{
"cells": [
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Unnamed: 0 | \n",
" chuqui_jja | \n",
" chuqui_mam | \n",
" nino34_jja | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 1971 | \n",
" -1.587650 | \n",
" -1.692070 | \n",
" -1.12 | \n",
"
\n",
" \n",
" 1 | \n",
" 1972 | \n",
" -1.039478 | \n",
" -0.909024 | \n",
" 0.06 | \n",
"
\n",
" \n",
" 2 | \n",
" 1973 | \n",
" 0.587296 | \n",
" 1.540438 | \n",
" 0.54 | \n",
"
\n",
" \n",
" 3 | \n",
" 1974 | \n",
" -0.124137 | \n",
" -0.740643 | \n",
" -1.23 | \n",
"
\n",
" \n",
" 4 | \n",
" 1975 | \n",
" 0.109590 | \n",
" 0.043521 | \n",
" -0.65 | \n",
"
\n",
" \n",
" 5 | \n",
" 1976 | \n",
" 0.240988 | \n",
" -0.185117 | \n",
" -0.73 | \n",
"
\n",
" \n",
" 6 | \n",
" 1977 | \n",
" -1.462632 | \n",
" -0.147268 | \n",
" 0.34 | \n",
"
\n",
" \n",
" 7 | \n",
" 1978 | \n",
" -0.659765 | \n",
" -0.175834 | \n",
" 0.06 | \n",
"
\n",
" \n",
" 8 | \n",
" 1979 | \n",
" -0.472381 | \n",
" -0.314400 | \n",
" 0.20 | \n",
"
\n",
" \n",
" 9 | \n",
" 1980 | \n",
" 0.481203 | \n",
" -0.945977 | \n",
" 0.34 | \n",
"
\n",
" \n",
" 10 | \n",
" 1981 | \n",
" -0.210051 | \n",
" 0.057965 | \n",
" -0.47 | \n",
"
\n",
" \n",
" 11 | \n",
" 1982 | \n",
" -0.183205 | \n",
" -0.713719 | \n",
" 0.19 | \n",
"
\n",
" \n",
" 12 | \n",
" 1983 | \n",
" 0.721239 | \n",
" -0.891067 | \n",
" 1.54 | \n",
"
\n",
" \n",
" 13 | \n",
" 1984 | \n",
" 1.893139 | \n",
" 1.639184 | \n",
" -0.34 | \n",
"
\n",
" \n",
" 14 | \n",
" 1985 | \n",
" 1.483855 | \n",
" 2.089686 | \n",
" -0.77 | \n",
"
\n",
" \n",
" 15 | \n",
" 1986 | \n",
" -0.180553 | \n",
" 0.601084 | \n",
" -0.31 | \n",
"
\n",
" \n",
" 16 | \n",
" 1987 | \n",
" 0.221203 | \n",
" -0.796121 | \n",
" 1.06 | \n",
"
\n",
" \n",
" 17 | \n",
" 1988 | \n",
" -0.846395 | \n",
" 2.273808 | \n",
" 0.14 | \n",
"
\n",
" \n",
" 18 | \n",
" 1989 | \n",
" 2.657440 | \n",
" 1.585313 | \n",
" -1.08 | \n",
"
\n",
" \n",
" 19 | \n",
" 1990 | \n",
" 1.211597 | \n",
" -0.470135 | \n",
" 0.28 | \n",
"
\n",
" \n",
" 20 | \n",
" 1991 | \n",
" -0.699550 | \n",
" 1.666783 | \n",
" 0.22 | \n",
"
\n",
" \n",
" 21 | \n",
" 1992 | \n",
" 1.080200 | \n",
" -0.836551 | \n",
" 1.48 | \n",
"
\n",
" \n",
" 22 | \n",
" 1993 | \n",
" 0.955468 | \n",
" 1.000331 | \n",
" 0.50 | \n",
"
\n",
" \n",
" 23 | \n",
" 1994 | \n",
" 0.683031 | \n",
" 1.812912 | \n",
" 0.17 | \n",
"
\n",
" \n",
" 24 | \n",
" 1995 | \n",
" -1.719908 | \n",
" -1.142787 | \n",
" 0.53 | \n",
"
\n",
" \n",
" 25 | \n",
" 1996 | \n",
" -0.891127 | \n",
" 0.100403 | \n",
" -0.59 | \n",
"
\n",
" \n",
" 26 | \n",
" 1997 | \n",
" -0.236288 | \n",
" -1.041354 | \n",
" -0.10 | \n",
"
\n",
" \n",
" 27 | \n",
" 1998 | \n",
" 0.694357 | \n",
" -0.796192 | \n",
" 1.44 | \n",
"
\n",
" \n",
" 28 | \n",
" 1999 | \n",
" -0.878223 | \n",
" 0.437858 | \n",
" -1.07 | \n",
"
\n",
" \n",
" 29 | \n",
" 2000 | \n",
" -0.166037 | \n",
" -1.314830 | \n",
" -1.07 | \n",
"
\n",
" \n",
" 30 | \n",
" 2001 | \n",
" 0.290235 | \n",
" -0.108558 | \n",
" -0.44 | \n",
"
\n",
" \n",
" 31 | \n",
" 2002 | \n",
" 2.133246 | \n",
" 1.430331 | \n",
" 0.09 | \n",
"
\n",
" \n",
" 32 | \n",
" 2003 | \n",
" -0.881987 | \n",
" 0.950761 | \n",
" 0.38 | \n",
"
\n",
" \n",
" 33 | \n",
" 2004 | \n",
" -0.306718 | \n",
" -2.186694 | \n",
" 0.23 | \n",
"
\n",
" \n",
" 34 | \n",
" 2005 | \n",
" -1.676611 | \n",
" -0.819848 | \n",
" 0.45 | \n",
"
\n",
" \n",
" 35 | \n",
" 2006 | \n",
" -0.636718 | \n",
" -1.152572 | \n",
" -0.57 | \n",
"
\n",
" \n",
" 36 | \n",
" 2007 | \n",
" -0.443277 | \n",
" 0.996460 | \n",
" -0.12 | \n",
"
\n",
" \n",
" 37 | \n",
" 2008 | \n",
" -1.377507 | \n",
" -2.608916 | \n",
" -1.29 | \n",
"
\n",
" \n",
" 38 | \n",
" 2009 | \n",
" -2.061736 | \n",
" -1.669131 | \n",
" -0.61 | \n",
"
\n",
" \n",
" 39 | \n",
" 2010 | \n",
" -0.629119 | \n",
" -0.094400 | \n",
" 0.84 | \n",
"
\n",
" \n",
" 40 | \n",
" 2011 | \n",
" -0.706539 | \n",
" 0.662148 | \n",
" -0.93 | \n",
"
\n",
" \n",
" 41 | \n",
" 2012 | \n",
" -1.260302 | \n",
" 1.070116 | \n",
" -0.59 | \n",
"
\n",
" \n",
" 42 | \n",
" 2013 | \n",
" 1.843640 | \n",
" 0.031944 | \n",
" -0.34 | \n",
"
\n",
" \n",
" 43 | \n",
" 2014 | \n",
" 0.867834 | \n",
" -0.568594 | \n",
" -0.27 | \n",
"
\n",
" \n",
" 44 | \n",
" 2015 | \n",
" -0.325535 | \n",
" 1.849148 | \n",
" 0.53 | \n",
"
\n",
" \n",
" 45 | \n",
" 2016 | \n",
" -0.526969 | \n",
" -0.206228 | \n",
" 1.58 | \n",
"
\n",
" \n",
" 46 | \n",
" 2017 | \n",
" -0.497757 | \n",
" 1.516532 | \n",
" 0.05 | \n",
"
\n",
" \n",
" 47 | \n",
" 2018 | \n",
" 1.550988 | \n",
" -0.625941 | \n",
" -0.70 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Unnamed: 0 chuqui_jja chuqui_mam nino34_jja\n",
"0 1971 -1.587650 -1.692070 -1.12\n",
"1 1972 -1.039478 -0.909024 0.06\n",
"2 1973 0.587296 1.540438 0.54\n",
"3 1974 -0.124137 -0.740643 -1.23\n",
"4 1975 0.109590 0.043521 -0.65\n",
"5 1976 0.240988 -0.185117 -0.73\n",
"6 1977 -1.462632 -0.147268 0.34\n",
"7 1978 -0.659765 -0.175834 0.06\n",
"8 1979 -0.472381 -0.314400 0.20\n",
"9 1980 0.481203 -0.945977 0.34\n",
"10 1981 -0.210051 0.057965 -0.47\n",
"11 1982 -0.183205 -0.713719 0.19\n",
"12 1983 0.721239 -0.891067 1.54\n",
"13 1984 1.893139 1.639184 -0.34\n",
"14 1985 1.483855 2.089686 -0.77\n",
"15 1986 -0.180553 0.601084 -0.31\n",
"16 1987 0.221203 -0.796121 1.06\n",
"17 1988 -0.846395 2.273808 0.14\n",
"18 1989 2.657440 1.585313 -1.08\n",
"19 1990 1.211597 -0.470135 0.28\n",
"20 1991 -0.699550 1.666783 0.22\n",
"21 1992 1.080200 -0.836551 1.48\n",
"22 1993 0.955468 1.000331 0.50\n",
"23 1994 0.683031 1.812912 0.17\n",
"24 1995 -1.719908 -1.142787 0.53\n",
"25 1996 -0.891127 0.100403 -0.59\n",
"26 1997 -0.236288 -1.041354 -0.10\n",
"27 1998 0.694357 -0.796192 1.44\n",
"28 1999 -0.878223 0.437858 -1.07\n",
"29 2000 -0.166037 -1.314830 -1.07\n",
"30 2001 0.290235 -0.108558 -0.44\n",
"31 2002 2.133246 1.430331 0.09\n",
"32 2003 -0.881987 0.950761 0.38\n",
"33 2004 -0.306718 -2.186694 0.23\n",
"34 2005 -1.676611 -0.819848 0.45\n",
"35 2006 -0.636718 -1.152572 -0.57\n",
"36 2007 -0.443277 0.996460 -0.12\n",
"37 2008 -1.377507 -2.608916 -1.29\n",
"38 2009 -2.061736 -1.669131 -0.61\n",
"39 2010 -0.629119 -0.094400 0.84\n",
"40 2011 -0.706539 0.662148 -0.93\n",
"41 2012 -1.260302 1.070116 -0.59\n",
"42 2013 1.843640 0.031944 -0.34\n",
"43 2014 0.867834 -0.568594 -0.27\n",
"44 2015 -0.325535 1.849148 0.53\n",
"45 2016 -0.526969 -0.206228 1.58\n",
"46 2017 -0.497757 1.516532 0.05\n",
"47 2018 1.550988 -0.625941 -0.70"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%reset -sf\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"file=\"datos_reg_lineal_esta.xlsx\"\n",
"data=pd.read_excel(file)\n",
"\n",
"data"
]
},
{
"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": [
"y=data[\"chuqui_jja\"]\n",
"x=data[\"chuqui_mam\"]\n",
"plt.scatter(x,y)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(x)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(y)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"a: -0.06342157759156494\n",
"b: 0.3089028170742069\n"
]
}
],
"source": [
"#create pandas para acumular datos\n",
"\n",
"df= pd.DataFrame({\"x\":x,\"y\": y})\n",
"\n",
"#calculamos la media de x e y\n",
"\n",
"xmean= np.mean(x)\n",
"ymean= np.mean(y)\n",
"\n",
"#calculamos los terminos que necesitamos en el numerador y denominador de beta\n",
"df[\"xycov\"] = (df[\"x\"] - xmean) * (df[\"y\"] - ymean)\n",
"df[\"xvar\"] = (df[\"x\"] - xmean)**2\n",
"\n",
"#calculamos a y b\n",
"b=df[\"xycov\"].sum()/ df[\"xvar\"].sum()\n",
"a= ymean-(b*xmean)\n",
"print(\"a:\",a)\n",
"print(\"b:\",b)\n"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"ypred = a + b *x"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'chuqui_jul')"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# plotear la linea\n",
"plt.figure()\n",
"plt.plot(x, ypred) # regresion line\n",
"plt.plot(x,y,\"ro\") # scatter plot\n",
"plt.title(\"r lineal\")\n",
"\n",
"plt.xlabel(\"chuqui_mam\")\n",
"plt.ylabel(\"chuqui_jul\")"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"# usando sklearn \n",
"\n",
"from sklearn.linear_model import LinearRegression\n",
"\n",
"lm = LinearRegression()\n",
"model = lm.fit(x.to_numpy().reshape((-1,1)),y.to_numpy())"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"alpha = -0.06342157759156496\n",
"beta = [0.30890282]\n"
]
}
],
"source": [
"print(f\"alpha = {model.intercept_}\")\n",
"print(f\"beta = {model.coef_}\")"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"ypred = a + b *x"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(np.arange(1971,2019),y,label=\"yobs\")\n",
"plt.plot(np.arange(1971,2019),ypred,label=\"ypred\")\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"std pred: 0.36241896258506145\n",
"std obs: 1.0748301835237022\n",
"r**2: 0.11369519688099523\n"
]
}
],
"source": [
"print(\"std pred:\", np.std(ypred))\n",
"print(\"std obs:\", np.std(y))\n",
"corr_matrix=np.corrcoef(ypred,y)\n",
"correlation_xy =corr_matrix[0,1]\n",
"r_squared = correlation_xy**2\n",
"print(\"r**2:\", r_squared)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# ejercicio chuquibambilla con nino jja, 12 min??"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# tendencias con regresion lineal"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" DATE | \n",
" TARMA_TN | \n",
" TARMA_TX | \n",
" TARMA_PP | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 1964-01-31 | \n",
" 7.770000 | \n",
" 20.058065 | \n",
" 20.850000 | \n",
"
\n",
" \n",
" 1 | \n",
" 1964-02-29 | \n",
" 8.693103 | \n",
" 19.372414 | \n",
" 53.260000 | \n",
"
\n",
" \n",
" 2 | \n",
" 1964-03-31 | \n",
" 8.309677 | \n",
" 18.619355 | \n",
" 59.530000 | \n",
"
\n",
" \n",
" 3 | \n",
" 1964-04-30 | \n",
" 7.313333 | \n",
" 18.680000 | \n",
" 13.340000 | \n",
"
\n",
" \n",
" 4 | \n",
" 1964-05-31 | \n",
" 5.787097 | \n",
" 18.332258 | \n",
" 19.130000 | \n",
"
\n",
" \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" 655 | \n",
" 2018-08-31 | \n",
" 4.119355 | \n",
" 21.135484 | \n",
" 5.600000 | \n",
"
\n",
" \n",
" 656 | \n",
" 2018-09-30 | \n",
" 5.013333 | \n",
" 22.363333 | \n",
" 12.100000 | \n",
"
\n",
" \n",
" 657 | \n",
" 2018-10-31 | \n",
" 6.467742 | \n",
" 20.832258 | \n",
" 75.500000 | \n",
"
\n",
" \n",
" 658 | \n",
" 2018-11-30 | \n",
" 6.543333 | \n",
" 22.203333 | \n",
" 18.200000 | \n",
"
\n",
" \n",
" 659 | \n",
" 2018-12-31 | \n",
" 6.650000 | \n",
" 21.380000 | \n",
" 35.966053 | \n",
"
\n",
" \n",
"
\n",
"
660 rows × 4 columns
\n",
"
"
],
"text/plain": [
" DATE TARMA_TN TARMA_TX TARMA_PP\n",
"0 1964-01-31 7.770000 20.058065 20.850000\n",
"1 1964-02-29 8.693103 19.372414 53.260000\n",
"2 1964-03-31 8.309677 18.619355 59.530000\n",
"3 1964-04-30 7.313333 18.680000 13.340000\n",
"4 1964-05-31 5.787097 18.332258 19.130000\n",
".. ... ... ... ...\n",
"655 2018-08-31 4.119355 21.135484 5.600000\n",
"656 2018-09-30 5.013333 22.363333 12.100000\n",
"657 2018-10-31 6.467742 20.832258 75.500000\n",
"658 2018-11-30 6.543333 22.203333 18.200000\n",
"659 2018-12-31 6.650000 21.380000 35.966053\n",
"\n",
"[660 rows x 4 columns]"
]
},
"execution_count": 39,
"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",
"file=\"DATA_TENDENCIAS.xlsx\"\n",
"data=pd.read_excel(file)\n",
"data"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" TARMA_TN | \n",
" TARMA_TX | \n",
" TARMA_PP | \n",
"
\n",
" \n",
" DATE | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 1964-01-31 | \n",
" 7.770000 | \n",
" 20.058065 | \n",
" 20.850000 | \n",
"
\n",
" \n",
" 1965-01-31 | \n",
" 7.222581 | \n",
" 18.625806 | \n",
" 43.840000 | \n",
"
\n",
" \n",
" 1966-01-31 | \n",
" 8.354839 | \n",
" 19.203226 | \n",
" 78.450000 | \n",
"
\n",
" \n",
" 1967-01-31 | \n",
" 7.300000 | \n",
" 18.910000 | \n",
" 49.710000 | \n",
"
\n",
" \n",
" 1968-01-31 | \n",
" 7.664516 | \n",
" 18.125806 | \n",
" 92.210000 | \n",
"
\n",
" \n",
" 1969-01-31 | \n",
" 8.141935 | \n",
" 19.600000 | \n",
" 30.320000 | \n",
"
\n",
" \n",
" 1970-01-31 | \n",
" 9.261538 | \n",
" 18.514815 | \n",
" 73.100000 | \n",
"
\n",
" \n",
" 1971-01-31 | \n",
" 7.654839 | \n",
" 18.377419 | \n",
" 81.310000 | \n",
"
\n",
" \n",
" 1972-01-31 | \n",
" 6.625806 | \n",
" 19.380645 | \n",
" 24.560000 | \n",
"
\n",
" \n",
" 1973-01-31 | \n",
" 7.909677 | \n",
" 19.812903 | \n",
" 63.071523 | \n",
"
\n",
" \n",
" 1974-01-31 | \n",
" 7.909677 | \n",
" 17.312903 | \n",
" 82.931417 | \n",
"
\n",
" \n",
" 1975-01-31 | \n",
" 7.596774 | \n",
" 18.409677 | \n",
" 78.000000 | \n",
"
\n",
" \n",
" 1976-01-31 | \n",
" 7.712903 | \n",
" 18.464516 | \n",
" 79.500000 | \n",
"
\n",
" \n",
" 1977-01-31 | \n",
" 8.758065 | \n",
" 20.545161 | \n",
" 38.510000 | \n",
"
\n",
" \n",
" 1978-01-31 | \n",
" 8.590323 | \n",
" 19.096774 | \n",
" 95.500000 | \n",
"
\n",
" \n",
" 1979-01-31 | \n",
" 7.861290 | \n",
" 20.825806 | \n",
" 50.000000 | \n",
"
\n",
" \n",
" 1980-01-31 | \n",
" 9.012903 | \n",
" 20.361290 | \n",
" 48.000000 | \n",
"
\n",
" \n",
" 1981-01-31 | \n",
" 8.670968 | \n",
" 20.638710 | \n",
" 54.100000 | \n",
"
\n",
" \n",
" 1982-01-31 | \n",
" 9.193548 | \n",
" 19.754839 | \n",
" 20.000000 | \n",
"
\n",
" \n",
" 1983-01-31 | \n",
" 9.774194 | \n",
" 21.929032 | \n",
" 34.100000 | \n",
"
\n",
" \n",
" 1984-01-31 | \n",
" 6.480000 | \n",
" 19.040000 | \n",
" 48.402449 | \n",
"
\n",
" \n",
" 1985-01-31 | \n",
" 6.160000 | \n",
" 19.390000 | \n",
" 44.150439 | \n",
"
\n",
" \n",
" 1986-01-31 | \n",
" 6.650000 | \n",
" 18.790000 | \n",
" 57.556963 | \n",
"
\n",
" \n",
" 1987-01-31 | \n",
" 8.130000 | \n",
" 19.580000 | \n",
" 74.944287 | \n",
"
\n",
" \n",
" 1988-01-31 | \n",
" 7.830000 | \n",
" 19.200000 | \n",
" 57.556963 | \n",
"
\n",
" \n",
" 1989-01-31 | \n",
" 7.974194 | \n",
" 18.254839 | \n",
" 80.600000 | \n",
"
\n",
" \n",
" 1990-01-31 | \n",
" 9.232258 | \n",
" 19.929032 | \n",
" 21.000000 | \n",
"
\n",
" \n",
" 1991-01-31 | \n",
" 7.683871 | \n",
" 17.296774 | \n",
" 47.000000 | \n",
"
\n",
" \n",
" 1992-01-31 | \n",
" 7.254839 | \n",
" 19.506452 | \n",
" 10.000000 | \n",
"
\n",
" \n",
" 1993-01-31 | \n",
" 7.993548 | \n",
" 19.987097 | \n",
" 46.000000 | \n",
"
\n",
" \n",
" 1994-01-31 | \n",
" 8.983871 | \n",
" 18.396774 | \n",
" 40.000000 | \n",
"
\n",
" \n",
" 1995-01-31 | \n",
" 7.454839 | \n",
" 20.622581 | \n",
" 21.000000 | \n",
"
\n",
" \n",
" 1996-01-31 | \n",
" 7.432258 | \n",
" 18.722581 | \n",
" 51.000000 | \n",
"
\n",
" \n",
" 1997-01-31 | \n",
" 6.919355 | \n",
" 19.441935 | \n",
" 54.900000 | \n",
"
\n",
" \n",
" 1998-01-31 | \n",
" 7.364516 | \n",
" 20.887097 | \n",
" 74.400000 | \n",
"
\n",
" \n",
" 1999-01-31 | \n",
" 6.222581 | \n",
" 18.048387 | \n",
" 102.500000 | \n",
"
\n",
" \n",
" 2000-01-31 | \n",
" 7.054839 | \n",
" 20.080645 | \n",
" 90.000000 | \n",
"
\n",
" \n",
" 2001-01-31 | \n",
" 7.022581 | \n",
" 18.238710 | \n",
" 69.900000 | \n",
"
\n",
" \n",
" 2002-01-31 | \n",
" 6.900000 | \n",
" 21.029032 | \n",
" 7.800000 | \n",
"
\n",
" \n",
" 2003-01-31 | \n",
" 6.706452 | \n",
" 20.609677 | \n",
" 28.300000 | \n",
"
\n",
" \n",
" 2004-01-31 | \n",
" 6.593548 | \n",
" 21.503226 | \n",
" 34.900000 | \n",
"
\n",
" \n",
" 2005-01-31 | \n",
" 6.512903 | \n",
" 21.177419 | \n",
" 28.800000 | \n",
"
\n",
" \n",
" 2006-01-31 | \n",
" 7.212903 | \n",
" 19.880645 | \n",
" 76.700000 | \n",
"
\n",
" \n",
" 2007-01-31 | \n",
" 7.222581 | \n",
" 22.270968 | \n",
" 36.900000 | \n",
"
\n",
" \n",
" 2008-01-31 | \n",
" 7.141935 | \n",
" 19.870968 | \n",
" 52.900000 | \n",
"
\n",
" \n",
" 2009-01-31 | \n",
" 6.841935 | \n",
" 20.432258 | \n",
" 75.000000 | \n",
"
\n",
" \n",
" 2010-01-31 | \n",
" 6.516129 | \n",
" 21.451613 | \n",
" 60.300000 | \n",
"
\n",
" \n",
" 2011-01-31 | \n",
" 6.500000 | \n",
" 19.690323 | \n",
" 84.700000 | \n",
"
\n",
" \n",
" 2012-01-31 | \n",
" 6.341935 | \n",
" 21.112903 | \n",
" 48.700000 | \n",
"
\n",
" \n",
" 2013-01-31 | \n",
" 6.787097 | \n",
" 20.693548 | \n",
" 65.300000 | \n",
"
\n",
" \n",
" 2014-01-31 | \n",
" 6.919355 | \n",
" 20.432258 | \n",
" 68.700000 | \n",
"
\n",
" \n",
" 2015-01-31 | \n",
" 6.461290 | \n",
" 20.261290 | \n",
" 63.900000 | \n",
"
\n",
" \n",
" 2016-01-31 | \n",
" 7.600000 | \n",
" 21.660000 | \n",
" 16.461527 | \n",
"
\n",
" \n",
" 2017-01-31 | \n",
" 6.474194 | \n",
" 20.135484 | \n",
" 93.600000 | \n",
"
\n",
" \n",
" 2018-01-31 | \n",
" 6.651613 | \n",
" 20.503226 | \n",
" 83.500000 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" TARMA_TN TARMA_TX TARMA_PP\n",
"DATE \n",
"1964-01-31 7.770000 20.058065 20.850000\n",
"1965-01-31 7.222581 18.625806 43.840000\n",
"1966-01-31 8.354839 19.203226 78.450000\n",
"1967-01-31 7.300000 18.910000 49.710000\n",
"1968-01-31 7.664516 18.125806 92.210000\n",
"1969-01-31 8.141935 19.600000 30.320000\n",
"1970-01-31 9.261538 18.514815 73.100000\n",
"1971-01-31 7.654839 18.377419 81.310000\n",
"1972-01-31 6.625806 19.380645 24.560000\n",
"1973-01-31 7.909677 19.812903 63.071523\n",
"1974-01-31 7.909677 17.312903 82.931417\n",
"1975-01-31 7.596774 18.409677 78.000000\n",
"1976-01-31 7.712903 18.464516 79.500000\n",
"1977-01-31 8.758065 20.545161 38.510000\n",
"1978-01-31 8.590323 19.096774 95.500000\n",
"1979-01-31 7.861290 20.825806 50.000000\n",
"1980-01-31 9.012903 20.361290 48.000000\n",
"1981-01-31 8.670968 20.638710 54.100000\n",
"1982-01-31 9.193548 19.754839 20.000000\n",
"1983-01-31 9.774194 21.929032 34.100000\n",
"1984-01-31 6.480000 19.040000 48.402449\n",
"1985-01-31 6.160000 19.390000 44.150439\n",
"1986-01-31 6.650000 18.790000 57.556963\n",
"1987-01-31 8.130000 19.580000 74.944287\n",
"1988-01-31 7.830000 19.200000 57.556963\n",
"1989-01-31 7.974194 18.254839 80.600000\n",
"1990-01-31 9.232258 19.929032 21.000000\n",
"1991-01-31 7.683871 17.296774 47.000000\n",
"1992-01-31 7.254839 19.506452 10.000000\n",
"1993-01-31 7.993548 19.987097 46.000000\n",
"1994-01-31 8.983871 18.396774 40.000000\n",
"1995-01-31 7.454839 20.622581 21.000000\n",
"1996-01-31 7.432258 18.722581 51.000000\n",
"1997-01-31 6.919355 19.441935 54.900000\n",
"1998-01-31 7.364516 20.887097 74.400000\n",
"1999-01-31 6.222581 18.048387 102.500000\n",
"2000-01-31 7.054839 20.080645 90.000000\n",
"2001-01-31 7.022581 18.238710 69.900000\n",
"2002-01-31 6.900000 21.029032 7.800000\n",
"2003-01-31 6.706452 20.609677 28.300000\n",
"2004-01-31 6.593548 21.503226 34.900000\n",
"2005-01-31 6.512903 21.177419 28.800000\n",
"2006-01-31 7.212903 19.880645 76.700000\n",
"2007-01-31 7.222581 22.270968 36.900000\n",
"2008-01-31 7.141935 19.870968 52.900000\n",
"2009-01-31 6.841935 20.432258 75.000000\n",
"2010-01-31 6.516129 21.451613 60.300000\n",
"2011-01-31 6.500000 19.690323 84.700000\n",
"2012-01-31 6.341935 21.112903 48.700000\n",
"2013-01-31 6.787097 20.693548 65.300000\n",
"2014-01-31 6.919355 20.432258 68.700000\n",
"2015-01-31 6.461290 20.261290 63.900000\n",
"2016-01-31 7.600000 21.660000 16.461527\n",
"2017-01-31 6.474194 20.135484 93.600000\n",
"2018-01-31 6.651613 20.503226 83.500000"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_idx=data.set_index(\"DATE\")\n",
"data_ene=data_idx.loc[data_idx.index.month==1]\n",
"data_ene"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"data_ene.plot()"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"data_ene.TARMA_TN.plot()"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"data_ene.TARMA_TX.plot()"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [],
"source": [
"data_ene_np=data_ene.TARMA_TX.values"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from sklearn.linear_model import LinearRegression\n",
"\n",
"lm = LinearRegression()\n",
"\n",
"x=np.arange(1964,2019)\n",
"y=data_ene_np\n",
"\n",
"model = lm.fit(x.reshape((-1,1)),y)\n",
"\n",
"b=model.coef_[0]\n",
"a=model.intercept_\n",
"linea= a + b*x\n",
"\n",
"plt.plot(x,y)\n",
"plt.plot(x,linea,\"r--\")\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [],
"source": [
"# evolucion temporal de tendencias\n",
"\n",
"# del 70 al 00\n",
"x1=np.arange(1970,2001)\n",
"y1=data_ene.TARMA_TX.loc[\"1970-01-31\":\"2000-01-31\"].values\n",
"\n",
"model =lm.fit(x1.reshape((-1,1)),y1)\n",
"b1=model.coef_[0]\n",
"a1=model.intercept_\n",
"linea1 = a1 + b1 *x1\n",
"\n",
"# del 2000 al 2018\n",
"\n",
"x3=np.arange(2000,2019)\n",
"y3=data_ene.TARMA_TX.loc[\"2000-01-31\":\"2018-01-31\"].values\n",
"model =lm.fit(x3.reshape((-1,1)),y3)\n",
"b3=model.coef_[0]\n",
"a3=model.intercept_\n",
"linea3 = a3 + b3 *x3\n"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 63,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#plots\n",
"plt.plot(x,y)\n",
"plt.plot(x,linea,\"r--\",label=\"pend.todo= \"+str(np.round(b,3)))\n",
"plt.plot(x1,linea1,\"k--\",label=\"pend.70-00= \"+str(np.round(b1,3)))\n",
"plt.plot(x3,linea3,\"k--\",label=\"pend.00-18= \"+str(np.round(b3,3)))\n",
"plt.legend()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# ejercicio con pp, 12 min"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# ejercicio con mannkendall, signigicancia y slope, theil-sen"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"slope= 0.036012903225808086\n",
"pvalor= 0.0002916499275245066\n"
]
}
],
"source": [
"import pymannkendall as mk\n",
"\n",
"result=mk.original_test(y,alpha=0.05)\n",
"\n",
"print(\"slope=\",result.slope)\n",
"print(\"pvalor=\",result.p)"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"([,\n",
" ,\n",
" ,\n",
" ,\n",
" ,\n",
" ],\n",
" )"
]
},
"execution_count": 86,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"r = mk.original_test(y,alpha=0.05)\n",
"pv= r.p\n",
"itr= r.intercept\n",
"slp = r.slope\n",
"\n",
"x=np.arange(1,56) #1 a 55\n",
"lineakd = itr + slp*x\n",
"\n",
"plt.plot(x,y,marker=\"o\")\n",
"plt.plot(x,lineakd,label=\"pend=\"+str(np.round(slp,3))+\" y p-val:\"+str(np.round(pv,6)))\n",
"plt.legend()\n",
"\n",
"pos=np.arange(1,56,10)\n",
"plt.grid()\n",
"labels=np.arange(1964,2019,10)\n",
"plt.xticks(pos,labels)\n"
]
},
{
"cell_type": "code",
"execution_count": 99,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.01772826767060587\n",
"19.48451612903223\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 99,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXAAAAD4CAYAAAD1jb0+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOy9eXhb5Zn3/320W5st746dxHYWZ0+chRBC2FomQCkNlDa0HaB0Y6bQUpgyQPt2ptN2BmYyM512Xsq8tJTp9MdAaKGhlLDTlrAlBByy77ETO44X2da+6/n9cfQcHUnnHJ1jS7Eln8915QLLsnQsS/e5z/e+7+9NKKXQ0NDQ0Cg9dJN9ABoaGhoa40ML4BoaGholihbANTQ0NEoULYBraGholChaANfQ0NAoUQzn88lqa2tpa2vr+XxKDQ0NjZLngw8+GKaU1mXffl4DeGtrK3bv3n0+n1JDQ0Oj5CGE9IjdrkkoGhoaGiWKFsA1NDQ0ShQtgGtoaGiUKOdVAxcjFouht7cX4XB4sg9FQ6PgWCwWtLS0wGg0TvahaJQhkx7Ae3t74XA40NraCkLIZB+OhkbBoJTC7Xajt7cXbW1tk304GmXIpAfwcDisBW+NsoQQgpqaGgwNDU32oUwJtnX1YcvLR3B2LIQZVRW4d2MHNnU2T/ZhlTSTHsABaMFbo2zR3tsc27r68MCz+xCKJQAAfWMhPPDsPgDQgvgE0IqYGhoaRWfLy0f44M0IxRLY8vKRSTqi8kAL4EXksssuUzy4FIlEsHnzZsydOxdr165Fd3e36P1eeukldHR0YO7cuXjooYf427/85S9j+fLlWLZsGW688Ub4/X7+e08//TQWLVqExYsX4/Of//yEfqdC093djSVLloh+T+p3FSL1urndblx++eWw2+248847+fv7fD6sWLGC/1dbW4tvfetbAIC7776bv33+/PmoqqoCAOzZswfr1q3D4sWLsWzZMmzdupV/vNdffx0rV67EihUrcPHFF+P48eOFeFnKjrNjIVW3ayiEUnre/q1atYpmc/DgwZzbyoVLL72Uvv/++4ru+/DDD9Pbb7+dUkrpk08+ST/72c/m3Ccej9P29nZ64sQJGolE6LJly+iBAwcopZR6PB7+fnfffTd98MEHKaWUHj16lK5YsYKOjIxQSikdGBiY0O9UaE6dOkUXL16cc7vc7ypE6nXz+/10x44d9JFHHqF33HGH5POvXLmS/vnPf865/ac//Sm97bbbKKWUHjlyhB49epRSSmlfXx9tbGyko6OjlFJK582bx7+HH374YXrrrbfmPFY5v8eVctGDr9PZ9/0h599FD74+2YdWEgDYTUVi6rTPwLu7u7FgwQLceuutfPYaDAYBAB988AEuvfRSrFq1Chs3bkR/fz8ALrO+7777cMEFF2D+/PnYsWMHACAUCuGmm27CsmXLsHnzZoRCyrOL5557DrfeeisA4MYbb8Trr78OmrUtadeuXZg7dy7a29thMplw00034bnnngMAOJ1OANwJORQK8drrz3/+c9xxxx1wuVwAgPr6+pzn/t73voef/OQn/Nff/e538dOf/lTx6yRk8+bN2L59O//1F7/4RTzzzDPo7u7Ghg0bsHLlSqxcuRLvvPOO7Osh97sqed1sNhsuvvhiWCwWyec4duwYBgcHsWHDhpzvPfnkk/jc5z4HAJg/fz7mzZsHAJgxYwbq6+v5wiQhBF6vFwDg8XgwY8YM2d9runLvxg4Y9Zn1gAqjHvdu7JikIyoPpkQRk+fF+4Fz+wr7mI1LgavFL78ZR44cwWOPPYb169fjS1/6En72s5/hrrvuwje+8Q0899xzqKurw9atW/Hd734Xv/zlLwEA8Xgcu3btwvbt2/EP//APeO211/DII4/AarVi79692Lt3L1auXMk/x+bNm3HkSK7ed8899+CWW25BX18fZs6cCQAwGAyorKyE2+1GbW0tf1/hfQCgpaUFO3fu5L++7bbbsH37dixatAj/9m//BgA4evQoAGD9+vVIJBL4/ve/j6uuuirjGL785S/jhhtuwF133YVkMomnnnoKu3btUvQ6ffvb3864z0033YStW7fimmuuQTQaxeuvv45HHnkElFK8+uqrsFgsOHbsGD73uc/lyEtnz57FV77yFWzfvj3v7yr2mki9blI8+eST2Lx5c06hsaenB6dOncIVV1yR8zO7du1CNBrFnDlzAAC/+MUvcM0116CiogJOpxPvvfde3uedjmzqbMaOY0N45sM+AECz1oVSEKZWAJ8kZs6cifXr1wMA/vIv/xI//elPcdVVV2H//v248sorAQCJRAJNTU38z9xwww0AgFWrVvG665tvvolvfvObAIBly5Zh2bJl/P2FuqkY2dk2kNvBkO8+jz/+OBKJBL7xjW9g69atuO222xCPx3Hs2DH86U9/Qm9vLzZs2ID9+/fz+i7AmYzV1NSgq6sLAwMD6OzsRE1NjaLXKTuAX3311fjmN7+JSCSCl156CZdccgkqKirg8Xhw5513Ys+ePdDr9fyJRciMGTP47F3J66HmfmI89dRT+PWvfy16+4033gi9Xp9xe39/P26++Wb86le/gk7HXbz++Mc/xvbt27F27Vps2bIF99xzD37xi18oev7pRnudHQBw+6XteODqhZN8NOXB1ArgeTLlYpH9gSeEgFKKxYsX49133xX9GbPZDADQ6/WIx+OSj8XIl4G3tLTgzJkzaGlpQTweh8fjQXV1dcZ92X0Yvb29OZfser0emzdvxpYtW3DbbbehpaUFF154IYxGI9ra2tDR0YFjx45hzZo1GT/3la98Bf/93/+Nc+fO4Utf+pLo7yD2Ou3cuRO33347AOAHP/gBrrvuOlx22WV4+eWXsXXrVl6G+PGPf4yGhgZ89NFHSCaTstKG0t9VeD+5102Mjz76CPF4HKtWrcr53lNPPYWHH3444zav14tPfOIT+NGPfoQLL7wQADA0NISPPvoIa9euBcD9jbOvbjTSeMMxAIAvHM9zTw2lTHsNHABOnz7NB+onn3wSF198MTo6OjA0NMTfHovFcODAAdnHueSSS/DEE08AAPbv34+9e/fy39u6dSv27NmT8++WW24BAFx33XX41a9+BQD47W9/iyuuuCInYK5ZswbHjh3DqVOnEI1G8dRTT+G6664DpZTvfqCU4vnnn8eCBQsAAJs2bcIf//hHAMDw8DCOHj2K9vb2nGO//vrr8dJLL+H999/Hxo0bFb9Oa9eu5X+X6667DgAnozz++OPYsWMH/1gejwdNTU3Q6XT49a9/jUQiIfoc+X7XbJS8bmIINW4hR44cwejoKNatW8ffFo1Gcf311+OWW27BZz7zGf52l8sFj8fDX028+uqrWLhQyyyl8Ia4wK0F8AIiVtks1r+p2IVy6tQpunDhQnr77bfTpUuX0htuuIEGAgFKKaVdXV10w4YNdNmyZXTRokX00UcfpZRmdpcMDQ3R2bNnU0opDQaDdPPmzXTp0qX05ptvpuvWrVPchRIKheiNN95I58yZQ9esWUNPnDhBKeW6Hq6++mr+fi+88AKdN28ebW9vpz/60Y8opZQmEgl60UUX0SVLltDFixfTz3/+83xXSjKZpHfffTdduHAhXbJkCX3yySclj+H222+n9913n+rXKZtoNEqrq6vpF7/4Rf62o0eP0qVLl9K1a9fS+++/n9psNv5xWReKkt+VUkq/973v0eeee072daOU0tmzZ1OXy0VtNhttbm7O6GJpa2ujhw4dyjn2v//7v895DX79619Tg8FAly9fzv/r6uqilFL67LPP0iVLltBly5bRSy+9NOP5GZP9Hp8q3PHEB3T2fX+gt/5y52QfSskBiS4UQkU0RCGEkJkA/gdAI4AkgEcppT8hhGwB8EkAUQAnANxGKR2Te6zVq1fT7MLVoUOHJjVr6e7uxrXXXov9+/dP2jFMBZLJJFauXInf/OY3fMeFEO11Gj+T/R6fKtz6y13489EhrJrtwjN/fdFkH05JQQj5gFK6Ovt2JRJKHMDfUEoXArgQwB2EkEUAXgWwhFK6DMBRAA8U8oA1zh8HDx7E3Llz8bGPfUw0eGtoFAJfSgP3hmKTfCTlQ94iJqW0H0B/6v99hJBDAJoppa8I7vYegBuLc4jFpbW1ddpnlYsWLcLJkydl76O9ThoThWnfmgZeOFR1oRBCWgF0AshuyP0SANE+OULI1wB8DQBmzZol+riUUs30pwwYDUYx4AkjmkjCpNehodICl9U02Yc1qeSTKKcT6S4ULQMvFIq7UAghdgDPAPgWpdQruP274GSWJ8R+jlL6KKV0NaV0dV1dzlJlWCwWuN1u7Y1e4owGo+gbDSGaSAIAookk+kZDGA1GJ/nIJg+a8gPP1zI5XWCZdyCaQCKpfd4LgaIMnBBiBBe8n6CUPiu4/VYA1wL4GB1nBG5paUFvb6/mmVzinPOEERf5UA6dIWisnL4BjG3kme7EE0kEowlUVhjhCcXgD8dRadW2FE2UvAGccNrGYwAOUUr/XXD7VQDuA3AppTTXFEMhbMBEo7S55v4XIHYGJwBOPfSJ8304GlMMf4TLvmdUVcATisEbjmkBvAAokVDWA7gZwBWEkD2pf9cA+L8AHABeTd32X8U8UI2pzYyqClW3a0wvmHzSXGXJ+FpjYijpQnkLXCKVzXaR2zSmKfdu7MjYuAJobnMaaTyp1kF2QtcKmYVhanmhaJQszFXuvmf2IhJPos5hxnevWai5zWkASGfcLIB7tQy8IGheKBoFY1NnM+Y1cI5zD39+pRa8NXhYxt2sZeAFRQvgGgWFGRYFolqGpZEmOwPXNPDCoAVwjYLCtM5ARPuAaqTRMvDioAVwjYKRTFJ+2k4L4BpCWMZdbTPBbNBpGXiB0IqYGgXDH42DjXMFIvJ+3xrTC284BrNBB5NBB4fFWNJFzG1dfdjy8hGcHQthxiSvhtMCuEbB8ATTl8VaBq4hxBeOw1nBDe44LYaSlVC2dfVltMv2jYXwwLPcHt/JCOKahKJRMDwCm9BAVMvANdL4wnE4LFy+6LAYSlZC2fLykYxZBwAIxRLY8nLuusTzgRbANQqG0OdZy8A1hHjDMTgsXAbOSSilmYGfHQupur3YaAFco2AIP5RaG6GGEF84DmcZZOBTzTJCC+AaBYNJKA6zQcvANTLgMnBhAC/NDPzejR2oMOozbptMywitiKlRMFgAb6qyaF0oZcZEOy+4DDwtoZRqBs5+53ue3oMkBaoqjPj+dYsnrQtFy8A1CoY3FIdeR1DvsGgSShnBOi/6xkKgSHdebOvqU/wYPkEG7rQYEYwmEE8t/yg1rl3WxFsnf/WS9km1jNACuEbB8IRicFoMsGsSSlkx0c6LWCKJcCwpKGJygdyv8j2yrasP6x96A233v4D1D72h6gRSSIb9UX7eYcgXmZRjYGgSikbB8IRiqKwwwmrWaxJKGTHRzgsmlwg1cHZ7lcKdqVOp/3rQF+b/f8g/uQFcy8A1CoY3HIOzwshl4JqEUjZMtPOCtZcK2wgBqGolnEr91wNeLmjbTPrcDDweBQLu83YsWgDXKBh8Bm4yIKhl4GXDvRs7oNdl7nRR03nBMnAnr4Fz/2XOlUqYSv3XA14uA180w4lRbwA4swt481+B//kU8NAs4NXvnbdj0SQUjYLhCcUwo6oCdrMe0UQS0XgSJoOWI5Q6mzqb8fAfj6HbHUQswYm/D1ytvAuFtQxmZ+BqWglnVFWgTyRYn/f+60QcpO9D/JXhZdwQOIVm/x7gsZSkUr8IWHkL0HHVeTscLYBrFAyvIAMHuGlMk0GZxqkxtfGFE/jk8hn45hXzcPm//QnDAeXB1yujgStl0lb2JZPAwD7g1A6gewfQ8w6+EPECBmAk0YZnEhtw02c/D9OcSwBbbXGPRQQtgGsUBEopvCGu19duTgXwaBwumxbASx1fOIZz3jDm1tvRWmvDxxbU44n3evD1y+bAkjXUIvXzAAR94IaM25XAsv1v/+YjxJMUDosBP/zUksIXMJNJYOhQOmB3vwWEx7jvVbcDi6/HI6eb8U5iIT55USf+7pm9uLzlcsy0WQt7HArRArhGQQjHkogmknwXCqBZypYLJ4YCAIA5ddy6vNvWt+G1Qzvx/Edn8ZnVM/P+fG4GziQUdYXu65bPwN8+sxdIUnx6ZUthgjelwPBRLlifSgXs4DD3vapZwIJrgbYNQOsGoJJ7vt//ZAeaqyyoc5gBcJ0oM6u1AK5RwrApzMoKI2yCDFyj9Dkx6AcAzK3nAvhFc2rQ0eDA429348ZVLSCEyP24QAPn3hcmgw4Wow4+lX3gA74wonFu+GckEFX1szyUAiMnUwH7TS5g+we47zmbgbkfTwds12zRhxj0htE5qyodwCexF1wL4BoFgbWEOSsMaQlFG+YpC44P+WHUE8xKZZmEENy2vhX3P7sPO0+N4ML2Gtmf94XjsJr0MOjTBW1unF6dH0r3cDD1/CoD+Gh3WhI5tQPwneVutzdwgZoF7Op27sFliMaTcAeiaHBYtACuUT4IM3CrSZNQyonjg37MrrHBKAjAmzqb8c8vHcbjb59SEMDTY/QMh8WgeitPj5uTcjoaHHDLBXBPb2bA9pzmbrfWAq0XpwL2JUDtvLwBOxs2uNPgNKM6Vd/RArhGycO28VRWGLUMvMw4MeTH/HpHxm0Wox6rZ7vw8oEBtN3/gqzBFbfMwZhxm8NizPCPV0LPSBBGPcHiGZV4+/iw4AnOcVLIqTe5f6OnuNsrXMDs9cBFd3IZdv1C1QE7G9YD3uC0wKjXodpmmtRpTC2AaxQEr6DTgLURBjUNvOSJxpPocQdxzZKmjNu3dfVhxzEuiAoNroDc0XbhNh6Gcxye4D3uAGa6rJhl8SMe/DPo838A6d4BuI9xdzBXAq3rgQu+xmXZ9YsBXWHnEAZTAbzeyckndXYzhrUMXKPUEUoorLXMr0koJU+PO4BEkmJOvS3j9i0vH0E4nukmyEbbswO4NxyDK8vzxGExKJ+iDI4A3W/hqtNb8Z3kfrR82A0YALrPBsy6CFh5M5dhNy0HdOm2xmIsH2Zj9A1OCwCgzmHWMnCN0odf5mAxQK8j0BFNQikHTgylOlDqMiUUNaPtvnCcL4AyHGYZT/CwB+h5J6Vjvwmc2w+A4kpqwlnncuybswl/95ELP/n6bZhVXyn6EMUyvxrwhmHQEVSnTkh1DjO6uwPjfryJogVwjYLgCcVgNxv4TgObSTO0KgeOp1oI2+syM3A1o+0+wT5MhrNCIKFEfMDp91JtfTuA/o8AmgT0ZmDmBcDl38FYw1qs+e8xfOfCZZhdY0XXnt1wh5OYJXHccuZXEwvgEdQ7zNClvGFq7SYM+SKglOZtpywGWgDXKAjeUByVFekPqU3zBC8Ljg/6MaPSwvf2M9SMtnsF+zABANEgFoU+wJ30FSR/vgW6s10ATQB6E9CyBrjkbzkNu3k1YOSkihM9o4jhHcyusaLaxunPo0HpTpRimV8N+sKoT8knAJeBR+JJ+CLpjUPnEy2AaxQET4izkmVYzXoEopoGPlVRqg+fGApgTmqARwi770MvHcY5TxiVFQb8w3W5o+3hWAIkHsaC8B7gjWe5DLt3N65PxhDT65GkK6G7+G4uYLdcAJjEJxpZC+HsGhuMqcKk2y8dwItlfjXgDaOtNn01wnrBh32RqRnACSEzAfwPgEYASQCPUkp/Qgj5DIDvA1gI4AJK6e5iHqjG1IYzskq/nbStPFMXpfpwMklxYsiPz0qMy2/qbManVsxAx/95CTddMCv9s/EI0PcBcGoHdCf+jL3mXTDvjQFEBzStANZ9HTvii3D7n4146dNXY1ZN/jH0bncQOgK0uCp4R0S5YZ57N3bgb3+7F1HB2rZCmF8NeCMZfe91di4bH/JF0F6Xe6IrNkoy8DiAv6GUfkgIcQD4gBDyKoD9AG4A8P+KeYAapYE3HMsoVFlNes0TfIqiVB8+5w0jGE3wI/RiEELQ7DTAcu4D4M0XuAz79E4gHgJAQGsX438SV2LJ+k9g3eWfBCxc0TF44ByC+EDxUofT7gCaKitgNuhh0lOYDDqMyEgomzqb8X63G0/sPAOAez/+0/VLJ6R/h2MJeEIxvgMFQIYfymSQN4BTSvsB9Kf+30cIOQSgmVL6KoBJEe41ph5smQPDbjbg7FhY5ic0Jgul+vDxLA8UnkQcOPcRP+24Pfw2KnpCQA+43utVt3JtfbMvwmG3Dv/48Nv4xezVfPAG0r4oSgN4tzuI1tr0KH+11YQRGQkFAFpcnNTx8YUN+KBnBJ9Y1iR7/3ywicv6VNAGMOnj9Ko0cEJIK4BOADtV/MzXAHwNAGbNkqoZa5Q62QHcqnWhTFmU6sMsgM+ptXKdIQJPbES83J1qO7C7ciNeCc7HD++6PccT29fHDfvkDvKocyTscQdw9dJ0AK62mWSLmABXcLSbDfjs6ha8dmgA75xw49L5dYqeTwzhFCajqsIIvY5M/QBOCLEDeAbAtyilXqU/Ryl9FMCjALB69Wqq+gg1pjyxRBLBaCKjiMl1oWgSykQpxjCKWAeJ2aBL68PJJDB4EPUHt+KXlndR+7OvCzyx5wBLbuAy7NYNgKMBb714CFvf6sYPrDXIvh7P3sbDULPUwROKYTQYw2yBRFdtM8n7oQAYTLX8XTK/Dg6zAS/sPTvBAJ45xAMAOh3hWwknA0UBnBBiBBe8n6CUPlvcQ9IoNbyCKUyG3azXipgTpFjDKOxnv/O7fQhGEwAobpkTwqbYdmDrm0DP20DQjWsBDOgbQRZey5k/tV7Me2ILaXJaEE0kMRKIosZuzvieN8tKluFUsVbttJtzIZxdk+7+qLaZcGY0KPtzXMufGRajHlcuasBL+8/hR5uWjnvNXzoDz/wd6xxmDE9VDZxwIvdjAA5RSv+9+IekUWp4RAK41WRAKJZAIklzFuJqKKNYwyigFJtmhhBu2ol69y50JvbD1TPGadjOFmDeXwCtG3DtHwgWLVyMf/nUctmHa6zkpJd+TzgngPMLjSsyM3C7igy8Z4S1EGZm4PksZQe8EayYWQUAuHZ5E57t6sPbx4dx+YL6vM8p+ni+MEwGXcb7HOD8UKZsERPAegA3A9hHCNmTuu07AMwA/hNAHYAXCCF7KKUbi3OYGoWk0JflLIA7s9oIAc7QKvvyWUMZBR1GEfHEvgmAm1TDXb8OD/W24Btfug0t7YsAQjAWjGL/1ldxnUwHCqOpkpMUznnCWNKcOdrOLGPtWYNARr0OFUa9ogy8h8/AMwO4LxyXXJxNKcWgL8xnyxfPrYPTYsDze8+OO4APeiNocJpzGjfqHGYc7FesKhcUJV0obwE50hbjd4U9HI1iU4zLcvYhrcwa5AGAYDShBfBxMqFhlLEz6Z2OQk9sWx2/xOCunXac07fg32/qxNaH3sCs02bcMYf7qPMeKCoCeL83t+vIF+YsFsSuwhwKHQm7hwOod5h5l0sAvBf3aDCaoUkzvOE4wrEk6h3c90wGHTYubsRL+88hEk/AbMi/yzObAW8YDY7c56q1mzHsjyKZpPyI/fmisF6LGlMeucvy8SImobCMy6/p4OPm3o0dMGdll5LDKN5+YO/TwHN3Aj9ZDvzHEmDbXwNHXgRmrACu+Vfg6zuBbx8DPvM4sPpLOJ5ogt1iRHNVBVbOqsIf9vbzD8d3oCgYTqmxm2HQEZzziBtZZevfDKUBvGckmJF9A+kALiWjDPkybV8B4BPLmuCLxPHm0WHRn8nHgDec8XiMOocZiSTN2xVTDLRR+mlGMTwi0hJKpgYOaI6EE2FTZzMOn/Piv/58EgDQLJS7/EOpDDslieR4Yt8OtF0C1C+S9MQOROK8x8m1y2bgB384iBNDfsyps+PEUAAmgw4trvxTknodQYPTgn6PeAYuHcCNivrAe9wBbJiX2T2SL4CLdYysn1uLKqsRL+w9iysXNeR93mwGvZGc4wAE4/T+3CJusdEC+DSjGB4RrAtF6AVh0zbTF4S5qU04l87U41eX+4Hu/wDe2QEMHeLuYHIAsy8CVt7C+Yk0LsvwxJbDH0nwAfyapU344QsH8cLefnzzY/NwfNCP9lqb4gJ0Y6UF50QCuDckbfKkZK1aKJrAgDeC1qwMvCZvAE9l4IKhG6Neh6sWN+L5j84iHEvwvvVKCETi8EXionJNnT09zNPR6Mj5fjHRAvg0oxgeEd5QDGaDLuMDoa1VmyChMaDnbcz78Hm8aHobC4dOA08DMFqBWeuA5Zu51r6m5YB+fB/jQCQOe+pE21hpwZrZ1fjD3rN8AF/aIu61LUZjpQWHzuYW8nyRGB/gsnFajKLJhJDTI1wBc1ZNpp2tK08AH2RTk1kB12U1IRBNYMH3Xsq8oskDe7zsFkJAOE5//iePtQA+zdjU2Yz3e9x44j3OI6LCqMODN0zMIyJ7ChMQSCjaNKYyIj6g513g1J9Tnth7AVAsIibsovPwc+Pn8dWbbwVmrAQMprwPl49EkiIUS2TYxF67vAl/99wB7Ov14MxoENereE80OS1449Bgji+2LxxHe624jq5EA+9OuRBmZ+AuqwmEQHKYZ8Abhs2kz+h+2dbVh8ffOcV/raaALzaFyZjMcXotgE9D2mq4D9Q1Sxvx5tFhXL20UfK+SloOveFYbp8vn4FrEooo0QC3xIBp2Bme2BcAl90PtF6Mb+8w4LkDblSbTPjqrAsL9vTsxCoMcFctacT3f38A//nGMVCqrAOF0VhpQSiW4Hzhren3glwR01lhzNtGyNvIVmdm4HodQVWFEaMyGXh2sN3y8hGEY8rWwGUjNcQDcK+h2aDTArjG+WEkEIVeR3BDZwu27zuHnSdHcInIiLHSlkPRDJxvI5y+Gbjw5NdaqcMPVwVxseEQF7D7PgCSMUBn4BYXbLiHa++beQFgTNcjzr70DoDCd/MwaUuYgdc7LGivteGVgwMAgB/+4SASSaro6qyJDfN4Q3wAp5SKbuNhOMwGhGNJxBJJGPXihdYedxBVVmPGSYHhkhnmGfSG+cyYMZEC/qBXXJIBOHMtbhpT60LROA+MBKJwWU24eF4tKox6vHpwQDSAK50E9IRifL8tw2aa3m2Ev999CmoWOXUAACAASURBVM889zt8hu7DOtNBrAgfh/mdOCh0IM2dwLo7uKLjzAsBs3Smy7TXaFw+0KnFH84N4Nu6+tAzkh5PH/RFFEsMjawX3BPGgkYnAKSCM80Y8BIi9ENhXSXZ9LiDGSP0QmrkArgvguUtVRm3TaSAP+ANo8Koh8Ms/rvUOcxaBq5xfnAHoqixmWAx6rFhXi1eOzSAH3xqcc6EmdKMxROKYW5Wv7BeR2Ax6lJeG9OARAzo+5BbwntqBzaeehfX6aNIUoIDdDZ+ldiId5OL0OtYgVe/eq2ih6SUYsAbhlFPEEtQBCJxVFknrn8D6RMrK2IC3AmbLUtgKJUYhNOYDCkjK4ZD4IciGcBHAuic6RL9nstq4qc0hbDXrT4rAxcz8dLriKIC/oBPfAqTUWc3ix5LsdECeBmgdjR+JBDlPzAfX9SAVw4O4MBZb84YtNKMJXsfJsNuNpRvBp6IcxarqYCN0+8BsdR28oYleCJ+Bd5NLsLO5AJ4kT65EY/yp/BFuGnCufV2HB/0IxBNoCp/W7YiWG3CJphunIjEUOcwQ0eQ0QvOWgSdMoM8APf+ESMaT6JvNITrV4i/l2vsJnx4eizndva6ZWvg7DPBPitWM7d0JPt9LwY3xJMrnzDqHGbs7hnN+ziFRgvgJc54RuNHAlEsmsFd5l6xoB6EAK8dGsh5I3/1kjZ8//cHM27LbjlMJim84VwNHEh5gpdLAE8mgHN7U34ib3Ge2FEf9726hUDnF1IWqxcD1mo89tAbE+63Z7prW62NC+AFfC39Ihr4RCQGo16HOoc5YxrTJ+FEyHDkcSTsHQ0iSXNbCBnMEzy782XQmzuFydjU2cx/Ltz+CC7d8if8y0uH8egtq2V/v0FvGEuzJBkhtXYzRgJRUZmrGJbADG2UvsQZz2i82x/hByFq7WasmuXCa4cGcu53bMAPHQFcqQJSjc2U03Loi8RBaa7bHFDinuDJJHBuH/Duz4AnPwf8Sxvw6GXAq98DRk4Cyz4D3Pg48O3jwB3vAddsARZdB1irAXCX6xajwjF4CQZT4+DtqSW6hbyaCURyu1Du3diBiqzhFjXH3FhZkZGBsxZBaQmFbeUR/72YHp/dQshwWU1IJGlOBs8XHEV8S4TU2M24/ZJ2vHJwALu7RyTvx0kyETQ4pKcsWcE0e9EyS7D6xkKgSCdY27r6ZI9NKVoGXuKoveyNJZLwZhWNPr6oAQ+9eJjPEADgzEgQT+8+gy+snY17rpyPzh++ir+6dE5uC6HIGD2jpDzBKQWGjqTa+v4MdL8NhFIfalcrsPA6oO1SLsN25l/NtamzGd5QFH+XuoJRMzTCYEWx1lQAL+RrydoIhRl4tsSgNltsclp4EyxA2guckc8TvGc4vYlejBo79x52ByIZXSoDIj4oUnx5Qxt+/V4PHnzxMH77V+tENW5/JI5QLCHaA85Ij9NH+IIuUERL4BRaAC9x1F72sr7ZGmEAX8gF8NcPDeDmda0AgP984xgIIbjj8rlw2UyotZt4gyMhYkZWDKvJgLFJMPhRzd7fAC9/BwgMcl9XzgTmX8V1ibRuAKrEt7Ln46K53HoxQoA3//Zy1b7oQgkFKGwA94tk4ECmxKCWxkoL3j6eNorivcAlMnDWnSI2zLOtqw9bXuGuIjc9/Bbu3bgg57hc1rQjoZBBER8UKawmA7718fn4zu/2YdWPXsNoIJpz4hrgWwjzZ+DZnSjF8B4SogXwEkessi532csm16pt6TfjnDob2mptePXQIG5e14ru4QCe+bAPt6ybzWcTc+rsOD6UG8DFtvEw7GYDevNsTZkSVDYD7ZelA7arlYu6E8STurSnlDvRSXVaSDHoC8Ns0PEdHoWUowKROHQEOTLPRGiqtMAXifO93/k0cHbyyA7guXWdsGhdp8YmLlsMeCOwZk1hymExEBCkx/Kz60iDMlOYDKEfipBieA8J0TTwEmdTZzMevGEpbx5lM+tlR+NH+ACeDiaEEHx8YT3ePTEMXziGn7x+DEY9wV9fNoe/z9x6O44N+EBpZpsZu0wWy7KsJn1ptBHOvgj49M85Q6jqtoIEbyB9cgNys0QlsGlCJnMU0pYgkDKykmqLGw/sZM+mFn3hOAjJ7HQRYtDrYDXlLnVQWteptktk4L6wouyb8W+vHkP2sl7h8zFJRomEkr2ZR/gZYkzUe0iIFsDLgE2dzdi4iBuHv2JBQ94WQiCtHzLMBh1iCYql338Fv+vqw0XtNRlFoLn1dnjD8Zw3KC+hiEzK2cq5jVABQqvU8UhJrJe5GN7q/khccYaqlCbBajWAC+B2s0F2yYGYH4pS2aHayjTwXAklewpTjnzPx0soMo9pSQ35ZGfg0XiS/1kCrhYyUe8hIZqEUiaMpQLpoMhWFCFiGfi2rj784q1TGfd756Qb27r6+Dca88U4PujPCOxyGrgtVcTMbvOaLmRk4IH8vtfZDPoiWNDogNmgg44UuIgp8AIvFE2CaUyA+/2l9G+GmCe4UtmhwqRHhVGPkWwJxRfGMpmWP7HHlXu+AW8YDrMh7+tV58jcjUkpxdO7z2B5SyWeu/NixcejBi0DLxNYIM03zusOREFIugAEiJv8hGPJjEtWFsBPZBUyPaEY9DoCmynXW9lmNiBJgUg8mfO96YBnghLKkDeCeocFhJCCt2QWIwNnRT42jemVMbJiiGXg927sgCEra5eSHaptJowIXltKKbe7UkUGLtY+qSPA3R+fB4DL6JV0tNRmjdPv7fXg8DkfPrtmfEVwJWgBvExgwWIwTwAfCURQVWHM6IhQcsna6LTAbjbkdKJwhv3iWup0X6vmTWnAADAWVJeBh6IJ+CJxXgqwmws7FBUoQgA3G/SotZsEEoqyDDxbA9/U2YzmKguMepJXdsjeTu9LtfwpCbjC53vwhqVorqoAATf3kKTA7p5RfixfiaZe5zBjWPD5e3r3GViMOnxy+QzFx6IWTUIpE1iA8EfiCEbjGQtghQjH6BlKLlkJIZhTZ8vpRBFzImSwYwhGEoByZ9KywRvilhmMBKKqM3A2xMN0V5vZUPAiphqdWCncZh7uveQLx3lZRQqHxYDekcxOJX8kjt6xMP7q0nbcu3GB7M9nB3A1LYRCstsn//XlI/i/fzyOSCyBrjNjSCQp1j/0hmxffJ3djDdTATwUTeD3e87imqVNeU9iE0HLwMsASikXLFIfSPYmFsPtj/LtVwylE3hzUp4cQjyhXC9wBjNKmq4ZODu5VVmN4wjgmfalXEG4sBJKoTVwAGh0pqcxfRHpfZgMp8WYM4n5fvcIEkmKde21eZ8vN4Bzzz3Rk9M9V87H0mYnfrfnLBJJrkcl3xRlncOc8mFJ4MX9/fBF4vjs6uLJJ4AWwMuCUCyBaCKJ+Q1cmisno4hl4NmXkFKXrHPr7RjwRjKKTlI+KIAgA5+mnuBs0UWV1aS6iJnOJFMZuKmwU62BaOElFIArZJ4TtBFKjdEznBZDjoTy3gk3jHqCVbPFXQiF5ARw3/gy8Gx0OiLq7y1nUyHsBX969xm01lixtq16QseRD01CKQOY/j2v3oG3j7v5y28xRgJRrGnLHShRMoHHLGNPDPrROcvFP7fUUIJtumvgoTjv0jd+CSWdgY8ECjcUVYwuFICTUMaCMQSjcfjCcUkvcIbDYkAknkQ0noTJwOWT7510Y8XMKlSIFMazqbaZEIwm+CXFYsuMx4vYkmZAumbEsv4Pekbx3skR3Luxo+jdV1oGXgYw/XteKgMfkJBQkkmK0WA0Y4xeDfMauI3bQhnFK6OBT/fN9J5QDE6LAVVWk+oi5oA3AqOe8EZi9gJq4JF4ArEELVoGDgAnhwJIJGneDDzbkdAbjmFfnwfr2msUPV911nLjQZ+6KUw5pBITqdtZAP/Zn45DR4BPr2yZ8DHkQwvgZQDLwFtrbDDpdZIZ+FgohiSF6pFuxkxXBUx6HV/I5LT3uGSRxjbNFxszCaXaahpXBl5nTy8Q4HrqC3MiTHuB589w1cKmMY8Ncla7StoIgbQj4funRpCkwIVzxhfA2fBTITJfte6MH/Rw5mdHB/ww6nV476R7wseQD01CKQNYdldZYeSGCSQy8JEAd/t4A7hBr+O8qQe4AB6OJRFNJCUz8PRi4+kXwFlhubLCiKgpibFgTNVA05AvgjqBjlvIqVaxfZiFgk1jHk29R9Rm4O+ddMOk12HlrPz6NyCegcstXlCDGnfGbV19ePDFw/zXkXhS8Tq6iaAF8DKATfxVWbkALlXEZKY/2V0oaphbb8f+s9xaGbkpTEC42Hj6SSiBaAJJynVZJChFNJFEMJpQHDQHvRHMEvhg20yGvHsxlS4OkHIiLASNqeB5bEBdBs6Ged496UbnrCpYjMquDnICuDesaMOOUpS6M05k4/1EmPISyrauPqx/6A203f8C1j/0RsGM0MsJYSCtd5glJRSxMXq1zKm348xIEOFYgn9eqUKV2aCHUU+mZRFT+NowHVuNjDLoy9zpyAJ/UEJGUbM4oJgZeIVJjyqrEUdSATz/IA8L4DF4gjEcOOvFOoXyCZD2QxkJcJt5mAHY+abYtrFSTOkAXuxtFuXCWCgKvY7Abjag3imTgUsYWalhbr0dSQqcGg7w7YRSGTjAtRIGp2EAF9rsskXESguZ0XgSo8FYhucM31MvUU9Qs5lJbJ1aIWl0WtA7ygUuqX2YDBbgveE4dnWPgFLgQoUFTIB7ffU6gpFANDXElihIB4pa1BY8C0XeAE4ImUkI+SMh5BAh5AAh5K7U7dWEkFcJIcdS/1UmWqlgPOvCpiNsYIQQgnoH18YViedmaiwDd01gszlrJTw+6IcnmD+A2ws8gFIq8JuKLEb+9R4JKMvAmSFSgzM3A5eqJ6jJAFkRsxgSCsB1ojDX4fx94EwDj+PdE26YDTp0zlJuRKXTcZ067kC0YD3g42Gi6+jGi5IMPA7gbyilCwFcCOAOQsgiAPcDeJ1SOg/A66mvC8pkXZaUGmPBdCtfvcRmEIALIA6Lge+3HQ/tdTYQkgrggiAlhbXAAyiTjVJJLy2hGFVLKGJLeVlHj5QcpSYDTEsohe9CAbjdmIx8GrhdIKG8e9KNVbNdMBvUHZfLasJoIFrQHnC1KB2GKzR5T8GU0n4A/an/9xFCDgFoBvApAJel7vYrAH8CcF8hD67Y2yzKBaEfCfvQD/oiaHFlLoN1B8bfA86wGPWY6bLi+JAfVanAJJeBF9rDYzLJ3RQTkuw08ArWibGBFKUSyoDIUt58GbiazUzFLGIC6V5wvY7AmqdVkTlZnhkJ4fA5L+75+HzVz8emMfllxpOQgQMTW0c3XlSlYoSQVgCdAHYCaEgFdxbk6yV+5muEkN2EkN1DQ0OqDm6yLktKjYwAnvrQi/mhjAQiEypgMubW23FCmIHLBvCpk4FPtCCuRtLL1MDVZeBDvtxMMt9QFMsAmclkU6VFMgMsZhETSPeCOyRcKrNxWIz445FBTv9WUcBk1NhNcAci6elVFU6EpY7iAE4IsQN4BsC3KKVepT9HKX2UUrqaUrq6rq5O1cGxN2VtquhWazedl8uSUsMTivFBIi2h5HaiuP3RjF2Y42VuvR0nhwMYDUThMBtkl/XaTIYp0UZYiIK4GkmPndzsFgOMeh0cFoPiDHzQF4GOADX29N9KSU/9p1bMgEHHfaT/v6+slfyc+KNxmAw6yXbEidIkCOBKcFgMGAlEUWHUY7mKRQwMl9WE0WAMA94IKlKbcaYLiv6ChBAjuOD9BKX02dTNA4SQptT3mwAMFuMAN3U246mvXQgA+N61i7TgLYJQA6+xc94bYp0oIwWQUACukBmNJ3HgrFc2+wZYEXPyM/BCFMTV6MzecCzj5OZSMY056I2gxm7OODEq2YvJTM0AYFSmYFoML3AhB1NzAmdGQoqudFigX93qGld9psbGvbbnPGE0OAszhVkqKOlCIQAeA3CIUvrvgm/9HsCtqf+/FcBzhT88jrqULJBv28x0JJmkGY6Aeh1Brd2cI6FQyvmgVE+ghZAxN+W5srfPkzeAW81TY7FxIQri3/6LXH1WStLzhuIZr43LasSo4gw8nFOIy1fEBLI3AEk/F7fQuDgFzG1dffjxa8f4r/Nd6Wzr6sOBs9wF/UdnxsbVIuyymUApcHTAl1E3mA4oOd2tB3AzgCsIIXtS/64B8BCAKwkhxwBcmfq6KDgtBpgNOr7KrJHGF4mD0sxCItcLnvlaecNxxBK0MBl4ar1aNJ5EZR63uamy2LgQfbrMzIsh12mQ7ZPOGVopzMBFhlEsxvx7MYUSjVwG7o/EJTfFTxS5icRsmKzFVu55w/FxzXmwus7J4cC00r8BZV0obwGQuib5WGEPRxxCCBqclrzrwqY6Sked1SDWi13vsOSc7AoxhclwWtjEZyTvpJ2SEfDzwb0bO/C3z+zlt4QD6gvibxweBCFAR4MDFSY9fvf19ZL39YZjGUMsLqsRJ4f9kvcXMuiLYGnWOLiSvZjCAD4ic7IopoSi5kpHTtZS87lg1hCJJNUy8KlKvcNc0hl4saZKPbwPSjowc69V5sluokZW2bAsXK6FEMg/An6+2NTZjL9cO4v/ejx9uq8fHsTylip0NDow7JdPJrJtdqusJowpWOoQTyTh9kdEe5nz7cX0hNJBW05vL5YXOKDuSqdQcx4uW/p1bphmGXjpBHCZEfFSoFhTpWOpD21mBm6GOxBBPJHONgthZCWE1dd+80GvbKGKWZZKjYCfT+bWcxLIlYsa8Pb9V6gK3kO+CPb2juGKBfWotZsx7JOXQ7xZEorLaoIvEs+4AhDDHYgiSZHhRMjI11PPMnC9juSVUIqVgatp/S3U+LnwPT3dJJTSCeAOi6RNailQrKlSj8CJkFHn5EaZ3YIPMS+hFKCIua2rDztPjfBfy11NpDPwyQ/g7lTW7A+rP5Y/pfqUWQAPxRKyq+K84UyfdJYljoXkAz8/jCKSgdtMellbgrHUe6HFVYERmWy/mEVMNROJhZrzyMjAp5mEUjINk/VObmGo3Mb1qUyxpkrHRDXw9HJjVgzjjawKIKFsefkIYgmacZuUdskyvalQyGSvwXiO5Y3Dg2hwmrF4hhOH+rmuiWFfFLNqct+L8UQS/kg842/iEhhayem02dvohdjySChjwRhMeh1mVFbIFkyLKaEAyicS1fhty2E26Pl21emWgZdMJBROGLbWlsxh89y7sQP3PL0HSUHcK8RUqZgnNx/AfWEAXDFsJBCF1aRX7LMsh5qrCTZKPRVaCVkAVzsZGo0nsePYMD65vAmEENSyYSl/pmc3g3lbC212WQCXkzaA3G30QvLtxWSdL9V2E3+SyYZSWrSFxuOhEOPn27r6eHny5sd24b6rFkybeZGSkVAaBB4fpciGebUZwbtQZjeeUAxmgy4jMLMPv/C1EttGP17UaJdTabExk1B8Ko/l/e4R+CNxXN7BuUXUpjRXqUIms9kVSijpcXr5QiaTUOrsEkVMGdnGE4qiyppa4SZxogjFuEUTxczAzyesOSCR+nD1e8LTynK6ZAI4y8BLtRPllYMDAIAVM6tQazerLqJJ4QnmLhVmH37hME8hjKwYarRLXgOfAkVMVgdQq4G/cXgQJoMO6+fWAgBqHdzrKBnAQywDF2rgTELJl4GHUW0ziU4k5tuLORaMoSrlfjgWivFBTUixvcDPN9Pdcrpk/ornKwMvRq82AGzf14/WGisuaKvG4XPdEz/QFEIfFIbJoIPLaswY5hkJRESzuvGgRrtkxbKp4Ak+nOrECcUSiCeSMCjsS3/j8CAubK/hgx7repDqRBGTtVxKM3CfeAshwPXUy13JjAVjmFFl4ScTvaEYf+JgpL3Ai1PEPN9Md8vpkgnglRVGmAzSG9cLgRq7UDWMBqJ454QbX7ukHVajHuFY4QZbxkJR0V7sekfm4NOIP4qOBueEn4+hVLvkN9NPUEKZ6Ik1meSsBKwmbrQ/EEmg0pr/9T855Mep4QC+eFErf5vJoENlhRHuQB4JRaCBVxj1MBl0CjLwCOqkArhZfijKE4phYZMzvScyGBUJ4KkMvAQbAcSY7pbTJSOhEEJQJ+LxUUiKdTn26qEBJJIU1yxp4g3sx9PKJoYnFEdlRa40Iuybp5RyEkoBWgjVYjXpQcjE2ggLMQTlSUkKs6q5oqPSvvQ3DnMebVcsyHRLrrWbZCSUXA2cEJLyQ8nXRhiW7FLJNxQ1FuQ08CqZgmmxvcDPN9PdcrpkAjjAySjFzMCLdTn24r5+tLgqsKTZya+Y8hUqgAelM/ChVL0gGE0gEk8WrIipBkJI6tJ//BJKIU6sLFturbEBUH4CfePwIObV2zGzOrPbRG6YR0xCAbhOFLn+7GSSYsgXkWyFk9uLGUskEYgmUFVh5Bf9isk1xfYCP99M1iacqUJJ/RXrHRYcH1LmJzEeinE55gnF8NbxYdy2vg2EED7z8UWUOdMpefxsDRzgMvAhfwSU0oL6oIwHTrYY/wmrECdWpn/PTrX9+fO8/tu6+vDPLx1GvycMu9mAbV19GUGh1m6WbNXzhmOi22hceQytRoNRxJNUUgO3yshRwoEuNtgil4GXSwAHJmcTzlShpDLweqeZ3xdYDIpxOfb6oQHEEhRXL2kEkN7SXYgMnGVd4hm4GbEExWgwVtAhnvEwUU/wQoxcs5MY69uWe/2ZZNPv4d5r/kiuS16t3cQvH87GG4rDKbKNxmWTl1D4HnAJCUVuKIoNdDkrjBkaeDbFXmiscX4pqQDe4LTAG44jHCtORwO7HDOnWrgcZsOEL8e27zuHGZUWrJjJbRqxFzCAi43RM/jBJ1+44EZWapmoJ/i9Gztg1GcGQ7UnVtYDziQUuXY8JZJNrd0MXziOSDz3cTyh3NZOgFnKSmf+6a3q0kVMQFwDZ0ZWVVYTXzAVy8CLvdBY4/xSUgG8zpHb31xoNnU28057Vyysn1Dw9oVjePPYEK5a0sRnY0wDz3cJrwSxMXoG01EHvJGCG1mpJV/7Wz42dTbjIsGuRIOO4J+uX6Lqb8MkFL6IKfP6K5Fs2DQme22FeMMx0UUXrD+b0tz+7G1dfbjrqS4AwB3/+6GErwxryZTOwKsqjCCEcMM8Ihm4v8y6UKY7JRXAM0fEiwfb/HNmRHpsWQlvHB5ENJ7ENUsb+dt4DbyAGbhYsEj7oYQLamQ1HvJ5eCghnqRY3lKJf/70UsSTFLNrbap+fiQQhctqRKU1fxFZiWRTa5eexvSGYqI+6S6rCYkk5TfWM5hkw4LwgDci2mUjtxeTD+Cp389lEy+YBiJxWE166GT2mGqUDiUVwBtERsQLTSJJ+Q/l6ZHxdZ+w7ed3PbUHOgKccadPBI4CSiisXa1KogsF4F6rkUAUJoOOt3Y939jM4ouNlW6Jp5TiUL8PCxqduGZpEyxGHZ75oFfVMbgDEVTbTIpWkymphbBF22IBXE5CAXKnMZV22fBFTJGC8Bj/XuCeQ6plMRAtrpGVxvmlpAI4yyqLOU7vDkSQpNxzDfsjCKnUboU9ywCQpMB3tu3ng5PZoINRTwoSwMW8wBkVJm4795Avwo/RT9ayV84GVTzrVNLbPeTnTkILmhxwWIy4anEjnv/orKpayLA/yi8Ktpr0sm2Emzqb8U/XL+G/FmtN4zNwkVZCbzieMcTDkJrGVNplI1fE9ASjICSdILhsUhJKQitglhElFcBdVhMMOlLUDJzJJ6tbXQCA3lF1Mkq+bIoQAofFWBAN3MNfNotLI3WpvvlCGlmNB5vZkDPIo6a3+3C/DwCwoJGbJP30qhZ4w3G8dmhA8TGMBKJ81pzPFAoArlzMyV4PXL1A1LeGBXCxThQpCYUfsMkKrEq7bNheTPEiJpf1M2lEytCKs5LVCpjlQkkFcJ2OcLsYi1jEZCeHlbO4AH5apQ6uJJuymw0FysDZxJ94RsVeK/cUCOCBaAJJgbmSmt7uw+e4fusFjdxGnYvm1KKp0oLfqpBR3P4I/xrYLflff6/EMA6jwqSHzaTPKWKGY9zQlFhdolrC0OrejR185xP/+CJdNmwvpmgRMxTLkNJcNpOooVUxFxprnH9KKoAD3LaZYhYxWQa+ajYXwNUWMpVkUw6LoSCj9J5QDA6zQdKUifmhjAQik9YDDqTXqgkz7sZK8V5nsdfvcL8PjU4L7+uh1xHcsLIZbx4dUjQXEE8kMRqM8V04DgV96XIFYkZtSmYTkvZBEe9CAZBTXNzU2YzPrG4BgLzThFJ7MceyXCldViMoTf8ejGIuNNY4/5RcAC92Bs4C+IJGJyqMetWFTCUFsEJl4J6geLsag9scH8aIP4rqSWohBNL9y8LAc/G82pz7SfV2Hzrnw4ImR8ZtN6xsQZICv1Pgh8I0Zyah2Mz5T6D5MnDu8UQCOLOSFbkqclqM0BFxS1mLQQ+zQYdj/3i1rNWw1aSXLGJWCqQ0lu1nyzXF3sajcX4puQDe4DRjoIgZ+KA3DIfFgAqTHrOqrTijUgPf1NmMf9wkXwBzWIyqlwqIITVGz6h3mhGOcdOak2FkxcjuX6aUYn+fFzMqLXxWWucwi2adsUQSxwd9vP7NmFNnx8pZVXjmw17Rvmohbn6QiTuJKZkM9YgYUmUjZmgll4HrdASVFeLdIfv6PFjY5Mxrccsdu4gGHoxmSigShlb+SEIL4GVEyQXweocFY8GY6ASc0rY0OYb8aTvPmdUV4+oFv6C9GgDw4A1LRbMph8UAX7gAgzwS7WqMBsFarknVwE1sqQP3N9tzZgyH+r34+uVz8cI3NwAAvn7ZHNGs8+RQALEExcKsDBwA5tTbcXTAj/YHtsv+vflBJntaA88XwFmvttzrW2M38wNCDCkjK4bLasrpQkkmKQ6e9WJpc6XsMQHiBWEgpYFbcwP4SE4Aj5WNF7hGCQZwNmY8lNWJUgjLUYCb8qznA7gVZ0aCeTO8bLqHuaA/W2RfIpDSwAuUgcsFGKGv9GQXYs449AAAHv9JREFUMYF0Bv6/O0/DatLjUytmYEZVBZqrKrC7e1T0Z9MFzMwMfFtXH57/6CwA5P17My8YJqEo0cB5S1iRdkBGrd3MGVAlkrk/J5G5V1mNORJKz0gQvkgcS5rz+7WLFTGTScpdjWUUMbn/F47uxxNJhGNJLQMvI0ougKdXq2UG8EJ5eXMbUbjnmOmyIhBN5GQx+eh2BwAAbRLTgkwDV3tiyCavhCIwRZrUIqZgrZonGMPze8/iUyuaeVuBNa0u7OoeEX09DvX7YNQTtNdlvpZbXj6CcCyZcZvU35v5oPASSqqILPf6s0zaISOh1Nm5zTdC0yivyEJjIS6rCaNZRcz9fR4AwOIZCjJwEQ3cF4mDUohq4MJjC0Q1I6tyo+QCOMsqh7J08EJYjlLK+TGz52C+GWdG1RUye9wBmA06NEi4yjksRiSSNCcAqYFSmr+I6ZwaGbhdsFbt2a5ehGNJfGHtLP77q1urMeSLiLZsHj7nxdx6R84GGjV/b7c/Ch1JT6zazAbEkxSRuPTr7w1zHT56mZFzsWGe/Bl4rqXs/j4PTHod5jfkykTZcLYEmYmKJ5g7kVth5IqiQg283LzANUowgEuN0xfCctQfiSMUS2RIKID6XvBudxCza6ySfhNpR8Lx6+DhWBLRRJIfnRbj9YPpQZcv/GLnpG3qFvpYP7HzNJbPrMISgd57QRtXM9h1aiTnZw/3+7CwMTewqfl7c33wZv7v4VDgR+MJyZ8cgbShlbCQ6Q3FYDboYDGK68zciHtWBn7Wg45Gh+gi42zECrBiE7ncBqDMaUwtgJcfJRfAa2wm6HUkZ5yea9/L/HWMeqLKcpTp6sIiJqC+F7zHHcDsGmmzJd4TfAI6uNwYPcBpxN/53X7+635PeFw1gULAAsafjgzi+KAfX7hgVsb359bZUVlhzNHBRwNRnPOGc1oIAXXe7W5/Zh88O4HKGWx5Q/H8AVzE0ErKiZDhspkQiiV4GwDWkbNEQQETyNyLycg2shI+l7DnPL1OTStilgslF8B1OoJauymnF3xTZzO+9fH5/NdGPbfK6xPLmhQ/drahvtVkQK3dpGqcPpmk6HEH0SpRwAQK40go5wUOFG+/53hggzyvHByAw2LAtcsz/yY6HcGaVhfe787MwA+f40boOxpzi3vCVVoAYDHoJIdfsveB2s3M0lcugMckJ1wZNSKGVvkKy66scfre0RA8oZiiAiYg7gk+JvFeqM5aIMGkF20Ss3wouQAOcDKKmB8Ky6z++O3L8P9uXoWxUExVxskHcIF23OKyqpJQznnDiMSTaJWxO+U9wScQwOW8wIHi7fccD3/Y2w8AoBRIUopXDuR6mKxurcbJ4UBGMGQdKGISCsAF8bfvvwJXLmrAzGqr5PDLSIAzsmIoOYF6w/KBGOCkGJNBlzFOz7bxSMEbWqUy432pAqaSFkIgfTIU7sX0BNnVWKacVpXlh1KO69SmO3kDOCHkl4SQQULIfsFtywkh7xJC9hFCnieEKEsfCkS9wyzqSLjz5AjqHWa01lhxeUc9FjU58bM/ncjxg5CCl1AEH/ZZ1VacUTGNyTpQWmUkFEcBNPB8/caFqAkUAtbeyQhEEqJSzppWTgffLcjCD/f7UG0zZbRDitFea0OPOyj5dx7OllBkXP0YXgUaOCEEdXZzhqFVPgkl21J2f58HBh1RVMAExKdapU7m2UsdAryEogXwckFJBv7fAK7Kuu0XAO6nlC4F8DsA9xb4uGSpc1hy+sAppdh5yo217TUghIAQgm9cMRenhgN4YV+/oscd9IVh0usyLkVnVnOLjoW9vnL0uOV7wAFBBjgBDdyTJwMvxn7P8aBUylnaXAmzQYf3BTr44XNeLGh05LXBba+zIZpIok+kWygST8AXjotq4HKOkB4JR8FsuGnMdJDM93P8wuHU32//WS/mNzgki57ZiJ18PKEYbCZ9ThE029CKtR9qGXj5kDeAU0rfBJDdHtAB4M3U/78K4NMFPi5ZGpxmuAPRjEJOjzuIAW8Ea1MdDQCwcXEj5tbb8fAbxzOc8KRgLYTCgDGr2opEkvILbvPR7Q7ApNehqVI602Uf8EJo4JUSGrhQI85nkFRMlEo5JoMOK2ZW8Tp4IklxZCB3hF6MtlpuBd7JYX/O95hUISahiI2kA9zAi9Sy6Gxq7WYM+zK7UJRq4FwB06NY/wakNXAxS+FsQyu/loGXHePVwPcDuC71/58BMFPqjoSQrxFCdhNCdg8NDY3z6TJhRUZhFr7zlBsAMgK4Tkdw5+VzcWTAp8g7esgX4VvDGDNdqV5whTp493AAM6srZPuHmTfIRCUUvY7wLXFiMI341EOfkDVIKiZqpJw1rdU4cNaLQCSOHncA4VhStAMlGzbkc3IokPM9pqkLi5hMwpKqQeQbxhFSI/BDoZRKLnNgsKu7sWAU/R7Oq11pBwogvhcz24mQkW1oFYjEoSOcr7hGeTDev+SXANxBCPkAgAOA5KgipfRRSulqSunqurq6cT5dJundmMIAPoIam4lfSMy4dlkTqm1G3PG/H+b1SBGO0TNm8sM8ygI414Eiv6/RoNfl3QqTj7FQFE6LYdK27ChFjZSzpq0aiSRF1+kxvgNloYIMvMZmgsNiwKnh3ADOxuiFEorZoINBRyQlFCVOhIxauxkjgSiSSYpANIFEkspKKGaDHlaTHqPBGF/AVBXATbkauCcUFT3WbEOrQMrIaqq/ZzSUM65rKUrpYQB/AQCEkPkAPlHIg8oHG+YRFjJ3nhzBBW3VOW/OP+zthy8cRyzBSSjMMwNATkY65I/wm3gYTZUW6HVEUScKpRTd7gDWz821Ss1mopaynlBcchPPVIK9xltePoKzYyHMqKrAvRs7RK8GVs6qgo4A76fG6nUEmNdgz7lfNoQQtNfZRSUUN5+BmzPuL2cpq8SJkFFrNyOe8iJhWn++wM8GbA70eaAjyk5SDL6IGc3MwLMTF0AwTp8K4H7NC7zsGNdfkxBSTykdJIToAPwfAP9V2MOSh7X5sQy8dzSIvrEQvrqhLee+W14+wgdvBiuiCYNINJ7ESCCa0/Fg0Oswo8qiqBNl0BdBOJaU7QFnTNTQaiwYzdslMVXY1NmsSL5xWIxY2OTE+90jsJkNaKu1KS7utdfasPOkO+d2Fryy7XTtZoNkEZlZwkrVF4QIpzETKW+VfH8Xl82IsWAMo4Eo5tU7UKFi2XR6M322Bi62wo0VTNMSilbALC+UtBE+CeBdAB2EkF5CyJcBfI4QchTAYQBnATxe3MPMpMZmgo4AQ6kMfOdJrvC1tr0m575Ki2jMM7pexL9EqS94d+oSXm4Kk2G3GPlAMR68We5z5cKa1mp0nR7DgT4PFjQpz0zbam046wnnLKEe9kdh1OfWChwW8c02gNoMnDsxDPkjfGdQvp9jGfj+s14sVlHABNJ7MdmxM0+c7B5wQKiBp4uYWgAvL5R0oXyOUtpEKTVSSlsopY9RSn9CKZ2f+nc/naitnkoMeh1q7GbekXDnKTeqrEZ0iPTSKi2isclOsZ7jmS6roiKmkh5whnOiGXiebodSZU1rNUKxBM56wpIDPGKwQma2Ds6N0ZtzpDW5pQ5sq46S17eOH6ePKvIQB7he8OMDfgz5IooHeBiEcBPG7Nh5TxyRDDzb0Ipbp6aN0ZcTJVuOZuvCAK6Auaa1WtQ8SmkRLT1GLxLAq60Y9kcRzLPJvNsdhEFHMKNK3IVQyMQ18PIM4G5/uq7xy7e7FU/SMuve7AA+kjVGz7DL7CVNb9VR0oViTh13RJGHOMC19zH5Rk0Bk2ET7MVknjhiV2PM0GpEWMTUxujLipIN4Gyc/pwnjB53MKN9UAjrh56RWqLrMBtE+6GHRMboGXwnSh4dvMcdwMxqa961WMDEFhvzBv4KNNpSYltXHx58MT3gMxKIKjbgYgH85FBmIXM4EBW10rXJaOCeUAwGHck58YtRVWGEXkcw7I8oll5Y8ZkQYJEKmYhhM6c9waWMrBgumylDQtGKmOVFyQZwbpw+wvd/XyiifzM2dTbjnQc+hrn1dlw4p0a0oMay+RqR5b+8L3geGaV7WN7ESojdbBx3Hzhv4F9mGfhEDLisJgOaKi2iEkqtPfdv6pDpQmHDOEra7XQ6ghqbCcO+KJ+5O/KYYPWOcMdIKfAXP35TtUOkXeAJzgK4VOFUaGgViGoaeLlR0gHcHYjg3RNuOMwGLFSQySxodPAGSdkM+iKotplEPZlnuji9XK6VkFKa10ZWiMNi4PuG1aKmT7mUmKgBV1utDSfFJBSRDNxuli9iqunwYdvpvSEuw5W7AtvW1Yfn96atHcaz+k8ooXh4CUW8pdQlMLTSulDKj9IN4E4LKAVePnAOq1tdspOPjIVNTpwZCYlmvkO+3CEeRrXNBJtJL9uJMuyPIhBNKM7A+WnAcRQy8zkRlioTNeBqr7Ph5JCfX5UWjMYRjCZQLaGBS51AuWlKFQHcYeYllHwWtHJtrUqxCoqYeSUUqwkjwSgi8QRiCaoVMcuM0g3gqWA7GoyJtg+KwTabH0lN+QkZFKxSy4YQwi84loJ1oMyWsZEVMpEAnvYCn/qDPGqYqAFXW60d3nCcL9oxm9daEVnMLjIQw1ASiIUwQ6t8ToRAYWx+7UINPI8vvMtmgicU4wvmWgZeXpRsAD8kkEIe23FK0SUoM0Y6JBLAh2UCOMD5gssVMVkPuJIWQiC9VGA8Oni+bTylykQNuHhPlNTfQmqIBxAYWono4D6VHT5MQlEivRTC5le4F9MTisGk10kWXKtThlbMqVEL4OVFSf41t3X14ZE/nuC/HvJHJMfjhTRVWuC0GHCoP1MHZ8uMxYZ4GLOqrXj7+DAopaLFrR53EHodQYtL2Qcxn6GSHPm28ZQySqc2xWhnrYRDAaxpreaHs2pEiphya9WUZNJCau0mROJJ9HtC6GiQr8Xcu7EDDzy7L6NYq9bmV6jfjwVjqLRKF1xdKf2/NxXAtS6U8qIkM/AtLx9BOGujuBIdkRCCBU1OHM4K4GPBGKKJpGwGPrO6AqFYgjdHyqbbHUCLqyJne7oU6cXGmgZeKFpcVhj1BCdSnijMp1uqiAnkerJTShV7gTNYl0vvaChvD3ghbH5tZgMi8STiiSQ8oajsRC4ztGL1Gy0DLy9K8q85ER1xUZMTv9l9Bskk5Qd/2EYVqSImkNlKKNaW1uMOKu5AASa22NgbisEks/l8uqLXEcyuseHUUH4JReoKKBxLIpagqiUUAIpbOydylQEA1pR3SiCSwFhQfh6A9cCz+o1WxCwvSjIDn4iOuKDRgUA0kdFRIjdGz2DDPGKthJRSdA8HFHegABPUwIPl6YNSCNpqbXwvuNsfQYVRD6vI9KHUYmOPwmlKIcITuprMfbzw+n00LukFzsiVULT3TTlRkgF8It0KzCDpUH+6kDmUGt+Wy8D3nB4DANz11J4cT/GRQBS+SFxVBj5RDVyTT8Rpr0vvx3T7xacwAcFihKzXn3ciVNVGmH6O8+EQKdyLyb0XpLuR2BLltISiZeDlREkG8InoiB0NDhCCjIEeloHXO8WLmNu6+vD3vz/Af509fNGd2oOpJgO3mvTQkfFp4OU4Rl8o2mvT+zHdgSjvFpiNI18GriKTrraawGqI5+PEahcE8LFgVPa9wAyttCJmeVKyf83x6ogVJj3aamwZnSiDPu5S2ybhyyw34r2psxk9zIVQYQ84wBVUOUMrdRLKtq4+vN89gniSYv1Db0guR5iutNdxiw1ODPvhDkh3FomtJgPGN+Vq0Ot40yg1/ePjhWngY6EYAtGErJxGCEG1zcTvdNWKmOVFSWbgE2VBk4Nf2QWkpjCduZajjHxF0253EDoCxS2EDIfFqKqIua2rDw88uw/xZOZ2IbVeGuVMm6CVUE5CMaR6p6U1cHWZNMv0z6eEwt5/+a7G2MCXyaBT3CWlURpMy7/mwkYnetxBvpd20BeW1b+liqNsG0v3cAAzqipgNqjTFx0WaUvZbV19WP/QG/wezyd39eDvf39g3GZP04UamwlOiwEnh/1wS1jJMmwilr7jycC3dfWhJyWjffPJrqKfUJkMwoZzKvNM5FbbjBk/p1E+TMsAzgqZRwa4LFxujB4QL5oSAN5QFP/x2lG8uL8fvaMh2YXJYkhZyrJMu28sBAqWae/ns8Ns1IxhlzuEELTV2bGv14NoPCk6Rs/4/9u7/9i4yzqA4+/Peu219Dq6XyDrxo8lZI443eJCSDARF5UJRBaCiUQjfxhJjH8AUQzzF8GEoNYoJhoThAl/KIo6KtE/JjLMDEZwUHRTaIaAdO1Yt7RdO9rrz49/fL/P9Xq76931rt9f93klpPf97kifp71+7rnP8zyfp9ixdu5QhnIVBR33u5ry9yUMjU+t+KciNwIfcCPwCs7g9P4/m8BMmsYM4P5JLy4PXm4XZrFJ02/etI1MOsVDfz5+3oHJlf7xeucynh+Ui+XcAUrV66pmG3Yj2LK+nWOD3u+2VAoFilckPDs5wwUtTRWnGmopgbtcmSpTKO5nYIc5JE9D/kY3rWmjI53itZPjZGfmGM/OLjkCh+KTpg8ffhNYHICLHZhcSkdr83n1q6H0iHpevVUFtWzDbgRb1rfnqgwulULJFKkJPlblEs16FKeqljsXM5dCqeAIN7AUShI15Ajc21Lv1QZ3J/GUC+DFnBrLFr1f6R9vpkQOvNSI2i2XrGUbdiO4YsPCaqBiu2adTOv5p/JUu42+HsWpquXOxXzHf/2VqgXurPVH6LYCJXka9jf63vespqd3IBeEl5rELGVjZ1suD1l4vxIdRQIIuIJH/2JyZqHeixtp17oNuxFsWZ/JPS6XQjlXkMIay1Y3Aq9HcarlcEfCiZTP17vdmDYCT56GHIGDt5RwfGqWXn+H5XJG4LXWr+5Ip5ienWdqdnEOde/OLr5+47bctY20q3NsYDT3+Naf/q3knESxFMrZydmqttHXozjVcrgJyQvbmose5p3PzfX88ejJqifaTbQ17FuyO4Lt8PHTAEtOYpbi/ki7D/YxODrJxs62qjbWdPgf1c9lZ0lnFr8RvK+rE4CffW4XH7vq4qrb1qi8XbP/yV0Pns2WLDWcaV2oq+2MTc7kDv6oVBifitxoutwKlJ7eAX7+/Fu5azfRDkuXXjbx0LABfOvF3h/pi28O07RKlvyovZRa/nhzJU2zs+fVrHZFszavtRUm1Si3azZfJp1ies77BOTW8I9lq8uBh8UV6Cq3Brz7YF9uiaNTzUS7ibaGTaG0p1Nctu4CpmbnWdfeUtGZmvW21LFqrvzn5jWV11cx1a0KKSwoNjevjFd5HmZY2iscgYexSsYEp2EDOCysB79odfX573pwhzqMFamHcmJkgnXtLbZyoErVrApx66LdG6gL5HGo9JjJy4EvJYxVMiY4DR3A3Zj72MBYKJM7q/Ny4IX6hyfZtNZG39WqZmK58FSkhUqE0X/TzI3Ay2ziqXWi3URb9F+pK6Snd4BDrw3lrsOY3MnPgRfqH5lge9eFgbQjSaqZWO7IK8sKy6sFHpZKUyi1TrSbaGvYAN59sI9pfwu8E/TkTqkc+Ny8Mjg6yQ3bLwmkHUlT6cRypuDnv9xKhGFor3ASE8JZJWOC0bAplChM7ix8hF+cA39nLMvMnNoE5grLHU3mRuDLqEQYhp7eAfY//wYAPz503NZ1N7CGDeBRmNxJp5poSa06bzdmvy0hDERhCsulUKI8AnfVD89Oem0emZixmvANrGwAF5H9IjIkIsfy7u0Qkb+LyCsickRErl7ZZtZfVCZ3OorUpLYlhMEolUKJ8gg8jOqHJroqGYE/BuwpuPc94H5V3QF8y7+OlbC2QBcqVhO8f2QSEVvqtdLamr1zSXOTmJOzrBJKHq0XBVFI/ZnoKDuJqaqHReTywtvAav/xhcBgfZsVjChM7ngVCRfnwPuHJ7hkdSstqYbNcAVi4VzShRH46rbmkkfrRUGtBdRMsiw3QtwFdItIP/B9YF+pJ4rIHX6a5cjp06eX+e2SqyPdXDSFstnWgAeio7V5YRKzykqEYYhK6s9Ew3ID+BeBu1V1M3A38GipJ6rqw6q6S1V3bdiwYZnfLrkyRY716h+xAB6U9nRTLoVVbS3wMEQl9WeiYbnrwG8H7vQf/wZ4pD7NaTyFBxtnZ+Y4NTZlE5gB8WqCLywjjPoIHKKR+jPRsNwR+CDwYf/xbuB4fZrTeLxVKAs5cJfftCWEwcjkpVC8HHjD7m0zMVT21SoiTwDXAetF5ARwH/AF4EcikgKywB0r2cgkczlYVUVE8taA2wg8CB3pVG4Fx1h2NhYjcGOcSlah3Fbinz5Y57Y0pExrinmFiek52tMp+v2Dai2FEoz8U3nGYpADNyafrVMLWUdBRbwTwxO0pFYt64xOU712PweenZljanY+0rswjSlkATxkuWPV/MN1+0cm2NTZVvacQ1MfbhVQnApZGeNYAA+ZK2k65o/A3x6esDrgAXI//5Nns0A8aoEb41gAD1nhsV79w5NsXmMrUILi6qG4iUybxDRxYgE8ZPmnwoxlZzg7OcOlNgIPjKtIOOBPHlsKxcSJBfCQ5efAbQlh8HIB3EbgJoYsgIcsvyZ1/7AtIQya+wR08qw/ArdlhCZGLICHLD+AnxixgxyCVjgCt52YJk7s1RqyplVCe0sT49lZRiem6Uin7GN8gFwAHxzN0tq8inQqurXAjSlkATwCvO30M5w5N82mtRdEuh510rhVQMPvTtvmKRM7lkKJgIxfkbB/eMKWEAasPb0whrFPPiZuLIBHgCspa3XAg9fctIq0f/KRLSE0cWMBPAIy6RRvnnmX7My8jcBD4NIoNgI3cWMBPAJWtzbnVkFcus5G4EFzE5m2jd7EjQXwCMjk5WFtDXjwMjYCNzFlATwCOvJGfpssgAeuvcUfgVsANzFjATwC3AhwfSZNW4utQw6aewO1XZgmbiyAR4Crh2I7MMPhUliWQjFxYwE8Ao6fGgeg9+1Rrv3OIXp6B0JuUWNxn4BsG72JGwvgIevpHeDAyydy1wOjk+w7cNSCeEB6egfo6R0E4Bs9x+znbmLFAnjIug/2MT2ni+5NzszRfbAvpBY1jp7eAfYdOMq5Ke8wjTPnpu3N08SKBfCQuZNgKr1v6qf7YB+TM3OL7tmbp4kTC+Ah29hZfOKy1H1TP/bmaeLOAnjI7rl+K23Ni5cOtjU3cc/1W0NqUeOwN08TdxbAQ7Z3ZxcP3rKdrs42BOjqbOPBW7azd2dX2E1LPHvzNHFn66YiYO/OLgvYIXA/8+6DfQyOTrKxs417rt9qvwsTGxbATUOzN08TZ5ZCMcaYmLIAbowxMWUB3BhjYsoCuDHGxJQFcGOMiSlR1fLPqtc3EzkN/K+Cp64Hzqxwc8Jk/Yu/pPfR+hctl6nqhsKbgQbwSonIEVXdFXY7Vor1L/6S3kfrXzxYCsUYY2LKArgxxsRUVAP4w2E3YIVZ/+Iv6X20/sVAJHPgxhhjyovqCNwYY0wZFsCNMSamIhXARWSPiPSJyOsicm/Y7akHEdkvIkMicizv3loReUZEjvtf14TZxlqIyGYReU5EXhWRf4vInf79RPRRRFpF5EUR+affv/v9+1eIyAt+/34tIi1ht7UWItIkIr0i8gf/Omn9e0tEjorIKyJyxL8X+9doZAK4iDQBPwE+AVwF3CYiV4Xbqrp4DNhTcO9e4FlVvRJ41r+Oq1ngy6q6DbgG+JL/e0tKH6eA3ar6AWAHsEdErgG+C/zQ798I8PkQ21gPdwKv5l0nrX8AH1HVHXnrv2P/Go1MAAeuBl5X1TdUdRr4FXBzyG2qmaoeBoYLbt8MPO4/fhzYG2ij6khVT6rqy/7jcbwg0EVC+qiec/5ls/+fAruB3/r3Y9s/ABHZBNwIPOJfCwnq3xJi/xqNUgDvAvrzrk/495LoYlU9CV4ABC4KuT11ISKXAzuBF0hQH/30wivAEPAM8F9gVFVn/afE/bX6EPBVYN6/Xkey+gfem+6fROQlEbnDvxf712iUTuSRIvdsjWNMiEgG+B1wl6qOeYO4ZFDVOWCHiHQCTwHbij0t2FbVh4jcBAyp6ksicp27XeSpsexfnmtVdVBELgKeEZHXwm5QPURpBH4C2Jx3vQkYDKktK+2UiFwC4H8dCrk9NRGRZrzg/QtVPeDfTlQfAVR1FPgLXq6/U0TcACjOr9VrgU+KyFt4acvdeCPypPQPAFUd9L8O4b0JX00CXqNRCuD/AK70Z79bgE8DT4fcppXyNHC7//h24PchtqUmfr70UeBVVf1B3j8loo8issEfeSMibcBH8fL8zwG3+k+Lbf9UdZ+qblLVy/H+5g6p6mdISP8ARKRdRDrcY+DjwDES8BqN1E5MEbkB792/Cdivqg+E3KSaicgTwHV45StPAfcBPcCTwKXA28CnVLVwojMWRORDwF+BoyzkUL+GlwePfR9F5P14E1xNeAOeJ1X12yKyBW/EuhboBT6rqlPhtbR2fgrlK6p6U5L65/flKf8yBfxSVR8QkXXE/DUaqQBujDGmclFKoRhjjKmCBXBjjIkpC+DGGBNTFsCNMSamLIAbY0xMWQA3xpiYsgBujDEx9X9e4oGz+SCWtQAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# 90 - 2018\n",
"y2=data_ene.TARMA_TX.loc['1991-01-31':'2018-01-31'].values\n",
"r2 = mk.original_test(y2,alpha=0.05)\n",
"pv2 = r2.p\n",
"print(pv2)\n",
"itr2 = r2.intercept\n",
"print(itr2)\n",
"slp2= r.slope\n",
"\n",
"x2=np.arange(28,55) #1a 55\n",
"lineakd2 = itr2 + slp2 * x2\n",
"\n",
"\n",
"#plots\n",
"plt.plot(x,y,marker=\"o\")\n",
"plt.plot(x2,lineakd2,label=\"pend=\"+str(np.round(slp2,3))+\" y p-val:\"+str(round(pv2,6)))\n",
"plt.legend()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# ejercicio con precipitacion"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"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
}