{ "cells": [ { "cell_type": "markdown", "id": "febcb23a", "metadata": {}, "source": [ "# Tweaking plots\n", "\n", "In this section we cover some points about adjusting the appearance of plots:\n", "\n", "* setting axis labels\n", "* setting plot titles\n", "* adding and editing a legend\n", "* arranging suplots to make a multi-panel figure\n", "* adjusting the size and shape of figures within your Jupyter notebook\n", "\n", "Whilst `Seaborn` does often get things right by default, all of the above 'tweaks' can be essential to produce a meaningful figure that is easy for the reader to interpret.\n", "\n", "## `Matplotlib`\n", "\n", "`Seaborn` is designed to produce nice looking plots without us having to manually set many options. `Seaborn` is built from components of an older plotting library called `Matplotlib` (which is based on the plotting functions of MATLAB, another scientific programming environment). `Matplotlib ` contains a lot of lower level plotting functions (things that produce or edit bits of plots, rather than producing a whole nice figure in one step). \n", "\n", "If we want to manually set something like the axis labels or axis range, we may need to go back and call functions from `Matplotlib` directly. \n", "\n", "In the olden days, people made plots just with `Matplotlib` and had to write a lot more code to achieve a nice looking plot.\n", "\n", "* `Matplotlib` functions are preceded by `plt.` for example `plt.xlim()` or `plt.subplot()`\n", "* In contrast, `Seaborn` functions aare preceded by `sns.` (Samuel Norman Seaborn!), e.g. `sns.histplot()`.\n", "\n", "### Set up Python libraries\n", "\n", "As usual, run the code cell below to import the relevant Python libraries" ] }, { "cell_type": "code", "execution_count": 1, "id": "2d8ecdb6", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Set-up Python libraries - you need to run this but you don't need to change it\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import scipy.stats as stats\n", "import pandas as pd\n", "import seaborn as sns\n", "sns.set_theme(style='white')\n", "import statsmodels.api as sm\n", "import statsmodels.formula.api as smf" ] }, { "cell_type": "markdown", "id": "5a768c21", "metadata": {}, "source": [ "### Import the data\n", "\n", "We'll use the Titanic data (data on 890 people who were onbboard the Titanic when it sank). This includes some odd sounding variables such as SibSp but don't worry about them for now." ] }, { "cell_type": "code", "execution_count": 3, "id": "a3741143", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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SurvivedPclassNameSexAgeSibSpParchTicketFareCabinEmbarked
003Braund, Mr. Owen Harrismale22.010A/5 211717.2500NaNS
111Cumings, Mrs. John Bradley (Florence Briggs Th...female38.010PC 1759971.2833C85C
213Heikkinen, Miss. Lainafemale26.000STON/O2. 31012827.9250NaNS
311Futrelle, Mrs. Jacques Heath (Lily May Peel)female35.01011380353.1000C123S
403Allen, Mr. William Henrymale35.0003734508.0500NaNS
....................................
88602Montvila, Rev. Juozasmale27.00021153613.0000NaNS
88711Graham, Miss. Margaret Edithfemale19.00011205330.0000B42S
88803Johnston, Miss. Catherine Helen \"Carrie\"femaleNaN12W./C. 660723.4500NaNS
88911Behr, Mr. Karl Howellmale26.00011136930.0000C148C
89003Dooley, Mr. Patrickmale32.0003703767.7500NaNQ
\n", "

891 rows × 11 columns

\n", "
" ], "text/plain": [ " Survived Pclass Name \\\n", "0 0 3 Braund, Mr. Owen Harris \n", "1 1 1 Cumings, Mrs. John Bradley (Florence Briggs Th... \n", "2 1 3 Heikkinen, Miss. Laina \n", "3 1 1 Futrelle, Mrs. Jacques Heath (Lily May Peel) \n", "4 0 3 Allen, Mr. William Henry \n", ".. ... ... ... \n", "886 0 2 Montvila, Rev. Juozas \n", "887 1 1 Graham, Miss. Margaret Edith \n", "888 0 3 Johnston, Miss. Catherine Helen \"Carrie\" \n", "889 1 1 Behr, Mr. Karl Howell \n", "890 0 3 Dooley, Mr. Patrick \n", "\n", " Sex Age SibSp Parch Ticket Fare Cabin Embarked \n", "0 male 22.0 1 0 A/5 21171 7.2500 NaN S \n", "1 female 38.0 1 0 PC 17599 71.2833 C85 C \n", "2 female 26.0 0 0 STON/O2. 3101282 7.9250 NaN S \n", "3 female 35.0 1 0 113803 53.1000 C123 S \n", "4 male 35.0 0 0 373450 8.0500 NaN S \n", ".. ... ... ... ... ... ... ... ... \n", "886 male 27.0 0 0 211536 13.0000 NaN S \n", "887 female 19.0 0 0 112053 30.0000 B42 S \n", "888 female NaN 1 2 W./C. 6607 23.4500 NaN S \n", "889 male 26.0 0 0 111369 30.0000 C148 C \n", "890 male 32.0 0 0 370376 7.7500 NaN Q \n", "\n", "[891 rows x 11 columns]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "titanic = pd.read_csv('https://raw.githubusercontent.com/jillxoreilly/StatsCourseBook_2024/main/data/titanic_2.csv')\n", "display(titanic)" ] }, { "cell_type": "code", "execution_count": null, "id": "a7b5f20c", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "66d73c8f", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "e1dbb7ab", "metadata": {}, "source": [ "As an initial exercise, let's plot a histogram of the age of the passengers:" ] }, { "cell_type": "code", "execution_count": 13, "id": "e4c9bb70", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.histplot(data=titanic, x='Age')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "3ef5c519", "metadata": {}, "source": [ "We can see that there were a lot of young adults on the Titanic - possibly emigrating to start a new life in America." ] }, { "cell_type": "markdown", "id": "ef0062e4", "metadata": {}, "source": [ "## Axis Labels & Title\n", "\n", "- `plt.xlabel()`\n", "- `plt.ylabel()`\n", "- `plt.title()`\n", "\n", "Your axis labels should always convey what is plotted. If you are using `Seaborn` with a `Pandas` dataframe, the axis labels will often be the column labels from your dataframe, which are (usually) meaningful although sometimes they are odd codes that wouldn't mean much to a naive reader (The titanic dataset is a culprit here - what is Pclass? SibSp? Parch?!).\n", "\n", "You can always edit the labels on the axes and unless their meaning is clear, **you must do so**.\n", " \n", "You may also wish to give your plot a title.\n", "\n", "Just for fun let's label the x axis \"bananas\" and the y axis \"fruitbats\", and the title \"A load of nonsense\":" ] }, { "cell_type": "code", "execution_count": 78, "id": "312bb1b4", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.histplot(data=titanic, x='Age')\n", "plt.xlabel('bananas')\n", "plt.ylabel('fruitbats')\n", "plt.title('A load of nonsense', fontsize=18) # note I maade the writing bigger!\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "86932449", "metadata": {}, "source": [ "## Legend\n", "\n", "- plt.legend()\n", "\n", "Say we plot the age of people in the different classes on the Titanic separately for each class. I've used a KDE plot here rather than a histogram, as the histogram is just a bit too cluttered with the three distributions (you can try changing it to a histogram to see what I mean)." ] }, { "cell_type": "code", "execution_count": 55, "id": "fe2d04c0", "metadata": {}, "outputs": [ { "data": { "image/png": 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wefNm0tLS1C6nneqTkebPn8+ll17KX/7yFy677DK0Wi0vvvgiBoOBsrIypk2bxkcffQS0/TBfvHgxSUlJzJkzhxtuuIHp06dz11139fi81dXVhIeHd/nYwoULufrqq3n00UeZNWsWL730EnfccQe//OUvT+KVCjEw5K3d0iejW0edNj0Xt8vNivdlo3YhRP/btWsXYWFhvP/++2RnD5yRdsXn8/nULmIo8Ndu40KcjKqKGmZMuoRr5/+WSaf17DJ8Tyx+5EVaWx288eHzfXYOIYR/tLa2cvjwYdLS0jrtqOK2N2M7uAdL4rB+HeHyOFqxlxwhNGMUOktQr/u57bbbKCkp+cE5XD/0+sF/v79VH+ESQvSfTRu+BfD7HYrfd9r0XPbs3E/+/oI+PY8QQgQKCVxCDCHbtuwi1hpDWHjf7qIw7tTRBAVbWP7Op316HiGECBQSuIQYQnZ8u5u09GEnbniS9HoduVPGs/ydT2WHBiGEQAKXEEOGy+Vm366D/RK4AKaekUtFWRWb1n/bL+cTQoiBTAKXEEPEgb2HcDpd/Ra40kemEmuNYfnbcllRCCFUXYdLCNF/dm7bg0ajYVhaYr+cT1EUJp+ew8oVX/GXv9+Iwdh/iyYKIfzL28W2eoPpfP1BApcQQ8SubXtJTknscgP4vjJp6ql88NYnrP0qj7N+PK3fziuE8A9FpwNFQ2tVuQon17Sd/yQ88MADfirm5EngEmKI2P7tblKHJ/XrOROSrCSnJLLi/VUSuIQIQFqDkbDMMbJ5tR9I4BJiCLA32zl88Ahn/GhKv587d8p4PnrvM+z2FiwWc7+fXwhxcrQGY6/3MxT/I5PmhRgCdu88gNfrJS2jfybMHyt36qm0tjr4+vN1/X5uIYQYKCRwCTEE7N6+F4PRQHxizzZ594dYazRpGSmseP/zfj+3EEIMFBK4hBgC9u3JJyk5Hq1Wq8r5J07OZs2XG7A321U5vxBCqE0ClxBDwL7dB0kalqDa+SdMzsbpcLLmyw2q1SCEEGqSwCXEIOdyuTl8sFDVwBUTG0VKWjIrP/pKtRqEEEJNEriEGOQKDh3B5XKTnKJe4ALImTSO1avW0drqULUOIYRQgwQuIQa5/bvzAUgaFq9qHRMmZdPS0sq61RtVrUMIIdQg63AJMcjt35tPdGwkliCLqnXEJ8aRmBzPyhVfySKoQgSQ5lobzqbWfj+vIdhEUGRov5+3r0jgEmKQ27f7IEnJ6l5OPOrUieP46rNvcLnc6PXy40eIga651sbHd72Cx9n/K81rDTrOu+u3PQ5d9fX1/OMf/+DLL7+kqamJzMxMFi5cyMSJE/uo0u6Rn3hCDHL79+QzZZq6P2iOOnXiWJa/8ylbN25n0mk5apcjhDgBZ1MrHqebUeflYokM6bfz2msb2fPxRpxNrT0OXDfeeCM1NTX84x//IDIyktdee43f/e53vP3226Snp/dRxScmgUuIQay2pp7qqlqSVJ4wf1TK8GQio8L5YuVaCVxCBBBLZAghcRFql3FChYWFrF27ltdff52cnLafMXfccQerV69m+fLl/PnPf1atNpk0L8Qgtn9P24T5ZJUnzB+lKArZE8by+Sdf4/P51C5HCDHIRERE8K9//YuxY8e2H1MUBZ/PR0NDg4qVSeASYlA7sO8QeoOeWGuM2qW0Gz9hLGUlFRzYe0jtUoQQg0xoaChnnnkmBoOh/diKFSs4cuQI06ape7OOBC4hBrFDBwpISIxDoxk43+pZYzIwW8x88ekatUsRQgxymzdv5v/9v//HjBkzOPvss1WtZeD8FBZC+F3+gQKsCf2/YfUP0el0jMvO4ouVa9UuRQgxiH322Wf87ne/45RTTuEf//iH2uVI4BJisPL5fBw6UEh84sAKXADjTh3N7h37qK6sUbsUIcQg9OqrrzJv3jymT5/O888/j8lkUrskCVxCDFa1NfXYGhoHZuAaPwpFUWQzayGE37322mv87W9/44orruCf//xnh/lcapLAJcQgdfhgIQAJSQMvcIWEBpM+IpWvVq1TuxQhxCBy+PBh7rvvPmbOnMm1115LTU0NVVVVVFVV0djYqGptsg6XEINU/oECtFotsXED5w7FY407dRSfLP8Cl9OF3qBXuxwhxA+w1/ZvWOnt+T755BNcLhcrV65k5cqVHR67+OKLeeCBB/xRXq9I4BJikDp8sJC4+Bh0Oq3apXTplFNH884bH7E5bztTpk1QuxwhRBcMwSa0Bh17Pu7/Tee1Bh2G4J7NvfrDH/7AH/7whz6q6ORI4BJikMo/UEh8QqzaZRxXckoikVHhrP58nQQuIQaooMhQzrvrt7J5tR9I4BJikDp0oIDJpw/cIKMoCuPGj2LNF+u55a9/UrscIcRxBEWGDqrgoxaZNC/EINRoa6KqsmZA3qF4rDHZWRQcKqKkqEztUoQQok9J4BJiEDr03R2KAz1wjRo7Eo1Gwzer+39+iBBC9CcJXEIMQocPFqIoCtYBPIcLwGIxk5GZJutxCSEGPQlcQgxChYeLiYqJwGgcGAv+/ZAxp2SyYe1mXE6X2qUIIUSfUT1web1ennjiCc444wyys7OZO3cuhYWFx21fV1fHwoULyc3NJTc3lzvvvBO73d5l240bNzJq1KhOx9955x0yMzM7fR173hUrVjBr1izGjRvHBRdcwOrVq0/+xQrRTwoOFRFnHZjrb33f2OxR2Jtb2LZll9qlCCFEn1E9cD399NMsW7aMe++9lzfeeANFUbjmmmtwOp1dtp8/fz5FRUUsXbqUJ554grVr13L33Xd3ardhwwb++Mc/4vV6Oz22b98+Jk2axJo1azp8JSUlAbB+/XpuvvlmLr/8ct59912mTZvG9ddfT35+vn9fvBB9pODQkYAJXMNSEwkNC2Ht6jy1SxFCiD6jauByOp0sWbKEefPmceaZZ5KVlcVjjz1GRUVFpxViAbZu3UpeXh73338/Y8aMYerUqdxzzz289957VFRUAOB2u7n33nuZO3cuycnJXZ53//79ZGVlERMT0+FLq21bIPL5559n5syZzJ49m/T0dG699VbGjBnDyy+/3HdvhhB+4vV6KSooIS4+MAKXRqNh9LiRrP1SApcQYvBSdR2uvXv30tzczJQpU9qPhYaGMnr0aDZu3Mj555/fof2mTZuIiYkhPT29/dikSZNQFIXNmzcza9Ys7HY7O3fuZMmSJZSUlHD77bd3Ou++ffs499xzu6zJ6/WyZcsWbrvttg7HJ0+e3GUIFGKgKS+txOl0ERc/sCfMH2v0uExeevZ16mrriYgMV7scIcQxykoqqKtt6PfzRkSGDfg7rXtC1cBVXl4OQHx8fIfjsbGxlJV1XpenoqKiU1uDwUB4eHh7+9DQUJYtWwbA22+/3amP2tpaqqur2bhxI//+97+pr68nOzubm266ibS0NGw2G3a7HavV2q2ahBhojhQUA2ANkBEuaFsewufzsXHdVn58/llqlyOE+E5ZSQU/O/s3tLY6+v3cJpOR9z7/d49DV01NDQ888ABff/01DoeD3NxcbrnlFjIyMvqo0u5RNXC1tLQAbaHpWEajkYaGzmm6paWlU9uj7R2O7v1j2L9/PwBarZYHH3wQu93O008/zeWXX84HH3yA2+0+bk3dPYcQaio4VIROpyUqJlLtUrotMiqchMQ41n29SQKXEANIXW0Dra0OrvnT7H4dbSorqeD5xa9SV9vQ4/Ned911aDQann/+eSwWC48//jhXXnklK1euxGw291HFJ6Zq4DKZ2jaldDqd7X8GcDgcXb4pJpOpy8n0DocDi8XSrXNOmTKFvLw8wsLC2o899dRTnHXWWbz99tv84he/aK/p++dQ8y9KiO4qPFxMrDUGjUb1e2J6ZNS4kaz7epPaZQghuhCfGEdKWtfzogeSuro6kpKSuO666xgxYgQAf/zjH/nZz37GgQMHOOWUU1SrTdWfyEcvD1ZWVnY4XllZ2emSHoDVau3U1ul0Ul9fT1xc9xPwsWELwGKxkJSUREVFBeHh4Vgslm7XJMRAE0hLQhxr9NhMSovLKT5SqnYpQogAFRERwT/+8Y/2sFVdXc2LL76I1WpV/ZKiqoErKyuL4OBgNmz43yrTNpuN3bt3M3HixE7tc3NzKS8v77Be1tHn5uTkdOucr732GpMnT6a19X87nzc1NVFQUEBGRgaKopCTk0NeXsc7pjZs2MCECQN3I2Ahjio8dCRg7lA81sjR6Wg0GhnlEkL4xZ133snpp5/Oxx9/zN///vduXwnrK6oGLoPBwOzZs3nkkUdYtWoVe/fuZcGCBVitVmbOnInH46Gqqqo9HGVnZ5OTk8OCBQvYvn0769evZ9GiRVx00UXdHuE666yz8Pl83HLLLRw4cIAdO3Ywb948IiMjufjiiwG46qqr+PDDD3nppZfIz8/noYceYs+ePcyZM6fP3gsh/MHldFFaXEFsAI5wWSxmho9IYf0aCVxCiJM3Z84c3nrrLS688EKuv/56du1Sd3Fl1Sd5zJ8/n0svvZS//OUvXHbZZWi1Wl588UUMBgNlZWVMmzaNjz76CABFUVi8eDFJSUnMmTOHG264genTp3PXXXd1+3zx8fG8/PLLNDc3c9lll3HllVcSEhLCK6+80j6PbNq0adx33328/vrrXHzxxaxfv55nn322w3IUQgxExUdK8Xq9AXWH4rGyRo8g75utXS5YLIQQPZGRkcHYsWP529/+RlJSEq+++qqq9ag6aR7a7ha8+eabufnmmzs9lpSUxL59+zoci4qK4oknnuhW35dccgmXXHJJp+OjRo3ixRdf/MHnXnTRRVx00UXdOo8QA0XB4bYlIQLxkiJA1pgMlr/zKQf3HWbkKPmAI4TomZqaGtatW8dPfvKT9sXMNRoN6enpneZm9zfVR7iEEP5z5HAxRpORsPBQtUvplfSRqej1OvLWbVW7FCFEAKqsrGThwoUd5mG7XC52796t+lUq1Ue4hBD+U1RYQpw1GkVR1C6lVwwGA+kjU9n4zRZmz71U7XKEEN8pK6kIiPNlZWUxbdo07r77bu69915CQ0N59tlnsdlsXHnllf4tsockcAkxiBwpKCE6NkrtMk5K5ugMVn38NR6Pp/2SgBBCHRGRYZhMRp5f3P/zn0wmIxGRYSdueAxFUfjnP//Jo48+yg033EBjYyMTJ07k//7v/0hISOijSrtHApcQg0hRYQnjxo9Su4yTkjV6BO/992P27T7I6HGZapcjxJAWnxjHe5//O6D2UgwJCeGuu+7q0Q11/UEClxCDhMvlpry0ghnnnqF2KSdl+IgUDEYDed9slcAlxAAQnxg3qDaRVotMmhdikCgrKcfj8RJrjVa7lJOi0+kYkZlG3rotapcihBB+I4FLiEHiSEEJADFxgR24AEaOSmfrxh14PB61SxFCCL+QwCXEIFFcWIpOryMyKlztUk5a5qgMmpvs7Nudr3YpQgjhFxK4hBgkjhSWEBMbhUYT+N/WqenD0Bv0bN7wrdqlCDFk+Hw+tUtQRX+97sD/ySyEANruUIwJ8CUhjtLrdaSPSGHThm1qlyLEoKfX6wGw2+0qV6KOo6/76PvQV+QuRSEGiSOHixk+IlXtMvxmZFY6X372DV6vd1CM2gkxUGm1WsLDw9u3vrFYLAG7eHJP+Hw+7HY7lZWVhIeH9/m6fxK4hBgEvF4vJUVlTJk2Qe1S/GbkqHTef+sTDu4/zMgs2VdRiL5ktVoBVN9vUA3h4eHtr78vSeASYhCoLK/G6XQRaw3MTau7MnxEKjqdli0btkvgEqKPKYpCfHw8sbGxuFwutcvpN3q9vt92tJDAJcQgUFTYtiREbNzgmMMFYDQaSMtIYdOGb/n1nIvVLkeIIUGr1cqWWn1EJkYIMQgUFZaiKApRMYMncAGMyExjS972IXv3lBBi8JDAJcQgUHyklKjoCPT6wTVonZE5nOqqWkqKytQuRQghTooELiEGgeKiUqJjI9Uuw+8yRqYBsGXjdpUrEUKIkyOBS4hBoKiglOhBdjkRICjYQtKwBLZu3KF2KUIIcVIkcAkxCJQUlRIziCbMHysjM43NsgCqECLASeASIsA1NTZTX2cbNKvMf9+IzOEUHCqitqZe7VKEEKLXJHAJEeCOTigftIErazgA2zbvVLkSIYToPQlcQgS44iOlAMTERatcSd+Iio4gKjqCzXkycV4IEbgkcAkR4IqPlGEyGwkOCVK7lD6TMTKNbzfJxHkhROCSwCVEgCs+UkpMbPSg3mw2fWQae3bux9HqULsUIYToFQlcQgS44iODcw2uY2VkpuJyudm9Y7/apQghRK9I4BIiwBUVlg7aCfNHJQ1LwGgy8q1MnBdCBCgJXEIEMI/HQ1lJ+aAPXFqtluEZKRK4hBABSwKXEAGsqqIGl8s96AMXQMbIVL7dtEM2shZCBCQJXEIEsP8tCTH4A1f6yDTqahsoKixRuxQhhOgxCVxCBLCjgSsqenBPmgdIH5GCoihyWVEIEZAkcAkRwEqKyoiIDEdv0KtdSp+zBFlITI7n200SuIQQgUcClxABrKSobNAvCXEsmTgvhAhUEriECGBFhaVExwydwJU+MpX8/QU0NTarXYoQQvSIBC4hAljbCNfgnzB/1PARKfh8PnZu26N2KUII0SMSuIQIUK2tDqqraofUCJc1PpagIAvbNu9SuxQhhOgRCVxCBKiy4nKAIbEG11EajYa0ESl8u0UClxAisKgeuLxeL0888QRnnHEG2dnZzJ07l8LCwuO2r6urY+HCheTm5pKbm8udd96J3W7vsu3GjRsZNWpUp+MHDhzg97//PZMnT2bq1KnMnz+f0tLSDm3OPvtsMjMzO3zddNNNJ/dihfCj4qIygCF1SRHalofYvmUXXq9X7VKEEKLbVA9cTz/9NMuWLePee+/ljTfeQFEUrrnmGpxOZ5ft58+fT1FREUuXLuWJJ55g7dq13H333Z3abdiwgT/+8Y+dfijX1dVx1VVXERQUxKuvvsrzzz9PXV0dV199NQ6HA4CmpiZKS0t57rnnWLNmTfvXokWL/P8GCNFLJUVl6HRaIiLD1C6lX6WPSKPR1kTh4WK1SxFCiG5TNXA5nU6WLFnCvHnzOPPMM8nKyuKxxx6joqKClStXdmq/detW8vLyuP/++xkzZgxTp07lnnvu4b333qOiogIAt9vNvffey9y5c0lOTu7Ux2effUZLSwsPPPAAI0aMYOzYsTz88MPk5+ezZcsWAPbv34/P5yMnJ4eYmJj2r5CQkL59Q4TogZKicqKiI9FoVP/c1K/SMoahKArb5bKiECKAqPqTeu/evTQ3NzNlypT2Y6GhoYwePZqNGzd2ar9p0yZiYmJIT09vPzZp0iQURWHz5s0A2O12du7cyZIlS5g9e3anPqZOncpTTz2F0Wjs9FhDQwMA+/btIyYmhtDQ0JN+jUL0leIjpUQNoQnzR1ksZhKSrGyTwCWECCCqBq7y8rZJv/Hx8R2Ox8bGUlZW1ql9RUVFp7YGg4Hw8PD29qGhoSxbtozJkyd3ec6kpKQOAQ/gueeew2g0kpubC7SNcFksFubNm8e0adO48MILWbp0qcwZEQNK8ZGhtQbXsYaPSJE7FYUQAUXVwNXS0gK0haZjGY3G9vlU32///bY/1L47XnnlFV577TVuvPFGoqLaJh8fOHCAxsZGZs2axYsvvsivfvUrHn/8cZ588slenUOIvlA6xFaZP1Z6Rir5Bwpobur6hhkhhBhodGqe3GQyAW1zuY7+GcDhcGA2m7ts39VkeofDgcVi6dG5fT4fjz/+OM888wzXXnstV155ZftjL730Eg6Hg+DgYAAyMzNpbm7mmWeeYd68eUNuzowYeGwNjTQ2Ng+5OxSPGj4iBa/Xy67te5l0Wo7a5QghxAmpmhyOXh6srKzscLyyshKr1dqpvdVq7dTW6XRSX19PXFxct8/rcrm4+eabefbZZ7nlllu48cYbOzyu1+vbw9ZRI0eOxG63t8/zEkJNJd8tCREzRC8pxifGYbaY2b51t9qlCCFEt6gauLKysggODmbDhg3tx2w2G7t372bixImd2ufm5lJeXt5hna6jz83J6f6n3FtuuYWPP/6YRx99lN/97ncdHvN6vZx99tk888wzHY7v2LGD6OhoIiIiun0eIfpKSVHb/MehOsKl0WhISx/G9i0SuIQQgUHVS4oGg4HZs2fzyCOPEBkZSWJiIg8//DBWq5WZM2fi8Xiora0lJCQEk8lEdnY2OTk5LFiwgLvuugu73c6iRYu46KKLuj3C9fbbb/PRRx9xyy23MGnSJKqqqtofO3qec889lxdeeIHU1FTGjBnDunXreOGFF7jjjjv66q0QokdKisowmoyEhAafuPEgNTwjhbWr8/D5fCiKonY5Qgjxg1QNXNC2kKnb7eYvf/kLra2t5Obm8uKLL2IwGCguLmbGjBncf//9XHLJJSiKwuLFi7n77ruZM2cORqOR8847j9tvv73b51u+fDkADz30EA899FCHx46eZ+HChYSGhvLoo49SXl5OUlISd9xxB7/85S/9+tqF6K2SojKiYyKHdNAYPiKF5e98SklROUnD4k/8BCGEUJHi8/l8ahcxFMyYMQOAVatWqVyJGAyuv/JWbA2NzL/lGrVLUU2jrYkbfv8XHnjiTmb97By1yxFCDFL++v0tt9sJEYCKj5QO2SUhjgoJDSYuPkYmzgshAoIELiECjM/no7SkguiYoTlh/lgycV4IESgkcAkRYGqqanG0Oob8CBfA8IxU9u0+gNPR9Wb3QggxUEjgEiLAtK/BNUSXhDjW8BEpuFxu9u4+qHYpQgjxgyRwCRFgir8LXHJJEZJTEtDrdTKPSwgx4EngEiLAlBSVExwShNliOnHjQU6n05GSlsz2rbKRtRBiYJPAJUSAKSkqG7IrzHclLUMmzgshBj4JXEIEmJKiUqKiZYupo4ZnpFBaXE5NdZ3apQghxHFJ4BIiwBQfKZMJ88cYPiIVgB3fyiiXEGLgksAlRABxu91UlFUSHSNLQhwVFR1BWHioXFYUQgxoEriECCAVZVV4PF6Zw3UMRVEYnpEidyoKIQY0CVxCBJD/rcElI1zHGj4ihZ3b9uDxeNQuRQghuiSBS4gAcjRwRUVL4DrW8IwU7M0tHDpYqHYpQgjRJQlcQgSQkqJyIiLD0Rv0apcyoKQMT0ajUWQelxBiwJLAJUQAKSkqk8uJXTCbTSQmJ8g8LiHEgCWBS4gAUlRYQpTcodil4RnDZMV5IcSAJYFLiADSNsIldyh2JS0jhUMHCmlqbFa7FCGE6EQClxABoqWllZrqOlkS4jjSR6Ti8/nYuW2v2qUIIUQnEriECBClReUAEriOw5oQi9lilnlcQogBSQKXEAHif2twSeDqikajkXlcQogBSwKXEAGipKgMnV5HeESo2qUMWMMzUti+ZRc+n0/tUoQQogMJXEIEiOIjpUTHRKLRyLft8aSPSKW+zkZRYYnapQghRAfyk1uIAFFcVCabVp9A2ogUAFkAVQgx4EjgEiJAlHw3wiWOLzg4iPjEOLZtkXlcQoiBpVeBq7S01N91CCF+gM/no7iojJi4aLVLGfDS0odJ4BJCDDi9ClwzZszgqquu4oMPPsDhcPi7JiHE9zTU27A3t8gIVzekj0zlwN587PYWtUsRQoh2vQpcjzzyCDqdjttuu43TTz+dv/71r3z77bd+Lk0IcdTRJSFkDa4TSx+RhsfjZfeO/WqXIoQQ7XoVuM4//3yef/55vvzyS6699lq2bNnCr3/9a8477zz+9a9/UVFR4e86hRjSio+0XcaPlo2rTygx2YrJbGS7XFYUQgwgJzVpPiYmhmuuuYbly5fzzjvvEBsby2OPPcbZZ5/Nddddx+bNm/1VpxBDWvGRMoKCLAQHB6ldyoCn0WhIS09h2+adapcihBDtTvouxU2bNnHnnXdy5ZVXsmnTJk4//XT+3//7f7jdbmbPns1LL73kjzqFGNKKj5QSY5UJ892VPiKVbzfvlAVQhRADhq43TyosLOS9997j/fffp6SkhMTERH7729/y85//HKvVCsAVV1zBTTfdxDPPPMNVV13l16KFGGqKCkpkwnwPZIxMZfk7n1JUWMKw1CS1yxFCiN4FrnPPPRej0cg555zD3/72N6ZOndplu+HDh1NQUHAy9QkhgKIjpYyfMFbtMgLG8BGpAHy7eacELiHEgNCrwHXnnXdy4YUXEhIS8oPt/vjHP/LHP/6xV4UJIdq4nC4qyqpkDa4eCAq2kJhsZdvmXVz48/PULkcIIXo3h+uTTz6hsrKyy8f27t3LBRdccFJFCSH+p6y0Aq/XS4wsCdEjw0eksnXTDrXLEEIIoAcjXJs2bWqfgJqXl8fGjRupra3t1O6LL76gqKjIfxUKMcQVFbYtCREbJ4GrJzJGprHmiw002poICQ1WuxwhxBDX7cD15ptv8u6776IoCoqicPfdd3dqczSQ/fSnP/VfhUIMccVHStFqtUREhatdSkDJGJmKz+djx7d7OG16rtrlCCGGuG4HrjvuuINLLrkEn8/HnDlz+Otf/0pGRkaHNhqNhtDQUEaMGNHtArxeL4sXL+a///0vNpuNCRMmsGjRIlJSUrpsX1dXx7333svq1asBOO+887j99tuxWCyd2m7cuJHf/va37Nmzp8d9rFixgieffJKioiJSU1O5+eabmT59erdflxD+UnykjOiYSLRardqlBJS4+FiCQ4LYummHBC4hhOq6HbhCQkKYNGkSAK+88gpjxowhKOjkF2F8+umnWbZsGffffz9xcXE8/PDD7YupGgyGTu3nz5+Pw+Fg6dKl2Gw27rjjDu6++24efPDBDu02bNjAn/70J7xeb4/7WL9+PTfffDO33XYbU6dO5c033+T666/n3XffJT09/aRfsxA9UVxYQrRcTuwxRVHIGJnG1o0yj0sIob5uB653332XM888k4iICEpLSyktLf3B9hdddNEJ+3Q6nSxZsoSbb76ZM888E4DHHnuMM844g5UrV3L++ed3aL9161by8vL46KOP2oPPPffcw9VXX82NN95IXFwcbrebBx54gNdff53MzEx27drV4z6ef/55Zs6cyezZswG49dZb2bp1Ky+//DL33HNPt94vIfylqLCEhCSr2mUEpIzMND58ZyUulxu9vlc3ZQshhF90+yfQbbfdxn/+8x8iIiK47bbbfrCtoijdClx79+6lubmZKVOmtB8LDQ1l9OjRbNy4sVPg2rRpEzExMR1GmSZNmoSiKGzevJlZs2Zht9vZuXMnS5YsoaSkhNtvv71HfZx33nls2bKl02ucPHkyK1euPOFrEsKffD4fRUfKyJY1uHplRNZwWlpa2b/nIGNOyVK7HCHEENbtwLVq1SpiYmLa/+wP5eXlAMTHx3c4HhsbS1lZWaf2FRUVndoaDAbCw8Pb24eGhrJs2TIA3n777R73YbPZsNvt7Svmn6gmIfpSXW0DLfYWYuSSYq+kpCVjMOjZkrddApcQQlXdDlyJiYld/vkot9tNU1MT4eHh3T55S0sLQKe5WkajkYaGhi7bdzWvy2g04nA4un3OH+qjtbX1uDV19xxC+EtRYQkAsbLoaa/o9TrS0oexZeMOfnP1L9UuRwgxhPVq4VO3283ixYt5//33AVi3bh2nnXYaU6dOZc6cOV2Gpa6YTCagbS7XsRwOB2azucv23297tH1Xdyke75w/1IfRaOxRTUL0peIjbXMlo2NkhKu3MjKHs2XjdtnIWgihql4FrieffJJnnnmGxsZGAO677z4iIiK4/fbbOXLkCI8++mi3+jl6ae/7q9ZXVlZ2uqQHYLVaO7V1Op3U19cTFxfXrXOeqI/w8HAsFku3axKiLx0pKCEsPASzxaR2KQFrRGYadTX1HCkoUbsUIcQQ1qvAtXz5cm688UauuOIKDh06xIEDB7juuuv47W9/y4IFC/j888+71U9WVhbBwcFs2LCh/ZjNZmP37t1MnDixU/vc3FzKy8spLCxsP3b0uTk5Od0654n6UBSFnJwc8vLyOjxvw4YNTJgwoVvnEMJfigqKibXGqF1GQEsfmYqiKGzduF3tUoQQQ1ivAldlZSXZ2dkArF69Go1G074oqNVqbR/5OhGDwcDs2bN55JFHWLVqFXv37mXBggVYrVZmzpyJx+OhqqqqfV5VdnY2OTk5LFiwgO3bt7N+/XoWLVrERRdd1O0Rru70cdVVV/Hhhx/y0ksvkZ+fz0MPPcSePXuYM2dOT98qIU5K4eFi2UPxJFmCLCSnJLA5b5vapQghhrBeBa7Y2FiKi4sBWLlyJaNGjSIyMhJoW+eqJ5fe5s+fz6WXXspf/vIXLrvsMrRaLS+++CIGg4GysjKmTZvGRx99BLQtN7F48WKSkpKYM2cON9xwA9OnT+euu+7q9vm608e0adO47777eP3117n44otZv349zz77rCx6KvpdUWGJjHD5wYisdDau+1btMoQQQ5ji68VM0scff5zXXnuNsWPHsnbtWv76179y+eWX8/e//53XX3+dP/zhD/zpT3/qi3oD1owZMwD/LakhBj9bQyPTTvkpv5//Wyaf1r1L5qJrm/O28fQ/XuLTdf/FmhCrdjlCiADir9/fvRrhmj9/PnPnzkVRFBYuXMjll18OwI4dO5g7dy7XXXfdSRUlhPjfHYpxsiTESRuZ1TY6vWn9t+oWIoQYsnq114WiKFx77bVce+21HY4fXXBUCHHyjt5VFyOB66SFhAaTNCyBTRu+5aeX/FjtcoQQQ1CvNxdrbGxk/fr12O32Lte36c7WPkKI4ztyuJiQ0GCCgru3xpz4YSOzhrNx3Va1yxBCDFG9ClxfffUVN9xwQ/tK8d/X3b0UhRDHd6SwRFaY96ORozP4/NM1VFZUy/sqhOh3vQpc//jHPxg+fDi33347cXFxaDS9mgomhPgBRw4Xy+VEPzp2Htesn52jcjVCiKGmV4Hr0KFDPP30010uTiqE8I8jBSVMO2uy2mUMGmHhISQkWdm4bqsELiFEv+vV0FRCQgJNTU3+rkUI8Z3mJju1NXXEWWWEy5+yRmewYe0WtcsQQgxBvQpc1157LU899VT74qdCCP8qKmy7Q1HmGvnXqLEjKT5SSmlxudqlCCGGmF5dUvzggw+oqKhg5syZREZGYjJ13FhXURQ+++wzvxQoxFB0pKDtw4ysMu9fmaMz0GgUNqzdzMW/Ol/tcoQQQ0ivApfVau3R9j1CiJ4pyC8iJDSY4JAgtUsZVIKCLaSkJbN+jQQuIUT/6lXguv/++/1dhxDiGAWHi4iT0a0+kTVmBBvWbsHn86EoitrlCCGGiJNazyE/P59XXnmFRx55hIqKCjZt2iST6YXwg8P5R4iLl8DVF0aNHUltTR0H9x9WuxQhxBDSqxEuj8fDokWLeOutt9o/Jf7kJz/hqaeeoqioiFdffVUuOQrRSz6fj8JDRWSe/yO1SxmUMjLT0Ol1bFi7hRGZw9UuRwgxRPRqhOuZZ57hgw8+4N5772Xt2rXtW/vceuuteL1eHnvsMb8WKcRQUltTT1NjM9aEWLVLGZSMRgMjMofzzeo8tUsRQgwhvQpcb731FvPnz+fnP/854eHh7cezsrKYP38+a9eu9Vd9Qgw5BYeOAGCNl8DVV8ZmZ7Fx3bc4Wh1qlyKEGCJ6Fbiqq6sZNWpUl4/FxcVhs9lOqighhrLCQ8UoiiJrcPWhsdlZOFodbNm4Xe1ShBBDRK8CV0pKCl999VWXj+Xl5ZGSknJSRQkxlBUcOkJ0bBR6g17tUgatxOR4IiLDWPvVRrVLEUIMEb0KXHPmzOGVV17hnnvu4ZtvvkFRFAoLC1myZAlLlizh8ssv93edQgwZBflFcodiH1MUhTGnZLHmyw1qlyKEGCJ6dZfiL37xC2pra3n22Wd57bXXALjxxhvR6/VcffXVXHbZZX4tUoihpODQEdJHpqldxqA3dvwo1ny5gfLSSrlBQQjR53oVuACuueYaLrjgAvLy8tDpdISEhJCdnd1hEr0QomfcbjfFR8o4/UeT1S5l0Bs9diQajcKarzZw6WUXqF2OEGKQ63HgWr58OcuWLWPbtm243W4ATCYTOTk5XHbZZZxzzjl+L1KIoaK0uBy3241VLin2uaBgC+kj0/h61ToJXEKIPtftwOX1ernpppv46KOPiI2NZdasWURHt91FVVFRQV5eHvPmzeNnP/sZDzzwQJ8VLMRgVpBfBMiSEP0lO2cMH7z9Ka2tDkwmo9rlCCEGsW4Hrtdee42PP/6Y2267jd/+9rdoNB3n23u9Xl5//XXuu+8+zjjjDM4/XzaGFaKn8g8UYDIbiYgKV7uUIWH8hLG8+doH5K3dwvQZU9UuRwgxiHX7LsW3336bX/3qV1x55ZWdwhaARqPhiiuu4Je//CX/+c9//FqkEEPFoYMFJCRaZVPlfmJNiMUaH8uXn8lizUKIvtXtwFVQUMCZZ555wnZnnHEGhw4dOqmihBiqDu4vID4xTu0yhgxFUTglZzRfrlyL1+tVuxwhxCDW7cDV0tJCWFjYCdtFRERQW1t7UkUJMRT5fD4OHSgkIUk2fu9P4yeMpbqqlj0796tdihBiEOt24PL5fGi12hN3qNHIJ0UheqGirIoWe4uMcPWzjMw0goItfP7JGrVLEUIMYr1aaV4I4X/5BwoAZISrn2m1WsZPGMunH36Jz+dTuxwhxCDVo3W47rrrLoKDg3+wTVNT00kVJMRQdehAAQajgajoCLVLGXImThnP2q/yOLj/MCMyh6tdjhBiEOr2CFdubi5BQUH4fL4f/AoKCmLixIl9WbMQg1L+gQISEuO6vAtY9K3R40ZiCTLz6Ydfql2KEGKQ6vYI17///e++rEOIIS9/fwHWBJm/pQadTtd2WXH5F1x/41y1yxFCDELyUVqIAaDtDsUCEpKGTuDyuj20Vtmwl9TSfKQaR20TXrdHtXomTM7mcP4RDu4/rFoNQojBq9ebVwsh/Ke6spbGxuZBP2He5/HSXFCFbX8ZjmobeL83SV0BkzWc4HQrwakxKNr++0w45pQszBYznyz/gowb0/rtvEKIoUEClxADQP6BtlGV+EF6SdHn89FcUEXtxnw8LU4MUcGEjIzHEB6ExqADjYKnxYnL1oKjvJ7qNXup/7aAiAlpBKXE9MvK+3q9jpxJ4/jwnZX8ccFVstq/EMKvJHAJMQDs35OPwWgg1hqtdil+52l1UrV2Hy3FtRjjwgjPSUMfbOrUTmvUYwgPImhYNO6mVhr3l1L11R6akiqImZaF1qjv81qnTpvI2i/z2L5lF9kTxvb5+YQQQ4fM4RJiANi3J5+k5PhBd4eis66Z0g+34qi0ET4+lYjxqV2Gre/TBZuIyBlO+KmptFY0UPL+Zhw1jX1eb+boDCKjIvjg7U/7/FxCiKFF9Z/uXq+XJ554gjPOOIPs7Gzmzp1LYWHhcdvX1dWxcOFCcnNzyc3N5c4778Rut3dos2LFCmbNmsW4ceO44IILWL16dftjTz75JJmZmV1+3X777e3tzj777E6P33TTTf5/A4QA9u0+SNKwBLXL8KuW8npKV2wFBaKmjMAUd+Ktwb7PFBtG9NSRaHQayj7eRkt5vf8LPYZGo2HSaafy8Qef43K6+vRcQoihRfXA9fTTT7Ns2TLuvfde3njjDRRF4ZprrsHpdHbZfv78+RQVFbF06VKeeOIJ1q5dy913393++Pr167n55pu5/PLLeffdd5k2bRrXX389+fn5AMydO5c1a9Z0+LrhhhswmUzMmTMHaFu8tbS0lOeee65Du0WLFvX9GyKGHJfLzeGDhYMqcLVWNlCxagf6EDORkzLQmg297ktrNhCRm44+zEzFZzuwl/TtXq1Tp+dia2hkzZcb+vQ8QoihRdXA5XQ6WbJkCfPmzePMM88kKyuLxx57jIqKClauXNmp/datW8nLy+P+++9nzJgxTJ06lXvuuYf33nuPiooKAJ5//nlmzpzJ7NmzSU9P59Zbb2XMmDG8/PLLAAQFBRETE9P+1dLSwnPPPcdtt91GVlYWAPv378fn85GTk9OhbUhISP+9OWLIOJxfiMvlJjllcAQuR20T5Z+1ha3wU1PR6E68B+uJaHRaIk5NwxAZROUXu3BU2fxQadeSkuNJSUvinTc+7LNzCCGGHlUD1969e2lubmbKlCntx0JDQxk9ejQbN27s1H7Tpk3ExMSQnp7efmzSpEkoisLmzZvxer1s2bKlQ38AkydPZtOmTV3W8MADDzBixAh+9atftR/bt28fMTExhIaGnuxLFOKEDuw5BEDSIAhcnhYnFat2ojUbCM9J80vYOkrRagjPTkUXYqJ81Q5cNvuJn9RLZ5w1hdWfr6eivKrPziGEGFpUDVzl5eUAxMfHdzgeGxtLWVlZp/YVFRWd2hoMBsLDwykrK8Nms2G327FaO65ldLz+duzYwapVq1i4cGGHycr79+/HYrEwb948pk2bxoUXXsjSpUvxer29fq1CHM++PQeJjo3EYjGrXcpJ8Xm8VHyxC5/HQ4SfRra+T9FqiDg1DUWnpeLznXhdbr+fA2DytAno9Tre+8+KPulfCDH0qBq4WlpagLbQdCyj0YjD4eiy/ffbHtu+tbW1R/0tXbqU7OzsTiNiBw4coLGxkVmzZvHiiy/yq1/9iscff5wnn3yyZy9QiG4YLBPmazcfwlHTSPj4VLSm3s/ZOhGNQUfE+FTczQ6q1u7D5/Od+Ek9ZLGYmTh1PG8tWy4ftIQQfqFq4DKZ2m4P//4EeYfDgdnc+dO+yWTqcjK9w+HAYrFgNBq73Z/dbmflypUdLiUe9dJLL7Fy5Up+8pOfkJmZyRVXXMF1110no1yiT+zfk09ScmAHLntxDbY9Je2LmfY1XbCJsLHJ2Aurse0u6ZNzTD97KmUlFaz7uuvpCEII0ROqBq6jlwcrKys7HK+srOx0WRDAarV2aut0OqmvrycuLo7w8HAsFku3+vv666/xer3MnDmz03n0ej3BwcEdjo0cORK73U5DQ0P3X6AQJ1BTXUdNdV1AT5h3tzipWrMPQ3QIlmH9t3CrKS4cS0oMtVsO4axt8nv/6SNSSU5JZNnL7/i9byHE0KNq4MrKyiI4OJgNG/53+7XNZmP37t1MnDixU/vc3FzKy8s7rNN19Lk5OTkoikJOTg55eXkdnrdhwwYmTJjQ4djmzZsZM2ZMp4nxXq+Xs88+m2eeeabD8R07dhAdHU1ERETvXqwQXdi3+yAAySmJKlfSezXr94PPR9jY5H7fDidkhBVdkJHKr/fg9fh39FlRFM4+dxqrP19HUWHfjKIJIYYOVQOXwWBg9uzZPPLII6xatYq9e/eyYMECrFYrM2fOxOPxUFVV1T43Kzs7m5ycHBYsWMD27dtZv349ixYt4qKLLiIurm0PuquuuooPP/yQl156ifz8fB566CH27NnTvsbWUXv37mXkyJGdatJoNJx77rm88MILrFixgiNHjvDGG2/wwgsv8Oc//7nv3xQxpOzavhezxUxMXJTapfRKc2EV9iM1hI5K7Jetd75P0WoIGzcMl62F+q2H/d7/lGkTCAq2yCiXEOKkqb7w6fz587n00kv5y1/+wmWXXYZWq+XFF1/EYDBQVlbGtGnT+Oijj4C2T5yLFy8mKSmJOXPmcMMNNzB9+nTuuuuu9v6mTZvGfffdx+uvv87FF1/M+vXrefbZZzssJQFQXV1NeHh4lzUtXLiQq6++mkcffZRZs2bx0ksvcccdd/DLX/6yr94GMUTt3LaX1OHJAbmlj8fhomb9AYwxoRh7sYq8v+hDzASnx9Gwu9jv2/8YDAamnz2Ft9/4kOamvluGQggx+Cm+vrjFR3QyY8YMAFatWqVyJWIgmTHpEiZOHs+ll1+gdik9Vr3+AE355USfnoXW1P+jW8fyeX3UrN+PRq8l4fwJKBr/Xdqsra7j1vl/45a//onLr/q53/oVQgQGf/3+DryP1UIMElUVNVRV1JCaPkztUnrMUdtE4/5SgtOtqoctAEWjEDo6GWdtM7bdxX7tOzI6gklTT+Xl59/A1UfrfgkhBj8JXEKoZOf2vQCkBVjg8vl81Gw4iM5i7Ne7Ek/EEG7BMiyaum0FuO2d1907GeddeDZlJRV8uvwLv/YrhBg6JHAJoZJd2/YSFh5CZFS42qX0SHNhFY7KBkKyEv166c4fgjOsKBoNtZsP+bXf5JRExp06mheefrVPFloVQgx+EriEUMmu7XtJGd7/SymcDJ/HS93mw20T5aMH3mbuGr2W4BFWmg9V0lrp3zXzfnLhDPL3F7D683V+7VcIMTRI4BJCBT6fr+0OxbRktUvpkcb9ZbibWgke0Xlh4oHCnBiJPsxCzYaDfh2NGpk1nIzMNJ57/GUZ5RJC9JgELiFUUFJUTkO9LaAmzHudbuq2FWJOjEAfMnA32lYUhZDMeJy1TTQfrjzxE3rQ74U/P4+d2/ay5ssNJ36CEEIcQwKXECrYtmUnAMMzUlSupPsadhfjdbkJTh+4o1tHGSKCMcaGUbv5sF9XoB89biQZmWk889hLMsolhOgRCVxCqGDLxu0kJMYREhp84sYDgMfhomF3MZbkKLRmg9rldEvIyHg8LU6/LhNx7CjX15+v91u/QojBTwKXECrYvGE7GZnD1S6j22y7i8HjJSgtVu1Suk0XZMSSFEnDjiN4HC6/9Tt63EhGZg3nyYdfwOv17/6NQojBSwKXEP2svq6BQwcKGJEVGIGrbXSrBPOwaFX2SzwZQelx+Lw+GnYV+a1PRVG4+Ffns2/PQVZ+9KXf+hVCDG4SuIToZ1s3tc3fGhkggcu2uxh8PoJSY9Qupce0Rj2WYdHYdpfgbnH6rd+Ro9IZd+ponnzkRdxuWX1eCHFiEriE6Gdb8rYTGR1BVEyk2qWckNfppmFPCeakqIAb3ToqKC0GNAr12wr92u/Fv5zFkcPFvPvfFX7tVwgxOEngEqKfbd6wjREj0wJiwVPbvlJ8Hm9Ajm4dpdHrCEqNofFA2xpi/pKSlsTk03N45h8vYbe3+K1fIcTgJIFLiH5kt7ewZ9f+gJi/5XV7aNhdjDkhYkBsUH0yLMOi0ei01O844td+L/7V+dTV1vPqi2/6tV8hxOAjgUuIfrRt8048bg8jRqWrXcoJNR0sx9vqCqg7E49Ho9N+N8pVjsuPo1wxsVGcNXMaS575P2pr6v3WrxBi8JHAJUQ/WvtlHhGRYSQmDezFQ9vu7CvGZA1HZzGqXY5fmJOj0Oi11G/371yun17yYwCee3ypX/sVQgwuEriE6EdrvtzAmFOyBvz8LfuRatxNrQE9d+v7NDotQWkxNB2s8OsoV3BIED+5cAb/+b/3KTjkv+UnhBCDiwQuIfpJWUkFhw4WMnb8KLVL+UE+n4/6nUUYIoPRh1nULuek6HUKoUE6YiMMJMWaGD1lGJN+kU2S2UOCyYPV6CHK4CVU58Wo8QG9267nnJ9MJzwijH8+8Jx/X4AQYtDQqV2AEEPF2q82oNFoGDNupNql/CBHZQPOmkYictLULqVXgs1aQoN1BJt1GPRtnyndHi8utw+Px4fbp+CotWM2GtDpNBg0PnQ6UBQfXh/YPWD3KDS7Fbx0byTSYDBw8S9n8cJTr7Jl43Zyck/py5cohAhAEriE6CdrvswjfWQqlqCBPWpUv6sYXbAJQ3SI2qV0m0GvEBlqIDxEh06rweX2Ym/1UGdz0er0cOwOPF6Pj4adZZhqWgkbnfTdUR96BYxaMGl8xBh8RBt8NHugwaXB4T1x8Jp8eg4rV3zFI/c+zf+9+8yAv2wshOhfcklRiH7gcrlZv2YTY07JUruUH+SytdBSVIMlJTogAkOQSUtKvJmRw4KJCNHT3OKhpLKF4opWahtc2Fs7hi0AjVaDKS6clpKaY/ZYVHD5FJrcCtVODeWtCo1uBZMGksxeEk0eLNofvuSo0Wj45RUXsvPbPXz64Rd99pqFEIFJApcQ/WBL3nbszS2Myx7Ygcu2twSNXos5PkLtUn5QsFnL8EQLaYkWDDqFqloHReUt1Da4cLpOPA/LGBcGiobmgqouH/fSFr4qHQo1DgUFiDd5STJ5fzB4ZY0ZQXbOGP75wL9wOvy3lZAQIvBJ4BKiH3yy/HNiYqNIGZ6sdinH5XW6aTxQjjk5CkU7MH80WExtQSs1wYJGgfLqVkqrHDS1eHo03b1tlCsU+5FqvE7XD7RUaPW2jXpVOdpG/OJNXhJMRyfZd3bp5RdQVlLOG6++14OKhBCD3cD8qSrEIOJyufn0wy/JnTp+QF+mazxYjs/jxZIcrXYpnRj1GoZZzQxPtKDVtAWtsmoHLQ7viZ98HKa4cACaC6u71d75XfCqdiholbZLjXFGDzqlY/BKSLIy7UdT+NcTr2BraOx1fUKIwUUClxB9bP2aTdgaGsmdeqrapRyXz+fDtqcEU1zYgNrGR6tViI82kpFswWzUUFnroLTq5ILWURqdFmNsKM1HqvG6Pd1+nsOrUOVQqHUqmLQwzOwlSu9Fc8wY24WXnkdLSysvPfv6SdcphBgcJHAJ0cc+Wf4F8YlxJKckql3KcbWU1OJuasWSMjBGtxQgKkzPyGFBhIfoqW1wUVzRSnNL94NRd5is4eD1Yj/SvVGuYyts8ShUfje5PlTvY5jFS4jOC/iIiAxj5qwz+feL/6W8rNKvNQshApMELiH6kKPVwaqPV5M7ZWBfTrTtLUEfah4QC50Gm7VkJAdhjTLSbHdTXNGCrdndJ+fS6nUYokNpLqjC5+n5qJmPtsBV0arg8ECs0UeS2YtZ6+MnF8zAaDTw7D+X+r9wIUTAkcAlRB/67OPVNDfZmXx6jtqlHJfLZqelpA7zMHWXgjDoFIZZzaQmWPD6fJRUtlLT4Oq0rIO/ma3h+Nwe7MU1ve7Di0KdS0NlqwI+SDB5GR6pZ86VF/Huf1Zw+KB/928UQgQeCVxC9KHXlr7F6HEjsSbEqV3Kcdn2lrYtBWENV+X8igKxEQYykoMwGzVU1Dgor3bgcvdum52e0hr1GKKCaT5cycmmO5dPodrZtpSEXoFLZ57KvX+Zy7Il//FTtUKIQCWBS4g+suPbPezYuocZ505Xu5Tj8ro8NB4sx5wUqcpSEKFBOkYkBxEdYaChyU1JZSv2Vv/O0+oOszUCr8NNS2mdH3prW0qi0qFQ51QYPy6da375I0q2b8XdYvdD/0KIQCSBS4g+8trSt4iJi+KUnNFql3JczQWV+FwezP28FIRBr5ASb2aY1YzL7aOkopX6Rhe+/hnU6kRrNqCPCKLpUCX+K0LB7lGo9Rr4aNVGXE1N2A7sxnZoP65GGz61XqwQQhUSuIToA5UV1XzywRec9eNpaDQD89vM5/Nh21uCMSYUndnQL+dUFIiNNDAiOQiTQUN5jYPKWgduj/rhwxwfjqfFSUt5vV/7VRQNlsho7rp/KfVuDV6ng8bD+2nYv4vWmkp8nv4f0RNC9L+B+ZtAiAD31KNLMJmNnPGjyWqXclyO6kactc1YkqP65XwhFm3b5cNwA/WNbkoqWmlR4fLh8eiCTOhCzTQdquCH9kzsjZGjhhMdG8Vrr6/AnDAMc3wSGq0Oe8kR6vZso6moAFdzo4x6CTGISeASws/278nn3f98xAWX/BhLkPrLLByPbV8pWrMBQ3RIn55Hr1UYFmciJd6C23PM5cM+PWvvmBMj8DQ5aK20+bVfRdFw+o8ms393Pnt3HUBntmC2JhA0LA1DWASuxgYa8/fRsG8n9vISPI5Wv55fCKE+ndoFCDHYPPr3p4mzxvCjmaerXcpxeRwumg9XEpxu7dOlICLD9MRFGvH5fFTWOvy+cKm/6YPN6EJMNOVXYIoNpW0JVv/IGJmKNTGW9/67glFjR6IooNHpMUZEYQiPxNPagqvRRmt1Ba2VZWjNlrbHwiLR6AfO6v9CiN6RES4h/Gj525+y7utN/Pzyn6LTDdzPM00HK8AHlqTIPunfqNcwPNFCQrTpu8VL/b9KfF8xxUfgtrXgqPb3PogKp02fxMF9h9mzc3/HRxSlbdQr1krwsOGYYuNRFA320iLq92zDdmg/jroafH29KJkQos+oHri8Xi9PPPEEZ5xxBtnZ2cydO5fCwuMvElhXV8fChQvJzc0lNzeXO++8E7u9463WK1asYNasWYwbN44LLriA1atXd3j8nXfeITMzs9PXsec9UR9CfF/+/gLuuf0RTpuey6kTx6ldznH5fD5s+0oxxYWhMfg/FMaEG0hPtqDTKpRWtS1eGkhTk/RhZrRBxrY7Fv0sfURK2yjXmx8f9z1RNBr0wSGYrQkEp6RjjI7F53bRXHSYut3f0lxSKMtLCBGAVA9cTz/9NMuWLePee+/ljTfeQFEUrrnmGpxOZ5ft58+fT1FREUuXLuWJJ55g7dq13H333e2Pr1+/nptvvpnLL7+cd999l2nTpnH99deTn5/f3mbfvn1MmjSJNWvWdPhKSkrqdh9CHMvW0MiNf7iTqJhIZs+9dEBv49NaXo+7scXvk+UNeoXhiRZiIw3YmtyUVrbicAbeiIyCgjkhAlddM87aJr/3ftr0SRzce4i9uw6cuLVWiyE0HEtCMkHJqRhCw3HW12E7sJuGg3twNtTJRHshAoSqgcvpdLJkyRLmzZvHmWeeSVZWFo899hgVFRWsXLmyU/utW7eSl5fH/fffz5gxY5g6dSr33HMP7733HhUVFQA8//zzzJw5k9mzZ5Oens6tt97KmDFjePnll9v72b9/P1lZWcTExHT40mq13e5DiKPKSyv57SXXU1VZw3U3XInRZFS7pB9k21eKLsiIPiLIb31GhurJSApCp1Uoq3JQZxuYk+K7Sx9uQWsx0JRf4fe+00ekEJcQywdvf9Kj52n0BoyR0QQNS8MUGw9eL02F+TTs24mjthqfL/DCrRBDiaqBa+/evTQ3NzNlypT2Y6GhoYwePZqNGzd2ar9p0yZiYmJIT09vPzZp0iQURWHz5s14vV62bNnSoT+AyZMns2nTpvb/37dvHxkZGV3W1N0+hPD5fHz+ydfMvvg6bA2N3H73fOITB+4WPgDuFif2IzWYk6P8Mgqn0cCwOBMJMSaa7G5Kq1pxuAL/F7+Cgjk+AmdtE86GZr/3PnXaBPbtOsjBfYd7/mxFQR8cgiUhGUvCMDR6Pc3FBTTs29U2z0tGvIQYkFSd1VteXg5AfHx8h+OxsbGUlZV1al9RUdGprcFgIDw8nLKyMmw2G3a7HavVetz+amtrqa6uZuPGjfz73/+mvr6e7OxsbrrpJtLS0rrVhxgcfD4fhYeLyftmC2WlFdTV1KPVabFYLMTERmJNiMWaEEd8QhyhYcEYjAZaWlqpKKtiw9rNfPTuZ3y7eSdjTsnkqj9cTkRkmNov6YSaDpaDAuaEiJPuy2zUkBxnRqtVqKhxqLIlT1/SRwahLTXQdLCCyAnD/dp3RmYa0bFRLH/nU2647dpe96M1mTCbEvA4HDjramguOkxrdSVBCcnogoL9WLEQ4mSpGrhaWlqAttB0LKPRSENDQ5ftv9/2aHuHw0Fra+tx+3M4HEDb5UQArVbLgw8+iN1u5+mnn+byyy/ngw8+wO12n7APEdg8Hg8fvruS5598lcLDRWi1WiKiwggJCcbr9eFwOKirbcDR2vHvW6PR4P3uLjGtVsuIrDRuuO1axo0fpcbL6DGfz0fj/jJM1nA0+pP71o8I0RMfY8Tp8lJROTBWivc3BQVTQjjN+ZW4Guzow/y3ppqiaJh8+gQ+fOdTCg8VkzI86aT60xqNmK0JuFvsOGqqsOXvxRgVg9maiEY7cO+WFWIoUfU70WQyAW1zuY7+GcDhcGA2m7ts39VkeofDgcViwWg0tvf3/ceP9jdlyhTy8vIIC/vfaMRTTz3FWWedxdtvv80vfvGLE/YhAtfhg4Us/OMiDu47TM6kU/jZpeeROSYD0/fmXfl8Ppqb7dTV1FNbXU9zsx1HqwOzxUxoWDBp6SmYLabjnGVgaimtw93USuiYk/vlHh9tJCrMgK3ZRU29y0/VDUyGyGBaSupozC8nMse/o1xZYzJY+1UeH73/GdfdcKVf+tSZLWgTh+Gy1eOorcbZUN822T5k4I++CjHYqRq4jl4erKysZNiwYe3HKysrycrK6tTearXy2WefdTjmdDqpr68nLi6O8PBwLBYLlZUdb+eurKzscInw2LAFYLFYSEpKoqKiott9iMDzxcq13P7nvxEREcZf/n4jaenDjttWURSCg4MIDg4iOSWxH6vsO437StGFmHo9UqPRQHKcmWCzluo6B432wXUJsSsKCubEiO9GuZrRh/nvRgONRkPu1PGs/OgrKsqqiIuP8Uu/iqJgCItAFxRMa1UFTYcPYIyKxRKfhDJA9/UUYihQ9bsvKyuL4OBgNmzY0H7MZrOxe/duJk6c2Kl9bm4u5eXlHdbLOvrcnJwcFEUhJyeHvLy8Ds/bsGEDEyZMAOC1115j8uTJ7ZcfAZqamigoKCAjI6NbfYjA8/knX7Pg938ha/QIbv/bDT8YtgYjt92BvbgGc1LvJsvrtArDEyxYTFrKa4ZG2DrKEBmMxqSn8aD/71gcl51FcLCZjz/43O99a3R6zNZEjFExOGqrsB3cI1sGCaEiVQOXwWBg9uzZPPLII6xatYq9e/eyYMECrFYrM2fOxOPxUFVV1R6OsrOzycnJYcGCBWzfvp3169ezaNEiLrroIuLi2u4Ou+qqq/jwww956aWXyM/P56GHHmLPnj3MmTMHgLPOOgufz8ctt9zCgQMH2LFjB/PmzSMyMpKLL764W32IwLJl43ZumXcPOZNO4boFV2I2B9alQH9oPFCOotFgju/5ZPmj62tptQplVa20OgL/LsSeODrK5axu9Psdi1qdjgmTx7P2qzzq6zrPWz1ZR0e7LAnD8HrcNBzYjbOhzu/nEUKcmOrjy/Pnz+fSSy/lL3/5C5dddhlarZYXX3wRg8FAWVkZ06ZN46OPPgLafngsXryYpKQk5syZww033MD06dO566672vubNm0a9913H6+//joXX3wx69ev59lnn21fSiI+Pp6XX36Z5uZmLrvsMq688kpCQkJ45ZVX2ueRnagPETjKyyqZ/7v/x/CMYVz9xyvQDMFLKj7vsZPltT16rsnQtkUPQFm1A5d78E2O7w5DZDBas4GmA+V+73v8hLHo9DpWftR3u1lojUaCEoehM1loKsynpaJUlo8Qop8pPvmu6xczZswAYNWqVSpXMnR4vV5+f8VCDuw7xF0P3kxwsP/m3wQSe3ENFat2EjVlRI/mb5kMGlITLHg8PsprWhnq2/g5a5toyq8gMjcdQ6R/l1z4atU3bN+yi0eevrtPb8bw+Xw462tx1tWgD4sgODlN5nUJcQL++v0t32li0Hr95bfJ+2YLV1172ZANW/DdyvKhZnSh3b/L1mTQkJZgwe3xUl4tYQu+W5cryEDjwTLw8zr6EyZl43K6+GrVOr/2+32KomCMiMIUG4/LVk/jof14v1sKRwjRtyRwiUGprKSCx+5/jhnnncGYUzLVLkc17uZWWkpqsfRgsrxBryE1wYzL46Wi2oFXxsCBo3O5InHV2XFUNfq17+CQIEaNG8mnH32J29X3NyTog0OwxCfhaW3Blr8Hj1PWGBSir0ngEoPSPx94DovFxCW//qnapajq6GR5U3x4t9rrdQppCWa8XiRsdUEfZkEbYsJ2wP+jXJOm5tBQ28CGb7b4td/j0ZrMWBKS8Xm82A7uxdPa0i/nFWKoksAlBp1tW3ax4v1VXPTLWZ0WNB1K2ifLJ0Sg0Z14srxWA6nxbXO8yiVsdUlBwZIUhaexlZayer/2HRUTyfCRqXyy/HP6a2atxmDAkpCEoijY8vfhtvt730ghxFESuMSg4vP5eOieJxmWmsTpZ05SuxxV2Ytr8LQ4sSRFnbCtosAwqxmdVqG82oFH0tZx6YNN6MMtbXcs+nlyW+6U8ZQcKWP3jn1+7feHaHR6LAnJKDodtkP7cDU39du5hRhKJHCJQWXtV3ns2LqHn1/20yG5BMSxGveVog+zoO/GZPnEGBNmo5aKmsG5L6K/mZOi8LQ4aS6q8Wu/w1ITiUuI7ZOFUH+IotViiU9EazDSeHg/rib/zlETQkjgEoOIz+fjX0+8wvCMlCE9UR7A1dhCS2kd5uQTj27FRBgID9FTVefE4ZLbEbtDZzZgiAmhKb8Cr8ufd/kpTJw8nt3b91F8pNSP/XbjzBotZmsiWqOJxsMHcDXZ+vX8Qgx2ErjEoLF5wza+3byT8y+e2avtawaTxv1lKHotZmv4D7YLseiIizRSZ3Nibx062/X4gzkxEp/HS9OhyhM37oHM0RmEhIXw6Ydf+rXf7lA0GsxxCWhNErqE8DcJXGLQ+NeTr5Cckkh2zhi1S1GVz+Ol8UAZ5oQIFO3xv8WNeg1JcSaaWtzUN8paTD2l1eswx0dgP1KFx+6/ZRW0Wg05k8ax/uvN1Nf1f+D5X+gyS+gSwo8kcIlB4cC+Q6xfs5mfXHj2kB/dai6swutwY/mBy4kaBYZZTXg8PqrrnP1Y3eBisoah6LQ07PXv5b/sU0ej0Wr44tM1fu23uzqGroMyp0sIP5DAJQaFZS+/Q3hkGBMmj1e7FNXZ9pZiiAxGF3T8LWISYkzodRoqax39tgTBYKRoNAQlR+OssuGo9t9IkNFkYtz4UXzx6RocDnUCcYfLiwUHcDVL6BLiZEjgEgHP1tDIB299wpkzpqLrxnpTg5mztglHle0HR7ciQ/WEh+iprncO2c2o/UkfGYQu1IRtb4lfl4mYODkbu72Fdas3+q3PnmoPXYa2OV1uWTJCiF6TwCUC3nv/XYHb7ebMGaepXYrqbPtK0Rj1GGPDunzcaNBgjTJia3LR3CKT5P1BQcEyLBqP3UlTYZXf+g2LCGNEZhqffvgVXhXXRVM0GszWBLQGI7bD+2VxVCF6SQKXCGher5dlr7zDxMnjCQsPVbscVXmcbpryK7AkRaJoOs9jUxRIjjPh8viobXCpUOHgpTMbMcaF0XSwAk+L/ybQT5wynoqySnZu2+u3PnujLXQlotEbaDy0H3eLXdV6hAhEErhEQNu8YRtFhaWceY6MbjUdLMfn9R137S1rlBGDTkNVrcPPuwAKAHNCJIpOQ8PuEvy1z2JicjzxiXF8srx/F0LtiqLRYLEmouh1NB7ah1v2XhSiRyRwiYD29hsfYo2PZUTWcLVLUZXP58O2txRTXChao77T48FmLVFhBmptLpm31Uc0Wg1Bw2JwVjfSUl7vp14VJkzJZu/OAxQVlPipz5OoRqvFYk1C0epozN8nG14L0QMSuETAarQ1sfKjrzj9R5OG/FIQLaV1uBtbsCRHd3pMo4HEWBP2Vg+NzbLeVl8yRAShjwjCtrsEr9M/7/XIrAxCw0L49KOv/NLfyVK0WszxSShaLbZD+/A4WtUuSYiAIIFLBKwV76/C7XIx9YxctUtRnW1PCboQM/qIoE6PJUSb0GgUWW+rn1hSor8bcSz2S39arYZTJ41jwxp1FkLtikbbtg2Qomiw5UvoEqI7JHCJgPXOGx8ybvxoIiK7viNvqHDZ7LSU1GIZFtVppC80SEd4iJ6aeiceFe90G0q0eh1Bw6JpLWugtbLBL31mnzoarU69hVC7otHpMMcngQKNh/bjcfrvZgEhBiMJXCIgHTpQwK7t+zhtuoxu2faWotFrMcdHdDiu1UB8tJHmFrcsAdHPDFHB6CMsNOwswuM8+TtCjSYTY7PVXQi1KxqdDkt8Ej6fr21Ol3Pg1CbEQCOBSwSkD9/9DEuQecjvm+h1umk8UI45KarTvonW7y4l1tTLL8H+pqAQlBoLQMOOIvxx1+JAWAi1KxqdHkvC0dC1F6+ELiG6JIFLBByfz8fydz5lwuRs9IbOd+QNJY0Hy/F5vFiGdVwKItiiJSJET22DE4//Fj8XPaDRaQlKa7trsflIzUn3FxYRxois4Xzy4ZeqLoTaFY1O/91IlxfboX14XRK6hPg+CVwi4Hy7aSdlJRVMnTZR7VJU5fP6aNhdjMkahtZkaD+uUdomyttbPTTZ5VKimgxhQRjjwmjcV4Kr4eQXC504ZTyVZVVs37rLD9X5l0avxxKfjM/rwZYvoUuI75PAJQLO8nc/JSo6YsivvWUvqsbT7CAoNabD8dhIIzqtXEocKCzJkWjNRuq3FeJ1n1wATkyKJyHZyifLv/BTdf7VFrqSJHQJ0QUJXCKguJwuPvngCyadloNGM7T/+TbsKsYQGYQ+1NJ+zGzUEBWmp67RhdszsC47DVWKoiE4PQ6Py039tkLwndzfy8TJ49m/O5/CQ0V+qtC/NHqDhC4hujC0f2OJgLN+zWZsDY1MPn2C2qWoqrWyAUeVDUtKx9GthBgTTpcPW5MscDqQaI16gofH4qxupPFg+Un1NXLUcMIiQ/n4A/W3+zmeTqFLJtILIYFLBJYVH6wiITGOpGHxapeiqvodReiCTRhj/rdhd1SYHpNBQ7VcShyQDGFBmJMjaT5USUtZXa/7URQNEyeNZ+OGb6murPVjhf7VFrq+m9N1SJaMEEIClwgYjlYHn3/yNROnnjqkt/Jx1jfTUlyDJTWm/X3QaRViI400NrtxuuS2xIHKZA3HEB1Mw84jOOuaet3PuPGjMBmNrFwxMLb7OZ7/TaT30pi/VxZHFUOaBC4RMNZ8uQF7cwuTpp6qdimqqt9ZhMakxxwf3n4sPtqIz+ej1nbyi2yKvtO2PlcMumAzdVsLcDf1bkscvUHP+AljWb1qHc3NA3sD6faJ9O2Lo0roEkOTBC4RMFa8/znDUhOJT4xTuxTVuJtaaT5USVBKDMp3Nw0Em7WEBeupbXCd7Hxs0Q8URUNwhhWNTkvtpnw8Lb0LIKfmnoLH4xlQ2/0cj0Z/7OKo+/A4JHSJoUcClwgIdnsLX636holTxqtdiqrqdxah0WkwJ0UCoCgQH2OipdUj2/cEEI1WQ3BmPChQu/EQntaej0wGBVsYl53FyhVf4fTD9kF9rX1FenzY8vfKhtdiyJHAJQLC15+vw9HqIHfK0L2c6G520HigDEtqDBqdFoDocAMGnUJNg0xIDjRavY6QzAR8Hg+1eQfxtPT87zB3ag7Njc1881VeH1Tof20r0iejKAq2/H0SusSQIoFLBIRPln9B6vBkYq3RapeimoZdRShaDZZhbe+BXqcQE26gocmNyy3XEgOR1qAnZFQiPq+XmryDeOw9u9QWHhnGyFEZfPzB53i9gXGzhEanwxyf9F3o2oundWDPQRPCXyRwiQHP3mxn9efrh/TlRLfdQeP+MoKGRbePbsVHm/B4fdQ3DvzLSeL4tAY9IVmJAFRvOICroblHz598+qlUVdSwcf23fVBd39DodJgTklA0Wmz5+3BL6BJDgAQuMeB9tWodTodzSAeu+u1HQKO0L3QaYtESGqSTifKDhNagI3RUIhq9jpq8fBxVDd1+bpw1lrSMYXz4zsqA+reg0eowxyeiaLU05u/D3XLye00KMZBJ4BID3ifLvyAtI4WY2Ci1S1GFq7GlbXQrNRaNXts2Uf67zantrTJRfrDQ6LSEZiWgD7NQt6WApvwKoHsJavK0iZQcKRuQm1r/EI1WhyU+qS10HZLQJQY31QOX1+vliSee4IwzziA7O5u5c+dSWFh43PZ1dXUsXLiQ3NxccnNzufPOO7HbO36TrlixglmzZjFu3DguuOACVq9e3eHxAwcO8Pvf/57JkyczdepU5s+fT2lpaYc2Z599NpmZmR2+brrpJv+9cNEtzU121ny5gYmTs9UuRTV13xagMWgJSmmbuxUTbkAvE+UHJUWjITgjDnNCBE0Hy6ndWoDXdeJtmpKHxZM4LJ4P3v40oEa5ABStti106XQSusSgpnrgevrpp1m2bBn33nsvb7zxBoqicM011+A8zjYQ8+fPp6ioiKVLl/LEE0+wdu1a7r777vbH169fz80338zll1/Ou+++y7Rp07j++uvJz88H2gLbVVddRVBQEK+++irPP/88dXV1XH311Ti+WxumqamJ0tJSnnvuOdasWdP+tWjRor5/Q0QHX636ZkhfTnTWNdF8qJLg4XEoWg0GnUL0dxPl3TJRflBSUDAnRhI8woqztonqb/Z3Y1V6hSnTJnD4QCF7dx3olzr9SdFqsViTUHT6ttBl79k8NiECgaqBy+l0smTJEubNm8eZZ55JVlYWjz32GBUVFaxcubJT+61bt5KXl8f999/PmDFjmDp1Kvfccw/vvfceFRUVADz//PPMnDmT2bNnk56ezq233sqYMWN4+eWXAfjss89oaWnhgQceYMSIEYwdO5aHH36Y/Px8tmzZAsD+/fvx+Xzk5OQQExPT/hUSEtJ/b44A2i4npo9IJTomUu1S+p3P56MmLx+txdi+7pZVJsoPGYbwIMLGJKHotdTm5WPbV4rPc/w7EYdnpBCXEMv7b33cj1X6T1voSvwudO2X0CUGHVUD1969e2lubmbKlCntx0JDQxk9ejQbN27s1H7Tpk3ExMSQnp7efmzSpEkoisLmzZvxer1s2bKlQ38AkydPZtOmTQBMnTqVp556CqPR2Kn/hoa2iar79u0jJiaG0NDQTm1E/2lqbGbtlxuYMGVoXk5sKa6ltbyekMx4FI1GJsoPQVqDntCsBMzJkdiPVFG9dh+OattxWiucdsZE9u/OZ9/ug/1ap7+0XV5MRNFL6BKDj6qBq7y8HID4+PgOx2NjYykrK+vUvqKiolNbg8FAeHg4ZWVl2Gw27HY7Vqv1uP0lJSV1CmTPPfccRqOR3NxcoG2Ey2KxMG/ePKZNm8aFF17I0qVLA2adm8Hiq8++wel0MXHyeLVL6Xc+r5eajfkYIoMxxoTKRPkhTEHBbI0gbEwyil5L3ebD1H1b0OWWQBmZacRao3n/rU9UqNQ/FI2ELjE4qRq4Wlra1l4xGAwdjhuNxvb5VN9v//22x7ZvbW3tUX8Ar7zyCq+99ho33ngjUVFtd8EdOHCAxsZGZs2axYsvvsivfvUrHn/8cZ588smev0jRa58s/5yMkWlERUeoXUq/a9hdgruxhZDMBBSlbYFTnU6hpl4myg9VWpOBkMx4gobH4qxromrNXmz7SvE6j51UrzDljFz27jzA/r35qtV6siR0icFIp+bJTSYT0DaX6+ifARwOB2azucv2XU2mdzgcWCyW9suE32/TVX8+n4/HH3+cZ555hmuvvZYrr7yy/bGXXnoJh8NBcHAwAJmZmTQ3N/PMM88wb948NBrV7zUY9GwNjaz9Ko+fX/ZTtUvpd66mVuq/LcCSEo0+1IxBrxAdYaCh0Y3bI9cShzIFBWNUCIaIIFrL6rEfqcZeVE1wagyWlBg0eh0js9pGud554yNu+es8FEXtqnvnaOiyl5XQeGg/IcNHorMEqV2WEL2manI4enmwsrKyw/HKyspOlwUBrFZrp7ZOp5P6+nri4uIIDw/HYrGcsD+Xy8XNN9/Ms88+yy233MKNN97Yob1er28PW0eNHDkSu93ePs9L9K0vPl2D2+0Zcncn+nw+atYfQNFrCc5o+zcbH23C4/HR0CQT5UUbRaPBnBhJeHYKxphQmg5XUvnVbhr3leJ1ejj9zMns353Pnp371S71pHQY6Tq8X5aMEAFN1cCVlZVFcHAwGzZsaD9ms9nYvXs3EydO7NQ+NzeX8vLyDut0HX1uTk4OiqKQk5NDXl7HjVw3bNjAhAkT2v//lltu4eOPP+bRRx/ld7/7XYe2Xq+Xs88+m2eeeabD8R07dhAdHU1ExNC7vKWGFe+vYuSodCIiw9UupV81F1TRUlLbtuq4rm2SfIhFR41MlBdd0Oi0BCVHE3ZKCqbYMJqLqqlavZsYp5aM1GTeeePDgP93o2iOvXtR1ukSgUvVwGUwGJg9ezaPPPIIq1atYu/evSxYsACr1crMmTPxeDxUVVW1z83Kzs4mJyeHBQsWsH37dtavX8+iRYu46KKLiIuLA+Cqq67iww8/5KWXXiI/P5+HHnqIPXv2MGfOHADefvttPvroIxYsWMCkSZOoqqpq/2ptbUWj0XDuuefywgsvsGLFCo4cOcIbb7zBCy+8wJ///GfV3quhpLamnvVrN5M7xEa33M0Oatbtx2QNxxQbhkaB+GgjzS1uWmSivPgBWr0OS1IU4dmpmBMjaa22MTUuleHaEDatXI/XG9ipq+OSERK6RGBSfD51P/94PB7+8Y9/8Pbbb9Pa2kpubi5//etfSUpKori4mBkzZnD//fdzySWXAFBTU8Pdd9/N119/jdFo5LzzzuP222/vsMzDu+++y9NPP015eTkZGRncfPPNTJ06FYC5c+eydu3aLms5eh63283zzz/PW2+9RXl5OUlJScydO5df/vKXvX6dM2bMAGDVqlW97mOo+O//vc/f//IYjz5zN6FhQ2PtM5/PR/nK7Thrm4k+bSQagw5rlJHIUD3Fla14ZO6W6AGfz4ejtpHK/SUE6wwYQ80kjc/AOjYVvanzjUeBwufxYC8rxufxEJKeic7Uea6vEP7mr9/fqgeuoUICV/dd9cv5tLY6uPH2P6hdSr9p2FVE7aZDRExIwxgdismgIT3JQq3Nha3pxFu7CNGVmqpaNnyRx9TssfianGi0GuJGDSNpfAZB0YG5zqCELtHf/PX7W263EwNKeWklW/K2M2nqqWqX0m9ayuup3XyIoNQYjN/9EkyMNeF0+SRsiZMSFRNJaFwE3+zZQ+a5E4gdmUTV/hI2vrKSbW9+Tc3h8oCb49W+96JWS2P+PjytLWqXJES3SOASA8pH73+GXq9jwqShsbq8u7mVyi93Y4gMJnhE2127UWF6TAYN1bLmlvCDU8aPoqmxme3b9mIdncLoWZMYNimT1kY7O95Zy8ZXPqVsVwHeH9g2aKBRtFrM8UkoWg22QxK6RGCQwCUGlA/fWUn2hLGYLaYTNw5wHoeL8pU7UDQK4aekoGgU9DqFuEgjtmY3Tlfg/AIUA1doWCgZmWl88/VGmptb0Gg1RKbEMXLGqWT86BR0Rj37PtnM+hc/pnjLQTyuwLhBQ3M0dGm034WuVrVLEuIHSeASA8b+vfkc2HuIKdMmnLhxgPO6PVSs2omnxUnEhOFoDG1rECfGtG1OXWeTNbeE/4zNzkIB1ny5vv2YoigEx4Qz/PSxZJ47gaDoUA5+tY31L3zEkU37AyJ4abQ6zPGJKIoG26G9eBwSusTAJYFLDBgfvfsZwSFBjM3OUruUPuVxur+7I7GJ8FPT0AW13WEbEaIn2KKjpt4ZcPNqxMBmNBoZc0oW27fsprKiutPj5tAgUnIzGXVeLiHWSA6t2cH6JSso/jZ/wF9qbAtdSW2hK19Clxi4JHCJAcHj8fDhuyuZODkbnU7VHaf6lNvuoOzjb3HWNRMxcTiGcAsAep2CNbrtUmKLY2D/ghOBKSNrOCFhwaz86CuOl+eNwWaGTRzJqHNzCY4J5+AX35K39FMq9xUP6A8BGp2ELjHwSeASA8KGtVuoKKvi9DMnqV1Kn2kpq6Pkg8147E4ic9MxhP9vX7iEGBM+r4/aBpkoL/qGVqNhwqRTKCkqY9f2vT/Y1hhsJiU3k8yZEzAEGdn94Qa2LPsCW1ltP1Xbc51Cl0ykFwPM4B1KEAHlnTc+JDHJSlpGil/7dTW24Kiy4ahpwt3UisfuaLtE4vWh6LVoDDp0QUb0wSb04UEYIoPRBRlR/Ljjr9fppm5bIbbdxRiiggkbNwytUd/+eGSonhCLjvLq1gE9iiACX5w1lmGpSXy58hvSR6ZhNhl/sL05LIjhp4+lsbKO0m2H2fL6F8SNGsbw6eMwBg28G1s0Oh3mhCRaykqw5e+TdbrEgCKBS6iuod7GF5+u4We/+Ilfgo7L1kLjwTKaC6tx29o+5WotBrRmA1qjHq1WA4qCz+PF6/LgqGyguaAK33eThDVGHcaYUEyxYZhiQzFEhaDRaXtch8fppulAOfU7j+BzeQgeEU9QWkyH12jQK1ijjNiaXHIpUfSL8RPH8tF7n7H6s28496dndes5IbERjJwRTs3hMsp2FVB9sIS008eSMD4djcZ/H0784eicrpayYhrz9xEyfCQ6s0XtsoSQwCXUt+K9VbjdHqae0XnD8p5orainfvsRWkrrUPRaTLGhBKfHYQgPar8L8Hh8Ph9ehwuXrRWXzY6rvpn67YX43F5QFAyRQRijQzFGBaMPD0IfYkZj1HUITz6vF3djK63VNlpK6rAXVePz+DDFhxMyIh6tSd/pvEmxZtweH7VyV6LoJxaLmfE5Y9i0YRujxo5kWGpit56naBSi0xMIT46hbOdhDn65jfLdBWSek0OINbKPq+4ZzXeLo9rLj4auEegswWqXJYY4CVxCVT6fj7ff+JBTckYTFt67rUacdc3UbMqntbQOXYiJsLHJmKzhKNruT1FUFAWtyYDWZMAUG9pem7uxFVd9M856Oy0ltTTuK/3fkzQKWoMONJq20TKni6OzkfWhZoJSYzEnRXa4fHisuEgDZqOG0iqHXEoU/Sp9ZCoFh4v5ePnnXHXtZej13f9VoDPoSc4ZSWSqleItB9n8+hckjs8g7fQx6E7wwaY/HV2R3l5Wgu3QfkJSR6APHhp7s4qBaeB8d4ghaee2vezddYD5N1/T4+d6XR7qvi3AtqcYrcVIeHYKxrgwv82/UhQFfagZfagZy7Dvzun24LE78dgdeBwufC4PPp8PRaNBY9CitRjbRr9O8Isn2KwlJsJITYNTFjgV/U5RNOROHc8ny7/gq1XfcM5503vcR1BkKCPOHk/1wRJKdxyi6mAJmefkEJVm7YOKe0fRtIWulopSGg/vJzglHUNouNpliSFKApdQ1X9efZfomEjGnTqqR89rrWyg6uu9eOwOgjOsBKXGoGj6/qZbjU6L5rsQ1ls6rUJSnAl7q0f2ShSqCQsLJfvUMWzJ207GyDRShyf3uA+NRkPsyGTCEqMp2nyAHe+sJW7UMDLOykZvMvRB1T2naDSY4xJorSynqeAgQclpGCOi1C5LDEGyLIRQTUO9jRXvf870GVPRdDMs+bw+6rYVUPbxtyhaDVGnZRI8PK5fwpY/KEBynBl8UFXnULscMcSNHDWc2PgYPnrvM1paer92lTHITPoZ40jOHUl1fgl5Sz+h6kCJHys9OYpGgykuHl1wKM1Fh2mtrlC7JDEEBcZvKTEovf/mx3g9Hs44a0q32ntaXZR/toP6bwsJGh5H5KSM9lXaA4U12ojZpKGy1olXriQKlSmKhimn5eB0Ovno3c+OuyBq9/pSiEq1kvnjiVjCQ9j1wXp2LV+Ps3lgfLBQFAVTTBz6sAjspUXYy4rxyeRJ0Y8kcAlVeDwelr3yDhMmZxMaduKJrM7aJkqWb8ZZ00jEhOGEZFhRBtjt6CcSEaInKsxAbb0Th8zbEgOEJcjC5NMmkH+ggI3fbDnp/gxmI6mnjWbYlCxqCyvIe3ngrFSvKAqmqBiMkTG0VpXTdOQQPvnkI/qJBC6hii9XrqWosJSZs350wrbNR6opXbG17RLilBEYowPvTqMgs5aEmLb1thrtA39TYDG0JCbHkzVmBF+tWkdhQfFJ96coCpHJsWT9eCJB0aHs/nADuz5Yh6N5YGy5YwiPwBQbj8tWT+Oh/XjdsiyL6HsSuIQqXnr2dTJHpZOWPuy4bXw+Hw27iqj8YhfGqBCiJmWgNQ+Mibg9YTRoGGY10+LwUtMgP9jFwHTKqaOJtcbw7n9WUFfX4Jc+9SYDaVNHkzJlFHXFVeS9/CnluwsHxGiXPjgES3wSHkcLtgN7ZCsg0eckcIl+t3XjDrZv3c25Pz37uG18Xh81Gw5Su+kQQWmxhGWn9GhdrYFCr1NIiW9b3LSydmDMZRGiKxqNhtPPzMVg0PP268tpafXfv9eI5BiyfjyBkNhw9n68iR3vrKHVZvdb/72lNZmxJAwDRaHh4B6cDXVqlyQGscD7DSYC3tLnXichMe64S0F43R4qvthF4/5SQkcnETIy3q97G/YXnVYhNcGCAlRUy+KmYuAzGAyccdZkmhqbeeu1D3C6/DciqzcaSJ08irTTx9BYUUfey59SvOUgXq+63xgavR5LQjI6k4Wmwnzs5SUymV70CQlcol/t2bmfL1au5dwLzu5yKQhPq4vyT7bRWlZHxKlpWJIDc70crVYhNcGMVoHyagcelX+pCNFdoWGhTJ8xlcryat77zwrcbv/OOQxLiCLr3IlEDIvl4Jfb2PL65zRW1Pv1HD11dNkIQ0QUrZVlNB6WeV3C/yRwiX719D9ewhof2+W+ia6mVkpXbMVlayEyNx1jTO+2+lGbXqcwPMGCTqtQXuPA7ZGwJQJLVHQk086axJGCEt5attyvI10AWr2O5JwRZJyVjbvVxebXVnHgi224Wp1+PU9PKIqCMSIKszURT4udhv27cDXZVKtHDD4SuES/2fHtHr5a9Q0X/PzHaLXaDo85apso+3ALPreHyEkZ6MMsKlV5cgx6DWmJFjQaKKty4HJL2BKByRofx/QZUyk5Usab//e+X+d0HRUcHcbIGacSPy6Nsh2HyXvpE8p2FeBTcaUGnSUIS2IKGp2BxkP7sZcVydIRwi8kcIl+4fP5ePLhF0hMsjLptJwOj7WU1VG24ls0Bl1ALmZ6VJBZS3qiBXxtYUtGtkSgi7PGcOY5p1FVUcO/X/wvtTX1fj+HRqshLjOZrPMmEhQdxr5PNrP59VU0lNT4/VzdrkmnwxyfiDEymtaqSmwH9+BuUX+SvwhsErhEv/hq1TesX7OJi399foe5W435FZR/tgN9mIWI3HS0Rr2KVfZeVJie1HgzDpeX0qpWmbMlBo2Y2CjOmXUmHreHf7/wH/buOtAn5zGYjaROGUXGj7LxON1sfeNLdr6/DntdU5+c70QURcEQHoklMRmf14vtwO62CfUy2iV6SQKX6HOOVgcP3vUkY7KzGD9hLNA24lW3rYDqNXsxx0cQkZOGRqc9QU8Dj1ajMMxqJj7ahK3JTUWN3I0oBp+QkGBm/mQ6sfGxvP/WJ3z47me0tPTNulXBMW2XGYflZtJQWkPey5+w99MttNrUWSdLazRhSRz23YT68ra5XY3+WadMDC06tQsQg98rL/yH8tJK/nDDHBRFwefxUvXNPpoPVRKcYSVoeGxALvsQGqQjPtqIRlEor2mlpVU++YrBy2AwcNr0iRxOiGHLxp0c3H+YM8+eyrhTR3Wak3myFEUhMjWOsORoavJLqdhbTMXuAuLHpTIsNwtTaP/O8Tw6oV4XFIKjuoLGwwfQh4ZjiU9CazT1ay0icEngEn3q0IECnnv8ZWacN52ERCtuu4PKL3fjqGkk7JRhmOMj1C6xxwx6BWuUidAgHc0tbmrqXXIJUQwJCgrDM1KJT7SyfcsuPv3oS9at3cyU03MYMy4Tg9G/O0FotVpiRyYTlRZPdX4ZFXuLKd1xmLjMYSTnjiQ4Osyv5zthPQYD5vgk3M2NOGqradi/C2NULOZYKxpdYE6HEP1H8ckKb/1ixowZAKxatUrlSvqP2+3mNxf/kZrqOv56/01ga6Xii134vF7Cx6diCA9Su8Qe0WsVoiMMRIbqcXt81Da4sLfKvohi6Kqva2D3jv0cKSxBp9OSNTqDEVnDSRmejEHv/wDicXuoPVRG5YESXHYH4ckxJOVkEJkWj6afN7P3eb04G+raV6c3Rcdhio5Do5NxjMHGX7+/5V+G6DMvPvV/7Nm5n9vvmo/jUBU1m/LRh5gJH5+K1hQ4nwbNRg1RYQbCgnV4vVBrc9HY5EY+qYihLjwijNOm5zK+eQyHDx6hoKCYndv2omgU4uJiiE+0EhUTQURUOCEhQQQFWzAaDV0uetwdWp2WmJFJRKUnUF9STfXBEna+tw5DiJmEcWlYR6f02+VGRaPBGBGFPjQcZ30trVXltFZXYIqKxRQdi0YfePu+ir4lI1z9ZKiNcK39Ko/rr7yVC392DpPiUrAXVmMZFk1IZjxKL3/Y9ieDTiE0WEd4sB6TUYvL7cXW5KbR7pZJ8UL8gEZbE+VllVRX1VJXW09jQ1PHrXIUBb1eh06nQ6fTotVq0Gg0aLRaNBoNWo0GjU6DTqdDr9dhMBgwGPWYTCbMFiNBQUEEhVgIDQshJCQYh81OzaEy6ooq8Xm8hCfHEDdqGNEZiej78a5nr9uNq6EOp60BfD4M4ZGYomPRWQJrJF90JiNcYsA6UlDMLX+6mzNzTyVbE0FLaR3h2SmYrOFql3ZcGg1YTFqCzTqCLVpMBi1enw97i4fy6lZaHDIhXojuCAkNJiQ0mBGZwwHweL20NLfQYm+hpdWBy+nC5XLhcXvweLx4vV68Xg8+H3i9XnxeHx6vF6/HS7PTjq2+EZfbjdPhxNHq6LjVkKIQEhxEeFQYUZHhRIUG01hno/6TzexfuYWI1DhiRyQRNTwevblvR5w0Oh3GqBgMEZG4bA04bfU462vQmi0YI2MwhEeg0cqv3KFM/vaFX1VX1vDnuf+PH2eOY1SkFa3JQOTEZLR9/MOuJ/Q6BaNeg8mowWTQYjZqMBra7rJyub20Orw0NDpocXhkNEuIk6TVaAgOCSI4xD8jPS63i5bmVuz2FuxNdhobm2lqbKbgcDHbbU14PR6MOh2JkdHEuxzUHioHwBARRMyIJKwjkgiOCUfpo4F2RaPFEB6JPiwCj70Zp60Be0kh9tIj6EPDMYZHog8JC4iRfuFfEriE39RU13Hv7+/hwtQxBJlMhGYmYE6OUmXJB71OwaDXYNBpMOi/+7Neg1GvaZ9c6/X6cLq9OJxtlwtbnV5ZHV6IAU6v06MP0xMaFtLpMZ/PS1OTHVu9jfo6G0fqG7HbmjB7NUQ3hmCvsVGStw+Xz4PLoMEYFUJEcgxxqQlExURiMvnvg6GiKOiCgtEFBeN1u3A1NeJuaqSpoQ40GvQhYRhCw9GHhMlE+yFC/paFX+xes40vnv+A06xpKOFmok9J7fNRLYNOwWBoC1GGY790SnvI8/l8uD0+3G4fLrcXe6sHl8uLy+2TcCXEIKMoGkJCggkJCSYxOaH9uMfjxdZgw1Zvo7WuGVrdmFwaFCfYypuoXLePysZGGpwtOLWgDTYSEh5KaFhw2+hccNuEf0uQhaAgM5ZgC0FBFowmI935PKnR6TGGR2IMj8TjdOBubsJtb6b5uzsctWYL+pBQ9EGh6IKCUDSBtwi0ODEJXKLXfD4fVQdKWL9sFa2ldegVDboRMUQPTzjxk3vAqNdgNGgwGdr+azS0BSuN8r+RKrenLVC1tnpo9Phwu724vgtaQoihTavVEBEZTkRkeIfjHrcbe00j3vom4s0Gklw+NCj4fD6aG53UVlZwxGajsqGeupZmPJ6Oczk1WgWLxUxQcFDb3LWwYELDQggLDyM8IpTIqHCioiKIPGb0TGswojUYMUZE4XW78LTYcdvtOGqqaK1su/ypNVvaRsfMQejMQWiMxoBcHFp0pHrg8nq9LF68mP/+97/YbDYmTJjAokWLSElJ6bJ9XV0d9957L6tXrwbgvPPO4/bbb8di+d+twCtWrODJJ5+kqKiI1NRUbr75ZqZPn+7XPoYyt9NN8Zb97P/8W+qPVFJnb6bU2cTUn07DEtT7W7J1WgWT4X9zq46Gq6PB6miocjq9NNs9ON1e3DJSJYToJa1OR0hcBCFxbQsw+/DhaXHibnJgbG4lzB7CsLBISPruCSYdPqMWt06DAw8tXjfNDgctra3Ym1uor7VRWlRBc1MTTU0tHDsJNDQshFhrNNaEWKwJcSQkxZGQGE9UTAT6kDB8Ph9elxNPSwseRwvOhjoc1ZVtT9Zo0BrN6MxmtCYzWqMZjdGERq+XIBZAVF8WYvHixbz22mvcf//9xMXF8fDDD1NUVMTy5csxGDpfkvrNb36Dw+Fg0aJF2Gw27rjjDnJzc3nwwQcBWL9+PVdffTW33XYbU6dO5c033+TVV1/l3XffJT093W999FSgLwvh9XipPljCkY37KNq8H1eLkyp7I7tKihl+6khyp47v9iRQjUJ7mDIZtO0hS6dte/7RuVVOlxeXy4fT5cXp9iJ7xgoh+pvP520LYc1OPC0O3HYnHrsTjo52aTXog43ogs3ogo3ogkzogo2g19HcbMfW0EhDvY36ugbqahuoq62ntroOp8MFgMFkJDHJSnJKAknDEkj67r9BQWZ8Hg8eRyve/9/e/UdFVef/A3/OMD+QlPwNqNnHrR1ARX4sCK5aJuHij2WTc9rVkt0jtOtunW2PHY1tdatdt7UtFCtzOyrpadvSo7KcUtpNS4sKULC0b0oEQaGBA0MwIczv1/ePkasjIEgzzljPxzmeO/N+v++b97y8c+9r7tx5X5sVTpsVLpsNLrvtYiKnUkGt0yNIH+xe6nRQ6/RQa3VQ63RQqYOYkHmBt47ffk24bDYbUlJSsHr1aixduhQAYDabMXv2bPz973/HwoULPdp/+OGHWLJkCYqLi5XE57333sN9992Hd955B2FhYcjJyUFoaCjy8/OV9ZYsWQKDwYC//vWvXuljMK63hEtE0Gkyw1h9BueqGtD4/+pg77TCpVWjrtmIj+vrED5pHG6bm4KRo0f22ocmSKVcqK7XXVzqtGrlb9gvXFtls7tgu5Bc8YwVEQUygcBlc8DZ5U6+nBab+3GXHei+zZcaCBqih+YGPTQhegSF6NzLITqog7Xo+OY8Wppb0dxsQouxFS1GE1qaW+G8MO3FyFHDMeH/xmPCxAiMnxCB8RPCET5uLDRaDcRhh8tug8tmh8thg8tud5c5HB5n1aBWQ63VQq1xJ2BqjfbCcy1UF5ZqjRYqL98L87vmOzEPV1VVFc6fP4+UlBSlLDQ0FJMnT8axY8d6JFwVFRUYM2aMx1mm6dOnQ6VSobKyEunp6Th+/Dj++Mc/eqyXnJyMgwcPeq2P7xqH1Y6O5jZ8c+5rtJ81oe1MM0z1TbCaOwEALn0QGs1tOFlTi68tnYiMugWZWRkYPzEMmiAVtBo1tBr3UqdVXfhl4MVfA3ZfuG6zCzotTrR32N1nrxzCaReI6LqjggpBOi2CdFrgxovTXVxMxOxwWmxwWexwWuywmzvhsjqg3J5CBaj1GoQG6zAiZCSio8KhjtNCpdWgw9KFr9vNMLaYcK6lFe++VYYOc4d7NbUKo8eMRPi4MISPG4sxY0dhTNhojBo9AqPGjEGIXgdxOpXkS1k6HXB0nnfXOS9LytwdQ63RQKUkZBqogjRQaTTKY/WF56qgIHcdz5xdNb8mXE1N7gsEIyIiPMrHjh2LxsbGHu3PnTvXo61Op8Pw4cPR2NgIs9mMzs5OhIeH99mfN/oYDKPRCKfTqWTKviAuAUTc72m5kMyIuGd5vmwprotL915ApfzaRlTuIteFvYNKrXLP/hykhlqvQnn9VzhaX9Lz7194D4vy2D0G5lRE9L13YZ8IwYV9Mdw7ykv22b1TAd37ZhF8+hUgH4l7kljp3sdeXFelVkGtUkOldv9a271UX/JYBbUKSsKkLHsO9uKY+xlX92PV5WUeHasuW62PhE11hTo/aWxsRJAXzgL6NeHq6uoCgB7Xaun1erS3t/favrfruvR6PaxWKywWS5/9Wa1Wr/UxGHq9HjabbdDrX4nLZkNvb4ruTValwmUbvfc3Zo87d3T/TY83HxHR910A7RCVT8juZZ8fjPvcjV/6aVo8n/b3pwfYbjDUWh0GNFfHVdBoNL3mDVfdjxfGMmjBwcEA3NdydT8GAKvViiFDhvTavrekxWq1IiQkBHq9Xunv8vru/rzRx2BUVFQMel0iIiK6vvn13gLdX+0ZjUaPcqPR2OMrPQAIDw/v0dZms6GtrQ1hYWEYPnw4QkJCrtifN/ogIiIiuhp+TbiioqIwdOhQlJeXK2VmsxmnTp1CYmJij/ZJSUloamrCF198oZR1r5uQkACVSoWEhAQcPXrUY73y8nL86Ec/8lofRERERFfDrwmXTqfDsmXLkJeXh7feegtVVVVYuXIlwsPDkZaWBqfTiebmZuW6qtjYWCQkJGDlypU4efIkysrK8Nhjj+Guu+5CWFgYAGD58uU4cOAAduzYgdraWjz11FM4ffo0fvWrX3mtDyIiIqKr4feJT51OJzZu3IjCwkJYLBYkJSXh0UcfxYQJE3DmzBmkpqZi/fr1yMzMBACYTCb85S9/QUlJCfR6vTJLfPe1VwBQVFSELVu2oKmpCbfeeitWr16NGTNmKPXe6IOIiIhooPyecBERERF91/n1K0UiIiKi7wMmXEREREQ+xoSLiIiIyMeYcBERERH5GBMuIiIiIh9jwkVERETkY0y4iIiIiHyMCZePNTY24qGHHsLMmTORlJSEnJwcfPbZZx5tSktLkZmZiWnTpmHevHkoKiryz2ADnMvlwrPPPovZs2cjNjYW2dnZHrdoop7a2trw6KOP4rbbbkNCQgKWLl3qcSP106dPY9myZYiLi8OcOXNQUFDgx9EGvrq6OsTHx6OwsFApYwyvTlFRERYsWICYmBgsXLgQb7zxhlLHWPbPbrcjPz8fc+bMQXx8PO655x4cP35cqWcM+7dlyxZkZWV5lPUXN68cf4R8xmq1yqJFi+SXv/ylfPzxx1JdXS1/+MMfZMaMGWIymUREpKamRmJiYmTTpk1SW1sr27dvl+joaPnggw/8PPrA89xzz8mMGTPkyJEjcvr0acnOzpa0tDSxWq3+HlrAWr58uWRkZMixY8ektrZW1q1bJ9OmTZOamhppbW2V5ORkWbNmjdTU1MjevXslJiZG9u7d6+9hBySbzSaZmZliMBhk3759IiKM4VUqKiqS6Oho2blzp9TX18vmzZslKipKjh8/zlgO0DPPPCMzZ86UkpISqa+vlzVr1khCQoI0NTUxhgOwY8cOiYyMlGXLlillA4mbN44/TLh86P333xeDwSBNTU1KmdVqldjYWNmzZ4+IiPz5z3+Wu+++22O9hx56SLKzs6/pWAOd1WqV+Ph4eeWVV5Sy9vZ2mTZtmuzfv9+PIwtc9fX1YjAYpLKyUilzuVySlpYmmzZtkhdeeEFmz54tdrtdqd+wYYP85Cc/8cdwA96GDRskKyvLI+FiDAfO5XLJHXfcIU8++aRHeXZ2trzwwguM5QBlZGTI+vXrlefffPONGAwG+e9//8sYXkFTU5Pk5ORIXFycpKeneyRc/cXNW8cffqXoQz/84Q+xdetW5abY3UQE7e3tAICKigqkpKR41KekpKCyshLCuy4pqqqqcP78eY9YhYaGYvLkyTh27JgfRxa4RowYga1bt2Lq1KlKmUqlUra/iooKJCUlQaPRKPUpKSmoq6uDyWTyx5AD1rFjx7B792784x//8ChnDAfu888/x9mzZ/HTn/7Uo7ygoAArVqxgLAdo+PDhOHz4MM6cOQOn04ndu3dDp9MhOjqaMbyCTz75BDfeeCNee+01xMbGetT1FzdvHX+YcPnQmDFjcPvtt3uUvfTSS7BarZg5cyYAoKmpCeHh4R5txo4di66uLnz99dfXbKyBrqmpCQAQERHhUT527Fg0Njb6Y0gBLzQ0FLfffjt0Op1S9sYbb+DLL7/ErFmz+tz2AOCrr766pmMNZGazGQ8//DDWrl3bY/tjDAeuvr4eANDZ2YmcnBzMmDEDd999N95++20AjOVArVmzBhqNBqmpqYiJiUF+fj42bdqEiRMnMoZXMHfuXGzYsAE33XRTj7r+4uat4w8Trm/hzJkziIyM7PNfc3OzR/s333wT+fn5yMrKQlRUFADAYrF4HBABKM9tNtu1eSHXga6uLgDoESu9Xg+r1eqPIV13Kisr8ac//QmpqamYO3dur9ueXq8HAMb0Eo8//jji4uJ6nJkBen//Moa96+joAADk5uZi0aJFePHFFzFz5kzcf//9KC0tZSwHqLa2FqGhoXj++eexe/duZGZmIjc3F1VVVYzhIPUXN28dfzT9N6G+hIWFobi4uM/6kSNHKo9fffVVrFu3DgsWLMAjjzyilOv1+h6JVffzIUOGeHnE16/g4GAA7th0PwbcbwbGqX+HDh3CqlWrEBsbi40bNwJwx/Tyba975xESEnLNxxiIioqKUFFRgddff73XesZw4LRaLQAgJycHixcvBgBER0fj1KlT2LFjB2M5AGfPnsXq1auxc+dOJCYmAgBiYmJQU1OD5557jjEcpP7i5q3jDxOub0Gr1eKWW27pt11eXh62bduGrKwsrFmzBiqVSqmLiIiA0Wj0aG80GhESEoJhw4Z5fczXq+5TuUajERMnTlTKjUajcraQevfyyy/jiSeeQFpaGvLy8pRPaeHh4b1uewB6XHf4fbVv3z6YTCbMmTPHo/yxxx5DQUEBxo0bxxgOUPdXNgaDwaP81ltvxZEjRzB+/HjGsh8nT56E3W5HTEyMR3lsbCzeffddbo+D1N++0OFwKGXf5vjDrxR97Omnn8a2bduUa0AuTbYAIDExEUePHvUoKy0tRUJCAtRq/vd0i4qKwtChQ1FeXq6Umc1mnDp1SvmkRz298sorWLduHe69915s2rTJ45R4UlISKisr4XQ6lbLS0lJMmjQJo0aN8sdwA05eXh6Ki4tRVFSk/AOABx98EFu3bmUMr8LkyZNxww034MSJEx7l1dXVmDhxImM5AN0fPD/99FOP8urqatx8882M4SD1FzevHX++7U8tqW9lZWViMBhk3bp1YjQaPf51dHSIiEh1dbVMmTJFnn76aampqZGCggKZPHky5+HqxcaNG2X69Oly6NAhZR6UefPmcR6uPnz++ecyZcoUeeCBB3psf2azWVpaWiQpKUlyc3Pls88+k3379klMTIwUFhb6e+gB7dJpIRjDq/P8889LfHy8vP766/LFF1/Ili1bJCoqSsrKyhjLAXA6nXLPPfdIenq6lJaWSl1dneTn50t0dLR8+OGHjOEA5ebmekwLMZC4eeP4w4TLh9auXSsGg6HXf88++6zS7p133pFFixbJ1KlTJT09XQ4cOODHUQcuh8MhTz31lKSkpEhcXJz8+te/loaGBn8PK2D985//7HP7y83NFRGREydOyM9//nOZOnWq3HHHHfKvf/3Lz6MOfJcmXCKM4dV68cUXZe7cuTJlyhTJyMiQgwcPKnWMZf/a2trk8ccflzlz5kh8fLz84he/kPLycqWeMezf5QmXSP9x88bxRyXCyZ6IiIiIfIkXCRERERH5GBMuIiIiIh9jwkVERETkY0y4iIiIiHyMCRcRERGRjzHhIiIiIvIxJlxEREREPsaEi4joCh5++GFERkZi69at/h4KEV3HOPEpEVEfOjo6MGvWLNx0003o6urCwYMHe9wPlYhoIHiGi4ioDwcOHIDT6cTatWvR0NCA9957z99DIqLrFBMuIqI+7Nu3D8nJyUhOTsakSZOwa9euHm0KCgqQmpqKadOmYcmSJXj77bcRGRmJ8vJypU11dTVWrFiBhIQEJCQk4IEHHkBDQ8O1fClE5GdMuIiIelFbW4sTJ05g8eLFAIDMzEwcPnwY586dU9ps3rwZeXl5mD9/PrZs2YLY2FisXLnSo5+6ujosWbIEJpMJTz75JJ544gk0NDRg6dKlMJlM1/Q1EZH/MOEiIurF3r17ERoaijvvvBMAcNdddwEA9uzZAwDo7OzEtm3bcO+992LVqlWYNWsWHnnkEfzsZz/z6Gfz5s0IDg7Gzp07MW/ePMyfPx8vvfQSLBYLtm/ffk1fExH5DxMuIqLLOBwOvPbaa7jzzjthtVphNpsRHByM5ORk7NmzB06nEx999BEsFgvS09M91l20aJHH87KyMiQnJyM4OBgOhwMOhwNDhw5FYmIiPvjgg2v5sojIjzT+HgARUaA5cuQIWlpaUFhYiMLCwh71hw8fhsViAQCMHDnSo2706NEez9va2lBcXIzi4uIe/Vy+LhF9dzHhIiK6zN69ezF+/HisX7++R92DDz6IXbt24be//S0AoLW1FT/4wQ+U+tbWVo/2w4YNw49//GMsX768R18aDXfBRN8XfLcTEV2ipaUFJSUlyM7ORnJyco/6BQsWYNeuXVi9ejWGDRuGN998E4mJiUr9//73P4/206dPR01NDaKjo5UES0SwatUq3HzzzYiOjvbtCyKigMBruIiILvGf//wHDocDCxcu7LV+8eLFcLlc2L9/P+677z68/PLLyM/Px/vvv4/8/Hy8+uqrAAC12r17vf/++/Hll19ixYoVOHToEEpKSvD73/8eBw4cQFRU1DV7XUTkX5xpnojoEgsWLIBarcb+/fv7bDN//ny0t7fjyJEj2L59O3bv3g2TyYTY2FikpaVh/fr1KCwsxJQpUwAAn3zyCfLz83H8+HGICAwGA37zm98gNTX1Wr0sIvIzJlxERIPgcDiwf/9+JCcnIyIiQin/97//jb/97W8oLy9HaGioH0dIRIGECRcR0SAtXLgQOp0Ov/vd7zBixAhUVVXhmWeeUc5yERF1Y8JFRDRIDQ0N2LhxI8rLy2E2mzFu3DhkZGRgxYoV0Gq1/h4eEQUQJlxEREREPsZfKRIRERH5GBMuIiIiIh9jwkVERETkY0y4iIiIiHyMCRcRERGRjzHhIiIiIvIxJlxEREREPsaEi4iIiMjHmHARERER+dj/BwzaC+4RWK6uAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.kdeplot(data=titanic, x='Age', hue='Pclass', fill=True)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "9517383c", "metadata": {}, "source": [ "* **Note** a lot of those young adults were in 3rd class, and there were almost no children in first class\n", "\n", "In the plot above, we automatically get a legend labelling the three plots with the corresponding values of the `hue` variable. However, you may wish to control the title and labels in the figure legend, as follows:" ] }, { "cell_type": "code", "execution_count": 32, "id": "f8acc333", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.kdeplot(data=titanic, x='Age', hue='Pclass', fill=True)\n", "plt.legend(['third', 'second','first'], title='Class')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "f94a281f", "metadata": {}, "source": [ "## Ordering\n", "\n", "When plotting categorical data in which the categories aare defined by strings, `Seaborn` tends to plot the data categories in the order in which they occur in the dataframe, when reading fromm top to bottom.\n", "\n", "Sometimes this is not the order we would prefer - consider the following example using the Oxford weather dataset:" ] }, { "cell_type": "code", "execution_count": 5, "id": "5cee5131", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "weather = pd.read_csv('https://raw.githubusercontent.com/jillxoreilly/StatsCourseBook_2024/main/data/OxfordWeather2.csv')\n", "sns.violinplot(data=weather, x='Month', y='Tmean')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "adbd2461", "metadata": {}, "source": [ "Well, the year doesn't start in September, although the dataset does, so we might prefer to change the order.\n", "\n", "We can force the order in which the categories are presented useing the argument `order`\n", "\n", "* **Note** this would become `hue_order` if we were using the `hue` property to disaggregate categories of data in a KDE plot or histogram." ] }, { "cell_type": "code", "execution_count": 6, "id": "da6c2614", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot(data=weather, x='Month', y='Tmean', order=['Jan','Feb','Mar','Apr','May','Jun','Jul','Aug','Sep','Oct','Nov','Dec'])\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "5dce1064", "metadata": {}, "source": [ "## Subplots\n", "\n", "Often we wish to present a couple of different plots to make a point. \n", "\n", "Returning to the Titanic dataset, say we want to plot a histogram of age separately for men and women.\n", "\n", "We might like to show these plots next to each other as panels of a larger figure\n", "\n", "This is achieved using the function `plt.subplot()` which creates a figure with multiple panels or subplots." ] }, { "cell_type": "code", "execution_count": 9, "id": "43499bf7", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.subplot(1,2,1)\n", "sns.histplot(data=titanic.query('Sex == \"male\"'), x='Age', color='b', bins=range(0,80,5))\n", "\n", "plt.subplot(1,2,2)\n", "sns.histplot(data=titanic.query('Sex == \"female\"'), x='Age', color='r', bins=range(0,80,5))\n", "\n", "plt.tight_layout() # shift the plots sideways so they don't overlap\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "7bb90592", "metadata": {}, "source": [ "The arguments of `plt.subplot()` are the number of rows and columns to be created in the figure, and then the location in which to place the next plot.\n", "\n", "In the example above we have one row and two columns; if we wanted two rows and one column, we would do this:" ] }, { "cell_type": "code", "execution_count": 79, "id": "a1b0a73a", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.subplot(2,1,1)\n", "sns.histplot(data=titanic.query('Sex == \"male\"'), x='Age', color='b', bins=range(0,80,5))\n", "\n", "plt.subplot(2,1,2)\n", "sns.histplot(data=titanic.query('Sex == \"female\"'), x='Age', color='r', bins=range(0,80,5))\n", "\n", "plt.tight_layout() # shift the plots so they don't overlap\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "d04fc80d", "metadata": {}, "source": [ "Ah, it's actually a bit easier to compare the distributions when they are arranged vertically - for example we can see that the maximum age for women was higher, and the peak age for women was (slightly) lower. Good choice!\n", "\n", "### plt.subplot() syntax\n", "\n", "The function plt.subplot() has three arguments:\n", "* plt.subplot(rows, columns, place)\n", "\n", "For example, if we want to create a figure with one row and two columns (plots side-by-side), we use plt.subplot(1,2,x), where x is the location to put the next plot, reading from left to right and top to bottom. This is perhaps best explained by diagram.\n", "\n", "Here is how I make a subplot with 3 rows and 2 columns. The red numbers are the place indicators. \n", " \n", "\n", "\n", "Here is how I make a subplot with 2 rows and 4 columns. The red numbers are the place indicators.\n", " \n", "\n" ] }, { "cell_type": "markdown", "id": "c9b99b2f", "metadata": {}, "source": [ "### plt.tight_layout()\n", "\n", "Sometimes the axis label of one subplot impinges on the adjecent subplot.\n", "\n", "The command plt.tight_layout() usually fixes this.\n" ] }, { "cell_type": "markdown", "id": "384fc90e", "metadata": {}, "source": [ "## Axis range\n", "\n", "- `plt.xlim()`\n", "- `plt.ylim()`\n", "\n", "It is often easier to compare across plots if the axis ranges are the same. \n", "\n", "Seaborn will automatically adjust the axes to fit the range of the data in each plot, which normally means the axis ranges don't match across subplots.\n", "\n", "We can set the axis range using the functions `plt.ylim()` (to set the limits in $y$) and `plt.xlim()` (to set the limits in $x$)\n", "\n", "Let's remake our two side-by-side subbplots of age of men and women, and this time set the y axis to have the same range" ] }, { "cell_type": "code", "execution_count": 81, "id": "472f4581", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.subplot(1,2,1)\n", "sns.histplot(data=titanic.query('Sex == \"male\"'), x='Age', color='b', bins=range(0,80,5))\n", "plt.ylim([0,80])\n", "\n", "plt.subplot(1,2,2)\n", "sns.histplot(data=titanic.query('Sex == \"female\"'), x='Age', color='r', bins=range(0,80,5))\n", "plt.ylim([0,80])\n", "\n", "plt.tight_layout() # shift the plots sideways so they don't overlap\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "f49fd6ca", "metadata": {}, "source": [ "Ooh, suddenly we can see that there were a lot more men than women on the Titanic!\n", "\n", "* **Note** It is generally most relevant to match the $y$-axes when two subplots are side-by-side, and the $x$-axes when the subplots are arranged one above the other. However, it is often (but not always) best to match both $x$ and $y$ axes." ] }, { "cell_type": "markdown", "id": "42cfcd04", "metadata": {}, "source": [ "## Figure size\n", "\n", "`plt.figure(figsize=(x,y))`\n", "\n", "Maybe the figures in your Jupyter notebook are too big or too small for your liking, or have the wrong aspect ratio.\n", "\n", "You can change this be 'pre-creating' your figure at a certain size using `plt.figure(figsize=(x,y))`, before running the plotting command (eg `sns.kdeplot()`).\n", "\n", "x and y are the desired size, nominally in inches, but this will depend on the size of your screen (!):" ] }, { "cell_type": "code", "execution_count": 90, "id": "e82d377c", "metadata": {}, "outputs": [ { "data": { "image/png": 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9r+iG2WLWupxyoygKw0bezLEjSUwc8wjvfvwyEU6H1mUJIUSJBLweVI3u21AMBvSm6vH+oGl4PtkFIyUlhfr16xcsT0lJKXbu8vj4eL744otCy7xeL5mZmcTFxZX4uP8MzgA2m426desW3HQohDg7H6z4BI/by+VXXaJ1KeXOaDJy572389hDC5g68QmeWfpEteymIoSoXgJeD1m7/wC16ChkFULREdGs1TkF6CVLlrBx40beeOONMizs7Gkanps3b05YWBibN28uCM/Z2dns2LGj2Jv9OnbsyIIFCzh48CANGjQAQkPSAbRv375Ex1y2bBlPP/0033zzTUFrd25uLgcOHOCmm24qi9MSokZRVZXl/1tN+04XEhnl1LqcClErJopRdw3l6Xkv8srzyxh1V/E3JwshRGWh+v2gBrHExKMrpgtseQp6vbiPJ4VqKGV4PjlEcceO2ncN1LS5xGQyMXToUBYsWMCXX37Jrl27mDhxIvHx8fTu3ZtAIMDx48dxu90AtGnThvbt2zNx4kR+/fVXNm3axPTp07n++utL3PJ82WWXoaoqDzzwAH/++Se//fYb48ePJyoqihtuuKE8T1eIamnz9z9ycP9hLuvdTetSKtSF7VrS74beLF6wlG2bf9G6HCGEKBGdyYTebKnQx7mE9eTkZEaNGsXTTz9No0aVY9ZazT9rnDBhAjfddBOPPPIIgwYNQq/Xs3TpUkwmE4mJiVxyySV8/PHHQKi/4eLFi6lbty633XYb9957Lz169GDGjBklPl5CQgL/+9//yMvLY9CgQdx+++2Eh4fz+uuvF+p3LYQomeWvv0+degk0bdH4zBtXM9fffDXnN2vElPGPkZmRpXU5QghR7fzxxx9ERETw4Ycf0qZNG63LAUBRVVXVuoiqrlevXgB8+eWXGlciRMVKSkyhz8W3MPj2AVx2ZfXv71yc9LRMZk6Zz0Wd2vDM0ieqzeQwQoiqye12s3//fho1alSoUdDvyiN7705sdeqjN1dsY2HA48Z19BCOJi0w2Oyl3s+UKVM4evToafs8n+7cTyqrvKZ5y7MQoupa8dYazGYTXbp30LoUzURFOxl+5yC++fIH3n5tldblCCGEKGcSnoUQpeLz+Vn59hq6dO+A1Vqzuzy1vegCevXpwcInnufP3X9pXY4QQohyJOFZCFEqG778gbTUDHpecbHWpVQKNw3uT0xcLaZMmIXXU3Q8eiGEENWDhGchRKmsWLaG885vSN36tbUupVIwmUyMvnso+/cd4pn5L2tdjhBCiHIi4VkIcdaOHk7khw1b6XF5F61LqVTqNajDgFv68fpL77Dlhx+1LkcIIUQ50HSSFCFE1fT+Ox9jsZjp1LWd1qVUOr37XsqvP/3Bo5PmsvKzVwkLL/2d5UIIUdaC3orvVqbFMcuThGchxFnx+/2sWr6WzpdchNlS+mlWqyudTsfwMYOY8eB8/vPYYh6b/6DWJQkhBIrBAIoO9/EkjQrQhWo4B3Pnzi2jYs6NhGchxFn59uvNpB5Pp8flXbUupdKqFRvNLcOu57UXl3P5VZfQ84qaNfuiEKLy0ZvMRDRrFZoiWwOKwYC+lFNzVzYSnoUQZ2XV22tpeF49GjSqq3Upldoll3Xmx22/MXPKAtp90ZoIp0PrkoQQNZzeZIZqEmC1JDcMCiFKLCU5lW/Xb+KSnp21LqXSUxSFW0f9H26Xm3kzn9W6HCGEEGVEwrMQosQ+XPEpBoOBzt3aa11KlRAZFcEtt17P2lWfs/6L77UuRwghRBkoVXg+duxYWdchhKjkVFXl/Xc+4qJObbDZbVqXU2Vc3KMjF7ZvxcwpC8jOytG6HCGEEOeoVOG5V69eDB8+nDVr1uDxeMq6JiFEJbR98y8cPniM7jK281k52X0j35XPfx5brHU5QgghzlGpwvOCBQswGAxMmTKFbt26MW3aNH7++ecyLk0IUZmsXL6W+IRYmjY/T+tSqpzIqAj+b+h1fLjiU75bv1nrcoQQQpyDUoXnfv368dJLL7F+/XrGjBnDjz/+yMCBA+nTpw8vvvgiycnJZV2nEEJD2Vk5rPv4G7r17ISiKFqXUyVd0rMzrS5sxswp88nNydO6HCGEEKV0TjcMxsTEMHr0aNauXcv7779PbGwsixYt4vLLL2fs2LFs3769rOoUQmjokw+/xO/zc3GPjlqXUmWd7L6RmZHNorkvaF2OEEKIUjrncZ63bdvGBx98wOeff05OTg7dunXjsssuY/369QwdOpQHHniA4cOHl0WtQgiNvP/Ox1zYriXOyAitS6nSasVGc+PA/ix7bSVXX9OLDl3aal2SEKIGyUvPxpvr1uTYpjAL9qjqMd59qcLzwYMH+eCDD/jwww85evQoderU4dZbb+XGG28kPj4egCFDhjBp0iSef/55Cc9CVGF7du5jx2+7uXvSSK1LqRYuu7IbWzf9xPQH5rHis1exWi1alySEqAHy0rP5dMbrBLzazDCoNxnoM+PWswrQmZmZLFy4kPXr15Obm0uzZs24//776dChQzlWemalCs9XXXUVZrOZK664glmzZtG1a/HT9J533nkcOHDgXOoTQmhs1TsfEeF00LptS61LqRZ0Oh2333ELMx6cz5KFr3L/1LFalySEqAG8uW4CXj8t+nTEFhVeocd2peew89OteHPdZxWe77vvPtLS0li4cCFRUVEsW7aMkSNHsmrVKho3blyOFf+7UoXnRx99lGuvvZbw8H//xx83bhzjxo0rVWFCCO15PV7Wrvqci3t0xGDQa11OtRFfO45rb+rDGy+/y5X9etK6bQutSxJC1BC2qHDC4yK1LuOMDh48yPfff8/bb79N+/ahibmmTp3Khg0bWLt2Lffcc49mtZXqhsHPPvuMlJSUYtft2rWLa6655pyKEkJUDl99/h3ZWTkyHXc5uKr/ZdRrWIdpk+fi8/q0LkcIISqVyMhIXnzxRS644IKCZYqioKoqWVlZGlZ2Fi3P27ZtQ1VVALZs2cLWrVtJT08vst3XX3/N4cOHy65CIYRmVr69lqbNzyOhTpzWpVQ7er2e4WMGMuvhhbz03JuMmyj3hgghxEkOh4NLL7200LJPPvmEQ4cOcckll2hUVUiJw/OKFStYvXo1iqKgKAozZ84sss3JcN2/f/+yq1AIoYkjhxLZ/P12RowdrHUp1Va9BnXoe10vXlr8Bldc3YOmzbXrwyeEEJXZ9u3befjhh+nVqxeXX365prWUODxPnTqVAQMGoKoqt912G9OmTaNJkyaFttHpdDgcDs4///wyL1QIUbFWv/sxVpuVDp3baF1Ktdbvhiv5cetvPHr/XN764HkMhnMeQVQIIaqVL774gkmTJtGmTRsWLlyodTklD8/h4eF06tQJgNdff51WrVpht9vLrTAhhHb8fj/vv/sxnS9uh9li1rqcas1oNDD8zkE88egiXvvvckbdNVTrkoQQotJ48803efzxx+nduzcLFizAZDJpXVLJw/Pq1au59NJLiYyM5NixYxw7duxft7/++uvPtTYhhEZ++GYrx5NT6X7PbVqXUiM0alyfq/pfzvOLXuWy3pfQuGlDrUsSQgjNLVu2jFmzZjFs2DAefvhhdLpzmhi7zJQ4PE+ZMoV3332XyMhIpkyZ8q/bKooi4VmIKmzl8rXUb1iXBo3qal1KjXHdTX34efvvPHL/E7zx/hLpviGEKBeu9Jwqccz9+/fzxBNP0Lt3b8aMGUNaWlrBOovFcsbhkstTiV+dv/zyS2JiYgq+F0JUT8lJx/nmyx8YdNsAFEXRupwaw2gyMuLOQcyZ/rR03xBClDlTmAW9ycDOT7dqcny9yYAprOQzqn722Wf4fD7WrVvHunXrCq274YYbmDt3blmXWGIlDs916tQp9vuT/H4/ubm5OJ3OsyogGAyyePFi3nvvPbKzs7nooouYPn06DRo0KHb7jIwMZs+ezYYNGwDo06cPDz30EDabrci2W7du5dZbb2Xnzp2l3ocQNc3773yE0Wik6yXaTn9aE513fkP6XHM5Sxa+So/Lu9K0hYy+IYQoG/YoB31m3Io3163J8U1hlrOaXfDOO+/kzjvvLMeKSq9Unwv6/X5eeOEF6tevz7XXXsvGjRu55557yMnJoVOnTjzzzDNERESUaF9Llixh+fLlzJkzh7i4OObPn8/o0aNZu3ZtsZ3CJ0yYgMfj4bXXXiM7O5upU6cyc+ZM5s2bV2i7zZs3c/fddxMMBku9DyFqmkAgwMq319Lp4nZYbSVvIRBl59qbrubXn3by8MTHefvD/2I0GbUuSQhRTdijHGcVYEXxStXz+tlnn+X5558nJyfUh+WJJ54gMjKShx56iEOHDvHkk0+WaD9er5dXXnmF8ePHc+mll9K8eXMWLVpEcnJykSZ6gJ9++oktW7YwZ84cWrVqRdeuXXnsscf44IMPSE5OBkLBfvbs2YwYMYJ69eqVah9C1FTfrd9McuJxeva6WOtSaiyj0cCIsYPZt+cAS556VetyhBBCnKJU4Xnt2rXcd999DBkyhL/++os///yTsWPHcuuttzJx4kS++uqrEu1n165d5OXl0aVLl4JlDoeDli1bsnVr0T4527ZtIyYmhsaN//4os1OnTiiKwvbt2wFwuVz8/vvvvPLKKwwdWrTPYEn2IURN9d6bH9LwvHo0bFxf61JqtAaN6nLtTVfxypJlbN/yi9blCCGE+IdSheeUlBTatAlNnLBhwwZ0Oh09evQAID4+vqBF+kySkpIASEhIKLQ8NjaWxMTEItsnJycX2dZkMuF0Ogu2dzgcLF++nM6dOxd7zJLsQ4iaKPFoMt+t30wPaXWuFPpedwVNmjXi4XsfJyc7V+tyhBBCnFCq8BwbG8uRI0cAWLduHS1atCAqKgoIdYuIj48v0X7y8/MBivRtNpvNeDyeYrcvrh/06bY/3THPdR9CVEfvvvUBZouZzt3aa12KIDRj66hxQ8hMz+KJaU9pXY4QQogTShWer732WubMmcPIkSPZvn07N954IwCPP/44zz77LNdcc02J9mOxhG5I8nq9hZZ7PB6sVmux25+67cntSzpSRlnsQ4jqxuP2sHLZGrpd2hGLzChYadSKjWbIiJv46P11rFn1mdblCCGEoJThecKECYwYMQJFUbj//vsZPHgwAL/99hsjRoxg7NixJdrPye4TKSkphZanpKQU23odHx9fZFuv10tmZiZxcXElOmZZ7EOI6ubTtV+TmZHNZb0v0boUcYqu3TvQ7dJOzH54Ifv3HdK6HCGEqPFKFZ4VRWHMmDG8/PLLjB49umD58uXLue+++9Dr9SXaT/PmzQkLC2Pz5s0Fy7Kzs9mxYwcdOhQdY7Zjx44kJSVx8ODBgmUnn9u+fck+ai6LfQhRnaiqyrJXV3JB2xbE147VuhxRjMHDb8QZFcGkcdNxu6V7mRBCaKnU87/m5OSwadMmXC4XqqoWWV+S6blNJhNDhw5lwYIFREVFUadOHebPn098fDy9e/cmEAiQnp5OeHg4FouFNm3a0L59eyZOnMiMGTNwuVxMnz6d66+/vsStxmWxDyGqk19/2sHO3/cw4YHRZ95YaMJiMTNmwm08/shC5k5/mhnzHtC6JCFEFZR4NJmM9CxNjh0ZFUFCneqRs0oVnr/55hvuvffeghv+TqUoSonCM4S6gPj9fh555BHcbjcdO3Zk6dKlmEwmjhw5Qq9evZgzZw4DBoSmCl68eDEzZ87ktttuw2w2F8wOWFJlsQ8hqpO3X1tFbFwtWrdtoXUp4l/Ua1CbISNu4rX/LufCdq0YMLCf1iUJIaqQxKPJXHf5MM0+vbJYzHzw1RvVIkAranHNxmdw3XXXYTAYeOihh4iLi0OnK9r7o7gpvKurXr16AfDll19qXIkQZyfpWApXdx/IzYOvoXffnlqXI0rg9ZfeYeO32/jfysW0urC51uUIISoZt9vN/v37adSoUcHADAA7ftvDwP6jGX330AoPsIlHk3lp8ZssX/sSLVs3LfHz0tLSmDt3Lt9++y0ej4eOHTvywAMP0KRJk2K3P925n1RWea1ULc9//fUXS5YsKbZfshCi6njr1ZWYzSYuuazLmTcWlcKg22/k8MFj3HvHIyxf8yLRMVFalySEqEIS6sTRoFHRGZgro7Fjx6LT6XjppZew2Ww8/fTT3H777axbt67YUdkqSqluGKxduza5uTJovxBVWU52Lu+99QGX9roYq7XoX+iicjIaDYydOByP28uE0Q/LDYRCiGopIyODunXrMmvWLFq3bk3jxo0ZN24cx48f588//9S0tlKF5zFjxvDcc88VTJQihKh6Vi3/CK/HS68+3bUuRZylqGgn4yeNZPeOfUybNLfYm7aFEKIqi4yMZOHChZx//vkApKamsnTpUuLj40/bbaOilKrbxpo1a0hOTqZ3795ERUUV6VeiKApffPFFmRQohCh7Pp+fN5a+S+duFxEZ5dS6HFEKDRvXZ+TYwTz/1GvUa1CH8ZNHaV2SEEKUi0cffZR3330Xk8nE888/r/mkdqUKz/Hx8SWeglsIUfl8vHodKUmp3HXfCK1LEeegQ5e23DzkWl5a/AbRtSIZPPxGrUsSQogyd9ttt3HLLbfw9ttvc9ddd7Fs2TJatWqlWT2lCs9z5swp6zqEEBXE7/fz4rOv067jhdStX1vrcsQ5uqr/ZWRlZjNv5rNERju5+tpeWpckhBBl6mQ3jVmzZvHzzz/z5ptvappFSz1JCsC+ffv4/vvvSUlJYdiwYRw+fLhg1kAhROX06YdfcfjgMYbfOUjrUkQZUBSFm4dcS052Hg9PfByLxcxlV8o060KIqi0tLY2NGzdy9dVXF8xcrdPpaNy4MSkpKZrWVqobBgOBAI888gj9+/fniSeeYOnSpaSmpvLcc89x/fXXk5SUVNZ1CiHKQCAQ4L/PvE6b9q2qzFBF4sx0Oh3D7xxIuw6tuX/sdL5e973WJQkhxDlJSUnh/vvvZ8uWLQXLfD4fO3bsoHHjxhpWVsqW5+eff541a9Ywe/ZsevbsSbdu3QB48MEHGTduHIsWLWLevHllWqgQ4tx9/tF6Du4/zNCRE7UupdIJuH1403PwZefjy87H7/IQdPsIePwQDKKqoOgVdEY9OqMBvd2MwW7B6LBiigrDGG5F0Sma1a/X6xl99zBeevYN7r9zGguWzODyq2QkFSFEYYlHk6vEMZs3b84ll1zCzJkzmT17Ng6HgxdeeIHs7Gxuv/32si/yLJQqPK9cuZIJEyZw4403EggECpY3b96cCRMmsGDBgjIrUAhRNnw+P88tfIUL2rbgvCYNtC5HcwG3l/xjGeQfzcCdkoU/1x1aoSjobSb0FiM6owFjuAV0CigKBFVUf4CgP4A/OQtX/nGCvtBroKLXYY5xYIl3Yk1wYo5xoCgVG6YNBj2jxw/j5efe5L47pzFj3mSu/7++FVqDEKJyioyKwGIx89LiNzU5vsViJjIqosTbK4rCU089xZNPPsm9995LTk4OHTp04K233qJ2bW3v1ylVeE5NTaVFixbFrouLiyM7O/ucihJClL333/mIwweOMm3O/VqXoplAvpe8A8fJPZCCJyX0OmUID7Uc2xvFYoywobeazqoFOej148vJx5+djzcjj6zfD5P58wF0FiP2erWwN4rBEu+ssCBtMOi5Y/ww3rRbmTZ5HhnpWdw+ZmCFB3khROWSUCeOD756g4z0LE2OHxkVcdbTgoeHhzNjxgxmzJhRPkWVUqnCc4MGDfjmm2+4+OKLi6zbsmULDRpIq5YQlUlerovnFr5C1+4dqN+wrtblVChVVXEnZpC9OxHX4VRAwRwdhuOCephrhaM3G89p/zqTAXN0OObocOyNQsfzZbrwpGThOppGzp+J6G1mwhrH4WiWgMFe/rM56nQ6ho28mbBwO4vmvMCRQ8eYMvMejMZzukdcCFHFJdSJO+sAK4oq1SvpbbfdxrRp0/D5fFx22WUoisLBgwfZvHkzr7zyClOmTCnrOoUQ5+B/L71DbnZujfoIXw0Eyf0rmazfD+PLzscQZiG8WR2sCU50pvILkYqiYIq0Y4q0E9Y0AV+Wi/yjGWTvPELW74ew1atFRKu6WGJL/vFlaesYcEs/YmKjeePl9zi4/whPPj+TCKejXI8rhBDVXaneQW6++WbS09N54YUXWLZsGQD33XcfRqORUaNGMWiQDIElRGWRkpzK//67nF59ehBdK1LrcsqdGgiS82cimb8eIpDvxRzrIKp5bYxOe4V3XVAUBZPTjslpJ7xZAu5jGeQdSiXxk5+xxEXgvLA+loTIcq2r+2VdiI2rxZJFr3JL31Es/O8sWrZuVm7HE0KI6q7UzS+jR4/mmmuuYcuWLRgMBsLDw2nTpg1Op7MMyxNCnKv/zFyM0WSk3/VXaF1KuVJVldy/Usj4aT+BPA+WhEgi2zfCEFb+3SRKQmfQY6tfC2u9aDwp2eTtTyZp3W+YYyOIuqhRubZEN2vZhEcfv48Xnv4ftw64iykzJ3DjoGukH7QQQpTCWYfntWvXsnz5cn755Rf8fj8AFouF9u3bM2jQIK64onq/QQtRlXy3fjOff/Q1o+8eis1u07qccuNOySJty168abmYYyOIbNuw0oTmUymKgiUuAnOsA09qDrl/JpL4yc9Y60YR1aExpojyuU61YqN5cMYElv9vFY899CQ/bNjK9LmTpRuHENWUqqpal1DhKuqcSxyeg8EgkyZN4uOPPyY2Npa+fftSq1YtAJKTk9myZQvjx4/nuuuuY+7cueVWsBCiZPLz3cyeupCWrZvRudtFWpdTLgJuL2lb95H3VwpGh5WoTo0xRVaNGU4VRcES48BcKxx3Uia5fyZx9INtOJrXxtmmwTnfyFgco9HAsFH/R8sLm/H6S+8y4MrhzFowhYt7dCzzYwkhtGE0hl47XC4XVqtV42oqlsvlAv7+NygvJQ7Py5Yt49NPP2XKlCnceuut6HSFJycMBoO8/fbbPPHEE3Tv3p1+/fqVebFCiJL779P/43hyKnffP7LafTyvqiq5e5NI3/YXqqriaFUXa52oKnmeiqJgTYjEEhtB3sFUcv5MJPevFKI6nEdY47hyOaeLOrXhvCYNeOX5t7lz2CRuHNSf+6eOIyzcXubHEkJULL1ej9PpLJjC2mazVcnXxrOhqioul4uUlBScTmfBdN7lpcThedWqVdxyyy2nndVFp9MxZMgQ9u7dy7vvvivhWQgNbdv0M6++8DY33NKXuIQYrcspU75cN6k/7MGdmIGldiSOZrXLdfSMiqLodYSdF4u1diQ5e46R+v1ucv5MpFbXppicZR9qI6Oc3PfwnXzz5Q+899aHfPv1Jh55/D56XtGtzI8lhKhY8fHxAAUBuqZwOp0F516eSvyOc+DAASZMmHDG7bp3784XX3xxTkUJIUovOyuHKffMommLxlx9bS+tyykzJ1ub07bsRTHoiWzfCHNM9euvq7cYcV7YAE+daLJ3HuHomu04W9fH2bo+il535h2cBUVR6HlFNy5o04I3X1nBhJEP07vvpTw4YwKxcbXK9FhCiIqjKAoJCQnExsbi8/m0LqdCGI3Gcm9xPqnE4Tk/P5+IiDPfDR4ZGUl6evo5FSWEKB1VVXnsoQXk5biY/MhdRbpXVVUBt5fUH/bgOpyGtU4U4c1qozNWzIukVszRYdTq2pTcv1LI/PUQeQeOE9OtWbn8wVArJop7HhjN1o0/8fb/3ufay4Zy96RRDLz1egyGqt+qL0RNpdfrKyxQ1iQlfmdVVbVEF0Cn0xEMBs+pKCFE6fzvxXf4/KP1DBv9f0RVkzGd8xMzOPrBNtxJmTjbNiTignrVPjifpOh1hJ8fT3TX80FVOfbJT6Rv20cwUPavsYqi0Oni9sx+8iE6Xdye+Y8tZlD/Mfy87fcyP5YQQlRl0qQgRDXx1WffsmjOC/S9rhcdu7TVupxzpgZVMn4+QNZvhzBFhxHRun65jEBRGRj1CgaDgtGgw2hQMOgV9HoFg05Bp1fQKzaUFtEQCEIwCIoHndmAotOhAkEVVCCgQlBVCKjgVyGgKvhV8AUhFLfPfNOQPczGsJE30+3STrz1ygpuvfEurrv5aiY+dCdR0c5y/XcQQoiq4KzC84wZMwgL+/dhoHJzc8+pICHE2dvx2x6mTJhF+04XcsMtVf9mXb/LQ8o3O/Aczybs/HjsjWKr/N3ier2CxajDbNJhMuowG0NfjUYF3T/OLRhUCZx4BIOhn33BIKoKqgoBXxBfRh6qP4gp0o450o6ihGKxQQGdTkUH6BVQlL/HPA2eCNE+VcEbDH3vDSp4VSguVJ/XpAFTZ09kw5cbWfXOR3z12bdMeGA0Nw2+Rj4GFkLUaCUOzx07hsYBPdMA1Ha7nQ4dOpxbVUKIEtv5+x7GDL2fhLpxjBw3pMr3c85PzCBlw05QIapj1Rm3+SRFAYtJh8Wkx2zSYTHrsJh0GE7c7KeqKj6/is8fxO0NkONS8fuD+AMqgYBKsARj/KtmK/lpGbh3JWMIt+JsXb+YSWH+DtF6BQw6MCgqRkXFagwtAxVVBZ8KnmAoVHuCCt4ABFDQ6XT07N2Nizq3YcXba3j8kUWsWv4R0+bcT6sLm5fxv5wQQlQNiloTp6ApY716hUY0+PLLLzWuRNQ0v/+ykzFDJ1ErNoqJU+7EHlZ1ZxFUVZWs3w+T8dN+TFFVo5uGTgdWsx6LSRf6ag61KCuKUigke31BvL7Q9z5/2b3k+vPc5P6VQtDrJ7xZbez1oylJ1wwABRWjDowKGHQqRgWMOtCdeLo/CJ4TrdOeoIInCLt2H+CtV1Zw+OAx/m/odYyfPApHRHiZnY8QQpSnssprEp7LgIRnoYWv133Pw/fOJqFOHPc8eAc2W9WdSSro83P8u924DqViPy+WsCbxla6bhl6nYDXrsJj1WM2hsGwyhlqTg0EVrz+I1xsKyp4TQbkiXl3VYBDXkXQ8yVmhvuEX1EdvKe0fHSp6JRSoTboT4Vp3spU61PXDE4C/Diby1VdbSE7N4sZbb+DyPj0r3fUSQohTlVVekxsGhahi/H4/zy18haXPvUX7ThcyctwQLBaz1mWVmi87n+Svfsef58bZtiGWuDMPiVneTgZl64mgbLHoMRlCQTkQVPH6guS7A2Tm+PD6yrY1+WwpOh32+rUwRtjI259C6g+7cbSsgzW+NKOthG42DKjgDv4dhnX8HaSNisr5jRJoOeragsB8aNP32CMisEY40Jst6MwW9CYLOpNJQrUQotrRPDwHg0EWL17Me++9R3Z2NhdddBHTp0+nQYMGxW6fkZHB7Nmz2bBhAwB9+vThoYcewmb7++PqTz75hGeffZbDhw/TsGFDJk+eTI8ePQrWv//++0yZMqXIvj///PPTHleIymDHb7uZ/cgidvy6i5sGX0Ofay6v0uHEdTSd49/sQDEZiO58fjH9dsvfya4X1mJalANBFa83iCs/QKbPh8cb6ptcGZkibBguqIfr4HGyfjmEJyUbR8u66AznfnNfkFC3DU8Q/u4WomJQIDUpmZQjiURHhtOkST1sZhOhsT9C2+pMJnQmM3qT+R/fm9AZzSgGQ5X+/1cIUTNpHp6XLFnC8uXLmTNnDnFxccyfP5/Ro0ezdu1aTCZTke0nTJiAx+PhtddeIzs7m6lTpzJz5kzmzZsHwKZNm5g8eTJTpkyha9eurFixgrvuuovVq1fTuHFjAHbv3k2nTp1YuHBhoX1HRUWV/wkLUQpHDh1j6ZK3WLX8I+rWS+CB6eM5v9l5WpdVaqqqkv3HEdJ//AtzrXAiWjeokLGbFcByIiDbLKHAbDYVblF2nWhRrsxB+XR0Bj32xnEYnbnkHUzFm7ELZ+v6mKLKo19yaBg8Z1w81ggn67/YyCtvfkrzVk0YPvoWnBE2gj4fQb8P1efDl5tN0O8LDbVXsAsFndEUephCXwtCttGMzmREUar2DbBCiOpH0z7PXq+XLl26MHnyZAYNGgRAdnY23bt354knnqBfv8JDbv30008MHDiQjz/+uCAIf/fdd4waNYpvvvmGuLg4Ro4cicPhYNGiRQXPGzhwIE2bNuWxxx4DYMSIETRu3JipU6eWyXlIn2dRHvLz3Wz+fjvvv/Mx69d9jz3MRv8bruTyqy6p0kOFBQNBUn/YTd5fKdgbxRJ2fvn1b9brFGwWPTarHtuJlmWdTiGohoKyxxvqp+zRuOtFeQh4feTtP44/Ox9b/VqEN00o8+m9T3Vw/2E+W/MV+fke/m/odfTs3Y1/XlpVVSEYJOj3EfT7UYv5qgYChfapGI3oTeZQd5ATX0NdQ8wSrIUQZ6Va9HnetWsXeXl5dOnSpWCZw+GgZcuWbN26tUh43rZtGzExMQXBGaBTp04oisL27dvp06cPP/74Y5EuGZ07d2bdunUFP+/evZurrrqqnM5K1DRut4fUlHRcLhc+rw+/z4/uxJSoJrMRi8WC1WrGYrVgsZqLBF+fz09mehbHU9I4cugYe3bu44/fdrN14094PV7q1Etg2Kj/o8slF2E2F/00pirxuzwkf/UH3oxcIi6sjzWhbGdBNOgV7FY9doseu1WP2RT6t/b5Q0E5IzvUouzxVf9ZUPUmI+HNEnAnZ+E6koonNZuIC+tjirCX2zEbNKrH7XcOYv2673lz6Xv8tO03ht85iMioUD92RVHgxO+G/jTd9FU1iOr3/91q7fcR9Pnw5eYQ9KcXarnWmS0YLFb0Vht6iw2D1YbOWLlHaBFCVH2ahuekpCQAEhISCi2PjY0lMTGxyPbJyclFtjWZTDidThITE8nOzsblchEfH3/a/aWnp5OamsrWrVt54403yMzMpE2bNkyaNIlGjRqV5emJakZVVfbvPcjm739k5+97+HP3Xxzcf4TcnLyz2o9Op8Ng0IOi4Pf5i0xn74x0ULdBHa67qQ9tL2pFfO24sjwNzXhSc0j+6ndUVSW6UxOMEec+rJ6igN2qJ8xqIMymx3IiLHt9oTGUs3L9uL1BAlWs+0VZUVCwxjkxOWzk7k8hffNe7A1jQqOZlNN44CaTiSv7Xcb5zRrx6ZqveXTSXG6/4xY6lHDWS0XRoZzoynEqVVVRAwGCPm/o4fUQ8Ljx5mQVhGrFYMRgs4ce9jAMVnu5nasQombSNDzn5+cDFOnbbDabycrKKnb74vpBm81mPB4Pbrf7tPvzeDwA7NmzBwC9Xs+8efNwuVwsWbKEwYMHs2bNGmrVqnXuJyaqlV1//MmHKz/j84++JiUpFYNBT90GdahTN54WFzTFGRmBIyIcq9WMwWhAr9cTDKoEgwF8Pj9ejw+v14vX48Xj8RLwBwgEAqiqisFowGAwEB4eRoQznKhakdVy3Nzc/Smkfr8bQ5gFZ7uG5zR+s9GgEG4zEG43YLfo0emU0IQjniDZuR7cngCB6t+wfFb0VhOOFnVwJ2WSd/A47pQsIlqXbyt0oyYNuf3OQaz7aD3PL3qNiy/txJDhN2Kxln5kGEVRUAwGdAYDWP/+40tVVVS/j4DHQ9DjJuBxk5+TFZqSUVEwWO0YwsIxhoVjsIVJmBZCnBNNw7PFErqz3uv1FnwP4PF4sFqLjllrsVjwer1Flns8Hmw2G2azuWB/p64/ub8uXbqwZcsWIiL+Hg7rueee47LLLmPVqlXccccd535iosoLBAJ8+ekGli5Zxs7f9+BwhtOxSztat21B0+bnYa7CQ8NVJFVVyfz5AJm/HsKS4CSiVb1S9bs1GRUi7EYcYQasZj2qqpLvCXXDyPcEql1/5fKgKArWhEiMTjt5+5NJ37QXW4NahJ9ffn2hrVYL1950Fb/93ICvPtvAn7v2Meae22jUuH6ZHkdRlL9bq8NCf3yqqhpqmXbnE8jPx52ajDslMRSm7eGYHBEYwyPQmyt+hBchRNWmaXg+2QUjJSWF+vX/fjFNSUmhefOiU7/Gx8fzxRdfFFrm9XrJzMwkLi4Op9OJzWYjJSWl0DYpKSmFunL8MzgD2Gw26tatS3Jy8jmfk6jaVFXl68+/Y9Gc/3Jw/2Fatm7GhMmjadWmeairhSixoC/A8e924TqUStj58dgbxZ7VjYFGg0JEmBFnmAGLOdSa73IHSEn34HIHKmQCkurIYDXhaFEXd3ImrsOpuJOziGhVF3MtRzkdUaF12xbUq1+bNe9/xhOPPsWAgf25qv9l6HTlN0ydoigFNxcSEfl3mM534c934Uo8AscOozOZMToiMDmcGOxhchOiEOKMNH2VaN68OWFhYWzevLlgWXZ2Njt27KBDhw5Ftu/YsSNJSUkcPHiwYNnJ57Zv3x5FUWjfvj1btmwp9LzNmzdz0UUXAbBs2TI6d+5c0MUDIDc3lwMHDtCkSZMyPT9Rtezfd4g7h03i3jseIdxhZ+qse7l/6ljaXNRKgvNZ8uW6OfbJT+QfTcfZriFh58WVKDgrCjjDDDSsbaVZgzBiI034AyrJaR4OJeZzPMNLXr4E53OlKArW+EgiLqiPzmQgY/t+Mn85QMDrK7djOqMiGHz7jXTo0pYVy9bw1Nz/kp2VW27HO9XJMG1yRmFLqEtYg8ZY42qjN1vwZqST89ceMnf8Qu6hv/BmZaAGA2feqRCiRtJ8eu5FixaxfPlynnjiCerUqcP8+fM5cuQIa9asQa/Xk56eTnh4OBaLBVVVGTx4MB6PhxkzZuByuXj44Yfp3Lkzc+bMAUJD191xxx0FE6OsXLmSt956i1WrVtG4cWMSExO57rrr6NKlC+PHj8ftdrNw4cKCY/6z+0hJyVB1VVswGOStV1bw9LwXcUZGcMut19OmfSuZvKGU3MmZJH+9A0Wn4GzXEGP4macNt5h0RDmMRIQb0esU8t0BcvP9EpQrgIqKNy0X1+E0VFUlvEk89vq1oBz//9+/7xAff/AFBoOeO8bfSosLzi+3Y5XEyVZpf14uflceQa8HFB3GcAcmZxSm8AiUKjw8pBAipKzymubhORAIsHDhQlatWoXb7aZjx45MmzaNunXrcuTIEXr16sWcOXMYMGAAAGlpacycOZNvv/0Ws9lcMMPgyf7OAKtXr2bJkiUkJSXRpEkTJk+eTNeuXQvW79y5kwULFvDLL7+gqirdunXjoYceKjKSR0lJeK66UpJTeeieWWzd+DO9+17KgIH9ir0pVZRM9u5jpG3ei8lpw9m2ITrT6XuGKYAjzEB0hAmbRY8/ECQnL0Cuy1/lJiepDoL+AK6j6XhTstGHmYloUaecJlcJyc3N46P313HowFGuvfEqrrnxSnSV5Ea+oNeLz5WLPy+XoMcNioIxPEKCtBBVXLUJz9WBhOeqadvmX5g0bjqqqjJy7GBaXNBU65KqLDUQJG3rPnJ2H8NWL5rw5nVQTtOfVa+DKIeJqAgjRoMOlztATp4fl1s+Jq8M/Hlu8g6lEsj1YIp1ENEsAb2tfG6qU9UgG7/dxg8bttK0RWPGjL+ViMjy6ntdOkGfD39eDr5TgrQ5MhpjeISM3CFEFSLhuRKR8Fy1qKrKstdWMn/WczRtfh5jJtxWLYeHqyj+fC8pX/+BJzUHR4s62OpFF7ud0aAQHWEiyhEapi433092rl9GyqiEVFS86bnkH04j6AtgrRtNeJM4dKbymYDk0IEjfPT+5yg6PXeMH0bL1pXzD9mgz4cvLwd/bk6oa4dOh8nhxOSMwhjmkCAtRCUn4bkSkfBcdQQCAf4z81ne/t/7XNmvJzcNvqZKT3WtNXdKFinrd6AGgzjbNsTkLDpusMmoEOM04ww3EAxCdp6f7DwfQRmLudJTg0HcKVnkJ2aCqmJvEIO9YQw6Y9kP1JSX6+Kj1es4uP8I197Uh2sG9K403TiKE/R6Q0E6L5eg14Oi02OMOBmkw2XUDiEqoWoxPbcQFcnlyufBux/j2683MWzUzfS8opvWJVVZqqqSvesY6Vv3YYyw4WzboMjEJ2ajjphIExFhBgJBlfQsHzkuv9wAWIUoOh3W+EjMtRy4EzPIO3CcvEOphDWIwVa/1r/2aT9b9jAbNw+5hk3fbmfNyk/Zs2Mvd4wfVum6cZykM5kwm6IxR0YT8Hrw5+bgz83Gm5GGojdgiojE5IzEYA+Xm4+FqGak5bkMSMtz5ZedlcNdtz/Irh17GXvPbbRu11LrkqqsoM9P6g97yDtwPDTJRtPahfo3m4wKsZFmIsIM+AMqWTl+clx+DSsWZSXg8+NOzMRzPAsUBVu9WtgbxKC3lG13jqrSjeNUBaN25Obgy8tB9ftRDAZMEVGhIG0LkyAthIak20YlIuG5cktNSWPMsEkkHk3mngfv4LwmDbQuqcrypueSvH4HAZcHR6u6WBMiC9YZ9QoxUSYiw40EAiqZEpqrrYDPjyclC3dyNgSDWOKd2BvGYHTYzvzkEsrLdfHxB+s48NcR+t/Qm2tvuqpKdbFSVZWgx13QtSMUpI1/t0hLkBaiwkm3DSFKIOlYCiMH3kNurosHp4+ndt34Mz9JFKGqKjm7E0nftg+9zUR016YY7KHhIfU6hZjI0OgZapBQ94w8P/JXefWlNxqw1YnGEh+J53h2KEgnZmKIsGKvXwtLnPOcp/y2h9m4afA1bPp+Ox+tXseuHXsZM+FWoqKdZXMS5UxRFPQWK3qLFTUqhoDHjT83B29mOp60lL9bpCMiT8xsKEFaiKpCWp7LgLQ8V05HDiUyauA9eH1+Jj0yjpjY4keBEP8u4PZx/Pvd5B9Jw1ovGkez2ih6HYoCtSJM1Io0oQBZuT6ycqVPc02kqiq+TBfulCz82fkoBh2WhEhsdSIxRtgIjepdekcOHWPt++sIBAKMGDuYdh0uKJvCNaCqakGQ9uflogZOdu2IPBGkpY+0EOVFum1UIhKeK5/DB48y4pZ7UFWY9Mg4omtFnvlJogjXkTRSf9iD6g/guKAeltgIAJzhBuKizBj0Ctl5fjJzZPQMERJw+/CkZeNJzUH1BtDbTFgTIrEkODHYSz9edH6+m0/XfMXeXX9x+VXduXnotZjKaei8ivJ3145c/Cf7SOsNmCKcoSAto3YIUaak24YQp3Fw/xFG3nIPOr2OyY+OIzLKqXVJVU7Q6ydt615y9yZjqhVORKt66C1Gwqx64qPNWMx6cl1+krJ9MhugKERvMWKrE421ThS+rHy86TnkHkghd18yersZS1wElljHWbdIW60Wbvi/q/l52+98ve57dv3xJ2Mm3ErdBrXL72TKWeGuHbUKgrQ3OwtPeiqKXo/JEYnRGYnRHi7jSAtRSUh4FtXKgb8OM/KWezAYDUx6ZBzOyAitS6py8g6lkrbpT4Jef+imwDpRWMyh0BxuM5DvCXA0xY3XJ03N4vQUFEwRNkwRNtQGQXzZ+Xgzcsk7lEreXykoJj2WWg5M0eGYosOKDHV4ur227dCaug1qs3bV5zz28JMMGNifK/v1RHeaGS2riiJB2uvBn5eLLzcLT0bq3+NIR0TKhCxCaEzCs6g29u87xMhb7sFoMjL50buIcFbO8WErK3+um7Ste3EdSsMcE46jRWPMYWbiokw4w434/CrJaR6ZRlucNUWnw+S0Y3LaUVUVf54bX2Ye3sw88o9lAKC3mzBFhWGKDMPktKO3Gjldy3StmGiGjbyZDV9v5r23PuTXH/9gxNjB1IqNqsCzKj+KoqA3W9CbLZgiowl6vfhPzGzozUj7e2bDiEiZIlwIDUif5zIgfZ61t3/vQUYOvBez2cT9j9xFhFOm2y6poD9A1h+HyfrtMIpBR3iz2tgSnMREmqnlNKGqkJnjIztPhp0TZS/g8+PPyceX7cafk0/Q7QNAZ9JjcNoxOWwYHVYMDmuxrdOHDhzhkw+/xO32MvDW6+lxeVeq8/12gRMt0v7cHII+byhIhzsxOSVIC3Em0udZiBP27TnAqMETsVjM3D91nATnElKDKrn7ksn4+QCBfC/2BrWwN44jOtJCbJQJvV4hOzd0M6D8iS3Ki95oQB8Vjjkq9Hsb9Afw57pDjzwPuekp4A91EVJMeozhVgzhFoxhFvR2C3XrJjB8zCC+Xvc9r7/4Dts2/sxtd9xSbVqhT6U3mdGbzH/PbJiXiz8vF29WugRpISqIhGdRpe3ZuY/RgydiD7Nz/9SxOCIkOJ+JGlTJO3iczF8O4styYYmLILJ9IyJj7MRFm7CY9OS4/GTKzYBCAzqDvqCLB4CKStDjJ+Dy4nd5COR7cCdl4XKn/v0ck56OsfVo1TuenXv38/xjL9C1dxd69u2BwVh93+YKB+kTXTv+GaQdTkzOKOkjLUQZq76vKqLa2/HbHu4Ych+RURHc9/BYwsLtWpdUqQX9AXL/SiHr98P4c/IxRYcT3eV8IuLCiYsyYbcacLkDHE3Jx+uT0CwqBwUFvdmI3mzEFPn377gaDBJwewnk+wi4fQTzvZj90Dq+DgSBfRl8+8xqDHYzjlpOrJFhWJ1h2CLDsDjDsEbY0Z3jRC6Vid5kQm+KLtwifWJSFnS6gnGkJUgLce4kPIsqafuWX7h7+BTi4mO4d8oY7GFlNy1wdePNcpH7ZyI5fyYR9Poxx0YQ0aou4TFhxEWZCbcb8HiDJKa6cXtkBA1RNSg6HQabBYOt8NjRKipBr5/0pHQO7TkA6Sq1vV4cmTl48zyogRP/j+vAEm7DFhmONSocW2QY9igH1qhwTDZLle43XaRrR+7fNxsqej1GR2iKcKOMIy1EqUh4FlXOt19tYuKdj3JekwbcPWkkVmvpJ16orny5blyHU8ndl4I3LQfFqMdaJwpbvWjsEVZio0xEhBnx+oKkpHvIy5cRNET1oKCgNxmJqR9HVN0Y9uzcy/e/7sBo1NP98q60aNYYb54bT04+ntzQI3XvUTy5+aEWa0BvMmCLdmCPdhBWy4E9OgJ7LQemc5jkRSt6kxl9lPmUUTuy8Gb8PY60ySkTsghxNiQ8iyrlw5WfMv2B/3Bh25aMmXArxgqcYUwNqqFWK1VF5cQgWjoFRadD0XiM2aDXjzslC3dyFq6j6fgy8kBRMNcKx9mmAeYYBxargRiniYgwA/6AyvEMD7kuCc2i+tLrdLRo1ZSG59Xj5+07+Hzten7c8huX9b6ERo3rFdo2GAjizXPjznHhznbhyXaRdTSV5J2HClqrjVYT9pgIwmKchMc6CYtxYo0KrxJjTIeGvzOjN58M0h78eTl4c06MIy0TsghRYjJUXRmQoerKn6qqvPjM6zy38BW6X9aFYaNuRq/Xl8m+g/4Avux8/Nn5+HLy8ed5CLg8+F1egl4fQY+foD8AwX/5VdEp6Ax6FIMenUmPzmRAbzaiMxvRmw3oLMbCP5uN6EwGdCYDil6HUoLPiNXAiT6eLi++XDe+7Hx8mXl40nLx5+SHyjAbMEWFYY5xYK7lQGfUYzXriHGacIQZ8fmDZOX4yJHQLGqgtNR0ftr2O6kpadRvWJfuvbpSp07cvz5HDap48vJxZ7nIz8wlPysPd1Ye3jw3ADqjnrCYCMLjogiPcxIeF4UtMpyq0oirqmrBhCz+vByCPl9oQhaHE1OEU0btENVKWeU1Cc9lQMJz+fK4PcyaupAPV3zKDbf0pd/1vUsUNosT8PjwpObgTcvBk5aLNyMXf467YL1i0KG3mk6EXCM6ox7FqEdn0IM+1MJ88tgqQFBFVUMt0mogiOoPoPoDBH1BVJ+foC9w4uFH9Z0msCpK6DgGXehNSqeg/HP//gBBfwDVX7g/ss5kQG8zF4yBa3La0dtMBfWF2fTUcpoIsxrw+oJk5fqkpVnUeCoqRw8l8vvPO8nMzKbx+Q25+NKOJNT+9xB9Kr/XFwrTmbm40nPJz8rFkx36I1Zv1BMWH0VEfBTh8ZE4EqIwh1nL43TKVChI/z1qx8lxpI1hjtDNho4IdHr5wFpUXRKeKxEJz+UnJTmVe+94hN1//Mltdwyka/cOZ/V8f74Xd1Jm6JGchS/LBYRCstFhxRBuxRBmCT1sZhSjvtTB/EzUoFoQooM+fyhg+/2o/lDwDgaCobAcPBGSFQVFAUWvD7VOG/XoTQZ0ZgN6qxmdsWjLu04BZ7iR6AgjZpMetzdAVo5fZgUU4hSqGuTggaP88etucrJyaHBeXTpffBENzqt3mnkNz8zv9ZGfkUteei75Gdm4MnLwubwAmMKsRNSOwpEQjSMhivBYZ+iP8kosNPxdLn5XLkFPqJHBYA/H5HBidESgN1e9PuCiZpPwXIlIeC4fWzf+xIPjHyMQDHLXfSNo1Lj+GZ8T9AdwJ2WSfyyD/GMZBWFZbzdjigyNHWs8pYW2OrCYdEQ6jDjDjegUyHMHyM714/HK6BlC/BtVDXL44DF2/L6HzPQsasVG06FzG5pfcD4m47nfU+HN9+BKyyEvLRSmXek5oT7UOoXwWCeO2tFExEeFWqcd9ko7ykfQ78PvysOfl0fA7QJVRWcyh4J0eAQGe5h07xCVnoTnSkTCc9ny+/389+n/8eKzb9CsZWPuGH8rEU7Habf35eTjOpJO/pE08pMyIaiitxgxRYdjig7DFBVW7LS+VZ1BrxARZsAZbsRq1uMPBMnJC5CT5yfwb/2zhRBFqKgkJx5n9859JB5Jwmw20apNcy5o04K4hJhSt0afKhgI4s7OIy8tOxSo03Px5oa6exhtpoKWaUd8NOFxTgyV8LVLDQbx57sIuHLxu1yoAT8oOgxhYZjCIzCEOdCbLdWqgUJUDzI9t6iW9u05wLQH5vLHL7u5/v+upu91V6A7pTVDDaq4U7LIP5KG63Aavux8UBRMUXbCz0/AXCscvd1cLV+4DXqFcLuBCLsBu1WPCuS7AySlusmXMZqFKDUFhfiEWOITYsnNyWPfnwfY8dtuftzyK9G1ImnZuhlNWzQmulbkOR1Hp9dhiwzHFhlOTJM6APjcXlzp2eSl5eDKyOHg5l0EfQFQwBoZTkR8JGHxUTjiIgmLidC8u4ei02G0h2G0hxX0kw7k5+HPd+FKPAKqimIwYAxzYLCHYwwLR2eqnq/JomaSlucyIC3P587r8fLaf5fz32f+R63YaG4fM5AmTRsVrA94fOQfzcB1OJX8YxkEvX50ZgPmWg7MMQ5M0WGav6GUF6tZR5jVQLjdgNUc+kMi3xMkL9+PKz/wr4OACCFKLxAMkpKYwoG/DnP0cBJ+v5+oaCeNmzaiUeP61K2XUC7Tf6tBFXeO60Q3j+wTNyTmhUb80SnYoxyEx4eCdHhsJPaYCAymytEWFpr5MZ9Avgu/O7+gr7RiMGCwhWG0h2Ow29FbbNLNQ1Q4aXkW1YKqqnzxyQYWPvE8iUeT6XPN5Vx741UYjAY86bnkH03HdSQNz/FsUMHgsGKtG405xoExwlotWzIsJh12qx6bRY/dqseg1xEMquR7AqRmenG5AwSlkVmIcqfX6UioE09CnXgCAT9Jx45z5NAxfv9lB1s3/oReryehTix169choW4c8fExhDnCzrmLh6JTsEbYsUbYiW4YD0AgEMCdlYcrI5f8jFyyjqaStONgwRCaFoeNsFgn9lqhCV3sUQ6skWEVPgV5aOZHOwabHTOgBgME3O5QoHbn48rJAlUFRUFvsWKwhWGw2tDb7NLVQ1QZEp6FJlRV5buvN/PCM6/x2087ubBdS8aMHYJDNZK5ZR/5R9MJuH0oeh2m6DAcLepijnGgt1S+/n+lpVPAbNJhMemxmHRYLaGvOp1CUFXxeEN9mPM9XrnxTwiN6fUG6tRLoE69BFRUMtOzSElK5XhKKj9t+41N320DwGqzEB0TRXRMJJGRTiKcDiKc4YSF2bHZrUW6oZX8+HrsUaFQfFKo/7QLd1Ye+Vmh1unMI6n43aERPjgRwm1RDuxR4VijwrBGhGGNDKuwKcgVnb4gTMOJ4fA8HgKefAIeN77sTDxpKSc2PhGoLTb0Vit6ixW92YpiMEioFpWKdNsoA9Jto+Tcbg+frfmKt15dydG9h+nQsgWdWrXA6gP/iTFSDeFWzNFhmGo5MEVW3Y/2FAWMBgWjXofBoGAy6DAaFUxGHWajDqMhdF6qquLzq3h9QTzeIJ4TX4UQVYOKSn5ePulpmWRkZJGdlUtOVja5OS78fn/BdoqiYLaYsFitWC1mTBYTJpMRo9GIwaBHbzCg1yno9KEx33WK8vfX0A5ACe1H4cRQljoFRdGh04X+8FYUHTpAFwiieIOoXj+qN0DQE5rw6SSdUY/lROu2xWHH4rCFHuFWzOE2jFZLhU30ogYDBDwegl5PwdegzxtqoSY0XKfObEFvtp6YJdGCzmRGbzKjlNFkWaJmqDbdNoLBIIsXL+a9994jOzubiy66iOnTp9OgQYNit8/IyGD27Nls2LABgD59+vDQQw9hs9kKtvnkk0949tlnOXz4MA0bNmTy5Mn06NHjrPYhyk4wGOTHTb+wYc037Nu+m1oWG1fXboq9/gUA6PODGKPs2BvGVKqRMXQK6HQKoXlLlILv9TrlxM+g1yvodf946BUMJx6nTtkbCKj4AkH8fpVcVwC/34fXr+LzBZG/YIWouhQUbHYbNruNuvVrFyxXUfG4vbjyXOS73OTnu/F6vHg8PnxeLz6fn9ycPAJ+P4FgkEAgSDAYRA2oBNUgqhr64xpUTrZzqcGT+w6e6L6lgqoSVFXU4N/bFUenKNhMJmwmM1ajCWuKCbvZgsVoxGIwov9HWlZRCeoUMOpQzAYMZhMGmxmz3YLFYcMaZsPuDMMeEYY1zHpOM74qOj0Gqw2sf78Hq6pK0OcNPbyhr35XLt6sdP7Zb03RG9CZTOhNZnRGEzqTKfTVaERnMKEYDShVZbpHUWVo3vK8ePFili1bxpw5c4iLi2P+/PkcPnyYtWvXYjKZimw/bNgwPB4P06dPJzs7m6lTp9KxY0fmzZsHwKZNmxg1ahRTpkyha9eurFixgjfffJPVq1fTuHHjEu3jbEnL89+CgQC5x7M49ucR9mzbQfK+owRzPERYrOgUhSAq+jAL1ujw0JjLkfYyC8s65USw/WfIPRFqdbqTQVhBf5pQfDIQn1z2b1RVJahCMKgSDEJQVQu+DwRVAgG14Kv/xFf5jEcIUd5UQq9FgUAgdPNeIEggECDgDz38gQB+nx+f34/f58fv9+Pz+vH5fAR8fhSfiqKq6IMqenToFQWjTo9Jr8ekN2A2FH299gUCeAJ+fAE/fjWIXw0SAIIKqHpQdQqqXoeiV0ITPhlCM7fqT7S2h1rd9Rj0htBXowGDXo/hxPdGo+HEVyMmkwGzyYjZoMNk0GHQKehQUYIB1ICfoN/PqS+2it6AzmBAMRrRGYwoBgM6vQHFYESn14e6hegNoRZuvQF0OukmUk1Vi3GevV4vXbp0YfLkyQwaNAiA7OxsunfvzhNPPEG/fv0Kbf/TTz8xcOBAPv7444Ig/N133zFq1Ci++eYb4uLiGDlyJA6Hg0WLFhU8b+DAgTRt2pTHHnusRPs4WzUlPKuqit/jC/Wvy8wlPzOP3NRMUo8cJyMxFXd6Doo3wIkPGPH4feT6vChWI86EKGrVj8fosBbbDUOnA/0/W3f1SpHwq9f9c1nRcPxvL3bBoHoi4P4j+KqcaKkJhV/1RBj+95///l4IIWqKQDCI3+fD6/Hh83gJeHwEPD6C/iCqz48aUCEQRAmqoIJOJdR95EQAL3afahB/MIgvEMAX9OP1+/EFAnj9frx+Hx5f6OeT609+7w8E8AVPfA0ECASDcLJLjMVMVKSD6OgIoiLDcUaE4wi3YbdbsFnNWExGTEY9RoMe/YlZXIuj6PSh2V1Db0goOn0oaOv0oXCt14W20elACXWzKfhZd+JnRfnH9zoJ5ZVAtei2sWvXLvLy8ujSpUvBMofDQcuWLdm6dWuR8Lxt2zZiYmIKQi9Ap06dUBSF7du306dPH3788UemTJlS6HmdO3dm3bp1JdpH3759z/o8UlJSCAQCBRdFM2roP2qhn08sO/n9yY/+VPXEp31qwYNC3/OPZaHnFfzKKwX/Obn3gsMV9MHThfrgKSf76v3+d5n/3E9JXkZOPR/1lJXqKStPzbWSc4UQQkMn3psKvRirasHiQuvUf7yLFX0zK9mhTtmPevL7E18LusAQeg9S/tmX/ORDF/qqK7Qu1EWHf3yFkr2PFXXqG6BSzOLiDnDK0ZTTLId//GFQwgpPeW+vjhITE8+pi9FJmobnpKQkABISEgotj42NJTExscj2ycnJRbY1mUw4nU4SExPJzs7G5XIRHx9/2v2daR+lYTab8Xq9pXpuaQV9vr87v5XCyV8PReGUX77K9YtTXAvvqa8jyj+XVq7yhRBCANXyxfkfGf/sG5RPbek5fQNQaVWdhiMFXTHddMuDwWAotkvwWe+nDGoptfz80OgKp56I2WwmKyur2O2LO2mz2YzH48Htdp92fx6Pp0T7KI1t27aV6nlCCCGEEKJq0fQWVIvFAlCk1dbj8WC1WovdvrgWXo/Hg81mw2w2n3F/Z9qHEEIIIYQQp6NpeD7ZfSIlJaXQ8pSUlCJdLwDi4+OLbOv1esnMzCQuLg6n04nNZvvX/Z1pH0IIIYQQQpyOpuG5efPmhIWFsXnz5oJl2dnZ7Nixgw4dOhTZvmPHjiQlJXHw4MGCZSef2759exRFoX379mzZsqXQ8zZv3sxFF11Uon0IIYQQQghxOpqGZ5PJxNChQ1mwYAFffvklu3btYuLEicTHx9O7d28CgQDHjx8v6Mvcpk0b2rdvz8SJE/n111/ZtGkT06dP5/rrry9oNR4+fDgfffQRr776Kvv27eM///kPO3fu5LbbbivxPoQQQgghhCiO5pOkBAIBFi5cyKpVq3C73XTs2JFp06ZRt25djhw5Qq9evZgzZw4DBgwAIC0tjZkzZ/Ltt99iNpsLZgc82d8ZYPXq1SxZsoSkpCSaNGnC5MmT6dq1a8H6kuxDCCGEEEKIU2kenoUQQgghhKgqZMJ3IYQQQgghSkjCsxBCCCGEECUk4VkIIYQQQogSkvAshBBCCCFECUl4FkIIIYQQooQkPAshhBBCCFFCEp7PUWJiIvfddx/dunWjY8eOjBw5kj///LPQNhs3bmTAgAFceOGFXHnllaxevVqbYmuYYDDIM888Q/fu3WnTpg0jRowoNLOkKH+ZmZlMmzaNHj160L59ewYNGsS2bdsK1u/cuZOhQ4fStm1bevbsydKlSzWstmbav38/7dq1Y9WqVQXL5Lpoa/Xq1fTt25fWrVvTr18/Pvnkk4J1cm204fP5WLRoET179qRdu3YMHjyYH3/8sWC9XJeKt2TJEoYNG1Zo2ZmuQ5nlAlWUmsfjUfv376/eeuut6m+//abu2bNHveeee9SuXbuqaWlpqqqq6t69e9XWrVurTz31lLpv3z715ZdfVlu0aKH+8MMPGldf/T377LNq165d1fXr16s7d+5UR4wYofbu3Vv1eDxal1ZjDB8+XL322mvVrVu3qvv27VNnzZqlXnjhherevXvV9PR0tXPnzurUqVPVvXv3qitWrFBbt26trlixQuuyawyv16sOGDBAbdq0qbpy5UpVVVW5LhpbvXq12qJFC/W1115TDxw4oC5evFht3ry5+uOPP8q10dDTTz+tduvWTf3222/VAwcOqFOnTlXbt2+vJiUlyXXRwKuvvqo2a9ZMHTp0aMGyklyHssoFEp7Pwffff682bdpUTUpKKljm8XjUNm3aqO+9956qqqr66KOPqjfffHOh5913333qiBEjKrTWmsbj8ajt2rVTly1bVrAsKytLvfDCC9W1a9dqWFnNceDAAbVp06bq9u3bC5YFg0G1d+/e6lNPPaW+8MILavfu3VWfz1ew/sknn1SvuuoqLcqtkZ588kl12LBhhcKzXBftBINB9bLLLlPnzp1baPmIESPUF154Qa6Nhq699lp1zpw5BT/n5OSoTZs2VT/99FO5LhUoKSlJHTlypNq2bVu1T58+hcLzma5DWeYC6bZxDs4//3xefPFF4uLiCi1XVZWsrCwAtm3bRpcuXQqt79KlC9u3b0eVyR3Lza5du8jLyyv0b+9wOGjZsiVbt27VsLKaIzIykhdffJELLrigYJmiKAW/H9u2baNjx44YDIaC9V26dGH//v2kpaVpUXKNsnXrVt555x3mzZtXaLlcF+389ddfHD16lGuuuabQ8qVLlzJmzBi5NhpyOp18/fXXHDlyhEAgwDvvvIPJZKJFixZyXSrQH3/8QUREBB9++CFt2rQptO5M16Esc4GE53MQExPDpZdeWmjZ66+/jsfjoVu3bgAkJSURHx9faJvY2Fjy8/PJyMiosFprmqSkJAASEhIKLY+NjSUxMVGLkmoch8PBpZdeislkKlj2ySefcOjQIS655JLT/m4AHDt2rEJrrWmys7N54IEHeOSRR4r8jsh10c6BAwcAcLlcjBw5kq5du3LzzTfz1VdfAXJttDR16lQMBgO9evWidevWLFq0iKeeeor69evLdalAl19+OU8++ST16tUrsu5M16Esc4GE539x5MgRmjVrdtrH8ePHC23/+eefs2jRIoYNG0bz5s0BcLvdhcIDUPCz1+utmBOpgfLz8wGK/NubzWY8Ho8WJdV427dv5+GHH6ZXr15cfvnlxf5umM1mALlG5WzGjBm0bdu2SAsnFP+aJdelYuTm5gLw4IMP0r9/f1555RW6devGuHHj2Lhxo1wbDe3btw+Hw8Fzzz3HO++8w4ABA3jwwQfZtWuXXJdK4kzXoSxzgeHMm9RccXFxfPzxx6ddHxUVVfD922+/zaxZs+jbty8PPfRQwXKz2VwkJJ/82Wq1lnHF4iSLxQKE/q1Pfg+hXyD5d694X3zxBZMmTaJNmzYsXLgQCF2jU383Tr6A2Wy2Cq+xpli9ejXbtm1jzZo1xa6X66Ido9EIwMiRI7nhhhsAaNGiBTt27ODVV1+Va6ORo0ePMnnyZF577TU6dOgAQOvWrdm7dy/PPvusXJdK4kzXoSxzgYTnf2E0GmncuPEZt1uwYAEvvfQSw4YNY+rUqSiKUrAuISGBlJSUQtunpKRgs9kIDw8v85pFyMmPZVJSUqhfv37B8pSUlIJPBUTFePPNN3n88cfp3bs3CxYsKPirPz4+vtjfDaDIfQSi7KxcuZK0tDR69uxZaPn06dNZunQptWvXluuikZMfOTdt2rTQ8iZNmrB+/Xrq1Kkj10YDv/76Kz6fj9atWxda3qZNGzZs2CC/M5XEmd5T/H5/wbJzzQXSbeMczZ8/n5deeqmg/+A/gzNAhw4d2LJlS6FlGzdupH379uh08s9fXpo3b05YWBibN28uWJadnc2OHTsKWg5E+Vu2bBmzZs1iyJAhPPXUU4U+LuvYsSPbt28nEAgULNu4cSONGjUiOjpai3JrhAULFvDxxx+zevXqggfAhAkTePHFF+W6aKhly5bY7XZ++eWXQsv37NlD/fr15dpo5GRjzO7duwst37NnDw0aNJDrUkmc6TqUaS44lyFDarpNmzapTZs2VWfNmqWmpKQUeuTm5qqqqqp79uxRW7Vqpc6fP1/du3evunTpUrVly5YyznMFWLhwodqpUyf1iy++KBjP8corr5RxnivIX3/9pbZq1Uq96667ivx+ZGdnq6mpqWrHjh3VBx98UP3zzz/VlStXqq1bt1ZXrVqldek1zj+HqpProq3nnntObdeunbpmzRr14MGD6pIlS9TmzZurmzZtkmujkUAgoA4ePFjt06ePunHjRnX//v3qokWL1BYtWqg//fSTXBeNPPjgg4WGqivJdSirXKCoqoyXVlqPPvoo7777brHr7r77bsaPHw/Ahg0bmD9/PgcOHKBu3bqMHz+evn37VmSpNVIgEGDhwoWsWrUKt9tNx44dmTZtGnXr1tW6tBrhhRdeYNGiRcWuu+GGG5g7dy6//vorjz/+ODt27CAmJoYRI0YwdOjQCq5UNGvWjDlz5jBgwAAAuS4ae/XVV3nzzTdJTk6mcePGjB8/niuuuAKQa6OVrKwsnnrqKdavX09WVhZNmzblvvvuo1OnToBcFy1MmTKFo0eP8sYbbxQsO9N1KKtcIOFZCCGEEEKIEpJOt0IIIYQQQpSQhGchhBBCCCFKSMKzEEIIIYQQJSThWQghhBBCiBKS8CyEEEIIIUQJSXgWQgghhBCihCQ8CyGEEEIIUUISnoUQQgghhCghCc9CCFHDPPDAAzRr1owXX3xR61KEEKLKkRkGhRCiBsnNzeWSSy6hXr165Ofns27dOhRF0bosIYSoMqTlWQghapCPPvqIQCDAI488wuHDh/nuu++0LkkIIaoUCc9CCFGDrFy5ks6dO9O5c2caNWrE8uXLi2yzdOlSevXqxYUXXsjAgQP56quvaNasGZs3by7YZs+ePYwZM4b27dvTvn177rrrLg4fPlyRpyKEEJqQ8CyEEDXEvn37+OWXX7jhhhsAGDBgAF9//TXJyckF2yxevJgFCxZw9dVXs2TJEtq0acPEiRML7Wf//v0MHDiQtLQ05s6dy+OPP87hw4cZNGgQaWlpFXpOQghR0SQ8CyFEDbFixQocDgdXXHEFANdffz0A7733HgAul4uXXnqJIUOGMGnSJC655BIeeughrrvuukL7Wbx4MRaLhddee40rr7ySq6++mtdffx23283LL79coeckhBAVTcKzEELUAH6/nw8//JArrrgCj8dDdnY2FouFzp0789577xEIBPj5559xu9306dOn0HP79+9f6OdNmzbRuXNnLBYLfr8fv99PWFgYHTp04IcffqjI0xJCiApn0LoAIYQQ5W/9+vWkpqayatUqVq1aVWT9119/jdvtBiAqKqrQulq1ahX6OTMzk48//piPP/64yH5Ofa4QQlQ3Ep6FEKIGWLFiBXXq1GHOnDlF1k2YMIHly5dz5513ApCens55551XsD49Pb3Q9uHh4Vx88cUMHz68yL4MBnlbEUJUb/IqJ4QQ1VxqairffvstI0aMoHPnzkXW9+3bl+XLlzN58mTCw8P5/PPP6dChQ8H6zz77rND2nTp1Yu/evbRo0aIgLKuqyqRJk2jQoAEtWrQo3xMSQggNSZ9nIYSo5t5//338fj/9+vUrdv0NN9xAMBhk7dq1jBo1ijfffJNFixbx/fffs2jRIt5++20AdLrQW8a4ceM4dOgQY8aM4YsvvuDbb79l/PjxfPTRRzRv3rzCzksIIbQgMwwKIUQ117dvX3Q6HWvXrj3tNldffTVZWVmsX7+el19+mXfeeYe0tDTatGlD7969mTNnDqtWraJVq1YA/PHHHyxatIgff/wRVVVp2rQpd9xxB7169aqo0xJCCE1IeBZCCAGERuRYu3YtnTt3JiEhoWD5W2+9xezZs9m8eTMOh0PDCoUQQnsSnoUQQhTo168fJpOJsWPHEhkZya5du3j66acLWp+FEKKmk/AshBCiwOHDh1m4cCGbN28mOzub2rVrc+211zJmzBiMRqPW5QkhhOYkPAshhBBCCFFCMtqGEEIIIYQQJSThWQghhBBCiBKS8CyEEEIIIUQJSXgWQgghhBCihCQ8CyGEEEIIUUISnoUQQgghhCghCc9CCCGEEEKUkIRnIYQQQgghSuj/ASaz5CJzehe6AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# create a low, wide figure\n", "plt.figure(figsize=(8,2))\n", "sns.kdeplot(data=titanic, x='Age', hue='Pclass', fill=True)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 92, "id": "d9fa837f", "metadata": {}, "outputs": [ { "data": { "image/png": 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AAQPw+OOPo6KiApMnT0YgEEBLSwvsdjtMJhOqqqpQXV2N2bNnY8GCBfB4PJg/fz4uvvjipC2KXbt2YciQyNqOLMvi3HPPxfPPP48TTjgBlZWV+PTTT/H8889j3rx56frousbj9kIwRS+Fb7VZIct+eL2+iLMg2cRSaoe9PP9F/cCBA9i0aRNeeeWV0B+7efPm4aOPPsK6devw29/+Nscr1Mh5wtWsWbPg9/tx7733wufzoaamBqtWrQLP8/jxxx8xadIkLFq0CJdeeikYhsGyZcuwcOFCTJs2DYIg4LzzzgvLqEyUpqammBWP58yZA4fDgSeeeAJ1dXUYOHAg5s2bh8svv7ynH7cg8Hi8MZPPgjUq2ludORUKvVBSUoI//vGPOOWUU0LXGIaBqqpob8+f3aOcCwXHcZg7dy7mzp0b8drAgQOxe/fusGt9+vTB0qVLE5r70ksvxaWXXhr1tfXr18d8n8FgwM033xzmehBH6M6iCFa9amttR/8ByVl5vRGHw4Gzzjor7Np7772H//znPxg/fnyOVhVJ7w7fEynh9XghCNFPZ9qCFkVbRzaXVDDs2LEDv/vd7zBp0qS8KuFPQkEkjdvtiR2j6LQo2tvyx2zWCx988AGuv/56nHrqqXjyySdzvZwwSCiIpHG7PDEtCrPZBJZl0dbqzPKq9M1LL72EmTNn4swzz8Rzzz2XdwcQSSiIpPG4vTDFsCgYhtG2SEkoEubll1/GAw88gGuuuQZ/+MMfomYf55qcBzMJ/aEFM2NXkArmUuQST0t2YySp3m/fvn14+OGHMXnyZNx0001obj7S7sBkMuXNiWUSCiJpPJ7uhcJiMcPpzE0wk7eZwPEGfPt+5OnjTMPxBvC25FyGv/3tb5BlGRs2bIgorXDJJZfkTbFdEgoiabRdj9jmscVqztmuh7XUgfMW/Fo3Zz1+85vf4De/+U2GVpQ+SCiIpPH5xDhCYcmp62EtdRTs4axcQcFMIilk2Y+APwC+G6Gw2sw5j1EQ6YWEgkgKn1cz6bsVCqsFznZXtpZEZAESCiIpfF6tQBDPG2OOsVgtcLZTZmYhQUJBJIXPp1kU3cUorDYLJFGC6Eu+6hiRn5BQEEnhDboe3VgUVqt23oPcj8KBhIJIipDr0d2uh007Xt7eTgHNQoGEgkiKUDCzmzTjoEXRQRZFwUB5FERSHLEoYrsewX4fHc7cCEXtofqctAwoKS0q2BocJBREUhwJZsZO4bZ2uh652PmoPVSP/574K/hyEEg1mQS8/fc/F6RYkFAQSeHttCiM3QQzjUYjDEZDTiyK1pZ2+HwiZvzP1Kz+wtYeqsdzy15Ca0vylb2am5vxyCOP4OOPP4YoiqipqcGdd96JwYMHZ2i1yUNCQSSFz+uDwcBFLdUfhGGYzqSr3OVS9B9QjuNPjOw9m4/cfPPNYFkWzz33HCwWC5566ilce+212LBhQ9T+NrmAgplEUvi8Yrc7HkEsVnPOYhR6orW1FQMHDsQDDzyAkSNHYtCgQbjlllvQ2NiI7777LtfLC0EWBZEUPq+v22SrIBarmbIzE6CkpCSs7F1TUxNWrVqFiooKcj0I/eLziQlVYDJbyKJIlvvuuw9/+ctfwPM8VqxYkXSbzExCrgeRFF6vr9tAZhCrxYx2siiSYtq0aXj99ddx0UUX4dZbb8XXX3+d6yWFIKEgkkL0id2mbwcxU4wiaQYPHoxTTjkFDzzwAAYOHIiXXnop10sKQUJBJIXoExOyKCwWEwlFAjQ3N2PdunUIBAKhayzLYtCgQWhoaMjhysIhoSCSwueTYDDGD21RjCIxGhoaMGfOHGzdujV0TZZlfPPNN3nToBigYCaRJKIowpiAUFgsZrhdnpx1Na89VK+L+w0bNgzjx4/HwoUL8eCDD8LhcGDlypVwOp249tpr07vIHkBCQSSF6E08RqEoCjxub6hxcTYoKS2CySTguWXZ9+9NJgElpUVJvYdhGPzhD3/AE088gdtuuw0dHR0YNWoU/vd//xfHHHNMhlaaPCQURFL4fCLsRba444KdzDs6XFkViv4DyvH23/+sq0NhdrsdCxYswIIFC9K/qDRBQkEkhShKKDUmYFFYtP4WHU4XKvr3y/Sywug/oLwgD2blEgpmEkmR6PaoxZrbo+ZEeiGhIJLCl+D2aPAwk8vpzvSSiCxAQkEkhSTKMCbgepBFUViQUBBJIYqJuR48bwTHcejoyJxQqKqasbnzmVx8bhIKIilEn5SQ68EwDCxWM1wd6Xc9ghaNx+NJ+9x6IPi5E7Hs0gXtehAJEwgE4Pf7E7IoAG3nIxNCwXEciouLQynOFoslJ0ld2UZVVXg8HjQ0NKC4uBgcF7t4ULohoSASRhQlAEgoMxPQApqZcj0qKioAIK/OQ2SL4uLi0OfPFiQURMIEO38l4noAgMkswN2RGfeAYRj0798f/fr1gyzLGblHPmI0GrNqSQQhoSASRvRpFkXCrofZlNFgJqC5Ibn4xeltUDCTSJgjrkfiMQraHi0MSCiIhAm5HonGKCxmSrgqEEgoiIQJWRQJ1MwEMrfrQWQfEgoiYSQpuV0Pi8UMl4uEohAgoSASRgpZFEnserg8UBQlk8sisgAJBZEwQdfDYEg8RqGqaqgDOqFfSCiIhDliUSSacKXVpHC5emeqdSFBQkEkjCRqiU0Jb48GhYK2SHUPCQWRMEdcj8QSnIJVrsii0D8kFETCSKIEo9GQ8AEsU6dF4aadD91DQkEkjCgmdsQ8SMj1yNB5DyJ7kFAQCaNZFIkLhcksACCLohAgoSASRpLkpCwKjuMgCDzFKAoAEgoiYcTOGEUymC0muCmNW/eQUBAJI4liQn1Hu2I2m8miKABIKIiEScWiMJkFuDJck4LIPCQURMJIUmKl+rtiMpvgJotC95BQEAkjiVLSrodg4kkoCgASCiJhRFFKOCsziNlsoqPmBQAJBZEwoi+5PAqg0/WgXQ/dQ0JBJIwkpbA9ahbgdnsztCIiW5BQEAkj+pKPUZhMJsrMLABIKIiESTaFG9BcDw9ZFLqHhIJIGEmSEq5uFcRkFiBJMmSp9zTpKURIKIiE0fIoko1RdB41d9MWqZ4hoSASRpZkGIzJbY8GT5DSUXN9Q0JBJIwkycm7HiZNKDxkUegaEgoiYaRUznqEyuHRzoeeIaEgEkaWU7EoguXwyKLQMzkXCkVRsHTpUkyYMAFVVVWYPn06Dhw4EHN8a2sr5syZg5qaGtTU1OC+++6DxxP9Idy2bRuGDx8ecf3NN9/E0KFDI3663ve9997DlClTMHLkSFx44YX46KOPev5hdUwgEEAgoCRVuAY4EqPwemiLVM/kXCiWL1+OtWvX4sEHH8Srr74KhmEwY8aMUPu6o5k1axYOHjyINWvWYOnSpdi0aRMWLlwYMW7Lli245ZZbonap2r17N0aPHo1PPvkk7GfgwIEAgM2bN2Pu3Lm4+uqr8dZbb2H8+PG49dZbsXfv3vR+eB0hdW5vphqjIItC3+RUKCRJwurVqzFz5kycddZZGDZsGJYsWYL6+nps2LAhYvznn3+OrVu3YtGiRaisrMS4ceNw//334+2330Z9fT0AwO/348EHH8T06dNx7LHHRr3vnj17MGzYMJSVlYX9cJwW0X/uuecwefJkTJ06FYMGDcJdd92FyspKvPjii5n7MvKcYB5EspmZLMuCF3hK49Y5ORWKXbt2we12Y+zYsaFrDocDI0aMwLZt2yLGb9++HWVlZRg0aFDo2ujRo8EwDHbs2AEA8Hg8+Oqrr7B69WpMnTo16n13796NwYMHR31NURR89tlnYWsCgDFjxmD79u1Jf8ZCIdQlLEmLAtDOe3jIotA1ORWKuro6AED//v3Drvfr1w+1tbUR4+vr6yPG8jyP4uLi0HiHw4G1a9dizJgxUe/Z0tKCpqYmbNu2DRdccEHIrdi3bx8AwOl0wuPxoKKiIqE19RakFC0KoPO8B22P6pqcCoXXq5mjPM+HXRcEAaIoRh1/9Njuxkdjz549ALQK0Y8++iiWLFkCj8eDq6++Gk1NTfD5fEmtqbfQI6Ho7GpO6Jfk/9XTSHDrTJKk0H8DgCiKMJvNUcdHC3KKogiLxZLQPceOHYutW7eiqKgodO2ZZ57B2WefjTfeeAOXXXZZaE1H3yPamnoLwe/DmGThGgAQTAI8tOuha3JqUQTdiIaGhrDrDQ0NEaY/AFRUVESMlSQJbW1tKC8vT/i+XUUCACwWCwYOHIj6+noUFxfDYrEkvKbeQjBGkYpFIQg8ZWbqnJwKxbBhw2Cz2bBly5bQNafTiW+++QajRo2KGF9TU4O6urqwfIfge6urqxO658svv4wxY8aEXAwAcLlc2L9/PwYPHgyGYVBdXY2tW7eGvW/Lli0444wzkvp8hUTPYhTkeuidnAoFz/OYOnUqFi9ejI0bN2LXrl2YPXs2KioqMHnyZAQCATQ2NoZ+qauqqlBdXY3Zs2fjyy+/xObNmzF//nxcfPHFCVsUZ599NlRVxZ133onvvvsOO3fuxMyZM1FaWopLLrkEAHDdddfh3XffxQsvvIC9e/fisccew7fffotp06Zl7LvIdyRRE4pk61EAWk0KOhSmb3KecDVr1iz88pe/xL333ourrroKHMdh1apV4HketbW1GD9+PNavXw8AYBgGy5Ytw8CBAzFt2jTcdtttOPPMM7FgwYKE79e/f3+8+OKLcLvduOqqq3DttdfCbrfjT3/6UyhOMn78eDz88MN45ZVXcMkll2Dz5s1YuXJl2LZsb0NOMeEK0CwKcj30DaOqqprrRfQGJk2aBADYuHFjjleSGhvf/wizb7oPTz33EGx2a1Lvfesv67HlX5/hgy2vZ2h1RFcy8azl3KIg9EFPYhSCSYDX44s/kMhbSCiIhEj1rAdwZHuUjFf9QkJBJIQsSWAYBhyX/CNjMgkI+ANUN1PHkFAQCSGJMgxGAxiGSfq9oSpXlHSlW0goiIRIpbBuECFUDo+EQq+QUBAJIcs9EQrt3AwdDNMvJBREQkiSDC6FQCbQtcAuWRR6hYSCSAhZklOqRQEccT2oHJ5+IaEgEkLr6UEWRW+FhIJICK2nR/JHzIEudTMpRqFbSCiIhEil+U8Qg9EAlmXJotAxJBREQshy6q4HwzAwmQUSCh1DQkEkhCzJoSrlqUAnSPUNCQWREFIKDYq7QgfD9A0JBZEQsiTDwKVeYpXqZuobEgoiISRR6plFwRvJotAxJBREQvRk1wMgi0LvkFAQCZFKJ/OuUCVufUNCQSRE8Jh5qggmAW4XWRR6hYSCSAhJknroevChznCE/iChIBJClv0pp3ADWktGSrjSLyQUREJIPTgUBmgJV3R6VL+QUBAJIfegwhWguR4e2h7VLSQURELIsgyuh66HJEoIBAJpXBWRLUgoiIToSeEa4Eg5PEq60ickFERcVFXVgpk93B4FqBK3XiGhIOLil/0A0MNdD7Io9AwJBRGXYJewVIvrAl1L9lN2ph4hoSDiIsuaUKQlRuEli0KPkFAQcZGlTtejJzEKIViJm4RCj5BQEHGRJAlAemIUlJ2pT0goiLjIoWBmz2MUdN5Dn5BQEHFJh0VhMHBgWZZcD51CQkHEJbg92pNdD4ZhtOI15HroEhIKIi5y5/ZoT856AIDJxNOuh04hoSDiciSPInXXA6BK3HqGhIKISzqCmYC280FHzfUJCQURl2DCVU+Fghd4OuuhU0goiLhIYlAoeuh6CDy5HjqFhIKIS8ii6GEwkxd42vXQKSQURFzkNJweBTotCkq40iUkFERcZEkCwzBg2Z49LuR66BcSCiIusqQVrWEYpkfz8AJtj+oVEgoiLj1tJxiEenvoFxIKIi5aO8GexScAzfXwkUWhS0goiLjIsr/H6dtAMJgppmFFRLYhoSDiIklSjw6EBeEFHn6/P7SLQugHEgoiLrLUs3aCQY4U2KU4hd4goSDi4pd71k4wCC9Q3Uy9QkJBxEWSZBi4dFoUJBR6g4SCiIucJosiVA6PXA/dQUJBxEUSZXDptCjI9dAdJBREXGQ5PcFMnlwP3UJCQcRFS7hKTx4FQEKhR0goiLjIktzjMnhA125hFKPQGyQURFzSZVEYjUYwDAMfZWfqDhIKIi6SmJ6zHgzDgKe6mbqEhIKIS7oOhQFayX6yKPQHCQURl2A9inTACwJtj+oQEgoiLrIsg+PSJBS8kVwPHUJCQcQlXXkUQLB4DbkeeoOEgoiLJElpEwqepypXeoSEgoiLZlGk0/WgGIXeIKEg4uKX0xfMFAQePgpm6g4SCiIu6YxR8CZqAqRHSCiIuKQrhRsABJ56e+gREgqiWwKBABRFSV+MQuDh85FQ6A0SCqJbjrQTTFOMwkQWhR7JuVAoioKlS5diwoQJqKqqwvTp03HgwIGY41tbWzFnzhzU1NSgpqYG9913HzweT9Sx27Ztw/DhwyOuf/fdd7jxxhsxZswYjBs3DrNmzcLhw4fDxkycOBFDhw4N+7njjjt69mF1iCylp5N5EG17lIRCb+RcKJYvX461a9fiwQcfxKuvvgqGYTBjxgxIkhR1/KxZs3Dw4EGsWbMGS5cuxaZNm7Bw4cKIcVu2bMEtt9wCRVHCrre2tuK6666D1WrFSy+9hOeeew6tra244YYbIIpaIpDL5cLhw4fx7LPP4pNPPgn9zJ8/P/1fQJ6TdotC0M56qKqalvmI7JBToZAkCatXr8bMmTNx1llnYdiwYViyZAnq6+uxYcOGiPGff/45tm7dikWLFqGyshLjxo3D/fffj7fffhv19fUAAL/fjwcffBDTp0/HscceGzHHBx98AK/Xi0ceeQQnn3wyTjnlFDz++OPYu3cvPvvsMwDAnj17oKoqqqurUVZWFvqx2+2Z/ULykKBgpy2YaeKhKErIUiH0QU6FYteuXXC73Rg7dmzomsPhwIgRI7Bt27aI8du3b0dZWRkGDRoUujZ69GgwDIMdO3YAADweD7766iusXr0aU6dOjZhj3LhxeOaZZyAIQsRr7e3tAIDdu3ejrKwMDoejx59R7/hDFkX6XA8A8PkojVtP5FQo6urqAAD9+/cPu96vXz/U1tZGjK+vr48Yy/M8iouLQ+MdDgfWrl2LMWPGRL3nwIEDw4QJAJ599lkIgoCamhoAmkVhsVgwc+ZMjB8/HhdddBHWrFkT4cb0BkIxijQmXAGAhw6G6YqcCkUw5z/4VyaIIAiheMHR448e2934RPjTn/6El19+Gbfffjv69OkDQAt2dnR0YMqUKVi1ahWuuOIKPPXUU3j66adTuoeeSXeMIlhgl2pS6Iv0/OuniMlkAqD5wcH/BgBRFGE2m6OOjxbkFEURFoslqXurqoqnnnoKK1aswE033YRrr7029NoLL7wAURRhs9kAAEOHDoXb7caKFSswc+ZMsGzOY8BZQ5bTu+tBbQX1SU6f+KAb0dDQEHa9oaEBFRUVEeMrKioixkqShLa2NpSXlyd8X1mWMXfuXKxcuRJ33nknbr/99rDXjUZjSCSCDBkyBB6PJxTH6C1IoiYU6QpmkkWhT3IqFMOGDYPNZsOWLVtC15xOJ7755huMGjUqYnxNTQ3q6urC8iyC762urk74vnfeeSfef/99PPHEE7j++uvDXlMUBRMnTsSKFSvCru/cuRN9+/ZFSUlJwvcpBEIWRboK11ATIF2SU9eD53lMnToVixcvRmlpKQYMGIDHH38cFRUVmDx5MgKBAFpaWmC322EymVBVVYXq6mrMnj0bCxYsgMfjwfz583HxxRcnbFG88cYbWL9+Pe68806MHj0ajY2NodeC9zn33HPx/PPP44QTTkBlZSU+/fRTPP/885g3b16mvoq8RU7zrocQsihIKPREToUC0BKo/H4/7r33Xvh8PtTU1GDVqlXgeR4//vgjJk2ahEWLFuHSSy8FwzBYtmwZFi5ciGnTpkEQBJx33nm45557Er7funXrAACPPfYYHnvssbDXgveZM2cOHA4HnnjiCdTV1WHgwIGYN28eLr/88rR+dj0QsijSVjOTmgDpEUalFLmsMGnSJADAxo0bc7yS5Niw/p+Yc/Pv8fSqh2GxJhcwjoaiKJhx9e34/SN34JdXXZiGFRJHk4lnrfeE74mUOJKZmR6LgmVZCAIdDNMbJBREt6Q7MxPoPGpOMQpdQUJBdIssy2BZBhyXPqEgi0J/kFAQ3SJL/rS5HUG04jWUR6EnSCiIbklXg+KuUP9R/UFCQXRLOgvrBgnWpCD0AwkF0S2SlH6LwsgbKZipM0goiG6RpfR1Mg8i8DwdM9cZJBREt8hpbP4ThBeMdNZDZ5BQEN2iBTPTH6Og7VF9QUJBdEumdj0oRqEvSCiIbpFFOa3JVoB2aph2PfQFCQXRLbLsT1vRmiCCiXp76A0SCqJbZFlOfzCTN1Jmps4goSC6RZb9MKTZ9RAEAZIoIRAIpHVeInOQUBDdks5O5kF4wQgAEMmq0A0kFES3SJlIuOpsvkRbpPqBhILoFkmSMrA9qlkUXtr50A0kFES3aMfM0789CgA+H1kUeoGEgugWWZZhTLNFIZiowK7eIKEguiUTeRQhi4JyKXQDCQXRLZlK4QbIotATJBREt/ilTBSu0YKZFKPQDyQURLdIkpyBmpm0Pao3SCiIbpFlGcY0p3AbDBw4jqPzHjqChILoFr/sT/vpUSB41JzyKPQCCQXRLZkorgsAJjpBqitIKIiYKIoCv9+f9l0PIFiTgoRCL5BQEDEJtRNMc4wCAHgTlcPTEyQUREzkDPQdDcJTyX5dQUJBxESWZQBIe2Ym0NktjIRCN5BQEDGRJE0oMhOjoJL9eoKEgoiJnEGhEKj/qK4goSBiktkYBQ+vh/Io9AIJBRETSZIAZEYotErcZFHoBRIKIibB7dF0n/UAqLeH3iChIGISjFGk+6wHQG0F9QYJBRETOWRRZOisBx0z1w0kFERMMrk9KnQeClNVNe1zE+mHhIKISTDhKiO7HoIRiqJAEqW0z02kHxIKIiayFNwezUAws7N4DbUW1AckFERMMmlRCFQ3U1eQUBAxCcYoMrI9GhQKSuPWBSQURExCh8K49D8mZFHoCxIKIiZ+yQ+j0QCGYdI+95G2gpSdqQdIKIiYZKKnR5Bgo2LKztQHJBRETCRJzkh1K4BcD71BQkHERLMo0r/jARxxPajKlT4goSBionUyz4xFYTQawTAM7XroBBIKIiaSlP5O5kEYhtHK4VHxGl1AQkHERJbljBwIC2Iy0VFzvUBCQcQkE+0Eu8ILArkeOoGEgoiJLMoZaScYhOpm6gcSCiImsuyHwZhpoSCLQg+QUBAxkSQpY7seAGCkkv26gYSCiEmmGhQHEagJkG4goSBiIokSDFwmg5k8vG6KUegBEgoiJrKcuRRuQLMoPBSj0AUkFERMJDFzKdwA9fbQEyQUREwyedYDoF0PPZGSUBw+fDjd6yDyEEnMrOvBCwIJhU5ISSgmTZqE6667Dn/9618hipSCW6jIsgwug8FMQeCpuK5OSEkoFi9eDIPBgLvvvhs//elP8fvf/x7//ve/07w0ItfIsj/DKdxG+Lw+6u2hA1J6Cs4//3ycf/75aGxsxFtvvYW3334bf/nLX3DCCSfg0ksvxX//93+jvLw83WslsowkZfZQmCAIUFUVoijBZBIydh+i5/QomFlWVoYZM2Zg3bp1ePPNN9GvXz8sWbIEEydOxM0334wdO3aka51EDvBn+FDYkSpXtPOR7/R412P79u247777cO2112L79u346U9/it/97nfw+/2YOnUqXnjhhXSsk8gBGbcoOq0ICmjmPyn9uThw4ADefvttvPPOOzh06BAGDBiAX//61/jFL36BiooKAMA111yDO+64AytWrMB1112X1kUT2cEv+zNWuAagupl6IqWn4Nxzz4UgCDjnnHPwwAMPYNy4cVHHnXTSSdi/f39P1kfkCFVVOy2KDAqFSRMKD7keeU9Krsd9992HTz75BE888URMkQCAW265Ba+99lq3cymKgqVLl2LChAmoqqrC9OnTceDAgZjjW1tbMWfOHNTU1KCmpgb33XcfPB5P1LHbtm3D8OHDU5rjvffew5QpUzBy5EhceOGF+Oijj7r9HIWG3x8AkJl2gkF4ilHohpSE4m9/+xsaGhqivrZr1y5ceOGFCc+1fPlyrF27Fg8++CBeffVVMAyDGTNmQJKid7meNWsWDh48iDVr1mDp0qXYtGkTFi5cGDFuy5YtuOWWW6AoStJzbN68GXPnzsXVV1+Nt956C+PHj8ett96KvXv3Jvy59I7c+f1nMuEquNNBJ0jzn4Sfgu3bt4f2u7du3Ypt27ahpaUlYtyHH36IgwcPJjSnJElYvXo15s6di7POOgsAsGTJEkyYMAEbNmzA+eefHzb+888/x9atW7F+/XoMGjQIAHD//ffjhhtuwO23347y8nL4/X488sgjeOWVVzB06FB8/fXXSc/x3HPPYfLkyZg6dSoA4K677sLnn3+OF198Effff3+iX5mukeVgJ/NsWBQkFPlOwkLx2muv4a233gLDMGAYJupf8aCQXHDBBQnNuWvXLrjdbowdOzZ0zeFwYMSIEdi2bVuEUGzfvh1lZWWhX3AAGD16NBiGwY4dOzBlyhR4PB589dVXWL16NQ4dOoR77rknqTnOO+88fPbZZ7j77rvD3jdmzBhs2LAhoc9VCMhSsJN55oOZHjpqnvck/BTMmzcPl156KVRVxbRp0/D73/8egwcPDhvDsiwcDgdOPvnkhOasq6sDAPTv3z/ser9+/VBbWxsxvr6+PmIsz/MoLi4OjXc4HFi7di0A4I033kh6DqfTCY/HE9q9ibemQkXKglCwLKvVpKATpHlPwk+B3W7H6NGjAQB/+tOfUFlZCavV2qObBx8QnufDrguCgPb29qjjjx4bHJ/omZN4c/h8vphr6k3nWo4IReZcD4BOkOqFhIXirbfewllnnYWSkhIcPnw47gnSiy++OO6cJpMJgBarCP43AIiiCLPZHHV8tCCnKIqwWCxx75fIHMHmuUePibWmQkWWO4Uig8FMQNsiJdcj/0n4Kbj77rvxl7/8BSUlJRH++9EwDJOQUARdgIaGBhx33HGh6w0NDRg2bFjE+IqKCnzwwQdh1yRJQltbW8JnS+LNUVxcDIvFErGr09DQEOGOFDLZiFEAmqVGux75T8JPwcaNG1FWVhb673QwbNgw2Gw2bNmyJSQUTqcT33zzTWjHoSs1NTVYvHgxDhw4gOOPPx6Atg0KANXV1QndM94cDMOguroaW7duxWWXXRZ635YtW3DGGWek/mF1hiRqQpHJsx5AZ5UryqPIexJ+CgYMGBD1v4P4/X64XC4UFxcnfHOe5zF16lQsXrwYpaWlGDBgAB5//HFUVFRg8uTJCAQCaGlpgd1uh8lkQlVVFaqrqzF79mwsWLAAHo8H8+fPx8UXX5ywRZHIHNdddx1uvPFGjBgxAmeeeSZef/11fPvtt3jooYcS/mx6J+h6Zdqi4HmKUeiBlBKu/H4/li1bhnfeeQcA8Omnn+InP/kJxo0bh2nTpkUNRMZi1qxZ+OUvf4l7770XV111FTiOw6pVq8DzPGprazF+/HisX78egObSLFu2DAMHDsS0adNw22234cwzz8SCBQsSvl8ic4wfPx4PP/wwXnnlFVxyySXYvHkzVq5cGbalWuhkI48CCBbYJYsi32HUFKqGLFmyBM8//zx+97vf4ZprrsGFF14ISZJwzTXX4IUXXsCECRN6TWJSokyaNAlA+ty2TPPhhk347Q2/w5JnH4CjyJ6x+zy79EVABZ5f+4eM3aO3kYlnLSWLYt26dbj99ttxzTXX4IcffsB3332Hm2++Gb/+9a8xe/Zs/P3vf0/bAonckI0UbkA7au6mXY+8JyWhaGhoQFVVFQDgo48+AsuyOPPMMwFouwodHR3pWyGRE0LBzAzHKEyCQK6HDkhJKPr164cff/wRALBhwwYMHz4cpaWlALSzFL1pG7FQCSZcZbJwDaBZFNQtLP9JSSguuugiLFq0CNdffz127NiBX/ziFwCAhx56CE8//XRSp0eJ/ESrwM2BZTPb+kUwUTBTD6RkV86aNQsmkwnbtm3DnDlzcPXVVwMAdu7cienTp+Pmm29O6yKJ7CNJme3pEcRkEuCjhKu8J6UngWEY3HTTTbjpppvCrgcPYxH6R5YyW1g3CC/wkCQ5460BiJ6R8r9MR0cHNm/eDI/HE7UvQyIp3ET+IklSVn5xQ8VrPF4YM7gNS/SMlJ6Ef/7zn7jttttiHg9O9KwHkb/Ikj+j9TKDBCtxezzejOZrED0jpSfhySefxEknnYR77rkH5eXlGQ94EdlHkuSMb40CXSwK2vnIa1J6En744QcsX74co0aNSvd6iDxBliQYjJndGgWoErdeSMkUOOaYY+ByudK9FiKPkCQ54wfCgC6uB1kUeU1KQnHTTTfhmWeeCSVdEYWHLGe2p0cQagKkD1J6Ev7617+ivr4ekydPRmlpaVh1KkALZh5dHIbQF5IoZ/zkKHDEonC7o/dmIfKDlISioqKC0rQLnGwlXFElbn2Q0pOwaNGidK+DyDNkKTsWBcuyEEwCPGRR5DU9+pOxd+9ebNq0CQ0NDfjVr36FgwcPhsrbEfpGFKWsbI8CgNkskEWR56T0JAQCAcyfPx+vv/46VFUFwzD4+c9/jmeeeQYHDx7ESy+9RK6JzpFlOWpbg0xgMpsoRpHnpLTrsWLFCvz1r3/Fgw8+iE2bNoVSuO+66y4oioIlS5akdZFE9pHE7Jz1ALRK3CQU+U1KQvH6669j1qxZ+MUvfhFWTHfYsGGYNWsWNm3alK71ETlCEsWsCYXJTDUp8p2UhKKpqQnDhw+P+lp5eTmcTmePFkXknmztegDazgeVw8tvUhKK448/Hv/85z+jvrZ169ZQvwxCv2QrMxPorJvpItcjn0npSQg2KZZlGWeffTYYhsGBAwewZcsWrF69Om4nMSL/yaZFYTIJaGluy8q9iNRI6Um47LLL0NLSgpUrV+Lll18GANx+++0wGo244YYbcNVVV6V1kUT2kcTs1KMANKGgQ2H5TcpPwowZM3DhhRdi69atMBgMsNvtqKqqSqpTGJG/ZKvCFaAFMz3keuQ1ST8J69atw9q1a/HFF1/A79e6SZlMJlRXV+Oqq67COeeck/ZFEtlHkrMbo6DMzPwm4SdBURTccccdWL9+Pfr164cpU6agb9++AID6+nps3boVM2fOxH//93/jkUceydiCicyjKAoC/kBWYxQejzeUvEfkHwk/CS+//DLef/993H333fj1r38dUdVKURS88sorePjhhzFhwgScf/75aV8skR2CPT2y5XqYLSYEAgpEUQpVvCLyi4S3R9944w1cccUVuPbaa6OWvmNZFtdccw0uv/xy/OUvf0nrIonsIonBdoLGrNwvWKbA3eHOyv2I5ElYKPbv34+zzjor7rgJEybghx9+6NGiiNwSFIpsHQozmakmRb6TsFB4vV4UFRXFHVdSUoKWlpYeLYrILUHXI2sxCrNmUbg6SCjylYSFQlVVcFz8+gQsy0JRlB4tisgt2RYKc6dQ0M5H/kJ19okIQq5HFvMoAMDlohhFvpLUk7BgwYK4RWmoOrf+kaRsC0VnMJOSrvKWhJ+EmpoaAIjaPrArVquV+n3onJDrkaVgJs8bwbIMCUUek/CT8Oc//zmT6yDyCEnMboyCYRiYzWYSijyGYhREBNmOUQBanIKEIn8hoSAiyPauB6DFKSiYmb+QUBARhIKZWYpRANoWqZuEIm8hoSAikHNhUVhMlHCVx5BQEBGIogSWZRJKsEsXZpOADidtrecrJBREBKIowZilnh5BzBYzXB0kFPkKCQURgSzJ4PnsnBwNYjKT65HPkFAQEYhZrJcZxGIxwUXHzPMWEgoiAq2wbnYtCrOF2grmMyQURARajCK7FoXJbILoEyHL/qzel0gMEgoiAlEUs3bOI4jFYgYAyqXIU0goiAgkUcpaGbwgR4rXkFDkIyQURAS5CmYCoFyKPIWEgoggm13CgpitmutBFkV+QkJBRCCJ2es7GiQYoyCLIj8hoSAiEEUxB9ujJBT5DAkFEYHoy77rYTBwEAQeThKKvISEgohAy6PIrkUBABarhSyKPIWEgoggF8FMALBYzSQUeQoJBRGBKEpZT7gCtDRuEor8hISCiEDKQQo3oO180FHz/ISEgohATOOhMM+PzWj78gAUKf4ZDrPFDGc7CUU+QkJBRCBJclpiFN7DLajf+BVaP9+P+g+/jtsTxmI1w9nm7PF9ifRDQkGEoaoqZElOi0XR+vl+GEusKD79BPjq2uCra+t2vMVKFkW+QkJBhOGX/VAUpccxCqnVBbGpA9bjyyCUOWCwCnB9X9/te6xWC5zOjh7dl8gMJBREGD6fCAA9rpnp+bEFDMdCKLODYRgIFcVwH2yCGojd6d5iNcPj9lJNijyEhIIII11dwjw/NoPvYwPDao+YqcwBVQ5AbI5tMVhtFgCUxp2PkFAQYQQtip4U11UDCsSmDvClttA1g90MxsB2G6ewWjWhcLaT+5FvkFAQYYgh1yN1oRBbXICigi+2hq4xLANjsRW++vaY77N0CkU77XzkHSQURBg+n+Z69MSiEBudAMvAYDeFXTc6LBCbXTG3SYOuB1kU+QcJBRHGkRhF6kIhtbhgtJtC8YkgxiIzFFFGwCNGfZ+1s3gNCUX+QUJBhOFLg+shtbhgsJkjrhsdmsUgNkcPVvICD4PRAGcbCUW+QUJBhCGKPQtmqooCqd0T4XYAACsYwBg5yG3Ry90xDAObzYI2ilHkHTkXCkVRsHTpUkyYMAFVVVWYPn06Dhw4EHN8a2sr5syZg5qaGtTU1OC+++6DxxPeOOa9997DlClTMHLkSFx44YX46KOPQq89/fTTGDp0aNSfe+65JzRu4sSJEa/fcccd6f8C8oyeBjPlDh+gqFEtCoZhYLCZILXFbvRjtVnR3ho74EnkhuwfETyK5cuXY+3atVi0aBHKy8vx+OOPY8aMGVi3bh34KEk/s2bNgiiKWLNmDZxOJ+bNm4eFCxfi0UcfBQBs3rwZc+fOxd13341x48bhtddew6233oq33noLgwYNwvTp03HllVeGzfnaa69h5cqVmDZtGgDA5XLh8OHDePbZZ1FZWRkaZzJF/pUsNMQexijkdk0EDDYh6usGmwlSa+w8CZvNgrZWsijyjZxaFJIkYfXq1Zg5cybOOussDBs2DEuWLEF9fT02bNgQMf7zzz/H1q1bsWjRIlRWVmLcuHG4//778fbbb6O+XksPfu655zB58mRMnToVgwYNwl133YXKykq8+OKLAACr1YqysrLQj9frxbPPPou7774bw4YNAwDs2bMHqqqiuro6bKzdbs/el5MjRJ+o/eU3cCm9X273gDGwYGOkgBusAmSnF6oSa+fDijayKPKOnArFrl274Ha7MXbs2NA1h8OBESNGYNu2bRHjt2/fjrKyMgwaNCh0bfTo0WAYBjt27ICiKPjss8/C5gOAMWPGYPv27VHX8Mgjj+Dkk0/GFVdcEbq2e/dulJWVweFw9PQj6g6fTwLPG8EwTErvl9s9MFhNMd9vsAqAosLv9kV93Wq3kFDkITkVirq6OgBA//79w67369cPtbW1EePr6+sjxvI8j+LiYtTW1sLpdMLj8aCioiKh+Xbu3ImNGzdizpw5YLts5e3ZswcWiwUzZ87E+PHjcdFFF2HNmjVQlNjnFAoF0SeCF1I/5yE7veAssd/PWYTQuGjYbFZyPfKQnAqF16s9LEfHIgRBCEXfjx4fLW4RHO/z+ZKab82aNaiqqoqwQL777jt0dHRgypQpWLVqFa644go89dRTePrpp5P7gDqkp13C/B3ekBhEgzPzAMPAH0so7FbKzMxDchrMDAYHJUkKCxSKogizOTJqbjKZIElSxHVRFGGxWCAIQmi+o18/ej6Px4MNGzZg/vz5EfO98MILEEURNpt2VmHo0KFwu91YsWIFZs6cGWZ9FBqiT0x5x0ORAwj4ZBjMsS0KhmHAWfiYFoXVZoHb5YEs+3NS4JeITk6f+KAb0dDQEHa9oaEhwn0AgIqKioixkiShra0N5eXlKC4uhsViSWi+jz/+GIqiYPLkyRH3MRqNIZEIMmTIEHg8HrS3F7b/LPrElHMo/C7tl787iwIADBYeckd0obDbte+dtkjzi5wKxbBhw2Cz2bBly5bQNafTiW+++QajRo2KGF9TU4O6urqwPIvge6urq8EwDKqrq7F169aw923ZsgVnnHFG2LUdO3agsrIyImCpKAomTpyIFStWhF3fuXMn+vbti5KSktQ+rE7w9cCikDs016+7GAWguR9+V/Rgps2uHSRrJaHIK3Jq2/E8j6lTp2Lx4sUoLS3FgAED8Pjjj6OiogKTJ09GIBBAS0sL7HY7TCYTqqqqUF1djdmzZ2PBggXweDyYP38+Lr74YpSXlwMArrvuOtx4440YMWIEzjzzTLz++uv49ttv8dBDD4Xde9euXRgyZEjEmliWxbnnnovnn38eJ5xwAiorK/Hpp5/i+eefx7x587LyveQSrUtYqhaFD2CZmFujQTizAO+hVqiqGrE7YndoFkVrc1tKayAyQ86dwFmzZsHv9+Pee++Fz+dDTU0NVq1aBZ7n8eOPP2LSpElYtGgRLr30UjAMg2XLlmHhwoWYNm0aBEHAeeedF5ZROX78eDz88MNYvnw5lixZgsGDB2PlypVhW6oA0NTUhKqqqqhrmjNnDhwOB5544gnU1dVh4MCBmDdvHi6//PKMfhf5gK8nrofbB87Mx91a5Sw81IASNZ5hd3RaFC1tKa2ByAw5FwqO4zB37lzMnTs34rWBAwdi9+7dYdf69OmDpUuXdjvnxRdfjIsvvrjbMevXr4/5msFgwM0334ybb7652zkKEZ/XF3VnKRH8LhGcKb7IcJ3i4O/wRgiF2WKGwcChtZlcj3yicMP3REp4vb6UYxR+lw+cKb7IBMf43ZFb1gzDwO6wUYwizyChIMLweX0QhJ65HvFgjRwYAxczO9PmsFGMIs8goSDC8HrFlFwPxR+AIvoTcj0AgDMb4XdFL2Bjs1spRpFnkFAQYfi8vpRSuAMeLcmNTcD1ADT3I5ZF4bDb0NzUmvQaiMxBQkGE4fOK4FNwPfyd5e0StihMxpi5FPYiEop8g4SCCEPbHk3BonAnJxSsiQ+952gcRXa0kFDkFSQURAhVVSGJqVsUjJEDwyX2SHEmIxQ5AEUORLzmcNjR3uaE308dw/IFEgoihF/2IxBQUrIo/O7EciiCBMf6o1TkthcFszNpizRfIKEgQni9ncf0UwpmimCTsETYTqGI5n44irRKYi3N5H7kCyQURIhgqX4hhYQrv0cCl4RQBMdGsygcnec9KKCZP5BQECF8nRZFKpmZAW9yFgXDaXU1o2VnOoo1i6K5qSXpdRCZgYSCCOHzdvb0SNL1UFUVAa8EzpTc0SFWMEbtGsbzPCxWM5oaSCjyBRIKIkSqMQrFJwMqkrIoAIATDFFdDwAoKnaguZGEIl8goSBCBC2KZGMUoWSrJIWCNRlDGZ1H4yiyo4mEIm8goSBCeDydxY6F7kvZHU3A25m+nbRFEd31ADqFoqE5qfmIzEFCQYTwdgqFKcHzGkFCQhGnstXRsIIRAZ8ctRlQUbEdjWRR5A0kFESIoEWR7K6H3yOB5Q1g2OSaBgWTroJC05WiYgdZFHkECQURwuvxQTAJSbcjCHglsELyxdKC74nmfhQVO9DhdIWaJhO5hYSCCOF1e5N2OwAg4JOSdjuAIzENfwyLAgAFNPMEEgoihNerWRTJEvBISQcygc6YBhPd9Sgu6RQKcj/yAhIKIoTX44WQyjkPrwQuBYuCYRiwvDGGUBQBABop6SovIKEgQnjc3lBbxmQI+FKzKAAt6SpaLoXVZoHBaCCLIk8goSBCeFMog6fIAah+JaUYBaDFKaJlZzIMg+JiBxrqm1Kal0gvJBRECI/bm3TRmoAvmGyVqlAYoroeAFBUQluk+QIJBRHC4/HClGQwM9VkqyCsED1GAWg7H2RR5AckFEQILUaRZFamTwaQulBwvAEBnwRVjczOLCktQkMdCUU+QEJBhPB6vElvj4Zcjx5YFFA7T6AeRXFJEVkUeQIJBRHCk8L2aMAra+nbcRoTxyKUnRkjl8LZ3kHZmXkACQURwu3ywGQ2JfUexZda+naQ7rIzj+RSUEAz15BQEAC0KlUetxfmJIUi4JPBGlMXimCiVndJV+R+5B4SCgKAFp9QVRUmc/K7HqnGJwCtdiZj5KILRWmnRUFCkXNIKAgAgNvVWYsiFYuiB0IBaIHQaEJhNpsgCDztfOQBPfsXJgoGl8sNIDWhEMpSf4x4A4NhPz0RBjMPH6tCUo4ERRmGQUmfYjTUU4wi15BQEAAAj9sDADAn4XqoigpFTN2iEIwsThxggSKboCoq+pgUHPaxELuIRVGxAw11jSnNT6QPcj0IAICrQxMKkylxi0IRO5OtUtz1GFhugqKo+P7LWuz6dD9kBSgXFDA4knxVXFKEehKKnENCQQAA3J2uh9mSuFCEsjJT2PUocRhh4lk0tkoAyyLgk9EmMzAwQJGxq1BQGnc+QEJBAADcna5HMjGKnmRllpXwcHkDkGQFjJGDKgfgD6jwBIBioxqyKkpKi9BU3xw1xZvIHiQUBADA3eGBwcDBmIR1EBBTO+dRZDOAN7Bo7whaJJw2nxRAh58BC8Bm0IShuKQIPp+IDqcrqXsQ6YWEggCgWRRmizmp9yg+GWAYMIbkHqNShxEeXwCyXxMD1qAJhSLJCKgMRAVwBIUilEtBOx+5hISCAAC4Otwp51Akc85DMLKwmg3ocPtD15hOK0YRtWtuPwMTBxgZFSWh7EwKaOYS2h4lAADO9g5YrclZFJpQcEm9p9huQCCgwuMLhK4FXQ9F0lwRnwIEVMBuUOEJCgUlXeUUsigIAECH05WS65Hsjkex3Qi31x92jWEYwMAiIAWvM/AFtDiF0cjB7rDRwbAcQ0JBANAsCkuSQpFsPw+LiYPRwMLlDUS8xhkNIdcDADwBBkYWEFgtTkHnPXILCQUBAGhv64AlJdcjcaEoshkg+xWIkhLxGmNkQwlcACB1uh82Tu3MziShyCUkFAQAzfVIWiiSTN8ushrgjmJNAABrCLcoAAbeAGA1qCgudlB2Zo4hoSAAJC8Uqtp5zsOYWDDTauJgMLAxhYIxcl1iFBreTvdj6OBjaXs0x5BQEFBVtVMoLAm/R5H8gJp4spWj0+2Q5Ei3A9B2PpSjhCLofpw6/Dg0NbVAUaK/l8g8JBQEfD4Rfr8/qWBmMJ7AJCoUVkPYlujRMAYtjRtqVzHQdj8GHVuGgD+A1pb2hNdHpBcSCgLO9g4ASMr1OHIgLL7rYRZYGLtxO7rOE5DCx3gDDGxmHkMHD6RmQDmEhIJAW+dfapvdmvB7kunn4bAa4Q9E3+0IEkq6EsPL9osK4A+omHjm6XSKNIeQUBAhk97usCX8nlAtigQSrhy27t0OQAtmAoiIU2i7Hwwmnnk6WRQ5hISCQGtLG4AkLQpRBmPgwLDdn/MQeBaCkYWnG7cD6GpRHC0UgE9lUNanCBC9Ca+PSC8kFARam9tgNBqS6juqJJhs5bAaoCgqvGL3OxYMwwIci4AU2TFMUoCW1g6UFyWX50GkDxIKAq2t7bA7bEmdAg2I/oQOhMXb7eiKtkUabSyDXT8cxkkD+0ANJDYXkV5IKAi0NrclFZ8AOs95xIlPGA0MzAKXpFBEWhQAsP9QIwwcB7GN4hS5gISCQGtLG6y2xOMTABLKyrRbDVBUNWGhYAxc1BgFALAcj93f/whfUwOVxcsBJBQEWprbYE8ikAkAAZ8/brKVw2qAT1SQ6O81a+QQiCEUVpsZf//4cyiiD7LLmdRaiZ5DQkGgvq4xVHIuUTSLIrZQcKx2viPebkdXWKMhputhtVnx3fc/AgYjfA11Sa2V6DkkFL0cVVXRWN+MkiSEQlVUKFL3wUybRSuRl6jbASBUjTuaCWKza+dQvKoBfncHZHdHwvMSPYeEopfT4XRB9IkoLi1O+D3Bv/rdWRQOqwE+KYCAkng8gTVygAoocqT7YeuMoTQ5vWB5Ad66wwnPS/QcEopeTrDOQ3GJI+H3HEnfjm5RMNAsCm8S1gSgBTOB6ElXwZOtzvYO8CV9NKuig2IV2YKEopcTrBwVrHadCMFf5FgWhcXMgWOTczu0+cKL7HbFyBvBCzycbU4YLFawggmeuh9pByRLkFD0cuoON4BhmKSCmfEa/9gtBvgDCiQ5uV/i0AlSMbrAWG0WtLd3gGEYCKV9EfB6IDvbkroHkRokFL2cgwcOoU9ZCQyGxEvahWpRGKK7HnYLB68v+SIzDMsCLBN758NqRnub5m4YzBZwZgu8dYfIqsgCJBS9nP/sP4R+5WVJvSfgk8EYox8IMxoYCHzi2ZhHw/Kxk64sNgvaW4/sdvAlfRAQfWRVZAESil7OgR8Ool95n6Te010Ohc1igKqq8MZwH+LBGAxRjpprWG3WkEUBAAaTGZzJDG9DHVkVGYaEohejKAoOHjiEfv2TtCi6ORBmM3PwSYlnYx6Nlp3ZjevRHr7TwReXIOB1w+9xp3ZDIiFIKHox+/f+Bz6fiOOOH5DU+wLddAizmQ3wpWhNAJ1CEcOisFgtcHV4EOhygpQzW8EYjBCbG1K+JxGfnAuFoihYunQpJkyYgKqqKkyfPh0HDhyIOb61tRVz5sxBTU0NampqcN9998Hj8YSNee+99zBlyhSMHDkSF154IT766KOw1998800MHTo04qfrfePNUQjs/GIXAOD4k45N6n2KKIcqUnXFLLDgOCZu7YnuYI2GiHJ4Qaw2C6Cq6HAesR4YhoHRUQSpvZWOoGeQnAvF8uXLsXbtWjz44IN49dVXwTAMZsyYAUmSoo6fNWsWDh48iDVr1mDp0qXYtGkTFi5cGHp98+bNmDt3Lq6++mq89dZbGD9+PG699Vbs3bs3NGb37t0YPXo0Pvnkk7CfgQMHJjxHIfDlZ1+j/4Dy5FsJxohRWM1akZruamPGo7s0bmuXpKuuGG12QFUhtbekfF+ie3IqFJIkYfXq1Zg5cybOOussDBs2DEuWLEF9fT02bNgQMf7zzz/H1q1bsWjRIlRWVmLcuHG4//778fbbb6O+vh4A8Nxzz2Hy5MmYOnUqBg0ahLvuuguVlZV48cUXQ/Ps2bMHw4YNQ1lZWdgPx3EJz6FHZNkfCvoFAgFsfP9jjDxteNLzKDG6mFs74xM9obs0botNE7SjhYI1GMGZLRDbSCgyRU6FYteuXXC73Rg7dmzomsPhwIgRI7Bt27aI8du3b0dZWRkGDRoUujZ69GgwDIMdO3ZAURR89tlnYfMBwJgxY7B9+/bQ/+/evRuDBw+OuqZE59Abf33jb/jpyCk4Z/Qv8M7r7+Od195HS3MrasadntQ8qqpCkf3RLQoT16P4BHAkNyPacXNbp0XR3hZ5IMxgtcHv6oDijx7fIHpGcj3r00xdnXZcuH///mHX+/Xrh9ra2ojx9fX1EWN5nkdxcTFqa2vhdDrh8XhQUVERc76WlhY0NTVh27Zt+POf/4y2tjZUVVXhjjvuwIknnpjQHHqjob4JD9zzBIZVngwjb8S9ty8CAIwedzpOGnx8UnOFOoQdFaMwCyxYloGvB/EJ4Mj5EUWUAXu4S8QZDBDMApztkWc8DBYbRDRA7miDUNK3R2sgIsmpUHi9WlVlnufDrguCgPb2yK5QXq83YmxwvCiK8Pl8MecTRRGA5nYAAMdxePTRR+HxeLB8+XJcffXV+Otf/wp/51+k7ubQG+ve/H9QFAXX33oNLBYzzrvgbLS0tOHU00ckPZcSo5+HxcRp8YkYLQMThTXEKtuvYbVa4IxiUbAGA1jBBMnZTkKRAXIqFCaTCYAWqwj+NwCIogizOTLAZjKZogY5RVGExWKBIAih+Y5+PTjf2LFjsXXrVhQVHTnb8Mwzz+Dss8/GG2+8gcsuuyzuHHrjb3/9EKdWV4aClicMOg4nDDoupbmCOQ5H73pYTVyPRQLoTOM2sDFzKSwWE5ztrqivGSxWbfdDVZMqFEzEJ6cxiqAb0dAQvgfe0NAQYfoDQEVFRcRYSZLQ1taG8vJyFBcXw2KxxJ2vq0gAgMViwcCBA1FfX5/wHHrB1eHG7m++xymnDkvLfKGTo1Esip7sdnSFNUQ2LA7dx2qJCGYGMZgtgKJQ8lUGyKlQDBs2DDabDVu2bAldczqd+OabbzBq1KiI8TU1NairqwvLdwi+t7q6GgzDoLq6Glu3bg1735YtW3DGGWcAAF5++WWMGTMm5KYAgMvlwv79+zF48OCE5tATX37+DRRFweChJ6ZlvtDJ0S4WhdHAwGBge7zjEaTb8x5RsjND7xNMAMvCTzU1005OhYLneUydOhWLFy/Gxo0bsWvXLsyePRsVFRWYPHkyAoEAGhsbQ7/UVVVVqK6uxuzZs/Hll19i8+bNmD9/Pi6++GKUl5cDAK677jq8++67eOGFF7B371489thj+PbbbzFt2jQAwNlnnw1VVXHnnXfiu+++w86dOzFz5kyUlpbikksuSWgOPfHVF7tgtVpQcUy/tMyniDIYA6u5CJ1YTJpoiFF7ciQPazCEYiFHY7Fa0BHD9WAYBgaThYrvZoCcJ1zNmjULv/zlL3HvvffiqquuAsdxWLVqFXieR21tLcaPH4/169cD0B6EZcuWYeDAgZg2bRpuu+02nHnmmViwYEFovvHjx+Phhx/GK6+8gksuuQSbN2/GypUrQ1uq/fv3x4svvgi3242rrroK1157Lex2O/70pz+F4iTx5tAT3+/5AQOOrUibzx4t2coscJD9CpT0GBRgjFzUjmGAdt7D5XJBiVFijzOb4fe4oaZrMQQAgFHp2F1WmDRpEgBg48aNWb3vpf91LQYc2x+/vuHytMzX9K898DW0oc/YIaFrJx5jhqoCja3Rs2mTxVvbCl9dG8onjYx4bc+uvXj7L+/hD889GLVpUUD0wXPoP7CfNFTL2OyFZOJZy7lFQWQOv9+PAz8cxICB6QvCas2JIy0KKQ07HkFYIwfVr0ANRM5ptQazM6O7HywvaHEKT/TXidQgoShg6g43QJb9KO+fnvgE0HlytEv6tmDUEq3SteMBAEynaxOt0lWwyG6HM3acghNM8LtJKNIJCUUB8+N/tEzSsiQL03TH0UVrTIL2CKXVouBjp3FbOi2KDmfsvh6cYILf46JiNmmEhKKAOXSwFgzDoE/fkrTNeXTPURPfGchM4+9kUIiiHTcXBB6cgYvpegAAZzJDDQSgSPrMpM1HSCgKmEMHa1HapzipwrndoaoqAmJ4z1GzwKbVmgAAxsACTPT+HgDTbdIVoFkUACjxKo2QUBQwhw7Wom9ZadrmC9aJCLco2KTL8seDARO3JF6sGAUAMBwH1siTUKQREooCpvZwPUr6FKdtvqP7eXCclpGZbosC0AKasbIzzRYznN3EKACAFQTa+UgjJBQFTENdE0qS6CkaD+Wo9G0T3xnI9KdfKFieQ0CMnpdhsZqjniDtCieYEPB5oaqUeJUOSCgKFK1LeVNSXcrjETiqlaCJZ6EoKvz+9O8uMEZD1F0PIGhRdG8tsIIJUFUEupzpIVKHhKJAaW1phyz7k2oVGI+ja1EIPAs5A9YEAHDG2Oc9rFYzXHGEguO1kgMUp0gPJBQFSkNnl/Jkmg/HIyDKYFgGDKc9NoKRg5wBawLoUmQ3ypkNs8UMr8cHOUpdzdD7WRaskUfA64k5hkgcEooCpbG+GQBQnOYYRdetUW3HIzMWRSJJV66O7q0FVhDg95JFkQ5IKAqUpkZNKBxF6TsYFRD9oUCmgWPAcUzGLIpgHCTaKdIj5z0SDWhShmZPIaEoUJqbWmGzW2GI0XE8FbqmbwudOx6ZilEE4yDR4hTmUBp3nIAmL2gBTZECmj2FhKJAaW5qRVGxI61zagfCOoXCyEJV1czFKAwswCJq0lWw9me8XAqus4YqxSl6DglFgdLc2BK1XkNP0HqOahYKb2QzJhJAMDsz+s6H0WiEkTfC1c15DwBgWA6MwUhCkQZIKAqUpsYWOIrSKxRdg5mZ3BoNwvCG2NW4rWZ0xAlmAto2qZ+EoseQUBQozY0taQ1kagfCjlgUQoYtCqAzl8IbWyjiBTMBbecj4PNQQLOHkFAUKC3NbekVCr8CKCpYowEMo1XezrxFEftgmNliihvMBDSLQg0EoMjR5yESg4SiAAkEAnC2d6Q1RtH1QBhvYMEwTEZSt7vCGg0I+GQAkfexWMzd1qQIzREMaPrI/egJJBQFSHtbB1RVhc1uTducXQ+E8UatonfGXQ/eACgqFDmyDYDF0v1R8yAMZwBYlgKaPYSEogBpa2kDANjtabQoOncfGN4A3qgdBguks6xVFIKB02iVrszW+AfDgM4amrwAv8+b9vX1JkgoCpDWVq3Bc6YsCi2Qmfnj26E07igBTYvFDMknQo7R/yN8HoEsih5CQlGAtDZrQpH2GEXngTDeyMIfyPwuQiiNO0pdCmsoOzOxLVJFEqEq6elk1hshoShA2lrbwLJM6PBUOlA6szIZhsl4slUQhmHA8Fz0NG5LYmncQNeAJrkfqUJCUYC0trTDarOCZdP3zxsQ/aH0baOBgT8LrgcAsLwxqusROu/RkYBQGHkAgN9LQpEqJBQFSFtLe1rjE0CnRWHkwBsYMAwDOQuuB6DtfAS8ka6HJQmLIlSbgrZIU4aEogBpa3PCarOkdc6ATwJr1HY8AGQ8hyIIy3OhHZeuBM97JCIU2jyUyt0TSCgKkPZMCIWoxSiMnadGsxHMBACGN3YGM6MkXcUp298VLZWbalOkCglFAdLW0g6rNb1C0dX1yJZIAAAnGAAldqWrRHIpgM4amooCRUpPx/XeBglFAdLe5kxrjCLYIYztTLbKltsBHClgE/BF/oKbLaa4RXaPzEOp3D2BhKIASbfroQQ7hHWe88imRcEKRgCIGdBM5AQpoHUPY1iOtkhThISiwFAUBc52F2y2NGZlBtO3jQYYjZk/NdoVlmMBjo0pFInGKBiG6Sy2SxZFKpBQFBhulweKoqTVogia/QaTAQYuuxYFoMUpYuVSJCoUAKVy9wQSigKjvc0JAGkWCu2X1GTtTFzKslCwvAEBrxhx3WIxw+cVu+3v0RWOF6DIEtQApXInCwlFgZEJoQgeCBPMWrwgm8FMQItTRHM9rAlW4w7NE+weRgHNpCGhKDCCwT1LGrdHAz4ZjJHTjpermT9efjSsEMzODL9v6LxHAgVsAIDlNYsoQKncSUNCUWAEhSLdFkUwKzPb1gQAcIJRy6XwhbsYQTFM5LwH0BnQ5AXaIk0BEooCw9nuAssyMJmEtM0Z7OdhzHKyVRAutEUaHqewWE0AEnc9AErlThUSigKjvc0Ji9WS3pOjPgksz8FoYBHIgVCwQmfSlSc8TmEwGMELRnQkmEsBaAFNSuVOHhKKAsPZ3pH29O2AV+5MtmLgD2QvhyIIw7JaRe4oOx9mqyWh/h5BWEFrM6hQm8GkIKEoMJztHRk4OSrDYDLCkOWszK5wghF+d6RQWJPIzgQ6z3wAVEMzSUgoCgxnuytU1CVdKKIMk12LB+QimAloW6R+T/TzHsnEKBiOA2MwUOJVkpBQFBjONmeoqEs6UOQA1IACky03yVZBOJMRfo+Io7dIE+3v0RUKaCYPCUWB0d7eEUpESgfB9G3Byme1DsXRcCYj4FegSOFbpOYEWwuGzUVbpElDQlFgONs70ppsFTwQJpj5rCdadYU1dVo07qO3SBNrVhw2lyBA9fupzWASkFAUGC6nK63VtwMhoTDkzJoAAM7UuUV6lFBYrRZIPhFilJL+MecKBjTJ/UgYEooCQlEUuFyetMYogq4Hz3M5C2QCAMOwYE2GCIsimMadaAEbAGAMRq3NILkfCUNCUUC4OtxQVRWWNJ8cZY25S7bqCicYIbvD8x+sSZTtDxJsM0g7H4lDQlFABLcJ02pReCWwgjFn6dtdYc08Aq5woQjGY5ztScYpaOcjKUgoCojQgbA0xygEmwCWzb1QcGYeAa8MtUt2qNnSed4j2Z0PobPNINWmSAgSigIiaFGkM+Eq4JVgKu5Mtsq1UIR2Po5YFRzHwWQWkt4iZfnOz0RxioQgoSgggolH6TzrEfBJMDs04cnFOY+ucOZOoeg42v1IvGx/EJbnAYah2hQJQkJRQHQ4tb+qQXM8HQS8Mkw2AYqqQsmtToDlWLCCAXKUOEWyrgfDMGCNPMUpEoSEooDocLpgNpvAcVxa5lMVFYooQ7DyOd/xCMJZePg7wq0Ai8WM9iSFAtDiFAFvckHQ3goJRQHRkfZkq870bbMx5/GJIJxZgNzhRdczH5YU0riBzqrcPh/UXJtKOoCEooBIu1B0FrTlTbnNyuyKwSJAlQJhLQZTcT0AgBVMAFQEqDZFXEgoCgin0xXKVEwHIaEQuPxxPYItA5xH3A9r53kPJcmzKMFUbkq8ig8JRQHhbO9IbyDTJwMMYDTkpqhuNFjeABhYyM4jv9xmqwVKQIHHndwvPMOyYI1G2iJNABKKAsLZ3pH2rEyTwwyGyU0JvGgwYGCwCJDajvxy24Jp3KnGKciiiAsJRQGRiRiFpUTLyciXGAUAGGwmyO0eBAOawQSz9iQL2ABanMLv9VCx3TiQUBQQHU5XWi0Kv0eEqUhzZfIlRgEABqsAVQ6EYijBGqGp7HxwvAAoChQpsh4ncQQSigKiw+lOb4cwj+Z6KIqKHNasicBg08RLatVcBkHgwRm4lLdIAQpoxoOEokDw+/3werxpzsqUYLLxeeV2AABr4MCajJDagq4GA5vNkppQGAxgOI6qcseBhKJAcHWWg0vXOQ9VVRHwShAs+ScUgGZVSC1HsiotVktK2ZmAdkDMTxma3UJCUSCEalGkKZgZrL4tWIx5FZ8IYnSYEXCLUCStVF+q2ZlAMJWbLIruIKEoEEJHzNMUzAx4tOAeL+RPVmZXDJ0nWsWWToG0WeBsc6Y0F8sLUP0yFD8V240FCUWBEPxrmi6LIuARwbAMjEYWgTzJoegKZzSAM/OQmo8crW9vTd2iACig2R05FwpFUbB06VJMmDABVVVVmD59Og4cOBBzfGtrK+bMmYOamhrU1NTgvvvug8cT/g/83nvvYcqUKRg5ciQuvPBCfPTRR2Gvf/fdd7jxxhsxZswYjBs3DrNmzcLhw4fDxkycOBFDhw4N+7njjjvS98HTTLAWRbq2R/0eCbyF70y2yj+LAtCsCrHRCUCF1WqB09mBVNIhGIMRYFg6ct4NOReK5cuXY+3atXjwwQfx6quvgmEYzJgxA5IUvfz6rFmzcPDgQaxZswZLly7Fpk2bsHDhwtDrmzdvxty5c3H11Vfjrbfewvjx43Hrrbdi7969ADShue6662C1WvHSSy/hueeeQ2trK2644QaIomZuu1wuHD58GM8++yw++eST0M/8+fMz/4WkyBHXIz27HgGPCEtJsGBNfgqFscgCRfRD7vDBarMg4A/A40k+1sAwjBanoJ2PmORUKCRJwurVqzFz5kycddZZGDZsGJYsWYL6+nps2LAhYvznn3+OrVu3YtGiRaisrMS4ceNw//334+2330Z9fT0A4LnnnsPkyZMxdepUDBo0CHfddRcqKyvx4osvAgA++OADeL1ePPLIIzj55JNxyimn4PHHH8fevXvx2WefAQD27NkDVVVRXV2NsrKy0I/dbs/el5MkHZ0Hwlg2Pf+kfrcIc3GeC4XDBHAMxAbnkaSr1vaU5tKK7dLORyxyKhS7du2C2+3G2LFjQ9ccDgdGjBiBbdu2RYzfvn07ysrKMGjQoNC10aNHg2EY7NixA4qi4LPPPgubDwDGjBmD7du3AwDGjRuHZ555BkKnX9qV9nbtIdu9ezfKysrgcDjS8jmzQYfTBastzVmZnclW+ZrdzDAs+CIrfPVtIaFIJY0b0IRCEUWoChXbjUZOhaKurg4A0L9//7Dr/fr1Q21tbcT4+vr6iLE8z6O4uBi1tbVwOp3weDyoqKiIOd/AgQMjhOTZZ5+FIAioqakBoFkUFosFM2fOxPjx43HRRRdhzZo1UPK4wEm607cDbhEmu5C31kQQvsQKf4cPJlbrJNae4s5HKKBJ7kdUcioU3s69a57nw64LghCKFxw9/uixXcf7fL6k5gOAP/3pT3j55Zdx++23o0+fPgC0YGdHRwemTJmCVatW4YorrsBTTz2Fp59+OvkPmSWc7R0wm9OXlel3izBZ818ojMUWgGUQaHbByBtSFgrW2FnngvIpomLI5c1Nps6cfUkK/TcAiKIIsznyr6PJZIoa5BRFERaLJeROHD0m2nyqquKpp57CihUrcNNNN+Haa68NvfbCCy9AFEXYbDYAwNChQ+F2u7FixQrMnDkzbXGAdNLhdKWtTL8iB6BIfgjW/Ey26grDsuBLrfAeboXNZktZKLTaFDxtkcYgp0980I1oaGgIu97Q0BDhPgBARUVFxFhJktDW1oby8nIUFxfDYrHEnU+WZcydOxcrV67EnXfeidtvvz1svNFoDIlEkCFDhsDj8YTiGPlGOmtR+MOSrfLX3QrC97Ej4JHQv7QkZaEAtC7nVMQmOjkVimHDhsFms2HLli2ha06nE9988w1GjRoVMb6mpgZ1dXVheRbB91ZXV4NhGFRXV2Pr1q1h79uyZQvOOOOM0P/feeedeP/99/HEE0/g+uuvDxurKAomTpyIFStWhF3fuXMn+vbti5KSktQ/cAZxtnek7ZyH3+UDyzEwGrm8dz0ALZ2bFQw4zlGKttbUhYLjtS1Sqk0RSU5dD57nMXXqVCxevBilpaUYMGAAHn/8cVRUVGDy5MkIBAJoaWmB3W6HyWRCVVUVqqurMXv2bCxYsAAejwfz58/HxRdfjPLycgDAddddhxtvvBEjRozAmWeeiddffx3ffvstHnroIQDAG2+8gfXr1+POO+/E6NGj0djYGFpP8D7nnnsunn/+eZxwwgmorKzEp59+iueffx7z5s3LyfeUCOl0PQJuEYJVc+P0IBQMGAh9HSj1yfi66XD8N8SA7VKbghPSF+8pBHIqFICWQOX3+3HvvffC5/OhpqYGq1atAs/z+PHHHzFp0iQsWrQIl156KRiGwbJly7Bw4UJMmzYNgiDgvPPOwz333BOab/z48Xj44YexfPlyLFmyBIMHD8bKlStDW6rr1q0DADz22GN47LHHwtYSvM+cOXPgcDjwxBNPoK6uDgMHDsS8efNw+eWXZ++LSRKn05W2nqOyywdLHysA5E2tzHjwZXawh5pRgsht70Rhu6Ryk1CEw6hkZ2WFSZMmAQA2btyY9rlFn4iaof+F62+5Gj85c3SP52v46FuUlggYOvZ47D/kgV4ekLovfoDY4cF5t18OoxC5O5YIrgM/QOhTBkvFgDSvLntk4lnLv/A9kTRHjpinKUbR4YWpyAx/QNWNSAAAHCbYBTMOfr0/5Smo2G50SCgKgJBQpGnXQ3b5OpOt8n/HoyumYitaPW7U7dyX8hycQP1Io0FCUQCEjpjbem5RKHIAik+GyZI//UYTxWwx4T8tTZCaXXA1pnrmw9RZm8Iff3AvgoSiAEjnEXO5swEwn0f9RhOFF3g0eTqgGhj8+Pl3Kc0RKrZL+RRhkFAUAEGLIh27HsFWfYKgjxyKrjBgYDKb4DMyqP/2IGRv9FIF3cEajQDDUJziKEgoCgBnewcMRgP4FCP9XZGdHvA2ASzL6GZrtCtmsxmtfu3Mz+EUYhUMw2hHzulwWBgkFAVAMCuTYZgezyU7vbCWaenrerMoAMBkEdDR4ULJsWU4/OXepBsXA50ZmmRRhEFCUQA42ztC9Rh6itTqhqW0M9lKZ7segBan6XC60GdQf4hOL1r/U5/0HCwvIODzQc3jsgLZhoSiAGhP04EwVVUht3tgLrFAUVXo8ffEbDHB6XTDUmKHudiK2i+Tdz+0DE0VAdGX/gXqFBKKAsDZ3pGW6tt+lw9qQIHZbtJlfALQLAq/LEOSZJSeUIGmH2oheZLrK8pRm8EISCgKgPY2Z1qEQmrVakYK1vzsDpYIwb4mHR0uFB9XBgBo2HUwqTm02hRGOnLeBRKKAiBdMQqpuQOsYIDAc7qMTwBHckk6nG4YBR6OilLUfRu7/UMsKJU7HBKKAkBzPXouFGJzB4wOM4xGVreuR8ii6MwtKTmuH1z1bfC0Jld0VxMKqk0RhISiAHC2u3pctEZVVYhNHeBLrDBw+dv0Jx4cx8JkFuDsPP/i6F8K1sihYXdy7gcnCFCVABQ5+aStQoSEQuf4fCJEnwib3dqjeeR2DxTRD1s/rUWBXoUCOLJFCgCcgYOjfyka9vyY1Bwsr9WjIPdDg4RC5wRrRMaKUaiKAveBRrj2NUDxx+5Z4atrAxjAWqrN4/frM0YBaP1XO7r09ygeWAZPkxPulsR7kzIcB4bj6CRpJzmvcEX0jO6EQvEHULfhS4gN2hiD3YSKc06F0RG5Q+I51AK+2ArBZICiqNBpLBOAFqdobmwJ/b+9ogSMgUXT94dhHT00oTmCqdxkUWiQRaFznG3BA2GRQtH62T5ITR0oHT0IfX86FKqiovZvX8B/1GEpRfbDe7gVQr8iGA2srt0OQBNNp9MVKrrDcRwc5aVo/O5QUvNwvEAWRSckFDonWHX66BiF3OGFc9chWAdVgC+xwWAzoXTUSVADATR8+DXULiaD64cGQFFhKi8Cb9S/UFisFvhlP3xdmvkUHdMHrvpWiO7Esy1ZIVibQs7EMnUFCYXOCboeRydcOb89BNbAwXp839A1zsSj+LQTIDZ3oHHTLqiKCsUfQPtXByH0KwJn5sEbGV3HJwDA1mldtbcdiVM4jikFGKB5b2SrylhwAmVoBiGh0Dnt7U5YrZaw7mVqQIHrh3qYB5SC4cL/ifliK4pHHgf3vkbU/r8vUPfBTvg9Iuwnaw2SeAMLWfcWhSaazi7NgAy8Eda+RWj6IfFy/ozBCLAsuR8godA97a1OWO3h8Qnv4VYooh+mY6I3KzJVFKPkjJOg+CQEPCJKTj8BBpsJBo7RbR2KrghmASzHRXQ2d/QvRdt/GhGQE+tYzjCMFqfwuDOxTF1Bux46p62lHXZ7ePtD93+awFkFGO2xz38Ife0Q+trDrvFG7e+GrHPXgwEDm90CZ3t41zBH/1LUfrkPbQcb0eekyJaV0WAFEwIkFGRR6J3W1vawrVFVVeH5sRmmMkfSc/FGrfCN3i0KQNsFamsNL7BrslvAW01o2VeX8DycIECRpV5fbJeEQue0NreF7XhILS4oPhlCSkLBwu9X9NXLIwZWmzWiDynDMLBXlKBpXy0SPcLBhTI0e7dVQUKhc9pa28OEwnu4FQzHwlic/NmPQghkBrHazGhvc0aInqOiFKLTA09rYlmajJECmgAJhe5pa3WGC0VtK4wlVjBs8v+0As/qPj4RxGa3wi/74XGHF8m19SsGwzJo3Z+Y+6EFNE29PqBJQqFjAoEAnO0dsNk0oVAVBWKjE3ypLc47oyMYWcgFEJ8AAJtN+w7aWtrCrnMGDtayIjTvT7yWJifQzgcJhY5xtndAVVXYHJpQiM0uqH4FfEnyJ0mDW6OFIhR2h+Z6tbZGdgxzVJSi7WDi26ShDM1efOSchELHtLVovwS2zu1RsaEdDMvA6Eg+PiF0bo3qPSsziMFghNliCn1HXbFXlEANKGg72JjQXJxJC2j2ZquChELHNDe3AQAcDk0ofA3tMBZZwLDJ9/cQeFarwl0gFgWgxSlaOr+jrmjbpAJaEoxTsAYjGM5AQkHok5amVgCAvcgGVVXha3DCmILbAQQDmYUjEgBgd9iiCkVwm7Q5qXwKE/ye5MrpFRIkFDqmpbkVHMdpJerdIhSfDGNRikJhLJwdjyCaULRGzQtxVJTC1+5OuJYmZzLB7/H02hqaJBQ6pqW5DY4iG1iWhdioJRfxKeRPAJpFIcmF9UvgcNjhl/2hsnhdsZWVACyTcJYmZzIDqtJrT5KSUOiYlqZW2DvjE2KjE5yFB8snf3yHYwGjofAsCkexdpaludNF6wpn5GArK0JzonEKXgAYpte6HyQUOqa1pe2IUDR1pLTbAQACzwEAJLmwhMJms4DluLCyeF1JZpuUYVlwggmym4SC0BlNjS2w2W1aolVzB4xFqQmFiWehFNiOBwAwDIviYjsaG5qjvu7oXwo1oCTcyJgTTPC7O3plnIKEQsc0NbSgqNihtQJU1NSFQmAhF5g1EcRR5EBTfXShMNkt4O1mNP+QYJzCbIbq90ORkutlWgiQUOiYpsYWFJc4IDZ1AAyiVtdOBBPPFVwgM0hRiWZRKDFasxf1L0XzD7VQE9BJzqR9v7Ir8bL/hQIJhU7xuD3werwoKrZDbOqAwW6OKHuXKCaBLbj4RJCS0mL4/X60RsnQBABH/z6Q3D64GqLHMbrCsBzYTvejt0FCoVOCkfyiYgfEJmcPrAkWLMNALFSh6FMEAKivjZ6ube3rACcY0Ph9YrU0OZMZssvZ6+IUJBQ6JRigc9htkNs9KccnzAIHVVUL1qIQeAFWmwV1h6MHLFmWhaOiFI3fJ9bzw2C2aHEKMfGy/4UACYVOaeo0lS0KB6hIXShMmttRyH8g+/QtxaFDsQOWxQP7wtviSqjlIGcyAwwD2eWMO7aQIKHQKQ31TeAFHoxbBMOxMFhNKc1jMXEQpcK0JoL07VeK+tpG+GP0XrWVl4A1cmj6Ln4jY4ZlwZnMkJzRYx6FCgmFTqmvbURpn+LORCtzSidGWVbb8Sh4oSgrhRJQUBvD/eA4Do6KUtTvSqzjucFs0fIpYuykFCIkFDqlvq4BxSVFEBs7YEjR7bCatHRvX4ELRUlpEXjeiAP7YgtByXFl8DQ74W6KbylwFiugqr3K/SCh0Cl1hxtQ3qcEAY8IPlWhMHOQ/Yrue43Gg2FY9Kvoi/17/xNzjL28BBxvQP23B+POxxp5sEYjZGdbGleZ35BQ6JS6ww0YUFQKAClV3AYAm5mDTyxsayLIMQMrcPhQPdxHFdsNwnIcigb2Rd23/4GidC+cDMOAs9ggOdt6zTYpCYUOCQQCaGpoQalgAWsygjPxSc9hNDAwCRw8vsTqRuqdYwb2BwPgu917Y47pc0IFJJcXbQmc/TBYbVD9/l5zmpSEQoc01jfD7/fDpnIpux12iwGqqsIr9g6hMJkEVBzTDzv//W3MMZZSO0xFFhzeuT/ufJxgAsMZILVFHmEvREgodMihH2vBsSwM3kDKpe+KbAZ4xcLOnziaEwcfj9of62PufjAMgz4n9kfT3kMQXdFdlK5jDVYbpLaWXuF+kFDokEMHa9HfUQyoKvji1ErzW0wc3N7e1U/z2OP6w+6w4aO/b47ZNrH0hHKwHIdDX/4Qdz6j3QE14O8Vux8kFDrk0ME6DDlmgJZo1U3H8liUOIxQVcDt7R1uRxCGYXHaGafgwA8H8dnWL6OO4YwGlB5fjsP//iFuQRuWF8AaeYgtTZlYbl5BQqFDDh2sxQll/WAstiadaMUAKHUY4fL6e5XbEWTAsf0xZPggbHz/I/y/9f/AoYO1cLu9ULp8Gf2GDIBflFC7s3urgmEYGO1FkNvboPjlTC89pyRfYJHIOfu/P4ARFUPAlybvdhQ7jDBwDJyu3uV2dOX0mpGwWi34Zudu/Hv7VwC0w2F9y0oweNggVNeMROnx5TiwbTf6jzwJnJGLOZfR7oDY2gSxpQnmfv2z9RGyDgmFzlBVFb5GJwz9WfCl9qTey7JAeQkPlzdQcGXvkoEBg6EjBmPwsJPQ3uaEx+WBx+NFc1Mrtm76DDs2f4FJ5/wUfq+EHz//DsePHhZ7Lo6D0WaHr6kBpr7lKTWH1gMkFDqjtaUd5WYbVAYwFiUXnzimrwksy6C1vbDN5EThWBalpcUoLS0OXfP5RHy+/Uusf/fvmFB1Kg5s2YWKyhMgdHPozlhUArnDCamtGUJpWRZWnn0KU/4KmH17D+CkvuVgHCYwTOLxib7FRhTbjWhqkxCIk3nYmzGZBIwdPwrVo0/Fp199DVn24/sP/93tezhegMFqg7e+FmoiNfV0CAmFztjzxR4MKC6F7ZjShN9TVsyjoo8JbU651+10pAIDBkOGDcLon1ZjV+2PaNxzCLW7Yp8TAQC+pA8UWYLYXJg7IOR66Iy6bw5gAGOAuV9x3LEcCxxTZkKRzYhWp4S2jt4bwEyF404YCKPRgMbvaiGt2wzWyqP82IqoYzlegNFeBG/9IfDFJWANxiyvNrOQRaEzmBYPXIoMztT9g2gxcRh8rBU2swH1zSKJRIr0H1CBssrjoaoqPlrzHv7x/zbFLIDDl/aBqqrwHI5/AlVvkEWhI9ztLvTjrXBbYm/XAUDfYh7lpTx8koLGVhGBAj9GnmlKy0rh5Qwwft+A3Rs/w7q3NmDC2WMx5qdnoOKYI8FLljPA1KcMvsZ6SI5i8MWJu4f5DgmFjtix/l/gWBZFx0ePrDMMMKDMhGK7EW1OGa0dtLuRLsylDjAnAkMZBvY+RXj/r3/HO6+9jxMHH4/JU85CzbjTwbIMDDYHDB4PXD/uR5HJHOoFonfI9dARh7Z/h/qOdpQdWx7xGssCJ/Q3w2HVXA0SifRjKnPAdEwxjjFYcf2VF+OiX54HVVXwx6V/wgO/ewI/HjgMhmFgKusH1mBEx77voEhSrpedFkgodELboSZwbhltkMFx4a4HxzI48RgLTAKHumax19SYyAXmAaUQyovg2lWLY+3FuOya/8bV038Br8eLB+Y9iX99vA0My8FccQxUVYFz7y4ECqC0PwmFTvj6vS1wiz7YBvQNu27gGJw4wAyjgUVto6/gC+XmGgYMLMf1gVBeBOc3h+DaV48BAyvwq+svw/DKk7Fq2f9i3ZsbwHBGWPofCxUqnN9/C7lD3ydMKUahA5x1LTi0/Tt8U3sIE8ZPCl03GhiccIwFHAPUNfl6dVp2NgmKBcOxcO2pQ8Aro2j4AJx30UQ4iu14c+27EH0iLr3yAliPOQ7ehlp07NsDoW8/WCoGgGG7D0bnIyQUeY6qqvhs7YcQlQCcRhXFpVqLPBPP4vj+WqCstkks+AK5+QYDBpYBpWB5AzwHGhFwiyiuOg4/OXM0eJ7H+rc+gChKuPLXl8BcMQByexvE5kZI7a2wVAwEX1yaVGZtrsm566EoCpYuXYoJEyagqqoK06dPx4EDB2KOb21txZw5c1BTU4Oamhrcd9998Hg8YWPee+89TJkyBSNHjsSFF16Ijz76KO1zZIvv//EFGnYdxCd7vsVpZ4wAoFWnOmmABQFFxeFGH4lEDjGVOWAbegzkDi+aNu2G2OjEqLGnYfL5P8PG9z/G6hUvI+BXwBeXwDrweHBGAe6D++D87htI7a26qY6Vc6FYvnw51q5diwcffBCvvvoqGIbBjBkzIMWIFs+aNQsHDx7EmjVrsHTpUmzatAkLFy4Mvb5582bMnTsXV199Nd566y2MHz8et956K/bu3ZvWObLBj59/j3//3z9RJ7nh4VScUjUUA/uZcGy5GW5fAHVNInpRD5q8hbeb4agcCNbEo/WzfWj7Yj9GjhiCCy6ZjK3/+gyPP/AMWprbwBp5mCuOgfmYYwEwcB3Yi/Y9X8HX3AA1kN8BaEbNoaRJkoSxY8di7ty5uOqqqwAATqcTEyZMwMMPP4zzzz8/bPznn3+OK6+8EuvXr8egQYMAAJ988gluuOEG/POf/0R5eTmuv/56OBwOLFmyJPS+K6+8EkOGDMH999+fljlSYdIkLbawcePGuGP9ooxv39+Gb9/fCq+RwYfffIGb/+cynHRCX0AFWtoluOjMRt6hQoXY1AHvjy1QAwGYK0rg4oF33v87ArIfF132c/zsnJ+A57WsWr/PC7mtVavkzbLgHSXgi0tgtNl7FMdI5llLlJzGKHbt2gW3242xY8eGrjkcDowYMQLbtm2LEIrt27ejrKws9AsOAKNHjwbDMNixYwfOO+88fPbZZ7j77rvD3jdmzBhs2LAhbXOkQkNDAwKBQOgf8WiUgALFH4Di9yMgB8AwAFgGDMfAaOBw9xMPQVEARVVj1nsk8gQVUAMK1ICi/Q8YKKqC7Q9thvqgCqPRCANvAMdxYDkWLMMAqqqdPA3+3WZYrXoZwwBgjsQzEohr1NbWRmyh95ScCkVdndZhun//8MpA/fr1Q21tbcT4+vr6iLE8z6O4uBi1tbVwOp3weDyoqAg/uNN1vnTMkQqCIMR0p9RAAAj4wTIAa2RhMEb3CBkG4HQUAOvVcByA8F/WyIoWKhAIIOg9hgU3VQVqIGxkBAzHgeEif4UNBgN4PvleL92RU6HwerWS6Ed/KEEQ0N4e2QPS6/VG/QIEQYAoivD5fDHnE0UxbXOkwvbt21N+L0HkmpwGM00mTWOP/ksriiLM5sgceZPJFPWvsiiKsFgsEAQh7nzpmIMgehs5FYqgC9DQ0BB2vaGhIcL0B4CKioqIsZIkoa2tDeXl5SguLobFYul2vnTMQRC9jZwKxbBhw2Cz2bBly5bQNafTiW+++QajRo2KGF9TU4O6urqwPIvge6urq8EwDKqrq7F169aw923ZsgVnnHFG2uYgiF6HmmOefPJJdfTo0eoHH3ygfvvtt+r06dPV//qv/1JFUVT9fr/a0NCger1eVVVVVVEU9corr1QvueQS9YsvvlA//fRT9eyzz1bvvvvu0Hwff/yxOnz4cHX16tXq999/rz766KPqqaeeqn7//fdpm4Mgehs5Fwq/368+9thj6tixY9XTTjtNnTFjhnrw4EFVVVX14MGD6pAhQ9TXX389NL6pqUmdOXOmetppp6ljxoxR58+fr/p8vrA533zzTXXy5MnqyJEj1UsuuUT917/+FfZ6OuYgiN5EThOuCILQBzlP4SYIIv8hoSAIIi4kFARBxIWEgiCIuJBQEAQRFxIKgiDiQkJRICRbKUzPHDp0CEOHDo34+b//+z8AwLfffoupU6fitNNOw89+9jOsWrUqxytOH8uXL8evfvWrsGvxPm9ano1cJ3IQ6eHpp59Wx40bp/7jH/8IZbhOnjxZFUUx10tLOxs3blRHjhyp1tfXqw0NDaEfr9ertrS0qGPGjFHnzZunfv/99+prr72mjhw5Un3ttddyvewe88ILL6hDhw5Vp06dGrqWyOdNx7NBQlEAiKKonn766erLL78cutbe3q6eeuqp6rp163K4ssywYsUK9aKLLor62sqVK9UJEyaosiyHrj3xxBPqueeem63lpZ26ujr1+uuvV0877TT1vPPOCxOKeJ83Xc8GuR4FQLxKYYXG7t27MXjw4Kivbd++HTU1NTAYjpRaGTt2LPbt24fm5uZsLTGtfP311ygqKsI777yDqqqqsNfifd50PRtUrr8ASLZSmN7Zs2cPysrKcPXVV2P//v04/vjjccstt2DChAmoq6vDkCFDwsb369cPAHD48GH06dMnF0vuERMnTsTEiROjvhbv86br2SCLogDorlJYT6py5SOSJGH//v1wuVy47bbb8Mc//hEjR47EjBkz8Omnn8Ln80X9HgAU3HcBIO7nTdezQRZFAdC1Uljwv4HCrMrF8zy2bdsWVhfylFNOwd69e7Fq1aqoFcyCvxAWiyXr68008T5vup4NsigKgGQrhekdi8US8RdyyJAhqK+vj1rBLPj/5eWRXeD1TrzPm65ng4SiAEi2Upie2bVrF04//fSIYsVfffUVBg8ejJqaGuzYsQOBLg11Pv30U5x44om6jE/EI97nTdezQUJRAPA8j6lTp2Lx4sXYuHEjdu3ahdmzZ6OiogKTJ0/O9fLSypAhQ3DyySdj4cKF2L59O/bu3YtFixbh3//+N37zm9/gF7/4BVwuF+bNm4fvv/8eb7zxBl588UXcdNNNuV56Roj3edP2bKRhm5fIA7qrFFZoNDc3q/fcc4/605/+VB05cqR6xRVXqNu2bQu9/sUXX6iXX365esopp6hnn322+uc//zmHq00vd911V1geharG/7zpeDaowhVBEHEh14MgiLiQUBAEERcSCoIg4kJCQRBEXEgoCIKICwkFQRBxIaEgCCIuJBQEQcSFhILICXfeeSeGDh2KP/7xj7leCpEAlJlJZB2Xy4Xx48fj2GOPhdfrxYYNG8AwTK6XRXQDWRRE1nn33XcRCARw77334uDBg/jkk09yvSQiDiQURNZ5/fXXMWbMGIwZMwYnnngi1q5dGzFm1apVmDRpEk499VRceeWV+Pvf/46hQ4eGHZfes2cPbrrpJlRXV6O6uhq33norDh48mM2P0msgoSCyyt69e/HFF1/gkksuAQBceuml+PDDD1FfXx8as2zZMixevBg///nPsXz5clRVVWH27Nlh8+zbtw9XXnklmpub8cgjj+Chhx7CwYMHcdVVV+m2iG5e06MzrwSRJI888og6atQo1efzqaqqqvX19erw4cPVp59+WlVVVXW73eqpp56qPvDAA2Hvu++++9QhQ4aomzdvVlVVVW+//XZ13LhxakdHR2hMa2uresYZZ6iPPPJIlj5N74EsCiJr+P1+vPPOOzjnnHMgiiKcTidMJhPGjBmD//u//0MgEMC///1v+Hw+nHfeeWHvveCCC8L+f/PmzRgzZgxMJhP8fj/8fj9sNhtGjRqFf/3rX9n8WL0CKq5LZI1//OMfaGpqwhtvvIE33ngj4vUPP/wQPp8PAFBaWhr2Wt++fcP+v62tDevXr8f69esj5jn6vUTPIaEgssZrr72GAQMGYNGiRRGvzZo1C2vXrsVvfvMbAEBLSwtOOumk0OstLS1h4+12O37yk5/guuuui5irazMcIj3QN0pkhaamJnz88ceYPn06xowZE/H6lClTsHbtWsydOxd2ux3/7//9v7Dir3/729/Cxo8ePRrff/89hg8fHhIGVVVxxx134Pjjj8fw4cMz+4F6GRSjILLCm2++Cb/fj/PPPz/q65dccgkURcG6detwww034KWXXsKSJUuwadMmLFmyBK+88goAgGW1R/aWW27Bf/7zH9x000344IMP8PHHH2PmzJl49913MWzYsKx9rt4CZWYSWWHKlClgWRbr1q2LOebnP/852tvb8Y9//APPP/88Xn31VTQ3N6OqqgqTJ0/GokWL8MYbb6CyshKA1pNzyZIl+Oyzz6CqKoYMGYIbb7wRkyZNytbH6jWQUBB5hd/vx7p16zBmzJiwfpn/+7//iwcffBBbtmyBw+HI4Qp7JyQURN5x/vnng+d53HzzzSgpKcGuXbvw1FNPhawKIvuQUBB5x8GDB/Hkk09iy5YtcDqdOOaYY3DRRRfhpptugtFozPXyeiUkFARBxIV2PQiCiAsJBUEQcSGhIAgiLiQUBEHEhYSCIIi4kFAQBBEXEgqCIOJCQkEQRFz+P8AxgJTY4O8lAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# create a tall thin figure\n", "plt.figure(figsize=(2,8))\n", "sns.kdeplot(data=titanic, x='Age', hue='Pclass', fill=True)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "bc075da0", "metadata": {}, "source": [ "Note that this applies to the whole figure, which could be made up from several subplots - so this syntax can be useful to avoid your subplots getting very stretched - compare the default aspect ratio here:\n" ] }, { "cell_type": "code", "execution_count": 93, "id": "f669bb83", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.subplot(2,1,1)\n", "sns.histplot(data=titanic.query('Sex == \"male\"'), x='Age', color='b', bins=range(0,80,5))\n", "\n", "plt.subplot(2,1,2)\n", "sns.histplot(data=titanic.query('Sex == \"female\"'), x='Age', color='r', bins=range(0,80,5))\n", "\n", "plt.tight_layout() # shift the plots sideways so they don't overlap\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "363a649e", "metadata": {}, "source": [ "... with a tweaked one here:" ] }, { "cell_type": "code", "execution_count": 96, "id": "4c97896f", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(6,8))\n", "\n", "plt.subplot(2,1,1)\n", "sns.histplot(data=titanic.query('Sex == \"male\"'), x='Age', color='b', bins=range(0,80,5))\n", "\n", "plt.subplot(2,1,2)\n", "sns.histplot(data=titanic.query('Sex == \"female\"'), x='Age', color='r', bins=range(0,80,5))\n", "\n", "plt.tight_layout() # shift the plots sideways so they don't overlap\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "042afea7", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.18" } }, "nbformat": 4, "nbformat_minor": 5 }