{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This section describes various options available for xy plots in **fivecentplots**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "See the full API https://endangeredoxen.github.io/fivecentplots/0.6.0/api/plot.html#plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Import packages" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import fivecentplots as fcp\n", "import pandas as pd\n", "from pathlib import Path" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sample data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use two fake datasets in this tutorial: \n", "\n", "1) make-believe current vs voltage data for a set of diodes [`df`] \n", "\n", "2) a time-series dataset for \"happiness\" data, derived from an undisclosed bodily orifice [`ts`]. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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SubstrateTarget WavelengthBoost LevelTemperature [C]DieVoltageI SetI [A]
0Si4500.225(1,1)0.00.00.0
1Si4500.225(1,1)0.10.00.0
2Si4500.225(1,1)0.20.00.0
3Si4500.225(1,1)0.30.00.0
4Si4500.225(1,1)0.40.00.0
5Si4500.225(1,1)0.50.00.0
6Si4500.225(1,1)0.60.00.0
7Si4500.225(1,1)0.70.00.0
8Si4500.225(1,1)0.80.00.0
9Si4500.225(1,1)0.90.00.0
\n", "
" ], "text/plain": [ " Substrate Target Wavelength Boost Level Temperature [C] Die Voltage \\\n", "0 Si 450 0.2 25 (1,1) 0.0 \n", "1 Si 450 0.2 25 (1,1) 0.1 \n", "2 Si 450 0.2 25 (1,1) 0.2 \n", "3 Si 450 0.2 25 (1,1) 0.3 \n", "4 Si 450 0.2 25 (1,1) 0.4 \n", "5 Si 450 0.2 25 (1,1) 0.5 \n", "6 Si 450 0.2 25 (1,1) 0.6 \n", "7 Si 450 0.2 25 (1,1) 0.7 \n", "8 Si 450 0.2 25 (1,1) 0.8 \n", "9 Si 450 0.2 25 (1,1) 0.9 \n", "\n", " I Set I [A] \n", "0 0.0 0.0 \n", "1 0.0 0.0 \n", "2 0.0 0.0 \n", "3 0.0 0.0 \n", "4 0.0 0.0 \n", "5 0.0 0.0 \n", "6 0.0 0.0 \n", "7 0.0 0.0 \n", "8 0.0 0.0 \n", "9 0.0 0.0 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(Path(fcp.__file__).parent / 'test_data/fake_data.csv')\n", "df.head(10)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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DateHappiness Quotient
01/1/201516.088954
11/2/201518.186724
21/3/201535.744313
31/4/201538.134045
41/5/201546.147279
\n", "
" ], "text/plain": [ " Date Happiness Quotient\n", "0 1/1/2015 16.088954\n", "1 1/2/2015 18.186724\n", "2 1/3/2015 35.744313\n", "3 1/4/2015 38.134045\n", "4 1/5/2015 46.147279" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ts = pd.read_csv(Path(fcp.__file__).parent / 'test_data/fake_ts.csv')\n", "ts.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Optionally set the design theme (skipping here and using default):" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Previous theme file found! Renaming to \"defaults_old.py\" and copying theme \"gray\"...done!\n" ] } ], "source": [ "fcp.set_theme('gray')\n", "# fcp.set_theme('white')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Basic XY Plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scatter" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A simple XY plot of current vs voltage is shown below for a sample set of fake diodes." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', lines=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For better visibility, we can subset the data to show only diodes that meet certain criteria. This is accomplished using the `filter` kwarg from fivecentplots:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', lines=False,\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "

\n", "

In the example above, we are selecting specific data based on values in four different DataFrame columns (\"Substrate\", \"Target Wavelength\", \"Boost Level\", and \"Temperature\"). This is conveniently achieved using fivecentplots's built-in `filter` tool, which uses an easy, human-readable string to sub-sample a dataset. Alternatively, could also have applied filtering directly to the input DataFrame as shown below, but this feels a bit cumbersome:\n", " \n", "`df_sub = df[(df['Substrate']==\"Si\")&(df['Target Wavelength']==450)&(df['Boost Level']==0.2)&(df['Temperature [C]']==25)]`\n", " \n", "Read more about fivecentplots filtering here.

\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Legend" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our sampled data set actually contains IV data for three different diodes, which are named based on their coordinates on a Si wafer. To easily separate them, we add a legend using the column \"Die\". Because we are now grouping each die individually, we enable the connecting lines between points." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, the values in the legend are sorted using so-called \"natural\" sorting via the ``natsort`` library. To disable this and order the legend based on the order in which the group was actually found in the dataframe, add the keyword ``sort=False``:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', legend='Die', sort=False,\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Axes scales" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Log- and other-scaled axes can be enabled through the kwarg ``ax_scale``. Valid options:\n", "
    \n", "
  • x-only: logx | semilogx
  • \n", "
  • y-only: logy | semilogy
  • \n", "
  • both: loglog | log
  • \n", "
  • symlog: symlog
  • \n", "
  • logit: logit
  • \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Consider the legend plot from above, now with log-log axes:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', ax_scale='loglog', legend='Die', xmin=0.9, xmax=2.1, grid_minor=True,\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Categorical labels" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Categorical DataFrame columns can also be plotted on x and/or y axes. In this example, we take the current values for each of the 3 diodes above at a voltage of 1.5V (using ``filter``) and plot the die location coordinates on the x-axis:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Die', y='I [A]', filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Voltage==1.5')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Time series" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also use ``plot`` to visualize time series data. In this example, we use the ``ts`` dataset loaded previously and place the \"Date\" column on the x-axis. For clarity, we disable markers and widen the horizontal size of the plot area." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(ts, x='Date', y='Happiness Quotient', markers=False, ax_size=[1000, 250])" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## Secondary axes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Secondary x- and y-axes can be added to an xy plot using the ``twin_[x|y]`` keyword. We must also provide an additional DataFrame column name for the alternate axes to the kwarg for the axis that is not twinned (i.e., `twin_x` means two column names are required for `y` and `twin_y` means two column names are required for `x`). Lines and markers will be colored to match the axis label. Grid lines default to the primary axis but secondary gridlines can also be enabled as shown below." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ".. note:: kwargs related to the primary axes are suffixed with `_x` or `_y`. Keywords related to the secondary axis are suffixed with `_x2` and `_y2`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Shared x-axis (twin_x)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True,\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, the same plot but with a legend enabled. Note that the legend will describe the value from the ``legend`` column and the value associated with the curve (either the primary or the secondary axis):" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, the same plot but with secondary gridlines enabled:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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t56Wnp/tm0cjMzMTj8XDjjTfW2sfhcOBwNG1WEQViEREJGG6bHVdJKRGNaCFWGA4tXY6H28wjxSfd5/DRMqrtLowGiI1q/TAMP/XprQl1AJdeeinnnnuu79+RkScP7Y2xePFi3njjDa6++mp+85vfYDDUHSDodrt9tTTXRRddxPLly5k9ezaffvopw4cPp2dP72vpZAPk3G53o9ZuKCoq4g9/+ANxcXGMHz+e0aNHM3jwYH75y1/69gkLC2twIJ7b7SYyMpLnn3++zmMmU/2fEpyMukyIiEjAcFitAFhSGg7ECsOh59zTewDw1bYccqz1L5n91ufefqVjh6UQ1alpgamxYmJiMJlMlByfDaVmW/fu3X1fXbp0afbxa8Lw7NmzmTNnTr1hGKC4uJiEhIRmnwdg8uTJlJWVkZGRwbp167jooot8j/Xr14/s7GyOHTvm22a329m7dy+9e/eu93gn1rp27VrKysp46qmnuPHGGznnnHN8S53XhOB+/frV6faxc+dO3/d9+/alsrISp9NZ6+f7n//8h6+++qpJ16pALCIiAcNR4A3EDQ2qUxgOTQN6xDG8fwJOl4f7X/iKb3Ydxe32Bqui0mpeePsHPvvmEADTJ9adBaE11XQxaA1FRUVUVVUBkJGRwRtvvMEVV1zBlClTai3KUrMPeFtOs7KyGDJkSIvOHRMTw9lnn82//vUvqqurmThxou+xyZMnExMTw8MPP8yePXvIysri0Ucfpbq6mksuuaTe40VERPhCdFJSEtXV1axbt478/Hy2bNnCI488AuDr7nD99dezbt06VqxYwZEjR/jkk09YuXKl73hjxoyhf//+PPzww2zdupXs7GxeeOEFVq1addJQfjIB3WVi+fLlbNmypcHJrNesWcNjjz1WZ/vSpUtJSUlpy/JERKSVOawFGEwmTCf0WzyRwnBou+emMfzxuQ3kWCv465JNdOlsoXOkmeyCclzHw/Etl6Vx2oCkNq3jrLPOOuUUao113XXXMWPGDH71q1/5Zn14991366wkV7MPePvWVlZWNmqmi1OZNm0af/zjH7nkkkuIiIjwbY+KimLBggW8+OKLvrmz09LSeOqpp0hNTa33WFdeeSUvvvgiBw8e5IUXXmDfvn288MILVFZW0rVrVy666CK++uor3+p+Y8eO5Y477mD58uW89NJLDBw4kEsvvdQ3aC8sLIzHH3+cRYsW8fDDD1NdXU2vXr34y1/+wqhRo5p0nQZPR54luQHvvfcezz33HMOHD28wEC9evJg9e/Zw33331doeGxt7yj4uNevQR0dHN6o/zMnEx8cDtNoynuIfuo/BQfcxsB1d/h8qduwi+c/elqSIMBvhYd4POztaGHa5XJSXl9OrVy/MZrO/ywkZpRV2/vPZHj7bfIiKaqdv+7A+8Vw9eSDj0tq+May0tJQZM2Ywf/78Js+H+3Nffvklubm5XH/99Y1+zjPPPENFRQV//OMf6308Ly+PGTNm1FrwpSPKyMggPj7e128ZvAMUP/nkE/7973+36rkCroXYarWycOFCtm7dSvfu3U+5/4EDB+jbt6/vTVBERAJTtd3Fj7sPUVRh4m//+BKA6E7hnDuyK0YDvP9VdocJw+I/MVFmZk1PZ8ZFQ8nKLsHucJPUpRPdk6Lbr4aYGH7xi1/w9ttvM2/evGYfx+128/bbbzN37txGP6e0tJR169bx5JNPNvu8HcWWLVtYu3Ytc+fOpVu3bmRmZvLOO+/UmnqttQRcIN63bx/h4eEsWrSIpUuX1jv584kOHDjA+PHj26k6ERFpC9V2F/OX72BygZXCTql0soTj8Xgor3Ly4X+zAbjsrO4Kw+ITYQ5nWN+WDSprieuvv57bb7+dPXv2NLuV2Gg08sQTTzRpxoSlS5dy7bXX0qNHj2adsyOZMWMG1dXVPP7445SUlJCUlMRVV13Ftdde2+rnCrhAPH78+EYH3LKyMqxWK9u3b+e9996jtLSUIUOGMGvWrKD4H0VEJFS8u+EwB3LK6OIop/PZ/fjt76aCx8Njr3zN5t2FALgDsgOgBCuTyVTvdGDNOU5T/O53vzvlPikpKR2+uwR4V8z73e9+16hraqmgnmXi4MGDgPcjh7lz53L//fdjt9u58847a00TIiIiHZfd4WJ9xlGiXFWEe1z0T+tNmNHAW1/sZ/PuQsYO8bYCfrn1KE6X+xRHExGpK+BaiJsiPT2dFStWEBMT45v77sEHH+TGG29k1apVje6gHh8f3+CACLfb3eDE0TUTY6sfc2DTfQwOuo+BJyu7hEqbiwHGagAS+/fnzbWZLFu1hxunDubqSf355YOrKK9yUu2y0Cups58r9rLb7b55VUWkYwvqQAze2SROFBERQUpKCtbjk7uLiEhgiLWXAvDhrjJeXXuAm6YN4ZrJA3C5PSddnEBEpDGCOhB/+OGH/Otf/2LZsmV06tQJgIqKCo4cOcK0adNa7TxVVVVUVlae9HFN8xQcdB+Dg+5j4OkU7qKTJYyIohLslkheXXuAX144iGsmD6CoqIgtewqpsjmJ7hSOxWijqMjh75IB77RrIhIYgioQu1wuSkpKiIqKwmKxMHbsWJYsWcLjjz/Or3/9a2w2Gy+99BJxcXFMnTq10cctKipq0TzEIiLSfBZTGBPSkzEdKiPfEMWZwxK5ZvJAXG4P3+0t5JVP9gMwcURXTOFBPTRGRNpIUAXigoICZsyYwd13383UqVNJTk5m/vz5LFmyhDvuuAOPx8Po0aP5+9//rknSRUQCiNlkJNZRTnF4NJt2Wpnx10/xABVV3tbgvqnRXHaWZg8SkeYJ2JXq2oNWqpMT6T4GB93HwFOzAt1d2W9j7XcabzCYKpu3O0JURDjnnJbMFef0JMLcsT7J00p1oc3lcnH77bfzhz/8gUGDBp1y/7Vr1/LSSy/x6quvNrhffn4+ixcvJiMjA4fDwZAhQ/jNb35Dnz59APjnP/9JcnIyV1999UmP0ZiV6i644AJfA+PJHq/x8+Pcfvvt7Ny5kxdeeIH+/fv7tn/22Wc8/vjjvufXLPncEQRVC7GIiASXmjB81fgUTEvLGXXGAMafMYYqpzdgRobbMZs6VhAWAXjjjTfo1atXo8Lwxo0bWbBgAV26dGlwP7vdzp/+9CdiYmL429/+hsVi4d///jdz585l8eLFxMXFMWPGDGbOnMmZZ57ZqBV9W+LWW29l0qRJtbYdOXKEnTt30qNHDz744ANuv/1232MTJ07k9NNP569//Wub1tUc6mwlIiIdUk0YvnJCTy4c6B0YbUpKwmIKo1/3WPp1j1UYlpNyVVezYfrVbJh+Na7q6nY9d0VFBa+//vopV1SrqKhg/vz5PPzww41aMGz79u0cPHiQefPmMXjwYPr06cMf//hHqqur2bRpEwDR0dGcd955p2xpbg1RUVF1prD85JNP6NmzJ9OmTWPt2rVUVVX5HjObzcTHxxMe3vHaYxWIRUSkwzkxDF9+dk8cx6fKNCUm+rkykVP78MMPSUpK8nVjOJm8vDwKCgp45plnOPvss0953D59+vDII4+QeMLroGZu9bKyMt+2SZMm8cUXX7T7FLMul4vPPvuM0aNHc84551BZWcnatWvbtYbmUiAWEZEO5edhGMBRYMUQHk54XOwpni3ifxs3bmTcuHGn3K9///78/e9/Z8CAAY06bnx8PGeccUatbe+88w42m40xY8b4tg0ePJiYmBg2b97ctMJbaMuWLRQWFjJx4kS6d+/OwIED+fDDD9u1huZSIBYRkQ6jvjAM4CgowJSYgMGoty05OVd19QlfthO222o91pbcbjd79uw5Zetwa9iwYQP/+te/uOqqq+jbt2+tx3r37s2uXbvavIYTrVq1iqSkJIYPHw7Aeeedx759+9izZ0+71tEcHa8Th4iIhKSThWEAh9Wq7hJySv+97sZ6t2+++ZZa/z5n5VttVkNpaSkul4u4uDjfttdee43ly5f7/j1lyhTuuOOOFp3n/fff59lnn2XKlCnMnj27zuOxsbHtOptOSUkJmzZt4vLLL/etHDlp0iQWL17MBx98wODBg9utluZQIBYREb9rKAwD2AusRA4a6IfKRJqmpk+v2+32bbv00ks599xzff+OjIxs0TkWL17MG2+8wdVXX81vfvObepcud7vdvlraw5o1a3A4HLzzzju88847vu0ej4cvvviCOXPmEBUV1W71NJUCsYiI+NWpwrDH48FRYMV09ll+qE4Cyfj/LPN976q2+VqGz3jlJcIiLO1SQ0xMDCaTiZKSklrbYmJiWuX4NWF49uzZXHPNNSfdr7i4mJ49676e2sqqVavo06cP9913X63t27dv5+mnn2b16tVcccUV7VZPU6kzloiI+M2pwjCAq7QMj92OKUldJqRhYRERJ3xZTthuqfVYWxs8eDD79u1rlWMVFRX5pi7LyMjgjTfe4IorrmDKlCkUFRX5vk6c3sztdpOVlcWQIUNapYZT2bdvH1lZWVxxxRX07du31tcll1xCampqhx9cp0AsIiJ+0ZgwDGjKNQk4Z511Flu3bm2VY1133XW8+eabAL4pzN59912uu+66Wl81+wBkZmZSWVnZqJkuWsOqVauIjo5mypQpdR4zGo1cddVVHDx4kO3bt7dLPc2hLhMiItLuGhuGwTvDBIBZLcQSIKZOncqrr77Knj17Gj2Y7Fe/+hW/+tWv6my///77yc3NBeDOO+/kzjvvPOWxVq1axXnnnXfKle8a0tCyzj/3+9//nt///vcnffyKK67o0N0lQC3EIiLSzpoShsE7oC6sc2eM7fBRtwSPsIgIzln5FuesfKtdukmcKCYmhl/84he8/fbbLTqO2+3m7bff5pxzzmn0c0pLS1m3bh033XRTi87dGBUVFU2aycJut1NUVITT6WzDqppHgVhERFpdcbmdr7bn8+XWo+w7UorH4wGaHobBuyiH+g9LoLn++us5fPhwi+bgNRqNPPHEE41a1rnG0qVLufbaa5v0nOb65z//yXXXXdfo/detW8d1113Hzp0727Cq5jF4an5LSR12u51Dhw4RHR1NWFhYs49Ts853e84HKK1P9zE46D62rSqbk6WfHmDzLisu909vL90SO9EvNZoN2wqaFIYBDs1fQHhcHN1m/69vWyDcR5fLRXl5Ob169cJsNvu7HBFpgPoQi4hIq7A7XDzxn51k5ZQD0CclipgoE3sOlZJjrSLHWsU56UlNCsPgbSHuNLBxS9uKiDSHArGIiLSKdRn5ZOWUExURzu2/GMLAHt55V9/68kc++G82AFm55Xg8nnoXEqiP2+HAWVysAXUi0qbUh1hERFrFFxlHAbhyQk9fGH5v42E++G82l47vjsVkJMdaRWZ2WaOP6SwsBI9HU66JSJtSIBYRkVaRa60EYOQAb//eEwfQXX1ubwb19IbkHGvVSY/xc/aC43MQJyW1crUiIj9RlwkREWkVpnAjNoebsioHG7fn15lNoqzS4duvsRwFVggLI7xLXFuULCICKBCLiEgrSe8Xx5Y9Rbz0USaH8ytrheF9R0o5mFdBmNHAsD6xjT6mo8CKKTEBg1EfaIpI29FvGBERaRUXjOkGwOH8SnomR5LerwvWkmo++zaXhSt2A3DG0ETiohs/BZnDWqD+wyLS5tRCLCIirWL3oRLf94fzK3nolR9qPd6vWzQzLuzbpGM6Cqx0GtC/VeoTETkZBWIREWmxEwfQDekVy+otOWw/UIzd4SY1MZJJI7oycUQyZlPjFznyeDzYC6zEjB/XhpWLiCgQi4hIC9W3HHPNjBIt4Sovx2OzYUrUDBMi0rbUh1hERJqtvjDcWhy+KdfUh1hE2pYCsYiINEtbhmE4IRBrUJ2ItDEFYhERabK2DsMAjoICwqKjCIvs1CbHFxGpoUAsIiJN0h5hGMBhtap1WETahQKxiIg0WnuFYfAu26wlm0WkPWiWCRERaZT2DMNwfA7i/v3a/DwdzfLly9myZQsLFiw46T6lpaU899xzbN68GYPBwKRJk5g9ezYRERHtWKlI8FAgFhGRU2rvMOxxOnEeOxZyXSbee+89Xn75ZYYPH97gfg899BDV1dXMnz+f8vJyFixYQHV1Nffcc087VSoSXNRlQkREGtTeYRjAUVgIHk/ITLlmtVp54IEHWLx4Md27d29w3507d5KRkcHcuXMZOHAgo0aN4o477uCzzz7DarW2U8UiwUWBWERETsofYRh+mnLNHCKBeN++fYSHh7No0SKGDBnS4L7btm0jPj6e3r17+7aNGDECg8HA9u3b27pUkaCkLhMiIlIvf4Vh8A6oI8xIeJcu7Xpefxk/fjzjx49v1L5Wq5Xk5ORa20wmEzExMRQUFLRFeSJBTy3EIiJShz/DMByfci0+AUNYWLufu6Orrq7GZDLV2W4ymbDb7X6oSCTwqYW4EWJjYzGbzfU+Vl5e3uAvILPZjNHo/bsjPj6+3n2KiooaPH90dPRJzw9gt9spLy9v8BgnO3eNxlxHdHR0g8fQdXjpOn6i6/hJR7yOrNwyNu8qpKLKSZfOZqaO60XP1HhsDjdXTu7MDdPSsZhqt5u013UUlJQQ2S213ms61fPb63643W6ioqIa3OdUtTaHxWLB4XDU2e5wODTLhEgzKRCLiISYimon/1y5lx0HimttP1rs4PbrYnC5PUSYw+qE4fZUfTSfzgMH+O38HVlSUhJfffVVrW0Oh4PS0lISQ2xWDpHWokDcCCUlJYQ182O7mlYEOHWLxMm0RgtDc89dw263t/gYuo6f6Dq8dB0/aa/rcLs9PL1iN3uPlBJmNDB2SALdEyPJzC5j886j3PjgJ/TuGsVf/mcEFc2ooTWuo7CwkOq8PCJPH9Wsn2t73Y/IyMgWnaO50tPTWbJkCdnZ2b4ZKTIyMgBIS0vzS00igU6BWEQkhPyw/xh7j5QSYTYy78Z0enX1fuT/3sbDZOw/BsCPRyvIK6oiJb6TX2p0V1Tgrqru8DNMVFZWUllZedLHXS5Xq5zH5XJRUlJCVFQUFouFoUOHkpaWxiOPPMLtt99OVVUVCxcu5Pzzz1cLsUgzaVCdiEgI2bjdOwvBuSNTaoXhmgF0p/WPA+C/2/03W4H9+JRrWrbZq6CggOuuu44vvvgCAIPBwIMPPkhKSgp33303Dz/8MGPHjuX222/3b6EiAUwtxCIiIeRYmQ2Agd07A3Vnk3j/qyP8sL+YY+X+m63A4QvEodna+fPV5lJSUli9enWtbV26dOHPf/5ze5YlEtQUiEVEQkh0J+90XdnWSrKtlXWmVsu2ersAREX47+3BYbVijIwkzE99dEUk9CgQi4iEkLFDEsjYf4yPNmV7p1c7IQwfOlrBlt2FAJwx1H+ts46CgpBtHRYR/1AgFhEJIWcMTWT52oNUVDl906pt2VNI5pFSvsw4isvtIa1vHH1TG57Hty05CqwdfkCdiAQXBWIRkRDy8dfZVFQ5ieoUTkWVk3fWH671+KAeMdw6fZCfqvNyWK1E9Onj1xpEJLQoEIuIhIgTB9BdNK473+y2snlXIeXVTrpEmzk7PYnT+nXBaDT4rUaP04WjsEhdJkSkXSkQi4iEgJ/PJgFw1vBkzhqe7OfKanMUFYHHo0AsIu1K8xCLiAS5+sJwR+Uo8M5/rEAsIu1JgVhEJIgFUhgGb/9hjEZMXeL9XYqIhBAFYhGRIBVoYRi8M0yY4uMxhIf5uxQRCSEKxCIiQSgQwzB4l21WdwkRaW8KxCIiQSZQwzAcbyFWIBaRdqZALCISRAI5DIO3D7EpUYFYRNqXArGISJAI9DDsqqjAXVmpFmIRaXcKxCIiQSDQwzB4u0sAmJOS/FyJiIQaBWIRkQAXDGEYjk+5BuoyISLtToFYRCSABUsYBu8ME8ZOnTBGRfq7FBEJMQrEIiIBKpjCMPw0w4TBYPB3KSISYsL9XYCIiNTP6XLz3d4iNmzLp7DURidLOGMGxTNhRFfWfJsbVGEYvMs2a0CdiPiDArGISAdUWe3kyTd3kZldVmv7/uwy3t1wGJvDHVRhGLx9iKNPH+XvMkQkBCkQi4h0QIve30dmdhmdLGGcPzqVwb1iOFpUzdvrD1FR5cRiMjJldKq/y2w1HpcLR2GRZpgQEb9QH2IRkQ7mcH4FGfuPYTTAvTekcdXEXqT1iaO8ykFFlZOoTuHYHG42/JDv71JbjaPoGLjd6jIhIn6hQCwi0sF8u6cQgJED4umdEg3UHkB31QRvN4lvju8XDDTlmoj4kwKxiEgHU2VzAdA1PgKoO5tE1/hOx/dz+q3G1uYoKACDAVNCvL9LEZEQpEAsItLBxMdYANhzqLTeqdV2HyoFIOH4fsHAUWAlPL4LhnANbRGR9qdALCLSwZyZlkiY0UBWbnmdMPxjXjmfbckFYMJpyf4ss1U5CqwaUCcifqM/xUVEOpjYKDMDundmz2FvS/DWzGNU213kFVWTkVmE2wMDundm1MDg6V7gsFqx9Ojh7zJEJEQpEIuIdDDvbTzMnsOlDO4ZQ2Z2GQdyyzmQW+57fET/Lsy+bCDhYcHzIZ+9wEr0qJH+LkNEQpQCsYhIB/LzPsOlFXY27bRSWGKjkyWM0YMT6Jkc5e8yW5WrshJ3RYWmXBMRv1EgFhHpIOobQBcTZebCsd38XFnb0pRrIuJvwfN5m4hIAKsvDIcKR8HxQKxBdSLiJwrEIiJ+FsphGLyB2BgRQVh0cHUFEZHAoUAsIuJHoR6GwTugzpSUiMFg8HcpIhKiFIhFRPxEYdjLYbWq/7CI+JUCsYiIHygM/8RhtWqGCRHxKwViEZF2pjD8E4/bjcNaqEAsIn6lQCwi0o4UhmtzHisGl0vLNouIXykQi4i0E4XhuhwFBYDmIBYR/1IgFhFpBwrD9XNYrWAwEJ4Q7+9SRCSEKRCLiLQxheGTsxdYCe8Sh9Fk8ncpIhLCFIhFRFqBx+PB5nDhdLlrbVcYbpijQFOuiYj/hfu7ABGRQGZzuFjzbR5fbM2joNgGwOCeMVwwJpUjBRW8u+GIwnADHFYr5tRUf5chIiFOgVhEpJmqbE6eeH0nWbnltbbvOVzKnsOlAFxxTg+F4QY4CqxEn5bu7zJEJMQpEIuINNNrnx0kK7ecqIhwrjmvN2MGJ1BZ7WTR+/vIzC4DoEdSlJ+r7Ljc1dW4yso0B7GI+J36EIuINENppYNNO71Thv3+qsGcO6IrURHh/HdHAZnZZQzo3hmA1Vty/Vlmh2YvsAKack1E/E+BWESkGTKPlOJ0eeiW2IkhvWKB2gPoZl02EPB2n/j5QDvxcliPB2K1EIuInykQi4g0g9PlAaCTxdvz7OezSURawnz7utwev9TY0TkKrBgsFsI6d/Z3KSIS4tSHWESkGXokRQJwIKeM19ceYNXm3FqzSXy7pwiA5LgIzOFqe6iPo6AAU2IiBoPB36WISIjTb2kRkWbolhjJoB4xuD2wanMuU89I5fKze+LxeNj9YwlvfvEjAJNGdVXgOwlHgRWzukuISAegFmIRkWbqkdyJvUe806ut/iaXzCNlVNlc5BRWAdAvNZrJp6f4s8QOzWG1EpU+3N9ldAhut5ulS5fy8ccfU1FRQXp6OrfddhupJ5mj+dixY7zwwgt8++23eDweTj/9dH7zm9+QqAGKIs2iFmIRkWZ4b+Nh1n53lMmnd2VwT29L8f6ccnIKqwgPMzDhtGTuvn4YFlPYqQ8WgjxuNw5roQbUHbds2TLef/997rzzTp566incbjfz5s3D4XDUu//DDz/M0aNHeeyxx3j88cc5evQof/nLX9q3aJEgohZiEZEmqm855hxrJUcKKgkPMzCwRwydI01+rrJjcxaX4HE6NeUa4HA4WLFiBTNnzmTcuHEA3H///Vx//fWsX7+eyZMn19q/vLycH374gYceeogBAwYAcP311/Pggw9SWlpKTExMu1+DSKBTC7GISBPUF4bB26f4jKGJnD4oQWG4EX6aci3Jz5X43/79+6msrGTUqFG+bdHR0QwYMIBt27bV2d9sNhMZGcnq1aupqKigsrKSzz77jJ49exIdHd2epYsEDbUQi4g00snCsDSdo8C7qIkpMcHPlfhfwfGfRdLP/jhISEjwPXYis9nM3XffzcKFC7nyyisxGAwkJCSwYMECjEa1c4k0h145IiKNoDDcuhwFVsK7xGE0qTXdZrMBYPrZz8JsNmO32+vs7/F42L9/P8OGDeMf//gH8+fPJzk5mT//+c9UVFS0S80iwUYtxI0QGxuL2Wyu97Hy8vJ6f2HVMJvNvr/Y4+Pj692nqKiowfNHR0ef9PwAdrud8vLyBo9xsnPXaMx1nOqjOF2Hl67jJ8FyHWu+OdhgGA6U6+hI98NeYD1p/+HGXEdD2us63G43UVFRDe5zqloBLBYL4O1LXPN9zfMjIiLq7P/ll1+ycuVKli1bRmSkdz7sv/3tb9x0002sWrWKq6666pTnFJHa1EIsItIAm8PNph0FahluZQ6rVTNMHFfTVaKwsLDW9sLCwnqnUdu2bRs9evTwhWGAzp0706NHD44cOdK2xYoEKbUQN0JJSQlhYc2bOqmmFQFO3SJxMo1pYTiV5p67ht1ub/ExdB0/0XV4dfTraGw3iY5+HY3VntfhKLASNTyt3scC5TpODKQt0a9fPyIjI8nIyKBbt26+82dmZjJ9+vQ6+yclJfH5559jt9t9rdhVVVXk5uYyZcqUVqlJJNQoEIuI1EN9htuO22bDVVoa8FOuVVZWUllZedLHXS5Xo45jNpuZPn06S5YsITY2lpSUFBYtWkRSUhITJkzA5XJRUlJCVFQUFouFCy64gDfffJOHH36YX//613g8Hl5++WUsFgtTp05trcsTCSnqMiEi8jMKw22rZso1Ldv8k5tvvplp06bx5JNPcscddxAWFsajjz5KeHg4BQUFXHfddXzxxReAd/aJf/zjH3g8HubOncsf//hHwsPDefLJJxvs0ywiJ2fweDwefxfRUdntdg4dOkR0dHSzu0zATwNEWvoRnviX7mNwONV9VBhue+VbM8h+9p/0X/A44bGxzTpGILweXS4X5eXl9OrVq8EBeiLif2ohFhE5TmG4fdgLrBjMJsK0opqIdBAB3Yd4+fLlbNmyhQULFpx0n9LSUp577jk2b96MwWBg0qRJzJ49u96pbEQkdCkMtx9HgRVTYhIGg8HfpYiIAAEciN977z1efvllhg8f3uB+Dz30ENXV1cyfP5/y8nIWLFhAdXU199xzTztVKiIdRZXNxY4DhbjdHmIsLt8SywrD7UtTrolIRxNwgdhqtbJw4UK2bt1K9+7dG9x3586dZGRksGTJEnr37g3AHXfcwX333cctt9xS7/yOIhJ8qmwu3vryRzZuz6fa7p0GMTzMwNghicRFm/j46xyF4XbkKCggKm2Yv8sQEfEJuD7E+/btIzw8nEWLFjFkyJAG9922bRvx8fG+MAwwYsQIDAYD27dvb+tSRaQDsNldPPH6DtZ8l0e13U1CbARd4yNxujz8d0cBH3+dw0XjuikMtxOP243DWhjwU66JSHAJuBbi8ePHM378+Ebta7VaSU5OrrXNZDIRExNDQUFBW5QnIh3MR19nk5VbTnSncGZfNpCJo/thMBj4x7LNfJmRD0BxucPPVYYOV2kpHodDXSZEpEMJuBbipqiursZkMtXZbjKZsNvtfqhIRNqTy+3hy61HAbjxgr6k9+uCwWDgP5/t5cuMfM4d4f2D+ZvdVsqrFIrbg73AOwexArGIdCQB10LcFBaLBYej7pucw+Fo0iwT8fHxDc4h6Xa7aWg6Z6PR6DuOBC7dx8BTUFxFSYWDMKOBC84ciCncyBtr9vHap3v55YWDuO78Qew+vJajRZWUVIfRq7vubVtzVVYBkDxwIGEWS7OPEwivR7vd3ipLcotI2wvqFuKkpCQKCwtrbXM4HJSWlmpAnUgIMB6f1svj8eByu/nPZ3tZtmoPN04dzHXnD8Lj8eBwepfXNRo1BVh7qD56FFOXLi0KwyIirS2oW4jT09NZsmQJ2dnZvhkpMjIyAEhLS2u181RVVTW4nn0grKgkp6b7GHg8Hg/JcRHkF1fz//2/TWTsL+aXFw7i2ikDKSoq4of9xygqtRFhNhIX4da9bQelhw8TnhDf4p91ILweXS6Xv0sQkUYKqkDscrkoKSkhKioKi8XC0KFDSUtL45FHHuH222+nqqqKhQsXcv755zephbioqKhFSzeLiH8YDQamjE5h+ZqDZOwv5rT+cUyf2A+H081/dxTw2mcHADgnPZlOFr3G24OjQHMQi0jHE1SBuKCggBkzZnD33XczdepUDAYDDz74IM888wx33303FouFiRMnMmfOHH+XKiLtpNLm9H3/w/5irn/gEwwGA263t99/v9Rorj6398meLq3MXmAlcmjDU2aKiLS3gA7EP19tLiUlhdWrV9fa1qVLF/785z+3Z1ki0kG8t/EwKzccYfo5PYi0hLPm2zzyi6vxeDzERpmYNLIrF43rjsWs1uH24LbZcZWUYEpK8ncpIiK1BHQgFhE5mfqWY75gTCqER+H2eDA4KzWQrp05CjXlmoh0TArEIhJ06gvDAAaDgfhY75SLRUVV/iovZDmOz0FsViAWkQ4mqKddE5HQc7IwLP7nKLBiMJkIi4nxdykiIrUoEItI0FAY7tgcViumxAQMRr31iEjHot9KIhIUFIY7PnuBVQPqRKRDUiAWkYCnMBwYHAVWTFolVEQ6IAViEQloCsOBwePx4LAWaIYJEemQFIhFJGApDAcOV2kpHrtDM0yISIekQCwiAUlhOLDUTLmmFmIR6YgUiEUk4CgMBx57TSBWH2IR6YAUiEUkoCgMByaH1UpYTAxGi8XfpYiI1KFALCIBQ2E4cDkKNKBORDouLd0sIh1K/rFqMvYfw2Z3kdwlglED4zGFGxWGA5ymXBORjkyBWEQ6hMpqJ//v40y27CmqtT26UziDesbw3d4iheEA5rBaiRw8yN9liIjUq8WBeP/+/WRnZxMTE8PIkSNboSQRCTUOp5t/vLGT/TnlGIChvWOJjzGz88cSikrtfLe3iNMHxSsMByi3w4HzWLG6TIhIh9XsQFxcXMy9997L999/D4DBYODrr7/mySef5JJLLmHQILUEiEjjbNpZwP6cciItYdx9fRp9U6MBeHfDIVZuOALA3sOlOJxuTOEa+hBoHNZCAC3bLCIdVrPfWRYuXMh3331HfHw8FosFj8cDwAcffMCcOXM4cOBAqxUpIsFtXUY+ABeP7+4Lw+9tPMzKDUeYfk4P4mPMlFc5+X5fUUOHkQ7KUVAAaMo1Eem4mh2IN23aRGRkJCtWrKBnz58+xrzwwgspKyvjn//8Z6sUKCLBL/9YNQDpfbsAtWeTuOKcXgztFevdr7jabzVK8zmsVgzh4YTHxfq7FBGRejU7EJeXl5OcnEx0dHSt7XPnziUxMZFvv/22xcWJSGiwmL2/igpLbfXOJlFUZvfuZwrzW43SfN4ZJhIwGNXdRUQ6pmb/durTpw9HjhwhJyen1naXy4XT6cThcLS4OBEJDaMGxAOwbPWBOmH4QG45u34swQCMGNDFj1VKc2nKNRHp6JodiK+++mqcTiezZs3i6NGjgLf/8O23305JSQkjRoxotSJFJLhNHp2C0WigsNRGQoyFnslR/JhXzof/PcITr+8AYPTgBJLjIvxcqTSHvcCqGSZEpENr9iwTV1xxBbt27eLtt98GvLNMPPTQQ3g8HiIiIvjd737XakWKSHD7eqcVt9vjC8VPv7W71uP9u0XzPxf191N10hIejweH1Yrp7PH+LkVE5KRaNA/xvHnzuPDCC3nzzTfJysrCbrczbNgwbrnlFgYMGNBaNYpIEDuxz/CZw5JY810u3+8rwuZw07VLBBNP68q4YYmabi1AucrK8NhsaiEWkQ6t2YF469atDB06lNGjRzN69OjWrElEQkR9A+humNKXG6b09XNl0locBVZAU66JSMfW7EA8a9YswsLC6NevH2lpaQwbNoy0tDQGDBiAUSOJReQU6gvDEnwcVm8gNquFWEQ6sGYH4ri4OIqLi8nMzCQzM5OVK1cCYDabGTp0KKNGjeLss8/W4DoRqUNhOHQ4CqyEde6MMUIDIkWk42p2U+5HH33EhAkTAOjZsyddu3bF4/Fgs9nIyMjg5ZdfZtasWfzmN7+hqqqq1QoWkcCmMBxaNMNE8Pniiy/Iz8/3dxkirarZLcT/+Mc/+Oqrr3juuecYO3YsAAcOHOCxxx7j+++/Z/jw4ezatYvvv/+e559/nrvuuqvVihaRwKQwHHocBQXqPxxk7rnnHjweDwkJCQwbNszXZXLYsGHExmo1QglMzQ7EH3/8Mampqb4wDNC3b18WLFjApZdeyogRI7j33nu5+eabWbdunQKxSIhTGA5NDquVTgM161AwMRgMABQVFbF+/XrWr1/ve6xbt261AvLQoUPp1KmTv0oVabRmB+KoqChycnLYsGED55xzjm97dHQ0UVFRfPTRR9x+++307Nmzzmp2IhJaFIZDj9tmY9/vbgcgPE6thsHknXfeYefOnezYsYOdO3eye/duX9fI3NxccnJy+OyzzwBveN68ebM/yxVplGYH4osuuohXXnmFu+66i0mTJjFhwgSio6P57LPPyM/Pp0uXLlRVVVFUVESEBlOIhCyFYTElqMtEMOnWrRvdunXj/PPP9207cOCALyDv3LmTffv24XA48Hg8fqxUpPGaHYhnz57N7t27+frrr/n888/5/PPPaz1+4YUX8tJLL1FaWkpaWlqLCxWRwKMwHHrcNlut/wKEx8b4/m20WPxSl7Stvn370rdvXy699FIAnE4nmZmZ7Nixw8+ViTROswOx2Wzm2Wef5ZNPPuGTTz5hz549VFRU0LVrV6ZOncrNN9/M//f//X8AXHvtta1WsIgEBoXh0FTTTeJEP/7t//N9P3jJC+1ZjvhJeHg4Q4YMYciQIf4uRaRRWrR0M8C0adOYNm1avY9NmjSJ6dOnM3LkyJaeRkQCiMKwiIgEkhYF4o8++ogdO3YQHx/vG1UaExPje/zcc89tcYEiElgUhkPbwOcWAt4uE/v/7x4A+v9jvrpKiEiH1uxAvHTpUp555pk621NTU0lNTaWoqIg33nijRcWJSMfj8XjYfaiU/+4ooKzSQedIE+PTkhjSK4b3vzqiMBzi6gu+RotFgTjALVmyhOHDh5OWlkbnzp39XY5Iq2t2IH7nnXcAOPPMMzl48CC5ubkA5OTkkJOT45unUESCR0W1k2ff3s3uQ6W1tq//IZ/EWAvWEpvCsADgKq/wdwkBxe12s3TpUj7++GMqKipIT0/ntttuIzU1td79nU4nr7zyCqtXr6aiooKBAwfy29/+lgED2mbO50WLFuHxeDAYDPTo0cMXjtPS0hg8eDAmk6lNzivSXpodiI8ePUq3bt14+umnefPNN/nkk0+YOXMmL7/8MhkZGfz2t79tzTpFxM88Ho8vDJvDjZw1PIk+KdEczCtn/Q/5WEtsJMZauOysHv4uVToAR2EhAH3++oBahxth2bJlvP/++8ydO5fExEQWL17MvHnzWLx4cb1hc+HChXz99dfMnTuXrl278vLLL/OnP/2Jl156iaioqDapsaah68iRIxw5coSPP/4YAJPJxMCBA2uF5N69e7dJDSJtpdmBOCYmhvLycux2O6mpqRw5coTx48czcuRILrroIgoKClqzThHxs92HSn1h+E8z0unV1fumW7LRjsvtIcxowFpiY8+hUob01kIMoc6ekwthRsxdu/q7lA7P4XCwYsUKZs6cybhx4wC4//77uf7661m/fj2TJ0+utX9ubi6rVq3ib3/7m2+12P/7v//j1ltvZe/evYwaNapN6hwwYABPPfUUO3bsYPv27ezYsYNdu3ZRVVXFrl272Llzp2/fzp07+8YW3XrrrW1Sj0hranYgHjNmDKtWreLBBx/klltuoaioiN27dzNkyBA6d+7Mxx9/rOWaRYLIf3d4/8g9a3iSLwyfOICuqMzOl1uP8tWOAgViwZaTgzk5GUN4iyczCnr79++nsrKyVpCNjo5mwIABbNu2rU4g/vbbb4mKivKF4Zr9ly5d2mY1zpkzh4qKCpKTk0lOTua8884DvJ8cZWVl+QLy9u3bycrKory8nM2bN/P1118rEEtAaPZvqjlz5rBlyxbCwsLo27cvnTp14vbbbyclJYW8vDy6dOnSmnWKiJ+VVToA6JMSDdSdTeKLrXl8ecJ+EtrsObmYu3XzdxkBoeYT1aSkpFrbExIS6v209ciRI6SmprJhwwZef/11rFYrAwYM4De/+U2bdVW45ZZbfN9nZWXRr18/wNuNon///vTv35/p06cDUF1dze7du/nzn//sG18k0tE1OxB3796d5cuXs3//fsLDw/nVr37Fiy++SFFREQBXX311qxXpb7GxsZjN5nofq+k2cjJmsxmj0QhAfHx8vfvU/MxOJjo6+qTnB7Db7ZSXlzd4jJOdu0ZjriM6OrrBY+g6vIL1OjpHevsxHswrp2SjnXfWH+aNRy7GYvL+/33R2bFMGTcQc7iRTpawDnsd9QnE+1GfjnQdWbl5dJ16QZ2aWus6GtJe98PtdjfYX7cx1wpgO76K38/7CpvNZsrKyursX1FRQXZ2NsuWLWPWrFlER0fz2muv8X//938sWbKkzRukbrjhBi6//HJ++9vf1nuuiIgIRo4cSUxMjAKxBIxmB+IHHniAcePG+ZZpnDlzJiNHjmT37t3079+f8ePHt1qRIuJ/49OSWP9DPut/yMfl9nDlhJ6+MOx2e3A43QCYw43+LFM6AEdpKY6SEiJ7abaRxrAcH3TocDh834M3UEdERNTZPzw8nMrKSu677z5fi/Cf/vQnfvnLX7J69ep2WR323Xff5dNPP+XXv/41N954Y71/PPzpT39i69atbV6LSGtoUiB+5JFHcDgcDB06lE8++YQDBw74AjF4+xWPGTOGd999l++//77NOva3t5KSEsLCwpr13JpWBDh1i8TJNKaF4VSae+4adru9xcfQdfwkEK9jSK8Y39RqYUYDRWV23l67k4N5Ffx3ewF2p5shvWK454a0Rk+7qPvxk2C6jso9e73Hi+ncrON1lOs4lcjIyBado0ZNV4nCwkK6ndDNpLCw0Nc14USJiYmEhYXV6h5hsVhITU0lLy+vVWpqyPz583nppZfYtWsXzz//PG+//Ta/+93v6qxaO3ToUIYOHdrm9Yi0hiYF4uuuu46bbrqJjz76CIDMzExuuukmhg4dyrBhwxg6dCg9e/bkpZdeoqysjM8//7xNihaR9vf+V0d8U6tZS2x8ufUoX57w+JBeMfz+qiGag1yw5eRAWBjm5OCeYaKyspLKysqTPu5yuRp1nH79+hEZGUlGRoYvEJeXl5OZmenrl3uiESNG8PLLL7Nnzx4GDx4MeLtd5OTkMGnSpKZfSBOde+65nHvuuWzatIk//OEP5OXl8cADD7B8+XLuvPNORo4c2eY1iLS2JgXiAQMGMGfOHP7zn/9QWFiI2+1mz5497N27l5UrV/r283g8bTYPooi0vxMH0F12Vg/2HCrlqxNWqjsrLYnBvWIUhgU4PqCua1cM4c37ZC3UmM1mpk+fzpIlS4iNjSUlJYVFixaRlJTEhAkTcLlclJSUEBUVhcViYfjw4Zx++unMnz+fO+64g5iYGF555RXCwsK44IIL2q3uM844w/f9lClTWLt2LbNmzWLy5Mn84Q9/oHv37u1Wi0hLGTwej6c5Txw7diwpKSlcfPHF7Ny5k127dlFSUuJ7/Pzzz+fRRx9ttUL9wW63c+jQIaKjo5vdZQJ+GiDS0o/wxL9C9T7+fDaJQBeq97E9HZq/gPDYWLr9ZmabnSMQ7qPL5aK8vJxevXo1OECvZt+XXnqJTz/9FJvN5luprmbmphkzZnD33XczdepUwNs6vWTJEtatW4fNZmPYsGH89re/bdcFMdxuN2eeeSYej4dvvvmGjRs3Mn/+fHJzcwkPD+faa69l5syZpxzgKNIRNCkQu1wuXzDcunUrBQUFtf4azc3NZe/evbhcLiZMmBDwSzkqEMuJQvE+BlsYhtC8j+3J4/Gw/867iZsymcTLLmmz8wTCfWxKIA5EPw/E4J1y7cUXX+T111/H6XQSGxvLZ5995udKRU6tSV0mJk6cyODBgxk2bJjv60SpqaknXXddRAJLMIZhaXuu0jJc5RVYNAdxSDl48CCHDh3i0KFDlJeXk5ycTG5ubq1PjkU6siYFYrvdzrZt29i+fbtvW2RkpG9QXc0yjSkpKa1eqIi0H4VhaS5bTg4Alu5qHAlWr732GkeOHOHIkSO+bddcc02tfTSeQAJNkwLxo48+yo4dO9i5cye7d++msrKSiooKtmzZwrfffuvbLy4ujrS0NJ588slWL1hE2pbCsLSEPScXQ3g4pp+tuibB46mnnsLj8fhCb81/k5KS6NOnD3379vX9t2/fvv4sVaTRmhSIzz//fM4//3zA20/s4MGDvoC8c+dO9u3bh91u59ixY2zcuLFNChaRtqMwLC1ly8nBnNIVQwvGXUjHU1paSkxMDAA9e/asN/i21rzMIv7Q7JXqDAaD70VQsziH0+kkMzPTF5JFJHAoDEtrsOfkYlb/4aBz/vnnc+aZZ/L000/z1ltv+bsckVbX7EBc4/vvv2fPnj2YTCbf4hxDhgzh6quvbo36RKQdKAxLa/B4PNiyc4hKG3bqnSXgWK1Wf5cg0maaHYirq6u56667fFOt1Bg+fDh//etf6dlTb6oigUBhWFqLq6QUd2Ul5u5qIQ5G+/bt46qrriItLY20tDSGDx/O4MGDTzrF6g8//EC3bt1ITExs50pFmq7ZgfjFF19k8+bNGAwGEhISKC4uxul0sm3bNmbNmsW///1vkpOTW7NWEWllCsPSmnwzTHTTDBPBpkuXLhw7dsw3u8Qnn3wCgMlkYuDAgb6AnJaW5lsc5PHHH2fv3r11Gs5EOqJmB+I1a9YQFhbGs88+y5gxY3C5XGzYsIGnnnqK7OxsFi9ezJ/+9KfWrFVEWpHCsLQ2e04OBpNJM0wEoVWrVpGbm8uOHTt8X7t376a6uppdu3axc+dO3nzzTQA6d+7MsGHDyM/P93PVIo3X7EBcUFBAt27dGDNmDABhYWGce+65DB48mCuvvFKzTIh0YArD0hZsObmYU1IwGI3+LkXaQM3iWyfONrV//362b9/uC8lZWVmUl5ezefNmP1cr0jTNDsQxMTHk5+dz7NgxunTp4tuekpJC165dKSgoaJUCRaTpHE43m3YWsC4jn/xj1VjMRkYNiGfy6BS+3mlVGJY2YcvOwazuEiHDYDAwYMAABgwYwBVXXAF4xxft3r3bF5I145QEiiYFYofD4es8P3bsWFatWsXvf/975s6dy8iRIwFYv349OTk5WsJZxE8qq538442d7M8pP2EjfLoll8++y8Pt9igMS6vzeDzYc3KJHnGav0sRP4qIiGDkyJG+TCASKJoUiK+++mpuvfVWLrroImbNmsW6devYt28fs2fPpnPnzkRERPhahi+44II2KVhEGvb/Ps5kf045kZYwLh7fnfS+XSgstbFs9QEKS20YjQbOHKY+ntK6nMXFuKuqNKBORAJSkzp65ebm8uCDD3LTTTeRl5fHs88+S2pqKh6Ph9LSUvLz8/F4PIwaNYqZM2e2Vc0ichL5x6r5dk8RBuDu69O45Mwe9OoaxeH8CgpLbSTEWHC7Paz5LtffpUqQsed4/5/SohwiEoia1EI8c+ZMli1bxp49e7jtttsYN24cjz32GGVlZezbtw+Xy8WQIUMYO3asb21zEWk/GfuP4QGG9Y6lb2o0UHsAXc/kKJ5+azff7yvihil9/VusBBVbdg4GswlTYoK/SxERabImBeLf/OY3/OIXv2DRokWsXLmSTZs2sXnzZqZNm8att95KSkpKW9UpIo1gs7sAiI8xA3Vnk/gxz9uv2OZw+61GCU72nBzMKamaYUJEAlKTf3MlJCQwb9483njjDSZNmoTb7ebjjz/m6quv5umnn6asrKwt6hSRRkjuEgHAzh9LeHfDoTqzSWw/UAxA1+P7ibQWW04uFq1QJyIBqtl/yvfq1Yu///3vvPTSS4wYMQK73c6rr77KFVdcwauvvorT6WzNOkWkEUYNjCe6UzhFpXZWbjjC9HN6+MLwgdxyPtqUDcDE07r6s0wJMjUzTGjKNREJVM2eh7hGeno6ixcvZv369TzzzDMcOHCAp59+mjfffJOVK1e2Ro0i0kimcCODesbw3d4iANb/kI+12EZRmZ1dP5YA0L9bNOOGJfqzTAkyzqJjuKur1UIsIgGrRYG4tLSUrKws9u/fT1ZWFnFxcYC3tSA3V6PYRdrbexsP893eIk4fFM/ew6UUldrZuN07FaIBGD04gf+5qD+mcPXzlNZjy8kB0JRrIhKwmhSI33rrLQ4cOOALwceOHWurukSkiX4+gM7hdPP9viLyi6uxmMIY0b+Lr4+xSGuy5+RgsFgIj4/3dykiIs3SpED82GOPYTAY8Hg8tbZHRkbSr18/3xKONV8i0j5+HobB233ijKHqGiFtz5adiyU1RTNMiEjAalIgNhqN9OzZs07w7dGjR1vVJyKnUF8YFmlP9pwcLcghIgGtSYF4/fr1mM3mtqpFRJpIYVj8zeN2Y8vNo/PY0f4uRUSk2Zr0+ZbCsEjHoTAsHYGzqAiPzaYWYhEJaOrwJRKAFIalo7DleGcUsigQi0gAUyAWCTAKw9KR2LJzMEZEEB7fxd+liIg0mwKxSABRGJaOpmaFOoPB4O9SRESaTYFYJEAoDEtHZMvJ0YIcIhLwFIhFAoDCsHREHrcbe26eBtSJSMBTIBbp4BSGpaNyFBbisdvVQiwiAU+BWKQDUxiWjsyenQOgFmIRCXhNWphDRFqfy+2huNyO0WAgNtqE8fjgJIVh6ehsObkYO0UQ3iXO36WIiLSIArGIn9jsLj76Opsvtx6lpMIBQHJcBFNGp1Bpc7JywxGFYenQbNneJZs1w4SIBDoFYhE/qLK5eOL1HWTllgMQZjTg9njIL65m+ZqDAEw/p4fCsHRo9pxcIvr29ncZIiItpkAs4gdvffkjWbnlRHcK58YL+jJmcAIul4d/rtxDxv5iACItenlKx+Vxu7Hn5RF79pn+LkVEpMU0qE6knVXZXGzcng/A7MsGcuawJMLDjKz6JoeM/cWc1j8OgDXf5uHxePxYqcjJOQoK8DgcGlAnIkFBgViknR3Or6Da7qZLZzPD+8YBtQfQ/Xb6YAxAfnE1xeUOv9YqcjK2nFwALArEIhIEFIhF2pnb7W31DTcaMBgMdWaTCAszUDNGya0WYumg7Nk5GCMjCYuN8XcpIiItpk6KIu2se1Ik4WEGCkpsvPxxJl9m5NeaTeKb3YW4PRAbZaJLtNnP1YrUz5aTi6W7ZpgQkeCgFmKRdtY50sTYIYkAfJmRz7kjkrn87J54PB5+2H+M1z47AMCkkV0xGhU2pGOy5+Rg1gp1IhIk1EIs4gdx0Sbf919m5LPzYAkOl3eBDoB+qdFcNK67v8oTaZDH5cKed5TYCef4uxQRkVahQCzSzt7beJiPv87honHdKC538M1uKwUlNgAizEbOSU/m6nN7YzGH+blSkfo5CgrwOJ1qIRaRoKFALNKO6luO+YYpfcguqMRoNNAzOYpOFgVh6dhs2ZphQkSCiwKxSDupLwyDt0/xkN6xfqxMpGlsOTmERUcRFtPZ36WIiLQKDaoTaQcnC8Migciek4u5m2aYEJHgoUAs0sYUhiXY2HJysKj/sIgEEQVikTakMCzBxuP0zjChJZtFJJgoEIu0EYVhCUb2/KPgcqmFuJW53W5eeeUVrr/+ei677DLuu+8+cnNzG/XcNWvWcMEFF5CXl9fGVYoELwVikTagMCzByp7jDWnm7mohbk3Lli3j/fff58477+Spp57C7XYzb948HA5Hg887evQozzzzTDtVKRK8FIhFWpnCsAQzW3YOYZ07E95ZM0y0FofDwYoVK7j55psZN24c/fv35/7778dqtbJ+/fqTPs/tdvPYY48xcODAdqxWJDgpEIu0IoVhCXa2nFwtyNHK9u/fT2VlJaNGjfJti46OZsCAAWzbtu2kz1u+fDlOp5MbbrihPcoUCWoKxCKtRGFYQoE9JweLuku0qoKCAgCSkpJqbU9ISPA99nO7d+/mzTff5N577yUsTIv5iLSUFuZohNjYWMxmc72PlZeXY7fbT/pcs9mM0ej9uyM+Pr7efYqKiho8f3R09EnPD2C32ykvL2/wGCc7d43GXEd0dHSDxwjl67A53Fw5uTM3TEvH4HEG7HWcKJDvx4l0HT9p6XW4HU7s+fl0mTL5pPu013U0pL3uh9vtJioqqsF9TlUrgM3mXbrdZDLV2m42mykrK6uzf1VVFY8++igzZ86kR48eFBYWnvIcItKwgAvEbrebpUuX8vHHH1NRUUF6ejq33XYbqan1f4S3Zs0aHnvssTrbly5dSkpKSluXKyHA5nBTbXcRYQ7DYjLSQN4QCWjVOTngcqvLRCuzWCyAty9xzffgDdQRERF19n/++efp2bMnl156abvVKBLsAi4Q14zEnTt3LomJiSxevJh58+axePHiOn9dA2RlZTFixAjuu+++WttjYxu/VG5JSUmzP5KqaUWAU7dInExjWhhOpbnnrmG321t8jEC+jrJKB3tz8nC63MR1ctMtMRKo202iopHH0/3w0nX8JBCuo3TXbgAsDcxBHAjX0RiNuY7IyMgWnaNGTVeJwsJCup3wsy0sLKRfv3519v/kk08wmUxcdtllAL73mFmzZnHDDTfwy1/+slXqEgklARWIa0bizpw5k3HjxgFw//33c/3117N+/XomT677Md6BAwfo27fvKT+CE6lPlc3Ja58dZNPOApwuj2/7oB4x9EjuxNrvjqrPsIQMe04OYbExhEWfvJtAKKmsrKSysvKkj7tcrkYdp1+/fkRGRpKRkeELxOXl5WRmZjJ9+vQ6+7/88su1/r17924ee+wxHn74Yfr27dv4CxARn4AKxKcaiXuyQDx+/Pj2LFOChM3h4onXd5KV620p6pEcTVQnE/sOHWPvkVL2Hill8uldFYYlZNhychtsHZbmMZvNTJ8+nSVLlhAbG0tKSgqLFi0iKSmJCRMm4HK5KCkpISoqCovFQvfu3Ws932q1AtC1a1diYmL8cQkiAS+gAnFTR+KWlZVhtVrZvn077733HqWlpQwZMoRZs2bRo0ePdqlZAteab/PIyi0nKiKc3181mLNGeltenl/xLas2excnyC6o8meJIu3KnpNDZNowf5cRlG6++WZcLhdPPvkkNpuN9PR0Hn30UcLDw8nLy2PGjBncfffdTJ061d+ligSlgArETR2Je/DgQcDbv2ru3LnYbDZee+017rzzThYtWkSXLl3avGYJTB6Phy+2epdBvea83gzp5e1z/saafazanMvUM1JZ/U0uew6XkmOt9PUpFglWbocDe34BXS5QC3FbCAsLY9asWcyaNavOYykpKaxevfqkzx0xYkSDj4vIqQVUIG7qSNz09HRWrFhBTEwMBoMBgAcffJAbb7yRVatWcf311zfqvPHx8Q1Ov+N2u/F4PCd9/FTTrknHY7O7KCj2/gF2wbj+REeaeXNtJstW7eHGqYO5dspADuZtYM+hYoqrjAzXvQ0Yej02T8XBH8HtJnHIYGI6wM8uEO5jY6ddExH/C6iFOU4ciXuiwsJCEhMT631ObGysLwwDREREkJKS4utzJVIfo/Gn/2cqqp28sWYfr36ym5umDeHaKQPxeDxUVDsBCA8LqJeRSLNUHT4MQGQv9ZkXkeATUC3ETR2J++GHH/Kvf/2LZcuW0alTJwAqKio4cuQI06ZNa7W6qqqqGhxpXNOC0dJpgKR9De4Zw57Dpcxf+g2Z2WXcOHUw10weQFFREbt/LOFIfjnhYQZS4wy6twFEr8fmKdy7j/C4WEptNjjefc2fAuE+NnaWCRHxv4AKxE0diTt27FiWLFnC448/zq9//WtsNhsvvfQScXFxTRqYUFRUpKUxQ9D5Y1LZc7iUzOwyBnTvzMSR3SirtPPl1qO8+cWPAIxPS6JzZN35r0WCjT0nB7NmmBCRIBVQgRiaNhI3OTmZ+fPns2TJEu644w48Hg+jR4/m73//e4N9gkUAsgt+WmYjM7uM3zz+ea3H+6VGc8OUPu1clYh/2LJziD4t3d9liIi0CYOnodFgIc5ut3Po0CGio6Nb1EIcCB/tSW01K9BdcU4PeiRFsXqLd0YJgOS4CCaN6srk01OwmPTJQaDR67Hp3HY7+353O11n3EjcxHP8XQ4QGPfR5XJRXl5Or1691Agj0sEFXAuxSFv7+XLMAKMHJ9A5Jg6320N5WXGtgZoiwc6elwceD5bu6jIhIsFJgVjkBPWF4RqmcO9sEhUKwxJibNnehWjMqal+rkREpG1oviiR4xoKwyKhzJ6TQ3iXLoRFdvJ3KSIibUKBWASFYZGG2HJyMXdT67CIBC8FYgl5CsMiDbPn5Kj/sIgENQViCWkKwyINc9vsOKyFWDQHsYgEMQViCVkKwyKnZs/NBY9HXSZEJKgpEEtIUhgWaRxbjneGCYsCsYgEMQViCTkKwyKNZ8/JITwhHmNEhL9LERFpMwrEElIUhkWaxpaTq/7DIhL0FIglZCgMizSdPSdH/YdFJOgpEEtIUBgWaTp3dbVmmBCRkKClmyVoHM6v4Ns9hVTZXMTHWDgzLZHYKLPCsEgz2XLzADQHsYgEPQViCXiV1U4Wvb+PjP3Ham1/84sfGdC9M3sOlyoMizSDPScHAHNqip8rERFpWwrEEtCcLjdPvrmLzOwyjAYYOSCervER7DlUSlZuOXsOlzK4Z4zCsEgz2LJzMCUmYrRY/F2KiEibUiCWgPbd3iIys8voZAnj3hvS6J0SDXj7DGfllgOQmV1GaYWdmCizP0sVCTj2nFwNqBORkKBBdRLQNmzLB+D80am1wnBNn+G+qdG43B427bT6s0yRgGTLydGAOhEJCQrEEtAKS20ADO4VA9SdTWLI8e2FJTa/1SgSiFxVVTiLjmHurhZiEQl+6jIhAa2Txfu/8NGiavZn151NIq+o+vh+YX6rUSQQ2X1LNquFWESCnwKxBLQxg+LZn13G2+sPUVHlrBWGf8wrJyOzCIDRgxP8WaZIwLHl5ILBgDlFM0yISPBTIJaANmFEV97dcJiKKidRncKJ7hTOjoPF7D5UymdbcnF7YET/LvRMjvJ3qSIBxZ5TM8OEBqOKSPBTIJaAtubbXGwONxaTkYoqJ0s/PVDr8QHdOzP7soF+qk4kcNlycrGo/7CIhAgFYglYJw6gmzI6lQ0/5PPNnkKqbE4SYixMOC2ZUQPjCQ/T2FGRprLn5BAz/kx/lyEi0i4UiCUg1bcc89QzujH1DA0AEmkpV2UlzmPFWrJZREKGms4k4NQXhkWk9dTMMGHWDBMiEiIUiCWgKAyLtD1bTs7xGSa6+rsUEZF2oUAsAUNhWKR92HNyMSUnYzSZ/F2KiEi7UCCWgKAwLNJ+bNk5WLpphgkRCR0KxNLhKQyLtC/vlGvqPywioUOBWDo0hWGR9uUqr8BVUoJZLcQiEkIUiKXDUhgWaX+2nBwALJphQkRCiAKxdEgKwyL+Yc/JBaMRU9dkf5ciItJuFIilw1EYFvEfW04OZs0wISIhRoFYOhSFYRH/sufkYu6u/sMiEloUiKXDUBgW8T/vlGvqPywioSXc3wVI6HC7Pfyw/xgbtxdwrMxGdCcTY4ckcMbQRD7+OlthWMTPnGXluMrKNMOEiIQcBWJpFxXVTp5esZu9R0prbc/Yf4zlaw9SUeVUGBbxM7tmmBCREKVALO3inyv3svdIKRFmI+eOTGFg985kWyv5aFM2FVVOojqFc9G47v4uUySk2XJyIMyIWTNMiEiIUSCWNpeVW8aOA8WEGQ3MuzGdXl2jAMi2VmJzuLGYjFRUOflmt5WzhuuNWMRf7Dm5mLt2xRCutwYRCS0aVCdtbvOuQgDGDknwheETB9BdfGb3WvuJiH94B9Sp/7CIhB4FYmlzFVVOALonRgJ1Z5Podnx7ebXTbzWKSM2Ua+q6JCKhR4FY2lyXzmYAMrPL6p1aLfP4QLsu0Wa/1SgS6pylpbjKy9VCLCIhSR3FpM2dNTyJ9786Qsb+Y2TsP1YrDB86WsGXGUcBODs9yZ9lioQ0e04uAGbNMOEXbrebpUuX8vHHH1NRUUF6ejq33XYbqan1/4Fy8OBBFi9ezK5duwgLCyM9PZ05c+aQnKxxGCLNoRZiaXMp8Z3ofbzvMMD+nDLe/+oIL7y3l4de+YFqu5tBPWI4rV8XP1YpEtpsOTkYwsMxJ+sPU39YtmwZ77//PnfeeSdPPfUUbrebefPm4XA46uxbWlrKvffei8ViYcGCBTzyyCMUFxczb9487Ha7H6oXCXwKxNLm3tt4mB+PVvhC8Q/7i3l73SG+3mnF5faQ1jeOP/xiCEajwc+VioQuW3Yupq5dMYSF+buUkONwOFixYgU333wz48aNo3///tx///1YrVbWr19fZ/8NGzZQXV3NvffeS9++fRk0aBB//OMfOXToEDt27PDDFYgEPnWZkDb18z7DeUVV/Hd7AcfK7URFhDN2aAL9Ujv7u0yRkGfPycHSXf2H/WH//v1UVlYyatQo37bo6GgGDBjAtm3bmDx5cq39Tz/9dP76179isVh824xGb/tWeXl5+xQtEmQUiKXN1DeALiW+E1dO7OXnykTkRB6PB1t2DlFpw/xdSkgqKCgAICmpdneVhIQE32MnSklJISUlpda2119/HYvFQnp6etsVKhLE1GVC2kR9YVhEOiZXSSnuykrMmmHCL2w2GwAmk6nWdrPZ3Kg+we+++y4rV65k5syZxMXFtUWJIkFPLcSNEBsbi9lc/5Rg5eXlDf7CMpvNvo+y4uPj692nqKiowfNHR0ef9PwAdrv9lB+TnezcNRpzHdHR0Q0eo+Y6ThaGA+06TkbX8RNdh1egX4ctJ8dbQ+/epzxGR7mOhrTX/XC73URFRTW4T2O6MNR0fXA4HLW6QdjtdiIiIk76PI/HwyuvvMKyZcu48cYbueKKK055LhGpnwKxtCq1DIsEHnvNDBNdNWWXP9R0lSgsLKTbCdPeFRYW0q9fv3qf43Q6eeKJJ1i7di233norV111VbvUKhKsFIgboaSkhLBmjryuaUWAU7dInExrDJJo7rlr2O32Ux7jVGE4UK7jVHQdP9F1eAX6ddhycjGnpuBwOgP6Omq01/2IjIxs0Tlq9OvXj8jISDIyMnyBuLy8nMzMTKZPn17vcx5//HE2bNjAvHnzOO+881qlDpFQpkAsrUItwyKBx22zse93twMQPeZ0P1cTeCorK6msrDzp4y6Xq1HHMZvNTJ8+nSVLlhAbG0tKSgqLFi0iKSmJCRMm4HK5KCkpISoqCovFwqpVq/jiiy+YPXs2I0aMqBX+a/YRkaZRIJYWUxgWCXyWk6yIJu3j5ptvxuVy8eSTT2Kz2UhPT+fRRx8lPDycvLw8ZsyYwd13383UqVNZu3YtAIsWLWLRokW1jlOzj4g0jQKxtIjCsEjgcR+f1aDmvwDhiYm+fxvVwtjuwsLCmDVrFrNmzarzWEpKCqtXr/b9+/HHH2/P0kRCggKxNJvCsEhgqukmcaKj/+8Vjv6/VwAYvOSF9i5JRMSvNA+xNIvCsIiIiAQLtRBLkykMiwS2gc8tBKD48y8pWPE2AP3/MV9dJUQkZKmFWJpEYVgk8BktFvB4KFy1uta2mi8RkVCjFmKpxe5wsS4jny8yjpJrrcQUbiS9XxwXjOnG7kMlCsMiQaJo9RrcDUwZJiISShSIxafK5uSJ/+wkK+enCeltDjdb9hSxZY93nkuFYZHA5ywro+iTT+kyeRLJ113j73JERPxOgVh8ln56gKyccqIiwrlyQk9GDoinrMrBSx9lcjjf25I0pFesn6sUkZYq/OAjDEYDCZdc5O9SREQ6BPUhFgCOldnZvMsKwO2/GMKU0akkxFr4Yf8xDudX0jPZu0Tp6i05/ixTRFrIXlBA8RfriL9oGmHR0f4uR0SkQ1AgFgB2/ViMy+2hT0oUA3vEALUH0P3PRQMA2H6g2I9VikhLWd95j/DO0XSZMtnfpYiIdBgKxAKAw+kBICbKBNSdTaJzpLd3jd3h9luNItIy1Qd/pGzzNyRcfhlGi9nf5YiIdBjqQywApCZ0AmDPoVLe+vJHPvhvdq0BdFszj3n3S4z0W40i0jIFb72DOSWF2LPH+7sUEZEORS3EAsDAHp3pltgJm8PNB//N5tLx3X1heN+RUt5dfxiASSO6+rNMEWmmih07qdy1m8Srr8AQFubvckREOhS1EAsABoOBfqnR5FirAFi9JZcfj1ZQVungYF4FAP26RTNxRLI/yxSRZvC43RS89Q4R/fsRPXKEv8sREelw1EIsgLfP8IZtBZyTnuRrKd6WVczBvArCjAbGpyVx93XDMJvUsiQSaMq+2YLt0GGSfnEVBoPB3+WIiHQ4aiGWOgPoPB4Pmdll5FirMIUbGdYnlrhoDcARCURuhwPrOyuJHjmCyIED/F2OiEiHpEAc4n4ehsHbfWJgjxjf9GsiErhKvlyHo7CI7n/4vb9LERHpsNRlIoTVF4ZFJHi4Kqso/OAjYs85C0u3VH+XIyLSYSkQhyiFYZHgV7TqU9x2OwmXX+rvUkREOjQF4hCkMCwS/JzFJRxb/Rldzp+CqUsXf5cjItKhKRCHGIVhkdBgff8DDCYz8dMu9HcpIiIdngJxCFEYFgkN9rw8StZvJOGSiwiL1OqSIiKnokAcIhSGRUJHwdsrCe8SR9x55/q7FBGRgKBAHAIUhkVCR9X+LMq/+57EKy7HaDL5uxwRkYCgQBzkFIZFQofH46FgxdtYevYgZtwZ/i5HRCRgKBAHMYVhkdBS8cM2qvZlknT1lRiM+vUuItJY+o0ZpBSGRUKLx+2m4K13iRwymMi0Yf4uR0QkoCgQBzC7w8WPeeX8mFeOzeHybVcYFgk9pV9twp6TQ+LVV2IwGPxdjohIQAn3dwHSdNV2F+9uOMz6jKNU2rxBuJMljAnpyZhNRj74b7bCsEgIcdvtWFe+T+cxo+nUt4+/yxERCTgKxAGm2u5i/vIdHMgtByAqwnsLK6qdfLolF4BLx3dXGBYJIcfWfI6ztITEK6f7uxQRkYCkQBxg3tt4mAO55UR3Cud/LhrAyIHeJVkXv7+PTTutANidbn+WKCLtyFVeQdHHq4ibOAFz12R/lyMiEpDUhziAOJxu1mXkA3DztP6cPigeo8HAB18dYdNOK2cOSwRg/Q/5tfoUi0jwKvz4EzwuFwmXXeLvUkREApYCcQDJP1ZNRbWTCHMYpw+MB2oPoJt12UCiIsKpsrnIK6zyc7Ui0tYchUUUr/mc+KkXEB4T4+9yREQClgJxQPLgoZ7ZJDzeiflFJDRYV76PsVMn4i8839+liIgENPUhDiBd4yOI7hROeZWTRe/tZfPuwlqzSWzNLKLS5iIqIpzUhE5+rlZE2pLtSDal/91E8i+vwxgR4e9yREQCmlqIA0h4mJFzR3YFYPPuQs4YksAl43vgdnvYsqeQ//fxfgDOOS0ZsynMn6WKSBsrePtdTEmJxE2Y4O9SREQCnlqIA4zxhPn2N+8u5IesrwED1XbvILq+qdFccY6mXBMJZpV79lLxwza6zZmFIVx//IqItJQCcQB5b+Nh3v8qm8vO6o7bA19uPUp5lROA6E7hTBzRlcvO6kGEWW+QIsHK4/FQsOJtIvr0Jnr06f4uR0QkKCgQB4j6lmO+4pyeHC2qBiC5SwSmcPWAEQl25d99T/WBg/S8+04t0Swi0koUiANAfWEYvH2KuydF+rEyEWlPHqeLgrffJWp4GpFDBvu7HBGRoKFA3MGdLAyLSOhw22zs+93tvn93mzPbj9WIiAQffcbegSkMi8jPdT5jLBE9e/i7DBGRoKIW4g5KYVhE3DZbrf8CxE893/dvo8Xil7pERIKNAnEHpDAsIkCtbhI1fvzbo77vBy95oT3LEREJWgrEHYzCsEho87jdVGXup+ybLf4uRUQkZCgQdyAKwyKhyePxUH3wR8o2b6Fsyxacx4oJj+9C3JTJdB5zOqbkJLLuuheA/v+Yr64SIiKtTIG4g1AYFgktHo8H25Fsyr7ZQtk3W3AUWAmLiaHzmNHEnDGGiH59MRi9455P7ENstFgUiEVEWpkCcQegMCwSOux5Ryn9Zgtlm7/BnpuHMSqKzqNH0flXY4gcPMgXgkVEpP0oEPuZwrBIcDhxruCBzy2s1YrrKCykdLO3Jdh26DDGiAiiR40g6ZqriRo2FEN4w7+KjRaLBtCJiLShgAvEbrebpUuX8vHHH1NRUUF6ejq33XYbqamp9e5fWlrKc889x+bNmzEYDEyaNInZs2cTERHRzpXXpTAsErycxSWUbfmW0m+2UL0/C4PZRPRp6SRccjFR6WkYzWZ/lygdSDC9t4kEooALxMuWLeP9999n7ty5JCYmsnjxYubNm8fixYsxmUx19n/ooYeorq5m/vz5lJeXs2DBAqqrq7nnnnvapd6iUhvf7T+EzeEmNsLNkN6xGA0GhWGRIFHTv9dVXe3bduTJp6nK3A9GI1Hpw0mddQvRI07DqLAiJxFo720iwSagArHD4WDFihXMnDmTcePGAXD//fdz/fXXs379eiZPnlxr/507d5KRkcGSJUvo3bs3AHfccQf33Xcft9xyC4mJiW1Wa2W1k39/msU3u6y4PT9tT4qzMLB7Z77aYVUYFmlnbpuN/151LVC3W0NjedxuHAVW7Ll52PPyKFjxdp19qjL3Hz+hmx63/bZFNUvwC6T3NpFgFVCBeP/+/VRWVjJq1CjftujoaAYMGMC2bdvq/NLYtm0b8fHxvl8YACNGjMBgMLB9+3YmTZrUJnU6nG4WvLGTrJxyTG4H92QtB+C5oTdRUGyjoNjGWWmJLQ7DDfVZbKlAPHZb19zSINXQsfWzbp9jN60OO/ajedhzj2LPzcWel4ctNw/H0Xw8TicABs32IK0gUN7bRIJZQAXigoICAJKSkmptT0hI8D12IqvVSnJycq1tJpOJmJiYevdvLet/OEpWTjlREeHcPn0w7ke8288b2ZX3vvGeNzO7HLfHg9FgaLM6RMSrviWQa753lpXjLCrytfjac/Ow5ebiLCzy7RsWG4MlNZXIgQMwT5yAOaUr5tRUwrvE4bHbfcfb/3/ej6s1V7A0RaC8t4kEs4AKxLbjb2A/709lNpspKyurs391dXW9fa9MJhP2429ibeHLrfmY3A6uGNedvgkmjn94ymf/PcTl43vx+daj5BdXs/vHEob1iWvy8Rt6cwda9EYciMcOxJoD9dj+qtnjdmMwhuFxOfE4nHicTjxOBx6n6/j3TjwOx/HvXccfc/r+ffTV1+qcrya8+hgMmJKTMKekEDN2DOaUFMyp3q+wyMiT1l1fK7HmCpamCJT3NpFgFlCB2HL8DcbhcPi+B7Db7fWOrLVYLDgcjjrbHQ5Hk0bixsfHY25gRLjb7cbj+amjcF5RFXdlLYcsfGEY4A8H34SDMAwIi47GsPCdWo83lrOeX5AnvrmHd+7cjKMG7rEDseZAPbY/a262RszrO+rpJ4lITcFYT8gA72v8VDx2O/uOf5+QkEDYz37HnOoYBoMBQwOfGHk8nlq/Z+pjPMW1NuY6WnqM9rqOmn3i4+ObfYyGNOY6TnUeu91OeXl5g+cB/723ichPAioQ13ycVFhYSLdu3XzbCwsL6devX737f/XVV7W2ORwOSktL23TQgdkUdsp9Ei6+BHO4kbAw4ynfHIBav5h/XLqswX27Tb+swefXp6aGQ/W0pJ2o+xWXn/IYJ3OqY9dX98/Vdx1N/Xk09mcBzft5NPZ+Nuc+/vwYJ9PYYzfmDf9ETf15NOX/7VPVPOD22zCaTBjCwzGawjGYTBjrfB3fHm7CYArHGB4ORiPOqioA3NU2ttwyC4AxLy3GGOENH6YGWoAbKywigrPfXdHi40joCZT3NpFgFlCBuF+/fkRGRpKRkeH7pVFeXk5mZibTp0+vs396ejpLliwhOzub7t27A5CRkQFAWlpaq9VVVVVFZWWl79/D+8WyoOIGRg2MZ+aFvci6617A26/wQKGDvy/fjut7E3+/dTTxMU3/WHXgmWcAJ++z2JKPageOHxdwxw7Yn0db1t1Gx+4oP4+atj1XfQdyOr1f1XUfOrE7RklVJUb38SOc8PqVwFDTMlxUVHSKPdtOZGQkUVFRLT5OR31vEwklARWIzWYz06dPZ8mSJcTGxpKSksKiRYtISkpiwoQJuFwuSkpKiIqKwmKxMHToUNLS0njkkUe4/fbbqaqqYuHChZx//vlN+iu6qKiIsLBTt/rWuGBMKl/vsLJ5fxl8eoia8cGfby9i5eZ8HEYT44YmNisMQ/2ho7X6LAbisQOx5kA9diDWLNJWKisrazWG/JzLVe+fbHX4671NRH4SUIEY4Oabb8blcvHkk09is9lIT0/n0UcfJTw8nLy8PGbMmMHdd9/N1KlTMRgMPPjggzzzzDPcfffdWCwWJk6cyJw5c9q0xn6pnbl5Wn9e+WQ/3+8r8gXiN7/4EYfRRL9u0fzqwrofg4lI2zJaLIx/+w3Avy2LIj8XCO9tIsHM4GlMJ78QZbfbOXToENHR0U1qIa6RlVvGZ1vy2JZVjN3hIiW+E+eOTGbCaV0xhZ96oI90LB3hI1ppOd3H4BAI99HlclFeXk6vXr0aHJgtIv4XcC3EgaRfamdmX9Y5IH5xi4iIiIQqNVOKiIiISEhTIBYRERGRkKZALCIiIiIhTYG4HdSseBTZCpP/i//oPgYH3cfgoPsoIq1JgbgdGI1GjEZjq0zgLv6j+xgcdB+Dg+6jiLQmBWIRERERCWkKxCIiIiIS0hSIRURERCSkKRCLiIiISEhTIBYRERGRkKZALCIiIiIhLdzfBXRkHo8HALfb3aLj2O123/cul6tFxxL/0X0MDrqPwSEQ7mPNe0fNe4mIdFwKxA1wOp0AVFZWtug45eXlrVGO+JnuY3DQfQwOgXQfnU4nFovF32WISAMMHv3pelJut5uqqirCw8MxGAz+LkdERAKIx+PB6XTSqVMnjEb1UBTpyBSIRURERCSk6U9WEREREQlpCsQiIiIiEtIUiEVEREQkpCkQi4iIiEhIUyAWERERkZCmeYhbgdvtZunSpXz88cdUVFSQnp7ObbfdRmpqar37l5aW8txzz7F582YMBgOTJk1i9uzZREREtHPlcqKm3sc1a9bw2GOP1dm+dOlSUlJS2rpcaYTly5ezZcsWFixYcNJ99Hrs+BpzH/V6FJGWUCBuBcuWLeP9999n7ty5JCYmsnjxYubNm8fixYsxmUx19n/ooYeorq5m/vz5lJeXs2DBAqqrq7nnnnv8UL3UaOp9zMrKYsSIEdx33321tsfGxrZXydKA9957j5dffpnhw4c3uJ9ejx1bY++jXo8i0hLqMtFCDoeDFStWcPPNNzNu3Dj69+/P/fffj9VqZf369XX237lzJxkZGcydO5eBAwcyatQo7rjjDj777DOsVqsfrkCg6fcR4MCBA/Tt25f4+PhaX2FhYe1cvZzIarXywAMPsHjxYrp3797gvno9dlxNuY+g16OItIwCcQvt37+fyspKRo0a5dsWHR3NgAED2LZtW539t23bRnx8PL179/ZtGzFiBAaDge3bt7dLzVJXU+8jeN+Ae/Xq1V4lSiPt27eP8PBwFi1axJAhQxrcV6/Hjqsp9xH0ehSRllGXiRYqKCgAICkpqdb2hIQE32MnslqtJCcn19pmMpmIiYmpd39pH029j2VlZVitVrZv3857771HaWkpQ4YMYdasWfTo0aNdapb6jR8/nvHjxzdqX70eO66m3Ee9HkWkpdRC3EI2mw2gTh9Ts9mM3W6vs391dXW9/VFNJlO9+0v7aOp9PHjwIOAdiDd37lzuv/9+7HY7d955J8eOHWvzeqV16PUYHPR6FJGWUgtxC1ksFsDbB7XmewC73V7vKHWLxYLD4aiz3eFwaFS7HzX1Pqanp7NixQpiYmIwGAwAPPjgg9x4442sWrWK66+/vn0KlxbR6zE46PUoIi2lFuIWqvmIvbCwsNb2wsJCEhMT693/5/s6HA5KS0vr3V/aR1PvI3hHr9e8+QJERESQkpKiwVgBRK/H4KHXo4i0hAJxC/Xr14/IyEgyMjJ828rLy8nMzCQ9Pb3O/unp6RQUFJCdne3bVvPctLS0ti9Y6tXU+/jhhx9y1VVXUVVV5dtWUVHBkSNHag3Qko5Nr8fgoNejiLSUAnELmc1mpk+fzpIlS/jqq6/Iysri4YcfJikpiQkTJuByuSgqKvL1UR06dChpaWk88sgj7Nmzh61bt7Jw4ULOP/98tUj5UVPv49ixY/F4PDz++OMcPHiQPXv28NBDDxEXF8fUqVP9fDVyMno9Bge9HkWktRk8Ho/H30UEOpfLxUsvvcSnn36KzWbzrXCWkpJCXl4eM2bM4O677/b9Yj527BjPPPMM33zzDRaLhYkTJzJnzhzMZrOfryS0NfU+7tu3jyVLlrBnzx48Hg+jR49mzpw5dWYtEP+ZP38+R48e9a1wptdjYGrMfdTrUURaQoFYREREREKaukyIiIiISEhTIBYRERGRkKZALCIiIiIhTYFYREREREKaArGIiIiIhDQFYhEREREJaQrEIiIiIhLSFIhFREREJKQpEIuIiIhISFMgFhEREZGQpkAsIiIiIiFNgVhEREREQpoCsYiIiIiENAViEREREQlpCsQiIiIiEtIUiEVEREQkpCkQi4iIiEhIUyAWERERkZCmQCwiIiIiIU2BWERERERCmgKxiIiIiIQ0BWKRIGKz2Rg3bhxjxoxhxYoV9e7z4osvMmbMGC699FJsNtspj7l69WrGjBnDWWedhdPp9G3PzMzkkUceabXaRURE/EWBWCSIWCwWevToAUBWVladx61WK6+++ioAc+bMwWKxnPKYO3fuBGDQoEGEh4cD8PLLL3PjjTc2KlCLiIh0dArEIkFmwIABQP2BePHixVRVVTFo0CAuvvjiRh1vx44dAAwbNsy37fXXX8flctXaJiIiEqgUiEWCzMCBA4G6gfjHH3/k3XffBeC2227j0KFD3H///UydOpUzzzyTyy67jIULF1JdXe17jtvtZvfu3YA3EH///feMGTMGq9UKwBNPPMGf/vQnALKzs3nggQeYNm0aZ599NldeeSX//ve/a9Vgs9l49tlnufjiizn33HN59NFHsdvtXHDBBYwZM4bvv/8eAI/Hw7vvvsuMGTM455xzmDZtGn/9618pLi5u9Z+XiIhIuL8LEJHWVdNCXFRURHFxMXFxcQA8++yzuFwuzjjjDCIjI/nVr35FZWUlFouF1NRUcnJyWLp0KXv27OH5558H4ODBg1RWVgKQlpbGvn376Nq1K0ePHiUsLIz+/fszbtw4iouLmTlzJgUFBcTGxpKYmMjhw4d5+umniY+P59JLL8Xj8XDXXXexadMmDAYD3bp149133yU/P59jx44RFhbG0KFDAXjsscd46623CAsLo0ePHhQUFPD++++TnZ3Niy++iMFgaP8frIiIBC21EIsEmZpADD+1Em/bto3PP/8cg8HA7373O/785z9TWVnJwIEDWblyJe+88w7PPvssBoOBzZs38+233wI/9R+Oioqid+/eXHjhhVxyySUA9O/fn9dee43LL7+czMxMRo0axZQpU/jwww9ZuXIl48ePB37qcrFq1So2bdqE0WjkiSeeYOXKlTzzzDNs2LABgL59+xIREcG3337LW2+9RVJSEm+99RZvvfUWH374IQkJCXz33Xfs37+/fX6QIiISMtRCLBJkunfvTmRkJJWVlWRlZXH66afz9NNPAzBt2jTKy8vJzs4GYO7cuSQmJgIwduxYEhISsFqt7N27l9GjR/vC7JAhQzAavX8/14TkE/sPjxkzhhEjRnDgwAG2bNlCbm4uBw8eBCAhIQGAjz/+GIBzzz2Xc889F4AzzjiDnj17cujQIdLS0gB48803AbDb7dxzzz2+c1RUVABw5MiRWqFfRESkpRSIRYKMwWCgX79+bN++nf3797Nu3Tq+//57zGYzv/3tb1mzZg0AMTExjBo1yvc8p9Pp66NrMpmA+sPvrl27AHzdGwCWLFnCK6+8QlVVFfHx8fTo0YPc3FzAG6YB9uzZA8DEiRNr1Wu322udo6ZVu6SkhJKSkjrXFxsb2+SfiYiISEMUiEWC0IABA3yBuKb7w7XXXktqaioulwuAiIiIWn1xN27c6JtneMiQITidTvbt2wfga73NycnxhdSaALtlyxZeeOEF4uPjefHFFxk2bBhfffUVf/jDHwAYPnw48FMLb1RUlO+cBw4cIC8vr9Y5aqZye/DBB7nssssA7yA79RsWEZG2oj7EIkGopkvBd999R1ZWFp07d+Z//ud/gJ9abPPz81m3bh0AeXl5PPnkk4A3wA4fPpx9+/bVab3du3ev7xw9e/YEfmoxTklJYejQoVRVVfHKK68AkJqa6hvU17VrVwA+++wzPB4P5eXlPPbYY4B3/uSammvO9dFHH2G323G73cyfP58pU6awYMGCVv05iYiIgFqIRYLSz/vY/s///I+vq8HYsWM5/fTT+e6777jrrrvo1q0bR48exel0Eh8fz1/+8hfgp8FwcXFxdOvWDcDXugxwww03cMstt9C/f3/A273isssuo6yszDd1W2pqqm//qVOn8uKLL/Lpp5+ydetWKioqfK3GQ4YM8S368b//+7+sX7+eb775hosvvpjw8HCsVitRUVG+AX0iIiKtSS3EIkHoxECckpLC9ddf7/u30Whk4cKF/OpXvyI1NZX8/Hzi4uKYPn06//73v+nTpw9Qf//hCRMmcP755xMVFUVpaSm9evXirLPOYubMmcTFxVFVVcUll1zCrbfeCninfqtx8803c9111xEXF4fD4eCKK67gtNNOA+D000+vVfvixYsZN24c1dXV2O12Jk2axEsvveRr3RYREWlNBo/H4/F3ESIS3L744gu++OILEhISuOWWW4iKimL37t38+te/xul0smTJEkaOHOnvMkVEJESpy4SItLnY2Fg++OADAN555x3i4+M5fPgwLpeLUaNGKQyLiIhfqYVYRNrFBx98wBtvvMHhw4ex2WwkJCQwceJEfvvb39aaeUJERKS9KRCLiIiISEjToDoRERERCWkKxCIiIiIS0hSIRURERCSkKRCLiIiISEhTIBYRERGRkKZALCIiIiIhTYFYREREREKaArGIiIiIhDQFYhEREREJaf8/HdFO2c3GCZYAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, legend='Die',\n", " grid_major_y2=True, grid_major_y2_style='--',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Shared y-axis (twin_y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also twin the y-axis and plot two different ``x`` columns:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x=['Voltage', 'I [A]'], y='Voltage', legend='Die', twin_y=True,\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Multiple x & y values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Instead of sharing (or twinning) one independent axis across a primary and secondary dependent axis, we can plot multiple columns of data on the same dependent axis. In this case, all dependent values share the same limits on the plot." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multiple y only" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we supply a list of column names for keyword ``y``, we can plot both response values on the same axis. The y-axis label is automatically updated to list all column names in use (this can be overridden using keyword ``label_y``). Legend values are automatically updated to designate which response column applies to each curve." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y=['Boost Level', 'I [A]'], legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And with a custom `label_y`:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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boztp+ReQ1ecq7GlDvhfvfDQ1XOwq/tha2jrahcO7A/Dpt6WUVh+70eWNf+0EYMTgPFKSjn0pP1ZOpxOLxUJ9ff2JD46Turq6dpl+Sdf1SFHdp08fDh06RG3tdwPegsEg27dvp6ioiIyMDDIyMti0aVOTGN9++y0Wi4WCggI2bNjAwoUL6devH1OnTuXBBx/kuuuuY82aNUBs/Z8B0tPTSU9Pp7y8nMLCwsjPjh07eOGFFyLF6rBhw8jLy+Ojjz7is88+49JLL43E6NWrFwcOHGhy++rqahYsWIDP54spv+9LyJbRWLz11lu8/fbb3HTTTa2+dJCZmXncvqWaph13GoYj39Li/U1CdCw5j12DnMfElWT9AUHPHsBA9cFPI9uNJjv15euoL/8EAIPBhDUpA1tSFinOgdiSu2FL6oYtOQuLPR3j91pPK/d/jL9+c+RvkyUFxfddr9S8nueSGsX/SzAYPClX4Pp1T2do325s2lXDPX//lF/99AzOHpCD0WjA5faz9KPtfPT5fgAmjOlzgmixGTBgADt27GhS5JyIqqrU19eTkpLS5KrmiWiaxu7du487sX1r1NfXRz7zQ6EQX375JatWrYr0nfzhD3/IkiVLmDt3LjfccENkAJPf72f8+PEATJo0ieeff56CggKGDx9OSUkJCxcuZNy4caSkpGA2m1m0aBHJycmMGjWKhoYGPvvsMwYPHgwQ6Se6Z88e+vXrF2mt/L7S0lI+//zzJtusVitnnHEGkydP5vnnnyc7O5tzzz2X3bt389hjjzFy5MjI4zMYDBQXF7No0SLS0tKaNN5NmTKFuXPnsnDhQsaOHUtlZSX/+7//S35+ftzfP0+ZYlTXdV588UUWL17Mz372sw6bK0wIIUR8JDnyKOg3jt1f/+OorQZ0TSE1sz85PUdjTc7CakvDYGzdOvK+xjJKd/yzyTZV8eCt90T+dqT3jkf6Hep3087hzic/obTaw5+eXU9Gqo3UZCuHqhpRtXDjyS+vHMLp/bLbNY9Ro0bx4Ycftuk2VVVVTJ8+ndtvv53LLrus1bfbuXMnXq+32ej9tpo9e3bkd4vFQk5ODpMmTWLatGkApKSk8PDDD/P000/zu9/9DoAhQ4Ywb968yBXbSZMmYbFYeOONN5g/fz7Z2dlMmTKFSZMmAeEuhLfeeiuvv/46zz//PDabjXPPPZcbb7wRCLcqX3755TzzzDMcOnSIm2666Zi5rlq1ilWrVjXZlpuby6JFi5g0aRI2m4233nqLp59+moyMDMaNG9dsmqhLL72UhQsXRqZ8OmLMmDHcfffdLFmyhCVLlpCamsrIkSMjA5ziyaAn+MyqDzzwABUVFced2ikUCvHQQw+xevVqZs2axVVXXdWq2MFgkP3799OzZ8/jtox6PB68Xm+L+498g4i1U7U4ueQ8dg1yHhNXwFtGRcl3yx9abE6UgBsAsy2DgsHHnn/yeIK+KipKXkLXQ8fc78g+m8zul0SVr6qqNDY2nvAzpL24PUFe/aiEjzbsx+P/7vEN7pXJT3/Yn/OGxG8ASos5uN1Mnz6dBx54gAEDBrT6dkuXLiUnJ4eLLrqo1bd5/PHH8Xg83HnnncfcX15ezvTp01m5cmWrY4qOcUq0jP7tb3/jk08+Yc6cOZEpDtrC5XIdt1OyEEKI9qUEaqnYvrjJNrujIFKMWpKimzfampRN/uAZ/HvJx/jrG7nkv8ZE9hkMxqjjdgbOFCszJwxj+o8GsftQPUFFIzsjicLs5isYtVsOTidXX301y5YtY86cOa26jcfjYc2aNfz1r39t9f243W7Wrl3LI488Em2q4iRKyAFMx6OqKi6Xi0AgvFrGihUrWLNmDb/85S8544wzcLlckZ8jxwghhOi8dF2jatfroKtNtjfUbIv87swZEXV8szWN8soU8FqxpRREfqzJeVHNWdrZ2K1mBvfuxpmnZXdoIXrE1KlTOXDgACXfW2K1JSkpKTz66KM4nc5W38fChQuZPHky3bt3jzZNcRJ1uZbR7/c1Wb16NQDPPPMMzzzzTJNj29ofRQghRMfTNQU16G5xv8niwJpcEH18XacxZKHI2eU+EjsFi8XC/Pnz23ybtmipT+XR8vLy5BJ9J5Xwr7wjnYeP+P4/29/+9reOTkkIIUQcGU02ck+bRsBTCoC/YS9+904K+v8Yr8+LPbVXTFPhNLgDaAYT6d1aniReCNF+Er4YFUII0fVZk3OxJucCoPirsCXnkN1jZFwGotUeDMfILMyIOZYQou0SvzOMEEKIU0ooUIctOX4Tm9ccqMGgq2QU5cYtphCi9aQYFUIIkVBCwTqsSfGbdLu2soEkpQFbbuKOnBcikUkxKoQQImHoukYoUI8tKX4to/V1QVLwYbR1/FygQggpRoUQQiSQ8Kh6DWsci9EGv4FUW0Kv/yJEQpNiVAghRMJQArUAcWsZVUMaXtVCmrNtUwmJ1lNVldmzZ7N9+/Zm+5YsWcJtt93W6liapnHXXXfx0ksvNdn+1FNP8cYbbxz3tuXl5Sdct764uJgVK1Ycd/+Rn++7+eabKS4uZteuXU22f/TRR5HbPPDAA8e9/1OVFKNCCCESRihYBxix2tPjEq+u1gcGA+k5KXGJJ5pbunQpPXv25LTTTmuy/Z133uGFF15odZxgMMhDDz3E559/3mzf9OnTee211zh06FCs6Z7Qr371K1599dUm2w4ePMiWLVvo3r07//znP5vsGzNmDK+++iqDBw9u99wSlRSjQgghEkYoUIvZ6sRgjM8Sza6DNQB06x6/y/6djer388mEn/LJhJ+i+v0det8ej4dXXnmFyZMnR7ZVV1dz7733smDBAgoLC1sVZ/Pmzdx0001s2rQJh6P5KlIOh4OxY8eyaNGiuOXekpSUFDIzmw6g++CDD+jRoweXX345q1evxufzRfZZrVYyMzMxm2U2zZZIMSqEECJhhAJ1mG3pcYvnOliLSQ2S2l1G0reH5cuXk52dTa9evSLbduzYgdls5plnnmHgwIGtirNhwwZGjBjB3//+d1JSjt2KfdFFF7FmzRqqq6vjkXqrqarKRx99xNlnn80FF1yA1+uNrP4oWkfKdCGEEAkjFKjD5ojf+uN1VY0kK26sOdlxiym+s27dOs4777wm20aOHMnIkSPbFOcXv/jFCY8ZMGAATqeTDRs2MG7cuDbFj8UXX3xBTU0NY8aMobCwkP79+7N8+XLGjx/fYTkkOmkZFUIIkRB0XScUjG/LaL1bwWEMYGzjWuidner3H/UTOGp7oMm+9qRpGiUlJU1aRdtbUVERW7du7bD7A1ixYgXZ2dkMHToUgLFjx7Jjxw5KSko6NI9EJi2jQgghEoIW8qBrCmZr/JbtbAgY6ZUUt3Cdxv9N+dkxt2+4/pdN/r7g7eOPQI+F2+1GVVXS09Pb7T6+Ly0tLS5LxLZWfX0969ev58c//jEGgwEIdxdYsGAB//znPxkwYECH5ZLIpBgVQgiREJRAHUDcWkYD/hBB3UJaukx23x6MxvDFV03TOuw+NU2L3G9HWLVqFYqi8Oabb/Lmm29Gtuu6zpo1a5g1a1aLfVzFd6QYFUIIkRBCh+cYjVcxWlvjBSAjp/no7EQ38tXFkd9VfyDSInrui//AZLd1SA5OpxOLxUJ9fX2H3B9AXV0dPXr06LD7W7FiBb169eKuu+5qsn3Tpk089thjrFy5kokTJ3ZYPolK+owKIYRICKFgHSaLA6MxPv07XQfC0zpl9siKS7zOxGS3H/VjO2q7rcm+9jZgwAB27NjRptuoqorL5SIQCJz44KNomsbu3btbPUI/Vjt27GD37t1MnDiR3r17N/kZP348+fn5LF++vENySXRSjAohhEgIoUAdZmt63OK5SuuwhrykFObGLaZoatSoUXz99ddtuk1VVRVTpkxhzZo1bbrdzp078Xq9zUbvt5cVK1bgcDi4+OKLm+0zGo1cddVV7N27l02bNnVIPolMLtMLIYRICKFALRZ7/Canr6v2kKy4sXTrei2jncVll13GokWLKCkpOeZgnt/97nfNtuXl5TFz5kxstmN3J2hpYvsVK1YwduxYMjKiH+C2cuXKVh87e/ZsZs+e3eL+iRMnyiX6VpKWUSGEEAkhPOF9/EbSuxtVHKYgBnN8VnPqrEx2Oxe8/QYXvP1Gh1yaP5rT6eTqq69m2bJlrb6Nx+NhzZo1DB8+vNW3cbvdrF27lmnTpkWTZpt4PJ42jdgPBoO4XC5CoVA7ZpXYpBgVQgjR6WlqAE31xe0yva7rNAZNOJMNcYknWjZ16lQOHDjQ6nk3U1JSePTRR3E6na2+j4ULFzJ58mS6d4/fgggteeqpp5gyZUqrj1+7di1Tpkxhy5Yt7ZhVYpPL9EIIITq970bSx6dl1NMQRMVEembHthSeiiwWC/Pnz2/zbdripptuOuExeXl5bboMfyzR3P6SSy7hkksuiel+uzppGRVCCNHpKfGe1qnaA0BGXlpc4gkhoifFqBBCiE4vFKjDYLJhMsdnuSTXARcGXSOjC07rJESikWJUCCFEpxcK1mGJ4zKgteX1JCkN2PNlWichTjYpRoUQQnR64ZH06XGLV+fykRxqwJyZGbeYQojoSDEqhBCi0wsFauM7rZNHw2FRMHTgOuZCiGOTV6EQQohOTddCqEpD3FpGVVXDEzLjdHTt+UWFSBRSjAohhOjUQsE6gLjNMequ9QMG0jPjMxhKCBEbKUaFEEJ0aqFAHRC/OUaPTOuUWRC/y/6dia7r+EOBVv3out7u+aiqyuzZs9m+fTsQXi1p3rx5XHPNNUyYMIFbbrklpvXbNU3jrrvu4qWXXmqy/amnnuKNN9447m3Ly8spLi5ucf/GjRspLi5u8jNhwgRuu+22kzKJ/fr169m3b1+L+6dNm9bseehoxcXFrFixok23kUnvhRBCdGpKoA6DwYzJ4ohLPNfBGkyagrN7TlzidSa6rnPvqgcpqd7dquMHZPXlLxffjsHQfitRLV26lJ49e3LaaacBcN9991FbW8tdd91FRkYGb775JnfeeSdPPfUUPXr0aFPsYDDIvHnz+Pzzzxk4cGCTfdOnT2fGjBn84Ac/oLCwMKbH8MQTT5CdnY2maTQ0NPD2228zZ84c/vGPf9CtW7eYYrdWRUUF9957Lw899BBFRUUdcp8dRVpGhRBCdGrhwUtpcSuYassbSA7WY83tetM6BdRgqwtRgJLqXQTUYLvl4/F4eOWVV5g8eTIAhw4d4quvvuK///u/GTZsGN27d2f27Nl069aNVatWtSn25s2buemmm9i0aRMOR/MvKg6Hg7Fjx7Jo0aKYH0daWhqZmZlkZWXRu3dvZs+eja7rfPzxxzHHbq2OaMU+WaRlVAghRKcWCtZhjuMco/V1AZLVRszpXXv1pWcnPoDNbDvmvkAowIy3ftfuOSxfvpzs7Gx69eoFhIu6uXPnRlpJgciXjMbGxjbF3rBhAyNGjGDatGnccMMNxzzmoosu4pZbbuG//uu/yMqK3wIHJpMJs7lpCVVZWck//vEPvvrqK3w+H0OGDOGGG26gT58+kWNWrlzJ66+/zsGDB8nIyOBHP/oRU6dOxWQyRfa/+uqrlJaW4nQ6GTNmDDNmzMDlcjF9+nQAbr/9dqZPn851110XVe4ffPABS5cupaKigtzcXK644gomTpyI0WjktttuIyMjg3vuuSdy/DfffMNtt93GCy+8QGFhIevXr+ell15i3759ZGVlMXbsWK699lqsVmtU+YAUo0IIITq5UKCOJGefEx/YSm6vTner1uWndbKZbdhbKEY7yrp16zjvvPMifzscjiZ/A3z88ceUlpYyYsSINsX+xS9+ccJjBgwYgNPpZMOGDYwbN65N8VsSDAZZtmwZuq4zevRoALxeL7fccgv5+fn8+c9/xmKxsHDhQm699VaefvppcnNzWbZsGc8++yyzZs1i+PDhbNu2jccff5z6+np+/etfs3v3bh555BHuvPNOBg4cyL59+7j//vtJS0tj6tSpPPHEE8yePZs//OEPnHPOOVHlvnz5cp577jl+85vfMHDgQHbu3MkTTzxBTU0NM2fO5LLLLuOxxx7D6/WSnJwMwKpVqxgyZAiFhYV8/vnnzJ07N/IYSktLefLJJzlw4AD33ntv1M+pFKNCCCE6LV3Xwi2jcRq8FPCHCGhm0pzy8dfeNE2jpKSEK664osVjNm/ezEMPPcQFF1zQrEiNl6KiIrZu3RpTMTpz5szI74FAeODXjBkzIv1FV61ahdvtZv78+aSnpwMwZ84crrvuOt555x1mzJjBK6+8woQJE/jxj38MQPfu3XG73SxYsIDrr7+esrIyAHJzc8nJySEnJ4f777+flJQUTCYTaWnhlnyn00lSUnQzQSxevJhp06YxduxYAPLz8/F4PDz++ONcf/31jB49mieeeIJ169ZRXFyMoih8/PHHzJgxA4CXX36ZcePGRc5pQUEBN998M3fccQfl5eXk5eVFlZe8GoUQQnRaqtIAuha3OUbra/0AZGQlxyWeaJnb7UZV1Uhx9n2ffvop999/P4MHD2bOnDktxpkxYwYVFRWRv//nf/6HYcOGtTqPtLQ0XC5Xq48/lrlz50Yu8/t8PjZu3Mhzzz0HwJQpU9izZw+FhYVNHqvNZmPgwIHs2bOHuro6amtrGTp0aJO4p59+OqFQiP379zNixAiGDBnC7NmzycvL4+yzz2bUqFFNujTEoq6ujqqqKp577jmef/75yHZd1wkGg5SVlVFUVMSYMWNYtWoVxcXFfPbZZyiKwoUXXgjAzp07KSkp4f33328Wf//+/VKMCiGE6HpCgVogfnOM1laF+yVmFsoyoO3NeLgbhKZpzfa99dZbPPXUU4wZM4bf/e53WCyWFuPcd999hEKhyN9t7fupaVokl2jl5uY2KbT69evHvn37eO2115gyZUqLg4s0TYv0Bz2WI7czm81YrVYefPBBdu7cyRdffMGXX37JvffeS3FxMbfffntM+R99X0cusX9fTk54dolLL72UO+64g9raWlavXs35559PSkpK5PFMnjz5mNNhZcawtG7X7jAjhBAioYXnGDVgtsZnsJHroAtryEtyQdeb1qmzcTqdWCwW6uvrm2x/9913efLJJ/nxj3/MXXfdddxCFMKFYGFhYeTHZmtbP9i6urp2mX5J1/VIod2nTx8OHTpEbW1tZH8wGGT79u0UFRWRkZFBRkZGs/lUv/32WywWCwUFBWzYsIGFCxfSr18/pk6dyoMPPsh1113HmjVrAGKeTSI9PZ309HTKy8ubPJ87duzghRdeiBSrw4YNIy8vj48++ojPPvuMSy+9NBKjV69eHDhwoMntq6urWbBgAT6fL+rcpGVUCCFEp6UE6jBZnRiM8Vm6s7aykWTFjTVXitGOMGDAAHbs2BEpaA4ePMj8+fM5//zzueaaa5oUbzabjZSUFBRFoaGhgdTU1BMWqieiaRq7d+8+7sT2rVFfXx8ZLR4Khfjyyy9ZtWpVpO/kD3/4Q5YsWcLcuXO54YYbIgOY/H4/48ePB2DSpEk8//zzFBQUMHz4cEpKSli4cCHjxo0jJSUFs9nMokWLSE5OZtSoUTQ0NPDZZ58xePBggEg/0T179tCvX79Ia+X3lZaW8vnnnzfZZrVaOeOMM5g8eTLPP/882dnZnHvuuezevZvHHnuMkSNHRh6fwWCguLiYRYsWkZaWxplnnhmJM2XKFObOncvChQsZO3YslZWV/O///i/5+fkxtYxKMSqEEKLTCgVrscSpvyhAfX2QZNWDyemMW8zOKhAKRLUvnkaNGsWHH34Y+Xvt2rWEQiHWrVvHunXrmhxbXFzM7373O7Zs2cLtt9/OQw89xBlnnBHT/e/cuROv1xvz4KjZs2dHfrdYLOTk5DBp0iSmTZsGQEpKCg8//DBPP/00v/tdeMqsIUOGMG/ePPLz84FwMWqxWHjjjTeYP38+2dnZTJkyhUmTJgEwfPhwbr31Vl5//XWef/55bDYb5557LjfeeCMQbmm+/PLLeeaZZzh06BA33XTTMXNdtWpVszlbc3NzWbRoEZMmTcJms/HWW2/x9NNPk5GRwbhx45pNE3XppZeycOHCyJRPR4wZM4a7776bJUuWsGTJElJTUxk5cmRkgFO0DHpXnkU1RsFgkP379+NwOI7b5+NEjnxbiLUDtTi55Dx2DXIeE0vZtuexJReQ2fOyJtujOY+6rrPggU/pr+xm7D3T45rnsaiqSmNjIz179oxpDsa28IcCTH/95jbdZuHVj7bbFFBut5vp06fzwAMPMGDAgFbf7rHHHqO4uJhBgwbFdP+PP/44Ho+HO++885j7y8vLmT59OitXrozpfkRspM+oEEKITknXdUKBuriNpPc0BlF1I2lpsV367cxsJisDsvq2+vgBWX2xmdqvUHY6nVx99dUsW7as1bcpLS1l165d9O/fP6b7drvdrF27NtJ6KTovuUwvhBCiU9JCXnQtGLc5Rutdh6d1ykmNS7zOyGAw8JeLb2/1Ep82k7Vd16UHmDp1KjfffDMlJSWtah0tKCjg4YcfbrbCUVstXLiQyZMn071795jiiPYnxagQQohOKRSsA4hby2htZQMGXSO9i0/rZDAYTvrKS0ezWCzMnz+/TbeJtRAFWuxTebS8vDy5RN8JyGV6IYQQnVK85xh1HarFrjRgz8+NSzwhRHxIMSqEEKJTUgJ1GM0pGOPUp7Gu2iPTOgnRCUkxKoQQolOK5+AlgHp3iBTdi8nhiFtMIUTspBgVQgjRKYXnGI3P4CVV1fAEjTiT23ewjhCi7RJ6ANOSJUv44osvePjhh1s8xu128+STT7JhwwYMBgMXXXQRN9xwA3a7vQMzFUII0VahQB1JqX3iEstdF0DHgDO98wzsEUKEJWwx+s477/DCCy8wdOjQ4x735z//Gb/fzwMPPEBjYyMPP/wwfr8/skKCEEKIzkdTA2ghb9wu09e7wutmZ+Z2/ZWXhEg0CXeZvrq6mnvvvZcFCxZQWFh43GO3bNnCxo0bueOOO+jfvz9nnXUWt9xyCx999BHV1dUdlLEQQoi2CgXqgPhN6+SqaMCkKTgLu8UlnhAifhKuGN2xYwdms5lnnnmGgQMHHvfYb7/9lszMTIqKiiLbzjjjDAwGA5s2bWrvVIUQQkTpuzlG49NntLa0jqSgG1teXlzidXaaquFtPP76841uf4fkoqoqs2fPZvv27UC4+9y8efO45pprmDBhArfccktMn8mapnHXXXfx0ksvNdn+1FNP8cYbbxz3tuXl5RQXFx/3mOLiYlasWHHc/Ud+vu/mm2+muLiYXbt2Ndn+0UcfRW7zwAMPHPf+TwUJV4yOHDmSP/7xj+Tn55/w2OrqanJymk7hYbFYcDqdVFVVtVeKQgghYhQK1GEwWjGakuISr87lJVlxY8np+tM6aarGssVf8cL8dS0WnJ+t3c0Tf13N/j017Z7P0qVL6dmzJ6eddhoA9913H1u2bOGuu+7iySefpG/fvtx5550cOHCgzbGDwSAPPfQQn3/+ebN906dP57XXXuPQoUMxP4YT+dWvfsWrr77aZNvBgwfZsmUL3bt355///GeTfWPGjOHVV19l8ODB7Z5bIkjYPqOt4ff7sViar0FssVgIBlu3VBpAZmYmVmvL89xpmoau6y3uNxqNkTgiccl57BrkPCYGT4UXe0oW3bod+7J6W89jg0cn3+gnu/vxu3fFUzAYpLGxscPu74jGxgAH97pw1/t56e+fct2sUTic3w3a/Wztbla8HW6J3LOjmp6926/rgsfj4ZVXXuHRRx8F4NChQ3z11Vc88sgjkTEfs2fP5osvvmDVqlX8/Oc/b3XszZs3M2/ePAKBAI5jTNflcDgYO3YsixYt4ve//31cHk9LUlJSmv0vfvDBB/To0YPLLruMl19+mRtuuIGkpPCXK6vVSmZmZlxWmuoKEq5ltC1sNhuKojTbriiKjKYXQohOLOCrwZoUnyIp4FfwKQbSHafGB78zLYnrfn0+zjQ71RWNvPT3TyMtpEcXohdc3J8xxae1ay7Lly8nOzubXr16AZCWlsbcuXMjraQQXr4UaHPhvmHDBkaMGMHf//53UlJSjnnMRRddxJo1azp8nIiqqnz00UecffbZXHDBBXi9XlavXt2hOSSSLv3KzM7O5tNPP22yTVEU3G43WVlZcbsfn8+H1+ttcf+Rb0sulytu9yk6npzHrkHOY2LweapISR/U4nlqy3msKg8XOanp1g4976qqdth9fV9mVgrX/fp8Xpq/LlKQDhiaz7pVO4BwITr2RwMjhWB7WbduHeedd17kb4fD0eRvgI8//pjS0lJGjBjRpti/+MUvTnjMgAEDcDqdbNiwgXHjxrUpfiy++OILampqGDNmDIWFhfTv35/ly5czfvz4DsshkXTpltFhw4ZRVVXVpL/Ixo0bARgyZEir47hcLqqqqlr8OV4hKoQQom10TUUNNsRt8FKdK9wqmJGfFpd4ieJIQXqkhbSjC1FN0ygpKYm0ih7L5s2beeihh7jggguaFanxUlRUxNatW9sldktWrFhBdnZ2pCvC2LFj2bFjByUlJR2aR6LoUsWoqqq4XC4CgfAIwkGDBjFkyBDuu+8+SkpK+Prrr3n00Ue55JJL4toyKoQQIn5CwXpAj9+0TmX1WEM+HAVdf/DS92VmpTBwWNMBv+de0LvdC1EIj5pXVZX09PRj7v/000+58847GThwIHPmzGkxzowZM7jyyisjP99++22b8khLS+vQFvH6+nrWr1/PmDFjIs/zRRddhMFgaDaQSYR1qcv0VVVVTJ8+ndtvv53LLrsMg8HAH//4Rx5//HFuv/12bDYbY8aMYdasWSc7VSGEEC0IBWqBOE7rVO4mSXFjyekfl3iJ5LO1u9nwyZ4m2441qKk9HBlkpmlas31vvfUWTz31FGPGjOF3v/vdMQcbH3HfffcRCoUif7e1MUnTtEguHWHVqlUoisKbb77Jm2++Gdmu6zpr1qxh1qxZLfZxPVUldDH6/VWU8vLyWLlyZZNtGRkZ/OEPf+jItIQQQsQgFKwDgwmTpfkI6WjU1/pJDtZjzcmOS7xE8f3BSmee27NJH9L2LkidTicWi4X6+vom2999912efPJJJk6cyK9//esTttLm5ubGlEddXR09evSIKUZbrFixgl69enHXXXc12b5p0yYee+wxVq5cycSJEzssn0TQpS7TCyGESHyhQC1maxoGQ+wfUbqu4/ZqOExBjKfQLCrfL0TH/mhgsz6kR4+yby8DBgxgx44dkb8PHjzI/PnzOf/887nmmmuora3F5XLhcrnweDxAeKCxy+U65mw4baVpGrt37z7hIjnxsmPHDnbv3s3EiRPp3bt3k5/x48eTn5/P8uXLOySXRCLFqBBCiE5FCdTF7RK916MQ0ow4U01xiZcI6lxePvrnFqD5YKXvF6T//rB9B9SMGjWKr7/+OvL32rVrCYVCrFu3jilTpjT5efLJJ4HwUt5Tpkxhy5YtMd//zp078Xq97TY46vtWrFiBw+Hg4osvbrbPaDRy1VVXsXfvXlkF8nsS+jK9EEKIricUqMXu7B2XWPUuHwAZWclxiZcI0jOTmfTzcyjdX8eFlw1odhn8SEG6dmUJl/649TPLROOyyy5j0aJFlJSUMGDAAK699lquvfba497mjDPO4MorrzzuYjPft2jRomNuX7FiBWPHjiUjI/ovN9/v/nc8s2fPZvbs2S3unzhxolyiPwZpGRVCCNFp6LpOKFiPxZoel3i1NT7QNdLy4tPSmihOG5zHRZe3PH1TZlYKE68ZjsXavm1STqeTq6++mmXLlrX6NqWlpezatYv+/WMbcOZ2u1m7di3Tpk2LKU5reDyeNo3YDwaDuFyuJgOzTmVSjAohhOg0VKUBdDXOI+kbSco/9aZ16iymTp3KgQMHWj3HZkFBAQ8//HDMS2UuXLiQyZMn071795jitMZTTz3FlClTWn382rVr49YVoSsw6MdbVP0UFwwG2b9/Pw6HA5Mp+v5GsuJL1yDnsWuQ89i5+Rv2U7lzCfmDZmCxt7wcaGvP47svfolv524mzBqFrbDj1qWH8NzXjY2N9OzZs02XnIU41UjLqBBCiE4jFDw8x6g1Pqsl1dcFSFbcWLJPrWmdhEgkUowKIYToNEKBOkwWJwZj7H0ZVVWj0QcOSwijtEwK0WlJMSqEEKLTCAVq47YMaEN9AB0Dac6WV/cRQpx8UowKIYToNOI5x2idKzyhe3q2LL0oRGcmxagQQohOITytUx2WOLWM1tX4MGohnPktD4QSQpx8UowKIYToFDTVh64GMMdrjtHyepKVemy5Mq3Ta1sPcte/NlHe2L7LfwoRDSlGhRBCdAqhQB1A/C7TVzWSHHRjzTu1i9HtrgY+3F1BlTfAy5v309EzOqqqyuzZs9m+fXurjl+9enWrJqqvrKzkvvvuY/LkyfzkJz9hzpw57N27N7L/qaee4o033jhujPLycoqLi1vcv3HjRoqLi5v8TJgwgdtuu+2kzBG6fv169u3b1+L+adOm8dJLL3VgRs0VFxezYsWKNt1GilEhhBCdwnfFaHpc4tXXKyQrDViysuISLxGpms7Lmw5E/t5a3cBX5XUdmsPSpUvp2bMnp5122gmPXbduHQ8//PAJjwsGg9x99924XC7+8pe/8Mgjj5CUlMQdd9xBXV0dANOnT+e1117j0KFDsT4EnnjiCV599VWWLFnCvHnz6NGjB3PmzKGmpibm2K1VUVHBvffeG3l8XYkUo0IIITqFULAWozkZo8kWcywlqOJTDKTaNQwxruSTyP61r5JDDT5SLCbGFoXnWn11ywH8IbVD7t/j8fDKK68wefLkEx73wAMPMHfu3FatmLRp0yb27t3LnDlzGDBgAL169eLOO+/E7/ezfv16ABwOB2PHjm1x3fq2SEtLIzMzk6ysLHr37s3s2bPRdZ2PP/445tit1ZXXKJJiVAghRKcQCtTFrb/okZH0zrRTd37Rer/CO9tLAbhqYCFXD+pOtyQrtX6F5TvLOiSH5cuXk52dTa9evY57XHl5OVVVVTz++OOcf/75J4zbq1cv7rvvPrKOavU2GsMlTUNDQ2TbRRddxJo1a6iuro7uAbTAZDI1W660srKSv/71r0yePJkrr7ySO++8k927dzc5ZuXKldx4442MHz+eadOmsXjxYlRVbbJ/xowZjBs3jqlTpzJ//nyCwSDl5eVMnz4dgNtvvz2mS/EffPABv/zlLxk/fjy//OUvWbZsGZqmAXDbbbcxd+7cJsd/8803FBcXR1qY169fz69//WvGjx/P9ddfzwsvvEAwGIw6H5BiVAghRCcRzzlG61w+ADJyHXGJl4he33YQX0ijKC2ZC3pkYTUZmTqkBwArd1dS1gGDmdatW8d55513wuP69u3Lgw8+SL9+/VoVNzMzk3PPPbfJtjfffJNAIMA555wT2TZgwACcTicbNmxoW+LHEQwGefXVV9F1ndGjRwPg9Xq55ZZbqKqq4s9//jPz5s3Dbrdz6623UlFRAcCyZct45JFHGD9+PE8//TQ///nPWbp0KU8//TQAu3fv5pFHHuG6667jhRde4LbbbuOjjz7itddeIzs7myeeeAKAP/zhD0yaNCmq3JcvX84zzzzD9OnTefbZZ/nFL37Bq6++ynPPPQfAZZddxvr16/F6vZHbrFq1iiFDhlBYWMjnn3/O3LlzGTduHAsWLOA3v/kN//73v/nb3/4W9fMJUowKIYToJOI6x2iNF4vqw5F3ai4Dut3VwPpDLgzAz4b2xGgwAHBGThrDctJQdZ0l7TyYSdM0SkpKTtgqGg+ffPIJzz33HFdddRW9e/dusq+oqIitW7fGFH/mzJlceeWVXHnllVxxxRU899xzTJ06lW7dwtOGrVq1Crfbzb333svAgQPp27cvc+bMwWaz8c4776DrOq+88goTJkzgxz/+Md27d+eSSy7h+uuv591338Xj8VBWFm6tzs3NJScnhxEjRnD//fdz4YUXYjKZSEsLL5HrdDpJSkqK6nEsXryYadOmMXbsWPLz8xk9ejS/+MUveOuttwgGg4wePRqj0ci6desAUBSFjz/+mEsvvRSAl19+mXHjxnHFFVdQUFDAOeecw80338zatWspLy+P+vk9dTvSCCGE6DQ0NYgW8sRtjtHaCvfhkfT94xIv0SzbGr6kekGPLHqnfzfpv8FgYOrgHmytdrO1uoEt1Q0MyXa2Sw5utxtVVUlPT49se/nll1myZEnk74svvphbbrklpvt59913eeKJJ7j44ou54YYbmu1PS0vD5XLFdB9z586NdAnw+Xxs3Lgx0po4ZcoU9uzZQ2FhYZPHarPZGDhwIHv27KGuro7a2lqGDh3aJO7pp59OKBRi//79jBgxgiFDhjB79mzy8vI4++yzGTVqVKsGfrVGXV0dVVVVPPfcczz//POR7bquEwwGKSsro6ioiDFjxrBq1SqKi4v57LPPUBSFCy+8EICdO3dSUlLC+++/3yz+/v37ycvLiyo3KUaFEEKcdKFgPUD8+oxWeUlW3FhyTs1pnewWEwCNwVCzfb6QiqqFW0Tt5va7QHqkD+eR/ogAV1xxRaSwAUhOTo7pPhYsWMDSpUv56U9/yo033ojhcAvw0TRNi+QSrdzc3CaFVr9+/di3bx+vvfYaU6ZMabGFWdM0TCZTi3GP3M5sNmO1WnnwwQfZuXMnX3zxBV9++SX33nsvxcXF3H777THlf/R9zZo1i+HDhzfbn3P4tXLppZdyxx13UFtby+rVqzn//PNJSUmJPJ7JkycfczqszMzMqHOTy/RCCCFOulCgFojPHKO6ruNuDJEccmPpFv0HZCKbNKg7RgP8p6KOTZX1ke2arvPypv3owLkFGfTNaL8+tU6nE4vFQn19fZNthYWFkZ+MjOjP95FC9IYbbmDWrFnHLEQh3CJ45HJ6POm6Him0+/Tpw6FDh6itrY3sDwaDbN++naKiIjIyMsjIyGDTpk1NYnz77bdYLBYKCgrYsGEDCxcupF+/fkydOpUHH3yQ6667jjVr1gC0+PhaKz09nfT0dMrLy5ucgx07dvDCCy9EitVhw4aRl5fHRx99xGeffRa5RA/hgWMHDhxocvvq6moWLFiAz+eLOjcpRoUQQpx0oUAtBqMFozm2ljIAn1dBUQ2kJhkwHKdVqisrTE3ih73CLV1LNh9AUcNF06cHa9hd58FmMjJp0ImnUIrVgAED2LFjR1xiuVyuSMGzceNGli5dysSJE7n44otxuVyRn6OLIk3T2L17NwMHDozpvuvr6yPxKysref/991m1ahWXXHIJAD/84Q9xOp3MnTuXkpISdu/ezf3334/f72f8+PEATJo0ibfffpt3332XQ4cOsXr1ahYuXMi4ceNISUnBbDazaNEi3njjDcrKyti+fTufffYZgwcPBoj0E92zZw8ej6fFXEtLS/n888+b/GzcuBGDwcDkyZN58803eeuttygtLeWTTz7hsccew2q1YrWGZ54wGAwUFxezaNEi0tLSOPPMMyOxp0yZwscff8zChQs5ePAgX331FQ8++CAejyemllG5TC+EEOKkCwXDg5dibf0BqKsJjxJPz7DHHCuR/bh/AZ+Xuqj0BvhwTwUXFWXzxrZwX9Ifn1ZAur39p70aNWoUH374YVxiTZkyhenTp3PdddexevVqAN566y3eeuutJscdOQbCfRy9Xm+rRvQfz+zZsyO/WywWcnJymDRpUmSlqJSUFB5++GGefvppfve73wEwZMgQ5s2bR35+PhAuRi0WC2+88Qbz588nOzubKVOmREbGDx8+nFtvvZXXX3+d559/HpvNxrnnnsuNN94IhFuVL7/8cp555hkOHTrETTfddMxcV61axapVq5psy83NZdGiRUyaNAmbzcZbb73F008/TUZGBuPGjYs8X0dceumlLFy4kIkTJzbp4jBmzBjuvvtulixZwpIlS0hNTWXkyJHMmDEjlqcXg96VZ1GNUTAYZP/+/TgcjuP2+TiRI98WYu1ALU4uOY9dg5zHzqly56sYjFay+/ykVccf7zxu2VjBv9/bxcTeh8ifGt0UOPGgqiqNjY307Nkz0urU0T475OLZr/dgNRoYmpPGV+V15Dvs/GH0YMzG2Av/E3G73UyfPp0HHniAAQMGxBTr3//+N2VlZUydOrXVt3n88cfxeDzceeedx9x/ZP7OlStXxpSbiI1cphdCCHHSKfGcY7Taiz3UiD331By8dLRzCzI4LdNBUNMjy4BeO6RnhxSiEG7Nu/rqq1m2bFlMcTRNY9myZVxwwQWtvo3b7Wbt2rWtWudenFxSjAohhDipdF1FDbrjNsdobbmb5GA9VilGMRgMXDu0J0dqz3MLMhiYldqhOUydOpUDBw5QUlISdQyj0chDDz3UqqVCj1i4cCGTJ09u023EySF9RoUQQpxUoaAb0OM2x2idy49TcUsxelhhahKTB/Xgm8o6Jg/q0eH3b7FYmD9/flzitEVLfSqPlpeXJ5foOwEpRoUQQpxUkWmdrLG3jGqaTqNXJV9txBzDtEFdzcW9c7i4txTnonOSy/RCCCFOqlCgDgxGTNbYLx831PvRdAOpKSYMMU50LoToGPJKFUIIcVKFArWYrWkYDLF/JNW5Dk/r1O3UntZJiEQixagQQoiT6sgco/FQ5/Jj1FWcuXKJXohEIcWoEEKIkyoUqIvfmvTVHpKD9djypH+kEIlCilEhhBAnja7r4WI0TiPpaysaSFLcWHOkGBUiUUgxKoQQ4qRRlUZ0PRS3y/T1dQGSg24sMq2TEAlDilEhhBAnTShYB4AlDpfplaCK16+Tonswp8cerytQQ35qK76ltnzjMX+C/rr2z0FVmT17Ntu3b2/V8atXr27VqkmVlZXcd999TJ48mZ/85CfMmTOHvXv3RvY/9dRTvPHGG8eNUV5eTnFx8XGPKS4uZsWKFcfdf+Tn+26++WaKi4vZtWtXk+0fffRR5DYPPPDAce//VCDzjAohhDhpInOMxuEyfX1teCS9M9WMwdAxy112dru/WYS7eluL+632dIaOvrtdn6+lS5fSs2dPTjvttBMeu27dOh5++GEyTjBHbDAY5O6778bpdPKXv/wFm83GSy+9xB133MGCBQtIT09n+vTpzJgxgx/84AcUFhbG6+Ec069+9SsuuuiiJtsOHjzIli1b6N69O//85z+5+eabI/vGjBnD8OHD+dOf/tSueSUKaRkVQghx0oQCdZgsqRiMsbeN1Ll8AKR3S4k5VlcQCnqOW4gCGE22di1EPR4Pr7zyCpMnTz7hcQ888ABz585t1fKdmzZtYu/evcyZM4cBAwbQq1cv7rzzTvx+P+vXrwfA4XAwduxYFi1aFJfHcjwpKSlkZmY22fbBBx/Qo0cPLr/8clavXo3P54vss1qtZGZmYjZLmyBIMSqEEOIkiufgpXqXH4sWwJHfLS7xEl1d1ZbI74703uT3aXoZ2WROou+ZP2/XHJYvX052dja9evU67nHl5eVUVVXx+OOPc/75558wbq9evbjvvvvIysqKbDMeXuSgoaEhsu2iiy5izZo1VFdXR/cAoqSqKh999BFnn302F1xwAV6vl9WrV3doDolEilEhhBAnTShYG7dpnWqrPSQH6mUk/WH1VZsjv/cc/FOqD21osr//8BnYU7LbNYd169Zx3nnnnfC4vn378uCDD9KvX79Wxc3MzOTcc89tsu3NN98kEAhwzjnnRLYNGDAAp9PJhg0bvh+iXX3xxRfU1NQwZswYCgsL6d+/P8uXL+/QHBKJFKNCCCFOmnDLaHxG0tdWNpKs1MtI+sPSc4ZiMJjI6/1D9nyzGCVQH9nX96xfkpJe1K73r2kaJSUlJ2wVjYdPPvmE5557jquuuorevXs32VdUVMTWrVvbPYejrVixguzsbIYOHQrA2LFj2bFjByUlJR2aR6KQYlQIIcRJoYX8aKo/LpfpdV3HXR8kKejGKsUoAN0KzuHMH86lsW4fvsayyPbcogsJ+lyooUC73r/b7UZVVdKPmtng5Zdf5sorr4z8zJs3L+b7effdd/nLX/7CD3/4Q2644YZm+9PS0nC5XDHfT2vV19ezfv16xowZE+mPe9FFF2EwGPjnP//ZYXkkEuk5K4QQ4qRQguGR9JY4tIz6vCGCIXAYfJhSU2OO1xXousbeza/SWPvdtEL5fYqpPvQZSsCNEnBT2H9cu93/kT6cmqZFtl1xxRVceOGFkb+Tk5Njuo8FCxawdOlSfvrTn3LjjTceczCWpmmRXDrCqlWrUBSFN998kzfffDOyXdd11qxZw6xZs0hJkUF2R5NiVAghxEkRmdYpDn1G6w+PpHc6LTKt02EHt/+T2vKvI393KzyX1My+lO1eCYDJbG/X+3c6nVgsFurr65tsczqdcYl/pBC94YYbmDRpUovH1dXV0aNHj7jcZ2usWLGCXr16cddddzXZvmnTJh577DFWrlzJxIkTOyyfRCCX6YUQQpwUoUAdRpMdYxyKojqXH9BJz5FWUYCKvf+mct/ayN9WewZp3Qaw6+sXI9syck9v9zwGDBjAjh074hLL5XJFpkfauHEjS5cuZeLEiVx88cW4XK7Iz9FTKGmaxu7duxk4cGBccjiRHTt2sHv3biZOnEjv3r2b/IwfP578/HwZyHQMUowKIYQ4KeI5eKnO5cOueknKbd/R4YnAXbODg9vfbbIt6K9l9zcLUUPhQs1sTcWWnHWsm8fVqFGj+Prrr+MSa8qUKbz22msAkWmS3nrrLaZMmdLk58gxADt37sTr9bZqRH88rFixAofDwcUXX9xsn9Fo5KqrrmLv3r1s2rSpQ/JJFHKZXgghxEkRCsZvjtG6ag/J/josuR13ObazOnqwUktyeozqgEzgsssuY9GiRZSUlDBgwIBW3ea6667juuuua7b9nnvuoaws/Nh++9vf8tvf/vaEsVasWMHYsWNPuKLT8axcubLVx86ePZvZs2e3uH/ixIlyif4YEq4Y1TSNhQsX8v777+PxeBg2bBi/+c1vyM/PP+bxtbW1/P3vf+fLL79E13WGDx/OjTfe2GSiXCGEEB0vFKjFlnLi1XZao67ag0ORkfQAOT3Ox2AwoYb8x9xvMtvJ6t4xLYVOp5Orr76aZcuWMWfOnKjjaJrGsmXLuOOOO1p9G7fbzdq1a3nkkUeivt/W8ng8uFyuZqswtSQYDNLY2EgoFGrnzBJDwl2mX7x4Me+++y6//e1vmTdvHpqmMWfOHBRFOebxc+fOpaKigr/+9a/87W9/o6Kigv/3//5fxyYthBCiCU1TUJXGuFym1zQdtztEsuKWCe8Bg9FETs/zye9z8TF/cnqejzEOy6+21tSpUzlw4EBMc2wajUYeeuihVi0VesTChQuZPHlym24TraeeeoopU6a0+vi1a9cyZcoUtmzZcuKDTwEJ1TKqKAqvv/46M2bMiPT/uOeee5g6dSoff/wxP/zhD5sc39jYyDfffMOf//znyKoOU6dO5Y9//CNutztuI/qEEEK0TShQBxCXYrTRHUDTIcUYwOSQKXM6G4vFwvz58+MSpy1uuummEx6Tl5fXpsvwxxLN7S+55BIuueSSmO63K0moltFdu3bh9Xo566yzItscDgf9+vXj22+/bXa81WolOTmZlStX4vF48Hq9fPTRR/To0QOHw9GRqQshhDhKKFgHgCUOfUbrDk/rlJ5hizmWEKLjJVTLaFVVFQDZ2U1HS3br1i2y72hWq5Xbb7+dRx99lJ/85CcYDAa6devGww8/3KET4AohhGgqFKjDYLRgNMfekllX48eoqzhz0uKQmRCioyVUMRoIhJcu+35TvdVqpaGhodnxuq6za9cuBg8ezOTJk1FVleeff54//OEPzJs3r9UrIGRmZmK1Wlvcr2kauq63uP9I4dvajs2ic5Lz2DXIeewcvJU+bEnd6NatW1S3P/o8+r2lJKuNpPcq6lTn9cggFSHE8SVU86DNFr4E8/3BSsFgELu9+aTJ//73v3n77be58847GTp0KGeccQZ/+ctfqKysZMWKFR2SsxBCiOYCvhpsydEVot9XXeEmyV+LveDYs6oIITq3hGoZPXJ5vqamhoKCgsj2mpoa+vTp0+z4b7/9lu7duzdZ+zY1NZXu3btz8ODBuOXl8/nwer0t7j/yTd3lcsXtPkXHk/PYNch57Bx8niqS0vpFfR6OPo/V5fVkBd0Ek5M71XlVVfVkpyBEQkioYrRPnz4kJyezcePGSDHa2NjIzp07mTBhQrPjs7Oz+de//kUwGIxcZvf5fJSVlR1zdYSWuFwuTCZTfB6EEEKc4nRdIxSox2yNfSS9oqh4vBo9FTcWmWNUiISUUJfprVYrEyZM4Nlnn+XTTz9l9+7dzJ07l+zsbEaPHo2qqrhcrkjf0uLiYgwGA3PnzmX37t3s2rWL//mf/8Fms3HZZZed5EcjhBCnJjXoBrS4rL7krg1P7O6wqJiSkmKOJ4ToeAlVjAJcf/31XH755TzyyCPccsstmEwm7r//fsxmM1VVVUyZMoU1a9YA4VH2//u//4uu69xxxx3ceeedmM1mHnnkkVYPXhJCCBFfSqAWIC7FaJ0rXIymZzYfNyCESAwJdZkewGQyMXPmTGbOnNls37Emry0qKuIvf/lLR6UnhBDiBMJzjBoxW2OfiqnO5cOiK6TkdZ5R9EKItkm4llEhhBCJLRSow2x1YjDE/hFU5/KRrNTLmvRCJDApRoUQQnSoUKAuLpfoAeqqPCT567DmZJ/4YCFEpyTFqBBCiA4VCtTGZU16Xdepc/lJVuqx5ObGITMhxMkgxagQQogOo+s6oWB8WkZ9XoWgopMcdEvLqBAJTIpRIYQQHUYLedA1JS5zjLqqwkttpibpGA+v0CeESDxSjAohhOgwoUAdEJ9pnWqqPIBOWqZM1SdEIpNiVAghRIeJ5xyjrmoPSbqfpLysmGMJIU4eKUaFEEJ0mFCwDpPFgdFoiTlWTVUjSYF6rDkyrZMQiUyKUSGEEB0mPMdoelxi1ZQ3kOSvkzXphUhwUowKIYToMOFpndKjum3AH6LRHQBA03Rqj5rwvtEdIOAPxTFTIURHkWJUCCFEhwlPeN/2kfQBf4jlS7fy9subaXQHcNf5UDWdZKWBgC2Nt1/ezPKlW6UgFSIBSTEqhBCiQ2hqAE31RXWZXgmq+LwK7roAb7+8mf17XABYHTbefa0Ed10An1dBCapxzloI0d6kGBVCCNEhQpGR9G1vGXU4bUy4dgjOdBvuugAfvbsFAxqbnSNw1wVwpof3O5wy36gQiUaKUSGEEB0i1jlGjy5IfV4FHSNe7FKICpHgpBgVQgjRIZRAHQaTDZM5KeoYDqeNi6/o32TbxVf0l0JUiAQmxagQQogOEQrWYolxGdBGd4BV/9zRZNuqf+6IjLIXQiQeKUaFEEJ0iPBI+vSob9/oDg9ectcFsCsNnH3wPVIdpsigJilIhUhMUowKIYToEOE5RqNrGT26EE1KNjP80Aek+au48urTIoOapCAVIjFJMSqEEKLd6VoIVWmIumXUYjVhTzLjTLMyoF8K9pAXgJRkI1de3R9nmpWkZAsWqymOWQshOoL5ZCcghBCi6wsF6wCiXgrUZjczcN0CQgYL9i+9ke27bv0dAENNyQx89AFsdvlYEyLRyKtWCCFEu4t1WicAs6ZgRjnmPrvqlUJUiAQlr1whhBDtTgnUYTCYMVlSo47R/8lHUYIqCx9dz+i9SwHo+78PYLTJtE5CJDLpMyqEEKLdhYJ1mG1pGAyGqGMYbTZq3Sqq0dxk25EfIURikmJUCCFEuwsFajHHOMcoQE2lBwN6HDISQnQWUowKIYRod7HOMXpEdaWXZLOKc+gQRi5bKi2iQnQBUowKIYRoV7quHb5MH4eW0QoPDn8NKX16xyEzIURnIMWoEEKIdqUqDaBrMbeMappOTZWXFHcZKX36xCc5IcRJJ8WoEEKIdhWZ1inKOUaPcNf5CSkajkAtjr5SjArRVUgxKoQQol2FArWAAbM1LaY4NZXhye5T8WDPz4tDZkKIziDqeUbfe+89Nm/eTGZmJoMGDWLo0KE4nc545iaEEKILUAJ1mKxODMbYluqsrvBgNyg4u+dgMEpbihBdRVTF6MKFC3n88cebbc/Pzyc/Px+Xy8XSpUtjTk4IIUTiCwVrscRlJL0Hh1KLvV/P2JMSQnQaURWjb775JgA/+MEP2Lt3L2VlZQCUlpZSWloa06TGQgghupZQoA5bckHMcWoqPGS5y7H1PCMOWQkhOouornNUVFRQUFDAY489xvTp0zn99NN57LHHGD58OCaTidmzZ8c7TyGEEAlI1/W4zDHq8yp4GhUcQRf2oh7xSU4I0SlEVYw6nU4aGxsJBoPk5+dz8OBBRo4cybx587Db7VRVVcU7TyGEEAlIC3nRtWDMxeiRwUtOrQFrngxeEqIriaoYPeecc3C73fzxj38kNzcXl8vFtm3bSEpKIjU1lffffz/eeQohhEhAoWAdQMwT3ldXeDChkZ6XhsEU20AoIUTnElWf0VmzZvHFF19gMpno3bs3SUlJ3HzzzeTl5VFeXk5GRuyrbAghhEh88ZpjtKbSg0N1k9RLBi8J0dVE1TJaWFjIkiVL+MlPfoLZbOa6667D5XKxZcsWAH7605/GNUkhhBCJKRSoxWhOwWiyxhSnuqIRR2MF9iIpRoXoaqJqGb333ns577zzuOKKKwCYMWMGZ555Jtu2baNv376MHDkyrkkKIYRITEocBi+pIY3aGj/ZARe2nlKMCtHVtLoYve+++1AUhUGDBvHBBx+wZ8+eSDEK4X6k55xzDm+99Rb/+c9/OOuss9olYSGEEJ2broXwuDahaSECngOYzMm4Kz8HDFhsGSSl9W1TPFe1D12HVLUeW0F++yQthDhpWl2MTpkyhWnTpvHee+8BsHPnTqZNm8agQYMYPHgwgwYNokePHvzjH/+goaGBf/3rX+2WtBBCiM6rvuwT3JWfRf5Wg26C3vLI37mnTceW0vp5R2sqPYBOZnYyBnPUCwcKITqpVr+q+/Xrx6xZs3j11VepqalB0zRKSkrYvn07b7/9duQ4XddJSUlpl2SFEEJ0brquNylEv89gsmG2tm3p6OoKDymal5Se3WNNTwjRCbVpANPPf/5z3n//fXRdJzc3l1/+8pecd955OJ1OdF1H13UA6TMqhBCnqFCgJvK7Nbn5JfXsPldjsjjaFLO6opEUb5VMdi9EFxXV9Y4FCxZQVVVFcXFxZFtZWRnbt29HVVVGjx4dtwSFEEIkDjXkj/yua0qTfVm9J2J3tK11U9d1qis89Ai4sBeNikuOQojOJapi9Mwzz2y2LT8/n/x86VguhBCnMrujO1m9J9JQ9SWBxgPfbU/thdma1uZ4je4giqLjUGqxFsa+vr0QovOJqhhtbGzkkUceYfPmzWRmZjJo0CCGDRvGwIEDycvLo7a2Via+F0KIU5QabGhSiJptmfgb9lKxo5TCoTe1ac7R6goPAN0ybBgtlrjnKoQ4+aIqRh977DHeeecdAHbt2sUXX3wR2WcwGAD47LOWO7ALIYTomry126g9tCryt8maTihYD4CuBTEY2/axU1PpwaIHSeuZG9c8hRCdR1TF6Lp16zAajfzqV79i/fr1bNmyBUVRCIVC6LoeKUjbg6ZpLFy4kPfffx+Px8OwYcP4zW9+02IXgVAoxIsvvsjKlSvxeDz079+fX//61/Tr16/dchRCiFORv/EA1XvfbrJNU32gqwDYUrpjMLRt4b/qikYc/hpZeUmILiyq5UDr6uooKiri5z//OePHj6dfv36sWrWK6dOnYzKZePjhh+OdZ8TixYt59913+e1vf8u8efPQNI05c+agKMoxj3/00UdZsWIFt912G08++STp6encfffdeDyedstRCCFORbUHP2q2TVcDkd9Tc89tc8yq0gYcfpcUo0J0YVEVo9nZ2ZSWlrJ3715yc3PZtWsXycnJ/OY3vyEjI6PJvKPxpCgKr7/+Otdffz3nnXceffv25Z577qG6upqPP/642fFlZWWRQnTEiBH07NmTW2+9FavVyvbt29slRyGEOFUlOfu0uM+aXEBSau82xQv4QzR6VFKDLmzdZY5RIbqqqIrRSy65hEAgwKOPPkp+fj5er5cPP/wQj8eDoijt1l90165deL3eJkuNOhwO+vXrx7ffftvs+C+//JKUlBRGjBjR5PiFCxfKcqVCCBFn6QUX0vOs39PzrN/jzDsfozk58nfegOlt7y9a5QUgw2nGaGv9oCchRGKJqs/ojBkz2LZtG+np6fTo0YPs7GzuueceTCYTqqpSWFgY7zwBqKqqAsIts0fr1q1bZN/RDh48SH5+Pp988gmvvPIK1dXV9OvXjxtvvJGioqJ2yVEIIQQovios9uwTH3gcNZUejLpGtx4yO4sQXVlUxajdbueJJ56guroagDlz5nDPPffg9Xqx2WzcfPPNcU3yiEAg3PfI8r3pPaxWKw0NDc2O93g8HDp0iMWLFzNz5kwcDgcvv/wyt956K88++2yrp5/KzMzEam35W7mmaZHVp47FaDRG4ojEJeexa5Dz2DEqSlykdhsQ0/PcULuflGAdWYMGNouTCOcxGAzS2Nh4stMQotNrUzHa2NjIiy++yKpVqygrKwPCrZIjRoxg3rx52O12CgsLcTrbtu5wa9lsNiDcd/TI7xB+wdvt9mbHm81mvF4vd911V6Ql9O677+baa69l5cqVTJ48uV3yFEKIU5mmKgS8NeQU5cUUp2yfC0eghpS+58QpMyFEZ9TqYrSuro5f/vKXHDx4sEkrYEVFBcuXL2f58uWMGzeOu+++u10She8uz9fU1FBQ8N1KHDU1NfTp07zjfFZWFiaTqckleZvNRn5+PuXl5XHLy+fz4fV6W9x/5Ju7y+WK232KjifnsWuQ89j+gt5yQCeoJkf9PGuaTnW1l76BWoLpac3iJMJ5VFX1ZKcgREJodTH69NNPc+DAAZKTk/nRj35EUVERwWCQgwcP8sknn1BdXc17772Hy+Xisccea5dk+/TpQ3JyMhs3bowUo42NjezcuZMJEyY0O/6MM87ghRdeoKSkhAEDBgDhS/2lpaVcdNFFrb5fl8uFyWSKy2MQQoiuLugL9+G32LOijlFX40PTDaSn6BiPceVLCNF1tLoY/eSTTzCZTDz99NMMHDiwyb5QKMTLL7/M/PnzWb9+PR988AGXX3553JO1Wq1MmDCBZ599lrS0NPLy8njmmWfIzs5m9OjRqKpKfX09KSkp2Gw2hg4dyvDhw3nggQe45ZZbcDqdvPjii5hMJoqLi+OenxBCCFD8VZit6W1a9vP7qivDc0FnF7R9PXshRGJp9dROlZWVFBQUNCtEIdw387rrruOuu+5C13WWL18e1ySPdv3113P55ZfzyCOPcMstt2Aymbj//vsxm81UVVUxZcoU1qxZEzn+j3/8I2eccQZ/+tOfmD17Nh6Ph4ceeoi0NHmDE0KI9qD4qrEkRd8qCuE16e2hRlJ7t8/sLEKIzqPVLaOappGUlHTcY6688koeeeQRSkpKYk6sJSaTiZkzZzJz5sxm+/Ly8li5cmWTbcnJyfz3f/83//3f/91uOQkhhPiO4q8iJXNYTDGqDtTi8Luw9TwjTlkJITqrNk167/P5ItM5HYvBYCA7O/uY0ywJIYTo+tSQD1VpxJIU/Ryjuq5TU+3HEZRlQIU4FbRpaqeDBw8ybtw4MjIyGDRoEIMGDWLgwIEMHjw4MtLdbDbLCEIhhDhFKf5wg0Usg5e8HoWAAum2EKbk5HilJoTopFpdjObk5FBZWQmER5evW7eOTz/9NLL/SIF65BghhBCnHsVXBQYjFnv0k9HXHB681C3PEa+0hBCdWKuL0eXLl1NTU8OWLVvYvHkzW7ZsYcuWLdTX1wPhAvXTTz9F13UMBkO7JSyEEKLzUnxVWGzdMBiinw6vutyDSQuS2Ss/jpkJITqrNl2m79atG6NHj2b06NGRbQcPHowUpps3b2bbtm2RZTuFEEKcWhR/VUz9RQGqDrhwBGpJ6nVanLISQnRmUa1Nf7Tu3bvTvXt3Lr30UiA86n737t0xJyaEECKx6LpO0F+N09kvpjjVFR6cARe2njJ4SYhTQZtG07cqoNFIv36xvREJIYRIPKrSgK4GsMYwx6iiqLi9Ok5zAHOq9BkV4lQQ92JUCCHEqUk5sgxoDJfpXVVewEBWzvHntRZCdB1SjAohhIgLxV+FwWjFZHFGHaO6woNB18gqiq3fqRAicUgxKoQQIi6Ch5cBjWVGlar9LpKD9aT0lv6iQpwqpBgVQggRF4q/Cqs9thbN6lI3jmCtrLwkxClEilEhhBAx03UVxV8T8zKgLreK0+DFnJYWx+yEEJ2ZFKNCCCFiFgrUgq5iiaFl1F3nR9WNZHazxTEzIURnJ8WoEEKImAUjI+mjn9apqjy8DGhOz+iXEhVCJB4pRoUQQsRM8VdjNKdgMidHHaNqvwtryEtan+5xzEwI0dlJMSqEECJmiq8Ka6zLgB6sxRFwyeAlIU4xUowKIYSImeKrwmKP/hI9gKtWwYkHc0ZGnLISQiQCKUaFEELERFODhIJ1MY2k9/sUfCETGWnmmOYpFUIkHilGhRBCxETx1wCxLQNaXeEFILu7TOkkxKlGilEhhBAxUfyHR9LHcJm+an8NRi1EVr+CeKUlhEgQUowKIYSIieKrwmzLwGi0RB2jcl8NjmAtSUVFccxMCJEIpBgVQggRE8VfFdNk9wCuGj+pqhtLVrc4ZSWESBRSjAohhIhJ0Fcd02T3qqpR7zeSkWqUwUtCnIKkGBVCCBE1NeRFC3mwxtAyWlvtQ8dIVr4jjpkJIRKFFKNCCCGipsRhGdDK/S4AcvrmxSUnIURikWJUCCFE1BR/NRhMmG3RrydfubuSpKCb1L4yeEmIU5EUo0IIIaIW9FVhsXfDYIj+46Sm0ktqqB5LdmyDoIQQiUmKUSGEEFGLdSS9ruvUeiE9RcdglI8kIU5F8soXQggRFV3XUXzVWGNYeanRHUTRzWTlJMcxMyFEIpFiVAghRFTUoBtdC8a28tKB8OCl7F5yiV6IU5UUo0IIIaISWQY0hpbRip0VmFU/maf1iFdaQogEI8WoEEKIqAR9VRhMNkyW1KhjVJe7SVXqseXnxzEzIUQikWJUCCFEVBR/FVZ7VkyrJtW6ddJsigxeEuIUJq9+IYQQUVF81TFdog8GVDyalW7d7HHMSgiRaKQYFUII0Wa6rqIEamKa1qn6UC0AOUXd4pWWECIBSTEqhBCizRS/C3QtppbR8pJSDLpK9gAZvCTEqcx8shMQQgiReI6MpLfG0DJadaieFMVNcveCeKUlhEhA0jIqhBCizRRfNSaLA6M5+v6erjqFNHMQg9kUx8yEEIlGilEhhBBtFusyoJqm41asZGZY4piVECIRSTEqhBCizYK+qpj6i9aWu9EMJrK7p8cvKSFEQpJiVAghRJtoagA1WB/TMqDlJQcByDutMF5pCSESlAxgEkII0SaKvwYAawwto1X7XdhCAVL7dI9XWkKIBCUto0IIIdpE8VUBBsz26OcHrakJkGb0YrRIn1EhTnVSjAohhGgTxV+F2ZaB0Rh9IVkfMJORKqPohRBymV4IIUQbBX3VWJKi7y/aWOclYLCRVSDtIUIIaRkVQgjRRrFO61Sx9QAAuf3y45WSECKBJVwxqmkaL774IlOnTuXKK6/krrvuoqysrFW3XbVqFcXFxZSXl7dzlkII0TWpigct5I1p8FLFnipMmkLWwJ5xzEwIkagSrhhdvHgx7777Lr/97W+ZN28emqYxZ84cFEU57u0qKip4/PHHOyhLIYTomo4sAxpLy2hNlY9U3YPJZotXWkKIBJZQxaiiKLz++utcf/31nHfeefTt25d77rmH6upqPv744xZvp2kaf/3rX+nfv38HZiuEEF1P0FeFwWDGbEuPOkad10CGQ49fUkKIhJZQxeiuXbvwer2cddZZkW0Oh4N+/frx7bfftni7JUuWEAqFuOaaazoiTSGE6LIUfzVmezcMhug+PhSfQiNJZOWkxDkzIUSiSqhitKoqfHkoO7vp5aFu3bpF9n3ftm3beO211/j973+PySTTiAghRCwUX1Vs/UW37QeDkew+OXHMSgiRyBKqGA0EAgBYvjdJstVqJRgMNjve5/Nx//33M2PGDLp3l1U+hBAiFrquo/irY1oGtGJXOegaeYOL4piZECKRJdQ8o7bDnd0VRYn8DhAMBrHb7c2Onz9/Pj169OCKK66I6X4zMzOxWq0t7tc0DV1vuf+T0WiMxBGJS85j1yDnMXoBXw26ppCZ0wdnlM9fbZUPh66TXxRbA0EinMdgMEhjY+PJTkOITi+hitEjl+dramooKCiIbK+pqaFPnz7Njv/ggw+wWCxceeWVQLhoBJg5cybXXHMN1157bQdkLYQQXYO/MTwtnj0lL+oYNfUqGSmGeKUkhOgCEqoY7dOnD8nJyWzcuDFSjDY2NrJz504mTJjQ7PgXXnihyd/btm3jr3/9K3PnzqV3795xy8vn8+H1elvcf+Sbu8vlitt9io4n57FrkPMYvfqqPRhNdho8IQzetj9/WihEvZZE9ww95uc/Ec6jqqonOwUhEkJCFaNWq5UJEybw7LPPkpaWRl5eHs888wzZ2dmMHj0aVVWpr68nJSUFm81GYWFhk9tXV1cDkJubi9PpbPX9ulwuGfwkhDjlKb4qLEnZGAzRtWzW7DyEarSQU+SIc2ZCiESWUAOYAK6//nouv/xyHnnkEW655RZMJhP3338/ZrOZqqoqpkyZwpo1a052mkII0eWElwGNYfDS9lIAGbwkhGgioVpGAUwmEzNnzmTmzJnN9uXl5bFy5coWb3vGGWccd78QQohj07UQir8WR/bZUceoOlSPVbOTmt36K1NCiK4v4VpGhRBCdDwl4AI0rDEsA1pbHyLN2nwaPiHEqU2KUSGEECek+MJ97qO9TK9rGvUhO5kZLU+TJ4Q4NSXcZXohhBAdT/FXYbKkYjQ3n9O5NRoPlOE3p5DdIznOmQkhEp20jAohhDih4OGR9NEq33oQgPyBhSc4UghxqpFiVAghxAmFR9JHX4xWHnBh1FUyu3eLY1ZCiK5AilEhhBDHpakB1KAbawwtoy5XEKcpgNEoqy8JIZqSYlQIIcRxKb4qIIbBS7pOXcBCRposHiKEaE6KUSGEEMel+KsBAxZ7dJfY/eVVeCxOsgpkflEhRHNSjAohhDiuoK8Ksy0DgzG6CViqtu1DN5jI658f58yEEF2BFKNCCCGOS/FXx9RftHJveI7SnN7RxxBCdF1SjAohhGiRrusoMU7rVFPlI9kQwGqTqa2FEM1JMSqEEKJFWsiDpvqintZJ13XqfCYyHHFOTAjRZUgxKoQQokXBIyPpo2wZVWpcNJidZOVKNSqEODYpRoUQQrRI8VdhMJgxW9Ojur1r+z4Uk52cvjnxTUwI0WVIMSqEEKJF4f6iWRgM0U1WX7W7EoCc3lKMCiGOTYpRIYQQLVL81TEtA1pV3oiFEKlptjhmJYToSqQYFUIIcUy6rqH4qrEktX7lpYA/RKM7gBYIUDJjFoXbPiLdFsRgMNDoDhDwh9oxYyFEIpJiVAghxDGFgvXoeqjVLaMBf4jlS7fy9subaWwIRrZnZdlpdAd4++XNLF+6VQpSIUQTUowKIYQ4piNr0rd2wnslqOLzBHHXBXhnaQl+czIAqd0cvL14E+66AD6vghJU2y1nIUTikWJUCCHEMSm+KoymJIzmlFYd73DaGLpxMXalgQa3wleFl1Nvz+abLytw1wexKw1MuHYIDqf0HxVCfEeKUSGEEMek+MMrL7VlJL095GX4oQ+wKw34Lal82X0cfksqdqWB4Yc+kEJUCNGMrM0mhBDimIK+KuzO3m26Tf8nHwUgdf02VvyfN7L9smlnk1dwYVzzE0J0DdIyKoQQohldCxEK1GK1t34kPYDRZsMbgLUb6pts/9eKfXgD8cxQCNFVSDEqhBCiGcVfA+htXga00R3g7cWb8akW7EoDZx98D2eaFXddeDR9o1sqUiFEU1KMCiGEaEbxH16Tvg0to0emb3LXBzBoKpndszj3ib8w4WdDcabbpCAVQhyTFKNCCCGaCfqqMVmdGE2tH3BksZpISraQZFTQjSaGjuwJhEfZT7h2CM50G0nJFixWU3ulLYRIQFKMCiGEaEbxV7V5GVCb3cyPftKPbvV7sBg1ivplRvYdKUjHTx6EzS5jZ4UQ35FiVAghRDOKr6rVk903ud22zVTZC+jTLw2zuelHjMNpk0JUCNGMFKNCCCGa0EJ+VKWhzS2jAHs/3UrA4mDgiJ7tkJkQoiuSYlQIIUQTQX81QJtH0qteL3sqIdmqkd89tT1SE0J0QVKMCiGEaCK8Jr0Riy3zhMcerf6L/1CZ3JPThrZt1SYhxKlNilEhhBBNhAcvZWIwtm3U+47PdhEyWRl4do92ykwI0RVJMSqEEKIJxVfVpvlFAUJ19ex328h06GR0S2qnzIQQXZEUo0IIISJ0XUfxV7e5v2jV/31BTXIhA84qbKfMhBBdlRSjQgghIlSlEU31t7kY3fHVQTAYOe3MgnbKTAjRVUkxKoQQIuLIMqDWNkzrFKyo4EAwnfxuRpJTLO2VmhCii5JiVAghRITiq8JgtGCyprX6NqUff4U7KYdB5/Vqv8SEEF2WFKNCCCEiFH81FntWq6dm0nWdHZurMBs0eg9q+yT5QgghxagQQoiIoK+qTf1F/fv2c8iQS1GhDYulbVNBCSEESDEqhBDiMF3XDreMtr4Y3bv2a3xWJ4NG9WnHzIQQXZkUo0IIIQAIBWpBV7EmtW6OUV3T2LWrEbspRGGvjHbOTgjRVUkxKoQQAgj3FwVa3TLauG075dYC+vVzYjTK8p9CiOhIMSqEEAII9xc1mpMxWVJadfzOT7agmOwMGtW3nTMTQnRlUowKIYQAjiwD2rpWUU1R2H0oRJpVISvX0c6ZCSG6MilGhRBCAOHL9K3tL1r39WaqbQWcNlSmcxJCxEaK0Q7gD6lUeQPtErtBUXEH1XaJ7fKH8Kta3OPquk65N4im63GPHdJ0KnxK3OMCeJQQNb5gu8SuD4bwKO1zHqt9CsF2Oo9l3iB6O5zHoKpR3U7nsSEYotbfPuexNhDCF4r/cw1Q4VMIafF/rtXDr0dVDRIK1La6ZbTk/3aiGYwMHNnyKHq/quHyh+KVahP1fgV3oH3+R2r8CoF2eM0IIY7NfLITaCtN01i4cCHvv/8+Ho+HYcOG8Zvf/Ib8/PxjHr93714WLFjA1q1bMZlMDBs2jFmzZpGTk9Mx+eo6j3y+i/31Xn4xIId+afa4xXYHVR7bVIam69w8LJ80a/xO5263n39sqyQv2cKvBudhiuPghHXlDbx3oI5zslO4qne3uMUFWLq7hk0uLz/plcmInPhdOlQ0jUf/bwc1viA3Ds6lMMUat9jVfoUnNpVjNxm5eVg+Seb4fUfc7PKyeGc1fZw2/mtATqsnMm+NDw/W8+8yNxfmO7msR3rc4uq6zkvbq9jdEOBn/bIYkpkct9i+kMbf1pXgD6ncNCSXLHv8lq482Bjg6a0VZNjM/GZoHhZj/M7j55WNvLnXxdDMZK7t17qWy9Z6e6+LL6o8XJpnog96q+YY1fx+9rrM5GapOFJtxzxG1XSe3VpBuVfhlwNz6OOM33tffTDE419tw2CA/x6SR6o1fvOb7qj38UJJFYUpVmYNzsUYx9eMEOLYEq5ldPHixbz77rv89re/Zd68eWiaxpw5c1CU5t+Q3W43v//977HZbDz88MPcd9991NXVMWfOHILB9mkZgfCHaUANElCD/HNHJfvqvejAK9srqfV6CajRtyYdie0LBXh5SznekIZf1Vm8pRxfKBCX2PV+H6+UVKIBpV6Fd3ZURB5PNLGPfj72uNx8cKAOgC+qPHx5yBW32J/sr2aTywvAu3tdHKpvjEtsfyjAG9sqqPAGCOk6i7dW0BjwxeW59gT9LN5STlDTcSsqr2wpwx+n81jV6OX1neHR0bvdAVburorbc721so5/l7kBWFvmZmtlfdxir9wdLkQB3thZTZUnPq8ZfyjAK1vKqA+EW70Wb6nAE/THJXZjwMfibZWoOlT7QyzbVhHTeTz6+ThU38i7e10AbHJ5Wbe/Om7P9ZeHwoUowEdlCmUBB5rFecLY5f/3NXX2XAacXdhi7Hd2VFDqVdCAV0oqqffH5zXjCwVYvKUcb0jFo6i8HMf3vlqvl1e3V6EDBz1Blu+ojOm5FkK0jkFPoFeYoihcffXVzJgxgyuvvBKAxsZGpk6dyq233soPf/jDJse/9957PP300yxduhSbLfztvbKykp/97Gc88MADnHXWWce9v2AwyP79+3E4HJhMrfvmres6D3/5LLvr92Mw2HGmTMZgsKHrGgaDEV9gA4HgRvqm9eTWs2e0qaXq6NgmUx6pyVcefoPUMRiMNHqXE1JLY45tswwjyf6DSM66HsTtWYqu+9oc++i4AMn2i7Fa+kRih9RqGr1vAXqMsU2kpvwUkzEtEjsQ3IYv8DFATLGNhlRSU67GYDBHYnv9awkqJTE/1xZzESlJlx71XGs0et9E1Vwxx7ZbR2C3nRmJrWle3J6lgBLzeUxJGo/FXBCJrYRK8fiWA7E912DBmTIZozE5Etsf+A/+4Bexv2aM3XAkT4w8zwaDkUbfh4RC+2KObbUMINk+5qjzGKLB8zqa3hDzc51kG43NOjASW9XqafC8DmgxxjaQmvwTTKZukdhBZRde/2rg+OfxXw+9xvZQPr/47UisNlOz2AZD0uH3Put3733+9QSUb2N+rs2mAhzJ49F1DTBgMBho8L6LqpbH/t5nPYMk27nfvWb0AA2epei6P6rYqqrS2NhIz549sVrjdzVFiK4moVpGd+3ahdfrbVJEOhwO+vXrx7ffftvs+OHDh/OnP/0pUogCGA9fOmtsbGyXHIOaEvkQsdvOxWCwEVKr8PnXhrdZz8JgSGFX/X6CWtv6O30X20Cy7fzwNmUbQWUrAEm2UYAxptgGQzJ223AAfIFPCKmVGAxWkmznAbQ59tHPh9lUGClEPb730fQAZlMWVsugmGPbrKdjMqahaR48vhWHtw3EZMyJOXaSfSQGgxkldAh/4DMA7NZzMWCL8TyaSLKNBCAQ3EhQ2YXBYCTJfn5UOR8d22hMw2YdBoDXvwpVq8doTMZuOzuq2Ec/HxZz38OFaAiP7z10PYTFXIDF3Cfm2Em2szEak1G1ukhRZLOejtGQFuNzDUn28w8XXDsJBDcCkGwbCZhie81gw249FwB/4DOU0CEMBjNJ9vC5jeX5MBlzsFkHAuDxrUDTvJiMadisp8cc22oZjMnUDU334/G9j65rWC19MZsKjhtbqa9nv9dBj26GSCH6/dhJtvMwGKyE1Ap8gU8AsNuGYzAkx3gejYff5yCobCWobAMg2TYKMMT43peC3Rp+7/P61xJSqzEavju30cQWQrROQhWjVVVVAGRnN+3T1K1bt8i+o+Xl5XHmmWc22fbKK69gs9kYNmxYu+UJhz9ELAMAuP0HI3j6iln0SLFgMFhIsv0ACPepiobNMgSTKRO7ycA9Iy7k3hFjSTYZMJkysFmGRhVTO5zLkQ+RwmQLfx01iV8NCReKVkt/TKa8qGKHGbFzCQA/yHHw4Oj/4oqi8Hm0m3+AwZAUfWSDA7sl/CFydd8CHhz9C87IDPdPs2uXA9H3+TKbemIxF2EE/jB6NPPH/YJsuwmj0Y7ddg5A1Jfv7NazMBpTcVqM/PkHl/P74T/AYgCzKQ+ruX9UMQOHB0El2UZhMJjo77TywAXTue60XgDYLEMxGmNZKceC3TgGgB8WpvPg6BmMLUwPPx7jhUD0fTCNxkysh/9/rx/Qm7+d/zP6O60YDCaS7EcKkOgGeVnNp2E25WIxwv+MvZxHL5+K02LEaEzFbj0zqphHzrvdNgKj0U6O3cT/jJrIzaefgRGwmIswm3pGFTvMcPj/F87ItPPg6F9wdd9w33i7+WwMhuj7RBsMSdjN4fehK4tyeHD0fzHUvCccm2KO99Gwf+3XeK3pDGph4JLJlIfVEv7//dWQwfx11CQKky1NvtRq0b73WYdiMmWQbDLwcPFPePCSH2M3GTCZumG1DI4qZujwQKUkW/hLZ88UC387fwo3DD7t8H0OiHypFUK0j4QqRgOBcD8yi6XpB57Vam1VH9C33nqLt99+mxkzZpCent4eKR5miLRunZ2VwsBu6SRZ7Ezs3Q0DYLX0wWwqZMve+jZF9fiU8IfI4daty3tkkGGzk26z86Oe4QIj3PqQgtvTtj6xJfvdmE35WC39AJjYuxt2s43ezhTOzQ5/6IVbY6Mr7GzWYZiTrTgsRi7rkYnNZGVUbhoFyRaMZhN224io4gLYbSMxGI30TrVxdpYTm8nKuKJu2E0GLKk2rJaBbY4ZLjRMkdatC/JTKUpzkmK1M7FXeNCV1TIIkzGLveVta2WvqvNjNDgjrVtXFmXisNjITkri4u7phx/TeRiwtrn42rizFou5NxZzd0wGmNArC5vJypDMVIZkJGEwfNeqHg27bTgmm5lMm5mLCjKwmayMLcgg02bGZDNjtx2/68vxJNvOx2AwMCQjicEZqdjNNn7cqxsmA1jM3bGYe/H1zto2xQwqKgas2G3h1q1LCtPJczhIsyVxRVEmADbrGRgNTqrq/G2Kvbe8EZMxK/L/NaFXN5LMNro7kjk/LxXg8P+PKaovLFbLQCypNuwmA+OLumEzWTk7y0nvVBsGkzHypTYaSbZzMZqNFCRbGJmbhllXOdfwH1JMGuZkKzZry19qt2+qwopC0eBjfTn97v/r3BwHvZ0p2M02JvY+8prph9mUT8kBd5vydXuCTVouf9Qzg8ykZLKSUyKD55Js52AwJOFp4ywMW/fWYzZ1x2rpjYHv3vv6pTk4Oys8+X/4/VwGMgnRXhJqNP2Ry+2KojS59B4MBrHbWx6pqes6L774IosXL+ZnP/sZEydObNP9ZmZmHre/j6ZpkQ8bfyiA2VSA2ZSFAZgyrBc1Hi+f7N6Drunk2XXK/AZs1tPZsK8Sr731055UujxYLQPDLQwmHZ+/nrWH39R1XSfFpONRLdgsA/nXrlLyslrfcrJlby22pHBxlGvX2eWqZld4zAQOo44BHZMpE7OpO+sOlmE2tq4FLHT4spbNEm6J7p4EG8rKI/sL7BqlXrBZBuAPbGhzbKMhFaulVzhva4iPD5ZF9ndPMrCzUcdmPZ2gsrVNsX2BABZzL0xGJ0Z0rJqXt7/dDICu6WRZdaqDBmzWYazbXU6l3vqpuw6UubFZh2AwmHBadKoba1nrqQPCsy9YjTpBkrBY+rN61yEynK0fTf6fA9XY0sPPdYFdZ1NVZWRfpjn8P2o252MyZkdxHo3YLEMA6J6k8X+Hjn6uNVyBcMurP/BFm2ObjNmYzeHipps5yNoDpZH9BXadA77wa+arA9Xoaa0KC0Ct24vF0h+jMQmrUUdVGiLnUVM1nBYdt2LCZh3Cv3eV0sPb+i8WO/bUYrMOw2AwkGXVOVDv4sDh75c2XceIDkYnFnMv/r23lCTbsUedf1/kNXP4y0r3JANflVdE9udadfYAVktv/IHUNj/XBoMdqyXc6ldgV/nkYBk2pYJ8g0Ivm8Jmjw2b5XQCwW+axVYb3Oxy5JOebeKTo87/kdhmU3dMpkwM6DgMvibnMdeuU3H4vW/9nkrcltYXjeXVjdgsAzEYLKSYdBp99U3OY5JJx6dasVoGsnpXKTmZrVtBCmDTfhe25PBrJs+us72mmu014X2X9O7BV9V7MJuyMJsKyMjIwG5u3XmE8GdTe3UJE6IrSahi9Mjl+ZqaGgoKCiLba2pq6NPn2JeMQqEQDz30EKtXr+ZXv/oVV111VbvnqWo16HoQDFY2Vtbjqqvg/UPhN15dB4MBQmoZJZ5UDpa1vhhVvBohwh8A3hCsKG/aanZ07M9rB2JRWh/b69ExWMqwmHtS7oMPms0NaEDXg6haNSvLQ20YMBGOE1LLsBr7sM2tsc3dfP4+Va1B1wNtjq3pHlTNjcnoZH3NsVsRQ2r4OWtLbE1VUdVKdF1FM5j4qEIFvot/9HO9qTGXXW04jwG3TshSho2h1Aebn8fwc62jquV8Wqth8rQ+dqMXzI5yzKZc9nvhgK/5bTXNh6rVRXEeNVS1ErM5n2/qNL6pO9Z5rAS0NsdWtTo0zYfRmMTaqhb+r0Pl7PIVUdGG51oNaqhqObquE9QMfFje8nn8yt2bzbQ+tq8RdEcZVks/qgLwQbO8DOh6+P/oX1UqRlPrYh/9mjEZnexs1NjZeIznWnOj6Z42P9e6HkBVXdhMqaTUf4WNBrINNWCA0cFlnGlOply1877BcIzYyXBeMqXAlu893vB5rI68962uaOk8lrHNm87+trz3NWqEjOHXcWPkve/Y5/Gz2iFYAq2P7fHoGG1lWMzdKfVB2VHvffs9+9Dh8HtfTatjCiHaJqGK0T59+pCcnMzGjRsjxWhjYyM7d+5kwoQJx7zN3/72Nz755BPmzJnD2LFj2yUvn8+H1xueUig8BYgfX+ALku2jWLatlN+e3Qtd288mV4CDAROqVk8g+C0/7D0Ih731rQNKqsb7peUElZ1YLf1INWmc6Qi/IW9sNOFWjQSV3YTUUooLdCym1sf2JBlZVbkJq2UAJlM6BVaVfskaigZfNJhRdAP+wFfouo/z0xRaOxVmSFN4rxF8gc+wGHthMBkZmBwix6rTEDLwn0YTYMAb+BTQo4it4fP/H47kyzCgc3ZqiGQTlAaM7PSZ0EIa/sAGgDbGDvGet4FAcCN223BsBp3ROWbMRgP/qQ5SoRgJqVUElRIu7Tkcu7UNg0gc8EHZXpTQQSzm7mSaNYakqOjAVw1mvJqBoLIVVathdJaG2dj62G6ziTW1/8Fq6YfRmEKRXaXIrhHQ4HO3GQ0DvsBngBLVefQGPiXVdBUGg4GhKSEyLTouxcAmjxld1/EG1gFtfa4V3mtU8Ac+IznpIozojHCGsBlhn9/IPr8JTWvEH/wPF/XugzOl9c9HSNN471ANQWUrNutgko06F+SYMQCfVyu4QkaU0EGU0F4uLhyFtQ2vGX+ykQ8rSrBaBmI2ZZNr1RiQrKLq8IXbTEA3EAhuRNMbuCAjhLmVc/Ueea79gc+xGPpjNBvpl6RSYNPwqvBlgxkdAz7/p4AWxXMdPk+nOwYwyLi72TGpBi+pZi+HbGYyvxe79MPt+I1Oel+Si+F7l63DsX34A1+RZP8BFoPOiNQQZiPs9BopDZpQ1VoCyiYu6TWEZFtb3vt03i8tJajsxmrpg9OkMTI73GL7aZVCgxoemKaq5Ywp0Nr03tdoM7G6+lusltMwGdPoblPpkxR+7/uPJ3xFzBf4Al33U1tbi83U+lHxqto+C1kI0dUkVDFqtVqZMGECzz77LGlpaeTl5fHMM8+QnZ3N6NGjUVWV+vp6UlJSsNlsrFixgjVr1nDDDTdwxhln4HK5IrGOHNMaLper1VM7HRFUtmAJnQ0OG69+e5Czs9I46K8GA4c/RFSuHNKvTW9sATXI+6Xhws5s6EMDRnwhG0YDuFUFTdXwBdYDcOlpfdsce1Wlhi+wDkfyeEoDRs50pLDFE0TRNRRPkIC2CYDi/n1aHTugBnnvEOh6I437a0nt3Y1dHhNnpKbwdX24gPdWNKAml0cdO6Tux1/jwd4thd0eCxdnJbOu1gMGaNhbg57rjzq2P/g1Zn0Y2C2Ueyz0cSZRodSi6zo+/zpA50eD2v5cf1AW/j8wJ0/CFTKia3bcIQ2vFkJTVPyBL9qc85HYa9Yo+ALrSUm6mP0+I2c5UvisNoCGTrDeh2LcEfXzoWkuvIfqSemezi6PmWG5yXxeFz6PnkP1aGm1UccOhnZgrv8B1jQ7+z1Wzsuw8bHPF37NHC6gJ5zev83Px3uHwB/4AothAF6LiVq/nXSrGVeoHl3TD78e4bIoXjMfVoT/D1JTJlIRNDIs2c5+v0pAVwn5FfzK11E/H7ruo2FvDWn9stnjNXJWaiqrqsNzFvtrPISsB6KOrarljDC03LUkoOtsDYb4f0fFbtxzgMXuFM4aYGPkaf1ajB1QNmFWh0OKlVKfjUGpVkoDR85juIAePzja9771mI29cGPEF0pG1XQaVBUtpB3+H4nuvW/1GvXwl9rLOeg3coYjhW8bA/hVHaUxQFDf0up4Qoi2S6gBTADXX389l19+OY888gi33HILJpOJ+++/H7PZTFVVFVOmTGHNmjUArF4dnhrmmWeeYcqUKU1+jhzTfnT8xg8B2OkNsGTvTjAYCCp7CakHY4usewmEwq19GxrcrHeHO6oFQl+g656YYofUcOsDBgPvVpWxJxi+ZBUwfAjENiWtmvUWqlaPYjDwculB3Hr48peS8nZMcQGCtnfR9RAuDV4pO4hqMBBSq9FzY42tEtD/BcC3DR7ePBgecRxUtqFqzWdwaAtNryeghKcYWltfw8bDret+dR06sS0fq4R2o4RK0Q0G3qgopUzV0XWNgPm9mOICKGlvoWlefMCi0oP4AE3zEkp7K+bYAfN76LpGmarzRkU4fyV0CCXUvAWvLXQC+NVwq+2G2lpWlIdfgwHlazS9bQMJv0/VqggEw1MMrXBVUnJ4qVG//i+OvpQcDT33bVS1BtVg4JWyg7i08OXwoO3dmOKaAfvhFneX7qRMS2+y/xW3j/rvjXjftmYTmtHC4IsGnShrAoaVAOwJhvhnVdnh975dhNTSE9z2BJF1D4FQ+IvamsoKPq4OvwYDoQ3oujem2CH1AIqyFwwG3qksY58S7hrhN64g1vc+IcTxJVTLKIDJZGLmzJnMnDmz2b68vDxWrlwZ+ftvf/tbR6YGgNVooW9aT3bV70dVywkqOw5Pi5SBrofwB/4PCE8obW3loINjxQ4oRy6ph0fRq2odgeC3cYntC6zHYu4RiR1Udkb6XbY19tFxQcPn/xRH8o8wmcIjmcOXv3wxx9b0BvzBjSTZzv4u9uGWy1hjK6F9KKH9WMw9MRnS0XQ//uDnUcX9fmx/8Mgl9fDo65BaQVApiUtsX2AdZtNPI89HUNmCqrmiit30PCr4Ap+RkjT2qPO4HlBijq1qRy6ph6cv03XtcGta7M9HUDlyST0Hg8F6+NL/13GJ7Q9uwGLphcmYDoAS2k8otC+q2E2f6/Al9dTkH0eea3/wazS9IabYe+v341I1nEYjBnTyjXWRY15r8FGmak1i65rG7oMK3VJ8pHU79uCgo/MOf6kNdycKv/cpkZbLmN/7gkcuqacDoKouAsqmuMT2Bf4Ps7n7Ue9921HViqhjCyFaJ6FWYOpo0azABBweLBH+YG5UVJ7cXINf1Rhb4GBMfniEu9VoiWqd8KNj720I8OL28GXRaf0z6Ou0xS32J+WNrDrUiNVoYPaQrMjaz9HEPjouwKu7atlWFyAnycyNg7pF1n6ONbai6czfXE1dUOXMbklM6PXdsOtYY7v8IeZvqUHVdcb3dHJOdnLUcb8fe0utn9d21wEwc2A3ClIscYv94UE3/1fhJcVsZPaQLOyHOwDG+nzous4L213sb1Qocli4/rTMSLxYY/tDGo9vrsYb0hiVm0Jx99So434/dqlH4dltNejApD7pDM6wxy32F1Velu93YzLArwdnkWk3Rx37+6+Zt/bWsbHGT4bVxK+HZEX6n8YSW1ODuA+uJFC/PbLPZHVic/bFkT8Gm8kWiV39TQmvLa9m5HAnZ17W8hzNR+ftDqo8ubmaoKZzSaGD8/Pi9963yx1g0Y7we9/1p2XSK9Uat9j/LmtkTWkjNqOB2UOzcFiif++TFZiEaB0pRo8j2mL0+6p0C7vqPJyTZmn1IIbW+qqqEQ04Jzv6CbCPRdV0Pi530z3FRr+0lqfNioZHUfmkvIGzs1LISopvS0O5N8g3NV7G5DsjhVe8HAyZqPAEOMtpihTQ8aDrOp9VNpJsNnJ6C61O/7+9ew+Pqyz0Pf5dc88kmSSTpLk0bemVtmkohZZSEFqRm0At7r0VhI0oggf1IOxHy7N1o+zNI49sjhwPim6xfTwCgh4tW66CoFIpIHIvvaZJL6RNm/tlMveZNev8ETLTkKRtpm2mSX+f5+Ehs9Y7b96uNyvzy7ved61sJVIp/ro/wJziPKYWHPktaY5EbzzJ31r7WFZRSJHr2F5kaQrG2NETYXm1D6ft2PbjrphBMGFSl29kFVxGkrIsXm3po9zjZG5J9g9xGE40meLlAwFOK/VS6T02oaa35XV6D/w1/dpZOJNE304Aymd+ljzf9PS+V/7rWTb3FPGFW8/CM4rv39gbZV8oxnmVPuzH+HfftrCFzTA49dgeapIf/u6bVuBmhu/ofvcpjIocGYXRQzhWYdTv77+8dvACKhl/1I8Tg/oRgp2b6Wp6Nv06r3gOyVgPiUj/fWkn192C3dE/+m8lTR79/gv4it186pYLctLe4YyHflQYFTky427OqIiIZC/a1zQoiAJEejKX6g27Ox1EAfa9sZk+ZzFLziwdszaKyMll3K2mFxGR7IW6Nh1yf3HVeYNe17+5F6cVZ+ZZM49ns0TkJKaRURGRk4iv4myS8QCxYBOGzYlhOLA5PDjcJTicPvL9mefSm9EYTX15TJ2UwuHIfqqSiMihKIyKiJxEHO7+uZYOTylVc2/AMEa+QLZz/UZiDi/zlk0eq+aJyElIl+lFRE4ikd5GYsEmSqo/fsggCrBjcxteK0LNgilj1DoRORkpjIqInCQsy6Rn/3o8hafg8c04ZNlYdx/744VMr3Yc01tgiYh8lMKoiMhJItjxHslYF8WTP37YgLn9pY2YNhe1K+aOUetE5GSlOaMiIieBVDJK74FXyC89DVfepMOWb9wRoNhwUjrt8GVFRI6GRkZFRE4Cva2vYVnmkFs3DSfQ3E67VcSsGcf2iWAiIsNRGBURmeASsW762t/GV7EUu/Pwjw7e+tIWAOZfMPJz6EVEjhVdphcRmeB69v8Vu8NL4aSzjqj8rqYYk1wx8ksLj3PLREQ0MioiMqFFg/uI9NRTVLUcm8152PJt25votfmYM1+P/xSRsaEwKiIyQVmWRU/zX3DmVZDvrz2i92x9pQF7Ks6cFbpELyJjQ2FURGSCCndvIx4+QMnkC47oXqGpVIo9bVCTH8HldY9BC0VENGdURGRCSqUS9Oz/K3lFs/EUTj2i9zS91UjE5uXUMw6/yElE5FjRyKiIyATU1/Y2ZiJIcfWKI37P9jc+wGOGmX7O/OPXMBGRj1AYFRGZYMxEiEDr3ygsX4TT4z+i9yTjSfYGXEzzJ7HZ7ce5hSIiGbpMLyIywfS2vAKGga/y3CN+T8OGLSRtLuYtqz6OLRMRGUojoyIiE0g80k6wYyNFledgd+QNWyYWTRIMxAZtq3+/jUKzl4LpU4hFk2PRVBERQCOjIiITSs/+9ThcRRSWnTHs/lg0ybO/3UYknGDlP83mwL+uBqBt+tXMmWTw1K+3kud1cvln5+H26CNCRI4/jYyKiEwQkcBuooFdFE9egWEbPkgm4iaRcIJAT4ynf7eDqMMLQApoivoI9MSIhBMk4uYYtlxETmYKoyIiE4Blpehpfgl3fg15RXNGLFfgc7Pyn2bjK3IR6I3zzuRL6fWUY7PZCYVMfEUuVl1TS4FP9xkVkbGhMCoiMgGEOjeRiLZTfAQ3uD/wr6tZsPFRPIk+os5C3q65DNNw4En0sWDjowqiIjKmFEZFRMa5lBmj58AGvCXzcedXHdF7PMkwta0bBm2rbd2AJxk+Hk0UERmRZqeLiIxzgda/Y5kxiquXH1H52T+5n/p3mnhnfdug7Q21V7LyMyNf4hcROR40MioiMo4l4wH62t6kcNISHC7fEb1n82t7WL++Hcuw4Un0cea+P6TnkD69rmHIbZ9ERI4nhVERkXGsZ//LGHYXvoqlR1T+jWc28urrnWAYFBQ4OKP5eYqi7az8zBx8xW4CPTGefGyLAqmIjBldphcRGadi4QOEu7dQMuUSbPZDLzqyLIu/P/4m7zaauIwEbl8BV/7zAgp8S9JlVl1Ty5OPbSHP68Tp0iNBRWRsKIyKiIxDlmXR0/wSTk8ZBaWnHbbsSw+9Qn2LgzmeNs750sWYlm3IqvkCn5tV19TidNl1w3sRGTP6bSMiMg5FehuIBfdSPvMzGMbIM65MM8Uff7aeD/ryWOjvYdmNKzFsI5fXbZ1EZKwpjIqIjDNWyqRn/3o8hdPJ880YsVwikuCZ/1pPa8zL2dOjLLr6k2PYShGRI6MwKiIyzvR1vEsy1kPZ9E+PWCbSE+SpB1+jx8xj+SIH8z557hi2UETkyCmMioicwCzLwkrF06/NZITeA6+Q76/FlVc+7HsCBzp56v++TQQXlywv4ZRzF4xVc0VERk1hVETkBJVKJWitf5hEtGPIvlDXZlx5FRROWjxoe8eOfTzzu+2kcHDFp6ZRVTd9rJorIpIVhVERkRNUNLBn2CA6IBZuofCg183v7OD555pxGHDlNfPxn1J5/BspInKUFEZFRE5Qgba/p792eauJh/enX9vsHoonZx7/ufOld/nL3wJ4bQlWfWkpBZOKxrStIiLZUhgVETlBmfE+AGyOPMxkaNC+ijnX4nD2j4tueeIVXtlq4XfGWHnzeXgK88a8rSIi2dLjQEVETlBFlctweSvBAjPem94+afY1OD1lWJbFWw+/yIZtBpX5Ma689QIFUREZdzQyKiJygrEsi3j4APFoF4loJ1Yqkd5n2N20Nf4/Js34DG/+6n02B8qY7o9x0Y0XYLdrfEFExh+FURGRE0B/AN1PuLuecE89ZiJAynJiMzJBtHDSUvo+nEf6/vN/YXNgLvOnWJx/zXIMw8hV00VEjorCqIjIUYpH2gj37AAsLDOGZVkYhg3D7sJbdCou76Rh35cJoNs/DKB92BxevMWnkkymiPZsTJdNtUbpbX0ZW0X/4zrr26aQn2dw9j8uURAVkXFNYVRE5ChYVorWhsewzNiw+0Ndm5lc+5WDylvEQ82Ee7YT7tnxYQDNx1s8B2/xXNwFNcRCzbQ1PDaoHluFZ9DrYNCLr9hFIm7i9uhXuYiMX/oNJiJyFOKh/SMGUQBPwVQsyyL2YQCN9NRjJoIfBtBT8RafirugBsPIzPc0E8FDfs+GnVPxFblZdU0tBT73Mfu3iIjkwrgLo6lUikceeYTnnnuOUChEXV0dt9xyC1VVVcOWDwQC/OQnP+GNN97AMAxWrFjBl7/8ZTwez7DlRWTisqwUVspMf51hZH2pO9C+Kf31wXM6AWzOMuIJB/s3/xQzGcTuKCCv5MMAmj95UADNtNHClarAY55J4C/Pk7C72FNyGgl7/+8sM2Wjt9nNon2PUvCV/51Vm0VETiTjLow++uijPP3006xevZqysjLWrFnDt771LdasWYPT6RxS/q677iIajXLvvfcSDAa57777iEaj3H777ce9rZZlEurcTDLYf5jD4YH7BBo43MV4i2ZnXbeZCBPu2XbQB6qVrtudPxl3fnXWdSciHUT6dh+0ZaBuG97i2Thc2d9MO9r3AfFI20fqNTAMO/n+BdjsrqzqtSyLcPe2g+7FmKnb7sjDW1KbddhIpRKEujaTDPa37eB+dHrKyPNl/7jFZDxApGcHVrq9mXZ7Ck8Z8dnjRyIebiEa3HvQFgswMDDwlszD7szPuu5I704Ssa6D6qW/bpuTAn8dhs2eVb2WlSLUtYWUGR1St8NZiLdkblb1xqJJ+trfJdzxF/YOs9/hqaDy1Gux2Yb+DjlcvXsaA1SUgc3uI3DgdQx7/89ZyrKx4a9TsNsNVlx8KqWT5n4YQDM/h2YkQt/ufbTvbKFzfw893XF6ozZCjkJijnwuaAxiA0o9W3i75rL0+85s+QOeZDibQyEicsIZV2E0kUiwbt06brzxRpYuXQrAHXfcwdVXX82GDRu44IILBpXfunUrGzduZO3atUybNg2A2267jW9/+9vccMMNlJWVHbe2xqJJelteIdr99xHLTJp9LZ6Cmqzq7tzzJMlI0/AFDAc1df8Tm330l++ikRht9Y+AFR92f7BzM9XzvjDqegFCvS107vrNyN871Eb5KZeOut5YNEmw431C7S+OWMayoKB0QVZ19zS/SCywie4RylTN+xJOz+h/lmLRJB0712HG24fdb9g81Jz29axCdCQUpH3HQyPuD/XspHLOVaOuNxZNEu5tom//uhHLmIkgxVUfy6ruQNsbRDo3jFim3OYkr2jmqOt99rdbWVz3lxHLJCKtxMIR8gqOLIymUgmS0W56O9vZ0VhNR7udU2fvweHI9FXz/kpiMTdubyH5pfOId3TR/PpbdO7rpqszQiBs0GfkE3d4AQdYpeTb4xRPslFd7qVsWhkl19yNw2nnzd83QiCzqr6h9kpWfmbOqI6DiMiJalyF0Z07dxIOh1m0aFF6W0FBAbNmzWLTpk1DwuimTZvw+/3pIAqwcOFCDMNg8+bNrFix4ri0s//DbxuL60YOoqbpIGWNfmQqFk3y/OMbWTR/hCAKhCMe4nEbnlHe+zoWTbLhD69x6ozhgyhAy34npdOTo14wEYsm2fS3V6muGLnMtk0mvsrR1T1wrOfNfI187yEK2oqPuM7BdW9lcd2mEcskEi6SpofRjaf11/3i79/mtLnDB1GAQMBLPDb6xSmxaJK//+lVZkwducwHe2yUTM3uWNdUvEfl8IvDATDspaNo7eC6F81/FfsIg6qplI2U4Rt13Ym4iWH1pF9bppUevRywq2kOpbMG//FmWRZmoo9ktItErP+/ZLSTRKwLMx5Il1uysICEmcLhMNPb4nEnUybvx2GLseu9yfz2xz3EHf0npGHl47U5KCqGytI8yqb4KZ9ZScmkQhyOwZftg4EYTz62hb5AAk+ij9rWDTTUXkmgN87T6xo0Z1REJoRxFUbb2/s/uMvLB1+6LC0tTe87WEdHB5MmDf7UdDqd+Hy+YcsfK4m4iWVmnpaSPBDH5jWwFWUiy5YdCymfc6j0NHLdXveB9OvYtjDueZl6Egk7m7edTk1tCkYZRhNxE3/RB+nX0U0hPHWZwNzV7aO+cQ5zlow+ICXiJpXlOzPtro/gPjXTwD1N1ew9UMkZo1wZnIibxKJR8r39l86thEWqI4a9KjMnuH5nLctmjv5ydyJu4rB1pF/Hd0dxVjgxvJm0tGn7IirmjjaK9tdd6G1Ov45uDuNZkOnHcMTNlvo6pi3M7liXlWSmWUQ3hfHUZepubfPTuHs6tWeP/lhHwnEqJ2Wej242hrDPyvyMfLBvBotmzhhVewfqTsaD2O39007M7iRGKoWtNDNtY1vDaZTNHn0YLfC5+dj5DiI9/a+b9kxi2szM+b9v/1QWLjsLw9xJz4GudPhMxroOutm8DSvlJRnPIx4pJNpXSqjXQV+fk7mT38IzLXN8398ym9NqGwDwB/fRkjeVyX4HpZPzKZ9VTWmNH7vj8DenHwiigZ4YviIXCzY+jycZZuVn5vD0ugYCPf37FUhFZLwbV2E0FutfsfrRuaEul4u+vr4h5aPR6LDzSJ1OJ/H4yKN/R6vA5+bjF1cS/HBqZMDpx1+UWR27vWEBK644L6sPkAKfm9PPLCHSA6ZpI15diptIev/72xZz6T8tzrru6ik+EuFWQiEPebUGA3P2QiEP9Y2LWPm507Kuu8dVSCoZoKe3kOJTM/taWkvZu38eq65dMOq6C3xuPrlqCj37DGw2i64eH6VVmZ+F3U0zWXbxRVm3+dzlkwh9mEdDvlJKvJnng2/atogLr1yWdd1zFxQRC0A87sCaXgz0/0yapsGW7Wdy2WcXZV23v9xHMtpLoM+Lry6zr6e3kMY9C1l1TV1Wx/qKf5xNx571OB1JerryKZ6V2X+gtZrTz1+ZdZsvuryawAEwDOhNFuMvz5wzO3bN42OXfgxvPiTiQaxkgmQigWXGSSWSpMw4KdMkZSZImUmsVLL//2YSyzIJrl2H45NVRNy+QUG0tbmY/GfeJFjdRBBIxByEQ26CwTz6QlX0RQoJhrxEIh4s68PRVMvCacVxEWde3R7sNYP/qBwIogBs7mHVXReP+ngAOF128rz9v79WXVM7aLHSqmtqefKxLeR5nThd2c3PFRE5UYyrMOp293/IJRKJ9NcA8Xh82NXxbrebRCIxZHsikRjVanq/34/LNfLCmlQqhWVZg7bV3/gDzJklxBfX4C/LfKh2dRRQ/f5faZm2/Yi//0eZaxtILSjFOKOcwqJMEG1uKmXWpmdomft29nU/vBMWluI+3YbNlvk3te4rZu6m39Gy8NWs6079bg8s9FN80NTNeNxB14F8Fmx8jJYzJmfX5jUNJKcUEV48g4rqnvT2voCHso1v0lL5wchvPoK6zVNLMM+spqQ0E0TbW3xM3fQiLTNHvoR/2Lp/0Yh1Wim2RX7y8jN/HDV/UMbsTU/SUvtG9nU/tgsWllJ4emZbKgXtzYXM3/gbWk4feV7mIetd00CiwkfbWXOYPLUzvT0acVK4cSutJT+hNds2r2kgOb2Y2JnTKKvIXAbv7fZS+f6rdM/YNuK83cOxgibmhnYK/zHzx6lp2iif1E3qY3m8/dpczKgDJw48bht5eQ5KvC4mV3jw+vIoLCmgoNRHQXkx+f4i7E47keAB6v/+7iG/7+w7/g9+vz/LVsM//48S4rEkvuLBlzn8frj+q8W43A48eaMfmZ8IbLb+0eWjOb7HWzweJxg89G26RGSchdGBy/OdnZ1UV2dWi3d2djJjxtBLg+Xl5bz22muDtiUSCQKBwHFdvDTA5UlScFAQ7Qt68ZcFsT5VQl93FVjZPUfaaTXgLjdwFGTubRgOu5k8tZPUhT6C3dmFOgBnqhH3NCc2Z+a2N/G4gxmntpCMeQgfRd0uazfueZkP1XDEjTcvxvzTm4i324hmWbeTBly2OIUHBdFAnxefL4x1eQmhrkmkzOw+sJ004C6wcJZkVi6Hwh7KKwNYK0vo664Gslul70w14K6yYc/L/MEUibiYOqMd055P6Gj60dyJe4aLgbVPpmlgWQaz5+8nEXQROZpjbUYHBdFgMI+CgghcXEy4208yPsr5IQfV7XYmKDwoiPb1eSkqCWOtLCHUMQtSbgzD3n9LJJsdm2Hvf22zYzMc2Ox2DMOBYXdgszmwOfr/7/5aNzFeyNQb9OLxxHA6Dex15Xzp418cdXtdHj8FJTMJdu8csi+RcFLfOJVX39zIdTefPSRMHilPnnPEsJltnSIiJ5pxFUZnzJiB1+tl48aN6TAaDAZpbGxk1apVQ8rX1dWxdu1ampubmTy5/8N348b+x+vV1tYes3ZFIhHC4cG3Wan5/i107nsm/Xr/gXLKy/rHdQynjdqLrsr69jfdtRX0dWRGzeobpnHq7P7RP3u1nwWnXZ1VvZZl0jYDYqHMSOKmLbOoq20EwHvOucyYfdlIbz8kMxGiZXInZrI/nCeTdpr2VjF3zh4Aiq++jrKpC7OqO3r2Mtp2Z1bpd3X7SCQc+ArDGDaDOcuvxOEqzKruvtPn0H0gs0r/g6Yqpk3tn7Nr5NmpXXZ1VqvdLcuia66PUHdmZHXL9hnUzt0FgGv2dKbXZtePqVSCtlNixCMt6W3b6meyYH5/PxZe9ElmzlieVd3xcy+gZeevwOoP0JGIm5a2MmYV9N8w6ZSzLsrqDhEA4SVn0tH03+nXbe1+8jz9t3gy7AanXrAyq1t/JRN9HNj2NGTWF2E09uA8vb+uQJ+Lpj0Hsppe4PKvZMPzB8/rfBRPMkzVPf+L199pINAT5qGfvqp5ncfBwIhoV1fXYUrmjmmahy8kIuMrjLpcLlatWsXatWspKiqisrKSn//855SXl3Peeedhmia9vb3k5+fjdruZN28etbW13H333dx6661EIhHuv/9+LrzwwlGNjHZ1dWEfaYnvMGKh5kFBFKCisBW7s38ktC9USCiYpMA3+jDa1/HuoCAKMHvqHgZG53burqbklNioP/gsy6Kr6flBQRRIB1GAv7+exycqRl93yozTtvO36SDa//1IB1GAF5+Ps/Lq0dediHUPCqIARY4e7CWZUedo1EVBFrcvjfTuHBREAWpKm4H+uts7K/D3xbMKGYHWvw0KogDzZ+1koB+3bC2naEo2/Ziic89Tg4IokA6iABv+aueSstHXbSYjtO15PB1EAVxWhFkzMnfuTJilZPM4iXi4dVAQBSj1dGAv7D/W8biLcMiiYPTrl2ht+G8sc/AfiwWnZ34gttdP5b3N2S0E0rxOEZGjl9114hy6/vrrufTSS/nhD3/Ibbfdht1u5/vf/z4Oh4P29nauuuoq1q9fD4BhGNx5551UVlbyzW9+k+9973ssWbKEW2+99bi2seODofe7tBdkDvWOhhqefGwLwcDIjxAcjpVK0r33z0O229yZkbndu0uyqjse3k+oa/Mhy+xvdmdVd7BzI4n0je77OZ2ZEYOunlJ6upJZ1d3ZtH7ItoEAA7Btx/Ss6u2v+4Uh2+z5mbobd1ZkVbeZCNF7YOicTeOge1R+8IEvq7ojgV1EehtH3B+Lu2lrtWd3rPe+TioZGLTN7s0cj737Knjq19uyOtYdTUPvATq4H0/J7pyxLFLJnpELGE5iyYqsA6Pb4+Dyz84bNsgW+Pof13n5Z+fp2fEiIocw7n5D2u12brrpJm666aYh+yorK3nxxcFBsKSkhO9+97tj1TwAPIXTCcWGX8Zhd1cQTVRl9+Fn2HEVTCMe3DXsblfhfFyeoqzqdriKsbv8mPHhL3l5y1bgK3ZmVbc7fzKG3YOVfqpOhmF3M23+x9lS35tV3Z7C6cSDO4bdZ3MWEwjWZB80CmcQ6X5v2H2OvCkkrUlZ1W2zu3HmTSYRaR52v6foTLwF+VnV7fKUYXP6SCUCQ3cadvw1H8dXbGZ5rKcQ6nwHuz05TNVe2runZ32sPYXTCY7wEAe7q4xQtDqrug3DoHLOPxPs/gDTTOHxOPDm99+KKhwK4S6o4VMzCnG67FkHRrfHMeJ7dWleROTwDOujy8AlLR6P09TUREFBwagu00P/TbwTcbP/NjsfmdsUDMSO6sPv4Lo/6mSse6zarH4cn23+qPEw11AObzz0o2maBINBpk6desg7soic7MbdyOh4cTxHS1T32NSruseu3uNdt4iInLjG3ZxREREREZk4FEZFREREJGcURseAYRgYhoHXO/pn0cuJQ/04MagfJwb1o8jEoTA6Bmw2GzabjfwPV/HK+KR+nBjUjxOD+lFk4lAYFREREZGcURgVERERkZxRGBURERGRnFEYFREREZGcURgVERERkZxRGBURERGRnNHjQA/BsiwAUqnUUdUTj8fTX5umeVR1Se6oHycG9ePEMB76ceCzY+CzRESGpzB6CMlkEoBwOHxU9QSDwWPRHMkx9ePEoH6cGMZTPyaTSdxud66bIXLCMiz9yTaiVCpFJBLB4XBgGEaumyMiIuOIZVkkk0ny8vKw2TQrTmQkCqMiIiIikjP6U01EREREckZhVERERERyRmFURERERHJGYVREREREckZhVERERERyRvcZPQZSqRSPPPIIzz33HKFQiLq6Om655RaqqqqGLR8IBPjJT37CG2+8gWEYrFixgi9/+ct4PJ4xbrkcbLT9+Oc//5l77rlnyPZHHnmEysrK491cOQK//vWveeutt7jvvvtGLKPz8cR3JP2o81Fk/FIYPQYeffRRnn76aVavXk1ZWRlr1qzhW9/6FmvWrMHpdA4pf9dddxGNRrn33nsJBoPcd999RKNRbr/99hy0XgaMth937drFwoUL+fa3vz1oe1FR0Vg1WQ7hqaee4pe//CULFiw4ZDmdjye2I+1HnY8i45cu0x+lRCLBunXruP7661m6dCkzZ87kjjvuoKOjgw0bNgwpv3XrVjZu3Mjq1auZPXs2ixYt4rbbbuNPf/oTHR0dOfgXCIy+HwF2797N9OnT8fv9g/6z2+1j3Ho5WEdHB9/5zndYs2YNkydPPmRZnY8nrtH0I+h8FBnPFEaP0s6dOwmHwyxatCi9raCggFmzZrFp06Yh5Tdt2oTf72fatGnpbQsXLsQwDDZv3jwmbZahRtuP0P/hN3Xq1LFqohyhhoYGHA4HP//5z5k7d+4hy+p8PHGNph9B56PIeKbL9Eepvb0dgPLy8kHbS0tL0/sO1tHRwaRJkwZtczqd+Hy+YcvL2BhtP/b19dHR0cHmzZt56qmnCAQCzJ07l5tuuomampoxabMMb9myZSxbtuyIyup8PHGNph91PoqMbxoZPUqxWAxgyJxCl8tFPB4fUj4ajQ47/9DpdA5bXsbGaPtxz549QP+ip9WrV3PHHXcQj8f5l3/5F7q7u497e+XY0Pk4Meh8FBnfNDJ6lNxuN9A/53Dga4B4PD7saly3200ikRiyPZFIaPVuDo22H+vq6li3bh0+nw/DMAC48847ufbaa/njH//I1VdfPTYNl6Oi83Fi0PkoMr5pZPQoDVzW7ezsHLS9s7OTsrKyYct/tGwikSAQCAxbXsbGaPsR+lfpDnzwAXg8HiorK7XwZRzR+Thx6HwUGb8URo/SjBkz8Hq9bNy4Mb0tGAzS2NhIXV3dkPJ1dXW0t7fT3Nyc3jbw3tra2uPfYBnWaPvx2Wef5R/+4R+IRCLpbaFQiH379g1aDCMnNp2PE4POR5HxTWH0KLlcLlatWsXatWt57bXX2LVrF9/73vcoLy/nvPPOwzRNurq60nMS582bR21tLXfffTf19fW899573H///Vx44YUaicmh0fbjkiVLsCyL//zP/2TPnj3U19dz1113UVxczCWXXJLjf42MROfjxKDzUWRiMSzLsnLdiPHONE1+8Ytf8MILLxCLxdJP7qmsrKSlpYXrrruOb37zm+lfit3d3fz4xz/mzTffxO12c/7553PzzTfjcrly/C85uY22HxsaGli7di319fVYlsWZZ57JzTffPGR1tuTOvffeS2tra/rJPTofx6cj6UedjyLjl8KoiIiIiOSMLtOLiIiISM4ojIqIiIhIziiMioiIiEjOKIyKiIiISM4ojIqIiIhIziiMioiIiEjOKIyKiIiISM4ojIqIiIhIziiMioiIiEjOKIyKiIiISM4ojIqIiIhIziiMioiIiEjOKIyKiIiISM4ojIqIiIhIziiMioiIiEjOKIyKiIiISM4ojIqIiIhIziiMioiIiEjOKIyKiIiISM4ojIqIiIhIziiMioiIiEjOKIyKTCCxWIylS5eyePFi1q1bN2yZBx98kMWLF3PFFVcQi8UOW+eLL77I4sWLOeecc0gmk+ntjY2N3H333ces7SIicnJSGBWZQNxuNzU1NQDs2rVryP6Ojg5+9atfAXDzzTfjdrsPW+fWrVsBmDNnDg6HA4Bf/vKXXHvttUcUZkVERA5FYVRkgpk1axYwfBhds2YNkUiEOXPmcNlllx1RfVu2bAFg/vz56W2/+c1vME1z0DYREZFsKIyKTDCzZ88GhobRDz74gCeeeAKAW265haamJu644w4uueQSzj77bFauXMn9999PNBpNvyeVSrF9+3agP4y+++67LF68mI6ODgB+8IMf8G//9m8ANDc3853vfIdLL72Uc889l09/+tM8/PDDg9oQi8V44IEHuOyyy1i+fDnf//73icfjXHTRRSxevJh3330XAMuyeOKJJ7juuuv42Mc+xqWXXsp//Md/0NPTc8yPl4iI5JYj1w0QkWNrYGS0q6uLnp4eiouLAXjggQcwTZOzzjoLr9fL5z//ecLhMG63m6qqKvbv388jjzxCfX09P/3pTwHYs2cP4XAYgNraWhoaGqioqKC1tRW73c7MmTNZunQpPT093HjjjbS3t1NUVERZWRl79+7lRz/6EX6/nyuuuALLsvjGN77B66+/jmEYVFdX88QTT9DW1kZ3dzd2u5158+YBcM899/D4449jt9upqamhvb2dp59+mubmZh588EEMwxj7AysiIseFRkZFJpiBMAqZ0dFNmzbx0ksvYRgGX/va1/jud79LOBxm9uzZPPnkk/z+97/ngQcewDAM3njjDd5++20gM180Pz+fadOmcfHFF3P55ZcDMHPmTB577DE+9alP0djYyKJFi/jEJz7Bs88+y5NPPsmyZcuAzGX+P/7xj7z++uvYbDZ+8IMf8OSTT/LjH/+YV155BYDp06fj8Xh4++23efzxxykvL+fxxx/n8ccf59lnn6W0tJR33nmHnTt3js2BFBGRMaGRUZEJZvLkyXi9XsLhMLt27eKMM87gRz/6EQCXXnopwWCQ5uZmAFavXk1ZWRkAS5YsobS0lI6ODnbs2MGZZ56ZDpJz587FZuv/23UgoB48X3Tx4sUsXLiQ3bt389Zbb3HgwAH27NkDQGlpKQDPPfccAMuXL2f58uUAnHXWWUyZMoWmpiZqa2sB+N3vfgdAPB7n9ttvT3+PUCgEwL59+wYFbhERGd8URkUmGMMwmDFjBps3b2bnzp28/PLLvPvuu7hcLr761a/y5z//GQCfz8eiRYvS70smk+k5mU6nExg+eG7btg0gfUkdYO3atTz00ENEIhH8fj81NTUcOHAA6A+yAPX19QCcf/75g9obj8cHfY+B0dze3l56e3uH/PuKiopGfUxEROTEpTAqMgHNmjUrHUYHLrl/9rOfpaqqCtM0AfB4PIPmXr766qvp+4jOnTuXZDJJQ0MDQHrUcv/+/emAOBAe33rrLX72s5/h9/t58MEHmT9/Pq+99hpf//rXAViwYAGQGdnMz89Pf8/du3fT0tIy6HsM3C7qzjvvZOXKlUD/gibNExURmZg0Z1RkAhq4jP3OO++wa9cuCgsL+eIXvwhkRirb2tp4+eWXAWhpaeGHP/wh0B8eFyxYQENDw5BRyx07dqS/x5QpU4DMSGllZSXz5s0jEonw0EMPAVBVVZVeQFVRUQHAn/70JyzLIhgMcs899wD990cdaPPA9/rDH/5APB4nlUpx77338olPfIL77rvvmB4nERHJPY2MikxAH51T+cUvfjF9eXvJkiWcccYZvPPOO3zjG9+gurqa1tZWkskkfr+ff//3fwcyC4+Ki4uprq4GSI+qAnzuc5/jhhtuYObMmUD/Jf2VK1fS19eXvj1UVVVVuvwll1zCgw8+yAsvvMB7771HKBRKj5bOnTs3fUP9L33pS2zYsIE333yTyy67DIfDQUdHB/n5+enFUyIiMnFoZFRkAjo4jFZWVnL11VenX9tsNu6//34+//nPU1VVRVtbG8XFxaxatYqHH36YU045BRh+vuh5553HhRdeSH5+PoFAgKlTp3LOOedw4403UlxcTCQS4fLLL+crX/kK0H97qQHXX389V111FcXFxSQSCa688kpOO+00AM4444xBbV+zZg1Lly4lGo0Sj8dZsWIFv/jFL9KjuiIiMnEYlmVZuW6EiExs69evZ/369ZSWlnLDDTeQn5/P9u3b+cIXvkAymWTt2rWcfvrpuW6miIjkgC7Ti8hxV1RUxDPPPAPA73//e/x+P3v37sU0TRYtWqQgKiJyEtPIqIiMiWeeeYbf/va37N27l1gsRmlpKeeffz5f/epXB62wFxGRk4vCqIiIiIjkjBYwiYiIiEjOKIyKiIiISM4ojIqIiIhIziiMioiIiEjOKIyKiIiISM4ojIqIiIhIziiMioiIiEjOKIyKiIiISM4ojIqIiIhIzvx/f4eei+4MCA8AAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y=['Boost Level', 'I [A]'], legend='Die', label_y='Data',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multiple x only" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can do the same thing with the x-axis:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x=['Boost Level', 'I [A]'], y='Voltage', legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multiple x and y" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also add multiple columns to both ``x`` and ``y`` kwargs:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x=['Boost Level', 'I [A]'], y=['Voltage', 'Temperature [C]'], legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Grouping" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As explained in Grouping data, we can group xy plots based on other DataFrame columns to better visualize a dataset. Grouping options include:\n", "\n", "* ``row``: a single column of subplots\n", "* ``column``: a single row of subplots\n", "* ``row`` x ``column``: a 2D grid of subplots based on two different DataFrame columns\n", "* ``wrap``: a 2D grid of subplots wrapped in sequence (based on one or more DataFrame columns)\n", "\n", "These grouped plots share a legend (if enabled) and will share common ranges unless sharing is explicitly disabled" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Row plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Row plots create multiple subplots in a single column. Each unique value in the DataFrame column provided for keyword ``row`` creates a new row in the subplot grid. Plot order is defined alphabetically from top to bottom. Each row contains a row label indicating the unique value of the ``row`` column. " ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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sw4cPZ+rUqZ36stDejdFr165l0qRJhIaGdqpmVd40LYQQHWnuPHBmgGk0mladGroznY8PE9asZMKalW49xQhN181mzJjBp59+6tTypaWl5ObmMnjw4At635qaGjZu3Mjtt9/e6bYSZkIIVbPZbPj4+DgCTK/X4+vrC0BcXBwAgYGB+Pr6YrFYPFan2txyyy0UFRWRlZV1zmWjo6NZuHAhXl4XdrLvww8/5KabbiI2NrbTbVV/mlEI0bvV19cTHBzMVVddRVZWFsOHD3f0bpw2bRplZWWEh4ej1Wo5ceKEp8tVDb1ez5IlS5xe/kKDDOD3v//9ebeVIzMhhKr9/PPPKIpCSkoK06dPZ+DAgRiNRjZu3IhOpyMmJgZvb2+sViubN2/2dLnCReTITAihalu2bCEwMJChQ4cCTT0bv/rqKwoKCjh27BiDBg3CYrGQkZHByZMnPVuscBkJMyGEqtntdr766is2bNiAv78/lZWVjtEniouLKS4u9nCFwh3kNKMQokeor6+nsbGR8PBwgoKCPF2OcDM5MhNCqF5sbCyTJ0+mT58+jmknTpzgu+++4+jRox6sTLiLHJkJIVQtPDyc6dOn06dPH8dA4YqiEB4ezsyZM1sEnOi55MhMCKFqY8eORafTUVpayubNm6muriY4OJjx48cTHR1Neno6X3zxhafLFC4mR2ZCCFWLjY1FURRWr15NcXExtbW1FBcXs3r1ahRF6fTo656iKApGq+mc/85+EoCr2Gw2HnzwQX7++edzLvv99987NWrH8ePHmT9/PjfddBO//vWvefLJJ8nPz3fMf+ONN1i58vye1yZHZkIIVTMYDNhsNoxnPKUZmrroW63WCx7F3R0UReEv6/6XrPIj51x2aPhAnpn8uMvHmly+fDlxcXEMGTKkw+W2bNnCwoULzzmWotlsZt68eQQFBfHMM8/g7e3NBx98wBNPPMHbb79NSEgId9xxB7Nnz2bs2LHExMR0ql45MhNCqFpFRQV6vb7VKOuXXnoper1eFQ9ZNdnMTgUZQFZ5Liab2aX11NfX8/HHH3PTTTd1uMyLL77Is88+69TwUwcPHiQ/P58nn3ySoUOHkpCQwNy5czEajfz4448ABAQEMGnSpHYHIe6IHJkJIVRt165dXHPNNYwfP560tDRqamoICgpydM/fs2ePhyvsnH/d8CLeXq0fxGmympi9eo5bavjyyy/p27cvCQkJ7S5TVlbGiRMneO2119i6davjkTHtSUhIYP78+S2ePdk8nmZtba1j2sSJE3n44Yf57W9/26nnVMqRmRBC1Q4fPsz27dtRFIXAwEBiYmIIDAxEURR++uknMjIyPF1ip3h7eePTxr+2As5VtmzZcs7niQ0cOJD//d//ZdCgQU6tMywsjEsvvbTFtFWrVmEymbjkkksc04YOHUpQUBA7duzoVM1yZCaEUL2tW7eSlZXF4MGDCQgIoKGhgezsbBlY+DzY7XaysrK4/vrrXfo+mzdv5p133mH69OkkJia2mBcfH8+hQ4e49tprnV6fhJkQokeoqKigsrISX19fjEajqp5d1p3U1NRgs9kICQkB4KOPPmLZsmWO+ZMnT+bhhx++oPf4/PPPef3115k8eTL33Xdfq/nBwcGdvtYpYSaEUL3Q0FCuuOIKEhIS0Gq12O12jhw5wvr166mpqfF0earSfB2r+cvA9ddfzxVXXOGY7+fnd0Hrf/vtt1m+fDk33ngj//M//9Nmr0y73e6ow1kSZkIIVQsMDGTWrFl4e3s7Rv/QaDQMGjSI2NhYPvzwwxYdDETHgoKC0Ov1VFdXO1531ViXzUF23333MXPmzHaXO3nyZKfvD5QOIEIIVRs3bhwGg4GqqirWrl3L8uXLWbt2LVVVVfj4+DBu3DhPl6g6Q4cOJTs7+4LXU1lZSWNjIwD79u1j+fLl3HDDDUyePJnKykrHv+ZlAMdR9bBhwzr1XnJkJoRQtfj4eABWrFjhOAIrKSmhqKiI2bNnd9i9vDsyWU2dmu4K48aNO2dXe2fcfPPN3HHHHdx55518//33AKxevZrVq1e3WK55GYCcnBwaGhrO2ZvybBJmQghV8/HxwWKxtDqVWFtbi9lsxtvbfV3au4K77iXryJQpU/j3v/9NVlaW46GnHbnzzjsdYXSmP//5z46nFjzyyCM88sgj51zX2rVrmTRp0jlHFDmbnGYUQqhadXU1BoOBpKSkFtOHDRuGwWBwXPvpzrx1BoaGD3Rq2aHhA/HWGVxaT1BQEDNmzODTTz8973XY7XY+/fRTJkyY4HSbmpoaNm7c6NQ4j2eTIzMhhKrt37+fiRMncs0113DRRRdx8uRJgoODHUMsHTx40MMVnptGo+GZyY87NUyVt87g8nEZAW655Rb++Mc/On10djatVstLL73UqbExP/zwQ2666Sanhsc6m4SZEELV9uzZQ2RkJElJSURHRxMTE+Po1Zidnc2uXbs8XaJTNBoNPm4c5eNc9Ho9S5YsueB1dMbvf//7834vCTMhhOp98803ZGVlMWTIEPz9/WloaCAnJ4ecnBxPlybcRMJMCNEjFBUVkZeX5+kyhIdImAkhVG/ChAkMGTKEd999F71ez+TJk4mIiCA/P59Nmza57YGWwnMkzIQQqpaWlsbo0aMB0Ol0XH755SQnJ6MoCuHh4ZjNZsfzskTPpbqu+VVVVbzwwgvMmDGDqVOnMm/ePAoLCz1dlhDCQy666CI0Gg1btmwBmrrkm81mvvvuOxRFadVlX/RMqguzp59+mpKSEubPn8/rr7+Ot7c3c+bMafXIdCFE7xASEoLJZGLHjh1ERkZiMBjIy8vjwIEDNDY2EhgY6OkShRuoKsxqa2uJjIzk0UcfZejQocTHx3PbbbdRUVFBQUGBp8sTQnhA88DCADExMWg0GoqLi/Hy8sJgMGCxWDxcoXAHVV0zCwwM5KmnnnK8PnnyJCtXrqRv377ExcV5sDIhhKdUVVURFRXF5MmTHZ8DhYWFXH311Xh5eVFaWurhCoU7qOrI7Ewvv/wyM2fOZP369Tz66KP4+vp6uiQhhAfs3r0bRVEYPnw4ISEhlJWVUVVVBYDVamXbtm0erlC4g6qOzM40ffp0rrvuOtasWcPTTz/Nyy+/zODBg8/ZLiwsDIOh/XHNmrvwhoWFdVmtatL8QLzeuv0g+8CV2282m6mrq+vSdWZlZWEwGEhLS6OhoYEffvgBaHrkyLZt2xzBJno21YZZ82MfHnvsMQ4fPsyaNWt4/PHHPVyVEMITDhw4wIEDB1pMKykpISAggMDAQHk4Zy+gqjCrrq5m9+7dXH755eh0OqDpW2R8fDzl5eVd8h7NY7pVVlZ2yfrUpvnbeG/dfpB94Mrtt9lsXb7OZj4+Pmg0mhaD8M6aNYuAgADefPNNbDYbJpP7ngkm3EtVYVZZWclzzz1HQECA4yZJq9VKTk4O6enpTq+jOQjb0ltPLQmhVmlpaVx22WX4+Pi0mtf85fT+++/HarXy3nvvUVNT44EqhaupqgNIYmIio0ePZvHixezfv5+8vDxefPFF6urquPHGGz1dnhDCA8aMGYO3t7cjuM78B02j0SuK4hgdRPRMqjoyA5g3bx7vvPMO8+fPp76+ntTUVBYtWkRERISnSxNCeICfnx82m40vvvii1WnEqVOn4ufnx/Llyz1UnXAX1YWZv78/Dz30EA899JCnSxFCdANFRUX4+PiQl5fXakDhoqIi/Pz8KCkp8VB1wl2cCrNp06aRnJxMSkoKqampDBs2rM3z00II4W6rVq1qd96XX37pxkqEJzkVZqWlpRw9epR169YBTT0IBwwYQEpKiiPgBg4c6JZHeQshhBBnc/o0Y3BwMEOHDiUzM5Pa2lqys7PJzs5mzZo1QFO32GHDhjkCLiUlhaioKJcVLoQQQjRzOswiIiJ4/fXXASgoKCAjI4ODBw+SkZFBdnY2jY2N7Nmzh7179zrahIaGsnbt2i4vWgghhDiTU2H29ddftxisMz4+nvj4eK699loALBYLWVlZjnDLyMigqKhIhpERQgjhFk6FWXh4OOHh4e3O1+v1pKamkpqa6pg2a9YscnJyLrxCIYQQ4hxc1jU/PDxcwkwI4XKPPPJIpzqfLVq0yIXVCE+5oDBraGggLy+PvLw88vPzHf9duXIlr776qgwbI4Rwm7PvMWuL9LjuuZwKs8rKyjZD68SJEy2WO/OJrwBBQUFdW60QQrTjm2++celAxqJ7cyrMpkyZ4giptr79aDQaxo4dS2xsLLGxsV1boRBCOCE7Oxur1erpMoSHdOo0Y1RUFJdeeinx8fHExcURFxfHzJkzAfjHP/7heKifEEII4U5OhVlwcDDV1dUcP36cgIAAZsyYIcNZCSGE6DacOpRavXo1t912GxqNhqVLl3LzzTezZcsWV9cmhBBCOMWpMAsICODhhx/mk08+YdKkSZSWlvLII48wd+5cV9cnhBBCnFOnLnLFxMSwYMEC3n77bZKSkhwDDwPs2LGjy4sTQohzWbt2rfRkFOd3n9mIESN4//33+eabb1i8eDFlZWU89NBDJCUlcc8993DFFVd0dZ1CCNGmzMxMAPr3709sbCz+/v4YjUYKCwspLCz0cHXCXZwKs2XLljFixAiSkpJaTP/lL3/JlVdeydKlS3nvvffIzMxkzpw5bN++3SXFCiHE2by8vJg2bRrx8fEtpl966aXk5eXx2WefyVFbL+DUacZFixYxf/78NucZDAZ+85vfsHr1am644YaurE0IIc5p3LhxxMXFoSgKZWVlKIqC1WqloaGBxMRExo8f7+kShRs4fc2spqaGvXv3YjQa25wfGhrKvHnzWLZsWZcVJ4QQ5zJkyBA0Gg2rV6/mo48+AsBoNLJ06VLsdjvDhg3zcIXCHZy+ZlZWVsZ9993neMp0amqq4ynTAwYMcIwQMmDAAABee+01/P39ueeee1xTuRBCAH5+fhiNRvLy8lpMr62txWQy4evr66HKhDs5FWb33HMPGRkZrZ4yvXr1agB8fX1JSkpyhFtKSgrbtm0jJydHwkwI4VJ1dXUEBwczcOBAcnNzHdP79u2Lj4+PPFexl3AqzH73u985fm5+ynTzk6azs7NpaGhg165d7N6922WFCiFEWzIzM0lPT2fatGm8+uqrQNPR2qxZs9BoNOzbt8/DFQp36HTX/PaeMn1mwBUXF7caQV8IIVxh+/btBAcHExMT4xhoWKPRoCgK27dvZ8+ePR6uULjDBT+cs62nTNfW1jqCTQghXElRFNauXYu/vz8A69evp7a2lpKSEhobGz1cnXAXlzxpOjAwkLFjxzJ27FhXrF4IIVqpr68HaHEkFhERQVpaWovRikTP5JIwE0IIT/Hx8SEpKYnU1FT69u0LIGHWC0iYCSF6hPj4eFJTUxk0aBA6nQ5FURw3Uouez6kwW7lyJSkpKQwaNAgvL8k/IUT3kZ6eTmpqKoGBgSiKAkBlZSWHDh3i0KFD1NTUeLhC4Q5OJdMLL7yARqNBr9czePBgkpOTSU5OJiUlhcTERFfXKIQQ7Ro7dqyj92JGRgZ79+7l+PHjni5LuJlTYdb8i2I2mx03Tzfz9fVl2LBhjnBLTk4mOjraZQXX1NTw7rvvsn37dsfYa7Nnz27Rm1II0Xs0NjY6RvlISUkhLCyMw4cPk5WVJb0ZexGnwmzDhg0cOnSIzMxMR5iVlpYC0NDQwO7dux09iDQajUtHzZ8/fz5VVVU89dRThIaGsmrVKubOncsbb7xB//79Xfa+Qoju6Z///KdjiL3ExESioqKIjo5m4sSJFBQUcOjQIQ4fPuzpMoWLORVmvr6+jBo1ilGjRjmmVVdXtwi3zMxMKioqXFYoQElJCbt37+bll192HIk9+OCD/PTTT6xbt467777bpe8vhOh+FEUhNzeX3NxcfH19SU5OJjU1lbCwMBISEkhMTJQw6wXOuzdHcHAw6enppKenO6YdP368xSnIrhYcHMyzzz7LkCFDHNOaRxmpq6tz2fsKIdShsbGRXbt2sWvXLiIjI0lNTZVR83uJLu2aGBERQURERFeusoWAgADGjBnTYtqmTZsoLS1l9OjRLntfIYQ6aDQa/Pz8MJlMHDt2jGPHjrF+/XpPlyXcQNX97DMyMnjppZeYMGFCq5BrT1hYGAaDod35zV17w8LCuqRGtdFqmx5x11u3H2QfuHL7zWazS86ixMTEMH78eKKjo9FqtSiKwtGjR9m0aRMlJSVd/n6i+3H64ZzdzdatW5k7dy7Dhg3jySef9HQ5QggPiY2NZebMmcTGxjp6XgNERUUxY8YMYmJiPFyhcAdVHpmtXr2aN954g8svv5w5c+ag1+u7bN3NowZUVlZ22TrVpPnbeG/dfpB94Mrtt9lsXb7O9PR0NBoNhYWF/PTTT/z617/GaDRy4MABRo8ezYQJE/jPf/7T5e8ruhfVhdnnn3/O4sWLueGGG3jggQc6/ZiZyspKdDpdu/N766klIdQqMjISu93OmjVrsFgsQFNobt68meHDhxMZGenhCoU7qCrMiouLWbJkCePHj+fWW29t8QRZb29vxyMghBC9h91uR6PRYLfbW0zXarVotVrHM85Ez6aqMNu4cSNWq5UtW7awZcuWFvOuuuoq5syZ46HKhBCeUlZWRkJCAjfddBPLly8HwMvLiylTpuDl5UV+fr5nCxRuoaowmzVrFrNmzfJ0GUKIbmTz5s1ER0fTp08fxzU5Hx8fhg0bRmNjI5s2bfJwhcIdVBVmQghxtuPHj/Pxxx87BlMwmUzU1dVRWFjIzp07HQ/tFD2bhJkQQvXKy8spLy8HYMmSJR6uRniChJkQQtUCAwM7tXxtba2LKhGeJGEmhFC1e++9t1PLL1q0yEWVCE+SMBNCqFrziB/O6Ox9qUI9JMyEEKq2bNkyT5cgugEJMyGEqpWVlXm6BNENqHagYSGEaMstt9zC7NmzW/0sejY5MhNC9CiBgYGOHo5n/ix6NjkyE0IIoXoSZkIIIVRPwkwIIYTqSZgJIYRQPQkzIYQQqidhJoQQQvWka74Qokf56aef8Pb2bvWz6NkkzIQQPcqePXva/Fn0bBJmQgjV8/f3Z+TIkfTv35+QkBAMBgMAZrOZqqoqCgoK2LNnD0aj0cOVCleRMBNCqFpYWBi33HILPj4+rUbQ9/HxISoqiujoaEaMGMHy5cupqKjwUKXClSTMhBAXzGZX0Go884iViRMn4u3tTUVFBVlZWdTW1mK1WgHw8vIiMDCQwYMHEx4ezqRJk1ixYoXbaxSuJ2EmhDgvDUYr63aXsXHfMcqrTXjpNIwYFMbVo6MYHBvktjpiYmKwWCwsXbrUEWJn27lzJ7/73e+Ijo52W13CvSTMhOjlFEXBbLc4XhutJgBMNrNjmkGrb3HUdbLWxIL/7KesshG93cpjecsBeNV2E7uyj3HbVQO4ckSMW47UbDYbBoOBkJAQysvL21wmNDQUnU6H2Wxuc75QPwkzIXoxRVFYuOtfHKku7HC5gcFxPHrxbDQaDYqi8Lctb2JKLMc3sWn+ktF9AfDiB7yAlZWw/cdYnhx7n8sDLTs7m9TUVG6//XaOHTvW6jRjUFAQkZGRaDQacnJyXFqL8BwJMyF6MbPdcs4gA8itLsRst+CtM5B/vBqTvu0joDMVNxQ72rjS+vXrCQgIICEhgX79+tGvXz9HgJ7ZISQvL4/169e7tBbhORJmQggAFlz2Jww6A6GhoQBUVVVhtpn506YFLZY7VFDt+PneT8vRW1v2ILR4aXh7erjrC25+P4uFVatWERkZSXx8PKGhoY4bpU0mk6Nr/rFjx9xWk3A/CTMhBAAGnQFvnQEfr6YgaO+IymKzO37WWxX0trOXUM6e4BbHjh2TwOrFJMyEEC2U1R3n54o8TtacpMFy+ibjz3K+w46dksbTYfX9HRfTeCSXGzaeBGDgohdZvbME+Mht9cbGxmKz2Th69Kjb3lN0PxJmQgiHBksjT296hTpzPRo0eGl0jnkHy7MweOnR+umgvmla9v4+DNQeOb1McQPf7qtAN9x9Nc+cOZP6+nreeust972p6HYkzIQQDmsLNmKxWXj9umfRNNox2y08sv4ZAJ4a+3u8dQZMNrNjWl1dOD9bp3ANHwOwZHUWFi8Nvh7bAtFbqTrMli1bxk8//cTChQs9XYoQqldlrOaHoh+ZNuxqwv1CqTRWnrNNiO0kJ71CeGHILAAMXlouSw3lJ1cXe4Y333yz1TBWovdRbZh99tlnvPfee6Smpnq6FCF6hM9zv8NX583VAydgtJow2cyYbR3fZGy6dGerozB3BhlAcHCwdPwQ6guz8vJyXnnlFfbu3UtMTIynyxGix9hzIhOA//n8qQ6X01nsRFbYOdan42f7DgyOw6DVd1l97bn11lupr69n69atHDx4sNX8KVOmEBkZyY4dOzh8+LDL6xGeobowy87OxsvLi7feeosPP/xQvpEJcQEMWj0DguOcGgGkOZgOffQZN26twnTfg6RePKjDdbtr4OGAgACuvvpqoqKi+Pbbb1vMCwwMpE+fPlx77bVYLBZyc3PdUpNwL9WFWXp6Ounp6Z4uQ4geQaPRcE3CFSze9yH3pN5EWvjQFjdNN2sOpoajx9Fu20B+4iiuuzTZU2W3SVEU0tLS0Ov1fPXVV47pW7duJS0tjeTkZEaPHi1h1kOpLsyEEF3HrthZlftfBoXEc3FEKhqNpsObpg+99SF2nQ8j77nR3aV2qKGhgZycHNLS0hg2bBhWq5X//ve/AJSWllJaWsqgQYPo06ePhysVrtLrwiwsLMzxFNq2NPeKCgsLc1dJ3YpW23QdpLduP/SufbA+fxuldcd45srHHR/07W1/wcZtBBRlUzRpJlNSBp7X+5nNZurq6i6s6DbY7Xa+++47rFYrI0eOdHQM++6777Db7fj6+uLl5SVPmu7Bel2YCSGamG1mlh/8grGxoxjcJ7HDZe1mM0f+9X+UB0RzzW+nuanCzlu/fj06nY6LLrqI1NRU4uPjOXr0KFFRUeh0OsrKyjxdonARCbOzKIqCoihUVp77HpueqPnbeG/dfug9++Cb/A1UG2u5pv8VLba1re3P/mgV+rpqvGfdjsVYR+V5HuDYbK0Gcuxy69ato6GhgTFjxhAQEMCQIUOantlmNrNp0yaXv7/wjF4XZpWVleh0unbn94ZTS0LUmuv5b/4mLosZTV+/jn/nTeXlmNev4+fo4UybmOKmCp2Xn59PY2Nji2nbtm0jKyuLtLQ0goODqa2tZc+ePZw8edIzRQqX63VhJoSAr/PWA3Bt4sRzLpv19keYNXqS75iOVuuervadsWrVqjanV1ZWsmHDBjdXIzxF1WE2Z84cT5cghOocb6hgY8kOpg6YTIDBv8NlK/cexDs3k+yR13Dj4Ag3VShE56k6zIQQnbcm91uCDAFM6t/x/Zp2i4Xi9z/iuG8kV9w2xU3VCXF+JMyE6EXyqovYczyDO5OnY9C1HGrq56IafthbRmm5CZ1OQ7+G46QYrViumU54iI+HKhbCORJmQvQSiqLwafZaYgIiubTf6QeO2RWFpd/m8f3uMvR2C48dWQbAwgG38mPcNO7oH+upkoVwWscjhQoheox95YfIrS7g14N+iVZz+k9/7Y5Svt9dhgYYl9rXMT268TiKRsOH/z3Cz0U1HqhYCOdJmAnRgyiKgslmbvWvwdLIquy1DAlNJCns9OgdVpudb3aUordbuG1iDLdPPH0UNtTPQvrgILxsFr7eXuKJzRHCaXKaUYgeQlEUFu76V4cj4J9orGTRrn/x6MWz0Wg05BTXUlNvYe6RZXAEzhyCd1TuRsjdyBXAAt2dmC02DPr279EUwpPkyEyIHsJst5zzUS4AudWFmO0WABpMzo3IoShgtNgvqD4hXEmOzITogRZc9icMp0a9/+rIer4v2soTl9zHCzvfaLFceHDTCPmvDLmNORfZMK342DFv4KIXySoz8sqKQ/gYdPj7yMeF6L7kyEyIHsigM+CtM9BoNbKh+EeujEsn0j+81XL9I/zoH+FHo13H8s0lHAw+/bDNepuW/2wuxaLVMy61L7puOPqHEM0kzITowdbkfIte68WU+MvbnK/RaJgxIQaNonAoIJHNMWMd8/78zl6KjjcQ6OfFtWNi3FWyEOdFzhsI0UPtPZ7J9rK93J50A356X0w2c5vL6b/7gqllZXwTewUnzVpeGHRn0wwrRPfx5Xc3DKHPqdORQnRXEmZC9EA1plo+OryGi8KHkR41qt3lSjdsQ7t7O+akSbz6hzHszq7keLUNnU5DQoQ3yQnBaDVyelF0fxJmQvRAy7I+BwVmDrnG0XPRfNaRWcPRY1R+9BEFoQO45v5f423QkZ7St9c8z030LBJmQvRAhyub7hj7y9aX25xvt1g4tGgJFq0Pwx74DUH+BneWJ0SXkw4gQvQQBq2e/oHR51xuYHAch/61HN+qE9imz2JgYt9zthGiu5MjMyF6CLtiR6fR0scnhMcvuQ8fr7Y7bRRt2I1t73scGX4l11w10s1VCuEaEmZC9BDfFm6moKaERy+eTbB3YJvLnCw5Rv1/llEelsDk+290c4VCuI6EmRA9QGFNKV8c+Z6rEy5jYEgcAAVldWQX12JXFAZEB5IQ7sOhRW/ipfUi7ZF7ZZxF0aNImAmhcmabhfcyVhATEMl1iZM4VtXIv77IIaektsVyfTQmrm80ETTrTiKi+nioWiFcQzqACKFya3K/pdxYxd3JM6ius/H8vw+SU1KLD1bm5nzA3JwP8FEsVCjefBR3LSFJgz1dshBdTsJMCBU7XJnLD0XbuGHg1UQFRPDZliKq6y3EhPvyzG9HOJa7veBLIqzVWNCyYn2B5woWwkUkzIRQqQZLIx9kfsrQ0AFM7D8Gk8XGjxnl6O0W7pjUn5AzOjP6YWb2r1PQ2y3sy62iqrbtoa2EUCu5ZiZEN6UoimP0jrZ8dPgzjFYTdyZPR6vRUlXbiNlqb3rQ5vMtH7TpZzVif/k5HgNeGHQnJ04aCQ2UG6VFzyFhJkQ35MxTowEi/PoQ4h0EgLfe+RMthk4sK4QaSJgJ0Q05+9To4w0VmO0WvHUGQgIMxPb1ZaH9Vi6tOsgoUxH+DSeBpgdtbjpUxbJ1+YQGGugf4e/iLRDCvSTMhOjmznxqtF2x88/9H3G0/ji15voWyxX8XEJC7k8UB6Wwpc9IDMkTGfPZawCs+rGMb/aUY9fqueqSKHnQpuhx5FyDEN2cQWcAu4684kY+3bWHw2Vl3DZ0mmO+XVHY/NFaqhcuYOTJw4yLbfqOuvlguWOZb386il2B8al9mXLpucdvFEJt5MhMiG5u9aZCNu2tpN5oPTVlIt/UWiC86dWmv71G/NEcKuOTGPnQbxkVHMC4/JOs21XG6/73oCgwNCqASSP7MXJwKBp5PpnogSTMhHCDc/VMbGbQ6luFzTc7StFblaZeisCiAbdyqOAkvqfCrE9FIdZpt5A+daKjTUpCCCkJIV1VvhDdnurCzG638+GHH/L1119TX19PWloaf/jDH4iKijqv9Z39IWO0mgBaPGL+7A8YZz6YPNHmfD4wndn+83kfteyzttqc63egs/vZ2Z6J0PR4lkcvnt3yQZpaG9HJpXCk6eW8WUm8vnw3dadmxz41l8hYOXUoejfVhdnSpUv5/PPPeeKJJwgPD+ftt9/mySef5O2330av13dqXc5+yDR/wHTmg8ndbYBOf2C6so0a9pm79rOzPRMBcqsLWZ3zLVtKf3JMu2y4DzdfMoW8rzcBULHoJa7FyvKLm3okVmt9iHRq7UL0XKoKM4vFwooVK5g9ezZjxowB4M9//jO33HILmzZt4sorr+zU+pz9kMmtLnR0f+6ubYBOfWC6uo0a9pk793Ozxj1XorcqPJS3HIB3k2dRZQK0NnxHfg/AhuIfGdNvBJtKdwLwk/YrftoN3HTmQzRPD+9RfLyBIdFhTtUkRE+lqjDLzc2loaGBkSNPP1AwICCAQYMGceDAgU6H2Zka91yJjx1+n/sfAJZffCdFNSbHB0x7bfy1Gu7P+hiA91Nvo9xkPWebUL2OezI/AuDtpFupsdrP2SbK38CsvR8CsGTwzTRCu20a91wJdh2J4Qamb38PgNcG3IRZp+mwzZkfsl9O+C2Hjza2+JBtq82Z+2zF6LsoOGk857b4aeB3Pze1+fdFt3Os0XLONsFeWmYfarpm9K+kW6l2Yp9F+uq5ff+/AVgy5GYalfb3WXObwX39+dXWd5vaDLqZRk3H+znQx4dfXBTGgKUvA+f+HdDhxX3XDkL/atPre24M58NNeRwvOv38sZsax2P9uhD7gBC0gSfbrRfAVhuKvm/nzkgI0ROpqmv+iRMnAOjbt+Vj3vv06eOYd74CfXz4f3eORG8DvQ3+eucorrs0zjHfbLG1ahPbJ5D5v7nE0Wb+by9h9JAIx3xFUVq1SYsP57nfntHmN5cwoF9Iq+Vs9tNtJw2P4e+/udjR5u93XkyfAL/2N8au445fDObPt53enrm3DsfHq/3hi3R48dCvUx3LP3HTRfzhhhQ09vafeeWn9+ap24Y72vzl9pH8enyiY36jydqqTWRwAM/efXr7n7nnEsYl93PMb2ufDYsJ4/nfjna0ee63oxkW0/pIxH5G2/Ep/XjmnjP2892XEBkc0KpNg/F0jbdMHMjcW87YnjtGEuDd9tOaAQJ0Gv5yUzLXjohytHlyRjLBXqf/rCobT1JQXeJ4PbC/mRL7Dsfr/9u3FO+AvQQ4roBB0JpPCMg+QJ+Dw7DunERKydU8l/ogDyw/wQPLT/C/o/7I40P+gHXnJCyHxzA0LrjdGoXoLVR1ZGYyNV2YP/vamMFgoLa2tq0mTrtuVF/6+mmpOfX65IkTjBto4PvDTa+37S9m9OBwGi2nL8xPuSgQa12V43VtRTlT0vw5eOpC/aEjx0joG8ix6gbHMtcOD6C+quL0NtVUcu3wAN453vS67HgFQT4+HCg8vd5Jw3yoPiOsNaZqfpESwGenSjlZdbLFtsSH6hgRo6Xq+HHHtCBNA+MH+7OVttuMjPMlys9E851JVcePkxBsIC3Wh+x22lyRFICfvZ7mrTt54gSj43V8c6jp9aa9xUxI6ovJeuY+C8DecHo9NeUnuCrFjz05Ta/3ZR1lSHQwFfWNjmWuGxFAw8nT+6zxZAXXDg/gjaNNr4uOltPH35efS6sdy1yV4k9N+el9Zqmr4BfJfnxqbHpderQUvU7PtsOVp/dbYA1Hck+v42hxJslRJg6cev3Vj2uxntEx438Of0zlUx9zeg1w4i/zmK2DJWlNX7ie2f5ai3029ftP0H97+vV9qyqACiy6IpZc3NQmeM5cYhLj0OVV849PDvFTKfQ7UEPqqe9TWSVWPtpYggUfRgwKJSLEByF6O43S1lfhbmrTpk38/e9/54svvsD7jG/MzzzzDBaLhb///e/ttjWbzRQWFhIXF4fB0HSEYrSauGPFHwF4YPkJ9GcdfFl0sOTUdQpLWQL6fvkoFj0avcWpNraqvuhCT2CrDUF36nTRudrYjb5ofRqxHo/BK6LEqTZna2t5d7Vpsc9KBqKPyUWxa9BoFafaWCsi8epzDHt9IFr/WqfaNC/b3NaZNs01NdfoTBtntv/sNpO2g8GmY+04m9Nt3vv1Iny8vFEUhfe+PMTqjUfQ2y08dqpr/sIBt2LR6onq48dzvxtHWFDXhplW23Rkabfbu3S90PR3WFJS0uLvsCMLFy7s8hqc8dhjj3nkfcX5U9WRWfPpxYqKCqKjT3dFrqioYMCAAS597yQiGWgNwazY+MHxXb1jo4ijnzWGSkXDTvY41eZyZQj+Vg2FGj2HKDl3A2CyNQ2AdV7O1eWuNoM1fRlqDcSi2Phe61ybEfQnxhpFDbCNvU61Gc9AgqxQghcHOeZUm2uUkejtXhzW6cluMb58++bE3IW33ptn8t8C4IcrZnP/L4eiUezk/ulPAFzy7tu8/uVBoOma6F0vLAJg7apHAfjsst/wl1tHse+BPwAw8s3FVJkU5ryxHtjQ4v00Gg13X5fEwNhgPtuUxwvaOwEI9NNz/ej+TJ84iCB/GfleCFBZmA0YMAA/Pz/27dvnCLO6ujpycnKYNm3aOVp37MvL7uPvd45m9z33ApD6xuv8lHsMSt4E4LbrriAyJBCTzcwP65s+mDf/8nf89soEjjzW9EE2cNGLfJ9xHBreB+D2X/0Sf4MPjVYTOzc0hVn2LQ8z9eJoch+d07RNCxfw8ZYioKlDxI3X/ApvnYGq+gbm/djUm632gacYnRjiaJPw0gJe/yoHWA3A9b+4AYB1p+p6fcBNPDlrBDHBXo42MS+8wAsrMoBv2mzzTvKt/OWmVE78ZZ5j+49WNfC3pbuBdW22WTH6Lv706yQK/zTXsf0/n2iA/MUAzLrmMmLDgzDZzHx/qs36K/+H+345gLwz9tnm7Ao4+e6pfXY1QT6+GK0mtm3YC0DGzIe48dJYx7YMXPQiK3cUA01HKjOvvR4fL29qjI3M3dLUpb38vj8xYXAfR5vEhQt465sjwKcATJl8Hd46A8Mranh27xYAlEf/HwOjAhxtBr3yj1Pb/zUAUYNPXUPNb/rPntJadh9v4KI4PyynLi1uzChk06FjGIY3va6qOn26GKA46gv+Z/0Xp3smfv90038vOr1MVVUV3rrTIZUa50vqbcnUG61YrHYC/fTotBqspjoqTXS5Pn36AGA0GmloaDjH0p1js7VxWCpEF1BVmBkMBqZNm8a//vUvgoOD6devH2+99RZ9+/blsssuc2odlZWV6HRNnzxn3hR7uKyaJ97ewoxTH0qfbCviq92FeDUdjBAS2LojwPbcSuobLUw51eb99fls+bkCn1OdLb10TadrtGfcoPvZrqMcqzIx4VSbN77OZU9xNb4jacHP5/T/mnfWHSE3KZwRp9q8tCaLnBP1+LZzc5FJp2HBykNcmRbGsFNtXliRSUmdGd929stJi53nV2Ry16nl1+4/xppthdTZlHbbFJw08sKnh5h5qs2qHcWsyziBNrXpdd/Q1qe/dhWd5OXPfua6U22Wbipg4+FyvEc0vfbWN80486bmb/Yeo7zKzBWn2vxz7RF+Kqhy7LPmZZvbAny4Pp+CsjouPjXp5c9+5vCxOseoGc36nHG96bWvs7liWDjDT7V5euleimtM7W6/z8jveb/keyjhdDiVvukIsmYGrZ6BwXHkOnlvmkHbdu9Efx/3/Lk2n2b09/fv8jATwlVUFWYAd911FzabjZdffhmTyURaWhrPP/88Xl4Xtim+I7/nOLAk4dSHkuVdR5B11CaXM6+pfOIIso7a7Af2O9qswrftSzIOhuHr2ApsdbT5HN/Yjt8D4Hvge0ebr9v9UG5uUw8sST61/Mk3IYlztjkBLBnQ/B7LHEHWUZsCztxnyx1B1lGbDCDD0WYlvue4rcp7xPdsB7Y72nyG7zkGyfBK+44twBZHmy9bbf/5BJNGo3HcPF1W0cC63WXs/rkSo9lGWKA341L7csWISPx8vNoczkoIcW6qCzOdTse9997Lvffee8HrcvaD6cxvy925zfl8+3dVG7Xss862OTOYACqrTezIKqe2wUKAr55Lhvah76mjvTODSaPR4K0zEB9h4J5fhnDPLzt8OyFEJ6mqN+OFaO7NGBAQ4DjNCK3H2QsPP30eqry8qaN6dxkz8FxtumJsxra2/3zeRy37rK02zvwO9GRn3sd5ofdvns1ms1FXVye9GUWXU92RWVdr/sbczMfr9LWxM6d31OZ83scVbbriPdS8/V3Vxpl9IIToXlQ1AogQQgjRFgkzIYQQqtdrTjM2Xxo816gGZvPp7vq98Z6Y3r79IPvAldvf/PfXSy7VCzfqNWFmtTYNKHuu+2bq6uo6nN/T9fbtB9kH7th+q9XaYkg6IS5Ur+nNaLfbaWxsxMvLq9f0ShOiu1EUBavViq+vr+PmbCG6Qq8JMyGEED2XfDUSQgihehJmQgghVE/CTAghhOpJmAkhhFA9CTMhhBCqJ2EmhBBC9STMhBBCqJ6EmRBCCNWTMBNCCKF6EmZCCCFUT8JMCCGE6kmYCSGEUD0JMyGEEKonYSaEEEL1JMyEEEKonoSZEEII1ZMwE0IIoXoSZkIIIVRPwkwIIYTqSZgJIYRQPQkzIYQQqidhJoQQQvUkzIQQQqiehJkQQgjVkzATQgihehJmQgghVE/CTAghhOp5eboAd7Hb7TQ2NuLl5YVGo/F0OUL0SoqiYLVa8fX1RauV79Ki6/SaMGtsbOTo0aOeLkMIAURFReHv73/O5RYuXOiGalp77LHHPPK+4vz1mjDz8mraVD8/vw6/EQYHBwNQXV3tlrq6m96+/SD7wJXbb7fbaWhocPw9CtFVes1vVPOpRa1Wi06na3c5g8EA0OEyPVlv336QfeCO7ZdT/aKryUlrIYQQqqe6I7Py8nJuvfXWVtMff/xxpkyZ4oGKhBBCeJrqwuzIkSMYDAY++OCDFqcqnLmYLIQQomdSXZjl5eURGxtLnz59PF2KEEKIbkJ118zy8vKIi4vzdBlCCCG6EVUemQUFBfHoo49SVFRETEwMt912G6NHj/Z0aUIIITxEVWFms9koKioiLi6O+++/Hz8/P3744QfmzZvHCy+8wKhRo865jrCwMEfX47YoiuJYrjdqvgevt24/yD5w5fabzWbq6uq6fL1CqCrMdDodK1euRKvV4u3tDcCQIUMoKChgxYoVToWZEEKInkdVYQbg6+vbalpCQgI7d+7skvUrioKiKFRWVnbJ+tSm+dt4b91+kH3gyu232Wxdvk4hQGUdQPLz85k2bRr79u1rMT0rK4uEhASn1lFZWcmJEyfa/dd8mlEIIYR6qCrM4uLi6N+/P6+99hoHDhygsLCQN998k0OHDjFr1ixPlyeEEMJDVHWaUavV8swzz/DOO+/w7LPPUldXx6BBg1iwYAGJiYmeLk8IIYSHqCrMAEJDQ3n88cc9XYYQQohuRFWnGYUQQoi2SJgJIYRQPQkzIYQQqidhJoQQQvUkzIQQQqiehJkQQgjVkzATQgihehJmQgghVE/CTAghhOpJmAkhhFA9CTMhhBCqJ2EmhBBC9STMhBBCqJ6EmRBCCNWTMBNCCKF6EmZCCCFUT8JMCCGE6kmYCSGEUD0JMyGEEKonYSaEEEL1JMyEEEKonoSZEEII1ZMwE0IIoXoSZkIIIVRPwkwIIYTqSZgJIYRQPQkzIYQQqidhJoQQQvUkzIQQQqieqsOsuLiYqVOnsnbtWk+XIoQQwoNUG2ZWq5Xnn38eo9Ho6VKEEEJ4mGrD7P3338fPz8/TZQghhOgGVBlm+/fv58svv+SJJ57wdClCCCG6AdWFWV1dHQsWLODBBx8kIiLC0+UIIYToBrw8XUBnvfLKKyQnJ3PllVeeV/uwsDAMBkO78xVFcSzXG2m1Td9veuv2g+wDV26/2Wymrq6uy9crhKrC7Ntvv+XgwYO89dZbni5FCCFEN6KqMFu7di1VVVXMmjWrxfRXXnmFDRs28Nxzz13weyiKgqIoVFZWXvC61Kj523hv3X6QfeDK7bfZbF2+zpkzZzq9rEajYfny5V1eg/A8VYXZ3LlzMZlMLabdfffd3HXXXUyePNmpdVRWVqLT6dqd31tPLQmhVrGxsWg0GsclAmgKLaDFtDOni55HVWEWHh7e5vSQkJB25wkhej6LxUJmZqbjdVJSEgaDgf3797eaJnomVYWZEEK0xWQysW7dOsfrAQMGYDAY2pwmeibVh9m3337r6RKEECogpxh7NtXdZyaEEOfSfHvBmQGm0Wiw2+2eKkm4mISZEELVbDYbPj4+jgDT6/X4+voCEBcXB0BgYCC+vr5YLBaP1SlcS/WnGYUQvVt9fT3BwcFcddVVZGVlMXz4cEfvxmnTplFWVkZ4eDharZYTJ054ulzhInJkJoRQtZ9//hlFUUhJSWH69OkMHDgQo9HIxo0b0el0xMTE4O3tjdVqZfPmzZ4uV7iIHJkJIVRty5YtBAYGMnToUKCpZ+NXX31FQUEBx44dY9CgQVgsFjIyMjh58qRnixUuI2EmhFA1u93OV199xYYNG/D396eyshKr1Qo0PcC3uLjYwxUKd5DTjEKIHqG+vp7GxkbCw8MJCgrydDnCzeTITAiherGxsUyePJk+ffo4pp04cYLvvvuOo0ePerAy4S5yZCaEULXw8HCmT59Onz59HAOFK4pCeHg4M2fObBFwoueSIzMhhKqNHTsWnU5HaWkpmzdvprq6muDgYMaPH090dDTp6el88cUXni5TuJgcmQkhVC02NhZFUVi9ejXFxcXU1tZSXFzM6tWrURSF/v37e7pE4QYSZkIIVTMYDNhsNoxGY4vpJpMJq9WKXq/3UGXCnSTMhBCqVlFRgV6vZ8yYMS2mX3rppej1+l77kNXeRq6ZCSFUbdeuXVxzzTWMHz+etLQ0ampqCAoKcnTP37Nnj4crFO4gYSaEULXDhw8TFhbGmDFjCAwMJDAwEGh6yvSuXbvIyMjwcIXCHSTMhBCqt3XrVrKyshg8eDABAQE0NDSQnZ0tAwv3IhJmQogeoaKigsrKSnx9fTEajfLssl5GwkwIoXqhoaFcccUVJCQkoNVqsdvtHDlyhPXr11NTU+Pp8oQbSG9GIYSqBQYGMmvWLAYMGOB4jplGo2HQoEHcfvvtjmtoomeTIzMhhKqNGzcOg8FAVVUV27dvd4wAMmbMGEJDQxk3bhxr1671dJnCxSTMhBCqFh8fD8CKFSuora0FoKSkhKKiImbPnk1CQoIHqxPuIqcZhRCq5uPjg8VicQRZs9raWsxmM97e3h6qTLiThJkQQtWqq6sxGAwkJSW1mD5s2DAMBgPV1dUeqky4k5xmFEKo2v79+5k4cSLXXHMNF110ESdPniQ4OJjY2FgADh486OEKhTtImAkhVG3Pnj1ERkaSlJREdHQ0MTExjmeaZWdns2vXLk+XKNxAwkwIoXrffPMNWVlZDBkyBH9/fxoaGsjJySEnJ8fTpQk3kTATQvQIRUVF5OXleboM4SESZkII1ZswYQJDhgzh3XffRa/XM3nyZCIiIsjPz2fTpk0oiuLpEoWLSZgJIVQtLS2N0aNHA6DT6bj88stJTk5GURTCw8Mxm838+OOPHq5SuJrquuZXVVXxwgsvMGPGDKZOncq8efMoLCz0dFlCCA+56KKL0Gg0bNmyBWjqkm82m/nuu+9QFKVVl33RM6kuzJ5++mlKSkqYP38+r7/+Ot7e3syZM6fVI9OFEL1DSEgIJpOJHTt2EBkZicFgIC8vjwMHDtDY2ChjM/YSqgqz2tpaIiMjefTRRxk6dCjx8fHcdtttVFRUUFBQ4OnyhBAe0DywMEBMTAwajYbi4mK8vLwwGAxYLBYPVyjcQVXXzAIDA3nqqaccr0+ePMnKlSvp27cvcXFxHqxMCOEpVVVVREVFMXnyZMfnQGFhIVdffTVeXl6UlpZ6uELhDqo6MjvTyy+/zMyZM1m/fj2PPvoovr6+ni5JCOEBu3fvRlEUhg8fTkhICGVlZVRVVQFgtVrZtm2bhysU7qCqI7MzTZ8+neuuu441a9bw9NNP8/LLLzN48OBztgsLC8NgMLQ7v7kLb1hYWJfVqiZabdP3m966/SD7wJXbbzabqaur69J1ZmVlYTAYSEtLo6GhgR9++AGAffv2sW3bNkewiZ5NtWHW/NiHxx57jMOHD7NmzRoef/xxD1clhPCEAwcOcODAgRbTSkpKCAgIIDAwsNWI+qLnUVWYVVdXs3v3bi6//HJ0Oh3Q9C0yPj6e8vLyLnmP5jHdKisru2R9atP8bby3bj/IPnDl9ttsti5fZzMfHx80Go2jMwjArFmzCAgI4M0338Rms2EymVz2/sKzVBVmlZWVPPfccwQEBDhukrRareTk5JCenu70OpqDsC299dSSEGqVlpbGZZddho+PT6t5zV9O77//fqxWK++99x41NTUeqFK4mqo6gCQmJjJ69GgWL17M/v37ycvL48UXX6Suro4bb7zR0+UJITxgzJgxeHt7O4LrzH8AGo0GRVEco4OInklVR2YA8+bN45133mH+/PnU19eTmprKokWLiIiI8HRpQggP8PPzw2az8cUXX7Q6jTh16lT8/PxYvny5h6oT7qK6MPP39+ehhx7ioYce8nQpQohuoKioCB8fH/Ly8loNKFxUVISfnx8lJSUeqk64i1NhNm3aNJKTk0lJSSE1NZVhw4a1eX5aCCHcbdWqVe3O+/LLL91YifAkp8KstLSUo0ePsm7dOqCpB+GAAQNISUlxBNzAgQNb9CISQggh3MXp04zBwcEMHTqUzMxMamtryc7OJjs7mzVr1gBN3WKHDRvmCLiUlBSioqJcVrgQQgjRzOkwi4iI4PXXXwegoKCAjIwMDh48SEZGBtnZ2TQ2NrJnzx727t3raBMaGsratWu7vGghhBDiTE6F2ddff91isM74+Hji4+O59tprAbBYLGRlZTnCLSMjg6KiIhlGRgghhFs4FWbh4eGEh4e3O1+v15Oamkpqaqpj2qxZs8jJybnwCoUQQohzcFnX/PDwcAkzIYTLPfLII53qfLZo0SIXViM85YLCrKGhgby8PPLy8sjPz3f8d+XKlbz66qsybIwQwm3OvsesLdLjuudyKswqKyvbDK0TJ060WO7MJ74CBAUFdW21QgjRjm+++calAxmL7s2pMJsyZYojpNr69qPRaBg7diyxsbHExsZ2bYVCCOGE7OxsrFarp8sQHtKp04xRUVFceumlxMfHExcXR1xcHDNnzgTgH//4h+OhfkIIIYQ7ORVmwcHBVFdXc/z4cQICApgxY4YMZyWEEKLbcOpQavXq1dx2221oNBqWLl3KzTffzJYtW1xdmxBCCOEUp8IsICCAhx9+mE8++YRJkyZRWlrKI488wty5c11dnxBCCHFOnbrIFRMTw4IFC3j77bdJSkpyDDwMsGPHji4vTgghzmXt2rXSk1Gc331mI0aM4P333+ebb75h8eLFlJWV8dBDD5GUlMQ999zDFVdc0dV1CiFEmzIzMwHo378/sbGx+Pv7YzQaKSwspLCw0MPVCXdxKsyWLVvGiBEjSEpKajH9l7/8JVdeeSVLly7lvffeIzMzkzlz5rB9+3aXFCuEEGfz8vJi2rRpxMfHt5h+6aWXkpeXx2effSZHbb2AU6cZFy1axPz589ucZzAY+M1vfsPq1au54YYburI2IYQ4p3HjxhEXF4eiKJSVlaEoClarlYaGBhITExk/frynSxRu4PQ1s5qaGvbu3YvRaGxzfmhoKPPmzWPZsmVdVpwQQpzLkCFD0Gg0rF69mo8++ggAo9HI0qVLsdvtDBs2zMMVCndw+ppZWVkZ9913n+Mp06mpqY6nTA8YMMAxQsiAAQMAeO211/D39+eee+5xTeVCCAH4+flhNBrJy8trMb22thaTyYSvr6+HKhPu5FSY3XPPPWRkZLR6yvTq1asB8PX1JSkpyRFuKSkpbNu2jZycHAkzIYRL1dXVERwczMCBA8nNzXVM79u3Lz4+PvJcxV7CqTD73e9+5/i5+SnTzU+azs7OpqGhgV27drF7926XFSqEEG3JzMwkPT2dadOm8eqrrwJNR2uzZs1Co9Gwb98+D1co3KHTXfPbe8r0mQFXXFzcagR9IYRwhe3btxMcHExMTIxjoGGNRoOiKGzfvp09e/Z4uELhDhf8cM62njJdW1vrCDYhhHAlRVFYu3Yt/v7+AKxfv57a2lpKSkpobGz0cHXCXVzypOnAwEDGjh3L2LFjXbF6IYRopb6+HqDFkVhERARpaWktRisSPZNLwkwIITzFx8eHpKQkUlNT6du3L4CEWS8gYSaE6BHi4+NJTU1l0KBB6HQ6FEVx3Egtej6nwmzlypWkpKQwaNAgvLwk/4QQ3Ud6ejqpqakEBgaiKAoAlZWVHDp0iEOHDlFTU+PhCoU7OJVML7zwAhqNBr1ez+DBg0lOTiY5OZmUlBQSExNdXaMQQrRr7Nixjt6LGRkZ7N27l+PHj3u6LOFmToVZ8y+K2Wx23DzdzNfXl2HDhjnCLTk5mejoaJcVXFNTw7vvvsv27dsdY6/Nnj27RW9KIUTv0djY6BjlIyUlhbCwMA4fPkxWVpb0ZuxFnAqzDRs2cOjQITIzMx1hVlpaCkBDQwO7d+929CDSaDQuHTV//vz5VFVV8dRTTxEaGsqqVauYO3cub7zxBv3793fZ+wohuqd//vOfjiH2EhMTiYqKIjo6mokTJ1JQUMChQ4c4fPiwp8sULuZUmPn6+jJq1ChGjRrlmFZdXd0i3DIzM6moqHBZoQAlJSXs3r2bl19+2XEk9uCDD/LTTz+xbt067r77bpe+vxCi+1EUhdzcXHJzc/H19SU5OZnU1FTCwsJISEggMTFRwqwXOO/eHMHBwaSnp5Oenu6Ydvz48RanILtacHAwzz77LEOGDHFMax5lpK6uzmXvK4RQh8bGRnbt2sWuXbuIjIwkNTVVRs3vJbq0a2JERAQRERFducoWAgICGDNmTItpmzZtorS0lNGjR7vsfYUQ6qDRaPDz88NkMnHs2DGOHTvG+vXrPV2WcANV97PPyMjgpZdeYsKECa1CTgjRe8TExDB+/Hiio6PRarUoisLRo0fZtGkTJSUlni5PuIFqw2zr1q08//zzJCcn8+STTzrdLiwsDIPB0O785vtUwsLCLrhGNdJqm57X2lu3H2QfuHL7zWZzl18SiI2NZcaMGY4Qa/4bjoqKYsaMGaxYsUICrRdw+knT3cnq1av529/+xtixY3n22Wc7DCchRM+Wnp6ORqOhsLCQVatWAU1Pmt65cydarZYJEyZ4uELhDqo7Mvv8889ZvHgxN9xwAw888ECXP2am+ZtdZWVll65XLZq/jffW7QfZB67cfpvN1uXrjIyMxG63s2bNGiwWi+N9Nm/ezPDhw4mMjOzy9xTdj6rCrLi4mCVLljB+/HhuvfXWFk+Q9fb2djwCoiOVlZXodLp25/fWU0tCqJXdbkej0WC321tM12q1aLVaxzPORM+mqjDbuHEjVquVLVu2sGXLlhbzrrrqKubMmeOhyoQQnlJWVkZCQgI33XQTy5cvB8DLy4spU6bg5eVFfn6+ZwsUbqGqMJs1axazZs3ydBlCiG5k8+bNREdH06dPH8dpTB8fH4YNG0ZjYyObNm3ycIXCHVQVZkIIcbbjx4/z8ccfOwZTMJlM1NXVUVhYyM6dOx0P7RQ9m4SZEEL1ysvLKS8vB2DJkiUerkZ4goSZEKLTFEXBbLd0uIxBq+/y3sZtCQwM7NTytbW1LqpEeJKEmRCiUxRFYeGuf3GkurDD5QYGx/HoxbNdHmj33ntvp5ZftGiRiyoRniRhJoToFLPdcs4gA8itLsRst+Ctc+2gBs0jfjjDHUeKwjMkzIQQ523BZX/CcFZYmW1m/rRpgdtqWLZsmdveS3RfEmZCiPNm0BlcfuR1LmVlZR59f9E9qHJsRiFE96EoCh9kfsrhylxPlwLALbfcwuzZs1v9LHo2CTMhxAXJPVnAj0f3YLV3/biL5yMwMJCgoKBWP4ueTcJMCHFBvivcQj+/viT3GeTpUkQvJmEmhDhvJXXH2F9+mCtiL8Vit2KymTHbzJ4uS/RC0gFECHHeXvrpLQD+8/OX/OfnLz1cjejN5MhMCNEpBq2egcFx51xuYHAcBq3eDRUJIUdmQohO0mg0PDzqtyz4bAPZP2uBljciR4b68sANQ+gfHiQ3KQu3kSMzIUSnfbaliOzD3mDXc1FsMHN//oi5P39EsJeOYxUWXv0kmwZT9+jdKHoHCTMhRKc0GK18tb0EgBsm9uWPNw5zzPvr3RfRN9ibihozG/Ye80h9P/30E1u3bm31s+jZJMyEEJ2y6+cKrFYI8Gng+hH9sZtMjnmBXgrXj45Ab7ewNeOER+rbs2cPP/74Y6ufRc8m18yEEJ2Sc6Jp+KgHD64g58EVLeblPjqHSOAx4HX/e9xWk7+/PyNHjqR///6EhIRgMDQNsWU2m6mqqqKgoIA9e/ZgNBrdVpNwLwkzIUSn5DXkAv3OuVyAr3t6MoaFhXHLLbfg4+PTagR9Hx8foqKiiI6OZsSIESxfvpyKigq31CXcS8JMCOG04toyTugPotP2Y+GAW7llUjzeHywh3FIDQPTzz/PSp9kcrWjk2uRwt9Q0ceJEvL29qaioICsri9raWqxWKwBeXl4EBgYyePBgwsPDmTRpEitWrDjHGoUaSZgJIZz2fdFWwgL8SBnVj29/KuPDDSWkhaZy3fGmThbPfnyY4/UKgQG+TBoZ6ZaaYmJisFgsLF261BFiZ9u5cye/+93viI6OdktNwv2kA4gQwiknTTXsLNvPpP7p3HxlIhcPDgU0HA6IdyxTVWsmJMDA4zenEOzvnkfD2Gw2vLy8CAkJaXeZ0NBQdDodFovFLTUJ95MjMyGEUzYUbUev9WJ8zMXotBriiw+SWrSH3Ek389mAP+Ct13H7oFDGJIfjrde5ra7s7GxSU1O5/fbbOXbsWKvTjEFBQURGRqLRaMjJyXFbXcK9JMyEEOdkspnZVLKTcdEX4+vlQ1FJFVGZW9ENHMxvZwz3aG3r168nICCAhIQE+vXrR79+/Rwjj5zZISQvL4/169d7qErhahJmQohz2la6G6PNxKT+6QDs/ehLBtmNJNx5o4crA4vFwqpVq4iMjCQ+Pp7Q0FC8vb0BMJlMjq75x4555iZu4R4SZkKIDtkVO98XbWVk32T6+IaQe+Q4/bN3YE67BN9+7unk4Yxjx45JYPVi0gFECNGhfScOUd5YxeT48QBkLvscPXaSbp/u4cqaxMbGEhUV5ekyhIdJmAkhOrSucCuDQuJJCIrlcGYJCfl7sF2SjiEs1NOlATBz5kymTp3q6TKEh0mYCSHalVddxJHqQibHjUdRFHL+8xlotSTf+itPlyZEC6q+ZrZs2TJ++uknFi5c6OlShOiRvivcQoRvH9LCh7J/Tz6JJQfg8sl4BQZ6ujSHN998s9UwVqL3Ue2R2WeffcZ7773n6TKEUD1FUTDZzI5/RqsJo9VEad1x9hzP4PLYS1EUKF6xBqvem2Ezr/V0yS00NjbKAMJCfUdm5eXlvPLKK+zdu5eYmBhPlyOEqimKwsJd/+JIdWG7y6zI/ppNuT8x83gWuilT0fn6urFC5wwcOJD09HQ2btxIYWEhw4YNIzo6mhMnTlBeXs6JEyfaHepK9AyqC7Ps7Gy8vLx46623+PDDD6UrrhAXwGy3dBhkzY7ZT1Dv78/FN1zlhqo6JyEhgV/96ldoNBoCAgIAiI+PJyUlxbGMoihUV1dTXl7OZ5995qlShQupLszS09NJT0/3dBlC9DgLLvsTBp2B0NBQvvx5HZ9mfM3cS3/H/B2LAQi8egpavXse69IZY8aMASAnJ4fi4mIASktLSU5OxmQyYbPZ8PPzIzg4uMPxG4W6qfaamRCiaxl0Brx1Bry0Or7L3cylUSMINoQ45idcNcFzxXUgPDwcq9XKl19+SU1N06NoDhw4gNVqpbGxkX/+85+89tpr1NfXe7hS4UqqOzK7UGFhYY6n0LaluVdUWFiYu0rqVrTapu83vXX7oXftA6PV5Pg5NDQUHy9vNhfupMpYzfS0a9i3NgOahjkkLDwcHy/vC3o/s9lMXV3dBa3jbIqioNVqMRgMNDY2AuDt7Y1WqyXwVK9Lq9UqPR57uF4XZkKI9tkVO6sP/Zfhkcn09Ymg4avn4DpPV9WxwsJChgwZwk033cTBgwex2+2kpqai0+koKyvzdHnCTSTMzqIoCoqiUFlZ6elSPKL5aKS3bj/0rn1gspkdP69Zf5hvdhZTWXURuVoND6/7ijGKF9D0DLCqqiq8dRf2jDKbzXZB7duyadMmYmJiCAsL44orrgCa/o5tNhubNm3q8vcT3VOvC7PKykp0uvaftdQbTi0J0ZaPvstDb1WYe2QZAAsH3MrqqIn48q2HK+tYdXU1//73v0lPTyc+Ph5vb2+OHTvGtm3bKC0tdSy3devWDi8xCHXrdWEmhGibl8GKPjoHS0HT6+F1mfwUNsyzRTmpvr6e7777rsNlMjIy3FSN8ARVh9mcOXM8XYIQqtZoOn3aT5/2Awqw5Ka+p6aU4ktpm+2E6G6ka74QvVjh0UZstece/d5WG4rNIh8XovtS9ZGZEOLC2OxgPjyGx/I+7HC5hYm/xHa1dG0X3Zd81RKiF4vq4wNoeDX+FkKffo6S0EHobaC3wbD/fZH6B/4fr8bfSrC/AX9f+e4rui8JMyF6sTJrPtrAcixaA6/+J5PwymLHvKKTFj7eVIpFq+fy4ZFoNRoPVipExyTMhOilrHYrq3LWMuyiBrz1Wo4btbwdf4Nj/vP/PsjJOjMx4b788tJozxUqhBPkvIEQvdSG4h2UN1Zx36Wz2PjdFxzQhHPUpy8vDLoTAI0GLhnShzunDMDPRz4qRPcmv6FC9EL1lga+zlvP+JhLyF9/hFElOxnxyxvwv2w4lfWg02mJDtXSJ+jCxmIUwl0kzITohb7KW49dsTMuaDTHvlpEdXgso6dfjUarZUQvGs5L9BxyzUyIXuZYQzkbirdzdfxlHPrXGvytDQz9/W/RaOXjQKiXHJkJ0cuszvkvId6BBGX7Ela4F+ukawnuH+XpsoS4IPJVTIhe5OeqPPadOMRV/S5Hu3olNaH9SLn1ek+XJcQFkzATopewK3ZWZn9DQlAsjcv3EWSpZeD998jpRdEjyGlGIXoQRVEw2y1tzttRto+i2lKu11xBfO5KTBMm02dgnJsrFMI1JMyE6CEURWHhrn9xpLqww+W2l6+nT1A4o2+7wT2FCeEGcn5BiB7CbLecM8gATvTREDP7drR6+S4reg75bRaiB1pw2Z+wmDUUHGug1lzPJ4XLGOYTQ4Y1G4C+QxM9XKEQXUvCTIgeaNm3RezMPInVduqxLZrLOG4qgfGerUsIV5HTjEL0QNsyTqCxmJmb8wFzcz5Ab7NR6CP3komeS8JMiB4o2F/P//w6wfH6puL/EqRpu5ejED2BhJkQPYTVZnf8fP3YIL4u+djxOkRr4d7rBjte1zdKsImeRcJMiB6issbk+LnfW68x8+M8x+tAYw288pzjdVllo1trE8LVpAOIED2E7ownQVu8NIDSYn7TtCZarTw1WvQsEmZC9BDlthLHz29PD+9w2ZhwP1eXI4RbyWlGIXqAvcczefvAx2jN5w6pICIJ8PZxQ1VCuI8cmQnRTXU0zmIzg1bP9rK9fJi5ipjaIK776gir4n5BgSEcvd3KQ3nLAXg18SYsWi8Gxwbx2IxUNBo5zSh6FgkzIbohZ8dZ7OMTSoWxioRSb6ZuzKEmLZ15909l44Fy1u0uYyF3AhAe7M2kkf246pIo9F5yQkb0PBJmQnRDzo6zWGGsYliOwqSfjmKfdgtjrp8IwOSLo7hyVD/qGq0oikKgn16OxkSPJmEmRDdn3HslXhal5SlDLw2+I78H4NIME33++AjRqYNatNNoNAT66d1erxCeIGEmhBs4c/0Lmq6BnX0Epdh0jEgMRZ/T9DphcAPZef6O+UP+PIewiL5dWq8QaqO6MLPb7Xz44Yd8/fXX1NfXk5aWxh/+8AeiomTcOXF+zg4ao7Xp5mOTzeyYdmbIdDaYnL3+BTAwOI5HL57dYtroAUHce1UcR75tel3pvY1xRm/2nJpv9/E953qF6OlUF2ZLly7l888/54knniA8PJy3336bJ598krfffhu9vvOnVM78YCotb+C7fccwmm0E+SiMGByGt17X6ttycxtFUThSWktWUS02u0L/vv6kDQxBp9W028ZuV8jMrya/rA6NBgbFBDKkfxAaTfttLFY7e3OqKKtoQO+lJSUxhP4RTd/M2/uQbTBa2ZNdSWWNCV9vL0YMCiU8xKfDNtV1ZjZmnKC63oK3zsqowWEE+hs6bHOsspF9uVWYzDbCg30YOSQMH0P7+wwgr6yWwwU1WG0KMX38uGhQCF46bfv7TFHIKqjhyNFaAAZEBTI0PghtB/vMarOzP+ckJRUNeOk0DIsPIrFfYJvb4kzQnBkynQ0mZ69/AeRWF7YKysu/fZMj35x+fe/qCiw62JPedDSWWVDD5WkBTq1fiJ5KVWFmsVhYsWIFs2fPZsyYMQD8+c9/5pZbbmHTpk1ceeWVnVpfhx9kNfDx8aYfmz+Uzvktu+TUv060+e4IcKQTbSywNhPIbNkGOviQtcCXe0+/dPaDefXOTrYph+Xlndt+jp7615k2+af+daLNfw8Dh1u3cTZozgyZCwmmxj1Xoreevv718cg7KKmxgdbmuAZWbaxh/4nDTr0HgMVqP/dCQvRwquqjm5ubS0NDAyNHjnRMCwgIYNCgQRw4cKDT6zufD7Lu2uZ8vv27so0a9tnZGvdcSUTedTyw/AQPLD+BsutKGve0/wWpcc+VGA5fy3WGOxxtAg9d3WEbg1bPozPS0NtAb4O/3X0xN04YAHadY5mnf3yFT7NPH4ptjB5J9ajLHa8HLnqRmBdecLyOCPU+5zYL0dOp6sjsxIkTAPTt2/Jid58+fRzzzpf20NU8/KshGOf/FYDEhS/y6fYStvER0PTt11vXsk1w/rX88fohlP+/eQD0f/EF3v0+n+ygle2+T1z5DfzP1QMpmTsXgMj5z/H6V9mciPmixXJ2++lx9Uaab+aWCf0pePxPAAT+9Rn+8dnPmAZ/Q1sa91zJ9AmJTE4L48ijc5omPv5XXvvqZ3Sp37XZxrj3Su67aiABi5sGox348v+yM7eW/1ub5ThiaCXjKh6aOgTrC08DkLjoRb7YdZQNln83rdNsw/usyzl+R67hkamDqfrrX5r2x/8u4IMN+WT6rQCajpbPFnXsV/z+l4MoffJJAKKff57F3+RwNPKzFsud2Ta5YQZ3XpFA4RNN+yz0b8/w8ufZNAz4ukWbBqPV8fP0CYlcO6IfOT82vZ532wieX3GI1hU1CdBp+PNNKYR4Q+77TdP+NCOZZ/5zEFM7bSalhtI/TEPxqdfvffN/5HAUg+FixzJj90E/fQKrkwsAOByewlXXDca0byMAdYqdpZsK4FQfkEGxQe28mxC9h6rCzGRq+og4+9qYwWCgtrb2gtZ97Yh+JIT4kmtreu1lsfOrS/qx7aem13uzK0hP6ofZcvrD78YxMYQadFSfauNjh1vHxfD3g02vC4/VMiAyhPKqBkebWyfE4kfTt3KAIJ2WmemxLDl1QNHQaMbLV8eh/JOONjPGRGOwKo42/Xz1TL24Hytqml7bbLYW2xIf4sOUtL4oZoujTUK4L5OSwtlI221GJ4Qysn8Q+acma0020geGsCcmiKx22kxO6UtiiI+jjZfZzjUjIthw6vTkrqxyrkiLxmo9vc9uGB1FuLeeulNtvG0KN6fH8Nd9Ta9zS2oYFhtGda3R0eaW8f3x12gc2+JHU5t/nDo9W3WyjjB/X7JLzthnl/RF19DgaBNot3BdWiif1De9rjl5Er1Wx+bM01+CRsZqqCg76nhtOlnMxXFw6leAbT9txWI5fUT3P4c/puLJj6k4Y5+c+PM8fquDJalNX7jmr3kOi9YOTZfrSF35GsXLTy8/4Yt9TAAsuq9ZktbU5uY/NgX96vXPAGAdtpaXc9bCTae+xP200BFkAFq5f0wINEpbX4W7qU2bNvH3v/+dL774Am/v06dWnnnmGSwWC3//+9/bbWs2myksLCQuLg6DoalTg9Fq4o4VfwTggeUnHB98zSw6WHLqA8RSloC+Xz6KRY9Gb3Gqja2qL7rQE9hqQ9AFnnSqjd3oi9anEevxGLwiSpxqc7a2lndXmxb7rHQg+uhcFLsGjVZxqo21IhKvPsew1wei9a91qk3zss1tnWnTXJOlZCD6mFyn2jiz/We3iTuqQW/XkRtjdbrNe79ehLfOwNM/LCKr4kib791saJ8BPD3p0S69IVqrbbr6YLd3/bU4s9lMSUlJi7/DjixcuLDLa3DGY4895pH3FedPVUdmzacXKyoqiI6OdkyvqKhgwIABLn3vQdYwEht8MNsVtuqzzt0AuMjSj74Nfagye7GPk061GWNKwN+uUGz3IYeSczcALmsYAsAmv5+dWt5dbRJtoQxqGIZVsbPZ37k2KdZIohpCqTFr2e2f6VSbSyxxBDcqlNoMZHHMqTaTLCnoNTp+1vhSQK5TbWb3vQFvvTeLS/8DwLeX/4b/uWYo3hotOU80nc695N23ee2LA8AyAP7+QNOH8d2rHgVg5Zh7mH/3pRy4737H8kdrrcxZsh44fTpXo9Hw9KRHHbcHlFU2sD+7HIvVTkyEP2kDw9FpNXjrDDKyhxCoLMwGDBiAn58f+/btc4RZXV0dOTk5TJs27YLWvfaK+3n69kv46Z6mHnupb7zO3oITULAEgDun/oKosEBMNjNbT53+2X7dA9x5RTxHHmu6LjNw0YtszCqHmv8D4K7pvyLA24dGi4nHNjade8y//VF+ObwfuaeuZQ1c9CKf/FgEND0VeNa0GXjrDFTW1fPn7XsBMP5hHsPigh1tEhcu4I2vcoFVAEy/9mYANp2qa/HAm/nz7SOIDNA52vRf8AILVmYCX7fZ5v+SZ/GXW1I5Nu8px/Yfr2nk6Q93A9+12ebTMXcz54YkCuac3v7cygbIXQzAbddOJD4iGJPNzOZTbTZefT/3/iKxxT77Ma8Kyv8FwN2/vp5gX1+MVhO7NzSFWdZNf2Ta6JgW+2zNzhI4dT3z9mm/xsfLm5MNjTy1rWmfnXzgScYmhjraDFi4gLe/ywOarmdOm/JrvHUGistreG5f00UyzRN/ZWCEv6PNkFdf4emlu4GvAEhJSWv6ZSlt+s+Bow3sO2ZkRLw/llPXU9cfKGDToWN4j2h6XVVVxZnyK+t56v9+ZMap5T/ecIhv9pbTqIHmy4tVVVV461oetQR5wYSkPo7XprqmU9cN1NPV+vRpeh+j0UhDQ8M5lu6cs09VC9FVVBVmBoOBadOm8a9//Yvg4GD69evHW2+9Rd++fbnsssucWkdlZSU6XdMnyZk3xR4sreLJ/9vKr059yHy2q5TPduShSWl6HRbcusfY5p8raGi0Man5g2lLIT9knnB8kDUP6HrmgxA/3V7C8ZNGLj3V5u1v89iRV4nvSFrw9z19XfCt744wObUvKafavPJFNplHa/GNaHsbjVp4fsUhpowIJ/FUmxdXHaKwxkR7t9dWWmwsWJnJbaeW/+FQOau25FNjtbfbJq+ykRdXH2L6qTZf7D7Kf/cfg1P7rF+f1i135lVh+tLGVafafLKtiHUZJzAMb3rtY2iacebRxhd7yqiotTDuVJt3v89nW06FY581L+t7Rg+d99blUZRSR9qpSa9/mcP+0ppW+7lv6OlHobz25c9MSjm9n//28T4Kq43tbr/PyO/5sPR7Pizl9PWssn86/v+3xXfk9xwHliScWt78ISTT7nt4QvNpRn9//y4PMyFcRVVhBnDXXXdhs9l4+eWXMZlMpKWl8fzzz+PldWGb4jvye4o54/pI/duOIOuozSHgkOOayn86/CCDpg/An4CfHG1WtPqAPZtX2ndsADY42qzBt1/HddmBry2c/pDlqw4/MH1Hfk81sGToqeVPLIYhHX/I+o78njJgSfypNrZ/O4KsozbZQLajro8dQdZRm73AXkebT865zwzD17EJ2ORosxrfyI7baFPP3s+f4xt/1nq1egYGx5Hr5E3TBq3e8XNn2wghnKe6MNPpdNx7773ce++9F7wuZz+YzvyA6c5t3PUh21233x1tNBqNY1QPgJO1JnYerqC2wUKAn56Lh4TRJ7j1SCtntulIW2MzCiHOTVW9GS9Ec2/GgIAAx2lGaD3OXnj46cfNl5c3DWfR0dBM7fFEm/MZzNaZ7T+f91HLPmurjTO/Az3ZmfdxXuj9m2ez2WzU1dVJb0bR5VR3ZNbVNBpNi4vtPl6nr42dfRG+vTbn8z6uaNMV76Hm7e+qNs7sAyFE96Kq4ayEEEKItkiYCSGEUL1ec5qx+dLguUY1MJtPd9fvjffE9PbtB9kHrtz+5r+/XnKpXrhRrwmz5vEBz3XfTF1dnTvK6bZ6+/aD7AN3bL/Vam0xJJ0QF6rX9Ga02+00Njbi5eXVa3qlCdHdKIqC1WrF19fXcXO2EF2h14SZEEKInku+GgkhhFA9CTMhhBCqJ2EmhBBC9STMhBBCqJ6EmRBCCNWTMBNCCKF6EmZCCCFUT8JMCCGE6kmYCSGEUD0JMyGEEKonYSaEEEL1JMyEEEKonoSZEEII1ZMwE0IIoXoSZkIIIVRPwkwIIYTqSZgJIYRQPQkzIYQQqidhJoQQQvUkzIQQQqiehJkQQgjVkzATQgihehJmQgghVE/CTAghhOpJmAkhhFA9CTMhhBCqJ2EmhBBC9bw8XYC72O12Ghsb8fLyQqPReLocIXolRVGwWq34+vqi1cp3adF1ek2YNTY2cvToUU+XIYQAoqKi8Pf3P+dyCxcudEM1rT322GMeeV9x/npNmHl5NW2qn59fh98Ig4ODAaiurnZLXd1Nb99+kH3gyu232+00NDQ4/h6F6Cq95jeq+dSiVqtFp9O1u5zBYADocJmerLdvP8g+cMf2y6l+0dXkpLUQQgjVU92RWXl5Obfeemur6Y8//jhTpkzxQEVCCCE8TXVhduTIEQwGAx988EGLUxXOXEwWQgjRM6kuzPLy8oiNjaVPnz6eLkUIAdhNJrJ//0cABi9+Ba23t4crEr2R6q6Z5eXlERcX5+kyhBBCdCOqPDILCgri0UcfpaioiJiYGG677TZGjx7t6dKE6FXsJlOL/579sxyhCXdSVZjZbDaKioqIi4vj/vvvx8/Pjx9++IF58+bxwgsvMGrUqHOuIywszNH1uC2KojiW642a78HrrdsPsg+c3f5t029qNS330TmOn9M/Xd5qvtlspq6u7gIrFKI1VYWZTqdj5cqVaLVavE996xsyZAgFBQWsWLHCqTATQgjR86gqzAB8fX1bTUtISGDnzp1dsn5FUVAUhcrKyi5Zn9o0fxvvrdsPsg+c3f7Bi18BoOFwFiWvLQFg4KIXHacX22pvs9m6slQhHFTVASQ/P59p06axb9++FtOzsrJISEhwah2VlZWcOHGi3X/NpxmFEB3Tenuj9fbGfMaYp83T5HqZcDdVhVlcXBz9+/fntdde48CBAxQWFvLmm29y6NAhZs2a5enyhOiVGvMLPF2CEOo6zajVannmmWd45513ePbZZ6mrq2PQoEEsWLCAxMRET5cnRK9kKiom5MpJRM662dOliF5MVWEGEBoayuOPP+7pMoQQgK2+Hsux4/hcf62nSxG9nKpOMwohuhfjqVOMvokJni1E9HoSZkKI82bML0Dr64M+IsLTpYheTsJMCHHejPn5+MTHo+nggbdCuIP8BgohzpsxLx8fOcUougEJMyHEebGePIn1ZDU+Tt7jKYQrSZgJIc5LY14+AD6J8Z4tRAgkzIQQ58mYl48uOAiv0FBPlyKEhJkQ4vwY8wvwSUho8cR3ITxFwkwI0WmKopwKMznFKLoHCTMhRKdZjh/H3tAgN0uLbkPCTAjRac0jf8iRmeguJMyEEJ1mzMtH3zccXUCAp0sRApAwE0Kch0a5WVp0MxJmQohOUWw2TEVFcrO06FYkzIQQnWIqPYpitsj1MtGtSJgJITrFmJcHGg0+8XGeLkUIBwkzIUSnGPMLMERHo/X29nQpQjhImAkhOsWYl4+vjMcouhkJMyGE0+wmM6aSUunJKLodCTMhhNNMRUVgt0tPRtHtSJgJIZzWmJePxssL75gYT5ciRAsSZkIIpxnz8/GO64/GS+fpUoRoQcJMCOG05se+CNHdSJgJIZxiq6/Hcuy4dP4Q3ZKEmRDCKc0j5Uu3fNEdSZgJIZxizC9A6+uDPiLC06UI0YqEmRDCKca8fHwSEtBo5WNDdD/yWymEcIoxP18GFxbdloSZEOKcLFVVWE9WS09G0W2pOsyKi4uZOnUqa9eu9XQpQvRozZ0/pCej6K5UG2ZWq5Xnn38eo9Ho6VKE6PGMefnogoPwCg3xdClCtEm1Yfb+++/j5+fn6TKE6BWab5bWaDSeLkWINqkyzPbv38+XX37JE0884elShOjxFEXBmF+Ar5xiFN2Y6sKsrq6OBQsW8OCDDxIh97sI4XKW48exNzRIT0bRrXl5uoDOeuWVV0hOTubKK688r/ZhYWEYDIZ25yuK4liuN9Keuoeot24/yD44e/tPHMwEoN/IEegDAy9o3Wazmbq6ugsrUIg2qCrMvv32Ww4ePMhbb73l6VKE6DXqsnPw7hd5wUEmhCupKszWrl1LVVUVs2bNajH9lVdeYcOGDTz33HMX/B6KoqAoCpWVlRe8LjVq/jbeW7cfZB+cvf0nDx/GENe/S/aHzWa74HWcbebMmU4vq9FoWL58eZfXIDxPVWE2d+5cTCZTi2l33303d911F5MnT3ZqHZWVleh07T+LqbeeWhKiLYrVhqmwiMCLR3m6lHbFxsai0WgclwgAR6/LM6edOV30PKoKs/Dw8Danh4SEtDtPCHH+TKWlKBZLt79Z2mKxkJmZ6XidlJSEwWBg//79raaJnklVYSaEcC9jfj5oNPjE9fd0KR0ymUysW7fO8XrAgAEYDIY2p4meSfVh9u2333q6BCF6LGNePoboaLTe3p4u5YLJKcaeTXX3mQkh3EetN0s3315wZoBpNBrsdrunShIuJmEmhGiT3WTGVFKKTzd/srTNZsPHx8cRYHq9Hl9fXwDi4uIACAwMxNfXF4vF4rE6hWup/jSjEMI1jIWFYLd3+8e+1NfXExwczFVXXUVWVhbDhw939G6cNm0aZWVlhIeHo9VqOXHihKfLFS4iR2ZCiDYZ8wvQeHnhHRPj6VI69PPPP6MoCikpKUyfPp2BAwdiNBrZuHEjOp2OmJgYvL29sVqtbN682dPlCheRIzMhRJuM+fl4x/VH49X+fZndwZYtWwgMDGTo0KFAU8/Gr776ioKCAo4dO8agQYOwWCxkZGRw8uRJzxYrXEbCTAjRJmNePv6pqZ4u45zsdjtfffUVGzZswN/fn8rKSqxWK9D0AN/i4mIPVyjcQU4zCiFasdbVYTl+otvfLH2m+vp6GhsbCQ8PJygoyNPlCDeTIzMhRCt1OUcA8O3mPRmbxcbGMnnyZPr06eOYduLECb777juOHj3qwcqEu8iRmRCilbqcHLS+PuhV8MzA8PBwpk+fTp8+fRwDhSuKQnh4ODNnzmwRcKLnkiMzIUQrdTk5+CQkoNF2/++7Y8eORafTUVpayubNm6muriY4OJjx48cTHR1Neno6X3zxhafLFC7W/X9ThRBuV5eTq5onS8fGxqIoCqtXr6a4uJja2lqKi4tZvXo1iqLQv3/3HldSdA05MhNCONhNJrZNvwkAQze/v6yZwWDAZrNhNBpbTDeZTFitVvR6vYcqE+4kR2ZCiDap5cisoqICvV7PmDFjWky/9NJL0ev1vfYhq72NHJkJIbCfeuit/YyH32p9fRyvu/Oo+bt27eKaa65h/PjxpKWlUVNTQ1BQkKN7/p49ezxcoXAHCTMhBNm//2OraUce+5Pj56H/etOd5XTK4cOHCQsLY8yYMQQGBhIYGAg0PWV6165dZGRkeLhC4Q4SZkII1du6dStZWVkMHjyYgIAAGhoayM7OloGFexEJMyEEgxe/AoCpqJjCF/4XgIGLXuzWpxfPVlFRQWVlJb6+vhiNRnl2WS8jYSaEcISW6YzRMrTe3qoJs9DQUK644goSEhLQarXY7XaOHDnC+vXrqamp8XR5wg2kN6MQwsFUWOTpEjotMDCQWbNmMWDAAMdzzDQaDYMGDeL22293XEMTPZuEmRDCwVhYRJ8J40j/dLlqjsrGjRuHwWCgqqqKtWvXsnz5ctauXUtVVRU+Pj6MGzfO0yUKN5DTjEIIABSrDVNhEZGXT/B0KZ0SH990P9yKFSuora0FoKSkhKKiImbPnk1CN39StugacmQmhADAVFqKYrEQMGiQp0vpFB8fHywWiyPImtXW1mI2m/FWyRGmuDASZkIIoOlhnGg0+KvoGWYA1dXVGAwGkpKSWkwfNmwYBoOB6upqD1Um3ElOMwohADDm5+MdE43Ox8fTpXTK/v37mThxItdccw0XXXQRJ0+eJDg4mNjYWAAOHjzo4QqFO0iYCSEAMOYX4KPC60t79uwhMjKSpKQkoqOjiYmJcTzTLDs7m127dnm6ROEGEmZCCOwmM6aSUkImXu7pUs7LN998Q1ZWFkOGDMHf35+GhgZycnLIycnxdGnCTSTMhBAYCwvBbsdHZdfLzlRUVEReXp6nyxAeImEmhMCYX4BGr8c7Wh3PMDvbhAkTGDJkCO+++y56vZ7JkycTERFBfn4+mzZtQlEUT5coXEzCTAiBMS8f7/6xaLx0ni6l09LS0hg9ejQAOp2Oyy+/nOTkZBRFITw8HLPZzI8//ujhKoWrqa5rflVVFS+88AIzZsxg6tSpzJs3j8LCQk+XJYSqGfPzVXuK8aKLLkKj0bBlyxagqUu+2Wzmu+++Q1GUVl32Rc+kujB7+umnKSkpYf78+bz++ut4e3szZ86cVo9MF0I4x1ZXj+X4CVX2ZAQICQnBZDKxY8cOIiMjMRgM5OXlceDAARobG2Vsxl5CVWFWW1tLZGQkjz76KEOHDiU+Pp7bbruNiooKCgoKPF2eEKpkPPW345sY7+FKzk/zwMIAMTExaDQaiouL8fLywmAwYLFYPFyhcAdVXTMLDAzkqaeecrw+efIkK1eupG/fvsTFxXmwMiHUy5iXj9bXF31EhKdLOS9VVVVERUUxefJkx+dAYWEhV199NV5eXpSWlnq4QuEOqjoyO9PLL7/MzJkzWb9+PY8++ii+vr6eLkkIVWq6WToejVadHwe7d+9GURSGDx9OSEgIZWVlVFVVAWC1Wtm2bZuHKxTuoKojszNNnz6d6667jjVr1vD000/z8ssvM3jwYE+XJYTqNOblEzw+3dNlnLesrCwMBgNpaWk0NDTwww8/ALBv3z62bdvmCDbRs6k2zJof+/DYY49x+PBh1qxZw+OPP37OdmFhYRgMhnbnN9+PEhYW1jWFqoz21Lfz3rr90Lv2gamiElt1NeGpqY7tdeX2m81m6urquny9Bw4c4MCBAy2mlZSUEBAQQGBgYKsR9UXPo6rzCtXV1fzwww/YbDbHNK1WS3x8POXl5R6sTAh1qstuGu4pYNBAD1dy4Xx8fPD19cXPz8/xb9asWdx77734+fnJo2B6OFUdmVVWVvLcc88REBDguEnSarWSk5NDenrXnCZpHqC0srKyS9anNs3fxnvr9kPv2gflBw+iCw6mTgP1p7bXldt/5hfRrpKWlsZll12GTxuj/Tf/Pd9///1YrVbee+89ampqurwG4XmqCrPExERGjx7N4sWLefTRRwkMDGTZsmXU1dVx4403OrWOyspKdLr2RznoDaeWhGhmzMvHNzHe0bVdjcaMGYO3t3e7Q1ZpNBoURXGMDvLFF1+4uULhDqoKM4B58+bxzjvvMH/+fOrr60lNTWXRokVEqLRbsRCeotjtGPMLCJtyladLuSB+fn7YbDa++OILTCZTi3lTp07Fz8+P5cuXe6g64S6qCzN/f38eeughHnroIU+XIoSqWY6fwN7YqNphrJoVFRXh4+NDXl5eq6OzoqIi/Pz8KCkp8VB1wl2cCrNp06aRnJxMSkoKqampDBs2rM3z00II9TDm5wPgE6/OkT+arVq1qt15X375pRsrEZ7kVJiVlpZy9OhR1q1bBzT1IBwwYAApKSmOgBs4cKCqz7sL0ds05uWj79sXXYC/p0sR4oI5fZoxODiYoUOHkpmZSW1tLdnZ2WRnZ7NmzRqgqVvssGHDHAGXkpJCVFSUywoXQlwYY36B6k8xCtHM6TCLiIjg9ddfB6CgoICMjAwOHjxIRkYG2dnZNDY2smfPHvbu3etoExoaytq1a7u8aCHEhVGsNkyFRQRePMrTpQjRJZwKs6+//rrFYJ3x8fHEx8dz7bXXAmCxWMjKynKEW0ZGBkVFRTKMjBDdlKm0BMVikSMz0WM4FWbh4eGEh4e3O1+v15Oamkpqaqpj2qxZs8jJybnwCoUQXc6YVwBaLT5x/T1dihBdwmVd88PDwyXMhOimjPn5eEdHoe0BQzw98sgjnep8tmjRIhdWIzzlgsKsoaGBvLw88vLyyM/Pd/x35cqVvPrqqzJsjBDdlDEvX7VPlm5PeyOAnEl6XPdcToVZZWVlm6F14sSJFsud+cRXgKCgoK6tVghxwewmM6bSo4RMmujpUrrUN99845KxH4U6OBVmU6ZMcYRUW99+NBoNY8eOJTY2ltjY2K6tUAjRpYyFhWC345Oo7pulz5adnY3VavV0GcJDOnWaMSoqiksvvZT4+Hji4uKIi4tj5syZAPzjH/9wPAdJCNF9GfPy0ej1eEfHeLoUIbqMU2EWHBxMdXU1x48fJyAggBkzZshwVkKolDG/AO+4/mi82n96hBBq49Sh1OrVq7ntttvQaDQsXbqUm2++mS1btri6NiGECxjz8/FJ6FmnGIVwKswCAgJ4+OGH+eSTT5g0aRKlpaU88sgjzJ0719X1CSG6kK2uHsvxE/jKzdKih+nURa6YmBgWLFjA22+/TVJSkmPgYYAdO3Z0eXFCiK5lLCgA6FHd8teuXSs9GcX53Wc2YsQI3n//fb755hsWL15MWVkZDz30EElJSdxzzz1cccUVXV2nEKILGPPy0fr6oo/o6+lSukxmZiYA/fv3JzY2Fn9/f4xGI4WFhRQWFnq4OuEuToXZsmXLGDFiBElJSS2m//KXv+TKK69k6dKlvPfee2RmZjJnzhy2b9/ukmKFEBem+XqZpgf1PPby8mLatGnEn/VctksvvZS8vDw+++wzOWrrBZz6jV60aBHz589vc57BYOA3v/kNq1ev5oYbbujK2oQQXUhRFBrz8nvc4MLjxo0jLi4ORVEoKytDURSsVisNDQ0kJiYyfvx4T5co3MDpr2c1NTXs3bsXo9HY5vzQ0FDmzZvHsmXLuqw4IUTXsVadxFZd0+N6Mg4ZMgSNRsPq1av56KOPADAajSxduhS73c6wYcM8XKFwB6evmZWVlXHfffc5njKdmprqeMr0gAEDHCOEDBgwAIDXXnsNf39/7rnnHtdULoToFGN+PkCPOzLz8/PDaDSSl5fXYnptbS0mkwlfX18PVSbcyakwu+eee8jIyGj1lOnVq1cD4OvrS1JSkiPcUlJS2LZtGzk5ORJmQnQTxvwCdMHB6ENDPV1Kl6qrqyM4OJiBAweSm5vrmN63b198fHzkuYq9hFNh9rvf/c7xc/NTppufNJ2dnU1DQwO7du1i9+7dLitUCHFhjHn5+HbReIyKomC2WzpcxqDVu2WU+szMTNLT05k2bRqvvvoq0HS0NmvWLDQaDfv27XN5DcLzOt01v72nTJ8ZcMXFxa1G0BdCeI5it2PMLyBsylUXvi5FYeGuf3GkuuNu7wOD43j04tku/xzYvn07wcHBxMTEOAYa1mg0KIrC9u3b2bNnj0vfX3QPF/xwzraeMl1bW+sINiGE51mOn8De2Ngl18vMdss5gwwgt7oQs92Ct85wwe/ZEUVRWLt2Lf7+/gCsX7+e2tpaSkpKaGxsdOl7i+7DJU+aDgwMZOzYsYwdO9YVqxdCdFJjXj4APvFd25NxwWV/wnBWWJltZv60aUGXvo8z6uvrAVociUVERJCWltZitCLRM7kkzIQQ3YsxPx99RF90Af5dul6DzuDyI6/O8vHxISkpidTUVPr2bRrpRMKs55MwE6IXMOYXuHQ8xt3HDjI4NJFAQ9eGZWfEx8eTmprKoEGD0Ol0KIriuJFa9HxOhdnKlStJSUlh0KBBeHlJ/gmhJorVhqmwiMCLR7lk/RWNVbyb8Qk3Dv4lk/qnu+Q9OpKenk5qaiqBgYEoigJAZWUlhw4d4tChQ9TU1Li9JuF+TiXTCy+8gEajQa/XM3jwYJKTk0lOTiYlJYXExERX1yiEuACm0hIUi8VlN0t/W7AZPy8fxkdf7JL1n8vYsWMdvRczMjLYu3cvx48f90gtwnOcCrPmXxSz2ey4ebqZr68vw4YNc4RbcnIy0dHRLiu4pqaGd999l+3btzvGXps9e3aL3pRCiNOMeQWg1eITF9fl6z7ZWMvGzEKG+o1n28Eq0hJD8Pd37y05jY2NjlE+UlJSCAsL4/Dhw2RlZUlvxl7EqTDbsGEDhw4dIjMz0xFmpaWlADQ0NLB7925HDyKNRuPSUfPnz59PVVUVTz31FKGhoaxatYq5c+fyxhtv0L9/f5e9rxBqZczLxzsmGq1313fUePq9vRgb0tgL7N2fhVYDo4aFgF+Xv1W7/vnPfzqG2EtMTCQqKoro6GgmTpxIQUEBhw4d4vDhw+4rSHiEU2Hm6+vLqFGjGDXq9Dn36urqFuGWmZlJRUWFywoFKCkpYffu3bz88suOI7EHH3yQn376iXXr1nH33Xe79P2FUCNjvutGytckrefskQ8zXPJO7VMUhdzcXHJzc/H19SU5OZnU1FTCwsJISEggMTFRwqwXOO/eHMHBwaSnp5OefvqC7/Hjx1ucguxqwcHBPPvsswwZMsQxrXl0gbq6Ope9rxBqZDeZyP79HwEInjChy9arVXRoGsJQ/Co7XK6vVxQGrb7L3tcZjY2N7Nq1i127dhEZGUlqaqqMmt9LdGnXxIiICCIiIrpylS0EBAQwZsyYFtM2bdpEaWkpo0ePdtn7CqF23gldd71sf+5JGjIuRevdyBVX1XJz0nWYLDa89ToAvv6xhDVbijBEh7h9SDuNRoOfnx8mk4ljx45x7Ngx1q9f79YahGeoup99RkYGL730EhMmTGgVckL0VnaTqcV/AfRhfRyvtd7eF7T+sspGQIMmoIprB05GY9fx93f3c/24WCaO6MeoQRGs2XSUsoq2n33oCjExMYwfP57o6Gi0Wi2KonD06FE2bdpESUmJ2+oQnqPaMNu6dSvPP/88ycnJPPnkk063CwsLw2Bo/0J4830qYWFhF1yjGmm1Tc9r7a3bD+rfB9um39Rq2pE5cx0/p3+6vMP259r+oKCmR6oEa/syJGYQn206QlWdhbFpcYSFBZB3vGmwX19vfat1mM3mLr8kEBsby4wZMxwh1vw3HBUVxYwZM1ixYoUEWi/g9JOmu5PVq1fzt7/9jbFjx/Lss892GE5CiK6lBDaNqFF1wkBmXiUrfsjhyotjie4bgN2u8NnmpodkXpLkuksOZ0pPT0ej0VBYWMiqVauApidN79y5E61Wy4QuvF4oui/VHZl9/vnnLF68mBtuuIEHHnigy8/JN3+zq6zs+OJ2T9X8Tbq3bj+ofx8MXvwKAOWrP6Pq26YxCQcuetFxevFc29XR9tsVO+tLviUkIomTx/3569s/YrHZGTUokM27j/DNjlIOHDmJTqthfEpoq3XYbLYL3r6zRUZGYrfbWbNmDZb/396dx0dV3Y0f/8ySmawkmSRkJQmEQFhD2CIqiyhCUURtVdQq1UIfl0fbimDtg1b91Z9KxT5uVIT6E63FCoqKqAgiqyiEJewhK1vIMtknk9nn98ckk4QkkJCEZJLv+/XKi8yde849Z7i53znnnnOu1eo+zs6dO0lOTiY8PLzDjym6H48KZmfPnmXZsmVcc8013H333Y2eIKvVat2PgLiY0tJSVCpVi+97ateSEHWUWi1Om42Kn/Y02tbee2UAh4pPUGAs5tGbbuE/G8o5U2QEYMnq+lHMKqWC+TcnEh16ZSabORwOFAoFDoej0XalUolSqXQ/40z0bB4VzLZv347NZmPXrl3s2rWr0XvTpk1j0aJFXVQyIbqXqv0HcFRVdWieTqeTb/O2kxjUn2Hh8SQPOMU5fQ2ROm9KKs1ovFSkDNRx/ZgI+vW9cgsOFxQUEB8fz5133sknn7juB6rVaqZPn45arSYvL++KlUV0HY8KZvfccw/33HNPVxdDiG6v/Idt+AweROzCJzosz4yyHE5XneO/R83FUGNl8/4Cpo2NZM7U+A47xuXYuXMnUVFRhISEuLsxvb29SUpKoqamhh07dnRp+cSV4VHBTAhxaaYzZ6nJzCLqofkdmu/GvO30C4hiiC6BtdtO43Q6mXlVdIce43IUFRXx8ccfuxdTMJvNGAwGTp8+zd69e90P7RQ9mwQzIXqY8q3bUAcF4j9qVIflmVtxhoyyHOYNv4vKaiub085z4/go+vhe2RU+WqLX69Hr9QAsW7asi0sjuoIEMyF6ELuxhsqf9qCbPg2FuuWBTm21MW874b6hjOo7lNWbT6FSKZgxvvOejtEWAQEBbdq/qoPvJYruQYKZED1I5Y+7cdqsBE3quLlV+YZCDulPcN+Q2yirsrL1YAG3XNMPP+/ucfmYP79t3amvvfZaJ5VEdCWPnDQthGjK6XRSvnUbASmjUAcFdVi+353aQZC2D+MiRrL+x7N4a1TcMCayw/Jvr7q5oa35ET1X9/hqJYRoN+OJDCwFhYTfd2+H5amvKSOt8DC/TJxBaYWNnYeK+NXkWHy0HdeF2V6rV6/u6iKIbkCCmRA9RPmWrWiiovAZlNhheW4+tRNftTfXRI1h1TenCPBVc93oiA7LvyMUFBR0dRFENyDdjEL0ANbSMgwH0wm6blKbl3hzOp2Y7Rb3j8lmxmQzU2wsYVf+PiZGj6e41Mruo8XcPCHG/aiX7mrOnDnMmzevye+iZ5OWmRA9QMX2HSi1WgInXNWmdE6nk6X7VpJTcbrFfb7J28o221GCAyYwKbn7r3MYEBDgHuHY8HfRs0nLTAgP57TZKN++kz4TUlF6e7cprcVhvWggq2NUF3PT1ZF4qeWSIbonaZkJ4eGq9h3AXllJ0JTJ7crnlYlPoVFpCA4OZn3GJj4//h1/GvcQL+55G4DUoaEdUVwhOoV8zRLCw5Vvda3DqI1u3yRmjUqDVqVBgYJN2Tu4Omo0VRX1K3yoVXK5EN2XnJ1CeLC6dRiDr2tfq6yhH3J/pMpczbS4a/ly59kOy1eIziTdjEJ4sPIfOm4dRqvNwb7jhXycfpJw30mkHa7h+OkKfMLaX04hOpsEMyE8lGsdxp/RzbixQ9ZhfPrd/RiqAaKoAnIzTuHl1bFPcheis0gwE8JDVf64G6fdRtCkiR2Sn6HGhkrroG+UhXB1PAcz9VjtTo+7SOzbtw+NRgNAWloa2g54wrbo/jztPBVC0HAdxhTUQYHtyqdOQn8l54I28eiUx/h/a84TF6nF6lBS1hEFvoL279/v/v3AgQNdWBJxJUkwE8IDGY+f6JB1GM8WG92/5+s2ogBe3P4mNDM32u5wQvde/KOJUaNGoVAoSE9Px+FwdHVxRCeSYCaEByr/YVuHrMNYUenAXhWMKuDi7S97VTBWiwK6x7M4W61fv34kJro+I2ml9WwSzITwMNbSUgwH0+l7z5w2r8N4IV9vNZYTqai9LcSlHmNKwG388+ssXph/FX37QEGJkefeP4TCqcLnJg9rlgE7d+4kLi6Oa665htOnT1NSUtLVRRKdRIKZEB6mfFvdOoyp7c4rMSYAPx8V1TVaos0T2HC4kDGJkSQnRFBSUsK3PxeBQ83IhGA03XSB4QkTJlz0fb1eT2RkJHfccQdbtmzh5MmTV6hk4kqSYCaEB3CYzWQ++nsAlP7+l7UOY3PUKiW6WD3VGTq2/2QCYNbEAfx4+Dxf7cjiaF4FCuAXqe1bXaQzXXXVVa1qofr4+HDzzTfLk6Z7KAlmQngYh8FAUAet+JFvKKQ44GeSEm/iRKZrgMSKL46631cqYO6MBAbHXv6Iyc5WWlra7u5W4fkkmAnRjTnM5kb/AvgMTMArJASH2YyynXOovju1g2DvPowN6ceJzFOMHBBEqcGGWqUgMdqfqaMjiND5tOsYnW3VqlVdXQTRDUgwE6Ibq+tabKgmK9u9ffDKdy47b31NGWmFh7l1wHQ2bDhP6tBQHrplEDqdDnC1eITwFLLQsBC91OZTO/FVe2MpiqbcYOHWa/t1dZGEuGzSMhOiG0t8+3UA7CYTOQueAiDhtSXt7l6sMFfx4/n9TOs3kY1fF3HN8L7dvjuxJTExMdjtds6fP9/VRRFdSFpmQnRjSq0WpVaLrbSsybb2BLQfzuxGpVBiL46j2mRj9jUxHVHcLnHHHXcwa9asri6G6GISzITwANWHj3RYXkZrDdvP7mFCxFg2/1zCpOS+hAa1f5i/EF3Jo7sZV69eTVpaGkuXLu3qogjRqaqPHMV/dArRj/xXu/Pafm4PNqcdZ/EAzNZSZl3tua0ygHfeeafRgsmid/LYltmXX37J+++/39XFEKLT2SoqMOXk4p88st15WewWtpzezdiwZLallTN1dATBAZ79iJSamhpMJlNXF0N0MY9rmen1el5//XUOHjxIdHR0VxdHiE5nSD8MCgV+I0e0O69d+fupthqhOAGHo5qbruoZf0N+fn6kpKTQr18/goKC3M8zs1gslJWVcerUKQ4cOCBBrwfzuJZZZmYmarWad999l6SkpK4ujhCdzpB+CJ+BCagD/NuVj91h5/vTO0kOHcau/dVMGxtJHz9NB5Wy6+h0OubOncv48eOJiIjA29sbpVKJUqnE29ubyMhIJkyYwAMPPEBISEhXF1d0Eo9rmU2YMOGSC4sK0VM4zBaMx44Temv7R+vtLTxEqamC+JqpqJRWZqT2jFbZlClT0Gq1lJSUkJGRQVVVFTabDQC1Wk1AQACJiYmEhoZy3XXXsXbt2i4usegMHhfMhOhNjMeP47Ra8U9ObtX+TqcTi8PaZLvD6eDb3G0MCkzg5x9MzLq6H37ePePPPzo6GqvVykcffeQOYhfau3cvDz/8MFFR3XfBZNE+PeNsbgOdTufuT29O3aiouiV9ehul0tXz3FvrD93rMyg7noF3dBQRQ4dccl+n08lffniNkyU5Le5TVFOC1+Ay7rjhRvx8mv876Mz6WywWDAZDh+Zpt9vRaDQEBQWh1+ub3Sc4OBiVSoXFYunQY4vuo9cFMyE8hdPhoCxtH2GtXCHfbLdcNJC5+ZWi8uo5Q9kzMzMZPnw4v/71ryksLGzSzdinTx/Cw8NRKBRkZWV1cWlFZ5FgdgGn04nT6ey1i6zKIrPd5zOoyc7BWlGBavCgVpXFbK9vdbwy8Sk0KlfL62RpDv849BH9LZPI1WwHoKysDK2q+ZZZZ9bfbrd3eJ5bt27F39+f+Ph4IiIiiIiIcD8SpuH8s9zcXLZu3drhxxfdQ68LZqWlpahULT8xtzt0LQkBrlGMKn8/fBIGtDmtw65i97FSMs9Ucbw0Dx/fERzL1eAzphMK2sWsVivr1q0jPDycuLg4goOD0dYu9WU2m91D8wsLC7u4pKIz9bpgJoSnMBw8hN/IESiUbZ9B8+d3D2CsqXvVx/WjbH5wRE9RWFgoAasX8+hgtmjRoq4ughCdwlJUjCU/n9DZlzck32i2ERbkhyP4FFaHlcpTnr1klRCX4tHBTIieynAwHYVajd+wS49ibM6w+EAU/dM4V32e6PKpaAI1DIjx4XAHl1OI7sLjVgARojcwpB/CN2kwSu/Wr2ZvNNV3Izojj3DGcI7b+v2S4yfgtomx/GpynPv9wtKa5rIQwmNJMBOim7EbqqnJzMI/pXUTpetUGesnS5+2nOSugbfz7VYDkaFepAwOpGFcbLivED2BdDMK0c1UHzkCDkebFxb20dZ/N7Xj4MOT/4F41+sF279stG9PWf1DiDrSMhOimzEcPIR3fBxewcGtTuN0OtmSvw2H8dKLEatNIcSG9WlPEYXoduTrmRDdiNNmo/rIUYKnT2tTui9zNrPt3M9cpZvBtl2uickxob5cO7IvKpWCPcdLyDxbCcAjs4a6l6wSoqeQYCZEN2LMOInDZMJ/VOvvl23M287GvO3cEHU9O7do6ePjxGiycbbIwsebz7r3UyrU3H1Df8YNCe2MogvRpSSYCdGNGNIPodbp0MZEt7gCfkO7z+3ni+xNXNv3GrZt9sPfR8XCOcNQANsPFZF5thKHEwZE+jM5OZyQQM9+qrQQLZFgJkQ34XQ6MRw8hP+okQAs3beSnIrTl0w3VjeWH7cEowvw4sk5w+jj6wXArKtlorToPSSYCdFNmM+ew1Zain/ySCwOa6sCGUDa9lDCA71ZcNdQ/H28OrmUQnRPEsyE6CYMB9NRenvjO3gQFhzu7TP85rLtgJ7SKteq+EolKIPz8Yo/CkBEiC9P/moYvjLcXvRiMqRJiG6iOv0QfsOHoVA3DkrrtudTWuFAq9Lg563BYVNjK6l/YvLjtydJIBO9ngQzIboBa1kZprxT7vtlDamUCn49rT8LH4hBM3IzMaOyUVD/nC4fbcuPNBKit5BgJkQ3UJ1+GJRK/IYPb/Le9HFRXDsqhA9OrMFfFUjB0XgSYwLd7+frjVeyqEJ0SxLMhOgGDAfT8R2UiMrfr8l7qUND+SzzW8pMleTvT2Jk/zAe/1WS+/3c84YrWVQhuiUJZkJ0MYfJhPFEBn7JTbsYATJKs9lxbi+2c4MYGhXBgzfH46BnP2hTiLaSu8ZCdLHqo8dx2mz4txDM1p1d5/ol6hhZHGPhjsbvJ0Rdej1GIXo6aZkJ0cUM6elooqLQ9A1zb9MoveiribxkWq0llNiwwEvuJ0RPJy0zIbqQ0+Gg+tBhAidNbLRdoVAwfcBV/PPbk9hrh+GrVQo0ahVGs6uLMdBPw5/uSUahUFzxcgvR3UgwE6IL1WTnYDdUN+liLDWV88nJr/HqE0q0MgmTxUFRmQmbFbzUGlKHhHDbxFh0fWStRSFAgpkQXcpwMB1VQADe/ePd2xxOB6uOfobVoiSgbBRP3T8cb62KojITVpuD0EAtPlr50xWiIfmLEKILVacfwj95JIoGzxfbeuYnMstzseWOZ+Gtw92re0TofLqqmEJ0exLMhLjCHGYzmY/+3v067Fe3u3/PNxTyWeZ32AriuTt1HHERMlJRiNaQ0YxCdCW1Gt8hQwCwOWysPLQGu8mHUQETmDIqvIsLJ4TnkGAmxBXiMJvdP3V8Bw0CnDjMZtZnbaHAWERA8TgemD5YRikK0QbSzShEOzXsNkx8+3WU2qYjDJ1OJ8cer+9apHZt4IqMY1TUbt90Rxj284k8NjNVFg8Woo0kmAnRRk6nE4vD6n7tsFuw1sYes92C0u5qUXmhwl5ejjn/PG8VfsPpO8Oay66R8NgqYsJ8O6XcQvRkEsyEaAOn08nSfSubPgW6LlDtXuLeFKW38atNZdhUtCqQAehtBVgcVrQqTUcVWYheQYKZ6PUubGmZbK57Wma7xb1No/RCoVBgcVibBrIW5Ieq6fvYf+EVEQFHlgFQc2AqXjYnj+d+AsAb/e/EqlSDyobPqB86qkpC9DoeF8wcDgcffvgh33zzDdXV1YwYMYLHHnuMyMhLr2Mnus6FAaM5dQHjSqZpsaV1gYTAWP6Y/ADGkyfd2+Z/psfL5myyr1WtYMXtoQD4DR/W+E2HihvHROCV5Xrpm7SfqtPDcZika1GI9vC4YPbRRx+xfv16Fi5cSGhoKCtWrODpp59mxYoVeHl5tTm/hhc/fbmJ7cf0mC12/LVORiYEoVYpL3rBPFNUzckzldgdTvqF+TE4rg9KhaLFNE6nk6yzleQWVKNUKEiI9ic+wh/FRdLYHU6O5pRzvrQGL7WSYfGBhNdOoL3wwlxXLrPVTnpWGaVVZny1akYOCCYoQHPRNNU1Vn7OLKWi2opGYSN5YLB7wm5LaQpLa0jPLsNssRMa5E1Kog5vjeqyA8YTY+ahUCiuWJrWtrSyK05z4qmncFRXu7sU/9HvDm5OjeXGUWGcWvgUAHm/foJPfzqLmuZbWSkDdfxq2iCcN/yDl3a+j7n6DHdeO4ivdhVgv2QphBAt8ahgZrVaWbt2LfPmzSM1NRWAxYsXM2fOHHbs2MHUqVPblN8lL375rn9afcGsBvLamCaj9qcNadYfqv+9Lg3Q8jGMsG5fG9MAn+jbmKYYPiluWpe2BIy6+0VXKk1D9v2TGBMXzNXfrwTg/fjZVKrUqMdsByBw4jX4j0qGnPcBiI/Vcct1A7HW1D/pOWawjfAzGkpqX7+3fz1Gq8n9fqbjJ36/+UtsmHEqHAxkCtNHDyC/2MLeS5ZcCNESjwpm2dnZGI1GUlJS3Nv8/f0ZOHAghw8fbnMw684X2bamAVp9L+dKpGkpYNQcmEqASsHvTnwMwH9G38/ZKjM+KVtazKvmwFSSwv25aec/Adhw7W85UWi4aBpL+vVcPyyMEZ+9CcCmyfM5lF/ZKI29uprC7Dz368eyPsUroz6P+dlfYFXBsjGulpjj+gkcLi92v1/ESf64aRN2exWP1m5bfujfmNQx7j+s9MKTOG1eqAJcr23VAfgp/PBXetPXJ5SHr7+6xToIIVrPo4JZcbHrQhIW1nhkWEhIiPu9y3Z0Go/fPAjbK88BEPfqK6zZfZY0leuia7M7uHDqj1/uTH5/00DKn3sGgOiXX2bF5hzydOtaPExU4Wwemj6Agj//GYDQF17kra8zKY3d0Gg/h7P+Xsww4x3cNzmO07VdWT6Ln+f19ZnYBm9s9hg1B6Zy0/hYfjE6jNwFi1zl/8MzLNuYhXrE5mbTmA5M5TfX90f3zssADHhtCbtPVvKv7zNbDhpHp/H4rEHYXn4OgP6vLeGrfefZZv2XK0+LHe0FywnGBnrzxOzBFPzZ9bk+M2cYH+86w0/N1LvO5KRQ7p0YS8421+snbhnEv3acbtKSMVnqO+p+M7U/Vw0IJnuN6/WDAx2sqrBzovb9nD8tRllWyc+6wTC9+epd6KW9yxq9rjZCYHUEOq8kfrgnmEBtADO8fckx1XAM14EXX/Uovt4qFv/s+lyTAobx+9uHN8rHbLGz/2QpDG1dOYQQTXlUMDPXrpxw4b0xjUZDVVVVu/L+xagIBob6kl17PfRxKrhjQgxpe1yvD2WXM2FIBA5H/cX2ztQYIvy0VNemCVApmTs5jucPu17n6430D9dQXlW/4sN9U+II8lJTUpsm1MeLOdfGsay2sWOuDQCZZyrdae6dGIsvCrxq08QF+nDr2CjWtlDl2EBvbhsfjdNicadJig5gypBQdrZQ/7HxwVydoHPXX2OH64aGceh4IZm1+zjtdmgQbK4fGkK8r4JTtWkcpeVcF+/FttoEO3ZnMj7eD5OlvpvtjrRVFPxcf9zcBU8xWgU/1d6H+nrNBqI0ZkpMDoioLdv6t8n5vD5NzoKnGKeCvbVp1rz5N/ycJvIdOhjl2ifoHy+56wJQ8O4/maqCE4Ncaf55rR9WjT/GIh1elAKw/PZQNDYnv1vn6iRc/os4bOYw4BQAV/nMpF9gGGsKVgHgb4nlrzPH4a2p/5ZjsdpZnLYPBrpehwV7N/qcD+YUs3pLJtPHR+Hn40VBiZGPt5zCYDYjywgLcfk8Kphpa1dWsFqt7t8BLBYL3t7eLSVrRKfTodG4ur7qhmAD9P/oNbI/qN8v+4lFromwtRfM99O+4t+n83BYvai76vi89WKjC+aFaZZsW4U6sBi7IQiCXPtUPf9MkzQ0SPOn715D5V2DtSQaZe3SfGef+pM7KNWl6dsgzYLNL7jeULsGXNyRtoqsn1c1qnf2E4sYqYKdLaSZtOkdsr+9oFzANBVk1qZ5YtuLoABqB3YMXvMmpz6uT5P//P9tVP8vzu3na2c2TocCRSsXTtuoykcdVIijOqDVa63tHOCF0s+ErcSr1Se0jzaRMI0vBh9/SnANLbyl/6/pq/GHdX8FYOWvX+CrtNN8XPAGAA/NuAGANbUN73JjDX9bc4S7bkgkISqQvPNVrNmSSXFVtTswBQcHNz5uyhZ2OGFHg4BOGPg06GwIDg7GW911zylT1q7gr9PpOjxvi8WCwWDo8HyF8KhgVte9WFJSQlRUlHt7SUkJAwYM6NRjx9oCiTX2x+Jwss/nVKvSDLKGEmr0p8Ki4RgVrUqTbInC1+Eg3+bPqboRKJcw1hgHwJ4+rbv/dblpJpgSAQW7fTMvuS/AQFUUg70isAPfW3cBcODWXxLuryBu1VoACh6ai02rgaLPAZgWfx2DYoOpNFpYneu6R2Z88k9E+GmpefZ5AEJeeZHiGhtkvAXAM1P+mwhdEJlnSnnj2CuuY7/1NkFqNenz/8tV3/dWsOtkAZxyBaZX75iHj5c3BWUV/GGzq/+yrzaKSUMiqG2MU26w8OXOXHcr60I+KVs4D/zvEeBI7cYLAhOAVqVhcMgAMkpyLvmZDQ4ZIBOmhbgMHhXMBgwYgK+vL+np6e5gZjAYyMrKYvbs2e3Ke/N1D/PMvWNJe+C3AAz/x1scPquHnLcBmHvLdGJC+mC2W9i39f8AsO+WR7l3Ypy7FZPw2hJ+zCqFMtdFeN4vbyfA2wej1cyT213f9s/NfZLrh/dtlGbdnrPAatdxbrsHb7UWfaWBZ/e6rpC2PzxDUnSAO82Apa+wfGMO8BkAd98yF4A9teVaNvAunr0/hVAfpTtN3JJXePmzY8DXzaZZNfxenp0znPynn3bXv9hg4rlV+wDXfbY7Z94NwO7aNJ+l/oZFtw7h1KKn3HXJLjVCtuszm3NDKnF9AzHbLXy/1RXMigzh3D1lENm1wWziiNF8f7TI/f/wi+QE/LXemO0WVue6tu0+bODhGeHUvqSPjy8fbcuGQNfrUD81KpuF+LD67ud/fnuU+6fEuZeZOpFfwIc/ZEHtd57y8nJqVBqcDSZG/++afWztH8boJ/5KUVkNb769k2qLyd3KKisrQ6P0IiEwluxWDIJJCIylusKAUaHg8eTfuAfQOJ1O9BVmasw2gv01BPjVBy+N0ouysrJL5t2ZQkJCADCZTBiNxkvs3TZ2u0xAEJ3Do4KZRqNh9uzZrFy5ksDAQCIiInj33XcJCwtj4sSJrcqjtLQUlcp1hWu4wkP62VKe/WA3v6i9+G08XMjandlQO+c1LKhpN+bW43qMZgcTa9N8uucsmw4VoUmuLa+X6w2Vsn7u2H92n0FfaSa5Ns2qrXnsPFmCT+0Azbq5WQ0vcO98l8X0keEk1qZZ9nU2B89V4BPSfB1rFPDSmuPMHBNGdG2aV784walyU4v3ZfRmG3/77Dh31u7/Y1Ypa3bkUWFztJgmt7SGJZ8f5/baNF/tP893hwrdn1lESNOUR06V8PLH6dxam2bl1xn8lF2Cd239vdRNOxcP5hTz3KoK7qlN89z7+zlvtLg/szoN5+gd9V3DU3uoX2bq6BvuQNYSn5QtrpkS52s3DKNJ3RUKBU+MmddkYrbN7kClVDQqQ8O5dgqFolGLKyak67oRL6Wum9HPz6/Dg5kQncWjghnA3Llzsdvt/P3vf8dsNjNixAheeukl1Or2VcUnZQu5wLK6i1/ZO+6L8sXSHAYOu9fdW+0OZC3xHrWFXcAud5o1TS7KF1IO38wmB2xyp1mHT9+Ll8sKfGGk/mLOV/jEXjyNHlg2sHb//DchoenF/MI0BcCyuNo09n+16jPLB5bF1tff+xL190nZQjmwbFBdmm+bLVdrW00JgbFolF6XnebCwAQ0GekqhLiyPC6YqVQq5s+fz/z589ud15W6+F2pNG3p/ursNF1R/4atJpvdQXpWGfl6IyqVkiFxfegfGeDOu2GL6cKWVmhoqPt3vV7fJI0QovtROJ3NTOzpgSwWC6dPn8bf39/dzQhN1/JrzYWsO68zeKn9L5WmufpfznG66jPrCA3nMbZ7/qIH6sz62+12DAYDsbGx7lHFF7N06dIOPX5rLViwoEuOKy6fx7XMOtqFXUYNh0S3NKqsuW6mth6nM9J0xDE8uf5CiN6rtVN5hBBCiG5LgpkQQgiP12u6GetuDTocjovuZ7HUD9fvjXNienv9QT6Dzqx/3d9fL7lVL66gXhPMbDYbwCXnzfT2pXZ6e/1BPoMrUX+bzdZoSToh2qvXjGZ0OBzU1NSgVqtliLUQXcTpdGKz2fDx8XFPzhaiI/SaYCaEEKLnkq9GQgghPJ4EMyGEEB5PgpkQQgiPJ8FMCCGEx5NgJoQQwuP1mnlmdRwOBx9++CHffPMN1dXVjBgxgscee4zIyMhm96+srOTtt99mz549KBQKpkyZwu9+9zu8vZs+38wTtLX+33//PS+//HKT7R9++CERERGdXdxOt3r1atLS0i66oG1POwcaak39e/o5IHqGXhfMPvroI9avX8/ChQsJDQ1lxYoVPP3006xYsQIvL68m+7/wwguYTCaWLFmCwWBg6dKlmEwmFi1a1AWlb7+21j8nJ4fk5GT+/Oc/N9oeGBh4pYrcab788kvef/99hg8fftH9eto5UKe19e/J54DoOXpVN6PVamXt2rXMnTuX1NRUEhISWLx4MXq9nh07djTZ/9ixY6Snp7Nw4UISExNJSUnhD3/4A5s3b270eBRP0db6A+Tm5tK/f390Ol2jn4aP0fE0er2eZ555hhUrVhAdHX3RfXvaOQBtqz/0zHNA9Dy9KphlZ2djNBpJSal/tLG/vz8DBw7k8OHDTfY/fPgwOp2OuLg497bk5GQUCgVHjhy5ImXuSG2tP7guZLGxF3lEtQfKzMxErVbz7rvvkpSUdNF9e9o5AG2rP/TMc0D0PL2qm7HuQYMNHz4IEBIS0uxDCPV6PX379m20zcvLiz59+njkQxvbWv+qqir0ej1Hjhzhyy+/pLKykqSkJObPn09MTMwVKXNnmDBhAhMmTGjVvj3tHIC21b+nngOi5+lVLTOz2QzQ5N6QRqNptFJ4HZPJ1Ox9JC8vr2b37+7aWv+8vDzANWhk4cKFLF68GIvFwh//+EfKyso6vbzdQU87B9pKzgHhKXpVy6xulW6r1dpoxW6LxdLsyDStVovVam2y3Wq1euRItrbWf8SIEaxdu5Y+ffq4F2f+y1/+wr333svGjRuZM2fOlSl4F+pp50BbyTkgPEWvapnVda+VlJQ02l5SUkJoaGiz+1+4r9VqpbKystn9u7u21h9cI9YaPmXA29ubiIgIjx380FY97Ry4HL39HBCeoVcFswEDBuDr60t6erp7m8FgICsrixEjRjTZf8SIERQXF3Pu3Dn3trq0w4YN6/wCd7C21n/Dhg3cfvvt1NTUuLdVV1dz9uzZRgMierKedg60lZwDwlP0qmCm0WiYPXs2K1eu5McffyQnJ4e//vWvhIWFMXHiROx2O6Wlpe57S0OGDGHYsGG8+OKLZGRkcPDgQV5//XVuuOEGj/xW3tb6jxs3DqfTySuvvEJeXh4ZGRm88MILBAUFMX369C6uTefo6efApcg5IDxVr3uemd1u57333uO7777DbDa7V8CIiIigoKCA++67jyeffNL9h1pWVsabb77J3r170Wq1TJo0iYceegiNRtPFNbk8ba1/ZmYmK1euJCMjA6fTyZgxY3jooYeajPDzVEuWLKGwsNC9AkZvOAcaak39e/o5IHqGXhfMhBBC9Dy9qptRCCFEzyTBTAghhMeTYCaEEMLjSTATQgjh8SSYCSGE8HgSzIQQQng8CWZCCCE8ngQzIYQQHk+CmRBCCI8nwUwIIYTHk2AmhBDC40kwE0II4fEkmAkhhPB4EsyEEEJ4PAlmQgghPJ4EMyGEEB5PgpkQQgiPJ8FMCCGEx5NgJoQQwuNJMBNCCOHxJJgJIYTweBLMRLuYzWZSU1MZO3Ysa9eubXaf5cuXM3bsWG6++WbMZvMl89y0aRNjx47l6quvxmazubdnZWXx4osvdljZhRA9hwQz0S5arZaYmBgAcnJymryv1+v517/+BcBDDz2EVqu9ZJ7Hjh0DYNCgQajVagDef/997r333lYFQyFE7yPBTLTbwIEDgeaD2YoVK6ipqWHQoEHMnDmzVfkdPXoUgKFDh7q3ffzxx9jt9kbbhBCijgQz0W6JiYlA02B26tQpPv/8cwAee+wxTp8+zeLFi5k+fTpXXXUVs2bN4vXXX8dkMrnTOBwOTpw4AbiC2YEDBxg7dix6vR6AV199lf/5n/8B4Ny5czzzzDPMmDGDa665httuu40PPvigURnMZjNvvfUWM2fOZPLkybz00ktYLBamTZvG2LFjOXDgAABOp5PPP/+c++67j2uvvZYZM2bw/PPPU15e3uGflxCi46m7ugDC89W1zEpLSykvLycoKAiAt956C7vdzvjx4/H19eX+++/HaDSi1WqJjIwkPz+fDz/8kIyMDJYtWwZAXl4eRqMRgGHDhpGZmUl4eDiFhYWoVCoSEhJITU2lvLycefPmUVxcTGBgIKGhoZw5c4Y33ngDnU7HzTffjNPpZMGCBfz0008oFAqioqL4/PPPKSoqoqysDJVKxZAhQwB4+eWX+fTTT1GpVMTExFBcXMz69es5d+4cy5cvR6FQXPkPVgjRatIyE+1WF8ygvnV2+PBhfvjhBxQKBY8++ijPPvssRqORxMREvvjiC9atW8dbb72FQqFgz5497Nu3D6i/X+bn50dcXBw33ngjN910EwAJCQn8+9//5pZbbiErK4uUlBSuv/56NmzYwBdffMGECROA+m7KjRs38tNPP6FUKnn11Vf54osvePPNN9m5cycA/fv3x9vbm3379vHpp58SFhbGp59+yqeffsqGDRsICQlh//79ZGdnX5kPUghx2aRlJtotOjoaX19fjEYjOTk5jB49mjfeeAOAGTNmYDAYOHfuHAALFy4kNDQUgHHjxhESEoJer+fkyZOMGTPGHYiSkpJQKl3fteoCXMP7ZWPHjiU5OZnc3FzS0tI4f/48eXl5AISEhADwzTffADB58mQmT54MwPjx4+nXrx+nT59m2LBhAKxZswYAi8XCokWL3Meorq4G4OzZs40CthCi+5FgJtpNoVAwYMAAjhw5QnZ2Ntu3b+fAgQNoNBoeeeQRvv/+ewD69OlDSkqKO53NZnPfk/Ly8gKaD1zHjx8HcHcJAqxcuZJVq1ZRU1ODTqcjJiaG8+fPA65ACJCRkQHApEmTGpXXYrE0OkZda7KiooKKioom9QsMDGzzZyKEuLIkmIkOMXDgQHcwq+syvPPOO4mMjMRutwPg7e3d6N7Trl273PPIkpKSsNlsZGZmArhbTfn5+e4AUxd80tLSeOedd9DpdCxfvpyhQ4fy448/8vjjjwMwfPhwoL5l5efn5z5mbm4uBQUFjY5RN9z/L3/5C7NmzQJcA0LkPpkQnkPumYkOUdcNt3//fnJycggICOCBBx4A6ltKRUVFbN++HYCCggL+/ve/A67gM3z4cDIzM5u0mk6ePOk+Rr9+/YD6llpERARDhgyhpqaGVatWARAZGekegBIeHg7A5s2bcTqdGAwGXn75ZcA1P66uzHXH+vrrr7FYLDgcDpYsWcL111/P0qVLO/RzEkJ0DmmZiQ5x4T2lBx54wN09N27cOEaPHs3+/ftZsGABUVFRFBYWYrPZ0Ol0PPfcc0D9wI2goCCioqIA3K06gLvvvpsHH3yQhIQEwNUlOWvWLKqqqtzD+yMjI937T58+neXLl/Pdd99x8OBBqqur3a21pKQk94Ts3/72t+zYsYO9e/cyc+ZM1Go1er0ePz8/9+ATIUT3Ji0z0SEaBrOIiAjmzJnjfq1UKnn99de5//77iYyMpKioiKCgIGbPns0HH3xAfHw80Pz9sokTJ3LDDTfg5+dHZWUlsbGxXH311cybN4+goCBqamq46aabePjhhwHX9IA6c+fO5a677iIoKAir1cqtt97KyJEjARg9enSjsq9YsYLU1FRMJhMWi4UpU6bw3nvvuVuVQojuTeF0Op1dXQghOtrWrVvZunUrISEhPPjgg/j5+XHixAl+85vfYLPZWLlyJaNGjerqYgohOoh0M4oeKTAwkK+++gqAdevWodPpOHPmDHa7nZSUFAlkQvQw0jITPdZXX33FJ598wpkzZzCbzYSEhDBp0iQeeeSRRiMchRCeT4KZEEIIjycDQIQQQng8CWZCCCE8ngQzIYQQHk+CmRBCCI8nwUwIIYTHk2AmhBDC40kwE0II4fEkmAkhhPB4EsyEEEJ4vP8Plw2ola2sRn0AAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', legend='Die', row='Boost Level', ax_size=[225, 225],\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Column plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Column plots create multiple subplots in a single row. Each unique value in the DataFrame column provided for keyword ``col`` creates a new column in the subplot grid. Plot order is defined alphabetically from left to right. Each column contains a column label indicating the unique value of the ``col`` column. " ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', legend='Die', col='Boost Level', ax_size=[225, 225],\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If desired, the `DataFrame` column names which are automatically added to the row/column labels can be dropped using one of the following kwargs:\n", "\n", "* `label_rc_names=False`: disable both row and column label names\n", "* `label_col_names=False`: disable column label names\n", "* `label_row_names=False`: disable row label names" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Warning: The following kwargs are not supported: \n", " - label_col_names\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', legend='Die', col='Boost Level', ax_size=[225, 225], label_col_names=False,\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Row x column grid" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we provide DataFrame column names for both ``row`` and ``col`` keywords, we create a grid of subplots where each combination of unique values is used to make a subplot." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', legend='Die', col='Boost Level', row='Temperature [C]',\n", " ax_size=[225, 225], filter='Substrate==\"Si\" & Target Wavelength==450', label_rc_font_size=13)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Wrap plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A wrap plot is an alternate view of the row by column grid. For wrap plots, each subplot contains the unique values or combination of values from one or more DataFrame columns. The actual values plotted are condensed into a single label above each plot window. By default, spacing between plots is removed, unlike the row x column grouping option (this default can be overriden by keyword ``ws_col``). Additionally, the default number of columns in this grid are determined by the square root of the total number of subplot windows. However, the number of columns in a wrap plot can be controlled via keyword ``ncol``. In wrap plots, x and y axes ranges must be shared.\n", "\n", "Default number of columns:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', legend='Die', wrap=['Temperature [C]', 'Boost Level'],\n", " ax_size=[225, 225], filter='Substrate==\"Si\" & Target Wavelength==450', label_rc_font_size=13)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Custom number of columns:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', legend='Die', wrap=['Temperature [C]', 'Boost Level'], ncol=6,\n", " ax_size=[225, 225], filter='Substrate==\"Si\" & Target Wavelength==450', label_rc_font_size=13)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Other options" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Several additional options available to enhance data analysis in xy plots are describe below. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Horizontal & vertical lines" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can add horizontal and vertical reference lines to a plot using one or more of the following keywords: `ax_hlines`, `ax_vlines`, `ax2_hlines`, `ax2_vlines` where \"h\" stands for \"horizontal\", \"v\" stands for \"vertical\", \"ax\" stands for primary axes, and \"ax2\" stands for secondary axes (if they exists). The keywords except several different types of inputs:\n", "\n", "* a single float number\n", "\n", "* a list of float numbers\n", "\n", "* or a variable-length list of tuples (only first value is required):\n", " \n", " * item 1 (required) = x or y axis value of the line or the name of a DataFrame column from which the first entry in the column will be used\n", " \n", " * item 2: line color\n", " \n", " * item 3: line style\n", " \n", " * item 4: line width\n", " \n", " * item 5: line alpha\n", " \n", " * item 6: legend text (added automatically is using a DataFrame column name for the value)\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we add a single horizontal and vertical line using default styles (determined by the current theme):" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', lines=False, legend=True,\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " ax_hlines=0.63, ax_vlines=1.4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we plot multiple horizontal and vertical lines at the same time and use the tuple formulation to style them independently (note one line contains the tuple value for legend name and thus is shown in the legend):" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', lines=False, legend=True,\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " ax_hlines=[(0, '#FF0000', '--', 3, 1, 'Open', '#555555', 0.25), 1.2],\n", " ax_vlines=[(0.6, '#0000ff', ':'), (1, '#00FF00')])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also plot ax_lines using data from a DataFrame column. Below we define a new column and plot the value from the first row as a horizontal line:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df['Diode Blow Up Point'] = 1.25\n", "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', lines=False, legend=True,\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " ax_hlines=[('Diode Blow Up Point', '#FF0000', '--', 3, 1)])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For row/col/wrap plots, we can also apply the keyword `ax_[h|v]lines_by_plot=True` to pass a different value to each subplot:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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uxMpERJcWjd4EAIgN93W5vreXQfeZ7YiIPBmTQCIa8yRi2+ifXd0Gl+s7zyyXcuQ+IrpA8kAZAKCiXu1y/an6LgBAaJB0xMpERHSheEVERGPepOQQALZuodrz7sLresz48Uw30Jwk108KiYj6Mys7AgBwrFyFgsp2h3VVjWrsPtEKAJiTHTniZSMiGiwODENEY97UiWEICzqNti4D/ramCEtmx2NCdABqWrqxaU892roMCPaXcLAGIrpgceF+mJUdgb1FCrz+eSlykkKQHBuIeoUWx8pVMFusyBwfjIzxwaNdVCIa4ywWKwoq27GnsBUqtQH+PmJMTw/DjMxwyCRDM/fxmE8CP/74Yxw+fBjLly93u01NTQ1WrlyJ0tJSiEQi5OTk4OGHH0ZkJO/WEV0KJGIhfnVrBl79pAQNCi3+uf6Uw3p/HzF+dWvGkAVOIvJO91+bDKFAgN2FrSis6kBhVYd93eSUUDx0QyrnIyWii6LVm/DG2pP2Lua9iqo78NXeevz6jkxEy12/mzwYYzoJ3LhxIz744ANkZ2e73aarqwvPPPMMsrKysHz5chiNRrz77rt49tln8c4770AqZd99oktBQqQ//vRALrYfbca+olZ0dhsR6CdBflYEFk6JhjxINtpFJKIxTiwS4n+vT8H1+XHYV6xAp8YIf18xZmSEIzHKf7SLR0QeRtdjxr5iBU5Un4JWb0KIvwhzJ0Uia0KI2xtG7248hVP1XfCRCnF5XjRS44PQqNRi25FmKDp78PdPS/CXBydf9I3tMZkEKpVKvPHGGzh+/Dji4uL63Hb37t3Q6/V45plnIJPZLgJ/85vf4J577kFxcTHy8vJGoshENAJCAqS4ZV4ibpmXONpFIaJLWLTcF0vnMs4QkXu1Ld147fNSdGgcB607dLINOUkh+MXSNKdErrpJg8KqDoiEAjx7T4795pJtPtJI/OHfJ6Do7MGBEiXm5UZdVPnG5MAw5eXlEIvFWLFiBdLT0/vcdsqUKfjTn/5kTwABQCi0HbZGoxnWchIRERERkXfR6IxY/lkJOjQGRATL8MDiTPz2vmm4cmoMJGIhCqs68MHmSqf9eucjnZomd+pdEOQvxcKpZ+YjPdl20WUck08C8/PzkZ+fP6Bto6OjER0d7bDsk08+gUwmQ05OznAUj4iIiIiIvNSuE63o6jYiWu6D3/1kEuJjbeOQpMZIMS1Njpf+W4wDJUosnZuIyFAf+36984zGhvm5/Ny4M/ORnj8S+oUYk0ngxVi/fj02bNiAX/ziFwgJCRnQPnK5vM93By0WCwRn+vXK5fKhKOYlp/fpK+vHGevGvZGqG4PBMOo9AxhnLh7bknusG/cYZ85inOkf25J7rJuzjlUUAwBuXpCK+NhIh7rJl8sx+VALjpcrUVyrRXpyrH2/uMgQAK2oadW7rMc6ZTMAICoswOX6wcSZMdkd9EJYrVZ88MEHePvtt3HPPffgpptuGu0iERERERHRJUatNQIAEqICXa7vXa7RGR2WL5gSB4EAOH5Kgb2FTQ7rqho7sXnfaQDAFVPjL7qMXvEk0GQy4dVXX8WOHTvwyCOP4Oabbx7Sz9fpdPDxsT3KValUQ/rZl4reuxWsH2esG/dGqm7MZvOwfv5QYJzpH9uSe6wb9xhnzmKc6R/bknusm7OC/cRobgOOlNYjOti5bgorWgEAvhKLQ31JBcCCyVH4/lgLXl59BFkTQpAaF4jGNi2OlNnmI02ND0RylMRlPQ8mznhFEvjyyy9j9+7dePbZZ3H55ZcPen+VSgWRqO9hWHuDJhHRhWCcIaLhxjhDNDJm50SgrK4L3x5oxNSJYTi35+aPBS2oae6GWCTAZRnhTvvefeUEAMDOYy0oru5AcXWHfV32hBA8vGQihMKLn4/0kksCzWYzOjs74e/vD5lMhi1btmDnzp146KGHkJub65A1925DREREREQ0FGZmRmDroSbUKbT4/fsFmJOrQLTcD0dPNqOszjYJ/DWXxSLIT+K0r1gkxE8WJeOaGXHYW6RAh9oAPx8RLssIx/jogCEr4yWXBCoUCtx777148sknsWjRIuzYsQMAsGLFCqxYscJh295tiIiIiIiIhoJELMQTd2bi7S/LUF6vxvdH6u3rhAJg0WWxWNrPnMaRIT64aU7CsJVxzCeBTz/9tMO/o6OjsXXrVvu/X3755ZEuEhERERERebFgfymevScbFQ1qlNRqodWbEOgDzMqOgDxo9HsijvkkkIiIiIiIyNMIBAKkxgdhxqTxADxr0ByvmSKCiIiIiIiImAQSERERERF5FSaBREREREREXoRJIBERERERkRdhEkhERERERORFmAQSERERERF5ESaBREREREREXoRJIBERERERkRdhEkhERERERORFmAQSERERERF5ESaBREREREREXoRJIBERERERkRdhEkhERERERORFmAQSERERERF5ESaBREREREREXoRJIBERERERkRdhEkhERERERORFmAQSERERERF5ESaBREREREREXoRJIBERERERkRdhEkhERERERORFmAQSERERERF5ESaBREREREREXoRJIBERERERkRcRj3YBLsbHH3+Mw4cPY/ny5W636erqwttvv42DBw9CIBBgwYIFeOihh+Dj4zOCJSUiIiIiIvIMYzYJ3LhxIz744ANkZ2f3ud2f//xn6PV6vPLKK9BoNFi+fDn0ej2efvrpESopERERERGR5xhz3UGVSiV+97vfYeXKlYiLi+tz25KSEhQUFOCpp55Camoq8vLy8Nhjj2Hbtm1QKpUjVGIiIiIiIiLPMeaSwPLycojFYqxYsQLp6el9bltYWAi5XI5x48bZl+Xm5kIgEKCoqGi4i0pERERERORxxlx30Pz8fOTn5w9oW6VSicjISIdlEokEQUFBUCgUw1E8IiIiIiIijzbmksDB0Ov1kEgkTsslEgkMBsOAP0cul0Mqlbpdb7FYIBAI7NuSM6HQ9tCZ9eOMdePeSNWNwWCARqMZ1u/oD+PMxWNbco914543xZnm5mZYLBa36y0WC2pra+3/Tc5YP+6xbtwbqboRCoUIDg4e0LaXdBIok8lgNBqdlhuNRo4OSkRERF7llltuQVVV1WgXg4iGSVJSErZs2TKgbS/pJDAiIgJ79+51WGY0GtHV1YXw8PAh+x6dTmdPKlUq1ZB97qWk9w4r68cZ68a9kaobs9k8rJ8/FBhn+se25B7rxj1vijPr1q3r80mETqez90jo6uoaqWKNKUFBQQBYP66wbtwbqboRiwee2l3SSWBOTg5WrVqFhoYG+0iiBQUFAICsrKwBf45KpYJIJOpzGz5ZJKKLwThDRMMtOjq63zjDGwZ9Y/24x7pxbyRvNg202/mYGx20L2azGSqVCj09PQCAjIwMZGVl4a9//SvKyspw/PhxvPHGG7jyyiuH9EkgERERERHRWHFJJYEKhQJ33HEHdu7cCQAQCAT4wx/+gOjoaDz55JN44YUXMH36dPzqV78a3YISERERERGNkjHdHfTpp592+Hd0dDS2bt3qsCw0NBS///3vR7JYREREREREHuuSehJIREREREREfWMSSERERERE5EWYBBIREREREXkRJoFERERERERehEkgERERERGRF2ESSERERERE5EWYBBIREREREXkRJoFERERERERehEkgERERERGRF2ESSERERERE5EWYBBIREREREXkRJoFERERERERehEkgERERERGRF2ESSERERERE5EWYBBIREREREXkRJoFERERERERehEkgERERERGRF2ESSERERERE5EWYBBIREREREXkRJoFERERERERehEkgERERERGRF2ESSERERERE5EWYBBIREREREXkRJoFEREREREReRDzaBRgsi8WC1atXY/Pmzeju7kZOTg4effRRxMTEuNy+vb0d7777Lo4cOQKr1YopU6bgZz/7GcLDw0e45ERERERERKNvzD0JXLNmDTZt2oTHH38cr7/+OiwWC5599lkYjUaX27/wwgtoaWnBSy+9hJdffhktLS344x//OLKFJiIiIiIi8hBjKgk0Go1Yu3Yt7rvvPsyYMQPJycl4/vnnoVQqsWvXLqftNRoNTpw4gTvuuAMpKSlISUnBnXfeibKyMnR1dY3CERAREREREY2uMZUEVlZWQqvVIi8vz74sICAAKSkpKCwsdNpeKpXCz88PW7duRXd3N7RaLbZt24aEhAQEBASMZNGJiIiIiIg8wph6J1ChUAAAIiIiHJaHhYXZ151LKpXiySefxBtvvIGlS5dCIBAgLCwMy5cvh1A4pvJfIiIiIiKiITGmksCenh4AgEQicVgulUqhVqudtrdaraisrERmZiZuv/12mM1m/Pvf/8bvf/97vP766/D39x/Q98rlckilUrfrLRYLBAKBfVty1pt0s36csW7cG6m6MRgM0Gg0w/od/WGcuXhsS+6xbtxjnDmLcaZ/bEvusW7c88Q4M6Yeh8lkMgBwGgTGYDDAx8fHafsffvgBGzZswG9+8xtkZ2cjNzcXf/nLX9Da2ootW7aMSJmJiIiIiIg8yZh6EtjbDbStrQ2xsbH25W1tbUhKSnLavrCwEPHx8fDz87MvCwwMRHx8POrr64esXDqdzp6EqlSqIfvcS0nvnQ/WjzPWjXsjVTdms3lYP38oMM70j23JPdaNe4wzZzHO9I9tyT3WjXueGGfGVBKYlJQEPz8/FBQU2JNAjUaDiooKLFmyxGn7iIgIfP/99zAYDPbuDzqdDk1NTVi4cOGAv1elUkEkEvW5jasnkUREA8U4Q0TDjXGGiHqNqe6gUqkUS5YswapVq7B3715UVVXhhRdeQEREBObOnQuz2QyVSmV/d/Cqq66CQCDACy+8gKqqKlRWVuJvf/sbZDIZFi1aNMpHQ0RERERENPLGVBIIAPfddx+uueYavPbaa3jssccgEonw4osvQiwWQ6FQ4I477sDOnTsB2EYN/fvf/w6r1YqnnnoKv/nNbyAWi/Haa68NeFAYIiIiIiKiS8mY6g4KACKRCMuWLcOyZcuc1kVHR2Pr1q0Oy8aNG4e//OUvI1U8IiIiIiIijzbmngQSERERERHRhRtzTwKJiIiIhkKjUovvC1TQG8wIlFkxLT0MPtK+B04hIroUMAkkIiIir9KtN2HVV+U4XtHusHzNtmrctiARV0yJGaWSERGNDCaBRERE5DWMJgv+/mkJqpo0EAiAKWmRiAz1xdGTLWhp12P1d9UABLhiSvRoF5WIaNgwCSQij2S2WFFZ3wm90QQfoRGhgdLRLhIRXQL2lyhQ1aSBv48YT9+VhckZCQAAZVss1u+qw6a99Vj7w2nMzo6AjF1DiegSxSSQiDyKxWrFdwcb8d3hJrSrDQAAAYBJyaG4dUEi4iM4vQsRXbhdJ1oBANfOjEVi1Nl4IhQIcNPcBBwoUaK1Q48jp1SYlR0xWsUkIhpWHB2UiDyG1WrFB5sr8en3p9GuNsDPR4xouR+sAAoq2/HX1UWoadaMdjGJaAxTdPQAADLHhTitEwoESB8XdGY7/UgWi4hoRPFJIBF5jIKKduw60QqhALjryglYenk6JGIRSioa8P43FSivV+P9ryvwpwdyIRAIRru4RDQG9Y7+qezUY0JMgNN65ZkkkaOEEtGljE8Cichj7DjWDAC4cloMrpwaA4nYdhEWLffFL29Jh1QiRJ1Ci/J69WgWk4jGsCkT5QCAbw80wmS2OKyrbFSj5HQnBADyUuWjUDoiopHBJJCIPEZ1k62rZ36W83s4Ab4SZE8IcdiOiGiwrsiLhkwiRFWTBn/7qAg/HmtAaY0K63fX4dVPSgAA09LDEBnqM8olJSIaPuwOSkQeo7eHp9lidbnebLY6bEdENFhhwTI8eks63vriJKqbNFj+8TGH9anxgbj/2uRRKh0R0cgYUBK4ZMkSZGZmIisrC9nZ2UhPT4ePD++QEdHQSo0PwtFTKuw60Yrk2ECHde3qHhTXdAAAJiYEjULpiOhSkTU+BH99MA/fH2/BicpO6A0mhAVJMS83EtPSwiAWsaMUEV3aBpQENjY2oqmpCdu3bwcACIVCJCUlISsry54YJicnc6AGIrooC6fE4OgpFX443oJAPwnuuCoAgX4SlNV24qOt1TCZrUiODcD4aOfBHIiIBkMeJMMt8xKx7Cbbu38qlWqUS0RENHIG3B00ODgYaWlpKCkpgVqtRnl5OcrLy7FhwwYAgI+PD9LT0+2JYVZWFmJiYoat4ER06ckcH4zrZsbhm/0N+GpvPb7ZVw+pRAS9wQwACPKX4MHFqaNcSiIiIqKxbcBJYGRkJN566y0AwOnTp1FcXIyioiIUFxejvLwcOp0Ox44dw/Hjx+37hIaGYsuWLUNeaCK6dN06PxHxEX749mAjalu6oTeYIRULMSMzHEtmJyAsWDbaRSQiIiIa0waUBG7evBmNjY32f48bNw7jxo3DddddBwAwGo0oKyuzJ4XFxcWoq6tDe3v78JSaiC5ZAoEA+VkRmJkZDoj90GMwQ2DWQcY5u4iIiIiGxICSwPDwcISHh7tdL5FIkJ2djezsbPuyu+++GxUVFRdfQiLySgKBAPJgXwCASmUY5dIQERERXTqGbfirvpJGIiIiIiIiGh0XNU+gVqtFdXU1qqurUVNTY///devW4R//+Ae6urqGqpxEREREREQ0BAaUBKpUKpfJnkKhcNjOarU6TBMRFMS5vIiIiIiIaGyzWK1QdfbAYgXkQdIxP5/ogJLARYsW2ZM7q9XqtF4gEGDmzJmIj49HfHz80JaQiIiIiIhoFJjMFmw93ITtR5rR1tUDAAjwFWNebhQW58fBV3ZRHStHzaBKHRMTg8suuwzjxo1DYmIiEhMTcdtttwEAXn/9dQiFYzsjJiIiIiIiAgCzxYq3vyzD8QrbjAcioQBCoQAanQnf7G9AUVUHnrk7C34+Yy8RHFCJg4OD0dnZidbWVgQEBODWW2+Fj4/PcJeNiIiIiIhoVGw/0oTjFe2QioW4c+F4zM6OgEgkxLFyFVZ/V4Xa1m58tvM0fnpN8mgXddAG9Ohu/fr1uOeeeyAQCLBmzRrccccd2LNnz3CXjYiIiIiIaMRZrVZsP9oMALj98nG4PC8aUokIIqEA09LC8LMbJgIA9hUpoNWbRrOoF2RATwIDAgLw2GOP4bbbbsM//vEP7NixA48//jiuuOKK4S6fE4vFgtWrV2Pz5s3o7u5GTk4OHn30UcTExLjc3mQy4cMPP8TWrVvR3d2N1NRU/PznP0dKSsoIl5yIiIiIiMaCrm4jWtv1EACYkxPptD5jXBDCgmRo6+rB6ZZuZIwLHvlCXoRBvcQXFxeHl19+GStXrkRGRga2b99uX3fw4MEhL5wra9aswaZNm/D444/j9ddfh8ViwbPPPguj0ehy+zfeeANbtmzBE088gbfffhshISF47rnn0N3dPSLlJSIiIiKiscVyzliYQqHAab1AIIBI6H7gTE93QSO5TJ48GR9++CH+8pe/IDo6GlarFb/85S9x33334YcffhjqMtoZjUasXbsW9913H2bMmIHk5GQ8//zzUCqV2LVrl9P2TU1N9gRw+vTpSExMxK9//WtIpVKcOnVq2MpJRERERERjV3CABKGBUlgBHChVOq2vbFSjtUMPsUiA+Ej/kS/gRRpQEvjxxx+jtLTUafk111yDdevW4ec//zl8fX1RUlKCp59+esgL2auyshJarRZ5eXn2ZQEBAUhJSUFhYaHT9keOHIG/vz+mT5/usP3q1asdPoOIiIiIiKiXUCDA5XnRAICPt1Xj6Kk2WKxWWK1WlNd34b2NtgdK09LDEOQnGc2iXpABvRP497//HWlpafjoo4+c1kmlUtx///246aab8M9//hMbN24c8kL26p2cPiIiwmF5WFiY08T1AFBfX4+YmBjs3r0bn3zyCZRKJVJSUvCzn/0M48aNG7ZyEhERERHR2LZoegwKq9pRXq/Gm1+UIdBPDLFIiHa1AQAQESLDnZePH91CXqABdwft6urC8ePHodfrXa4PDQ3Fc889h48//njICne+nh7bBI0SiWO2LZVKYTAYnLbv7u5GQ0MD1qxZgwceeAB//vOfIRaL8etf/xrt7e3DVk4iIiIiIhrbpBIRnrgjE9dcFgs/mQhqrQntagMkYiHm5ETguXtzEBwgHe1iXpABz2zY3NyMhx56CEKhEElJScjOzkZWVhays7ORlJQEgcD2YmRSUhIA4M0334S/vz8eeOCBISusTCYDYHs3sPe/AcBgMLict1AsFkOr1eK3v/2t/cnfc889h7vvvhtbt27F7bffPqDvlcvlkErd/4EtFov9+OVy+YCPx5sIhbb7DawfZ6wb90aqbgwGAzQazbB+R3+am5thsVjcrrdYLKitrbX/Nzlj/bjHunFvpOpGKBQiOHh0Rw/k9czF42+2e5dy3TxyawQeuNGMmuYuWCxWJEQGIMBv4MmfJ17PDCgJfOCBB1BcXIySkhKo1WqUl5ejvLwc69evBwD4+voiIyPDnhRmZWVh3759qKioGNIksLcbaFtbG2JjY+3L29ra7MnnucLDwyESiRy6fspkMsTExKC5uXnIykVEdLFuueUWVFVVjXYxiGiYJCUlYcuWLaNdDCK6QDKpCGmJoaNdjCEzoCTwkUcesf/36dOnUVxcjOLiYhQVFaG8vBxarRZHjhzB0aNHh62ggC2A+vn5oaCgwJ4EajQaVFRUYMmSJU7b5+bm4oMPPkBZWRnS0tIA2LqUNjY2YsGCBUNWLp1OZ38SqVKphuxzLyW9dz5YP85YN+6NVN2YzeZh/fyBWLduXZ9PInQ6nf0OfldX10gVa0wJCgoCwPpxhXXj3kjVjVg84M5Xo4bXM/3jb7Z7rBv3PPF6ZtARady4cRg3bhyuu+46ALaumWVlZQ6JYX19PaxWq71LwVCRSqVYsmQJVq1aheDgYERHR2PFihWIiIjA3LlzYTab0dnZCX9/f8hkMmRnZ2PKlCl45ZVX8NhjjyEoKAgffvghRCIRrrrqqgF/r0qlgkgk6nMbV91RiYgGKjo6ut84wx/YvrF+3GPduDeSF2ej3e2c1zNE1Ouib0tJJBJkZ2cjOzvbvkytVtsTwqF23333wWw247XXXkNPTw9ycnLw4osvQiwWo7m5Gffeey+efPJJLFq0CADwhz/8AatWrcKf/vQn9PT0IDMzE6+++uqo98snIiIiIiIaDcPSNyEwMBAzZ87EzJkzh/yzRSIRli1bhmXLljmti46OxtatWx2W+fn54Ze//CV++ctfDnlZiIiIiIiIxpoBTxFBREREREREYx+TQCIiIiIiIi8yoCRw3bp1OHnyJEwm03CXh4iIiIiIiIbRgN4JfOmllyAQCCCRSJCamorMzExkZmYiKysLEyZMGO4yEhERERER0RAZUBIoEAhgtVphMBjsk8b38vX1RXp6uj0pzMzMdJjInYiIiIiIiDzHgJLAH374AaWlpSgpKbEngY2NjQAArVaLo0eP4tixYwBsCeOBAweGr8RERERERER0wQaUBPr6+mLKlCmYMmWKfVlnZ6dDUlhSUoK2trZhKygRERERERFdvAueJzA4OBj5+fnIz8+3L2ttbXXoKkpERERERESeZUgni4+MjERkZORQfiQRERERERENIc4TSERERERE5EWYBBIREREREXkRJoFERERERERehEkgERERERGRF2ESSERERERE5EWYBBIREREREXkRJoFERERERERehEkgERERERGRF2ESSERERERE5EWYBBIREREREXkRJoFERERERERehEkgERERERGRF2ESSERERERE5EWYBBIREREREXkRJoFERERERERehEkgERERERGRFxlzSaDFYsGHH36IO++8EzfccAN++9vfoqmpaUD7bt++HVdddRWam5uHuZRERERERESeacwlgWvWrMGmTZvw+OOP4/XXX4fFYsGzzz4Lo9HY534tLS148803R6iUREREREREnmlMJYFGoxFr167FfffdhxkzZiA5ORnPP/88lEoldu3a5XY/i8WCl156CampqSNYWiIiIiIiIs8zppLAyspKaLVa5OXl2ZcFBAQgJSUFhYWFbvf7+OOPYTKZcNddd41EMYmIiIiIiDzWmEoCFQoFACAiIsJheVhYmH3d+U6ePInPP/8czzzzDEQi0bCXkYiIiIiIyJOJR7sAg9HT0wMAkEgkDsulUinUarXT9jqdDi+++CIefPBBxMfHo62t7YK+Vy6XQyqVul1vsVggEAjs25IzodB2v4H144x1495I1Y3BYIBGoxnW7+gP48zFY1tyj3XjHuPMWYwz/WNbco91454nxpkx9SRQJpMBgNMgMAaDAT4+Pk7b//Of/0RCQgIWL148IuUjIiIiIiLydGPqSWBvN9C2tjbExsbal7e1tSEpKclp+2+//RYSiQQ33HADANsdLgBYtmwZ7rrrLtx9991DUi6dTmdPQlUq1ZB85qWm984H68cZ68a9kaobs9k8rJ8/FBhn+se25B7rxj3GmbMYZ/rHtuQe68Y9T4wzYyoJTEpKgp+fHwoKCuxJoEajQUVFBZYsWeK0/QcffODw75MnT+Kll17CCy+8gAkTJgz4e1UqVb/vE7p6EklENFCMM0Q03BhniKjXmEoCpVIplixZglWrViE4OBjR0dFYsWIFIiIiMHfuXJjNZnR2dsLf3x8ymQxxcXEO+yuVSgBAVFQUgoKCRuMQiIiIiIiIRtWYeicQAO677z5cc801eO211/DYY49BJBLhxRdfhFgshkKhwB133IGdO3eOdjGJiIiIiIg80ph6EggAIpEIy5Ytw7Jly5zWRUdHY+vWrW73zc3N7XM9ERERERHRpW7MPQkkIiIiIiKiC8ckkIiIiIiIyIswCSQiIiIiIvIiTAKJiIiIiIi8yJgbGIaIxg611ojdha2oaFADAJJjAzFnUiSC/CSjXDIiIiIi78UkkIiGxYESJd7/pgIGk8W+7OgpFdbvrsP91yYjPytiFEtHRJcKRYceO4+3oLy+CxYrkBQTgAWToxAb7jfaRSMi8lhMAoloyJXUdOK9TadgtQKJkf7IzwqHQCDA3mIFalu6sfKrcgT5S5A1PmS0i0pEY9gPBS34z7eVsFjPLqtsUGPb4SbcsiAR18+MH73CERF5MCaBRDTkNu6pg9UKzMwKx7LFqRAKBACAq6bH4F9fVWBvsQKb9tQzCSSiC1ZU3YEPNlcCANITgzB3UiSEQgH2FytRUNmOtTtrIQ+UsdcBEZELHBiGiIaUqqsHZXVdEAiA2+aPsyeAACAUCHDrgkQIBEBZXRfaunpGsaRENJZ9tbceADB3UiSevisLs7IjMTMzAo/dloHrZsbZttlXD6vV2tfHEBF5JSaBRDSk1FojACDYXwJ5kMxpfWigDMH+UodtiYgGo6vbgLK6LgDATXMSIDjnZhMAXD8zDhKxEI1KHRqVutEoIhGRR2MSSERDKvDMyJ+dGiNULp70tat70NltcNiWiGgwuvUmAICvTOTyZpOfjxihAVKHbYmI6CwmgUQ0pORBMqQlBMEK4PMfTsNyTlcsi9WKz3fWwmoF0hKCEObi4o2IqD/B/lIIBYCux4x6RbfT+nZ1DxSdegBAaKB0pItHROTxODAMEQ25G2cn4NVPi7G/WIkGhRazzgzMsK9YidrWbggEwI2zOWofEV0YPx8x8lLlOHJKhY+31eBXt6ZDKhEBAExmC/67rcZ+sykixGeUS0tE5HmYBBLRkMscH4yf3TAR739TgbpWLT5tPW1fJxELcf+1ycjkyKBEdBFunJ2AwuoOlJzuxDPvHcOMjDCIREIcKlVC0dkDkVCAm+YmjHYxiYg8EpNAIhoWMzLDkTk+GLsLW1HRoAYApMQFYk5OJN8FJKKLlhjlj8dvy8C7G06hQ2PAlkNN9nX+PmL87/UpSE8MHsUSEhF5LiaBRDRsAv0kuHZG3GgXg4guUemJwfh/j0zFkVNtKK9Xw2q1YkJMAC7LCIfsTPdQIiJyxiSQiIiIxiyJWIiZmRGYmclJ4YmIBoqjgxIREREREXkRJoFERERERERehEkgERERERGRF2ESSERERERE5EWYBBIREREREXkRJoFERERERERehEkgERERERGRFxlz8wRaLBasXr0amzdvRnd3N3JycvDoo48iJibG5fY1NTVYuXIlSktLIRKJkJOTg4cffhiRkZEjXHIiIiIiIqLRN+aeBK5ZswabNm3C448/jtdffx0WiwXPPvssjEaj07ZdXV145plnIJPJsHz5cvz1r39FR0cHnn32WRgMhlEoPRERERER0egaU0mg0WjE2rVrcd9992HGjBlITk7G888/D6VSiV27djltv3v3buj1ejzzzDOYMGECJk6ciN/85jeora1FcXHxKBwBERERERHR6BpTSWBlZSW0Wi3y8vLsywICApCSkoLCwkKn7adMmYI//elPkMlk9mVCoe2QNRrN8BeYiIiIiIjIw4ypdwIVCgUAICIiwmF5WFiYfd25oqOjER0d7bDsk08+gUwmQ05OzvAVlIiIiIiIPE6jUosGpRYSkRCpCUHw9xlT6dCQGVNH3dPTAwCQSCQOy6VSKdRqdb/7r1+/Hhs2bMAvfvELhISEDPh7m5ubYbFY3K63WCyora21/zc5Y/24x7pxb6TqRigUIjg4eFi/oz9yuRxSqdTteovFAoFAYN+WnPX29GD9OGPduDdSdWMwGEa9FxLjzMVjW3LP0+umqrETKzcUo6RaZV8mlQixcFoCfnp9Bnykw5cWeWKcGVNJYG+3TqPR6NDF02AwwMfHx+1+VqsVH374IdasWYN77rkHN91006C+95ZbbkFVVdUFlZmIPF9SUhK2bNky2sUgIiKiYVDV0Iln39kLvcEMoVCAlPhgqLsNaGrTYvO+0zjdrMafl82ARCwa7aKOmDGVBPZ2A21ra0NsbKx9eVtbG5KSklzuYzKZ8Oqrr2LHjh145JFHcPPNNw/6e9etW9fnkwidTme/s9bV1TXoz/cGQUFBAFg/rrBu3BupuhGLPT8U6nQ6+80ulUrVz9beqfcOK+vHGevGvZGqG7PZPKyfPxQYZ/rHtuSeJ9fNW5+fgN5gRlpCEB66IRXyIBmsViuKqjvwzoZTKKlW4cvvT+LKqa6nnLtYnhhnPP/K5xxJSUnw8/NDQUGBPQnUaDSoqKjAkiVLXO7z8ssvY/fu3Xj22Wdx+eWXX9D3RkdHQyTq+86AJ5/4noD14x7rxr2RDJqj3U1LpVL1G2f66vFARNQfxhnyRrUt3ahs1EAkFOCRJRMRHGB7cCMQCJCTFIqb5yZizbZq7DzWPGxJoCcaU0mgVCrFkiVLsGrVKgQHByM6OhorVqxAREQE5s6dC7PZjM7OTvj7+0Mmk2HLli3YuXMnHnroIeTm5jpcSPZuQ0REREREl6Z6RTcAIDU+0J4AnmtqWhjWbKtGg1IHs8UKkVAw0kUcFWMqCQSA++67D2azGa+99hp6enqQk5ODF198EWKxGM3Nzbj33nvx5JNPYtGiRdixYwcAYMWKFVixYoXD5/RuQ0RERERElybRmUFZdD2uu0rqDSYAgFAACLwj/wMwBpNAkUiEZcuWYdmyZU7roqOjsXXrVvu/X3755ZEsGhEREREReZCJCUEQCoDTLd2obFQjOTbQYf2Oo80AgIxxwRB6URY4piaLJyIiIiIiGqjQQCmmZ4QDAP6x9iT2FLZC12OCokOPT7ZXY9sRWxJ41TTveR8QGINPAomIiIiIiAbqf66agEalFnWtWqz6ugL42nH99flxyE3xzPkNhwuTQCIiIiIiumQF+Erw7D052Hq4ET8UtEDVZQAApCUE4erpMZgyMWyUSzjymAQSEREREdElzVcmwo2zE3DDrHjoDRaIRQJIxN77ZhyTQCIiIiIi8goCgQC+sr7ny/QG3pv+EhEREREReSEmgURERERERF6ESSAREREREZEX4TuBRDQgPUYz2tUGyCRChARIIfCiCVWJaGQ0KLRobNNCKhYiNT4Ifj68TCEiGg6MrkTUp7auHmzcU4f9xUoYTBYAQGKkPxZdFov8rHAmg0R00aqa1PjvthpUNqjty2QSIeZOisLtl4/z6hH8iIiGA5NAInKrWaXDS2uK0NltBGC7KDOYLKht7cbKr8pRr+jG7ZePH91CEtGYVtmgxisfF8NgskAkFGB8tD+6tEYoOnqw7UgTGtu0ePy2DIhFTASJiIYKk0AicutfX1egs9uIuAg//OTqJKTGB6Jbb8LWQ03YuLcemw80IntCCDLHh4x2UYloDLJarfjw20oYTBZkjQ/Gg4tTERIghdVqRUFFO97deAolNZ3YW6TAvNyo0S4uEdElg7fViMilmmYNKhrUEAkF+PVtGZiYEASBQIAAXwmWzkvEgsm2C7LtR5pHuaRENFZVNmpQp7C9A/jwkokICZACsM3jNTlVjhtmxwMAvj/GOENENJSYBBKRSxX1tndzsieEQB4kc1o/d1IkAOBUfdeIlouILh11rd0AgPRxQQjwlTitn5YWBgCoV2hHtFxERJc6JoFE5JLFagUACIWuB34RnVl+ZjMiokHrjSO6HrPL9b3LxSIOQEVENJSYBBKRSxNiAgAAxdUdUGuNTuv3lSgdtiMiGqyMccEQACivV9ufCp5rx9HmM9uFjGzBiIgucUwCicillLhAJET6wWCy4B/rTqKpTQcAMJos2H6kCVsPNQIArpgSPZrFJKIxLCLEB5NT5QCAv39Win3FCuh6zGhp1+Gj76qw60QrAODKqTGjWUwioksORwclIpcEAgH+97oUvPxxMSoa1PjtymOICJFBozPZu2jNyYnA5JTQUS4pEY1lP70mCS0qHRrbdFixqdxp/dK5CcgcHzwKJSMiunQxCSQit8ZFB+C5/8nB2h9Oo6CiHYqOHgBAaKAUV0+LwdWXxXKyeCK6KEH+Ujx3bw6+O9SIH0+0ol1tgAC2rqJXT49Bbop8tItIRB6kx2DGniIF9ha1okNjhL+vGJdlhGF+bpTLAabINSaBRNSnuAg//OrWDLSrDVB06CGVCJEQ6W8f0IGI6GL5+Yhx09xELJmTAL3BDLFICImYb6wQkSNVVw9e/bTE/ooKALR19aC2pRtbDzXhiTsykRDpP4olHDuYBBLRgIQGShEaKB3tYhDRJUwgEMBXxksTInJmtVrx5he2MQpCAiS4dkYckuMC0aDQYvOBBjSr9Hjt81K8uCwPMqlotIvr8RhpibyI3mDGicp2dGmNCPaXYFJSKAMlEQ25ZpUOnRoDAv0kiAnzZbdxIrpopac7UdPcDR+pEM/dm4PwYB8AQHJsIKalheH37x9HW5cB+0uVmJ8bNcql9XxMAom8gNVqxVf7GrD5QIPDfFy+MhGuz4/DdTPieJFGRBftRGU71u+uQ3WTxr4sMdIfN86Ox9QzE78TEZ2rQ2OA3mBGSIAUPn3cmD5ySgUAmJEZYU8Ae/n5iHF5XjTW/lCLo6famAQOAJNAIi/w6Y4abDnUBACIDPFBYpQ/TjdroOjswdqdtdDqzbhtwbhRLiURjWV7ixRY9VU5rLBNAh8eLLO9q9Pajbe+LMO9VydxShkisjt0UolvDzSi6sxNI7FIgMsywrFkdgIiQ32cttcbbDexI4JlLj8vPMS2z7k3u8k9JoFEY0xrhx47jjajsLIdBpMF0XJfzM+NwpSJcghdDNbS1Ka1J4D3Xp2EBXlREAoEsFit2HGkGWu2VeOb/Q2YnxvlMugSkfdRdurx/bEWHK9QocdgQZTcB/NyozAtLczloFAanREfflsJK4A5OZG47fJxCPKTQKMzYv2uOmw/2oz/bqvG5JRQyINcX8ARkffYuKcOX+6qAwAIAMikQugNFuwtUqCgoh3P3J3lNMBLxJkkr+R0J67Pj3f6zNKaToftqG9jLgm0WCxYvXo1Nm/ejO7ubuTk5ODRRx9FTIzriWS7urrw9ttv4+DBgxAIBFiwYAEeeugh+PgM3QlS3aTBpv0tUGsN8JMCs7IjEDmAE7Ctqwf7ihRQdvbARybC1IlypMQF9tstT28w40CJEqdbNBAIBEhLCMKUiXKIRX2PpGaxWHGiqh3F1R0wmq2IC/fDrOwI+Pv0fxqcbtbg4Mk2dOtMCA6QYFZ2BKJCffvdr13dg71FCnTp6uErEyMjwRcTE4L6PcYegxkHSpWoabYdY2q8rb93v8dotaKoqgOFVR0wmi2IDfPFrOyIAQ0ZXNfajf0lSmh0RoT4SzEzKwIxYf0fY4fGgL1FCrS26yGTCjE5RY70xP6PsalNh53HmlGrKIVAAIyP8sWCydF9JmJHT7XhnQ2nYDJb7cuUnT0oqu5ATlII/m9pGqQSx64UPxTYJluenBLqcBdeKBDgymkxKKhsR1F1B3480YJb5/NpoKeqbenGVwdaoO42wkdiQX5WBKLlA2mDBuwtboWivQcyqRB5qXKkDaQNGm1xprcNpsTZ2mB/IzZarFYUV3fgRKWtDcbIbW0w0G9gbfBAqRJqrRHB/lLkZ4UjJsyv3/06NQbsKVKgU1sPmVSE9Hg/ZIzr/xgNRjMOnmxDVaMaAJASF4Tp6QM7xtKaThRUtsNgtCBa7oNZ2REI8u9/4KQGhRb7S5VQdxsR6C/BzMxwxIX3f4xd3bY406yyjdCbmxyKjPHBEPZzjC3tOuw81oKallIAQGKkDy7Pi+7z3DlR2Y63vyyDwWSxL2vr6kFJTSfSE4Pw2K0ZTu8S7ylUwGCyICHSD/dfl2wvV4CvBPdcNQG1rd0or1fjx4IW3DQ3sd/jpdFRr+jG1wdb0aUxQCa2YGZmOGIHcH52njk/W1R6yCRC5KaEImNc8IDa4KGTbai0t8FATE8PH1gbPN2JExXt6DHablLMHmgbVGqxv+RMG/QTY2ZmBOIiBtAGtUbsK1KgvbseUokIE+N8kTmANmg0WezHaLVakRQTiOkZYZBJ+n4f32q14mRtl/1GTGSo7RiDA/o/xqY2HfYXK9DRbUCAry3ODGTETI3OiL1FCjS26SARCZGTFILspJA+j9FqteJEVQe2H2lCeb0aViswPtofl0+JxvT0MJf7VjWq7QngNZfF4toZsQj0k6CqSYOPvqtCTXM33ttUjr88kOtwDs3JjsDG3XUoqenEjwUtmDsp0r6+sKoduwtt1zvzJkX2e6wECKxWq7X/zTzH6tWrsWHDBjz11FMIDw/HypUr0dzcjJUrV0Iicb7IePLJJ6HX6/GrX/0KGo0Gy5cvx6RJk/D000/3+10GgwG1tbUICAiASOTcWLv1Jryz4RSKqzsclgsALMiLwt1XTnCZtFisVqzdeRrfHmzE+bWfGh+IXyxNQ7CbQHbopBL/3lzp9Kg7NFCKn9+UhpS4QJf7NSi0eOvLk2hW6R2WS8VC3LlwPC7Pc91FR6s3YcWmchRUtjutmzspEj9ZlOTyGK1WK77YVYdv9tXDct4xJsUG4P+WprsdafLoqTb86+sKaM87xpAACR6+cSLSEl1PGtzUpsNbX5xE4znDBgOARCzEbQvG4apprm8U6HrMWPVVOY6Wq5zWzcqOwE+vSXb5g2S1WrFxTz027a2H+byDHB/tj/9bmo4wN10Wvj3QgM++P43zG59QAPzP1Uku/x4NSi3++O8CmMxWTIwPwlXTYhAcIMGJynZ8d6gJBpMF8ydH4afXJDvs9/rnpSiobMdPFrn+3G1HmrBmazWmTJTj0ZvTXZZ3tMjltvnBVCrnv81QMpvN0Gg0SExMhFQ6siOg9hdndD22Nni8wrkNzsmJxH3XuG+D63fV4ev9DU7nZ1JMAP7v5jSEBro+P4+Vq/CvryvQrTc5LA/2l+DhJROR7qYNNqt0ePOLk2hUOrZBsUiA2xaMw9XTY13upzfY2mDv+x7nys+KwP3Xum+Dm/bWY+Me5zY4Lsof/3dzmtN7I71OVLZj5Vfl0OgcjzHIT4KHbkxF1vgQl/u1dujx1rqTqFNonY5x6dxEXDvD9dyZPUYz3v+mAgdL25zWXZYRhgeuS3F5UWi1WrH5QCO+3FXrcPMHABIi/PB/t6S7vem442gTPtpa7fQ7IwBwxxXjsegy579Ha7sev/vXcRhMFiTHBuDq6bEIDZSiqLoDWw42osdowaysCCy7IdVhv3c3nMKBUiVunZ/o8g79jqPNWP1dFXKSQvDr2zNdlne0MM7Ybryu+roCh8ucz8+ZmeG4/9pkpxuMgO38/HpfA9bvrnNqg4mR/nj05jR7F73zFVa1Y8Um5zYY6CfGQzdMRPaEEJf7KTr0ePOLk6hrdWyDIqEAN81NwPUzXb/jbjCa8f7mShwoUTqtm54ehv+93n0b/PZgI7740bkNxkf44dGb093evC2p6cB7G8vRpTU6LPf3EWPZ4hS3c2C2dfbgrS9Poqa52+kYb5gVjxtnx7s8RqPJgg++rcTeIoXTuimpcjy4OBW+MtfJ59bDTfjs+xqnY4wN88X/3Zzu8qa41WrFJ9tr8N3hJpefOSMzHA8tTnXqpbRyUzn2FiswIzMcD9840WGdWmvEU+8cQY/RgmfuznL6vflkRw22HGwEACRG+SPlzOigZXVdAICpE+X4xdI0jxvnwBPjzJiahMdoNGLt2rW47777MGPGDCQnJ+P555+HUqnErl27nLYvKSlBQUEBnnrqKaSmpiIvLw+PPfYYtm3bBqXSOQgMhtlixRtrS1Fc3QGRUIC5ubG4+2pb0LIC+P5YC/67rdrlvl/+WIvNB2wJYHpiEG6ak4BZ2RGQiIUor1dj+SclMJ5zB7ZXYVU73tlwCroeM6JCfXB9fhyunh6DIH8J2tUGLP+0BE1tWqf92tUGvPJJMZpVevj7iHHFlGjcOCseCRF+MJgs+M+WKpcBw3JmKN6CynaIhAJMTw/D0rkJyEkKAQDsOtGKD7+tcnmMG/fU46u9tgRwYnwQ7rpqIhZOS4BULERVowavflqMHoNzn+3S0514+8syaHvMiAiR4bqZcVh0WSxCAqTo0Bjx989LUdfa7bRfV7cBr3xcjMY2HXxlIlyeF4UbZ8cjMcofRpMF/91WjR8LWpz2s1qt+Of6MhwtV0EoAKalybF0bgJyk0MhgO0dl/e/qXB5jN8cOPvDlxIXiCVzEjB3UiRkEiFqmrvx/z4pdtkv/WCpEp+eSQBzkkLw67vy8Pidk5E5LhgWK/CfLVUuk+5th5tgMluRNT4Yz9ydhWnpYUiND8It88fh0VtsydvuE63o6jY47CeVCM/UkdHpMwGg88xyKefk8jgWqxVvfVGG4xW2Njh7UgzuvnoiJiWHAAB2F7big82VLvfdtLceG8/coEiNt52fc3IiIZUIUdWkwf/7pMRlGzxZa2uD3XoTIoId22BntxGvfV6K2hYXbVBrtLVBpWMbHBflD5PZio+312Dn8Wan/Xrb4JFTjm1wcoqtDe4rVuBfX7tug98ebMSXu2xtMDkuEHdemYqrLkuATCLE6ZZu/L+PS6DrMTntV9Ggxj/WnYRGZ0JYkAzXzrDdiZYHSdGlNeKNtScdBjbppdEZ8cp/i1Gn0MJHKsL8yVFYMjseE2ICYDJb8fnO09h+xPUxrthYjoOlbRAIbBdjS+cmYEqqHAIBcLC0DSs2lsPVPdntR5rx+c7TMJmtSIoJwJLZ8Zg/OQo+UhHqFFq88t9ip2QdAI5XqLD6O1sCmDk+GI/fORm/visPOUm236hPdtTg8EnnC/7tR2w3lCbGB+E392TjsoxwpMYHYencRHvytq9EAVVXj8N+vddb5ycCvXqX9/fUhEae1WrFOxtO4XCZ7fycmR2Nu6+eaG+D+0uUWOWmDX53qAnrfqy1tcFY2/k5LzcSPlIhalu78conxdC6OD8rHdqg1KENqrUmvLG21P6E/lxavQn/7+Ni1LVq4SMVYn6urQ0mxQTAbLFi3Q+12OomIVn5VTkOlCghEAB5vW1woq0NHjrZhnc3nHLZBnccbcZn39va4Phof9xxZSoWzUiEj1SEeoUWr3xcBI3O+fe1plmD19eeRJfWiNBAqf2JV3iwDN16E978ogzl9V1O++l6zPh/nxSjprkbMokQcydFYsmcBCTHBcJssWL97jp8c6DB5TG+/00F9hYpIACQmxyKpXMTMC1NDqEAOFquwj/Xl7k8xh8LbNesJrMViVG2gZwuz4uCr0yExjYdXvm42OnaArBdI313uAkCAFdOjcbrj83Dm0/Mx+JZ8RAJBThQonRZ1t7jnuviiV2gnwSTU20J06k65/q5/fJxWDwrHmKRALUt3dhxtBlldV0QCGyf97MbJ3pcAuipxlR30MrKSmi1WuTl5dmXBQQEICUlBYWFhbjiiiscti8sLIRcLse4cWe7uOXm2h4tFxUVYcGCBRdcloIKFcrr1fCRivDsPdmYnJEAALhqSjgOn2zD2+vLsPNYC66dEefQN7lLa8S3Z+5g3H9tMuadM3rRDbPi8dfVhahTaHGgRIk55zQOq9UW3KxWYFZWBP73+hT7nZWlcxPx989KUF6vxld7G5zu0G493IiubiPiwn3xm3uy7V0jb5qbgE+/P40tBxvxxY+nMTMz3OFuTVFVB07WdkEqEeI3d2djQkyAfd3xChXeWHsSuwtbcd3MOIc7RN16E77Zb2v09149AVdMibHfAbl6WgT+troQjUod9hYrnJ5MffFjLSxW253xh26YaH/3ZOncBLz+eSlO1nZh0956/PymNIf9th1pRofGgGi5L569J8veJeSmOQn44sdafLWvAV/uqsWs7AiHpyYna7tQVN0BiViIp+/KcniSWljVjtc+L8X+EiWumxnn0JVC12PGV3vrAQB3nndHfcnsBPz1o0K0tOux60SLw9MPq9Vq32/RZbG484rx9rrJGeeL/2ypws7jLfh6Xz1yk0MdjvHomack186Mc7qrlj0hBOOi/HG6pRsnKjsczp2cpBAcOtmGH0+04OrpMQ5zcGn1Juw+YUuOJ533fTT6Smo6UXK6E1KxEM/ck4VpWbZYdtWUcBRUtuONz0uxp0iB62bGOXTZ0upN+PpMG7znygm48pyn4Etmx+OvHxWiqU2HPUWtuGKK4xPyL3+0JVXT08Pw0A2p9vZy89wEvLH2JEpOd2LT3jr8YqnjU+PtR5rQrjYgKtQHz/5Ptr03w01zEvDlrjps2luPL3+sw5ycSIc2WFbXhcKqDohFAjx9VxZS44Ps64qrO7D8sxIcKLW1wcSos21QbzBj4x5bW7r98nG4dkacvS0tmhaJv31UiNYOPX4saHV64vXlLttFa16qHD+/aaK9PEvnJuLNL06isKoDG3bX4bHbMhz223m8BW1dPYgIluHZ/8mx92a4aW6i/f2W9bvrMC830uGpSVWjBkfLVRAJBXjyzkyHO9snT3fi1U9LcLRchaomDZJjz8Ygg9GM9bttXaZunpeIG2adfcK2ZHYCXvyoEIrOHuw81uz09K03zlwxJRr/c9UEhIXZRubMTvSx37nftK8eU9PkDhdMvT0irp0R6/SEeWJCEFLjA1Fer8bxinaH7uWp8YHYX6LEvmLb+XjuvhaL1d5NKzXBdW8VGj3l9WoUVLZDLBLgqTuzMDN3PABApQpHSU0Hln9agkMn21DTrMH46LPXAT0GMzbssZ2fty5IxPUzHc/Pv31UCEVHD34osF0LnevL3XUwma2YnBKKXyxNc2iDb39ZhoIzo8ye/9T4++PNUHT2ICxIhufuzbb3ZrhpbiK+2lePdT/UYuOeesyfHOXwVK+qSY3DZbY2+MQdmcgYd7YNltV24v99UoLjFe2obNQ4XAcYTRZ7G7xpTgKWzEmwx5lrpkfaj/H7Yy0O7RMANuyug9FkQfaEEPzylnR7b4ab5yXinfWncLRchS931eHpu7Ic9tt1ogUt7XqEBkrx3P/k2HsU3TQnAVsONuKTHTX4am89rsiLcXiq1/tKi0AAPH5bBnKSzv6mVzSo8fJ/i1BU3YGy2i6kn3P8JrMFX/xYCwBYnB+Hm+cl2mPCTXMS8OKaYjSrdNh+pBlL553tym21Wu1P5G6ck4Cb5iRALrfF71vmJSI8SIYPvq3E9iNNuOYyx3jSe69I5CZZ6732c9VXUSgQ4JZ5iVg0PQYHS9vQoTEgwFeMqWlhCOP7xoMypm79KxS2p1UREREOy8PCwuzrzqVUKhEZ6XiXQSKRICgoyOX2g7HnzJOzy/OiHC5MAGBaehiyxgfDCjg9YTtYqrTfTZp33vC10XJfXHPmYqX3B7NXo1KH0y3dEIsEuHPheIckwEcqwp1XjLd9/kklDEbHu/t7Cm1luGX+OId34wRnGpK/jxhtXQacrO102K+37PNzoxwSQACYnCK3Jyl7ixzLevhkGwwmC+Ij/JySvMgQH/uPwZ7zjrGlXYeKBjVEQgHuWjjBYfABmUSEuxZOAGBLhs6/u7/nTBlunpfg8E6AQCDAkjkJCPKXoENjRHGN4zH2lmFOToRTV9qcpFBMnSg/8/mOf8ejp9qgN9gGZbl6uuNFdFiwDIvz41zu16zSo06hhVgkcPrB6C2rALYf5Xa14532s6Niue52EhEic9iu14yMcIQESKDqMuDFNUU4fLINyg49Dp1U4m9ritChMUIeJMU0Dt/ucXrP67mTIpEU43h+5iaH2u+Wnn+eHS5rg8FoQVy4LxZOdWyD4Q5t0HE/RYcep+q7IBQAdy107M4ulYhw58LxAGxt8Py7+73xYuncRIfu7AKBADfOjkdIgARdWiOKqjpc7jc7O9IhAQSArAkh9vPy/HhxrFwFvcHWK+L8JC8sSIbFZ5Ki8/drV9vebRMAuPvK8Q7HKBELcfeVtjjTO5/muXrr68Y5CU7d2RfnxyMsSIpuvcnpSX7v33FGZrhT16b0ccGYkRHusqwFle3o1tueVl4/0/EiOjRQihtn224+7j7v79jW1YPKRg0EAjh1GxMIBLhhtu0ufW1LN1o7HF8R6I0f7rqy98YfncHx75+fFQFfmQjNKj3e/rIMTWe65bd26PHuxlOobemGVCzE3Ekctt3T9J6f+VkRmJjg2AYzx4dgenrv+el4nh2rUEHXY3b4Xe8lD5LhhlkJZz7fcb8OjcH+Gs1d5702IxELcdeV4wHYbkR3nvf0qTde3Dg73qk7+3Uz4uxP2c7vPr/3TNmnZ4Q5JIAAkJYYjPws2zGef+1VUNkOjc4EeZDU6Tc7JECKJWfa4PltV6012uPA3VdOcOjOLhbZjlEAW++ntvOeqvfW1+L8eKd2ePX0GETLfaA3WHD0VJvL/aZODHNIAAHbu5ZzciJdHmNxTSc6u21zBy+Zk+AQL4L8pVg690ycOe9ar0NjRJ1CC4EALl+3mZ0TAT+ZCB0aI2rP68GVFGu7ptzvomuurseE42duRvVu50qArwRXTInGzfMScfX0WCaAF2BMPQns6bE1lPPf/ZNKpVCrnbsN6PV6l+8JSiQSGAzOj7XdkcvlTv1q1boSAMC0zHiEhYXZG03vHaJJqVEorumE1iCwLwMAndH21CUnJdJhea8pmVas/aEWXVqTw/oahe0HNz4yAOPinX9E5XI5RMIimMxWiGQBkIfYnsyZzBb7hcz07ESXL02nJobi+CkFDBaJw3d26WwXA3npMS7LOmlilO0i5bxj1BptgSg7OcJ+91koFNrLOTVTgE921KCj2/EYG9ptwSA6zA9Jic7vrsnlcvhIi6A3mCGU+EMuP5t8t6ttf89pWYmQu0iS0hLlOFTaAoNZ7PCdar3tNtPkNNfHmDsxGofLVOjugePf0WQLvllJ4fZjPNfUTDFWf1eNTo3RYb9Wte1HQR7kg4TYSKe6kcuBAD8J1FojxDJ/+101W734o7ZFjdMKI9KTHS96jSYLyhts3deSEsKdjuV3D8zAH1cdQF2rFm+vL3NYF+wvxe8fmImoSMcff09wbt0MJ4PBAI3GufvfSHIVZzQ6299qah9x5li5ClqDYx3pTba2dG4bPNe0LCE+3l6Djm7H87Op03ZeR8n9kDzOdRv08znTvUvsB7n87A+0qrcNZifY48+50sbJcaC4BT2W89qgztb1fXJatNs2eOhkGzRObdB2kZCVFI5wF3FmWpYY/9lS5XSMSo2tDYaF+GDiBOd34uRyINi/2HbxKfJ1aIMdGtsxTs9KcIg/vTImhGN3QSN6zoszGr2tK93kiW6OMS0ae4sV0OjP/zt2nPncMISHu/o7SvGvbyrQoTE47Nept3WhCvKXYkJCtFPdyAGEBMrQ1qmHWOoPuTzEvm90mD8q6jtRqzQiN92xrGazBacabL+1SfHOcebJu6fgxf8cwfGKdhyvaIevTGy/YScUCvCrOyZjvIvfr9Hm7XGmu8d2fk7JiHUZZ3LTonGgVInuHut556etDWYmhdnb4LmmZUnwwbeVthuN5+zX1t1h+/wgGdKTXLfBkIASdGh6YBX6Qi4/m7S1q41nPjvBIf70ypwQhh+PN6LHJHJsgz22bvOTJ7r7rY/B7kIFuvWOx9hjtt04zhh/tg2ee75Mz5Zh1dcVaD+vDXb1dMFqtXVtzEp1TJB7jzEitBSt7TpYBD6Qy88mbR2a3mOMd4g/9mNMCkezqh5683nHqK8+cyxRLo9xcpoWO4+3QH3+MZ6ytem0cXJERoQ77Tc92xfvbDiFDrXjMfZYbYmdRCxEfEwEBAKBU1sKCpBB26OFr2+Aw743zku191CaEC/HdfnjIZOK0NzWjXc3nYK2x4zoMD/MnZLkctTzscgT48yYehIok9myfKPR8e6swWBwOdqnTCZz2rZ3/4sdHbT3iVpti3Pyee7ygPNGxOvdr67V9R+orkXjcr9AP1vQblHpXL7H06TshtlihUAAh9E+RUKBfeLNulbnspotVjScKYu/7/lllTqUybmsaodjOltWicN6p/3OfJ/zfrbvU3boXb5DoGjX2e9SO5e1t16dv9NqtaK+1fXf42xZXR9jbX/H6OL7bJ+ndlnOsDMJqqJDB0W7zuV+aq0RQgEQGuh4jl453XY37uOtp1B/zvljNlvw769K0KkxQB4kQ95ExyflAJASH4I3Hp+HWy5PRniIDyRiISJCfHHrFSl47bF5mBDreQkgnT1f3bcl1+dZQD/ntT3O+DpeDAae+Xdbpx7dLt5xUXTo7G3TqS35ui+r1Wq1f6dzWc/EGbcx0fZ5548uGthHm7ft13ec6VD3uHzHpUPdA7XW4Kas7uO+7Rhdx4uBHqP7+KR2+R6PPZaet588SAaBwDZqaoPC+TtbVFqouvT2bc915XRbd6/PtlfgdPPZ93EsFitWf3sSyg49gvylmJ7hnMxNy4jCi4/k47LMKAgFsCeAU9Ii8MLPZmJOruuBgWh0DfS3frDXCP39fnZqDOjU9Djt16HpQZebNtjXb++5caa3zTmV1V28GMA1gss26DbO2P6t0Rntbe1caq3B/l6tu+sZd9eX/cU2t3/HVjextL844yZ2y4N84CMVwWC0oLDS+f3iuhY1mtu0EAqAmHDHm2Y5yWG4fvZ4WK3AB1+X4id//g4/e3kHHn7le5yoUEImEeGxOyZfMgmgpxpTTwJ7u4G2tbUhNvbsj0lbWxuSkpJcbr93716HZUajEV1dXQgPd77bMRhzJ8fh2CkFNu2uxuzsCESF2y6iVSoVTjdrsL/INjhAznh/h5GAshJt7+0cP6XAvuPVDiNdavUmfPF9OQAgLyXEYb9QXysigmVQdPbg4y1F9m5AgG3wiH9/ZdsvJykEeq0a+nPGh5mWFobdha34aHMJHr8tw6HrxQ/HW6Do0MHfR4zEcJHDd05ODsKh0hZ8vacal6UFIeScYYnrFd3YXWDrCz5pQoDDfhnxvhAIgOJqFXYdrULW+BD7nY+GJgXW7jgFAJg6MdRhv0CpFdFyXzSrdFjzbRFuOa/v+QdnBmjJGBcMU48GqnN+O6alyW2D8XxbitgQgcMx7ilsRVObbSCH8RESh+/MTQrEnhNN+HZ/DWZmBDt0J2hq0+GHo7b3qnLPO8a0OB+IhAKcqu3A94cqHd7f6zGY8dl22xOcaecdowi2wYBO1nbhn+uO4ZElE+133lpalXj3i5O2Ok0OdT7G1EBsCfdFg1KHX/79B0xKDkWwvwSFVR327iS3LUhEZ2cHXBEAWDwjCotnnHfxZtZCpXIeUMgTjORoWp5obm4c9hc145t91ZiXG4nYSFu8UKlUaFBqsev4mTY43vH8TI/zgVAAlNSo8OORKodR9vQGMz63t0HHOOMvsSI23BeNSh0+2lyE2xacfZ/aarXiwzOD0KQnBsFi6IZKdbaLz9Q0OXYcbcZ/t5QiLlTo0P1pb5ECjUrbIAfJUc5tcHcBsGX/aczKCHHo/tSs0mHnUdu7befHmYlxMoiEApTXdWLHgQpMTpXbz5emFgU+3XbmKep5bVAqsCIx0h+1rd1Y/U0h7rxivP3Jh9VqxervqmCxAslxgRBZdFCpzt6smZoaii2HmvDJdycxPkLscIyHTipxulkNiViIlBip4zFOCMD3R4Bth2oxJzvUYTTP1g49th+us9fFufulxEghEQtxulmN7/aV27vlAban/598d/LMMcqd2sikpFAUVLbjnXXH8ejN6YiKtO3bqlDinfWnYLUCWeODITA7HmNekp+9fh577UfkJIVCHmQbHVTRYYszt8xLgEbt2LW+V3gA8MiNyei+ehzUWiMCfMX2i9XhbscXytvjzJzcWPxwrB5bDpzGFVOikBBt+z1TqVRoadfh+yO283PyeefnxDgZxCIBKhs6sW1/BaZMPOcpkdGMT7e6boMS2F6JqWnuxn++LsLdVzq2wY+2VsNisQ2EJIEeqnNGNZ86MRSbD+jwyXcnMSFC7PDu7eGyNlQ3dUEsEiD1/DaYFIDth4Hth+owL1vuMJqnskOPrQdt78TlTnA8xuRoKaRiIWpb1NiytxyXZZx9At7SqsTH39mmXpmW5tgGBbB1waxoUOPDrwrxk0VJDt0sP9leDZPZNqWKr6gHKtXZG1JTJ4aiUdmNz7aVITVa6jAdS0GFCuV1tgEJ0+N8HL5z0oQAfLsf2HmsHgtywxzGamjr6sGW/afP1IXjMY6PkMBHKkRTmxZf7yrDrOyzr1GZzBb8d4vrYwSA/KxwfH+sBW+vLcDjt2fYn+xW1zbjzXOuZ2Byvs64ZU4MQv0E+PZgI5SdPWg+M7BhTlIIbp6XiKggz40ZF8IT48yYSgKTkpLg5+eHgoICexKo0WhQUVGBJUuWOG2fk5ODVatWoaGhAXFxtsfxBQUFAICsrCyn7d1RqVROQypnJsjOJGV6PP3P/bhhbhISIgNRWNGKrYdsAyvkJIU4vEQNAJGhPpiZGY79JUos/6wU83MjkTEuGK3temw/2gxlZw+C/SVOIyYJhQJcPyseH2yuxJe76lDT3I0ZmeEwGi348UQLyuvVEAhsfeLPd81lsThQqkRJTSf+8mEhFuRFIcBXjKPlKhwotnUbu3p6jNPQyNPTw7Bpbx2aVXr88d8FWDg1BvERfqhoUOP7Y80wma1ITwxC8nl9tsOCZZidHYndha14/fNSzMuNwswcA1radfhqdxVaVDoE+IoxP9fxGAUC23tyK78qx1d761HX0o38rAiYzBbsOtFqG/0JwPX5zsd49fRY7ClSoKyuC3/64AQuz4tGkJ8ExytU2Fts65561bQYp6GR81LliDuTWP35gxO4Yko0EqP8UdmoxvdHm2EwWZAaH4i0RMcnZSEBUszLjcT3x1rw5rqTmDspEtkTQqBSG7D9SBNa2m0jsS5wMSXDzfMS8fJ/i3H0lAq/ee8Y5k+Jh8VixY/HG6Dq6oFELMSSOQlO+/nKRHjqriys2FiOktOdOHbOlBb+PmLcfeV4zMx0fgo4lvX+aPr5+UGr9cxEdai4ijOpMRLEhPmiqU2HZ97Zj8WzkzA+JgjFVQp8d9A26EDamcE6ziUPkmF2TiR2nWjFG2tLMXdSJLLGh6CtqwfbjzajtV1va4OTHW8ICAQCLM6Px4pN5fhmfwMaFFrMzAqH2Wwb2ONkbW8bdJ4C4KppMdhT2IryejX+9OEJXJEXjSB/CQoqVPZ3Va6c5jgwEWBrg/ERfqhXaPGnDwtwxZQYJEb6o7pJjR1Hm9FjtE1VcP57PMH+UsyfHIUdR5vx1pdlmDMpErMmGdDWqcem3VVoatPCTyZyGLyk9xhvmBWPt9eX4btDTWhq0yE/KwJWq+3dqJIz7w0vdhFnrpwWgx8KWlHVpMEf/12AK6ZEIzhAihOV7fZ3gq7Ii3K6Q5+TFGofuOkvH9rizPjoANQ0a7DjaDN0PWaMi/JHznlD4gf4SnBFXhS2HGrCuxtOobCqA5OSQ9GpMWDH0WY0tungIxXhyqnOcWbJnAQU19jmTH3mvaNYMCUBAgHw47EGKDv1EIsELufrk0pEeOquTKzYVI7Cqg6H9xt9ZSLcccV4p/fZXfH3EQ9oDlpP4O1xZkKkCAkRfqhTaPGbdw5g8ZwkJMcFo7RaiS0H6qA3WJAUE4CM8Y5tMMhPggWTo7DtSDP+ub4Mc3IikZMUgna1AduPNqNZZRsp2FUbXJwfj7e+LMO2I01oUukwO9vWBvcWtdrf3XcVZxZOicHO4y2oae7GH8/8ZocGSHGiqt3+zuIVedFOT7uyJoTYE88/n2mDE2Ic22BipL/TAGm9I6p/e7AR7208haLqDsyenIj2Lj2+3lONekX3mTbo/E7c4vw4vL72JHYeb0Frux6zc2xdJvcVK1B45t3oG2Y5T/VweV40dhxtRl2rFn/8wBYT5Wemadl14sw8eLmRTvMFpicG2RPPF/5zApdPiUZybCBqW7qx/WgTNDoT4sJ9kZfq2B3RVybCVdNisWlvPVZ9XYGSmk5MTpGjS2vE98eaUa/QQioRupzi54ZZCThe0Y5mlQ7PvncUOcm1EIuFKChXwGS2wk8mwu2Xu55/WCAQYOHUGFyeF416hRZ6gxlhwbJL9t0+T4wzY26ewPfffx9ff/01nnjiCURHR2PFihVoaWnBypUrIRAI0NnZCX9/f8hkMlitVjz++OMwGAz41a9+BZ1OZ58n8Kmnnur3u/qbV6dZpcPfPyux3x0918T4IPzq1nT4ufgR7DGa8faXZfYgcK6QACkevy3DabAZwHaHbMPuOmw4MyLeuURCAR64LgWzsl0nAQWV7XhnfRl6jM5TT1yeF4X/uTrJ5dDdrR16/P3TErS0O3dnSI4NwGO3ZbiciN1osuCf68tczm0W5C/B47dlOCXIvXpH+HJ1jD9ZlOT2AqS4pgNvfVHmNDAKYBtY46fXJLvsWtDW2YO/f1biNL8gYJvv7/HbMxHkYqJro8mCFZtO4XCZ812dAF8xHrstw2Gkv3MVVKiw6usKl3OU/ezGicg878f2fHWt3SiobIfRaEF0mC+mTpS7nMNprDt3EKiLHcypL548f5eyQ4/ln5WiWeV8fibFBuCxWzNcTsRuNFnw7oZTLue/DPKT4LHbMpwGfOr19f56rNtZ6zSPpUgowL2LkjDfTRssqenAW1+WuZwaZU5OJO6/1k0b7DrTBpXOxzguyh+P357hcu5Uk9mCFZvKccjFVAcBvmL86tYMt3OnbjnYiE931Dgdo0AA/M9VE5xGTe1VVtuJf6w76TSPKQDMzArHg9enOgxq1atdbcBrn5U4zS8I2Ob7e/z2TJdzp5rMFvzrmwrsL3YeQMFPJsIvb0l3O3dqcU0HVriYoyzAV4xli1P7HRG4QaHF8UoVDGcmqp6WFuY0SfylgHEGUHX14O+fl6LBxfmZGOWPX/fRBld+Ve5y/kt/HzF+dWu604BPvbYebsLH213MYykA7l7oOKrxuU7VdeEf6066nBplRmY4Hrw+xeXcqZ0aA/7+WanTICWAbb6/X9+e4XLuVLPFive/rrDfUD6Xn0yER29Jdzt36vfHmvHRmd4FDscI26jG17i4cQ8AlY1qvP55qdM1AmB7IvfQDRNdzp3apTXitc9KnOYXBGzz/f369kyXgz5ZLFZ88G2lPck8l49UhP+7Oc3t3KnKDj3+9U0FTtY6TucwISYA91+bPKBJ6r2BJ8aZMZcEms1mvP/++/juu+/Q09ODnJwcPProo4iOjkZzczPuvfdePPnkk1i0aBEAoL29HW+++SYOHToEmUyGefPm4eGHHx5QAO4vaAK2hO5gqRLHK9XQ6AwID/bF9InBmJQc2mdfZovVipKaTuw60QJlRw98ZCJMSwvDzMwItxN59qpXdGPnsRbUtHRDKLCNbLUgN8rtaG69uroN+LGgFUXVHTCZLYgN98OCyVFIcpOo9DKaLDhYqrS9GK4zISRAitk5EchNkbu82OlltVpReroTP55oRYfGDB+ZCPnZMZg03tfpacD5GpVafH+sBdXNGggFQGp8EC6fHOV20ln7MWqN2HWiBUVVHTCYLIgN88P8yVFuLwTPPcbDZW3YX6KARmtCkL8Es7MjMTk11OWPybnHWFbbhR9O2O70ySQi5KXKMTs7wuUNgHMZjGYcLG1DU4cJAgDp4+VIi5W6DOzeyhOD5lAbSJwxmiw4dFKJoxVdUGsNkAf5YFpqMCanDqQNduHHEy1QtOvhI7Wdn7MGcH42tdnaYFXT2Ta4YHKUw5Q3rqi1Ruw60YrCqvYzbdAX83Kj3F4InnuMh8vacKBECbXWiCB/CWZlRyAvVT7gNtiuNkMmFWFGVjQmT/Dr9xibVTrsPNaMykbbOy+p8YFYMDna7cTPvTQ6I/YUKnC8QgWDyTZK8PzcKKTGB/Y5P5XJbMGRUyrsK1JArTUi0E+C/OwITJ3Y/zGW16vxQ0ELmlU6SMVCTE6RY3ZOhMubcOeynTttaFDZEsG0xFCkx0kvyZtGF4pxxsZosuDIqTYcLe9CZ3cPQgJ8MG1i0MDaYF0XfixoRUv72fNzzqTIfp8GN6t02Hm8BZVnBhxKiQvEgrwoRIU6Dy51Lqc2GOqLebmRmJgQ1G8bPHpKhX3FCnR1n2mDWRGYmjbwNtjWZYJUIsL0jCjkJfv12wZbO/TYeawZFQ1qWK22m3cLJke7nHz9XFq9CXuKFDhWrkKP0YzIUB/MnxSFtMT+j/F4eTv2FLWiq9uIAD8xZmZGYFpaWL/XFxUNavxwvAWNbVpIxUJkJ4Vg7qQolzfCz9eg1KKpwwqr1YrUhBCE+DgnsN7ME+PMmEsCR9JAgmavkfrjjlWsH/dYN+55YtAcaowzQ4f14x7rxj3GGUc8V/rG+nGPdeOeJ8YZPnIgIiIiIiLyIkwCiYiIiIiIvAiTQCIiIiIiIi/CJJCIiIiIiMiLjI1JfEZJ75g5FovztArnMxjOTvTpqRPCjibWj3usG/dGqm562/hojJPFODN0WD/usW7cY5xxxHOlb6wf91g37nlinOHooH3o7u5GU1PTaBeDiEZITEwM/P1Hdk4jxhki78I4Q0TDbSBxhklgHywWC3Q6HcRicZ9zshDR2Ga1WmEymeDr6wuhcGR7yTPOEHkHxhkiGm6DiTNMAomIiIiIiLwIB4YhIiIiIiLyIkwCiYiIiIiIvAiTQCIiIiIiIi/CJJCIiIiIiMiLMAkkIiIiIiLyIkwCiYiIiIiIvIh4tAswVlgsFqxevRqbN29Gd3c3cnJy8OijjyImJsbl9l1dXXj77bdx8OBBCAQCLFiwAA899BB8fHxGuOQjY7D1s337drz00ktOy1evXo3o6OjhLu6o+fjjj3H48GEsX77c7Tbedu70GkjdXOrnDeNM3xhnBoZxxj3GGcaZ/jDODAzjjHtjJc4wCRygNWvWYNOmTXjqqacQHh6OlStX4tlnn8XKlSshkUictv/zn/8MvV6PV155BRqNBsuXL4der8fTTz89CqUffoOtn6qqKuTm5uK3v/2tw/Lg4OCRKvKI27hxIz744ANkZ2f3uZ23nTvAwOvmUj9vGGf6xjjTP8YZ9xhnbBhn+sY40z/GGffGUpxhd9ABMBqNWLt2Le677z7MmDEDycnJeP7556FUKrFr1y6n7UtKSlBQUICnnnoKqampyMvLw2OPPYZt27ZBqVSOwhEMr8HWDwBUV1djwoQJkMvlDv8TiUQjXPrhp1Qq8bvf/Q4rV65EXFxcn9t627kzmLoBLu3zhnGmb4wzfWOccY9x5izGmb4xzvSNcca9sRhnmAQOQGVlJbRaLfLy8uzLAgICkJKSgsLCQqftCwsLIZfLMW7cOPuy3NxcCAQCFBUVjUiZR9Jg6wewnfyJiYkjVcRRVV5eDrFYjBUrViA9Pb3Pbb3t3BlM3QCX9nnDONM3xpm+Mc64xzhzFuNM3xhn+sY4495YjDPsDjoACoUCABAREeGwPCwszL7uXEqlEpGRkQ7LJBIJgoKCXG4/1g22ftRqNZRKJYqKirBx40Z0dXUhPT0dy5YtQ3x8/IiUeSTl5+cjPz9/QNt627kzmLq51M8bxpm+Mc70jXHGPcaZsxhn+sY40zfGGffGYpzhk8AB6OnpAQCnvuBSqRQGg8Fpe71e77LfuEQicbn9WDfY+qmpqQFge/n6qaeewvPPPw+DwYDHH38c7e3tw15eT+Zt585gXOrnDeNM3xhnho63nTuDcamfN4wzfWOcGTredu4MhqecN3wSOAAymQyAra94738DgMFgcDnCkUwmg9FodFpuNBovyRGRBls/OTk5WLt2LYKCgiAQCAAAf/jDH3DPPfdgy5YtuPPOO0em4B7I286dwbjUzxvGmb4xzgwdbzt3BuNSP28YZ/rGODN0vO3cGQxPOW/4JHAAersFtLW1OSxva2tDeHi4y+3P39ZoNKKrq8vl9mPdYOsHsI1+1HviA4CPjw+io6MvyZeFB8Pbzp3BupTPG8aZvjHODB1vO3cG61I+bxhn+sY4M3S87dwZLE84b5gEDkBSUhL8/PxQUFBgX6bRaFBRUYGcnByn7XNycqBQKNDQ0GBf1rtvVlbW8Bd4hA22fr7++mvcfPPN0Ol09mXd3d2or693eIHYG3nbuTMYl/p5wzjTN8aZoeNt585gXOrnDeNM3xhnho63nTuD4SnnDZPAAZBKpViyZAlWrVqFvXv3oqqqCi+88AIiIiIwd+5cmM1mqFQqe1/yjIwMZGVl4a9//SvKyspw/PhxvPHGG7jyyisvybsfg62f6dOnw2q14uWXX0ZNTQ3Kysrw5z//GSEhIVi0aNEoH83I8vZzpy/edt4wzvSNcebCefu50xdvO28YZ/rGOHPhvP3c6YunnjcCq9VqHbFvG8PMZjPef/99fPfdd+jp6UFOTg4effRRREdHo7m5Gffeey+efPJJ+x+vvb0db775Jg4dOgSZTIZ58+bh4YcfhlQqHeUjGR6DrZ/y8nKsWrUKZWVlsFqtmDp1Kh5++GGnkaQuNa+88gpaWlqwfPlyAOC5c46B1M2lft4wzvSNcWZgGGfcY5xhnOkP48zAMM64N1biDJNAIiIiIiIiL8LuoERERERERF6ESSAREREREZEXYRJIRERERETkRZgEEhEREREReREmgURERERERF6ESSAREREREZEXYRJIRERERETkRZgEEhEREREReREmgURERERERF6ESSAREREREZEXYRJIRERERETkRZgEEhEREREReREmgURERERERF6ESSAREREREZEXYRJIRERERETkRZgEEhEREREReREmgURERERERF6ESSAREREREZEXYRJIRERERETkRZgEEhEREREReREmgURERERERF6ESSB5vJ6eHsyYMQPTpk3D2rVrXW7z3nvvYdq0aVi8eDF6enr6/cytW7di2rRpmDVrFkwmk315RUUF/vrXvw5Z2YlobGCcIaLhxjhDnoRJIHk8mUyG+Ph4AEBVVZXTeqVSiY8++ggA8PDDD0Mmk/X7mSUlJQCAiRMnQiwWAwA++OAD3HPPPQMKukR0aWGcIaLhxjhDnoRJII0JKSkpAFwHzZUrV0Kn02HixIm47rrrBvR5xcXFAIDMzEz7sk8++QRms9lhGRF5D8YZIhpujDPkKZgE0piQmpoKwDlonj59GuvXrwcAPProo6itrcXzzz+PRYsWYebMmbjhhhvwxhtvQK/X2/exWCw4efIkAFvQPHbsGKZNmwalUgkAePXVV/Hcc88BABoaGvC73/0O11xzDWbPno2lS5fiP//5j0MZenp68NZbb+G6667D/Pnz8eKLL8JgMOCqq67CtGnTcOzYMQCA1WrF+vXrce+992LOnDm45ppr8Kc//QkdHR1DXl9ENHiMM0Q03BhnyFOIR7sARAPRe+dMpVKho6MDISEhAIC33noLZrMZl112Gfz8/PCTn/wEWq0WMpkMMTExaGxsxOrVq1FWVoZ//vOfAICamhpotVoAQFZWFsrLyxEVFYWWlhaIRCIkJydjxowZ6OjowIMPPgiFQoHg4GCEh4ejrq4O//jHPyCXy7F48WJYrVY88cQT2L9/PwQCAWJjY7F+/Xq0traivb0dIpEIGRkZAICXXnoJ69atg0gkQnx8PBQKBTZt2oSGhga89957EAgEI1+xRGTHOENEw41xhjwFnwTSmNAbNIGzd88KCwvx/fffQyAQ4Be/+AV+//vfQ6vVIjU1FRs2bMCXX36Jt956CwKBAAcPHsSRI0cAnO0/7+/vj3HjxuHqq6/G9ddfDwBITk7Gf//7X9x4442oqKhAXl4eFi5ciK+//hobNmxAfn4+gLPdL7Zs2YL9+/dDKBTi1VdfxYYNG/Dmm29i9+7dAIAJEybAx8cHR44cwbp16xAREYF169Zh3bp1+PrrrxEWFoajR4+isrJyZCqSiNxinCGi4cY4Q56CTwJpTIiLi4Ofnx+0Wi2qqqowZcoU/OMf/wAAXHPNNdBoNGhoaAAAPPXUUwgPDwcATJ8+HWFhYVAqlTh16hSmTp1qD3jp6ekQCm33QXoD6bn956dNm4bc3FxUV1fj8OHDaGpqQk1NDQAgLCwMALB582YAwPz58zF//nwAwGWXXYaEhATU1tYiKysLAPD5558DAAwGA55++mn7d3R3dwMA6uvrHX4YiGjkMc4Q0XBjnCFPwSSQxgSBQICkpCQUFRWhsrISP/74I44dOwapVIqf//zn2L59OwAgKCgIeXl59v1MJpO9j7pEIgHgOkCWlpYCgL2rAwCsWrUKH374IXQ6HeRyOeLj49HU1ATAFnABoKysDAAwb948h/IaDAaH7+i929fZ2YnOzk6n4wsODh50nRDR0GKcIaLhxjhDnoJJII0ZKSkp9qDZ2xXi9ttvR0xMDMxmMwDAx8fHoS/6nj177PPmpKenw2Qyoby8HADsd7UaGxvtgaw3yB0+fBjvvvsu5HI53nvvPWRmZmLv3r345S9/CQDIzs4GcPbOl7+/v/07q6ur0dzc7PAdvcM0/+EPf8ANN9wAwPZiNfvNE3kWxhkiGm6MM+QJ+E4gjRm93QuOHj2KqqoqBAYG4v777wdw9k5Wa2srfvzxRwBAc3MzXnvtNQC2IJednY3y8nKnu1qnTp2yf0dCQgKAs3fSoqOjkZGRAZ1Ohw8//BAAEBMTY3+ROyoqCgCwbds2WK1WaDQavPTSSwBs8wH1lrn3u7755hsYDAZYLBa88sorWLhwIZYvXz6k9UREF45xhoiGG+MMeQI+CaQx4/w+5vfff7+928H06dMxZcoUHD16FE888QRiY2PR0tICk8kEuVyOP/7xjwDOvgAdEhKC2NhYALDfdQOAu+66Cw888ACSk5MB2Lpa3HDDDVCr1fZhmWNiYuzbL1q0CO+99x6+++47HD9+HN3d3fa7aenp6faJW//3f/8Xu3btwqFDh3DddddBLBZDqVTC39/f/hI3EY0+xhkiGm6MM+QJ+CSQxoxzg2Z0dDTuvPNO+7+FQiHeeOMN/OQnP0FMTAxaW1sREhKCJUuW4D//+Q/Gjx8PwHX/+blz5+LKK6+Ev78/urq6kJiYiFmzZuHBBx9ESEgIdDodrr/+ejzyyCMAbMM697rvvvtwxx13ICQkBEajETfddBMmTZoEAJgyZYpD2VeuXIkZM2ZAr9fDYDBgwYIFeP/99+13/Yho9DHOENFwY5whTyCwWq3W0S4E0Vi0c+dO7Ny5E2FhYXjggQfg7++PkydP4qc//SlMJhNWrVqFyZMnj3YxiWgMY5whouHGOOOd2B2U6AIFBwfjq6++AgB8+eWXkMvlqKurg9lsRl5eHgMmEV00xhkiGm6MM96JTwKJLsJXX32Fzz77DHV1dejp6UFYWBjmzZuHn//85w4jbBERXSjGGSIabowz3odJIBERERERkRfhwDBERERERERehEkgERERERGRF2ESSERERERE5EWYBBIREREREXkRJoFERERERERehEkgERERERGRF2ESSERERERE5EWYBBIREREREXmR/w/FS5HxsGQPoAAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', col='Die', lines=False, legend=True, ax_size=[250, 250],\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " ax_hlines=[0.2, 0.6, 1.0], ax_hlines_by_plot=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Curve fitting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "fivecentplots provide automatic curve fitting using kwargs starting with `fit`. The value of fit specifies the degree and style parameters follow the normal pattern but are prefixed by ``fit_``. We can display the fit equation and R^2 values via keywords ``fit_eqn=True`` and ``fit_rsq==True``, respectively. By default, a legend is displayed to designate the style of the fit line (this can be disabled by supplying keyword ``legend=False``)." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', lines=False,\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " fit=1, fit_eqn=True, fit_rsq=True, fit_font_size=9, fit_color='#AABB55')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since this fit is garbage, let's make it a polynomial of degree 5. We'll also disable the legend just because:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', lines=False, legend=False,\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " fit=5, fit_eqn=True, fit_rsq=True, fit_font_size=9)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's return to our linear fit example. After about Voltage = 1.3V, the response looks somewhat linear. We can constrain the region of interest for the fit by supplying a start and stop value to the keywords `fit_range_x` (which selects data points that fall within this range on the x-axis) or `fit_range_y` (which selects data points that fall within this range on the y-axis). The R^2 of this fit looks much better than before." ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', lines=False,\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " fit=1, fit_eqn=True, fit_rsq=True, fit_font_size=9, fit_range_x=[1.3, 2])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the case of multiple datasets, we can also add a line of fit for each item in a legend by specifying a DataFrame column in the ``legend`` keyword:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', lines=False, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " fit=1, fit_range_x=[1.3, 2], fit_width=2, fit_style='--')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Fits also work with subplot grouping:" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', lines=False, wrap='Die', ncol=3,\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " fit=1, fit_range_x=[1.3, 2], fit_eqn=True, fit_width=2, fit_color='#555555', ax_size=[250, 250])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Stat lines" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If lines are enabled in an xy plot, they are drawn from point to point based on the order in which they appear in a DataFrame column. If multiple groups are included in the dataset and not separated by grouping or legends, the lines will circle back on each other (from the end of one group to the start of the next) as shown below:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='I [A]', y='Voltage', title='IV Data',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One option to deal with this is to sort the DataFrame by x-value. Unfortunately, this can result in a very jagged mess as lines are drawn between points with similar x-value but different y-value." ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df2 = df.copy()\n", "df2 = df2.sort_values('I [A]')\n", "fcp.plot(df2, x='I [A]', y='Voltage', title='IV Data',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Rather than drawing connecting lines between all points, fivecentplots allows you to select a representative statistic of the data at each value (such as the median) and plot a line based on this value instead. This is accomplished using the `stat` keyword (any stats that can be applied to a pandas `groupby` object are valid). \n", "\n", "First consider a plot of Voltage vs Current with a \"mean\" stat line. The result is clean because the voltage values in our dataset are at fixed and common values between datasets. " ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, y='I [A]', x='Voltage', title='IV Data', stat='mean',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alternatively, if we plot Current vs Voltage, our mean stat line becomes jagged and nasty. This is due to the fact that the current values for each voltage point vary between datasets. This is not any better than just plotting a simple connecting line between points. " ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='I [A]', y='Voltage', title='IV Data', stat='mean',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For cases where the x-values are not identical and have some jitter from one dataset to the next, you can use the keyword `stat_val` and specify an alternative DataFrame column to use for the statistical calculation (the actual plotted x-axis will still be whatever is specified for the `x` keyword). Here we use a column called \"I Set\" which represents the setpoint current while \"I [A]\" represents the actual measured current. We still have some jaggedness in the stat line but it is now representative of the actual dataset and not overwhelmed by minor jitter in the x-values." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='I [A]', y='Voltage', title='IV Data', stat='mean', stat_val='I Set',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Stat lines also work with multiple DataFrame columns are plotted on a given axis. For example, consider the following with two values on the y-axis:" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y=['Boost Level', 'I [A]'], legend=True, stat='median',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Confidence intervals" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "fivecentplots can display confidence intervals around a data set. Three different methods are available to calculate these intervals:\n", "\n", "* ``conf_int``: upper and lower bounds based on a single confidence value between 0-1 (typical = 0.95)\n", "* ``perc_int``: upper and lower bounds based on percentiles between 0-1\n", "* ``nq_int``: upper and lower bounds based on values of sigma (where the mean of a distribution is sigma=0)\n", "\n", "By default these intervals are shown as partially transparent filled regions around a curve. These intervals are calculated point-by-point so they are different than confidence bands that are computed from a regression. These intervals are useful mainly for datasets where multiple points exist at each x-value." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To demonstrate this feature we will use a special dataset:" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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xy
0-1.0-10.715459
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\n", "
" ], "text/plain": [ " x y\n", "0 -1.0 -10.715459\n", "1 -1.0 -9.972410\n", "2 -1.0 -30.740532\n", "3 -1.0 -31.368963\n", "4 -1.0 -29.058633" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_interval = pd.read_csv(Path(fcp.__file__).parent / 'test_data/fake_data_interval.csv')\n", "df_interval.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we show the 95% confidence interval:" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df_interval, x='x', y='y', lines=False, conf_int=0.95)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we show the IQR around each point based on the 25th and 75th percentiles:" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df_interval, x='x', y='y', lines=False, perc_int=[0.25, 0.75])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lastly we show the +/-2 sigma range of each data point:" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df_interval, x='x', y='y', lines=False, nq_int=[-2, 2])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can style the shaded interval region using kwargs that relate to the type of interval. Here is an example for the `nq_int` option:" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df_interval, x='x', y='y', lines=False, nq_int=[-2, 2],\n", " nq_int_fill_color='#FF0000', nq_int_fill_alpha=0.5, nq_int_edge_color='#000000', nq_int_edge_width=3, nq_int_edge_alpha=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Control limits" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "fivecentplots can display upper and lower control limts for a plot via keywords ``ucl`` and ``lcl`` respectively. This is a convenient way to show what a target values or target ranges for a dataset.\n", "\n", "First we show an example with an upper control limit only. Notice the region outside of the upper limit is shaded to show data points that fail to meet this target." ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df_interval, x='x', y='y', lines=False, ucl=50)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now consider the case where we have both an upper and a lower control limit. Again, notice that the ranges outside of the limits are shaded. We will also enable a legend to make the meaning of the shaded region obvious." ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df_interval, x='x', y='y', lines=False, ucl=50, lcl=-50, ucl_fill_color='#FF0000', legend=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can invert the shading behavior to show points that fall within our target range using the keyword `control_limit_side=\"inside\"` (\"outside\" is used by default). If both ucl and lcl are defined, use kwargs for lcl to style the shaded region):" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df_interval, x='x', y='y', lines=False, ucl=50, lcl=-50,\n", " control_limit_side='inside', lcl_fill_color='#00FF00', lcl_edge_width=2, lcl_edge_style='--')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Reference line" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can add an arbitrary reference line to the plot using the keyword `ref_line`. The value of this keyword is: (1) the name of one or more columns in the `DataFrame`; or (2) a pandas `Series` with the same number of rows as the `x` column. These data will be plotted against the values for `x` so there must be a matching number of rows." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### y=x reference" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " ref_line=df['Voltage'], ref_line_legend_text='y=x', xmin=0, ymin=0, xmax=1.6, ymax=1.6)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also add multiple reference lines to a single plot:" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": 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NmsVXX3112HNXXHEFb775Jrm5uUaU24C2JRERjSJJh9JRAtJXmwuYu2Q9+cX2Bo+/9K/1/Ob0fvx6fBYmk8mvNdjtdl5//XXmzJkDQHFxMXPmzGHdunV07dq1WW1s3LiRp59+mpqaGuLi4g57Pi4ujvHjx/Pqq68ybdo0Q+vXSJKIaBRJOoyOEpA++yGPR//2BfnFdmKjIxl/fDfOPrEn6UkxVDpqmf/BJl5+b4Pf6/jggw9IS0ujV69eAGRnZxMZGcncuXMZOHBgs9pYu3Yto0aN4sUXX8RmszV6zGmnncaKFSsoLi42qnRAI0kiHZ5GkaSj6CgBye6o5anXv8PjhfHHd+OGXw8jxlr3697t8fKfNbt4acl63l25k9GDMzk2K9VvtaxZs4bRo0f7Ph8zZgxjxoxpURtXXXXVUY8ZMGAA8fHxrF27lnPPPbfFdR6JRpJEOjh3pxTcKd00iiRhraMEJIDl3+TgqHHRLT2OKROH+wISgDnCxPnj+vCL0XV/EH2wZpff6vB4PGzdutU3iuRvPXv2ZPPmzYa2qZAk0tHFxFF57k0aRZKw1ZECEsDXmwsAmHBiT8zmxn/Nnzuml+9Yr9frlzoqKipwu90kJib6pf2fS0hIoLS01NA2FZJERCRsdbSABOCodgGQlhh7xGPSkmIAqKl14/H4JyRFRNRFDI/H45f2f87j8fjOaRSFJBERCUsdMSABJMZbAdi+78ARj6l/Lj7WcsTRpraKj48nKiqK8vJyv7T/cwcOHCAlJcXQNhWSREQk7HTUgARw2vBuAHz05R4q7M7Dnvd4vLz9v+0AnHp8N7/WMmDAALKzs5t9vNvtprS0lJqamhadx+PxsHPnzmbfMddcCkkiIhJWOnJAAhg9OIPMFBsVdif3vbiGTbtKfPOO9pfY+b9Xv+aH7cVEmk2cd1Jvv9YyduxY1q1b1+zji4qKmDhxIitWrGjRebZv305VVVWDO+mMoCUAREQkbHT0gARgNkdw/9UncN8Ln7Err4K7nl1NWmIMVouZ3KJKvF6IiDBx26QRdE07fHFGI02YMIFXX32VrVu3MmDAgAbP3XXXXYcdn5GRwbXXXovVam20vVdffbXRx5cuXcr48eNJSkpqe9GH0EiSSAdjLtxDzOp/grt9tyYQ8TcFpJ/0zIjnyVtP4awTemCNMlN0wMG+wrqAdPzAdKZffxKnDvfvpTaom5f0m9/8hnfeeadZx9vtdlasWMGIESOafY6KigpWrlzJ7373u9aWeUQaSRLpYGwrF2FyVFAz8CQ8qf7/ISnSHhSQDpeeHMutE4fzx18NYXdeOW6Pl8xUG+lJR77rzR8uvfRSbr311kZHk37OZrMxZ84coqKimt3+woULueSSS+jWzfifZwpJIh3IoatrKyBJuFBAalpcTBRD+vpvVe2jiYqK4vnnn2/R8S1x4403trSkZtPlNpEORHu0SbhRQBJ/UkgS6SC0R5uEGwUk8TeFJJEOQqNIEk4UkKQ9KCSJdAAaRZJwooAk7UUhSaQDsK3SKJKEBwUkaU8hHZIWL17M7bff3uzjP/nkE8466yz279/vx6pEgo993CScvYdrFElCmgKStLeQDUnvvfce8+fPb/bxBQUFPPPMM/4rSCSIudN74zh5YqDLEGk1BSQJhJALScXFxTzwwAPMmzePrl27Nus1Ho+HGTNm0K9fPz9XJyIiRlNACm1ut5ubbrqJbdu2UVFRwdNPP82kSZO44IILmDJlChs2bGh12x6Ph3vvvZdXXnmlweMvvPACb7/9dltLD72QlJ2dTWRkJHPnzm32br+LFy/G5XIxadIkP1cnIiJGUkAKfW+88QY9evSgf//+PP7442zatIl7772X5557jr59+3L33XeTk5PT4nadTiezZs3iq6++Ouy5K664gjfffJPc3Nw21R5yIWnMmDE89NBDZGZmNuv4LVu28OabbzJt2jTMZrOfqxMREaMoIBnDXV3N6gt+zeoLfo27urpdz22323n99de55JJLyM3N5dtvv+WWW25h6NChdOvWjZtuuomUlBQ++eSTFrW7ceNGbrzxRjZs2EBc3OGb9MbFxTF+/PgjbojbXCEXklrC4XAwffp0rrnmGr/s6SIiIv6xac0MBaQw8MEHH5CWlkavXr1ISEjgscceo3///r7nTSYTAJWVlS1qd+3atYwaNYoXX3wRm83W6DGnnXYaK1asoLi4uNX1h/Xebc8//zzdu3fnvPPOa1M7ycnJWCyWIz7v8Xjwer1tOoc/RUTUZeHk5OQAV9I26kdwCZd+QPj0JVz6sWnNDJzVZViikxl00rRAl9NqLpcr0CUE3Jo1axg9ejRQN7pT/3G9VatWkZeXx6hRo1rU7lVXXXXUYwYMGEB8fDxr167l3HPPbVH79cI6JP33v/8lKiqK888/H6gLMwDXXnstkyZN4rLLLgtkeSJ+41kyB/oMI+LY0wJdikiL+AJSTDKDxoZuQAq0Qy+ruatrGv0YwBwd7bcaPB4PW7duPeJAxcaNG5k1axYnn3zyYeHJKD179mTz5s0KSY35+RIBW7ZsYcaMGTz22GP07t3bsPM4HA6qqqoMa89o9X9VlpaWBriStlE/msdcuIe4PRvxFuZwoNuxfjkHhM/3A8KnL6Hej/o5SJboJAaNnRay/ajX2FyZ9vL5xMYXjl175dUNPj/53bbfAXYkFRUVuN1uEhMTD3vus88+Y/r06QwaNIh77rnniG1cc801FBQU+D7/y1/+wtChQ5tdQ0JCQpv+HYVVSHK73ZSXl2Oz2bBarYctEVB/XbJz587Ex8c3u93S0lJN+paQoT3aJBQdOkl70El3B7ocMUD95d/6qzj1lixZwgsvvMApp5zCXXfdRVRU1BHbePzxxxtctkxNTW1RDR6Px1dHa4RVSCoqKuKKK67gjjvuYMKECYEuR6TdaY82CUW6i814Y/65yPexu7rGN4J0woK/Y462tksN8fHxREVFUV5e7nvs/fff57nnnuPCCy/khhtu8E3cPpLOnTu3qYYDBw7QvXv3Vr8+pEPSXXfd1eDzjIwMli1bdsTjhw0b1uTzIqFOo0gSahSQ/ONIc43M0Va/zkP6uQEDBpCdnc0vfvEL9u3bx/PPP89JJ53EpEmTKCsr8x1ntVqx2WzU1tZy8OBBOnXq1OQIU3N4PB527tzJWWed1eo2QjokichPNIokoUYBKfyNHTuWjz76CICVK1ficrlYs2YNa9asaXDcWWedxV133cWmTZu44447mDVrFsOGDWvTubdv305VVVWbJoUrJImECY0iSShRQOoYJkyYwKuvvsrWrVu57LLLjnpX+bBhwzj//PObXHbn5460YOTSpUsZP348SUlJLar5UGG9mKRIh1FRrFEkCRkKSO3LHB3Nye++zcnvvt2ul9qgbl7Sb37zG955551mHZ+Xl8eOHTvavNdqRUUFK1eu5He/+12b2lFIEgkH8ak4jv8l9tPa9gNBxN8UkDqeSy+9lJycHLZu3XrUY7t06cLs2bOJjGzbha6FCxdyySWXtHm3DV1uEwkTzkHjAl2CSJMUkDqmqKgonn/++WYf39aABHDjjTe2uQ3QSJKIiLQDBSQJRQpJIiLiVwpIEqoUkkRExG8UkCSUKSSJiIhfKCBJqFNIEhERwykgSThQSBIJQebCXcS/PR3K9ge6FJHDKCBJuFBIEglBtpWvYaoqx1xbE+hSRBpQQJJwopAkEmLMhbswOQ5qdW0JOgpIwcHr9VLtqmnWf16v1+/1uN1ubrrpJrZt23bUY5cvX96sVbILCwt5/PHHueSSS7jooou455572L17t+/5F154gbfffrstZQNaTFIk5NhWvgZojzYJLgpIwcHr9fLAJ//H1uKdzTp+QGpfHj3jDkwmk99qeuONN+jRowf9+/dv8rg1a9Ywe/bso+615nQ6ue+++4iPj+fRRx/FarXyyiuvcOeddzJv3jwSExO54ooruOaaazjxxBPp2rVrq2vXSJJICNEokgQjBaTgUeN2NjsgAWwt3kGN2+m3eux2O6+//jqXXHJJk8fMnDmTxx57rFnbiGzYsIHdu3dzzz33MGDAAHr16sXdd99NdXU1X3zxBQBxcXGMHz/+iJvfNpdGkkRCiEaRJNgoIAWvly+ciTXS2uhzNa4arllyl99r+OCDD0hLS6NXr15HPGb//v0UFRXxzDPP8Nlnn/HRRx812WavXr14/PHHSU1N9T0WEVE35nPw4EHfY6eddhpTpkzhj3/8Y4NjW0IjSSIhQqNIEmwUkIKbNdJK9BH+O1J4MtqaNWsYPXp0k8f07duX//u//yMrK6tZbSYnJ3PCCSc0eOxf//oXNTU1jBw50vfYgAEDiI+PZ+3atS0v/EcKSSIhIuaLfwEaRZLgoIAkR+PxeNi6dWuTo0hGWL16NX/729+4+OKL6d27d4PnevbsyebNm1vdti63iYSIyl/eStT2rzSKJAGngCTNUVFRgdvtJjExEYDXXnuNxYsX+54/44wzmDJlSpvO8f777/Pss89yxhlnMHny5MOeT0hIoLS0tNXtKySJhAqzmdoBJwa6CungFJCkuernCXk8HgDOO+88Tj31VN/zsbGxbWp/3rx5vPHGG/z617/mT3/6U6N36Hk8Hl8draGQJCIizaKAJC0RHx9PVFQU5eXlvs/j4+MNabs+IE2ePJnf/va3RzzuwIEDdO/evdXn0ZwkERE5KgUkaY0BAwaQnZ3d5nZKS0txOBwAfP/997zxxhtceOGFnHHGGZSWlvr+qz8G6kaRdu7cycCBA1t9Xo0kiYhIkxSQQlON68jbFjX1nJHGjh171Fv6m2PixIlcccUV/P73v2f58uUALFmyhCVLljQ4rv4YgO3bt1NVVXXUu+uaopAkIiJHpIAUutpjHaSjmTBhAq+++ipbt25lwIABRz3+97//vS/kHOr+++8nPz8fgNtuu43bbrvtqG0tXbqU8ePHH3UF76bocpuIiDRKASn0WM0WBqT2bfbxA1L7YjVb/FZPfHw8v/nNb3jnnXda3YbH4+Gdd97h5JNPbvZrKioqWLlyZbP2gWuKRpJEglTc+0/hie5E1VnXBLoU6YAUkEKTyWTi0TPuaPZWI1azxa/7tgFceuml3Hrrrc0eTfq5iIgIZs2aRVRUVLNfs3DhQi655JJmbXPSFIUkkSBkLtyD+UABETGOox8sYjAFpLardrrJ31dOrH/zR6NMJhPR7bSidnNERUXx/PPPt7mNlrjxxhvbdL56CkkiQci2chGg1bWl/SkgtU1VtYt/rdrLF9/ncdOWV6kAery5+Kivk+CkkCQSZMyFezA5KrRHm7Q7BaS2qap28cRrG9lbaCfK4w50OWIATdwWCTIaRZJAUEBqu3fX5JC//wDJ0XDz+X0CXY4YQCNJIkFEo0gSCApIbeesdbPqh0Ju3/njpbUNga1HjKGRJJEgolEkaW8KSMbYX1qNo0aX2MKNQpJIsHA6NIok7UoByTj1d9E/d8zv6PPM0/R9cmZgCxJD6HKbSLCwxFB+0TRwuwJdiXQACkjGykiOIS4mkoMOF+v2VDI4UaNK4UAjSSLBJC4JEtICXYWEOQUk40VFRnDqcZ0BmP/hDpavbPumrhJ4GkkSEelAFJD85/yx3diWU0H2voO8vTOCyL6XM+uGYwNdlrSBQpKISAehgORflsgIbvpNFh+tzWP557txRLRslehw88ILL/D555/zyiuv+B6z2+1ccskl9OrVi23btjX6umOPPZbZs2fzwAMPsH37dl5++WVsNhslJSVMnjyZ8ePHc9NNN7VLHxSSREQ6AAUk//J6vcz+5mV2lu+te2AkxAAwLIBVBdaECRN455132LBhA0OGDAFgxYoVxMXFMXPmTGpqahp9XWRkXTSZOnUqkydPZt68edx6663MmjWL1NRUJk+e3G59CPmQtHjxYr7++mtmz559xGN2797NvHnz2Lx5M2azmaFDh3LdddeRnp7ejpWKiASGApL/OT21PwUkP/G4nVTbC/16jqZE29KJMFuafXyfPn3o168fH3/8sS8kffTRR5x55pnYbDZsNluTr09KSmLKlCk88sgjuFwuNmzYwLPPPovF0vwa2iqkQ9J7773H/PnzfV/8xlRUVDBt2jQGDx7M7Nmzqa2t5cUXX+See+7hhRdeaNcvtohIe1NAquP1enF6aps8xhIRhcnU9h1p70i6iKqX5mK+6c42t3Woanshm7942tA2W+KYE6cQG9+tRa85++yz+cc//sENN9xAUVERmzZtYurUqbz22mssXtz4nnZDhw7lL3/5CwAnnXQSZ555JkuXLuX666+nZ8/2XR4lJENScXExc+bMYd26dXTt2rXJY1evXk11dTXTpk3Daq3bFfnuu+/m8ssvZ+PGjQwfPrw9ShY5jLlwD3HL5lI1+iJqs0YGuhwJQwpIdQ67FHYEfRN6MPX4a9oclMq35WDxRNB7QBY1jgNtautQ0bZ0jjlximHtteb8LXX66afz0ksv8eWXX7Jr1y4GDhxIz549SUpK4tRTT230NfW/qwFcLhc7d+7EbDbzzTffcPHFF7e6/tYIyZCUnZ1NZGQkc+fOZeHChRQUFBzx2BEjRvDII480+KJHRNStfFBZWen3WkWOxLZyEXjceOJ1y78YTwHpJ829FLajfC9OTy3WFlxSaowjJ4fS2GR6Wx3gaFNTDUSYLS0eyQm0uLg4TjrpJNasWcOOHTv41a9+BUB8fDzx8fFHff2CBQsoLi7miSee4J577uHf//435513nr/L9gnJkDRmzBjGjBnTrGMzMjLIyMho8Njrr7+O1Wpl6NCh/ihP5Kg8+du1urb4jQLSkT0xbhqWn4Ugp9vJtFVPNLsNh6uaA9UVlNVUcKCmnLLqckocZb7n/zlkP7UjTKxc/QJTh1xtWO2h6uyzz+bBBx/E6/Uyfvz4Zr9uw4YNvPHGG9x9990MGzaMyy+/nJdeeonhw4cf9SqSUUIyJLXFkiVLePfdd7nxxhtJTEwMdDnSUX3wEqA92sR4m9bMUEBqgsVsaXKkqKrWQbGj9GchqIIDNRWUVZdzoKaCanfDu7LiLXHEWzr5Ph+xpQpX2jGcN/FiqPJbV0LG8OHDiY+PZ/DgwcTFxTXrNQ6Hg5kzZ3LiiSf6gtWll17KqlWreOKJJ3jqqacwm83+LBvoQCHJ6/WyYMECFi1axOWXX86FF17Y7NcmJyc3OcHb4/Hg9XoNqNI/6i8vJicnB7iStgmXfnj37wR7OSZbIgkDQ3dOXLh8PyB8+rJpzQyc1WVYopMYdNLdgS6n1Yz+flS7fgo1SUlJREda2Vayk+/yN1JSVUZxVanv+fvWzPJ9bMJEYnQ8ybGJpMQk0TO5GymxSaTEJJIcm0hyTBLJMQlERkRS7arhD/+aCsDxW6pwHT+Wfim9yanKMaQPoay6uprKykrOOeecZr8mJiamwfpKAGazmRdffNHo8prUIUKSy+Vi1qxZLF++nOuvv77dJ36JHMr77x/f5L9sv7U+JPyFS0BqL3/75nWKq0rpEp9BovWnUaAbRl1BRqd0kmOSSIyOJzKi5aMVNZERdBncq0E464gOHjzIunXr+PTTT+ncuXNI3ijVIULSE088werVq7nnnntadD20uRwOB1VVwTumWv/XWGlp6VGODG7h0A9z4R462Q+ALZED1mQI4b6Ew/ejXqj3pX4OUn1ACtV+1DP6+1Hjdvo+LisrI9JkZl/Ffn7d72xO634iNW4nX+X9AEA/Wy+sJgtUe6moLm/VOf52cQqsmwHrYPrIOwzpQyhyu93Mnj2bhIQEHnjgAUOWV2hvYReS3G435eXl2Gw2rFYrS5cuZcWKFUyePJlhw4Y1eNPVH3M0paWl7XLtU8KfZfPqug80iiQGOXSStkaQjs7pdrLfUY7b6yYtJpkatxPnIQGntSwRUfRN6MEOPy8oGUoSExNZsmRJoMtok7ALSUVFRVxxxRXccccdTJgwgeXLlwMwd+5c5s6d2+DY+mNE2ovj1MuxWiAiLrRHkSQ46C62ljv0Lrbnvl9oWLsmk4nbhl/NDzfdyt4Bo5lw80TibDaKC4oNO4e0v5APSXfddVeDzzMyMli2bJnv8yeeaP5tnSLtISIutCcHS3BQQGq+5o7y9E3ogaUNm9I6CwuJqXUR36MXVrMFa+TRr1RIcAv5kCQi0tEoILWMyWRi6vHX+LYl+dv6f1LrcXHdsIZLcLR1W5KiLTsBSB3Qp/XFSlBRSBIRCSEKSK1jMpl86yPl24s4Ln1Qm1fW/rmy7D1UR8YyoJdW0Q8XEYEuQEREmkcBqe2qXTWUVJfRNa6z4W3X5uRQGptKgk0bp4cLhSQRkRCggGSMfHshAF1sxoYkr9dLVMl+alMzjn6whAyFJBGRIKeAZJzcygJMmMiwGXtJzHXgAFanA0v37oa2K4GlOUkifhT/9nRw11JxyYOBLkVClAKSsfIqC0iPTcFibv1dbI05sH03AEn9ehnabke3ceNG/v73v7N9+3ZiYmIYNWoU1157LfHx8b5jnn76aTp37sykSZMMP79GkkT8xFy4B1NVOUTobxFpHQUk4+VWFtDFD/ORSrbsxBFhoUvfLoa33VHt27ePu+++mz59+vDMM89w3333sWXLFh599FEAvvzyS2bPnk1lZSUlJSXMnDmTLVu2GFqDQpKIn9hWLgLAfsrlRzlS5HAKSMbzer3k2QvoavB8JADHnhwKo1PITIk1vO2OatmyZaSmpnLDDTfQo0cPhg4dyi233MK6devIz8+nd+/e9O/fn7Vr17Jq1SqOPfZYOnc29nurP3FF/MBcuAeTowJvTDzu9J6BLkdCjAKSf1Q4K7HXVvllJCmiMB9HUi/MEaG3P5m/vPDCC3z++ee88sorvsfsdjuXXHIJvXr1Ytu2bY2+7thjj2X27NmcccYZjB49usHaVfUfHzx4kP79+5Obm8uYMWMoLCzkwIEDJCUlsWrVKv785z/z4IMPMm7cOAD+8pe/sHHjRl588UU6derU6Hkbo5Ak4gcaRZLWUkDyn7zKAgDDQ5K7qoroqnIiBnc1tN1QN2HCBN555x02bNjAkCFDAFixYgVxcXHMnDmTmpqaRl8XGVkXTXr06HHYc//85z9JTk6mT5+6BTuHDx/OwIEDsdvtFBfXbQEzbtw4zjzzTJ599lmOO+44vvrqKz799FNmz57dooAECkkihtMokrSWApJ/5dkLiIqIIjUmydB2q3bXbXfSqY//3+/eygNgLz/yAZFRmFKanhflLckDV+2RD7AlYIpLbFV9h+rTpw/9+vXj448/9oWkjz76iDPPPBObzYbNZmtRey+99BJffvklDz/8sC9IjR49GoCEhAS6dPmp3zfddBOTJ0/mySefZN26dfzud7/z1dASCkkiBtMokrSGApL/5VYWkGlLJ8Jk7HTcoi07qTWZyex/+MiH0Tw/fIrni/eOfEBKF6KufLTJNlz/fgFK8o74fMSJv8I89oLWltjA2WefzT/+8Q9uuOEGioqK2LRpE1OnTuW1115j8eLFjb5m6NCh/OUvf/mpXpeLp556io8//pgpU6YwduzYo57XZrNx5513cuedd9KvXz8uu+yyVtWvkCRiJLcbnA6NIkmLKCC1j7zKArrGGb/YY+WuPZRYkhjduWWXcloj4thTieh73JEPiDz60gaR511/1JEko5x++um+EaBdu3YxcOBAevbsSVJSEqeeemqjr7Faf9oYuKqqiocffpgNGzZw7733HvE1jdm2bRtms5l9+/ZRWFhIZmZmi+tXSBIxktlMxWWPgtsZ6EokRCggtQ+P10O+vZBRGcOMbzsvj/JOqcRG+/9XqikuEdp4Kexol+OMFBcXx0knncSaNWvYsWMHv/rVrwCIj49vsNZRY2pra7n//vvZsWMH06dPZ9iw5n/vdu7cyfz585kyZQofffQRTzzxBE8++SQRES0bRdQSACL+YPDGmRKeFJDaT5GjlFqPy/A92zxOJ9aKYrwZWh/pSM4++2xWr15NXl4e48ePb/brFi9ezIYNG5gyZQrdu3entLTU919t7ZFHwmpra3niiScYNmwYZ599NlOnTmX79u3885//bHHtGkkSEQkABaT25buzzeA1kmpy84jweonp6f/5SKFq+PDhxMfHM3jwYOLi4pr9uuXLl+P1ehvMT6o3a9asI44s/eMf/2D//v2+RSe7devGlVdeyT/+8Q9GjRpFVlZWs2tQSBIRaWcKSO0vt7KAuCgb8dbm/5JujrLsXXgwkd6/l6HthpPq6moqKys555xzWvS6+fPnt+p8kydPZvLkyQ0e++1vf8tvf/vbFrelkCQi0o4UkAKjbtK28YtIlmXvpswSz8CuiYa3HeoOHjzIunXr+PTTT+ncuTPDhw8PdEktppAkItJOFJACJ6+ygMGp/Q1vt3bfPkpiUkhJsB794A7G7XYze/ZsEhISeOCBBxqsnB0qFJJE2srpBIsmakvTFJACx+mupchRavhK216PB0tpAbW9RodkAPC3xMRElixZEugy2kR3t4m0gblwDwn/fJCYL/8V6FIkiCkgBdZ+eyFevIZvbOvcX4DZ7cLSvZuh7UrwUEgSaYP61bWdvUcEuBIJVgpIgZdbWYAJE5lx6Ya2W7lrDwBJ/XoZ2q4ED4UkkVbSHm1yNApIwSHPXkBqTBJWg9cvK9m2i/JIG917phnargQPhSSRVtIebdIUBaTgUb9nm9Gq9+ZQYE2ma2qs4W1LcFBIEmkFjSJJUxSQgos/bv/3er1EFOTjSEonKlK/SsOVvrMiraBRJDkSBaTgUum0U+GsNPzONldZGVFOBxFdNGk7nCkkibSQRpHkSBSQgk9u/XYkBockx569AMT31c+AcKaQJNJCkQW7AJNGkaQBBaTglGcvIDIikvSYFEPbLdu2i6oIK116ZxrargQXLSYp0kI1Q0+jZuhpgS5DgogCUvDKqywgIzYVc4TZ0HYP7tpLgTWZMZ1thrYrwUUjSSIibaCAFNxyKwsMv9QG4M3P5UBcKgk2rbYfzhSSRERaSQEpuHm8HvLthXSNyzC0XXelHYu9Am/nLoa2K8FHIUlEpBUUkIJfaXU5NW6n4SNJ1Tk5ANh69zC0XQk+CkkiIi2kgBQa8ir3Axi+Z1vFjt04TZGk99Xt/+FOIUlEpAUUkEJHbmUBsZExJFg7Gdpu+fY9FFkS6Z5hbLsSfBSSRI7GXg5OZ6CrkCCggBRa8n6ctG0ymQxttzZ3H0UxKWQkxxjargQfhSSRo4j/8DkS/vkQuBWUOjIFpNCTZy+gi8F7tnlqnESVFeNMzcAcYWz4kuCjkCTShJ9W1+4EBu8gLqFDASn01HpcFFSVGD5puyY3FxNerD26G9quBCeFJJEmaI82UUAKTQX2Ijxej+Eb21bt2YsHE8najqRDCOkVtxcvXszXX3/N7Nmzj3hMRUUFzz33HGvXrsVkMnHaaacxefJkoqOj27FSCUXao00UkEKXv/ZsO5C9m2JLAj26JBjargSnkA1J7733HvPnz2fIkCFNHvfnP/+Z6upqZs6cSWVlJbNnz6a6upq77rqrnSqVUKVRpI5NASm05dkLSI5OICbS2D+IHXv2UmhN5vi0WEPbleAUcpfbiouLeeCBB5g3bx5du3Zt8thNmzbx/fffc+edd9KvXz+GDx/OlClT+PjjjykuLm6niiUUaRSpY1NACn15lQV0MXh9JK/bjbm4gMqEdGKjQ3aMQVog5EJSdnY2kZGRzJ07l4EDBzZ57Pr160lOTqZnz59+yQ0bNgyTycSGDRv8XaqEMI0idVwKSOEhr7LQ8Ettzv0FRLhdmI/yB7qEj5CLwmPGjGHMmDHNOra4uJj09Ia3f0ZFRREfH09RUZE/ypMw4bHGYIq0aBSpg1FACg9VtQ7KasoNn7RdvXcvAPF9ehnargSvkAtJLVFdXU1UVNRhj0dFReHU4oDShMrzbwt0CdLONq2ZoYAUJvLshYDxk7bLd+zmQGQc3bonG9quBK+wDklWq5Xa2trDHq+trW3R3W3JyclYLEdeI8fj8eD1eltVY3uIiKi7qpqcHNpvbPUjuIRLP6AuIDmry7BEJzHopLsDXU6rhcv3pK39OFC2AbMpgmO69Scywrhfc9v25lFgTeac/l1JTj76xG2Xy2XYuSUwQm5OUkukpaVRUlLS4LHa2loqKipITU0NUFUiEkx8ASkmOaQDkvwkpzyPLp0yDA1IXq8Xd24OZbZU0pO0HUlHEdYjSUOHDuXll18mNzfXdyfc999/D8DgwYMNO4/D4aCqqsqw9oxW/9dYaWlpgCtpG/UjuIRDP+rnIFmikxk0dlpI9wXC43sCbe/HzuK9dI5JMfTrUFtSQkSNA2/nTMrKypr1mri4OMPOL4ERViHJ7XZTXl6OzWbDarVyzDHHMHjwYB5//HFuvfVWHA4Hc+bM4cwzz2zRSFJpaSlms9mPlYtIezt0kvagk6YFuhwxiNfrJc9ewODUfoa2W703B4DYXj0MbVeCW1hdbisqKmLixImsWLECAJPJxEMPPURGRgZ33HEHjz32GKNGjeLWW28NbKEiElC6iy18ldVU4HBVG75Gkn3XHuzmaDJ6GtuuBLeQHkn6+arZGRkZLFu2rMFjSUlJPPjgg+1ZloQgc2427q7G/uUpwUkBKbzl/bgdidG3/1fs2EOBJYljMnQJrSMJq5EkkdYwF+4hbvnfsP33hUCXIn6mgBT+8ir3E222khydaGi7rtx9FEYn0zVV25F0JApJ0uHVr65dPeLcAFci/qSA1DHk2gvIjEvHZDIZ1qbrYCXmygqcKRlERerXZkei77Z0aNqjrWNQQOo48isL6WrwfKSanLpJ29Ye3Q1tV4KfQpJ0aNqjLfwpIHUcbo+b/fYiw1fart67F6cpktTe3QxtV4KfQpJ0WBpFCn8KSB1LYVUJLq/b+O1Itu+h0JpED03a7nAUkqTD0ihSeFNA6nhy7f65s616bw4F1mS6p2vSdkejkCQdkkaRwpsCUseUV1lAgrUTtijjwoynpoaI0iIqOqWRYDvyHp4SnhSSpGPy1OK1xGgUKQwpIHVceZUFxk/a3peLCTB31XykjiikF5MUaS13RhYVEx8KdBliMAWkji23soDj0gcZ2mb13hw8mEjUpO0OSSNJIhIWFJA6tmpXDSXVZYbPR6rctYdiSyLduyQY2q6EBoUkEQl5CkiSby8E8MOebXt/nLRtM7RdCQ0KSSIS0hSQBOoutZkwkWFLM6xNr8sNhfkUxaSQkRxjWLsSOhSSRCRkKSBJvbzKAtJjU7CYowxr07l/Pya3G2/nTMwRxm1zIqFDIUlEQpICkhwqz17gh5W267Yjievdw9B2JXQoJEmHYCrJxZyzOdBliEEUkORQXq/XL7f/O/bspSyqE126JhvaroQOhSTpEDr9bwFxKxaAoyLQpUgbKSDJz1U4K6msrTJ8JOngzj0UWJLpoUnbHZZCkoS9Q1fXJiY+0OVIGyggSWPyKuu2IzEyJHm9Xlx5uRRYk+iWpu1IOiqFJAl72qMtPCggyZHk2QuwRESRGpNkWJu1xSVE1FRTndyZ2Gitu9xRKSRJWNMebeFBAUmakltZQGZcOhEm436l1fw4advaQ5O2OzKFJAlrGkUKfQpIcjR5lQWGLyJZvXcv9sgYOvdIN7RdCS0KSRK2NIoU+hSQ5Gg8Xg/59kLDJ21X7trDfksSPdI1H6kjU0iSsKVRpNCmgCTNUeQopdbjMnzPtpq9+yiw6s62jk4hScKWs9exuNJ6aRQpBCkgSXP57mwz8HKbq6ICU2UFB2yppCRYDWtXQo+m7EvYqh55XqBLkFZQQJKWyK0sIC7KRrw1zrA2a3L2ARDZtRsmk7Yj6cg0kiQiQUMBSVoqv7LA8Ett1XtzcEZEkdwz09B2JfQoJIlIUFBAktbI9cOebVW791JgSaJ7Z+NGpyQ0KSSJSMApIElrON21FFWV+ickWZPp0VmTtjs6hSQRCSgFJGmt/fZCvHgN3djWU12Nt6SIQmsyXVN1+39Hp5AkIgGjgCRtkVtZgAkTmXHGLfhYnbMPE+DpnElUpH5FdnT6FyBhI/rrf0NlWaDLkGZSQJK2yrMXkBqThNVsMazNmpx9eEwRdOrZzbA2JXQ1awmACy64gEGDBjF48GCGDBnCwIEDiY6O9ndtIs1mLtyDdfNqLHs2UPHruwNdjhyFApIYIbfS+Enb1Xv3UmxJpFtGvKHtSmhqVkjKy8sjPz+fTz75BICIiAj69OnD4MGDfcGpb9++Wk9CAsa3uva4SQGuRI5GAUmMkldZwEldjje0Tfuuvey3JHGMJm0LLVhMMiEhgQEDBrBp0yYOHjxIdnY22dnZvPvuuwBER0czcOBAX3AaPHgwmZlaY0L8T3u0hQ4FJDFKpdNOhbPS0JEkr8uNa38+BUkj+IX2bBNaEJLS09N59tlnAdizZw8bN25kw4YNbNy4kezsbBwOB9999x3r1q3zvSYpKYmlS5caXrTIobRHW2hQQBIj5dZvR2JgSKrJz8fkdlOZkE6Czbh5ThK6mhWSPvzwQ/Ly8nyf9+zZk549e3LuuecCUFtby9atW32haePGjeTk5FBWpkm04l8aRQoNCkhitDx7AZERkaTHpBjWZs3evXiB6B7dDWtTQluzQlJqaiqpqalHfD4qKoohQ4YwZMgQ32OXXXYZ27dvb3uFIk3QKFLwU0ASf8irLCQjNhVzhNmwNqv35lBujadLl0TD2pTQ5rclAJoKVSJG0ChS8FNAEn/J88OdbVV7csiPStJK2+LT7DlJjamqqmLXrl3s2rWL3bt3+/7/9ttv89e//pWKigqj6hQ5jDsxHVd6L6qHnxPoUqQRCkjiLx6vhzx7AcelDzKsTa/HQ01ODgW2QYxKV0iSOs0KSaWlpY2GoaKiogbHeb3eBssAxMdrnQnxI0sM9gn65RuMFJDEn0qry6lxOw0dSaotLsFUU0NJWgoZyTGGtSuhrVkhacKECb7w4/V6D3veZDJx4okn0q1bN7p18+8qpR6Ph4ULF/Lhhx9it9sZOnQoN9988xGXGygrK+PFF1/km2++wev1MmLECP70pz/pcqCInyggib/lVe4HMHTPtpq9ewGI6NIVc4TW/JM6LbrclpmZyQknnEDPnj3p0aMHPXr04Le//S0ATz/9NBER/t/lZNGiRbz//vvceeedpKamMm/ePO655x7mzZtHVFTUYcc/9thjuN1uZsyYAcBf//pXHn74Yd9yBiJiHAUkaQ+5lQXERsaQYO1kWJvVe3OoioolvVuaYW1K6GtWqklISMDr9VJYWEhcXBy/+c1vOOWUU+jVq5efy2uotraWt956iyuvvJLRo0fTt29f7r//foqLi1m1atVhx1dWVvLDDz8wceJEsrKyyMrK4tJLL2Xr1q2aLyViMAUkaS/1k7aN3OWhem8O+y2atC0NNSskLVmyhMsvvxyTycSiRYuYOHEia9as8Xdth9mxYwdVVVUMHz7c91hcXBxZWVmsX7/+sOMtFguxsbEsW7YMu91OVVUVH3/8Md27dycuLq49SxcJawpI0p7y7AV0NfzOtr3kW5LpoUnbcohmhaS4uDimTJnCm2++yfjx48nLy+O2227j7rvbdyPR+oniaWkNh0NTUlIOm0QOdSHpjjvu4IcffuCiiy7ioosuYsuWLTz++OPtcmlQpCNQQJL2VOtxUVBVQqYt3bA2XeXlcPAghdZkuqVpOxL5SYuSQteuXXniiSeYN28exxxzjG/DW4C1a9caXtzP1dTUABw298hiseB0Og873uv1smPHDgYNGsSTTz7JzJkzSU9P58EHH8Rut/u9XjGWJ3c7nn+/CG53oEuRH21aM0MBSdpVgb0Ij9dj6EhSTc4+AGpTM4iNbtPKOBJmWvWv4bjjjmPBggX897//5bnnnmP//v3ccsstHHPMMVx99dWceuqpRtcJgNVqBermJtV/DOB0OomOjj7s+E8//ZR3332XRYsWERtb99fBo48+yu9+9zuWLl3KxRdf3KzzJicnY7EceR8fj8fT6F1/waJ+1Cw5OTnAlbSN5+XpYC8n8fgJRKT1DnQ5rRYu349Na2bgrC7DEp3MoJOmBbqcNgmX70lH6MfGg3U7OQzuPpDYKGNu1XcUFVMbaSGtT3dDv3Yul8uwtiQwmjWStHjxYjZv3nzY42effTZvv/02N9xwAzExMWzatIm77rrL8CLr1V9mKykpafB4SUlJo7f0r1+/nm7duvkCEkCnTp3o1q0b+/bt81udYjxP/nawl4MtkYjM0A1I4WLTmifqAlJM6AckCS055XmkxiYZFpAAKnfuotCaTJ+uiYa1KeGhWSNJTz75JAMGDODVV1897DmLxcJVV13FhRdeyPPPP897771neJH1+vTpQ2xsLN9//z1dunQB6u5g2759OxdccMFhx6elpfG///0Pp9PpGwlyOBzk5+dzxhlnGFaXw+GgqqrKsPaMVv+XUWlpaYArab3491+sS/S/nBzS/YDQ/37Uz0GyRCczaOy0kO3HoUL9e1KvI/RjR/EeMmLSDO1jefZ28iLTGNTJZGi7ukEo9DX7cltFRQXr1q1j4MCBjV7aSkpK4r777mPSpEmGFngoi8XCBRdcwMsvv0xCQgIZGRnMnTuXtLQ0xo0bh9vtpry8HJvNhtVq5ayzzuLNN9/kscce4w9/+ANer5f58+djtVqZMGFCs89bWlqK2WzcJorSMvV7tNWNImVBiP8CCGWHTtLWCJIEQl5lAaMyjjWsPbfDgbu4mIL0AZytO9vkZ5odkvbv38/kyZOJiIigT58+DBkyhMGDBzNkyBD69OnjW6+iT58+ADzzzDPYbDauvvpqQwu+8sorcbvdPPXUU9TU1DB06FCmT59OZGQk+/fv54orruCOO+5gwoQJpKSk8OSTT/Lyyy9z5513EhERwZAhQ3jqqaew2fRmCBW2lYvqPvjl5MAW0sHpLjYJtKpaB2U15X6ZtF3eKZWUBOtRjpaOplkh6eqrr2bjxo1s2rSJgwcPkp2dTXZ2NkuWLAEgJiaGY445xheaBg8ezOeff8727dsND0lms5lrr72Wa6+99rDnMjIyWLZsWYPHevbsyaOPPmpoDdJ+6keRvDHxmDOzAl1Oh6WAJMEgz14IYOiebTU5+/BEmLF162Lo4pQSHpoVkq6//nrfx3v27GHjxo1s3LiRDRs2kJ2dTVVVFd988w3ffvut3wqVjsm2qm4UyX7K5SQEuJaOSgFJgkVeZQERpgg6xxq392b13hxKo5PolmHcFicSPlq8BEDPnj3p2bMn5557LlB3O/7WrVsbBKd9+/bh9XqVyqXNKk/9PdZtX+BO7xnoUjokBSQJJrmVBWTEphIZYdxaRtV79pIbmUh3zUeSRrT5X1pUVBRDhgxhyJAhvscOHjzoC0wibeFJ7YYj9TeBLqNDUkCSYFO/Z5tRvC4Xzvx8CpKO5wTt2SaN8MvSop06deLEE0/kxBNP9EfzIuJnCkgSbLxeL3n2Agan9jOszZq8PHC7KYxOpmuqtiORw2kDMxFpQAFJglFZTQUOVzVdbAZO2t6bgxcwZ3YhKlK/DuVw+lchIj4KSBKs8ioLAAy9/b96bw4HYxLJzEw0rE0JL80KSW+//TZbtmzRPjQiYUwBSYJZnr2AaLOV5OhEw9qs3ptDfpQmbcuRNWtO0owZMzCZTERFRdGvXz8GDRrEoEGDGDx4ML17ax8tkVCngCTBLq+ygMy4dMPumvZ6PFTn7CMvbjAna9K2HEGzQpLJZMLr9eJ0On2LStaLiYlh4MCBvtA0aNAg375qIi0V+/HfcGVm4Rx8aqBL6TAUkCQU5FUW0Cu+myFteWpqyL7xVgCKkxLonq5J29K4ZoWkTz/9lM2bN7Np0yZfSMrLywOgqqqKb7/9lu+++w6oC1Rffvml/yqWsGUu3ENUfjaRBwoUktqJApKEArfHzX57EWO7HG9429VJaSTYLIa3K+GhWSEpJiaGESNGMGLECN9j5eXlDULTpk2bKCkp8VuhEv7q92izn3J5gCvpGBSQJFQUVpXg8rrbvEaSp6amwf8BOqfH+z6PsGrvNmmo1eskJSQkMGbMGMaMGeN7rLCwsMGlOJHmOnSPNq2u7X8KSBJKcu3G3NlWf4ntUL/49GWyP637eMDLL7apfQk/hi4mmZ6eTnp6upFNSgehUaT2o4AkoSavsoAEaydsUa2fO+T1eg2sSDoKv6y4LdISGkVqPwpIEoryKgvo2sZFJJd9nc9bfSZhAsb1sjJq+fy6x0+9hh9y7ABct62EEf1T2lithBMtJikBp1Gk9qGAJKEqt417trk9Xv67No/aiCh+fVY/zk096HvuT78ZwvgTelAbEcWHX+YZUa6EEYUkCayDpRpFagcKSBKqql01lFSXtSkk7SmopOygkxirmfHDM3Bs3+l7zhxh4pwTuwKwPfcgFVW1ba5Zwocut0lgdUqm6oQL8aRobS1/UUCSUJZvLwRo055t1TUeABJsFiLNJqp37mRD5jAOnvQLBlitJFi8RJpNuNxeqp1u4mOjDKldQp9CkgRc7YATA11C2FJAklCXV1mACRMZtrRWt5GeWHdrf0GZg/278nEdKGdzTApndI8HIHvfQVxuL5bICBJsCkjyE11uEwlTCkgSDnIrC0iPTcFibn14SU2MZlDPBLxeWLBsN05TJLnRaQzsEU+53cmiZbsAOHFwKtYos1GlSxjQSJJIGFJAknCRZ2/bpO16vzmtJzMWbWBrmYfdvX+LKdrK4k928/32MpwuD51iIzl/jDHbnkj40EiSSJhRQJJw4fV6Dbn9H6B3Zhy3TxxEkqeKmogoqp0evtpSgtPloXt6LNMuG0JqYrQBVUs40UiSSBhRQJJwUuGspLK2ypCRJIA+iSau3fk2i7ucSefhg+nZOY7+3ePp160TJpPJkHNIeFFIEgkTCkgSbvIq67YjMSokObK3E4GXA1Hx3HZmH5I6aWNbaZout0m7MhfuIf6txzGV5Aa6lLCigCThKM9egCUiitSYJEPac2RvpyY2HlvnFAUkaRaFJGlXtpWLMDkOEuF2BbqUsKGAJOEqt7KAzLh0IkzG/KpyZG8nNyadAT0SDGlPwp9CkrQb7dFmPAUkCWd5lQVtWkTyUJ7qaqr35rAtIpWBPeINaVPCn0KStBvt0WYsBSQJZx6vh3x7IV2Nmo+0cxd4POTEpDOgu0aSpHkUkqRdaBTJWApIEu72VxZR63EZOmm71hJNVOfOmo8kzaaQJO1Co0jGUUCSjmBfeT7Qtj3bDuXI3k5+bGcG9Ew0pD3pGBSSxO80imQcBSTpKPaW5xIXZSPeGtfmtrwuN46du9huTuUYTdqWFlBIEr+LWbsE0ChSWykgSUeytzzPsPlI1Xv34nU62ReTzgBN2pYW0GKS4neV59xE5K51GkVqAwUkCWderxenp9b3ebWrhj0HchmQ2JsatxMAS0RUq1fFdmRvx22OhIyuJMZpPpI0n0KS+J/ZjCvr+EBXEbIUkCSceb1eZn/zMjvL9x72XIG9iJW5awHom9CDqcdf06qg5MjeTqEtnf69jFmUUjoOXW4TCWIKSBLunJ7aRgPSz+0o39tgtKm5vF4v9uzt7DSnMlDzkaSFNJIkEqQUkKSjeWLcNCxmCxsqsvnbt68zY9w0TMC0VU+0uk1n/n68djs5CelcrPlI0kIaSRIJQgpI0hFZzBasZgv7KwvpbEsl3hKHxdy2OUSO7O14TSbcXbprPpK0mEKSSJBRQJKObm95Hj0SuhrSlmP7dkpiUsjqnWpIe9KxKCSJBBEFJOnovF4vu8ty6JloTEiq3JrNrqg0bWorrRJyc5I8Hg8LFy7kww8/xG63M3ToUG6++WYyMzMbPd7lcrFgwQKWLVuG3W6nX79+3HDDDWRlZbVz5R1Hp/eexGONxT5Bv+RbQgFJBAodJRx02umX0qfNbdWWluEpLSUnYyjnd9d8JGm5kBtJWrRoEe+//z633XYbTz/9NB6Ph3vuuYfa2sbvepgzZw5Lly7l9ttv57nnniMxMZH77rsPu93ezpV3DObCPUSUF2I+WBroUkKKApIION1OtpXtAqB7fCY1bifOH9dJag3H9u0A1HbpQYLmI0krhNRIUm1tLW+99RbXXHMNo0ePBuD+++/n0ksvZdWqVZx++ukNjs/Pz2fp0qU8+uijjBo1CoCpU6dy/fXXs23bNoYPH97ufQh32qOt5RSQROocehfbDR/c1+b2HNnbKY9OoFffjDa3JR1TSI0k7dixg6qqqgbhJi4ujqysLNavX3/Y8d988w02m80XkOqPX7hwoQKSH2iPtpZTQJKOzhIRRd+EHkc9rm9CDywRUS1q++CWbHZb0rQ+krRaSI0kFRUVAZCWltbg8ZSUFN9zh9q3bx+ZmZmsXr2a119/neLiYrKysvjTn/5Ez576JW40jSK1jAKSCJhMJqYefw1OTy3VrhruWT2Tq4ZP5NReoykrK/Md19JtSdx2O678fPalj2GC1keSVgqpkaSamhoAoqIa/jVhsVhwOg+/bm2328nNzWXRokVcffXV/PnPfyYyMpKpU6c2ePNJ22kUqWU2rZmhgCTyI5PJVLc+kr3uj93B6f2IjrRi/XHdJKvZ0uLtSBw7dmLCS01mDxJsmo8krRNSI0lWqxWom5tU/zGA0+kkOjr6sOMjIyOpqqri3nvv9Y0c3XfffVx22WUsW7aMSy65pFnnTU5OxmI58pvM4/Hg9Xpb0pV2FRFRl4WTk5P9dg7PO9MBMJ1/nd/O0x79aA+b1szAWV2GJTqZQSdNC3Q5rRYu3w8In76Eej/2F6zFFhVDt4RMIkwRberHwZx9VEXF0ndoVsC+Hi6XKyDnFeOE1EhS/WW2kpKSBo+XlJSQmnr4QmGpqamYzeYGl9asViuZmZns37/fv8V2IB6nE+zlYEskIlNLKzTFF5BiQjsgifjDtpJdZCX3IsLU9l9NpRs2sceaxpC+WkRSWi+kRpL69OlDbGws33//PV26dAGgsrKS7du3c8EFFxx2/LBhw5g/fz5bt25lwIABQN0lu7y8PE477TTD6nI4HFRVVRnWntHq/4oqLfXjbfm/uR9qq8GP52iXfvhR/RwkS3Qyg8ZOC9l+1Av178ehwqUvodwPr9fLtuKdnNZtNB6PB2h9Pzy1tTh27mRf0gjGJ0cE7OsRFxcXkPOKcUIqJFksFi644AJefvllEhISyMjIYO7cuaSlpTFu3Djcbjfl5eXYbDasVitDhgxhxIgRzJw5kylTphAfH8+CBQswm82cddZZzT5vaWkpZrPZjz0LAzFxdf9Jow6dpK0RJJHDFTpKsNdW0bsZd7odTfWu3Zjcbs1HkjYLqZAEcOWVV+J2u3nqqaeoqalh6NChTJ8+ncjISPbv388VV1zBHXfcwYQJEwB46KGHePnll3nkkUeoqalh0KBBzJo1i4QE3RIq7UN3sYkc3a7yHAB6xbd9OxJH9nac5ijSB/Ruc1vSsYVcSDKbzVx77bVce+21hz2XkZHBsmXLGjwWGxvLLbfcwi233NJeJYr4KCCJNM/O8hwybWnERsW0ua2KzdvIsaYxsFdi2wuTDi2kJm6LhBIFJJHm21W+15BLbV6Ph+qdO9kXnc4A7dcmbaSQJOIHCkgizVftqiGvspDeCd3b3FbNvlwinDU4MroTr/lI0kYKSSIGU0ASaZk9Fbl48dInvu0hyZG9HbcpgpRj+hlQmXR0CknSYubCPSS8ei9RW78IdClBRwFJpOV2lu8lJjKazra2r2lUvmkr+dYUBvQOzQU1JbgoJEmL2VYuAq8HT1JmoEsJKgpIIq2zqzyH3vHd2ryIpNfrxbF9BzmajyQGUUiSFtEebY1TQBJpHa/Xy66KfYbMR6otKibCfhBHZ81HEmMoJEmL2FYuAsB+yuUBriR4KCCJtN5Pi0gaMR8pGy+QcEz/thcmgkKStIBGkQ6ngCTSNj8tItmtzW0d2LSNIksi/bLS29yWCCgkSQtoFKkhBSSRtjNyEUn7tmxyYjozoId2VBBjKCRJs2gUqSEFJBFjGLWIpKu8AnNZCVXp3YiPjTKgMhGFJGkmy9bPAY0igQKSiFGMXETSsX0HAJ0GaD6SGCfk9m6TwHCMuxTHyPMgJi7QpQSUApKIcYxcRLJ04xYORMbRd2Db5zaJ1NNIkjSfApICkoiBjFxEsnJLNvti0unfQ+sjiXEUkkSaQQFJxHhGLSLpqa7GXJhPZZrmI4mxFJJEjkIBScR4Ri4i6dixExNebP21X5sYSyFJpAkKSCL+YeQikiUbtlIVYaXXkN4GVCbyE4UkkSNQQBLxHyMXkazYvI19MelaH0kMp5AkjXO7A11BQCkgifiXUYtIel0uIvJzOJjajU6ajyQGU0iSRsUveYL4fz4S6DICQgFJxP+MWkSyes9ezG4Xsf36GlCVSEMKSXIYc+EeTFUVYO54f5UpIIn4n5GLSBav34rTFEm3Y7WIpBhPIUkO01H3aFNAEmkfuyv2GbaI5IFNW8mLTmVAryQDKhNpSCFJGuioe7QpIIm0n13lOYYsIun1eDDl7KYipavmI4lfKCRJAx1xFEkBSaR9GbWIpHP/fqJqq7H2zTKoMpGGFJLEpyOOIikgibSv+kUkexkwH6noh814MNH1uAEGVCZyOIUk8eloo0gKSCLtr34RyT5GLCK5fisF1mQGZKUZUJnI4RSS5Ce11R1mFEkBSSQwjFxEkpzdHEjuSlyM5iOJf0QGugAJHhWT/twhFpFUQBIJHKMWkawtLSW6qoKo4VofSfxHI0nSkNkc6Ar8SgFJJLCMWkSy8PvNAGQeN7DNbYkciUKSdBgKSCKBZeQikkU/bKEkKp7+A7sYUJlI4xSSpENQQBIJPCMXkfTs2UVZUhfNRxK/UkiSsKeAJBIcjFpE0l1px1ZRjLl3H4MqE2mcQpKENQUkkeCxqzyHXgYsIlnwwxYAOg87xoiyRI5IIakjczoCXYFfKSCJBI/6RSSNmI9U8P1mDppjyBoS/suVSGApJHVQ5sI9JPzzEWI+eyvQpfiFApJIcDFyEUnXrh2UJnahU6zFgMpEjkwhqYOqX13bmTUqwJUYTwFJJPgYtYikx+nEVlZARM/eRpQl0iSFpA4onPdoU0ASCU5GLSJZsH4bZq+H1GM1H0n8Tytud0DhukebApJI8DJqEcn87zYRGRFF3+FZBlQl0jSNJHUw4TqKpIAkEryMXESyZudOSuIz6WSzGlCZSNNCLiR5PB4WLFjApZdeyvnnn8+9995Lfn5+s177ySefcNZZZ7F//34/Vxm8wnEUSQFJJLgZtYik1+MhrjgXb49exhQmchQhF5IWLVrE+++/z2233cbTTz+Nx+Phnnvuoba2tsnXFRQU8Mwzz7RTlcEpHEeRFJBEgp9Ri0ju37QDi6eWlCEDDKpMpGkhFZJqa2t56623uPLKKxk9ejR9+/bl/vvvp7i4mFWrVh3xdR6PhxkzZtCvX792rDb4mIv3gskUNqNICkgiocGoRSRzv92Eiwj6jhpkUGUiTQupkLRjxw6qqqoYPny477G4uDiysrJYv379EV+3ePFiXC4XkyZNao8yg5Zz0DjKfzc9LEaRFJBEQoORi0hWb99BaXw6cZ3adoecSHOFVEgqKioCIC0trcHjKSkpvud+bsuWLbz55ptMmzYNs9ns9xrF/xSQREKHUYtIejwebIU5eLr2MqYwkWYIqZBUU1MDQFRUw12fLRYLTqfzsOMdDgfTp0/nmmuuoVu3ti1gJsFh05oZCkgiIcSoRSQLd+YS63KQOFjzkaT9hNQ6SVZr3S2ftbW1vo8BnE4n0dHRhx3//PPP0717d84777w2nTc5ORmL5cjL33s8Hrxeb5vO4U8REXVZODk5OcCVtM2mNTNwVpdhiU5m0EnTAl1Oq4XL9yNc+gHh05dg7EferkK6xWfQrXPXZr+msX78sP5/WIARZ40lITnJ6DL9wuVyBboEaaOQCkn1l9lKSkro0qWL7/GSkhL69Olz2PH//e9/iYqK4vzzzwfqwgzAtddey6RJk7jsssvaoWoxgi8gxSQzaGzoBiSRjmZbyS76pRz+87mlyjdtxmJLISEtNAKShIeQCkl9+vQhNjaW77//3heSKisr2b59OxdccMFhx8+fP7/B51u2bGHGjBk89thj9O5t3L4/DoeDqqoqw9ozWv1fY6WlpQGupHXq5yBZousCUqj2o16ofz/qhUs/IHz6Emz9qHbVkFOex7guo1pU08/74fV6seTtprZHVtD0rTni4uICXYK0UUiFJIvFwgUXXMDLL79MQkICGRkZzJ07l7S0NMaNG4fb7aa8vBybzYbVaqVr14bDu8XFxQB07tyZ+Pj4Zp+3tLQ0NCd9HywFa2jfBXLoJO1QvsQm0hEZtYhkQU4RiTUVOI/pb1BlIs0TUhO3Aa688krOPvtsnnrqKaZMmYLZbGb69OlERkZSVFTExIkTWbFiRaDLDArxS18k4Z+P4HEfPqk9FOguNpHQZtQiknu+2gBAzxOGGFGWSLOF1EgSgNls5tprr+Xaa6897LmMjAyWLVt2xNcOGzasyefDyaGra5vNR550HqwUkERC306DFpGs3LqdSGsn4jPaFrZEWirkRpKkeUJ5jzYFJJHQ5/V62V2e0+ZFJL1eL9b8PdRkhv4iuBJ6FJLCUCjv0aaAJBIeCh0l2F2ONi8iWVhQToqjlE4DO/a2UhIYCklhKFRHkRSQRMKHUYtI7vpqIxF46TFysBFlibSIQlKYCdVRJAUkkfCyszyHTFsasVFtu8O2YnM21ZHRxPds/mKUIkZRSAozoTiKpIAkEn52le+ld0KPNrXh9XqJyttNdUZ3TCaTQZWJNJ9CUpjxxHTCE58WMqNICkgi4afaVUNeZWGbJ20XFttJsxdh66/5SBIYIbcEgDSt8pc3B7qEZlNAEglPRi0iufObLSR73aQfr/lIEhgaSZKAUEASCV9GLSJ5YNNWXBGRJPbtZUxhIi2kkCTtTgFJJLwZsYik1+slYt8eHGldMUWG4LZQEhYUkqRdKSCJhDejFpHML6qkc+V+ovtlGVSZSMtpTpK0GwUkkfBn1CKSm9ZuwuZxkjZ8kEGVibScQpK0CwUkkY6htYtIer1efthRxv++KyC3xIGjvJK+6WO4OKULyf4oVKQZFJJCnHnvBtw9gntnbAUkkY6jNYtIuj1eXv53Nl9sKj7k0Uh+iO/H+lc387tf9Ob0EZnGFytyFJqTFMLMhXuI+/RV4v7zbKBLOSIFJJGOpTWLSL6/JocvNhVjjjDxi1GZ3Hn5CH5ZsIqsKDteYOFHu9i0u9w/BYs0QSEphNWvru0YeX6AK2mcApJIx9KaRSSdtW4+/mY/AFed05eJJ3fB/MgUhh7cxeTRcZw8NA2ApV/l+qVmkaYoJIWoYN+jTQFJpOOpX0SydwvmI2XvO4i92kVSJwtjBqc1eC5hYH/OPbGurfU7DlDr8hhar8jRKCSFqGDeo00BSaRjql9EMsOWdvSDf+RwugFIjTVBrRNHpcP3XIQliuRoiPLU4gVqat1GlyzSJE3cDkHBPIqkgCTScbVmEcn0xGgAfr1mHtlrGj63Y+pdANwOPDPkamKt+pUl7UsjSSEoWEeRFJBEOq7WLiLZPT2WXhm2ox437th0IiJMrS1PpFUUy0NMsI4iKSCJdGytXUTSZDIxcXwvnt5/GW6PlzhXFX/a+y4Az/e9BIfXTGKchftO6OKPskWapJGkkOPBa40NqlEkBSQRae0ikgADeyZwwyVDMZnNVEbG+h53eM306JbEHb8fTkKcxbBaRZpLI0khxp3em4pLHgx0GT4KSCICrVtE8lAx1kjOz12Bt1OC77Fplw2hb68Uo0oUaTGFJGk1BSQRqdeaRSQPtebj7zmxah+dJ51Jn18+BEBpaalR5Ym0ii63SasoIIlIPd8ikq241AZQdKCauHWf4YqLJ2HUKIOrE2k9hSRpMQUkETmUbxHJFk7arrdixVaOObiLtLPPwhRpNrg6kdZTSJIWUUASkZ9rzSKS9ezVLmo/+xSvxUrqaeP8UJ1I6ykkSbMpIIlIY1qziGS9lV/uYmjZNhJOPYWI6Gg/VCfSegpJQS6ieB+Ru38IdBkKSCLSqNYuIgngcnso+vhTIk1eMs4+0w/VibSN7m4LcnErFmByHKQ8rSfYEo7+Aj9QQBKRIymsKm7VIpIAa9fvZ3DhBiwjTyAyId4P1Ym0jUaSgpi5cBcmx0G8MfEKSCISlHZV7ANavoik1+tl+4efYnNX0/2Cs/1RmkibKSQFMdvK14DA7dGmgCQiR9PaRSQ37zpA1t7v8A4cgqVzZz9VJ9I2CklB6tBRpEDs0aaAJCLN0dpFJNf9ZzUptRX0vOhcP1QlYgyFpCAVyFEkBSQRaY7WLiKZW2QnY/OXOLv2IrZvHz9VJ9J2CklBKJCjSApIItJcrV1E8ov/fk3XmmJ6XKhRJAluCklBKFCjSApIItISrVlEssLuJObrVdQkpRF/3FA/VifSdgpJQaimz0hc6b3bdRRJAUlEWqo1i0iu/mQ9fe37yPjlBEwmkx+rE2k7rZMUhGpGTKCmHc+ngCQiLVW/iOSp3U9s9muctW6cq1ZQE9OJtJOb/zqRQNFIUgengCQirdGaRSS//HIH/ct2kHDG6Zgi9Te6BL+Q+1fq8XhYuHAhH374IXa7naFDh3LzzTeTmZnZ6PG7d+9m3rx5bN68GbPZzNChQ7nuuutIT09v58qDjwKSiLTWzvIcoPmLSHq8XgqXfkxSZCTdzx7vz9JEDBNyI0mLFi3i/fff57bbbuPpp5/G4/Fwzz33UFtbe9ixFRUVTJs2DavVyuzZs3n88cc5cOAA99xzD06nMwDVBw8FJBFpi10V+1q0iOT6jXn027+ZqBNP0ka2EjJCKiTV1tby1ltvceWVVzJ69Gj69u3L/fffT3FxMatWrTrs+NWrV1NdXc20adPo3bs3/fv35+6772bv3r1s3LgxAD0IDgpIItJWu8r30iu++Zfadrz/MZG46XPhBD9WJWKskApJO3bsoKqqiuHDh/sei4uLIysri/Xr1x92/IgRI3jkkUewWq2+xyIi6rpcWVnp/4KDkAKSiLRV/SKSzZ2PtHvfAXruXod7yAiiEhP9W5yIgUIqJBUVFQGQltZwTY6UlBTfc4fKyMjguOOOa/DY66+/jtVqZejQ4FmfI+bLJVB+eP1GU0ASESO0dBHJH5Ysx+Z2kPXbX/q5MhFjhVRIqqmpuzE+KiqqweMWi6VZc4yWLFnCu+++yzXXXENikPw1Yy7cg2XbF8R//De/nmfTmhkKSCJiiJYsIllywEHqxi+o6jWQmC6N32AjEqxC6u62+stmtbW1DS6hOZ1OopuYCOj1elmwYAGLFi3i8ssv58ILL2zReZOTk7FYLEd83uPx4PV6W9Sm77XvTAfAdN5kkpOTW9XG0WxaMwNndRmW6GQGnTTNL+doD/WXSv31dWov6kfwCZe++KMfXq+XGnfDP0L3VObRN7kncQmdALCaLUdcGHL5P/9F19oKsq6a2uy6wuX74XK5Al2CtFFIhaT6y2wlJSV06dLF93hJSQl9+jS+SaLL5WLWrFksX76c66+/nosvvrhdam0OT/52sJeDLYGIzCy/nMMXkGKSGTQ2dAOSiLQ/r9fLQ/97km0lOxt9/g//mgrAgJQ+PDx+6mFBqarahWnNJ1R17kHa0EF+r1fEaCEVkvr06UNsbCzff/+9LyRVVlayfft2LrjggkZf88QTT7B69Wruuecexo/3z9ocDoeDqqqqFr8u/v0XMQGVJ1+Gu7TU8Lrq5yBZousCUqkfztGe6v+qVD+CQ7j0A8KnL0b3o8btPGJAOtTWkp3sLy7Aam444v7p+1/SpaqQ+EnXtqimcPl+xMXFBboEaaOQCkkWi4ULLriAl19+mYSEBDIyMpg7dy5paWmMGzcOt9tNeXk5NpsNq9XK0qVLWbFiBZMnT2bYsGEN3nD1xzRHaWkpZrPZ0L6YC/dgclTgjYn3yx5th07SDuVLbCISHJ4YNw2L2cKX+et4fev7PH7SHURGmJm26olGj/d4vNSsWI69Uwr9Rw9v9BiRYBdSIQngyiuvxO1289RTT1FTU8PQoUOZPn06kZGR7N+/nyuuuII77riDCRMmsHz5cgDmzp3L3LlzG7RTf0yg2FYuAsB+yuWGt6272ETEaBazBavZwr7K/WTa0kiKTjhsrtKhvvt8Mz3L9xB58URMESF1j5CIT8iFJLPZzLXXXsu111572HMZGRksW7bM9/kTTzT+F06g+XMUSQFJRPzF4/WQXbaLPgk9jnps0X8+wmyxMewX49qhMhH/ULwPAHdiJrUZWYaPIikgiYg/Ld29ksKqEsZ2GdHkcdmb99GjYBuRY8dpI1sJafrXGwgWC1VnXWNokwpIIuJPu8v38cGu/zGh1yn0TWx6BHznvz6kizmSgRf9op2qE/EPhaQwoIAkIv62cPM7dIvL4MweJ/nmIjkbmZNUkF9G5u4fqBl2AlG22PYuU8RQCkkhTgFJRNpDaXU5pdXl3LHyL00et/6t/9LF6ybrknPbqTIR/9GcpBCmgCQi/mSJiCI9NvWox/VN6IElIorKgw6SNn5FRd+hxKaltEOFIv6lkaQQpYAkIv5WWl1ORc1BhqUN4spBFx9x6xFLRBQmk4lv//UJnV1VpGojWwkTCkkhSAFJRPzN4/WwYNNbxERGc8UxFxId2fTiu7W1LqK+XE1JZl8G9D36EgEioUCX29qBuXAPsZ/8A5pYeK25FJBEpD0s3b2SHQf28ofBvyE2Kuaox6/78DOSaw7Q7QLNRZLwoZDUDmwrFxGVtxVz2f42taOAJCLtYVd5ju92/35JvY56vNfrpfp/yylNzKTHyMH+L1CknSgk+VmD1bVTWz8ErYAkIu2h2lXDPza+SY9OXfhl7+ZtCr559Q+kH9xPwlln+rk6kfalkORnRuzRpoAkIu3ljW0fcNBp56rBv8Uc0byNvYs+XEp5dCIDzzzRz9WJtC+FJD8yYo82BSQRaS9fF6zni/zvuKT/L0mLTW7Wa3I27aJz4U4iTjqVCHPzQpVIqFBI8qO2jiIpIIlIeylxHGDxlvcYkT6EEzOHN/t1u975D1WRMQy76HQ/VicSGApJftLWUSQFJBFpL/W3+0ebrVw28FdHXA/p50rzikjZsxHHcWOIim56iQCRUKSQ5Ce2Va8BrRtFUkASkfbU0tv9621+4z+4TWaG/naCH6sTCRyFJD+pOONqnP1Ht3gUSQFJRNpTS2/3r1d90E6nTd9Q2u844lMS/FegSAApJPlLYmccoy9q0UsUkESkPbXmdn+v14vX62X9W0uJ9LgY+BttQSLhS9uSBAkFJBFpb/W3+9983B+avN3fWetmxboCPv2+gPxiB5GRJrpVeMjqPorLeme0Y8Ui7UshKQgoIIlIe6u/3f/3gy5u8nZ/R42L2f/cxI68SqI8tUzbuRiA2X0msSuiC0lf5nLO6K7tVbZIu9LltgBTQBKR9nbo7f6jM45r8thXl+1iR14ltuhIJp3R2/d4n5oCAN743x427yn3Z7kiAaOQFEAKSCLS3lpyu395pZMvNxUT5anl5vP7MO6YRN9zvxiVyamDEony1PLRV3ntULlI+9PltgBRQBKRQKi/3X/KiKuPerv/5r3luD1e7ty5GKbDjkOesy1ZxBhgDDAr6kq8Xm+z11cSCRUaSTKI7aO5WL9f1qxjFZBEJBBaert/rcvTrHZdbi/eNtYmEowUkgxgLtxDZMFOrNlfHfVYBSQRCYTW3O7fJTUWgKf7XEqVKYr82M6+5/o+OZO8a+9ldp9JdEmJIUKjSBKGFJIM0Nw92hSQRCRQ6m/3v2rwb5u83f9QKbUVpLgOUh1h4Y2sCxhwz62+53YWO3n78/3URkRx6nGdm2hFJHQpJLVRc/doU0ASkUCpv91/4oDzmrzdv57X62XLe8vZ9/h0Ti7+FrMJ9ntjeWzhRt8xs17fiL3aRZ/MOE5TSJIwpYnbbdScUSQFJBEJlJbc7g9QXVHJujl/I2nPZvIyBnLSzX9gcG0EC5fuJKeoihlZvwfAHGFi7DGpXH5WbyxRzRuZEgk1Cklt0JxRJAUkEQmUltzuD7Dn6w0U/2M+sbU1FJx+EWde+gsiIkykAY9cPYyd+ZXkFlURFRnBMT0TSIyztE9HRAJEIakNjjaKpIAkIoHU3Nv93S4XX7/8JvFfr6QqLp3uN9/KsQO7NzjGZDLRt0sn+nbp5O+yRYKGQlJr2cubHEVSQBIRf/N6vTg9tb7Pq101ANS4newu38e/dy7nFz3HNXm7f9GefLL/Opek8v0UDB7L2BsuxWKN8nfpIiFBIam1bAnYT5qIJz7tsKcUkETE37xeL7O/eZmd5XubPC77wK4jLvT47ZIVRP7nHSzmKDy/n8xppwz3V7kiIUkhqQ1cfQ7/gaKAJCLtwempPWpAAthZnoPTU4vV/NP8ocpyO1/P+TuZezdSkNmP46ZcQ3xKgj/LFQlJCkkGUkASkUB4Ytw0LGYLSUlJfLnvO174aiG/7X8ub277z2HHbvliI+ULXyHVaafyrAs5+be/ICJCq8GINEYhySAKSCISKBazBavZQqXTzoJ1bzEifQhjMkc0CElOp4s1896m83ef4o1LIW3KDXTud+S13UREIckQCkgiEki5FYWs2bKP9Xn7cHt78otBExrMQcrZuZ99L75Cl/J9HDh2DKOuuwyzRZOzRY5GIamNFJBEpDE/v/OsMZaIqKOuXdSYEscBNpZs833+6PzNUGMDugDw8PZNDB+QAPF1z5c+NZsErxnLVZMZfdKIFp9PpKNSSGqGmJgYnE7nYY+HSkCq/yEcGxtLVVVVgKtpPfUjuIRLP8D4vjT3zrO+CT2Yevw1Rw1KB52VbC3bxdbSnWwr20mRo7ThAbVWkqO9TN6wEIDZfSbxbXYJMcf/+HR6V4699U9EJ4XG5Oxw+bfVmgAswUUhqRliYmJw78vGtuIV7Kf9Hnd6z5AJSIBvUqbNZgvpHzjqR3AJl36A8X1p7p1nO8r3HnbnGYDDVU122W62le1kS9lO8ioLAMiITWNQSj8GJPWhW1wmD37+JABjhyYz8aTu7L2z7vW/HZXE29/u97V3/P23Eh1pbXO/2ku4/NvShPjQp5DUTLaVizDV2IHQGUESkcM1dhmsfhFGqFuIEVp/Keznzu30B77cUEZxRTXWKDPDspIYNyyFJzf+1XeM010XqraW7WRr6U72HszD4/WQHJ3AgKS+nNXjZAYk9yHRGu97zVfbCnwff2f5J999BVxSv27bm0SM/KkGjWiItI5C0lHsKTpIvCmb6OoKvDGd2FP4Hzy1Fa0OSIf+gHa5PRSUOfB4ID0pGuuPm0S29Yfzoedwe7xsyy3G4/aSkRJr2C+AQ8/h8XgpKHVQ6/aQmhBNbHSk8efwetmRX4LT6SY9KcYv/fB6vRSWVVNd6yalk5W42Ci/nGNPYSl2h4vkeCsu90+Xcdtynp//4i8pr6ay2kVCrIXETj+NUhh5jtziA5TbnSTYLHj91I8DB52UVzmJi44kJSG6zedo7mUwaP6lsKN5e0UuUS4vt+9cDMDs8kl8tqGIqOPqnn9+3UJ2VezD5XERF2VjQFJvxnYZwYCkvqTGJB12fq/XS0VVLVt2lOOuScLcqazpAuxJWCI0SVukNRSSjuLFPS/BHiAzCqimW8l+fp+S0eqAZOQ8BZ0jfM7RlvPoHM3X3MtgcORLYS3VKTaKX45Ig511n8clV1NWEUN9bIkyR3Fh37MYkNyHTFs6EaYIPF4vZQccbM3eTdm+Auz5hbiKizEdKMNiP0C88yBRtu4400/k9l0Lmzz/y0PP10iSSCuFTUjyer0888wzZGdnYzabufnmm+nbt6/v+a1bt/Lss88SERHBwIEDue6661r1g2Ofy0PaMX9sVY1tnaegc4TvOdpyHp2jdRzfnQ4eM2mxJn6/vm6z6r/2voTaSBMxw5c3ux2P10N5zUFKq8sprT5AafUBdu4/4Hve3HMVH5WVM/nHz7MG7yFnS1/Kf/z85INDcGwtYVvBcjaXlhBZcYAYRwWdaisx4yUZSAKqrTZqOyVh6paJJW0oA1PT+WiTib/2nMQdEwfRJ83Kjql3ATDyH3/jsYVfs3H3AcZmpbT6ayTS0YVNSPr888+pqqrimWeeYd++ffzf//0fc+bM8T0/Z84c7r33Xrp168aMGTP4+uuvGTVq1FHbveGNIpxjj+PlA31hyErD6vVuPIvLTulB0gszAHDeej+vfLoHZ///GnYO1/ozufSk7qS/PBOAuEdm8ex7P1DV90PDzuH8/gwuGdONLvNnARBx18Ms/HQX5T0PX+m3taq/O52LTuhK70V1k1TTZjzNc+99T3G3fxt2Dsd3p3Pe8AwGvFH3bybm/kd4bdVe8ju/B9Rd7jPiHL84Np2hbz8DQPennuWl9zexOaekRb+Uj3aOUwemMvL95wBIfPhR3v68gHU7iww9x4l9Uzjpv88DkPXc8/zjwy2s3Vpg6DmO65PGb8Z0puzhBwD4+vwb+XRLsWHnwGPmVyf24vxR6ey4uS4k3X3FiUx//ZsGh9W6aymtKafUceDHEPRTGCqtLqesphyP1+M7PsZsxZ3XBzrXff7Hf+8kyv1Te2cs+JZa87c836du/lDkq3NJdkON2Up1bDzuhGRMvXvg6ZxGp26ZJPfMICY9lYiowy+ZneDdxpebi3n6vZ2cPzKdPj8+/sTr37Nurx1zpIUzj88w5usl0gGFTUj64YcfGDmybqZit27dOHjwIHa73Xd3hN1up1u3bgCceOKJfPPNN80KSVFu6N3Zzq865/Hej4/VujxYzS2v0eP56RftxLHdGdMnmR0//vAc2C2eq0/vzYv76j6vqnZhtbX8r2TvIb/MLxrVhVMGpPrOMax7MpN/0Yend9R9fuCgk86JbbuUcM6wzpw+ON13jr5psVx/ThYzNtV9XlDqoEda285xxpB0zjkugx2v1H3ePz2eG8/J4pH1dZ/v2n+QgV3b9tfy2KwULhjVlR1100bomRDDjWdncf93dZ9v3VPBcX0P38y4JUZ0T+S3J3Znxxt1n/dIiOXmX2Zx398OUN2mln8ysHMcl4/rwc4ldZ9n2Kxcf3ZfHp5fzgGDztEzKYarTu/Jrg/qPu8cE821Z/WhoKCCQoPOkRlr4fqz+xLhqqXyx39bl4/rQUFZNXta0I7X68Xj9eD2unF7PThqHb7nuiZEMHpwBPkH9vkeyz34FV3SKij68fN7/jeDatMhk7y9EOOMILbahK0KMuxu+lW6iT/oJKnSSVJlLVaXl/+lJfFD5+bVGHfTrXTp3QNLnK0FPatz5dl9KK6oYUfuQf61ai+3//j4uuwizJEWrj2vH93SWt6uiNQxeb0G/IkcBGbPns3YsWMZM2YMADfddBMPPfQQaWlpFBUV8dBDD/H883V/+X755ZesXr2a22+/vakmqamp4atLLgOg1gzP/3jnSM/SbsRF1zT10kY5nJHsTMwH6kaoDv3r8ufn6FbUkwRby299rXWb2NapsFnnyCzoQ3Kngy0+h9vrZYutuFnnSM/vT1rCUSaWNsKDl82xzTtHyr5jyEgu9us5EvcMoWtawc+baPM5fn6eY6pSiaBll4E76jl6uZIxmcBrAo8JPBHgNXnx1D8WAd6Iwyc9F9eUNfsc4/daia/yEl3txVpjxlIbhTfSgifKAhYrWKIxRUdjjo7GHBtNVGwsUbZYNpR7+Mj6DgCPDruZxJhYNk+9A4AhzzzFO1/s5ePaVwGY98sZWNtwe36ty8PKdXl88k0u+cVVWC1mjh+Qxtkndqd7elyr2w0ks/mnv0Ld7ka+SSHC4/GQn59P9+7dsVpDZwkG+UnYjCTZbDYcjp/+SqyqqsJmq/sL6ucLklVVVREXd/QfHi6Xy/dxlBtuXVxExuwn2lzr/tunNfq4ztHKc4xs9JCQOEf9eaaPvKNtJwijcwDsX9wO/7aac45Wft/HA+P56WtRYXf4AlnZgUrOGJbBGT8+X1zQ8oD/cwMzTQw8r1vDB2vLyc0tb/wF0q5cLpdCUogKm5GkVatWsWbNGu6++2727dvH9OnTee6553zPX3fdddx///2+OUmnnHIKY8eObbJNj8eDw+EgMjJSd4eIiEiLeL1eXC4XMTExWlgyRIVNSPJ6vTz77LNs374dj8fDTTfdRH5+PgcOHODCCy9k69atPP/883g8HgYMGMCNN96o4CMiIiJHFDYhSURERMRIGv8TERERaYRCkoiIiEgjFJJEREREGqGQJCIiItKIsFknqS3aa983f/F4PCxcuJAPP/wQu93O0KFDufnmm8nMzGz0+N27dzNv3jw2b96M2Wxm6NChXHfddaSnp7dz5Q21tB+H+uSTT5gxYwYLFy4kIyOw2zC0tB8ul4sFCxawbNky7HY7/fr144YbbiArK6udK2+opf0oKyvjxRdf5JtvvsHr9TJixAj+9Kc/kZqa2s6VN23x4sV8/fXXzJ49+4jHVFRU8Nxzz7F27VpMJhOnnXYakydPJjo6uh0rbVpz+hGs7/VDNacfhwqm9/qhmtOPYH2vy5FpJImG+77dcccd/PWvf23w/Jw5c5g2bRpz5syhvLycr7/+OkCVNm7RokW8//773HbbbTz99NN4PB7uueceamtrDzu2oqKCadOmYbVamT17No8//jgHDhzgnnvuwel0BqD6n7SkH4cqKCjgmWeeaacqj66l/ZgzZw5Lly7l9ttv57nnniMxMZH77rsPu93ezpU31NJ+PPbYYxQUFDBjxgyeeOIJCgoKePjhh9u36KN47733mD9//lGP+/Of/0xubi4zZ87kgQceYO3atYf9XAik5vQjmN/r9Zr7/agXbO/1es3tR7C+1+XIFJI48r5vwBH3fQsWtbW1vPXWW1x55ZWMHj2avn37cv/991NcXMyqVasOO3716tVUV1czbdo0evfuTf/+/bn77rvZu3cvGzduDEAP6rS0H/U8Hg8zZsygX79+7VjtkbW0H/n5+b4fmqNGjaJHjx5MnToVi8XCtm3bAtCDOi3tR2VlJT/88AMTJ04kKyuLrKwsLr30UrZu3UpFRUUAetBQcXExDzzwAPPmzaNr165NHrtp0ya+//577rzzTvr168fw4cOZMmUKH3/8McXFbV8duy1a0o9gfa9Dy/pRL9je69CyfgTre12appAEvo1w6x26jcnPn4uJiQmq1L9jxw6qqqoYPny477G4uDiysrJYv379YcePGDGCRx55pMES+fUrwVZWVvq/4CNoaT/qLV68GJfLxaRJk9qjzKNqaT+++eYbbDZbg82W4+LiWLhwYYM22ltL+2GxWIiNjfVdRqiqquLjjz+me/fuzdoCyN+ys7OJjIxk7ty5DBw4sMlj169fT3JyMj179vQ9NmzYMEwmExs2bPB3qU1qST+C9b0OLetHvWB7r0PL+hGs73VpmuYk4Z9939pLUVHdfuVpaQ13qE9JSfE9d6iMjIzDruO//vrrWK1Whg4d6r9Cj6Kl/QDYsmULb775Js8++ywlJSV+r7E5WtqPffv2kZmZyerVq3n99dcpLi4mKyuLP/3pTw1+Sbe3lvbDYrFwxx13MGfOHC666CJMJhMpKSnMnj07KLZjGDNmjG/z66MpLi4+bM5OVFQU8fHxR/y32F5a0o9gfa9Dy/oBwfleh5b1I1jf69K0wP/0CgKDBw9m7dq1QN0/5JiYGGJjY4G6ABUdHc2+ffsA+PLLLwP+A+ZQNTU1QN0P8UNZLJZmzTtYsmQJ7777Ltdccw2JiYn+KLFZWtoPh8PB9OnTueaaa3yXQoNBS/tht9vJzc1l0aJFXH311fz5z38mMjKSqVOnUlZW1i41N6al/fB6vezYsYNBgwbx5JNPMnPmTNLT03nwwQeDauS1Oaqrqw/rN9R9LYJlLk9rBMt7vaWC9b3eUsH6XpemKSQBJ598MjabjVtvvZUnnniCW265hRUrVrBkyRIAbrvtNv7v//6Pm2++mbi4uBb9BeRv9UPpP59M63Q6m7wTx+v1Mn/+fJ577jkuv/xyLrzwQn+WeVQt7cfzzz9P9+7dOe+889qlvuZqaT8iIyOpqqri3nvvZeTIkQwcOJD77rsPgGXLlvm/4CNoaT8+/fRT3n33Xe6++26GDBnCsGHDePTRRyksLGTp0qXtUrNRrFZro5PTa2trg+rutuYKtvd6SwXre72lgvW9Lk3T5TbAZDJx8803N3hswIABDT6eM2dOe5fVLPWXQ0pKSujSpYvv8ZKSEvr06dPoa1wuF7NmzWL58uVcf/31XHzxxe1Sa1Na2o///ve/REVFcf755wN1kzoBrr32WiZNmsRll13WDlUfrqX9SE1NxWw2Nxhut1qtZGZmsn//fv8XfAQt7cf69evp1q2bbwQWoFOnTnTr1s03Chsq0tLS+Oyzzxo8VltbS0VFRdAtZ3A0wfheb6lgfa+3VLC+16VpGkkKcX369CE2Npbvv//e91hlZSXbt28/4mXBJ554gk8//ZR77rknaH5otrQf8+fPZ968ebz44ou8+OKLTJ06Fai7DT2Qf3G2tB/Dhg3D7XazdetW32M1NTXk5eU1CCftraX9SEtLIzc3t8HlKIfDQX5+fshdIhk6dChFRUXk5ub6Hqv/OgwePDhQZbVKML7XWypY3+stFazvdWmaRpJCnMVi4YILLuDll18mISGBjIwM5s6dS1paGuPGjcPtdlNeXo7NZsNqtbJ06VJWrFjB5MmTGTZsGKWlpb626o8JhX78/Hbb+luzO3fuTHx8fCC6ALS8H0OGDGHEiBHMnDmTKVOmEB8fz4IFCzCbzZx11lkh04+zzjqLN998k8cee4w//OEPvks8VquVCRMmBKwfzfHzvhxzzDEMHjyYxx9/nFtvvRWHw8GcOXM488wzg3okKVTe60cTKu/1owmV97o0TSNJYeDKK6/k7LPP5qmnnmLKlCmYzWamT59OZGQkRUVFTJw4kRUrVgCwfPlyAObOncvEiRMb/Fd/TKC0pB/BrKX9eOihhxg2bBiPPPIIN910E3a7nVmzZpGQkBC4TtCyfqSkpPDkk0/i9Xq58847ufvuu4mMjOSpp55qsIRGMPp5X0wmEw899BAZGRnccccdPPbYY4waNYpbb701sIUeRSi915sSSu/1poTSe12OzOT1er2BLkJEREQk2GgkSURERKQRCkkiIiIijVBIEhEREWmEQpKIiIhIIxSSRERERBqhkCQiIiLSCIUkERERkUYoJImIiIg0QiFJREREpBEKSSIiIiKNUEgSERERaYRCkoiIiEgjFJJEREREGqGQJCIiItIIhSQRERGRRigkiYiIiDRCIUlERESkEQpJIiIiIo1QSBIRERFphEKSiIiISCMUkkREREQaoZAkEkZqamoYPXo0I0eO5K233mr0mJdeeomRI0dy3nnnUVNTc9Q2ly1bxsiRIxk7diwul8v3+Pbt23n88ccNq11EJNgoJImEEavVSrdu3QDYuXPnYc8XFxfz6quvAnDddddhtVqP2uamTZsA6N+/P5GRkQDMnz+fyy+/vFkhS0QkVCkkiYSZrKwsoPGQNG/ePBwOB/379+fcc89tVnsbN24EYNCgQb7HXn/9ddxud4PHRETCjUKSSJjp168fcHhI2rNnD0uWLAHg5ptvZu/evdx///1MmDCBE088kfPPP585c+ZQXV3te43H42HLli1AXUj67rvvGDlyJMXFxQDMmjWL++67D4Dc3FweeOABzj77bE466SQuuugiXnnllQY11NTU8Oyzz3Luuedy6qmnMn36dJxOJ2eddRYjR47ku+++A8Dr9bJkyRKuuOIKTj75ZM4++2weeeQRDhw4YPjXS0TkSCIDXYCIGKt+JKm0tJQDBw6QmJgIwLPPPovb7eaEE04gNjaW3//+91RVVWG1WsnMzCQvL4+FCxeydetWnn/+eQB2795NVVUVAIMHDyY7O5vOnTtTUFCA2Wymb9++jB49mgMHDnDNNddQVFREQkICqamp5OTk8Ne//pXk5GTOO+88vF4vt99+O1988QUmk4kuXbqwZMkSCgsLKSsrw2w2c8wxxwAwY8YM3n77bcxmM926daOoqIj333+f3NxcXnrpJUwmU/t/YUWkw9FIkkiYqQ9J8NNo0vr16/nf//6HyWTixhtv5MEHH6Sqqop+/frx7rvv8q9//Ytnn30Wk8nE2rVr+eabb4Cf5iPZbDZ69uzJL37xC375y18C0LdvX1577TV+9atfsX37doYPH84ZZ5zBBx98wLvvvsuYMWOAny7XLV26lC+++IKIiAhmzZrFu+++yzPPPMPq1asB6N27N9HR0XzzzTe8/fbbpKWl8fbbb/P222/zwQcfkJKSwrfffsuOHTva5wspIh2eRpJEwkzXrl2JjY2lqqqKnTt3MmLECP76178CcPbZZ1NZWUlubi4Ad955J6mpqQCMGjWKlJQUiouL2bZtG8cff7wv4AwcOJCIiLq/qeqD06HzkUaOHMmwYcPYtWsXX3/9Nfn5+ezevRuAlJQUAD788EMATj31VE499VQATjjhBLp3787evXsZPHgwAG+++SYATqeTu+66y3cOu90OwL59+xoEQRERf1FIEgkzJpOJPn36sGHDBnbs2MHKlSv57rvvsFgs3HDDDXzyyScAxMfHM3z4cN/rXC6Xb85PVFQU0Hgg2rx5M4Dv0hjAyy+/zIIFC3A4HCQnJ9OtWzfy8/OBuoAFsHXrVgBOOeWUBvU6nc4G56gf/SovL6e8vPyw/iUkJLT4ayIi0hoKSSJhKCsryxeS6i+dXXLJJWRmZuJ2uwGIjo5uMLdnzZo1vnWQBg4ciMvlIjs7G8A3ypOXl+cLLvWh5uuvv+bFF18kOTmZl156iUGDBvHZZ59xyy23ADBkyBDgp5Egm83mO+euXbvYv39/g3PULyvw0EMPcf755wN1E7k1D0lE2pvmJImEofrLUd9++y07d+6kU6dOXHXVVcBPIzuFhYWsXLkSgP379/PUU08BdaFmyJAhZGdnHzbKs23bNt85unfvDvw0spSRkcExxxyDw+FgwYIFAGRmZvomjnfu3BmAjz/+GK/XS2VlJTNmzADq1neqr7n+XP/5z39wOp14PB5mzpzJGWecwezZsw39OomINEUjSSJh6Odzdq666irfZapRo0YxYsQIvv32W26//Xa6dOlCQUEBLpeL5ORkHn74YeCnCdeJiYl06dIFwDcKBTBp0iSuvvpq+vbtC9Rdmjv//PM5ePCgbxmBzMxM3/ETJkzgpZde4qOPPmLdunXY7Xbf6NLAgQN9C1X+8Y9/ZNWqVXz11Vece+65REZGUlxcjM1m800aFxFpDxpJEglDh4akjIwMLr30Ut/nERERzJkzh9///vdkZmZSWFhIYmIiF1xwAa+88gq9evUCGp+PNG7cOM4880xsNhsVFRX06NGDsWPHcs0115CYmIjD4eCXv/wl119/PVC3DEG9K6+8kokTJ5KYmEhtbS0XXnghxx57LAAjRoxoUPu8efMYPXo01dXVOJ1OTjvtNP7+97/7RsFERNqDyev1egNdhIiEtxUrVrBixQpSUlK4+uqrsdlsbNmyhT/84Q+4XC5efvlljjvuuECXKSLSgC63iYjfJSQk8O9//xuAf/3rXyQnJ5OTk4Pb7Wb48OEKSCISlDSSJCLt4t///jdvvPEGOTk51NTUkJKSwimnnMINN9zQ4I43EZFgoZAkIiIi0ghN3BYRERFphEKSiIiISCMUkkREREQaoZAkIiIi0giFJBEREZFGKCSJiIiINEIhSURERKQRCkkiIiIijVBIEhEREWnE/wPzYYheWuxDbQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df['2*Voltage'] = 2*df['Voltage']\n", "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " xmin=0, ymin=0, xmax=1.6, ymax=1.6,\n", " ref_line=['Voltage', '2*Voltage'], ref_line_legend_text=['y=x', 'y=2*x'],\n", " ref_line_style=['-', '--'], ref_line_color=[5,6])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### More complex calculation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's use a 4-factor polynomial fit equation and add it as a reference line (notice that because we are not specifying an existing column in the DataFrame as the `ref_line` and we are not specifying `ref_line_legend_text`, the legend defaults to a generic label \"Ref Line\"): " ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " ref_line=1.555*df['Voltage']**4-3.451*df['Voltage']**3+2.347*df['Voltage']**2-0.496*df['Voltage']+0.014)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Lists and Arrays" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Introduced in v0.6, fivecentplots now supports very basic plotting without a `pd.DataFrame`. If the primary argument provided to the `plot` call is a `list` or `np.array` containing two or equal length lists or arrays, fivecentplots will automatically create a `pd.DataFrame` with:\n", "\n", "* column \"x\": first set of values \n", "* column \"y\": second set of values\n", "* column \"groups\": optional third set of grouping values\n", "\n", "This feature is provided for quick plotting of simple data and is not recommended as a full substitute for normal plotting via `pd.DataFrames`" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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