diff --git a/examples/Ichimoku_Cloud_Example.ipynb b/examples/Ichimoku_Cloud_Example.ipynb new file mode 100644 index 00000000..9c6f476b --- /dev/null +++ b/examples/Ichimoku_Cloud_Example.ipynb @@ -0,0 +1,396 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "3e0fb278", + "metadata": {}, + "source": [ + "---\n", + "\n", + "# Mplfinance Used To Plot Ichimoku Cloud\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "id": "71dd20f8", + "metadata": {}, + "source": [ + "---\n", + "\n", + "### mplfinance 'yahoo' styles was used to customize plot:\n", + "- Type of Plot Use `candle`\n", + "- Ichimoku Cloud Build With Five Types Lines Named Tenkan-sen, Kijun-sen, Senkou_Span_A, Senkou_Span_B, Chikou_Span\n", + "- Background, Grid, and Figure Colors\n", + "- Grid style\n", + "- Y-Axis On The Right or Left\n", + "- Matplotlib Defaults\n", + "- Fill Between Senkou_Span_A, Senkou_Span_B,\n", + "- Alpha\n", + "- Color\n", + "#### The simplest way to do this is to choose one of the `add_plot` that come packaged with `mplfinance`\n", + "#### but, as we see below, it is also possible to customize your own `mplfinance styles`.\n", + "#### Also Other Plot Type Can Be Used\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "c23c2983", + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "821ec5c5", + "metadata": {}, + "outputs": [], + "source": [ + "import mplfinance as mpf\n", + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "id": "97992acd", + "metadata": {}, + "source": [ + "### Read in daily data for the S&P 500 from November of 2019 " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "a410f0a2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(200, 6)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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OpenHighLowCloseAdj CloseVolume
Date
2003-06-2520.53000120.8319.9920.04000113.69350161250600
2003-06-2620.29999920.7620.1520.62999914.09665452904900
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" + ], + "text/plain": [ + " Open High Low Close Adj Close Volume\n", + "Date \n", + "2003-06-25 20.530001 20.83 19.99 20.040001 13.693501 61250600\n", + "2003-06-26 20.299999 20.76 20.15 20.629999 14.096654 52904900" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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OpenHighLowCloseAdj CloseVolume
Date
2004-04-0728.0828.12999927.48000027.62000118.92334272680200
2004-04-0828.0828.13999927.20000127.37000118.75205871791400
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" + ], + "text/plain": [ + " Open High Low Close Adj Close Volume\n", + "Date \n", + "2004-04-07 28.08 28.129999 27.480000 27.620001 18.923342 72680200\n", + "2004-04-08 28.08 28.139999 27.200001 27.370001 18.752058 71791400" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idf = pd.read_csv('data/yahoofinance-INTC-19950101-20040412.csv',index_col=0,parse_dates=True).tail(200)\n", + "\n", + "df = idf.copy()\n", + "df.index.name = 'Date'\n", + "df.shape\n", + "df.head(2)\n", + "df.tail(2)" + ] + }, + { + "cell_type": "markdown", + "id": "177b9f0c", + "metadata": {}, + "source": [ + "---\n", + "\n", + "- Here We Use the `rolling max` of `High` and `rolling min` of `Low` To Calculate Tenkan-sen line with `window` = 9.\n", + "- Here We Use the `rolling max` of `High` and `rolling min` of `Low` To Calculate Kijun-sen line with `window` = 26.\n", + "- To Obtain Senkou_Span_A Line We Used Tenkan-sen `+` Kijun-sen `divided` by 2 \n", + "- Here We Use The `rolling max` of `High` and `rolling min` of `Low` To Calculate Senkou_Span_B with `window` = 52\n", + "- Here We Use The `shift` for -26\n", + "- **Here is Following Calculation:**\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "aeb8d05b", + "metadata": {}, + "outputs": [], + "source": [ + "# Formula To Obtain Ichimoku Cloud \n", + "df['Tenkan-sen'] = (df['High'].rolling(window=9).max() + df['Low'].rolling(window=9).min()) / 2\n", + "df['Kijun-sen'] = (df['High'].rolling(window=26).max() + df['Low'].rolling(window=26).min()) / 2 \n", + "df['Senkou_Span_A'] = (df['Tenkan-sen'] + df['Kijun-sen']) / 2 \n", + "df['Senkou_Span_B'] = (df['High'].rolling(window=52).max() + df['Low'].rolling(window=52).min()) / 2 \n", + "df['Chikou_Span'] = df['Close'].shift(periods=-26) \n", + "\n", + "a = df[['Tenkan-sen']]\n", + "b = df[['Kijun-sen']]\n", + "c = df[['Chikou_Span']]\n", + "d = df[['Senkou_Span_A']]\n", + "e = df[['Senkou_Span_B']]" + ] + }, + { + "cell_type": "markdown", + "id": "a89a2241", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Let's say we want to plot the Ichimoku Cloud along with the basic OHLCV plot. \n", + "\n", + "We Use `make_addplot()` to create the addplot dict, and pass that into the plot() function:\n", + "\n", + "We Use `Color` To Define Line Colors\n", + "\n", + "We Use `alpha` To Define Depth Line Color" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "3cc8fd1f", + "metadata": {}, + "outputs": [], + "source": [ + "ic = [\n", + " mpf.make_addplot(a,color='#fcc905',alpha=0.5,),\n", + " mpf.make_addplot(b,color='#F83C78',alpha=0.5,),\n", + " mpf.make_addplot(c,color='#8D8D16',alpha=0.8,),\n", + " mpf.make_addplot(d,color='#006B3D',alpha=0.8,),\n", + " mpf.make_addplot(e,color='#D3212C',alpha=0.8,),\n", + "]" + ] + }, + { + "cell_type": "markdown", + "id": "ea29ff4e", + "metadata": {}, + "source": [ + "Use a dict to specify other attributes (kwargs) for `fill_between`:\n", + "
\n", + "To demonstrate use of fill_between the `where` kwarg to used\n", + "
\n", + "`where = df['Senkou_Span_A'] < df['Senkou_Span_B']`" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "0da8c4d1", + "metadata": {}, + "outputs": [], + "source": [ + "ichimoko_fill_up = dict(y1 = df['Senkou_Span_A'].values, y2 = df['Senkou_Span_B'].values, where = df['Senkou_Span_A'] >= df['Senkou_Span_B'], alpha = 0.5, color = '#a6f7a6')\n", + "ichimoko_fill_down = dict(y1 = df['Senkou_Span_A'].values, y2 = df['Senkou_Span_B'].values, where = df['Senkou_Span_A'] < df['Senkou_Span_B'], alpha = 0.5, color = '#FC8EAC')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "236c94af", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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OpenHighLowCloseAdj CloseVolume
Date
2003-06-2520.53000120.8319.9920.04000113.69350161250600
2003-06-2620.29999920.7620.1520.62999914.09665452904900
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" + ], + "text/plain": [ + " Open High Low Close Adj Close Volume\n", + "Date \n", + "2003-06-25 20.530001 20.83 19.99 20.040001 13.693501 61250600\n", + "2003-06-26 20.299999 20.76 20.15 20.629999 14.096654 52904900" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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OpenHighLowCloseAdj CloseVolume
Date
2004-04-0728.0828.12999927.48000027.62000118.92334272680200
2004-04-0828.0828.13999927.20000127.37000118.75205871791400
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" + ], + "text/plain": [ + " Open High Low Close Adj Close Volume\n", + "Date \n", + "2004-04-07 28.08 28.129999 27.480000 27.620001 18.923342 72680200\n", + "2004-04-08 28.08 28.139999 27.200001 27.370001 18.752058 71791400" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idf = pd.read_csv('data/yahoofinance-INTC-19950101-20040412.csv',index_col=0,parse_dates=True).tail(200)\n", + "\n", + "df = idf.copy()\n", + "df.index.name = 'Date'\n", + "df.shape\n", + "df.head(2)\n", + "df.tail(2)" + ] + }, + { + "cell_type": "markdown", + "id": "2859d3fe", + "metadata": {}, + "source": [ + "---\n", + "- **Calculating the Awesome Indicator**\n", + "- The formula to calculate the Awesome Oscillator is as follows:\n", + "\n", + "- Awesome Oscillator = SMA (MEDIAN PRICE, 5)-SMA (MEDIAN PRICE, 34)\n", + "\n", + "- Where:\n", + "\n", + "- SMA = simple moving average\n", + "\n", + "- Median Price = (HIGH+LOW)/2\n", + "- **Here is Function For The Calculation:**\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "0294b569", + "metadata": {}, + "outputs": [], + "source": [ + "#Calculation For Simple Moving Average For Length 34 as Long SMA\n", + "df['SMA34'] = df['Close'].rolling(window=34).mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "60577083", + "metadata": {}, + "outputs": [], + "source": [ + "#Calculation For Simple Moving Average For Length 5 as Short SMA\n", + "df['SMA5'] = df['Close'].rolling(window=5).mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "8f51c335", + "metadata": {}, + "outputs": [], + "source": [ + "# Awesome_Oscillator Column Assign To df\n", + "df['AO'] = df['SMA5'] - df['SMA34']" + ] + }, + { + "cell_type": "markdown", + "id": "4ed037fa", + "metadata": {}, + "source": [ + "### Function For Generate Color Awesome_oscillator" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "1ad7fb7e", + "metadata": {}, + "outputs": [], + "source": [ + "def generate_awesome_oscillator_color(df):\n", + " awesome_oscillator_color = []\n", + " awesome_oscillator_color.clear()\n", + " for i in range (0,len(df[\"AO\"])):\n", + " if df[\"AO\"][i] >= 0 and df[\"AO\"][i-1] < df[\"AO\"][i]:\n", + " awesome_oscillator_color.append('#26A69A')\n", + " #print(i,'green')\n", + " elif df[\"AO\"][i] >= 0 and df[\"AO\"][i-1] > df[\"AO\"][i]:\n", + " awesome_oscillator_color.append('#FF5252')\n", + " #print(i,'faint green')\n", + " elif df[\"AO\"][i] < 0 and df[\"AO\"][i-1] > df[\"AO\"][i] :\n", + " #print(i,'red')\n", + " awesome_oscillator_color.append('#FF5252')\n", + " elif df[\"AO\"][i] < 0 and df[\"AO\"][i-1] < df[\"AO\"][i] :\n", + " #print(i,'faint red')\n", + " awesome_oscillator_color.append('#26A69A')\n", + " else:\n", + " awesome_oscillator_color.append('#000000')\n", + " return awesome_oscillator_color" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "244270b6", + "metadata": {}, + "outputs": [], + "source": [ + "# List of Color Assiging To Awesome Oscillator\n", + "awesome_oscillator_color = generate_awesome_oscillator_color(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "a12c51b8", + "metadata": {}, + "outputs": [], + "source": [ + "# Data Extracted And New Variable Applied\n", + "awesome_oscillator = df[['AO']]" + ] + }, + { + "cell_type": "markdown", + "id": "c56fba65", + "metadata": {}, + "source": [ + "Let's add a new panel containing Histogram.\n", + "\n", + "By default addplot uses Panel 0 For Main Candlestick." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "9febb60d", + "metadata": {}, + "outputs": [], + "source": [ + "ao = [\n", + " mpf.make_addplot(awesome_oscillator,type='bar',width=0.7,color=awesome_oscillator_color,panel=1,alpha=1,secondary_y=True)\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "2b47e643", + "metadata": {}, + "outputs": [ + { + "data": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(\n", + " df,\n", + " volume=True,\n", + " volume_panel = 2,\n", + " type=\"candle\", \n", + " style=\"yahoo\",\n", + " addplot=ao,\n", + " figscale=1.2,\n", + " figsize=(36,16,)\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "939d0172", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "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": "3.9.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/examples/Indicator_Donchian_Channel.ipynb b/examples/Indicator_Donchian_Channel.ipynb new file mode 100644 index 00000000..b00ee665 --- /dev/null +++ b/examples/Indicator_Donchian_Channel.ipynb @@ -0,0 +1,397 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "0d12a808", + "metadata": {}, + "source": [ + "---\n", + "\n", + "# Mplfinance Used To Plot Dochian Channel\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "id": "005de577", + "metadata": {}, + "source": [ + "### What is Dochian Channel\n", + "Donchian Channel is a volatility indicator that helps technical analysts to identify and define price trends as well as determine the optimal entry and exit points in ranging markets.:\n", + "\n", + "- Visually, the Donchian Channel features a median band that is enclosed by an upper band and a lower band.\n", + "- While the latter’s bands are determined by standard deviation, Donchian Channel bands are determined by the high and low prices an asset has reached over a certain period.\n", + "- This helps to eliminate potentially distorted information that can be caused by spiky, unsustainable price movements." + ] + }, + { + "cell_type": "markdown", + "id": "f0607bb3", + "metadata": {}, + "source": [ + "---\n", + "\n", + "### mplfinance 'yahoo' styles was used to customize:\n", + "- Type of Plot Use `candle`\n", + "- Dochian Channel Build With Three Types Lines Named Upper Band, Middle Band and Lower Band\n", + "- Background, Grid, and Figure Colors\n", + "- Grid style\n", + "- Y-Axis On The Right or Left\n", + "- Matplotlib Defaults\n", + "- Fill Between\n", + "- Alpha\n", + "- Color\n", + "#### The simplest way to do this is to choose one of the `add_plot` that come packaged with `mplfinance`\n", + "#### but, as we see below, it is also possible to customize your own `mplfinance styles`.\n", + "#### Also Other Plot Type Can Be Used\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "821ec5c5", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import mplfinance as mpf" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "a9c03662", + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "markdown", + "id": "47fc3cba", + "metadata": {}, + "source": [ + "### Read in daily data for the S&P 500 from November of 2019 " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "9012cbce", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(200, 6)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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OpenHighLowCloseAdj CloseVolume
Date
2003-06-2520.53000120.8319.9920.04000113.69350161250600
2003-06-2620.29999920.7620.1520.62999914.09665452904900
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" + ], + "text/plain": [ + " Open High Low Close Adj Close Volume\n", + "Date \n", + "2003-06-25 20.530001 20.83 19.99 20.040001 13.693501 61250600\n", + "2003-06-26 20.299999 20.76 20.15 20.629999 14.096654 52904900" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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OpenHighLowCloseAdj CloseVolume
Date
2004-04-0728.0828.12999927.48000027.62000118.92334272680200
2004-04-0828.0828.13999927.20000127.37000118.75205871791400
\n", + "
" + ], + "text/plain": [ + " Open High Low Close Adj Close Volume\n", + "Date \n", + "2004-04-07 28.08 28.129999 27.480000 27.620001 18.923342 72680200\n", + "2004-04-08 28.08 28.139999 27.200001 27.370001 18.752058 71791400" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idf = pd.read_csv('data/yahoofinance-INTC-19950101-20040412.csv',index_col=0,parse_dates=True).tail(200)\n", + "\n", + "df = idf.copy()\n", + "df.index.name = 'Date'\n", + "df.shape\n", + "df.head(2)\n", + "df.tail(2)" + ] + }, + { + "cell_type": "markdown", + "id": "313bd8d2", + "metadata": {}, + "source": [ + "---\n", + "- **Donchian Channel has 3 lines: Upper Band, Median Band and Lower Band. They are calculated as follows:**\n", + "\n", + "- Upper Band = The Highest High in the previous n periods\n", + "- Lower Band = The Lowest Low in the previous n periods\n", + "- Median Band = ((Upper Band – Lower Band))/2)\n", + "- **Here is Following Calculation:**\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "b50f8903", + "metadata": {}, + "outputs": [], + "source": [ + "#For Calcultation Dochian Channel\n", + "period = 10\n", + "df['Upper'] = df['High'].rolling(period).max()\n", + "df['Lower'] = df['Low'].rolling(period).min()\n", + "df['Middle'] = (df['Upper'] + df['Lower']) / 2\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "37d55079", + "metadata": {}, + "outputs": [], + "source": [ + "# Data Extracted And New Variable Applied\n", + "DCU = df[['Upper']]\n", + "DCM = df[['Middle']]\n", + "DCL = df[['Lower']]" + ] + }, + { + "cell_type": "markdown", + "id": "18e4178e", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Let's say we want to plot the Ichimoku Cloud along with the basic OHLCV plot. \n", + "\n", + "We Use `make_addplot()` to create the addplot dict, and pass that into the plot() function:\n", + "\n", + "We Use `Color` To Define Line Colors\n", + "\n", + "We Use `alpha` To Define Depth Line Color" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "8ad79ac0", + "metadata": {}, + "outputs": [], + "source": [ + "apds = [\n", + " mpf.make_addplot(DCU,color='#2962FF',panel=0,),\n", + " mpf.make_addplot(DCM,color='#FF6D00',panel=0,),\n", + " mpf.make_addplot(DCL,color='#2962FF',panel=0,),\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "4b7b72aa", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(\n", + " df,\n", + " volume=True,\n", + " type=\"candle\",\n", + " fill_between=dict(y1=df['Upper'].values,y2=df['Lower'].values,alpha=0.1,color='#2962FF'),\n", + " style=\"yahoo\",\n", + " addplot=apds,\n", + " figscale=1.2,\n", + " figsize=(46,26,),\n", + " \n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3c51400f", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "36247f25", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "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": "3.9.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/examples/Indicator_MACD_Histogram_Gradient.ipynb b/examples/Indicator_MACD_Histogram_Gradient.ipynb new file mode 100644 index 00000000..c7780aed --- /dev/null +++ b/examples/Indicator_MACD_Histogram_Gradient.ipynb @@ -0,0 +1,449 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "30e3a660", + "metadata": {}, + "source": [ + "---\n", + "\n", + "# Mplfinance Used To Plot MACD Histogram\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "id": "8db0114d", + "metadata": {}, + "source": [ + "### What is MACD Histogram\n", + "The MACD histogram is a technical analysis tool that is used to measure the momentum and strength of a financial instrument's price movement. MACD stands for Moving Average Convergence Divergence. It is derived from the MACD line, which is calculated by subtracting the 26-day exponential moving average (EMA) from the 12-day EMA.\n", + "\n", + "The MACD histogram represents the difference between the MACD line and its signal line, which is a 9-day EMA of the MACD line. It consists of vertical bars that oscillate above or below the zero line, also known as the centerline." + ] + }, + { + "cell_type": "markdown", + "id": "026a251c", + "metadata": {}, + "source": [ + "---\n", + "\n", + "### mplfinance 'yahoo' styles was used to customize:\n", + "- Type of Plot Use `candle`\n", + "- MACD Histogram Build With Two Lines MACD Line, Signal Line and Histogram\n", + "- Background, Grid, and Figure Colors\n", + "- Grid style\n", + "- Y-Axis On The Right or Left\n", + "- Matplotlib Defaults\n", + "- Histogram\n", + "- Alpha\n", + "- Color\n", + "#### The simplest way to do this is to choose one of the `add_plot` that come packaged with `mplfinance`\n", + "#### but, as we see below, it is also possible to customize your own `mplfinance styles`.\n", + "#### Also Other Plot Type Can Be Used\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "821ec5c5", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import mplfinance as mpf\n", + "import matplotlib.dates as mdates" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "86dcb05e", + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "markdown", + "id": "61bf088e", + "metadata": {}, + "source": [ + "### Read in daily data for the S&P 500 from November of 2019 " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "f3228212", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(200, 6)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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OpenHighLowCloseAdj CloseVolume
Date
2003-06-2520.53000120.8319.9920.04000113.69350161250600
2003-06-2620.29999920.7620.1520.62999914.09665452904900
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OpenHighLowCloseAdj CloseVolume
Date
2004-04-0728.0828.12999927.48000027.62000118.92334272680200
2004-04-0828.0828.13999927.20000127.37000118.75205871791400
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" + ], + "text/plain": [ + " Open High Low Close Adj Close Volume\n", + "Date \n", + "2004-04-07 28.08 28.129999 27.480000 27.620001 18.923342 72680200\n", + "2004-04-08 28.08 28.139999 27.200001 27.370001 18.752058 71791400" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idf = pd.read_csv('data/yahoofinance-INTC-19950101-20040412.csv',index_col=0,parse_dates=True).tail(200)\n", + "\n", + "df = idf.copy()\n", + "df.index.name = 'Date'\n", + "df.shape\n", + "df.head(2)\n", + "df.tail(2)" + ] + }, + { + "cell_type": "markdown", + "id": "584d26a0", + "metadata": {}, + "source": [ + "--- \n", + "**The MACD histogram is calculated as the MACD indicator minus the signal line. Observe that:**\n", + "\n", + "- When MACD is above the signal line then the histogram is positive.\n", + "- When MACD is below the signal line then the histogram is negative.\n", + "- When the gap between the MACD and its signal line is widest then the histogram registers its highest (or lowest) readings.\n", + "- The histogram is at zero when MACD and the signal line cross (the signal for trading with the MACD).\n", + "- The histogram turns back towards the zero line when MACD and the signal line converge, well in advance of them actually crossing.\n", + "\n", + "\n", + "- **Here is Following Calculation:**\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "a410f0a2", + "metadata": {}, + "outputs": [], + "source": [ + "#Get the 26-day EMA of the closing price\n", + "k = df['Close'].ewm(span=12, adjust=False, min_periods=12).mean()\n", + "\n", + "#Get the 12-day EMA of the closing price\n", + "d = df['Close'].ewm(span=26, adjust=False, min_periods=26).mean()\n", + "\n", + "#Subtract the 26-day EMA from the 12-Day EMA to get the MACD\n", + "macd = k - d\n", + "\n", + "#Get the 9-Day EMA of the MACD for the Trigger line\n", + "macd_s = macd.ewm(span=9, adjust=False, min_periods=9).mean()\n", + "\n", + "#Calculate the difference between the MACD - Trigger for the Convergence/Divergence value\n", + "macd_h = macd - macd_s\n", + "#Add all of our new values for the MACD to the dataframe\n", + "df['MACD_12_26_9'] = df.index.map(macd)\n", + "df['MACDh_12_26_9'] = df.index.map(macd_h)\n", + "df['MACDs_12_26_9'] = df.index.map(macd_s)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "e5cf3344", + "metadata": {}, + "outputs": [], + "source": [ + "#Generating Colors For Histogram\n", + "def gen_macd_color(df):\n", + " macd_color = []\n", + " macd_color.clear()\n", + " for i in range (0,len(df[\"MACDh_12_26_9\"])):\n", + " if df[\"MACDh_12_26_9\"][i] >= 0 and df[\"MACDh_12_26_9\"][i-1] < df[\"MACDh_12_26_9\"][i]:\n", + " macd_color.append('#26A69A')\n", + " #print(i,'green')\n", + " elif df[\"MACDh_12_26_9\"][i] >= 0 and df[\"MACDh_12_26_9\"][i-1] > df[\"MACDh_12_26_9\"][i]:\n", + " macd_color.append('#B2DFDB')\n", + " #print(i,'faint green')\n", + " elif df[\"MACDh_12_26_9\"][i] < 0 and df[\"MACDh_12_26_9\"][i-1] > df[\"MACDh_12_26_9\"][i] :\n", + " #print(i,'red')\n", + " macd_color.append('#FF5252')\n", + " elif df[\"MACDh_12_26_9\"][i] < 0 and df[\"MACDh_12_26_9\"][i-1] < df[\"MACDh_12_26_9\"][i] :\n", + " #print(i,'faint red')\n", + " macd_color.append('#FFCDD2')\n", + " else:\n", + " macd_color.append('#000000')\n", + " #print(i,'no')\n", + " return macd_color" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "24b7da34", + "metadata": {}, + "outputs": [], + "source": [ + "macd = df[['MACD_12_26_9']]\n", + "histogram = df[['MACDh_12_26_9']]\n", + "signal = df[['MACDs_12_26_9']]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "aa32e15d", + "metadata": {}, + "outputs": [], + "source": [ + "macd_color = gen_macd_color(df)" + ] + }, + { + "cell_type": "markdown", + "id": "e9bc3f19", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Let's say we want to plot the Ichimoku Cloud along with the basic OHLCV plot. \n", + "\n", + "We Use `make_addplot()` to create the addplot dict, and pass that into the plot() function:\n", + "\n", + "We Use `Color` To Define Line Colors\n", + "\n", + "We Use `alpha` To Define Depth Line Color\n", + "\n", + "We Use `Panel` To Define MACD with Histogram\n", + "\n", + "We Usr `Histogram` For MACD Histogram\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "bc7973ef", + "metadata": {}, + "outputs": [], + "source": [ + "apds = [\n", + " mpf.make_addplot(macd,color='#2962FF', panel=1),\n", + " mpf.make_addplot(signal,color='#FF6D00', panel=1),\n", + " mpf.make_addplot(histogram,type='bar',width=0.7,panel=1, color=macd_color,alpha=1,secondary_y=True),\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "eac0570a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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OpenHighLowCloseAdj CloseVolume
Date
2003-06-2520.53000120.8319.9920.04000113.69350161250600
2003-06-2620.29999920.7620.1520.62999914.09665452904900
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" + ], + "text/plain": [ + " Open High Low Close Adj Close Volume\n", + "Date \n", + "2003-06-25 20.530001 20.83 19.99 20.040001 13.693501 61250600\n", + "2003-06-26 20.299999 20.76 20.15 20.629999 14.096654 52904900" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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OpenHighLowCloseAdj CloseVolume
Date
2004-04-0728.0828.12999927.48000027.62000118.92334272680200
2004-04-0828.0828.13999927.20000127.37000118.75205871791400
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" + ], + "text/plain": [ + " Open High Low Close Adj Close Volume\n", + "Date \n", + "2004-04-07 28.08 28.129999 27.480000 27.620001 18.923342 72680200\n", + "2004-04-08 28.08 28.139999 27.200001 27.370001 18.752058 71791400" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idf = pd.read_csv('data/yahoofinance-INTC-19950101-20040412.csv',index_col=0,parse_dates=True).tail(200)\n", + "\n", + "df = idf.copy()\n", + "df.index.name = 'Date'\n", + "df.shape\n", + "df.head(2)\n", + "df.tail(2)" + ] + }, + { + "cell_type": "markdown", + "id": "aa309397", + "metadata": {}, + "source": [ + "---\n", + "\n", + "The parabolic SAR (PSAR) indicator uses the most recent extreme price (EP) along with an acceleration factor (AF) to determine where the indicator dots will appear\n", + "The parabolic SAR is calculated as follows:\n", + "\n", + "- Uptrend: PSAR = Prior PSAR + Prior AF (Prior EP - Prior PSAR)\n", + "- Downtrend: PSAR = Prior PSAR - Prior AF (Prior PSAR - Prior EP)\n", + "Where:\n", + "\n", + "- EP = Highest high for an uptrend and lowest low for a downtrend, updated each time a new EP is reached.\n", + "- AF = Default of 0.02, increasing by 0.02 each time a new EP is reached, with a maximum of 0.20.\n", + "\n", + "- **Here is Following Calculation:**\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "842c2061", + "metadata": {}, + "outputs": [], + "source": [ + "#Parabolic SAR Calculation With High and Low Values\n", + "def calculate_psar(high, low, af_start=0.02, af_step=0.02, af_max=0.2):\n", + " psar = []\n", + " trend = []\n", + " af = af_start\n", + " af_direction = 1\n", + " extreme_point = low.iloc[0]\n", + " psar.append(extreme_point)\n", + " trend.append(-1)\n", + "\n", + " for i in range(1, len(high)):\n", + " if trend[-1] == -1:\n", + " if high.iloc[i] > extreme_point:\n", + " extreme_point = high.iloc[i]\n", + " af = min(af + af_direction * af_step, af_max)\n", + " psar.append(psar[-1] + af * (extreme_point - psar[-1]))\n", + " if psar[-1] > low.iloc[i-1]:\n", + " psar[-1] = low.iloc[i-1]\n", + " if psar[-1] > low.iloc[i]:\n", + " trend.append(1)\n", + " extreme_point = low.iloc[i]\n", + " af = af_start\n", + " else:\n", + " trend.append(-1)\n", + " else:\n", + " if low.iloc[i] < extreme_point:\n", + " extreme_point = low.iloc[i]\n", + " af = min(af + af_direction * af_step, af_max)\n", + " psar.append(psar[-1] + af * (extreme_point - psar[-1]))\n", + " if psar[-1] < high.iloc[i-1]:\n", + " psar[-1] = high.iloc[i-1]\n", + " if psar[-1] < high.iloc[i]:\n", + " trend.append(-1)\n", + " extreme_point = high.iloc[i]\n", + " af = af_start\n", + " else:\n", + " trend.append(1)\n", + "\n", + " return pd.Series(psar, index=high.index), pd.Series(trend, index=high.index)\n" + ] + }, + { + "cell_type": "markdown", + "id": "a462e84c", + "metadata": {}, + "source": [ + "### Segregation Positive and Negative Trend" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "3acab0be", + "metadata": {}, + "outputs": [], + "source": [ + "def color(df):\n", + " UP = []\n", + " DOWN = []\n", + " for i in range(len(df)):\n", + " if df['PSAR'][i] < df['Close'][i]:\n", + " UP.append(float(df['PSAR'][i]))\n", + " DOWN.append(np.nan)\n", + " elif df['PSAR'][i] > df['Close'][i]:\n", + " DOWN.append(float(df['PSAR'][i]))\n", + " UP.append(np.nan)\n", + " else:\n", + " UP.append(np.nan)\n", + " DOWN.append(np.nan)\n", + " df['up'] = UP\n", + " df['down'] = DOWN\n", + " return df " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "c9840c42", + "metadata": {}, + "outputs": [], + "source": [ + "#Getting High's And Low's From df\n", + "high = df['High']\n", + "low = df['Low']" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "745c4e74", + "metadata": {}, + "outputs": [], + "source": [ + "# Function For Calculation Return df\n", + "df['PSAR'], df['PSAR_1'] = calculate_psar(high, low, af_start=0.02, af_step=0.02, af_max=0.2)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "9236db97", + "metadata": {}, + "outputs": [], + "source": [ + "#Color Seperation\n", + "psar_df = color(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "d6daf32a", + "metadata": {}, + "outputs": [], + "source": [ + "# Data Extracted And New Variable Applied\n", + "a = psar_df[['up']]\n", + "b = psar_df[['down']]" + ] + }, + { + "cell_type": "markdown", + "id": "f52eddd7", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Let's say we want to plot the Ichimoku Cloud along with the basic OHLCV plot. \n", + "\n", + "We Use `make_addplot()` to create the addplot dict, and pass that into the plot() function:\n", + "\n", + "We Use `Color` To Define Line Colors\n", + "\n", + "We Use `alpha` To Define Depth Line Color" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "7bf67a45", + "metadata": {}, + "outputs": [], + "source": [ + "psar = [\n", + " mpf.make_addplot(a,scatter=True,color='green',),\n", + " mpf.make_addplot(b,scatter=True,color='red',),\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "af4af23b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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OpenHighLowCloseAdj CloseVolume
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OpenHighLowCloseAdj CloseVolume
Date
2004-04-0728.0828.12999927.48000027.62000118.92334272680200
2004-04-0828.0828.13999927.20000127.37000118.75205871791400
\n", + "
" + ], + "text/plain": [ + " Open High Low Close Adj Close Volume\n", + "Date \n", + "2004-04-07 28.08 28.129999 27.480000 27.620001 18.923342 72680200\n", + "2004-04-08 28.08 28.139999 27.200001 27.370001 18.752058 71791400" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idf = pd.read_csv('data/yahoofinance-INTC-19950101-20040412.csv',index_col=0,parse_dates=True).tail(200)\n", + "\n", + "df = idf.copy()\n", + "df.index.name = 'Date'\n", + "df.shape\n", + "df.head(2)\n", + "df.tail(2)" + ] + }, + { + "cell_type": "markdown", + "id": "9157386c", + "metadata": {}, + "source": [ + "---\n", + "\n", + "- `alphatrend_cal` is OHLCV Data To Return Trend And Signal Line Used In Alphatrend\n", + "- **Here is Function For The Calculation:**\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "5c3e9613", + "metadata": {}, + "outputs": [], + "source": [ + "def alphatrend_cal(df): \n", + " Open = df['Open']\n", + " Close = df['Close']\n", + " High = df['High']\n", + " Low = df['Low']\n", + " Volume = df['Volume']\n", + " ap = 14\n", + " tr = ta.true_range(High, Low, Close)\n", + " atr = ta.sma(tr, ap)\n", + " noVolumeData = False\n", + " coeff = 1\n", + " upt = []\n", + " downT = []\n", + " AlphaTrend = [0.0]\n", + " src = Close\n", + " rsi = ta.rsi(src, 14)\n", + " hlc3 = []\n", + " k1 = []\n", + " k2 = []\n", + " mfi = ta.mfi(High, Low, Close, Volume, 14)\n", + " for i in range(len(Close)):\n", + " hlc3.append((High[i] + Low[i] + Close[i]) / 3)\n", + "\n", + " for i in range(len(Low)):\n", + " if pd.isna(atr[i]):\n", + " upt.append(0)\n", + " else:\n", + " upt.append(Low[i] - (atr[i] * coeff))\n", + " for i in range(len(High)):\n", + " if pd.isna(atr[i]):\n", + " downT.append(0)\n", + " else:\n", + " downT.append(High[i] + (atr[i] * coeff))\n", + " for i in range(1, len(Close)):\n", + " if noVolumeData is True and rsi[i] >= 50:\n", + " if upt[i] < AlphaTrend[i - 1]:\n", + " AlphaTrend.append(AlphaTrend[i - 1])\n", + " else:\n", + " AlphaTrend.append(upt[i])\n", + "\n", + " elif noVolumeData is False and mfi[i] >= 50:\n", + " if upt[i] < AlphaTrend[i - 1]:\n", + " AlphaTrend.append(AlphaTrend[i - 1])\n", + " else:\n", + " AlphaTrend.append(upt[i])\n", + " else:\n", + " if downT[i] > AlphaTrend[i - 1]:\n", + " AlphaTrend.append(AlphaTrend[i - 1])\n", + " else:\n", + " AlphaTrend.append(downT[i])\n", + "\n", + " for i in range(len(AlphaTrend)):\n", + " if i < 2:\n", + " k2.append(0)\n", + " k1.append(AlphaTrend[i])\n", + " else:\n", + " k2.append(AlphaTrend[i - 2])\n", + " k1.append(AlphaTrend[i])\n", + "\n", + " df['k1'] = k1\n", + " df['k2'] = k2\n", + " return df" + ] + }, + { + "cell_type": "markdown", + "id": "e84ec985", + "metadata": {}, + "source": [ + "---\n", + "\n", + "- `alphatrend_cal` return new DataFrame With Two New Columns Named As `k1` and `k2`\n", + "- **Here is New Dataframe Named As alphatrend:**\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "6b097e76", + "metadata": {}, + "outputs": [], + "source": [ + "alphatrend = alphatrend_cal(df).tail(90)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "84416a60", + "metadata": {}, + "outputs": [], + "source": [ + "# Data Extracted And New Variable Applied\n", + "k1 = alphatrend[['k1']]\n", + "k2 = alphatrend[['k2']]" + ] + }, + { + "cell_type": "markdown", + "id": "cc1e77f1", + "metadata": {}, + "source": [ + "Use a dict to specify other attributes (kwargs) for `fill_between`:\n", + "
\n", + "To demonstrate use of `fill_between` the `where` kwarg to display a holding period\n", + "
\n", + "`where = aplhatrend['k1'] < alphatrend['k2']`" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "2a1415c7", + "metadata": {}, + "outputs": [], + "source": [ + "fill_up = dict(y1 = alphatrend['k1'].values, y2 = alphatrend['k2'].values, where = alphatrend['k1'] >= alphatrend['k2'], color = '#00E60F')\n", + "fill_down = dict(y1 = alphatrend['k1'].values, y2 = alphatrend['k2'].values, where = alphatrend['k1'] <= alphatrend['k2'], color = '#80000B')" + ] + }, + { + "cell_type": "markdown", + "id": "4053fab9", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Let's say we want to plot the Ichimoku Cloud along with the basic OHLCV plot. \n", + "\n", + "We Use `make_addplot()` to create the addplot dict, and pass that into the plot() function:\n", + "\n", + "We Use `Color` To Define Line Colors\n", + "\n", + "We Use `alpha` To Define Depth Line Color" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "3cc8fd1f", + "metadata": {}, + "outputs": [], + "source": [ + "ic = [\n", + " #Alpha Trend\n", + " mpf.make_addplot(k1,color = '#0022FC',width=3),\n", + " mpf.make_addplot(k2,color = '#FC0400',width=3),\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "236c94af", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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OpenHighLowCloseAdj CloseVolume
Date
2003-06-2520.53000120.8319.9920.04000113.69350161250600
2003-06-2620.29999920.7620.1520.62999914.09665452904900
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OpenHighLowCloseAdj CloseVolume
Date
2004-04-0728.0828.12999927.48000027.62000118.92334272680200
2004-04-0828.0828.13999927.20000127.37000118.75205871791400
\n", + "
" + ], + "text/plain": [ + " Open High Low Close Adj Close Volume\n", + "Date \n", + "2004-04-07 28.08 28.129999 27.480000 27.620001 18.923342 72680200\n", + "2004-04-08 28.08 28.139999 27.200001 27.370001 18.752058 71791400" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idf = pd.read_csv('data/yahoofinance-INTC-19950101-20040412.csv',index_col=0,parse_dates=True).tail(200)\n", + "\n", + "df = idf.copy()\n", + "df.index.name = 'Date'\n", + "df.shape\n", + "df.head(2)\n", + "df.tail(2)" + ] + }, + { + "cell_type": "markdown", + "id": "f5c79c2d", + "metadata": {}, + "source": [ + "---\n", + "- **Golden Crossover has 2 lines: Short Term Moving and Long Term Moving Average. They are calculated as follows:**\n", + "\n", + "- Short Term = The Rolling Mean the Previous Short periods\n", + "- Long Term = The Rolling Mean the Previous Long periods\n", + "- **Here is Following Calculation:**\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "a4e807cb", + "metadata": {}, + "outputs": [], + "source": [ + "df['SMA21'] = df['Close'].rolling(window=21).mean()\n", + "df['SMA50'] = df['Close'].rolling(window=50).mean()" + ] + }, + { + "cell_type": "markdown", + "id": "287f1b1c", + "metadata": {}, + "source": [ + "### Function For Color Coding Golden Crossover" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "1e3a3f0a", + "metadata": {}, + "outputs": [], + "source": [ + "def color(goldencrossover):\n", + " UP = []\n", + " DOWN = []\n", + " for i in range(len(goldencrossover)):\n", + " if goldencrossover['SMA50'][i] < goldencrossover['SMA21'][i]:\n", + " UP.append(float(goldencrossover['SMA50'][i]))\n", + " DOWN.append(np.nan)\n", + " elif goldencrossover['SMA50'][i] > goldencrossover['SMA21'][i]:\n", + " DOWN.append(float(goldencrossover['SMA50'][i]))\n", + " UP.append(np.nan)\n", + " else:\n", + " UP.append(np.nan)\n", + " DOWN.append(np.nan)\n", + " goldencrossover['up'] = UP\n", + " goldencrossover['down'] = DOWN\n", + " return goldencrossover" + ] + }, + { + "cell_type": "markdown", + "id": "5c0312ef", + "metadata": {}, + "source": [ + "### Function For Checking Cross Over Golden Crossover" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "e73a94e9", + "metadata": {}, + "outputs": [], + "source": [ + "def golden_cal(df):\n", + " goldenSignal = []\n", + " deathSignal = []\n", + " position = False\n", + " for i in range(len(df)):\n", + " if df['SMA21'][i] > df['SMA50'][i]:\n", + " if position == False :\n", + " goldenSignal.append((df['SMA50'][i]-df['SMA50'][i]*0.01))\n", + " deathSignal.append(np.nan)\n", + " position = True\n", + " else:\n", + " goldenSignal.append(np.nan)\n", + " deathSignal.append(np.nan)\n", + " elif df['SMA21'][i] < df['SMA50'][i]:\n", + " if position == True:\n", + " goldenSignal.append(np.nan)\n", + " deathSignal.append((df['SMA50'][i]+df['SMA50'][i]*0.01))\n", + " position = False\n", + " else:\n", + " goldenSignal.append(np.nan)\n", + " deathSignal.append(np.nan)\n", + " else:\n", + " goldenSignal.append(np.nan)\n", + " deathSignal.append(np.nan)\n", + " df['GoldenCrossOver'] = goldenSignal\n", + " df['DeathCrossOver'] = deathSignal" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "1a9418bc", + "metadata": {}, + "outputs": [], + "source": [ + "golden_cal(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "d0043a96", + "metadata": {}, + "outputs": [], + "source": [ + "#Fuction Color Applied And Df Generated \n", + "goldencrossover = color(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "84416a60", + "metadata": {}, + "outputs": [], + "source": [ + "# Data Extracted And New Variable Applied\n", + "up_sma100 = goldencrossover[['up']]\n", + "down_sma100 = goldencrossover[['down']]\n", + "up_sma21 = goldencrossover[['SMA21']]\n", + "dco = goldencrossover[['GoldenCrossOver']]\n", + "gco = goldencrossover[['DeathCrossOver']]" + ] + }, + { + "cell_type": "markdown", + "id": "54195a6c", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Let's say we want to plot the Ichimoku Cloud along with the basic OHLCV plot. \n", + "\n", + "We Use `make_addplot()` to create the addplot dict, and pass that into the plot() function:\n", + "\n", + "We Use `Color` To Define Line Colors\n", + "\n", + "We Use `alpha` To Define Depth Line Color\n", + "\n", + "We Use `Makers` To Define Cross Over Point\n", + "\n", + "We Use `linestyle` to Highligh Short Term Moving Average" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "3cc8fd1f", + "metadata": {}, + "outputs": [], + "source": [ + "ic = [\n", + " #Golden Crossover\n", + " mpf.make_addplot(up_sma100,color = 'green',panel=0,),\n", + " mpf.make_addplot(down_sma100,color = '#FF8849',panel=0,),\n", + " mpf.make_addplot(up_sma21,color = '#0496ff',panel=0,linestyle='dashdot'),\n", + " mpf.make_addplot(gco,type='scatter',markersize=200,marker='v',color='red',panel=0),\n", + " mpf.make_addplot(dco,type='scatter',markersize=200,marker='^',color='green',panel=0),\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "236c94af", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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rLXq3hf7tDJf08OgXMgxoZ+jaum4MNFDc4cD3mxmE4R0NwzsC7B309gkZ/nSsS6oDOyJw1yyHVXUdxe1SelCYUcPQtTZ9Q/7o6VHZhqAT/a9dJFYUxIqIiIhIvFMgLCIiIiIiIpJgtkdsllYGmbrQYt5mv/N3fthiw06LV86zsSwDxgL85PW+41weOYkmCWJz0uGSHn5I3CoAi66IsK0GFmyxeH/xBpZWprJ8WxqvfWmxutJi7ddqCTrwtXcdru/rcVyOwZjdobSIiIiIiIhElwJhERERERERkThWvgM+WmdxQXfDzggUTwrw5fZeAHRq5Xf5DmpvuKKnR/92UG17RIxHavsn6vd17pDWvDVnBmFktqHD9goACgszAX/0dGYQPAN5GYasoB8kf2OqQ0664caBHp3Sm7dWERERERGRZKdAWEREREREJEY0ZlT2VenavFlwIq/mH0+HnWHuARZtsfju+w5nFERoFYCbh7ikbV9Dz4wahvXput99VLt77+0cT/s6Zwb9U9uCu0Z59defkudx1yyHB+fbfKefx42DPLJbxahIkSSlnzkiIiIiLZcCYRERERERkSNRUwOLFsO6tf7l/HwIBve7WWlpKdAy3oBvCV9jU6qshTdWWbyw3OaNlQPxRvXl9PWfM3ZLKVDImM6GNddE6kcqX9vbUFq646D3t2tvZxJoT+drigxX9Izw5BKLu0scHlxgc31fBcMiIiIiIiLRoEBYRERERETkSCxajDPuRno5DrgubuccGDgg1lVJAvLcTG7/JJfP1gXwgDPyDQ90/5Jz77qBTFPjf39xKnYL2Vs3xfbD7qt6RXhiicXds/xg+BdDPH462Dv8HYhIo1W7tZRUrKK8wp8skOcWkOqkxLgqEREREYkWBcIiIiIiIiJHynEgRW+Uy5HzIm2orDyB9LZvYNk7cIzhgRNcziow/jjlmo5w7124uz6hd1EMq42NFBu+3ttwVU8/GA7Y/vXhamgbpL5TWkSip6RiFedOn0DAsokYj8kVef6kgUZoSRMyRERERBKFAmERERERERGRJra2atc5m5qqvqRlfohlb+bXI9buHboEg+o4rxN04Bt9DADGwAVvOJzZxXDzEHULizSFgGUTtAPgRWJdioiIiIhEmR3rAkRERERERESS1cyNcMVbDr2fClBeFcAOhAnl/RknUBHr0hKKZcGEMS7XFPlh8JxNfkgs0hxKS0vru17lEGpqYM5cWLbM/1dTE+uKRERERKSOOoRFRERERESiaN99GDeEoThLezG2NB+ts7i7xOat1TYn5ni8fKZLq1bqujsaxR380407YewrAU7MNdx/nEtuRmzrksSm8cZRtGgxzrgb6eU4/h7onXM08UBEREQkTigQFhERERERiaKSilWc8dmfCdQNZIqs9/jfyB83ei9GSRyfrrd4ZYXFe+ssZmywOaPA493zIhzTyW9l/TQc4wKTRIc0ePf8CNdPCzD8+QD3HONydS+jvYXliDRo8U5NDSxaDOvW+pfz8/2x7nJwjgMpWgAlIiIiEm8UCIuIiIiIiOzjsB1jrrv36R6Kswr438gfU77SDxmyu+ZRnFXQJHVKbNR6YAEBG276xGZwe8NVvQwfr7f4aL3FmE6Gv46pre9olegb3B7e/0qEe0psvve+wwvLDX89ziVP3cLSQCUVqzh3+gQCVt3inXKPySPG7b14Z9FinO//QB2vu+z5M+8AP/9EREREJH4pEBYRERERETkSvYtwJ4yntK5jrLB30V4fTnVSGBUqpLSuG7RQncFNzhgo3wFZQWgVgHVVkOpAKLVhn2tZUBWBuZsthnYwBGyYuNBidaVFuBrC1Rabd8LmathcbbGuCl48w+XEXEOX1tA+zb+vGwd53Dioab/WXTTeFoIO3DLM47xuXn238B/VLSxHIGDZBO26t8a8A4x0712E+7f7D/p636Ls+7Ovcw605OdDREREJMEoEBYRERERETkSwaDfIZaRvvuyNIspHQezJDWb1atyWL3ZYfV2WFVpUVYJ1a7FC2dEOLPAMO5Dh46tDPcf5/F8qcXPPnFoG4S2QUNGCmyp2R3y9mlrePd8l6Vb/X1pl11VS046vLTcZlutHyq3S4U+IVN33tCplWFgO38M9PcHeDF+VmRXt/AfZ9vc/rnDuV0jtG3AYgCRw9Lr/W77PhdalCIiIiKSUBQIi4iIiIiI1GnQnpJ11KEZXSu3wYfr/K5cC/hZscfyChj9UoCP+wbp4brcNODbbAi2oaAinYI0GNLBcH43Q16GoaC1oaiNf1/jx+weZTqkg+G2YS5bayy21EBlLbQJQrs0Q7tUQ37diOF+IVhzTS1t6vKeV87SONRoaK7jJOjAr4Z6/N8gj/QAfLTOYlkFXFNkmuXxRURERERE4pkCYRERERGRRFZTA4sW731d76KW3cV0FBq0p6REjevBG6ss/rXA5q3VFm2C0CUTBtV133ZOh/GjXUKdu+FOGM9ja5ewaeMGRl10CQQPHtjmpO8+X5gFhVkGOHQwGLBRV2kSSK97l2PuZosZGy2uKVKwLyIiIiIiokBYRERERCSRLVqMM+5GcBz/suviThjvj3WURjnsnpINpA7ig6t24S9f2ExcaLO2Cs7raph8lsvY3L33fm0VgMt7GsAfVWpnpFPTKi2mCx5KS0sB/f/Gu+v7eZi6NQC3Tbfp2cbwVe0tLCIiIiIiLZQCYRERERGRROc4kLL/SGOReGIMTFtrcUy2IdWB99dafKOPx7VFHrkZsa5OkpFl+d93aQH4/vsOTy013DrM45hOzTBGevt2f4LDkQoGoXXr6NcjIgdlDOx0oaIGag3kZ8DWGphSZnFmgSFN756KiIhIEtCvNCIiIiIi0uKoy7P5ba2BS990ePY0l5PyDP89W6N8xdeUx6Nlwc1DPM7t4nHb5w4nvxrg1HyPW4Z6jMxuomDY8wjk5oLrgm0f0efhOES2bDmyzxOJkojxwIv4pwks4sGsjRb5rQ056fDEEouMAFzQ3fDOaos/zrbZWmNRUQPbav2fT7WePz5gaAePDy5wWVMJ35zqMPuyCPkB+O57Dv1ChtPyPXq3RdMGREREJOEoEBYRERERkRaj2q2lpGIV5RVlAGwIQ3FWAamOOqybwqItcPOnDrcOcynuAIuuiNAurfH3pwBfGmtge3jhDJfp5R6/nWkz9pUAZxT4wfCwjlEOhm0b75JLsJ95Bqu6usGfZlJS8C69VGGwxERxVgGTR4yjfGVZ/eVE4XrwxWZ4b43NtLUWH62zqKi1eOmMCDnphuUVFllBAEMozTCsgyEraMgKQpv6U8hMMXSo+xnVNwSbvuFvG1Hr+QHwfXNtbvrUoaC1Hwyflm84KbcZJg6IiIiIRIECYRERERERaTFKKlZx7vQJBCw/cImUe0weMY5RIQWN0bSlGu6aZfPAPJuR2YZg3RbXRxMGi0TDiGzDy2e6fLre43czbV5eYTGso6HGpf77NBq8227DnjQJamsb/kmOg3frrdErQuQIpDop/s/Cw/w8jKeFOc8us3humc2H6yy21Fh0yzQcn2P482iXE3IM+XXT128ZtrvjeWgHvwv4SKTY8PfjXYyBBVvgrVU2b622uPZdG89AcZsC3u7qv4YYo+5hERERiU8KhEVEREREpEUJWDZBu+5PIS8S22KSjOvBI4st7vjcIc2BiWNdLi40enNc4s6oToZXznJx63Khq99xGNLB8MuhURqV27Xr7i7hBoTC9d3BXbtG5/FFYsV19z6NArNHE+43pzpc1tPjzALDsgqLtqlw9zEuJ+YYumRG7SEPyLKgXwj6hTzGDYLKWnhvrcV7SysJOm0p3wGjXgjwxjkRereFHRFopXdeRUREJE7o1xIRERERERE5ah+stfjpJw6Lt8CPB3n8eLBHepz9xdmQvWq1v3TL4tRNZ75xkEfrFD91mrkRBrbzuwKPxhF1Cas7OK7p9aCBehfhThhP6bq1ABT2LmrU3RgDi7fCtDU27621eH+txVvnRihqC73bGtoG/dvdPCS2ex1npMBZXQy9I5uBtqQ68IshHt0zwTPQ/9kAeRmGs7sYLiv06NEmpuWKiIhICxdnf56LiIiIiIhIoql24dopDmM6G547zaWgdWzqUJgrjTWmsx8G17hw+VsBQkG4/3iXkdlHsT9oA7uE1R3ctPS60IyCQRg4ADLSd19uoGVbYepai/fqQuD1OyyyWxlOyDH8ephH+7otB26KcQh8KG2C8J1+fn2e8adkvLnK4vHFNr+Z4TCso8flPQwXF3rkpMe4WBEREWlxFAiLiIiIiIjIETMGfj/L5phswyn5hukXRRJ6j+Bqt5aSilWUV5QBsCEMxVkFpDopMa5MmlPQgannR/jZxw4nveLw7b4ed4zwaNPwXGsvDeoSVndwzESMV791QMTEb9CYjGpceHKpxRkFhpx0+PY0h6UVFsfnGH4xxOPEHI/ebRN3P17bgrG5hrG5ht+N9Ji+weLZZRZ/mm1z0yc2p+YbXjzDxU7Qr09EREQSjwJhERERERGRPSggODRjYKfr74u4rQa21eVccR8G19TAsmX++coq6F20V/daScUqzp0+gYDlzwmOlHtMHjGOUaHodhXq+yv+5WXAk6e6/Helxf995PDKSpt7j3W5oFsj9sM+TJewuoNjpzirgMkjxlG+0l8Ekt01j+KsghhX1QDGQHUlVG3B2r7ZP60MQ+UWrKow1OyA2mqI1ECkGitSd37XdQCtsjCtsiC9Td35NpBed1p3ff3HU6Lz4r5qO0xbY/HxepsJY1wcC+6d7dC1tUtOuuHZ013apZKUAallwchsw8hsw92jPKattVi0xcK2YMlWuOkThydPcUkLwJxN0DUTshq5CEVERETkYBQIi4iIiIhIs4n30Z0JGxA0k1kb4acfO/QLGf56nMcfjkmgQHPRYnrddTc4Drgu7oTx/mjTPQQsm6Bd92dyXWgbTbu+v/a9TuLTOV0NJ+ZG+M0Mm2vedTgj3zDhOJf8jCO7n0N2CTsO3m23RadgOSKpTgqjQoWUhv3LhVFe/HHE3Nq6kDcMVXUBb2UYKsP+adUel93d30smNQMyQpj0tpDR1g91s4IQSIVAKiYQhJS600AqGA9rxzbYsRV2VGBVbcXauh5rx1aoqoCd27D2WKxiAkFo1QaTngV1gbHZJ0imVZvd54P+LOT11QE+XWIxba0/AnrFNos2QcNxnQ3haujYCr64NFK/yKJDvC8qihLHhpPzDCfn+ePoXQ8KWhtSHb9revRLAVxj0Tnd0LuNoVcbQ++2cGaB9iAWERGRo6NAWEREREREpE7cBQRxonwH3P65w6OLLE7NN/xgQAIFwXtyHEiJ3QjoXd9fUqemBhYthnVr/cv5+Ue052hzaJ0Cdx/jcXlPj5s+cYjUfesbcwSjbLt2xbv0Uuynn96rS9ikpOBddhl06RL9wluIeF9kVK+6Emv9MqjcvLubt9IPfusv79xWf3NjO5DeFpPRDjLa+oFvx26Y+uC3HSajLaS3hZTUIy7nkDtje25dB/JWrB0Vdad+eLzrOmvDcqyqit2hsufWf3qNk8qVrf7CHLsbmSmG0Z0N1/f1OCHXY3A7PxDdpSnHQSfK90afEEwY47+wpNiw9MoIS7ZaLNoKS7ZYLN5q8b/VFr/6zObGQR6/GuqRYh/mTkVEREQOQIGwiIiIiIiIHFCNCw/Ms7lrlk2ndHj+DJczCw4ZJYg03KLFOONupNeuru3OOft1bceLoR3grXP90GthGG5432HS6W6Duxq9W2/Ffu65vbuEtXdw8qrcglU2D2v1POyy+bBhBRYGk9ra7+KtC3pNx+6YbkMx6aG660OQEYK01mDFKPWzHX9sdKus+uD4kK/6xmB2VvLysggDUzfR09rIuAXLyOhcyznDuhE4wJfx1Lyn2FS1ib4d+tK3Q19yWudgRSkdTuT94C0LOqVDp3TDcTmw65n3DDyxxOJ/q2wCln+5SUdrb9/uL9g5UsEgtG4d/XpEREQkKhQIi4iIiIiI7CPeO4qaw5urLH72icP6KvjlUI8b+nkEnVhXdRD7dpoeYI9giVMx7tpujNZBOCnX0D4Vaj2odv1O4kPap0tY3cFJxHiwZS3WmkXYZfOwVs/H2rIG4wQxOUV4hSMwJ3wdk1NUP045mXhYWGmtuX+5w1eLQvTo3YNj7FLAO2AYDDCnfA7PL3ie5VuWA9A2rW19OLzrX78O/cjLzDvioLi59oNvTrYF1xQZrinyF6XcO9tmYdjiobHuYT6zETyPQG4uuC7YR7AowfPAcYhs2XJknyciIiLNRoGwiIiIiIgAiTNeUZrWrlG4H66zOK6z4bbhLtmtYl3VYezZaQoH3SNYJBryM+C24f6I13/MtfnrXJu/jHY5p+uhu+f36hJWd3DTa+BI8iP6mee5sHk1VvkyrPWl/umG5Vg1OzCpGZjcvngDTsXk98N06gkJ0JXaWNPLLW773ObsLv42Am+c4x40AN7X70/6Pb8/6fdU1lSyePNi5m+cz4KNC1iwcQHvzXiP0i2leMYjM5i5d0jcsR99O/SlIKsA+xAd1E29H3ysnZRr6Jnlv96s2g4d0yAtWu/w2jbeJZdgP/MMVnV1gz/NpKTgXXqpwmAREZE4pkBYREREREREAPjnfJupayyeOtXl9uFek+7vGHVx1GmqxRUtx9d6eyyrgMvecji/m+FPx7rkZRzkxru6hJ94Qt3BDXRUx9LRjiSP1MKmL/3Qt7wUa/0yrA0rsNwaP/zN7oHpXIQ3+CxMdiGEcmM35rkZLQzDHTMcXl5hc3q+x/E5/uKIhobBe8oIZjCk8xCGdB6y1/XzF89nxbYVVKRV1AfF/579b5ZuXoprXDJSMujToQ8FWQV0TO9Ih/QOdEzvSMf0jmz0IkSqNuIEM7FT4n01U+MM62gY1tE//733HVZss7j3WJfTo7Slg3fbbdiTJu094v5wtMhFREQk7ikQFhERERGRqFEQlng8AwvC0L8djMj2aJdq1XcJy5FJ5L0rpXHaBGH8GI+rehl+8L7D0EkB7hjh8e0+Hs4BAjLv1luxX39dwUlzaehCkdqdfti7R+cvm1ZheRFMehtMdk9M18F4wy/EdOoBWdkt7kVy1Xb47UyHJ5ZYjOxoePOcCMflNM2e8mmBNPqE+uz3u0R1pJolm5fUh8Rrtq9hXeU65m6Yy4bKDWyo2sDW6q27P8GycdJC/GbrKk7KP5aB2QMZmD2QzintsBYvobSue7zwxBMTdouBiWNdfj3d4YL/Bbigm8c9x7jkH+02vl277u4SbkAoXN8d3LXrUT6wiIiINCUFwiIiIiIiLV0Dx2o2+X1Is6usheumOkzfYLHw8ghDO8DQDk3zBn9LkIx7V0rDjMw2fHhhhPvm2PzqU5unlljcf5zLwPb73LBrVyKrVvlBZTwyxh+L7NaAG/H3x/Vcf39Qz93jsn/e2vUx4+51ff3tPbfuY97uU8/F2vN+9v2c+vvy6LhlM5bnYZe29h9rz3qMS+62bWA8nNmp+99P5Xas0UF/A1aCBD4aD9MDe38Nu25bU4VlPExmB0x2D7yex2DGXO13/ma0a3Hh755cD375mc0/59v0agPPnOpydhdzVE9JaWkprufSq2ev/T9YUwPLlvnn99kPPjWQyoDsAQzIPnin9/sbF3Lxp/cScGtxa7axs7KciFvLI7MfYcnmJXjGo2MwxKC1hoFVrRlYkc7WtNvoe+x5pAXSGv9FxUjHVvCPE1y+3ttj3IcOQyYFuHmIxw8GeASP4mXmiLqE1R0sIiKSEBQIi4iIiIi0dEc7VjNa9yHNak0lXPJmgA074aUzIkf1xnGLcYigYpdk37syFhJl8kCKDT8Z7HFRdz+Y+eNsh/+c7O5/wyMNg91aqK6C6kqs6kqoroRIjX99pAYitVhuzd7X1Z1akVo/3N3n1IrU0m3HdgJTrP0+zzLeUT8XxrLBdvx/9edtsJx9zu++3YE+J3VnNcaysezaus+puw0WbN+JW+1isDApQWjXDlKCuz9/w0aYXuo/TsTFDBsBeflg25h9a0vL9MPf9DZH/bUni201YICsINR68MDxLpf1MAfsfN/XQY/VusVj61bM4Vslt/PG6ffTZcg+3bmLFtPrrrv946QR+8EHnSBOsDUpdoCUjI7Ybbpwx/AfMipUSFVtFQs2LmDOzNeZu2wiszMr+U/ndWx+/2qcDxyK2hfVdxHv+pefmY+VAAsCjulk+PCCCA/Ot7lzhs3jS2zuP85ldOdGLvJqYJewuoNFREQShwJhEREREZEkVj/CdqU/wja7a96BR9hGY//VONrDVQ5t9ia4+H8BOqUb3vuKS056rCuKAtc98PloOsqgQlqG7lnw8pkuO+q+Df/yhc2QDoaxuQbKS7GqtuwOd3dWQk1d2LuzLuyt3l4X/NZdH6ne7zGMHYBACjjBvU7NrsuBIDh7nLbKxDgp9deZQApbt2yjfafOuz/HCfq333XedjBO4OCB7l5hr7M74LXso++orQsOV+8a6ds5Z+8FGHPm4oy7kaxd4fqBjsc5c3GWveYn9bUuXtcxOl4byBg48zWHswoMtwzz+PPoo18kANQvHpvYfxGlndfzm8eu41/pr+///9JEv0+kp6QzLGcYw7qk4ix9H1JSMLU1rP79zXzRrpo55XOYUz6Hp+c9zR3v3UHEixBKC+0XEvfr0I+M4ME2C4+dgA3fG+BxUaHHrz5zKN/hX++Zukb5I9SgLmF1B4uIiCQMBcIiIiIiIklMI2xlX699aXHtuw4n5xkmjnXJSIYMv3cR7oTxu/eD3BUeNQUtfGiRqmqrmLdhHmXbyqiormB7zXYqqiuoqKlge/V2KmoqqKiuYEftDl678jUsyyI94AdryyugW6Z/P85rf8bevAqTmgHBdEjN8M+n+ZdN287+dWmtMXUfJ63uNsHdt8M5+rdzwqWlhOK163rPqRNw4MBXx2JURTx4cqlFbjqcmm944HiXHlnRf5yVaTt5NnsDngXPdNrAr6vW0oXYBfUWFrlpHcntMYAze5xZf311pJqFmxYyp3wOc8vn8kX5F0xaMIn1leuxsOjRrgeDsgcxMHsg2V42VjuLrm26YlsNaKFuYp3T4eGx/oqUHRE4+dUAvx/pclLeEXYLH6ZLWN3BIiIiiUWBsIiIiIhIkjvaEbYN7jKWuPfAPJuffWIzboDHb0Z6jeoYikvBoB8UZdS1Oscw5IoYr/44i0Rh9K40v/COMLPXz2bW+lmUrCuhZH0JizYtwjMeaYE0soJZZKVm0TrYmqzULDJTM8kKZpHbOpfM1Ew84+FYfpBpWXDfcf73wY4InN7m75w32OPrfSC7VSy/ytg77CjwaAS+u6YFNNXUgCRgDLy8wuLOGQ4rtsHvRnqcmm8YtO/+19HQu4jbrsim7bJs3FqXLa3C3LnuSR7itCZ4sKOTGkglszKT0Rmj+eopX62/fv329czdMLe+m/ilRS8xf8N8aj+oJTOYyYDsAQzsOJBBnfywuH/H/mSlNkGy3kABG67u5TGovR8GL9sKPY5gMvohu4QdB++226JUqYiIiDQ1BcIiIiIiInJI6jJOHu1SDfeNcbmuTyP3FJRDKs4qYPKIcfstnpD4ZIxh7fa1zFo3i5L1JZSsK2H2+tms2LoCgJ6hngzuNJirBlxFcadiijsV06l1p0Y/nmPBBYXw93kBfj8LLupuuL6fx6hsc9QTlhNNtVvLvAr/ONkQpmkWGe07OaCppgYksCllFrd9bjNro8W1vT1ePcsjrwknIa/csZbn1r1NpvFb5mtNhGcXPc+tW++gS5suTffAUdSpdSc6te7EKd1Pqb9u0dJFRNpE6kPiueVzeW3pa6zethqAgqwCerXrRc9QT3q28//1ateL7m27E3SCB3uoqEix4QcD/EUpC8Mw7PkAV/cy/Hak27BFKV274l16KfbTT+/VJWxSUvAuuwy6JMb/m4iIiCgQFhERERGRBmhQl7E6seLS1hq4a6bNrcM9Lu+pILgppTopjAoVUhr2Lxdq0UTc8IzHsvCy+o7f2etnU7KuhPKqcgJ2gL4d+jKk8xB+NPJHFHcqZlCnQVHv6gs68JPBHj8a6PHflRb/nG9z8qsBBrU3XN/X5fIeJjlGuDdAScUqriufRMCym26R0b6TA4JNG7wlks83WNw+3ebdNTaXFHo8PDZCryPoGm2sO9+7E9fb+3cE13O58707eei8h5q+gCaSYqfQu2Nv+nfszxX9r6i/flPVJuZumMvCjQtZGl7Kks1LmLJyCsu3LCfiRbAtm25tuvkhccgPiXcFxl3bdCVgR/dt2z4hf3/zH3/kUPxcgNuHe3yzj4dzmCnX3q23Yj/33N5dwto7WEREJOEoEBYRERERkaOnTqy4ta3Wf/O/fMfufUxF4kYTLCQxxrB8y3JmrJ3BjHUzmLl2JjPXzaSiuoL0lHQGZQ+iuFMxF/W5iOJOxfTv2J/UQGrUHv9wUmy4oLvhgu4uC8MuDy6wuflThyllhsdOcamshTSHw4Y0ia5+oVEjtjKQxjMGfvCBQ6dWhg8vqGVIh+Z53JVbV/Lcgueo9fYePVzr1fLsgme59YRbE6ZLuKHap7fnxK4ncmLXE/e6PuJFWLl1JUs3+yHx0s1LWRpeyhvL3mDF1hV4xiPFTqF72+713cS7uot7tetFflZ+o/cqPjXfMP3iCOO/sPnFpzb/WWwxfozH8I6HWDC2T5ewuoNFREQSkwJhERERERE5eurEijuflVs4FgzraHjrXLfFjaSVBBCFhSTGGL6s+JKZa2fWh78z1s4gvDNMeko6QzoNYVjOML4++OsM6TyEonZFOLYT7a+k0fqE4M+jPe4Y7hGu9q/702yb99ZavHOey7oq+O+XFoPawYB2hlZ6F2e3PRcRaDLFYf30Y5v+IcM3+hj+d06ENs38Y/qOaXfs1x28i+u53PHeHTx83sPNW1SMBOwAPUI96BHqwRk9ztjrY9WRapZvWc7S8NL6wPiL9V/wwsIXWFWxCoC0QBqFbQvru4mL2hXVB8Y5rXOwDvMDP9WBm4Z4XNHT46cfO5z4ssN1fTx+N9Ij6yDfF3t1Cas7WEREpF4oFEoD3gNS8TPXSeFw+LZQKPQEMByoBT4DvhMOh2sPfk9NT39KiIiIiIiIJJnnSy2+Pc1/g3dYx5a3P6kkiCNcSGKMYc32NX7n79rd4e/GHRtJC6QxuNNghnUexhX9r2BYzjD6tO8TV+HvoWQG/X8A3+zrcV43/3xphcVvZzis32HhWIbebWFwe8Pp+R5ndzH1n5OUDhX47ruYoHMOaDLFfjbuhKpa6JIJRW2goLV/fXOHwSu3rmTSwkn7dQfvUuvV8tyC57j1hFvp2rylxZ3UQCp9OvShT4c++32sqraKZeFl9R3FSzcv5bOyz3hyzpOsq1wHQEZKRv0I6j27i3u160WH9A57hcVdM+G5011e+9Li/rk2KYdqOt7VJfzEE+oOFhER2Vs1cHI4HN4eCoVSgA9CodDrwBPAV+tu8yTwLeCBGNUIKBAWERERERFJGsbAH2fb3PG5zc1DPH411It1SSJHZVPVJp5Y8gTvr32fha8uZF3lOlLsFAZ1GsSwzsO4qM9FDM0ZSr8O/UhxkmMD3vwM/x/A6M6G5VdHWFcFX2yymL3JYsYGi+9/4OAZ+HZfj7uPScLj/HCB776LCQoPvv9w4SE+lqy21cBf59pMmGNzYXfDP05wub5f7L5PDtUdvMuuvYQf7vZ/zVRV4klPSWdg9kAGZg/c72PbqrfV71O8KzCetnIaD816iE07NgGQ2zqXkXkjOSbvGEbljWJI5yGkp6RzdhfD2V38/5+XV1h8uM7i7lHefovJvFtvxX79dXUHi4iI7CEcDhtge93FlLp/JhwOv7brNqFQ6DMgPwbl7eWQgXB1dTVr1qxprloE/zkvLS2NdRkiCU/Hkkh06FgSiZ6mOp7S1pSR67ng1r1r57msWVPGzro3yct2lOF6HhHjv9HnGo+yNWWUhg9yH/t8fkPvY18H+1rLysqO4qs9eo35WhJFrQe3L+zMa+szuavfWs4NbWP58lhXFX2HOpYO9f0Vje/zw91HQ+qQg9v1/1rr1fL+2vd5cfmLTF0zlTQ7jTHtx3BD3xsY0G4ARW2KCDp7tDhWwqrKVTGquvn0BHpmwcVZcEs3i2kbW2M8KC3dxpQNGbyzIZPf9F3X4IkAsfw9b8/j7aCvwxnplKWl1Z9n9er970fH2l5qPItnytrwrxXtAcMPu5dzae4WYvnrfFllGc/N33/v4H3VerU8O+9ZvmPGMvIIXmfz8vL2vj4Gr+Xx8jdTG9owPG04w3OHQ+7u67fWbGXFthXM2zyP2Ztm88D0B/jFu78gYAXo3bY3gzsMprh9MYPbD2ZLdV+sqjSWL9984AeZNg0iEWL6TSVJK16OJZFEp2MpuhzH6dCtW7fP97jqwXA4/OCetwmFQg4wA/9X9r+Fw+FP9/hYCnANMK456j2UQwbCqampLXIlZSyVlpbqOReJAh1LItGhY0kkeprseKqs8keiOnW/2nuG3Ny8+m6pDWFw1tgE6samep4hLzePwlDhge9jn89v8H0coVi9tjTF1xIPNu+EK992mB+2eP0cl9GdOwIdY11Wk2jIsXTAj0fj+/ww99GgOuSgStaX8NgXj/H0vKcJ7wxzZo8zefyCx+nr9CXoBPV87mNAr13nOrKmlUU4zaJHj0IWhuGPsx0uKfQ4Jc8QPMjU7Fj+nrfn8daQ1+FGHfMtiOvBk0stfjvTYWs1/N8gj+8P8Gid0g5oF9PafvvKb/FoWHeyh8c/t7zIsUfxOhuL1/JE+JtpCEO4kAvrL2+s2sj0NdP5tOxTPi37lN/M/A1tUttQ+kM/QDCmLde/5zCio+HbfffvFhZpColwLIkkAh1L0VVVVbUxHA4PP9RtwuGwCxSHQqG2wIuhUGhAOByeW/fhvwPvhcPh95u41MPSyGgREREREZEEtjMCJ7/q/2k37SsRCrNiXFACixgPvMju89Lktu7cyqNfPMqjXzzKnPI5FHcq5hejf8Hl/S8nO6UtLFpM6aq67t/KKn9s8GH2Gm6JjssxHJdjANjp+nvHXv6WQ2YQzutquKTQY2yuIXCoPULjkN7MbJjz3nD4ZL3FDf08fjLYo31arCvyHW7v4H3VerU8t+Yt7kgdSlcvOUbAx6sO6R04q+dZnNXzLMAf2b12+9q9bjOwneFnn9i8tdrigRNcOi57F0K5mOweEND/j4iIyL7C4fCWUCg0BTgTmBsKhW7DX6n9ndhW5lMgLCIiIiIikqCMgbQA/HqYy8l5hlBqrCtKXMVZBUweMY7ylf6I0OyueRRnFTTqvhRiHV5puJT7p9/PI188QqqTytcGfY1Hzn9k770x58zFGXcjvZy6FlfXxZ0w3t87dt/7qxuLp+ceijvAy2e6bNrp7wf6fKnNBf9zaJcKX+nmcW1vw/COJtZlRkVL/v+etsYizYFRnQw3FXv0aGPq956OFw3ZO3hfrnG5vXsp/142+MA3qKmBRYuhbn/pJlko0hyPEWcc2yE/a/fWhpYFPxrocUKOx9enBBj5fIBHqudwypYJGCcF07kXJrcPJrcvJrcPtNJqNBERaZlCoVBHoLYuDG4FnAbcHQqFvgWcAZwSDofjYrWxAmEREREREZEE9OJyi2eW2jxxisvFhckR7sRSqpPCqFBh/T6TiT5GPB4ZY/hw1YdM+GwCryx+hT4d+vDHU/7IVQOuolVKqwN/kuNAyiE60fYNbvLzkzq0ORLt0+C6Pobr+risr4KXVtg8X2rxyXoY3tHw3sYMZhqLS3ro9SOReAZsCx5dZNM10zCqk+HE3Pj7P/SMx6SFkwBIdfZerZTipBzwegDPc3k2ewMPLzMcsKF90eIGLxRptOZ4jARR3AE+vCDCTZ/anLXwJ9w48rvc3mEGqevmY62agz3jZSzPxbTLx+T2wcvti8nrC21z0ZxpERFpIXKAR+v2EbaBZ8Ph8ORQKBQBVgIfh0IhgBfC4fCdMaxTgbCIiIiIiEgiKmpjGN3ZYOv91oZz3b1PY3UfLUytW8tzC57jvs/uY+a6mZxeeDqvXvEqp3U/DetoA4M9gxvXxe2c0yJDm8PplA7f6efxnX7+ZAGApZWpuHWB8HtrLP4x3+a4zobjcjwGtEOvLXFmdSX84hOHTq0M9472ePBEN65HgNuWzZob11Dj1uz3sS9XfAlAl25d9v/E+Qto9atbsQ/1DXi4hSLR0ByPkSAyUuD+4zxOyzd8//10pm48judPP5bO6UBtNda6JVhrFmCtWYAzbSJWdSWmVZu6DuI+mLy+mOyeGjMtIiJJKRwOfwEMOcD1cZe/xl1BIiIiIiIicmA7IvDzT2xuHOjRvx30bxcXk6cSQ+8iltx8EwCFnXP88Z+xuI8WZPOOzfxr1r944PMH2LxzM1cPuJqJ502kX8d+0X0gBTdHZFcGf13XzRQWtgWgVQBSHfjzFzY//cShbdBwblfDTwe7FLWNWalS53+rLL411SG/NVzf13/dj+cweJfWwdYHvH5L6hYA2rVqt/8Hg21w3AAHbg+WWPpKN8OwjhHGf2HTPq1ucUkgFQoGYArqFuIYDzatxlqzEHvNAuw5b2K9/6g/ZrpTz/oR0ya3D6S3ienXIyIi0tIoEBYRERERkabXAvfji7b1VXD52w4rt1lc10dB8BELBik87bSjvg969PDPt+C9Sw9n0aZF3D/9fv7zxX9ok9qGG4bdwLeHfJuOGR1jXZocxIhsw7+zXYyB5dvgvbUWDy2wGTIpwIXdDb8a6tI3FOsqW56IB3fOsLl3ts13+3v8bqRHqhPrqo5eS977OdHlZ8CfjvV/B3logc1H6yweHuvung5t2dChC6ZDF9xBp/vXVW6p6yBeiFU2D3vmK1heBBPKxeT23T1mOpSnMdMiIiJNSIGwiIiIiEii23N0bbyOsdV+fEdlfhgu+l+ANkF4/ysR8g/cdCUSM8YYpqyYwn3T7+O1pa8xKHsQfz3zr1ze73JSA/vvEyrxybKgMAsKswzXFrm8U2ZxT4nNsgqLviHDxp3QIS3WVbYMZZXw9SkOczZZPHGKywXd42+f4JhJhN97WoDiDoagY7AscD1wDtbVndEW0+tYTK9j/cu11Vjrl9aHxM77j2Lt3IZJy6zrHvYDYtOpJwS0cFBERCRaFAiLiIiIiCSy3kW4E8ZTWtd5G9djbDXWtVHeWm1xzTsOx3Y2/Ockl0y9NxpT6mzbW3WkmmfmP8OEzyYwt3wuZ/c6mzevepMTu5549PsDS0xZFpyabzg13+8cjnhw7IsBfjXU5eu9FU42pS82wXmvB8jLgI8ujFCYFeuK4kgi/d6T5IZ3NAzvCJ6B899wGJlt+OVQj5TDjftOScXk98fk9/cvGw82l2GtWeCPmZ77NtYH/8E4AUx2j90BcW4fSG/b1F+WiIhI0lIgLCIiIiKSyIJBv8s2I92/rLAqqfxrgc2PP7K5vq/H3cd4CbFnZKJT4NswSzYv4eGSh3nsi8eorK3k2kHX8vRFT9OrXa9YlyZNwLIgYMEzp0XoVjeh4OZPbTq3gjO7eBS10aTXaPAM2Bb0bAPf7e9x40CPNL1zt7cG/N4TMR54kd3npUnZFny9t8cPP3B4a7XF3453Gdz+CO7AsqF9AaZ9Ae7AujHTVVv9EdNrFvhBcclkLDeCaZuLyevjj5nO7Qvt8vzPFxERkcPSr5UiIiIiIrJ75KJGL8aNj9dZ/N9HNn88xuO7/fWGtsRedaSalxa9xMMlDzN15VT6tO/DTaNv4pqB1xBqpQ1mW4KhHfzTWg92ROBv82xu/syhMMtwZoHHmQWG43NMUuxz29wint9l+c0+HhcXGn4xRK/7jVGcVcDkEeP2u06a1qU9DKOyI/zoQ4fjXgrw/f4etwzzaN3YwTDpbTA9R2F6jvIvR2qw1i+rD4idDx7D2lHhj5nO6V3XQVw3ZjpF2xSIiIgciAJhEREREZGWbt/xi0k+ejHeO4e210LQhmM7G6ZfFKGvcrYGU3dv01i0aRETSybyny/+Q2VtJRf3uZgp10xhdP7oph8Lrb1C41KKDePHePxltMfczfDGKps3Vln8Y75NKwdOzjM8PNZtfBjUwngGAjZc1N0wuL3GcR/NIrVUJ4VRoQb8LNBCuKjrkgkvnuHy4nKLn3zs8MJym7+MdjmnaxS+pwNBP/TN6+tfNgbCZVhrFmKXLcCePwXrg8cwdgCTXbg7IM7tCxltj/7xRUREkoACYRERERGRlm7f8YvB/TepjfcQtaF2dQ6VrywDILtrXtx1Dl35tsPg9obfjvQUBkvM7Izs5IWFLzCxZCLvffke/Tr045bjbuGqAVc1Xzew9gqNe5YFA9vDwPYePyuGTTv9fc8/K7fICEBlLZzzusM/jnfpo9ez/bge/H6WzfywxZOnuHyrb+L+fI2a3kUsufkmoAmP+Ra2EK45WRZcVGg4JT/C7Z/bXPaWwytnupySH+WFDpYF7fIx7fJxB5zqX7ejYo8x0wuxS17DcmsxbTpj8vruHjPdPl9jpkVEpEVSICwiIiIikgSasjMyEULUhtrVOVQa9i8XNqSLqJm4Hjg2/HqYR0FrdYhJbCzYuICJJRN5bM5j7KjdwaX9LuW3Y3/LqLxRTd8NvC/tkZ5w2qfBFT0NV/T0X8OqXTi+syE3w//4aZMdumdCj3atMV4a2JEYVhtb66rguqkOn2+wuP84V3sw7xIMQo8e/vmmOubrXlsKBw5omvsX2gThL6M9ruvtMaCdP2b+maUWV/Y0OE2VxbbKwvQYiekx0r8cqcUqrxszXbYA58MnsHZsxaS2xuT2ru8gNp17acy0iIi0CAqERURERETkkOI5RE0Wk1da3PG5w//OiTAyW2GwNK8dtTt4fuHzTCyZyAerPmBAxwHcdvxtXDngStqmtY11eZLA2qXBb0b6Xa+egUsKDW+ssnh2eg413t2kpC0lkP4522paVrfe1DUWX5/ikJ0GH3wlQlHbWFcUXxJi/H9NDSxaDEDamjLIzz/ghJWWbmB7/7Rkg8Wtnzuckh8hJ72ZHjyQgsntg8ntA8Mv9MdMb1mLtWaBP2Z6wVSsDx/H2I4/ZnpXQJzXFzI00kBERJKPAmEREREREQEO/wbsUb9B20x7gZaWlgKHrjde3mw2Bu6fa/OLT21+PMijrRpUpBnN2zCPh2c9zONzH6fGreGyfpfxh5P/wIjcEc3fDSxJz7bgO/08vtMPpm1YzgUfvY1XVcyO8IVc/N80ziqAx05xSUnibNj14O4Sm9/PsvlakeHeY11a6Z25xLRoMc64G8FxyKutweTm+RMN5IBGZBvmXxYhLQCzN8GTS2x+Pcxr3n3GLQtCuZhQLm7/U/zrdmzDWruovovYnv0GlluDadOpLiDug5fbFzp00ZhpERFJePq1U0REREQkycXF/r/aC3Q/tR785CObRxbZ/P14l2t7qzNYml5VbRWTFkzi4ZKH+Xj1xwzKHsRvTvwNV/S/gjZpbWJdXuKqqaF02jRgj9e3Ft4teKjFOce0y+c/XfsAO2mbv5ryiq7M3RwgxYb1VfDr6Q53jXJpn9bMRTehLdXw1XccPim3+NcJLlf20mt+wnMcSEnBeE23yC2ZpNW9C715p8VzpTYvLre5d7TLeV1jeCy0ysQUDscUDvcvu7VY5aX+XsRlC7A/fhqnagsmNQOT07s+JDY5RZCSRC9QIiLSIigQFhERERFJYnGz/6/2At3L1hq45h1/78hXz3I5MVfBgDStOeVzeHjWwzwx9wkiXoTL+1/Ovafey7CcYeoGjoZFi+l1191+QOS6uBPGq1vwEFKdFM4rPn73FR3g4kJ/wdLmatheC1lBv6P29s9tzutmGNHRJOQ+u64HBmidAl0y4U/HRuijabTSgp2UZ5h1SYQ7Pre54i2Hc7v63fL5rWNdGeCk+MFvTm8Y9hV/lMvWdXUdxAuxF72P9dETGMuGdgWY1iHIaIfJaAsZIUxGCNJDdZfbQbAVCfnCJSIiSUmBsIiIiIhIEtP+v/FnxTa4+H8Bqj2Ycn6E3m1jXZEkq8qaSiYtmMRDJQ/xadmnDOk8hN+f9Hsu7385WalZsS4v+dR1C8rR6RuCJ0/1Oy7XVMK0tRb3fuHQPdNwWQ+Py3t4CROoGgOn/9fhkkLDd/t7/P14dZJGS7xs/SCN0yYIfx7tcWVPww8/dBj6fIBbh3nc0M8jEE+TmS0L2uZg2uZg+p2MB7Bzuz9mesMKqAxjVYWx1i7GqtwMlVuwaqrqP90EgrsD4/S6wDhjz9O2/n7F6W3BdmLyJYqISMuhQFhERERERJJGtVvLvAq/G3pD2O+QTnXiK6B5dplNKNXw9GkuHTRtUJrA7PWzeXjWwzw570k843FFvyuYcPoEhuYMjXVpIkckNwPe+4rLsq0uz5baPLPU5u4Sh8HtDZf38Likh0d+Rqyr3N/UNRbtUw0D28NPBnsMbKcpECIHMiLb8MFXIvx9ns3tn9u8W2bxwhlxvnAirTWm+zBM92EH/nhtdX1QzPa608otWJWbsSrKsdYugsowVG3BqtvKxWBBetZe3cX7dR239k/VdSwiIo2lQFhERERERJpNU3f0lFSs4rrySQQsm0i5x+QR4xgVJ13RH6+zGNXJ8NPBHuMGQqoaQSSKttds57n5z/FQyUNMXzOdYTnDuPvku7ms32VkpmbGujyRo9KjDdw8xOMXxR4lm+CZpTZ/nWvz/lqL589w2bQTPAMdW8W2zunlFrd/bjNljc2dI1wGtvc4u4vC4ITkugc+34yq3VpKKlbtt+1HvC10O1oBG3400OPC7h4rt/lB54Iw5GX4o+MTTkoqtO2MadsZ8EfGH5DxYEdFfVjsn4aPrOs4I4RJV9exiIg0jAJhEREREZEWIFFGK5aWlgJHV2/AsgnaAfAi0SrrqK2rgvPfcHj+dJcTco3CYImaWetm8fCsh3lq3lMAXDXgKu4/836GdB4S48qkpaoPsZpgWoNlwZAOMKSDx+9GeoRr/OsnLrR5YolNyaURql3YEYG2qUf9cA1WshHumuXw6kqb0/M9PrqgluIOzff4EmW9i3AnjKd03VoACjvnQO+iZi+jpGIV506fQMDyZyjH20K3aCtoDbXlyygthf9b0ItB7Q33HOPFuqymY9l+aJveFtOxG3CI8PiAXcdhrMpwI7qO9xhhra5jEZEWRYGwiIiIiIhIE6l2YWsNdE6Hkksj5MXhaFNJPNuqt/HM/Gd4aNZDzFw3k5G5I7n3tHu5pO8ltA62jnV50sI1V4jl2NSP3R9X110I8PqXFtdOcTgt33BJocc5XQyZTdBlWO3CvxfZPLrIZvYmi9GdPN46N8KYzuoITnjBIAwcABnp/uUYLqqrX+QGcbXQrak9e5qLW3coPbTA5owCj4KW/OOtoV3Hngs7tx2863jNot0jrPfsOk5J84Pi1u2gdTtMRjvIbO+ftm6Had3e7zoOJGLLtoiI7KJAWEREREREpAls2glXvO2Q5sCrZ7kKg+WozVg7g4dmPcTT857GsR2uHnA1/zznnwzuNDjWpTWpRJlwILs1d4gVdKBnG//8mQWGx052mVRq84MPHL5roHsm5KYbcjNgbK7HVb0Mm3fCqkoY1K7hjXGu5+8PfGKuwbFg4gKbE3M9/nmCx6D2Tff1ibQ0u0ZFV7vwyCKLmz8N8OthHt/r7xGwY1tbXLOdI+g63rlHYLwZa/tm2L4Za/smrPJlWKXTYfsmrNqd9Z9i0jL3CIj3CJBbt9t9WaOqRUTilgJhERERERGRKFuyFS76X4CABS+c0XI6eiT6KqoreHre0zw06yFK1pdwTN4xTDhjAhf3uZiMoFYZiOwrLQDndzOc382lshbeKbNYXmGxpgrKKi3WVlmA4Z0yix9+4LDu2ggRD4ZMCpCTbsjL8MPjvAzIzfBP26YaerWB8p1w8ZsOb53rMiLb8OlFEU1ZFWlCqQ5MPd/ln/Nt7phh8+RSm7+O8Y8/OUopaQ3rOq6pqguKdwfGfoC8CevLVf71lWGsusU/xrIhvc3eIfG+p63bQassf2y2iIg0GwXCIiIiIiKSVCLGAy/in8bAe2ssrnzHobi94YlT3Gbdx1KSgzGGz9d+zkOzHuKZ+c+QYqfw1YFf5eHzHmZg9sBYlyeSMDJS/HD4QFHHRd0NY3P9ACPiwff6e6yphDVVFjM2Wryy0mJNJexw/cR34eW1dMmE5VdHCNW9risMFml6ARu+P8DjK908fvKxw4mvBDi/q8fPij2GdVQw3OSC6dAuHdMuHzhIcGw82LFt707jyj1O1y/D3r557z2ObQcyQnuNpW6d0gHyOkNqevN9fSIiLYgCYRERERERiQvVbi3zKsoA2BCG4qwCUp2UI7qP4qwCJo8Yt9fl5vTYYosffOBwdS/DhDEuKWp8kCNQWVPJ0/Oe5p8z/0nJ+hJG54/mr2f+lYv7XEx6it4clfhRWloKJPY4b8eGjq3882kB+G7//RcRGQPhav/frv1LQ1rkIxIT+a3hmdNcpq3xuKfE5viXAzx6UoRLeygUjrm6rmDS22A6dgcOEhx7LlRtrQ+O60Pj7ZuxNq8iZ/X/sGY8gcnvhykciVc4HNrmNOuXIiKSzBQIi4iIiIhIXCipWMV15ZMIWDaRco/JI8YxKnRkYUOqk3LEnxMNnoE7Prf502yb3430GDfQU+eYNNi8DfN4cOaDPDH3CYwxfHXgV5l43kQGZA+IdWkijbJrUkP9+QRlWdAuzf8nIvHhxFzDibkun5V79G3rx44//djmyp5GHcPxznb8cdGt22E67R8aL1+8gEKnArv0c+zpz+NMfQjTLh+vcASmcAQmt4/2JxYROQoKhEVEREREJG4ELJugHagPEg4kHjvTLGBrDTx5qstXuunNSDm86kg1Lyx6gX/N/BcfrPqA4k7F3H3y3Vze/3JaB1vHujw5gHh87YlHuyY1lK/0Jz5kd81r9mkNIpKc9nwdHlm3j/DOCGzcaZFi+4tPvtgE/UP+FABJLCaQiikchdtjlD+GurwUe9l0rOXTcT5/EZOWiek2FK9wOKbbUEjT70siIkdCgbCIiIiIiEgjrauCl1bY3NDPY/yYxO2Ck+ZTGi7loZKHeHT2o2yr2cZl/S7jDyf/gRG5I7DUVh6fampg0WJYt9a/XFkFvYsgGIxtXXFq16SG0rB/uTAGUxtEokGLP6KvKRbWpAXgkZNcAHZE4KzXAnRMg58Mdrmip9H2HYnKsqFTT7xOPWH0lbjbNmEtn4Fd+hnOm38Fz8Xk9cMUjsArHAGh3FhXLCIS9xQIi4iIiIiINNLczRaPLba4phdkHNl2x9KCuJ7La0tf48GZD/Jm6Zv0bNeTn4/+OdcMvIZ2rdrFujw5nEWLccbdSC+nbkyl6+JOGA8D43Ok99EELtVuLSUVq/br7j3S/dwb+/giEod2LYrZJY4XxLQKwKcXRbhvjs2NHzr8dib83yCPa4s8Wuld8MSW2R4z6HTcQadDbTXWqjlYpdOxZ7yMM20iJpSLVzgSUzgck9sXHP2Hi4jsS6+MIiIiIiJxrNqt5c05nwBH98Z8MqgPKir8oGJDmJg9H1PXWBS3N5yabzgp19VYQjmgtdvXMrFkIhNLJrJ2+1rOLzqfN656g7Fdx6obONE4DqQk/2tvScUqzp0+gYDlv6gdbD/3eXu8Dsdi33YRaUZ1i2JwnLhfEAOQnwH3HOPxs8Eef5tnc8fnNn+YZfOjAR7f6uuR1YAsW1sExLmUVD/4LRyOZ26ADcuxS6djlU7HmfESJjWjbrT0CH+0dKvMWFcsIhIXFAiLiIiIiMSxkopVXFc+iYBlH/SN+ZaioUFFU/vnfJuffGwzfrT/xqLCYNlTxIswdeVUHpr1EK8sfoWc1jl8s/ibfKP4G+S0zol1eSKHVb+XOxxyP3cRaUEScFFMx1Zw+3CP/xvk8a8FNhPm2Kytgj8eqy0+koplQXYhXnYhHHM5bmXYHy297DOct/8OkRpMbl8/PO4xEkJ5/ueIiLRACoRFREREROJc/ZvzemM+pkGF68EvPrV5YL7Nvcf6YbAI+COhP1j1AZMWTOLFhS+yoWoDZ/Q4g2cueoazep5FwNaf3pJc+mflAdofWETiX5sg/HSwx/f6e+ys+9Vx3Ic2fUNwQz/9Lpd0MkKYAafiDjgVIjVYq+b6o6VLXsN5/1FMx+64xWdj+pwIKamxrlZEpFnpr1IREREREZHD2FYDX5/i8ME6ixdOdzm9wMS6JIkxz3h8vPpjnpv/HC8sfIF1lesYkz+GXx73Sy7sc6G6gaX57drnc91a/3JlVVzv9SkiLce+237kuY3Y8qOmBpYt88834vUtPeD/Axje0ZCf4Z+fusaia2tD96wjK0cSQCCI6T4U030o3snXw8YV2HPewpn6MLz/H7wBp+EVnwVZ2bGuVESkWSgQFhERERGRhBExXn1ncMQ0T1fH6u1w8ZsBttTAO+dFGNCuWR5W4pAxhpnrZvLU3Kd4fuHzlG0rY1TeKH567E+5qM9F5Gflx7pEaaRE2i/yoLXW7fPZy3H8ywmw16dIsmuO15ZEeP3ac9uPiPGYXJF35Ft+LFpMr7vujspextcU7V7YN2GOzdurLS7rYfjJYJd+oUbdpcQ7y4KO3fFOvh5vzFex572DXfIa9oyXMD1G4g05F5M/QOOkRSSpKRAWEREREZGEUJxVwOQR4yhf6XeXZHfNoziroEkfc8U2OPnVAPkZhmnnu3ROb9KHkzi1umI1T859ksfnPM7CTQsZ2nkoPxzxQy7uezFd23SNdXkiuyXgPp8ichSOsmu2OR1yC5SGTjiIwmvcvgH6C6e7vL7K4p4Sm+HPp3B+aAtXpW5kQOrWuH9OpZFS0/GGnoc35BysFbOwZ/2XwHO3YNp3xR1yDqbvWI2TFpGkpEBYRERERCTGEqGzo7ns6gA+UPdvqpPCqFAhpWH/cnPsXZmfAd/v7/Hd/l79mEFpGbbXbOelRS/xxJwneHfFu+Rl5nHVwKt4ZsAz9O3QN9blSRRVu7XMqxtjuiHsLz454lGmIiKNcNS/A0apazbmv4vGcMKBZcHZXQxnFbi89+Ey7pm6lSs6j+HUtdO5ad6/GfOrb2jSQrKybEz3Ybjdh+GGy/x9ht/7d9046VPxis+GNp1iXaWISNToLQ0REREREYkLxVkFTMy+BGie7t9D+fdCi+21Fj8c6PGTwc0zmlpiz/Vcpq2cxuNzH+fFhS8CcGGfC3n9ytc5seuJOLYT4wqlKZRUrOK68kn+KNNyj8kjxh35KNNmEJU9OEUkelwXAMt1Mft+rCEdr9Hq7j2Krtl9X1eOZlHMUYfKMZ5wYFlwYpvtnDzt53yWPYC7e1/Jn/pdzRig2oWgrWnCSS2Uh3fSt/HGXI09bwp2yX+xZ76CKRyBN+QcTMEgfQOISMJTICwiIiIiInEh1UnhvOLjY10GAAHb/yctw4KNC3h8zuM8NfcpyraVcVK3k/jrmX/lgt4X0DrYOtblSTM45ChTqA9+9jvfjKKyB2eUaKKFtHi9i3AnjKd03Vo2bNjAqN5Fe3+8IR2vUdwTt7H2fF0BmnRRzKGmwERTNLqdR4YX8fwnt1PjGrjwbu4psZm10eKFM2Lz+i/NKJiON+QcvOKzsFbOxp41GWfSbdC+AK/4bLx+J0FKWqyrFBFpFAXCIiIiIiIidT4rtxjUznBNkYH9+30kiWys2siz85/lsTmPMWPtDHq3780Nw27gygFXUhDD7nSJQ3sEPwCFnXP8Tr4YOGxwLSLNIxj0w9uMdGrS0g7c2duQjtc42Pe7/nUFmuy1pTirgMkjxlG+sqz+ckwcYVd20IvgAlf19Dius98dOm2NxcrtcEUPQ1CDQ5KXZWO6DcHtNgTCa7Fn/xf7/f9gf/CYP0568NnQtnOsqxQROSIKhEVEREREYqShY/qaq6OipftgrcX5bzjcfYzHt/vquU5G26q38dbyt3hi7hO8vvR12qS24Yr+V3D/mfcztPNQLI0ClAPZI/gBQN2xIiJHJNVJYVSokNLw7svR1qDfqxvZld2jDfRo4y8UXLDF4lef2vxuJvyi2OWrRYYUTZVJbqEcvLHfwht9NfaCqdizJmPPeAVTOBxvyLmYLoM1TlpEEoICYRERERGRGGnImL542lc3mc3cCBe/6XB5D8O3+igMThY7Izv5ZPUnvLviXaaunMr0NdOxLZtzep3D0xc9zZk9ziToNGK/RpEEV1paSllZmUY/i0jSaPD466Psyr6hn8fF3T0mzLH52ScOf5oNvxzqcnkPo+1Gkl2wFd7gs/AGnYn1Zd046edvh3Z5eMXn+OOkg61iXaWIyEEpEBYRERERiaHDjelLdVLon5UHQGGM9opMdgvC8JXXA5yWb7j/OFcL/BNYxIswY+0MpqyYwpQVU/ho9UfUuDUM7jSYk7qdxC+P+yVj8seQmZoZ61JFRERkT1HYq705xl8DdGwFvx3p8cMBHvd+YfODDxz+WOIHw5cUGmz9LpncLAvTtRi3azFsWYc9+3XsDx/3x0n3PwWv+BwI5cS6ShGR/SgQFhERERGJoV3joOvPS7NauQ3Oez3A0I6GiWNdHHV2JBTPeMwpn8PUlVOZsmIK73/5PttqttG7fW9O6noS3xn2HU7sciLt09vHulQRERE5mDjaq/1IdEqHe47xGDfQ448lNuO/cLikMILrgW1pinCL0LYz3onfwBt95e5x0rMmY7oP9cdJdy0GS39giEh8UCAsIiIiIhIjxVkFTB4xjvKV/l5nGgndvNZWwTmvB+iWaXjqVJegE+uK5HCMMazYtoK3Z77NlBVTmLZyGht3bKRLVhdO6nYS9515H2O7jiUvMy/WpYqIiLQMNTWwaDHUhblUVvlhbvAItmSo26u9sAH7+cajvAwYP8Yj4nnYFvxnicWji2zeOtdVt3BLkZKGN+hMvIFnYK2a44+TfvE3fmBcfC5e/5MgmB7rKkWkhVMgLCIiIiISI6lOCqNChZSG/csaCd28fjPDITMFnj/DJV1/GcW15VuW88jsR3hy7pOs3LqS7PRsxnYby2/G/oax3cZS2LYQS204IiIizW/RYpxxN9LLqVtZ57q4E8ZDgoa7R2PXHsLHdzZkBPxweNEW+HK7xal5Rh3DLYFlYboMwu0yCLau98dJf/Qk9oeP4fU7GW/IORDSwkURiQ297SEiIiIiIi1KtQupDvzxGJcdLrQ5ggYWaT41bg2vLH6FiSUTeWf5O/QI9eDbQ77NoLRBnDHkDAXAIiIi8cJxICUl1lXEje5Z0D3LAPD2apuff2JzbCfDrcM8Tsg1Ma5Omk2bTngnfB3v2CuxFkzDKZmMU/JfvG5D8YrPwXQfqnHSItKsFAiLiIiIiEiLsbUGRr8YYMIYl1PzDRl67zLuLNy4kH/P/jePffEY22q2cWGfC3nz6jc5ocsJWJZFaWmpwmARERFpHNfd+7SJfX+Ax9hcj9/OdDjztQBjcz1uHeZxTCcFwy1GSipm0OlEBp6GtXou9qz/4rz8Oz8wLj4Hr//JkJoR6ypFpAVQICwiIiIiIi2CMX438C+HuozK1ptw8aSqtornFz7PxFkT+XD1h/Tr0I+bx9zM1QOvpl2rdrEuTyRx7BlwNFPYISItQDOHqE2mdxFLbr4JgMLOOf5ex82gfzt46lSXko0uv53pcPKrAU7L9/j1MI/hHfU7aYthWZiCgbgFA6Gi3B8n/ckz2B8+vnucdLv8WFcpIklMgbCIiIiIiCS9hxbYfFZu8c8TXK7upTfe4kXJ+hL+XfJvnpz7JLVeLZf1u4w/nPIHRuaOVBewtEilpaUAFBY2Yk/53kW4E8ZTum6tfx/NGHaISBLb97XlQK8ribIYJRiEHj388415nT1KxR1g0uku08s9fjPT5uL/OSy6IkKa3qFvebKy8Y6/Fu+YK7AWvodT8l+c2a/hdS3GG3IupvswjZMWkajTjxsREREREUlarge3TLf561ybPx7joYwx9iqqK3h2/rM8XPIwM9bOYFjOMO46+S4u63cZWalZsS5PJHEFgzBwAGSk+5djEHaIyB4SJSQ9nH1fW4LBvT+eYItRGrXgJspGZBteOdNlfRWkBWDaGosHF9g8epJLQBlgy5KSihl4GpEBp2KVzceeNRnn5d/7gXHx2Xj9T4G01rGuUkSShAJhEREREZE4Fw9vXCWiylq4bqrDu2UWz53mclYXdQbH0mdln/FQyUM8N/85AnaAqwZcxQNnP0Bxp+JYlyZCxHjgRfzTFm7Xc1F/XkQO6qC/oyVYSHpUjmAxin6n3VunuqcsIwX6hQwBGzbuhHA19GoT29qkmVkWJr8/bn5/2LYBe/Yb2J8+h/3Rk3j9TsIrPhvad4l1lSKS4BQIi4iIiIg0sdLSUsrKyvQmWDNaUwmXvuWwvsri7fMiDG4f64paJtdzeWnRS4z/bDyfln3KmPwx3HfmfVzc52LSU9JjXZ60IIcaxVycVcDE7EsAyO6aR3FWwQHvoyW8hhdnFTB5xDjKV5YBh34+ROQQ1LEvR2B4R1O/l/ATi21+Nd3mqp6Gm4e4dNfwlJYnsyPecdfgHXM51qL3cWZNxpn9Ol6XQXjF52IKh4PtxLpKEUlACoRFRERERJpItVtLScUqyivK2FC9gZFuLalOyn63awkhQ3P6YhNc/GaAjmnw3lci5GbEuqKWZ1v1Nh6Z/Qj3f34/qytWc0X/K/jbWX9jUPagWJcmsp9UJ4X+WXkAFIZa9utxqpPCqFAhpWH/ckt/PkRiLZ469vX7avP40UCPHm0Mv5nhMPi5ANcUGX4xxKVAU4NbnkAQ0/8UIv1OxlqzEHvWqziv/gEyO+AVn4M3+CxISY11lSKSQBQIi4iIiIg0kZKKVZw7fQIBy6bajdC/ophRenO9yd30iUNxe8MjJ7lk7J+/SxNaXbGav33+Nx6a9RC2ZXP90Ov57rDvkpuZG+vSpIXac2EOwIaw3wV7oMU5zeFQncrNoaELlUQk9qLZsR/r1x5pOMuCc7sazu4S4ZUVFr+d6TDw2QDf6OPxs8GeFjq2RJaFyeuLm9cXtm3C/uIN7M8mYc9+DffkGzDdh8a6QhFJEAqERURERESaUMCyCdoBXE/7MDa1ZVuhRxt48lSXrBRw7FhX1HLMWjeL8Z+O57kFz9G1TVfuPPFOvjboa2QE9a6lxNaeC3MAIuUek0eMa7GLc0oqVnHGZ38mgE2t52qhkkgcU8f+kYunjuqjZVtwQXfDeV0jPL/c4nczHZ5aYrPkygiZwVhXJzGT2R5vzNV4Q8/H+eA/BF68A6/38bhjvwkZoVhXJyJxToGwiIiIiMhRUMdFfHhzlcXV7zgsuCJCh7RYV9MyeMbj9aWvM/7T8Uz7chpj8sfw1IVPcW6vc3G0r5nEkV0Lc4D6oKClKs4q4H8jf0z5yjI2bNyg/YFFkl1NDSxaDOvW+pcrq6B3kb/HcZJJ1j3QHRsu62G4qHuEmRstMoOwdCs8usjmlmEeqfqVq2VqlYl72vfx+p2E8/bfCTzyfX/f4UFngKVVsSJyYAqERUREREQkoewZvlfWQqsAnJZveOc8hcHNYUftDh6f8zgTPpvAsvAyLupzER9+/UNG5I6IdWkiwqEXKO3ZcVi2jYOOi9YiJ5HoOOyx5Lp7n0bbosU4426kl+PUP447YTwMHNA0jxdDyd5RHbBhZLYBoKzSYslWi6ANVRHYXA35GsrSIpm8fkS++hfsz1/CnjoRa/4U3FO/Bx27xbo0EYlDCoRFRERERCQhra6ES94McFF3j58XewxqH+uKktv67et5YMYDPDjzQardaq4rvo4fjPgBXdt0jXVpIofUkBGiMQ9AG9jFt+trSfRRqCIC9C5iyc03AVDYOcc/5g/gqF+fHAdSmn6v8Ji/jrYgJ+YaTsz1FxE8X2rx/fcdLio0/GCAx/COJsbVSbNzUvBGXYrX+zicd/5B4PH/wxt2Ad6xl0OKVsuKyG4KhEVEREREJOHM2uiHwbkZhq8VKRhpSnPL5/LX6X/lyblPkp2Rzc9G/4zrBl9Hm7Q2sS5N5LDiZYRotVtLScUqyiv8OjaE/drqO3Qb0MW362vZ87KIJLBgEHr08M8rTJVGuqqnoU3Q5f65Nie8HODYTh4/HOBxXleDo8nBLUvbHNyLbsda9D7O1IewF3+Ae8oNmO7DYl2ZiMQJBcIiIiIiIpJQXlxu8e1pDqfnGx4a65Kuv2qizjMe/1v2P+777D7eWfEOw3OG869z/8XFfS4m5SAjZkVi5hAjV5t1hOgh6iipWMW50ycQqNvXL1LuMXnEOEbtWc9huvh2fS0iIiK7ODac381wfjeXWRtd/jbX4dopDrnp8L3+Htf29shKvi2j5WAsC9PnBCLdhmJ/8B8CL96JVzQGd+w3obXGKYm0dHrrREREREREEkJZJfz0Y4dXVlj8ZLDH7cM9bCvWVSWXyppKnpj7BPd9dh9Lw0u5oPcFTL1mKsfmH4tl6cmWONS7CHfCeErrRi0XHmTkanPU0ZDRryIiIk1lSAd4aKzLnSPgwQU295TYHJfjMaQDPLfMYkgHQ08NeGkZ0lrjnfo9TL+TcN56gMAjP8A77hq8QWeA7cS6OhGJEQXCIiIiIiIS995bY3HpWw5dW8OU811GZmt/tGgq21bG3z//Ow/NegjXuFw3+Dq+N/x7dGvbLdaliRxaMOiPVc5I3305VnUcYvRrvIyuFpH4on13o0/PKeRmwO3DPW4e4pHqgDEwYY7NDwd49GxjeGSRxcadFifkGIZ2MAQ0Wjppmdy+RL76Z+wZL2O/92+s+VNwT/sedOwe69JEJAYUCIuIiIiINKGI8cCL+KdyxFZXQn4GDGpvuGWoxw39PVL0plXUfL7mc+6bfh+TFkyiS1YXfn38r7l20LVkpmbGujSRpNKg0dV7jpo+wNhpERGRI5Fa1whqWfDBBS6mbj3lpp0Wjy22uXW6ResUw+hOhhNyDCfkGorbKyBOOk4Ab+TFeEVjcN75B4HHf4w39Hy80VdCSlqsqxORZqRAWERERESkiezZEbZh4wZ1gx2hFdtg8HMBppwfYWgH+OFAherR4HouLy9+mfs+u4+PVn/E8QXH89SFT3Fur3NxNEJOJDb2HX3dxGOn1UEnIgnpEHu1y+Ht2v3jJ4M9fjLYo6wSPlhrMW2tzb8X2dwy3SIrxfDEKS6n5BvWVUHHNH+fYkkCbTvjXnQb1uIPcKY+jL3kI9yTr8cUjoh1ZSLSTBQIi4iIiIg0kT07wsq2+Zfl8N4tsxjawdAtE94422VI+1hXlBy27tzKv2f/m79//nfKtpVxWb/L+Mvpf2FI5yGxLk1E9h19rcBWRGRv2qs96vIy4PKehst7+gH76kp4f41Fv3Z+K/FVbzv0Swvz454bqQkVUuXC4HYKiBOaZWF6H0+k6xDsDx/Heel3mF7H4I79NmTqjy6RZKdAWERERERE4kL5DvjFJw5PL7N56MQIV/UyHNtZewUfrRVbVvDX6X/lkdmPEHSCfHvIt7lh2A3kZubGujSRqImHjtd4qEFEJGkdZq/2ZlFTA4sW7z/NIVb710dZfgZc2Wv3796Pnuzy5ZdbAHh8ic2fv3BoEzSM6Vw3YjrHY6AC4sSU1hrvlBswfcfivP13Ao9+H2/MNXiDzwRNDBI5IqFQKA14D0jFz1wnhcPh20KhUHfgaaA9MAO4JhwO18SuUgXCIiIiIiJNTiHBoRkDjy2x+OWnDu3T4I2zI5yQqyD4aG2o3MDvP/w9D858kB6hHtxzyj1cNeAqWqW0inVpIiIiEicixgMvsvu8HNyixTjjbqSXUxeYuS7uhPH+hIckVNAaatP8743fjvT4dl+P99davLfW5m/zbH7xqUPbuoD4hwM8/f6egExuHyJX/xl75ivY7z+CNX8K7mnfg2z9/SpyBKqBk8Ph8PZQKJQCfBAKhV4Hfgz8JRwOPx0Khf4BfBN4IJaFKhAWEREREZGYWbwFfvShw8frLX462ONngz3S9FfKUamsqWTCZxO495N76ZDegYnnTeTSfpdiW2rfEBERSTpHsa9ucVYBk0eMo3xlGQDZXfMoziqIZnXJx3EgpWVuA9M1E7pmGr5a5H+vrdwG09ZavL/WpqZuLcEdn9s4FtwyzKPGhYANthXDouXwnADeiIvwisbgvPtPAk/8BG/oeXjHXglBLSQVOZxwOGyA7XUXU+r+GeBk4Kq66x8FbkeBsIiIiIiItET3lNj8fqbNiGzDpxdG6BOKdUWJLeJFeGT2I/zm/d9Q69Zyx4l3cP3Q6wk6yTHGUERERPbRu8jvUN3j8pFIdVIYFSqkNOxfLgypK/Cw9gzeDxTC7ztW+sQTk2ak9L66ZsLXMg1fK9r9PAztaDB1jcL/WWxzx+c2x+XsHjHdN6SAOG616YR7wa+xlnyEM+Vf2Is/xD35O5geI2NdmUjcC4VCDv5Y6J7A34BlwJZwOBypu8lqIC9G5dU7ZCBcXV3NmjVrmqsWwX/OS0tLY12GSMLTsSQSHTqWJNmVlfndEHl5B/+9/HC32fXxw9HxtJtrwLFgw6b2/LIowkU5W7HD1L8ZKUfGGMPbZW/z59l/Zm3VWr7e++t8q++3aJ3SmtUrV8e6vKjTsSSN0dDX6qZ2uDqas04dSyLREfNjKSN99/nVe//cT1tTRq7ngluXwHkua9aUsXPPz9lDvL8mNPVr5OGeLyuYQupNP2PVpk0AFLRvT3UwBbPH85a2ZAl5d/2BQsfBcl3KPI+dvXo1ad1N6Uif8/51p6Wl0M8E+GH3DKaH07l7Rit+UpNCKCXCiLY7GBGqYky7Srqk19Z/bsyPJfEFcrDH/owO81+j7cu/Z3vOAMoHXUSkVdtYVyYNpGMpuhzH6dCtW7fP97jqwXA4/OCetwmHwy5QHAqF2gIvAn2ascQGO2QgnJqaqv3Omllpaamec5Eo0LEkEh06liRZVbu1lFSsYkuFfzkY8kfmpToHH/92uGPhcB/X8eT702ybWRstnjjF5Y/1T0f7WJaU0D5a9RE3T7mZz8o+4xuDv8Etx99CbmZurMtqUjqW5GjEy/fOwepozvp0LIlER1wfS5VVOLYDTt1bwJ4hNzcP4rXeBmqy57shz1fv3uysC1pyD1RHZRV2StAfK11bmxTPNzTuOS8ERtedNwaWVdTWjZjO4KFVralN97h9gMd7ayyWVcCJqcvi91hqiXr3x117Pq3ffoDW796NN+areMVng+3EujI5jLj+uZSAqqqqNobD4eENuW04HN4SCoWmAMcCbUOhUKCuSzgfiPkKVY2MFhEREZEWp6RiFedOn0Cgbk/VSLnH5BHjGLXnmLy6cW/UjXsjPz9px701NWNg1Xbokgljcw0D25lYl5TwFmxcwK+m/IrJSyZzftH5zPr2LPp0iMtFyCIiIhJLhxtxLNIMLAt6toGebQzf7ONiDPX7Di/cYrFgC5zYGdZWQVUt9GgT03KljsnpTeTqe7Fnvor9wWNYC6bgnvo96NQz1qWJxI1QKNQRqK0Lg1sBpwF3A1OAS4CngWuBl2NXpU+BsIiIiIi0SAHLJmjvWv0f2f8GixbjjLuRXo4DrovbOQcGDmjeIpPAym0w7kOHko0WC6+IMLyjwuCjsWbbGu58/04emf0Io/JGMfWaqYwuGH34TxQREZGWp26P4fr9bDvnHPE+wy2OAvRmYVmQWtdoen0/PxkuLYXH6vYdPrerYdxAj2M7GSztORxbtoM3/AK8otE47/yTwJM/wxtyDt7oqyB44PHzIi1MDvBo3T7CNvBsOByeHAqF5gNPh0Kh3wKzgIdjWSQoEBYREREROTjH8ce9yRGLePC3uTa/mWnTN2R4+awIafrro9G27tzKnz75E/d9dh9d2nTh2Yuf5bxe52HpHTIRERE5mGDQX9C4a89gjRA9tAQL0HftEZpMo2F/NthjWAfDhLk2p04OMLyjx48GeFzQ3RCwY11dC5eVjXvBLVhLPsaZ8i/sxR/hnvwdTM9Rsa5MJKbC4fAXwJADXF8KjGz+ig5Ob8mIiIiIiEhUzdhg8YMPHJZVwJ3DPb7Tz8PRGziNUh2p5p8z/8ldH95F0Any59P+zLWDryVg6085ERERaVmaPPisC9ALNRUoZiwLTsk3nJLvMm+zy31zHb41zeGW6fDTwR7f6K2/K2LKsjBFo4l0Lcb+8HGcV+7C9BiJe/K3IbNjrKsTkcPQy6eIiIiIiETFthr42cc2J77iUNDaMPPiCN8boDdtGsMzHk/Ne4pBDw7ijvfu4Ecjf8T8G+bzzSHfVBgsIiIiIkmvfzv45wkuC6+IcHkPj9/OsFm/I9ZVCQCp6XgnX4971R+xtm0g8MgPsGe+Ap7GrIvEM72TICIiIiIJqSEj0ppyjFq1W0tJxSrKK8oA2BCG4qwCUp2WO2J6bRX890ubJ05x+Uo37RXcWO8sf4dfTvklc8vncsOwG7h5zM10SO8Q67JERERERJpd53S4Y4THL4Z4tArAnE3w5FKbO0d4pGjhaUyZzr2IXPUn7FmTsT98Anv+VNxTv4vp3CvWpYnIASgQFhERERFphJKKVZw7fQIBy38XIlLuMXnEOEaFkmcPr4aoqIEffehw2zCXorYw59KIOoIbada6Wdwy5RbeWv4Wl/e7nKcufIrCFvb9JCIiIiK+mO8RXFMDy5b55yur/P2Ug8HY1AK0qksyNuy02LTTImCBZ8C2YlaSANgO3rCv4PUajTPlQZynfo5XfDbe6KshNT3W1YnIHhQIi4iIiIjIEfMMGAMZAUh1YHutf73C4CO3YssKbpt2G0/Ne4qTu53MJ9/4hKE5Q2NdloiIiCSJmAWKElNHPVFp0WJ63XU3OA64Lu6E8RAH+yufnGc4Oc8fTfz7mTZzNln8abRLfkaMC2vpsjrifuVXWEs/wXn3QezFH+GefD2m5zH+5tAiEnMKhEVEREQk+dTUwKLFsG6tf7kJVrQXZxUwecQ4ylf6I6Ozu+ZRnFUQtfuPZ3M3ww8+cLis0PC9AR7/PEF7RTXGpqpN/OGjP/DAjAfo26Ev/73iv5za/VQsvWEikrQUyoiISLM4THdvg7e/cRxIid8tcU7LN7yywmbopAC3DfO4oZ+nBaoxZnoeQ6TLIOwPn8SZfA8mty/eqEswXYcoGBaJMQXCIiIiIpJ8Fi3GGXcjvRzHv9zYFe2uu/fpHlKdFEaFCikN+5dbwmjfHRG4a5bN+C9sTsgxnNnFi3VJCamqtoq/Tv8rf/z4j4TSQvzznH9yZf8rsS29eyUiIiIiUXCY7t7m2P6mPnTeZwHtfqHzURiZbfjgggh/m2tz2+c2Tyyxuf/4CEM7RO0hpDGC6XgnfQtvwCk4nz6H88KdkF2IO/ISTK9jQH/3iMSEAmERERERSU5Hu5q9dxHuhPGU1nUZF/YuilJhiemd1RY/+tBhWy388wSXK3oaLfA+QhEvwmNfPMad79/JjsgOfn38r7lh6A2kBlJjXZpI0lNnroiIJIp9u3fz3EaGqIf5eyhg2QTtunjAizSmVODgY6ebI3QGSLHhxkEeF3X3+L+PHE54OcB3+3ncOswjM3ZbHgtAx+645/4cNq/Gmf4Czmt/grY5uCMvxvQ+ARzFUyLNSUeciIiIiCScareWeYcbb3a0gkF/FX1G+u7LLdCGHfCLTx2eWmpzTZHH70e6tE+LdVWJxRjDf5f+l19N+RXLtyznhyN+yM+O/Rlt09rGujQRERERiTN7BqkR4zG5Ii/qIWqDHWJiUkNEK3RuiC6ZMOl0l5dXWPz0YwfPwL2jNdEoLrTLxz3jR3Dsldifv4jz1gPw0VN4wy/E638KpGiBrEhzUCAsIiIiIgmnpGIV15VP8t8kaaKV5uL7+ScOMzdavHF2hBNyTazLSTifln3Kze/ezEerP+Jrg77Gf6/4L/lZ+bEuS0RERETiWH2Q2sQh6iH1LmLJzTcBUNg5x9+HOM5ZFlzQ3XBKXoTauix44kKLU/MMXTJjW5sAWR3xTr4e75jLsGe+iv3BY9ifPIM37Ct4g86E1PRYVyiS1BQIi4iIiEhCOuybJHuuYm/kivaWaslW+HS9xVeLDPcc45KZAmn6y+GILNq0iF9P/TUvLXqJc3qdw4xvzaB/x/6xLktEREREEl1NDSxaDHVb21BZ5Ye10Z5oFAxCjx7++QNtvdBcdTTCrlHR1S78e5FNp1YeXTK1uDVupLfFO+4avOEXYs9+HfvzF7E/m4RXfA7e0POgVVasKxRJSnpbR0RERESSz777/ybIivZ48Vm5xZNLba7q5dKxVayrSSxrt6/lt+//loklExmWM4x3vvoOx3c5PtZliYiIiEiyWLQYZ9yN9HIc/7Lr4k4Y7293E2X77gscqzoaK9WBaee72BZsr4VvT3O4ZahL/3axrkwASGuNN+pSvKHnY8950w+GZ7yMN+gMvGEXQGb7WFcoklQUCIuIiIhI8tl3/99DvZEhAHy0zuKvc20ePcnlqp6GK3v6b5xIw2yr3sa9n9zL+M/Gk5eZxxMXPsGFvS/EsvQkioiIiEiSchxISYl1FYe062+aylo/FB7zUoBfD/O4caCHY8e2NqmTkoo39Dy8wWdiLZiG89nz2CWvYfqfjDv8IgjlxLpCkaSgQFhERERE5BAOuSq+AR+Pd+Fq+PV0m4kLHS4t9KiKQNtUUIzZMDVuDQ/NeojfffA7bMvmnlPu4RuDv0GKE99vjImIiIhI48T8939NQ2qUTunwypkuDy+0uflTm1dXWjx4gktR21hXJvWcFMyAU4n0Owlrycc4n00i8Mj3MEXH4Y68GDp2i3WFIglNgbCIiIiISAtkDDxfavHTTxxaOfDiGRHOKNC+Wg1ljOG5Bc9x27TbWF+5nh+P+jE3jrqR1sHWsS5NRERERBJcxHjgRfzTfWkaUqNZFnyrr8ep+R7fmeZwzIsB7hzh8b3+nqYjxRPbwfQ+jkjRGKzlM7A/e46Ux8bhFY7AG3kpJrd3rCsUSUgKhEVEREREWpiV22Dchw7vlFn8cIDHr4Z6ZKihtcGmrpjKzVNuZvb62Vw/5Hp+edwvyc7IjnVZIiIiIpIgSktLgQN3GxdnFTB5xDjKV5bVX5bo6pYJr5/j8o95Nr+ebvPqCovJZ7ukaIR0fLEsTOFw3O7D8MrmY3/6HIGnf45XMBBv5CWYLoP9lF9EGkSBsIiIiIhIC7JqOwx7PkCftoYPLogwuH2sK0ocX5R/wS1TbuGNZW9wSd9LeOwrj9GzXc9YlyUiIiIiSSTVSWFUqJDS8O7LEn22Bd8b4HFagcfbq21SbNgRgTRHGWPcsSxMfn/c/P5465Zgf/Y8gedvw+vUC2/UJZgeI8FSmi9yOAqERURERBrgUCu4JX7p/2u3mRuhVxYUtIbHT3E5Lc/g6G/mBvly65fc8d4dPD7ncU7ocgIfff0jhucOj3VZIiIiIiJJobS0lLKyspj8/darDfRq44/mHvehQ9Ax3H/cAUZ1S1wwnXvhnv8L3E1f4kx/AefVuyGUizfkXLx+J0FKWqxLFIlbCoRFREREmolCZYmVWg+ufDvAz4tdvtnHcKb2Cm6QzTs2c89H9/C3z/9Gz3Y9eemylzizx5lYahkQERERkRjT35XRd+Mglx0R/3f9VdshP0PdwnGrfRfcM2+EY6/EnjUZ+/3/YH/wON7A0/GKz4asjrGuUCTuKBAWERERaWo1NbBoMaxb61+urILeRRAMxrYuSXr/XWnROgVOzDVMOz9Cp1axrigx7Kjdwd8+/xv3fHwPmcFM/nbW37h6wNU4thPr0kREREREpIn0CwEYalw46ZUAg9sb7j/eJSc91pXJQbXphDf2m3ijr8Se964fDs94CdPzGLyh52Fy+yrVF6mjQFhERESkqS1ajDPuRno5dWGS6+JOGA8DB8S0rEQXMR54Ef/0KD6//nwSWVMJP/3Y4eUVFrcO8zgx19BZb2IcVsSL8OjsR/nN+79hR2QHN42+ie8P/z5pAY0dExEREZHmpQ7g2Ak6MOn0CNdPCzD8+QB/Ge1yaaFRrhjPgun+2Ojis7GWz8Se9SqBZ27GZPfAHXoepug4CGg/bmnZFAiLiIiIRMFhx0E7DqToj49oKc4qYGL2JQBkd82jOKvgiD9/8ohxlK8sa/R9xCPPwEMLbG6dbtOlNUw532VktsZDH44xhhcWvsCt025ldcVqfjjyh/z0mJ/SNq1trEsTEREREZEYKO4A718Q4fczba6b6vDScsOEMS4dNXUpvlk2pnA4buFw3E1fYs+ajPP23+G9R/AGn4U36EzIaBvrKkViQoGwiIiIiCScVCeF/ll5ABSGjnzlfKqTwqhQIaVhGn0f8WbeZvjBBw6zN1n8cqjHuIEeKXasq4p/7y5/l19N/RWz18/mm8Xf5JfH/ZKc1jmxLktEREREklC1W0tJxSrKK/yFqRvC/mLVVKcJFg+77t6ncsRSHbhjhMe5XQ3XT3MY/nyACWNcLuiuRbcJoX0XvFO/hzfmGuw5b2LPfg37s+cwvY/HHXIedOoR6wpFmpUCYRERETli9X/E7tNd2SR/xIochEao7faP+TY//9jmxFzD5xdHKMyKdUXxb+bamdwy9RbeXv42l/W7jMe+8hg92/WMdVkiIiIiksRKKlZx7vQJBCx/5Wak3GPyiHGMivYC1d5FLLn5JgAKO+dA76Lo3n8LMyLb8NGFEe6cYfONqQ5DOkTomhnrqqTBWmXijbwYb/gFWEs/wZ75KilP/Bgvrx/ekPMwPUeB7cS6SpEmp0BYREREjliz/RGbIKrdWuYdboX3nquytUJbomTjTuiQBoPbGf55gssVPbWv1eEs3rSY29+7nUkLJnF64el8et2nDOk8JNZliYiIiEgLEbBsgnbd2/JepGkeJBiEHnXdj1pIGxWtAnDXKI8fDvDIzYDVlTB3s8WZBeoWThi2gykag1s0Bm/dEn+c9Gv3QkYIb+BpeL2OhXYF6I9qSVYKhEVERKRRmuWP2ARRUrGK68onEbDsA4fjvYtwJ4yndN1aQCu040kidxk/X2rxk48c5l8R4djOhmM7x7qi+LZm2xp+98HvmFgykaE5Q3nzqjcZ221srMsSEREREZEEkpvhn/5vlcXEhTan5bk42qon4ZjOvXDP+j84/lrsL97AnvcuzkdPYkJ5eL2OxfQ8BtOpp8JhSSoKhEVERKTJlJaWAokdujVUfUB+oHA8GISBAyAj3b/cAp4PaRrGwDtlFqfkGc7uYuic7pKu3+gPKbwjzJ8++RP3T7+fgqwCnrzwSS7ofQGW/rAXEREREZFG+mYfw9U9/TD4uWUW7dPg5Dx1Cyec1u3wRl+Fd+yVsHEl9pKP/5+9+w6Tqy77P/6eOVtSNxzS2TQWklASEkoITUCaghRRxIIIIv4UQYOiIqj4PCoi2AiChUeaigUpghFBRJEOoYROAiyEkMImcGBDyu7OOef3x2xCCOmZ3TM7+35dF9fOmZmduTObb9iZz7nvL/nn7yP34LWkfQeSbLsH6eg9SbfazrHS6vL8+EiSJK1RY2Mjc+fO7RZhrtQVPPcmfOnugHtfzfHA0QW2C2HvIX7gsDbL2pZxyUOX8KP7fkSv6l5ceMiFHL/T8VTlfQskSZKkylcO7+ULabLypOlCmmz8A7S2wsxZ7562VVNTyjI3WY/2txYPLczx8ycDPrt9zLm7J/SpXvf3qQzlcjBwFMnAUSR7fRyieeSfv5/cc/cRPPo30l79SLbZg3T0HqTDx8Pq24RJXYCfhkiSJEllrDWGnz6e5/wZeXYdkHJ/exisNSskBa567Cq+d9f3WFZYxpl7nckpu55Cz+qeWZcmSZIklY3NDmsB4njNl4GJdcOZNmkKTbPnAjBoZD0T64Zv3OPPnEUw5XRGB8HK54inXlicwFVGzt8j4YD6lC/cFfCvV/L8et+YfYZ68m6XFm5FMulDMOlDxIsXkX/+AXLP30f+hu9BTU/ShknF0dIjd4bq2qyrlTaIgbAkqVvpTiOMJXV99y3IcdrdAfOWwk/2jDlxbEreScdrlKYp1z97Pef89xxeaX6FL+3+Jc7Y4wy26LFF1qVJkiRJZaUkYe3YMcRTL3x392672qCayWEDhJv5+UsQQHX5d2O+b3jKQx8u8NX7At7394DTxiX8z24JPU1gur6+A0h2/gDs/AFY+ia5Fx4k//x9BNN+BPmAdOtdSLbdk7RhN6jtnXW10lr5z5EkSeoYra3wwgvFy0uWltVYJ6ncLS3AmffnuezZgGMaEv5+WMyQXllXVb7+/eK/+eYd3+SxVx/jMxM/w9n7nM3QPkOzLkuSJEnd0YpO2dU6ZsvJirC2MSoeN2xKaFtTU+zU7d3+RsUT7wlr4bL9Y44aleNLdwfcOifPbw8osFP/rCtTyfTqRzr+YOLxB0PLEnIvPkz+ufsIbrsEkph0xASS0XuQbjMZevXLulrpHQyEJUlSx5g5i9HnnV88m7dMxzqtqqt0j6+vzq7y59Cape1TxWrysHBZjhveV+B9wx01tjaPzH+Eb93xLf714r84dodj+d1Rv2PbLbfNuixJkiR1V6t3za7SMau1eOJJWDCfmoULs66kZI4clbLn4AJnPRCs3E84TYvb1KqC1PYm3W5f4u32hbYWcrNnkH/uXoI7r4R//ZK0fgfS0XuSbDsZ+g7MulrJQFiSpIrT2gozZ739BnS//bLrzO0io53Wqf31pP31zKrbuSVuY0bzHJqaiyO9FkbFMV+1QRd/fdehu4XbaQrH3R7w3vqUz26f8KeDy7ejIGuzXpvFd/77Ha579joOaTiEB056gJ2H7Jx1WZIkSeruVu+adUpWtzWwJ/xm/+J7umcj+OydAdceHDPYyU+VqbqWdNvJxNtOhriN3Jwni3sOP3ANwX/+j2TIaNJt9yQZvSeEW2VdrbopA2FJkirNzFkEU05n9IrO3CFDy7ozN2urB6318Woh66qvJ2TW7TyjeQ6HT59KVS4PQKEpYdqkKcU9maBsgmttvMWt8EYrDO8Dh49M2CG0I3ht5i2ex/fv+j5XPHYFuwzdhX9+4p/sP2r/rMuSJEmStKnaA/TWHj2yrqTDbFEL7xuWMrAnFBJIgep81lWpwwTVpKN2Jh21M8kBnyM3fya55+4j//gtBHf/lrT/SJLRe5CM3gsGjLR1XJ3GQFiSpErUCZ25hTSBpPD25S5q1aC1kCZMa65/O2QtM1W5PDX59l/f2l/7lcokuNaGe7MVfvlUnoufzHNgfcpVB8R8YrRh8JpEyyJ+dP+PuGT6JYzoN4I/fuiPHDXmKHK+cZYkSZJU5ob0gm/tWvzcZOoTef70fJ5f7ltglwEZF6aOlw+Ko6PrdyDZ7yRoeoH8c/eRn3k3wf1/Ju03hGT0nqTb7kk6dDTkPFNAHcdAWJIkbbSJdcOZNmkKTbOLXbWDRtYzsW54xlVtupVB6+ohK7x7D6ghQ4udt+WoEkZ0dwNRC1z8ZJ5fPJWnNoCvTUg4efuue1JFR1ratpRLHrqEH933I/pU92Hq+6byyfGfpCrv2xhJkiRJXc+x2yTcuyDHvjdWcfr4hG/uktDTtzfdQy4Hg7clGbwtyT7Hw2tzyD9/H/nn7if30A2kvbck2XYP0tF7kg7bEfJB1hWrwvhPjSRJXVCH763a2govvEDNwoXwxJPvGj1cG1QzOWygMSoeN5RpR21JrL4HVDfZz1alF7UGfGd6nl89nadPNXxrl4RPb5fQy9/I36WQFLjysSv5/l3fZ1lhGd/Y6xucsusp9KzumXVpkiRJUsUoxWcKHfa5RIWq7w3XHBxzXWOOM+4LuOmlPL94T8w+Q50W1e30H07SfzjJ5GPhzVfJP39/cbT0Y/+AHn1It5lc7B4eMQGqPPlfm8+PnyRJ0rvNnMXo886nIQdByqaPHo7jd37t5nyj3H2lKXzqkeG05vJ8d1LCCWMSevib+LukacrNz9/M12//OnMXz+WLk77IGXucwRY9tsi6NEmSJKkkKmX7JW26XA6O2SZl//oCZ94fcMjfq/js9jHfm5RQV7P+71cF6jeYZNejYNej4K3Xyb/wALnn7ye46QdQVUO69W7FcHjULlDjidLaNH4MJUlSV9LaCjNnQfv4YpYsfVf3bskEAeRzkKz9LNV1Bpxjx/DcWWcW71fOY5alDpKm8K0H8+y3Vcohw1N+Nm4e++04jFqnPq3RM4ue4Wv/+hq3Nd7GSRNP4px9z2Fon6FZlyVJkiSVTKVtv6TNM6AHXLZ/zEe2Sfji3QFxChfv40kC3V6fLUkmHAoTDoVli8m9OJ38c/cT/ONC6LMlhZN+VTyrQNpIBsKSJHUlM2cRnHoao4P2RCmOiS+5eNO6dztaTQ1ss03xcgV0xnZGd2+HjwJXp5i7BKpyMLgXBHmI28+p2LZPq2HwGryx/A2+f9f3+cXDv2CP+j24/6T72XnIzlmXJUmSJJXciu2XqORtlzZBd38P/P7hKQ9/uEBrexb8lxdy7L9VykAbQdWzL+kOBxDvcAC0LoM35hsGa5MZCEuS1JWMHUN8ycU0tncIb07n7XrDxziGBHAbG3WASgy/X14MP3k8z1Uz83xlQsI5uyZ8d5Jnd69NnMRc8dgVnHPHOfSs7smVR17JR7b/CDnf3EqSJEnqZlaMim6J4bxHA6ryMUdv7QcyWkVNTxhUOZ+hqPMZCEuS1JXU1BS7gXv3Kh53VJjWPu554cKFTB6/k+OeN8CKfaDcA6p7aUtgxqIcV8zM8/tZOUb3g//bL+ZDvnFfp7tevouv3PYVZr42k6/u8VW+uudX6VXdK+uyJEmSJClTtQHcd3SBmjwsK8BZD+T52sSE+t5ZVyapqzMQliRJ79Y+7rm1R4/yHEddZibWDefyQccA7gFV6ZYXoEcVPPcmnHZXwEMLcyyLc+zUP+W3B8QcOSolb4PrWr385st849/f4NpnruWY7Y/humOuY0S/EVmXJUmSJEllY8VWQ03L4L5X8+x6bZ4fTI759NjUacGSNpmBsCRJZahSxul29fo3VG1QzY519QA0uBfUerXEbTzVPBeAhVExUK8Nqt9x+4zmOTSt4z6dIUlh1hvFPYB33BL+75k8v3gyz6MfKTCgB0wckPL5HRN2H5R6tvZ6LG1byk/u/wk/vu/HjOk/hts/eTvvGfGerMuSJEmSOkR3eS+sjjWyL9z9wQI/ezzPV+4N+MsLKRfvE7NNv6wrk9QVGQhLklRGVg/C6uPSh2DlErZpNa2t8MILxctLlhbHdNfUZFtTB5nRPIeTmq6lKpen0JQwbdIUJq8SpM9onsPh06dSlcsDrPE+HWFJGzy0MMf9r+a4vynHg005opYcnxydcOl+Me8blrBDWBwFHdbC+Xs4Hnx90jTl2meu5ax/n1UMhQ/+CZ+e8GmCfJB1aZIkSZJU9qrz8PWJCUeOTPjCXQG7X1/FObsmnDYuIchnXZ2krsRAWJKkMrJqEFZIE6Y115c8BMsqbNN6zJzF6PPOhyCAOCaeemFFj+uuyuWpyVdBUsjk+dMUlsfQswpueyXHd6YHPPE6xGmOHcKUyYNSfjg5Zs/BKdvUFb9nRF8Y0de9gTfUowse5YzbzuD+uffzhV2/wDf3+SZhzzDrsiRJkiSpy9kuhH8dEfPrp/OcMz3PX1/K8Y/DYnqY8EjaQP5zIUlSmemMoGzlc0BmgZzWIAig2k7tiXXDmTZpCk2zi13spdiXuS2Bx17LMbhnyvA+8KV78jS35rjqgJgBPVLeNzzhO7ul7D4oJawtxZ+i+1q4ZCHf+e93uGzGZRy09UE8fPLDbD9g+6zLkiRJkqQuLZ+DU3ZMOHREwt9n5+lRBcsKxT2H8+4tnImVU/hW+/zCKXwqRwbCkiRJ5SKO3/l1NYU0WRngF9LKHVdcG1QzOWygMSoeb8q+zK8thwea2sc/v5rj4YU5lsU5frRHzKnjEj67fbLyDfPOA2DnAZX7enama56+htNuOY0BPQdw/Ueu57BtDyOX85MJSZIkSSqVUX3h1HHF97Bn3p/nrbYcl793zZ8jqGM5hU9diYGwJElSORg7hufOOhOAhiFDi3sIr2JNXbMT+ha7Zh9/DR5fuCXztz+OV/oMZnFVL/q1NFM3ZyhbpHkmD0rZa0jK/KWwcBns1L84MjlOoaoC9hxKUmiNoUcV/PrpPL98Ks+sN3NU51Mm9k/ZY3DKKTsm7D4opb538Xt26p9tzZVmcctipvxzClc/cTVf2+trfHufb1NbZau1JEmSJHWkL45PiFqKJ+G+vBiG9bFbuLM5hU9dhYGwJEnKVGNjIwANDd387MmaGthmm+LlNbwWb7VV07hoG3brC0EOjrxtDGfvHPOJ0SlXzMxz/ctbUT98X+qXL6KubSmv9BrEG4v78OZzeZI0Ya8hKTc05vnl03meOLbA/KWw7R+r6VOd0q8GtqiBfjUpW9S+ffl7uyf0qoLrGnPsMiBl6zqYtwRaE9iyFupqOvk1arekDR5emGPnASl9a2C/mwI+tHXKl3dK2Kp3yvFjEvYYnLLLgJSe/rbb4R6c+yCfuvFTtCVt3Hbcbew7ct+sS5IkSZKkbmF0P4CUOIHD/lHFyD4pv3xPzIi+WVcmqdz4EZkkScpGayvMnAUL5hePlywtdsXWlD5l7IzQuSMee/ZimDY7z99m57hnQY7eVfCHXasZ1auNH+8Zs2OYAvDTPRN+1vdJgq+c8fYexG1txB/6CYwft/Lx/t8OCceNKY6VCmth2qEF3myFN1rgjdYcb7TAm63wZmuOxsU5qtrPKv7+wwHn7BazdV3K9x4OuGpWsa14VN+USQOL++5OGpQyoX9KbVDyl4FX3oL72kc/39+U4/HXcsRpjlsOK7DvVik/nJwwok/xtThiZAoj09IXoXeJk5jz7z2f7931PY7e7mguef8lhD3DrMuSJEmSpG4nyMNfDi7w/+4MmHR9FT+cHHPi2BR38CkPNkOoHBgIS5KkbMycRTDldEYH7QliHBNPvfAdAWZ3NPOtWv70SJ6/zc7z2Gs5hvRKOXxEwhkTEvYbmlITFMdEN/B26Lmhb/Cq8tCvPW/vWQUH1K8anK49RH30I2+PPPrB5Jgv7xTTtCzHo4tyTF+Y4+dP5nn5rRw1+ZQf75lw8vYJz78JbQlsH8KCpXD3/BwtCSyPYdbiLWh580DaqCFOAq5+dksm7wmLW+Er9wV8c5eYUX3hgucGcmtTX15tqaZ3VTF0PmRYynd2TZg0KCVsn0i89xAD4M42+83ZnHjjiTzW9Bi//sCvOX788e4VLEmSJEkZ2j6E/xwR89PH85x+b8CNL6Vc8p545dZJkro3A2FJkpSdIHi7o3UzVMKZlkl7pvnT5wfSFOc5cmTC1L1TdhuYltX+P72q2ojSOUSvzmUU8P/224PaoJpXl8L0hTlG9yv+QX7yWMDrLfDng2OejnKcdndAjwBqAiAX0toymXyuQJpr5fk3i8luPlcMkVe8FjsP78eEYbDH4DbGb1kZ+x1Xgj8/9WdOu+U0xvQfw4MnPci2W26bdUmSJEmSJIrvm78+MeHQ4QmfvbOK3a6r4sd7xnxiW7uFpe7OQFiSJK1RVwhXW+I2ZjTPoal5LgD18XBqg80PmDvbF+4KGNor5bgQLho/l+223bps36jNaJ7D4dOnUpXLU0gTpjXXMzlsYHAvOHyVUc2XvCemUJxOzQH1KQtOeLvL+IHoRT740M+pyVfRmhT4zm5fBBroXQ1Xvjdeeb/P7ZB01h9LG6C5pZkpt07hj0/9kTP3OpNv7fMtqrvgepMkSZKkSje+P9x5ZIELZuQ57e6AXQcU2M4dfqRuzUBYkqROVg7drIU0gaTw9uUytq7Xa23h5EqduE/xxpr1BrxVgF0GwGEjEgb1BN6C2qDjz9rd3L+DVbk8NfmqlX+H1iSfa+8GVkW4/5X7OeGmE4iTmH8d9y/2GbFP1iVJkiRJktahJoBv7Zrw2e0TBveCV5fC3QtyfGhru4Wl7shAWJKkTrJ6N+vCCCbWdX5H68S64UybNIWm2cU6Bo2sZ2Ld8E6toZTWGU6W4T7FLy+GHzwa8Pvnchw/OuWX+8YrO2sb38qsLGmNCkmBH97zQ869+1w+vP2Hufj9F7NFjy2yLkuSJEmStIEG9yp+vWNejp8+HnDkqALVBsIl05WaLtS9GQhLktRJVu1mBSg0JUybNOWdHa2doDaoZnLYQGNUPG7o5OfvdCXap3hzLVgKP5qR57Jn84zpB38+KOawEen6v1HKyEtvvMSJN53IE01P8H+H/x/HjTuOnKeRS5IkSVKX9NFtU47eukB1Hm54MUc+B0eN8nOJzbGhTRdPrdIc0tmfA0orGAhLktSJVnazwjrH7apyvL4cLnwizy+eyjO0F1y6X8wxDSl5czWVsT88+Qe+dOuX2H7A9kz/zPTKP3FEkiRJUkUrh+27ysGKrZ2ejnL84JE8H90m5cd7xmzZI9u6uqpu13ShLs1AWJKkShTH7/yqzHz4nwGvLMnxoz1iPjkmpTqfdUXS2r25/E2+dOuX+PPTf+asvc/im/t8k6q8bxkkSZIkqZJ8c5eE/bdK+dydAbtdX8Ul+8Qc6hSzDrNjXT1gYKxs+emOJEllZsXeI5u878jYMcRTL6RxwXwAGsaOKWF12hCXPp2nf4+UDzekXLpfzPDe0GMDfuuqiDOVW1th5qx3Xjd2DNTUZFOPNtjtL97O52/+fPHyJ29n7+F7Z1yRJEmSJKmj7D0k5YGjC3x7ep4P/7OK48ckXLBHTD/fvksVyUBYktQ9rAip2kNShg0ry4Bq9b1H1rTvCKwnOKypgfHjoHevt4/V4doSeLMVBvSA11ogn8sBKaP7ZV1ZJ5s5i2DK6cW9mwHimHjqhcW/kypLby5/kzP/fSaXz7icEyecyAUHXsAWPbbIuixJkiRJUgfrXQ0/3SvhyFEpn78zYLfrqvjte2P2HGK3sFRpDIQlSd1De0g1OgiKAdWQoWUZUK2+90htUJ1tQVqvJIW/vJDje48E7Dog5aoDYs7aeRO7uytFEEC1f3e7glteuIUv3PwF8rk8f//Y3zm44eCsS5IkSZIkdbL9t0qZ/qFit/CWPYphcJxA0M23vWqJ25jRPGfl8cS64Zl9Vuc+2NpcBsKSpO6jDEKqFeOgV15Wl5WmMO3lHN99KOC5N+Hk7RO+NsGfqbqG15e9zlf/9VV+/8Tv+dwun+Pc955LXW1d1mVJkiRJkjLStwYu3Lv4ucact+DgaVX87dBC95t8tooZzXM4fPpUqnJ5CmnCtElTmLyGfYBLEdIa+KqjGQhLktRJVh8HPWhk/VpHQqtzbcy+zWkK/5mX438eyvPoohyfHJ1y/ftihvfphEKlErhx5o188ZYv0qu6F//8xD/Zf9T+WZckSZIkSZvFMK20wlqYMj6hoS8UEvjHnByHj0jJ5bKurPNV5fLU5KtWNniU3Orb3C1ZCmPHvL0F3PpuV6bCMBwO/BYYDKTApVEUTQ3DcCLwK6AHUAC+EEXRg5kVioGwJEklt7Y3IauPg25YwxmFetuKsTxNzcUAfWHUMaN5NnTf5hWO/3fA9S/m+UhDwmX7d+8zZdW1LFyykC/f9mX+8vRfOG3SaXx3v+/Su6Z31mVJkiRJUscxTNskfarhlB2LJ83ftyDHcf8K2Kl/yrm7J+y3lfsLl9Sq29xBcau7qRe+vdXd+m5X1grAGVEUPRKGYV/g4TAMbwMuAP43iqJ/hGF4WPvx/hnWaSAsSVKplDLALMUZret7jHI/a3bVsTwAhaa1j+bZHBuyb/NjrxU7gycOgI9um/D1iTE79S9pGVKHSdOUa5+5ltP/eTpb9NiC/xz/H/YavlfWZUmSJElSxzNM22x7Dkl59JgC//NQwKE3V3HwsITvTeo+n4tszFS5tVnvZ3Dr2+auDLbB05pFUTQfmN9+eXEYhs8A9RS7hVfszdUPmJdNhW9bZyDc0tLCvHmZ19ittLS0rOwsk7TpXEtaXY95c9kqiSHOQRIzb95clvfuVdLnmLFsLifPuebtAHNBwm+GH8vEnvXvuN/cuXNL+rwdqSPX0jt+JvCun8vcZXPJpZCneHsuhbnz5q4MblfcJ04SCmlMnCbvur3HvLnUt7WSJnHxMeL1/+xX/fOmKeRycM4TW7FVjza+NnohOwK8CY1vluRlKJn1vZ6r2py/gxvymq+vjvU9RqXK4v9NC5ct5LsPf5fb597OSWNP4rRxp9GjrYf/j1SX5u95Umm4lqTScC1JpbGmtbQh7y9bkwJPt7zKG/MXrjyuyVe98zFyQH7FY9AhnwlVuhzwv1vDMf178LPnB7DnDb04bPBiPjYsYmLd8oodJd0vKXB+fj8AtthqIP1eK9AYlfbf/PX9Pd+Yz3vA/y+VWhAEA0aNGvXQKlddGkXRpWu6bxiGo4CdgQeA04FbwzD8MZAHMj8zf52BcG1tbdl3D1WaxsZGX3OpBFxLepclSwnyAQRVkKRstVU9lPjvyMIIaudVrXzj0ZoUqN+qfq2jobvC39EOXUur/kzgXT+XhREE8/JU5Ytn8SZJ+q7Xc9X7rOl2hg0j3aqexvbRUA1DhrLVBoyGenkxnPtowKAeKd/bPeFPI6BnVQ+gb+n+/KW2ntdzTTblZ7ve13wD6ljvY1Sozvx/U5qmXP3k1Zxx2xkM7TOUu064i0lbTeqU55Y6mr/nSaXhWpJKw7UklcYa19IGvL98IGrkc9OvpSqXp5AmTOs/8Z2TxTbhvbLWrgE4cgL8a27Mj2b04fiH67jrqAK7DkxZXoAeFTiTdsXnfFl9Praxf4f9/1JpLV26dFEURbut735hGPYBrgNOj6KoOQzD7wNfjqLoujAMjwUuAw7q4HLXqQKXpyRJUruamuIYqBVnTa7nF+IFS+GCGXkuezbP2H7wv5OK44B6VspvTKvvnTRsmPsmVaBXml/htFtO49YXbuXre32ds/c+m9qq2qzLkiRJkqQOUZXLF0O7pJB1Kd1CLgcHD0s5eFhMY3PM1n1haQG2/1MVl+8fc+Cw0u0xvKLT1YBT5SwMw2qKYfDVURRd3371CcCU9st/AX6TRW2rqpSPNyVJkjbZ8gL84NE8lzyZZ6ve8Jv9Yj7ckK6cKFUxVt07KY6Jhwx136QKkqYpVz52JV+7/WtsvcXW3Pvpe9l5yM5ZlyVJkiRJqlAN7Tuk1uThon1iJg0qhsHH3hYwsX/Kp8YkDOuTYYFSBwvDMEex+/eZKIp+uspN84D9gDuAA4DnOr+6dzIQliRJFW9dZ5K+vBg+fnvAK2/l+PGeMZ8ck1Kd78TiOlsQQHV11lWoxF564yVOufkU7nz5Tr65zzf52p5fozrw5yxJkiRJXUlX7YitysNRo4phcCGBXQakXDUzz7mP5Dl4WMqJYxMOG5FSE2RcqFR6ewPHA0+EYTij/bqzgc8CU8MwrAKWA/8vm/LeZiAsSZK6tV89nacqB/ccXWBY76yrkTZOkiZc+silnP2fs9mu/3Y8cNIDjBtk17ckSZIkKRtVefjGzglfn5hwx7wcV87Mc+J/AvrVwHGjE04YmzB2i6yrlEojiqK7gbXNGNy1M2tZHwNhSZI6WVc7y7PcFdIEkkLx6wZKUrh1To5DR6R8Z7fi99V6lupKnXFG8qb83PROz7/+PJ+/+fM8MPcBvrPvdzh98ulU5f31XpIkSZKUvXwODqhPOaA+ZtFy+NPzea6cmefO+Tnu/mDM08+9SAKMG7111qVK3YKfGEmSpC5rYt1wpk2aQtPsuSuPN8QTr8MJ/wm4/+jCyv1uKkIcr/lymVnxc1v1WBsuTmIufuhizrnjHCYOmchDJz/E2P5jsy5LkiRJkrSJWuI2ZjTPoam5+PnGwqj4Xrl2DVsBlftY6RV/llVNrBvOaeOqOXXHhNcXt8ITs7jxuWoue7OBWcueJDd2DNTUkFtbn6WkzWYgLEmSuqzaoJrJYQON0dvH6/Lk6zCkF0zoD89+tMCWPTqhyM4ydgzx1AtpXDAfgIYhQ2HsmIyLWrMVPzdtvGcXPcv/+/v/47FXH+P7+3+fL+z2BYK87e2SJEmSuq9STKDKOmSd0TyHw6dPpSqXB6DQlDBt0pQu+d75XX+W9O0/Sy4H/WfPIphyOlNq+3Bgvwaqf/c4d33///jKq6M5cWzCR7dJCGs7r96sf/ZSZzEQliRpFf4SWLn++FyO0+4OOGNCwtm7JJUVBgPU1MD4cdC7V/HYv8MVpTVuZeqDU/nund9lj/o9eOSzj7BNuE3WZUmSJElSpjZ1clg5qsrlqVmxDVBSePcdWlth5ixoPxGcYcOKnwWUofX+WYKAvrkCezbPgiBgq+o29h2a8P2H85z9QJ4Pjko5cWxCfYpdw1KJGAhLkrSBWuI2/vnE/QAMGlm/1tE9Ki/zlsC3pwf86fkc5+ya8LWJlb1nrSczVJbWuJXfPv5bfnjPD3l9+ev8+KAf89ldPku+/UxrSZIkSapo69kaaWMnh22OzJsIZhY7a0cHAcQx8ZChxRPDK8CoHq1cMD7he5MS/vZSjitn5nn/zVWM6Lk1Hxr6Jl8aUpz4JmnTGQhLkrSBZjTP4aSma6nK5bv06J7uYnkBLnoyz49m5BnZF/5xWMy+W6VZlyVtkNa4laseu4rz7z2f15a9xim7ncKXd/8yA3sPzLo0SZIkSeocZbI10sbs79vhggCqK7c5oTaAY7ZJOWLUcv4xfwHXPpbjt3OGMrY+4YSxeWYvhvreUOU50tJGMxCWJGkjrBx5s6ZxN9p46znTd1NNm53ja/cFNLfB93ZPOHm7xDcL6hJaCi1c9XgxCI6WR5yy6yl8efKXGdBrQNalSZIkSVLnKpOtkSppf9+uYkbzHE586qdUVeVpG5yy7YAvAw0ce1sVR4xM+NauCYXEYFjaGAbCkiSVUCFNVobFhbSyRxNvtg0403djX8+2BKrz8GJzjkNHJHxzl4T+lbZXsCpSS6GFKx+7kvPvPZ83Wt7gC7t9gdN3P90gWJIkSZLKwHr3xFVJTawbzq27f2Xl3tC7bVHcG/rG9xdYsaXwp/8T8FoLnLxdwlGjUoIOCoc7ZUR4BzVMSKsyEJYkqUQm1g1n2qQpK39ZXbHPsNai/UzfhrXsd7Oxr+efXtmCO54OuPUDMV8cbxivrqGl0MIVj13BBfdewBstb3Dqbqdy+u6n079X/6xLkyRJkqSykNmevcrM2vaGXnUf4VN2TLjs2TyfviNg677wtYkxH90m7Xpdw2UyGl2Vz0BYkiSA1laYOQvaf/liydLiL181NRv8EKv/strg6KDNsqGv5ytvFb9ODpcwYaQhmrqG5YXlXDHjCi647wKaW5o5dbdTmbL7FINgSZIkSepq2j9TelegtxGfKWnj7TUkZa8hMf+7G/zs8TxfvDvg3EfgqxNijhudUhtkXeEGKpPR6Kp8BsKSJAHMnEUw5XRGB+2/LcYx8dQLi7+QqSy1xvDNB/Nc/myef+wRsHXvNhpGplmX1S2sGOXtWPSNt7ywnMtnXM4F917A4tbFnDbpNKbsPoUte26ZdWmSJEmSpE3hZ0qZGtYHfrJXwtcmJvz8iTxn3h/wm2fgng8WyOXW//1SOQjDcAzwS2BwFEXjwjDcCTgyiqLvl+o5DIQlSVohCKC6OusqtAFebIbj/x3w0uIcvzswZvcRI7MuqTJsQKf86qO81zjG271v3mV5YTm/m/U7rph2BW+1vcVpu53Gl3b/kkGwJEmSJHUBK06MXnl5dX6mlInGxkagOFZ8SC84d3LCVyYkPBPlyOXg7vk5Hnstx6njPKFdZe//gK8BvwaIoujxMAz/ABgIS5Kk7umGF3OccmfAjlum3H90gWF9sq6ogmzAWc1r28dnJfe+eYfXlr7Gb2b8hl889AsWtyxmyuQpfGnSlwh7hlmXJkmSJEkVoyP3GV79xOhBI+vXfHL0Blg1wNT6bcrr1L8H7DO0OEFu3lJ44vVim/ALb8LNL+c5alTCiL4lLVMqhV5RFD0Yhu/4vKhQyicwEJYkSV3C8gJ844E8//dMnjMmJJyza0JVPuuquqAVHbtr69zdwLOa1/qmzL1vAHh20bP8fPrP+f0Tv6dfbT8+v+vnOXTAoey83c5ZlyZJkiRJ2girnxjdEHbP97ld0bHbpOyWe47GRni+eht+9kSeMx8I2HlAwgdHpXxw64Ry2WrYkwS6vUVhGG4DpABhGB4DzC/lExgIS5Kkspem8KF/Bjz1eo6/vj/m4GHuFbxJVu/e7cadux0hTVNuf+l2LnrwIm554RYmDJ7AxYdezLHbH0ttVe3KM8ElSZIkSVrdesdS652eePKdW16tvmfzattivW+/YTz/8RoebMpx40s5Ln82z3ceCti29ygOGriYz28JY7bo3D+CtIpTgUuB7cIwnAu8CHyylE9gICxJ6j7W1xlZIp7RV1pvFfL0qUo4a+eEbepStuqddUVd2Ordu6vsDVxq3WkdLC8s549P/pGLpl/E0wuf5gOjP8Btx93GviP2JZfLZV2eJEmSJKnMlXIstdqtui1WHBMPGUp+/Dj2GJyyx+CUH+yeMOM1uOrRt7i1qS8jXs4zZouEB5tyVOVTdhmQ9R9A3UkURY3AQWEY9gbyURQtLvVzGAhLkroHOyO7pEufzvPzx0Zw3aSXeM9Qu4JLpTuFtR3p1bde5VeP/IpLH7mUpW1LOWGnE7jmw9cwesvRWZcmSZIkSepCut1Y6lWbNTa1cWNDtqtax7ZYuRy0Bo0cOHAuBw6E/vX1QAN/eC7HsjjPr/eNee5NWLA0x16DU4JN3LYsTmDBMli0HGry0COAEX0gyMOyQvG69T52KV4vlbUwDH8AXBBF0RvtxyFwRhRF3yrVcxgIS5K6h07sjNTmi1ogrIUPNSTULXvVvYJVVh5vepyLHryIPz31Jwb3HsxX9vgKJ004ibBnmHVpkiRJkqQO0lVOrl6xXVHZ1rt608aQoVAGjRsrQtkL905oa5/YfcvLxT2H+9Wk1PeGAT1SBvSA/u1fdx+U8r7hKa8thydfz7HfVinNrTDlnoA5b8ErS3LMWwKF9J3Tw2Yf18bAnjDx2iq+NiHh5O0Tzpme54pn89QG0KOqGBzX5KFHfid6fH4ak4M5HF/3Utm8Xiq5Q6MoOnvFQRRFURiGhwEGwpIkqTL9flaOM+4L+McHCuwyAHYPl2VdkkSSJvzj+X9w0YMX8Z/Z/2H3rXbn8iMu5+ixR1MdrPlsY0mSJElSGSiH7srV9rNl2LA1NiuUbYhbSqs3bWT4Z15bV3Z1ezj8xfEJH2pI+O+8HK8uy7FoGSxqyfHKWzlmLIIUeN/wlH/OyfH1+wPmHF+gVxXkgL2GpAzrnTK8T/HrgJ5QSKAlhi1ri4//uwNihvUuTsQ7euuEHcKU5TEsj3O0FKAlgeUxtBR6MTDZAgZvk+nrpQ4VhGFYG0VRC0AYhj2B2lI+gYGwJKlb6Ra/WHdRS9rgy/cG/OH5HN/eJWFi/6wrkmBJ6xJ+98Tv+Pn0n/NC9AJHjz2aOz91J3sM2yPr0iRJkiRJ61Mu3ahr2M+W8eM6v44y0lU+o6vvDZ8YnVKMf9fsmG1SPrptAYCqPFz+3g078WD3QW8/5s4DYOcBK47f/VyNjSXfUlbl5Wrg9jAMr2g//jRwVSmfwEBYkiRl7qnX4ZO3V9HcBrccFrPPKvsFd5U3CBWjHM6cLgOvNL/CLx7+BZc9ehlxGvOZiZ/hC7t9gZH9RmZdmiRJkiRpQ5VRN+q69rNVdkrxuVO1W51pM0VRdH4Yho8DB7Zf9b0oim4t5XMYCEuStIJBWKdLU7hyZnFE9L5DU/5vv5iBPbOuqhsrlzOnM/TQvIeY+uBUrnv2OkbUjeDb7/k2J+x0An1r+2ZdmiRJkiRJkipUFEX/AP7RUY9vICxJEhiEZeSsB/Jc8lSe705KmDI+IZ/LuqJurv3M6YZuNrYqTmJunHUjFz14Efe+ci/7jtiXPx79Rw4ffThBPsi6PEmSJEmSilY0MNjIsGF8vVTmwjC8O4qifcIwXMw7Z4XngDSKorpSPZeBsCRJUF4jhLqB1hhqAvjg1ilHbx0zefDa92GROsqby9/kysev5JLplzB38VyO3eFYfnbIz9h5yM5ZlyZJkiRJ0jut3sxgI8O6Vdjr5ZZqlSmKon3av3b4aDoDYUmS1Kn+Oy/HKXcF3H1UgT0MgpWBF6IXuGT6JVz5+JXUBrWcvPPJnLLrKWzVd6usS5MkSZIkdYCyCNM2t1t19WaGmprS1FWpfL3URYRhGABPRVG0XUc+j4GwJEnqFMsL0KMKJg1KOXNiTFibdUXqTtI05c6X7+Si6RcxbdY0th+wPT8+6Md8fMeP07PajaslSZIkSR2owrpVJZVOFEVxGIYzwzAcEUXRyx31PAbCkiSpwz28MMen/h3wwz1ijhiZcsJYO4PVOVoKLfz56T9z0YMX8XjT4xy6zaH8/eN/58BRB5LLuWm1JEmSJAl44YXi1yVLi12lG2vVrt81dQCXsFu1LLqdJZVaCDwVhuGDwJIVV0ZRdGSpnsBAWJIkdZg0hV8+leesB/N8YETKe4YYBKtzvPrWq1z66KX8+uFf81bbW3xq/Ke4+uirGdt/bNalSZIkSZIqyerdv0OGgh3AncJwXBXk2x39BAbCkiStwl8kSydN4awH8vzq6Tzn75Hwue0TbMhUR3vs1cf4+fSf86en/sSgXoM4ffLpfGbiZwh7hlmXJkmSJEkqV9tsU/y6KZ8Lrd79m9VnS62tMHMWtAfTLFlaDKbdO1cqW2EY9gA+D2wLPAFcFkVRoSOey0BYkiR1iHMfyfPLp/P8+eCY9w+3M1gdJ05ibn7+Zn4+/efcMfsO9qjfgyuOuIIPjv0g1UF11uVJkiRJkspcKRoEMm8ymDmLYMrpjA6C4nEcE0+9cNNGYEvqLFcBbcBdwKHADsCUjngiA2FJklRyUx/P88MZeX53gGGwOs7ilsVc9fhVXPLQJcx+czYf3u7D3H3C3exev3vWpUmSJEmS1PmCAKo9MXpVmQf10rrtEEXReIAwDC8DHuyoJzIQliRpIxTSBJJC8avWaNFy+PFjeX71npijtzYMVum9+MaL/PKhX3L5Y5cT5AJO3vlkTtn1FIbVDcu6NEmSJEmSJGlDta24EEVRIQw7bsszA2FJkjbQxLrhXD7oGAAGjaxnYt3wjCsqP60xDOgBjx9bIKzNuhpVkjRNuWfOPVw0/SJumnUTo7cczXnvPY/jxh9Hr+peWZcnSZIkSZIkbawJYRg2t1/OAT3bj3NAGkVRXameyEBYkqQNVBtUs2NdPQANoeNmVvefuTlOvzfgv0caBqt0WuNW/vLMX/j5gz/nkQWP8L6G93HTR2/ioK0PIp/LZ12eJEmSJElazYoJeysvS1qjKIqCznouA2FJklQSuw5M+fJOMVsYBmszpWnKEwuf4PpnrufyGZfzZsubfHL8J7n8iMvZYeAOWZcnSZIkSZLWYmLdcKZNmkLT7LmAU/akcmEgLEmSNsu9C3IsWg5Hjko5cax7BmvTpGnKQ/Mf4vpnr+fGmTfyfPQ8Y7Ycw6mTTuXkiSfTv1f/rEuUJEmSJElAY2MjAA0N756gVxtUMzlsAKfrSWXFQFiSJG2yRxbBh24N+HBDypGj4qzLURcTJzH3vnIvNzx7A3+d+VdeWfwKEwZP4JPjP8kHx37QbmBJkiRJkiSpBAyEJUnSJnlkERx+cxUHD0u5aG/DYG2Y1riVO2bfwV+f/Ss3zbqJpqVN7FG/B6dNOo0Pjv2g+3NLkiRJkiRJJWYgLEmqGOsaV6PSmt6U48hbAg6qT7n8vTFBPuuKVM6WtS3jthdv44Znb+Dvz/+d5pZm9h2xL2fvczZHjT2K+r71WZcoSZIkSZIkVSwDYUmStFEebMpx5D8C3j8i5Tf7xVQZBmsNFrcs5h8v/IMbnr2BW164hda4lQO3PpDzDzifw0cfzsDeA7MuUZIkSZIkSeoWDIQlSV3GWjuAW1th5ixYML94vGQpjB0DNTWdXGHlu//VHEfdEnD4yJRf72sYrHd6fdnrTHtuGjfMvIF/Nf6LfC7PIQ2HcMmhl/CBbT9Avx79si5RkiRJkqTMONVOUlYMhCVJXd/MWQRTTmd0EBSP45h46oUwflymZVWiN1vhmIbinsGOiRbAgrcWcNOsm7jh2Ru4Y/Yd9KruxQdGf4CrjrqK9zW8j941vbMuUZIkSZIkbQS3ZZMqj4GwJKkyBAFUV3f403TXX4QfbMoxul/K+4anvG94nHU5ytjsN2fz15l/5a/P/pV7X7mXLXtuyRFjjuC6j1zHgaMOpLaqNusSJUmSJEmSJLUzEJYkSeuUpDDlnoBjGhLOmJBkXY4yMuu1Wdww8wb+OvOvPDz/YYb2GcpRY47inH3P4T0j3kNV3l8rJUmSJEmSpHLkJ3eSJGmtlsU58jmYdmiB0KbPbiVNUx5vepy/zvwrNzx7A08veppR/UZx9HZH89ODf8rk+snkc84NlyRJkiRJksqdgbAkSVqjf72S48R7G7hrcMrWdVlXo462tG0pTzY9yYxXZ/DYq4/x75f+zQvRC4ztP5ajxx7NFUdewcTBE8nlclmXKkmSJEmSJGkjGAhLkqR3uXVOjo/9K+AjQyNG9e2bdTkqsdeWvrYy+J3x6gxmLJjBrNdnkaQJW/XZigmDJ/CpnT7FB8d+kO0HbJ91uZIkSZIkqUy0xG081TwXgIURTKwbTm1QnXFVktbHQFiSVBYaGxsBaGhoyLgS3fxyjk/8K+DzOyR8duBCcjkD4a4qTVNebn6ZGQtmFIPfV2fw+KuPM6d5DjlybLvltkwcPJHjdzqeCYMnMGHQBAb3GZx12ZIkSZIkKQutrTBzFiyYXzxeshTGjoGampV3mdE8h5OarqUql6fQlDBt0hQmh36eJ5U7A2FJUqZa4jZmNM+hyTMLy8K02TmOuz3gtB0Tvr97wosvZl2RNkacxNwx+w5ufeHWlR3A0fKImqCGcQPHMXHIRL66x1eZOGQi4weNp09Nn6xLliRJkiRJpRLHa768oWbOIphyOqODYOVjxFMvhPHj3nG3qlyemnwVJIVNr1VSpzIQliRlakbzHA6fPpWqXB7AMwszdONLOY6/PeD0nRL+d7cEt4rtOp5sepKrn7yaPz75R+a/NZ+9hu3FrkN35fidjmfi4Ils1387qj3JQpIkSZKkyjV2DPHUC2ls7+5tGDK02N27mvVO6QsCqPYzBKnSGAhLkjK38qxC8MzCjLy8GD7174AzJiScs6thcFew4K0F/PnpP3P1E1cz49UZ7DhwR764+xf52I4fo75vfdblSZIkSZKkzlRTU+zk7d2reOy2bJJWYSAsSaoMmzsSpxtLUxjRF/59RMwuA1LD4DK2rG0ZN826iaufvJrbGm9jQK8BfGzHj3Hp4ZcyYdAEcv7wJEmSJEmSJK3GQFiSlLlCmqzsDC6kybtuX32f4fp4tT2GN3Akjt7t+sYcf3ohzx8PjNl1YJp1OVqDJE246+W7uPrJq7numetoS9o4asxR3HDsDRy09UFU5f11TpIkSZIkSdLa+QmiJClTE+uGM23SFJpmF8PeQSPrmVg3/B33WXWf4UKaMK25/p17DDsSZ5ON3SLlPUNSgnzWlWh1zy56duW+wC83v8x+I/bjpwf/lKO3O5q62rqsy5MkSZIkSWVorXsDS+rWDIQlSZmqDaqZHDbQGBWPG8I1/9K6cp9h9xjebEva4KwH8nxpfMKOW8KOW767K1vZaG5p5vdP/J7fP/F7Hpr/EGP7j+XknU/m4+M+zsh+I7MuT5IkSZIkSVIXZCAsSVI38nQEn7y9iuZWOH5MCjgmuhxEyyIufuhifj795wS5gI/t+DEuet9F7Dp0V/cFliRJkiRJkrRZDIQlSeomfjcrx+n3BOwzNOU3+8UM7Jl1RXpt6WtMfXAqv3j4F/Su7s239vkWJ+98Mr2qe2VdmiRJkiRJqjStrfDCC8XLS5bC2DHFrdgkVTwDYUmSKtySNvjyvQF/fD7Hd3ZL+MpOCXmbTjPVtKSJnz3wM3718K8Ie4R8b7/v8emJn6ZHVY+sS5MkSZIkSZVq5ixGf+9cCAKIY+JLLobx4zb6YQppAkmh+FVSl2AgLEnqUC1xGzOa59A0ey4Ag0bWM7FuOLVBdcaVdQ+rjoi+5QMxew9xRHSW5r81n5/e/1MufeRSBvcezI8O+hHHjz+e2qrarEuTJEmSJEmVbuwYnvv2NwFoGDK02CG8kSbWDefyQccAb3/OJ6n8GQhLkjrUjOY5HD59KlW5PACFpoRpk6YwOWzIuLLu4aGFOYb3cUR01uY0z+HH9/2Yy2dczvC64fz8/T/n4zt+nGpPjJAkSZIkSZ2lpga22aZ4uWEtn83F8Zovt6sNqtmxrr74EH6+J3UZBsKSpA5XlctTk2//X05S2KTHcBTNhlvSBhc+keerExKOH53yydGxI6Iz8tIbL3HBvRdw1eNX0RA28OsP/JpjdziWqry/gkmSJEmSpDIzdgzx1AtpXDAfWHsXccPawmRJZctPIyVJZW9i3XCmTZryjmOtXdQKN72U5yMNCWO2ALPgzvf8689z/r3nc/WTVzO2/1iuPPJKPrTdhwjyQdalSZIkSZIkrVlNTXFP4d69iscGv1LFMBCWJJW92qDaEdMb4HezcuwQwq4DU+4/ukDOJLjTPbvoWX547w/501N/Yvyg8fzh6D9w5JgjybePTJckSZIkSZKkzmYgLElSF7ekDb58b8Afns8xde+YXQdiGNzJnmx6kvPuOY9rn7mWXYfuynXHXMdh2x5Gzh+EJEmSJEnqYhwJLW2YMAyHA78FBgMpcGkURVPbb/sicCoQA3+PoujrmRWKgbAkSV3a0xF88vYqmlvh1g/E7D0kzbqkbuXRBY/yg7t/wI2zbmTPYXvyt4/9jYO3PtggWJIkSZIkSap8BeCMKIoeCcOwL/BwGIa3UQyIjwImRFHUEobhoEyrxEBYkqQu63ezcpx+T8A+Q1N+s1/MwJ5ZV9R9TJ83nXPvPpebn7+Z/Ubsx62fuJX9R+5vECxJkiRJksqa3b9S6URRNB+Y3355cRiGzwD1wGeBH0ZR1NJ+W1N2VRbl0nTtnUSLFi1KX3vttU4sRy0tLdTW1mZdhtTluZbKx4xlc/n8K9dSnQsAaEtjfjXsGCb2rH/H/ebOnQtAfX39ux5D77Q0znHuzMFMe7WOL269iJNGvk6+g3JI19I7PbLwEX7x1C+4e8Hd7DV4L76w4xfYbdBuWZelLsL1JJWGa0kqDdeSVBquJak0XEtSabiWSisIgtmTJk1atMpVl0ZRdOma7huG4SjgTmBc+9cbgfcDy4GvRlE0vYPLXad1dgjX1tZ6tkgna2xs9DWXSsC1VD4WRhDMy1OVLwbCSZJSv1U9DeGafz7+3Nbv9ldyPLQ44JYPxOw9ZAtgiw57LtdS0Z2z7+Tcu8/lP7P/w6HbHMpdJ9zF5PrJWZelLsb1JJWGa0kqDdeSVBquJak0XEtSabiWSmvp0qWLoihabzdIGIZ9gOuA06Moag7DsArYEtgDmARcE4ZhQxRFme3358hoSZK6iGtfyHHI8JQDh6U8/pECPf2/eIdK05TbX7qdH9z9A+6eczdHjDmC+z59H7sO3TXr0iRJkiRJkiSVgTAMqymGwVdHUXR9+9WvANe3B8APhmGYAAOAhRmVaSAsSSoPnrm2bkva4H8eDqitijliZGoY3IHSNOWWF27hB/f8gAfnPsjR2x3N9M9MZ8LgCVmXJkmSJEmSJKlMhGGYAy4Dnomi6Ker3PRX4L3Af8IwHAPUAIve/Qidx4+TJUkqY09H8PryHPsMTXnoQwV6+H/uDpOmKX977m/84O4fMOPVGXxk+4/wq8N+xY4Dd8y6NEmSJEmSJEnlZ2/geOCJMAxntF93NnA5cHkYhk8CrcAJWY6LBgNhSZLK1u9m5Tj9noAPbp2yz9DYMLiDJGnCDc/ewA/u+QFPL3yaj4/7OFcddRVj+4/NujRJkiRJkiRJZSqKoruB3Fpu/mRn1rI+frQsSVKZWdIGX7434A/P5/jOrglnTEiyLqkixUnMX575C+fdcx7Pvf4cx48/nms+fA3bhNtkXZokSZIkSZIklYyBsCRJZeTpCI6/vYo3WuGWw2L2GZrpJJGKVEgK/PGpP/LDe37I7Ddnc+JOJ3LTR29iZL+RWZcmSZIkSZIkSSVnICxJUplYMSJ676Ept+wXM7Bn1hVVlta4ld8/8XsuuPcC5r01j5MnnsxX9vgKw+qGZV2aJEmSJEmSJHUYA2FJksrAC2/ClHsCztq5OCI6v7adJ7TR4iTmt4//lnPvPpdFyxbxuV0+x5cnf5khfYZkXZokSZIkSZIkdTgDYUmSMvRMBFvUwjb94KmPFhjaK+uKKkeaptzywi2c9e+zaHyjkVN3O5WvTP4KA3sPzLo0SZIkSZIkSeo0BsKSJGUkTeELdwXst1XK/+yWGAaX0CPzH+Eb//4G/539X47f6XimfWyao6ElSZIkSZIkdUsGwpIkdbIlbfDE6zn2GJxyzcEx/XtkXVHleOmNlzjnv+fwp6f+xCENh/DgZx5kwuAJWZclSZIkSZIkSZkxEJYkqRNNb8rxmTsC8jl46MMFBvbMuqLKEC2LOP/e87n4oYvZrv923Pzxmzlo64OyLkuSJEmSJEmSMmcgLElSJygkcMGMPOc9mufIUSk/3zumKp91VV1fS6GFXz78S8675zx6V/fml4f9kk/s+AmCfJB1aZIkSZIkSZJUFgyEJUnqYC+8CZ/5b8AzUY5f7RvziW1Tcrmsq+rakjThmqev4Zw7zuH15a9z5l5nctpup9Gz2pZrSZIkSZIkSVqVgbAkSR0kTeHKmTm+fn/AhP4pD36owMi+WVfV9d05+07O/PeZPP7q43x+189z1t5nMaDXgKzLkiRJkiRJkqSyZCAsSVIHmbcUvvlgwJk7J3x5fELgiOjN8vTCpzn7P2dz8/M38+HtPszvP/h7tgm3ybosSZIkSZIkSSprBsJSJ2hsbASgoaEh40okdYZb5uTYum/K2C3gmY8V6FeTdUVd2/y35vPdO7/LFY9dwZ71e3L3CXeze/3uWZclSZIkSZIkSV2CgbAkSSWUpnDxE3nePyJl7BaJYfBmeKv1LX5y/0/42QM/Y1jfYVzz4Ws4YvQR5NyAWZIkSZIkSZI2mIGwJEkl8NDCHE+9DieMTbnh/THVjofeZIWkwOUzLud7d32PNE254MAL+PSET1MdVGddmiRJkiRJkiR1OQbCkiRthkICP3osz3mP5PlQQ8qnxhgGb6o0TZn23DTO/s/ZzGmew5cnf5mvTP4KfWv7Zl2aJEmSJEmSJHVZBsKSJG2ixmb4zB0BT0c5fvGemONGpzjNeNNMnzedb9z+De555R5OnHAi57znHLbqu1XWZUmSJEmSJElSl2cPk6SK09jYyNy5c7MuQxUsTeGqmTn2uKGKfA4e+FCBT44xDN4UjVEjx91wHHtfuTd9a/vy8MkP86vDfmUYLEmSJEmSJEklYoew1IFa4jZmNM+hqbkYTtbHw6l1D0ypS1u4DL54d8DNL+f41q4JZ+yUEHh61UZ7belrnHfPefzy4V8ybtA4/vmJf7L/qP2zLkuSJEmSJEmSKo6BsNSBZjTP4fDpU6nK5SmkCdOa65kcNmRdlqRNsKQNeldDPgcLl8MdRxXYZUDWVXU9ywvLuXj6xZx/7/ls0WMLfnPEb/joDh8lnzNVlyRJkiRJkqSOYCAsSdJ6zF0Ck66r4m+Hxuw6MOX2I+KsS+pykjThD0/+gf/57//Q3NrM2fuczRd2/QK1VbVZlyZJkiRJkiRJFc1AWOpAE+uGM23SFJpmz115LFWixsZGABoaKqcDvi2B387KcUxDSn1vuOQ9MTuGadZldUn/fvHffOPf3+DpRU9z6m6ncuZeZ7Jlzy2zLkuSJEmSJEmSugUDYakD1QbVTA4baIzePtb6lUO4WA41KBtJCtc35vjfhwMWLIWGvjHvrU85emvD4I21uGUxp//zdH73xO/42I4f488f/jNbb7F11mVJkiRJkiRJUrdiICxJEpCmcPvcHOdMD3gqgs9sl3DmxITBvbKurGt6aN5DHH/j8bQUWvjXcf9i35H7Zl2SJEmSJEmSJHVLBsKS1q+1FWbOonHBfAAahgyFsWOgpibjwjpGS9zGU83FMd8Lo+Ko7+7a3d0StzGjec7KseeDRtZX5OsxvSnHOdPz3Dk/x0e3Sbn6wJit67KuqmtK0oSf3P8TvvPf73DE6CP41WG/IuwZZl2WJEmSJEmSJHVbBsJSuWttpfG//wUyDGJnziKYcjqjg6B4HMfEUy+E8eM2+qG6wijmGc1zOKnpWqpyeQpNCdMmTWFyuEq97QH5O1RoQD6jeQ6HT59KVS4PsObXYwMU0gSSwtuXy8grS+CAvwUcNCzlvqML7NQ/64q6rrmL53LSTSfxwLwHuPj9F/PpCZ8ml8tlXZYkSZIkSZIkdWsGwlIZWGdIOnMWo887H4Jgs4LYzRYEUF1ZXaHrUpXLU5OvWhlivkN7QE4JAvKuYOVrAWt+PVpb4YUXipeXLH1XOD6xbjjTJk15V5dxlha3wtkP5jlz54RhveGRYwqM7pdpSV3eTbNu4nN//xzD6oZx/6fvZ7sB22VdkiRJkiRJkiQJA2Gpa+hmYWxn2OxOZX8mb5s5i9HfO/ftkxYuufgd4XhtUM3ksIHGqHjcsJHdxaW0tAA9A+hVBYuW52haBsN6Yxi8GZa1LePM28/k14/8mtMnn8539/sutVW1WZclSZIkSZIkSWpnICypW1m5J657BJfO2DE89+1vAquMNV+DrMeEP9iU4+Q7Ar4yIebEsSl/PCjOtJ5K8ETTE3zyr5/k9WWv87eP/Y1DGg7JuiRJkiRJkiRJ0moMhCV1K6XaE1erqKmBbbYpXi7DvaFbYzjv0Tw/eizPB0elHDEyzbqkLi9NU3758C858/YzOWDUAdx23G0M6j0o67IkSZIkSZIkSWtgICyp21nvnrjdzGaPzy5jz0TwmTuqeGkxXLZfzLHbpORyWVfVtS1cspDP/v2z/OvFf/HDA37IqbudSs4XVZIkSZIkSZLKloGwlCHHF0sdI0nhF0/l+fb0PHsPTrnmkJhhvbOuquv714v/4qSbTmKLHltwz4n3MGHwhKxLkiRJkiRJkiSth4GwlKFKGl+8MtyeXQy3Dxm/xzuD7dZWmDkLFswvHi9ZWtxrtqYmg2rXr5AmkBSKX9XlfPvBPL98Os8Pdk/43A4JeRtYN0tr3Mo5d5zDzx74GZ/d+bNccNAF9KrulXVZkiRJkiRJkqQNYCAsZaxSxhevGm4X0oRpzfXvDLZnziKYcjqjg6B4HMfEUy+E8eNW3mX1jun6eOO7pVviNp5qnsvCloXURI2b1HE9sW44lw86BoBBI+uZWDd8o75f2Xh5MTyyKMcHt0753A4JnxqbMHaLrKvq+l5sfpGPX/VxZr85m2s+fA1HjT0q65IkSZIkSZIkSRvBQFjSSpu7l+zKcHttwXYQQPXaw9n1hsoruoxXtVqX8YzmOZzUdC25FNLp/92kjuvaoJod6+oBaOiC3drdRZrCY6/B6y05DqhPeaApx/kzAo4cVWBE36yr6/rSNOWqx69iyq1T2L1+dx76zEMMqxuWdVmSJEmSJEmSpI1kICyprKwzVG7vMmYdXcYrHiNPjiSXdni96lxxAg805bjxpRw3vZRn9ls5jhiZcEB9zIe2TjmmoUDO8dCbLVoWceotp/LXmX/lS+O+xLmHnUuQD7IuS5IkSZIkSZK0CQyEpU6wqR23nWX1Uc0LIzZp1HIprHfv3vV0Ga94jFwKxsGlseJnsvJyBhYug8uezfN/z+SZvzTHrgMTPrN9wpEjE8ZsUbxPkM+ktIpzz5x7OOHGE6jKV/HfT/2X/sv7GwZLkiRJkiRJUhdmICzpHaOaAQpNySaNWt5cE+uGM23SFJpmz115vCmPcfmgY1i4aCE77jpxjY9RDgFnV7H6z2Rteyp35EkPry+H7f9cRb8a+NwOCR/fNmF4nw57um6rkBQ49+5zOe+e8/jEuE9w4SEXUldbt3KUvCRJkiRJkiSpazIQljbT5u67Wy5WjmqGte8BvLnieM2X29UG1UwOG2iM3j7eWCv2/527mDUG2hsacKpo9Z9JZ+2p/OpS+H93BvzyPTFb9YbrD4nZc0hKtV3AHeKlN17ihJtO4MmmJ7niyCv4+I4fz7okSZIkSZIkSVKJGAhL6hxjxxBPvZDGBfMBaBgyFMaO6fQysgo4y1VL3MZTZTAqHGBJG1zbmOO40SkDesDIPinL288b2HcrB4B3lD8/9WdOveVUth+wPdM/M73brwlJkiRJkiRJqjQGwlLGus344poaGD8OevcqHmfcUd3VO7pLZUbzHE5qupaqXD6zUeGvLIFLn85z2bN54gR2GVBgfH+4aJ8KXg9l4lt3fIsf3fsjvrH3N/jWPt+iOqOTASRJkiRJkiRJHcdAWMrQBo8vXjFeeQ1jlivR5oa1hr0bZ+W48I4aFb4W05tyXPJUnusbc4zoC9/aJeGToxP61nRqGd3aB7b9AIdsfQj7jtw361IkSZIkSZIkSR3EQFjK0AaNLx47hufOOrN4e0ZjlqVSundBjm89mOf+pjz7Dk24+qCYw4anBO4P3On2HLYncdI9TjSRJEmSJEmSpO7KQFgqdzU1sM02xctr6nxtbYWZs969N2+NbZYqH7MXw5y3cuwzNKUlhm37wU/3amPigKwr695mvzmbPS/fk/tPup8R/UZkXY4kSZIkSZIkqQMYCEtlYLNGHM+cRTDldEYHQfE4jomnXljcr7cMOc65e0hSeGhhDoDdB6X89cU81zTmuPuomPfWp7y33q7UcvDdO7/L68tf57t3fpffHPGbrMuRJEmSJEmSJHUAB3RK69HY2EhjY2PWZaxbEEB1dfG/FcGw1MmWF+CWOTlOuzvPtn+sYv+bqvjdrGIofMqOCXcfFZPLZVykVpr95mz+8sxfSNKEa565hpfffDnrkiRJkiRJkiRJHcAOYUnqICtOJOgqXdFp0oO5b1Vzf2uOpmWwcDksXJZj4TJYtHw0X9gxoYGU8x/NE6dw9i4J/56b4yv3BrQm0LQMWmLYZ0jKGTslHD4yYWTf4mPXeJ5C2fnund9duX9wnMR2CUuSJEmSJElShTIQlrqJrhZOrlUcr/my3mVZARYug6blK0LdYsBbnYcvjk94ZQn8v9tH0tqrH1S/yeIFX+OTc+oBqA1SBvaAgT1XfIXqIAVgzBYpSfEio/qmfHb7hOo89O+R8t6tUrbskdWfWBtqRXdwW9IGQFvSxjXPXMM5+57jXsKSJEmSJEmSVGEMhCV1HWPHEE+9kMYF8wFoGDIUxo7JuKjO05YUQ91Fy2Bhe8g7aVBKQx1c8WyOxW05vjQ+4bZXchx3e8BbbW/PZ87nUgb0gEE9YIcti2nuFjVwbEOekfH76VfdxpIxrUysW0Z97yr6VLPW8c5Hb52uvNxQB6eOSzr0z63SW7U7eAW7hCVJkiRJkiSpMhkIS5uqtRVmzoL2cJIlS4vhZE1NtnVVspoaGD8OevcqHnfxbuckhail2MW7NIZdBsDiVpj6RJ7Pbp8wuBeccmfA/a/mWLgcXm95Z0Ib1qZctHdMQ11KkIfq9l3hx22Z8qv3xAxY0eHbE7ashfxqAW+favjmLjkaGwcB0DByWGf8sZWx1buDV7BLWJIkSZIkSZIqk4GwtKlmziKYcjqjg/bNUeOYeOqFxcCyzLTEbTzVPBeAhRFMrBtObVCdcVWV7/m3ani9LaABeDqCC2YELFzWvi/v8mK3b5wWU9rBPVNePK5ALge3vZLjmAYY3Av2GJywQ5hbZXRzMeAd0OPtABjgU2NSoNi5O7QXfKghfXdBEvC///3fd3UHrxAnMf975/9y2RGXdXJVkiRJkiRJkqSOYiAsbY4ggOryD1ZnNM/h+Ff/TBV5Cq8m3Lr7V5gcdu3u2nLzVpznwbk57lmQY8/BKQcNS/nbgjpeXlbDx3aFIAdVOdipf8qAHuk79uYd1CNlQM/i4/Sphv8e9XZYd8LYt4PeTVUx+0drs81+czbXPnvtu7qDV2hL2vjLM3/hnH3PYWS/kZ1cnSRJkiRJkiSpIxgIS93AxLrh/G7wRwEYNLKeiXXD33WfQppAUnj7cje3vvB0UU0d9wyZyD0DxnPPljvy6ENjSYBxW8LofsVA94sNi6jKAzQwdgv4zf5r7srsKC1xGzOa59Bkd7jaras7eIUVewnbJSxJkiRJkiRJlcFAWOoGaoNqdqyrB6BhDZ3BE+uGM23SFJpmF4PDtYXG3dnLiyEBRvWFH88bzDlH/5WauJXdolm899VHOHuvavbYfQRb1L79PVX5tT5cp5jRPIfDp0+lKlcspNCUMG3SFLvDu6n1dQevYJewJEmSJEmSJFUWA2FJ1AbVTA4baIyKx2sKjbubxa3wpxfyHFSfsHUdnHZ3wLb9Un66V8KR4RvsddUFTGp+nh5JG7S1EX96e6hd/+N2tqpcnpp8+z/17R3g6p42pDt4BbuEJUmSJEmSJKlyGAhLa9PaCjNnwYL5xeMlS2HsGKipybYudbh7F+Q4+b8Bi1thRJ+UretSLts/Zsv2wHdMzxa2X/BocQ9pgHjTR0GXw/6+7i1c+Ta0O3iFVbuEJUmSJEmSJEldm4GwtDYzZxFMOZ3Rq4R+8dQLYfy4TMvqSF0lGOyoOlti+N7DeX72eJ6PbZvykz3jlSOgB/Zc5Y5jxxBPvZDG9pMFGoYMLZ4sIJWpjekOXmFFl/A3d/xmB1UlSZIkSZIkSeoMBsLSugQBVFdnXYU6weOvwcl3VDF/Kfz+wJijt07XfueamuKJAb17FY+7SJCu7ilJE6599loAaoMNn2uepAl/eeYvnLXDWR1VmiRJkiRJkiSpExgIS+r2Lnoiz7en5zmgPuXGQ2OG9tqw7+uMjupyGCmtri2fyzPv9Hm0xq0b/b01QQ1NrzR1QFWSJEmSJEmSpM5iICypZAppAkmh+LULSFPI5aAqBz/bK+bTY1Nyuayrauce1iqhPjV9Nvl7mzAQliRJkiRJkqSuzEBY6gK6QnfoxLrhTJs0habZc1cel7Nps3NcOTPPNQfHfGFcaQPslriNGc1zaGouvhYLo+LrURtsxPjxbriHtSRJkiRJkiRJKj0DYWlzxPGaL3dDtUE1k8MGGqO3j8tRcyvU1cDofil7Dk5JU6DEXcEzmufwvgd/ShV5AAqvJty6+1eYHG5ksL+Be1g7VlqSJEmSJEmSJK2NgbC0qcaOIZ56IY3tI30bhgwtjvRVWWqJ4ceP5bnkyTwPfqjA2C1g7BYdM9p6Yt1wbt39Kyu7pQeNrM+sY3rFGO+VlyVJkiRJkiRJ0mYLw3A48FtgMJACl0ZRNHWV288AfgwMjKJoUTZVFhkIS5uqpqY4vrd3r+Jxlt2Zdiqv030Lcpx6d8CCpfCDyTH1vTv2+Vbvlm7Y2M7gEll9jHeWwbQkSZIkSZIkSRWmAJwRRdEjYRj2BR4Ow/C2KIqebg+LDwFezrbEIgNhaV26QtC6gZ3K3XGc8Jut8O0H8/zm2YBjGhJuPixmSK+sq+o85RJMS5IkSZIkSZJUaaIomg/Mb7+8OAzDZ4B64GngZ8DXgRuzq/BtBsLS2nSVkdDl1KlcRv61sA/n319FkIPrDilw6Ig065LeoSVuY0bzHJqai9279fHwst13WZIkSZIkSZIkrV0YhqOAnYEHwjA8CpgbRdFjYRhmW1i7dQbCLS0tzJs3r7NqEcXXvLGxMesyuoS5c9uDtPr6jnuS3r2Y26PHysu88spa68haR9bRY95c6ttaSZNil3Qujpk3by7Le7+73bYcXo832vJ8++mtOXLoG3ypYSG9CylZLKt1vRYzls3l5DnXUJXLU0gTflMNE3u+/Xe5x7y5bJXEEOeKVySb/pqXw89EXZf/X5JKx/UklYZrSSoN15JUGq4lqTRcS1JpuJZKKwiCAaNGjXpolasujaLo0tXvF4ZhH+A64HSKY6TPpjguumysMxCura3tlmNms9TY2OhrvpE66/Va3/OUy8+tQ+oYNox0q/p3dEtvNXZMsTu5M+tYhzSF3zybZ9LAhF0GwC28yM5jRwF9OrWONVnTa7EwgmBuniCXJ02hfqv6d450XrKUIB9A0P7PdJKy1Vb16+wA7yp/R9W1+P8lqXRcT1JpuJak0nAtSaXhWpJKw7UklYZrqbSWLl26KIqi3dZ1nzAMqymGwVdHUXR9GIbjga2BFd3Bw4BHwjDcPYqiBR1e9Fo4MlqqEB36j3z7WOqG8eM67jlK4D9zc/SuyjFxQEq/6iTrctZpYt1wpk2aQtPsuSuPN5ZjpyVJkiRJkiRJykYYhjngMuCZKIp+ChBF0RPAoFXu8xKwWxRFizIpsp2BsKQuqyWGHz+WJ5+Ds3ZOuPrAmFwu66o2TG1QzeSwgcbo7eONNaN5DodPn7py7PS05nomh579JUmSJEmSJElSJ9gbOB54IgzDGe3XnR1F0c3ZlbRmBsKSuqR7F+Q49a6ApuVwwR7text3kTC4lKpyeWryVZAUsi5FkiRJkiRJkqRuI4qiu4F1JhNRFI3qnGrWzUBYWg/n7ZeXtgS++WCei58MOHabhPMnxwzulXVVm86/X5IkSZIkSZIkqSMZCEvqMhYth+NvD3jstRx/ObjAB0amWZfUJRg6S5IkSZIkSZLUfRkIS+oSZr0BR91SRc8quPOoAtv2y7qi9TOIlSRJkiRJkiRJWctnXYAkbYgBPeB9wxPuOLJrhMGSJEmSJEmSJEnlwA5hSSVVyq7YNIXvPpznPUNTDqhPuXDvpGSPLUmSJEmSJEmS1B3YISypbOVy0BrDkkLWlUiSJEmSJEmSJHVNBsKSys6sN+C8R/OkKZw7OeGIkWnWJUmSJEmSJEmSJHVJjoyWNlMpRyQLbpmT48R/B+w6MKVlPPTwX6l1KqQJJIXiV0mSJEmSJEmSpNUYtUgqC2kKP34sz/88lOe0cQnn7p5Q5QyDdZpYN5xpk6bQNHvuymNJkiRJkiRJkqRVGQhLytySNjjlroC/zc5x6X4xx412RDQAcbzmy+1qg2omhw00Rm8fS5IkSZIkSZIkrcpAWFKmZi+GY2+r4rXlcNvhMbsNNAwGYOwY4qkX0rhgPgANQ4bC2DFrvKtjyyVJkiRJkiRJ0toYCEvK1Cl3BfSuSrnxgzFDemVdTRmpqYHx46B3+4ti6CtJkiRJkiRJkjaBgbC6pJa4jaeai/umLoyKe6c6LrfrSFN4cTE01MFl+8dsWQu1QdZVSZIkSZIkSZIkVR4DYXVJM5rncFLTtVTl8hSaEqZNmsLkcOM7KBsbGwFH7na2m2bn+PydAc9+rMBQu4IlSZIkSZIkSZI6jIGwuqyqXJ6afBUkhaxL0QZaWoCeARwxMmXUBwr0q8m6IkmSJEmSJEmSpMqWz7oASd3D/KXw3puquPjJPPkcTOifdUWSJEmSJEmSJEmVz0BYZauxsXHlSGd1bS+8CQf+rYp8Do7dJsm6HEmSJEmSJEmSpG7DkdHqtlriNp5qngvAwggm1g2nNqjOuKrK8+giOPqWKnbYMuVPB8XUOSZakiRJkiRJkiSp0xgIq9ua0TyHk5qupSqXp9CUMG3SFCaHDVmXVVHumJfjo7cFHDQs5fL9Y2qDrCuSJEmSJEmSJEnqXgyE1WUV0gSSQvGrys4NL+b49H8CThib8NM9EwIH1G+ShgZPUpAkSZIkSZIkSZvOQFhd0sS64Vw+6BgABo2sZ2Ld8DXeb8UexGsK1Tb0MbTxlhfg7AcCvjYx4eydE3K5rCuSJEmSJEmSJEnqngyE1SXVBtXsWFcPQMMmjnkuxWPondIU5i6FYb3h/g8V6Od+wZIkSZIkSZIkSZlyiKu6rIaGBsfplpnfP5dj/xurWF7AMFiSJEmSJEmSJKkM2CEsabPFCQR5+Og2KTuEMT38l0WSJEmSJEmSJKks2CGsstMSt/FA1MhTzXN5qnkuD0SNtMRtWZeltWhuhcP/EXDlzBw1Aew6MM26JEmSJEmSJEmSJLWzj09lZ0bzHA6fPpWqXPF8hUJTwrRJU5jsPr9lZ8FS+OCtVSxuhfcMMQiWJEmSJEmSJEkqNwbCKktVuTw1+fa/nkkh22K0Ro3NcMQ/quhTDbcfUWBIr6wrkiRJkiRJkiRJ0uoMhFWZWlth5ixYML94vGQpjB0DNTXZ1lUhZiwqdgaP7ZdyzSEx/XxZJUmSJEmSJEmSypKBsCrTzFkEU05ndBAUj+OYeOqFMH7cO+7W0OAY6o3133k5jr0t4ID6lCv2j+nhvyKSJEmSJEmSJEllyyhHlSsIoLo66yoqyrICfPqOgI9skzB1r4Qgn3VFkiRJkiRJkiRJWhcDYUkbrGcV/PfIAsN6Qy6XdTWSJEmSJEmSJElaHwNhZaaxsRFwbHNXM7xP1hVIkiRJkiRJkiRpQznwVZIkSZIkSZIkSZIqlB3C6nQtcRszmufQ1DwXgPp4OLVBB+z1G8drvixJkiRJkiRJkiR1EwbC6nQzmudw+PSpVOXyFNKEac31TA5LPDZ67BjiqRfSuGA+AA1DhsLYMaV9DkmSJEmSJEmSJKnMGQgrE1W5PDX5KkgKHfMENTUwfhz07lU8dp9iSZIkSZIkSZIkdUMGwipLhTRZGRYX0iTjaiRJkiRJkiRJkqSuyUBYZWdi3XCmTZpC0+ziHsODRtYzsW54xlVJkiRJkiRJkiRJXY+BsMpObVDN5LCBxqh43FDq/YUlSZIkSZIkSZKkbiKfdQGSJEmSJEmSJEmSpI5hICxJkiRJkiRJkiRJFcpAWJIkSZIkSZIkSZIqlHsIq2w1NLh3sCRJkiRJkiRJkrQ57BCWJEmSJEmSJEmSpAplICxJkiRJkiRJkiRJFcqR0apojp2WJEmSJEmSJElSd2aHsCRJkiRJkiRJkiRVKANhSZIkSZIkSZIkSapQBsKSJEmSJEmSJEmSVKEMhCVJkiRJkiRJkiSpQhkIS5IkSZIkSZIkSVKFMhCWJEmSJEmSJEmSpAplICxJkiRJkiRJkiRJFcpAWJIkSZIkSZIkSZIqlIGwJEmSJEmSJEmSJFUoA2FtksbGRhobGzf5dkmSJEmSJEmSJEkdz0BYkiRJkiRJkiRJkipUVdYFqHsqpAkkheJXSZIkSZIkSZIkSR3CQFgbpSVuY0bzHJqa5wJQHw+nNqjeqMeYWDecaZOm0DR77spjSZIkSZIkSZIkSaVnIKyNMqN5DodPn0pVLk8hTZjWXM/ksGGjHqM2qGZy2EBj9PaxJEmSJEmSJEmSpNIzENZGq8rlqclXQVLYrMdpaNi4IFmSJEmSJEmSJEnSxslnXYAkSZIkSZIkSZIkqWMYCEuSJEmSJEmSJElShXJktCRJkiRJkiRJkiRthDAMhwO/BQYDKXBpFEVTwzD8EXAE0Aq8AHw6iqI3MisUO4QlSZIkSZIkSZIkaWMVgDOiKNoB2AM4NQzDHYDbgHFRFO0EzALOyrBGwA5hSZIkSZIkSZIkSdooURTNB+a3X14chuEzQH0URf9c5W73A8dkUd+q1hkIt7S0MG/evM6qRRRf88bGxqzLWKu5y+YSJwmFNCZOE+bOm0tjtIb7zZ3b+cVJqyj3tSR1Fa4lqXRcT1JpuJak0nAtSaXhWpJKw7UklYZrqbSCIBgwatSoh1a56tIoii5d033DMBwF7Aw8sNpNJwF/7pgKN9w6A+Ha2loaGho6qxYBjY2NZf2aL4wgmJenKh+QJCn1W9XTEK5Sb2srzJwFy5cD0LBkKYwdAzU1GVWs7qrc15LUVbiWpNJxPUml4VqSSsO1JJWGa0kqDdeSVBqupdJaunTpoiiKdlvf/cIw7ANcB5weRVHzKtd/k+JY6as7rsoN48holdbMWQRTTmd0EBSP45h46oUwflymZUmSJEmSJEmSJEmlFIZhNcUw+Oooiq5f5foTgcOBA6MoSjMqbyUDYZVeEEB1ddZVSJIkSZIkSZIkSR0iDMMccBnwTBRFP13l+vcDXwf2i6JoaVb1rcpAWJIkSZIkSZIkSZI2zt7A8cATYRjOaL/ubOAioBa4LQxDgPujKPp8JhW2MxCWJEmSJEmSJEmSpI0QRdHdQG4NN93c2bWsTz7rAiRJkiRJkiRJkiRJHcNAWJIkSZIkSZIkSZIqlIGwJEmSJEmSJEmSJFUoA2FJkiRJkiRJkiRJqlBVWRegChTHa74sSZIkSZIkSZIkqVMZCKu0xo4hnnrhu66TJEmSJEmSJEmS1PkMhLXRCmkCSaH4dXU1NTB+XOcXJUmSJEmSJEmSJOldDIS1USbWDWfapCk0zZ678liSJEmSJEmSJElSeTIQ1kapDaqZHDbQGL19LEmSJEmSJEmSJKk85bMuQJIkSZIkSZIkSZLUMQyEJUmSJEmSJEmSJKlCGQhLkiRJkiRJkiRJUoUyENa7NDY20tjYmHUZkiRJkiRJkiRJkjZTVdYFqGtqaGjIugRJkiRJkiRJkiRJ62GHsCRJkiRJkiRJkiRVKDuEtVJL3MaM5jk0Nc8FYGEEE+uGUxtUZ1yZJEmSJEmSJEmSpE1hIKyVZjTP4fDpU6nKFRvHC00J0yZNYXLoeGhJkiRJkiRJkiSpKzIQ1jtU5fLU5Nv/WiSFbIuRJEmSJEmSJEmStFncQ1iSJEmSJEmSJEmSKpSBsCRJkiRJkiRJkiRVKAPhbqixsZHGxsasy5AkSZIkSZIkSZLUwQyEJUmSJEmSJEmSJKlCGQhLkiRJkiRJkiRJUoUyEJYkSZIkSZIkSZKkClWVdQHqRK2tMHMWLJhfPF6yFMaOgZqabOuSJEmSJEmSJEmS1CEMhLuTmbMIppzO6CAoHscx8dQLYfy4TMuSJEmSJEmSJEmS1DEMhCtMY2MjAA0NDWu+QxBAdXUnViRJkiRJkiRJkiQpK+4hLEmSJEmSJEmSJEkVykBYkiRJkiRJkiRJkiqUgbAkSZIkSZIkSZIkVSgDYUmSJEmSJEmSJEmqUAbCkiRJkiRJkiRJklShDIQlSZIkSZIkSZIkqUIZCEuSJEmSJEmSJElSharKugCVl0KaQFJ4+7IkSZIkSZIkSZKkLstAWCtNrBvOtElTaJo9F4BBI+uZWDc846okSZIkSZIkSZIkbSoD4TLS2NjI3LlzaWho6LgnieM1XwZqg2omhw00RsXjhrAD65AkSZIkSZIkSZLU4QyEu5OxY4inXkjjgvkANAwZCmPHZFyUJEmSJEmSJEmSpI5iINyd1NTA+HHQu1fxuCM7kSVJkiRJkiRJkiRlLp91Ado4jY2NNDY2Zl2GJEmSJEmSJEmSpC7ADuFK0toKL7xQvLxkaXEcdE1NtjVJkiRJkiRJkiRJyoyBcCWZOYvR550PQQBxTDz1wuKIaEmSJEmSJEmSJEndkoFwpQkCqK7OugpJkiRJkiRJkiRJZcBAuItoiduY0TyHpua5ACyMYGLdcGoDw19JkiRJkiRJkiRJa2Yg3EXMaJ7D4dOnUpXLA1BoSpg2aQqTw4aMK5MkSZIkSZIkSZJUrgyEu5CqXJ6afPuPLCms+U5x/M6va9DQYIgsSZIkSZIkSZIkdQcGwuWitRVeeIGahQvhiSdh7Bioqdm4xxg7hufOOhOAhiFDi48hSZIkSZIkSZIkqdsyEC4XM2cx+rzzachBkEI89UIYP27jHqOmhoaDD+6Q8iRJkiRJkiRJkiR1PQbC5SQIIJ+DJM20DEdKS5IkSZIkSZIkSZUhn3UBkiRJkiRJkiRJkqSOYSAsSZIkSZIkSZIkSRXKQFiSJEmSJEmSJEmSKpSBsCRJkiRJkiRJkiRVKANhSZIkSZIkSZIkSapQVVkXoA1XSBNICm9fliRJkiRJkiRJkqR1MBDuIibWDWfapCk0zZ4LwKCR9UysG55xVZIkSZIkSZIkSZLKmYFwF1EbVDM5bKAxKh43hA3ZFiRJkiRJkiRJkiSp7LmHsCRJkiRJkiRJkiRVKANhSZIkSZIkSZIkSapQBsKSJEmSJEmSJEmSVKEMhCVJkiRJkiRJkiSpQlVlXYA2TkNDQ9YlSJIkSZIkSZIkSeoi7BCWJEmSJEmSJEmSpAplh7AkSZIkSZIkSZIkbYQwDIcDvwUGAylwaRRFU8Mw3BL4MzAKeAk4NoqiKKs6wQ7h8hLHUCgUv0qSJEmSJEmSJEkqVwXgjCiKdgD2AE4Nw3AH4BvA7VEUjQZubz/OlB3C5WLsGJ4760wWLlzI5PE7wdgxWVckSZIkSZIkSZIkaQ2iKJoPzG+/vDgMw2eAeuAoYP/2u10F3AGcmUGJK+XSNF3rjYsWLUpfe+21Tiyne5s7dy5tbW2MGjUq61KkLq+lpYXa2tqsy5C6PNeSVDquJ6k0XEtSabiWpNJwLUml4VqSSsO1VFpBEMyeNGnSolWuujSKokvXdN8wDEcBdwLjgJejKNqi/focEK04zso6O4Rra2tpaGjorFq6vYaGBhobG33NpRJwLUml4VqSSsf1JJWGa0kqDdeSVBquJak0XEtSabiWSmvp0qWLoijabX33C8OwD3AdcHoURc1hGK68LYqiNAzDtXfndhL3EJYkSZIkSZIkSZKkjRSGYTXFMPjqKIqub7/61TAMh7bfPhRoyqq+FQyEJUmSJEmSJEmSJGkjtI+Dvgx4Joqin65y003ACe2XTwBu7OzaVrfOkdGSJEmSJEmSJEmSpHfZGzgeeCIMwxnt150N/BC4JgzDzwCzgWOzKe9tBsKSJEmSJEmSJEmStBGiKLobyK3l5gM7s5b1cWS0JEmSJEmSJEmSJFUoA2FJkiRJkiRJkiRJqlAGwpIkSZIkSZIkSZJUoQyEJUmSJEmSJEmSJKlCGQhLkiRJkiRJkiRJUoUyEJYkSZIkSZIkSZKkCmUgLEmSJEmSJEmSJEkVykBYkiRJkiRJkiRJkiqUgbAkSZIkSZIkSZIkVSgDYUmSJEmSJEmSJEmqUAbCkiRJkiRJkiRJklShDIQlSZIkSZIkSZIkqUIZCEuSJEmSJEmSJElShTIQliRJkiRJkiRJkqQKZSAsSZIkSZIkSZIkSRXKQFiSJEmSJEmSJEmSKpSBsCRJkiRJkiRJkiRVKANhSZIkSZIkSZIkSapQBsKSJEmSJEmSJEmSVKEMhCVJkiRJkiRJkiSpQhkIS5IkSZIkSZIkSdJGCsPw8jAMm8IwfHINt50RhmEahuGA9uNcGIYXhWH4fBiGj4dhuEtn1Vm1rhuTJGH58uWdVYuA/v37+5pLJeBakkrDtSSVjutJKg3XklQariWpNFxLUmm4lqTScC2V3IYEtlcCFwO/XfXKMAyHA4cAL69y9aHA6Pb/JgO/bP/a4dYZCOfzeXr06NEZdajdvHnzaGhoyLoMqctzLUml4VqSSsf1JJWGa0kqDdeSVBquJak0XEtSabiWSmvp0qWPrO8+URTdGYbhqDXc9DPg68CNq1x3FPDbKIpS4P4wDLcIw3BoFEXzS1LwOjgyWpIkSZIkSZIkSZJKIAzDo4C5URQ9ttpN9cCcVY5fab+uw62zQ7ilpYV58+Z1Rh1q19LSQmNjY9ZlSF2ea0kqDdeSVDquJ6k0XEtSabiWpNJwLUml4VqSSsO1VFpBEAwYNWrUQ6tcdWkURZeu63vCMOwFnE1xXHTZWGcgXFtba2t5J2tsbPQ1l0rAtSSVhmtJKh3Xk1QariWpNFxLUmm4lqTScC1JpeFaKq2lS5cuiqJot438tm2ArYHHwjAEGAY8Eobh7sBcYPgq9x3Wfl2HW2cgLEmSJEmSJEmSJElavyiKngAGrTgOw/AlYLcoihaFYXgTcFoYhn8CJgNvdsb+weAewpIkSZIkSZIkSZK00cIw/CNwHzA2DMNXwjD8zDrufjPQCDwP/B/whU4oEbBDWJIkSZIkSZIkSZI2WhRFH1/P7aNWuZwCp3Z0TWtih7AkSZIkSZIkSZIkVSgDYUmSJEmSJEmSJEmqUAbCkiRJkiRJkiRJklShDIQlSZIkSZIkSZIkqUIZCEuSJEmSJEmSJElShTIQliRJkiRJkiRJkqQKZSAsSZIkSZIkSZIkSRXKQFiSJEmSJEmSJEmSKpSBsCRJkiRJkiRJkiRVKANhSZIkSZIkSZIkSapQBsKSJEmSJEmSJEmSVKEMhCVJkiRJkiRJkiSpQhkIS5IkSZIkSZIkSVKFqsq6AKlSfevp63i1pXmNtw2ureP7O3y4kyuSJEmSJEmSJElSd2MgLHWQV1uaeT1ZtuYbWzq3FkmSJEmSJEmSJHVPjoyWJEmSJEmSJEmSpAplICxJkiRJkiRJkiRJFcpAWJIkSZIkSZIkSZIqlIGwJEmSJEmSJEmSJFUoA2FJkiRJkiRJkiRJqlAGwpIkSZIkSZIkSZJUoQyEJUmSJEmSJEmSJKlCGQhLkiRJkiRJkiRJUoUyEJYkSZIkSZIkSZKkCmUgLEmSJEmSJEmSJEkVqirrAiRJkiRJkiRJkiSpqwnD8HLgcKApiqJx7df9CDgCaAVeAD4dRdEb7bedBXwGiIEvRVF0a2fUaYewJEmSJEmSJEmSJG28K4H3r3bdbcC4KIp2AmYBZwGEYbgD8DFgx/bv+UUYhkFnFGmHsCSp4n3r6et4taV5jbcNrq3j+zt8uJMrkiRJkiRJkiR1dVEU3RmG4ajVrvvnKof3A8e0Xz4K+FMURS3Ai2EYPg/sDtzX0XWuMxBuaWlh3rx5HV2DVtHS0kJjY2PWZagEWltb17rCWltb/Tl3MNeSVjVn8SLeqorXeFvrYtfjuriWpNJxPUml4VqSSsO1JJWGa0kqDdeSVBqupdIKgmDAqFGjHlrlqkujKLp0Ix/mJODP7ZfrKQbEK7zSfl2HW2cgXFtbS0NDQ2fUoXaNjY2+5hWi5s0aSJat+baaGn/OHcy1pFW5Hjeda0kqHdeTVBquJak0XEtSabiWpNJwLUml4VoqraVLly6Komi3Tf3+MAy/CRSAq0tX1aZxZLQkSZIkSZIkSeo0uR+cR27RopXHI1pbydfUAJAOGEB69llZlSZJJRGG4YnA4cCBURSl7VfPBYavcrdh7dd1uHxnPIkkSZIkSZIkSRJAbtEicmm68r/a6uq3j1cJiiWpKwrD8P3A14EjoyhauspNNwEfC8OwNgzDrYHRwIOdUZMdwpIkSZIkSZIkSZK0kcIw/COwPzAgDMNXgO8AZwG1wG1hGALcH0XR56MoeioMw2uApymOkj41iqK4M+o0EJYkSZIkSZIkSZKkjRRF0f9v787DJCurw49/e5YeUFkODA7I4khUlCRuccEFRRGRJS5BMaIIghJFUREXQCOGH7KoYNQEFQVFRVABFTdQiWhQUVFcUUFHXBgc6XBghBm6GKZ/f9zbUNN0Ld1VXXWr+vt5nnnorrrcOl1V713e877nfeE0D5/ZZPt3AO+Yu4imZ8loSZIkSZIkSZIkSRpSJoQlSZIkSZIkSZIkaUiZEJYkSZIkSZIkSZKkIWVCWJIkSZIkSZIkSZKGlAlhSZIkSZIkSZIkSRpSJoQlSZIkSZIkSZIkaUiZEJYkSZIkSZIkSZKkIWVCWJIkSZIkSZIkSZKGlAlhSZIkSZIkSZIkSRpSi/odgCRJkqTZeevVF7BqfHXD55ct2ZQTdt6vhxFJkiRJkiSpakwIS5IkSQNq1fhqblq/tvEG472LRZIkSZIkSdVkyWhJkiRJkiRJkiRJGlImhCVJkiRJkiRJkiRpSJkQliRJkiRJkiRJkqQhZUJYkiRJkiRJkiRJkoaUCWFJkiRJkiRJkiRJGlImhCVJkiRJkiRJkiRpSJkQliRJkiRJkiRJkqQhtajfAUiSJEmSJEmSJE0aOfEkRsbGGj4/sXQpE8ce08OIJGmwmRCWJEmSJEmSJEmVMTI2xsjEROMNxsZo8qwkaQpLRkuSJEmSJEmSJEnSkDIhLEmSJEmSJEmSJElDyoSwJEmSJEmSJEmSJA0pE8KSJEmSJEmSJEmSNKQW9TsAaRC99eoLWDW+uuHzy5Zs2sNoJEmSJEmSJEmS1GsRcRawL/DXzPyH8rEtgE8Dy4HrgP0zMyNiBHgvsDewBjg4M3/cizidISzNwqrx1dy0fm3Df82SxZIkSZIkSZIkSRoKHwOeOeWxo4FLM/NBwKXl7wB7AQ8q/x0GfKBHMZoQliRJkiRJkiRJkqSZysxvAzdNefjZwNnlz2cDz6l7/OOZOZGZVwCbR8Q2vYizacno8fFxVq5c2Ys4VBofH2fFihX9DkMt1Gq1pq2nVqsVPzTYplar+TnPMduS6jVrs7bH5mxLUvfMRXtq55rENqxh47lJ6g7bktQdtiVpdnao1ViyePG0z032rTZ6fnKbP9r2pHvwvNRdCxcuXLp8+fIr6x46IzPPaON/XZaZN5Q//wVYVv68LfCnuu3+XD52A3OsaUJ4yZIl7LjjjnMdg+qsWLHC93wAjN4yCuvXNn5+dLT4ocE2o6Ojfs5zzLakes3arO2xOduS1D1z0Z7auSaxDWvYeG6SusO2JHWHbUmanQWjozAxMe1zd/WtNnh+chvbnnRPnpe6a82aNWOZ+ehO9pGZExHR+IDWI5aMliRJkiRJkiRJkqTuWDVZCrr871/Lx68Htq/bbrvysTlnQliSJEmSJEmSJEmSuuMi4KDy54OAL9Q9/pKIGImIXYBb6kpLz6mmJaMlSZIkSZIkSZKG0ciJJzEyNjbtcxNLlzJx7DE9jkjSoImIc4HdgKUR8WfgOOBk4DMRcSjwB2D/cvOvAHsDvwXWAC/tVZwmhCVJkiRJkiRJ0rwzMjbGSKO1isfG6Puin5IqLzNf2OCp3afZdgJ41dxGND1LRkuSJEmSJEmSJEnSkDIhLEmSJEmSJEmSJElDyoSwJEmSJEmSJEmSJA0pE8KSJEmSJEmSJEmSNKRMCEuSJEmSJEmSJEnSkDIhLEmSJEmSJEmSJElDyoSwJEmSJEmSJEmSJA2pRf0OQJIkSZIkSZKkQTZy4kmMjI1N+9zE0qVMHHtMjyMafm+9+gJWja+e9rllSzblhJ3363FEklRdJoQlSZIkSZIkSerAyNgYIxMT0z85NkaDZ9SBVeOruWn92umfHO9tLJJUdZaMliRJkiRJkiRJkqQhZUJYkiRJkiRJkiRJkoaUJaMlSZIkSZIkSZIkqSIi4kDgz8DhwDrg25n5gdnuz4SwJEmSJEmSJEmSJFXHY4CHZ+bzASLivZ3szISwJEmSJEmSJEmSJFXHamC7iHg5kMC9O9mZCWFJkiRJkiRJkjRURk48iZGxsYbPTyxd2sNoJGnG/h14NrATsAY4opOdmRCWJEmSJEmSJElDZWRsjJGJicYbNEkWS1K/ZeYE8Plu7c+EsCRJkiRJkiRJkiRVTEQ8hGKm8LblQ9cDF2Xmr2aynwXdDkySJEmSJEmSJEmSNHsR8WbgPGAE+EH5bwQ4NyKOnsm+nCEsSZIkSZIkSZIkSdVyKPD3mXlH/YMRcRrwS+DkdnfkDGFJkiRJkiRJkiRJqpb1wP2meXyb8rm2OUNYkiRJkiRJktowcuJJjIyN3fX7DrUaC0ZHAZhYupSJY4/pV2iS1HdvvfoCVo2vbvj8siWbcsLO+/UwImngvQ64NCKuBf5UPrYD8EDgiJnsyISwJEmSJEmSJLVhZGyMkYmJu35fsngxTP4+NsZEg/9PkuaDVeOruWn92sYbjPcuFmkYZObFEfFg4LHAtuXD1wM/zMw7Z7IvE8KSJEmSJEmSJEkDamr1gqmsYCANrsxcD1wx9fGIeGlmfrTd/ZgQliRJkiRJkuapZkkEEwiSNBimVi+4BysYSMPoPwATwpIkSZIkSZKaa5pEMIEgSZLUVEQcCbwMmAB+DrwU2AY4D9gS+BFwYGbWZrHvnzV4agRYNpN9mRCWJEmSJEkDx1mNkiRJkvopIrYFXgPsnJlrI+IzwL8CewPvyczzIuKDwKHAB2bxEsuAPYGc8vgI8N2Z7MiEsCRJkiRJGjitZjW+5eoLWDW+uuH/v2zJppyw835zFJ0kSZKkeWIRsHFE3AHcC7gBeBpwQPn82cDbmV1C+EvAfTLzJ1OfiIjLZhqkJEmSJEnSUFk1vpqb1q9tvMF472KRJEmSNHwy8/qIeDfwR2At8DWKEtE3Z+a6crM/A9vOcv+HNnnugEbPTadpQnh8fJyVK1fOZH/q0Pj4OCtWrOh3GGqhVqs1bT21WlkKvsE2tVrNz3mO2ZZUr1mbtT02Z1uSumcu2lM71yS2YQ0bz02atEOtxpLFi6d9rlareYxswbakSa3a0h/9nmzA90uN+N2YmVbvF9Dw+cltWvX31Jq8RjuvM0ifW7P3E3r3t3j91X9e43XXwoULly5fvvzKuofOyMwzJn+JiACeDTwAuBn4LPDMngbZpqYJ4SVLlrDjjjv2KhYBK1as8D0fAKO3jEKTkeajo6PFDw22GR0d9XOeY7Yl1WvWZm2PzdmWpO6Zi/bUzjWJbVjDxnOTJi0YHYUGJaNHR0eL+zKPkQ3ZljSpVVvye7KhqrxfrqNePVX5bgyKVu8X0PD5yW2anevver7FPpq9ziB9bs3eT+jd3+I9av95jddda9asGcvMRzfZ5OnA7zPzRoCIuBB4IrB5RCwqZwlvB1w/99E2Z8loDZy3NlkHyjWgJEmSJEmSNOxaraPeOC0kSWqHeQi16Y/ALhFxL4qS0bsDVwLfBJ4HnAccBHyhbxGWTAhr4DRdB8o1oCRJkiRJkiRJUgfMQ6gdmfn9iDgf+DGwDrgKOAP4MnBeRJxQPnZm/6IsmBCWJEmSJEmSJEmSpBnKzOOA46Y8vAJ4bB/CaciEsDSNVuUgJEmSJEmSJEmSpEFgQliahuUgJElSM80Gj4HrCUmSJEmSJKk6TAhLkiRJM9R08Bg4gEySJFXCyIknMTI21vD5iaVLexiNJEmSZiMiRoAXATtm5vERsQOwdWb+oN19LJiz6CRJkiRJkiT1zcjYGCMTE43/NUkWS5IkqTJOBx4PvLD8/W/Af89kB84QVttaratrWURJkiRJkiSp/9qZHT5x7DE9jEiSJHXgcZn5qIi4CiAzMyJGZ7IDE8Jqm+vqSpIkSZIkSdU3OTu8obExmjwrSZKq5Y6IWAjF6TsitgLWz2QHJoQlSZIkSZIkSZKGWLPKAVYNkCrvfcDngGUR8Q7g+cBbZ7IDE8KSJEmSJEmSJElDrGnlAKsG9IVJerUrM8+JiB8Bu5cPPSszfz2TfZgQliRJkiRJkiRJknqoVZIe14NXKSIeDbwFWE6R2/23iCAzH9buPkwIS33SbPQPeDCXJEmSJEmSJGm+cj141TkHeCPwc2a4dvAkE8JSn3gwlyRJkiRJkqrvrVdfwKrx1Q2fX7ZkU07sYTyaf1qVFpY09G7MzIs62YEJYUmSJEmSJEmSGlg1vpqb1q9tvMF472LR/NSytHA3XsOKll1nIl9ddFxEfAS4lLqzTmZe2O4OTAhLkiRJkiRJkiTNY+1UtHxLk9nyy5ZsOkeRDa5eJPI1b7wUeAiwmLtLRk8AJoQlSZIkSZIkSZLUHU1nyztTXppLj8nMnTrZgQlhSZXQbC2WZUs25YSd95vRPmq1GqO3jM54H5JsS/OVpaEkSZIGj6UopcHRzjrEg3K/3erY472jJHXddyNi58y8erY7MCEsqRK6Mbpsg30sAur35wg1qW22pfmpndJQTZ6VJElSH1iKUhocw7QOcatjj/eOktR1uwA/iYjfU5wxRoCJzHxYuzswISxJkiRJkiRJkjQHulEZUdK898xOd2BCWJI00NopuSRpuMynm+lWf6skDat2ljKQJEkaBK67K6lTmfmHTvdhQliSNNCGqeSSVHVVScTOp5vp+fS3SppfWq092M5SBpIkSRo+Vel7kKokIt423eOZeXy7+zAhLFVYq06SiWOP6XFE0vzlxahkclKS1D2ueypJUn+0U2ntHZ+/pmmfpNSJVn3eq/ba2r4H6Z5uq/t5I2Bf4Fcz2YEJYVWKpV831KqTpMl4eUldZiJMkqRqaqe0sAMpJUlV4gQA9VM7ldYcuKW51Pr7tXVP45EGQWaeWv97RLwbuGQm+zAhLKA6iVhLv0qSJEmaiXZKCzuQUpLUK+0MVHICgCRJ6tC9gO1m8j+YEB4SnY4sNBErSfNDVQYAaTg5S0+SJM0X7VxXu6zM/OQa6JIkqdsi4udw15ixhcBWQNvrB4MJ4aHhyMK72RktSY05AEhzyVl6kiRpvvC6WuodS2xLksS+dT+vA1Zl5rqZ7MCEsIaOndGSJEmSJEkaVO3MQD+xh/H0mxNhJNVzQpjmo8z8Q6f7MCEsSZIkSZIkSRXhDHRJaswJYaqaiNgc+AjwDxRlnQ8BfgN8GlgOXAfsn5k5i33/DTb4So+Uv48AE5nZ9vp/JoQroH5Eyw61GgtGR+96ztEs6lSzUaWuaSRJkiRpLrS6D5lPM9skDY52Zp1JkiRN8V7g4sx8XkSMAvcCjgUuzcyTI+Jo4GjgzTPdcWZu0q0gTQhXQP2IliWLF0P96BZHs6hDTUeVOqJUGjqt1lZir617HJEkSZqP5tN9iGtbSsOjnVlnkiRJkyJiM+DJwMEAmVkDahHxbGC3crOzgcuYRUJ4yms9HNi1/PXbmfmzmfz/TRPC4+PjrFy5craxqU071GpFIngatVqNP65YMef7qNVqTb8NtVqt+KHBNrVajRVtxNlKN+KoNXkvJrfp5P1oFUM34wQ6/m60+lu68bl1QzfiHJS/Vd3Vq+PXoHy/dli5svFxY+VKarUtKnG8V/U0u5aAu89dc30ObkcV2mM7x56pcYyPj884tm5ck9hmNWymtqV2jl/dOPZoZjo5Z7S6F2pnm1bnrcltunGMbHX9VdXv32zOS7pbr75frbTqD4LO21JVv8NzoZ1zCjR/v5o93+4+2vl+deM4OiifbTf6TlvZ5syPsviWmxs+v37f7WCrxpO02vlMqnLcmOvvV61W440//AQ3rV/T8DW2WHAv3tWF73A37lGbvU6V7mF7cbxvZx/duEftpK0MWt9DJ5/bbI/lXuN118KFC5cuX778yrqHzsjMM+p+fwBwI/DRMmH7I+C1wLLMvKHc5i/Ask7iiIjXAi8HLiwfOicizsjM97e7j6YJ4SVLlrDjjjt2EKLasWB0dMNZwXVGR0fb+gw63cfoLaPQZG2S0cky1g22aTfOVroRx2iT92Jym07ej1YxdDNOoOPvRqu/pSptvBtxDsrfqu7q1fFrUL5frc4Ho6PVON6ru9opbddqdlKz7w60/v60e2476/arOl7KoArtsZ1jz9Q4VqxYMePYunFNYpvVoJt6jKvVand9/yeWLmWkC9f/s4mjnrNA76nV8avZOaPVvVA727R73dON70Y37un7YTbnJd1tNtcCc6HV9w/oSd/DsGjnmhioxPGrG8fRQflse3GcXbB2DSNNki4L1q9v+v+385n06rzUSjvHr06+X6Ojo9y6aB23rr+z8WssWNeV73A37lGbvU4v+ry71f8P9OT41eo9Bzr+fnXjcx2Gz222x3Kv8bprzZo1Y5n56CabLAIeBRyRmd+PiPdSlIe+S2ZORESnxYAPBR6XmbcBRMQpwPeA7iSEJUnqhGtYd1ez9xNcj28+a6e0XVWWoJhPJUQldcfUY9wGy+z0sHRn02NthY6zkiRpfnMpKUnqqT8Df87M75e/n0+REF4VEdtk5g0RsQ3w1w5fZwSoH2lzZ/lY20wIS2rJ2RCarfmU+GknWdtpArzp+wkD9Z52Y0arJEmSJEnaUKtBbGBCWJK6JTP/EhF/ioidMvM3wO7A1eW/g4CTy/9+ocOX+ijw/Yj4XPn7c4AzZ7IDE8KSWnI2RPu6keQyUTaYhilZ2wuDNKN1WLQcJS5JkvrGQbiSJEnd47WVeuwIijV9R4EVwEuBBcBnIuJQ4A/A/rPZcUT8N/CpzDwtIi4DnlQ+9dLMvGom+zIhLEld1I0kl4kySXOh9Shxafj1opqDqskOITVSlSVOHIQ7PzkYWJKkueG1lXopM38CTLfO8O5d2P01wLvLstOfAc6daSJ4kglh9VSrm21JkiZVpYNW0vCwmsP8ZYeQGunFEiftDEY5sTsvpQEznwYDm/yWNKgcVCqpnzLzvcB7I+L+wL8CZ0XExsC5FMnha9rdlwlh9dR8Wk9UUmteVKsZzxmS6lWlI9nBKpJmysEo0vxKfksaLr04jzt4TFIrmfkH4BTglIh4JHAW8DZgYbv7MCEsSeobO8ckae4NSwKzKh3JDlaRVEVVGTQjabAMy3WiNOjsH+u9dpLwUpVExCJgL4pZwrsDlwFvn8k+TAhLkiRJQ8wEpmbLBJM0OKoyaEbDyfPB8PI6sXpM0g+mZsfJiaVLYa+texyRWjEJr0EREXsALwT2Bn4AnAcclpm3zXRfJoQlSZIkSfdggkmSBJ4PpF4yST+Ymh4nx8YAE8KSZu0Y4FPAUZmZnezIhLAk1XEkpqRuc61sSVN5vSFJkiRJklrJzKd1a18mhAeAi8qrkXbKNvWiJMkwdWo6ElNSvW6Ux7MMkaSpvN64W1vXs5Ja3nPZJyBJkiSpGRPCA8COZDXSTtmmXpQkmU+dmq06LbnxOGZhYAAANFhJREFURrDjcuBUZXDFoJhPM14tj6f5oNV6V64JqLnU3vWspPl0z6X5y2uS4TRMkwgkSRpkJoTniVYXX5La06rTcmLdnT2MpjPtHBdM+pVc72UDVRmoZMeC1B2t1rty0IMkSeqFXlyTtEo6q/sc0CJJUjWYEJ4nvPiSNFU7x4UqJP2kRjy3SZIkSZqJVklnSZKkYWVCWJIkSVJHLPEoSdI9dWPtZ9ePliRJUjeYEJYkSV1nKTZpfmk526aNtdpNGkuDo9l5Hspz/V4utyF1o6KNVXEkSZLUDSaEpXmu2WhjcMSxpNmxFJukeu2s1e5axcPJmW3DqZ02DSaEJUmSJKkqTAhL81zT0cYwVCOO20l+90IvZk5W5W/Vhlp1ip+w8349jkhVSVRYbldSP/TimsSZbZIkSZIk9Z8JYUnzRlWS372YOVmVv1UbslO8eqrymbQ6LjhzsrvaGTTjAI3es9R871nN4W5WzVEjbZXHliRJkqSKMyEsSaq0lgkC16eTNEMOmqmmqiQnW1UO0HDyuKBG2iuPLcmBXZKk+cZBpRo0JoQlSZXWOkFgQlj9ZfJIGi5VqRwgzRWrJEiaC1UZ2CVJUq84qFSDxoSw5iU77yVJ3WLySI1Mvd6o1WqM3jIKmHCR1D92XEmSJEnS/GNCWPOSnfe91da6W5b9lSQNmXtcbywCJn/3ekMdajXA0QEHvdfOoFNn5krS7FnhQHJte0nS7JkQljTn2lt3y4SwJElSuxzgWD3tfCbOzJWk2bPCgeTa9pKk2VvQ7wAkSZIkSZIkSZIkSXPDGcKSJEkV16o83onjq9l6dJMeRiRJkiRJkiRpUJgQliRJqrhW5fHWrb+zh9Fovmlnvb4TexiPJEmSJEmSZsaEsCRJkipj5MSTGGmy7tXE0qWwl+vO95Lr9UnV0c4AjRN23q+HEUmDybYkSZKk+caEsCRJFdGsY2rZkk17HI3UHyNjY4xMTDTeYGwMMCGs4daNgRHO7B5OvRqg0ew7OLF0aXdeROojBztJ84/nNknSXIqIhcCVwPWZuW9EPAA4D9gS+BFwYGbW+hmjCWFJGkAmDodT044pO6WknmrZYdSFWcrtJOw0P3VjYEQvkh3HPn5zVl310YbP+x0eXE2/g00GK0hSv7W6V3Yw1PzluU2SNMdeC/wKmLwRPgV4T2aeFxEfBA4FPtCv4MCEsKQBYQnRDZk4lKS51brDqPNzjrOTNOhW3XuR32FJUqV4ryxJknotIrYD9gHeAbw+IkaApwEHlJucDbydKieEx8fHWblyZa9imbd2qNVYsnjxtM/VajVqtVrTT2pym9nuo1YrZ6m3eI1m29RqNda+5d9ZfMvNDfdxx2abU3vWdnMeR7P3on6b2cbRyziBpp9rs+frX6fTv6XT71c3PpM7Vq5svo+VK6nVtuj75zYxMcFI45eo1OfabJt297FixYrGG0zup4/fv3ZepxfHjXbj6OT5+jjn+v3qRhwwt9/zdr6fd+2nAt+NTj+3iWYzCWn9nnfrM+nG+9WNfXRybGonjl62pV7soxt/azfafLNt2t3HH7vw2QMee2jvPW/32FOFa+JW+5jr40Ivrq26uY9enMd7cdzo1XViN+Lo9PvVTpxTj5Hj4+NtHbOGUa/aEtDXa6denoN7sY+5fs8H7W/txbG6G8eIbrxGq77TN/7wE9y0fk3D/3+LBffiXT247unFPURVzkv9fo12XqdK71cVrt27dfzqxd9Slc8V6Ovn1u5n4jXe3Fq4cOHS5cuXX1n30BmZecaUzf4TeBOwSfn7lsDNmbmu/P3PwLZzGmgbmiaElyxZwo477tirWOatBaOj0OCiYnR0lNHRUWgy8v6ubWa5j9HR0eKHFq/RbJvR0VHuvXYNI00OTqNr1/QkjmbvxQbbzDKOXsYJNP1cmz2/wet0+Ld0+v3qxmcy159rO9u0E8fISLN0cLU+12bbtLuPVueI0Vv6+/1r53Wq9P3q5PkN4pzj96sbcQBzfqxu5xqm1Xe0V9+NTj+3qhx7qnK87+TY1E4cvWxLvdhHN/7WbrT5Ztu0u49ufPZAR8ees26/qmUp8Kpc93T6ubV97KnANXGrfXTje96Nz6Qb3+FeHAOBOT3e9/JzBeb8O9qL71c7cU79bqxYsWLe9vn0qi0Bfb126uU5uBf7mOs2PWh/ay+O1d04RrS652rnNVr1nd66aB23rr+zcQwL1vXkuqcX9xBVOS/1+zXaeZ0qvV9VuHbv1vGrF39LVT5XoK+fW7ufidd4c2vNmjVjmfnoRs9HxL7AXzPzRxGxW88CmwVLRkuSJElSl1gKXJ3oxfrlkiRJkqSueSLwrIjYG9iIYg3h9wKbR8SicpbwdsD1fYwRMCEsSZIkSVIl9GL9ckmSqqTZYCgoB0RJklRRmXkMcAxAOUP4DZn5ooj4LPA84DzgIOAL/YpxkglhSZIkSZIkqY4z9qXeaDoYCsoBUZIkDZw3A+dFxAnAVcCZfY7HhLAkSZKk4fDWqy9ouH7vsiWb9jgaSRoszY6hUBxHT9h5vx5GNHvdOB84Y1+SJEkzkZmXAZeVP68AHtvPeKYyISxJkoZSW6XHnNkhDZWm6/e6dq8kNdWrNdBbJWu7kXT2fCB1R8uZ8uA9lyRJA8KEsCRJGkrtlR6zc0KSJKmXTNZKg6P1THm855IkaUAs6HcAkiRJkiRJkiRJkqS5YUJYkiRJkiRJkiRJkoaUCWFJkiRJkiRJkiRJGlKuISxJkiRJkjTkRk48iZFyzU+AHWo1FoyOAjCxdCns5TqfkiRJ0rByhrAkSZIkSdKQGxkbY2Ri4q5/SxYvvvv3ukSxJEmSpOFjQliSJEmSJEmSJEmShpQloyVJkiRJklQJU0tbT3XsU+7Lqh3u2/D5ZUs2nYuwJEmSpIFmQliSJEmSJEmVMFnaupFVi9dz0/q1jXcwPgdBSZIkSQPOktGSJEmSJEmSJEmSNKRMCEuSJEmSJEmSJEnSkDIhLEmSJEmSJEmSJElDyjWEJUmSNFRGTjyJkbGxaZ+bWLoU9tq6xxFJkiRJkiRJ/eMMYUmSJA2VkbExRiYmpv/XIFEsSZIkSZIkDSsTwpIkSZIkSZIkSZI0pEwIS5IkSZIkSZIkSdKQMiEsSZIkSZIkSZIkSUPKhLAkSZIkSZIkSZIkDSkTwpIkSZIkSZIkSZI0pEwIS5IkSZIkSZIkSdKQMiEsSZIkSZIkSZIkSUPKhLAkSZIkSZIkSZIkDSkTwpIkSZIkSZIkSZI0pBb1OwBJkiRJkiRJkiRJGiQRsT3wcWAZMAGckZnvjYgtgE8Dy4HrgP0zM/sVJ5gQliR1YOTEkxgZG5v2uYmlS2GvrXsckSRJkiRJkiRJPbEOOCozfxwRmwA/ioivAwcDl2bmyRFxNHA08OY+xmnJaEnS7I2MjTEyMTH9vwaJYkmSJEmSJEmSBl1m3pCZPy5//hvwK2Bb4NnA2eVmZwPP6UuAdUwIS5IkSZIkSZIkSdIsRcRy4JHA94FlmXlD+dRfKEpK91XTktHj4+OsXLmyV7HMWzvUaixZvHja52q1GrVareknNbnNbPdRq9WKH1q8RrNtWsUwTHH0Mk6g6efa7Pn61+n0b+n0+9WNz2RQvl8TExOMNH6JSn2uzbbp1Xdjrl+jndep0verk+fr45zr96sbccDcfs8H7djT6ec2MTHR+Elav+fd+kyq8p53ox1UpS31Yh+9eL+g9fer2TaDcn4clOvZdl6nnfe83WNPFa6JW+1jro8LvTyPr1ixovEGk7FU4Dzei+NGr64TuxFHp9+vXsXZ6vvVjk7/lm4ce5o9304cvfx+VaEtVWUfc/2eD9rfOijH6qocv3px3VOV4wb09/0alO9wO68zSNeJMDj3XINy3QP09XNr9zP545Trs/Hx8a5cs6mwcOHCpcuXL7+y7qEzMvOMqdtFxH2AC4DXZebqiLjrucyciIjmJ5IeaJoQXrJkCTvuuGOvYpm3FoyOQoOLitHRUUZHR2H92ob//13bzHIfo6OjxQ8tXqPZNq1iGKY4ehkn0PRzbfb8Bq/T4d/S6ferG5/JoHy/RkaapYOr9bk226ZX3425fo12XqdK369Ont8gzjl+v7oRBzDnx+pBOvZ0+rlV5dhTlfe8G+2gKm2pF/voxfsFDMx1T7NtqvCZbLBNn4/VbR97KnBN3Gofc31c6OV5vNU9/OgtvWnTnR6r23mNZtv08jqxG3F0+v3qVZzd6CNq9h1s52/pxrGn2fPtxNHL71cV2lJV9jHX7/mg/a2DcqyuyvGrF9c9VTluAH19vwblO9zO6wzSdSIwMPdcg3LdA/T1c2v3M5l6fbZixQrzel20Zs2ascx8dLNtImIxRTL4nMy8sHx4VURsk5k3RMQ2wF/nOtZWLBktSZIkSZIkSZIkSTMQESPAmcCvMvO0uqcuAg4qfz4I+EKvY5uq6QxhSZIkSZIkSZIkSdI9PBE4EPh5RPykfOxY4GTgMxFxKPAHYP/+hHc3E8KSJEmSJEmSJEmSNAOZeTnQaF2B3XsZSyuWjJYkSZIkSZIkSZKkIWVCWJIkSZIkSZIkSZKGlCWjJUmSJEmS1NLIiScxMjY27XMTS5cycewxPY5IkiRJUjtMCEuSJEmSJKmlkbExRiYmpn9ybIwGz0iSJEnqM0tGS5IkSZIkSZIkSdKQMiEsSZIkSZIkSZIkSUPKktGSJEmSJA2Jt159AavGV0/73LIlm/Y4GkmSJElSFZgQliRJkiRpSKwaX81N69dO/+R4b2ORJEmSJFWDCWFJkiRJkiR1rNkMdXCWuiRJktQvJoQlSZIkSZLUsaYz1MFZ6pIkSVKfLOh3AJIkSZIkSZIkSZKkuWFCWJIkSZIkSZIkSZKGlAlhSZIkSZIkSZIkSRpSJoQlSZIkSZIkSZIkaUiZEJYkSZIkSZIkSZKkIWVCWJIkSZIkSZIkSZKGlAlhSZIkSZIkSZIkSRpSJoQlSZIkSZIkSZIkaUiZEJYkSZIkSZIkSZKkIWVCWJIkSZIkSZIkSZKGlAlhSZIkSZIkSZIkSRpSJoQlSZIkSZIkSZIkaUiNTExMNHzylltuuRH4Q+/C0Y033rh0q622Gut3HNKgsy1J3WFbkrrH9iR1h21J6g7bktQdtiWpO2xLUnfYlrru/pttttlW/Q6iG5omhNV7EXFlZj6633FIg862JHWHbUnqHtuT1B22Jak7bEtSd9iWpO6wLUndYVtSI5aMliRJkiRJkiRJkqQhZUJYkiRJkiRJkiRJkoaUCeHqOaPfAUhDwrYkdYdtSeoe25PUHbYlqTtsS1J32Jak7rAtSd1hW9K0XENYkiRJkiRJkiRJkoaUM4QlSZIkSZIkSZIkaUiZEJYkSZIkSZIkSZKkIWVCeEhFxEi/Y5AkSdLc8FpPklQFno8kSVXjuUmSpmdCeMhExLYRca/MdHFoaRYiYmH5Xy8epS6JiCW2KakzEfHQiHhkRGwOkJkTtitp9iJitPyv7UjqgH0PUvd4TpI6ExE7g+cmSWrEhPAQiYidgIuAx/c7FmkQRcQ/ApdGxA52tEvdUd6QfQjYot+xSIMqIp4LfAZ4J3BiRLwZTApLsxURewDvjIjldhhKsxcRT4mIEyPi4Ij4+37HIw2aiHhIRLwhIl4XEff1nCTNXkTsCZwTEQ/sdyySVFUmhIdEefP1MeBdmXlpn8ORBk5ELAVOB7ajuIDczo52qTMR8RCKc9N3MvP/+hyONJDKWYwvB47IzD2AC4AHR8S7waSwNEsvAHYFXhMRDwaICO+NpRmIiL2AM4AxYC/gX2xHUvsi4u+ATwHjwObA1yLiqZNVyyS1LyKeBRxHcc/0W++PJGl6XqwPj6OBB2fmeQARcVRE/L+I2DUituxzbNIg2AQ4PTMfCHwfuLAuKeyxUpqhiNiCopPw8sz8cPnY0yLiERGxQ/m7N2lSaxPArdx93X458F5g84h4PVgSTWpX3Xnnf4Ergd8Dry7PWYv6Fpg0YCJiW4qO91dn5mnA8cCLgEf0My5pwOxDMXD2/Zn5duAnwPuBx4L3SlK7yj67E4HxzLw8IrYGjiwrWDwsIu7T5xAlqTJMcgyJzDwQ+GlEfD0iPgvsQNGp8SrgqeDFpDSdiNgIIDN/D3yx/PkNwLcpksL3z8z1ZaeHpPbdCvwQuLUsJ3gJcARwLPC+iNjZJJbUWmbeAXwVODUiHpqZ48A1wIXA30XExn0NUBogdeed71IMtvgBsJJiANO5EbGJAwGl1jLzeuAtwA8iYmFm/pJioMV9+xuZNFD+BNwREfcrf/8O8Efg9IhY6r2S1J7MXA88Cdg6Is4DPgEsAZYBRwL/CPaLSxKYEB5oEbFtRPx9RPwTQGY+DdgYuDMzX5uZxwBfAw6LiMVeTEobioiHAh+JiA9FxG7AbZPlmcqk8OXA2RHxAooy0g/oW7DSgIiIzSLifplZA46h6HB/P/DTzHwu8DqKZJbr3UsNRMQjI+KuNpKZHwXOAU4qk8K3AxcDDwWW9ydKaXDUJ3nLa73VwLLM/D5FQnhPYCGwUdmpKGkaEXG/iLg/QGZempm3ZOad5dMTwP3L7XaNiH/oV5xSVUXElhGxeUQsoRic9ADg+Ig4Czg4M/cG/gd4Th/DlAZCRDwmIp4QEU/IzJuBxwGPAb6XmSdl5qHAjcBLwKpKkgQmhAdWmcj6AvAm4D0RcThAZj4JOLhu018DNwGjvY5RqrKI2Bn4OPAN4HqKWYtL6jo0yMzXA3+j6IR/bzmLWFIDEfEwipn250XECRRJ37dTLGvwFoDMXEmxTtbSPoUpVVpE7AN8E3htRDyj7qmPU8y++nS5buMhFOvNZc+DlAZIRDwNOCAiAiAz78zMVRQzG99GcZ46DvgRcFS5brekKSJib+ArwBkR8c26x5eUP64GxiLimcCpeH6SNlD2QVxAMXvxXcBmFFX9zqfol3hRuelNwJ3T7UNSISL2pOh7eBbFBI7XZuZqYCfguLrBgNdQVC1zbW5JwnWSBlJEbAN8CnhnZp4bEXsAB0bEucDN5ayRyc6PU4HjMvO2/kUsVUtZJub1wCcy82PlY5dQrCH3v8AfM/OGcp3T5cDzMvPzETHiiEJpemVn4GkUZTe/BTwPOAC4f2Z+vG67fwKeDbymH3FKVRYRi4DdKGbV/wZ4XkSQmV/LzL9SlI2+EXgusCVwSGb+pW8BSxUXEU+k6GS/lKIs59cyczJJtQZ4OcUaqF+JiEcA15cVLiTViYgnU1znvaxcn/HiiHh/Zh4BTLaZ3wD/DxgDDi3LSksCImJH4NMUg5B+BewH7JOZ76GoVDG53VMpEsOv7EOYUuWV/XlLKNrJqzPz/Ig4Hzi5HNT3X5m5DpiIiJdRtKWX1E/+kKT5zITwYNoW+Fhmnlv+/juKMjMbZ2aWo6C2AQ4D/iMzLzKRJd0tMyci4vDMrJWjBC+nmCW8BHghxQjC04HFwAGZ+XPXGpFaWgDcDlyVmX+KiI9TrGG/e0TclpkXlJ2JHwaOyszL+hirVEmZuS4i/h9F5/pWQFAkhRdk5sXlNh8HPl6u2WjHhtRAeU8UwP7lQ88GFkTEJZl5E/BB4JLM/DVAZv6kL4FKFVe2pWXAWzPz8vLhfwdeChuU4BylmJn17My8tueBStX2GOBLmXkBQDn4/NiIOINigNIIsDVwOPC2zPxW3yKVKqw859weEb8CHhYRF2fmlRFxJPA+iip/H4yIv6covX5wuc69JAkYmZgwRziIImK7zPxz2UG4PiI+C7whM/8QEVtk5k0RsVlm3mIyWGouIp6cmd8ufz6QohPjeX0OSxo4EXE0RWfHqzLzLxGxBUVH/PaZ+ZaI2Bj4h8z8oecmqbWys/A5wD9QzBreAfhzZv60n3FJgyIiNgXuyMy1EfEiirWCLwG+Xs66n9zOc5LURERsBYxMtpuyo/2jwJMmB9lm5p0Rcb9yeRBJU0TEDpn5x3JQ+lbAR4DnZuYdEXGvzFxjP57UnnKZnX0oBvhdXQ6sfSxwLvDPwLUUy8Ld2scwJalyXEN4QGXmn8v/ri9H7G4FjEbErsAXyhuxW8ptvIjUvDc5w7d+pu/kmiKZ+e269UWuBRZGxOY9D1IaUHXt6myKEmhviIityxlYnweeEREPysy1mflD8NwktSMz/whcRFGG/aMUpQZv72tQ0gDJzNWZubb8+Rzg6xRJ4YdHxBsj4sTyOc9JUhOZeWNdMnghsBZYWCaDDwHeXSawTAZLU0zeK5XXdZQVXlYDmwDryn68kyNic/vxpObq2tOXKc5FRwB/HxH3zswfUAz8W5yZd5gMlqR7MiE8oOqSVwATFOv17A+8GzjZGzHpbuWI9oMiIspy0SPlKPb15Rojk4MrnkExuvCszLy5nzFLg6Suw+IvwOcoElbviYgHAvelKIE23qfwpIEREQsnr/Hqzk/XUZTg3Ap4bGb+pn8RStXWaImPcn1uMvMTwCco7pleA3y2d9FJw6FMZv0e+Gm5PuMrKJa0MoElTWOybUw5R20ErAJeDPwX8FX7IKTpTWk7dy1/mZlHAUlxHjo+Il5HsUTIzb2MT5IGiQnhARQRi8rk1bLJBBfFZ3kkxVojX3a9U2kDu5b/nl+WYJooS5ptB7wjInaMiAdQXEQel5lftA1JrU2Zcb+kPB9dA1wI/JRixvCHgHdPjoiXVCiv4x5b/nxgRDwwM+8sr/F2BV4TEfcqN9+BoqTg1X0LWBoAdZ3uS8r/TnYa3qtus3sDOwJ7ZuZVvY1Qqr4p13eTVZYmByvdLyI2o0hm7Q8cDbzEpQyk5sp+vImI2DwiNikrKW0PHA+8KTO/2ucQpUqqL59eDkI6fPL6LiLuD5xGUUXpTxSDaPfIzD/0K15JqjoTwhVXdwMWEREA5boI2wHfAfYtN70KOCAzL3GtEWlDmXkh8FXg4cALI2LT8gLyUoq1GFcA1wGHZOYXbENSc3UdhaOTj2XmeDkj+CyKEoInU6zds1dmnucgC+keRoDTIuJzwKspSp4RETtRlIe+NjPXAGTmwZn5475FKg2QiHg8cFZEbFzeNz0FuCwitihn3t8GPM4BFtI9Tel4fxbwxIhYUA5WegrwJYrqL3cA/w3snZm/7l/EUvXU9ePV3yuti4gdgM8Ajy0f/jlFMviS3kcpDYa6c9KTgBcAZ5btaRfgSmDbzLwsM/8TOMLrO0lqbmRiwpxH1UXEs4FjKToKP5mZH4mIEygSWR+csq2JLGmKiNg2M6+PiH+mWDfuFxTrmm6XmVf2NThpQEXEPhRJrJ8Bf8rM/4qIC4EfZ+YJ/Y1Oqq4pne0vBf4TODUzj4+IxRSDlxZk5g+8rpNam2wndf99OHAYxczFTYCPAR/IzM/1M05pkETEqyna0XMyc0U5OP004IvlYNvJ6jAuCSJNoxxQcRhF1aTLMvPrEfEV4OuZ+Z4p23q9JzUREQ8D3gmsA55HsXTiMcAVmXlx3cAl25IktWBCuOIi4sEUHYXHA4uBi4BXZuZ5ddssLNfxkTRFRGwBnEKRsDq+vDHbE/gJ8JnMvGXy4rGfcUqDJCJ2Bt4BXADUgMOByyhKQ99abuPNmDTFlGTwU4AA/g/4MEXC6r3lcxtl5u22I6l9EbEsM1eVAyvOA/6Qma+PiAdn5jW2J6k9ZcWXM4EXZubK8rHFwJaZ+Zey9O26vgYpVVjZhv4LOB9YAvwL8BaKgbO1chv78aQGprtmi4iDgP2AM4CvAIsys+b1nSTNjCWjKywitgdOBP6WmVdk5v8C+wDvj4hXlduMeBEpbWhKadq1FEmrbSLizZl5EXAxsAvwosk1ufsRpzRoImJBWc72h8DVmfnJzPwMcAhFm9q53M6bMmkadcngoygG+11dXt+9GHh1RBwaEf8GfGZyDVRJrUXEI4DzIuLlmXkH8G/Asoh4vMlgqblplvUYA24ARiNitGw/dwCblEksk8FSA+X56LPAJZn5EeBsiqVATgD2LrexH09qYMoA2n+NiEMi4smZeTbwBYr16/eiGGyB13eSNDMmhCsqIpZn5p+Ab1DceD0zIu6Tmd8FngucUq4j7JqMUikiNi5n+05ExNMjYs/MXAt8i+Km7O8i4ojM/CLwReBbdmhI7cvM9Zn5G+AjwKsi4j7l4ysoOg4Xlb97UyaVpna0R8SjKWaKPKtMVC0sly94AUXnxr7Av2fmuG1Jmt40CazfUcy+2j8i3gMcBVwLLAfPS1IjUzret4mIbTLzZmAUeGZm1sp7qxdStKuN+hiuVHmZ+RPgT8B+EbG4rJ50IfBJ4KiI2Kqf8UlVV3dOOhJ4JUVFpbdFxJGZeSbwP8ChwBP6F6UkDS5LRldQWeL2ncB1mXlCuX7PIygSWt/JzFsjYvPyRk0SEBGbUZQ2+3BmXhIR+1OUC9yzXK/n3hQXkwcA52bmu/oYrjQw6tZk3AXYCfhZZl4VEe8DnkPRpm6nmIm/f2Z+v3/RStUTEZtk5t8iYrQsa/ZwilkiBwBrgMkqFYvLn5dk5m19ClcaKGX5wF2BFcBXgV8A/0RxzfdC4HrgoYADLKQmyo73Z1Cciy4FPk+x/vbPKNZqfCxwYGb+vE8hSpVUd6+0E3CfzPxR+fjnKK7rXpCZ6yLiXsDmk2XYJW0oIh4C3J6Z15Uz7Y/JzBdExFsoBs3+hqK60qkR8SLgm7YnSZo5ZwhXxDQlbs8Hto2IN2TmfwE/Bg4Cdo2IBcDqaf4/ad7KzFuA7wGvjYinl2Vsnw9cEBF7lJ3rPwO+D1zSx1ClgVJ2cDwLOB3YnmLZgpdk5muAL1HMwD+YYrajyWCpTkTsA3wiIj4GnB8RDwNuBZIiSTVaJqkOoJjduMBksNSeiDgUeB1FRaUJ4D+AfymX2jkIeBbw1My83WSw1FhE7EfR2b4P8Gtgj8z8FfA8ipmN36VoWyaDpSnq7pU+BRwTER+OiJ0y87kUCeEvlctUrTF5JU2vTAZfDRwZEQ8uf35DRDwH2KP89xvgkIg4KjPPsT1J0uws6ncA811EbEwxYn19RDwdWFjObvwWUAP+NSIOz8zTI2IxcH39eqd2bkh3j8otRwquBY6OCDLzgnIAxfkRcTrFGo0HZebP+huxVG0RsVFm3l7+vAmwH/A0illYz6WYOUJmHh4RN1PMDH51ub3rNEpAROwJvB94BXAzxcyrj1GU3PwR8Ebg+rINvYhiUEWtH7FKgyAidgYWAr8ozzPbAm8qK8FsQtF5uG9EXJaZqzLz4n7GKw2Q24CTgTcBDwKeWT6+eWZ+tW9RSRU1pR/vMRRt5xkU90xvB+6IiPdl5vMj4iLgYRSTPCRN7waKAX6bUQxGuigzfxERz6BYj3ttRNwCfJli8IUkaZZMCPdRfYlbihmLWwDnleuefj0ivg88CnhZ2Tl/Wh/DlSqrHJU7mRQ+vZw5P5kU/mxErKRYQ+7Fmfmt/kYrVVtEPBR4T0S8OjN/SzE46VaKpQx2Bp6fmddHxN7AbzPz2IjYPiJ+BDyGYpaWNG+V56AFFJVdjsnMr5VP/SAiVgGnUsxc/B7wcGAbYJ/MvKYf8UoD5NXAvSnOR7+kWMv06Ij4RlmW/SqKNeXWN9mHNK9FxK7AI4EHAj8ELgbuAM4GfpiZe5bbHQY8NSJeDtzmYD+pME0/3s0U1SoeBRwG7AscR1FV6U2Z+az+RCpVX0QsKCc9/Q24Cng8cC3wnIi4nWIgxQ8jYjlFJYunZ+YN/YpXkoaBJaP7aIYlbr/Rx1ClyiuTwovLn/+bouz60RGxe2Z+B/iUyWCpuXLtq09SdG78CSAzxylmM+4CvDMzV0TEk4H/pBjIRGYeSJHQWm+HoQSZeSewBFgJEBFLysc/TLHO6TuAKzPzw5l5vMlgqS2vAW6hKCf4IOBE4FfAR8s29k/Apn2MT6q0iHgm8BGKJaqWAE8EPkvR3/BBYMeIeHJEvAk4AjghM2/12k6625R+vN0z89rMvBJ4AvChzPwxxSzGOygG1UqaRjn7940R8ZgyKfx2igRwDdiEYnDtNRSD0v8HeJr3TJLUuZGJCa/t+6G+pGZEHA78C3ByZn4jIp5PcaNWX+L2f/oXrVQtEbE9xUXhdZn5m/KxhZl5Z0QsA+6Tmb+ra1uvycyrLWUrNVaWPvskcGk5034BMALsQHFDtg+wG7Ci/O8bMvPL5ZpY62xf0oYi4l3AVsBhmVmbLMUeEXsA+2XmK/ocolR5EbE7xfr1v8zMH5Yz8E8CllKUZF8NHF/+vhnwCpcGke6pXNP+JODAzPxp+VhQtJ+dMvMZEXE0RTtaCpyamb/uW8BSBU3Tj/ccin68/4mIF1G0p9OAQ4AjM/PbfQtWqrCI2Aj4DMXawL8FTqEYSPtAiiTwH4DDKfojTs/MFX0KVZKGjgnhPppyMfkqinUZJ5PCT6QocftnZzVKdytnMF4IfJdibZG9M/N75XPbAt8C3pyZF5SPvYmi7MzzyhlbkhqIiJMoRuV+EXg9xcCLvYH3AlcAfwW2Bv6SmVeZBJbuabL0WUQ8Avg3ihmMH8jMO8rnX04xqOIQoGYbkqZXdhZeQFEi8I/AWcA64AyK0uvXAedk5jXlGsITmelsLGmKctDfh4Dlmfnk8rHJc9WWwLuBT0+uuz050LZ/EUvVNU1S+LkUgy2uAPYH9gQ+kZlf6V+UUvVFxIMp2sweFP14q4EjgZuAJwEPoeiLeH9mjvUrTkkaNiaE+ywiFtd1EL6CIsF1UmZeake7tKGIuB9wKfCuzDwrIt4C/B9wXmbeXK51tWhyHeGyjPTeFCUGn5OZt/cxfKmyyhlXAG8EHgQ8kyIx/HmKDvdDgf/NzA/1Iz5pEEy9bouIRRSdHE8GNqdIZv0D8ErguZn5i37EKQ2SsjT0iykG950OPIOi1O02FGtw/xY4JDN/17cgpQFQDqp9GbAl8Npy3e3JpPB5wDWZ+bZyW/shpFJdv8LkWqdT+/FeSZkUzsxv1lWEsR1JLUTEQ4EDgPsDr6ao8Pdg4IzMvG6yPfUzRkkaNiaEe8QSt1LnImJzYJfMvLgsZ3stxTrb9wU+DFyWmdeV206ukb4rsMqSZ1Jr5RqMD6FICn+OYoDFeEQcCSwDjoFize7+RSlVS0RsCtyRmWvrHpsspb4ZRbnbAyjaEBRlOK/uQ6jSQCo7Cw8GNsnMwyNiC4p17Q+kWDf4GZPXf5IaK2djHU6xFMiRmbm6fPxYYGVmfqyP4UmVUw5K+mfgrHIA+giwYJp+vMmKf6/NzF/ajydNb5oBtCMUCeBXAYsozk3j9QMwJEndZUK4ByxxK3WmLBl4R317iIinA/tk5pHleozHAW/KzO96AybNXKObrojYFfggxUClS3sfmVRdEbEvcBiwMfDOzPx63Yyr3SkG+b0pM28rt/f8JLXQoLPwQcARFG3t9Zm5urw+nMjM8T6FKlVak7Z0OLBpZh4SEc+mKHf7rMz8bZ9ClSopIj4FPIpirdP3TZattR9PmpmI2BEYK6/fJmfdT06Sug+wHcU91bYUlV9u62vAkjTEFrTeRJ0oS9x+nmI2yMsp1ud5eDnTEWAf4LTMvKCuZOcvKDo7Fvc4XKlyIuIfgUuAMyPiXZMzfzPzG5l5ZPnz14EfADuUv9vZLjUREdtHxJ7lgKVJI+VzSyPiwRFxv4h4HsXs+zebDJY2VCaDjwdOpOgoPD4i7l0mg3eg6GD/ph0aUnsiYtOI2HhKAmth+ftK4L+BmymuCe+TmbebDJbuqY229EFgLCJ+BrwNeL7JYGlaX6FYsuo24I3lciBQrBNsP57Uhoh4FPAd4JiI2GJKMvhpwCnADRT9Dr8DNu1juJI09EwIz701FCUvzioTWYdQXDx+OSIOBr6WmaeX246U29wGvM51EjTfRURQdP59FHg7RVnA95ejC+u3ewKwF7Ci1zFKg6ZMAl9MUbHiioh4PEB5Q7Yt8D1gp8xcCSRwYGZ+qa6zQ5r3ImIxsBtwbGZeAXwVqAFvLytYbAe8KDPPr287DliSplcOsPgkcFFZ+WWycsXUzsIzKZYM2aRvwUoVNoO2dBZwOXBQZv6ybwFL1fZrYHPgJ8AdwHsi4v3At+zHk9q2gmKpN4A3RcRW5TlpB+BkiqXfbsnMXwHHZeYNfYtUkuYBS0bPEUvcSp2LiC2Bc4HDM/O35fqmpwNrgdcD6ynWCD6D4ubry30LVhoAZdWKS4F3lQOV3gL8H3BeuS7WYRTrBp/edEeS6tcJ3gT4BnAZxeyQ3YFvZOYnvb6TWqubbX848I8UA2ifnpm3lZ2F51Octz5bbr84M+/oW8BSRdmWpM5M7ccr+yNOzcyDy/Lqn6CY6fjP5TWg13lSE+VgiS0oJnl8Efg7imovlwFbA7/MzGtcM1iSeseE8BwoS9z+F/B74EaKUpvTrct4GvCDzDyvxyFKAyMiTqQYmfv5cr2RJcBFwNXl4IrHAgvKGVqSmiiXK9glMy8ub86upRite1+KEk2XZeZ15bbelElTRMRuwDJgYWZ+qu7xh2Tmr8ufXwgcAPyLHe1Sc+Vs+5MoBlFcHBHbAedQLAVyCUW1pRsz81rPS1JjtiWpM3X9eCuAMYrJGxNlf8RvgDdSrBt8C0W1xbdlZq1f8UqDJCIOB74L3AScSjGx48WZ+Q3PSZLUW5aM7jJL3EqdiYgHRcTh5fqmW1Ks2/MvwGPK9eLGgZcAyyNiY+CHJoOl5iJio3Kdnpsz8+Ly4acBF2XmcynOVy8D7lduP+JNmbShiHgqRdWK7YHXR8QHyrW2RzLz13WloSe4u7NQUhPloImjywTWJsAFwBUUg5VeDOxYJrA8L0lN2Jak2ZvSj/cfFP14H4yIB1BM8ngbcEZmvopi6Z2PmwyWphcRu0XE/hFxQN3DmwGPAZYDu1AsU7VbRGzpOUmSessZwl1miVtp9iLigcAXgG9TrNHzJOCfKW7IXkaxHtYVFLOzPgDskZnZn2ilwWDVCqlzZbL3FOCGzHxPWVLwTIqS6+/IzFXldi8DXgEcnJm/6FvAUsU5217qDtuS1Lkm/Xg3UiSK75+Zl5fbOptRaqAcQPspilnA/wpcCRxDUR76GOCpwGuA3wHPB96fmX/tT7SSND85c6HLMvP/KE54T4iITcvZjIcDDwJOycx1wG3AgSaDpXt4OnB5Zr4yM1/D3WXOfgS8B3gc8DHgQxTtyWSw1IRVK6TuKNeH+zGwU0Qsy8zbgZdTlFs/DiAidqIY8f5Sk8FSY862l7rDtiR1R4N+vFcBjwaOMBkstVaec/YC3pmZ76aY4LEJxQz7BUACh2Xm54CfAyebDJak3vOGoAsscSt1JiIWlj9eC9xePjaSmadSjCy8GPhFZh4FHAjsn5mfrevkkDS9BRRt6vJybeC9gI0oOg1HI2JR2Zl4NvCGzPxB/0KVqicito+IJeX12/coOjUeFhEbZ+Ya4KXA4yJib4pz2BGZ+fM+hixVWoPOwk2BoykGWFCu2fgy4A0UnYXj/YpXqirbktSZNvrxbgdeBDywLMOOyWCpsSYDaLelWC/4tZn51XIpq4nMvK2vAUvSPGVCuENlidvPA/8I7AN8naIs51nAa4G9I2IHYAeKkbsblSdJSdw1o+ptEfFmitLqT42IN0+2k8w8DfgasEf5+/WZ+dvyZ9uS1IRVK6TZi4h9gK8C76e4rqtRzMR6LbBrRGyTmWuBS4EFmbm+/F1SA862l7rDtiTN3gz78XYAFvUnUqn62hhAezCwZ0Q8GyAz7+xftJIkL2o6d1eJW4CIOIqixO1jgb8B+1KsJbc5cJIlbqW7RcRDgAsoSkDvDmxMMQr3y+UM4ZPLTRNY3pcgpQETEQ+iGEDxO4pk8FcoZoZcHxHfz8xbI+IlwAfrqlY4uEIqlbOutgNOBl4N/Ao4iOL6bheKNexfXG57PcW6jB/pS7DSgIiI7YG/UgxI/h7wzxSdhZdn5pqIeClweTnb/mKK2fYOsJCmsC1JXWE/ntQF5QDaU4DvUiSCX8/dA2hHIuLnmXlDRHwDWNe/SCVJk0wIz1JZ4uJOivKADy0fG8nMUyNiguLm62mZ+c2I2BbYODN/W25jx7vmvYjYCDgB+Ehmvi8iTge+RZHA2g34YkRsTZEMPgA4ol+xSoOibrT7t4GHACdRdBROjnb/ZERcASzj7qoVdhJKdcoSmyspOtqvBf6ame+MiHUUnR27AFcBjwEeDuyemdf0LWCp4mbQWXjXbHuKqjGS6tiWpM7Yjyd1hwNoJWlwjUxMeE0zU2XppQOANcD/Ah8EzsnMU+q2ORX4UWZ+qj9RStUXEY8CrgNuycw7y7LRd2TmaeU6PnsCW1OsH/w1b8Sk5iLiFcAjM/Pfyt+PougsfCzwYIrR7o/k7tHun+1TqFIllYMqAlgBnE5xLffOuuePoSi5/krXYpSaq+ss/ArFwL7JzsIjKDoLHwG8oNz8euBAio54B1hIdWxLUufsx5O6KyIWUiR+/wNYWQ6qfT3FIKVdgBHuHkD76cz8Td+ClSTdxRnCM2SJW6mrfjpl/ZAx4IHlz1sCv568GTMZLDXmaHepcxGxL3AixTXcz4FzgPeV7eukcrNzgWMp1hOW1ISz7aXusC1JnbEfT+qeKQNoNwNeNDmAtpzcsQR4B8UA2i8AX+hbsJKke3CG8AyUJW4/CXwnM98TEYsoStyeBFwNfBH4OnUlbjPza/2KVxoUk0mpiHglRSnbC4HzgZdk5hX9jU6qNke7S52LiCcAZwIHZOZVEXEGxRqNpwNXAGcA5wFPoiiLtofryUmNOdte6g7bktQZ+/Gk7plmAO3XgPcBH5ocQBsRyykG0P6bg88lqXoW9DuAQZKZt1Oc+M4uZ4usAy4CHpyZK4AnU6yX8DfKi8iyvJOkJuouEq8Bnk2R0DrKZLDUXDna/ULg/4AnAM+gGO3+qog4um5TR7tLrZ2SmVeVP7+Fovz6Sop17XekKL9+BPBSk8FSY2Vn4YXAuynKCJ4DHF4mriadC6zD2fZSQ7YlqXP240ndUQ6gfRdwUGY+BRilWJrqCcArI+Kt5SCm3YBHUSxTJUmqGEtGz5wlbqW5s5qi3O1zM/Or/Q5GqrJytPsJwEcy830RcTrFaPcrKW7CvhgRW1M32r1fsUoD4PvAL+Cu9bCWAPeLiG0yc0VE/AfFuoz3zsxb+hinVGl1nYX1s+0nOwuvKNvX5Gz7yc5CB1hIU9iWpK6yH0/qjqkDaD+WmSsjYjfgrRQDaB8HHOwAWkmqJmcIz9DkRWTdiMFRYDwiHgZ8qfx9clsvIqWZuQp4aGZ+1VG5UnOOdpe6JzPvzMzV5a8jwM3ATZl5Q0S8mKLs2WKTwVJbnG0vdYdtSeoC+/Gkrvg+RdWKaQfQUlSyeA3wtMz8ef/ClCQ14wzhWZpS4vYwijKdlriVOlAmtH7f7zikAeJod6nLynPRrRHxp4g4ieIa7+DMXNvn0KRB4Gx7qTtsS1KX2Y8nzV7Z79BsAO2uwOs8J0lStZkQ7pwlbqU5YOJKaq1+tHvZZup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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(\n", + " df,\n", + " volume=True,\n", + " type=\"candle\", \n", + " style=\"yahoo\",\n", + " addplot=ic,\n", + " figscale=1.2,\n", + " #fill_between = [fill_between_up,fill_between_down],\n", + " figsize=(36,16,)\n", + ")" + ] + } + ], + "metadata": { + "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": "3.9.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/examples/Indicator_supertrend.ipynb b/examples/Indicator_supertrend.ipynb new file mode 100644 index 00000000..e50f4478 --- /dev/null +++ b/examples/Indicator_supertrend.ipynb @@ -0,0 +1,460 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "b282572e", + "metadata": {}, + "source": [ + "---\n", + "\n", + "# Mplfinance Used To Plot Supertrend\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "id": "f341883c", + "metadata": {}, + "source": [ + "### What is Supertend\n", + "- It is a trend-following indicator. The Supertrend indicator was created by Olivier Seban to work on different time frames. \n", + "- It works for futures, forex and equities. You can run it every 15 minutes, hourly, weekly, or daily." + ] + }, + { + "cell_type": "markdown", + "id": "265abc82", + "metadata": {}, + "source": [ + "---\n", + "\n", + "### mplfinance 'yahoo' styles was used to customize:\n", + "- Type of Plot Use `candle`\n", + "- It Build As Signal Trend Line\n", + "- Background, Grid, and Figure Colors\n", + "- Grid style\n", + "- Y-Axis On The Right or Left\n", + "- Matplotlib Defaults\n", + "- Fill Between\n", + "- Alpha\n", + "- Color\n", + "#### The simplest way to do this is to choose one of the `add_plot` that come packaged with `mplfinance`\n", + "#### but, as we see below, it is also possible to customize your own `mplfinance styles`.\n", + "#### Also Other Plot Type Can Be Used\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "821ec5c5", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import pandas_ta as ta\n", + "import mplfinance as mpf\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "e4bbf5f2", + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "markdown", + "id": "b32a433d", + "metadata": {}, + "source": [ + "### Read in daily data for the S&P 500 from November of 2019 " + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "a410f0a2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(200, 6)" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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OpenHighLowCloseAdj CloseVolume
Date
2003-06-2520.53000120.8319.9920.04000113.69350161250600
2003-06-2620.29999920.7620.1520.62999914.09665452904900
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" + ], + "text/plain": [ + " Open High Low Close Adj Close Volume\n", + "Date \n", + "2003-06-25 20.530001 20.83 19.99 20.040001 13.693501 61250600\n", + "2003-06-26 20.299999 20.76 20.15 20.629999 14.096654 52904900" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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OpenHighLowCloseAdj CloseVolume
Date
2004-04-0728.0828.12999927.48000027.62000118.92334272680200
2004-04-0828.0828.13999927.20000127.37000118.75205871791400
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" + ], + "text/plain": [ + " Open High Low Close Adj Close Volume\n", + "Date \n", + "2004-04-07 28.08 28.129999 27.480000 27.620001 18.923342 72680200\n", + "2004-04-08 28.08 28.139999 27.200001 27.370001 18.752058 71791400" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idf = pd.read_csv('data/yahoofinance-INTC-19950101-20040412.csv',index_col=0,parse_dates=True).tail(200)\n", + "\n", + "df = idf.copy()\n", + "df.index.name = 'Date'\n", + "df.shape\n", + "df.head(2)\n", + "df.tail(2)" + ] + }, + { + "cell_type": "markdown", + "id": "39efb27e", + "metadata": {}, + "source": [ + "- Supertrend indicator is plotted in stock price charts for investors and highlights prominently visible trends that are shown in red when prices have dipped and green when prices have risen. \n", + "\n", + "\n", + "\n", + "- **This indicator works on only two parameters:**\n", + "\n", + "- Periods: Traders usually use 10 periods – Average True Range number of days (ATR – yet another indicator that gives you market volatility value by decompressing the range of prices of a security for a particular time).\n", + "- Multiplier: A multiplier is a value by which ATR would be multiplied. Three multipliers are used.\n", + "- ATR plays a crucial role in this indicator since it is used to compute a value, and based on that, the degree of price volatility can be tracked. If all of these are too complex, you don’t have to worry; systems and screeners are now equipped to do the math for you in seconds – simply select the options on your computer and set up your trade strategy!\n", + "\n", + "- **Here is Following Calculation:**" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "1be6af19", + "metadata": {}, + "outputs": [], + "source": [ + "st = ta.supertrend(df['High'], df['Low'], df['Close'], length=7, multiplier=3,append=True)\n", + "super_trend_df = df.join(st).tail(190)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "84d8abff", + "metadata": {}, + "outputs": [], + "source": [ + "#Following Function Used To Differentiate Uptrend And Download" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "54ce6e01", + "metadata": {}, + "outputs": [], + "source": [ + "def color(super_trend):\n", + " UP = []\n", + " DOWN = []\n", + " for i in range(len(super_trend)):\n", + " if super_trend['SUPERTl_7_3.0'][i] < super_trend['Close'][i]:\n", + " UP.append(float(super_trend['SUPERTl_7_3.0'][i]))\n", + " DOWN.append(np.nan)\n", + " elif super_trend['SUPERTs_7_3.0'][i] > super_trend['Close'][i]:\n", + " DOWN.append(float(super_trend['SUPERTs_7_3.0'][i]))\n", + " UP.append(np.nan)\n", + " else:\n", + " UP.append(np.nan)\n", + " DOWN.append(np.nan)\n", + " super_trend['up'] = UP\n", + " \n", + " super_trend['down'] = DOWN\n", + " \n", + " return super_trend" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "d0043a96", + "metadata": {}, + "outputs": [], + "source": [ + "#Fuction Color Applied And Df Generated \n", + "super_trend = color(super_trend_df)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "d214d3e9", + "metadata": {}, + "outputs": [], + "source": [ + "up_super_trend = super_trend[['up']]\n", + "down_super_trend = super_trend[['down']]" + ] + }, + { + "cell_type": "markdown", + "id": "444b0bfb", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Let's say we want to plot the Supertrend along with the basic OHLCV plot. \n", + "\n", + "We Use `make_addplot()` to create the addplot dict, and pass that into the plot() function:\n", + "\n", + "We Use `Color` To Define Line Colors\n", + "\n", + "We Use `alpha` To Define Depth Line Color\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "3cc8fd1f", + "metadata": {}, + "outputs": [], + "source": [ + "ic = [\n", + " #Supertrend\n", + " mpf.make_addplot(up_super_trend,color = 'green',panel=0,),\n", + " mpf.make_addplot(down_super_trend,color = '#FF8849',panel=0,),\n", + " \n", + "]" + ] + }, + { + "cell_type": "markdown", + "id": "0b4cda06", + "metadata": {}, + "source": [ + "Use a dict to specify other attributes (kwargs) for `fill_between`:\n", + "
\n", + "To demonstrate use of the `where` kwarg to display a holding period\n", + "
\n", + "`where = supertrend['up'] > supertrend['Close']`" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "c7df8268", + "metadata": {}, + "outputs": [], + "source": [ + "#Fill Between Method Appled\n", + "fill_between_up=dict(y1=super_trend['up'].values,y2=super_trend['Low'].values,alpha=0.05,color='g')\n", + "fill_between_down=dict(y1=super_trend['down'].values,y2=super_trend['High'].values,alpha=0.05,color='r')" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "236c94af", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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