"
],
"text/plain": [
" Open High Low Close Volume VWAP\n",
"Date \n",
"2003-07-09 164.90 170.40 155.00 164.30 35164283 165.95\n",
"2003-07-10 167.00 168.70 164.50 167.00 10464179 166.74\n",
"2003-07-11 167.75 174.85 166.25 173.35 11740117 172.45\n",
"2003-07-14 174.25 179.25 174.25 177.95 5982324 177.91\n",
"2003-07-15 200.00 200.00 173.00 176.20 6173689 176.88"
]
},
"execution_count": 78,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Converting string to datetime64\n",
"data['Date'] = data['Date'].apply(pd.to_datetime)\n",
"data.set_index('Date',inplace=True)\n",
"data.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Manipulating Time Series dataset with Pandas"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1. DateTime Manipulations ⚙️"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [],
"source": [
"from datetime import datetime\n",
"my_year = 2019\n",
"my_month = 4\n",
"my_day = 21\n",
"my_hour = 10\n",
"my_minute = 5\n",
"my_second = 30"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"datetime.datetime(2019, 4, 21, 0, 0)"
]
},
"execution_count": 80,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Creating timestamps by using the above attributes.\n",
"test_data = datetime(my_year,my_month,my_day)\n",
"test_data\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"We have selected only the day, month, and year. We could also include more details like an hour, minute, and second, if necessary.\n"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The day is : 21\n",
"The hour is : 10\n",
"The month is : 4\n"
]
}
],
"source": [
"test_data = datetime(my_year,my_month,my_day,my_hour,my_minute,my_second)\n",
"print(\"The day is : \",test_data.day)\n",
"print(\"The hour is : \",test_data.hour)\n",
"print(\"The month is : \",test_data.month)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For our stock price dataset, the index column is of the type. DatetimeIndex. We can use pandas to obtain the minimum and maximum dates in the data."
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2020-10-30 00:00:00\n",
"2003-07-09 00:00:00\n"
]
}
],
"source": [
"print(data.index.max())\n",
"print(data.index.min())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also calculate the latest date index location and the Earliest Date index location as follows:"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Earliest date index location is: 0\n",
"Latest date location: 4304\n"
]
}
],
"source": [
"# Earliest date index location\n",
"print('Earliest date index location is: ',data.index.argmin())\n",
"\n",
"# Latest date location\n",
"print('Latest date location: ',data.index.argmax())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2. Subsetting the time series data ✂️"
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
VWAP
\n",
"
\n",
"
\n",
"
Date
\n",
"
\n",
"
\n",
" \n",
" \n",
"
\n",
"
2003-07-09
\n",
"
165.95
\n",
"
\n",
"
\n",
"
2003-07-10
\n",
"
166.74
\n",
"
\n",
"
\n",
"
2003-07-11
\n",
"
172.45
\n",
"
\n",
"
\n",
"
2003-07-14
\n",
"
177.91
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"
\n",
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\n",
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2003-07-15
\n",
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176.88
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\n",
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\n",
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"
],
"text/plain": [
" VWAP\n",
"Date \n",
"2003-07-09 165.95\n",
"2003-07-10 166.74\n",
"2003-07-11 172.45\n",
"2003-07-14 177.91\n",
"2003-07-15 176.88"
]
},
"execution_count": 84,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_vwap = df[['Date','VWAP']] # df is the original dataframe\n",
"df_vwap['Date'] = df_vwap['Date'].apply(pd.to_datetime)\n",
"df_vwap.set_index(\"Date\", inplace = True)\n",
"df_vwap.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The data can also be sliced on year, month, or day, as follows:"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {},
"outputs": [],
"source": [
"# Slicing on year\n",
"vwap_subset = df_vwap['2017':'2020']\n",
"\n",
"# Slicing on month\n",
"vwap_subset = df_vwap['2017-01':'2020-12']\n",
"\n",
"#Slicing on day\n",
"vwap_subset = df_vwap['2017-01-01':'2020-12-15']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3. Visualizing the Time Series data 📊\n",
"Visualizing the time series data can offer a better perspective instead of merely looking at the numbers."
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 86,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df_vwap['VWAP'].plot(figsize=(16,8),title=' volume weighted average price')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It appears that Maruti had a more or less steady increase in its stock price from 2004 to the mid-2018 window. There seems to be some drop in 2019, though. Let's further analyze the data for the year 2018."
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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WlXmwuDR6xfwKVwCLYtxHRETUFvoic43Beh99MToG7URE1MkYtCcgq8mA0WnaqrY/lPWMYPXv6+vj3j9rp/MwHQkREXVXbr/Cuiqvpq0xWO+rH2lnMVgiIupkDNoT1Ph0bdC+pAeMMO+o82H2Lpem7ZpRqZrbs3Y54WeKPBERHYLXt9hR6mz+nk02AoUZwTI/Ecu+caSdiIg6GYP2BDUhXXuRsLgHjLT/Y30DwuPx0VkmPHRkBtLMzVV7y5wBLOkB54KIiDqGy6fw5BptVtdVI1JhMwcviSLS4znSTkREnYxBe4Iap0uPX1/lRa0nEGPrrq/K5cebxQ5N281j0pBsEpzWP1nT/jFT5ImI6CC9tsWOEod2lP22sWlNtzmnnYiIEk2nB+0icquIrBOR9SJyW6jtQRHZJyKrQz+nh23/fyKyVUQ2i8jMsPZTQ21bReTuzngt7SnDDIzKbF6RTyFYpK27+tcmO5xhJeP7WA04f3AKAODsQSmabWfvciKgmCJPRERt4/Qp/E03yv7LkanoFTaPva9Ve2m0z+6H4ncOERF1ok4N2kVkDIBrABwFYDyAM0VkWOjuvymlJoR+PgttXwTgpwBGAzgVwD9ExCgiRgDPATgNQBGAS0PbdmlTCyya2911XrvLp/DiRrum7foiGyzGYFr8yX2TYTM1p8iXOAJYeKB7ngsiIuo4r26240DYXPYUo2hG2QEgK8mA5LDBdrtPodbDoJ2IiDpPZ4+0jwLwg1LKoZTyAVgA4Pw4258D4G2llFsptQPAVgQD/qMAbFVKbVdKeQC8Hdq2S5taoF2vfUlZ91yv/Z1tDlS4mi+i0syCK0Y0F6BLMQlOH6BNkf/vVm0qPRERUTwOXwBPrdWOsl89MhX5Kdp0eBGJWKt9D1PkiYioE3V20L4OwHEikiMiVgCnA+gfuu8mEVkjIq+ISFaorS+APWGP3xtqi9XepU3J1460ryj3wuPvXr39AaXw9/UNmrYrh6ciw6J9a/50mFVze9ZOJ1gbiIio65u/z4Vrv63CP9Y3dOjqIK9ssqMsbJTdahLcOtYWddsh6SbN7Y3V3qjbNVJK4bsSN1ZXeJhKT0RE7c7U8iYdRym1UUQeAzAXgB3AagB+AM8DeAjBqdwPAfgrgF+21/MWFxe31646lKdkB/IsySj3BANYp1/h0x+3Y5g1gJf3mLHXJeiVpDA4JYBBVoXB1gDSOvV/tO0WVBpRXNucUWAUhZnWchQXl2m266OAfEsyykLnwu5TmF9hhLWL/F92pK7yfu5MPEfR8by0jOcotvY4N7ucgp+uTIZPCd7d5sSqPRX47dD4AfLBcPqBJ1enAGieanVhgQc1e7ejJsr2fcQMwNx0+9ttZTgiEPu4/lRswcelwS/gmwd5cEU/vndag+coOp6XlvEcxcZzE18in5/CwsKY93V6iKeUehnAywAgIn8GsFcpVdp4v4i8BOCT0M19aB6JB4B+oTbEaY8Q74QkiuLiYgwfXohj91Xho7Bq6av8uZhV4sdHe6NXUC9IMWB4hgljc8z41UhbxGhBZylx+PG/HU4MSTfhlH5JEAleON1SXA6geX76BUOsOG5Mv6j7+FldLZ5a2zwq/0mZCbcdO6RDjzvRFRcXd4n3c2fiOYqO56VlPEextde5eXdlHXyqOWX9vRIzThyah58XpsZ5VNs9u7YeVd66ptupJsEDx/dHTrIx6vYnGB14fW910+19yobCwtyo25Y7/Zi18EDT7Rd2W3BJHx/GjOB7Jx7+fUXH89IynqPYeG7i68rnp7PT4yEi+aHfAxCcz/6WiPQO2+Q8BNPoAWAWgJ+KSJKIDAZQCGApgGUACkVksIhYECxWN+twvYaONL2vdl77CxsbNEG8XqkzgO8OePCP9Xac9lk5qlydn0Nu9wZw5ufl+L+ltbjkq0r8e3NwPvrycg8W64rr3TwmLdouAACX6lLkl9casbvB1/4HTEREh8WcPa6ItjsW17Trail2bwBPr9NOw7p2VGrMgB0AxmabNbfXVnljpr2vr/Yi/B5PAFhZ2+mXV0RE1I0kwjDsByKSA8AL4EalVI2IPCsiExBMj98J4DoAUEqtF5F3AWwA4Att7wcAEbkJwBwARgCvKKXWH/6X0v4uHJKCh1bUoTxUqM3dhhi81BnAn1fV44lpmZp2pRTuXVaHd7c5UJhhwhXDU3HuoBQkh1Voj8fjV02V3Vvjs90ubKtrPvCn19XjqhFWPLtOWxBoep+kiAulcCMyzZiYa8bKiuYUxVk7nbgpTqBPRESJab/djzVVkSnnbj9wxufluGt8GtwBYFWFBxaDoG+qEX1TjeiTakQfa+jfVqPmu8vhC6DEHsDgdCMMoYyuf22ya4qd2kyCm8dEn8veaGi6CSlGaVqKtMIVQKkzoFkartH66sjO4++rjLiidaeBiIioRZ0etCuljovSdnmc7R8G8HCU9s8AfNa+R9f5rCYDbh5jw/3L66Le/6uRqShz+rGl1odtdT54A9r7X9lsx1UjUjEmLBh+b7sTz4WKv5W7PFhU6sH/La3Bz4al4hcjrBiWETtw/u2SGvx7sx0jM814/5SciKq70Xy6WzuSsrPej892uzB7l7a9pYsoADh7YIomaN9V3/mZBERE1HZz90aOsjfyBICHV9XHvD/c8AwTzhyYjBq3wjvbHLD7FMZlm/Gfk7ORlWTAM2u1o+zXFaUiO84oOwAYDYKiLBNWhH3frK3yRg/ao3Q8fFdlhFKqaSoYERHRoWD+Vhfwy5GpyEqK/OKf0TcJT0zLxOsn5WDJeQXYf3kfLD0vH4PTmi8qAgq4+4eapoq8Sik8q0sTBIBqt8Jz6xtw5IdlOPuLCvxvhzOiUv13JW68uNEOTwBYU+XFH1ZE70gI5/IpfBXlwuyGhdUILxJclGXC9D5JEdvp9U3VXjCVuwIxtiQiokT2eZTU+IOxpdaHJ9c04JXNdth9wS+WNVVenPF5BW5aWINKt3ZJ0dZmZ42JkiIfzYYoleX3uw3YUsvpW0RE1D4YtHcBNrMBNxRFjkLfNyldc9tsEAzPNOPhozI07QsPeDDlozL8p9iOBSXumBcejb4tceOqb6pw1Eel2FXffNGhn3v4+W5Xi8vzLChxo8EXuU2tR9t285i0Vo1I5CZr37LlCTBnn4iI2sbhC2DBfu13ysJz8vHKCVnIsLTP6PTuBj/+p6sBc12RDVlJrbv00U/XWhflu9MfUNhUE/07dW47dUp0RZ/scuLk2WWY+Wk5VpS3X30CIqKeqtPT46l1ri2y4ZXNdpQ4giMGlxVaMS7HEnXb0/on46Q+SZi3393UtrXOhxsXRi5sMyzdhEq3H9XuyMB6Z70f9y2rxesn5QAIBuDhqtwBLC/3YEpB7BHyT3fHLprXqI/VgAsGp7S4HQDk6tLxKznSTkTUpeyz+/HqZjvC+1z7pRoxOsuEMdlmHJVvwf3L67CuyovxOWZM75OEFJNgn92P/Q4/9tsD2Gf3Yb89gBKnH61d2j07yYAbR7c8DatRa0bat9f7EKvveM5eF24e27NqrgSUwqOr6/GX1c1TG25cWI3F5+ZzqgAR0SFg0N5FZFgM+HhmLl7eZEcvqzHuhYeI4C9TM3DqZxWa4jvRPHtsJo7IseDjXU68usmOJbqKvbN3ubC5xovcZEPUC5Y5e10xg3Z/QOHz3S2PNPy6yNbqwnZ5+pF2J4N2IqJEFlAKqyq8+GKPC3P2uKIWnzu1f3JTUNfPZsIrJ2a3at817gDm7g3u1xNQuGCwFZ/sduL97doO4yFpRrxyYnarR9kBYLQuaN9a64PdG0CquXkfG6IUoWu0uNSDGncAmW14zq7uxoU1+O9Wh6ZtU40Puxv8GJjGS04iooPFT9AuZHimGY9NzWx5QwDDMsz4+sw8/OXHeryz1YEoGeqYmGvG1HwLRASXDLXikqFWrK/y4uoFVdhUE7wQUQCeWtuAmf2Soz7PnD0u3D8pI+p9y8o9Lc45TzMLrhzR+vV4c3RBe5U7AH9AwWhgDz4RUSJx+AL444o6fLjDibIWOlhPHxD9O6YlmUkGXDzUiouHNi8JeubAZPRKMeKlTQ0oSDHi5jE2XDUiFeY2fk+kmQ0YnGbEjlDBUwVgY40PR+Y1Z7mtjzKfvZFfBb8HZ8T4/tSrcPmxsdqHSXlmWE1dL9D/tsQdEbA3WlHuYdBORHQIut63ArXawDQTnjs2CysuKMAJvSNHw28cbYtIVxudbcbdE7Rz5d/d5sAbxfaoz7G+2oe9MdZKf1v35T0+J7Iq/ZXDU5Fhaf3b0GwQZIbNd1QIBu5ERJRYbltUg39usLcYsF84JKVVhUhby2QQ/OmoDOy9rA/WXNQL14yytTlgb6Sf137Twmq8v93RVM9FXzle/yxbW1mM7sdKD0a/ewBnfVGBGZ+Uo87T9b7Xvo6zGsDyCs5rJyI6FAzae4CBaSZ8eEoO7puYjsasvhl9k3DOoOjzyM8amIzCjOYecb8Cvt7njrotAHy5N/K+fXY/3tIF7XeMS8OozOb9mgT4dVHrR9kb5aWwgjwRUSKbs8eFd7dFr2kiAKbkW3D/pHR8f04+/nVCdofMdz7YQD2cvnbMphoffrWgGkd9VIo3ttgjitOdNVA7qr69rnVB+8Mr6+AOzY1fX+3D8xsiV3lJdEvjFJxbUR6/AC4REcXHXKUewmgQ/GZ8Gn45MhV7GnwYk22GIcZFktEguG2sLWrhumieXFuP/Q4/pvdJwuR8C8wGwTNr6xE+UDDQZsTpA5LRx2rEdd9Wod6r8KejMtDP1va3YG6yAcW1zbfLnQEgq827ISKiDlDrCeD2RdWatjSz4OS+yZjZPxkz+iUht4V10hPFhUNS8PTaetR7tXPMttX5cfP32u9IAXDGwBTM2tU84ry1FUF7pcuPebqO8efXN+CG0TakmbvG2Irbr7Ayzmj6j5UeeAOqXTpSiIh6IgbtPUxWkgFZSdGrzoe7eKgVj/9Yj531kWVxe6UYcCAs3XFPgx+P/1iPx3+sh80kOKZ3UsRSPrePS4PZIJicb8GKCwoA4KBHVvTLvlVw2TciooTxh+V12O9o/o4wCjD71FxMyG35uyfRDEoz4Zuz8vHo6jp8sMMZt1L9kHRjRDr9tlYE7R/vdEXUnanxKLy6yY5bukj1+TWV3qZMAQDoazUiANW04o3LH5xK0BXfA0REiaBrdOHSYWc2CN44KSeiWjsAXDkiFcMzovf3NPgU5uxxaZbA6WM14NJhzUWCROSQUiHzdCM0LVXIJ+oISinUsJ4CkUa9N4A3dTVQbhlj69LB2tAME146IRvLzivAZYVWmGJ8fRVlmTFYV2xtT4MfrmiVYMO8tz168bZn1zXA2cJjE8UPZdpMgaPyLZik+z9fzvXaiYgOGoN2imlsthlzz8jD4LTmINkgwFkDU/Di8VmYmBtZWC6aW8amIamVS7q1Rm6Kbtk3Bu10mASUQqnDj6fX1mPse6UY9FYJzvmiostcWBN1tK21Ps3UqN5WA36rK27aVQ3NMOHvx2Zh5YUFuGZkKpJ0Gf4z+iUjxSTol9p8hwKwoz72aPveBh8Wl0YPZstdkR0giWqpbrnYKQUWTMpj0E5E1F6YHk9xDU43Ye4ZeXhkVT1WVXrwixGpGBNK/5t3Vj5KHH58s9+N+ftdWLDfjVJdleA+VgOuHN72YnPx5OrWvK1wMj2eOtarm+z465p67LP7oQ/PF5S48fd19birmwQmRIdCX3htXI4FKbGGpruoATYTHp+Wid+MT8Pz6xuwtNyDowssTRllQ9NN2Gtv/l7aVufDqKzondwf7YherK/RZ7tduGaUrf0OvgMopfCDPmjPt0TUAVhRwWJ0REQHi0E7tSgvxYgnj46+PnxvqxGXDrPi0mFWKKWwodqH+ftd+P6AByLA3RPS2v2CLS9FP6edI+3UcZaWuXH74vhFGf+5wY4bRtuQ2kWKRhF1FP0c7qHpXaPg3MHoZTXiD5MzItqHZZiwoKQ5XTzWvPbdDT68sFE7kn7lcCte29KcLr8hzjrwiWJ3g1/TYZ9iFIzJNsPlVxCgqaOzuNaHGncAmUn8nCQiait+clK7ERGMzjbjpjFp+O9PcvDWyTkRy+W0B33VYQbt1FGUUhUbP8MAACAASURBVLh3aV2L21W6A3h9S/R5qUQ9iT5AHZLW88YGhqRrX3O0oH1zjRenflquGZEXAHeNT4Ml7Mqs1BlAZYIXW9Wnxk/MM8NsEKSZDZplXgGmyBMRHSwG7dTl6KvHlyf4BQ11XR/vdEWsPZxuFhRlmqDPH/n7ugZ4/JzbTj3bjjrt5/HQ9J4XtA/TveattdqgfVWFB6d9VqGpsA8ER9n72Uwo1BV63VDdurXeDzeHL4C/ranHnUu0mUhT8ps76yfnazvuF5VqC9YREVHrMGinLofp8XQ4uP0KD66o1bSd1j8Zuy/rg0XnFWDLT3shPOljn8OPd2NUgSbqKfSjyoN7YNCunxIQfk6+K3Hj7C8qUKVbeeL8wSn4y9TgNLTRuvnvGxMsRd7jV/jXxgYc8X4p/rCiDrUebWfllPykpn8f2ytJc993JQzaiYgOBoN26nKyLAYYwoY5az2KI5zU7v61yY6d9c2jhkYB/nBkc7G5vBQjLtcVWXxqTQP88RZyJurGatwBVIYFoxYD0D+1+85pj2VgmgnGsJKVpc4A6r0BfL7biQu/rIgo0PaLEVa8dHwWLKFVVvRF6w51XrtSCi9saMDIt0twwqyyg96fP6Dw9lYHJn9YijuX1EYUngWAcdlmnNS3OVA/Rhe0r6zwosHLjnYiorZi0E5djtEgyNZXkOdoO7WjancAj6/WzmX/xYhUDM/UXkzfPMamWbN5a50Pn+x2HY5DJEo4+qXNBqWZYDR0r8rxrWE2CPomawPzR1fV47J5VXDrZnPdPtaGJ6dlas5TkX6kvebQ0uMfXV2P3/1QiwPOAH6s9OLCuRUoa+OqK98fcOO4WWX49XfV2NUQ+dh0i+C+ien4/PRcmMNeS59UoybzwK8QUWmeiIhaxqCduqS8ZH3Qznnt1H6e+LEeNWEpn2lmwd1HpEVsN8BmwoVDUjRtT66ph1KRo+017gBqPexcou5Lv9xbT0yNb9Q/RfsZ8Nz6BugTwv5wZDoeODIDItqOjaIs7XnbWO2N+pnSGo+trsNjq+s1bfsdAVw5v6pVGWo17gBuXliNMz6viDq3PsUouH2sDWsu7IXfjE+LuoLGcUyRJyI6ZD33G5W6NH0xOo60U3vZWe/DixsbNG13jEuLWLWg0e3j0vDONmdTMuyPlV48uLwOfgXsavBhV70fOxt8qAt1AkzKNeP8IVb4Agq7G/wYaDPiuiIbkow9b0SSupeetNxbSwakBPB9dfTXLwCeOjoTV45IjXp/v1Qj0s2CulAafZ1XYY/djwG2tl2yvbbZjkdW1Ue9b3GpB79fWovHp0VfzhUIzl2/YG5F1PXVTQJcNSIVd45PQy9r/P/nY3sn4d9hq2ssPMCgnYiorRi0U5ekD6DKGbRTO/nD8jqET7nsl2rEr4tsMbcfkWnGGQOSNWnxT69riLn9igovVlRoC9ytr/biheOzD/6giRKAfqS9Jy731mhASvRRbLMBePH4LJw32BrzsSKCUVlmTRr5K5vsyLQYcFS+BdMKLBGj83rLyjy4S1fVXe+lTXaMzzXjssLonQd/W1sfNWC/eEgK7pmYjkGt/P/VF6NbVeFFPee1ExG1CdPjqUvKZQV56gBLy9z4aKdT03bfpHSkmOJfIN8xLjJ1vi3e2eY85GJTRJ1tO5d7a3Jijg8puuyZ4RkmvD8jJ27A3kifIv/U2gY8uKIOp39egdM/r8DX+1wxU+ZLHX5cMb8S4bNxrCbB2z/JxgCbtsP7N4trsDLK2unrq7x44kftKP3wDBM+PS0XL56Q3eqAHQB6WY2aZez8ClhSynntRERtwaCduqSIOe1tLKpDpKeUwr1LtcXnxueYcZFuzno0E/MsmNkvKe42SS1kCj+1JnoaK1FXsb2ec9ob5VqABWfn4b6J6Xj66EysvrAAP5yXjxP6JLfq8aN0RS/DLS714IK5lTj5k3J8ttupCd49foWrvqlCiW4N+OeOzcSp/VPw5knZms4Etx+4bF6lpjCdL6Bw0/fVmoyjvGQDvjg9N6IafGsd20u7Xvu8fSzYSUTUFj33G5W6tDymx1M7m7XLhaW6EaeHJmfA0EIaaqMXT8jGQyvqsK3Oh95WIwamGTEozYSBtuDv/BQD9tn9eG+7E2srvfi+1I2ysCWTPtjhxD0TfW0awSJKFLWegCbjqacu9xZueKYZv4kTfMdTlN3y41ZWePGzr6swJtuMO8el4cyByfj9slos1o1i3zLG1jS6Py7HgmeOycQ131Y33d9YmG7WqcHK78+tb8AqXVr8E9MykR2jrkdrHNcrCa9ubp7X/p9iBy6cdNC7IyLqcXh1SF1SDgvRUTsIKIU3ix14c4sDKyu0F7qn9k/G8b1bP6qUYTHgiThFnQCgv83UlEofUArTPirD5trg6KRfAc+sbcCTR8ffB1Ei0s9n76nLvbWXoszIyzODAIEoGfHrqry46psqWAyAfoGKE/sk4f5J6Zq2i4ZasbrSi+fWN9feWFzqwT1La3HtqFT8eZU24+icQck4Z1DLGUfxzOyfjOwkA6rcwQOs8yq8vc+MSaMOabdERD0G0+OpS8qLmNPO9HhqG6UUfrukFrd8X4Ol5R74wi6GjRJcjqkjGURwm24u/JvFdpQ6+F6mrofLvbWv7GQjRoYF7gYBXpuejfln5eH0AdFT7PUBe3+bEa+ckAVTlM6TPxyZHtEp+dJGOyZ/WKZZSz4rSfD41EPvSEw1G3DTGG1Bz//uN6HGzQ53IqLWYNBOXZJ+TvvaKi+21UauIUsUy5NrGvCvTfao9/1yZCpGHGRaa1tcOCQF/cMKQ3kCwCubox9TI19AYXWFB8W1LFxHiWMrl3trd3+dlolh6Sb0txnx6onZOGtgCo7IteCtk3Ow8Jx8nDcoBbFyGZKNwJsnZcdMaTcZBK+emKX5/InmsSmZyE9pn//La0alIiup+Ygb/IIXNsZeaYOIiJoxaKcuaUi6CfmW5h56tx+4c0lNzGq6B2NLjRf/3erAh9sd+GqvC0vL3NhU40WdfjiDupx3tznw0Mq6iPbBaUbcMsaGh47MOCzHYTYIbhytHX16ZZMdLp/2fezwBfDJLid+/W0VCt8uwYmzyzH5wzI8u47F6ygx6DtNh6V3fKdXd3dMryQsv6AAay/qFZGePibbjFenZ+OH8/Lx80IrCsKyz5KNwAvHZ2N8jkW/S42cZGNEYbpwM/snt6oQZ2ulmQ24cbQ2u+gf6xv4nUpE1ArMX6MuySCCmwZ5cf+W5vS++fvd+HCHExcMaXk5nZbM2ePCZfMqEW0pWaMA9xyRjjvG2VpcK5cSj8uncPcP2nXSMyyCWafmtniR2xF+XmjFn1fWoc4bDNTLXQF8sMOB0/on4/M9Lny624X5+9xw+iM7pP6yuh6/LrLBzLnD1MmKdSPtwzJ4eXE4DM8047ljswAAlS4/dtb70TfViF7W1o2Oj8+xYNapubhzSQ1+rGzO3slJMuBv0zLb/Tvu2lGpeHZdPWo9wc+zWo/CixvtuHP8oS2bSUTU3XGknbqsU/P8EXPy7llae8hz5Cpcfty4sDpqwA4EC4Y9tLIO9y+va9eRfTo8Pt3tbCqGBASXYvvvyTmdErADwdGny4ZrO5ru/qEWw94+gBsX1uCz3a6oATsA1HuV5kKbqDMopbBVN9JeyKD9sMtJNmJSnqXVAXujyfkWLDg7H0vOy8fvj0jDrWNsmH92Hvp0QPX/dIsBN+iyi55bX4/6WF+4REQEgEE7dWEiwF+nZcAS9i4udQbwcJS057a4a3Ftq6rRP7uuAf+3tLbF7SixvL7Fobn9ixGpOPog1x5uL9eOsiF8sLzeq6JWiY5mYYm7Yw6KDps1lR5c+lUljvygFC9v6npzfMucAdR7m9+wNpOgVwovL7qakZlm3DUhHX+YnIEBto7rdLlulA3pluYPvGq3wksb49fyICLq6fitSl1aYYY5ogL3vzbZsVK33jYA/HuzHad+Wo6bF1ZjbVX00cmPdzrx0U6npm1qvgXT+yRhUq4ZqSZtquA/N9ixIspzUWLZXufD57udWF3hwQJdkHvF8NROOqpmg9JMOCNGRehG/VKNuG5UKq4ZqT3ehQcYtHdVTp/CA8tqMX12OT7f48LWOh/uXFwb8/MpUelT44dmmDh1iGLKTDLg+iLtaPvf1zWggaPtREQxdXrQLiK3isg6EVkvIreF2rJF5EsRKQ79zgq1i4g8IyJbRWSNiEwM28+Voe2LReTKzno9dPjdMTYNQ9Ka0/gUgNsW1cAXNlS5styD2xbVYEmZB28UO3Dcx2U4f04FdtY3X2xWuPz4zeIazb7H55gx+7RcfDQzF1+flY9PT8tFdpL2z+bLva6OeWF0yKrdAfx5qxkTPyjFpV9X4cTZ5Zr7J+eZUZSVGAWzbh+bBn09qKIsE+4an4ZvzsrD2osK8NjUTFw9Shu0Lyn1aN7r1DXUeQI454sKPL2uAeGzHxSA97Y5Yj4uEUUWoWNqPMV3fZENqcbmN36VO4CXY6zmQUREnRy0i8gYANcAOArAeABnisgwAHcD+FopVQjg69BtADgNQGHo51oAz4f2kw3gAQBTQvt6oDHQp+4v2ST46zTtOrJrqryadLsvogTW8/a78YtvqprmpevT4s0G4B/HZmmKfE3IteBB3frdqzmnOOEopfDONgcmf1iKjw7EDsovT4BR9kYT8yz44JQcXD0yFQ9NTsfKCwqw6NwC/H5iOibkWppGLkdkmJAbtuRhg4/z2ruaOk8AF8ytwNIYWTof7XTGrZfx5V4XTv+sHKd8Uo4fSjs/06JYH7RzPju1IDPJgEv6aN83z65rgJ2j7UREUXX2SPsoAD8opRxKKR+ABQDOB3AOgNdC27wG4NzQv88B8LoKWgIgU0R6A5gJ4EulVJVSqhrAlwBOPZwvhDrX9L7JuFC3NM3DK+uw3+4HAKyuiH5xvKrCixUV3qhp8b8dn4bR2ZEB34QcbduaSqbHJ5KttV6cO6cS131bHbc2gc0kOH9w+y1n1B5O7JOMv07LxM1j0jAkxmiliOBY3Rx8psh3HY0B+7Ly2B0texr8WFkReb8voPDHFbW46MtKLCr1YGm5B9d9V41AJxfE1KfHswgdtcbP+nhhC5tyVuEK4BWOthMRRdXZQfs6AMeJSI6IWAGcDqA/gAKlVElomwMACkL/7gtgT9jj94baYrVTD/Lw5AxNcZsGn8L/LQ2u3b4qygVwo6fW1EdNi9fPlW80MtOsKX633xFAmdN/aAffgv/tcOLqb6rwZjEvaGJx+RQeXVWHo/9XFjFvPZqLh1phM3f2R+DBObaXttL99wzau4RYAfvkPDNO0K2E8dEObSdimdOP8+ZU4Mk12kJ1O+v92FitDZoPN6bH08HIMAPXFmmznZ5Z1wCHj6PtRER60tlLVonI1QBuAGAHsB6AG8BVSqnMsG2qlVJZIvIJgEeVUgtD7V8D+B2AEwEkK6X+FGq/D4BTKfVE4z5qa2ubXmhxcXGHvy7qHO+VmPCXbdqA5v+GevDIttYv52UShTcmuDAsNfbfxhWrk7CxoXke/dOjXTg6q2MuNH6sM+CaNUlQCHZI/K3IhWOzeVETblmNAY9us2C3MzIIt4jCVf29OLvAjzf2mvBdlRHDUwN4YLgHHVgguUNtdwguWdmcJZBqVPhqqhMm1v5KWA0+4Jb1SVhbr11Ga2yaH8+MdmNRtRG/39wcuPdKCmDWkS6IAKtqDbhnswUVnuidTL8b6sGFvTsncPcFgGMXp8Cvmt9830x1ILWL/m3R4VXjBc5elgJnoPn9c/tgD37Wt3M7ooiIOkNhYWHTvzMyMjRXdZ3+taqUehnAywAgIn9GcJS8VER6K6VKQunvZaHN9yE4Et+oX6htH4KBe3j7N7GeM/yEJKri4uIucZydKdo5+t1Qha9qyzWppfqAfXKeGXvtfpQ4oge+v5uQjtMm9Iv73FPKqrExbOmw8qR8FBZGH5k/VH/7rhoKzc+10JmFXxRmA+D7pNzpx++X1eLdbc6o95/QOwm39KnByeOGAQCOHXM4j67jDFMKuRsONKX/2/2Crzy9cPOY1r8He/p7pzXa6xzVeQK4YW4F1tZHjrB/cEpvpFsMKPQG8KetB+AMVaU74DZgv60/1lZ68eC6Ok2xOr3tKgOFoc+Ew6Xx3Gyt9cKvyprae1sNmDCK7yv+fbWsuLgYk4sKcZ2jFk+tbc4gebc0BfccX6CpJ9OT8L3TMp6j2Hhu4uvK56fTc0NFJD/0ewCC89nfAjALQGMF+CsBfBz69ywAV4SqyE8FUBtKo58D4BQRyQoVoDsl1EY9jNEgeHJaJuJ91x+ZZ8HPC6MXIIuXFq/dTtsR8GMHzWv3BxTm7NEW0Vtc6o5bpKonCCiF1zbbMfnD0qgBe16yAS8en4X/zczBgJTud65EBNP7aNOp71tWh3e6WNXxniBeSvwHp+QiPTTXxmY2YEY/7f/puXMqcd/yyIB9uG7O+OLSQ//8KXH48bOvKzHz03LM29f6FTH0ReiGMjWe2uimMTYkhyWg7HP4I6aHEBH1dJ0etAP4QEQ2AJgN4EalVA2ARwHMEJFiAD8J3QaAzwBsB7AVwEsIptVDKVUF4CEAy0I/fwy1UQ80IdeCGX2TYt5/RK4FlxdaoY/ro1WLj2W8rhhdR1XvXlbuQaVbmxGw3xHA7oaOnUOfyDx+hQvnVuLWRTWo8UQG5L8YYcWy8wtw8VBrt14r+s7xaZoiTgBw43fVeHZdfacXJqOg1gbsjS4YYm1xn78ZZ8P8s/KQFBbk7LX7sbnGi093ObGhuu2fRf6Awk+/qsRnu134ocyDqxdUoc7Tuik4W2tZhI4OTW6yMaIj/dl1DT2+c5qIKFynB+1KqeOUUkVKqfFKqa9DbZVKqZOVUoVKqZ80BuChqvE3KqWGKqXGKqWWh+3nFaXUsNDPq531eigxXDQ09sXvEblmDEwz4SRdYB+rWnw0RVlmzfzh3Q1+VLvbf57557ujj3gtKeu5Fes/2unEvP2RhdeKskyYe0Yu/nZ0FjKTOv2jrcONyDTjzZOzEV5Lz6eCI+7nzalEqaPnduwkgrYG7ABw5oBknDkgOer+Mi2Cd36Sg/smZSDVbMDEXG22z5SPyvDzeVU47uMyvLGlbQUr/7PVoel4rHYrLGrlUnJb6zjSTofuhiKbpiN9bZUX37aioCgRUU/R/a9sqUc6rX8yUqNU5Uo3S9NF5SNHZaAgJfgncNbA5FalxTdKNglGZulH29s/kP58T4ygPQHWZj4UVS4/NtUcXHbCF7qODKtJ8Mcj07Hg7HwclR87w6I7OrFPMl48Pisia2RBiRtnf1GBmg7oSKLYKlx+XDGvEiPeLsGQt0raFLADwek9b5yUjdemZ6NfavNQ+oQcMxacnY+Z/ZsD+qn50Ytr+hVwx+IaLC1r3WdEjTuAP66oi2hfWNLy55lSCst1a80XZrSu45Mo3NAME87QdVg9u64hxtZERD0Pg3bqllLNBpw5MHLEanyOGYZQyvTwTDPWXdwLW37aC69Pz25z0ZuOTpHfWuvFltroFXTbYw5rZ/lijxOFbx/A1I/KcNPC6jY91htQ+Hq/Nmh/d0YObhmb1mOLFp032IrXT8pGhkX7+jfX+nDVN1XwBphierjcvLAGs3a5UOoMwKc77S0F7I1EBOcMSsHS8/PxxknZeOOkbMw9Iw8D07Qj2FMLYndQeQPAFfOqcKAV2RaP/1jfVNAw3MJWLCO4osKL9WHLzQkiPxeJWuvmMTbN7a/2uQ9qugcRUXfEoJ26rYujpMjrR8fNBkF+ivGg5j5P0F2cztnjatc5eLFG2QFgU40P++1+lLm7XqB679LmwlpvFjuwsQ0XZUvLPKgLm8eek2TAtBgjjj3JWQNTsOjcgoj127/Z78adi2s4N/Qw2FDtjfk329qAPZzVZMBZA1Nw1sAUWIyRf+dTWnjfH3AG8ItvquCP02lzwOHHixujj2auqfK2mKnx8iZtGv4p/ZPRy2qMsTVRfFMKknBUnvZ9/XeOthMRAWDQTt3YCb0jR6KOLmi/AG+y7uJiUakH/9vZPhVvlVJ4L8YyZo2K3j2AM5al4OTZZZi3r307DDrKznpfxBzYtsxb/HKvNig6uV8SjD10hF2vb6oR78/IjbjofW2Lgxe+h0G0VF6bSXD+4JQ2B+ytkZlkwKjM+PPHF5d6NEtp6X280wlvjLg8oIAlcVLsa73ARzu0qxVcPSL6qhxErXWTbrT9ve0OlLA+BxERg3bqvkwGwYOT0ptu5yUbcFLf6EWeDsb4HDOO13UM3LO0FvWxroLbYP5+N9ZUaUegT49RoGpFhRfnz63E6Z9X4PtWpLR2pq+jLCXVmjTcRnN1QfvMfu33/9kdJJsE/zk5GwNs2tHO+5fXYfauyE6gLTVe/PXHesze5WTF+UOwz+7He7rl9l6bno29l/fBKydmt3vA3mi6rpjmXePTIpYCfGRVHVZVRJ9O01InY7x57bNLTXCFxVL9bUacHGfVDqLWOGNAMoakNX9+eQPACxvY6UhExKCdurVbxtrw5LRMXF+Uio9PzUVGO148iwgen5qhqd5d4gjgsVX1h7zvJ9do93HmgGRc3MJyUItLPTjj8wqcO6cCyxK0uvxXeyMD9O8PeFoVMO5p8GFD2PxZg6BdO2G6i7wUI96dkYP0sDnuCsC1C6qbgjdvQOFfu004+n9leGhlHS6fV4U3i7nG+8F6fn2DZg770HRjzCrw7em2sWk4ItcMgwCXDrPitxPS8M/jspATtnqCTwGXz6vCB9sdmlT5Aw4/luhqYzx0ZLrm9ndhHWoun8L8fS78fmktpn5Uiqd3ajM6rhqeyqwXOmRGg+BG3Wj7K5vt7dIZTkTUlTFop27NIIJfjkzFI1MyUZTV/gWSRmSaceNo7QXG8xsaDql4zrIyDxYe0F5M3zEuDdMKLIgytTXCN/vdmPFpOS75qrJDKto3Wl7uwdSPSjHm3QP4uBXTAjx+he+ipMJXuQPYWB294F44fcB/VJ4FWT1gabeDMTLTjNenZ2veL05/cC3ueftcOOXTcryw26IJNF/a2LZlwiioxh3Avzdrz93NY9IOSwCbn2LEvDPzUHZFHzx/XBbMBkGB1YhnjsnUbLfX7sfVC6ox+cNSvL7FDrdfYdZOJ8K7yibkmHFpobZj8MdKL+5fVotLvqzAkP+W4Ly5lXhufQM21Wj/Xk0CXD685TXmiVrj0mFWZId9ttd5FP65nqPtRNSz8YqX6BDdNT5NszyTX+GQin/pR9lP6J2EiXkWFFiNuHN8GgwCGAW4ZmQq/jnGhRkxUlLn7HHhhFnluHJ+JbYc5PJqsZQ4/Lj4y0psqvFhr92PmxdWo6GFkZAfyjxo0JfUDmlNivyXutT6U/pzlD2eE/sk48lp2uCt1BnA+XMrsaoi8v2wrhWFxyjSvzfbNe/rvGQDfhqlCGZHERGYdB0EZwxMwZVRgujt9X7c8n0Njnj/AP6hSzk+d1AKcpONKNLNk39mXQPm7HXDEeNvFwAuK7QiP4UF6Kh9WE0GXDNKWx/h6bUNKHNybjsR9VwM2okOUarZgD8flaFpW1TqwTstFJKLJloF6jvGNY/k/98R6dhwcS/s/nlvPD4tE5MyA3jvlFx8cXoujusVvcjexztdmD67vN1S5v0BhWsXVKEqLMCr86qIVFu9aPPZG7UUtAeUwiLdNpw/27IrR6TiFl2qaSwKwOLSxK6JkGjcfoXndcHvr4tsSDZ1fpr4Y1MyccVwK6IdyX5HADvrtQHQuYNTAADHRCngGY0BClPzLfjT5HQ8OiWz5QcQtcENo22a0fYGn8JfVh/61DMioq6KQTtROzhrYDJ+ogsi71tW2+aRy6fWai9KJuZGFrvrZTUi1az9051akITZp+Xh45mR1cMBwO5TuHVRddzln1rr6XUN+O5AZIDeUhX4r/fFvr+lee0bq32oCVvqLcMiGNMB0x26owePTI85vzpbN71gUQsdL6T1zjYHSp3Nf+OpJsHVIxOjgnqySfDMMVlYen4+Liu0Il4/wvgcMwaF1oG/ZmQqYpX+6GM14PJCK16bno0vpzrxxRl5uGlMWkJ0UlD3kmEx4K7xaZq2VzfbUVzLdduJqGdi0E7UDkQEf5maiaSwDNFyVwAPr6pr9T521vvwwXbt6Pzt49LatIb8CX2SMOeMXLw3IwfjdevIb6j24a2th1ZsbHWFB39eGf01xQval5d7sDasGr4guBxWo5bmtS/SjQBPLeBSb61lEMGLJ2ThiNzm90OmRfCnEe6I9PlEX32gvSml4IqT9h1PQKmIpfSuGG5FZoLVWSjMMOPvx2Zh1YUFuG5UKlKiFMY4b1BK07+HZ5rx/bn5eGBSOm4fa8ONo214+KgMLDo3H+sv7oVnj83COYNSkB5/tTmiQ3b1yFQMStNOPXviR462E1HPlFhXF0Rd2JB0E24dqx0ZeHmTHatjLLek9/d1DfCHxQ8jMkw44yAqUIsIZvRLxjdn5eHCISma+/68qg72g6zC6/YrXP9dNWLFOD9WRp8T7fAFcN23VZq2yXkWHKvLIIiXIr9YNwJ8TEH0qQAUndVkwOxTc/HApHTcc0QalpxXgJl5fhytm1LxY6W31VWay51+1Hq67hz4hQfcKHz7AArfLsFrm9tWhK/M6celX1dhS21zR5NRgim9iaq/zYTHpmZizUUF+M04G9LNweC9KNOEX+nmDxdmmHH7uDQ8cGQGHj4qAzeOtqEoy9ymDkSiQ2UxCh6YpF3RYPYuV4v1U4iIuiP2lRO1o9vHpuGdrQ7sagjOFw0o4M4lNZh7Rh4MIlhT6cGiUg9O6pOE4ZnNI5+lDj/eKNYGDreOtcFwCBfJIoL7J6Vj9i4n3KHpqyWOAJ5b34DfTkiP/+AQpRTWVHmxs96Peftc2FgTezRcIThSe8bA5o4Cf0Dh3qV12FanfKfDSQAAIABJREFUnT/7uyPSsL7Kiy/C5u/HqrivosxnP7oX57O3lc1swO3jmjuV6hGsPj48w9QUfPoV8EOpBz/pF7uzSCmF3/5Qi5c22pFpEbx0QjZmxNk+EfkDCtctqEaFK3jx//ultbhgSApsYdNOGrwBrKo1YOU2B/Y0+LGnwRf8bfdjd4Ov6W+q0QVDUtDflvhfqXkpRtw3KQN3jk/H7gYfhqWbmLVCCeucQSnol1qHvfbgH5zDp/DpbhcuOYzFHomIEkHiX2EQdSEppmCa/CVfVTa1LS/34s1iBwozTDjniwp4AoDVJPj27DwMywgG7s9vaNAEAf1SjbioHS5KBthMuL7IhqfWNqfxvrDBHqpCH/9C/YdSN+5fXocfYhSwu3SYFelmwQthS4V9WxIM2rfWevHfrQ68vdWJfQ5tdPOLEVac3DcZPt1gSXFt9A6BHfV+HAibN2w1SUTqPx28owssmhHj7w+44wbt7293Ni0PV+NR+OU3VVhwdj6GdKF86Xn73Zr3ZYNPYWO1D5Pzg5kH8/a58MtvqlDjSQZQ3eL+spMMuOeI1nWEJYoUk2BEJv+OKLEZRHDhkBTNd9i72xwM2omox2F6PFE7m9k/Gafr0tofWlGHu5bUojGb2OFT+OeGUODjDuDlTfp1nm0wt9Po1+3j0ppSYQGg0h3QzC/X21Ljxc+/rsTMzypiBuy9rQY8clRGRJG82bucOOWTchz5YRn+uqYhImAflGbEQ5ODlfaHZ2iDvFhBu36e9eQ8S7udGwKO0WUtfB+lyGCjWk8A9y6r1bTVexWuml/VNDfcG1BYXeHB/H0u7Kz3tan4oVLqoJdKbIs3iyPT4TeFLYv40Mo6TeHDeKbkWzDvrLymQm5E1L4u1gXo8/e7ufwbEfU4vMog6gCPTsnA/H1uOEOT1MtdAZS7tEPLH+1w4pEpGXh5kx313uYAITfZgMujrLF8sDIsBhzfOwmf7G5ORf+2xI3cZCM+3+3E4HQTTuydhHJXAI+trsPrWxyaufXRPHNMFjKTDDimVxIMEpwGAASXktrviB70WU2CF47LakpBHmAzwmJAU0dGuSuAGncgopCXvqK5fh42HRp90L68woNlZZ6mUedGAaXwp5V1mmrpjdZUeXHF/EpcOMSKv6yux9a65g4YiwEYnGbC0AwThqYHf1JMglp3AFaz4Cd9k5GfYsDzG+x4YUMDUkNVz/XP314qXX58tjty+cFNoakfvoDCujidWo0KUgy4vsiGm8fYmF5O1IGKsswYnWXC+lCx0oACPtjuxPUJXEOCiKi9MWgn6gADbCbcOMYWt9JtpTuAz3a7oq7zbDW1bxKMPmj/cIcTf1/X0BSA9Us1osodgCNGlblpBRZkWAxIMgIXD7E2zWHOTDJgfI4ZqypiBzlWk+Csgcm4bWwaRoUt02Y0CIakm5qCJSA42h4erCmlIkbajy7gfPb21CfViFGZpqZ6BQEF/GpBFT45LRdban1YWhYM4pdXeFAXZ/R57l435u6NLCboCQCba33YHCOTIskIjMgwY01YoHzH4hp8d07+Ib6y6N7b7kS0OlaNI+177X7N/akmwZUjrOifakJ/mxEDbEYMsJmQYREWZiM6TC4ZasX9y5tXLnlpYwNO6ZeMoRm8jCWinoGfdkQd5NaxNry+xY6yKCOTja6cr62qnmYW/KoD1nk+vo820NUH2Y1FfvQm5Zrxx8kZEaOx4U7ukxw1aD+6wIKfFVpxzqAUpJmjd0IUZuiDdq8maP/nBjt2NzQfm9kAHBllHXo6NA8emaGpw7CrwY+x75XGfcwAmxEGAXbWH1qaqtsPTcAOAGurvKhw+ZGbbIzxqIP3n+Loyx5uDr0Pt9dpOxfGZJvx56Myoz2EiA6TC4ZY8cDyOjR2G26v9+OYj0tx78R0XF/EbBci6v44p52og6SZDfh9G4tT/XJEaoes8zwiw4T8lNbvd0iaEa9Nz8ZXZ+bFDdgB4MYxNozJDo6gD7AZ8bsJaVh9YQE+Oz0PlxWmxgzYgWDQHi58XvvqCg8eWK6dPz2jXzJSTLw4a28z+yfjmlFt6yx6fGom3p+R0/R/H04ATMgxIzf54N/L8bI3DtbqCk/Meg577X7UeQIRQfvgtPbvOCCitumbasS5g7RLmLr8wL3L6nDaZxXYUtP+nxdERImEI+1EHejnhVa8sLEBG0Jz8VJNglSzRB19TzFKh63zLCI4vncS3t/ujLtdbrIBv5uQhqtGpLa62FtWkgHfnp2HOo9qc8pwYYY24GsM2uu9AVy9oAr/z959x8lV1f8ff31mZmd7y6aThIRkQxICBAgBpBNaFGlKsQCKYAPF8hXlqwhf1J9dxIIVFEVFQdAgIF2QDkKkhLIJkF432V5n5vz+uHd3Z2ZntiS7O7M77+fjsY/s3Ll39szJlPu5n885J34Z8LKw8c0l5QN+bBmcry0u5/FN7azsY1m/8rBx8IQw588t5qTp3hCJR0+dwF1r2/jhi428UNvJIRPDfOPgcg70KyLq2r1AeFVDhNUNEd5qiBB1XlXJAxva01Z5PL+9Y8iXkvttP+uxv17ntTHe7FE0K77IWPbDwyto6oxx/4bEYTjPbOvgyOVbuWJRGZcuLCGkrLuIjEE6GxEZRqGA8celVXz+yTrq2mNceVAZD21o50cvJ45jDxpcf2QFk4qGL6uXLmg/d3Zhdzb99FnpS9n7EjCjIn/wJ0rJmfauCcz+58m6Xmu7//jwSvbUDN3DpiBk/PbYcbzn/lrWNUUxYH5liCUTwiyeGGbJhDBzykO9lgoMmPHuPQt5956FdMZcr4s9FfkBDpwQ7g7i47VHHX9e3cLjm9t5oz6SkF0f6kx7Q0eMW5Ne//GTKII3rv3NpHL/0bSUnchYVh4O8JcTqvjTqhaueKae+rg5NtqjcPV/Gli+ppUbjh7HLL1vRWSM0aeayDCbWRriryeO7749viCYELSHDG44ZhynJZX+DbXk5dm6fHFRWcZOcOYk/d3VDRFurmnmz6sTg6sP71007P0jMLcij6fPmMj6pihTioODvoAz2KX48oPG+XOLOX9uMS/t6OTIv2/tvu+F7R0454Zssrfb3mylOW6ixSlFAc6dXcS1ces/v1bnVQLEU9Aukj3MjPdXF3PsHgV87ok67lmXuBLE89s7OeeBWv592kTyg70/O378ciP/WNPGcXvk85l9S1PuIyKSjTSmXWSELRyXx/8eUEo44M3a/oelVSMSkO5ZEiQ5BjtofF5GMxIV+YGEsfadMfjsE3UJ+8yvCGkisBFUFAowtyJvlyoudse8ihDx885taY2xsSX9JI6D4ZzjxqTS+A9WF/caj79yZydvNyaPaVfQLpJtphQF+ePScfzqqEoqk6q83qiP8M91vZd1vGtNK1c+28DTWzv45guNnH1/LY2plpIQEclCCtpFMuDyRWWs/cBUXnjvpO6xwcPNzLhw78TJxr56UObHiCeXyMefQxUGjRuPGafJ53JAXsDYb1xiCf3z2zuG5LH/s70zYe31gMH5c4uYV5EYtD+8sT1hHoWKkBuWiSFFZPeZGWfNLuLpMyZxdFIl2R9res9f8fuklSMe2dTOqf/czva23VsBQ0RkJOhsRCRDCkI26HLi3fWlA8o4aVo+04qDXH1QGUdPzfya59V9ZPq/eUh5wtruMrYdMD7x//qFIQrab3wt8QT+hGkFTC8JMac8RF/VsdMLlYUTyXYTC4P83+LElVoe2NDO5paeYLyxM8bDG3tn31/Y3smyu7ezrin9BJwiItlAQbtIDqnMD/DnE8bz8tmT+cx+pZluDgDVFamD8tNnFnLB3KIRbo1kUvJkdc8PwWR0de0x7ngrcY6EroqT/KD1OWZ9eoFLe5+IZI/9q/JYUNnzXo46uHV1T2b9vnVttKdJqNfURzjprm28pmXjRCSLKWgXkYxKlWmfXhLkh++oGLJJyGR0ODBFpt253Qucb1ndQmu05zGmFQc5fo+eCpN5FemD9mnKtIuMCmbG++ckXuT906qW7s+P5WsSL9yV5iV+t2xsibHs7m08u3VoqntERIaagnYRyaj47Ah4y9/dePQ4jSXOQbPLQpTFnUzXd7juZQB3hXOu19rsF8wtIhg3LOWg8b2XouuiTLvI6HH27KKE4S4r6yKsqO2kJRLj/vWJa7v/+fgqTk+aAHZnu+O0e7fz4IbeZfQiIpmms2IRyahpJaHuDEnQ4LuHVnDwxPSBlIxdATMOSAqik9dWH4wnt3TwWl1P0B80+ODcxMkYz5tb1Cvr1mV6oYJ2kdFiYmGQ46clTux655pWHtzQTkvcco97FAU5dFKYG46u7DU5a0vEce4DtbyyQ6XyIpJdFLSLSMb99IgK/vXuCTx35iQunFfc/wEyZp06M/Gk+6bXm+mI7lrwnJxlf+eMAqYUBRO2VRUE+dTCkpTHayI6kdHlzFmJ2fNHNrZz59uJF/5O2bOAgBnBgPH9w8r5wv6J87t0xrz13EVEsomCdhHJODNj0fhwRteMl+xw9uwiSuKW+NvSGuOutYPPtte2Rflb0sn6h/dOfUHok/ukDtr1chQZXZKXfnuhtpN7ktZsPzWuLN7M+PKBZXwtafb5e9e3EYmp0kZEsoeCdhERyRqleQHOTZpQ6tev9V5zuT9/XNWSsOb6zNIgx6RZ4rAkL8D/W1KesO1QDdEQGXUmFwUTJpeMOWjs7Am+JxQEUr63P7FPCRXhnouFO9sdT27RpHQikj0yHrSb2WfN7BUze9nM/mRmBWb2WzN7y8xW+D+L/H3NzH5kZqvM7EUzOzDucS4wsxr/54LMPSMREdkdH0kaIvH45g5W7kwcY9oZc/y3toNV9Z29MmKpJqD70NxiAn2sRnDRvGIOn+ydzAfMO4kXkdHnqCmpL86BVxofPxFll1DAOHl64tCcXanwEREZLhkN2s1sD+DTwGLn3EIgCJzr3/0F59wi/2eFv20ZUO3/fBT4mf8444CrgEOAJcBVZlY5cs9ERESGyvzKvO4AusuNcdn2zpjjnXdv4+jl21h8+1am/n4jy+7exortXmbs0U0drG7oWZQ5LwAfqE7M3icLB43bThjP308az5OnT+S0pJmlRWR0SC6Rj3fqnunf1+9Kuu+utW27veSkiMhQyXimHQgBhWYWAoqAjX3sexrwO+d5CqgwsynAScD9zrkdzrmdwP3AycPdcBERGR4XJWXbb1nVQoNf737P2jae3daTee+IeTPFn//wDiIxx2+Ssuzv3rOQCYWJE9ClUhgyjp6az94Vef3uKyLZ6fDJ+aRIplMRNo7oI6A/bmo+BXEfE+uaorykWeRFJEtYpq8imtllwDeAVuA+59wHzOy3wGFAO/Ag8CXnXLuZ/QP4lnPuMf/YB4EvAscABc65r/vbrwRanXPf6/o79fX13U+0pqZmJJ6aiIjsokgMTnm2kNrOnrPvy2d3cNaUCD94M48/bUwdWF8xp53vrA4TdT3H/XxhGwdVaCZ4kVxxwYp8VjYlXqg7ZWKEq+b2PU798yvDPLqjZ0z8xdM7+eieCtxFZGRUV1d3/15eXp5w+TGjc+P6JeynAbOAOuBWM/sgcAWwGQgDv8QLzK8Zqr8b3yHZqqamZlS0M5PUR+qDgVAfpTYa+uUjLQ18Z0XP0kvLa4u44siJ1Ly+DUh9Iv3d1fnErxBXXR7inMV7YX2MZ09nNPRRpqhv+qb+6d9w9tFJ9fWsfKkpYdsH95tI9fS+h72cTTOPPlbXffvp5iK+Wz1xWNqYjl47/VMfpae+6dto7p9Ml8cfD7zlnNvmnOsEbgfe4Zzb5JfAtwO/wRunDrABmB53/DR/W7rtIiIySn1objHBuFj7tboID21s57+16TNfkaTisY/OL96lgF1ERq+jk1aKKM0zjp1akGbvHsmT0b1a10mnln4TkSyQ6aB9LXComRWZd1a1FHjVH6eOv+104GV//+XA+f4s8ocC9c65TcC9wIlmVuln70/0t4mIyCg1tTjIu2YknkR/4ck6OuMq3aeXBFlQkbpobGpRgPOqU6/NLiJj1zsm5TM/7nPh4vnF5Af7v3g3viDI5MKeU+POGKxpjAxLG0VEBiOj5fHOuafN7DbgeSACvIBXDn+PmU0ADFgBfNw/5G7gncAqoAX4sP84O8zsa8Cz/n7XOOd2jNgTERGRYfGReSUsX9PWffvNxmjC/UsmhFk8IcwVz9T3OvZz+5VSEFKWXSTXhIPGrSdU8cdVLUwuCvK+OX2vHhFvTnmIza09Y9/fqI8wp1yTU4pIZmU0aAdwzl2Ft1xbvOPS7OuAS9LcdyNw49C2TkREMumoKWHmlod4oz51tuvgiWHO3quQq56rpyMuAz+tOMh5c5VlF8lV00pCXL6obNDHzS3P47HNPUH7qjSfPSIiIynT5fEiIiJpmRkfmZc++F4yIcy4giCnJq2r/rn9SgdUDisiEm9OeWI+K90FQxGRkaSgXUREstq5c4ooTlHmXhCEheO8stVrFpczu8xb4umMmYWcP3fg5bAiIl3mJgXtyrSLSDbIeHm8iIhIX8rDAc6eXchvXm9J2H7A+DBhP5s+tTjIc2dOoqHTUR7W9WgR2TXVyrSLSBbq98zGzE40s8+Z2bEj0SAREZFkH5lX0mvbwRPCCbfNTAG7iOyW6SVBCoI9t3e0x6hti6Y/QERkBPR5dmNmXwTuAM4F7jSzlJPAiYiIDKeF4/I4bFJikH5o0m0Rkd0VMGN2WWK2vUbZdhHJsP5SEh8DljrnlgAnAZ8c/iaJiIj09s0l5d1j298xKcxJ0wr6OUJEZPCqk5Z4U4m8iGRaf2PaxzvnngJwzj1uZpNHoE0iIiK9LBofZuU5k3m7McJ+4/Iw0+zwIjL0kse1azI6Ecm0fieiM++sqPsn7jYAzrlYumNFRESGUnk4wP5VKosXkeGjyehEJNv0F7SXAPGfVBZ32wAHBJMPEhEREREZjbTsm4hkm/6C9lkj0goRERERkSwwJylof6sxQkfUdS8xKSIy0vqciM45tybdD9AAvGtkmikiIiIiMvxK8gJMLeo5RY46L3AXEcmUQS1oa2ZBMzvVzP4KbAI+MTzNEhERERHJjLkViTPIP765I0MtEREZYNBuZgea2XXARuBm4BTgLOfcvsPZOBERERGRkXb0lPyE2/esbc1QS0RE+gnazewLZvYS8ATe+PbLgMnADuDp4W+eiIiIiMjIWjajIOH2I5vaaerUgkkikhn9Zdq/jReknw+c5py7xTnXMvzNEhERERHJjL3LQ8wq7VkgqSMGD21oz2CLRCSX9Re0HwfcCfwaWG9m3zezg/CWehMRERERGXPMrFe2/Z51bRlqjYjkuv5mj/+Xc+5CvGz7l4D98MriJwEfM7Oq4W+iiIiIiMjIWja9MOH2vevaiMaUtxKRkTegieiccy3Oud87507AG9t+JfABYN1wNk5EREREJBMOnRSmItyzNvuO9hjPbNMs8iIy8vqbiO56MzvXzKZ2bXPOrXPO/T/n3Dzg2GFvoYiIiIjICMsLGCdOSyqRX6sSeREZef1l2kPA1Xjj2VeZ2Q1mdoGZzQJwzmkGeREREREZkzSuXUSyQX9j2j/qZ9S7xrQ34i379oaZrTWzm0egjSIiIiIiI+64PQrIiztbrqmPUFPfmbkGiUhOGuiY9q3Ouducc5/BW/7tq0AYeN9wNk5EREREJFPKwwGOmJyfsO2fKpEXkRHW35h2M7ODzOyzZvY3M9sE3AiMBz4JTBmJRoqIiIiIZMKy6Ykl8nerRF5ERlh/mfZ64HdAGfBjYI5zbolz7vPOududc1uHvYUiIiIiIhlyctK49qe3dlDbFs1Qa0QkF/UXtP/Z3+d84DzgXDObO+ytEhERERHJAjNKQuxTGeq+HXNw3/r2DLZIRHJNfxPRXeycmw8cCtwJ7AvcYmYbzew2M7tsJBopIiIiIpIpy2YUJty+Z21rhloiIrlooBPRbXPO/TVuIrofA0cAPxjOxomIiIiIZNo7k8a1P7yxnUjMZag1IpJrQn3daWYGHAgc5f8cAZQAzwI3AI8MdwNFRERERDJp0fg8xhcE2N4WA6Cx0/FibScHTghnuGUikgv6DNqBJiAGPA08CvwQeMo5p4E8IiIiIpITAma8Y1KY5Wt6Zo5/fHO7gnYRGRH9lccHgZ8Dn3XOXeOce0QBu4iIiIjkmsOT1mt/bEtHhloiIrmmv6D9bGAm8IyZPW9mnzazCcPfLBERERGR7JEctD+5pZ2oxrWLyAjob/b45c65s4ApwC/wgvj1ZrbczN5jZnkj0UgRERERkUxaUBmiMt+6bzd0OF7e2ZnBFolIrhjo7PF1zrlfOOeOAOYDzwHXApt2twFm9lkze8XMXjazP5lZgZnNMrOnzWyVmf3ZzML+vvn+7VX+/TPjHucKf/vrZnbS7rZLRERERKRLwIzDJiVm2x/frBJ5ERl+Awrau/jB82LgEGAS8NLu/HEz2wP4NLDYObcQbwz9ucC3gWudc3OAncBH/EM+Auz0t1/r74eZLfCP2wc4GbjezIK70zYRERERkXjJJfKPb9ZUTyIy/AYUtJvZEWb2S2AL8HXgKWCuc+7YIWhDCCg0sxBQhJe9Pw64zb//JuB0//fT/Nv49y/1l6U7DbjFOdfunHsLWAUsGYK2iYiIiIgAcPikxNnin9jSTsxpXLuIDC9zfXzQmNnVwAeBKuBW4Cbn3OND2gCzy4BvAK3AfcBleMvKzfHvnw7c45xbaGYvAyc759b7963Gy/pf7R9zs7/9Bv+YrsCf+vr67idaU1MzlE9BRERERHJA1MHxTxXSFO0Z2/6nA1qZU6zAXUR2T3V1dffv5eXlFn9ff+u0HwJ8Bfibc66tn30Hzcwq8bLks4A6vAsDJw/130kW3yHZqqamZlS0M5PUR+qDgVAfpaZ+6Z/6KD31Td/UP/0bzX10+Jrt3Lu+pyx+XXgyy6pLhuSxR3O/jBT1UXrqm76N5v7pb/b4Zc65W4YjYPcdD7zlnNvmnOsEbgcOByr8cnmAacAG//cNwHQA//5yoDZ+e4pjRERERESGRK9x7Vs0rl1EhtegJqIbBmuBQ82syB+bvhRYCTwMvNff5wLg7/7vy/3b+Pc/5Lz6/uXAuf7s8rOAauCZEXoOIiIiIpIjkoP2JzZ30NdwUxGR3ZXRoN059zTehHLP481EHwB+CXwR+JyZrcIbT3+Df8gNQJW//XPAl/zHeQX4C17A/0/gEudcdASfioiIiIjkgP2r8igJ9Qw33dYW4436SAZbJCJjXX9j2oedc+4q4KqkzW+SYvZ3v0z/rDSP8w28Ce1ERERERIZFKGAcMinMgxt6yuIf39zB3hV5GWyViIxlGQ/aRURERERGk8Mn5ycF7e1cOK8YgDWNEe5e28bapgi17TEOHB/mo/OLCZilezgRkT4paBcRERERGYTk9dof39yOc46nt3bwrnu2E40b4v6X1a04B5/YZ2hmmBcZrZxzrNwZoaogwOSiYKabM6pkeiI6EREREZFR5YDxYQqDPZnzza0x3myI8tNXmhIC9i4PbBiuhZhERo+PPrqTw/++lf1v28zf327NdHNGFQXtIiIiIiKDEA4aSyYmZdu3tPPC9s6U+29q1vzIktte3dnJrW96gXp7FD75752s1gSOA6agXURERERkkA6fnBi0//3tVtanCc43tihol9z2/PaOhNvNEcdHH91BZ0zLJQ6EgnYRERERkUFKXq89fmK6ZHUdjtaIghPJXS/t6F2F8p/tnXx7RWMGWjP6KGgXERERERmkg8aHyR/EXFqblW2XHJYqaAf4ycuN1HfERrg1o4+CdhERERGRQSoIGYsnhPvf0acSeclVzrm0QXtbFF7bmfo+6aGgXURERERkFySXyMebUZKYht+koF1y1NqmKA0d6YeHrG3Se6M/CtpFRERERHbB4ZNSB+3hACzdI/E+zSAvuSpdlr2Lgvb+KWgXEREREdkFB0/MIy/F2fSCyjz2LAklbFN5vOSq/oL2NU1a+q0/CtpFRERERHZBUSjAQeN7j2tfVJXHlOLk8nhNtiW5KTlof+eMgoTbyrT3T0G7iIiIiMguSl6vHeCA8WGmFGlMuwj0DtrflRy0NyrT3h8F7SIiIiIiuyjVZHT7V+UxtSjxNFvl8ZJrNrVE+femdtbFZdKDBidNTwza1zVHicbST1QnEOp/FxERERERSWXJxDDhAHQtNV0UMhZU5tGZFIRsbokSc46AWQZaKbnqxdoOHtnYzsETwxyaZuLE4fD7N5r57BN1RJJi8b3LQ4wvCFKZb+xs9+7sjMHm1hh7JA0pkR7KtIuIiIiI7KKSvACXLyrrvn35/qWEg0ZxXoCycE+A3hmD2jaNa5eRsa4pwsWP7OCo5du48rkGTr57O49sbBuRv/3yjk4+92TvgB1gYVUeQK+JGtdqMro+KdMuIiIiIrIb/mf/Us6YWYjDMac8r3v71KIgDR09wcjGligTCpVNlOHT2Bnjhy828tNXmmhLGpHxk5ebOHpqQeoDh0h71PGxR3fQmeb61IH+xI0zSoKsqO0Z676mMcphk4a1aaOagnYRERERkd00u7z3afWUoiCv1fUE7ZtaouxfNZKtklwRiTlu3xzk189tYVuaio5HNrXT0BGjLDx8xdbfXtHAKztTZ81nlwU5d3YRADOUaR8UBe0iIiIiIsOg1wzyzSqPl6H30IY2vvJMPSvr8oH0r7GOGDywvo0z9yoalnY8s7WdH77UlLDt7L0Kuebgcra0RplbnkdhyBsysmdp4ntjjZZ965PGtIuIiIiIDIOpSUG7ZpCXofRaXSdn3bedM++rZWVd70z1pMJAryUJ/7F2eMa1N3fG+PijO4mff3FqUYDvHFrB5KIg+1eFuwN2SJFp17JvfVKmXURERERkGEwpTsyPaa12GSr3rmvjgw/Vphw7XhCESxeWctm+Jby6s5OM7JK4AAAgAElEQVQT79refd/969tojzryg0O7isHVzzXwZmPi6/vHR1RSkZ86R5ycaV+rTHuflGkXERERERkGk5MmnVPQLkPlG883pAzYz5ldyHNnTuIrB5ZRmhdg8YQwkwt7Qr7GTscjG9uHtC0Pb2jjV681J2z7yLxilu6RftK76UnLu61vjhLRWu1pKWgXERERERkGU4uTx7QraJfd91ZDhBd3dCZsO2xSmJv2b+MXR41jWlzpecCMd84oTNj3H2tbh6wtde0xLnlsZ8K2WaVBrllcluYIT3FegPEFPaFo1Gn4SF8UtIuIiIiIDIPkiegUlMhQWL4mMeg+bFKYu5eNZ0Fp6kno3rVnYsb7gfW7N679yS3tXPTIDr7wVB1L7tjCxpaevxsw+NmRlRTn9R9m7lmiEvmB0ph2EREREZFhMKEgQMgg4lf91nU4mjpjlAwgoBHpUtce49oXG3lkUzvHTM3nwQ2J5e1nzCzELP0Y9SMm5yfc3tQSIxJzhAKDH9e+vS3Ke+6rpSWSupT90wtLOHRSfsr7ks0oCfGf7T0VAyt3dPZqq3gUtIuIiIiIDINgwJhREkyYoOvNhgj7VYX7OErE45zjtjdb+fKz9Wxt9bLZK2oTy+INePfMwhRH98gPGhVho67DC7QdUNcRY3xBsM/jUnlkY3vagH1BZYgrDui7LD5e8mR0X32unuryEMf2MRY+V+kyn4iIiIjIMJlTnpgjW92gpa1kYK5f2czFj+7sDthTOXRSuNcwjFSqChLDvu1t6R+zL6+mWFoOIC8APz+yclCz0r83ab34tiic+2Dtbpfvj0UK2kVEREREhsnsssSgfVW9gnbpn3OOn73S1O9+p+7Zd5a9S3JWvXYXg/bXdnb22ja9JMhvjxk36AqShePy+PrBiZn59ii8/8Fa7lvXd+D+45caOervW7ni6To6c2DWeZXHi4iIiIgMk+RM+ypl2mUA3qiPsD5utYGQQUHQaEoqTX/3ngMrJR+XtF76LgftSZn2B0+ZwEETdn24x6ULSwmaccUz9d3bOmLwgYdq+d2x41g2o/dFibvWtHLlcw0AvLijk7yAcc3B5bvchtFAmXYRERERkWEyR5l22QUPJE02d+zUfP6wdByhuOrzIyeHE5Z360tyefyuBO1tEcebjYmv370rdj8H/Il9SvjuoYlBd2cMzn94B3eu6b083fUrEysQfvpKE6/s6F0BMJYoaBcRERERGSa9yuMbIjg39st5Zfc8mDSue+m0Ao6eWsAfl1ZxwPg8jpuaz3WHVw748aqSM+3tgw/aaxoixFeiTy8JDtlKCBfPL+EHh1UkbOuMwYcf3sEdb7V0b1u5s5PHN3ck7Bd18Nkn6oiN4feVyuNFRERERIbJ1OIghUGjNeoFFPUdjtr2XZu5W3JDSyTG41sSM+3H7+EthXbi9AJOnD742dXH98q0D35N9OTx7POHIMse78J5xYQCcNnjdXSF3xEHH/7XTm54rZnL9i3lnrWpx7o/s62D/W/bwpyyEHt1/ZQGu3/P24Xl7bJJRoN2M9sb+HPcpr2ArwIVwMXANn/7/zrn7vaPuQL4CBAFPu2cu9fffjJwHRAEfu2c+9aIPAkRERERkTQCZuxVFuSVnT1lxavqIwraJa3HN3fQHhdT71kS7FWxMVjjkoP2Xci0v1aXGLTPq8jbrTalcv7cYoIGlz7WE7gDPLa5g8c21/Z57LqmKOuaojy8MfGCx5OnT2R+5dC3dSRltDzeOfe6c26Rc24RcBDQAtzh331t131xAfsC4FxgH+Bk4HozC5pZEPgpsAxYALzP31dEREREJKM0GZ0MRvKSZ8dPK8Bs9zLFQzGmPXm5t3lDnGnv8oHqYn5+VCX9JccnFAQoCvW9kwGzSkd/cXk2jWlfCqx2zq3pY5/TgFucc+3OubeAVcAS/2eVc+5N51wHcIu/r4iIiIhIRlWXJWb5VmsyOkljY3OUu5OWO1vql8bvjqFY8q1XefwwZq/PmV3E3cvGc/SU9M/9ovnF/PaYcVSXpw/K9ygOUtBPYD8aWLZMhGFmNwLPO+d+YmZXAx8CGoDngM8753aa2U+Ap5xzN/vH3ADc4z/Eyc65i/zt5wGHOOcu7Xr8+vr67idaU1MzAs9IRERERATu2hLk6pqe4OPYqgjfmd/RxxGSa9qicPOGEDetz6Mt1hNkhszxwCGtFO9msnh9q3HGf3qWT5uSH2P5wX2vhZ7cvqOeLMTR07ZHD2uhcARGebzaZPx+fR4Pbg8S8/9+SdBx60GtjA/3tG99m7GuNeD96/9eFXZ8fe/R8V6rrq7u/r28vDzhSkNW1AqYWRg4FbjC3/Qz4GuA8//9PnDhUP29+A7JVjU1NaOinZmkPlIfDIT6KDX1S//UR+mpb/qm/ulfrvXR4eUdULOt+/aWaAHV1Xv22i/X+mVXjLU+cs5x+1utXPVCQ8K67F2OmVrAovnTBvRYffXNxI4Y/GdT9+36aHBQ/fjf2g4cPa/hPUuC7DdvZP4fqoFTD4C3GyPc9HozG1uiXDy/hMVJ68Pv28/jjObXTlYE7Xhj0Z93zm0B6PoXwMx+BfzDv7kBmB533DR/G31sFxERERHJmOQx7asbI8ScI7Cb45RlZD22uZ3PPlFHNOb45iEVnLQLs7jHe35bB1c8U8/TW1NnghdUhvjOoRUp7xussjwjL+AtowbQEnG0RGIUhQY2Wvq15PHsGZjYbWZpiKsWl/e/4xiULWPa3wf8qeuGmU2Ju+8M4GX/9+XAuWaWb2az8C68PAM8C1Sb2Sw/a3+uv6+IiIiISEZV5gcYF7dOdnvUm+laRg/nHJ9+bCc19RHebIzygQdreWjDwMvL421sjvLxR3dw3D+2pQzYq/ID/OCwCh49dSJ77eas8V3MrNda7TsGMa59uJd7k75lPGg3s2LgBOD2uM3fMbOXzOxF4FjgswDOuVeAvwArgX8Clzjnos65CHApcC/wKvAXf18RERERkYybkxR8PbShPc2eko02tcR4s7HnQkvEwXkP7eCF7QMfLx1zjuteamTx7Vu4ZXVrr/tDBpfsU8J/3jPJX7N8aCsxkpd92z6IoL33zPGjewm10Sbjl0icc81AVdK28/rY/xvAN1Jsvxu4e8gbKCIiIiKym+ZVhnhmW0+A94Wn6phYGOBdexb2cZRki5d2dPba1hxxnHnfdn599DiW7tF/qfw1/2nghy81pbxv2fQCvnZwGXPKhy8Y7pVpH8Ra7b3XaM94GJlTMp5pFxEREREZ6z4yrzhh3emIgw/9awf3r9+1EmsZWS+nCNoBdrY73ntfLd98oYFoLP2qXDe81pQyYF9QEeJvJ1Xxp+OrhjVgh11f9q25M8aauCoDA+YqaB9RCtpFRERERIbZ/lVhfnZkJfEFz50x+OBDtTyyUYF7tksXtIO33NW3VzRy1v211LYlzlXgnOPmmma+8FR9wvaKsHnj1k+byDFTd29Cu4Gq2sXy+DfqI8RfjphZGhzwBHYyNNTbIiIiIiIj4JzZRVx3eOJs4O1ROPeBHTy+WWPcs1lyefxJ0wtIHnL+0MZ2jvr7Np71J5fb0Rblgod3cOljdcQn4YtCxh0njR+Wcet9SR7TXjvA8vhXdyaXxms8+0hT0C4iIiIiMkLOn1vM9w5NXLaqNeo45/5aXmrQqXk2au6MsbqhZyI2A244upI7ThzPhKRAeENLlGV3b+MLT9Zx8O1bWb4msYoiYHDjMZUcMD5xjfGRMH4XZ49PXu5tfqVK40eaPhlEREREREbQRfNL+MaSxMC9KeL49Cv5rBjEbOQyMlbuTCwP36ssSElegKOn5vPIqRM5dGJiAB5x8KvXmntlsguC8LMjKzl5emYmH0wuj69tH9iyg70noVOmfaQpaBcRERERGWGX7FPCVQeVJWxrihqn37tdgXuWSR7PvnBcT9A6tTjIncvGc+k+JX0+xqKqPB49dSLnzC4aljYOxK6Oae+93Jsy7SNNQbuIiIiISAZ8dr9SvrioNGFbXYfj1H9u5+ktGuOeLZLHs+87LjGznhcwvr6knN8dO46yvMQx6gVB+MqBZdx/ygTmZjhDPW4XyuObOmOsa+rJyAcM5g7zLPfSmy6TiIiIiIhkyJcWldIRdVwbtxxYQ6fjzPtqueX4Ko6ckp/B1gmkyrSnDqFOnVnIPpV5XP50Hc9u7eC4PQq4enEZM0uzI+TqteRbmonoOmOOxze382JtJ23RxGXsZpUGKQiN3OR54smOV5CIiIiISA4yM77ql8nHB+7NEcdZ92/nD0urWLrHyCwJJr3FnOOVnX1n2uPNLg/x1xPH45zDLLuC2+RMe21bjJhzBMxo6ozx4IZ27lrTyj/Xt9HQkXrNeY1nzwwF7SIiIiIiGdQVuLfU7+AXa3sCwrYovO+BWm4+rooTpytwz4S3GqI0R3oC2Mp8Y2pR/yOMsy1gBygIGSUho8l/PlEHP3m5icc3t/OvTe0MZF66+QraM0Jj2kVEREREMszMuGhGhGsWJ05O1xGDSx/fSWskdeZThtfLKbLs2RiQD1TyZHRffa6Be9cPLGAHmKfl3jJCQbuIiIiISJb49L6lfOeQxOXgtrbGeGarZpTPhJr6sTVzenLQns74ggDhFLuqPD4zFLSLiIiIiGSRjy4o4ZzZiWt5P67Z5DPijfrETPveozxon1QYTHvfzNIgl+5Twj3vHM/r50zmJ0dUJtxfHDKqy0f38x+t1OsiIiIiIlnm6Cn5/Hl1a/ftxzcraB9KA50oLjnTXj3Klzs7Z3YR96xr6769d3mIM/cq5JQZhSyoDCX0ydmzi9jeFuOrz9YTA/73wDLyg6N3aMBopqBdRERERCTLHD45cam357Z10BZxWm5rCNz+ZguXP11POADnzS3m4wtKqMzvXYDsnKOmLjFonzvKM82nzyrkrsLxvFEX4cAJeew3Lq/Pixef3KeEs2cXEnMwsY8svQwvlceLiIiIiGSZPUtDTCvuCZLao/Dcdo1r310bmqN84rGdbG+LsbElxrdXNLLvXzZz1bP1bG1NnI1tY0use6Z1gLI8Y1Lh6A+fDp+cz4fnFbN/1cAm1RtfEFTAnmGj/1UnIiIiIjIGHT45cT3woSiRX1XfyfK3W3l4QxsrtnfwdmOEunZvvW7wsstrGiM8uaWd2rYBTik+inz/v429Zkpvijiue7mJ/W7dzOVP1bG+ycuu1ySNZ68uD43qmeNl9Brd9R0iIiIiImPUEZOTx7XvXqb9zjWtXPDwDmIpVo8LGFSEA0RijoZOb4eKsHHXsgnsM250jeNu6oxRktc7N/l2Y4Tf1zSnPa4tCr98tZnfvN7M++cUMbU4Mbs8VzOnS4Yo0y4iIiIikoWOSBrX/szWdtqju75e+w2vNacM2AFiDna0x7oDdoC6DseNr6cPcrNNa8Txnvu2M+3mTSy9cys722MJ93/3v410xm2aVBhgQool0DpjcNMbLXzzhcaE7aN9PLuMXgraRURERESy0MzSIFOLek7X26Lw/G6Ma9/QPPhy95U7O/vfKUv8+OVGHtzgDSH4z/ZOrn6uvvu+VfWd/GlVS8L+Vy8u58WzJvPtQ8rZo6j/Mdta7kwyRUG7iIiIiEgWMrNe2fantux60F7blph5nl/hTXZX0seM9G82RNLel00aOmJc/0pTwrY/1LTwdqPX/m+vaEyoMphbHuLsvQopDBkfW1DCC++dxI8Or+gzeFemXTJFrzwRERERkSy1ZGKYv7zZM679v7W7lvmOxlyvcvFHT5tIXsAL2DuijrqOGG1Rx6LbtnQHuFtaYzR2xihNMUY8m/z6tWbqOhJr/yPOC9Y/tbCE2+L6EOBLi0oJBnouVoSDxvlzi8kPGh97dGevxw8ZzCpT6CSZkd3vPhERERGRHLZ/VeIM8itqdy3TvrMjRnxIWx627oAdvKB1YmGQGSUhZpYkZpuzPdve1Bnjpy83pbzvz6tbOOWe7QnPfUFliNNnFabc/5QZBSkrD2aVhRL6S2QkKWgXEREREclSC8flEYyLFd9ujFKXlDEfiOTS+Kr89GHA7KSMcrYH7b95rZnaNH3SNcFevC8fUEYgzdJtxXmBlAG9xrNLJiloFxERERHJUoUhY++kgHFXSuSTg/bxBenHbu+VFLSvbsje9dpbIjF+lJRlP3B8+qXZDhifxztnFPT5mO+bU9Rr25QBTFQnMlwUtIuIiIiIZLH9xyeWyL+4CyXyyZnocSmWOuuSnGlfncWZ9t++3sK2uAsSJSHj1hOqOGxSOOX+Xz6gDEuTZe+S6ti+LgSIDDcF7SIiIiIiWWz/qsSAccUQZNqr+grakzL7b2Vp0N4WcfzopcS11C+aX0xVQZDbTqjiu4eWc/L0AkrzjKKQ8aVFpSzdIz/No/UImHHtYRXdt0vzjJOn952dFxlOGpwhIiIiIpLFFiUF7UNSHj+IMe3Zmmn/fU0zm1t7nldRyLhknxLAG5t+8fwSLp5fgnOu3+x6sg/tXUQ4CC/WdvK+OUVU9TGcQGS4KWgXEREREcliC8flYdA9A/qqhggNHTHKwgMvmq1tTxyX3lemfVpxkLwAdPrx8La22KD/3nBrjzp++GLiWPYL9y5mQmHv4HqwAXvXMR+oLuYD1bvcRJEhkz3vPBERERER6aUkL9Br9vKXdgwu256cae9rTHsoYMwsze4Z5P9Y08KGlp4LEQVB+NTCkgy2SGT4KGgXEREREclyySXygx3XPpgl3yDVDPLZE7R3xhw/SBrL/qG9i5mkGd5ljFLQLiIiIiKS5fZLCtpf2D64GeSTZ4/va8k3gNllifdnU9B+y6oW1jX1ZNnDAfj0wtIMtkhkeGU0aDezvc1sRdxPg5l9xszGmdn9Zlbj/1vp729m9iMzW2VmL5rZgXGPdYG/f42ZXZC5ZyUiIiIiMrQWJS379ve3W3m9buDZ9sHMHg/ZOxldxMH3X0zMsp8/t5ipxcqyy9iV0aDdOfe6c26Rc24RcBDQAtwBfAl40DlXDTzo3wZYBlT7Px8FfgZgZuOAq4BDgCXAVV2BvoiIiIjIaLdkQpjJhT2n7p0x+MwTdcSc6+OoHr3GtPdTHp8ctGfLmPZHa4O83diTZc8LwGX7aiy7jG3ZVB6/FFjtnFsDnAbc5G+/CTjd//004HfO8xRQYWZTgJOA+51zO5xzO4H7gZNHtvkiIiIiIsMjHDT+35LyhG1Pbung5pqWfo9tjTiaIz3BfcigPNz3jOrJY9rfqI8M+ALBcHq1KTF8OWd2EdNLtCCWjG3Z9Ao/F/iT//sk59wm//fNwCT/9z2AdXHHrPe3pdueUk1NzVC0d9iNlnZmkvpIfTAQ6qPU1C/9Ux+lp77pm/qnf+qj1Prql4UO3lGZzxM7e0rBv/L0Tvbu3Mi4cNrD2NJuQGH37fKQY9WqVX22I+agOFhIc9QL7us7HMtfeJN9SmN9HjfcdnYmPtFpsTpqarZnqDXZR++rvmVz/1RXp19fMCuCdjMLA6cCVyTf55xzZjakl/X66pBsUVNTMyramUnqI/XBQKiPUlO/9E99lJ76pm/qn/6pj1IbSL9cPyXCYXdspTXqnR43RIwbtlfxy6PHpT2mtbYD2NZ9e1JxHtXV0/ptzwkbdvC3t1u7b7/CBE6vLuv3uOG0Y+WahNsLZkymemZhmr1zi95XfRvN/ZMt5fHLgOedc1v821v8snf8f7f62zcA0+OOm+ZvS7ddRERERGTMmFka4ooDEmdK/8ubrTy8oS3l/k2dsUGt0R7vxGn5CbfvW5/6b4yknZ2JZf0TCrMlnBEZPtnyKn8fPaXxAMuBrhngLwD+Hrf9fH8W+UOBer+M/l7gRDOr9CegO9HfJiIiIiIypnxinxL2qUwsmP3ck3W0xo1b74w5zrpvO9Nu3sQZ99Um7Nvfcm9dTphWQHyI/N/aTja1RNPuPxJ2dCQF7QO8ACEymmX8VW5mxcAJwO1xm78FnGBmNcDx/m2Au4E3gVXAr4BPAjjndgBfA571f67xt4mIiIiIjCl5AeO6wysTAuq3GqN8778N3bdvWdXC/RvaUx7f33JvXSYUBjloQuL68PdnONuenGkf6AUIkdEs40G7c67ZOVflnKuP21brnFvqnKt2zh3fFYD7s8Zf4pyb7Zzb1zn3XNwxNzrn5vg/v8nEcxERERERGQmLJ4S5aF5xwrbrXmri1Z3e2u2/erU57bH9LfcW78RpBQm3/7kuc0F7c2eM1lhP0B4O9D8LvshYkPGgXUREREREBu8rB5UxpajndD7ietZu39Kavox9/CBKyk+anhi0P7KxnbZIZpZ+25Y0Nn9CQRAzBe0y9iloFxEREREZhcrDAb51SEXCtqe3dvDrV5t7TT4Xb6Dl8QD7jctLuDDQHHE8viV12f1w2570nMZrEjrJEXqli4iIiIiMUqfuWcDJSdnwy5+up69keNUgyuPNrFeJ/L0ZKpHfllQ9oEnoJFfolS4iIiIiMkqZGd89tJzQIKrEB7rkW5dUQbtzI18in1weP5gyf5HRTK90EREREZFRbHpJiEMmhQe8/2BnXD96aj75cYesaYryRn1kUI8xFJLL4ycUauZ4yQ0K2kVERERERrnj9yjofyffYGaPByjJC3DE5PyEbfdloERe5fGSq/RKFxEREREZ5Zbukd//Tr7CwdTS+05KXvotbr32ps4Y/97Uzg9ebORjj+7gupcaicSGvnxe5fGSq0KZboCIiIiIiOyefcflMakwwJbW9LPGA8yv2LXT/xOnF3D50/Xdt5/a0sHnnqjj2W0drNzZSTQhRm+lPeq4fFHZLv2tdLa1qjxecpMuT4mIiIiIjHJmxnEpSuSPnpLPxfOKAQgYfHrf0l16/JmlIebFBfxRBze+3sxLO5IDds/PVjbREun7AsJgbWtTebzkJr3SRURERETGgONTlMjvV5XHdw+r4MnTJ7LivZN435yiXX785Fnk+7Kz3XHbm627/LdS0UR0kqsUtIuIiIiIjAHHTu0dtHdlx+dX5jGjZPdGxp45qzDtfXPKQuw3Li9h289fadrlpeGe3tLOtS82snJnJwAx53oF7RrTLrlCY9pFRERERMaAcQVBDpsU5sktHYBXDn/45IFPUNefRePDfO/Qcm56o4XK/ABLJoQ5eGKYgyfkMa4gyNqmCItu20LXHHQr6yJU3bSR/cblcdbsIi7Zp6Tfv1HXHuOLT9fx59Velv7/vdDAs2dOojTPiJ/brixs5AcHP6GeyGikoF1EREREZIz49iHlnH1/LTvaY3x2v1Jmlg7t6f5F80u4aH7q4HtGSYhTZhSwfE3PzPIxBytqO1lRW8+UwgBn7pW6PN85x+1vtXLls/VsbOnJqHfG4E+rWjgjKcuv8eySSxS0i4iIiIiMEftVhVl5zmSaI47SvJEPbD+2oCQhaI/3tecbePfMQvICiRnyp7a085Vn63luW2fK41bVR9iaPHN8gcazS+7QJSoRERERkTEkYJaRgB3gHZPCLJkQTnnfW41RfvdGc8/thgjnP1TLyXdvTxuwA9TUR9jemjhzvMazSy5Rpl1ERERERIaEmXHjMZV857+NNHc6/vpW4gzy31nRyP5VYW5/q4VfvdpM5wBWhVvdEGFrr5njFbRL7tCrXUREREREhsy0khA/OrySG44Zx6vnTKYwbsK4La0xjv/HNq5/JXXAfsqMAp47cyJl4Z5jmiOOl3YkZuK13JvkEgXtIiIiIiIyLKYUBfn4guJ+91tUlcddy8Zz89Iq5pTnMacssSD4yc3tCbc1EZ3kEr3aRURERERk2Fy2bynTilNnxqcVB/nlUZU89O4JCcvTzSlPDNrfbEwc066J6CSXaEy7iIiIiIgMm4r8APefMoE/1LTw3LYOXqrtxAwunFfMJxaUUBjqvd56dVnfYcp4jWmXHKKgXUREREREhtWUoiD/s3/pgPdPzrQnm6ygXXKIXu0iIiIiIpJV5pTnpb1vcmGAvfrJxIuMJQraRUREREQkq8wuSz9mfdmMAgLWu6ReZKxS0C4iIiIiIlmlKBRIO3ndsumFI9wakcxS0C4iIiIiIlkn1bj2woDjqCn5KfYWGbsUtIuIiIiISNZJNYP8YZVRClLMNi8yliloFxERERGRrJMq0350VTTFniJjm4J2ERERERHJOrNKewft76hU0C65R0G7iIiIiIhkncUT8iiOK4U/YY98KtKvBCcyZiloFxERERGRrDOuIMi176hgVmmQIyaHufYdFZlukkhG9K45ERERERERyQJnzy7i7NlF3bdrMtgWkUxRpl1EREREREQkS2U8aDezCjO7zcxeM7NXzewwM7vazDaY2Qr/551x+19hZqvM7HUzOylu+8n+tlVm9qXMPBsRERERERGRoZMN5fHXAf90zr3XzMJAEXAScK1z7nvxO5rZAuBcYB9gKvCAmc317/4pcAKwHnjWzJY751aO1JMQERERERERGWoZDdrNrBw4CvgQgHOuA+gws3SHnAbc4pxrB94ys1XAEv++Vc65N/3HvcXfV0G7iIiIiIiIjFrmnMvcHzdbBPwSL7jeH/gPcBnwBbxAvgF4Dvi8c26nmf0EeMo5d7N//A3APf7Dneycu8jffh5wiHPu0q6/VV9f3/1Ea2o0hYWIiIiIiIhkh+rq6u7fy8vLE7LYmS6PDwEHAp9yzj1tZtcBXwJ+AnwNcP6/3wcuHKo/Gt8h2aqmpmZUtDOT1Efqg4FQH6Wmfumf+ig99U3f1D/9Ux+lpn7pn/ooPfVN30Zz/2R6Irr1wHrn3NP+7duAA51zW5xzUedcDPgVPSXwG4DpccdP87el2y4iIiIiIiIyamU0aHfObQbWmdne/qalwEozmxK32xnAy/7vy4FzzSzfzGYB1cAzwLNAtZnN8iezO9ffV0RERERERGTUynR5PMCngD/4wfabwIeBH/nj3R3wNvAxAOfcK2b2F7wx8BHgEudcFMDMLgXuBYij5B0AABRVSURBVILAjc65V0b6iYiIiIiIiIgMpYxORDeS4ieiExEREREREclGyRPRZXpMu4iIiIiIiIikoaBdREREREREJEvlTHm8iIiIiIiIyGijTLuIiIiIiIhIllLQLiIiIr2YWWGm2yAiIiIK2jPGzKz/vUQ8Zqb3ah/0fkpPr5309LpJz8yuAP7HzPIz3RYZvfQeS0990zczC/r/qp+SqE/SG8t9o5O5EWaegIubTEAn1YnMLDCW33SD4b9ezDkXy3RbslHXl7rT5BxpOediZlZiZlMz3ZZskvw5LB4zC/m/PgYcDczLYHOykr6z+9f1Ha73WCIzyzOzo8Hrm673m855enPORf1/9RrypYohxJML8dWYejLZruvF5J9Ezzezj5hZgQKyHmb2KeBE/8us0MzebWZTMt2uTPFfL87M9jKzv5nZSZluUzbp+lI3s6Vmdq2Zjct0m7LUtcDHYex9iQ1W1/P3P4cXmtn/mdm+mW5XtnDORfx//w08B3zIzEoz26rsEBeIxvzb7zGz/eLvE68vuk6czewsM7vczI7MdLsyze+XTuB8M/tfM/sOcAUoMO3SdSE+7va1ZvY//u85/x6LiyEWmNk3uz5/cl2uxFc5ffI20vwXU4GZXQjcBJwHfNvMlkBufyDFPfdyvC+0U4BngQuBf/i3c6KP4r+0/CuHpwA3AHc65+7NXMuyQ1fQZWZBMys3s1uBU4B7nHM7Mtu6zEl+b/gXerpeS7cD83K5aiMpWC8ws2XAj4G9gC+aWc5f1PA/byaa2VVmdgjwXWAR8I4MNy0rJAWiPwU+h38xTEFXD/9C8zQzuxT4DN655m/N7HTIje/xeHGfPV2vkWeArwOlwHcy1a5s5JyLJgXuzwBT4i8E5Zqu90vcvx8F7gDWAasz2LSskSvxVc6enIyE5JM//4Pox8BnnHNLgGVAPbDMzEpz8QMpRTnLN4Bi4GLgCufcGcB1wDVmFhrLfRT3xR6N2xwCpuKVqP7H3y/U++ixz3pK4WNmFnTORZ1z9cASYIZz7j4zy8tsKzPD74/4krC5wM3Ap/zqg63AGv9kOic/95MuVnwP73PlC86584A/AGeb2RT/9TUmvuD7Y2Y/MLOv+L9P8F9DdcAk4DjnXC1wC3CBmU3MYFMzJsXFsBOBL+NdCLsPmJWrwWiXNN9JvwI+AHzYOfctvIzyV3Mt+PI/m7sqM44zs08Ca4BbgSbnXHuufm9ByvPkWcBzZjbZ3xQBIv53V7DXA4xhyRd7/D7IA44HznbOXe+ca85kGzMlV+OrnDx5GylxH9TVZlbhB2N/AWaa2R7OuVbgcaACOCGDTc2YuHKWGWa2yH9jfQsv++X8L7zfAY3ApTD2TozMrAISXi/Hm9l9ZvYJYCHwW7wv+Hf5+0Uy1NSMiiuFvxS407ySy0LgPcDJ/j6dY+310R//JDhqZsV+hvQo4G3gLGA6Xmk8wLvNLD8XM+1JGeTFwNcAA0r8XZ4Angc+DzmVNb0D+KyZ7Q381MyOd8514H1PzTazk5xzvwCKgHfl4gXDrhNlM1vsnygeBdzqnHsQ+BHwR+CDZhbOodcNAGZWAD3fSWb2YTNbZmZh4Eq8c8wK/3PnL0AH8JGMNXiE+OczJ5lZmX874FdmXAusdc79Ey8x8R4zO9Qvme86Nme+v/yETdd5z2Izm+qcewv4B3CleVWGD+NdUA0nJTTGvKRzwveb2UwgCLThfbfnbBInV+MrBe1DzM9cXOn/PtfM/gL8Evi9mS1xzt0P/An4qn/Iv4ENwImWAxNFmVfS/A0zO9y/beaN67oD74P5RrxxlI/hBaxdY5RvAQphbJxQ+88738z+CvzBDz7xXztXAt8EyoAf+CfR/8DL6Bzp7zfm37tmdqx/1b3r9hwzuwnYH/ih/+93gP8Cy83s5/6uudA3nzSzb0J3UPF+4EmgAG/ysBuccxucc5/Hu+B1Nl7gtShTbR5J/WSQT3DObcHLrl8G4Fds/AE4wcxypY8C/rj1+/A+b/4KnA/gnPsXXunlaX4AdgPwIXo+j3PNBcCngZl4F3iO9ftvJ7ANmAV8EHIj6DJvDpGHgOP977G9zOwx4DhgLnAXsAJ4ETgRqPIPfRzvfGdM8oPzbwOPAB8Dfgd8Ba96cC/n3P7OuX+YVzXYAPwG+F/zJgq9zMzyxsL5TV/MrMLMui6yx8xsgpn9Ea8y41tmdr1z7krg73hDCA7EC9yPylijR4j1Hs9famY/xjsnnIJ3gfAgYAcwwf9ui5jZPDN718i3eGQpvsqBk9sMuAP4jJmV4I3lus85dyze2KXv+SdA3wIO8q+wtuB9wP/ZObcxY60eAWZ2EfAAMBt42d+8EGh1zh0ErMW7IrYQuB6vvOVKM/sw8CW8YH5M8CsM2vFOgqvxTgrBO9k5FliAF2iNM7OvOufuA94CzvO/8Md0ttS8ku4/ADeZWVdmZj5e9vhWvz++jvfldTZwCXChme2dI1fjv4D3Wljm3+7Aqzb4Pd7r5zgz+5B/35eBh4Ao0DUmd6wHFn1lkOeY2QnA/+FdCDvNP+ZV4CLn3IrMNHnEdQUHl+AFWzGg3szO97c/ALwbON85d6f/79aRb+bISHGRcIF54yPBCyB24n0nvQ2soufEsBgvOD3SzCrHctBl3pjRn+INY/st3mskCuyD93l8Pt5wpUL/58d4FWLfMrMb8PrvtZFv+Yi5CO/8Zo5z7ky8yp2LgE8Aq8xsisWVwjvnvgbU4l04OwQI5cBn8xl4CZol/u3DgA7n3AF4F1EPN7NL/O/4/8M7j34fYzhe8ZNZ1+C9Ty42swP8u6YCdc65o/E+f2bhXXxeDiwGfuVfJOpOao1xOR9fjdk3QSbEZS4eAb7nnPsk8IKZPQG8gPem+rRf/nMn8G0A59yzzrmHM9XukWDeeMhfAp9yzp3rnKv3v7z2BQ42s9/jlTmf6Zx7wTn3EnAv3tXVycA5/lW0Uc3MTrGe2YaLgAfxrp6+y8xmO+eexxsH+E68L7Mv4M3ePAm4By9TMda/1ME7EXwe76rpxWb2Qbzqi18A5wI4517F64tZzpuA7jrggNQPN7r52Ygq//cgcCPe++NiMytyzt2G99z/gHdC/Xm88ewB51y98yYw/CfeSfOYqFZJZwAZ5LV4J47gVWx0VSy0OeeeHfEGZ4hfoRHw3zvXAl/E66vLzWx/4HS8DNcz/v5rxmpAkeYi4Wy8z965zrlteN/r8/j/7d170Kb1HMfx94dqIm3LqHHKEnJqUg7VRjYTOaW0yiEjo5SUHCNCU0xbMesYarZCOhJGOqBGrcOuGKkNCRVqqFAtKq1mP/74/u723qdnT7TPdXdfn9fMzs7ez33v/J5r7uu6ft/v7/v9XfBw6lozW9L3qHNtIZU4G/f2nEcDj7O9XWtbW9JK459FfYcWAr+x/Tzb/7S9CDibOmbn235am/+MHVWZ8ouBeYN2JdvXAIdQSflpwCNt/6etjj5X0mOpFfnZtveyfec4XptVvfxPbP+cT1Xx7NTuZc+hEmG0ypWDgYPatembwGHAXOAnUz7wKdCuN/Opc+tyYAfgW6qnJm0MbCXpCuB5wNa2f0XNhT5M7auxmKoeO7uL8U+VxFclQft9a3Cx3Q8Y9J/MBC60/S6qxPAISTOoXXn372KQXWgrNCdTq6VIOpVaqfgpsCXwC9svsv0zSVtLmklNjN5t+2jb9/sLdgu8zwE+q+rduoMqZ14fOJ/KHEKVF57bVgYfRU0G97F9me0vD/e/jSNJauXKt1I9xwdTyZsDqaBiuqQ929sfSvV4Yfu9ts/sYMhrlaTNgJtouwy3SoLpwK+BK1n2vXkycIKr13YpFXQcNvRfbQj8doqG3aXVXUF+s+0vUcFpLw0qdmwfSU0Qp7Nsk74ltvdugdfg/WMXUDQTk4Svpyq7LqDK4rH9DWqlaw9qI7GZ1KZH21MB2TTgrjE+RlC9tA+StKNqQ76DJL2PqgJbB3hrWz1G0kGqNrh5wLrAXe31sZx3tuTFEqpyDuDO9vpZ1Eagz6SSQHMkfRGYA2xke4ntG7sY81RQbSh3EdUGuCV17lwCzKCSPedR1QgDv6MC9MFeP5fb/lBrJxgrbTFrHnUv2tf2abb3pirjPkEdq42oIHUf2zdKeh01H7zF9im257Sk4rhLfEWC9vvU0MrF36kNas6mdr5cv5XdzQAuBTawfYftq8c8Kz/RO4DTJS2igo0jbP8eOJHKuj5e0uHUxGlj27fb/n6H471PufpoP0ZtsveKtno8j+qTvBLYVPW86KuAHSVdDOwF7GH76G5G3alvAOu21c9fUsHpG6jA85OSzqBWvs6Aez8WZVzYvpbKrO+sevboM6ky71nU5Gf7dvNfj6paOZz63uwLHAcg6VlU4H/e1P8GU2sNVpAvbe//7bh9Z9bEUBB1KDCnJTJ2tv3BCT8fSytIEs6iHje6AHiopBe2t98APBZ4qmvX5nUlnUsFZAeNe0KV6t8/k3qk0rHUveul1Crgg4GPStq7VSDsDtzYgq3zge1UPdtj2drVriHzgSepeo2XStqw/fhiqrT3ZCrxcZXtWa2icKy1hMTHqZ7sl1Fznsuo1fXd2oLMAkknS9qR+l7JPXh8a1vMOonWr9+qL6HaKXamAvavAC+WdGxrMXkP8JcOhtupxFdF450U7pakq6nJ9u+pgPXjtud2O6puqfrTd7H9qvZvtZNxLstWTT9k+/oux7m2qDacu4maFB5JrZYuobKqbwS2sv0mSU8CZtk+sbPBdqwlNXalMqxbUDf+3YBNqFWdc2wf1d0Ip46kx1B9s7tRZXEnUCvpZ1HPib4L+AjV8z8b+JTthUOf79VjloZJ+iN1/Z1Obab240FAGqVNhpZKugg43vbZrXR16bh/b4buQbtTwfgcSW+nzrPTqZLv9wP/oMp6D29lz4NVxEEZdG9Iegq1Cri+7VtVvf+Pp1ZJnwossn1Gl2PsgmoPjbcB19j+1NDrZwFfsH2JhnZM74sWjN5ALVh8njqPplHB58+otr+9qPaCy1vlTy9I2oA6Ho+y/W/VkxbuanNi2z6kJZt3pq7HvY4hBvoaXyVoXwuGJkCzgWNsb67aoObW9vMHuh+bZd1LW7X5E/Ay24sGF6j2s/VaSfhYk3QAFXB9jMo6P4HavOcxVO/WXNvzuxvhaFA9Cu9a4DTbB7fXNqNW1wcrYrsOzqtxJ+lEauXvOirJsw61G/zWVDnzIRMDdRjrkuaVGroOv5YKtJ42fI3p4+R5Zdqq4KnAka69NXplBUnC2cDVVHnzzweVX31Ogk1G0mnAQtvHTXj9ga7+7t4cL9XmoEewbAf9A6nv1L4ek82w/heq59NvbvudknaiqsDuppI/B9i+oS9zwInanHDbtmCznu0lkk4BfmL7812Pb5T0Pb5K0L6WTFi5OMH21/qycrEqqn71T9reruuxdKElLq4HdqSyhM+nVnMAptn+W0dDGykt6JwLXGD7wuGLsWp/gF2oMvF/9eGcahn566jkzgxgJ2rzrKXAFrYvHXpvAlL6vYK8piS9gHrywJHjPOlZkRUkCZ8MPGI4iZpz655N1zaldoZ/A9XS9V633to+BemTkbQ9dV/fFviO7RM6HlLnJlmweQa1Cd/WwO4e477+VRk6NjvYvk712NGjgA/3MYG6Kn2Or9bpegDjaqif6XbgmvZa7yZCk7G9UNJSSVt6aJOjvmjfjT2AU2zPpPrgBhKwL+8JVM+SJpw/N9s+qatBdcH27apnlH7O9n6S/ji0KnHphPf2OqgYmHAdvra9luvw5C7xGO2y+z9YTD3G7AK4Z8Xmamql/Z5ANOdWbbrWzqstgUNdT2UYPkZjPXFeFdsLqD7tXicvhrVr8Z7UHkbb2L6CqkLovXZsXg18XdL51Eapn0nAPrk+x1cJ2teuZwNXtD+xvB36cpJNpiUu3NfExepofaZv8iQb0vR4IjQPOFbSMe5ZH+3/Idfh1dDjc2rYipKEOT4TtPvW/nBPVZSS0FhevjPLa/OeuzPvuTfbCyQtpnr9txm0jcYK9fK+nvL4tShZ1liZce+9uS/lXFpG0ia2b84xWT05TrG6JD1ssiRhrFjaBWJNZN6zYjk2q6+v9/UE7RERERFNXyeEERExuhK0R0RERERERIyoB3Q9gIiIiIiIiIiYXIL2iIiIiIiIiBGVoD0iIiIiIiJiRCVoj4iIiIiIiBhRCdojIiICSX+QdKekf0q6TdICSQdIWuVcQdLjJFnSOlMx1oiIiD5J0B4REREDr7C9ITADOAY4FDip2yFFRET0W4L2iIiIWI7txbbPAV4DvFHSFpJeLukXkv4h6XpJRwx95Aft79sk/UvSTABJ+0i6StKtkr4racYU/yoRERH3ewnaIyIiYlK2fwrcAOwA3A7sDUwHXg68VdIr21uf3/6ebvshthdK2g04DJgNbAz8EDhjKscfERExDhK0R0RExMr8GXiY7UtsX2l7qe1FVAA+ayWfOwA42vZVtu8G5gBbZbU9IiJizSRoj4iIiJV5NHCLpG0lXSzpr5IWU0H5w1fyuRnAp9umdrcBtwBq/19ERESspgTtERERMSlJz6GC7B8BpwPnAJva3gg4ngrCATzJx68H3mJ7+tCfB9leMBVjj4iIGBcJ2iMiImI5kqZJ2gU4EzjV9pXAhsAttv8taRtgr6GP/BVYCmw29NrxwAckPb39nxtJ2nNqfoOIiIjxkeepRkRExMC3Jd1NBeC/Bj5BBd8ABwJzJR0HzAe+Sm1Kh+07JB0F/FjSusBLbH9T0kOAM1sf+2LgQuBrU/obRURE3M/JnqyiLSIiIiIiIiK6lvL4iIiIiIiIiBGVoD0iIiIiIiJiRCVoj4iIiIiIiBhRCdojIiIiIiIiRlSC9oiIiIiIiIgRlaA9IiIiIiIiYkQlaI+IiIiIiIgYUQnaIyIiIiIiIkZUgvaIiIiIiIiIEfVfhBwYdq8G5CAAAAAASUVORK5CYII=\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ax = df_vwap.loc['2018', 'VWAP'].plot(figsize=(15,6))\n",
"ax.set_title('Month-wise Trend in 2018'); \n",
"ax.set_ylabel('VWAP');\n",
"ax.xaxis.set_major_locator(mdates.MonthLocator())\n",
"ax.xaxis.set_major_formatter(mdates.DateFormatter('%b'));"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We see a dip in the stock prices, particularly around the end of October and November. Let's further zoom in on these dates."
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ax = df_vwap.loc['2018-10':'2018-11','VWAP'].plot(marker='o', linestyle='-',figsize=(15,6))\n",
"ax.set_title('Oct-Nov 2018 trend'); \n",
"ax.set_ylabel('VWAP');\n",
"ax.xaxis.set_major_locator(mdates.WeekdayLocator(byweekday=mdates.MONDAY))\n",
"ax.xaxis.set_major_formatter(mdates.DateFormatter('%b %d'));"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So there is a dip in stock prices around the last week of October and the first week of November. One could investigate it further by finding out if there was some special event on that day."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Feature Extraction\n",
"Let's extract time and date features from the Date column."
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"