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@verasativa
Created October 5, 2020 14:48
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Entendiendo como se calcula la marea de castro\n",
"\n",
"## Importación y orden de datos\n",
"el archivo `data.xlsx` contiene un copiar/pegar de https://shoa.cl/php/mareas.php (para Castro, Chiloé.)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"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></th>\n",
" <th>0_1</th>\n",
" <th>0_3</th>\n",
" <th>0_5</th>\n",
" <th>0_7</th>\n",
" <th>2</th>\n",
" <th>4</th>\n",
" <th>6</th>\n",
" <th>8</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2020-07-01 03:47:00</td>\n",
" <td>2020-07-01 10:11:00</td>\n",
" <td>2020-07-01 16:32:00</td>\n",
" <td>2020-07-01 22:41:00</td>\n",
" <td>1.47 B</td>\n",
" <td>5.31 P</td>\n",
" <td>1.46 B</td>\n",
" <td>5.00 P</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2020-07-02 04:46:00</td>\n",
" <td>2020-07-02 11:09:00</td>\n",
" <td>2020-07-02 17:33:00</td>\n",
" <td>2020-07-02 23:42:00</td>\n",
" <td>1.35 B</td>\n",
" <td>5.61 P</td>\n",
" <td>1.16 B</td>\n",
" <td>5.13 P</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2020-07-03 05:41:00</td>\n",
" <td>2020-07-03 12:02:00</td>\n",
" <td>2020-07-03 18:28:00</td>\n",
" <td>2020-07-03 00:00:00</td>\n",
" <td>1.25 B</td>\n",
" <td>5.86 P</td>\n",
" <td>0.92 B</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2020-07-04 00:36:00</td>\n",
" <td>2020-07-04 06:32:00</td>\n",
" <td>2020-07-04 12:52:00</td>\n",
" <td>2020-07-04 19:18:00</td>\n",
" <td>5.23 P</td>\n",
" <td>1.18 B</td>\n",
" <td>6.01 P</td>\n",
" <td>0.77 B</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2020-07-05 01:26:00</td>\n",
" <td>2020-07-05 07:19:00</td>\n",
" <td>2020-07-05 13:37:00</td>\n",
" <td>2020-07-05 20:04:00</td>\n",
" <td>5.27 P</td>\n",
" <td>1.17 B</td>\n",
" <td>6.05 P</td>\n",
" <td>0.75 B</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>87</th>\n",
" <td>2020-09-26 03:25:00</td>\n",
" <td>2020-09-26 09:47:00</td>\n",
" <td>2020-09-26 16:25:00</td>\n",
" <td>2020-09-26 22:39:00</td>\n",
" <td>2.23 B</td>\n",
" <td>4.75 P</td>\n",
" <td>1.63 B</td>\n",
" <td>4.51 P</td>\n",
" </tr>\n",
" <tr>\n",
" <th>88</th>\n",
" <td>2020-09-27 04:36:00</td>\n",
" <td>2020-09-27 10:51:00</td>\n",
" <td>2020-09-27 17:17:00</td>\n",
" <td>2020-09-27 23:27:00</td>\n",
" <td>1.89 B</td>\n",
" <td>5.07 P</td>\n",
" <td>1.29 B</td>\n",
" <td>4.89 P</td>\n",
" </tr>\n",
" <tr>\n",
" <th>89</th>\n",
" <td>2020-09-28 05:26:00</td>\n",
" <td>2020-09-28 11:37:00</td>\n",
" <td>2020-09-28 17:57:00</td>\n",
" <td>2020-09-28 00:00:00</td>\n",
" <td>1.51 B</td>\n",
" <td>5.39 P</td>\n",
" <td>1.02 B</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>90</th>\n",
" <td>2020-09-29 00:05:00</td>\n",
" <td>2020-09-29 06:05:00</td>\n",
" <td>2020-09-29 12:15:00</td>\n",
" <td>2020-09-29 18:30:00</td>\n",
" <td>5.21 P</td>\n",
" <td>1.20 B</td>\n",
" <td>5.62 P</td>\n",
" <td>0.85 B</td>\n",
" </tr>\n",
" <tr>\n",
" <th>91</th>\n",
" <td>2020-09-30 00:38:00</td>\n",
" <td>2020-09-30 06:38:00</td>\n",
" <td>2020-09-30 12:48:00</td>\n",
" <td>2020-09-30 19:00:00</td>\n",
" <td>5.44 P</td>\n",
" <td>0.99 B</td>\n",
" <td>5.73 P</td>\n",
" <td>0.78 B</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>92 rows × 8 columns</p>\n",
"</div>"
],
"text/plain": [
" 0_1 0_3 0_5 \\\n",
"0 2020-07-01 03:47:00 2020-07-01 10:11:00 2020-07-01 16:32:00 \n",
"1 2020-07-02 04:46:00 2020-07-02 11:09:00 2020-07-02 17:33:00 \n",
"2 2020-07-03 05:41:00 2020-07-03 12:02:00 2020-07-03 18:28:00 \n",
"3 2020-07-04 00:36:00 2020-07-04 06:32:00 2020-07-04 12:52:00 \n",
"4 2020-07-05 01:26:00 2020-07-05 07:19:00 2020-07-05 13:37:00 \n",
".. ... ... ... \n",
"87 2020-09-26 03:25:00 2020-09-26 09:47:00 2020-09-26 16:25:00 \n",
"88 2020-09-27 04:36:00 2020-09-27 10:51:00 2020-09-27 17:17:00 \n",
"89 2020-09-28 05:26:00 2020-09-28 11:37:00 2020-09-28 17:57:00 \n",
"90 2020-09-29 00:05:00 2020-09-29 06:05:00 2020-09-29 12:15:00 \n",
"91 2020-09-30 00:38:00 2020-09-30 06:38:00 2020-09-30 12:48:00 \n",
"\n",
" 0_7 2 4 6 8 \n",
"0 2020-07-01 22:41:00 1.47 B 5.31 P 1.46 B 5.00 P \n",
"1 2020-07-02 23:42:00 1.35 B 5.61 P 1.16 B 5.13 P \n",
"2 2020-07-03 00:00:00 1.25 B 5.86 P 0.92 B NaN \n",
"3 2020-07-04 19:18:00 5.23 P 1.18 B 6.01 P 0.77 B \n",
"4 2020-07-05 20:04:00 5.27 P 1.17 B 6.05 P 0.75 B \n",
".. ... ... ... ... ... \n",
"87 2020-09-26 22:39:00 2.23 B 4.75 P 1.63 B 4.51 P \n",
"88 2020-09-27 23:27:00 1.89 B 5.07 P 1.29 B 4.89 P \n",
"89 2020-09-28 00:00:00 1.51 B 5.39 P 1.02 B NaN \n",
"90 2020-09-29 18:30:00 5.21 P 1.20 B 5.62 P 0.85 B \n",
"91 2020-09-30 19:00:00 5.44 P 0.99 B 5.73 P 0.78 B \n",
"\n",
"[92 rows x 8 columns]"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"\n",
"# Como viene una columna de vecha y 4 de hora, hay que parsearlas convinadas\n",
"rdf = pd.read_excel('data.xlsx', header = None, parse_dates = [[0,1], [0,3], [0,5], [0,7]])\n",
"rdf"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"ename": "NameError",
"evalue": "name 'col_map' is not defined",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-2-ce8092897445>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mrdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'0_1'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrename\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcol_map\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;31mNameError\u001b[0m: name 'col_map' is not defined"
]
}
],
"source": [
"\n",
"\n",
"rdf[['0_1', 2]].rename(columns=col_map)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"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></th>\n",
" <th>datetime</th>\n",
" <th>rheight</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2020-07-01 03:47:00</td>\n",
" <td>1.47 B</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2020-07-02 04:46:00</td>\n",
" <td>1.35 B</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2020-07-03 05:41:00</td>\n",
" <td>1.25 B</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2020-07-04 00:36:00</td>\n",
" <td>5.23 P</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2020-07-05 01:26:00</td>\n",
" <td>5.27 P</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>86</th>\n",
" <td>2020-09-25 21:28:00</td>\n",
" <td>4.16 P</td>\n",
" </tr>\n",
" <tr>\n",
" <th>87</th>\n",
" <td>2020-09-26 22:39:00</td>\n",
" <td>4.51 P</td>\n",
" </tr>\n",
" <tr>\n",
" <th>88</th>\n",
" <td>2020-09-27 23:27:00</td>\n",
" <td>4.89 P</td>\n",
" </tr>\n",
" <tr>\n",
" <th>90</th>\n",
" <td>2020-09-29 18:30:00</td>\n",
" <td>0.85 B</td>\n",
" </tr>\n",
" <tr>\n",
" <th>91</th>\n",
" <td>2020-09-30 19:00:00</td>\n",
" <td>0.78 B</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>355 rows × 2 columns</p>\n",
"</div>"
],
"text/plain": [
" datetime rheight\n",
"0 2020-07-01 03:47:00 1.47 B\n",
"1 2020-07-02 04:46:00 1.35 B\n",
"2 2020-07-03 05:41:00 1.25 B\n",
"3 2020-07-04 00:36:00 5.23 P\n",
"4 2020-07-05 01:26:00 5.27 P\n",
".. ... ...\n",
"86 2020-09-25 21:28:00 4.16 P\n",
"87 2020-09-26 22:39:00 4.51 P\n",
"88 2020-09-27 23:27:00 4.89 P\n",
"90 2020-09-29 18:30:00 0.85 B\n",
"91 2020-09-30 19:00:00 0.78 B\n",
"\n",
"[355 rows x 2 columns]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Renombramos las columnas y concatenamos en una sola tabla de timestamp y altura\n",
"col_map = {\n",
" '0_1': 'datetime',\n",
" '0_3': 'datetime',\n",
" '0_5': 'datetime',\n",
" '0_7': 'datetime',\n",
" 2: 'rheight',\n",
" 4: 'rheight',\n",
" 6: 'rheight',\n",
" 8: 'rheight',\n",
"}\n",
"frames = [rdf[['0_1', 2]].rename(columns=col_map),\n",
" rdf[['0_3', 4]].rename(columns=col_map),\n",
" rdf[['0_5', 6]].rename(columns=col_map),\n",
" rdf[['0_7', 8]].rename(columns=col_map)]\n",
"\n",
"edf = pd.concat(frames).dropna()\n",
"edf"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# Eliminamos los 2 ultimos caracteres del valor de altura y lo convertimos de str a float\n",
"edf['height'] = edf.rheight.str[:-2].apply(float)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7ffc95af8b80>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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NGrOoGWKzQOUbYO+B0UL1HnDm63/f/zJe2BuOJl/PHVVTGGod5sInvMRFoy4WacWpJ5M+3FEfFENZeSNSh+Hxn+WX4aiLbz3witGFzN80WQ1DPW9Ku/S1RuItZ80CAExuT1eMcJiM+snNh2qKH3dHfcQv/LReUBlImb8nmy+FwX7zgVfwm3VmO+lCkQoXxtilkBNCthNCNhBC1hFC5BkQEUErPM/HcDUKf/eLNVj6xT9iYCSnFfXhd/KrjFq9MAVlXDff/zJWfOtx3+OcxYcPUXN+i8qZmEiQWDRD4HHqjE4ApfHlNCQck2usUKT4yx8/g9uf3RV4fCa+jLEMVfy6y1BLwhkPHDfryPKff3wJ7/7Bn5XfFTVM7pYrKKVnUkqXRzYaCbTC8/gU8phcyOvK/fWOj+SlRphlx37jdgycpzwq974jgyVDGlUZRme6+ZtGh1EDwKtiqFOzcHYKKumD38WpkM2XJK1aDGzU0kfvTSvxju8/Ffrnho2CYt5Zti3z2Zga6v3HR7BLUJo3roa6YdC5KL11neO3NRyVpO2a1HBwGJ63Roj7996/sRQnHNRhowt+G5rVYNRAPCM/WOhIHyZkIAzDOhqg1ocpmqHHolL6KIqNM0uGDh43l59EJMsv4SlM6BpqCuCPhJDVhJAbRAcQQm4ghKwihKzq6+sLb4QIFvURF42ahTwzUR5HzUPmTOQNwUiu9Hg4gpoO7pR3seSU9mHU58ybDKCa0LOl70RdmoTqQkf6MGmcwDq2ah0TEM/ru15QzXu+QCtp/7IdiCmjBoDRXBNo1AAuppSeDeANAD5KCLmMP4BSeguldDmldHl3d3eog9S5Ifw6pcQBOlEffidf5kyUadTOcb03rcR/P+2towLAuDUWez74eXa+T1UjAwAWn9QBADhzTil1+29/vhr/u85ZiiroRH2YXGOiG90U9Q6/jCtUTtxcoSjcdbJzN5gt4MSo3GEvgihZLXbSB6V0b/n/gwB+BeC8KAfFQ2eL2QxlToOkkPPISOKoPb0Xy4/ZKmmf+ZU3weD5Pf049V/uw/5+fZbhDicUx1Gbon84VylaFQc4i1FYzsQw2JeJ07kZEFQ4UBG3XIEKHe58uKopqy7SxvZl9TXUhJAJhJBO528ArwPwfNQDY6FzUXonUf8y+Pd7NkrZZpiQheexz/vFZsqkDy+zLUi/8923/LmSRLGv3NZpb/+wz+jF4w1rJxNFLYZaoJO4YxJHa7KAfeKX6/DnrYeVnxEXZ3kQpBNOdm2w36Ca93yxyqhVztdA8oePXyhK6DDqkwA8TghZD+AZACsppfdFOyw3glTPM7kx/vDCfnz7wVci61TsQC+OOqgz0f3YIR2iLfdTAiNgsjVnt4GeGisBDUgY0oAMT245hPf88M/KaAEeoUsf3Lz85Ilt+NSdzwmPvXvtHrzrFm84WFYS0RAFPn33hspiHjbSKXl2rQ5U4Xn5Aq3sOlX1u4M4FD1yYx0XS98EdUrpVgBn1GEsQhSKFDr3V63Mbm//CNbuOoaz5042ep8JdJyJgeOoJRfNiGaGou5xgNuohpVoE0XzUQcPbjyIJzYfNnKsVg118MYBLPjz88XfvQgA+I+3LQv0Gey8R0EwfvFMdDvMjIRs6EK14GYLReGuMwxG7UeOokTsw/N0J8PbOMD/ffz1fU9ItXkf2HhAWPBJxhpNajhUGLWmgdRlqmaMWiF9SG4+lTHJF4pai3FQ7BDEwDp4ZvsR4Q7DMcKq0pVGGnUI7EtmeJpNr5aRDV2o5j1foJrSRxBG7V7oraFmoDsZ3sYB8ovA2c7yF/i9z+8PhZ184NZVuP4HT3ue1wrP84nNlLER2e/VZcomjFbpTJT8RpUxiVqfDtLJxDknquAVo/A8xfzmCkXcu2Gf77UnSyFvtggQp1Z50POuTngRR33w33VgYAT/cPtaXPy1B4Wfc9XNj+C2p3e4nou7Rt1Q6E6GpyiTwjC0pkvFd1gW2ZJKYM+xYazbdSzAKPUgK5SkYqg8nCJvflEflc+OhFEzGrUkPI+HyphEaagppdipYNQyaJXWDSnh5eGX+vC3t63xTU5yp5B7Cw7FGYdPjOKeDe4da9DCYeqEF1qJ4VdJigePj+DX6/ZizzGxE33n4SFs63Mv8Fb6UEBf+tBPIW8rG2pWs7xo4VSkk8RzMYUJuTPRfBure9HoMmUTRj2qYNSycagNdXT69MGB0Uryjwl0IjpMOryozqtTN8Xv3Mu28nHMwuVx5+rd+Mhta1whmEHHrU54KaKlIg/Kdx060gd/v1rpQwFdtmCy2jmMmo0x7mpL49KTu3HPhnDkD50xOjCJo5YdJ7vJdY2UCatlL1hdZq8yQlEywu2HgjVw1QsJNZA+FOdB9xzJjHM9GPWLe4/XdF84CSZ8Y+cg8E14KUeVqIpY6WTB8oaZP4dW+mCgqwN6GLViElvTpZ89wkUBXLO0J1L5Q68etd7v5ctcSqUP3agPg4gI9rt4Vik7XSbSx2Vffyi00DCVI1GFIF2FVBhVHKsbjSLLTMyGkJ6uwq4jQ7jmW4/hkZeDl4YQJTOZhEuyUBXDysmciczfna0prcXRw6hDinAKgtgbam3pw2ASHa8zf7Jeu+SkSOUPnS7khSKFzo6a1/fk0kcUjFrf+elAaai58xBEU5Zh5+GghlqnWUU4CS86iySlVNoJKGpn7GC5PnotvRWHQqw5U1DFUReLvrU+Tupq9bzvrtW70XvTykpPTcB7XXoYdR19A7E31LrbOl2tFAAISieSv0EmtqVxyaJpuGfDftHbAqHAdkKWhefxIW4allr398oq9nmOMzHUbBy1pk6r+vwoNertiogPFaPTS7IKJhfx0DHUhSJ1hZOq/ARRYaiGFP+REMsDqH6vSxKSGOrpnS2e9z2xuRROy3Zk90gfVqOWI6hmq/M+0Q1y2syJ2GeQTq0CpbTitOjIpOSha7y+rmE0ZbU9eOgaYBPpwx31oSvVNEajVrFz1W/WqthoWI9aBp0aJ97mzXL9NSoMKjoP+aEWI89Dd4F1S3TVxDkRoxbBLxPRatQMtMPzPFEf/u8bEVzgQRozHx3MovemlfjNuj2u51ftOFr93ISeMxEIVi1Q1ppJ1wCHlfAiQ73D8/71dy/iOw9tVjoT1YY63JtQaag1zhF/PTeikt7QaHBjG6b0oXImssRB5ugWMWoR+Hn1q1gZJaLtcR4CdAu3BGHUYVVre2HvcQDAHat24bozZ1We/97DW1zHyba/HnYcwJHF/l62bKnKCLJza5RCHsT5WWfp48dPbKv8fVJXizAcS2Ugw97Wqs6DjqHm61m7a1PXp+pgLYw6TOlDXT1P7j9xrsG2TBKdrSkMjKh/jzc8z9zGhIXYM2rdVStI4wCZcQornfmBTQfR1VpdC3XiqIHapQ/2t6sMBLujiCujzuaL+MJvnsehGprCzpsyQfi8yvNfT0bNzj1bbtbdoEHFqOukUZcZdbFIjWuYD+WCG3ke6up58vA/drHTkT94AmETXhTQvWGCMGpRWKhT7nRbwPhbFm3pJP7ywt7KY3mMsX5oYfUY+e9lDR+/vWdvfnZHYZbwIs9MlEF1PlSG+uUDA7j1qR01tYiaN1Xc9bxWjdoEutLHT5/aDgBYsbRHIW9QqdMsSjiM+q9/8iz+8c71Ru8NU6NWV88TExaAj/zwlz98E15i2IqrYTDJTGQNb1BGdHgwCwD4m5+uqmSMBcU7z52DSe1pAKVFQZ5ebe5NVkV9qGocsBcva6hMsvdYBijTxnkErfURxg0+d0oMDLUqjrr8G4ezBdxWJgpzprS7zok7eSOc0rKmcM7F3mPD+NXaPXjlwIDPO6oIU/ooKK459nrkd6YuQ92pwaj58DzLqOUwmQzWG1xrjOO2Q4P4+O3rAgflA8AHLplf+VudTWUu26gcHez7+fGP5osVhylrqIyKMjGfn1d8l2x8ntcUBnOoBl0UKDEnJxOVh1L60Lx+iprZeqr5dRj1XWv2oH+4Sg7YeVGVGahb1AfTvopS4P9yPhgVwnQmqhJelIyaeTw9DOnDoIRArYi9oTa5CFUnyRRffOMSPLjpIC79jweFRnbzwQHc8qj6Qp3DMDnVeILINl5nol5K8UiuUKl1whqqoHHUqv6JQDWKRjUmHbYZFPOmivVpwMeZqLlAh+FMdRbMXzyzE2fMnlipkCg7P/wi4sx7kIglE/C7m9+s26OsTHjf8/vxZDk+OdzwPIX0obgerfQRIYxiVQ06pfjhvRfMw+KTOrC3fwRv+95TrtcopfjM3c/jq/dsEt6AZ8yZhMsXuxv8Kg1VCHHUrigAH8dVq6AoVdA4aj/HpU6ReJUjc5C7wbf2nTDq7zhPInsA4UgfuscpnbrMOD5w6QKU87GkNVVkjDqjqJ0dBtioj+XzJiOVTOC7Clb95ZUv4kePb0OhSENl/crqeRpRH4CeM9Gza/XU+rCMugKTyXCYb5HqdYVRgRCCa5b2AECl9sfGfcex8/AQnth8GM9sN3NuKSMbFOxYF7pxtaP5orB6YNAU8rzP9zrp+kE16mFO+rjxjvX46j0bhcf+2+9f9PgVeqcFZNSa86Gb8KMbnveG02dU/pZp1LKCXM5cRwU2jnp6Vwvede4c3LVmN/YKSoUOZwvYc2wYFPq1THShrp7HhKbWyKjzRaotpUSN2BtqI+mjfALDWr2dVHMHn7hjPf7nH1/Czfe/ZPxZJow6yAXgZlzySI+RXEFYlMrEUMuKSIkW1ZaUBqNW6Lf8lnkkWxCG6q3ZeRQ/enwbPnWXuw+hzJEIqLVxfelDb95Uv9+J8b7uzJmu1l8jEkYti++tJ6MGgA9dvhCUArc8utVz7NZDJyrO/bC7y/tVz6v8rSiqNF3DmQhwO0bLqOUwYZfOxEU1gYdPjOJPLx7Amp3HlAZABJUhDKOTtyvSg7ug8lwCjKjMa1Dpwy+V2enmobtQ8b+dlz4A4HiZNa/fdQwf/tlqAMCJcvICn8QgC80D/OKow5U+dMjDxYumuR6z50Q1R2Fr1LJypkPZguu1WZPacN2Zs3D7szs9cdVsE4SwDbVf9bzq33JGPV2DUQPue8lb68Nq1BWYGK0ghtqkZf3ASB7DuQJmTWrDW86a5f8GBupWTPoFpWRwrfzc+/nojor0kQ1D+tCL59WVPvgFg5c+gKoxfu+PnsZ9L+xXLjKyZBdAvSXXLb2s60ORnX82Uoa3sy7pQ7Eghh31ITNAhSL1XCe9U0thhHz0yxamO4oq2cU0cQZQh+exZXdV0TEtKXEkEA9ZNFWxSGuKCDNF7A21iSF1jIbJSieq9yFCrlCs3Ngfu3KRSw90pIZUQj6dJtKHdvlMV9y4/EZmLzYZo87mi9qF4WVdyE1+o2x8vPEURQs4htr5btWwJ5bj2EUw2UXIoN3YQnIdq8bgctqqNOqQDbWJFCXDFk1GHUjmUya86MVR64KdiyBVI8OCtqEmhCQJIWsJIb+PckA8dBMqgOqWyOTk627L2C31W8+ZLXyts1VeOsUkPE07bb4oNpJKQ50rMFEf8uNUcEkfipRd3c9mtWJethEb6lwoXXiCtOjiocuoZedfZahHXAuiPPwybEOtmhdVXPveY8PovWklfvLENm3pI4ihVjFZ184jQH4CD57kOKhnaB5gxqg/DkDsbo8QQWQMk2QXXVbFRhOkOafN8YqhlrM3X42ayrU1+fvEtSD4G5d3GrZIOtzo1vtwFbDXDAvUXai8jNprGHIF7xY8CGTSh8l2vNbwPJX84pyfdJK4m9mGIJWpoLonVIz65XKm4p82HnSVYFC9J0himrLWh2uHp05Y0cGoZuRN1NAy1ISQ2QBWAPhhtMPxwkyjdqQPE73VnFF7XysZ8a6AjJpSLlA/QNcUWVEmgHOI5IpIEHHjBO1GuK6EF72LV8m2mc/j2ZfsJj/uk96/bPZEXHFKt/IYWdSHCfMK4kzko3BkcF5rSSWVC7GqzVcQqK4DNjtRhl1Hh5SLL4sgLFfVVNid8KJOtV+xrAcLu+U+jNL4xNm7sTTUAL4B4J8BSEdHCLmBELKKELKqry94bzUewZyJBhq1Jos8Piw3DFrSh8/vCNLg1r3NkzNbNsyLvdj4GyhII1zdjEie3bg/Tx59Ij+xteIAACAASURBVDPUfiUqdSAzIGaRRgEWVdaIZf3lotZ0oq7ORLX04b+Y7yi3P3OiUJTSR8iMWnUfBZI+JNmh9YyhBjQMNSHkWgAHKaWrVcdRSm+hlC6nlC7v7lYzGROY3DTOSmukUWtKH8d1GHWbXPrwuyBVjFgG2UWpyqgacf0dkFEbhOdpvaaUPtyPXypvr8Mw1DI2a+bA9j+2WKQupscaLlUdcIfxZ5IJZWnZ8A11bYzawZzJpdBIla4dhJmqa31UXyt1ddGrzS7DqGTXatIvMwzoMOqLAbyJELIdwO0AriSE/DzSUTGIWvrQ1ahVW23HaLRn5IzazwgGSX93aWYq6UPKqM2diZTKL9jA4XmShQQQh+cBqLmyoei7HJhJH/43LP957GKkYptORBIhRLkghq9R18aoAWBaRwsmlokLf52xCGI8VbU+vLXd9XZ8MrjvnRhr1JTST1NKZ1NKewG8C8CDlNL3Rj6yMgI5E40Mtd6xao269Joq38DvInGzY/OsOFXNDVlxH36R0lm02N5znjGEEJ7Hj0GU8ALESfrwv37488EaZx1nIhCf8DzdLi+Lple1X9liCwRLGtFtbgvol1aQwR31Ia5xUw/EPo7apHtFhVEbvEdX+lAxOJV+7cBE+jDWqKlaK5ZpwF7pw9zo5BQJBq6xaqaQexNeqo9ZJ1w4jFpmqA3IgUY8LT9nLCtVxlFL4tU9NSzqyag1+yYumt5R+VvpTAzEqPUSXgB1aQUdjHIhks4lWM+sRMDQUFNKH6aUXhvVYEQI4kw0uXC1pY9hf0atgp8RDNJV2jmOD773tLmXMGp+262jUfPH5DWdiX7ttipjyrkNM6tvsgYuSo3a6JrTIAWqcEll1Ics4YWr7VFXjVqTUS/srhpqlVwSzJkof4+nJZ9m+KgMnnvJuedCnnM/xJ5R6zCW6rHmRZlUhXlYqBicDrszMdSmcdR+UQCy7CrekaUjA6kK0wQOz3NJH+5FhSVPrJ9A5dzVhez3GkkfGtcnfz60NWpW+hDIXOmkfx2VIFA5OHU1ahejVsVRB3EmKju8KBh1jdJH6XHB87n1QOwNtYmM0WiNWgU/lu9cEMkEMQ754neC6hRyuZHQYdRBGxbo9kxkjRhvFNhdTSjSh+T3mrAlnWP5eR1yadTy96vKnCYIU/CqjtKHbtSHrvQRzJmoF/UBVJ30CVJ7ZiJQPQ9Wo+aQLRS1q4IFifrQD89TMGqNi9cv688ZezpJDBi1+Dj+IpL1RuRvSJ3MRBWjDuJMzHPFbUZdhto9r+w5YBdH3XZYPGRML8guToXA0oesFVe+6MqOraf0ocuoZzCF+ZWZiWHX+iiKDWsmlQiJUZuTwTAQe0OdKxS16+zyCS/O1lAF/RTy2rbashU4VSkD6qQLJwIlvLie12TUQaI+lBq1aksquUlMZIH+IUb6GM5Vwr/6NZy5PIpUnoZuVF9GJzwvqDNRmnlKuaJg4RoNdnfHQ5dRE4ZdhZ3womLUskqUfCy6LqQadZydiY2AiaHOc0WZ+JocImhnJkoYNYWuTFEQLhzODeec+EwyESjbTfW8rLAMv5uoOeojAKP2hhJWx8SH5vGMelpHqaawqJGAH5S1V0ykjzqF5/ESUyZCRu3sakQ0J0jvw9BTyDVrfQCMoU4la671AVQJlWXUHPIFirRmiyG+HrWWoa6x1seIIgWYBX9zOXDG6Iw5FbH0wccsU8PMLf5iZ1UHVfiT7IbkGQur2XqkD4Y5D4zm0N1ZMtR9A+aGOox+iYBeZqJq1xCIUecLLkZdz6JMqqiPQUnoXtiZiSppSlbfoyWVCEWjdh6HvTj6IfaGOlsoVuQBP/D1ibUMtXaZUzGj9isO5GA0XxT2tHPG6FwAJtIHfxypNEWVa8/sTVjk4q+DSB+u8Sgcv7mCuI8lz1hGVNKHy5lYG6NWdncJ2FBZfoyKUaucicwCyyVEOdcSpTT0bbhJHDW76MjOg+rzQq/1wWvUFUYdVKMWh7paRs0hVyhqGVxC3CeQEEBHMdFl1LKbQddQZyWGuiXlZtSZpP4FxR8ni6sdkaTBAuZ9E02a9PIQXdwq9u8nfUTGqA1u6FoZtUq/ddc/rl4/rDPRRE/XheyeaM8kPYz69md3ecbKQ8Woa+0PyoNSt4bNSophOBOzlV271ahdyHGOExnSiYTLA59OJjzNaUWotXi8rpMxWygK2//wsbBpE42aO05mqFV939ydyDUYdQ3sSPS6mlErpI+RHNrLDRAOncgqv1eEsKQPPY1aHp6nG/WRZXw1rN8mii24bEztmZRHoz5Rdi6KOpE7GMoWpJFbYTsTgZKvinfSZwJKH7KcBJPCXWEg/oY6X9SK3uCP0XVA1tqOSddQj+bU0kdFV0/pa9QeRp1yZBR5fDS/MMlC96TfGTCpRfa6auHgjQIb3cE2DwjCqFVhdUaGWkMmUe1iZNcfBfWE57kYNbcTCxMydjyhJSmN+th9VGyonegaZ1HlEcRQ+805O1cVRh1WeF75HoliJ6NC/A11UU/6SHHH6Bh3QD+OWgbdxAuWEbHgL6h0MqHd3om/SavbYd4wMIxaEZKnJ30ED7USMmqPEWOdiXLpA6jOfV8AjVoFo8zEAA5YnaiPPKfpZxnCki0U0cIxalEoXVCoGPVovihktLuPDgnf4/zWtozYUAdZaPwYda5APQQosPTBzUVV+rCM2oVcgXqMsAi8YdbVtesmfeSrLbBYpLkbTmfcDjyGOiVOKZaVagT0IxAq7w8gfVSZvkCjVhgxb9SH+7Ez94cCMGoVzIoymTPqoZy/oebPhYtRF4rVc80YorAguycmlI2tKERvt0T6cH6fzFCbGk9K/bt/5xm/ljP3tTJqR0phnYlhLo5+iL2hLhQpMhrsmO8ArmPwWlNJ7VofMugy6tF8QcyoORZscsPpOhP5OGo2JM/pMJJOkpqdibKY9xYJ0y99nlymUUkfQLXeR/iMOlyN2uPcZTVqiTNRFBbmXNOUes+1jh9HF1JG3VKqty4K0ZNJHxVGLZM+DJmpn5EGSuTO46RPJQK1LBvl5pet9aG7aw8DsTfUgJ7RdRiGA50LtzWdqJ9GLYn6SCSc+h5Vg6kL/iLn2TlQ+mz+N7KvOx7+Fs1FSyl9SC7eqrbqfa8qGYQPBZNJHwMjeaO0bz+EXY+an5ehXPWaGZEsfEJGzdwHvMxlshPzg1SjLrNikU4tM9RDFelD3FTDpIwxoHdu8sXqfLOGupbwPMfwO+sEK6/UA2PHUHsYtb/Ba0sna9aoTcLzRFEfgNNlOoj0wUV9pLzMtTXlTZ11Jb1kqxeizGiwKP0O8RhlIYisE0z0HqBUNIfCbbhYiaBIaSXCwAG7SB4OEPkhg1nCi4704d5NuTRqCaN25IcWZu7YueXnVHZOgkClUQPeImAAsEfGqMufJXUmGrJcnQWZNaKV+QloVEcr58E7/jDlJj+MGUOdCqBRt6aT2hq1TI/SLbdZCs8TjynDJLnoZmECXoaaSSZAuSSWFsFvHM0X4Pwch1G3pvUYdZHKjUK24GOohdJHsfL9+YJbfxzO5iva4MBIHnztpYHR6iIZJERPBhNDrWNoeCPLng8ZUWCZXKHcVYc1DI2QPia0iI0tUEp2ES3Evs5EQ5ar4xNgcy/YqI8gYOue8CGGllFz0GHHQTTqlnQSI/mCVrUOWYfxgZE8OlrkvRIdUCq/WDKpauy07iotKocqymosMWo+0qNY0QyHGUatuzVsUYRaieZdFfPLGiTeaA2OFtBevsFFXXRYRh0kRE8Go4bKmkWZWEamSgBx4DC51nTSlV3ngF/8wmR3MulD1RMUAPb2e1m1rzPRlFHrSB8FCkLcO9WghtohQ4R4CQovt0aJJjHU5lEfOhduWzrhadYqg9xQ56Sv8ZCNKe3SHvVOPnsRVp4TyBwt6aRQ+nBuHOdGyqT09fowpQ/HIIm+fyhXqBgHXmIixG2og6SRy5z24Se8uOdFR25jdzoiWawa1llHRi0xtg5kOjWgkD4MGbWOM9GRR9LJRM0LGXvv8PKHZdQc9Ay1+WrXWr54dAxUV2ta+PzASF76Gg9ReB7gvsl0QhGBclwoZyQySeJ5TsSUR/OFykU3wjA33TKQMqMgi/pQatSMoeEN2HA2X2HUfMRHRyblummDMOpWifHQ9egTopfwwi5glFItuc25JlvTCSGj9oZ1hsfuZD+p3WfnKNOpgfAYtc7CyOYk1LqQjeaLcLbc/GdYjZpDRsPoBtWoAb1Y6noxat2TX5JL3NEdCeJl2SKZwsmSTJCqQWgRsHEZZE5RGaOWJeJUxpJMIEGI5zwMjhbQ3uJIH265gJ3zllQiEKOWhYzpevTTiYRWKnG+WA0XEzlsRUXHRhgnVk7ACvnFL0xGXfpe7+f5M2px0gsQXhy1XnhedU5yIcyPc916pA9rqN0IxKi1DLVz89TGqLUNtcKZ6EBf+nAzZed9vB4tuuFG8wUQOM7UsqFm/vaD0pkoiqNWSR/5QtWI8Yw6V0B7Wix9dDLnY1pHS6BYahWj1qnYaFKS1jn3oigP0YLBMmoqYHQ8o85IFs+gEM2NzNgCpXOgcqw755GHaYafzvF5xt9TizORT9Tir3ueHEaJpjDUvKNQfIy5Ru1cjDqdnDolhnooW5C+xkManie4Af3AM2qZw05oqMtsjQ1PbE3pp67LDLWsgBaf1OMaC8PCPRp1Nl8xDrz0wS6O3Z0tODZk3uVFJkWxWYAqpJMJLecWUJ0DUVZfq8AAstEw1e+rXuOVxS8CZ2Lpe8XnUfY9sya3KT9PNtemjFor6qOiUZOa5qeFM9T8YmgZNQcdvdnLqPU1ah2oWHPtjLo6Vt2Tz1fZcz7buY6dcELRb2SNQCXqw2AuVEZMGPXhE0ft3BC8Rj2SK1ZCwo4P51zhUeycO3WpTVGz9CHwCcjQovCHiIxiVZKqjtHNqLkU8pAjEGT3RrskRG+2wlC3pZNSx615HLW/oRbtQILEmTtzP8rIgyxipVETQloJIc8QQtYTQl4ghHypHgNjoTMhgaQPg+1iV5ucNesyalV4nt8xPLzSh/giEl2gzs3Rmq4muZhcyLKdASAeP7+IsBjNF5VGrK0ifbidtuycd3dm9AbOQe1MjIZRiyI+RAtGZbudZo2z15dRMUphM2rJOZ4gCdFTGmqFZGIcR21g2EVRMibgdy1ejTpe0scogCsppWcAOBPA1YSQC6IdlhuBEl40U8h10RUCo5YZwyDheXx9XY9HuvxYtWtoy1RDv0zmQraNFY0DUBsRt0btvQnZqI+utuo8u6SPkBl1Nl/U0h9NNGrnN4piqGXjYN8HcIxacr7Dgux6aJcY3dmT1IxahGRCf0fiwKD5TmiGmg0hlX1+1PD9JlrCifLDdPlfXYuxahlqTsfWi6M2YNQK1qwy4q4xaTkTNTVqLo7aw6hTckbtgGVNKpbMQ/WZonlPJog0s9OvMYRjGLL5opRRT+sMZqhlxihfpNq7OFNDLWq9JVtMS5E51XkTZSY60A3r1IXsepCF6M2e3C79LJlxF+UChAnXTjVp7mzlCzF54qhDXhxV0PomQkiSELIOwEEA91NKnxYccwMhZBUhZFVfX1+og9RhmbxGV0+NWiWLsJAy6hCdifxjlQFmt6Rm0oeZoVY97/d5bDbcxDbWUNfOqGW6vLb0kdB3wFajPryMWnYdtio0UbcRSmj0MjKDbNckC9FTORNl0ocoFyBMyOZLF871IZKh+M+PGlrfRCktUErPBDAbwHmEkNMFx9xCKV1OKV3e3d0d6iCDMGqT8DwdqHToWuOoVUxJBp7N8at7S0X6UDBqxkCYLFqmGrXqeb/PY9kYy6jZXUxQRi11Jmp2FQoUnqepUQPec8IbZ9HzYUHqTJRo1D0TW6WfJft9mVQyMKPWCZ9kz2FN0oeksFPcNOoKKKXHADwM4OpIRiNBVEWZTCIdWH2Uh3Z4niwzkZU+NL33nqgPPoW+In24fyMrQbA3Y1iMWjbvqhuFfY0vfMOyMbdGzTgTAzJq2SKW1W5Wod/fsiJ9ZEXSh/i7+OtFprnW01DLCjOp7jeZ9JFJEiPNmYXIh8DLa7KFTRdVjdqJjIqxRk0I6SaETCr/3QbgKgCboh4YC72eiebOFRONOhxGLYujNg/PkzkP+cf8xcUa2TbmtaCGWnVzuJ7XlD74aAPWMMikj7AZdb4oTtzhYcKoZNJHOkmQlOQJ8HMhSngBotmC87KLA7/CTCJIpY8aFhhRbgXPsmt3JnLSR8zjqHsAPEQIeQ7Asyhp1L+Pdlhu6CUfmGvUJsZJ5jBMJoi2wZf9DvaE6yT3AN6bUxaex99wLqMYUPoQxfOKXpN9r+o1nl22MRltMmdi0FrM0vA87YbK+t/rLNK89KGad4/0ITE8UVRxkzJqRajd5HYxmWmTZCXWYuhEjFp2DwAB46jTbunDjxxFCd/lkVL6HICz6jAWKfQyE823JQlCtDs/yBh1Z2sKRNOVI61H7drG6lfPcz/mDHLaYdTuG6vECkpZfOwCowq548Eyi3QigRGwTk3x+HU16rZ0EkdRzTJ0adQSRg2UFkydOhAs5HHUetKHSaSFM79OXWnHiaZa5PlFq66MWhaepyjMNHtyO44O9XvfEwmj9l5nvPGuVR7i79e4x1E3HHrsxlyjBuRbPB6yE60re6g+I1B4np/04TBq7oZjH7s1agNnIvMZqptD53n+Nd54yqQPPtImiE4tNdSa0odOL8/qseJdgyoZRLXVdsdXh1vno1TLWfz7VYx6liSWul7SB4HbgLO/QVT43w9+hlp39xsGmsNQa5xQnt3osgzVjaKDzhY9RyIQrqFWbfPY13ldnL353dJHMI3abxx+z/OfxxtPl/QhSXgBgGkBshNlv5nSYM0qVGDPPavzqrJjtRl1yFvwllRCatTUjFpiqCULYtjSB/88+/kE5jsPfqFspPTRFIZaq5IZ70jQlBBMtFkRVNEgPMKOo3Z9BhuKlKzeaMkEV8yHZXMuZ2JQjZobR5DwPBfLdxsg1lnJatQdmZTLmARi1IrfHCTSSAWXE5chB6KCTJX3cNdmShJuZsLsdaC6J1SMetH0DuHzMjJUS59HmU1ge6fWalj54707HCt9VFAK5tdJeDHXqAGzeh8i6IbmAfIxBapHrYhy4efCnYEokz4CatSanXW0NWrmpua1TVb6SCQIOhhmGqQwk2o3paM/mzA09vezDLNNFefOzTObpVhrjLAKqntCFfUxoxxLfenJ07j3RMGoxe91LWbctWm6MCQTxLUg2HrUCuiyliDOREDNaHRgUjlP9kuCePBVRag8TECiS7OGyuRmZy9Yj+QUIDzPpVEzRoIvAMTr0nypU1Oo5B4dlhoKo1bV+ZAUZAJqjxFWQTUvqga3Dginm0gTXmox1DJGrZARa4mlBoKTwTAQe0OtOxkep1bIzkQZtNtwqQxVgDKnqrZA/G9v0WDUTgSMDtjP060DrmbUzJgy4oUE8M413zzAFCojGaRZhQp8ZIvobx7soqU832EzasWYYhNHLVkkVYSlljRyQKBZW0Ndhb5zTS/6gEetGrV25TwFSwkifSgZloJRy5yJpdfMFwndm0HtTGTGxPzNb5l5plc7o1YYaq3Y/YDSR0bTUKfl14XKT1ArVBm7OoyaRxTShyxJSOZMBGoP0bNdyBXQdZQEqUcNmEU7iFBrnQ8g2E2n2oapnCBuZ6I8IkQFl/Shm5moyajbMtW/+Ruc31Kzc7+gewIA4NQZndLv4aF0JhrWkvCDTKNWSW/u7i71Y9SqBZuXo95z/lzPeHjIEl7CjqPmnw+jFKyVPjShW0rQq1Hr3UQmaeQi1No0AHCfcN2IL34BU7HyVimjlh+ngko7rbXWh5tRqxdBdu47ymFjr+rpUr6HhcqZqBf1EUzXZxcg3fA83ngmFU6uWqGWPtyvfeGNp2H711YgoVjY5NXzgjHSVEIeXuCKNQ9Bo1Z1iamnoTYXnOqMoNKHPqOuk/ShWXFON8vRSPqQXGxeRm2uUbvT392RCa7x+cRRO51K2hQaNVCa7zPnTKr8zWP9rmPYc3QYz+32ZsjxUC1MUUofboduAv3D4vfI5hlw7y4ySf1yqzpQ+W0mKOKoz5k3GQDwN5fOdz0fdmairLY5wDkTU8HkUBbu3WjjNOrYG2qdGGpAP/qAR81x1CEw6lpX+tJnyBmWTPrwatTmNUtksb1+43V9bzpZKRfKjkkUs7vhi6+v/M0yaufzb31qh2roLqh2U3r1qINlJgbSqH12ZPmiXgd5HSgjUVIJaf/DztY0tn9thed5eZnTYIZOdW7UGrX5ve6SPgLKq2Eg9oZa92QGZdQqJ1/vtFLXivN6p0iPqbWxLRDshJuE57nSxhXORG3pQ6Kpq36HMyYR8WtJJard0NNi6UO0YC+bPRFLerqQJAQ9E9tw6/vPQ0dLEqfM6MLpX/iD7+9QR33ohOcZSB/s79IshiXrQM4jw8xfGFBdB4QQad9EGWTSR1BDp2TUCfn1GCg8j5WfPGVO6+dMjL2hDppSHYZG7Xzm1A55erK2Rq3pTNSFKgpAl1HzN1AQZ6Ju4oXzmqijRyaVqDS2ldXBEHXRuWZpD65Z2lN5fPlis4YVQepqu4+pnVGr2as6zl3UbTsM+O0yZZ3IpceHLH2o5l21w6ulE7no/bFrxdVI6N4MuvG8PGqXPsIIzzNfmc2iPiTOREUYnwoy7VS5GJVfE1W4a0klKo1t2zjmScvtOXXn2QR8FAmLsOOog4TnqZy2ADBaEJffrBV+Bq2jJSX1RYggc5gG1XhVNVZU12PoUR91LMo0hhm1pqEOeJGXHGclpjeSG/U9XseIsZ/t5xxSSh/JBIYZzVKWKp5KJpBOkkqXEt10enZhSSlqK7BQ16MWM8z2lhSGs6XfMVGzL2VYCLsetcyJq4o8kaX+O3B0/fAzE5MoUvn19+U3L8UkSe1p72clpBEh0TgTFRp1jZmJ3ua2VvqoILChjtiZ+LZzZuOUGZ2u96tMq4mjTcc5pGLNvGapqk7Xmk4iVyh1HdFl1ERWcyKgvCMzYu2ZJI6PlMam20A4LIRdlMklfWhWLWz1YdRRSh9Dgia8Di5cOFX7s1QhlkE1aqX0EbAok/PaL5/dhRXLqnKaUvqwcdRVaEsfATq8AMHLnE7taMGrT5kOAJjYnkZbOonvP7IF+/tHhMer9N8g+rrKeep1JsovtqCFmXS+l4V2CjlnqAdGSk0EOhRhYVFA5yY0YWgsq9TVqNnXwo4aUiHMuGyVtEMQTPZTMWp31Id+eN4l5UJSz2w/gmu+9VjFl9Kiyg61hroKbUbNJ7xo6ke8AV3BOKdEEF14E9vS+PH7zsXeY8N4+/efxK4jQ55jTIyYDkPyhgqxzFYeH83fhG2aEQgyaIfnSfpFlsYkZpjtmVQlSkR1c0YB3S7kQaBb60MWGqbbpzIoavXbsPAjQkGMncomBNWoHSb+mWtOxWjZX/LHF/a7PoOXcCyjZqB7IvmbRpUpxYLfen7nPWcLY0EBYPvXVmDjv4kbsF+4cCr++28uwMBIHkcGs9h88ITrdZMIAy02pzDuutXzSo/lRlwH7qYH6hAyGWSRKO2ZZCVWuZ43he73Be3w4ZfU48AVnqeI542zoZZFfDgIEjmhq1GrClnJcMmibvzhxssAAFv6BkMPAgiK2BvqoBq1LsK8KM+YMwl3fOhCAMCeY+50M5URDBJIz3vd08lERSM3kT5cfRMDJAS4GbVe9qXnNeb3sg60tkwSrz9tBhZ2T8DnVrzKeGy1QG+xDHaj6qeQM9KHYkEMexGrtf6N+7PCZ9Sq+PWUa56CLWiszKaULOsYnhd7Z6Lu9jLo6lZrrQ8ei08SFwUycyaa/5aWVLVJr6rXG58GG7QdlwOX88YgssVBOkmk+m17JolEguCBT77aeFy1IuxWXCxkNcG9x4l3SfyCGH54Xjj3RDpJfDN3g4xdlRHKvuZp+FxjeB4Pm0LOQL8edeMZtQqqk8pv5Uwq6DnGOZ1UGWpdZ6L5XLgNiLn0wX+nqnFAPRFm1AdvV1w9E3UTXlzaK9e5JKaM+itvWeprHIMYO1XHedYOhFKPOuSM4qDwvRMIIXMA/BTADABFALdQSr8Z9cAc6E6ubk0QHsp0Wef/EKQok4tE99gMY5zTqUTFU61MIfc0jxVnLcrAM0123nUb2Kqeb2XKnNbSePi//vrcmgy9zk2YJKVYer96SPz50AnPSyeJawEPuyC+Cvw1IjOKftCpZBiIUScTKEjCV5XOxEAp5PJrsJ4Obp0rOQ/gk5TSNYSQTgCrCSH3U0pfjHhsAPRlgKCrm0r6uGrJSQCAT7+hdn3UZNulu+hkUgmgnGvDGm3dDi+AvA6I9DsNaox4xqrxPPv5fo4oFa4oh07K4Lf4mlx3o3lvWjwLftegKvTjgD8XqprloWvU3Hc/9sohAMApBrW+dRFk7PoJL2FUz4uHG8/XUFNK9wHYV/57gBCyEcAsAHUy1HoTFXR1U62Y6WRCGgFiCpPKXUFKu7oMtSLqw+NMzJgxan6+VJlgLGQGiR8Pm0xTa+NhFfw+28SJ7Weo+aYBrCYvS2NXzXP0jLr6eZRS3LFqF5bPm4wF3eIu47UgGKPWS3hJJROuHQ//XY++3IeBkbxyxxCWXl8rjGaJENIL4CwATwteu4EQsooQsqqvry+c0SF6HShMD7cKUUgffO1dmfShar9lmvDCH6PSBF1j1dSoWeiGWAaB33nXltw0mLesIJMK/PhkFQuBaKWPNTuPYWvfIN6+fHao3+EgqEYtgzfxTb57GShnvX7oZ6ulmZhNw6gdEEI6ANwF4B8opcf51ymltwC4BQCWL18eWhXzqGMVM8lEKBo0i5Ond2B6l7uHn8kJD9KOSy19yBm1y1BrOFZVabRBsud009bDhl+0j678pHOuVO3PpO8xmOfQMxOZ8d65ehfaV8aupQAAGJdJREFU0kmsWDYz1O9wECTETRU44JE7mB2P7Pp8cNMB/HnrYeFr/HtUjswooTVLhJA0Skb6Nkrp3dEOyY2oGTUhJPQQvfs/cTlu++AFrudMWI/u4sRnq8kuSNYYp5IJFyNpM2TUqlDCILU+RO/58ptPlxanDwuqaIsE0ZfSdJoH+DHqv331QgDA1afPkI4vk0qAlot7RJ3w4uxyCpTid+v34ZqlPZGl8AfKTNTs8AKoE8Hee8FcLOnpwo/fd67081ShrvWETtQHAfAjABsppTdHPyQ36hECU48QPTNDbS59EEKQzReE36W62GT9FGXwVBBTbC1VY6g8L2DU771gHt57wTzfsQSB0+pM3TTA4FwZykUiUrBoeofHFyIy1PlylcOoGbVzTVAKnBjNhy57HB0s1W95bk9/oKQhWQdywMu2XT0UuXn78puXVv6+628vwi+e2Vlpklx5j+A8DGXDa9KgC50zfDGAvwBwJSFkXfnfNRGPq4IgF6EpGwta6tQEJiux7m/mb9hKIRmFMxHgEi4ME148GnVC7uRyjVXqTKyvs6a7syRJseyVh4mh1pFIWrhsSx3w5yKdTEjLmobNqNnPnze1HefPl3c4CoLvPLwZAPDi3uMBa33oJbwA7lKkqnozp8zoxBffdJqgPV2TMGpK6eOAZsfVCBCk8I0pC7/2jJlYND18jzaLKDRq/oKtatRyhyE/FtOEF287IrmTi4W0JnGda3g4/ohpHS3SY0z8IqZ1WfQ1ai+TOz5cYqI8iw/bULORKG87e7aywYIp9h4bxsrn9lUeBxm72pko322EEZ7XqCiQMZOZyML05v/MNdHXkWCN57DP1km3IDkf8icLQ1JLH4YadcA4ahka5UxUwUj6MDTUurHhPKNWOYuDJnupkC472d96TriyxzceeMXzPaZQV8/TL/+rA5H00QjE7y7hEOhExiSkhkUmlcCRoSwA4I5Vu5THakd9SJgfb3BVCTALuzvQ2ZLC9M4WLa2eZxS6ZU7lnxe/c2VmqHWkD3NGLUp4qYZfur8zTMbr4D3nz8NtHzwfMye1hfq5K5/bh3PmTa48DnLNqBYmE2eiDmQkp56V84AmYNRBnA31nkQdtKQSODFaitV8hSuBykN3RyAzKPwFyd/Iremq3rlkZhc2fOn1AIDj5SL9AHDohLi9mEr6CNbqKB4JBSxMrh+dGjPs+WgtM+pff/RiaZMJQJTwkkBOwqijQHdnS0XPDxMdLSl85NUL8YFbVwEIGEetTHjRj6PWgdxQ15dgxN5Qh701ahTYdG9FOzoAweKodZ530JJKYgDeAH/2oly381jl7zzTOdwb31sbo67HVtJh/ar2UizCZtSutPiyAT5zziRgjvw9ol2Rw6jjeH3r4obLFmDyhEzlcbDqeSrpI2yNWix91PscxP6MByklWW8HlQ5MLhL90q4BDbVEF2bnbe2uo5W/dx+t1tbmP1u3zKl0LMznnTlnkvH7dXBG+XNXbT/qc2QJYWvUznwnSKlhrx+mTsigZ2Kr67lMikhLBDQDTp85ERcsmIL3XzLf9bzJNeN0pDfKTFQke+mAX4gdw20ZNYdMimA4q5cJ5HTUjhPjmN7VioltaU/CgCODiFBrswS/i18mNxBCMGdKG3YdGca6XcewoHsCtvYNYuuhE9L3stJUEN+A83lh1VQRYdmsiehoSeGJzYdc+qgMJr9Dh0g4juTvXH82zpzrvxjd8/eXYgJ3vWSSSWTLcdRxur51cdGiabho0TTP8yZznav8fgONmkvI6u5swUldrfzbpCCECDN7Zf6hqBD7M24W01relih07b6BUazffUz6eti4dmkPnvr0lR5H3ba+Qel7dFmGjCH4vb+rNSVlZfffeDmuP38u1u/qx/yppeD/LQerY/XGUdfIqOsQ9ZFKJnD+/Cl4cos4TZiHTrahAx0fijPXb1jag56J/s65yRMy3gzQJmfUMphcM07qtirhRVUxL5EgePSfrsA7lys0pzI+esVC/P5jlwDgqh060kedz0HsGbWRoU4SIKd+z7lf+VPp2ATBjIn6K2tQJBLEVSjeActSgepuwPlbB7LjEgmCyxdPxx9eOIBTZ3hrAn/y9adUYnJ5tKaTOGfuZPz30ztxaDBbGauzI/BkJnIXsWkdhHrJVBcunIoHNh3EXq5FmghByIEKYUS2ZJiElyic5Y2oXwGYGby8xu/nzwd/LnUTjv7p9adW/m4R5BpEERKpwpgy1M6xovecP38Knt52BJ+/dgmW9HRhSU8XJrar2wRFiS0coy7diKX4at2LV8Wsrj9/Lq4/f67wtVmT2jBLEXblbM9f3NtfGaujH3uiPrjGAcOSgu4y1CuO+uLytluHVZsYjyCNiIPAxQwjCMf708YDAMJvTecHk+40+fJiojKSqup5QeFuZWediUIYhUqVT6CIpZ0xZxLa0kl84JL5uHDh1IYaaQDYdshtqFnjEHVDXz/MnzoBE9vSFYa/te8Elpe13TNmuzXWmhMK6hSed8pJnZgyIYOnNAy1if5oGkcdFFEbhluf3A4A+PkHz4/0e3iYXDNOrZOkMuGF06hDmHv2/E0vhyxGEbqoQhMY6iCMOn5x1Dy29rmlD2dxKVJacxx1rUgkiCsC49CJLFOZj2vF1SQJL4kEwYULp+LZ7Ud8jzWJNNKJ0AlL+ogKLx8YwJNbDuNTV5+q5WwNEybXcK5Ylj5MEl5CYdRVMuHcF6dImlhHhVga6oc2Haz8HSSmtRm84tsODQKMLOiMOZsvao8/SiPHh8ptlTg/3bU+zBfIejrGLlo41bcbCxA/6SOVIJE2UfjpUzuQSSXwznP9nWxhw2Ruqs5Ek4SX2udNJM/V25kYK4u2/guvw+mzuvChn6+uPGeyIjpZYnFMIecxlC1g//FqZppzwWYLRQNnYnS/8ywujIx3forGYHLTnTy9E289e3ZFUqkHLlroDQ8TIeyiTLXKO1EvZnuODeO6M2ZiCpOIUi+YzHVeIzwxCulDZIPGtUY9sS2Nn73/fCyYVq0Jq1ugCFBr1HHE7qNDlb+dCzZXKIbiTBRBVTGOh8OouztbkE4SbOkTG2qW3bQoykjyaMsk8Z/vOANTDcZUK3qntmOmRqSPKvPNc6xOZmKNxqIeRuGvLuqN/DtEMNKoy9JH0FZcQSHqfDTu46gnT8jgZx+oOjRMJrqa3hlvjXpaR4m5sBFRjief0tprfYjw/b84B/d+/FLt4ye1Z7Bg2gSkEwRzp7RLpQ/XeALUZaknCCG4UINVm5ED+TlYfFKpdG6thY2iYtRFppbB6bMmRvIdfjCR7/I6CS8+4XlBIBrjuGbUDro7W3DN0lJhd5N4RedY0SSO5gqh90Y0xfzyTuHG1y7GBEU8p2k9ap3f9frTZhh7qi9aNLVksLs7tLpaNMNO5uJFU32PCUIORJjeWWLvU2uQFKZOyOCkrmh2HZv2DQAAViztieTzdcDOtV8sdzU8TyF9cItsGH6cOBjq2MZRd7SkkE4SoxKOFY2am8R8oYg/vHAAy3vD7VRhigktqUqq9C+e2Ynn93h6BAPQr/VRTWeN5qL53IolGM0V8d1HtuB+HPA9XqeSXKNxyaJpaEsnlYuWkV9EQSTufX4fFnZPwOzJwRn1ja9djI9csSjw+1W4/JRuAMCHL18YyefrgF3oZBUbHTgJL+rqeeEz6tmT2z2JUjYzkYEzyZsPllb+Vw6cwLkKY+swTJ7lPLDpIPYfH8G/XndaRCM1x/xpHVJDbdoFJKrGo63pJFrTSU8fuWbG9K5WPPu5q5Q7GpOuQrLF6cDxETy97Qg+/pqTa6oX7ZyDKDBrUlukNVZ0wBrSfYqyrwCQKzNqdfW88DXqT75usYftj3uNmoUzyfuPl1bax17pUx7vOMDO4kLLfv7nHeiZ2IorT50ewSiDgXWY8nAM7ySfpBynW8g7Ig6rWtgdvE3ZgeOjUkdko9DRklIaTyPpQ3LDrnxuHygFrl0203h84wWEuHcv+/vV6f064XmEENfrYej76WTCs1ha6YMBPxlrd6qLKXW1lgxbZ2vVwG07PIhnth3BJ167OFZbcx2WOqFcI+TRl0sL1AVffaAS0jeSK1Quws7WaE/jwoCMeiRX0rWf1SwvGheY1ZcRH/u75/ZiSU9X5L04mxFnlrNbv/Sm01z6795jI8rdjGOo/YIF2NdPndGJhd0TQs8krLctiY/l4jCpPVOJjnDAxh2LIJq8Z7YdQTJBGhLMr0IQlnr54u7K34dOZOu2qk9qzygdYgu6JwhjcP+81Z2u/Z3rz8ZFC/2deY2GiUYtOge7jw5h7c5jeOMZlk2LkEgQbP/aCiybPck1f373twM/I8lKI6fPmogHPvlqF3kLA/WWPmLLqG+8arHQyXFAcTJlK+3rlpxkVIO2HpivkD5k+I+3LcP2w4N4elspDZr3Rn/lLadrVYcLggXdE3C4XE2Ph0wzfORlt1S1YlkPVixrXISBLkw0atE1d3ykVGv82ib4rY1GxsWoh7Ucr36RYCbnLyhiJ30QQn4M4FoABymlp0c/pBLaMklhScI1O+TbaNnkvfeCeaGNKyxMaElhRo2LB/9733N+dL9zYXeHVMKQxR0/+rLapxBXhNHh5ay5kzBnSntYQwoFJ0bzWL/rWF0MmS5cjNrHmejAb/z1kCXiGEf9EwBXRzwObazZKTfUopV2wbQJsd1uX7hwKnqnBo+oqGeIkEpTF8W17j465Cnl2iyoJTzPSbV/YwydiG/77pNYu+sYbrr6VP+D6wR2R+IX9eHAj1GbNH4Iitgxakrpo4SQ3uiHogeVQ5GfvBsuW4CF0ztqCo+KEje/44yaxlbPBJNX9ZQaEIiaIIjG8ejLhyIfU1QwyUzkF0sngzOOEs+eo8P48fvOdfk6Gg1CCDKpBLL5Ig4cH9FqYOBX3bAeBEans0+YiK0zUYbn9vRX6iTz4LdE779kfqwuSh61LiD1NNSXLJqG3/7dxRWDzUK0FX188yFlc4I4w6TMqUyfj8In8tolJwEALjlZnQY/WO62PpJ3Z5Pe/ZGLYnk/ONdxvkhx+ITYD8JCFZ4HRNt95bz5U/CxKxdh6axoGjHLENqdTgi5gRCyihCyqq8vGm1y6ayJyOaL0sawzVDeNEw45ReTddgxEEKwbLb44hRpgv3DOVwWQ6OgA+P2b3XCBQumYvvXVgjbq7H42VM7AHh3nyfXuYayLliHoo784Xd+orQD7ZkUPvm6U+retzK0qA9K6S0AbgGA5cuXR9KA7ey5k7BhT7/09bgXYwobrekkvnP92Th3fn2LvfOQhSpdvngaPnrFQnS1NbabjilMtrW8UVjz+ddWmtA2AvlCEQ+9VCJKtDFtEI2RThJMbEujfziHfT5JL4COM5E0zW/XRWzD81i869w5+N4jW/Chyxfijy8ekK66JlvWsYI4aKGieU8mCC5aNK2ShBRX3PyOMzxb6SDNKhw0oqYziz9tPOh/UMyQSSUwuT2D/uGcVuSHrzMxmWjoYhkFfK9IQsgvADwF4BRCyG5CyAeiH5YbvdMmYPvXVmDmpDacPVfOHuMUdmSKK8rp7TMnNp+uK3LenDN3cuyNNAD8j7Nn47ozZ7meM9KoYya3Ob0PWXz9bcvw+49dUv/BaCKTLBnqTCqBvVqMWj/hZaxAJ+rj3fUYiC7OmjsJKzfsE762YFoHeqe2Y97UeMWv6uBTV5+KT5XDpo6P5KTHOXWr69ytXglRONRli/W6qcQRZtJHfE7EsaEcntp6GO2ZpKss7TuWxysrl0c6mQAhQM/EVuw4POR7fBwSXlicPz/6qpxNIX2wOEvBqGdMbMXD/3RFHUdTf3z5LafjHd97CufV4eJQ4Zc3XFDJrmRvjN6p7VjS09XUxYjCSHipF1jZJl+kld6H//XE9sYNyhBOhu2MrrAMdf3OSb2qDzadoT59VhcyqYRviE4zw3G+iULhFnZ3YPXnX1vvIXlw/oJqElFbOlk5H9O7WnGPQSeZOMKsC3njDPX9N15WaU7g4LozZlbks1ZBU9Y4omdim9E97XdcT1crxpp1aDpD3ZJK4od/ubyS0dfVmqrUVhgrmNiWxhM3XYmTyhW/zpo7ybeoeiPxwUsX4HWnzWj0MEKDSPp47BVxAk89suBkEIXb/dVFvThlRicefvkgbriscQ0BTPCNd50JAPjmA69oHe+Xf/Cl605rSNTHx65chPdF1Huy6Qw1AFd87tp/eV2l6eVYApss8quPXNzAkfhjzpT22NW1qAW8nKGKRGi09OHgdafNwKT2dKX34W0fvKDBI9KHU+tZp/GwyefVGz0T29ATUevJpjTULJIJgmSiMSfGYmyCN753r90tPTYukUaXL+6OZdahCWY0YcRTvRAPOmBhEQM4W2o264xS4M5VckPdnknhvN4pWDJTnS1o4Y+ekBj1WETTM2oLi7Dw+tNmgAKY1tGCY0OlmhOrdx7F1kPyKoDJBMEdH76wTiMc27CGWg7LqC0syujubMFfcLXL73/hQKU3pUW0mDIhU9dCY80EOysWFgpkC0Vcs7TxafrjAYQQzLCsWghrqC0sfBD3zL6xBCt/iGENtYWFAr1T23Fub2OrE44nWEMthjXUFhYCZFIJZFIJvOu8uZ4ECyd1fnrMGiaPBfQEaDbR2VqKibj+/LlhDyc2sFEfFhYCtGdSeOgfX40egTH+yltOx7vOmxOok7yFGqfO6ER7ubF1/7C8OBmLdDJRt5objYI11BYWEshaiaWSCWVxMIvgeNMZM/HqxdOFvTnHM+xsWFho4Id/udzTg9AifBBCMLE9/nXM6w1rqC0sNHBVubGshUUjYJ2JFhYWFjGHNdQWFhZNh3efV4rwOGVGPDurhw0rfVhYWDQd3nrObLz1nNmNHkbdYBm1hYVFLDG1o9Q4ox49CeMOy6gtLCxiiYlt6TEfH60La6gtLCyaAu85fy6Gs+MzRNIaagsLi6bAV96ytNFDaBi0NGpCyNWEkJcIIZsJITdFPSgLCwsLiyp8DTUhJAngOwDeAGAJgHcTQpZEPTALCwsLixJ0GPV5ADZTSrdSSrMAbgdwXbTDsrCwsLBwoGOoZwHYxTzeXX7OBULIDYSQVYSQVX19fWGNz8LCwmLcQ8dQE8Fz1PMEpbdQSpdTSpd3dzd323oLCwuLOEHHUO8GwPYimg1gbzTDsbCwsLDgoWOonwVwMiFkPiEkA+BdAH4b7bAsLCwsLBz4xlFTSvOEkL8D8AcASQA/ppS+EPnILCwsLCwAAIRSj9xc+4cS0gdgR8C3TwNwKMThNDPsXFRh56IEOw9VjLW5mEcpFTr4IjHUtYAQsopSurzR44gD7FxUYeeiBDsPVYynubDV8ywsLCxiDmuoLSwsLGKOOBrqWxo9gBjBzkUVdi5KsPNQxbiZi9hp1BYWFhYWbsSRUVtYWFhYMLCG2sLCwiLmiI2hHs81rwkhcwghDxFCNhJCXiCEfLz8/BRCyP2EkFfK/09u9FjrBUJIkhCylhDy+/LjcTkXhJBJhJA7CSGbytfHheN4Lm4s3x/PE0J+QQhpHS9zEQtDbWteIw/gk5TSVwG4AMBHy7//JgAPUEpPBvBA+fF4wccBbGQej9e5+CaA+yilpwI4A6U5GXdzQQiZBeDvASynlJ6OUpb0uzBO5iIWhhrjvOY1pXQfpXRN+e8BlG7GWSjNwa3lw24F8ObGjLC+IITMBrACwA+Zp8fdXBBCugBcBuBHAEApzVJKj2EczkUZKQBthJAUgHaUisONi7mIi6HWqnk9HkAI6QVwFoCnAZxEKd0HlIw5gOmNG1ld8Q0A/wygyDw3HudiAYA+AP9VloF+SAiZgHE4F5TSPQD+F4CdAPYB6KeU/hHjZC7iYqi1al6PdRBCOgDcBeAfKKXHGz2eRoAQci2Ag5TS1Y0eSwyQAnA2gO9SSs8CMIgxurX3Q1l7vg7AfAAzAUwghLy3saOqH+JiqMd9zWtCSBolI30bpfTu8tMHCCE95dd7ABxs1PjqiIsBvIkQsh0lCexKQsjPMT7nYjeA3ZTSp8uP70TJcI/HubgKwDZKaR+lNAfgbgAXYZzMRVwM9biueU0IISjpkBsppTczL/0WwF+V//4rAL+p99jqDUrppymlsymlvShdBw9SSt+L8TkX+wHsIoScUn7qNQBexDicC5QkjwsIIe3l++U1KPlyxsVcxCYzkRByDUrapFPz+isNHlLdQAi5BMBjADagqst+BiWd+g4Ac1G6UN9OKT3SkEE2AISQVwP4R0rptYSQqRiHc0EIORMlp2oGwFYAf40SwRqPc/ElAO9EKUpqLYAPAujAOJiL2BhqCwsLCwsx4iJ9WFhYWFhIYA21hYWFRcxhDbWFhYVFzGENtYWFhUXMYQ21hYWFRcxhDbWFhYVFzGENtYWFhUXM8f8Bh5J/JgG1byMAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"edf.sort_index().height.plot()\n",
"# Se ve la frecuencia esperada\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# ordenamos y eliminamos la altura cruda (string)\n",
"df = edf.sort_index().drop(columns=['rheight'])"
]
},
{
"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></th>\n",
" <th>height</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>355.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>3.262676</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>1.915812</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.160000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>1.380000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>2.720000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>5.120000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>6.450000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" height\n",
"count 355.000000\n",
"mean 3.262676\n",
"std 1.915812\n",
"min 0.160000\n",
"25% 1.380000\n",
"50% 2.720000\n",
"75% 5.120000\n",
"max 6.450000"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.describe()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
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" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>height</th>\n",
" </tr>\n",
" <tr>\n",
" <th>datetime</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2020-07-01 03:47:00</th>\n",
" <td>1.47</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-07-01 03:48:00</th>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-07-01 03:49:00</th>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-07-01 03:50:00</th>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-07-01 03:51:00</th>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-09-30 18:56:00</th>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-09-30 18:57:00</th>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-09-30 18:58:00</th>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-09-30 18:59:00</th>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-09-30 19:00:00</th>\n",
" <td>0.78</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>131954 rows × 1 columns</p>\n",
"</div>"
],
"text/plain": [
" height\n",
"datetime \n",
"2020-07-01 03:47:00 1.47\n",
"2020-07-01 03:48:00 NaN\n",
"2020-07-01 03:49:00 NaN\n",
"2020-07-01 03:50:00 NaN\n",
"2020-07-01 03:51:00 NaN\n",
"... ...\n",
"2020-09-30 18:56:00 NaN\n",
"2020-09-30 18:57:00 NaN\n",
"2020-09-30 18:58:00 NaN\n",
"2020-09-30 18:59:00 NaN\n",
"2020-09-30 19:00:00 0.78\n",
"\n",
"[131954 rows x 1 columns]"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Considerando que las anotaciones están al minuto, decido resamplear al minuto\n",
"\n",
"mdf = df.set_index('datetime').resample('1T').asfreq()\n",
"mdf"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1134, 130851)"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Necesitamos unos limites para que cortar la interpolación que viene\n",
"\n",
"cdf = mdf.reset_index().dropna()\n",
"trim_start, trim_end = cdf.index[[3, -4]]\n",
"trim_start, trim_end"
]
},
{
"cell_type": "code",
"execution_count": 10,
"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></th>\n",
" <th>height</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>129717.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>3.266559</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>1.360427</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.159814</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>2.169960</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>3.257551</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>4.352716</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>6.450202</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" height\n",
"count 129717.000000\n",
"mean 3.266559\n",
"std 1.360427\n",
"min 0.159814\n",
"25% 2.169960\n",
"50% 3.257551\n",
"75% 4.352716\n",
"max 6.450202"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Reseteamos indice (ahora a minuto), lo ordenamos por ese valor, interpolamos y cortamos los extremos (donde los valores tienen a limites)\n",
"fdf = mdf.reset_index().sort_index().interpolate(method='polynomial', order=7)[trim_start : trim_end]\n",
"fdf.describe()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
"<Figure size 1584x1152 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns; sns.set()\n",
"import matplotlib\n",
"\n",
"import matplotlib.pyplot as plt\n",
"\n",
"fig, ax = plt.subplots(figsize=(22,16))\n",
"\n",
"sns.lineplot(data=fdf.height)\n",
"# Se ve la frecuencia esperada\n",
"\n",
"plt.xlabel('Minutos')\n",
"plt.ylabel('Metros');\n",
"\n",
"plt.savefig('data_clean.png', bbox_inches='tight')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0.0, 5.0)"
]
},
"execution_count": 14,
"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": [
"# Some how inspired by: https://www.youtube.com/watch?v=b06pFMIRO0I\n",
"# also the official documentation: https://docs.scipy.org/doc/scipy/reference/tutorial/fft.html\n",
"\n",
"from scipy import fftpack\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Signal length\n",
"n = len(fdf.height.values)\n",
"\n",
"signal = fdf.height.values\n",
"sig_fft = fftpack.fft(signal)\n",
"\n",
"amplitude = np.abs(sig_fft)\n",
"power = amplitude**2\n",
"angle = np.angle(sig_fft)\n",
"\n",
"freq = fftpack.fftfreq(n, d=1/(60 * 24))\n",
"\n",
"L = np.arange(1, 60 * 24 * 5, dtype=int)\n",
"\n",
"\n",
"plt.plot(freq[L], amplitude[L]/(n/len(L)))\n",
"plt.xlim([0, 5])"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x864 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns; sns.set()\n",
"sns.set_palette('dark')\n",
"\n",
"fig, ax = plt.subplots(figsize=(16,12))\n",
"sns.lineplot(freq[L], amplitude[L]/n)\n",
"plt.xlim([0, 5])\n",
"\n",
"\n",
"plt.title('Transformación de Fourier a mareas de Castro, Chiloé')\n",
"\n",
"constituents = {\n",
" 'M2': (1.88, .88),\n",
" 'S2': (1.96, .3),\n",
" 'N2': (1.8, .21),\n",
" 'K1': (.98, .11),\n",
" 'O1': (.88, .08),\n",
" 'VeraSativa.com': (4.5, -.02)\n",
"}\n",
"for name, position in constituents.items():\n",
" ax.annotate(name, position, xytext=position, fontsize=12)\n",
" \n",
"plt.xlabel('Frecuencia (1/días)')\n",
"plt.ylabel('Amplitud (metros)');\n",
"\n",
"plt.savefig('castro.png', bbox_inches='tight')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Podemos ver los componentes!\n",
"\n",
"- M2: Principal lunar semidiurnal \n",
"- S2: Principal solar semidiurnal \n",
"- N2: Larger lunar elliptic semidiurnal \n",
"- K1: Lunar diurnal \n",
"- O1: Lunar diurnal \n",
"\n",
"## Conclusiones\n",
"Parece ser que el shoa (noaa chileno), no utiliza los componentes de periodo corto para el calculo de las mareas de Castro. Sería interesante tener acceso a los datos de medición históricos, y probar la efectividad de un modelado con estos componentes, pues teóricamente, siendo componentes de aguas bajas debieran impactar particularmente por las condiciones de mar interior del archipiélago de Chiloé.\n"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"129717"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(sig_fft)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"ename": "ModuleNotFoundError",
"evalue": "No module named 'bokeh.mpl'",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-26-ac1de9486f6a>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mbokeh\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mio\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mpush_notebook\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mshow\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moutput_notebook\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0mbokeh\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmpl\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mto_bokeh\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0moutput_notebook\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;31m#type(fig)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'bokeh.mpl'"
]
}
],
"source": [
"from bokeh.io import push_notebook, show, output_notebook\n",
"from bokeh.mpl import to_bokeh\n",
"output_notebook()\n",
"\n",
"#type(fig)\n",
"bfig = bokeh.mpl.to_bokeh(fig)\n",
"show(bfig)"
]
},
{
"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": "3.8.3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
import pandas as pd
# Como viene una columna de vecha y 4 de hora, hay que parsearlas convinadas
rdf = pd.read_excel('data.xlsx', header = None, parse_dates = [[0,1], [0,3], [0,5], [0,7]])
# Renombramos las columnas y concatenamos en una sola tabla de timestamp y altura
col_map = {
'0_1': 'datetime',
'0_3': 'datetime',
'0_5': 'datetime',
'0_7': 'datetime',
2: 'rheight',
4: 'rheight',
6: 'rheight',
8: 'rheight',
}
frames = [rdf[['0_1', 2]].rename(columns=col_map),
rdf[['0_3', 4]].rename(columns=col_map),
rdf[['0_5', 6]].rename(columns=col_map),
rdf[['0_7', 8]].rename(columns=col_map)]
edf = pd.concat(frames).dropna()
# Eliminamos los 2 ultimos caracteres del valor de altura y lo convertimos de str a float
edf['height'] = edf.rheight.str[:-2].apply(float)
# ordenamos y eliminamos la altura cruda (string)
df = edf.drop(columns=['rheight']).sort_values(by='datetime').set_index('datetime')
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