Skip to content

Instantly share code, notes, and snippets.

@mmautner
Created December 11, 2021 22:31
Show Gist options
  • Save mmautner/41200630a602f3fb5a3bb803b5520762 to your computer and use it in GitHub Desktop.
Save mmautner/41200630a602f3fb5a3bb803b5520762 to your computer and use it in GitHub Desktop.
"jokes" search volume vs. $SPY prices, 2008-2021
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Source of \"jokes\" search volume:\n",
"\n",
"https://trends.google.com/trends/explore?date=all&q=jokes\n",
"\n",
"$SPY prices:\n",
"\n",
"https://finance.yahoo.com/quote/SPY/history?period1=1102723200&period2=1639180800&interval=1mo&filter=history&frequency=1mo&includeAdjustedClose=true"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_csv(\"/Users/max/Downloads/multiTimeline.csv\", header=1)\n",
"df['Month_d'] = pd.to_datetime(df['Month'])\n",
"df2 = pd.read_csv(\"/Users/max/Downloads/SPY.csv\")\n",
"df2['Month_d'] = pd.to_datetime(df2['Date'])\n",
"m = pd.merge(df, df2, how='inner', on=['Month_d'])"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYoAAAEGCAYAAAB7DNKzAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAABjuElEQVR4nO2ddZiUVdvAfwdYWLq7lVrpFIVVEMEGRTE+XxVEsQVbUBQDFbuLV0BfFUEUAbtAVxCQklpaWJYQpZuN+/vjfh5mdnZqa2Z2Ob/rmmvm6TP13OduIyJYLBaLxRKIYtEegMVisVhiGysoLBaLxRIUKygsFovFEhQrKCwWi8USFCsoLBaLxRKUEpG8WLFixaR06dKRvKTFYrEUeg4dOiQiErWJfUQFRenSpTl48GAkL2mxWCyFHmPM4Whe35qeLBaLxRIUKygsFovFEhQrKCwWi8USlIj6KCyWvJCWlkZqaipHjhyJ9lAslgIhPj6eevXqERcXF+2hZMEKCkuhITU1lfLly9OoUSOMMdEejsWSr4gIO3fuJDU1lcaNG0d7OFmwpidLoeHIkSNUrVrVCglLkcQYQ9WqVWNSY7aCwlKosELCUpSJ1d+3FRRFnCVLYM6caI/CYrHkiowMuPvuaI/CCoqizn33we23R3sURYdGjRqxceNGevToAcCCBQu48847gx4zatQonn/++Txdd+DAgcyaNYsePXqwcePGbNvT09MZMWIETZs2pV27drRr147Ro0fn6ZqBxjFlypR8P29+0KNHDxYsWJCv55w1axYXXnhhvp4zR/z0E7z0UvSu72Cd2UWcv/6C9PRoj6Lo0qlTJzp16hTtYfDwww+zfft2li1bRnx8PPv37+eFF16I9rDyHRFBRChW7ASZ437wAVSqBHv2RHUYJ8infWKSmQmbN8PevdEeSdGhevXqFC9enCpVqgBZZ5y7du3i4osvpk2bNnTt2pWlS5dmO37s2LGcd955HD58mA8//JAuXbrQrl07brrpJjIyMsjIyGDgwIG0atWK1q1b85Izm6xYsSIlS5akSpUqFC9ePMs5Dx06xNixY3nttdeIj48HoHz58owaNer4Pi+++CKtWrWiVatWvPzyyyHXP/HEEzRv3pzu3btz1VVX+dWIFi5cyJlnnknHjh0555xz2LZtW7Z9Pv30U1q1akXbtm0544wzAMjIyOC+++6jc+fOtGnThnfeeQeAAwcO0KtXLzp06EDr1q2ZNm0aABs3bqR58+Zce+21tGrVis2bNzNmzBhat25N27ZtefDBB7Ncr0uXLjRr1oykpKRs47nyyiv56quvji+7GtKRI0cYNGgQrVu3pn379sycOTPbsb6aYatWrdi4cSMbN26kRYsWDBw4kGbNmnH11Vfz448/0q1bN5o2bcr8+fMBOHjwINdffz1dunShffv2x99fQPbtg88/hyuvDL5fBLAaRRHm77/h2DHVKDIzoShNwoYNU/9LftKuHXjdK/3yxx9/APD5559n2/boo4/Svn17vvjiC37++WeuvfZalngN8vXXX+eHH37giy++YMOGDUyaNInZs2cTFxfHrbfeykcffUTLli3ZsmULy5cvB2CPM5N85ZVXAl533bp1NGjQgPLly/sd88KFCxk/fjzz5s1DRDj11FM588wzyczM9Ls+PT2dzz77jD///JO0tDQ6dOhAx44ds5wzLS2NO+64g2nTplG9enUmTZrEQw89xLhx47Ls9/jjj/Pdd99Rt27d4+/lvffeo2LFivzxxx8cPXqUbt260adPH+rXr8/UqVOpUKEC//77L127dqVv374ArF27lvfff5+uXbvyzTffMG3aNObNm0eZMmXYtWvX8eulp6czf/58vv76ax577DF+/PHHLOO54oormDx5MhdccAHHjh3jp59+4q233uKNN97AGMOyZctYtWoVffr0Yc2aNX4/T3+sW7eOTz/9lHHjxtG5c2c+/vhjfvvtN6ZPn85TTz3FF198wejRoznrrLMYN24ce/bsoUuXLpx99tmULVvWc6K9e2l88cXwwANgDBw+DNdeC2+/HfZYCgIrKIowKSn6nJkJBw5AhQrRHU9R57fffuOzzz4D4KyzzmLnzp3s27cPgA8++ID69evzxRdfEBcXx08//cTChQvp3LkzAIcPH6ZGjRpcdNFFbNiwgTvuuIMLLriAPn365Hgc48eP55VXXmHnzp3MmTOH3377jUsuueT4Dal///4kJSUhIn7XZ2Zm0q9fP+Lj44mPj+eiiy7Kdo3Vq1ezfPlyevfuDaiWULt27Wz7devWjYEDB3L55ZfTv39/AL7//nuWLl163Nexd+9e1q5dS7169RgxYgS//vorxYoVY8uWLfz9998ANGzYkK5duwLw448/MmjQIMqUKQNwXLtz3wNAx44d/fpyzjvvPIYOHcrRo0f59ttvOeOMMyhdujS//fYbd9xxBwAtWrSgYcOGORIUjRs3pnXr1gC0bNmSXr16YYyhdevWx8fx/fffM3369ONayZEjR0hJSSEhIcFzomXLiF+zBgYPhho1oGlTcN53NAlLUBhjKgH/BVoBAlwPrAYmAY2AjcDlIrK7IAZpyR2bNnle791btARFqJl/rNG6dWuWLFlyPJlKRLjuuut4+umns+37559/8t133/H2228zefLkbLN0X5o0aUJKSgr79++nfPnyDBo0iEGDBtGqVSsyMjIK5P2ICC1btuT3338Put/bb7/NvHnz+Oqrr+jYsSMLFy5ERHjttdc455xzsuw7YcIE/vnnHxYuXEhcXByNGjU6nlOQZdYdhFKlSgFQvHhx0v045+Lj4+nRowffffcdkyZN4socmHVKlChBZmbm8WXvfAf3ugDFihU7vlysWLHj4xARPvvsM5o3bx74Ihs26POZZ8Ivv8Add6hmEQbGmOLAAmCLiFxojJkAnAm4xueBIrLEaAzuK8D5wCFn/aJg5w7XGPEK8K2ItADaAsnAg8BPItIU+MlZtsQQrkYB1k8RCRITE/noo48A9V1Uq1aNCo50bt++Pe+88w59+/Zl69at9OrViylTprBjxw5A/RubNm3i33//JTMzk0svvZQnn3ySRYuC/n8BKFOmDIMHD+b2228/fvPKyMjg2LFjx8f1xRdfcOjQIQ4ePMjUqVNJTEwMuL5bt27MmDGDI0eOcODAAb788sts12zevDn//PPPcUGRlpbGihUrsu23fv16Tj31VB5//HGqV6/O5s2bOeecc3jrrbdIS0sDYM2aNRw8eJC9e/dSo0YN4uLimDlzJpu8Zzpe9O7dm/Hjx3Po0KHjn11OuOKKKxg/fjxJSUmce+65xz8j97tbs2YNKSkp2W7ojRo1Ov59LFq0iL/++itH1z3nnHN47bXXEBEAFi9enH2nv/5CjIFvvoFp0+Dee3NyiaHovdmb+0SknfNY4qw7D2jqPIYAb4U6cUiNwhhTETgDGAggIseAY8aYfkAPZ7f3gVnAA6HOZ4kcvhqFpWBwk6RGjRrF9ddfT5s2bShTpgzvv/9+lv26d+/O888/zwUXXMAPP/zAk08+SZ8+fcjMzCQuLo433niD0qVLM2jQoOMzV38ahz9Gjx7NyJEjadWqFeXLl6d06dJcd9111KlTh0aNGjFw4EC6dOkCwA033ED79u0BAq7v27cvbdq0oWbNmrRu3ZqKFStmuV7JkiWZMmUKd955J3v37iU9PZ1hw4bRsmXLLPvdd999rF27FhGhV69etG3bljZt2rBx40Y6dOiAiFC9enW++OILrr76ai666CJat25Np06daNGihd/3eu6557JkyRI6depEyZIlOf/883nqqafC+pwA+vTpwzXXXEO/fv0oWbIkALfeeiu33HILrVu3pkSJEkyYMCGLlgBw6aWX8sEHH9CyZUtOPfVUmjVrFvY1AUaOHMmwYcNo06YNmZmZNG7cmC/ffhvatFGndY8esGED6TVrEle6NDj+mXAwxtQDLgBGA6ESL/oBH4hKrLnGmErGmNoikj0awcUNNwv0ANoB84EJwGLUBFUW2OO1j/FeDvQoU6aMWCJH374ixoiAyJdfRns0eWflypXRHkI2pkyZItdee220h5Hv7N+/X0REDh48KB07dpSFCxdGeURFlFdf1T/oyJG63L27HOjcOdtuwFHUrOQ+hkjW+/QUoCM6ef/SWTcBdREsBV4CSjnrvwS6ex37E9BJgty7wzE9lQA6AG+JSHvgID5mJueNiL+DjTFDjDELjDEL/NkMLQXHpk3QpIm+thpF/jN9+nQeeughbrrppmgPJd8ZMmQI7dq1o0OHDlx66aV06NAh2kMqmkyfrs9uKPWGDaTVretvz3QR6eT1eNfdYIy5ENghIgt9jhkOtAA6A1XIg8UnHGd2KpAqIvOc5SmooPjbVVeMMbWBHf4Odt7QuwBly5b1K0wsBUNKCvTsCWvXWkFREPTt2/d4+GZR4+OPP472EIo+e/bArFn6etkyDYXdupW0+vVzeqZuQF9jzPlAPFDBGPOhiPzH2X7UGDMecB0eWwDvi9Rz1gUkpEYhItuBzcYY17PTC1gJTAeuc9ZdB4TIHrFEkv37YfduNX+CFRQWS8zx7bea5HTuuRrt5OTOHKtXL0enEZHhIlJPRBoBVwI/i8h/nAk8TpTTxcBy55DpwLVG6QrslWD+CcLPo7gD+MgYUxLYAAxChcxkY8xgYBNweY7enaVAcSOemjWDuLioVwCwWCy+TJ8O1avDkCEqNBwzVC40ikB8ZIypjvqQlwA3O+u/RkNj16HhsYNCnSgsQSEaVuWvoE2vcI63RB434qlhQy0VYzUKiyWGSEuDr7+G/v21JABoOCw51yi8EZFZaAQqInJWgH0EuC0n5y1CRR0s3ngLiooVraCwWGKK77/XP2W/fvonLV9e/RRlypBRtWq0R5cNKyiKKCkpUKIE1KqlgsKanvKPjRs3MmHChCzrVq9eTY8ePWjXrh0JCQkMGTIE0MS7ihUrHl//2GOP8cMPP3DaaacdT7zKyMigffv2zMlD45DTTz8918d688UXX/D444/73TZ9+nSeeeaZoMcHK8v98ssvH0+SAzj77LPZvfsELeYwbpyanc47T4uwtWql6xs3DjsTO5JYQVFE2bQJ6teH4sWtRpGfvPXWW5x33nmMHDmSHj16sH37dgDuvPNO7rrrLpYsWUJycvLxukGgWb9LlixhwYIFfPjhh1StWpWGDRvy3nvvAfDaa6/RqVOnXN3s3ZDzvAgZb5599lluvfVWv9fp27dvlkqtOcVXUFxzzTW8+eabuT5foeXff2HGDPjPf8BJ+MOpE8VJJ0VvXEGwgqKIsm6dTk7A+ijyi/379/Poo4/y0Ucf8cQTTzBhwoTjNYi2bdtGPS/bslsgzpuyZcvSsWNH1q1bx0svvcTTTz/NihUreP311xkzZky2/UeNGsU111zDaaedRtOmTRk7diygs/bExET69u3LKaecAkC5cuWOH+evBPf69es599xz6dixI4mJiaxatSrb9dasWUOpUqWoVq0aoFnbN998M6eeeir3338/EyZM4HanC9b69evp2rUrrVu35uGHH85y/QMHDnDZZZfRokULrr76akSEV199la1bt9KzZ0969uwJaHjxxIkTc/ANFBE++kh9FNdf71nnhifGqKCw1WOLICKwapVWJ4YiqlFEoc54sWLFMMYcry3UqFGj49vuuusuzjrrLE4//XT69OnDoEGDqFSpUpbjd+7cydy5cxk5ciS1a9dm2LBhnHbaabz66qtZKqB6s3TpUubOncvBgwdp3749F1xwAaC1hpYvX05jdzbgEKgE95AhQ3j77bdp2rQp8+bN49Zbb+Xnn3/Ocuzs2bOzJdalpqYyZ84cihcvnsXcNnToUIYOHcpVV13F2z4lsBcvXsyKFSuoU6cO3bp1Y/bs2dx55528+OKLzJw587ggqly5MkePHmXnzp1UjUG7fIEgomanzp095iawGoUl8mzdqnkUbvVi66PIH8qWLcvYsWMZPnw4I0eO5N577z1uShk0aBDJyckMGDCAWbNm0bVrV44ePQpAUlIS7du3p0+fPjz44IPH6yHddtttxxsVBaJfv36ULl2aatWq0bNnz+NNcLp06ZJNSID/EtwHDhxgzpw5DBgw4HiTJH9NhrZt20b16tWzrBswYEC2RkkAv//+OwMGDADg//7v/7Js69KlC/Xq1aNYsWK0a9fOb7lvlxo1arB169aA24scc+ZoFvYgn4jUU0+FG27IUX2nSGI1iiJIslM/0ltQHDigfdr9/OcLJ1GqM+4Wy5sxYwYLFizghRdeYOTIkQDUqVOH66+/nuuvv55WrVodbz6UmJjotwKrq6EEw3e7uxxu2W2AzMxMKlWqlKWJkj9Kly7NXh/VMyfXcfEupheo3LfLkSNHKF26dI6vUWh5/HF1YrvqvkupUuCYFo//gWMIq1EUQVzzs1t807WAOD10LLnkwIEDx0tfly9fnoSEBPbv3w/At99+e7xs9vbt29m5cyd1/dfsyRHTpk3jyJEj7Ny5k1mzZh1vdBQIfyW4K1SoQOPGjfn0008BLQT6559/Zjs2ISGBdevWhTWurl27Hm/S9Mknn4R1TPny5Y9/Xu44tm/fnsWEV6SZO1fDYu+7D3IhgKOJFRRFkORkbVLkNhxzK0QXOT9FhElLS+Omm25iwIABPPbYY3zzzTcMHToU0O5lbm/oc845h+eee45atWrl+Zpt2rShZ8+edO3alZEjR1KnTp2g+5977rn07duXTp060a5du+Pd1D766CPee+892rZtS8uWLf32az7jjDNYvHjx8bDdYLz88su8+OKLtGnThnXr1mUrQ+6PIUOGcO655x53Zi9cuJCuXbtSosQJYth47DGoVg38RJXFPMFKy+b3w5YZjww9e4qceqpn+bPPtJLx4sVRG1K+ECtlxv/66y8ZP358gV/n0Ucfleeee67Ar+PNnXfeKT/88EPI/Q4ePCiZmZkiIjJx4kTp27dvrq71448/5vi4Qsf+/SI33aR/wmeeCbm7v985cFAieK/2fZwgojz3/P23hjpXrux/+44dmtgWIGglJP/8o/k1TiBIluu61oE2bTRxLlxWrQLvVstWo8hfKlWqRDu37EIRY8SIEcybNy/kfgsXLuT2229HRKhUqVLIdq3+aNWqFb16FfEqQPv3Q6dOWsL53nvh7lA9hWKUSEqlwqhRnH66yH/+E3h79+4iV1yR+/MnJopccEH29X366AQEVEMIlz17sk9cFizQddOm5X6csUCsaBQWS9h8843++SZODPsQq1EUQjZt8iRP+mPlSr2d54YDBzRazl/Hx9WrNbu/eHHw11o3EK4j2414gqKlUYhIyEghiyVmcP+8550X1u6S25tJAWOd2SHYvTvwDfbAAdi1K/c34LlzNWT133+zrs/IgNRUaN8eOnTQvAgnoCYkbmSdt/BxBUVhz6WIj49n586dMftnsliysXixlkgIw9kvIuzcuZP4+PgIDCxnWI0iCEePwqFDgW+wbs+H3N6Ak5L0+d9/VStxJ8pbt6qwaNhQ/R8iKjj85FdlIzlZNSDvBM+iolHUq1eP1NRU/vnnn2gPxWIJi5Pmz+dos2ZsCTM3Ij4+PkspmFjBCooguIUtA91gXUGR2xuwKygyMvQcbr6De94GDVRQuOvCERSrVkHTpp7jQAVH6dKFX1DExcX5zUa2WGKS/fth0yZKDR5MBW9bcCHEmp6C4C0o/Fk73J4P+/frzT4nHDumpic32sl7kuzdS6JhQ33tCo9QJCf793nYMh4WS4Rxwxbbt4/uOPIBKyiC4NRTIyNDTVC+eN+8vRJOw2LRIu2l3q+fLnv7Kbw1Crcrois8gnH0KKxfn9WR7VIkCwNaLLGMWzIlQoLCGFPcGLPYGPOls9zYGDPPGLPOGDPJaWWNMaaUs7zO2d4o1LmtoAiCd08Vf7Nx75t3Tmfrrtnpkkv02VtQbNoEVatqln98PNSsGZ5GsW4dZGZaQWGxxASLF6vJIEQ2fT4yFPB2howBXhKRJsBuYLCzfjCw21n/krNfUKygCIKrUYD/m6z3zTvcm/Ajj0CTJvDEE+pLcAqJZjE9paSoNuHSoEF4GoW/iCeXSpXgl1/02vfeG95YLRZLHli8WLWJCIRzG2PqARcA/3WWDXAWMMXZ5X3gYud1P2cZZ3svEyLm3AqKIHhrFP4EwaZNnslCuIJi0iSd9fftC0895fFR+GoUrm8C9HU4GoUrKJo3z75t6FC47DJ1cn/wQXhjtVgsueTYMVixQnuc5A8ljDELvB5DfLa/DNwPZDrLVYE9IuKW7k0F3CqVdYHNAM72vc7+AbGCIgjBNIr0dNiyxdNvJBxBIaI3/P794cMP9cbtmpdcQSGigsKfRhEqfWDVKhUq/gpTnn++XvPGG1V72bkz9HgtFksuWb5chUX++SfSRaST1+Ndd4Mx5kJgh4gszK+L+WIFRRCC+SjcXAe3g2E4Pop//oEjR7JqC26dJ9f0tGePJvL5ahSHD4e+uQeKePLG9V/EYMl7i6Xo8Msv+ty9eySu1g3oa4zZCHyCmpxeASoZY9xA+XrAFuf1FqA+gLO9IhD07mIFRRB279bZPmTXGFxTkCsowtEovKOZvKlWzaNR+NvHfR3MT5GZqRpFqHBtd7uflskWiyW/+OUXOPlkT9hiASIiw0Wknog0Aq4EfhaRq4GZwGXObtcBbm356c4yzvafJUS5AysogrBrF7g9VXwFgXvTzonpyTs/wpvq1T2Cwt8+4eRSbN6sWkcoQdGggQo/q1FYLAVEZib8+iv06BHtkTwA3G2MWYf6IN5z1r8HVHXW3w08GOpENjM7CLt3Q926WiE4kEbRpIneePOqUfz1V+B9wtEogkU8eVO8uDq7raCwWAqIpUv15hEFQSEis4BZzusNQBc/+xwBBuTkvFajCMKuXdpnolKl7D6ITZv0Bl+2rP/t/ti0CcqVy97bwttHsWmTts+tUcOzvUoVvU4wjcK3T3YwEhKs6cliKTBmzdLnM8+M6jDykyIvKObP12zl3LB7t97U/SWreec6hJvMlpKiZiTfiOXq1fX4tDTPeb33MSZ0LsWqVZqkV7166HG0aAEbN6qpKjlZP6PcsmFD3o63WIocs2ZpVc4I+CciRZEXFFddBSNG5Pw4EY9G4U8QJCerrwrCFxS+Ya8ubi7Fzp1Zz+vNKafAb7/pzd2XtDT47jstSR4OCQn6/lau1BIiAweGd5w/HnoIrrwy98dbLEWK2PFP5CtFWlC45bk3bMj5sQcPaq6EP40iNVVn5N266XJONQpfXEGxZo2GX59+evZ97rhD26766zg5caIKoaFDQ48BPOap0aPV/7JxY+6bL23erPkktkWExQL88UfU/BMFSZEWFLt3a85LOOUvfHGT7fz5KNw6TYmJ+hyOj+LgQY1s8qdRuOaiadP0huue15szzlAB8uyzWZsYZWbC009rmO7554d+X6ClQ4oVg6lTdfnw4awlRHLC9u36GXvnnFgsJyzjxmlN/759oz2SfKVIC4rt2/X5n388Jpt//gmv0qt74/OnUSQlQfny0LatLoejUWzerM/BNIqpUyEuDk49Nfs+xqgJLSUFxoxR7fbXX+GVV9Q/MWJE+CVl4uM9vS3cooThljH3xf2M3eeixtGjqjFZLCE5eFDV+8suC6ujXWGiSAuKbds8r90bYe/ecPfdoY/11ij8CYrTT9dQUwhPULhaTTAfxV9/QadOOiHxx/nna+mYkSM1oOLMM/W9NGumv82c0KGD5ogMH551fDlh/379b0DWz7oo8cIL0KpVzvuNWE4Qtm6FLl1g8mSYMkX/FIMHhz6ukFGk8yi8Z7muf2DZsvCEva9GsW+fmnn27FE/grcDt2JF7VeRlqYagT9cQeVPo6jqVY7Ln9nJxRh1Wi9fnnV9QoJHaIXLu+/qbNkdb240Cu/Pt6hqFAsW6Hf+779a7t1iycJHH6lf4qqrtEJokyZqJy5ihCUonBoi+4EMnOJUxpgqwCSgEbARuFxEYspS7T3L3bQJatXSm304NzVvQVGpkvoO9u+H2bN1vfcN3W1hunevRzvwZdMmvZnXrp19W1ycx88RTFCA5lecdVbo8YfCHbOI5nbkRqPw/nyLqkbh5qds324FhcUPkyerDbpGDfjhBy0JHYGy4pEmJ6anniLSTkQ6OcsPAj+JSFPgJ8JIA88PMjPV3+AvTNSX7ds1ea1YMZ0xu0lmoQSFGxoLHtMTqCBIStIe1F288h29twciJQXq1cvay9qbatX09+VGUkUKN0fDahTZSUvTZlBQNN+fJY9s2KAq59VXw/Tp8P77MGxYtEdVIOTFR+Hd/MK7KUaB0rMnlCmjj0ceCb7vtm2qDdatqzNmd3a4b5//1qageQU33aQaRfHiOtv2FRSdO3uKBUJ4gmLlSv/+CZdatbRulG/WdiRo2DB3GoV786xQoWjeSNev1xBpKLoakyUPfPqpPg8YoDeEa68N7GAs5ITroxDge2OMAO84tdBrioj799kO+FXMnQYbQwBKliyZx+Fqv/Lu3fXG5GbKB2L7dr0BuxqFd1jp9u2aPOnLb7+pCahnT9UmjPEIgm3bdALh2yEulKCYPRsWLoSXXgo81tdfD/5eCpIGDdTMmlO2bVMN6ZRTiuaN1LseVlEUhJY8MnmymhbcyqFFmHA1iu4i0gE4D7jNGJPFW+OUqPWbciUi77rNNkoEsruESUaG3ox79dJ8llD1irZvV5+AO2NOTvZoAv5ubAcOqMkpMxN++skzu3ft+d99pzNMXz+CKygC5VK4nexuvDHwWNu29YTbRpqGDdVZ60YwhYtrt69Tp2jeSN3fV6lSRVMQWvLApk2waJFqEycAYQkKEdniPO8ApqIVCf82xtQGcJ53FNQgXdwbcZUqGukTqlPbtm2qUTRooHkMq1d7fAD+bmyund4t0VKlij67guDLL1XD8M2c9nZm+7JkCXz9tZou/XWeiwVck5ib6xEuriCuXbtoCorkZPUrNWxYNN+fJQ+4swh/SU9FkJCCwhhT1hhT3n0N9AGWk7X5hXdTjALDdTBXrhy6U9vRo+pnqFVL/+jp6eoA79lTt/v747t2+jFj1KTiahSuoFizRjOgXcHg4s/09Mgj0LIlnHOOJufddluO3mpEcUN2w/FTTJgADzphC64grlVLv5ujRwtsiFHB7RhYq5YVFBYf3FlVESr8F4xwNIqawG/GmD+B+cBXIvIt8AzQ2xizFjjbWS5Q3JDVKlU8fRcCmZ/cP3bt2lmdyImJ6qT2Z0pwNYrERHjrLa2vBFnzLvyFr1aooM+uoMjIgFdf1eczztBz+QqXWCKcfhcuH30EL76oQtdbowD4+++CG2OkEfF0DKxd25qeLD6kpqp5oU6daI8kIoR0GjjNL7JZz0VkJ9CrIAYVCG+NomHD4J3aXEHhahQuLVtqyHMgjaJECb0x3HCDZ318vIbEHjvmX1CUKKFmJdc0tny5Co3XXoNrrsnx24w4deqo8AwnRHbTJg0K+P13LVLoahSgN9NgkV2FiS1b1GeVkKDBEFajsGRh82Z10OVDgE5eMcbEA78CpdB7+hQRedQYMwE4E3BtHQNFZIkxxqA9tc8HDjnrFwW7RqHKzPbWKIoVC96pzVujcLXDatU0C7pWrcAaRb16/rOcK1XSG2OghLhKlTwahW/RwFinRAlPCHEwRDzC5LPPdLl2bY+gKEo3U++OgXv3esqVxKqfyRJhNm+OJbPTUeAsETlgjIlDLUDfONvuE5EpPvufBzR1HqcCbznPASlUtZ68s6UheKc2VxDUqqWmoUqVPH6NQM7XTZv8l9gANT+dfLL/zGp3u6tRJCV5nKCFhXByKXbs8PghPvtMn2vV8nwm27fDzz/Df//rOeaXX/yXRo91vDsGer8/ywlGejq8/HL2kMDU1JgRFKIccBbjnEewwv/9gA+c4+YCldzApEAUKkHhbXoC/RO7ndp82b5dTYhuS9GBAzWBEoJrFIFMJ5ddFtwhnZCgeR0HDqigSEwsXJn8HTvC3Ln6+w+Ed1SY64+oXVvLpBuj2wcN0oTFdevURDVwoH5uhcnRLQIff6wVdmvWzGpas5xgzJwJd90F//ufZ52IahT16kVyJCWMMQu8HkO8NxpjihtjlqDRpz+IyDxn02hjzFJjzEvGmFLOurqAd4xjqrMuIIVKUOzeraq/axZs0UK/s9Wrs++7bZuamtyidy+9pDcw0Jvbjh1ZK4Kmp6tdOpAW8NRT+nsJxL33qiB74AG9dmExO7kMG6af5QsvBN7H1Tj+7/8862rV0s+4WjXVJFJS9DzPPguffKKC/MgRTTgsLMyaBfPmwX33qQC0GsUJzLJl+vzdd551e/fqjDCyGkW6m4/mPN713igiGSLSDqgHdDHGtAKGAy2AzkAV4IHcXrxQCYpdu7KWuHBNSf7MT25Ejj9q1VIh4Z2DsXWrrsutM7ZrVw29ffNNXS5sgqJhQ9W43n03cBMjV6NwNTPwzLZd4du2Ldx8s4bRjhrlaevq+m0KA089pZrEoEG6XBR9MJYwcUs1//STp7SDq3bHiOnJGxHZA8wEzhWRbY556SgwHs1/A9gCeA++nrMuIFETFLNmwRtv6I013IJ0u3d7kuDA06nNn0PbLd/hD3+mBHe2nBe/gtubu3JlLWtR2HjgATXj3X67fjfz5mXdvmmT1r5q1UrNMpUqeTLd3c90xAi4/37Nbt+wAZ54QoMOCkpQbN0Kc+bk/Lht2zRs+Y03tOiny/z58OOPcM89nvdWrVrgkGpLEWfZMk3N37/f84dwcygia3oKiDGmujGmkvO6NNAbWOWVEG3QWnxug4LpwLVG6Qrs9SrH5JeoRD0dOwYXXujxDy1YEJ7D01ejiI/XG7tb4dObrVs9Gocv3qYEt2yGK6zyEt7Zq5c2E2rQQAVYYSMhQcvqf/yxlrGpW1f/E66vxe3pYQxcfLFmnbu0b68axaWX6k31hhu0xtWAAergnjJFhUd+fy4jRuhYd+/W/3O4jBmj3QFBTWeHDmn015Qpep6bb/bsW6yYahhWozjByMiAFSv0T/G//6n5qXv3WEy2qw28b4wpjk7+J4vIl8aYn40x1QEDLAHcX/XXaGjsOjQ8dlCoC0TldrZokQqJ8eM1IW3FivCO89UoQHMAfGd6aWkqKALd9INpFHkRFMaohvr++6H3jVX+9z+94T/3nPps/vrLs23TJs/n88IL+l5dnnlGBb4bWvzmmypISpRQM5zb8Cm/+eUX1YJyWtRwxQoVbi+95Pm9gPpUGjbUbHpvAgVAWIowf/2lP67u3bVUh+unSE3V2UMg23aEEZGlItJeRNqISCsRedxZf5aItHbW/ceNjHLMUbeJyMnO9gWhrhEVQeGaIc47T0trJyerAzQUu3dnL8Ptr7zCli06ew1kRvJnc05JURNDmTLhvYdAFC9euKKdfClWTKOYzjlHl71NRt5RYcZkf5/e+SfFinmWXX9NfpufUlP1xp6bcycnqwnNNRG6GmWgEOmiWs/KEgTXkd26tf4hFixQx+bmzZ4ojhOEqAmKpk1VnU9IUPNfOLO1XbuyaxT+BEUo7aBsWZ0xeh8XLIfiRKRlSxXK7g344EH9j+TmM2rUSM1Y+S0o3POVKZOzc+/fr5OJhITs5UsChUjntt5TenrRKm1yQuEKipYtdVYroj0oYivZLiJEXFBkZmrPB3eW6dZsCpRh7XLkiGqBvhpF7dqqaRw54lkXrD+193GuucE9pqiUn8gPihVTjdu9AefFh2OMnuv33/NvfKBjK1dOTcizZ2cNdw6GGyXXooXn/aSk6G9o+3b/vxs3dySnwuKtt6BZM/XLWQoZy5dr05qyZaFTJ+098dxzqsZaQVGwrFypN3ZXUISqAuviXb7DG9eM5D1rc2eHwb7L+vU9Nz+3NIXVKLKSmKgVc//+O+9RYa1b62d84EDofcMlKUlLvvfooV0L3QlgKLyzrsuUUZPjpk2eqEd/wtANCQ7WfMof8+fr2NxkUUshYtky/eGCznZGjNBQvvXrYybiKVJEXFD41kGqXVtLbIQrKPxpFJDVdJWSohnZwboSNmzoERS7d+sNzGoUWXG/o99+y3tUWLCcl9ywa5dO+BITc+4DSU5WJ7ub4+H+FoIJwyZN4Ior1Env/hbDwX2/VlAUMo4cgbVrPYIC4KKL1AwFVqMoaJKS9ObutiE1Rk0AoW4g7h8tkEbh628IdUNr0ECFy9Gj4ZmqTkQ6dFBh++uv+pkWL577qsrhao7hMnu2Picm6vdWv374gmLVKr3xu77IBg30/YUShg8+qBOKcNvWuqXKIWfCxRIDrFyptkxvQVGsGAwfrq9PgPan3kRcUMyenb0OUkJC7jWKQBFMoW767vbU1PwJjS2KlCypGeevvqrZyvXq6Uw8N5x8sgoa98b5zDPqHwzFK6/AWWdlXz9njt7ouzi5pomJKijCiZ5LTs6aY+OtURgT2KrQpo1OKl9+ObAJ7eOPddJ57Jj+ttz9rEZRyJg/X587dcq6/qqrYNo0/SGcQERUULi+gPbts65PSNDZvb9Woi6+BQFdatTQP7drehIJX6OArDNJq1Fk58UX4bHH9DF2bO7PU7KkzuLdCcHEiZoBHcoB/c03Wpdt//6s69euVa3UNS8mJupkYf364Oc7dkwTNL0FRYMGekNfskS13WAtBkaM0N9ioM9i8mSdjC5cmFVLthpFlPj7b+jfH/r21Zos4X4Rc+fqzaVx46zrixXTc51AobEQBUEB2TOmw7FfB3Jmlyihcf+uRrFzp0ZHhatRbNqkj9Kl1alpyUq7dtrW9ZFHoHfvvJ3L1Rz37FE/YXp66Cgi9zfhW/jRV2sM10+xfr0KJ1+NAtQXE+p349b0ev757BVx3Yg+dxzeWrLVKKLEqFEwY4Z+8RMm6OwkHObO1S+7MCdF5SMRFRSZmfrshsS6hBMiu3u3fmfebUldvFtVhmtGcs0LKSme0Fj7myhYWrTQ2fwvv3gmDcF6YBw86Nnu+9vwDWdOSNBJRChB4d2QyMU9z86d4Zkfhw/X0OoPPsi6ftUqT6FJV1BUrKi/K6tRRIH167Wk8ZAhmixnTHjRFLt26cyka9eCH2MhIeKCIi7OE23ictJJqu4HExS7dmkROn+1gryTocI1I5UqpQLG1Sisf6LgSUhQLWLCBM+6YAUhvbUI7//3kSNqUfD+jn3zPgLhT1B4nycc8+PZZ6vpeswYfT8u7rXPPFN9cStXauZ3xYpWo4gKjzyiN5aHH1aTQaNG4QkK1z9hBcVxIm56ato0u0O0RAkNLvCtVuqNv/IdLt7lFXLimG7QwKNRWP9EweOae2bM8EQZBhMU7k3dtze6W5PN9ztOTFSNJZg5a948/Q2WK+dZV62ax9cRzu/GDalfv14TdV2SkjzlyXfvVmGRkKC/W6tRRJjkZI0sGDrUE0MfTnglaGZosWLQuXPBjrEQEXGNwtfs5JKYqH/iQBms/sp3uLgahessL1NGe2OHomFDTSjbvt1qFJGgeXN9zsiA88/XG2gw09OqVRopddZZWQVFoHyHUH4K36oALsZ4vv9wJwz9+qkQeOopj0nV7Wzonj8jQ3/vVapYjSLijB+vM1DvbmOuoHC/sEDMnaszV+/ZxAlOxDWKQKW/ExODd0ILplHUqqUVQHft8piRwvE3NGzomZ1ajaLgqVBBaz6Bft+uRheI5GQ1S7Zt62mtCoHzHTp0CF73ybcqgDfuucKdMLgh9cuXw1dfeTTTxEQNlHHzTaxGEQUyMuCjjzT+unp1z/oWLbSe/JYgPXoyM3XGas1OWYh4HkUgQdG9uz4H+pMH0yi8s7NzUtzP+6ZgNYrI4H7/3brp9+SrUSxYoJNB8OQ7tGihvgA39DVQvkNcnP6/P/tM2966/SZc3Igkf4LC/c3kZMJw5ZVq9r77bk//CjdHyLtETZUqVlBElJkzNdrgP//Jut41ZwQzP/34o8bpn3pqwY2vEBJxQRHI9FSjRvBOaDt2BA5fdZPu5szRWHjfPI1A5NSJack7AwbAtdfqzdOfRvHsszB4sM7U167VG61vVndKis7Y/YWyX3utp8jnsGHa+8TFtyqANxdcoOYkf1F1gYiLU9PToUOweLEKvzZtPOPo3VsFSeXK1vQUUT78UNVX36S4UIJi9mzNuWjRAi65pGDHWNgQkYg9oIwcOCABueEGkcqVRTIysq7fu1cERJ591v9xa9bo9lq1REqWFElNDXwNb5Ys0eOMETl6NLxjLPnHc8/p579nj2dd69a6rls3fR4/XmTfPn09erTu07OnyOmnBz/3nj0iFSuKXHaZZ139+iKXX57f7yI0w4eLlCghkpkZ+WufcBw8KFKunMjgwdm3ZWbqDeaWW7JvS0kRKV9epFkzka1bC36cOQQ4KAHvq8QD84E/gRXAY876xsA8tJPdJKCks76Us7zO2d4o0LndR0Q1CmO0Ym8gEhNVRffteBcq5NW7jMfAgR47eCjc89WpEzwb11IweJf4BjUtr1mjUU5uLaeEBO0dUq+eZyIYTkn4ihW19/dnn+lxmzapP8qf2amgqVxZTWf5WTnXEoDXXtMP+rrrsm8LVlju8881/X/atJjpXJcDjgJniUhboB1wrtMLewzwkog0AXYDg539BwO7nfUvOfsFJeKCIhiBolZChbyWL68CqFgxuP/+8MdTsaIea/0T0cE7Ox608+TRo+okds1KrrWgRQs1PWVm6g0/HFPh0KEqdO66S01aED1BAVn9FPv2aeKhJR9JSYHHH9eG7oG+6ECC4ptv1PYdyDYewzhKhzsNiXMeApwFTHHWvw9c7Lzu5yzjbO9lTPC7c0QFhb9kOW8aNdI49AU+HVzDSaJr3Vrj132T+YJhjIZK+9b9skQGX43C/f/27q3OYTdZDbSUyNKl6gs4diw8QVG9Otx2G3z7rZYHr1tX259GGjcIw9tP8cIL2kcjUJSfJQRHj8L06Z5QOFCnlIhWbQxEixbZC8sdPAizZmnMduxSwhizwOsxxHujMaa4MWYJsAP4AVgP7BERNyU0FXBtLXWBzQDO9r1A0ISCiAqKUHW0jFFHo28kzKZNahqqWTPwsUlJ8M47OR/T998H/11ZCo6aNfV79S3T0aKFfidLlnj2vflmNd+4YfHhaoFjxmgV182bNdPbu693pPCnUbjaxDPPRH48hZ6MDI1o6tfP84MYNw6mToWRI4PPIlyNwTvtf+ZMFTyxLSjSRaST1+Nd740ikiEi7YB6QBcgX1WjmDI9gf+QyZQU7TcQTCMpUSJ3N4HixUNrOpaCoVixrJFPyckqPCpX1m3eE4uTT9ZwVNcsGW6UWrFiqknUqxfcP1aQ+GoUR49qqH758h4fiiUAO3bALbeorQ5UYxg6FKZM0RDWN96AG26AG2+EPn3gnnuCn8+tBut9k/nmG/1xRMMumc+IyB5gJnAaUMkY49bBqAe4CSRbgPoAzvaKwM5g5425W2SDBjr7806etLWYii5u0yDQG2agPBvQxkHexxUWfDWKhQs1ufT559WHMiakK7GIECoj2h9jx8Lbb8N33+nyL7+ocLjrLk2MOftseO89tSF/9lnoqBQ3E3LrVn0Wga+/hl69tABcIcQYU90YU8l5XRroDSSjAuMyZ7frgGnO6+nOMs72n53IqoDEnKBo2FBt0L49sG2eQ9HkpJNUkzh8OHtDIV9at1ZrQ82aGiZfWPDVKFyt6JJLNGfkww+z99soMqxapSnzFSqoChWsZos/PvlEn91CcLNmqZo4apSaESZNgtGjNT0+nJIbVaqoQHCzs9euhY0bw+uiFbvUBmYaY5YCfwA/iMiXwAPA3caYdagP4j1n//eAqs76u4EH/ZwzCzEnKHwdnGlpKvwL0wzSEj7XXKP9KZ56Sp9DBZ28/37hixYqW1bvaa5GkZSk77N6da1jlZ5ehM1Pjz+uN+P+/TUzMdx+taBZl8uX62u3ouvvv2tEgjtTqFJFKzSGU9wN1P5dp45Ho1i5Up8LcUSLiCwVkfYi0kZEWonI4876DSLSRUSaiMgAETnqrD/iLDdxtm8IdY2wBYXjVV9sjPnSWW5sjJlnjFlnjJlkjMmXTATfkMnUVNUOrUZRNElM1Ixm16kbTKMAjYJyiwsWFozx1HvKyMhamDCcpl2Fls2bNUV+yBDtC1G6dM7CvD75RLWHK6/U444d04J9p5+et3HVrevRKAJVmLRkIScaxVDU7uUSKJkjT/hqFKEa3lsKN27JbrevQyhBUVhxK8guX66Rma6gOPlk1TZC9YwvlLz+uvol7rhD32TbtllrqgRDRAXFWWdpKY5Dh1To7NsHp52Wt3F5axS2vWVYhCUojDH1gAuA/zrLhsDJHHmiYkV9uILeCvyiz3nn6T2kXLnws+oLG65G4XbidAVFXFzWXuKh+PJLva/FxXkeDRvqfbRA+fdf9QV45y0E48ABePddNTk1aqTrOnbURJhwnNrTp2sVyCuvhC5ddJ0bx55fGoWIxwFq21sGJVyN4mXgfsD9hqsSOJkjC8aYIW6SSLp3O7AgeEfCuBpF/fphjtRS6DBGq0J//HHR/b9WqaIBGq+9phNi994Jnl7i4fDZZ+qLvf9+fVx4of5HUlMLZNge/vtf7RQ3dWp4+3/0kTqdvPtBdOigXvu1a4MfO3WqVo9s1w6uuELVripVNBO3WrWcZdX6o04dTbLbv19vNN5fhsUvIQWFMeZCYIeI5CqHVETedZNESvi2tgtAw4YeAbFpk0a5xMfn5uqWwkLLltmLfRYlKleGZcv09/zQQ1m3tWihk+dwJutJSZrRPXq0Pm66Sdf/+2++Dzkrrir03/+Gt//YsVpK19tM1LGjPgczP82bp0KiUydNhCtXTmcPrlZx+ul5n024IbJbttiQyjAJR6PoBvQ1xmwEPkFNTq8QOJkjz/hqFNY/YSnsuCGybdpkTwB2e4mvWxf8HNu2qUDxzgtz+/IUqKA4fFg98OXLq8AIFeK6aJE6n2+8MetN/ZRTVB1auFBtZZ98kt0M9dRTUKmS1l2pVMmz3hUUefVPgMe+uXatfnBWUIQkpKAQkeEiUk9EGgFXoskZVxM4mSPPNGyoWuu+fVoozn6PlsKOm3Q3YkT2CbFvv41AuJGl3oLC9cH+80/exxiQOXM0ndzNDHQ7SwVi7Fg1Afg2DoqLU0m5YIFWd73qKg13dVm1Sn0Tt92WPVHmzDP1uWfPvL0X8GgUc+fqs73BhCQveRSBkjnyjKtBTJqkQt/tfmexFFYuvhjuvBMuuyz7tnAar4EKijJlsjbmcgVFgWoUP/6oUUvXXKMVG8eN0zhfX3btgj//VP/E5Zdn1QhcOnbURJgpThyMt3R88UUVMLfdlv24s85SlSs/Os+5gmLOHH22giIkORIUIjJLRC50XvtN5sgP3O9t+HDNo7nhhvw6s8USHdq319as/uqRlSuntajC0ShOOy1rDayyZTUKqsAFRdeuOtAbb9T8iGk+BoTJk7VNZbt26iR2nSe+uH6Kyy5TM5RbnO/vv+GDD1TTqFHD/7F5dWK7lC2roZVuEp8VFCGJucxs8GgUO3dq5eBoFXOzWCJFqMinPXu0zLq/unXVqhWg6Wn3bvUpnH22Ll98sd6wx4zR8FJ3nzvu0BjnSZPUIR0ohPWyy+DJJ9V81ayZR4369ls1b91ySwG9ER/q1FHfS4kShbFRUcSJSUFRu7bOmsqX96+FWixFjYQE7ew4dGjWe7DLnDm6LpCgKBCNYu5cuPpqvXCvXrquRAm47z6djc+apeuGD9dZ3XvvqcnJdTz7o1IlDfsqVy5rE6GFC3VGGKmGIa5Du3796NSeL2TEpKAoVkwnLqNGeZyAFktR5pxz9N45frxWyf3mm6zbFyxQJ7g/E3316gUgKD75RO1cc+eqBtCtm2fbdddpzPrDD6vj5Z13VMK1a5ezazRv7mlruHCh2uciddN2/RTW7BQW4SU2RIHJk6M9Aoslcpx/vpqP0tI0U3v0aM1YdyOkVq3Se5o/M2y1aho2m2+kpakQaNdOHSO+VVnj49UmPHy43uCvvBIeeyzn12nRwtMofckS9X9EClejsMl2YRGzgsJiORGJi1PLzh136D36jDN0fXJy4Mq6+e6j+N//VPJMnx64dPc996gGcNppua/57lZ3/OILzatwHd2RwGoUOSImTU8Wy4nM4MEa+PPUU7qcmanBQYEKJlavrjlHx47lw8XT0uCJJzQz+sILA+8XF6f2srw0BnEFxccf63MkBYWrUVhBERZWUFgsMUbp0qpRfPed1nBKSdEAnUCCws2l2Bm0mWWYvP66NvJ57LGCL7xVvrzesFetUptaJOvHt2mj1yzEfSgiiRUUFksM4pb5SEryhM0GMz1BPpif1qzR1PELL4xcxzdXOLRrF9noo5NP1gq3rVtH7poFhDGmvjFmpjFmpTFmhTFmqLN+lDFmizFmifM43+uY4U4vodXGmHNCXcP6KCyWGKRtW51wJyVB06a6LpjpCfIY+ZSRAQMHqjrzzjuRK+PbogX8/HNkzU5Fj3TgHhFZZIwpDyw0xvzgbHtJRJ733tkYcwpajqklUAf40RjTTET8pNsrVlBYLDFI8eKas/brr1owsFq1wL11/JXxEFF/dHq6pi7UqhXkYhkZmuj2++/awNt19EYCV6OwgiLXiMg2YJvzer8xJpkAbR8c+gGfONU0/nLKMHUBfg90gDU9WSwxSmKiJuHNnh28l7g/09Obb6omkpCglQ62bfNzoIg6QP7zHy3kN3w4/N//5et7CMmZZ2qGbY8ekb1u4aOE29fHeQzxt5MxphHQHpjnrLrdGLPUGDPOGONmpdUFNnsdFrCfkIsVFBZLjOJmYa9cGbxFbNWq+uxqFMeOwdNPa3Le889rINMvv/gcNGOG2qwaNtTkumee0TCrSHeOattW25LaXgKhSHf7+jiPd313MMaUAz4DhonIPuAt4GSgHapxvJDbi1tBYbHEKF26QMmS+jqYoChRQisYuILigw+0J88TT2jCdLlynhLlgEqe//s/rUT41lvaP+KBBwrsfVgKHmNMHCokPhKRzwFE5G8RyRCRTGAsal4C7R3k3TM0ZD8h66OwWGKU+Hjo3FlNT8EEBXiS7tLTVTno1Enr+Bmjvo7Zv2bA3D9UggwfrqGhX31VdJuUn0AYYwza5iFZRF70Wl/b8V8AXAIsd15PBz42xryIOrObAvODXcMKCoslhklMDO2jAE+9pylT1In9+eceK1KvzvtoOfoqOO1rXREfDz/8EJaQmD9fEwB/+00rc1tikm7ANcAyY8wSZ90I4CpjTDtAgI3ATQAissIYMxlYiUZM3RYs4gnAiG+ZygKkbNmycvDgwYhdz2Ip7Gzfru6EUGWQ+vXTPDkR1SqWL9fimiQnc+CCyyn11yrWDH6Wlrf31PpG/poK+eHee+GFF7Q2YH70DLLkDmPMIRGJWsMFq1FYLDFMrVrh1cqrVk1LM53CCr469QmKPdoU9u6Ft96ibPnynFv8W9pV7cWYdjm7vuvb2L49x0O3FCGsoLBYigBuiOyLpR+m0aKvYEGmFom68UbMk0+yv1/1rA7tMDh4UP3cYAXFiY6NerJYigDVq8NJrKfPkWmY++/X8hR//61Z1tWrk5ioPS0OHw7/nHPnqhkLAuRhWE4YrKCwWIoA550H7yS8orGyt92mDmu3tgfqFE9L0y6l4ZKUpA7x8uWtRnGiYwWFxVIEaFlnN2enjMP83//57QHdrZve9HNifkpK0ny4xo2tRnGiYwWFxVLYSU+Hm25Sp8Jdd/ndpXJlbUcdrqBIS1PTU2KiOtStRnFiYwWFxVKYSU/XWk2ffgrPPacqQAASE7Xun+t3CMaiRdp0LjFRFZSC0igOH4Y33tC6hJbYxQoKi6WwsnOnNq6YNEmFxL33Bt09MVF93EuWhD61q3l4axQFkXI1dSrcfnvOfCeWyGMFhcVSGFm3Tktz//IL/Pe/IYUEeIoMhmN+SkqCJk1USNSqpaaoXbvyOGY/rFypz1u35v+5LfmHFRQWS6wion6H/fuzb7vnHtizR+/ogweHdbq6ddUxHUpQZGZqyY4zztBl1zdeEH4Kt3uf9YHENlZQWCyxyOefa9nXcuWgQgXVHh5/XKf2CxZoGva992qJ2RyQmKhCwDUjpaVpPSdvkpNVe3A1ELfpkb+beUaG+j3CJTMzq5lp1Sp9jmZU1fz5BWNWK0pYQWGxxBpHj2r0UqNGMGYMjBql1V4ffRQuuUT7WlepAnfemeNTJyZqldnVq3X5vfe0hpN3vwpv/wR4NAp/N/MXX9TqtG4GdyhmzICuXT3JfGvX6vpoaRR//JH9/VuyY0t4WCyxxrvvaue5H37QWuGgQuLtt+HWW3X6+/TTqmnkEG8/RYsWMHOmLj/1lDabc7fVrg0nnaTLgTSKI0e0YCDArFnQoUPo6//5pz7PnKkhu2lp/s8dKVyBuSVoNwaL1SgsFm/++APuv19n9S779mmeQseOnu5AixfDa6/ln83i8GG9e/7xB4wera1Be/XKus/NN8PEidC3r4YK5YJmzaBGDRUGImqGKl0avv9eLVqg2xITPWXKy5fXfXw1ivHjtUpI6dLh52e4pqakJM/r6tWjZ3pKSdHn3bujc/1Cg4hE7FGmTBmxWGKas88WAZFLLhE5dkzk889FGjQQKVZMJC5O5PzzRdasEalaVfdbuTLr8Xv3iowdK3LLLSJDh4ocPhz6mtu3i3TsqOdzH7NnF8jbExHp31+kUSOR9ev1Uk8/LVKxokjfviK//67rXnst6zEnnSTyf/8nkpkpkpqqxzZqJHLaaSLXXitSrZpuC0W7dnr+ChVERo/W1wMGiNSuXSBvNSRDhugYHn88OtcPF+CgRPBe7fuwGoXlxGTMGLWtPPaYZzq7bRv8/DO0b68B/vXqQf/+6h+YPRteegm+/lo1i8xMPWbatKznffZZrQv+4Yfwyiv6OpDWsXw5jBsHp52mHuRx49SJ/c03avgvIBITtXfFxIm6fMEFcMcd6h8/7TRd55qhXGrV0o9n4kT9WE4+Wc8xYoSe799/PWacQGRm6j516qiSNnmyvm7WTDWTaCTduRpFQYT+FikiKZWsRmGJCX79VTWEhg11Olmlik6TX3pJl5OTRcaMEWnTRuT990XS0vS4zEyRK64QKVlSz9Gxo0jXrlnPffrpIqeeKpKRIfLYY3q+MWOyj+Hddz3aQ926IvPnF/S7Ps6CBXrZatVEKlfWoR46JPLhhyLjx4vMmJH9mP79RZo3F2nRQuSUU3S/L77Qj2TVKj3fu+8Gv+6GDbrfww973nqvXiKvv66vt28viHcbnIQEvfZ110X+2jmBIBoF2v96JtqxbgUw1FlfBfgBWOs8V3bWG+BVYB2wFOgQ6NzHrxFyB4hH+6n+6QziMWd9Y2Cec7FJQMlQ57KCwhJ1du0SqV9fbSn79oksWSJSurTIRReJdOok0qFD8OPT0z13tCee0L/Q1q26fPCgmqceeECXMzNFLrtMhVJKStbzdO4s0rq1yOrVeqeOIGlpIuXK6dAvvDC8Y267zXNz/+STrNsyM0Vq1BC55prg5/j6az0+KUm/AhC5/XaRKVP09ZIluXs/uSUzU6RsWb32RRdF9to5JYSgqO3e7IHywBrgFOBZ4EFn/YPAGOf1+cA3jsDoCswLdG73EY7p6Shwloi0BdoB5xpjugJjgJdEpAmwGwgv68diiSRJSfDggxqik5EB11zjsaGUL6+1kZ54QuM2FyyAq68Ofr7ixaFmTX3dr58+z5ihz3PnahiPm6lmjJqiMjPV8+uycaM6ra++Wu0uxSJrAS5RwmPZcqOgQuFGPjVpApddlnWbMdC9e2iHtptc16KF57otWgQPvy1Idu3SfEYo3M5sEdkmIouc1/uBZKAu0A9439ntfeBi53U/4ANHBs0FKhljspcc9iLkL9Q52QFnMc55CHAWMMXPICyW2CAtDQYOVH/E+edrn4avvoJXX82aqDZsmC4XKwZXXhn++Vu10lRn10/x6696jm7dPPs0bqwhru+95zHCT3H+NgMG5OXd5Qn3Rh2uoHBv5g8+qLLS3/k2boQNGwKfIzlZO/FVq+a5bkJC8IS+gsT1T8TFFQofRQljzAKvxxB/OxljGgHtUWtPTRFxxe92wJnhUBfY7HVYqrMuMKFUDkdVKQ4sAQ6gmkQ1YJ3X9vrA8gDHDgEWAAtKliyZ3xqZxZKVo0dFduzQ12+/rXaFm24SKV5cX999t//jtmwR+fbbnF/vrrvU3LRmjUiPHv5NV5Mm6bXd83fpov6NKLJjh8jzz4dv9fr3X5Fnn9WP1x+bNomUKCFy552Bz9G9u0hior7et0/kmWfUDHbwoByPvookU6fqddu1i17UVbgQRtQTUA5YCPR3lvf4bN/tPH8JdPda/xPQKei5Q13c50KVUKdJ93AFhffD+igsBcqaNeqALlVKYy/r1lXncmamyHffiYwapT6G/CQ1VWNLu3UTiY9XweHLkSMaTnvRRZ7402eeyd9xxACDBqm75++//W+vWlXkxhv9b6tQIbiQKQheeUW/ioED9auLZUIJCtTS8x1wt9e61UBt8fgxVjuv3wGu8rdfoEeOjKMisscRFKehdi03s7seYHMbLdHj2281bDU1VRPVHnpI022fekqN6H36aHazP7tJXqhbV8NmZ89WP4jrn/CmVCm47jr1Zbjxp1E0OxUUDzygH8Err2Tf9s8/WhU9IcH/sdFojrRpkyYLNmum485JP/FYwhhjgPeAZBF50WvTdOA65/V1wDSv9dcapSuwVzwmKr+ELOFhjKkOpInIHmNMaaA3an6aCVwGfOIzCIslsvz2m9ZAatFC/QUNGmg+wsaN2RMCCoKBA7UnxA8/qFfXH489ph7k/fs1Ndqtj1GEaN5cHd2vvw733QeVKulXMGyYCgoILCjc5kipqZrTceSI1kN8+22oWrVgxpuSoj+VKlV0efduFRyFkG7ANcAyY8wSZ90I4BlgsjFmMLAJuNzZ9jUa+bQOOAQMCnmFYOqGo5a0ARaj8bbLgUec9SehYbPrgE+BUqHOZU1Plnzl2DGRL78UqVRJpFkzj28iGuzerXGfJziLFqk5Z/RoXR44UC2BXbqI9O4tsmeP/+OuuEKkaVN1J8XFafSwMSIjRhTcWDt3FunTx+NCWras4K6VV4hyZrbRMUSGsmXLykE3Hs1iyQ1bt+o0c+lSjcfctQvq19fXDRtGe3QWNMDsjz80CKxNGw02e/nl4MfcdRe89ZZmalx/vb4eMEBrUKWkQMWK+T/OWrXgoovg8svVMvnrr+FHgUUaY8whESkbrevbEh6W2ObHH7WpsstVV2nRvNWr4cILtdTG6tVWSMQQI0ZoSY9zzlH30D33hD6mVi2tw5iRoWYrgOHDtdTHm2/m/xiPHNGyIQ0bekxPhSBENmrYMuOW2OV//4NBg/Tu0aQJxMfrtO+VV3LVi8ESGbp315m523yvfv3Qx7i5FFdd5XHfdOgA556rsQJDh0KZMvk3xs1OFkGDBlruHAp30l1BYzUKS2zy3ntw7bVabrtZMy2r/eijmhV9443RHp0lBE88ocUDH3wwvP07ddKb9ogRWdfffbc6wn/8MX/Ht2KFPjdpktWZbfGP1Sgsscf8+XDLLWq7mDZNp6a9e8O6dfD884U2NOVE4swzPbP2cGjZUsNVfUlMhJIl9SfQt2/+jS8pSaOWO3bUzGxjrOkpGFajsMQWO3eqF7NOHfj4Y/03n3225iHUr6/NeywnDPHx0Llz+I2RwiUpSau2lCqlVVcqV7YaRTCsoLDEFnffrQH1n37qsQmAFtVbtUp7Q1hOKBITYeFCTwG/vHLggPb49o5wqlzZahTBsILCEjskJ6sDe+hQnUZ6Y0z+ejMthYbEREhPh3nz8ud8c+dqfIS3oKhSxWoUwbCCwhI7jBqlwuD++6M9EksMcfrpOk/IL/NTUpKam7ybCFqNIjhWUFiiw+LF8NFHnuWlS7U35tChUL169MZliTkqVdLEvfwUFO3aQYUKnnXWRxEcG/VkiTwZGRowv3q1ThUvukjzJSpUCC87y3LCkZioLcXT0jRKKRi7d2tCnUt8vCdX4tgxNT0N8enmYE1PwbEahSXyfP65Com6deGGGzQM9s8/NcrJ24FtsTiccQYcOqT1H4OxaJEWEaxTx/OoWhWWLNHtf/6pVWJ9aze6GkUEKxoVKqygsBQ8GRlaEvSMM2DtWi3B0by55ktUrgy//67TxQsuiPZILTHKBRdoZ7znngu+37ff6s3+tde0JNjo0bq8bJludzvwtWiR9bgqVfRnun9//o+9KGBNT5aC5dgxzbCeNEkd1a1ba1Gf8eN1ujdzpv57zz032iO1xDBlymjhwIceUvdW+/b+90tKglNO0UR+UO3hoYc8yXzuc4MGWY9zTVO7dmX1XVgUq1FYCo7t21UATJoEzz4LK1eqFzEhAa6+Wvdp1swKCUtY3Hqr3sSfftr/9owMmDMna9hr6dLa/sMVECkp6hz3FQa2jEdwrEZhKRh+/x3694e9e+H991WrcNenp4f2SFosPlSqpCXLn3lGXVzNm2fdvnSpVpv1LRXesKEKCFCB4a/QsKtR7NyZ78MuEliNwpL/bNqkkUxly2qWlCskQKOcrJCw5JJhw7Tsxpgx2be54bO+gqJBg6waha/ZCTw+i8WL822oEcUYM84Ys8MYs9xr3ShjzBZjzBLncb7XtuHGmHXGmNXGmHNCnd8KCkv+cuQIXHqpxjF+8436JCyWfKJGDS0e/L//ebQEl6QkFQK+gsDVKEQCaxQ1a6oVNL9rSkWQCYA/G+5LItLOeXwNYIw5BbgSaOkc86YxJmgzeSsoLPmDiPaMPussLczz4YfQtGm0R2Upgtx7rz4//7xnnYje5P11qGvQQJ3aGzaoJdSfRgF67G+/QWZm/o+5oBGRX4Fwc8v7AZ+IyFER+QttZ90l2AFWUFjyh2HDtJ9kSgpMmKCmJ4ulAGjQAK65BsaOhYsv1seFF2rHOn+CwtUg3ByMQM0QExPVmb1yZUGMOmrcboxZ6pimHE8MdQHvIvCpzrqAWEFhyTsrVsDrr2uz4/XrtSS4xVKAPPywBtBt3KiPLVu0dpO/+YmrQbhmpWAahfd+MUYJY8wCr8eQ0IfwFnAy0A7YBryQ64vn9kDLCUZ6uj7i47Nve/BBKF9eQ2BLlYr82CwnHCedpAF04eBqEK4ACKRRNG6sqT1JSdo3K8ZIF5FOOTlARP52XxtjxgJfOotbAO8GtfWcdQGxGoUlNEuWQNu22jho0iQ1CG/bBrNna/rrl1/C8OFaK8FiiTGqVNGEvTVrtFtezZr+9zNGS3skJRWNUh7GmNpei5cAbkTUdOBKY0wpY0xjoCkwP9i5YkdQrFtn8+cjyZw58OqrWkYjPT3wfq+/rq3Adu/WqdiVV2p11zp19F91yy06vbvzzsiN3WLJAcZ4tIj69bXEeCASEyE11X9bVn+IaNzG0aN5H2deMMZMBH4HmhtjUo0xg4FnjTHLjDFLgZ7AXQAisgKYDKwEvgVuE5GMYOePvulp1ix4/HEt5TBwoJZ2sBQskydrZrQrIM48Uz9/Yzz7ZGRot7lXX1XD7/jxULGiCo7Fi6FDBw0+r1JFn20fa0sM06CB9sUK5J9w8fZTNGoU+rwLFqhjHeA//8nTEPOEiFzlZ/V7QfYfDYwO9/wR1ShqHz2aVadbvVorh65dq8Vbpk7V2kAWDxs3wvLlIXcLm48/1hLfXbtqa9GRI+GXX+D773X74cNaoK9LFxUS99wDX3yhZqUSJTS66f33tW/EOedoJ7ry5fNvfBZLAeBqFIH8Ey6tWul8KFyH9l9/6XMRi5TKRkQFRaWMDO1iBiowbr5ZZ6J//AGPPaZBzjNnRnJIsc38+SpAW7eGjh3hk0/ydr41a7Ssd2Kiltls3lzDR+rV0wI6hw5Bjx4weLAmzn3wgQarB9PVLZZCgKtJhNIoiheHbt3CFxSuiWrVqtyPrTAQ0TvAnuLF1cw0eLDeoGbN0sIttWpB795a8mHq1EgOKfb44APtqvLYY3D22Wraef55zXS+6ioth5EbX056uurIpUurVlG2rK4vWVK1hl9+USHxxx8qkJYv9+jUFkshJ1yNAnQetWoV/PNP6H3d7PDk5ND7rlxZOJP5ABCRiD3KlCkjcuONImXKiIBI164iGRlynMsvF6lZUyQ9XU5Ixo3Tz6VcOX1OSBBJTdVt6ekijz8uUqyYyEknicyalbNzP/64nnPSpOzbDhwQqVpVt7/8ct7fh8USYyxapD/vuXND7/vbb7rv55+H3veii3TfEiVEjh0LvN/MmbrfxIlhDzkLwEGJ4L3a9xF5QSEicuiQyPffi2zfnvXT+OQTHVJSki5nZOgNcevW3Hy2hYsZM0SKFxfp3Vvk6FGRvXv9C8ykJJGTT9bP6fHHwzv3ggX6S77qqsD7TJsm8uqrIpmZuRu/xRLjpKSEt9+RIyKlSoncdVfofdu2FTFG/47JyYH3O/ts3eeGG8Ibgy/RFhRGxxAZypYtKwcPHgy8w/792saqRg3tUTBnjupr/fqpQ7UokpEBTz6pJrm2bdUEFMo5fPCgmu8+/VR7O7ZqFXjfw4fVv7Fvn7b5cuspWyyWgJx5prrs/vgj+H6VK6urb9487fB7ySXZ95k/H049Va28jRvnzp9hjDkkImVzfmT+EFteyvLlYcoUzc3/5BMtR92rlzpe9+2L9ugKhmuuUQf/1VeHJyRA/QtvvqndV9wKaS6vvKItR6+9FgYN0roGycka3mqFhMUSFomJGgV+4ED2ba6fYd8+2LNHS5yBRwBk+GQkPP209tK4/34N9Nyxo6BGXXDElqAAjdmfMUO/hSVL1Kl79Ch89VW0R5b//PorTJyojv0PPshZmGmVKvDII/Ddd/oAdVg/+aQmL86apSGvZctqA+HevQvkLVgsRZEzztAb/k8/ZV3/55/6N50zx+PIbtlSAweTkzUGpEIFz+1qxQo1htx5J5zvdINwixMWKiJp5zruo8gJGRkitWuL9O+f82NjmcxMkc6dRerVU59Nbjh6VP0V7dvr+VyP2ZQp+TpUi+VE49gxkQYNRLp3z7p+wAD9iw0fLvLVV/p6zhz1QXTqpG5AEOnYUf+S//mPSNmyIv/+q3/X0qVFhg3L+XiIso8ipEZhjKlvjJlpjFlpjFlhjBnqrK9ijPnBGLPWeS4Yu0axYtoI5+uv/euB0SQzU5vzrFgR/jHbt6spbcwYNYA++WTus5pLltSCfIsXq9nqs8/0XLYHtcWSJ+Li4L77dPb/66+6bvVqtYyD5lm4ORQNG2ob+GXLtBRa8+bakuWdd9RgcPPNmq9asqT6KmK0Om1wQkkSoDbQwXldHlgDnAI8CzzorH8QGBPqXLnSKEQ08glEJk/O3fEFwdSpIk2b6riaNw8vWmj1apFq1fQYEOnQIe+hwIcOaWjrRReJ1KkjcskleTufxWIREf1r1aghcs45ujxwoGoE114rUrKkagZxcWr0ePNN/UuXKiWycaMaCozR/bZs8Zxz5EiNcN+7N2djIdY1ChHZJiKLnNf7gWS0yUU/4H1nt/eBi/NPfPnQvbsWopsxo8AukSNWr4YrrtCS2rfcoss//hj8mK1b1etljPoUfv9dpxbFg3YgDE3p0jplmTFDr9G/f97OZ7FYAP1r3XWX/l1POkndiDfeqH+xY8c0ysktMpiQoMdcf71qGPfeq7PBQYO0fqZLYqIaIgqdVpETqQI0AlKACsAer/XGe9nnmCHAAmBByZIlcyZGvbnoIk1AizYZGSJnnilSqZLItm0adF29ukjfvsGPO+MMTaRbsCD/x7Rli05t4uJEdu/O//NbLCco+/aJ3HKL+hoGD9bUr3//9RgFevTQ/Y4eFXnwQU9q2KFDIvffnz0FzFdLCRcKS8IdUA5YCPR3lvf4bN8d6hy5Nj2JaHKZMfrNRYLMTJFfftFM8tde86x/91392MaO9ax76CEd219/edYdOeIxK82erce8+mrBjXf4cJE77ii481ssluOccor+pa+7LufHPv20HpuTOWOhEBRAHPAdcLfXutVAbed1bWB1qPPkSVB8/bUON6elK3JDRoYnlbJECX0eM0bknXd0uUePrD6JlBTNqr7nHl1OT9cQiE6dRA4e1IitypW1VIbFYin03HST3hZGjsz5sXv2iFSsKHLppeEfE21BEU7Uk0HrmieLyItem6YDbnPk64BpOTV75YiOHfV5wYICvQyg4Qo//gijR8POndqs54EH4KabtFDfF19k7d1Qv74W7HvtNc0kHzdOx7lggRo0p05VX0bZqCVWWiyWfMTtWxGqGq0/KlaE229XH0c4xQRjgZAlPIwx3YEkYBng1j4cAcxDuyQ1ADYBl4vIrmDnClnCIxQNG2qm8cSJuT+HPw4cUO9TyZJw3XWaDd6xowoLYzSRbdgwzbR54gnty+DLjh3q0WrSRHtINGumYaoPP6zn3bgRatfOfpzFYil07Nqlc8O33lJHd0755x+9nV1+OUyYEHr/aJfwiK1aT6G49FJYulQbHeUXa9borD85WcMX0tM1mmnpUr3Z54QPP/SU5p4/Hzp10rCJmjW1p7TFYrE4DBsGb7yhhRRClT8PJSiMMeOAC4EdItLKWVcFmIQGIW1EJ/O7HSvRK8D5wCFgoDiRrYGIvRIewejUST/V3bvz53y//66d3rZv1xi4NWvg1lt1mpBTIQFar+nGG1UodO6s2sjLL1shYbFYsnHvvXqLeP75fDndBMA30/ZB4CcRaQr85CwDnAc0dR5DgLdCnTz6PbNzQqdO+rxokZqH8sJ336kmUaeOJ1AaVMTnFmPg3XfzNi6LxXJCUK+eWrr/+1/1dZQurcu56SwsIr8aYxr5rO4H9HBevw/MAh5w1n/gOMnnGmMqGWNqi8i2QOcvXBpFfjm0//5bjYNNm2qOfm6MjBaLxZJHHnhALd733w933BHU/VrCGLPA6zEkjNPX9Lr5bwdqOq/rApu99kt11gWkcAmKKlW0VOP//qe+hNzy8MNabP6TT9R/YLFYLFGgSRN1jO/dC2XKBI2CSheRTl6PHJkuHO0h1w7pwiUoQBv8rFgBY8fm7LgDB+Cvv7QQ33vvad3fFi0KZowWi8USJqVKaWny5s3zPVz2b2NMbQDn2e2EsQWo77VfPWddQAqfoLjkEujRA0aOVKf24cOaTR+M1FQV3SedBF26aN2oRx6JyHAtFoslHBIS8l1QBMp1mw5ca5SuwN5g/gkojILCjSTavVtr95Ypo0XxAnHsGAwYoBrFK6+oMXDiRM16sVgslhghIUGbIeUmg8AYMxH4HWhujEk1xgwGngF6G2PWAmc7ywBfAxuAdcBY4NaQ5y9UeRTefPihZkEvW6btpJYu9d87etgwFRCTJ6vAsFgslhhkyhS9RS1cCB06ZN1mE+7yys6dalI680yYPj3rttWr4ZRTtPTGm2/m73UtFoslH1mxQue6H36oKVneRFtQFD7Tky9Vq2qXtxkzsjejfeIJiI+HUaOiMjSLxWIJlyZNtD3NqlVZ16emRmc83hR+QQEwdCjUqpVVICQnw8cfw223QY0aURuaxWKxhEOpUmoc8XZo//UXNG4cvTG5FA1BUaaMCouffoI//9R1o0bp+vvui+rQLBaLJVwSErJqFM89l7VQdbQoGoIC1A9Rtiy89JLW7508Ge65R0NhLRaLpRCQkKAl59LTtQTduHEwcGC0R1WUBEXlytqw9uOP4YYbtNzHQw9Fe1QWi8USNgkJkJYGGzbonDctTSP6o03hj3ryZv16rd9UurQWDmzevOCuZbFYLPnMvHla0LphQ9Uo+vfXuW+0o54KV/XYUJx8Mrz9tn7KVkhYLJZCRocOmj/8778QF6eBm7FA0dIoLBaLpQgSbY2i6PgoLBaLxVIgWEFhsVgslqBYQWGxWCyWoFhBYbFYLJagWEFhsVgslqBYQWGxWCyWoFhBYbFYLJagWEFhsVgslqBENOHOGJMJHC7AS5QA0gvw/MWBjAI8vx1/cOz4g2PHH5rC+h5Ki0j0JvYiErEH8G4Bn3+BHb8dvx2/HX9Rfg/ReERaQs2I8PXyGzv+6GLHH10K+/ihaLyHiBNRQSEihfpLsuOPLnb80aWwjx+KxnuIBkXNmf1utAeQR+z4o4sdf3Qp7OOHovEeshFRZ7bFYrFYCh9FTaOwWCwWSz5jBYXFYrFYghLTgsIYU98YM9MYs9IYs8IYM9RZX8UY84MxZq3zXNlZb4wxrxpj1hljlhpjOnida4wxZrnzuCJGx9/CGPO7MeaoMeZen3ONM8bsMMYsj8TY83P8xph4Y8x8Y8yfznkeK0zjd7ZtNMYsM8YsMcYsKEzjN8Y0d8btPvYZY4YVpvfgbBvq/H9XxPD4r3buPcuMMXOMMW29zhXx/3C+Ee343BAxybWBDs7r8sAa4BTgWeBBZ/2DwBjn9fnAN4ABugLznPUXAD+gyTBlgT+ACjE4/hpAZ2A0cK/Puc4AOgDLY/jz9zt+5/so57yOA+YBXQvL+J1tG4FqMf77Dzh+r3MWB7YDDQvTewBaAcuBMs7/+EegSQyO/3SgsvP6PJx7kLMc8f9wfj1iWqMQkW0issh5vR9IBuoC/YD3nd3eBy52XvcDPhBlLlDJGFMb/WJ/FZF0ETkILAXOjbXxi8gOEfkDSPNzrl+BXQU9Zp9r5sv4ne/jgLMY5zwKPIoiPz//aFBA4+8FrBeRTQU1bm/y8T0koDfdQyKSDvwC9I/B8c8Rkd3O+rlAPa9zRfw/nF/EtKDwxhjTCGiPzkZrisg2Z9N2oKbzui6w2euwVGfdn8C5xpgyxphqQE+gfiTG7RLm+GOWvI7fGFPcGLME2AH8ICLzCmioga7fiLx9/gJ8b4xZaIwZUjCjDEw+/n6uBCbm7+jCI4/vYTmQaIypaowpg1oPYv0/PBi1cBR6SkR7AOFgjCkHfAYME5F9xpjj20REjDFBZ6ci8r0xpjMwB/gH+J2CrfeShbyOP9rkx/hFJANoZ4ypBEw1xrQSkYjYavPp8+8uIluMMTWAH4wxq5wZYoGTX78fY0xJoC8wvEAGGvzaef0PJxtjxgDfAweBJcTwf9gY0xMVFN0jNcaCJOY1CmNMHPoFfSQinzur/3ZMSjjPO5z1W8g6y6jnrENERotIOxHpjdrM18Tg+GOO/B6/iOwBZhIB0x/k3/hFxP0d7QCmAl0KZsRZyefP/zxgkYj8nf8jDUw+fgfviUhHETkD2E2M/oeNMW2A/wL9RGRnJMZY0MS0oDAqtt8DkkXkRa9N04HrnNfXAdO81l9rlK7AXhHZ5pg9qjrnbAO0QWcmsTb+mCK/xm+Mqe5oEhhjSgO9gVX5PuDs182v8Zc1xpR3XwN9UFNIgVIAv5+riLDZKT/fg6PNYYxpgPonPs7f0fq9Zo7G74ztc+AaEYmIIIsIefGEF/QDVdsEdT4vcR7nA1WBn4C1aPRDFWd/A7wBrAeWAZ2c9fHASucxF2gXo+OvhfpV9gF7nNcVnG0TgW2oky8VGFxYxo8K5sXOeZYDjxSmzx84CfVz/QmsAB4qTON3tpUFdgIVIzH2AnoPSeh/+E+gV4yO/7+otuPuu8DrXBH/D+fXw5bwsFgsFktQYtr0ZLFYLJboYwWFxWKxWIJiBYXFYrFYgmIFhcVisViCYgWFxWKxWIJiBYWlSOPk1PxmjDnPa90AY8y30RyXxVKYsOGxliKPMaYV8Clap6cEmtNxroisz8W5SogWpbNYThisoLCcEBhjnkVrBJV1nhuipavjgFEiMs0p+vY/Zx+A20VkjjGmB/AEmkjVQkSaRXb0Fkt0sYLCckLglN5YBBwDvgRWiMiHTmmR+ai2IUCmiBwxxjQFJopIJ0dQfAW0EpG/ojF+iyWaFIrqsRZLXhGRg8aYScAB4HLgIuPpoBYPNAC2Aq8bY9qhlUm9NYf5VkhYTlSsoLCcSGQ6DwNcKiKrvTcaY0YBfwNt0UCPI16bD0ZojBZLzGGjniwnIt8BdziVQTHGtHfWVwS2iUgmcA3aNtRiOeGxgsJyIvIE6sReaoxZ4SwDvAlcZ4z5E2iB1SIsFsA6sy0Wi8USAqtRWCwWiyUoVlBYLBaLJShWUFgsFoslKFZQWCwWiyUoVlBYLBaLJShWUFgsFoslKFZQWCwWiyUo/w85Cv6mumINQwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(6,4))\n",
"fig, ax = plt.subplots()\n",
"m.plot(kind='line',x='Month_d',y='jokes: (Worldwide)', color='blue', ax=ax, label='\"jokes\" Google search volume')\n",
"#fig = plt.gcf()\n",
"m.plot(kind='line',x='Month_d',y='Close', color='red', label='$SPY price', ax=ax, secondary_y = True)\n",
"ax.set_xlabel(\"Year\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.7.0"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment