{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" FECHA | \n",
" CHUQUIBAMBILLA | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 1956-01-01 | \n",
" 142.8 | \n",
"
\n",
" \n",
" 1 | \n",
" 1956-02-01 | \n",
" 75.1 | \n",
"
\n",
" \n",
" 2 | \n",
" 1956-03-01 | \n",
" 42.6 | \n",
"
\n",
" \n",
" 3 | \n",
" 1956-04-01 | \n",
" 8.1 | \n",
"
\n",
" \n",
" 4 | \n",
" 1956-05-01 | \n",
" 3.6 | \n",
"
\n",
" \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" 691 | \n",
" 2013-08-01 | \n",
" 7.4 | \n",
"
\n",
" \n",
" 692 | \n",
" 2013-09-01 | \n",
" 5.3 | \n",
"
\n",
" \n",
" 693 | \n",
" 2013-10-01 | \n",
" 57.3 | \n",
"
\n",
" \n",
" 694 | \n",
" 2013-11-01 | \n",
" 44.6 | \n",
"
\n",
" \n",
" 695 | \n",
" 2013-12-01 | \n",
" 215.8 | \n",
"
\n",
" \n",
"
\n",
"
696 rows × 2 columns
\n",
"
"
],
"text/plain": [
" FECHA CHUQUIBAMBILLA\n",
"0 1956-01-01 142.8\n",
"1 1956-02-01 75.1\n",
"2 1956-03-01 42.6\n",
"3 1956-04-01 8.1\n",
"4 1956-05-01 3.6\n",
".. ... ...\n",
"691 2013-08-01 7.4\n",
"692 2013-09-01 5.3\n",
"693 2013-10-01 57.3\n",
"694 2013-11-01 44.6\n",
"695 2013-12-01 215.8\n",
"\n",
"[696 rows x 2 columns]"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# chuquibambilla\n",
"\n",
"%reset -sf\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"file=\"Chuquibambilla_Puno.xlsx\"\n",
"data=pd.read_excel(file)\n",
"data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" CHUQUIBAMBILLA | \n",
"
\n",
" \n",
" FECHA | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 1956-01-01 | \n",
" 142.8 | \n",
"
\n",
" \n",
" 1956-02-01 | \n",
" 75.1 | \n",
"
\n",
" \n",
" 1956-03-01 | \n",
" 42.6 | \n",
"
\n",
" \n",
" 1956-04-01 | \n",
" 8.1 | \n",
"
\n",
" \n",
" 1956-05-01 | \n",
" 3.6 | \n",
"
\n",
" \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" 2013-08-01 | \n",
" 7.4 | \n",
"
\n",
" \n",
" 2013-09-01 | \n",
" 5.3 | \n",
"
\n",
" \n",
" 2013-10-01 | \n",
" 57.3 | \n",
"
\n",
" \n",
" 2013-11-01 | \n",
" 44.6 | \n",
"
\n",
" \n",
" 2013-12-01 | \n",
" 215.8 | \n",
"
\n",
" \n",
"
\n",
"
696 rows × 1 columns
\n",
"
"
],
"text/plain": [
" CHUQUIBAMBILLA\n",
"FECHA \n",
"1956-01-01 142.8\n",
"1956-02-01 75.1\n",
"1956-03-01 42.6\n",
"1956-04-01 8.1\n",
"1956-05-01 3.6\n",
"... ...\n",
"2013-08-01 7.4\n",
"2013-09-01 5.3\n",
"2013-10-01 57.3\n",
"2013-11-01 44.6\n",
"2013-12-01 215.8\n",
"\n",
"[696 rows x 1 columns]"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# ANOMALIA CON TODO EL PROMEDIO\n",
"data_idx=data.set_index('FECHA')\n",
"data_idx"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"pandas.core.frame.DataFrame"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"type(data_idx)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"promedio de toda la data es: 61.085632183908025\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ax=data_idx.plot(figsize=(14,3))\n",
"\n",
"ax.axhline(data_idx.CHUQUIBAMBILLA.mean(),color=\"red\",linestyle=\"dashed\")\n",
"print(\"promedio de toda la data es:\",data_idx.CHUQUIBAMBILLA.mean())"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ax=(data_idx - data_idx.CHUQUIBAMBILLA.mean()).plot(figsize=(14,3))\n",
"ax.axhline(data_idx.CHUQUIBAMBILLA.mean(),color=\"red\",linestyle=\"dashed\")\n",
"# no se aprecian anomalias, para quitar la estacionalidad, se quita el promedio sobre cada mes\n",
"plt.savefig(\"datos_menos_promedio_total_chuqui.png\",dpi =300)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[155.36896551724138, 123.74655172413793, 123.25862068965517, 54.25689655172415, 8.455172413793104, 3.5051724137931037, 2.037931034482759, 5.860344827586206, 19.229310344827585, 47.05344827586206, 68.87931034482759, 121.37586206896557]\n",
"-------------\n",
"[54.42922076050035, 41.98851645648577, 40.7841732051667, 31.968543267103833, 8.886421189022007, 8.961074152675666, 4.083678578439103, 9.693567041304814, 15.896496454125714, 30.97237147714605, 36.665901548416024, 50.175972128782526]\n"
]
}
],
"source": [
"# sacamos la media de cada mes\n",
"\n",
"promedios=[]\n",
"desvest=[]\n",
"\n",
"for i in np.arange(1,13,1):\n",
" x=data_idx.loc[data_idx.index.month==i].mean()[0]\n",
" dst=data_idx.loc[data_idx.index.month==i].std()[0]\n",
" promedios.append(x)\n",
" desvest.append(dst)\n",
" \n",
"print(promedios)\n",
"print(\"-------------\")\n",
"print(desvest)\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" CHUQUIBAMBILLA | \n",
"
\n",
" \n",
" FECHA | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 1956-01-01 | \n",
" -12.568966 | \n",
"
\n",
" \n",
" 1957-01-01 | \n",
" -58.768966 | \n",
"
\n",
" \n",
" 1958-01-01 | \n",
" 0.631034 | \n",
"
\n",
" \n",
" 1959-01-01 | \n",
" -86.168966 | \n",
"
\n",
" \n",
" 1960-01-01 | \n",
" 166.531034 | \n",
"
\n",
" \n",
" 1961-01-01 | \n",
" 1.331034 | \n",
"
\n",
" \n",
" 1962-01-01 | \n",
" -30.568966 | \n",
"
\n",
" \n",
" 1963-01-01 | \n",
" 24.831034 | \n",
"
\n",
" \n",
" 1964-01-01 | \n",
" -56.968966 | \n",
"
\n",
" \n",
" 1965-01-01 | \n",
" 80.531034 | \n",
"
\n",
" \n",
" 1966-01-01 | \n",
" -65.268966 | \n",
"
\n",
" \n",
" 1967-01-01 | \n",
" -89.468966 | \n",
"
\n",
" \n",
" 1968-01-01 | \n",
" -7.568966 | \n",
"
\n",
" \n",
" 1969-01-01 | \n",
" -44.168966 | \n",
"
\n",
" \n",
" 1970-01-01 | \n",
" 30.331034 | \n",
"
\n",
" \n",
" 1971-01-01 | \n",
" -72.968966 | \n",
"
\n",
" \n",
" 1972-01-01 | \n",
" 43.831034 | \n",
"
\n",
" \n",
" 1973-01-01 | \n",
" -0.268966 | \n",
"
\n",
" \n",
" 1974-01-01 | \n",
" 11.831034 | \n",
"
\n",
" \n",
" 1975-01-01 | \n",
" 69.931034 | \n",
"
\n",
" \n",
" 1976-01-01 | \n",
" 53.431034 | \n",
"
\n",
" \n",
" 1977-01-01 | \n",
" -30.968966 | \n",
"
\n",
" \n",
" 1978-01-01 | \n",
" 139.831034 | \n",
"
\n",
" \n",
" 1979-01-01 | \n",
" -4.468966 | \n",
"
\n",
" \n",
" 1980-01-01 | \n",
" -46.368966 | \n",
"
\n",
" \n",
" 1981-01-01 | \n",
" 18.931034 | \n",
"
\n",
" \n",
" 1982-01-01 | \n",
" -7.068966 | \n",
"
\n",
" \n",
" 1983-01-01 | \n",
" -103.968966 | \n",
"
\n",
" \n",
" 1984-01-01 | \n",
" 64.931034 | \n",
"
\n",
" \n",
" 1985-01-01 | \n",
" -41.368966 | \n",
"
\n",
" \n",
" 1986-01-01 | \n",
" -55.768966 | \n",
"
\n",
" \n",
" 1987-01-01 | \n",
" -44.168966 | \n",
"
\n",
" \n",
" 1988-01-01 | \n",
" 46.431034 | \n",
"
\n",
" \n",
" 1989-01-01 | \n",
" 1.431034 | \n",
"
\n",
" \n",
" 1990-01-01 | \n",
" -7.868966 | \n",
"
\n",
" \n",
" 1991-01-01 | \n",
" 36.031034 | \n",
"
\n",
" \n",
" 1992-01-01 | \n",
" -45.568966 | \n",
"
\n",
" \n",
" 1993-01-01 | \n",
" 28.031034 | \n",
"
\n",
" \n",
" 1994-01-01 | \n",
" 54.031034 | \n",
"
\n",
" \n",
" 1995-01-01 | \n",
" -35.668966 | \n",
"
\n",
" \n",
" 1996-01-01 | \n",
" 6.831034 | \n",
"
\n",
" \n",
" 1997-01-01 | \n",
" 49.731034 | \n",
"
\n",
" \n",
" 1998-01-01 | \n",
" -26.668966 | \n",
"
\n",
" \n",
" 1999-01-01 | \n",
" -41.268966 | \n",
"
\n",
" \n",
" 2000-01-01 | \n",
" 28.031034 | \n",
"
\n",
" \n",
" 2001-01-01 | \n",
" 83.231034 | \n",
"
\n",
" \n",
" 2002-01-01 | \n",
" 1.431034 | \n",
"
\n",
" \n",
" 2003-01-01 | \n",
" -17.468966 | \n",
"
\n",
" \n",
" 2004-01-01 | \n",
" 60.231034 | \n",
"
\n",
" \n",
" 2005-01-01 | \n",
" -67.268966 | \n",
"
\n",
" \n",
" 2006-01-01 | \n",
" 33.431034 | \n",
"
\n",
" \n",
" 2007-01-01 | \n",
" -59.768966 | \n",
"
\n",
" \n",
" 2008-01-01 | \n",
" -5.668966 | \n",
"
\n",
" \n",
" 2009-01-01 | \n",
" -41.268966 | \n",
"
\n",
" \n",
" 2010-01-01 | \n",
" 32.531034 | \n",
"
\n",
" \n",
" 2011-01-01 | \n",
" -32.568966 | \n",
"
\n",
" \n",
" 2012-01-01 | \n",
" 15.731034 | \n",
"
\n",
" \n",
" 2013-01-01 | \n",
" 55.931034 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" CHUQUIBAMBILLA\n",
"FECHA \n",
"1956-01-01 -12.568966\n",
"1957-01-01 -58.768966\n",
"1958-01-01 0.631034\n",
"1959-01-01 -86.168966\n",
"1960-01-01 166.531034\n",
"1961-01-01 1.331034\n",
"1962-01-01 -30.568966\n",
"1963-01-01 24.831034\n",
"1964-01-01 -56.968966\n",
"1965-01-01 80.531034\n",
"1966-01-01 -65.268966\n",
"1967-01-01 -89.468966\n",
"1968-01-01 -7.568966\n",
"1969-01-01 -44.168966\n",
"1970-01-01 30.331034\n",
"1971-01-01 -72.968966\n",
"1972-01-01 43.831034\n",
"1973-01-01 -0.268966\n",
"1974-01-01 11.831034\n",
"1975-01-01 69.931034\n",
"1976-01-01 53.431034\n",
"1977-01-01 -30.968966\n",
"1978-01-01 139.831034\n",
"1979-01-01 -4.468966\n",
"1980-01-01 -46.368966\n",
"1981-01-01 18.931034\n",
"1982-01-01 -7.068966\n",
"1983-01-01 -103.968966\n",
"1984-01-01 64.931034\n",
"1985-01-01 -41.368966\n",
"1986-01-01 -55.768966\n",
"1987-01-01 -44.168966\n",
"1988-01-01 46.431034\n",
"1989-01-01 1.431034\n",
"1990-01-01 -7.868966\n",
"1991-01-01 36.031034\n",
"1992-01-01 -45.568966\n",
"1993-01-01 28.031034\n",
"1994-01-01 54.031034\n",
"1995-01-01 -35.668966\n",
"1996-01-01 6.831034\n",
"1997-01-01 49.731034\n",
"1998-01-01 -26.668966\n",
"1999-01-01 -41.268966\n",
"2000-01-01 28.031034\n",
"2001-01-01 83.231034\n",
"2002-01-01 1.431034\n",
"2003-01-01 -17.468966\n",
"2004-01-01 60.231034\n",
"2005-01-01 -67.268966\n",
"2006-01-01 33.431034\n",
"2007-01-01 -59.768966\n",
"2008-01-01 -5.668966\n",
"2009-01-01 -41.268966\n",
"2010-01-01 32.531034\n",
"2011-01-01 -32.568966\n",
"2012-01-01 15.731034\n",
"2013-01-01 55.931034"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_idx.loc[data_idx.index.month==1]-promedios[0]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"data_anom=data_idx.copy() # asegura que el dataframe inicial no sufra cambios\n",
"for i in np.arange(1,13):\n",
"\n",
" data_anom.loc[data_anom.index.month==i]=data_idx.loc[data_idx.index.month==i]-promedios[i-1]\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"data_anom=data_anom.rename(columns={'CHUQUIBAMBILLA': 'Anom'})"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Anom | \n",
"
\n",
" \n",
" FECHA | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 1956-01-01 | \n",
" -12.568966 | \n",
"
\n",
" \n",
" 1957-01-01 | \n",
" -58.768966 | \n",
"
\n",
" \n",
" 1958-01-01 | \n",
" 0.631034 | \n",
"
\n",
" \n",
" 1959-01-01 | \n",
" -86.168966 | \n",
"
\n",
" \n",
" 1960-01-01 | \n",
" 166.531034 | \n",
"
\n",
" \n",
" 1961-01-01 | \n",
" 1.331034 | \n",
"
\n",
" \n",
" 1962-01-01 | \n",
" -30.568966 | \n",
"
\n",
" \n",
" 1963-01-01 | \n",
" 24.831034 | \n",
"
\n",
" \n",
" 1964-01-01 | \n",
" -56.968966 | \n",
"
\n",
" \n",
" 1965-01-01 | \n",
" 80.531034 | \n",
"
\n",
" \n",
" 1966-01-01 | \n",
" -65.268966 | \n",
"
\n",
" \n",
" 1967-01-01 | \n",
" -89.468966 | \n",
"
\n",
" \n",
" 1968-01-01 | \n",
" -7.568966 | \n",
"
\n",
" \n",
" 1969-01-01 | \n",
" -44.168966 | \n",
"
\n",
" \n",
" 1970-01-01 | \n",
" 30.331034 | \n",
"
\n",
" \n",
" 1971-01-01 | \n",
" -72.968966 | \n",
"
\n",
" \n",
" 1972-01-01 | \n",
" 43.831034 | \n",
"
\n",
" \n",
" 1973-01-01 | \n",
" -0.268966 | \n",
"
\n",
" \n",
" 1974-01-01 | \n",
" 11.831034 | \n",
"
\n",
" \n",
" 1975-01-01 | \n",
" 69.931034 | \n",
"
\n",
" \n",
" 1976-01-01 | \n",
" 53.431034 | \n",
"
\n",
" \n",
" 1977-01-01 | \n",
" -30.968966 | \n",
"
\n",
" \n",
" 1978-01-01 | \n",
" 139.831034 | \n",
"
\n",
" \n",
" 1979-01-01 | \n",
" -4.468966 | \n",
"
\n",
" \n",
" 1980-01-01 | \n",
" -46.368966 | \n",
"
\n",
" \n",
" 1981-01-01 | \n",
" 18.931034 | \n",
"
\n",
" \n",
" 1982-01-01 | \n",
" -7.068966 | \n",
"
\n",
" \n",
" 1983-01-01 | \n",
" -103.968966 | \n",
"
\n",
" \n",
" 1984-01-01 | \n",
" 64.931034 | \n",
"
\n",
" \n",
" 1985-01-01 | \n",
" -41.368966 | \n",
"
\n",
" \n",
" 1986-01-01 | \n",
" -55.768966 | \n",
"
\n",
" \n",
" 1987-01-01 | \n",
" -44.168966 | \n",
"
\n",
" \n",
" 1988-01-01 | \n",
" 46.431034 | \n",
"
\n",
" \n",
" 1989-01-01 | \n",
" 1.431034 | \n",
"
\n",
" \n",
" 1990-01-01 | \n",
" -7.868966 | \n",
"
\n",
" \n",
" 1991-01-01 | \n",
" 36.031034 | \n",
"
\n",
" \n",
" 1992-01-01 | \n",
" -45.568966 | \n",
"
\n",
" \n",
" 1993-01-01 | \n",
" 28.031034 | \n",
"
\n",
" \n",
" 1994-01-01 | \n",
" 54.031034 | \n",
"
\n",
" \n",
" 1995-01-01 | \n",
" -35.668966 | \n",
"
\n",
" \n",
" 1996-01-01 | \n",
" 6.831034 | \n",
"
\n",
" \n",
" 1997-01-01 | \n",
" 49.731034 | \n",
"
\n",
" \n",
" 1998-01-01 | \n",
" -26.668966 | \n",
"
\n",
" \n",
" 1999-01-01 | \n",
" -41.268966 | \n",
"
\n",
" \n",
" 2000-01-01 | \n",
" 28.031034 | \n",
"
\n",
" \n",
" 2001-01-01 | \n",
" 83.231034 | \n",
"
\n",
" \n",
" 2002-01-01 | \n",
" 1.431034 | \n",
"
\n",
" \n",
" 2003-01-01 | \n",
" -17.468966 | \n",
"
\n",
" \n",
" 2004-01-01 | \n",
" 60.231034 | \n",
"
\n",
" \n",
" 2005-01-01 | \n",
" -67.268966 | \n",
"
\n",
" \n",
" 2006-01-01 | \n",
" 33.431034 | \n",
"
\n",
" \n",
" 2007-01-01 | \n",
" -59.768966 | \n",
"
\n",
" \n",
" 2008-01-01 | \n",
" -5.668966 | \n",
"
\n",
" \n",
" 2009-01-01 | \n",
" -41.268966 | \n",
"
\n",
" \n",
" 2010-01-01 | \n",
" 32.531034 | \n",
"
\n",
" \n",
" 2011-01-01 | \n",
" -32.568966 | \n",
"
\n",
" \n",
" 2012-01-01 | \n",
" 15.731034 | \n",
"
\n",
" \n",
" 2013-01-01 | \n",
" 55.931034 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Anom\n",
"FECHA \n",
"1956-01-01 -12.568966\n",
"1957-01-01 -58.768966\n",
"1958-01-01 0.631034\n",
"1959-01-01 -86.168966\n",
"1960-01-01 166.531034\n",
"1961-01-01 1.331034\n",
"1962-01-01 -30.568966\n",
"1963-01-01 24.831034\n",
"1964-01-01 -56.968966\n",
"1965-01-01 80.531034\n",
"1966-01-01 -65.268966\n",
"1967-01-01 -89.468966\n",
"1968-01-01 -7.568966\n",
"1969-01-01 -44.168966\n",
"1970-01-01 30.331034\n",
"1971-01-01 -72.968966\n",
"1972-01-01 43.831034\n",
"1973-01-01 -0.268966\n",
"1974-01-01 11.831034\n",
"1975-01-01 69.931034\n",
"1976-01-01 53.431034\n",
"1977-01-01 -30.968966\n",
"1978-01-01 139.831034\n",
"1979-01-01 -4.468966\n",
"1980-01-01 -46.368966\n",
"1981-01-01 18.931034\n",
"1982-01-01 -7.068966\n",
"1983-01-01 -103.968966\n",
"1984-01-01 64.931034\n",
"1985-01-01 -41.368966\n",
"1986-01-01 -55.768966\n",
"1987-01-01 -44.168966\n",
"1988-01-01 46.431034\n",
"1989-01-01 1.431034\n",
"1990-01-01 -7.868966\n",
"1991-01-01 36.031034\n",
"1992-01-01 -45.568966\n",
"1993-01-01 28.031034\n",
"1994-01-01 54.031034\n",
"1995-01-01 -35.668966\n",
"1996-01-01 6.831034\n",
"1997-01-01 49.731034\n",
"1998-01-01 -26.668966\n",
"1999-01-01 -41.268966\n",
"2000-01-01 28.031034\n",
"2001-01-01 83.231034\n",
"2002-01-01 1.431034\n",
"2003-01-01 -17.468966\n",
"2004-01-01 60.231034\n",
"2005-01-01 -67.268966\n",
"2006-01-01 33.431034\n",
"2007-01-01 -59.768966\n",
"2008-01-01 -5.668966\n",
"2009-01-01 -41.268966\n",
"2010-01-01 32.531034\n",
"2011-01-01 -32.568966\n",
"2012-01-01 15.731034\n",
"2013-01-01 55.931034"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_anom.loc[data_idx.index.month==1]"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Anom | \n",
"
\n",
" \n",
" FECHA | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 1956-01-01 | \n",
" -12.568966 | \n",
"
\n",
" \n",
" 1956-02-01 | \n",
" -48.646552 | \n",
"
\n",
" \n",
" 1956-03-01 | \n",
" -80.658621 | \n",
"
\n",
" \n",
" 1956-04-01 | \n",
" -46.156897 | \n",
"
\n",
" \n",
" 1956-05-01 | \n",
" -4.855172 | \n",
"
\n",
" \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" 2013-08-01 | \n",
" 1.539655 | \n",
"
\n",
" \n",
" 2013-09-01 | \n",
" -13.929310 | \n",
"
\n",
" \n",
" 2013-10-01 | \n",
" 10.246552 | \n",
"
\n",
" \n",
" 2013-11-01 | \n",
" -24.279310 | \n",
"
\n",
" \n",
" 2013-12-01 | \n",
" 94.424138 | \n",
"
\n",
" \n",
"
\n",
"
696 rows × 1 columns
\n",
"
"
],
"text/plain": [
" Anom\n",
"FECHA \n",
"1956-01-01 -12.568966\n",
"1956-02-01 -48.646552\n",
"1956-03-01 -80.658621\n",
"1956-04-01 -46.156897\n",
"1956-05-01 -4.855172\n",
"... ...\n",
"2013-08-01 1.539655\n",
"2013-09-01 -13.929310\n",
"2013-10-01 10.246552\n",
"2013-11-01 -24.279310\n",
"2013-12-01 94.424138\n",
"\n",
"[696 rows x 1 columns]"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_anom"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAz0AAADQCAYAAAAtWg+0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOy9d5wdZ3U3/p25dZt6sWwZSzYWxsbBJqbnBUIPKYRQYt4kmBACvKRB8uYXQuClhBZKTDfVBoyxCQZXwE0usmVZsmTJVteq7Gp3pe3l7q3Tnt8fM+eZZ+bO3Dv37m0rPd/PR59d3b3luTNPOed8v+cchTEGCQkJCQkJCQkJCQmJMxVquwcgISEhISEhISEhISHRTEinR0JCQkJCQkJCQkLijIZ0eiQkJCQkJCQkJCQkzmhIp0dCQkJCQkJCQkJC4oyGdHokJCQkJCQkJCQkJM5oSKdHQkJCQkJCQkJCQuKMRrzdA4iCVatWsQ0bNrR7GBISEhISEhISEhISHYxdu3ZNMsZW+x9fFE7Phg0bsHPnznYPQ0JCQkJCQkJCQkKig6EoymDQ41LeJiEhISEhISEhISFxRkM6PRISEhISEhISEhISZzSk0yMhISEhISEhISEhcUZjUeT0SEhISEhISEhISEi40HUdw8PDKBaL7R5KW5BOp7F+/XokEolIz5dOT5swl9dx4xMD+OCrng1VVdo9HAkJCQkJCQkJiUWE4eFh9PX1YcOGDVCUs8uWZIxhamoKw8PD2LhxY6TXSHlbm/DR2/fiy/cdwePHpto9FAkJCQkJCQkJiUWGYrGIlStXnnUODwAoioKVK1fWxHJJp6dNmM5qAABJ8khISEhISEhISNSDs9HhIdT63aXT0yYUDRMAkErIWyAhISEhISEhIbE4cdttt0FRFBw6dKjdQ6kIaXG3CSXdAgAkY7E2j0RCQkJCQkJCQkKiPtx88834vd/7Pdxyyy3tHkpFSKenTSg5TA8Da/NIJCQkJCQkJCQkJGpHNpvF1q1b8cMf/pA7PQ8//DBe9apX4W1vexsuueQS/MVf/AUYs+3dzZs348orr8Tll1+O97znPSiVSgCADRs24KMf/She+tKX4qqrrsJTTz2FN7zhDbjooovwne98pyFjldXb2oSSYTM9piWdHgkJCQkJCQkJifrxqbv248CpTEPf89Jzl+ATf3xZxefcfvvteOMb34hNmzZhxYoVeOqppwAAu3fvxv79+3Huuefi5S9/ObZu3YqrrroK7373u7F582Zs2rQJ73rXu3DdddfhQx/6EADg/PPPx7Zt2/DhD38Y7373u7F161YUi0Vcdtll+MAHPrDg79MQpkdRlOsVRRlXFGWf8NgnFUUZURRlj/PvTcLf/l1RlKOKohxWFOUNjRjDYgM5PRaTTo+EhISEhISEhMTiw80334yrr74aAHD11Vfj5ptvBgC86EUvwvr166GqKq644goMDAzg8OHD2LhxIzZt2gQAuOaaa7Blyxb+Xn/yJ38CALj88svx4he/GH19fVi9ejXS6TRmZ2cXPNZGMT0/AvBNAD/xPX4tY+zL4gOKolwK4GoAlwE4F8ADiqJsYoyZDRrLokBJt7+uabV5IBISEhISEhISEosa1RiZZmBqagoPPvgg9u3bB0VRYJomFEXBm970JqRSKf68WCwGwzC4xC0M9BpVVT2vV1UVhmEseLwNYXoYY1sATEd8+psB3MIYKzHGTgA4CuBFjRjHYoKUt0lISEhISEhISCxW3HrrrXjXu96FwcFBDAwMYGhoCBs3bsRjjz0W+PxLLrkEAwMDOHr0KADgxhtvxCtf+cqWjbfZhQz+XlGUZxz523LnsfMADAnPGXYe80BRlPcpirJTUZSdExMTTR5m6yHlbRISEhISEhISEosVN998M97ylrd4HnvrW9+Kn/3sZ4HPT6fTuOGGG/D2t78dl19+OVRVbUiuTlQo1aimyG+kKBsA3M0Ye57z/7UAJgEwAP8JYB1j7D2KonwLwDbG2E+d5/0QwG8YY78Me++rrrqK7dy5syHj7BRs+MivAQA/ec+L8IpNq9s8GgkJCQkJCQkJicWEgwcP4rnPfW67h9FWBF0DRVF2Mcau8j+3aUwPY2yMMWYyxiwA34crYRsGcL7w1PUATjVrHJ0OUzI9EhISEhISEhISEk1F05weRVHWCf99CwCq7HYngKsVRUkpirIRwMUAdjRrHJ0OS+b0SEhISEhISEhISDQVDanepijKzQBeBWCVoijDAD4B4FWKolwBW942AOD9AMAY268oyv8AOADAAPB3Z1vlNhGykIGEhISEhISEhIREc9EQp4cx9s6Ah39Y4fmfBfDZRnz2YocsZCAhsbhx665h3Pn0KfzkPWddEUoJCQkJiTaDMQZFUdo9jLag1roEza7eJhEAQ2jOI/v0SEgsbuwbmcPOgagV+yUkJCQkJBqDdDqNqampmo3/MwGMMUxNTSGdTkd+TaOak0rUgLzuqvlkIQMJicUNizEYUqYqISEhIdFirF+/HsPDwzgTW7tEQTqdxvr16yM/Xzo9bUBBc50eWchAQmJxw7SYzM2TkJCQkGg5EokENm7c2O5hLBpIeVsbkBecHmksSUgsbljMdnrORnmBhISEhITEYoF0etqAvGbw36W8TUJicYMCFzKAISEhISEh0bmQTk8bIOVtEhJnDqgYiczrkZCQkJCQ6FxIp6cN8MjbJNMjIbGoQWXnJdMjISEhISHRuZBOTxuQl0yPhMQZAy5vkwEMCQkJCQmJjoV0etqAgi7k9EinR0JiUYOcHdOUa1lCQkJCQqJTIZ2eNsArb2vjQCQkJBYMYmtlTo+EhIRE/chrBq76zP14tP/s7Dkj0XxIp6cNWAyFDG7dNYyh6Xy7hyEh0fGQ1dskJCQkFo6ZvI7JrIaBKWl7SDQH0ulpA0qGxX/vxDwA02L4v794Gr98arjdQ5GQ6HhQIQPDsqo8U0JCQkIiDLpjG5mm3EslmgPp9LQBhqBp68ToMBlvmiE3HgmJaqAl3IlrWUJCQmKxQHecHSkVlmgWpNPTBphCRLgT5W1kvOky2gIA+M3e0/iX/3m63cOQ6FCYMqdHQkJCYsHQHJtDBpBqw03bB/FH33i03cNYFJBOTxtgWAxxVQHQmfI2gzs9nTe2dmD78Sncu3+03cOQ6FCQvK0TAxgSEhISiwVkc8gAUm04Np7DkbFsu4exKCCdnjbAtBgSMfvSd6KhRKV3JdNjw2QMumnBshieHppt93AkOgyS6ZGQkJBYOAzJ9NQF07I60pbsREinpw0wLIaYqiCmKh3N9BiS6QFgb8CmxfDY0Um8+VtbcWIy1+4hSXQQZPU2CQkJiYVDkzk9dcFkrCNtyU6EdHraAJOcHkVBJ5IpMqfHC9NiMCyGuYIOAMg4PyUkALF6mzx0JCQkJOoFydtMWQmzJpgWA2OdqRzqNDTE6VEU5XpFUcYVRdknPLZCUZT7FUXpd34udx5XFEX5uqIoRxVFeUZRlBc0YgyLCYZlIa4qUFXXYOok8Opt0ukBAO6YUqlxWZpYQoTL9Mh5ISEhIVEvdEMyPfWAVDmS7amORjE9PwLwRt9jHwGwmTF2MYDNzv8B4A8AXOz8ex+A6xo0hkUD04LA9HTeJDWlvM0DMmaLut1UVhZ4kBBB00GuFwkJCYn6QeoSU+6lNUFKrKOjIU4PY2wLgGnfw28G8GPn9x8D+FPh8Z8wG08AWKYoyrpGjGOxwORMT2c6PYaUt3lA+y8xPfK6SIiw5IEjISEhsWDosihMXTDkGRQZzczpWcsYOw0Azs81zuPnARgSnjfsPHbWwLAYYjG7kEEnytt4To9cQABco5aYHhnRlxDBo2wduJYlJCQkFgtI3taJdlEnQ55B0dGOQgZKwGNld0pRlPcpirJTUZSdExMTLRhWY3DLjpN4yec2V/S4TYshrqodK28jo542oLMdlMNT4vI2eV0kXMhCBhISEhILhy6rt9UFslGkLLA6mun0jJFszfk57jw+DOB84XnrAZzyv5gx9j3G2FWMsatWr17dxGE2Fh/51V6MZoooOAZyEKhktdqhTA8tIJmwb4N8nCKXt3XePZNoH3iUTc4LCQkJibohc3rqA9kokumxz+OxTDH07810eu4EcI3z+zUA7hAef5dTxe0lAOZIBrfYIbI2lVgS02SId3AhA4qyaHLjAeBG8onpkc6ghAhTMj0SEg3HM8OzvE2AxNkBsjnkXlobqNiSLFkNTGVLePHnNof+vVElq28GsA3AcxRFGVYU5W8AfAHA6xRF6QfwOuf/APAbAMcBHAXwfQAfbMQYOgEHT2f475UkUJ7mpB1oP/OcHilvA+BuwEVdMj0S5ZCFDCQkGgvLYnjHd7fhp08MtnsoHY03f2srrn/sRLuH0TAYxPTIwGJNMGQBCI5quejxRnwIY+ydIX96TcBzGYC/a8TndhoePzbJf6904U3LcuRtnZmwZ/Boi9x4AKGQgSFzeiTK4TI9cl5IdD5Mi0E3LaQTsXYPJRRFw0RRt5AtGe0eSkfjyOg8jp+XbfcwGoZW5fQUdRNf39yPf3zNxR29DqJClqx2UU0a2Y5CBmcsTkzm+e+VWBLO9HSovI0zPZLRAOBeD7d6mzRuJVyQr9OJa1lCwo/rHj6KP/3W1nYPoyJyJXuvlWuqMjTTgm6cOdeI5G3Nvu9PnZzBtx8+hl2DM039nFaBnMRODKK3GnqV4KN0ehoI0RiuxAbY1ducPj0dOEkpYi0ZDRumlLdJVICMstk427//YsHIbAEjs4V2D6MiCppk1avBtBhn7c4UtIrpMVsgB7vz6VN4x3e3Ne39RbTi+ywWVDuHpNPTQIgTTouS06MoHZl45jI9Z85muhCQY1qS8jaJAND8OJuN/sePTuLyT96L2bzW7qFIVIFudr6hnNdtWZvsiRYOzVGTVLI1FhtIIdPsvZQ7CU28dnuHZ7FzYLpp7y+CMz1n8RlEqLa3SaengdA9TE+EPj1qZ8rbeFKcPHAAlDM9MpoiIYLJ6m04NpFFXjMxnZNOT6fDMK2OZ6tJ3nY2r6lqIGenWef0kbF5vP7aR1oayGhVQn4requVDAsWa40jYkmmh0MyPS2EuPlEqd6mKp3Zp4cmTSsjSNuOTWFoOl/9iW0AXY+SIWV/EuWQ8jYgK3MwFg10k3FpVKeC5G2LJX+SMYZf7hrm424FtCafRwdPZ3BkLIvhmdZJIbUWVW/jxZqa6PyXnCBpK1IYDHkGcVRz/KTT00CIF7tSIQPLyelpBdOT1wz0j83X9Br6Hq007v/plt347pZjLfu8WsCdHl3K2yTKIfXUQLZk91PpxBxFCS9o/+rkfSyn2fK2xWLEHR3P4l9+8TRu2z3Sss8kB6FZwclSG+RzZDc1W2VitaDiJsnhWzGHeZ8euf9WnTvS6WkgxAVUqWQ1Z3pUBc1WGbz3xzvxumu31ESx0gJqpbytoJnItzBKVgtoI3Grt8mNRcIFLa2zubdEtihzMBYL2hHUqhW8kMEicXpI1nng9FzLPrPZTA93elrYr0/nTE+zc3rsn01lelqUnwTIPj0iqjmy0ulpIAyTIRW3L2klpse0LMRjCmJK8/Wejx+bssdTg0FmCF2RWYsiByXTaunmWgt4c1J+yMiNRcKFK29r80DaCClvWzxwmZ7OvVcUAFssgYS5gs10Hjxdm6piIdCazIq0Q9mgm60x3skwbuZ+xZ2eFthQ9D1kIQPJ9LQUummhKxnjv4fBZnpaW8iglo1RHFMrDkbGGDTD4ptEp4E3J+1QeRtjDN98sB9jmWK7h3JWwq3e1lnzopUgeVuzjZXDo/P4waPHm/oZZzoWg7wt78jbOtkxE+E6PZmWGZ7NZnq4fO4MZHpIvVFLMLhWcHlbC+aw0aL+RosBspBBC2FYDF1Od99KOljep0dpXZ+eWpweT25SCw5G+jzNsPCth47iwz/f0/TPrAWmX97WYcbtWKaEL993BPcfGGv3UM5KyMo5rWsm+Rc/2I7P/PogN4prwTcf7MfDh8ebMKrFBToLOpVZB0SmZ3GsKXJ68pqJky0qyKOZpvOzWUxP+5ye5vfpoZ/hn8MYw6P9E3WrXVpZyEAW03EhCxm0EIaH6amQ02MyqIpdyKBVUaFaDHVx4TRT81rQTLz3xzvRP5YFYG+uTw/NdlyXZLoGdFk6LfrYquhYu/Cth47i6Hi23cMIhezTA8yXWpt4fnqudlbzhq0D+M3e000YzeLCYmB6cpzp6dwxisg4Tg9gsz2tQLOribalkAFnLJr7mSZvwB6+Xz11cgZ/9cMd2D00W9dntDKnh59BspBB1YqP0ulpIHSToTuCvI2YnpjaQqanhoUXtcnqQnFyOo8HDo5h23E776hkmCgZVscddP6KKJ02vjM5ylPUTXzp3sMda6wyxkDT4+xmelrj9KzqTQIARutwevRF0J+mFaBr0MnXorAImZ50wjanTkzlWvKZzS9kYHo+pxXQWs70hH+3eac4i+jQ1gK6fq04F2QFUReS6WkhDMtCdyIOIEJOT8zp09OiSVrLxihuBK0o6ThftDcVzbRQMsxIm6xmWJjL17cZ1Qr/wdtpFapakZTZLvCeUR0qxRGv+Zl4/aOCV29rcoR2dV8KAHBqtrx3yJfvPYyvPdAf+lrdZGdU9/p6YVidz/TktcVVKXOuoGNNXxqKAhRbVIW06YUM2lC4p2XV21h1x5/+Vm+uMb2uFTYesRuykIGs3tZSGCaLJG8zLaslTA85FTS2qPD2G2re+IqO5pUMJipmEMUwuX7rCbzp6482bWwi/BtwpxkLvDHZGUht83yvDrvmBPGaLxYDrRlYKNPznUeO4ervbav6vBU9NtMTJG979Ogkth6dDH2tYVkVq2qeLaCzqVPXFOAWMui0/MkwzBV0LO1KIBVXeZXPZqPZfXrIqdKM1rWSaEXTUAAwzeoOI53zdTs9emtYK+DMVnvUimpzJ96icZwV0C2LFzKoXr3NKWTQxP1xVmBCasrpESZNMw9GcsqyjsFUMizE1Gilq0fnipiYLzVtbCL8zkTHOT1ncOUWimB1KtMjLquztTEcYwxZbqTWdw2+8NtD9utNC/FYeCxOVRQAwU6PYVqhkU7GGHSTddzabQd4Tk+HrilAYHoWyZ5GTk86EeMFb5qNlvXpaWlOT6uYHudnBbuIOz113s9WNic1pNPDIeVtLYQp5vRU7NNDOT3NpSNn8hr/vd6cnqbK25xIyLyH6TGhmVbViiklw2xZFLBM3tZhGwtvTHYGMg3mYmJ6FklUutHIaybPa1rofjY8Uy5bE0Hz4PRc+fMMk6EQYqC4DTnPvDVSK4xFkNOTLy0+edvSrgTS8Rg/15oN7vQ0yXl1+/S07h7UmtNzfCJbV/CT9qlKzW/p+tbL3LW0kMEZrPaoFdLpaSF0iyGViEFRaujT08RJOpMTmJ6a5G3u2Jspb6NNgSo/aYaFkm6BseobRUm3YLHWaFg7Xt5G0THG8B+37cWPHx9o74AaCLGceSdC5vS4TC1Qf0BgVa+dq3N8snKVPjLwjk1k8ePHBzzzQres0Ci73mQp0GJCJ1Rv+6NvPIpf7hoO/XteX2zyNgNLuhJIJVQUWyQH4/exSfsOnc+t7J/nMj3RPvP//PQpfPnewzV/ThRmhJ5TD9PDGON7UUurt52lZ5AIs8q+Jp2eBsIwLSRiChIxtWLtfLFPTzON9lmB6anlgPPk9Dibz1S2hG3Hpho3OAQUMhAalFYzTtrR7ZjQaRFSdwO38Gj/JJ4cmG7p52eKel3VtKKg03uKiOt3sUSlGw3R6an30H3Wii4AwLHxypWvaB8bmi7gE3fux87Bac/fwp0e5nn92Yx2O4CMMewbyeDI2HzocxaTvI0xhozA9LRK3iaWrI7SS+bg6Qx21nA20PncyjXDc3oi3ve5go6pnFb9iT7w5qQVvttCcnoMi/EWF01vtGq5FURb6fQUNBM3bD3RccUT2s70KIoyoCjKXkVR9iiKstN5bIWiKPcritLv/Fze7HG0AoZp5+okY2roYmKMwXRyeprO9HhyeqJ/jpjTQ5HVG58YxDXX76i7UVcQaDOhQgYlR95mf241eVvzqeOfbT+Je/adLsvVqFYHvtVwc3rs69HqaM8X7zmEa67f0ZT3pkhvpzo94vo9W6NstH6B+o3UnpSdXnpsojLT439/MSBsmIyXOvajE9iNToEr9WvPtaBbWMmYXEzytqJuF99Z0hVHOqG2jBkhpzWKMgIAvnTvYfy/O/ZHf3+j9XtvrTk9ummhoNfeqDhK4r+2AKZLfE2z2UpxT2zlGfTIkQl86q4DODja3L5UN2w9gTd+dQsvllMNbXd6HPw+Y+wKxthVzv8/AmAzY+xiAJud/y966JaFRExFPKaEHih0P+KqgpiiNHWSzjSA6aHfcyXDKSnduAVMtDHP6TEtrocumZWjZa2ogX/91hP4xc7hss/oPKbHlQQYltXy6OjgVB6T2eYUlai3etvh0XnctH2wGUPywApYK2cbRKan3qgf7U/HJyozPZphIZ2wpcGAy0Tb78FQNIKj3p3OGLYS7XYA6cwrVZCBUfU202L44j2H8PnfHGzJ2OrBnNPHxa7e1vpCBkC0M2k6p/HrGgWlNjg9vAx3xH1EMy3OCtaCKDl+bsnq2t9flMQ1u8BNuyTWdF3CAk2NwJMD0/jPuw/g0Og8fv1MtF59ndqc9M0Afuz8/mMAf9qmcTQUhmnL1hIxNXQxkYEaiylQ1dbJ22pZDOJzNR/F28gNnTM9gtGk8QM5GtPTTNalqFNRBe/jnRYt9jM9raabJ+ZLTTvo6zVWf7FzCJ+680AzhuTBYmJ6/vy723Db7vA8inrRiJweWu/VmB7dtPDCDStw+wdfbn+eKTqdFkyLBe4desR95UwHVbEDmpuvWQmu01OB6dFcadWOE9N44nhjpdWNhMfpSai8FUOz4c9nq4bZvFbT2ET5XK24Z9/pijlbYdD5WVYD01OH0W1xpidK9bYFMj1N3nNEJqmVhQzoXjVzvv/qqWH0pOK4cFUPfr5zKNJrOoHpYQDuUxRll6Io73MeW8sYOw0Azs81LRhHU8EYg2ExxGNqRXkbLeaY4jA9TZykc4V6CxmUy9t4JZMGTvAgp4dQzcgt1RgRqgdFPZjZqvaZmmHhi/cc4rlKzYaY02NYrOWMw8R8qWm9Keqt3pbTjEhVABcK8VJ3stOjmxa2n5jGU4OzDX9vUd4WNQHZDwpeTOW0imtfp8BSXPG8DnD3qqAKbrynyVnO9AQFtFo+BlbZ6dEMl602LLuhbK5FDT/rAQUX21WyGohWwW22oNdUZIEi+fWsmRufGMQPHztR8+tEeVuUvVszFsb0VLKLDF/AtxaIr2m2IyKu6VYGPOleNXO+ZwoG1vSl8OcvPB+7BmcCm1L7YZgMjhAgEK1wel7OGHsBgD8A8HeKorwiyosURXmfoig7FUXZOTEx0dwRNgC0iBKqgkQFeRs9L6baTE8zzx3RQaklWiMaLoYvKtdYpif8vaqNlzbiZhqaJd0MrNxSbWz7T83h2w8fa3jhhzBQpMewGEyztTk9umlhOq85EfbGT2a9zpyeXKk1idCLRd5GjokYCGkUctrCmR6x8EulYIFuOhJiVXVeJ0a7nb0qYM0aspABAC/T1XZ5W0gATYzcG6bdty0fUc/fDtD8703FkYqrLXOsPXO/SlDTshjmCnrV89u0WFlvtHqc44JmVnWwirrpkdtR4Jikq9XOMdMpFlCLZI9AkrNK+xXtSfVUbxNtm2afx0HpCK0Ad3qaWK0wU9TRl07gotW9AICpbPWiFUQ+hKHpTg9j7JTzcxzAbQBeBGBMUZR1AOD8HA943fcYY1cxxq5avXp1s4e5YNChGo+pjrwthOmh51GfniZGAcTNt94+PbpvAwzrgxGER45MVDwAKtHG1Zme5hu1RcMMjPJUMxbI2WyVlIY2Vcs5NFrp9EznNC7/a0bEhzM9NRoSdBA227Dz6qk716DOOI5EM5ye+eLCq7eJjI34fn7opoVEXEUiRkyPcOCb5XtUUTfxgRt34eh4lr++lbhjzwi++8ixln5mJXhzoDozp4eciL5UfFEwPbQ3peKx9jE9Ve7lfNEAY3bwshKD8vE79uH9N+4CsLCcnoJuVZWFveYrj+DS/3cv/z+dl9TgvdrZTt+5HqaH5mClIgMLqd4mfvdWBt5aefY3Q/3jx3zRQF86ju6UPSdyERxc07IQr0D1NNXpURSlR1GUPvodwOsB7ANwJ4BrnKddA+COZo6jFaDFk4gpiMdUaCF6ac70xNSmFzLQTSvyBiLCFKIt/mS+qBv63uE5XHP9DnyuQgJqpc2k2kZDm4rZJMeCcgOCvm81qWCxxaU+eZlPh+WpZU7NF3XsG5mr+7PFxnDN2Px4Tk+t8rZStCqAC4W3OWnnMj3zzWR6GlCy2rAY36sqOz0MyZjKI3luEQ+3RKzo9AxO5XHP/lFsOz7JX99K3P3MafxPRC16M2BaDP/6i6dxyKmwZHiYns7M6aE9ty/tOD1GfXkbrQJ9j2RcRTqhNk3q60ctTg8VNWKs8l56cirPGwTTGVsP01PUzaq2wogjVWK+8tFpZx+otpdoQpCjVhkzd3oqFjIgp6cepse9Zs2WnInnTrOLJohwc3qatzbnizqWpBPoSdrVPaOweiSBDkOzmZ61AB5TFOVpADsA/Joxdg+ALwB4naIo/QBe5/x/UcMQGJxkBXkbLba42vxCBpppoTtpbyBD03lc+en7+OFXCYbFkI7bU8Mf7Yhq2NLk3H8q3KBeiLzNzemp74DZNzJXMWmaFnLQ9606Nue1rdLMc8OPMad6W/TP/dn2k/iz6x6v20HzOj2N3/zqLVlN86/Z96BdUbZakXGcnUwTnJ5syagruCJCMyys6EkCiCJvUzjTE9R/R1yz5ACRE9zqPBbdbH01RRGT2RJ+sWsYj/WT0+d+/3blN1Vzeuie9aTiXN6mOT87ES7ToyIVj1WUQzHG8Mk79y8o0EQo1SBvmxXWfaUzvKib0C2bDVpIn56CVt3pIUw7fXZcp4cCGtVzZwHbkas14OYyPVGcnnpyegSJZpPXv3jutEXeFuE+GzIsIK0AACAASURBVKaFf7h5d83znpieHmJ6StU/y2ynvI0xdpwx9nzn32WMsc86j08xxl7DGLvY+dnabopNAMkGSN4WZnjy6m1q8wsZlAyL04KPHJnATF7H1x7or/o602TocpwlfzJf1I2MojWVJmmlzaTaAacZC+t2/EffeAyv+cojoX+ngzfIMat2wLjytlY5PW7UymK1XZO5gg7NsDzJ6LWg+U5PffK2nNYatm2xMD2ZJjI92ZKBZd0JAAthelynJ1NF3haPqUio3qCMeO1FVoB+p2IpURs5Ngq6aUVKMm8WiIXjzKfHUG6T00OFDEL2C9o/e9NxWMw9JzqV7amF6ZkvGfjR4wN46FCZor9m1ML0iJVcKzllRcOEYTJPc8365G1mZMbr+KRdpp4CEhRAqRYQFr9zJQZg1+A0Bia9pfDNCDk9XOVST/U24TUtZXpaeAbVUujh9FwRdz19Clv6a8vPJ6enqwamx7AsrlQKQrtKVp9xEJmeREwNldWITE9Mba68TTMsdCfsybIkbf98eqh69SbDYkjF7Y2HJ/PV6PTQplJpklbaTKIzPc25fpWYnmpMCr22VcaOv6xzLY40fb9KkqJKmMiGy9ueOD6FmTq6ZYuoNwE9X2pHTk8nOz1uTk+jjf5s0cCStO301LseDZNheQSmRzMsR97mzekRc4LExFpai+TUR23k2CjoBuMFFtoBynfIOw0cvfK29jg9ZJiFsW5klPc6DWsLvu/QaRCZnnQ8VrGoS5Gc8BqT76eyJexxzm7DtPCV+w57eqNVYzDnIjI9Jd2C7mPVtDpkkAXNhOkUT9g7XDm6f8LpzUVzkwdcqzk9go1VKa/nrddtw6u+/LDnMTNg3yh7/wbJ25rP9LTus0TQvIgSjKC5OpuPHnSzG8+a6Esn0JOMzvQYJkNCOj3Nh6eQQVwN3YT81duaXciAmB6KdJ6aK1Y1ekzL4huPv5BB1EodZPBnKzI94X+rFF2yqXdXy98M0MEQ9H11s3I5Te70tEgz71bYq72LOb1mvlQfA+BheoRrpZsW/vIH2/GTbQtrEGrWW72tBUzPx27f62FOO9npIafWsFhdib+VkNMM9KbjThCnvuutmRZWOGxRtZweW97mMD00P0SnR2R6SN4mGJmtzGXRTKupvcSqgZieQsB6aOZ1KOpm1QqmYUEv2kfI6aF7G8XgaQdofMm4ipQjzQoLDtK5kq/xu7zhq1vwp9/aCgB4+PAEvvHgUew+6QYwq+35orFZ6QwvGiZ0k3mM9lr3XsO0+DX50dYBvOXbWwPbUpCM7dikt8hIrTk9QLjTE3ZOc6YnUk7PwuRtzc6zaRfTU4u8jaquTdcQBKVAVV86ju4amB7TYojFpNPTdOhCIYNoOT3NL2SgmZaQAOZOzGNVup4bFnN1tb5oR0GLtgHQgVqR6akkb6tgKIh/W2hkI2yToIXs369S8ep6Y171pmWFDLybcy1zasFMT4i8bb5owLAYJrLFut6XwA2kWpkeXr2teevrsf5JPDngKnM72ekRc3kaLXHLFg30psjpqe89vExP+Fw0LLtkNTk9YhEPgljIwC9vA7zrci6v499/tbeusrdRoJtWU+ZgVGeeMz1aeSBGMy2cmi3gOR/7LQ6e9uZ63v3MKXz89n11j++vfrgdX/jtocC/VS9k4MjbHKeH0Kx7tFCQU5CMqdxgr5avlKuxBPekUKqXHCv6TCB6IQOgssKiqNs5oaLRrtXIdIiytlOzBRgWK+uvYlmuY3XcsUfoO7j5gdUk7tXlbfMh15nO/UqfQcWoFtqnp+nNSYX3b21z0uiB8KkcMT3RnZ557vQkkHQqdkYJ2OkW4/LnIEinp0Fw5W12D4mqzUk50xMejVgoNMMtZCBOlmeGK0vcTIsh7ZO3aTXK28gJrDRJ683p8TT+WmCZ4NkQAzCMhXJznSoxPe3J6alH3kbfs96cnslsiR9SomyCJEozNdDZQRCle1HXiWa4hmYz78FsQedGTDKuRnLAddPCPftGW5pXAngdiYY7PSXb6YkvgOkxLLvSZFciFipvY4w5TI+KmKpAUYScHmE9BhcyEJke9+/bjk/h5h0nsedk45u20mctdA7mNcOz7+4+OYPLPnFvpEZ9xHCRUSgaebphYWS2gJJhYWg673nd3U+fxm27R+oe84nJfNl7EijyHbbHkqPam/Y6PZ3K9JQME6piqzzo3Aw7J4OYx1qRFJK0SclRLcAWmenRTeiGt9x0rU67KHciY3fEN1eLhskDisedgkLkZFDAtVoQSVxXYRKrsL4uYvPbau9P9/KWHSex40S09HMxb6rZwTBrgXml2ZJR1x7lXp/qryWnvRZ7gCTZFPzoTsYjOT2mzOlpDWgCxGMKEnE1dKPw5PQo9o1p1prQheptYnO3IKpZhN3cSUFcVcoLGdQob6uEytXbwi+K1sAoiqiLFhG2kMnAr3TItKtk9UKYnmpzIvT1hoXljiyp4GN6gNoiO0Hw9oyK9r3EqN9UTsOn7trf8CILlsWQKej8+qViaiSD/+HDE/jAT3fh0Oh8Q8dTDZliE5meksv01HPokjMTj6noS8dDmR66/0mHbU2o7j4rrscgpkc0mMX9Y66gOT8bX+CBxrxQNvpvf7ITn7hjP///sYkcNMPiEfJKIBlVPlDe5hZZ8K+t4dk8siWjbrlMrmSEJrL79ys//PI2QqGDc3ooB9aVt4WxWN77EQVzgqFoOa0UCKTkqHbeenN6KgQidQu60xsJsO9BrfI28f2nHDmT30Gn9ZiMqRjL2GdwOdNTSyGD4O80nQs+36PI2yhAQPP0K/cfwc+2R5NrewKzHS5v++NvPIbrHq69lxg5qbXI22rJ8aVzgPLRe5KxSAypbjLp9LQCNPGonGrYRiHm9FDAppqRmi0Z+MsfbK9Y/jkImmHxqhdic7dqG65pMcRVb5NVzvRE3KyjGKiVm5NGY4gWGkUR5VkiwhYy35ArOT0LzOl56NA43vLtrZG/mz/vpa6cngrJ45WgGRaWdNlOj3jNyMieyUV/30OjGWw54q3uIjoSUeWCogO3tX8SN2wdaEiJWBHzJcMTrIjK9NB1rkXb3AjMF3U4MZZQA58xht/55L340dYTNb13tmigh8vbap/zfO9UFdvpCckv44El50CLx9ygjMhgiPMwOKfHfS5FHpvl9GiGBdNi2DU4jbd/5/G6nO+h6QKGZlzWhOZQWMBGRJ4zPeV7km4yLhv1y3yGpm0jNV/HeA0nAZnOimvvP4INH/m1p4kyEM7ehsnbOpXp0QyLO+Lk/ISyWFRYo4Yg01GhtYJuWdBM972plG+1vWc2r4HswDCHzHScHcN0mZ7eVLz2IjKCjTAT4vTQvDxveReyJcNh5x2nJ1lHTk/IPCWGge4PIYq8jQolEGtT1M3ITXJbW8hAkLfVGGfVDAsnJnMYnglmZSuhFqaHGL+ZmuRt9j7X5xTJ6U5FZXoYlz8HQTo9DYLBD2QVyQolq02hZLWqEtNTeVHcs28Ujx2drNkb1wwL6YQKVfFGv6tV2+BMT0wpb04aMeojbpSheTPCwUDOBB97hdUrUscL3VDCDIdCyCaaihCFok2g3r4S+0bmsPvkbOSDkapD0T2qJXGSNucw7XM1aIbJK3eVFsj0fPPBo/jobXs9j3lyECJeT3FjpGvY6Map/n43ybgayeCn692MfjmVkCkYWNuXBhBu4GeKBjJFA5+860DZ34q6ic//5mBZpM2yGHKaid40ydtqX4+0VyTiKvrSiQpMD+VNqvynWK5dHCuB1rG4JMS9abZJTs8DB8ZwfCLLP+vjt+/HkwMzeKZKJasg5DXDsxfQ9Yni9JCRRnu+eJ3E3jfiOssUdX496pG9knNC+/vXNtvFPmbyGj52+16P1CqI7aH755e3dWxOj+k6PelqTA/lWAkO3LZjU/ive4LznwDg2Ljr9Bgm8zQ+pwTvqiWrCzpW96WcsQWfbe754V7rvnTtTE8hkOnx5nbSHFm/vMseX17j+zYZudWCd56cnpDzixiGJb65FEXeRjYIzdGSbkXOxRKvsWj/3Lt/NDTQWi88OT01yovJGYnqzImopbodBfnmCnrkM2JeKGQAOExPpOakUt5WEU+dnMGjNdYODwItnrhTWSgsyi+WtiZ5W7VJsGdoBgBwyTl9NY2p5GzGcWE8yZgaatATTMtymqyqvK9FrSWrRaclzKAWmR7/AVeJJWkN0xMmb7OXTMWcI8701Gdo880kanlwX05PLY4gfUa9OT2aKTI9Yk6P/X61aHhn83pZSUvx/ka9nuLBNM+dnsZGif3jTMbVSAwbjWOhRnauZOCGrSci5wbNl3Scv8I2MMIcrtE52zAhuaKI3Sdn8d0tx/HE8SnvOJxDqDcVq5vp0YU9sS8dD+3TQ89LkLwtpvB9JkzfHxTgEY3GKPI2xhiOjtcmR/y/tz6NHz0+wMe1bqntcIbluVRCtmR41ic5QBMhTs++kTn8263PwLQYN15zvLCHT94WcP3EMWbrqOpI5Zj9137HiWn89ImTnuIfQcGtkm5CUcCl2YRGVx1sFEpOGXXArTwWtncHMT13Pj2CHzx6PPT9RabHMJnnmvEKd1Uck2zRwKreFB9v4PcQ9u+c6PTUeI6J953OAT/TQ1LF85bZe9JMXnedHuc7Vc/pcf9eTd7W42MNrYBgSfn7u+cpNciN6vQEMT3zRR3vv3EXbtlxMtJ7RIWH6alRSjc5b+9/9fTAousf5Wwlxs1ituMXRbXkMj1CTk/E5qQJWb0tHF99oB+fufvggt+HFk/C6SERprEVCxmQN1ptolJpykpdZv1gjPGeFlSzPKYq6E3HqzM9jiYyEVNRMuyO4jTEqItD3EzmQgzfkmFxqUqfb1OKWuSgXqaHDtQwwyFU3hahh0DJKDckaoHGN5PaWLV6cno401Ov02NYWBogb6MNq6BH78w9V9DLkirr6SDvYXqc7xU1Fy0q/EZyIqZGYtjonmbqlBMSNh8ax6fuOoAjY9nqT4bN9Kxb2gVFCTfwT8/Zhsny7mTZ38hI8bOPFLHtTSUQV6NJ/PwwBAZnSToRKrWkuZB0DrS4qvLXigaQGNQJmnu1Mj1PDszgtf+9Bf1j0R2fgmaioJl8XGuW2AbnyRqdHtNiKOqWJ3BE1ycsYPOvtz6Dn+8cwpGxeX5//CWr0wnV049FlOsOz7gGaj37Qtiao2stGtFBEueCbiIdjyHuq8DUyU4P5fJQdc+w/YaXrBYi1mOZEnSThe7bJ6fcOaNb3ma3xCxVk1IXdJOv69By2sKYqdVEbzoBzaytoW/Q+5+aC87pIadnOqfxPYaM3GrV2zyBjiryNj/I5qp0VorvT/tDdHmbyecCOViUuxRWPKleiNep1qATscW1VhMEapS3ZUt8rv7Dzbvxud9Ut7nprCHmrycVjekxLJnTUxEzOQ2zhYXr63VBtpaMVe/TE48pUKmQQUWplMnLidbS7FJkdshZSsZUdCViVQ8Pw8npWb+8C4NTOY8DUo+8Lez6lgyTb3D0MyYwTGFoRPU22hwo0uFHO3N66LtXYuSeHJjGh27ZDcti5UxPDc5WMSDyWAuoQmBMVTyHpmgsRdXxig00CeImHrV0qLiBN0ve5p/TotSqEkgKkCksTKqTq5HBmi/qWNqVQExR8I0HjwZGlk8T09MT4PRowc4xMQFun576mZ5E1UIGXnmbndNDEVv3/u4dmcON2wbscVdxemhuhrFLgOsMTkXMwyJmXBP6ldA2dWKyevEBEXTIi0xPhsvbgsdDMqbBqVxZTg/N0Z5kHLrBAuVtXqanDqfHmRP+9ga0rkVHR5TGnJjM4YM37cJcQUc6ofKAGKEew6wV0AKZnuD9xs0xc7/3+Ly97sJkQmKAhPJuCLSvVW+YbWFZd3lwyv8cAl3rvlQcjNUWXAxac6NzRc/eIOb0AF55W69j5NZSvS1M+khr1h8wo/euZGeIa4I7PVGZHt3i7BJdu/FM0fNejcJCGmRT0LeegELUPj2WxTCd03DR6l4+xn0jmaqO9HzRQCquculo1OpthmnJnJ5KmM5pDZmEnOnxFQDww2V6VJfpqTBRb9p+kidM10Iziw3T6PBIxlV0JWNVq+CYjqd86blLcPD0vGdSRy5ZHRBNFUGGAUmj0okYFAV8klcuWR2e0/Ppuw7gvv2jVcfHnR4f0/No/wRMi5UZ2JQEnq6helu9fXqMCJvJI4cncPueUzidKbp5V2Rg1bDvuUxP/YUMknEV6bgaWLIaiF7MgNahOF/E+7sgpqfB8jb/nhE1p4euUSPkbUA0R5AxhkzRwJKuOJ+/195/pOx55PT49e+Aa1T4jWAeEXbkbfUwPWLlS9vpqVLIQAjiUD6bLnzuM8Nz+Pgd+6EZVrC8rUamh5yMqPOP5wLornyMnJdjE9GYOQLJOQq6yfcFntMTwvRQ9Lx/LMuN67xP3taVjEELkbeJTE89slcaX0k3PQE9ChSI+7c4fx/rn8Bv9o7i8Og80olYmbKhU5keu3qb1+kJZ3pM/hq65sQAhAVmxCCAyM4B7n2tNjeLusmdnvD+SO6YaX8h+VwtqgX/mlMV24EQmckypievuaXKfc5CGLzXobK8jb7zg4fGcM31O/heXSvTEzUIkNdM/j0oMDvmOLeNzudcSCGDSe70LIDpqaKiyBR1GBbDs9f08sfmCrpnnwl+ncFZHsBW50RxOsl+DcNZ7/TM5jUUdStSMlYlGMLBbUtdghcUZ3qEQgZh8rZ9I3P47K8P4LXPXVORPQoCsUJ2To/9Oam4zfRUL2Rgy84uXbcE2ZKBo0Iipd94PDo+H5hQ6zEsAha5btqSOUqCT8btAhAppwlVRaZHOBz81/h/dg7hnipOD2NuGVlx7IdGM/irH+7AAwfHyr4nHWou01O9kEEtzJwILYJWliLUJyZy5dXbamC/6DPqlrc5eWO2Mx3M9EQpZkAloAE3zwIoT7yOApECzzY4p4cxhusePlZWDS4VUyMxbDSOhcrbaA1HMcQLugnTYuhLJ3DTe1+MK5+1jBfkEDHqMBpBxoY7T7zjJqO4N5VATFXqKpkqVr7sSydQ1IN721AuDpe3CTLioLU2k9dCmJ7yCG4lp4e+c1SmkZ6X191eJGSUHZ/I1XSNRCOLDMVsleptdN4fGc/yBG/dZJ5Gqd3JGHTT4mMV7/nwTIHLjespcJITHDWR5aX1LV5HcS+nqPz4vN37y8/0dGwhA0/1tmglqwHboTVMi9/HsD1KXHOGcx/5ewRU5Qv73CXpBBSlEtNTXgCGFBi1FDPwV1IjNmcs4xYzKGd63JweCrpErd6mKAjN9aBCBjT+J45P45EjE5Ek6LpQoILOpFzJiCT1m5gv4Zwlaed72I+Rc7vQvd8Pr9NTm81BShe69rsGZ/DjxwcivVaU4e8dniubV6bFMJPTOCN9seD0AKia1zNf1D0BuKhMj26ysr1DxBnt9AxO5co6TYsoGW4JwoVGXnXh4E7E7QsetKDE6m28T0/IPN05MA2LAZ99y+VIhbAfumlh50B5wywv06Py37uS1eVtppPT89x1SwAAe4bcxn3+iX3N9U/iaw/0l49LTBYOMHrJyVzSZU9qYnhS8VhVpkc0fv3OR8kwQxuSEcS9VLwWFOk+PVsIcHpsIzEdoVu0K2+rz+lxIyjhrydH8sRUrsxIrSenpx4ZC/WMsJ3VmC+nx+DsWJRiBjnNLQEtMj2ektVRmZ6SOI7aDNZqmMxq+K97DuHmHUOex6NXb2vMfkOGRZRgDUnplqQTeP75y/CKi1djJq+VOWk0/4OMIlon/sg/zZuelG2k1uJwE0TZGhlZQU44vTeXt6lulUxD2FcJU1ktMMAjOkhc3ua7H5miziPT8zUyPWTIZwXjhoy8gm6W5TdUgmjoUylvGs9UTgt0oMjR6x+bL2tVQPe8O2mXIg4qBJEp6twYrYfpIXmbYTFPU0qe0yM6PcL8pQpPE/MlpBIxHqwjTGU1TwCuU1AyTKF6W5VCBiILrRmYzGrcMQ7bo7Ilw5Pn4pGbRzhrdNPOy+1KxJCKq5HkbXTfKdJeS8DV39Ziw8oeAF4nneblip4kupMxTOdseVsipkSqkAq463hJOhFastovb6N1TvehMtPDuNFNc9di0c6S8fki1i4lp4cYPWJ6Guu8i9epFkW9ZTFPTs/QdB5vve5xfOLOaH3t6PpPzJfwp9/eip9t9xZo+MXOIfyvLz7Ev/fGVb3Ozx7EVAX7RsJtc8De5/oEp4dyeqo5ndRyJQxntNPz+mu34A++9mjoRRKNq4VSjv6S1UDwRiQyPbxPT8j4RjMlJGIKVvemkIx7JXMDkzlsOzaF23aP4G3f2VZWFYgWeTKm8koWSYfpqTahqWT1c87pg6rA061c3Bgti2E0UwzsOeIaKAqOBTTRKwkbFo0tFY8hnbDlgRVLVgsHpV/PqpusbDzDM3n8zY+e5IyDaJiJhxDJRSaypbIIMR1qVMhArAAV9t0WnNNTwTml4hAnJnJljl+rChmIjnU6oXqitpmijnVOpOtnOwax+eBYxfcSnYAweVs1J/KBA2M4MZmLzPTMF/VAI+r4RDbUKZkKaXYXtU8PXaOF7jf5GuRt/io4q3qTYKzcGSWnJ4gdKXCmJ9jp6XOYnoWUrI6rKpeEBBnb5SWr3ZL69FP8/Klc+ToW36eom6Fyw1d88SG88LMPABAd5+hJzIA3kCAGV/bWULY6G5CfRvfAtFhgvhzN9eMTOc/9sgsrkNMTs9kfo7yKVV4zsMZZu/UEQ8TPHBSS8Okae50egenJ0v7MkE6oHgdWUeziHX/49Ufrzj9sFjTTEoJiVMggeF0WPEyPwfN5gHAGJlM0eBEC3cf0vO8VF0FRKu+N9L7pRAzpRKxqU1jAdUp662B6/GvugpXdALyFN/IlOyiWjsewvDuJmbyGom56GL5qrAWt+aVdCRQCWEDTcm0BKsbA88qogXglp8ew+H4k7g9R5t/4fAmre1N2GX9GhQwcp6dJTE9cYNpFVi0Ip+cKuPCjv8GdT58CYO9PX7nvMP97FBmuOOdMi+HQqNeJOXg6g2zJ4MVb1i1LIxlXcdUFy3Hxml7sODFd0YHJa4an6l530s4vq3bm6ZaF2NlavY0uTphHKRrHNKnH54t4w7Vbym5gNfBS1DGFL9ogo1es3latkMFYpog1fWmoTiU1ceP55kNH8bc/2YmnHRZmyNdcir47lawGbAeoOwrT42gi04kYLlrdy5meREzxbGhUcz2oooZ9EKh47XPX4s6nT5Vtmn6nJ+FI26IwPaJxLRqatJFN+WQf9+wbxeZD43jEaXwZlFAJCPKKTKlMnuDXbLeC6eGsQF4v2xzI2BmYypUZmhaL1plZNy3+2noMCbqHqbiKdKKc6Vm/wj7sth6dwt/8eGfF9/I4PYVgp4fmxPbjU/jsr729ZG58YhDv/clOfPbXB5HXTM4y0cuDDIp3fPcJvPa/Hyl7/NVfeQSvv7b8cQCYDmERk7GIOT1UyKBOOSEhX4O8LeNzelY6pWv98qhRzvSUvyc54H65U05geurN6aG9MxlXXKenZCBT9M57CjR4+/SESzrtilDhOT0055Z1JzBX8H6W6HjXzPQ4zxObaeZKBs5b1oV0QsWOAGY+DCJrSY7gfFHn0pn7D5RLcbn00bQ8SoecZnjkbXYZ3vK9Kl8ysSQdR1ciVte+IH5vsVodXVPRedQMW1qeKeqegEI6HvMkI/NeYIaFZ4bdIFwnQCxkQM5PpGIBmsklT2GvKRkmNMPixUVMp3xyXFUw8IU/xP9+8bMqtsgAXCcknYwhHQ8PepZCChnQd4yKgm4zNuS0Pss5B8T9Jq/ZDo6qKljek8BMTkNeM9DlFMUBIvTpcebssu5EoE1zarYA02K8VL9mWnzN032otGdrpluMQDyfquWVZEsG8pqJNUtSnj2Ry9saXr2N9k97PxyeyePFn9tcsUIaNR8W32NwOo8Vzjw7EqFSpX+v9we3R5zeTCNO7s6SdBxfv/oK/P2rn423XHkedgxM48uCo+VHtmTyPlSA24g3V3L3waC5bFqMVywOwhnt9JCG8IGDYxicyuFd1+/w5BeIUTKa1E8NzuDw2Dx+9dRI4Hsem8jiL3+wvUzbrgvSC+oj4Td69w7P8R4F8QiFDEbnijjHoUhtpkeIYmZLyJYM3LPPzl8Zz3gNGJHpIScsFZB7wcdvWtg1aPcDouptgK25HXWiBku7Ep5JxhtbBWwCumF3xX3HC8/HdE7zRPpnchpu3DYIwDXEkjFH3pawmbLKhQzECINI9VvOuDSPAUPfa+eA+/3oM8VDiJyliWypMTk99ZasNtycnkxRx/M/fR8++2vvBkYGxInJXLCMMoLumK5jIqbUJWPR/E6Pp3qbjlW9bhWwZd0JbD06iX+4eXdgdEek/EU5pHidabz37B/F9x894UqGNBOfvms/ADsinCsZvIw2IciQJ4MwaDxjmVLg42EVvBJxNdI1b1QhAzrkI8nbnHtLRUNWOgebKAOlcuH2GMOZnjB528Kqt7lMDxkZQzN5XPWZB/DgofGy5yXjYk6Pw/QEMK+TWa1MamO/j/1cWkMXrOh2gjdhORXRWTXANR7nPfI2E93JGK48f7mnT0015DzyNoOPc+MqWzL0kV/txa27hj2vIaOTQH2XCprJnUMubwtgpXOagZ5kHL0VKulVgtjbZ0CoVjcXlNNjWPjyvYfx1m8/7glC+pke8VruPtmBTo9zPtitHhTPd7Qshl/sHML7b9zpYXZyJcMTkQ/ao2i90T2k3kqiQxhU7ZQxhi1HJmCYFp+PaYeRD8s3EvcSWtfdjqFJ82MsU6yao1nQTJtVcq7J8u4klqTjGJ8v4asPHMHJqTxymmvQ2kyP7qyROJc1Vs3pca7x0q5E4NollnHTmj7+fAoA0R5nWiyUbTAsFsj05Kr0iqEqbWv6bKfHFK4d6nqWugAAIABJREFUYK/jenIfw0A2kC2xdhm172057plvIoLsq1OzBVxx/jIkYkqkVgj+9zg6nvVcS5K2Uo+mvnQCb3zeOlywsgfve8WFeONl5+CGrQOh75/XDPSm3NxTmi909v3lD7aXNTMHqOXKWSpvI2p286ExPHRoHFuOTODhw24jUrGqFE1q8lYfOBAsx7ln3ygeOzqJfp8sRmw6ShuSf1J89jcH8NMnbN2jqrr68zBjaSxT5BG9REzxvB9JU8gIG/XRmZ6cHp+8LUg2dceeU3jrdY/z6AiNbYXQs8N2esrlCEGbgL0xK3jFxauxsieJ+wWn51e7R/CdR44BcA0xsZCBX8rnR1j1Nnq8ZFh8E2SM4amTjtPjOD+0CfU6jddImkjfZ2K+nOlJOhE8ijZ4GK+87oliuc1JFyZvK+oW38B+8NgJz/2n+To0nQ+UUkSrJGaPc1VvCpppRdLxGqaF/7htL05O5T1zzJZNuuOYLxroSyW4tGH98i789Q1P4q6nTwWyHGFMjyenxxehpwjS6bkCv9YFzUTO0cArQrCn0ncTpZTivAuSZfpZREIypoIx+3M+fdeBQMmnOI4Fy9u0yob4Y/2T+KsfbodhWvyzSJ++yilpLEbWH+ufBABsWNkdaBTlOdPjK2RQMmwdftyWpSyoOWlM4U7PsYksNMPysPSicwTYASYKNtHPWz/wUtz2wZchpiqY9snbyBGgdURBrwucnAOaV/69hwzu6EyP/ZmiIZYrGUjGVbxw4wocOJWJXC0x52N6yBh92UUr8eYrzgUQ1PjRwqVOPibglrDOC32DqJAB/V9kyvIlE92pGPpS8TpLVgvytulq8jYT/eNZ9I9ncXrWPcO6kjEkBMOFptWy7gR2O/t5p6AkOD0AytiUu545hX+99Rncu38MO05M80ITuZLBDWT7fYIkuPa1pHOYGmWKnxdU+Oe3+0bxrut34KdPDPI10JWMcUaeMVbG9PoLGZDyAnDv2Ys/txkv+uzmitej4Dj4JAXvScWxui+FJ45P4asP9OM/bt/rSJfsv5O8raB55W1Vc3ocG6M3FQ8MvA5O2/v3s9f28u/gMj2m8D7Bihy7+Ivj9AjMb7VeMePOmb2mL207Pcx2rMYzJSTj9jmRbWBRDrpOqbgK0/JWrLwtJHgf9B1Iknfhql4cGa3O9Pjn3FxB9wQFRxz10TB3elzWRlEUPP/8Zcg753XgGEsmugV5W48znyiv59DoPB46NM4dyH0jc3j9tY9gJq+dvYUMaKHuP5XhEq3Hj03yv3uYnjw5PbYzc3wyh2MTWdyxZ4QbBICb1O+Xubj9d9ycHn9eCmnmAfvgriRvY8zOl1m7hJiemK/Uqvfz/RpOzvT4Chl0hzA9Jybt7z0yW+DV2wBvz45ypsdxegIWEEWjYqqCi9f2erTdw4IUjwwxygtJJ2JVK9VpHqbHvXaisUb359RcEWOZEtYuSeHQaIaXTwTc0pjkNEwK1YP8BxAxPeSEigfGv/3yGfzlD7a74yC98ALlbQXd9BjHpL/VDAvZkoFnreiGYbHALu/Rkurtz1npMDJRDJyjE1nctP0k/vYnOz1zLJ1Qyzpx96Xj2PzPr8TrL10LzbA48+M30gBXgpWIKR5pkai59iejUiSJ1lU6oWK+qHOHS4yGFg0rtPKOOG9EmcTWo5Nlzw1zZsgIeeDgGK7fegKfcpgnP+ial4xoTmYYqsnbHj82iUf7JzEyW+CGE0mEVvWQvM39Lnc/cwqrelN45abVgUnYoUxP0eDraKElq5MxN6eHpHaibLesT48q9umxf25c1YMrn7UcK3qSdiED4btQpJDehzM9jmNOZ4B/L3WZnqg5PeXSGTtJW8WLNqyAxaKzFf6eU+QsrVmSwteuvhKrelNluVlFzcQ5S9OcHVjVS06P2/i3y8np8VexYox5mJ5sHfkHIjt0eq7AWVfaX/zV20ilIEon0/GYh+l56wvWY2VPEq997lrsPjkbGp2fyWnYcSI6k+aHYbqNOGfzGn7+5MmqidNiyWrAZkfEayDe65JhYYWz/nKawQ1kIITpca7JMp7TY0EzmcfpiQcwPU8cn+Kfx3N64jGkEjEUDQubD47jqs884Nnj/H16xB4p4nlcrahBwcnNIYepOxnDqt4UZw8e7Z/EPftGBaaH5G2m0/PN/kz/Gea/D2Rj9IQ5PVN5JOMql9dppsUVBeK+EHRW0vWkQg615PRwp8eRt5kWw2xeh2ZauNBhaBspcSP7MRlXYTLvGRZ01gJu0Oyyc5fgPS/fCABgDFjWk8Cmc/pwOIK8TTe98x4Ajo1nsf34FH79zGke3ByZKSCmKlwlQ6BgTFiT5VzJ4I4OAO4A5UompnMaSoaFmbyOA45iY/fQLI6MZZHXzLIiKCLOeKcn5XjW9znMzTZnMwC8jsNcgfoo5LDBOQQfPzqJa+8/gq8/aFcnY4y5To/P6XALGSi88s3+U26UkjHGD3LAqd5WgekhXeg5S+2JkfQxPWI0XFW88rYP/3wPvrfluPM6oZCB05y04ER6RFDN9LFM0cv0CE7PEr/Twyt/BEtIyDjZsLIHg1Nu1FxciLSpJGMq/vUNl+AfX3OxHcGNUCgACGZ6ADeK/ZTD7vz1yzeCMeDpoVm+yZGBRcY6FTKYypbKNlFa3GuWpKEq3oW6d2QOh0bncWwiy4spAPX36RETrcXDkw4o2oBpMw+SG0QxPuleru2zHbmZCM0Xybg8PDYvSCjpMHWdvYJuoi+dQDxmO7K6yfgmNxJQn58OgfOXd3uZHpNxxoY+by7E6dm0tg/zRQOzBR3LexI8+ADY0frLPnEv/vPug57vDngrLYk5XttPuHsFYSqnYUVPElddsBxXnL+MP85zvpyDXoxaA7ZB3T/m7Xm1kIRWV94WPMfIORucygs5PfZaW9IVR1xVuOOeLRl48NA43nT5OehOxQP7LtAa8R/4E/MlHhiJq9HymvwgliEeU3n0lzs906LT4+b+APD0Q+MOkXMfVvYkbXmbYMh1J2Oe59K6oXVE80oMThmmVTWnx7KYZ08LuieGZRuql5+3FAAqVhUV4SnKITA9dC9X9CR4LxICGZ10DrlOj+lIP2xmTguQt5UMCxazDffeOpkece8cy7ilewn+Pj3jAUZPKhHzSPQ+9ofPxa6Pvw5XnL8MUznNUxVOxHe2HMPV39sWqUy+H4wxvPJLD+N9N+4CANz1zGn82y/3Vm0o62deLljR45H19Y/Pc5sCcOWluZKJyazG944gp5rW7ooe+34bJvPkEAEkb/OuO8rJ6E3H+drtStqSs5Ju8ut3/WMnuNHs79Mj3gP/3K8U0Cvojrwt4TaVpL0fsGVfJcPiBu3yniQyRQPzJR1dyWCm5392DuEln99cth8knEBJ0DwdnMrhWSu6+Z5c0l15m7hN6QH5gPT9yEYQz6Sw8tgEUd5G7DfttRc5KReNbFAqyvUti/FKdqpSrgAikM12w1+/EC9/9kr++LKuJJ6zthfDM4Wqa183maePDmA3TX/fjbvwj7fs5o+NZopYko5DUbyOyBpyegLUE6bFUNB9OT1JN6fnlHC+bjtmn9OiCqMjmR5FUd6oKMphRVGOKorykYW8l2ZYuGPPSJkhr5kWrtqwHIC94acTKoamC3zhTOd09CRj6E7GeNLs8YksXvbsVQBsA2e2oOPg6Qx+/uRJ/Pl3n+DGrj/i6zI9Cn73WctxzpI07tzjUotzBd1zGMaFQgZBhgJFG12mxz3gTcuuQtKbiiOdUPE765fxya2bFu5+5hQe7Z/gryOmJxWPoSukAgYZouOZkpPTY4+NGpoBNtNjWG71GIoUB/VPEGvcX7CyB5NZjUcpxQMrlXBZqN+7eBVeuGEFknGVN9oMQsmwAvOhgqR3B05nkIgpeO1z1zrXtcSNLJI/0mY/lStBUewN8fRc0RNloO+SjKlY2ZviTmauZPDvc/+BMc/BVQvTMzrnaqXpACsKm/T65V044DjR1DOA8r2CNqdITI9zvYj+PxnAGPkhRsg8TE88JpTq9fZ4oCIcdPCdmisvCT5X0KEodg6ZeCDolsUjRJqv3DOXtznX/9lrepEpGpgr6FjWlfQYTWREX7/1hOf/gD/C6Y7LnycH2PNqRU8St/6fl+G9/2sjf5zmB+//5DNEr33gCN75/Se8Ts8CSpdyeVsIW0Rrc3A6j/miLUEjI0RRFKzsTfJD4rH+SZQMC3/wvHVIx20H1T9/yHDySxOPT2Z59FKtm+lxpcGc6XH2M7GBXXn1NtHpcYocOHvdip4kX5c0D8npoWDEqdkCVAW4eK2t+ad15XdggvrLiLhp+yBe9aWHuWETdk+SMRVLuxNYuyQVKZIKuBF3RbGZkHnf2lrenSxr/lvQTXQlY9zZICY371Rvi6sKko4kiq4FBe14YYpkHL2penN6DJchMCysWZLy/F28jnnNCKyI6M/pofe7cLU9105OBe9VB05lYDHUxfY8OTCDkdkC7ncCpJRbOBjyWYSS6XV6Nq7q8ThKR8ezeMEFy/mZ6t4Pm7mjfTG4wqSX6TEsi/dGIwTJ2/odVqWgmVzJQEqKomHxSPjmQ+N4wWfuxx17Rrwlq0sml5sDdgBIZPIrnRVFZ/5R0Z/uZIx/x3OXpvGul14AwG3WSU7gqdmiw/SUV2+7/8AYxjIlfPCmp/hcJVlhT8ouzuS3/wan8rhgRTe/Vnaub/l4zQB5G+0nFPT152JVwsS8LWNb2pWAqthOD53j5y+3nd9Glq02OdMTg2FZvJLdxlU9GA04wwD3/OhJxj2OxfLuBC4915bG7h+pXGVSMy2u1Dl/RReWdyfwlfuP8AJX4vj8zhHgMj1B5yyNr1eQt5EtOpN3gx7JuIr7D46BMebJUfU3NhbRFqdHUZQYgG8B+AMAlwJ4p6Iol9b7fp//7UH80y17uMdH0AwL5y7t4pv/n71gPQDgocN2cuxsXsOy7iSWdtnVeyayJcwXDWxa04u+dBwzOQ1zBVsu8/XNRz1Vd/xODz+QVRWqquCPn78OjxyZ4Ias3+OOCdVNLMteSKLMbXTOngii0yPKexgD/v7Vz8a9H3oFNq7q4U7S4FTeI1soz+mxb7m/2glNotFMEYyBU8z+nB7A6yTQe/klenS4AuBRLjo8RmYKuPqF5+Pbf/EC/P5z1thji4mbuFqxsWdJN7kB40l0Fw4Nuj/9Y/PYuKqHS6vEBUmVaWbzOo6MzWMqq2Gjo+8/PVf0LFSi6hMxBWv6UnwTJDmkqth5UWI1HmKrTs8VQmVRhL/+0ZP4jFOsQGR6aHN88caVODqRRVE3uZxlneP0VKoSWAnkoF1yjm30DfgO95u2D+LGbQOex8R5Q9Iju0CG2//huCOVXN5D+VoKNNPi1/O3e0dx+Sfv9US7MwUdfak4lncnPYUMTIsJEXr7O5UxPZkiVvQksbo3hUxRx2xex5KuhGfjE5k5xpinV4rIbNDBnogpgdG46ZzGD2lxzpJxQA7opC96/fTwLCaztoSDDtKFMD00zpxm4j0/erIsOZ6i/4OTOfvaphOeSNvKnhQ/JB4/NomuRAy/e8Fyt+SuzwCj6CFV2wLsezMwlceFq22nWSyZWgvcAgVuIQNySu18LR+bQ/K2mOtkic2hAbtCHclo6bDk8jZnXZ6czmPd0i5cuLoHqgIeVBCjiHnN5Pr7MKfnvgNj0EwLex0jIex5ZHxtWttXtTqSmBfUl46jNxlHtujK22gtrexNljkNRSeRnM4OChoUnOptiZjdFoAxdx7R2qL13Z2M2fK2OktWr+51HZ1VvSmIgVeRNTg1W/QYomKVzITvTABcVi7M6D542r6uTxx318NMrrwnVRC+6+SZ0rlFDv6Ao1IIeg/GbOYlJYz1wtU9mMppmMvryBR1jGVKuHhNH3d2aP1nSzaTTxHvoHnjFjJwnB6TQTcsT0An4ZO3ibkVRd3k9zjt9OkpCY8B9vl3w9YBT8DOZnpULsX76gP9uGn7IP/7Nzb34wM37grMr6LcHHJ6elJxzjZetKYX73jh+QDcoBVVk5zOaYE5PYwx7ByYRl8qjr0jczjuOJS6aTNePak4TIt5rh9jzHZ6VvbwdRcmo/IzPeOZIu5zGpzTPRPP9SjyttW9KSiKwpkemkvEvmaKOu5+5hS+/fBRbDkygTd+dUvdcmexeptluWt446pejM1VZnq6EjHOrgP2Xvk8h43eW8HpYcwOflPwZUV3Ej9974vxx79zLv7ldZs88xPw5vMQXHlb+Rj5PiSMjebitMD0vv8VF2LHiWncseeUZx/sRKbnRQCOMsaOM8Y0ALcAeHO9b0Y5N/7zlmhnuolvet46PGdtH+7cY+dGTOftqC05PcfG7cV00ZpeLOtOYGimwDfkkdkCLl7Ti2ev6cWq3mQ502MyqIod7QSAt1y5HrrJcJPTsGnUN/n8fXpe+aWH8JLPb/Y4HwCEQgb2xvY7n7wXf3bd4wCAtUtSuGBlD9YssZkHxhj6fYdpKu5Wb7NzehxJlyeRz+JOE0U5yXjw5/QAbmRcvAb+5mBihZkNTiR4cCqPvGZgJq/j/BXdeNPl69CdjOHvfv8ivP6yczxjrpjTY1pIJ2JQFF/1NmHTo0j74bF5XLy2z6PNpU2CFuJX7j+M11+7BYbFeENWwGWCAJeRiqm200OULEXU3v/Ki3B4NINXf+VhAN7o2wd++hQ+4yuxPJ4p4l3X78DApN2h/dh4lss8PE6PY+S85MIVMC2Go+NZnouwbmlX6DWq5vTopsU377VL0uhLxz0SRM2w8F+/PYT/uuewr4u4u+FTNTxieuh5X32gH8u7E5xdo2p8dE+3HZ+CbjIu1/v65n7c/OQQlnYnsKw7UVayussXoSdHkA7N0bki1i21v4NmWJjOlbCs2ytvE+WoA1N5j2HrKdXqGLjrlnZ5xmFZDLsGpzGVK/GDUIy20roiVkBkRCyL4bCTGDqV1biRE0VOKOK7jxzDF357yBmnfa2HpvN48NA43v6dbZ7ncnmbw/Qs8R06q/pSGJsvoqibeOzoJF584QonNyu45K5YBY0MsVOzBWiGxSuJLbRkNRWBScZVvr4s5u5J1AGc9qa4qsIwGaaEvlo8mt6TdKPkXfb9SsVt9oDW19BMAc9a0Y0l6QQuX78MjztBs9OCQzydq9w8sqibnFUgpynM6SFD4Dlr+9A/lg1doyOzBVz+ifuw++SMrWtPOfk1JZ1/J4qAUuUrESRvO8fXayfvVG+zG2iTk+4t3kDzvycV9xQyyJUM/N5/PcgVBJWQ0wxeLAOwDSkKGvmvj7/VAjWy7PI1J6Vrt25pF+Kq4nF6jk1kMZ3TMJktcbaNclrm8jqu/M/78dWABtoiGGP8/hsWc3ID7WszOJXHXF7Hy77wID52+15vGXXnuqWEfAUKAhybzPI+YLbdYF+TbkddknfKstPjYb3EADeAZFisjOlJJVQP2yc2Ey/oJndmqE9PUTe5Ufn5P7scf/f7F2HP0KxHjl/QTaTiMWxc1YMH/+WVAFznDwBu33MK9+wfxdXfe6IsOETzjwIoPQLTc9HqXqzpS+PLb38+bnrvSwB4JfRdybhHxZEp6tg9NIuZvI5XbFoNwN1jqZBBT9Itc0/YN5JBQTexYZXL9ATJqOhzRLzsCw/iI7/ay69ZXyrucdT9yhb/9x+fL3J2MxZznJ6Cq9ig13zxnsP42gP9+Nuf7MSh0fnA3NwooPGnnAqidG8vXN2DiWwpcJ/JawYvGd6dFJ2eJNb0pXHOkjT2VXB67Kp3AGnPl3Uncdm5S/H1d16Jf3jNxXjJhSuRjKk8rzDI6VnRnURMVQLvi8g487F1JaAq9p58araArkQMH3rtJlxx/jJ86d7DnhzVTszpOQ+A2NJ82HmMQ1GU9ymKslNRlJ0TE8EbbVE3MT5f5NF2/2Qkp+fKZy2DogCbzunFn1xxLnYOzmBoOo+ZnIZl3QkscZye0Yx92J23rAvLupKeRQ4AH/ujS/HAP78Sa5eky5key/JEli89dwlefckafP/R45gv6mXJsWKfHtOyMJnVMD5fwvtv3ImxTBE37ziJRExxS1bHVFtqUTQ4dU6H+dq+NI80+ksNJmJCnx6nZDUAToHmSgb2jcxxh5EMjKCcnmc7etSHDo/jN3tPe2q9+ylfzWT8YKVE4f2n5ng1Jlr8iqLgX99wCZ7jsA00TjGx9smBaU8kq6Rb3Jnz5PQIh8bQdB4jswUMTRfwnLV9iKkK+tJxZASmh5wa8QC9RBiHuFBTgqRmTV+aU7L941kkYgr+5XWb8MW3PZ8bSH3pBD8QJ+dLngUJAN/dchxbjkzgO48cw9h8EZpp8aRhV95mYr6oI6Yq+N0LbJnm1qOTXC9OTE8QxGpM5AyLmtcP/3wP3uv0zkknYtiwssfD9Dx2dAIZJ4dg80G3bLDI9Dzt9MugeVXQTdy+ewSP9k/ig696Nnc0yWH3s3d7hmZR0Ex8fXM/NMPC8EwBy7qTmCvo/H4bpitvKxl2DgIZuPb9zePUbAHrlqZ5JUCL2RukGG0So8mfuHO/pxFbENNz7rK0pz/Sd7Ycw1uv24ZjEzm+JrxOjz1G8QC0K/YUceB0xi08YFq4/LylSCdUTzlmEZZll5v99sNHPXvaQ4fH8eChMc84RcfsvT9+Ep+523auicUZnMohU9TL5AWrepLYN5LB8z91H45P5PDyi2xJb1hzxYLu9j66aftJ3LZ7GPtP2YciydvsqGZ4sMK0WGAuhp/B6U3FPffrdf+9BT949DifP0m+nyko6iZe/ZVHcOO2QSRiCmezVgYEaxJOfiN93snpPO/h8bKLVmLP0Cz+v1ufxk+2uRFtT1XGgJyL7SemUTIsKAq4kRBW8IAqQG46pw8lw8KTA9OBzx2cykEzLQxM5ZArmVxqlhVKHJMTu6Inidm8xvc03bTsQEEihjdfcR5iqoJ3XGVH1nMkb3P6tQFuLivtoxQB5kxP0S7+cXI6j+GZAg6dDmeoNMPCR375DIamC1jlu/40r4DyfRoAd5w3rLLPClHeloyr/L7GVAXrl3fxPfv+A2N4zVcewcfv2McDCy/auAIHRzOYK+i4e68d4HxKYCRKhll2Hk/M247zCx05/FimyIMrg1M5/GLXEMbnS/jpEyfxo8cHPN8Z8LK+JME7PpHjTs/Fa3o5o9GViHHp4HzRdRCLut037UdbT+C+/aO8YA0AoTlpecnqV25aje0npvDvv9qLN3/zMdyy4yT6UrbzUNDcal7kiBR1i5c1f+eLnoVrXrYBMVXhfewIxLpduLoXval4WZ7i1S88HyXDKjOOC5ojb6NCBqk4Z/7Ihnjb767HSy+yc0nE1gbdyRiX42uGhf/9/SfwVifI+5rn2qqQTFF0elx2mGyQgmbin36+G6v7UvjDy9fxs9vP9HBGSVBK7Bma9dgUyZjKz5WepF1kKStIoHcNTuOKT9+HT991gM+FU7NFnOsEJGOKbaNQEGz9MvvxbcemcHI6j5JhuQ3CSwYeOjResUpkUTfRPzbvcWRo/CmnQXZBM6EqwPlOKf7JbAnzRd1js+Y0kzM8oryNWPHnnbcUe0fmMDSdDyzkwa+R87dzl3kDsP/8uk34f398Kd97g+RtqqpgVW8SE/8/e98dJllZpf9+N1Tsrurc02GmJ+c8wzCBGRhgABElg4AEA2GBVRB1zeuuadVdzKuiy666ArI/s6IoiCJKTsOQ8zA59nSu6qq6vz++e7773Vu3qm51rG6+93nmme6qul03fOGc857znm4esJedPlqH5OakmsZQZ9dq7ursR1ttFLrGcOKCJuzs7HfVCheTrM53v8YGfm6Y685alnUTgJsAYPXq1Xl3/cFXDuKD/+9JdPYOCoPdSztSru2l66dj5bRaNFVH8PZlrfjync/jxj++gG27unD5xpl4eX8P3jjUJyLotbEQamKmWEQBPkFW24ZnXdyf6fE2RLr+xLl42zfvw6U3P4T5EoPA/56zqFOkeUFLAtt2duG4L/8ZFix8+ZxlIvJq+sg40wAlx+jt3/xbnkJGyMgXMgC48fro64dwzY8fd/XhoQi4UG+T0tu2LGzGkrYkPvLTreKeM8bHvdfpyWRzCNnfS5PqP//8Mv7zzzyFoK2mMEtB8typTBbX3fYEfrdtD95zzAx88jSeAcmjUFpeXxDZULv1oTfwS5vRm2vXrCSjJrr6B8UiURW2J6I0uuZNqUZHfQyvH+zD1NqYUN6R+zA0VodxwI6gvLi3GzMbqmDomtgw+d82RApcbzrjipQf7k3j1oe2I6Rr+PnjO3HcPB7BoolOi97AIFebSUQMdNTHEQvp+IId6Qec5+4Hsj17Uhl88PYn8Xubrr/5stU4fj5XQJKbi3bUx1yb12+e3I1ExEDE1PGLJ3birUtbALgZPdpEQrqGkxdNwXf+8jKu+8kTmNdcjYvtvG26dzLTQ3hyRye27nA2maVtSbQkI7AsniLQVhPljcZ0p3eT3FBy95EBbPzSPQCA1dNrXU5qTcyt3ibjXs/m7irgtZ2M1pooHnjlEPoHs9jV2Y9v3P2S+Ey9TbOHfZweOWXtqv99FH98Zq9rUwE4y/KWxS341ZO78MnTFoo5DvBizH+89XERdW5NRnHGCh4P6h7IiLoMupdywfZdtnM6q6kK3akMNMYN+6qwgUTUfQ6XrJ+OhuownnyjEw+9dgjH2mMwIlKhPOlt6Szq43zc3/jHF1zvzWgszfTsOTKAa295DI9tP4z/9w/rEdI1zG2udvUfo+cVD+s4JMWb0tkcvvLHF3DZhumuzxmahk4piCGvfc3S3Eja66Sh202es9wQ3N+dEulSG2Y14Nt/fhm3P8J73lATZ9lQ8jNG7npmL8KGhg2zG0SkPFWgD4rM9ADAO256AG9f1oqvX7DC9Tnah3pSWZvp0ZHJabjjqT248+m9mNNUJRzvungIOYs723XxkEueeFp9DC9//lTFBmPSAAAgAElEQVQA3El6aV83YiEDpsbEmDwi6gj5OfdJTE9tLIRMzsIrB3rFHlEsteehVw/htod5LJPYfYAHIDjTY0tWS+sA1WwdO7cR+7oGBNMTMR3J6rBnHk+ti2H7oT585Y8v4Bu2yNDWHZ1YYQuLnLJoCh569RD2dQ2Ifnt0Pi/s7cY//O+j2NU5gLtuOFbsQxTwWTuzHg+/dhi7OgfEXH71QC9eOdCLVR216E1lcM/z+/EuW/FKrmskTKuLwdAYfvLwdhzoSaM6bGBqXUwY95GQjtpYCIf60uhJZVAXC8HQuAN/74v78elf88DF0TPqMLMxLlRXAW5npDxCBhcd3YHv/OUV3PoQzyp5cscRvHPtNPx+2170D2Yd9TZiejJZkYIGcGnlOU1VeG5PfpYIIRExsEvKVmmoCuOGk+bhtoffwNYdR7DBroMGHKaHVoKoqWNBSwLT6mJYO9MpmifQegrweafb8+TXW3dj284unt4ZNrDMfr7kjFJQm3q50Nj89dZdeGV/L37w7jWorwojbPLFxCvRHTY0ZNJZsWY98tohXHvL467PmLqGmpiJnZ39XFnWsFy2zp+e2wfL4rWiv3pyJ7578WrsPNyPkxbyLAeSrCbGjpyDnz++My9o+9jrh/HZ3z6Lb124Uuy3Mu5/+SDe84OH0ZfOYsW0Gnz3navQlIgIISxKL6Z+R8T0/vzxnfj+X19F2NBw9w3HImJylpHWgLirpoeP0SVtSdz17F5s/NI9+MJZS3DBmmmuc6E5fOqSFhw3r8lV3woAK6bVYsW0Wtz+CF8P/JgegKe4vX6wD9fe+jh+u3U3/v3cZThnVbvDOIfc9iy3vVPYc2RA3Mup9houB9QqMb1tB4Cp0u/tAHYFPfjm+17FO773ACzLbYTJC7Kca1sVNkRUYWpdDKcvb8XPH+fCB+9cO02kt9Fmk4iaqImFxIOd01SFjXMahNfp7/Tk8oqnlrQn8c0LV+DZ3d245cHtroVKYzwKADipZmevbMNx8xrRUhPBz6/eIIwdgC/8XqORBuiClgRCBqcSvXLUvDkpCRk4i2dPKoP33fqE67MrpjmCCOSQyUIGYUPHR0+dj6ipi4gNXRMZCJSy5I1Gnba0xRXR8UYGXOdsG8m3PfQGfrdtD5a1J3Hz317Fo6/zNJIdh/vRWhPl6S0+TM/S9qSrSzMVKtNzFjU99kSUo36L2pL48wePw8MfPxHvP3GOdO1OHUFTIizSbh7dflgU/lGRIv1tOU++b9AZm7c+vB196Sz+47xlSGVy+OY93KCm8euSrB7g9Sm6xnD5xpkiZQxwVJn8QEzP1+9+EXc+swfvP2EOGAO27jiC/nTWLSZhcKZnx+F+0aT2V0/uwmnLWnHiwmY88MpBEe0hhjAW0sUcCNsppJ88bSFqYiZuPH+Zy5A3df6cZGNwcVsCbxzqx112/6Y/Xr8JN192lHDk9tgpRiSqQY4wOT3Hz2sCY46z0VQdQXXYLbrh5/T84poNePjjJ+Lq42Zhvb0m+ElWU6Tulge346Sv3AtdY4IFpNSikJ7fOE1meu58ei+WttfkGYoRQ8e5q9rRPeBm0QDgk7/chkdeP4zPnL4IusYEiw1wp6c/nXWxbYektJaL13Zg2dQakQI3b0oCA4M5vLSvx3VvAGD51Bp87NQF+PF7j8Y9NxyHufYcKdRRfmAwK9LyAOC81e3iZ4riFmpO2p/O4l3/8zCe3d2FRNTEO7//IE77xn34tS3B7qi38TWHNuG2mijq4yGsn1WP3nQWN9/3GgB3TY/8fXJKw2mS0SBk8W3neTCbE/U+tGGu6qhFfTyEK4+diec/ewq+YTsibqbHvf4ODGbxyyd24pTFU7CqoxbbD/XlCdbIoLVybnM1mhNhNFSF8asnd+GpHe5IOe1DvamM3c/EEMzy8fOb8LOr14u9hpwfmosUXIl4gl8Xr+vAHU/twZNvdMI0NGFMUGrcYDaHv790QGQRxEKcKYqFdNz4hxdEbUCxIu6/vLAPIV3DHe/biGs2zxav18RCLqbHcXKZmBsfPHkefn/dJpE6GjEc41d2KAD+zJ7aeQRfu/tFvG1ZK85b3Y4D3Wk8s6sLDVVhwRq9vL9XNKbuTXGBk3f998M40s+bvH5Vct4pq4OM8j1HBkRK0msH+/D6wT68a8N0LGxN4Pk9ThqY3KuMwA3lEB5+7TAGBrP43qWroWtMrNdRU0dt3BQ98art4NLAYA5/enYfoqaOz5+5BI9tP4xbH3oDiYghnncml3OJBAF8Lz13VTuWtSeFsf2Oo6YhFuKpbP32+sbrNwz0pbLoS2dcwRia/3LgQP6ORNQUaZ+fPWMxfvjuNWisDmNaXQxP7XTLr5OQRsTQETW5MMGUZAT3fnizsBtkJO39DYBLve3JNzoxt7kKf//I8fjFNRsEa0DOaNquT3OYHj72f/XELnTUx7BpDnfEaJ32Mj2UkpjJcobt/bc9AdNg+MJZS8RnDJ2J742YOmIhtzz2/S8fxMppNfjhu9egL53F9+59BelsTtTuUHPSrn4uJiOnkm1Z2OzKLKEg+5F+3vfP3QJiEB/8vyfRnIjgE29dgCfe6BSlE1m7xYhu20P9gxmXkMm//e45mDrDzs5+3PB/T+ILdzyLnlRGnEtUOie61k1zGxA1dbQmI7jxjy/kZVER6x4N6bh+y1xfJgdwbKxEgfebqiN48NVD+O3W3ZiSiOA//sDT6ekey316AKcWdWdnP9pq+PVR4EpGJaa3PQxgDmNsBmMsBOAdAH4V9OBbH9qOpe01uPO6Ta7NVzYuHHnT/Ev8gF1oddLCKWivjaE2ZuKQLVpQbXcWr5E6uv/nRStx82VHid/r4qG8fPzBnJVXvAUApy1txSXredRbXvgZY6L+hxyVkKHhvy49Cnd/4FhXbQnAF1Jv9JWcnhkNcTz/mVNw2xXroDHkqY7JNT0R+707ntqNnZ39+Oe3LRSTY1m7I8FLx5i6huqIYU8qhvWzGrD10yfj2xetBOAwNj2pDL5/3yt41/88zB3OrOVyAr9xwQo88oktwolqThRmKUjt60cPvI5l7UncesVaRAwdv9m6G5Zl4bWDvZjREC/I9Hz/ktV44lMnYdPcRsRCOjrsSUFOj1Bvo8UyncW85mq88vlT0VYTBWOczZEjXbRAGpomjL///ttr6OwbxLn2GNSk6EJ1hBdXpu2UrL50Fq8d6MUvHt+JHz+wHetm1uNty1oxtS4qUv68Ts+A3aeHFozrt8zF9y5ZJb4j5omCyMjmLLx6oBc/+PtrOHNFG67fMhdN1WHsPNyfJ8EaMTVMq+c9f3Ye7sf7bn0cbbVR/NMp8zGnqQrdAxlJqY+PwcbqsDhfmmOXrJuORz+xBYtak66/T+9T9CZq6rjq2FkAgNsefgMzGuKY01yN+qqwSNkj2WCS2A0ZGtLZrHAq3ra8Fa98/lR8+u2LAHAHUI4mJaMhkV4pY25zFRqrw/jwKfPxL/axfjVL5JT/9LGdqIuHcPcNx+Jq25CjtEhXepsdbfT2X/jRe9ZgVmMc3hz8pXbUUlYKu//lg7jjqT24dvNsXLxuOqbVxTxOD+9a7i5C5s/lZ1evx7+evgjHzm0U9+joGXX8nOyeSX4wdM0Vlac1KpXJYvvBPtz/Mnd4+9IZlwrXZ85YzO+B7k498jo9tz/yBk74jz/juT1d+NZFK3HDlrliDJHjTdFyOb0N4PP1wY+dgFsuX4s10+vEOknrrNeplYNKsZCBG89bBoDXEdDnSQ6f0qPI6YmGdDz4sRPw0bcssFUu3YYSY/lMz++37UHXQAbnHzUVi+zAxzO7uoqkt2niux746Am454PHoi4ewnU/edyV2kH943pTPL00HjJw9eZZeOfaafjPi1a6DAyv0yOYHo/Tc9Wxs1AfD+HFfT0wNOakOdufz2QtXPj9B/GpX/L+UnFbZvg9x8zAb5/ajYft+r1ijRnvfeEAjppRi4WtCdf+mfTU9BDI6K6Lh1BlsyG01oVNTTA93uc8rS4Gy+JKU188eymWttegfzCLu57di+VTawSrKc+d3lQG//a757CnawDfu2QVLl7XgZ8+tkOw8a8f7IWhMaycxtn63UcGXHV5DVUhnLq4BfOnVGNvV0rMOwrkePuVfOmcJfjMGYtx9w3HCkeKUi4jJmd6SIGuOsLT/wYyWfzpuX3YMLsBFx49DacsbhH3ibJIBn0kqwHg82cuwc+v3oAvn7MM37tkNRa3JUUjclrfwgYPAKezOXT2DbqMXTm9nCA/s0TEFM744rakCPQtaU/i4dcO4yM/3SoCBMQiNSXCRbMRCJS2BAAx092f6cI101AdMUXdKSDV9GQcIQPAafb695cP4PRlrWJdonnnx/QAPLB2z3P7sLOzHx97ywIhrgTYiotRZ0xWhQ0xB3pTGWzdcQRrZ9Zj09xGzG2uFkHfduH0aILpSdhiMpeu68C7NkzHjectdzFfcpnGed+5H1+9y3HKf7uV22tfPHsp3rtxJqYkIqIeLmO3GNE1SEyPjuaks17/29lLsWluI367dTe+e+8reGV/r7hvlA1E6n4AZ2qe+deT8fULVmB/dwo/f9zd5NTLzhcCBdsK7T/03NfNrMeN5y/D7iMDuOp/HxV7Q1XYw/RUhbD9UB8O9KTRbgeZfZ2eSmN6LMvKALgWwJ0AngVwu2VZ/t38fNCbymB2YxXiYQOfOm0Rbr9yHQyNuRrn+UVgCB31cfz0H9bjc2fyjbu+iuvG7+rsF0a5S6o55lY+qouF0J3KuDa3TDYnGBUvLlk3HUC+3CtNbjJiQnYzT6+eOV2HLHOosfwOt/OmVONnV2/AdSfOdR1HXq/M9PzvA9vRnAhjy8Jm/PEDm/Dzq9eLicrPzbmWunjItajzhqPV+MU1G/Cvp/N72JfOYMehfpHGxBck5zromv7yoc345TUbXAubF9VhA92pDF7a14N3ru1ALGRgYWsCT+04gkO9aXQPZNBRH7fpYbnWx17c7Yn7tfOX47Yr1grnKxHxZ3oA3rtE85yTPKHr4iFb/c4pyrz5b69iVmMc66SFi+qXKHWODFCqXbnuJ09gZ2e/SP9aO8M5tsdunilqejI50eRTvo+PfOJE3PG+jXnRXBnf/svL2Pzvf4YF4LoT+Hhoq4liZ2e+00MFqwDwlxf2Y2dnP646dhaSUVMU5b4iFmSeWpiMuhlAgt9zpQ26J5XBcfMa8egnT8RJC6dg2dQadA9khKEBAC0JPgZJ+CNj18rVxEI40J0WUb5klM/Jc1e147Yr1uKcVe0uY5ALGbjPxdsgje6fS0LXHkMtdhTppX3d6KiPoznBU2Nvu2Itzl3FnVw5yBEz82t6TlzQjOqIiR+8ew2+d8lq53sNRwqW1pC+dAYf+/lTaK+N4opNMwFwY53EVSzL4kzPYNYV3CGmk/ogLJSCJcdIKSeJqH+kzQtHyCCHTV++Bxd87wGks7x3C6WhJCIGwoaOez+0GX+4fpM41vBxev7vkTeQs4CbLl6N4+Y14aKjO/CTK9a6mEK6BrqftBlXSRHuZVMdR5rWEm+QyRvdO2tlO1783Fswf0pCvG8avKaHnB55w5SDNHQfyOmpi4XynJk7n96Dtpoo1s6oF47+07uOFBEycAe9qiMmvn3RSuzvTuH9Ul8LGkPUqy0e1nHR0R347BlL8owMCnwd6k3js795BlfaPWainoBIdcTEdVvmivOIeyKo3nMmJ56Y5T/biqc9BXqU7DkygOf3dmPTHJ4mqdmBCiC/podA9VTyc0xIUXW5pkcGPbPzjpqKiKkLp7ZrIIOVHTViHZDZ7J5UBk/t7MQxsxuwYlotTlk8BTnLqcN67WAfptbFELUbae7p6kdX/yDWTK9DLKTjWxeuhKYxwYhQVL6QnXH8/GZcbO9dBJnpqbFtCIDvQ2FDx9M7j2BnZ7+oXSHWZvuhPldxv5fpofutaQzJmIkt9nERu85ywE4H1+y6VoAX9ctrITEOcqZIWHpmcnqsbIgubUtif3cKtz38Bh59/TBytopaxNTxj8fPxk+uXIsgIIcwGtJFBgwAj8ARr0mi+TGYzcE0HJn7nlQGt9vrzduXO1kyhdTbhNOTtfCjB14X9pCckULpbQBnH+NhXay/j75+GJmcJbKIZttpxQCEQS6rt9HY/pfTF+Of37aIsyQnzsUvr9kAxjgzCfA9dteRfvE74NRuLm5zskp2HOrH/u4UDnSnYWiM90mzhQyipi6aUAPAxtkN+Or5y3G5nYb2xuE+V9A0FjJcpQwAX6NWdfC0cW8tn7cOsxBo3BRyesgRvWjtNKyf1YDPnLEYf33xgBAe8aaG18dDQvCJWMO6eCgvDa6QLQ6MY58ey7LusCxrrmVZsyzL+lw5x/ams2LiRUM61syoQ9zToMqvwFDG0vYaUVhIE+7l/T1CHEA26pIeg6HOnhSyYgp5235oq4nic2cuxo/es8b1Og0YovKKDSDKRZfPyWukAzxthTYTwE5vk4UMpIXu7JXtMHQN1RETK6bViokKuD3l2ljI13lcPrVGNE/tSTkpUwPpnK0SlH9MMmqK3NxCuHzTTHxgy1y8dWkL3rasFQDPMX16V5eQq5zREMuLLNPGTRtsbTyEpRJ75TA9VNPjTCg/ela+B+euasfv3r8R0ZCOpmonenXdiXNdTio5QHQoLdB9Uu7wWSvbxMZ0tOQwZXMWBgadeo0Upbd5i9CrwljYmhAMiB+e2dWFungId7xvI6bZjlhbbQw7O/uFA0OImJpgFn/6GK9poE2QitTpvvO0CN2VB1zoHLzv96YyCOlcQTBkaPjhu9bgrJVtuGitky+ciBqImrqL6TE0hoWtCWzbdURE+WhOMsa4UoyhuTZmv/Q2b4O0sI88c1+KF4FSw9bBrOVKxVw7s941nwhkRHb1Z8AYcOd1m/Dtd3I2tL02hhXTnHEYsWVZNeaM2W/86SW8eqAXXzpnqTC4ZzXxfh8kx0rjx0/+PGo/D2IcAF5Q3WyzM4U2nby/Y3+33J+F0kbmTanC25e14v+uWg8AmFYfc7FEuifdFOBG1IKWajHeNY3h6Jn1mJKMCCPEaezsZnpkxTkv8y1/vtDvAIQaHECNmvk6uqdrgPfciofyjgEcg4iUhRqqwnlMz6sHerGgpRqaXefXVB3mTE+Bmh6/eXL0zHqcf9RUbNvVJdYyyiLoTWXQM5DJ2/hlUKT0cF8aD712SNRleJkeALjgqKmYbbdj8LLE3hRMmt9kWByUzskPlEZGBiDAnXtArulx4zvvXIWL13a4UuFoXsvSxd77dvSMOpy8qBnvWs8NuFlNzhhcNc2p7aN6oZZkBL0pzhKTmhStb6S49/rBXhGwaklGsKtzgAdkOmrx9L+cLNZpcqCpz1IpO0MGpe5FTV00GwVsp8fUsM0+FwoCUa0n4Djkg3ZD2VLGJv8eTTg9tKbQ3NrXlXKNAXLmZLhrepzzrZJSZU9b1oql7dzh709nhdPEFeoM115ZDOLehNzBR28aPK/LtWt6sm6m52BPCjf/7TVsntfoSqMr7PTw6z/Qm8J9Lx0Q9pAc/DB1JpyVaEhHfZUj9U/MDAWa5O+kDBhNc9Tb/NbgZIzbQxSQBfhcHBjMuVTN+lJ8XyFxiPa6KN443IfLf/gIfvrYDi6MZX9Xv830aBrD5Rtn4LsXrxJs2qlLOHs4mLVce3gspOfZuQDfX2c2Vok2FM/u7sIjrx0SNopfdpMMsqsKpb9dd+JcnLWyDSfbzu3FazswvT4m9rh4ntPjOHIU7GCMCcaeUInpbWVhf7cjRWlZlpDxlOHtyusUGBaOhhMoAvP6wT6J6XEWKO+CXRdzpxQAtpBBkRt90dEd2Din0fUaLSpkYBQzHr3veb1yGbRAUeoJUeMhXXNFAE9c2Ow6bu3MOly7eTbq4iHRsBIgpsf/PtKG3JfKiFSd/sGs6AcxFFRHTLzvhDn41oUrxWK9uC2J/sGsULyaTkyPp08PY4U3oGTMRNeApN4mjSGvpC8AV3pUNOREFFuSEZy4oAlfv2CFcMoIn377Inz5nKWiXoQaHvbbeaqLWhO48bzl4t5QChLZ4j2pjDAC++0+Pd4idBl+xg0dm4yaeQvxrs5+vLy/x3XtYYOrCc1siGOrXV9Am2BbTRRhQ3MxPbGQ4ZLzLuX00LX2DGRcn03GTNx43nIX08MYQ0syIjE9PE1ycWsSOw73i15Pfgu0l+mh76V75GU7/OpX6Ppkpre1QIqGfC0RiekJGxrmTal2jf+qkCGecdjk8zJs6MLp2bqjE8un1mD9LIedmdVYhbRdfyILJJAKnxxkoUhXe21U9J+qj4dFVLxQTrUXdB0k+Qs4KXiJiImvX7DCNxWGn0++/OvAYC6PdQD4mktGSDrrZXrcBhrgGJsyvOttofVXrscjQYy+FGdQ/Fh1IJ/paagO+fYBmVbnGNyLWhN4ukh6W6H1cHZTla1eyMc2RXW7+jPoTmVcY9ELOb1NlmH3Y4ENXcMt7z0aXzl/eZ4x4W1CSnMmHjZcojOFhAy27ToCU2eusUHPvSYWcrEGhLaaKD5zxmKRCQEAR02vw4dOnoc1M+o4e+GzntdXhfHdi1eL1KnGqjCve9EYlrY7TA/dz9aaKHpSGXT1Z1xqUh31MTy9q4s/ywN9QkRhSjKC12wFvUTUHShpTvDvem5PN/7w9B68+38eBlB6DQScviRRW8iAkIiaiBi6mDv0ueqIiXdv4AI+NLYzdsp0kO+LmlTT44gW0Jza351yzUs5y4PgSm+T1k65r0tbTRTft1ns3nTGJaRRDsiYJca8oz6G66WMFXEeEdOp6bGdvyp7LP/4we041Jt2OdGAM35SmZxrTaF7ePeze5HNWXn2EMBtAAqER0ye2k41wId609CYY4vNtu2D2pgp7FNierp9gpcy5DlOPd7kXm/E3pBDOK0uhj1dA6KXjqFr0Blff+V6rY+/daFwKAB3HbDcAyfmGZMyZjXGRcbBv/3uOVx7y+N5KcmFkBBOj78Ns3xqjcseAnhw1u8cAYdwMDQmghSAw/5SEKtYJtGEcHr2dA2IqA1FPH2dngE/p6f0JdJAyOQssShSTrLfhkMbjZwjmsnlCxmUgnB6UgGcHs+GXkwIgBYoWiidyLTuihoub3czLowxfPDkeXjsk1tchuj8KdVCStQLeg6H+wYF7diXziAtdX0eCSyxey39+sld0BiPnus6Q186ix/e/xoy2RwGMjm7e7n/9yajJgYGc6KmIGzq4h75RSJMKXKsSX/T0DV8/9Kj8HaPwwNwY+Pc1VOFs03Rm3Qmh66BwbxxO7UuhneunYYzbDr+SL+jRkh9egpFSYAiTk86m2cstNVGMZi18OCrh1zpQnQPFtn3eFpdTJynpjHMaIjjFZtqpyiSa/MoMe6dmp78c/LDlGREFM1mbSEDev5/f5nnTPttII7AAGc0aSF1DB33vXfqV9w9GGIh3TXvC0mDh+0CWV1j4m9xpyf/mWgaE84IRevCpiZSMrv6841bcrJf3t/jMkoP2MEWuW6C5jVjDAtaEzA0hkTUEOIapSJyBLoO6koPOGlCpQwZ3jcnv9g/4nM/SAERoNRgJ62Xxp487uVovvg+z1gqtAHT+BM1PdmccG4LgZyGAz0pfi8jpovpIYljeeNd3JbES/t7fJvaAvl1HwQKTJC8MdWL0Bzwc/Dl86wKG9jZ2e/ajwo9q6ZEBO21sTxjoltyqilKTJgjBcAKMT3bdh7B3OZq19ine0gqkDI0hoJp3Ndsni0+b0hMXSEwxjB/SgJL25OIhnTEQzo05vTxaq2J2vLQgy7jfVFrAs/s5tkD3amMCPRMq4uJ4Ip3nWGMYXZTFV7d34u/vnhA7HmFgoIyFrYk8NkzFuOEBU1upydiiHnnrSf+1NsW4j3HzBAsZiabEwX8pRANUU1PTvx9ClalszkX08MYw2lLW1yOhle9jeB1mKnYvC/lboRaDojpoXP6y4c2u4SExHlETbdktaGJsfzivh4koyZWT69zHSOPH3ktp+v7/ba9aKgK5dlDALcBhJCBwbM8DvcN2v3g0qiNhcRcoXksZ8xwyepc0bpKwL2WE8NDUs4A3zvl9WpqLa9rI0e5N5Xh9UN2TU+h+S87PfJz3DyvycUsypjVWIU9XQPoTWWw43Af9nQNCHugZE1PJH8tLwUKsvBaI0/Aw7a9p9XHXO+R00POu1mJ6W3lghZlMli9OXxVEcNVZJnOOuIApVAv5XB6a3r8Npy5dt8XakoHcLqwWPEUQY6ahUUqyWDJc5Xf+9I5S0WRrh8E00MRTilNgIxk78ZWDB86eR5uu2Kd73u0SMlFo5zpyS+2HA5mNXLJ5h2HeVMqLtCg4bdP7canfvk0fvTA60jZDdUKgTY86lZvaMzZmH3YFNlpC/JsZZCRKRtAB3rSLmeB8NkzluAti3k0RpYg7k1xpa5iESJ5s5TRn87mjSfqEbD7yABWTHWzKwCwxM4X9kbyZzTERXpbr4/TU8qglt8PMh+nSEzPYDYHXWMibeuBVw6J5++FrvH8bqrBCxn8e2kOe+8jZ0L9mB6uOkTjt6VAgEHImDNnHJGcuh/kegWAb7qiR4NPJHBOcxVMneE3T+52Oz22oUVrlOFJczx2biMWtyXt1ATuLHjrCQuBzk2uh6CAUyEHm6BrLK9B9MBgVoinyGiUmB7O5jljhMaWqzmwz7z2boiFonthyekJ2fecFI4KgY451Ju2ay40l3P8ul0TJDs9i1oTyOYswZbmn6//+c1u5PONnB5SVKNnUIzpAXhvm/tfPuh6rdSz8hqu8rV5nUE59cnP6bEsC9t2HsFij4BJ1G7saOha3pwolnPv/hwLtI/ceP4yfONCnk7KGF8HUpmcaCZ9sDeFnOVeAxa2JPD6wT784Wnu4BM7P0NK2fSrhWuoCuNQb9qV6RFkXWOMiRrVWld6m5P+VxcP+e7LNHa4kEHhNSaQwbQAACAASURBVEZGxOSy63J6m6zi6B0j37xwJd53gsOSuJwe+z742Q30d3rTGbGWlhp/Xoh6pxKBlUTEEOltg1lLpKzS/ZdT+/2uQ17L5cDG5nlNruuiNcg03OptJOayvyfFnR4pPXZqHW+E6q6NZsjl4BIk8kNScoIdBjwn1QRnXE6qN52Lj3XuBPUPZguKHFFQAHCzKJ84bSGutMWFvKAU91cP9Iq08/tswYZSe3+iQMCxGEiVzWvjA47TQwFBwqlLW3DBmqmiYfuEZ3oAh34XnVpLMD2pMnJt5QacyWhpp6c2HsLqjlpXNDSTDZZne8f7N+KvH94MwJmMZJB4+xHIkP/21NoYmoqon9E5C6dHkv7UNYb/vGgl7ra7LAdBIeaEzitkaHhxn+P0DNhOz1DT2/xg6JqQkqS8cXlgP/L6YVdEyw90Xyg/XS5sL1XTU2wS+YHufafULX1/d8rX6QEcA482UlnOtVh6m2xAy+gbzHd62qTF+FxJ9ZBARst8j9MzszGO7Yf6kMnm0J/mxqKs/FJsfHjPLYhx0JKMYG8374OUtVURa+MhsZkUi3wnIoarGSVQuJiSMYaIlGIGQKQGMMZEfxeSr/aCrkXT3Nfol8rDz810vS+nt3kFK+jz7904Ez97fKcoJAeAg7bTLhSPPJvDNZtn4xfXbAAAvPuYGbhs/XS88+gOBIHMyiy3a+8oYl6a6XELiwA8va0Q09Od4hLc3hoFh+lx34/p9e6N3rvheiX9CRRcMnWGeNhAbzqL3lRhwwBw5lXO4ht32NBdTA8xAR31joFM0vjbPZ3V5ZoiPyRjJhqrw2INpTWDFBMpvaYQZjVW5YmTlDI6i70f97BAoj2BofkKGezs7MfhvkEsbnc7PWFTF3Moj+kJuDV4HfpCaK+NuQKKtJ4n7B4v1F9RXjuI2f6v+15BW01UOLAzZafHx1irrwrhoMfpCeKEyJCZnmqJ6SnUhoAxJmpYB0uk0hPk9DZR0yNdT9SH6WSMib/tV9PjtbsAZx/tk2p6ynV66sVaVtw4pkbyAFwqdrSvym0jCPK8k1OV5XF1tKd/kBxQqpHGMNVI7usawMHetMt21DXepFzuaaPba2L3QPE0dRfTI6W1OdkzWY/Tw8e6V2CKhAyKrW3UDNcb+CgEEjN6fPthQTrc9xLvdVfKvl7ansS85mrXnCoFslP8xhoRFF6nZ+W0WnzhrKXiunM+DVUJE8bpIYemp4jT0y1FoQalLrWlELEjUgAkIQP+f6Eo25aFzXh+b7eQnRzMWoEW52TUFF76UGt6ShkfXkldiqrRAD11SYvwiEcCVWEDL+511D360zm7xmlkh9fpy9vw0MdPwJfP4SyX7JQ8v6cbqUxxpoc2vEO2MWFIuvl+URjaAFiBVIxioGuXmZ4en1o0Ai3aZPDITlixCBGNBe84z+as/PQ22yhYN7MeHfXxvAaxy6bW4OgZdaLonNBeyzs77+1OcTWpkCEM0mKOOkEeB0HGRKvdlHTnYd7HgpQE33/CHKyZUYfTl+enFRKqI6bYQLzpbX73MWxqvkwP4GxEpOTmhW7LuMtMD1A41UVInxrOM0tlskKZzc/x/sfjZ6MqbOB/H3hdvHag2zaGY6UNhVjIwKffvkgYn6UgO2xUb0a1EcU2UsBfspobXPnPnOoWDvSk8kRPhNPjmSu/e/8mPPmpk8TvXrZAbgAsg+aBqfP+NL22s1XMMItI86k6YtgMkfP3tx/shcbczL3cx0i+ZvoePwl1wuzGKry0rweWZbnYXqC08t7sxvzeJ5FQ8XmmeZQMZXjH08ppNdA1hhVTa3yZHmrKKotoALyQ3hnzHlYu4HoaJL3ND6I/SNR0125KhufG2Q1Y0JLAgZ401s+qF2v8TOl++s3JungIh/vSIvgABAvmyCCnx7CfA60fsnKYF7rGMJjjQjdBvi9mq7elBnN5NT30vh9oLoal8UH3rVDQLh525lWxv10Ix81rwoVHT3OxbH6Qa3pIvY2+H8hnQAB3K4mmRMSprZTuIaVPE6ilxsBgTmJ6NCHMsLeLMz1eIZQrj52FTXOdNDFdYzaznC2a4iXbmYek+b+/gNPTXB1BSNewcY5TA0rrL1/bCu8J5FgHfUYd9TEwBvz1Rc7uREwNbxzigbBiaxrAWeI7r98k9qogoCCjn1PWVhPDzMa467pleKX4/TBhnJ4ukd5W2Onp9RUyCHaJ5EEmPQxPoSgbGYZ/eIZ3uk9lgtUryCDjp9z0tiDGR3XYkDZ7O3JThAUZDqh7OaF/MIu0tCCNJJqqI4JSltmXl/b1FDSwCAkPmyKntxXsY6JpZae2Ac7GITM9QL7uvPO6fW72giefTzFqOCqYnvy/6x1P8bCB958wBx8+ZR4A4PfXbcT9Hz3e9f5PrlznUrwDnPqxXZ39fEGV0tuCjKlQmUzP0baM970v7seg3XgNAM5dPRW3X7kOHz11QcFjT1k8BSct4nPTYXoKK8hEDN3l9PSmsyJHvSZmImQUVvgCuEGtaQymLTcPFA60kOFAY5TX9OSQsmXe/Z5zLGRgekNMRP0BJ+ebBFW89RnDgXzulBtPaVal8vR5VNNxegbtpn9+xjU5Pfu6U0Khj0BzxPu8oiHd5bx5awb7Cmx0NEYNW+mpN5VB32DhAAR9lp5nddhE2NBcTM9rB/vQVht1jeeqsOGIZkhiMjQOi+0PpNTXK6k8Ekqlt/kpVQWJtHsZHfG6Z3+Z3VSNrf98EtbNqkf/YDbPsSWhi+n1boP1svUzhPy6d+wEZc6Dprd5Qfc/GTVdz1kOfBi6hs+fuRimznCC1PS5OREW9y/pE52vi4eRzVmC7QOGwPTYa0q1rSjpOD2FG06bGm/QzNnvADU9Jnd65H1RXmMK2RGGzzrmMD2FHWXehNuu6SnT6ZmSjODzZy4puT9w9bZBuxegEywhA3mqjyCDjMaqkOPUSd81q9E9dr954QpcvnEGFrQk3Olt9rq1v3sAhz3pbX4wNOY0vS9W0yM5BTJJQX2kqEkxQdMYPnzKPLx340zxms6YJGRQhOmxbd1i658MkoUnp0duhTDSgW3AYXr89rVoSMefbjgOG2b7Oz103d6eljImjNNDDA/R617jsSoydCEDAEK+ukZKDZteH/MtoAV4WsPc5irRUT6VyZXtVBCLEITpkQdXkA0tETVFMT0V/AaJyg8Fg560EqrpKVZMNhLwOiPP7u4OxvT0UXqbo2ZXKJpq6MwlYhAU5Gh6m1WWYnoO+zg9xSS+aSz4OXt+4+n6LXOxwhapqI6YgRg/yrHd1dkvIk4iva1MpifI52c1xjG1Lop7ntuHbMBaOcL1W+biik2z7O/y1PT4GDARU8OAJDHcn84IBaG6eAjtdrPaQjB1lufsFHR6It6aHp7eRgGdQmOwvcYdvdxp17WRA1BuVLUY5GudP6UaiYghjLtCUV6CrjFYFm+QBzi1Un7OUmOVw/SkPamwZMCU+j7vWOorsNFFDN7zhWrReu3+N6UYc2J7HKbHGSdvHO7La4pHTY3pGICPD1NKLy6EmmgIPamMkKuW02ZqSjA9s5oc1Sgy+oIUkhdiCL1d0AG+bjnNnN1sz96uFEK6JuSgCacsnoLTbYGWPKanDKenVDTZD3T/udPjr0IG8CaMj35yC05e5Dg9jDHBOPixwxQEkcdDuXtEwm6CTo493Z9iARZDdxqUB7FrIiEdlsWzDeSMAFpPC41/4aT71PQUmpMxm0EltrXc9LagSEQN5CwenJLrhum82n2YHhkNVWFxjGwreEVRWpJRfPytC6FrTErR1FBfFYbGuLjW4b58pscLTWPSnl6E6Skwx2Wmx3tP37txJtbOrMcVm2bi9OWt0DU+PnJW8Wyg+jKZHoCnOhN74nZ6Rj6wPSURgcZKr/9+oJTNQnsBMEGcHo2xkjU9lKtNG64QMgho6NPglT3uO6/fhPceM7PQIdiysBkPv3YYnX1ppG3lsHLAZWs14awVO1f5bwfZ0GijBtxCBqOBDlu2lRpf9QxkkLNGJwogw7txbj/UF6imR2Z6oiWYnpAU8S0H9Cy9Sk6lanrI6CGDZF5ztaDa/UARNb9nO1LPmxyjnZ396LVrXoRSWoDvKJfpYYzh+HlN+NvLB9CTygxZBTBfvc2H6TE9TE8qKyJMHz5lPr5y/vKi3xEynGZ6kSKsG+AYDrJzlMpkxdpWKBLolZPd2z3Am+Xa11cqD36oaKuJor4qjJ4Ujxy2++TLy6B1JmuHKvuLRH0bRcQ0lSf3P7UuBo1B9Jcq+H3emp4CTUFDhob/vuwonLd6KjfO0lxlKlZiHXVYYF7Tk7FrzADYqS35UXm6LqGgaQRjemJhLllMkV35mRerYQM4w6JrDC3JKFqSUdvRCpb+BOQ7JF7nhUB7rjfFbW/XAJoS4aLBgXymJ9jadPyCJlfz56AQ6W0Rd3qb371MRMy8c59hR/79AhGy8NGl6zpw5aaZeanCpcAYQ23MFOcpmJ7qIkyPztCbDm7X0N52uDct6uoYY2KvKeSY+DEh5PwVTm8zhlXTExR0Hge6U0hlHDl8Gpt+NT0y6qvCYt0wPUI3hVAdNrBmeh2WtvM0z/qqMF7Y24Oc5Q5O+MHQmDDAi6WpFqohL5TeJuNjpy7A196xArrm1DUWZ3rI6Qm+b1CfOUNjWCM1VB8NG8/QNbQko4FrjmRQ0KcYOz46u+UIQ2NOTY9wejw3pFqKQlVL8qJlMz3SzSolQ7ll4RR8656X8afn9iGVyQXqCeRF2NBFelup5qSEIBr4U5IRQZOOttPztQuWI5O1UBU28L2/vioi16OR3ibDTwGo2DOjhZGMTFnIoFDdjKEz6NkhMD0kZBCQ6YmaXGaVlJsoonfWyjbfzxOE/LHPdY8UsxcP8741fultgZyeMpkeANg4pxE/uP91DAzmhuR0As4zcGp68u992HQLGfQPZsXa4i2W9EPYcJoGEzNQSshAFp/oSWXEeCzkeHudHssCauOmMEr8VG5GAtTQ7tUDvVjcliz5HMiQ5ek3EE06Iz5jpD4eAmM8vW0w65b7X9CSwOOfOqmkMULzvyZm5qWRekF59vGwgWzOwqHedMlIJ91fah4JcMcqGtLR2Tfo6xwQg0UOtqFpjpFVZOzTmCOlvLaaKLbuOIIqW/2sGEKGhjlNVZjeEEM8lC8PXQgxyWBMZXiw5fuXrMbC1vyeSPQ5APjJw29gw+wGHGWnP+7tGigamAGce0l1B0GXps+esSTYBz0QQgZF0tuK4aiOWjyxvdM3kCkbukvba3D2qnxRmCCoiYWc2kgzANOjaegL0N6CIBoNpzKuwENV2EBn32Dh9DYhZJBf01No/4qFdPSkht6nJyjIcXhs+2FYlpPaKZieEultDVJ6G5UuXH2cv2oZgTGG269y1GubE2E8t4fXsZVyeuR6omLpbVQrNLMxjse3d4q/LbcB8WNgC31XsbWtkdLbynhGpPbanIgIRVBg9ALbnztzsW9QqRTOWdWOiKnj1CUteHeBz0wIp0fXGLpTfFMrqN5mD6i9XSmc+537HcnBgA+F8hxLbbQylrYlETE1PLOra0hMD8A3A2IDih0vG4t+RoQXXzp7KSg11K+D/EiCmACKmIsapTFieurjIeQsC4f7BosyPXQ+NIYMjYnNoNCCZGgadM0/glwMfkIGQOFNgzGuLEVFzJes68CBnjTetWFG0e+JhgqnVI3k825NRvH6wT7eIyuk54llFIMrvS3gOcniAUHlbQt977zmaqyfVY9VHbV5nwkbmofpKZ4P7UXI0ET0v5CSHmFRawLT62OOipuhIzWYEymQhdIfqDi3Lh4SLGWt1PBxNJieBXaXcdrUl3mUufxAwZVMgPQ2Q9fQWBXGniP9vo2Mg6zDxA61JKMlnR4C7Qs8Slz8vsl9ZmjtoMaQXQODLplZgmB6aH7oTKT5Fhv7NOZIEpbq6ILuR9+7ZDXCpoZDvWkcU6DI1wtai2IhHYds8bcl7cmCDgyllH/1rhexdccRHHWZ4/QUalhLoHsZC+noHsgEFjIYKhwhA4eVZiy4dO6l66fj4nXTfdkr2RirKyI8UAoXr+1wmB6jNNOjS6xBIKZHWsdkURC6H4XGvx/TQ8cU2r/iIQP7ulJD7tMTFLR2UvNkUhptTkQwoyFe8nsbqp30tuZkBFs/fVJgR5jQVB3Btp3BnB45NbtYetv6WfW45fKjcd+LB4TTM7U2Ktb7vgDMtPxdxdY2Uv4tJZAiY25zFaKmjtaaiOsej0Z6G8CFLYYCxlhew3gvJoTT40pvoz49npoemoxfuONZPLenu2RRsRfrZtbj4dcOlczRdJ2XxhALGRjIZLmQwRCMzKCpPxS1DulaoCaosqS1yCkfZSdESHDbOvqjnd5GEamIyZtJHu7zbwxJ0OyiWNo4dI2JhaTQAhAyNAwMDr2mJ6iQAX/PEExPY3UY566eWvJ7hJBBwJqeoaK1Joqnd/H+I9GQIa4jyJgqN70NcBsWQxGSAJyantp4CLdcvtb3MxFTF45pNmchlcmV5USEdA1pzc0qFxqDJy5sdnX9Dpvu9LbCTI/TbbqzL42cxZ0eJ71tZA2M5z5ziqhRoPXQK27hB4o0ZrPu9LZCqS4tyQh2HxmArrEhbZ60vrQkI3h2d1egY2SjrVSkMyynt4lGtlnk+i3OtvkwPVToLBqiGppgvIsyPWEK2nGnZ4q9fpcSMSCQY9xUHcH8Kf5MjReC6ZHGu5+8uDhH6XPURwsA9nWlsHGOf2NDgmDNwgZ3ekbJWCJU+wgZVIWNwL3pGGModIpyj526MlSpvLh0/XTxM42vhiLRbVNnQiggyN4qG6eytDqtM4WMaD/hI0PnNc4z6v1rnGNhHX2DQ1dvCwpqlHvHU3vsumt+PjecNBdXHVe4FIFQHTbE9emMle3wALyP3Z+e4y0ESjk9MjteTLJa0xjWz2oQDk/U5HWzA4O8ZKN/MFuS6ZEDCcUcpOPnN+Fr71iep7ZYDIau4bIN08W6RBhtm3I0MCHOWNfcNT1+ii4UybjbHowUfQ1qZK2f3YDbrlgXyKGQwSPFOaQGh870EIqqt9nnNRTaeGl7DdZMrxtRmWo/MMbTxSi9bai1GEFBC0ospIuc6lJiEmFDE4W4hi1kYOqs4LMzNBZ4o5RBz6urf9BlzBbLU60KG6KmJ+hiUlS9bQQXpLaaiIhC84Jwt/xyMcgGbVBHWN5Myp2T3uOKzauIoSFlGxKOHH55TA8RUaWYHi+o4SUxo4U2YFKzqY4YYvzUxUPCKB9pAyMiNX91mJ7STo+3pocEIgpFX6kJ7VB7etH6UixtxAvZ0Sm1lsrpbTSXUpmcSFn1c0iI6ekZyIiO4qJlQJF0X3qG+7p4Okuz3U+knMyDckFjSVZJKiZ1LTuMe2znrDeVQXcqUzK9bVp9DBFTE80hx4rpkYUMhmLg+iFsOC0uShm9QUFGamMRpocLGZSf3gbAlZJUJTF8vt8jWly437/z+k14zzH+mQfxkIG+FK/pMbRgNWVDQXMigkWtCfSkMpjTVCXW+HjYEClixcDbUFCq5dDO4TwpGFkqBUse58WYHgI9s3hYF72PBjJZWFYQ1V7ngop91tQ1nL68rew2HP90ynyXow4MfW8eT0yIM+ZOj5PeFg8beQ+M0m1qYybmSR2kR9sTpULoVDYXyAD0Qj6m2LnShjmUAsEFLQncftW6UcuzlREN6SJdZ9SZHkmFhgzDUs8gbOqi1knXGU5eNAXv3Tiz4AJg6MOTrE5ncyLPHyguE1kVMYTSS1DFIkrPk3PmCSPJ9MiNTWNlprcNhekJGZowXIbK9PilaXghCxlQamFtGdHbkKFJQgbFa3q8IPW2UkxPVdiwi55NMYdrYyFxXaUigMPBW5e24MpjZ/p2OvdCF+lt3NkRQgYF7kdLMordRwbQlw7WYd4LUzJ4AOT1l/KDPP9KMXqOzK8pHMxUJifmqF87AzJauwYGEbadHodpL11vSExPc3V+jelIg5wdcn4YK74HyUXsh3rTGBjMipoDatpYCOtnNeDJfz5JrIVDCSSVA1nIoDpcuNH4UEFpbSPl9Jy2rBVfOGsJpiQLG+6GxtCbCs70yIav3ByyimoLC6q3+be4CBt6wecWC+voTfOantESMSAcP5+nPgVlNL1wnJ6h7Y9yLyGZ9fMDBWYYy+875ge5zi5i91mizJRSzLQ8JEZzTwAgGsWXEyCsFEyY9DZZstpPQaQlyWXuPvHWhfjdtj143m6WOVp1LASqCaBc77KPtxcWjRX3mmnDHAvHZTjgTE9pNbqRABlZEdNhelIFenUQZOPK0Bg2zG4oqPkO8A1gSJLV0vckYyY0xru7F5NhrApzOU7+veUxPRRND+ka+nPBZU2DYvlUpx4mFjJEZHK0hAwAblB0D2SGLGTQUBVCyNCK5i4T2wI4qn7lGDLUp4f/reLqbb7fPZhF98AgGCvOAr5lSQs66mJ4/WCvfY6muPejJWQAAItak1jUWrqeB5CYngA1PQBfs3tSGTy7uwvnDKEYnL6vKmzglc+fiiDT1O30BFVvM4ThkcpkcaSvMNNDykhH+jMIGxqv6aF+aQGYnr3dA4iHdDFmkwX6xI0EyOmj744YetHorzdgs7drwHHSSjA9AJ8XlNY21EBGUDj3z0TE1KCx4ulF5aI+HsKeIwMjxrI2VIVxwZppRT9j6poIJARtuk6QGaRSTE+QYJEXMdPAwGAOvR7RhNHA8fOb8I0/vYQFLcXryGR8/5LVyNnRTlMECId+Dr/5x2Pw1xcPlFzryXYImlpJzkrc3mMH0ln0pUgcIriQwdzm0iI8w8EFa6aVHK+Vignh9MjpbbxJU/5Aa6+NYeunT0ZV2MDfXz4oXh9tpyciGfnDSW8rdZ60YY5WgeBIIWJqY8j0ODUN5PQc6E0XO8QVvQpiTMtNJ8uBnNIVD/Gmhb3pbFGmR2YYgtY4yM4OwK+PNsaRHPtrZtRh87xG3PP8fsTDPOJXFTbKZnrKmSMUmR1qseRbl7RgVUdt0bQWmekREfwyoushQxMbm2B6gqa3mZrdpydTclP8/Jk8svaLJ3YB4HVKtOGW2gzHCnT+mWwwp4ei2gODuSFFbWWmJyhzIO8d5aS3UcpeWmZ6fBhBGjtd/by+0JRqMIs5/OTw7u1KoTbmyCyPZnqbHFUGCjNyBG/AZlfngJDYLsX0EMjZGUogqRwcNb0OF6/twKqOWiESM1LpbQBvUFoXD5WdIjQcGDoTIjyBmpNK45u50qyopqeAeI+Pelsp0Lw61JsedaZn+dQafPX85Th+QfBid7mWkmo9hzMGF7clsbgtuLhL0LEXk9PbiOkZJMXiYEIGi1oTo9bGYDJgQtwZjXH1imzOsntGFE4DAZyNh7HRjyhFTE0Uqw/N6QlWEC5qespsgDrWiIUMsRGOlrIHgZyRqKmLXPEDdrpFIcgLeZC8ckNjQxpD1WETps4wmLUQDemIhngfqWJMj9yNu1ymh5y5obIqQXDTJatx97P7sMaWqk1GzZKKMoD7WspxhMngG2oagqFrJXvLyM1JD/fyeVwO0xMP68JYLNWnxwvq/dLZlw6+KdobX10sJFTSRpPpKQeFmJ5CzoVcY0hqceWAxlI50XaZTSvVB0Lu00OBhFQmJ9Z7PyGDtpooNs1txLWbZ+OffroVpq4JI6vY2KdUs3QmhyqpEWihnjkjgbiH6SllrHqdoj1d/aKPSFMApgdwAlWjXe9ZFTbwmTMWi9/baqIl14JycOn6DuzuHCj9wRGEoTHBSpdb0yPDUW8bQabHHksHekpLwQ8XjDGcsaJ4K4dioOsbqipoOaBgTFDVQJFyGuaB0v7BrEhpLBWk6bE/t2ZG3VBP902BCeH0kHHbM5BBbypTslMrGUshXRv1SEzE1NHVzzuWD4/pKT6gnQ2+sh9Z1NTHTr1NdnrsqHF9CQlRut8aC5ZXbkrpS+UgGtJxzOwG3PP8fsRCOmIh3oenWDRVPveg985bPC8zWUMZj8Vg6hpOWTxF/P7v5y4LFOE1NAbGeH+ZctgnSlEZzcBFxNTtQlFLRPBry3B6bjhpnkg/ED2TAtf08M8d6EkH3xSppiceEqpzlZLySut0npBBgWfeItUvlJI89gMZzuV07pY/W+q+0fNMRAwc6bdr9GwhAy5/nO+QGLqGH757DQD+fE3DETIoNh9lB6wqYqI2HsKXzlmK4+YVV0UbDmQDCyidRcAYw1fPX47ZTVU47Rv3YfeRAew43I+amBnYaae5PNpCBl7ccvnaEWUgSqnVjQZkIz3IOkrPc75nbi1pT2L+lOqCLKJoplvGWk1Mz4GelCt4V4kYrpBBOSib6Qk56W08CyEn2L1Stt/zdu+gtUNo5vtmQmVb0DZ0xpAFLw7tS2eLKpwAktMzyqltAN8YnfS2IQgZiPSk4psAbZgVn95mU7LA6Ds9oqYnpKM5EcF3L16F1T69WGTQfQwa5TF1NuQN+q1LW3HP8/vx4t4exEK6rwCHjEYX0xPsO8lw86snGe3xv25WsMWVFHPKrXujeTyaRc9hQ4NlAWd/+++YN6UahsYCFZwS5Aam4XLT24TTkwq8KZLhVhcPCUbFL81qPGBIzUkBWcjAf82iOpCO+lhZjguhrSaKkxY24+gyNvlyanrCspCB4QgZEDNXKu11w+wG1MVDQk672HooG+Q0/s4LIFk/HHiZnnCAvYUi7ImIgT1HBvDq/l5XkXwpUE3PaAsZeDFSggPjCZkdC8Km1MVD+OLZS7B5vjsNbPO8Jmwu0geFDPWhMD0He9KYOoKM2miA5uFop1gCTpZC0HoyJ+VUF3s7BeNKPfMPbJmHZNQs+mwVRlG9jTH2acbYTsbYE/a/U6X3PsoYe4kx9jxj7OSSJ0lMTyqDnlSmZFoCGUsjHen2Q8TUhMhC0AivjKA1PfR+pUR1C0FOvxvt9DbaBCjF6uRFU1BfIspEG3vQSZqT2QAAGaFJREFUOp2O+rjogVEuSE2qORFGxNRLGnYy0xM0NU0UIfult43B+A+KcIC6Bi9oHpNM62jise2duPvZfagdRp5+2elt9uf3d6fKZnpqYiYWtSbwX5euxjFFhDjGEnqZNT0hQ0NTdRgLhqjCFDF13HTJapeaUilwGWlH6r4YqsIGwoaGiKmJdXdf9wA6+wYDpZ198rSFuGbzbDHmi81H3vNNF987FjhmTgMuXdch6qlK1fTIIOW9Vw/0YkZD8KJpUxsbIYPJCNlprglY63X+UdMCSTn7fU8QJ5hAKbb9g9mKt1FICXe0UywBh00qN32Z0tsA7kjK7xXCvCnV+NI5yypq369EjPbq+hXLsv5dfoExthDAOwAsAtAK4C7G2FzLsgrKbukawyCAbju9rVgxOOBObxttBJWcLnx8QCGDCVLTI0csy0kTGgpETU8Zi6zD9ARb8D799kXln5iNZNTEHe/biNaaCK7+8WMlx+1QanqWT63BR94yn+fx/uEFl+NdTCJ3rGEaGpAq3qvEC5rHlMY1Glgzox7ttVHsONyPfd2pYaneUBpXuUzPwd50YLYmbtd70LpzwoLSMs1jBT2vpieHUAkhkG9csCJwPchIIR420Nk3WHLduGz9dBwzuwGMMcyoj2NucxV+dP/raKwOI1kGu2YEqOkBeLS8L50N7AAPFw1VYfzL6Ytx7wv7ARRvTOrF1LoYnt55BHu6Blw9YEqBIt9jEWWfbJD3rGKKlMOFkKwuh+mR00YrPBtlPJie4EEtJ71NOD29vG6ulP2gEAzjYUGfDuA2y7JSlmW9CuAlAGuKHUCDs3tgEN0DmZIDKDGW6W1yDcWQmJ5g0r+C6anwBYUMCVNnolvyaIHSacpJ+RP9bMYgygMAC1sTqImFsH5WPTbOKR6Rd9X0BBy7pq7hqmNnCfYzaLPbsYaIdpfhiI2N01OHv354s1hTyunR4wVFRsvp00MoVYtGuGz9dHz5nKXln9wYgIwy6tMzMJgtyR4cPbO+LKZmJBCXDItiaEpEsN5m0TSN4fKNM/Hcnm789cUDZQkMCMnqEmsO1UVUjZHTQyCnrJzg0YbZ9dhlNysuJ72NvmssouyTDU7gUx/VNHdD5xLf5bBx5TT9HW84NT1j4PTYtmtQJ7UqbKAmZmJaXUxIfxPTU+n3daJgtK2iaxljWxljNzPGqNiiDcAb0md22K8VBA3Ofd0pZHJWyc62Y1rTY8pMz1BqeoKl/RhS/Uolg+7HzIaqUb//NC7KUYshQ3Os0yuuPX4O/vltxVmjhiHU9BBo+Ji6JvqVVJLTQ5Lr5ZwTGZZUED9aYMxx0IeT+y/EJMro00MI6mzNaa7GW5a0lH9yYwCajznLSW+rxBpEoV5V5rmdvrxNNL5OZ4KPSa7gVlpUh6K85dSUjQTICCwnvU2uG5hRBtMzVpLVkxE0v0azYS3A956QUZ4IlMz0lDOOxgO0t46F00POfVCmJ2Ro+OuHN+PsVe0S02Ont1XgWjoRMazRyRi7izG2zeff6QC+DWAWgOUAdgP4DzrM509ZPn/7CsbYI4yxRzoPHwIA7DzcD6D0ABpLp0fOex3Nmh7GGG7YMhenLWkt+zvGEjRR5w5BjalcyOptQUHPaCwWvHIhG4hmmXKaRKMbmiO8MBbpnUERChjtlnHCgmZctn46PvHWBaN1WgId9bxuazgpmaJnUhl9egh1JTp7TwQYPjU9lej0xGyZ8XKL6UOGhh+9Zw1mN1Xh5EVTSh9gozkRET2JioGi5WPN9Ainp4z0tukNccxoiIMxlMXoC/W2Clx/Kx1kQI9m7yaAC3eU+x318RDaa7kE/XDY8rGAYHrGJL2tPPU2gN9/XarxO9CTQsjQijavVwiOYa2ulmWdGORzjLHvAfiN/esOALIsTTuAXT5/+yYANwHAqlWrrYMAdnaW6fSMwSCJDFMi2ElvK73h/OMJc8r++2MNO51/TFJWhlfTU9kLSLkGGS3gusZrKDI5q7KYniHIoJq6NqyaqnIgmJ5hbNhe+fBSkBmhunhly7wGgRAykNTbKjEdtypsDFn6vykRwV0fOLasY967cQbeubZ093KKlleFx9YBFmpdZT6rc1e3428vHSjLsZWDMwrlgQJho830XHXsLJy9sr2sYyKmjns+eBwefu0QFg6h59ZYYjzS20plJ/mB5tWeIwOBhSsUSmM01dvkHIwzAWyzf/4VgHcwxsKMsRkA5gB4qPjf4s7FjsO8H06p/MiQoSFq6mMmWS1/b7kQTM8k8eLpGU0bouJZORgS02OUp942UUA1SnIz1bFQLwyKoIzmeIGYnuEYFE56W3lCBsDkYHrIaE5luCbNwGCuIlNd5CLhsYCpa4GMnnFnesp8VlcfNxs/fu/aso4htkKlt5UPunc10dFlUurioSH1zTJ1DetnNVSMhH4hjKnTQ0xPQMlqGbRG7e0aqHj2bCJhNFfXLzHGloOnrr0G4EoAsCzracbY7QCeAZABcE0x5TZCImJih53elgiwKSSjZiD2ZLiQo1xD69NTnqFU6aCGg2MR7aGo4Wiqt00UCKZHZ4IlqiQHQzA9FercT7eZyeFsLvOnVKOjPhbY4Xent018pofSMfrTvN6lfzBbNnswFjj/qKnYMLvyGviJmp4xd3rKDx4NFbTuKiGD8kFr6GgzPZMdoTGs6RlKehuB7JqcpZ75SGLUVlfLsi4u8t7nAHyunL+XjJp4eX8PgGBUYXMiPOq5r8BIprdVpjFYLm44aR5OXjQFC1tH3+kxhrBZk5NaqUzP/CnVeG5Pd9nH0fXITE8lORimzvujDLUHzmhj+dQa/MNxs3D8/KE3dpvTXI2/fGhz4M+70tsmQSSP5mGf3VcpNZityKivt1ljpYDU28ZPyGD0nR5apxTTUz7o3iWVATwsjK1kdXlCBjJc7T8qcB2dqJgwwt+JqCnqRYIMoK+9Y8WYLOLhEUpvG+1GnmOFiKlj9fS6MfkuWlCGJFldoU7Pz65ej56B8ptxygXCxIBVkiMdMrSKcsK8MHUN/3TK/DH9TnksDiX9odJA85CaklZqelulgpie8ZKsHotnpYQMho5MljOoo53eNtlB7SDGgm1c2p7Emhl1aK2Jln2su+ehcnRHChNmp5VZmyBMz/Qx6v0wXKYnVOG1DpUM2kDLkqw2x27BGwpioaEVWWsS00O+RSWNKVPXKup8KgG0XtTGQhXLgJUDmod96SwGBrM40JMaE8Z3skDU9Iwx0xMLGTA0NiYplsYY1lNMNvSkeDBBpToND2Op3ra0vQa3X7luSMdGQs5+WYmM+UTFhHF6qI5HY+5GWOONYdf0CCGDyrmmiYKhqbdRetvkMsCdCKomlOkqyckIG1rJjvRvNlC9S/0wZLIrCbQW9g9m8R9/eB4He9M4c0XRFmwKElprooia+pinsiSjJn7zvmMws6Fq1L9LrFOTwMkfa/SmeAbAUOpDFBxQTU+5CqljjZDdJDZnQam3jSAmjtNjP/TqiFlRUVGZ6RlKitpkq+kZSyxtT2LN9DrUlxGhnLRCBi6mp/LU2xJRI3BX6jcLBNMzSVIXdI0hbGjoS2fxP39/DWetaMOmuY3jfVoTBmesaMPGuQ2IjzHTAwDzp4wNI6er9LYho9eulaPaL4WhgYJvlW4DMMYQNXX0prOqpmcEMWGcnqRweirrlMlpCZfZwVgcb1ZeVH6iYFVHHW6/qjzquNJreoYK2ZioRCGD67fMRVd/+bVKkxmGxqAxLhE7WRAN6TjQk8Jg1sKCCu/XUWnQNYam6tJNTCcyxlIueLKhx2Z6xjr9cbJhTnMV2mqiqK+qfMXMaMhAbzqrUhpHEBNm9hClO5QmT6OJcruwe1Fubw+F4YFSiio9ylMuKF3E0LhkdUgfmhM+WmiqjqCp/NYPkxqMMURMfXI5PaaO/d0pAGNfkK9Q+VBMz9DRZ9f0qHk1PKzqqMPfPnL8eJ9GIERDlA0wefaI8caEmT3E9ATp0TOWiIg+O0OjnEV6WwVF5SczJivTo2kMjPE+PYbGFHM4QfDZMxZjcVtyvE9jxBANSU6PikgreKDU24aOr1+wAjff9yrmqOjRmwak4FarmJ4Rw4TZlUjStVKZnqEyNZXeqX6yYbLW9ABAazKK1mQUunJ6JgzOWtk+3qcwooiaOvYcGQCgnB6FfOhKyGDImDelGl88Z+l4n4bCGIKcHqXeNnKYMLsSpbdVGtMz3PS0hqowptfHMKd59JVzFCavehsA3H3DsQjpGn762A7FHCqMC2IhHYf60gBUGo5CPlRNj4JCcFBQXam3jRwmzK6UqFAhg+HW9ERDOv5cRhd3heFB9OmZhJsujUXF9CiMFyKmDstuIq2YHgUvVE2PgkJwREM6qiOG6G+lMHxMmDspanoqzOM1dY1LtZpKRnIiQNT0VGhz0pGAqulRGC/IjYKV06PgharpUVAIjnjImFRCN5WACbMr1cZDMDSGhgqUGYwYGsLKE58QoPS2ycj0EDTGVHqbwrggaiqnR6EwDJXepqAQGFdvnoVDvenxPo1JhQmzK1WFDfzs6vWY3VR5tS8RUxdpUwqVDXpOk3nTDRmaq2mugsJYISoxPePRZFOhsqGEDBQUgmNR6+RR9qwUTKhdaWl7zXifgi8ipq767EwQRN4ETM/7T5iDdDY33qeh8CZE1ORbStjQVIqlQh5o3dUm8fqroKBQuZhQTk+lIhk1hbqcQmXD1O1+NpNQvY2wenrdeJ+CwpsU1ExPpbYp+MHQnSbKCgoKCmMNtTONAL5+wQq1yU8QMMYQNjS16SoojAJiIb4OKrlqBT8Y2uRPL1ZQUKhcqJ1pBFCJdUYKhdGajKKpuvIEMRQUJjpINl0FgRT8oCSrFRQUxhNqZ1J40+GX124QKm4KCgojB1JvUyIGCn5QktUKCgrjCbUzKbzpUK3qrxQURgXUp6daOT0KPqCaHk2ptykoKIwDhlXNzRg7lzH2NGMsxxhb7Xnvo4yxlxhjzzPGTpZeP8V+7SXG2EeG8/0KCgoKCpUDkd6manoUfFAbC6E2ZqKjPjbep6KgoPAmxHB3pm0AzgLwXflFxthCAO8AsAhAK4C7GGNz7be/BWALgB0AHmaM/cqyrGeGeR4KCgoKCuMMYnpUTY+CH+JhA49/6qTxPg0FBYU3KYa1M1mW9SzAFbE8OB3AbZZlpQC8yhh7CcAa+72XLMt6xT7uNvuzyulRUFBQmOCIKqdHQUFBQaFCMVrNStoAvCH9vsN+rdDreWCMXcEYe4Qx9sj+/ftH6TQVFBQUFEYKUaXepqCgoKBQoSi5MzHG7gIwxeetj1uW9ctCh/m8ZsHfybL8/oBlWTcBuAkAVq9e7fsZBQUFBYXKgWB6VE2PgoKCgkKFoeTOZFnWiUP4uzsATJV+bwewy/650OsKCgoKChMYDVVhxEI6pjfEx/tUFBQUFBQUXBitcNyvANzCGLsRXMhgDoCHwBmgOYyxGQB2gosdXDhK56CgoKCgMIZIRk089sktCBujlTmtoKCgoKAwNAzL6WGMnQngGwAaAfyWMfaEZVknW5b1NGPsdnCBggyAayzLytrHXAvgTgA6gJsty3p6WFegoKCgoFAxINlqBQUFBQWFSgKzrMovl1m9erX1yCOPjPdpKCgoKCgoKCgoKChUMBhjj1qWtdr7uspBUFBQUFBQUFBQUFCY1FBOj4KCgoKCgoKCgoLCpIZyehQUFBQUFBQUFBQUJjWU06OgoKCgoKCgoKCgMKkxIYQMGGP7Abw+3udRAg0ADoz3SVQIkgCOjPdJVBDU2HCgxoYbamw4UGPDDTU2HKix4UCNCzfU2HCgxoaDDsuyGr0vTginZyKAMfaIn1LEmxGMsZssy7pivM+jUqDGhgM1NtxQY8OBGhtuqLHhQI0NB2pcuKHGhgM1NkpDpbcpjAZ+Pd4noFCxUGNDoRDU2FAoBDU2FApBjQ2FwFBOj8KIw7IstQgp+EKNDYVCUGNDoRDU2FAoBDU2FMqBcnpGDjeN9wkoVCzU2FAoBDU2FApBjQ0FP6hxoVAIamyUgKrpUVBQUFBQUFBQUFCY1FBMj4KCgoKCgoKCgoLCpIZyegqAMXYzY2wfY2yb9Noyxtj9jLGnGGO/Zowl7NenM8b6GWNP2P++Ix1zPmNsK2PsacbYl8bjWhRGFuWMDfu9pfZ7T9vvR+zX1diYZChz3bhIWjOeYIzlGGPL7ffU2JhkKHNsmIyxH9ivP8sY+6h0zPsZY9vssXHdeFyLwsiizLERYoz9t/36k4yx46Rj1LoxicAYm8oYu8deA55mjL3ffr2OMfZHxtiL9v+19uuMMfZ1xthL9jhYKf2tL9rrxjbG2PnjdU3jDsuy1D+ffwA2AVgJYJv02sMAjrV/fjeAz9g/T5c/J32+HsB2AI327z8AcMJ4X5v6N6ZjwwCwFcAyaUzoamxMzn/ljA3PcUsAvCKNETU2Jtm/MteNCwHcZv8cA/Cavc8sBrDNfs0AcBeAOeN9berfmI6NawD8t/1zE4BHwQPYat2YZP8AtABYaf9cDeAFAAsBfAnAR+zXPwLgi/bPpwL4HQAGYC2AB+3X3wrgj/aaEQfwCIDEeF/fePxTTE8BWJZ1L4BDnpfnAbjX/vmPAM4u8WdmAnjBsqz99u93BThGocJR5tg4CcBWy7KetI89aFlWFmpsTEoMY924AMCt9s9qbExClDk2LABxxpgBIAogDaALwAIAD1iW1WdZVgbAXwCcOdrnrjC6KHNsLARwt33cPgCdAFZDrRuTDpZl7bYs6zH7524AzwJoA3A6uFML+/8z7J9PB/BDi+MBADWMsRbwMfMXy7IylmX1AngSwCljeCkVA+X0lIdtAN5u/3wugKnSezMYY48zxv7CGNtov/YSgPl2+psBPjDlYxQmDwqNjbkALMbYnYyxxxhjH7ZfV2PjzYNi6wbhfDhOjxobbx4UGhv/D0AvgN3g0ft/tyzrkP35TYyxesZYDDyyq8bG5EShsfEkgNMZYwZjbAaAVfZ7at2YxGCMTQewAsCDAJoty9oNcMcInPEDuEP0hnTYDvu1JwG8hTEWY4w1ANiMN+nYUE5PeXg3gGsYY4+CU41p+/XdAKZZlrUCwAcA3MIYS1iWdRjAPwD4CYC/gqcoZMb8rBXGAoXGhgHgGAAX2f+fyRg7QY2NNxUKjQ0AAGPsaAB9lmVtAwA1Nt5UKDQ21gDIAmgFMAPADYyxmZZlPQvgi+CR/9+DGzNqbExOFBobN4Mbs48A+CqAvwPIqHVj8oKx/9/e3YRaUcZxHP/+yohKoqjMIESKXIUFEQhlWVmrCLSMjF6I6IXcFLSSIgl6WYTQImhRSItSAguLLilkhFSbAun9TYuyoghCF4Zo/VvMc+l0yqM30uud+/3A5c75zzzPncP9M3P+8zxnJjOB9cC9VbVr1Kb/Equq2gSM0eXKWuBdpmluzJjsHZhKquozuulKJJlHN0+SqtoD7GnL7yfZRneF/73qHpz1amtzJ92JTD2zv9ygOzm9VVW/tHVjdHO33zA3pocRuTHuBv4a5RlvY25MAyNy40bg9araC/yc5G26KUzbq+pZ4NnW5lG6Y4x6ZsTnjX3AfePbJXkH+LKt87jRM0mOoSt4nq+ql1r4pyRnVNWPbfrazy2+g7+P4JwJ/ABQVY8Aj7Q+X6DlzHTjSM8EJJnVfh8FPAA83V6fluTotnwWcA6wfajNycA9wDOHf891qO0vN4CNwPw2rDwDuBT4ZKiNudFjI3JjPLYMWLefNuZGj43IjW+By9vdmE6g+1LyZ0Nt5gBLGSqY1Q8jPm8c33KCJFfSjfJ4TumhJKG7wPFpVa0eWPUKcGtbvhXYMBC/pR03FgA7W2F0dJJTWp/zgfnApsPyJo4wjvTsR5K1wCLg1CQ7gIeAmUlWtE1eAta05UuAh5Pso7uycnebfw3wZJLz2vLDVfXFYXkDOmQmkhtV9WuS1XR34ilgrKpea9uZGz0zweMGdMeOHVW1fagrc6NnJpgbT7Xlj+imrKypqg/auvXtA8xeYEWb1qQpbIK5MQvYmOQP4Hvg5oGuPG70y0V0/98Pk2xtsZXA48CLSW6nu0CyrK0bo/ue31fAbuC2Fj8G2NLVUOwCbmojhtNOqrudnSRJkiT1ktPbJEmSJPWaRY8kSZKkXrPokSRJktRrFj2SJEmSes2iR5IkSVKvWfRIkiZFkt+TbB34mZtkUZKdQ/HFbfvZSdYl2ZbkkyRjSea1dh8N9b0qyf0Dr2ck+SXJY4f7fUqSJp/P6ZEkTZbfqur8wUCSucCWqrp6KB7gZeC5qrqhxc4HTge+O4i/dRXwOXB9kpXl8xokaVpxpEeSNBVcBuytqqfHA1W1taq2HGT75cCTdA/zW3AI9k+SdARzpEeSNFmOG3jS+NdVtaQtLxyIA1wLnAu8P6Kvs4fazAaeAEhyHHAFcBdwEl0B9O7/sP+SpCnCokeSNFn+Mb2t+bfpbQfqa9tgX0lWDay7GnizqnYnWQ88mOS+qvr9P+63JGmKcXqbJGkq+Bi44D+2XQ4sTvIN3WjRKXTT5SRJ04RFjyRpKtgMHJvkjvFAkguTXDqqUZITgYuBOVU1t6rmAivoCiFJ0jRh0SNJOtIsHLpl9XXtbmtLgCvbLas/BlYBPxygr6XA5qraMxDbAFyT5NhDsveSpCNOvGunJEmSpD5zpEeSJElSr1n0SJIkSeo1ix5JkiRJvWbRI0mSJKnXLHokSZIk9ZpFjyRJkqRes+iRJEmS1GsWPZIkSZJ67U9STqcwANh0egAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"data_anom.plot(figsize=(14,3))\n",
"plt.savefig(\"anomalias_chuqui.png\",dpi =300)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"# anomalias vs anomalias STD\n",
"data_anom_std=data_anom.copy()\n",
"for i in np.arange(1,13):\n",
"\n",
" data_anom_std.loc[data_anom.index.month==i]=(data_idx.loc[data_idx.index.month==i]-promedios[i-1])/desvest[i-1]\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Anom Est | \n",
"
\n",
" \n",
" FECHA | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 1956-01-01 | \n",
" -0.230923 | \n",
"
\n",
" \n",
" 1956-02-01 | \n",
" -1.158568 | \n",
"
\n",
" \n",
" 1956-03-01 | \n",
" -1.977694 | \n",
"
\n",
" \n",
" 1956-04-01 | \n",
" -1.443822 | \n",
"
\n",
" \n",
" 1956-05-01 | \n",
" -0.546359 | \n",
"
\n",
" \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" 2013-08-01 | \n",
" 0.158833 | \n",
"
\n",
" \n",
" 2013-09-01 | \n",
" -0.876250 | \n",
"
\n",
" \n",
" 2013-10-01 | \n",
" 0.330829 | \n",
"
\n",
" \n",
" 2013-11-01 | \n",
" -0.662177 | \n",
"
\n",
" \n",
" 2013-12-01 | \n",
" 1.881860 | \n",
"
\n",
" \n",
"
\n",
"
696 rows × 1 columns
\n",
"
"
],
"text/plain": [
" Anom Est\n",
"FECHA \n",
"1956-01-01 -0.230923\n",
"1956-02-01 -1.158568\n",
"1956-03-01 -1.977694\n",
"1956-04-01 -1.443822\n",
"1956-05-01 -0.546359\n",
"... ...\n",
"2013-08-01 0.158833\n",
"2013-09-01 -0.876250\n",
"2013-10-01 0.330829\n",
"2013-11-01 -0.662177\n",
"2013-12-01 1.881860\n",
"\n",
"[696 rows x 1 columns]"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_anom_std=data_anom_std.rename(columns={'Anom': 'Anom Est'})\n",
"data_anom_std"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# concatenamos y comparamos\n",
"newdata = pd.concat([ data_anom, data_anom_std ],axis=1)\n",
"newdata.plot()\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure()\n",
"ax=newdata[\"Anom\"].plot(style=\"k\",figsize=(14,3),linewidth = 0.5)\n",
"ax2=newdata[\"Anom Est\"].plot(secondary_y=True, style='g',linewidth = 1,alpha=0.5)\n",
"\n",
"ax.set_ylabel('pp anom')\n",
"ax.right_ax.set_ylabel('pp anom est')\n",
"ax.set_title('anom vs anom est')\n",
"ax.axhline(0,color=\"k\",linestyle=\"solid\")\n",
"\n",
"ax.set_ylim(-150,150)\n",
"ax2.set_ylim(-6,6)\n",
"ax2.axhline(1,color=\"r\",linestyle=\"solid\")\n",
"ax2.axhline(-1,color=\"r\",linestyle=\"solid\")\n",
"\n",
"\n",
"plt.savefig(\"anom_vs_anom_est.png\",dpi =300)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"ene. media: 7.656710514656252e-18\n",
"ene. media redondeando: 0.0\n",
"ene. std: 1.0\n"
]
}
],
"source": [
"#\" propiedades de anom est\"\n",
"print(\"ene. media: \",newdata[\"Anom Est\"].loc[data_idx.index.month==1].mean())\n",
"print(\"ene. media redondeando: \",np.round(newdata[\"Anom Est\"].loc[data_idx.index.month==1].mean(),2))\n",
"print(\"ene. std: \",newdata[\"Anom Est\"].loc[data_idx.index.month==1].std())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# ejercicio con otra estacion hagan serie de tiempo de anom y anom std,HUANUCO"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"pandas.core.series.Series"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%reset -sf\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"file=\"otrasestaciones.xlsx\"\n",
"data=pd.read_excel(file)\n",
"data_idx=data.set_index('FECHA')\n",
"\n",
"data_idx=data_idx[\"HUANUCO\"]\n",
"type(data_idx)\n",
"\n",
"\n",
"# NO NECESITAN USAR EL [0]"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"promedios=[]\n",
"desvest=[]\n",
"\n",
"for i in np.arange(1,13,1):\n",
" x=data_idx.loc[data_idx.index.month==i].mean()\n",
" dst=data_idx.loc[data_idx.index.month==i].std()\n",
" promedios.append(x)\n",
" desvest.append(dst)\n",
" \n"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[67.05517186548728, 63.520899708105624, 79.47804546006144, 30.971339043442594, 13.860772996121872, 5.926513255769637, 6.514525392149935, 9.442267609682052, 14.103431821086433, 42.9696180802954, 46.94228776121397, 73.79156165475999]\n",
"-------------\n",
"[28.345151895009213, 27.777022214400105, 46.17487207645272, 14.492254616226896, 11.708356400026906, 7.2149716828995665, 7.00051970994088, 12.548620602654099, 7.6833969378435185, 19.725455822420905, 18.62707682972631, 38.31888829764527]\n"
]
}
],
"source": [
"print(promedios)\n",
"print(\"-------------\")\n",
"print(desvest)\n",
"\n",
"\n",
"data_anom=data_idx.copy() \n",
"for i in np.arange(1,13):\n",
"\n",
" data_anom.loc[data_anom.index.month==i]=data_idx.loc[data_idx.index.month==i]-promedios[i-1]"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"# data\n",
"data_anom=data_anom.rename(\"Anom\")\n",
"\n",
"# anomalias vs anomalias STD\n",
"data_anom_std=data_anom.copy()\n",
"for i in np.arange(1,13):\n",
"\n",
" data_anom_std.loc[data_anom.index.month==i]=(data_idx.loc[data_idx.index.month==i]-promedios[i-1])/desvest[i-1]\n"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"FECHA\n",
"1964-01-01 -1.481934\n",
"1964-02-01 -0.579496\n",
"1964-03-01 -0.130754\n",
"1964-04-01 0.101912\n",
"1964-05-01 1.674543\n",
" ... \n",
"2018-08-01 0.108198\n",
"2018-09-01 0.129704\n",
"2018-10-01 3.159896\n",
"2018-11-01 -0.582071\n",
"2018-12-01 -0.485180\n",
"Name: Anom_Est, Length: 660, dtype: float64"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_anom_std=data_anom_std.rename(\"Anom_Est\")\n",
"data_anom_std"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# concatenamos y comparamos\n",
"newdata = pd.concat([ data_anom, data_anom_std ],axis=1)\n",
"newdata.plot()\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"FECHA\n",
"1964-01-01 -1.481934\n",
"1964-02-01 -0.579496\n",
"1964-03-01 -0.130754\n",
"1964-04-01 0.101912\n",
"1964-05-01 1.674543\n",
" ... \n",
"2018-08-01 0.108198\n",
"2018-09-01 0.129704\n",
"2018-10-01 3.159896\n",
"2018-11-01 -0.582071\n",
"2018-12-01 -0.485180\n",
"Name: Anom_Est, Length: 660, dtype: float64"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"newdata[\"Anom_Est\"]"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure()\n",
"ax=newdata[\"Anom\"].plot(style=\"k\",figsize=(14,3),linewidth = 0.5)\n",
"ax2=newdata[\"Anom_Est\"].plot(secondary_y=True, style='g',linewidth = 1,alpha=0.5)\n",
"\n",
"ax.set_ylabel('pp anom')\n",
"ax.right_ax.set_ylabel('pp anom est')\n",
"ax.set_title('anom vs anom est')\n",
"ax.axhline(0,color=\"k\",linestyle=\"solid\")\n",
"\n",
"ax.set_ylim(-150,150)\n",
"ax2.set_ylim(-6,6)\n",
"ax2.axhline(1,color=\"r\",linestyle=\"solid\")\n",
"ax2.axhline(-1,color=\"r\",linestyle=\"solid\")\n",
"\n",
"\n",
"plt.savefig(\"anom_vs_anomstd_otra_est.png\",dpi =300)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}