diff --git a/lab/02_Wczytywanie_i_prezentowanie_danych.ipynb b/lab/02_Wczytywanie_i_prezentowanie_danych.ipynb index d498310..c536c3e 100644 --- a/lab/02_Wczytywanie_i_prezentowanie_danych.ipynb +++ b/lab/02_Wczytywanie_i_prezentowanie_danych.ipynb @@ -321,12 +321,12 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 69, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -346,7 +346,7 @@ "# 'o' – kółko\n", "# Zobacz też: https://matplotlib.org/api/pyplot_api.html#matplotlib.pyplot.plot\n", "\n", - "plt.plot([1,2,3,4], [1,4,9,16], 'gx') # \"gx\" to kolor i kształt znaczników - tu: zielone (Green) krzyżyki (x)\n", + "plt.plot([1,2,3,4], [1,4,9,16], 'ro')\n", "plt.axis([0, 5, 0, 20]) # opcjonalnie ustawiamy zakres osi wykresu\n", "\n", "plt.show() # pokaż wykres" @@ -354,12 +354,12 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 70, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYoAAAD8CAYAAABpcuN4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAASJ0lEQVR4nO3dbYxcZ3mH8etuTAgk0NjFiey8yItkkQbUkjALpKkshhQBaUSC5CyJRGXRIEvbtIS2EnKKNhRbSHRbVRS13WLxUldQyHR5SYTUQuQOMnXVsGMSSoJJHbJJMOvGpilQ8QEI3P0wx87s2n7s7Ox4Xnz9pNWceeacPfdtJfvf5zw7cyIzkSTpZH6p3wVIkgabQSFJKjIoJElFBoUkqcigkCQVGRSSpKJTBkVEfDwiDkfEQx1jayLivog4UD2u7njtzoh4NCIeiYg39qpwSdKZcTozir8H3rRkbBuwOzM3Arur50TElcAtwMurY/42Is5ZsWolSWfcKYMiM/cATy8ZvhHYVW3vAm7qGP9MZv4kM+eBR4FXr1CtkqQ+WLXM4y7OzEMAmXkoIi6qxi8B/qNjv4PV2HEiYiuwFeD8889/1RVXXLHMUiTp7LRv377vZ+baXp9nuUFxMnGCsRN+Rkhm7gR2AtRqtWy1WitciiSNtoh44kycZ7l/9fRURKwDqB4PV+MHgcs69rsUWFh+eZKkfltuUNwLbKm2twD3dIzfEhHPj4gxYCPwte5KlCT10ykvPUXEp4HXAS+JiIPA+4APAo2IuA14ErgZIDMfjogG8C3gGeD2zPx5j2qXJJ0BpwyKzLz1JC9dd5L9PwB8oJuiJEmDw3dmS5KKDApJUpFBIUkqMigkSUUGhSSpyKCQJBUZFJKkIoNCklRkUEiSigwKSVKRQSFJKjIoJElFBoUkqcig0EiZ3jtNc765aKw532R673SfKpKGn0GhkTK+fpyJ2YljYdGcbzIxO8H4+vE+VyYNr5W+Z7bUV/WxOo3NDSZmJ5isTTLTmqGxuUF9rN7v0qSh5YxCI6c+VmeyNsmOPTuYrE0aElKXDAqNnOZ8k5nWDFObpphpzRy3ZiHpuTEoNFKOrkk0NjfYXt9+7DKUYSEtn0GhkTK3MLdoTeLomsXcwlyfK5OGV2Rmv2ugVqtlq9XqdxmSNFQiYl9m1np9HmcUkqQig0KSVGRQSJKKDApJUpFBIUkqMigkSUUGhSSpyKCQJBUZFJKkIoNCklRkUEiSigwKSVKRQSFJKjIoJElFXQVFRPxhRDwcEQ9FxKcj4ryIWBMR90XEgepx9UoVK2n4TO+dPu7GUc35JtN7p/tUkZ6rZQdFRFwCvAuoZeYrgHOAW4BtwO7M3Ajsrp5LOkuNrx9fdJfBo3chHF8/3ufKdLq6vfS0CnhBRKwCXggsADcCu6rXdwE3dXkOSUPs6F0GJ2YnuKt517Fb1R69C6EG37KDIjO/B/wF8CRwCPhhZn4ZuDgzD1X7HAIuOtHxEbE1IloR0Tpy5Mhyy5A0BOpjdSZrk+zYs4PJ2qQhMWS6ufS0mvbsYQxYD5wfEW8/3eMzc2dm1jKztnbt2uWWIWkINOebzLRmmNo0xUxr5rg1i5NxfWMwdHPp6beA+cw8kpk/Az4H/AbwVESsA6geD3dfpqRhdXRNorG5wfb69mOXoU4nLFzfGAzdBMWTwGsj4oUREcB1wH7gXmBLtc8W4J7uSpQ0zOYW5hatSRxds5hbmDvlsa5vDIbIzOUfHPF+4G3AM8ADwDuBC4AGcDntMLk5M58ufZ9arZatVmvZdUgabXc172LHnh1MbZpie317v8sZGBGxLzNrvT7Pqm4Ozsz3Ae9bMvwT2rMLSera0vWN+oa6M4ozzHdmSxpY3axvaOUYFJIGVjfrG1o5Xa1RrBTXKCTpuTtTaxTOKCRJRQaFJKnIoJAkFRkUkqQig0KSVGRQSJKKDApJUpFBIUkqMigkSUUGhSSpyKCQJBUZFJKkIoNCklRkUEiSigwKSVKRQSFJKjIoJElFBoUkqcigkCQVGRSSpCKDQpJUZFBIkooMCklSkUEhSSoyKCRJRQaFJKnIoJAkFRkUkvpieu80zfnmorHmfJPpvdN9qkgnY1BI6ovx9eNMzE4cC4vmfJOJ2QnG14/3uTIttarfBUg6O9XH6jQ2N5iYnWCyNslMa4bG5gb1sXq/S9MSzigk9U19rM5kbZIde3YwWZs0JAZUV0ERERdGxGxEfDsi9kfENRGxJiLui4gD1ePqlSpW0mhpzjeZac0wtWmKmdbMcWsWGgzdzij+CviXzLwC+HVgP7AN2J2ZG4Hd1XNJWuTomkRjc4Pt9e3HLkMZFoNn2UERES8GNgEfA8jMn2bmD4AbgV3VbruAm7otUtLomVuYW7QmcXTNYm5hrs+VaanIzOUdGPFKYCfwLdqziX3AHcD3MvPCjv3+NzOPu/wUEVuBrQCXX375q5544oll1SFJZ6uI2JeZtV6fp5tLT6uAq4GZzLwK+DHP4TJTZu7MzFpm1tauXdtFGZKkXuomKA4CBzPz/ur5LO3geCoi1gFUj4e7K1GS1E/LDorM/G/guxHxsmroOtqXoe4FtlRjW4B7uqpQktRX3b7h7g+AT0XEucBjwDtoh08jIm4DngRu7vIckqQ+6iooMvNB4EQLKdd1830lSYPDd2ZLkooMCklSkUEhSSoyKCRJRQaFtIK8GY9GkUEhrSBvxqNR5I2LpBXkzXg0ipxRSCvMm/Fo1BgU0grzZjwaNQaFtIK8GY9GkUEhrSBvxqNRtOwbF62kWq2WrVar32VI0lAZhhsXSZLOAgaFJKnIoJAkFRkUkqQig0KSVGRQSJKKDApJUpFBIUkqMigkSUUGhSSpyKCQJBUZFJKkIoNCklRkUEiSigwKSVKRQSFJKjIoJElFBoUkqcigkCQVGRSSpCKDQpJUZFBIkooMCklSUddBERHnRMQDEfHF6vmaiLgvIg5Uj6u7L1OS1C8rMaO4A9jf8XwbsDszNwK7q+eSpCHVVVBExKXAbwMf7Ri+EdhVbe8CburmHJI0Sqb3TtOcby4aa843md473aeKTq3bGcWHgPcAv+gYuzgzDwFUjxed6MCI2BoRrYhoHTlypMsyJGk4jK8fZ2J24lhYNOebTMxOML5+vM+VndyygyIibgAOZ+a+5RyfmTszs5aZtbVr1y63DEkaKvWxOo3NDSZmJ7ireRcTsxM0Njeoj9X7XdpJreri2GuBt0TE9cB5wIsj4pPAUxGxLjMPRcQ64PBKFCpJo6I+VmeyNsmOPTuY2jQ10CEBXcwoMvPOzLw0MzcAtwD/mplvB+4FtlS7bQHu6bpKSRohzfkmM60ZpjZNMdOaOW7NYtD04n0UHwTeEBEHgDdUzyVJPLsm0djcYHt9+7HLUIMcFisSFJn5lcy8odr+n8y8LjM3Vo9Pr8Q5JGkUzC3MLVqTOLpmMbcw1+fKTi4ys981UKvVstVq9bsMSRoqEbEvM2u9Po8f4SFJKjIoJElFBoUkqcigkCQVGRSSpCKDQpJUZFBIkooMCklSkUEhSSoyKCRJRQaFJKnIoJAkFRkUkqQig0KSVGRQSJKKDApJUpFBIUkqMigkSUUGhSSpyKCQJBUZFJKkIoNCklRkUEiSigwKSVKRQSFJKjIoJElFBoUkqcigkCQVGRSSpCKDQpJUZFBIkooMCklSkUEhSSpadlBExGUR0YyI/RHxcETcUY2viYj7IuJA9bh65cqVJJ1p3cwongH+ODN/FXgtcHtEXAlsA3Zn5kZgd/VckjSklh0UmXkoM79ebf8fsB+4BLgR2FXttgu4qdsiJUn9syJrFBGxAbgKuB+4ODMPQTtMgItOcszWiGhFROvIkSMrUYYkqQe6DoqIuAD4LPDuzPzR6R6XmTszs5aZtbVr13ZbhiSpR7oKioh4Hu2Q+FRmfq4afioi1lWvrwMOd1eiJKmfuvmrpwA+BuzPzL/seOleYEu1vQW4Z/nlSZL6bVUXx14L/A7wzYh4sBr7E+CDQCMibgOeBG7urkRJUj8tOygy89+AOMnL1y33+0qSBovvzJYkFRkUkqQig0I6y03vnaY531y03ZxvMr13GmDRts5OBoV0lhtfP87E7ATN+Sbj68e56e6beOvdb2V8/TjN+SYTsxOMrx/vd5nqI4NCOsvVx+o0NjfaYfF4kyBIkubj7ZBobG5QH6v3u8xT6pwZHeVsaGUYFJKoj9WZrE2yY88O3vWad3HHa+5gx54dTNYmhyIkYPHMCHA2tIK6eR+FpBHRnG8y05phatMUH77/wyTJ1KYpZloz1DfUhyIsOmdGk7VJZlozQzMbGnTOKKSz3NHfvBubG9Q31EmSIKhv6LgkteSSzqDqnBkN02xo0BkU0llubmHu2G/ecwtzfOFtX+Dzb/s8cwtzx35Ln1uY63eZp6VzZjTTmhmagBt0kZn9roFarZatVqvfZUgaYotmRmP1456PoojYl5m1Xp/HGYWkkdA5MwKGbjY0yJxRSNKQckYhSRoIBoUkqcigkCQVGRSSpCKDQpJUZFBIkooMCklSkUEhSSoyKCRJRQaFJKnIoJAkFRkUkqQig0KSVGRQSJKKDApJUpFBIUkqMigkSUUGhSSpyKCQJBUZFJKkIoNCklRkUEiSigwKSVJRz4IiIt4UEY9ExKMRsa1X55Ek9VZPgiIizgH+BngzcCVwa0Rc2YtzSZJ6q1czilcDj2bmY5n5U+AzwI09OpckqYdW9ej7XgJ8t+P5QeA1nTtExFZga/X0JxHxUI9qGQQvAb7f7yJ6yP6G2yj3N8q9AbzsTJykV0ERJxjLRU8ydwI7ASKilZm1HtXSd/Y33OxveI1yb9Du70ycp1eXng4Cl3U8vxRY6NG5JEk91KugmAM2RsRYRJwL3ALc26NzSZJ6qCeXnjLzmYj4feBLwDnAxzPz4cIhO3tRxwCxv+Fmf8NrlHuDM9RfZOap95IknbV8Z7YkqcigkCQV9T0oBvmjPiLi4xFxuPM9HhGxJiLui4gD1ePqjtfurPp4JCLe2DH+qoj4ZvXahyMiqvHnR8Td1fj9EbGh45gt1TkORMSWHvV3WUQ0I2J/RDwcEXeMSo8RcV5EfC0ivlH19v5R6W1Jn+dExAMR8cVR6y8iHq/qevDon4GOWH8XRsRsRHy7+n/wmoHtLzP79kV7ofs7wEuBc4FvAFf2s6Yl9W0CrgYe6hibBrZV29uAP6u2r6zqfz4wVvV1TvXa14BraL+/5J+BN1fjvwf8XbV9C3B3tb0GeKx6XF1tr+5Bf+uAq6vtFwH/VfUx9D1WdVxQbT8PuB947Sj0tqTPPwL+EfjiCP73+TjwkiVjo9TfLuCd1fa5wIWD2t8Z+YFb+Ie6BvhSx/M7gTv7WdMJatzA4qB4BFhXba8DHjlR7bT/4uuaap9vd4zfCnykc59qexXtd5BG5z7Vax8Bbj0Dvd4DvGHUegReCHyd9qcDjExvtN+ftBt4Pc8GxSj19zjHB8VI9Ae8GJin+oOiQe+v35eeTvRRH5f0qZbTdXFmHgKoHi+qxk/WyyXV9tLxRcdk5jPAD4FfKXyvnqmmpVfR/s17JHqsLss8CBwG7svMkemt8iHgPcAvOsZGqb8EvhwR+6L9kT8wOv29FDgCfKK6dPjRiDifAe2v30Fxyo/6GCIn66XU43KOWXERcQHwWeDdmfmj0q4nGBvYHjPz55n5Stq/eb86Il5R2H2oeouIG4DDmbnvdA85wdjA9le5NjOvpv0p1LdHxKbCvsPW3yral7VnMvMq4Me0LzWdTF/763dQDONHfTwVEesAqsfD1fjJejlYbS8dX3RMRKwCfhl4uvC9VlxEPI92SHwqMz9XDY9Uj5n5A+ArwJsYnd6uBd4SEY/T/nTm10fEJxmd/sjMherxMPB52p9KPSr9HQQOVrNcgFnawTGY/a30dcXneJ1uFe2FlDGeXcx+eT9rOkGNG1i8RvHnLF5smq62X87ixabHeHaxaY72QurRxabrq/HbWbzY1Ki219C+frm6+poH1vSgtwD+AfjQkvGh7xFYC1xYbb8A+Cpwwyj0doJeX8ezaxQj0R9wPvCiju1/px30I9FfdZ6vAi+rtv+06m0g+zsjP2xP8Y91Pe2/tvkO8N5+17Oktk8Dh4Cf0U7h22hf49sNHKge13Ts/96qj0eo/vKgGq8BD1Wv/TXPviP+POCfgEdp/+XCSzuO+d1q/FHgHT3q7zdpTzn/E3iw+rp+FHoEfg14oOrtIeCuanzoeztBr6/j2aAYif5oX8P/RvX1MNXPhlHprzrHK4FW9d/oF2j/0B7I/vwID0lSUb/XKCRJA86gkCQVGRSSpCKDQpJUZFBIkooMCklSkUEhSSr6fys3pJmLs/JEAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -384,7 +384,7 @@ "x = data_array[:, 0]\n", "y = data_array[:, 5]\n", "\n", - "plt.plot(x, y, 'ro') # \"ro\" - czerwone (Red) kółka (o)\n", + "plt.plot(x, y, 'gx') # \"gx\" - zielone (Green) krzyżyki (x)\n", "plt.axis([0, 600000, 0, 100]) # opcjonalnie ustawiamy zakres osi wykresu\n", "\n", "plt.show() # pokaż wykres" @@ -392,12 +392,12 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 80, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEICAYAAACwDehOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3de7xVc/7H8den000kl0K3UYhRbpnkPhMzRgxlzKDcQkOIwbiFYQy5ZBiT+2Q0Qsb90ojJaDAYt0oSSbmNlAqT9IujOp/fH5916sg5p33qrL322fv9fDzOY6+99tp7ffbatT97re/3+/mauyMiIgLQKOsARESkcCgpiIjIckoKIiKynJKCiIgsp6QgIiLLKSmIiMhySgoiKzGz75nZIjMryzoWkXwzjVMQEZFKOlMQEZHllBSkqJjZEDN718y+NLO3zOzntWzb08wmmNlCM5trZn9M1ncyMzezxsn9Z8zsUjN7IXndJ82sdZXX2cXM/mNmC8zsdTPrVcP+jjWzv1e5P9PM7qty/yMz2yFZHp7cX2hmE81sz2R9OzP7ysw2qPK87mb2qZk1Se4fZ2bTzOx/ZjbOzDZdzcMpJUhJQYrNu8CeQCvg98BdZta2hm2HA8PdfV1gc+C+GrYDOBw4FtgIaAqcBWBm7YGxwFBgg2T9g2bWpprXeBbY08waJTE1AXZPXmczYB1gSrLtq8AOyWveDdxvZs3dfTbwIvCLlWJ7wN2XmNlBwPnAwUAb4Dngb7W8L5FvUVKQouLu97v7bHevcPd7gRlAzxo2XwJsYWat3X2Ru79Uy0v/1d3fcfeviOSxQ7L+SOBxd3882ec/gQnA/tXE9h7wZfLcHwHjgI/N7PvJ/efcvSLZ9i53/8zdl7r7NUAzYKvkpe4G+gOYmQH9knUAg4Ar3H2auy8FLgd20NmC5EpJQYqKmR1tZpOTSzkLgG2A1jVsPhDYEnjbzF41swNqeelPqiwvJn7VA2wKHFK5v2SfewA1nZ08C/QCfpgsP0MkhB8l9yvfx5nJJaAvktdsVeV9PADsambtktdx4oygMp7hVWL5HDCgfS3vTWS5xlkHIFJfkl/DtwI/Bl5092VmNpn4UvwOd58B9DezRsTllgfMbMM67vYj4E53Pz7H7Z8FDgQ6E7/iFwBHALsCNyTvY0/g3OR9vOnuFWb2v8r34e4LzOxJ4FBga+BvvqIb4UfAZe4+uo7vQwTQmYIUl7WJX83zIRp2iTOFapnZkWbWJrlksyBZvayO+7wLONDM9jWzMjNrbma9zKxDDds/C+wFrOXus4hf+L2BDYHXkm1aAkuT99HYzC4C1l3pde4GjibaFu6usv4W4Dwz65a8x1Zmdkgd35OUMCUFKRru/hZwDdEQOxfYFnihlqf0Bt40s0VEo3M/d/+6jvv8COhLNO7OJ36pn00N/7fc/R1gEcnlHndfCLwHvODulQlpHPAE8A7wIfB18rpVjQG6AHPd/fUqr/8wMAy4x8wWAlOB/erynqS0afCaiIgspzMFERFZTklBRESWU1IQEZHlUksKZtbRzJ5O+lq/aWanJesvNrOPk77kk81s/yrPOS8Z+j/dzPZNKzYREaleag3NyTD+tu4+ycxaAhOBg4i+1Yvc/eqVtu9KDMfvCbQDngK2rNIj4ztat27tnTp1SiV+EZFiNXHixE/dvbpSLOkNXnP3OcCcZPlLM5tG7aMq+wL3uHs58L6ZzSQSxIs1PaFTp05MmDChHqMWESl+ZvZhTY/lpU3BzDoB3YGXk1WnmNkUMxtpZusn69rz7b7Ys6gmiZjZCUllywnz589PMWoRkdKTelIws3WAB4HTk4E6NxMVKXcgziSuqdy0mqd/59qWu49w9x7u3qNNm2rPfkREZDWlmhSS+u4PAqPd/SEAd5/r7suS0gK3sqKC5SygY5WndwBmpxmfiIh8W5q9jwy4DZjm7n+ssr5q9cifE8PwIYbt9zOzZmbWmRjC/0pa8YmIyHelWSV1d+Ao4I2kUiVEfZj+yexSDnxA1H/H3d9MZqF6iygGNri2nkciIlL/0ux99DzVtxM8XstzLgMuSysmERGpnUY0i4g0MBUV6b22koKISANSUQHdu8NJJ8EXX9T/6yspiIg0IGPHwpQp8I9/wDrrrHr7ulJSEBFpQP70p7g99VQoK6v/11dSEBFpIKZMgX/9K84QBg5MZx9KCiIiDcTw4XF77LHQqlU6+1BSEBFpAObNg9GjwSwuHaVFSUFEpAH485+hvBwOOAC6dElvP0oKIiIFrrwcbroplk8/Pd19KSmIiBS4++6DTz6BbbeFvfZKd19KCiIiBcx9RTfU00+PNoU0KSmIiBSwZ5+FSZOgTRs4/PD096ekICJSwK5OZrMfPBiaN09/f0oKIiIFatq0KGvRvDmcfHJ+9qmkICJSoP6YTE82YEBcPsoHJQURkQI0dy7ceWc0LJ9xRv72q6QgIlKAbrwxxif06QNbbZW//SopiIgUmMWLVwxWO/PM/O5bSUFEpMCMGgWffQY9e8Iee+R330oKIiIFZNmyFQ3MZ56Z/mC1lSkpiIgUkDFjYOZM6NQJDj44//tXUhARKSDXXBO3Z5wBjRvnf/9KCiIiBeKll+CFF2C99eC447KJQUlBRKRAVJ4lnHhiTLmZBSUFEZEC8N578NBD0KRJujOrrYqSgohIAbj6aqioiEqo7dplF4eSgohIxubOhZEjY/mcc7KNRUlBRCRjw4dHSYuDDoKuXbONRUlBRCRDX3wRdY4Azj0321hASUFEJFO33AILF0KvXrDLLllHk2JSMLOOZva0mU0zszfN7LRk/QZm9k8zm5Hcrl/lOeeZ2Uwzm25m+6YVm4hIIfj6a7j22lgeMiTbWCqleaawFDjT3bcGdgEGm1lXYAgw3t27AOOT+ySP9QO6Ab2Bm8ysLMX4REQyNWpUNDJ37w4//WnW0YTUkoK7z3H3Scnyl8A0oD3QFxiVbDYKOChZ7gvc4+7l7v4+MBPomVZ8IiJZWroUrroqlocMyX/hu5rkpU3BzDoB3YGXgY3dfQ5E4gA2SjZrD3xU5WmzknUrv9YJZjbBzCbMnz8/zbBFRFLz4IMxYG3zzeEXv8g6mhVSTwpmtg7wIHC6uy+sbdNq1vl3VriPcPce7t6jTb4mLRURqUfucOWVsXzOOVBWQBfKU00KZtaESAij3f2hZPVcM2ubPN4WmJesnwV0rPL0DsDsNOMTEcnCuHEweTJssgkcfXTW0Xxbmr2PDLgNmObuf6zy0BhgQLI8AHi0yvp+ZtbMzDoDXYBX0opPRCQrlWcJv/kNNG+ebSwrS7Na9+7AUcAbZjY5WXc+cCVwn5kNBP4LHALg7m+a2X3AW0TPpcHuvizF+ERE8u6ll+DZZ6FVKxg0KOtoviu1pODuz1N9OwHAj2t4zmXAZWnFJCKStcuSb7iTT4Z11802lupoRLOISJ689ho89hi0aBEzqxUiJQURkTwZOjRuTzwRCrXzpJKCiEgeTJ0ak+g0awZnnZV1NDVTUhARyYPKtoTjj4e2bbONpTZKCiIiKXv7bbj33phqM+tJdFZFSUFEJGWXXx6jmI89Fjp2XPX2WVJSEBFJ0bvvwt13RymLQimPXRslBRGRFF1xBSxbBkcdBZ07Zx3NqikpiIik5MMPY86ERo3g/POzjiY3SgoiIikZNizmTejXD7p0yTqa3CgpiIik4OOP4bbbYvKcCy7IOprcKSmIiKTgqqvgm29iAp2uXbOOJndKCiIi9ezjj+HPf47l3/4221jqSklBRKSeXX45lJfDL38J22+fdTR1o6QgIlKP/vtfuPXWaEu4+OKso6k7JQURkXp02WWwZEn0OOrWLeto6k5JQUSknrz/PowcGeMSLroo62hWj5KCiEg9GTo0xiUccQR8//tZR7N6lBREROrBzJkxermsrOGeJYCSgohIvbjkkqhxNGAAbLFF1tGsPiUFEZE19PbbMHo0NG7c8MYlrExJQURkDV1yCVRUwMCBDaMSam2UFERE1sCbb8I990DTpg2nEmptlBRERNbARRfFrGrHHw/f+17W0aw5JQURkdX0yivw0EOw1lrFcZYASgoiIqutMhGcdhq0a5dtLPVFSUFEZDU89RSMHw/rrQfnnJN1NPVHSUFEpI7cYciQWD73XFh//WzjqU9KCiIidfTggzBxIrRtC7/+ddbR1C8lBRGROli6dMUAtYsughYtso2nvqWWFMxspJnNM7OpVdZdbGYfm9nk5G//Ko+dZ2YzzWy6me2bVlwiImti1CiYPh023zwGqxWbNM8Ubgd6V7P+WnffIfl7HMDMugL9gG7Jc24ys7IUYxMRqbOvvloxcc7QodCkSabhpCK1pODu/wY+z3HzvsA97l7u7u8DM4GeacUmIrI6broJZs2CHXaAQw/NOpp0ZNGmcIqZTUkuL1W22bcHPqqyzaxk3XeY2QlmNsHMJsyfPz/tWEVEAPjii5h7GeK2UZG2yOb7bd0MbA7sAMwBrknWWzXbenUv4O4j3L2Hu/do06ZNOlGKiKzkD3+Azz+HH/4Qeld3YbxI5DUpuPtcd1/m7hXAray4RDQL6Fhl0w7A7HzGJiJSk1mz4JrkJ+yVV4JV9zO2SOQ1KZhZ2yp3fw5U9kwaA/Qzs2Zm1hnoArySz9hERGpy4YXw9ddwyCGw665ZR5Ouxmm9sJn9DegFtDazWcDvgF5mtgNxaegDYBCAu79pZvcBbwFLgcHuviyt2EREcjV5cnRDbdIErrgi62jSl1pScPf+1ay+rZbtLwMuSyseEZG6coezz47bwYNjbEKxK9L281X73//igxYRqcm4cVH4br31Gv40m7kqyaQwciRsthncf3/WkYhIoVq6FM46K5YvuAA23DDbePKlJJPC0qWwYEGUu/3666yjEZFCdPvtMdVmp05wyilZR5M/JZkUBg6E7baDDz+Ea6/NOhoRKTSLFkWxO4jG5ebNs40nn0oyKZSVrUgGl18On3ySbTwiUliuuQbmzIGddoLDDss6mvwqyaQAsPfe0KdP/CIolQYkEVm1OXPgqqti+eqri3ugWnVKNilAfOBNmkTD82uvZR2NiBSC88+HxYvhoIOipEWpKemk0KVLNCC5wxlnqIuqSKl75ZVoYG7aNGodlaKSTgoQw9c33BCefRYeeSTraEQkKxUVK6bWPOMM2GKLbOPJSsknhfXXh9//PpbPOgvKy7ONR0Sycffd8PLLsMkmMS6hVJV8UgAYNAi6doX33oPrr886GhHJt0WL4NxzY/mKK6Bly2zjyZKSAtC48YqyuJdeCvPmZRuPiOTXlVfC7NnQowccfXTW0WRLSSHRuzfstx8sXBi9D0SkNLz/fvREBLjuuuKdUS1XJf72v+1Pf4ouqrfdFr0QRKT4nX12tCUecUTxz5WQi1UmBTNb28waJctbmlkfM2uSfmj5t+WWcOaZsTx4MCzTjA4iRe3pp+HBB6FFi7iEJLmdKfwbaG5m7YHxwLHA7WkGlaULLoD27WHChBjUJiLFaelSOO20WD7vPOjQIdt4CkUuScHcfTFwMHC9u/8c6JpuWNlZZ50Vjc7nnRcTdYtI8bnhBnjjjaiCWnmFQHJMCma2K3AEMDZZl9qMbYXg0ENhr73gs89icJuIFJc5c1ZUQb3uOlhrrWzjKSS5JIXTgPOAh5O5lDcDnk43rGyZxXiFsjK45RbVRRIpNmedBV9+CQceGH+yQi5JYWN37+PuwwDc/T3guXTDyl63bjHkvaIiGp0rKrKOSETqw9NPx+jl5s1h+PCsoyk8uSSF83JcV3R+9zvYeGN48UW4666soxGRNfXNN/EjD2I8UufO2cZTiGpsGzCz/YD9gfZmdl2Vh9YFlqYdWCFo1Srqqg8YEFN39ukTE3iLSMM0fDhMmxbF7s4+O+toClNtZwqzgYnA18lt5d8YYN/0QysMRx0Fu+8Oc+dqpLNIQzZr1orilzfcUFpTbNaF+SomETCzxu5ekGcGPXr08AkTJqS+n6lToXv3GMz2n//ALrukvksRqWeHHAIPPAC/+EXcljIzm+juPap7rMYzBTN7w8ymAJPMbMrKf6lFW4C22SZ6K7hHRdUlS7KOSETq4sknIxGsvfaK+dmlerWNNzggb1E0ABdeCPfeC1OmRI0kXY8UaRgWL4aTTorliy6Cjh2zjafQ1Xim4O4fVv4R7QrbJn9fJetKSosWcNNNsXzxxfDBB1lGIyK5uuSSmCtl221jRjWpXS4F8Q4FXgEOAQ4FXjazX6YdWCHq3RsOOyx+eVTO7Swihev116MsthncemtUQZba5TJO4QJgJ3cf4O5HAz2Bki3+cO210VV17Fh46KGsoxGRmixbBscfH7ennAI775x1RA1DLkmhkbtXnYvssxyfV5Tato3p+iBGPC9cmG08IlK9G26AV1+N6qeXXZZ1NA1HLl/uT5jZODM7xsyOIYriPb6qJ5nZSDObZ2ZTq6zbwMz+aWYzktv1qzx2npnNNLPpZlbQ4yAGDYpfHbNna+yCSCH673+jDD5EW2Apz7lcV7kkhU+Au4hG5u2AEe5+bg7Pux3ovdK6IcB4d+9CzM0wBMDMugL9gG7Jc24ys7Jc3kAWGjWCESNibucbb4Tnn886IhGp5A4nnwz/93/wy1+q4F1d5ZIUWhJf3j2Bd4H/5PLC7v5vYOXZCPoCo5LlUcBBVdbf4+7l7v4+MDPZX8HabjsYMiSWBw6Er77KNh4RCQ88EG1+rVpFWWypm1UmBXf/vbt3AwYD7YBnzeyp1dzfxu4+J3ndOcBGyfr2wEdVtpuVrPsOMzvBzCaY2YT58+evZhj147e/ha5d4Z13VgyfF5HsfP45nHpqLA8bFm2AUjd1aTCeR1xK+owVX+b1xapZV22HT3cf4e493L1HmzZt6jmMumnWLKbsbNQI/vCHmMJTRLJz2mlRp2zPPaPnkdRdLuMUTjKzZ4g2gNbA8e6+3Wrub66ZtU1ety2RaCDODKqOM+xAFOQreDvvDKefHvMtHHdclOYVkfwbMyZK3K+1Ftx2W/xYk7rL5bBtCpzu7t3c/Xfu/tYa7G8MMCBZHgA8WmV9PzNrZmadgS7EgLkG4dJLYfPNY77Xyu6qIpI/n38evQIBLr8cunTJNp6GLJc2hSHuPrmuL2xmfwNeBLYys1lmNhC4EtjHzGYA+yT3cfc3gfuAt4B/AIPdfVld95mVFi3ilwlEf+ipU2vfXkTq1xlnwCefRJn7yjYFWT2rLJ1dyPJVOjtXJ50UczrvtFOU2G5cW7lBEakXjz0W3U6bN4+yFltumXVEhW+1SmdL3Q0bFhUYX301ZmwTkXT973/fvmykhLDmlBTq0brrRm8kiPmdX3st23hEit1vfhOVBXbbLcrOyJpTUqhnP/lJFN9auhSOPhq+/jrriESK09ixcPvtcdlo5EgoK9gaCA2LkkIKhg2L09ipU2NSDxGpX/PnRyUBgKFDYautso2nmCgppKBFC7jjjugnffXV8NxzWUckUjzc4YQTYpDaj34U44Sk/igppGTnnaOCqjsMGABffpl1RCLF4fbb4ZFHog1v1ChdNqpvSgopuvBC6N4d3n8fzjor62hEGr733lvRoHzDDbDpptnGU4yUFFLUtCnceWfUSBoxIhrGRGT1LFsWnTcWLYJDDoEjj8w6ouKkpJCybt1WzPp03HFxHVRE6m7YMHjhBWjXLgaJWnVlNGWNKSnkwRlnwN57w7x50b5QUZF1RCINy8SJMfYHok1hgw0yDaeoKSnkQaNGcRlpww1h3Dj405+yjkik4fi//4MjjoixP7/+NeyzT9YRFTclhTxp1w7++tdYHjIkfvmIyKqdeipMnx6XYq+8Mutoip+SQh4deCAMHgxLlkD//tFgJiI1Gz06fkyttRbce2/cSrqUFPLsD3+AbbaBGTNUq0WkNjNmwIknxvLw4XGmIOlTUsiztdaCe+6Jei1//Wssi8i3lZdDv35xNn3YYfCrX2UdUelQUshAt25w7bWxPGgQzJyZbTwihWbIEJg0CTp3hj//Wd1P80lJISODBsHBB8PChTEQ56uvso5IpDD8/e/RQ69x4ziTbtUq64hKi5JCRsyi3O/mm8PkyWpfEAH48EM45phYvuIK6Nkz03BKkpJChlq1ggceiDIYf/lLFPcSKVXl5fDLX8Lnn8P++8cEOpJ/SgoZ22GHKOwFMcfzG29kG49IVk4/HSZMgE6dYrBnI307ZUKHvQAMHBjlL776KtoXVGZbSs0dd0Q9o2bN4uxZZSyyo6RQAMzgppti/ML06dH9zj3rqETy4/XXo+MFxFnzD36QbTylTkmhQLRoEb+Q1lkH7rsvBuuIFLsFC+AXv4i5zI89dsUUm5IdJYUCstVW0SMJYlKe8eOzjUckTRUV0dPo3Xejbe3GGzUeoRAoKRSYQw6JgTvLlsGhh8asbSLFaOhQePRRWG89ePBB1TUqFEoKBWjoUNhvv+iad9BBUTpYpJg89FDMj2AWRe822yzriKSSkkIBKiuDu++GLl1gypS41qqGZykWU6bEtJoQs6ntv3+28ci3KSkUqPXWi1Prli3h/vtVR16Kw6efQt++cfZ75JHRdiaFRUmhgG29Ndx1VyxfcAE89li28YisiSVLYsTyBx/ATjvBiBFqWC5ESgoFrk8f+P3v4/JR//7Rp1ukITrtNHj2WWjbFh5+WA3LhSqTpGBmH5jZG2Y22cwmJOs2MLN/mtmM5Hb9LGIrRBdeuGKmtgMOgNmzs45IpG6uuw5uvjlGLD/8MLRvn3VEUpMszxT2cvcd3L1Hcn8IMN7duwDjk/vCioqqu+8Os2bF2YN6JElD8eijUdcIovDjzjtnG4/UrpAuH/UFKuuEjgIOyjCWgtO8efzC2mwzmDgxGumWLcs6KpHavfpqnOW6wyWXxL9bKWxZJQUHnjSziWZ2QrJuY3efA5DcbpRRbAWrTRsYOzZ6Jj3yCJx7btYRidTsgw/gwAOj0OMxx8Bvf5t1RJKLrJLC7u6+I7AfMNjMfpjrE83sBDObYGYT5s+fn16EBer734/Rn40bwzXXxHVakUKzYAH87Gcwdy78+MeaUrMhySQpuPvs5HYe8DDQE5hrZm0Bktt5NTx3hLv3cPcebdq0yVfIBWXvvaM7H8DgwZEkRArFN99Ekbu33oKuXaPQY9OmWUclucp7UjCztc2sZeUy8FNgKjAGGJBsNgB4NN+xNSTHHguXXhrXag8/HJ55JuuIRKKd6+ij4V//gk02gccfj8ud0nBkcaawMfC8mb0OvAKMdfd/AFcC+5jZDGCf5L7U4oIL4kzhm29ilOjkyVlHJKXMPeYav/feGIk/dixsumnWUUldNc73Dt39PWD7atZ/Bvw43/E0ZGYx78K8eVEKY7/94IUXVFxMsnHxxTFZVLNmMGYM7Lhj1hHJ6iikLqmyGsrKYj7bvfeGTz6BffeNJCGST9dfH11OGzWCe+6BXr2yjkhWl5JCEagcJdq9O8ycCT/9aZTdFsmH0aPjshHE4LSDNMKoQVNSKBLrrgtPPAFbbhn1kXr3hi++yDoqKXaPPBJjEACuuio6QEjDpqRQRDbeOKbw7Nw5RpL+7GdRL0kkDY89FrMDLl0aswWefXbWEUl9UFIoMh06RHfADh2i0blPnxhRKlKf/vGPGIuwZAmccQZcfnnWEUl9UVIoQp06regn/vTT8POfQ3l51lFJsXjqqWg3+OYbOPXUGFmv0crFQ0mhSHXpEpeSWreGceMiMeiMQdbUM8/E2Wd5OZx4YnSJVkIoLkoKRaxr1/hV17p1NEIfeKBKbsvqe+qpaKf66isYOBBuvFEJoRgpKRS57bePX3eVjdD77Qdffpl1VNLQ/P3vMcHT4sXR22jEiBiTIMVHH2sJ6NYN/v3vmO3quediHMOCBVlHJQ3FfffBwQfHJaOTT4bbblNCKGb6aEvElltGYth0U3jpJfjJT+DTT7OOSgrdqFExSc7SpXDWWXDDDUoIxU4fbwnZbLOYOH3zzWP2tj32gA8/zDoqKVQ33hiXiioqoq7RVVepDaEUKCmUmE03jTOGbbeF6dNht91g6tSso5JC4h4VeE85Je5fdRX87ndKCKVCSaEEtWsXieGHP4TZs2HPPaOtQWTJEjjuuBiMVlYWtYw0Urm0KCmUqPXWWzF+YcGCaHx+5JGso5IsLVoUYxBuvx1atIBHH42up1JalBRKWPPmMQ/DoEHw9ddRtuDaa+PygZSWuXNhr72ifEXr1jES/mc/yzoqyYKSQokrK4Obb45a+BUV8JvfxEjVJUuyjkzyZfJk2GknmDAhiim+8AL07Jl1VJIVJQXBDC68MCZHad48Bib17q05GUrBQw/B7rvDRx/BLrvAiy9G92UpXUoKstxhh60Y/fyvf8WXxDvvZB2VpMEdhg6NS4aLF8PRR8clo403zjoyyZqSgnzLzjvDK6/AdtvBjBlxGWHMmKyjkvq0aFEMSLvwwjhLvOqqaFxu3jzryKQQKCnId3zve/D889Ez6YsvoG9fOP98WLYs68hkTU2bFon/3nthnXWih9HZZ2sMgqygpCDVatkSHnwwfkU2agRXXAH77gvz52cdmayue++NBuW33oKtt4aXX47KuSJVKSlIjcziV+RTT0GbNlFldccd4yxCGo5vvoFf/xr69YvS6f37xyXCrl2zjkwKkZKCrNJee8Frr8Guu8KsWfCjH0XZg6VLs45MVuXtt+Nzu/56aNIkCtqNHh2XjkSqo6QgOWnfPnomDRkSPVcuuSTKZLz/ftaRSXXc4ZZb4sxu0qSYovW552DwYLUfSO2UFCRnTZtG28L48ZEkXnwRdtgB7rpLo6ALyfz50TngpJNilrSjjooBajvvnHVk0hAoKUid7bUXvP56TLyycGF86fTtCx9/nHVkpc09ypZss03MlNaqVQxIvOOOWBbJhZKCrJYNN4QHHohZuFq1ii+hbt1g5EidNWRh9uzoQnzooTBvHvTqBVOmxIBEkbpQUpDVZhZllt98M+bv/eKLqKrZuzfMnJl1dKXBPRJz164x5qBly2hLGD8+xpuI1JWSgqyx9u1j1PPo0bDBBvDkk3HWcOGFUUJB0jFpUtQt+tWvIiEfcECMQRg0SOgOoccAAAmwSURBVFNmyuoruH86ZtbbzKab2UwzG5J1PJIbMzj88BgxO2BA9I0fOjR+wT7yiC4p1adPP40v/h49orF/443h7rsjMXfokHV00tAVVFIwszLgRmA/oCvQ38w0xKYB2WijqKPz/PPRM+nDD+Na9z77xLzQsvrKy2H4cOjSJSrZlpXBmWdG0cL+/dXVVOpHQSUFoCcw093fc/dvgHuAvhnHJKth992jPv8NN8Qsb+PHxy/bfv3U3lBXy5bBqFGw1VZw+ukxU94++0RD8tVXw7rrZh2hFJNCSwrtgY+q3J+VrJMGqKwsBku99x6ccw40axb1d7beGk4+Oc4ipGYVFfDww1Gx9phj4nhts000KI8bF8dRpL4VWlKo7gT4W1ejzewEM5tgZhPmqzpbg7D++jBsWJTiPu64+LK7+WbYYgs49liYPj3rCAvLkiUxtmDbbWMsyFtvxYjkO+6IQWh9+uhSkaSn0JLCLKBjlfsdgNlVN3D3Ee7ew917tGnTJq/ByZrp2DG6T77xBhxxRCSH22+PX7yHHhqNpqXcIL1oEdx4Y7QZDBgQyaBDh6hb9PbbMUiwrCzrKKXYFVpSeBXoYmadzawp0A/QFC9FpmvXKI3xzjtwwglRqO3++2G33aLd4a9/jfIMpeKtt+DUU6FdOzjllLhMtNVWMRDw3XdjXbNmWUcppcK8wH6amdn+wJ+AMmCku19W07Y9evTwCRMm5C02ScfHH8ev4b/8BT77LNZtsEH8Mj7qqCjqVmyXSxYtiq66t90WhQYr7bFHNCYfdJDOCiQ9ZjbR3XtU+1ihJYW6UFIoLl9/HQ3R11//7e6rW28dyaF//7i23lAtWRK9sO66KxqQKwf2rb02HHlkFLDbfvtsY5TSoKQgDYp7JIU774S//e3bs71tv300tPbt2zDOIBYsgCeeiNpQTzwR9yvttlskg8MPV8E6yS8lBWmwliyJ7pd33QVjx8Zll0qbbBIVW3v1itsttsg+SSxeDP/5Dzz7bFwWeumlb09GtPXWkQQOPxw22yyzMKXEKSlIUSgvh6efjnIOY8Z8t1T3JpvAD34QZxA/+EGMqO7YMb06QIsXw9SpMSvda69FLaLJkyORVSorgz33jLObAw+MxCWSNSUFKTruUWfpmWciUTzzTNQEWlmzZvGLfIst4naTTaIUx0YbxbzTa60FzZvHdk2bxujh8vKo3VReDp9/HpevKv8++CAG4737LsyZ8939NWoE3bvHlKW9ekVCWG+9dI+FSF0pKUjRq6iIL+tJk+Jv4sQYDzF3bnr7bNIEttwyksCOO8Zt9+5qH5DCV1tSaJzvYETS0KhRnA1ssUUMhKv05ZeRLGbOjPmk581b8ffppzEeorw8ej6Vl0PjxnHWUHnmsP76cUbRunXcdugAm28e++nQQd1GpfgoKUhRa9kyeiypq6dIbgptRLOIiGRISUFERJZTUhARkeWUFEREZDklBRERWU5JQUREllNSEBGR5ZQURERkuQZd5sLM5gNrMv17a6CaijmZU1x1o7jqRnHVTTHGtam7VzufcYNOCmvKzCbUVP8jS4qrbhRX3Siuuim1uHT5SEREllNSEBGR5Uo9KYzIOoAaKK66UVx1o7jqpqTiKuk2BRER+bZSP1MQEZEqlBRERGS5ok4KZnaImb1pZhVm1mOlx84zs5lmNt3M9q3h+RuY2T/NbEZyu35Kcd5rZpOTvw/MbHIN231gZm8k26U+D6mZXWxmH1eJbf8atuudHMeZZjYkD3H9wczeNrMpZvawmVU7C3I+jteq3ruF65LHp5jZjmnEUc1+O5rZ02Y2Lfk/cFo12/Qysy+qfL4X5Sm2Wj+XLI6ZmW1V5ThMNrOFZnb6Stvk5XiZ2Ugzm2dmU6usy+m7qF7+L7p70f4BWwNbAc8APaqs7wq8DjQDOgPvAmXVPP8qYEiyPAQYloeYrwEuquGxD4DWeTx+FwNnrWKbsuT4bQY0TY5r15Tj+inQOFkeVtPnkvbxyuW9A/sDTwAG7AK8nKfPri2wY7LcEninmth6AY/l699Trp9LVsdspc/1E2KAV96PF/BDYEdgapV1q/wuqq//i0V9puDu09x9ejUP9QXucfdyd38fmAn0rGG7UcnyKOCgdCINZmbAocDf0txPPesJzHT399z9G+Ae4rilxt2fdPelyd2XgA5p7q8Wubz3vsAdHl4C1jOztmkH5u5z3H1SsvwlMA1on/Z+60kmx6yKHwPvuvuaVEtYbe7+b+DzlVbn8l1UL/8Xizop1KI98FGV+7Oo/j/Mxu4+B+I/GbBRynHtCcx19xk1PO7Ak2Y20cxOSDmWSqckp/AjazhlzfVYpuU44ldlddI+Xrm896yPD2bWCegOvFzNw7ua2etm9oSZdctTSKv6XLI+Zv2o+YdZFscLcvsuqpfj1ni1wisgZvYUsEk1D13g7o/W9LRq1qXaNzfHOPtT+1nC7u4+28w2Av5pZm8nvypSiQu4GbiUODaXEpe2jlv5Jap57hofy1yOl5ldACwFRtfwMvV+vFYOs5p1K7/3vP9b+9bOzdYBHgROd/eFKz08ibhEsihpL3oE6JKHsFb1uWR2zMysKdAHOK+ah7M6Xrmql+PW4JOCu/9kNZ42C+hY5X4HYHY12801s7buPic5fZ23OjHCquM0s8bAwcAPanmN2cntPDN7mDhdXKMvuVyPn5ndCjxWzUO5Hst6jcvMBgAHAD/25IJqNa9R78drJbm891SOTy7MrAmREEa7+0MrP141Sbj742Z2k5m1dvdUi7/l8LlkdsyA/YBJ7j535QeyOl6JXL6L6uW4lerlozFAPzNrZmadiWz/Sg3bDUiWBwA1nXnUh58Ab7v7rOoeNLO1zaxl5TLR2Dq1um3ry0rXcX9ew/5eBbqYWefkV1Y/4rilGVdv4Fygj7svrmGbfByvXN77GODopEfNLsAXlZcB0pS0T90GTHP3P9awzSbJdphZT+L74LOU48rlc8nkmCVqPFvP4nhVkct3Uf38X0y7JT3LP+KLbBZQDswFxlV57AKipX46sF+V9X8h6akEbAiMB2YktxukGOvtwIkrrWsHPJ4sb0b0JngdeJO4jJL28bsTeAOYkvzjartyXMn9/YneLe/mKa6ZxLXTycnfLVkdr+reO3Bi5WdJnNLfmDz+BlV6waV8jPYgLh1MqXKc9l8ptlOSY/M60WC/Wx7iqvZzKZBj1oL4km9VZV3ejxeRlOYAS5Lvr4E1fRel8X9RZS5ERGS5Ur18JCIi1VBSEBGR5ZQURERkOSUFERFZTklBRESWU1IQEZHllBRERGS5/wemOyKQQ+anDAAAAABJRU5ErkJggg==\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -417,15 +417,16 @@ "# dodanie \"podwykresu\" (zobacz: http://matplotlib.org/api/pyplot_api.html#matplotlib.pyplot.subplot )\n", "ax = fig.add_subplot(111)\n", "\n", - "ax.set_ylabel('volts') # opis osi y\n", - "ax.set_title('a sine wave') # tytuł wykresu\n", + "ax.set_xlabel('x') # opis osi x\n", + "ax.set_ylabel('y') # opis osi y\n", + "ax.set_title('Wykres funkcji') # tytuł wykresu\n", "\n", - "x = np.arange(-10.0, 10.0, 0.01) # \n", + "x = np.arange(0.0, 10.0, 0.01) # x przebiega zakres od 0 do 10 co 0.01\n", "\n", "# zdefiniowanie wartości y w zależności od x\n", - "y = 2 * x**2 + 5 * x - 10\n", + "y = np.sin(2*np.pi*x)\n", "# spróbuj też inne funkcje:\n", - "# y = np.sin(2*np.pi*x)\n", + "# y = 2 * x**2 + 5 * x - 10\n", "# y = np.sqrt(x)\n", "\n", "ax.plot(x, y, color='blue', lw=2) # \"lw\" oznacza grubość linii (Line Width)\n", @@ -515,12 +516,12 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 68, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -546,7 +547,7 @@ "x = r * np.sin(theta)\n", "y = r * np.cos(theta)\n", "\n", - "ax.plot(x, y, z, label='parametric curve')\n", + "ax.plot(x, y, z, label='krzywa parametryczna')\n", "ax.legend() # pokaż legendę wykresu\n", "\n", "plt.show() # pokaż wykres"