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@JiaweiZhuang
Created September 30, 2019 18:57
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GCHP 12.3.2 profiling results by IPM
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'0.25.1'"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"from ipm_util import log_to_dataframe # https://github.com/JiaweiZhuang/ipm_util\n",
"\n",
"pd.__version__ # need >0.24 for best plots https://stackoverflow.com/a/55922706"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"total 10280\r\n",
"-rw-r--r-- 1 zhuangjw staff 1.4M Sep 29 14:38 N16n576_openmpi_4x5met_nooutput.ipm.xml\r\n",
"-rw-r--r-- 1 zhuangjw staff 2.9M Sep 30 12:27 N32n1152_openmpi_4x5met_nooutput.ipm.xml\r\n",
"-rw-r--r-- 1 zhuangjw staff 733K Sep 29 11:20 N8n288_openmpi_4x5met_nooutput.ipm.xml\r\n"
]
}
],
"source": [
"ls -lh ./logs/"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Single run"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Read log"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 690 ms, sys: 34.5 ms, total: 724 ms\n",
"Wall time: 774 ms\n"
]
},
{
"data": {
"text/plain": [
"(288, 18)"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%time df_raw = log_to_dataframe('./logs/N8n288_openmpi_4x5met_nooutput.ipm.xml')\n",
"df_raw.shape"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"name\n",
"MPI_Barrier 7917.852778\n",
"MPI_Bcast 842.739271\n",
"MPI_Allreduce 309.154653\n",
"MPI_Wait 256.930729\n",
"MPI_Scatterv 73.166267\n",
"MPI_Isend 7.353804\n",
"MPI_Gatherv 3.364579\n",
"MPI_Irecv 0.923774\n",
"MPI_Comm_create 0.104994\n",
"MPI_Recv 0.104538\n",
"MPI_Comm_split 0.059395\n",
"MPI_Allgather 0.004053\n",
"MPI_Reduce 0.001562\n",
"MPI_Comm_rank 0.000819\n",
"MPI_Comm_size 0.000058\n",
"MPI_Comm_free 0.000034\n",
"MPI_Comm_group 0.000004\n",
"MPI_Init 0.000000\n",
"dtype: float64"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_raw.mean().sort_values(ascending=False)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"major_columns = [\n",
" 'MPI_Barrier', 'MPI_Bcast', 'MPI_Wait', 'MPI_Allreduce', 'MPI_Scatterv', 'MPI_Gatherv']"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>name</th>\n",
" <th>MPI_Barrier</th>\n",
" <th>MPI_Bcast</th>\n",
" <th>MPI_Wait</th>\n",
" <th>MPI_Allreduce</th>\n",
" <th>MPI_Scatterv</th>\n",
" <th>MPI_Gatherv</th>\n",
" </tr>\n",
" <tr>\n",
" <th>rank</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>7561.6</td>\n",
" <td>493.80</td>\n",
" <td>456.50</td>\n",
" <td>318.33</td>\n",
" <td>17.221</td>\n",
" <td>245.660</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>8253.7</td>\n",
" <td>700.43</td>\n",
" <td>383.19</td>\n",
" <td>382.80</td>\n",
" <td>74.892</td>\n",
" <td>21.477</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <td>8432.2</td>\n",
" <td>700.95</td>\n",
" <td>292.88</td>\n",
" <td>471.18</td>\n",
" <td>74.892</td>\n",
" <td>19.000</td>\n",
" </tr>\n",
" <tr>\n",
" <td>3</td>\n",
" <td>8425.7</td>\n",
" <td>701.53</td>\n",
" <td>280.52</td>\n",
" <td>403.37</td>\n",
" <td>74.883</td>\n",
" <td>20.402</td>\n",
" </tr>\n",
" <tr>\n",
" <td>4</td>\n",
" <td>8285.0</td>\n",
" <td>700.78</td>\n",
" <td>262.87</td>\n",
" <td>346.61</td>\n",
" <td>74.881</td>\n",
" <td>18.698</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"name MPI_Barrier MPI_Bcast MPI_Wait MPI_Allreduce MPI_Scatterv \\\n",
"rank \n",
"0 7561.6 493.80 456.50 318.33 17.221 \n",
"1 8253.7 700.43 383.19 382.80 74.892 \n",
"2 8432.2 700.95 292.88 471.18 74.892 \n",
"3 8425.7 701.53 280.52 403.37 74.883 \n",
"4 8285.0 700.78 262.87 346.61 74.881 \n",
"\n",
"name MPI_Gatherv \n",
"rank \n",
"0 245.660 \n",
"1 21.477 \n",
"2 19.000 \n",
"3 20.402 \n",
"4 18.698 "
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = df_raw[major_columns]\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>name</th>\n",
" <th>MPI_Barrier</th>\n",
" <th>MPI_Bcast</th>\n",
" <th>MPI_Wait</th>\n",
" <th>MPI_Allreduce</th>\n",
" <th>MPI_Scatterv</th>\n",
" <th>MPI_Gatherv</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>count</td>\n",
" <td>288.000000</td>\n",
" <td>288.000000</td>\n",
" <td>288.000000</td>\n",
" <td>288.000000</td>\n",
" <td>288.000000</td>\n",
" <td>288.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <td>mean</td>\n",
" <td>7917.852778</td>\n",
" <td>842.739271</td>\n",
" <td>256.930729</td>\n",
" <td>309.154653</td>\n",
" <td>73.166267</td>\n",
" <td>3.364579</td>\n",
" </tr>\n",
" <tr>\n",
" <td>std</td>\n",
" <td>790.030627</td>\n",
" <td>65.431637</td>\n",
" <td>58.385461</td>\n",
" <td>68.489630</td>\n",
" <td>3.352412</td>\n",
" <td>15.624169</td>\n",
" </tr>\n",
" <tr>\n",
" <td>min</td>\n",
" <td>5935.900000</td>\n",
" <td>493.800000</td>\n",
" <td>146.870000</td>\n",
" <td>172.580000</td>\n",
" <td>17.221000</td>\n",
" <td>0.191350</td>\n",
" </tr>\n",
" <tr>\n",
" <td>25%</td>\n",
" <td>7503.075000</td>\n",
" <td>821.275000</td>\n",
" <td>215.502500</td>\n",
" <td>261.130000</td>\n",
" <td>73.113000</td>\n",
" <td>0.205132</td>\n",
" </tr>\n",
" <tr>\n",
" <td>50%</td>\n",
" <td>8012.250000</td>\n",
" <td>862.615000</td>\n",
" <td>247.005000</td>\n",
" <td>295.185000</td>\n",
" <td>73.127000</td>\n",
" <td>0.209835</td>\n",
" </tr>\n",
" <tr>\n",
" <td>75%</td>\n",
" <td>8339.600000</td>\n",
" <td>888.495000</td>\n",
" <td>288.240000</td>\n",
" <td>351.660000</td>\n",
" <td>73.199000</td>\n",
" <td>0.217640</td>\n",
" </tr>\n",
" <tr>\n",
" <td>max</td>\n",
" <td>10381.000000</td>\n",
" <td>915.890000</td>\n",
" <td>473.420000</td>\n",
" <td>492.780000</td>\n",
" <td>74.892000</td>\n",
" <td>245.660000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"name MPI_Barrier MPI_Bcast MPI_Wait MPI_Allreduce MPI_Scatterv \\\n",
"count 288.000000 288.000000 288.000000 288.000000 288.000000 \n",
"mean 7917.852778 842.739271 256.930729 309.154653 73.166267 \n",
"std 790.030627 65.431637 58.385461 68.489630 3.352412 \n",
"min 5935.900000 493.800000 146.870000 172.580000 17.221000 \n",
"25% 7503.075000 821.275000 215.502500 261.130000 73.113000 \n",
"50% 8012.250000 862.615000 247.005000 295.185000 73.127000 \n",
"75% 8339.600000 888.495000 288.240000 351.660000 73.199000 \n",
"max 10381.000000 915.890000 473.420000 492.780000 74.892000 \n",
"\n",
"name MPI_Gatherv \n",
"count 288.000000 \n",
"mean 3.364579 \n",
"std 15.624169 \n",
"min 0.191350 \n",
"25% 0.205132 \n",
"50% 0.209835 \n",
"75% 0.217640 \n",
"max 245.660000 "
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.describe()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x117321668>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.mean().sort_values().plot.barh(xerr=df.std())"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1172c0390>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.plot(logy=True)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[<matplotlib.axes._subplots.AxesSubplot object at 0x1170bbb38>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x117067d68>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x1170125c0>],\n",
" [<matplotlib.axes._subplots.AxesSubplot object at 0x116fcd550>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x116f79c88>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x116f79c50>]],\n",
" dtype=object)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.plot(subplots=True, layout=(2, 3), figsize=(12, 6), sharex=False)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df[0:16].plot(marker='o', subplots=True, layout=(2, 3), figsize=(12, 6), sharex=False);"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x11790e278>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.plot.area()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x11726d208>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.drop('MPI_Barrier', axis=1).plot.area()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Scale with cores"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['./logs/N8n288_openmpi_4x5met_nooutput.ipm.xml',\n",
" './logs/N16n576_openmpi_4x5met_nooutput.ipm.xml',\n",
" './logs/N32n1152_openmpi_4x5met_nooutput.ipm.xml']"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"N_list = [8, 16, 32]\n",
"log_list = ['./logs/N{0}n{1}_openmpi_4x5met_nooutput.ipm.xml'\n",
" .format(N, N*36) for N in N_list]\n",
"\n",
"log_list"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 5.64 s, sys: 340 ms, total: 5.98 s\n",
"Wall time: 6.88 s\n"
]
}
],
"source": [
"%time df_list = [log_to_dataframe(log) for log in log_list]"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>name</th>\n",
" <th>MPI_Barrier</th>\n",
" <th>MPI_Bcast</th>\n",
" <th>MPI_Wait</th>\n",
" <th>MPI_Allreduce</th>\n",
" <th>MPI_Scatterv</th>\n",
" <th>MPI_Gatherv</th>\n",
" </tr>\n",
" <tr>\n",
" <th>cores</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>288</td>\n",
" <td>7917.852778</td>\n",
" <td>842.739271</td>\n",
" <td>256.930729</td>\n",
" <td>309.154653</td>\n",
" <td>73.166267</td>\n",
" <td>3.364579</td>\n",
" </tr>\n",
" <tr>\n",
" <td>576</td>\n",
" <td>4687.262847</td>\n",
" <td>1726.331597</td>\n",
" <td>368.096354</td>\n",
" <td>402.136076</td>\n",
" <td>107.603682</td>\n",
" <td>3.125553</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1152</td>\n",
" <td>3151.754080</td>\n",
" <td>3727.461806</td>\n",
" <td>1259.830651</td>\n",
" <td>667.764470</td>\n",
" <td>173.598707</td>\n",
" <td>4.906000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"name MPI_Barrier MPI_Bcast MPI_Wait MPI_Allreduce MPI_Scatterv \\\n",
"cores \n",
"288 7917.852778 842.739271 256.930729 309.154653 73.166267 \n",
"576 4687.262847 1726.331597 368.096354 402.136076 107.603682 \n",
"1152 3151.754080 3727.461806 1259.830651 667.764470 173.598707 \n",
"\n",
"name MPI_Gatherv \n",
"cores \n",
"288 3.364579 \n",
"576 3.125553 \n",
"1152 4.906000 "
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_mean = pd.concat([df_single[major_columns].mean() for df_single in df_list], axis=1).T\n",
"df_mean.index = [N*36 for N in N_list]\n",
"df_mean.index.name = 'cores'\n",
"df_mean"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x118ff1588>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_mean[['MPI_Barrier']].plot(marker='o', grid=True)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x119091198>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Vlqa+8SjNV6HewFe/XmTYv3fz/LqjGKXkw8nhxL4UzSMD26vG3wLN+wzg+Nfw/XOgM08Il33J9Bqg96RaH7Yh1gPw8fGhTZs2nDlzhh49ehAXF0ffvn2Ji4tj0qRJ7N+/nwEDBmBnV3Wf/fTTT5c8X7FiBb169SIwMLDWn1NRbFFe4c27dq9qCgkP9uaNByK4r3szv2u3ATTtDmD7q3D5RNXbUw6AobBsma4ANs2BQysr36dNGIxcWO1bN8R6AIMHDyYuLq6kA3jxxRdLOoC4uDgGDRoEwGeffcayZcsoKiqiU6dOrF69Gjc3N+bNm4eHhwchISEcPHiQadOm4erqSnx8fLXvrSi2Liu/iBVxSayISyIrX8egjq34cHIfBnVsZXNr7TYV1V4CEkK4CCF+E0IcE0KcEkL8w1weKoT4VQjxhxBivRDCyVzubH6dYN4eUupYr5nLzwohRjTUhypRvvGvrrwGpkyZwrp169BqtRw/fpwBAwZUWq/0egDVGTRoEHFxcSX7TZw4kYMHDwIQFxfH4MGDARg3bhwHDhzg2LFjdO/enc8//7zMcSZMmEBkZCRr1qzh6NGjuLo2vYUqFKXYlRwt72w9zaCFu/jo5z+IbN+Sb58dxFdPDmRwJ9tbaL0pseQMoBAYJqXMFUI4AnuFENuB/wE+lFKuE0J8AvwZWGr+mSml7CSEmAK8B0wWQvQApgA9gUDgZyFEFymlobI3tUh139Q/7GW67FOed1t4fGut3xYaZj2AwYMHs3DhQi5cuEBISAguLi5IKcnNzeXQoUP0798fgJMnT/Lmm2+SlZVFbm4uI0Y0fF+qKI3t4o18Ptlzng0HU9AbjTwUHsgz0Z3o2sbT2qE1G5asCSyBXPNLR/NDAsOAP5nLVwLzMHUAY8zPATYAHwtTFz0GWCelLAQuCCESgP5Aw12fuGdu2TEAAEdXU3k9qO/1ADp37kxmZibff/89UVGmBWsiIiL44osvCA0NxcPDA4AZM2bw3XffER4ezooVK+p9KmpFsaazlzUsjU1g87E0HOzsmBBpumu3favb+67dhmDRGIAQwh44BHQCFgPngSwppd5cJQUoHgUNAi4BSCn1QohsoJW5fH+pw5bep2EUD/TunA/ZKeAdbGr86zAAXFpDrAcQFRXFokWLSubwj4qK4s033yxzlqHRaAgICECn07FmzZoKA9Bwc+5/RWkqjlzMZHHMeX4+cwU3J3ueuKsDf74zFH8vddduQ7GoAzBfpukjhPAB/gt0r6ya+WdlF+TkLcrLEELMAmYB+Pv7V2hYvby8atawhY6EJ0aWLauHhlGj0eDt7c3MmTPRaDTk5+cjpUSj0aDVaikqKqoQZ1XlpUVGRrJt2za6du2KRqMhLCyMxMRE+vbtW7LfG2+8Qf/+/Wnbti09evQgNzcXjUZDYWEhjo6OaDQaJk+ezKxZs3B1deXnn3/GycmpUTsErVZrUaeYm5trs2cwKrbaqUlsUkrOZBj5/nwRZzKMuDvC2E6O3NvOEQ+nK5w5fIUzVoirsVktNkvmjC79AP4OvAxcBxzMZVHAD+bnPwBR5ucO5noCeA14rdRxSupV9VDrAdQftR5AzanYaseS2AwGo9xxMl0+9PFe2f6VLfKOBT/JZbvPS41WZ9W4rMVm1wMQQvgCOilllhDCFbgX08BuDDABWAc8Bmwy77LZ/DrevH2XlFIKITYDXwkhPsA0CNwZ+K32XZeiKE2N3mDk++NpLIk5zx9Xc2nX0o13Hw5jXL8gdeOWFVhyCSgAWGkeB7ADvpZSbhFCnAbWCSEWAEeA4lzEz4HV5kHeDEyZP0gpTwkhvgZOA3pgtqxLBlATptYDUG43Wp2BDYdS+HTPeS5lFNDV35NFU/rwQFgADs1wrd2mwpIsoONA30rKEzFl8ZQv1wITqzjWO8A7NQ+zeVHrASi3i9xCPWv2J/N/ey9wTVNIn7Y+zH2wJ/d081N37dqApn0nsKIoNikzr4gv4pJYGZdEdoGOOzu1ZtGUPkR1UHft2hLVASiKUm8uZ2tZ+3shz+7aRX6RgeE9/Hl2aCf6tPWxdmhKJVQHoChKnSVdz+PTPefZeCgVvdHI2D5BPB3dkS7+6q5dW6ZGX2qhIaaDLi08PJypU6eWKZsxYwYbNmwAIDo6umSOoNpISkqiV69etd5fUYqdSc/hubVHGPbvWDYeTmXSHcG8d5crH0zuoxr/JqDZnwFsTdzKosOLuJx3mTbubXi+3/M80OGBOh2zIaaDLnbmzBmMRiN79uwhLy8Pd3fLb383GAzY26tUOqXhHUrOZElMAjt/v4q7kz1Pmu/a9fNysdmbrZSKmvUZwNbErcyLm0d6XjoSSXpeOvPi5rE1sW4TwcHN6aCBkumgK1OT6aABvvrqK6ZPn87w4cPZvHlztfU9PDyYO3cuAwYMID4+nkOHDjFkyBAiIiIYMWIE6enpABw5coTw8HCioqJYvHhxyf7lz0oefPDBkv/AO3bsoF+/foSHh3PPPfcAkJeXx8yZM7njjjvo27cvmzZtQrk9SCn55Y9rTFkWz/ilcRy6mMn/3NeFuFfv4bVR3fFTUzY0OU36DOC9397j94zfq9x+/NpxioxFZcq0Bi1z981lw7kNle7TrWU3Xun/SrXvPWXKFObPn8+DDz7I8ePHmTlzZqXrAZSeDvr06dPVHnf9+vX89NNPnD17lo8//rjKjqVYXl4evXr1Yv78+eh0OoYMGcKmTZvw9fVl/fr1vPHGGyxfvpxnn32WxYsXM2TIEF5++eVq47h27RpPPvkke/bsITQ0lIyMDMB0D8OwYcNYvnw5WVlZ9O/fn3vvvbdGZypK02I0Sn48fYUlsQkcT8nG38uZNx/oztT+7XB3btJNyG2vWf/1yjf+1ZXXRENMB33gwAF8fX1p3749wcHBzJw5k8zMTFq0aFHlPvb29owfPx6As2fPcvLkSe677z7AdEkoICCA7OxssrOzGTJkCADTp09n+/btt4xl//793H333YSGhgKUxP/jjz+yefNm3n//fcA058/Fixfp3r2y6aGUpkxnMLL5aBpLd58n4Wou7Vu5sXBcGA/3C8LZQV1qbA6adAdQ3Tf14RuGk56XXqE8wD2AL+7/os7vX9/TQa9du5bff/+dkJAQAHJycti4cSNPPPFElfu4uLiUXPeXUtKzZ88KK4BlZWVVmXvt4OBQZp1hrVZbcqzK9pFSsnHjRrp27Vqjz6Y0HVqdgW8OXuKT3YmkZhXQrY0n/29qX0b1aqPu2m1mmvVf8/l+z+NiX/a6pIu9C8/3e75ejj9z5kzmzp1LWFhYnY9lNBr55ptvOH78OElJSSQlJbFp0ybWrl1r8TG6du3KtWvXSjoAnU7HqVOn8PHxwcvLi7179wKwZs2akn1CQkI4evQoRqORS5cu8dtvpumZoqKi2L17NxcuXAAouQQ0YsQI/vOf/5QsXn/kyJE6f3bFNmi0OpbGnufO92J4a9Mp/L2c+fyxSLY/fxcPhQeqxr8ZatJnANUpzvap7yygYsHBwTz/fP10Jnv27CEoKKhMNtHdd9/N6dOnSwZyq+Pk5MSGDRt47rnnyM7ORq/X88ILL9CzZ0+WLFnC7NmzcXNzK7OC2ODBgwkNDSUsLIxevXrRr18/AHx9fVm2bBnjxo3DaDTi5+fHTz/9xFtvvcULL7xA7969kVISEhLCli1b6uV3oFhHRl4RX+y7wMq4JHK0eu7q3JrZQ/syILSlumu3ubNkylBrPdR00PVHTQddc809trSsfPmPzadktze3y/avbJFPrTooj13KtInYGoKtxiWlDU8HrShK83Lheh6f7j7PxsMpGCWM7RPEM9Ed6OSnbty63agOwArUdNCKNZxOy2FJbALbTqTjYG/H1P7tePKuDrRt6Wbt0BQrUR2AFajpoJXGdCg5g8Ux59n1+1U8nB2YdXdHZt4Zgp+nunHrdqc6AEVphqSU7PnjOktiEvj1QgYt3Bx5aXgXpkeF4O3qaO3wFBuhOgBFaUaMRskPpy6zODaBk6k5tPFyYe6DPZjSvy1uTuq/u1KW+hehKM2AzmBk09E0lsYmcP5aHiGt3HhvfBhj+6q7dpWqWbIofFtgFdAGMALLpJSLhBDzgCeBa+aqr0spt5n3eQ34M2AAnpNS/mAuvx9YBNgD/yelXFi/H0dRbi9anYH1By6xbI/prt3uAV78Z2pfRoUFYK+WXFSqYcmtfXrgr1LK7sBAYLYQood524dSyj7mR3Hj3wPTQvA9gfuBJUIIe/Oi8ouBkUAPYGqp4zQpDbUewNmzZ4mOjqZPnz50796dWbNm1Sq+FStWkJaWVvL6o48+Ij8/v1bHUmxTvk6yJDaBO9/bxd83n6KNtwtfzLiDbc/dyejwQNX4KxaxZFH4dCDd/FwjhDgDBN1ilzHAOillIXBBCJHAzcXjE6RpMXmEEOvMdaufIrMOsr//nqsffoQ+PR2HgAD8XnwB79Gj63TMhloP4LnnnuPFF19kzJgxAJw4caJW8a1YsYJevXoRGBgImDqAsWPH1ugYam0B23Qjt5Av9iXx+S/5FOjPcncXX2ZHd6S/umtXqYUajQEIIUKAvsCvwGBgjhDiUeAgprOETEydw/5Su6Vws8O4VK58QCXvMQuYBeDv719hcQkvLy80Go1F8eZt30HWu+8izROc6dPSSH9rLgUFWtxH3m/RMapyzz33sGHDBsaOHcuqVasYN24c+/btQ6PRoNVqKSoqQqPR4OrqSkhICKdPny5TXpnU1FRatGhRsj0kJASNRoPBYGDu3Lns3LkTIQSPPfYYTz/9NAsXLmT79u1otVoGDBjAokWL2LRpEwcPHmTq1Km4uroybdo00tLSGDVqFK1bt2br1q3s3LmTd999l6KiIkJDQ1myZAkeHh706tWLRx55hF27djFixAi+//77kt9/cnIyU6ZMqTDRXFW0Wq1FC4Pk5uba7AIithTbjQIjO5J07L6kR2eEPq0kY7q4EuKdT8HFE+y+aO0Ib7Kl31tpthoXWC82izsAIYQHsBF4QUqZI4RYCrwNSPPPfwMzgcq+hkgqv9wkKxRIuQxYBhAZGSmjo6PLbD9y5AienqY7Fi+/+y6FZ6peD6Dg2DFkUdmpn6VWS9aCBRR+/32l+zh370ab11+v8pjFHn30UebPn8/EiRM5c+YMTz31FHFxcXh6euLi4oKTkxOenp4kJiaSnJxMeHg4ycnJJeWV+etf/8ro0aMZNGgQw4cP5/HHH8fHx4elS5eSmprKsWPHcHBwICMjA09PT/7617/yzjvvAKYpnnfv3s306dP5/PPPef/994mMjARg6dKlbNu2jZCQEK5fv84HH3xATEwM7u7uvPfee3z22WfMnTsXIQTe3t4ljfx3333HtWvX6NChA1u3bmXKlClVxl6ei4sLffv2rbZebGws5f/GtsIWYku8lssnu8/z3yOpSAlj+wbz9JCOpJw+aPXYqmILv7fK2GpcYL3YLOoAhBCOmBr/NVLKbwGklFdKbf8MKJ4RLAVoW2r3YKD4gnRV5Q2ifONfXXlNNMR6AI8//jgjRoxgx44dbNq0iU8//ZRjx47x888/8/TTT+PgYPpzFR8rJiaGf/7zn+Tn55ORkUHPnj0ZXc3lrf3793P69GkGDx4MQFFREVFRUSXbJ0+eXPJ80qRJfP3117z66qusX7+e9evXV/+LUerFydRslsaeZ9vJdJzs7fhT/3Y8eXcHgluY7tpNadALp8rtwpIsIAF8DpyRUn5QqjzAPD4A8DBw0vx8M/CVEOIDIBDoDPyG6cygsxAiFEjFNFD8p7oEX9039T+G3YM+rWIf4xAYSPvVq+ry1kD9rwcAEBgYyMyZM5k5cya9evXi5MmTlc7Nr9VqefbZZzl48CBt27Zl3rx5JXP534qUkvvuu6/KaaZLr+w1efJkJk6cyLhx4xBC0Llz5xp/HqVmDiRlsDgmgdiz1/B0duCZIR15fHAovp7O1g5NaYYsyQIaDEwHhgkhjpofo4B/CiFOCCGOA0OBFwGklKeArzEN7u4AZkspDVJKPTAH+AE4A3xtrttg/F58AeFS9nZ34eKC34sv1Mvx63M9ADCtwavT6QC4fPkyN27cICgoiOHDh/OzEunfAAAgAElEQVTJJ5+g1+sB09z8xY1969atyc3NZcOGm0tcenp6lhlnKP164MCB7Nu3j4SEBADy8/M5d+5cpfF07NgRe3t73n777TJnBkr9klISe/Yqkz6JZ+In8RxPyeblEV3Z++ow/nZ/N9X4Kw3GkiygvVR+XX/bLfZ5B3inkvJtt9qvvhVn+9R3FlCx+lwPAEzLLT7//PO4mDutf/3rX7Rp04YnnniCc+fO0bt3bxwdHXnyySeZM2cOTz75JGFhYYSEhHDHHXeUHGfGjBk8/fTTuLq6Eh8fz6xZsxg/fjxBQUHExMSwYsUKpk6dSmFhIQALFiygS5culcY0efJkXn755ZKFYZT6YzBKdpy8zJLYBE6l5RDo7cLfR/dgyh3tcHVSGVhKI7BkzmhrPdR6APVHrQdQcw0VW6HOINcfuCiH/itGtn9lixz6rxi5/sBFWagzWD22+mCrsdlqXFKq9QAUpdkrKDKw7sBFPtuTSFq2lh4BXiz+Uz/u79VG3bilWIXqAKxArQdwe8ku0PHl/mSW773Ajbwi+oe05N1xYQzp4qtu3lKsSnUAVqDWA7g9XM8tZPneC6yOT0ZTqCe6qy/PRneif2j1KcGK0hhUB6Ao9SwlM5/P9iSy7sAligxGRoUF8MyQjvQK8rZ2aIpShuoAFKWeJFw13bX73ZFUAMb1C+KpIR3p6Oth5cgUpXKqA1CUOjqZms2S2AS2n7yMs4Mdjwxsz5N3dyDIx9XaoSnKLakOQFFqQUrJbxcyWBx7nj3nruHp4sDs6E48PjiEVh7qxi2labDkTuAm7dyvl1n5+j4WP72Lla/v49yvl+t8zIZaDwDgyy+/pHfv3vTs2ZPw8HCeeOIJsrKybrlP+fn/iyd9U+qflJKY368y8ZN4Ji/bz6nUbP52f1f2vTqMl0Z0VY2/0qQ06zOAc79eJmbN7+iLjADkZhQSs8Y0e2iXAW1qfdyGWg9gx44dfPjhh2zfvp2goCAMBgMrV67kypUr+Pj4VLlf+fn/60Kv15dMOqfcZDBKtp1IZ0nsec6k5xDk48o/HurJpMi26q5dpclq0v/Tf/n6HNcv5Va5/cqFbAz6sjNO64uM7Fp9hlN7K5+ItHVbD+6aVPm0CKWNHDmSrVu3MmHCBNauXcvUqVOJiYmpUM/Pz4+OHTuSnJxc7THfeecd3n///ZLOxN7enpkzZ5Zsnz9/Pt9//z0FBQUMGjSITz/9lI0bN3Lw4EGmTZtWMvUDwH/+8x++//57dDod33zzDUFBQeTl5fGXv/yFEydOoNfrmTdvHmPGjGHFihVs3boVrVZLXl4evr6+PPbYYyWznM6YMYPRo0czfvz4aj9Dc1OkN/LfIyl8sjuRC9fz6ODrzvsTwxnTJxBH+2Z/Aq00c836X3D5xr+68pqYMmUK69atQ6vVcvz4cQYMqLC2DQCJiYkkJibSqVOnao956tQp+vXrV+X2OXPmcODAgZKzjy1btjBhwgQiIyNZs2YNR48exdXVNPDYunVrDh8+zDPPPMP7778PmDqYYcOGceDAAWJiYnj55ZfJy8sDID4+npUrV7Jr1y6mTJlSMvVzUVERO3furHTK6+Ysv0jPj0k6hvwrhlc2nsDd2Z6l0/rx04tDmBARrBp/pVlo0mcA1X1TX/n6PnIzCiuUe7R05uG/Vt3QWqIh1gMo7cSJE0yfPh2NRsO7777L5MmTazT//7hx4wCIiIjg22+/BUyTzW3evLmkQ9BqtVy8aFpK6r777iuJceTIkTz33HMUFhayY8cO7r777pKOpbnLztexKj6J5fsukJmvY0BoS94b35u7OrdWd+0qzU6T7gCqEzWmY5kxAAAHJzuixnSsl+PX93oAPXv25PDhwwwdOpSwsDCOHj3KnDlzKCgoqPH8/87OpsFIe3v7kmmkpZRs3LiRrl27lqn766+/llkHwMXFhejoaH744QfWr1/P1KlTa/Q5mqJrmkI+33uBL/cnk1uoZ1g3P6K8c3jy4ajqd1aUJqpZn8d2GdCGodO64dHS1Bh6tHRm6LRudRoALq2+1wN47bXXeOmll0hJSSkpKygoAKjR/P9VGTFiBP/5z38wTRZoWl6zKlOmTOGLL77gl19+YcSIEbX6PE3BpYx83vruJHe+t4tle84T3dWXrc/dyfIZd9C5hRrcVZq3Zn0GAKZOoL4a/PLqez2AUaNGce3aNUaOHInBYMDHx4devXoxYsQIfHx8LJ7/vypvvfUWL7zwAr1790ZKSUhICFu2bKm07vDhw3n00Ud56KGHcHJyqrfPaCsSrmpYEnueTUfTsBMwvl8wTw3pSGhr9+p3VpTmwpI5o631UOsB1B+1HoDJsUuZ8qlVB2XIq1tktze3y39sPiXTsvJtIraaULHVnK3GJaUNrwcghGgLrALaAEZgmZRykRCiJbAeCAGSgElSykzzGsKLgFFAPjBDSnnYfKzHgDfNh14gpVxZr72ZolRCSsn+xAyWxCbwyx/X8XRxYM7QTswYpO7aVW5vllwC0gN/lVIeFkJ4AoeEED8BM4CdUsqFQohXgVeBV4CRmBaC7wwMAJYCA8wdxt+BSECaj7NZSplZ3x/K1qn1ABqHlJJdv19lcUwChy9m0drDmVfu78YjA9vh6eJo7fAUxeosWRM4HUg3P9cIIc4AQcAYINpcbSUQi6kDGAOsMp+G7BdC+AghAsx1f5JSZgCYO5H7gbX1+HmaBLUeQMPSG4xsPZHO0tjz/H5ZQ5CPK2+P6cnEyLa4OKqBXUUpVqNBYCFECNAX+BXwN3cOSCnThRB+5mpBwKVSu6WYy6oqrzEppcrJtmFS1v1Gu9oo1Bv49nAqn+w+T/KNfDr6uvPvieE8pO7aVZRKWdwBCCE8gI3AC1LKnFs0wJVtkLcoL/8+s4BZAP7+/sTGxpbZ7uLiQkpKCt7e3jbXCRgMBovSMa2hsWKTUpKdnU1eXl6Fv11lcnNzLap3K1q9ZHeKnu0XdGQVSkK87PhLX2f6+knsNAns+yWhVsetj9gaioqt5mw1LrBebBZ1AEIIR0yN/xop5bfm4itCiADzt/8A4Kq5PAVoW2r3YCDNXB5drjy2/HtJKZcBywAiIyNldHR0me27d+9Gr9eTmppqSeiNSqvV4uLiYu0wKtWYsbm4uBAeHo6jY/XX2WNjYyn/N7ZUVn4RK+OS+SLuAln5OgZ2aMnsoZ24s1P93LVbl9gamoqt5mw1LrBebJZkAQngc+CMlPKDUps2A48BC80/N5UqnyOEWIdpEDjb3En8ALwrhGhhrjcceK2mAUspCQ0NrelujSI2Npa+fftaO4xK2XJsNXU1R1ty125ekYF7uvnx7NCORLRXa+0qSk1YcgYwGJgOnBBCHDWXvY6p4f9aCPFn4CIw0bxtG6YU0ARMaaCPA0gpM4QQbwMHzPXmFw8IK4olLmXk8+me83x9MAW9wciDvQN5Jroj3QO8rB2aojRJlmQB7aXy6/cA91RSXwKzqzjWcmB5TQJUlHNXNCyNPc/mY6a7didEBPPU3R0JUXftKkqdNPupIJSm6+ilLJbEJPDj6Su4Otrz+KAQnrirA228bXOcRVGaGtUBKDZFSkn8+Rssjk1gX8INvFwceO6ezswYFEJL9+Y3J5GiWJPqABSbYDRKdprv2j16KQtfT2deG9mNaQPb4+Gs/pkqSkNQ/7MUqzIYJd8dSWVp7HnOXtEQ3MKVBWN7MSEiWN21qygNTHUAilVodQY2Hk7ho18KuFZwlM5+Hnw4OZzRvQNxUHftKkqjUB2A0qjyCvV89etFPvslkauaQkK97VgwoR/3dffHzs627uxWlOZOdQBKvfvuSCr/+uEsaVkFBPq48vKIrgzp4suKuCRWxCWRXaBjUMdWfDi5D0WXTjC0Z8Ms2KMoyq2pDkCpV98dSeW1b09QoDMAkJpVwEvfHEMI0Bkk93b359mhHenXznRDeGyK+tavKNaiOgClXv3rh7MljX8xvVHi6mjPlr8MpmsbTytFpihKeWq0Tak3RqMkNaug0m1anUE1/opiY9QZgFJnWflFfHMwhdX7k6usE+jj2ogRKYpiCdUBKLV2MjWb1fHJfHc0lUK9kf4hLYnu6svXBy+h1RlL6rk62vPyiK5WjFRRlMqoDkCpkSK9ke0n01kVn8yh5ExcHe0Z1y+I6QND6BFompWzX7sWFbKAxvat1eJviqI0INUBKBa5nK3lq1+T+eq3S1zPLSSklRtvPtCdiRFt8XYru/DL2L5BqsFXlCZAdQBKlaSU7E/MYPX+JH44dQWjlAzr6sf0qPbc3dlX3bilKE2c6gCUCvIK9Xx7JJXV8Umcu5KLt6sjT9wZyrQB7WnXys3a4SmKUk9UB6CUOH8tl9XxyWw8lIKmUE/PQC/+Ob43o8MDcXVSE7MpSnOjOoDbnMEo2fX7VVbFJ/HLH9dxtBc8EBbA9KgQ+rXzqZfF1RVFsU2WLAq/HHgQuCql7GUumwc8CVwzV3tdSrnNvO014M+AAXhOSvmDufx+YBFgD/yflHJh/X4UpSYy8opYf+ASX+5PJjWrgDZeLvz1vi5M6d8OX09na4enKEojsOQMYAXwMbCqXPmHUsr3SxcIIXoAU4CeQCDwsxCii3nzYuA+IAU4IITYLKU8XYfYlVo4npLFyrhkvj+eRpHeSFSHVrz5QHfu6+GvpmFWlNuMJYvC7xFChFh4vDHAOillIXBBCJEA9DdvS5BSJgIIIdaZ66oOoBFodQb2per4cPE+jl3Kws3JnsmRbZke1Z4u/mp6BkW5XQkpZfWVTB3AlnKXgGYAOcBB4K9SykwhxMfAfinll+Z6nwPbzYe5X0r5hLl8OjBASjmnkveaBcwC8Pf3j1i3bl2Z7bm5uXh4eNT0czYKW4vtRoGRmEt6dl/SodFBG3fBPe0cGRzogJujbVzbt7XfWWkqttqx1dhsNS6o/9iGDh16SEoZWV292g4CLwXeBqT557+BmUBlrYqk8knnKu15pJTLgGUAkZGRMjo6usz22NhYypfZCluITUrJvoQbrIpP4uczVwC4t7s/4W7ZPDt+mM0N6trC76wqKrbasdXYbDUusF5steoApJRXip8LIT4DtphfpgBtS1UNBtLMz6sqV+qBRqvj28OprIpP4vy1PFq6O/HUkI5MG9CO4BZuxMbG2lzjryiKddWqAxBCBEgp080vHwZOmp9vBr4SQnyAaRC4M/AbpjODzkKIUCAV00Dxn+oSuGLyxxUNq+KT+fZwCnlFBsLb+vDvieE80DtALaquKMotWZIGuhaIBloLIVKAvwPRQog+mC7jJAFPAUgpTwkhvsY0uKsHZkspDebjzAF+wJQGulxKeareP81tQm8w8vOZK6yMSyY+8QZODnY82DuAR6NC6NPWx9rhKYrSRFiSBTS1kuLPb1H/HeCdSsq3AdtqFJ1SxvXcQtb9dpE1v14kPVtLkI8rr9zfjcl3tKWlu5O1w1MUpYlRdwLbOCklhy9msTo+iW0nLlNkMHJX59b846Ge3NPdH3s1IZuiKLWkOgAbpdUZ2HwsjVXxSZxMzcHD2YE/DWjHIwPb08nPNlPZFEVpWlQHYGMuZeTz5f5k1h+8RFa+ji7+Hrw9thcP9w3Cw1n9uRRFqT+qRbEBRqPkl4TrrIpLYtfZq9gJwfAe/jwaFcLADi1V+qaiKA1CdQBWlF2gY8OhFFbHJ5F0I5/WHk7MGdqJPw1oR4C3WkRdUZQaOv417JxPRIBdhCXVVQdgBWfSc1gVn8x3R1Ip0BmIaN+CF+/rwv292uDsoHL3FUWpheNfw/fPga7A4l1UB9BIdAYjP5y6zKq4ZH5LysDZwY6xfYKYHtWeXkHe1g5PUZSmbuc/atT4g+oAGtzVHC1f/XaRr369yFVNIW1buvL6qG5MimyLj5vK3VcUpRakhKyLkHro5iM7pcaHUR1AA5BScjA5k5VxSew4eRm9UTKkiy8Lx7dnSBc/lbuvKErNFGSaG/rDNxv8PPN6XPbOENAbnDygKLdGh1UdQD0q1EvW/naRlXFJ/H5Zg5eLA48NCuGRge0Jbe1u7fAURWkKdFq4chJSDt5s7DPOmzcKaN0FOt0HwREQFAF+PcHBSY0BWEvS9TxW70/mq/35FOhP0D3Ai/8dF8aYPoG4OalfsaIoVTAa4UYC/pd3wdYtkHoQLp8Eo8603aMNBEdC32kQFAmBfcClijHD3pNMP3fOB85Y9Paqdaolg1Gy+9xVVsYls/vcNRzsBBF+9rw0tj+R7Vuo3H1FUSrSXDE18iXX7o9AYTbdwXQJJ7AvRM02fbMPigDvoJodv/ck6D2JQ/8jDllSXXUANZSVX8TXBy/x5f6LXMzIx8/TmRfu7cyf+rfj9OH93BHS0tohKopiCwpzIf1oqUs5hyHHPFAr7MG/J/QaB8GR/JZmpP/IaWDXuGngqgOw0MnUbFbFJ7HpaBqFeiP9Q1vyt/u7MqJnGxzNi6mrBY4V5TZl0MPV02Wzcq79DtJo2t4iBNoNgKBnTZdy2oSBk1vJ7vnZsY3e+IPqAG6pSG9k+8l0VsYlcfhiFq6O9ozrF8yjUe3pHuBl7fAURbGGkhTMgzezctKOgt48+OrawtTId3/IfCmnH7i3tm7MVVAdQCXSswv46teLrP3tItdziwhp5cZbD/ZgQkQw3q6O1g5PUZTGlJ8BaYdNjX3x5Zz866Zt9s4QEA4RM0yDtUH9oEUoNJExQNUBmEkp2Z+Ywar4JH48fQWjlAzr6sejg0K4q1Nr7FTuvqI0fzotXD5R6lLOQchING8U4NsVuowwNfRBkeDXw5SC2URZsiTkcuBB4KqUspe5rCWwHgjBtCTkJCllpjClviwCRgH5wAwp5WHzPo8Bb5oPu0BKubJ+P0rt5BXq+fZIKqvjkzh3JRcfN0eeuDOURwa2p21Lt2r3VxSliTKnYJbJyimdgukZYLqE03e66eetUjCbKEvOAFYAHwOrSpW9CuyUUi4UQrxqfv0KMBLTQvCdgQHAUmCAucP4OxCJaR3hQ0KIzVLKzPr6IDV1/louq+OT2XgoBU2hnl5BXvxzQm8eCg9Ui6krSjPkVJgBv281NfQpByHtCBTmmDeWSsEMjjQ1+F6B1g24EViyJvAeIURIueIxmBaKB1gJxGLqAMYAq6SUEtgvhPARQgSY6/4kpcwAEEL8BNwPrK3zJ6gBg1Gy88wVVu9P5pc/ruNoL3ggLIBHB4XQt62Pyt1XlOaiMNfUwJfKyhmUkwrxgJ2DKQUzbIJ5kDYSWne2ShaOtdV2DMBfSpkOIKVMF0L4mcuDgEul6qWYy6oqbxQ3cgtZf/ASa/ZfJDWrgABvF14a3oXJd7TD19O5scJQFKUhlEnBNGfmVEjBjCKhwJtOQyab5s1xVOttAAjTl/VqKpnOALaUGgPIklL6lNqeKaVsIYTYCvyvlHKvuXwn8DdgGOAspVxgLn8LyJdS/ruS95oFzALw9/ePWLduXZntubm5eHhYtiZuYraBncl6fr2sR2+E7i3tuKedI3397BtkQraaxNbYbDU2W40LVGy11aCxSYmL9iqemnN45fyBV845PHLPY28sAkDn4EmOVxc0np1LfuqcvBo+rjqq79iGDh16SEoZWV292p4BXBFCBJi//QcAV83lKUDbUvWCgTRzeXS58tjKDiylXAYsA4iMjJTR0dFltsfGxlK+rDStzsDW4+msik/iWEoe7k72TO3fnulR7eni72nxB6yN6mKzJluNzVbjAhVbbdVrbPkZZWfALJ2C6eBiSsHs8UTJ1AmOLUJoJQStGjquemat2GrbAWwGHgMWmn9uKlU+RwixDtMgcLa5k/gBeFcI0cJcbzjwWu3DriglM581v15k/YFLZOQV0dHXnX881JNx/YLwdFG5+4pi80pSMEvPglk+BfN+cwpmhOk6vr36v10XlqSBrsX07b21ECIFUzbPQuBrIcSfgYvARHP1bZhSQBMwpYE+DiClzBBCvA0cMNebXzwgXBdSSvYl3GBlfBI7z1wB4N7u/jw2KIRBHVupQV1FsVVGI9z442ZDn3LQNAWyUW/a7hloauj7PWpq7AP6gIu6+76+WZIFNLWKTfdUUlcCs6s4znJgeY2iq4JGq2PjoRRW70/m/LU8Wro78fSQjkwb2J4gHzW4oyg2R3O57Pz2ZVIwPSGoLwz6y81ZMG+DFExbYNN3Ap9IzWbwwl28PKIrY/sGce6KhlWnCpm9ayd5RQbC2/rwwaRwRoUFqNx9RbER9vp8uPBL2aycnFTTxpIUzIk3G/vbNAXTFth0BwCQmlXA3zYc4+Ndf5BwLQ8HOxjTxzQhW3hbn+oPoChKwzHoys2CeZg7r56Bvebswhah0C7q5s1VbcJUCqYNsfkOAKDIILlwPZ9X7u9GcNFFRg8Pt3ZIinL7kRKyks2XcsyZOenHSs2C2RKCI0lyCyd08HhTg++m1sewZU2iAwAwSskz0R2Jjb1UfWVFUequTApm8SyYN0zbilMwI2fezMppEQJCkBwbS2jnaGtGrlioyXQAgWpwV1Eajk4Ll4+XzcrJvGDeKMC3G3QZWWoh8h4qBbMZaBIdgKujPS+P6GrtMBSleSidglmcmVM6BdMryPStPuIx8yyYfcG5YW+iVKzD5juAIB/XkiwgRVFqISe97Pz2aUcrScF8rlQKZoB141UajU13AGFB3ux7dZi1w1CUpqNQU24WzPIpmL1MKZjFWTmtOoOdnXVjVqzGpjsARVFuoTgFs3RWzrXfMS25AbTsAO0H3ZzyuE0YOLpYNWTFtqgOQFGaAikhM6nkW33f0zthbxLotabtbq1MDX3Ph28uRK5SMJVqqA5AUWxRfkbZGTDLp2C6hULkn29m5fi0bzILkSsNZ2viVhYdXoRLiEuEJfVVB6Ao1qYruLkQeXFWTukUTL/u0HXkzUFavx4c+WWfzU5trFjH1sStzIubh9agtXgf1QEoSmMyGuH6ubLf7CtNwZxxcyFylYJ525BSkqfLQ1OkIacop8zP4kdV5el56UiqX+CrNNUBKEpDykkvO7996hEo0pi2OXuZcuwHPWfKygnsp1IwmzgpJQX6ggoNdFXPi19fy7nGG2vfIFeXi7F4KcsqeDh64OnkiaeTJ15OXgR6BOLp5Mnm85trHK/qABSlvmhzIP1oqUs5h0GTZtpm5whtekH45JuXclQKpk3S6rXVNty3atD1Un/L47s6uJY03l5OXvi5+eFR6EGntp3KlBc38qUbew9HD+yrmDn1wOUDpOel1+izqg5AUWrDoIMrp27m2qcehGtnKZOCGXLnzcZepWA2Gp1BV2kDfVBzkPMnzlfbiBeZ1xeuirO9c5kGuoVLC9p5tauy4fZ28i557uHkgaNdxSk0YmNjiR4QXafP/Xy/59UYgKLUuzIpmIdKzYJZOgUzEnqOM2XlBKoUzLrQG/XkFuXe8hp4+bLS9W7ZAGaAg51Dhca6+DJK6W/bpX+WfjjbOzfeL6MGHujwAACLDi8igQSL9lEdgKKUl3cD0g7TPmkjfPmxqcEvMK9g6uBqGpi944mbs2CqFMwyjNJIdmF2pQ10VQ136fJ8ff4tj28v7Cs01r5uvmUa68qenzx4khHRI3C2d262y8U+0OEBHujwAGKiOGRJ/Tp1AEKIJEADGAC9lDJSCNESWA+EAEnAJCllpjD9xhdhWjM4H5ghpTxcl/dXlDorTsEsvVyhOQUzpDgFs9sDpVIwuzf7WTDLZ6JY0miXfuTqcpEXq85GEQg8nDzKfAtv79W+2m/fxfVdHVxr1YBfcriEi4O6DFdafZwBDJVSXi/1+lVgp5RyoRDiVfPrV4CRQGfzYwCw1PxTURpHmRTM4lkwT5VKwQy+mYIZHMnehBzuuneUVUOujeJMFEvTB8s36DXNRPF08iTAI4CuTl3xcvLiRtoNwrqEVWi4i1+7O7pjJ9Tgty1oiEtAY4Bo8/OVQCymDmAMsMq8cPx+IYSPECJASlmzYWtFsVROWtn57dOOlk3BDOoHg5+/+e3es02Z3Q1JsY0fs1llmSilG+5TmaeIjYutskGvSSaKp5Mnfm5+dPTpaNG3cHdHdxzsqm46YmNjie4RXb+/EKVB1LUDkMCPQggJfCqlXAb4FzfqUsp0IYSfuW4QUHo5rxRzmeoAlLrT5lScBbNCCuaUUimYnRo0BbN0JkpN8sEtzURxFI5467xLGuXSmSi3ug7u5eRVZSaKcvsRpi/ktdxZiEApZZq5kf8J+AuwWUrpU6pOppSyhRBiK/C/Usq95vKdwN+klIfKHXMWMAvA398/Yt26dWXeMzc3Fw8Pj1rH3JBUbDVXm7iEUY97XjJeOefw1JzDK+cP3PJTEOYUzHzXQDSencnx6kyOVxfy3EMx2jvV6D0M0sB1zXXsXO0oMBaQb8ynwFhQ4XmBsYB8WXGbTupueXx77HGzc8PVzrXMo3RZ+e2lXxfmFdrk3xOa17+1xlLfsQ0dOvSQlDKyunp1OgOQUqaZf14VQvwX6A9cKb60I4QIAK6aq6cAbUvtHgykVXLMZcAygMjISFl+vpPY2FibnQNFxVZz1cYlpWlQtmRt2vIpmK3Nc9s/arqkE9gPN7eWOBsNuOhycbXgGnhl5SWZKJmVh1U+E8XPye+WN/CUL3exd6lTJoqt/j3BdmOz1bjAerHVugMQQrgDdlJKjfn5cGA+sBl4DFho/rnJvMtmYI4QYh2mwd9sdf2/eSqekfBy3mXauLfh+X7Pl+QoV8ucgmm8dID81ANoLh8jR5dDjp0dGgcXNK3ao+kxDI1Ha3JcvcgRmBrtgjNoTv+G5qipIc/V5d7ybUpnohQ3yqUzUTydPLmSfIWInhGV5oe7Obg121RC5fZRlzMAf+C/5v8EDsBXUsodQogDwNdCiD8DF4GJ5vrbMKWAJmBKA328Du+t2KjyMxKm56Xz97i/cyH7AmGtw8p+29ZmkpR+mE0bP0CTf52cIkZib2IAABJhSURBVA05Uo/GTpBrZ4dRCPBzB9xLvUMWaLJAA+6O7mUa5eJMlFtdAy89kFldJkpsZizRHaMb7HelKNZW6w5ASpkIhFdSfgO4p5JyCcyu7fspDUNn1FGgLyBfl0+BvqDic/0tynUFFeql5qZWSCEsNBTy6fFPK7y3q9GIp9GIV64RT+GIr7M3Hdx88fQKxssnFC+31lXenVldJoqiKNVT/4OaAKM0otVrSxrd4sa2Jo3z5euXWbplaYV6euOt0wXLc3VwLfNwc3TD1cEVHxcf3OxduaS5VPmOUrI27QqeRiOejh54tgnHsd0dnMh0ImzEYxVSMBVFaXiqA6gnUkp0UkeWNqv6xrmqb9m6it+6ix814WjnWKZxdnVwBaCVSyuCPYLLbrNzxk3Y4wq4SnAzSlyNBlyNetwMelx1Olz1Wtx0WlyK8rEryjMtPJ6fC4XXoDDX9LooF/RajgQHku5Y8Z9VgMFIr1H/zzRg27JjSQrmjdhY1fgripXYdAdw+sZphm8YXrNBxGrojfoyDWvphrj8t+fqGvHy5QZpMI16WMBO2JX9Ju1gapDdHd3xdfMtW+5Yto6rvTNuUuAqjbgajbgZDbjqdbjqi3DVF+KoKzA1yiWPXK5fS+L/t3fuwXFV9x3//LR3pZUsW5YfwnaMwWYME6Au5hHsOsN0cAoEx7htEmqGEpKUZiZtEiCdpBAGkpCWBCaTEGbygKFuaJomaWlabIbWoQYxLSECO2DwA1vGL4xlyzbBNpa12sevf9yz0t2HpF1pH1fs7zOj2XPPPVf3u2fv/f7OuY9zZpwegPgJ36xdPsUGl2gLNLb6k5M0tfovUrWdmZM3mVu7vsPXZkyjP/CMfSyd5ta334GLbhjDL2YYRqUIdQBQdPAm4v4T+1l8xmJe63uNvt19JZtzxthHe8Eml6ZI05DxBlrOU1qm5Jlzz5s9XLDwgqyW95BpN9Ki0JxK0pxK0pSII4mAEcdP+m+pxk/CqZMQPzrUso6fyG5pJ0YeLGsQr3nQmJsGgNY5MGWOM+zJzrynDJYZMvPJ2cuNrRAp7lBZsekxOHqM77VP5ZAXYVYyxa2/e4cV3vSS6t0wjMoT6gCQIZ6K84PNPxjKOJK93hPPN9loc5ZZT41NZY43J681nWXoLh007cxyTBqJJE8HjDjQqg4unzoJA0c4dHAXs/r2OcM+md3STpwq7st6sfyWdussmD45YNQBk87LCywHTHtTtZ4zXn4PK9Z9gRUHAq94RJvh6nsqv2/DMEpiQgSADGuuXsP2zdv54JIPDhm310I0ODpjOu2bbaGWdfxd6D8JA0dz1ue0sjN5AyM/Sz5IpBGaJtOWjgIzfQNu7YCmc4ZvVQ+3PNFHmlx0vf+54V44fgDa5sLye4byDcMIDRMmAMxOprlsy1PM3r+DuX2/LtASD5h5MRMjN0SzW9mNrf7EHu1nZ+eN1spuagXPnyCiK8RvGlaVRdeb4RvGBGBCBAD/JuLb8NZDnNHQDO+2Dxlxc7t/MzLYii6mpe2Fc1YfwzCMahHqACDA7ETSv4kYmQZ3b+H5556zVrZhGEYZCPWsDOfHB/jVgYOsGFD40Fdt2j3DMIwROL5uHd1XLueCptglxZQPdQ8AxL+8YzcRDcMwRuT4unX03H0P2t9f9DbhDgBzLoLbN9ZahWEY7zE0nUaTSUgm0VTKT6dSaCoVyEtBqlDalU2m0NRQOq9szvq8dNLtL5Vk8r799HR2FlyfW1aTOTpdOr5nDyRLG9ol3AHAmJAcX7eO3u8+SLKnB2/2bDpuv422lStrLcsIoOn0oOEVNLccI9RkYnijyzHF2NYtvHPsWEGjG8kIhzW64HYFymZtl2OKwXTHwADbwTfJcUyEVRYaGpBIBDwPiUSIqXIyFnN5ESTiFUj7nxKJINEoEotlrY93d5cswwKAUVZyu6HJgwfpudt/CSxMQUBV840ux/Qivb3Ed+/OMrdRW4TJZMmtv7EYXfuxY+x9+JEc/cWbIumRJ30fD20UOc9rNDpoaEFzK5QuaIqNTUNpLwJufTAd3O7NgweZN3++W5+znecNk5+bl5PO6HN5WZqHWx+JIDnTkZZjQpjuK5eTPJg3x9aIhDoA9G/dSveVy60FWSFUFdLpIWPImEOwC5xM5BteIlmgu+ub1+H7vpl3DVL7+zn0jb8jeeRothEmE7Tu2cPhrhdL7PKW3j3OM8BUatT6mQHsrlDdA8UbXQFTRISG5lhBo8s2xXyDHH59vvkFzWtwfdTLzw+Y3osbN7Jk2bKCpjiYruB8zMOxvbOTjvfwE4Qdt9/2HrsHoNVrQWaZYSJRoEWYJO/aoDO9jBk2btvGuyJ5+QW70K61mGdgiQIml0zkG17OtppKQqFtXf7M/tPsaIjkfZ9qkT5xgt4HHsjObGigpaGB3wVbgoVahcO06KSpkYZIS1FlRzPFQi2+17t38v4LLxy9xTfSes/Lzs98NjSMe0rI3w+pmaX27SM6Z06tZdQdGX/s/e6DsHdvUduEOwA4tL+fnq9+jVMv/IYpbx3grbXrxmaGQRMv0OodL+3AMKPhj06whVTQBL3CLULPyzfC3NakF+Hg4V7eN29eTr6Xb4xeNM8kfRPLN8+8fM/jzVv+kuSRI/lfb9YsFjz5ZF43OMzztPZ3dtIWUm2GUYi2lStpW7mSrSKbiilf9QAgItcA3wMiwKOq+q1ittO+Pk698ALRxAD9h3vzzdAr0CqMegVagLlG6kwvxzCLNr1Al/jlV1/l4ssuyzLSfBPP6Qp73rhbg8Wwo7OTWVUws44vfymvGyqxGB1/80UirZNG2NIwjGpT1QAgIhHg+8AfAQeAl0RkrapuK1T+xOR5PL/kXs7ZvZa53kEWPrOBzs5Ofi+krbLEqVM0L1pUaxk1pW3lSva8FWHTS/30e23Ekse55LIYbSuvrbU0w3jPs7PrEC888QZnzjg3lC+CfQDY5eYTRkR+DqwCCgYAgHhsOq+fdyPtl1TuqQWjfOzsOkTXthaS0RgA/dGpdG1roKXrEOdebjN/GUal2Nl1iGd/+jrJgeK9UrSKz8OKyMeAa1T1Frd8E3C5qn6uUPl5M8/Tv/3oD/1tG4S2mc309fXR0tJSNc2lMBZt1Rrd4lRfH5OqUG/He0+TTucfUw0NQltHc8m6ynV4FnWc5xQ5ffo0zc3NIxUZbmdF6xrrv+nv7ycWixUlSIsrNG4yeuPxOE1Nwwy2WETdFFfHpRdJDAwQbWwsWU9Rcor5NyOUSSQSRKPRcf1W8dPJwXX3//tn2X9kx6juUu0eQCFBWV9HRD4DfAbgzBnnDhVKK+mmPrxIkrRX5IxYVaZkbVV8F8WblCRVhXob7vHydFpJRfP3X5SuMgXJov5NoJAXTUL09HCrKy5opNWNzUkavP5i/k1R+yobApJI4o1zWotKfKdIIkG0kK4qDjE2XIMvMZAg2lh4XbHES38PrOoB4ABwZmB5LpD15oKqPgI8An4PIJPfOq2Jm76yLNRPjZg2eOwrz/Pu2/G8/NZpTdx017Ka6RoLpm1shFVbWHVBebQNd+6NRLXfxngJWCgi80WkEVgNrB1tI6+xgaWrzqm4OGP8LF11Dl5j9mFlv59hVJ5C595oVLUHoKpJEfkcsB7/MdA1qrp1pG1apzWxdNU5dgNxgpD5nV544g3efTtuv59hVInguVcsVX8PQFWfAp4qpmzHWZO5+b78ywZGuDn38llm+IZRAzLn3ie/ubOoF8FCPSGMYRiGUTksABiGYdQpFgAMwzDqFAsAhmEYdYoFAMMwjDqlqkNBlIqIHAH25WTPAI7WQE4xmLbSCasuMG1jJazawqoLyq/tLFWdOVqhUAeAQojIRlW9tNY6CmHaSiesusC0jZWwagurLqidNrsEZBiGUadYADAMw6hTJmIAeKTWAkbAtJVOWHWBaRsrYdUWVl1QI20T7h6AYRiGUR4mYg/AMAzDKAOhCgAiEhORF0Vks4hsFZGvu/z5ItIlIt0i8gs3lDQi0uSWd7n1Z1dBY0REXhaRJ8OkTUT2ishrIvKKiGx0edNE5Gmn7WkRaXf5IiIPOW2visjFFdY2VUQeF5HXRWS7iCyttTYROc/VVebvhIjcVmtdAX23u3Ngi4j8zJ0bYTnWbnW6torIbS6vJvUmImtEpFdEtgTyStYiIje78t0icnMFtX3c1VtaRC7NKX+n07ZDRK4O5F/j8naJyB3l0DaIqobmD39unlaXjgJdwBLgX4HVLv9HwGdd+q+AH7n0auAXVdD4ReBfgCfdcii0AXuBGTl5DwB3uPQdwP0ufS3wX66+lwBdFdb2GHCLSzcCU8Oize0zAhwCzgqDLuB9wB6gOXCMfTIMxxpwIbAFaMEfTfh/gIW1qjfgCuBiYMtYj3tgGrDbfba7dHuFtL0fOA/oBC4N5J8PbAaagPnAG+64jLj0AnfubAbOL1v9VepAKUPltQC/BS7Hf0HCc/lLgfUuvR5Y6tKeKycV1DQX2ABcCTzpDqSwaNtLfgDYAcx26dnADpd+GLihULkK6JqCb2YSNm2BfVwFPB8WXfgB4E1nSJ471q4Ow7EGfBx4NLB8N/DlWtYbcDbZJluSFuAG4OFAfla5cmoL5HeSHQDuBO4MLK93v/Hg71yo3Hj/QnUJCAYvsbwC9AJP40e/d1Q16YocwD9BYOhEwa0/DkyvoLwH8Q/2zMy300OkTYFficgm8edVBjhDVXuchh6gI1dbAd3lZgFwBPhH8S+dPSoik0KiLcNq4GcuXXNdqvoW8G1gP9CDf+xsIhzH2hbgChGZLiIt+K3qMwlBvQUoVUstNOZSE22hCwCqmlLVi/Bb2x/A7zLlFXOfo04yXy5E5CNAr6oGJ1oYaf9V0+ZYpqoXAx8G/lpErhihbDW1efjd4B+q6mLgFH63fDiqWm/uOvp1wL+NVrRAXqWOtXZgFf6lgDnAJPzfdbj9V02bqm4H7sdvnP03/iWJ5AibVPs8GInhtIRBY020hS4AZFDVd/C7SUuAqSKSmb0sOJH84CTzbn0b8HaFJC0DrhORvcDP8S8DPRgSbajqQffZC/wHfvA8LCKznYbZ+L2qLG0FdJebA8ABVe1yy4/jB4QwaAPfWH+rqofdchh0fQjYo6pHVDUB/BL4A8JzrP2Dql6sqle4/XQTjnrLUKqWWmjMpSbaQhUARGSmiEx16Wb8E2E78CzwMVfsZuAJl17rlnHrn1F3oazcqOqdqjpXVc/Gv2TwjKreGAZtIjJJRCZn0vjXtLfkaMjV9gn3VMQS4Himy1xuVPUQ8KaInOeylgPbwqDNcQNDl38y+6+1rv3AEhFpERFhqM5qfqwBiEiH+5wH/Cl+/YWh3jKUqmU9cJWItLve11Uur5qsBVa7J7rm499YfxF4CVgo/hNgjfjes7Zsey3nzZgy3DBZBLwMvIpvYPe4/AWuMnbhd9WbXH7MLe9y6xdUSecfMvQUUM21OQ2b3d9W4C6XPx3/pnW3+5zm8gX4Pv79ldcI3IyqkL6LgI3ud/1P/Cctaq4N/0GDY0BbIK/mutz+vg687s6Dn+A/HVLzY83t73/xA9JmYHkt6w0/+PQACfzW8l+MRQvwaVd/u4BPVVDbn7h0HDhM9g3eu5y2HcCHA/nXAjvdurvKWX/2JrBhGEadEqpLQIZhGEb1sABgGIZRp1gAMAzDqFMsABiGYdQpFgAMwzDqFAsAhmEYdYoFAMMYB4E3cw1jwmEBwDAcIvIJN078ZhH5iYicJSIbXN4G9+YrIvJjEfmOiDwL3O/exF4jIi+5Ae9WuXIXiD+/xSvufyys6Rc0jBzsRTDDwDdr/DF3lqnqURGZhj+PweOq+piIfBq4TlX/WER+DMwAVqlqSkTuA7ap6j+7oUxeBBYD3wJ+o6o/da/xR1T1dC2+n2EUwgKAYQAi8nlglqreFcg7ij+ufEJEokCPqs5wAeBZVX3MlduIPxxDZlTMafjj9y/Gf73/n4Bfqmp31b6QYRSBXb80DB9h9GF2g+tP5Wz7UVXdkVN+u4h0ASuA9SJyi6o+M36phlEe7B6AYfhsAK4XkengzysL/Bp/9EWAG4H/G2bb9cDn3cidiMhi97kA2K2qD+GP4LiocvINo3SsB2AYgKpuFZG/B54TkRT+qLRfANaIyJfwZzX71DCbfwN/bohXXRDYC3wE+DPgz0UkgT/n8L2V/RaGURp2D8AwDKNOsUtAhmEYdYoFAMMwjDrFAoBhGEadYgHAMAyjTrEAYBiGUadYADAMw6hTLAAYhmHUKRYADMMw6pT/B0roySxvd689AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_mean.drop('MPI_Barrier', axis=1).plot(marker='o', grid=True)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
@JiaweiZhuang
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See geoschem/GCHP#44 for details.

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