weather-in-poland/main.ipynb
Artur Tamborski f892fab753 update
2020-11-30 22:08:59 +01:00

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228 KiB
Plaintext

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Analiza temperatury w Polsce na wybranych przykładach (dane z okresu 1901-2016)\n",
"\n",
"Dane pobrane z: [worldbank.org](worldbank.org).\n",
"\n",
"Plik CSV: https://climateknowledgeportal.worldbank.org/api/data/get-download-data/historical/tas/1901-2016/POL/Poland"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"data = {}\n",
"\n",
"with open(\"tas_1901_2016_POL.csv\") as f:\n",
"\n",
" # przeczytaj plik, iteruj po liniach...\n",
" for line in f.readlines():\n",
"\n",
" # wyłuskaj interesujące nas wartości\n",
" t_str, y_str, m_str = line.split(\",\")\n",
"\n",
" # konwertuj odczytane wartości na odpowiednie typy\n",
" t, y, m = float(t_str), int(y_str), m_str.strip().lower()\n",
"\n",
" # zapisz do zmiennej\n",
" data[y] = data.get(y, {})\n",
" data[y][m] = t"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Przykład 1. Najzimniejszy oraz najcieplejszy miesiąc w Polsce"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Najniższa średnia temperatura wystąpiła jan 1942: -10.882°C\n",
"Najwyższa średnia temperatura wystąpiła jul 1994: 21.1785°C\n"
]
}
],
"source": [
"# dane początkowe\n",
"top_y, top_m, top_t = 0, 0, 0\n",
"bot_y, bot_m, bot_t = 0, 0, 0\n",
"\n",
"# przez każdy rok w zestawie danych...\n",
"for year in data:\n",
"\n",
" # przygotuj słowniki po wartościach temperatur i nazwach miesięcy\n",
" months = data[year].values()\n",
" temperatures = {v: k for k, v in data[year].items()}\n",
"\n",
" # znajdź minima i maksima\n",
" max_months, min_months = max(months), min(months)\n",
"\n",
" # dokonaj porównania z poprzednimi wartościami\n",
" if top_t < max_months:\n",
" top_y = year\n",
" top_t = max_months\n",
" top_m = temperatures[top_t]\n",
"\n",
" if bot_t > min_months:\n",
" bot_y = year\n",
" bot_t = min_months\n",
" bot_m = temperatures[bot_t]\n",
"\n",
"# wypisz wyniki\n",
"print(f\"Najniższa średnia temperatura wystąpiła {bot_m} {bot_y}: {bot_t}°C\")\n",
"print(f\"Najwyższa średnia temperatura wystąpiła {top_m} {top_y}: {top_t}°C\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Przygotuj notes do wyświetlania wykresów"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"# zaimportuj bibliotekę do obsługi wykresów\n",
"from matplotlib import pyplot as plt\n",
"\n",
"# rysuj wykres w notatniku\n",
"%matplotlib inline\n",
"\n",
"# ustaw rozmiar wykresu\n",
"plt.rcParams[\"figure.figsize\"] = (20.0, 10.0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Stwórz funkcję pomocniczą do rysowania wykresów w wygodny sposób."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"def graph(ox, oy, margin_x=5, step_x=10, margin_y=2, step_y=2):\n",
" plt.grid()\n",
" plt.legend()\n",
" plt.xlabel(\"Rok\")\n",
" plt.ylabel(\"Temperatura\")\n",
" plt.title(\"Wykres średniej temperatury\")\n",
"\n",
" min_x, max_x = round(min(ox)) - margin_x, round(max(ox)) + margin_x\n",
" min_y, max_y = round(min(oy)) - margin_y, round(max(oy)) + margin_y\n",
" plt.xticks(range(int(min_x), int(max_x), step_x))\n",
" plt.yticks(range(int(min_y), int(max_y), step_y))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Przykład 2. Zaprezentuj odkryte minimum i maksimum temperatur za pomocą wykresów"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Najcieplejszy rok na przestrzeni miesięcy"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [
{
"data": {
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3oxNo/8t4OsylGU1DSpI7Z/RF5jsZTW25LuMT5E6zU0ZfRL+R0VS3Ryf5jS08zpdmNK3l3PEx/yvJsnE9H8rofCAfHW/z0S3sZ2tmPM4svDLJ28ajLZ7SWjs/o5Ffr8+oH5dndG6Y7fHx8X7+O8lftdbOHi8/PaPRCmdX1feTnJvRyYtn8vaMnp8rMzqv1bnT1r8lycHjx/Lv42UnZ3TemO9mFNb8e7ZiNq+5LfjTjILRzyW5JKMTPf/p9I1aax/J6JfO/qOqHpTktRlNkbomoxFPW5oel4y+9N+Y0Qna3zS+vvFkzvfOaPrVD8b7OnVKz5PRqJerklybUVD0c621H47rum482uTq1trVGQUj32mtre+o4fiMTp78yfrJr4l9aCt1d9na87rJ+H3zuox+jfHyKdv+cPzv88eP+ysZfb78c0bnRZppf+/NqFfnVNV3Mnq8U0PcV2bK+yOjc7L9V0ah8aeS/F1r7WPZei/em/HUzNbaDVvsxvz5/zIaXfWFjN7rZ2YUIibJzyb5dFWtz+g9enJr7Ssd+/jNJH88fv++IqPgLsmmaX+Pz2g65LczCkcfOF69PZ9ZAOxAqrWu0d0AMLdq9AtU922tPXOrG3MrVXVURifZnj4SZz6OvTTJV5Ps0lrbMN/H3x5ecwtHVb09yeWttT/uWHdQRiHwHbb3NTZ+vf5pX895VX05o+my/9XH/heCcVj2jNbat4euBYCFwYgjAHpXoxNmPyejURVsu0MyCm+YJa+5haOqFmU0EuWrU5b9YlXdoaruktEowv+Yo2DyyIxG38y5Gp2DrWX7RhYuaDU6mfw+QiMAphIcAdCrqnpuRidY/VBrbfq5j9iKqjo9yYuS/NHQtewovOYWnKszmmb47inLfj2jaXZfzmhq2Zami26L85I8q6pWbXXLbVBVq5P8fZLf2niC8gn1vSQ3VtWnq2q/rW4NwO2CqWoAAAAAdDLiCAAAAIBOi4YuYFvstdde7cADDxy6jInzgx/8ILvvvvvQZUwcfe2HvvZDX/uhr3NPT/uhr/3Q137oaz/0tR/62g99nXsXXHDBt1prS7rW7VDB0b777pvzzz9/6DImzurVq7NixYqhy5g4+toPfe2HvvZDX+eenvZDX/uhr/3Q137oaz/0tR/6Oveq6mszrTNVDQAAAIBOgiMAAAAAOgmOAAAAAOjU+zmOquruSd6eZN8kLcmbWmunV9Wrkzwxyc1JvpzkV1tr3+27HgAAAJg0t9xyS9atW5ebbrpp6FJ6t+eee+ayyy4buowd0m677Zb9998/u+yyy6zvMx8nx96Q5JTW2oVVtUeSC6rqI0k+kuRlrbUNVfWXSV6W5KXzUA8AAABMlHXr1mWPPfbI0qVLU1VDl9Or73//+9ljjz2GLmOH01rLddddl3Xr1uWAAw6Y9f16n6rWWruqtXbh+Pr3k1yWZL/W2tmttQ3jzc5Nsn/ftQAAAMAkuummm7L33ntPfGjEbVdV2Xvvvbd5VFq11noqqeNgVUuTfCLJIa21701Z/h9J/rW19o6O+5yU5KQkWbJkyeGrVq2ap2pvP9avX5/FixcPXcbE0dd+6Gs/9LUf+jr39LQf+toPfe2HvvZDX/sxn33dc889c+CBB87LsYb2ox/9KDvvvPPQZeywLr/88lx//fW3WrZy5coLWmtHdG0/H1PVkiRVtTjJu5O8cFpo9PKMprO9s+t+rbU3JXlTkixbtqytWLGi/2JvZ1avXh19nXv62g997Ye+9kNf556e9kNf+6Gv/dDXfuhrP+azr5dddtntZvqWqWrbZ7fddsthhx026+3nJTiqql0yCo3e2Vp7z5TlJyR5QpKj23wOfQIAAIAJtvTUs+Z0f2tPO3aL66+77rocffTRSZKrr746O++8c5YsWZIkOe+887LrrrvOaT3bY/Xq1dl1113z8Ic/fOhS8vrXvz5/8zd/ky9/+cv55je/mX322SdJ8p3vfCcnnnhivvzlL2e33XbLW9/61hxyyCFJktNPPz3/8A//kNZanvvc5+aFL3zhrfb5mte8Jr/zO79zq/1tj97PcVSjCZZvSXJZa+2vpyw/JslLkhzXWruh7zoAAACAfuy99965+OKLc/HFF+d5z3teXvSiF226PURotGHDhhnXrV69Ov/7v/87Z/vbHo94xCPyX//1X7nnPe95q+V//ud/nkMPPTSf+9zn8va3vz0nn3xykuTSSy/NP/zDP+S8887LZz/72XzgAx/I5Zdfvul+V1xxRc4+++zc4x73mLMaew+OkjwiybOSHFVVF48vj0/y+iR7JPnIeNkb56EWAAAAYB5ccMEFefSjH53DDz88j3vc43LVVVclSVasWJEXvehFOeKII3LQQQflM5/5TJ70pCflPve5T37/938/SbJ27drc7373yzOe8YwcdNBBefKTn5wbbhiNObnoootm3O8LX/jCHHHEETn99NPzH//xH3nIQx6Sww47LI95zGNyzTXXZO3atXnjG9+Y1772tTn00ENzzjnn5IQTTsiZZ565qe6N56VavXp1jjzyyBx33HE5+OCD84pXvCJ/8zd/s2m7l7/85Tn99NNv9Zhf/epX53Wve12S5EUvelGOOuqoJMlHP/rRPOMZz9isR4cddliWLl262fIvfOELm+57v/vdL2vXrs0111yTyy67LA95yENypzvdKYsWLcqjH/3ovOc9myZ25UUvelFe9apXzelJ0ufjV9U+2Vqr1toDWmuHji8fbK0d2Fq7+5Rlz+u7FgAAAKB/rbU8//nPz5lnnpkLLrggJ554Yl7+8pdvWr/rrrvm/PPPz/Oe97wcf/zxecMb3pBLL700Z5xxRq677rokyZo1a/Kbv/mbueyyy3LnO985f/d3f5dbbrklv/u7vzvjfm+++eacf/75OeWUU/LIRz4y5557bi666KI87WlPy6te9aosXbr0ViOijjzyyC0+jgsvvDCnn356vvSlL+XEE0/M29/+9iTJj3/84/zLv/xLnvnMZ95q+yOPPDLnnHNOkuT888/P+vXrc8stt+Scc87Jox71qFn374EPfOCmQOi8887L1772taxbty6HHHJIzjnnnFx33XW54YYb8sEPfjBXXHFFkuR973tf9ttvvzzwgQ+c9XFmY95Ojg0AAADcPvzwhz/MpZdemp/7uZ9LMvoltLvd7W6b1h933HFJkuXLl+f+97//pnX3ute9csUVV2SvvfbK3e9+9zziEY9Ikjzzmc/M6173uhxzzDG57LLLZtzvU5/61E3X161bl6c+9am56qqrcvPNN+eAAw7Y5sfx4Ac/eNP9li5dmr333jsXXXRRrrnmmhx22GHZe++9b7X94YcfngsuuCDf+973coc73CEPetCDcv755+ecc87ZNBJpNk499dScfPLJOfTQQ7N8+fIcdthh2XnnnXPQQQflpS99aR772Mdm9913z6GHHpqdd945N9xwQ/78z/88Z5999jY/xq0RHAEAAABzqrWW+9///vnUpz7Vuf4Od7hDkmSnnXbadH3j7Y3nE5o+3aqq0lrL/e53v5x33nmd+9199903XX/+85+fF7/4xTnuuOOyevXqvPKVr+y8z6JFi/LjH/84yWgk0c0339y5vyT5tV/7tZxxxhm5+uqrc+KJJ262r1122SUHHHBAzjjjjDz84Q/PAx7wgHzsYx/L5ZdfnoMOOqjz+F3ufOc75x//8R+TjHp5wAEH5F73uleS5DnPeU6e85znJEl+7/d+L/vvv3++/OUv56tf/eqm0Ubr1q3Lgx70oJx33nn56Z/+6Vkft8t8nOMIAAAAuB25wx3ukG9+85ubgqNbbrkln//857dpH1//+tc33f+f//mf88hHPjLLli3Lt771rVnt9/rrr89+++2XJHnb2962afkee+yR73//+5tuL126NBdccEGS5P3vf39uueWWGWv6xV/8xXz4wx/OZz7zmTzucY/r3ObII4/MX/3VX+VRj3pUjjzyyLzxjW/MYYcdtk3nHfrud7+7KcB685vfnEc96lG5853vnCS59tprk4z68573vCe/8iu/kuXLl+faa6/N2rVrs3bt2uy///658MILtzs0Sow4AgAAgImz9rRjBz3+TjvtlDPPPDMveMELcv3112fDhg154QtfmPvf//6z3seyZcvyhje8ISeeeGIOPvjg/MZv/EZ23XXX/NM//VNe+tKXbnW/r3zlK/PLv/zLuctd7pKjjjoqX/3qV5MkT3ziE/PkJz8573vf+/K3f/u3ee5zn5vjjz8+D3zgA3PMMcdsNspoql133TUrV67MXnvtlZ133rlzmyOPPDJ/9md/loc97GHZfffds9tuu814LqXXve51edWrXpWrr746D3jAA/L4xz8+b37zm3PZZZfl2c9+dqoq97///fOWt7xl031+6Zd+Kdddd1122WWXvOENb8hee+01657eFoIjAAAAYM5MnRL2iU98YrP1q1ev3nR9xYoVWbFixWbr1q5dm0WLFuUd73jHZvd/wAMesNX9Jsnxxx+f448/frPt7nvf++Zzn/vcrZade+65m67/5V/+ZWdtyWgq27nnnpt/+7d/22y/Gx199NG3GrX0pS99acZtX/CCF+QFL3jBZssf9rCHzXi/jSff3pK1a9dudZvZMlUNAAAAYCu+8IUv5MADD8zRRx+d+9znPkOXM2+MOAIAAAAWlKVLl+bSSy8duoxbOfjgg/OVr3xl6DLmnRFHAAAAMAFaa0OXwAJ3W14jgiMAAADYwe2222657rrrhEfMqLWW6667Lrvttts23c9UNQAAANjB7b///lm3bl2++c1vDl1K72666aZtDj8Y2W233bL//vtv030ERwAAALCD22WXXXLAAQcMXca8WL16dQ477LChy7jdEBwBAAxk6alnDV1CkuSU5RtywgKpZe1pxw5dAgAwhXMcAQAAANBJcAQAAABAJ8ERAAAAAJ0ERwAAAAB0EhwBAAAA0ElwBAAAAEAnwREAAAAAnQRHAAAAAHQSHAEAAADQSXAEAAAAQCfBEQAAAACdBEcAAAAAdBIcAQAAANBJcAQAAABAJ8ERAAAAAJ0ERwAAAAB0EhwBAAAA0ElwBAAAAEAnwREAAAAAnQRHAAAAAHTqPTiqqrtX1ceq6gtV9fmqOnm8/K5V9ZGq+r/xv3fpuxYAAAAAZm8+RhxtSHJKa+3gJA9N8ltVdXCSU5P8d2vtPkn+e3wbAAAAgAWi9+CotXZVa+3C8fXvJ7ksyX5Jjk/ytvFmb0vyC33XAgAAAMDsVWtt/g5WtTTJJ5IckuTrrbW9xssryXc23p52n5OSnJQkS5YsOXzVqlXzVe7txvr167N48eKhy5g4+toPfe2HvvZDX+fepPX0kiuvH7qEJMm+d0yuuXHoKkaW77fn0CXMmUl7vS4U+toPfe2HvvZDX+feypUrL2itHdG1bt6Co6panOTjSf6stfaeqvru1KCoqr7TWtvieY6WLVvW1qxZ03Oltz+rV6/OihUrhi5j4uhrP/S1H/raD32de5PW06WnnjV0CUmSU5ZvyGsuWTR0GUmStacdO3QJc2bSXq8Lhb72Q1/7oa/90Ne5V1UzBkfz8qtqVbVLkncneWdr7T3jxddU1d3G6++W5Nr5qAUAAACA2ZmPX1WrJG9Jcllr7a+nrHp/kmePrz87yfv6rgUAAACA2ZuPMcmPSPKsJJdU1cXjZb+X5LQkq6rqOUm+luQp81ALAAAAALPUe3DUWvtkkpph9dF9Hx8AAACA22ZeznEEAAAAwI5HcAQAAABAJ8ERAAAAAJ0ERwAAAAB0EhwBAAAA0ElwBAAAAEAnwREAAAAAnQRHAAAAAHQSHAEAAADQSXAEAAAAQCfBEQAAAACdBEcAAAAAdBIcAQAAANBJcAQAAABAJ8ERAAAAAJ0ERwAAAAB0EhwBAAAA0ElwBAAAAEAnwREAAAAAnQRHAAAAAHQSHAEAAADQSXAEAAAAQCfBEQAAAACdBEcAAAAAdBIcAQAAANBJcAQAAABAp0VDFwAAAHNp6alnDV1CkuSU5RtywgKpZe1pxw5dAgA7KCOOAAAAAOgkOAIAAACgk+AIAAAAgE6CIwAAAAA6CY4AAAAA6NR7cFRVb62qa6vq0inLDq2qc6vq4qo6v6oe3HcdAAAAAGyb+RhxdEaSY6Yte1WSP2qtHZrkFePbAAAAACwgvQdHrbVPJPn29MVJ7jy+vmeSb/RdBwAAAADbplpr/R+kammSD7TWDhnfPijJfyapjMKrh7fWvjbDfU9KclKSLFmy5PBVq1b1Xu/tzfr167N48eKhy5g4+toPfe2HvvZDX+fepPX0kiuvH7qEJMm+d0yuuXHoKkaW77fndu9DXzc3F31dKCbtc2Ch0Nd+6Gs/9HXurVy58oLW2hFd64YKjl6X5OOttXdX1VOSnNRae8zW9rNs2bK2Zs2afou9HVq9enVWrFgxdBkTR1/7oa/90Nd+6Ovcm7SeLj31rKFLSJKcsnxDXnPJoqHLSJKsPe3Y7d6Hvm5uLvq6UEza58BCoa/90Nd+6Ovcq6oZg6OhflXt2UneM77+b0mcHBsAAABggRkqOPpGkkePrx+V5P8GqgMAAACAGfQ+draq3pVkRZJ9qmpdkj9M8twkp1fVoiQ3ZXwOIwAAAAAWjt6Do9ba02dYdXjfxwYAAADgthtqqhoAAAAAC5zgCAAAAIBOgiMAAAAAOgmOAAAAAOgkOAIAAACgk+AIAAAAgE6CIwAAAAA6CY4AAAAA6CQ4AgAAAKCT4AgAAACAToIjAAAAADoJjgAAAADoJDgCAAAAoJPgCAAAAIBOgiMAAAAAOgmOAAAAAOgkOAIAAACgk+AIAAAAgE6CIwAAAAA6CY4AAAAA6CQ4AgAAAKCT4AgAAACAToIjAAAAADoJjgAAAADoJDgCAAAAoJPgCAAAAIBOgiMAAAAAOgmOAAAAAOgkOAIAAACgk+AIAAAAgE6CIwAAAAA6CY4AAAAA6NR7cFRVb62qa6vq0mnLn19VX6yqz1fVq/quAwAAAIBtMx8jjs5IcszUBVW1MsnxSR7YWrt/kr+ahzoAAAAA2Aa9B0ettU8k+fa0xb+R5LTW2g/H21zbdx0AAAAAbJtqrfV/kKqlST7QWjtkfPviJO/LaCTSTUl+p7X2mRnue1KSk5JkyZIlh69atar3em9v1q9fn8WLFw9dxsTR137oaz/0tR/6OvcmraeXXHn90CUkSfa9Y3LNjUNXMbJ8vz23ex/6urm56OtCMWmfAwuFvvZDX/uhr3Nv5cqVF7TWjuhat2i+i5ly3LsmeWiSn02yqqru1TpSrNbam5K8KUmWLVvWVqxYMZ913i6sXr06+jr39LUf+toPfe2Hvs69SevpCaeeNXQJSZJTlm/Iay4Z6s/CW1v7jBXbvQ993dxc9HWhmLTPgYVCX/uhr/3Q1/k11K+qrUvynjZyXpIfJ9lnoFoAAAAA6DBUcPTvSVYmSVXdN8muSb41UC0AAAAAdOh97GxVvSvJiiT7VNW6JH+Y5K1J3lpVlya5Ocmzu6apAQAAADCc3oOj1trTZ1j1zL6PDQAAAMBtN9RUNQAAAAAWOMERAAAAAJ0ERwAAAAB0EhwBAAAA0ElwBAAAAEAnwREAAAAAnQRHAAAAAHRaNHQBAMDCt/TUs4YuIUlyyvINOWGB1LL2tGOHLgEAoHdGHAEAAADQSXAEAAAAQCfBEQAAAACdBEcAAAAAdBIcAQAAANBJcAQAAABAJ8ERAAAAAJ0ERwAAAAB0EhwBAAAA0ElwBAAAAEAnwREAAAAAnQRHAAAAAHQSHAEAAADQSXAEAAAAQKdFQxcAAAAsfEtPPWvoEpIkpyzfkBMWSC1rTzt26BIAemfEEQAAAACdBEcAAAAAdBIcAQAAANBJcAQAAABAJ8ERAAAAAJ0ERwAAAAB0EhwBAAAA0ElwBAAAAEAnwREAAAAAnQRHAAAAAHTqPTiqqrdW1bVVdWnHulOqqlXVPn3XAQAAAMC2mY8RR2ckOWb6wqq6e5LHJvn6PNQAAAAAwDbqPThqrX0iybc7Vr02yUuStL5rAAAAAGDbVWv95zZVtTTJB1prh4xvH5/kqNbayVW1NskRrbVvzXDfk5KclCRLliw5fNWqVb3Xe3uzfv36LF68eOgyJo6+9kNf+6Gv/Zikvl5y5fVDl5Ak2feOyTU3Dl3FyPL99tzufejr5vS1H/raj7no60IxSf/NWkj0tR/6OvdWrlx5QWvtiK518x4cVdWdknwsyWNba9dvLTiaatmyZW3NmjX9Fns7tHr16qxYsWLoMiaOvvZDX/uhr/2YpL4uPfWsoUtIkpyyfENec8mioctIkqw97djt3oe+bk5f+6Gv/ZiLvi4Uk/TfrIVEX/uhr3OvqmYMjob4VbV7JzkgyWfHodH+SS6sqp8eoBYAAAAAZjDvUX1r7ZIkP7Xx9raMOAIAAABg/vQ+4qiq3pXkU0mWVdW6qnpO38cEAAAAYPv1PuKotfb0raxf2ncNAAAAAGy7Ic5xBAAAAMAOQHAEAAAAQCfBEQAAAACdBEcAAAAAdBIcAQAAANBJcAQAAABAJ8ERAAAAAJ0ERwAAAAB0EhwBAAAA0ElwBAAAAEAnwREAAAAAnQRHAAAAAHQSHAEAAADQSXAEAAAAQCfBEQAAAACdBEcAAAAAdBIcAQAAANBJcAQAAABAJ8ERAAAAAJ0ERwAAAAB0EhwBAAAA0ElwBAAAAEAnwREAAAAAnQRHAAAAAHQSHAEAAADQSXAEAAAAQCfBEQAAAACdFg1dAADMpaWnnjV0CZucsnxDTlgA9aw97dihSwAAYAdlxBEAAAAAnQRHAAAAAHQSHAEAAADQSXAEAAAAQKfeg6OqemtVXVtVl05Z9uqq+mJVfa6q3ltVe/VdBwAAAADbZj5GHJ2R5Jhpyz6S5JDW2gOSfCnJy+ahDgAAAAC2Qe/BUWvtE0m+PW3Z2a21DeOb5ybZv+86AAAAANg21Vrr/yBVS5N8oLV2SMe6/0jyr621d8xw35OSnJQkS5YsOXzVqlV9lnq7tH79+ixevHjoMiaOvvZDX/sxSX295Mrrhy5hk33vmFxz49BVJMv323O797FQ+rpQeproa1/0tR/62o+56OtCMUl/Cywk+toPfZ17K1euvKC1dkTXukGDo6p6eZIjkjypzaKQZcuWtTVr1vRT5O3Y6tWrs2LFiqHLmDj62g997cck9XXpqWcNXcImpyzfkNdcsmjoMrL2tGO3ex8Lpa8LpaeJvvZFX/uhr/2Yi74uFJP0t8BCoq/90Ne5V1UzBkeDfeJW1QlJnpDk6NmERgAAAADMr0GCo6o6JslLkjy6tXbDEDUAAAAAsGW9nxy7qt6V5FNJllXVuqp6TpLXJ9kjyUeq6uKqemPfdQAAAACwbXofcdRae3rH4rf0fVwAAAAAtk/vI44AAAAA2DEJjgAAAADoJDgCAAAAoJPgCAAAAIBOgiMAAAAAOgmOAAAAAOgkOAIAAACgk+AIAAAAgE6CIwAAAAA6CY4AAAAA6CQ4AgAAAKCT4AgAAACAToIjAAAAADoJjgAAAADoJDgCAAAAoJPgCAAAAIBOgiMAAAAAOgmOAAAAAOgkOAIAAACgk+AIAAAAgE6CIwAAAAA6CY4AAAAA6CQ4AgAAAKDTotlsVFV3SXKfJLttXNZa+0RfRQEAAAAwvK0GR1X1a0lOTrJ/kouTPDTJp5Ic1WtlAAAAAAxqNlPVTk7ys0m+1lpbmeSwJN/tsygAAAAAhjeb4Oim1tpNSVJVd2itfTHJsn7LAgAAAGBosznH0bqq2ivJvyf5SFV9J8nX+iwKAAAAgOFtNThqrf3i+Oorq+pjSfZM8uFeqwIAAABgcFsMjqpq5ySfb63dL0laax+fl6oAAAAAGNwWz3HUWvtRkjVVdY95qgcAAACABWI25zi6S5LPV9V5SX6wcWFr7bjeqgIAAABgcLMJjv5gew5QVW9N8oQk17bWDhkvu2uSf02yNMnaJE9prX1ne44DAAAAwNza4lS1ZHReo67LNhzjjCTHTFt2apL/bq3dJ8l/j28DAAAAsIBsNTiqqu9X1ffGl5uq6kdV9b3ZHqC19okk3562+Pgkbxtff1uSX5jt/gAAAACYH9Vam/3GVZVR6PPQ1tqsRwlV1dIkH5gyVe27rbW9puzzOxtvd9z3pCQnJcmSJUsOX7Vq1azrZXbWr1+fxYsXD13GxNHXfuhrPyapr5dcef3QJWyy7x2Ta24cuopk+X57bvc+FkpfF0pPE33ti772Q1/7MRd9XSgm6W+BhURf+6Gvc2/lypUXtNaO6Fq3TcHRpjtVXdRaO2wbtl+aGYKj8e3vtNbusrX9LFu2rK1Zs2ab62XLVq9enRUrVgxdxsTR137oaz8mqa9LTz1r6BI2OWX5hrzmktmcTrBfa087drv3sVD6ulB6muhrX/S1H/raj7no60IxSX8LLCT62g99nXtVNWNwtNVP3Kp60pSbOyU5IslN21nTNVV1t9baVVV1tyTXbuf+AAAAAJhjs4nqnzjl+oaMfgXt+O087vuTPDvJaeN/37ed+wMAAABgjs0mOHpza+1/pi6oqkdklqOEqupdSVYk2aeq1iX5w4wCo1VV9ZwkX0vylG0pGgAAAID+zSY4+tskD5rFsk6ttafPsOro2dwfAAAAgGHMGBxV1cOSPDzJkqp68ZRVd06yc9+FAQAAADCsLY042jXJ4vE2e0xZ/r0kT+6zKAAAAACGN2Nw1Fr7eJKPV9UZrbWvzWNNAAAAACwAsznH0Q1V9eok90+y28aFrbWjeqsKAAAAgMHtNItt3pnki0kOSPJHSdYm+UyPNQEAAACwAMwmONq7tfaWJLe01j7eWjsxidFGAAAAABNuNlPVbhn/e1VVHZvkG0nu2l9JAAAAACwEswmO/rSq9kxySpK/TXLnJC/qtSoAAAAABrfF4Kiqdk5yn9baB5Jcn2TlvFQFAAAAwOC2eI6j1tqPkjx9nmoBAAAAYAGZzVS1/6mq1yf51yQ/2LiwtXZhb1UBAAAAMLjZBEeHjv/94ynLWvyyGgAAAMBE22pw1FpzXiMAAACA26EtnuMoSapq36p6S1V9aHz74Kp6Tv+lAQAAADCkrQZHSc5I8p9JfmZ8+0tJXthTPQAAAAAsELMJjvZpra1K8uMkaa1tSPKjXqsCAAAAYHCzCY5+UFV7Z3RC7FTVQ5Nc32tVAAAAAAxuNr+q9uIk709y76r6nyRLkjy516oAAAAAGNxsflXtwqp6dJJlSSrJmtbaLb1XBgAAAMCgthocVdVuSX4zySMzmq52TlW9sbV2U9/FAQAAADCc2UxVe3uS7yf52/HtX0nyT0l+ua+iAAAAABjebIKjQ1prB0+5/bGq+kJfBQEAAACwMMwmOLqwqh7aWjs3SarqIUnO77csgMm39NSzhi5hk1OWb8gJC6CetacdO3QJAADAFLMJjg5P8r9V9fXx7XskWVNVlyRprbUH9FYdAAAAAIOZTXB0TO9VAAAAALDgbDU4aq19rarukuTuU7dvrV3YZ2EAAAAADGurwVFV/UmSE5J8OUkbL25JjuqvLAAAAACGNpupak9Jcu/W2s19FwMAAADAwrHTLLa5NMlePdcBAAAAwAIzmxFHf5Hkoqq6NMkPNy5srR3XW1UAAAAADG42wdHbkvxlkkuS/LjfcgAAAABYKGYTHN3QWntd75UAAAAAsKDMJjg6p6r+Isn7c+upahdu78Gr6kVJfi2jX2m7JMmvttZu2t79AgAAALD9ZhMcHTb+96FTlrUkR23PgatqvyQvSHJwa+3GqlqV5GlJztie/QIAAAAwN7YaHLXWVvZ8/DtW1S1J7pTkGz0eCwAAAIBtUK21LW9QtW+SP0/yM621n6+qg5M8rLX2lu0+eNXJSf4syY1Jzm6tPaNjm5OSnJQkS5YsOXzVqlXbe1imWb9+fRYvXjx0GRNHX/sxSX295Mrrhy5hk33vmFxz49BVJMv323O796Gvm5ukvi6Unib62hd97Ye+9mMu+rpQTNLfWAuJvvZDX+feypUrL2itHdG1bjbB0YeS/GOSl7fWHlhVi5Jc1Fpbvj1FVdVdkrw7yVOTfDfJvyU5s7X2jpnus2zZsrZmzZrtOSwdVq9enRUrVgxdxsTR135MUl+XnnrW0CVscsryDXnNJbOZvdyvtacdu9370NfNTVJfF0pPE33ti772Q1/7MRd9XSgm6W+shURf+6Gvc6+qZgyOdtrCnTZ+Gu/TWluV5MdJ0lrbkORHc1DXY5J8tbX2zdbaLUnek+Thc7BfAAAAAObAjMFRkvPG//6gqvbO6ITYqaqHJpmLcapfT/LQqrpTVVWSo5NcNgf7BQAAAGAObGmMZ43/fXGS9ye5d1X9T5IlSZ68vQdurX26qs5McmGSDUkuSvKm7d0vAAAAAHNjS8HRkqp68fj6e5N8MKMw6YcZTTP73PYevLX2h0n+cHv3AwAAAMDc21JwtHOSxfnJyKON7tRfOQAAAAAsFFsKjq5qrf3xvFUCAAAAwIKypZNjTx9pBAAAAMDtyJaCo6PnrQoAAAAAFpwZg6PW2rfnsxAAAAAAFpYtjTgCAAAA4HZMcAQAAABAJ8ERAAAAAJ0ERwAAAAB0EhwBAAAA0ElwBAAAAEAnwREAAAAAnQRHAAAAAHQSHAEAAADQSXAEAAAAQKdFQxcAAABwe7X01LOGLiFJcsryDTlhAdSy9rRjhy4BmMaIIwAAAAA6CY4AAAAA6CQ4AgAAAKCT4AgAAACAToIjAAAAADoJjgAAAADoJDgCAAAAoJPgCAAAAIBOgiMAAAAAOgmOAAAAAOgkOAIAAACgk+AIAAAAgE6CIwAAAAA6CY4AAAAA6CQ4AgAAAKCT4AgAAACAToIjAAAAADoNGhxV1V5VdWZVfbGqLquqhw1ZDwAAAAA/sWjg45+e5MOttSdX1a5J7jRwPQAAAACMDRYcVdWeSR6V5IQkaa3dnOTmoeoBAAAA4NaqtTbMgasOTfKmJF9I8sAkFyQ5ubX2g2nbnZTkpCRZsmTJ4atWrZrnSiff+vXrs3jx4qHLmDj62o9J6uslV14/dAmb7HvH5Jobh64iWb7fntu9D33d3CT1daH0NNHXvuhrP/S1H/o69+aipwvJJP3tupDo69xbuXLlBa21I7rWDRkcHZHk3CSPaK19uqpOT/K91tofzHSfZcuWtTVr1sxbjbcXq1evzooVK4YuY+Loaz8mqa9LTz1r6BI2OWX5hrzmkqFnLydrTzt2u/ehr5ubpL4ulJ4m+toXfe2HvvZDX+feXPR0IZmkv10XEn2de1U1Y3A05Mmx1yVZ11r79Pj2mUkeNGA9AAAAAEwxWHDUWrs6yRVVtWy86OiMpq0BAAAAsAAMPRbx+UneOf5Fta8k+dWB6wEAAABgbNDgqLV2cZLOOXQAAAAADGvIcxwBAAAAsIAJjgAAAADoJDgCAAAAoJPgCAAAAIBOgiMAAAAAOgmOAAAAAOgkOAIAAACgk+AIAAAAgE6CIwAAAAA6CY4AAAAA6CQ4AgAAAKCT4AgAAACAToIjAAAAADoJjgAAAADoJDgCAAAAoJPgCAAAAIBOgiMAAAAAOgmOAAAAAOgkOAIAAACgk+AIAAAAgE6CIwAAAAA6CY4AAAAA6CQ4AgAAAKCT4AgAAACAToIjAAAAADotGroAYOFbeupZQ5ewySnLN+SEBVDP2tOOHboEAACA3hlxBAAAAEAnwREAAAAAnQRHAAAAAHQSHAEAAADQSXAEAAAAQCfBEQAAAACdBg+Oqmrnqrqoqj4wdC0AAAAA/MTgwVGSk5NcNnQRAAAAANzaoMFRVe2f5Ngkbx6yDgAAAAA2V6214Q5edWaSv0iyR5Lfaa09oWObk5KclCRLliw5fNWqVfNb5O3A+vXrs3jx4qHLmDiT1NdLrrx+6BI22feOyTU3Dl1Fsny/Pbd7H/q6OX3txyT1daH0NNHXvuhrP/S1H/o69+aip4m+TjdXfV0oJum71kKxcuXKC1prR3StGyw4qqonJHl8a+03q2pFZgiOplq2bFlbs2bNfJR3u7J69eqsWLFi6DImziT1dempZw1dwianLN+Q11yyaOgysva0Y7d7H/q6OX3txyT1daH0NNHXvuhrP/S1H/o69+aip4m+TjdXfV0oJum71kJRVTMGR0NOVXtEkuOqam2Sf0lyVFW9Y8B6AAAAAJhisOCotfay1tr+rbWlSZ6W5KOttWcOVQ8AAAAAt7YQflUNAAAAgAVo+MmWSVprq5OsHrgMAAAAAKYw4ggAAACAToIjAAAAADoJjgAAAADoJDgCAAAAoJPgCAAAAIBOgiMAAAAAOgmOAAAAAOgkOAIAAACgk+AIAAAAgE6CIwAAAAA6CY4AAAAA6CQ4AgAAAKCT4AgAAACAToIjAAAAADoJjgAAAADoJDgCAAAAoJPgCAAAAIBOgiMAAAAAOgmOAAAAAOgkOAIAAACgk+AIAAAAgE6CIwAAAAA6CY4AAAAA6CQ4AgAAAKCT4AgAAACAToIjAAAAADoJjgAAAADoJDgCAAAAoJPgCAAAAIBOgiMAAAAAOgmOAAAAAOgkOAIAAACg02DBUVXdvao+VlVfqKrPV9XJQ9UCAAAAwOYWDXjsDUlOaa1dWFV7JLmgqj7SWvvCgDUBAAAAMDbYiKPW2lWttQvH17+f5LIk+w1VDwAAAAC3Vq21oWtIVS1N8okkh7TWvjdt3UlJTkqSJUuWHL5q1ar5L3DCrV+/PosXLx66jIkzSX295Mrrhy5hk33vmFxz49BVJMv323O796Gvm9PXfkxSXxdKTxN97Yu+9kNf+6Gvc28uepro63Rz1deFYpK+ay0UK1euvKC1dkTXusGDo6panOTjSf6stfaeLW27bNmytmbNmvkp7HZk9erVWbFixdBlTJxJ6uvSU88auoRNTlm+Ia+5ZMhZtiNrTzt2u/ehr5vT135MUl8XSk8Tfe2LvvZDX/uhr3NvLnqa6Ot0c9XXhWKSvmstFFU1Y3A06Cu4qnZJ8u4k79xaaDRpFsoHWTL6MDthAdQzaR9mAAAAsKMb8lfVKslbklzWWvvroeoAAAAAoNtgwVGSRyR5VpKjquri8eXxA9YDAAAAwBSDTVVrrX0ySQ11fAAAAAC2bMgRRwAAAAAsYIIjAAAAADoJjgAAAADoJDgCAAAAoJPgCAAAAIBOgiMAAAAAOgmOAAAAAOgkOAIAAACgk+AIAAAAgE6CIwAAAAA6CY4AAAAA6CQ4AgAAAKDToqELAAAAABa+paeeNXQJSZJTlm/ICQuglrWnHTt0CfPCiCMAAAAAOgmOAAAAAOgkOAIAAACgk+AIAAAAgE6CIwAAAAA6CY4AAAAA6CQ4AgAAAKCT4AgAAACAToIjAAAAADoJjgAAAADoJDgCAAAAoJPgCAAAAIBOgiMAAAAAOgmOAAAAAOgkOAIAAACgk+AIAAAAgE6CIwAAAAA6CY4AAAAA6CQ4AgAAAKDToMFRVR1TVWuq6vKqOnXIWgAAAAC4tcGCo6raOckbkvx8koOTPL2qDh6qHgAAAABubcgRRw9Ocnlr7SuttZuT/EuS4wesBwAAAIApqrU2zIGrnpzkmNbar41vPyvJQ1prvz1tu5OSnJQkS5YsOXzVqlXzXuukW79+fRYvXjx0GXPikiuvH7qETfa9Y3LNjUNXkSzfb8+hS5hTk/R6XUj0tR/6Ovf0tB/62g997Ye+9kNf+6Gv/dDXubdy5coLWmtHdK1bNN/FbKvW2puSvClJli1b1lasWDFsQRNo9erVmZS+nnDqWUOXsMkpyzfkNZcM/xZb+4wVQ5cwpybp9bqQ6Gs/9HXu6Wk/9LUf+toPfe2HvvZDX/uhr/NryKlqVya5+5Tb+4+XAQAAALAADBkcfSbJfarqgKraNcnTkrx/wHoAAAAAmGKweTSttQ1V9dtJ/jPJzkne2lr7/FD1AAAAAHBrg56ApbX2wSQfHLIGAAAAALoNOVUNAAAAgAVMcAQAAABAJ8ERAAAAAJ0ERwAAAAB0EhwBAAAA0ElwBAAAAEAnwREAAAAAnQRHAAAAAHQSHAEAAADQSXAEAAAAQCfBEQAAAACdBEcAAAAAdBIcAQAAANBJcAQAAABAJ8ERAAAAAJ0ERwAAAAB0EhwBAAAA0ElwBAAAAEAnwREAAAAAnQRHAAAAAHQSHAEAAADQSXAEAAAAQCfBEQAAAACdBEcAAAAAdBIcAQAAANBJcAQAAABAJ8ERAAAAAJ0ERwAAAAB0EhwBAAAA0ElwBAAAAEAnwREAAAAAnQRHAAAAAHQSHAEAAADQaZDgqKpeXVVfrKrPVdV7q2qvIeoAAAAAYGZDjTj6SJJDWmsPSPKlJC8bqA4AAAAAZjBIcNRaO7u1tmF889wk+w9RBwAAAAAzq9basAVU/UeSf22tvWOG9SclOSlJlixZcviqVavms7zbhfXr12fx4sVDlzEnLrny+qFL2GTfOybX3Dh0Fcny/fYcuoQ5NUmv14VEX/uhr3NPT/uhr/3Q137oaz/0tR/62g99nXsrV668oLV2RNe63oKjqvqvJD/dserlrbX3jbd5eZIjkjypzaKQZcuWtTVr1sxtoWT16tVZsWLF0GXMiaWnnjV0CZucsnxDXnPJoqHLyNrTjh26hDk1Sa/XhURf+6Gvc09P+6Gv/dDXfuhrP/S1H/raD32de1U1Y3DU27fa1tpjtrS+qk5I8oQkR88mNAIAAABgfg0yHKKqjknykiSPbq3dMEQNAAAAAGzZUL+q9vokeyT5SFVdXFVvHKgOAAAAAGYwyIij1tqBQxwXAAAAgNkbasQRAAAAAAuc4AgAAACATsP/VjjMoYX00/OrV6/O2mesGLoMAAAAuM2MOAIAAACgk+AIAAAAgE6CIwAAAAA6CY4AAAAA6CQ4AgAAAKCT4AgAAACAToIjAAAAADoJjgAAAADoJDgCAAAAoJPgCAAAAIBOgiMAAAAAOgmOAAAAAOgkOAIAAACgk+AIAAAAgE6CIwAAAAA6CY4AAAAA6CQ4AgAAAKCT4AgAAACAToIjAAAAADoJjgAAAADoJDgCAAAAoJPgCAAAAIBOgiMAAAAAOgmOAAAAAOgkOAIAAACgk+AIAAAAgE6CIwAAAAA6CY4AAAAA6CQ4AgAAAKDToMFRVZ1SVa2q9hmyDgAAAAA2N1hwVFV3T/LYJF8fqgYAAAAAZjbkiKPXJnlJkjZgDQAAAADMYNEQB62q45Nc2Vr7bFVtbduTkpw0vvnDqrq07/puh/ZJ8q2hi5hA+toPfe2HvvZDX+eenvZDX/uhr/3Q137oaz/0tR/6OvfuOdOKaq2fAT9V9V9Jfrpj1cuT/F6Sx7bWrq+qtUmOaK1t9UmvqvNba0fMbaXoaz/0tR/62g997Ye+zj097Ye+9kNf+6Gv/dDXfuhrP/R1fvU24qi19piu5VW1PMkBSTaONto/yYVV9eDW2tV91QMAAADAtpn3qWqttUuS/NTG29sy4ggAAACA+TPkybFvizcNXcCE0td+6Gs/9LUf+toPfZ17etoPfe2HvvZDX/uhr/3Q137o6zzq7RxHAAAAAOzYdrQRRwAAAADME8ERAAAAAJ12iOCoqo6pqjVVdXlVnTp0PZOiqt5aVddW1aVD1zIpquruVfWxqvpCVX2+qk4euqZJUFW7VdV5VfXZcV//aOiaJklV7VxVF1XVB4auZVJU1dqquqSqLq6q84euZ1JU1V5VdWZVfbGqLquqhw1d046uqpaNX6cbL9+rqhcOXdckqKoXjf+bdWlVvauqdhu6pklQVSePe/p5r9Xbrut7QFXdtao+UlX/N/73LkPWuCOaoa+/PH69/riq/Hz8bTBDX189/nvgc1X13qraa8ASJ96CD46qauckb0jy80kOTvL0qjp42KomxhlJjhm6iAmzIckprbWDkzw0yW95vc6JHyY5qrX2wCSHJjmmqh46bEkT5eQklw1dxARa2Vo7tLXmj8S5c3qSD7fW7pfkgfG63W6ttTXj1+mhSQ5PckOS9w5b1Y6vqvZL8oKMfjn4kCQ7J3nasFXt+KrqkCTPTfLgjD4DnlBVBw5b1Q7rjGz+PeDUJP/dWrtPkv8e32bbnJHN+3ppkicl+cS8VzM5zsjmff1IkkNaaw9I8qUkL5vvom5PFnxwlNF/GC5vrX2ltXZzkn9JcvzANU2E1tonknx76DomSWvtqtbahePr38/oS81+w1a142sj68c3dxlfnNl/DlTV/kmOTfLmoWuBLamqPZM8KslbkqS1dnNr7buDFjV5jk7y5dba14YuZEIsSnLHqlqU5E5JvjFwPZPgoCSfbq3d0FrbkOTjGX0hZxvN8D3g+CRvG19/W5JfmM+aJkFXX1trl7XW1gxU0kSYoa9njz8HkuTcJPvPe2G3IztCcLRfkium3F4XX8TZAVTV0iSHJfn0wKVMhPF0qouTXJvkI601fZ0bf5PkJUl+PHAdk6YlObuqLqiqk4YuZkIckOSbSf5xPLXyzVW1+9BFTZinJXnX0EVMgtbalUn+KsnXk1yV5PrW2tnDVjURLk1yZFXtXVV3SvL4JHcfuKZJsm9r7arx9auT7DtkMbANTkzyoaGLmGQ7QnAEO5yqWpzk3Ule2Fr73tD1TILW2o/GUyn2T/Lg8XB1tkNVPSHJta21C4auZQI9srX2oIymWf9WVT1q6IImwKIkD0ry9621w5L8IKZRzJmq2jXJcUn+behaJsH43DDHZxR4/kyS3avqmcNWteNrrV2W5C+TnJ3kw0kuTvKjIWuaVK21FqO72QFU1cszOl3IO4euZZLtCMHRlbn1/0nYf7wMFqSq2iWj0OidrbX3DF3PpBlPTflYnJ9rLjwiyXFVtTajacBHVdU7hi1pMoxHG6S1dm1G54t58LAVTYR1SdZNGW14ZkZBEnPj55Nc2Fq7ZuhCJsRjkny1tfbN1totSd6T5OED1zQRWmtvaa0d3lp7VJLvZHRuE+bGNVV1tyQZ/3vtwPXAFlXVCUmekOQZ47CTnuwIwdFnktynqg4Y/9+wpyV5/8A1QaeqqozOv3FZa+2vh65nUlTVko2/lFBVd0zyc0m+OGhRE6C19rLW2v6ttaUZfbZ+tLXm/4hvp6ravar22Hg9yWMzml7BdmitXZ3kiqpaNl50dJIvDFjSpHl6TFObS19P8tCqutP4b4Oj42Tuc6Kqfmr87z0yOr/RPw9b0UR5f5Jnj68/O8n7BqwFtqiqjsnodAvHtdZuGLqeSbdo6AK2prW2oap+O8l/ZvSLFG9trX1+4LImQlW9K8mKJPtU1bokf9hae8uwVe3wHpHkWUkuGZ+PJ0l+r7X2weFKmgh3S/K28a8s7pRkVWvNT8ezUO2b5L2j74pZlOSfW2sfHrakifH8JO8c/4+kryT51YHrmQjjgPPnkvz60LVMitbap6vqzCQXZjSF4qIkbxq2qonx7qraO8ktSX7LSfJvm67vAUlOS7Kqqp6T5GtJnjJchTumGfr67SR/m2RJkrOq6uLW2uOGq3LHM0NfX5bkDkk+Mv6b69zW2vMGK3LClRFdAAAAAHTZEaaqAQAAADAAwREAAAAAnQRHAAAAAHQSHAEAAADQSXAEAAAAQCfBEQDAFFXVquodU24vqqpvVtUHxrePq6pTb8N+f2b8E+0AADuMaq0NXQMAwIJRVeuTXJ7kYa21G6vq55P8RZJ1rbUnDFsdAMD8MuIIAGBzH0xy7Pj605O8a+OKqjqhql4/vr6kqt5dVZ8ZXx4xXv7oqrp4fLmoqvaoqqVVdel4/dKqOqeqLhxfHj5l/y+tqkuq6rNVddq8PWIAgA6Lhi4AAGAB+pckrxhPT3tAkrcmObJju9OTvLa19smqukeS/0xyUJLfSfJbrbX/qarFSW6adr9rk/xca+2mqrpPRsHUEePRTccneUhr7Yaqumsvjw4AYJYERwAA07TWPldVSzMabfTBLWz6mCQHV9XG23ceB0X/k+Svq+qdSd7TWls3ZZsk2SXJ66vq0CQ/SnLfKfv7x9baDeM6vj03jwgA4LYRHAEAdHt/kr9KsiLJ3jNss1OSh7bWpo8oOq2qzkry+CT/U1WPy61HHb0oyTVJHjjex/T7AwAsCM5xBADQ7a1J/qi1dskWtjk7yfM33hiPIEpV3bu1dklr7S+TfCbJ/abdb88kV7XWfpzkWUl2Hi//SJJfrao7jfdjqhoAMCjBEQBAh9bautba67ay2QsyOjfR56rqC0meN17+wqq6tKo+l+SWJB+adr+/S/LsqvpsRqHSD8bH/HBGI53Or6qLMzpXEgDAYKq1NnQNAAC3W1V1ZJKDW2v/b+haAACmM+IIAGBYd07y9Ko6euhCAACmM+IIAAAAgE5GHAEAAADQSXAEAAAAQCfBEQAAAACdBEcAAAAAdBIcAQAAANDp/wddzOAel0xp9wAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# przygotuj dane, oś OX\n",
"x = range(1, len(data[top_y].keys())+1)\n",
"y = list(data[top_y].values())\n",
"\n",
"# narysuj dane\n",
"plt.bar(x, y, label=f\"Temperatury w {top_y}\")\n",
"graph(x, y, step_x=1, margin_x=1)\n",
"\n",
"# popraw labelki\n",
"plt.title(f\"Wykres średniej temperatury roku {top_y} z najgorętszym miesiącem\")\n",
"plt.xlabel(\"Miesiąc\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"Najzimniejszy rok na przestrzeni miesięcy"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# przygotuj dane, oś OX\n",
"x = range(1, len(data[bot_y].keys())+1)\n",
"y = list(data[bot_y].values())\n",
"\n",
"# narysuj dane\n",
"plt.bar(x, y, label=f\"Temperatury w {bot_y}\")\n",
"graph(x, y, step_x=1, margin_x=1)\n",
"\n",
"# popraw labelki\n",
"plt.title(f\"Wykres średniej temperatury roku {bot_y} z najzimniejszym miesiącem\")\n",
"plt.xlabel(\"Miesiąc\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"### Przykład 3. Na podstawie informacji o najgorętszym miesiącu roku przygotuj wykres wzrostu średniej temperatury w okresie wakacyjnym na przestrzeni lat."
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"Najgorętszym miesiącem był lipiec więc to głównie na nim oprzemy naszą analizę."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"# przygotuj dane\n",
"x = list(data.keys())\n",
"jun_y = [data[y][\"jun\"] for y in data.keys()]\n",
"jul_y = [data[y][\"jul\"] for y in data.keys()]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Tu następuje faktyczne rysowanie wykresu dla miesięcy wakacyjnych."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x720 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# pierwszy zestaw danych\n",
"plt.subplot(2, 1, 1)\n",
"plt.plot(x, jun_y, \"b\", label=\"Czerwiec\", linewidth=2)\n",
"graph(x, jun_y)\n",
"\n",
"# drugi zestaw danych\n",
"plt.subplot(2, 1, 2)\n",
"plt.plot(x, jul_y, \"c\", label=\"Lipiec\", linewidth=2)\n",
"graph(x, jul_y)\n",
"\n",
"# pokaż wykres\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Przykład 4: Hipoteza: Dane sugerują stabilny poziom średniej miesięcznej temperatury na przestrzeni prawie stu lat, ale ostatnie dwadzieścia lat zdają się mieć znaczący trend wzrostowy.\n",
"\n",
"Aby się temu lepiej przyjrzeć, wygładzę dane korzystając z filtra Gaussa\n",
"oraz nałożę na siebie wykresy by móc wygodniej porównać trend\n",
"sąsiadujących ze sobą miesięcy."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# użyj filtra Gaussa oraz wygładź dane\n",
"from scipy.ndimage.filters import gaussian_filter1d\n",
"\n",
"jul_y = gaussian_filter1d(jul_y, sigma=4)\n",
"jun_y = gaussian_filter1d(jun_y, sigma=4)\n",
"\n",
"# poinformuj plt o chęci nałożenia wykresów\n",
"plt.plot(x, jun_y, \"b\", label=\"Czerwiec\", linewidth=2)\n",
"plt.plot(x, jul_y, \"c\", label=\"Lipiec\", linewidth=2)\n",
"\n",
"# przygotuj wspólną listę osi OY dla funkcji rysującej\n",
"import numpy as np\n",
"y = np.concatenate((jul_y, jun_y))\n",
"graph(x, y, margin_y=1, step_y=1)\n",
"\n",
"# pokaż wykres\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"### Wniosek: tendencja wzrostowa średnich temperatur w okresie wakacyjnym na przestrzeni lat jest wyrażnie widoczna w ostatnim dwudziestoleciu."
]
}
],
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"display_name": "Python 3",
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"name": "python3"
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"file_extension": ".py",
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