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z3bcU+$>G9q*-<2qMUEps(6Y83)-KM(oFOoXBur5va7NDxK5#W^Y1Bi(&w?tOok;Gc(tSRGKJ0Pzxe-PzjfBmHN%J3s@y&d$j4NVrW`(h^S=PD6eP$1 literal 0 HcmV?d00001 diff --git a/your-code/challenge-1.ipynb b/your-code/challenge-1.ipynb index 9df5e53..b3a660d 100644 --- a/your-code/challenge-1.ipynb +++ b/your-code/challenge-1.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -35,11 +35,36 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Date Calorie burned Steps Distance Floors Minutes Sedentary Minutes Lightly Active Minutes Fairly Active Minutes Very Active Activity Calories MinutesOfSleep MinutesOfBeingAwake NumberOfAwakings LengthOfRestInMinutes Distance_miles Days Days_encoded Work_or_Weekend Hours Sleep Sleep efficiency Yesterday_sleep Yesterday_sleep_efficiency Months Months_encoded\n", + "2015-05-08 1934 905 0.65 0 1.355 46 0 0 1680 384 26 23 417 0.403891 Friday 4.0 1 6.400000 92.086331 0.000000 0.000000 May 5 1\n", + "2016-01-15 3361 14837 11.37 11 687.000 210 58 71 1917 0 0 0 0 7.064988 Friday 4.0 1 0.000000 0.000000 6.600000 93.176471 January 1 1\n", + "2016-01-13 2627 6613 4.91 11 857.000 205 13 3 102 306 17 10 323 3.050932 Wednesday 2.0 1 5.100000 94.736842 5.600000 95.454545 January 1 1\n", + "2016-01-12 2993 9982 7.42 8 839.000 222 30 26 1387 336 16 8 352 4.610573 Tuesday 1.0 1 5.600000 95.454545 5.900000 89.168766 January 1 1\n", + "2016-01-11 3013 9642 7.16 15 758.000 247 44 24 1472 354 43 22 397 4.449016 Monday 0.0 1 5.900000 89.168766 4.950000 90.548780 January 1 1\n", + " ..\n", + "2015-09-05 2885 10681 7.94 1 656.000 240 15 30 1356 0 0 0 0 4.933686 Saturday 5.0 0 0.000000 0.000000 0.866667 75.362319 September 9 1\n", + "2015-09-04 3518 15627 11.61 26 606.000 284 50 55 2063 52 6 3 69 7.214117 Friday 4.0 1 0.866667 75.362319 3.900000 93.600000 September 9 1\n", + "2015-09-03 3094 11689 8.69 11 1.043 182 50 51 153 234 5 8 250 5.399714 Thursday 3.0 1 3.900000 93.600000 0.000000 0.000000 September 9 1\n", + "2015-09-02 3009 1033 7.68 16 770.000 248 16 15 1369 0 0 0 0 4.772129 Wednesday 2.0 1 0.000000 0.000000 8.283333 90.528233 September 9 1\n", + "2016-05-07 304 9526 7.08 2 564.000 370 13 10 1604 502 57 31 563 4.399307 Saturday 5.0 0 8.366667 89.165187 6.166667 89.805825 May 5 1\n", + "Name: count, Length: 367, dtype: int64" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here\n" + "fitbit = pd.read_csv(\"../data/Fitbit2.csv\")\n", + "fitbit\n", + "fitbit.value_counts()" ] }, { @@ -59,11 +84,46 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here\n" + "# Average number of steps by month\n", + "\n", + "sns.barplot(data=fitbit, x=\"Months_encoded\", y=\"Steps\");\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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f9e/fXw0bNtS3336r7t27S5I+//xzNWjQoEwnCAAA4AtKFU3Tp09X3bp1lZ6erilTpigkJESS9PXXX+uPf/xjmU4QAADAF5QqmipVqqSnn3662PInn3zyJ08IAADAF5X6Ok2HDx9WQkKCunbtqq5duyohIUGHDx8uy7lJkk6dOqUHHnhANWrUUHBwsG6//XZ99tlnznpjjBITE1W7dm0FBwcrLi5OX375pcc2zp49qwEDBsjlcqlatWoaPHiwcnJyPMbs3btXHTt2VFBQkKKiojRlypQy3xcAAFB+lSqalixZombNmiktLU3NmzdX8+bNtWvXLjVr1kxLliwps8mdO3dO7du3V6VKlbR69Wp98cUXmjZtmqpXr+6MmTJlimbOnKk5c+Zo+/btqlKliuLj45WXl+eMGTBggA4cOKDk5GStXLlSKSkpGjp0qLPe7XarW7duqlOnjtLS0jR16lSNHz9eb775ZpntCwAAKN/8jDGmpA+qX7++BgwYoIkTJ3osHzdunN577z0dPXq0TCY3ZswYbd26VVu2bLniemOMIiMj9dRTTzkfF2ZnZys8PFxJSUnq16+fDh48qKZNm2rnzp1q3bq1pB++8dejRw/94x//UGRkpGbPnq0//elPysjIUEBAgPPcy5Yt06FDh6zm6na7FRoaquzsbLlcrjLY+ytrNerda7ZtoLxKmzrQ21MoE7y/geKu9fu7JH+/S3Wk6euvv9bAgcV34oEHHtDXX39dmk1e0fLly9W6dWv913/9l2rVqqU777xTc+fOddYfP35cGRkZziUPJCk0NFRt27ZVamqqJCk1NVXVqlVzgkmS4uLiVKFCBW3fvt0Z06lTJyeYJCk+Pl6HDx/WuXPnymx/AABA+VWqaOrSpcsVj/588skn6tix40+eVJFjx45p9uzZatiwodauXavHHntMjz/+uObPny/ph4tsSlJ4eLjH48LDw511GRkZqlWrlsd6f39/hYWFeYy50jYuf44fy8/Pl9vt9rgBAICfr1J9e+43v/mNnnnmGaWlpaldu3aSpE8//VSLFy/WhAkTtHz5co+xpVVYWKjWrVvrxRdflCTdeeed2r9/v+bMmaNBgwaVertlYfLkyZowYYJX5wAAAK6fUkVT0bWY3njjDb3xxhtXXCdJfn5+P+kK4bVr11bTpk09ljVp0sQ52TwiIkKSlJmZqdq1aztjMjMz1aJFC2fMmTNnPLZx8eJFnT171nl8RESEMjMzPcYU3S8a82Njx47VyJEjnftut9v5aRkAAPDzU6qP5woLC61uP/UnVdq3b1/sMgZ///vfVadOHUlSdHS0IiIitH79eme92+3W9u3bFRMTI0mKiYlRVlaW0tLSnDEbNmxQYWGh8zt5MTExSklJ0YULF5wxycnJatSokcc39S4XGBgol8vlcQMAAD9fpb5OU5HLv9pf1p588kl9+umnevHFF3XkyBEtXLhQb775poYNGybphyNZI0aM0PPPP6/ly5dr3759GjhwoCIjI9W7d29JPxyZuvfeezVkyBDt2LFDW7duVUJCgvr166fIyEhJUv/+/RUQEKDBgwfrwIEDWrRokWbMmOFxJAkAANzYShVNly5d0qRJk3TzzTcrJCREx44dkyQ999xzevvtt8tscm3atNHSpUv1/vvvq1mzZpo0aZJeffVVDRgwwBkzevRoDR8+XEOHDlWbNm2Uk5OjNWvWKCgoyBmzYMECNW7cWF27dlWPHj3UoUMHj2swhYaGat26dTp+/LhatWqlp556SomJiR7XcgIAADe2Ul2naeLEiZo/f74mTpyoIUOGaP/+/apXr54WLVqkV1991fm6/42E6zQB3sN1moCfr3J/naZ3331Xb775pgYMGKCKFSs6y5s3b259MUgAAIDypFTRdOrUKTVo0KDY8sLCQo+TqQEAAH4uShVNTZs2veLFLf/nf/5Hd95550+eFAAAgK8p1XWaEhMTNWjQIJ06dUqFhYX629/+psOHD+vdd9/VypUry3qOAAAAXleqI029evXSihUr9L//+7+qUqWKEhMTdfDgQa1YsUL33HNPWc8RAADA60p1pEmSOnbsqOTk5LKcCwAAgM8q1ZGmevXq6dtvvy22PCsrS/Xq1fvJkwIAAPA1pYqmEydOXPEnUvLz83Xq1KmfPCkAAABfU6KP55YvX+78e+3atQoNDXXuX7p0SevXr1fdunXLbHIAAAC+okTRVPR7bn5+fho0aJDHukqVKqlu3bqaNm1amU0OAADAV5QomgoLCyVJ0dHR2rlzp2rWrHlNJgUAAOBrSnROU2pqqlauXKnjx487wfTuu+8qOjpatWrV0tChQ5Wfn39NJgoAAOBNJYqmCRMm6MCBA879ffv2afDgwYqLi9OYMWO0YsUKTZ48ucwnCQAA4G0liqY9e/aoa9euzv0PPvhAbdu21dy5czVy5EjNnDlTH374YZlPEgAAwNtKFE3nzp1TeHi4c3/z5s3q3r27c79NmzZKT08vu9kBAAD4iBJFU3h4uI4fPy5JKigo0K5du9SuXTtn/fnz51WpUqWynSEAAIAPKFE09ejRQ2PGjNGWLVs0duxYVa5cWR07dnTW7927V/Xr1y/zSQIAAHhbiS45MGnSJPXp00edO3dWSEiI5s+fr4CAAGf9vHnz1K1btzKfJAAAgLeVKJpq1qyplJQUZWdnKyQkRBUrVvRYv3jxYoWEhJTpBAEAAHxBiaKpyOU/n3K5sLCwnzQZAAAAX1WqH+wFAAC40RBNAAAAFogmAAAAC0QTAACABaIJAADAAtEEAABggWgCAACwQDQBAABYIJoAAAAsEE0AAAAWiCYAAAALRBMAAIAFogkAAMAC0QQAAGCBaAIAALBANAEAAFggmgAAACwQTQAAABaIJgAAAAtEEwAAgAWiCQAAwALRBAAAYIFoAgAAsEA0AQAAWCCaAAAALBBNAAAAFogmAAAAC0QTAACABaIJAADAAtEEAABggWgCAACwQDQBAABYKFfR9Oc//1l+fn4aMWKEsywvL0/Dhg1TjRo1FBISor59+yozM9PjcSdPnlTPnj1VuXJl1apVS6NGjdLFixc9xmzatEktW7ZUYGCgGjRooKSkpOuwRwAAoLwoN9G0c+dO/eUvf9Edd9zhsfzJJ5/UihUrtHjxYm3evFmnT59Wnz59nPWXLl1Sz549VVBQoG3btmn+/PlKSkpSYmKiM+b48ePq2bOnYmNjtXv3bo0YMUKPPPKI1q5de932DwAA+LZyEU05OTkaMGCA5s6dq+rVqzvLs7Oz9fbbb+uVV17RL3/5S7Vq1UrvvPOOtm3bpk8//VSStG7dOn3xxRd677331KJFC3Xv3l2TJk3SrFmzVFBQIEmaM2eOoqOjNW3aNDVp0kQJCQn67W9/q+nTp3tlfwEAgO8pF9E0bNgw9ezZU3FxcR7L09LSdOHCBY/ljRs31q233qrU1FRJUmpqqm6//XaFh4c7Y+Lj4+V2u3XgwAFnzI+3HR8f72wDAADA39sT+E8++OAD7dq1Szt37iy2LiMjQwEBAapWrZrH8vDwcGVkZDhjLg+movVF6642xu126/vvv1dwcHCx587Pz1d+fr5z3+12l3znAABAueHTR5rS09P1xBNPaMGCBQoKCvL2dDxMnjxZoaGhzi0qKsrbUwIAANeQT0dTWlqazpw5o5YtW8rf31/+/v7avHmzZs6cKX9/f4WHh6ugoEBZWVkej8vMzFRERIQkKSIioti36Yru/6cxLpfrikeZJGns2LHKzs52bunp6WWxywAAwEf5dDR17dpV+/bt0+7du51b69atNWDAAOfflSpV0vr1653HHD58WCdPnlRMTIwkKSYmRvv27dOZM2ecMcnJyXK5XGratKkz5vJtFI0p2saVBAYGyuVyedwAAMDPl0+f01S1alU1a9bMY1mVKlVUo0YNZ/ngwYM1cuRIhYWFyeVyafjw4YqJiVG7du0kSd26dVPTpk314IMPasqUKcrIyNCzzz6rYcOGKTAwUJL06KOP6vXXX9fo0aP18MMPa8OGDfrwww+1atWq67vDAADAZ/l0NNmYPn26KlSooL59+yo/P1/x8fF64403nPUVK1bUypUr9dhjjykmJkZVqlTRoEGDNHHiRGdMdHS0Vq1apSeffFIzZszQLbfcorfeekvx8fHe2CUAAOCD/IwxxtuT+Dlwu90KDQ1Vdnb2Nf2ortWod6/ZtoHyKm3qQG9PoUzw/gaKu9bv75L8/fbpc5oAAAB8BdEEAABggWgCAACwQDQBAABYIJoAAAAsEE0AAAAWiCYAAAALRBMAAIAFogkAAMAC0QQAAGCBaAIAALBANAEAAFggmgAAACwQTQAAABaIJgAAAAtEEwAAgAWiCQAAwALRBAAAYIFoAgAAsEA0AQAAWCCaAAAALBBNAAAAFogmAAAAC0QTAACABaIJAADAAtEEAABggWgCAACwQDQBAABYIJoAAAAsEE0AAAAWiCYAAAALRBMAAIAFogkAAMAC0QQAAGCBaAIAALBANAEAAFggmgAAACwQTQAAABaIJgAAAAtEEwAAgAWiCQAAwALRBAAAYIFoAgAAsEA0AQAAWCCaAAAALBBNAAAAFogmAAAAC0QTAACABaIJAADAAtEEAABggWgCAACwQDQBAABYIJoAAAAs+HQ0TZ48WW3atFHVqlVVq1Yt9e7dW4cPH/YYk5eXp2HDhqlGjRoKCQlR3759lZmZ6THm5MmT6tmzpypXrqxatWpp1KhRunjxoseYTZs2qWXLlgoMDFSDBg2UlJR0rXcPAACUIz4dTZs3b9awYcP06aefKjk5WRcuXFC3bt2Um5vrjHnyySe1YsUKLV68WJs3b9bp06fVp08fZ/2lS5fUs2dPFRQUaNu2bZo/f76SkpKUmJjojDl+/Lh69uyp2NhY7d69WyNGjNAjjzyitWvXXtf9BQAAvsvPGGO8PQlb33zzjWrVqqXNmzerU6dOys7O1k033aSFCxfqt7/9rSTp0KFDatKkiVJTU9WuXTutXr1av/rVr3T69GmFh4dLkubMmaNnnnlG33zzjQICAvTMM89o1apV2r9/v/Nc/fr1U1ZWltasWWM1N7fbrdDQUGVnZ8vlcpX9zv9Lq1HvXrNtA+VV2tSB3p5CmeD9DRR3rd/fJfn77dNHmn4sOztbkhQWFiZJSktL04ULFxQXF+eMady4sW699ValpqZKklJTU3X77bc7wSRJ8fHxcrvdOnDggDPm8m0UjSnaxpXk5+fL7XZ73AAAwM9XuYmmwsJCjRgxQu3bt1ezZs0kSRkZGQoICFC1atU8xoaHhysjI8MZc3kwFa0vWne1MW63W99///0V5zN58mSFhoY6t6ioqJ+8jwAAwHeVm2gaNmyY9u/frw8++MDbU5EkjR07VtnZ2c4tPT3d21MCAADXkL+3J2AjISFBK1euVEpKim655RZneUREhAoKCpSVleVxtCkzM1MRERHOmB07dnhsr+jbdZeP+fE37jIzM+VyuRQcHHzFOQUGBiowMPAn7xsAACgffPpIkzFGCQkJWrp0qTZs2KDo6GiP9a1atVKlSpW0fv16Z9nhw4d18uRJxcTESJJiYmK0b98+nTlzxhmTnJwsl8ulpk2bOmMu30bRmKJtAAAA+PSRpmHDhmnhwoX66KOPVLVqVeccpNDQUAUHBys0NFSDBw/WyJEjFRYWJpfLpeHDhysmJkbt2rWTJHXr1k1NmzbVgw8+qClTpigjI0PPPvushg0b5hwpevTRR/X6669r9OjRevjhh7VhwwZ9+OGHWrVqldf2HQAA+BafPtI0e/ZsZWdnq0uXLqpdu7ZzW7RokTNm+vTp+tWvfqW+ffuqU6dOioiI0N/+9jdnfcWKFbVy5UpVrFhRMTExeuCBBzRw4EBNnDjRGRMdHa1Vq1YpOTlZzZs317Rp0/TWW28pPj7+uu4vAADwXT59pMnmElJBQUGaNWuWZs2a9W/H1KlTRx9//PFVt9OlSxd9/vnnJZ4jAAC4Mfj0kSYAAABfQTQBAABYIJoAAAAsEE0AAAAWiCYAAAALRBMAAIAFogkAAMAC0QQAAGCBaAIAALBANAEAAFggmgAAACwQTQAAABaIJgAAAAtEEwAAgAWiCQAAwALRBAAAYIFoAgAAsEA0AQAAWCCaAAAALBBNAAAAFogmAAAAC0QTAACABaIJAADAAtEEAABggWgCAACwQDQBAABYIJoAAAAsEE0AAAAWiCYAAAALRBMAAIAFogkAAMAC0QQAAGCBaAIAALBANAEAAFggmgAAACwQTQAAABaIJgAAAAtEEwAAgAWiCQAAwALRBAAAYIFoAgAAsEA0AQAAWCCaAAAALBBNAAAAFogmAAAAC0QTAACABaIJAADAAtEEAABggWgCAACwQDQBAABYIJoAAAAsEE0AAAAWiKYfmTVrlurWraugoCC1bdtWO3bs8PaUAACADyCaLrNo0SKNHDlS48aN065du9S8eXPFx8frzJkz3p4aAADwMqLpMq+88oqGDBmihx56SE2bNtWcOXNUuXJlzZs3z9tTAwAAXkY0/UtBQYHS0tIUFxfnLKtQoYLi4uKUmprqxZkBAABf4O/tCfiKf/7zn7p06ZLCw8M9loeHh+vQoUPFxufn5ys/P9+5n52dLUlyu93XdJ6X8r+/ptsHyqNr/b67Xnh/A8Vd6/d30faNMf9xLNFUSpMnT9aECROKLY+KivLCbIAbW+hrj3p7CgCukev1/j5//rxCQ0OvOoZo+peaNWuqYsWKyszM9FiemZmpiIiIYuPHjh2rkSNHOvcLCwt19uxZ1ahRQ35+ftd8vvAut9utqKgopaeny+VyeXs6AMoQ7+8bizFG58+fV2Rk5H8cSzT9S0BAgFq1aqX169erd+/ekn4IofXr1yshIaHY+MDAQAUGBnosq1at2nWYKXyJy+XiP6rAzxTv7xvHfzrCVIRouszIkSM1aNAgtW7dWnfddZdeffVV5ebm6qGHHvL21AAAgJcRTZf53e9+p2+++UaJiYnKyMhQixYttGbNmmInhwMAgBsP0fQjCQkJV/w4DrhcYGCgxo0bV+wjWgDlH+9v/Dt+xuY7dgAAADc4Lm4JAABggWgCAACwQDQBAABYIJqAUpg1a5bq1q2roKAgtW3bVjt27PD2lAD8RCkpKfr1r3+tyMhI+fn5admyZd6eEnwM0QSU0KJFizRy5EiNGzdOu3btUvPmzRUfH68zZ854e2oAfoLc3Fw1b95cs2bN8vZU4KP49hxQQm3btlWbNm30+uuvS/rhyvFRUVEaPny4xowZ4+XZASgLfn5+Wrp0qfMLEYDEkSagRAoKCpSWlqa4uDhnWYUKFRQXF6fU1FQvzgwAcK0RTUAJ/POf/9SlS5eKXSU+PDxcGRkZXpoVAOB6IJoAAAAsEE1ACdSsWVMVK1ZUZmamx/LMzExFRER4aVYAgOuBaAJKICAgQK1atdL69eudZYWFhVq/fr1iYmK8ODMAwLXGD/YCJTRy5EgNGjRIrVu31l133aVXX31Vubm5euihh7w9NQA/QU5Ojo4cOeLcP378uHbv3q2wsDDdeuutXpwZfAWXHABK4fXXX9fUqVOVkZGhFi1aaObMmWrbtq23pwXgJ9i0aZNiY2OLLR80aJCSkpKu/4Tgc4gmAAAAC5zTBAAAYIFoAgAAsEA0AQAAWCCaAAAALBBNAAAAFogmAAAAC0QTAACABaIJAADAAtEEwCeNHz9eLVq08PY0vO7EiRPy8/PT7t27r+vzbtq0SX5+fsrKyrquzwv4MqIJgLU5c+aoatWqunjxorMsJydHlSpVUpcuXTzGFv3RPXr06HWe5bXRrl07Pfroox7L5syZIz8/v2I/sfGHP/xBHTt2vI6zA3A9EE0ArMXGxionJ0efffaZs2zLli2KiIjQ9u3blZeX5yzfuHGjbr31VtWvX79Ez2GM8Yiy66WgoOCq62NjY7Vp0yaPZRs3blRUVFSx5Zs2bdIvf/nLMp4hAG8jmgBYa9SokWrXru0RCZs2bVKvXr0UHR2tTz/91GN5bGys8vPz9fjjj6tWrVoKCgpShw4dtHPnTo9xfn5+Wr16tVq1aqXAwEB98sknxZ776NGjqlevnhISEmTzk5lLlizRL37xCwUGBqpu3bqaNm2ax/q6detq0qRJGjhwoFwul4YOHXrV7cXGxurw4cPKyMhwlm3evFljxozxeD2OHz+ur776yvnh1/T0dN1///2qVq2awsLC1KtXL504ccJj22+99ZaaNGmioKAgNW7cWG+88ca/ncelS5f08MMPq3Hjxjp58qQk6aOPPlLLli0VFBSkevXqacKECR7h6efnp7feekv33XefKleurIYNG2r58uUe2/3444912223KTg4WLGxscXmCECSAYAS6N+/v+nWrZtzv02bNmbx4sXm0UcfNYmJicYYY7777jsTGBhokpKSzOOPP24iIyPNxx9/bA4cOGAGDRpkqlevbr799ltjjDEbN240kswdd9xh1q1bZ44cOWK+/fZbM27cONO8eXNjjDF79uwxERER5k9/+pPVHD/77DNToUIFM3HiRHP48GHzzjvvmODgYPPOO+84Y+rUqWNcLpd5+eWXzZEjR8yRI0euus2cnBxTqVIls3DhQmOMMQcOHDAul8vk5eWZkJAQc+zYMWOMMW+//bYJCgoyeXl5pqCgwDRp0sQ8/PDDZu/eveaLL74w/fv3N40aNTL5+fnGGGPee+89U7t2bbNkyRJz7Ngxs2TJEhMWFmaSkpKMMcYcP37cSDKff/65ycvLM/fdd5+58847zZkzZ4wxxqSkpBiXy2WSkpLM0aNHzbp160zdunXN+PHjnblLMrfccotZuHCh+fLLL83jjz9uQkJCnP8NTp48aQIDA83IkSPNoUOHzHvvvWfCw8ONJHPu3Dmr1xy4ERBNAEpk7ty5pkqVKubChQvG7XYbf39/c+bMGbNw4ULTqVMnY4wx69evN5LMiRMnTKVKlcyCBQucxxcUFJjIyEgzZcoUY8z/RdOyZcs8nqcomrZu3WqqV69uXn75Zes59u/f39xzzz0ey0aNGmWaNm3q3K9Tp47p3bt3ifa9ffv2ZujQocYYY2bNmmV69OhhjDGmW7duZt68ecYYYx588EETGxtrjDHmr3/9q2nUqJEpLCx0tpGfn2+Cg4PN2rVrjTHG1K9f3wmxIpMmTTIxMTHGmP+Lpi1btpiuXbuaDh06mKysLGds165dzYsvvujx+L/+9a+mdu3azn1J5tlnn3Xu5+TkGElm9erVxhhjxo4d6/HaGGPMM888QzQBP8LHcwBKpEuXLsrNzdXOnTu1ZcsW3XbbbbrpppvUuXNn57ymTZs2qV69esrOztaFCxfUvn175/GVKlXSXXfdpYMHD3pst3Xr1sWe6+TJk7rnnnuUmJiop556ynqOBw8e9HhOSWrfvr2+/PJLXbp06arPeTVdunRxPorbtGmTc/J7586dPZYXfTS3Z88eHTlyRFWrVlVISIhCQkIUFhamvLw8HT16VLm5uTp69KgGDx7srA8JCdHzzz9f7AT63//+98rNzdW6desUGhrqLN+zZ48mTpzo8fghQ4bo66+/1nfffeeMu+OOO5x/V6lSRS6XS2fOnHFer7Zt23o8X0xMTIleG+BG4O/tCQAoXxo0aKBbbrlFGzdu1Llz59S5c2dJUmRkpKKiorRt2zZt3LixxCdCV6lSpdiym266SZGRkXr//ff18MMPy+Vylck+XO05ryY2NlYvvPCCTp06pU2bNunpp5+W9EM0/eUvf9HRo0eVnp7u7HtOTo5atWqlBQsWFNvWTTfdpJycHEnS3Llzi0VLxYoVPe736NFD7733nlJTUz1e25ycHE2YMEF9+vQp9hxBQUHOvytVquSxzs/PT4WFhSXZfeCGRzQBKLGib5KdO3dOo0aNcpZ36tRJq1ev1o4dO/TYY4+pfv36CggI0NatW1WnTh1J0oULF7Rz506NGDHiPz5PcHCwVq5cqR49eig+Pl7r1q1T1apV/+PjmjRpoq1bt3os27p1q2677bZiMVISd999twICAvTGG28oLy9PrVq1kiS1adNG33zzjebNm6cqVarorrvukiS1bNlSixYtUq1ata4YfKGhoYqMjNSxY8c0YMCAqz73Y489pmbNmuk3v/mNVq1a5cRqy5YtdfjwYTVo0KDU+9WkSZNiJ4ZfflI/gH/x9ueDAMqfefPmmeDgYOPv728yMjKc5fPnzzdVq1Y1kszp06eNMcY88cQTJjIy0qxevdrjRPCzZ88aY/7vnKYfnztz+Yng58+fNx06dDDt27c358+f/4/zS0tL8zgRPCkp6Yongk+fPr3E+96pUydTtWpVc++993osj42NNVWrVvU4ST43N9c0bNjQdOnSxaSkpJhjx46ZjRs3muHDh5v09HRjzA/niAUHB5sZM2aYw4cPm71795p58+aZadOmGWM8TwQ3xpjp06ebkJAQs2XLFmOMMWvWrDH+/v5m/PjxZv/+/eaLL74w77//vsdJ85LM0qVLPeYbGhrqvB5fffWVCQgIME8//bQ5dOiQWbBggYmIiOCcJuBHOKcJQInFxsbq+++/V4MGDRQeHu4s79y5s86fP+9cmkCS/vznP6tv37568MEH1bJlSx05ckRr165V9erVrZ8vJCREq1evljFGPXv2VG5u7lXHt2zZUh9++KE++OADNWvWTImJiZo4caL+8Ic/lGp/LxcbG6vz588Xu5hn0b4Xnc8kSZUrV1ZKSopuvfVW9enTR02aNNHgwYOVl5fnHHl65JFH9NZbb+mdd97R7bffrs6dOyspKUnR0dFXfP4RI0ZowoQJ6tGjh7Zt26b4+HitXLlS69atU5s2bdSuXTtNnz7dObJn49Zbb9WSJUu0bNkyNW/eXHPmzNGLL75Y8hcH+JnzM8bigicAAAA3OI40AQAAWCCaAJQ73bt39/iK/eW30n6s9OKLL/7bbXbv3r2M9wBAecTHcwDKnVOnTun777+/4rqwsDCFhYWVeJtnz57V2bNnr7guODhYN998c4m3CeDnhWgCAACwwMdzAAAAFogmAAAAC0QTAACABaIJAADAAtEEAABggWgCAACwQDQBAABYIJoAAAAs/H/oI4gHUleSEAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Difference between steps in the week and the weekend\n", + "\n", + "sns.barplot(data=fitbit, x=\"Work_or_Weekend\", y=\"Steps\");" ] }, { @@ -72,7 +132,8 @@ "metadata": {}, "outputs": [], "source": [ - "# your code here\n" + "# median\n", + "\n" ] }, { @@ -88,10 +149,47 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "image/png": 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "llista = [\"Minutes Lightly Active\", \"Minutes Very Active\", \"Minutes Sedentary\"]\n", + "\n", + "for i in llista:\n", + " plt.figure()\n", + " sns.scatterplot(fitbit, x = \"Steps\", y = i)" + ] } ], "metadata": { @@ -99,7 +197,7 @@ "kernelspec": { "display_name": "ironhack", "language": "python", - "name": "ironhack" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -111,7 +209,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.12" + "version": "3.11.5" }, "nbTranslate": { "displayLangs": [ diff --git a/your-code/challenge-2.ipynb b/your-code/challenge-2.ipynb index d7465f0..f820761 100644 --- a/your-code/challenge-2.ipynb +++ b/your-code/challenge-2.ipynb @@ -23,6 +23,23 @@ "# Your Code Here" ] }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# Matplotlib inline to visualize Matplotlib graphs\n", + "%matplotlib inline\n", + "%config Inlinebackend.figure_format= 'retina'\n", + "\n", + "# Configuration to set so that all the Seaborn figs come out with this size\n", + "sns.set_context(\"poster\")\n", + "sns.set(rc={\"figure.figsize\": (12.,6.)})\n", + "sns.set_style(\"whitegrid\")" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -36,13 +53,269 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 12, "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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PassengerIdSurvivedPclassNameGenderAgeSibSpParchTicketFareCabinEmbarked
010.03Braund, Mr. Owen Harrismale22.00000010A/5 211717.2500U0S
121.01Cumings, Mrs. John Bradley (Florence Briggs Th...female38.00000010PC 1759971.2833C85C
231.03Heikkinen, Miss. Lainafemale26.00000000STON/O2. 31012827.9250U0S
341.01Futrelle, Mrs. Jacques Heath (Lily May Peel)female35.0000001011380353.1000C123S
450.03Allen, Mr. William Henrymale35.000000003734508.0500U0S
.......................................
13041305NaN3Spector, Mr. Woolfmale29.51319000A.5. 32368.0500U0S
13051306NaN1Oliva y Ocana, Dona. Ferminafemale39.00000000PC 17758108.9000C105C
13061307NaN3Saether, Mr. Simon Sivertsenmale38.50000000SOTON/O.Q. 31012627.2500U0S
13071308NaN3Ware, Mr. Frederickmale29.513190003593098.0500U0S
13081309NaN3Peter, Master. Michael Jmale25.31543511266822.3583U0C
\n", + "

1309 rows × 12 columns

\n", + "
" + ], + "text/plain": [ + " PassengerId Survived Pclass \\\n", + "0 1 0.0 3 \n", + "1 2 1.0 1 \n", + "2 3 1.0 3 \n", + "3 4 1.0 1 \n", + "4 5 0.0 3 \n", + "... ... ... ... \n", + "1304 1305 NaN 3 \n", + "1305 1306 NaN 1 \n", + "1306 1307 NaN 3 \n", + "1307 1308 NaN 3 \n", + "1308 1309 NaN 3 \n", + "\n", + " Name Gender Age \\\n", + "0 Braund, Mr. Owen Harris male 22.000000 \n", + "1 Cumings, Mrs. John Bradley (Florence Briggs Th... female 38.000000 \n", + "2 Heikkinen, Miss. Laina female 26.000000 \n", + "3 Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35.000000 \n", + "4 Allen, Mr. William Henry male 35.000000 \n", + "... ... ... ... \n", + "1304 Spector, Mr. Woolf male 29.513190 \n", + "1305 Oliva y Ocana, Dona. Fermina female 39.000000 \n", + "1306 Saether, Mr. Simon Sivertsen male 38.500000 \n", + "1307 Ware, Mr. Frederick male 29.513190 \n", + "1308 Peter, Master. Michael J male 25.315435 \n", + "\n", + " SibSp Parch Ticket Fare Cabin Embarked \n", + "0 1 0 A/5 21171 7.2500 U0 S \n", + "1 1 0 PC 17599 71.2833 C85 C \n", + "2 0 0 STON/O2. 3101282 7.9250 U0 S \n", + "3 1 0 113803 53.1000 C123 S \n", + "4 0 0 373450 8.0500 U0 S \n", + "... ... ... ... ... ... ... \n", + "1304 0 0 A.5. 3236 8.0500 U0 S \n", + "1305 0 0 PC 17758 108.9000 C105 C \n", + "1306 0 0 SOTON/O.Q. 3101262 7.2500 U0 S \n", + "1307 0 0 359309 8.0500 U0 S \n", + "1308 1 1 2668 22.3583 U0 C \n", + "\n", + "[1309 rows x 12 columns]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here\n" + "titanic = pd.read_csv(\"../data/titanic.csv\")\n", + "titanic.value_counts()\n", + "titanic\n" ] }, { @@ -54,10 +327,37 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] + "execution_count": 5, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "PassengerId int64\n", + "Survived float64\n", + "Pclass int64\n", + "Name object\n", + "Gender object\n", + "Age float64\n", + "SibSp int64\n", + "Parch int64\n", + "Ticket object\n", + "Fare float64\n", + "Cabin object\n", + "Embarked object\n", + "dtype: object" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "titanic.dtypes" + ] }, { "cell_type": "markdown", @@ -69,10 +369,180 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/html": [ + "
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PassengerIdSurvivedPclassAgeSibSpParchFare
010.0322.000000107.2500
121.0138.0000001071.2833
231.0326.000000007.9250
341.0135.0000001053.1000
450.0335.000000008.0500
........................
13041305NaN329.513190008.0500
13051306NaN139.00000000108.9000
13061307NaN338.500000007.2500
13071308NaN329.513190008.0500
13081309NaN325.3154351122.3583
\n", + "

1309 rows × 7 columns

\n", + "
" + ], + "text/plain": [ + " PassengerId Survived Pclass Age SibSp Parch Fare\n", + "0 1 0.0 3 22.000000 1 0 7.2500\n", + "1 2 1.0 1 38.000000 1 0 71.2833\n", + "2 3 1.0 3 26.000000 0 0 7.9250\n", + "3 4 1.0 1 35.000000 1 0 53.1000\n", + "4 5 0.0 3 35.000000 0 0 8.0500\n", + "... ... ... ... ... ... ... ...\n", + "1304 1305 NaN 3 29.513190 0 0 8.0500\n", + "1305 1306 NaN 1 39.000000 0 0 108.9000\n", + "1306 1307 NaN 3 38.500000 0 0 7.2500\n", + "1307 1308 NaN 3 29.513190 0 0 8.0500\n", + "1308 1309 NaN 3 25.315435 1 1 22.3583\n", + "\n", + "[1309 rows x 7 columns]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "titanic.select_dtypes(exclude=object)" + ] }, { "cell_type": "markdown", @@ -84,12 +554,10 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": null, "metadata": {}, "outputs": [], - "source": [ - "# your code here\n" - ] + "source": [] }, { "cell_type": "markdown", @@ -100,11 +568,24 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "AttributeError", + "evalue": "'DataFrame' object has no attribute 'age'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m/var/folders/hg/5fvxfx192g7d6pntmljmf7c00000gn/T/ipykernel_14139/1321573608.py\u001b[0m in \u001b[0;36m?\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0msns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhistplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtitanic\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mage\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbins\u001b[0m\u001b[0;34m=\u001b[0m \u001b[0;36m15\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m/Applications/miniconda3/envs/ironhack/lib/python3.11/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m?\u001b[0;34m(self, name)\u001b[0m\n\u001b[1;32m 6200\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mname\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_accessors\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6201\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_info_axis\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_can_hold_identifiers_and_holds_name\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6202\u001b[0m ):\n\u001b[1;32m 6203\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 6204\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mAttributeError\u001b[0m: 'DataFrame' object has no attribute 'age'" + ] + } + ], "source": [ - "# your code here\n" + "sns.histplot(x=titanic.age, bins= 15)\n" ] }, { @@ -116,12 +597,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'\\nWhenever we have more bins the data will be more accurate but we will be less able to interpretate on an easy way the data. \\nMaking a correct decisions on the number of bins makes it easy for the audience to get the information quickly and for us to\\ndetect general patterns, moreover having too much bins would make the plot too large or too small.\\n'" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "\"\"\"\n", - "your comments here\n", + "Whenever we have more bins the data will be more accurate but we will be less able to interpretate on an easy way the data. \n", + "Making a correct decisions on the number of bins makes it easy for the audience to get the information quickly and for us to\n", + "detect general patterns, moreover having too much bins would make the plot too large or too small.\n", "\"\"\"" ] }, @@ -135,22 +629,56 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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b4ZMDAACAptLgwN2hQ4f84he/yAsvvJC33nort956a1q1apXevXtn/vz5Oeyww9KyZcty/8GDB2fZsmVZtWpVFi1alDfffDNDhgwpL2/fvn369OmTxx57bMfMCAAAAJqBlu/dpb7Jkyfn29/+dj7xiU9kjz32SIsWLXLVVVela9euWbFiRQ444IB6/Tt27Jgkeemll7JixYokSZcuXbbos3kZAAAA7A4aHLgXL16cdu3a5eqrr06nTp1y++2359RTT81NN92UdevWpVWrVvX6t27dOkmyfv361NbWJslW+6xevbqxc0ipVMratWsbPZ7mo6KiIlVVVU1dBvAeamtrUyqVmroMgN3W5u/Nm/8FmpdSqZSKior37NegwP3SSy/lO9/5Tq6//voceuihSZJ+/fpl8eLFueqqq9KmTZstHn62fv36JEl1dXXatGmT5O17uTe/3txne0LWhg0bsnDhwkaPp/moqqpKnz59mroM4D0sXbrUl0CAnWDZsmVNXQLwLt55InlrGhS4n3zyyWzYsCH9+vWr137wwQfnV7/6Vd7//vdn5cqV9ZZtft+pU6ds3Lix3Na1a9d6fXr16tWQUuqprKxMz549Gz2e5mNbjhIBTa979+7OcAMUqLa2NsuWLUu3bt1c/QfN0OLFi7epX4MCd+fOnZMkf/jDH9K/f/9y+zPPPJNu3brl4IMPzi233JK33nore+yxR5LkkUceSffu3dOhQ4e0a9cubdu2zbx588qBe82aNVmwYEFGjRrVkFLqqaioSHV1daPHA9AwvvwB7BxVVVW+50IztK0nChv0lPL+/fvnwx/+cE4//fQ88sgjWbZsWS6//PI8/PDDOfnkkzNy5Mi88cYbmTx5chYvXpy77ror119/fcaOHZvk7VPuo0aNyrRp0/Lggw9m0aJFmThxYjp37pwjjjii4bMEAACAZqpBZ7hbtGiRa665JpdffnnOPPPMrF69OgcccECuv/76HHzwwUmS2bNn54ILLsiIESOy77775rTTTsuIESPK65gwYUI2btyYKVOmZN26dRk0aFDmzJmTysrKHTszAAAAaEIVpV38Jrynn346Sba4r5xd24aZlyUrXmzqMoB36rxfKsdOauoqAHZ7a9euzcKFC3PggQe6pByaoW3NoQ26pBwAAADYNgI3AAAAFEDgBgAAgAII3AAAAFAAgRsAAAAKIHADAABAAQRuAAAAKIDADQAAAAUQuAEAAKAAAjcAAAAUQOAGAACAAgjcAAAAUACBGwAAAAogcAMAAEABBG4AAAAogMANAAAABRC4AQAAoAACNwAAABRA4AYAAIACCNwAAABQAIEbAAAACiBwAwAAQAEEbgAAACiAwA0AAAAFELgBAACgAAI3AAAAFEDgBgAAgAII3AAAAFAAgRsAAAAKIHADAABAAQRuAAAAKIDADQAAAAUQuAEAAKAAAjcAAAAUQOAGAACAAgjcAAAAUACBGwAAAAogcAMAAEABBG4AAAAogMANAAAABWhQ4J43b1569eq11Z9PfOITSZIXXnghY8eOzSGHHJKPfvSjufzyy/PWW2/VW8/NN9+cT3ziE+nfv3+OP/74LFiwYMfNCAAAAJqBlg3pPHDgwPz617+u1/a73/0u//zP/5xx48Zlw4YNOfHEE9OtW7fccsstef755zN58uS0aNEiEyZMSJL8+Mc/ziWXXJLzzz8/ffr0yaxZszJ69Oj8/Oc/zz777LPjZgYAAABNqEFnuFu1apV99923/LPnnnvmwgsvzIgRIzJy5Mjce++9+Z//+Z9ccsklOeCAA/LJT34ykyZNyg033JC6urokyQ9+8IOMGjUqn/vc59KzZ89MnTo1VVVVuf322wuZIAAAADSF7bqH+wc/+EFqa2tz+umnJ0nmz5+fgw46KHvttVe5z+DBg/PGG29k4cKFeeWVV7Js2bIMGTKkvLxly5Y59NBD89hjj21PKQAAANCsNDpwv/rqq7n++uvzjW98I+973/uSJCtWrEjnzp3r9evYsWOS5KWXXsqKFSuSJF26dNmiz+ZlAAAAsDto0D3cf2nu3Llp165dvvSlL5Xb1q1bl/bt29fr17p16yTJ+vXrU1tbm+TtS9Pf2Wf9+vWNLSWlUilr165t9Hiaj4qKilRVVTV1GcB7qK2tTalUauoyAHZbm783b/4XaF5KpVIqKires1+jA/fdd9+dz3/+82nTpk25rU2bNuV7tTfbHKSrq6vLfbfWZ3tC1oYNG7Jw4cJGj6f5qKqqSp8+fZq6DOA9LF261JdAgJ1g2bJlTV0C8C7eeSJ5axoVuBctWpTly5fn6KOPrtfeuXPnPPPMM/XaVq5cmSTp1KlT+VLylStXpkePHvX6dOrUqTGlJEkqKyvTs2fPRo+n+diWo0RA0+vevbsz3AAFqq2tzbJly9KtWzdX/0EztHjx4m3q16jAPX/+/HTo0CG9e/eu1z5o0KDcfffdeeONN9K2bdskySOPPJI999wzvXv3TqtWrdK9e/fMmzev/OC0jRs3Zv78+Tn++OMbU0qSt0NadXV1o8cD0DC+/AHsHFVVVb7nQjO0rScKG/XQtAULFqRXr15btH/yk5/Mvvvum1NOOSWLFi3KAw88kMsuuywnnHBC+XT7CSeckOuuuy4//vGPs3jx4vzLv/xL1q1bl2OPPbYxpQAAAECz1Kgz3H/605/KTyb/S61bt87s2bNz7rnn5otf/GL22muvHH/88Rk3bly5zxe/+MX8+c9/zuWXX57XX389ffv2zXXXXZd99tmn0ZMAAACA5qZRgfvf//3f33XZBz/4wVx77bV/dfyJJ56YE088sTGbBgAAgF1Co/8ONwAAAPDuBG4AAAAogMANAAAABRC4AQAAoAACNwAAABRA4AYAAIACCNwAAABQAIEbAAAACiBwAwAAQAEEbgAAACiAwA0AAAAFELgBAACgAAI3AAAAFEDgBgAAgAII3AAAAFAAgRsAAAAKIHADAABAAQRuAAAAKIDADQAAAAUQuAEAAKAAAjcAAAAUQOAGAACAAgjcAAAAUACBGwAAAAogcAMAAEABBG4AAAAogMANAAAABRC4AQAAoAACNwAAABRA4AYAAIACCNwAAABQAIEbAAAACiBwAwAAQAEEbgAAACiAwA0AAAAFELgBAACgAAI3AAAAFEDgBgAAgAII3AAAAFAAgRsAAAAKIHADAABAARoVuO++++4ceeSR6devXz772c/m5z//eXnZCy+8kLFjx+aQQw7JRz/60Vx++eV566236o2/+eab84lPfCL9+/fP8ccfnwULFmzfLAAAAKCZaXDg/slPfpLJkyfny1/+cn72s5/lqKOOyqRJk/LEE09kw4YNOfHEE5Mkt9xyS84555z86Ec/ytVXX10e/+Mf/ziXXHJJvv3tb+euu+7K/vvvn9GjR+fVV1/dcbMCAACAJtayIZ1LpVKuuOKKfPWrX82Xv/zlJMk3v/nNzJ8/P48++mhefPHF/M///E9uu+227LXXXjnggAPyyiuv5JJLLsk3vvGNtGrVKj/4wQ8yatSofO5zn0uSTJ06NZ/85Cdz++23Z+zYsTt+hgAAANAEGnSGe+nSpXnxxRdz9NFH12ufM2dOxo4dm/nz5+eggw7KXnvtVV42ePDgvPHGG1m4cGFeeeWVLFu2LEOGDCkvb9myZQ499NA89thj2zkVAAAAaD4adIZ76dKlSZK1a9fmxBNPzIIFC7L//vvnm9/8ZmpqarJixYp07ty53piOHTsmSV566aW0bPn25rp06bJFn0WLFjV6EqVSKWvXrm30eJqPioqKVFVVNXUZwHuora1NqVRq6jIAdlu1tbX1/gWal1KplIqKivfs16DA/cYbbyRJTj/99HzrW9/KqaeemnvvvTfjxo3Lddddl3Xr1qV9+/b1xrRu3TpJsn79+vIvjFatWm3RZ/369Q0ppZ4NGzZk4cKFjR5P81FVVZU+ffo0dRnAe1i6dKkvgQA7wbJly5q6BOBdvDPXbk2DAndlZWWS5MQTT8yIESOSJAceeGAWLFiQ6667Lm3atEldXV29MZuDdHV1ddq0aZMkW+2zPWc1Kysr07Nnz0aPp/nYlqNEQNPr3r27M9wABaqtrc2yZcvSrVs3V/9BM7R48eJt6tegwN2pU6ckyQEHHFCvvWfPnvnP//zPHHbYYXnmmWfqLVu5cmV57OZLyVeuXJkePXrU67N53Y1RUVGR6urqRo8HoGF8+QPYOaqqqnzPhWZoW08UNuihaQcddFD23HPPPPnkk/Xan3nmmXTt2jWDBg3KggULypeeJ8kjjzySPffcM717906HDh3SvXv3zJs3r7x848aNmT9/fgYNGtSQUgAAAKBZa1DgbtOmTcaMGZOrr746/+f//J88//zzueaaa/Jf//VfGT16dD75yU9m3333zSmnnJJFixblgQceyGWXXZYTTjihfH37CSeckOuuuy4//vGPs3jx4vzLv/xL1q1bl2OPPbaQCQIAAEBTaNAl5Ukybty4VFVVZfr06Xn55ZfTo0ePXHXVVfnIRz6SJJk9e3bOPffcfPGLX8xee+2V448/PuPGjSuP/+IXv5g///nPufzyy/P666+nb9++ue6667LPPvvsuFkBAABAE6so7eJPvXn66aeTJP369WviStiRNsy8LFnxYlOXAbxT5/1SOXZSU1cBsNtbu3ZtFi5cmAMPPNA93NAMbWsObdAl5QAAAMC2EbgBAACgAAI3AAAAFEDgBgAAgAII3AAAAFAAgRsAAAAKIHADAABAAQRuAAAAKIDADQAAAAUQuAEAAKAAAjcAAAAUQOAGAACAAgjcAAAAUACBGwAAAAogcAMAAEABBG4AAAAogMANAAAABRC4AQAAoAACNwAAABRA4AYAAIACCNwAAABQAIEbAAAACiBwAwAAQAEEbgAAACiAwA0AAAAFELgBAACgAAI3AAAAFEDgBgAAgAII3AAAAFAAgRsAAAAKIHADAABAAQRuAAAAKIDADQAAAAUQuAEAAKAAAjcAAAAUQOAGAACAAgjcAAAAUACBGwAAAAogcAMAAEABBG4AAAAoQIMD98svv5xevXpt8XPXXXclSRYuXJhRo0ZlwIABqampyY033lhv/KZNm3LllVdm6NChGTBgQE466aQsX758x8wGAAAAmomWDR2waNGitG7dOg888EAqKirK7e3atctrr72W0aNHp6amJueee25+97vf5dxzz82ee+6ZkSNHJklmzJiRuXPn5qKLLkrnzp1z6aWXZsyYMfnpT3+aVq1a7biZAQAAQBNqcOB+5pln0q1bt3Ts2HGLZTfccEMqKytz3nnnpWXLlunRo0eee+65zJo1KyNHjkxdXV2uvfbanHrqqRk2bFiSZPr06Rk6dGjuu+++HHXUUds9IQAAAGgOGnxJ+R/+8If06NFjq8vmz5+fww47LC1b/m+OHzx4cJYtW5ZVq1Zl0aJFefPNNzNkyJDy8vbt26dPnz557LHHGlE+AAAANE+NOsO9995758tf/nKWLl2aD37wg/nmN7+Zj33sY1mxYkUOOOCAev03nwl/6aWXsmLFiiRJly5dtuizeVljlEqlrF27ttHjaT4qKipSVVXV1GUA76G2tjalUqmpywDYbdXW1tb7F2heSqVSvVus302DAvfGjRvz7LPPpmfPnjnjjDPStm3b/OxnP8vJJ5+c6667LuvWrdviPuzWrVsnSdavX1/+hbG1PqtXr25IKfVs2LAhCxcubPR4mo+qqqr06dOnqcsA3sPSpUt9CQTYCZYtW9bUJQDvYlueQdagwN2yZcvMmzcve+yxR9q0aZMk6du3b/74xz9mzpw5adOmTerq6uqNWb9+fZKkurq6PKaurq78enOf7TmrWVlZmZ49ezZ6PM3HthwlAppe9+7dneEGKFBtbW2WLVuWbt26ufoPmqHFixdvU78GX1K+5557btH293//9/n1r3+dzp07Z+XKlfWWbX7fqVOnbNy4sdzWtWvXen169erV0FLKKioqUl1d3ejxADSML38AO0dVVZXvudAMbeuJwgY9NO2Pf/xjDjnkkMybN69e+3//93+nZ8+eGTRoUB5//PG89dZb5WWPPPJIunfvng4dOqR3795p27ZtvfFr1qzJggULMmjQoIaUAgAAAM1agwJ3jx498qEPfSjnnXde5s+fnyVLluTCCy/M7373u3zzm9/MyJEj88Ybb2Ty5MlZvHhx7rrrrlx//fUZO3ZskrevcR81alSmTZuWBx98MIsWLcrEiRPTuXPnHHHEEYVMEAAAAJpCgy4pb9GiRX7wgx/k+9//fk455ZSsWbMmffr0yXXXXVd+Ovns2bNzwQUXZMSIEdl3331z2mmnZcSIEeV1TJgwIRs3bsyUKVOybt26DBo0KHPmzEllZeWOnRkAAAA0oYrSLv7Um6effjpJ0q9fvyauhB1pw8zLkhUvNnUZwDt13i+VYyc1dRUAu721a9dm4cKFOfDAA93DDc3QtubQBl1SDgAAAGwbgRsAAAAKIHADAABAAQRuAAAAKIDADQAAAAUQuAEAAKAAAjcAAAAUQOAGAACAAgjcAAAAUACBGwAAAAogcAMAQDNTUVGRqqqqVFRUNHUpwHZo2dQFAACwY5Q2bUpFC+dTdgdVVVXp06dPU5fBDub/0b89AjcAwG6iokWLbLzr5pT+9HJTlwK8Q8W+ndLyC19u6jLYyQRuAIDdSOlPLycrXmzqMoB3KDV1ATQJ1zMAAABAAQRuAAAAKIDADQAAAAUQuAEAAKAAAjcAAAAUQOAGAACAAgjcAAAAUACBGwAAAAogcAMAAEABBG4AAAAogMANAAAABRC4AQAAoAACNwAAABRA4AYAAIACCNwAAABQAIEbAAAACiBwAwAAQAEEbgAAACiAwA0AAAAFELgBAACgAAI3AAAAFEDgBgAAgAII3AAAAFAAgRsAAAAKIHADAABAAQRuAAAAKECjA/fSpUszcODA3HXXXeW2hQsXZtSoURkwYEBqampy44031huzadOmXHnllRk6dGgGDBiQk046KcuXL2989QAAANBMNSpwb9iwIaeeemrWrl1bbnvttdcyevTodO3aNXfeeWfGjx+fadOm5c477yz3mTFjRubOnZvzzz8/t9xySzZt2pQxY8akrq5u+2cCAAAAzUijAvdVV12Vtm3b1mu77bbbUllZmfPOOy89evTIyJEj8/Wvfz2zZs1KktTV1eXaa6/NhAkTMmzYsPTu3TvTp0/PihUrct99923/TAAAAKAZaXDgfuyxx3Lrrbfmoosuqtc+f/78HHbYYWnZsmW5bfDgwVm2bFlWrVqVRYsW5c0338yQIUPKy9u3b58+ffrkscce244pAAAAQPPT8r27/K81a9bktNNOy5QpU9KlS5d6y1asWJEDDjigXlvHjh2TJC+99FJWrFiRJFuM69ixY3lZY5VKpXqXt7PrqqioSFVVVVOXAbyH2tralEqlpi4D+Av2obBrsA/dPZRKpVRUVLxnvwYF7nPOOScDBw7M0UcfvcWydevWpVWrVvXaWrdunSRZv359amtrk2SrfVavXt2QMrawYcOGLFy4cLvWQfNQVVWVPn36NHUZwHtYunRp+fc60DzYh8KuwT509/HObLs12xy477777syfPz8//elPt7q8TZs2Wzz8bP369UmS6urqtGnTJsnb93Jvfr25z/Yeja2srEzPnj23ax00D9tylAhoet27d3d0HpoZ+1DYNdiH7h4WL168Tf22OXDfeeedeeWVVzJs2LB67f/6r/+ae+65J507d87KlSvrLdv8vlOnTtm4cWO5rWvXrvX69OrVa1vL2KqKiopUV1dv1zoA2HYuWwWAxrEP3T1s60HObQ7c06ZNy7p16+q1HXHEEZkwYUI+97nP5Sc/+UluueWWvPXWW9ljjz2SJI888ki6d++eDh06pF27dmnbtm3mzZtXDtxr1qzJggULMmrUqG0tAwAAAHYJ2xy4O3XqtNX2Dh06pFOnThk5cmRmz56dyZMnZ8yYMXnqqady/fXX59xzz03y9vXto0aNyrRp07LPPvtkv/32y6WXXprOnTvniCOO2DGzAQAAgGaiQQ9N+2s6dOiQ2bNn54ILLsiIESOy77775rTTTsuIESPKfSZMmJCNGzdmypQpWbduXQYNGpQ5c+aksrJyR5UBAAAAzcJ2Be4//OEP9d73798/t95667v232OPPfLd73433/3ud7dnswAAANDstWjqAgAAAGB3JHADAABAAQRuAAAAKIDADQAAAAUQuAEAAKAAAjcAAAAUQOAGAACAAgjcAAAAUACBGwAAAAogcAMAAEABBG4AAAAogMANAAAABRC4AQAAoAACNwAAABRA4AYAAIACCNwAAABQAIEbAAAACiBwAwAAQAEEbgAAACiAwA0AAAAFELgBAACgAAI3AAAAFEDgBgAAgAII3AAAAFAAgRsAAAAKIHADAABAAQRuAAAAKIDADQAAAAUQuAEAAKAAAjcAAAAUQOAGAACAAgjcAAAAUACBGwAAAAogcAMAAEABBG4AAAAogMANAAAABRC4AQAAoAACNwAAABRA4AYAAIACCNwAAABQgAYH7ldeeSXf/e53M3jw4AwcODAnn3xylixZUl6+cOHCjBo1KgMGDEhNTU1uvPHGeuM3bdqUK6+8MkOHDs2AAQNy0kknZfny5ds/EwAAAGhGGhy4x48fn+eeey6zZs3KHXfckTZt2uTrX/96amtr89prr2X06NHp2rVr7rzzzowfPz7Tpk3LnXfeWR4/Y8aMzJ07N+eff35uueWWbNq0KWPGjEldXd0OnRgAAAA0pZYN6bx69erst99+GTt2bA444IAkybhx43LMMcfkj3/8Yx5++OFUVlbmvPPOS8uWLdOjR49yOB85cmTq6upy7bXX5tRTT82wYcOSJNOnT8/QoUNz33335aijjtrhEwQAAICm0KAz3HvttVe+//3vl8P2q6++muuvvz6dO3dOz549M3/+/Bx22GFp2fJ/c/zgwYOzbNmyrFq1KosWLcqbb76ZIUOGlJe3b98+ffr0yWOPPbaDpgQAAABNr0FnuP/SWWedldtuuy2tWrXKNddck+rq6qxYsaIcxjfr2LFjkuSll17KihUrkiRdunTZos/mZQAAALA7aHTg/trXvpYvfelLufnmmzN+/PjMnTs369atS6tWrer1a926dZJk/fr1qa2tTZKt9lm9enVjS0mpVMratWsbPZ7mo6KiIlVVVU1dBvAeamtrUyqVmroM4C/Yh8KuwT5091AqlVJRUfGe/RoduHv27JkkueCCC/Lkk0/mpptuSps2bbZ4+Nn69euTJNXV1WnTpk2SpK6urvx6c5/t2UFs2LAhCxcubPR4mo+qqqr06dOnqcsA3sPSpUvLB1GB5sE+FHYN9qG7j3eeSN6aBgXuV199NQ8//HCGDx9evk+7RYsW6dmzZ1auXJnOnTtn5cqV9cZsft+pU6ds3Lix3Na1a9d6fXr16tWQUuqprKwsHwBg17YtR4mApte9e3dH56GZsQ+FXYN96O5h8eLF29SvQYF71apVmTRpUmbPnp2hQ4cmefvs8oIFC1JTU5O/+7u/yy233JK33nore+yxR5LkkUceSffu3dOhQ4e0a9cubdu2zbx588qBe82aNVmwYEFGjRrVkFLqqaioSHV1daPHA9AwLlsFgMaxD909bOtBzgY9pfyAAw7Ixz72sXzve9/LY489lmeeeSZnnHFG1qxZk69//esZOXJk3njjjUyePDmLFy/OXXfdleuvvz5jx45N8vYp91GjRmXatGl58MEHs2jRokycODGdO3fOEUcc0fBZAgAAQDPV4Hu4L7vssnz/+9/PxIkT8+c//zmHHnpobr755rz//e9PksyePTsXXHBBRowYkX333TennXZaRowYUR4/YcKEbNy4MVOmTMm6desyaNCgzJkzJ5WVlTtuVgAAANDEKkq7+A0ETz/9dJKkX79+TVwJO9KGmZclK15s6jKAd+q8XyrHTmrqKoC/wj4Umin70N3KtubQBl1SDgAAAGwbgRsAAAAKIHADAABAAQRuAAAAKIDADQAAAAUQuAEAAKAAAjcAAAAUQOAGAACAAgjcAAAAUACBGwAAAAogcAMAAEABBG4AAAAogMANAAAABRC4AQAAoAACNwAAABRA4AYAAIACCNwAAABQAIEbAAAACiBwAwAAQAEEbgAAACiAwA0AAAAFELgBAACgAAI3AAAAFEDgBgAAgAII3AAAAFAAgRsAAAAKIHADAABAAQRuAAAAKIDADQAAAAUQuAEAAKAAAjcAAAAUQOAGAACAAgjcAAAAUACBGwAAAAogcAMAAEABBG4AAAAogMANAAAABRC4AQAAoAACNwAAABRA4AYAAIACNDhwv/766zn77LPzsY99LIccckj+6Z/+KfPnzy8vf/jhh/OFL3whBx98cD796U/nZz/7Wb3x69evz7nnnpshQ4Zk4MCB+c53vpNXX311+2cCAAAAzUiDA/ekSZPyxBNP5LLLLsudd96ZAw88MCeeeGKeffbZLFmyJGPHjs3QoUNz11135R//8R9z2mmn5eGHHy6PP+ecc/LrX/86V111VW644YY8++yzmTBhwg6dFAAAADS1lg3p/Nxzz+W//uu/Mnfu3Hz4wx9Okpx11ll56KGH8tOf/jSvvPJKevXqlYkTJyZJevTokQULFmT27NkZMmRIXn755dx99935wQ9+kEMPPTRJctlll+XTn/50nnjiiQwcOHAHTw8AAACaRoPOcO+9996ZNWtW+vXrV26rqKhIRUVF1qxZk/nz52fIkCH1xgwePDiPP/54SqVSHn/88XLbZt27d0+nTp3y2GOPbc88AAAAoFlpUOBu3759Dj/88LRq1arcdu+99+a5557L0KFDs2LFinTu3LnemI4dO6a2tjavvfZaXn755ey9995p3br1Fn1WrFixHdMAAACA5qVBl5S/029/+9uceeaZOeKIIzJs2LCsW7euXhhPUn5fV1eX2traLZYnSevWrbN+/fpG11EqlbJ27dpGj6f5qKioSFVVVVOXAbyH2tralEqlpi4D+Av2obBrsA/dPZRKpVRUVLxnv0YH7gceeCCnnnpqDjnkkEybNi3J28G5rq6uXr/N76uqqtKmTZstlidvP7l8e3YQGzZsyMKFCxs9nuajqqoqffr0aeoygPewdOnS1NbWNnUZwF+wD4Vdg33o7mNrJ5PfqVGB+6abbsoFF1yQT3/607n44ovLG+rSpUtWrlxZr+/KlStTXV2ddu3apXPnznn99ddTV1dXr7iVK1emU6dOjSklSVJZWZmePXs2ejzNx7YcJQKaXvfu3R2dh2bGPhR2Dfahu4fFixdvU78GB+65c+fm/PPPz1e+8pVMnjy53i/3Qw89NI8++mi9/o888kgOOeSQtGjRIh/+8IezadOmPP744+WHqy1dujQvv/xyBg0a1NBSyioqKlJdXd3o8QA0jMtWAaBx7EN3D9t6kLNBD01bunRppk6dmk996lMZO3ZsVq1alT/96U/505/+lD//+c/5yle+kqeeeirTpk3LkiVLcu211+b//t//mzFjxiRJOnXqlM9+9rOZMmVK5s2bl6eeeiqTJk3KYYcdlgEDBjR4kgAAANBcNegM97333psNGzbk/vvvz/33319v2YgRI3LRRRdlxowZufTSS3PDDTdk//33z6WXXlrvT4Wdf/75mTp1ar71rW8lST72sY9lypQpO2AqAAAA0HxUlHbxGwiefvrpJKn3t8HZ9W2YeVmy4sWmLgN4p877pXLspKauAvgr7EOhmbIP3a1saw5t0CXlAAAAwLYRuAEAAKAAAjcAAAAUQOAGAACAAgjcAAAAUACBGwAAAAogcAMAAEABBG4AAAAogMANAAAABRC4AQAAoAACNwAAABRA4AYAAIACCNwAAABQAIEbAAAACiBwAwAAQAEEbgAAACiAwA0AAAAFELgBAACgAAI3AAAAFEDgBgAAgAII3AAAAFAAgRsAAAAKIHADAABAAQRuAAAAKIDADQAAAAUQuAEAAKAAAjcAAAAUQOAGAACAAgjcAAAAUACBGwAAAAogcAMAAEABBG4AAAAogMANAAAABRC4AQAAoAACNwAAABRA4AYAAIACCNwAAABQAIEbAAAACiBwAwAAQAEEbgAAACiAwA0AAAAF2K7APXPmzHzlK1+p17Zw4cKMGjUqAwYMSE1NTW688cZ6yzdt2pQrr7wyQ4cOzYABA3LSSSdl+fLl21MGAAAANDuNDtw333xzLr/88nptr732WkaPHp2uXbvmzjvvzPjx4zNt2rTceeed5T4zZszI3Llzc/755+eWW27Jpk2bMmbMmNTV1TV6EgAAANDctGzogJdffjn/+q//mnnz5qVbt271lt12222prKzMeeedl5YtW6ZHjx557rnnMmvWrIwcOTJ1dXW59tprc+qpp2bYsGFJkunTp2fo0KG57777ctRRR+2IOQEAAECTa/AZ7t///veprKzMf/zHf+Tggw+ut2z+/Pk57LDD0rLl/+b4wYMHZ9myZVm1alUWLVqUN998M0OGDCkvb9++ffr06ZPHHntsO6YBAAAAzUuDz3DX1NSkpqZmq8tWrFiRAw44oF5bx44dkyQvvfRSVqxYkSTp0qXLFn02L2uMUqmUtWvXNno8zUdFRUWqqqqaugzgPdTW1qZUKjV1GcBfsA+FXYN96O6hVCqloqLiPfs1OHD/NevWrUurVq3qtbVu3TpJsn79+tTW1ibJVvusXr260dvdsGFDFi5c2OjxNB9VVVXp06dPU5cBvIelS5eWf6cDzYN9KOwa7EN3H+/MtVuzQwN3mzZttnj42fr165Mk1dXVadOmTZKkrq6u/Hpzn+05IltZWZmePXs2ejzNx7YcJQKaXvfu3R2dh2bGPhR2Dfahu4fFixdvU78dGrg7d+6clStX1mvb/L5Tp07ZuHFjua1r1671+vTq1avR262oqEh1dXWjxwPQMC5bBYDGsQ/dPWzrQc7t+jvc7zRo0KA8/vjjeeutt8ptjzzySLp3754OHTqkd+/eadu2bebNm1devmbNmixYsCCDBg3akaUAAABAk9qhgXvkyJF54403Mnny5CxevDh33XVXrr/++owdOzbJ29e4jxo1KtOmTcuDDz6YRYsWZeLEiencuXOOOOKIHVkKAAAANKkdekl5hw4dMnv27FxwwQUZMWJE9t1335x22mkZMWJEuc+ECROycePGTJkyJevWrcugQYMyZ86cVFZW7shSAAAAoEltV+C+6KKLtmjr379/br311ncds8cee+S73/1uvvvd727PpgEAAKBZ26GXlAMAAABvE7gBAACgAAI3AAAAFEDgBgAAgAII3AAAAFAAgRsAAAAKIHADAABAAQRuAAAAKIDADQAAAAUQuAEAAKAAAjcAAAAUQOAGAACAAgjcAAAAUACBGwAAAAogcAMAAEABBG4AAAAogMANAAAABRC4AQAAoAACNwAAABRA4AYAAIACCNwAAABQAIEbAAAACiBwAwAAQAEEbgAAACiAwA0AAAAFELgBAACgAAI3AAAAFEDgBgAAgAII3AAAAFAAgRsAAAAKIHADAABAAQRuAAAAKIDADQAAAAUQuAEAAKAAAjcAAAAUQOAGAACAAgjcAAAAUACBGwAAAAogcAMAAEABBG4AAAAoQJME7k2bNuXKK6/M0KFDM2DAgJx00klZvnx5U5QCAAAAhWiSwD1jxozMnTs3559/fm655ZZs2rQpY8aMSV1dXVOUAwAAADvcTg/cdXV1ufbaazNhwoQMGzYsvXv3zvTp07NixYrcd999O7scAAAAKMROD9yLFi3Km2++mSFDhpTb2rdvnz59+uSxxx7b2eUAAABAIVru7A2uWLEiSdKlS5d67R07diwva4gNGzakVCrlqaee2iH10fQqKiqSg4ck/d5q6lKAd2qxR/L00ymVSk1dCbAV9qHQjNmH7lY2bNjw9u/c97DTA3dtbW2SpFWrVvXaW7dundWrVzd4fZsnuS2TZReyZ9umrgD4K/zOhWbMPhSaNfvQ3UNFRUXzDNxt2rRJ8va93JtfJ8n69etTVVXV4PUNHDhwh9UGAAAAO8pOv4d786XkK1eurNe+cuXKdOrUaWeXAwAAAIXY6YG7d+/eadu2bebNm1duW7NmTRYsWJBBgwbt7HIAAACgEDv9kvJWrVpl1KhRmTZtWvbZZ5/st99+ufTSS9O5c+ccccQRO7scAAAAKMROD9xJMmHChGzcuDFTpkzJunXrMmjQoMyZMyeVlZVNUQ4AAADscBUlz6UHAACAHW6n38MNAAAAfwsEbgAAACiAwA0AAAAFELgBAACgAAI3AAAAFEDgBgAAgAII3AAAAFAAgRtoEjU1NbnqqquaugwA2CGefvrpfOYzn0nfvn1z8cUX7/Ttv/DCC+nVq1fmzZu307cNvLuWTV0AAADs6mbOnJnKysrcc889adeuXVOXAzQTAjcAAGyn1atX58ADD0zXrl2buhSgGXFJOfCeevXqlVtvvTXHH398+vXrl8985jP57W9/m1tvvTXDhg3LIYccklNOOSXr1q0rj7n99ttz9NFHp3///hkwYECOP/74PP300++6jd/+9rf58pe/nP79+2fYsGE599xz88Ybb+yM6QHAdqmpqcmjjz6au+++O7169cry5cvz7//+7/nEJz6Rgw8+OMccc0z+4z/+o9x/3rx56dOnT+6///4MHz48/fv3z1e/+tW89NJL+d73vpdDDz00Q4YMyTXXXFMeU1dXl4svvjg1NTXp27dvDjvssHz729/Oq6+++q513XnnnfnMZz6T/v375zOf+UxuuOGGbNq0qdDPAqhP4Aa2yfTp0zNmzJj85Cc/Sbt27fKNb3wj9957b2bNmpULL7wwDzzwQG6//fYkyf3335/zzjsvY8aMyc9//vNcf/31Wb9+faZMmbLVdS9atCijR4/O0KFD8x//8R+ZNm1afv/73+eEE05IqVTamdMEgAa74447MnDgwHzmM5/Jr3/969x222350Y9+lLPOOis//elP89WvfjXnnHNObr755vKYt956K9dcc02mTZuWG264IYsWLcoxxxyTysrK3H777TnuuONy+eWX5w9/+EOS5JJLLsl9992Xiy66KPfee28uuuiiPPLII/VC+V+69dZbc8kll+Rb3/pWfvazn+WUU07Jv//7v2fatGk75TMB3iZwA9tk5MiRqampyYc+9KEcc8wxWb16dc4+++wccMABGT58eA488MD88Y9/TJK8733vywUXXJBjjjkm++23XwYMGJBjjz02zzzzzFbXPWfOnPx//9//l2984xvp1q1bDj300Hz/+9/Pk08+mUcffXRnThMAGmyfffZJZWVl2rRpkz333DM33HBD/uVf/iXDhg1L165dM3LkyHz961/PnDlz6o379re/nX79+mXgwIEZPHhwqqqqctppp6V79+4ZO3ZskpT3rf369cvFF1+cww47LPvtt19qamryD//wD++6b50xY0a++c1v5rOf/Ww+8IEPZPjw4Zk4cWJuuummrF+/vtgPBChzDzewTT74wQ+WX1dVVSVJvfvU2rRpk7q6uiTJoEGDsmTJklx99dV59tln89xzz+UPf/jDu17GtmDBgjz33HMZOHDgFsuWLFmSj3zkIztyKgBQmMWLF2f9+vX5zne+kxYt/vfc1saNG1NXV1fv9qu/3LdWV1dn//33T0VFRZK396tJyvvWY445Jr/5zW8ybdq0LFu2LM8++2yWLl2aQw89dIsaXn311axYsSKXXXZZrrjiinL7pk2bsn79+rzwwgvp0aPHjp04sFUCN7BNWrbc8tfFX36R+Es//elPc8YZZ+Too4/OIYcckuOOOy7PPPNMzjvvvK3237RpU44++uh84xvf2GLZPvvss32FA8BOtPlWqMsvvzwf+tCHtljeqlWr8ut37lvfbb+aJGeffXbuvffefP7zn09NTU3Gjx+fOXPm5OWXX96i7+YD3GeeeWb+4R/+YYvlXbp02bbJANtN4AZ2uFmzZuXYY4/NueeeW2578MEHk7z9RWTz0fvN/v7v/z6LFy+ud6R/yZIlufTSSzNp0iR/XgWAXcaHPvShtGzZMv/zP/+Tj3/84+X2G2+8MYsXL37Xg89/zWuvvZZbb70106dPz5FHHlluf/bZZ1NdXb1F/w4dOmSfffbJ8uXL6+1b77nnntx///1N8nfC4W+Ve7iBHa5Lly757W9/m9///vd5/vnnc/311+emm25K8r+Xxv2lE044IQsWLMi5556bJUuW5Iknnsh3vvOdLFu2LN26ddvJ1QNA47Vr1y7HHXdcrrjiivzkJz/J8uXLc8cdd+TSSy9Nx44dG7XOtm3bpl27dnnwwQfLt2mdddZZ+f3vf7/V/WpFRUVOOumk/PCHP8xNN92U559/Pvfff3/OOeectGnTpt5ZdqBYznADO9xZZ52Vs88+O6NGjUqrVq3Su3fvXHLJJZk4cWKefvrpLe43GzBgQGbPnp0rrrgiI0aMSHV1dYYMGZLTTz/dlwIAdjlnnnlm9t5771xxxRVZuXJlunTpkgkTJmTMmDGNWl9lZWWuuOKKXHTRRTn66KOz11575SMf+UgmTZqUmTNnpra2dosxJ5xwQlq3bp0f/vCHueiii/J3f/d3+eIXv5gJEyZs7/SABqgo+Zs7AAAAsMO5pBwAAAAKIHADAABAAQRuAAAAKIDADQAAAAUQuAEAAKAAAjcAAAAUQOAGAACAAgjcANCMLVmyJOeff36GDx+egw8+OB/+8Idz3HHHZe7cudm4ceNOq6NXr1656qqrdtr2AGB30LKpCwAAtu6ee+7JmWeemR49emT06NHp3r171q1bl1/+8peZOnVqHnroocyYMSMVFRVNXSoAsBUCNwA0Q0uWLMmZZ56ZoUOH5vLLL0/Llv+7yz788MPzkY98JBMmTMjPf/7zHHnkkU1YKQDwblxSDgDN0OzZs9OiRYuce+659cL2ZsOHD8/nP//58vtNmzZl1qxZ+dSnPpW+fftm+PDh+eEPf1hvzFe+8pVMnjw5s2bNyrBhw9KvX78cd9xxeeqpp+r1e/TRR/OlL30pBx98cIYPH57f/OY3W2x//fr1ueSSS3L44Yenb9++Ofroo3PPPffU61NTU5OpU6fma1/7Wvr375/JkydvxycCALseZ7gBoBl68MEHM3jw4HTo0OFd+1x88cXl1+ecc07uuuuujB07NgMHDsxjjz2WqVOnZs2aNRk/fny537333psePXpkypQpKZVKufjii/PP//zP+X//7/9ljz32yO9///uccMIJGTx4cK688sq88MILmTRpUr3tlkqljB8/Pr/97W8zYcKE9OjRI/fff38mTpyYurq6egcCbr755owePTonnXRS9txzzx33AQHALkDgBoBmZvXq1Vm9enW6deu2xbJ3PiitoqIizz//fG677bZMmjQpJ598cpLkox/9aCoqKjJz5swcf/zx2Xvvvcvj58yZk7Zt2yZJ3nzzzZx++ulZuHBh+vbtm5kzZ6ZDhw655pprUllZmSTZe++9M3HixPI2f/Ob3+Shhx7K9OnTy5ezDx06NLW1tZk2bVqOOuqo8ln597///Tn11FN37AcEALsIl5QDQDOzadOmrbY/99xzOeigg+r9fOpTn8ojjzySUqmUmpqabNy4sfxTU1OT9evX5/HHHy+vo2fPnuWwnSSdOnVKktTW1iZJHn/88QwdOrQctpPkiCOOyB577FF+//DDD6eioiKHH374Ftv705/+lD/+8Y/lvgceeOCO+VAAYBfkDDcANDN77713qqur8+KLL9Zr79KlS+64447y+6uvvjrPPPNMXn/99STJZz/72a2u7+WXXy6/rqqqqresRYu3j71vDvmrV68unw3frGXLlvXaXn/99ZRKpRxyyCFb3d7KlSvLQbu6uvpd5wkAuzuBGwCaoZqamvziF7/IG2+8UT4j3apVq/Tr16/c533ve1+SpH379kmSG264Yav3Sb///e/f5u2+733vy6pVq+q1lUqlrF69uvy+Xbt2qa6uzo033rjVdXzwgx/c5u0BwO7MJeUA0AydfPLJ2bhxY6ZMmZK6urotlq9bty7Lly9Pkhx66KFJktdeey39+vUr/7z66qu54oorymfAt8WQIUPyq1/9qnyJeZI89NBD2bBhQ/n9YYcdlrVr16ZUKtXb3jPPPJOrr756i/vMAeBvlTPcANAM9erVK5deemnOPPPMfOELX8ixxx6bXr16ZePGjXniiSdyxx13ZNWqVRkzZkx69eqVz33ucznrrLPy4osvpm/fvlm6dGmmT5+e/ffff6sPX3s348ePzwMPPJATTzwxY8aMyauvvprLL7+83j3dhx9+eAYNGpRx48Zl3Lhx6dGjR5566qlceeWVGTp0aPbZZ58CPhEA2PUI3ADQTA0fPjx9+/bNj370o9xxxx158cUXUyqV8oEPfCBHHnlkjjvuuHKYvvDCCzNz5szccsstWbFiRTp06JAjjzwyp5xySr0Hnr2Xbt265aabbspFF12UiRMnpkOHDjn99NNz0UUXlfu0aNEis2bNyhVXXJGZM2fmlVdeSadOnTJ69Oh6f4IMAP7WVZRKpVJTFwEAAAC7G/dwAwAAQAEEbgAAACiAwA0AAAAFELgBAACgAAI3AAAAFEDgBgAAgAII3AAAAFAAgRsAAAAKIHADAABAAQRuAAAAKIDADQAAAAUQuAEAAKAA/z9B+O6mmtcUXgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Method 1 - matplotlib\n", - "# your code here" + "titanic[\"Gender\"].value_counts().plot(kind=\"bar\", color=\"salmon\", title=\"Gender in the Titanic\")\n", + "plt.xticks(rotation=0);" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/hg/5fvxfx192g7d6pntmljmf7c00000gn/T/ipykernel_14139/4092293247.py:2: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.countplot(x=titanic.Gender, palette= \"Set2\");\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Method 2 - seaborn\n", - "# your code here" + "sns.countplot(x=titanic.Gender, palette= \"Set2\");" ] }, { @@ -162,11 +690,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/hg/5fvxfx192g7d6pntmljmf7c00000gn/T/ipykernel_14139/3621489620.py:1: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.countplot(x=titanic.Pclass, palette= \"Set2\");\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "sns.countplot(x=titanic.Pclass, palette= \"Set2\");" ] }, { @@ -185,22 +735,51 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, - "outputs": [], - "source": [ - "# your code here" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "29.879185698255327\n", + "0.17\n", + "80.0\n" + ] + }, + { + "data": { + "text/plain": [ + "'\\nWith a Histogram we are able to see in a quick way, but not an exact way the statistics of the feature age. We can see that the min value is closer to 0 the mean or average\\nis between closest to 30 and the max value is closer to 80\\n'" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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zZsQrr7wSZ599dgwZMiT22WefQk4NAAAAml1BD6d/5JFHYvXq1fHYY4/FY4891mjZqFGj4qqrroqbb745rrnmmvjZz34Wn/vc5+Kaa65p9LVzl19+eUycODFOO+20iIgYPnx4XHzxxa06DwAAAGgNBQ3xJ598cpx88smfus7w4cNj+PDhG11eUVERV1xxRVxxxRXNXR4AAAAUlYKfEw8AAABsHiEeAAAAEiHEAwAAQCKEeAAAAEiEEA8AAACJEOIBAAAgEUI8AAAAJEKIBwAAgEQI8QAAAJAIIR4AAAASIcQDAABAIoR4AAAASIQQDwAAAIkQ4gEAACARQjwAAAAkQogHAACARAjxAAAAkAghHgAAABIhxAMAAEAihHgAAABIhBAPAAAAiRDiAQAAIBFCPAAAACRCiAcAAIBECPEAAACQCCEeAAAAEiHEAwAAQCKEeAAAAEiEEA8AAACJEOIBAAAgEUI8AAAAJEKIBwAAgEQI8QAAAJAIIR4AAAASIcQDAABAIoR4AAAASIQQDwAAAIkQ4gEAACARQjwAAAAkQogH2rRcLhf5fD5yuVyhSwEAgE1qV+gCgG1bfX0WJSXFG5Dz+XxUVlYWugwAANgsQjzQokpKcjHtsbmxdHlVoUvZoLqsPmqqa6I8Xx6luS07OKnPrl1ixNDdWqgyAABYnxAPtLily6vivWUrC13GBtXV10XVyqqo6LgmSktKt2jbrjvkW6gqAADYMOfEAwAAQCKEeAAAAEiEEA8AAACJEOIBAAAgEUI8AAAAJEKIBwAAgEQI8QAAAJAIIR4AAAASIcQDAABAIoR4AAAASIQQDwAAAIkQ4gEAACARQjwAbVanirKor88KXUaL2tbnBwBtTbtCFwAAhZJv3y5KSnIx7bG5sXR5VaHLaXZdu1TE1w/rU+gyAIBmJMQD0OYtXV4V7y1bWegyAAA2yeH0AAAAkAghHgAAABIhxAMAAEAihHgAAABIhBAPAAAAiRDiAQAAIBFCPAAAACRCiAcAAIBECPEAAACQCCEeAAAAEiHEAwAAQCKEeAAAAEhEUYX4W265JY499thGYxdffHH07du30c/BBx/csLy+vj5uuOGGOOCAA2KfffaJE088Md55553WLh0AAABaXIuE+EWLFm3xNr/4xS/i+uuvX2/8jTfeiJNPPjmeeuqphp/77ruvYfnNN98c99xzT1x++eVx7733Rn19fYwbNy5qa2u3ZgoAAABQdJoU4vfcc8945ZVXNrhs1qxZcfjhh2/2bS1evDhOPvnkmDRpUvTo0aPRsizLYt68efHFL34xunbt2vCz4447RkREbW1t3H777XHGGWfEgQceGP369YvrrrsuFi1aFI8++mhTpgYAAABFq93mrnj77bdHVVVVRKwN17/61a/iiSeeWG+9F198Mdq3b7/ZBbz22mtRVlYWv/nNb+LHP/5xvPvuuw3L/vKXv0RVVVXsvvvuG9z29ddfj5UrV8awYcMaxrbbbruorKyMmTNnxpFHHrnZdQAAAECx2+wQv2rVqrjpppsiIiKXy8WvfvWr9dYpKSmJzp07xymnnLLZBRx88MGNznH/R3Pnzo2IiLvuuiueeOKJKCkpieHDh8dZZ50VnTt3bjhsf5dddmm03c4779ykQ/rXybKsYYdFMaqurm70m+KkT2ufK/L5fNRl9VFXX1focjaovq6+0e8tURf/s20Rz29rFMv8tqZHm1Isc2wpddna+VVXV0eWZS16X57z0qBPadCnNOhTGlLpU5ZlkcvlNmvdzQ7xp5xySkM479evX/zyl7+Mvfbaq2kVbqa5c+dGSUlJ7LzzzjFlypT4y1/+EldffXW8+eab8bOf/ayhEf/8yX+HDh3io48+avL9rl69OubMmbNVtbeGBQsWFLoENkNb7lM+n4/Kysqoqa6JqpXFu2MsIqKmpmaLt6mtWXvtjVWrVhX9/Jqi2ObXlB5tSrHNsbnVdFr7Mj9//vxWe/PSlp/zUqJPadCnNOhTGlLo0+Ye0b7ZIf4fvf76603ZbIudcsop8c1vfjO6dOkSERF9+vSJrl27xv/6X/8rXn311SgvL4+ItefGr/t3xNo3Y/l8vsn3W1ZWFr1799664ltQdXV1LFiwIHr06LFV86Rl6VM07E0sz5dHRcc1Ba5mw+rr6qOmpibKy8ujpHTLLhPSvnztE22HDh2iomNFS5RXUMUyv63p0aYUyxxbSnl+7Wtjz549W+WT+Lb+nJcCfUqDPqVBn9KQSp/mzZu32es2KcRHRDz99NPxxz/+Maqrq6O+vvEhjrlcLiZOnNjUm25QUlLSEODX2WOPPSJi7RXw1x1Gv2TJkth1110b1lmyZEn07du3yfeby+WioqL438zl8/kk6mzr9CmiNFcSpSWlhS7jU5WUbnmNpf9zbdCSBObXFMU2v6b0aFOKbY7NrTS3dn6t+abFc14a9CkN+pQGfUpDsfdpcw+lj2hiiL/99tvj6quvjg4dOsSOO+643h1uSQGf5rzzzoslS5bEnXfe2TD26quvRkRE79694/Of/3x06tQpZsyY0RDiV6xYEbNnz46xY8c2Sw0AAABQLJoU4u++++748pe/HBMmTNiiK9FvqX//93+PU089NW666ab4yle+EvPnz4/LLrssjjzyyOjVq1dERIwdOzYmTZoUO+64Y/zLv/xLXHPNNdG9e/cYMWJEi9UFAAAAhdCkEL9s2bL46le/2qIBPiLikEMOieuvvz6mTp0aP/3pT6Nz587x5S9/Oc4888yGdc4444xYs2ZNXHzxxVFTUxODBw+O2267LcrKylq0NgAAAGhtTQrxlZWV8eabb8Z+++3XrMVcddVV640dfvjhcfjhh290m9LS0jj33HPj3HPPbdZaAAAAoNg0KcRfeOGFceaZZ0ZFRUXsvffeG7xgzmc/+9mtLg4AAAD4uyaF+NGjR0d9fX1ceOGFG72IXQrfsw4AAAApaVKIv/zyy5vtCvQAAADA5mlSiD/66KObuw4AAABgE5oU4mfOnLnJdQYPHtyUmwYAAAA2okkh/thjj41cLhdZljWM/fPh9c6JBwAAgObVpBD/85//fL2xqqqqmDVrVvzXf/1X3HjjjVtdGAAAANBYk0L8kCFDNjh+4IEHRkVFRfzkJz+JW265ZasKAwAAABorae4b3HfffeO5555r7psFAACANq/ZQ/wf/vCH6NixY3PfLAAAALR5TTqc/lvf+tZ6Y/X19bFo0aJ4991348QTT9zqwgAAAIDGmhTi//Gq9OuUlJREnz59Yvz48XHMMcdsdWEAAABAY00K8XfddVdz1wEAAABsQpNC/DpPPPFEPPfcc7FixYrYcccdY9CgQXHAAQc0V20AAADAP2hSiK+trY1TTz01nnrqqSgtLY0uXbrE8uXL45ZbbomhQ4fGLbfcEu3bt2/uWgEAAKBNa9LV6W+88cZ4/vnn4+qrr45XXnklnnrqqXj55ZfjyiuvjJdeeil+8pOfNHedAAAA0OY1KcQ/9NBDcdppp8VXvvKVKC0tjYiIdu3axVFHHRWnnXZaPPjgg81aJAAAANDEEP/BBx9EZWXlBpdVVlbG4sWLt6ooAAAAYH1NCvG77rprPP/88xtcNnPmzNhll122qigAAABgfU26sN03vvGNuOqqq6K8vDyOOOKI+MxnPhPLli2Lhx56KH7605/Gaaed1tx1AgAAQJvXpBA/evTomD17dkyaNCmuvfbahvEsy2LUqFFx0kknNVuBAAAAwFpN/oq5CRMmxPHHHx/PPfdcfPTRR5HL5eLQQw+NXr16NXeNAAAAQGzhOfFvvPFGHHPMMXHHHXdERESvXr1i9OjR8c1vfjN+9KMfxdlnnx3z589vkUIBAACgrdvsEP/Xv/41vvWtb8WyZcuiZ8+ejZaVlZXFeeedFx9++GF885vfdHV6AAAAaAGbHeKnTp0aO+ywQ/z617+OkSNHNlqWz+fj29/+dtx3333RoUOHuOWWW5q9UAAAAGjrNjvEP/PMMzFu3LjYcccdN7pO165d4/jjj4+nn366WYoDAAAA/m6zQ/ySJUuiR48em1yvT58+sWjRoq2pCQAAANiAzQ7xO+64YyxZsmST6y1fvjy23377rSoKAAAAWN9mh/jBgwfH9OnTN7neAw88EJWVlVtVFAAAALC+zQ7xxx57bMyYMSOuuuqqWLVq1XrLa2tr4+qrr44nnngixowZ06xFAgAAABHtNnfF/v37xwUXXBATJ06M//qv/4phw4bF5z73uairq4v33nsvZsyYEcuXL4//83/+TxxwwAEtWTMAAAC0SZsd4iMixowZE/369Yvbbrstfv/73zd8It+xY8fYf//94/jjj4+99967RQoFAACAtm6LQnxExKBBg2LQoEEREfHBBx9Eu3btYrvttmv2wgAAAIDGtjjE/6NP+854AAAAoHlt9oXtAAAAgMIS4gEAACARQjwAAAAkQogHAACARAjxAAAAkAghHgAAABIhxAMAAEAihHgAAABIhBAPAAAAiRDiAQAAIBFCPAAAACRCiAcAAIBECPEAAACQCCEeAAAAEiHEAwAAQCKEeAAAAEiEEA8AAACJEOIBAAAgEUI8AAAAJEKIBwAAgEQI8QAAAJAIIR4AAAASIcQDAABAIoR4AAAASIQQDwAAAIkQ4gEAACARQjwAAAAkQogHAACARAjxAAAAkAghHgAAABIhxAMAAEAihHgAAABIhBAPAAAAiRDiAQAAIBFCPACw1XK5XOTz+cjlcoUuBQC2ae0KXQAA0DI6VZRFfX0WJSUtH6zz+XxUVla2+P38s9aaHwAUCyEeALZR+fbtoqQkF9MemxtLl1e16H3VZfVRU10T5fnyKM21zoF+XbtUxNcP69Mq9wUAxaKoQvwtt9wSTz31VNx1110NY3PmzIkJEybEn//859hxxx3j29/+dnzrW99qWF5fXx833XRT/OpXv4qPP/44Bg8eHJdcckl8/vOfL8QUAKDoLF1eFe8tW9mi91FXXxdVK6uiouOaKC0pbdH7AoC2rGjOif/FL34R119/faOx5cuXx3HHHRe77rpr3H///fGd73wnJk2aFPfff3/DOjfffHPcc889cfnll8e9994b9fX1MW7cuKitrW3lGQAAAEDLKvgn8YsXL44f/OAHMWPGjOjRo0ejZb/85S+jrKwsLrvssmjXrl306tUrFi5cGFOnTo1jjjkmamtr4/bbb49zzjknDjzwwIiIuO666+KAAw6IRx99NI488sjWnxAAAAC0kIKH+Ndeey3KysriN7/5Tfz4xz+Od999t2HZrFmzYsiQIdGu3d/LHDp0aNxyyy2xbNmyeO+992LlypUxbNiwhuXbbbddVFZWxsyZM5sc4rMsi6qqlj13cGtUV1c3+k1x0qe/X626LquPuvq6QpezQfV19Y1+b4m6+J9ti3h+W6NY5rc1PdqUYpljS2nN+bVknzamLlt7X9XV1ZFlWavdb8q8NqVBn9KgT2lIpU9Zlm32N7wUPMQffPDBcfDBB29w2aJFi6JPn8YXrNl5550jIuJvf/tbLFq0KCIidtlll/XWWbesKVavXh1z5sxp8vatZcGCBYUugc3Qlvu07mrVNdU1UbWyeHeMRUTU1NRs8Ta1NWtP21m1alXRz68pim1+TenRphTbHJtbIebXEn3a6H11Wvs2Zv78+UX/5qzYtOXXppToUxr0KQ0p9Kl9+/abtV7BQ/ynqampWW8iHTp0iIi1b0jWvWBvaJ2PPvqoyfdbVlYWvXv3bvL2La26ujoWLFgQPXr0iHw+X+hy2Ah9ioa9ieX58qjouKbA1WxYfV191NTURHl5eZSUbtllQtqXr33u6dChQ1R0rGiJ8gqqWOa3NT3alGKZY0tpzfm1ZJ82pjxfHhERPXv29En8ZvLalAZ9SoM+pSGVPs2bN2+z1y3qEF9eXr7eBepWrVoVEREVFRVRXr72xbu2trbh3+vW2ZoG5XK5qKgo/jdz+Xw+iTrbOn2KKM2VFP3VqktKt7zG0v+5NmhJAvNrimKbX1N6tCnFNsfmVoj5tUSfNmbdV9kV85uyYuW1KQ36lAZ9SkOx92lzD6WPKKKr029I9+7dY8mSJY3G1v3drVu3hsPoN7ROt27dWqdIAAAAaCVFHeIHDx4czz//fNTV/f1iPM8++2z07Nkzdtppp+jXr1906tQpZsyY0bB8xYoVMXv27Bg8eHAhSgYAAIAWU9Qh/phjjolPPvkkLrroopg3b15Mnz497rzzzhg/fnxErD0XfuzYsTFp0qT4/e9/H6+//nqcddZZ0b179xgxYkSBqwcAAIDmVdTnxO+0005x6623xoQJE2LUqFHRtWvXOO+882LUqFEN65xxxhmxZs2auPjii6OmpiYGDx4ct912W5SVlRWwcgAAAGh+RRXir7rqqvXG9tprr5g2bdpGtyktLY1zzz03zj333JYsDQAAAAquqA+nBwAAAP5OiAcAAIBECPEAAACQCCEeAAAAEiHEAwAAQCKEeAAAAEiEEA8AAACJEOIBAAAgEUI8AAAAJEKIBwCS1KmiLOrrs0KX0eLawhwB2HztCl0AAEBT5Nu3i5KSXEx7bG4sXV5V6HJaRNcuFfH1w/oUugwAiogQDwAkbenyqnhv2cpClwEArcLh9AAAAJAIIR4AAAASIcQDAABAIoR4AAAASIQQDwAAAIkQ4gEAACARQjwAAAAkQogHAACARAjxAAAAkAghHgAAABIhxAMAAEAihHgAAABIhBAPAAAAiRDiAQAAIBFCPAAAACRCiAcAAIBECPEAAACQCCEeAAAAEiHEAwAAQCKEeAAAAEiEEA8AAACJEOIBAAAgEUI8AAAAJEKIBwAAgEQI8QAAAJAIIR4AAAASIcQDAABAIoR4AAAASIQQDwAAAIkQ4gEAACARQjwAAAAkQogHAACARAjxAAAAkAghHgAAABIhxAMAAEAihHgAAABIhBAPAAAAiRDiAQAAIBFCPAAAACRCiAcAAIBECPEAAACQCCEeAAAAEiHEAwAAQCKEeAAAAEiEEA8AAACJEOKhgOrrs0KXAAAAJKRdoQuAtqykJBfTHpsbS5dXFbqUFtFn1y4xYuhuhS4DAAC2GUI8FNjS5VXx3rKVhS6jRXTdIV/oEgAAYJvicHoAAABIhBAPAAAAiRDiAQAAIBFCPAAAACRCiAcAAIBECPEJy+Vy2/z3jG/r8wMAANgSvmIucdvy94x37VIRXz+sT6HLAAAAKBpC/DZgW/6ecQAAAP7O4fQAAACQCCEeAAAAEpFEiF+8eHH07dt3vZ/p06dHRMScOXNi7Nixsc8++8TBBx8cP//5zwtcMQAAADS/JM6Jf/3116NDhw7x+OOPRy6Xaxjv3LlzLF++PI477rg4+OCD49JLL42XXnopLr300ujYsWMcc8wxBawaAKC45HK5yOfzjd5PAZCWJEL83Llzo0ePHrHzzjuvt+xnP/tZlJWVxWWXXRbt2rWLXr16xcKFC2Pq1KlCPACQtE4VZVFfn0VJSfOE7nw+H5WVlc1yW82lOecH0BYkEeLfeOON6NWr1waXzZo1K4YMGRLt2v19KkOHDo1bbrklli1bFp/5zGdaq0wAgGaVb9+uWb9Oti6rj5rqmijPl0dprvBnVfo6WYAtl0SInzt3bnTp0iXGjBkT8+fPj9122y1OOeWUGD58eCxatCj69Gn85L/uE/u//e1vTQrxWZZFVVXxfu96dXV1RESsWrUq8vl81GX1UVdfV+Cqml9dVh8Ra+ebZVmBq9ly6/q07vc/W3dI47bav4iIuljbw/oinmN9XX2j31sihfltjWKZ39b0aFOKZY4tpTXn15J92phtvX8Rf5/j4g8+iXeXfrLVt1dfVx81NTVRXl4bJaWFD/Gpv9a3lE29h6A46FMaUulTlmWbfapT0Yf4NWvWxNtvvx29e/eO888/Pzp16hQPP/xwnHTSSXHHHXdETU1NtG/fvtE2HTp0iIi1IbcpVq9eHXPmzNnq2lvae++9FzvssEPUVNdE1cri3enQVDWd1v7vOX/+/KJ/0H2aBQsWbHB83SGN22r/IiJqa2ojYu1jsdjnWFNTs8XbpDS/pii2+TWlR5tSbHNsboWYX0v0aWO29f5FtNwcW7NPn2Zbea1vKRt7D0Fx0ac0pNCnf861G1P0Ib5du3YxY8aMKC0tjfLy8oiI+OIXvxhvvvlm3HbbbVFeXh61tbWNtlkX3isqKpp0n2VlZdG7d++tK7wFVVdXx4IFC+Kzn/1sRESU58ujouOaAlfV/Mrza/vds2fPJPfOr+tTjx49Ip/Pr7d83Z62bbV/ERHty9c+EXXo0CEqOjbt8djS/v6pVPkWfyqVwvy2RrHMb2t6tCnFMseW0prza8k+bcy23r+I5p9jIfr0aVJ/rW8pm3oPQXHQpzSk0qd58+Zt9rpFH+IjIjp27Lje2B577BFPPfVUdO/ePZYsWdJo2bq/u3Xr1qT7y+VyTd4B0JrWHXFQmiuJ0pLSAlfT/Nadq1fMD7bNkc/nP/X/p221fxERpf/zLZYlCcyxpHTLa0xpfk1RbPNrSo82pdjm2NwKMb+W6NPGbOv9i2i5ObZmnz7NtvJa31I29R6C4qBPaSj2Pm3Jt4YUfhfsJrz55psxcODAmDFjRqPxP//5z9G7d+8YPHhwPP/881FX9/dz4Z599tno2bNn7LTTTq1dLgAAALSYog/xvXr1it133z0uu+yymDVrVrz11ltx5ZVXxksvvRSnnHJKHHPMMfHJJ5/ERRddFPPmzYvp06fHnXfeGePHjy906QAAANCsiv5w+pKSkpgyZUpce+21ceaZZ8aKFSuisrIy7rjjjoar0t96660xYcKEGDVqVHTt2jXOO++8GDVqVIErBwAAgOZV9CE+IuIzn/lMXHnllRtdvtdee8W0adNasSIAAABofUV/OD0AAACwlhAPAAAAiRDiAQAAIBFCPAAAACRCiAcAAIBECPEAAACQCCEeAAAAEiHEAwAAQCKEeAAAAEiEEA8AAACJEOIBAAAgEUI8AAAAJEKIBwAAgEQI8QAAAJAIIR4AAAASIcQDAABAIoR4AAAASIQQDwAAAIkQ4gEAACARQjwAAAXRqaIs6uuzQpfR4trCHIHW067QBcC2KpfLRT6fj1wuV+hSAKAo5du3i5KSXEx7bG4sXV5V6HJaRNcuFfH1w/oUugxgGyLEU7TW7Z0vKUkzBOfz+aisrCx0GQBQ9JYur4r3lq0sdBkASRDiKVqp752vy+qjpromyvPlUZpb/8yVPrt2iRFDdytAZQAAQKqEeIpeqnvn6+rromplVVR0XBOlJaXrLe+6Q74AVQEAxc4pecCnEeIBAKCFNOX0wNROyUv59EdIkRAPAAAtpCmnB27qlLxi4sJ90PqEeAAAaGFbcnrgpk7JA9q24t61BwAAADQQ4gEAACARQjwAAAAkQogHAACARAjxAAAAkAghHgAAABIhxAMAAEAihHgAAABIhBAPAAAAiRDiAQAAIBFCPAAAACRCiAcAAIBECPEAAACQCCEeAAAAEiHEAwAAQCKEeAAAAEiEEA8AAACJEOIBAAAgEUI8AAAAJEKIBwAAgEQI8QAAAJAIIR4AAAASIcQDAABAIoR4AAAASIQQDwAAAIkQ4gEAACARQjwAAAAkQogHAACARAjxAAAAkAghHgAAABIhxAMAAEAihHgAAABIhBAPAAAAiRDiAQAAIBFCPAAAACRCiAcAAIBECPEAAACQCCEeAABgC+Vyucjn85HL5QpdCm1Mu0IXAAAAUKzq67MoKVk/qOfz+aisrCxARc1vY3OkOAnxAAAAG1FSkotpj82NpcurGo3XZfVRU10T5fnyKM2le4Bz1y4V8fXD+hS6DLaAEA8AADRJp4qyNvEp7tLlVfHespWNxurq66JqZVVUdFwTpSWlBaqMtkiIBwAAmiTfvt1GP6neFvTZtUuMGLpbocuARoR4AABgq2zok+ptQdcd8oUuAdaT7skbAAAA0MZsEyG+vr4+brjhhjjggANin332iRNPPDHeeeedQpcFAABAAeVyuSgrKyt0Gc1qmwjxN998c9xzzz1x+eWXx7333hv19fUxbty4qK2tLXRpAAAARWvdxQm3Vfl8Piq/8IXI5badiy8mf058bW1t3H777XHOOefEgQceGBER1113XRxwwAHx6KOPxpFHHlnYAgEAAIrUtn5xwp12KI/RI/rF6kIX0oxyWZYlvdvllVdeia997Wvxu9/9Lnr27NkwPnr06OjTp09ceumlW3R7L7zwQmRZVtSHXGRZFmvWrIl27dpFSUlJfFK9epvce1bWriTyHdrFyurVUZfg/LIsiywichEb3POX+vw2Rwpz3FSfPk0K89saxTK/renRphTLHFtKa86vJfu0Mdt6/yKaf46F6NOn0cMNK7Y+fZptvYefNr+U+vRptvUelpTkolO+LOrr64u6T6tXr45cLhcDBw7c5LrJfxK/aNGiiIjYZZddGo3vvPPODcu2xLrGFnODc7lctG/fvuHvTvni3eHQHDqaX/K29TmaX/q29TmaX/q29Tlu6/OL2PbnaH7p29bnWFJS3GeS53K5zc6gyYf46urqiIhGoTYiokOHDvHRRx9t8e0NGDCgWeoCAACA5lbcuyM2Q3l5eUTEehexW7VqVeTzvtcRAACAbUfyIX7dYfRLlixpNL5kyZLo1q1bIUoCAACAFpF8iO/Xr1906tQpZsyY0TC2YsWKmD17dgwePLiAlQEAAEDzSv6c+Pbt28fYsWNj0qRJseOOO8a//Mu/xDXXXBPdu3ePESNGFLo8AAAAaDbJh/iIiDPOOCPWrFkTF198cdTU1MTgwYPjtttuK+qviQMAAIAtlfz3xAMAAEBbkfw58QAAANBWCPEAAACQCCEeAAAAEiHEAwAAQCKEeAAAAEiEEA8AAACJEOITUl9fHzfccEMccMABsc8++8SJJ54Y77zzTqHL4h/ccsstceyxxzYamzNnTowdOzb22WefOPjgg+PnP/95gapr2z788MO45JJLYvjw4TFw4MAYPXp0zJo1q2H5M888E0cffXTsvffeMXLkyHj44YcLWG3b9f7778e5554bQ4cOjQEDBsRJJ50Ub731VsNyj6fiMn/+/BgwYEBMnz69YUyPisPixYujb9++6/2s65U+FY8HHngg/uM//iP69+8fRxxxRPy///f/Gpb99a9/jfHjx8fAgQNj//33j+uvvz7q6uoKWG3bM2PGjA0+lvr27RuHHHJIROhTsVizZk386Ec/ioMOOigGDBgQY8aMiZdeeqlh+Tb1vJeRjBtvvDHbb7/9sj/+8Y/ZnDlzsuOPPz4bMWJEtmrVqkKXRpZld999d9avX79s7NixDWMffPBBtt9++2UXXHBBNm/evOy+++7L+vfvn913330FrLRtOu6447IjjzwymzlzZvb2229nl156abbXXntlb731VjZv3rysf//+2eTJk7N58+Zlt956a1ZZWZn993//d6HLbnO+/vWvZ1/72teyl19+OZs3b152+umnZ/vvv39WVVXl8VRkamtrs6OPPjrr06dPdv/992dZ5jmvmPzpT3/K+vfvny1evDhbsmRJw091dbU+FZEHHnggq6yszO6+++5s4cKF2c0335z169cve+GFF7La2tpsxIgR2UknnZS98cYb2WOPPZYNGTIk+9GPflTostuUVatWNXoMLVmyJHv00Uezvn37Zvfdd58+FZEbbrgh+7d/+7fsySefzBYsWJBddNFF2aBBg7LFixdvc897QnwiVq1alQ0YMCD7xS9+0TD20UcfZXvttVf24IMPFrAyFi1alI0fPz7bZ599spEjRzYK8VOmTMn233//bPXq1Q1j1157bTZixIhClNpmLViwIOvTp082a9ashrH6+vrs0EMPza6//vrs+9//fvbVr3610TZnn312dvzxx7d2qW3ahx9+mJ199tnZG2+80TA2Z86crE+fPtnLL7/s8VRkrr322uxb3/pWoxCvR8Vj6tSp2Ze//OUNLtOn4lBfX58ddNBB2VVXXdVo/Pjjj8+mTJmSPfjgg9kXv/jF7MMPP2xYdu+992YDBw70AU4BrVy5MjvooIOy888/P8uyTJ+KyFe+8pXsyiuvbPj7448/zvr06ZM98sgj29zznsPpE/H666/HypUrY9iwYQ1j2223XVRWVsbMmTMLWBmvvfZalJWVxW9+85vYe++9Gy2bNWtWDBkyJNq1a9cwNnTo0FiwYEEsW7astUtts7p06RJTp06N/v37N4zlcrnI5XKxYsWKmDVrVqPHVsTaPj3//PORZVlrl9tmbb/99nHttddGnz59IiLigw8+iDvvvDO6d+8evXv39ngqIjNnzoxp06bFVVdd1Whcj4rHG2+8Eb169drgMn0qDvPnz4933303vvzlLzcav+2222L8+PExa9as+MIXvhDbb799w7KhQ4fGJ598EnPmzGntcvkfU6ZMierq6vje974XEaFPRWSnnXaKP/7xj/HXv/416urqYtq0adG+ffvo16/fNve8J8QnYtGiRRERscsuuzQa33nnnRuWURgHH3xw3HjjjfH5z39+vWWLFi2K7t27NxrbeeedIyLib3/7W6vUx9odXl/60peiffv2DWOPPPJILFy4MA444ICN9qm6ujqWL1/e2uUSEd///vdj2LBh8fDDD8eECROioqLC46lIrFixIs4777y4+OKL13tN0qPiMXfu3Pjggw9izJgx8a//+q8xevToeOKJJyJCn4rF/PnzIyKiqqoqTjjhhBg2bFh87Wtfiz/84Q8RoU/FaN3O5ZNPPjl22GGHiNCnYnLRRRdFWVlZHHLIIdG/f/+47rrr4oYbbohdd911m+uTEJ+I6urqiIhGISQiokOHDrFq1apClMRmqKmp2WDPIkLfCuiFF16ICy64IEaMGBEHHnjgBvu07u/a2tpClNjm/e///b/j/vvvjyOPPDK+853vxGuvvebxVCR++MMfxoABA9b79DDCc16xWLNmTbz99tvx0Ucfxemnnx5Tp06NffbZJ0466aR45pln9KlIfPLJJxER8b3vfS+OPPLIuP322+Pf/u3f4tRTT9WnInXPPfdE586d4+tf/3rDmD4Vj3nz5kXnzp3jxz/+cUybNi2OPvroOOecc2LOnDnbXJ/abXoVikF5eXlErA0U6/4dsfZ/unw+X6iy2ITy8vL1QuC6J4qKiopClNTmPf7443HOOefEwIEDY9KkSRGx9kn8n/u07m+Pr8Lo3bt3RERMmDAhXn755bj77rs9norAAw88ELNmzYoHH3xwg8v1qDi0a9cuZsyYEaWlpQ3vGb74xS/Gm2++Gbfddps+FYmysrKIiDjhhBNi1KhRERGx5557xuzZs+OOO+7QpyL0wAMPxFFHHdXovbg+FYe//e1v8d3vfjfuvPPO2HfffSMion///jFv3ry48cYbt7k++SQ+EesOWVyyZEmj8SVLlkS3bt0KURKboXv37hvsWUToWwHcfffdcfrpp8dBBx0UU6ZMadgDu8suu2ywTxUVFdG5c+dClNomffDBB/Hwww/HmjVrGsZKSkqid+/esWTJEo+nInD//ffH+++/HwceeGAMGDAgBgwYEBERP/jBD2LcuHF6VEQ6duzYKGhEROyxxx6xePFifSoS6/5br7sOyDq9e/eOv/71r/pUZF5//fV455131jsKSZ+Kw8svvxyrV69udP2jiIi99947Fi5cuM31SYhPRL9+/aJTp04xY8aMhrEVK1bE7NmzY/DgwQWsjE8zePDgeP755xt9V+izzz4bPXv2jJ122qmAlbU999xzT1x++eUxZsyYmDx5cqNDqvbdd9947rnnGq3/7LPPxsCBA6OkxNNka1m2bFmcffbZ8cwzzzSMrV69OmbPnh29evXyeCoCkyZNit/+9rfxwAMPNPxERJxxxhkxYcIEPSoSb775ZgwcOLDRe4aIiD//+c/Ru3dvfSoSX/jCF6Jjx47x8ssvNxqfO3du7LrrrjF48OCYPXt2w2H3EWv71LFjx+jXr19rl9vmzZo1K3baaaf1/tvrU3FYd777G2+80Wh87ty50aNHj23uec+700S0b98+xo4dG5MmTYrf//738frrr8dZZ50V3bt3jxEjRhS6PDbimGOOiU8++SQuuuiimDdvXkyfPj3uvPPOGD9+fKFLa1Pmz58fEydOjMMOOyzGjx8fy5Yti6VLl8bSpUvj448/jmOPPTZeeeWVmDRpUrz11ltx++23x+9+97sYN25coUtvU/r06RPDhw+PK664ImbOnBlz586N888/P1asWBHf/va3PZ6KQLdu3WK33XZr9BOx9orA3bp106Mi0atXr9h9993jsssui1mzZsVbb70VV155Zbz00ktxyimn6FORKC8vj3HjxsWPf/zjeOihh+Ivf/lL/OQnP4mnn346jjvuuDj00EOja9euceaZZ8brr78ejz/+eEyePDmOP/749c7tpeXNnj07+vbtu964PhWHvfbaKwYNGhTf+9734tlnn40FCxbE9ddfH88880ycdNJJ29zzXi7z/UnJqKuri8mTJ8f06dOjpqYmBg8eHJdcckl87nOfK3Rp/I/zzz8/3n333bjrrrsaxl555ZWYMGFCzJ49O7p27RrHH398jB07toBVtj1TpkyJ6667boPLRo0aFVdddVU88cQTcc0118SCBQvic5/7XJx++unxH//xH61cKR9//HFce+218fjjj8fHH38c++67b5x//vmxxx57RITHUzHq27dvXHnllXH00UdHhB4Vi2XLlsW1114bTz75ZKxYsSIqKyvjnHPOaThXVJ+Kxx133BF33313LF68OHr16hWnn356HHrooRERsXDhwrj00ktj1qxZsf3228dXv/rVOP300x0lVgAnnnhidOrUaYPvJ/SpOHz00Udx/fXXx5/+9Kf46KOPok+fPnH22WfHkCFDImLbet4T4gEAACARdg8BAABAIoR4AAAASIQQDwAAAIkQ4gEAACARQjwAAAAkQogHAACARAjxAAAAkAghHgAAABIhxAMAm/Td7343+vbtG7fffnuhSwGANi2XZVlW6CIAgOL18ccfx/777x+77rpr1NbWxu9+97vI5XKFLgsA2iSfxAMAn+qhhx6KiIiLLrooFixYEM8++2yBKwKAtkuIBwA+1f333x/Dhg2LoUOHxm677Rb33nvveuvcdtttccghh8Ree+0V3/jGN+IPf/hD9O3bN2bMmNGwzty5c2P8+PExcODAGDhwYHznO9+Jd955pzWnAgDJE+IBgI16880349VXX42jjjoqIiKOOuqo+P3vfx/Lli1rWOemm26KSZMmxeGHHx4333xz7L333nHmmWc2up358+fHN77xjXj//ffjP//zP2PChAnxzjvvxOjRo+P9999vxRkBQNqEeABgo+6///7YYYcd4uCDD46IiFGjRkVdXV3cd999ERFRVVUVP/3pT2PMmDFxzjnnxP777x8XXHBBQ+hf56abbop8Ph933nlnHHbYYXH44YfHz3/+86ipqYlbb721tacFAMkS4gGADVq9enX85je/iUMPPTRqampixYoV0bFjxxg0aFD88pe/jPr6+njppZeipqYmRo4c2WjbI488stHfzz77bAwZMiTKy8tjzZo1sWbNmujUqVPsu+++8d///d+tOS0ASFq7QhcAABSnP/3pT/H+++/Hfffd1/DJ+z968skn4+OPP46IiB133LHRsp122qnR3x9++GH89re/jd/+9rfr3c4/bwsAbJwQDwBs0P333x+f//znY8KECY3GsyyL0047Le6999444YQTIiLi/fffj913371hnQ8++KDRNp07d45//dd/jeOOO269+2nXztsRANhcXjUBgPUsXbo0nnzyyRg3blzst99+6y0fOXJkTJ8+PS6++OLo3LlzPPbYYzF48OCG5Y8++mij9YcMGRLz5s2LPffcsyG0Z1kW55xzTuy2226x5557tuyEAGAbIcQDAOt54IEHYs2aNXHEEUdscPlRRx0Vv/rVr2L69Okxbty4uOGGGyKfz8eQIUPiueeei//7f/9vRESUlKy9/M6pp54a3/jGN2L8+PExevTo6NChQ0ybNi0ef/zxuOGGG1ptXgCQulyWZVmhiwAAisvhhx8epaWl8dBDD21weZZlceihh8bq1avjj3/8Y0ydOjWmTZsWy5Yti7333jsOO+ywuPLKK2P69OnxhS98ISIiXnvttbjuuuvihRdeiCzLok+fPnHSSSfFIYcc0ppTA4CkCfEAQJOtWbMmHnroodhvv/1il112aRj/xS9+EVdccUXMmDEjtttuuwJWCADbFiEeANgqRxxxRLRv3z5OOeWU6NKlS8ydOzeuv/76OPTQQ+PKK68sdHkAsE0R4gGArfLOO+/E5MmTY8aMGbFixYr47Gc/G1/5yldi/PjxUVZWVujyAGCbIsQDAABAIkoKXQAAAACweYR4AAAASIQQDwAAAIkQ4gEAACARQjwAAAAkQogHAACARAjxAAAAkAghHgAAABLx/wGrnMTRuGIsywAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "\"\"\"\n", - "your comments here\n", - "\"\"\"" + "print(titanic.Age.mean())\n", + "print(titanic.Age.min())\n", + "print(titanic.Age.max())\n", + "\n", + "sns.histplot(x=titanic.Age, bins=15);\n", + "\n", + "\n", + "'''\n", + "With a Histogram we are able to see in a quick way, but not an exact way the statistics of the feature age. We can see that the min value is closer to 0 the mean or average\n", + "is between closest to 30 and the max value is closer to 80\n", + "'''" ] }, { @@ -213,22 +792,68 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "' There is no relation in the data '" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Method 1 - matplotlib\n", - "# your code here" + "plt.scatter(x=titanic.Age, y=titanic.Fare);\n", + "\n", + "''' There is no relation in the data '''" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "' There is no relation in the data '" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Method 2 - seaborn\n", - "# your code here" + "sns.scatterplot(x=\"Age\", y=\"Fare\", data=titanic);\n", + "\n", + "''' There is no relation in the data '''" ] }, { @@ -240,11 +865,39 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "\n", + "# Load the Titanic dataset from Seaborn\n", + "titanic = sns.load_dataset(\"titanic\")\n", + "\n", + "# Select only numeric columns for the correlation matrix\n", + "numeric_columns = titanic.select_dtypes(include=[float, int])\n", + "\n", + "# Create a correlation matrix\n", + "corr_matrix = numeric_columns.corr()\n", + "\n", + "# Set up the Matplotlib figure\n", + "plt.figure(figsize=(10, 8))\n", + "\n", + "# Create a heatmap using Seaborn\n", + "sns.heatmap(corr_matrix, annot=True, cmap='coolwarm', linewidths=.5)\n", + "\n", + "# Show the plot\n", + "plt.show()\n" ] }, { @@ -256,13 +909,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'\\nparch with sibsp\\nsurvived with fare\\n'" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "\"\"\"\n", - "your comments here\n", - "\"\"\"" + "'''\n", + "There are two correlations that we can highlight, te first on is\n", + "SibSp (number of brothers, sisters, stepbrothers or stepsisters) with the Perch (number of parents or sons)\n", + "with a correlation of 0.41. \n", + "\n", + "The second major correlation is Fare (priced payed) with the number of people that survived, with a correlation\n", + "of 0.26.\n", + "'''\n" ] }, { @@ -274,13 +943,32 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "scrolled": true - }, - "outputs": [], + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "sns.histplot(data=titanic, x=\"age\", hue=\"pclass\", multiple=\"stack\")" ] }, { @@ -293,11 +981,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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KlCkKBALy+/36+OOPJUmmacrhcIQsf9ZZZykrKytka//OnTs1ffp0jR8/XvXr17d0/KfCMfEAAAAAgFqjZcuW+uyzz7Rp0yZ9/fXXWrx4sV566SVJCu5y/2MjR47U5s2bNWXKFO3cuVOff/657rrrLuXk5KhNmzYWj/7U2BIPAAAAAHVM02Rvra15//33649//KOGDRumhIQEnXXWWZo2bZruuusuffXVV+rZs2fI8t26ddO8efP05JNPasiQIfJ6verbt68mTpyohIQES8ZcFYR4AAAAAKhDDMPUNQNTolbb6XScesEf2bZtW8jvV155pa688sqQaYsWLQr+/2c/+5leeOEFSQruTu92u3XZZZcFl3nvvfdCbt+3b1/17du3SuOKFnanBwAAAIA6pKohurbUri0I8QAAAAAA2AQhHgAAAAAAmyDEAwAAAABgE4R4AAAAAABsghAPAAAAAIBNEOIBAAAAALAJQjwAAAAAADZBiAcAAAAAwCYI8QAAAAAA2AQhHgAAAADqENMwbFX7q6++0sUXX6xzzjlHjz32WARGdXLffPONOnTooHXr1lleuyJx0R7Aj82ZM0cff/yxFi1aVOH8yZMn69///rfee++94DTDMPT0009r2bJl+u6775Senq4//vGP+tnPfmbVsAEAAADANhxOpw5//KpKjh2wtG5cg6ZK7nd1lW83Z84cxcfH66233lL9+vUjMDJ7iZkQv2TJEs2aNUs9e/ascP6aNWu0bNkynXHGGSHTn332Wb300kuaNm2aWrRooenTp2vUqFFatWqVEhISrBg6AAAAANhKybEDKj60N9rDqJSjR4/q7LPPVqtWraI9lJgQ9d3p9+/frzFjxigzM1Nt2rSpcJnc3Fzdf//96tWrV8j0oqIiLViwQLfddpvOP/98dezYUTNnztS+ffv0zjvvWDB6AAAAAECkZGRkaP369Vq5cqU6dOig3bt3689//rMuvPBCde3aVb/+9a/1+uuvB5dft26dUlNTtXr1av3qV79SWlqabrrpJu3du1d/+tOf1LNnT/Xt21fPPfdc8DZFRUV67LHHlJGRoXPOOUe9evXS7bffrkOHDp1wXMuXL9fFF1+sLl266OKLL9Zf/vIXGRYdphD1EL9p0ybFx8fr9ddfV9euXcvNN01T9957r37961+XC/Fbt25Vfn6++vbtG5zWoEEDpaamasOGDREfOwAAAAAgcl599VWlpaXp4osv1scff6xXXnlFf/3rX3X//fdr1apV+t3vfqcHH3xQS5YsCd4mEAjoueeeU2Zmpl544QVt375dQ4YMUXx8vJYtW6Zrr71Ws2bN0rZt2yRJjz/+uN555x1NmzZNb7/9tqZNm6a1a9eGBP0fW7p0qR5//HGNHTtWb775pu644w79+c9/VmZmpiWPSdR3p8/IyFBGRsYJ5y9cuFAHDhzQ888/rzlz5oTM27dvnySpZcuWIdObNWsWnBcO0zRVUFAQ9u0jzefzhfxEbKJP9lCdPjkcDnk8HgVMQwEjUNNDKydgln676/P5ZJpmxOvFEp5PsY8e2QN9sgf6ZA+x3qfCwkIZhqFAIKBAIPRzisvlkmlKVn+cKKv30/GcTMOGDRUXF6fExES53W795S9/0fTp09W/f39J0hlnnKHdu3dr3rx5uvbaa4Nbw8eNG6fU1FSZpqlevXrpv//9r+666y45HA6NGjVKzz77rLZt26b27durU6dOGjhwoHr06CFJatGihfr27att27YpEAgE77Ps8Xz22Wc1ZswYXXTRRZKk008/XceOHdPDDz+ssWPHKjExscJ1Kbsvn89Xbqu9aZpyOByVekyiHuJPZuvWrXr66ae1ZMmSCo9vL3vC/HReYmKijh49Gnbd4uJibdmyJezbWyUnJyfaQ0Al0Cd7CKdPHo9Hqamp8vv8KsiP/Bd//qTSl+zs7OyY/cAQaTyfYh89sgf6ZA/0yR5iuU9xcXEqLCwMmeZ0OuXxeGQYhmW7f5cpq1dUVFSl2mXhecuWLSosLNQ999wTEngDgYCKiop05MgRFRUVSSoN4n6/X1LpZ7aWLVuWeyzy8/Pl9/s1aNAgrVu3To8//rh27dqlnJwc7dq1S2lpafL7/cHbFRUVae/evdq3b59mzpypJ598MnhfpmmqsLBQO3fu1M9//vMK16OwsFAlJSX63//+V+H8yp7TLWZDfGFhoSZMmKCbb75ZHTt2rHAZt9stqfTBLPt/2W09Hk/YtePj49W+ffuwbx9pPp9POTk5atOmTbXWE5FFn+yhOn0qe/Nwe9zy1iuJxPBCuD2lr3Nt27atk1vieT7FNnpkD/TJHuiTPcR6nwoLC/Xtt98Gt2D/lNPplNNp7dHVZfWqegJyp9Mpl8uluLjS+PrEE0+obdu25ZZr0KBB8L7r1asnt9sd/MwUFxdX7nGIj4+X2+3Wgw8+qLfffltXXHGFBgwYoI4dO+qFF17Q/v375Xa7g1vWExISFB8fL0maOHFiyGHdZVq2bHnS9YuLi1OrVq3Kba3Pysqq7MMRuyH+iy++0I4dO/T000/rmWeekVS6hbykpERpaWn685//HNyNPjc3N+RMhbm5uerQoUPYtR0Oh7xeb/VWwAIej8cW46zr6JM9VKdPLodTLqerhkdUcR1JMflBwSo8n2IfPbIH+mQP9MkeYrVPZSHd5XLJ5Sr/OcXhKP1npbJ6FY3n5LdzyOFw6KyzzlJcXJz27dunCy+8MDj/xRdfVFZWlh566KHgFwVl6/7jXfd/WtfpdOrYsWN65ZVXNHPmTF1yySXBednZ2fJ6vXK5XCH32axZMzVu3Fh79uwJ2eL+1ltvafXq1XrsscdOuH5l9+XxeMp9oVDZXemlGA7xXbp0KXeG+UWLFumdd97RokWL1Lx5czmdTiUlJWndunXBEH/s2DFt3rxZw4YNi8awAQAAACDmxTVoarua9evX17XXXqsnn3xSSUlJ6t69u9atW6fp06dr9OjRYd1nUlKS6tevr3fffVedOnWS3+/X4sWLtWnTpgpPvO5wOHTjjTdq5syZOv3003Xuuedq27ZtevDBB3XhhRdacpnzmA3xbrdbrVu3DplWdlKDH08fNmyYMjMz1bhxY51xxhmaPn26WrRooUGDBlk9ZAAAAACIeaZhKLnf1VGr7ajGbvyTJk1ScnKynnzySeXm5qply5a67bbbNGrUqLDuLz4+Xk8++aSmTZumwYMHq2HDhurdu7fGjx+vOXPmVHgeopEjRyoxMVGLFi3StGnTdNppp+m3v/2tbrvttrDXqypiNsRX1m233aaSkhJNnjxZfr9f6enpmj9/fvBYBQAAAADAD6oToqNRe9GiRcH/x8XFaezYsRo7dmyFy/bu3Tt46bgyU6ZMKbf7+o+X+eUvf6lVq1aVu6+yrftnnnlmufscOnSohg4dWrUVqSExFeKnTZt20vnjxo3TuHHjQqa5XC7dfffduvvuuyM5NAAAAAAAoi56X8EAAAAAAIAqIcQDAAAAAGAThHgAAAAAAGyCEA8AAAAAtZRpmtEeAr5XU70gxAMAAABALVN2ta6CgoIojwRlynpR3SupxdTZ6QEAAAAA1edyudSoUSPl5uZKkrxerxwOR5RHZb1AIKDCwkJJpY9JNJimqYKCAuXm5qpRo0bVHgchHgAAAABqoRYtWkhSMMjXRYZhqKSkRHFxcXKGcY36mtSoUaNgT6qDEA8AAAAAtZDD4VDLli3VrFkzFRcXR3s4UeHz+fS///1PrVq1ksfjido44uPja2xPAEI8AAAAANRiLpcraruSR5thGJKkxMREud3uKI+mZnBiOwAAAAAAbIIQDwA4IcOw/rI00agJAABgF+xODwA4IafToaWrt+vAYWsuT9M02atrBqZYUgsAAMCOCPEAgJM6cLhA3+blR3UMDodDHo+nTl4aBwAA4McI8QCAmJHkjZdhmHI6Q8O6x+NRampqRGpWVA8AACBWEeIBADHDkxBX4S78AdOQ3+eX2+OWy1Fzp3Nh930AAGA3hHgAQMz56S78ASOggvwCeeuVyOWsm5fIAQAAkDg7PQAAAAAAtkGIBwAAAADAJgjxAAAAAADYBCEeAAAAAACbIMQDAAAAAGAThHgAAAAAAGyCEA8AAAAAgE0Q4gEAAAAAsAlCPAAAAAAANkGIBwAAAADAJgjxAAAAAADYBCEeAAAAAACbIMQDAAAAAGAThHgAAAAAAGyCEA8AAAAAgE0Q4gEAAAAAsAlCPAAAAAAANkGIBwAAAADAJgjxAAAAAADYBCEeAAAAAACbIMQDAAAAAGAThHgAAAAAAGyCEA8AAAAAgE0Q4gEAAAAAsAlCPAAAAAAANkGIBwAAAADAJgjxAAAAAADYBCEeAAAAAACbIMQDAAAAAGATMRXi58yZo+HDh4dMe++993TVVVcpLS1NGRkZeuyxx+T3+4PzCwsLNWXKFPXt21dpaWm66667dOjQIauHDgAAAABAxMVMiF+yZIlmzZoVMm3jxo0aO3asBg4cqNdee00PPPCA3nrrLU2ZMiW4zIMPPqiPP/5Ys2fP1l/+8hf973//02233Wbx6AEAAAAAiLyoh/j9+/drzJgxyszMVJs2bULmvfzyy+rdu7fGjBmjNm3a6LzzztOdd96pVatWqaioSPv379fKlSs1efJk9ezZU126dNETTzyhDRs26PPPP4/OCgEAAAAAECFRD/GbNm1SfHy8Xn/9dXXt2jVk3siRIzVx4sSQaU6nU8XFxTp+/Lg+/fRTSVKfPn2C89u2bavmzZtrw4YNkR88AAAAAAAWiov2ADIyMpSRkVHhvNTU1JDfi4uLtXDhQp1zzjlq3Lix9u/fr+TkZCUmJoYs16xZM+3bty/sMZmmqYKCgrBvH2k+ny/kJ2ITfbKH6vTJ4XDI4/EoYBoKGIGaHlo5AdOQVDpW0zQjXs/q9ZOkgErX0fhJTSNghPyssXoWP6a1Ga959kCf7IE+2QN9sge79Mk0TTkcjkotG/UQX1klJSW65557tGPHDi1ZskRSaSMSEhLKLZuYmKjCwsKwaxUXF2vLli1h394qOTk50R4CKoE+2UM4ffJ4PEpNTZXf51dBfuS/+PMnlb5kZ2dnW/JGZPX6SVKRv0hS6UlLK6r54xOb1gSrH9O6gNc8e6BP9kCf7IE+2YMd+lRRtq2ILUL88ePHdccdd2j9+vV6+umn1aVLF0mS2+1WUVFRueULCwvl8XjCrhcfH6/27duHfftI8/l8ysnJUZs2baq1nogs+mQP1elT2belbo9b3nolkRheCLfHLan0sCGrtsSX1bVi/SQpwV365pWYmChvPW9wuhEw5Pf75Xa75XTV3JFgVj+mtRmvefZAn+yBPtkDfbIHu/QpKyur0svGfIjPzc3VjTfeqD179mj+/PlKT08PzmvRooWOHDmioqKikG8tcnNz1bx587BrOhwOeb3eUy8YZR6PxxbjrOvokz1Up08uh1Mup6uGR1RxHUmWvwFZtX6S5Pr+VC3OE9R0ump2LNF6TGszXvPsgT7ZA32yB/pkD7Hep8ruSi/FwIntTubo0aP6/e9/r0OHDmnJkiUhAV6SevToIcMwgie4k0p3idy/f3+5ZQEAAAAAsLuY3hL/6KOPavfu3Zo3b54aN26sAwcOBOc1btxYzZs316WXXqrJkyfrkUcekcfj0QMPPKBevXqpW7du0Rs4AAAAAAARELMhPhAI6K233lJxcbF+//vfl5v/7rvv6swzz9TDDz+sRx55RGPHjpUknXvuuZo8ebLVwwUAAAAAIOJiKsRPmzYt+H+Xy6Uvv/zylLfxer3605/+pD/96U+RHBoAAAAAAFEX08fEAwAAAACAHxDiAQAAAACwCUI8AAAAAAA2QYgHAAAAAMAmCPEAAAAAANgEIR4AAAAAAJsgxAMAAAAAYBOEeAAAAAAAbIIQDwAAAACATRDiAQAAAACwCUI8AAAAAAA2QYgHAAAAAMAmCPEAAAAAANgEIR4AAAAAAJsgxAMAAAAAYBOEeAAAAAAAbIIQDwAAAACATRDiAQAAAACwCUI8AAAAAAA2QYgHAAAAAMAmCPEAAAAAANgEIR4AAAAAAJsgxAMAAAAAYBOEeAAAAAAAbIIQDwAAAACATRDiAQAAAACwCUI8AAAAAAA2QYgHAAAAAMAmCPEAAAAAANgEIR4AAAAAAJsgxAMAAAAAYBOEeAAAAAAAbIIQDwAAAACATRDiAQAAAACwCUI8gDrN4XDI4/HI4XBEeygAAADAKcVFewAAUJMMw5TTWflA7vF4lJqaGsERAQAAADWHEA+gVnE6HVq6ersOHC6o1PIB05Df55fb45bLUbWdk1JaJWtQn9bhDBMAAAAICyEeQK1z4HCBvs3Lr9SyASOggvwCeeuVyOV0ValO00aecIYHAAAAhI1j4gEAAAAAsAlCPAAAAAAANkGIBwAAAADAJgjxAAAAAADYBCEeAAAAAACbIMQDAAAAAGAThHgAAAAAAGwipkL8nDlzNHz48JBpW7Zs0bBhw9StWzdlZGToxRdfDJlvGIaeeuop9e/fX926ddONN96o3bt3WzlsAAAAAAAsETMhfsmSJZo1a1bItMOHD2vEiBFq1aqVli9frltvvVWZmZlavnx5cJlnn31WL730kh5++GG9/PLLMgxDo0aNUlFRkcVrAAAAAABAZMVFewD79+/XAw88oHXr1qlNmzYh81555RXFx8froYceUlxcnNq1a6ddu3Zp7ty5uuqqq1RUVKQFCxZowoQJOv/88yVJM2fOVP/+/fXOO+/osssus36FAAAAAACIkKiH+E2bNik+Pl6vv/66nnnmGe3Zsyc4b+PGjerVq5fi4n4YZp8+fTRnzhzl5eXp22+/VX5+vvr27Ruc36BBA6WmpmrDhg1hh3jTNFVQUBD+SkWYz+cL+YnYRJ+s53A45PF4FDANBYxApW5jBIyQn1UR0Pe3rUK96giYpfV8Pp9M04x4vXAez+o60WNanT6dtJ7Fj2ltxmuePdAne6BP9kCf7MEufTJNUw6Ho1LLRj3EZ2RkKCMjo8J5+/btU0pKSsi0Zs2aSZL27t2rffv2SZJatmxZbpmyeeEoLi7Wli1bwr69VXJycqI9BFQCfbKOx+NRamqq/D6/CvKr9kWc3++vcr0if+lhO4WFhVWuFw5/UulLdnZ2tiVvRNV5PMN1qsc0nD6djNWPaV3Aa5490Cd7oE/2QJ/swQ59SkhIqNRyUQ/xJ+P3+8utSGJioqTSD3hlH7gqWubo0aNh142Pj1f79u3Dvn2k+Xw+5eTkqE2bNvJ4PNEeDk6APlmv7NtLt8ctb72SSt3GCBjy+/1yu91yuqp2mpAEd+lrT2Jiorz1vFUbbBjcHrckqW3btpZtiS+rW9nHs7pO9JhWp08nY/VjWpvxmmcP9Mke6JM90Cd7sEufsrKyKr1sTId4t9td7gR1hYWFkiSv1yu3u/TDV1FRUfD/ZctUp0EOh0Neb+Q/kFeXx+OxxTjrOvpkPZfDKZfTVaXbOF1Vv43r+3ODOsOoFw6Xo7Se1W9A4TyeYdc6xWMaTp9OWi9Kj2ltxmuePdAne6BP9kCf7CHW+1TZXemlGDo7fUVatGih3NzckGllvzdv3jy4G31FyzRv3tyaQQIAAAAAYJGYDvHp6en69NNPFQj8cHKjtWvXqm3btmrSpIk6duyopKQkrVu3Ljj/2LFj2rx5s9LT06MxZAAAAAAAIiamQ/xVV12l48eP67777lNWVpZWrFihhQsXavTo0ZJKj4UfNmyYMjMz9e6772rr1q2688471aJFCw0aNCjKowcAAAAAoGbF9DHxTZo00bx58zR16lQNGTJETZs21T333KMhQ4YEl7nttttUUlKiyZMny+/3Kz09XfPnz1d8fHwURw4AAAAAQM2LqRA/bdq0ctO6dOmipUuXnvA2LpdLd999t+6+++5IDg0AAAAAgKiL6d3pAQAAAADADwjxAAAAAADYBCEeAAAAAACbIMQDAAAAAGAThHgAAAAAAGyCEA8AAAAAgE0Q4gEAAAAAsAlCPAAAAAAANkGIBwAAAADAJgjxAAAAAADYBCEeAAAAAACbIMQDAAAAAGAThHgAAAAAAGyCEA8AAAAAgE0Q4gEAAAAAsAlCPAAAAAAANkGIBwAAAADAJgjxAAAAAADYBCEeAFBnJXnjZRimpTWtrgcAAGqXuGgPAACAaPEkxMnpdGjp6u06cLgg4vWaJnt1zcCUiNcBAAC1FyEeAFDnHThcoG/z8qM9DAAAgFNid3oAAAAAAGyCEA8AAAAAgE0Q4gEAAAAAsAlCPAAAAAAANhGREL9v375I3C0AAAAAAHVaWCH+7LPP1pdfflnhvI0bN+riiy+u1qAAAAAAAEB5lb7E3IIFC1RQUHoNXdM0tWzZMn344Yfllvv888+VkJBQcyMEAAAAAACSqhDiCwsL9fTTT0uSHA6Hli1bVm4Zp9Op+vXr6+abb665EQIAAAAAAElVCPE333xzMJx37NhRr7zyirp06RKxgQEAAAAAgFCVDvE/tnXr1poeBwAAAAAAOIWwQrwk/etf/9L7778vn88nwzBC5jkcDj3yyCPVHhwAAAAAAPhBWCF+wYIFevzxx5WYmKjGjRvL4XCEzP/p7wAAAAAAoPrCCvGLFy/W4MGDNXXqVM5EDwAAAACARcK6TnxeXp6uvvpqAjwAAAAAABYKK8SnpqZqx44dNT0WAAAAAABwEmHtTv+HP/xBd9xxh7xer7p27SqPx1NumdNPP73agwMAAAAAAD8IK8Rfd911MgxDf/jDH054ErstW7ZUa2AAAAAAACBUWCH+4Ycf5gz0AAAAAABYLKwQf+WVV9b0OAAAAAAAwCmEFeI3bNhwymXS09PDuWsAAAAAAHACYYX44cOHy+FwyDTN4LSf7l7PMfEAAAAAANSssEL8iy++WG5aQUGBNm7cqL/97W+aPXt2tQcGAAAAAABChRXie/XqVeH0888/X16vV88995zmzJlTrYEBAAAAAIBQzpq+w549e2r9+vU1ep8lJSV68skndcEFFygtLU1Dhw7Vf/7zn+D8LVu2aNiwYerWrZsyMjIq3FMAAAAAAAC7q/EQ/95776levXo1ep/PPfecli1bpocfflgrV65U27ZtNWrUKOXm5urw4cMaMWKEWrVqpeXLl+vWW29VZmamli9fXqNjAAAAAAAg2sLanf53v/tduWmGYWjfvn3as2ePbrzxxmoP7MfWrFmjyy67TP369ZMk3XvvvVq2bJn+85//KDs7W/Hx8XrooYcUFxendu3aadeuXZo7d66uuuqqGh0HAAAAAADRFNaWeNM0y/1zOp1KSUnRQw89pDvuuKNGB9mkSRO9//77+uabbxQIBLR06VIlJCSoY8eO2rhxo3r16qW4uB++j+jTp49ycnKUl5dXo+MAAAAAACCawtoSv2jRopoex0ndd999uv3223XhhRfK5XLJ6XRq9uzZatWqlfbt26eUlJSQ5Zs1ayZJ2rt3r0477bQq1zNNUwUFBTUy9kjw+XwhPxGb6JP1HA6HPB6PAqahgBGo1G2MgBHysyoC+v62VahXHQGztJ7f7w+5xGekOBwOud3uKj2e1XWix7Q6fQqnXqSU9dDn81nSQyvxmmcP9Mke6JM90Cd7sEufTNMsd9n2EwkrxJf58MMPtX79eh07dkyNGzdWjx491L9//+rcZYWysrJUv359PfPMM2revLmWLVumCRMmaPHixfL7/UpISAhZPjExUZJUWFgYVr3i4mJbXOc+Jycn2kNAJdAn63g8HqWmpsrv86sgv2pfxPn9/irXK/IXSSp9ralqvXDEN/fKMEy53e6I1/qxQn/VH89wneoxDadP1alX0/xJpW+72dnZMf9hIly85tkDfbIH+mQP9Mke7NCnn+baEwkrxBcVFemWW27Rxx9/LJfLpeTkZB0+fFhz5sxRnz59NGfOnEoP4FT27t2ru+66SwsXLlTPnj0lSZ07d1ZWVpZmz54tt9utoqKikNuUhXev1xtWzfj4eLVv3756A48gn8+nnJwctWnTRh6PJ9rDwQnQJ+uVfXvp9rjlrVdSqdsYAUN+v19ut1tOV9WOMEpwl77OJSYmylsvvNebqmjUsJ6cTodefmer9h+OfODs0CpZF/VtK7e78o9ndZ3oMa1On8KpFyluT+kXMG3btq2VW+J5zYt99Mke6JM90Cd7sEufsrKyKr1sWCF+9uzZ+vTTT/X444/r0ksvlcvlUklJid544w1NmTJFzz33nG6//fZw7rqcL774QsXFxercuXPI9K5du+rDDz/U6aefrtzc3JB5Zb83b948rJoOhyPsLwCs5PF4bDHOuo4+Wc/lcMrldFXpNk5X1W/j+v60Is4w6oWjrF7eEb/2H4z8VtwWyaVXGrFq/aRTP6bh9Kk69Wqay1FaL5Y/RFQXr3n2QJ/sgT7ZA32yh1jvU2V3pZfCPLHdG2+8obFjx+ryyy+Xy1X6oScuLk5XXHGFxo4dq1WrVoVztxVq0aKFJGnbtm0h07dv3642bdooPT1dn376qQKBH45lXLt2rdq2basmTZrU2DgAAAAAAIi2sEL8oUOHlJqaWuG81NRU7d+/v1qD+rEuXbqoR48emjhxotauXaucnBzNmjVLn3zyiW666SZdddVVOn78uO677z5lZWVpxYoVWrhwoUaPHl1jYwAAAAAAIBaEFeJbtWqlTz/9tMJ5GzZsUMuWLas1qB9zOp167rnn1KdPH02aNElXXnml1q5dq4ULF6pr165q0qSJ5s2bp+zsbA0ZMkRPP/207rnnHg0ZMqTGxgAAAAAAQCwI65j4a6+9VtOmTZPb7dall16q0047TXl5eXrjjTf05z//WWPHjq3RQTZs2FAPPPCAHnjggQrnd+nSRUuXLq3RmgAAAAAAxJqwQvx1112nzZs3KzMzUzNmzAhON01TQ4YM0U033VRjAwQAAAAAAKXCvsTc1KlTNXLkSK1fv15Hjx6Vw+HQgAED1K5du5oeIwAAAAAAUBWPid+2bZuuuuoqvfDCC5Kkdu3a6brrrtP111+vJ598UuPHj1d2dnZEBgoAAAAAQF1X6RD/zTff6He/+53y8vLUtm3bkHnx8fG65557dOTIEV1//fU1enZ6AAAAAABQqtIhfu7cuWrUqJFee+01XXTRRSHzPB6P/u///k+vvvqqEhMTNWfOnBofKAAAAAAAdV2lQ/wnn3yiUaNGqXHjxidcpmnTpho5cqT+9a9/1cjgAAAAAADADyod4nNzc9WmTZtTLpeSkqJ9+/ZVZ0wAAAAAAKAClQ7xjRs3Vm5u7imXO3z4sBo2bFitQQEAAAAAgPIqHeLT09O1YsWKUy63cuVKpaamVmtQAAAAAACgvEqH+OHDh2vdunWaNm2aCgsLy80vKirS448/rg8//FBDhw6t0UECAAAAAAAprrILdu7cWZMmTdIjjzyiv/3tb+rbt6/OPPNMBQIBffvtt1q3bp0OHz6s22+/Xf3794/kmAEAAAAAqJMqHeIlaejQoerYsaPmz5+vd999N7hFvl69eurXr59Gjhyprl27RmSgAAAAAADUdVUK8ZLUo0cP9ejRQ5J06NAhxcXFqUGDBjU+MAAAAAAAEKrKIf7HTnbNeAAAAAAAULMqfWI7AAAAAAAQXYR4AAAAAABsghAPAAAAAIBNEOIBAAAAALAJQjwAAAAAADZBiAcAwCJJ3ngZhmlpTavrAQCAyKrWJeYAAEDleRLi5HQ6tHT1dh04XBDxek2TvbpmYErE6wAAAOsQ4gEAsNiBwwX6Ni8/2sMAAAA2xO70AAAAAADYBCEeAAAAAACbIMQDAAAAAGAThHgAAAAAAGyCEA8AAAAAgE0Q4gEAAAAAsAlCPAAAAAAANsF14gGgmpomey2pk9zAbUkdAAAAxC5CPACEyVdUIsMwdc3AlGgPBQAAAHUEIR4AwnS8oFhOp0PHt65Tcd7XEa8Xf1orJXXsHfE6AAAAiF2EeACopuK8r+XL+cqiaoR4AACAuowT2wGIKMMwoz0EAAAAoNZgSzyAiHI6HVq6ersOHC6IeK2UVska1Kd1xOsAAAAA0UKIBxBxBw4X6Nu8/IjXadrIE/EaAAAAQDSxOz0AAAAAADZBiAcAAAAAwCYI8QAAAAAA2AQhHgAAAAAAmyDEAwAAAABgE4R4AAAAAABsghAPAAAAAIBNEOIBAAAAALAJQjwAAAAAADZhmxC/cuVKXXLJJercubMuvfRS/f3vfw/O++abbzR69Gh1795d/fr106xZsxQIBKI4WgAAAAAAap4tQvzf/vY33XfffRo6dKjefPNNXXbZZRo/frw+//xzFRcX64YbbpAkvfzyy3rwwQf117/+Vc8880yURw0AAAAAQM2Ki/YATsU0TT355JP63e9+p6FDh0qSbr75Zm3cuFHr16/Xnj179O233+qVV15Rw4YNlZKSooMHD+rxxx/XmDFjlJCQEOU1AAAAAACgZsT8lvjs7Gzt2bNHgwcPDpk+f/58jR49Whs3blSnTp3UsGHD4Lw+ffro+PHj2rJli9XDBQAAAAAgYmJ+S3x2drYkqaCgQDfccIM2b96sM888UzfffLMyMjK0b98+tWjRIuQ2zZo1kyTt3btXXbt2rXJN0zRVUFBQ/cFHiM/nC/mJ2ESfJIfDIY/Ho4BpKGBE/jwVARmSJKMK9YyAEfKzKgzz+9saRli3r3I9o+rrVx3hPJ6RqlmdPoVTL1Isr/f936jP55NpmhGtxWuePdAne6BP9kCf7MEufTJNUw6Ho1LLxnyIP378uCRp4sSJGjt2rCZMmKC3335bt9xyi1544QX5/X41aNAg5DaJiYmSpMLCwrBqFhcX22Irfk5OTrSHgEqoy33yeDxKTU2V3+dXQX7kvxgr8hdJKn3uV7We3++vcr3CBvHf1ytSfkF+lW9fVc7C8NcvHNV5PCNVM5w+VadeTbO6nj+p9G0+Ozvbsg8vdfk1z07okz3QJ3ugT/Zghz5V9lDwmA/x8fGlH5JvuOEGDRkyRJJ09tlna/PmzXrhhRfkdrtVVFQUcpuy8O71esOu2b59+2qMOrJ8Pp9ycnLUpk0beTyeaA8HJ0CfFPw20e1xy1uvJOL1EtylL3yJiYny1qvc898IGPL7/XK73XK6qnaEUdkXhomJCTK89ao22DAkJlZ9/aojnMczUjWr06dw6kWK1fXcHrckqW3btpZsia/rr3l2QJ/sgT7ZA32yB7v0KSsrq9LLxnyIb968uSQpJSUlZHr79u31wQcfqFevXtq+fXvIvNzc3JDbVpXD4Qj7CwAreTweW4yzrqNPksvhlMvpinyd70/z4QyjntMVxm0c39dzOms0WJ6wnjP89QtHdR7PSNUMp0/VqVfTLK/3/d+olR9aeM2zB/pkD/TJHuiTPcR6nyq7K71kgxPbderUSfXq1dMXX3wRMn379u1q1aqV0tPTtXnz5uBu95K0du1a1atXTx07drR6uAAAAAAAREzMh3i3261Ro0bpmWee0RtvvKGvv/5azz33nP71r39pxIgRGjBggJo2bao77rhDW7du1Zo1a/TEE09o5MiRXF4OAAAAAFCrxPzu9JJ0yy23yOPxaObMmdq/f7/atWun2bNnq3fv3pKkefPmacqUKfrtb3+rhg0b6vrrr9ctt9wS5VEDAFB3lF2Noiq7AwIAgKqzRYiXpBEjRmjEiBEVzmvdurUWLFhg8YgAAIhtSd54GYYppzPywbrsahSGEdkT6AEAUNfZJsQDAICq8STEyel0aOnq7TpwOLKXtAuYhhp5Xfr94K4RrQMAQF1HiAcAoJY7cLhA3+blR7RGwAgEr0sPAAAiJ+ZPbAcAAAAAAEoR4gEAAAAAsAlCPAAAAAAANkGIBwAAAADAJgjxAAAAAADYBCEeAAAAAACbIMQDAAAAAGAThHgAAAAAAGyCEA8AAAAAgE0Q4gEAAAAAsAlCPAAAAAAANkGIBwAAAADAJgjxAAAAAADYBCEeAAAAAACbIMQDAAAAAGAThHgAAAAAAGyCEA8AAAAAgE0Q4gEAAAAAsAlCPAAAAAAANkGIBwAAAADAJgjxAAAAAADYBCEeAAAAAACbIMQDAAAAAGAThHgAAAAAAGyCEA8AAAAAgE0Q4gEAAAAAsAlCPAAAAAAANkGIBwAAAADAJgjxAAAAAADYBCEeAAAAAACbIMQDAAAAAGAThHgAAFAj6tdLkGGYlteNRk0AAKIlLtoDAAAAtYM3MV5Op0NLV2/XgcMFltRsmuzVNQNTLKkFAEAsIMQDAIAadeBwgb7Ny4/2MAAAqJXYnR4AANhWkjfe8t3pa3s9AEBsY0s8AACwLU9CnKW78Ke0StagPq0tq8fhAgCAnyLEA3WMYZhyOh3RHgYA1CirduFv2shjaT0AAH6KEA/UMdHYYgUAAACgZhDigTrI6i1WAAAAAGoGJ7YDAAAAAMAmCPEAAAAAANgEIR4AAAAAAJsgxAMAAAAAYBO2CvHZ2dlKS0vTihUrgtO2bNmiYcOGqVu3bsrIyNCLL74YxRECAAAAABA5tgnxxcXFmjBhggoKfrgs1uHDhzVixAi1atVKy5cv16233qrMzEwtX748iiMFAAAAACAybHOJudmzZyspKSlk2iuvvKL4+Hg99NBDiouLU7t27bRr1y7NnTtXV111VZRGCgAAAABAZNhiS/yGDRu0dOlSTZs2LWT6xo0b1atXL8XF/fBdRJ8+fZSTk6O8vDyrhwkAAAAAQETF/Jb4Y8eO6Z577tHkyZPVsmXLkHn79u1TSkpKyLRmzZpJkvbu3avTTjstrJqmaYbsth9rfD5fyE/Epljsk8PhkMfjUcA0FDACEa8XkCFJMmK4nhEwQn5WhWF+f1vDCOv2Va5nxP7jGama1elTOPUipTbX+3FvYuFvptbU+/51xufzyTTNat9fLL43oTz6ZA/0yR7s0ifTNOVwOCq1bMyH+AcffFBpaWkaPHhwuXl+v18JCQkh0xITEyVJhYWFYdcsLi7Wli1bwr69VXJycqI9BFRCLPXJ4/EoNTVVfp9fBfmR/6KqyF8kqfT5GOv1/H5/lesVNoj/vl6R8gvyq3z7qnIW2ufxjFTNcPpUnXo1rbbXKxNLfzN2r+dPKv2olp2dXaMfQGPpvQknRp/sgT7Zgx369NNseyIxHeJXrlypjRs3atWqVRXOd7vdKioqCplWFt69Xm/YdePj49W+ffuwbx9pPp9POTk5atOmjTweT7SHgxOIxT6Vfbvn9rjlrVcS8XoJ7tIXosTERHnrhf+cjGQ9I2DI7/fL7XbL6araEUZlXxomJibI8Nar2mDDkJgY+49npGpWp0/h1IuU2lzvx1viY+FvprbUc3vckqS2bdvW2Jb4WHtvQnn0yR7okz3YpU9ZWVmVXjamQ/zy5ct18OBBnX/++SHTH3jgAb311ltq0aKFcnNzQ+aV/d68efOw6zocjmp9CWAVj8dji3HWdbHYJ5fDKZfTFfk63592w2mDek5XGLdxfF/P6azRYHnCek77PJ7Vrdm8cVLw8ZVKd10uLExUYmJiyPTqOq1B6XOztj6m0eih1fVq+2Pq+v7vvaY/eMbiexPKo0/2QJ/sIdb7VNld6aUYD/GZmZnldp0cNGiQbrvtNl1++eX629/+ppdfflmBQEAuV+kb6dq1a9W2bVs1adIkGkMGAFSDr6hEhmHqmoEpp14YAACgDorpEH+irelNmjRR8+bNddVVV2nevHm67777NGrUKH355ZdauHChpkyZYvFIAQA14XhBsZxOh45vXafivK+D0w3DUGFhkRITE4J7JNSE+NNaKalj7xq7PwAAgEiL6RB/Kk2aNNG8efM0depUDRkyRE2bNtU999yjIUOGRHtoAIBqKM77Wr6cr4K/GwFD+QX5Mrz1InDoAiEeAADYh+1C/LZt20J+79Kli5YuXRql0QAAAAAAYJ3In4kJAAAAAADUCEI8AAAAAAA2QYgHAAAAAMAmCPEAAAAAANgEIR4AAAAAAJsgxAMAAAAAYBO2u8QcAMBaTZO9tbIWAACAHRHiAQAV8hWVyDBMXTMwxdK6hmHKKPJbWhMAAMAuCPEAgAodLyiW0+nQ8a3rVJz3tSU1409rpaSOvWX4j1tSDwAAwG4I8QCAkyrO+1q+nK8srNjbwlqlrNqNP7mB25I6AACg9iLE25jD4ZBhmHI6HZbVtLoeAESUwxmVQwYAAADCRYi3OafToaWrt+vA4YKI12qa7OWDLoDaxTTkdDp07PM1CuQfjni5ssMFAAAAwkWIrwUOHC7Qt3n50R4GANhW4d4dKj6016JqhHhEj8PhkMfjkcPBXnUAYFeEeAAAgBiV5I2v0UPZPB6PUlNTT7oMh84BQGwjxAOodapykjLDNFTYIF6JiYlyOpwRqwMA4fAkxNXooXMB05Df55fb45argtc8Dp0DgNhHiAdQa0TjuuZc0xyAFWrq0LmAEVBBfoG89UrkcrpqYGQAAKsR4gHUGuFc19wwDBUWFikxMUFOZ9W2xHNNcwAAAFiNEA8g4qza7bysTlWua24EDOUX5Mvw1pPTVbUQX4qTlAEAAMA6hHgAEcPu7QAAAEDNIsQDiJhwdm+vDnZvBwAAQG1HiAcQcVXZvb362L0dAAAAtVc4B4ACAAAAAIAoIMQDAAAAAGAThHgAAAAAAGyCEA8AAAAAgE0Q4gEAAAAAsAlCPAAAAAAANkGIBwAAAADAJgjxAAAAAADYRFy0BwAAQF3TNNlrSZ3kBm5L6gAAAOsQ4gEAsIrDKcMwdc3AlGiPBAAA2BQhHgAAq5iGnE6Hjn2+RoH8wxEvF39aKyV17B3xOgAAwDqEeAAALFa4d4eKD+21qBohHgCA2oQT2wEAAAAAYBOEeAAAAAAAbIIQDwAAAACATRDiAQAAAACwCUI8AAAAAAA2QYgHAAAAAMAmCPEAAAAAANgE14kHAKCWa5rsjXgNwzR0mgV1AACo6wjxAADUVg6nDMPUNQNToj0S4IQMw5TT6ai19QCgphHiAQCorUxDTqdDxz5fo0D+4YiWMgxDzuTTldy5f0TroPZxOh1aunq7DhwuiHitpslevtQCYHuEeKAOsmLXWivrADi5wr07VHxob0RrGAFDzsIiQjzCcuBwgb7Ny4/2MADAFgjxqLQkbzy7vNUCVu9aaximjCK/ZfUAAACA2swWIf7IkSN64okn9MEHH+j48ePq0KGD7rrrLvXs2VOS9Mknn2j69OnauXOnWrZsqXHjxunSSy+N8qhrH09CHLu81QJW7VorSfGntVJSx94y/McjXgsAAACoC2wR4sePH68DBw7oiSeeUJMmTbRo0SLdcMMNeu2112SapkaPHq0RI0Zo+vTp+uCDD3TPPfeocePG6tu3b7SHXiuxy5v9WbFr7Q96W1QHAAAAqP1iPsTv2rVL//rXv/TSSy+pR48ekqT7779fH330kVatWqWDBw+qQ4cOuvPOOyVJ7dq10+bNmzVv3jxCPAAAAACgVon5EJ+cnKy5c+eqc+fOwWkOh0MOh0PHjh3Txo0bNWDAgJDb9OnTR1OnTpVpmnI4qn48tWmaKiiI/O7i4fL5fJKkwsJCeTweBUxDASMQ8boBGZJKrwVsST2ztJ7P55NpmhGvV9PK+lT2MxY4HA55PB4ZAUNGwIh4PcP4/m8mhuuV/S2H8zcdrfU7rZFbhhn5eqc1cgfrWrF+ZbWk8o9pdfoUTr1Iqc31AkZAzrK6Fr1PSD+8N1n1vGhUP0GShe+FNfzeW/Z3cKK/B6vfe8velyz7LGOTzxax+BkC5dEne7BLn6qSXWM+xDdo0EDnnXdeyLS3335bu3bt0h/+8Ae99tpratGiRcj8Zs2ayefz6fDhw2rcuHGVaxYXF2vLli3VGrcVvv32WzVq1Eh+n18F+ZH/0qHIXySp9MsDK+r5k0r/PLOzs2P+SXcyOTk50R5CkMfjUWpqqnx+vwoLIn9IhLPw+7+ZoiL5Yrye31/1k+9Zvn5FJTIMU9cO6hjxWmUMw5Tvu2PKt2D9pFM/puH0qTr1alptrxf//U+r3ick6eixfMufF5J16xip994TPZesfu8te1+y6rOM3T5bxNJnCJwYfbIHO/QpISGhUsvFfIj/qc8++0yTJk3SoEGDdP7558vv95db2bLfi4qKwqoRHx+v9u3bV3uskeLz+ZSTk6PTTz9dkuT2uOWtVxLxugnu0sc1MTFR3nqRv3SY21O6FbBt27Yx/W35iZT1qU2bNvJ4PNEejiQFv93zuN2K89aLeL3ExO//ZhIS5IzRegEjIL/fL7fbLZfTFfF61ZH4/cklj3y2WoHjhyJeL6Fpa9U/u4/ijSLVs2D9pBM/ptXpUzj1IqU21/vxVlSr3ickqTjglNPp0Hdb1qrowK6I1yt7Xli1jjX93msEjOBzyelylptv9Xtv2fuSVZ9l7PLZIhY/Q6A8+mQPdulTVlZWpZe1VYhfs2aNJkyYoO7duyszM1NS6ZvaT8N62e/hNsnhcMjrjf3rWycmJkqSXA5njX6oPRHX9ztKOq2q5yitF8tPtsrweDwx9/fkdDkr/PBW43WcTtvUczldVb5NtNaveF+WJScmLK3Xx7L1+6HmiR/TcPpUnXo1rbbXC9a16H2irJYklRzcrcKvN0W+XtnzwubvvU5XxfcXrfdeyz7L2OyzRSx+hkB59MkeYr1PVTkM3Lp39GpavHixxo0bpwsuuEDPP/98MMC2bNlSubm5Icvm5ubK6/Wqfv360RgqAACALSV542UYsbuFGgBgky3xL730kh5++GENHz5c9913X8i3FD179tT69etDll+7dq26d+8e3AIBAACAU/N8f9jO0tXbdeBw5I9RT2mVrEF9Wke8DgDUJjEf4rOzs/XII49o4MCBGj16tPLy8oLz3G63hg8friFDhigzM1NDhgzRP//5T/3jH//QvHnzojhqAAAA+zpwuEDf5kX+ZIhNG9ljt3YAiCUxH+LffvttFRcXa/Xq1Vq9enXIvCFDhmjatGl69tlnNX36dP3lL3/RmWeeqenTp3ONeAAAAABArRPzIX7MmDEaM2bMSZc599xzde6551o0IgAAAAAAooODxoEIcTgc8ng8VTrTJAAAAJ8hAJxMzG+JB6xkGKaczpp5w/R4PEpNTbWsXmUZhimnO8nSmgAA1GVVfb+vzGeImqwHwF4I8cCP1OQZeQOmIb/PL7fHHbwu7Y+VnZHXqjMAS1LTZK+uGZgiZ4LbknoAAKDqny9O9RniZMre6wHUXoT4WqBpsteSOskN6kbwq6kz8gaMgAryC+StVyKX01VuftkZea06AzAAAIieqrzfn+ozBIC6jRBvYw6HQ4Zh1tpvW5O88ewOBgAAAAA/Qoi3MdMsDbjHPl+jQP7hiNeLP62Vkjr2jnidMp6EuBrdvf1UynZvBwAAAIBYRYivBQr37lDxob0WVbMuxJexanfzst3bAQAAACBWcYk5AAAAAABsghAPAAAAAIBNEOIBAAAAALAJQjwAAABQS5Rd3cdKVtcD6jpObAcAAFBFTZO9ltRJbuC2pA5qD6uv7tM02VtrL3cMxCpCPAAAQGU5nDIMk9CCmGfV1X0AWI8QDwAAUFmmIafToWOfr1Eg/3DEy8Wf1kpJHa2/vCsAIHYR4lFl7EIIADgZq94nrK71Y4V7d6j40F6LqhHiAQA/IMSj8tiFEABwMlF6nzAMU0aR39KaAABECyEelccuhACAk7H4fUL64b3C8B+3pB4AANFGiEeVsQshAOBkrH2fkHivAADUJVwnHgAAAHVCNK6hDgA1jS3xAAAAqBOsvoa6JKW0StagPq0tqQWgbiDEAwAAoE6x8hrqTRt5LKkDoO5gd3oAAAAAAGyCEA8AAAAAgE2wOz0AAECMa5rsrZH7MUxDhQ3ilZiYKKej/Lac5AbuGqlTVTW1fqcSrfUDgJpEiAcAAIhVDqcMw9Q1A1OiPZKI8BWV1Or1A4BIIMQDAADEKtOQ0+nQsc/XKJB/uNp3ZxiGCguLlJiYIKez/Jb4+NNaKalj72rXqazjBcVyOh06vnWdivO+jng9q9cPACKBEA/8hNW7LFq1C6HVtQAANadw7w4VH9pb7fsxAobyC/JleOvJ6TrRqZGsD7nFeV/Ll/OVRdUI8QDsjRAPfC8au/RFYxdCwzBlFPktrQkAAACgZhDige/V9C59ld1lsaZ2kayMspqG/7gl9QAAAADULEI88BM1tUtfZXdZrKldJCuP3QgBAAAAu+I68QAAAAAA2ARb4hHzrDoZGyd9AwCgFO+99kcPgdqLEI/YFYVr43LSNwBAncZ7r+1F60S9TqfDsnpAXUeIR+yq4WvjngonfQMA1Hm899peTZ+o91Rc9ZLVIG1AxOsA+AEhHjHP2hO/cdI3AABq+3uvlbuAJzdwV7mmYRoqbBCvxMREOR1VO4VVWZ2aOlHvqcQ3binV0RDvcDjk8XjkcLAXAqxFiAcAAEDdEIXDBSRxiILNnehwAY/Ho9TUVEtrAhIhHgAAAHWFxYcLSD8cMlCVmoZhqLCwSImJCXI6q7YlnkMUap7T6dDS1dt14HBByPSAacjv88vtcctVxT0mTqZpstfyL5pgL4R4AAAA1CnWHi4gSb2rVNMIGMovyJfhrSenK5xwyOGBNe3A4QJ9m5cfMi1gBFSQXyBvvRK5nK4ojQx1EdeJBwAAABAWpztJhmFaWtPqekCsYUs8AAAAgLA4E9wn3N08EtjVHCDEAwAAAKiminY3BxAZ7E4PAAAAAIBNEOIBAAAAALAJQjwAAAAAADZBiAcAAAAAwCZqRYg3DENPPfWU+vfvr27duunGG2/U7t27oz0sAAAAAEAUORwOxcfHR3sYNapWhPhnn31WL730kh5++GG9/PLLMgxDo0aNUlFRUbSHBgAAAKCGJHnja/114qOxjqZpbT0r18/j8Si1Uyc5HA7Lakaa7S8xV1RUpAULFmjChAk6//zzJUkzZ85U//799c477+iyyy6L7gABAAAA1AhPQpyl16VPaZWsQX1aR7zOj1m9jk2TvbpmYIqOb12n4ryvI14v/rRWSurY27L1a9LIresGdVRxxCtZx2Fa/bVLDfvyyy/1m9/8Rv/4xz/Utm3b4PTrrrtOKSkpmjJlSpXu77PPPpNpmjG9y4VpmiopKVFcXJycTqcMf75MIxDxuo64eDkTPNSrAtM0T/itn9XrF42adql3sj5Fol64anu9U9UMt0/h1ouE2l5Prji5Er0x8zdDvYrF0ntTba9XnZp2e2/K9xUrYMHW1fg4pzyJcbFRzzRlSnJIUg2+P1m9ji6nQ/U88TKKfDJLIh91rf6bcTodSvLEyzCMmN4aX1xcLIfDoe7du59yWdtvid+3b58kqWXLliHTmzVrFpxXFWWNjeUGOxwOJSQkBH93uutZWp969q4XjZrUo16s16SevetFoyb1qBfrNa2uV89j7Qaw2l4vGjWdCR4pwWNZPcvXzxnbR5I7HI5KZ1Dbh3ifzydJIaFWkhITE3X06NEq319aWlqNjAsAAAAAgJoW219HVILb7ZakciexKywslMdj3TdJAAAAAABEmu1DfNlu9Lm5uSHTc3Nz1bx582gMCQAAAACAiLB9iO/YsaOSkpK0bt264LRjx45p8+bNSk9Pj+LIAAAAAACoWbY/Jj4hIUHDhg1TZmamGjdurDPOOEPTp09XixYtNGjQoGgPDwAAAACAGmP7EC9Jt912m0pKSjR58mT5/X6lp6dr/vz5MX2ZOAAAAAAAqsr214kHAAAAAKCusP0x8QAAAAAA1BWEeAAAAAAAbIIQDwAAAACATRDiAQAAAACwCUI8AAAAAAA2QYgHAAAAAMAmCPE2YhiGnnrqKfXv31/dunXTjTfeqN27d0d7WPiROXPmaPjw4SHTtmzZomHDhqlbt27KyMjQiy++GKXR1W1HjhzRH//4R5177rnq3r27rrvuOm3cuDE4/5NPPtGVV16prl276qKLLtKbb74ZxdHWXQcPHtTdd9+tPn36KC0tTTfddJN27twZnM/zKbZkZ2crLS1NK1asCE6jR7Fj//796tChQ7l/Zf2iV7Fh5cqVuuSSS9S5c2ddeuml+vvf/x6c980332j06NHq3r27+vXrp1mzZikQCERxtHXPunXrKnwedejQQRdeeKEk+hQrSkpK9OSTT+qCCy5QWlqahg4dqv/85z/B+bXqNc+EbcyePdvs3bu3+f7775tbtmwxR44caQ4aNMgsLCyM9tBgmubixYvNjh07msOGDQtOO3TokNm7d29z0qRJZlZWlvnqq6+anTt3Nl999dUojrRuGjFihHnZZZeZGzZsMP/3v/+ZU6ZMMbt06WLu3LnTzMrKMjt37mw+8cQTZlZWljlv3jwzNTXV/Pe//x3tYdc511xzjfmb3/zG/OKLL8ysrCxz3LhxZr9+/cyCggKeTzGmqKjIvPLKK82UlBRz+fLlpmnymhdrPvjgA7Nz587m/v37zdzc3OA/n89Hr2LEypUrzdTUVHPx4sXmrl27zGeffdbs2LGj+dlnn5lFRUXmoEGDzJtuusnctm2buXr1arNXr17mk08+Ge1h1ymFhYUhz5/c3FzznXfeMTt06GC++uqr9CmGPPXUU+Yvf/lL86OPPjJzcnLM++67z+zRo4e5f//+WveaR4i3icLCQjMtLc1csmRJcNrRo0fNLl26mKtWrYriyLBv3z5z9OjRZrdu3cyLLrooJMQ///zzZr9+/czi4uLgtBkzZpiDBg2KxlDrrJycHDMlJcXcuHFjcJphGOaAAQPMWbNmmffff7959dVXh9xm/Pjx5siRI60eap125MgRc/z48ea2bduC07Zs2WKmpKSYX3zxBc+nGDNjxgzzd7/7XUiIp0exZe7cuebgwYMrnEevos8wDPOCCy4wp02bFjJ95MiR5vPPP2+uWrXKPOecc8wjR44E57388stm9+7d2YATRfn5+eYFF1xg3nvvvaZpmvQphlx++eXmo48+Gvz9u+++M1NSUsy333671r3msTu9TWzdulX5+fnq27dvcFqDBg2UmpqqDRs2RHFk2LRpk+Lj4/X666+ra9euIfM2btyoXr16KS4uLjitT58+ysnJUV5entVDrbOSk5M1d+5cde7cOTjN4XDI4XDo2LFj2rhxY8hzSyrt06effirTNK0ebp3VsGFDzZgxQykpKZKkQ4cOaeHChWrRooXat2/P8ymGbNiwQUuXLtW0adNCptOj2LJt2za1a9euwnn0Kvqys7O1Z88eDR48OGT6/PnzNXr0aG3cuFGdOnVSw4YNg/P69Omj48ePa8uWLVYPF997/vnn5fP5NHHiREmiTzGkSZMmev/99/XNN98oEAho6dKlSkhIUMeOHWvdax4h3ib27dsnSWrZsmXI9GbNmgXnIToyMjI0e/Zs/exnPys3b9++fWrRokXItGbNmkmS9u7da8n4UPqF13nnnaeEhITgtLffflu7du1S//79T9gnn8+nw4cPWz1cSLr//vvVt29fvfnmm5o6daq8Xi/Ppxhx7Ngx3XPPPZo8eXK59yR6FFu2b9+uQ4cOaejQofrFL36h6667Th9++KEkehULsrOzJUkFBQW64YYb1LdvX/3mN7/Re++9J4kexaKyL5fHjBmjRo0aSaJPseS+++5TfHy8LrzwQnXu3FkzZ87UU089pVatWtW6PhHibcLn80lSSAiRpMTERBUWFkZjSKgEv99fYc8k0bco+uyzzzRp0iQNGjRI559/foV9Kvu9qKgoGkOs837/+99r+fLluuyyy3Trrbdq06ZNPJ9ixIMPPqi0tLRyWw8lXvNiSUlJif73v//p6NGjGjdunObOnatu3brppptu0ieffEKvYsDx48clSRMnTtRll12mBQsW6Je//KVuueUWehSjXnrpJdWvX1/XXHNNcBp9ih1ZWVmqX7++nnnmGS1dulRXXnmlJkyYoC1bttS6PsWdehHEArfbLak0UJT9Xyr9o/N4PNEaFk7B7XaXC4FlLxRerzcaQ6rz1qxZowkTJqh79+7KzMyUVPoi/tM+lf3O8ys62rdvL0maOnWqvvjiCy1evJjnUwxYuXKlNm7cqFWrVlU4nx7Fjri4OK1bt04ulyv4ueGcc87Rjh07NH/+fHoVA+Lj4yVJN9xwg4YMGSJJOvvss7V582a98MIL9CgGrVy5UldccUXIZ3H6FBv27t2ru+66SwsXLlTPnj0lSZ07d1ZWVpZmz55d6/rElnibKNtlMTc3N2R6bm6umjdvHo0hoRJatGhRYc8k0bcoWLx4scaNG6cLLrhAzz//fPAb2JYtW1bYJ6/Xq/r160djqHXSoUOH9Oabb6qkpCQ4zel0qn379srNzeX5FAOWL1+ugwcP6vzzz1daWprS0tIkSQ888IBGjRpFj2JMvXr1QsKGJJ111lnav38/vYoBZY9z2XlAyrRv317ffPMNPYoxW7du1e7du8vthUSfYsMXX3yh4uLikPMfSVLXrl21a9euWtcnQrxNdOzYUUlJSVq3bl1w2rFjx7R582alp6dHcWQ4mfT0dH366ach1wpdu3at2rZtqyZNmkRxZHXPSy+9pIcfflhDhw7VE088EbJLVc+ePbV+/fqQ5deuXavu3bvL6eRl0ip5eXkaP368Pvnkk+C04uJibd68We3ateP5FAMyMzP11ltvaeXKlcF/knTbbbdp6tSp9CiG7NixQ927dw/53CBJ//3vf9W+fXt6FQM6deqkevXq6YsvvgiZvn37drVq1Urp6enavHlzcLd7qbRH9erVU8eOHa0ebp23ceNGNWnSpNxjT59iQ9nx7tu2bQuZvn37drVp06bWvebx6dQmEhISNGzYMGVmZurdd9/V1q1bdeedd6pFixYaNGhQtIeHE7jqqqt0/Phx3XfffcrKytKKFSu0cOFCjR49OtpDq1Oys7P1yCOPaODAgRo9erTy8vJ04MABHThwQN99952GDx+uL7/8UpmZmdq5c6cWLFigf/zjHxo1alS0h16npKSk6Nxzz9Wf/vQnbdiwQdu3b9e9996rY8eO6f/+7/94PsWA5s2bq3Xr1iH/pNIzAjdv3pwexZB27drp5z//uR566CFt3LhRO3fu1KOPPqr//Oc/uvnmm+lVDHC73Ro1apSeeeYZvfHGG/r666/13HPP6V//+pdGjBihAQMGqGnTprrjjju0detWrVmzRk888YRGjhxZ7theRN7mzZvVoUOHctPpU2zo0qWLevTooYkTJ2rt2rXKycnRrFmz9Mknn+imm26qda95DpPrJ9lGIBDQE088oRUrVsjv9ys9PV1//OMfdeaZZ0Z7aPjevffeqz179mjRokXBaV9++aWmTp2qzZs3q2nTpho5cqSGDRsWxVHWPc8//7xmzpxZ4bwhQ4Zo2rRp+vDDDzV9+nTl5OTozDPP1Lhx43TJJZdYPFJ89913mjFjhtasWaPvvvtOPXv21L333quzzjpLEs+nWNShQwc9+uijuvLKKyXRo1iSl5enGTNm6KOPPtKxY8eUmpqqCRMmBI8XpVex4YUXXtDixYu1f/9+tWvXTuPGjdOAAQMkSbt27dKUKVO0ceNGNWzYUFdffbXGjRvHXmJRcOONNyopKanCzxP0KTYcPXpUs2bN0gcffKCjR48qJSVF48ePV69evSTVrtc8QjwAAAAAADbB10MAAAAAANgEIR4AAAAAAJsgxAMAAAAAYBOEeAAAAAAAbIIQDwAAAACATRDiAQAAAACwCUI8AAAAAAA2QYgHAAAAAMAmCPEAAKBS7rrrLnXo0EELFiyI9lAAAKizHKZpmtEeBAAAiG3fffed+vXrp1atWqmoqEj/+Mc/5HA4oj0sAADqHLbEAwCAU3rjjTckSffdd59ycnK0du3aKI8IAIC6iRAPAABOafny5erbt6/69Omj1q1b6+WXXy63zPz583XhhReqS5cuuvbaa/Xee++pQ4cOWrduXXCZ7du3a/To0erevbu6d++uW2+9Vbt377ZyVQAAsDVCPAAAOKkdO3boq6++0hVXXCFJuuKKK/Tuu+8qLy8vuMzTTz+tzMxMXXzxxXr22WfVtWtX3XHHHSH3k52drWuvvVYHDx7UY489pqlTp2r37t267rrrdPDgQQvXCAAA+yLEAwCAk1q+fLkaNWqkjIwMSdKQIUMUCAT06quvSpIKCgr05z//WUOHDtWECRPUr18/TZo0KRj6yzz99NPyeDxauHChBg4cqIsvvlgvvvii/H6/5s2bZ/VqAQBgS4R4AABwQsXFxXr99dc1YMAA+f1+HTt2TPXq1VOPHj30yiuvyDAM/ec//5Hf79dFF10UctvLLrss5Pe1a9eqV69ecrvdKikpUUlJiZKSktSzZ0/9+9//tnK1AACwrbhoDwAAAMSuDz74QAcPHtSrr74a3PL+Yx999JG+++47SVLjxo1D5jVp0iTk9yNHjuitt97SW2+9Ve5+fnpbAABQMUI8AAA4oeXLl+tnP/uZpk6dGjLdNE2NHTtWL7/8sm644QZJ0sGDB/Xzn/88uMyhQ4dCblO/fn394he/0IgRI8rViYvjIwkAAJXBOyYAAKjQgQMH9NFHH2nUqFHq3bt3ufkXXXSRVqxYocmTJ6t+/fpavXq10tPTg/PfeeedkOV79eqlrKwsnX322cHQbpqmJkyYoNatW+vss8+O7AoBAFALEOIBAECFVq5cqZKSEl166aUVzr/iiiu0bNkyrVixQqNGjdJTTz0lj8ejXr16af369frrX/8qSXI6S0/Bc8stt+jaa6/V6NGjdd111ykxMVFLly7VmjVr9NRTT1m2XgAA2JnDNE0z2oMAAACx5+KLL5bL5dIbb7xR4XzTNDVgwAAVFxfr/fff19y5c7V06VLl5eWpa9euGjhwoB599FGtWLFCnTp1kiRt2rRJM2fO1GeffSbTNJWSkqKbbrpJF154oZWrBgCAbRHiAQBAtZSUlOiNN95Q79691bJly+D0JUuW6E9/+pPWrVunBg0aRHGEAADUHoR4AABQbZdeeqkSEhJ08803Kzk5Wdu3b9esWbM0YMAAPfroo9EeHgAAtQYhHgAAVNvu3bv1xBNPaN26dTp27JhOP/10XX755Ro9erTi4+OjPTwAAGoNQjwAAAAAADbhjPYAAAAAAABA5RDiAQAAAACwCUI8AAAAAAA2QYgHAAAAAMAmCPEAAAAAANgEIR4AAAAAAJsgxAMAAAAAYBOEeAAAAAAAbOL/Ad7FNOOPzWy1AAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "sns.histplot(data = titanic, x=\"Age\", hue=\"Gender\", multiple=\"stack\");" ] } ], @@ -306,7 +1005,7 @@ "kernelspec": { "display_name": "ironhack", "language": "python", - "name": "ironhack" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -318,7 +1017,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.12" + "version": "3.11.5" }, "nbTranslate": { "displayLangs": [ From 181992fc9af66293a8e4574f91b0dc6813540e10 Mon Sep 17 00:00:00 2001 From: Miquel Puig Date: Fri, 20 Oct 2023 13:51:23 +0200 Subject: [PATCH 2/2] improved version --- your-code/challenge-2.ipynb | 82 ++++++++++++++++++------------------- 1 file changed, 40 insertions(+), 42 deletions(-) diff --git a/your-code/challenge-2.ipynb b/your-code/challenge-2.ipynb index f820761..7ec06f4 100644 --- a/your-code/challenge-2.ipynb +++ b/your-code/challenge-2.ipynb @@ -53,7 +53,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 4, "metadata": { "scrolled": true }, @@ -307,7 +307,7 @@ "[1309 rows x 12 columns]" ] }, - "execution_count": 12, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -369,7 +369,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -535,7 +535,7 @@ "[1309 rows x 7 columns]" ] }, - "execution_count": 6, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -572,20 +572,28 @@ "metadata": {}, "outputs": [ { - "ename": "AttributeError", - "evalue": "'DataFrame' object has no attribute 'age'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m/var/folders/hg/5fvxfx192g7d6pntmljmf7c00000gn/T/ipykernel_14139/1321573608.py\u001b[0m in \u001b[0;36m?\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0msns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhistplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtitanic\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mage\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbins\u001b[0m\u001b[0;34m=\u001b[0m \u001b[0;36m15\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;32m/Applications/miniconda3/envs/ironhack/lib/python3.11/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m?\u001b[0;34m(self, name)\u001b[0m\n\u001b[1;32m 6200\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mname\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_accessors\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6201\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_info_axis\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_can_hold_identifiers_and_holds_name\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6202\u001b[0m ):\n\u001b[1;32m 6203\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 6204\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;31mAttributeError\u001b[0m: 'DataFrame' object has no attribute 'age'" - ] + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "sns.histplot(x=titanic.age, bins= 15)\n" + "sns.histplot(x=titanic.Age, bins= 15)\n" ] }, { @@ -735,31 +743,22 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 6, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "29.879185698255327\n", - "0.17\n", - "80.0\n" - ] - }, { "data": { "text/plain": [ "'\\nWith a Histogram we are able to see in a quick way, but not an exact way the statistics of the feature age. We can see that the min value is closer to 0 the mean or average\\nis between closest to 30 and the max value is closer to 80\\n'" ] }, - "execution_count": 12, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -769,16 +768,12 @@ } ], "source": [ - "print(titanic.Age.mean())\n", - "print(titanic.Age.min())\n", - "print(titanic.Age.max())\n", - "\n", - "sns.histplot(x=titanic.Age, bins=15);\n", + "sns.boxplot(x=\"Age\", data=titanic)\n", "\n", "\n", "'''\n", - "With a Histogram we are able to see in a quick way, but not an exact way the statistics of the feature age. We can see that the min value is closer to 0 the mean or average\n", - "is between closest to 30 and the max value is closer to 80\n", + "With a Boxplot we are able to see in a quick and exact way the statistics of the feature age. We can see that the min value is closer\n", + " to 0 the mean or average is between closest to 30 and the max value is closer to 80\n", "'''" ] }, @@ -820,12 +815,12 @@ "# Method 1 - matplotlib\n", "plt.scatter(x=titanic.Age, y=titanic.Fare);\n", "\n", - "''' There is no relation in the data '''" + "''' There is no linear relation in the data '''" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -834,7 +829,7 @@ "' There is no relation in the data '" ] }, - "execution_count": 9, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, @@ -853,7 +848,7 @@ "# Method 2 - seaborn\n", "sns.scatterplot(x=\"Age\", y=\"Fare\", data=titanic);\n", "\n", - "''' There is no relation in the data '''" + "''' There is no linear relation in the data '''" ] }, { @@ -909,28 +904,31 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "'\\nparch with sibsp\\nsurvived with fare\\n'" + "'\\nThere are three correlations that we can highlight, te first on is\\nSibSp (number of brothers, sisters, stepbrothers or stepsisters) with the Perch (number of parents or sons)\\nwith a correlation of 0.41. \\n\\nThe second major correlation is Fare (priced payed) with the number of people that survived, with a correlation\\nof 0.26.\\n\\nThe last one has a negative correlation between fare and pclass, as the higher fare for the titanic the lower the number of the class (1,2,3). Wich means that \\npeople who had a higher fare wnjoyed a better class\\n'" ] }, - "execution_count": 10, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "'''\n", - "There are two correlations that we can highlight, te first on is\n", + "There are three correlations that we can highlight, te first on is\n", "SibSp (number of brothers, sisters, stepbrothers or stepsisters) with the Perch (number of parents or sons)\n", "with a correlation of 0.41. \n", "\n", "The second major correlation is Fare (priced payed) with the number of people that survived, with a correlation\n", "of 0.26.\n", + "\n", + "The last one has a negative correlation between fare and pclass, as the higher fare for the titanic the lower the number of the class (1,2,3). Wich means that \n", + "people who had a higher fare wnjoyed a better class\n", "'''\n" ] },