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diff --git a/notebooks/src/104-1_porazdelitve.ipynb b/notebooks/src/104-1_porazdelitve.ipynb
index 838b035..5abae16 100644
--- a/notebooks/src/104-1_porazdelitve.ipynb
+++ b/notebooks/src/104-1_porazdelitve.ipynb
@@ -8,7 +8,7 @@
]
},
"source": [
- "## Porazdelitve in osamelci"
+ "# Porazdelitve in osamelci"
]
},
{
@@ -19,7 +19,7 @@
]
},
"source": [
- "## Distributions and outliers"
+ "# Distributions and outliers"
]
},
{
@@ -65,28 +65,14 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {
- "run_control": {
- "marked": false
- },
- "slideshow": {
- "slide_type": "-"
- }
- },
+ "execution_count": 1,
+ "metadata": {},
"outputs": [],
"source": [
- "%matplotlib inline\n",
- "%config InlineBackend.figure_formats = ['jpg']\n",
- "import matplotlib\n",
- "matplotlib.figure.Figure.__repr__ = lambda self: (\n",
- " f\"<{self.__class__.__name__} size {self.bbox.size[0]:g}\"\n",
- " f\"x{self.bbox.size[1]:g} with {len(self.axes)} Axes>\")\n",
- "\n",
+ "from scipy import stats\n",
+ "import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
- "plt.style.use('../PR.mplstyle')\n",
- "import numpy as np\n",
- "np.random.seed(42)"
+ "import numpy as np"
]
},
{
@@ -126,11 +112,11 @@
"**Definicijsko območje:** $(-\\infty, +\\infty)$\n",
"\n",
"**Oblika:**\n",
- " $$ P(x) = \\frac{1}{\\sqrt{2\\pi \\sigma^2}} e^{\\frac{-(x - \\mu)^2}{2 \\sigma ^2}}$$\n",
+ " $$ P(x) = \\frac{1}{\\sqrt{2\\pi \\sigma}} e^{\\frac{-(x - \\mu)^2}{2 \\sigma}}$$\n",
"\n",
"**Parametri:**\n",
- "* $\\mu$ sredina/upanje\n",
- "* $\\sigma^2$ varianca"
+ "* $\\mu$: sredina/upanje\n",
+ "* $\\sigma$: standardni odklon"
]
},
{
@@ -141,30 +127,48 @@
]
},
"source": [
- "The normal (or Gaussian) distribution is the distribution over the whole range of real numbers. It is one of the most common distributions, which is used in practice, since a lot of data is bell-shaped. The function is *symmetric* and is given by two parameters, the mean and the variance.\n",
+ "The normal (or Gaussian) distribution is a distribution over the whole range of real numbers. It is one of the most common distributions, which is used in practice, since a lot of data is bell-shaped. The function is *symmetric* and is given by two parameters, the mean and the variance.\n",
"\n",
"**Variable type:** one- or multi- dimensional, continuous.\n",
"\n",
"**Definition range:** $(-\\infty, +\\infty)$\n",
"\n",
"**Format:**\n",
- " $$ P(x) = \\frac{1}{\\sqrt{2\\pi \\sigma^2}} e^{\\frac{-(x - \\mu)^2}{2 \\sigma ^2}}$$\n",
+ " $$ P(x) = \\frac{1}{\\sqrt{2\\pi \\sigma}} e^{\\frac{-(x - \\mu)^2}{2 \\sigma}}$$\n",
"\n",
"**Parameters:**\n",
- "* $\\mu$ middle/hope\n",
- "* $\\sigma^2$ varianca"
+ "* $\\mu$: mean/average\n",
+ "* $\\sigma$: standard deviation"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
+ "outputs": [],
+ "source": [
+ "def plot_distribution(data, dist_name=\"Distribution\", bins=20):\n",
+ " _, axes = plt.subplots(1, 2, figsize=(12, 4))\n",
+ " \n",
+ " sns.histplot(data, bins=bins, ax=axes[0], stat=\"density\", kde=True)\n",
+ " axes[0].set_title(f\"{dist_name} - Histogram & KDE\")\n",
+ "\n",
+ " stats.probplot(data, dist=\"norm\", plot=axes[1])\n",
+ " axes[1].set_title(f\"{dist_name} - QQ plot (vs Normal)\")\n",
+ " \n",
+ " plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
"outputs": [
{
"data": {
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",
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",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -172,32 +176,12 @@
}
],
"source": [
- "from scipy.stats import multivariate_normal as mvn \n",
- "\n",
- "# Parametri določajo obliko funkcije\n",
- "mu = 0 # sredina\n",
- "sigma2 = 1 # varianca\n",
- "\n",
- "n = 500 # velikost vzorca\n",
- "sample = mvn.rvs(mu, sigma2, size=n) # naključen vzorec n primerov\n",
- "\n",
- "xr = np.linspace(-5, 5, 100) # interval X \n",
- "P = [mvn.pdf(x, mu, sigma2) for x in xr] # porazdelitvena funkcija\n",
- "\n",
- "# Histogram - porazdelitev naključnih VZORCEV x glede na P(x)\n",
- "plt.figure(figsize=(9, 3))\n",
- "plt.subplot(1, 2, 1)\n",
- "plt.title(\"vzorec\")\n",
- "plt.hist(sample) # \n",
- "plt.xlabel(\"X\")\n",
- "plt.ylabel(\"število primerov\")\n",
- "\n",
- "# Graf porazdelitvene funkcije\n",
- "plt.subplot(1, 2, 2)\n",
- "plt.title(\"graf porazdelitve\")\n",
- "plt.plot(xr, P) # nariši P(x)\n",
- "plt.ylabel(\"P(x)\")\n",
- "plt.xlabel(\"X\");"
+ "normal = stats.norm\n",
+ "n = 1000\n",
+ "mu = 0\n",
+ "sigma = 1\n",
+ "sample = normal.rvs(loc=mu, scale=sigma, size=n, random_state=42)\n",
+ "plot_distribution(sample, \"Normal Distribution\")"
]
},
{
@@ -219,9 +203,11 @@
"\n",
"$\\mu = E[X_i] = \\bar{X}$\n",
"\n",
- "$\\sigma^2 = \\frac{n-1}{n} E[(X_i-\\bar{X})^2] = \\frac{n-1}{n} var[x]$\n",
+ "$\\sigma = \\sqrt{ E[(X_i-\\bar{X})^2]}$\n",
+ "\n",
+ "Vrednost $\\mu$ je povprečje, vrednost $\\sigma$ je standardni odklon vzorca.\n",
"\n",
- "Vrednost $\\mu$ je povprečje vzorca. Vrednost $\\sigma^2$ je popravljena varianca vzorca."
+ "Ocenimo parametre iz vzorca:"
]
},
{
@@ -243,9 +229,34 @@
"\n",
"$\\mu = E[X_i] = \\bar{X}$\n",
"\n",
- "$\\sigma^2 = \\frac{n-1}{n} E[(X_i-\\bar{X})^2] = \\frac{n-1}{n} var[x]$\n",
+ "$\\sigma = \\sqrt{ E[(X_i-\\bar{X})^2]}$\n",
+ "\n",
+ "The $\\mu$ value is the average, the $\\sigma$ value is the standard deviation of the sample.\n",
+ "\n",
+ "We estimate the parameters from the sample:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(0.01933205582232549, 0.9787262077473543)"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "mu_fit = np.mean(sample)\n",
+ "sigma_fit = np.std(sample)\n",
"\n",
- "The $\\mu$ value is the average of the sample. The $\\sigma^2$ value is the corrected variance of the sample."
+ "mu_fit, sigma_fit"
]
},
{
@@ -256,7 +267,7 @@
]
},
"source": [
- "Ocenimo parametre iz vzorca:"
+ "Večina porazdelitve v knjižnici `scipy` vsebuje funkcijo `fit`, ki izračuna najverjetnejše vrednosti parametrov porazdelitve glede na vzorec."
]
},
{
@@ -267,30 +278,28 @@
]
},
"source": [
- "We estimate the parameters from the sample:"
+ "Most distributions in the `scipy` library contain a `fit` function, which calculates the most likely values of the distribution parameters relative to the sample."
]
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "(0.006837994588647575, 0.9590103551480912)"
+ "(0.01933205582232549, 0.9787262077473543)"
]
},
- "execution_count": 3,
+ "execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "mu_fit = np.mean(sample)\n",
- "sigma2_fit = (n-1)/n * np.var(sample)\n",
- "\n",
- "mu_fit, sigma2_fit"
+ "mu_fit, sigma_fit = normal.fit(sample)\n",
+ "mu_fit, sigma_fit"
]
},
{
@@ -321,14 +330,14 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
- "image/jpeg": 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",
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",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -336,7 +345,9 @@
}
],
"source": [
- "P_fit = [mvn.pdf(x, mu_fit, sigma2_fit) for x in xr]\n",
+ "xr = np.linspace(-5, 5, 100) \n",
+ "P = [normal.pdf(x) for x in xr]\n",
+ "P_fit = [normal.pdf(x, mu_fit, sigma_fit) for x in xr]\n",
"\n",
"plt.figure()\n",
"plt.hist(sample, label=\"vzorec\", density=True)\n",
@@ -418,10 +429,12 @@
"**Definicijsko območje:** $x \\in (-\\infty, +\\infty)$\n",
"\n",
"**Oblika:**\n",
- " $$ P(x) = \\frac{\\Gamma[(\\nu + 1) / 2]}{\\sqrt{\\nu \\pi} \\, \\Gamma(\\nu / 2)} \\left( 1 + \\frac{x^2}{\\nu} \\right)^{-(\\nu + 1) / 2}$$\n",
+ " $$ P(x) = \\frac{\\Gamma[(\\nu + 1) / 2]}{\\sqrt{\\nu \\pi} \\, \\Gamma(\\nu / 2)} \\left( 1 + \\frac{x^2}{\\nu} \\right)^{-(\\nu + 1) / 2},$$\n",
+ "\n",
+ "pri čemer $\\Gamma$ predstavlja [gama funkcijo](https://docs.scipy.org/doc/scipy/reference/generated/scipy.special.gamma.html).\n",
"\n",
"**Parametri:**\n",
- "* $\\nu$ število prostostnih stopenj"
+ "* $\\nu$: število prostostnih stopenj"
]
},
{
@@ -442,22 +455,24 @@
"**Definition range:** $x \\in (-\\infty, +\\infty)$\n",
"\n",
"**Format:**\n",
- " $$ P(x) = \\frac{\\Gamma[(\\nu + 1) / 2]}{\\sqrt{\\nu \\pi} \\, \\Gamma(\\nu / 2)} \\left( 1 + \\frac{x^2}{\\nu} \\right)^{-(\\nu + 1) / 2}$$\n",
+ " $$ P(x) = \\frac{\\Gamma[(\\nu + 1) / 2]}{\\sqrt{\\nu \\pi} \\, \\Gamma(\\nu / 2)} \\left( 1 + \\frac{x^2}{\\nu} \\right)^{-(\\nu + 1) / 2},$$\n",
+ "\n",
+ "where $\\Gamma$ is the gamma function [gamma function](https://docs.scipy.org/doc/scipy/reference/generated/scipy.special.gamma.html).\n",
"\n",
"**Parameters:**\n",
- "* $\\nu$ number of degrees of freedom"
+ "* $\\nu$: degrees of freedom"
]
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
- "image/jpeg": 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",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -465,31 +480,10 @@
}
],
"source": [
- "from scipy.stats import t as student \n",
- "\n",
- "# Parametri določajo obliko funkcije\n",
- "nu = 2 # prostostne stopnje\n",
- "\n",
- "n = 8 # velikost vzorca\n",
- "sample = student.rvs(nu, size=n) # naključen vzorec n primerov spremenljivke\n",
- "\n",
- "xr = np.linspace(-5, 5, 100) # interval X \n",
- "P = [student.pdf(x, nu) for x in xr] # porazdelitvena funkcija\n",
- "\n",
- "# Histogram - porazdelitev naključlnih VZORCEV x glede na P(x)\n",
- "plt.figure(figsize=(9, 3))\n",
- "plt.subplot(1, 2, 1)\n",
- "plt.title(\"Vzorec\")\n",
- "plt.hist(sample) # \n",
- "plt.xlabel(\"X\")\n",
- "plt.ylabel(\"število primerov\")\n",
- "\n",
- "# Graf porazdelitvene funkcije\n",
- "plt.subplot(1, 2, 2)\n",
- "plt.title(\"Graf porazdelitve\")\n",
- "plt.plot(xr, P) # nariši P(x)\n",
- "plt.ylabel(\"P(x)\")\n",
- "plt.xlabel(\"X\");"
+ "student = stats.t(df=2)\n",
+ "n = 10\n",
+ "data_t = student.rvs(size=n, random_state=42)\n",
+ "plot_distribution(data_t, \"Student's t (df=3)\")"
]
},
{
@@ -502,8 +496,6 @@
"source": [
"### Učenje parametrov iz vzorca\n",
"\n",
- "Večina porazdelitve v knjižnici ```scipy``` vsebuje funkcijo ```fit```, ki izračuna najverjetnejše vrednosti parametrov porazdelitve glede na vzorec.\n",
- "\n",
"Na eni sliki primerjamo porazdelitev z naučenimi parametri s pravo porazdelitvijo"
]
},
@@ -517,21 +509,19 @@
"source": [
"### Learning the parameters from the sample\n",
"\n",
- "Most distributions in the `scipy` library contain a `fit` function, which calculates the most likely values of the distribution parameters relative to the sample.\n",
- "\n",
"In one picture we compare the distribution with the learned parameters with the correct distribution"
]
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
- "image/jpeg": 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",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -539,13 +529,25 @@
}
],
"source": [
- "pars = student.fit(sample)\n",
+ "xr = np.linspace(-5, 10, 100) \n",
+ "n = 8\n",
+ "\n",
+ "student = stats.t(df=2)\n",
+ "data_t = student.rvs(size=n, random_state=42)\n",
+ "P = [student.pdf(x) for x in xr]\n",
+ "\n",
+ "student = stats.t\n",
+ "pars = student.fit(data_t)\n",
"P_fit = [student.pdf(x, *pars) for x in xr ]\n",
"\n",
+ "mu_fit, sigma_fit = normal.fit(data_t)\n",
+ "normal_fit = [normal.pdf(x, mu_fit, sigma_fit) for x in xr]\n",
+ "\n",
"plt.figure()\n",
- "plt.hist(sample, label=\"vzorec\", density=True)\n",
+ "plt.hist(data_t, label=\"vzorec\", density=True)\n",
"plt.plot(xr, P, label=\"P(X) resnična\", linewidth=2.0)\n",
"plt.plot(xr, P_fit, label=\"P(X) ocenjena\", linewidth=2.0)\n",
+ "plt.plot(xr, normal_fit, label=\"P(X) normalna\", linewidth=2.0)\n",
"plt.legend();"
]
},
@@ -577,13 +579,10 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": null,
"metadata": {},
"outputs": [],
- "source": [
- "# Primerjaj Normalno in Studentovo porazdelitev pri majhnem vzorcu\n",
- "# ..."
- ]
+ "source": []
},
{
"cell_type": "markdown",
@@ -625,11 +624,12 @@
"**Definicijsko območje:** $x \\in [0, 1]$\n",
"\n",
"**Oblika:**\n",
- " $$ P(x) = \\frac{1}{\\mathrm{B}(\\alpha,\\beta)}\\, x ^{\\alpha-1}(1-x)^{\\beta-1}$$\n",
+ " $$ \\mathrm{P}(x,a,b) = \\frac{\\mathrm{\\Gamma}(a+b)x ^{a-1}(1-x)^{b-1}}{\\mathrm{\\Gamma}(a)\\mathrm{\\Gamma}(b)},$$\n",
+ "\n",
+ "pri čemer $\\Gamma$ predstavlja [gama funkcijo](https://docs.scipy.org/doc/scipy/reference/generated/scipy.special.gamma.html).\n",
"\n",
"**Parametri:**\n",
- "* $a$\n",
- "* $b$"
+ "* a, b: parametra oblike"
]
},
{
@@ -649,23 +649,24 @@
"**Definition range:** $x \\in [0, 1]$\n",
"\n",
"**Format:**\n",
- " $$ P(x) = \\frac{1}{\\mathrm{B}(\\alpha,\\beta)}\\, x ^{\\alpha-1}(1-x)^{\\beta-1}$$\n",
+ " $$ \\mathrm{P}(x,a,b) = \\frac{\\mathrm{\\Gamma}(a+b)x ^{a-1}(1-x)^{b-1}}{\\mathrm{\\Gamma}(a)\\mathrm{\\Gamma}(b)},$$\n",
+ "\n",
+ "where $\\Gamma$ is the gamma function [gamma function](https://docs.scipy.org/doc/scipy/reference/generated/scipy.special.gamma.html).\n",
"\n",
"**Parameters:**\n",
- "* $a$\n",
- "* $b$"
+ "* a, b: shape parameters"
]
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
- "image/jpeg": 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",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -673,31 +674,10 @@
}
],
"source": [
- "from scipy.stats import beta\n",
- "\n",
- "# Parametri določajo obliko funkcije\n",
- "a, b = (3, 2) # parametra a, b\n",
- "\n",
- "n = 100 # velikost vzorca\n",
- "sample = beta.rvs(a, b, size=n) # naključen vzorec n primerov spremenljivke\n",
- "\n",
- "xr = np.linspace(0, 1, 100) # interval X \n",
- "P = [beta.pdf(x, a, b) for x in xr] # porazdelitvena funkcija\n",
- "\n",
- "# Histogram - porazdelitev naključlnih VZORCEV x glede na P(x)\n",
- "plt.figure(figsize=(9, 3))\n",
- "plt.subplot(1, 2, 1)\n",
- "plt.title(\"Vzorec\")\n",
- "plt.hist(sample) # \n",
- "plt.xlabel(\"X\")\n",
- "plt.ylabel(\"Število primerov\")\n",
- "\n",
- "# Graf porazdelitvene funkcije\n",
- "plt.subplot(1, 2, 2)\n",
- "plt.title(\"Graf porazdelitve\")\n",
- "plt.plot(xr, P) # nariši P(x)\n",
- "plt.ylabel(\"P(x)\")\n",
- "plt.xlabel(\"X\");"
+ "beta = stats.beta(a=3, b=2)\n",
+ "n = 1000\n",
+ "data_beta = beta.rvs(size=n, random_state=42)\n",
+ "plot_distribution(data_beta, \"Beta(a=3, b=2)\")"
]
},
{
@@ -778,21 +758,21 @@
},
"source": [
"### Learning the parameters from the sample\n",
- "We use the `fit` function also to learn the Beta distribution parameters.\n",
+ "We also use the `fit` function to learn the Beta distribution parameters.\n",
"\n",
"In one picture we compare the distribution with the learned parameters with the correct distribution."
]
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
- "image/jpeg": 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",
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",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -800,13 +780,25 @@
}
],
"source": [
- "parameters = beta.fit(sample)\n",
- "P_fit = [beta.pdf(x, *parameters) for x in xr ]\n",
+ "xr = np.linspace(0, 1, 100) \n",
+ "n = 1000\n",
+ "\n",
+ "beta = stats.beta(a=3, b=2)\n",
+ "data_beta = beta.rvs(size=n, random_state=42)\n",
+ "P = [beta.pdf(x) for x in xr]\n",
+ "\n",
+ "beta = stats.beta\n",
+ "pars = beta.fit(data_beta)\n",
+ "P_fit = [beta.pdf(x, *pars) for x in xr]\n",
+ "\n",
+ "mu_fit, sigma_fit = normal.fit(data_beta)\n",
+ "normal_fit = [normal.pdf(x, mu_fit, sigma_fit) for x in xr]\n",
"\n",
"plt.figure()\n",
- "plt.hist(sample, label=\"Vzorec\", density=True)\n",
+ "plt.hist(data_beta, label=\"Vzorec\", density=True)\n",
"plt.plot(xr, P, label=\"P(X) resnična\", linewidth=2.0)\n",
- "plt.plot(xr, P_fit, label=\"P(X) ocenjena\", linewidth=2.0) # ocenjena porazdelitev je model\n",
+ "plt.plot(xr, P_fit, label=\"P(X) ocenjena\", linewidth=2.0) \n",
+ "plt.plot(xr, normal_fit, label=\"P(X) normalna\", linewidth=2.0)\n",
"plt.legend();"
]
},
@@ -864,11 +856,141 @@
"source": [
"[Answer](204-1.ipynb#Answer-4-1-4)"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "tags": [
+ "sl"
+ ]
+ },
+ "source": [
+ "## Druge porazdelitve\n",
+ "### Eksponentna"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "tags": [
+ "en"
+ ]
+ },
+ "source": [
+ "## Other distributions\n",
+ "### Exponential"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "data_exp = stats.expon.rvs(size=1000, random_state=42)\n",
+ "plot_distribution(data_exp, \"Exponential\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "tags": [
+ "sl"
+ ]
+ },
+ "source": [
+ "### Enakomerna"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "tags": [
+ "en"
+ ]
+ },
+ "source": [
+ "### Uniform"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "data_uniform = stats.uniform.rvs(size=1000, random_state=42)\n",
+ "plot_distribution(data_uniform, \"Uniform\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "tags": [
+ "sl"
+ ]
+ },
+ "source": [
+ "### Dve Gaussovi"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Two Gaussians"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "data_mix = np.concatenate([\n",
+ " stats.norm(loc=-2, scale=1).rvs(500, random_state=42),\n",
+ " stats.norm(loc=3, scale=1).rvs(500, random_state=99)\n",
+ "])\n",
+ "plot_distribution(data_mix, \"Mixture of Gaussians\")"
+ ]
}
],
"metadata": {
"kernelspec": {
- "display_name": "Python 3",
+ "display_name": "PRvaje",
"language": "python",
"name": "python3"
},
@@ -882,7 +1004,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.6.10"
+ "version": "3.11.8"
},
"latex_envs": {
"LaTeX_envs_menu_present": true,
diff --git a/notebooks/src/104-2_osamelci.ipynb b/notebooks/src/104-2_osamelci.ipynb
index e8c7c39..d4ab9cd 100644
--- a/notebooks/src/104-2_osamelci.ipynb
+++ b/notebooks/src/104-2_osamelci.ipynb
@@ -58,24 +58,6 @@
"``A mechanical, electrical and a software engineer from Microsoft were driving through the desert when the car broke down. The mechanical engineer said \"It seems to be a problem with the fuel injection system, why don't we pop the hood and I'll take a look at it.\" To which the electrical engineer replied, \"No I think it's just a loose ground wire, I'll get out and take a look.\" Then, the Microsoft engineer jumps in. \"No, no, no. If we just close up all the windows, get out, wait a few minutes, get back in, and then reopen the windows everything will work fine.\"``"
]
},
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "%matplotlib inline\n",
- "%config InlineBackend.figure_formats = ['jpg']\n",
- "import matplotlib\n",
- "matplotlib.figure.Figure.__repr__ = lambda self: (\n",
- " f\"<{self.__class__.__name__} size {self.bbox.size[0]:g}\"\n",
- " f\"x{self.bbox.size[1]:g} with {len(self.axes)} Axes>\")\n",
- "\n",
- "import matplotlib.pyplot as plt\n",
- "plt.style.use('../PR.mplstyle')\n",
- "import numpy as np"
- ]
- },
{
"cell_type": "markdown",
"metadata": {
@@ -100,7 +82,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 1,
"metadata": {},
"outputs": [
{
@@ -113,8 +95,11 @@
}
],
"source": [
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
"X = np.genfromtxt('../data/jester-data.csv', delimiter=',',)[:, 1:]\n",
- "X[np.where(X == 99)] = float(\"nan\") # neznanih vrednosti ne smemo upoštevati\n",
+ "X[np.where(X == 99)] = float(\"nan\") \n",
"\n",
"print(\"velikost:\", X.shape)\n",
"print(\"skupno število ocen:\", X.size - np.sum(np.isnan(X)))"
@@ -144,14 +129,14 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
- "image/jpeg": 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/AMmj/mH/ABGfw5/6DH/4Lq//ACB8DUV+jX/DhbTv+jkrj/wmV/8Akij/AIcLad/0clcf+Eyv/wAkUf6ncQ/8+f8AyaP+Yf8AEZ/Dn/oMf/gur/8AIH5y1+9lfFv/AA4W07/o5K4/8Jlf/kivur/hDb7/AJ+Y/wBa+24NyfMcp9v9ahy83LbVPbmvs33R+GeNHGnDnF/1D+yq3tPZe15vdlG3N7O3xRV78r27amfef8e9r/17n/0Y9V6h8I+IdM+IGv8AibwpoplS58E60mjas08YVXneztr8GMgncvlXsQycHcGGMAE73/CG33/PzH+tfbn4YX/CH/ILP/XQ1q1S0LTp9MtDbTMpO/IK1doAKKKKACiiigAooooAKKKKACuZ+LPxe8BfBDwfL49+JOo3dppUEm2e5s9Hur0xDazF2S2jkdUCqzM5AVQMsRWr4t0TU/Efh+40bR/GGo6BczbfL1bSYrZ7iDDhjsF1DNEdwBU7o24Y4wcMPIP2hfhb8Xrb9m3x34K8O+JfGvxQ1fxRoE+maZpt8dAtDZvLDKnm70isU2ZZd+5pG4XYv3sgHYfEP4j/AAH8B/FXQ7rx5diHxONOkstNvU0u5nFjaXtzboRPNFG0dpFNcW8Cq87IrvFhSSpFa3xS+NPw5+DNla3/AMQdZubdbxpfs8VjpN1fTMsaGSWQxW0cjrFGg3PKVCICNzDIz4/8aPh18YfiHrPiS40D4SalHB8TvAmjaDdSXup6eknheS1vb95pLoLcsJB5V/vQWxnPmQsDgOGHV/GfTfigvxE0P4ueB/hBf+IH0rw/4g8PS6GNRsYJJPtsmnyw3oaa4WPyN2n7GBbzQs+RGSpWgD1qxvbPU7KHUdOuo57e4iWSCeFwySIwyrKRwQQQQRUtcz8FvA178MPg54S+Gmo363dx4d8M2GmT3SZxM8FvHEzjPOCUJ59a6agBGIVSxzwOwzXnfgf4n/BH4t/Flm0LSdYXxd4b8POQde8Happc9tp19Ou7b9tt4gySy2K9Mkm2P901fk+FXjp/FZ8RL+0r42SzOofaRoK2Gh/ZBHv3fZtx03z/ACsfJnzfM2/x7vmrM+F/hXxj4c8T+Pfit4t8KXMmq+JPFEdvp2n21zbtLFo9oEtbU7jIECMftN6VLb1F0y7d48ugDd8EfGzwB8RfFGqeEfCMms3Fxo91dW19dTeF9QgshNbzeRNEl5LAtvM6yZXbHIxO1iAQrEdZXinw4+HvjHw3+0Jc6t4L+H/ivwx4Ynm1i58TnX/FUV5Yazd3FyssU9japdzm2JczSMdlv8sm1kZiNntdABRRXD3Pwt8ejxNJ4lh/aQ8bm1F8blfDyWOhfZTHv3fZQzab5/l4+TJl8zbz5m75qAIfg149+Dfxk1C8+Mnwv0rU5JtV0fT4Zde1HwtqGnDULFTPNa+U95BEJ4wbidw0e4DzuT8y5v6B8dvhZ4o+Id38LdE8Ryy6zZm4V430y5jt5ngZFnjhuXjEFw8TSIsiROzRk4YKQcee/s3eCPG/wrv9SsfD/wALPGWg+CLTRNLsNB8IeJfFdtqd1DcpJKk01uxvrhYLZYGgHl+eM+S2yJSP3tP4bfCb4p6X8UtC0HW/BEtno3hHxr4r8Qp4oa/tnh1VNUuLyW3t4o0kM6uq37+aZY0XfbAqXDggA99ooooAqa9reneGtDvPEWrvKtrY2z3Fy0FtJM4RFLNtjjVnc4HCqCxPABPFcv8ADDxJ8JfiRr2s/EvwHaTDWfLttG1+TUdIurC+iW3ElxBbz291HHLHtF68i7kGVuNwyCDWXN4A+K3gCzu/Gmn/ABs8eeOrnTbG4ntPB97F4etYtWmETeXbmaPT4GjLPtw3moAcFiVyDl/s02HxC0Lw5qHiP4mfC3xDZ+LfFOvi88UTXlxphiWU2yohgFvezBbSGOGK3QZMrECRkJeR6AOv+E/xs8AfG7SX174dyazPYLFFLFfal4X1DT4bmOTcUeB7uCJbhSFJLRFgAVzjcuesrxX9l/4eeMPAPifUNP0nwD4q8IeBoNBs7XTPDfjDxTFqsqXqSS75bYx3d0LeARGNNnmKpYArEm0s/tVABXP/ABG+KPgv4UaRbaz40vrqNL29FpY22naVc31zdTlHk8uK3tY5JZWEccjkIh2pG7HCqSOgrzj48aB40XxN4H+JvgrwXdeJH8K65czX2hWF3bQ3M0FxYXFv5kLXUsURdJJIyQ8ifI0mCWAVgCxqnxD+BPhGwtv2hhdLOfGGn6fY6fqmjaZc391rFuouLm1hhgtkklm2rPcygIhIVpGOFUkdf4V8U+HvHHhnT/GXhPVYr7TNUs47rT7yAnZNC6hkcZ55BHB5HevC9B+GPxa8B/Db4W3KfDO91bVPh5rb3Wr6Jp2o2QN4t3pl3FL9ieaeONhBNeiP980JZIZSoIKb/Tf2cfA3iH4c/BXQvCfi2GKHVI4ZbjULaCUSR20080k7wKw4ZYzIYww4ITI60AdvRRRQBgfEH4l+F/hjpsGq+KIdXkjuJ/Khj0Xw7e6nMW2liTFZwyyBQFJLFQo7nkVzWufE/wCAvghdL+OxllupfH1tY6ZpGq+H9DvNTuNXhSG7vraOOKzilkZFie8mDbcAMxJ6Uv7SuufGrTPAUWl/AzwNqWq6pq1+lne6hpVzYJPo1mysZbyNL2eGOaUABI0LYDyK7BlRlblvFXw50Kf4N+EfBVr+zZ8QZLTwbPar4c0vQvF9lp+paeU017dZvtMWqRZCRzy27/viWcsdsiEOQD2TStSt9Z0u21e0juEiurdJoku7SSCVVZQwDxSqrxtg8o6hlOQQCCKsVzHwW034haP8JPDelfFjUlvPEtvo1vHrlysiv5lyEAcllVQ7Z6sFUMckAA4rp6ACuT8f/GzwB8M/EmkeD/E0msy6prltdXOm2Oi+F9Q1OR4bd7dJpWFnBL5SI11bgs+0ZkGCcHHWV4x+1n8P/FHi82WtfDT4eeLbvxnY6FqNn4U8VeHfFkOm22jT3LW7ZvEe7iNxAZba2kaMwXKlYSPLJIDAHU+N/iF8DP2cr298QeKJjpVz4qvJdT1OSw0m6u5Lhre2t4Jb2ZbeOQxQxQRWyPO4WKMCPcw3DPeRSxTxLPBIro6hkdGyGB6EHuK8Q+OXhr4waj4ktPH3hD4TXevXEngjxB4WuNNOoWNuYp7ma0a3vSZbgKLR/srFwrNOqvF+5LBkX1n4d+F5fA/w/wBC8Fz332l9H0e1snucY80xRLGX59dufxoA2KKKKAOP+L/x2+HfwJ0WTxJ8SX1y306Cynu7u/0zwlqWpQWsEK7pJJns7eVYFC85kK5AJGdpxm658Rvgt8GPEypJpWrRax4+km1mS30PwlqWoXN81tDZWslxLHawStFsjayiJcIPujqDTv2ivA/if4n+GtF+HGjaZ52l6t4qsf8AhLLgzIog0u3c3cqlWIMgna3jtSqhjtuicBVLDkv2nfB3ivx7aWuveB/hB43bxjp+navYeFfEGheL7XTY9KllkhCTXQF8gntpXtrebyzFcfJHh4Qx8sgHttFQaYmoRabbx6tPHLdLAguZIl2o8mBuIHYE5wKnoAK87sv2q/ghqPg2Xx1Y6/qslnFrx0UWq+FNS+3S34iE3kRWX2f7TK3lHzcpGw8sM+dqkj0SvmDQfDXx3j+IF18Tp/2avE8C6V8WLnxFb6Tc6xonn6lY3OhNph8gpqDRrNHLhyszxgxMdrM3yUAe06d4u+Cfg7wJqfx90bULSDRPEpt9a1DWbOGSQ6i729vbQyBEBeSRooreJY1UuxVFCljg7ngD4heE/if4cTxX4M1CWe0a4lt5FubKa1ngmicxyRSwToksMiupBR1VhjpXjw+EfxR0/wDZd0T4bp4Ne41/RNV0fxPNZw31uLeeeDXItUm0yKRpB+8VYjGkjqkWWjO/G4L3X7PXhfxbo2neJ/FXjPw5Lot34r8X3Orx6JcXEMsthCYoLeNJGgd4jIy24lYI7qGlI3NjJAPQaKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiud+Lep+D9G+F3iHVPiD4quND0ODRrl9W1i01CS0msoBG2+WOaIh43UZKsh3BgMc4rwn9g3xv8XPFPiXxBaftKeJtfi8ZQ6Pp7aD4f1eP7JHL4eKf6PqRto5Gja9mlMgum+9DIiwgIgQyAH0xXP/EP4tfCr4RabDrPxY+Jnh/wxZ3EvlW934i1mCyilfGdqtM6hj7A5pLPUviu/wAQ7vTNQ8F+HovCaW4NjrUPieeTUZpdqErJZGyWKNdxkG4XLkhVO0Fiq+J+MvGXw6+DX7cOt/Ef9o/WtO0XRtS+HumWXgHxN4glWHT7WSO5vW1K0WeTEcM8nmWTlSQ0qIoGfLIAB9CaRrGkeINLt9c0HVLa+sruFZbW8s51limjYZV0dSQykcgg4NWa+IvDetXXhfwdDqU3iDWvA/wT8V/HPWLv+2NOuJ9KNnob6eWtyJk2SadZXOqRzSCZTF8s0YDIsuTsfH74ix6Ld/D3Tfh98Wra5+El3oWrzR+LNc+N+p6JbX2pJdxLFFLr0EN1PLsRp/KjeVFlCtl5PKC0AfYtFfIPwx0j4kfGH4m/Dv4efFT4/azf2knwg1i+v7v4f+OL22ttVmi1e1htLk3UC20kzrA4zKqRiRy3BRircH4o/aT13xL+z98NrPxf4t1SDxbf/Co6pD4ivPixqHhaLULtWMIFvHYQTHVdQ3RiQ2zRMuHX5T5mKAPvl3EaGRgcKMnapJ/Ida534afFnwB8YNHn1/4da6dRs7a6NtPP9jmiCThVZ4j5qKd6btjr1jkV43CujKOA8K+PPFvxH/YD0n4l6r8R4vDGveIfhHbajP4ta2DJpd5caYshvTGMAiOR/M28DC14J4b/AGi/CHh/4IeMtMkv9V1m2stX0CyvPGOgfHvVdR0OV7uVx5v9uT5m0xI/Kzd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",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -160,7 +145,7 @@
],
"source": [
"data = X[np.isnan(X) == False]\n",
- "plt.hist(data, bins=100)\n",
+ "sns.histplot(data, bins=100)\n",
"plt.xlabel(\"x - Ocena šale\")\n",
"plt.ylabel(\"P(x)\");"
]
@@ -219,7 +204,7 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 3,
"metadata": {},
"outputs": [
{
@@ -239,13 +224,13 @@
" 9547])"
]
},
- "execution_count": 4,
+ "execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "(np.isnan(X) == False).sum(axis=0) # vsota po posameznih šalah"
+ "(np.isnan(X) == False).sum(axis=0)"
]
},
{
@@ -308,7 +293,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
@@ -377,7 +362,7 @@
]
},
"source": [
- "Izpišimo nekaj najbolje, najslabše ocenjenih šal ter nekaj takih z visoko oz. nizko varianco. Za zabavo jih lahko prebereš in primerjaš, n. pr., odpri datoteko ``podatki/jokes/init1.html``:\n",
+ "Izpišimo nekaj najbolje, najslabše ocenjenih šal ter nekaj takih z visoko oz. nizko varianco. Za zabavo jih lahko prebereš in primerjaš, n. pr., odpri datoteko ``data/jokes/init1.html``:\n",
"\n",
"``A man visits the doctor. The doctor says \"I have bad news for you. You have\n",
"cancer and Alzheimer's disease\". The man replies \"Well, thank God I don't have cancer!\"``"
@@ -391,7 +376,7 @@
]
},
"source": [
- "Let's write out some of the best, worst rated jokes, and some with a high and low variance. You can read and compare them for fun, e.g., open the file ``podatki/jokes/init1.html``:\n",
+ "Let's write out some of the best, worst rated jokes, and some with a high and low variance. You can read and compare them for fun, e.g., open the file ``data/jokes/init1.html``:\n",
"\n",
"``A man visits the doctor. The doctor says \"I have bad news for you. You have\n",
"cancer and Alzheimer's disease\". The man replies \"Well, thank God I don't have cancer!\"``"
@@ -399,7 +384,7 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 5,
"metadata": {},
"outputs": [
{
@@ -467,6 +452,31 @@
"Let's also draw up the distribution of samples $X$ and $Y$."
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, axes = plt.subplots(1, 2, figsize=(9, 3), tight_layout=True, sharey=True)\n",
+ "sns.histplot(means, ax=axes[0], bins=12)\n",
+ "axes[0].set_title(\"Means distribution\")\n",
+ "axes[0].text(-3, 2, \"$\\leftarrow$ osamelci?\", rotation=90, verticalalignment=\"bottom\", color=\"red\")\n",
+ "sns.histplot(variances, ax=axes[1], bins=12)\n",
+ "axes[1].set_title(\"Variances distribution\");"
+ ]
+ },
{
"cell_type": "code",
"execution_count": 7,
@@ -474,7 +484,7 @@
"outputs": [
{
"data": {
- "image/jpeg": 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",
+ "image/png": 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",
"text/plain": [
""
]
@@ -484,16 +494,11 @@
}
],
"source": [
- "plt.figure(figsize=(9, 3))\n",
- "plt.subplot(1, 2, 1)\n",
- "plt.hist(means, density=False, bins=12)\n",
- "plt.xlabel(\"povprečna ocena šale (X)\")\n",
- "plt.ylabel(\"število vzorcev\")\n",
- "plt.text(-3, 2, \"< osamelci?\", rotation=90, verticalalignment=\"bottom\", color=\"red\")\n",
- "\n",
- "plt.subplot(1, 2, 2)\n",
- "plt.hist(variances, density=False, bins=12)\n",
- "plt.xlabel(\"varianca ocene šale (Y)\");"
+ "fig, axes = plt.subplots(1, 2, figsize=(9, 3), tight_layout=True)\n",
+ "sns.boxplot(means, ax=axes[0])\n",
+ "axes[0].set_title(\"Means boxplot\")\n",
+ "sns.boxplot(variances, ax=axes[1])\n",
+ "axes[1].set_title(\"Variances boxplot\");"
]
},
{
@@ -530,12 +535,22 @@
"cell_type": "code",
"execution_count": 8,
"metadata": {},
+ "outputs": [],
+ "source": [
+ "from scipy.stats import norm as normal\n",
+ "mu_fit, sigma_fit = normal.fit(means)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
"outputs": [
{
"data": {
- "image/jpeg": 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",
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",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -543,23 +558,15 @@
}
],
"source": [
- "from scipy.stats import multivariate_normal as mvn\n",
- "\n",
- "data = means\n",
- " \n",
- "# Ocenimo parametre normalne (Gaussove) porazdelitve\n",
- "n = len(data)\n",
- "mu = np.mean(data) # ocena sredine\n",
- "sigma2 = (n-1)/n * np.var(data) # ocena variance\n",
+ "xr = np.linspace(-3.5, 3.5, 100) \n",
+ "P_fit = [normal.pdf(x, mu_fit, sigma_fit) for x in xr]\n",
"\n",
"plt.figure()\n",
- "counts, bins, _ = plt.hist(data, density=True, label=\"vzorec\", bins=10) # dobimo razpon\n",
- "pdf = [mvn.pdf(x, mu, sigma2) for x in bins] # pdf: [p]robability [d]ensity [f]unction\n",
- "plt.plot(bins, pdf, \"-\", label=\"model\", linewidth=2.0)\n",
- "plt.xlabel(\"povprečna ocena (X)\")\n",
+ "sns.histplot(means, label=\"vzorec\", stat=\"density\", bins=10)\n",
+ "plt.plot(xr, P_fit, label=\"P(X) ocenjena\", linewidth=2.0) \n",
"plt.ylabel(\"P(X)\")\n",
- "\n",
- "plt.legend(loc=2);"
+ "plt.xlabel(\"povprečna ocena (X)\")\n",
+ "plt.legend();"
]
},
{
@@ -594,22 +601,22 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "Verjetnost šale z oceno -2.000 ali manj: 3.019 %\n",
+ "Verjetnost šale z oceno -2.000 ali manj: 3.083 %\n",
"Nenavadnost šale JE statistično značilna (prag = 5.000 %)\n"
]
},
{
"data": {
- "image/jpeg": 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Z+EnkbxR4rnGj+HIbfmUSyjDyqBzlEJwR/G0frXNjMVSwWFnXqbRV/wDger2R6WT5Vis7zSjgMOvfqSUV2V92/JK7b6JM8z1LT5/+CiH7cV7EltLf/Cz4T3rhljQtBq2plz1xw6lkPqDHF286vsUaTqYGBps4A6DyW/wryz9kb9nm0/Zi+Bmk/DAxxnU0U3Ov3EeD519JgyHI6hcCNT/djWvTK48pwlWhQdWv/FqPml5do+kVovm+p7XF2bYbHY6ODwL/ANlwy9nS80n71R/3qkrzb7NLoWP7K1T/AKBtx/35b/Cj+ytU/wCgbcf9+W/wqvRXqnyZh/Fz4L6N8avhxq3ww8b6BPPp2r2rQy4gO6JuqSoSOHRgrKfVRXz1/wAE9viB438Da/4g/YX+MAlPiXwJIz6HK6Nm90skFSmeSFDoy/8ATOVRgbDX1DXyp/wUU8EeIPhlr3hX9uP4Y2hOs+CL2ODX4Y+PtmmyOVw+OwMjRk9ds5P8Arw82hLCzhmNNa09J+dN7/8AgPxL0fc+74QrU81o1eHMS/dxGtJvaGIS9x+SqL93L1i/sn1n/ZWqf9A24/78t/hR/ZWqf9A24/78t/hWF4F8aaB8RvBml+PfC14J9O1iwiu7OXuY5FDDI7EZwR2II7Vq17UZRnFSi7pnw9WlUo1JU6itKLaae6a3T9C9qWm6jJqNw6WE7K07kEREgjJ9qh/srVP+gbcf9+W/wo1X/kKXP/Xw/wD6Ear1RBY/srVP+gbcf9+W/wAKP7K1T/oG3H/flv8ACq9FAFj+ytU/6Btx/wB+W/wqrJ4RjlkMsvhhWZjlmayySfXpTqKAGf8ACG2//Qqp/wCAI/wqbT/B1mL+AzeFYtnnLv3WIxjIznimVY0r/kKW3/Xwn/oQoAqf8Ibb/wDQqp/4Aj/Cj/hDbf8A6FVP/AEf4U+igBn/AAhtv/0Kqf8AgCP8KP8AhDbf/oVU/wDAEf4U+igBn/CG2/8A0Kqf+AI/wqzaaNdWQRItKkiiRs4WAqqjP04qGnwf69P98fzoA7hPuD6UUJ9wfSigBaKKKACiiigAooooAKKKKAOU8Uf8hiT/AHRWdWj4o/5DEn+6KzqACiiigAooooAsal/x8L/17xf+i1qvVjUv+Phf+veL/wBFrVegAooooAKKKKACiiigCxqX/Hwv/XvF/wCi1qvVjUv+Phf+veL/ANFrVegAooooAKKKKACvkLwwv/DYX/BRK/8AFk/+keDvgzH9l04HmOfVSxBf0yJEdsg9LaI/xV7f+2L8cU/Z6/Z38RfEa3uFTUUtfsuig9WvJvkiIHfaSZCP7sZrB/4J+/A1/gZ+zVo1hq9uy63r4/tjXXl/1nnzqCqNnnKRiNSP7wY968PHf7dmVLB/Zj+8n8naC+ctf+3T7vIf+EPhnF5w9KtW+Ho91zK9aa/w02oJrrU8j3TVf+Qpc/8AXw//AKEar1Y1X/kKXP8A18P/AOhGq9e4fCBRRRQAVneMPCmh+O/CmpeCvE1ktzp2rWMtpewN/HFIpVh7HBPPatGilKMZRcWrpl06k6VRTg7NO6a3TWzPlP8A4JxeKdc+Gmv+Nv2JvHl8z6l4F1SS40J5eDcadK+dyj+7udJPpcgdq+rK+SP27LS5/Z3/AGhfh5+2xoMDrZwXy6H4zWFSfMtZA21yB1PlmYZP8UcI9K+s7W6tr61jvbOdJYZow8UsbZV1IyCCOoIrxcmcqEamBlvSdl5wesPuXu/9un23GsIY+eHz6krRxcbztsq0Pdqr/t52qLymXNV/5Clz/wBfD/8AoRqvVjVf+Qpc/wDXw/8A6Ear17Z8MFFFFABRRRQAVY0r/kKW3/Xwn/oQqvVjSv8AkKW3/Xwn/oQoAr0UUUAFFFFABT4P9en++P50ynwf69P98fzoA7hPuD6UUJ9wfSigBaKKKACiivN/2pdW1bTvh1p2nadrl5pdvrHjHRNK1TUtPu3t54LS51CCGUJMhDQtIGEIkUhl87KlWAIAPSKK+b5fFniu0/Z31Lw9B441g2EHxih8LReJH1eZr5dJfxBDaSr9rLebvRZJbTz9/mrs3l/MUvWN4ivZ7z4S614PsPHnjTUPElh421zw58KY9N8bX8N1f3OVMbXMqTA3cVnIJVkkufNVIreTzBI5wwB9U0V8zeIvEnjqy+K2q+JNS+Iurtrvh34p+FvDOm6PbarNDYX2m3llpz3kjWKv5UrM15qEolZC6fYlCsBGwPvfxG1D4l6Z4aa6+E3hPRNa1gTIEsdf16XTbcxk/Mxmitrlgw7L5ZB9RQBS8Uf8hiT/AHRWdRpNz4q1HS4Lz4n6PYaRrjoft2n6HqD6haxHcQuyeWK3aTK7ScxLgkjnGTY8vS/+fy4/8Bl/+LoAr0VY8vS/+fy4/wDAZf8A4ujy9L/5/Lj/AMBl/wDi6AK9FWPL0v8A5/Lj/wABl/8Ai6PL0v8A5/Lj/wABl/8Ai6ADUv8Aj4X/AK94v/Ra1Xq9qEenGdd91OD5EXS3B42Lj+OofL0v/n8uP/AZf/i6AK9FWPL0v/n8uP8AwGX/AOLo8vS/+fy4/wDAZf8A4ugCvRVjy9L/AOfy4/8AAZf/AIujy9L/AOfy4/8AAZf/AIugCvRVjy9L/wCfy4/8Bl/+Lo8vS/8An8uP/AZf/i6ADUv+Phf+veL/ANFrVer2oR6cZ133U4PkRdLcHjYuP46h8vS/+fy4/wDAZf8A4ugCvRVjy9L/AOfy4/8AAZf/AIujy9L/AOfy4/8AAZf/AIugCvRVjy9L/wCfy4/8Bl/+Lqh4o8QeFPB3hrUPF3iDVpoLDS7GW7vZmtlxHFGhd2+/2UE0pNRTb2KhCdSahBXb0S7tnyb+1cP+Gnf22PAP7KVsfP0LwsP+Ej8ZRryhIAKROP8Ac2Jn/p8r656dK+Wv+CZHhi78eReOP2wfHazR6p8QPEEy6aPJD+TYQuRtUlh8vmZjx6Wy19W+Xpf/AD+XH/gMv/xdeLkidalPGy3rPmX+BaQX3a+rZ9txxOGCxVDJKT93BwUHbZ1Ze9Wf/gb5PSCDVf8AkKXP/Xw//oRqvV7Uo9OOo3Be6nDee+QLcEA5P+3UPl6X/wA/lx/4DL/8XXtnw5Xoqx5el/8AP5cf+Ay//F0eXpf/AD+XH/gMv/xdAFeirHl6X/z+XH/gMv8A8XR5el/8/lx/4DL/APF0AcD+0b8INP8Ajz8EfEfwpv1Tdq2mutnLIOIbpfngk+iyKhPsCO9eZf8ABNT4vX/xI/ZvtfB/idnTXvA92+harBN/rFWL/UkjtiPEfu0TV9F+Xpf/AD+XH/gMv/xdfImkx2X7Ln/BTi60cTy2/hb4y6X58TeSAiaohYkY3csZBJ363i14eYf7HmNDGLZ/u5ekvhfylp/28fdcPf8ACzw3jsnes4L6zS/xU1arFf4qT5rd6aPrvVf+Qpc/9fD/APoRqvV7Uo9OOo3Be6nDee+QLcEA5P8At1D5el/8/lx/4DL/APF17h8KV6KseXpf/P5cf+Ay/wDxdHl6X/z+XH/gMv8A8XQBXoqx5el/8/lx/wCAy/8AxdHl6X/z+XH/AIDL/wDF0AV6saV/yFLb/r4T/wBCFHl6X/z+XH/gMv8A8XU2mx6cNRtyl1OW89MA24AJyP8AboAo0VY8vS/+fy4/8Bl/+Lo8vS/+fy4/8Bl/+LoAr0VY8vS/+fy4/wDAZf8A4ujy9L/5/Lj/AMBl/wDi6AK9Pg/16f74/nUvl6X/AM/lx/4DL/8AF0scenCRTHdTFtwwDbgAn676AOyT7g+lFCfcH0ooAWiiigAqn4h8O+H/ABdol14Z8V6FZ6npt9CYr3T9QtUmguIz1R43BV1PoQRVyigDnrb4RfCiz8Py+E7P4YeHotKn0tNMn0yPRYFt5LJS7LbNGE2mEGWUiMjaDI5x8xzma3+zh+zx4l0bSfDviP4DeC9Q0/QIpYtCsL3wtaSw6akpUyLAjRlYQ5RCwQANsXOcCu0ooAwT8LPhifFdh48Pw50H+3NKsvsemaz/AGPD9rs7fDDyYptu+OPDMNikDDHjk1vUUUAcp4o/5DEn+6Kzq0fFH/IYk/3RWdQAUUUUAFFFFAFjUv8Aj4X/AK94v/Ra1XqxqX/Hwv8A17xf+i1qvQAUUUUAFFFFABRRRQBY1L/j4X/r3i/9FrVerGpf8fC/9e8X/otar0AFFFFABXzR/wAFQPiJrGm/BjS/gZ4LYv4g+JOuQ6TZwI2GaAOhkx7FmhjPtKa+l6+SPDGf2nP+CmmqeJW/f+HPg7pf2K17xtqTllJI/vCQzc+tqleNnk5ywqwsH71ZqHon8T+UUz7XgWhSp5tPNK6vTwcHWd9nKNlSj/29VcFbtc+lvhP8O9H+Enwz0L4Z6AB9l0PS4bSN9uDIUUBpD7s2WPuxroaKK9eEIU4KEVZLReiPj69eria8q1V3lJtt923dv5ssar/yFLn/AK+H/wDQjVerGq/8hS5/6+H/APQjVeqMgooooAKKKKACvm7/AIKe/DPVPEfwGtvi94Q3R+IPh1q8Os6fcxLl0iDqJcegXEcp/wCuFfSNVPEGhaV4o0G98M67aLcWWo2klreQP0kikUo6n2KkiuPMMJHHYKpQf2la/Z9H8nZns8PZvUyHO8Pj4q/s5JtfzR2lH0lFuL8mZHwk+KWlfG34Z6J8WdFCrBr+nR3nlK2fJdh+8iJ9Ufch91NdFXyv/wAE3NX1X4Zat8Qv2NPFt4z33w/8STPpTScGaxlkI3KP7u4CT/t5FfVFZ5Xi5Y3AQqy0la0l2ktJL70zo4qyinkef18LSd6d+am+9OaUqb+cWvmFFFFegfPBRRRQAVY0r/kKW3/Xwn/oQqvVjSv+Qpbf9fCf+hCgCvRRRQAUUUUAFPg/16f74/nTKfB/r0/3x/OgDuE+4PpRQn3B9KKAFooooAKKKyPHPjrwv8NvC9x4x8Zak1rp9q0aPJHbSTSPJJIsUUccUStJLI8joiRorM7OqqCSBQBr0VyUfxz+F0vwwf4xL4kkGgRyNDJO+m3CzrOtwbY2xtjH54uPPHk+R5fm+Z8m3dxWdN+078F4ND0HxHL4ivxZ+JNdXRtOk/4Ry/Jjv2u1sxb3K+Rusm+0ukJ+0CIB2Ckg0Ad9RXJwfGzwBd/E65+EFlJrNxrdk0a3wtvC+oSWdqzw+eiy3iwG2jJjIIDSA/MB1IB6ygDlPFH/ACGJP90VnVo+KP8AkMSf7orOoAKKKKACiiigCxqX/Hwv/XvF/wCi1qvVjUv+Phf+veL/ANFrVegAooooAKKKKACiiigCxqX/AB8L/wBe8X/otar1Y1L/AI+F/wCveL/0WtV6ACiiigDj/j/8VrD4H/BfxJ8VdQKEaNpck1vHIeJbg/LDH/wKVkX/AIFXlH/BMr4VX/gL9mu38beJQ76545vpNd1K4mH7x0kOIcnuCgEn1mauW/4KPanf/Frxv8N/2MfDd26z+L9dS/14wn5obCEkbiO44mk+tuK+qdL0yw0XTLfRtKtUgtbSBIbaCMYWONVCqo9gABXh0v8AbM7nU+zRXKv8crOX3R5V82fdYr/hF4Go4fapjZ+0l39lSvCmn5SqOcvPlRPRRRXuHwpY1X/kKXP/AF8P/wChGq9WNV/5Clz/ANfD/wDoRqvQAUUUUAFFFFABRRRQB8n/ALWeP2bP+CgfgX9pa3/caL4ykk8OeK5BwgcsESSQ+m0xN9LQ19YV5H/wUM+C5+OX7OHi3w1ZWnm6lp2/VdHAXLfaLcs+1f8AaePzIx/10qz+xZ8aB8ef2avDHjy6uvN1BbIWWsEtlvtcH7uRm9C+0SfSQV4eE/2PN62H+zU/eR9fhmvvs/mfdZx/wscH4PMVrPDt4ep/h1nRf/gLnC/9xI9Tooor3D4UKKKKACrGlf8AIUtv+vhP/QhVerGlf8hS2/6+E/8AQhQBXooooAKKKKACnwf69P8AfH86ZT4P9en++P50Adwn3B9KKE+4PpRQAteV+P7L43+OfiXfeBfBX7RPhzwbb2Vhb3kOm6ZocWo61NbybkFzN9qfyoIjNHNGoEMm7yifMBJRfVK8L/ae/Z18b/tH/EDRLDw5qtn4NtfD8K3P/CydFuW/4SO3ndm32Fnt2rBEyLG0rTGRJFlVRCSPMUA6j4O3vxS0rx9q/wAN/HPxy8L+N10jTobi7NrpYsNY02SZj5C3MUMjwvHKkczK4WEgx4CuG3Le/aM8JeKfFXgfT7rwborapqGheKdJ1lNISeOJr6O1vIpZYUeVljEhjDlN7KpkVAzKCWHPfsj/AAy8WfA3w9qPwh8V+BtDtvsMqXFt4w0W6YnxW0hYS3d1HM73CXgKp5xkklVjKhSQjKR+v0AfPf8AwrL4t33wm1R3+Gd5BrM3xKtfG8GhS6jZESRR60lz/Z4kWcxi6+z2yyEkiATToBMwV3XP8Y+CvjXb/B+5m0/4D67qWr+JfjJpniufw/p2q6Usuk2VnrWn3ZSaSe9jhaV7eyZtsLyKJZNpbb+8r6UooA8Q17wJ42uP2hNP8cfDf4Z+L9Aur7WLK58W+IrzxXbnR76wSzCSW7WCXsm+4A2RK4t1IePeJig+f1H4jeEdf8b+Gm0Lw18Tdb8I3TTI41jQILKS4VQeUAvbeeLa3fMefQit6igDg9J0XUvB+lweHfEPiu/8UXduhE2ua5HBHdXOWJBdbSOCEYBCjZGvCjOTkmx9st/+gVb/APfUn/xdWfFH/IYk/wB0VnUAWPtlv/0Crf8A76k/+Lo+2W//AECrf/vqT/4uq9FAFj7Zb/8AQKt/++pP/i6Ptlv/ANAq3/76k/8Ai6r0UAXtQuoFnUHTYG/cRHJZ/wC4vH3qh+2W/wD0Crf/AL6k/wDi6NS/4+F/694v/Ra1XoAsfbLf/oFW/wD31J/8XR9st/8AoFW//fUn/wAXVeigCx9st/8AoFW//fUn/wAXR9st/wDoFW//AH1J/wDF1XooAsfbLf8A6BVv/wB9Sf8AxdH2y3/6BVv/AN9Sf/F1XooAvahdQLOoOmwN+4iOSz/3F4+9UP2y3/6BVv8A99Sf/F0al/x8L/17xf8Aotar0AWPtlv/ANAq3/76k/8Ai6Q3lsBk6Xb/APfUn/xdQV4z+338aj8DP2XvEXiGwu/K1TVIf7J0Yq2G+0XAKll/2kjEkg90rnxWJp4PDTrz2im38j0Mpy3EZxmdHA0F79WUYr1k7X9Fu/I8y/Y4ni/aN/bJ+Jf7XN3ZRXGj6RL/AMI54P3FjGEUAPKh3ZBMaq3U/wDH21fXf2y3/wCgVb/99Sf/ABdeS/sYfBUfAL9m7wz4AurURaj9iF5rIIw32yb95Ip9dmRGD6RivUq48nw1TD4CPtfjnecv8UtX923yPa4zzLD5jn9RYX+BSSpUv+vdNcsX/wBvWc35yZY+2W//AECrf/vqT/4uj7Zb/wDQKt/++pP/AIuq9FeofKl7UrqBdRuFOmwMRO4LFnyeTzw1Q/bLf/oFW/8A31J/8XRqv/IUuf8Ar4f/ANCNV6ALH2y3/wCgVb/99Sf/ABdH2y3/AOgVb/8AfUn/AMXVeigCx9st/wDoFW//AH1J/wDF0fbLf/oFW/8A31J/8XVeigCx9st/+gVb/wDfUn/xdH2y3/6BVv8A99Sf/F1XooAvandW41G4RtMgbEzglmfJ5Po1fH37GdxF+zb+2H8TP2Sr6yiTSNYn/wCEj8HxOWVFjYAvFHhhnEbKv/bo1fXeq/8AIUuf+vh//QjXyP8A8FH9J1H4TeMvh1+2h4XtHa58Ha4ljrohHzTWExPyk9hzNH9bkV4mdJ0IU8bHelK7/wAD0n+GvyPueB5Rx9fE5HN6Yym4x8q0PfpP5yTh6TZ9cfbLf/oFW/8A31J/8XR9st/+gVb/APfUn/xdZ+j6tp2v6Ta67o92lxaXtsk9rPGcrJG6hlYexBB/GrFe0mmro+HlGUZOMlZosfbLf/oFW/8A31J/8XR9st/+gVb/APfUn/xdV6KYix9st/8AoFW//fUn/wAXU2m3UDajbqNNgUmdAGDPkcjnlqo1Y0r/AJClt/18J/6EKAD7Zb/9Aq3/AO+pP/i6Ptlv/wBAq3/76k/+LqvRQBY+2W//AECrf/vqT/4uj7Zb/wDQKt/++pP/AIuq9FAFj7Zb/wDQKt/++pP/AIuljuoGkVV02FSWGGDPkfm1VqfB/r0/3x/OgDuE+4PpRQn3B9KKAFr4x/bxubLQfiz4n8U+DtU0Twpe+D/h9aeKvFeoW/ijU9I1bxRA0l7EtnA9heW6PKkOmygSXEdzgyQIEUAmvs6uX8a/BH4L/ErVY9d+Ivwh8L6/fRW4givNb0C2upUiDMwjDyoxChmY7c4yxPc0Ac78DPhV+z94R1S88SfC/Wx4i1trZbfUfEWp+K59c1HyWbcImubiaWSONmjDeWpVCYwdvyjHpVc/4F+E/wALPhf9q/4Vp8NPD/h37ds+2/2Fo0Fp9o2btm/ykXft3vjOcbjjqa6CgAooooAKKKKAOU8Uf8hiT/dFZ1aPij/kMSf7orOoAKKKKACiiigCxqX/AB8L/wBe8X/otar1Y1L/AI+F/wCveL/0WtV6ACiiigAooooAKKKKALGpf8fC/wDXvF/6LWq9WNS/4+F/694v/Ra1XoAK+R/2gT/w0/8A8FAfBX7PcH7/AMP/AA8t/wDhIPFCDlGuDsdI3HQjm3X6TyelfT/xD8c6H8M/AmsfELxLN5dhounTXl0QeSkaFto9WOMAdyQK+d/+CY/gbXNV8GeJv2pPHcGde+JWuzXaswP7uzSRwqrnlVMhkwOhVY+wFeHmv+14mjgVtJ88/wDBBp2/7elZelz7rhT/AISMsxuey0lTj7Gl/wBfayabXnCnzy8m4n1DRRRXuHwoUUUUAWNV/wCQpc/9fD/+hGq9WNV/5Clz/wBfD/8AoRqvQAUUUUAFFFFABRRRQBY1X/kKXP8A18P/AOhGuN+OPwt0v41/CLxD8K9Y2iLW9Lkt0ldciGXGYpfqkgRx7rXZar/yFLn/AK+H/wDQjVeoqU4VqbpzV01Z+jN8Nia2DxMK9F2nBqSfZp3T+TPnH/gmP8UtU8WfAOb4UeLy0fiH4d6nJompW0p/eJErN5OR2CgPEP8Arga+jq+RfEhH7Kf/AAUo0/xMD9n8LfGSx+yXfaOPVFKqD/vGTyjk/wDP0/pX11Xk5JUmsK8NUfv0XyPzS+F/ONvxPreOcNRlmsczw0bUsZFVopbKUrqpD/t2opK3RWCiiivZPiwqxpX/ACFLb/r4T/0IVXqxpX/IUtv+vhP/AEIUAV6KKKACiiigAp8H+vT/AHx/OmU+D/Xp/vj+dAHcJ9wfSihPuD6UUALRRRQAVyvxj+JM/wALvB8euaboC6rqV9q1lpej6bJd/Z0uLu6uEgjDy7H8uNS+93COQiMQrHCnqq5X4x/Da4+KPg+PQ9M19dK1Kx1ay1TR9Tks/tCW93a3CTxl4t6eZGxTY6B0JR2AZThgAcr/AMNJX0fwgufG914CjXxHa+K18MSeG01fdCdVfUEsY1F15IP2dmkjm83ytwhbJj3Ax1m3/wC0/wCN7DwjpviR/hJYGaD4iWfhLxnaHxQwGlTXGp2thHPbN9l/0xT9rimAZYD5Z52t8tWY/wBmjxNJ8Nr7wdf/ABMs5NVu/EcPiZNci8PMgj1uPUvtwkMJuSGtfkt4Bb7g4ijfM7M+5c/xR+y/8T9U+GMfg7w/8Y9CtdYvfHtr4s8R61qHgua5ivLy21K2v4YobdNQiNvErWsMOGklYxL97ed9AGx4i/aS1LRPihdeGIPAEU/hrSfFOm+Gtd8RNrBSe21S/hglt0S18kiWH/TLJWkMqENccIwRjXc/EP4nfDj4R+HG8Y/FTx9o3hrSUmSJ9T17U4rS3WRuFQySsqgnsM5NcDqv7NOv6x8RZfEl18R7ZdB1XxJpfiTxJoMWgsJbzV7CC3ihliuDcHyICbOzdoTHIxNuMSAM2fWJI45V2Sxqw9GGRQBw2meK/DHxR06Dxz8NPEVj4h0W+Qmy1fRLpLq2nCsVYpLGSrYZWBweCCO1T/2Vqn/QNuP+/Lf4VP4lRI9WdI0CgKMADAqhQBY/srVP+gbcf9+W/wAKP7K1T/oG3H/flv8ACq9FAFj+ytU/6Btx/wB+W/wo/srVP+gbcf8Aflv8Kr0UAXtQ03UXnUpYTkeREMiI9Qig9qh/srVP+gbcf9+W/wAKNS/4+F/694v/AEWtV6ALH9lap/0Dbj/vy3+FH9lap/0Dbj/vy3+FV6KALH9lap/0Dbj/AL8t/hR/ZWqf9A24/wC/Lf4VXooAsf2Vqn/QNuP+/Lf4Uf2Vqn/QNuP+/Lf4VXooAvahpuovOpSwnI8iIZER6hFB7VD/AGVqn/QNuP8Avy3+FGpf8fC/9e8X/otap3d3a2FpLf31wkMEEbSTSyMFVEAyWJPQADOaNhpNuyPl/wD4KWa/4n8cXHgr9i7wN5qa18Q9ZifUlWMlodPifO9l67d6mTPpbOK+mvB3w/g8CeE9M8E+G9Dng0/SLCKzsoRCfkijQIo6cnAHNfKH7EtrdftL/tMeO/22Ndt3OmQXDaD4GSZSNlugAeRQfuny9uccbp5R2r65rw8o/wBrq1ce/wDl47R/wR0X/gTvL5o+64wayjC4Xh+G9CPPV869VJyT7+zioU/JqRY/srVP+gbcf9+W/wAKP7K1T/oG3H/flv8ACq9Fe4fCFj+ytU/6Btx/35b/AAo/srVP+gbcf9+W/wAKr0UAXtS03UZNRuHSwnZWncgiIkEZPtUP9lap/wBA24/78t/hRqv/ACFLn/r4f/0I1XoAsf2Vqn/QNuP+/Lf4Uf2Vqn/QNuP+/Lf4VXooAsf2Vqn/AEDbj/vy3+FH9lap/wBA24/78t/hVeigCx/ZWqf9A24/78t/hR/ZWqf9A24/78t/hVeigC9qWm6jJqNw6WE7K07kEREgjJ9qh/srVP8AoG3H/flv8KNV/wCQpc/9fD/+hGq9AHiH/BRX9n7XPjF+zVqd7oOk3Q13wo41vRZYYmEgeEEyopAzkxb8AdXVPQV2H7Jfxff9o39n/wAO/FO0gaW6u7MQ6usMZxHexfJMuB0BYFgP7rKe9d8yqylWUEEYII618ifstOf2Tv2z/GX7JmosYPDvi8nX/A4bhFYhi8Kf8AV0/wC3Qf3q8PE/7Dm9PEfYq+5L/EtYP56x+aPu8s/4XuD8Rl71q4RuvT7um7RrRXp7tS3ZTZ9if2Vqn/QNuP8Avy3+FH9lap/0Dbj/AL8t/hVeivcPhCx/ZWqf9A24/wC/Lf4VNpum6jHqNu72E6qs6EkxEADI9qo1Y0r/AJClt/18J/6EKAD+ytU/6Btx/wB+W/wo/srVP+gbcf8Aflv8Kr0UAWP7K1T/AKBtx/35b/Cj+ytU/wCgbcf9+W/wqvRQBY/srVP+gbcf9+W/wpY9N1GORZJLCZVVgSxiIAH5VWp8H+vT/fH86AO4T7g+lFCfcH0ooAWiiigAooooAKKKKACiiigDlPFH/IYk/wB0VnVo+KP+QxJ/uis6gAooooAKKKKALGpf8fC/9e8X/otar1Y1L/j4X/r3i/8ARa1XoAKKKKACiiigAooooAsal/x8L/17xf8Aota+Zv8AgpR8Xtb8OfCuw+Anw83TeLPiVfLpFhbQt862zMqzN7Btyxc9pGP8Jr6T8QX1npkUmpajdRwW9vZJLPNK4VY0WJSzEnoAASTXyB+yZaXv7Xf7VniX9tHxDayf8I54eZtE+H0E6EAhQQ04B6HY7Mf9u4YA/u68bOas5044Kk7Traekfty+S0Xm0fbcF4WhQxFXO8XG9HBpTs9p1W7Uafzl70v7kZH0f8BvhFonwI+EOgfCjQNrQ6PYLFLMq48+c/NLKfd5GdvbOK66iivWpU4UacacFZJJJeS2PkMVia+NxM8RXlzTm3KTe7bd2/mwoooqzAKKKKALGq/8hS5/6+H/APQjVerGq/8AIUuf+vh//QjVegAooooAKKKKACiiigCxqv8AyFLn/r4f/wBCNV6sar/yFLn/AK+H/wDQjVegAr5q/wCClXwq8Qaj8OtI/aN+G6GPxT8MtRXVLeWNcs9mGVplIH3gpVJCDxtWQfxV9K1FfWVnqdlNpuoWsc9vcRNHPDKoZZEYYZSD1BBIIrjx+EhjsJOhJ2utH2e6fydmexw/nFbIM4o4+mr8j1i9pRekovylFuL9Tm/gl8WPD/xx+FOh/Fbwww+y6zYLMYt2TBL92SFj/eRwyH3Wupr5C/ZDv739kj9qLxN+xR4pu5BoOuSvrfw9ubhjhkYEtACepKIR2G+3c9XFfXtZZXjJ4zCJ1FapFuM12kt/k915NHZxXk1HJs3lDDPmoVEqlKXenPWPzjrGX96LCrGlf8hS2/6+E/8AQhVerGlf8hS2/wCvhP8A0IV6J82V6KKKACiiigAp8H+vT/fH86ZT4P8AXp/vj+dAHcJ9wfSihPuD6UUALRRRQAUUV5v+1Lq2rad8OtO07TtcvNLt9Y8Y6JpWqalp929vPBaXOoQQyhJkIaFpAwhEikMvnZUqwBAB6RRXzfL4s8V2n7O+peHoPHGsGwg+MUPhaLxI+rzNfLpL+IIbSVftZbzd6LJLaefv81dm8v5il65WTW9d1vWrv4Ua98YPFGneF/D0Hjq50nX7fxXdQ3csmnTaatuJrwSCS5W1+13yFJWcSfZgZRIYmoA+uqK+ZvA2sfFHQviP4T+Nfxjgv7qw8cf2HZ6dBY/EDUYBpF/PpKebFJowC2ksZnErF9zOm4PswhZfe/iNqHxL0zw0118JvCeia1rAmQJY6/r0um25jJ+ZjNFbXLBh2XyyD6igCl4o/wCQxJ/uis6jSbnxVqOlwXnxP0ew0jXHQ/btP0PUH1C1iO4hdk8sVu0mV2k5iXBJHOMmx5el/wDP5cf+Ay//ABdAFeirHl6X/wA/lx/4DL/8XR5el/8AP5cf+Ay//F0AV6KseXpf/P5cf+Ay/wDxdHl6X/z+XH/gMv8A8XQAal/x8L/17xf+i1qvXl/7dvxs8Y/AH4O6f4y+GN7oUWtan448JeHYLjxXZySWFtHqmsWOnSTyLFPE7FI7lnVQ6guqgnBzXhcf/BQj9o3w9can4Pn+A2k+NNR8OeI9S0XVfEfh7RPGEdhezW1y6CSGLStB1pIPk2LJFJdmSOZZVwVCuwB9iUV8MftI/GX4i+J9S8W/FK68ceKfB2t+A/gx4P8AFfgXwno+s6nY2l3reoaxqsVzbXVtcR2cmopKbKwsxDeWoaP7QxEUUkymvXf20WtPFPxt8E/CLxL8ZfFXgzwjd/Drxn4iv9Y8M+ILjRp/7U046QlmGuLaeNnjjgvtQuTAzGNzahnR1jIoA+iqK+LNT8UfFy40X9mv9qPXdf1nR7nxdJ4OtfiVdQ/ELVAIb7UbaKNtPj8Mlv7OlSWe4QSXJZJ7dWMwjfytwh/ZK1HxF8SfGfgbTvE3xt8d3svxi+Dvi7WviXZDxben+xdWtdY0q3hWwXz8aQYft2oWgS2EO77MrENJCz0AfbNFfBK658XvGv7H37OXw58DfELxBrniTxHr2qpe6frnxP1fQJfEFpZ2WpttufEFm02oRtEy28oCrK85iCviPzJEwfjX8XvCen/smfsy/GPW/jp8ULjxj4ns9AuNY1aw8e6rpX9pWGl2wv8AUJJbCyv/ALFMbyeOGweUpLldTVt7KquudWrToUpVKjtFK7fZI6MLhcRjsTDD0IuU5tRilu23ZJerPev+CkHxY8TeIrrQf2L/AIO3AfxV8QVgi1N42P8AoOmbBvZ8cqHCvu/6ZxycfMK90+Dnwq8MfBH4Y6N8LPB8O2x0ayWFHIAaZ+WklbH8TuWc+7GvD/2Avgp4p1i+1j9s39oHzv8AhM/HgEmmW724b+ztLIUxKoZgV3oIwByREkYzlmFfT3l6X/z+XH/gMv8A8XXkZVTqYipLMKytKekU/swW3zl8T+S6H2HFeJw+W4alw9g5KUKDcqsltUrtWk0+saa/dw9JP7RXoqx5el/8/lx/4DL/APF0eXpf/P5cf+Ay/wDxde2fDleirHl6X/z+XH/gMv8A8XR5el/8/lx/4DL/APF0AV6KseXpf/P5cf8AgMv/AMXR5el/8/lx/wCAy/8AxdABqv8AyFLn/r4f/wBCNV6valHpx1G4L3U4bz3yBbggHJ/26h8vS/8An8uP/AZf/i6AK9FWPL0v/n8uP/AZf/i6PL0v/n8uP/AZf/i6AK9FWPL0v/n8uP8AwGX/AOLo8vS/+fy4/wDAZf8A4ugCvRVjy9L/AOfy4/8AAZf/AIujy9L/AOfy4/8AAZf/AIugA1X/AJClz/18P/6Ear1e1KPTjqNwXupw3nvkC3BAOT/t1D5el/8AP5cf+Ay//F0AV6KseXpf/P5cf+Ay/wDxdHl6X/z+XH/gMv8A8XQB86f8FC/gBrvxP+Gdp8V/hkJYfG/w/uf7V0G4tV/eyxoQ8sI/vH5A6jnLR7R981337K/7QWg/tMfBbSvidpBjjupY/I1mxRs/ZL1APNj9cchlz1R1PevTfL0v/n8uP/AZf/i6+L/FsS/8E6f2tR4+sTOnwj+Jt4I9aRIPk0XUCS28KGwFBLOACMxtIoBMS14OM/4S8esav4c7RqeT2jP5fDLys+h+gZKv9ashlkktcTQ5qmH7yT1qUfV29pTX8ykvtH2RVjSv+Qpbf9fCf+hCmW8miXlvHd2mpyyxSoHiljhVldSMggh8EEd6s6bHpw1G3KXU5bz0wDbgAnI/2697c/P2mnZlGirHl6X/AM/lx/4DL/8AF0eXpf8Az+XH/gMv/wAXQBXoqx5el/8AP5cf+Ay//F0eXpf/AD+XH/gMv/xdAFenwf69P98fzqXy9L/5/Lj/AMBl/wDi6WOPThIpjupi24YBtwAT9d9AHZJ9wfSihPuD6UUALRRRQAVT8Q+HfD/i7RLrwz4r0Kz1PTb6ExXun6hapNBcRnqjxuCrqfQgirlFAHPW3wi+FFn4fl8J2fww8PRaVPpaaZPpkeiwLbyWSl2W2aMJtMIMspEZG0GRzj5jmDUPgf8ABbVvCmneA9V+EHhe50PR5lm0jRrjw/bPaWMi5w8MJTZEw3NgqARuPrXUUUAc+nwm+Fcfj1viqnwz8Pr4odNj+JBo0Av2XyxHtNxs8wjYAmN33QB0roKKKAOU8Uf8hiT/AHRWdWj4o/5DEn+6KzqACiiigAooooA5P9or4D+Av2jfB1t8OPiXbSXGkRazourzWapE6XT2F1b3kcEySo6yQSPAqSIRlo2YAqSCNbwN4C8DfDDwrZ+BPhr4L0nw9oenoyWGjaHp0VpaWylixEcMSqiAszMQAOST3re1L/j4X/r3i/8ARa1XoA5vxh8GvhB8QvFOh+OfH3wp8N65rfhi4M/hrWNY0K3ubrSZSVJktpZELwMSikshU5Uegqn41/Z5+APxJ0L/AIRf4i/A3wfr+mHWW1c6drXhm1uoP7QbcWvPLljZfPO5sy43nceeTXYUUAchL+z78BZ/imnxzn+CPhB/G0UYjj8Yv4atTqqII/KCi78vzgBH8mN33eOnFR2/7OX7PVnL4sntPgR4Mifx7E8fjl4/C9op8RI4dXW/Ij/0sMJJARLuBDsD1NdnVHxL4m8PeDdAu/FPivWrbTtNsITNeXt5MEjhQdWZjwKUpKKbbskVCE6k1CCu3okt2+yPNr/9kn9iDwJ8G7/4d3/7L/ws0rwBbXz63qPh9vA+nRaSl0sQRr17fyRD5ojQL5pXdtUDOABXzB4X8N6B/wAFDf2oNA+IN94Cs7H4V/DkSaV4PtG05ImvULRGSJcKCkLm3ty8YwoWGJMZ3EWfid8UfHv/AAUc8aP4C8APe6H8INHvh/aurMpjm12VDkKoPboVQ8LkO/zbEH0X8I/Cvh7wPLo3hLwppUVlp1htitbWEYVFAP4kk5JJ5JJJyTXy1XEPPMRGMf8Ad4v/AMGNP/0hf+TPyP1jCZauBstqVav/ACMakGkv+geDWrfatJaW3px7SentN+iRzIiKFVbeEAAYAHlrUFWNS/4+F/694v8A0WtV6+qPyUKKKKACiiigAooooAsar/yFLn/r4f8A9CNV6sar/wAhS5/6+H/9CNV6ACiiigAooooAKKKKALGq/wDIUuf+vh//AEI1Xqxqv/IUuf8Ar4f/ANCNV6ACiiigArmfjD8JfBvxy+HOqfDDx5p/n6dqluUcrjfC45SVCfuujAMD6jnIJFdNRUVKcKtNwmrp6Nd0bYfEV8JiIV6MnGcWmmtGmtU0+6Z8k/shfGTxl+zd8SD+wp+0jf4mtT/xb7xHMSItRtCT5cG49DwQgJ4IaLqqA/X2lf8AIUtv+vhP/QhXk37V37LPgv8Aan+Hp8M64/2HWLEtN4e16FP3thccemC0bYAZc84BGGVSPMv2T/2vfGPgT4j2n7J/7ZYGk+MLG4ih0PxHcvi21yLdiMmU4BdsYV+A5+U7ZAQ3hYatPJ6qwmIf7t6U5v8ACEn3X2X9pabo++zPBUeMsJPOMuiliYq+Iorr3r011jLepFawlr8Luvp6iiivoD87CiiigAp8H+vT/fH86ZT4P9en++P50Adwn3B9KKE+4PpRQAtFFFABRRWR458deF/ht4XuPGPjLUmtdPtWjR5I7aSaR5JJFiijjiiVpJZHkdESNFZnZ1VQSQKANeiuSj+Ofwul+GD/ABiXxJINAjkaGSd9NuFnWdbg2xtjbGPzxceePJ8jy/N8z5Nu7isjVv2rfgVong+x8c6h4svBYahLdpEkXh6/kuoTaMVuzPbJAZ7ZYGUiVpURYjgOVyMgHolFcbd/H/4SWXxAs/hjN4rZtWvvJFuYdOuJLUPLG8kMT3aRm3jlkRGdInkDuuCqkEZ7KgDlPFH/ACGJP90VnVo+KP8AkMSf7orOoAKKie/sY/8AWXsS/wC9IBUEviLw/B/r9cs0/wB+6Qf1pOUVuy1TqS2TLlFY9z8Q/AFmM3njnR4sdfM1OJf5tWVqHx++BOkgnVPjV4StgOpuPElqmPzkrOVehD4pJfNHRTwGOqv3KUn6Rb/Q7XUv+Phf+veL/wBFrVevNPFX7bn7I2iSh7v9ojwpKFgjB+w6slzyEUH/AFO7NefeKf8Agqp+xn4cVhp/jrUdakXrFpWh3GSfQNMsan88Vx1c3yqgv3leC/7eX5XPYwnB/FeOdqGArS81Tnb77W/E+jKK+Q7/AP4KZ/Ejx4Dbfs8/sh+J9VEvEOp68fs8C+hYIGQ/9/VrndY8Nf8ABQP9odTD8XfjLY+AtFnH77RPCKfvip6ozo2cEcczMP8AZPfinxBhZ6YWEqr8k1H/AMClZfdc96j4dZrRfNmlalhY9eealO3lTp88r+TUfU97/aK/bm+An7OMcml6/wCIhq/iH7sHhrRGWa6LnoJMHbCM4++QcdFbpXzpf+Cv2i/25dct/Fv7Scs/hPwNBKJtL8CWErJLcY+605ODnHBZwG67Uj3Zrv8A4M/sl/BX4IOmpeGvDhvdWHLa3qzCe5z3KnAWPv8AcAz3zXpdcFWljcyf+2tKH/PuOz/xS0cvSyXqfQYTE5HwzG2Swc6+zxFRLmXf2UFdU/8AE3Kdno0UvDnhzQfCOh23hrwxpEFhYWcQjtbS2jCpGo7AD8yepJya6Dwd/wAjPZf9dxWZWn4O/wCRnsv+u4r0qSUZRS20PmsXOdSlUlJ3bTbb3bPWdS/4+F/694v/AEWtV6sal/x8L/17xf8Aotar17Z8GFFFFABRRRQAUUUUAWNV/wCQpc/9fD/+hGq9WNV/5Clz/wBfD/8AoRqvQAUUUUAFFFFABRRRQBY1X/kKXP8A18P/AOhGq9WNV/5Clz/18P8A+hGq9ABRRRQAUUUUAFcF8f8A9l/4U/tT+Fo/A/xL0kllk/4lurWuFurCRsAvG5B4PGUOVbAyOAR3tWNK/wCQpbf9fCf+hCsq1CjiaTpVYqUXunsdWBx2My3FwxWFqOFSDvGUXZp/19+x8W6T8Yf2pf8Agn5cR+Ef2hdFvPH/AMN4nEWm+NdLQvd2EecKswY9hgbZCOuEkYDbX078Ivjt8JPjvoA8SfCjx1Y6vAFBmigk2zW5PaWJsPGfZgM9s11N1a219bSWV7bxzQyoUlilQMrqRgqQeCCO1fOfxX/4JofB/wATa+fH/wAE/EGqfDTxMjF4dQ8MSlLcOe/khl2fSJox6g14yw2aZZphn7Wn/LJ2kvKMtmvKX/gR9pPMuFuJ/ezOLwmJe9WnHmpTfepSVnFvrKno3ryH0hRXyXHqH/BU39n7/R73RvDnxa0aHpcQyCC/EY6Z/wBWxb/gMp9zVi2/4KnaB4SnTTvj/wDs2+PPBd0zBW83T/OiB/3pBCxHphTWiz7BU9MSpUn/AH4tL/wJXj+JjLgDO8R72Wzp4uPejUjJ/OnJxqJ+TgfVlPg/16f74/nUUMnnRLLsZdyg7XGCM9j71LB/r0/3x/OvaPhzuE+4PpRQn3B9KKAFooooAK4H9ozwl4p8VeB9PuvBuitqmoaF4p0nWU0hJ44mvo7W8illhR5WWMSGMOU3sqmRUDMoJYd9RQB89/8ACsvi3ffCbVHf4Z3kGszfEq18bwaFLqNkRJFHrSXP9niRZzGLr7PbLISSIBNOgEzBXdcVfhb8dvDevz/GvT/gzdanf+IIfFttL4QXWLBJ9LGpS6a1pJNI84gKbdMBnETyMrXA2CXYSfp6igD5j8Mfs7fFzwTNbfByLwtJqOk3fi/wl4guPGyX9usFomkWGlQTW7xPILhpZH0hdpSNkK3hLOpQg+/fEb4daB8UvDTeE/Et/rdtavMkpl0DxHe6VcblPAE9lLFKF9VDYPcGt6igDg9J8Mab8N9Lg8GeHrm/uLSyQiGbXNTn1O6bcxY77m7eSaTknG9zgYAwABVj+0rj/nnb/wDgLH/8TWzq/hu81G/e6SVFBwADVb/hDb7/AJ+Y/wBaAPka8/4JGfsoX19NqFzceKi88rSOBrEYGWJJxiLpzSxf8Eiv2Q4/v23iWT/f1v8AwQV9cf8ACG33/PzH+tH/AAht9/z8x/rXj/6v5Jf/AHeP3H2f/EROObW/tGr/AOBs+VLb/gk7+xtAR5vhTWJv+uuvTDP/AHyRWpp//BL/APYksSGf4PyXDDobjxDfn9BOB+lfS/8Awht9/wA/Mf60f8Ibff8APzH+tXHI8mjth4f+Ar/I56nHfGtX4syr/KrNfk0eJWX7Bf7Hfhu4Qab+z74fcCGNsXsDXPJRSf8AXM2eTXX+Hvgp8GfCRVvCvwi8LaYV+6bDw9bQkf8AfCCug+HXiHTPjDoFx4r8MGWO2tNa1HRpFu4wrGfTryawnIAJ+Uy2zlT1KkEgE4G9/wAIbff8/Mf61108DgaP8OlFekUv0PKxOfZ7jFbEYqpP/FOT/NnOf2BoH/QBsf8AwDj/AMKP7A0D/oA2P/gHH/hXR/8ACG33/PzH+tH/AAht9/z8x/rW/JDsjz/rGI/nf3s5z+wNA/6ANj/4Bx/4Uf2BoH/QBsf/AADj/wAK6P8A4Q2+/wCfmP8AWj/hDb7/AJ+Y/wBaOSHZB9YxH87+9nOf2BoH/QBsf/AOP/Cn22k6PZzrdWujWSSIco62ceQfyroP+ENvv+fmP9aP+ENvv+fmP9afJBdBOvXas5P72VdQv50nUCOD/URHm2Q9UX2qH+0rj/nnb/8AgLH/APE1R+HXiHTPjDoFx4r8MGWO2tNa1HRpFu4wrGfTryawnIAJ+Uy2zlT1KkEgE4G9/wAIbff8/Mf61RkZ/wDaVx/zzt//AAFj/wDiaP7SuP8Annb/APgLH/8AE1of8Ibff8/Mf60f8Ibff8/Mf60AZ/8AaVx/zzt//AWP/wCJo/tK4/552/8A4Cx//E1of8Ibff8APzH+tH/CG33/AD8x/rQBn/2lcf8APO3/APAWP/4mj+0rj/nnb/8AgLH/APE1of8ACG33/PzH+tNl8I3kMTStcR4VSTjPagCvqV/Omo3CCODAncDNshPU9yOah/tK4/552/8A4Cx//E1T+GWu6d8bPhzoPxk8KGWLS/Fej22sadFeRhZkguYlmQOoJAYK4yASM9zW5/wht9/z8x/rQBn/ANpXH/PO3/8AAWP/AOJo/tK4/wCedv8A+Asf/wATWh/wht9/z8x/rR/wht9/z8x/rQBn/wBpXH/PO3/8BY//AImj+0rj/nnb/wDgLH/8TWh/wht9/wA/Mf60f8Ibff8APzH+tAGf/aVx/wA87f8A8BY//iaP7SuP+edv/wCAsf8A8TWh/wAIbff8/Mf602XwjeQxNK1xHhVJOM9qAK+pX86ajcII4MCdwM2yE9T3I5qH+0rj/nnb/wDgLH/8TVP4Za7p3xs+HOg/GTwoZYtL8V6Pbaxp0V5GFmSC5iWZA6gkBgrjIBIz3Nbn/CG33/PzH+tAGf8A2lcf887f/wABY/8A4mj+0rj/AJ52/wD4Cx//ABNaH/CG33/PzH+tH/CG33/PzH+tAGf/AGlcf887f/wFj/8AiaP7SuP+edv/AOAsf/xNaH/CG33/AD8x/rR/wht9/wA/Mf60AZ/9pXH/ADzt/wDwFj/+JqbTb+d9Rt0McGDOgOLZAeo7gcVa/wCENvv+fmP9aw/ibrunfBP4c698ZPFZll0vwpo9zrGoxWcYaZ4LaJpnCKSAWKocAkDPcUAXP7SuP+edv/4Cx/8AxNH9pXH/ADzt/wDwFj/+Jq9F4RvJollW4jwygjOe9O/4Q2+/5+Y/1oAz/wC0rj/nnb/+Asf/AMTTZbx54mhntrV0YYZHs4yCPcba0v8AhDb7/n5j/Wj/AIQ2+/5+Y/1oDYz/AO0rj/nnb/8AgLH/APE0sd/O8io0cOCwBxbID+YHFX/+ENvv+fmP9aVPB99G4fz4zgg4oA6JPuD6UUICFAPXHNFAC0UUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUVyfjv4deL/F+rRal4f+PXizwtDHbCJtP0Gz0iSGRgzHzWN7YXEm4ghcBwuEGFBySAV7LxT8GPhJ4x0f4H6bdW2l6v4qu9T1PS9Ht7eVvtMrSSXl5MzKpWMvJJLJlyu9i4XO0gdpXzxefs2fH/AEj9pfwn8UofihpXiPS4tfabWL3VPC4j1K2so9JntY4mmivI4nDSSSsBDaoqS3ckmwrla+h6ACiiigAooooAKKK5Px38OvF/i/VotS8P/HrxZ4WhjthE2n6DZ6RJDIwZj5rG9sLiTcQQuA4XCDCg5JAM3w54/wDgp8PfGn/CkNBtrvSL6+1i7miibw/exWV1f3Jl1C4WO8eIW0s775p2jSQv987flIHfV4lJo/xf8Q/tFaFpHjv4c+KNQ8IeChHJoHihr3R/L1bU3tHjl1K8SO4ilQRpLJCkMdsFMkkkhUBYtvttABRRRQAUUUUAFUvEuv6D4U8Oah4o8U6nDZaZptlLdajeXL7Y4II0LySMeyqoJJ9BV2uM/aK8B658T/gX4r8A+GDD/aWqaJPDp6XL7YpJ9uUjdsHajMArHBwGJwelAB8CPFHwl1z4f23h34MW0tno3hlItHi0e50i6sJtNWKCIxQPb3Ucc0WIXhZdyjcjowyGBPZ15t8CtC8b3HjDxt8U/G3ge78Mt4m1GyFhoWoXltPcxw21nHEZZWtZZYgzyGQAK7fIkZJBJRfSaACiiigAooooAKyfG/jHQfAnh2bxF4kjv3tUZI2i0zSLm/ndnYKqpBbRySyEk9FU4GSeATWtXKfG7xH8T/Cvwy1PV/g18Pm8TeJQiR6Vpf2uCFd7uqGZzPLEjJGpMhTerOE2ggsCAB/wWv8A4Y3vwt0W3+DcccXhnTrT+zdJtI7aWD7GlqxtzbNFKqyRPE0TRNG4DoyFWAIIrqK4j9nXwpL4L+Eun6FeeHtc068NxdXOpr4kls3vbq8nuJJ7i6lNnNNADNNJJKFR8KHCgKAFHb0AFFFFABRRRQAVzHxrvvhhp/wj8ST/ABqNv/wiTaLcReIo7uJ5EltHQpJGUjBeQurFAiAsxYKoJIFdPXl37VHwe+I/xi8H2mn/AA98ZaVYSabJcXb6ZrOgvfQalN9ndLdSEu7bYY5G8xGZmUSLG5XMYNAHonhzXNH8TeHrDxJ4eufOsNQsormxm8tk8yGRAyNtYAjKkHBAI7irtcl8BfDni7wf8EvCXhPx7JbNrOmeHbO11H7Hb+VGsscKqVC+bL93G0kOwJBIwCAOtoAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKCQBknAHUmimXNzb2dvJd3c6RRRIXllkYKqKBkkk8AAd6AMa2+J3w2vND0rxPafELQ5dN166jttD1GPVoWg1GeTOyKCQNtmdtrYVCSdpwOK3K+LPgb/ZmmftQab+0Brmh3Nr8JvG+v6jH8Ho57j/RtL1e7WMS6gYSg8ldU2XLWzFiF8xgArX22vrLx1qXxX0+fTl+Gfgvw9q8ctwRqz674nn05raLK4aERWVz57Y3fKxiHA+bk4AOhorwH/goL4vm8IeEfh5LP8R9c8LaVf8AxU02z8RapoOoS2sv9nvb3ZmR5IjuSIhQXfjYF8zKlAw8nHxR1MaJLZWHxs8RyfA4fGiPT3+Iw8T3Lzpoh0Mzug1YuZzZ/wBsbLc3vm7grMnm7RuAB9rUV8b6X8ZvFPww+Hcf7ScvxM8Q6v8ADPwN8V7zT49SvtSnuhq3hK7ggt/tbuxLXotdRkzHcvvYwQOQ7Byxy/EHivW9D1f4Gz/tO/HjxX4S0vx1pXi3xD4ySPxld6ZBavcPYXNnYTXMUqG1htVnWBGV0AZdgb98wcA+3KK+MvhjN8RfjT40+Dvgnxt8WPHMfh3UNE+IU8U1l4ivNLu/EWlWmr6bDo91dS27xTbzayxyiUFZGDkk4lkVs34W/En44a18d9OtvFXxY8OaJ4wT4lXdvrPhvWvi/qIu7jRlvJoltYfDhsPs+02vlvDdJIS5VZWnIZ1oA+u9O+Lnw+1b4jXvwk0/XWk8Radb/aL7TPsUwaCHEZWVmKBRG/mAI+drskqqWaGUJ0lfJ3wS8feFda8Na7rHxC+PWup8Z47XXzrPgu58a3cP9nGM3IRItJEohSCOJY2iuRFlwEfzWL5OR8JfE3i/4RaX8IPGt/8AEbx94pPjT4E6rrPi+xvvENzqMt/eWtjptzHLaQzOyQT/AL6aNREED+YN+9huoA+yKK+Nf2Ifjnqvi/8Aajj8HeHPFy3vhjW/hhc61LZR/Fm/8Xi3voL6yjAknvIEFncCO7ZZbaGSRVIQlU+Ut1n7VXjjQtJ+PGo6F8bvjd4i8CeFbf4bxXngi50PxFcaWNR1s3N2t0A0DKby5ijSxMdm/mK4nc+U+TtAPp6ivjzRfiTfaz4l0OD9vL4w638PJX+Ffhy90aytfFtz4dtr7WZo5jqhMltJF9puo5lhT7IzMqKwIibeTWH8afiV8cR8f/Guj3nxY8N+ENesPFFnH8OovE/xe1DRopdPEFq6mLR4bCW31dJpDOkjs8kgZmjHkmNaAPt+ivjPxnqPjzTLH4r/ABzt/i/4yGqeEfj1pem+H9OXxRdLptvYSTaLHPatZh/JmjkW6nBEitsLZj2NknJ+Kv7Seo2P7Umnf8IBrt9pmo2vxn0rw1rWk6n8VtQlurixnvIbOWT/AIR3yHtIbJ1l3RXRkjYtsYMWYIwB9l+OfHfhP4aeGLjxp451lNO0mzKfbdQmjYxWys4TzJGUHy41LAtI2ERQWZlUEi14b8QaX4s8P2XifRJJXs9QtUuLV57WSB2jdQykxyKroSCOGAI7ivIf25dUfSfh1oV0/wAbNI8GWqeJ431Bdc8ZXPh231qEW9wPsLapa/vrIlzHKHTJYwbCCHIrw3x3+0P4d8UfDP4faHbQ+J/Ds2q6Bq9zpF74j+OWr6JHO8N79mVYL63hnuNbuHKiW3jkjfzIJEcqd+2gD7Eb4g+EE+IafCptXxr8mitqyWH2eTmzWZYTLv27P9Yyrt3buc4xzWzXwv4b+Lvx08aeENA+NngtW1P4iah+x1Jqdk8VsHe41Np7Z/MWIKQzmTLhApBbC4IOK7j9kH4l3MPxB1nX734/eDrrwbp/gmS88S2h+Nl94pubG8iljb7dcNf2Vt/ZaCEziWLciAqhESbHNAH1hRTIJ4LqBLm2mSSORA0ckbAqykZBBHUEd6fQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAHM/Ef4VeHvifd+GrzX7y9hbwr4mh1zTxZyIokuIopolWTcrZj2zOSBtOQPmHIPTUUUAFczr/wq8PeI/ip4b+L19eXqal4X03UrLT4IpEEEkd6bYymRSpYsPsse3DKBlshsjHTUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQB//2Q==",
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",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -617,30 +624,19 @@
}
],
"source": [
- "# Meritev, ki bi jo radi statisticno ocenili \n",
"qx = -2\n",
- "\n",
- "\n",
- "# Izračunamo P(x) za dovolj velik interval\n",
"xr = np.linspace(-5, 5, 100)\n",
- "width = xr[1] - xr[0] # sirina intervala\n",
- "Px = [mvn.pdf(x, mu, sigma2) * (xr[1]-xr[0]) for x in xr]\n",
+ "width = xr[1] - xr[0] \n",
+ "Px = [normal.pdf(x, mu_fit, sigma_fit) * (xr[1]-xr[0]) for x in xr]\n",
"\n",
- "\n",
- "# Vse vrednosti, ki so manjše ali enake od qx\n",
- "ltx = xr[xr <= qx] \n",
- "\n",
- "# Množimo s širino intervala, da dobimo ploščino pod krivuljo\n",
- "P_ltx = [mvn.pdf(x, mu, sigma2) * width for x in ltx] \n",
- " \n",
- "# p-vrednost: ploscina pod krivuljo P(x) za vse vrednosti, manjse od qx\n",
+ "ltx = xr[xr <= qx] \n",
+ "P_ltx = [normal.pdf(x, mu_fit, sigma_fit) * width for x in ltx] \n",
"p_value = np.sum(P_ltx)\n",
"\n",
- "# Graf funkcije\n",
"plt.figure()\n",
"plt.plot(xr, Px, linewidth=2.0, label=\"model\")\n",
"plt.fill_between(ltx, 0, P_ltx, alpha=0.2)\n",
- "plt.text(qx, mvn.pdf(qx, mu, sigma2) * width, \n",
+ "plt.text(qx, normal.pdf(qx, mu_fit, sigma_fit) * width, \n",
" \"p=%f\" % p_value, \n",
" horizontalalignment=\"right\",\n",
" verticalalignment=\"center\",\n",
@@ -650,15 +646,12 @@
"plt.ylabel(\"P(X)\")\n",
"plt.legend()\n",
"\n",
- "\n",
- "# Poglejmo, ali je meritev statistično značilna pri danem pragu alpha (0.05, 0.01, 0.001 ... )\n",
"alpha = 0.05\n",
"if p_value < alpha:\n",
" sig = \"JE\"\n",
"else:\n",
" sig = \"NI\"\n",
"\n",
- "# Rezultat statističnega testa\n",
"print(\"Verjetnost šale z oceno %.3f ali manj: \" % qx + \"%.3f\" % (100 * p_value) + \" %\")\n",
"print(\"Nenavadnost šale %s statistično značilna (prag = %.3f\" % (sig, 100*alpha), \"%)\")"
]
@@ -696,7 +689,7 @@
"source": [
"##### Vprašanje 4-2-2\n",
"\n",
- "Izpiši vse šale osamelce, katerih povprečna ocena $X$ je statistično značilna, pri pragu $\\alpha=0.05$. Poišči tudi osamelce med *dobro ocenjenimi* šalami."
+ "Poišči vse osamelce med slabo ocenjenimi šalami, katerih povprečna ocena $X$ je statistično značilna, pri pragu $\\alpha=0.05$."
]
},
{
@@ -709,7 +702,7 @@
"source": [
"##### Question 4-2-2\n",
"\n",
- "Write out all the outlier jokes whose average estimate of $X$ is statistically significant at the threshold of $\\alpha=0.05$. Find also the outliers among *well-rated* jokes."
+ "Find all the outliers among bad rated jokes whose average estimate of $X$ is statistically significant at the threshold of $\\alpha=0.05$."
]
},
{
@@ -808,8 +801,7 @@
"\n",
"Ponovi analizo za spremenljivko $Y$ - varianca ocen šale. Odgovori na vprašanja:\n",
"* Katera od porazdelitev (normalna, Student, Beta) se najbolje prilega vzorcu?\n",
- "* Katere so statistično značilne šale (z visoko ali nizko varianco)?\n",
- "* Kaj pomeni, če ima šala visoko ali nizko vrednost $Y$?"
+ "* Katere so statistično značilne šale z nizko varianco?"
]
},
{
@@ -824,8 +816,7 @@
"\n",
"Repeat the analysis for the variable $Y$ - variance of joke ratings. Answer the questions:\n",
"* Which of the distributions (Normal, Student, Beta) best fits the pattern?\n",
- "* What are statistically significant jokes (with high or low variance)?\n",
- "* What does it mean if the joke has a high or low value of $Y$?"
+ "* What are statistically significant jokes with low variance?"
]
},
{
@@ -860,7 +851,7 @@
],
"metadata": {
"kernelspec": {
- "display_name": "Python 3",
+ "display_name": "PRvaje",
"language": "python",
"name": "python3"
},
@@ -874,7 +865,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.6.10"
+ "version": "3.11.8"
},
"latex_envs": {
"LaTeX_envs_menu_present": true,
diff --git a/notebooks/src/204-1.ipynb b/notebooks/src/204-1.ipynb
index fe42e30..7e355b2 100644
--- a/notebooks/src/204-1.ipynb
+++ b/notebooks/src/204-1.ipynb
@@ -22,6 +22,21 @@
"## Distributions and outliers"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from scipy import stats\n",
+ "import matplotlib.pyplot as plt\n",
+ "import numpy as np\n",
+ "\n",
+ "normal = stats.norm\n",
+ "student = stats.t\n",
+ "beta = stats.beta"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {
@@ -46,10 +61,30 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 2,
"metadata": {},
- "outputs": [],
- "source": []
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "n\tmu\tsigma\n",
+ "10\t0.448\t0.686\n",
+ "100\t-0.104\t0.904\n",
+ "1000\t0.019\t0.979\n",
+ "10000\t-0.002\t1.003\n"
+ ]
+ }
+ ],
+ "source": [
+ "mu = 0\n",
+ "sigma = 1\n",
+ "print(\"n\\tmu\\tsigma\")\n",
+ "for n in [10, 100, 1000, 10000]:\n",
+ " sample = normal.rvs(loc=mu, scale=sigma, size=n, random_state=42)\n",
+ " mu_fit, sigma_fit = normal.fit(sample)\n",
+ " print(\"%d\\t%.3f\\t%.3f\" % (n, mu_fit, sigma_fit))"
+ ]
},
{
"cell_type": "markdown",
@@ -75,10 +110,28 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 3,
"metadata": {},
- "outputs": [],
- "source": []
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "dist\tmu\tsigma\n",
+ "norm\t-0.171\t0.936\n",
+ "t\t-0.171\t0.936\n"
+ ]
+ }
+ ],
+ "source": [
+ "sample = normal.rvs(loc=0, scale=1, size=20, random_state=42)\n",
+ "mu_fit, sigma_fit = normal.fit(sample)\n",
+ "df, loc, scale = student.fit(sample)\n",
+ "\n",
+ "print(\"dist\\tmu\\tsigma\")\n",
+ "print(\"norm\\t%.3f\\t%.3f\" % (mu_fit, sigma_fit))\n",
+ "print(\"t\\t%.3f\\t%.3f\" % (loc, scale))"
+ ]
},
{
"cell_type": "markdown",
@@ -104,10 +157,32 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 4,
"metadata": {},
- "outputs": [],
- "source": []
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "def plot_dist(a, b):\n",
+ " sample = beta.rvs(a, b, size=1000, random_state=42)\n",
+ " plt.hist(sample, bins=30, density=True, alpha=0.5, label=\"a=%i, b=%i\" % (a, b))\n",
+ "\n",
+ "plot_dist(2, 5)\n",
+ "plot_dist(5, 2)\n",
+ "plot_dist(2, 2)\n",
+ "plot_dist(0.9, 2)\n",
+ "\n",
+ "plt.legend();"
+ ]
},
{
"cell_type": "markdown",
@@ -133,15 +208,54 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 6,
"metadata": {},
- "outputs": [],
- "source": []
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "n\ta\tb\n",
+ "10\t0.712\t0.992\n",
+ "100\t1.797\t5.678\n",
+ "1000\t2.018\t3.733\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "a, b = 2, 4\n",
+ "xr = np.linspace(0, 1, 100) \n",
+ "P = [beta(a,b).pdf(x) for x in xr]\n",
+ "\n",
+ "plt.figure()\n",
+ "plt.hist(beta.rvs(a, b, size=2000, random_state=42), label=\"Vzorec\", density=True)\n",
+ "plt.plot(xr, P, label=\"P(X)\", linewidth=2.0)\n",
+ "\n",
+ "print(\"n\\ta\\tb\")\n",
+ "for n in [10, 100, 1000]:\n",
+ " sample = beta.rvs(a, b, size=n, random_state=42)\n",
+ " a_fit, b_fit, _, _ = beta.fit(sample)\n",
+ " P_fit = [beta.pdf(x, a_fit, b_fit) for x in xr]\n",
+ "\n",
+ " plt.plot(xr, P_fit, label=\"n=%d\" % n, linewidth=2.0)\n",
+ " print(\"%d\\t%.3f\\t%.3f\" % (n, a_fit, b_fit))\n",
+ " plt.legend();"
+ ]
}
],
"metadata": {
"kernelspec": {
- "display_name": "Python [default]",
+ "display_name": "PRvaje",
"language": "python",
"name": "python3"
},
@@ -155,7 +269,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.6.9"
+ "version": "3.11.8"
},
"latex_envs": {
"LaTeX_envs_menu_present": true,
diff --git a/notebooks/src/204-2.ipynb b/notebooks/src/204-2.ipynb
index 2c1d8b0..698f8b2 100644
--- a/notebooks/src/204-2.ipynb
+++ b/notebooks/src/204-2.ipynb
@@ -22,6 +22,17 @@
"## Example: finding unfunny jokes"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import matplotlib.pyplot as plt\n",
+ "import numpy as np\n",
+ "from scipy import stats"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {
@@ -30,7 +41,20 @@
]
},
"source": [
- "##### Odgovor 4-2-1"
+ "##### Odgovor 4-2-1\n",
+ "\n",
+ "**$X$: povprečje ocen posameznih šal**\n",
+ "\n",
+ "Za vsako šalo zberemo ocene več ljudi.\n",
+ "Če imamo 100 šal, dobimo 100 povprečij (eno na šalo).\n",
+ "\n",
+ "**$Y$: varianca ocen posameznih šal**\n",
+ "\n",
+ "Za vsako šalo pogledamo, kako razpršene so ocene. Spet, s 100 šalami dobimo 100 varianc.\n",
+ "\n",
+ "Torej $X$ meri, kako smešna je šala v povprečju. Visoka povprečna ocena pomeni, da večina ljudi na splošno meni, da je šala smešna in da dosledno dosega dobre ocene. Nizka povprečna ocena pomeni, da se večini ljudi šala ni zdela smešna.\n",
+ "\n",
+ "In $Y$ meri, koliko ljudi se ne strinja glede šale. Visoka varianca pomeni, da obstaja veliko nesoglasij med ocenjevalci: nekateri menijo, da je šala smešna, drugi pa, da je grozna. Medtem ko nizka varianca pomeni, da so ocene tesno združene, kar pomeni, da se skoraj vsi strinjajo glede kakovosti šale."
]
},
{
@@ -41,15 +65,66 @@
]
},
"source": [
- "##### Answer 4-2-1"
+ "##### Answer 4-2-1\n",
+ "\n",
+ "**$X$: the average of individual joke ratings**\n",
+ "\n",
+ "For each joke, we collect ratings from several people.\n",
+ "If we have 100 jokes, we get 100 averages (one per joke).\n",
+ "\n",
+ "**$Y$: the variance of individual joke ratings**\n",
+ "\n",
+ "For each joke, we look at how spread out the ratings are.\n",
+ "Again, with 100 jokes we get 100 variances.\n",
+ "\n",
+ "So $X$ measures how funny the joke is on average. A high mean rating means the joke is generally considered funny by most people and it’s consistently scoring well. A low mean rating means that most people didn’t find the joke funny.\n",
+ "\n",
+ "And $Y$ measures how much people disagree about the joke. A high variance means there’s strong disagreement among raters: some people think the joke is hilarious, others think it’s terrible. While a low variance implies that ratings are tightly clustered, which means that almost everyone agrees on the joke’s quality."
]
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 2,
"metadata": {},
- "outputs": [],
- "source": []
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "quadrants = [\n",
+ " {\"x\": 7.5, \"y\": 2.5, \"label\": \"High mean\\nLow variance\\n(Crowd-pleaser)\"},\n",
+ " {\"x\": 7.5, \"y\": 7.5, \"label\": \"High mean\\nHigh variance\\n(Polarizing hit)\"},\n",
+ " {\"x\": 2.5, \"y\": 2.5, \"label\": \"Low mean\\nLow variance\\n(Universally bad)\"},\n",
+ " {\"x\": 2.5, \"y\": 7.5, \"label\": \"Low mean\\nHigh variance\\n(Niche appeal)\"},\n",
+ "]\n",
+ "\n",
+ "fig, ax = plt.subplots(figsize=(7, 6))\n",
+ "\n",
+ "for q in quadrants:\n",
+ " ax.text(q[\"x\"], q[\"y\"], q[\"label\"], ha='center', fontsize=10)\n",
+ "\n",
+ "ax.set_xlim(0, 10)\n",
+ "ax.set_ylim(0, 10)\n",
+ "ax.set_xticks([])\n",
+ "ax.set_yticks([])\n",
+ "ax.set_xlabel(\"Mean rating (X)\", fontsize=12)\n",
+ "ax.set_ylabel(\"Variance of ratings (Y)\", fontsize=12)\n",
+ "\n",
+ "ax.axvline(5, color=\"gray\", linestyle=\"--\", alpha=0.7)\n",
+ "ax.axhline(5, color=\"gray\", linestyle=\"--\", alpha=0.7)\n",
+ "\n",
+ "plt.show()\n"
+ ]
},
{
"cell_type": "markdown",
@@ -75,10 +150,56 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 3,
"metadata": {},
"outputs": [],
- "source": []
+ "source": [
+ "X = np.genfromtxt('../data/jester-data.csv', delimiter=',',)[:, 1:]\n",
+ "X[np.where(X == 99)] = float(\"nan\") \n",
+ "means = []\n",
+ "variances = []\n",
+ "for i in range(X.shape[1]):\n",
+ " s = np.mean(X[:, i][np.isnan(X[:, i]) == False])\n",
+ " v = np.var(X[:, i][np.isnan(X[:, i]) == False])\n",
+ " means.append(s)\n",
+ " variances.append(v)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Outlier joke with mean rating -1.74 has p-value 0.0483\n",
+ "Outlier joke with mean rating -2.18 has p-value 0.0224\n",
+ "Outlier joke with mean rating -2.89 has p-value 0.0064\n",
+ "Outlier joke with mean rating -1.78 has p-value 0.0418\n",
+ "Outlier joke with mean rating -1.87 has p-value 0.0360\n",
+ "Outlier joke with mean rating -1.81 has p-value 0.0418\n",
+ "Outlier joke with mean rating -3.57 has p-value 0.0018\n"
+ ]
+ }
+ ],
+ "source": [
+ "normal = stats.norm\n",
+ "mu_fit, sigma_fit = normal.fit(means)\n",
+ "alpha = 0.05\n",
+ "\n",
+ "xr = np.linspace(-5, 5, 100)\n",
+ "width = xr[1] - xr[0] \n",
+ "Px = [normal.pdf(x, mu_fit, sigma_fit) * (xr[1]-xr[0]) for x in xr]\n",
+ "\n",
+ "for qx in means:\n",
+ " ltx = xr[xr <= qx] \n",
+ " P_ltx = [normal.pdf(x, mu_fit, sigma_fit) * width for x in ltx] \n",
+ " p_value = np.sum(P_ltx)\n",
+ " if p_value < alpha:\n",
+ " print(f\"Outlier joke with mean rating {qx:.2f} has p-value {p_value:.4f}\")"
+ ]
},
{
"cell_type": "markdown",
@@ -104,10 +225,36 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 5,
"metadata": {},
- "outputs": [],
- "source": []
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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F9hbwLzKgaI6gOqBpjihYKHbPJMnFQrKzQrJzBvitYGhBPHsy76VQDbDvmxGiFZOCRQjRZuWfOcELP03iV0s+6BU8VY3Rru25NuoOonvdRsRTP5/fKQe89Zn09PwTxfMQ+zyM7DYU4eP+Kt2zB7GlYDwyPVAI25OCRQjRJq3b8iaz971Djl7BQdP4p080U+IW4exiuGjffEswm/JvhXyIcluDFvITaU46zoRuJ8awm5On7pI5LkLYmBQsQog2xVJh4pVvbuTzspOgV4iwKMwd8iw9e4yvV7wDpZfjdHwQl/i/xz6/NA64V+AXsZjwlDtINvaxcfZCtF0ybimEaDMsFSZmfznaWqwAt7uG8+Wtq+tdrJxj0lxZk/MgnifuIMyokeego6Ljp3Rx2WKLtIUQSMEihGgjVEsFc768mu/NOeg1jfmRt/DkLT/g4upjs2ucNPYm/eR0IsqhQK+juMNX9HBdZ7P4QrRlUrAIIVo91VLBc1+O4TtzFnpNY17kLcQNm9Uo1yqwBHH85BN0KdNRrNeR1+F7ersnNMq1RMs3efJkFEWpfPn5+TF69Gj27NlTpxjjxo1rvCSbCSlYhBCtmmqp4IUVY/nGlIlO05gbcROjL5/dqNcsVn04ePJJupc6UKbTkdH+V6Lc1jTqNUXLNXr0aDIyMsjIyCAhIQEHBweuueYae6fV7EjBIoRo1d5YOYGvjKfQaRr/Dr+BMcOfbZLrlmle7EmZSVSJI0adQkm7HwlwSGmSa4uWxdnZmeDgYIKDg4mOjubJJ58kNTWVnJwcAFJTU7nlllvw9vbG19eX66+/nuTkZACeffZZli5dynfffVc5SpOYmAjAE088QdeuXXFzcyMyMpJZs2ZhNpvt9C4bTp4SEkK0Wn9unM8HxUcAeL7DNVwz4oUmvb5Rc2dv6gzCI14i1VlH5/Zvk588BzOyo3Bj0jQNrazMLtdWXF1RFKXe/YuLi/n000/p3Lkzfn5+mM1m4uLiGDJkCGvXrsXBwYEXX3yx8rbRjBkzOHjwIIWFhXz44YcA+Pr6AuDp6clHH31EaGgoe/fuZerUqXh6evL444/b5L02NSlYhBCtUlraJp4+9BHoFO5wi+D6UfPskkepZqAwbQoe4R9wzFXHJSH/YW3GTLvk0lZoZWUc7m+f7RK67diO4uZWpz4//vgjHh4eAJSUlBASEsKPP/6ITqfj888/R1VV3nvvvcpC6MMPP8Tb25vExESuuuoqXF1dMRqNBAcHV4n7zDPPVP5/eHg4M2bMYNmyZS22YJFbQkKIVsdkLGLGb/+iSKfQR3Vk+nVf2DWfNFN3gjOGo2gau7wLGOLzqV3zEc3LyJEj2bVrF7t27WLLli3ExcUxZswYTp48ye7duzl27Bienp54eHjg4eGBr68v5eXlJCUlXTDu8uXLueyyywgODsbDw4NnnnmGlJSWe1tSRliEEK3OqysnsF9nwaBqzI9bgqOzu71TYmfRWC7PO85O/3SOBO6la/lmjpTF2DutVklxdaXbju12u3Zdubu707lz58qv33vvPQwGA0uWLKG4uJgBAwbw2WefndcvIKDmvas2btzI7bffznPPPUdcXBwGg4Fly5bx2muv1Tm/5kIKFiFEqxK/5jmWlacCMLfnvYSENp+dlNfm3EeMy/Ps9zChtvsat6TulGoX3wpA1I2iKHW+LdOcKIqCTqejrKyM/v37s3z5cgIDA/Hy8qq2vZOTExaLpcqxDRs20LFjR55++unKYydPnmzUvBub3BISQrQa6elbmJO0AoCpnt0ZNvghO2dUlYYD+9MfIdCskuWoY2DQO/ZOSTQDRqORzMxMMjMzOXjwIA8++CDFxcVce+213H777fj7+3P99dezdu1aTpw4QWJiIg899BBpaWmAdX7Knj17OHz4MLm5uZjNZrp06UJKSgrLli0jKSmJhQsX8u2339r5nTaMjLAIIVoFTVX5d8JDlOoU+mtO3H/tJ/ZOqVplFV703RVNhdMuDCU5PJ65GEupAZcKE1nuvqR7BJDmEUBFTg56f/8GPXEiWob4+HhCQkIA65M93bt3Z8WKFYwYMQKANWvW8MQTT3DjjTdSVFREu3btuOKKKypHXKZOnUpiYiIDBw6kuLiYP//8k+uuu47/+7//Y9q0aRiNRsaOHcusWbN49tln7fQuG07RNE2zdxINVVhYiMFgoKCgoMYhMyFE6/br2hd59PhyHDSNr4cvJDJiVINjhj/5kw0yAw9TKYOyDhGTuZ9BWYdwqzDWqp9j+/Z43zQeww034hgUaJNcWqPy8nJOnDhBREQELi7yyHhzVNOfUV0+v2WERQjR4hUVpjPv6DLQK9xj6G2TYsUWOhRmctvh3xh6ai96Ta08ftrZk5Pe/pQFnCDXXcFDM3C4bAQhJXm0K86mfXEOIWVnMKelkbPgDXLefAuPESPwvvkmPC6/HEUnd/NF2yMFixCixVv481Ry9AodLXDPmMX2ToeQ4lxuP/QrI9N2osM6iH3CK4TNwVFsCo7iiE8YmqIjxvAlB0J34KAVYTjhxffGoZUxjs8eSeGvv5K/4ivKtm+nOCGB4oQEXAcMIOSFF3COjLDX2xPCLqRgEUK0aHv3r2B5WQooCrOiH8TZxX5P3XiYSrlr/09clbK1ckRlfUgvPu1+FcmG0PPaby64iRjDXg64m/EJ/YKUE1GoZ38s69zc8B43Du9x4zAeO0b+iq84s2IFZdu3c2LcOPwfnIbflCkoDvJjXLQNMq4ohGixKszlPLflRTRF4VqHAGL632u3XPrmHOXtP15jzMnN6DWVLUHdeXDEI7wYM7naYsVKR/Kpu3BTVY65aFzie/5aGwDOnTsTNPNJOv3wPe5Dh6KZTOS89jrJt0yg/NChxntTQjQj9SpYFi1aRHh4OC4uLsTExLBly5Ya2y5ZsoRhw4bh4+ODj48PsbGx57X/3+21FUVh9OjR9UlNCNGGfPbrQxzWqRhUjRlj3rVLDo6WCu7a9yMvrX8X//IC0jwCeHTYA8wZcg/HvNtftH9WRQRdcrsAkOa3H3ddfs3XateOsCXvEjJ3LjqDgfIDB0i++RYKf/3VVm9HiGarzgXL8uXLmT59OnPmzGHHjh307duXuLg4srOzq22fmJjIrbfeyp9//snGjRsJCwvjqquuIj09vUq7v2+vnZGRwRdf2HcpbSFE81aQn8w72RsAmB42Gl/fzhfpYXvti7L5z5qF3HwsER0aP4VfwrQRj3DAr27zSzbn/YMQk8oZBx0D/JdesK2iKHjfMI5OP/6Ax/DhaGYz6Y/8H2eWf9mQt9IqtIKHXlstW/zZ1Llgef3115k6dSpTpkwhKiqKxYsX4+bmxgcffFBt+88++4z777+f6OhounfvznvvvYeqqiQkJFRp9/fttYODg/Hx8anfOxJCtAnv/f5/FOkUuqo6xo1s+o0Ne+ccY8HqhXQqOEWBkxvPxUzmreibMDo41zmWGRcMOZcAcNDnFAEOF9/vxSEggPb/XYT3zTeDqpI5Zw65b7/dJj+0HR0dASgtLbVzJqIm5/5szv1Z1UedZmuZTCa2b9/OzJl/7TSq0+mIjY1l48aNtYpRWlqK2Wyu3P76nMTERAIDA/Hx8WHUqFG8+OKL+Pn51SU9IUQbkZmxk8+Lj4Ki8HDUXej0TTvxdFj6Lh7b/gWOqoV9fhG8NOgfnHFp2BpQWwvHEe23lSQXiA78BLjvon0UvZ7g559D7+dL3uJ3yHljIRV5pwl6amabevRZr9fj7e1dOdLv5uYmC+41E5qmUVpaSnZ2Nt7e3uj1+nrHqtO/8tzcXCwWC0FBQVWOBwUFcaiWE7+eeOIJQkNDiY2NrTw2evRobrzxRiIiIkhKSuKpp55izJgxbNy4sdo3ZzQaMRr/WnipsLCwLm9DCNHC/TfxMUyKwgDNmWGDHmzSa1+ftJZ7936PDo11ob15ZcBtmPX1/63xLzpMWWOg4yr2eBVyLOlXOne66qK9FEUh8JFHcPD1I+ullzjz6adoZjPBz85pUx/awcHBADVOTxD25e3tXflnVF9N+mvJvHnzWLZsGYmJiVVWups4cWLl//fu3Zs+ffrQqVMnEhMTueKKK86LM3fuXJ577rkmyVkI0bwkJf3Gd8ZMUBT+b+CMJhtJUDSVKftXcfOxRAC+j7iUd/qMQ1Vsd/0DpZczpDiBfR5G/rN+DotqUbCc4zvpH+h9fDj1xBPkL1+OU0Q4fpMn2yy35k5RFEJCQggMDMRsNts7HfE3jo6ODRpZOadOBYu/vz96vZ6srKwqx7Oysi5aOc2fP5958+bx+++/06dPnwu2jYyMxN/fn2PHjlVbsMycOZPp06dXfl1YWEhYWFgd3okQoqVauOFZVEXhCp0XfXtNvHgHW9A0/rn3e64/vg6AD6KuZkWXkdAIIxjpWRNwcF/KGorZsvM9Bve7p9Z9Dddeg+V0Hllz55H98is4deiI56iRNs+xOdPr9Tb5cBTNT51+NXBycmLAgAFVJsyem0A7ZMiQGvu98sorvPDCC8THxzNw4MCLXictLY28vLzKzaD+l7OzM15eXlVeQojWb9fez/hDLUSnaTw09Pkmu+4/Dv5SWaz8p98trOg6qlGKFYAUUxS9CqwPHby26y00Vb1Ij6p8Jk3Ce8IE0DTSZ8yQdVpEq1Hnsczp06ezZMkSli5dysGDB7nvvvsoKSlhypQpAEyaNKnKpNyXX36ZWbNm8cEHHxAeHl65hXZxcTEAxcXFPPbYY2zatInk5GQSEhK4/vrr6dy5M3FxcTZ6m0KIlk5TVf6z/XUAxjmHEBlx/uhrYxh/NJHbjvwOwFt9buDXjoMb/Zr7syfhqmoc0FlYu/WNOvVVFIXgZ57GbcglaKWlpN53P2aZ1yFagToXLBMmTGD+/PnMnj2b6Ohodu3aRXx8fOVE3JSUFDIyMirbv/3225hMJm666SZCQkIqX/Pnzwesw3d79uzhuuuuo2vXrtx9990MGDCAtWvX4uxc98cDhRCt04bt/2WHYsJZ1bhv5KtNcs3RyZu4Z/+PAHwYNYafIi9rkuuetoQy0dO6mNw7Bz6u8yiL4uhI+wULcIqIoCIjg7QHpqEaa7dDtBDNlaK1gof267I9tRCiZZr80UC2K0bucIvgiZu/b/TrFa5aRer0GejQ+LLLSD7sObbRr/l32x6NZPSPN2PUKSzpNY1LBvyzzjFMJ0+SfMsELAUF+N51F0GPP9YImQpRf3X5/G47D+oLIVqsnXs+ZbtixEHTmHz5i41+vdIdOzn1xJNnV68dwodRVzf6Nf+Xf0APxruHA/Du3iX1iuHUsSMhc18C4PSHH1K6daut0hOiyUnBIoRo9t7btQiA651DCQq68FOGDWXOyCDtoYfQzGbWh/RiUd8bGm2C7cVMGfYCDprGVsXIjt0f1yuG56hRGG68ETSNUzOfwlJcYuMshWgaUrAIIZq1w0d+ZI1WjE7TmHLprEa9llpWRtq0B7Hk5uLcrRvzB9yKZsN1VuoqOKQf1ztbd3p+92zRVh9BT83EITQEc1oa2a+8Yqv0hGhSUrAIIZq197dYJ9he5eBLx47DGu06mqaR8fQzlO/fj97Hh/aLFlFej32BbO3uoc+h1zTWU8r+g1/XK4bew4PQl+YCkP/llxSvWWPLFIVoElKwCCGarZSUdfxSkQfAPYMfb9Rr5b27hMJVq8DBgXZvLMCpfbtGvV5thYUN4WrHQADe3fZ6veO4XxKDz6R/AJDx9DNY8vNtkZ4QTUYKFiFEs/XB+udRFYVhijvdul7TaNcpXr2anAULAAh+5mncBzf+Wit1cc+lT6NoGn+ohRw59nO94wROn45TZCQVOTlkvvSSDTMUovFJwSKEaJaysvbwnfEUAFOjpzXadcxZWZx64knQNLwnTsBnYhMt918HkRFXEKu3rn770eb6r0Gjc3EhdN5cUBQKv/+B0p07bZWiEI1OChYhRLP08ZpZVCgK/TUn+vW5o1GuoVksnJrxGJb8fJyjehD01FONch1bmNL/IQB+NmeTk72/3nFc+/TBcOMNAGS9NLfOi9IJYS9SsAghmp3iogy+Kk4C4J6oOxvtOrmLF1O6dSs6Nzfav/46OienRrtWQ/XueTPRmiMVisLy9S80KFbgI4+gc3enfO9eCr5v/EX4hLAFKViEEM3OynXPUapTiLQoDB3YOLeDSrduJXfRfwEIfnYOTuHhjXIdW/pHpxsB+DJ/H8bygnrHcQgIwO9f1pVzc157HbVE1mYRzZ8ULEKIZkW1VPB5xnoAbm83EkVn+x9TFWfOkP7Y46CqGMaNw3DddTa/RmMYdckMQiwaZ3QKq9Y1bMVf3zvvxDEsjIqcHHKX1G8lXSGakhQsQohmZd22N0nVg6eqcc0w2y8Up2kaGc/MoiIzE6fwcIJnPWPzazQWB0cXbgu8BIBPUn9t0PwTnZMTgWf3Fjr9wYeY0tJtkqMQjUUKFiFEs/LpoS8AGO/ZBTc3f5vHL/jmW4oTElAcHWn3+mvo3N1tfo3GdMOw2biqGkd1Kpt3NmxkxDM2FreYGDSTiez5822UoRCNQwoWIUSzkZT0GxspQ6dpTBwy0+bxzZmZZM21rvga8PBDuERF2fwajc1g6MD1bh0A+HT/Rw2KpSgKQU/NBJ2Oovh4SnfIY86i+ZKCRQjRbHy+9TUARuoNtGtn28Xbzt0KUouLcenbB98pU2wavyndcYm1mFutFXPy5NoGxXLp1q3yMefct95qcG5CNBYpWIQQzUJBQQo/lKUBcHuvu2wf/+uvKVm3DsXJidC5c1H0eptfo6l07DiM4YoHAJ9tmtfgeP7/ug8cHCjZsEEWkxPNlhQsQohmYeW6FyjTKXRVdQzsa9vRD3NGBlnzXgYg4OGHcY6MtGl8e7ij52QAVpaepKiwYRNmndq3w3C99Ump3LffbmhqQjQKKViEEHZnqTDxRdYmAG4Pu9KmjzL//VaQa3Q0vpMbbyG6phTTbyqdLQplOoUfN8xtcDz/f/4T9HpK1qylbM8eG2QohG1JwSKEsLvVWxaQrgdvVePqy562aez8r76iZP16FGdnQl56qUXfCvo7RafjppChAHyZsbbBS+w7deiA4dprAcj9r4yyiOZHChYhhN19efRrAG706oaLq4/N4lbk5pL9qvVxXeutoAibxW4Orr10Ji6qxjGdyu79XzQ4nv+//gk6HcWJiZTtq/9+RUI0BilYhBB2lZ6+hQ2adWn4mwZPt2nsrHkvoxYW4hIVhe+dk2wauznwMoQxxiUYgC/3vN/geE7h4XhdMxaQuSyi+ZGCRQhhV19vno+mKFyCK2Fhl9ksbvH69RT++CPodAQ/91yruRX0v27uY90T6BdzNvlnTjQ4nv+//gWKQnFCAuUHDzY4nhC2IgWLEMJuzOZSVuYfAODmSNvt56MajWQ+/zwAPrfdhmvvXjaL3dz06jGeHqoek6LwnQ0m3zpHRuJ19dWAzGURzYsULEIIu1mz9U1y9Aq+qsbIwf9ns7h577yD+WQKDoGBBDzysM3iNkeKTsdN7UYA8FXWxgZPvgXwv+9fABT9/jumlJQGxxPCFqRgEULYzYqj3wAwzqsbjs622dPHePw4uUveAyDo6afRe3jYJG5zNvbSJ3FTNZL1sHX3Bw2O59y5M+7DhoGmceazz2yQoRANJwWLEMIu/j7Zdvwg24yuaJpG5pxnwWzGY/hwPK+60iZxmzt3j2CucW0PwJf7P7ZJTN9J/wAg/+tvsBSX2CSmEA0hBYsQwi7+Ptm2Q4ehNolZ+ONPlG7diuLiQtCsWSiKYpO4LcHN/e4HIKHiNLm5hxocz/2yy3AKD0ctLqZg5coGxxOioaRgEUI0ub9Ptr0p8lqbxFRLSsh+9VXAup6IU/t2NonbUnTvdh19VAcqFIWVNph8q+h0+PzjDgDOfPKJTebGCNEQUrAIIZrc3yfbjrLR2iu57y6hIjsbx7CwFr0Tc0Pc1MF6C+zb3B02KTC8x41D5+mJ6eRJStY2bFdoIRpKChYhRJOz9WRbU0oKpz+wTjYNeuJxdM7ODY7ZEsXFzMBV1UjRw469nzQ4ns7dHe/x4wE4/XHD4wnREFKwCCGaVGbGTptPts16+RU0sxn3Sy/F44orbBKzJXLzCGT02ZVvV+63TYHhc8ftoNNRsn49xqQkm8QUoj6kYBFCNKnvt76OpigM0JxtMtm2eN16ihMSQK8n6KmZbWqibXXGRVm3IPjFmElpcXaD4zm1b4/HqJEAnP700wbHE6K+pGARQjQZTVX5LncXAOPCGj4SopnNZL30EgC+d9yOc+fODY7Z0vXrfQcdLVCmU/hl83ybxPT9h7UIKlj5HZaCApvEFKKupGARQjSZnXs/JUUPrqrGVTGPNjje6c8+w3T8OHpfX/wfeMAGGbZ8ik7HOP/+AKxMTbBJTLfBg3Du1g2trIz8b761SUwh6koKFiFEk/nugHVexVXOwbh5BDYoVsWZM5V73QQ88jB6L68G59daXBvzKDpNY4diIjl5dYPjKYqCz60TAcj/+is0TWtwTCHqSgoWIUSTKC3NJb48A4BxUXc0OF7e4sWohYU4d+1a+SSLsAoK6sOlinVLgu+2v2mTmF5jx6K4uGA6lkT5nj02iSlEXUjBIoRoEgmb/0OpTqG9BQb0mdSgWKaTJzn9+RcABD7+OIpeb4sUW5UbIq8B4PuCQ1gqTA2Op/f0xCvuKgDyv/q6wfGEqCsHeycghGgbvkv5FYDr/fqi6Gr3u1L4kz9Ve/ypLR8zzGxmW2A3xvyYDz9W364lq+m915aT0p2ALirZeh03vfx/7Cy6uk79k+eNPe+YYfx4Cr77nsJVqwia+SQ6N7cG5ShEXcgIixCi0aWnb2Ez5SiaxnWDHmlQrB55yQw7tQcLCu/1usY2CbZCJs2VToV+ALgattgkptugQTh27IBaUkJh/C82iSlEbUnBIoRodN9vfQOAwYoroaED6x9I05i67wcAfu04mJNeIbZIr9U6lW99dPyQRxkGfVaD4ymKgvcNNwKQ/7XcFhJNSwoWIUSjUi0VfHfaOklzXMfRDYo19NQeepw5SbnekU96xNkivVbtWPlAwo1gVhR6GVbZJKbhhnGg01G2fTvG4ydsElOI2pCCRQjRqLbv/Zh0PXioGlcMrv9S/I6WCu7ab/3QXdFlJGdc5DHm2jAURAJQYjhik3iOQUF4DBsGQME3Msoimo4ULEKIRvX9gc8BiHMJxdXNt95xxiRvJKQ0jzwXL77uPNxW6bV6h/KvRqdpJLlohDkdsElMw03Wx8jzV36HZjbbJKYQFyMFixCi0ZSXneE3YyYA10bdXu84ruZybj38OwCfdb8Ko0Pb3I25PnIt7elW6ghAhPdvNonpOWIEej8/LLm5FK9ZY5OYQlyMFCxCiEaTuHUhJTqFdhbo16v+BcsNSWvwNpWQ5hHALx0G2TDDtkEp6A1Ahlc6oDY8nqMjhuuvB2RNFtF0pGARQjSaH5PjAbjauwc6ff2WfTIYixl/zLq8/NIeo1F1skhcXe0uvBo3VSXTUUeU2zqbxPQeb31aqHjNGiry8mwSU4gLkYJFCNEoTp8+xnq1CIBr+v2r3nEmHEnArcLIEe/2rA/tbav02pRyzZMuxZ4A+HnbpmBx7tQJl549wWKh8BdZk0U0PilYhBCNIn7Lf6hQFHqqeiIjRtUrRmDpaa45sQGAD6OuRlPkR1Z9FRZcAkCSRz5OSplNYnpdY124r7AVrjQsmp96/etftGgR4eHhuLi4EBMTw5YtNa+iuGTJEoYNG4aPjw8+Pj7Exsae117TNGbPnk1ISAiurq7ExsZy9OjR+qQmhGgmfsqwFhrXBF9S7xh3HPwVR9XCzoAu7ArsaqvU2qR9xSPxr1Ap0uvo4xlvk5heV48BRaFsxw7Mp07ZJKYQNalzwbJ8+XKmT5/OnDlz2LFjB3379iUuLo7s7Oxq2ycmJnLrrbfy559/snHjRsLCwrjqqqtIT0+vbPPKK6+wcOFCFi9ezObNm3F3dycuLo7y8vL6vzMhhN2cPLmWPboK9JrG6HouxV9+5AhXpG4H4KOoMTbMrm1ScSCsMAgAR8NOm8R0DArCbZB1EnThKtssTCdETepcsLz++utMnTqVKVOmEBUVxeLFi3Fzc+ODDz6otv1nn33G/fffT3R0NN27d+e9995DVVUSEhIA6+jKggULeOaZZ7j++uvp06cPH3/8MadOnWLlypUNenNCCPv4ccd/ARiieODv371eMXLeWIgOjbWhfTji08GW6bVZqeeW6nc32mSpfgCvsdZNEgvktpBoZHUqWEwmE9u3byc2NvavADodsbGxbNy4sVYxSktLMZvN+PpaF5A6ceIEmZmZVWIaDAZiYmJqHVMI0XxoqsqPZ/YBcE3Hq+oVo2zPHooTErCg8HGPhi3nL/5ywhhNuBEqbLhUv+dVV4KjI8ZDhzAeO2aTmEJUp04FS25uLhaLhaCgoCrHg4KCyMzMrFWMJ554gtDQ0MoC5Vy/usQ0Go0UFhZWeQkhmofdB5aRpgdXVWPk4IfqFSPnjYUAJHQYQJpnoC3Ta/MMBREAlNpoqX4HHx88LrsMgIKfZJRFNJ4mnXI/b948li1bxrfffouLi0u948ydOxeDwVD5CgsLs2GWQoiG+HH/pwBc6RyIm5t/nfuXbttGyfr14ODA592utHV6bd6hgqtRNI1jLhqhTrZ5uKHyaaGfVqFpmk1iCvG/6rSSk7+/P3q9nqysqvc+s7KyCA4OvmDf+fPnM2/ePH7//Xf69OlTefxcv6ysLEJC/toqPisri+jo6GpjzZw5k+nTp1d+XVhYKEWLEM2A2VjCL6UpoFMY2/WmOvfXNI2cBW8A4D1+PFlGP1un2OblVoQxsMyBw24WOnn9xqncLtW2C3+y9qMlzhVGlukdISWFuH8ttsmco+R5YxscQ7QudRphcXJyYsCAAZUTZoHKCbRDhgypsd8rr7zCCy+8QHx8PAMHDqxyLiIiguDg4CoxCwsL2bx5c40xnZ2d8fLyqvISQtjfhp3vkK9T8LdoxETfU+f+pRs3UrptG4qTE/731X+xOXFhjoU9AMjzOmmTeEYHZzYF9wRgRJptnkAS4n/V+ZbQ9OnTWbJkCUuXLuXgwYPcd999lJSUMGXKFAAmTZrEzJkzK9u//PLLzJo1iw8++IDw8HAyMzPJzMykuLgYAEVReOSRR3jxxRf5/vvv2bt3L5MmTSI0NJRx48bZ5l0KIZrEqqTvARjtGYnewalOfTVNI/uNs6MrEyfgeJFRW1F/+wrG4KhppDorRLrYpsBIbN8PgOFpu9BpDd+vSIj/VefNPSZMmEBOTg6zZ88mMzOT6Oho4uPjKyfNpqSkoNP9VQe9/fbbmEwmbrqp6vDwnDlzePbZZwF4/PHHKSkp4d577yU/P5+hQ4cSHx/foHkuQoimVVqay5+mXNApXB31jzr3L05MpHz3HhRXV/ynTm2EDMU5RaofQ0pc2OdhpL3hT46X92twzO1B3ShydMXXWETv3CR2B1R/q0mI+qrXbmTTpk1j2rRp1Z5LTEys8nVycvJF4ymKwvPPP8/zzz9fn3SEEM3A6q1vUaZTCLNArx7j69RXU1VyFr4JgO/tt+EQENAYKYq/qSjoAx5bSffMRMmqQKvfx8Ff8XQOrAvtw5iTm7k8fbcULMLmZGMOIYRNrDr5KwBjfKJQdHX70VL0628YDx5E5+6O7913N0Z64n/sKRqNm6qS7aijh9sGm8Rc1876QMWQjH1yW0jYnBQsQogGK8hPZp1qXQ9pbPS9deqrqSq5ixYB4HvnJBx8fGyenzifUXP/awdng20Klj3+nShydMXHWEyP07aZ0CvEOVKwCCEa7LetC6lQFLqpOiIjrqhT36Jff8N49Cg6Dw9877yzkTIU1SkusO4DdMLzNA4YGxyvQufA5uAoAC49tbfB8YT4OylYhBANtip9DQBj/PvXqV+V0ZVJk9AbDDbPTdRsb/EovC0qBXodvT0TLt6hFjaE9AbgslN7QRaREzYkBYsQokGysvawDevO6mMGPFCnvkW//modXfH0xHeyjK40NQtOhBdZ93Vz89pmk5g7ArtSrnckqOwMnQrSbRJTCJCCRQjRQPHb3kJTFPppToSGDrx4h7POG12RBSDtIjd/KADHPIpxUYoaHM/o4MS2IOsO3Zee2tfgeEKcIwWLEKJBfs7eAsDVwZfWqV/RL79gPHrMOrpy56TGSE3UwsGySwkyq5TqdPTx+sUmMStvC2XIPBZhO1KwCCHq7eTJtezXWdBrGlcNfrjW/TRVJafyyaA7ZXTFrnSEFllXFdZ72abA2BLUA7Oip2NRFu2Lsm0SUwgpWIQQ9bZq52IALlHc8fXtXOt+Rb/8gulYknV0ZVLdV8UVtpVeMAKAI27leOpONzheiZMruwKsfx8ulVEWYSNSsAgh6kVTVX4+bf0wGhM2sk79ZHSleUkqj6a9ScOkU+jpFW+TmBtCrbeFZB6LsBUpWIQQ9XIk6WdO6DWcNI1RAx+sdb+iX3+T0ZVmR0dAYXsANK8DNom4MaQnKgrd8lMJKD1jk5iibZOCRQhRL/F7PgRgmN6Ap1e7WvXRVJXct98G5Mmg5ia5cBQAR9zMeOszGxyvwNmT/X7hgHWpfiEaSgoWIUSdaapKfMFhAEZ3jKt1v+I//sB4+LB1zyAZXWlWUow9CTdChaIQZbDx00Ky6q2wASlYhBB1tv/Q16TpwVXVuHzg/bXqo2kaOf/9LwA+d9whq9o2Q96FHQEweR6xSbwNob0A6Jl3AoOx2CYxRdslBYsQos5+3v8pACMc/XBz869Vn+LERIwHDqK4ucmqts1UUuGVABxxrcDfIbXB8bLdfEkyhKJHY0DW4QbHE22bFCxCiDpRLRXEFyUBMDpybK36aJpG7n/Pzl257VbZkbmZOmXqTOdyBU1R6G6j20Kbg6ybIQ7Oss1kXtF2ScEihKiTXfs+J1uv4KlqDB1wX636lKxbR/nevSguLvhOmdLIGYqGcC/sBECJV5JN4m0J7gHAwKzD6FWLTWKKtkkKFiFEnfx8aBkAo5yDcXL2vGh7TdPIfcu67orPxIk4+Pk1an6iYQ4VxKFoGsdcNEKdjjU43hGfMPKd3HGvKCcq74QNMhRtlRQsQohaqzCX82tpCgCjO19fqz6lGzdStns3irMzvnfJ6Epzl1sRRtcyBwA6ef3W4HiaomNrkHWUJSbrYIPjibZLChYhRK1t3fMRp3UK3qpGTL+7a9Un923r8v3eN9+MY2BgY6YnbMSpqCsA+V4nbRLv3G2hwZkyj0XUnxQsQoha++XINwBc6doeR0e3i7Yv3baN0q1bwdERv3tqV+AI+ztQEIde00h2hjCnhhcZOwK7UaHoCCvOIbQ4xwYZirZIChYhRK2YjSX8Vn4KgDHdbq5Vn9zF7wDgfcMNOAYHN1puwrbyLcF0LXUEINzwR4PjlTq6sM8vEoDBmXJbSNSPFCxCiFrZuOtdCnUK/haN/r0vvkpt2d69lKxbB3o9flPvaYIMhS3pi7oDkOfZ8PVYADYHWx9vHiTzWEQ9ScEihKiV+GM/AHCVRzh6B6eLtj83umK45hqcwsIaNTdhe/sK4nDQNFKdFcKd9zQ43rl5LL1zj+NmLm9wPNH2SMEihLgoY3kBf5iyARjdfeJF25cfPkxxQgIoCn7//GdjpycaQZEaQNdSa2HawfBng+Od8gggzd0fR81Cv2zbLP0v2hYpWIQQF7Vux2JKdApBFo2+PS9esOS9Yx1d8RozGufIiMZOTzSWwp4AZHueAtQGh9sSLKveivqTgkUIcVG/HF8FQJxnJ3R6hwu2NR4/QeHP8QAyutLC7S+Mw0nVSHdS6Oyyo8Hxzt0WGpR1CEVreAEk2hYpWIQQF1RWeppEcx4Ao6PuuGj7vHffBU3D44orcOnWrbHTE42oWPWha6kLAKGGNQ2Ot98vghIHF3yMxXTJT2twPNG2XPhXJSFEmxb+5E8M8vqasnYKQWaVaz9xAX6qsX1QSR7v//49euDuip4cebLmtqJlsBT2Bo9tnPLMhCyVhvyeW6FzYEdgV4ad2kNMxgGO+HSwXaKi1ZMRFiHEBTkYrE+IhBYFcbEfGTcfTUSvqWwP7CofRq3E3sKrcFE1shx1dHPd0uB4W84u0z8w+1CDY4m2RQoWIUSN3HX5HHWzPoKaUTD8gm19ywq4KsX6gfZF19hGz000jTLNiy4lrgAEGdY1ON6OQOuy/53z0/EyljQ4nmg7pGARQtSol+cvGHUKoSaNo+X9L9j2xmOrcVQt7PWLYL9/ZBNlKJqCqbAvAGme2ShUNCjWaVcDJ7xC0KHRL0cebxa1JwWLEKJGitd+AIKKQrjQjwsvYwljkzcCsExGV1qdvUVX4aaq5Djo6O62scHxtp8dZRmQdbjBsUTbIQWLEKJahQWpHHE3ApBaMOKCba9PWouLxcwR7/aVQ/6i9TBq7nQu8QAgwGtDg+NtD7Q+PdY/5whoWoPjibZBChYhRLX+3L4Is6LQ3qRxwhhdYzs3cxnXHbfObVje9QpQlCbKUDSlsoJ+AKR45qFr4G2h/X4RlOsd8SsvJLww0xbpiTZAChYhRLV+SUsEIKCw/QXbXXNiAx4V5SR7BrExpGcTZCbsYV9xLB4WlTwHHVFuaxsUy6x3ZK9/JwAGZMttIVE7UrAIIc6Tf+YEG9ViAJILR9XYzrnCxA3HrAuKfdn1CjRFfqS0VibNlU4lXgD4GDY1OF7lbSEpWEQtyU8XIcR5Era9RYWi0NEIKcaaR01Gn9yMt6mEDDc/Vrfr24QZCnsoLhgAQLLnGfSYGhTr3FynXnkncK5oWCzRNkjBIoQ4T/wp65C/T2HNi785Wiq46WgiAF92HYmq0zdFasKO9hWPwmBRydfr6OmR2KBYqR6BZLt646RW0DsvyTYJilZNChYhRBV5uUfYopUCkFR4RY3trkjdhn95AbkuBhLCBjZVesKOKnAmotgAgMFra8OCKcrfbgvJeizi4qRgEUJU8fv2t1AVhZ6qnlOm6jcv1KkWbj76JwBfdx6O+SI7OIvWo6BwMADHPQpwwNigWOduC8nEW1EbUrAIIaqIz7CuszE6oOZRk8vTdxNakkeBkzs/h8c0VWqiGdhfPByfCpVCvY7engkNirUroAsWFDoUZeNfmm+bBEWrJQWLEKJSdtY+tmPdOyiu/33VtlE0lQlHrB9UKzsNw+jg3GT5Cfuz4ETHYl8A3L22NyhWsZMbh32t86RklEVcjBQsQohKv+1YhKYo9FUdCQkdUG2bmMwDhBdlUeLgwg8RlzVxhqI5OFNgHVVLci/CSSlrUKxz81ikYBEXIwWLEKJSfNZmAEYHD66+gaYx8bB1dOWHyEspcXJtqtREM7K/dBh+FSrFeh29PX5vUKxz81iic46iUy22SE+0UlKwCCEAyMzYyS7FjKJpXNV/WrVt+uUcpVt+KuV6R1Z2GtbEGYrmQsOBDkX+ALgYdjQo1hHvMIocXfE0l9E1P80W6YlWSgoWIQQAv+z4LwD9cSEwqFe1bc7NXYnvGEOBs2eT5Saan5yCSwE45l6Cs1JS7ziqTs9u/86AdZRFiJpIwSKEACA+exsAo4OHVHu+R14yfXOTMCt6vu48ogkzE83RwbJLCTSrlOp09Pb8tUGxdgVYC5a+UrCIC6hXwbJo0SLCw8NxcXEhJiaGLVu21Nh2//79jB8/nvDwcBRFYcGCBee1efbZZ1EUpcqre/fu9UlNCFEPqakb2aerQKdpxA58oNo2E49Y5yokdBhArpt3E2Ynmicd7YqCAHAy7GpQpF0BXQCIOn0SJ4u5oYmJVqrOBcvy5cuZPn06c+bMYceOHfTt25e4uDiys7OrbV9aWkpkZCTz5s0jODi4xrg9e/YkIyOj8rVu3bq6piaEqKdfdr0DwCDFFX//839ZiMxPZ3DWISwofNml5s0QRduSUWCdx3TErRx3XX6946R7BJDrYsBJrSAq74SNshOtTZ0Lltdff52pU6cyZcoUoqKiWLx4MW5ubnzwwQfVth80aBCvvvoqEydOxNm55vUaHBwcCA4Ornz5+/vXNTUhRD3F5+4E4Op2w6s9f27uypr20WR4yL9NYXW0fCChJg2jTqGX5y/1D6QolbeFonOO2Sg70drUqWAxmUxs376d2NjYvwLodMTGxrJx48YGJXL06FFCQ0OJjIzk9ttvJyUlpca2RqORwsLCKi8hRP0cP5HAYZ2Kg6ZxxcDznw5qV5TN0FN7AWR0RfwPHUFFoQAohv0NirQ7QCbeigurU8GSm5uLxWIhKCioyvGgoCAyMzPrnURMTAwfffQR8fHxvP3225w4cYJhw4ZRVFRUbfu5c+diMBgqX2FhYfW+thBtXfyu9wC4TOeJwTv8vPO3HP0DHRobg3uSbAhp4uxEc5dSMBKAw25GPHU59Y5zbh5L5/w03E0NW4xOtE7N4imhMWPGcPPNN9OnTx/i4uJYtWoV+fn5fPnll9W2nzlzJgUFBZWv1NTUJs5YiNZBU1V+PmP9zTgu7PydmQNLTzMq1brOxrJuNe/cLNquZGMfwowaFYpCL0P9bwvlunqT5hGAHo0+uUk2zFC0FnXaYtXf3x+9Xk9WVlaV41lZWRecUFtX3t7edO3alWPHqr+X6ezsfMH5MEKI2jl89EeS9RrOqsbIap4OGn80EQdNZUdAF474dLBDhqIl8CvqQKpzKhavQ3Cm/nF2BXSmfXGO3BYS1arTCIuTkxMDBgwgIeGvHTpVVSUhIYEhQ6pfu6E+iouLSUpKIiREhp+FaEw/71sKwOUO3nh4Vv33VpGTw+iT1iULlneV0RVRsxMF1r8fR1zN+Ogz6h1nl7/1tlB0rhQs4nx1viU0ffp0lixZwtKlSzl48CD33XcfJSUlTJkyBYBJkyYxc+bMyvYmk4ldu3axa9cuTCYT6enp7Nq1q8royYwZM1i9ejXJycls2LCBG264Ab1ez6233mqDtyiEqI6mqsQXHAFgdPjo886fXroUJ7WCA74d2ePfqanTEy1Imqk7EeVgURSiGnBbaHdAZ1QUOhRlY86qfqkM0XbV6ZYQwIQJE8jJyWH27NlkZmYSHR1NfHx85UTclJQUdLq/6qBTp07Rr1+/yq/nz5/P/PnzGT58OImJiQCkpaVx6623kpeXR0BAAEOHDmXTpk0EBAQ08O0JIWqy58CXnNKDm6oxbMD9Vc5Z8vM58/kXwNnRFUWxR4qiBTEUhYNLMuVeR+B0/WIUO7mRZAilS0E6pZs3YbjuOpvmKFq2OhcsANOmTWPatOo3RztXhJwTHh6OpmkXjLds2bL6pCGEaID4A58BMNIpAFc33yrnTn/yKWppKUmGULYE9bBHeqKFOZp/FQS8y1EXCwEOJ8mp6FivOLsCutClIJ2SjVKwiKqaxVNCQoimZakw8UuxdUXRMZ2urXquuJjTn34KwDIZXRG1lFkRSecyBU1R6Gao/95C5x5vLtm06aK/7Iq2RQoWIdqgHXs/IUev4KlqXNrvn1XOnfniC9SCApwiItgQ2ttOGYqWyK3IuvhbkdfxesfY7xeOWdFTkZGB+eRJW6UmWgEpWIRog+IPrwDgSpcQHJ3dK4+rZWWc/sj65JDfP+9FVeRHhKi9Q/lj0Gkax1002jkdrlcMo4Mzh3ytt5NKNm2yZXqihavXHBYhRNMIf/Inm8d0wEhw11TQ69iVFFXlGtclreW+vDwy3Xy4ZoNOfqURdZJnCWVQmSOH3CqINPxOek63esXZFdCZ3nnHKdm4CZ+JE22cpWip5MeREG1Mb8/fKdDr8KlQ2Vc8ovK4g1rBTccSAVjRZSQWnd4+CYoWzaHQutt3nlfN+8FdzLl5LKVbtsg8FlFJChYh2hg3r+0AdCz2w4JT5fErUrYTUFZArosXv3UYZK/0RAu3r2AMjppGqpNCpMvOesU44hOG4uKC5cwZTDWseC7aHilYhGhDXJQijnoUA5CbP7TyuE61MOHIHwB83XkEZr2jXfITLV+R6ke3EuvWKe0Nf9YrRoXOAbf+1vW7SrZssVluomWTgkWINqSP16+U6XQEmVUOlv21ncbw9N2ElOZR4OTOz+ExdsxQtAaWwr4AnPLMBNR6xXAbPBiA0i1bbZWWaOGkYBGiDdF57QYgtCiEc//8FU1l4pHfAfi20+UYHWRjUdEwewqvwk1VyXLU0cN1Q71i/FWwyDwWYSUFixBthKcuhyPuRgBS80dWHr/s1F46FGVT5OjKD5GX2Ss90YqUa550LvYAwN97fb1iuPbqJfNYRBVSsAjRRvQyxGNWFDoYNU4Yo60HNY2Jh627r38fOZRSRxf7JShaldLCAQCc9MhDj6nO/RUnJ5nHIqqQgkWINsLsdQgA38K/9niJyTxAp8JTlDo4s7LTMHulJlqhvUWxGCwqZxx09PRIrFcMmcci/k4KFiHaAH+HVI64VgCQVHiV9aCmceth69yVHyIuo9jJzV7piVaoAmciir0B8PKq3whJZcGydavMYxFSsAjRFnQ3xKMpCp3LFE6ZrPu99M85Qrf8VMr1jnzbWUZXhO2dybc+iZbkUYizUlLn/pXzWE6fxpSUZOv0RAsjBYsQbcC5zejObU7399GVVeFDKHD2tFdqohXbXzoM/wqVYr2O3p5138FZ5rGIv5OCRYhWrr3TIY67aOg1jUP5YwDonXecXnknMOkc+LrzcDtnKForDQfCCoMAcDTsqlcMmccizpGCRYhWLtLwGwBdyxzJs4QCVI6u/NJxMKddDXbLTbR+6QXWR+gPu5fjqcurc39Zj0WcIwWLEK2aSpZXGgC6gp4AROWdoF/OUcyKnq+6jLBjbqItSCrvT5hRw6wo9DasqnN/mccizpGCRYhWrJvrFk45KbioGnsKrgb+Gl35vcNAst187ZmeaCP8zj5Kbzz7aH1dyDwWcY4ULEK0YkGG1QB0LXGjVDPQ7fRJBmYfxqLoWN51lJ2zE23F0fzRABxxsxDkcKLO/WUeiwApWIRotRwwcsLLOmegtGAQALcdts5nSQgbQJa7n91yE21LZkUkXcusHzddvePr3F/msQiQgkWIVqu3ZwL5eh3eFpU9RbF0OZPK4KxDWBQdy7pdYe/0RBvjXNgdgNNeyXXuW2Uei+wr1GZJwSJEK+VmsA6fRxT6YcGpcnTlz/b9yHD3t2dqog3amz8GR00jxVmhk8uOOvX9+zyW0m3bGiM90QJIwSJEK+Suy+eweykAWQXD6ZSfziWZB7CgsKyrjK6IplekBtCtxLq5ZjvDn3Xu7zpwIAClW6VgaaukYBGiFert9TNGnUKoSeNw2WBuPTu6sqZ9NOmegXbOTrRV5oJoAFK9slCoqFNft3MFy7ZtMo+ljZKCRYhWSDXsByCosD3hBZlclrEPFYUvusXaOTPRlu0tugoPi0qug45e7mvq1Ne1Tx9wdKQiOxtzamojZSiaMylYhGhl/B1SOexqBuBYwVXcfsg6urK2XR9SPYPsmZpo44yaO52KrSsrGwwb69RX5+KCa+/eAJRu227z3ETzJwWLEK1Md8PPqGd3ZnbO8WRoxl5UFD7vdqW9UxOC/PxLATjmWVDnHZz/fltItD1SsAjRyhQYzu7MXNiV2w9Zd8hd264vKV7B9kxLCMC6g3OgWaVEp6OvV92W6ncbJAVLWyYFixCtSITzLpKdwUHTKD45oHLuyucyd0U0ExoOtCtsZ/3CsLtOfV379QOdDnNKCuasrEbITjRnUrAI0YqE+Vj3Cepe4sJ1B6xrXayR0RXRzBzPjwPgsJsZf4faT6DVe3jg0t26AJ2MsrQ9UrAI0UroMXHSMxsAv+PduPTc6Ep3mbsimpc0U3c6lymoikIP75/q1FduC7VdUrAI0Ur08fyd0w46DBaVAdvLAFjdPlqeDBLNkuvZpfrzvE4Aau37nZ14WyYFS5sjBYsQrYSrYQsAQ457cUnmQXkySDRre/OvwUnVSHVW6FKHpfrdBgwAwHj0GBVnzjRWeqIZkoJFiFbAU5fDYXfrqMqgje6AdXQlTVa1Fc1UkepHtxJXAEK8/6h1PwdfX5w6dwKgbEfd9iQSLZsULEK0Ar29V2HSKVx6UqV3ejoWGV0RLUBZwSAATnjl4oCx1v3cBsi+Qm2RFCxCtAJlhkMAXLvGurncn2H9ZXRFNHt7iq7Ep0IlX6+jj+evte4nC8i1TVKwCNHCdXA6wDEXje6pKp3SSrEoOhldES2CBSfCiwIAcPauffHhNtA6j6X8wAEsxXVbLVe0XFKwCNHChftYfzOdnGj9+tcOg8jw8LdfQkLUQXr+KAAOu5fjpcupVR/HkBAc27cHVaVs587GTE80I1KwCNGCKVSQ5nWKnidVItNUzIqeZd2usHdaQtRaUvkAOhrBrCj09vm+1v3OPS1Uul1uC7UVUrAI0YL19viTHL3Cbaut61jEh8eQ7eZr56yEqBvvgs4AFBqO1rpP5QJyMvG2zZCCRYgWzNN7I31PaHRJB5POgeVdZXRFtDx786/FUdNIdoYuLrUrQM5NvC3fswfVWPsnjETLJQWLEC2Upy6HQ27FTFhjHV35MeJS8lwNds5KiLorsATRvdi6Jkvw2f2wLsaxY0f0fn5oZjPl+/Y1ZnqimZCCRYgWqo/3D/Q+Dp0zoFzvyJddR9o7JSHqrTT/EgCSPE/jrFz8yR9FUf42j0UWkGsLpGARooUqMhxm4tm5K99HDqXA2dPOGQlRf3uKYwmoUCnS6+jrtapWfdwG9Adk4m1bIQWLEC1QF5cthCZpdMyBEkdnVnSR0RXRsqk40L6gHQCa965a9XE9u+Jt2Y6daGrtN1AULZMULEK0QKFeCZVzV77qPJJiJzc7ZyREwx3LvxqAw64VpKdvuWh7l+7dUNzcUIuKMB6t/RNGomWSgkWIFsZZKSEk+TTB+VDk4sTKTsPsnZIQNnHK1IVupXo0ReG7Lf+5aHvFwQG36L4AlG7f3tjpCTurV8GyaNEiwsPDcXFxISYmhi1baq6E9+/fz/jx4wkPD0dRFBYsWNDgmEK0ZQPdv+PaDRoAn3aJo9zB2c4ZCWE7+vw+AKw8sxfVUnHR9q5nJ96WbZOCpbWrc8GyfPlypk+fzpw5c9ixYwd9+/YlLi6O7OzsatuXlpYSGRnJvHnzCA4OtklMIdqyAcm78S2GfA89P4dfZu90hLCpXYXX4GFRydArbNr57kXb//Wk0HY0TWvs9IQd1blgef3115k6dSpTpkwhKiqKxYsX4+bmxgcffFBt+0GDBvHqq68yceJEnJ2r/02wrjGFaKu6sIeh2ywAfNV9OGa9g50zEsK2jJo7nYusqzV/e2jZRdu79ukDDg5UZGVRcepUY6cn7KhOBYvJZGL79u3Exsb+FUCnIzY2lo0bN9YrgfrENBqNFBYWVnkJ0RbckvINnuWQ7aPwbbvR9k5HiEaReca6IeLvFafJyz1ywbY6NzdcoqIAmcfS2tWpYMnNzcVisRAUFFTleFBQEJmZmfVKoD4x586di8FgqHyFhYXV69pCtCS+xtMM3FsMwB99uqIqMmdetE5HywfTU9VToSh8t3HeRdvLAnJtQ4v8iTdz5kwKCgoqX6mpqfZOSYhG9+DxD3ExQ3IwfO59h73TEaJR3dzeui/WVzlbLzr5VhaQaxvqVLD4+/uj1+vJysqqcjwrK6vGCbWNEdPZ2RkvL68qLyFas5DiXAYdzQBg/UBfzIqrnTMSonGNGfIEHqpGqh4273rvgm1d+1sLFtOxJCrOnGmK9IQd1KlgcXJyYsCAASQkJFQeU1WVhIQEhgwZUq8EGiOmEK3NfYe/RK/CjkiFP9zG2zsdIRqdm0cgY906ALDiwGcXbOvg64tTZCQAZTt3Nnpuwj7qfEto+vTpLFmyhKVLl3Lw4EHuu+8+SkpKmDJlCgCTJk1i5syZle1NJhO7du1i165dmEwm0tPT2bVrF8eOHat1TCHasq5nUhiUehwV2HSJI6dM3eydkhBN4ub+DwDwp+UMuTkHL9j27483i9apzs9ETpgwgZycHGbPnk1mZibR0dHEx8dXTppNSUlBp/urDjp16hT9+vWr/Hr+/PnMnz+f4cOHk5iYWKuYQrRZmsbd+38AYG0vhVMOl9g5ISGaTrcuY+m7bha7dWa+3TiXqdd9XGNb1wH9yV+xQhaQa8UUrRWstFNYWIjBYKCgoEDms4hW5aYp83lh4/uY9fDc3Qq7sv+NBSd7pyVEo0ueNxaA7/54kmdSf6KdBX6atB29Q/V//01paSTFXgmOjnTbshmdq8zzagnq8vndIp8SEqIt0CwW7tq/CoD4AQruWpgUK6LNiRvyBJ6qRroeNuxYXGM7x3btcAgMBLOZsj17mzBD0VSkYBGimSr44QciCjMocYbvhygcPHO9vVMSosm5uPpwvXsEACsOLa+xnaIouMrjza2aFCxCNENqWRk5C94AYOUQHWGqKzkVHe2clRD2cfOgRwBYoxaQmbmrxnZuAwYCULZDnhRqjaRgEaIZOr10KRWZmeR6wapBCqVnLrV3SkLYTWTEFQzQnLEoCl9dYOXbcwvIle3ciWaxNFV6oolIwSJEM1ORk0Puu0sA+GyEDn8N9hRfYeeshLCviZHXAbAifx8mY1G1bZy7dkXn7o5aUoLxyIX3IBItjxQsQjQzOQvfRCstJS1EYUOUQlB+OFrdVyAQolW5YsgMAi0ap3UKv2yofpRF0etxPbuMRukO2VeotZGCRYhmpPzIEfK//hqAd67Q4aTB7tM32TkrIezP0dGNCf7WYuTz5FU1tqu8LSQbIbY6UrAI0Yxkv/IqqCrHuztxOEyhR5EXhWqAvdMSolkYf+ksHDWNfboK9uyv/okh1/5/rXjbCpYZE38jBYsQzUTx2rWUrFsHDnreGG7dnTYtb6ydsxKi+fDz78oYp0AAPt9V/Zosrn16g4MDFVlZVJw61ZTpiUYmBYsQzYBWUUH2K68AcCLGQIavjhhcOGGMtm9iQjQzt/Wz7i/0izmn2v2FdK6uuPSMAmQeS2sjBYsQzUD+ihUYjx5D5+XJggH5ANzW5Wb7JiVEM9Szx3j6qI5UKAor1r9YbRu3/rIRYmskjx4IYWeW/Hxy3lgIQNpV7clwP0o7Cwwf/Ah8/5t9kxPCTsKf/KnGczGGXhC6k2V5u3j9ya8x41Ll/JBTGrOBnatWM6S85jg1ObePkWheZIRFCDvLeWsRlvx8nDp35r/hRwG4NWhIjZu8CdHW7Si4Ht8KldMOOvobvj/v/AG/cAAiCjPxMJU2cXaisUjBIoQdGY8e5cwXXwBw5pa+HHEEV1XjhqGz7JyZEM2XGRc65rcHwOh7/jL8Bc4epHpYn67rcTq5KVMTjUgKFiHsRNM0subOA4sFj9grWMofAFzn1gEvQ5idsxOieTtw+kYcNY0kF40ebmvPO7/fz7phYs+85CbOTDQWKViEsJPiP/6gZMMGFEdH1EmxrFYLAbht8KN2zkyI5i/X0p6oQi8AvP1+P+/8ft+zBcvpE02al2g8UrAIYQeqyUTWvJcB8J0yhU9OvIumKFyGG5ERsm+QELWRlncNAPvdywlzOlDl3LkRlm5nUnC0mJs8N2F7UrAIYQenP1qKOTUVh4AAdLfEsrI0BYC7+ky1c2ZCtBzJxr5ElTiiKQrhft9VOZfh7sdpZ08cVQtd8tPslKGwJSlYhGhi5owMct9+G4DAGY/y5daXMOoUolQ9g/reZefshGhZSvNGAnDQKx8ffcZfJxSl8mmhnnlyW6g1kIJFiCaWNe9ltLIyXAcMwDF2KF/k7wVgSqcbUXTyT1KIuthbMoKIcjDqFHr7flXlXOU8FilYWgX56ShEEypet56iX34BvZ7g2bP4bu0c8nUK7SwQO+Rxe6cnRAukw+W0dWXbEz6pOCsllWfOzWOJOp2Moql2yU7YjhQsQjQR1WQi64UXAPC943YcIjuy9NRqAO4MHY6Do8uFugsharC94HoCzSr5eh0DfP4aZUkyhFKmd8LTXEaHoiw7ZihsQQoWIZrI6Q8+wHTyJPoAf/wffJDfN75Cuh68VY1xlz9v7/SEaLEsOBFypgsAeT4HULDudq7q9Bzy7QjIbaHWQAoWIZqAKS2d3MXvABD0+BPo3Nz4MOkbAG717o2rm6890xOixdt55mY8LCqnnBQGeP1YeXzf2dtCvaRgafGkYBGiCWS99BJaeTlugwfjdc1Ytu7+gAM6Cy6qxsThL9g7PSFavBLVmy4FwQCY/TYB1jkrB/xk4m1rIQWLEI2s6I8/KP7jD3BwIHj2LBRF4f097wJwvVsHfH072zlDIVqHfbkTcVY1jrtAtMevABz06YBF0RFYlk9A6Rk7ZygaQgoWIRqRpbiEzOetIyh+k+/EuXNn9uxfzgbK0Gsad14qmxwKYSunLaFEFfgDoPivBlSMDs4cM7QD5LZQSycFixCNKGfhG1RkZuLYvj3+DzwAwDvbFwBwjVMwYWFD7JidEK3PwdwJOGoax1w1ersnAn/NY5HbQi2bFCxCNJKyvXs58+lnAATPmYPO1ZX9h75hjVaMTtOYetkcO2coROuTU9GBngXeADj7JwB/n8dy3F5pCRuQgkWIRqBVVJAxew6oKl7XXIPHsKEAvLPlNQCudgygY8dh9kxRiFbrWM4tOGgah90s9HBdV7mAXHhRFh6mUjtnJ+pLChYhGsHppR9jPHgQncFA0MwnATh0+Hv+1ApRNI2pMndFiEaTUdGJnoVeAHgF/EKBswepHgGA3BZqyaRgEcLGTGlp5Lz1FgBBjz+Gg58fAO9ueQWA0Q5+REaMslt+QrQFybnj0WkaB9zNdHHZwj6/SEAKlpZMChYhbEjTNDKffQ6trAy3QYMw3HgjAEePxfObWgDAvUOetmeKQrQJaabu9Cp2B8A/4Ke/dm4+LQVLSyUFixA2VPDNt5SsW4fi5ETwc8+hKAoA7256CYArdd507nSVPVMUos1IzxmHomns8zBSHFoEQJczaThZzHbOTNSHFCxC2Ig5K4usefMA8H9wGs6R1ol+SUm/8UvFaQD+GfOE3fIToq1JNvahd7EbAFpEArkuXjhqFrqdSbFzZqI+pGARwgY0TSNzzrOoRUW49O6N35Qplefe2vAcmqJwhc6Lbl2vsWOWQrQ9J7MnoNc0DnhYSAv0AGQeS0slBYsQNlD4ww8UJyaiODoS+tK/URwcANi7fwW/qwXoNI1pl8q6K0I0tTRTd3oXGgBIjcwCpGBpqaRgEaKBzNnZZP7bOkfF/4H7ce5i3eZeU1UWbH0ZgGudgmXuihB2cjj7NpxUjTXWB4WIOp2MTlPtm5SoMylYhGgATdPIfP551IICXKKi8Lv77spzG3csZotixFHTuH/EPDtmKUTbll0RTs8Cf1ICoMwJ3CqMRBScsndaoo6kYBGiAQp//Ini3xPA0ZGQuS+hODoCoFoqeGOvdUfmCe6RhIYOtGeaQrR5e3PuwBWNQ+2tT+7JRogtjxQsQtSTOSODzOefB8D/X//EpVu3ynO/bZjLAZ0Fd1Vj6hWv2ytFIcRZZywhdDvTjkNh1oKld94xO2ck6koKFiHqQVNVTs18yvpUUJ8++P/zn5XnzOZS3jz6JQB3+vTF17ezvdIUQvzNztx/cLKdBkD06cOgaXbOSNSFFCxC1MOZTz6hdNMmFFdXQl+eV/lUEMB3ic9wUg++qsak2NfsmKUQ4u+KVF8U50hMDuBeXkGX4iR7pyTqQAoWIerIePQo2a9Zb/MEPfE4zhERledKijP5b+qvANwbPAx3j2C75CiEqN6G/Mkkh1j//2rjcvsmI+rE4eJNhGjbwp/8qfL/HdQKFqxeSCeTia1B3Zm90wN2/XX+8qDXyfFVCDFrPLfmCp5e/VN1IYUQdmLSXEnzCaNraipeefkEBx8nsyLS3mmJWpARFiHq4I6Dv9Kp4BQFTm78p98tcHavIIBQp8Ps87EuTOWZNRST5mqvNIUQF/CL5xgAuqdqdAr62M7ZiNqSgkWIWuqbc5Sbj/4JwMLomznj4lXlfMegzzErCt1LHdheNNYeKQohauGQbwQVOgXfYsiylNHDdb29UxK1IAWLELVgMBbx+LbP0aER33EwG0J7Vznf2+N39nkY0WsaOZk3I/+0hGi+THpHDnt3BCAqRcM5+EdAVr5t7ur1U3XRokWEh4fj4uJCTEwMW7ZsuWD7FStW0L17d1xcXOjduzerVq2qcn7y5MkoilLlNXr06PqkJoTNKZrKo9uX4WssIsUzkMW9x1U5r8eEGvgbAL0LfEg29rVDlkKIutjr3wmAXikqSS4aMYav7JyRuJg6FyzLly9n+vTpzJkzhx07dtC3b1/i4uLIzs6utv2GDRu49dZbufvuu9m5cyfjxo1j3Lhx7Nu3r0q70aNHk5GRUfn64osv6veOhLCxG4+tYVD2YYw6B14a9A+MDk5Vzl/i+zkpzgpeFpXdWXfXEEUI0Zzs9bNOtO2dbH32JCdwG65KoT1TEhdR54Ll9ddfZ+rUqUyZMoWoqCgWL16Mm5sbH3zwQbXt33jjDUaPHs1jjz1Gjx49eOGFF+jfvz9vvfVWlXbOzs4EBwdXvnx8fOr3joSwobI9e5h8wDoi+E6fcZz0Cqly3lOXw0n/AwCE53WjUA1o8hyFEHV30LcjFkWHd3EF3fIs5DjoGBS4xN5piQuoU8FiMpnYvn07sbGxfwXQ6YiNjWXjxo3V9tm4cWOV9gBxcXHntU9MTCQwMJBu3bpx3333kZeXV2MeRqORwsLCKi8hbM1SVET69Edx0FTWhPbh544x57WJDl5CgV5HmEljU94/7JClEKI+yhxdOGZoB0Dv/dZtNfb6ZBPhvMuOWYkLqVPBkpubi8ViISgoqMrxoKAgMjMzq+2TmZl50fajR4/m448/JiEhgZdffpnVq1czZswYLBZLtTHnzp2LwWCofIWFhdXlbQhxUZqmkfHUU5jT0sh082Fh9M1VHmEGiHJbwy6DtVjWZYzGglN1oYQQzdRef+ttIc80A72KnahQFLxDlqNaKuycmahOs3iUYeLEiVx33XX07t2bcePG8eOPP7J161YSExOrbT9z5kwKCgoqX6mpqU2bsGj1Tr//PkW//Y7i6MjcQf+gxKnqmiqOlKOFWBeF61vgyb7SkfZIUwjRAOcm3vbOO87xjCm4qSrHXDW+/eMJO2cmqlOngsXf3x+9Xk9WVlaV41lZWQQHV78EeXBwcJ3aA0RGRuLv78+xY9Xvpuns7IyXl1eVlxC2UrJpE9mv/weAoKef5ohPh/PaXBLwHmlOCt4WlT2Z9zZ1ikIIG9jvG4GKQvviHEzFfnTJtW5U+nraL+TlHrFzduJ/1algcXJyYsCAASQkJFQeU1WVhIQEhgwZUm2fIUOGVGkP8Ntvv9XYHiAtLY28vDxCQkJqbCNEYzBnZJA+/VFQVQw33ID3hFvOa9PB6QAHfK2jeqFZA2SirRAtVImTKycM1s+ZXnnH2Zg3mXAjFOoUXvvlX3bOTvyvOt8Smj59OkuWLGHp0qUcPHiQ++67j5KSEqZMmQLApEmTmDlzZmX7hx9+mPj4eF577TUOHTrEs88+y7Zt25g2bRoAxcXFPPbYY2zatInk5GQSEhK4/vrr6dy5M3FxcTZ6m0JcnGoykfbII1hOn8a5Rw+C58xG+Z95K6ASGPIZJp1CjxIHNhfcbJdchRC2Ufl4c+5xLDhhyrgORdP4oSKHzTvetXN24u/qXLBMmDCB+fPnM3v2bKKjo9m1axfx8fGVE2tTUlLIyMiobH/ppZfy+eef8+6779K3b1+++uorVq5cSa9evQDQ6/Xs2bOH6667jq5du3L33XczYMAA1q5di7Ozs43ephAXlzV3LuW796Dz8qL9wjfQubic12aIzxccdrPgrGqkZd5JM5kGJoSop8oF5PKOA3C47FJucbXeBp6z601Ki6tfY0w0PUXTNM3eSTRUYWEhBoOBgoICmc8i6uXMsuVkPvssAGHvLMZj+PDKc+d2aw5wSMEx8i2K9DqiczqyNvc+e6QqhLAhg7GYZT8/C8CEMc9R6OzOvqf7c+OKK8nQK9zi3I5ZE+Ptm2QrVpfPb/n1ULR5JZs2k/niiwAEPPxQlWLlLyoRoe9SpNcRUQ4bc+9q2iSFEI2iwNmDE17Wh0D65Fof9PDwDOHFfo8A8KUxnfVb36qpu2hCUrCINs108iTpDz8MFRV4jR2L37+qn2h3me9SDrpX4KxqFJy6nQrkdqUQrcVu/y4AROccrTw2uN893O4aDsDsvYspKEixR2rib6RgEW2WpaiI1PsfwFJQgEvv3oT8+8VqJtlCB+f9HA44BED33C6cNPY+r40QouXaFWB9nLlvTtWlNB6+ZikdLZCtV3j5x8l2yEz8nRQsok3SLBbSH30UU1ISDkFBtF/0VrWTbM3mUnxCP8GoU+hWqmd93uSmT1YI0aj2+kdiQaF9SS7+pfmVx13dfPn34KfRnX1qKGH9PPslKaRgEW2PpmlkzZ1HyZq1KC4utF+0CMfAwGrbvvfTPRx3AQ+LSkr6VDQcmjhbIURjK3V05aiPdYuXv98WAujbayJ3eXYH4Pkjn5Kbc7DJ8xNWUrCINuf0Bx9w5tNPAQidNxfXXj2rbbd3/wreyd8DQIesAWRXhDdVikKIJrYr4Px5LOfcd82HdFV1nNYpPLlqEpYKU1OnJ5CCRbQxBT/8SPar8wEIfOIJvEaPrr5dfjIzNj+PRVHoXeQiC8QJ0crtPjePJfcY/7vah5OzJ6+O+A+uqsZmynnnhzvtkWKbJwWLaDNKNm7k1FNPAeB75534TZlcbTvVUsFT39/KKT2EWWDvqQeRfypCtG4HfMMx6RzwLy/EdOLEeecjI0YxO+IGABYX7GXT9neaOsU2T34Kizah/NAh0qY9CGYznmNGE/jE4zW2ff+nu1ijFeOkabx+2b8pUv2aMFMhhD2Y9I4c8A0HrL/cVOeaES8w3ikETVF4Ys+b5GTvb8IMhRQsotUzpaaSOvVe1JIS3AYNIvTll1F01f/V37zjXd46vQOAp9uPpnu365oyVSGEHZ2bx1K6aXONbZ4ct5wuZ+ezPLHqTpnP0oSkYBGtmjkjg5TJU6jIycG5Sxfr48tOTtW2zc7ax+O7F6IqCuMcg7gxdn4TZyuEsKdz81hKtmxBs1iqbePi6sNrI9/ATdXYqhhZ9P3tTZlimyYFi2i1KnJzSZlyF+b0dBw7diDs/ffQ17BXhdlYwmM/38lpnUJXVcdT475s4myFEPZ2xLs9JQ4uqAUFlB88VGO7iPARzIkcD8CSokOsWj2nqVJs06RgEa1SxZkzpNx1N6bkZBxCQ+j44Yc1rrWiqSrPfn0dOxQTHqrG66PewtXNt4kzFkLYm6rTs9c/EoDSTdXPYznn6uHPMcXdOiIz68TX7Nm/vNHza+ukYBGtjqWoiNSp92I8cgSHgABrsRIaWmP7936czPfmbPSaxvxe/6Jjx2FNmK0Qojk5N4+l5ALzWM55eNxyRiiemBSFhze/QGbGzsZOr02TgkW0KpbCQlLvmUr5vn3ofXzo8OEHOHXsWGP7+DXPs/CM9YfMzJBRXDZoWlOlKoRohnb7W0dNSrdvRzNdeEKt3sGJeTd+Q1dVR65e4cH4yZQWZzdFmm2SFCyi1bDk55My5S7Kdu9GZzDQ4f33cO7cucb2u/ct4+nj1rkqd7hFMCFuYVOlKoRoppK9gtH7+aGVlVG2e/dF27t7BPNm3Pv4qhqHdCozv70B1VLRBJm2PVKwiFah4vRpTt45mfL9+9H7+NBx6Ue4REXV2D4tbRMPbX0Rk6IwQvFkxg1fNWG2QohmS1Fwj4kBoGTjplp1CQ0dyBuDnsJR0/hDLWTuV9ehqWpjZtkmScEiWjxzdjYn/zEJ4+HD6AP86fjJx7h0715j+5zs/dz761RO6xR6qHpevnEleofqH3UWQrQ97pcOAaB4/bpa94nudRv/jrgJRdNYVp7KmysnNlZ6bZYULKJFM6Wlk/KPSZiSknAICqLjxx9f8DbQ6dPHmPrjraTqoZ0F3rz6Y9w8qn96SAjRNrkPuxyA8j17qTh9utb9xgx/lmdCrgBgSdFBPvrxnkbJr61ysHcCovkLf/Inu14/ed7Yao+XHzxIyr33YsnJxTE0lA5LP8IpLKzGOIUFqfzru5tI0msEWjTeu+o9goL6NFbaQogWyjEoEOeoHhgPHKR4zRq8x42rdd9b4t6g8IfJvHF6O6/lbcbzt0cZf+VrjZdsGyIjLKJFKtm4kZN3/ANLTi7OXbrQ8fPPLlislBZnc/8313NQZ8FX1Xhv1Fu0b39JE2YshGhJPIYPB6A4cXWd+95z7UdM8bA+Hv1c+i/Er3nOprm1VVKwiBan4IcfSbn3n9a9gQYPpuNnn+IYHFxj+9LSXB786mp268x4qRrvDn2ZiPARTZewEKLF8TxbsJSsW4dmNte5///d8BU3OYeiKQpPHl/BD38+Y+sU2xwpWESLoWkaee+9x6nHHqvcdTnsvSU1LrcPUFCQwr3Lr2KLYsRd1XgnZg7dulR/i0kIIc5x6d0bvY8PanExpTvqviCcotPxzE0/cL1jEBZF4emTK/ny10dsn2gbIgWLaBFUo5FTTzxB9nzrvWDfOyfR7rXXatzIEKxPA0355trKkZV3Bj1Dr6ibmyplIUQLpuj1eFxuXfW6eHXdbwuBdWG55yfEc6tLBzRF4YWMBJb+NNWWabYpUrCIZs+cZX1sufD7H0CvJ+iZZwh88kkUXc1/fdPSNnHnjxM5qlMJsGh8NGw+fXvJY4ZCiNqrnMdSz4IFQKd3YObNP3C3RzcA5udu4u2Vt8k6LfUgBYto1rqdPknyTTdRvmcP+rOr1/recTuKotTY5+ixeCb9eg+pemhvgaVXLqFL59FNmLUQojVwHzoU9HpMSUmY0tLqHUfR6Xhk/Fc85NMPgP8W7OWFL6/GbC61VaptghQsonnSNMac2Mgr696mIicH5y6dCV/xJe6XXPjJntWbXucfa2eQo1forOr4+JplhIUNaaKkhRCtid7LC7d+1iKjPk8L/a+p133Mk4HDUDSNFcZ07vt8OAUFKQ2O21ZIwSKaHTdzOU9u+4yHdn+Nk1qBx6hRdPxiGU4dOtTYR1NV3v9hCg8e+oASncJAzZmPbviOgMCeTZi5EKK18Rg5AmjYbaG/u33Mf1nYfQquqsZmyrnj67GcPLnWJrFbOylYRLPSKT+dhYkLGJ6+C4ui472eY2n/1pvoPdxr7FNedoYnvxjFgtPb0BSFW5zb8e7tazB4hzdd4kKIVuncPJbSzZtRS21zC2fEJY/yyWXzCLZoJOvhtj/uY8vO92wSuzWTgkU0C4qmcl3SOv6zZiHtSnLJcvVmxrD7+brLyItOrp28bCSrKvJw0DSeCR7JrInxODq6NWH2QojWyqlTJxzbtUMzmSjZVLvNEGujW9dr+OLaFfRWHSjUKUzdvYB3vvsHlgqTza7R2kjBIuwusPQ0L61/l/v2rsRRtbAxuCfTRk7nkG/4BfutWj2Hm3+7h/06CwZV452+jzAhbmHTJC2EaBMURWnQqrcX4h/Qgw8m/sF1jgGoisJb+bv452eXkZtz0KbXaS2kYBH2o2nEJW/m7T9eIzr3GOV6R97uPY7nYyZT7FTzCElJcSbPfB7LE8nfUKxT6Ks6svyqDxjcTzYaE0LYnseIswXLmjVommbT2C6uPvz7tj94MWxs5byW8T/ezIZt/7XpdVoDKViEXfiX5vP8pvd5ZNcK3CqM7PcN54GR0/m+01C4wCPLe/ev4JYvr+Q7cxY6TeOfXj356I4NtGs3uAmzF0K0JW6DB6O4uFCRmUn5/gONco3rR81j2Yg36KLqOK1T+Ne+//Lyl9dSWpzdKNdriaRgEU1Kr1oYf/RP3k14hUFZhzDpHFjS8xoeH3Y/pzwCauxXUpzJy19eyx1bnyNFD8EWjfejZzDthmU4OLo04TsQQrQ1OhcXPEaMAKDwhx8a7TqREVfw+cREbnFuh6YofFqWzA1fXsGGrYsa7ZotiRQsosn0yk1i0Z+vc8/+n3C1mNjnF8G0kf/HN11GoCo1/1VM3PQa476M5dOyZFRF4WoHP74av4qB0ZObLnkhRJtmuO46AAp++gmtoqLRruPi6sOsifEsjvonoRY4pYd/HljM059fQUF+cqNdtyVwsHcCovULLD3NnQfiGZW2A4B8J3fe73UNv4cNvODtnxCHJMJDPubBw0bQK7SzwKze/+SyQdOaKnUhhADAY9hQ9D4+WHJzKdmwAY/LL2/U6102aBrf9riFN1fdzWelJ/jenM3ab6/hgdBRjB/1SpscWVY0W88gsoPCwkIMBgMFBQV4XWDnXlE/4U/+VK9+HqZSJhxJ4Lrj63FSK1BR+Dn8Ej6KGnPBSbWeuhz6BS5ln3cOZkVBr2n0ORPIlux7Kdc86/s2hBCiVpLnVb+je+a/X+LMJ5/gdfXVtHv9tSbLZ9e+z3luyzyO6a0f15EWhRm97mHowGkXXPahJajL57cULOKi6lqwOFnMXHt8PROOJOBpLgNgt38n3u95DUd9wmrs56yUMMjvU477JlGkt/4j7Faq50zWjSSVD6j/GxBCiDqoqWAp27uP5JtvRnF2psu6teg9m+4XKLO5lK8TnmBRxp/k66wj05fiysMxTxHVfVyT5WFrdfn8lltCwmZcKoyMPbGRG4+txtdYBMAJr2A+jBrL1qDuNd7+cVMK6O+7nHTfY+x20AE6wowazjnD2VY0GplqJYRoDlx69cSpUydMSUkU/for3uPHN9m1HR3dmDj6Ta4uSOW93x7i0+KjbFDK2LB5FsO2zOPe/g8R3eu2JsvHHmSERVzUxUZY3E1lXHtiPTccW4PX2d1Hs1y9+az7VSR0GFjjhFovXQ7Rfl+Q5JNG4dkRFf8KleDcPmw+MxFV6mkhhB3UNMICkPvuEnJefx23QYPo+MnHTZhVVampG/nvmqdYZc5BPfvLYAwu3NPrHmL6TW0xt4rklpCwqZoKlnbFOVx7fD1XpmzFrcIIQLq7P192HcUfYf2p0FVfcHR22UaIz28c9jpD2dl/VCEmFf8zvdh25mZMmmvjvBEhhKiFCxUs5owMjo26AjSNTr//jlP7dk2Y2flSUtbx/vrn+N6YQcXZwqWzRWFC6HCuHfo07h7Bds3vYqRgETb194JF0VQGZh3iuuPrGZh9uPL4Sc8glnW9gjXt+qLq9OfFcFGK6Of9PWXe+0hy+euvXEcjuOUNZFvBOBlREUI0CxcqWABOTp5C6aZNBDzyMP7/+lcTZXVhGae288HaWXxXmkLZ2Tku7qrGtW4duKnf/XTtfHWzHHWRgkXYVPiTP9GuOIfYlG2MSt1OYFk+ACoKW4O6832noewM6IL2P7d+HDDSy+MPPAzbOOpRROnZfywOmkaPYleK8oeyt3gUMkdFCNGcXKxgyf/mWzKeegqn8HAif16FcoHlGZpaYUEq32/4N8sz1pP8t98dO6s6xvr3Y+yABwkJbT4PMUjBImyiIi+Pot9+44+FHxF1+mTl8SJHV37tMIifIi8lw92/Sh8npYwe7mvw8tzBCc8zFOj/KkaCzCoh+eEcODOOPEtok70PIYSoi4sVLJbiEo4OHYpWXk748mW49u3bRJnVnqaqbNr5LisOfEqiJR/z34qq/poTowIGMLL3JDp0GGrHLKVgsXc6LZo5M5OiX3+j6NdfKd2xA1QVAAsK24O68XuHgWwK7olZ71jZJ8Ahhc6eq8HjKElu5ZXzUgC8LSrhRb7kFQzhYOllaHLbRwjRzF2sYAFIf+xxCn/4Ae8JEwh57tnGT6oBCgtS+X3rG/yUlshWytH+VrxEWBRGGDozLHIsfXrchLOLoWlzk4JF1JZmMlG6Yycl69dTsn495Qeqbuzl0qsXb2nh/BHWnzMu1u9tgEMKke4bcXI/RrZrIaecqg6H+lWotC8xUFw4gL3Fo7Dg1GTvRwghGqo2BUvJpk2kTJ4Cej0RX63ApUePJsis4TIzdpKwawmJ2dvYppVWTtQFcFY1onWuDPbpzuCI0UR1vQ4n58Zda0YKFlEj1WSifN8+Srdvp2zbdkq2bkUrLf2rgaLg2r8/XlddiWdsLCaDnon/eRVv18NYXDPJci4j27HqnBNF04gwKhiK25FRFMOx8v4ykiKEaLFqU7AApD38CEW//IJzVA8ivvwSxaFl/dwrKkxn/a73SExNZLMxh1x91V8+HTSNHpojvd3b0SewP306xdG+3RCbTt6VgkUA1nuYpuSTlB84QPmBA5Tt3k353r1oJlOVdnp/f1xiBlDa1YeToWUcNh/naHEaRyuKSD//gR90mkZHo4J3mT/FJd04WnIpRapfE70rIYRoXLUtWCpyc0kaew1qQQEB06fjf+/URs6s8WiqyomTf7L58LdszdnF9op8TuvOn0y8btxPGAwdbHbdRi9YFi1axKuvvkpmZiZ9+/blzTffZPDgwTW2X7FiBbNmzSI5OZkuXbrw8ssvc/XVV1ee1zSNOXPmsGTJEvLz87nssst4++236dKlS63yaesFi6ZpVGRkYEw6jjHpGKak4xiTkjAeOoT699GTsyo8ncnv6EpqKOxpV842fxNZDjVXzAEVKkHlrjiUBZFf1o0TZf0pVn0a8y0JIYTd1LZgAchfuZKMJ2eiODkRsXIlzpERjZhZ09FUlbT0zew9Hs/erB3sKUmjHJWvp+y26XUatWBZvnw5kyZNYvHixcTExLBgwQJWrFjB4cOHCQwMPK/9hg0buPzyy5k7dy7XXHMNn3/+OS+//DI7duygV69eALz88svMnTuXpUuXEhERwaxZs9i7dy8HDhzAxeXiO1K29oJFNRqpyM62vrKyMGdmYUxJpuzkccxpaahZuSim6rc7NzlAaiAcDVY4HqJwqL1Cpg/VLpNvUDU64kQXF3+6eHema/AAOnccQb9XDjXyOxRCiOajLgWLpmmkTr2XknXrcB0wgI6ffNws1zuxBdVSgU5v29tejVqwxMTEMGjQIN566y0AVFUlLCyMBx98kCeffPK89hMmTKCkpIQff/yx8tgll1xCdHQ0ixcvRtM0QkNDefTRR5kxYwYABQUFBAUF8dFHHzFx4kSbvmFb0lQVi8WExWLEopqpMJdhsZioqCjHYjFhMpViLiuioryEitIizGUlWIqKqCgtxlxSjKWsFLW4FLWkBK2kDEqMKGUmdEVGHEoqcCqtwLlUxbn84n9EFTrI9IE0f4V0P+t/k4MUTvmCdnZYz0HTCFYVQnXOhDh5E+IaQAfvSDoE9KZjuxi8far/zaC+uzULIURLVJeCBcCcnk7StdehlZYSNHsWvre17j19bKnRNj80mUxs376dmTNnVh7T6XTExsaycePGavts3LiR6dOnVzkWFxfHypUrAThx4gSZmZnExsZWnjcYDMTExLBx48ZqCxaj0YjRaKz8uqCgALC+cVsyFp9m9YSrUDTg7Es5+9JpoKigP/v/etX60qngYDn7UquPqwOca5mD+ezL5ABn3OGMJ+S7K+QYIMdLocgA5Z6geunxcnTBW++Kj6MHPVwMDHMNws+zPf6GDvj7dsXbO/yC1XFN3z/VeP5tJSGEaK3q/Fni6YnLff8i55VXKfn3S6QsXYri4Iji4GCdiNtKRlwUBwc6vLPYpjHPfa9rM3ZSp4IlNzcXi8VCUFBQleNBQUEcOlT9bYPMzMxq22dmZlaeP3espjb/a+7cuTz33HPnHQ8LC6vdGxFCCCFqYFjQwAAH9tsijeZp2ReNEraoqAiD4cJrwLSsZ7DOmjlzZpVRG1VVOX36NH5+fs1qiWR7KSwsJCwsjNTU1FY5p6e5kO9z05Dvc9OR73XTkO/zXzRNo6ioiNDQi69+XqeCxd/fH71eT1ZWVpXjWVlZBAdXvyNkcHDwBduf+29WVhYhISFV2kRHR1cb09nZGWfnqjdVvL296/JW2gQvL682/4+hKcj3uWnI97npyPe6acj32epiIyvn1OnGmpOTEwMGDCAhIaHymKqqJCQkMGTIkGr7DBkypEp7gN9++62yfUREBMHBwVXaFBYWsnnz5hpjCiGEEKJtqfMtoenTp3PnnXcycOBABg8ezIIFCygpKWHKlCkATJo0iXbt2jF37lwAHn74YYYPH85rr73G2LFjWbZsGdu2bePdd98FQFEUHnnkEV588UW6dOlS+VhzaGgo48aNs907FUIIIUSLVeeCZcKECeTk5DB79mwyMzOJjo4mPj6+ctJsSkoKur/NiL700kv5/PPPeeaZZ3jqqafo0qULK1eurFyDBeDxxx+npKSEe++9l/z8fIYOHUp8fHyt1mAR53N2dmbOnDnn3TYTtiXf56Yh3+emI9/rpiHf5/ppFUvzCyGEEKJ1ax0PhwshhBCiVZOCRQghhBDNnhQsQgghhGj2pGARQgghRLMnBUsbYTQaiY6ORlEUdu3aZe90Wp3k5GTuvvtuIiIicHV1pVOnTsyZMweTyWTv1Fq8RYsWER4ejouLCzExMWzZssXeKbUqc+fOZdCgQXh6ehIYGMi4ceM4fPiwvdNq9ebNm1e5rIeoHSlY2ojHH3+8Vksfi/o5dOgQqqryzjvvsH//fv7zn/+wePFinnrqKXun1qItX76c6dOnM2fOHHbs2EHfvn2Ji4sjOzvb3qm1GqtXr+aBBx5g06ZN/Pbbb5jNZq666ipKSkrsnVqrtXXrVt555x369Olj71RaFHmsuQ34+eefmT59Ol9//TU9e/Zk586dNW57IGzn1Vdf5e233+b48eP2TqXFiomJYdCgQbz11luAdWXtsLAwHnzwQZ588kk7Z9c65eTkEBgYyOrVq7n88svtnU6rU1xcTP/+/fnvf//Liy++SHR0NAsWLLB3Wi2CjLC0cllZWUydOpVPPvkENzc3e6fTphQUFODr62vvNFosk8nE9u3biY2NrTym0+mIjY1l48aNdsysdSsoKACQv7uN5IEHHmDs2LFV/l6L2mmRuzWL2tE0jcmTJ/Ovf/2LgQMHkpycbO+U2oxjx47x5ptvMn/+fHun0mLl5uZisVgqV9E+JygoiEOHDtkpq9ZNVVUeeeQRLrvssiqrkQvbWLZsGTt27GDr1q32TqVFkhGWFujJJ59EUZQLvg4dOsSbb75JUVERM2fOtHfKLVZtv9d/l56ezujRo7n55puZOnWqnTIXou4eeOAB9u3bx7Jly+ydSquTmprKww8/zGeffSbbztSTzGFpgXJycsjLy7tgm8jISG655RZ++OEHFEWpPG6xWNDr9dx+++0sXbq0sVNt8Wr7vXZycgLg1KlTjBgxgksuuYSPPvqoyr5aom5MJhNubm589dVXVTZCvfPOO8nPz+e7776zX3Kt0LRp0/juu+9Ys2YNERER9k6n1Vm5ciU33HADer2+8pjFYkFRFHQ6HUajsco5cT4pWFqxlJQUCgsLK78+deoUcXFxfPXVV8TExNC+fXs7Ztf6pKenM3LkSAYMGMCnn34qP3xsICYmhsGDB/Pmm28C1lsWHTp0YNq0aTLp1kY0TePBBx/k22+/JTExkS5dutg7pVapqKiIkydPVjk2ZcoUunfvzhNPPCG34GpB5rC0Yh06dKjytYeHBwCdOnWSYsXG0tPTGTFiBB07dmT+/Pnk5ORUngsODrZjZi3b9OnTufPOOxk4cCCDBw9mwYIFlJSUMGXKFHun1mo88MADfP7553z33Xd4enqSmZkJgMFgwNXV1c7ZtR6enp7nFSXu7u74+flJsVJLUrAIYQO//fYbx44d49ixY+cVgzKIWX8TJkwgJyeH2bNnk5mZSXR0NPHx8edNxBX19/bbbwMwYsSIKsc//PBDJk+e3PQJCVEDuSUkhBBCiGZPZgQKIYQQotmTgkUIIYQQzZ4ULEIIIYRo9qRgEUIIIUSzJwWLEEIIIZo9KViEEEII0exJwSKEEEKIZk8KFiGEEEI0e1KwCCGEEKLZk4JFCCGEEM2eFCxCCCGEaPakYBFCCCFEs/f/TxUr7W279QYAAAAASUVORK5CYII=",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "data = means\n",
+ "plt.figure()\n",
+ "plt.hist(data, density=True)\n",
+ "\n",
+ "def plot_fit(distribution, label):\n",
+ " pars = distribution.fit(data)\n",
+ " P_fit = [distribution.pdf(x, *pars) for x in xr]\n",
+ " plt.plot(xr, P_fit, label=label)\n",
+ "\n",
+ "plot_fit(stats.norm, \"Normal\")\n",
+ "plot_fit(stats.t, \"Student\")\n",
+ "plot_fit(stats.beta, \"Beta\")\n",
+ "\n",
+ "plt.legend();"
+ ]
},
{
"cell_type": "markdown",
@@ -133,15 +280,71 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 8,
"metadata": {},
- "outputs": [],
- "source": []
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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vv/2Whg0b8vzzz7N9+3a6du1a2mby5Mns27ePhQsXEhkZyZIlSxg6dCi7d++mVatWABQVFTFr1iw+++wzDAYD99xzD0899RRffPEFTz31FPv37ycvL4958+YBEBJSdQPxpWARQlySpUE8itGBu7gJrrzOl23fVknmVfs8Gm3PpDDNsytrjr8fH7e+hU0RHSk2n7+brh0LmYqFub63MrfZrQQ1y+dmNvPAiRU49xpoaMtlxoZ/kfLnvYS/8BKW6Isvwx/sFcyfOv6J93a8x7vb3yU2Ohaz8UqKLFGXFLuK6bOgT7U/7293/YaP+cpWfTaZTHz66adMmjSJOXPm0L17dwYOHMjYsWPp3LkzDRo0ACAoKIiIiIgrzlBQUMC///1vPv/8c4YMGQLA/PnzadKkSWmb5ORk5s2bR3JyMpGRkQA89dRTrFq1innz5vHGG28A4HQ6mTNnDi1atAA8Rc5rr70GeAoub29v7HZ7ufJVlFwSEkJclMGSgTloCwD29Ju53EfGzcom5h9/g8DVNgrTvHAbFBa2Hcx917/IT1E9L1isXEgu/izgBm5pOoONcZ0JalUIikbBul9JGjGcwo0bL/n4e9rdQ5h3GCcLTrL40OIrek4h9DB69GhOnz7NsmXLGDp0KGvXrqV79+58+umnFT7n0aNHcTgc9Onze8EWEhJCmzZtSv++e/du3G43rVu3Lu3p8fPzY926dRw9erS0nY+PT2mxAtCoUSMyMjIqnO1qSA+LEOKirA2/R1FUnPntcRc3v0RLjYcNy5iw93vOHPQDYH9YNG91HccpvwYVfv4ivHjVOIGvO17H9BZz8d9WSHEWJE96gEav/Y2g0bdd8HE+Zh8e7vIwr29+nX/t+hfDWwzHz+JX4Ryi9vE2efPbXb/p8rzl5eXlxQ033MANN9zASy+9xAMPPMC0adOYMGHCBdsbDIbzFkh0Oss3w66goACj0UhCQsJ5l5r8/H7/t2I2l+2dVBRFt8UZpYdFCHFBRp9jmPz3o2kG7BkXHwdiwsUMw0fcu311abHy7w7DmDLg0asqVv5oj9ackV5/I/r5cQQ0LQK3RuoLL5Ax+52LfniOajWKmIAYzpScYf6++ZWSQ9QeiqLgY/ap9tuVjl+5lPbt21NYWAh4Cga3213m/gYNGpQOfD0nMTGx9M8tWrTAbDbz22+/F2w5OTkcOnSo9O/dunXD7XaTkZFBy5Yty9zKc3nHYrGcl6+qSA+LEOKCLGenMTtzeqM5Llx4+FPEh8rbNN2chu20D6qi8Fa3sfwU3aPS87gx0vyXfjzQI5sHfb8je58/2XPm8PXyzbzdbSxO4/kfZyb/AXg3Oc6HOz5h1uJQNLd/pef6o+MzhlXp+UXdkp2dzR133MGf/vQnOnfujL+/P9u2beMf//gHI0aMACAmJob4+HgGDBiA1WolODiYwYMHM3PmTP7zn//Qr18/Pv/8c/bs2UO3bt0ATw/J/fffz9NPP01oaCgNGzbkhRdewGD4vY+idevW3H333YwfP5633nqLbt26kZmZSXx8PJ07d2bYsCv7WY6JiWH16tUcPHiQ0NBQAgMDz+uVqSzSwyKEOI/R+zgmn+NoqhFH9uALtrHg5CNtFk3Wp1Nw2gun0cgrfSZWSbHyRx+rtzCz3TjCe+WConH9yUSeTfgc5QJTmF35HXEXR6EYHFjCfq7SXEKUl5+fH3369OGf//wn1113HR07duSll15i0qRJvP/++wC89dZbrFmzhqioqNKCJC4ujpdeeolnnnmGXr16kZ+fz/jx48uce+bMmVx77bXceuutxMbGcs0119CjR9l/m/PmzWP8+PE8+eSTtGnThpEjR7J161aiLzGo/X9NmjSJNm3a0LNnTxo0aFC64F1VULQ6slNYXl4egYGB2Gw2AgIC9I4jRK0V89wKvJt8isn/AI6c3tjTLjROROOfxg/ovv4gRRlWisxWXur7APtCm1VbzhsNW3kz61+k/RoIqsLilgP5pOOt57Uz+h7GJ/rfaKqZgiPPgdu3yjJJD4s+SkpKSEpKolmzZnh5XdnAblG9LvX/6Eq/v6WHRQhRhsF6GpP/ATRNwZE98IJtnjYupG/iXooyrNhNJp4e8JdqLVYAflB78WjY4zTslQfAHUfWMSzp/NlD7sKWuEsiUQxOLMGbqjWjEKLySMEihCjDEroOAFdeZzRn6Hn332WMZ9yxn8g96osGvNFzPMeCGldzSo9f1U7MajKWBp08Rctfdi6hd9q+/2ml4MjyFF7m4I2gOKo5pRCiMkjBIoQolZyXjClgFwCO7OvPu3+QYQfPZX5BeqKn2/bjDrewJaJ9dUY8z5fuIXzXuj+BzQsxoPHC1v/QMvdkmTau/I6ojlAMpiLMQVt1SiqEuBpSsAghSn2y5xMURcOV3xbV3qjMfU2VNN4u+j9SNwaBprA6uhfftLzwJaPq9jf3vRzuFo1vRAkWt4vXNn9MoL3gDy2MOLKvBcASuh6onmmYQojKIwWLEAKA9MJ0vj36LQD27EFl7jPh4h3eJ3u9L6rLwJ7QZrzfdfQV76Rc1dwYedT9GI5+ViwBToJLCnhix3/hD3MKnLYeqC4/DObc0l4kIUTtIQWLEAKA/+z7Dy7VhauwGWpx0zL3PWb6hoaJZ3AWmsjyDuT13hNwGWrWMk55+HI/TxPYtwQMGn3T9hF3YsvvDTQzzjMDgHPjdOrEBEkh6g0pWIQQ2Oy20j13/nfsSi/lAPelrcKW5IMGvNnjLvKsVTc1+Gqc0CJ4ze8+GnY+Owh39xIiCzJL73fk9EFzWzB6pWH0PahXTCFEBUjBIoRg6ZGlFLuKaRPcBndh69LjARTylvp/pG8NBODrlgPZE9biYqepEZap/djUsgM+De1Y3C6e3fYFRvXsmBXVB2duX+D32VBCiNqhQgXLBx98QExMDF5eXvTp04ctW7ZctO3evXsZPXo0MTExKIrC7NmzL3nuGTNmoCgKTzzxREWiCSHKya26WXhgIQB3tbsLODcuReN10ycYEty47UaS/Rvyn3ZDdct55RRecv0Jax83BrNK69yT3HVwTem9jjMD0DQjJt8kDF4nL3EeIURNUu6CZdGiRUyZMoVp06axfft2unTpQlxc3EW3my4qKqJ58+bMmDHjshsqbd26lX/961907ty5vLGEEBW04fQGThacJMASwE3Nft/kcLhhI9enJJJ/0hu3YuAfPe7GaayaPUIqWw4BvGi+n0a9cgEYezCedtnHAdBcgbjyOgFgDt6sU0IhRHmVu2B5++23mTRpEhMnTqR9+/bMmTMHHx8fPvnkkwu279WrFzNnzmTs2LFYrdaLnregoIC7776buXPnEhwcXN5YQogK+vLAlwCMajkKb5M34LkU9ILzc9K2ey4Ffd72Ro7qtDhcRf2o9mB1ZG8CY4owoPFE4n9LLw05cvoBYA5IBEORjilFfTdhwgQURSm9hYaGMnToUHbtuvKZbBMmTGDkyJFVF7KGKFfB4nA4SEhIIDY29vcTGAzExsayadPVLXn9yCOPMGzYsDLnvhS73U5eXl6ZmxCifJLzkvn11K8oKIxpM6b0+JOm/+JIMKI6DRwMjuK/rQZd4iw112uu8ahdjRgtbqLzM7j1mGdjNrU4GndJIxSDC3NQgs4pRX03dOhQUlNTSU1NJT4+HpPJxC233KJ3rBqnXAVLVlYWbreb8PDwMsfDw8NJS0urcIiFCxeyfft2pk+ffsWPmT59OoGBgaW3qKioCj+/EPXVwoOesSvXNrmWqADPv6EOShKjMtZTcNoLt6LwVvexqAajnjErLB8fnjc8QIMu+QDcd2AVwSV5gIIz5+zg2+DNwPk7PQtRXaxWKxEREURERNC1a1eee+45UlJSyMz0zHBLSUnhzjvvJCgoiJCQEEaMGMHx48cBeOWVV5g/fz7ffvttaS/N2rVrAXj22Wdp3bo1Pj4+NG/enJdeegmn06nTq7x6us8SSklJ4fHHH+eLL74o1y6bU6dOxWazld5SUlKqMKUQdU+Rs4ilh5cCMK7tOM9BVeV1wydk7vAsvb+0xXWk+Idf5Ay1wy9qF7Y0bYdXiAMvl4MH9nwHgNPWFc1txWDJxuh7ROeUorJpmoZaVFTtN027uvV9CgoK+Pzzz2nZsiWhoaE4nU7i4uLw9/dn/fr1bNiwAT8/P4YOHYrD4eCpp57izjvvLNNL079/fwD8/f359NNP2bdvH++88w5z587ln//8Z2W8vboo18pPYWFhGI1G0tPTyxxPT0+/7IDai0lISCAjI4Pu3buXHnO73fzyyy+8//772O12jMbzf7uzWq2XHBMjhLi0lUkryXfmE+0fTf9IzwcciZ/T9EgaGfmB5Fp9WdDmBn1DVpK/ue9hRY/nObXGzOCTO/g+pi97wlrgtPXAErIRc/DmMtO5Re2nFRdzsHuPan/eNtsTUHx8yvWY5cuX4+fnB0BhYSGNGjVi+fLlGAwGFixYgKqqfPzxxyhnV5aeN28eQUFBrF27lhtvvBFvb2/sdvt538Mvvvhi6Z9jYmJ46qmnWLhwIc8888xVvkp9lKuHxWKx0KNHD+Lj40uPqapKfHw8/fr1q1CAIUOGsHv3bhITE0tvPXv25O677yYxMfGCxYoQ4upomlY62HZMmzEYFAMUncH57TSy9voD8O8Ot1BkvvJez5osRQtnfmAcQS09A2wn7/oGo+ouvSxk8tuPYsrVMaGozwYNGlT6/bdlyxbi4uK46aabOHHiBDt37uTIkSP4+/vj5+eHn58fISEhlJSUcPTo0Uued9GiRQwYMICIiAj8/Px48cUXSU5OrqZXVfnKvbb2lClTuO++++jZsye9e/dm9uzZFBYWMnHiRADGjx9P48aNS8ejOBwO9u3bV/rnU6dOkZiYiJ+fHy1btsTf35+OHTuWeQ5fX19CQ0PPOy6EqBzbM7ZzKOcQ3iZvRrQc4TkY/xqZv6moLgMHgqOJj6r+306r0v+5hnNbx18wJrtpmpfOrcc2sLTldbgKW2DyPYo5+DccmXF6xxSVRPH2ps326h9QrXh7l/sxvr6+tGzZsvTvH3/8MYGBgcydO5eCggJ69OjBF198cd7jGjRocNFzbtq0ibvvvptXX32VuLg4AgMDWbhwIW+99Va589UU5S5YxowZQ2ZmJi+//DJpaWl07dqVVatWlQ7ETU5OxmD4vePm9OnTdOvWrfTvs2bNYtasWQwcOLB0YJAQonotOrAIgGHNhxFoDYS03RSt/gLb8TBU4P86j0JTdB/iVqmK8eJNw1282uUT0rYGMf7AKn6O6kZhTl9PwRK0FUfmECrwsShqIEVRyn1ppqZQFAWDwUBxcTHdu3dn0aJFNGzYkICAgAu2t1gsuN1ldyDfuHEjTZs25YUXXig9duLEiSrNXdUq9C9z8uTJTJ48+YL3/W8REhMTU+5BSFLICFF1bHYbPyb/CMCdre8EQFvzGukJng/D1U37cDi4bs66W6b2456YH2hw5AzkwJhDP/GR9RZUZwAGcx6mgL248rroHVPUM3a7vXSmbU5ODu+//z4FBQXceuut9O7dm5kzZzJixAhee+01mjRpwokTJ/jmm2945plnaNKkCTExMaxevZqDBw8SGhpKYGAgrVq1Ijk5mYULF9KrVy9WrFjBkiVLdH6lV6du/QolhLis5ceW41SdtAtpR7vQdnBiI3nx6ynJsWDw82V++5suf5JaS+FV1wTCOnumOd+atIEGRXk4c3sDYA6SlW9F9Vu1ahWNGjWiUaNG9OnTh61bt7J48WKuv/56fHx8+OWXX4iOjua2226jXbt23H///ZSUlJT2uEyaNIk2bdrQs2dPGjRowIYNGxg+fDh//etfmTx5Ml27dmXjxo289NJLOr/Sq6NoVzsHq4bIy8sjMDAQm8120W4zIQTc8d0dHDhzgKm9p3JX23Foc+M4+lESzgITDf76V3om1a4VbStipvFDeq/fR1GGlVVNe/NurxvxbfkmiqJRcORpNGdohc57fMawSk4qrkRJSQlJSUk0a9asXMtjiOpzqf9HV/r9LT0sQtQj+7P3c+DMASwGC8OaD4PDP5C7fjfOAhPGkGBC7r1H74jV4h11NMGdCgG4MXkrkTkO3IWeQY/mQFn5VoiaSAoWIeqRJUc817CHRA8h0OyPuvpVsvZ4pjGHPfQQhlo6SLG8TmoNWRY8AL/IEgyaxr0HVuO0eWZFmYO2IyvfClHzSMEiRD1hd9tZcWwFACNbjYQ9X5O78TiuYiOm8IYEjRlz6RPUMe+7RhLYqQjQGHhqJ01TgtHcXhjMuRh9Lr2+hRCi+knBIkQ98VPyT+Q58mjk24g+Yd1Qf3idrH2e1TXDHnkEQz1bOTqNUBb7DyKgaTEA9+1bg/PsDCHZEFGImkcKFiHqiSWHPZeDRrQcgXHnF5z5LRu33Yg5qglBo0bpnE4fH7qG49fBDopGr/QDtD7UCACT/x4wFOucTgjxR1KwCFEPnC44zeZUz5TdETE34/7xLbIPeHpXGjz2GIrZrGc83WQRyBc+NxDU3LNk/927tuO2N0QxuDAH7NI5nSivOjLptU6qjP83UrAIUQ98e/RbNDT6RPShybFfyd6aj+o0YG3ZgoCbb9Y7nq7+5boFa3snGDS6ZB2j+aHmAJiDtumcTFwp89mCu6ioSOck4mLO/b8xX8UvR7IGtRB1nKqpfHvkWwBGtRyB+5uXyTnsC0DYY4+h1PMNRm34Md9yE2OaxmNL8uG2hAze7mjA6J2CwZKB6miod0RxGUajkaCgIDIyMgDw8fEp3dlY6EvTNIqKisjIyCAoKOiqNjSWgkWIOm5b2jZOFZzC3+zPkMJCcrZloDoDsDRvhn9srN7xaoR57qHc13YVtiSNfqmHaHyiFadjkjAHbcOeUb97oGqLiIgIgNKiRdQsQUFBpf+PKkoKFiHquOXHlgNwY8yNWNa9y5mDnt6V0EkPohjkqjBAHr4s9r2eYU02kn/SmxGb3XwYA6bAHdgz4oD63QtVGyiKQqNGjWjYsCFOp1PvOOIPzGbzVfWsnCMFixB1mN1tZ82JNQDcYmmI7bck3CVBmCLCCbxFlpH/o3+7bmZcu3jyT3pz3fEkFmf5kRWWj9H3MO7CtnrHE1fIaDRWypejqHnk1ysh6rB1KesocBYQ4RNBt+1fk73fMzMo9E/319uZQReTQTArA/viG16CUdO4dYPnvTIHJuobTAgBSMEiRJ127nLQsNAuFGzai7PQhDEokKA7btc5Wc30kfsWQtp79hiKPZBOYIGGyX8fKA6dkwkhpGARoo6y2W2sP7UegJtT9pb2rgSPH4/B21vPaDXWMS2S9aGd8A51YFZVbt5sRTE4PEWLEEJXUrAIUUf9cOIHXKqL1n5RRG5IwJ5rxuDjTcjdd+sdrUab4x5OaPt8AIYm2vEp0TAHJOobSgghBYsQddXyo57LQbc4FbLO9q4EjRmLMTBQz1g13k6tJbvDm2MNdOLtdDN4p4bR7xCKsVDvaELUa1KwCFEHnS44zfaM7Sgo3LB5B8WZVjAZCZlwn97RaoU56nCCW3sKlKHbFIyaG5P/bp1TCVG/ScEiRB20MmklAL2sDWCvBYDA4SMwh4frGavW+EXtzOmoMIwWNw3z3PQ8rGGS2UJC6EoKFiHqGE3TWHFsBQAjjqaQf9ILgJDx9+oZq5ZRmKfcRFALz/4nN2/VMPkcRzHl6JxLiPpLChYh6phDOYc4knsEs2KkW0IxaAo+vXrh1VYWPyuP79z90FoaQNFon6LRNF2TNVmE0JEULELUMefWXhlSpFF8xAeAkPvG6xmpVrJjYZF1EAFRxQDcvFXFJLOFhNCNFCxC1CGqpvJ90vcA3LY1B7fDgLlxJH6DBumcrHb63HUDAa1KALhmn0awOw2DNVXnVELUT1KwCFGH7MzcSXpROn6aQoM9nsG2wffciyJ7q1RIBsH8FNIdrxAHZjfcsEOTXhYhdCIFixB1yOrjqwEYt78Qp82M4u1F0OjbdE5Vu33qiiPk7BTnG7erePslApqumYSoj6RgEaKOcKtufjj+AwDXbfccCxp1G8aAAB1T1X47tJYkNY7A6O0muBAGHMnB4JWidywh6h0pWISoI7ZnbCezOJMW2W6sKZ6dmIPvuUfnVHWBwjztJkJaenpZbtqmYg7YpXMmIeofKViEqCPOXQ6asNkJKPhedx3W5s30DVVHrFT74mpuQjNotEyFVsU7AFXvWELUK1KwCFEHuFQXa06swerQaLXfM8A25F5ZKK6yODHxpWkIfk08U5xv3J2HwVsuCwlRnaRgEaIOSEhP4EzJGWL3uDE4FcxRTfAd0F/vWHXKAvcQglp4pjhfu1cjwLpd50RC1C9SsAhRB6w6vgo0jVu3ey5TBI8dh2KQf96VKZMgfg3thCvQjZcTBp2Uy0JCVCf5RBOilnOqTn48/gMtUiEk04BiNhF42yi9Y9VJX6ixhDcvACBuZxFGrxM6JxKi/qhQwfLBBx8QExODl5cXffr0YcuWLRdtu3fvXkaPHk1MTAyKojB79uzz2kyfPp1evXrh7+9Pw4YNGTlyJAcPHqxINCHqna2pW8l15HHLdjcA/kOHYgoO1jlV3bRR7UBhUz9cRo2mmdCheIPekYSoN8pdsCxatIgpU6Ywbdo0tm/fTpcuXYiLiyMjI+OC7YuKimjevDkzZswgIiLigm3WrVvHI488wubNm1mzZg1Op5Mbb7yRwsLC8sYTot5ZlfQ9PiUaffZ7FjMLHjdO50R1l4aBL42DcTVzADD0yD7kspAQ1aPcBcvbb7/NpEmTmDhxIu3bt2fOnDn4+PjwySefXLB9r169mDlzJmPHjsVqtV6wzapVq5gwYQIdOnSgS5cufPrppyQnJ5OQkFDeeELUK063k/gTP3DdHg2TS8HasgXe3brpHatO+8o9kOgYzy9TAw46CDRIb7AQ1aFcBYvD4SAhIYHY2NjfT2AwEBsby6ZNmyotlM1mAyAkJOSibex2O3l5eWVuQtQ3m1I3kecs5Kazg22Dxo1DURSdU9VtZwhgQ1BXzoSpWFxwQ+rPekcSol4oV8GSlZWF2+0mPDy8zPHw8HDS0tIqJZCqqjzxxBMMGDCAjh07XrTd9OnTCQwMLL1FRUVVyvMLUZusOfwt7VKgUTYoXlYChw/XO1K98IX7BiytPGuyDD14HDS3voGEqAdq3CyhRx55hD179rBw4cJLtps6dSo2m630lpIiiziJ+sWpOvn55Fpu2OHpXQm8dThGf3+dU9UPv2lt8YvwpcQMjc+odC2QwbdCVLVyFSxhYWEYjUbS09PLHE9PT7/ogNrymDx5MsuXL+fnn3+mSZMml2xrtVoJCAgocxOiPtl6egtavp2+BzyDbYPGjNE5UX2i8JVhMCmtXQDEJW/WOY8QdV+5ChaLxUKPHj2Ij48vPaaqKvHx8fTr16/CITRNY/LkySxZsoSffvqJZs1k/xMhLufHvZ8xcLeGSQWvDu3x7thB70j1ylfu6wiKsQPQPykDH6fMahSiKpnK+4ApU6Zw33330bNnT3r37s3s2bMpLCxk4sSJAIwfP57GjRszffp0wDNQd9++faV/PnXqFImJifj5+dGyZUvAcxlowYIFfPvtt/j7+5eOhwkMDMTb27tSXqgQdYlbdROfupmXdp4dbCu9K9XOhh9p3h2whx2nSRYMSv8ZuFPvWELUWeUuWMaMGUNmZiYvv/wyaWlpdO3alVWrVpUOxE1OTsbwhyXBT58+Tbc/TLOcNWsWs2bNYuDAgaxduxaADz/8EIDrr7++zHPNmzePCRMmlDeiEHXe9pR1NDjlovEZULwsBNx8s96R6qVv1MHc1PYjmvxqIu7ENr3jCFGnlbtgAc9Yk8mTJ1/wvnNFyDkxMTFomnbJ813ufiFEWT8mfszgs70rATfdjNHPT+dE9dNvaltuizLgMkCrzAKKDx7Eu00bvWMJUSfVuFlCQohLU1U361N30+/syrZBt9+uc6L6S8PAUecAdniubpP0xcf6BhKiDpOCRYhaZtf+r2l1UMXLCeamUXh37653pHrtW9f1ZLVxAuBc+QOaw6FzIiHqJilYhKhlftwzv/RyUPCdY2RlW52lEYoWEsoZP7AUOMj76Se9IwlRJ0nBIkQtotkL2X08idanQTMaCBwxQu9IAjhYOIj1nTyFY+qiz3ROI0TdJAWLELXIvoR/0XGP58++A6/DFBambyABwFpXX7JbeZbnVzdvx1lJW5UIIX4nBYsQtUj8/sVct8cz2DbkDlnzo6ZwYEY1xbAvChQNbEuX6h1JiDpHChYhagkt+yipB3IIKAZXiD9+116rdyTxB7ttcazt7LkslLV4oSzXIEQlk4JFiFri6LaP6LTX8082+LbbUUwVWkZJVJFD7ja4WlkotoB2Kp3iHTv0jiREnSKfeEJUs5jnVpT7MQoqT/h9S2yS5zf4O46Hk1qB84iqNajZdWxu8yODdmvYlizFR6acC1FppIdFiFqgj+EAynENgwZ7G4aR6ieDbWuiwb2f4JeOnqLStnI5akmJzomEqDukYBGiFhhi/pF2+z3/XNc06a9zGnExYcHNsTTzIyMQtMJiCmRNFiEqjRQsQtRwPpQQUHKIJtlgNymsb9Rb70jiEoZED2Z9B08vS67MFhKi0kjBIkQNN9SwBVeSBYBN0Y0pMnvpnEhcyuCuf+aXjp6P1sJfN+DKzNQ5kRB1gxQsQtRwNxrX0vqQ55/qD42v0zeMuKyooBj8wwM5FAmoKrblMjhaiMogBYsQNVhjMjFkp+FXAtl+RnaGdNU7krgCQ5rGsq6T5+PV9s3XOqcRom6QgkWIGmyU8VdcxzyXgH5qEYOqyD/Z2mBI+7vY2E7BaQT74SOUHDigdyQhaj359BOixtIY6lxP9Imzs4MaXa9vHHHFWge3JjggkG2tzk5xXrJU30BC1AFSsAhRQ3VXDmNLs2PU4GAjMyle7fSOJK6QoigMiYn7fU2WZUvRXC6dUwlRu0nBIkQNNdrwCxy1AhDfooXOaUR5DWl5K4nNFfJ8wJ1jo+DXX/WOJEStJgWLEDWQBSfX528lJNuAwwhrG16vdyRRTl0adCHI6s/69p5elrxly3ROJETtJgWLEDXQIEMiaSfNAGxtaSFflR6W2sagGBgUcwPrz67Jkv/jj7gLCnROJUTtJQWLEDXQKGU9hiTP5aCfmrcCFH0DiQoZEnMjxyIgLQQ0h5P8NT/qHUmIWksKFiFqmEAK6JWxF69iBZsPbA0coHckUUF9IvrgZ/JmXQfPR23esm91TiRE7SUFixA1zDDjb5xO8QFgQzszzhK5HFRbmY1mro0aVLq3UOFvv+FMz9A5lRC1kxQsQtQwo9RfUFI8ewf9FNMKMOobSFyVIU2HkBGskBSpgaqRt3Kl3pGEqJWkYBGiBolS0ml56iRGt8LJUDjo3UvvSOIqXdP4GswGE/EdPYWnbek3OicSonaSgkWIGmSkYQNpJ3wB+KWDCVdhG50Tiavla/alb6N+bGqnoBo07AcPYz9yRO9YQtQ6UrAIUWNojLBvQEv3TGdeG9MCNIvOmURlGBw9mHwfhcMxnr/bvluuax4haiMpWISoIbooRwlKzkdBYW80pCrd9I4kKsn1UdejoLCyk+eyUN63S9BUVedUQtQuUrAIUUOMMqwn+4RndtAvHYy4C2TvoLoizDuMrg27ktBKwW3WcKZlULxjh96xhKhVpGARogYw4WJo3hZUmwmHCTZEN0Vz++odS1SiwVGDcZgV9rfSALDJUv1ClIsULELUANcYdqOc8HyRbWulkOforHMiUdkGRw8G4NvOJgDyVq5AdTj0jCRErSIFixA1wEjlV3KTvQFY30HBVdBe50SiskUHRNMyqCW7miq4fFTU/EIKZQdnIa6YFCxC6MyHEq7N3I1aYiTPGxIiI9GcIXrHElVgcPRgNIPC/tae3rS8777TOZEQtUeFCpYPPviAmJgYvLy86NOnD1u2bLlo27179zJ69GhiYmJQFIXZs2df9TmFqEtiDQnYkz2XCTa2U7AXddQ5kagq5y4LfdXZM3U9Pz4etbBQz0hC1BrlLlgWLVrElClTmDZtGtu3b6dLly7ExcWRkXHh/TGKiopo3rw5M2bMICIiolLOKURdMkr7lbyTXgCs72DAlS+Xg+qq9iHtCfcJZ3+kgivA7dnB+aef9I4lRK1Q7oLl7bffZtKkSUycOJH27dszZ84cfHx8+OSTTy7YvlevXsycOZOxY8ditVor5ZxC1BUh5NE19TCay0BaEBxsEIxqb6R3LFFFFEXx9LIoCgfanJstJDs4C3ElylWwOBwOEhISiI2N/f0EBgOxsbFs2rSpQgEqek673U5eXl6ZmxC1zTDjZgqSPb0rv3ZQcBV0BBR9Q4kqNSR6CACLu3h+gSvcsAnXmTN6RhKiVihXwZKVlYXb7SY8PLzM8fDwcNLS0ioUoKLnnD59OoGBgaW3qKioCj2/EHoa4dxAQarni0suB9UP3cO7E2AJYH8DBXeoC1SV/NWr9Y4lRI1Xa2cJTZ06FZvNVnpLSUnRO5IQ5dJEyaD5qVOgKRyNgFOBfriLm+odS1Qxs8HMwCYDATjQxrM8v+3bpTomEqJ2KFfBEhYWhtFoJD09vczx9PT0iw6orapzWq1WAgICytyEqE1GGDaSd9yzFP/6DgbcBW0Bo76hRLUonS3U1RfQKE7chfPUKX1DCVHDlatgsVgs9OjRg/j4+NJjqqoSHx9Pv379KhSgKs4pRM2nMaL4V4qzLagKbGiv4MzvoHcoUU36R/bHarSyN1CDcCcAtpUrdU4lRM1W7ktCU6ZMYe7cucyfP5/9+/fz8MMPU1hYyMSJEwEYP348U6dOLW3vcDhITEwkMTERh8PBqVOnSExM5MiRI1d8TiHqmvbKCYKTPQPFdzdVyPWx4C5spXMqUV18zD70i/T8Qnbw7GyhvG+X6BlJiBrPVN4HjBkzhszMTF5++WXS0tLo2rUrq1atKh00m5ycjMHwex10+vRpunXrVvr3WbNmMWvWLAYOHMjatWuv6JxC1DUjDL+Sd+LsUvwdFVwFrUEz65xKVKfBUYNZm7KWJd2CeO7XIuxHkrAfPoy1lRSuQlyIommapneIypCXl0dgYCA2m03Gs4gardlz37Gu8HEK11ixm2DSY0ZyssbgyuuudzRxlY7PGHbFbc+UnGHQfwehairffFaA66QXoX/+Mw3/+kTVBRSiBrrS7+9aO0tIiNqql3IQ6wnPuIVtrRSKLUZcBW11TiWqW4hXCN0aenqfD7fxrL2T991S6sjvkEJUOilYhKhmIwwbsJ3dmfnXDgruomag+uicSuhhcJRnttC33RugmFScp9Mp2bVL51RC1ExSsAhRnVwOhmQl4C4xUuClkNhcwSWzg+qtc9ObfzOVYG1sB8C2fLmekYSosaRgEaI6Hf0JNdnT/b+xrYLbqMjqtvVYE/8mtAlugxuVo+09cyDyVnyH5nbrnEyImkcKFiGqkbp9Eflnd2b+taOCu7gxmitI31BCV+d6WVZ0i8RgUXGfsVG0davOqYSoeaRgEaK62Aso+Dke1Wkg28/IwSZI74ooLVh+VQrwiSoBIO+77/SMJESNJAWLENXl4PfkHfP8k1vfATRFwZXfUedQQm9tgtsQ6RtJierkRAfPRph5q1ehORw6JxOiZpGCRYhq4t6ykILT5y4HgeoIRXU01DmV0JuiKKW9LKu6xmDycqMWFFHw6wadkwlRs0jBIkR1KMwmf/1mNFUhJcRKcsNzs4MUvZOJGuBcwbJWy8MvuhiAvGXf6hlJiBpHChYhqsO+pdiSPN39v3RUAWSzQ1Gqe8PuBFuDsbkKOdklEID8n39CLSrSOZkQNYcULEJUA+fGhRRlWADY0FFFdfmjFkfpnErUFEaDkeujrgdgTecWmP1caHYn+T/9rG8wIWoQKViEqGq2k+Rt2gsoZLYMISvw3Nor8s9P/G5I9BAAflJtBJReFlqqYyIhahb5xBSiqu35unRn5h/bugBkdVtxnr6RffEx+ZBekk1GjwgACjZsxJ2bq28wIWoIKViEqGL2dQspybGgGRR+bFGI5vbCXdhc71iihrEarVzT+BoA4ju2wRroBLdK3po1OicTomaQgkWIqpR5ENu2FM8fO0WS76Oc3ZnZpG8uUSOduywU7zpDQNOzl4W+XaJnJCFqDClYhKhC2q7FpZeDfmjrBGR1W3Fx1za5FpPBRFLBSWx9WgBQlLADZ0aGzsmE0J8ULEJUFU2j5Mf/4iw0gdXM6ibZWAwWXAVt9E4maih/iz99GvUB4Od2bfEOdYAG+atW6ZxMCP1JwSJEVTm1HdueHADSe8Zgtyj0i+wHmlXnYKImK3tZyLO3kG3pN3pGEqJGkIJFiCqi7fwvecllLwed+zIS4mIGRQ1CQWFPzkFKrukMikbJvoM4UlL0jiaErqRgEaIqqG4Kf1iC225ECfBhZWgKBsXAwKiBeicTNVyYdxhdG3YFYG3r9vg09GyCmLdypY6phNCfFCxCVIXj68k7aAcgvX9b3EaFbg27EeIVonMwURuULiLnzCYgxrN2T963cllI1G9SsAhRBdSEReSf9OzMvKqNZ3rqDU1v0DOSqEXObYa4LTMRbVA/MGjYjyVjP3xY52RC6EcKFiEqm8tO/ppVqC4DhvAQVnh7vmRk/Iq4UlH+UbQJboNbc/NL8/b4RXh662zLl+ucTAj9yOpVQlS2w2vIO+L5Y9p1HdCUTXQK60SEb4S+uUSVi3luRaWdyxIWhbXBQZ7ftZufot1wGg5//iW901qBolTonMdnDKu0fEJUN+lhEaKSubZ8SUGqZ+ry9609l4Okd0WUlyu/IwAG36P82KgTilElpDCf1rkyW0jUT1KwCFGZSvLIj18PmoK5ZTSrtT2AFCyi/FR7OKo9DMXgYkFANP6NPWuyDD6ZoHMyIfQhBYsQlenACmxJniutqdd1xKW5aBnUkpjAGH1ziVpIwXm2lyXJLxct2gjAkFPbMWiqnsGE0IUULEJUIuevCyjOtIIC37csACC2aazOqURtde6ykNHvECvDu2OwqPiVFNMp66jOyYSoflKwCFFZCjKw/bIDAK9uHfmhyNN1HxstBYuoGLWkMaozEMXgYJFPNAFNzo6JOrlN52RCVD8pWISoJNqeb7Ad96y9cnpgJ+xuO1H+UbQObq1zMlF7KaW9LKf8siiM9vx8XXt6F2a3S89gQlQ7KViEqCT2nxbgyDOjmIysbOrZ9DA2OhalglNQhQBw5XkKFpP/fpaF9sXk5cbL6aR7xkGdkwlRvaRgEaIynDmGbUsSAD7X9Sf+zCYAhjSV2UHi6riLm6K6/FCMJXzt1ZSApp7LQnEnt+icTIjqJQWLEJVA27mYvBOenZlPD+xIobOQht4N6RTWSedkovYz4MrvAECWfyrpUZ79qHql7cfLZdczmBDVqkIFywcffEBMTAxeXl706dOHLVsuXekvXryYtm3b4uXlRadOnVj5P7uOFhQUMHnyZJo0aYK3tzft27dnzpw5FYkmRPXTNIpWL8RVbMTg68Wq8HTAsx+MQZHfCcTVO1ewmPz3siRgAGY/Fya3St/UvTonE6L6lPvTdNGiRUyZMoVp06axfft2unTpQlxcHBkZGRdsv3HjRsaNG8f999/Pjh07GDlyJCNHjmTPnj2lbaZMmcKqVav4/PPP2b9/P0888QSTJ09m2bJlFX9lQlSXtF3Ydp4BwC8ujh/T1gEynVlUHndhCzS3FwZTAcusUfhHey4L3XRys87JhKg+5S5Y3n77bSZNmsTEiRNLe0J8fHz45JNPLtj+nXfeYejQoTz99NO0a9eO119/ne7du/P++++Xttm4cSP33Xcf119/PTExMTz44IN06dLlsj03QtQE6vaFpTszn7q2DTa7jRCvEHqE99A5mag7jLjy2wNQEHCCo1FNAOiYkYS/o1DPYEJUm3IVLA6Hg4SEBGJjf//N0WAwEBsby6ZNmy74mE2bNpVpDxAXF1emff/+/Vm2bBmnTp1C0zR+/vlnDh06xI033lieeEJUP9VNwcqlqE4DpgZBfB9wAvAsxW8yyN6iovKcW/XW5L+Hb/yuwRrkxKBpXHNqp87JhKge5SpYsrKycLvdhIeHlzkeHh5OWlraBR+TlpZ22fbvvfce7du3p0mTJlgsFoYOHcoHH3zAddddd9EsdrudvLy8Mjchqt2JjdgOeLrn/YePJD7lJwBuaHqDnqlEHeQubIXmtmIw21hticS3qWfA7c2n5LKQqB9qxIjA9957j82bN7Ns2TISEhJ46623eOSRR/jxxx8v+pjp06cTGBhYeouKiqrGxEJ4uDd/TkGq53JQyoCW5NhzCLIG0Suil87JRJ2jmXEVtAPA4X+YHU1aAtAi6zRhxbk6BhOiepSrYAkLC8NoNJKenl7meHp6OhERERd8TERExCXbFxcX8/zzz/P2229z66230rlzZyZPnsyYMWOYNWvWRbNMnToVm81WektJkS3XRTVzlpC3+gdQFazNmrBK2QfI5SBRdVx5nmnypoA9fGO9Du8GdhRg4Mkd+gYTohqUq2CxWCz06NGD+Pj40mOqqhIfH0+/fv0u+Jh+/fqVaQ+wZs2a0vZOpxOn04nBUDaK0WhEVS++I6nVaiUgIKDMTYhqdXg1tiOeVWz9b7uTH5M9PYJyOUhUFVdhazS3BYM5l3WWMCzRbgCGnbzwGEIh6pJyXxKaMmUKc+fOZf78+ezfv5+HH36YwsJCJk6cCMD48eOZOnVqafvHH3+cVatW8dZbb3HgwAFeeeUVtm3bxuTJkwEICAhg4MCBPP3006xdu5akpCQ+/fRT/vOf/zBq1KhKeplCVD7H2s8ozrKConCiX1POlJwhwBJA70a99Y4m6qo/XBYiYD/rIzuDotHIdobovAuPIxSirih3wXLuUs3LL79M165dSUxMZNWqVaUDa5OTk0lNTS1t379/fxYsWMBHH31Ely5d+Oqrr1i6dCkdO3YsbbNw4UJ69erF3XffTfv27ZkxYwZ///vfeeihhyrhJQpRBYrOYPvZM+3et0dnVhdsBTyLxZkNZj2TiTrOlX/2spD/br42XYdfI8/g21jZwVnUcRW60D558uTSHpL/tXbt2vOO3XHHHdxxxx0XPV9ERATz5s2rSBQhdKHtXUrecSsA/qPH8GPyu4BcDhJVz1XQBk21YLDkkmD1w93UCKfhxpNb+KTdMJDNNkUdVSNmCQlR25Ss/hxHvgnFYiKpazhZxVn4m/3p1+jCY7mEqDSaGVd+W8Az+HZVeG8MJpXAoiLanzmubzYhqpAULEKUV24ytt+OAOA/eCA/ZP4CwKDoQZiNcjlIVL3fLwvt4SvlOvyblAAw9ORvesYSokpJwSJEOWk7FpJ3wrP2SsDoO1lzYg0gl4NE9fFcFjJjsJzhmFUhJ9ofgGtP7cSounVOJ0TVkIJFiPLQNAqWL8TtMGIM9OVoC18yijLwNfvSP7K/3ulEfaFZcBWcvSzkv5uloddg9HLj5XDSPeOgzuGEqBpSsAhRHmm7sO3y7MwceOutrDrp6V0ZFDUIi9GiZzJRz5xbRM4csIel2gACojyXhWRNFlFXScEiRDm4N39OwSnP5SC/kaP54fgPAAyNGapnLFEPuQranr0slE22VzFJ0Y0A6JF6EC+XXed0QlQ+KViEuFKqm7wVy9BUBWtUOPtCi8gszsTf4i+Xg0T1K3NZaBdfBQzE7OfC5Fbpl7pb53BCVD4pWIS4UsfWknfQCUDA6DGsOr4agNjoWJkdJHThyusMgDlgJ6u1nvg0dQAwImWDnrGEqBJSsAhxhRw/f0pRphUU8L311tK9g+RykNCLq6CtZ28hSy5FXtnsjPLs4Nw6I4Xgkjyd0wlRuaRgEeJK2POxrVkPgG+3DuxQkjlTcoZga7DsHST0o5lxFbQHwBy4k//6DMIr1IECDD6ZoG82ISqZFCxCXAFt3zJsxzyXfQLH3MuqpFUAxDaNxWSo0A4XQlQKZ14XwDOOZb3aAWNTDYBbZLaQqGOkYBHiChSvmIezwITBasJr8PVyOUjUGO6CVmhuLwzmfDSfk/zcuDsoGhG5soOzqFukYBHicmwnsW08DIB/7CB+s+0k35FPmHcYPcJ76BxOCBPO/I6ePwXs5L+mQfhFetZkuSlls57BhKhUUrAIcRnqtgXkpXjWXgm8857Sy0E3Nr0Ro8GoZzQhAHCVXhbaw16tCQXRvgDccHIbiqbqGU2ISiMFixCXomnkL1uI6jRgDgvE2L0TP6X8BMDQZnI5SNQM7sLmqC5fDKZCjL7HWBo+AINZxbe4hE5Zx/SOJ0SlkIJFiEtJTcS2MweAwNtGs+H0RgqdhYT7hNOlQRedwwlxjvEPS/XvZAnX4Xd2qf7hKb/qGUyISiMFixCX4PzlUwrTrQAEjr6TVcc9l4OGxgzFoMg/H1FznFtEzuS/lwzFnxNnl+rvc3o/VpdDz2hCVAr5xBXiYtxO8pavBE3Bu10znJFhrE1ZC8jlIFHzuItjUJ0BKMYSjL6HWBg8CLOPC5PLTZ+0vXrHE+KqScEixEVoh38k95BnTYvAMeP5KfknStwlNA1oSofQDjqnE+J/Gcos1f+D1guvGM9WErel/KJnMCEqhRQsQlxEycq5OPLMKGYDAcOGsSJpBQA3N7sZRVF0TifE+X5fRG4fJQpsa9IO8CzVH2jP1zOaEFdNChYhLqToDLaftwPgf20/ck0ONp/2rGkxrPkwPZMJcVFqSRNURyiKwYnJfx9f+g7BK8SBosENKdv0jifEVZGCRYgLUBO+xHb87GDbuyey6vgq3JqbjqEdaRrQVOd0QlyMgtPWDQBz4A62aG3QYjwf8zJbSNR2UrAIcQH5S+ajOg2YQv3x7duXlcdWAtK7Imo+p60rAEbfw2AsZFXj3mDQaGCzUXLggL7hhLgKsmubqHNinltxVY9vqyTzUUIm4MWisG78+5Uv8Gu5C01TeOkLEy+6r+78QlQlzRmGuzgKo3cKpoBdfJk7hOGRG8g/6Y1t0ed4Tfub3hGFqBDpYRHif9xlX1O69sp30QMwByYC4C5sieb21zGZEFfmXC+LOXAHKVo4aTGhANiWr0BzOnVMJkTFScEixB+YcDEwORFQONEgnHTfEEwBiQA487rqmEyIK+fK64KmGTB6n0QxZ7EwbDBGqxt3fgkF69frHU+ICpGCRYg/GKTswJnk2dBwcfT1GLxOYbRmoqkmXPmy9oqoHTS3H+7CVoCnl2UFffFu6ulZsX3xbz2jCVFhUrAI8Qd3n/kRZ6EJl8nAr426YD7bu+IqaA+ql77hhCiH3y8LJVKMlYToNgDkb96BKydHx2RCVIwULEKcFUIeLY+fBOC3Ju2xm0yYAnYCv3/4C1FbuPI7oKkWDJZsDF4pfOZ/I9ZgB7g18r5donc8IcpNChYhzrpdXUfBSc9g28XRgzD6HMNgzkdz+eAuaK1zOiHKSbPgym8PeC4LJWitCergC4Dtv5/rmUyICpGCRQgANEae+hXNbSDX35eDwdGYAxMAcOZ3QlYAELXRuUXkTAG7AJWA2+4ERaPkWColhw7pG06IcpKCRQigo5KE9/FiwDOVGaMDU8AeAJy5PfSMJkSFuQtborr8MJgKMfodxnTNn/CLtANg+3K+zumEKB8pWIQAJhR8T0m2BU2BlVH9MPnvRjE4Ue1hqCVRescTooKMuM5uiGgOTICASIL6twTAtnylrMkiahUpWES9500JvY/vB2B/o6bkevn/fjnI1gOQnZlF7XWuh9Dktw+b3Ybf6Ad/X5Nl7Vp9wwlRDhUqWD744ANiYmLw8vKiT58+bNmy5ZLtFy9eTNu2bfHy8qJTp06sXLnyvDb79+9n+PDhBAYG4uvrS69evUhOTq5IPCHK5VZtE8XHLQB8EXMDivkMJt8kNO33jeSEqK1UeyTukkYoBjffJ32P0nE4gS1VAHI/+0jndEJcuXIXLIsWLWLKlClMmzaN7du306VLF+Li4sjIyLhg+40bNzJu3Djuv/9+duzYwciRIxk5ciR79uwpbXP06FGuueYa2rZty9q1a9m1axcvvfQSXl6y7oWoemNT41GdBop8rOxo0Bpz4HYA3IUt0FxB+oYTohKc62X59si3YLISdOtQAAq27sF5kc9uIWoaRdM0rTwP6NOnD7169eL9998HQFVVoqKiePTRR3nuuefOaz9mzBgKCwtZvnx56bG+ffvStWtX5syZA8DYsWMxm8189tlnFX4heXl5BAYGYrPZCAgIqPB5RO1Xns0Pmyun+eTX6RRnWvm63XV83OZWfFvMxGA5Q/GpMbjypIdF1H6KsQDfVm+gKCpLhi+hpdPF8duGUZxlocEjkwh7dIreEUU9dqXf3+XqYXE4HCQkJBAbG/v7CQwGYmNj2bRp0wUfs2nTpjLtAeLi4krbq6rKihUraN26NXFxcTRs2JA+ffqwdOnSS2ax2+3k5eWVuQlRXhMKv6c404qmwJLogRi9j2OwnEFzW2UpflFnaG4/XAVtAVh2dBk0bEtQz3AAbIsXUc7fW4XQRbkKlqysLNxuN+Hh4WWOh4eHk5aWdsHHpKWlXbJ9RkYGBQUFzJgxg6FDh/LDDz8watQobrvtNtatW3fRLNOnTycwMLD0FhUlMzlE+Zhxce1xz0q2RyMak+0diCnoD2uvaBY94wlRqVxnLwt9d+w7XKqLgDEPYDCpODLyKN66Ved0Qlye7rOEVNUz+GvEiBH89a9/pWvXrjz33HPccsstpZeMLmTq1KnYbLbSW0pKSnVFFnXEDdpWnMc9Gx0uaBoLigOz/24AXLnd9YwmRKVzFbQh2BpMVnEWG09vxNBjDP4xLgBy53+oczohLq9cBUtYWBhGo5H09PQyx9PT04mIiLjgYyIiIi7ZPiwsDJPJRPv27cu0adeu3SVnCVmtVgICAsrchCiPe9LW4HYYKfE281vD9pj896IY7aiOENzFMXrHE6KSmRjWfBhwdvCtxZeguGsByPtlC+78fD3DCXFZ5SpYLBYLPXr0ID4+vvSYqqrEx8fTr1+/Cz6mX79+ZdoDrFmzprS9xWKhV69eHDx4sEybQ4cO0bRp0/LEE+KKNSKbyKRMAOKb9kA1GP+w9kp3akDnoxCVbmTLkQD8nPIzNrsN79sewxLgRHOq5C1ZrG84IS6j3J/KU6ZMYe7cucyfP5/9+/fz8MMPU1hYyMSJEwEYP348U6dOLW3/+OOPs2rVKt566y0OHDjAK6+8wrZt25g8eXJpm6effppFixYxd+5cjhw5wvvvv893333HX/7yl0p4iUKc777iVRRnWNGARdFDUMxnMPoeBc4VLELUPW1C2tA2pC1O1elZk6Vxd4K6BgGQK0v1ixqu3AXLmDFjmDVrFi+//DJdu3YlMTGRVatWlQ6sTU5OJjU1tbR9//79WbBgAR999BFdunThq6++YunSpXTs2LG0zahRo5gzZw7/+Mc/6NSpEx9//DFff/0111xzTSW8RCHKMuLmhhOeQYYp4eFk+gRjDtyGomi4CluiOUN0TihE1RnRYgQAS48sBSDwznvBoFGSlEHJgQM6JhPi0sq9DktNJeuwiHMutw5LnLaFJ7//ErfDyN/73MuvjTri2/JNDOY8ik+Ow5XfpZqSClG9js8YxpmSMwxZPASX6uKrW7+ijU8EJ4d3Jz/ZQvCIWCLefE/vmKKeqZJ1WISoCyakfl862HZjRCeMfocxmPNQXT64CmTtFVG3hXiFMCR6CABfHfoKvAIJGtITANvqn1GLi/WMJ8RFScEi6pUmSgYRR7MBWN2sD6piwBzk2QvLZesOmknPeEJUi9GtRgOw4tgKil3F+I6dgtnXhVriJm/pVzqnE+LCpGAR9cqk/OWUZFvQFFgUPRjFlIfJz3Pd3pnbW+d0QlSPPo360MSvCfnOfH44/gNKdG+Cunq64nP+87HO6YS4MClYRL1hxsV1xzwr2x5qHEWOVwDmwAQURcVV1BTV0VDnhEJUD4NiYHRrTy/LV4e+AkUh6K6Jvw++3btX54RCnE8KFlFv3OLehP2EZ2XbeTE3ASrmIM9sIWduLx2TCVH9RrYciUkxkZiZyJGcI5iumUBAtGfl25x/v6NzOiHOJwWLqDfuSfkBzW2gIMCbnaGtMPoc+32jw7zOescTolqFeYcxMGogAF8f/hqsfgTd5FlKIu/HDbgLCvWMJ8R5pGAR9UILThJ0zLOj99KYa0BRfu9dyesmGx2Keun21rcDnh2c7W47PmOfweLvQnWo5H39hc7phChLChZRL/z5zHc48syoRoUlUQPBWIjJfw8gl4NE/dWvUT8a+TYiz5HHmhNrUMLbE9TTM5Yr5/P51JFlukQdIQWLqPOsOOiVtB+AndEtKTJ7YQ7cjmJw4y5ujFrSWOeEQujDaDAyqtUoAL4+9DUAgff+GcWgYU85Q8nORB3TCVGWFCyizhvniKfkpBmAj2NuAVQswZsBmcosxKiWozAoBralbyPJloSp91j8m3l6VnLm/lPndEL8TgoWUcdp3Jn0M2gKWWGBHAtsjNH3CAZLNprbitPWVe+AQugqwjeCaxtfC8DiQ4vBZCF4+A0A5P2yDbfNpmc8IUpJwSLqtP7qHkzHnAD8p1kcAObgTQA4bT1As+qWTYiaYkybMYBnQ8QiZxHedz6NNdCJ5tTI/ewjndMJ4SEFi6jTHjq9DLfdiMPHRHyjHiimnNKVbR05/XROJ0TNMKDxAKL8o8h35LMyaSVKcFOCr20BQM6XC9FUVeeEQkjBIuqwRloWjQ9nAPB9sz6oBiPm4N9QFA1XQUs0RwOdEwpRMxgUA2PbjAXgywNfomkagfc/hcGs4swuovDHVTonFEIKFlGHPZKzBIfNjGaEz5vGgeL8w8q2fXVOJ0TNMqLlCLxN3hzKOcT2jO0Y2sYS1NEbgDMfycq3Qn9SsIg6yYqDfkc966zsjm5BgcUHk/9uDKZCVGcgrvx2OicUomYJtAYyrPkwwNPLgqIQfO8EQKNwTzL2Y0d1zSeEFCyiThpbHI/jlAmA/2s+AgBLyNnBtjl9AKNe0YSosc5dFoo/EU96YTqW2Afxa+IZv5Lzf2/qGU0IKVhEXaRxR9JaQCGjYTAn/CMxeJ3E6J2CphllZVshLqJNSBu6N+yOS3Px1eGvwOJD8PBBANjWbEAtlP2FhH6kYBF1Tl/3PsxJnqnMnzYfCoDl7FRmV14nNLe/btmEqOnGtRsHwOKDi3G6nfje87xnfyG7iu3zf+mcTtRnUrCIOucvJ5eiOg3Y/cysDe+GYizEFLATAGeODLYV4lKGRA+hgXcDskuyPfsLhTQl+NrmAJxZsED2FxK6kYJF1Cla1jEiD2cCsKJ5PzTFgDloM4rBhbu4Me7ipjonFKJmMxvM3NHmDgAWHFgAQOADz2IwqTjSCylau0bPeKIek4JF1Cn5H7+Cs8CEalH4T3QcKC7MZwfbOs5cCyj6BhSiFrij9R2YDCZ2Zu5kd+ZujO0GEdjeB4AzH76lczpRX0nBIuoMrSiH7OWeTQ03Nu+I3WTFFJCIwVSA6gzAlddJ54RC1A5h3mHc3OxmAObvm++Z4jzhfkCjYFcy9sMH9Q0o6iUpWESdUbxwBiVZRjDC+81uAzQsIb8C4DwzAJnKLMSVG99+PABrTqzhVMEprDc+iN/ZK6pnZr+mYzJRX0nBIuoGl4PshcsAOBAdjc3qj9HnCEavNDTVgkOmMgtRLm1C2tCvUT9UTeXzfZ+DyULIncMBsK3djis7W+eEor6RgkXUCfbV/6IgGUBjdgvPgEFL6NneldyeoProF06IWuq+DvcB8M3hb8hz5OFz1/N4hbrR3JDzwd91TifqGylYRO2naWR/8m8A/LvFcMKvEQZLOia/g2iaguPMAJ0DClE79Y/sT8uglhS5ivjq0Fco3kGEDPMsDZCz9AdUu13nhKI+kYJF1HrObcuw7S8BIOSx5wEwnx274spvj+YM1S2bELWZoiilvSxf7PsCp9tJwJ9fw+Tjxl3kJu8/H+icUNQnUrCIWi/nw1mgKng3C8an33UoxgLMgTsAcJ65Vud0QtRuNze7mTDvMDKKM1h1fBVKaAwhA1sCkP2fz2UhOVFtpGARtZr72DZytmYAEPrnyQCYgzedXSguShaKE+IqWYwW7m53NwDz985H0zSCHpnmWUgus5jC77/SOaGoL6RgEbVazuwXUZ0GLGFe+A0fS6GzEEvIRgAc2bJQnBCV4Y7Wd+Bt8uZgzkE2p27G2LIPQd09l1rPzHlX53SivpCCRdRa6qn9nFmXBEDYA39CMRj478H/ohiLUe1huPI76pxQiLoh0BrIqJajAPhkzycAhDz8V1A0Cg9lUZywSc94op6QgkXUWrnvTMVtN2AOMhNwz8PY3Xbm750PgD37euTHW4jKc1+H+zApJjanbmZn5k7MfW8noI0XANlvvaJvOFEvyCe6qJXUzONkr9kHQOiEu1BMJpYcXkJ2STaqMwiXrZvOCYWoWyL9Irm1xa0AzN01FxSF0D8/DED+9hPYD+zSM56oBypUsHzwwQfExMTg5eVFnz592LJlyyXbL168mLZt2+Ll5UWnTp1YuXLlRds+9NBDKIrC7NmzKxJN1BO2d6fiKjZi8jcS9KcpOFUn8/bMA8CRfR2yDL8Qle/+TvdjUAysO7mO/dn78YqbhF8zE6CQ/Y8X9Y4n6rhyFyyLFi1iypQpTJs2je3bt9OlSxfi4uLIyMi4YPuNGzcybtw47r//fnbs2MHIkSMZOXIke/bsOa/tkiVL2Lx5M5GRkeV/JaLe0GwZZK3cDkDoXaNQLBZWHlvJ6cLThHiF4JRl+IWoEk0DmhIXEwfA3N1zwWAg7P4JANg2HcJ54qiO6URdV+6C5e2332bSpElMnDiR9u3bM2fOHHx8fPjkk08u2P6dd95h6NChPP3007Rr147XX3+d7t278/7775dpd+rUKR599FG++OILzGZzxV6NqBds7z+Hq9CA0Uch6KHncatuPt79MXB2wzZNfn6EqCqTOk0C4McTP3I09yjeox7Hp7ECmkL2P6bqnE7UZeUqWBwOBwkJCcTGxv5+AoOB2NhYNm268CjxTZs2lWkPEBcXV6a9qqrce++9PP3003To0OGKstjtdvLy8srcRN2nFeaQtXQDAKF33ITB25v45HiO5x3H3+LPmDZjdE4oRN3WKrgVQ6KHoKF5flEwmgi7bywAuWt34Uo7rXNCUVeZytM4KysLt9tNeHh4mePh4eEcOHDggo9JS0u7YPu0tLTSv7/55puYTCYee+yxK84yffp0Xn311XKkF3VB3pwXceYbMHpB8ORX0DSttHflrrZ34Wfx0zmhEDVXzHMrKuU8Bq92+DaL57ujK1j4QztMjs4sD/kC9YyBJX9+gKfbPVKh8x6fMaxS8om6SfdZQgkJCbzzzjt8+umnKMqVL/I1depUbDZb6S0lJaUKU4qaQCvMJeu/PwIQMvx6DP7+rE1Zy/4z+/E2eXNPu3v0DShEPaGWNMFV0AZF0bCErsWpmPm5TXcAOh47RpAjX9+Aok4qV8ESFhaG0WgkPT29zPH09HQiIiIu+JiIiIhLtl+/fj0ZGRlER0djMpkwmUycOHGCJ598kpiYmItmsVqtBAQElLmJus32/rM4bGd7V56cjqqpvJ/oGQt1V9u7CPIK0jegEPWIPWswAOagBBTzGWY3vB1jgApOhadOfKlzOlEXlatgsVgs9OjRg/j4+NJjqqoSHx9Pv379LviYfv36lWkPsGbNmtL29957L7t27SIxMbH0FhkZydNPP83q1avL+3pEHaXlZ5O1eC0AoaNvwBgYxA/Hf+BQziH8zH5M7DhR34BC1DNqcVNchS1RFBVrWDwliheb2njGIPY4fJAAZ4HOCUVdU+5LQlOmTGHu3LnMnz+f/fv38/DDD1NYWMjEiZ4vjPHjxzN16u8jxR9//HFWrVrFW2+9xYEDB3jllVfYtm0bkyd7NqoLDQ2lY8eOZW5ms5mIiAjatGlTSS9T1Ha5bz+Fs8AzMyh4yhu4VBcfJHq2th/fYTyB1kCdEwpR/9gzbgTAFLgdgyWDNyPvwuivgkPh+aTPdU4n6ppyFyxjxoxh1qxZvPzyy3Tt2pXExERWrVpVOrA2OTmZ1NTU0vb9+/dnwYIFfPTRR3Tp0oWvvvqKpUuX0rGj7PMiroyak0bWUs+GhmHjhmHw9WP5seUczztOkDWIe9vdq3NCIeontSQaZ357z1iWBmsoUrz5pV0XALoePkyIw6ZzQlGXKJqmaXqHqAx5eXkEBgZis9lkPEsdk/3C3WR8vR2Tv0KL9dtxm43cuvRWThWcYkqPKeddDqqsmRBCiMszWNPwafYOiqJRmPQo5uIwlq2dimozsK9tU55s++gVn0tmCdVPV/r9rfssISEuxZ2ZQvbybQA0uPc2DF5eLDmyhFMFpwjzDmNs27E6JxSiflPtEbjyPL0q1gY/YFes/NiuJwAdjhwn3JGtZzxRh0jBImq0nDen4LYbsAQZCHzoZUpcJfxr578Az4qb3iZvnRMKIeyZsWiaAZPfQYzeSfwz/A6UIA3NpfDi0c/0jifqCClYRI3lPn2U7NW7AQi7/y4Ui4VFBxeRUZxBhG8Et7e+XeeEQggAzRlWuoeXpeFqXIqJFe08M0FbHU2hiT3tUg8X4opIwSJqrKxXH0V1KljDTAT86TlsdptnwzXgoc4PYTFadE4ohDjHkTUYTTVh8jmO0fcQ7zccBSF4elmOSC+LuHpSsIgaybHzV3LWHwOg4eMPoxiNfLTrI2x2Gy2DWjKi5QidEwoh/khzBeLM8fSqWBt+j6YoLGl7HQAxx9JoUXJSz3iiDpCCRdRIGa89g6Yq+Db3w/f2h0nOS2bBgQUAPNXzKUyGcm2DJYSoBvbs69Hc3hi90jAHbeOjBreghipoboVpBz/VO56o5aRgETVO0aovyN+bA2g0fPFVFEVh9vbZuFQXAyIHMKDxAL0jCiEuxO2LPXMIAJYGP4DRwbwOnqnKDY7nMCB/l57pRC0nBYuoUTRVJeMf/wAgsFdjvPrfTEJ6AmtOrMGgGHiy55M6JxRCXIozpy+qPQyDqQBL6M98FXI9RY2toCk8uW+h3vFELSYFi6hR8udNp/i0A8Wo0eCV2aiayqytswC4rdVttApupXNCIcSlmSjJuBkAS8ivKOYz/KPdXaBoeKc6GJsdf5nHC3FhUrCIGkMrLiLjX18AEBrXGXOLTqxMWsme7D34mHx4pOsjOicUQlwJd0E7z8aIBjfWht/zm18H0puHAjB+7yoMmkvnhKI2koJF1BhnZk7Bmadh9NYIffFdSlwlvLP9HQAe6PQAYd5hOicUQlwZBXv6MDRNwRywG6N3EtNaTUAxaShnNKakLtY7oKiFpGARNYLr5FGyvloLQINxN2IIieDj3R+TVphGhG8E97aXDQ6FqE1Ue6PSxeSs4cs54RXBvtbNALhh71b83IV6xhO1kBQsokbImPoQqkPBq4GBoCf+wXHbcT7Z8wkAz/R6Bi+Tl84JhRDl5ci8Ec1txeh9CnPQNl5pPgHFS0MtNPDKiU/1jidqGSlYhO6KfvwK21bPolIRU58Cs5W///Z3nKqTaxpfQ2x0rM4JhRAVobn9sGfeAHgWk8u3ws/tugPQaf9RWtuT9YwnahkpWISuNKeTtNdeByCwexjeN09k9fHVbE7djMVg4fnez6Mois4phRAV5czph7ukEYqxGGvDFcyMHos7yIDqNPC3A//WO56oRaRgEbrK+edU7BkODBaVhn//PwocBfxjq2cdlgc6P0BUQJTOCYUQV8dISeptngG4QTtQfI/zfufbAPBPKmBMrkxzFldGChahG9fpE2R+vhyAhrcPwNSsEx8kfkBmcSZNA5ryp45/0jmhEKIyqCVROHP6AOAVsYRVoT3JiA4GFCbuWolVs+sbUNQKUrAI3ZQOtA1TCHrmPQ6cOVC6X9DzvZ/HarTqnFAIUVnsmUNRXf4YrFlYQtfxQvsHUEwa2hmFV07O0zueqAWkYBG6KIr/FttvxwGIeOYx3BYrr216DVVTiYuJo3/j/voGFEJULtULe/otAFhCf+aUv5Ff23UCoPueQ7RypOiZTtQCUrCIaqcWF5P60ksABHUNwvvWPzN/73x2Z+3G3+zPM72e0TmhEKIquPI64ypohWJw4dVoCdOb3YU7wIBqN/C3Qx/rHU/UcFKwiGqXNe0vOM44MXmrNPzHXI7ajvFB4gcAPNP7GRr6NNQ5oRCiaiiUpI1EU82YfI9iCE3gw04jAQg4WkDJ9zJrSFycFCyiWhVvWUf2d5sAiHjgFrQmbXnx1xdxqk6ua3IdI1qM0DmhEKIqac5Q7BlDAbA2XMnKyNZkNAkCTSH177PQCrL1DShqLClYRLXRnE5Sn/kraAr+rb3wf/gffLr3U/Zk78Hf7M/LfV+WNVeEqAecOf1wFTZHMTjxivyK5zo+CGaNkiw4M22i3vFEDSUFi6g22dOfxp5WjNGiEjHjPQ7bjvF/if8HwLO9nyXcN1znhEKI6mGgJPV2NLcFk89xsiIP8G3HawHIXHUQxwbZHFGcTwoWUS3s+xLJWrgKgPBxA6BtX17a8FLppaDhLYbrnFAIUZ00Zwj2DM+sIWuDH/ioZT98WoaiuQ2kvjwNrSRf54SippGCRVQ5zeUi9a8PoakKvtEGAp78gDk757A3ey/+Fn+m9Zsml4KEqIecub1wFbTxzBpqvJgGb3+IYoKiUxq26ZP0jidqGClYRJXLeuMZik/YMJhVGv19Bluzd/PRro8AeLHPizIrSIh6S/Es2+/2wuh9ko8LfqbB+JEApH+zA+eO7/WNJ2oUKVhElSretJasL1cCEDGmN/mdBvDc+ufQ0BjVchQ3N79Z54RCCD1prkBKUj17C328+2MOjrsZr8b+qE4Dac8/hWYv0DmhqCmkYBFVxl1QwKkpj4OmENDGjP8z/+KFX18gsziT5oHNea73c3pHFELUAK78zjhy+qChMXXji3i98TdQoCBJxfa38XrHEzWEFCyiyqQ/+SecOQ5MPm4iZn3EZ4cX8+upX7EYLMwcOBMfs4/eEYUQNYQ9/RZaB7fmTMkZXsxdRNh9IwFIW7IXx0+f6BtO1AhSsIgqkbd4PrZ1u0HRaPzobewP9mP29tmAZwpz6+DW+gYUQtQsmplZA2fhbfJmS9oWFt/YGJ+WDdBcBk5Pm4GWnax3QqEzKVhEpXOeOknq398EILRfMI6xz/DUuqdwqS5uaHoDd7S+Q+eEQoiaqFlgM17q69lnbM7uj0h/9UkMVoXiTCNZz44F1a1zQqEnKVhEpdIcDk49MA61RMMr1E3wjM94av0znCo4RWO/xjKFWQhxSbe2uJWRLUeiofH0kbfxmuKZ3py14QzFn72gczqhpwoVLB988AExMTF4eXnRp08ftmzZcsn2ixcvpm3btnh5edGpUydWrlxZep/T6eTZZ5+lU6dO+Pr6EhkZyfjx4zl9+nRFogmdpT//KMVJWRjMKo1feYq3j3/Nb6m/4W3y5t3B7xJoDdQ7ohCihnu+z/Ol41meDtmET7+2oCmceu8b3Id/1Tue0Em5C5ZFixYxZcoUpk2bxvbt2+nSpQtxcXFkZGRcsP3GjRsZN24c999/Pzt27GDkyJGMHDmSPXv2AFBUVMT27dt56aWX2L59O9988w0HDx5k+HBZ+bS2sf13PjnLfwEgcnxvvm8Wzuf7PwfgjWvekHErQogrcu4XnGBrMPvP7GfOHVGYAi04C4ykPfEgWkGW3hGFDhRN07TyPKBPnz706tWL999/HwBVVYmKiuLRRx/luefOn6Y6ZswYCgsLWb58eemxvn370rVrV+bMmXPB59i6dSu9e/fmxIkTREdHX1GuvLw8AgMDsdlsBAQElOcliUpQsn8vx++4Hc0FoX38SH9zDhPWPIhDdfDnzn9mcrfJ1ZYl5rkV1fZcQojKc3zGsDJ/T0hP4IEfHsClunjePIyuf/sWVAi/oQEh7/wMBqNOSUVlutLv73L1sDgcDhISEoiNjf39BAYDsbGxbNq06YKP2bRpU5n2AHFxcRdtD2Cz2VAUhaCgoPLEEzpxFxRw6sH70FzgG+mGN/7FE788g0N1cH3U9fyl61/0jiiEqIV6hPfgxT4vAvCGcwW2ewcDkP5jBkUfP65nNKGDchUsWVlZuN1uwsPL7qobHh5OWlraBR+TlpZWrvYlJSU8++yzjBs37pKVlt1uJy8vr8xNVD9NVUn9y3gcmYWYfNwETn+NR7ZPJ6M4g+aBzZl+zXQMioztFkJUzOjWo7mr7V0APBa1BXq39Ixn+fAHXJsW6JxOVCeT3gH+yOl0cuedd6JpGh9++OEl206fPp1XX321mpJVr9p0SeOpfQsYcmg/GDR+6duRWQmLMPkeQXX5sSthNB03r9M7ohCilnu619Mcsx1jc+pmnoi18c5xX1wZhZyaOo3oL7uhNGqnd0RRDcr1q29YWBhGo5H09PQyx9PT04mIiLjgYyIiIq6o/bli5cSJE6xZs+ay41CmTp2KzWYrvaWkpJTnpYhKMPrEzww5tB2A3B7+zGrrjcn3CJpqoThlApozVOeEQoi6wGQw8db1b9E6uDWntRxmjAtEsSgUpZnIfHIMFOfqHVFUg3IVLBaLhR49ehAfH196TFVV4uPj6dev3wUf069fvzLtAdasWVOm/bli5fDhw/z444+Ehl7+i85qtRIQEFDmJqpP78y93J94tieoHTzYrSumwF1omoHik/egljTRN6AQok4JsAQwJ3YOjf0ak+CTwaLbGwGQvd1J7ksjwOXQOaGoauUeXDBlyhTmzp3L/Pnz2b9/Pw8//DCFhYVMnDgRgPHjxzN16tTS9o8//jirVq3irbfe4sCBA7zyyits27aNyZM9s0acTie3334727Zt44svvsDtdpOWlkZaWhoOh/wA1kTR+WlM2/IpigbWaCfj+w6G0M0AlJy+HXehTF8WQlS+Bj4N+NcN/yLEK4Svmmbw2+CGAKSuTKfwnfFQvkmvopYpd8EyZswYZs2axcsvv0zXrl1JTExk1apVpQNrk5OTSU1NLW3fv39/FixYwEcffUSXLl346quvWLp0KR07dgTg1KlTLFu2jJMnT9K1a1caNWpUetu4cWMlvUxRWQLtBcze/C4Gp4Y11MlDA6+nJMKz9kpJ+k248rrrnFAIUZc1DWjK/8X+Hz4mH97unc2xzkGgKpycvwP7IlkJty4r9zosNVVdWoelpg669XEW89GGmYTm5mH2dfHq8G4kxuwHwJ41EEfmUECW3RdCVMz/rsNyKb+l/sbDPz4MdgdvL7IQnlKM2c9FzNvPYbru/ipMKSpblazDIuovq8vB+5tnE5qbh9Hq5uO4ZqXFiiP7OilWhBDVqk+jPvzz+n+C1cILoxzkBRtxFpg4+cJ01ANr9I4nqoAULOKyzG4X/9zyLo2yszGYVb4aGsGKNp7Lfo7sa7Fn3IQUK0KI6jYwaiCzB82m2N/CtNvB7qVQnGnm1KMPoR2TPYfqGilYxCUZVDdvJnxIs4w0FJPKd0ND+LJ9DgCO7GuwZ9yMFCtCCL1c1+Q63h38LpkNrUy/TcFlhIIUC6cfmYCWvFXveKISScEiLsqgqby249+0O30CxaDxXZwf8zsWAOeKlWFIsSKE0Ns1ja/hvcHvcbS5N7NGGXAbIC/JTNrku9BSd+kdT1QSKVjEBRlVN3/f9hE9Ug6BovFtnIX/dPZMM7dn3iDFihCiRunfuD/vD3mf/e18eXe4AVWB3EMmMibfjpZxQO94ohJIwSLOY3Y7mbnlA7qeOgIGjW9uMvF5Vw1NUyhJvQ1H1hCkWBFC1DR9G/Xl06GfcqhbAz682fP1dmavkczHRqKl79M5nbhaUrCIMrxcdmZvfpd2aclg1Ph0uJmFXRQ01UTJyXtw5vbWO6IQQlxU+9D2fH7z55y4pjkf3+j5istOVMh4ZDhayjad04mrIQWLKOXrKOa9jf+keWYqmkll1u0mVrYDze1NcfIDuAo66B1RCCEuq4l/E/5z039IH9qNebFne1r2mEl7eAza4Z91TicqSgoWAUDDojP869eZNDmThdui8vI4M1uaK7jtDSg8/hfcxTF6RxRCiCsW7BXMxzd+jOv2OP5v2NkxLUcspDxyP9qupXrHExVg0juA0F+bMyd487c5WO1OSnw0Xhpr5kS4giu/HcWnx4DqpXdEIUQ9UDWrfA/CEmGgaMQqnljmpjDZypHHpzCv9zoWKLHlOlN5VuIVlU96WOq5609t5+1f38dqd5IepvHXiSZOhCvYMwdTfPJeKVaEELWcAUf2INb6/okZo72wm8CVauWuDd/xinMeBlS9A4orJAVLfaVp3HdwJc9uXYBB1UhsAU+PN5Hla6X45D04sm5EfjyEEHWFu7ANG/krr97WgHwvMGaZ6bx2N58UvIE/RXrHE1dAvpHqIV9HMW9u+ZCx+38CYEUvhem3GylUoylMehxXfkedEwohROXTnKHscP6Vp0d15WQoeBcaCF6bw7+yXyZaSdc7nrgMKVjqmZa5J/lk7XQ6px7DZdT4aKiB+UOMlJwZTNHxh9CcoXpHFEKIqqNZOFF8D0/FjiOxmRGLSyF4PbyQMp3rlQS904lLkIKlvtA0Rh77hXd+eYeAoiLSg+CFe0382DGQouRJODLjAKPeKYUQolrY7D14sdtUvu8SCED0NhOjE7/gccMczLh0TicuRGYJ1QOB9gKe2bmA7qcPAbCltcL/DTNgK+lFybGbQfXROaEQQlQ/txrEu81eIMnvCx7YvJOWSQZCMo9gGvQCi8yPcVJtrHdE8QdSsNRxA07v5MmdC/G2O3EZ4ItBBtZ08Sc3bRzuopZ6xxNCCJ0Z+K7BvewZ3IuXtn1KoxwXg5e7cff7J9tjBvBL0UhkK5KaQQqWOsrfUciTu7+gT4qnV+VEA/hwmJFkc19ykm4BzaxzQiGEqDmSfNvy8IBXmbL/X1x3NJm4jdA0eQN+g7ax1T6BTEcrvSPWe1Kw1DWaxqCTW/nLvm/wK3bhVmBpP4VfuoZxNPte3LmReicUQogayW6yMr3TY2wJ3sCjO5fS9qRG8wV2wq75iMQ2TTlT3JcQb5mYoBcpWOqQZrYUpuydT8uMXABOhsKXQ43sU0aSdrov0q0phBCXF99kALtD2vHMrvl0SDvFuHUafQ4c5yHn9Vx7zWjG9/wrgdZAvWPWO4qmaZreISpDXl4egYGB2Gw2AgIC9I5zVcq7PLWfo4AHjv6HGw4dw6BBiRm+76twoEUr1udOREMu/wghRLlpGkNStjF5z1d4Ody4Ffihu8KKa82M6HYX47v8mSCvIL1T1npX+v0tBUsNdKUFi9VdwOjTixi1dz9+JZ5jW9vAoe7BrCqZRJbWsApTCiFE/RBUks+Tu7+k5ynPmMACL/hqgIH1vSyMbn8Xd7W/h0Z+jXROWXtJwVKLXa5gMSvZDE/7itt3HSao0HPsZBgc62Pke6/xJLo7VENKIYSoX/aODCX91RexJ50C4HSIZ+bl9lYGhsTcwL3tx9OlQRcURS6/l4cULLXYhQsWFR/rPoaeXsPInadokOc5mhWokdlNY2PoUL5xx6LKWoBCCFFlDJpK3InfmLT/O7ztDgCSwj09LttaK7hKmuDM7YMzrwuo1mrLVZt3kr7S728ZdFvDKaZcwiwbGH5sM3GJxfifvfST76dR2MnF2og4vtRuwOGWcSpCCFHVVMXA9zH9WNe4G3cd/oERxzbQLN3N09+onGgAX12TwpY2J7GGL8eV1wlnbi/cxU2RSQ9XTwqWGkgxFmDy30Xb4i3EHTjFtXs0LG7PfQUBKqa2Ln6OHMw8bqJEq74KXgghhEeR2YuP2w9nUcshjDkSz/BjG2ia6ebJJSpZQRrLe2j83HkbxTEJqI5QnHmdceV1QbWHI8VLxcgloRoivTCddSfXsf7gasw//sYNiW5iMn6/v6SBC0srE59H3MQ36rXYsegXVgghRBl+jiJP4ZK0AYvTsxeR06yxtpPCyh5GToV5ihS3vSGuvM648tuj2htRWcVLfbgkJAWLTlRN5eCZg54iJeknLFv3MmCfRs/DGtaz+26pRg2vqBKymjVgTtBw1mpd0WSMihBC1FhWl50hKQncdexHQvPzSo+nh6us7GLkl/YGCr09RYrqDMKV3xZXQTvcRc2vagVyKVhqkdpQsJwuOM3m1M1sOr2JhOTNRB4+Q/8DGr0Pavjaf2+nBLrwae5mdVRvvjDGclyT6XJCCFGraBpdMw9z97E1dEhPQjn7TasaNJKaaazoaGJrSwW7xVO8aKoJd1EM7qKWuApboJY0hnL8glofChYZw1JFVE3laO5RdmTsKL0Vpp2k21GNHkc07krS8HL+3t7g7SaoqYOAa7rweHZXftK648IEdaKcFEKIekZRSGzYmsSGrQkqySf25FaGp2yggc1Gi6MKjx1V0YwaqVEqa9qZWNdao8DvCCa/I1gBze3lKWCKm569NQGtfg8FkB6WSqBpGqmFqezN3suerD3szd7Lvqx9uPPzaJei0fGERocTWpkxKQBGbzf+TRwE9u+A99B7UNrdDF6B5V7pVgghRO3QPPcUN53czHWpOwkoLPrDPRqFDVT2xhhY09LEnihwG38f36JpBtSSSNwlTVCLG+MuaXx2AK8RqB89LFKwlFO+I59jtmMcyTnCoZxDpbc8u43wXGh1SqPVaY3WpzSapYPhf95drxAHfk0N+PXvhdfAUSitYsE7uEwbKViEEKKO0zRi8tIYnJrA4NTthNryyt5tUsmLUNnf2MivTc3sjNJKLx+VtlFNqPZwVHs4U2MH0yqoFa2CWxHmHVarFq+TgqUSqJrKlwe+JMmWVHrLLM5EUTUiz0DTDI2YdI2YdGiephFQfP45LP4ufMJd+LaPxmfAQEw9hkNkNzAYL/q8UrAIIUT9ElJso0fmQQZnbKd95nEsdlfZBoqGPcRNWkOF3REWtjZROBKu4TSfX5j4mf2ICYghJjCGmIAYmgY0pYl/E6L8owiwBNS4YkYKlkqgqSp3v3sNfqk2mmRrRGZD42xPsWJxnd9eMWh4BTvxDlfwbhODd+/+mLvFQeMeYPa64ueVgkUIIeovRVOJyUuja/Yh+p3ZR8vsk3gXOy7UEGeASk6IxskIK/sbmtgZ6iY1+PzemHP8zf409m9MI99GRPhG0Mi3EY18GxHuG04D7wY08GmA1Vi963tVacHywQcfMHPmTNLS0ujSpQvvvfcevXv3vmj7xYsX89JLL3H8+HFatWrFm2++yc0331x6v6ZpTJs2jblz55Kbm8uAAQP48MMPadWq1RVnqpKCxeVib9dOGC9UnJhUvAJdWBsY8IpphFfbtlh7XY8hpg+ENIerqGClYBFCCPFHDYpyaJOTTE/bQdrZjtMoNxuz3X3R9m5vlcIAjcwQI6nBJo4HKRz3d5MVqJDtz0ULGoBAayANvBsQ6h1KiFcIoV6hhHqHEuoVyg1Nb8DP4lepr63KZgktWrSIKVOmMGfOHPr06cPs2bOJi4vj4MGDNGx4/u7AGzduZNy4cUyfPp1bbrmFBQsWMHLkSLZv307Hjh0B+Mc//sG7777L/PnzadasGS+99BJxcXHs27cPL68r75mobIrJRECEAbWkBEuICWtkKJaYaKxtOmBu1xslshP4N7qq4kQIIYS4nEyfYDJ9gvm1cRfPAU0jrMRGdH4aHfOSeLhxMfajx3CcysJd7MJYbCCgGALSoQUurvmf87nNGiU+Gvm+kONvJMtXIcMHcn0gzyeHPO8c0r0UjnlBoRcUW0FTFPo36lPpBcuVKncPS58+fejVqxfvv/8+AKqqEhUVxaOPPspzzz13XvsxY8ZQWFjI8uXLS4/17duXrl27MmfOHDRNIzIykieffJKnnnoKAJvNRnh4OJ9++iljx469olxVNug2+yj4hIJ3UOWd8zKkh0UIIUR5/HGWkDsvD0dyCs6j+3Ec3IXz5AmcqWm4MnNw5hSi2tVyn19Dw2GB1l9+gk+H/pUZvWp6WBwOBwkJCUydOrX0mMFgIDY2lk2bNl3wMZs2bWLKlClljsXFxbF06VIAkpKSSEtLIzY2tvT+wMBA+vTpw6ZNmy5asNjtduz231dbs9lsgOeFVypzA3ACzko+7yWo9qLLNxJCCCHOOu+7LzoKoqOwDLrxvI1c3AUFuLKycGdm4Dp5DFfaCdyZGbhzz+DOteHOK8BVUIxW7MRd4kI7NyyiGOxewbgq+Xv2XPbL9Z+Uq2DJysrC7XYTHh5e5nh4eDgHDhy44GPS0tIu2D4tLa30/nPHLtbmQqZPn86rr7563vGoqKjLvxAhhBCiDgmcXU1P1LJ9lZ06Pz+fwMDAi95fa1e6nTp1apmeG1VVOXPmDKGhoRedspWXl0dUVBQpKSk1dvn+6iDvw+/kvfCQ98FD3gcPeR9+J++FR1W+D5qmkZ+fT2Rk5CXblatgCQsLw2g0kp6eXuZ4eno6ERERF3xMRETEJduf+296ejqNGjUq06Zr164XzWK1WrFay069CgoKuqLXERAQUK9/8M6R9+F38l54yPvgIe+Dh7wPv5P3wqOq3odL9aycU66tfy0WCz169CA+Pr70mKqqxMfH069fvws+pl+/fmXaA6xZs6a0fbNmzYiIiCjTJi8vj99+++2i5xRCCCFE/VLuS0JTpkzhvvvuo2fPnvTu3ZvZs2dTWFjIxIkTARg/fjyNGzdm+vTpADz++OMMHDiQt956i2HDhrFw4UK2bdvGRx99BICiKDzxxBP87W9/o1WrVqXTmiMjIxk5cmTlvVIhhBBC1FrlLljGjBlDZmYmL7/8MmlpaXTt2pVVq1aVDppNTk7GYPi946Z///4sWLCAF198keeff55WrVqxdOnS0jVYAJ555hkKCwt58MEHyc3N5ZprrmHVqlWVvgaL1Wpl2rRp511Kqm/kffidvBce8j54yPvgIe/D7+S98KgJ70OdWZpfCCGEEHVXucawCCGEEELoQQoWIYQQQtR4UrAIIYQQosaTgkUIIYQQNV6tLVh++eUXbr31ViIjI1EUpXRvonMURbngbebMmRc95yuvvHJe+7Zt21bxK7k606dPp1evXvj7+9OwYUNGjhzJwYMHy7QpKSnhkUceITQ0FD8/P0aPHn3eYn7/S9M0Xn75ZRo1aoS3tzexsbEcPny4Kl/KVbnc+3DmzBkeffRR2rRpg7e3N9HR0Tz22GOle1BdzIQJE877mRg6dGhVv5wKu5Kfh+uvv/681/TQQw9d8ry17ecBLv9eHD9+/KKfE4sXL77oeWvbz8SHH35I586dSxf86tevH99//33p/fXh8wEu/T7Ul8+Hcy73M1FjPyO0WmrlypXaCy+8oH3zzTcaoC1ZsqTM/ampqWVun3zyiaYoinb06NGLnnPatGlahw4dyjwuMzOzil/J1YmLi9PmzZun7dmzR0tMTNRuvvlmLTo6WisoKCht89BDD2lRUVFafHy8tm3bNq1v375a//79L3neGTNmaIGBgdrSpUu1nTt3asOHD9eaNWumFRcXV/VLqpDLvQ+7d+/WbrvtNm3ZsmXakSNHtPj4eK1Vq1ba6NGjL3ne++67Txs6dGiZn4kzZ85Ux0uqkCv5eRg4cKA2adKkMq/JZrNd8ry17edB0y7/XrhcrvM+J1599VXNz89Py8/Pv+h5a9vPxLJly7QVK1Zohw4d0g4ePKg9//zzmtls1vbs2aNpWv34fNC0S78P9eXz4ZzL/UzU1M+IWluw/NGFCpb/NWLECG3w4MGXbDNt2jStS5culRdMBxkZGRqgrVu3TtM0TcvNzdXMZrO2ePHi0jb79+/XAG3Tpk0XPIeqqlpERIQ2c+bM0mO5ubma1WrVvvzyy6p9AZXkf9+HC/nvf/+rWSwWzel0XrTNfffdp40YMaIKElaPC70PAwcO1B5//PErPkdd+HnQtCv7mejatav2pz/96ZLnqe0/E5qmacHBwdrHH39cbz8fzjn3PlxIffh8+KM/vhc19TOi1l4SKo/09HRWrFjB/ffff9m2hw8fJjIykub/397dhTTZhnEA/0ttkrQ02XLrw7FpraQptIOxIg+aiBIUeWIkJERFlgdBRRpIXwd1FEQH0cH6OCgixGEEQZROKkagbCxPRhsPjcAVCc7VtA93vQfvu+F0zz5653zWrh8I2+N9X7ufi2sXt257ptejo6MDgUAgDyvMndi/MCsrKwEAY2Nj+PXrF5qamuJjtm7diurqajidzqQxBEFAMBhMmFNeXg6z2Sw6R2oW5kFszJo1a7ByZerrJzocDqxbtw4GgwFdXV2YnJzM6VqXklgeHj58CKVSie3bt6O3txeRSEQ0xt9QD0D6mhgbG4Pb7c6oTxRqTczNzeHx48f4/v07LBZL0faHhXlIphj6AyCeCyn2iIL9tuZsPHjwAAqFAm1tbSnHmc1m3L9/HwaDARMTE7h8+TJ2796N8fFxKBSKPK32z0WjUZw+fRq7du2KX0k4GAxCLpcv+mLIqqoqBIPBpHFix2NXL85kjpQky8NCX79+xdWrV3H8+PGUsVpaWtDW1gadTge/348LFy6gtbUVTqcTK1asWIrl54xYHg4dOgStVov169fD4/Hg/Pnz8Hq9GBgYSBqn0OsByKwmbDYbtm3bhp07d6aMVYg18f79e1gsFszOzmL16tWw2+2oq6uD2+0uqv4gloeFiqE/pMqFVHtEUWxY7t69i46OjrSX+m9tbY3frq+vh9lshlarxZMnTzL6q2u5nTp1CuPj43jz5s1yL2VZpcvD9PQ09u7di7q6Oly6dCllrIMHD8ZvG41G1NfXo6amBg6HA1arNZfLzjmxPMxvwkajERqNBlarFX6/HzU1NfleZl6kq4mZmRk8evQIfX19aWMVYk0YDAa43W6EQiH09/ejs7MTIyMjy72svBPLw/xNS7H0h1S5kGqP+OtfEnr9+jW8Xi+OHj2a9dyKigps2bIFPp9vCVaWW93d3Xj27BmGh4excePG+HG1Wo2fP39iamoqYfznz5+hVquTxoodX/hJgVRzpEIsDzHhcBgtLS1QKBSw2+2QyWRZxdfr9VAqlZKviXR5mM9sNgOA6DkVcj0AmeWiv78fkUgEhw8fzjp+IdSEXC5HbW0tTCYTrl27hoaGBty8ebPo+oNYHmKKpT8A6XMxn1R6xF+/YbHZbDCZTGhoaMh67rdv3+D3+6HRaJZgZblBROju7obdbsfQ0BB0Ol3C700mE2QyGV69ehU/5vV6EQgERF+71el0UKvVCXOmp6fx7t070TnLLV0egH/Pobm5GXK5HE+fPv2jL9f89OkTJicnJVsTmeRhIbfbDQCi51SI9QBklwubzYZ9+/ZBpVJl/ThSr4lkotEofvz4UTT9QUwsD0Bx9IdU5udiIcn0iJy9fTfPwuEwuVwucrlcBIBu3LhBLpeLPn78GB8TCoWorKyMbt++nTTGnj176NatW/H7Z86cIYfDQYIg0Nu3b6mpqYmUSiV9+fJlyc/nT3V1dVF5eTk5HI6Ej6BFIpH4mBMnTlB1dTUNDQ3R6OgoWSwWslgsCXEMBgMNDAzE71+/fp0qKipocHCQPB4P7d+/X9IfW0yXh1AoRGazmYxGI/l8voQxv3//jseZn4dwOExnz54lp9NJgiDQy5cvaceOHbR582aanZ1dlvNMJ10efD4fXblyhUZHR0kQBBocHCS9Xk+NjY0JcQq9Hogye24QEX348IFKSkro+fPnSeMUek309PTQyMgICYJAHo+Henp6qKSkhF68eEFExdEfiFLnoVj6Q0yqXEi5RxTshmV4eJgALPrp7OyMj7lz5w6tWrWKpqamksbQarV08eLF+P329nbSaDQkl8tpw4YN1N7eTj6fb4nP5P9JlgMAdO/evfiYmZkZOnnyJK1du5bKysrowIEDNDExsSjO/DnRaJT6+vqoqqqKSktLyWq1ktfrzdNZZS9dHsTqBQAJgpAQJzYnEolQc3MzqVQqkslkpNVq6dixYxQMBvN/ghlKl4dAIECNjY1UWVlJpaWlVFtbS+fOnVt0jYVCrweizJ4bRES9vb20adMmmpubE41TyDVx5MgR0mq1JJfLSaVSkdVqjW9WiIqjPxClzkOx9IeYVLmQco8o+e+BGWOMMcYk669/DwtjjDHGCh9vWBhjjDEmebxhYYwxxpjk8YaFMcYYY5LHGxbGGGOMSR5vWBhjjDEmebxhYYwxxpjk8YaFMcYYY5LHGxbGGGOMSR5vWBhjjDEmebxhYYwxxpjk8YaFMcYYY5L3D82Xy84QYQKBAAAAAElFTkSuQmCC",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "data = variances\n",
+ "xr = np.linspace(18, 35, 100)\n",
+ "plt.figure()\n",
+ "plt.hist(data, density=True)\n",
+ "\n",
+ "plot_fit(stats.norm, \"Normal\")\n",
+ "plot_fit(stats.t, \"Student\")\n",
+ "plot_fit(stats.beta, \"Beta\")\n",
+ "\n",
+ "plt.legend();"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Outlier joke with variance 19.47 has p-value 0.0052\n",
+ "Outlier joke with variance 21.28 has p-value 0.0354\n",
+ "Outlier joke with variance 20.37 has p-value 0.0136\n",
+ "Outlier joke with variance 19.06 has p-value 0.0032\n",
+ "Outlier joke with variance 21.56 has p-value 0.0409\n"
+ ]
+ }
+ ],
+ "source": [
+ "normal = stats.norm\n",
+ "mu_fit, sigma_fit = normal.fit(variances)\n",
+ "alpha = 0.05\n",
+ "\n",
+ "xr = np.linspace(18, 35, 100)\n",
+ "width = xr[1] - xr[0] \n",
+ "Px = [normal.pdf(x, mu_fit, sigma_fit) * (xr[1]-xr[0]) for x in xr]\n",
+ "\n",
+ "for qx in variances:\n",
+ " ltx = xr[xr <= qx] \n",
+ " P_ltx = [normal.pdf(x, mu_fit, sigma_fit) * width for x in ltx] \n",
+ " p_value = np.sum(P_ltx)\n",
+ " if p_value < alpha:\n",
+ " print(f\"Outlier joke with variance {qx:.2f} has p-value {p_value:.4f}\")"
+ ]
}
],
"metadata": {
"kernelspec": {
- "display_name": "Python [default]",
+ "display_name": "PRvaje",
"language": "python",
"name": "python3"
},
@@ -155,7 +358,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.6.9"
+ "version": "3.11.8"
},
"latex_envs": {
"LaTeX_envs_menu_present": true,