF59P/oPJqJmrrhbnJGZxMieaWSI9P6tEOJE55Q9bq8r4++/G3+PmGU6cxtVmbtcucaj1zz+Ly+XhTuLnQcxodruZUxof5Y28vLxcZuasisyxD+yKCrlZUn7MRiNzylHDocyc2iix5GR/IcrLAz+XsjL/69RU//l69Ag9YrlnT3nfK7fgxHc6PT3wmjJa3+FgRjMbydUyc3ZqMINSN/sdUJtzNhh//BG4zo059kLVtVVmbuPG4NutjMyFunz1Xt9qaZOU3HefOGjL5xPveWPG6Dq0IzjtT1xt5p5+WhyNN3euGKmZOXOm00WyHTOavWbmXntNvjxz5sywRpZqwd7sBUFulsKNzElTFEmYMXOvviqva2WzqtLMSTRrBowfLw7XV5vOqX17994EnfhOx8eLnxdL69b2nd+MZtbMSdeB18ycUneDBv7XalNPBeOXXwLXuS0FExC6rpVGSdkvVg8VFcBzzwXfJ5zInNIkh5puUM/1ffSoehOrkmbNxEFb8+cDL7zg7uir0/7E1WZOan6rrAQ2bwbmzJnjbIEcwIxm1sy5Kdu/hNLMKTv7P/HEnIg0syqNLXsOto+a2blLlTNbKAllULOz5XWtHNGqZeYAYNAg4PHHxWSarHGTEmy6sT8R4Nx3um9f4MkngcxMMWO+nclmzWhWi8yF+wPEbpS62W4FRsxcURGQk2NRoSJMqLpWmrlgsx5ooTbyXUk4zZOJifK60sqBKRFKc3W1eE8KlktOQjpv/fru7P/N4rQ/cfnH4+fsWSDR7T89I4AZzaH6ZjlNqNFacXGJsvQqkWhmBUTTKyUZZftvNGpkbkRZKDPHNqGoVWv9+olo1Ag4eFBc3rIF6NXLv51NPRDsF+rQoeL26mrg0kv1ld0pnPxOt2oVGKGzAzOa1cycskkunDlO7UCpm03wa8TMvf124LqRI00WKsKEqmtlnR0/Ln5vjUTSgvU39PnEgTGXXab/eGq0bQscOiS+VouKsoTSvHev/x4XjM6d7c3FFy5O+xPPfFReG4bvFKdOyb9sbozMAYETPrPNkso0BZGKzLE3QbYPjtlRn+x32Wweu4su8r/euVO+LVhkjiU2VjRx/ft762ZIaMPWt3QdsNevspnfC7DRnqIisUuNMhejGps2yZdbtwauvdbKktmHmgF/913976+uFiPyagwbBrz5pphEPNz8g2yi7WDTDepBb3P4rbeaPwePeOZWX10N5OppZI8yjGr+6iv5shsjcwDQtKl8mU3R8/bbcs2RjMxJSL86AfXpnoweX+3Xcigzl5ubKzOSR4/Kb5psfxozzcBuhL7T+gg1ACIx0Z19xliUupU/ml57LXC6OiVqTXy9erlXe6i69vkCf3AtX67/+Lt2aW+T7h1WfDasmTt1KnhkLZRmttVFSXy8OFDr9dfF/nJewul7mafMXBo74zQnGNWsHO6tnCHALSgne2fNXEJCmmyblXOzsnmK2Aggm/ZDLXWFHliDppYENVQza1pamuzcFRX+45SXyz+jaJmmmL7T+mDN3OnTYrcT1sy5vb8cEKi7efNAo/HDD+qDhwBxfXZ24Ho396XSU9d33hm4Tm/kK9isD+FEz5QoE1erJTWXCKVZa/5YAHj1VWD6dHfnk9PC6XuZZ8zc2bPA4MGDnS6G7RjVzEaYEhLsHaVnhLQ0+Y2cbVK8+GK5Zqsicz6f/FiSUaqslPczVBpNvbAPVLVR6uw6teaVwYMHBxhJyWQqOzmbjR66DfpO60PZrH78uPyB6oVIrVJ3YiLQsmXgfmqjJY8cAf7+d3lXA4k+fSwqYATQU9eXXCL+segN8qj1zZWw0swpW3iCnTeY5vJyselXCzcb81A4fS/zjJkLdvEQftjw95VXOleOUMTHyyd8//Zb/+tIjtJjIxxSbivlw8NsZC5YM6sghI7MqZ1bzcz5fPaOviScRzljyPHj8iZHvbOAuI0bbghcJw2GOH7c/51Zvlw9F91dd5n/vrqJgQPlyx99pO99wVKbWdnP3OeTGy2zz+PvvtPeFi0/UJ3CM2auogIoVpvjKMoxolkQ5P2q2A7GbqRLF/9r1qzs2+fXHB9v7a81dgSd9FmxTayANZE5pZk7c0b+S1nNzBUXF6NOHXlnZTUz16CB9zq7a0HfaX0ozdzRo/LUDl4wc2q6L7wQmDZNvu6nn4ANG4BJk8RO8OvWAV98EXi87OzAiJbb0FvXaq0PR4+K/cu0TFlFBbBkifYxrYzMAfJ7TjAzF0xzsDl4J00yUSgX4fS9zDNmrrwcmDdvntPFsB0jms+eFf8k3DqSVYLNfVZa6v8VvnixX7PV3RDUEpWykTmfLzJmTk8aiXnz5sHnk0ca1MxcNP2Cpe+0PlJS5NfMtm3yjuRe6CyupbtbN/kPzw8+AObN8+t78UX147VoYW35IoHeulYzc3ffDdx8M3DTTeqRuk8+CT5jhNUZIPSauWCa1d6XkAC8/LKY9NzLOH0v85SZe/LJJ50uhu0Y0ey1jPDKRLaSuerd26/Z6oiDWm4rNjKXmmq+8y1r5pQJMZUpF9TqRqpr1nBGu5mj77Q+fD55vX/2mXy7F5rdg+nu1MnYsdzcT45Fb12HyjrwwQeBo0ClaS61cCoyF0yz2ij/Bx5wf+BBD07fyzxl5ojgKD8jt49wUzYDS/399u3zr7N6AIfSKFVXyyNz4fS/YT9vQZDrWLZMvm8wo62MzAlC9Jo5Qj9svbMR+Fq1rI9g2w2bHDsUiYnA8OGRK4sThPrhXVEB/PijfF2oVj2rR4TqNXPBUOv3qDYFIWEcz5g5GgARGuWvHrdH5pT9w8rKRHPFfuGt7vfHRuaqqsR0H2xkzmwTKxD465Lt7Kscyh/MNLJlOHxY/DxYo05mjk+0pmRr0cK9edb0cuGF+vd99VX1UbBeRk9y7+xs8Z4l/bgLNWvG0KHWlE0i1NzTelAbjUxYg2fM3NmzQI5XJuSzECOavdbM6vMFJkMtKwN27vRrDsdcqcGaOUC8IVqRYw4InP9QaloVBODAAf/6jh3V60aqa9asFReL09+wRJOZo++0frTSj9xxRxiFsZFgun0+/dE2LxlXI3Wtp6n55pvFASMLFmjvc801Yq42q38Is2Zu40bt/YJp1jPDh1dx+l7mGTNXWQl07drV6WLYjhHNXmtmBQLNXEkJkJbm12x1/qz69eUPgyNH9M95GoqkJHmSZunGdfy4fBSX1kNLqmu2n2BVlXwuyvh4eVOx16HvtH7UvgsdO3pj8ANgTV17xbhKGNE8bhzQu3fo/f74Aygs1N4+erQ4i4LVsK0oBw/Kf6CyBNMcbB5Zr+P0vcwzKfoqK4Heeq70KMOIZuUXxe0TbwPqZi493a/Z6shcXJzYv0jqJ1dUJE8YrEwBYRS275JUH8qbntbsDVJdN28ullPqF8UOprjwwuiab5W+0/pRM3PKSLObCaVba7aal1/2z2zTsaPFhYowRuq6ZUsxMXKLFsbmZ7ULZVenlSuB8eMD9wumOVhqEq/j9L3MM48FtsMvoQ47TD0+3htTorD9zE6ckA9GiI+PTHSR7W+zZYu1Zk5thgllHrtQkbXYWO3mXq+M4iOsRy1q7CUzF4ouXdTTUyQni02QnTp5q4nVLFdfbWx/9h4ayS4YSiPG3jf1Es2ROafxjJk7cwYoDBZbjlKMaGa/KF5oYgUCI3MFBUBZmag5IyMyN2920ujdu+VD+MMdIs+mGFAzcykp8uYKFrautUYneiEFhRHoO60fNTPnpSb3ULrj4oDHHrOpMDZhpq7j44GxY/XtW6cO8Mgj4typGRmRTbyr7O+mlcdOS/PHHwcOgJg61YKCuQSn72WeMXNnzwLLly93uhi2Y0Qz22fO7YMfJNgHVEmJOPz+999FzRdfHJlzBkt3Em5kjjXRamYu2AALtq61mpejKRID0HfaCCkpgWZeq2nSjejRHW2RN7N1PXBg4OT2avTuLfaZfPJJ4JlnIpt4V2nmtDJMsJoLC8Up18aMAd56S77fuHGRu8c7gdP3MlebuRtv9L+urASmT5/uXGEcwohmL5o5NrJw4IBogDp3FjUbTSSql2CjvCLdzBqsDyBb12qRuVq1QicX9Rr0ndaPzwdMnixOYXXhhcCdd+p74LsFvbrZOaUnT45QYWzCbF3HxwNz5oTez84fd8pInFZqFFbzihWBc19LNG9uUcFcgtP3MlcPgGDn5DSb14Yn2GZWr5i5YMYqUg+qSJo5tWZWM0mJ1fY777zoi1wQxmjbVox0RDN/+YuYUy8lRd/ozmhFz3fdzh93t94qDkaRKCoSW8yUc2cLgjjdXFqa2CdZCy8M0PMSrjZzbN8iGgARGjYy55U+c1rGKjk5vDQhwQh2Awz3BsMeu7JSrBMzeez69gWWLpWvi7as9wShRmIicMUVTpfCG4T749MIl1wCbNgg9msGxLRJ+/cHJnDOzRXnkg016t7qtFO84+pmVmVkLjs727nCOIQRzV5sZlXmfQOAbduyI25GI9VXQ3mDKi3VH5lj67pBA2DkSP+25OTonPaGvtP8wKPucDWzTc5q2BmZi48H/vEP+Tp2mkGJuXNFzVoDJABg0KDo6//r9PXtGTNXXQ1cfTV/oYnhBsIxXjRzcXGBBqd58+ERL/+4cWKmdKtR9nX74w95F4FgfeaUdX3VVWK6htRUsbzRlF9Owsj1HS3wqBngU3e4mseMAbp3195u930+IUE+E4TanOnNmwfXPGsWcNtt1pbLDTh9fXummRUA2rePUI94F9PJwCgAL6YmAcSm1iNH/MupqZ0i3p+ifn0xU/qKFdYeVxmZW7cu8LxaKOu6Vi1gxgyxD0q09pUzcn1HCzxqBvjUHa7mmBhxICA7zzOLE6mKEhL8I1nZ3KYSqanBNXtp0I4RnL6+Xf1bX2nmaBBEcLwYmQPU+83ZVX52gu+bbw7/ePHx8hGtGzb4X/t85vKCRauRIwgiNM2aqeePO/98e/vMSbA/tLXSk2jRqRMNfIgUrjZzylEy69fnO1MQB8nP16/Zq2ZO2Xfi8OF8277wY8aIhq5/fzG3kxVodey98EK50VNipK6jBdLMDzzqtkrz//2feK9i+ctfLDm0YdhmVrXI3OHD2prvvDMCBXIJTl/fnjJz339f4ExBHKSgQL9mL6YmAQKjVSUlBbaVv1kz4P77gQkTrPvFqDV7ww03BH+fkbqOFkgzP/Co20rNypYqp+7xwSJz1dXi/VuNOXOCp4XyOk5f3642c8qLd8yYic4UxEEmTtSnubrau33mlP3I2ref6OlQvJqZS0gInSRTb11HE6SZH3jUbaXmSy7xPxPT051LuhssMldZKd6/1fBSgMEMTl/fnhoAQX3mtDlyRMz7I+GlX0BqIzy9bObUmllbtIjO0agEQdhDcrI4EvTHH4E+fZy7nwSLzAXrQ+fle7oXcPXjhf0FAMgjT4Sc4mL5spcmZFcb4enlX3FqZk6ZWJMgCMIobdqIKZWczNHGPpe//FIeRNAyc02aaHc/IazB1WZOOQPAk09mOVMQB8nK0qeZNXMJCd764iQny6OwW7dmefpXnNpnr8dc663raII08wOPuqNRs/LeLPX7P3sWeOAB8f6tZNq06B+V73Rdu9rMxcXJR/9dddUU5wrjEFOm6NO8d6//dZMm3vri+HxAx47+5Y4dp3jazKk1cesx13rrOpogzfzAo+5o1KyMvq1fL/7/8kugrEy8fyvxUkuRWZyua1f3mQPE6Jw0YXlsbIazhXGAjAxtzcePA6+8IjY/b9/uX9+unQ0Fs5iePcW+IABQu3YGWrRwtjzh0LRp4Do98xAGq+tohTTzA4+6o1FzWZl8Wcp199NP4v/ateWaozVJsBKn69oTZk5qQlReRLzz2WfApk2B6704h2f//sCuXeL0V5dcApx7rtMlMo+acQs2jRdBEIRXKC2VL0vdoZR93CVuvz2y5SFEXN3MCsgfjBs25DlXEIfIy9PWvHGj+novRrXi4oA77gAefxzw+fI81UysRK3seiJzweo6WiHN/MCj7mjUrGwyra4W/0v9nouK/JrnzPFmS5EZnK5ry8zcrFmz4PP5ZH/XXnttzfYdO3ZgwIABqF27Nlq3bo2FCxfqOm6dOv7XpaUlVhXXM5SUlGhuO3FCfX2TJpEpi10E0+wV7r7b/zotTd+0O9Gg2yikmR941B2NmkePli9LueakVClnzpTUbHMqF54TOF3Xljaz9uzZE8uXL69ZTvwzv0RlZSWuuuoqdOvWDZs2bcKGDRswceJEtGrVCoMGDQp6TDZ027HjKCuL6wlGjVLXXF4eGO4GxJGhXkoYrIaWZi/Rpw9QVARs2yamEtATaYwG3UYhzfzAo+5o1NyypRidO3BAXJamkZRSh7Vq5dccG2tz4RzE6bq21MzFx8erdgL89NNPsW/fPmzevBkpKSk4//zzsXbtWsyfPz+kmWNHNVLSYD9HjqivDzb3J2EfPh9w/fXiH0EQRDTRtq3fzEmROWmgosSFF3orq4LXsbTPXEFBATIyMtChQwfcddddOHbsGABg48aN6NGjB1KYtqZBgwZhw4YNIY/JRuZOnizX3jFKKS9X13z0qPr+558fwcLYhJbmaIdH3aSZH3jUHa2a2SCLZOZOnhT/V1WJmidPtrlQDuN0XVtm5nr37o0lS5Zg1apVePrpp7F27VoMHz4cgiDg4MGDaNSokWz/hg0b4tChQyGPy5q5tWtnWlVczzBzprrmP32yjMREgOmm6Fm0NEc7POomzfzAo+5o1cyauR9+ELMQSM2sBQUzMXy4t2fxMYPTde0TBEGIxIF3796N9u3bY9OmTcjJycHRo0fx/vvv12z/5JNPMGzYMJw9ezbgvWVlZahbty5KS0uRn5+K114T1yclleOVV/i6QsrLy2v6HrIsXw7k5oqvExKAm28GzjnHmyNZlWhpjnZ41E2a+YFH3dGq+e23gY8+8i83awYcPixG6aqqyjFuXCKGDnWufE4QybpmPVGqcmqsP4lYapJ27dohLS0Ne/bsQePGjXHw4EHZ9kOHDqFhiNngR44ciQULpmLz5qn4448V+OabmbJQZm5urmw4cHFxccCUGjk5OciX5hsBUFhYiOzsbNk+2dnZKCwsrFnOz89HTk6ObJ+srCwUM3Nm5eXlIVdyUxArcurUqZaXLzExUbV8y5b5y9eyJbBqVRbi4+0vH2D95yd9IdxaPgmryyfpdmv5JKws39q1a11dvkh8flu3bnV1+SL1+ZWUlLi6fJH4/KTvtFvLJ2G0fLVrA7/+mluThuSPP4CSkmJs3ZqF2NjEmlyn0V6/bPnY0axWlC8vLw+ZmZkYPXq0rqhfxCJzv/32G1q1aoWNGzeiqKgIo0aNwqFDh5CcnAwAGDt2LEpLS/Hhhx8GvJd1oT/+mIoXXvizsD7gjTeoUyUA/OtfwJYt4uvevYG//93Z8hAEQRB8sGoVsGiR+rb4eODVV8XcoYQ12BqZmzZtGr7++mvs3bsXa9aswYgRI9CnTx90794dQ4YMQbNmzTB+/Hj89NNPWLhwIZYuXYrJOnpIsm3ze/fmQqVVNqph3T0LG+gMEeD0HFqaox0edZNmfuBRd7RqZvO/KikuzuXSyDld15Z95L/++itGjhyJI0eOoGnTphg8eDBmz56NmJgY1KpVCytXrsTEiRPRvXt3NG7cGC+++GLItCSAfABErVppOHPGn2maB9JUZmgXBLF/goRibInnUdPMAzzqJs38wKPuaNUczMzFxqbZVg434XRdR6yZNRzYkGJRUSoefdS/7YUXgPr1nSubGygrE6e+kpgxA+jSxbnyEARBEPywezfw0EPq2668ErjpJnvLE+04OgDCKpST9+7e7Uw53IRy5gfezS1BEARhH8Eic8OG2VcOwo/rzRzbZ+706WK8+aZzZXECdgSPhNLMaRh1z6KmmQd41E2a+YFH3dGqWcvMjRoFnDoVnZpD4XRdu97MsZG57dvnQZHhJOqZN29ewLqyMv9rn0+cjzWaUNPMAzzqJs38wKPuaNWsNW1kkybRqzkUTut2fZ+5lJRU/PWv8u2vv87XBL5KPvsMWLJEfJ2aCrz0krPlIQiCIPhiyhRAOYlTdnZ0JK53G1HRZ87nC8yh9t//OlMWt8BG5pjpbgmCIAjCFu66K3Bd48b2l4MQcb2ZA4Bzz5UvMwmbuYTtM1e3rnPlIAiCIPikQwdg6lT/cpMmgQMWCfvwhJmrW1fMpbZrlziFxm+/ibnWeEA5bQggTp0i0aCBjYWxCTXNPMCjbtLMDzzqjnbNF10EXH010K0bMGmSuC7aNWvhtG7P5Gm+7TZg27auAIBTp4AjR4D0dIcLZQNdu3aVLQuCaGYlWrWyuUA2oNTMCzzqJs38wKPuaNccEwOMGSNfF+2atXBat+sHQEid/UpLgTvv9O9z//3AhRc6VEAdbNoEfP010Lcv0KuXdcc9fFjeh3DmTOD88607PkEQBEEQ7kHPAAjPRObq1hVHbkqd/3/7zb1mbvNm4NlnxddbtwLnnGNdYl/l6KGMDGuOSxAEQRCEN/FEnzmJ2rULa16zTY1uYfFiMeT81FP+dZWVwK5d5o9ZWFgoW2bNXGxsdM7+oNTMCzzqJs38wKNu0swPTuv2lJnbv38589rBgqiwfz+Ql6e+LRzjuXz5ctnygQP+1+npYp+FaEOpmRd41E2a+YFH3aSZH5zW7Zk+c4A8WW6dOsCCBQ4VUIVXXgFWr1bf1qMHcM891pznxReBdevE1+efL/aZIwiCIAgiOomKpMEs7OjVkyeB8nLnysKyf7+2kQPkSX7D5cgR/2seRvMSBEEQBBEcz5o5AHj3XWfKwSIIwL/+FbienYj45Enrznf4sP91NOaYIwiCIAjCGJ4yc6+/ni1bLihwqCAMy5bJ+7EB4iCIa6/1L//+O/D55+aOn53t1ywIwNGj/m3RGpljNfMEj7pJMz/wqJs084PTuj1l5kaOHC6LRh06BFRXiwanqsr+8pw4Abz/vnxd167A4MHyyBwAvPaauUEbw4cPr3ldWgqcPevfFq2ROVYzT/ComzTzA4+6STM/OK3bU2auU6dOssl9KyuB6dOBu+8G7rsPOH3a3vKopRyZOhWIjw80cwBQVGT8HJ06dap5zfaXA6LXzLGaeYJH3aSZH3jUTZr5wWndnjJzANC0qXxZmqf0wAHgf/+ztyzHjsmXn35aNHKAupk7fjy88ynNXDTmmCMIgiAIwhieMnP5+flISdHevn27fWWprpanRmnYEGjSxL+ckBD4HjNmLj8/v+b1wYP+9cnJ6ueIBljNPMGjbtLMDzzqJs384LRuT5m5goIC+HzApZeqb9+5076y/PCDfFmZvFctanbihPHzFPw5ymP3buCtt/zro3XwA+DXzBs86ibN/MCjbtLMD07r9lTSYIldu4CHHw58n88nTqkVZ8OMs8uXA7m58nO/+aZ8nzfeAD75xL/cvz8wYYK587HJggHg4ovF/nkEQRAEQUQvUZc0WKJ9e+DJJwObGQVBnoctkij7xHXoELjPTTeJsz9ImInMSbBGDgA47WNKEARBEIQCT5o5AGjVCli0CHjpJfl6Zc63SKEcOXv99er71a3rfx3OAIjkZPkyaxIJgiAIguAXT5m5rKysgHUpKUDt2v5laXRrpDl1Sr58/vnq+7EDNoxE5qqqgFdfBS68MAsffyyPBDZtKg64iFbU6pkHeNRNmvmBR92kmR+c1u2pPnPFxcXIyMgI2H/WLGDHDv/yK68ASUmRLeNrr/lndejQQSyDGp99BixZIr5OTQ2MJCqprgaeegrYulVcPn26GMnJomYpMfK4ccAVV4RReJejVc/RDo+6STM/8KibNPNDJHVHXZ85rQ+qWTP58n//G9lyCII4ulQimHFkm0dPnBDfG4wff/QbOQCoXTsDVVXyGS4ibVSdhscbAcCnbtLMDzzqJs384LRuT5k5LTp2lC9HeoTwxx/LzRzbzKuENXPV1aFnqdi2LfT51RISEwRBEATBJ54yc3l5earr+/SRL+/eLRqnSFBWBixdKl8XzMwpkxyHGgShHKFbVBSoOdojc1r1HO3wqJs08wOPukkzPzit21NmrqSkRHV9fDxw//3+5YoKMS3ImjXWnv/ECeCOOwLXB5uVwqiZKy2VL585UxKwT7SbOa16jnZ41E2a+YFH3aSZH5zW7akBEMHYtw+YPl2+LjFRHBHq81lTrrVrgZycwPWzZqnnmQPEUa+33+5fnjYN6NZNfd8TJ4AZM4CjR7XLkJAgJhBOTNRbaoIgCIIgvIoeT2TDXAn2oDa9VXk58PPPQOfO1pxDOdE9IKYkOecc7ffUrg3ExvoHMKhF5g4fBt59NzAx8AUXiKN0KyrE5bQ0YNIkMnIEQRAEQfjxlJkrLy9HooaT0eq3Nnu2OM2WFdE5ZcRsxgxx8EWwY/t84iAIqfmUzTX3/ffA669r58br0gW47rpy7NyZiJ49gUaNrIsyuplg9RzN8KibNPMDj7pJMz84rdtTfeZmzpwZdLtysnsJZT80M5SXA6tX+5cvuUQ0W8oBC2qwI1qlyJwgAC+/rG3k6tcHLr0UePnlmbjmGqBxYz6MHBC6nqMVHnWTZn7gUTdp5gendXuqz1wo5/vgg8AvvwSuf+gh4NxzA9dXVYnTf2VkiGatslLM83b8OHDZZf5o37FjYl+577/3v/fqq4ExY/TpeewxoLDQv/zWW+p9/CSSk4FnnhH/O+32nYBHzQCfukkzP/ComzTzQyR1R12fuVAf1C23qM/EUFQUaOaqq4G5c4GffgLi4sS/8nL/9gMHgLFjge3bgccfD0x10qKF/nLHxsqXt26VG0OWBg3EpmEpmsfjl4JHzQCfukkzP/ComzTzg9O6PWXmQtGhAzBlihid+/xz/8CBgwcD9/3f/0QjBwBnz4p/LFu3ipG5Dz9UP1fv3vrLxZpEAPjnPwP3qVsXuOEGsWlVaf4IgiAIgiC08FSfudzc3JD79OoFjB4tTxVSUiL+bdgAnDwpGrdQhzpwQNvIPf+8mNtOL337Bt8+apSYbmTAgEAjp0dztMGjZoBP3aSZH3jUTZr5wWndnorMpaWlGdjX/3r/fiArSxwI0aaN2HwaLJdbMM4/Xz0NSjD69xdTpHz7rfr2fv2032tEc7TAo2aAT92kmR941E2a+cFp3Z4aAGGEt98GPvpIfdvgwYDRmTc6dAC6dxcHRpgsEl5+GfjyS/m6xx8H2rUzdzyCIAiCIKKbqBsAYYRgJlnLyCUliU2wZ87I1w8bBtx4Y/hlGjJEbuYSEoC2bcM/LkEQBEEQ/OKpPnPFxcW6923QwNix27QB5swBnnpKvt7nE3PKWUHLlvJjdekSOnecEc3RAo+aAT51k2Z+4FE3aeYHp3V7yszNmzdP977nnSdP1qtFjx5iHrjZs8UZFtLTxSmzmjQBLrwQePhhY2lIQnHHHcC4cWKeunHjQu9vRHO0wKNmgE/dpJkfeNRNmvnBad1R22cOCJzkXo1nnxVnVyAIgiAIgnAbejyRpyJzRklKAubNE1ODXHEF8PTTgfsYHZlKEARBEAThJqJ2AIREw4bA3XeLr9VikJSglyAIgiAIL+OpyFxOTk5Y7/fiRPXhavYiPGoG+NRNmvmBR92kmR+c1u0pM9e1a1eni2A7pJkfeNRNmvmBR92kmR+c1h3VAyDUGDNGvvzWW5YeniAIgiAIwjK4HwChxpVX+l+PGuVcOQiCIAiCIKzAU2ausLAw7GMMGybOxHDNNeIIV7djhWavwaNmgE/dpJkfeNRNmvnBad2eMnPLly8P+xipqcAttwCjRwO1a1tQqAhjhWavwaNmgE/dpJkfeNRNmvnBad3c9ZkjCIIgCILwCtRnjiAIgiAIIsohM0cQBEEQBOFhPGXmsrOznS6C7ZBmfuBRN2nmBx51k2Z+cFq3p8zc8OHDnS6C7ZBmfuBRN2nmBx51k2Z+cFo3DYAgCIIgCIJwKTQAgiAIgiAIIsrxlJnLz893ugi2Q5r5gUfdpJkfeNRNmvnBad2eMnMFBQVOF8F2SDM/8KibNPMDj7pJMz84rZv6zBEEQRAEQbgU6jNHEARBEAQR5ZCZIwiCIAiC8DCeMnNZWVlOF8F2SDM/8KibNPMDj7pJMz84rdtTfeaKi4uRkZHhYMnshzTzA4+6STM/8KibNPNDJHXr6TPnKTNHEARBEATBEzQAgiAIgiAIIsrxlJnLy8tzugi2Q5r5gUfdpJkfeNRNmvnBad2eMnMlJSVOF8F2SDM/8KibNPMDj7pJMz84rZv6zBEEQRAEQbgU6jNHEARBEAQR5dhu5ubOnYumTZsiKSkJw4YNQ3Fxse73lpeXR7Bk7oQ08wOPukkzP/ComzTzg9O6bTVzixYtwuzZs/HCCy9g/fr1KCsrw6hRo3S/f+bMmREsnTshzfzAo27SzA886ibN/OC07jg7TzZ//nxMmTIFI0aMAAAsXLgQ7dq1w9atW9GtW7eQ7x8wYECES+g+SDM/8KibNPMDj7pJMz84rdu2yFxFRQUKCgowcODAmnVt27ZF69atsWHDBl3HWLNmTaSK51pIMz/wqJs08wOPukkzPzit2zYzd+TIEVRXV6NRo0ay9Q0bNsTBgwftKgZBEARBEERUYVszq5EMKNK+ZWVlsvU//fRTwLpohzTzA4+6STM/8KibNPNDJHVLxw3mo2wzc+np6YiJiQmIwh06dCggWnf8+HEAQIsWLQKOU7du3cgV0qWQZn7gUTdp5gcedZNmfoi07uPHj2uewzYzl5CQgK5du2LNmjUYNGgQAGDPnj3Yu3cvevXqJdu3adOm2LdvH1JSUuDz+ewqIkEQBEEQhKsQBAHHjx9H06ZNNfexdQaIhQsXYsqUKViyZAnatm2Le+65B2fPnsVXX31lVxEIgiAIgiCiCltTk4wfPx4HDhzApEmTUFJSgszMTCxYsMDOIhAEQRAEQUQVrpyblSAIgiAIgtCHrTNALFu2DIMGDULdunXh8/lw9uxZ2fZPP/0UF198MerUqYM2bdrgpZdekm2fO3cuOnXqhKSkJDRo0ADDhg3Djh07ZPvs2LEDAwYMQO3atdG6dWssXLgw4rqCEa5mlmuvvRY+nw9ffPGFbL3bNAPh6541axZ8Pp/s79prr5Xt4zbdVtT15s2bMWjQICQlJaFevXq44YYbZNujTXPr1q0D6tnn8+Gdd96p2cdtmoHwdZeUlOC2225DRkYGkpOT0bdv34DuJm7THa7m0tJS3HnnnWjWrBnq1KmDa665Br///rtsH7dpnjNnDi666CIkJyejSZMmuPXWW3Ho0CHZPnrKHGoaSzfptkJzqGtFzzHsxgrdVl0vphBs5PXXXxdmz54tzJkzRwAgVFZW1mzbvHmzEB8fLzz77LPCrl27hPfee09ITU0V3nvvvZp93nnnHWHVqlXCL7/8ImzdulW49tprhfbt29dsP3PmjNC+fXvhL3/5i/DDDz8Ir7zyihAXFyd88cUXdsqUEa5miYULFwpXXHGFAEBYtWpVzXo3ahaE8HU/8sgjQs+ePYWioqKav2PHjtVsd6PucDVv27ZNqFu3rvDwww8LP/74o7Bt2zbh/fffr9kejZoPHjwoq+N58+YJtWvXFkpLSwVBcKdmQQhf96233ipccMEFwjfffCPs2rVLmDJlipCSkiIcPXpUEAR36g5X8/XXXy90795d2LBhg7Bt2zZh5MiRQteuXYWzZ88KguBOzUOHDhVef/114eeffxY2bNgg9OzZUxgwYEDNdj1lXrhwoVCnTh3h/fffF7Zs2SJcdtllwqWXXmroGHZiheZg14reY9iNFbqtOIZZbDVzEmvWrAmo4KysLKF///6y/e69916hd+/emsf5/vvvBQBCcXGxIAiCsHz5ciEhIUEoKyur2efmm28Whg8fbq0AE4Sjee/evUKLFi2Effv2BZg5N2sWBPO6H3nkEeGSSy7RPK6bdZvVPGLECGHcuHGax41GzUoyMzOFMWPG1Cy7WbMgmNfduXNn4dlnn61ZLisrEwAI33zzjSAI7tZtRvOpU6eE2NhY4csvv6zZXlZWJvh8PuGzzz4TBMHdmiXWr18vABBKSkoEQdBX5gsvvFCYOXNmzfLu3bsFAMKWLVt0H8NJzGiWULtWjB7DKcLRbeUx9GJrM2swKioqULt2bdm6pKQkfPvtt6isrAzY//Tp03jttdfQsWNHNGzYEACwceNG9OjRAykpKTX7DRo0SPd0YXajR3N1dTXGjh2LRx99FM2bNw84htc0A/rruqCgABkZGejQoQPuuusuHDt2rGab13SH0lxVVYXPPvsMbdq0Qf/+/dG4cWNcfvnl+P7772v2jzbNSvbt24fVq1dj3LhxNeu8phnQp7tPnz5Yvnw5Dh8+jKqqKixcuBBNmzbF+eefD8B7ukNplq5xdp+EhATExsZi/fr1ALyh+fDhw0hMTESdOnUAhC6znmks3a7bqGY9uF0zYI3uSHx2WrjGzGVmZuKLL77Axx9/jOrqanz//fd49dVXcfbsWRw+fLhmv48//hjJycmoU6cOVq5ciU8//RQxMaKMgwcPqk4Xpmyzdgt6ND/77LNITk7GrbfeqnoMr2kG9Onu3bs3lixZglWrVuHpp5/G2rVrMXz48JoM2F7THUrzoUOHcOrUKfzrX//C6NGj8emnn6JFixYYNGgQSktLAUSfZiWvv/46mjZtWpOHEvCeZkCf7vnz5yM9PR0NGzZEQkICnnzySaxcuRLJyckAvKc7lObU1FT07NkTjz76KI4cOYLy8nJkZWXh7NmzNf3H3K65oqICjz32GMaOHYu4ODERRKgy65nG0s26zWjWg5s1A9bojtRnp4VrzNzQoUMxa9YsjBo1CrVq1cLll1+OMWPGAECNWQOAAQMGYOvWrfjqq69w7rnnYvTo0TW/dgWPDcwNpfnnn3/G008/jZdfflnzGF7TDOir6yFDhuC6667DBRdcgGuuuQbLly/HunXr8N133wHwnu5QmqurqwEAf/nLXzBx4kRcdNFFyMnJgc/nw0cffQQg+jQrWbx4MW6++WbZNq9pBvTpnjdvHnbu3IlVq1Zh06ZNGD16NIYNG4YjR44A8J5uPZpff/11HDp0CA0bNkRycjJ+//13XHTRRTXb3ay5qqoKN910EwDgqaeeqlkfqsx6NLlVt1nNenCrZsAa3ZH87LRwjZkDgJkzZ6KsrAy//vor/vjjD7Rr1w7JyclIT0+v2adOnTpo3749/u///g+5ubn44Ycf8OmnnwIAGjdurDpdmNQM60aCad6wYQOKi4vRsmVLxMXF1bj7wYMH469//SsAb2oG9NU1S7t27ZCWloY9e/YA8KbuYJrT09MRGxuLjh071uwfHx+Ptm3bYt++fQCiTzPL+vXrsWPHDlkTK+BNzUBw3adPn8bDDz+M559/HpmZmbjwwgvx7LPPIjExEW+99RYAb+oOVdcdOnTAxo0bcezYMRw4cAC5ubnYv38/2rRpA8C9mqurqzFu3DgUFhYiLy+vJnoKhC6znmks3ag7HM16cKNmwBrdkf7stHCVmQOA2NhYNGvWDHFxcXjvvfdw5ZVXIjY2VnN/QRBqTE7Pnj3x7bff4sSJEzXbV69eHTBdmNvQ0nzttdfi+++/x9atW2v+ACAnJwfZ2dkAvKsZMFbXv/32G0pKStC6dWsA3tWtpblWrVq48MILsWvXrpp9z549i71796Jly5YAok8zy+LFi9GnTx906NBBtt6rmgFt3VIfMuVnwEZovapbT13XrVsXDRo0wLp161BcXIyrr74agDs1C4KA22+/Hfn5+Vi1ahXq168v2x6qzOw0lhLKaSzdpjtczXpwm2bAGt12fHbBBNjGkSNHhC1btggLFiwQAAjffvutsGXLFuH48ePCmTNnhOeee0746aefhM2bNwu33nqrULduXWHHjh017582bZqwfv16Ye/evcKGDRuE6667TmjRokXNSJGKigqhXbt2wsiRI4Uff/xRePXVV4X4+HhHhzuHq1kJFKNZ3ahZEMLXff/99wvr1q0T9uzZI6xevVro3r270KdPH6GqqkoQBHfqDlfzm2++KSQmJgpvvPGGsH37duGuu+4SGjduXJOmIxo1C4IgnD59WkhLSxNeeumlgOO7UbMghK/7kksuEXr27Cnk5+cLO3fuFB544AGhVq1awrZt2wRBcKfucDWvXLlSWLVqlbB7927h3XffFRo1aiRMmjSpZrsbNU+YMEFIT08XNmzYIEuhI6VT0VPmV199VUhOThaWLVsmbN26VRgwYIDQr1+/mu1u022F5mDXihs1C4I1uq04hllsNXOLFi0SAAT8rVmzRqisrBT69esnJCcnC0lJScIVV1whFBQUyN5/4403Cs2aNRNq1aolNGvWTLjxxhsDHgyFhYXCZZddJiQkJAgtW7YUXnnlFTslBhCuZiVKMycI7tMsCOHrvuGGG4SMjAwhPj5eaNWqlTBhwgTh4MGDsn3cptuKun7uueeEFi1aCMnJyUL//v2FH374QbY9GjUvXbpUSExMlOURZHGbZkEIX/fvv/8u3HjjjUKjRo2EOnXqCBdffLGwcuVK2T5u0x2u5iVLlgitWrWq+U4//vjjNQ85CbdpVtMLQNizZ0/NPnrKPGfOHCEjI0NITEwUrr76aqGoqEi23U26rdAc7FrRewy7sUK3VdeLGWg6L4IgCIIgCA/juj5zBEEQBEEQhH7IzBEEQRAEQXgYMnMEQRAEQRAehswcQRAEQRCEhyEzRxAEQRAE4WHIzBEEQRAEQXgYMnMEQRAEQRAehswcQRAEQRCEhyEzRxAEQRAE4WHIzBEEQRAEQXiY/we4M+0FWrd8jQAAAABJRU5ErkJggg==", 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" ] }, "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": 37, "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": 38, "metadata": { "scrolled": false }, "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": 40, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "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": 41, "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": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "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": 43, "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": 44, "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": 45, "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": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 9, 249, 489, 729, 969])" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cbar.get_ticks()" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "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 ($\\%$)')\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": 48, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "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 ($\\%$)')\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": 49, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "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 ($\\%$)')\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": 50, "metadata": { "scrolled": false }, "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": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 1 }