{
"cells": [
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import seaborn as sns"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"data_path = './data/example_sales_data_5.csv'\n",
"data = pd.read_csv(data_path)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"data.to_csv(data_path, index=False)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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"4 2018-02-01 Item_B 63"
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},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"item_a = data[data['sku'] == 'Item_A']"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"item_c = data[data['sku'] == 'Item_C']"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
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}
],
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"item_c.head()"
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},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
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F0tPTkZaWhocffhiFhYXy7rXx48fj2muvxU9+8hO8/PLLAIC77roLCxcu5E61PpK2kwLMHBERhUOvmSNpO78jcyRlgJJ0ql53n0l8beff6MgaZSVpUdtqRBMzR6H1zTffYOrUqZg6dSoA4KGHHsLUqVPx5JNP+v0ca9aswU033YTFixfj8ssvR3x8PD788EMolc6tjm+//TYKCwsxf/58zJ8/H5MmTcJbb70V9PcTK4ysOSIiCqvu3bFdjXdkjo7XtMJmE1HZ7Hummiu5EaSHZTWz1YYPD9h3p/1w5ggAQGMM1BwNaOZo9uzZAXVYPnv2bI/bdDod1q5di7Vr13p9XFpaGtavX9+XUyQPWHNERBRevQVHBRkJ0CgVaDdZUdHUiWpHBijXj2JsAHJBd7Whq8dmpR0n69HQbkJ6ggaLJufh958cR1OHyeempmgXsTVHFLncd6sxOCIiCrXeltVUSgVGZycCsHfKlobI+lOMDQDZyToIgn1VoHtWSFpSu2FyHjKTtADspRWtRkvf3kiUYHBEAXPNHDE4IiIKvd6CI8C9GaS8U82PYmwA0KgUyEi0Bz6uRdltRgu2fGvvB3jT1CHQqZVyd+7Bvp2fwREFjJkjIqLw8h0cSQNoW/yeq+ZKCqSqXOqOPjlcgy6zDSMzEjB5qB4AkJqgAQA0MDgicmdizRERUVh5awIpGZfrnLFW7edcNVfSsdUuO9akxo83TR0i1xelOYKjwZ45GtyT4ygk2CGbiCi8/F1WK21oh1ppz3v40x1b4tyxZg+szrd04T+n6gEAN00ZIh8nBUeDfccaM0cUMO5WIyIKny6zVW6h4i1zlJmkRUaiBqLo/AU2x8+aI8AZSFU6MkcfHqiCTQSmDU/FsPR4+bi0eAZHRB6ZWJBNRBQ2LV32rJEgAEla7ws+UvYIADIStdCqlF6P7S4vxT1zJO1Su2nqELfjpJqjwT5ChMERBcxscfamYnBERBRaLfLoEDUUCu+9haSibCCwJTXAOWakurkTJ8634khVC1QKAQsLc92Oi5WaIwZHFDD3zBFrjoiIQslXvZFkrEtw5M9MNVdS5uh8qxH/2FcBAJg9NkvOFElYc0TkBbfyExGFj7/B0fhc57JaIDvVAPsynEohwGoT8dc9ZQCAm7stqQFAKmuOiDzjVn4iovDxNzgalZUIadXN37lqEqVCkAu4W40WJGlVuGZ8Vo/j0hMdy2od5oCeP9owOKKAmbmsRkQUNoYOqcdR7913dGolRmbax4gEmjkC3AOq6wpzoFP3LOiWMkcNbcaAnz+aMDiigHFZjYiCpctsHfTFvf1l6LTPMfOVOQKAh+ePwaLJeZg9NjPg13EdVHvz1KEej5Fqjlq6LG6/KA82bAJJAeNsNSIKlsUv78KZunb85xdX+3Xxj0XSVn5vPY5cXTsxF9dOzPV5nCdSI8hcvQ7TC9I8HqOPU0MhADYRaO4wy8NoBxtmjiggNpsIs9W5lZ81R0TUV11mKw5WGNBmtOBMXdtAn07E8rfmqL/mjM2ESiHgnlkXeG0ZoFQISImBomxmjiggZpt7GpWZIyLqq4qmDvnP9W2D90LbX+EKjqaPTMfx314HZS+9lAAgNV6NxnbToA6OmDmigLjWGwH2gmxRFL0cTUTkXVmjMziqax3cBb79Ea7gCIDPwAgA0hPsS2lNg7hLNoMjCojrkprEaBm8RXlEFDrljc4J8AyOvGsJY3Dkj9QE+3k0MHNEZCdljlx/ueg0cWmNiALnljlq6xrAM4ls4cwc+SMWRogwOKKASDvVdGol1Ep7hNRlYXBERIHjspp/DC6z1SJBLIwQYXBEAZGW0NRKBXSOic/MHBFRX5QzOPLJbLWhw/EzNlIyR7EwQoTBEQVEyhxpVAroNPbgiF2yiShQoii6B0eDvONyX0n1RoB/fY7CQV5WY0E2kZ1Uc6RRKqBT2//5sNcREQWqsd2Edpesc12rMeg7X1d+cASX/O5TVDZ3+j44QklLaklalV87ycKBy2pE3bhmjuIcc3eMDI6IKEDlTfaAJSXeng3pMtvQZrQE9TU+PlSNulYjPiipCurz9le1oRMHK5r9OlauN4qQrBHA4IioB5NccyTIQwmZOSKiQEnF2GOykpCotfcjDmbdUZfZKj/f58fOB+15+6vTZMUtL+7EzS/udFtW9CbSdqoB7jVHg7XPHYMjCojJteZIzZojIuobKTDIT4uX53MFMziqaHIupe071xQx287f3nMO1YYuWG0ivq1u8Xl8JAZHUubIaLEN2l+OGRxRQEyuu9WYOSKiPpKCo2Fp8chMtAdHwRwhUu4ymsQmAl+cqA3ac/dVu9GCl744LX/vT+aoRV5Wi5xpX/EaJbQqe/jQMEjHvjA4ooBIHbLVSgXiHAXZnK9GRIEqkzNHcS6Zo+A1gqzoFnh8dnTgg6O/7Drn1lX6XIMfwVGXvQ4rkjJHgiAM+h1rDI4oICarPRDSui2rMTgiosCUuWaOpOAoiNv5pYLvKfkpAIDtJ+rkDSXB0GW24uT5Vr+Pb+0y4+Uv7Vmj6QVpANybYHoTictqwODvdcTgiAJitrhmjhgcEVHgzFYbqg32LNGwENUcSUtWCyflIj1Bg9YuC74+2xi05//Vh99i3pov8T+fnfTr+Df+cxbNHWaMzEzA/VePAuBncNQRmcFReiKDIyKZ0era54gF2UQUuOpme0GyVqVAZpJWrjkKRUH28PQEzB6bBQD4PIhLa1LW6LmtJ7Bhb1mvxxo6zXj1qzMAgJ9dMxoFGQmOc+yA1db7bi9mjgbGgAZHX375JW644Qbk5eVBEARs2rRJvs9sNuPnP/85CgsLkZCQgLy8PNxxxx2oqnLvV2E0GrFs2TJkZGQgISEBixYtQkVFhdsxTU1NKCoqgl6vh16vR1FREZqbm8PwDgcfs1SQrWJBNhH1TZnLTjVBEEK0rGZ/jaGpcZg73h4cfXYseMGRwaVz9eObDuOzo97bBby2oxQtXRaMyU7Ewkl5yNXHQa0UYLaKqDb03qAyEvscAYO/S/aABkft7e2YPHky1q1b1+O+jo4O7N+/H0888QT279+P9957DydOnMCiRYvcjlu+fDk2btyIDRs2YMeOHWhra8PChQthtTov2EuWLEFJSQk2b96MzZs3o6SkBEVFRSF/f4ORydqzQzaX1YgoEFLgkp8aBwDICHLmqLXLjGbHclR+WjyuGJ0BtVJAaX07ztS1BeU1mh1By8XDU2G1ibjvnf3YX9bU47imdhP+b0cpAGD53DFQKgQoFQKGpsYD8L20FqmZo8HeCHJA9wZed911uO666zzep9frsXXrVrfb1q5di0svvRRlZWUYNmwYDAYDXnvtNbz11luYO3cuAGD9+vXIz8/Hp59+igULFuDo0aPYvHkzdu/ejenTpwMAXn31VcyYMQPHjx/H2LFjQ/smBxkpc6RRCXLNETNHRBQI12JsAHLmqL7NBJtNhKKfYzLKG+3ZmNR4tdxgcnpBOnacqsfnx2oxMjOxX88viqIctPxx8WQ89cERfHG8Dkvf+Br/+OlMXODy/K9+dQZtRgvG5ybj2gtz5NuHpcWjtL7dXht1gffXaumKzOAodZAHR1FVc2QwGCAIAlJSUgAA+/btg9lsxvz58+Vj8vLyMHHiROzcuRMAsGvXLuj1ejkwAoDLLrsMer1ePsYTo9GIlpYWty/qnjmSxoew5oiI/Oe6rAY4i3utNjEoyzRyZsrx/ABwjWNp7dNelr/81WW2yT3f0hO1ePEHF2HyUD2aOsz44f/tRW2Lvdi8oc2IN3aeBQA8OHe0W9AnBYa+tvNH7LKao+aoqd3s48joFDXBUVdXF37xi19gyZIlSE5OBgDU1NRAo9EgNTXV7djs7GzU1NTIx2RlZfV4vqysLPkYT1atWiXXKOn1euTn5wfx3UQvKThy3a3GzBERBaKiW3CkVirkZZpg1B1Jxdj5qc7g6Opx9uvA12eb3OqF+kJ6vFIhIEGjRLxGhf+78xKMSI9HRVMn7nz9a8fW/TPoMFlROESPeROy3Z5DCo56W1az2kS0RmCfI8C5rNbQHrw6sUgSFcGR2WzG9773PdhsNrz44os+jxdFEYLgjNBd/+ztmO4ee+wxGAwG+au8vLxvJz/ImCzO8SFa1hwRUR90X1YDENQda9I2/qFpcfJtw9MTMCorEVabiC9P1PXr+V3rgKTrSHqiFn/5f9ORkajBt9UtWPrGN/jLrrMAgIfmjelxvRmW7js4au1yBnGRGhw1dTBzNCDMZjMWL16M0tJSbN26Vc4aAUBOTg5MJhOamtyL4Gpra5GdnS0fc/58zzRqXV2dfIwnWq0WycnJbl8EuYkaM0dE1BetXWb5guq67OWsOwpG5kjaqRbvdru0tNbbzjJ/NDuW/lK6BSzD0uPx+p2XIkGjxN6zjegy2zB1WApmj83s8Rz+ZI6kICxeo4RaGVmX69QE+3tv7jD5bEcQjSLr0+5GCoxOnjyJTz/9FOnp6W73T5s2DWq12q1wu7q6GocPH8bMmTMBADNmzIDBYMDevXvlY/bs2QODwSAfQ/5zzRyxzxERBUoqlk5L0MjF0gCC2ghSeg1pN5zkmnH2X4i/OFEHSz+6ZfdWB1Q4VI+Xbp8GlaO+yFPWCHAGR80dZq/LfJG6Uw1w9jmyiej3MmUkGtDdam1tbTh16pT8fWlpKUpKSpCWloa8vDx897vfxf79+/HRRx/BarXKNUJpaWnQaDTQ6/VYunQpVqxYgfT0dKSlpeHhhx9GYWGhvHtt/PjxuPbaa/GTn/wEL7/8MgDgrrvuwsKFC7lTrQ+k2WruTSCZOSIi/3QvxpYEKzgSRdFjQTYAXDQsBfo4NZo7zCgub8YlI9L69BrSNv6UeM9By1VjMvH2j6ejrs2IK0f3zBoBQIJWhYxEDerbTChv7IB+iL7HMZEcHKmVCiTrVGjpsqCx3SQvsw0WA5o5+uabbzB16lRMnToVAPDQQw9h6tSpePLJJ1FRUYEPPvgAFRUVmDJlCnJzc+Uv111ma9aswU033YTFixfj8ssvR3x8PD788EMolUr5mLfffhuFhYWYP38+5s+fj0mTJuGtt94K+/sdDFwzRxwfQkSBKvdQbwQEr+aosd2EDpP9Z9KQFPfMkUqpwBzHEld/dq21+BG0TB+ZjoWT8np9nnwfS2stnfZi7EjbqSYZzI0gBzRzNHv2bIii97XK3u6T6HQ6rF27FmvXrvV6TFpaGtavX9+ncyR3rrvVpCaQrDkiIn91bwApCVaXbGmnWnayVs5uu7p6fDY2lVTh86O1eOy68X16DanBZPeao0ANT4tHcVmz1+388vKdLnKDo7MNHWhoG3zBUUTXHFHk8VxzxOCIiPzjaacaELwu2eVeirEls8ZkQqkQcLK2DWU+egx5E6zlLl9F2ZG8rAYM7swRgyMKiHO3muBWkO1Plo+IyFtwFKyaI2/F2BJ9nBqXjLD3xvvsWN+W1oLVmHFYun0AbVlje6+vE6nB0WAePsvgiAIiZY60KgXiNM6UtdHCHWtE1DubTXQ2aPQSHDV1mOWfM33hrRjblbRr7fM+DqJ1FmT3rwg56jNHiQyOiAC49znSqZz/fDpNXFojot7VthphstigVAjI1evc7kuJU8vb3/vTdVkq+M73sqwGOPsd7T7TgDajJeDXCPayWlVzl/yz1ZWz8HtAy4O9co4QYXBEMc7oUnOkUiqgVtp/mHVZGBwRUe+kDMmQlDioujU1VCiEoNQdSZkp1+7Y3Y3MTERBRgLMVhFf9aFbtkFqAullK7+/spK00KoUsNpEVDV39nwdKTjq5+uEijx8ljVHFOtcM0cAoFM5umQzc0REPshZHS+BS3/rjmw2EZUe5qp5Is1a+6wPS2vByhwpFEKv2/lbuiJ7WS09gctqRACcW/k1jiU1nYZdsonIP96KsSX9HSFS22qEyep52a47aWlt27Fa2AIYf2GziXJw1N+t/IB9Oz8Aj9v5I73mKJXBEZGd2eLskA2AvY6IBoFTtW147L1DqPSwtBNM5V66Y0v62whSKsbO1et6LNt1d/Fwe3fshnZTQMtCbSYLpFgqGM0Zpc+i3EPmKOL7HLHmiMiue+ZI6pJtZHBEFLXe3HkWf91bhg17y0L6Os4GkL1njvocHPlRjC3RqBRyRiaQi7vB0QBS69LrrT+87Viz2US/OnEPJGm3WrvJOuj63TE4ooCYLd1qjqReRyzIJopata1dAIAaQ1dIX8ffZbW+dsmWexz1Uoztqi81MwYfc9UCNTzd87JasDNUoZCkVck7DAdbI0gGRxQQY/eaI7VUkM2aI6JoJQUH/R3d0ZsusxXnW+zP7y046u9utQof3bG760vNTLDrgIa5LKu5NtMNdoYqFARBGLR1RwyOyG+iKLp1yAbAESJEg0CD48JW2xK64EjaYp+oVXnNuvR7Wa2p991w3ckdngPIejjnqgVnCr1Uc9RqtKDJ8dxA5BdjSwbrjjUGR+Q3i02E9IuNVmkPiuJYkE0U9cKROXItxhYEweMx/a858m8bvyQtoQ81R0EaHSLRqZXITra/b9e6o0jfxi8ZrCNEGByR31w7uKpVzBwRDQYWq03OhjS0GWENYFt7IJz1Rt6zOlJw1G6yoj3AztVmqw3VBs+jSbxJS7C/XkMAF/bmzuA0gHQ1PM0+Y+1cg3PGWqQXY0vk4bMMjihWuc47krbyxzE4Iopqrks5NrF/ozt6489OsgSNUv6ZEmivo+rmLthEez2k1BLAl/5kjoIZtHjazh/sDFWopHFZjWKdtI1fEAClonvmiAXZRNGo+y6j/ozu6I2cOUr3HhwJgtDnpbVyuRg7DgqF52W77pw1R2YfRzqFIqPjaTt/tNQcDdYRIgyOyG9S5kijVMg1A/JuNWaOiKJSQ5v7Ra02xMGRryWvvgZHge5UA4D0xMCXhOSC7GAuq3nYzh8twVFavJR98z/AjAYMjshvZqt7d2zA2SGby2pE0an7ckgoMkeiKMq71XwVS8tdsgNcVnMWY/u3Uw3oWzExl9XcpSVKdVuhK+YfCAyOyG9y5kjl/GcTx8wRUVRr7HZRC0Vw1NRhRpujwHqoj+BFnq/Wx2U1f4uxgb7Vy0iZo2AGR1LmqLqlC0ZHQ11DpyXorxMKzhEizBxRjHL2OHLNHEnjQ1hzRBSNuu/UCkVwJC2p5STrfDY07GuX7EBGh0ikeplOsxWdJv9+wQtF5ig9QYN4jRKi6OwHFS271VIdRe2sOaKYZWTmiGjQkbImSVoVgNAER84eR76XvPraJbu8KbDRIYD9PUsNbf29uDvHhwSnCSRgL0TvXpQdLTVH6Y52CE3tJrcO39GOwRH5rXt3bADQsuaIKKpJmaOxOUkAnHPWgsnfYmygbwXZXWarfHwgBdmCIMh1R/4UZVusNnl5MNhBixwcOYqyoyVzJBWmW2wiWroC603lqralC//YVwGLNTJWIVQDfQIUPZw1R860ODNHRNGt0bFbbVxuEr451xTSzJG3mWqu+hIcSUtRCRolUgPcRZaWoEFtq9GvuiPXi3+yLriXT2+Zo+S4yL5M69RKJGiUaDdZ0dRu8juYM1ls2F/WhC+O12H7iTocrW4BAIxIj8fFI9JCecp+iexPnSKKlDnSuGSO2OeIKLo1ypmjZACh2covF0v7kdVxrTkSRdHrqBGPz9/LaBJv5A7PfiyrNXc4lyBVyuAuvLhu5xdFMWqW1QAgLVGD9sZONLSbMCIjwetx1YZOfH6sFtuP12Hn6QY5CwfY++dNGqKXyzcGGoMj8pun3WocH0IU3aRltfGOZbUOx+iOBG3wLg/+NICUZDh6D5mt9gDBn9qeisbAexxJpKLs7v2ePAnl9nrX7fwdJissjjEuUREcxWtQ3tjZ69LkgfJmfO+V3W6rDOkJGswak4lZYzNxxagMpPvZ2TwcGByR30wedqtxfAhR9LLZRDljMjQ1Xl4eqWs1Bi04slhtqGq21zH5s6ymVSmhj1PD0GlGXavRr+CoL8XYEnkruj+Zo87gN4CUuC6rSa+jVgryz9hI5k+X7Nd2lKLTbMWorETcNCUPs8Zk4cK8ZL+7mYcbgyPym+fMkf3PrDkiij4tXWZ50GxqghqZSVq0N3SgttXY6/JIIKoNXbDaxIBmnmUmaeXgaHR2ks/jy/uROQqk11Eoi6SHpsZDEOw/S8/UtcmvE+gy4UDw9RkaOszYfKQGAPDc4smYNDQlXKfWZ9ytRn6TOmR76nPEzBFR9Glw2cavVSn7PLqjN/JOtQBmngXaJdvZfbsPmaMAgqNQjA6RaFQK5Ont53+o0gAg8rtjS9J87Pj74EAlTBYbxuUkoXCIPpyn1mcMjshvJkfnVs81R7ZB1eOCKBZIAUGao84nK0kHILjb+aV5Yf4sqUkCDdL60h1bkhpAcBTqImnpMzrsCI6iod4I8P0Z/n1fBQDg1ovzoyITBjA4ogB4mq0Wp3Guh0fKLgMi8o9UhCxlT0KROdpUUgkAGJ+b7PdjAumS3dplljM6fQmOAqk5CvW8Myk4OljhyBzpoiM4Su8lODpa3YKDFQaoFAJumpIX7lPrMwZH5DeTvJXfJXPkkkXi0hpRdJEuZukhCo72ljZib2kjNEoFimYM9/txgXTJlgbOpsarkdiHInLnsprv2WDyslpc8Lpju5J280nLhFGXOfIQYP79G3vWaO747IjajeYLgyPym1SQrVY506IqpULumM2ibKLoIg2d7Z45Clavo3XbTgEA/mvaUOTq/a8HCiRI68+SGuDe58hm6700IFzLapJoCY7kz7Bb5shksWFjsT04WnzJ0LCfV38MaHD05Zdf4oYbbkBeXh4EQcCmTZvc7hdFEStXrkReXh7i4uIwe/ZsHDlyxO0Yo9GIZcuWISMjAwkJCVi0aBEqKircjmlqakJRURH0ej30ej2KiorQ3Nwc4nc3+DgzR+5bS3UqNoIkikZSQXZqCDJHB8qb8eWJOigVAn4664KAHhtQcCTvVAu8GBtwDk612kS0+hh/Yei0f16hKMgGoj846j7E+LOj59HUYUZWkhZXjc4ciFPrswENjtrb2zF58mSsW7fO4/2rV6/Gc889h3Xr1uHrr79GTk4O5s2bh9bWVvmY5cuXY+PGjdiwYQN27NiBtrY2LFy4EFarM4uxZMkSlJSUYPPmzdi8eTNKSkpQVFQU8vc32Jg9ZI4AQOeoO/J3qjURRYbuy2pZAdT6+PInR9boxil5fjV/dCXtVqv34zycO9X6ljnSqpTycpyv4bOhzhwNT4/S4MhRt9XaZZEnKQDA374pB2DPHAa7o3ioDWifo+uuuw7XXXedx/tEUcTzzz+Pxx9/HLfccgsA4M0330R2djbeeecd3H333TAYDHjttdfw1ltvYe7cuQCA9evXIz8/H59++ikWLFiAo0ePYvPmzdi9ezemT58OAHj11VcxY8YMHD9+HGPHjg3Pmx0EpMyRtts/cqnXUZeFwRFRNJF3qzkmq0sZm4Y2I6w2Eco+Nug7VtOCLd+ehyAA984eFfDj5fNoN8FitfV6Ya1wLKsN7eOyGmDPHrUZLWhsN6Kgl/5OUs1RqIIWfZwaSTqVnMGKluBIH6eGQgBson1pLStZh/MtXdh+og4AcOu06FpSAyK45qi0tBQ1NTWYP3++fJtWq8WsWbOwc+dOAMC+fftgNpvdjsnLy8PEiRPlY3bt2gW9Xi8HRgBw2WWXQa/Xy8d4YjQa0dLS4vYV68weOmQDLl2ymTkiiirdM0fpCVr5ItfQ3vfs0YvbTgMAvjMxF6OyEgN+fFqCBgoBEEXfW+ylguy+9DiSXy/ev6LsUGeOBEFwyx5FS58jhUJAarx7UfY/91fAJgKXjEjFyMzA/w0MtIgNjmpq7N00s7Oz3W7Pzs6W76upqYFGo0Fqamqvx2RlZfV4/qysLPkYT1atWiXXKOn1euTn5/fr/QwGRg8dsgGXXkfMHFGE2Hy4Gut3nxvo04h4zsyR/cKmVAjyjqLalr4FR2fq2vDRwSoAwL1zAqs1kridRy91R6Io9rsgG3DWXPU2G6zLbJV/BupDVHMEuNcdRUvmCHDvdSSKorxL7dZp0XntjNjgSNK9YZQ/U5q7H+PpeF/P89hjj8FgMMhf5eXlAZ754OOpQzbgDI46TSzIpoG383Q9fvr2fvxy02GcPN/q+wExShRFuYBWCo6AwLtTd/fSF6dhE4FrxmXhwry+d0P25zwa203ocGSsh6T0I3Pkx2wwKWukVAhICuJQ3u5cg7zkuOiZ8OXMvpnwzbkmlNa3I16jxHcm5Q7wmfVNxAZHOTk5ANAju1NbWytnk3JycmAymdDU1NTrMefPn+/x/HV1dT2yUq60Wi2Sk5PdvmKdpw7ZAEeIUORobDfhwXdLIDVrLylvHtDziWTtJqvcniM90SU46seOtYqmDmwstjd9vO/qwGuNXPlzHlIxdlaSVv451BeuF3Zv5AaQOlVIuzwPT3PWPEVT5sh1O//fvrYnE64vzO1T76lIELHBUUFBAXJycrB161b5NpPJhO3bt2PmzJkAgGnTpkGtVrsdU11djcOHD8vHzJgxAwaDAXv37pWP2bNnDwwGg3wM+cdTh2wAiOPwWYoAoiji0X8cxHmX5SBpRhX11Ojojq1TKxCvcV7AsvoRHL28/QwsNhGXj0rHRcNSfT+gF/4ER0er7bWg/VlSA/wbIeKcqxaaBpCSaF9Wq2jqxMeHqgEAiy+JziU1YIB3q7W1teHUqVPy96WlpSgpKUFaWhqGDRuG5cuX4+mnn8bo0aMxevRoPP3004iPj8eSJUsAAHq9HkuXLsWKFSuQnp6OtLQ0PPzwwygsLJR3r40fPx7XXnstfvKTn+Dll18GANx1111YuHAhd6oFyOSr5ojBEQ2g9bvP4dOj56FRKvCjK0bg5e1n5DEM1JNUcJ2e4N61uK+Zo9qWLrzr2Lp9/5zR/T6/DB/b+a02Ea98dQYAcPW4nnWlgUj3o+Yo1KNDJAWZ9syRVqWIqqxLmqNf1N/3VaDDZEVBRgIuHt6/AHkgDegn/80332DOnDny9w899BAA4Ic//CHeeOMNPProo+js7MS9996LpqYmTJ8+HVu2bEFSUpL8mDVr1kClUmHx4sXo7OzENddcgzfeeANKl0aFb7/9Nh544AF5V9uiRYu89lYi70y+dqsxOKIBcqymBb/5+CgA4BfXjcOccVl4efsZHK1ugdlq6/FvlnoWY0uy5C7ZgQ2fffWrMzBZbJg2PBWXjUzr9/n5CtI+OFCJM3XtSIlX444ARpN4kuqliaGrZkc9UkqIg6MhKXH45fXjkRqviZohrYCzHYT07+rWi4dG1fl3N6DB0ezZs3ud5C4IAlauXImVK1d6PUan02Ht2rVYu3at12PS0tKwfv36/pwqwZ/MEQuyKfw6TVY88NdimCw2XD0uCz+6fAREEXK/mJPn2zAhjzWD3XkqxgaAzCQdgMAyR43tJry9pwwAcP/Vo4JyUewtOLJYbVj7mX3V4SdXjkRSPwe0uo4Q8SbU2/hd/fjKkSF/jWCTMkcAoBCA/7oo+nobueKvU+Q3Z5+jbh2ypd1qzBzRAPjtx9/ixPk2ZCZp8fvvToIgCFAoBBQOse+UOlTZPLAnGKG69ziS9GVZ7fX/lKLDZMXEIcmYPSY4YyJ62632wYEqnKlvR2q8Gj+cOaLfr5XqR0F2SxiDo2iU6lKLNWtMJrKTdQN4Nv3H4Ij85j1z5OiQzeCIwmzz4Rq8vacMggCsWTzFbep34VB7cMS6I898L6v5Fxy1dpnxxs6zAID75wQnawR4D9IsVhvWfu7IGl01Mih1OVKA2H38havmTqkgm8GRJ661a4svjt5CbAmDI/KbWR4867nmiJkjCqeq5k78/J8HAQB3XTUSV4zOcLt/0pAUANyx5k2DY7daWqLnzFGHyYp2Y++DWAFg1+kGtHZZMCI9HvMn5ATt/KTzaO2yuP3i9X5JFUqlrNGMEUF5rWTH+AvAe1F2OJfVolF+WhziNUoMSYnDNeO9t8mJFtFTCk8DzlfNkZE1RxQmVpuI5e+WwNBpxuSheqyY13Pn6SRH5uhodQuMFiu0qr73wRmMGuXdau7BUYJWhQSNEu0mK2pbjSjwkZk54Wi0OXVYKhR9nMXmSbJOBY1KAZPFhrpWI/LT4h1Zo5MAgLuuugAJQdrNpVQISInXoLHdhMYO+2yw7kI9Vy3apcRr8K8HrkScRtnjGhGNov8dUNiYvHTIZuaIwu29/RXYW9qIBI0S//P9qR5/GA9NjUNKvBpmq4gTNW0DcJaRrfvQWVeB1B2dOG//bEdnB3d+liAIPeqONpVU4WxDB9ISNP3eodZdmo9eR8wc+TYiIyHqa40kDI7Ib946ZGtZc0RhJnW+LpoxAsPTPU9RFwRnUfZBFmX34G23GhBocGTPHI3JSvJxZOBcz8M1a3T3VSODljWS+OqSbegMTxNIigwMjshv3jtks88RhVdpfTsA+Jz4Lu9YY1F2D952qwFAlmM7v69eRxarDWfq7H8XY7JDGxy9V1yJcw0dSE/QoCjIWSMASHVsRWfNEQGsOaIASE0gvdUcdbLmiMLkrCM4KsjwnDWSSHVHLMp212W2ygNbuxdkA/5njs41dsBktSFOrcTQ1L4PfvVG6pJdY+jCBweqAAB3zxrpNu4kWJzLauYe94miyOAoxjBzRH6x2kRYbZ5rjpwF2cwcUeh1ma2oMtgzGr6Co8KhKQCA4zWtfmc2PzhQhStXf45dpxv6dZ6RTFpSUys9T5j3Nzg66VhSG5WVGNRi7O7n8de9ZShr7EBGoga3Xxb8rBHQeyPINqNF/vnHrfyxgcER+cW190f3zBELsimczjbYs0bJOhVSfVyo8vQ6pCdoYLGJOFbT6tfzv/TFaZQ3duLRfx4YtEvF0tKRtxEVmX72OgpVMXb385CCubuvuiAkWSPA2cTQ0wgRKWukUSnkXwZpcAs4OCorK/M48kMURZSVlQXlpCjymFyCo54dslmQTeHjuqTmq+GgIAhyM8hDFc0+n7u8sUOe9F7e2Ik/bTvl4xHRqbdibMD/zJFcjB2CeiPA2SUbQEizRoBL5shDcCRt4w/1XDWKHAEHRwUFBairq+txe2NjIwoKCoJyUhR5zBaXzJGXZTVmjigcSus7APheUpNMGuJ/p+xPjtQAcBYpv7z9DE7XDb42AHKPIw/1RoD/XbJPOjJHY0KcOQKAe2ZdgDhN6LI2vW3l5+iQ2BNwcCSKosff1tra2qDTDY7+BtSTyWWuWve/f9fBs70NEiYKBilzNMLP4EiqO/KnKFsKjpZdPQqzx2bCZLXhyfcPD7p/13J3bA89jgBnUNLYbpRrbbozW204U+9YVgvBNn4AGJmRgDi1vevyD6aHLmsE9B4ccXRI7PF78fahhx4CYE9TP/HEE4iPj5fvs1qt2LNnD6ZMmRL0E6TIYLZ43sYPwO23OaPFxjV5CqlSP3eqSaQdayfOt6LTZPWafahrNeKbc00AgPkX5uDqcdmYt2Y7/nOqAR8cqMKNU4YE4ewjQ2/b+O23a6EQAJsINLQb5a39rs41tMNsFZHgGBkRCqkJGmx58CrEaZQhzRoBLsNnO0w9kgDcqRZ7/A6OiouLAdgzR4cOHYJG4/yfSqPRYPLkyXj44YeDf4YUEUxW+5KZ2kMnYp3LbV1mK4MjCqlSR0H2CC/NH7vLTtYhM0mLulYjvq02YNrwNI/Hbf32PETRHkzlOS72980Zhee2nsBvPz6KOeOykKwbHBdHb0NnJUqFgPRE+2dW2+I5ODru6Do+KjspJDvVJPlp8b4PCgLpszBZbOgwWd2aTErBUTKDo5jhd3C0bds2AMCPfvQjvPDCC0hOTg7ZSVHkMfWSOVIpFVArBZitIjrNVqSE+dwodrQZLXKRsL/LaoC97uizY7U4WOE9OJKW1BZc6ByeeveskdhYXInS+nY8t+UEVi66sB9nHzl8FWQD9mLoulajPLqjO2dn7NDUG4VbvEYJrUoBo8WGxnaTW3DkLMhmd+xYEXDN0euvv47k5GScOnUKn3zyCTo7OwFg0K3JkztnzZHnfzI6lbPuiChUpHqj9ARNQEschT6aQbZ0mbHzdD0AYMGFzoniWpUSv7lxIgDgL7vO4vAgaSbpa1kNALKSHTvWWjwHRydrQ7tTLdwEQfBad8RltdgTcHDU2NiIa665BmPGjMF3vvMdVFdXAwB+/OMfY8WKFUE/QYoMUp8jrZdpyzpHPUCniTvWKHRKAyzGlsidsr3sWNt2rBZmq4iRmQkY1a24+IrRGbhhch5sIvD4psNeC5Sjia9lNQA9hr52F+oeRwPBte7IlaHT/j0LsmNHwMHR8uXLoVarUVZW5laUfdttt2Hz5s1BPTmKHCaLj8yR1OvIwuCIQkfeqeZnvZFkomM7/6m6NrQbLT3u33LkPADgWpclNVe/vH48ErUqHChvxoavo7+fW0Nb71v5gd57HZksNvnvYrBkjgDn59G91xEzR7En4OBoy5YtePbZZzF06FC320ePHo1z584F7cQosnibqyaRh88yc0QhJBVjj8wMLDjKStIhV6+DKAJHqlrc7usyW/HF8VoA7vVGrrKTdVgxfwwA4Nl/H0O9l2xKNDBbbWjpsgeI3rbyA669jnoOny2tb4fFJiJJq0KufvC0cJEzR92CI6nmSM/MUcwIODhqb293yxhJ6uvrodV6/x+Nopszc+R5V4rc64iZIwqh0j5mjgCgUG4G2ex2+39O1aPdZEWuXicvv3lSdNlwTMhNRkuXBav+dSzg148UUlZEIfTe8TnTsUPNU+ZIKsYelZ3os0t5NGHNEUkCDo6uuuoq/OUvf5G/FwQBNpsNv//97zFnzpygnhxFDrOPzJHcJdvEgmwKHWcDyMC3d0/yUpQt7VKbPyG71wu9SqnA726eCEEA/rm/Qg4Qok2Dy1y13rbg9zZf7aS8U23wLKkBzsxR9+GzDI5iT8AT/H7/+99j9uzZ+Oabb2AymfDoo4/iyJEjaGxsxH/+859QnCNFAN81R9JuNWaOKDSaO0xocixv9ClzJHXKdinKtlht2Pqtvd7I25Kaq6nDUnHFqAx8dbIee0obo7Lexp9ibMC5rOY5czT4irEBIC2xZ+bIahPR6liG5Gy12BFw5mjChAk4ePAgLr30UsybNw/t7e245ZZbUFxcjAsuuCAU50gRwNdutThHQTbnq1GoSEtq2clatx40/pKW1c7Ut6Olyx5kfX22CU0dZqTEq3Fpgef+R91NyU8B4N8g20jkT48jwJk56jBZexSxnxhk2/glaR5qjqS5agCbQMaSwH/CAMjJycGvfvWrYJ8LRTBmjmignQ2wM3Z3aQkaDEmJQ2VzJ45UtmDGBenykto147Kh8vJvu7vCAAbZRqJGP3aqAUCCVoUEjRLtJitqW40ocASkRosV5xrsw38HW3CUmmAPflyDI2muWqJW5fXnHw0+AQdHBw8e9Hi7IAjQ6XQYNmwYC7MHIZPV0SHbx241o4U1RxQapfX2C7K/M9U8mTRUj8rmThyqbMZlI9NcltSyfTzS9TlSAPie1Rap/F1WA+zZo/aGDtS1GuXP/UxdO6w2EUk6FbKTB9fP+nTH7j1p+RZgvVGsCjg4mjJlily0KHXFdi1iVKvVuO222/Dyyy9Dpxs8Wzxjnb+ZIzaBpFA5G+DAWU8Kh+rx78M1OFhhwOHKFlQ2dyJOrcRVYzL9fo4cvQ5ZSVrUthpxpMqAi0f4txwXKZzLar4Dm8wkLc42dLht55cK0cdmJw2qnWqAM3PU1GGC1SZCqRDQ7CjOZnAUWwLOEW7cuBGjR4/GK6+8ggMHDqCkpASvvPIKxo4di3feeQevvfYaPv/8c/zyl78MxfnSAPF3txqX1ShU+tod29WkISkA7DvWpCW12WMzAx6WLO18C+bSmtFixc5T9fj4YHVIxzFJO7HS/OjZk+VhO78UHI0eZEtqgHO3mig6M0bMHMWmgDNHv/vd7/DCCy9gwYIF8m2TJk3C0KFD8cQTT2Dv3r1ISEjAihUr8Ic//CGoJ0sDR8oceRo8Czg7ZLMgm0JBFMXgZI4c9ULnGjqwsbgSgH+71LqbNDQFnx6t7dEzKRCiKOJUbRu+PFmPr07WYc+ZRvn/nz/cOhnfnTbUxzP0TUObIzhK9C9zBHQPjuw71cYMsp1qgD0znqRTobXLgsZ2E9ISNHJBNoOj2BJwcHTo0CEMHz68x+3Dhw/HoUOHANiX3qSZazQ4+MocyR2yOXiWQqCh3YRWowWCAAxLC7zHkUQfr8bw9Hica+hAZXMnVAoBc8ZlBfw80iDbgwEOorVYbdh8pAbbj9fhq5P1qGlx7z4tTYX/576KPgVHB8qbMSY7qdc6KH+Gzko89TqSexwNwswRYP9cWrsscoZN6o7NuWqxJeBltXHjxuGZZ56ByeSs5jebzXjmmWcwbtw4AEBlZSWys/0vcKTIZ/S3QzYzRxQC0pJanj4u4CWw7qTsEQDMuCC9TxmBSVJbgDpnWwB/vLajFPe/U4y/76tATUsXtCoFrhydgce/Mx7//tmV+GzFLADA7tIGVDV3BnRO7+2vwI1/+g/+e+OhXo8LtCAbcGaOusxWnGu0F8YPth5HklTH5yJl2LisFpsCDo7+9Kc/4aOPPsLQoUMxd+5czJs3D0OHDsVHH32El156CQBw5swZ3Hvvvf0+OYvFgl/+8pcoKChAXFwcRo4ciV//+tew2ZzZCVEUsXLlSuTl5SEuLg6zZ8/GkSNH3J7HaDRi2bJlyMjIQEJCAhYtWoSKiop+n18skTNHSs8XpjgGRxRCpUFYUpO4jgjpy5IaAKQnajEkJQ4AcDiA7NE2xwy36wtz8dbSS3Hgqfl4a+l0/OSqkRifm4yhqfGYXpAGUQQ+OFDl9/OKooj//aoUAPDRwaoeg1MlNpsoZ0QCyRxJwdGp2jaIoj2LkunHslw0SuvWJVvays+5arEl4OBo5syZOHv2LH79619j0qRJmDhxIn7961+jtLQUl112GQCgqKgIjzzySL9P7tlnn8Wf//xnrFu3DkePHsXq1avx+9//HmvXrpWPWb16NZ577jmsW7cOX3/9NXJycjBv3jy0tjpb+y9fvhwbN27Ehg0bsGPHDrS1tWHhwoWwWnkh95e8W03lOXOkZc0RhVB/xoZ0V+goyhYE+8iQvpqcH1hRdqfJiv3nmgEADy8YiytHey4Ev3nqEADAJkdNlD+Ky5vxbbV9oK7ZKuL9Es+Pbe40w+ao9U71IzjK6rasdrLWOTZksO1Uk3Sfr8bMUWwKqObIbDZj7Nix+Oijj3DPPfeE6pxku3btwo033ojrr78eADBixAj89a9/xTfffAPA/tvS888/j8cffxy33HILAODNN99EdnY23nnnHdx9990wGAx47bXX8NZbb2Hu3LkAgPXr1yM/Px+ffvqpW2E5eefMHPmqOWJwRMHX3waQrqYNT8W1F+ZgZGYCspL73m6kcEgK/nWoxm0cSW/2nWuCyWpDrl6HEeneg7zrCnPx5PtHcKymFUerWzA+N9nnc6/fdQ6APaPT3GHG3/dV4M7LC3oc19huD3KSdf41NJQyR43tRlht4qAdG+KqR3Ak1RzF+Q4mafAIKHOkVqthNBrD9hvDFVdcgc8++wwnTpwAABw4cAA7duzAd77zHQBAaWkpampqMH/+fPkxWq0Ws2bNws6dOwEA+/btg9lsdjsmLy8PEydOlI/xxGg0oqWlxe0rlpn8HTzLgmwKgTN19uBoZGb/gyONSoE/F03Do9eO69fzTHYszx3wc8faztP1AOx1Tr39DNXHqXG1o0h8k5cMkKvGdhM+OmTfALNm8RRolAocqWrBt1U9f2ZJdTTpfi6JpSdooRAAmwg0tBkHfTE24MyoNTFzFNMCXlZbtmwZnn32WVgsFt8H99PPf/5zfP/738e4ceOgVqsxdepULF++HN///vcBADU19j4l3Yu/s7Oz5ftqamqg0WiQmprq9RhPVq1aBb1eL3/l5+cH861FHZPF0SHbRxNIIzNHFGSiKMrjKoKROQqWCx1F2RVNnW7jJrz5z+kGAMDlF2T4PPYmx9La+8VVsNl673n092/KYbLYMHFIMmaPzcTcCfbA6u/7ynscG0gxNgAoFYIcSNW2GmMrc9TB4CiWBRwc7dmzB++99x6GDRuGBQsW4JZbbnH7CqZ3330X69evxzvvvIP9+/fjzTffxB/+8Ae8+eabbsd1/y1MFEWf2S1fxzz22GMwGAzyV3l5zx80sUTKHHlLxcfJmSMGRxRc51uM6DRboVQIyO/HNv5g08epMdJRIO6r31FLl1keVDvjgnSfzz1nXCaSdSrUtHRhd2mD1+NsNhFv7ykDANw+fTgEQZBbALxfUiXXCkr8HTrrSiq8Lm/sQHnT4Jyp5kouyG6XCrLt/+VW/tgScHCUkpKC//qv/8KCBQuQl5fnll3R6/W+nyAAjzzyCH7xi1/ge9/7HgoLC1FUVIQHH3wQq1atAmAfgAugRwaotrZWzibl5OTAZDKhqanJ6zGeaLVaJCcnu33FMrPF17Ka/XbWHFGwnam3ZyuGpsZF3OBPqd+Rr7qjvWcaYRPtu+3yHLvceqNVKXH9pDwAvRdmf3myDmWNHUjSqbBoiv34q0ZnIitJi8Z2Ez4/dt7t+EB6HEmyHPPTdp1pgCjaA6uMQbpTDXDZyt9uQpfZKvduS2bmKKYE3ATy9ddfD8V5eNTR0QGFwv2HoVKplLfyFxQUICcnB1u3bsXUqVMBACaTCdu3b8ezzz4LAJg2bRrUajW2bt2KxYsXAwCqq6tx+PBhrF69OmzvJdr5yhzpmDmiEDkbhIGzoVI4RI/3S6pwwEdw9B9HvdFMP7JGkpum5OGve8vw70M1+PWNEz3ubFu/2541+u60oYjX2H+cq5QK3HzRELy8/Qz+sa8C107MlY8PdFkNcGaOdpyyv4fRWYN3SQ1wfjZN7Sa5O7ZCAJK0AV8uKYpF1q9h3dxwww343e9+h48//hhnz57Fxo0b8dxzz+Hmm28GYF9OW758OZ5++mls3LgRhw8fxp133on4+HgsWbIEAKDX67F06VKsWLECn332GYqLi3H77bejsLBQ3r1Gvkm71bQ+Z6vZQjoXimJPMHeqBdvk/BQAwKHK5l6P2+WoN5rpR72R5JIRaRiSEodWowWfHa3tcX9lc6ecGfrBdPepBbdOs9dIbjte5zY0tk/Lao4da1JR/NicwbukBjg/m3aTVW5hkBynhkIxOFsXkGd9CoX/8Y9/4G9/+xvKysrcOmUDwP79+4NyYgCwdu1aPPHEE7j33ntRW1uLvLw83H333XjyySflYx599FF0dnbi3nvvRVNTE6ZPn44tW7YgKcn5P/CaNWugUqmwePFidHZ24pprrsEbb7wBpZeGhtST3OfIW82Ry7gCo8XW7y7GRJJgNoAMtgvzkqEQ7HVR51u6kO2hNUB9mxHHauy7vC4bmeb3cysUAm6ckocXvziNTSWVuH5Srtv9f91TBptoz0aN6pbNGZWViKnDUlBc1oxNxZW466oLADi38qcnBrCsluS+hDYYB866StapoFQIsNpE+d9eCpfUYk7AmaP/+Z//wY9+9CNkZWWhuLgYl156KdLT03HmzBlcd911QT25pKQkPP/88zh37hw6Oztx+vRp/Pa3v4VG4/wfWxAErFy5EtXV1ejq6sL27dsxceJEt+fR6XRYu3YtGhoa0NHRgQ8//DDmd58FyudWfpfbWXdEwVQqN4CMvOAoXqPC6Cx7sOCtGaSUNRqfm+z3FnqJ1BDyi+O1bl2vTRYbNnztKMS+rOesSwByYfbfv6mQs7ny0NkE/88jM8k94BszyJfVBEFAqqMoW/q3x51qsSfg4OjFF1/EK6+8gnXr1kGj0eDRRx/F1q1b8cADD8BgCGwII0UPk4/ZaiqlQr6PdUcULFabiDLHNv6RERgcAa5F2c0e798pL6n5X28kGZ2dhAvzkmG2ivj4kHOY9ydHalDfZkJWkhbzvHT5vmFyHrQqBU7Wtsk1UX0pyM7sljkazDvVJNLnI3VmZzF27Ak4OCorK8PMmTMBAHFxcfKYjqKiIvz1r38N7tlRxDD7yBwBgE7lrDsiCoaq5k6YrDZolAq/dnkNBGczSM+/HO7sQzG2q5um9Bwn8tZue0fs7106zOtSd7JOjWsn2nf0/v2bcoiic65aIDVHrstqGYlav8aORLvUBHswdEZaVosf/O+Z3AUcHOXk5KChwf6b0PDhw7F7924A9m7VLMQdvKTMkbcmkACgc9QddZqYOaLgkJY18tPioIzQgtjCoSkAgEOVhh4/AyuaOnCuoQNKhYBLC/yvN3K1aEoeBAH45lwTyho6cLymFXtLG6FUCPj+pb2XB0iF2R8cqEJdmxFmq/38+lKQDQBjBnHzR1fS5+NcVuNOtVgTcHB09dVX48MPPwQALF26FA8++CDmzZuH2267Td5FRoOP9EO118yR1OvIwuBosPjPqXr86PW9qG3p8n1wCEg71SKxGFsyPjcJaqWAxnYTKpo63e6T6o0mDdUjSde3pZnsZJ3cVfv9kkq8vceeNZo3Phu5+t6zaTMvSEeeXofWLgve3WtvZBuvUQa0YSJBq0KC4xefWFhSAyDXHEndsTlXLfYEHA4//vjjGDLEnua95557kJaWhh07duCGG24IekE2RQ5fu9UADp8djH794bc4fr4VHxyowo+vHBn214/knWoSrUqJsTlJOFzZgkOVBrcu3v2pN3J109Qh2HGqHv/YXyEXVXsrxHalUAj4r2lDsfbzU3hj51kAgWWNJJlJWrQ3dAzqsSGuutdksSA79gScORo1ahSam5vl7xcvXoz/+Z//wQ9+8AOMG9e/QY4UmURR9LlbDXDtdcTgKJxe21GKm/70H1Q2d/o+OADHa1px3DFotM7R7yXczkbwTjVXkxxLa65DaEVRlOuN/Jmn1psFF2ZDp1bgXEMH2owWjMxI8DvgknatNfShGFsyc1QGdGpFv99HtOheV6Xn6JCYE3Bw5K2uqK2tDTpdzx4fFP2kJTWg98yRayNICo82owV/3HIcJeXNWL35WFCf+8MDVfKfByo4kjNHEdgA0tWkIT3HiJypb8f5FiM0KgUuGp7q7aF+SdKpMW9Cjvz9kunD/G5KODw9wa3eqS+Zo9/dNBElT86P+CA1WLp/RswcxR6/l9UeeughAPYeEE8++STi452pY6vVij179mDKlClBP0EaeNJONcB7h2zAZYQIC7LD5uODVehwfN7vl1ThrqtG4sK8/s84FEURH7gGR23hD47MVhvKHTU8BZmRfVGWMkeHKgyw2UQoFAJ2OsZtTBuWGpSmqDdPzcOHB6qgUyvkQmt/3TptKPaWNgIIrMeRRBCEmGrsyuCI/A6OiouLAdh/aB46dMitEaNGo8HkyZPx8MMPB/8MacC5TvbuveaIBdnhtuFre5Ftkk6F1i4L/vDJcbz+o0v7/bwHKwwoa+yQvx+IzFFFUyesNhE6tQLZSZGdlR6dnQitSoFWowVnG9oxMjNRrje6fFT/6o0ks8dk4ZEFY3FBZmLAyzzfKczFUx8cQYfJGlB37FiV2m3rfgqX1WKO38HRtm3bAAA/+tGP8MILL8T8lPpYImWOFAJ63U7NzFF4Ha9pRXFZM1QKAf935yX4/iu7se14HfacacD0kf27IEtZo7HZSTh+vnVAgqPS+jYA9plqkT7XSq1U4MK8ZOwva8bBCgNGpCdg1xl7cDQjSHU6CoWA++aM6tNjE7Qq3HLREKzfXRYzO876g5kjCrjm6PXXX2dgFGOMFt/F2IBzt5rRwpqjcHjXkTW6ZnwWLhmRhtsusS+1rP7keL96jtlsIj46aA+O/t8VIwAAjR0mt+XVcCitt2euInHgrCfS0trBCgO+rW5Bc4cZCRolJg3t/zJnMDy58EJsuOsyeSQJedc9OOJW/tgTcHBEsUe6KPa2pAZER+bopS9O44VPT0Z9w1KjxYr3iisAAN+7ZBgA4IFrRkOnVmDfuSaPU9z9tfdsI863GJGsU+HGKUOgVAgQRefoiXCRdqpFer2RpNBRlH2wolnubzR9ZLrP/2/CRaNS4LKR6RHbTDOS6NRKxDt6O2mUCrmHG8UO/o2TT9I2/t6KsYHI38pf29KFZzcfw5pPT+BwZctAn06/bDlyHs0dZuQk63DVmEwA9maBP7q8AADw+0+Ow2rrWwAoLaldOzEHOrUSGY4alXAvrckNIKMkczQ53x4cHalqwZcn6wD0v78RDRyp7kgfr4YgMKCMNQyOyCezxX6R9Z05st8fqYNnXaemS1mXaCUtqS2+eKhbJuCeqy5Ask6F4+db8X5JpbeHe2W22vBvx4DTRZPtyy/S+IhwB0dn6qKjx5GkICMRCRolOs1W7HDsVJvB4ChqSUtrrDeKTQyOyCeT1R7s+FtzFKl9jg66NOj78EAVLGGuoQmW8sYO7DhVD0EAbr3YfUu3Pl6Nn862F+0+t/UEjAHuHNxxqh5NHWZkJGpw2Uh7b5zMxPAHR11mK6oM9m38IzLifRwdGZQKARMdS2uiCKTGqzE+h/WZ0YrBUWxjcEQ+mfzOHEX2strBSmfmqL7NhK9O1g/g2fTd376xZ42uGJXhNqpCcufMEchO1qKiqRN/3VMW0HNLjR+vL8yFyvH3LWeOwtjrqLyxA6IIJGpVcnAWDVyLr2dckB7xu+zIOyk4SmFwFJMYHJFP8ugQH8FRJM9WE0VRXlabOiwFAPBeceDLTgPNahPx92/sS4LS7rTu4jRK/OyaMQCAtZ+fQpvR4tdzd5mt2HLkPADghsl58u0Dsax2Wl5Si4+qeg9pxxoQvC38NDDkmiMGRzGJwRH5ZJaGzvpYVtNGcM1RZXMnGttNUCkE/Pd3xgMAthypQWuXeYDPLDBfnqhDTUsXUuPVmDch2+txt148FAUZCWhoN+G1r0r9eu5tx2rRZrRgSEocLhrmHHcxEMtqp2rtM91GZ0VXTx7XzNHlrDeKaoVD7UuiE/K4NBqLGByRT/JutSjOHElZo3G5Sbh4eCpGZibAaLHh34drBvjMArPha/sy2S0XDYVW5X2cg1qpwIr59uzRq1+dQYMfS2IfOnobLZyc67YclOnoTh3e4MjeAHJUVnRNgR+WFo8fXT4CS68oQEGUFJKTZzdPHYqdv7gaS68oGOhToQHA4Ih8kvscqXpf3pD7HIWwIFua+VVj6ArocVJwVDgkBYIg4BZHI7yN+6Nnaa22tUvuX+RtSc3VdybmYuKQZLQZLXjxi9O9HtvaZZaf+4ZJeW73DUTN0UlHcDQ6yoIjQRDw1A0X4omFE6JqOZA8y0uJ499jjGJwRD7JHbL9LMg2hjBz9MmR83jgr8V49J8HA3qctFNtsmPZ48Yp9uBod2kDqpo7g3qOofLe/kpYbCIuGpbi1wgIhULAowvGAQDe3HkWb+0+57X55adHz8NosWFkZgIu7LaMEO6aI6tNlDNHoznqgogGAIMj8snfDtlxcuYodMGRFOTsPtPg9/KdzSbikGOnWqEjOMpPi8elBWkQRWBTH/oBhZsoinJvI6kjtj+uHJ2B/7poKCw2EU9sOoxH/nHQ4+f2QYl9Se2GSXk9flOWgqM2owUdJv+Ku/ujsqkTRosNGpUC+alxIX89IqLuGByRTyY/Z6tJTSBDWXMkLbeYLDbsL2vy6zFnG9rR2mWBVqVwy7i4Lq1F+jiRvaWNKK1vR4JGiesn5fr9OEEQ8IdbJ+G/vzMOCgH4x74KfPfPO1He2CEf09TubGuwaEpej+dI0CjlwLe+NfQjRE46irFHZiTI7QSIiMKJP3nIJ7OfW/l1YcgcScstALDbMb/KFylrNCEv2S37dV1hLjQqBU7WtuFIVf/HiZQ3dvR5ZIcvUtbohsl5SNCqAnqsIAi466oLsH7pdKQlaHC4sgWL1u3AV44RF/8+XAOLTcSFecm4ILNnjY8gCC51R4HVevXFySgtxiaiwYPBEfnkf+bI2SE7FJmYLrMV5xzztgBg1xn/gqMD5fbgaLJLDxrA3r9k3nj7dviN/ex59NIXp3Hl6m34w5bj/XoeTwydZnzsGOnhTyG2NzNHZeDDZVdg0lA9mjrM+OH/7cWLX5ySx4y49jbqLpx1R3K9UZRt4yeiwYPBEflksvrXITtO49xaLhVxB9OZunbYRECttNfElJQ3o9PkO0t1qLIZgHNququbHUtr75f0fZzIp9+ex+pPjgFwH1ESLH//phxGiw1js5MwJT+lX881JCUOf7t7BhZfPBQ2EVi9+Tj2lDYCABb2slwXzl5H8k61bGaOiGhgMDgin/zOHLncH4q6I6kWZdLQFOTpdTBbRXxzrrHXx1isNhyutC+ZSVPTXc0am4m0BA3q24zysNCAzul8K5a/WwIpUVbbEtzg4UxdG/645QQAoGjG8KBsK9aplXj2vybh6ZsL5UBz2vBUDE31PsMsXJkjURRx6rzUAJLBERENDAZH5JO/u9VUSoV8sQ3F8FlpuWVMdiIuG2nvPrzLR93R6bp2dJqtSNAoUZDR82KrVipwgyNjEujSmqHDjJ/85Ru0GS1yw79g9gIyW2148N0SdJqtmDEyHUsu9X+Xmi+CIGDJ9GH4290zsODCbPz82nG9Hh+uXkfVhi60m6xQKQQMT2cTRSIaGAyOyCd/M0cAoFOFrij75HmpUDcJlzlGM/iqO5KWuS4coofSyxDQmy8aCgD45EiN33PILFYb7v/rfpxt6MCQlDi89sOLAQDNHWYYLcF57y98ehIHKgzQx6nxx8WTQzLEdOqwVLxcdDEuLUjr9bhwZY6kJbURGQl+/XsjIgoF/vQhn5y71XxfnHWa0I0QOVnrXG6Z4cgcHaww9BrQSJ2xJw/tuaQmmTxUj5EZCegy27DZz3Eiz/z7GL46WY84tRKv3nExClwu5sEIIPacacCfvjgFAHj65kLkpQxsv5+MMNUcyWNDPOyaIyIKFwZH5FNAmaMQDZ81WWw422DvzTM6OxH5afEYmhoHq03E12e91x0dlJs/png9RhAEuTB7Y3GFz3P5574K/O8O+zDXPy6ejAl5yfbt7o4AorafAYSh04yH/nYAogjcOm1oQH2NQiVcmSN54CyLsYloADE4Ip9MftYcAaEbPnu2oR1Wm4gkrQo5yfZBqFL2aLeXpTWTxYajjv5FvWWOAOAmR3C083QDqg3ex4kUlzXhsY2HAAAPXD0K3yl0Bi5SANHfouwnNh1GZXMnhqfH46lFF/bruYLFteYolA0znUunDI6IaOBEfHBUWVmJ22+/Henp6YiPj8eUKVOwb98++X5RFLFy5Urk5eUhLi4Os2fPxpEjR9yew2g0YtmyZcjIyEBCQgIWLVqEigrfGQKyCyxz5Ds42lRciXnPbceZujavx3QnXzSzE+UdWzMcdUfemkGeON8Kk9UGfZwaw9K878QCHONERtjHifzvV6U4XtOKhjYjbC5NHc+3dOHut/bBZLFh3oRsLJ87xu05suTsSt8bJW4qrsQHB6qgVAhYc9sUJAbY8DFUMhI1AACzVYSh0xyS1xBF0WXgLHscEdHAiYyfvF40NTXh8ssvx5w5c/Dvf/8bWVlZOH36NFJSUuRjVq9ejeeeew5vvPEGxowZg9/+9reYN28ejh8/jqQk+w/Y5cuX48MPP8SGDRuQnp6OFStWYOHChdi3bx+USqWXVyeJv7vVAPdGkN68tqMUJ2vb8M/9FXhkQe+7pCSu9UYSKTg6VGlAS5cZyTq122MOOIqxJw3V+7UF/uaLhmDv2Ua8tqMUrzmWzZQKAekJGmQkamHoNKO21Ygx2YlYc9uUHgXSWcn9W1Yrb+zAE5sOAwB+ds1oXDQstU/PEwpalRL6ODUMnWbUtRqREq8J+mvUtRlh6DRDIQAjM7lTjYgGTkQHR88++yzy8/Px+uuvy7eNGDFC/rMoinj++efx+OOP45ZbbgEAvPnmm8jOzsY777yDu+++GwaDAa+99hreeustzJ07FwCwfv165Ofn49NPP8WCBQs8vrbRaITR6LzItbT0f7xEtJKW1bQBZI68NWfsNFlxtNr+WZaUN/t9DlLmyDWjkKuPw4j0eJxt6MDXpY24xtHtWnLIUYztqfmjJzdNGYL/nKrH8ZpW1LUZ0dxhhtUmorbVKAc8+jg1Xr3jYo8Znawk+3JfX5bVLI5t+61GCy4enop7Z18Q8HOEWmaSVg6ORmcHP7NzyvF3PCwtXv53REQ0ECI6OPrggw+wYMEC3Hrrrdi+fTuGDBmCe++9Fz/5yU8AAKWlpaipqcH8+fPlx2i1WsyaNQs7d+7E3XffjX379sFsNrsdk5eXh4kTJ2Lnzp1eg6NVq1bhV7/6VWjfYJQwW/zrkA0AcdLwWS/b2Q9VGmBxLFUdKDfAahO9brF3JWWORnUr1J1xQTrONnRg1+mGHsHRAUdwNKmXYmy3c9cosW7JRfL3ZqsNDW0m1LcZUddmRGObCVOGpXjtvyMtq9X2YVntxS9O45tzTUjSqrDmtikROXA1M1GLU7VtIet1dKqO9UZEFBki7yewizNnzuCll17C6NGj8cknn+Cee+7BAw88gL/85S8AgJoa+7br7Gz3i2J2drZ8X01NDTQaDVJTU70e48ljjz0Gg8Egf5WXlwfzrUUVo5+DZwHfmaP9ZU3yn9uMFpz2o+7IbLWhtN4+U61712S5GWS3ouwusxUnzksdtf3LHHWnViqQo9dh4hA95ozNwn9NG+pxMKukr8tqhk4z/uezkwCA39w0Efk+6qMGSqh3rLn2sSIiGkgRnTmy2Wy4+OKL8fTTTwMApk6diiNHjuCll17CHXfcIR/XvZ5EFEWfNSa+jtFqtdBqtf04+8HD7CjIVvuxrCbtVvM2W63YJTiSvh/jY4nmXEMHzFYR8Rol8vTu/X6kHWvfVregucMk18IcqWqB1SYiI1GLXL3O53kHg7SsFmjwcK6hHRabiKwkrbxrLhKFPDjyUFdGRDQQIjpzlJubiwkTJrjdNn78eJSVlQEAcnJyAKBHBqi2tlbOJuXk5MBkMqGpqcnrMdQ7U5AyR6IoYn9ZMwDg4uH2TJ4/dUdS75tRWYkeiqB1uCAzAaIIeYAqABwKsBg7GKRltfo2I6w2/7e7VzXbWwcMSR3YRo++hDo4OsWBs0QUISI6OLr88stx/Phxt9tOnDiB4cOHAwAKCgqQk5ODrVu3yvebTCZs374dM2fOBABMmzYNarXa7Zjq6mocPnxYPoZ6J3fIVvnRIbuXrfyVzZ2oazVCpRBQNMP+d1jsCJZ646v3jbRrzXXO2kG53qhvS2p9kZ6ohUIAbCLQ0O5/AFHR5AiOBrgLti9Sk8tQ1Bw1tZtQ32YCgF6XLomIwiGig6MHH3wQu3fvxtNPP41Tp07hnXfewSuvvIL77rsPgH05bfny5Xj66aexceNGHD58GHfeeSfi4+OxZMkSAIBer8fSpUuxYsUKfPbZZyguLsbtt9+OwsJCefca9U7uc+RH24PeOmRLWaMJeclyrdCJ861o9zHPzFfvmxkjMwC4N4OUOmOHMzhSKgSkJwbeCLKq2V7AHfHBUQgzR1Ix9pCUOCRESG8nIopdEf1T6JJLLsHGjRvx2GOP4de//jUKCgrw/PPP4wc/+IF8zKOPPorOzk7ce++9aGpqwvTp07Flyxa5xxEArFmzBiqVCosXL0ZnZyeuueYavPHGG+xx5Ce5z5EfmaO4Xvoc7T9nX9qcmp+C7GQd8vQ6VBm6cLDCIGd/PJGCozFellumj7QPTT3maNyoVSvlQu/CISk+zzmYspK0qGs1BhRAcFnNpVUDl9SIKAJEdHAEAAsXLsTChQu93i8IAlauXImVK1d6PUan02Ht2rVYu3ZtCM5w8DNaAq858rSsVuyoL7rIUW80dVgqqg5Vo7i8yWtwZLWJcqDjLXOUkajFmOxEnDjfhj2ljUhL0EAUgTy9Tr6gh0tmH7bzVzqCo+7F5pFGem+NHSaYrTa/Wjv4S27VwCU1IooAEb2sRpEhkA7Z3mardZmt+LbKvtQldX6ekp8CACjppe6orLEDJosNOrWi18yKtGtt1+kGHJSLsVN8nm+wZfVhvpqUOcqL8GW11HgNlAoBogg0tpuC+twsxiaiSMLgiHySao786ZCt9dIE8kiVAWariIxEDYY6gpypw1IA2DNK3oaZnnT0KrogM7HXZpHynLUzDXIxdmEY640kcpdsP5eeOk1WNDgCjUhfVpNGqQDBX1pjjyMiiiQMjqhXVpsIaVd6IJmj7lv5959rBmBfSpO21k8coodKIaCu1Ygqg+dlKGcxdu8ZhekF6RAE+/E7HbvWJg9E5ig5sGW1KoM9a5SoVSFZF/Gr3CGpO2rpMqOmxf55sTs2EUUCBkfUK5NLM0dNALPVuhdkF5c7irEd2SLp2HG59kyBt6U153JL7xmF1AQNxuUkA3Au+fg7Uy2YnCNE/AseKpukJTVd2Pox9UcogqPTjr/j7GQt9HFqH0cTEYUegyPqldQAEvAvc+StIFvKHHWfND813/59987ZkpMuDSB9keqOAGB4ejz08eG/0GYG2CVb3qkW4fVGklD0OvLVqoGIKNwYHFGvXDNHamUgW/mdwVFVcydqWrqgVAg9+g7JRdkeOmXbbKIzc+RPcOSy420girEB98yRtzoqV9FSjC0JReZI+jvmkhoRRQoGR9Qrs8voEH+WfTw1gZS6YI/LSUK8xr2uRlpmO1RpkF9LUtnciS6zDRqlAsP8GMZ6aUEapJrtSQOwpAY4gweTxYaWzt6bWwJARZT0OJKEIjiSiu4ZHBFRpGBwRL2Su2P7UW8EeK452u9YMuu+pAYABRkJ0MepYbTYcKy61e0+aUltZGYCVH4s6enj1JhxQToUAnD5qAy/zjfYdGqlXDfjT1F21C2rBRgcHa9p9djzypW/RfdEROHC4Ih65exx5F+xsDx41myVl5WkeiLXYmyJIAiY7Fhak4q2JSfO+1eM7epPSy7C5uVXYUJest+PCbZAirIro21ZLYCao12nG7Dg+S9x6593ocPkOYvWYbLIs+UC+XsmIgolBkfUK2OAmaM4jXMki9Fig9FixeHKFgCeM0eAfZwI0HPHmjxSIoCMQkq8BmMG+CLr73Z+q01EjSE65qpJAskcfX7sPAD7kunPNpTAautZg3Wmrh0AkJ6gQZqjhxIR0UBjcES9CqQ7NgDoXIKoLrMVR6paYLLakJagwfB0z3VDUxwZpe5F2accy2rRttyS6efw2fo2I8xWEUqFIGebIp0UHLUZLV6zQZKvzzozgVu/PY9n/n20xzGB7EYkIgoXBkcR7l+HqvHKl6f92vkUCoHWHKmUCnkJrstsk4uxp+aneC3onuLYWXamvh3NHfYeRaIoOmtRomykRFayf12ypeWknGSdXzVVkSBRq5KL7utbvY8Q6TBZcLjS3qn859eOAwC8+lUp3t5zzu04DpwlokgUHT+RY1SHyYLl75bg6X8dk4uaw81stQdl/gydlehUzrojuRh7uOclNcDewLEgIwGAM3tUZehCh8kKlULA8PSEvpz6gPG35ijairEBe42YvLTW5n3ZsKSsGRabiFy9DvfMGokV88YAAJ58/wi+PFEnH8ceR0QUiRgcRbA9ZxrlzM3243U+jg4Nk9W+08jfzBEA6DTOXkclLpmj3kj9jqRMk7S9uyAjIajT38MhUx4+23vNkbMYWxfycwomuSi7l+BPWlK7eEQaBEHA/VePwi0XDYHVJuK+t/fjeI3975c9jogoEkXXVSfGfHG8Vv7z9hMDFBxZ7JmjQAIUadnlXEM7Kps7oRAg70jzZmq3uqNontIuDZ/1taOrKsp6HEn8Kcr++mwjAODSEfaMoSAIWHVLIS4tSEOr0YL/98bXqGzuxLkGe0F2tNWVEdHgxuAogrkGRAcrDfLMsHAyuTSB9JfUJVsaADs2JxkJ2t6Hqrp2yhZF0WWnWvQtt0i71ep8FGRHW3dsia/gyGK1ycuplxSkybdrVUq8fPs0jEiPR2VzJ257eRdsIpCsU8nPSUQUCRgcRaiz9e0429ABlUJAQUYCRBH46mT4s0dmx7KeOpBltW7Bkaf+Rt2Ny0mGVqWAodOM0vp2eRdTdGaO7Bf6VqMFnSbvDRClguxoqjkCgMzE3jNj31a3oMNkRbJOhTHdgtvUBA3+785LkBKvdutvFA1Dd4kodjA4ilBfOgKhi0ekYsGFOQAGZmmtL5kjKTiSlsa89TdypVEpMNEx8qO4rDmqM0eJWpWcPeut11E0FmQDvjNHe0vtS2oXj0iDQtEz6BmZmYg/3z5N3tXIJTUiijQMjiLUF44C7FljsnDVGPsojC9P1MPmoZFeKMmz1VT+/2YvBUcSfzJHgLNoe/ORGrQaLVAqBIzI8D1TLdIIguDSCNJzANHaZUZLl71P0GBbVvvGUYx9yYg0j/cDwGUj0/Hc4im4IDMBN00dEvyTJCLqh94LQWhAdJmt2OVYkpo1JhOjshIRr1Givs2Ib6tb5AxLOMh9jgKqOXIemxKvxsgM/7biS80gtx2zF6IPT4+HVqXs5RGRKytJi3MNHV4bQVY12zNKKfFqn/VYkaa34EgURbkY+5IRvWcMb5ichxsm5wX/BImI+omZowj0zdkmdJqtyErSYnxuEjQqBWZeYM8ehXtpzRRgh2zAPXPUW/PH7qSibIsjOxbNyy3SjjVvy2pyMbY+urJGgEtw1Gbs0Zy0tL4dDe0maFQKFA4NXxBPRBRMDI4i0PYT9szJrDGZcmAxa2ym474wB0cBdsgGnLvVAGCqH/VGkiEpcW67lqKx3kiS6aMRZEWU7lQDgIxE+ww0s1WEodPsdp+UNZoyNCVqs35ERAyOIpBcb+QIiABg1mj7n/efa0JLl9nj40Ih0NlqgHvmyJ9ibIkgCHL2CIjOnWoSZyNIb8tq9uBoaJT1OALsW/L1cWoAPZfW9pZKW/j9/3snIoo0DI4iTGVzJ07WtkEhAFeOcgZHw9LjMTIjARabiJ2nGsJ2PlLmSNuHrfyCAEzOD2xpxbV4O5q7JjtHiHheVqtsis7u2BJvdUffnJPqjbwXYxMRRToGRxFGmjs1dVgq9PFqt/uuGmMPlr4MQr8jQ4cZb+85h1YfWShptlpfOmSPyUpCkk7t42h3UuZIIQAXZEZxcOQYPuttR5dzG3/07cYDXEaIuPQ6qm3pwrmGDghC77P0iIgiXXRtk4kB2+Ut/Jk97ps1JhNv7DyL7cfrIIpinxvniaKIe9/Zh/+cakBLpwU/nX2B12ONfag5kupoLh+VEfC5TRueijljMzEiI6FHS4BokuVju3tVlM5Vk3jKHEnz1MbnJCM5wKCYiCiSMDiKIGarDf85VQ/Ac3A0fWQaNCoFKps7cbquvc/LTh8cqMJ/HEtzZY0dPs8JCCxzdMvUIcjTx/nd38iVVqXE6z+6NODHRRopOGpoN8Fstbl9fmarDTWOobTR1gBS4rpjTeLvFn4iokjHZbUIsv9cE1qNFqQlaFDooZdRvEaF6Y5ZVX3dtdbSZcZvPz4qf1/vYzhqX3arqZQKXDE6I+r69wRTarwGKkd36O6f8fmWLthEe++ojMTonCnmKXMkdcZ2nadGRBSNGBxFECnguWp0hsexC4Azo9TX4OiPnxxHXatRvnD3NlkdcOmQreTsq0AoFILXHWtSMXZuis7r33Okk2uOHP9+WrrMOFbTAoDF2EQU/RgcRRAp4HHdwt+dFBztOdOALrP3oaaeHKow4K3d5wAAP7tmNIDQZI7ILstLr6MqQ3TOVHOV0S1ztP9cE2wiMCwtHtnJ0VlHRUQk4RUvQtS2duFIlf037ytHew+ORmUlIk+vg9Fiw+4z/m/pt9pE/HLTIdhEYNHkPCyaYh/bUO+hy7GrvnTIJrtML12ypdEh0dgAUiJljqTg2p95akRE0SKqrnirVq2CIAhYvny5fJsoili5ciXy8vIQFxeH2bNn48iRI26PMxqNWLZsGTIyMpCQkIBFixahoqIizGffuy9P2AuxJw3V91qHIghCn7plv7O3DAcqDEjSqvDLhePl1+gy29Bu8p6BYuao7+Ths92W1Sqaorc7tiTTpeDcYrVhL4uxiWgQiZor3tdff41XXnkFkyZNcrt99erVeO6557Bu3Tp8/fXXyMnJwbx589Da2iofs3z5cmzcuBEbNmzAjh070NbWhoULF8JqDWxZKpTkJTUPu9S6C7TuqK7ViNWbjwEAHl4wFllJOiRoVfKYj/pe6o76sluN7KTsSo9lNak7dhQHR2kJGigEQBSBakMXSsqbAbAYm4gGh6i44rW1teEHP/gBXn31VaSmOn8zFUURzz//PB5//HHccsstmDhxIt588010dHTgnXfeAQAYDAa89tpr+OMf/4i5c+di6tSpWL9+PQ4dOoRPP/10oN6SG6tNxFcn/Q+OZo7KgFIh4ExdO8p9bMUHgFX/OorWLgsmDknG7ZcNl2/PSLLPyOqt7khaVmPmKHBS5qiu27JaZRTPVZMoFQLSHcHftuO1MFlsSE/QYGRGwgCfGRFR/0XFFe++++7D9ddfj7lz57rdXlpaipqaGsyfP1++TavVYtasWdi5cycAYN++fTCbzW7H5OXlYeLEifIxnhiNRrS0tLh9hcqBimY0d5iRrFO5zRbzJlmnxkWOHkK+umXvOt2A94orIQjAb28qhNJld1T3uhFPzBZ7PZKGmaOAZSX17JItimLUN4CUSP9+Pj5YDQC4eERqnxuTEhFFkoi/4m3YsAH79+/HqlWretxXU1MDAMjOzna7PTs7W76vpqYGGo3GLePU/RhPVq1aBb1eL3/l5+f39614JXXFvnJ0JlR+BiHy0tpx78GRyWLDE+8fBgAsuXRYj8ArQx4BYfL+HMwc9Zmn3WrNHWZ0OGq8ojlzBDjrjpz1RlxSI6LBIaK79JWXl+NnP/sZtmzZAp3O+2/Z3X9b9We0hq9jHnvsMTz00EPy9y0tLSELkAKpN5LMGpOFP2w5gR2n6vHbj75Fok6FRK0KSToVErVqJGiV2Hm6Aadq25CRqMGjC8b1eA5pO3ZvNUdSQTZrjgLnXFYzwmYToVAI8pJaRqImqsejAM7gSNrseCnrjYhokIjo4Gjfvn2ora3FtGnT5NusViu+/PJLrFu3DsePHwdgzw7l5ubKx9TW1srZpJycHJhMJjQ1Nbllj2prazFz5kyvr63VaqHVhr57cVO7CQcqmgE4B8v648K8ZGQna3G+xYj/3VHa67H//Z3xPYbYAs7MkV81RwyOApaRqIUgABabiKYOE9ITtS4DZ6M7awQ4gyMAiNcoMSE3eQDPhogoeCI6OLrmmmtw6NAht9t+9KMfYdy4cfj5z3+OkSNHIicnB1u3bsXUqVMBACaTCdu3b8ezzz4LAJg2bRrUajW2bt2KxYsXAwCqq6tx+PBhrF69OrxvyIMvT9ZBFIFxOUnI0ftfg6JQCPi/Oy/B50dr0WayoK3Lgjaj/b+tRuf30wvScPPUIR6fIzPRd0G23CFbxVqSQKmVCqTFa9DQbkJtqxHpidpBUYwtyXRpOXHRsFS/l4SJiCJdRAdHSUlJmDhxotttCQkJSE9Pl29fvnw5nn76aYwePRqjR4/G008/jfj4eCxZsgQAoNfrsXTpUqxYsQLp6elIS0vDww8/jMLCwh4F3gPBn67Y3lyYp8eFeT1nsPnLmTnqpeZI6nOkjO4loIGSmaSVg6PxuXApxh4EwZFL5uhi9jciokEkooMjfzz66KPo7OzEvffei6amJkyfPh1btmxBUlKSfMyaNWugUqmwePFidHZ24pprrsEbb7wBZQRc8KWdTIHUGwVL9xEQnsh9jpg56pOsZB2O1bSitsW+nb9ykC6rXcpibCIaRKIuOPriiy/cvhcEAStXrsTKlSu9Pkan02Ht2rVYu3ZtaE+uD95aOh01hi6kO5a4wslXzZHNJsJs5Vb+/ui+Y61yEIwOkeQ4ZqipFAKmOFpLEBENBlEXHA1GgdQaBVOGIyDrMFnRYbIgXuP+z8Fss8l/VnMrf59kdcvOyd2xU6M/OBqeHo/754zCkNS4Hv92iIiiGX+ixbBErQpalQJGiw31rSYMS3f/5yDVGwHMHPVVppw56kKX2SoHSYMhcyQIAh5eMHagT4OIKOh4xYthgiC4NILsubQmLakBDI76yrVLdo3BvqSmUyuQ6qG1AhERRQZe8WKc3AjSQ3AkZY5UCgEKBQuy+0JqBFnbanQrxuaYDSKiyMXgKMb1Nl9N3qnGrFGfyQXZLUZUNg2ebfxERIMZr3oxLjPJ0QiytWevI6OFc9X6S1pW6zRbceJ8K4DBUYxNRDSY8aoX43rbzs/MUf/FaZRI0toL3UvKmwEAeXoGR0REkYxXvRjXW3Ak1RxpmTnql0xH3dGhSgMALqsREUU6XvVinH+ZIxYP94dUdyQtUw7hshoRUURjcBTjMuThsz1rjkysOQoKqe5IMhhGhxARDWa86sW43uarmVhzFBRZLjPIBAHITh6YjuhEROQfXvVinLSs1ma0oMtsdbuPmaPgkHodAUB2ko6fJxFRhONP6RiXrFPJ3a+7Z4+kDtnMHPWP6/T6vBRmjYiIIh2vejHOPkJEqjtyD45MVnsmibvV+se15mhIavwAngkREfmDVz1yGSHiXpRttjBzFAxZzBwREUUVXvXI63Z+o6Mgm0Nn+8ctc8SdakREEY9XPXLOV+tec+QoyFZzWa1fkuNUchE2gyMiosjHqx4hI8lbzREzR8EgCALG5SRBIQBjspMG+nSIiMgH1UCfAA0857Ja95ojaSs/O2T312s/vAR1rUbkp7Egm4go0jE4Ijk4qmPmKGQyk7RuW/qJiChy8apHXguy2SGbiIhiEa96hEyp5qhbQTY7ZBMRUSziVY/kzFFLl/sIETMzR0REFIN41SPo49RQK+1F1w3tzqJsZo6IiCgW8apHEAQB6Qk9ex1Js9VYkE1ERLGEVz0C4LnXETNHREQUi3jVIwCed6xxtxoREcUiXvUIgMsIkTbWHBERUWzjVY8AABmOBoV1bjVHUuaIHbKJiCh2MDgiAF6W1RyZIy0zR0REFEN41SMAQEZiz4Js9jkiIqJYxKseAfBcc2RkzREREcWgiL7qrVq1CpdccgmSkpKQlZWFm266CcePH3c7RhRFrFy5Enl5eYiLi8Ps2bNx5MgRt2OMRiOWLVuGjIwMJCQkYNGiRaioqAjnW4l4Us0RM0dERBTrIvqqt337dtx3333YvXs3tm7dCovFgvnz56O9vV0+ZvXq1Xjuueewbt06fP3118jJycG8efPQ2toqH7N8+XJs3LgRGzZswI4dO9DW1oaFCxfCarV6etmYJNUcNXeY5VojbuUnIqJYpBroE+jN5s2b3b5//fXXkZWVhX379uGqq66CKIp4/vnn8fjjj+OWW24BALz55pvIzs7GO++8g7vvvhsGgwGvvfYa3nrrLcydOxcAsH79euTn5+PTTz/FggULPL620WiE0ejMorS0tIToXUaGlDg1lAoBVpuIhnYjcvVxMFvsHbJZkE1ERLEkqq56BoMBAJCWlgYAKC0tRU1NDebPny8fo9VqMWvWLOzcuRMAsG/fPpjNZrdj8vLyMHHiRPkYT1atWgW9Xi9/5efnh+ItRQyFQkB6gqMou9Ved8TMERERxaKoueqJooiHHnoIV1xxBSZOnAgAqKmpAQBkZ2e7HZudnS3fV1NTA41Gg9TUVK/HePLYY4/BYDDIX+Xl5cF8OxGp+3Z+MwuyiYgoBkX0spqr+++/HwcPHsSOHTt63CcI7k0KRVHscVt3vo7RarXQarV9O9kolZGkBaqBOkdwZGQTSCIiikFRkRJYtmwZPvjgA2zbtg1Dhw6Vb8/JyQGAHhmg2tpaOZuUk5MDk8mEpqYmr8eQnWuvI1EU5d1qzBwREVEsieirniiKuP/++/Hee+/h888/R0FBgdv9BQUFyMnJwdatW+XbTCYTtm/fjpkzZwIApk2bBrVa7XZMdXU1Dh8+LB9DdpnSdv5WEyw2EaK9Hhsa1hwREVEMiehltfvuuw/vvPMO3n//fSQlJckZIr1ej7i4OAiCgOXLl+Ppp5/G6NGjMXr0aDz99NOIj4/HkiVL5GOXLl2KFStWID09HWlpaXj44YdRWFgo714ju0yXmiMpawQwc0RERLElooOjl156CQAwe/Zst9tff/113HnnnQCARx99FJ2dnbj33nvR1NSE6dOnY8uWLUhKSpKPX7NmDVQqFRYvXozOzk5cc801eOONN6BUKsP1VqKCa0G21OsI4G41IiKKLYIoSosn1JuWlhbo9XoYDAYkJycP9OmExI6T9bj9tT0Yk52I9T+ejkt/9xkEATjz9Hd8FrgTERFFor5cv5kSIFlGklSQbZIzR2qlgoERERHFFAZHJJOW1Zo6TOgy20eraLmkRkREMYZXPpKlxmugEABRBKoNXQAANYuxiYgoxvDKRzKlQkBagj17VNXcCYDb+ImIKPbwykdupEaQVc1S5oj1RkREFFsYHJEbqREkM0dERBSreOUjN1JRtlxzxOCIiIhiDK985EbOHBnsmSMtC7KJiCjG8MpHbpw1R/bgiJkjIiKKNbzykRtpWa3LbG8CyblqREQUa3jlIzdScCRh5oiIiGINr3zkpntwxMwRERHFGl75yI00X03CrfxERBRreOUjN2nxGrjOmWXmiIiIYg2vfORGpVQgLd6ZPVIr2SGbiIhiC4Mj6sG17oiZIyIiijW88lEPrnVH3K1GRESxhlc+6oGZIyIiimW88lEPbsERM0dERBRjeOWjHqT5agCDIyIiij288lEPrpkjNZfViIgoxvDKRz1Iw2cBZo6IiCj28MpHPTBzREREsYxXPurBteZIy8wRERHFGF75qIe0BJc+Ryp2yCYiotjC4Ih6UCsVSI1XAwA0SuUAnw0REVF4MTgij6S6I85WIyKiWMPgiDy65aKhuCAzAVOHpQ70qRAREYWVIIqiONAnEQ1aWlqg1+thMBiQnJw80KdDREREfujL9ZuZIyIiIiIXDI6IiIiIXMRUcPTiiy+ioKAAOp0O06ZNw1dffTXQp0REREQRJmaCo3fffRfLly/H448/juLiYlx55ZW47rrrUFZWNtCnRkRERBEkZgqyp0+fjosuuggvvfSSfNv48eNx0003YdWqVT4fz4JsIiKi6MOCbC9MJhP27duH+fPnu90+f/587Ny50+NjjEYjWlpa3L6IiIho8IuJ4Ki+vh5WqxXZ2dlut2dnZ6OmpsbjY1atWgW9Xi9/5efnh+NUiYiIaIDFRHAkEQT3bs+iKPa4TfLYY4/BYDDIX+Xl5eE4RSIiIhpgqoE+gXDIyMiAUqnskSWqra3tkU2SaLVaaLVaj/cRERHR4BUTmSONRoNp06Zh69atbrdv3boVM2fOHKCzIiIiokgUE5kjAHjooYdQVFSEiy++GDNmzMArr7yCsrIy3HPPPQN9akRERBRBYiY4uu2229DQ0IBf//rXqK6uxsSJE/Gvf/0Lw4cPH+hTIyIioggSM32O+ot9joiIiKIP+xwRERER9VPMLKv1l5RgYzNIIiKi6CFdtwNZKGNw5KfW1lYAYDNIIiKiKNTa2gq9Xu/Xsaw58pPNZkNVVRWSkpK8No7si5aWFuTn56O8vJy1TGHAzzu8+HmHFz/v8OFnHV79+bxFUURrayvy8vKgUPhXTcTMkZ8UCgWGDh0asudPTk7m/2BhxM87vPh5hxc/7/DhZx1eff28/c0YSViQTUREROSCwRERERGRCwZHA0yr1eKpp57iHLcw4ecdXvy8w4ufd/jwsw6vcH/eLMgmIiIicsHMEREREZELBkdERERELhgcEREREblgcERERETkgsFREKxatQqXXHIJkpKSkJWVhZtuugnHjx93O0YURaxcuRJ5eXmIi4vD7NmzceTIEbdjXnnlFcyePRvJyckQBAHNzc09XuvEiRO48cYbkZGRgeTkZFx++eXYtm1bKN9eRAnnZ71//37MmzcPKSkpSE9Px1133YW2trZQvr2IE4zPu7GxEcuWLcPYsWMRHx+PYcOG4YEHHoDBYHB7nqamJhQVFUGv10Ov16OoqMjj38tgFs7P+3e/+x1mzpyJ+Ph4pKSkhOPtRZxwfd5nz57F0qVLUVBQgLi4OFxwwQV46qmnYDKZwvZeB1o4/20vWrQIw4YNg06nQ25uLoqKilBVVRXQ+TI4CoLt27fjvvvuw+7du7F161ZYLBbMnz8f7e3t8jGrV6/Gc889h3Xr1uHrr79GTk4O5s2bJ89sA4COjg5ce+21+O///m+vr3X99dfDYrHg888/x759+zBlyhQsXLgQNTU1IX2PkSJcn3VVVRXmzp2LUaNGYc+ePdi8eTOOHDmCO++8M9RvMaIE4/OuqqpCVVUV/vCHP+DQoUN44403sHnzZixdutTttZYsWYKSkhJs3rwZmzdvRklJCYqKisL6fgdaOD9vk8mEW2+9FT/96U/D+h4jSbg+72PHjsFms+Hll1/GkSNHsGbNGvz5z3/u9Wf9YBPOf9tz5szB3/72Nxw/fhz//Oc/cfr0aXz3u98N7IRFCrra2loRgLh9+3ZRFEXRZrOJOTk54jPPPCMf09XVJer1evHPf/5zj8dv27ZNBCA2NTW53V5XVycCEL/88kv5tpaWFhGA+Omnn4bmzUS4UH3WL7/8spiVlSVarVb5tuLiYhGAePLkydC8mSjQ389b8re//U3UaDSi2WwWRVEUv/32WxGAuHv3bvmYXbt2iQDEY8eOhejdRL5Qfd6uXn/9dVGv1wf93KNROD5vyerVq8WCgoLgnXyUCedn/f7774uCIIgmk8nv82PmKASkFF9aWhoAoLS0FDU1NZg/f758jFarxaxZs7Bz506/nzc9PR3jx4/HX/7yF7S3t8NiseDll19GdnY2pk2bFtw3ESVC9VkbjUZoNBq3IYVxcXEAgB07dgTj1KNSsD5vg8GA5ORkqFT28Y67du2CXq/H9OnT5WMuu+wy6PX6gP7eBptQfd7kWTg/b4PBIL9OLArXZ93Y2Ii3334bM2fOhFqt9vv8GBwFmSiKeOihh3DFFVdg4sSJACAveWVnZ7sdm52dHdBymCAI2Lp1K4qLi5GUlASdToc1a9Zg8+bNMVkzEMrP+uqrr0ZNTQ1+//vfw2QyoampSU6BV1dXB+kdRJdgfd4NDQ34zW9+g7vvvlu+raamBllZWT2OzcrKipkl4+5C+XlTT+H8vE+fPo21a9finnvuCdLZR5dwfNY///nPkZCQgPT0dJSVleH9998P6BwZHAXZ/fffj4MHD+Kvf/1rj/sEQXD7XhTFHrf1RhRF3HvvvcjKysJXX32FvXv34sYbb8TChQtj8oIdys/6wgsvxJtvvok//vGPiI+PR05ODkaOHIns7Gwolcp+n3s0Csbn3dLSguuvvx4TJkzAU0891etz9PY8sSDUnze5C9fnXVVVhWuvvRa33norfvzjHwfn5KNMOD7rRx55BMXFxdiyZQuUSiXuuOMOiAEMBGFwFETLli3DBx98gG3btmHo0KHy7Tk5OQDQI/qtra3tESX35vPPP8dHH32EDRs24PLLL8dFF12EF198EXFxcXjzzTeD8yaiRKg/a8BeIFxTU4PKyko0NDRg5cqVqKurQ0FBQf/fQJQJxufd2tqKa6+9FomJidi4caNbijsnJwfnz5/v8bp1dXUB/70NBqH+vMlduD7vqqoqzJkzBzNmzMArr7wSgncS+cL1WWdkZGDMmDGYN28eNmzYgH/961/YvXu33+fJ4CgIRFHE/fffj/feew+ff/55j4tnQUEBcnJysHXrVvk2k8mE7du3Y+bMmX6/TkdHBwC41cFI39tstn68g+gRrs/aVXZ2NhITE/Huu+9Cp9Nh3rx5/XoP0SRYn3dLSwvmz58PjUaDDz74ADqdzu15ZsyYAYPBgL1798q37dmzBwaDoc9/b9EoXJ832YXz866srMTs2bNx0UUX4fXXX+/xc3ywG8h/21LGyGg0BnTC1E8//elPRb1eL37xxRdidXW1/NXR0SEf88wzz4h6vV587733xEOHDonf//73xdzcXLGlpUU+prq6WiwuLhZfffVVeVdacXGx2NDQIIqifbdaenq6eMstt4glJSXi8ePHxYcfflhUq9ViSUlJ2N/3QAjXZy2Korh27Vpx37594vHjx8V169aJcXFx4gsvvBDW9zvQgvF5t7S0iNOnTxcLCwvFU6dOuT2PxWKRn+faa68VJ02aJO7atUvctWuXWFhYKC5cuDDs73kghfPzPnfunFhcXCz+6le/EhMTE8Xi4mKxuLhYbG1tDfv7Hijh+rwrKyvFUaNGiVdffbVYUVHhdkysCNdnvWfPHnHt2rVicXGxePbsWfHzzz8Xr7jiCvGCCy4Qu7q6/D5fBkdBAMDj1+uvvy4fY7PZxKeeekrMyckRtVqteNVVV4mHDh1ye56nnnrK5/N8/fXX4vz588W0tDQxKSlJvOyyy8R//etfYXqnAy+cn3VRUZGYlpYmajQacdKkSeJf/vKXML3LyBGMz1tql+Dpq7S0VD6uoaFB/MEPfiAmJSWJSUlJ4g9+8IMeLRYGu3B+3j/84Q89HrNt27bwveEBFq7P+/XXX/d6TKwI12d98OBBcc6cOWJaWpqo1WrFESNGiPfcc49YUVER0PkKjpMmIiIiIrDmiIiIiMgNgyMiIiIiFwyOiIiIiFwwOCIiIiJyweCIiIiIyAWDIyIiIiIXDI6IiIiIXDA4IiIiInLB4IiIIt7s2bOxfPnymHttIhoYDI6IaFD54osvIAgCmpubg/K49957D7/5zW+Cd4JEFPFUA30CRESRLC0tbaBPgYjCjJkjIooo7e3tuOOOO5CYmIjc3Fz88Y9/dLt//fr1uPjii5GUlIScnBwsWbIEtbW1AICzZ89izpw5AIDU1FQIgoA777wTACCKIlavXo2RI0ciLi4OkydPxj/+8Q+fj+u+rDZixAj89re/lc9x+PDheP/991FXV4cbb7wRiYmJKCwsxDfffON23jt37sRVV12FuLg45Ofn44EHHkB7e3uwPz4iCgIGR0QUUR555BFs27YNGzduxJYtW/DFF19g37598v0mkwm/+c1vcODAAWzatAmlpaVyIJOfn49//vOfAIDjx4+juroaL7zwAgDgl7/8JV5//XW89NJLOHLkCB588EHcfvvt2L59e6+P82TNmjW4/PLLUVxcjOuvvx5FRUW44447cPvtt2P//v0YNWoU7rjjDkhzvQ8dOoQFCxbglltuwcGDB/Huu+9ix44duP/++0PxERJRf4lERBGitbVV1Gg04oYNG+TbGhoaxLi4OPFnP/uZx8fs3btXBCC2traKoiiK27ZtEwGITU1N8jFtbW2iTqcTd+7c6fbYpUuXit///ve9Pk4URXHWrFlurz18+HDx9ttvl7+vrq4WAYhPPPGEfNuuXbtEAGJ1dbUoiqJYVFQk3nXXXW7P+9VXX4kKhULs7Ozs/UMhorBjzRERRYzTp0/DZDJhxowZ8m1paWkYO3as/H1xcTFWrlyJkpISNDY2wmazAQDKysowYcIEj8/77bffoqurC/PmzXO73WQyYerUqQGf56RJk+Q/Z2dnAwAKCwt73FZbW4ucnBzs27cPp06dwttvvy0fI4oibDYbSktLMX78+IDPgYhCh8EREUUM0bEM5U17ezvmz5+P+fPnY/369cjMzERZWRkWLFgAk8nk9XFSAPXxxx9jyJAhbvdptdqAz1OtVst/FgTB623S69psNtx999144IEHejzXsGHDAn59IgotBkdEFDFGjRoFtVqN3bt3y0FDU1MTTpw4gVmzZuHYsWOor6/HM888g/z8fADoUfis0WgAAFarVb5twoQJ0Gq1KCsrw6xZszy+tqfHBctFF12EI0eOYNSoUUF/biIKPhZkE1HESExMxNKlS/HII4/gs88+w+HDh3HnnXdCobD/qBo2bBg0Gg3Wrl2LM2fO4IMPPujRg2j48OEQBAEfffQR6urq0NbWhqSkJDz88MN48MEH8eabb+L06dMoLi7Gn/70J7z55pteHxcsP//5z7Fr1y7cd999KCkpwcmTJ/HBBx9g2bJlQXsNIgoeBkdEFFF+//vf46qrrsKiRYswd+5cXHHFFZg2bRoAIDMzE2+88Qb+/ve/Y8KECXjmmWfwhz/8we3xQ4YMwa9+9Sv84he/QHZ2trwj7De/+Q2efPJJrFq1CuPHj8eCBQvw4YcfoqCgoNfHBcOkSZOwfft2nDx5EldeeSWmTp2KJ554Arm5uUF7DSIKHkH0tchPREREFEOYOSIiIiJyweCIiIiIyAWDIyIiIiIXDI6IiIiIXDA4IiIiInLB4IiIiIjIBYMjIiIiIhcMjoiIiIhcMDgiIiIicsHgiIiIiMgFgyMiIiIiF/8fEg/rD+Mo21cAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.lineplot(x=pd.to_datetime(item_a['datetime']), y=item_a['target'])"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"43"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(item_c)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"datetime_range = item_a[-len(item_c):]['datetime']"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"70 2019-06-01\n",
"75 2019-07-01\n",
"80 2019-08-01\n",
"85 2019-09-01\n",
"90 2019-10-01\n",
"95 2019-11-01\n",
"100 2019-12-01\n",
"105 2020-01-01\n",
"110 2020-02-01\n",
"115 2020-03-01\n",
"120 2020-04-01\n",
"125 2020-05-01\n",
"130 2020-06-01\n",
"135 2020-07-01\n",
"140 2020-08-01\n",
"145 2020-09-01\n",
"150 2020-10-01\n",
"155 2020-11-01\n",
"160 2020-12-01\n",
"165 2021-01-01\n",
"170 2021-02-01\n",
"175 2021-03-01\n",
"180 2021-04-01\n",
"185 2021-05-01\n",
"190 2021-06-01\n",
"195 2021-07-01\n",
"200 2021-08-01\n",
"204 2021-09-01\n",
"208 2021-10-01\n",
"212 2021-11-01\n",
"216 2021-12-01\n",
"220 2022-01-01\n",
"224 2022-02-01\n",
"228 2022-03-01\n",
"232 2022-04-01\n",
"236 2022-05-01\n",
"240 2022-06-01\n",
"244 2022-07-01\n",
"248 2022-08-01\n",
"252 2022-09-01\n",
"256 2022-10-01\n",
"260 2022-11-01\n",
"264 2022-12-01\n",
"Name: datetime, dtype: object"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"datetime_range"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/bq/df5l25m5389gxcql8x_kd8zc0000gn/T/ipykernel_28951/3950797353.py:1: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" item_c['datetime'] = list(datetime_range)\n"
]
}
],
"source": [
"item_c['datetime'] = list(datetime_range)"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [],
"source": [
"data.iloc[data[data['sku'] == 'Item_C'].index] = item_c"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.lineplot(x=pd.to_datetime(item_c['datetime']), y=item_c['target'])"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "demand-forecasting",
"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": "3.10.12"
},
"orig_nbformat": 4
},
"nbformat": 4,
"nbformat_minor": 2
}