From cc8760ebc7b1f9d3d3a59f34ff7863ce807ab045 Mon Sep 17 00:00:00 2001 From: Robert Date: Sun, 30 Apr 2023 16:27:45 -0500 Subject: [PATCH 1/2] add .ds_store to ignore --- .DS_Store | Bin 14340 -> 14340 bytes .gitignore | 3 ++- 2 files changed, 2 insertions(+), 1 deletion(-) diff --git a/.DS_Store b/.DS_Store index 7720963605f60d5f87fa83f671043a49dd0d1e06..7a76be5c66712afd98bcad49330d027879bab226 100644 GIT binary patch delta 36 scmZoEXepTB&uF|cV7EM@!ekzW_{}dB9z zlrR)~=Hw?Q<>V(ZFfa%Ju_FTmW8Hr+0P+|Zc!6esOeg{BEC!MwQxYL2q3K+Yrqg6| Sj)E-zW_E*bESu|9*qH&5*(_ZE diff --git a/.gitignore b/.gitignore index f0ce9fc..2d7386c 100644 --- a/.gitignore +++ b/.gitignore @@ -1,3 +1,4 @@ /Data_Original /.ipynb_checkpoints -*.png \ No newline at end of file +*.png +.DS_Store From cc8563f16cd5d0b61125f92434ea558fed594f36 Mon Sep 17 00:00:00 2001 From: Robert Date: Sun, 30 Apr 2023 21:02:11 -0500 Subject: [PATCH 2/2] interactivity update for jupyter lab --- ...splaying a Well Plot with MatPlotLib.ipynb | 961 +++--- ...Displaying Histograms and Crossplots.ipynb | 2873 +++++------------ 2 files changed, 1440 insertions(+), 2394 deletions(-) diff --git a/02 - Displaying a Well Plot with MatPlotLib.ipynb b/02 - Displaying a Well Plot with MatPlotLib.ipynb index 6e86b89..13fa934 100644 --- a/02 - Displaying a Well Plot with MatPlotLib.ipynb +++ b/02 - Displaying a Well Plot with MatPlotLib.ipynb @@ -1,394 +1,567 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 2. Displaying a Well Plot with MatPlotLib" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Created by: Andy McDonald" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The following tutorial illustrates displaying well data from a CSV on a custom matplotlib plot." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Loading Well Data from CSV" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The following cells load data in from a CSV file and replace the null values (-999.25) with Not a Number (NaN) values. More detail can be found in 1. Loading and Displaying Well Data From CSV." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "well = pd.read_csv(\"data/L0509WellData.csv\", header=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "well.replace(-999.25, np.nan, inplace=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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count47988.00000047974.00000021709.0000002075.0000002075.0000003095.000000
mean2480.35017636.01852668.4211132.5633340.0175020.163118
std1385.30877823.1665595.6954080.1219870.0451100.079184
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25%1280.67520022.70584067.3871772.499617-0.0153590.100890
50%2480.35040029.76593468.6589972.5702230.0025090.130982
75%3680.02540037.51574169.3588102.6606430.0489850.229602
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\n", - "\n", - "Each track is setup as an axis (ax for short)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plt.subplots(figsize=(10,10))\n", - "\n", - "#Set up the plot axes\n", - "ax1 = plt.subplot2grid((1,3), (0,0), rowspan=1, colspan = 1) \n", - "ax2 = plt.subplot2grid((1,3), (0,1), rowspan=1, colspan = 1)\n", - "ax3 = plt.subplot2grid((1,3), (0,2), rowspan=1, colspan = 1)\n", - "\n", - "ax1.plot(\"GR\", \"DEPTH\", data = well, color = \"green\") # Call the data from the well dataframe\n", - "ax1.set_title(\"Gamma\") # Assign a track title\n", - "ax1.set_xlim(0, 200) # Change the limits for the curve being plotted\n", - "ax1.set_ylim(4850, 4600) # Set the depth range\n", - "ax1.grid() # Display the grid\n", - "\n", - "ax2.plot(\"RHOB\", \"DEPTH\", data = well, color = \"red\")\n", - "ax2.set_title(\"Density\")\n", - "ax2.set_xlim(1.95, 2.95)\n", - "ax2.set_ylim(4850, 4600)\n", - "ax2.grid()\n", - "\n", - "ax3.plot(\"DT\", \"DEPTH\", data = well, color = \"purple\")\n", - "ax3.set_title(\"Sonic\")\n", - "ax3.set_xlim(140, 40)\n", - "ax3.set_ylim(4850, 4600)\n", - "ax3.grid()\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Customising the Log Plot\n", - "We can further customise the plot to look more like a familiar log plot, with the curve names and scales at the top and two curves (density & neutron) in the one track." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(figsize=(10,10))\n", - "\n", - "#Set up the plot axes\n", - "ax1 = plt.subplot2grid((1,3), (0,0), rowspan=1, colspan = 1)\n", - "ax2 = plt.subplot2grid((1,3), (0,1), rowspan=1, colspan = 1)\n", - "ax3 = plt.subplot2grid((1,3), (0,2), rowspan=1, colspan = 1)\n", - "ax4 = ax2.twiny() #Twins the y-axis for the density track with the neutron track\n", - "\n", - "# As our curve scales will be detached from the top of the track,\n", - "# this code adds the top border back in without dealing with splines\n", - "ax7 = ax1.twiny()\n", - "ax7.xaxis.set_visible(False)\n", - "ax8 = ax2.twiny()\n", - "ax8.xaxis.set_visible(False)\n", - "ax9 = ax3.twiny()\n", - "ax9.xaxis.set_visible(False)\n", - "\n", - "# Gamma Ray track\n", - "ax1.plot(\"GR\", \"DEPTH\", data = well, color = \"green\")\n", - "ax1.set_xlabel(\"Gamma\")\n", - "ax1.xaxis.label.set_color(\"green\")\n", - "ax1.set_xlim(0, 200)\n", - "ax1.set_ylabel(\"Depth (m)\")\n", - "ax1.tick_params(axis='x', colors=\"green\")\n", - "ax1.spines[\"top\"].set_edgecolor(\"green\")\n", - "ax1.title.set_color('green')\n", - "ax1.set_xticks([0, 50, 100, 150, 200])\n", - "\n", - "# Density track\n", - "ax2.plot(\"RHOB\", \"DEPTH\", data = well, color = \"red\")\n", - "ax2.set_xlabel(\"Density\")\n", - "ax2.set_xlim(1.95, 2.95)\n", - "ax2.xaxis.label.set_color(\"red\")\n", - "ax2.tick_params(axis='x', colors=\"red\")\n", - "ax2.spines[\"top\"].set_edgecolor(\"red\")\n", - "ax2.set_xticks([1.95, 2.2, 2.45, 2.7, 2.95])\n", - "\n", - "# Sonic track\n", - "ax3.plot(\"DT\", \"DEPTH\", data = well, color = \"purple\")\n", - "ax3.set_xlabel(\"Sonic\")\n", - "ax3.set_xlim(140, 40)\n", - "ax3.xaxis.label.set_color(\"purple\")\n", - "ax3.tick_params(axis='x', colors=\"purple\")\n", - "ax3.spines[\"top\"].set_edgecolor(\"purple\")\n", - "\n", - "# Neutron track placed ontop of density track\n", - "ax4.plot(\"NPHI\", \"DEPTH\", data = well, color = \"blue\")\n", - "ax4.set_xlabel('Neutron')\n", - "ax4.xaxis.label.set_color(\"blue\")\n", - "ax4.set_xlim(0.45, -0.15)\n", - "ax4.set_ylim(4850, 4600)\n", - "ax4.tick_params(axis='x', colors=\"blue\")\n", - "ax4.spines[\"top\"].set_position((\"axes\", 1.08))\n", - "ax4.spines[\"top\"].set_visible(True)\n", - "ax4.spines[\"top\"].set_edgecolor(\"blue\")\n", - "ax4.set_xticks([0.45, 0.3, 0.15,0, -0.15])\n", - "\n", - "# Common functions for setting up the plot can be extracted into\n", - "# a for loop. This saves repeating code.\n", - "for ax in [ax1, ax2, ax3]:\n", - " ax.set_ylim(4850, 4600)\n", - " ax.grid(which='major', color='lightgrey', linestyle='-')\n", - " ax.xaxis.set_ticks_position(\"top\")\n", - " ax.xaxis.set_label_position(\"top\")\n", - " ax.spines[\"top\"].set_position((\"axes\", 1.02))\n", - " \n", - " \n", - "plt.tight_layout()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3.6.4 64-bit ('base': conda)", - "language": "python", - "name": "python36464bitbaseconda57932f4328ed418c8f3e34148e4838c8" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.4" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Displaying a Well Plot with MatPlotLib" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Created by: Andy McDonald" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The following tutorial illustrates displaying well data from a CSV on a custom matplotlib plot." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Loading Well Data from CSV" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The following cells load data in from a CSV file and replace the null values (-999.25) with Not a Number (NaN) values. More detail can be found in 1. Loading and Displaying Well Data From CSV." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import warnings \n", + "warnings.filterwarnings('ignore') #added to ignore warnings" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "well = pd.read_csv(\"data/L0509WellData.csv\", header=0) #demo file requires header=0" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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mean4705.80042567.54384967.3981832.5540640.0204770.114056
std55.46865831.4557534.5254340.1214380.0454500.039322
min4609.80080019.60591154.9294821.947107-0.1320310.033476
25%4657.80060038.90279464.3245962.495097-0.0127420.092152
50%4705.80040063.48773267.3927082.5578420.0068960.111190
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" + ], + "text/plain": [ + " DEPTH GR DT RHOB DRHO \n", + "count 1921.000000 1921.000000 1918.000000 1921.000000 1921.000000 \\\n", + "mean 4705.800425 67.543849 67.398183 2.554064 0.020477 \n", + "std 55.468658 31.455753 4.525434 0.121438 0.045450 \n", + "min 4609.800800 19.605911 54.929482 1.947107 -0.132031 \n", + "25% 4657.800600 38.902794 64.324596 2.495097 -0.012742 \n", + "50% 4705.800400 63.487732 67.392708 2.557842 0.006896 \n", + "75% 4753.800200 95.923019 70.078076 2.647077 0.054896 \n", + "max 4801.800000 137.462921 89.620895 2.788836 0.134148 \n", + "\n", + " NPHI \n", + "count 1921.000000 \n", + "mean 0.114056 \n", + "std 0.039322 \n", + "min 0.033476 \n", + "25% 0.092152 \n", + "50% 0.111190 \n", + "75% 0.128894 \n", + "max 0.417384 " + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "well.describe()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Setting up the logplot" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can quickly make a log plot using subplot2grid from matplotlib. This allows us to space out multiple plots (tracks) in an easy to understand way.

\n", + "\n", + "Each track is setup as an axis (ax for short)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.subplots(figsize=(10,10))\n", + "\n", + "#Set up the plot axes\n", + "ax1 = plt.subplot2grid((1,3), (0,0), rowspan=1, colspan = 1) \n", + "ax2 = plt.subplot2grid((1,3), (0,1), rowspan=1, colspan = 1)\n", + "ax3 = plt.subplot2grid((1,3), (0,2), rowspan=1, colspan = 1)\n", + "\n", + "ax1.plot(\"GR\", \"DEPTH\", data = well, color = \"green\") # Call the data from the well dataframe\n", + "ax1.set_title(\"Gamma\") # Assign a track title\n", + "ax1.set_xlim(0, 200) # Change the limits for the curve being plotted\n", + "ax1.set_ylim(4850, 4600) # Set the depth range\n", + "ax1.grid() # Display the grid\n", + "\n", + "ax2.plot(\"RHOB\", \"DEPTH\", data = well, color = \"red\")\n", + "ax2.set_title(\"Density\")\n", + "ax2.set_xlim(1.95, 2.95)\n", + "ax2.set_ylim(4850, 4600)\n", + "ax2.grid()\n", + "\n", + "ax3.plot(\"DT\", \"DEPTH\", data = well, color = \"purple\")\n", + "ax3.set_title(\"Sonic\")\n", + "ax3.set_xlim(140, 40)\n", + "ax3.set_ylim(4850, 4600)\n", + "ax3.grid()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Customising the Log Plot\n", + "We can further customise the plot to look more like a familiar log plot, with the curve names and scales at the top and two curves (density & neutron) in the one track." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10,10))\n", + "\n", + "#Set up the plot axes\n", + "ax1 = plt.subplot2grid((1,3), (0,0), rowspan=1, colspan = 1)\n", + "ax2 = plt.subplot2grid((1,3), (0,1), rowspan=1, colspan = 1)\n", + "ax3 = plt.subplot2grid((1,3), (0,2), rowspan=1, colspan = 1)\n", + "ax4 = ax2.twiny() #Twins the y-axis for the density track with the neutron track\n", + "\n", + "# As our curve scales will be detached from the top of the track,\n", + "# this code adds the top border back in without dealing with splines\n", + "ax7 = ax1.twiny()\n", + "ax7.xaxis.set_visible(False)\n", + "ax8 = ax2.twiny()\n", + "ax8.xaxis.set_visible(False)\n", + "ax9 = ax3.twiny()\n", + "ax9.xaxis.set_visible(False)\n", + "\n", + "# Gamma Ray track\n", + "ax1.plot(\"GR\", \"DEPTH\", data = well, color = \"green\")\n", + "ax1.set_xlabel(\"Gamma\")\n", + "ax1.xaxis.label.set_color(\"green\")\n", + "ax1.set_xlim(0, 200)\n", + "ax1.set_ylabel(\"Depth (m)\")\n", + "ax1.tick_params(axis='x', colors=\"green\")\n", + "ax1.spines[\"top\"].set_edgecolor(\"green\")\n", + "ax1.title.set_color('green')\n", + "ax1.set_xticks([0, 50, 100, 150, 200])\n", + "\n", + "# Density track\n", + "ax2.plot(\"RHOB\", \"DEPTH\", data = well, color = \"red\")\n", + "ax2.set_xlabel(\"Density\")\n", + "ax2.set_xlim(1.95, 2.95)\n", + "ax2.xaxis.label.set_color(\"red\")\n", + "ax2.tick_params(axis='x', colors=\"red\")\n", + "ax2.spines[\"top\"].set_edgecolor(\"red\")\n", + "ax2.set_xticks([1.95, 2.2, 2.45, 2.7, 2.95])\n", + "\n", + "# Sonic track\n", + "ax3.plot(\"DT\", \"DEPTH\", data = well, color = \"purple\")\n", + "ax3.set_xlabel(\"Sonic\")\n", + "ax3.set_xlim(140, 40)\n", + "ax3.xaxis.label.set_color(\"purple\")\n", + "ax3.tick_params(axis='x', colors=\"purple\")\n", + "ax3.spines[\"top\"].set_edgecolor(\"purple\")\n", + "\n", + "# Neutron track placed ontop of density track\n", + "ax4.plot(\"NPHI\", \"DEPTH\", data = well, color = \"blue\")\n", + "ax4.set_xlabel('Neutron')\n", + "ax4.xaxis.label.set_color(\"blue\")\n", + "ax4.set_xlim(0.45, -0.15)\n", + "ax4.set_ylim(4850, 4600)\n", + "ax4.tick_params(axis='x', colors=\"blue\")\n", + "ax4.spines[\"top\"].set_position((\"axes\", 1.08))\n", + "ax4.spines[\"top\"].set_visible(True)\n", + "ax4.spines[\"top\"].set_edgecolor(\"blue\")\n", + "ax4.set_xticks([0.45, 0.3, 0.15,0, -0.15])\n", + "\n", + "# Common functions for setting up the plot can be extracted into\n", + "# a for loop. This saves repeating code.\n", + "for ax in [ax1, ax2, ax3]:\n", + " ax.set_ylim(4850, 4600)\n", + " ax.grid(which='major', color='lightgrey', linestyle='-')\n", + " ax.xaxis.set_ticks_position(\"top\")\n", + " ax.xaxis.set_label_position(\"top\")\n", + " ax.spines[\"top\"].set_position((\"axes\", 1.02))\n", + " \n", + " \n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "WellData", + "language": "python", + "name": "welldata" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/03 - Displaying Histograms and Crossplots.ipynb b/03 - Displaying Histograms and Crossplots.ipynb index e86f051..7992bc0 100644 --- a/03 - Displaying Histograms and Crossplots.ipynb +++ b/03 - Displaying Histograms and Crossplots.ipynb @@ -1,2000 +1,873 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 3 - Displaying Histograms and Crossplots" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Created by: Andy McDonald" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The following tutorial illustrates how to display well data from a LAS file on histograms and crossplots." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Loading Well Data from CSV" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The following cells load data in from a CSV file and replace the null values (-999.25) with Not a Number (NaN) values. More detail can be found in 1. Loading and Displaying Well Data From CSV." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "well = pd.read_csv(\"data/L0509WellData.csv\", header=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "well.replace(-999.25, np.nan, inplace=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Displaying data on a histogram" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Displaying a simple histogram can be done by calling the .hist function on the well dataframe and specifying the column." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[]],\n", - " dtype=object)" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "well.hist(column=\"GR\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The number of bins can be controled by the bins parameter:" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[]],\n", - " dtype=object)" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "well.hist(column=\"GR\", bins = 30)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can also change the opacity of the bars by using the alpha parameter:" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[]],\n", - " dtype=object)" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "well.hist(column=\"GR\", bins = 30, alpha = 0.5)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Plotting multiple histograms on one plot" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "It can be more efficient to loop over the columns (curves) within the dataframe and create a plot with multiple histograms, rather than duplicating the previous line multiple times.

\n", - "\n", - "First we need to create a list of our curve names." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "cols_to_plot = list(well)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can remove the depth curve from our list and focus on our curves. The same line can be applied to other curves that need removing." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "cols_to_plot.remove(\"DEPTH\")" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#Setup the number of rows and columns for our plot\n", - "rows = 3\n", - "cols = 2\n", - "\n", - "fig=plt.figure(figsize=(10,10))\n", - "\n", - "for i, feature in enumerate(cols_to_plot):\n", - " ax=fig.add_subplot(rows,cols,i+1)\n", - " well[feature].hist(bins=20,ax=ax,facecolor='green', alpha=0.6)\n", - " ax.set_title(feature+\" Distribution\")\n", - " ax.set_axisbelow(True)\n", - " ax.grid(color='whitesmoke')\n", - "\n", - "plt.tight_layout() \n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Displaying data on a crossplot (Scatterplot)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As seen in the first notebook, we can display a crossplot by simply doing the following. using the c argument we can add a third curve to colour the data." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "well.plot(kind=\"scatter\", x=\"NPHI\", y=\"RHOB\", c=\"GR\", \n", - " colormap=\"YlOrRd_r\", ylim=(3,2))\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can take the above crossplot and create a 3D version. First we need to make sure the Jupyter notbook is setup for displaying interactive 3D plots using the following command." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "%matplotlib notebook" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "application/javascript": [ - "/* Put everything inside the global mpl namespace */\n", - "window.mpl = {};\n", - "\n", - "\n", - "mpl.get_websocket_type = function() {\n", - " if (typeof(WebSocket) !== 'undefined') {\n", - " return WebSocket;\n", - " } else if (typeof(MozWebSocket) !== 'undefined') {\n", - " return MozWebSocket;\n", - " } else {\n", - " alert('Your browser does not have WebSocket support.' +\n", - " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", - " 'Firefox 4 and 5 are also supported but you ' +\n", - " 'have to enable WebSockets in about:config.');\n", - " };\n", - "}\n", - "\n", - "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n", - " this.id = figure_id;\n", - "\n", - " this.ws = websocket;\n", - "\n", - " this.supports_binary = (this.ws.binaryType != undefined);\n", - "\n", - " if (!this.supports_binary) {\n", - " var warnings = document.getElementById(\"mpl-warnings\");\n", - " if (warnings) {\n", - " warnings.style.display = 'block';\n", - " warnings.textContent = (\n", - " \"This browser does not support binary websocket messages. \" +\n", - " \"Performance may be slow.\");\n", - " }\n", - " }\n", - "\n", - " this.imageObj = new Image();\n", - "\n", - " this.context = undefined;\n", - " this.message = undefined;\n", - " this.canvas = undefined;\n", - " this.rubberband_canvas = undefined;\n", - " this.rubberband_context = undefined;\n", - " this.format_dropdown = undefined;\n", - "\n", - " this.image_mode = 'full';\n", - "\n", - " this.root = $('
');\n", - " this._root_extra_style(this.root)\n", - " this.root.attr('style', 'display: inline-block');\n", - "\n", - " $(parent_element).append(this.root);\n", - "\n", - " this._init_header(this);\n", - " this._init_canvas(this);\n", - " this._init_toolbar(this);\n", - "\n", - " var fig = this;\n", - "\n", - " this.waiting = false;\n", - "\n", - " this.ws.onopen = function () {\n", - " fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n", - " fig.send_message(\"send_image_mode\", {});\n", - " if (mpl.ratio != 1) {\n", - " fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n", - " }\n", - " fig.send_message(\"refresh\", {});\n", - " }\n", - "\n", - " this.imageObj.onload = function() {\n", - " if (fig.image_mode == 'full') {\n", - " // Full images could contain transparency (where diff images\n", - " // almost always do), so we need to clear the canvas so that\n", - " // there is no ghosting.\n", - " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", - " }\n", - " fig.context.drawImage(fig.imageObj, 0, 0);\n", - " };\n", - "\n", - " this.imageObj.onunload = function() {\n", - " fig.ws.close();\n", - " }\n", - "\n", - " this.ws.onmessage = this._make_on_message_function(this);\n", - "\n", - " this.ondownload = ondownload;\n", - "}\n", - "\n", - "mpl.figure.prototype._init_header = function() {\n", - " var titlebar = $(\n", - " '
');\n", - " var titletext = $(\n", - " '
');\n", - " titlebar.append(titletext)\n", - " this.root.append(titlebar);\n", - " this.header = titletext[0];\n", - "}\n", - "\n", - "\n", - "\n", - "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n", - "\n", - "}\n", - "\n", - "\n", - "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n", - "\n", - "}\n", - "\n", - "mpl.figure.prototype._init_canvas = function() {\n", - " var fig = this;\n", - "\n", - " var canvas_div = $('
');\n", - "\n", - " canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n", - "\n", - " function canvas_keyboard_event(event) {\n", - " return fig.key_event(event, event['data']);\n", - " }\n", - "\n", - " canvas_div.keydown('key_press', canvas_keyboard_event);\n", - " canvas_div.keyup('key_release', canvas_keyboard_event);\n", - " this.canvas_div = canvas_div\n", - " this._canvas_extra_style(canvas_div)\n", - " this.root.append(canvas_div);\n", - "\n", - " var canvas = $('');\n", - " canvas.addClass('mpl-canvas');\n", - " canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n", - "\n", - " this.canvas = canvas[0];\n", - " this.context = canvas[0].getContext(\"2d\");\n", - "\n", - " var backingStore = this.context.backingStorePixelRatio ||\n", - "\tthis.context.webkitBackingStorePixelRatio ||\n", - "\tthis.context.mozBackingStorePixelRatio ||\n", - "\tthis.context.msBackingStorePixelRatio ||\n", - "\tthis.context.oBackingStorePixelRatio ||\n", - "\tthis.context.backingStorePixelRatio || 1;\n", - "\n", - " mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n", - "\n", - " var rubberband = $('');\n", - " rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n", - "\n", - " var pass_mouse_events = true;\n", - "\n", - " canvas_div.resizable({\n", - " start: function(event, ui) {\n", - " pass_mouse_events = false;\n", - " },\n", - " resize: function(event, ui) {\n", - " fig.request_resize(ui.size.width, ui.size.height);\n", - " },\n", - " stop: function(event, ui) {\n", - " pass_mouse_events = true;\n", - " fig.request_resize(ui.size.width, ui.size.height);\n", - " },\n", - " });\n", - "\n", - " function mouse_event_fn(event) {\n", - " if (pass_mouse_events)\n", - " return fig.mouse_event(event, event['data']);\n", - " }\n", - "\n", - " rubberband.mousedown('button_press', mouse_event_fn);\n", - " rubberband.mouseup('button_release', mouse_event_fn);\n", - " // Throttle sequential mouse events to 1 every 20ms.\n", - " rubberband.mousemove('motion_notify', mouse_event_fn);\n", - "\n", - " rubberband.mouseenter('figure_enter', mouse_event_fn);\n", - " rubberband.mouseleave('figure_leave', mouse_event_fn);\n", - "\n", - " canvas_div.on(\"wheel\", function (event) {\n", - " event = event.originalEvent;\n", - " event['data'] = 'scroll'\n", - " if (event.deltaY < 0) {\n", - " event.step = 1;\n", - " } else {\n", - " event.step = -1;\n", - " }\n", - " mouse_event_fn(event);\n", - " });\n", - "\n", - " canvas_div.append(canvas);\n", - " canvas_div.append(rubberband);\n", - "\n", - " this.rubberband = rubberband;\n", - " this.rubberband_canvas = rubberband[0];\n", - " this.rubberband_context = rubberband[0].getContext(\"2d\");\n", - " this.rubberband_context.strokeStyle = \"#000000\";\n", - "\n", - " this._resize_canvas = function(width, height) {\n", - " // Keep the size of the canvas, canvas container, and rubber band\n", - " // canvas in synch.\n", - " canvas_div.css('width', width)\n", - " canvas_div.css('height', height)\n", - "\n", - " canvas.attr('width', width * mpl.ratio);\n", - " canvas.attr('height', height * mpl.ratio);\n", - " canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n", - "\n", - " rubberband.attr('width', width);\n", - " rubberband.attr('height', height);\n", - " }\n", - "\n", - " // Set the figure to an initial 600x600px, this will subsequently be updated\n", - " // upon first draw.\n", - " this._resize_canvas(600, 600);\n", - "\n", - " // Disable right mouse context menu.\n", - " $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n", - " return false;\n", - " });\n", - "\n", - " function set_focus () {\n", - " canvas.focus();\n", - " canvas_div.focus();\n", - " }\n", - "\n", - " window.setTimeout(set_focus, 100);\n", - "}\n", - "\n", - "mpl.figure.prototype._init_toolbar = function() {\n", - " var fig = this;\n", - "\n", - " var nav_element = $('
')\n", - " nav_element.attr('style', 'width: 100%');\n", - " this.root.append(nav_element);\n", - "\n", - " // Define a callback function for later on.\n", - " function toolbar_event(event) {\n", - " return fig.toolbar_button_onclick(event['data']);\n", - " }\n", - " function toolbar_mouse_event(event) {\n", - " return fig.toolbar_button_onmouseover(event['data']);\n", - " }\n", - "\n", - " for(var toolbar_ind in mpl.toolbar_items) {\n", - " var name = mpl.toolbar_items[toolbar_ind][0];\n", - " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", - " var image = mpl.toolbar_items[toolbar_ind][2];\n", - " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", - "\n", - " if (!name) {\n", - " // put a spacer in here.\n", - " continue;\n", - " }\n", - " var button = $('');\n", - " button.click(method_name, toolbar_event);\n", - " button.mouseover(tooltip, toolbar_mouse_event);\n", - " nav_element.append(button);\n", - " }\n", - "\n", - " // Add the status bar.\n", - " var status_bar = $('');\n", - " nav_element.append(status_bar);\n", - " this.message = status_bar[0];\n", - "\n", - " // Add the close button to the window.\n", - " var buttongrp = $('
');\n", - " var button = $('');\n", - " button.click(function (evt) { fig.handle_close(fig, {}); } );\n", - " button.mouseover('Stop Interaction', toolbar_mouse_event);\n", - " buttongrp.append(button);\n", - " var titlebar = this.root.find($('.ui-dialog-titlebar'));\n", - " titlebar.prepend(buttongrp);\n", - "}\n", - "\n", - "mpl.figure.prototype._root_extra_style = function(el){\n", - " var fig = this\n", - " el.on(\"remove\", function(){\n", - "\tfig.close_ws(fig, {});\n", - " });\n", - "}\n", - "\n", - "mpl.figure.prototype._canvas_extra_style = function(el){\n", - " // this is important to make the div 'focusable\n", - " el.attr('tabindex', 0)\n", - " // reach out to IPython and tell the keyboard manager to turn it's self\n", - " // off when our div gets focus\n", - "\n", - " // location in version 3\n", - " if (IPython.notebook.keyboard_manager) {\n", - " IPython.notebook.keyboard_manager.register_events(el);\n", - " }\n", - " else {\n", - " // location in version 2\n", - " IPython.keyboard_manager.register_events(el);\n", - " }\n", - "\n", - "}\n", - "\n", - "mpl.figure.prototype._key_event_extra = function(event, name) {\n", - " var manager = IPython.notebook.keyboard_manager;\n", - " if (!manager)\n", - " manager = IPython.keyboard_manager;\n", - "\n", - " // Check for shift+enter\n", - " if (event.shiftKey && event.which == 13) {\n", - " this.canvas_div.blur();\n", - " event.shiftKey = false;\n", - " // Send a \"J\" for go to next cell\n", - " event.which = 74;\n", - " event.keyCode = 74;\n", - " manager.command_mode();\n", - " manager.handle_keydown(event);\n", - " }\n", - "}\n", - "\n", - "mpl.figure.prototype.handle_save = function(fig, msg) {\n", - " fig.ondownload(fig, null);\n", - "}\n", - "\n", - "\n", - "mpl.find_output_cell = function(html_output) {\n", - " // Return the cell and output element which can be found *uniquely* in the notebook.\n", - " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n", - " // IPython event is triggered only after the cells have been serialised, which for\n", - " // our purposes (turning an active figure into a static one), is too late.\n", - " var cells = IPython.notebook.get_cells();\n", - " var ncells = cells.length;\n", - " for (var i=0; i= 3 moved mimebundle to data attribute of output\n", - " data = data.data;\n", - " }\n", - " if (data['text/html'] == html_output) {\n", - " return [cell, data, j];\n", - " }\n", - " }\n", - " }\n", - " }\n", - "}\n", - "\n", - "// Register the function which deals with the matplotlib target/channel.\n", - "// The kernel may be null if the page has been refreshed.\n", - "if (IPython.notebook.kernel != null) {\n", - " IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n", - "}\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(figsize=(10,10))\n", - "\n", - "ax1 = plt.subplot2grid((2,2), (0,0), rowspan=1, colspan=1)\n", - "ax2 = plt.subplot2grid((2,2), (0,1), rowspan=1, colspan=1)\n", - "ax3 = plt.subplot2grid((2,2), (1,0), rowspan=1, colspan=1)\n", - "ax4 = plt.subplot2grid((2,2), (1,1), rowspan=1, colspan=1)\n", - "\n", - "ax1.scatter(x= \"NPHI\", y= \"RHOB\", data= well, marker=\"s\", alpha= 0.2)\n", - "ax1.set_ylim(3, 1.8)\n", - "ax1.set_ylabel(\"RHOB (g/cc)\")\n", - "ax1.set_xlabel(\"NPHI (dec)\")\n", - "\n", - "\n", - "ax2.scatter(x= \"GR\", y= \"RHOB\", data= well, marker=\"p\", alpha= 0.2)\n", - "ax1.set_ylim(3, 1.8)\n", - "ax2.set_ylabel(\"RHOB (g/cc)\")\n", - "ax2.set_xlabel(\"GR (API)\")\n", - "\n", - "ax3.scatter(x= \"DT\", y= \"RHOB\", data= well, marker=\"*\", alpha= 0.2)\n", - "ax3.set_ylim(3, 1.8)\n", - "ax3.set_ylabel(\"RHOB (g/cc)\")\n", - "ax3.set_xlabel(\"DT (us/ft)\")\n", - "\n", - "ax4.scatter(x= \"GR\", y= \"DT\", data= well, marker=\"D\", alpha= 0.2)\n", - "ax4.set_ylabel(\"DT (us/ft)\")\n", - "ax4.set_xlabel(\"GR (API)\")\n", - "\n", - "\n", - "plt.tight_layout()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3.6.4 64-bit ('base': conda)", - "language": "python", - "name": "python36464bitbaseconda57932f4328ed418c8f3e34148e4838c8" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.4" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3 - Displaying Histograms and Crossplots" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Created by: Andy McDonald" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The following tutorial illustrates how to display well data from a LAS file on histograms and crossplots." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Loading Well Data from CSV" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The following cells load data in from a CSV file and replace the null values (-999.25) with Not a Number (NaN) values. More detail can be found in 1. Loading and Displaying Well Data From CSV." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "#moved matplotlib interactive feature to import cell\n", + "%matplotlib widget\n", + "\n", + "import warnings \n", + "warnings.filterwarnings('ignore') #added to squelch warnings\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "well = pd.read_csv(\"data/L0509WellData.csv\", header=0) #demo file requires header=0" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " DEPTH GR DT RHOB DRHO NPHI\n", + "0 4609.8008 89.059479 -999.000000 2.483700 0.018494 0.129119\n", + "1 4609.9008 90.721848 -999.000000 2.489308 0.013656 0.108034\n", + "2 4610.0008 90.709061 -999.000000 2.501088 0.011289 0.085650\n", + "3 4610.1008 89.568954 66.223099 2.515450 0.008615 0.070332\n", + "4 4610.2008 88.169571 66.705551 2.530982 0.005628 0.065343\n", + "... ... ... ... ... ... ...\n", + "1916 4801.4000 64.081604 62.997536 2.633956 -0.011572 0.098748\n", + "1917 4801.5000 56.813217 63.321045 2.630827 -0.016982 0.107114\n", + "1918 4801.6000 51.935394 63.320381 2.629536 -0.019666 0.114182\n", + "1919 4801.7000 49.111427 63.369019 2.629349 -0.020681 0.116993\n", + "1920 4801.8000 47.201782 63.742027 2.629603 -0.021464 0.116822\n", + "\n", + "[1921 rows x 6 columns]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "well" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "well.replace(-999.25, np.nan, inplace=True)\n", + "well.replace(-999.00, np.nan, inplace=True) #added line because demo file has dt with -999.00 instead of -999.25" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " DEPTH GR DT RHOB DRHO NPHI\n", + "0 4609.8008 89.059479 NaN 2.483700 0.018494 0.129119\n", + "1 4609.9008 90.721848 NaN 2.489308 0.013656 0.108034\n", + "2 4610.0008 90.709061 NaN 2.501088 0.011289 0.085650\n", + "3 4610.1008 89.568954 66.223099 2.515450 0.008615 0.070332\n", + "4 4610.2008 88.169571 66.705551 2.530982 0.005628 0.065343\n", + "... ... ... ... ... ... ...\n", + "1916 4801.4000 64.081604 62.997536 2.633956 -0.011572 0.098748\n", + "1917 4801.5000 56.813217 63.321045 2.630827 -0.016982 0.107114\n", + "1918 4801.6000 51.935394 63.320381 2.629536 -0.019666 0.114182\n", + "1919 4801.7000 49.111427 63.369019 2.629349 -0.020681 0.116993\n", + "1920 4801.8000 47.201782 63.742027 2.629603 -0.021464 0.116822\n", + "\n", + "[1921 rows x 6 columns]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "well" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Displaying data on a histogram" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Displaying a simple histogram can be done by calling the .hist function on the well dataframe and specifying the column." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[]], dtype=object)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "ebcacc3ee5e14362bf7e1628fc433f70", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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ihF566SV98cUXSklJ0aRJk/TKK68oLi7OP37jxo2Kjo7WvHnz1NzcrClTpmj79u2KiorqzcMBAADoVRFZAK/0uZWYmBjt27fvivsZNGiQioqKVFRU1FNTAwAA6PP6xe8BBAAAQPdRAAEAAAwTkS8BAz3p+pWvhXsKQfto/YxwTwEAEMG4AggAAGAYCiAAAIBhKIAAAACGoQACAAAYhgIIAABgGAogAACAYSiAAAAAhqEAAgAAGIYCCAAAYBgKIAAAgGEogAAAAIahAAIAABiGAggAAGAYCiAAAIBhKIAAAACGoQACAAAYhgIIAABgGAogAACAYSiAAAAAhqEAAgAAGIYCCAAAYBgKIAAAgGEogAAAAIahAAIAABiGAggAAGAYCiAAAIBhosM9AQCA2a5f+Vq4pxC0j9bPCPcUgGvCFUAAAADDUAABAAAMQwEEAAAwDAUQAADAMBRAAAAAw1AAAQAADEMBBAAAMAwFEAAAwDAUQAAAAMNQAAEAAAxDAQQAADAMBRAAAMAwFEAAAADDUAABAAAMEx3uCQBAX3X9ytc6rHNEWSr8vpTp3idvqy0Ms7q8j9bPCPcUAEQArgACAAAYhgIIAABgGAogAACAYSKyAK5bt05jx45VXFychg0bpjlz5uj9998PGGNZltxut1wul2JiYjRx4kSdOnUqYIzX61Vubq6SkpI0ePBgzZ49W+fOnevNQwEAAOh1EVkAS0tLtWTJEh0+fFgej0cXL15UTk6OLly44B9TWFioDRs2aPPmzTpy5IicTqeys7PV0NDgH5OXl6fdu3erpKREZWVlamxs1MyZM9Xa2hqOwwIAAOgVEfkp4L179wYsb9u2TcOGDVNFRYXuvPNOWZalTZs2afXq1Zo7d64kaceOHUpOTlZxcbEWL16suro6bd26VS+//LKmTp0qSdq5c6dSU1N14MABTZs2rdePCwAAoDdEZAG8VF1dnSQpMTFRklRZWanq6mrl5OT4xzgcDk2YMEHl5eVavHixKioq5PP5Asa4XC5lZmaqvLy80wLo9Xrl9Xr9y/X19ZIkn88nn8/X48flGGAFfMWVmZJZT51v7fsJxfnbHziiOp5Hff0c62v/lt05xzrLua8LZc48LoNzNXmRrWSzLCvyHnlfY1mWfvzjH6u2tlZvvfWWJKm8vFy33367PvnkE7lcLv/Yhx56SGfOnNG+fftUXFysBx54IKDQSVJOTo7S09P1wgsvdPhebrdba9eu7bC+uLhYsbGxPXxkAAAgFJqamjR//nzV1dUpPj4+3NMJi4i/Arh06VK9++67Kisr67DNZgv8Ja2WZXVYd6nLjVm1apXy8/P9y/X19UpNTVVOTk5ITqCsJ/fql2PatOboAHnb+t4vnO2LHAMsIzI76e6Ztyj4fD55PB5lZ2fLbrf3yD77k0z3vg7r+vo51lPnRk/pzjnWWc59XShz5nEZnKvJq/0VPJNFdAHMzc3Vnj17dOjQIQ0fPty/3ul0SpKqq6uVkpLiX19TU6Pk5GT/mJaWFtXW1mrIkCEBY8aPH9/p93M4HHI4HB3W2+32kDxI259cvG22PvkXB/qy/p5ZT59voTqHI93lzqG+eo711X/Hy51jfTHHK+mNnHlcBieYvMg1Qj8FbFmWli5dql27dumNN95Qenp6wPb09HQ5nU55PB7/upaWFpWWlvrLXVZWlux2e8CYqqoqnTx5sssCCAAA0B9E5BXAJUuWqLi4WL/73e8UFxen6upqSVJCQoJiYmJks9mUl5engoICZWRkKCMjQwUFBYqNjdX8+fP9YxctWqRly5Zp6NChSkxM1PLlyzVq1Cj/p4IBAAD6o4gsgFu2bJEkTZw4MWD9tm3bdP/990uSVqxYoebmZj3yyCOqra3VuHHjtH//fsXFxfnHb9y4UdHR0Zo3b56am5s1ZcoUbd++XVFRUb11KAAAAL0uIgtgdz64bLPZ5Ha75Xa7uxwzaNAgFRUVqaioqAdnBwAA0LdF5HsAAQAAcPUogAAAAIahAAIAABiGAggAAGAYCiAAAIBhKIAAAACGichfAwMA6Nz1K18L9xQCOKIsFX7/q7/3G4l/8g3or7gCCAAAYBgKIAAAgGEogAAAAIahAAIAABiGAggAAGAYCiAAAIBhKIAAAACGoQACAAAYhgIIAABgGAogAACAYSiAAAAAhqEAAgAAGIYCCAAAYBgKIAAAgGEogAAAAIahAAIAABiGAggAAGAYCiAAAIBhKIAAAACGoQACAAAYhgIIAABgGAogAACAYSiAAAAAhqEAAgAAGIYCCAAAYBgKIAAAgGEogAAAAIahAAIAABiGAggAAGAYCiAAAIBhKIAAAACGoQACAAAYJjrcEwAQvOtXvtYj+3FEWSr8vpTp3idvq61H9tmVj9bPCOn+AQDdxxVAAAAAw1AAAQAADEMBBAAAMAwFEAAAwDAUQAAAAMNQAAEAAAxDAQQAADBMRBbAQ4cOadasWXK5XLLZbHr11VcDtt9///2y2WwBt1tvvTVgjNfrVW5urpKSkjR48GDNnj1b586d68WjAAAACI+ILIAXLlzQ6NGjtXnz5i7H/PCHP1RVVZX/9vrrrwdsz8vL0+7du1VSUqKysjI1NjZq5syZam1tDfX0AQAAwioi/xLI9OnTNX369MuOcTgccjqdnW6rq6vT1q1b9fLLL2vq1KmSpJ07dyo1NVUHDhzQtGnTenzOAAAAfUVEXgHsjoMHD2rYsGEaOXKkHnzwQdXU1Pi3VVRUyOfzKScnx7/O5XIpMzNT5eXl4ZguAABAr4nIK4BXMn36dN19991KS0tTZWWl1qxZo8mTJ6uiokIOh0PV1dUaOHCghgwZEnC/5ORkVVdXd7lfr9crr9frX66vr5ck+Xw++Xy+Hj8OxwAr4CuujMyC05t5heIxEmqOqI65cI4Fp7/mFcrzuX3fkfiYCYeryYtsJZtlWRH9qLTZbNq9e7fmzJnT5ZiqqiqlpaWppKREc+fOVXFxsR544IGAMidJ2dnZGjFihJ5//vlO9+N2u7V27doO64uLixUbG3tNxwEAAHpHU1OT5s+fr7q6OsXHx4d7OmHRL68AXiolJUVpaWk6ffq0JMnpdKqlpUW1tbUBVwFramo0fvz4LvezatUq5efn+5fr6+uVmpqqnJyckJxAWU/u1S/HtGnN0QHyttl6fP/9kWOARWZB6M28Troj7721me59HdZxjgWnv+YVyvPZ5/PJ4/EoOztbdrs9ZN+nv7iavNpfwTOZEQXw888/19mzZ5WSkiJJysrKkt1ul8fj0bx58yR9dZXw5MmTKiws7HI/DodDDoejw3q73R6SB2n7D0tvm03e1v7zg7M3kFlweiOvSHwiu1wmnGPB6W959cb5HKrnlv4qmLzINUILYGNjoz788EP/cmVlpY4fP67ExEQlJibK7XbrrrvuUkpKij766CM98cQTSkpK0k9+8hNJUkJCghYtWqRly5Zp6NChSkxM1PLlyzVq1Cj/p4IBAAD6q4gsgEePHtWkSZP8y+0vyy5cuFBbtmzRiRMn9NJLL+mLL75QSkqKJk2apFdeeUVxcXH++2zcuFHR0dGaN2+empubNWXKFG3fvl1RUVG9fjwAAAC9KSIL4MSJE3W5z67s29fxfTuXGjRokIqKilRUVNSTUwMAAOjz+u3vAQQAAEDnKIAAAACGiciXgAFEnutXvhbuKQAA/h9XAAEAAAxDAQQAADAMBRAAAMAwFEAAAADDUAABAAAMQwEEAAAwDAUQAADAMPweQAAAghTK32vpiLJU+H0p071P3lZbj+33o/UzemxfiHxcAQQAADAMBRAAAMAwFEAAAADDUAABAAAMQwEEAAAwDAUQAADAMBRAAAAAw1AAAQAADEMBBAAAMAwFEAAAwDAUQAAAAMNQAAEAAAxDAQQAADAMBRAAAMAwFEAAAADDUAABAAAMQwEEAAAwDAUQAADAMBRAAAAAw1AAAQAADEMBBAAAMAwFEAAAwDAUQAAAAMNQAAEAAAxDAQQAADAMBRAAAMAwFEAAAADDUAABAAAMQwEEAAAwDAUQAADAMBRAAAAAw1AAAQAADEMBBAAAMAwFEAAAwDAUQAAAAMNQAAEAAAxDAQQAADBMRBbAQ4cOadasWXK5XLLZbHr11VcDtluWJbfbLZfLpZiYGE2cOFGnTp0KGOP1epWbm6ukpCQNHjxYs2fP1rlz53rxKAAAAMIjIgvghQsXNHr0aG3evLnT7YWFhdqwYYM2b96sI0eOyOl0Kjs7Ww0NDf4xeXl52r17t0pKSlRWVqbGxkbNnDlTra2tvXUYAAAAYREd7glcjenTp2v69OmdbrMsS5s2bdLq1as1d+5cSdKOHTuUnJys4uJiLV68WHV1ddq6datefvllTZ06VZK0c+dOpaam6sCBA5o2bVqvHQsAAEBvi8gCeDmVlZWqrq5WTk6Of53D4dCECRNUXl6uxYsXq6KiQj6fL2CMy+VSZmamysvLuyyAXq9XXq/Xv1xfXy9J8vl88vl8PX4sjgFWwFdcGZkFh7yCR2bBIa/ghSqzUDxP9QXtxxXM8fXXLILR7wpgdXW1JCk5OTlgfXJyss6cOeMfM3DgQA0ZMqTDmPb7d2bdunVau3Zth/X79+9XbGzstU69g1+Oaf/a1uP77u/ILDjkFTwyCw55Ba+nM3v99dd7dH99jcfj6fbYpqamEM4kMvS7AtjOZrMFLFuW1WHdpa40ZtWqVcrPz/cv19fXKzU1VTk5OYqPj7+2CXci68m9+uWYNq05OkDetsvPHV9xDLDILAjkFTwyCw55BS9UmZ1098+3N/l8Pnk8HmVnZ8tut3frPu2v4Jms3xVAp9Mp6aurfCkpKf71NTU1/quCTqdTLS0tqq2tDbgKWFNTo/Hjx3e5b4fDIYfD0WG93W7v9kkXjPYHvrfNJm8rPziDQWbBIa/gkVlwyCt4PZ1ZKJ6n+pJgnov7exbdEZGfAr6c9PR0OZ3OgEvBLS0tKi0t9Ze7rKws2e32gDFVVVU6efLkZQsgAABAfxCRVwAbGxv14Ycf+pcrKyt1/PhxJSYm6rrrrlNeXp4KCgqUkZGhjIwMFRQUKDY2VvPnz5ckJSQkaNGiRVq2bJmGDh2qxMRELV++XKNGjfJ/KhgAAKC/isgCePToUU2aNMm/3P6+vIULF2r79u1asWKFmpub9cgjj6i2tlbjxo3T/v37FRcX57/Pxo0bFR0drXnz5qm5uVlTpkzR9u3bFRUV1evHAwAA0JsisgBOnDhRltX1x+NtNpvcbrfcbneXYwYNGqSioiIVFRWFYIYAAAB9V797DyAAAAAujwIIAABgGAogAACAYSiAAAAAhqEAAgAAGIYCCAAAYBgKIAAAgGEogAAAAIahAAIAABiGAggAAGAYCiAAAIBhKIAAAACGoQACAAAYhgIIAABgGAogAACAYSiAAAAAhqEAAgAAGIYCCAAAYBgKIAAAgGEogAAAAIahAAIAABiGAggAAGAYCiAAAIBhKIAAAACGoQACAAAYhgIIAABgGAogAACAYSiAAAAAhqEAAgAAGIYCCAAAYBgKIAAAgGEogAAAAIahAAIAABiGAggAAGAYCiAAAIBhKIAAAACGoQACAAAYhgIIAABgGAogAACAYSiAAAAAhqEAAgAAGIYCCAAAYBgKIAAAgGEogAAAAIahAAIAABiGAggAAGAYCiAAAIBh+m0BdLvdstlsATen0+nfblmW3G63XC6XYmJiNHHiRJ06dSqMMwYAAOgd/bYAStJNN92kqqoq/+3EiRP+bYWFhdqwYYM2b96sI0eOyOl0Kjs7Ww0NDWGcMQAAQOj16wIYHR0tp9Ppv33zm9+U9NXVv02bNmn16tWaO3euMjMztWPHDjU1Nam4uDjMswYAAAitfl0AT58+LZfLpfT0dN1zzz364x//KEmqrKxUdXW1cnJy/GMdDocmTJig8vLycE0XAACgV0SHewKhMm7cOL300ksaOXKkPv30U/3qV7/S+PHjderUKVVXV0uSkpOTA+6TnJysM2fOdLlPr9crr9frX66vr5ck+Xw++Xy+Hj8GxwAr4CuujMyCQ17BI7PgkFfwQpVZKJ6n+oL24wrm+PprFsGwWZZlxKPywoULGjFihFasWKFbb71Vt99+u86fP6+UlBT/mAcffFBnz57V3r17O92H2+3W2rVrO6wvLi5WbGxsyOYOAAB6TlNTk+bPn6+6ujrFx8eHezph0W+vAF5q8ODBGjVqlE6fPq05c+ZIkqqrqwMKYE1NTYergl+3atUq5efn+5fr6+uVmpqqnJyckJxAWU/u1S/HtGnN0QHyttl6fP/9kWOARWZBIK/gkVlwyCt4ocrspHtaj+2rL/H5fPJ4PMrOzpbdbu/WfdpfwTOZMQXQ6/Xqvffe0w9+8AOlp6fL6XTK4/HolltukSS1tLSotLRUTz/9dJf7cDgccjgcHdbb7fZun3RBzfn/H/jeNpu8rfzgDAaZBYe8gkdmwSGv4PV0ZqF4nupLgnku7u9ZdEe/LYDLly/XrFmzdN1116mmpka/+tWvVF9fr4ULF8pmsykvL08FBQXKyMhQRkaGCgoKFBsbq/nz54d76gAAACHVbwvguXPndO+99+qzzz7TN7/5Td166606fPiw0tLSJEkrVqxQc3OzHnnkEdXW1mrcuHHav3+/4uLiwjxzAACA0Oq3BbCkpOSy2202m9xut9xud+9MCAAAoI/o178HEAAAAB1RAAEAAAxDAQQAADAMBRAAAMAwFEAAAADDUAABAAAMQwEEAAAwDAUQAADAMBRAAAAAw1AAAQAADEMBBAAAMAwFEAAAwDAUQAAAAMNQAAEAAAxDAQQAADAMBRAAAMAwFEAAAADDUAABAAAMQwEEAAAwDAUQAADAMBRAAAAAw1AAAQAADEMBBAAAMAwFEAAAwDDR4Z4AAAAIvetXvhbuKQTto/Uzwj2FfosrgAAAAIahAAIAABiGAggAAGAYCiAAAIBhKIAAAACGoQACAAAYhgIIAABgGAogAACAYSiAAAAAhqEAAgAAGIYCCAAAYBgKIAAAgGEogAAAAIahAAIAABiGAggAAGAYCiAAAIBhKIAAAACGoQACAAAYhgIIAABgGAogAACAYSiAAAAAhqEAAgAAGIYCCAAAYBjjC+Bzzz2n9PR0DRo0SFlZWXrrrbfCPSUAAICQMroAvvLKK8rLy9Pq1av1zjvv6Ac/+IGmT5+ujz/+ONxTAwAACBmjC+CGDRu0aNEi/d3f/Z2++93vatOmTUpNTdWWLVvCPTUAAICQiQ73BMKlpaVFFRUVWrlyZcD6nJwclZeXd3ofr9crr9frX66rq5Mk/elPf5LP5+vxOUb7LqipqU3RvgFqbbP1+P77o+g2i8yCQF7BI7PgkFfwyOzPPv/88yuO8fl8ampq0ueffy673d6t/TY0NEiSLMu6pvlFMmML4GeffabW1lYlJycHrE9OTlZ1dXWn91m3bp3Wrl3bYX16enpI5ihJ80O25/6LzIJDXsEjs+CQV/DI7CtJz4R2/w0NDUpISAjtN+mjjC2A7Wy2wP9dWZbVYV27VatWKT8/37/c1tamP/3pTxo6dGiX97kW9fX1Sk1N1dmzZxUfH9/j+++PyCw45BU8MgsOeQWPzIJzNXlZlqWGhga5XK4Qz67vMrYAJiUlKSoqqsPVvpqamg5XBds5HA45HI6AdX/xF38Rqin6xcfH80MgSGQWHPIKHpkFh7yCR2bBCTYvU6/8tTP2QyADBw5UVlaWPB5PwHqPx6Px48eHaVYAAAChZ+wVQEnKz8/XggULNGbMGN1222168cUX9fHHH+vhhx8O99QAAABCxugC+Nd//df6/PPP9eSTT6qqqkqZmZl6/fXXlZaWFu6pSfrqJedf/OIXHV52RtfILDjkFTwyCw55BY/MgkNeV8dmmfwZaAAAAAMZ+x5AAAAAU1EAAQAADEMBBAAAMAwFEAAAwDAUwDBbt26dxo4dq7i4OA0bNkxz5szR+++/HzDGsiy53W65XC7FxMRo4sSJOnXqVJhm3LesW7dONptNeXl5/nXk1dEnn3yin/70pxo6dKhiY2P1V3/1V6qoqPBvJ7NAFy9e1M9//nOlp6crJiZGN9xwg5588km1tbX5x5ic2aFDhzRr1iy5XC7ZbDa9+uqrAdu7k43X61Vubq6SkpI0ePBgzZ49W+fOnevFo+hdl8vM5/Pp8ccf16hRozR48GC5XC7dd999On/+fMA+TMrsSufY1y1evFg2m02bNm0KWG9SXleDAhhmpaWlWrJkiQ4fPiyPx6OLFy8qJydHFy5c8I8pLCzUhg0btHnzZh05ckROp1PZ2dn+P2ZtqiNHjujFF1/UzTffHLCevALV1tbq9ttvl91u1+9//3v9z//8j5555pmAv2JDZoGefvppPf/889q8ebPee+89FRYW6h//8R9VVFTkH2NyZhcuXNDo0aO1efPmTrd3J5u8vDzt3r1bJSUlKisrU2Njo2bOnKnW1tbeOoxedbnMmpqadOzYMa1Zs0bHjh3Trl279MEHH2j27NkB40zK7ErnWLtXX31V//3f/93pn3QzKa+rYqFPqampsSRZpaWllmVZVltbm+V0Oq3169f7x3z55ZdWQkKC9fzzz4drmmHX0NBgZWRkWB6Px5owYYL16KOPWpZFXp15/PHHrTvuuKPL7WTW0YwZM6y//du/DVg3d+5c66c//allWWT2dZKs3bt3+5e7k80XX3xh2e12q6SkxD/mk08+sQYMGGDt3bu31+YeLpdm1pm3337bkmSdOXPGsiyzM+sqr3Pnzlnf+ta3rJMnT1ppaWnWxo0b/dtMzqu7uALYx9TV1UmSEhMTJUmVlZWqrq5WTk6Of4zD4dCECRNUXl4eljn2BUuWLNGMGTM0derUgPXk1dGePXs0ZswY3X333Ro2bJhuueUW/fM//7N/O5l1dMcdd+g///M/9cEHH0iS/vCHP6isrEw/+tGPJJHZ5XQnm4qKCvl8voAxLpdLmZmZxufXrq6uTjabzX+lnswCtbW1acGCBXrsscd00003ddhOXldm9F8C6Wssy1J+fr7uuOMOZWZmSpKqq6slScnJyQFjk5OTdebMmV6fY19QUlKiY8eO6ciRIx22kVdHf/zjH7Vlyxbl5+friSee0Ntvv62f/exncjgcuu+++8isE48//rjq6ur0ne98R1FRUWptbdVTTz2le++9VxLn2eV0J5vq6moNHDhQQ4YM6TCm/f4m+/LLL7Vy5UrNnz9f8fHxksjsUk8//bSio6P1s5/9rNPt5HVlFMA+ZOnSpXr33XdVVlbWYZvNZgtYtiyrwzoTnD17Vo8++qj279+vQYMGdTmOvP6sra1NY8aMUUFBgSTplltu0alTp7Rlyxbdd999/nFk9mevvPKKdu7cqeLiYt100006fvy48vLy5HK5tHDhQv84Muva1WRDfl99IOSee+5RW1ubnnvuuSuONzGziooKPfvsszp27FjQx25iXl3hJeA+Ijc3V3v27NGbb76p4cOH+9c7nU5J6vA/lpqamg7/wzZBRUWFampqlJWVpejoaEVHR6u0tFT/9E//pOjoaH8m5PVnKSkpuvHGGwPWffe739XHH38siXOsM4899phWrlype+65R6NGjdKCBQv0D//wD1q3bp0kMruc7mTjdDrV0tKi2traLseYyOfzad68eaqsrJTH4/Ff/ZPI7Oveeust1dTU6LrrrvM/D5w5c0bLli3T9ddfL4m8uoMCGGaWZWnp0qXatWuX3njjDaWnpwdsT09Pl9PplMfj8a9raWlRaWmpxo8f39vTDbspU6boxIkTOn78uP82ZswY/c3f/I2OHz+uG264gbwucfvtt3f41UIffPCB0tLSJHGOdaapqUkDBgT+eIyKivL/Ghgy61p3ssnKypLdbg8YU1VVpZMnTxqbX3v5O336tA4cOKChQ4cGbCezP1uwYIHefffdgOcBl8ulxx57TPv27ZNEXt0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\n", + "\n", + "First we need to create a list of our curve names." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "cols_to_plot = list(well)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can remove the depth curve from our list and focus on our curves. The same line can be applied to other curves that need removing." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "cols_to_plot.remove(\"DEPTH\")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "6508a1e8184343f78e9d977150faa91a", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Setup the number of rows and columns for our plot\n", + "rows = 3\n", + "cols = 2\n", + "\n", + "fig=plt.figure(figsize=(10,10))\n", + "\n", + "for i, feature in enumerate(cols_to_plot):\n", + " ax=fig.add_subplot(rows,cols,i+1)\n", + " well[feature].hist(bins=20,ax=ax,facecolor='green', alpha=0.6)\n", + " ax.set_title(feature+\" Distribution\")\n", + " ax.set_axisbelow(True)\n", + " ax.grid(color='whitesmoke')\n", + "\n", + "plt.tight_layout() \n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Displaying data on a crossplot (Scatterplot)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As seen in the first notebook, we can display a crossplot by simply doing the following. using the c argument we can add a third curve to colour the data." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "bbc57f93295345749a72b43b46d4272b", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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sR9e0MsoATynkjB+cevWFpo+JoAf7BsSBJi2AQvSXpCkjVDf7xP5Qhg094XJrHGDsDsgaB3kye3cwqDHnoMtnWWMxbS5rPN4hQCmFnnEbvH2LNXyjfVKROwdO+cmhuQa2jAEUPZAAUIj+Muo0a0ZqHA2jTh3w6gx5Yy6wfq77BwQarQ/tUafBlG8emh/YQ4RSChypg12NfaY8I9EX/A0qFlnrCGcUQ3ohrH0aXb0SnOlQNgvGXYQyHINdXSH6TAJAIfpL+bnW7N+alVijKyIDqfOPhtFnDXLlhh6lFIy9EF1+vjX20pGOOgQDD3HwUDaHtcoIoOvWw/wfWGNNtWmtQrLyMahehT75Z4fAlwxJAyO6JwGgEP1E2RzoGb+AXe/Bno8ABcUnwMhTDpmusEORMmzRcWdC9JeVj4EZJnZJNA2VH0P1csifOkgV660+rgQiAeCQJwGgEP1IGQ4oPcN6CCEOSdoMQ/WKxDuVDSo/PQQCQCG6JwGgEEII0ZlSoOygE60prA+RSV0msa2X+3O+GMokDYwQA0w3bkV/eAf6+YvQL16KXvJHawURIcRBQSkDRs2ITwsD1njAUTMGvlL7qk8pYPa9+/jdd9/lggsuoLi4GKUUL7zwQse+YDDIzTffzOTJk0lLS6O4uJivfOUr7N69O6YMv9/PDTfcQF5eHmlpaVx44YXs2rWrP14NkYAEgEIMIN20A+Z/D/YutloXwj7Y8SYs+D462DbY1RNiWNG+OvTaueiFd6A//RO68yz+KV8Ddy6grIeKjOM94kuozLJBqO3BrbW1laOOOor77rsvbl9bWxuffvopP/nJT/j000957rnn2LBhAxdeeGHMcTfeeCPPP/88//jHP3j//fdpaWlh9uzZhMNJkr6LPpEuYCEG0vp/ghlMsFrIXisQHHth8nOFEAnpmlWw/l9Qv9HK3TdmNpSfY7XkJTunaTu8+0MItgGmFeBtfx095ZuosReiUvLQsx6AbfOgZrWVBqb0TNSIIwfuxvpiP1rx4s7fB+eeey7nnntuwn2ZmZnMmzcvZtuf//xnjj/+eHbs2EFpaSmNjY08+uij/P3vf+ess6ysCU899RQlJSW8+eabnHPOOft3HyIpCQCFGEhVy5MnWK1eKQGgEPtI714Ei35pjdvTJgSaYdl90LgVpl2b/MRlD1jrRrePdWtfWnDlX9HFJ6NSclGONBh3sfU45PTPGMCmpqaYrS6XC5erF+sr96CxsRGlFFlZWQAsWbKEYDDIrFmzOo4pLi7myCOP5MMPP5QA8ACQLmAhBlKyPHXKAEfawNZFiEOc1ias+AtWypP2YCfScrX1v+jmisTn+RuhdlXiL2Naw56FB6S+A6qfxgCWlJSQmZnZ8bjrrrv6XDWfz8ctt9zCFVdcgcfjAaCyshKn00l2dnbMsQUFBVRWVvb5miKetAAKMZBGnwWrnyQux5YOQ8nMwaiREIeutipo25tkp4KqpZAxMn6XmWh2b+f9wT5XbajYuXNnR5AG9Ln1LxgMcvnll2OaJg888ECPx2utD4Gk24cmCQCFGEiHXWx1A1cviw4q12EYdwmMOGowazZs6ZpVsOFfUL8B3NlQfh6Un4dSkrz7oGd0l46lm3Qt7hzIKIXmncQnPNaQf0w/VXAw9c9KIB6PJyYA7ItgMMhll13G1q1befvtt2PKLSwsJBAIUF9fH9MKWFVVxUknndQv1xexpAtYiAGkbE6Y8XM48WfW0nGHXQgz70FNvka+5Q4CXfkxvH8rVC2DYIsVEKx4GJbdP9hVE72gUnIgZ0LidC3KDkXTE5+nFEz5v0i+v/ZzI39/5eehPKUHpsIDSZt9f/Sj9uBv48aNvPnmm+Tm5sbsP+aYY3A4HDGTRfbs2cOqVaskADxApAVQiAGmlA2KjrceYtBorWHlI5FnXT7str+BHnsRyjN6wOsl9tG0G+DdmyHYaj1vnwwy7VqUKzPpaSp/GvrU38GGZ6F+vdUqWH4ejD57gCo+tLS0tLBp06aO51u3bmXZsmXk5ORQXFzM5z73OT799FNeeeUVwuFwx7i+nJwcnE4nmZmZXHPNNXzve98jNzeXnJwcvv/97zN58uSOWcGif0kAKIQYnny10Lo7yU5ltQpKAHjQU5ll6LMfhm2vQcMWSMmB0bNQWWN6PjfncDjhtgGo5SAY4DQwixcv5vTTT+94PmfOHACuuuoqbr/9dl566SUApk6dGnPeO++8w8yZMwG49957sdvtXHbZZXi9Xs4880wef/xxbDYZjnEgSAAohBieDEc3Ow+V5b4EgHJnwYTLB7saB5n+GQPYWzNnzrRa1ZOV1ouA0u128+c//5k///nP+3RtsX9kDKAQYlhSrkzIm5xk/JgNik8c+EoJIcQAkQBQCDF8HXUtONKJW+7rqGtRrqxBrJgQfaR1HyeB9KX1UBwKpAtYCDFsqYwS9FkPwfY3oGEzuLJg9NmozJ7HjwlxUBvgMYDi0CMBoBBiWFNOD4z73GBXQwghBpQEgEIchHRrJTRusVJTZB8uOQKFEPtoYCeBiEOPBIBCHER0OABL/wAV70Y3ppegp9+GSk+wpJUQQiTS12TO/ZwIWhx8JAAU4mCy6lGoeC92W2sFLPwJ+sy/oowDnw9LV21Ar3gR6ndCbhnqqEtQuWX9V/6eVeil/4LazeApQk25BFUumf6F6F/SAii6JwGgEAcJHfLCjjeIe+PVprXofdViKEy8tFW/1WHD2+j//RxQ1hrFu1eiV70MF9yJKu97WhS9aQH6tdut1Cs6DE170DsXw0nfQh0tedyEEGKgDIk0MHfddRfHHXccGRkZ5Ofnc/HFF7N+/fpuz3nuuec4++yzGTFiBB6PhxNPPJHXX399gGosRAK+ejCDSXYqaK08oJfXIT/6zd9GZg+GIxvDYJroeb9Bm6G+lW+G0O/+EehcvtXNpBc9gvY29ql8IUSU1rrPDzG0DYkAcMGCBVx33XUsWrSIefPmEQqFmDVrFq2trUnPeffddzn77LN59dVXWbJkCaeffjoXXHABS5cuHcCaC9GJOweMZKtPaEgfZf0r0Ib54V8xH7kU88HzMF/5Cbpmc9+vv2sZBFqJ7/rR0FYHe7v/UtWjmi1WOYmYIdj1qXW1cLDfPnx0oBW98lnM//0A840fozfNQ5vhfilbiINan3IA9nH8oDgkDIku4Ndeey3m+WOPPUZ+fj5Llizh1FNPTXjOH/7wh5jnd955Jy+++CIvv/wy06ZNO1BVFSIpZXejx8yGTc8TE4QpA9KKIX8qOhxCPzcH9q6LvkFvfh+9bRF84UHUiMP2vwI9BUZ9DZyMHr5v1q9H/28uNO8CRyp6zHlw5JdR+7kkm/Y3oV/5LjTuwno9FXrXR7D1XTjz9gEZTymEEAerIdEC2FVjo9WVlJOT0+tzTNOkubl5n84Rot9N/AqUnRu7PFnWeDjpFyhlg83vQuWa2G/nOgzhIHrh3/p27ZFHJV//1pUBBRP6Vn7uGMgoxFp1o4tUF2x7EZorrOfBNlj/H/jwl/t9Ob3in9BUQTSYjvzcuRC2v7/f5QpxaND98BBD2ZBoAexMa82cOXOYMWMGRx55ZK/P+/3vf09rayuXXXZZ0mP8fj9+v7/jeVNTU5/qKoYHbYZg2yL0nlUotwfGn4XKyE94rDLscNS16AlXQNMOcGejMkqiZe1YYi1Xpru0xmkTdnzSp3oqVxqceh36nXsjkzTMjp9q5ndR9v1riesoXxlwxg/QL98cHWcYuReVlQGhrt3PGvZ8gq5dj8o9fN8vuHV+4m4sZaC3vY8qP20/70SIQ4CsBCJ6MOQCwOuvv54VK1bw/vu9/4b/zDPPcPvtt/Piiy+Sn5/4gxmsySZ33HFHf1RTDBPa34x+fg5UbwDDZo1tW/hXOOtW1IRZSc9TriwYkRW/w+5KfrHu9vWSOuqzkDkSvfRZaNgJueWoo7+AGjW1z2UDqJJj4It/Q694Hmq3gqcQNe5U+OgXyc6AmtWwPwFgsjFMnSe5CCHEMDWkAsAbbriBl156iXfffZdRo0b16px//vOfXHPNNTz77LOcddZZ3R576623MmfOnI7nTU1NlJSUdHOGGO70Bw9DzSbrSacxdPrNu2DUVFR68i8ciajDz0Qv+3eCHQZ0E1Du0zXKjkeVHd8vZSUsP7sUddp3O57rQDNWt3CiFgcNzvT9u9Dok2HtSwkCQY0qOWH/yhTiUCGJoEUPhsQYQK01119/Pc899xxvv/025eXlvTrvmWee4eqrr2bu3Lmcf/75PR7vcrnweDwxDzF8aa3RmxdgvjQH85mrMN/6Nbp2S3S/GYZ1ryd/I93w1j5fUxVNgmOviDyxRccK5oxGnfDVfS7vYKCcGVA8PXbcYzubE0buX5JoNeVySMnuUq6C/Ekw5vT9q6wQhwwZAyi6NyRaAK+77jrmzp3Liy++SEZGBpWVVr60zMxMUlJSAKv1rqKigieffBKwgr+vfOUr/PGPf+SEE07oOCclJYXMzMzBuRFxcNAmmLWgfWCkg8qCBGvx6o8egaVzo+PlGivQm96CC34LeYeh174M4UDiayiF9jV3TIfQVSth06vgrYOscsgZDQ4X5E5GpYyIOdWY8S10+Uno9W9CoA1VMg0OPwvVD13Ag+aY6+GdH0LL7si4QBMMG5xwK2o/WwBVah5c9BB61b9hx0Kwu1BjzoCJF6Jsjn6+gf2jQz6oWAj+JqubO0fWfRZCDAylh0C2x2RvmI899hhXX301AFdffTXbtm1j/vz5AMycOZMFCxbEnXPVVVfx+OOP9+q6TU1NZGZm0tjYKK2BQ4XZCsElVvDXTnnAeTSo6CQI3bQb/fSXEhSgIKsE8EFbLXiDSb9Iq9l3ocpPQq/9Nyz9a/zkjnQX2G1QNhsmftWaRDGE6XAAKj6Euo3gzobRZ6BShu6sfL13Obz/cwi20tEFXnA0nPJTlN092NUTB8BAfGa0X6NhxY/xZOz/71FTs4+sKb+Sz7chbEi0APYmhu0a1LUHgkIAkYkBZiT483fZ1wzBVVYQ2G77RyQet6ahYQc4bda/HQYEunQBKwNGjIfR09Ft1bD0kcipXSYmeAOQ4YZtL1t5AEef2/f7PIgpmxNKZ1qPIU4HWuC9n0Go/Xct8ntUtQyW/w2OuXawqiaGCpkFLHowtJsUhOiJ1hDaDoH3IPh2pOUvQVBn1nRpFeyhm6593J/dAKcRTX2nDCibBDOvtrZVLEpeRliDGanLtv/2+pbEIWDHuxBK8LumTdjyOjqcbElAIXrL7IeHGMokABTDW3gThDcAkZaY7gK7zi2DZScnPkZFgr3O5dgNSLFDig1Kc1HFoHY9CWt/AyFv7+rpq+ndceLQ4K21uvwTCfsjwaEQQhw4EgCK4UsHILw9fnvCIFCBSo0+Sx+BOuEbkSeRD3JlWLNW88cnntGqFHjSol293gqghqSDBA0VaTlUkDG6d/ckDg3ZhyXPRZiSC860ga2PGHo00W7g/XoM9g2IA21IjAEUYr/oZpLP0FCxY2BsJaBiZ46qaV+EEYej17wCrTWQfzhq8iXga0D/96bINTp1o3jSID2lUwkmeNfChEtg3XPEjSlMcUSCUQ1jL93/+xQHn+LjwVNqrXvcNU3QpC8N+Qk/YiD0NZWLRIBDnQSAYhjrza+/AbZSsB8W3WS2QHATmDWoXAfq9CvBXhZt9fMUwYX3o5c9DZXLwQZkOiAvK37Gug7B1Kshawys+Tf46sCmwRaIjB/0wISrUAUHLjGzGHjKsKHP+A188qfIOFANLg9MuhLGDu3JPkKIg4MEgOKgoMN+qHof6pdZLW8qFZq2QaARMsdB6QXgbYDWSvCUQP5UMENg2Pe/tUR5rOvotgQ73eCYCkYKqE5/JmYT+D7AGiCtAR8E10C4GlzHd3Qfq9yxqDN/at1bw0rY/IB1figI3jYIhcHugKx8WP93WP4qBJqtY+wpMPVLUDId0kdZ6wPvBx1sgoYlEGqClFLwTN7vskT/U+5sOOVnaH8TBFogLV/+f0T/kZVARA/k3UYMOh32w+q7oXWbtcHvg1AoekDlR7DpnUiXrEIHQhAwIBgAuxs9/jOo465BOVNjy61cjd74NoT9qFHHQPkpKFunX3mlwD7FSv1CkGgXrB0cR4GREV/ZwHragz/t90J9FbjckKVRZjXY8tHBeghUgi0NXCWQOQnSyqBhEzQ1dCorDBVboWZl7DVCXlj8COROQHnK4l+vQBPsfBOat4E7B0adhUqPXfpQN62C7X+LvIkbQBicI9Bjv4NySE6vg4lyeazWPyH6k6SBET2QAFAMvr3vQGtkMoYZjg3+tIbWto43Ix0IQWun/SEfrH0JXbsRLvgDShnWEm0LH4Jl/+yYoKHXvAIFk+DC36Ecncbh6RCYTvDviSTkdUDKFOgSTHYwq9DahBXvw8Zl0W/JGTnoGU5QXmhdFT3eng35l8FhN8AHN8SX1+qP3wZWd/Ka56DwqJjNunk7fPSTSF2xgtitL6OPuhFVfIp1TLgNtj/eaZJB5GegFiqehbJrEl9TCCHEsCEjjcXgq/mEjgHH4S4zI8NmRy48rTV4E8yc1CbsXQ0Vn1rPdy+3gj+wgqD2QKhqLXrpM53KrgP/QmhaAd5qCLVBqBGa34PaF6zgMI6C9Utgw6exXSQt9fDWfVZZnYUaYO/TEPaBvzG+uFCSbhZtQuOO+O0rH4BgGx0DvHWkK3rlfej2oLBxBehEeeRMaFqJDvcy9YwYknSgCb3pefTy+9Ab/4P2Nwx2lcQBIWsBi+5JACgOAt280ZhdAiQzybHKht5rtbzpjW8lzrGmTVj5LNpfaz0PbQB/PZgJ1usN7gbvuvgijEIr+IvboSHgg+qqrjsg3AK+rYnrbU/yJ6gMyCyJLclbA40bSZig1QxC1WLr3+E2opmn4ypqBaNiWNL1G2De12H132D7PFjzOMz7Orp2zWBXTfQ7MzoOcH8ekgh6yJMAUAy+nGl0BCy2LqMSbEmS5XalTZQzMmYv6CVpUBnyw5rfoENeMOujEy8S8W6K36bKwJ+kBU0paEs0oUQBfsg5krg/uTRX4rK0CUd0Sf0STtJd3K49kE0tJ+n92zPBkdl9OWJI0lrD4rujK5DosPUz7IfFv0Eny0sohBiSJAAUg6/wTHDnAwoMA5zO6D6bAQ4rKFRKWcuqAeTmoSZOQk2YCFlZ1nljT7eOGzk1+Qw2TyoEG6B2ET3/+icow5mVfMC+1pCSkmgHOHJhwjXWDN/OrXMOG4wusWYEd2xLhZO+h+oy/o+0QnDlJK9uzmTrZ2oZpE8gYStg4WzJMTdcNWyCtkrif681+GpBWgGHlj4lge7jBBJxSJBJIGLQKXsqevKPYc+bUBfpXk0tg7qV4K2CbJc1EaS1DVIcqMlTUIVF6Ej3sDF2HDqUg0rJts4dfzYs/zfUb4u9kKGgOBcwrEkn2ceAoxr8dYkr5iqPr6sOoQ87EVa/3mWHAQ4X5Od3PQPsWZAyzpqgcvIfYOfrULcUlN9KA5NzFJxwDNRXWoFr/hEouzv+2sqGnng1LLvHuofOH+Sln0GlFUaOU+iya6DyVaj7EEw/uPKh4FxU1tGJ71UMfaFErdP7sF8cYiQRtOieBIDioKDsaVBykfWI0DoMu1+1ZgmntEJhOSpvMtjqrXMMo9P5deDfCu4xKLsLPvsn9P/+D6qqrG+ynlQozkOlRLpcHR5wjAd3NQSbrTF0nRkOMLdBqBDsRdY2MwANL0FpJrSMg+2b6HiTTC+A034CbIPmT+gIzlzFkPfZjlY35cqGwy4HLo9/EYoKe36dimag7emw5T/QtNVKA1N6HpTOij3OcELxxeiiC0GHUYYjSYli2Mg6DAxn4jGvygbZEwa+TuLAMc34MdT7er4Y0iQAFActpWww8gJ08WxrVqtyoGr+YaXsiz8a2taCe4z1zO2B6VfBrheI/yarIe9EUC5IOc1axaPlYwjWWeXYU8CRBsoE7yJI+wwYKWjvWgjVW13Rk45GHzYRGuutlr/is1Hp44Bx6KwZEKwCWzrKkdv/r8uIqTBiau+OVUbidYnFsKMcaejxX4B1f4/fedilKJeMDRViOJEAUBz0lFKgIuMCzWQTIXT8vsKzra7e+k+JjodTUP5lVEqkVU/ZwDkGHKvBkaiVzEQHtkHNJqs1MhxAO1yQPQrlyYf8yJi/4A7g6EiRKWAbvd/3K8QBM/4ycGfDxv9A2x5ILYCxn4UyWX5uyJFE0KIHEgCKQaNDDRBuBXuOFTT1hqsE2pqIb9VT4IpdDUMZdhj3LXTLNmhaBzYX5BwTvxKG1kCCbrH2cre/AnXro9cM+qFqM9oMo7KKosfF3WDAGtOnXB1LxAkxmJRSMHqW9RBDmwSAogcSAIoBp8OtUPdf8LcnOjbQaUdB1kyr27c76ceAd30kSXP7G5QCIxVSJyc8RaWXodNGw5YF6E9+ifbWQ9Fk1JTPozxFVnCmMkDHp4TR/haoi88HCEDdTnRmgdXN6hoT3R5uBu8SCO+N3J4H3NPA0fMYPyGEEGIgSAAoBpTWGmr+DcGaTltNaF1qdcdmzey+AHsW5F0GTQutSR8ocI8Dz0nQTSui/uA+WPWcNR5Om1C3Bb3+NbjoT6i8w8A1EXwfdzlLQVtL8rqYYQh4rXV+UyZGtvmh9S2r9a/juCZoexfSzgB7Xvf3J4QQ/aEjoXMfzhdDmgSAYmD5d0KwOvG+lmVoz0nWDNbuOPIg94JoF0UP3au6drMV/EH0TU2bEPKjP3wAdeE94CixWhUDq0FHxhLa8iC1EFiSvPCM6eA5FlTkTym4NXp+V/41YD+1+3sTQoj+IF3AogcSAIqBFartbqfVfWr0cuZsb8fVbfsw2vLXmTZh91J00ItypICzHByjQbcCDjDc4A6C7RkId11dxICMclTmCbFlhpPkFERDuLt7T3BGOGClcLH3cnykEP1AaxPq11rLJGaUodJH9XySEOKQIwGgGFi27lJNGGBLOwAX3YcJGMqwxgN2PHWgD/82rPsTmKFIIBm28giOvSbB+a7I9RJ8e1bxyZ0T0b4aWP8EVH0MaHRGOYz/MirnyN7fhxD7QbfsgqW/tmYIt2/LPx6m3IiyJVm2UBycTJ187fTeni+GNEkQJvpMa43WIWt8X0/cZWDzEB+UKUg9AmX0LkjaJ2UnJR7PogwYebTV+tcNlXkEHH03jP48FJ4BY6+GaXeiUgriD3YmXodXa43eswG99jF0657489qPC7XBxz+B6k+i5TRvg09/iW7Y0G09hegLbYZhyS/Auzd2R9ViWPfY4FRK7D+to+MA9+shAeBQJwGg2G9aa3TLMtjzEOz6Pez+M7rxA6sLKQmlDMj7nDWZozP3GMg644DUU+WOgcmXRp4Y0Z92N+qka3tXhsODKj4HVXY5Kv+U5K0hthxwR5db63gPrd4Om+bDtpfhve+g61YnPn/3AmtpupjXUFux4Nb/9KquQuyXmk/BV5Pgy5IJFW9bX06EEEOGdAGL/df8MTTOjz43vdD0PoQaIfe8pKcpRw664GsQqIBwCzhGHJAVM2KuedJ1UDQZve5/4G2Awskw5liofRtd8U9IGwVFZ6FSi/t+Mdc4cIxE+7bCpmfQ9bugtcHa1z4we8V96NMesPKydda4kcRdyCY0rO973YRIxltN0uELOgz+BrCnDnClxH6TSSCiBxIAiv2izQA0fZB4Z9tKdOZJqK6tfJ0oFZ+4+UBSSsGY01BjTgNA730PNj6A1QhuQtNGqFyAnjQHlTWp7xc0UqGxEXatSrBTW2OsWnZCRmnsLkdG9DPYMKyJLlpb63I6MhKUJUQ/SR9JwuAPwHCB+8B+SRP9TAJA0QPpAhb7J1hrrc+bjL9i4Oqyj3TIC5ufjDwzoz91GDY+mrALW3tr0eufQn90O3r5n9D1SZJDx15o3/cXnwZoa1k6m80KAm0263n+9J6vKcT+ypkM6aUJ1o5WMPpcmQRyqDHNvj/EkCYtgGL/9DRZ4wBM5tB129ErnofareApQk25CFUwcd8LalgNZqKl3zT4a6F1J6RH1/LVTVvhw1sh5ANM6wNy55voSf+HKp+d/Dq5UxKnnwFwZsVco0N6CbjSIeyLT3PTsqk3dyfEflHKQB/7U1jxB6iLtFwrG5R8Bg67YlDrJoTofxIAiv2iHNloZxEEKontNlJgpFizffuR3rEY/dLNkW6NMOxeiV77Pzj7VtTEz+xjaT19s+2yf8UD0eAPogHdmkfQRSej3NmJi3FmQslMqP3YCgRDQQgErG/Wk76BMhIse1e30lpNJFGOw+ZNaG8VKiW/h/oLsX+UKxuOuwPdttfKA5g2EuWUoQeHJOkCFj2QLmARR4fb0A0L0HseQVc+hm5aZI356ypndqe8fe2za+2Qd3HPa/ruS320iX7rN9bSazrcXknrxzv3ogP7ODsx84joyh1dOTIhLTouT/vqI5MvEgSN2oS9HyW/zta50LQMHC6w28GVAp5smHYjqujkxOeEull6DiDU2v1+IfqBSi1AZU+Q4O9Q1h4A9uUhhjRpARQxdLgV9j5prcjR3rLXWA1t69EFX0J1CpyUIwdd+H/gXWct72bLtHL5dbMm736p3gTNVYn3hXywczGM7f0Sa8qRji77PGx9ho5JIBiAhrFfjg1eux3Hp6zk0Ano1h1Q+Vb7s47DAahfAkWnJS7SMz755WwpkDqym/oIIYQQvSMBoIjV/HFs8AfWv4OV0LoK0qfGHK4MB6RNPqBVCre1dd9UvR+DldXIz6BTimD3PPBVQVoJjDwX5Tks9kB3HqSNhNbdxM+Q1JB/NAnVLSUaXMZUFhpWoc2g9dp1rVdqIbpgBuz9IP56oz+LsvWwTrIQQoB0AYseSQAoYnk3kjQVhHdTXAB4IDWvXM+6OXex5+2FnPXzEbjSjfi8eYYdSpIEYT1QOUdBzlHdH6MU+sj/g4/vAFRk/F8kT0v5Bai0/cwb2N2b67ivgTsfKt6wuoRdeTD6IiicuX/XEqIH2gxB/SoI+yHrcJQza7CrJPrMTDwBbV/OF0OajAEUXSRbN1cxkL8u3u0VLJpxBdVvLyJowvJ/N4EGM2wFTu0/OfEbKLen1+Xq5h3oJXehX/s8+vXL0SvuQ/vquj1HjZgGJ/8WCqZbLYKeciibBdlj0P7axCdlTyXpG2hKJqr1g5ggUGsTXfkGesUtsOy70PwpjPsizHgUpt+LKjo9PvjdB7plN3rbq+gd89CBpv0uRww9um4FfPBtWP5rWHUvfHAtevM/ere0oxAR7777LhdccAHFxcUopXjhhRdi9mutuf322ykuLiYlJYWZM2eyenXsikh+v58bbriBvLw80tLSuPDCC9m1a9cA3sXwIgGgQIe9aO8mtG8HpBxO4iBQQ+rhA1anbX94ArPVSziyIPnOZX7e+VMdu1f6aa4KsXeDn/cerqMu0M2YuS5062748Gao+gTMoJVqpeJtWHgzOtj95AuVNQ6OuQXGzwZ7EzQthW1Pw5Ifone9HH98+mgoOD1BQQbklYJvA4Q6jWvc+SxUPA/BRut5oBZ2/gOq3u5b4KdN9KqHYf63YNXDsOLPMO9q9I439rtMMXRoXw0svxs6//5rE7a/AHveGbR6iX5g6r4/9kFraytHHXUU9913X8L9d999N/fccw/33Xcfn3zyCYWFhZx99tk0Nzd3HHPjjTfy/PPP849//IP333+flpYWZs+eTTgc7tNLIRKTLuBhTGsNje9D4wd0tFbZ0sDIALO9lSjS3ekqg9QJB64ujbvRH/4FNr8PWpOnDKqyIVhjdUhroHZrkIVbG2LOc90/l7wTe9kFvPk/VoqVzt0i2gRvDex8E8Zc3P359ctg1yvtJ0Z/7ngenVaOyj4y9vjyLwI7oakKwiFIyYCsQpTDDSjwbwdHATrQANULEl9zz//Q+TP3f2LNzjdh239j66xD1lJ0mYehMsfsX7liaNj9TuTvIcGH/Y7/QvGBWZ9bDIABHgN47rnncu655yYpSvOHP/yBH//4x1xyySUAPPHEExQUFDB37ly++c1v0tjYyKOPPsrf//53zjrrLACeeuopSkpKePPNNznnnHP2/15EQtICOJy1LIfG94jpqgy3WZNAPDPANRrc5ZBzHoz4XL+mdmmntYnZuB39z2/BxgUQDoAZJKfEz/SbckjNNLodiVLx0tu9v1jN8iRjYjTUJlqyrYvKd0j8J2PA3vlxW5UyUBl5qJETUaWTUSPKIsFfxxHWj9YtJB13qYPQ1ocukG2vkrBFVxkgrYDCV71/+8Sw0dTUFPPw+/37XMbWrVuprKxk1qxZHdtcLhennXYaH374IQBLliwhGAzGHFNcXMyRRx7ZcYzoXxIADmdNiXLY6Y4ceyr/ctSIz6PSJvd78Ke1Ru99E1beAm/NAW9DNMcfVnxidyvKTkuluyuHffvwZpRsIXtlgKMXi9wHGkg8rs+EQH3icp2lJO1Sd5VZ/7T1cO1k9e4NXy0Jg0ttgr/7sY9iGEhNtv6vgtT9nOAkDg7a7PsDKCkpITMzs+Nx11137XNVKisrASgoKIjZXlBQ0LGvsrISp9NJdnZ20mNE/5Iu4OEs1JBkh4Jgsn39pPJV6wHQkHj8nWFT5Ix34kQTQsWEURpQNhuFZydJqJzIqDNg3RPEfeBpM7IGbw/Sy6FtN/FBoAHpSbpS00+A+krQgfZaWz9TjgTHCOuYjHFWAupgU5e6GeAuBHcfPogzx0L1sgR1VuCR7t9hr/g02P681fIe8zuiYfSFg1Ur0R/6qQt4586deDzRiXYu1/6vCd11PLPWuscxzr05RuwfaQEczhyRb1paR77xhaPf/Bw5B+yyOuyDvfOiG+yJ2/i0BtNvYqAjv6i6IwhUgLIbTP7VTb2/cNn5kDc1UoDNegCMPh9G9GIcYfEsq1UvJhRVViqaorMSn2PPgpzPQ+pRYC+wWgQzZ0H6SdESlA3GfAMMp1Vee73sqTDmawDoUGD/ZmUe9nmigWe7SItnqYypGe6UMwum/QRSOrXM2Nww7mpUwUlJzxOHgH6aBOLxeGIe+xMAFhYWAsS15FVVVXW0ChYWFhIIBKivr096jOhf0gI4nHlOgJqXI12vnYOL8D4FgFqHoe5DqF9oLVWWNgbyzkKlJFm1wrfXGtvWriAb6uNbAZWCqsU+2iLBi+r4aUnNzSJ76sSe6xewElsrpwd93E+g+lProexQdBIqu+fJLeFgkIA3FeeEmzC2PxMdl5dWCmOuRKV08wZlS4P06d2Wr9LHoif/Cuo+An8NuIsgaxp65b9h7YsQaIa0AjjqChh/Xq+/EavcSehjfwSrHwHvXmtj1jiYcl3yNYzFsKI8Y9En3AMtO6yZ8RllKNv+t/II0VV5eTmFhYXMmzePadOmARAIBFiwYAG/+c1vADjmmGNwOBzMmzePyy67DIA9e/awatUq7r777kGr+1AmAeBwljYZGj+GQEX8vqrn0aVzUEZ05Qnt3QnNy6yZtKljIX2y1Vq16yloXBo9t3E5NK1El1+HSi231upd+xp616dgd8OY46Fzs/6ITKhvhr0NkejOsFohx5+Jf0IbLHwhYfXbdldT+bd/UPi1yxPu101bYO2j0LDOeu4ZCxO/jso/FvKPjTt+86sLWPTrh6lesQFPaRFH3/BlJn35Ij746R9Z9uAzBFvaSBmRw/E//DqTrvgqDZt24ck5jIyMop5f68710ia0LIPW5WC2gqMIPNNRrlGQH511aS64C7a8TUdw3roX/eG9qKAXjvxcr6+nCqejC44DbxUYDpQ7d5/qK4Y+pRRkjB7saoj+1N6z05fz90FLSwubNm3qeL5161aWLVtGTk4OpaWl3Hjjjdx5552MGzeOcePGceedd5KamsoVV1wBQGZmJtdccw3f+973yM3NJScnh+9///tMnjy5Y1aw6F9KS7bP/dbU1ERmZiaNjY0xYyQOFdoMwvbfAElyLOVdjMqwVsrQNW9A3VtERw2Y4CqG3HNg20MJTlaQWgZFV6GfvR4adlrblGG1OJaUwegMlLJ+/ayUNG1Q74Pck1BjZsCoaWx5+B98+u3bk97D4ceOYcon/4u/N28VfHBTl7FNBhg2OPF3qPRRhHx+Ft/7OKsee47Wqlr8jc1gKLSpreZHrck5vJzGjdvRXZabMwwDFdlWfv5pfObxX5OS17tWU133P2jrnAA1Mi4wGLCC65QycE5Gv3xL4gIcaajL/4WySyuN6Jn21ULzZrCnQ9YElJKRP4NlID4z2q/R8Mrn8aTFLzfZ63Jag2TNfrbXdZ0/fz6nnx6f+/Sqq67i8ccfR2vNHXfcwcMPP0x9fT3Tp0/n/vvv58gjo+mzfD4fP/jBD5g7dy5er5czzzyTBx54gJKSkv2+D5GcBIB9cMgHgKFm2HlPkr0Kss9AZc1A+3bCjkTJPRU4R0LLVpKteqFrRsPKlxJ/Ez36KFRamI41c22pMPZ6VFq0JaJly07+NzbRtz+NQ0FZtsHU2nXxe9c9buUx63pdZUDxGeiJ/8ezZ3+VnQs+tgI+wBapSRgIxd5lwnm8nUcDGg47k752KSf8+NtklCRvEdSBKqh6MsGOyLf1YItVqga9bAU0J54goy58CJV7WMJ9QkBkaMbGJyIJnSNv864cOOK7KM/YQa3bcDWUA0Bx6JGvgsOZLQ2MZClGNDitgbs0LSPxr4qG4F6S5rBDwYa3Ewd/ygbBMij/OhSeC6VXwqRfxgR/AOljShg5o329Xh3zc4QrjHNkYeJLN2xIfF1tQuN6tvx3Pjve+QhtWhNMUgEX4ABSgDRigz57ZFuydMxmMMTKv/yLxyeey4pHniUcDCY+0L+dhOGkUlbrZHtroNIwelSSqwGujOT7hADY8RLs6TSEAMBfDyt+gw61DVq1xABpnwXcl4cY0iQAHMaUMiDrlER7wFkAKZFWArO7XHvt63R0ZUDGkdYKGMmEQ6isaaii81C5JyYdeH70339PQarGbYBdadJsmlEpYdLsmhHfuipx2a4sEv96K3BmsfX19zHs1hBYV3RPzCzj9mBvBDAq8rMg8u+ENdUa3erl3W/cxmMTzqVpx+4El7eTPGAmdl9WJnHBojIg/0hUusyKE8lpbcKu1xPtsZK9Vy0a8DqJAdZPeQDF0CUB4HDnmQ45Z4PRaYWK1MOh8MvRSRqpY0ncxasg9TDIb1/+x4hut6dB0UUw8sgE5wE6jBp9fK+q6C4rYexvbyM73U6+K0yRO0yKHXKvuYK8ZAHgqLOT1FlDydnY3S6IpJfpmtglcgfYgByslr/ObFiBYOc/HhcwDpisYJKCkq07+ffYs3j6pC/w6f1Ps3fVBkI+P6SMS3A1IjlvYlsNleEGu4uOVDMAKbmoU3+Y+J6FaGcGIJRkfWtlA19V4n1CiGFDZgEPc0opyDwJ7TkeQo1gpKC6rkyRMRnq3wP/bqItVJEJHbmzUO6R6LSxUP8xhFshtRyyT7CCyvR6MFT8wuKZ2TB2Ro/1C3t9fPyl77P7+fa8gXacWRkc99idFF48K+l5asQ09NjLYPO/iAZcGsouhIKTOPyydBbf81i3q4wAZDnsEIxtxexIQwO0YgWE4yM/2zk0lIfDbFi4jLcWLiOEJs3lYOyskznn8a9ja3uXju5eHWlFDflir5J5HOrz34Etb6Nbq1DZY6DsVJn8IXpmuMCZFVm9pgsdllU+hoNOufz2+3wxpEkAKABQyg6OxOlBlLKjR33DmgXc9KnVupA6tiP4A1Bph0Fa7KQEXbsUZfOhxxdAVTM0+cCmIDsNRqRCsBlc3eeiW3nL79j94lsx2wINzSy65HqmzJpM4c9uJvXE+JZEbYYgvRgKTwBfHaSXwugLUOnWuLri6Udx7JyvsuSex+LSJLez2W1xwV/M/sjP3Mi/O6fmi0wipghQSjPebpKCH954m0Uj5zP+idsYMWuk1R0XaoOW1VYttIKAF0gHWxG4PKgjPpuwfkIko5RCl8yGzU912WOAMwNGdJ+XUgwB/bQSiBi6JAAUvaJsKTBitvXorUAjKIVKS4Eyd+y+cNha+qybADDs87P1r/8CM74rN6wVVR8sI3DRFyl95V+kHn9Mxz4d9sHSX0LTJjo6alu3WileJnyzo2t75u9uZsx5p/HudXfQvH5r3DUmf+9r1Pzlafz18QPmFZA2toSmzTtxx+2NHKMgTWsmO8zYCSWmyZav/Bz3G0/jOfVMq85ZlVC3ELa/BYEmYC/U/B7SStBHfg/lOnArs4ghauQ5VmL2Ha9EE6+nlcAR10miZyGEjAEUB5AzA2yRdjKlog8Amz12+akEgg1NmN5kE1A0wUj6wppf3xu7a8d/oWlz5IlJx1jAPfOh9tOOw5RSjD7zRL606hWOu+MGXNmZAKTk53Li3T/ghFuu5PCT4/9ElAGpOQ4+v+IlzvrrLwnZEv8ZaQ12m7V8XaLWwd33/DW60VkAe5ZCoMu4rdYKWHt/ktdADAe6tQK94W/oJT9Br/4jun5Vr85TSqHKLoWT7oejboNjfw3H/BIl3b/Dg0wCET2QFkDRb7S3GqoXQsgLGWVQszDxgSoy31Z1/+vnzMvGmZNJoK4xUSG4bBrCJt5Fn8TuqnyPpDOT9y6EvGNit9rtHPfT6znmx98m2NKGMyMNZRjola9y2MluQn6T9QvarJzSQE6pnWmfTWfTs88x/5ePEjRN8rGCuq4rtIUMjVsBaCvTS2S/oaFtxdroga07oGVbgjqb0LQR3VqBSkuytJ4YsnT9Glh5d+TD2ISW7VDzCXrsl1Cjzu3xfABlT4Wsnpc7FEOMdAGLHkgAKPqF3vMObHwca8aqAqcDzCQrjFhnWIPRu/kVNOx2xt/yf6z64W/jzs3IVBSMdRJqCWGSHrvbDCS/ZjcpbQybDVdmp/x6NgfKUEw8N50J52dghjRhn2bbej+PPNBAyP8L2jP3bQHKI/9uDwRrAIdWpGqN3QY2I/qeqhTQUEtg526cJcXgr0taL8DaLwHgsKK1ho1/I3at7kirzJZn0PknoZyZg1U9cbDTfZwEIgHgkCcBoOgz7d0bCf4is1mdbsjIsfpKaxPkwkNBxmG9Goc0/vvXYHp9rP/1Xwh7/SgbHHOZh1HTU1GR5rRgMAvdUoVKz7dOyp1qdffGdWFoyJ7c+/vKGw1uG1brncLmVCi7xlNgR4U1rsgdK6AeqAOytTUhpEWDD0gLK4ptJu29xDEthKEwFbf/jvJH74HUbpI+oyT4G468e8FbmXifNqFuORSeOrB1EkIMGTIGUPTd3g/omEerbJA/GtKyITUTUhKsWKEMKLusV0UrpZj40+uZXb2IY27+Mqd8PjUm+ANwOJvQL/7ASn4LMPpisKUQ++utrCCrqMsHZrgNvOvBuwFMKw2LNk22vfkhex693Wpv6RS1GYaisNTJxGnujiyDocgjjNXqtxfwYrXVtGhFXbKeGNOk4fn/obVGpYyAvONJmJEw/ySZBDIsSQuM6AMZAyh6IAGg6JEOVKPr5qPr3kH7E7RIhFqjQVJhqZW0uH3CR94oyMoHu9MK/FwpMPYLkBY7EF0Hg5gtrZihEL6ly/Et/hQdiHbl2tNSGf3zOeTMyIkJ/qyTTajbBjuXAKBS8uHYX0L6KDoCKpsNUnMg7I2e17IEqh+DxnnQ+AZUPYZ/77v875pv8+zsr5PJTmvMXpfLmWFN2UQXJlYrX5D49VDa3zo14EUl/Sg3AwH8Tc3Wk8O/AYWnWEE0WD8LT4PxX01ythjSUgrBXUDipQMNyDkqfrsQ7WQpONED6QIWSWmtofZ1qHuHjg+hmtfQWSfBiAujK4Vkjofd86yZva7U+CmvnjzrQSQoDK6APSvRnhmY5gRq77iTlmefswK+9imygEpNZcTv7iTjc5+1ymqtQZnJ8vIpqN8JpcdF6rkIQjXg7rR6b8sWWP179NSfo/zboaXrJBUTF6s479dHccaPJmCsXw3bN0bvR+uOyC4c1HSuSaJcgu1vn9UhRZkj/s3U1FAbhn9/5utcufBfVpf4+K+jy78I/lpw56LsXdchEQcT7d0LzVvBkQlZh1vLK/YTpRR6/Fdh5W+xxsyaWN/ZTSi/TMb/CSH6RAJAkVzrukjwBzHtWw0fgns0eKZaz3OPsfKLhevjp8G26/TB6F9fRf2fPsC37H5MX8iaNGEdZHWHRo4zW9uouvZG7MVFpJx0AqTlWq2LCYNADZlWq6I2g1ZAGscE725oWA16Cx0rcUSu3Znb44LjjsYkCDu2R3cYYKBYudSXsFWvfZsbjVNBm4YmU1EdgrxOGXHMSCy5OWCjddFyGrbsJGtMibXfkQYOCfwOZtoMwbqHI8MfItwj0JO/h0ov7bfrqOwj0Uf/Ana9Bi1bwZ0HxWehpPVP9ERmAYseSAAokmv8hI4WhxgKKl9Bb5tv5fIbdSZMuRW2zQUaEhSkaF1cQc3TqwitrMDV1IzNoUh1GahUg3AQ/G0m4ZBGdQrE2hsDa39+FyP/8ytaN60n1JxJRmpNtPURIi1zBjp/onV2oKFjPF+iuuDdDY5m4sZYdQletdaoCRPR7QFgpEIV2wNsWReIGz+hAQeaI50meYZ1eFjD7hCs8RsU26HQbmJXUB9W7AgatGrrmuv++Son3PrNJHUeGNpbY006SMm3utFFclv+BXs/jN3mq4Vld6JP/BPK5uy3S6n0Upjwf/1WnhgmJAAUPZAAUCQXbiY++APQEKiFyhXW020vwrRbUOP+D139H/Btjh4ZNtl7/xKqHl6C3aHxuELYXApnmtUcppTCsGmcqTZC2iDk1/gawx2xmVIQWL+GVd+7nU0Pr8RwaKZdkcXIo93RIDCoocaHWvoG+vhzYNfL3dyUhqaP0LkTIsFmsoXgIuskZ3hix/aZsHtHqL2kLmdqjnaZZHTOd61glN06dnvIoCJkdJzbudzWir3d1PnA0qE2WP0AVH0c3ZZ3DEy6zpqJ6q+HjDJUSt6g1fFgos0QVMwjfpKGaa1uU/MJFJw8GFUTQohekwBQJJcyGny7iAsCtQa/N7pda1j5J/RpD0Pu+VDzMvi30vTuDrbfNh+zxlpKLcVuBU6dgz8Ad54Td56jY3JHOGBSs86Lty5sfcQaik0PrwTADCqWPNHI2pdb8Iy0kxv2U3C4i4xxaejda1BrV4CvOmYsYUe1gbBf8+bXXiej/BNO/t0sQKFU8iBQe70xz5UBtZWxAWD7z2wDMhMMAVMKRto1O0MaMzIhpHMAqIDCY49MeP0Bsep+qF4Su61mKbz3bQi0RjYo9MiZcOS3UIZjoGt4cAm2JM8nqQzwVg9sfYRIxOxjHsC+nCsOCRIAiuSyTobGjyOJlSNvBu3dCo2dV+fQVstH/VpU7hTI/zxtKz5my/VXQjjcsfqF3cDKpdepq9XhsZGSH9tdZjgU+adnEc514sh1EGw18S1oY+PbbbizbeRNSiEc0Oxd1oqfMJlHuMiYVgiFe8EXGR9oGNZ6w534GkK8dv1KQmEbp913PISCYHfQHvxprWPqprVGNzSgjpqGbmrC3LYNX0uQVZ9Eg0KTaOiYbuik7Yk2BY7ImMDOFGCz2zjsklnJ/hcOKO2tgupPEuwxuwQ5GirmgyMdJg7zWcmOdLCnQih+jWi0GTfDXYhB0bWbYX/OF0OaBIAiKeXIRpd8G6peAu8Wa6PfB3W1VvDUVTg67q72sVcib0AdMzwIm2Dv8qbiynHEBV6q0IUak4qKtOA50gwmnJvGyNMz8RyW0tFSGPKaNNXYyTkmB21qlN0P2oimoLHbOwJWU8M/Zn8EGk5/+GzcuSnWvBQzSPvs5M4tW1prwEAVjQRtopSBmjiZV678D35f/DujE5h8WQmh53ckfC21tsYDJpojeurdP8TlSU+wZwC0JkrU3UlMS6qGHa+jx1/RqyTeQ5Uy7OiS2bD1X132GODOhdyjB6VeQgixL4ZEHsC77rqL4447joyMDPLz87n44otZv359r8//4IMPsNvtTJ069cBV8hClXEWokm/C2Dug7FaoroNAgu4vZYesiR1PvWs2dLTAtTca+oI2zJCOBFcWw2nETuhQQInb+mfnoDDdSeb42ATQtgwnOcdYCZKVEd/lGykEDIOQV6NsCmU3GH1OGYa986++lWLD9HvZ9p81LPzOG/jrAh11UIbN+ul0MfPn8S11TuDoL5Yy5cbDceS7owv+tpeuoToMJgoD649ORX6O/+zZHH3jVfH1HigpBd3v7/qamgHwNxyw6vSFDvnQu95Er3sMve0VdKDpwF1s9IVQekHsetaesTD1NpQh36vFQUDyAIoeDIl3qgULFnDddddx3HHHEQqF+PGPf8ysWbNYs2YNaWndp9NobGzkK1/5CmeeeSZ79w7eQPyDnbK5weZGj7sC1v2N2NFvGsZcinJGV/1wjR1N68efQiiMRmMo8AcVNsPAaA3jSrejtcb0m6iUTkFgioFyJPhekp6gpTDFHbstHLZa/RKoXt+GYWqcdtUl+OtEQ+v2BnyVrbjzUuN2G3aDwiPzKZqQQ92mejwFDiadkcukL59K9ghrLd/x9x7Lxu8vIbAn2k3caMLWoBHTNayA9JEFnP/sH2MD4AGm0orQuVOgdhUxYz2TfQAYLnBlDVT1ek237oZPfmpNWFE2qyt241z0MT9C5fT/+EqlDBj7RXTpBdC6C5yZqNSifr+OEPtNuoBFD4ZEAPjaa6/FPH/sscfIz89nyZIlnHpq92tlfvOb3+SKK67AZrPxwgsvHMBaDg2q9Dy0M9ua+dtaAakFMPqCuCXWRnz9S9Q99Z/2szC1leKlzW/DF9CkeE0yMhX+cBppqlPKllCSdx270XOgpDUEg+DoEiw609nz4U7cJuiAyd4PKhhxQhGGLTYQNBwGu9/eQUqRp9vLXPP4VPBGWpdSCqDsFNjzEqBJKU9n8r9OpfnTWgLVAdS46TzzhcfQWPkNO99BYG8tgaYW3NmDnND3yO/CinuhflV0m+GAUKDLgQpGn3twdv+u/BMEIuNSdWTspxmAZb9Dz/zrAZu4ohzpkDXhgJQtRJ9IGhjRgyHRBdxVY2SCQk5O9+unPvbYY2zevJmf/exnvSrX7/fT1NQU8xiOVOGJqBN+jTrz76gTf4cqPi0uOEs9egqlD93d+Sx05BHWBi2tBpV7FHXr6+GKm8AdaXELaHSLGdNNbG0PJ9gWiA8Kw2HMVi/B1rBVZnomPvfpbH1mW6QWsPxXizADJmbIavHSpkabmu0vb6Zm8V5qFu9BJ5kBp80w+Fvp6MgdeyXkngzOXNr/nJRN4Tkun7wLD8efNx2jU3LrdjaAUIg97y1O/CIPIOXMQB37Uzjxd3DU9+GE38JJ90JGeaejDCg5C8ZfMWj1TEa3VULjRuLXLtUQbIaa5YNSLyGEOJgNiRbAzrTWzJkzhxkzZnDkkcm7fjZu3Mgtt9zCe++9hz1Jt2FXd911F3fccUd/VXXIy73iEmr+Npe2j5Ym2KtQaJpqTfbOfZWiJ9+BzavRlRvRb/8RleIAo1MQ1hRA5cd2y5ptfnAGUC5HZB6Hwgxpgm1htnzYxsSvFQM2Kl/4FzocDQ7qV9Qw7/znmHjtVEacWIS/zs+Wf65jy7/WMfqicjyHZbL3/W0UzCjrGHOoTY0yFIHNldhDDozccTD6IlRk3KMe/z3Y+wbUL8FaleQoKDgHu3enNdM3cu2us4Rt7oOnNU2ll0KnVSz0SXdD83ZrzF9GKcrd/ReqQRNs7X5/qGVg6iHEwUS6gEUPhlwAeP3117NixQref//9pMeEw2GuuOIK7rjjDsaPH9/rsm+99VbmzJnT8bypqYmSkpI+1XeoK76qhE0fL410J3Reei2qfv5SitbeDZNuhPXzUNigLgguA9NQNO0MsvOdOjKOSKf08iJsDmsGcsOuIIt+sobC43IYMysPu9ug4qNGVj+zm8nfPztSejjh6nRNG+r56MZ3AGvkW3pZBue/dTGpRWmYwTDKbhBqaSIUdJCSm4p3VyMV933M3qdXYMtIp+QnJzHyxmjXn7JnwMhLrUcn+cdkkl5aRMuuvWCa0eBPgSvLw8jTju/Ly3tAKaXAUzbY1ehZ+iiwpUDYm3i/dNGK4cikj3kA+60m4iA1pALAG264gZdeeol3332XUaNGJT2uubmZxYsXs3TpUq6//noATNPqdrTb7bzxxhucccYZcee5XC5croOnxWawaa0JfvIxvrfmgVK4z56F4+hjO7plzfpNeB98jey0IE1tdsKRNyOlrFCwY+6GX6MbNqNW/xHMyEYNZmuYVf9spqnCGtPVuLWBinnNZE7J5/C597H5vRep2/w0tRv3sHruHus8w8CRlsLoc8uAatq2NtH81m7yIpOEfUAbkTC0Uzx64p9OwT0ixSrCYYsU5SfY0MDCo/9DagrooHWwq8iN3bac0Ja/4cgthpSJ4BydcB1kZRic+eTdvHLu1zH9QbTZnjwbQg3NLJxzFyf96TYMmy3uXNE7yuZCH3YZrH8ifufIM1CphQNfKSGEOMgNiQBQa80NN9zA888/z/z58ykvL+/2eI/Hw8qVK2O2PfDAA7z99tv8+9//7vF8Ado0afzBTfhefCGSbw/aHvkLjhNOxHP7L3AcNo7m++8juLMVhx1SXWHa/O0JUGJKsrpZlQlNG2H0bFjyX3ytJmvfaqO1ItxxHIAOhGj4dC87//wiR9/1PVq27GTXK/M7SnNmezj9hftxul+jbVMTSz73JmFv2BqdpyAVcGpoUNZk0ZFHualrcJI7JX6ZM8NmkFGcxon3Ho4r2IjWmubWbDxfOReUwnBodHA3KlgBqVMh7diEr9XI047nsk+f59/HXEKozZrwYgBKa9Y8+AwpBbkc/Z2Loa0OcspQ7u4noYgERl9gJWfe8py1fJ3DA6PPh/LPDnbNhBgc0gUsejAkAsDrrruOuXPn8uKLL5KRkUFlZSUAmZmZpKRYrTq33norFRUVPPnkkxiGETc+MD8/H7fb3e24QRHle+E5K/gDCIU6tgcXLaTuvLNxnfMZ2l5/C4j0/nZOJtwlCDQw8a5rJnWiB0rL2Bss550Hl5JtalIBpXRMi6E2w1Q9+RyH3XsbZ7z8MLVL11Dz0XLcI3IYdf5MbG4XeufHbLt/AWFvCMPUGDZttbqZCodSlIxzMPFSDxkjbGzb6u72Xp15LthjdYlmXjrDmpFsRCZ8tL9Lti0D9+Fgy0hYRvVHK9BtPrq286V6FMWN/0A/+WzkxbCjp3wWNeNbQzqfnPY3wJ6PQYcg/2hUWt9a6ZRSMOosGHWWtVavsg1qeh0hBp3MAhY9GBKfMA8++CAAM2fOjNn+2GOPcfXVVwOwZ88eduxIvEqD2Hdt/3nWWm7NjB8ook2Nf94baK8VGIbDkYU5bJpQuPOHspUf0FAa74p6Uid6MJ2FvPfENsLhSP+s0l3zKqOURjc1UfnkcxRceTG5044gd9oRAATqGjADQeyZJ1I3/35cKozhiL6X2W2agGmQmWkjo8COAkaPC6FDYZQ9vhtWa41qaE/5koLKzk7+ogR2QsoRCXc1bd6B4bBjBqPBslJw3rU5eEZ0moxvhmDZv9EON+rErye/VhI67ANlP6iDR731VVjxcDRdC6APuwQmfbVfgraD+d6FEOJgMSTeKePSgyTw+OOPd7v/9ttv5/bbb++fCg0DuqkpYfDXTqE7xti1H2YojcMW/f9qX7ENFEaaA515BHse+yv+mnrAGquXbkRWk1MAGrfDpC1s0BIwWHLVrdivvYPxv7yJtKkTWX7TXTQsWwMocicfjisY6mg17Gg91OA0TELZ49i1eQ92m8m2dS04KlZz3LenxN6j1rCjAryRPIV9+ELsGTc6JvgDGDnBSVZhoj9BbQWBx30ZZe/dmFNduxw2PwMt20DZ0PknwrgrUc6s/a/0AaDr1sPyB+J3bHoOMsuh5PSBr5QQQ5F0AYseDIkAUAw854knEdqwvmO5txiRYMvmNAj7TStFC9EgLraVx4ruPJedDXvDBJfP69jThjURzRY5PNVl0uC34Q1FUyqHWr2suekuctJDTMoJUpNto6LegX/lOlKcZty8jPalbWv3NLPgzRowIQDo15bRWhvguG9NIi0vxTpoyw5YsyF6ss+LrquFrOyOLuDYF6U0flvEmM99ho9++Ft81fXoyGuWVWDHNDVG1yZOgKAXWusgs+fVJXT9alj+604bwrD3Q2jahD7+bpTN2WMZA2b766CMBDn7FGz9rwSAQvQX6QIWPRiSiaDFgZd29TWo9HSrG7iL9tx5hl1hc6uOQ+xG54TI0TeXEd/7BrbDvwrr3mBEuYPOuVJadXsLoNWi6A11nUhi/buh1Uazz6Ci3omVYzDhpNyO+vnWbCHfhHygGEgDljyyhoeOf5aXr59vXTQUinsTNBd/BKZJ9E4iP9OOBVt60tfLnuJm9ttPkjVhTMe2lgYSB38ANiekZiUtL8aWyPjBmK/sJngroerD3pUxULy1CYI/AG3tE0IIMSAkABT7xVZcTO6/X8B11qzoRmWtgqEifbu2khLsLjvuTIVhj44DtBsmNkNjt5mMfOC35N76Y9i7FoC0bBvjT07pKDIUSQtjKE0gnCRYAkytqGqy0zFbGAibSb7Eao3fjJZlADmAG2sygWoP6saWQXGkVU9ZgadqaICmUaiUI8Ceb6V/yfwMpEyBYLX1SBjgQPbEsXxu5ctc8unznDfvMU597TVIy4uU3Yky4IjzUI6UhOXEadpIwv4aZbNWyDiYZI2Jv1+wtmUdNvD1EWKo0v3wEEOadAGLpLQZhq0vwbb/gr8ePOUw7jJUgZW82F4+huwHHiZUuYemH9xE6JOPrBPtdlKu+DJpN36Ppjk3oN+bT2qmSdCnCfmtdxW7Q2GzQ+rpM61zOqU+OfaSDNJzbaxb0IajwSRogs1Q2FT3mUmtCSbRwM5Ek+Kw2up0ZAawqRVBwN/lzU0DGYAvrJl4URkAKm08XPx9qNkBFUvBkQpjT0WldpkI4t8KtU+BGUlEbKRBxqngiu8SVkrhTEth+xPPs/G3j5A3cQwTJhnYvFXRg8aeijrl2mjdvFVQtRDCfsieBFlHdHSj64YqtLajSNAVjwZH8lbJQVF2Hmx5BUJ+oplmI/9n4z43WLUSYujRum+JoKULeMhTujczKERCTU1NZGZm0tjYiMcz9HK36WV/gF3vEP0qGJnVMXUOatTMuOPDO3cQrq7CPuYwjKwsAIJrVlN30fnxhSuFbXQZ3ut/jK+2gRHTp+BZdCu0xnYRLn+wnvoNAdAm2WkhKtsckfe02HGEGW4Tl01T12oDFBnOMOlOs2MCSftPmxNy8+HjzXb8wdgWxRCQe9lYZj16D8o90lrdo/NVArXQ8B60bQabGzKOhtQyVMPLxH9dVpDzObDHLp+25433WTD7m6B1p5nHmpmP30TBcYdB/nhUVjSJud7wLLrihY7XTKEhewoceSP6tcfR/3sENTEbJmTHzaDVGtiRAY4c1DEXwIST93uWrd41Hzb/B1orICUPyi6EsvNQiVrzeiqrYRMsuw8aNlkb0opgyjdRBYnzKAoxVAzEZ0b7NRoeOh1Pyv638TR5Q2R9650h+/kmJADsk6EcAOrmnbDgusQ7XTlw1qNgBgBQtu67Khu/dyO+l1+MfqO02cA0Wdmcye7K6PJdoy84mZPOrsRmtoBhAzPMnqU21j+xGwDD0KS6QtR47Z3CLYXLbjKuwE/YVKzf48JQmvzUxEvAKQVFpVBRZ7BhT6e0Lwo8E7M5560bMQovj389/Hth10NW3rrOaySll4NhRvMBdi7QfTh4TuvYYobDvDT6dLy7q+K+XTsyM7h4z/vYU6I5Cc1Fz6B8ryR4RRW4pmI+9Yz11FCok4pRBaloU1vjMrUJ6+qgpgXS7eBQ4EhHnfg1OOqSfQrc9NaXYM2jxC3lV34R6oiv9bqcuHK9NVbam9QCydknhgUJAMXBRLqARWK1K5PvM5thwz3gs/Iq6tRyGHkpKnV0wsM9v/kd9klH4p37FGZtDbYjjuSj11ZT0+CLOW77fz8kffyXmPa5Iti9FNxpFFxwPtXVT1P36gJMrWjy2nAa1jhCpx2ctjDZadakjKpWG3aHib0jbUw8rSEUhNwMEzoHgBqm/Gg2Kj/JyhF180AHiWvp014UiWbZagjVxRaxeBXeir0Jiw82NlO14GOKP3OqdXZTHSx7Ej0+u2NSTeeydfOy6GxaU6Pfr0CPSEHlp0FKGuyqBsKQ44w2fwZb0O/9GRp2ombelPg+u14p7If1T0fvqbOtL6PHXIRy5/aqrK5USvzqK0KIfiKzgEUPJAAUidmTtOrZbJBfCL6d0W1t22DTH9GH34JSJjS9D/6doByQegTKcxJpX/s6aV+zEhtvePgf1DyzNL7X1NRsePifTJ1ajGGzgx8CLy4mzWHHW+hid0OQGp8V8yhTUaBMSm0Ge+pt1ARtkeIUKfbuxwoqFZ+9Jh0w60ajjPi8e1praF1PwlHRZhhti1/gDhTYYr8162Cw23rpTnkC9eJ54Oimlc5mxk82qfaiq73gabDqUxi5l67JEFe+gD76cpSn5xQzNG2FsC/JThPq10HRyT2XI4QYUBL/iZ7ILGCRWMHxYCRo2crIjMzijLw7qEi3oA5D9WtQ/Qz4dwAmaD+0LoPqf0W6Ti2tOypQtsS/esGWICF3NugwbTu9LP/pLvb+bys79vqo9oU7QjCNojJosKbNRn0oGvwBeEMq6QxguwMcDmiqN8gEMoE8IAXY9osHMEOh+JMg8cxVwPQ2Jgj+rBqSOilmS86xk3FkJe5KMdxORpx6XHRDWzO6xpcosrS6eb1Oq5s8riCbdYpdEbeESmcVy5Pv6yzZF4F2PXT/CyGEODhJACgSUo40mHqTFfgow0opggJXihWUuNIgI9d6pGeDwwmhPcTnD9AQqgZvNB1J1qQSdChxK11KYRqOPCtI2vZsHeGAJhiG+riJH9bzNm0Q0qrLPkWV34ZGYxgam6FRaJSC3BHQ3KKoqzNwAs5OZwar6wjsrqIrpRRhx3jMBHU2CLDp8eXo9lV+tbXmMCoDGt6yHkErv53N7eLoP/zIKtNmi/y0/gSn/vr7ODOjk07UuKmwpR5aglbA1/5qmpEVVsZeFolwO923MsBmh9IpCV6rLhyp3e9vl14K6SUkfKtwpEPe5N6VI4QYWO1NgH15iCFNAkCRlCo+GWY+BId9DkadDpO+AblTIMUDTnenrkUDUtJBmSROHmVYXcIRpZecR3qpB2WLD1Imf+cYlN+H1pqGFW1gtqdsSRzQJAtznDaN26lx2jUOu8bl1GSOVOzFhj9kIycPMDSda6xsCtvWX6J3Poc2Y7trl925BF+NDx3WaK07gsGNT25iyc1v0VBxHHjOtlYD0SEIN1gP33qofRYC1kSW8isvYObz91J41gmklhaRP3M6p778EId/96rYGxh/DIw/Dj1vB2xvigaBdT5UymcwJp6H8c3fQ05h9JyCMozvPIS66AdguKwu5Fw35KdYP1Ps1ivmTIXRxyd55bq8vkrB5OutV6nrh0MgDIHmXpUjhBhgkgdQ9EDGAIpuqbRCOPxKtA5D23Zo9IFvb+wsi/Z/m0G0dnTM6DQbvbQ+uwzfB9tQrgxSLt5B6peuxOZOZ9YrP+CDbz/E3g8qAHCkO5h847GMv2wMfLzAKs+wxurVmclbs8JY6Vts6I4Ezk7DpDgtvivXVxWmsBBSS2woBSXl8NFqTWurIl1ByVl52O1tsPUF2DUPXfpZQp7pLL3hTjY/8V+2/9PJ2C+Ukz99BIGmIFtf3MHud/ZgAN7KBrInj7ZyAgLRd08NmOim99Cf+NH//Rv5LQ3kj3LA5RdiXP49lDu+NU4phXH9H9AvPYR+9zn4sAJdMh7jghtQ06zl0tTkUzEmzYCq7WDYYcSo6GzaC74IW15Aa2vpPW0D5XGi7WHUaT9BOdxx10yqfhN4A2AzrK+MGgiZoFpg/XNw1Nd7X5YQQoiDggSAoke6ZQPsegpCTdGNzhSICyKiXxnD9W3UfuOfhPc2R5KRVhFc9Qu8//sfuU/PJX3SZznnpVRatyzH3+DHMyYLW3oOLFsIWKuJ5ByTypIPvbT1UL8WIKsjRYkiy2W1ziWaCdxSHyY92+p+tdvh2Inw9mJNo1ZMPTvHWv4NrJatTU+y+Fd3s/OtXdamhgBrHl7P6ofXx5RpAjUfLaf41MxkryAqWI354YuQoqEVayrygucxa3Zj+/6DCc9SrhTU529Cf+5GMMMoW/yfqzIMKCyPvVqwFba9GnkNVOzPNAcUTUxSzyT2fAwoa2mVzpNntAm7F0kAKMTBSGaBiB5IACi6pQO1sP0v1iSPzgJeq+vX3mWiiCMfQtW0zv20U/DXXpgmuPgT2p57jpqUETRvqSZz3FGMPH0shtODqfNoqk/F9/5/sOtd2Ec6adPWDNQuGehi+IHyCbB3sybFHibTHcZQGp2ggzjcqWfXUJDigtxMqGuBjc/vpeDY6CSN1j1+ds3bGdOWl6wOa37zCJNuOJEE0zIib8RhbN+ebT2tb8Z8aRGs3wWrFqK3rUGVHZGk5EjwliD4S6p+c0eOxvi6mFC7Fkae1PvyDEfyfftSLyHEwDGJSVm6X+eLIW3Q371ra2vJzbXyiO3cuZO//vWveL1eLrzwQk455ZRBrp2gbmEk3UiC0Cfo6xQAKkgZh8q/DN34Mb53/pZ4GSIFW265g092aJRhoE0Tz/gyznzy11R+4wqC23di2BVOFaLCZ8P6FVVJA0AFjMiGsSM02Y3+jmXflIJQWBMIxU4Qcbjjg0KXw4pva9e0xGxv2u7tuAbED41RnX6GfX5qljdS0DWO09paUg8d7Z7NTMf48pmYT86D3HR0/ftQlAnO4v5JiNzTBA9H2r6VN2oG7F6YYIeCktMSbBdCCHGwG7RJICtXrqSsrIz8/HwmTJjAsmXLOO6447j33nv5y1/+wumnn84LL7wwWNUT7QLVVgAYDluPzt0CpknHr5AjF/IuAGUjvGYp2pe4BUprCPn81r9NK7C079nO7i9cibmnAqU0TmV1wzqN6CxXQ2nS7Bqb0hhAhsNkXFaIE8pCnHWUpn6TLzYzDdaQNYctNmz05Ma30TW0WJdx50RbunRY01YRbX2EyBdiBbmldvJG21G2Lq2CNg+kT488iazV2zX4AyuxsxlGfekU1DnTUDl1sPfvUPO8Ndayr7LGQsYo4v+8FbhzIO/IfStv1KlQ1H5fBh2vSNZYGHdxn6oqhDhAZBaw6MGgtQD+8Ic/ZPLkyTz11FM89dRTzJ49m/POO49HHnkEgBtuuIFf//rXXHzxxYNVxUGntQkVb8DO1yBQD6kjoexi1IjezeDs8/W9XnzPfURg/iIwNY6jcnGfVozK8YDTBc5cyJoBzkJIHY9uaKD5h18itHgRyps4kFHA3lYrMMlwa44vC5PhDgNBdJbG2wJtDVYQl+s0cRomh48wKc/R2A0IhqGhDbIdYUwTgkGo3xRCA8FI/j80KKWtOQsGgMaW4STTo3GnR4MirWF3DbT5rIBm7DXHQm4eoV3b+OjmDdSuaI1peSye4GT65zNIzbSCSH+ryeIXmtm+1I87P5cRJ02zkgw6CqBtDS1rVmJzB0gpim1x09oEQlZQ2LnBr3Ut+KvQhhtcxZA5HWVPNq4wOaUU+oSbYf6tEGyNrhhic8GJt6IS5Q/srjzDhj7pNtj5HlR8YC3fVnQ8jD4DZYtPnC2EOAj0dSavxH9D3qCtBZyXl8fbb7/NlClTaGlpwePx8PHHH3PssdaC8OvWreOEE06goaFhMKrXKwd6XUe94XErAOwQCUcO/zqq+Ix+v17Mtb1eGq/+HOE1a2MubytKxfO9Kaj8HCj/OipzKtrnw9y7m9Zf3EZo2Sco08Q0NcGmUMxiFRqo9RosrnKiFJx9RBiXPTZfsdYab7PG2xTGZoAtzUZqioqZ0KG1xteqaW5sf03aS49UU0X/bTNAF2VQfO+5ONftIvjKKmjxEwrD9krYsFNhhqH8iiM47rdnEPIGWfPLBWx9Yh0qktIvBLgKbJw7Jwel6Fiarf1P580HG5jy4EMUzZoR8xouKD+Dw+ZMoOiicRj2ToFnOEjnxNiANTgxZtyeslZSGXkNylXc7f9VMjrQDNvehuadkF4Eo89EubP2qywhRN8N5FrA9ffM6PNawNlz3pe1gIewQWsBrKuro7DQymGWnp5OWloaOTk5Hfuzs7Npbh6+Oca0t7pL8AcdQc7mf6ALT0UZ/fPfF1y9Eu/fHyO8cQNG6WhSvvQVwuvXEV67NvZADeE9bfgW7CHlc2MhYwq+R/5EYO6j4G1Da6t7ViurBc+eZmAGNGbISl5sT7WzrtJK2FKcaZKSYG6BUgp3utVwZRiQmmJd2NsKAT8oNHYHtDTFndnpNYpGixqNUdnEsov+zbg/fYb8B74ALX7avJmkzK9hsreawpmlpI3K4JPvv822f69DB62o1Q60j0Icd5K14kXndXmVUphhzZHn5cYFfwDOohHsfGoNIy89vMueLt+5tJlg0oYGHYTql2DUt+JfqF5QzgwYf9F+nSuEEGJoG9RJIF0HvPfLAPihonFt8n2hFmjdBRllfb6M/803aLrx29EFcjesI/D6q9jGjEnYBWDYFcFP9uI6rZbgI38i8Nj9cceYYRMzaE2s0CgMu8KwA9pk+uRMKrY1kZ1iEgqCza7i/t8NQ2GzgTYU2oS6GgiHOlXGa7WEKrr+vnStsI4slqEoTguz7vvzyVt0BbbMFNLSWhh3qR1sZWhnOgu+8DLVi3ajw9EyQljj/nyAp8COkSBxtWFT5JQkXg6t9FtfZOVVN7P61gVMvGMGhrN9tRDVMVHFep5s3J8GfwU61ISy79s3cN2yA5q3gtMD2ZP77cuCEOIQIV3AogeD+qlw9dVX43JZY4h8Ph/f+ta3SEuzxkv5/f7BrNrgs/WQqLfTGq06UAuBWnCOQDmze30JMxik6bYfRiZzRIStYCS8bVtk+bTIJAyHwpFmWM99Iby/nIep3+lSIJhhTdivrZgm8gaigZC1nAdObx1lWQpMjekDbQN7ii0mCDRNjRmG3V4bhaYmHIJEy8DpuK3Jk8VoYHRaG1XztlF0Xmm0Czbsp27hHqoiCam7Clu3xYYFbez81Ef2SDujj3HjcBuRuoK95HC0DkHYD7YUVGTd4OIvX0TjJyvZcd9TVL6yhbyZJSibQfaZ5zNqdhDCLVbN4uLWThuUIqYfvQc67Ie190PdsuhGRyb6yJtQGWOsY9r2wrZXoH4tODNh1JlQeKJ8ARNiKJE8gKIHgxYAXnVV7NJXV155ZdwxX/nKVwaqOgefnKOsIDDs67LDgPRSVEoBOtwGO/8OLdHWQp0xBUZdgeohgDRbW2i8+ovQ1JjkABPDZWBzWBMVbM4uwYEmmjS5nQIzaPb4zVNp3RG56TCYQd1RvtbQ1qQJm1DRpMhM+iYUH/7FX1RFxgNaGQHdTqibu5LCsws61uAFqFtZlzR2VIAL2Ls2gDI0FZ/A+jdaOOW6bDz5DgyHgTpmIqy/zQoq7R503izImo5SiiP+/BNKr7uCmv+9h3LYKbj4LNyjCtGhRqh/E7ybwLBZUWYkX2AMWxbsy0SQLf+AuuWx24JNsPJ36On3QutuWHQbmP5IYGlAzVIYPRuO+FrvryOEEJ2EQiFuv/12nn76aSorKykqKuLqq6/mtttuw7Bm46G15o477uAvf/kL9fX1TJ8+nfvvv59JkyYNcu2Hp0ELAB977LHBuvQhQdlc6COuh1X3RhLbYf20p8LEb1sH7XgcWjfFnti8EirmQmn3H+Ytv/4lobVrrGsZ1sN6olCGwpFqYNhUx0SHXrUORRqr9qHBylooLWhicxpoDfW1mtZGsNtsHJFhxnaVJjy769i/9osrqwWTyHjEyHjD8Joqlsz6LxPvn0HK6AyUw8Cd50oasGo0bgNSDBOPXeOITKhd/0ANo8/LJv9HsyG8mY4CQk1Q+W8rkMs5GYD0CWNJnzA29qWyZ8KIS9FmwKpz7VvQ8H58BUIN0LYR0sb39FKiwwGofJf4m9HWsIGaJbDtNaulsuN1ivzc/gq65ExUxugeryOEOAQMcCLo3/zmNzz00EM88cQTTJo0icWLF/PVr36VzMxMvvvd7wJw9913c8899/D4448zfvx4fvnLX3L22Wezfv16MjIy+lBZsT8OioFBDQ0NbNq0CaUUY8eOJSsra7CrNOi0GQKvH0acD7rems6aXgKFp6Ic6WhfJbRuSHQmNK1AB+pQzpwE+60Zvv6XnrNa+SK/AYZNoewKm8OwJjqo7gM/K4VJbPdlXFqTXlBAIAjVO6HNq3HbrfQt0TKTn2ko3dFLoRTYbSZh04qTDWWilPWy2WzgcEaCzTCEq1rZdOVrGFqjHAZpJxSRn6IxQiZhoCloEELhRpNmM7ErcEbq1d6rokJQuxUKnEkmKtW8gc4+AaW6T7miDCuRtnaMSP4K1b3dqwCQUKs1cSQhA7yVULcq+XX2fgISAAoxNAxwF/DChQu56KKLOP/88wEoKyvjmWeeYfHixZHiNH/4wx/48Y9/zCWXXALAE088QUFBAXPnzuWb3/zm/te1F5577jluv/12VqxYcUCvcygZtETQANu2beP8888nLy+P6dOnc/zxx5OXl8fs2bPZtm3bYFZtUOn6LfDcl2H+z+DTv8HS52H7WsifgXKkWwcFqrovJFCTdJfZ1AjBYEernzIUhsNq8SOycEZvWvwMO+BqL8Q63paZvk9BoKlha6vBwnobPtMK2Lpe2nof6vxmpLHbNB6PicdjkpFh/UxL1WSkadLcGpcTnI5IWj6XdT9peQ5S0xQZrjAqMu5RB02a363AY4TwBw2CQYNUFB7AhSIctuELGTT5bLQFVMx7YtqkbHSi1U4Awq0QbOj9C+HfReI/Rx3Z1wuODLAnW+XDhJSR3Zzc1xHjQojhbMaMGbz11lts2GA1TCxfvpz333+f8847D4CtW7dSWVnJrFmzOs5xuVycdtppfPjhh/1Sh7/+9a98/vOf54orruCjjz4C4O2332batGlceeWVnHjiif1ynaFi0FoAd+7cyQknnIDD4eAXv/gFEydORGvN2rVrefDBBznxxBP55JNPGDVq1GBVcVBoMwRv/Rh89bE7atbBoj/CaT+xnjvzui8oSesfgJGbh8rJQTXWAaAiXb3t4zR6S6Fwf3YU6tjvoPc0o/ILsU09jvqvXIFv6UprRq0Cm92wVs2INBi2Z1IxNYQ0rKq302xCauSYrgGg9Twy81eBy6mxOzQBrXDbicQt1j0owG6LdggrpVB2SM114ky3kZ6laakJY5hWUmlrnCA4bOCya/yhTvn6Ot2nBvwhG3YjhD1yA6GGQExamK6vDrbEs4MTsnWzPJvRw9Ju7Vc07OiS2bD1n10LgNQiayxhKJw4yga0uwB2fAJNeyCrBEZOlYkhQhzK+uE7XVNTbM4tl8vVMXmzs5tvvpnGxkYmTJiAzWYjHA7zq1/9ii9+8YsAVFZWAlBQUBBzXkFBAdu3b+9zPX/3u9/xox/9iClTprB27VpefPFFfvzjH3PPPfdwww03cN1115GX18Pn5jAzaAHgz372Mw4//HBef/113O7ohIXPfvaz3HTTTXzmM5/hZz/7GY8++uhgVXFw7F4M3tr47dqEHe+jfY0odybKXYxOHQNt24gdrGFA+uGobgJEZbeT+s3r8d79c+t5e4tfp5a/7sfeAW4bzjMKsU8aCSech7JZg+wCa9fiXbvVmssQqVYobNKMwUcNDsamhylPNzEU7Gw1WFZnpzlkkGPobsechExY0uQg3QF2BU1Bhak1Y3Jg2mEaZcDuak1FlaK2zSAYVhiG5uiJBmXFsYmbwYqBwmZ0uWKtrWXj/F3mtUSDQGs8oD9kYHdaW+vf2UOoJYgtxY6KSRFjQPoRKFvvAjcAPEdD/YIEOxRkTk+wPYlR54EZhJ3/tSZ6AGRPgvHfgNoN4AtCmiv6Hxz5qVsDMO+P6JZOLcd5h8GFd6PScnt/fSHEwaGfuoBLSkpiNv/sZz/j9ttvjzv8n//8J0899RRz585l0qRJLFu2jBtvvJHi4uKYSZ9dv1Rqrfvli+ajjz7KQw89xNe+9jXmz5/PGWecwdtvv82mTZtkWFkSgxYAvvbaa/zrX/+KCf7apaSk8Itf/ILLL798EGo2yNqSd92CtloG3ZFZoaVfhR2PQduW6CFph8Go+BnVXaVceTWhpZ8QfOs16+9ca7SpwIjk11NdgkAFZDpwXVxqtazlu62gp+yzsPhedNUicNip//0WdFtrNLKKyMCkJaD4oNrJB9XR7ZEeZ1KUiREZd9g1+NQa9gYMwKAlZoibYksdHJ8Ge2pgyebYezRNWLzaJNWpyMu2xiw21piEggq7oTGUJmxGVxnp6b0yY1w6Iy/IJ3WEg9YNLVT+t5L1N33EhD+egOG2oU1trfjhHAFFl/b4fxBzJ84R6IJLYe9zWJFwZFpy2gTIOa335SgFoy9GjzoXvHvBkYFyWamBdPZYq+gWPzjtYDfA1OhAEKq9Vrd1Z7Vb0a//HHXJH/fpXoQQQ8fOnTtjVgJJ1PoH8IMf/IBbbrml43N78uTJbN++nbvuuourrrqqY+GH9hnC7aqqquJaBffH9u3bOeusswCYOXMmDoeDX/3qVxL8dWPQAsDa2lrKysqS7h8zZgy1tQlawoa67LHJ99ndkBb9Q1H2DBjzHbRvtzXmz5mPchf26jJKKTJ+8wear7uG0McfoAwDM6yxGe1dqZEgMHKs7TOfxXnh8ai6d8FXDeml4BkL654ATCsFTMhGYPXehNfTGkrcYda2Ju5mLnSZOB2JJ540BRUVvuTd0yvWQaM34V0CmuUrTQqdJsGwQuv2X3mNy2Fi6xT8BcOKNEcYZaUpxB8yCGvrgOILCphw81h0WKMMRfbJeRReNorV31nBknNeJ3fWSJwj3JA6ipI7f9Pj5I+EtfUcg04dD80rwLcLgo0QDkDd++is6ah96FJWNpf1f9R5W0oueuy5sPl/4A9Ce6rNoGk1sXalw1CxDN2wC5U1vIZiCHHI66dE0B6Pp1dLwbW1tcUNI7LZbJiR8dbl5eUUFhYyb948pk2bBkAgEGDBggX85je/6UNFLT6fL6ZByel0MmJEssl1AgYxACwuLmb16tVJx/itWrUq5lvCsJE3AfKPhOo18flUJl6CcsQHAcpdDO59Xy9WOZxkPPAYgXmvEvj3XMwNqzADPiv9iwJlc2A/azbO/7sJI789sLRmb+k9H8KSX8cW2NqlBamTRFn7QGOgSFGaQkfibgCtoT5goDGwOyAcim+p27UHQt3MFg6amkDcAQp/0IbDZuK0a1r9Bm677mh9VECqw8QbMrB5nBz+/TGR8YTRcuxpdsbMOYzV311B1X8iY1jUBop+0IwjJwuzuQXT68U2Iq/3XRy2dPDvhcbFdLQCtm6A+g/RZdfv84ogcY6+FlyZsOFFCLWBIxVGHAX1byU/p7UGJAAU4tAywLOAL7jgAn71q19RWlrKpEmTWLp0Kffccw9f+5qVkkwpxY033sidd97JuHHjGDduHHfeeSepqalcccUV+1/PTh555BHS062JkqFQiMcffzxu3N93vvOdfrnWUDBoAeBFF13ED37wA44++ui4KL2qqoqbb76Ziy++eHAqN4iUUujTfw6L/gQ73rWCQLsbJl4KU3ru2t3n69ntuM69ENe5F6JNE3PzBtAaNWYchj3xr4cO+2HNX+O2G2l2HGWpBLe3xX3zNBRU+Du3imlygFQ0GXYz6XhDpWD8EQ5OOimdzDwboaBm04oAS95uI+gHB9EUiYlpnJF0MSFTETatCR02BQ6bSSissBm6Y2KK6vRTa3DbTbJOye4yxi9yjE3hmZKJPctBqCHSN601ga3bqbrxh7S+9iaYJo7y0eT99BYyLjg3WSWjvNugYWFH3Tt+hhqh+nUo+nyPRWitIVgLGODIjgk+lWGDyV9BT7oCAs3gzEA1VaJXJwkAlQ2yJTWMEIecAc4D+Oc//5mf/OQnXHvttVRVVVFcXMw3v/lNfvrTn3Yc88Mf/hCv18u1117bkQj6jTfe6JccgKWlpfz1r9HPpcLCQv7+97/HHKOUkgCwE6V1X74i7L/2//zKykquvPJKJkyYAMCaNWuYO3cuhYWFLFq0iJyc5LNZB1tTUxOZmZk0Njb2qol8X2l/E/gaIC0fZe9habgBoLXG/5+/4330D5h7G7HluXCfmodralbHMbveqiP8j+0orKDP1NbPda02PmlydbQCZqKZaFizeuuU5vD0xOvhZox1MercrJiBwqapqd0T5rXHmkmjPf2zJtBxVjQ5tAJKnGGCQVunYYmqY5/bYZLiNCMthImj0JQLRjL5u2OSzvhd8oWPCVRZ/amukkKyPRCq2N2xrF57NFk892+kzzoj6esLoPe+CPUfkvDd13Chxv+y+/Nb1sOe5yAYGUvqKoKiz6FSy7o9z/zvbbD1gy6tzgomzcY44/vdniuE6J0D/ZnR+Rr1vzwBj3v/23iafCGyb1t0QOsqBtegtQBmZ2fz0Ucf8aMf/Yh//OMfNDQ0AJCVlcUVV1zBr371q4M6+BsIyuUB18D84WlfA2x5Deo3gTsbiqdDwwZo3gVpRVB+Dt7Hnsb70J87zglX+mj95y50Swj3DKuZ/Y1nG/DWuJiUFmKE08QbVmxss7PVZ2OMMnEqSFWQ0SmWCocVYdMKFLtO/sibnh43S8wwFCNG2hkzxk7VFmvaroGiyBOmttUg0CmWzLCZGLp9TkrnAE6h0YTC7bn9knfRVn7cwJQEwZ82Nb7dPtr2+GlPTF0w+1Tannq6y4EaDIPa3/6hxwAwbim43u4DtHcX7HiEmOZXfyVsfwg99vvdzwyf9WP0u3+Cda9b2bJtDph0IWrGt7uvrxDi4GTquMl4+3z+IcTn8/Hmm28ye/ZsAG699Vb8fn/Hfrvdzs9//vOEE0+Hq0FdCSQ7O5sHH3yQBx54gOpqa2roiBEjJPfYANNNO+Ct70OgxdqgFGz7b2R9OGtAnLnsH3j/2mXlkcj7Q9u8vbiOyyZkKiorgoCNDxtjJ0EoNEEUJUbsm4rWYFOK4Ag37trIuscGZJS7cOXZcWcn/hU1w5rcEju+JhNlKJqqwxTkwN5WqzVQRwK6+rBBmwk5JArxFEETwpFE09Y4xehRWkNAQ8MOH5ue38PYiwtBW4mzzbB1hc1/3tJRsqkVbYuWgN0ev06yaeJfnmwVjk7SJ3TqAu7MgLSJ3Z9bO7+95p02ajBDsHEumlwruC88FqqXga8WMsdA4bEoRwrqzJvRJ18LrdWQUYBydpObUAhxcBvgLuDB9sQTT/DKK690BID33XcfkyZNIiXFGje/bt06CgsLmTNnzmBW86ByUCwFp5QiPz9/sKsxfC2+D4KtdAQOHbFbZBqZhuDW5miXZlcBTajCR1vIiLSrJZruQUeal87sqYpTv5EL1QH2vuzD7rEx+qJsnBk2K5F051M6FasMKD/KyYTp1rc5X4vJlo9aCW4LdTrQ+unXGi+QKCufBtqCNtIdYYKmwtTRs02gNpIY+tPfb6FhYyuHXVKEO9dJ67pmdj61i+aVsUlSm1dtJCM18TdnW3ZWwu0x0iZA2uHQur7TRgMMB4w4B+33E3zrf4RXLEF5snCcexG28sOsw3w7iXvXDoVg63bwr7bG8xG2MmUrrOc6DBml6JN/hXJno9wZ4JY1OYUQh5ann36am266KWbb3LlzGTNmDABPPfUU999/vwSAnQxaADht2rRetfR9+umnA1Cb4Uv7G6F6ZXSDtXxGx1Pf2maaXqkkvNuHy5P810WlObGbdvKA6oRzfhUjiG/9Kz3fg64LUvF8PXYbjDo7E0eaFXS1T7zQaJRun50RTejsdEav4UpTTDwjnZ2VLVRXxAeqPhQpQPue9hhXowiGrXk2Xr+iUYFWilYNKtxpXKCGLS/uZcuLe7GjGZEky4svYJCREorfYRhkXv0lqyi/n8CypaA1zmnTUK5ol4RSBrroy4TX/gfD2IxyWom9yZ2JblW0ffNCzO1bwGYtgRJ48mHcP/gZzku/BI5sCNQSEzXv3gPt3SA6DA6DjjnZ7V3KLbtg2X1wwk8S35QQ4tAzzLqAN2zYwPjx0TXT3W53TFqa448/nuuuu24wqnbQGrQAsPMMX601d911F9/61reG/bi/ARcOJt3lW91E7cPbrCfaGvMWt06wAiPHha00A997tYxW0KTBHwlC2qdbjFYmXiBFR5eC8xswYqqblXdXYVcaV7aNlAJHXD3au2VNU0eTNoc0RqdxeUopTFMz8TgX1RVtcWVoNE0dNbKkAAYatKK+zYY2DXxotkWOyQCyErwu3b0thk1F6le+QtvcuVbrm2FAOEzaWTPJmXM93lf/S+NtP0JHxrwqj4fMn/+SlAsvAiCwaCFNN8/B3Gstm6RSU0n73s2kfikP729uwdwVSTcTjgaZvt/egf3EU1HZJ0Hrxk6VCUNTc/R510GWHTdkQuXHaH8jypXZzd0JIQ4ZwywAbGxsxN4pc0X7sLJ2pmnGjAkUg7wUXGe///3v+e53v9vRXCsGSEouZIyC5grau3vbk+E1vmwFIe0RT6AlbHXNao2yGdZxTuP/27vzOLmqMuHjv3Pvrb26el+y7wmEBBKSsCTsQtgVEXEEZXEZFQSBUV8BR2B0QJhRGURRHAyogIqIoigSHQlrWEIWSEIWkpC100l6r67t3nveP251VVd3dTpk607n+X4+RafuVqdu091PnXOe5xC9Yhw6keH9n2zG0DBdQQPQClgaapQmhGKHCyuAWOclgwbJBhs77mL6FGZw92sRb12dZucmh6HjLGpG9AwUDUNRUVOsa07hMxy02/X6mgSKIAoTSLkGJhqf8gJCgDYggldqBiA6rpqK6SNIbW8l88paTJ0PclX2P0YwQN1tX4Obr6f96b/gtrURmnMCwRnTybz9Ns3Xf9lboqSzFa2tNN/4FczhwzFramn+16vBzgfluqOD9m/fhlFdg/23p8EE/wWT8M0ZDgELZ/kO0s+sJfPcM/iv/AJUzYWd8707XGzIvtc1/jRk2r0agUIIcYgZPnw477zzDpMmTSq6f9myZb3WHT5cDYg5gOLg0vEGePtXsPkVb0PVEdC62eut0t4Cua7jzevryrU1yWYbK2TiH1dF8IxjCUxsQPlM2u5bTkeTQ9AHpSGbOgPStkFLh0nGVTgoYnjBVILsUGxS09HiBSkZG5K7bFxbY1g9AxStNZsWxNm4E0rKw1QN1RjdavO5rqatuefM5RLToczUNKYLs4DJJqZ0howOYGlFIPvvzqOtgMVxD13BiEtm5M7uWLeDpZc+SGRiDTUfPQbDb9H8j5WUn30pViwKRCn7zKcL2hF/ZF7x4MswiD88D9/oUV7Pnuv22N8x72dYrk3oG3Mwx5bnStKo44ZiTa8js7TJ65mtORtdfjy0v+sFexvuhXRr503MJvYU4YtCeM/m4WrtQCYBvtBerXgihDgIDrMkkPPOO49vfetbnH/++T0yfROJBHfccQfnn39+P7VuYJIA8DCjE7vgb9dDqiVf823bIvCXQMU4aFkPwQpU+USwVvRcIkyDnXAIH1uKNdvhnVcnsOm3z+PbmqY84FITtXNFmcN+l5KQzabGABlHeQEW3tBqK97vl5VvJinxa7StaGnX7FzaQfWx4YJhZq01ze8miaZsagOK95amGXu0v2h5mFVvFXbxG2jGhh0a08V7BnXBfEWFqWDG9OHMeuZq0lvTvHP9o1RefCLDPzq94MzgyAqOe/FrmEED13ZQSlF94VSUEQNtg+r5o+WsXVO8V85xsNeuwcDpGfwBuC7O+vWEPnIc1vjCKRLKNNCAdaw/v81XBuUnePduyi5460fZGwm5LJfugeikT6KMnr2qXWntwOrfwnt/8JKGfFH0uItg4sclEBRioDnMhoBvueUWfvvb3zJp0iS+/OUvM3HiRJRSvPvuu9x///3Yts0tt9zS380cUCQAPNys+kNh8Afev1NtUDUFdfpdQHYptI9touN3TxYELWkH6hMWHf9oYdl9L5GIe/tKTM2Hq7x5aV1jCxOoLsmwsTmAZWqqSl0sExoTis3tiveXppha6sUm9RmTlX9Lclw7TDw+hBU0cNIujW8n2P5aHKWgwq9ZVW/z+l86mDE3jJWNWVxHs/TFBFvW2ijAMjTVUZcKv4vPASfRuTBml3mDaAI+oOs0SA2tb22mbdFGyk8YxXF/uBodqPKGvAGdSUC6HeULYYSioB0MKx/8aLcNZa8H34Qet94cOw5n9Qp8fq+UjGNr7ISDVibW2HGYI0bk5gwWMAzMUaPxn3cc2lmfa0vufZgGytpZ/Ps97nyv12/FY5DYBa4BZSOgox7cNATKYdInYEz+k7Heshr9fw/DhiUQKUcdfxGceDG88zNY/wy5OQGZdnj3V14P49R/Lf76QghxENTW1vLKK6/wpS99iW984xu5ZEGlFGeddRY//vGPqa2t7edWDiz9FgDed999Bc9l3b6DZOubPdcYBsCFbW/C1MtzW0q/+U3SS5Zgr1oNpqI9pVjaEMBG0fB6M4kuZ48IuLlVP7pSCiJ+l1iJw8Th3pJvGhipYGwClm400RkwTIiWmdgpWP1aEvedOGZA4aR1wVCEoSBoajYsz7B5TQt1oy2UoUhsTmGnXRQmQ0tdJtc5dMZJWoMv6LJlJ+zImHhpJd4vh9KQpi3TvdHQsngrFXNGo12F4bfQrgP1S6F1U+4wHa6CIdNRVpfeNwW424CeAWCgtgwzZuZ6Lg2fxhc0SLTYRK66GqO6mo5H5oFyC9e2c13CV16FUWOjGzdSNA2ll947pRSMOw899hxv6TcrhDL9aCfjrQXsjxb03un1S9E/vSY7FcCB1p3oP/wXvP8mKrqy+Guv/zN64qWoQFnRNggh+oFm34ZxD60OQADGjBnDs88+S2NjI2vXrgVg/Pjxklzai34LAH/wgx8UPJd1+w4SK0jn/LdckKHxIhdfqOBQs6Kc2mf/SsdTD5P+v1/y2qM7sXFxge55tr2skgbZS08Y5g2TKpXvg4sGYXTMpXSUn+EnhrGySSAtuxx2vNBGclfxuoNaQ5XPJWS4uO/b+JTLmKgLQZhg2sTKC+sAKgVlZZBOa3Y1QYfr7RldpUm3FsuKhUCNt6C4MvCCoe1vFwR/AHTsgi2vo0fOKcyMLrK6ort1M/YfHs+2R+W+aiA8dQL+mbMAiP3gNtpu/Ta6NTuU7TOJXDGdwPQWiM1GNb1c7A5D6bFF71XuCGUUJHgo0wdmz4QP/ef/8QK/7h8SNrwMR5UVv7h2oeU9qJlRfL8Q4uA7zIaAu6qoqOC4447r72YMeP0WAK5fv77PY7Zs2XIQWnKYGXMG7FzhBSld/8ZrDW0N6FQbKpAvBKz8fsIfv5q2lpdIPthAb3m6W1Mmx0R71r/TGjJaETFUj2lnhoK6CRa1c6J0XZK6pNwgen6M1b9txknqgmt1ODA85NA1T0QpRcZW+CyXUCgfXHVvRyymibRoOlwv8Fq/0yAGBLq12Qha1Jx/RP7cZAu0bCzyrjUkW7z1mkPl2S0KZVb3ODLzwt+LnJ/tMdy8Ad3SjCotI3BkK/5fXUpmeQM6beObXIMRDUByHZSeBBUnQ+OLQGc9Pw3+GqieW/T6H4ROdcDGXlYrcfqo2emX7GEhBpTDLAlEfHC7r7vRT+rr67n++usZP358fzdl8Bl3LgyZVfyHu3UzvPr9HpuV4WPzknKyC8Phzz66arQN1iUMdJeORTdbVSaBgetqtKMLAj2AiskhtNszmUNZitJJXiZX5ylp7WURW9lydp0PgLRjoF0wTVW0wLhS3gptXbYAukdPJgqOffRfsCLeO3Rth13/XMJux0OyS+hpDQofWEVKGTlOL+VXPNp10G4SMl5WtX/aEALHjfCCP++uQOp9qP0IjPoilM2E2DEw5BIYewPKLLbOyQdkGL23sS0DqqRnFrEyIDoCSsft++sLIYQ4aPotAGxububyyy+nurqaoUOHct999+G6Lt/61rcYO3Ysr776Kj//+c/7q3mDljIsOPLj3pPOaK1zqMB1YOPL6I5dPc5rXbQZA3JBYM8+LljY6mdpm48OW5FyYEfSYFWbj7KIBlvj2ho3rXEyLlprbx3gqJkraVLQTiBcYdCYhjYb4hkwXLB6iVEidRbVc2L4hwaKhmpaewtitBX0ZCns7HsyAH+pn9n/93kqTh6Na7toV5PaEWf5v//TW5auF3YqCARR1kgIzAbVc7Fxa/apxTN8lYEx6SiM8kq8DvnefiQ1GH5vGD0yATX0E6jhn0aVn4gyuofje0f5gjBtDoyo8sbnC17ehWk3gD+WPTg7b9Afg1k3y/rdQgw0Ll1+t+/No7/fgDjQ+m0I+JZbbuGFF17gyiuv5Nlnn+XGG2/k2WefJZlM8te//pVTTz21v5o2+HXsyAZ/3bbr7H9a3odwpbfJdWm+936stxcDvtz8vRJgJLADr66fCVSi0AmLdxOWlyCiNKeOSeMzwLC8Xj3taNyMFwyaPkVHmyZSrosGEDrhMCzqsKPdImB2ZnT1fDs100LUzgijXY2b8tP8cjq/5hv5HsTNjQZJXXgBA4geHaV6uMma51pYfN3TjLhsGv7qCM1vbmHT40uwW5NseXYbw84ZklueDsC1XeLr4/hPOAtfsG63t9wcMx7fxz9N5olfer1mXnclGAbBG2/13pthoSNHQnwFRXscI1N2+xr7QjsdUP8b1KwAcIy3bX0DvLAKUmnUOV9CjTwePWwabH0Z4tsgMhSGzkaZ3QfRhRD9ToaARR/6LQB85plnmDdvHmeeeSbXXHMN48ePZ+LEidx777391aR+pzNJeOcf6K3voqIVcMy5qLLdBxZ7pXTU7jO8tr4FQ45Fa03jN66n7RdPUxY02JYoPCwCRPF66wzAVJqSgIPP1LQ7iuoJfvxJ8MdMTJ+Ry351HU2q1ebtzQYhlea4uYXJJ53DxK1rkjgOBE3oTOjIp/Z7x/pjBrUzvOFPZSjMkElsZinty9tx2/NFptc3mLzf3rN3za8g/m47vnUuylG0vrOd5bf8rcdxy/5zBb6IRe1p+WLJbWvaWfn9rZz4es/vkbOjAa3BiDfj/Okx9LI3MUvLMT52KZmV76J37USNGU/w89djTTkmf2LFOZDaCnYTBfP8qi5AWbEi36z9ZNvjkFhXuG10NZTXoSovQY316iAqMwAjzvhAl9Yt78Pyx2D7YrBCMOZMOOLjKKtnT6kQQoiDo98CwK1btzJ58mQAxo4dSzAY5HOf+1x/Naff6ZYG9M+/BM1bwbDQ2oXnH4JL7kAd9aH9+2I7V+1+/+bX0Md+BvuV/6btV08DUOJz8RkuGVdhdaml1xlHBi2XkbF0Lhu4EjB2OBhVRm5lj1z2q6kIlFo0rFZk3skQLVccOTOQ268zmu0vt+K223St2wfkSs10rmgWG+335hB2GUb2lfsoO7cOJ27z9x830uZ1R3aLeTUBYGSJQ1nIAVeRtk0ak/mSKIbSlIUcfJYm4zq03LUQ4zdhzBExmjclWf16B6XHlKGdNMr0hmHTb75B87f+HXf1SqygIloXhGz2swbU22+i22wSTTas3kjixYWEr7mO8Ge/4A3vWlH0sC9BfDmkNoERgejRKH9heaT9SacbILG2x3alFJS5MGL03l+7eT38/UZwM16vZ7oNlv8a6hejz/gvlCEFpIU4IA7jLGCxZ/otAHRdF58vX7vMNE0ikUh/Naff6T//F7Ru95642WxardBP3gFjZqLC+yfLUtspWPSzPo5S6IaFJF/4R24YQCk4ojzNysaAF4Th7TKyYdWwEi/4K6iGYmvadjlURroVLsbrrTvqaJPFSzWLX0zjro1TNcxCO5rUthQWGr8FpqHpSOeumE380J2FbHrOHxxRCtOGYoR8GMDsaXFe+881NL7b3iUA1NTFNJMr0gWhbEnExdyh2RG3iPgdJtSkscx8sKk1OFvjOFvjhDQcWQdNURvWvwTjzyCzdg27Pn05hpNGGRAs90OXe9L5Wv4Si1S7g5vR6I4O4v99N0ZJjNAnLvOOM3xQMs17HAzpXopId8rsAl/53l37nV/mg78cF3athC2vwIiT9+66QojdkwBQ9KHfAkCtNVdddRWBgDd/KJlM8sUvfrFHEPj73/++P5p3UOlEG6x5uUj9OA1OBlYugBkf3j8vtuV1cBJgqvzSYAUU7WsiNH/r8zjb2wr2hC3N9OokO5MGa1t9uCjK0IQsF38vHTlOBuyUxhfsOXlv/HiLLdsdGupd1u4w8adTWErjt/JtMg3wmy5pBywz3/vntRTaNqWoyw4BUxOFE0YWvEbJ6DCn/3AKT3/yLeyduUiS6hIXK6Bw04VlZkZU2WBrhlXbmNn3lAvgCkrPgN+EmmEl6NTr4J5M/KGHwM5kE2UVvlDxm6K1xhc2SbXky+bEH3wgFwAedL7KPvbvQxHV+kXFC48rE+oXSwAohBD9pN8CwCuvvLLg+ac+9al+askAkE4ULR4MeAkDyfb98jJ6xwp49e5sKm82kjIUOPmEkPZlDrsefTJ/ji4MfAwFOyIBIpUGE2sMIn6Djo0piPesAdipa/JrusMh0eLg2uCPO4wbGWB7PcRtg2VNfqaWp/BT+JolYZu2DivXg9e5T2tINzo0rk5SPiGAOqIadGGvoGEqCJpM+Egdyx7aiEIT8sPQMrdwCTjyZWXKS7zl6vaEvz2B8rfCjqfJLFmM0m72nqkeaxUX6Pb9drdsRqfTKP/+yej9IFSgFh0aA4n3KZz5rSA8EbUvAaDhByddfJ958N+rEIcNSQIRfei3AHDevHn99dIDT0kVlNZBS33PfdqFUcf03P4Baa3htR94w8tdu7S09noDbY1WPpr/0UDahWXtPtYnTWwNNT6Xo6M2Q2sMymeXMrLCAkvlkoad0Qbv/zVV/IUV+ALe63U023Q05tNzEw02hrap8PtpTJukXAMXhVK6+yVAaVS3+YCdb2Pri+10NNgMvzBYvKSMgrJxYQylGVKqOXKIt0xc2i4edBtG91WDe+cY2USNtsUYNZU4a41c++2EixUyegSBSikyicLfrqq8AnzFl3M7KOoug/rHINGlQHt4PNR9Yt+uO+p0eO+Znr2A2oGRkukvxAEjQ8CiDwOyEPThRhkG6qwvZZ90G2ecdBJq+FH7/iJtm6G1yDqynd1ehoE79XrS2xr4R1OAtQkTWytAkQ6ZrImGqD6znECpCV2SOpSlMFMuyqcKikDnOrhMRfM2mx3r0sR3OYUdX9mOxwmxNBGfgwbitsJ2IJk2aE+axJMmadtrR29iwyxiFQa0p9G9/NIaFs1w7jE200Y5BHzgaKNoJrQGYmP8exT8KQXL/7aL+IZ2QBP+2Fy001njUJNsyqDdfOZy59dUSwY3owsuFP70lf1aS09ZUdTwf4WRN8CQT8OoG1HDPoMyQ32eu1tTPgUlw7JPjHz9wEkfQ1UduW/XFkIIsdf6rQdQFFJT54IVQD//ENSvhXApzLwIderV++cF3N6HaAGY8XmMUaewOeOj2fY+F5SUKC44O8TI4d7/JlrpfB08pbwaKkGTZKtDKgGGUphGPrCxHYWTgaSGcJdScV2HlRXgM+D42jSNKYMtrSbRXByk0GhSGZPd9clVTQgQqrDQyxswTh9TsK8z6Gr/6yaclIv/2DqC50/E3han9f43c8sid4oMDxAZFaQ5YZNp6XnPXJ1NYlGwsdmiOWmw7PbFnPjIqQRGLyPy6TOIP/pPDAOcjKZta5JAzMKKBtBpm3R7BjtROMwavPjjhP/1ml6/NQeTCtRCoHY/Xi+GPus+eP+f0LDMKwMz6jSonrrfXkMI0ZPWxafffpDzxeAmAeAAoo48FXXkqbufO7a3YiMhVAmJXd5EPkV+PWBlwJjTSS1exg4zjCIFSvEvF4cpK812Eiu8IdjOdhl0Fugjme2h8xYTyeXneqcpSKQUfsvBMrtFW91UBl2CSpNJGV06QrNrCOvuZVw8kRqLYHm2V2l1I7osCMfU5YeC0y6NDywnsaSZ2IdrKZk7BI6sxT/DxCgLEn9iJfb7zRgRg3C5RbDWW22j9Kgo7WvjJHdkvGFuoKHNxHHB1YpdHSaJjHdvdixuBMdG6QwlF5cQ+tCVJJdV4KxYjlFRgf+4Ewiccy66PY7x12dwd+5A+f0YQ4fhP3YG5oiRRd7ZoUenm2HLHyC+0htHD9TCkItR4ZHeEoTjzu3vJgpx+JAhYNEHCQAHoAMxFKgME33ER2H5z/Nz/5Th/ZCP/Qjtf36eHdfdhJWwAJNxYywqyrtkQmjItNm0rEqQ2pXBipqUHBMlPDaEOcQPBavqdimuko0F4ymD0rCb2+cFuZ3vN/+IBDStaY0uMt/PKx+TXVbXhLLRfmqODBbcL/36Vli+A10dpWVtnI6FDRhhk+qbxuIfGoJQAOJtEAiia8J0lIWwO2xCZQb+sJu7lmEpSiZFiI5ycW3NsiUOm5p08U/FWqOTHZ3vDKu0keiVn0SVfMXrgUxsho6VqHAt4cs/vVffv4FO23FY/V8Q8kG4M5O/FbbNQ9dciiqR4V4hDipJAhF9kADwMKFdB9Y97UVQdBmDNQzcxjW0/OePKJsa5qSgSclWRSCgcF2Nke1JS+7IUP+PJnQ2hyO9M0PHhhQlU8NUnluJfroZ6FYHMPcBVJGxFV4/Ws9eQMsqzEvpXCmtGKVgyFiFr8xPZGTPlSS01qi2NOzYScdb7aTbXEwb2JJA+32oYWGUYbDzTxvZ8J/L8rGqC9uDiomnBwlEDHTKhQ4HBZgBgyHDTTZuKDaMrgmkbbb8bA3DPz8hu82A+DpcJ4J+5N9g8RqwXRhTjjrnDNTxX0VZ4eJv8FC140UImN43r/sHmJ1/QEcnoZRMORZCiIFCAsDDxY6lkNxVZIcm8+JC6k7yg/bKcpw6CjIOueAPYOfrrWgnv4Swyg7Ntr0dJzw5QmBMgNR6LxO4a+Fk21EFZWA6GYb3yC6H26U1FD2+k+uA3aEhk0aPi6DSXbKaO4fO0w6urcnEHUonhCidEITmFCzZiV66E2f2NN7/7ju5VdY6ZVKaTW+lGHdCAOJdFhNOutSWQV2dor6+8yQvkDWBmKXZ+vO11Jxo4a8KQjSKrjDQd34SdrTkX2PtLvQDT4LhQ514c+9v8lDUvhKsIlnMSgE2JDdBaNRBb5YQhy0ZAhZ9kI/kh4tUc9HN2naxmrzATRnKeyiFzwDX0biuxk44pJoc0hlF2jbI2AZpW+FkA7Vdv28g7HdJZVR2uyKdUWQchet6x5lGfhWPYBD8Po1l6YLgDyB49iRUYA+K8BmQQkPA6JJ6DDrpgAPNG5IEq32UTQx52cq5IBGMl5cQrSoyzK6hdbuL3eb02KU0zJyuGDvMy30x0QQNTZXPxVSAC63L2sGxoaUZ5j8KDS2FnZ0acFz0s8+h0419v8dDidFHCRu3Y/f7hRD7V2cAuC8PMahJAHi4KJtQfPuudDartducO0OhtFfLzklpMnb3JAyF7Rg4LmhH0/5emmTGG+rNZINA21akbdAofNnVPSyfN7+ue70+rcHWirY36im/YEKvVV8ME0wLL5gyDSj1QcyCUgsiJrat2bmyg7YtaaIjA0XLwmigalzvAUvnMDcBE0bGoNorhWIosPGymjMoOlyDbRmDdieb8JItj0Mkgt64qfh70MCGJhgkAaBe/zLun76KfuV59OK30c2txQ8MDCu+XQghRL+QIeDDhIqNwK06DhY9j07YqBIfjCzJzgns3aqn2/EZnWOy3SMajeMYGD6Hxjbvf6WM0/MYgHCgsFdNWQrTMnAdTbJd43Tu3txK+9Y2fGVBMk2pHlMGY2XZ+oMGBFV2NQ/T6+HTAQPf8CB6XRIAK2gULwwNhKLg97mkM4U1BgNVJla1D3VMHeqEYSjLuz/ulna2PfAuG7YketyHRlvh90PZ9Cj4/RAM0evaeAA+EwLVve8/ROhFj6Jf+1l+0ma7gvoG9LFHo2qz708DJdNRVqxf2yrEYafbFJe9Ol8MahIAHiJ0yzpo3wihaig/8gNPqNfvLUX/bj4kO6BzPd3VbTgjS72V4bofrzWZDk2ixUX5HSwjn9TROfTbWfcvaRu4urfMZUUkYGNmzzfrovjSSXzh/AoZgVKXlnoHp3NdXlej4knKPnEh6TXrSS9bjumDSEl2VREN0ekxVLAwyOpcfq16dil6WxLXKr4cm3Y1TrtNdZlNR1LR1JbNQtEw/IIyjONrUJNqCs5TdWGqbpiK8eKbuKluy6WhSfhMzLAJgaA3F3FSJXpZQ7HbAZNrUL7S3Xy3Bj7dsQv9+kPZJ9n70TkUv2I1uqYKZfihbDaUndQ/jRTicCZzAEUfBsUQ8F133cWsWbMoKSmhpqaGiy66iFWrVvV5XiqV4tZbb2XUqFEEAgHGjRvHz3/+84PQ4j2nM+3ohd+El2+CpffCwlvhhevQHUWWjevtGo6N++N/QycT2Q3ZL0kbvXgHqc3J7OoV2e2uFzS9/2oHtg3REtDaW6HDycU+3ty+jpTBrtbdz//yW/lfJGaJD3/ELAiuTJ+ifJiVSxxxNTi2puMvz1FdsouRx4aoO6OU0JERfEeVEL18OGbAyBV57kophfIZKFNhOG623GH+OJ3NYkls8noJw0FNOKyJjvYz4V+rKZsaRo2r7DkkbhoEqwIMP72yyDtUpFpdEq0Rr/dPKdTwGMwc0rk7H2HXRlAX7Nu61zq1Dd34LLrhCXTzi2hn/6wV/YFsWtR7qnYyCbFPwqj/hyo/RbJ/hRBiABoUPYALFizg2muvZdasWdi2za233srcuXNZsWIFkUik1/MuvfRStm/fzkMPPcT48eNpaGjAtvtYMeNgW3Y/NK3IPw+GIJiGd7+DrjgWaj6ECvfMrtTpJLguKhhGL30JWnf16OVTSmFFTeJrOnDiDoGhAYygQbrJZsMbaZo325iWpqTcK53XWZsvl92rVZd6fZ1BVtdX8bb5fW729cDX0o72q8LeNaXA0ARKDNqb80GFHU+y5ZVtDJ1dQvi6E2Hz+/mqLRt6D3o6gzylFXQ4XsHqbGeh3ebQtqoDp3M1DgU1R1hUXlbT2RiUr/iPhWu7lIwqVr5F4zc0ybYwoUAYEm0AGCePRI8vR69qhIyDGhmD6XNQ4y/tte190W1vQdNzeJ/dXEiug7Y30bWXofz7bwWPPvVRq1KZgX5d2k6Iw57UARR9GBQB4LPPPlvwfN68edTU1LBo0SJOOeWUXs9ZsGAB69ato6KiAoDRo0cf6KZ+IDrZCNtfIxdclcQgVpqrs6KbF6NalqDH/CsqNsU7p34j7qP/BUte9I4bdzR2evffaCNskN6aouP9JA31Xq8eKEwDfBZYPgNfwMVJeOVPbKczISS/2odB54hBvkQKKGKhDJ3T8HwB8AV67w0yfJ0BQz5wcB1oWJ1hVDSEUVcH9fXohAPlPkj0zNbVWkPSzcejDqi4Q8K18AccfFGL0qMixDcmSWxJZTOHu/ymc1207aCsnnP4lKmIb0l0eY/e+1VAiakJjCiBcAkk23PDoWpICWpIzKtcPe6zUDGzsHB1pgnS28EsgcCQ3faWaScOTX/vbGju9dFpaPwb1F3R67n73cjjwbCKLDGooGw4lI04eG0RQvQkQ8CiD4MiAOyupaUFIBfYFfP0008zc+ZM7rnnHn75y18SiUT48Ic/zLe//W1CoVDRc1KpFKlUKve8tbWXjMf9JdlILpIxDC8AhFzvi1Lg1reh3vsf9InfREVKcO+4AuKt+flY697BcF10SPXaI1MyrYTMrgxbXo7TkSo8JpPxVt4wfQoSOlcHEBTKB1UT/IQqTFKtLjtXpak4MkDdsUF8UYPUzgxtS9qxG1JYPq+nz3V0tlZwz7Y4Ge+63aW3J0lvaCNQHsL+v2b02iavBUOCWKcMhxGl3s3Y0gLvNMC2eOEF/AYhP2jtBVdGwCA2MYLhN4hvSOAf1a2gdGMCXR0tLGrtakjaVGxqYIvp1UkE8CmoCGhKp1UTPiL7/1v5EGhvhLQ3zEzpkTDyE6hwPhNWp7bBjt+D09qlKHcYHTsR0lvBbgF/HZTMQPmyw86JNRT/WK4hvRXttKPMaJH9+58KxuCk69Av/MALbnV2eRbDRJ321Z7zLtPbIf4OuEkvIzg82ZsjKIQ4MDT71osn8d+gN+gCQK01N910EyeddBJTpkzp9bh169bx0ksvEQwGeeqpp9i5cyfXXHMNjY2Nvc4DvOuuu7jjjjsOVNN7cDtMnPc6UCUKmjT2Y6+hm5MYw2NYs4ehFm6Cza3ez+kvzkOPmwDtLYVzs7SL1pqWZk1ZWT7xojM5wjEVllL4Kny0tisMlS3znJuPp9i5Q1NSAvFWlY0rFcFyg0kfKcEKKbTrJYKOOC2C8ncGpwpziJ/w0AqaX2zGiTsEx4YwAgY0pnEb8z1HnfMPO1p7/23lNKfI/HIRtGSDqoCJefERUBnKZfrq8VWoIaXoX70DHZnctfGpglI3nV8jI4MkGtJEZpUVtGXb05swJ4+l9gR/7tpuY5KOn71DqeUQNaHNNVBA1NRUTK1gwn1n5Bvr80N5nfd9MKOokTehm+rRG16GWBW6pga1/ZeAWziU6nRA8z/I9aCmt0H7Um8pteCoLvVpetHX/v1MTfkIVI5DL/8jtG2HqvGoqR9Fdev9021vQPM/8fqJNXQsh9bX0LWXH7SAVQghRKFBFwB++ctfZtmyZbz00ku7Pc51vXVfH330UUpLvYzM73//+1xyySX86Ec/KtoLePPNN3PTTTflnre2tjJixP4f6tLpFPE7byf9xyfAdbFCBlYoPyTprtqJ3tQElirsL9uyDqyePWimobBczcuLMhx7lI9wSNEW17y+NMMRk32MGGbg2pDpgM7gr5OhoHmXNxRbUqWwlUlHs2bsmRGsoNerqExAgeo2vKsMLwu39NRyjBIrV5NPGYrMpgSpN1u9EUwHOpoy2bi1SNkWE/zxBLopkW/XsbWoLsFf7vUiPphRh16w0ct29hkYvfR8KkNR8ZEazJiVe9nVf2xj3XNxMHYRrPJRelQJqeYM8RUthHyaxrRBRzp/jYRtYBh+jqzouSwdykQHj0A/dju8+Zd8r2zdUPS5U1GlkcIAMPdP3eWrA43Poof8KwTHFH0fAFjlYB78UitqyBTUkN4/aOlMUzb4g4LuCKcVmp+HygsOaPuEOGzJELDow6AKAK+77jqefvppXnjhBYYPH77bY4cMGcKwYcNywR/AkUceidaazZs3M2FCz8LJgUCAQCCw39vdXcf3v0v6D7/1yokYYAa7BVYKDFP17KLPrdPWvciypiOpWbjEZuESG9MkV3dvylQ/KGh8zysI3TX+6uwFtAKKqpkRKsf5cqVWlK/bXDVT5eYmFrTVMlARL3jtGqxZw4Mk1ieJv92OUeXDPylKSbNL2+pEj2GLcIki89dVGJrcfEJjQlnRQsvKUDgjSmnZYmMEFLHhu89ANSv8XtuBRKPNuvnZ4WNXk9iZoeOfu+ic89eWgnSRF93+WgMb/7SB0ReNoev8R6xSeGlZYfAHsH0b/L4FfdXZfeVSeOwmsBtRvkp0dAa0L+r6jr0v5WcOzKSLxLsUW//Z6wl8F11xnmQJC3EgSAAo+jAoAkCtNddddx1PPfUUzz//PGPG7KanJGvOnDk88cQTtLe3E416w1CrV6/GMIw+g8cDKbP8HVK//mUuYMgnRuQVK27snex6WRtFvL02PzzoOF6cFokoamu9P77xHU7277S3ZFvXlxh9eoTSkb4eQ6gFigSegDdJrkhgCBA8Mox/cgnB0fne1uoWm62/qie5LYNhesFfuEzh1Cdw8Io7m34DbLcwF6OzGVpjaE3j+xlqpwSzxVCzv8i6tyFgQNSEtIt2NRvnt4OGoR+dxPgbZ1EysZLUrg42zFvGmv95g0ymlyFqAzY+uYaRwSbU6aeiYmUQGo/2HwGvfrgw+CPbnpY4bKiHsUOKX7OH7DXKzwR/LbS/BXY7BOogdiJqoK604WYoHgBCPk1RAkAhhDjYBsVv3muvvZZf/epXPPbYY5SUlFBfX099fT2JRH7I8Oabb+aKK/JZkpdddhmVlZVcffXVrFixghdeeIGvfe1rfOYzn+k1CeRAy6xdQ+OlHyuYw+fFTj0LGRflAunOKs35OnlNDTbL3nNy8Y9SXk7JeWcFMQwFSuELZRMkssGfyj4C5QZlo/09g87uQY2jQeuetfkMigZ/Sims2iCBkYVDp2aJybAr66gapqisNQiFvRVDOtlJL1hzl+/qPRBeuZO6SV0SDOzOAoc6/wA4MobKaNyM5u2fNrHpnx2MuPwopj9wDtHxXkJHoDLMxJuOZ/p9c4u/FoAGp74Zlm9Ez3saqi9Dlc1BxeNgp3s/r6VbskqRuobeTSkFy0sEUUqhokej6q5CDf8yqvqSgRv8AQRHUXwmugL/EJQaFJ9BhRh43P3wEIPaoAgAH3jgAVpaWjjttNMYMmRI7vGb3/wmd8y2bdvYuHFj7nk0GmX+/Pk0Nzczc+ZMLr/8ci688ELuu+++/ngLALR/73u4yXRBEOVmdDZJoksxYwdcu1iwZcCcCzH++2nUJV8mHRlF84p27HVxLhya4piRMG6IYuZEg6svCTJqhJULzion+UFrDMPbFKoyGfvhGEd+orx4Y3OLP3RpV3aFDO3qLrFM8SXRtKtRIbNHEKcMhVliUXJhHeHTK/GNDfU4xrU17ts7cFc15l+vMyje0gZLthMpN9nVkO311EBGe0Gqi/f1yFGobP3qTf+M0/huGssymHTL7Fw7urZp2EcnUTGpl6xyDUM7O/LiLbA5W4Q8Vg3WbjJdS8OFQZ/qvFddy+EoqJg7MId390RgJARGU9hVm/136an90CAhDhOdQ8D78hCD2qD4+F1sRYjuHn744R7bjjjiCObPn38AWrR3Us//ExwHN2NgZMumoMGOO1gRs2DEM5Ny8Vf5INHlY9rkozG++O+oQAh92sdp//4jOM1etm2pTzOrNEOw3OfFfDtSpOMZfOPCKKUIlplUH+GnaU0af6nBuI+WYexmOVsvP0F71T/84KZcMluT2M02Zl0AFQuQ2Rwn1ehQ/pEalKELR2tVL0PJ2S5Ia2QINASmxsisj5N6fhcqYGDFLIyJ1ZgTh0JK4/5hNWpSBSiF+14TrNiV+8W1ajPUHR8mEM/2BLuA0lASgPZGtN9CmZptryZAQ3h0KYHKYoWevf/Hao8fRuOqXQU1EDGgtMxgzOQuq6Fkgz4VCKFnXwwv/qYw0DNMqBgKJ94OiZVeQkRgOEQmQ3IDtL0FdrNXBiY2C+Wv2803YmBTSqGrL4bW1yC+LFsGZjjEZg/snkshhBjkBkUAOGhY3rfDTrhYGJjZkipOWuMGQ4TOOh3e/jsqamENC6IChlcUOe1C2Ic643RUwBu+jv/iYZzNmwou79oaJ6Ox/F4ih447uI0ZjApvfl9shBcAVh8TwjC79IL1NoUrGkGf9zXi//E13Eav7IpbGiH+enPBOanXGgkeVYIu8ZaA03EbtxVUwMXwd+mEznZ4decbE0ElHEzHJdOUIb28AWfpdlJOAOf9ZnzhLZSO8GP6ukSsfouK88YTuHYcaslm9PJt4LioMTGS5SXY7TaBjTvw1RnYHV4Qbbemer54Z9OUItWSxEAR8LnoWBArFmDiJUMYM6oDM2ShWzPQEkYvfQP9xENQUgqnnA/JOLzxTH5of+h4+Mh5qM0/9AIifw34R6CUCaFx3mMQUcqC0jneQwhxcMhKIKIPEgAOIMG5Z9Px5O9QeEGgnXIxsqVUyn76UwLHzUT/93mQyi+DltQKLJOQD1T50Pz2v/7VW9WiS8+TMhWZdgfH53qFnYH0qjjBCRH81X5KRvgwfFAyotucP7/hBZldg8CAgjIHc+lPiJxRiT5pNjoSounfni4I/nxlFsEyH2zx6vd1XsIAbEOjxobyPYFK4SYdUm80Y6+NgwNGhQ//rDKsYUFa/7Cd9PY0mbRLOqkB7z4k21zat2eoPjJEqMzriVNnTWPaSUdimE0wewxq9hhSq+pZd/tSOt5dnbsfNSdHKR3rY9fKNOmGDhpf2kTZCcMwusw71K7Gjqd5b/56bDSpjMJoSXPOfcdQUR5HuyVej2ZdCFIa/bvvQZsNKPjLY6ir/x/qW3+CbWvRsSrQL6IS7+R7BdMNUP8omk+gSqZ9wP9rhBCiCMkCFn0YFHMAB4tMIl2Qp9A5189OgZtxUIYFx30cUDRss/n1/7bwwHebeODuJh79WTtbWyvzF1PKmxtng7azU/2yP89uRpPpcMl0uLhpTfydNrb/oxE35TLmwhj+crOww08p8BtoS9HRbLNzZcKbc7clCWu3g/JjjKjGCAVwNjQWBIqBKl9h0orWkHKhJYP5Xjvp+TtxG7yeN9dxSfylAXu1F/wBuI0Zkn/bQfvLTaS3p3HdzuAPunYZamDn6iQ6EkBdfCLqgpn4u8yxc9virL7hTTrWtOWb4mi2P99GtDpf+/Ddm/5OenscrTVu2kE7Lm7G4YUv/BW7w869ZiBmUhbzAlBlZOshKgV+hZpdDa7rFU8E9Lx7IJlCHTkbVRFAJdZStEt159/QWj52CyGEOPCkB3AA0Du34T54Ox1PP4u2wTS9lTXAiyFcwyTxzF8JnzwHdcrVNL/3Pr/5zhPYmfw1Grak+e2Zn+HTC39N1fSpWFOmkl76DgDKApQX+Bn+nnPvlFJ0NDhU+RXRkQG0o1GJbgGKUihLEYhZhGImpLJF+VztrUbyl4Wos48HK1uipfM0n1E4rJtwvbV6vSbhc114q5mGrTYls2K5oeTuUu96GbN2L8vFgbfMXPojpxA+ZbwX9xkhdDID6Tgt/1dPuj5Z9NotbycYfkYp215sI7mxlRdPeoSaj0wkNrmaRH07y594l+SOjoJzRsyOFa16owwFwyPozl5TAEOhX/8TnHoypNbT65i63QxOO1gHv6DzPsk0Qnwp2Du8jOXI0eDf0/I2QogDQoaARR8kAOxnOp3EveMq2LU911vlOOR6wABvRYuMV05EGRZLV5ZgO0ZBb5F2NW7G5s2rPsXZD96Bs2Vb7tzOtXedtIsyDZSlckPDSinccTU4m7eR6XAxLQNlanBcSBcGKZ019rySL6AN7a1GohSseB89YyLB08aQ/L91oKDkkhEEx4Thle35iyQLf6soQ6GBqtF+0m3pXmMj7XSWcun8T/Eg0GmMZ98XUPYhUONgw6MkN3V4BZ+d/MU7e1qddk3ji80EAL8fOtIOm3+9AvDaVixsNP3esni95uZmi0vjM1EfPRI1cgWsX4E2LNjWBJvqIZ2B8hhMGIEqjXrvSR1i6+OmNsKuP5AtuAhs8xJbys6C8FH92zYhDmMF1RH28nwxuMkQcD/TC5+DHVvBdQhWWsUjCschtX4j2vYyere+uhjt9Px4pjVs3ZJG/+5OMsvfLnotO+GS6XBw015CiDFzOOX/cRrR00fSuiYb6igFYdMrkhw0vEeJ6f19T7leXT1He6VVsnX5UKD/8gaRURZmmUXJpSMJnVKDGh6FmmCvCR5kN6uM7r2uH2BkezENq/OM4oKzhqDtDDoeQLttYG6G8hH4aoMFwV/2jqG16vwnaO+t+7JLonSGNMV+SLYtbvdWY+l+RVejG1OQ8CJ4df4EmOgNzWut4e33YMU6aOuAVAa274KXlqIb2yAyGWUWWVJuoNIamufjdRV03tvs1+Z/gtt7Uo0Q4sAqmE60lw8xuEkA2N82vAum1xFbOjqIMvI/eJ0/hK6Gjpdepem+BwCIDKlGmT1rtCgF0YhCKwNTd+S2obvV63M0TtrFTbkEZo/E8JsMufMUyr55ei7oAbx1hbMBoDaAxnTPicEaKPXBlFLUKIXhT+CbHCN0Uo03L85xUMdVooaG2F3gBmCNCBbPNlYQGO4FRqbZOV+v64Hev0PHlGMlN8LKV9FL/oB79adwf/40mOVUfPpsrJhV8H+8aRbvbkxoaEbTiPc1f6fzx7a8n2LjwkRhSZjO+Yiv7/Kehn0wpRaVTsP2nbCxHhpbC19M432TV26Emg/v9v4MOPZOcNp62+n1DgohhBiQJADsb+U1XsIA4AubRIb6cbt8+nKzo7FoaH5wHlprjv7cx9GO0+NSWsPUo/3QniZ8RCS3TXfWQ+72kc6aNB7/SbOygabGX2GiAkbxwVW/4XX0JNzCnrRxUYwZlVAegLBFy3M7CZ48wgvSXBdsG2Uq8BkQ2U1hwaiJWekneFxp9gXJl9or9xEeEyI2I4ZVahGMUNj7ZiiiJ1VT8+/HeM9DIVTA9P7vfv1d3O/+GmWaTPjPyfirAhgmDBlj4AsWdku6GranFfWOmRuB1yjSaAKGSyDbfGWZjPrE+dRe+0vU5M9BdDj4SqD6WNTwz0D1dAhHYewIVMNOWPM+NDRCaxuqLADRLjUDOzU1gXtozMjQTga9+SX0qj+jd9aj3d4mC0kXghD9RWudGwbeq4d0AQ56h8ZfnEFMnXwB+jc/zGY3aBxH4aIo9jfV2bULHIcx55zC7Nuv45Xbf5hLRNAaZsz0M3GSD3ZmCNYGSc2qIvXmTm+/7S00obN/lAPnzKX07nthwffRK96AcBhqg16wFjS8dYVdvPjIMrzewAofbEt5yQ0hb3hYTSzx3oehyGxPktmawj+xHBLt2cmMWQEDZSp0pR92dVsezQAmegGrb1wYs85PZlMKnXExIxZmxkEZCn+FD/8JZbi2RgVN1EVH4HbYmCV+r91ZGsDw5UvX7GqFV1cSPqqOox4MkXxgOaolRSrh0NGWnXepoSlt0JL/znT9LpF0FR/68kzKv3EPvrJyfJHOgtHnwajzCt6OecyFXjs2vQjPf7vnFQOmlyiT7DbRc7eVtwcG3bYFnr8ZEju8yaXaBX8QPXUmKhTpcqQBgRH91k4hDnfazZce3dvzxeAmAWA/U2VVGP/2A9x7vwqpBP6oWTwJQoNRWYHKFouefduXOfKMI1l727+hXc3YcRYVFaZX/kVr1LY4ZZ+ZTFtlgI7ntnjDwI7Xy9XUatIx7wVG13+MSmdzPjAJGXBCuZfdGygMRjSgxkW8XwrbU16Dqgrnqzk70ii/ibJMr6h1OpNv/JAQ1CdRMQsdMLw6eY4Gv4KRIVSJlT3UC+78URMyCsoCUBOCre3QkgEDjLogBC0Mv4nh72Wpufpk/j4qYM0WmDkLvfRVjBZvblrlEINd9Q6uAx22wgvBex+m7hgdY1h4GUTO7fWYAhtepNesloCVCwC1q1FjT0RZgT27bj/RWsMr34Fkdoi78y9EOgUrl6Cnz0YpA9AQOwmM/llTWwghRN9kCHgAUNNPwfjJP1FfvovwNTcWnYCrFCR3tuCk8hPry0/+EDPvu5eZHxrmBX8AviBUBVBHl6K27yL2oXKq7jyGdHmYhOmjocVHR9IkHNVUdQ3+ABIuekeq+DQ8I9uIseH8/zVaF5SUMUp9uC1p7O0d6EDICwK19noSIxaMDnuJrgEDVeWHGj+MCHkJJuQzffXOtJct7AC7kvBuE0yugKmlqNnVGEeVYoyLoDN20WEKpRS8ur3rBggHoHEz7qY2L8AF/AHFxDl+otUGza6irY85iv4yPyTXgN262+NyUm0UC/6UUmCQW+NZp1zcujP27Jr9qfk9aNlQpGtAQ0e7N3kyMBIqPgLRY/ujhUKITno/PD6gLVu28KlPfYrKykrC4TDTpk1j0aJF+SZpze23387QoUMJhUKcdtppLF++fB/epNgX0gM4QKhQhGTtUay/7gdoR2GZ+b4orcFxFUq7bPz5bxjzpSvy5005DSaf7K0y4brwyOdQR5Rly78o3JYkLNjFiLEWYKG1ZsdGB9xsz1PXzFsD9PoO8Buo0i7z1AyVK2uiLAN3RAlqZwfO5g7U1LLcNXwjQ1gjQqTebiV8fiXa50dt2YK2HdjRAWgYHvQyZE2Drb/ejptwKZ0ZxV/jh7RLIGCgUt0CDA2sakYdXw3xfACsWtqgsiz3Pjqzkd23GnC3xlGm8h4ucMIEyGxBBa1cdK38imi1j8a1mkQfRa98MT/DTh/lPbEb96xWX81RUL+4R8CkXY27K42zOYm9M0NmTZzoRYfAurjJ5t3vj5wElccdlKYIIXbvYJeBaWpqYs6cOZx++un89a9/paamhvfee4+ysrLcMffccw/f//73efjhh5k4cSLf+c53OOuss1i1ahUlJSV73VaxdyQA7GeZ9jiLP/VV2v7+AqU6iWVofJbCdryhw/wAohdkdWxt6HENZZgwbBIk4+gqP2Tr/mlXw4u7MBL5uWZKKapHmiTbdeE0t6ABUdN7veYMVHUZjuxW8dgYEyATUbQ9s50A24mePwRdXoWqrqXif49DodGu7bXB8sPr73ilY8ALJKPe/3ZVF1ax5SdbaP5HE0pB6ZQI/vGh4uVgGlNo08Do2pZUGr2jEccXQmNhJDPotxrQi717pF2NdjTGJWdhDB0FW7dgHFMN//TWSNamYuOSBBvW777nz/AZnPrgOVih7I+LuYe/qCZeAKuehlRrLgjUrldCJ/7XBq/otVKouqGYRxwCNfPKxtL7wtAKysYf5AYJIQaKu+++mxEjRjBv3rzcttGjR+f+rbXm3nvv5dZbb+Xiiy8G4JFHHqG2tpbHHnuML3zhCwe7yYc9GQLuR+/++70sKJ1O+pm/E86kMI18VRCPyoaAXtHhtAvlZ53S+wUDYSjx54dl65MQd3oMbCqlCES6bDXxav4p5QUk7Y6XOZx9XoxVE6D0kiEkX28iYw2HkWPRoYgXjCoTZWYDyJIYTBwLI2vhyNEwegj4vd5Ff5WPyAmV+MdF8U+uwj+mJDc824OhihamUhkbdjaz85uLcP737Vzwl+OCMa4cFSuDYC1GZQjrI+PIpFw2vB7nrbe7Xa/b9U0DzvnjxQw9ZYS311cHvkr2hAqWwTn/A8NPzC3tYm9J0v67ei/4M03w+YnccQ/KGPg/iipUAWPPpeddUjD2bG+/EGJAONh1AJ9++mlmzpzJxz/+cWpqapg+fTo/+9nPcvvXr19PfX09c+fOzW0LBAKceuqpvPLKK/vrbYsPQHoA+8n2P/8f73/nx4Qt76fMyNb/U0rhuGCZOvs8/4NYP3Qs006e1es1lVJg+sH1smx1Y7rXYw1DkUlpLEt7w6JdacCpAF82J7brEKaRDRIBM+YjNHckvindhi87G60sFDZ6RB3UlZF7Q+OGwVurUE1t1H71GFRZKToQQi/aAK+sKfLGgOFhVMaBaBhCAe866Qy6rYP0lg4qalSPJe462+u+thzjqNFQOxo2t2DNHELrbzbwfqPurS8rfzqw9pF3qJpWC1YllJ9X5IzeqZIhcNptaNcG7WJu3ITlfxxjyyaMMeMIfOyTmMMOoWzZY78E/hJY+0ewk2AFYfyHYcqn+7tlQogu9tcQcGtr4ZznQCBAINAzYW3dunU88MAD3HTTTdxyyy28/vrrXH/99QQCAa644grq6+sBqK2tLTivtraW999/f6/bKfaeBID9ZNWt92KQ7/Dq+mnL1YqMDYbh9f+5GrYddSyn/uHB4kFOV6NPh3XPoXcmvcLNvXAczdatmqE1GqukSInmXQnUTf+GXvoCvPuat80o7BHUQGBCAN0WR5VECs9XCm9SYTYw7dKbqA3g6PHw4hIIB9HtafTTK6C2DI4YDuvqIW3nRxsjPhgXg3AY7bNy90D7fajKUlpX7KB8d/ckk/Au5Ddh7Hk4m9+hecV8Uk6QPguvuLD5rxvhF5eAb0ivPaJ9Ud4SJphjxhH+6je99qfT2FvrUW1tGP01/0XbEF/mLd/mpr3SLdGZYJUVPVwZFhx9Ffqoy7yh7UAMZR5iy9cJIfbYiBGFH1Bvu+02br/99h7Hua7LzJkzufPOOwGYPn06y5cv54EHHuCKK7rMW+/2O1R3SyYUB48EgP0kvWV7wfPOld1yvX4oHNcLmsqu+heOue876HQK+/cPoxf8BZ1OYRx/OuZFV6DKugy9HX0leuPrsPE9CBved9gufG0N6Co/oy4cR3L+LjL12wiP6Vayo74erBCcdBGsXwp2z2BSAYZpw+K30LOmo4KR4gFSt7EEpRQEfOhRNeCzwB/BuOL03C8CnbbRf1gIO3fB8AjELFTaRfl9Pa6jXU3JCdXEf9FEtNLo+YvE1agjK711kxON4NajM3Hv3mbvRQAotmhZLjhUJviHFjli72itab7vAZruewC3tRUsi5KPfYSqO2/HjO1Bcsn+awg0/hnSXVbsSKz0Mp0rL93tULcy/RCuOgiNFELsjf1VB3DTpk3EuvxeKtb7BzBkyBAmT55csO3II4/kySefBKCurg6A+vp6hgwZkjumoaGhR6+gODgG/sSjQSowvA4Xuqz6oUhmVI8hyfJLLmDkPd8k+eg8kh+ZifPgd3FXvw0bVuM+8TMy138Md8sq3HUv4G5fAaEKiJ2c73mrC3QubpujjpiA76a7MK56jPD//gHrqFk4SadwuTitce6/35ubNvl4elvGTQHYDrz2Frq1KR/saZ3/DeLaxc8dWQuBCJR6v1xywZvPRF0yGzV5CEyeANFSiIaKl3wxFOEppezaZOPa9DhGTa1FTRoC6XZwvbqEZnWYkjEldCYzmHhBoJF9P0Z2mwKUqRhx4ZQPPiFmN5ru/RG7vnO3F/wB2DZtv/sD2z79uYNbfT+1oTD4A7yCkTa0LTx47RBC7H/7aRJgLBYrePQWAM6ZM4dVq1YVbFu9ejWjRnnVE8aMGUNdXR3z58/P7U+n0yxYsIDZs2cfoJsgdkd6APvJpLv+jcXnfZ6UA8HsfD9QJFJe4kHopJkc8dO7CI4fQ+JH38N+9CcESq1uPWwuxrgU+k9fzJeMURY0tOeOUD4DPSwAaZ0rvGx89ceoiuwnsBI/of/5Je72TWTuuAoztQtlKOw2h47fLyVy8mJ8x38IkglY/Wbhm+i6kprjwuJ30CfOBH/I26xtb4UT7dCD1uC6qGC0R69hboj3mNGoxp3ot3bA0XUQKx6EugkHO6XZ+HaKsjqLaKWBL2igZg3DvGQqKloJdqLg+rU3n8LWq59lR4eJRuWCvu7hV6AiyNSvTICOlRCZTFHpbdCxCDLbQfkgOBHCx4LRc2jUTSZpffQRohdOBcel48W1uG0pcBySr7xGatFigjMPUg291Pt44W6Run6pDQenDUKIA+JgrwRy4403Mnv2bO68804uvfRSXn/9dR588EEefPBBwPu9e8MNN3DnnXcyYcIEJkyYwJ133kk4HOayyy7b+4aKvSY9gP2k5txTGPMf1+NgkLAVtuutDuaUlTHm8fuZ9o9fExw/Bre5ieQjD2IGjB69Q8a0UlRtoLBvTtvoqgCphMv6N1KsmJ9gw5tp0g6osIWqHQnldT3aY9SOwH//fFo2+tm5oImWt9rINNukn1+MUgrjpI9AzbB80Fe4jK73b8eFzVuI/2Ul9f/vOS+YSmcHVwt6BjXYtvd1N8ufKcvn9QZOLkcvWFt8dNnRtPyzAdA4aWjemsEwFKZlYCzdhu5wIFxZ0IOn8aHe2sQR42BoqU1nuR2LLj1/wJgTyzn3/y4jPLwU4ouLNzK9FVr+4gV/aNBpSCyHlr8W/Q3q7niZUc/8K3X3fJS6732M0S/cRMlHj8ndw+TSt3ucc8B0rtrR6z4hhNgzs2bN4qmnnuLxxx9nypQpfPvb3+bee+/l8ssvzx3z9a9/nRtuuIFrrrmGmTNnsmXLFp577jmpAdhPpAewH03892sZ+9XPsOnnT+Ik0wy/4iMEqwvnXTnLl4Fto7WBk1YYhoGyvILManio6MBsy/oMix6K46R1dj4hrFuYYsYlEcqvvqHXCbfKMIj++z00f/aq3LbE754nfPW5GHXVUD0Sdm7p/Q0poKUN069IvLCR9r++R/Scsagt70OsDIKBbPCX8QJA8P5tdu3ZzH5VCgzDK/A8KgZ/SeO+vBVjzlAvO01rlGlgb47T/uQGgn6NabiYJmjbW2FDuQoWvIeacRu68SHwpcFQpJ95F/v5lfhDBkdOgtFJzbsbYWczmCgqqg2mnBSg5j8vwigPZ3sr23u+X4B4Z69o10BKg70D0psgMCq/ObUeK7SBrp+7VMCi5jsfJr26gdTybVi1Nb3f3/0tOAHiS4rsUN4+IcQhS7sfvJhz9/M/qAsuuIALLrig1/1KKW6//faiSSTi4JMAsJ9ZoRBjrv1U7weEI7iOJl6fwXW8gM4MGkRGBbGK9Yi5mmUPNeFkvB/8zo4vx4ZlC4Kc+suT8scmWmHXRohWosq8IeHAKacR/cattP/33WDbmGOHYJRH0Iv+AW+96K0R3FutPq3B5yMwpRIzaGCUlXplQhwX3l0Dw2ohEi4c8u1ohVhn0Nsl+NMaouXetsZt3rZlO3DXt6ImlYHfxN3UjrGmmaoRFvHtLpm492ZdV+Pa2utc3NGK+4ebvOB1hA+l/GT+srQgXgsFYfpEjeOCWecjOtZLiFGNbVAe9Q4yisx70S7YPQtzZ0+AzLbCADCxIvv+ugSAaLRjE/uXmTT+zytEzjqIS8L56iB8NHQso6DAsxmFkhMPXjuEEPvd3tTy636+GNwkABzgkk8/Rbrdzv1t1oAbd2hbm8BKO5j+wiHUlrUpko3F5txBcusuGp/8MxWXnI+e/yN440lwvMQIPXYW6qO3oaKVRD77eQJHVZN+8Nv4v3ARuqke3vyHdx3bBV82gOkayGXnMDKkBmdXGrOmhMjp2ZUhouWwYxc0t0G0W7mYdAe0KSipKLxm59doGazZ7AWRGtiVRL9Sn/3t5oUtgTKLQJlFstHGsBSm30C74Lga3m9FjXof1bIFGkrQRx6Jbo4XvdemAZbT5bdeNJz9h4LgpCJnKLxB4yL3Gw2q2xxAt9XLKO58f1p7vZw+hW9EJUMem4fqZYL1AaEUxE6FwGhIrAKdAv9wCB9VPODtRu9ci170CGx5y1uDesJZqGM/jfJH+jxXCCFE/5KJPgOYdl3iv34cHDAjJr4yn7dMmgNOyiX5RkuXgzXsSmNv6732H0D87tvRz94PC3+TC/4AWP8W+lc3orWLu+k1jPn3EBzlxxw/Ghb/M3+ci5dMUtDQ7PPyUiiLkXxjK75xXYaya4ZCwAfxDtjZVJBlprVGpzq8XrEiQ9Naa4hnVynpfN1iZWWAYIWFP2JiWOTnJ7amsV9pBDS0tsLKNRg1vc838c5VUFMBtdnqgmYYokUSM1TnUGmxHlENgXHdT8ifV/DVIDTndILTj+m1XQeMUhAcDeVnQ8WHvfe5p8HfH78MG1/1EmwSTfD279B/vgnd9f8rIUT/0Hi/r/f2IT2Ag570AA5g7q6dGD5N6fEVWCXet0o7mviaOB1rOkiubCcyJ9tz1mZDh0PpEBNlFk+8VUoT9cXRbz5Jj4Iz2oHta3DfXYB68XtefRqAeBs01WcvgLfdy5sApfNBTCQCU4/EbY6TXrwJpyVbs09rsPwweQasfQdamqGtDR0Jo10DdiZR6xrRnxlRfG6i1uh42ltL2KVLMkn399ZZ18/bYZhdKtHsyqCbM6jyIGr6h/At/hOpLc09748JVsRCxyIYl5yFUiYEJkHJCWAEaHv5DRp+9hjpjVsIHzOZmi9dQWj8TC8BxGkiHwhqiJwAVmmX92EDqV7rJCrfodVrphc97JX36TpRSLuwcw2sWwATzuy3tgkhvA/P+1JW6qCWpBL9QgLAAaLzh00phbviTfTjP8Rdv5KKk8oL5twpUxE9IorOaNL1yVzhaOJexOcLGYydHeS9F5M9XmP4MPCXWihdvC6f1pq2W75MeFpp7n8M/dZr4M8+UwoM7QWBrs7HO1UlMHMG7S+tZ9uP32LU3Aj1/7sFZ2c7ZmW2wHQ4DEcfB6kUOC4qFEEvWeVlCWvgvW3oMXUos7BTWhkG9psbMO0uv4z6+L1UEEgaGu2AjjuociBm4Zs8DFa8T3pHGp29rhEyCNT4UZEAxle/i4pOAyOYu0zDT3/F+zfe7q3f6zi0v7mUHQ//lolPzyN20kXZmnpbARt8tUV6/3bTaKWKlowZ0La8VXyWuDLRWxejJAAUQogBTQLAfqbbWkk/9D/Yf3sKEh2Y48ZgtW0GrTHCJtqwevSMaa0Jjw/jNKVpfWobsY8PBUfn4rGxJwUJRA02vJYk0ewSjCqGVjnU1oBOumhUzx5AvMApsz1N09MNVH+42tu4dBEcOwla2rz5f51BYKch5ahhVeAL0vZOK4lNKXzVZVReNQ6jItjjNQgEwBcF18aYPhEdrwAFeuFG1JBKdMiHMgy046JMg8QTi1FrGzHCJqjOZeWK3MfdfVpVoGIWKO0Noc86Autvr2NGDLTtrT6irOx1p41HxU4oON3e1cTGr3/He+Jku1ZtB+26bLj2VqYunY8yTHC2ALb3NbkEQtMgmK0dqHxg1XjZwcWCQd/w3ts/EFkBby3gYnyh4tuFEAeNdkHvwwpr+1JDUBwaJADsR9rOkLzxStz3VoHrBRZWy6Z8oGOqorPLlFKYIRNfxCTT5K2Zq/wGpNzc/uHTAwyfHkBrTXptB/ZmB1DgKtTE02DNgoKfcO1qnLhDcmPSq2ISd7AiJgwZijpqJjq5C9o6IGV717EMKAmghlRApBwUDL3maOLLd9G8PEH5Fcf3vr6jm/HWlNWWVwJGO6gTR+H+5mXUsGr06GqIp3AXrcP5v/WEy7osAaezD4P80nG5VOcuh3WJsVRAoUosmPwxMCugQqMuPwse+zvKyAa1robxdagPjUO7GZSRf82W+S+gM0V6TV1Nau0GUuveIVixtPtOSLwFRgn4s2tphmdC69/oMcHGPx6s3pddG5AmzoW3n+z5V0I7qHEHMZNZCFGUdjVa7UsZGBkCHuwkAOxHzot/x12zIvdc+ZTXQ5U7oPcfQDflYgQMlKm8QKvcB/WFK9q2Nzs0vJchsy5FdSkEYiGC3/ov1Ikno+9bAvGm/Eu1Oex6dqcXmyhofbuNiitnoC78JCiFOv2T8O5rsG1ttkRLKJv0UQPhUrCTaK0Z+9+n0rpwB25pOYX5yV0bb4MZBNJ0BkLacVFH1KCfWpY7TGuNFTKKLhaube19ulU6HxQWoZTC9QdR5/4XDJkOmU3QMh81YxJq0kj0kjWQSMGYWqh2vdeJL4eSafnXcnf/UdgKbqOgjEr+1SH1bj4AtKqh9AJIvAP2dlAhL4nEP3631+/BaYP4Ukhv8YapQ5MhOL74/MIDRE06B73+n976ylplY1oHpl2Oqu1lxRQhhBADhgSA/chZtsjrAXOyvUvd44ekC9Hsji5/3LXWOE1pAiOCJN9ux006GGELaoGdabTt8s7zCVa/2hkQKpRpMu17NzL+1Lno5m0Qb2LnszswfAZO3CW9rTB4NMMm6qQzveBPKYiUwYyzgbO9gKhxpRfIZTog1QqW3+uZDCrKzhgNVmfgViQyUwbaCkGqOdeDpEwDHe2ZferaGopNj1PZIJDsrcn2mnYfCdZao9oTUHuM9z78IyFyCrTNR5WE4aSp3jrByWZyKwGnthYEgKVnnASW6a15XNAGhX/kUMwSo5dgvUgBabMMoicVOXYPZRph129BZ8hm4nhLuoWPhtLT9v66H4DesABe/K43jcBngXbRvghqzv9DjTyh7wsIIQ44qQMo+iIBYD9S0Shdoz5ta7SjwcgOAWugKYMu8+XKx2mtyexMY0UMDMPAV2KRWdtBYHopqjyALvOz+cX2LsFf9jzHZfENd1G6+hkqjqgGVxMaFab5hSaKicysRlXW9tJwBcFy6NjuDV0rE9pbINUBruP1hQXCqFg1+IpEb/6YN4fMCgHNgPaGG7pk5upsnb9MxiWgrM5Qpwdv+Ne7V53DHZ3DwgW9hl3/HRwD9TvRbrrnPjSoALrxdXCbwAe+sGbyX77Be5//ManNrd48QMsEDaN+cAfKioKTXQqu8EaBUVb8Hu6tthe7BH/kv3Ysg/Bk8B3YlUR0shleurtHmrmyE7D+7yABoBADg6u9EZJ9OV8MahIA9iPrzAvJ/OInBdsyLTa+cis/vy3jwo4UmbTG0RozaOCLmLkgx4iaBI7OlxtRSvHeC/GiI5JKwfq/L6ciFQATQhNC2C0Z2pe1545VfkX5+TVYpWbRodcc7XhBWaoDOtp67FapDti5EapGFgaBgTKUP+pli4brvK8t70PKQb+xseB9UOsnNiGCbsnAhqTXxC5lYJyMi2F2SQrpjAWzxxTMYXFsMPzo1rdgx5/B6SwGrbyaMV3Xvt3yDESrUOUjvYBcKcJH+Zn64g1s+s83aHl+BeGpI6n70keIzJrmnZta3fOGoyF4ZPH7tze04/X2FaUgue6AB4C8/2JuvmoB7cLGl9CZBEqSQITof/uYBIIkgQx6EgD2I2PUOPzX30r6vv8EwyuE7GZsMv5aTCMNrY1eJpdhYsXA5+tWIkUprNGRfI9hVmKX3TMWwYudEu35hAnV5lB6QhnRKVFS29IQswiODWP4DbAzZN5ZhXXkBAyryGw+XwTaGsBOewGeY0P3uXJaQ7IDSurwEkdCXrYsgOFDWX4wLNxVq7Affg2zxEGVW17Zm6iVy8xVtX50qQ/VkEbHHZzWDDrhernMjlcb0fBl33+xD60KiLehrR1Q/5suG7OTB10bDB8oCxKt3q6yEbl77B2twVSMvO00uGVqthduCzT+GgITIXIadCwE3ZG9fABCM73l1gaTdHt+FZPutOtlBksAKIQQA54EgP3M97FPY86agz3/T+h4G+YxszDnfAhlWehUEgwD/frf0A/9e49zHVtDrGdwVj42QKKpo0gav8aKp+nYpggPCUCHA+U+zKhFeIIF5YXDtc0//gPld12HKg3ntimlUNpB+yIYtUehY0Ng+0pwUpBJ58ukdEq2o/yl5D9OGmD6vLIoAGYQd7sPI2pjVAW8gs/kD8WnvHmIYQNGh1B1VeidLs7f1uTblO3A091GRTt7Bo2AiV58A2rIcIgNA39Jtnc1Dh0NXtASGAXtjWDvhGgvQ99o0O3Zos5dpFaDVQalHwUnu+qIWU5u3H5/UaY3hzG9iaK9jYEx+/f1iqmZ2nt9iOgQCJYd+DYIIfokcwBFX2QpuAHAGDkW/2e/QuD6b2KdejbK8uJyFQiifH6MORfCpCPB6oxogIiJWevHSPQcjpt0XqzIq3g/zS0JeOfFBO31aTraXFb8rZ03n2xjzfMdpJozBfX0jGQr7a++mf2Dn68ziGFme8YU+KNQmx3mtHz0YPrRVsDL+jWD3tw/5StYDs360LGYx9R47y/Q5eHPLg/XdRi6rhrzQ12WTFPkMqeVoYo+iPlRlgmVY3PBn9feMMRGgRmA5uUQ3+D91utj2KSzwn5B7cHEO147rUqwqvZ/8NcpdnI2eO5sZPZraAr4ewtc96Oao2DIsYVD5p1tOPYzvU8ZEEIcVNrV+/wQg5v0APYzt6WJzLN/RG/ZiDFqHL6zP4yKFq5Vq7etQTWu69FDB2AFAZ+B9hsoR0PGpWJcgNk31vDWTxpIZKe6uSgcNE1pk6a0yZa/ZXCdfE+W1hlWvGFz+vVllNR6AV7ZVSdjnngsyskOa6K8oEkZ3qK5ru3VyzN96GgNtDd4Q9mdQ8Fao9NgYHWZjNwtoAPwB2HmeHj1XWjqKNzX9dBwCCaMAp+FOm4k7usbs6ORXmlrtM4HfXRZXWVoGCqGgSosqp3LGg5WQHuTN7fNNCDRDOXFv1/asSGxKxsUK7QvCL4Iyu3If2R2Wrz5elZ5t0BpP/BVQtVlEF+cLQMT8pI/ghP37+v0QimFPv0OWPpLWP0MZOJQPgaOuQI1cvZBaYMQQoh9JwFgP7LfWUzHV66GREduibHkg/cSuf8XmBO6JA/Ur+v1Ggog7aICJpiAYaLbMlQlExw7NMOW7S6rWwNdjwYgZXs9el37qTIJh9cfbeFDN1bAuIlYs7uXK9Fgx72VPOgcc80GPaGYFwB2Pbq9A7ZuxE2CmvGhnh1rWntr92Y6vMDxuAmw+F1ozXhFrTuDNdOEMcPh6EmogBcE+y6bieO24rzT5q3K0VkpR/dcFUQdXQXhsuL3Tym0LwLJpBe4+nyQSULrFigdnk/Gyb59Ohq6DIFqyCS8wDEy2lsTuOk5bxgZwIhC2WkQ2s/BmRWD0lP37zU/AGUFYMbn0Md+FrSbn9cphBgwZCUQ0RcJAPuJdhwSt14PyYQXSNnZ3rj2NhL/fgORx5/N91aV95FI4M/2MmUzg5PvtKLejeMbOYLWLVtQ6K4DuFkKF280OZdE62qaNmboaHaJTpneexawm/GGTVHgZEupuI73PlzXm+5Xvx0VT3mB2bplYKfRx52TfeUurdA2OrELpTVs2gxBn/cAmDAJhgz1gsOC13dR8TasaWWYsydh/+T1gnl/udIwCowzR6OGRMDpUjevC621t6+z1zKd8Uq8NG9Gp+IQG4YOVIB/ODS97s117M5Jo81hqJ1PFM4PdNuh8c9Q9XEIjOh53iHOW5ZPgj8hBiSZBCj6IHMA+4mz9E10Q33PzFnXwX1/He7q/AohjDoaascWX+khZOQDQLx5cIHZEwk+8RKlP3wQV+veFsnwXq7ItkxKQ2nZbkrAuNlgL+MFP07aS6TwR6DVhTUboS2J7rI+MRvfhSV/Bzftvaq20W4KHd8OmXaIVXmZuF1t3tjzl1jn822bvPer2zGvON3bpbygVmvQJSGMb34MY1p2LLdpK6q34VgFjJgMVUOgpARC2WHujjTUfh5VcSn4J4Lds9xNTnpLNvgrUguw7Y3ezxNCCCH6gQSA/US37yaYAHQ8v4KEUgrO+xIY3YILn4KICW2Z/HkaVPUw2LEWn72FEVd9jGJZDZ1X6p5C4o8oYrUWYPQeOCoD7ARk4mgn5ZUGcTJgG7Btc+4FCl7VMqHCgu2L0U1r0a0boHEVJHZkEz0MGD6i8DUTCViyCFpb89vaWuHtt7whW4BEHGNSDOvOT2GcPxPjlCmYn5+L9V9XYZTa+aA53oTe/l72HnVJ4Ei1QmKnF4iHqyBc4WUpWxaEA/k7ZQZ7uxseN0nP4C97IzI7dn+uEELsZ1pnP6vv7UM6AAc9GQLuJ+ZRx/ReT00pjHHd5o1teh2qgpCyvWXHLAWddQHbMhDzd56KXrYM/ZfnARgfUSwL+0l3pAvqJXf96p3obZh6YQxjxCivmK/bc7hTAySaUJk277eEa4Od8rJR3nu78FhHo8zsq1ZXenP5DMPr8eveu6gUxErBVNmoNNu69ji8vRzO/R6s/A1sXNJzcsqqJajxkzHPm+ollMRbYN1bXgBXWg7plFeepr0erRMQqQQUOtXqzT+0fGAmIFjlvY/O335OHNqWQemxKDOKDo6F5Prudw6UHwJDoKOx5z4As6TnNiGEOIB6VCrYi/PF4CYBYD9RobAXDHWvmwegNamrzsUaOxpj6nEYF1wO7Tu9wMRfpNPWyQdEutmGLfneRcPQTJ5lsHhBt5cAMBT+SBjV0UGszuTIs6OMmB6C8mo0Jkr5sgWPc61GGQF0y3K0m92ulVdbZuN6iMdzR7qO9rJ1O1eNCAULk0aKvGdcB1VdC2UneCtOOGkYOhOO/hSqdAR6ytVQv9TrcdSdMxhdKK2GrWthy+rCa7aZMHIUhMNdXseG9u3d7p/jfS/Srd4Sd+CVq0m7kNwKpcd626ovgG2/ALs5+9ramwNXcwnKKoGOd4q/t+i04tuFEEKIfiIBYD9xN20oHvx17m9sRCdb0GvewXn2tzC1ChXoJSnDUGjXRRkGrG3t0as4YVqA91a4tDU66OxrKsvEX17K+W89RTjYjn7yem8en3Yh3ua9jutmkyfwAh0zhFaGN/cvuxasvXIXZtP7udIrndSEM1ElpbD1bdj5HiRTXi+faxevFwhgh2DOPahwHcy6psduVTIUfc4DsOZPsH2pV4Nw2PGw/CdFLoZ3f5MJCEd6vc+ezvItae/fKrs8HC748vVglFWKHv4liK+E9HavZy86BWVmr192NjT/nYKB9egsCO3H5eCEEGIPaLfXj9t7fL4Y3CQA7CeqvKJgFDRXxiR3gMJ1NIbpQrwdlrXDcb0Up/MbXtmUkJHNyixcqcIXUMz9ZIiVwY+z/vFncDMZRl50JlNu/gKR4dkM408+hF76e9j2NhgV6HQ76FR+Hp920G7ay1bOBn8YIaxz/wf92oPoDX9H6QwEYnDUpaijLvGSLqaBTjTBzrchOd8718l48+w6A1WlIDgGRn8S1UdWqQpVwtFX5e9b05reDwZvuLxPXQbHXTs/eUb5oXR64ZHKguhUYGrPy0SOgtA4b5hYO97qItZuhn/tZogvgfRWMMIQngLBccWTfYQQ4oNwdzPissfni8FMAsB+YtQMwTxuDs7rLwNFpsR1HenVLmCiIhYknXxQYwAB0ytebLvgHwJuY9HXC4wYxbFf/RrH3v21ovtVbAjq5Gu9Id+O1yH1Xs+DNN5+ZQIKai9B+SOok29Ez77WG5oNlPaoC6dC5TDiFHRiJGx7HJxWbyhWWRAcBuVnQGjc3q0iUTIcDH82u7iImhMh8753D5324seY+fWJcTp7KoGRn0OZ4eLn9MYIQngPevzSDbCrs2xMtjxNagNEZkDpyR/sNYUQohupAiP6IgFgPwp+8x46PnUeurWlYLsZMFBKYXQdVk27aAUqbGV/svE6rjqDJkPBrBtg0U2QbO/Rf69OvaLvBmkNydfA3lp0t1KAL4RWpnf99hVQMsXbZ/ohVLHby6vQaPSY/weJDV7WbHAkyor23a7dXdMKoSd8DFY93n0PDDkBNe6zuS265S3Y8ttsxm6WaeXrDBqWd17oCBj5EZRxAH88Wp7vVjYm+zW+CMJHgW/391IIIYTYFxIA9iOjqobww0+T+PxF0NoCeFmzSilU52guZAMUDe02lGTX0e3eWVY7GVU3Ff71R+jH/x0aNnjbfUHUmZ+DmRf03SC3Edxd7G7YQOc+VmpoW4yuOhvlK93j96yUAeGxe3z8Hpn0Sa8w9ZonIdMGph/qZoLpoF+5HqLDYcQFqPJj0SVHQ8siaPwn2E3evfRVQulx4K+C0Oj8nL4DxU1BpniQDQqS6yQAFELsE5kDKPoiAWA/M+qGEn7kGezfPYLz2vPQvAsVb8awDBTaS0YIBOH0ubDoGTiuomfwFwmgZnwRADV0Itz0a6h/z+sJHDoRFdjDYUy3OdsoX9EVL7TW3tqv6PwjtQX2IADU2s4mT+zwEisiR6GMnmsb7w2lDJhwCXrcRyHdAttfhHW/IZclnGqEXUvQk69F1c6B8uO9hxBCDFLazS61uQ/ni8FNAsABQFVU4/vXr+L716+iXRf9/J9x5/8eWptQU2dhXHQl1A6H5ReiX/kjqDXgb/eGfYdOQx1zJarqiPz1lIIh4/eiIdk1gw2zy7w675eARnkfCTsasjUDs4UDzb6HcHWmEbbO61I+xQXjWXT1hZDaCPYOMEsheiwqOPKDt7uz+YaJNv2w/snsFrfw65pfoKuPP7BDu3vCCIBvKGS20fMzuobgfu4hFUIIIbqRAHCAUYaBOuPDGGd8uOfOKSegppxw4F7crAN84Hb0LAKtveXbcmv+osEIQXAP1rjd/gTYnfMcO4OyDDQ9m51YqCGzE5Jr0WUfQkWn93KhPdC8goL1eLvKtEHbBijdi+B4fys9rWcSCNpLApHhXyHEPpIkENEXWQpO5CkLjCGQSfTcpZQ3NByIeRu0huhRfWbu6vROSG2mR0+XFSQ/lEz+a/Pz6K5JGh/4Pey+jAxGH/sPFn8NVF8OkWPAqvZKxpRfALGT+rtlQohBQKP2+SEGN+kBFHluHNKryffSFeELQWKX9+/YjL6v6cR7blNGtzo3BSdAciOEJ/ayvw/lR3nr9jrdg0gFgQqIjtq76x4IVpnXEyiEEEIcZNIDKPIym/s+xs0Gh9GjITS67+P9tcBB7HXLtMDwU73VRjqDzM6U6iO+4CWMCCHEINc5BLwvDzG4SQ+gyNPObusGKKXQOgA1F0PpzD0q3KzMILpsDjS/0OV13OxKG8WCMROCH7yXTmsH3v8V7FrobQiHAQOMSohOgGFnosJDPvB1+42b8gpXm1EvaUQIIT4AmQMo+iIBoMizakEv2e0hquaj4Kv5YNet+JAXxDS/7CWYKD+YteA0ZC+q8mvhxU5E7U3AUz8/H/zlaNBNMOpClL/sg1+zP2gbmp+HjrfxhuINb4m4stNA9bKGshBCCPEBSQAo8qxKMKvBLlaeJEt98Np9ShlQfgq67CRwE4AB73/PC3Ysv9cTqF2wM9C+CmI9M5213Qbty721eiMTUIHawgN2/LPIK2uvV7PxNag7+wO3u180zYfESvL33/WCQZ2GivP7s2VCiEOIq/dtOV8pAzj4SQAoCkVPg+YngO6lVBQYMa9e315SygAzgm5ZCP6gt3wcoJ2Mt46wzkDHGrTdXrBEnG5eCPVP4fWIeeVSdOkJUPdRlDKyBapbe3lRA9JNe93mg8ppg8SKIjs0JN4F+2SwYge9WUKIQ4/WCq33PpN3X84VhwaZES8KGT4oOQ0vcUORW3ZE+SB6cn7t4b3lxKFjkfc6ude0IFiWXYuXbC+hRye3QP2T5DOTsx9LWxZC82te05SCYC/z+7QDoWH71uaDJbNr9/vtnfvnddwUZHYU3GchxOAiSSCiL9IDKHryDYWyj0JqLbjtYJaBf9zukxGcOKDA7GPZuezctq4JJF5yiQZfGDIZb6m4Ts2vk1s9pLvmV6H8RO/fQ86F9T/vdoABVhQqZu2+Td1opx2SG7z3ExyD6us97S99rapi9L3qym5pB1pegPhSwAEUhI6Esg95K78IIYQ4bEgAKIozwhA6uu/jUlug5f8gk03osGq9EjF2I2CDfyQEx+ULNGe2e2scd6OUQhs+qDgJpbr8b2m30mtdQjs/7KsqZqGdJGz5Y772YGQMjL4CZQb7fh9ZuvU1aH2J/Bw8A112Gip67B5fY6/5qsBXB5ntXV4fQHmJN77qfbt+8z+hY2mXDdqbb6gTUHnxvl1bCDHgSCee2B0JAMXey+yCnU9QEKA5u6DtBXJDx4l3oaMWyi/yhn2NCLllz7rQWoNVCqUnFr5GcLiX/NHjV5nRYxk6VX0yuvJESG0HM4Tyf7Al1XTiPWh9sdtWF5r/D+2rRgX2YNm7fVVxIez6PdhdhoOtcqj48L4Nvzsd2d7X7jQk13vfS1/l3l9fCDGgyBxA0RcJAMXea1+EF/x1Bmeqy1JrXQK2TAPE34KS4yE8uWiig1IKSk7oGeSUHQ+NL2Tnq3UNAjVUntHzOoa193P+2pdQLDgFBe1L4WAEgFYMaq6E1EZwmr3h98DIfZ97aTex2xVeMjskABRCiMOIJIGIvZfuVi5Gmb3MHNaQXOX90z8USk4i10PY+TU81ZuP1o2yojDqmsJVR3xVMPxqVHjMvr+HrpwWig+aaHB6yTI+EJTyimFHjvG+7mvwB33PL+xrvxDikOKSLwWzV4/+fgPigBsUAeBdd93FrFmzKCkpoaamhosuuohVq1b1ed6jjz7KMcccQzgcZsiQIVx99dXs2tVHJqbIMzuHc/eAzuT/HT0Waq6C2KlQMgeqPgWlp/ca6KhALWrUNTD+Nhh3C4z9OiraM1jcZ746ir8f9cGLXw80VikERtHz/SmwKsB/iGRKCyH2iGQBi74MigBwwYIFXHvttSxcuJD58+dj2zZz584lHo/3es5LL73EFVdcwWc/+1mWL1/OE088wRtvvMHnPve5g9jyQ1zkGAp7zHr7zKi8ZJCuzBLv/Oix4NuzuXrKiqJ85Xu0BN1eKZnRyw7Da+ehrvzcnoGsWQqVF+2fXkYhhBCHjEExB/DZZ58teD5v3jxqampYtGgRp5xyStFzFi5cyOjRo7n++usBGDNmDF/4whe45557Dnh7B43geIgeD+1ePT5vfV9NYS+TAmVBdGZ/tPADUf5adNXF0PT37HAwXgJG+VzUHgapA5oZgerLIb3Fy9I2Y9n5hYPic6AQogutFXpPR2h6OV8MboMiAOyupcX7411R0fsf7dmzZ3Prrbfyl7/8hXPPPZeGhgZ+97vfcf75vS+3lUqlSKVSueetrQdxXthApBSUngSRKZBc523zD/fm+yVWA4437Bg9zgukDgEqOAZd97ls0oQCq+zA9Tj2B6UgMNx7CCEGLc2+lYGREeDBb9AFgFprbrrpJk466SSmTJnS63GzZ8/m0Ucf5ROf+ATJZBLbtvnwhz/MD3/4w17Pueuuu7jjjjsORLMPbVZZ4RCpvwZiJ/dbc/aVUmqPh6WFEEKIQ9GgG/v58pe/zLJly3j88cd3e9yKFSu4/vrr+da3vsWiRYt49tlnWb9+PV/84hd7Pefmm2+mpaUl99i0adP+br4QQgixzyQJRPRlUPUAXnfddTz99NO88MILDB+++yGuu+66izlz5vC1r30NgKOPPppIJMLJJ5/Md77zHYYM6bm2bCAQIBDYzXJoQgghxADgaoW7D3MAXZkDOOgNigBQa811113HU089xfPPP8+YMX3Xh+vo6MCyCt++aZq56wkhhBCHKq33cQ6g/Bkc9AbFEPC1117Lr371Kx577DFKSkqor6+nvr6eRCKRO+bmm2/miiuuyD2/8MIL+f3vf88DDzzAunXrePnll7n++us57rjjGDp0aH+8DSGEEEKIg2JQ9AA+8MADAJx22mkF2+fNm8dVV10FwLZt29i4cWNu31VXXUVbWxv3338///Zv/0ZZWRlnnHEGd99998FqthBCCHFASA+g6Mug6AHUWhd9dAZ/AA8//DDPP/98wXnXXXcdy5cvp6Ojg61bt/KrX/2KYcNkRQQhhBCHNo3a58feuuuuu1BKccMNN+TbozW33347Q4cOJRQKcdppp7F8+fL98E7F3hoUAaAQQggh+t8bb7zBgw8+yNFHH12w/Z577uH73/8+999/P2+88QZ1dXWcddZZtLW19VNLhQSAQgghxCDTH2Vg2tvbufzyy/nZz35GeXm++L/WmnvvvZdbb72Viy++mClTpvDII4/Q0dHBY489th/ftfggJAAUQgghBhlX7/sDvBWvuj66robV3bXXXsv555/PmWeeWbB9/fr11NfXM3fu3Ny2QCDAqaeeyiuvvHJA3r/omwSAQgghhChqxIgRlJaW5h533XVX0eN+/etf89ZbbxXdX19fD0BtbW3B9tra2tw+cfANiixgIYQQQuRpvW+JHDpbCHrTpk3EYrHc9mKLIWzatImvfOUrPPfccwSDwV6v2X1dda314Fpr/RAjAaAQQggxyOyvMjCxWKwgACxm0aJFNDQ0MGPGjNw2x3F44YUXuP/++1m1ahXg9QR2XWWroaGhR6+gOHhkCFgIIYQQe+1DH/oQb7/9NkuWLMk9Zs6cyeWXX86SJUsYO3YsdXV1zJ8/P3dOOp1mwYIFzJ49ux9bfniTHkAhhBBisNnHHsAPcnJJSQlTpkwp2BaJRKisrMxtv+GGG7jzzjuZMGECEyZM4M477yQcDnPZZZftSyvFPpAAUAghhBhkNPs4BLy/GpL19a9/nUQiwTXXXENTUxPHH388zz33HCUlJfv5lcSeUlrLgi97q7W1ldLSUlpaWvqcIyGEEOLwdjD+ZnS+xnO+sUTU3s/yimuXuZl18vdtEJM5gEIIIYQQhxkZAhZCCCEGmf2VBSwGLwkAhRBCiEFGAkDRFxkCFkIIIYQ4zEgPoBBCCDHIeD2A+7ISyH5sjBiQJAAUQgghBpmBVgZGDDwyBCyEEEIIcZiRHkAhhBBikJEkENEXCQCFEEKIQcbVCncf5gC6eu/PFYcGGQIWQgghhDjMSA+gEEIIMcho9m0YV0aABz8JAIUQQohBxs0+9uV8MbhJACiEEEIMMhIAir7IHEAhhBBCiMOM9AAKIYQQg4z0AIq+SAAohBBCDEKSyCF2R4aAhRBCCCEOM9IDKIQQQgwyMgQs+iIBoBBCCDHISAAo+iJDwEIIIYQQhxnpARRCCCEGGekBFH2RAFAIIYQYZCQAFH2RIWAhhBBCiMOM9AAKIYQQg4z0AIq+SAAohBBCDDISAIq+SAAohBBCDDISAIq+yBxAIYQQQojDjPQACiGEEIOM9ACKvkgAKIQQQgwyEgCKvsgQsBBCCCHEYUZ6AIUQQohBRrNvvXh6fzVEDFgSAAohhBCDjGbfgjgJAAc/GQIWQgghhDjMSA+gEEIIMchIEojoiwSAQgghxCAjAaDoiwwBCyGEEEIcZqQHUAghhBhkpAdQ9EUCQCGEEGKQkQBQ9EUCQCGEEGKQkQBQ9EXmAAohhBBCHGakB1AIIYQYZKQHUPRFAkAhhBBikJEAUPRFhoCFEEIIIQ4z0gMohBBCDDKafevFk7WABz8JAIUQQohBRoaARV9kCFgIIYQQ4jAjPYBCCCHEICM9gKIvEgAKIYQQg4wEgKIvMgQshBBCCHGYkR5AIYQQYpDR7Fsmr2QBD34SAAohhBCDjAwBi77IELAQQggxyLj74fFB3HXXXcyaNYuSkhJqamq46KKLWLVqVcExWmtuv/12hg4dSigU4rTTTmP58uV7/ybFPpEAUAghhBD7ZMGCBVx77bUsXLiQ+fPnY9s2c+fOJR6P54655557+P73v8/999/PG2+8QV1dHWeddRZtbW392PLD16AIAB944AGOPvpoYrEYsViME088kb/+9a+7PWfBggXMmDGDYDDI2LFj+clPfnKQWiuEEEIcWAe7B/DZZ5/lqquu4qijjuKYY45h3rx5bNy4kUWLFgFe79+9997LrbfeysUXX8yUKVN45JFH6Ojo4LHHHtv3Nyw+sEERAA4fPpzvfve7vPnmm7z55pucccYZfOQjH+m1a3n9+vWcd955nHzyySxevJhbbrmF66+/nieffPIgt1wIIYTY/w52ANhdS0sLABUVFYD3d7e+vp65c+fmjgkEApx66qm88sor+/hqYm8MiiSQCy+8sOD5f/7nf/LAAw+wcOFCjjrqqB7H/+QnP2HkyJHce++9ABx55JG8+eab/Pd//zcf+9jHDkaThRBCiAGvtbW14HkgECAQCOz2HK01N910EyeddBJTpkwBoL6+HoDa2tqCY2tra3n//ff3Y4vFnhoUAWBXjuPwxBNPEI/HOfHEE4se8+qrrxZ8CgE4++yzeeihh8hkMvh8vqLnpVIpUqlU7nnnJ5zuPyBCCCFEd51/K7Q+8EVWErj71IuXyp49YsSIgu233XYbt99++27P/fKXv8yyZct46aWXeuxTShU811r32CYOjkETAL799tuceOKJJJNJotEoTz31FJMnTy56bH19fdFPIbZts3PnToYMGVL0vLvuuos77rijx/buPyBCCCFEb9ra2igtLT0g1/b7/dTV1fGD+vX7fK26ujqWLl1KMBjMbeur9++6667j6aef5oUXXmD48OEF1wLv72/Xv7ENDQ09/h6Lg2PQBICTJk1iyZIlNDc38+STT3LllVeyYMGCXoPAYp9Cim3v6uabb+amm27KPXddl8bGRiorK/v1E0xraysjRoxg06ZNxGKxfmvH3pC2949Dte2HartB2t5fBlLbtda0tbUxdOjQA/YawWCQ9evXk06n9/lafr+/IPjbHa011113HU899RTPP/88Y8aMKdg/ZswY6urqmD9/PtOnTwcgnU6zYMEC7r777n1uq/jgBk0A6Pf7GT9+PAAzZ87kjTfe4H/+53/46U9/2uPYurq63HyETg0NDViWRWVlZa+vUWzuQ1lZ2b43fj/pzII+FEnb+8eh2vZDtd0gbe8vA6XtB6rnr6tgMLjHgdv+cu211/LYY4/xxz/+kZKSktzf2NLSUkKhEEopbrjhBu68804mTJjAhAkTuPPOOwmHw1x22WUHta3CM2gCwO601gXz9bo68cQT+dOf/lSw7bnnnmPmzJm9zv8TQgghRHEPPPAAAKeddlrB9nnz5nHVVVcB8PWvf51EIsE111xDU1MTxx9/PM899xwlJSUHubUCBkkAeMstt3DuuecyYsQI2tra+PWvf83zzz/Ps88+C3hDt1u2bOEXv/gFAF/84he5//77uemmm/j85z/Pq6++ykMPPcTjjz/en29DCCGEOCTtSWKLUorbb7+9zyQScXAMigBw+/btfPrTn2bbtm2UlpZy9NFH8+yzz3LWWWcBsG3bNjZu3Jg7fsyYMfzlL3/hxhtv5Ec/+hFDhw7lvvvuO2RLwAQCAW677bY+J+cORNL2/nGotv1QbTdI2/vLodx2IQ4kpQ9GProQQgghhBgwBsVKIEIIIYQQYs9JACiEEEIIcZiRAFAIIYQQ4jAjAaAQQgghxGFGAsAB6Mc//jFjxowhGAwyY8YMXnzxxd0ev2DBAmbMmEEwGGTs2LH85Cc/Kdj/8MMPo5Tq8Ugmk/3a9m3btnHZZZcxadIkDMPghhtuKHrck08+yeTJkwkEAkyePJmnnnpqv7f7QLR9oN733//+95x11llUV1cTi8U48cQT+dvf/tbjuIF43/ek7QP1vr/00kvMmTOHyspKQqEQRxxxBD/4wQ96HDcQ7/uetH2g3veuXn75ZSzLYtq0aT32Haz7LsSAocWA8utf/1r7fD79s5/9TK9YsUJ/5Stf0ZFIRL///vtFj1+3bp0Oh8P6K1/5il6xYoX+2c9+pn0+n/7d736XO2bevHk6Fovpbdu2FTz6u+3r16/X119/vX7kkUf0tGnT9Fe+8pUex7zyyivaNE1955136pUrV+o777xTW5alFy5cOODbPlDv+1e+8hV9991369dff12vXr1a33zzzdrn8+m33nord8xAve970vaBet/feust/dhjj+l33nlHr1+/Xv/yl7/U4XBY//SnP80dM1Dv+560faDe907Nzc167Nixeu7cufqYY44p2Hew7rsQA4kEgAPMcccdp7/4xS8WbDviiCP0N77xjaLHf/3rX9dHHHFEwbYvfOEL+oQTTsg9nzdvni4tLd3vbe3ug7a9q1NPPbVoEHXppZfqc845p2Db2Wefrf/lX/5ln9ra3YFo+6Fw3ztNnjxZ33HHHbnnh8J979S97YfSff/oRz+qP/WpT+WeH0r3vXvbB/p9/8QnPqG/+c1v6ttuu61HAHiw7rsQA4kMAQ8g6XSaRYsWMXfu3ILtc+fO5ZVXXil6zquvvtrj+LPPPps333yTTCaT29be3s6oUaMYPnw4F1xwAYsXL+73tu+J3t7fvlyzuwPVdjg07rvrurS1tVFRUZHbdqjc92Jth0Pjvi9evJhXXnmFU089NbftULnvxdoOA/e+z5s3j/fee4/bbrut6P6Dcd+FGGgkABxAdu7cieM41NbWFmyvra3NLazdXX19fdHjbdtm586dABxxxBE8/PDDPP300zz++OMEg0HmzJnDmjVr+rXte6K397cv1+zuQLX9ULnv3/ve94jH41x66aW5bYfKfS/W9oF+34cPH04gEGDmzJlce+21fO5zn8vtG+j3fXdtH6j3fc2aNXzjG9/g0UcfxbKKL351MO67EAPNoFgKbrBRShU811r32NbX8V23n3DCCZxwwgm5/XPmzOHYY4/lhz/8Iffdd9/+anavbdld2/vrmgfjdQ6F+/74449z++2388c//pGampr9cs0Pan+3faDf9xdffJH29nYWLlzIN77xDcaPH88nP/nJfbrm3tjfbR+I991xHC677DLuuOMOJk6cuF+uKcRgIQHgAFJVVYVpmj0+dTY0NPT4dNqprq6u6PGWZVFZWVn0HMMwmDVr1n79ZL43bd8Tvb2/fblmdweq7d0NtPv+m9/8hs9+9rM88cQTnHnmmQX7Bvp9313buxto933MmDEATJ06le3bt3P77bfngqiBft931/buBsJ9b2tr480332Tx4sV8+ctfBrxpA1prLMviueee44wzzjgo912IgUaGgAcQv9/PjBkzmD9/fsH2+fPnM3v27KLnnHjiiT2Of+6555g5cyY+n6/oOVprlixZwpAhQ/ZPw9m7tu+J3t7fvlyzuwPV9u4G0n1//PHHueq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First we need to make sure the Jupyter notbook is setup for displaying interactive 3D plots using the following command." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "5068883ed9c44367823f1485502f9275", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from mpl_toolkits.mplot3d import Axes3D\n", + "\n", + "fig = plt.figure(figsize=(5,5))\n", + "ax = fig.add_subplot(111, projection=\"3d\")\n", + "\n", + "ax.scatter(well[\"NPHI\"], well[\"RHOB\"], well[\"GR\"], alpha= 0.3, c=\"r\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If we want to have multiple crossplots on view, we can do this by:" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "ca4ce51afb1e435b90104835642fd640", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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