{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Exploring the Effect of COVID-19 on the Resale Luxury Masks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Panic buying during the COVID-19 pandemic has been prevalent. Stockpiling huge amounts of protective facemasks and cleaning equipment have been on the news often in the past few weeks. I am interested in the effect of COVID-19 on luxury facemasks; Specifically *OFF-WHITE* facemasks. *OFF-WHITE* is a designer streetwear brand that is both expensive and exclusive. *OFF-White* items sell-out relatively fast and are then resold at a profit. One of the biggest marketplaces for streetwear resale is *StockX*. The *StockX* marketplace is the ebay for streetwear; Multiple sellers ask for a price, and bidders bid on the price. Once an asker and a bidder meet at a price, the item is sold. *StockX* stores all the resale activity for an item on the items webpage. With a few lines of code this data becomes easily accessible. Therefore, using the data of two facemasks, that I scraped off of *StockX*, I will attempt to explore the effect of COVID-19 and hopefully find something interesting.\n", "You can also find this on [*github*](https://github.com/statistically/323proj/blob/master/323proj.ipynb)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.colors as mplc\n", "import matplotlib.patches as patches\n", "import matplotlib.pyplot as plt\n", "import matplotlib.dates as mdates\n", "import matplotlib.gridspec as gridspec\n", "import matplotlib.ticker as plticker\n", "import pandas as pd\n", "import qeds\n", "import json\n", "import seaborn as sns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Importing the Data\n", "\n", "I scraped JSON files, from StockX, for the two([*OFF-WHITE Diag Face Mask (SS19) Black/White*](https://stockx.com/off-white-diag-face-mask-ss19-black-white), [*OFF-WHITE Logo Face Mask (SS19) Black/White*](https://stockx.com/off-white-logo-face-mask-ss19-black-white)) masks that I will be using in this exploration/analysis. I also downloaded 2 Google Trends files to compare the mask data to." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "mask1 = json.load(open('/home/jupyter/quantecon-notebooks-datascience/proj/OW_Diag_ss19'))\n", "keys_mask1 = list(mask1.keys())\n", "mask1 = pd.DataFrame(mask1[\"ProductActivity\"])\n", "\n", "mask2 = json.load(open('/home/jupyter/quantecon-notebooks-datascience/proj/OW_Logo_ss19'))\n", "keys_mask2 = list(mask2.keys())\n", "mask2 = pd.DataFrame(mask2[\"ProductActivity\"])\n", "\n", "googletrendsmask = pd.read_csv(open('/home/jupyter/quantecon-notebooks-datascience/proj/facemask_googletrends.csv'))\n", "googletrendscorona = pd.read_csv(open('/home/jupyter/quantecon-notebooks-datascience/proj/corona_googletrends.csv'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cleaning the Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The collected mask data has columns that are of no interest to us; I will drop these columns. I will then rename the remaining columns and change the format of the time into one that better suits my analysis. I will merge the two datasets, into a panel data type data frame. I will add a new column as an identifier of which mask the observations are for. I did not merge by column since I will have a lot *NA* values; This is because *createdAt* is date down to the second." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "diag 656\n", "logo 439\n", "Name: name, dtype: int64\n" ] }, { "data": { "text/plain": [ "resaleprice float64\n", "dateresold object\n", "name object\n", "dtype: object" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mask1 = mask1[['amount','createdAt']]\n", "mask2 = mask2[['amount', 'createdAt']]\n", "\n", "mask1.columns = ['resaleprice', 'dateresold']\n", "mask2.columns = ['resaleprice', 'dateresold']\n", "\n", "mask1[\"name\"] = \"diag\"\n", "mask2[\"name\"] = \"logo\"\n", "\n", "masks = pd.concat([mask1,mask2])\n", "print(masks.name.value_counts())\n", "masks.dtypes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "we can see that the date resold is of type *object*, I will change that into a pandas *datetime* type. The data has the following format:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['2020-04-20T22:10:49+00:00', '2020-04-20T16:55:59+00:00'],\n", " dtype=object)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "masks.at[0,\"dateresold\"]" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Reformating Date\n", "stockx_date = \"%Y-%m-%dT%H:%M:%S+00:00\"\n", "masks['dateresold'] = pd.to_datetime(masks['dateresold'], format= stockx_date)\n", "masks = masks.set_index(\"dateresold\")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2019-05-28 21:01:53\n" ] } ], "source": [ "# adding Identifier\n", "names = [\"diag\", \"logo\"]\n", "#creating unique columns\n", "masks_ts = (\n", " masks\n", " .reset_index()\n", " .pivot_table(index=\"dateresold\", columns=\"name\", values=\"resaleprice\")\n", " [names]\n", ")\n", "# Getting specific datetime variables\n", "masks_ts[\"hour\"] = masks_ts.index.hour\n", "masks_ts[\"day\"] = masks_ts.index.dayofweek\n", "print(masks_ts.index.min())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now the google data" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "googletrendscorona['week'] = pd.to_datetime(googletrendscorona['week'], format=\"%Y-%m-%d\")\n", "googletrendscorona = googletrendscorona[(googletrendscorona['week']>pd.Timestamp(2019,4,20))]\n", "googletrendscorona = googletrendscorona.set_index(\"week\")\n", "\n", "googletrendsmask['week'] = pd.to_datetime(googletrendsmask['week'], format=\"%Y-%m-%d\")\n", "googletrendsmask = googletrendsmask[(googletrendsmask['week']>pd.Timestamp(2019,4,20))]\n", "googletrendsmask = googletrendsmask.set_index(\"week\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Comparing the shift in resale price with Google Trends \"corona\" and \"facemask\" search" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets merge mask data to better visualize the plots." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Creating new datafram to ease my plotting\n", "masks_all = masks_ts.copy()\n", "masks_all[\"all\"] = masks_all[[\"diag\",\"logo\"]].sum(axis = 1)\n", "masks_all.reset_index(inplace = True)\n", "masks_all = masks_all[[\"dateresold\",\"all\",\"hour\",\"day\"]]\n", "masks_all.set_index(\"dateresold\", inplace = True)\n", "masks_all\n", "\n", "#Plotting\n", "fig, ax = plt.subplots(figsize = (11.25,7.5))\n", "ax1 = ax.twinx()\n", "a, = ax.plot(masks_all[[\"all\"]], \"-r\", label = \"all masks\", linewidth = 0.7)\n", "b, = ax1.plot(googletrendscorona, \"-k\" ,label = \"corona search index\", linewidth = 0.7)\n", "c, = ax1.plot(googletrendsmask, \"-c\" ,label = \"mask search index\", linewidth = 0.7)\n", "p = [a, b, c]\n", "fig.legend(loc = \"upper left\")\n", "ax.set_ylabel(\"Resale Price\")\n", "ax1.set_ylabel(\"Google Trend Rating\")\n", "fig.suptitle('Resale Price and Google Trends', fontsize=20)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The above graph is messy and includes a lot of unnecessary information. I will subset it and plot a moving average form of the resale price." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Subsetting datasets past 2020\n", "googletrendscorona_ = googletrendscorona[(googletrendscorona.index>pd.Timestamp(2020,1,1))]\n", "googletrendsmask_ = googletrendsmask[(googletrendsmask.index>pd.Timestamp(2020,1,1))]\n", "masks_all2020 = masks_all[(masks_all.index > pd.Timestamp(2020,1,1))]\n", "\n", "# Plotting on different y-axes\n", "fig, ax = plt.subplots(figsize = (7.5*1.5,5*1.5))\n", "ax1 = ax.twinx()\n", "a, = ax.plot(masks_all2020[[\"all\"]], \"-r\", label = \"all masks\", linewidth = 0.5), \n", "b, = ax1.plot(googletrendscorona_, \"-k\" ,label = \"corona search index\", linewidth = 0.5)\n", "c, = ax1.plot(googletrendsmask_, \"-c\" ,label = \"mask search index\", linewidth = 0.5)\n", "p = [a, b, c]\n", "fig.legend(loc = \"upper left\")\n", "ax.set_ylabel(\"Resale Price\")\n", "ax1.set_ylabel(\"Google Trend Rating\")\n", "fig.suptitle('Resale Price vs Google Trends', fontsize=20)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Price Premium and Volatility" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What about the price premium these items were sold at. i.e. howe much profit/loss did the reseller make?" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Subsetting again \n", "masks = masks[[\"resaleprice\"]]\n", "masks = masks[(masks.index > pd.Timestamp(2020,1,1))]\n", "# Creating Price Premium Variable\n", "masks[\"retailprice\"] = 105\n", "masks[\"pricepremium\"] = (masks[\"resaleprice\"] - masks[\"retailprice\"])/masks[\"retailprice\"]\n", "masks = masks.reset_index()\n", "masks = masks.sort_values('dateresold').set_index('dateresold')\n", "# Creating Column for indexing\n", "masks[\"dayof\"] = masks.index\n", "masks[\"dayof\"] = pd.to_datetime(masks[\"dayof\"].dt.strftime(\"%Y-%m-%d\"))\n", "masks[\"4dmean\"] = masks[\"pricepremium\"].rolling(\"4d\").mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I smooth the graph on a 4 day rolling mean basis to see the long-term trend. We can see it rises as the *Corona* search index rises, but then continues similarly to the *Mask* search index." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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hui5nVvgEKlGYApNEASp5CwSw2Oj9eAxqnN0gKeUhk9cXYuUxb9Uef7AhTsMxBNTFpj+Ah40nHhBCTIBKTj8VQsQZtUwtgEoSlgGYIbUmfSHEAqiL1yVCiK1GXQ0fhkoS/gfgTillhVb+OQA/2xBrIIA1UBfntxlPIiCE6Ab1GVgO4GabToJtOkG9r+OllGUmz/0TKklYAODvhvOltaqtAvC4EOJzKeX3JvvdBWCeoVVC2+dLAOuhPrfjjcr+P6gkYRWAKUbnfiEAcxO23AuVSL0spfyH8RNaCxivn6hZaDKDmYmcmRDiBe3nFSHEeqi7awLAv6WUp0yKX4B1d0sN/qw9zjVNEgBASnnW6NfZ2uNjpl2MtG4jB6Hultqiu9HrexPq4ngyVJeL/2em/DLTJEEzE+qO3pOmr0NK+QPUHd0RQghzA++fMX49UsoTAHZD3f3+p3F9WrnNUHcbQ214nXXxF0OSoB37f1AJXSCA+WZi3gMgQQhhduKCGkzVzv+LQogPoe58t4a60F9by75/gEpY5xgnTVLKi1AXeIBq0bkhUsqfoFrJRgghgkyenqI9mhtLUW2slZTS2q6zbbXHat8LIYTx59bwM9WoSH+o1oOfTGcn01p8dkMl+wO0+tyhLvyLAPzNcKGqlc+A6kLjAfXdMDC87mcNSYJWPh+/n3trTIb6rD9vOtOYNibjAwA9hBBxNtRZF381TRK0FqsZAE7AKEnQYtNBtWQC5v/upAJYZLxBSrkBqitZb5Oyj0K1Upie+zQA79UQs7nPV5mUsqiGfYiaDGbERI2DoV+3hLrD/T+o6VE/NVP2kPHFpRX6avVusaJsP6j/TMcJIcaZed4DQCshRLCU8rKVx0/UfqDVfR7qrt6/TC9aNL/WEBsA3K51+TDVGqpfczSq3yFMql4chvEM5u4mGi4cwwCYJmr2ki+lPG5mezbU3VdLcblCXeBWu7itwRSjfxdDdWPZAHWHvtLSTlrSFQngnJTS3EBuw534HjbEUpMVULMxTYTqOw4hRBsAwwAckFIeNiq7GqpV5Bet29KPAPaYJL7WMtf9qjuqj7fYCdXyAfx+991Sa8QPUElCD6hWoq5Q3W/2SCnzLJR/Ftefyx5QUybvNVN+t4XjmmP47iRqLWamorXHWKgksj7kWfi83wSgBdQF+XPC/LTcOpifze0344t+I2ehvkMArrWgtQWQau5mCVSXubkm27YDuATgn0KI/lAtansAHDZOZoiaOiYKRI1ATQMBzai1L7WJlgCuSOvmyw+G+rtgaUCqgS/UXTtr2DqfvqXXZ1jdfF4t+1dbRVxKedVMOcPd8Zqeq8+pQ80d99qxa4nZ1rjqOp+9YXzIeQvPG7a3rEPd5qyEulM+BVqiAHUn2Q0mrQlSyi+EEPdBXeD9AWqgM4QQ+6HuGlcbzGpGDtQFZSjUQHLj+j+BlhQIISKhkitjtp6bupzLAKgLbHPd3y5YqMccw3fnsRpLmfnu2FFt3+tuqHnchbnYLE2soINKqA0M597SOasWm5QyV5s44QUA90F1RQKAC0KIJQAWSCmraoiXqElg1yMi51Pj4FMz8gEEagMGa3MVKqkQtfzU1112wPLrM1w4B9QS2856jM0c4/7Upux1Ae0ohnPe1sLz7UzK3RCtNeAHAL21GXoAlTRUAvivmfLfSCkHQ3XVGgI15qQbgK+t7EazR3scUodwbT03dTmXBQCCLHy22lgTpEmdibV8d+pzmtzavteraokt4QaObTiGpXNm9j2RUp6UUk6Bms0qEcAcqBa5V/B7lyiiJo2JQiPVu3fvmF27dvnUVCYrK8v97rvv7mxLvUuWLAmePHlyxxuLjpzMz1DjHe62smygNsCxsTEM3hzo0Ciqu6I9djDzXK+GDMTepJSFUIOqQ7VpQE0Z1sAwni3HcJfV1nEUBp9oj1OEEN2huqZ8J6W8VEOcxVLKH6SUc6CmDvaAmj2pNoZpN6drXZxsYRhHM8jC84bthnOTBjWYuLs2uNiUuXN5AOr/6f5myg+wNlA03u8OoGbHKgVwqxCiXq5JpJTnoVoNIoUQ5sYdDaplf72U8rCU8k2o1gUAGG3fKIkapyaXKFRWWuxu2+jcaKwRERGVW7ZsMbswHJGRt7XHReb+kzTZ9qb2+IE2h7hp2RbCcaspL4W6s/ymNgPSdYRaYdcRF0KGMRXXdesQatG8Bxs+HLv7CCrRXGg8iFqbWegfRmUMrkDdPa7rDYkvoO6kPww1DSjwe/JwjRBiiIVWMsMFf0ltB5JS7tLqDgGwVQhhaVVzcy1De6Au/gcIIcaaxDYWahafdGhjCbTByKuhutC8ZFK+C9REApVQ43cMVmqPL2uDfg3lA/D7ubfGx1Ati88LtYbJdYQQLkKIQTbUZzdal8j3oFYLf0ObCvc6QogOQoiYGzzUx1Bd9l4TRgMhtHqrTb2qDWYPM90OGz5fRE1Bo00Uli5dGhwdHR0XExMTN3r06E4AkJ6e7tGvX7/o6OjouH79+kVnZGR4AMADDzwQMW3atLA+ffpEz5o1K+zChQuud955Z5fo6Oi4xMTErr/88os3AMyZM6f9uHHjInr37h0TFhaW8PLLL7c2HO/OO+/s0q1bt9jIyMhub7zxhtmp9WbNmhXapUuXbtHR0XHTp08PA4Ds7Gy3YcOGdYmPj4+Nj4+P3bZtWwsA+PHHH3169OjRNTY2Nq5Hjx5dDx065AmoO/rDhw/vPHjw4MiBAwdGA8Czzz7bxvBaZ82ade2ibc2aNYEJCQmxERER8Vu2bKnWPzMtLc0jKiqqm6HeoUOHdhk4cGBUeHh4/IwZM679gXvrrbeCIyIi4m+55ZaYvXv3XqvHUuxTp07t8NRTT7UDgA0bNvj36tUrpqqKXTGdlZRyG1S/704AUoUQK7XZlZYLIY5BNaMbyn4PNf1mXwAZQojPhRCvCyHeEUJ8A9XH94WGfxWANpj2DwAiAKQIITYLIRYJIZYIIb6C6uP9QU111JOPocZr/E0I8Y0QYqEQYiPU4McvHRCPvb0BdbE7CsAh7fOwFGru+ggAr0sprw2s1WaD+QXAQCHEaiHE80KIZ4UQN1lzMO3C8XOogeSzoM7tN2aKLgJwXgjxlRDi31pc30MtnHcKtc/mZPA41HSliQCShRD/0z5TLwsh3hVC/B/UHXk9jAYQa4NopwAohFpP4gshxKtCiA1Q09cWAphsMvD1Gagpbp8QQvwshHhNCPEBVCuCP9QsWCeNyq+EmoRgoBbbG0KIt6DOvWFwea0Da7WJB8YC8ALwsxBiu3bOFmuzrJ2BdZMd1Je/QQ0e/iuANCHEJ9q5+VgIsQdqSuS7bvAYr0At0vYIgF+FEP/Szv0+qPVTTN0H4JQQYqcQYpn23q6GWm+lCup7QdT0SSmr/Rw8eDBLSpnkqJ99+/Ylh4eHl2VnZx+UUibl5OQckFIm3XHHHflLliw5KaVMevPNN08OGTLkipQyacyYMbmDBg3Kr6ysTJJSJk2ePPnCnDlzzkkpkzZu3JgWExNTIqVM+utf/5rdvXv3opKSkv3Z2dkHAwICdGVlZfuNj1FYWLg/MjKy9Pz58weMY8rJyTkQHh5eVlVVlSSlTLp06dIBKWXSfffdd3nLli3HpJRJ6enphzt16lQqpUy6fPnybxUVFUlSyqQvv/wybejQoVeklElvvfXWydatW1cYjvfZZ5+ld+/evaigoOA34zhuueWWwmnTpuVIKZPWrl2b0a9fvwLT83Ts2LHDkZGRpYZ6Q0NDy3Nzcw8UFxfvb9euXXlGRsahrKysQ23bti0/d+7cwdLS0v09evQoeuSRRy7WFHtBQcFvXbp0Kd20aVNaeHh4WXJy8hFL75X2WTH7OeJP7T9Qd16llWUjtPKf1FBmh6X6ANwDdTGQB7WA1xmoC9nBZsoOALAOagaeCqjZPw4CWAygl5XxTq0tXpPyL2jlB9VSLgHqLvAp7XXkAUiGWmNhsEnZms7HJ9rxIqyJpabzD9Uv/luoi8Mi7bi3G52DqSblswBk1eE9tBhzTXXVdk5riwvqAvPv2nku1V7nbgAPWqgnEmqK2ctQF7LVzkEtcQwwfDegVn82V2Y81NoAGdo5L9DiewVAK2uPZVRfL+0zdFSrqxJqleU9Wp0xFvaLgWoFOI/fZ/X6tIbyLaHWC8jQPr/5UBfJQy2U94JqgTiplc/S4gnVzs9X1n6PtM/wUu3YZdrrPKbFP9rWc6bVWevfMO08JtdSxgXqRsAOqFapCqjZi3ZCrY7czqhsvHbcpRbqSgJQZGZ7oPb6z2uv/yiAJ6D+plxXH1SXt7egkrhcrfxJ7TNn1d9A/vCnKfxYNevRgw8+GJ6Tk2O32T/atm1buWbNGouDIbdu3eo/YsSIK+3atdMBQJs2baoA4MCBAy2+++674wAwc+bMvBdffPHaXfMxY8ZccXNTL+fXX3/127BhQyYAjBw5snD69Oluly9fdgWAoUOH5nt7e0tvb29dUFBQ5dmzZ926dOlSuWDBgjbffPNNSwDIyclxT0lJ8Wrbtm2xof6goKAqT09P/cSJE8PvvffeqxMmTLgKAHv27PHPyMi41vxdVFTkeuXKFZe8vDzXCRMmdMrKyvISQsjKysprTZ0DBw4sMLym7du3+z/88MO5fn5+euPXCgDjxo27AgD9+/cvnjdv3rVmZ0sGDBhQEBwcXAUAkZGRZcePH/e8ePGiW9++fQvbt2+v085TXnp6uldNsQcGBurffffdrOHDh3d98cUXz3Tr1s2WqTjJBtKG2Y6kWoSpxvJSykE1PPct1MWsNcfaDdumXzRXxycw02WkhvIvwIrWCinlEfzeJaW2soNqeG6qpXrMxVLT+ZdqLvp7zDxlPJ2mcfmIGuIaVMNzU2Hla6+tLgvlIyxsL4Pq+/+qlfVkAhhhy7FN9t+N2j/r66CSWbuQagVlc9Po1rZfGtRdamvL50Nd+M63snwZ1IKJzxlvF0IY7rCnmpR/ARa+R9pn+AlrY7Uyvlr/hkkpa10AT6qWl49wfTc2S2WTUcPnQ0ppdmyQlPIK1Os3dw6ESdnDUAsHEjVrViUKNV3U1wcpJYQQNs3s4uvra7xIS7XnDfV5enpee9LV1RU6nU58/fXXfjt37vRLSko65ufnp+/du3dMaWnpdd2y3N3dcfDgwdRNmzb5r127NvDdd99t/fPPP6dLKZGUlJTq6+t73UGnTZvW8fbbby/cvn378bS0NI/Bgwdf61/p4+NzXawW5o2Gl5eXBAA3NzdUVVXV+sfYw8PD+LVdS04s1W8pdgA4ePCgd0BAgC47O7s+p4ckIqIaCCHaSymzTbYFA/iX9mtT6N5GRI1UoxyjcPfddxds2rQpKCcnxxUALly44AoAPXr0KF6+fHkgALz//vtBvXr1MrsyYt++fQs//vjjYAD4+uuv/QIDA3VBQUEW+3Hm5+e7BgQEVPn5+ekPHDjgdejQoRamZa5evWpoJbj63nvvnUlNTfUB1F38BQsWXBvrsHfvXm8AKCgocA0LC6vQYrV4N+Xuu+8uWLVqVUhhYaGL8Wu1l9tuu634559/9svJyXEtLy8XX3755bXZNizFnp6e7vGf//yn7f79+49+//33AT/88EO180FERA1isRAiVQjxodav/lOoQdI3A3hfSmlpgUIiohvWKBdc69WrV9ncuXPPDxw4sKuLi4uMj48v2bBhQ9a77757esqUKRFvvfVW2+DgYN3KlSuzzO2/YMGC7IceeigiOjo6ztvbW//JJ5+cNFfO4IEHHri6bNmyVtHR0XFdunQpS0xMLDYtk5+f73rfffdFlpeXCwB4+eWXzwDAsmXLzkybNq1jdHR0XFVVlejTp09h//79T8+fPz9n2rRpnZYsWdJ24MCBBZaOPXbs2ILffvvNp3v37rHu7u7yzjvvvLp06VJbVlytUXh4eOX8+fOz+/btG9uqVavKm266qcTQOmEu9r59+56eOnVqxCuvvHImIiKi8oMPPsj64x//GHHw4MFUHx8fW+fvJyKiG/MF1Ew7I6DGN5RBDWb+CMByB8ZFRM2AMNdN59ChQ1mJiYm5DoiHnMyhQ4dCEhMTIxwdBxERERHZV6PsekRERERERI7FRIGIiIiIiIsyJDEAACAASURBVKphokBERERERNUwUSAiIiIiomqYKBARERERUTVMFIiIiIiIqJpmkyikpaV5REVFdXN0HAbWxvP666+3Wrp0abAtdffu3Ttm165dPnWPjoiIiIiau0a54FpTUllZCXd39zrv//TTT1+yYzhERERERFZplC0KaWlpHp06deo2YcKE8KioqG4jR47s9NVXX/ndfPPNXcPDw+N//PFHHwD48ccffXr06NE1NjY2rkePHl0PHTrkCQBJSUleCQkJsV27do2Ljo6OO3LkiKdx/UePHvWIjY2N27lz53V33U+dOuXeq1evmK5du8ZFRUV127Jliy8AfPHFF/7du3fvGhcXFzt8+PDOV69edQGAp556ql18fHxsVFRUtwcffDBcr9cDUHf0n3jiidBbbrkl5uWXX25z5swZt7vuuqtLTExMXExMTNz27dtbAEBVVRUmTpwYHhkZ2e3WW2+NKioqEqbnYs6cOe2fe+65NoZ6Z86cGZqQkBAbERERb4ivqKhI3HfffZ2jo6Pj7r333s5lZWXX6jEX++XLl10jIiLiDedrxIgRnRYtWhRip7ePiIiIiJqARpkoAMCZM2e85s6de/HYsWMpx48f91q9enVwUlLSsVdeeeXsK6+80g4AEhMTy3799ddjqampR59//vlzTz/9dBgAvP32261mzZp14dixY0cPHz6c2qlTpwpDvYcOHfJ84IEHIj/88MOTt99+e4nxMT/66KOgIUOGXD127NjR1NTUlD59+pScP3/e7dVXX223a9eu9KNHj6befPPNJf/85z/bAMC8efMuJicnp2ZkZKSUlpa6rF27NsBQV35+vuu+ffvSXnzxxQszZszoOHDgwMK0tLSjKSkpR2+++eYyADh9+rTX7NmzL2ZmZqYEBARUrVy5MrC286LT6cSRI0dSFyxYcOall15qDwBvvPFGa29vb316evrR55577vzRo0dbAICl2IODg6vefPPN01OmTOm0bNmywPz8fLe5c+dyJW4iIiIiusaqrkcPHj0anlNRUff+MybaenhUromLO1VTmdDQ0PLevXuXAkB0dHTp4MGDC1xcXHDzzTeXvPzyy+0BIC8vz3XChAmdsrKyvIQQsrKyUgBAv379it944412Z8+e9Zg4ceKVhISEcq282+jRoyM///zz47169SozPWbfvn2LH3/88YjKykqXsWPHXunfv3/pmjVr/I4fP+7Vu3fvrgBQWVkpevbsWQQA3333nd/ixYvblpWVueTn57vFxcWVArgKAA8++GCeod69e/f6rV+//iQAuLm5ITg4uCo3N9c1NDS0vH///qUA0KNHj5KsrCxP05hMjRs37goA9O/fv3jevHkeALB7927f2bNnXwSAPn36lEZHR5cAwI4dO1pYiv3+++8vWLduXeDTTz8dvn///pTajktEREREzYtViUJtF/X1wcPDQxr+7eLiAi8vLwkArq6uqKqqEgAwf/780Ntvv71w+/btx9PS0jwGDx4cAwAzZszIGzhwYPGXX34ZMHz48Oh33nknKyYmptzPz6+qXbt2FTt27PA1lygMHz68aNeuXWkbNmwImDp1aqfZs2dfCAoK0g0YMKBg8+bNJ43LlpSUiLlz54b/8ssvRyMjIyvnzJnTvqys7FoLjZ+fn96W1+jq6ipLS0trbeExnAc3N7dr5wEAhKjWawlSSpiLHVDdntLT0708PT31ubm5bl26dKms7dhERERE1Hw02q5H1igoKHANCwurAID333//Wh97bQxC+bPPPntx6NCh+QcPHvQGAHd3d7lly5bja9asCX7vvfeCTOtLT0/3CA0NrZw7d27uww8/nPvbb7/5DBo0qDgpKck3OTnZEwAKCwtdDh8+7FlSUuICAG3bttVdvXrVZfPmzRa7Dd16662FCxcubAUAOp0OeXl5dj3vAwYMKPr000+DAGDfvn1e6enpPgBgKXYAeOmll9pER0eXrVix4sQf//jHiPLy8uqZBhERERE1W04969H8+fNzpk2b1mnJkiVtBw4cWGDYvmrVqqDPP/882M3NTbZq1arytddey87Pz3cFAH9/f/3WrVszBw0aFO3r66t/+OGH8w37bd261W/JkiVt3dzcpI+PT9Xq1atPtm/fXvf+++9nTZw4sXNFRYUAgOeff/7cTTfddHXSpEmX4uLiuoWFhVUkJiYWW4rz3XffPT116tTw6OjoEBcXFyxduvRUhw4d7HYH/6mnnro4ceLETtHR0XHdunUrSUhIKAYAS7Fr5yhk//79qYGBgfr169cXPvPMM+3efPPNbHvFRERERETOTUgpq208dOhQVmJiIge3Uq0OHToUkpiYGOHoOIiIiIjIvpy66xEREREREdUPJgpERERERFSNpURBr9frObiVaqR9Rmqd3YmIiIiInI+lRCH50qVLAUwWyBK9Xi8uXboUACDZ0bEQERERkf2ZnfVIp9NNy8nJWZ6TkxMPdk8i8/QAknU63TRHB0JERERE9md21iMiIiIiImre2FpARERERETVMFEgIiIiIqJqmCgQEREREVE1TBSIiIiIiKgaJgpERERERFQNEwUiIiIiIqqGiQIREREREVXDRIGIiIiIiKphokBERERERNUwUSAiIiIiomqYKBARERERUTVMFIiIiIiIqBo3RwdAlrm4uEhvb29Hh0FEREREdVRSUiKllE55c56JQiPm7e2N4uJiR4dBRERERHUkhCh1dAx15ZTZDRERERER1S8mCkREREREVA0TBSIiIiIiqoaJAhERERERVcNEgYiIiIiIqmGiQERERERE1TBRICIiIiKiapgoEBERERFRNUwUiIiIiIioGiYKRERERERUDRMFOxFC3C2ESBNCZAohnjHzfIAQYrMQ4pAQIkUI8agj4iQiIiIisgYTBTsQQrgC+A+A4QDiADwohIgzKfYnAEellIkABgFYJITwaNBAiYiIiIisxETBPnoDyJRSnpBSVgBYC2CUSRkJwE8IIQD4AsgDoGvYMImIiIiIrMNEwT5CAZwx+v2sts3YUgCxALIBHAHwpJRSb1qREGK6ECJJCJGk0zGPICIiIiLHYKJgH8LMNmny+zAABwG0B9AdwFIhhH+1naRcJqXsJaXs5ebmZv9IiYiIiKjREEJ8JIS4KIRINtoWJITYLoTI0B4DjZ77mzYmNk0IMaw+Y2OiYB9nAXQw+j0MquXA2KMAvpBKJoCTALo2UHxERERE1Dh9AuBuk23PAPheShkF4Hvtd2hjYCcC6Kbt8442VrZeMFGwj30AooQQnbQByhMBbDIpcxrAEAAQQrQBEAPgRINGSUREBECn0+Gll15ydBhkJSkl/nHyJCr01Xos21IJ8NBDwLZt9guM7EJKuQtq7KqxUQBWaP9eAWC00fa1UspyKeVJAJlQY2XrBRMFO5BS6gA8AWArgFQA66SUKUKIGUKIGVqxfwLoL4Q4ApUZzpdS5jomYiIias7WrVuHd955B8eOHXN0KGSFj3JysOHSJezIz697JV9/Dfz0EzBpElBRYb/gyBpuhvGn2s90K/ZpI6U8DwDaY2ttuzXjYu2GiYKdSCm/lVJGSym7SClf0ba9J6V8T/t3tpRyqJQyQUoZL6X81LERExFRc6TX6/Hhhx9i9erVWLlypaPDoVqcLC3FhkuXsL5bN3yVewP3F3fuBGbMADp3Bj7/XP1ODUVnGH+q/Sy7gbqsGRdrN0wUiIiImpFNmzbhrrvuwuDBg/HLL7+gqqrK0SGRBVVS4k8ZGXg7KgpxLVogvaQEelnHa8Ljx4EuXYApU4CHHwYGDbJrrGR3F4QQ7QBAe7yobbdmXKzdMFEgIiJqJqSUeOeddzBr1iwIIXDHHXfgxx9/dHRYZMGbZ85gdEgIunh7AwB6+flhf2Fh3So7cUIlCo8//vu20lI7REn1ZBOAKdq/pwDYaLR9ohDCUwjRCUAUgF/rKwgmCkRERM3Etm3b0K9fP/j7q9m5H3nkEaxatcrBUZE5yUVF2FtQgMfatbu2bVRICDbWpfuRlKpFoXNnwNUVCA5W29PS7BQt3QghxBoAPwGIEUKcFUL8EcC/ANwlhMgAcJf2O6SUKQDWATgKYAuAP0kp661ZkBP1ExERNRNLliy5blxCeHg48vLyUFhYCD8/PwdGRsYq9Hr8JTMTq2JjIcTvXdL7+Pvjuaws2yu8eBHw8gICAtTvJ04A990HpKYC3bvbJ2iqMynlgxaeGmKh/CsAXqm/iH7HFgUiIqJmYNeuXYiLi0Ow4W6yZuzYsVi/fr2DoiJzXsrKwvT27dHO0/O67S5CoJOXFzJLSmyr0DA+wcDfH7j5ZiAnxw7RUlPGRIGIiKgZWLx4MebOnVtt+5gxY7BhwwYHRETm/Hz1Kk6Vl2N869Zmnx8dEoKNly/bVqlpogAAwtzkOUTXY6JARETUxO3btw9hYWFo27Zttef8/PwQEhKCrLp0aSG7Kq6qwt9OnsRbkZEWywxu2RLfX7liW8VZWUBExPXbAgKACxdsjpGaFyYKRERETdwbb7yBp59+2uLzHNTcODxz4gT+1rEjgtzdLZbxcnWFv6srLtmyaFpBARAYeP22Hj2A5OQ6RkrNBRMFIiKiJiw5ORl+fn7o2LGjxTJ33HEHduzYAVnXOfrphm3Ly4OUEkODgmotOyIkBF/b0v2oqAjw9b1+W1QUZz2iWjFRICIiasIWLFiA+fPn11jGxcUFffv2xd69exsoKjJ2pbISr50+jQWm4wgsuCco6MYThZgY4OxZrqVANWKiQERE1ERlZmZCSomoqKhay06ePBkrVqxogKjI1JOZmXi1Uye0cHW1qnyguzsqpESxtatqFxZWTxRcXYHoaODgQRujpeaEiQIREVETZU1rgkFMTAxOnz6NUt5hblDrLl5EB09P9DOscWCloYGB2J6XZ11hcy0KADB+PPDhhzYdl5oXJgpERERN0OnTp5Gfn4+EhASr9xk1ahQ2bdpUj1GRsfPl5ViWnY3nTWckssIoW6ZJLSoCzC2o9+ijAKfGpRowUSAiImqCFi5cWONMR+ZMmDABn332WT1FRMaklPhTRgbejIyEh4vtl2MdvbxwrrwcOr2+9sKWWhRCQtRzti7gRs0GEwUiIqIm5sKFCzh9+jRuueUWm/YLCgqCp6cnzp8/X0+RkcHy8+fRz98fCeYu4K00ICAAewoKai9oKVFwdwceegi46SbA1kXcqFlgokBERNTELF68GHPmzKnTvpMmTcLq1avtHBEZO1Faiq9yczGnQ4cbqmdUSAg25ubWXtBSoiAEsGIF0Lo1kJJyQ7FQ08REgYiIqAnJy8vDkSNHcNttt9Vp/2HDhmHLli1cU6GeVEmJJzIy8HZUFFyFuKG6bmrRAoeKimp/r8zNemSse3dg8+YbioWaJiYKRERETciSJUswe/ZsiDpehLq7uyMhIQEHOW1mvVh05gzGhISgs7f3DdclhEBCixZILi62XKiiAtDrAU9Py2X+/nc1+5E13ZioWWGiQERE1EQUFBRg7969GDZs2A3VM2XKFK6pUA8OFxXhl4IC/LFdO7vVOTokBF/V1P2ouFi1JtSUOIaFAXfdBXzyid3ioqaBiQIREVET8e6772LmzJl1bk0w6N69O1JSUlBZWWmnyKhcr8eczEz8Jyrqht8fYwMCArD76lXLBWrrdmQwaxYTBaqGiQIREVETUFpaim3btmHUqFF2qW/48OH47rvv7FIXAS9mZWFG+/ZoW1MXoDpwc3FBWw8PnCkrM1/gzBnVYlCbW24BUlMBnc6u8ZFzY6JARETUBCxfvhx/+MMf4FKHOfnN4exH9rP36lWcKy/H2Nat66X+0SEh2GRpetMTJ4DOnWuvxMcH8PcHrJlFiZoNJgpEREROrqKiAl988QUmTJhgtzrbtGmDyspKXOb8+jekSKfD/zt5Ev+OjKy3YwwNCsLWvDzzT1qbKACAm5sa+EykYaJARETk5FauXIlJkybBzc3NrvVOnDiRKzXfoPknTuDvHTsi0N293o7RwtUV7kIg39yYkhMngE6drKvIxYWJAl2HiQIREZET0+l0WL16NSZPnmz3ukeOHIlNmzbZvd7mYmteHlyEwF1BQfV+rHuCg/GtuVYFW1sUOICdjDBRICIicmLr1q3D/fffDw8PD7vX7eXlhYiICBw7dszudTd1eZWVWHD6NBZYe5F+g0YEB2OzaTcxKYHdu61PFAICgJpmUKJmh4kCERGRk9Lr9fjwww8xbdq0ejsG11Som9kZGXitc2f4uLo2yPFae3jgqk6HcuOuQ+fPq0drZj0CgJAQ4MIF+wdHTouJAhERkZPauHEjhg4dCh8fn3o7Rt++ffHrr7+iqqqq3o7R1Ky9cAGdvL3Rx9+/QY87uGVL/HDlyu8bzp0Dbr5ZjT2wxs03A7/+Wj/BkVNiokBEROSEpJTXFlirT0IIDB48GD/88EO9HqepyC4vx/Lz5/GP8PAGP/aokBBsNJ7eNDsbaN/e+gpuvRXYu9f+gZHTYqJARETkhLZt24Z+/frBvwHuWj/88MNYtWpVvR/H2Ukp8aeMDLwVFQUPO61nYYsoHx9klpZCL6XaYGui0K8f8PPPnPmIrmGiQERE5ITeeustzJ49u0GOFR4ejitXrqCwsLBBjueslp0/jwEBAejWooXDYujt7499hvfp3DkgNNT6nVu3Blq1AlJS6ic4cjpMFIiIiJzMrl27EB8fj+Dg4AY75tixY7F+/foGO56zySwpwebcXPzV2oHD9WR0SAi+MnQ/srVFAQB69ACSk+0fGDklJgpEREROZtGiRZgzZ06DHvOBBx7Ahg0bGvSYzqJKSvw5MxNLo6LgIoRDY+nl54d9BQXql7okCr6+QEmJ/QMjp8REgYiIyIns27cPHTp0QNu2bRv0uL6+vggJCcHJkycb9LjO4I0zZzCuVStEeHs7OhS4CIEoHx+kl5SoRMGWrkcA4OUFlJXVT3DkdJgoEBEROZGFCxfi6aefdsixJ0+ezEHNJg4VFSGpsBCPNnDiVpPRhtmPzp2zvUXBywsoLa2fwMjpMFEgIiJyEkeOHIG/vz86duzokOMPGjQIO3fuhDTMqtPMlev1mKN1ORIO7nJkbFDLlvgxLw8oKgJsHcfi5QWUl9dPYOR0mCgQERE5iddffx3z58932PFdXFzQt29f7OVc+wCA50+exKzQULTx8HB0KNfxdHFBy4oKXIiJsX6xNQO2KJARJgpEREROICMjAwAQFRXl0DgmT56MlStXOjSGxmB3fj5yKirwQKtWjg7FrBFlZdg8aJDtO3KMAhlhokBEROQEFixY4NDWBIOYmBicPn0apc34rnORTod/ZGXh35GRjg7FonsuXMB3iYm278hEgYwwUSAiImrkTp8+jYKCAsTHxzs6FADAqFGjsHHjRkeH4TDzTpzAs+HhaOnu7uhQLAo4dw46Hx8U6XS27ejtzUSBrmGiQERE1Mi9/vrrmDdvnqPDuGbChAn47LPPHB2GQ3x3+TI8hMCQwEBHh1Kzc+cwrKwMW69csW0/tiiQESYKREREjVhOTg7OnDmDW265xdGhXBMYGAgvLy+cP3/e0aE0qMuVlVh45gxe69zZ0aHULjsbIz09scmwSrO1OJiZjDBRICIiasQWL16MuXPnOjqMaiZNmoTVq1c7OowGI6XE7IwM/KtzZ/i4ujo6nNplZyOsbVvkVFSgUq+3fj+2KJARJgpERESN1OXLl5GcnIzbbrvN0aFUM2zYMGzdurXZrKmw9uJFRHp7o7e/v6NDsU52NtC+PQYGBGD31avW78dEgYwwUSAiImqklixZgtmzZzs6DLPc3d2RkJCAAwcOODqUeneuvBwf5eTg2fBwR4diHSmvrco8OiQEX9nS/cjPD8jPr7/YyKkwUSAiImqECgoK8NNPP2HYsGGODsWiKVOmYMWKFY4Oo15JKfGn9HS8FRkJd1sXL3OUwkJACMDfH91atEBKcbH1LT+xsUBaGlBVVb8xklNwkk984yeEuFsIkSaEyBRCPGOhzCAhxEEhRIoQYmdDx0hERM7j3XffxcyZMyGEcHQoFiUmJiI1NRUVFRWODqXevJedjdtbtkRcixaODsV6WrcjABBCINHXF4eKiqzb198f8PUFLl6sxwDJWTBRsAMhhCuA/wAYDiAOwINCiDiTMi0BvANgpJSyG4BxDR4oERE5hZKSEmzduhWjRo1ydCi1Gj58OLZs2eLoMOpFRkkJvrl8GU+GhTk6FNto3Y4MRoeEYOPly9bv7+EBVFbWQ2DkbJgo2EdvAJlSyhNSygoAawGY/nV/CMAXUsrTACClZKpORERmLV++HNOmTYOLE3R1eeihh5rk7Ec6vR5/zsjAf6Kj4dKIW3XMys4GQkOv/do/IAB7bBnQ7O7OAc0EgImCvYQCOGP0+1ltm7FoAIFCiB1CiP1CiMnmKhJCTBdCJAkhknS2rqZIREROr6KiAl9++SXGjx/v6FCs0qZNG+h0Oly25Y61E1h45gwmtm6NcC8vR4diu4sXgdatr/3qKgTCPD1xytqL//79gW++qafgyJkwUbAPc7caTEcNuQHoCeBeAMMA/EMIEV1tJymXSSl7SSl7ubm52T9SIiJq1FauXIlJkybBmf4PmDhxItauXevoMOxqZ34+prRt6+gw6qaoSI0zMDIqJAQbrZ39aPp0YNkyNXsSNWtMFOzjLIAORr+HAcg2U2aLlLJYSpkLYBeAxAaKj4iInIBOp8Pq1asxebLZRudGa8SIEdi8eXPddpay0V2QllZVoYWra6MeSF6j4uJqicJdgYHYfuWKdfsPGKBmTXr0Ua7S3MwxUbCPfQCihBCdhBAeACYC2GRSZiOAgUIINyGED4A+AFIbOE4iImrEPvvsM4wZMwYeHh6ODsUmXl5e6NSpE1JT6/DfWkwM8Je/2D+oG5BaUoJYHx9Hh1F3xcWAySxNPq6u8HJxQZ41g5SFAJ56ClixAjh4sJ6CJGfARMEOpJQ6AE8A2Ap18b9OSpkihJghhJihlUkFsAXAYQC/AlgupUx2VMxERNS46PV6fPTRR5g2bZqjQ6mTOq+pkJEBLFli/4BuQEpxMbo503SopoqKqiUKAHBvUBC+sXYsyR/+APTqpdZkoGaLiYKdSCm/lVJGSym7SClf0ba9J6V8z6jMQillnJQyXkr5b8dFS0REjc1XX32FoUOHwtvb29Gh1EmfPn2wb98+VJlbqOvkScuDY7t3V4+N6ILU6RMFMy0KAHBfcDC+tmXQ+aRJwKuv2jEwcjZMFIiIiBxMSon33nsPM2fOdHQodSaEwODBg/HDDz9Uf/Lrr4ERI4BVqwDTxdm6dFGP27bVf5BWSistRUwT63oEACEeHiiqqkKZtasuT5oEJLPzQ3PGRIGIiMjBtm7div79+8Pf39/RodyQRx55BKtWrar+RG4uMHIkMHkyMM5kvdHKSmDIEKCug6HrQbleD08nWMPCIjOzHhkMCQzE9/n51tUTGAi4uACZmXYMjpyJE38LiIiInJ+UEkuWLMHs2bMdHcoN69ixI/Lz81FQUHD9E5cvq2QAAH78EdDrf39OpwPGjFFdk6y9012PinQ6+Lq6OjqMG2OhRQFQ06R+Ze00qW5uQJ8+wL59dgyOnAkTBSIiIgfatWsX4uPjERQU5OhQ7GLs2LFYv3799Rtzc4GQELUQWHy8mqPf+LnoaKB9e+Dnnxs2WDOcfsYjoMZEoYu3N7LKylBl7ZS0R44ADz1kx+DImTBRICIicqDFixdjzpw5jg7DbsaMGYMvvvji+o2XLwPBwUCrVsDy5cA//gGcOwfs3q2Sh9tuU2MYGkH3I6cfyAzUmCgAQF9/f/xi2upjyYsvqsfycjsERs6GiQIREZGD/Prrr+jYsSPaOusKwGb4+vqiVatWOHny5O8bDS0KABAXB/zpT8DTTwPPPgs89xzg4aHGMGwyXYKo4SUXFyPe2RMFC9OjGowKDrZ+leYpU4DwcCDbdB1Zag6YKBARETnIwoULMW/ePEeHYXfVBjUbWhQMnnwS+PJLdfH5yCNqW69ewJUrwPHjDRusiYzSUkQ56RS115hZmdlYTz8/7LdlOtqWLQFrB0BTk8JEgYiIyAGOHDmCgIAAdOzY0dGh2N2gQYOwc+dOSEM/eOMWBUDNpvOHPwALF6oBs4CaXefee1XXpLffBnJyGj5wADop4e7MMx4Zpp+tYXVvIQS6+vjgWHGxdXWGhADnz9shOHI2TvxNICIicl4LFizA/PnzHR1GvXBxcUG/fv2wZ88eoKREzXJkOkB46VJg1Kjrtz3wgNq+aRNw331AaWnDBQ2gQKeDXxOe8ciYTbMfDRrUqNa5oIbDRIGIiKiBpaenQwiBqKgoR4dSbyZPnoyVK1f+3u1IiNp3Gj5cdT/atg3w97e8mnM9aRIDmWsZn2Bwe8uW2Hn1qnV13nMPE4VmiokCERFRA2vKrQkG0dHROHPmDErPnbu+21Ft3NxUUjF6NLB1a/0FaEaTSBQKCoCAgFqLebi4INjNDeetmc0oOhrIygKsnVKVmgwmCkRERA3o1KlTKCwsRHx8vKNDqXejR4/Gxs2brx/IbK3ERGDPHuDMGfsHZkFKSYnzJwpXr1qVKADAyJAQbL58ufaCvr6Au7tq7aFmhYkCERFRA1q4cCGefvppR4fRIMaPH4/Ptm+3rUXBoF8/4O67VcLwxBP2D86MzNJSdPHyapBj1RsbEoW7g4LwrTWJAgD07QtMncppUpsZJgpEREQN5Pz58zh79ix69erl6FAaRGBgILz1emTX5eLbwwNYvBg4eRLYsAHIyLB/gCaqpISbM894BFjd9QgA/LUZpwp1utoLb9oExMZWH4BOTZqTfxuIiIicR1Nbhdkak7p2xeobuQsdEKBmQ/r8c/sFZcaVykoEGqZqdWZlZYANidndQUHYkpdXe0FPT7WidkYGsG/fDQRIPoixcAAAIABJREFU5ggh/iqESBFCJAsh1gghvIQQQUKI7UKIDO0xsKHjYqJARETUAC5fvoyUlBTcdtttjg6lQQ1r2RJbT5/+fU2Fuhg/Hli3zn5BmdEkBjIDah2FGtZQMDUyJASbrO1+5OsLrFoFjBgBHDtWxwDJlBAiFMBsAL2klPEAXAFMBPAMgO+llFEAvtd+b1BMFIiIiBrAkiVL8OSTTzo6jAbnduUKEiMj8dtvv9W9kltvVXeyCwrsF5iJJjGQGbA5UWjv6YlLFRWo1Out22HECGD6dNUNiezJDYC3EMINgA+AbACjAKzQnl8BYHRDB8VEgYiIqJ5VVVXhf//7H4YOHeroUBrelSuYcs89ak2FunJ1VRe/VVX2i8tEcnEx4ptKouDubtMut7dsiZ35+dbvMGuWeuRqzXYhpTwH4A0ApwGcB3BVSrkNQBsp5XmtzHkArRs6NiYKRERE9Sw9PR2JiYkQ1iw61tTo9bgpMhKpqamoqKioez1CqBWe68nJ0lJ0cvYZjwCgstKmFgVArdK80druRwDQti1w773Ap5/aGFyz5SaESDL6mW78pDb2YBSATgDaA2ghhHjYEYGaYqJARERUz/bt24dbbrnF0WE0vMxMtVIwgOHDh+O7776re11C1OuCXxKAS1NI5EpL1cBjG8T6+CC1uNi2cSQLF6qf1FQbA2yWdFLKXkY/y0yevxPASSnlJSllJYAvAPQHcEEI0Q4AtMeLDRs2EwUiIqJ6l5SU1GymRL3Ogw+qRdOEwEMPPYT//ve/da+rHhOFSxUVCLaxu06jlZMDtGlj0y5CCNzs54cDWlJnldhYYMoUYPVqGwNsYCNGqKldG7fTAPoKIXyEanYcAiAVwCYAU7QyUwBsbOjAmCgQERHVs4yMDERGRjo6jIZ17hyQlHTt1zZt2kCn0+GyLV1cjLVoUW8rA6c0lfEJgBo30K6dzbuNCgnBV7m5tu300EPAf/9bry09dfbyy8DAgcDXXwOzZwO2vrYGJKX8BcB6AL8BOAJ1fb4MwL8A3CWEyABwl/Z7g2KiQEREVI8qKyvh6uoKF2dfyMtWmzcD99yj/l1eDgB48MEHsWbNmrrVN3gwsG2bnYK7XpOZ8Qioc6LQ198fP9s6q1T37qqb088/23y8evP998DBg2rNh9271bb77wfGjFGfn8aY1ACQUj4vpewqpYyXUj4ipSyXUl6WUg6RUkZpj1YseGFfzeyvFhERUcNKSUlBfHy8o8NoeJs2qa4pAKCt/DtixAhs3ry5bvXdey/w7bd2Cu56KcXF6ObjUy91N7iLF9VgYxu5CoGOnp44WVpq/U5CAJMmqVYFR3v1VWDaNODOO4EePYCJE4EJE4B584BFi1SZYcOAU6ccG6eTETe0AArVqxYtWsji4mJHh0FERDdg+fLlaNmyJcaOHevoUBpOYSEQGgqcPau6DLm6Xntq5syZmD17NmJtnYf/6lWgQwfVB9/OF/X3Hj6MzQkJTWMwc0CAuhhu2dLmXb/OzUVmaSn+0qGD9TsdPw7076/ea0eO8zC8dyNHAtnZwNatQFDQ78+XlqrnevcGXnmlgUMTJVJKp2yyYosCERFRPWqWMx5t2QL06wf4+1+XJADAlClTsGLFCgs71iAgQHWpsfMdYSll05nxqKoKKC5W570OhgQG4v9sHQfSpQvQqZPq8uNIMTGqy9HGjcC+fdcnCQDg7Q08+yywY4dDwnNWTBSIiIjq0alTp9CxY0dHh1H/cnPVVJk5Oaq7x8yZZov16dMH+/btQ1VdFk9r00Z1rbGjCxUVaGvjugONVn6+ShLqOB7G29UVPq6uuFxZaduOjaH70YULqsWpJl5eap0JshoTBSIionpSVlYGT0/P5rHQ2tSpqhUhNhZ45BFg9GizxYQQGDJkCL6vyx3o1q3tnig0qYHMeXnV76Tb6L7gYHxt68xU48erMSk3sqDejSgrA0pKgMDAmsu5uzNRsBETBSIionpy+PBhJCYmOjqMhlFQAKxdC7z5JvDiizUWfeSRR7Bq1Srbj1EPiUJyU5oa9dAhNWbgBtxbl0ShTRvVNezMmRs6dp1duKA+G7Ul5B4eTBRsxESBiIjo/7N33/FRVekfxz8nIfQmvYm0gBQpUkREcV3dtYBYELH39gMUERV0wV3bYkdAcV0VZcXeUMGuuyqCJogCCQhI773NpE7O7487kQApM8nM3Cnf9+s1r5l755ZHQnCeOed5Tpgk1EJrXi/Ur++MLJQx9eXoo49m79697Au2HWejRs6HwhCKq45Hu3ZBrVoVukT9lBSyfD68wU4Na9XKvY5CW7YE1umpcmXIyHCKnSUgShRERETCJC0tLXEShawsp2A0QEOGDOGdd94J7h5hqFHYmJND8ypVQnpN12zcCLfdVuHLnFGvXvBFzccc416isHVrYIlCmzYwfXpQf08TnRIFERGRMNm8eTPNmjVzO4zIyMoKqm3pBRdcwHvvvRfcPUI89aiw41Hc1JD89pvT/aeCBtevz6xgVzJu1QrWrKnwvcsl0BGFSpWcEa+yahnkD0oUREREwsDj8VAjXua+B8LrDeqb2po1a9KwYUNWr14d+D1CnChszMmhRbyMJoCTKBx7bIUv06paNdbn5OALZq0tN0cU3n9fowRhokRBREQkDBYuXEiPHj3cDiNygpx6BHDllVcyY8aMwE8IcY1CXHU8KiiA5cuhffuQXK5f7drM27s38BNatYKVK0Ny76Dk5zvrdiTi6ucRoERBREQkDBJuoTWvN+gVkwcMGMC3336LDfSb68aNQ5soxEMhc1YWLFjgrIxcp065F1s73OAGDfggmOlHzZvD3LkhuXdQfvzReb722sjfOwEoURAREQmD9PR0evbs6XYYkZGX53yjnZIS1GlJSUn069ePuYF+wKxRw0lIQiTD44n9EYVPPoFeveD880My7ahQ95o1+eXAgcCTuNRU57mgIGQxlOnAAejfHwYNcuoPJOSUKIiIiITBzp07adCggdthRMbatU6BaDmKgoOafhTiouPN8bAq87ZtcOWVTqIwbFjILmuMoVONGmQGmpglJzvPM2eGLIZS7d3rjGIA3H13ZO6ZgJQoiIiIhNiePXuoU6eO22FEzn33wciR5To1NTWV9evXk5WVFeKgSmetxRAHHY+2b4ejj4a//Q1uvDGklz6vQYPgux9deWVIYyhRo0bOtKt77oF+/SJzzwSkREFERCTEFixYkDjrJ/z8M3zzDdxxR7kvcd555/HBBx8EdnAwnXhKsS4nh5ZVq4bkWq7avh3CNHJ1cp06fLtnT+AnnHWW03403Fq1gtxc57/9oYdCPtIkBylREBERCbGEWpH57rth/HioWbPcl7j44ot58803yz4whB8I46KQGWDHDmjYMCyXTklKolHlymzMyQnshCFDwhLHIdavd6a69erlFG/jjA59unMnOZGsj0gQShRERERCbMGCBYlRyDxnDqxbB9dfX6HL1K1bl7p167Iygu01l3g8dIn1QmZwvlUPU6IAcG79+nwY6PSjunUhmBGI8pg0Cbp1g7Q0AL7evZuzFi3ix/37g1v3QQKiREFERCTE9u3bR+0QtamMWhMnwlVXwTPPBN3tqDgjR45k8uTJIQgsMHHR8QjCnij8tV49Ptu1K7CDGzSAjRvDFgsAr78O55/P/L17GbR4MZ/t2sXMTp24r1UrqhcWVEvIKFEQEREJoe3bt8d/t6PsbKeAeeFCOP30kFyyZ8+erFy5kj1lfSMdom+Nd+Tl0TDWOx5B2BOFWpUqYYxhb35+2QefcILzTX9hB6xQF6h7vfxSvz5DzjuPmdu28Xz79jzSti31Q5CoSvGUKIiIiIRQenp6/C+0tno1tGwJLVqE9LLXX389L730UskHhKhGocDf8SjmWevUKIQ5MT27Xj0+2bmz7AOrVIHffoPPP3e2Fy4MWQzLPB4uW7aMZwYP5okOHZiSmkrTKlVCdn0pnhIFERGREEqIQuaPPoIePUJ+2cGDB/Pxxx+TH8i31xWwOjub1tWqhfUeEbFvH1SuDGHu3jSofn0+CiRRAGjfHnr3hoED4ZdfKnzv1VlZXLdsGQ+vW8d9DRrw74ce4ph46FYVI5QohIgx5kxjzG/GmJXGmLGlHNfbGOMzxkSgNYCIiETawoUL6RGGD9FR5cUXw7LIVXJyMgMHDuTDDz8M+bWLipuOR5s2QZMmYb9NkypV2JWfT24wXYWqVYPhw8u9UvOmnByGL1/O3atWMapFC2Z07Ej7zMxyXUvKT4lCCBhjkoFngLOATsAlxphOJRz3CPBZZCMUEZFI8Xq9VI+HD6Gl2bQJUlPDcunrrruOF198sfg3jXE+gO7dW6F7xE0h87JlcOyxEbnVn+rW5b/BdDR6801o1syZphaEHbm5jFm5kluWL+eqJk14q3NnjitsvbtjR1hGsqRkShRCow+w0lq7ylqbC7wBDC7muJHAu8C2SAYnIiKRsXHjRpo3b+52GOG1f7/zLXGtWmG5fJ06dWjXrh0LFiw48k1joEsXWLKkQveIm0QhMxM6HfG9ZFgMbtCAD4JZpdkY6NsXLrkEAliHYW9+PhNWr+bKZcsY1KABs447jj6Hdw5btAguuCDIyKUilCiERnNgfZHtDf59fzDGNAfOB54r7ULGmBuNMenGmPRwz9EUEZHQSoj6hM2boWnTsK6GO3LkSKZMmVL8m127Oh8YK2BXfj714qFTztKl0LFjRG7VoXp1VmRlURBM16nWrZ0uSKX8vDw+HxPXruWijAz61a7N7OOOY0DdusUfvGaNM0ohEaNEITSK+9fy8N+kScDd1lpfaRey1j5vre1lre1VqVKlkAUoIiLhl5aWFv8dj7Ztg0aNwnqLdu3a4fF42Lx585FvVjBR8FlLchiTnIiKYKIA0LNmTRbs3x/4CY8/DmecAXfdBY884iSZftk+H09v2MC5ixfTvnp1PuvalTPr18cc/rMpKIB58+DZZ2H+fDjnnBD910gglCiExgbg6CLbLYBNhx3TC3jDGLMGGAI8a4w5LzLhiYhIJCxatIjjjjvO7TDCa/duqFcv7Lf5v//7P6ZNm3bkGx06wPLl5b7u71lZtI2HrjkFBU6NQgQThfMaNGBWMNOPAF57DebOhbFjoVMn8t5/n39v2sTZixdTv1IlPu/WjQsaNjwyQSg0fz6cfbbTaeuDD6Bx44r/h0jAlCiERhqQaoxpbYypDAwDDmnZYK1tba1tZa1tBbwD/J+19oPIhyoiIuFgrSU3N5cq8d7bfdeuiCQKp556KvPmzSM7O/vQN2rWBK+33NeNm/qEdeuchc0iuAJ4n9q1+TGYEQVw1nj417/wJSUx85ln+Gt2Nhb4rGtXLm/SpPTRHa8XJk1y6hw++QSOP75C8UvwlCiEgLU2HxiB081oKfCWtTbDGHOzMeZmd6MTEZFIWLNmDa1bt3Y7jPCLUKJgjOHSSy9l5syZh75RvTp4POW+7hKPhy7xkChEeNoRQJIxtKlalZVBJGrWWt4/8UT+8vTTbG/ThjlXXcWNPh8pSQF8BP34Y1i1Ch54oAJRS0UoUQgRa+0ca217a21ba+1D/n3PWWuPKF621l5trX0n8lGKiEi4JMSKzOBMPTrqqIjc6pJLLuG1117DFi2gbdHC+TY9mKLaIjK9XjrFQ6KwZEnEOh4VNbhBA2YFsPiatZbPdu3izEWLWFatGrNuvplRvXpRNS8P/va3wG42aRK0agX161csaCk3JQoiIiIhkJaWFv8djyBiIwoAVatWpX///nz99dcHd9av73RcCnSl4MPszc+nTjw0C5k7F048MeK3Pa1uXb7evbvUY77ds4eBixfz/d69vNmpE+OOOYaalSpBpUqwfTvMmuWsKl2WefMgIyNEkUt5KFEQEREJgczMTDq58A1vxEVwRAHglltu4dlnnz24wxho1w5Wrgz6WnkFBaTEQ8cja+G77+CUUyJ+66rJydRKTmZbbu4R76Xt28d5ixcza8cOXj72WB5o3Zq6h7ehbdDAGRVau7bsm/XuDf/6V4gil/JQoiAiIlJBBQUFFBQUkBBtrSM4ogDQpEkTatWqxYoVKw7uTE2FotsBWpGVRWq1aiGMziUbNkDlyq6tKTCoQQM+LjKis+TAAS7OyGD6li080749T7RrR8PKlUu+QL16zt+jsiQlOf+d4holCiIiIhW0YsUKUlNT3Q4jMnbtiuiIAsCtt97K5MmTD+4o54hC3HQ8WrrUlfqEQmfXq8fsnTtZ6fVy5dKlPLlhAxPbtOHZ9u1pHkjXr2rVICur7OPy853pSuIaJQoiIiIVFPcLrU2fDhMmOK89HqdFaQQdf/zxrF69mj179jg7BgyAGTOcaVBBiJtE4auvoG9f125/VEoKedZy35o1jGvZkpeOPZbWwYzUVKsGh7e9LY4SBdcpURAREamg9PT0+C5k/uknePBBp7g0O9uV6SDXX389L774orPx5z/DuefCNdcE1f0o0+ulU/XqYYowQqyF996DCy90NYxZXbows1MnOpYn8apatfQRBZ/PKWLevBniIbGLYUoUREREKmj58uW0b9/e7TDCZ+VKZ9GrK65wph61aRPxEAYNGsTs2bPJz893djz6KGRmwo8/BnwNj8/ndN+JZUuWQF4e9OjhahglrqQciBo1oHDhtu3b4YcfoHC0CGDyZOjSBS691KlHEdcoURAREamA/Px8jDEkBbKAVCxavhx+/RX+/W9nXvxZZ8HhnWwiIDk5mXPPPZdZs2Y5O6pUgT594LffAjo/p6CAyvHwM3rvPbjgAqf7U6xq2dJZC2PbNmjUCE46Cf70JygocEZM3n4bxoyBxx93O9KEFwe/MSIiIu7JzMykc+fObocRPk89BTfd5KyI/OabMG2aa6Fce+21vPTSSwd3BFHUvNzrpX08dDwqTBRiWevW8MUX0Lixs/ja+vVO3cvjj8MLLzjT2/75T0hOdjvShBfj428iIiLuiuv6hO3b4Y03YNkyZ7taNefhktq1a5Oamnrwz7x1a/jyy4DOXeLx0CXW57uvXOl8C9+vn9uRVMyFFzp1Lz/9BOPGOUnoc885040aN3Z+prE+RSxOaERBRESkAuK649F//gPnned8eIsSI0eOZMqUKc5G06awZUtA58VFx6P333d+HrE+hapGDZg61ZlmVFhc3rGj8zx9upMwSFRQuiYiIlIBa9asoVWrVm6HER7r1kHXrm5HcYi2bdvi9XrZtGkTzZo0CThRWOb1cmysdzx691144AG3owiPpCTYuxdq13Y7EikixlNSERER9+Tk5JCSklKxDjDRbPfuiC+uFojhw4fz7LPPQpMmTgvNAHgLCqgey3Pef/8dVq2CU091O5LwUZIQdZQoiIiIlNPixYvpGmXfuIfUnj1Qt67bURxhwIABzJ8/n6waNZxvoXNzSz0+y+ejaqxP15k+HS6/3JWOU5K4Yvy3RkRExD3p6enxW58ATqIQhSMKxhguv/xyZr7+utNec9u2Uo9f5vXSMZanHfl88PLLcO21bkciCUaJgoiISDmlpaXFb8cjcKYeReGIAsCwYcN4/fXXsY0bl1mnEPOFzF98Ac2aqchXIk6JgoiISDlt3LiRZs2auR1G+OzYAfXrux1FsapWrcrJJ5/MV1WqOIvClSLD643tROHjj+Hii92OQhKQEgUREZFy8Hq9VK9ePX4LmfPznUShSRO3IynRzTffzLSCApg82Wm1WYJlXi8dYnmxtfXroU0bt6OQBKREQUREpBx++eUXunfv7nYY4bNlCzRoENULXzVp0oQ6nTqxfOtWmDevxONyCwqoGssdjzZtgubN3Y5CEpASBRERkXKI64XWADZujIkPp7fedhuTq1WDJUuKfd/j88V2W1RwfhbxPMVNopYSBRERkXJIT0+P70LmzZtj4sNp9+7dWZOSwu7XXy/2/aUeT2x3PIqBKWASv5QoiIiIlMP27dtp2LCh22GEz+rVTuvRGHDD+PG8uHAh/PTTEe8t8XjoEsuFzFu3OgXlUTwFTOKXEgUREZEg7du3j9rxtoqstbBv38HX//43XHqpuzEFaOD55zOncWPyJ0w4oqg55jseqT5BXKREQUREJEg///wzPXv2dDuM0Hr4YTjxROeD9ldfQXIynHqq21EFJDk5mcE33MD7K1fC+PGHvLfC6yU1ljseqT5BXKREQUREJEhxt9BaZiZMmgT798M99zjtRm+9FWKo9es1N97IS8ccA6+9Bl9++cf+XGupnBTDH3dWroS2bd2OQhJUDP/miIiIuGPBggWxPaJQdHqOzwfXXgsPPABnngkTJ8IPP8Bll7kXXznUrl2bY7t25adTToH58wHYl59PrVjveLR8ObRv73YUEqOMMbuNMbsOe6w2xrxtjGlV1vlKFERERIK0d+9e6tat63YY5fPbb9Cjx8FkYfJkqFoVbrzxYHJw7bUQg52CRo4cyZTFi2HXLgAyPZ7Yrk8AWLgQOnZ0OwqJXVOA8UBboB3wN+Bl4ANgelknq4ReREQkCDt37qRevXpuh1F+jzwCv/4KO3fC3r3w0EPON/BJSdC4sXPM//2fuzGWU5s2bcipVImNq1bRnDgoZE5Lc9rU9u/vdiQSu/5ire1bZPtZY8x8a21fY8xdZZ2sEQUREZEgxNz6Cfn58OqrcPvt8Kc/wUcfQWoqrFgBN9wA48ZBu3bOsc2bO8lCq1auhlwRwy++mGcXLgQgI5ZboxYUwIgRcP/9ao0qFWKMueCw14XFRwVlnatEQUREJAgxlyh89BH8/e/Ogl3jxjlTj3r1grvvBo8HRo06eGytWrBli2uhhsIpZ57JTzt24PV6WZmVRduqVd0OqXxeeglSUuDqq92ORGLb5cAN/tqEncANwBXGmOrAqNJP1dQjERGRoPz888/cdtttbocRuLVr4eyzncSgUJUq8N13sGSJ0wY1jphmzbi8oICZM2fiO+EEKsVqx6PvvoPrrnOmhImUk7V2JXBWCW//r6zzlSiIiIgEwePxULNmTbfDCNy6dXD00Yfuu/RSp+Vm587uxBROdeowDDjj3XdpcdJJbkdTfqtWxcyCdxK9jDENgGuBVhT53G+tvTGQ85UoiIiIBGjz5s00bdrU7TCCs3499Olz6L4zznAe8cgYqjRrRruePSEjAzp1cjui4O3YAYsWwYABbkcisW8WMB/4HvAFe7ISBRERkQDFXH0COInC4SMK8a5ZMzpVqsQ7Tz8N557rTLWKJbNnw+mnO21rRSqmhrX2jvKerIlvIiIiAUpPT6d3795uhxGcREwUmjZlnTEcvXo1v734otvRBO+rr+Avf3E7CokPnxhjyv2XSYmCiIhIgH799Ve6du3qdhiBy8uD7duhWTO3I4mspk1ZVaUK47Zs4emJE92OJng//wwnnOB2FBJBxpi6xph3jDHLjDFLjTEnGmPqGWO+MMas8D8fVY5L3wx8aow54O98tNsYsyvQk5UoiIiIBMBaS05ODlVjaTrI5s3QsGHi9eFv1owCYzj+uedYv2ULu/zrKsQMr9dpVSuJ5GngU2vtsUA3YCkwFvjKWpsKfOXfDlYDIAWoAzT0bzcM9GQlCiIiIgFYt24dLVu2dDuM4Hg8EEsdmkJkR+/eNNi3D445hhvOOosXRo92O6Tg5OSoPiGBGGNqA6cALwJYa3OttXuAwcAr/sNeAc4L4pqp/pedS3gEJMG+YhARESmfmKxPSEuLzxaoZcjo0YPOn38OrVtzziOPMKlrV27fv5+UWPmWPicHKld2OwoJnUrGmPQi289ba58vst0G2A5MN8Z0AxYAtwGNrbWbAay1m40xjYK451jgOuCZYt6zOIlJ2YEHcUMREZGElZaWxrBhw9wOI3BffAFjxsCMGW5HEnEZXi+dx4yBBg1IBs5r25b3x45l6DPFfWaKQrm5sdepSUqTb60trV1aJeB4YKS19kdjzNOUb5rRH6y11/lfnmatzSv6njEmJdDraOqRiIhIADIyMugcTd/O5+bC7t2H7vP5ID8fnnsOLr8c3n4bzjzTnfhctMTjoUuNGn9sX/P3vzP9+efh009djCoIubkaUUgsG4AN1tof/dvv4CQOW40xTQH8z9vKce0fA9xXLCUKIiIiZSgoKMDn85GSEvAXceE3ciTUq3fovkmToFEjeOop+P77hF2wa112Ni2LzPGvNWQIHZs04cd77nExqgBZ6yQK0fR3TcLKWrsFWG+M6eDf9WcgE/gQuMq/7yqcxdMCYoxp5J/GVM0Yc5wxpqv/0R+oHuh1NPVIRESkDL///jvt2rVzO4xDrVhx8PVrr0HPnrBnDwwZAo89BnXquBebi6y1WCDJmIM7k5MZ+fbbTBgwgBOshaLvRRufD5KSIDnZ7UgkskYCM40xlYFVwDU4X+i/ZYy5DlgHXBTE9c4BrgVaAM8W2b8fGB/oRZQoiIiIlCEtLS36VmQuKDj4+rLLnAW6uneHdu0SNkkA2JaXR6Nipu207tuXXGPYkJ5Oi2guSte0o4Rkrf0FKO4fmT+X83rTcYqjh1pr3ypvXJp6JCIiUob09PToSxTq1j10e+dOyM5O+Ckrh9cnFDW8bVuenTIlwhEFafduqB7wzBCRUllr3zLG/NUYM9oYc0/hI9DzEypRMI7LjTET/NstjTF93I5LRESi27Jly+jQoUPZB0ZS4YfJ9eud5127YPJkZ1QhgWV4PHQu4YP2ye3akfbDD3g9nghHFYQffoBu3dyOQuKEMeZZnPqG0UA14HIg4HmUCZUo4MzROhG4xL+9n+L7ywbNGHOmMeY3Y8xKY8wRLa2MMZcZYxb5Hz/4C0xERCTK+Xw+jDEkR9uc8cKOR598AsccA6+/Dv36wSkBtUePWxkeD51LGFEw9epxxe+/8+r4gKdoR97y5RDNU6Mk1vS31l4K7LTWjgdOwKlbCEiiJQonWGuHA9kA1trdQIUnAhpjknGtB8JcAAAgAElEQVQSjrOATsAlxphOhx22Ghhgre0KPAA8j4iIRL1ly5bRsWNHt8M40u7d0KQJLF7sJAonnABz5yZ8EeyGnBxalLQGwYMPcjHw1pdfYq2NaFwBW70a2rRxOwqJH1n+52xjTBOcz8CtAj050RKFPP+HegtgjGkIFJR+SkD6ACuttaustbnAGzjLbv/BWvuDPzEBmE8Q2ZyIiLgn6gqZ16xxHrt3w1FHOa9btXI3pihR2PHIlNTVqHlzqlx4IQOaNuXz2bMjGlvAVq2C1q3djkLixyfGmLrA48AvwBrg3UBPTrREYTLwPtDIGPMQ8D3wcAiu2xxYX2R7g39fSa4DPinuDWPMjcaYdGNMen5+fghCExGRikhPT6d3NE0FuftuePhhJ1Fo1gwWLnRGFIRNubk0L2tF40GDuGnjRp477zyYPt2p7fj668gEWJbsbMjM1IiChIy19u/W2j3W2reB1sBx1tpxgZ6fUImCtXYmcBfwT2AzcJ7/D66iivvqotgxTWPMn3AShbtLiPF5a20va22vSpXUvVZExG2///47baLlg5vXCx9/DPPmOWsm3H8/bNqkEQW/0gqZ/3DVVTRasoT6PXuy9L//dWo7/vxnuPXWiMRYomXLnLUwundXoiBhYa3NAroZY4r9sro4CZUoGGP6Ahuttc9Ya6cCG4wxJ4Tg0huAo4tstwA2FXP/rsALwGBr7c4Q3FdERMIoNzeXlJSUkqeyRNqcOdCnDyxZAnl5TvHylClw2mluRxYVSitkPtytZ53F5Bkz4P334Yor4J134NdfncXYli4Nc6RFJCXB8cdDjx7QubMTT7T8fZOYZYwZYIzJNMbsMca8bIzpYIyZD0wCpgd6nYRKFIBpwIEi2x7/vopKA1KNMa39K+oNw1l2+w/GmJbAe8AV1trlIbiniIiE2ZIlS+jSpYvbYRz09ttw6aWHfuM8fLhGFPxKW0PhcF2PPpoNwK6vvoKzzoKLLjrYMWrIEKdWINzmzwdrYcIEWLsW3noLqlUL/30lEUwCbsWZCv8x8BPwlrW2WzALsCVaomBskTYH1toCQrA6tbU2HxgBfAYsxflBZBhjbjbG3Ow/bAJQH3jWGPOLMSa9ovcVEZHwiqr6BI8HPv0Uzj8fUlPdjiYqbcnNpUmgqxoPHsyN//gH/+7WDY47Dp5+2qlXOPdcp06gbVtnO5xOPNF5PvdcaNQovPeShGOt/dJa67HWvgPsBJ4K9hqJliisMsbcaoxJ8T9uA0LylYG1do61tr21tq219iH/vuestc/5X19vrT3KWtvd/4iiFhoiIlKcqOp4NGeO0wK1QQO3I4lKhd8DBjxNrEEDzvnb3/isXj3yChfTS06GmTOd0YS2bZ0/6wYNnBGGefPCE/if/uRMPxIJrTrGmHMLH/59gw7bLlOi/c28GegHbMSpKzgBuNHViEREJGpt2LCBFi2ipJv122/D0KHO6/373Y0lCq3PyeHosjoeHSYpKYnzzz+f99577+DOmjWd9qSLFjm1Cr/+CgMGOPUgBw6UfLFgFY5WPPFE6K4pctBc4KIij6LbQwK9iInaBUeEGjVqWE80LzMvIhLHsrKyuOSSS/jggw/cDsXpdtS0Kfz+u/MNd9euzkJr+n/4H+bs3MmqrCxGBJnY7d+/n4suuohPP/209AObN4cOHULXSvXbb+HGG51uRxLXjDFea21gxTNRJiH6bxpj7rLWPmqMmUIxbUuttS73RBMRkWjz66+/0r17d7fDcKSnw7HHHpx2NHYs/PabuzFFmQyPh161agV9Xq1atejcuTPz58+nb9++JR/4009w9NGQnw+haF/+/PMQjSt+ixSREIkCToExgAqIRUQkIFFVyPzTT059QqFLL3UvliiV4fFwVZMm5Tp3xIgRjB8/vvREoXlzp33pwoVQ9O+FxwMBdlr6w7p1Ti3Ec8+VK16RSEmIRMFa+5ExJhnoYq290+14REQk+qWlpXHRRRe5HYbjp5+czjhSou15eTQKtOPRYVq3bk1+fn7ZNSkDBsAnnzgrYScnw759Tqva776D/v0Dv+Gnn8KVV8JNN5UrXpFISYhEAcBa6zPG9HQ7DhERiQ3btm2jcePGbofh+OknePBBt6OIWgXWUtElykaMGMHUqVOZOHFiyQcNGgTXXANTp4LP5zwATj4ZcnMhJSWwm+XmOkXTImFSVmcja+2Hpb1fKGESBb+FxpgPgbdxFlsDwFr7XsmniIhIotm/fz81o+WD3NatsHcvtGvndiRRa012Nq2qVq3QNU466STuv/9+PB4PNUqaSvTXv8KmTYfu278fateGL76As88O7GZZWc6IhEj4FA6HNsDp+Plf//YA4H8ctjBwSRKtPWo9nAUnTgMG+R8DXY1IRESizsKFCzn++OPdDsORlubMiVev/RJleDx0DrZO4DDGGK688kr+85//BHdirVrw5ZfOSMNnn0FBQenHL1nitETVVDIJI2vtFdbaK4A8oJO1drC1djDQGcgP9DqJNqJwp7V2h9tBiIhIdIuqhdaWLIFu3dyOIqot8XjoX6dOha8zdOhQzjzzTG688UaSgknM/vxneOEFGD4cTj3VeV2czZudVaBffx1OP73C8YoEoI21dmOR7U1Ah0BPToivJ4wxg4wx24FFxpgNxph+bsckIiLRKz09PXoShe3bIVpqJaJUKEYUACpXrsxpp53G559/HvzJgwY5i+Kll9JgcaB/EsOwYeULUCR43xpjZhtjLjfGXIYz5ejbQE9OiEQBeAg42VrbDLgQ+KfL8YiISBTbs2cPRx11lNthOHbuhPr13Y4iqu3Oz6deoIXEZbjpppt4rrxtS1u0cFZyXru2+PeNgQ8DmhouEirDgVeAE4C+wAz/voAkytSjfGvtMgBr7Y/GmOBXZBERkYSwe/du6tat63YYB+3YoUShFD5rSTIV7Xl0UMOGDWnYsCGZmZl06tQp2JOd51atnFqFonFNmgQLFsAZZ4QsVpGyWGst8Jb/EbREGVFoZIwZXfgoZltERASIsmlH4IwoFK7ILEf4PSuLthXseHS4W2+9lcmTJ5fv5Lw8ZwXn115zVl/u1g1++QXuvx8uuABCHKtIaYwxg40xS40xe40x+4wx+40x+wI9P1FGFP4N1CplW0REBHAShZNOOsntMA7S1KNShao+oajjjjuOnTt3smzZMo499tjgTq5UCfr0gcsvP7ivRw/n+dFHQxekSGCeAM631i4uz8kJkShYa//hdgwiIhIbFixYwIgRIyJ701decVb2bdv2yPd27NCIQikyPB5OC0M9yZNPPsl1113H7NmzSQm2/uGtt5yfm7VQpw7861+wbJkz0iASWVvLmyQAGGfqkkSjGjVqWI/HU/aBIiISMmeeeSaffvppZG/aurWzVsJbh00jzs93pqrk5GiBrhJckpnJtNRU6oaomLmoV199lVWrVjFhwoSQX1sShzHGa60N7bBX4PeeBDQEPgByCvcHujJzotQoiIiIlGnr1q00jnQr0h07YNcup7XmnXce+t7u3c430koSSrQ3Pz8sSQLAZZddxtKlS0kvreWpSHSrDxQA5+Ks1nwRMCTQkxNi6pGIiEggXClkXrAAevaECROcRbgmTHBW+wUVMpchr6CAlBB2PDqcMYYpU6YwdOhQZs+eTbVq1cJ2L5Fw8K/OXG4JNaJgjGlsjHnRGPOJf7uTMeY6t+MSEZHokJ6eTu/evSN9U+jVy1nRd9gwOPlkZ+Xe/Hy1Ri3Dyqws2oX5w3uDBg0YPXo09957b1jvIxIOxph2xpjPjDG/+re7GmPGBXp+QiUKwMvAZ0Az//ZyYJRr0YiISFT55Zdf6NatW2RvWpgoAMyYAQ8+CM8+C+3bO0WwGlEoUTg6HhVn4MCBHDhwgG+++Sbs9xIJsReAf+BMPwJYDFxe8uGHSrREoYG19i38f1jW2nzA525IIiISDay1ZGdnR356SXq6M/UIICkJBg6E776DV1+F/fvh+OMjG08MWeLx0CUCiQLAE088wf3338/evXsjcj+REKlhrf2hcMO/AFteoCcnWqLgMcbUByyAMaYvoN94ERFhw4YNtGjRIrI33boVDhyANm2OfK9fP/jgA/j73yMbUwzJ9HrpVL16RO5Vq1Yt/vGPfzB6tNZplZiy0xjTmoOffc8DtgR6cqIlCqOBD4G2xpi5wAxgpLshiYhINHClPmHBAmfaURgLcuOZx+ejZqXI9WU55ZRTqFevHh988EHE7ilSQSOAF4FjjTFrgbHAzYGenFCJgrX2Z2AA0A+4CehsrV3kblQiIhIN0tLSwtfx6Ntv4aSTYNo0Z02EQkXrEyQoOWHueFSSBx54gMmTJ7Nt27aI31skGMaYZKCbtfY0oKn/dV9r7ZpAr5EQiYIx5oLCB04f2Q5Ae2CQf5+IiCS4JUuW0KVLl4pfKD8fCgoObr/7LgwZAldeCR995BQpf/WV854ShXJb7vXSIULTjoqqWrUqTzzxBCNGjECL1ko0s9b68DftsdbutdbuCfYaCZEoAINKeQx0MS4REYkC1lry8vKoXLlyxS82ejRUr+4kC1Onwq23wmefwU03wZw58MILcMkl8MorShQqIFIdj4rTo0cPunXrxowZM1y5v0gQPjPGjDLGNDXG1C58BHpyQiy4Zq29xu0YREQkeq1atYq2bduG5mIFBc70ov79nQXTvv8eWrc++P4ZZ8B//wtnnw15edCyZWjum2AyvF7Oc7F17N13383AgQM59dRTOeaYY1yLQ6QMN/mf78ApaDb+54D+4UmIRKEoY8w5QGegauE+a+397kUkIiJuC+mKzF6v0+K0oABmzYKGDY88plMnmD8f0tJUyFxOSz0exrmYZFWqVIkpU6YwYsQIZs2aRVJSokzSkFhgjOlrrZ1vrT26ItdJqL/VxpjngItxOh0Z4CJAXwOIiCS4kBYy79/v1CPMnl18klCoSRMYNCg090xA3oICqicnuxpDamoqZ511FlOmTHE1DpFiPBuKiyRUogD0s9ZeCey21v4DOBGoUKYlIiKxb+nSpXTs2LF8J/t8YK3zmDoVli+HWrVCG6AcItvno2qUfIN/yy238M0337B06VK3QxEJuUSbepTlf/YaY5oBO4HWpRwvIiJxzufzAZBc3m+n778f5s6FY4+Fb76B9eud0QIJm2VeL8e60PGoOMYYpk6dyjXXXMOcOXNISUlxOyQRgDbGmA9LetNae24gF0m0ROFjY0xd4DHgZ5xijhfcDUlERNy0fPlyOnToEPyJW7fC8OHO6MH69bBnj5Mw1KgB+rAYVhleL11c6nhUnBYtWnDNNdfw0EMP8XetpC3RYTvwREUvklCJgrX2Af/Ld40xHwNVrbV73YxJRETcVe76hM8/d9ZIqF0bZsyAc89VYXKELPF4GNaokdthHOKSSy7hsssuIy0tLfIrfIscab+19n8VvUh0TPCLEGPMRcaYwomjdwLTjTE93IxJRETclZ6eXr4PdpmZMGYMPPWU0wpVSULE/Ob10qFaNbfDOIQxhsmTJ3PXXXeRlZVV9gki4bUmFBdJqEQBGG+t3W+M6Q/8FXgFeM7lmERExEUrV64MbA2Fr76CU089uD1/Ppx+Olx7LdSvH7b45Eg5BQVUdbnjUXEaNGjAmDFjGDdunNuhSIKz1l4QiuskWqLg8z+fA0yz1s4CQrAMp4iIxKK8vDySk5MD64E/ejT873/OYmq5uc6qyiecEP4g5RAen8/1tqilOeecc8jOzubrr792OxSRCkuoGgVgozHmX8DpwCPGmCokXrIkIiJ+GRkZdO7cObCDly93nvv2dUYWBgyAunXDFpsUb6nHQ8co6XhUkscff5xBgwbRs2dP6tSp43Y4IuWWaB+ShwKfAWdaa/cA9XBqFUREJAEFXJ9gLWRnO6+Tk2HSJKc2QSIuw+ulcxR1PCpOzZo1eeCBB7j99tvdDkUSnHFcboyZ4N9uaYzpE+j5CZUoWGu9wDagv39XPrDCvYhERMRN6enpgXU8OnDg4OvnnoOHH4bU1PAFJiXK8HjoHOUjCgD9+/enYcOGvP/++26HIontWZwFhi/xb+8Hngn05ISaemSMuQ/oBXQApgMpwKvASW7GJSIi7li7di0tW7Ys+8A9e6BpU5gzB7p3h/K0U5WQWO710j4GEgWA+++/n7PPPpt+/frRuHFjt8ORxHSCtfZ4Y8xCAGvtbmNMwPW5CTWiAJwPnAt4AKy1m4BapZ4hIiJxKTs7mypVqmACaWu6e7fT2ah79/AHJqXKs5bKgRSfR4EqVarwxBNPMGLECKy1bocjiSnPGJOMs8gwxpiGQEGgJ8fGb1ro5FrnN7XwDyu6JzmKiEjYLFq0iG7dugV28NatEGULfCWi/fn51IzijkfF6d69O8cffzwvv/yy26FIYpoMvA80MsY8BHwPPBzoyYmWKLzl73pU1xhzA/Al8ILLMYmIiAsCrk8Ap+ORahJcl+n10inKC5mLc+edd/Lmm2+yZs0at0ORBGOtnQncBfwT2AycZ619O9DzEypRsNY+DrwDvItTpzDBWjvZ3ahERMQNaWlpwSUK7duHNyAp0xKPhy4xmChUqlSJqVOnMmLECAoKAp71IVJuxph6hQ+cRj6vA68BW/37ApJQiQKAtfYLa+2d1toxwNfGmMvcjklERCJvy5YtNG3aNLCDlShEhVjpeFScdu3aMXDgQJ5++mm3Q5HEsABI9z8vOGw7PdCLJESiYIypbYwZZ4yZaoz5i7+n7AhgFc7aCqG4x5nGmN+MMSuNMWOLed8YYyb7319kjDk+FPcVEZHgeTweqgfygTM/H66/HhYuVKIQBVZmZdGuWjW3wyi3m266iW+//ZbMzEy3Q5E4Z61tba1t439ufdh2m0CvkyjtUf8D7AbmAdfjLLJWGRhsrf2lohf3V5M/A5wBbADSjDEfWmuL/ktwFpDqf5wATPM/i4hIJE2ezMLmzTn++AC+r/niC/j4Y8jKgtatwx+blCrfWirFSMej4hhjmDp1KldffTVz5swhJSXF7ZAkzpXwxfReYK21Nr+s82P3ty04bay1V1tr/4Wz4EQvYGAokgS/PsBKa+0qa20u8AYw+LBjBgMzrGM+TkF1gGPeIiISEtbCbbeRdtVV9GrWrOzjX34Z7rsPtm0Dfahz1Z68POpWiv3vN5s3b851113HAw884HYokhieBeYDzwP/9r9+A1hujPlLWScnSqKQV/jCWusDVltr94fw+s2B9UW2N/j3BXsMxpgbjTHpxpj0/PwyEz0REQmGzwdJSaQ3bkyvnTtLP3b3bvj0Uxg2DKpUiUx8UqIMr5fOMVjIXJxhw4axatUqfvzxR7dDkfi3Buhhre1lre0JdAeWAKcDj5Z1cqIkCt2MMfv8j/1A18LXxph9Ibh+cav1HL6ySiDHYK193v/D7FUpDr45ERGJKgUFkJzMruRk6u/aVfJxe/bAjBlw5plw1FGRi09KFMuFzMV5+umnGTt2LF6v1+1QJL4da63NKNzwT4vvYa1dFcjJCZEoWGuTrbW1/Y9a1tpKRV7XDsEtNgBHF9luAWwqxzEiIhJOPh97jKFOvXqwdm3Jx512GowaBVddFbnYpFQZHk/cjCgA1K9fn7vuuouxY4/ofyISSr8ZY6YZYwb4H8/iTDuqQpEZNyVJiEQhAtKAVGNMa2NMZWAY8OFhx3wIXOnvftQX2Gut3RzpQEVEEprPx8/G0LNHD1i3rvhjNmyA6tWd4uW/lDmFVyJkVXY2bWK441FxzjrrLPLy8vjyyy/dDkXi19XASmAUcDtOx8+rcZKEP5V1sua2hIC1Nt/fbvUzIBl4yVqbYYy52f/+c8Ac4GycH5YXuMateEVEElZBAWnWcsKAATB7dvHHHO0f/P32W9AU0KhRYC3JprhZvLHtscceY9CgQfTq1Yu6deu6HY7EGWttljFmCvA5zpT336y1hSMJB8o631h7xDR5iRI1atSwHo/H7TBEROLH7t1c3Lgx/968mdpNm4LXe2QyUPhhNCMDOnWKfIxyhJ15eYxauZL/dOzodihhMXfuXF544QWmT5/udigSBsYYr7XWlXlzxphTgVdwipoNzjT4q6y13wZyvqYeiYhI4vD52AfUrl8fGjWCTcWUilWt6jwHumqzhF28FTIf7qSTTqJJkya8++67boci8ecJ4C/W2gHW2lOAvwJPBXqyEgUREUkY27dto0Hhgl3HHHNkQXNurtNCNS9P3Y6iyBKPhy5xVMhcnL///e9MmzaNLVu2uB2KuMQYk2yMWWiM+di/Xc8Y84UxZoX/uTz/KKVYa38r3LDWLgcCXhRGiYKIiCSM9IUL6VW5srPRsuWRBc2bNkGTJqpNiDLx1vGoOFWqVOHJJ59kxIgRaFp4wroNWFpkeyzwlbU2FfjKvx2sdGPMi8aYU/2PfwMLAj1ZiYKIiCSM9F9+oXfh4mndusF33zmvH30Uxo2D8eMhzj+QxqK12dkcUzglLI517dqV3r1789JLL7kdikSYMaYFcA7wQpHdg3HqC/A/n1eOS98CZAC34iQimcDNgZ6sREFERBLGwsWL6V44onDFFfDWW3DgADz4IKSkOAutDR3qbpByCGstBUBSHHY8Ks6YMWN45513WL16tduhSOhUMsakF3ncWMwxk4C7gIIi+xoXttL3PzcK9sbW2hxgKnAfMB6Y6t8XWODB3lBERCRWZWVnUz3FPz23eXM45RR45hlITob773c3OCnWtrw8GhcmdwkgOTmZqVOnMnz4cD766COSk5PdDkkqLt9a26ukN40xA4Ft1toF/i5FIVNc1yNjjLoeiYiIFLVx40aaNWzoJAWFbrgBJk6ENm3cC0xKFe8dj4rTtm1bBg8ezKRJk9wORSLjJOBcY8wa4A3gNGPMq8BWY0xTAP/ztnJcW12PREREypKenk7vLl0gqcj/+s48E2rWhLZt3QtMSpUIhczFufHGG5k7dy5LlixxOxQJM2vtOGttC2ttK2AY8LW19nLgQ+Aq/2FXAbPKcXl1PRIRESlLeno6vTp1OnREITkZRo2CPn3cC0xKlZEArVGLY4zhmWee4fbbbyc3N9ftcMQdE4EzjDErgDP828FS1yMREZFDWOtMKZo//49dixYt4rh27Q5NFADuuAPGjIlwgBKo9Tk5tCjsVJVgmjZtyg033MADDzzgdigSIdba/1prB/pf77TW/tlam+p/3lWOS6rrkYiIyCGmTYPp0+H882HMGKzHQ25uLlWSkw+deiRRrXA9AZMgHY+KM3ToUNasWcP8IkmvSKCstTnW2iettRdYa8+31j4VTNcj/WspIiLxZft2+Nvf4OOPYfFi2LyZNZ0707pmTWfVZXWRiRmbc3NpmkAdj0ry9NNPM27cODwej9uhSIwwxgw2xgwvsv2jMWaV/3FRoNdRoiAiIvHlhx/ghBMgNRUaNICZM0nv149e77wD11+vRCGGJGp9wuHq1avH2LFjufvuu90ORWLHXTjF0IWqAL2BU9HUIxERSVjz50PfvofsSsvKojfA2LEwerQrYUnwliRox6Pi/PWvf8Vay+eff+52KBIbKltr1xfZ/t5f87AOCPiXSguuiYhIfJk3D+6555Bdmbm5dPzhBzjxRJeCkvLI8Hi4uFHQi9HGrUcffZSBAwfSu3dvjjrqKLfDkeh2yF8Qa+2IIpsNA72IRhRERCR+5OfDggXO1CO/goICCqylkpKEmLNJNQqHqFGjBg8//DCjRo1yOxSJfj8aY244fKcx5ibgp0AvokRBRETix+LF0LIl1Knzx64VK1bQvn17F4OS8rDWYkjsjkfFOfHEE2nRogVvv/2226FIdLsduMYY840x5gn/47/A1UDAmaamHomISPyYN++I6UVpaWn06tXLpYCkvNbn5HB0gq6fUJb77ruPs88+m/79+9O0aVO3w5EoZK3dBvQzxpwGdPbvnm2t/TqY62hEQURE4kcxiUJ6ejq9e/d2KSAprwwVMpeocuXKPPXUU4wYMeKPtSZEimOt/dpaO8X/CCpJACUKIiIST4rpeLR8+XJSU1NdCkjKS4lC6Y477jj69u3LCy+84HYoEseUKIiISHzYvt15dOz4x678/HySkpJI0mrMMWeJ1lAo0+jRo3n//fdZtWqV26FInNK/nCIiEh9+/BH69IEiScHSpUvp1KmTi0FJeW3Py6OROh6VKjk5malTpzJ8+HB8Pp/b4UgcUqIgIiLxoYRCZtUnxJ4Cf8cjKVubNm244IILePLJJ90OReKQEgUREYkPJRQyq+NR7Fmbnc0xVau6HUbMuP7665k/fz6LFy92OxSJM0oUREQk9vl8kJ5+yEJrAKtXr6ZVq1buxCTlpvqE4BhjeOaZZ7j99tvJzc11OxyJI0oUREQk9i1ZAs2bw1FH/bErJyeHypUra8GuGKSOR8Fr0qQJN998M//4xz/cDkXiiBIFERGJffPmHdEWdfHixXTt2tWlgKQiMrxeJQrlMGTIEDZs2MAPP/zgdigSJ5QoiIhI7HvjDTj77EN2qT4hdu3My6N+SorbYcSkSZMmce+993LgwAG3Q5E4oERBRERiW2Ym/PYbDB58yO60tDQlCjHIZy3Jmi5WbkcddRT33HMPd999t9uhSBxQoiAiIrHtuefguuvgsJ77mzZtonnz5i4FJeW1KiuLNup4VCFnnHEGxhg+++wzt0ORGFfJ7QBERETKzeOBmTNh4cJDdv/+++/Uq1fPpaCkIlTIHBqPPPIIAwcOpHfv3vpdkHLTiIKIiMSuN96Ak06Cli3/2GWtZdSoUdx///0uBiblleH1qjVqCNSoUYN//vOf3HbbbW6HIjFMiYKIiMSuadPgllsO2fXyyy9zyimn0LZtW5eCkorI8HjoVL2622HEhb59+9KqVSvefPNNt0ORGKWpRyIiEpvS0mDnTvjLX/7YtWXLFl577TU++eQTFwOTitibn56zchwAACAASURBVE9ddTwKmfHjx3POOedw8skn06xZM7fDkRijEQUREYlN06bBTTdBcvIfu+644w4ee+wxKlXS92CxKL+gQB2PQqxy5cpMmjSJ4cOHY611OxyJMUoUREQk9uzeDe+9B9de+8euWbNm0bJlS7p37+5iYFIRK7OySK1Wze0w4k7nzp3p378/zz//vNuhSIxRoiAiIrFnxgxngbVGjQDYu3cvkyZNYsKECS4HJhWxRB2PwmbUqFF8+OGHrFy50u1QJIYoURARkdhirbN2QpEi5nHjxnHfffdRTd9Gx7QMr1eJQpgkJyczdepURo4cic/nczsciRFKFEREJLb8979OXUL//gB89913+Hw+Tj31VFfDkorLVMejsGrdujVDhgzh8ccfdzsUiRFKFEREJDZkZ8MLL8DDD8PNN4MxZGdnM2HCBB555BG3o5MQOODzUUuF6GF17bXXkpaWxqJFi9wORWKAEgUREYkNGRlw111QsyZccQUADz74ICNHjqRu3bouBycVlVtQQIo6HoWdMYapU6cyevRocnJy3A5HopwSBRERiQ05OdChA7z/PtSpw6JFi1i5ciUXXHCB25FJCCz3emmvaUcR0aRJE2655Rbuu+8+t0ORKKdEQUREYkN2NlStCoDP52PMmDE8+eSTLgcloaJC5si68MIL2bJlC99//73boUgUU6IgIiKxIScHqlQBYPLkyQwdOlQrzcaRDI+HLkoUImrSpEmMHz+eAwcOuB2KRCklCiIiEhv8icLq1av56quvuO6669yOSEIo0+Oho6YeRVTdunW59957ufPOO90ORaKUEgUREYkNOTnYypUZNWoUTz31FEaFr3Ejw+PhgM9H9eRkt0NJOKeffjopKSl88sknbociUUiJQgUZY+oZY74wxqzwPx9VzDFHG2O+McYsNcZkGGNucyNWEZGYlpPDjE2b6NevH6mpqW5HIyGStm8ft61YwSsdO7odSsKaOHEijz76KDt37nQ7FIkyShQqbizwlbU2FfjKv324fOAOa21HoC8w3BjTKYIxiojEts2b2frpp/xnzRpGjx7tdjQSIt/s3s2ENWt4p3NnGleu7HY4Cat69eo88sgj3HabvseUQylRqLjBwCv+168A5x1+gLV2s7X2Z//r/cBSoHnEIhQRiXVDhnDH3Lk88tRTpKSkuB2NhMCHO3bw9IYNvNO5M3X1M3Vdnz59aNOmDW+88YbboUgUUaJQcY2ttZvBSQiARqUdbIxpBfQAfizh/RuNMenGmPT8/PwQhyoiEoOs5eOFC2k2eDA9hw51OxoJgVe3bOGNbdt4q3NnaqguIWqMHz+eF198kY0bN7odikQJY611O4aoZ4z5EmhSzFv3Aq9Ya+sWOXa3tfaIOgX/ezWB/wEPWWvfK+u+NWrUsB6Pp5xRi4jEh31LlzK4Wzdm79lDdXXFiXlTN2xgkcfDtPbtSVZBetTJzMzknnvu4f3331fDgBAxxnittTHZ+1eJQgUZY34DTrXWbjbGNAX+a63tUMxxKcDHwGfW2oBWCFKiICICIwYP5oK1azntl1/cDkUqwFrLQ2vXstfn49E2bfQhNIo99dRTVK1alVtuucXtUOJCLCcKmnpUcR8CV/lfXwXMOvwA4/xr+CKwNNAkQUREYO7cuWRv28ZpJ57odihSAdZa7vz9d5KMUZIQA2677TZmz57NihUr3A5FXKZEoeImAmcYY1YAZ/i3McY0M8bM8R9zEnAFcJox5hf/42x3whURiQ05OTmMHz+exzp1ArXOjFk+a7lx+XLaVKvGPcccoyQhBiQlJTF16lRGjhyJ6iUTm6YeRTFNPRKRRDZhwgS6du3KkGefhXHj4Iwz3A5JgpRTUMDVy5YxsH59Lmvc2O1wJEjTp09ny5YtjBs3zu1QYpqmHomIiITQ4sWLWbZsGRdeeCEsXQrHHut2SBIkj8/H0IwMLm3USElCjLr66qv5+eef+UX1QQlLIwpRTCMKIpKIfD4fZ599Ni+99BLNa9SAo4+GfftAU1Zixu68PC7JzGRsy5acelSxjQAlRmzdupVLLrmEOXPmULVqVbfDiUkaURAREQmRqVOncsEFF9C8eXNYtswZTVCSEDO25uZyUUYGD7ZurSQhDjRu3JiRI0cyYcIEt0MRFyhREBGRqLFmzRo+//xzbrjhBti+3Zl2pELmmLE2O5thmZlMTk2lV+3abocjIXL++eezY8cOvvvuO7dDkQhToiAiIlHBWsuoUaN48sknSUpKgkaN4PrrVZ8QI5Z5PFy9bBkvdehApxoxOctCSvHUU08xYcIE9u/f73YoEkFKFEREJCrMnDmTPn360KFDkTUrCwqgSxf3gpKA/Lx/P8NXrOC1jh1pXa2a2+FIGNSpU4fx48czZswYt0ORCFKiICIirtu+fTvTp0/nzjvvPLizTRuYNw8GDnQvMCnTt3v2cM+qVbzduTNNq1RxOxwJo9NOO41q1aoxe/Zst0ORCFGiICIirrvjjjuYOHEiKSkpB3dmZzsdj5L0v6poNWfnTp5Yv553OnemXtGfncStf/7znzz++OPs2LHD7VAkAvSvr4iIuGrOnDk0bNiQ3r17H/pGTg7oG+qo9cbWrczYsoW3OnemZqVKbocjEVKtWjUeffRRbr31VtRiP/7pN1tERFyzf/9+HnvsMT7++OMj38zOBvVtj0r/2rSJn/bt49WOHamkEZ+E07t3bwYNGkRWVhbVq1d3OxwJIy24FsW04JqIxLtbb72VQYMGccYZZxz5ZkoKeL3Os0SNiWvXsjUvjyfatiVJ61uIlEkLromIiARp3rx5HDhwoPgkwedzOh5pSkvUsNYy9vffybWWJ5UkiCQE/QssIiIRl5OTw7333svbb79d0gHOtCN9GI0KPmsZsWIFHatX59YWLdwOR0QiRImCiIhE3MSJE7npppuoX79+8QdkZ6uQOUrkFhRw7bJl/KVePa5s0sTtcEQkgjT1SEREIiojI4PFixczdOjQkg/KylIhcxTw+nwMy8xkSMOGShJEEpBGFEREJGJ8Ph933HEHL7zwAqa0aUUeD9SIydq/uLE3P59LMjO54+ij+fNRR7kdjoi4QImCiIhEzLRp0zj33HNpUdY8dyUKrtqem8ulS5fyYOvWnFC7ttvhiIhLlCiIiEhErFu3jjlz5hS/ZsLhlCi4Zn12NlctW8bkdu3oUrOm2+GIiIuUKIiISNhZaxk1ahRPPPEESYEs0KVEwRXLvV5uWr6cFzp0oG21am6HIyIuU6IgIiJh98Ybb9CjRw86duwY2AlKFCLul/37ueP335nZsSPN1HHq/9u77/CoivWB499JpaQnEFLoRSVYQGL3Z0Gxi0gTFAUURVCxYEHAchVF0WtHUBREJUpRQRDEyxVUVC5BEJJICyRAQkilJZBNduf3xywQSCFlN7tL3s/z7LObs7PnTIaT5bxn5p0RQiCBghBCCCfLzc1l+vTpLFmypPofKiyEJk2cVylxglX79/OvtDTmxMURLithCyHsZHpUIYQQTjVmzBheeeUV/Pz8qv8h6VGoN0vz8pi0cyfzJEgQwiWUUi2VUj8rpf5RSiUrpUbbt4cppX5SSm21P9f79GMSKAghhHCapUuXEhoayoUTJsDtt0NCQvU+KIFCvZibnc0nWVnM7dyZQB8ZZCCEi5QCT2itzwIuAkYppToDzwDLtdYdgeX2n+uVBApCCCHqZvduyM8vt/nQoUNMmjSJl8aPh5UroXdvuPtuKC4+sWBKCgwYAN98AxaL2SaBgtN9nJnJ4rw8Zp91Fo28vV1dHSEaLK31Hq31X/bXB4F/gBigF/CZvdhnwG31XTcJFIQQQtSe1tCrF3TubC70y5gwYQJjx44lID8fYmJg8GBz8V9YeOI+3n0XSkrMc0wMPPIIbNwogYKT7DpyhP7JyewqLubTM8/EtzqzUAkh6sJHKZVY5nF/ZQWVUm2ArsBqIFJrvQdMMAE0r4/KliX9jEIIIWrv11/h0CGYNw/uvRfmzIGnn2b1ypUU/Pkn1zVqBG+9Be3amfJt28JXX8F994GfH1itMH8+JCZC69awfTvMmgU//GACEOEwpTYb72dk8GNBAZPbtZM1EoSoP6Va6+6nKqSUCgDmA49qrQ9UuXp9PVFaa1fXQVSiadOmuvDkO29CCOFOeveGa6+FkSPh8GF47jksCxdyfU4Oc266iYgzzzQBwMUXQ/v28PPP8OKLsGkTDBkCbdrAtGmwbp2rf5PTWuKBAzyzfTsDmjfn3qgovNzgAkSIhkIpVaS1rrKLVCnlCywCftRa/9u+bTNwpdZ6j1IqClihtT7D+TUuUy8JFNyXBApCCLeWmgoXXgjp6ScME3rppZdo3749gwYNqvyzmzfDxx+b5OaZM02wIRzuQGkpE3bsYF9pKa+3b09kTWaeEkI4xKkCBWW6Dj4D8rXWj5bZPhnI01pPUko9A4RprZ9yfo3L1E0CBfclgYIQwq2NHg2NG8OkScc2/fPPP4wbN4758+fjDt3mDZXWmm9yc3k/I4NxrVpxTViYq6skRINVjUDhMuBXYCNgs29+FpOnMAdoBewE+mmty88c4UQSKLgxCRSEEG5r/36Tb7BhA8TGAmCz2bjpppuYNm0arVq1cnEFG660w4d5IjWVuKZNebZVK5nRSAgXq87QI3clycxCCCFqbvp0uP76Y0ECwNSpU7npppskSHCREpuNd3bv5ud9+3ijfXvOklmjhBB1JIGCEEKImiktNVOZzp9/bFNqaioLFy5k8eLFLqxYw/Xn/v2M27GDwZGRLDr7bBn2JYRwCAkUxHGLF4OvL/Ts6eqaCCHc2bffQqtW0N3M9nfo0CGGDx/OzJkz8ZZhLvVqX0kJ43bs4IjNxtedOxMhycpCCAeSVVbEiR57zMxrLsTpSGuzkJfNduqyonJvvWW+KzBJs8OHD+f555+XIUf1SGvN19nZ3J6cTL9mzfjkzDMlSBBCOJwECuK4G2+E0FCYPdvVNRHC8Ww2ePBBuPxy6NABJk+G3FxX18rzrF4NWVnHFkN79dVXueSSS7jiiitcXLGGY/vhw9yenMzmoiKWnHMOV4aGurpKQojTlAQK4jil4JVX4PnnwWJxdW2EcByr1awanJICu3aZlYGTk6FjR1i58ni5X3+FHj3M6sKnU89acTGsWeOYfb31FjzyCHh788MPP5CamspDDz3Ekrw8uicmMmHHDnYfOeKYY4kTlNhsTEpPZ/S2bbzWrh3PtWmDv5f8Ny6EcB75hhEn+r//g06dzIwmQpwOSkth8GDYuROWLIHAQLjgArPIV58+sHWrKbdjB/TrZxb+eucd83fw4YdmtWFPtWEDPPqomZnooosgJ6du+9u5E376CYYNY+vWrbz99tt88MEHbDt8mLd27+bXrl3pERLCk9u30z85mf/k5yNTcDvGqv37uX7DBmL9/VnYpQudmjRxdZWEEA2ABAqivIkT4eWXoajI1TURom4sFrjjDigogEWLTlg9GAA/P1iwAH77DW69FcaNg2eegVWrYNYsE1i0bWv+Hvbtc83vUFZiImRkVF1m3z6YMsUkGt90EwQFmeFC550HaWl1O/5778E993BQKR544AE+/fRTSnx8eGDLFj454wwae3tzZWgoCZ0783aHDqw6cIAef//NO7t3s6+kpG7HbqDyS0p4YPNmZmVlMTcujrtatJAZjYQQ9UYWXHNjLl1wrV8/c6Hx9NOuOb4QdXXkiDmPvbzMUCJ///JlsrNh6lT4/HOTo/P222YIXlkpKfD667B0qRmaN2SI2Wd9W7QI7rnH1K9RIzj/fIiIgICA44+kJDN72XXXwbBhcM01cHQWottvh0GDoG/f2h3/0CFo3RrbmjUMHDuWhx56iEsvu4yBKSmMionh/0JCKvxYic3GgtxcPtu7lyg/P0ZGR3NeYGAtG6Hh0FozOzubT/bs4V9t2nBZJe0rhHB/nrzgmgQKbsylgcKmTSbpc+tWkP+ghKcpKoLevSE4GL780kz7W1dr18KoUeZC/YMPoFu3uu+zug4ehLg4M1zqqqvMMKl160zvwaFDxx8xMTBwIISHl9/H44+b9594onZ1eO89WLmSl849l/DwcEaOHMnLaWmE+voyKiamWrtIKSzkw8xMthYVcVdkJP2aN5cx9hXYWlTEE6mpXBwUxBMtW+InbSSER5NAQTiFSwMFMHckY2LgpZdcVwchaspmM0FCQAB89hn4OHC5GJvNXKw/+6wZklTZvh97zNzBd5SHHzbBzyef1H4f77wD27aZC/6aslrhjDP4fvhwvk9NZdq0aSzOy2NBXh4fdepU46Ewh0pL+TI7m7nZ2cQHBfFAVBRtGjeueb1OM8U2G6/v3Mnagwd5s0MH2kubCHFakEBBOIXLA4X0dHPXNCUFIiNdVw/hWps2QfPmEBbm6ppUz7hxJufgp59MDoIz7Ntn1mOoSEKCyYWYPNkxx/r9dzNcKCmpbv8GCxfCpElmZqeaLoq2YAGbxo9ndHQ0CxcuJM1q5eGtW1nYpQuN6rDAmtaaVfv3MzUzkyM2G/dFRdEzLAyvBjgGf+W+fbyYlsb9UVEMaN5c8hCEOI1IoCCcwuWBAsDo0Waoxdtvu7YewjW0hi5doHFj+PlnM2OQO/vf/8xMRn/9Bc2auaYOs2bBp5/Cf/9b91yG4mITrD//PPTvX7d9HTlikpvbt4dp08rnYlRh/2WXcVtBAV8sW0ZgZCS9kpL44qyziKko76OW9losTN+zh+UFBdwUHs7QFi0Ic8SQMTeXa7HwzPbt+Hl58UrbtoQ0gN9ZiIZGAgXhFG4RKOzdC507mwuv1q1dWxdR/9asMWPer77azJizaJHz7tI7QkKCuXOekOC6OpSUmPyeQYPMtKzr15tpSXNyTPJ02ddDh5rk6Mr8619mpqMFC2p0YV+pQ4fM9K+XXAJvvFGtfdrWrqX/5Zfz+NKlXHT55dyRksLo2FguDQ6ue30qUGqzsTg/nxl79hDm68vI6Gi6BwU55ViupLVm1t69zMrKYmLbtlzkpPYUQrieBArCKdwiUAAYPx727Knb+GjhmR57zCSzjxsHl10GY8ceW5HX7RQXm0XVwsLg3XddW5etW6FrVzMlqcUCrVqZ4VvNmh1//uUXc6FeWc5ASgpccYVJWo6NdVzdCgpMQnTv3qan4hSeP/dcYtq35/5vvuHFtDQifX0ZUc3k5braUlTE1MxMkgsLGdi8OQOaN6dxHYY6uYtNhYWMSU3lipAQHo2NxVeSlYU4rXlyoODALL+GSSkVBnwNtAHSgP5a64JKynoDiUCG1vrm+qpjnY0ZY1aw3bwZzjjD1bUR9WnbNrjvPpO0e/75Jm/FHW3bZobmtG5tknZdrV07KCw0C5Rt315x0nNAgFkMbf9+MzvTUU8+aaZqHT8eXnjBsUECQGgoLFtmFlcMDDSzIVXiu08/JXvTJl5csYIFublkFhfzXD32LHZq0oR/d+hAkdVKQnY2vZKSODcggBHR0R6Z6HvEauXVnTtJKizk/Y4dJYFbCOH25DZG3T0DLNdadwSW23+uzGjgn3qplSOFhJgpFSdMcHVNRH3LyTk+1r9lS9i1y7X1qUhWllkvYMgQ+OabiqcGdZUHH6x8ZqQbb4SePeGuu8xsSmACsWnTzFCvQ4fM552heXOT7P3ee/DRRxUWSUlJYerEibw9dCj/+PnxYUYG73bs6JIk2ybe3twbFcWP55xD32bNeCktjd5JSSzKzcXqZr3iRVYrW4uKWFFQwOy9e5m8cyePbdtG/+Rkrt+wgXMCApgXFydBghDCI8jQozpSSm0GrtRa71FKRQErtNblbrsrpWKBz4CJwOPV6VFwm6FHYO6OduxoxqjX5/zxov5s3GhyUe655/i2du3M3ecOHcx6BN9/D1995bo6nqyoCK680lx0v/CCq2tznM1megL+/rvqpOqSEhPkXHGFyUd44QXIzTWzNn38McTHO7ee27aZ9nv9dZNTYbdv3z569+rF7KQkmqxaxW1HjvDlWWcR7cDk5brKsViYkZXF0vx8eoaGcm9UFM2cmD9TarOxt6SEjOJiMouLybBYjr3OLbPqdBNvb6L9/Ijx9yfa35+YMq+bngbDpoQQNefJQ48kUKgjpdQ+rXVImZ8LtNahFZSbB7wKBAJjPC5QALPI1OLF8MMPrq6JcIbLLzcXqFqbwHDbNrj0UsjIMENjfvnF5CisWlX5Pn77zYzHb9XKuXXdv9/kSqxcae7Iz5rlmGRfR9K6enXKzjYBwRtvmJ6777+Hc891fv2OSk6GHj1MT0avXlitVvr168dT7dtzwZYt9Js4kTEtW3KxmybbWrVmaX4+n+zZQ6C3NyOio7koKKjaPR9aa/aVlpJhv/jPLC42AYDFwh6LhRJ7b4+3UkTaL/pj/PxMEODvT7SfHxG+vjKdqRCiUhIonOaUUv8BWlTw1jjgs1MFCkqpm4EbtdYjlVJXUkWgoJS6H7gfwM/P7/zi4mIH/RYOYLGYHIVZs8xFpTi9tGwJu3ebO+G5uWYaza5dj1+E79hh7nzv3Fn+szabuRs+fbq5S/7qqyax2BkXT//9r5kt6Gg9jhwBN7rTXStr15o7+2eeaWaaqm+JiaZXZvZsxq9YQdtWrbh30iQmzJxJ6w4duC86uv7rVAuphw8zLTOTdYcOMaBZM25v1uxYEJBZpgcgw2LhQGkpAAoI8fExAYD9wv9oD0CUn5+siiyEqDMJFBqw6gw9Ukq9CgwGSoFGQBDwjdb6rqr27XY9CmAuGj/++PiMLeL0cfTfc9s2aNOm/KJcFotJwD18+MT3LBYzhWpWlskRyMkxw5datDDTetZkZeSCAnPR36RJ+fesVtOjMXu2CUiuu+70OgcXLTLrVfTo4Zrj//or82++mZ+vuYb3+/blmxUr+M8TTzClUyfX1KcODlutzM3J4Ye8PJr5+ZXrAYjx9yfIkSt2CyFEFSRQaMCUUpOBPK31JKXUM0CY1vqpKspfiacOPQJzsXbOOWaYxA03OOcYe/aYYRDuNOa8IYiJgXnz4OKLKy8TFWXueJediWfGDJg50+QyHL2zX1Jipga9+WbTu1Ddu7LXXGN6LmbMMLPyHLVhg5mitbAQ5s51r4Tl00RSUhJPDRvGdzt2sLVzZ8ZMmMCCq6+WO+pCCFFHnhwoyP8AdTcJuFYptRW41v4zSqlopdTpN5jf2xtefhmeffb4TC1H5ebCW2/Bt9/Wfv9aw/33w4svQlJS3eoqqu/wYcjLO3Xy7MkzH2kN//63mcqz7PAfX1/48Uf4+muzDoB9mEeVUlLMePnXXzc9FI8/bgKGiy82KwpfcAEsXSpBghMUFBTw8MMPM+P77yn8+GMeGjaMGZddJkGCEEI0cPK/QB1prfO01j201h3tz/n27Zla6xsrKL/Co9ZQqMhtt5kLwXnzTLCwbJmZw75DBzM06Ztvar/vmTPNheiYMeYiUdSP1FQOtmrF7qysqsu1bAl33AG33AL79pl/ey8v0xNwsthYkwz9xhtm5p8xY6oOGN5/3wSJffqYHoTcXHMuPfus6WWYMMG9V4X2UFarlWHDhvH6668T0bw5wzp04LXevWnRqJGrqyaEEMLFJFAQNacUvPKKWbW3XTszbvyqqyAtDZ55xqyQWxu7dsFTT8Fnn5kLxi++MENYhNNl/e9/9C4o4Mknn6Rv374sXboU28k9RmAChbw8MwSpVy94801z57+yXIHu3U2i7rx5ZqrQG2+E/Pzj7y9fDkFBcOedkJAADzxgtoeHm6Dz++9NUCLjyZ1m/Pjx9OrVi/j4eCbs2MGt4eFcEBTk6moJIYRwAxIoiNrp0QOef97c8V271iwMFRJihp8UF0NmJowYYZJSH37YXFxWRWszS86jj5qpITt2NDPAVLIYlHCc9PR0Bk2cyHs330xCQgLvv/8+iYmJ9OjRgzfffJP8shf2F14ITz9thgf98ou5+B84sPKdP/II/POPOV+WLIEuXcwQojlzTFLyHXeYwHD2bDOjlofMrnO6mDNnDoWFhQwZMoS52dkctFoZGhXl6moJIYRwE5LM7MbcMpn5VJYsgcGDj1/433cfvPuuGav+7LMwalTFw0emToVPP4Xffz9+93jrVjMN6xdfVDy0RdTZP//8w8iRI5kRHEybm26C4cOPvVdaWsqiRYuYMWMGERERPPjgg3Tv3v34h5UyAeKUKTU76OzZJlBYsMDku4wbZ9bmiI01ifKiXmzYsIGxY8fy3Xff8U9xMWO3b+e7Ll3wlbwEIYRwKE9OZpZAwY15ZKCwaxe89x6MHm1m0TkqJcWMUd+2zYxZv+WW48NVtm83d5l//RXOOuvE/a1cCf36wYoV0Llzvf0aDcHatWt56qmn+HLKFFpceqnpGWrdusKymzdvZurUqaSkpDBo0CD69+9P46Ii04tU29Vmq7sgmXC4vLw8+vbty9dff41PaCi3JyUxJy6O5pIDIoQQDieBgnAKjwwUTmXpUrP6bIsWZracs882+Q233GICiYrMmmWmSv3zT2jevPz7paVm2taT+fjU/iL2NPfLL7/wyiuvkJCQQOi4cSYpferUU36usLCQhIQEvv76a8477zwefPBB2rVrVw81Fo5SWlpKnz59eO655zivWzduT0piQuvWdJe8BCGEcAoJFIRTnJaBApgL+48+MlOgdupk7iyvXFn1Rf2ECSbx9b//hbKzsfznP9C3r5ne82SBgTBsmBke07at438PD7V48WI++ugjZs+eTdOkJOjd20xLGhp66g/baa1ZvXo1H374IQcOHODee+/lhhtuwFsCM7f35JNPcs455zB48GCeTk0lrmlT7m5R0cLzQgghHMGTAwUZjCrqn48PjBwJmzfDtdeaHoNTXWC++CK0agVDh5rAAsx6DYMGmZlxiovLP1avNnfK4+Ph1lvNvP4VzeTTgCQkJPD5558zZ84cB+xZdAAAGIdJREFUmvr7m1mG3nijRkECgFKKiy66iM8++4yPPvqI5ORkrr32Wl577TVycnKcVHtRVwkJCVitVgYPHsxXe/di0VqCBCGEEJWSHgU3dtr2KNTW4cNw9dVw3XVmWtann4bFi6Fbt6o/V1RkEmjff9+8HjUKhgyB4OB6qba7mDp1KomJiUydOhUfHx8ztenSpWYtBAfkClitVpYsWcInn3xCcHAwI0aM4MILL0RJHoJbWL9+PRMmTODbb78l+cgRxu/YwTdxcZK8LIQQTubJPQoSKLgxCRQqsH07tG9v5vNftsxMoVpdWsOqVSZg+PFHMzXnqFFmys7T3KRJk8jOzuaNN97Ay8sL0tPh/PNN3keHDg4/XmpqKlOnTuXvv/9mwIABDBw4kCZNmjj8OKJ6cnNz6du3L/PmzUMFB9M3OZk5nTvTTJKXhRDC6Tw5UJBbScKzRESY588+q1mQAOau+WWXwVdfmVmYWrSAnj1NMvX8+VWvGuyhtNY8/fTTlJSU8Oabb5ogYccOs5L2o486JUgAaN++PZMnT2bBggV4e3vTu3dvHnvsMbZs2eKU44nKlZaWMnToUN566y1CwsIYumkT/27fXoIEIYQQpyQ9Cm5MehQqUFxskpm3bDGLstWVxWJyHd5/36wsPXEi3H133ffrBqxWK6NGjSIuLo6He/c2a1wsWWKmmh071qyoXCY35Oh3gbOGCq1Zs4YPP/yQvLw8hg4dys0332yGQAmnevzxx4mPj2fgwIE8sW0b5wcGMigy0tXVEkKIBsOTexQkUHBjEihUQGvw8oKcnOO9C46ycCE89xysX+/Y/bqAxWJh2D330PPgQe5OT4c9e0zvyQ03mByPMtPMaq35qaCAN3ftwga0a9SIXhERXB0SQiMnzGKUl5fHzJkzWbx4MT169OC+++4jUi5cneKLL77g77//ZvLkyXy5dy/rDh7kDSf1IgkhhKiYBArCKSRQqES/fmb4kKMvYrduNRfS27Y5dr/1rKioiLvuuot7unal15dfwsyZZuanCtrr1337mLRzJ10DAniiZUtCfX1JPXyYBbm5LC8oIMjHh1vCw7kxLIwQX1+H1tNms7Fs2TKmT59Oo0aNGDFiBJdeeqkkPzvIX3/9xYsvvsj8+fPZcPgwL6Sl8U1cHD6SvCyEEPVKAgXhFBIo1LOsLDjvPPPsofbv38/AgQMZM2YMV5eWwuTJ8NNP5colHjjAxJ07aduoEc+0alXpirw5FguL8vJYnJeHRWuuCwvj1vBwWpZdy8IB0tLSmDZtGmvWrKFfv37ceeedBAQEOPQYDUl2djYDBgxg3rx52AID6Z+Swry4OMIdHOwJIYQ4NQkUhFNIoFDPDh2CyEjw0DbPzs7mzjvvZOLEiVxwwQXwww/w3nsmL8EuubCQf6WlEebry7hWrYitwQV/odXKsvx8FublkVlczOXBwdwWEUFc06YO6wUoLi5m7ty5fPHFF3Ts2JHevXsTGxtLdHS0BA7VVFJSwm233carr77KWV260DspiYnt2nGutJ8QQriEBArCKSRQqGc2G/j6mgRnD1theOfOnQwZMoR3332XLkene/3+e7MC9vffs62oiJfS0/FSivGtW9O+ceM6Ha/UZuO3/fv5LjeXpMJCzg0I4LaICC4JDsbbQUHDunXrWL58ORkZGWRmZlL2byE8PJzo6GhiYmKOPcfExBAZGYlvA79rPnr0aC699FL69+/Po1u3cnFwMAPK5KQIIYSoX54cKMiUI0Ic5eUFTZqYHoWgIFfXptq2bNnCAw88wCeffEK7du2Ov1Fayq6QEF7evJkDVisTWremc1PHfE/5eHlxZWgoV4aGorVmQ2Eh3+Xm8nJ6OrH+/vSKiODa0FAa1yHg6tq1K127di23XWtNXl4emZmZx4KIpKQkMjMzycrKoqSkBABfX19atGhxLIgoG1iEhYWdlrkQM2fOpHHjxvTv359ZWVn4e3lJkCCEEKLWpEfBjUmPggtER0Nionn2AOvWrWPMmDF8/vnnRJep816LhVeWL2dXZibj+/enW2BgvdUp/cgRFuTm8lNBAY29vLgpPJybw8PrfXx8SUkJWVlZx4KJjIyMY6/z8/OPlQsICKiwdyI6OprGdex5qU9r1qxh4sSJzJ8/n3WFhbycns78Ll0c1sMjhBCidjy5R0ECBTcmgYILdOpkhuyccYara3JKv/32Gy+99BKzZ88mPDwcgPySEibv2sXGQ4cYu3Url86da2aIcpH8khIW5+WxKC+PQquVa0JD6RURQVs3ugA/ePAgmZmZ5YKJjIwMjhw5cqxcs2bNKuydiIyMxNvFQ9X27t3LHXfcwfz58ykJCOCOlBTmx8UR1sCHYQkhhDvw5EBBhh4JUVZYGJS52+yuli5dypQpU5g3bx6BgYEcLC3l7d27+W3/fp5s2ZJX2rZFLV4MUVEurWeYry+DW7RgcIsWHLZaWV5QwMT0dHYWF3NJUBC9IiI4LyDApcOAAgMDOeOMMzijiuDQZrORm5t7QhCxbt06MjIy2Lt3L1arFaUUfn5+REVFlQsmYmJiCA4OdsrvabFYGDp0KO+99x6BISH0Skri3Q4dJEgQQghRZ9Kj4MakR8EF+vUzj/79XV2TSs2ZM4d58+Yxa9YstK8vUzIzWZKXxyOxsdwSHn78YvS662DkSOjVy7UVroBVa/48cIDvcnNZd/AgcU2b0isigsuDg/H14Hn+i4uL2bNnzwkBxdHnffv2HSsXHBxc4VCn6Oho/P39a3TMhx56iKuuuoo+ffrw8NatXBEcTF/JSxBCCLchPQpCnC5atoSdO11di0p9/PHH/P7778z84gtm5OQwNyeH+6OiWHbuuXiVvVtdUgJ//AEJCa6rbBW8leLS4GAuDQ5Ga01KURELcnN5fedOIv38uDUigutCQwnw8ayvKH9/f9q0aUObNm0qLaO15sCBAycMc1q5cuWx4U/FxcUAeHl5ERkZWWHvRLNmzfDy8uKTTz4hODiYPn368OmePQR6e0uQIIQQwmGkR8GNSY+CC7z9NmzfDu++6+qalDN58mTSd++m29NP83l2NoMjI7k7MrLilXb/+MP0JqxbV/8VraOM4mIW5uayND+fEq0J8PYmxt+faD8/Yvz9T3jdxMOmsa0Jq9VKdnZ2hcnYOTk52Gw2wsPDmTFjBomFhby2cydz4+IkeVkIIdyM9CgIcbpo2RJWrnR1LU6gtebZcePYEh1NwdChnKU1S885B/+qhuisWAFXXllfVXSoGH9/HoyJ4cGYGAAOlZaSabGQUVxMpsXC6gMHjr0usloBUECEr68JIvz9ifHzM8/+/kT6+lYcTLk5b29voqKiiDpFnklWcTHPbN/OtxIkCCGEcDAJFIQoq1Urtxp6ZLVaufXVV9l68cUMP/dcRsXEVO8u+ooVpkfhNBDg40MnHx86NWlSaRmb1uSVlBwLIDKKi1l/6BCZFgtZFgtWe8+pr1LHAoijvRJHn0N8fDxubQWLzcbQzZt5v2NHQiR5WQghhIPJ0CM3JkOPXCArC845B7Kz6++YFgvMnQuff25WUm7VCoBlOTkM/fFHujdpwue33kpQdcfrl5RAeDikpZlZnMQxFpuNPUd7J4qLybBYzHNxMftKSwHQQJCPzwm9EkeDiTA3CybGbt/OtaGh9G7WzNVVEUIIUQkZeiTE6aJ5czhwAA4fBmfP9Z+TA9OmwZQpcNZZZlXoKVP4Y+xYXtqxg9Tly5nYti1Dbr+9ZvtNTIT27SVIqICflxetGzWidaNGlZbRWnPQaj2hd2LV/v1kWCzk21d9dheXBQdLkCCEEMJpJFAQoiwvL4iNhY0b4dxzoYZTVVbLxo3wzjswfz706QM//ghnn8365GReWrSIZunpWF55hffuu4+ePXvWbv/dujm+3g2EUoogHx+CfHw4q6lH3gASQgghHMLzMvyEcLaWLeHCCx03xj81FaxWs+LzNdeY9Q3atIEtW2D6dDa1a8eglBSm+Pgw/o8/2H7nnfzr0UdrFyQApKeb/QshhBBC1IH0KAhxMnuOAMnJtd9HaSl8952ZbnXVKrPt/PPRjz3Ggd69ydCajOJiEjZtokRrXmjThqYFBQzevp23leKcSy6p/bHT0uD662v/eSGEEEIIJFAQoryWLc1zYiL89Rd07QrVSGAtttnYk5NDxjffkLl8ORnt2pH57LNk/P47+7p2hY4dAQhOSzuWIPtYbCxnBwSwbds27ho+nI++/pqO111njlvb4UNpadC6de0+K4QQQghhJ4GCECc72qPQsycMGIAtIIDcX34hA05IcM20WNh7dOrNQ4fw276d6I0biW7enJgxY4jr1Ilr/f2Jueoqghs1qnS2nA0bNvDoo4/y+eefExsbC6NHw6hR8NNPEBBQ8/rL0CMhhBBCOIBMj+rGZHpU5ztYdjEv+3SZGVu2kLlqFYevvx4aN8YrMZGIoCBiunU7Nl1mjJ8f0b6+RK5Ygfc778D69fDAAzBiBJxigayy/vjjD5577jlmz55Ns6Oz19hsMHw47NgBixfXbPYliwUCA6GwEKo7naoQQgghnMaTp0eVQMGNeXqgsCw/n0V5ea6uxjEa2F9aSp59iksFBHh7l1+Aa+dOoi+4gCZZWRASYnIVrroKtm6F4GDYtAm+/NI8goNND8Add0AVU26WVVBQQGJiIn/++Sd//vknCQkJBAUFnVjIaoXBg2HfPvj22+rNvrR8OURGwi23mCBDCCGEEC4ngYJwCk8PFPaVlFBgX8TKXQT5+Jx60ayDB82CZYcPw9FVkIcNM0HB6tXmInzQILjrLjjvvCrzF4qKivjrr79Ys2YNiYmJ5OfnExISQvfu3YmPj+eiiy7Cz8+v4g+XlMCAAWbxt7vuMkOh2rWruGxODrRoYYKV+HizMrMQQgghXE4CBeEUnh4oeLTUVLNo2VG7dkGnTiZJODn5eABRRklJCRs3bmTNmjWsWbOG3bt306RJE7p27Up8fDzdu3cnIiKiZvU4umrzsmXm0bSpCRgefxw6dDhebs0aM/Tpyy/NsKPu3Wv5iwshhBDCkSRQEE4hgYKbefJJ2LABfvwRm83Gli1bjgUFW7ZswdfXl7PPPpv4+Hji4+OJiYmpuueiprSGpCR44w2TtzB16vH35s0zQcK33zrueEIIIYSoM08OFCTbUYhT0Fqza9cu1nTrxv8OHSL55pux2Wx06tSJ+Ph4HnroITp06ICXl5PXL1QKzj4bhg6F8eNPfC89XaZEFUIIIYRDSaAgxElycnKO9RSsX7+eI0eO0LJlS+Lj4xk0YgRxcXH4uHJGoS5dTM+C1sfzI9LTK89fEEIIIYSoBQkURIN28OBB1q5dy5o1a1i7di379+8nIiKC+Ph4evbsyVNPPUXjmkxPWh8iIszQo927jy8Ol55uZmYSQgghhHAQCRSE0xQVFeFOORZaa9LS0o71Fuzdu5fAwEC6detGfHw8w4cPJyQkxNXVrJ4uXWD+fDPDEZgpW2XokRBCCCEcSJKZ3ZinJzMvXryY+fPnu7oaJ4iNjT2WbNyiRQtXV6f2Pv4YZs48/nPjxvDdd7VbyVkIIYQQTuPJycwSKLgxTw8UhBBCCCEauuoECkqp64F3AG9gutZ6Ur1U7hScPE2LEEIIIYQQojJKKW/gA+AGoDMwUCnV2bW1MiRQEEIIIYQQwnUuALZprbdrrS3AV0AvF9cJkEBBCCGEEEIIZ/JRSiWWedx/0vsxwK4yP++2b3M5mfWojpRSYcDXQBsgDeivtS6ooFwIMB3oAmhgmNb6j/qrqRBCCCGEcIFSrXX3Kt5XFWxziyRi6VGou2eA5VrrjsBy+88VeQdYqrU+EzgX+Kee6ieEEEIIIdzXbqBlmZ9jgUwX1eUEMutRHSmlNgNXaq33KKWigBVa6zNOKhME/A200zVocJn1SAghhBDCs51q1iOllA+wBegBZABrgEFa6+R6qmKlpEeh7iK11nsA7M/NKyjTDsgBZiil1imlpiulKjxhlFL3Hx3DVlpa6rxaCyGEEEIIl9NalwIPAT9iRpzMcYcgAaRHoVqUUv8BKlqdaxzwmdY6pEzZAq116Emf7w78CVyqtV6tlHoHOKC1nlDVcaVHQQghhBDCs3nygmuSzFwNWutrKntPKbVXKRVVZuhRdgXFdgO7tdar7T/Po/JcBiGEEEIIIVxOhh7V3ULgHvvre4AFJxfQWmcBu5RSR3MXegAp9VM9IYQQQgghak6GHtWRUiocmAO0AnYC/bTW+UqpaMwS3Dfay52HmR7VD9gODK1oGtWyZOiREEIIIYRn8+ShRxIouDEJFIQQQgghPJsnBwoy9EgIIYQQQghRjgQKQgghhBBCiHIkUBBCCCGEEEKUI4GCEEIIIYQQohwJFIQQQgghhBDlyKxHbkwpZQMO1+MhfYDSejyep5H2cS5p36pJ+9SctFnVpH2cS9q3ag2pfRprrT3y5rwECuIYpVSi1rq7q+vhrqR9nEvat2rSPjUnbVY1aR/nkvatmrSPZ/DI6EYIIYQQQgjhXBIoCCGEEEIIIcqRQEGU9ZGrK+DmpH2cS9q3atI+NSdtVjVpH+eS9q2atI8HkBwFIYQQQgghRDnSoyCEEEIIIYQoRwIFIYQQQgghRDkSKLgxpVRLpdTPSql/lFLJSqnR9u1hSqmflFJb7c+h9u3XKqXWKqU22p+vLrOv8+3btyml3lVKqUqOWWE5pdT/KaX+UkqVKqX6VlFnf6XU1/bPr1ZKtSnz3lKl1D6l1KIG3D6VllNKWZVS6+2PhY5oo7pws/Z9XCmVopTaoJRarpRqXcnnG+r5V932cen552ZtNsK+fb1S6jelVOdKPt9Qz6nqto98p9Wifcu831cppZVSFU4T2lDPvzLvn6p9POb881haa3m46QOIArrZXwcCW4DOwOvAM/btzwCv2V93BaLtr7sAGWX29T/gYkABS4AbKjlmheWANsA5wCygbxV1HglMtb++A/i6zHs9gFuARQ24fSotBxxy9Tnnxu17FdDE/vrBsueVnH81ah+Xnn9u1mZBZcrcCiyVc6pW7ePSc8pT27dMHX4B/gS6y/lXq/bxmPPPUx8ur4A8avCPBQuAa4HNQJR9WxSwuYKyCsgD/O1lNpV5byAwrYLPnLIcMPPkP8aT3v8RuNj+2gfIxZ40b992paO+1Dyxfaoq5+5fau7QvvbtXYFVcv7VvH3c7fxzozYbCCyRc6rm7eNu55QntS/wNnAzsILKL4Qb7PlXnfbx5PPPUx4y9MhD2LsbuwKrgUit9R4A+3PzCj7SB1intS4GYoDdZd7bbd92suqWq0oMsMtet1JgPxBew33UmAe1T1UaKaUSlVJ/KqVuc+B+68zN2vdezJ2nisj5V3X7VKVezz93aDOl1CilVCrmjukjlVS1wZ5T1Wyfqsh3WiXllFJdgZZa61MNG2qQ518N2qcqbnv+eRIfV1dAnJpSKgCYDzyqtT5QyVC/suXjgNeAnkc3VVBMV/TRapar8vAO2EfNDuhZ7VOVVlrrTKVUO+C/SqmNWutUB+6/VtypfZVSdwHdgSsqO3w1j+UwHtY+Vam3889d2kxr/QHwgVJqEDAeuKem+3AGD2ufqsh3WgXllFJewFvAkOpUt5rHchgPa5+quOX552mkR8HNKaV8MX+wX2qtv7Fv3quUirK/HwVklykfC3wL3F3mD2I3EFtmt7FAplLKu0yiz78qK3eK+k08uo8yx2ppf88HCAbya/p7V5cHtk+ltNaZ9uftmK7Wrqf6jLO5U/sqpa4BxgG32u9ayflX8/apVH2df+7UZmV8BdxmP56cU+VV1T6Vku+0Sts3EDOmf4VSKg24CFiolOou51+N26dS7nj+eSRXj32SR+UPTLQ9C3j7pO2TOTGx6HX76xDgb6BPBftag/ljO5owdGMlx6yyHKfOURjFiYlXc056/0ocl3jlce1TWTkgFPC3v44AtgKd5fwz5TBf8KlAx1PUuUGef9VtH1eff27WZh3LlLkFSJRzqubt4+pzylPb96QyK6g8R6FBnn/VbR9POv889eHyCsijin8cuAzTXbcBWG9/3IgZn7jcfuIvB8Ls5ccDhWXKrgea29/rDiRhLibep0wy1EnHrLAcEI+J/gsxCUvJlXy+ETAX2IaZzaBdmfd+BXKAw/Z9XdcA26fCcsAlwEb7l+5G4F45/05o3/8Ae8vsd6Gcf7VqH5eef27WZu8AyfZ9/gzEyTlVq/aR77RatO9JZVZQeaDQIM+/GrSPx5x/nvo4+oUghBBCCCGEEMdIjoIQQgghhBCiHAkUhBBCCCGEEOVIoCCEEEIIIYQoRwIFIYQQQgghRDkSKAghhBBCCCHKkUBBCCGEEEIIUY4ECkIIIYQQQohy/h+j3XNQOWeKTwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (7.5*1.5,5*1.5))\n", "ax1 = ax.twinx()\n", "a, = ax.plot(masks[[\"4dmean\"]], \"-r\", label = \"Price-premium trend\", linewidth = 1), \n", "b, = ax1.plot(googletrendscorona_, \"-k\" ,label = \"corona search index\", linewidth = 0.7)\n", "c, = ax1.plot(googletrendsmask_, \"-c\" ,label = \"mask search index\", linewidth = 0.7)\n", "p = [a, b, c]\n", "fig.legend(loc = \"upper left\")\n", "ax.set_ylabel(\"Resale Price\")\n", "ax1.set_ylabel(\"Google Trend Rating\")\n", "fig.suptitle('Price Premium Plot vs Google Trends', fontsize=20)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets see how volatility changes, I will calculate it based on a 3 day rolling standard deviation" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Creating Volatility Column\n", "masks[\"volatility\"] = masks[\"pricepremium\"].rolling(\"3d\").std()\n", "\n", "fig, ax = plt.subplots(figsize = (7.5*1.5,5*1.5))\n", "ax.plot(masks[[\"volatility\"]], \"-r\", label = \"volatility\", linewidth = 1)\n", "fig.legend(loc = \"upper left\")\n", "ax.set_ylabel(\"Variance\")\n", "fig.suptitle('Price Premium Volatility', fontsize=20)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Volatility was low around April 1st, and high around march 15; Lets take a closer look." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Subsetting parts of df that I need\n", "masked1 = masks.loc[\"March 31, 2020\":\"April 2, 2020\"]\n", "masked2 = masks.loc[\"March 10, 2020\":\"March 15, 2020\"]\n", "\n", "\n", "\n", "fig, ax = plt.subplots(nrows=1, ncols=2, figsize = (7.5*1.5,5*1.5))\n", "#ax0 = plt.subplot()\n", "ax[0].plot(masked2[\"pricepremium\"], \"-r\", label = \"Price Premium\", linewidth = 1)\n", "ax[1].plot(masked1[\"pricepremium\"], \"-r\", label = \"Price Premium\", linewidth = 1)\n", "\n", "#Tick frequency: https://stackoverflow.com/questions/6682784/reducing-number-of-plot-ticks\n", "every_nth = 2\n", "for n, label in enumerate(ax[0].xaxis.get_ticklabels()):\n", " if n % every_nth != 0:\n", " label.set_visible(False)\n", "for n, label in enumerate(ax[1].xaxis.get_ticklabels()):\n", " if n % every_nth != 0:\n", " label.set_visible(False)\n", " \n", "ax[0].set_xlabel('High Volatility Period')\n", "ax[1].set_xlabel('Low Volatility Period')\n", "ax[0].set_ylabel('Price Premium')\n", "fig.suptitle('Comparing High and Low Volatility Periods', fontsize=20, y=1.05)\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### What time are people buying masks? Before and after the pandemic\n", "\n", "I am curious if the buying habits of people changed after the pandemic. I use february 16 as the start, because that is when the google trends graph in the US started rising." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# Pivot table to ease calculation of upper graphs\n", "hour_countstotal = masks_ts.pivot_table(index = [\"hour\"], columns = [\"day\"], aggfunc = \"size\", fill_value = 0)\n", "\n", "#subsetting\n", "masks_ts_postcov = masks_ts[(masks_ts.index > pd.Timestamp(2020,2,16))]\n", "masks_ts_precov = masks_ts[(masks_ts.index <= pd.Timestamp(2020,2,15))]\n", "\n", "#another pivot table to ease calculation for bottom graphs\n", "hour_counts_postcov = masks_ts_postcov.pivot_table(index = [\"hour\"], columns = [\"day\"], aggfunc = \"size\", fill_value = 0)\n", "hour_counts_precov = masks_ts_precov.pivot_table(index = [\"hour\"], columns = [\"day\"], aggfunc = \"size\", fill_value = 0)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# new variable to enable 1*n heatmap\n", "masks_ts_postcov1 = masks_ts_postcov.copy()\n", "masks_ts_postcov1[\"mask\"] = \"mask\"\n", "countstotal_bydaypost = masks_ts_postcov1.pivot_table(index = [\"mask\"], columns = [\"day\"], aggfunc = \"size\", fill_value = 0)\n", "\n", "# new variable to enable 1*n heatmap\n", "masks_ts_precov1 = masks_ts_precov.copy()\n", "masks_ts_precov1[\"mask\"] = \"mask\"\n", "countstotal_bydaypre = masks_ts_precov1.pivot_table(index = [\"mask\"], columns = [\"day\"], aggfunc = \"size\", fill_value = 0)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#xticks to help with plotting\n", "xticklabs = [\"M\", \"T\", \"W\", \"TH\", \"F\", \"S\", \"SU\"]\n", "\n", "fig = plt.figure(figsize=(10*1.5,6*1.5))\n", "gs = gridspec.GridSpec(3,2, height_ratios= [10,1,1])\n", "\n", "ax0 = plt.subplot(gs[0])\n", "sns.heatmap(hour_counts_precov, cmap = \"gist_heat_r\", ax=ax0, linewidths= .05, linecolor='black', xticklabels = xticklabs)\n", "\n", "ax1 = plt.subplot(gs[1])\n", "sns.heatmap(hour_counts_postcov, cmap = \"gist_heat_r\", ax=ax1, linewidths= .05, linecolor='black', xticklabels = xticklabs)\n", "\n", "ax2 = plt.subplot(gs[2])\n", "ax5 = plt.subplot(gs[4])\n", "sns.heatmap(countstotal_bydaypre, cmap = \"gist_heat_r\", ax=ax2, linewidths= .1, linecolor='black', cbar_kws = {\"orientation\": \"horizontal\"}, cbar_ax=ax5, xticklabels = xticklabs)\n", "box2 = ax2.get_position()\n", "ax2.set_position([box2.x0, box2.y0, box2.width*0.8 , box2.height * 0.4])\n", "\n", "box5 = ax5.get_position()\n", "ax5.set_position([box5.x0, box5.y0+0.035, box5.width*0.8 , box5.height * 0.2])\n", "\n", "ax3 = plt.subplot(gs[3])\n", "ax6 = plt.subplot(gs[5])\n", "sns.heatmap(countstotal_bydaypost, cmap = \"gist_heat_r\", ax=ax3, linewidths= .1, linecolor='black', cbar_kws = {\"orientation\": \"horizontal\"}, cbar_ax=ax6, xticklabels = xticklabs)\n", "box3 = ax3.get_position()\n", "ax3.set_position([box3.x0, box3.y0, box3.width*0.8 , box3.height * 0.4])\n", "\n", "box6 = ax6.get_position()\n", "ax6.set_position([box6.x0, box6.y0+0.035, box6.width*0.8 , box6.height * 0.2])\n", "\n", "##LABS\n", "ax0.set_title('PRE COVID-19 \\n Day by Hour')\n", "ax0.set_xlabel('Hour')\n", "ax0.set_ylabel('Day')\n", "ax1.set_xlabel('Hour')\n", "ax1.set_ylabel('Day')\n", "ax2.set_xlabel('')\n", "ax2.set_ylabel('')\n", "ax3.set_xlabel('')\n", "ax3.set_ylabel('')\n", "ax1.set_title('Post COVID-19 \\n Day by Hour')\n", "ax3.set_title('Per Day')\n", "ax2.set_title('Per Day')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### How did the number of mask resales change as time progressed?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I will now look at the amount of masks bought as COVID-19 progressed." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "#subsetting again\n", "masks_ts_jan22 = masks_ts[(masks_ts.index > pd.Timestamp(2020,1,22))].copy()\n", "masks_ts_jan22[\"monthday\"] = masks_ts_jan22.index\n", "masks_ts_jan22[\"monthday\"] = pd.to_datetime(masks_ts_jan22[\"monthday\"].dt.strftime(\"%Y-%m-%d\"))\n", "masks_ts_jan22[\"mask\"] = \"mask\"\n", "countstotal_bymonthday = masks_ts_jan22.pivot_table(index = [\"mask\"], columns = [\"monthday\"], aggfunc = \"size\", fill_value = 0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I will plot the graph and see if I can get any information out of it." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "monthdaychangeplots = countstotal_bymonthday.T.copy()\n", "monthdaychangeplots.columns = ['sold per day']\n", "monthdaychangeplots[\"cumsum\"] = monthdaychangeplots[\"sold per day\"].cumsum()\n", "fig, ax = plt.subplots(figsize = (7.5*1.5,5*1.5))\n", "ax1 = ax.twinx()\n", "a, = ax.plot(monthdaychangeplots[\"sold per day\"], \"-r\", label = \"Sold Per Day\"), \n", "b, = ax1.plot(monthdaychangeplots[\"cumsum\"], \"-b\" ,label = \"Total Sold\")\n", "p = [a, b]\n", "fig.legend(loc = \"upper left\")\n", "ax.set_ylabel(\"Sold Per Day\")\n", "ax1.set_ylabel(\"Total Sold\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using a heatmap, as the one used above doesn't give us information any better than a barplot does. As demonstrated below." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "xticks2 = pd.date_range('2020-01-22', periods=90).strftime('%m-%d')\n", "xticks2 = xticks2.values.tolist()\n", "for c in ['02-05', '02-17','02-19','02-21']:\n", " xticks2.remove(c)\n", "\n", "fig = plt.figure(figsize=(8,1))\n", "gs = gridspec.GridSpec(3,1, height_ratios= [1,4,10]) \n", "ax1 = plt.subplot(gs[0])\n", "ax0 = plt.subplot(gs[2])\n", "sns.heatmap(countstotal_bymonthday, cmap = \"autumn_r\", cbar_kws = {\"orientation\": \"horizontal\", \"shrink\": 2}, cbar_ax=ax1, ax=ax0, xticklabels = xticks2)\n", "\n", "#Tick frequency: https://stackoverflow.com/questions/6682784/reducing-number-of-plot-ticks\n", "every_nth = 5\n", "for n, label in enumerate(ax0.xaxis.get_ticklabels()):\n", " if n % every_nth != 0:\n", " label.set_visible(False)\n", " \n", "\n", "ax1.set_title('POST-COVID \\n Number of Sales Per Day')\n", "ax0.set_xlabel('Date')\n", "ax0.set_ylabel('')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Growth Rate Along Time" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, [*The New York Times*](https://www.nytimes.com/interactive/2020/world/coronavirus-maps.html) corona virus live feed had an interesting feature next to every countries count cases count; This was a case growth rate that shows how the growth rate for the day compared to the past seven days. I will reattempt to do something similar below. I will compare a single days growth rate with the average of the 7 previous days. I will then classify them as, \"Fast\", \"Faster\", \"Slow\", and \"Slower\"" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "monthdaychange = countstotal_bymonthday.T.copy()\n", "monthdaychange[\"test\"] = monthdaychange[\"mask\"].cumsum()\n", "monthdaychange[\"test2\"] = monthdaychange[\"test\"].shift()\n", "monthdaychange[\"gr1\"] = (monthdaychange[\"test\"]-monthdaychange[\"test2\"])/monthdaychange[\"test2\"]\n", "monthdaychange[\"gr1\"] = monthdaychange[\"gr1\"].fillna(0)\n", "monthdaychange[\"7daygr\"] = monthdaychange[\"gr1\"].rolling(\"7d\").mean(); monthdaychange\n", "\n", "\n", "#Function to calculate growth rate comparisons\n", "def fastslowly(row):\n", " if row[\"gr1\"] > 1.5*row[\"7daygr\"]:\n", " x = 4\n", " elif row[\"gr1\"] > row[\"7daygr\"]:\n", " x = 3\n", " elif 2*row[\"gr1\"] < row[\"7daygr\"]:\n", " x = 1\n", " elif row[\"gr1\"] <= row[\"7daygr\"]:\n", " x = 2\n", " else:\n", " x = 0\n", " return x\n", "\n", "monthdaychange[\"growth rate\"] = monthdaychange.apply(fastslowly, axis = 1)\n", "monthdaychange[(monthdaychange.index > pd.Timestamp(2020,1,22))]\n", "monthdaychangefs = monthdaychange[[\"growth rate\"]].T.copy()\n", "\n", "f, ax = plt.subplots(figsize=(8,1))\n", "sns.heatmap(monthdaychangefs,cmap = sns.color_palette(\"hot_r\", 4), cbar_kws = dict(use_gridspec=False,location=\"top\"), ax=ax, linewidths= .05, xticklabels = xticks2)\n", "cbar = ax.collections[0].colorbar\n", "cbar.set_ticks([1,2,3,4])\n", "cbar.set_ticklabels([\"Slower\",\"\", \"\", \"Faster\"])\n", "ax.set_xlabel('Date')\n", "ax.set_ylabel('')\n", "f.suptitle('Masks Sales Growth Rate', fontsize=16, y=1.4)\n", "\n", "#STACK EXCHANGE FUNCTION TO REDUCE TICKS; https://stackoverflow.com/questions/6682784/reducing-number-of-plot-ticks\n", "every_nth = 5\n", "for n, label in enumerate(ax.xaxis.get_ticklabels()):\n", " if n % every_nth != 0:\n", " label.set_visible(False)\n", " \n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }