bayes-powiaty.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Ładowanie i obróbka danych"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Kajetan\\MEGA\\Studia, prywatne\\MMC\\virtualenv\\lib\\site-packages\\IPython\\core\\interactiveshell.py:3020: DtypeWarning: Columns (2201,2202,2462) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  interactivity=interactivity, compiler=compiler, result=result)\n"
     ]
    }
   ],
   "source": [
    "gospodarstwa = pd.read_csv('gospodarstwa.csv', encoding = 'ISO-8859-1')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "hl2: Przecietny miesieczny dochód w ubieglym roku\n",
    "\n",
    "ha1pow: POWIAT\n",
    "\n",
    "ha1woj: WOJEWODZTWO"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "gosp = gospodarstwa[['hl2','ha1pow','ha1woj']]\n",
    "gosp = gosp.dropna()\n",
    "gosp.columns = ['doch', 'powi', 'woj']\n",
    "gosp.woj /= 2\n",
    "gosp.woj -= 1\n",
    "gosp.woj = pd.to_numeric(gosp.woj, downcast='integer')\n",
    "gosp.powi = pd.to_numeric(gosp.powi, downcast='integer')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "for w in range(len(gosp.woj.unique())):\n",
    "    gosp_filt_woj = gosp[gosp.woj==w]\n",
    "    for p, _p in enumerate(sorted(gosp_filt_woj.powi.unique())):\n",
    "        gosp.loc[(gosp.woj==w) & (gosp.powi==_p), ['powi']] = p"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Utworzenie struktury i przypisanie początkowych wartości"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def init_sums():\n",
    "    global sums\n",
    "    sums = dict(\n",
    "        m = 0, mu_k = 0, v2 = 0, sigma2_k = 0,\n",
    "        mu_woj = np.zeros(len(mu_woj)),\n",
    "        sigma2_woj = np.zeros(len(sigma2_woj)),\n",
    "        mu_powi = tuple(np.zeros(len(p_in_w)) for p_in_w in mu_powi),\n",
    "        sigma2_powi = tuple(np.zeros(len(p_in_w)) for p_in_w in sigma2_powi)\n",
    "    )\n",
    "\n",
    "def init_values():\n",
    "    global mu_powi, sigma2_powi, mu_woj, sigma2_woj, m, mu_k, v2, sigma2_k, sums, dochody, sums_gosp_in_p, sums_gosp_in_p2\n",
    "    m = mu_k = gosp.doch.mean()\n",
    "    v2 = 1  # nie chcemy dać za dużej swobody, bo v2 i m przez self-reinforcement dążą do overflow\n",
    "    sigma2_k = gosp.doch.var()\n",
    "    mu_powi_list = []\n",
    "    sigma2_powi_list = []\n",
    "    mu_woj_list = []\n",
    "    sigma2_woj_list = []\n",
    "    for w in range(len(gosp.woj.unique())):\n",
    "        gosp_filt_woj = gosp[gosp['woj']==w]\n",
    "        mu_woj_list.append(gosp_filt_woj.doch.mean())\n",
    "        sigma2_woj_list.append(gosp_filt_woj.doch.var())\n",
    "        mu_powi_in_woj = []\n",
    "        sigma2_powi_in_woj = []\n",
    "        for p in range(len(gosp_filt_woj.powi.unique())):\n",
    "            gosp_filt_powi = gosp_filt_woj[gosp_filt_woj.powi==p]\n",
    "            mu_powi_in_woj.append(gosp_filt_powi.doch.mean())\n",
    "            maybe_var = gosp_filt_powi.doch.var()\n",
    "            if np.isnan(maybe_var):\n",
    "                sigma2_powi_in_woj.append(0)\n",
    "            else:\n",
    "                sigma2_powi_in_woj.append(maybe_var)\n",
    "        mu_powi_list.append(np.array(mu_powi_in_woj))\n",
    "        sigma2_powi_list.append(np.array(sigma2_powi_in_woj))\n",
    "    mu_woj = np.array(mu_woj_list)\n",
    "    sigma2_woj = np.array(sigma2_woj_list)\n",
    "    mu_powi = tuple(mu_powi_list)\n",
    "    sigma2_powi = tuple(sigma2_powi_list)\n",
    "    dochody = np.array([\n",
    "        np.array( [np.array(gosp.loc[(gosp.woj==w) & (gosp.powi==p),['doch']]) for p in range(len(mu_powi[w]))] )\n",
    "        for w in range(len(mu_woj))\n",
    "    ])\n",
    "    sums_gosp_in_p = np.array([\n",
    "        np.array( [np.sum(dochody[w][p]) for p in range(len(mu_powi[w]))] )\n",
    "        for w in range(len(mu_woj))\n",
    "    ])\n",
    "    sums_gosp_in_p2 = np.array([\n",
    "        np.array( [np.sum(dochody[w][p]**2) for p in range(len(mu_powi[w]))] )\n",
    "        for w in range(len(mu_woj))\n",
    "    ])\n",
    "    init_sums()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Funkcje losujące"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from numpy.random import normal\n",
    "from numpy.random import gamma"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Dodatkowe zmienne"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$m | ... \\sim \\mathcal N (\\mu_k, v^2)$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def draw_m(mu_k, v2):\n",
    "    return normal(mu_k, np.sqrt(v2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tu dajemy prior $\\frac{1}{(v^2)^{1.51}}$, żeby mieć całkowalność $v^2$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$\\frac{1}{v^2} | ... \\sim \\Gamma(1.01, \\frac{2}{(m-\\mu_k)^2 })$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def draw_v2(m, mu_k):\n",
    "    if m == mu_k:\n",
    "        return 0\n",
    "    return gamma( 1.01, 2/(m-mu_k)**2 )**-1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Średnie"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$\\mu_k | ... \\sim \\mathcal N ( \\frac{v^2 \\sum_{j=1}^{W} \\mu_{w_j} + \\sigma_k^2 m}{v^2 W + \\sigma_k^2} , \\frac{v^2 \\sigma_k^2}{v^2 W + \\sigma_k^2} )$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$\\mu_{w_i} | ... \\sim \\mathcal N ( \\frac{\\sigma_k^2 \\sum_{j=1}^{P_{w_i}} \\mu_{p_j} + \\sigma_{w_i}^2 \\mu_k}{\\sigma_k^2 P_{w_i} + \\sigma_{w_i}^2} , \\frac{\\sigma_k^2 \\sigma_{w_i}^2}{\\sigma_k^2 P_{w_i} + \\sigma_{w_i}^2} )$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$\\mu_{p_i} | ... \\sim \\mathcal N ( \\frac{\\sigma_w^2 \\sum_{j=1}^{G_{p_i}} X_{g,p_i} + \\sigma_{p_i}^2 \\mu_w}{\\sigma_w^2 G_{p_i} + \\sigma_{p_i}^2} , \\frac{\\sigma_w^2 \\sigma_{p_i}^2}{\\sigma_w^2 G_{p_i} + \\sigma_{p_i}^2} )$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def draw_mu_general(var_hi, mus_lo, var, mu_hi):\n",
    "    # var_hi: wariancja wyższego poziomu\n",
    "    # mus_lo: średnie niższego poziomu\n",
    "    # var: wariancja tego poziomu\n",
    "    # mu_hi: wariancja wyższego poziomu\n",
    "    loc = ( var_hi*np.sum(mus_lo) + var*mu_hi ) / (var_hi*len(mus_lo) + var)\n",
    "    var = var_hi*var / (var_hi*len(mus_lo) + var)\n",
    "    scale = np.sqrt(var)\n",
    "    draw = normal(loc, scale)\n",
    "    return draw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def draw_mu_k(v2, mu_woj, sigma2_k, m):\n",
    "    return draw_mu_general(v2, mu_woj, sigma2_k, m)\n",
    "\n",
    "def draw_mu_w(sigma2_k, mu_powi_in_w, sigma2_w, mu_k):\n",
    "    return draw_mu_general(sigma2_k, mu_powi_in_w, sigma2_w, mu_k)\n",
    "    \n",
    "def draw_mu_p(sigma2_w, gosp_in_p, sigma2_p, mu_w):\n",
    "    return draw_mu_general(sigma2_w, gosp_in_p, sigma2_p, mu_w)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Wariancje"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$\\frac{1}{\\sigma_k^2} | ... \\sim \\Gamma(\\frac W 2, \\frac{2}{\\sum_{w=1}^W (\\mu_w-\\mu_k)^2 })$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$\\frac{1}{\\sigma_{w_i}^2} | ... \\sim \\Gamma(\\frac{P_{w_i}}{2}, \\frac{2}{\\sum_{p=1}^{P_{w_i}} (\\mu_{p,w_i} - \\mu_{w_i})^2 })$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$\\frac{1}{\\sigma_{p_i}^2} | ... \\sim \\Gamma(\\frac{G_{p_i}}{2} \\vee 1.01, \\frac{2}{\\sum_{g=1}^{G_{p_i}} (X_{g,p_i}-\\mu_{p_i})^2 }) \\text{ (shape, scale)}$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def draw_sigma2_general(mus_lo, mu):\n",
    "    shape = len(mus_lo)/2\n",
    "    scale = 2 / np.sum((mus_lo-mu)**2)\n",
    "    return gamma(shape, scale)**-1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def draw_sigma2_k(mu_woj, mu_k):\n",
    "    return draw_sigma2_general(mu_woj, mu_k)\n",
    "\n",
    "def draw_sigma2_w(mu_powi_in_w, mu_w):\n",
    "    return draw_sigma2_general(mu_powi_in_w, mu_w)\n",
    "\n",
    "def draw_sigma2_p(n_of_gosp, sum_gosp_in_p2, sum_gosp_in_p, mu_p):\n",
    "    shape = max(n_of_gosp/2, 1.01)\n",
    "    scale = 2 / (sum_gosp_in_p2 - 2*mu_p*sum_gosp_in_p + n_of_gosp*mu_p**2)\n",
    "    return gamma(shape, scale)**-1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(f'dump/sums9.p', 'rb') as fp:\n",
    "    sums = pickle.load(fp)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Próbnik Gibbsa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_length = 10\n",
    "sum_from_n_gte = 2\n",
    "nn_length = int(2*10**5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wyniki po 600000 iteracjach:\n",
      "  m = 3475.523840392701\n",
      "  v2 = 0.0\n",
      "  mu_k = 3475.523840392701\n",
      "  sigma2_k = 128941.37551527708\n",
      "Wyniki po 800000 iteracjach:\n",
      "  m = 3475.5238404100496\n",
      "  v2 = 0.0\n",
      "  mu_k = 3475.5238404100496\n",
      "  sigma2_k = 127728.77264828623\n",
      "Wyniki po 1000000 iteracjach:\n",
      "  m = 3475.5238404158326\n",
      "  v2 = 0.0\n",
      "  mu_k = 3475.5238404158326\n",
      "  sigma2_k = 128581.69926357007\n",
      "Wyniki po 1200000 iteracjach:\n",
      "  m = 3475.523840418724\n",
      "  v2 = 0.0\n",
      "  mu_k = 3475.523840418724\n",
      "  sigma2_k = 127807.13468646133\n",
      "Wyniki po 1400000 iteracjach:\n",
      "  m = 3475.523840420459\n",
      "  v2 = 0.0\n",
      "  mu_k = 3475.523840420459\n",
      "  sigma2_k = 127533.24041296553\n",
      "Wyniki po 1600000 iteracjach:\n",
      "  m = 3475.5238404216157\n",
      "  v2 = 0.0\n",
      "  mu_k = 3475.5238404216157\n",
      "  sigma2_k = 127315.76052215192\n",
      "Wyniki po 1800000 iteracjach:\n",
      "  m = 3475.523840366507\n",
      "  v2 = 0.0\n",
      "  mu_k = 3475.523840366507\n",
      "  sigma2_k = 127100.71635159398\n"
     ]
    }
   ],
   "source": [
    "init_values()\n",
    "for n in range(n_length):\n",
    "    if n > sum_from_n_gte:\n",
    "        n_of_summands = (n - sum_from_n_gte) * nn_length\n",
    "        with open(f'dump/sums{n}.p', 'wb') as fp:\n",
    "            pickle.dump(sums, fp, protocol=pickle.HIGHEST_PROTOCOL)\n",
    "        print(f\"Wyniki po {n*nn_length} iteracjach:\")\n",
    "        print(f\"  m = {sums['m']/n_of_summands}\\n\"\n",
    "              f\"  v2 = {sums['v2']/n_of_summands}\\n\"\n",
    "              f\"  mu_k = {sums['mu_k']/n_of_summands}\\n\"\n",
    "              f\"  sigma2_k = {sums['sigma2_k']/n_of_summands}\")\n",
    "    for nn in range(nn_length):\n",
    "        m = draw_m(mu_k, v2)\n",
    "        v2 = draw_v2(m, mu_k)\n",
    "        mu_k = draw_mu_k(v2, mu_woj, sigma2_k, m)\n",
    "        sigma2_k = draw_sigma2_k(mu_woj, mu_k)\n",
    "        for w in range(len(mu_woj)):\n",
    "            mu_woj[w] = draw_mu_w(sigma2_k, mu_powi[w], sigma2_woj[w], mu_k)\n",
    "            sigma2_woj[w] = draw_sigma2_w(mu_powi[w], mu_woj[w])\n",
    "            if n >= sum_from_n_gte:\n",
    "                sums['mu_woj'][w] += mu_woj[w]\n",
    "                sums['sigma2_woj'][w] += sigma2_woj[w]\n",
    "            for p in range(len(mu_powi[w])):\n",
    "                if sigma2_powi[w][p] == 0:\n",
    "                    continue\n",
    "                doch_in_p = dochody[w][p]\n",
    "                mu_powi[w][p] = draw_mu_p(sigma2_woj[w], doch_in_p, sigma2_powi[w][p], mu_woj[w])\n",
    "                sigma2_powi[w][p] = draw_sigma2_p(len(doch_in_p), sums_gosp_in_p2[w][p], sums_gosp_in_p[w][p], mu_powi[w][p])\n",
    "                if n >= sum_from_n_gte:\n",
    "                    sums['mu_powi'][w][p] += mu_powi[w][p]\n",
    "                    sums['sigma2_powi'][w][p] += sigma2_powi[w][p]\n",
    "        if n >= sum_from_n_gte:\n",
    "            sums['m'] += m\n",
    "            sums['v2'] += v2\n",
    "            sums['mu_k'] += mu_k\n",
    "            sums['sigma2_k'] += sigma2_k\n",
    "\n",
    "    #print(f\"Wyniki po {(n+1)*nn_length} iteracjach:\")\n",
    "    #print(f\"  m = {m}\\n  v2 = {v2}\\n  mu_k = {mu_k}\\n  sigma2_k = {sigma2_k}\")\n",
    "    #print(\"  WOJEWÓDZTWA:\")\n",
    "    #for w in range(len(mu_woj)):\n",
    "    #    print(f\"    woj{w}: {mu_woj[w]}, {sigma2_woj[w]}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "import copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "srednie = copy.deepcopy(sums)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_of_summands = (n_length - sum_from_n_gte) * nn_length"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "srednie['m'] /= n_of_summands\n",
    "srednie['v2'] /= n_of_summands\n",
    "srednie['mu_k'] /= n_of_summands\n",
    "srednie['sigma2_k'] /= n_of_summands"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "srednie['mu_woj'] /= n_of_summands\n",
    "srednie['sigma2_woj'] /= n_of_summands\n",
    "for w in range(len(sums['mu_woj'])):\n",
    "    for p in range(len(sums['mu_powi'][w])):\n",
    "        srednie['mu_powi'][w][p] /= n_of_summands\n",
    "        srednie['sigma2_powi'][w][p] /= n_of_summands"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Wyniki"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Średnia i wariancja kraju:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3041.083360320694, 111213.12680764473)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "srednie['mu_k'], srednie['sigma2_k']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3041.083360320694, 0.0)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "srednie['m'], srednie['v2']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Średnie i wariancje województw:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Średnie dochody w województwach')"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "x = np.array(range(1, 17))\n",
    "y = srednie['mu_woj']\n",
    "e = np.sqrt(srednie['sigma2_woj'])\n",
    "\n",
    "plt.errorbar(x, y, e, linestyle='None', marker='^')\n",
    "plt.title(\"Średnie dochody w województwach\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "init_values()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA38AAAE/CAYAAAD2cHrKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4xLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvDW2N/gAAIABJREFUeJzt3Xu8VXWd+P/XW7yAad5AU0HFtFK5HBXxCppaWNOo3SbTlDGTmdJ0qHHS/PqwyfSrTt+hrLHSSVPTxB/OKHkpNUPQvHBIQvESKHJRUgQhhFA4fH5/rHVgHzjnAJ599l7nrNfz8TiPs9dnrb33e6/LXuu9PpcdKSUkSZIkSd3bZvUOQJIkSZLU+Uz+JEmSJKkETP4kSZIkqQRM/iRJkiSpBEz+JEmSJKkETP4kSZIkqQRM/iSpm4qIVyLi+Cq91oSI+Eo1XqsoImJ6RBxT4/c8JiLm1fg9fxoRl3TSa+8bEX+KiD3bWeY7EfHLznh/SdKmMfmTpDrKE7S/RcTSiFgcEX+IiH+OCL+fO1lK6YCU0oSNWTYiUkTs08khdYqU0j+nlC6r9utGxHbA9cDnUkqzq/B6VbtZsRHvdUpEPB8RyyLipYgYVov3laR627zeAUiS+PuU0kP5xfTRwA+BQ4Ez6xuW1LaU0hLgmHrHsaki4mPAVcAXgKeAXesbkSTVjneWJakgUkpLUkrjyS5KR0bEAMhqWCLi5ohYEBGzI+L/VNYMRsTZeS3G0oh4LiIOqnjZhoiYFhFLImJsRPRc53kzI2JRRIyPiN0q5n0sIl7In/djIPLyrfLlB1Ysu3Nee9ln3c+Ux3tw/vhLeQ3a/vn0VyLirtbWRUT8Im+u+GD+uR6pbFoYEUdExOQ8vskRcURe/tGIeKZiuYci4qmK6Ucj4uT88ZqapogYGhGP57Wv8yPixxGxZT5vYv70P0XE2xHxhYjYISLuybfJW/njvhXvs2NE3BgRr+XzW3zOiPhmRLyRv1erSf4mfpb98qa5i/PmrCeusy6/VzH9qYiYWlHTPCgvPzMifl2x3MyIuKNiem5ENLS3/vN5/fPttTQiHgR6V8z7cb4Om/9WRdYs9BZgD+DXefm/RcRNEfHN/Hm75/vO1/LpffL9MDa0LVrx78B3U0pPpJRWp5ReTSm92s7yktRtmPxJUsGklJ4C5gHNTdF+BGwH7E1WM3gGea1gRHwe+E5e9n7gRGBhxcv9A3AC0B8YBPxj/rxjgf+bz98VmA3cns/rDdwJ/B+yC/eXgCPz2N7Jl/tSxXt8EXgopbSglY/zCGtrh4YDL+efoXn6kXZWxWnAZXkMU4Fb8/h2BO4FrgF2Av4TuDcidgIeB/aJiN4RsTkwAOgbEdtGRC/gYGBSK+/VBIzO3+tw4Djga/lnHp4vMziltE1KaSzZ+fNGYE+ypOVvwI8rXu8WYGvgAGBnYEzFvA+Qbc/dgbOA/4qIHVqJaaM+S0RsAfwaeCB/r68Dt0bEh9d9wchuDNwA/FO+7n4GjI+Irci2xbCI2CwidgW2IN/uEbE3sA0wbQPrH+A2YEq+Li8DRja/f0rp3HwdbgMcBbwF3J1SOh2YQ1YLvk1K6Wpa7jtHs/6+MymllDZiW1R+/h7AEKBPntzOyxPSXq0tL0ndjcmfJBXTa8CO+cXqF4CLUkpLU0qvAP8POD1f7ivA1SmlySkzc53+V9eklF5LKS0iSxAa8vLTgBtSSn/ME7qLgMMjYi/gk8BzKaVxKaWVwA+Av1S85k3AqbG29vF0smSnNY+w9oJ9GFnC2Tx9NO0nf/emlCbm8V2cx9cP+DtgRkrplpTSqpTSr4AXyBKHFUAjWXIwBJgGPEqWxByWP2/hum+UUpqS1wStytfxzyriXE9KaWFK6c6U0vKU0lLg8ubl88TpE8A/p5TeSimtTClVfs6VZDVPK1NK9wFvA+slapvwWQ4jS8yuTCm9m1J6GLiHLClf19nAz1JKT6aUmlJKNwHvAIellF4GlpLtI0cDvwVejYiP5NOTUkqr21v/EbEHcAhwSUrpnZTSRLL9roXIaonvAr6eUnq6jdW8JhnN18HV+WeHin2nvW3Ril3IktrPke2PDcCBZDc6JKnbM/mTpGLaHVhEVnuyJVnNXLPZ+XyAfmQ1c22pTNqWkyUJALtVvmZK6W2yGsPd83lzK+aldaafBJYBR+eJwT7A+Dbev/kC/gNAD2AscGSeZG5HVqPXlsr3fJtsfey2buy5ynXSXGPUXLM4gSwZaDPZjIgP5c0F/xIRfwWuoKK5YivLbx0RP4usWetfgYnA9nmy3g9YlFJ6q42nL0wpraqYrtwu69qYz7IbMDdPzJpVro9KewLfzJt8Lo6IxXm8zU1+N/b92lr/uwFvpZSWrTNvjbymchxwW0rp9jY+Nymll8gS4wayRO0e4LW8RnNNPBvYFuv6W/7/Ryml+SmlN8lqLj/ZVhyS1J2Y/ElSwUTEIWQX0o8Cb5LVFFUOpb8H0NxHaS7wwffwNq9VvmZEvI+sCd+rwHyyhKB5XlRO524ia/p5OjAur6VaT0ppJllycx4wMa+Z+QswCnh0nYRlXZUxbAPsmMfdIvZc5TpZN4Fprn1sr6bxJ2S1V/umlN4PfJu8n2MbvklWW3dovnxz09Ag2yY7RsT27Tx/Y23MZ3kN6BctR4itXB+V5gKXp5S2r/jbOq+9q3y/YRt4v7bW/3xgh3x/qpxX6UdkNYzr1ralVuJ9hKyWbsu8X94jZE2cd2DtjYP2tkXLN8gS8nltvJckdXsmf5JUEBHx/oj4FFmful+mlJ5JKTUBdwCX53299gS+ATT/btp/A/8aEQfng1/sE+385lqF24AzI6Ih7+91BfBk3uTxXuCAiPhM3tfsPLJ+apVuAT5NlgDevIH3egQ4l7XJw4R1ptvyyYg4KrKBVy7L45sL3Ad8KCJOjYjNI+ILwP5kNUMAfyBLBoYCT6WUppMlK4eS1Qq1Zlvgr8DbeW3mV9eZ/zpZn8vK5f8GLM77wF3aPCOlNB+4H7g2H4xki4gYznuzMZ+luSb23/L3Ogb4e/I+nOu4HvjniDg031/eFxF/FxHb5vMfAT4K9EopzSPrH3kC2Y2B5uaZba7/vMlxI/DvEbFlRByVxwJARPwTWSJ5aiuJ/7rruDmecys+6wSyPo2P5scGtLMt2nAj8PXIBiraAfgX1u47ktStmfxJUv39OiKWktXKXEzWDK1yBMivk13cv0xWG3gb2aAdpJT+P7I+TreR1abcRVZD1q6U0u+AS8gGdplPVnt4Sj7vTeDzwJVkTUH3BR5b5/nzgD+S1aC0NoBKpUfILtAntjHdltvILuQXkQ1uclr+3guBT5HV+CwE/g34VB43eZPDPwLTU0rv5q/1ODA7pfRGG+/1r8CpZOvwerLmqZW+A9yUN5X8B7J+kL3IamafAH6zzvKnk9XYvgC8QZZgbLKN+Sx5+Ylk/QzfBK4FzkgpvdDK6zWS9fv7MdlgKzPJBwHK5/+ZrKnlpHz6r2T73WPNydaG1j/ZejyUbLtdSsubA18kS/Bei7Ujfn47n/d/gf+Tr+N/zcvW3VceJRtIp3Lf2dC2WNdlwGTgz8DzZEnt5Rt4jiR1C5F15ZAkadNExA3Aaymlqg+WERG/AOZ1xmuXTUTcDMxMKX233rFIkurLH3mXJG2yfMCWz5CNlKiCypvtfhh4sN6xSJLqz2afkqRNEhGXAc8C/5FSmlXveNSuvwCLyZr3SpJKzmafkiRJklQC1vxJkiRJUgmY/EmSJElSCXT5AV969+6d9tprr3qHIUmSJEl1MWXKlDdTSn02tFyXT/722msvGhsb6x2GJEmSJNVFRMzemOVs9ilJkiRJJWDyJ0mSJEklYPInSZIkSSXQ5fv8SZIkSaq+lStXMm/ePFasWFHvUJTr2bMnffv2ZYsttnhPzzf5kyRJkrSeefPmse2227LXXnsREfUOp/RSSixcuJB58+bRv3//9/QaNvuUJEmStJ4VK1aw0047mfgVRESw0047dagm1uRPkiRJUqtM/Iqlo9vD5E+SJElSVYwe8zqjx7xetdd75ZVXGDBgQNVer9bair+xsZHzzjuv5vHY50+SJEmSamjIkCEMGTKk5u9rzZ8kSZKkqli5KjFz7rssWtJUtddctWoVI0eOZNCgQXzuc59j+fLlfPe73+WQQw5hwIABjBo1ipQSL730EgcddNCa582YMYODDz4YgClTpnD00Udz8MEHM2LECObPnw/ANddcw/7778+gQYM45ZRTAFi0aBEnn3wygwYN4rDDDmPatGkADBw4kMWLF5NSYqedduLmm28G4PTTT+ehhx5i+vTpDB06lIaGBgYNGsSMGTNafI6XX36ZAw88kMmTJzNhwgQ+9alPAbBs2TK+/OUvc8ghh3DggQdy9913V23drcvkT5IkdY6Hjsn+JJXG6wtXsWxF4pb7l1TtNV988UVGjRrFtGnTeP/738+1117Lueeey+TJk3n22Wf529/+xj333MMHP/hBtttuO6ZOnQrAjTfeyD/+4z+ycuVKvv71rzNu3DimTJnCl7/8ZS6++GIArrzySp5++mmmTZvGT3/6UwAuvfRSDjzwQKZNm8YVV1zBGWecAcCRRx7JY489xvTp09l7772ZNGkSAE888QSHHXYYP/3pTzn//POZOnUqjY2N9O3bt8Vn+OxnP8uNN97IIYcc0uLzXX755Rx77LFMnjyZ3//+91xwwQUsW7asauuvksmfJEmSpA5buKSJRUtXA3D/48uqVvvXr18/jjzySAC+9KUv8eijj/L73/+eQw89lIEDB/Lwww8zffp0AL7yla9w44030tTUxNixYzn11FN58cUXefbZZ/nYxz5GQ0MD3/ve95g3bx4AgwYN4rTTTuOXv/wlm2+e9Yh79NFHOf300wE49thjWbhwIUuWLGHYsGFMnDiRiRMn8tWvfpVnnnmGV199lR133JFtttmGww8/nCuuuIKrrrqK2bNn06tXLwAWLFjASSedxC9/+UsaGhrW+3wPPPAAV155JQ0NDRxzzDGsWLGCOXPmVGXdrcvkT5IkSVKH3XLfElLKHq9eXb3av3VHuIwIvva1rzFu3DieeeYZzj777DU/f/DZz36W+++/n3vuuYeDDz6YnXbaiZQSBxxwAFOnTmXq1Kk888wzPPDAAwDce++9nHPOOUyZMoWDDz6YVatWkZo/xDrvOXz4cCZNmsSkSZM45phj6NOnD+PGjWPYsGEAnHrqqYwfP55evXoxYsQIHn74YQC22247+vXrx2OPPdbq50spceedd66Jb86cOey3335VWXfrMvmTJEmS1CELlzTxmyfeXjO9qql6tX9z5szh8ccfB+BXv/oVRx11FAC9e/fm7bffZty4cWuW7dmzJyNGjOCrX/0qZ555JgAf/vCHWbBgwZrXWLlyJdOnT2f16tXMnTuXj370o1x99dUsXryYt99+m+HDh3PrrbcCMGHCBHr37s373/9++vXrx5tvvsmMGTPYe++9Oeqoo/j+97+/Jvl7+eWX2XvvvTnvvPM48cQT1/QV3HLLLbnrrru4+eabue2229b7fCNGjOBHP/rRmqTz6aef7vA6a4vJnyRJkqQOueW+Jaxe3bKsWrV/++23HzfddBODBg1i0aJFfPWrX+Xss89m4MCBnHzyyev1oTvttNOICD7+8Y8DWfI1btw4vvWtbzF48GAaGhr4wx/+QFNTE1/60pcYOHAgBx54IKNHj2b77bfnO9/5Do2NjQwaNIgLL7yQm266ac1rH3rooXzoQx8CYNiwYbz66qtrktGxY8cyYMAAGhoaeOGFF9b0FQR43/vexz333MOYMWPWG9DlkksuYeXKlQwaNIgBAwZwySWXdHidtSVaq9bsSoYMGZIaGxvrHYYkSVpX82Avx0+oZxSS3qPnn39+o5sfnn3FfF6at3K98g/23YLrv71rtUNr1/e//32WLFnCZZddVtP3rZXWtktETEkpbfC3I/ydP0mSJEkd0pzgNf/A+5jRu9Qljk9/+tO89NJLa/rbqaWNbvYZETdExBsR8WxF2Y4R8WBEzMj/75CXR0RcExEzI2JaRBxU8ZyR+fIzImJkRfnBEfFM/pxrYt2enZIkSZIKbczoXeqW+AH87//+L9OmTaN37951i6HINqXP3y+AE9YpuxD4XUppX+B3+TTAJ4B9879RwE8gSxaBS4FDgaHApc0JY77MqIrnrftekiRJkqT3aKOTv5TSRGDROsUnAc09IG8CTq4ovzllngC2j4hdgRHAgymlRSmlt4AHgRPyee9PKT2esk6IN1e8liRJkiSpgzo62ucuKaX5APn/nfPy3YG5FcvNy8vaK5/XSrkkSZIkqQo666ceWuuvl95DeesvHjEqIhojonHBggXvMURJkiRJKo+OJn+v5002yf+/kZfPA/pVLNcXeG0D5X1bKW9VSum6lNKQlNKQPn36dPAjSJIkSdL6lixZwhFHHMEbb7yx4YW7gI4mf+OB5hE7RwJ3V5SfkY/6eRiwJG8W+lvg4xGxQz7Qy8eB3+bzlkbEYfkon2dUvJYkSZKkruChY9b+xmcBLV68mGuvvXajl7/ooov44Q9/yM4779zmMuPHj+fKK6+sRnidbqN/5y8ifgUcA/SOiHlko3ZeCdwREWcBc4DP54vfB3wSmAksB84ESCktiojLgMn5ct9NKTUPIvNVshFFewH353+SJEmSVBXNyd/Xvva1jVp+YxLFE088kRNPPLGjodXEpoz2+cWU0q4ppS1SSn1TSj9PKS1MKR2XUto3/78oXzallM5JKX0wpTQwpdRY8To3pJT2yf9urChvTCkNyJ9zbj7qpyRJkqSuYNat8OYT8MYjcNde2XQH3XzzzQwaNIjBgwdz+umn09DQsOavV69ePPLIIyxbtowvf/nLHHLIIRx44IHcfXfWgHD69OkMHTqUhoYGBg0axIwZM7jwwgt56aWXaGho4IILLiClxAUXXMCAAQMYOHAgY8eOBWD+/PkMHz6choYGBgwYwKRJkwD4zW9+w0EHHcTgwYM57rjjAPjFL37BueeeC8Ds2bM57rjjGDRoEMcddxxz5syhqamJvffem5QSixcvZrPNNmPixIkADBs2jJkzZ7b5Gapto2v+JEmSJKlVs26Fp0bB6ney6eWzs2mA/qe9p5ecPn06l19+OY899hi9e/dm0aJF7LjjjgD8+te/5uqrr+aII47g0ksv5dhjj+WGG25g8eLFDB06lOOPP56f/vSnnH/++Zx22mm8++67NDU1ceWVV/Lss88ydepUAO68806mTp3Kn/70J958800OOeQQhg8fzm233caIESO4+OKLaWpqYvny5SxYsICzzz6biRMn0r9/fxYtWvdX8ODcc8/ljDPOYOTIkdxwww2cd9553HXXXXzoQx/iueeeY9asWRx88MFMmjSJQw89lHnz5rHPPvvw7W9/u9XP8L73ve89rbu2dNZon5IkSZLK4k8XQ9PylmVNy7Py9+jhhx/mc5/7HL179wZYk/jNmDGDCy64gLFjx7LFFlvwwAMPcOWVV9LQ0MAxxxzDihUrmDNnDocffjhXXHEFV111FbNnz6ZXr17rvcejjz7KF7/4RXr06MEuu+zC0UcfzeTJkznkkEO48cYb+c53vsMzzzzDtttuyxNPPMHw4cPp379/i3gqPf7445x66qkAnH766Tz66KNAVsM3ceJEJk6cyEUXXcSjjz665n2ANj9DtZn8SZIkSeqY5W0kKm2Vb4SUEtlYkGstW7aMf/iHf+D6669nt912W7Nccw3e1KlTmTNnDvvttx+nnnoq48ePp1evXowYMYKHH3641fdozfDhw5k4cSK77747p59+OjfffHOr8WxI8/LDhg1j0qRJPPXUU3zyk59k8eLFTJgwgeHDh7f7GarN5E+SJElSx2y9x6aVb4TjjjuOO+64g4ULFwKwaNEizjzzTM4880yGDRu2ZrkRI0bwox/9aE0i9/TTTwPw8ssvs/fee3Peeedx4oknMm3aNLbddluWLl265rnDhw9n7NixNDU1sWDBAiZOnMjQoUOZPXs2O++8M2effTZnnXUWf/zjHzn88MN55JFHmDVr1pp41nXEEUdw++23A3Drrbdy1FFHAXDooYfyhz/8gc0224yePXvS0NDAz372szWfo63PUG0mf5IkSZI6ZvDl0GPrlmU9ts7K36MDDjiAiy++mKOPPprBgwfz2c9+lnHjxnHDDTesGfSlsbGRSy65hJUrVzJo0CB23nlnLr44a2o6duxYBgwYQENDAy+88AJnnHEGO+20E0ceeSQDBgzgggsu4NOf/vSaAWWOPfZYrr76aj7wgQ8wYcIEGhoaOPDAA7nzzjs5//zz6dOnD9dddx2f+cxnGDx4MF/4whfWi/maa67hxhtvZNCgQdxyyy388Ic/BGCrrbaiX79+HHbYYUBWE7h06VIGDhwI0OIzDBgwgEsuueQ9r7f2RFcfVHPIkCGpsbFxwwtKkqTaav6tr+Mn1DMKSe/R888/v2lND2fdCk+elQ36svWeWeL3Hgd7ea/OPPNMbrzxxg0v2IW1tl0iYkpKaciGnmvNnyRJkqSO638a9D4Mdj4aTn6l5okfwNy5c/nGN75R8/ftKvypB0mSJEnVUeea/oceeqiu71901vxJkiRJUgmY/EmSJElqVVcfH6S76ej2MPmTJEmStJ6ePXuycOFCE8CCSCmxcOFCevbs+Z5fwz5/kiRJktbTt29f5s2bx4IFC+odinI9e/akb9++7/n5Jn+SJEmS1rPFFlvQv3//eoehKrLZpyRJkiSVgMmfJEmSJJWAyZ8kSZIklYDJnyRJkiSVgMmfJEmSJJWAyZ8kSZIklYDJnyRJkiSVgMmfJEmSJJWAyZ8kSZIklYDJnyRJkiSVgMmfJEmSJJWAyZ8kSZIklYDJnyRJes9Gj3md0WNer3cYkqSNYPInSZIkSSVg8ldWDx2T/UmSJEkqBZM/Sa3zBoEkSVK3YvInSZIkSSVQleQvIkZHxPSIeDYifhURPSOif0Q8GREzImJsRGyZL7tVPj0zn79XxetclJe/GBEjqhGbJEmSJKkKyV9E7A6cBwxJKQ0AegCnAFcBY1JK+wJvAWflTzkLeCultA8wJl+OiNg/f94BwAnAtRHRo6PxSZIkSZKq1+xzc6BXRGwObA3MB44FxuXzbwJOzh+flE+Tzz8uIiIvvz2l9E5KaRYwExhapfgkSZIkqdQ6nPyllF4Fvg/MIUv6lgBTgMUppVX5YvOA3fPHuwNz8+euypffqbK8ledIkiRJkjqgGs0+dyCrtesP7Aa8D/hEK4um5qe0Ma+t8tbec1RENEZE44IFCzY9aEmSJEkqmWo0+zwemJVSWpBSWgn8D3AEsH3eDBSgL/Ba/nge0A8gn78dsKiyvJXntJBSui6lNCSlNKRPnz5V+AiSJEmS1L1VI/mbAxwWEVvnffeOA54Dfg98Ll9mJHB3/nh8Pk0+/+GUUsrLT8lHA+0P7As8VYX4JEmSJKn0Nt/wIu1LKT0ZEeOAPwKrgKeB64B7gdsj4nt52c/zp/wcuCUiZpLV+J2Sv870iLiDLHFcBZyTUmrqaHySJEmSpCokfwAppUuBS9cpfplWRutMKa0APt/G61wOXF6NmCRJkiRJa1Xrpx4kSZIkSQVm8idJkiRJJWDyJ0mSJEklYPInSZIkSSVg8idJkiRJJWDyJ0mSJEklYPInSZIkSSVg8idJkiRJJWDy142NHvM6o8e8Xu8wJEmSJBWAyZ8kSZIklYDJnyRJkiSVgMmfJEmSJJWAyZ8kSZIklYDJnyRJkiSVgMmfJEmSJJWAyZ8kSZIklYDJnyRJkiSVgMmfJEmSJJWAyZ9UYqPHvM7oMa/XOwxJkiTVgMmfJEmSJJWAyZ8kSZIklYDJnyRJkiSVgMmfJEmS6uOhY7I/STVh8idJkiRJJWDyJ0mSJKkla2W7JZM/SZIkqShMutSJTP4kSZIkqQRM/iRJkiSpBEz+JEmSJKkETP4kSZIkqQSqkvxFxPYRMS4iXoiI5yPi8IjYMSIejIgZ+f8d8mUjIq6JiJkRMS0iDqp4nZH58jMiYmQ1YpMkSZIkVa/m74fAb1JKHwEGA88DFwK/SyntC/wunwb4BLBv/jcK+AlAROwIXAocCgwFLm1OGCVJkiRJHdPh5C8i3g8MB34OkFJ6N6W0GDgJuClf7Cbg5PzxScDNKfMEsH1E7AqMAB5MKS1KKb0FPAic0NH4JEmSJEnVqfnbG1gA3BgRT0fEf0fE+4BdUkrzAfL/O+fL7w7MrXj+vLysrXJJZebvHUmSJFVFNZK/zYGDgJ+klA4ElrG2iWdropWy1E75+i8QMSoiGiOiccGCBZsaryRJkqSuwJvAVVWN5G8eMC+l9GQ+PY4sGXw9b85J/v+NiuX7VTy/L/BaO+XrSSldl1IaklIa0qdPnyp8BEnaCJ6AJElSF9bh5C+l9BdgbkR8OC86DngOGA80j9g5Erg7fzweOCMf9fMwYEneLPS3wMcjYod8oJeP52WSJEmSpA7avEqv83Xg1ojYEngZOJMssbwjIs4C5gCfz5e9D/gkMBNYni9LSmlRRFwGTM6X+25KaVGV4pMkSZKkUqtK8pdSmgoMaWXWca0sm4Bz2nidG4AbqhFTYTU3GTt+Qj2jkCRJqonRY14HYMzoXeociaRq/c6fJEmSJKnATP5UXw6gIUmSSmb0mNfX1IhKtWTyJ0nq2ryJJEnSRjH5k6QK3o2VuiFvEEgSYPInSZI6w6xb4c0n4I1H4K69smlJheINz/Ix+ZMkSdU161Z4ahSsfiebXj47mzYBVJFZQ6wSMPmTJEnV9aeLoWl5y7Km5Vm5JKluTP4k1Z3NTqRuZvmcTSuXJNWEyZ8kSaqurffYtHJJpeeN4Now+ZMkSdU1+HLosXXLsh5bZ+WSpLox+esE3rmQJJVa/9Ng6HWw2VbZ9NZ7ZtP9T6tvXJJUcpvXOwB1f82J8JjRu9Q5EklSzfQ/DV66Pnt8/ISavKXnG0lqnzV/kiRJklQCJn+S1uePM0uSuiG75qjsTP4kteSPM6uAvGCTJKnjTP4kteSPMxffQ8dkf5IkSZvJ5X82AAAXXklEQVTA5E9SS/44s9T1eYNAktQKkz9JLfnjzNJ7Z9IlSSowkz+paOp98eiPM0uSJHVLJn+SWvLHmSWp89T7Bp+kUvNH3qU6KPwPEdfhx5klSZLUuaz5k6QC6hI/bVDSGowusW0kSWqFyZ8kSZIklYDJnyRJkiSVgMmfJEmSJJWAyZ8kSV2QfQ8lSZvK5E+SJEmSSsDkT5IkqYqslZVUVCZ/kqQ2eRErSVL3YfInSZIkaa1Zt8KbT8Abj8Bde2XT6haqlvxFRI+IeDoi7smn+0fEkxExIyLGRsSWeflW+fTMfP5eFa9xUV7+YkSMqFZsWocHtCRJkloz61Z4ahSsfiebXj47m/Z6sVuoZs3f+cDzFdNXAWNSSvsCbwFn5eVnAW+llPYBxuTLERH7A6cABwAnANdGRI8qxifwgJYkSSqqItyg/9PF0LS8ZVnT8qxcXV5Vkr+I6Av8HfDf+XQAxwLj8kVuAk7OH5+UT5PPPy5f/iTg9pTSOymlWcBMYGg14lMFD2hJklQERUh0iqQoN+iXz9m0cnUp1ar5+wHwb8DqfHonYHFKaVU+PQ/YPX+8OzAXIJ+/JF9+TXkrz1G1eEBLkqR6K0qiUyRFuUG/9R6bVq4upcPJX0R8CngjpTSlsriVRdMG5rX3nHXfc1RENEZE44IFCzYp3tLzgJYkqRQKPVpvURKdIinKDfrBl0OPrVuW9dg6K1eXV42avyOBEyPiFeB2suaePwC2j4jN82X6Aq/lj+cB/QDy+dsBiyrLW3lOCyml61JKQ1JKQ/r06VOFj1AiJT+gC30ilCSpLIqS6BRJUW7Q9z8Nhl4Hm22Vv/+e2XT/02obhzpFh5O/lNJFKaW+KaW9yAZseTildBrwe+Bz+WIjgbvzx+PzafL5D6eUUl5+Sj4aaH9gX+CpjsandXhAt+6hY7I/SZLU+YqS6BRJkW7Q9z8Neh8GOx8NJ79Sv+tE+4VWXWf+zt+3gG9ExEyyPn0/z8t/DuyUl38DuBAgpTQduAN4DvgNcE5KqakT4yuvohzQ0oYU6Uu/SLFoLbeL1DUVKdEpCm/Qt2S/0E6x+YYX2XgppQnAhPzxy7QyWmdKaQXw+TaefzlQ4qNe0hptfelD7U+ERYpFa7ldpK6r+Rh98qzsGN56zyzxK/ux2/80eOn67PHxE+oaSt211y+07PtJB3RmzZ8kvXdFGgygSLFoLbeL1LXZEkntsV9op4isu13XNaThgNT44O31DqOFmfPeBWCfvlu2nDH/Xvjz9+HdhdBzV9jnPNj172ofB8BbU7P/OzR02vsXLY52YylKHDWOpdBxPDiY1gf8DfjYn7p9LIXeNkWJo0j7SLN6rxMo7bmm3ViKEkeNY2k3jhoqyvooUizGsRGxTBoBK+avv2DPXWHYb2sSUwvz74WZ18CKv0DPD3T6d+umip0HTUkpDdnQctb81cr8e+G5f89OxpDtzM/9e1ZeVvPvhWmjofGM7AAv87rQ+np+YNPKO1ORYtFabpf1ea7Rxnpr6tqLe6mI9jkPNuvZsmyznll5rTV/t66YD6Qu/d1a1T5/dbF5L+gzsN5RtPBfv8x+SmDM6F3WFj7297B6RcsFV6+Al38Kgy6sXRzN/vT17P+HJnTKe28wjlm3wvOXrW2ytWJ+Nr1tv05t9tHmOqnh+mg3jhrH8oNf/IXZ81dy06W7seN2PeoWR6vr48D/yPpvVTbr67F1Vt6Jx3xRYinKPlLoOIq0jzSr9zop8bmmzVhm3Qp/PLum/cqKsk6Mo7ixGMdGxNJnYHZdWIR+oXX4bu0s1vzViu2WW7KvTiG8vnAVy1Ykbrl/Sb1DWV+RRj0rUixay+2yPs81LTlaoDZWjUcOXrkqMXPuuyxa4sD27SpKv9Bu9N1q8lcr/p5NS93oIOqqFi5pYtHS1QDc//iyYp6AivKlX7RYtJbbpSXPNS15o1Ebow43CQp981Xr60bfrSZ/teLv2bTUjQ6iruqW+5bQPN7T6tWegKRuwXNNS95o1Mao8U2CLnHzVS11o+9Wk79asXlSS93oIOqKFi5p4jdPvL1melWTJ6Auwx81L64ibBvPNS15o1Ebo8Y3Cbz52gU1f7duvScQXfq71eSvlmyetJYXKHV1y31LWL26ZZknoC7A/kvFVaRtU+NzTaH7LnmjURujhjcJinbztdDHb9H0Py37Tj11dZe+jjf5U/2YDNfN9FnvsGqd7/lVTfDsy+/UJR5PPhupxP2XCr+PlHjbFLrvUtFuNBahdrgOCn/81vAmQdFuvhbp+C38ftJNmPx1gqLsvEWJQ8Vz/bd35eFr92DwvlsxeN+tePjaPXj42j24/tu71iUeTz4bqUj9l2p8EVukfaRVddg2RdhXu0TfpaLcaCxS7XCNFf74reFNgiLdfC3a8Vv4/aSbMPnrBEXZeYsSRxEuUFRcnnw2QVH6L9X4IrZo+0ir6rBtirCvFq3vUqHPNyWtHS7a8dvmPlKjmwRFuvlapOO3aPtJd2byV2VF2XmLEgcU4wJFxeXJp3WtXqAUpf9SjS9ii7SPQDG2TRH21aL1XYKCn2+KVHNfQ0U7fgu9j9RQ0Y7fou0n3Vmk5jXdRX3kgMHpv2//Tb3DWOPXE1cx5bnVrE5Bj83goP2Cvx+++doF3pqa/d+hoRRxLF2W+M9frqRpdbB5Dxj9pc3ZduuoeRzNXpr3LgAf7LtlyxlFiaPGsdQ7jqXLEmNuXdWiCcx6+0kN10dRjhuAW+97lxdnwyEHbNYiht5v/Q97zf8uWzUt4J0tduOVXS7izR0+02lxtLaPHPnM7gTrnzsSwWMDX63q+xdtH4FibJsi7Ku/nriKPz6faKrov7ReLDXcNu2ebwrwHT/khUPouXL942PFFrvT+JHJNYtjjRJ+xxfpmqTe26ZIx+8G95MaH79d1bBBu01JKQ3Z0HLW/FXR0mWJp19IrE7ZF0nTanj6hcTS5bVNsIsSB8CEKU1r7uSkBBMarcbXWpX7R7N67SdFOm6WLkvMnAsQ68Xw5g6foXHXX/BY33tp/MjkTk382vLOFrttUnlHFGkfgWJsm6Lsq3P/0vLCsTmWuX+pz03lop9vXtnlIpqiV4uypujFK7tcVKeIOl/Rjt+i7yO1VKTjt2j7SXe3+YYXKbZtem3BUQPrM0jFun7wq0XA2+uV/3lWT84/Zcds4qEvZv8HTuj2cSxc0sT3/vxqiwuUP/0ZvvWlndlxux41i6PSnQ+9DsDIT+zSckZR4qhxLPWO46Zfz6dp9coWZU2rYdGSzdce1zVaH0U5bppjaVq9qvUYahgHwO2/+Quz56/kpksrjtttrsr6+FU2/eyxNT2HXMVR/av7fVykfQSKsW2Ksq8eNTD7P3pM9j0yZnT9vs82eL6p8Xd8q8cN58Cs7eHJs7L+slvvSY/Bl/ORThyAxu/4tYp2TVLvbVOk43eD+0mNj9/urssnf0VSlBGcihJHe8MZt7hYUmk1d3Bv9+RTI0U5btrqh3H6J7aruIisncr+MWuO2+aL1YqLWAZf3ikDJBRpHynKtinKvlokRTvftHrcQHaMvHR99vj4CZ0ex8pVidnzV7JoSVNdvj+KdPwWbR/RWkXaT8rA5K+KirLzFiUOL1Da1uYJuXn4/NXvZMPnd9IFtdZXlOOmSBco6w4q0iLJqfFFbBEUZdsUZV8tkiKdb9o9bmqszSS0hOeaIu0jUj2Z/KnTeIHStlZPyG0Nnw/d/qSstYp0gdLa6GtlvkNepG2jlop0vinKcdNmElrSc02R9hGpnkz+pBpr84Tc3vD53fiErJaKcoFSlCaORVKUbaPiKtJx02YS6rlGKjVH+5RqrM3fsinpb0CpmNpr4iipdUU5btr9DTfPNVKpmfypVFr9ceYaaveEvPUerT+prXKpE9nEUdp0RTlu2k1CPddIpWazT5VKm33tatTxvd0BIw69vNXh8xl8eafEIrXHJo7SpivKcdNuEvpFzzVSmZn8qTRa7Wu36Paadnxv94R8Su2Gz5ckdV/tJ6Gea6QyM/lTabTa+b1nbTu+b/CucAmHz5ck1ZjnGqm07POnUmirr12y47skSZJKwuRPpdBWX7ul7N76E+z4LkmSpG7G5E+l0FZfu7ELLsw6uley47skSZK6Ifv8qRTa7mt3Dsza3o7vkiRJ6vZM/iQ7vkuSJKkEOtzsMyL6RcTvI+L5iJgeEefn5TtGxIMRMSP/v0NeHhFxTUTMjIhpEXFQxWuNzJefEREjOxqbJEmSJClTjT5/q4BvppT2Aw4DzomI/YELgd+llPYFfpdPA3wC2Df/GwX8BLJkEbgUOBQYClzanDBKkiRJkjqmw80+U0rzgfn546UR8TywO3AScEy+2E3ABOBbefnNKaUEPBER20fErvmyD6aUFgFExIPACcCvOhqjJEmlYhN2SVIrqjraZ0TsBRwIPAnskieGzQnizvliuwNzK542Ly9rq7y19xkVEY0R0bhgwYJqfgRJkiRJ6paqlvxFxDbAncC/pJT+2t6irZSldsrXL0zpupTSkJTSkD59+mx6sJIkSZJUMlVJ/iJiC7LE79aU0v/kxa/nzTnJ/7+Rl88D+lU8vS/wWjvlkiRJkqQOqsZonwH8HHg+pfSfFbPGA80jdo4E7q4oPyMf9fMwYEneLPS3wMcjYod8oJeP52WSJEmSpA6qxu/8HQmcDjwTEVPzsm8DVwJ3RMRZwBzg8/m8+4BPAjOB5cCZACmlRRFxGTA5X+67zYO/SJIkSZI6phqjfT5K6/31AI5rZfkEnNPGa90A3NDRmCRJktQOR4SVSqkaNX+SJNWPF7GSVH1+t3ZLJn+SJHVBY0bvUu8QJEldTFV/50+SJEmSVEzW/Elqnc09JKlLs3a4i/L8q05k8idJUrV40aYNcR+RVEcmf5LU1RTl4rEocUiSui/PNVVlnz9JkiRJKgFr/iRpY3n3UZIkdWEmf6ovL6a1Ie4jkqRa8HyjEjD5qzW/WCR1IY4WuD7XiTbEfURSUZn8SVIBefHYkutDHeKN1+Jy20g15YAvkiRJklQCJn+SJEmSVAI2+1SptNl0zGYnkiSpRmzKrnqx5k+SJEmSSsCaP0mSJJWCNW4qO5M/dTq/aCVJktQerxdrw+SvE7jzSpvGY0ZSNfhdIknts8+fJEmSJJWANX+SJElSCVlbXj7W/EmSJElSCVjzJ9VBu3fa/M1BSZIkdQJr/iRJkiSpBKz5k6QK9n+QJEndlcmfJEmSOo031aTisNmnJEmSJJWAyZ8kSZIklYDJnyRJkiSVgMmfJEmSJJVA4ZK/iDghIl6MiJkRcWG945EkSZKk7qBQyV9E9AD+C/gEsD/wxYjYv75RSZKk9+T4CdmfJHURC5c08S//+TqLljTVO5ROUajkDxgKzEwpvZxSehe4HTipzjFJkiRJKoFb7lvCMy+9wy33L6l3KJ2iaMnf7sDciul5eZkkSZIkdZqFS5r4zRNvkxLc//iybln7V7QfeY9WytJ6C0WMAkYB7LHHHp0dk9Rt+cO7kiRJmVvuW8Lq1dnj1asTt9y/hPNP2bG+QVVZ0Wr+5gH9Kqb7Aq+tu1BK6bqU0pCU0pA+ffrULDhJkiRJ3U9zrd+qvLJvVVP3rP0rWvI3Gdg3IvpHxJbAKcD4OsckSZIkqRurrPVr1lz7150UqtlnSmlVRJwL/BboAdyQUppe57AkSZIkdWPTZ72zptav2aomePbld+oTUCcpVPIHkFK6D7iv3nFIkiRJKofrv71rvUOoiaI1+5QkSZIkdQKTP0mSJEkqgcI1+1SNHD+h3hFIkiRJqiFr/iRJkiSpBEz+JEmSJKkETP4kSZIkqQRM/iRJkiSpBEz+JEmSJKkETP4kSZIkqQRM/iRJkiSpBEz+JEmSJKkETP4kSZIkqQRM/iRJkiSpBEz+JEmSJKkETP4kSZIkqQRM/iRJkiSpBEz+JEmSJKkETP4kSZIkqQRM/iRJkiSpBDavdwDqPGNG71LvECRJkiQVhDV/kiRJklQCJn+SJEmSVAImf5IkSZJUAiZ/kiRJklQCJn+SJEmSVAImf5IkSZJUAiZ/kiRJklQCJn+SJEmSVAImf5IkSZJUAiZ/kiRJklQCHUr+IuI/IuKFiJgWEf8bEdtXzLsoImZGxIsRMaKi/IS8bGZEXFhR3j8inoyIGRExNiK27EhskiRJkqS1Olrz9yAwIKU0CPgzcBFAROwPnAIcAJwAXBsRPSKiB/BfwCeA/YEv5ssCXAWMSSntC7wFnNXB2CRJkiRJuQ4lfymlB1JKq/LJJ4C++eOTgNtTSu+klGYBM4Gh+d/MlNLLKaV3gduBkyIigGOBcfnzbwJO7khskiRJkqS1qtnn78vA/fnj3YG5FfPm5WVtle8ELK5IJJvLJUmSJElVsPmGFoiIh4APtDLr4pTS3fkyFwOrgFubn9bK8onWk83UzvJtxTQKGAWwxx57tBm7JEmSJCmzweQvpXR8e/MjYiTwKeC4lFJzwjYP6FexWF/gtfxxa+VvAttHxOZ57V/l8q3FdB1wHcCQIUPaTBIlSZIkSZmOjvZ5AvAt4MSU0vKKWeOBUyJiq4joD+wLPAVMBvbNR/bckmxQmPF50vh74HP580cCd3ckNkmSJEnSWhus+duAHwNbAQ9mY7bwRErpn1NK0yPiDuA5suag56SUmgAi4lzgt0AP4IaU0vT8tb4F3B4R3wOeBn7ewdgkSVInGzN6l3qHIEnaSLG2pWbXNGTIkNTY2FjvMCRJkiSpLiJiSkppyIaWq+Zon5IkSZKkgjL5kyRJkqQSMPmTJEmSpBIw+ZMkSZKkEjD5kyRJkqQSMPmTJEmSpBIw+ZMkSZKkEjD5kyRJkqQSMPmTJEmSpBIw+ZMkSZKkEjD5kyRJkqQSiJRSvWPokIhYAMzOJ3sDb9YxHGlTuL+qq3BfVVfi/qquwn1V1bRnSqnPhhbq8slfpYhoTCkNqXcc0sZwf1VX4b6qrsT9VV2F+6rqwWafkiRJklQCJn+SJEmSVALdLfm7rt4BSJvA/VVdhfuquhL3V3UV7ququW7V50+SJEmS1LruVvMnSZIkSWpFt0n+IuKEiHgxImZGxIX1jkdqS0S8EhHPRMTUiGisdzxSpYi4ISLeiIhnK8p2jIgHI2JG/n+HesYoQZv76nci4tX8+3VqRHyynjFKABHRLyJ+HxHPR8T0iDg/L/e7VTXXLZK/iOgB/BfwCWB/4IsRsX99o5La9dGUUoNDPKuAfgGcsE7ZhcDvUkr7Ar/Lp6V6+wXr76sAY/Lv14aU0n01jklqzSrgmyml/YDDgHPy61S/W1Vz3SL5A4YCM1NKL6eU3gVuB06qc0yS1OWklCYCi9YpPgm4KX98E3ByTYOSWtHGvioVTkppfkrpj/njpcDzwO743ao66C7J3+7A3IrpeXmZVEQJeCAipkTEqHoHI22EXVJK8yG7iAF2rnM8UnvOjYhpebNQm9GpUCJiL+BA4En8blUddJfkL1opcxhTFdWRKaWDyJopnxMRw+sdkCR1Ez8BPgg0APOB/1ffcKS1ImIb4E7gX1JKf613PCqn7pL8zQP6VUz3BV6rUyxSu1JKr+X/3wD+l6zZslRkr0fErgD5/zfqHI/UqpTS6ymlppTSauB6/H5VQUTEFmSJ360ppf/Ji/1uVc11l+RvMrBvRPSPiC2BU4DxdY5JWk9EvC8itm1+DHwceLb9Z0l1Nx4YmT8eCdxdx1ikNjVfSOc+jd+vKoCICODnwPMppf+smOV3q2qu2/zIez6c8w+AHsANKaXL6xyStJ6I2Justg9gc+A291UVSUT8CjgG6A28DlwK3AXcAewBzAE+n1JyoA3VVRv76jFkTT4T8ArwT819qqR6iYijgEnAM8DqvPjbZP3+/G5VTXWb5E+SJEmS1Lbu0uxTkiRJktQOkz9JkiRJKgGTP0mSJEkqAZM/SZIkSSoBkz9JkiRJKgGTP0mSJEkqAZM/SZIkSSoBkz9JkiRJKoH/Hz+ADlqqeggMAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for w in range(len(mu_woj)):\n",
    "    plt.figure(figsize=(15,5))\n",
    "    plt.axhline(srednie['mu_woj'][w], color=\"lightsteelblue\")\n",
    "    plt.axhline(mu_woj[w], color=\"bisque\")\n",
    "    x1 = np.array(range(1, len(mu_powi[w])+1))\n",
    "    y1 = srednie['mu_powi'][w]\n",
    "    e1 = np.sqrt(srednie['sigma2_powi'][w])\n",
    "    czest = plt.errorbar(x1, y1, e1, linestyle='None', marker='^', label=\"bayesowskie\", color=\"royalblue\")\n",
    "    x2 = np.array(range(1, len(mu_powi[w])+1))+0.2\n",
    "    y2 = mu_powi[w]\n",
    "    e2 = np.sqrt(sigma2_powi[w])\n",
    "    bayes = plt.errorbar(x2, y2, e2, linestyle='None', marker='o', label=\"częstościowe\", color=\"orange\")\n",
    "\n",
    "    plt.legend(handles=[czest, bayes])\n",
    "    plt.title(f\"Dochody w powiatach województwa {w+1}\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}