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"cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "

" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(50,10))\n", + "plt.plot(x, z)\n", + "plt.show()" ] }, { @@ -69,11 +162,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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ay5Yti4iIJUuWxPTp06OlpSWqqqri4osvHnD9eeedFxFxwnHg9GZ3AKVQdLgsWrQoXn311VizZk20t7fH7NmzY/v27f0/dHfgwIEoL/cHeYGB7A6gFMpSSmmsh3g7XV1dUVNTE52dnVFdXT3W48AZJ8fHYI4zw+lmJB6Hvr0BALIhXACAbAgXACAbwgUAyIZwAQCyIVwAgGwIFwAgG8IFAMiGcAEAsiFcAIBsCBcAIBvCBQDIhnABALIhXACAbAgXACAbwgUAyIZwAQCyIVwAgGwIFwAgG8IFAMiGcAEAsiFcAIBsCBcAIBvCBQDIhnABALIhXACAbAgXACAbwgUAyIZwAQCyIVwAgGwIFwAgG8IFAMiGcAEAsiFcAIBsCBcAIBvCBQDIhnABALIhXACAbAgXACAbwgUAyIZwAQCyIVwAgGwIFwAgG8IFAMiGcAEAsiFcAIBsCBcAIBvCBQDIhnABALIhXACAbAgXACAbwgUAyIZwAQCyIVwAgGwIFwAgG8IFAMiGcAEAsiFcAIBsCBcAIBvCBQDIhnABALIhXACAbAgXACAbwwqXDRs2xIwZM6Kqqirq6+tj165dQ567adOmuPLKK2PixIkxceLEaGxsfMvzgdOX3QGcqqLDZcuWLdHU1BTNzc2xZ8+emDVrVsyfPz9eeeWVQc/fsWNHXHfddfHEE0/Ezp07o66uLj7+8Y/Hn//851MeHsiH3QGUQllKKRVzQX19fVx22WVx//33R0REX19f1NXVxa233horV6582+t7e3tj4sSJcf/998eSJUsGPae7uzu6u7v7P+7q6oq6urro7OyM6urqYsYFSqCrqytqampO6TE40rvD3oDxpxS743hFPePS09MTu3fvjsbGxn99gvLyaGxsjJ07d57U53jttdfijTfeiHe+851DntPS0hI1NTX9t7q6umLGBMaZ0dgd9gacGYoKl0OHDkVvb2/U1tYOOF5bWxvt7e0n9Tluu+22mDZt2oAFdrxVq1ZFZ2dn/+3gwYPFjAmMM6OxO+wNODNMGM07W7duXWzevDl27NgRVVVVQ55XKBSiUCiM4mTAeHYyu8PegDNDUeEyadKkqKioiI6OjgHHOzo6YsqUKW957T333BPr1q2LX//613HppZcWPymQLbsDKJWiXiqqrKyMOXPmRGtra/+xvr6+aG1tjYaGhiGvu/vuu+Ouu+6K7du3x9y5c4c/LZAluwMolaJfKmpqaoqlS5fG3LlzY968ebF+/fo4evRoLFu2LCIilixZEtOnT4+WlpaIiPjmN78Za9asiR//+McxY8aM/tez3/GOd8Q73vGOEn4pwHhmdwClUHS4LFq0KF599dVYs2ZNtLe3x+zZs2P79u39P3R34MCBKC//1xM53/3ud6Onpyc++clPDvg8zc3N8dWvfvXUpgeyYXcApVD033EZCyPxe+DAycvxMZjjzHC6GfO/4wIAMJaECwCQDeECAGRDuAAA2RAuAEA2hAsAkA3hAgBkQ7gAANkQLgBANoQLAJAN4QIAZEO4AADZEC4AQDaECwCQDeECAGRDuAAA2RAuAEA2hAsAkA3hAgBkQ7gAANkQLgBANoQLAJAN4QIAZEO4AADZEC4AQDaECwCQDeECAGRDuAAA2RAuAEA2hAsAkA3hAgBkQ7gAANkQLgBANoQLAJAN4QIAZEO4AADZEC4AQDaECwCQDeECAGRDuAAA2RAuAEA2hAsAkA3hAgBkQ7gAANkQLgBANoQLAJAN4QIAZEO4AADZEC4AQDaECwCQDeECAGRDuAAA2RAuAEA2hAsAkA3hAgBkQ7gAANkQLgBANoQLAJAN4QIAZEO4AADZEC4AQDaECwCQDeECAGRjWOGyYcOGmDFjRlRVVUV9fX3s2rXrLc//6U9/GhdddFFUVVXFJZdcEtu2bRvWsEDe7A7gVBUdLlu2bImmpqZobm6OPXv2xKxZs2L+/PnxyiuvDHr+U089Fdddd13ccMMNsXfv3li4cGEsXLgw/vCHP5zy8EA+7A6gFMpSSqmYC+rr6+Oyyy6L+++/PyIi+vr6oq6uLm699dZYuXLlCecvWrQojh49Gr/4xS/6j334wx+O2bNnx8aNGwe9j+7u7uju7u7/uLOzM84///w4ePBgVFdXFzMuUAJdXV1RV1cXhw8fjpqammF9jpHeHfYGjD+l2B0nSEXo7u5OFRUV6bHHHhtwfMmSJenaa68d9Jq6urr0ne98Z8CxNWvWpEsvvXTI+2lubk4R4ebmNs5uL774YjErY1R3h73h5jZ+b8PdHYOZEEU4dOhQ9Pb2Rm1t7YDjtbW18eyzzw56TXt7+6Dnt7e3D3k/q1atiqampv6PDx8+HO9+97vjwIEDpSu2EfZmZeb03Z6ZR0eOM7/57MU73/nOYV0/GrvD3hgbOc4ckefcOc58qrtjMEWFy2gpFApRKBROOF5TU5PNf6w3VVdXm3kUmHl0lJeP319EtDfGVo4zR+Q5d44zl3J3FPWZJk2aFBUVFdHR0THgeEdHR0yZMmXQa6ZMmVLU+cDpx+4ASqWocKmsrIw5c+ZEa2tr/7G+vr5obW2NhoaGQa9paGgYcH5ExK9+9ashzwdOP3YHUDLF/lDM5s2bU6FQSA8//HB65pln0s0335zOO++81N7enlJKafHixWnlypX95//ud79LEyZMSPfcc0/at29fam5uTmeddVZ6+umnT/o+X3/99dTc3Jxef/31YscdM2YeHWYeHaWYebR3x5n673m05ThzSnnObeZ/KjpcUkrpvvvuS+eff36qrKxM8+bNS7///e/7/9lVV12Vli5dOuD8n/zkJ+nCCy9MlZWV6QMf+EDaunXrKQ0N5MnuAE5V0X/HBQBgrIzfXxEAADiOcAEAsiFcAIBsCBcAIBvjJlxyfLv7YmbetGlTXHnllTFx4sSYOHFiNDY2vu3XOBKK/ff8ps2bN0dZWVksXLhwZAccRLEzHz58OJYvXx5Tp06NQqEQF1544aj//1HszOvXr4/3vve9cfbZZ0ddXV2sWLEiXn/99VGaNuK3v/1tLFiwIKZNmxZlZWXxs5/97G2v2bFjR3zoQx+KQqEQ73nPe+Lhhx8e8TmPZ2+MDntj9OS0O8Zsb4z1rzWl9M+/71BZWZkeeuih9L//+7/ppptuSuedd17q6OgY9Pzf/e53qaKiIt19993pmWeeSbfffnvRfxtmtGe+/vrr04YNG9LevXvTvn370mc+85lUU1OT/vSnP43bmd/00ksvpenTp6crr7wy/cd//MfoDPv/FDtzd3d3mjt3brrmmmvSk08+mV566aW0Y8eO1NbWNm5n/tGPfpQKhUL60Y9+lF566aX0+OOPp6lTp6YVK1aM2szbtm1Lq1evTo8++miKiBPeDPF4+/fvT+ecc05qampKzzzzTLrvvvtSRUVF2r59++gMnOyN8Trzm+yNkZ97rHfHWO2NcREu8+bNS8uXL+//uLe3N02bNi21tLQMev6nPvWp9IlPfGLAsfr6+vRf//VfIzrn/6/YmY937NixdO6556Yf/vCHIzXiCYYz87Fjx9Lll1+evv/976elS5eO+gIqdubvfve7aebMmamnp2e0RjxBsTMvX748ffSjHx1wrKmpKV1xxRUjOudQTmYBffnLX04f+MAHBhxbtGhRmj9//ghONpC9MTrsjdGT8+4Yzb0x5i8V9fT0xO7du6OxsbH/WHl5eTQ2NsbOnTsHvWbnzp0Dzo+ImD9//pDnl9pwZj7ea6+9Fm+88UZJ3zHzrQx35q997WsxefLkuOGGG0ZjzAGGM/PPf/7zaGhoiOXLl0dtbW1cfPHFsXbt2ujt7R23M19++eWxe/fu/qeE9+/fH9u2bYtrrrlmVGYejhwfgznOfDx74+3luDcizozdUarH4Ji/O/RovN19qQ1n5uPddtttMW3atBP+I46U4cz85JNPxoMPPhhtbW2jMOGJhjPz/v374ze/+U18+tOfjm3btsULL7wQn/vc5+KNN96I5ubmcTnz9ddfH4cOHYqPfOQjkVKKY8eOxS233BJf+cpXRnze4RrqMdjV1RX/+Mc/4uyzzx7R+7c37I2h5Lg3Is6M3VGqvTHmz7icidatWxebN2+Oxx57LKqqqsZ6nEEdOXIkFi9eHJs2bYpJkyaN9Tgnra+vLyZPnhzf+973Ys6cObFo0aJYvXp1bNy4caxHG9KOHTti7dq18cADD8SePXvi0Ucfja1bt8Zdd9011qMxjtgbIyfHvRFx5u6OMX/GJce3ux/OzG+65557Yt26dfHrX/86Lr300pEcc4BiZ37xxRfj5ZdfjgULFvQf6+vri4iICRMmxHPPPRcXXHDBuJo5ImLq1Klx1llnRUVFRf+x973vfdHe3h49PT1RWVk57ma+4447YvHixXHjjTdGRMQll1wSR48ejZtvvjlWr14d5eXj7/uLoR6D1dXVI/5sS4S9MVrsjdHZGxFnxu4o1d4Y868qx7e7H87MERF333133HXXXbF9+/aYO3fuaIzar9iZL7roonj66aejra2t/3bttdfG1VdfHW1tbVFXVzfuZo6IuOKKK+KFF17oX5YREc8//3xMnTp1VJbPcGZ+7bXXTlgwby7QNE7fSizHx2COM0fYGyM9c8TY742IM2N3lOwxWNSP8o6Q0X67+7GYed26damysjI98sgj6S9/+Uv/7ciRI+N25uONxW8HFDvzgQMH0rnnnpv++7//Oz333HPpF7/4RZo8eXL6+te/Pm5nbm5uTueee276n//5n7R///70y1/+Ml1wwQXpU5/61KjNfOTIkbR37960d+/eFBHp3nvvTXv37k1//OMfU0oprVy5Mi1evLj//Dd/rfFLX/pS2rdvX9qwYcOY/Dq0vTH+Zj6evTFyc4/17hirvTEuwiWlPN/uvpiZ3/3ud6eIOOHW3Nw8bmc+3lgsoJSKn/mpp55K9fX1qVAopJkzZ6ZvfOMb6dixY+N25jfeeCN99atfTRdccEGqqqpKdXV16XOf+1z629/+NmrzPvHEE4P+//nmnEuXLk1XXXXVCdfMnj07VVZWppkzZ6Yf/OAHozbvm+yN8Tfz8eyN4uS0O8Zqb5SlNA6fTwIAGMSY/4wLAMDJEi4AQDaECwCQDeECAGRDuAAA2RAuAEA2hAsAkA3hAgBkQ7gAANkQLgBANoQLAJCN/wM67QKIu94xvgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Method 2" + "plt.subplots(nrows=1, ncols=2)\n", + "plt.show()" ] }, { @@ -88,11 +193,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "plt.subplots(nrows=2, ncols=3, figsize=(20,20))\n", + "plt.show()" ] }, { @@ -105,11 +222,64 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "plt.figure(figsize=(8, 6))\n", + "plt.plot(x, y, label='y = x^2')\n", + "plt.plot(x, z, label='z = y^x')\n", + "\n", + "plt.xlabel('x')\n", + "plt.ylabel('y')\n", + "\n", + "plt.title('Plot of y = x^2 and z = y^x')\n", + "\n", + "plt.legend()\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 6))\n", + "plt.plot(x, y, label='y = x^2')\n", + "plt.plot(x, z, label='y = z^x')\n", + "\n", + "plt.xlabel('x')\n", + "plt.ylabel('y')\n", + "\n", + "plt.title('Plot of y = x^2 and y = z^x')\n", + "\n", + "plt.legend()\n", + "\n", + "plt.show()" ] }, { @@ -121,11 +291,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 35, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "plt.figure(figsize=(8, 6))\n", + "plt.plot(x, y, label='y = x^2')\n", + "plt.plot(x, z, label='z = ^x')\n", + "\n", + "plt.xlabel('x')\n", + "plt.ylabel('y')\n", + "\n", + "plt.title('Plot of y = x^2 and y = e^x (Logarithmic Scale)')\n", + "\n", + "plt.legend()\n", + "\n", + "plt.xscale('log')\n", + "plt.yscale('log')\n", + "\n", + "plt.show()" ] }, { @@ -140,11 +335,226 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 37, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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DateCalorie burnedStepsDistanceFloorsMinutes SedentaryMinutes Lightly ActiveMinutes Fairly ActiveMinutes Very ActiveActivity Calories...Distance_milesDaysDays_encodedWork_or_WeekendHours SleepSleep efficiencyYesterday_sleepYesterday_sleep_efficiencyMonthsMonths_encoded
02015-05-0819349050.6501.35546001680...0.403891Friday4.016.40000092.0863310.0000000.000000May5
12015-05-0936311892514.114611.00031661602248...8.767545Saturday5.007.56666792.4643586.40000092.086331May5
22015-05-1032041422810.571602.00022614771719...6.567891Sunday6.006.45000088.7614687.56666792.464358May5
32015-05-11267367565.028749.0001902349620...3.119282Monday0.015.18333388.8571436.45000088.761468May5
42015-05-1224955023.731876.000171007360...2.317714Tuesday1.016.78333382.8920575.18333388.857143May5
\n", + "

5 rows × 24 columns

\n", + "
" + ], + "text/plain": [ + " Date Calorie burned Steps Distance Floors Minutes Sedentary \\\n", + "0 2015-05-08 1934 905 0.65 0 1.355 \n", + "1 2015-05-09 3631 18925 14.11 4 611.000 \n", + "2 2015-05-10 3204 14228 10.57 1 602.000 \n", + "3 2015-05-11 2673 6756 5.02 8 749.000 \n", + "4 2015-05-12 2495 502 3.73 1 876.000 \n", + "\n", + " Minutes Lightly Active Minutes Fairly Active Minutes Very Active \\\n", + "0 46 0 0 \n", + "1 316 61 60 \n", + "2 226 14 77 \n", + "3 190 23 4 \n", + "4 171 0 0 \n", + "\n", + " Activity Calories ... Distance_miles Days Days_encoded \\\n", + "0 1680 ... 0.403891 Friday 4.0 \n", + "1 2248 ... 8.767545 Saturday 5.0 \n", + "2 1719 ... 6.567891 Sunday 6.0 \n", + "3 9620 ... 3.119282 Monday 0.0 \n", + "4 7360 ... 2.317714 Tuesday 1.0 \n", + "\n", + " Work_or_Weekend Hours Sleep Sleep efficiency Yesterday_sleep \\\n", + "0 1 6.400000 92.086331 0.000000 \n", + "1 0 7.566667 92.464358 6.400000 \n", + "2 0 6.450000 88.761468 7.566667 \n", + "3 1 5.183333 88.857143 6.450000 \n", + "4 1 6.783333 82.892057 5.183333 \n", + "\n", + " Yesterday_sleep_efficiency Months Months_encoded \n", + "0 0.000000 May 5 \n", + "1 92.086331 May 5 \n", + "2 92.464358 May 5 \n", + "3 88.761468 May 5 \n", + "4 88.857143 May 5 \n", + "\n", + "[5 rows x 24 columns]" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here" + "fitbit = pd.read_csv(\"Fitbit2.csv\")\n", + "fitbit.head()" ] }, { @@ -165,17 +575,334 @@ "* Save your figures in a folder called `figures` in your repo. " ] }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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DateCalorie burnedStepsDistanceFloorsMinutes SedentaryMinutes Lightly ActiveMinutes Fairly ActiveMinutes Very ActiveActivity Calories...Distance_milesDaysDays_encodedWork_or_WeekendHours SleepSleep efficiencyYesterday_sleepYesterday_sleep_efficiencyMonthsMonths_encoded
02015-05-0819349050.6501.35546001680...0.403891Friday4.016.40000092.0863310.0000000.000000May5
12015-05-0936311892514.114611.00031661602248...8.767545Saturday5.007.56666792.4643586.40000092.086331May5
22015-05-1032041422810.571602.00022614771719...6.567891Sunday6.006.45000088.7614687.56666792.464358May5
32015-05-11267367565.028749.0001902349620...3.119282Monday0.015.18333388.8571436.45000088.761468May5
42015-05-1224955023.731876.000171007360...2.317714Tuesday1.016.78333382.8920575.18333388.857143May5
\n", + "

5 rows × 24 columns

\n", + "
" + ], + "text/plain": [ + " Date Calorie burned Steps Distance Floors Minutes Sedentary \\\n", + "0 2015-05-08 1934 905 0.65 0 1.355 \n", + "1 2015-05-09 3631 18925 14.11 4 611.000 \n", + "2 2015-05-10 3204 14228 10.57 1 602.000 \n", + "3 2015-05-11 2673 6756 5.02 8 749.000 \n", + "4 2015-05-12 2495 502 3.73 1 876.000 \n", + "\n", + " Minutes Lightly Active Minutes Fairly Active Minutes Very Active \\\n", + "0 46 0 0 \n", + "1 316 61 60 \n", + "2 226 14 77 \n", + "3 190 23 4 \n", + "4 171 0 0 \n", + "\n", + " Activity Calories ... Distance_miles Days Days_encoded \\\n", + "0 1680 ... 0.403891 Friday 4.0 \n", + "1 2248 ... 8.767545 Saturday 5.0 \n", + "2 1719 ... 6.567891 Sunday 6.0 \n", + "3 9620 ... 3.119282 Monday 0.0 \n", + "4 7360 ... 2.317714 Tuesday 1.0 \n", + "\n", + " Work_or_Weekend Hours Sleep Sleep efficiency Yesterday_sleep \\\n", + "0 1 6.400000 92.086331 0.000000 \n", + "1 0 7.566667 92.464358 6.400000 \n", + "2 0 6.450000 88.761468 7.566667 \n", + "3 1 5.183333 88.857143 6.450000 \n", + "4 1 6.783333 82.892057 5.183333 \n", + "\n", + " Yesterday_sleep_efficiency Months Months_encoded \n", + "0 0.000000 May 5 \n", + "1 92.086331 May 5 \n", + "2 92.464358 May 5 \n", + "3 88.761468 May 5 \n", + "4 88.857143 May 5 \n", + "\n", + "[5 rows x 24 columns]" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Read CSV into a dataframe\n", + "df = pd.read_csv('Fitbit2.csv')\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot using dataframe\n", + "plt.plot(df['Months_encoded'], df['Work_or_Weekend'])\n", + "plt.xlabel('Months_encoded')\n", + "plt.ylabel('Work_or_Weekend')\n", + "plt.title('Plot from Dataframe')\n", + "plt.show()" + ] + }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# MEDIAN STEPS BY MONTH_ENCODED\n", - "# your code here\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Read the CSV file into a pandas DataFrame\n", + "df = pd.read_csv('Fitbit2.csv')\n", + "\n", + "# Convert the 'Months_encoded' column to month names\n", + "month_names = ['January', 'February', 'March', 'April', 'May', 'June', 'July',\n", + " 'August', 'September', 'October', 'November', 'December']\n", + "df['Month'] = df['Months_encoded'].apply(lambda x: month_names[x - 1])\n", + "\n", + "# Group the data by month and calculate the median steps\n", + "steps_by_month = df.groupby('Month')['Steps'].median()\n", + "\n", + "# Group the data by 'Work_or_Weekend' and calculate the median steps\n", + "steps_by_work_weekend = df.groupby('Work_or_Weekend')['Steps'].median()\n", + "\n", + "# Set up the figure and subplots\n", + "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(12, 4))\n", + "\n", + "# Plot the average number of steps by month\n", + "plt.sca(axes[0])\n", + "steps_by_month.plot(kind='bar', color='blue')\n", + "plt.xlabel('Month')\n", + "plt.ylabel('Median Steps')\n", + "plt.title('Average Number of Steps by Month')\n", + "plt.xticks(rotation=45)\n", + "\n", + "# Plot the median steps on workdays and weekends\n", + "plt.sca(axes[1])\n", + "steps_by_work_weekend.plot(kind='bar', color=['orange', 'green'])\n", + "plt.xlabel('Work or Weekend')\n", + "plt.ylabel('Median Steps')\n", + "plt.title('Median Steps: Workdays vs Weekends')\n", + "plt.xticks(rotation=0)\n", + "\n", + "# Adjust the layout\n", + "plt.tight_layout()\n", "\n", - "# MEDIAN STEPS BY WORK_OR_WEEKEND\n", - "# your code here" + "# Save the figure\n", + "plt.savefig(\"fitbit_steps.png\")\n", + "\n", + "# Show the plots\n", + "plt.show()\n" ] }, { @@ -191,11 +918,53 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 53, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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PassengerIdSurvivedPclassNameGenderAgeSibSpParchTicketFareCabinEmbarked
010.03Braund, Mr. Owen Harrismale22.010A/5 211717.2500U0S
121.01Cumings, Mrs. John Bradley (Florence Briggs Th...female38.010PC 1759971.2833C85C
231.03Heikkinen, Miss. Lainafemale26.000STON/O2. 31012827.9250U0S
341.01Futrelle, Mrs. Jacques Heath (Lily May Peel)female35.01011380353.1000C123S
450.03Allen, Mr. William Henrymale35.0003734508.0500U0S
\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", + " Name Gender Age SibSp \\\n", + "0 Braund, Mr. Owen Harris male 22.0 1 \n", + "1 Cumings, Mrs. John Bradley (Florence Briggs Th... female 38.0 1 \n", + "2 Heikkinen, Miss. Laina female 26.0 0 \n", + "3 Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35.0 1 \n", + "4 Allen, Mr. William Henry male 35.0 0 \n", + "\n", + " Parch Ticket Fare Cabin Embarked \n", + "0 0 A/5 21171 7.2500 U0 S \n", + "1 0 PC 17599 71.2833 C85 C \n", + "2 0 STON/O2. 3101282 7.9250 U0 S \n", + "3 0 113803 53.1000 C123 S \n", + "4 0 373450 8.0500 U0 S " + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here" + "titanic = pd.read_csv(\"titanic.csv\")\n", + "titanic.head()" ] }, { @@ -229,11 +1142,34 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 56, "metadata": {}, - "outputs": [], + "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": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here" + "titanic.dtypes" ] }, { @@ -246,22 +1182,79 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 60, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 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]\n" + ] + } + ], "source": [ "# NUMERICAL VARIABLES\n", - "# your code here" + "numeric_cols = titanic.select_dtypes(include=['int64', 'float64'])\n", + "print(numeric_cols)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 61, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Name Gender \\\n", + "0 Braund, Mr. Owen Harris male \n", + "1 Cumings, Mrs. John Bradley (Florence Briggs Th... female \n", + "2 Heikkinen, Miss. Laina female \n", + "3 Futrelle, Mrs. Jacques Heath (Lily May Peel) female \n", + "4 Allen, Mr. William Henry male \n", + "... ... ... \n", + "1304 Spector, Mr. Woolf male \n", + "1305 Oliva y Ocana, Dona. Fermina female \n", + "1306 Saether, Mr. Simon Sivertsen male \n", + "1307 Ware, Mr. Frederick male \n", + "1308 Peter, Master. Michael J male \n", + "\n", + " Ticket Cabin Embarked \n", + "0 A/5 21171 U0 S \n", + "1 PC 17599 C85 C \n", + "2 STON/O2. 3101282 U0 S \n", + "3 113803 C123 S \n", + "4 373450 U0 S \n", + "... ... ... ... \n", + "1304 A.5. 3236 U0 S \n", + "1305 PC 17758 C105 C \n", + "1306 SOTON/O.Q. 3101262 U0 S \n", + "1307 359309 U0 S \n", + "1308 2668 U0 C \n", + "\n", + "[1309 rows x 5 columns]\n" + ] + } + ], "source": [ "# CATEGORICAL VARIABLES\n", - "# your code here" + "categorical_cols = titanic.select_dtypes(include=['object', 'bool'])\n", + "print(categorical_cols)" ] }, { @@ -274,11 +1267,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 64, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "import matplotlib.pyplot as plt\n", + "\n", + "plt.style.use('classic')\n", + "fig, ax = plt.subplots(figsize=(12, 6))\n", + "plt.show()\n" ] }, { @@ -290,11 +1298,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 73, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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pkdVqdXcZbZ63t7d8fHzcXUab11aP8/aMMXc9xtz1GHP3aM6lHi4PMTt27NDbb7+t6upqxwPZXnrpJXXp0kWS9NNPP+n111/XkSNHZDabFRwcrAceeEAJCQmOPiZOnCiLxaIZM2bIYrEoMjJS6enp3F4ZaGNqamrUJyxMJaWl7i6l1WRmZrZIPyFBQdpfXEyQAQCgEVweYp577rnzrr/pppt00003nbeNyWRSUlKSkpKSWrI0tKDY2Fh3l3DJaYtjbrVaVVJaqgOS2uO/b22SdGsL9FMuqVdpqaxWKyHmAtricd7eMeaux5i7HmNuPKaCggK7u4toTVVVVYqPj1dZWRmnCQEXKy8vV6dOnVSm9hliWkq5pE4S31MAgEvC6d8HeXl58vPzu6g+Lu6eZgAAAADgJoQYAAAAAIZCiAEAAABgKIQYAAAAAIZCiAEAAABgKIQYAAAAAIZCiAEAAABgKIQYAAAAAIZCiAEAAABgKIQYAAAAAIZCiAEAAABgKIQYAAAAAIZCiAEAAABgKIQYAAAAAIZCiAEAAABgKIQYAAAAAIZCiAEAAABgKIQYAAAAAIZCiAEAAABgKJ7uLgAwqpqaGlmtVneX0aaVl5e7uwQAANAOEWKAi1BTU6M+YWEqKS11dykAAACXHEIMcBGsVqtKSkt1QFKgu4tpw4olDXB3EQAAoN0hxADNEChCzPkwmQwAALQGLuwHAAAAYCiEGAAAAACGQogBAAAAYCiEGAAAAACGQogBAAAAYCiEGAAAAACGQogBAAAAYCiEGAAAAACGQogBAAAAYCiEGAAAAACGQogBAAAAYCiEGAAAAACGQogBAAAAYCiEGAAAAACGQogBAAAAYCiEGAAAAACGQogBAAAAYCiEGAAAAACGQogBAAAAYCiEGAAAAACGQogBAAAAYCiert5gVlaWNmzYoLKyMpnNZvXr10/JycmKiIhwtCkqKtLChQu1d+9e+fn5KT4+XlOmTJHJZJIk2e12LVu2TGvXrlVVVZX69eun6dOnq0+fPq7eHQAAAAAu5vIzMcOHD9drr72mvLw8rVq1Stddd51SUlJks9kkSRaLRSkpKYqOjtaaNWuUkZGhtWvXatWqVY4+VqxYoXXr1ikjI0Nr1qxRdHS0UlJSVF1d7erdAQAAAOBiLg8xvXv3VkBAgKRTZ1Q8PDx0/PhxVVRUSJK2bNmi+vp6JSUlqUOHDgoPD9fEiRO1Zs0aRx+5ubmaMGGCwsPD1aFDByUlJamurk5bt2519e4AAAAAcDGXTyeTpG3btmnu3LmqqqqSyWTS3Xffrcsuu0zSqalkERERMpvNjvZRUVE6ePCgqqqqZLfbVVJSov79+zvWm81m9e3bV/v27dNtt93m6t0BAAAA4EJuCTE33nij8vLyVF5ervz8fHXr1s2xrqqqSv7+/k7tT5+5sVgsstvtktSgjb+/vywWSytXDgAAAMDd3BJiTgsMDNS4ceOUkJCgnj17KiIiQn5+fjp69KhTu9NTzXx9fR0hprKy0qlNZWWlunbtes5tpaamytvbW5IUGxur2NjYltwVAAAAAOeQn5+v/Px8SZLVam12f24NMdKp62JOnjyp4uJiRURE6IorrtCmTZtks9kcU8r27Nmj0NBQ+fn5SZJCQkK0e/duDRw4UJJks9lUWFioUaNGnXM7aWlpCgwMbP0dAgAAAODkzJMI5eXlyszMbFZ/Lr+wf9WqVSotLZUknThxQvPmzZOnp6eio6MlSTfffLM8PDy0dOlS1dbWav/+/crJyVFiYqKjj8TEROXk5Gj//v2qra3V0qVL5enpqaFDh7p6dwAAAAC4mMvPxOzYsUNvv/22qqur5evrq6ioKL300kvq0qWLpFNTxjIyMrRgwQIlJibK19dXCQkJGj9+vKOPiRMnymKxaMaMGbJYLIqMjFR6ero6duzo6t0BAAAA4GKmgoICu7uLaE1VVVWKj49XWVkZ08nQYsrLy9WpUyeVSeKoOrcfJfWSGKcLKJfUSeJ7CgBwSTj9OyovL89xuUhTuXw6GQAAAAA0ByEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYiqerN/jGG29o+/btOnz4sHx8fBQTE6Pk5GR1797d0WbSpEkqLS2V2Wx2LJszZ45uvPFGx/vVq1drxYoVOnHihHr37q1HHnlEV111lUv3BQAAAIDruTzEmEwmzZw5U+Hh4aqtrdW8efOUmpqqxYsXO7V77LHHdMcdd5y1j08++URLlizRn/70Jw0cOFB5eXmaNWuWsrKynMIQAAAAgPbH5dPJpk2bpsjISHl5ecnf31/33HOPioqKVFFR0eg+cnNzNXr0aMXExMjLy0tjxoxRz549tX79+lasHAAAAEBb4PZrYj7//HMFBwcrICDAafnixYuVkJCgqVOn6p133tHJkycd6woLCxUVFeXUPjIyUoWFhS6pGQAAAID7uHw62Zl27Nih7OxsPf30007LZ82apX79+qlDhw765ptvNHfuXJWXlys5OVmSZLFY5O/v7/SZgIAAHTp0yGW1AwAAAHAPt4WYbdu2ae7cuUpNTdXgwYOd1sXExDj+PmjQIN1///1avHixI8T4+vqqsrLS6TMVFRXy8/M75/ZSU1Pl7e0tSYqNjVVsbGwL7QkAAACA88nPz1d+fr4kyWq1Nrs/t4SYjRs3asGCBZozZ06DAHM2JpNJdrvd8T4iIkK7d+/WyJEjHcv27t2rIUOGnLOPtLQ0BQYGNq9wAAAAAE125kmE8vJyZWZmNqs/l18Ts3r1ai1cuFBpaWlnDTA//vijdu7cKavVqvr6en3zzTfKysrSiBEjHG0SExO1bt067dy5U3V1dcrNzdWBAwcUFxfnyl0BAAAA4AYuPxOzcOFCmc1mzZw502l5enq6rrzySlVUVGjBggU6dOiQTCaTunbtqttvv12TJk1ytB02bJiOHz+utLQ0HT9+XJdffrmee+45bq8MAAAAXAJcHmIKCgrOu75///5asmTJBfsZM2aMxowZ01JlAQAAADAIt99iGQAAAACaghADAAAAwFAIMQAAAAAMhRADAAAAwFAIMQAAAAAMhRADAAAAwFAIMQAAAAAMhRADAAAAwFAIMQAAAAAMhRADAAAAwFAIMQAAAAAMhRADAAAAwFAIMQAAAAAMhRADAAAAwFAIMQAAAAAMhRADAAAAwFAIMQAAAAAMhRADAAAAwFAIMQAAAAAMhRADAAAAwFAIMQAAAAAMhRADAAAAwFAIMQAAAAAMhRADAAAAwFAIMQAAAAAMhRADAAAAwFAIMQAAAAAMxdPdBQAATikvL3d3CW2et7e3fHx83F0GAMDNCDEA4GY1krwl9erVy92ltHkhQUHaX1xMkAGASxwhBgDczPqf1wFJgW6upS0rl9SrtFRWq5UQAwCXOEIMALQRgSLEAADQGFzYDwAAAMBQCDEAAAAADIUQAwAAAMBQCDEAAAAADIUQAwAAAMBQCDEAAAAADIUQAwAAAMBQCDEAAAAADIUQAwAAAMBQCDEAAAAADIUQAwAAAMBQCDEAAAAADIUQAwAAAMBQCDEAAAAADMXT1Rt84403tH37dh0+fFg+Pj6KiYlRcnKyunfv7mhz+PBhzZ8/X19++aW8vLw0YsQIPfzww/Ly8nK0Wb16tVasWKETJ06od+/eeuSRR3TVVVe5encAAAAAuFiTzsTMmTNH//znP5u1QZPJpJkzZ2rNmjXKysqSJKWmpjrW19fXKzU1VQEBAVq5cqVef/117dy5U6+99pqjzSeffKIlS5Zo1qxZ+uCDDzR69GjNmjVLR44caVZtAAAAANq+JoWYLl266Omnn9avfvUrvfPOOzpx4kSTNzht2jRFRkbKy8tL/v7+uueee1RUVKSKigpJ0s6dO/X999/rkUcekZ+fn0JCQjR16lR9+OGHslqtkqTc3FyNHj1aMTEx8vLy0pgxY9SzZ0+tX7++yfUAAAAAMJYmhZjHHntMq1at0q9+9Stt3bpVEyZM0DPPPKMvvvjiogv4/PPPFRwcrICAAElSYWGhQkND1alTJ0ebqKgo1dTU6MCBA442UVFRTv1ERkaqsLDwousAAAAAYAxNvrC/Q4cOuv322/Xqq6/q1VdfVXFxsWbMmKHJkyfrgw8+UH19faP72rFjh7Kzs/X73//escxiscjPz8+p3emAY7FYHH/6+/s3aFNVVdXU3QEAAABgMBd1YX9FRYXy8/OVl5enEydOaPz48QoNDdWqVav073//W3PmzLlgH9u2bdPcuXOVmpqqwYMHO5b7+vo2CCOnp5r5+vo6/qysrGzQ5ufh50ypqany9vaWJMXGxio2NrZxOwsAAACgWfLz85Wfny9JjktEmqNJIWbnzp3Ky8vTli1bFBERof/+7//WsGHDHOFg2LBhmjhx4gX72bhxoxYsWKA5c+Y4BRhJioiI0KFDh1RWVuaYUrZnzx75+PioV69ejja7d+/WyJEjHZ/bu3evhgwZcs5tpqWlKTAwsCm7CwAAAKAFnHkSoby8XJmZmc3qr0nTyWbNmiUfHx+98soreuWVV3Tbbbc5AowkBQYGauzYseftY/Xq1Vq4cKHS0tIaBBhJuvLKK9W7d2/9+c9/lsVi0eHDh7V06VKNHj3asa3ExEStW7dOO3fuVF1dnXJzc3XgwAHFxcU1ZXcAAAAAGJCpoKDA3tjGFovFMaXrYg0fPlxms9npmS+SlJ6eriuvvFKSVFJS4nhOjLe3t0aMGKGHHnrIKTCdfk7M8ePHdfnll+vhhx9WTExMg+1VVVUpPj5eZWVlnIlBiykvL1enTp1UJomj6tx+lNRLYpwugHFqnHJJnSS+zwHA4E7/jsrLyzvv5SDn06TpZJ9++qnCw8MVERHhWLZv3z797//+r0aNGtWoPgoKCi7YJiQkRM8///x524wZM0Zjxoxp1DYBAAAAtB9Nmk6WlZWloKAgp2VdunTRsmXLWrImAAAAADinJoWYEydONAgxQUFBOn78eIsWBQAAAADn0qQQ06VLF8cDJ087cOCAOnfu3KJFAQAAAMC5NCnE3HLLLXruuee0b98+VVdXa9++fUpPT9ewYcNaqTwAAAAAcNakC/vvu+8+lZSUKDk5WSaTSZI0YsQITZ48uVWKAwAAAICfa1KI8fb21hNPPKHf/OY3KikpUUhIiOOBlAAAAADgCk0KMad16tSJ8AIAAADALZoUYo4dO6bFixfr22+/VXV1tdO6FStWtGhhAAAAAHA2TQoxzz//vGpqanTXXXfJx8entWoCAAAAgHNqUoj59ttvlZOTI19f39aqBwAAAADOq0m3WA4KCnLclQwAAAAA3KFJIebXv/615s2bp6NHj6q+vt7pBQAAAACu0KTpZE8//bQk6aOPPmqw7mzLAAAAAKClNSnEvPzyy61VBwAAAAA0SpNCTExMTCuVAQAAAACN0+SHXX799ddav369SktLlZaWpr1796q2tlaDBg1qjfoAAAAAwEmTLuz/+OOPNWvWLEnSl19+KUmy2+1aunRpy1cGAAAAAGfRpDMxb731lp5//nlFR0dr8+bNkqQ+ffpo//79rVIcAAAAAPxck87EHDlyRNHR0ZLkeF6Ml5eXbDZby1cGAAAAAGfRpBATEhKiffv2OS3bu3evevTo0aJFAQAAAMC5NGk62fjx4/XUU0/p3nvvlc1m08aNG7V8+XJNmTKlteoDAAAAACdNCjGxsbGy2+1auXKlbDabli1bprFjx2rkyJGtVR8AAAAAOGnyLZbj4uIUFxfXGrUAAAAAwAU1KcTU19efc52HR5MurwEAAACAi9KkEHPrrbc67kr2cx999FGLFAQAAAAA59OkEPPyyy87vf/pp5+Uk5Oj+Pj4Fi0KAAAAAM6lSSEmJiamwbIBAwboueeeU0JCQkvVBAAAAADn1OwLWYKDg/Xdd9+1RC0AAAAAcEFNOhNz8OBBp/c1NTVau3atQkJCWrQoAAAAADiXJoWYe++91+nCfrvdrh49emj27NktXhgAAAAAnE2TQszbb7/t9N7X11eBgYEtWhAAAAAAnE+TQgzTxgAAAAC4W5NCTFZWVqPaTZky5aKKAQAAAIALaVKI2bFjh7799lsFBASoe/fuOnLkiCorK9W/f3/Z7XZJkslkIsQAAAAAaDVNCjGDBg1STEyM7r//fnl4eKi+vl5ZWVmy2Wx64IEHWqtGAAAAAHBo0nNi1q1bp8mTJ8vD49THPDw8dO+99+rDDz9sleIAAAAA4OeaFGJMJlODZ8UcOnSoRQsCAAAAgPNp0nSyUaNGadasWZowYYJCQkJUUlKilStX6rbbbmut+gAAAADASZNCzLRp0+Tv76/33ntPR48eVbdu3TR69Gjdc889rVUfAAAAADhpUogxm8269957de+997ZWPQAAAABwXk26JkaSqqqqtGnTJr377ruSpNLSUpWWlrZ4YQAAAABwNk0KMYWFhbrvvvuUlZXlePBlYWGhFixY0CrFAQAAAMDPNSnEvPLKK5o8ebKWL18uT89TM9Gio6P1zTfftEpxAAAAAPBzTQox+/fvV0JCgqRTt1uWJF9fX1VXV7d8ZQAAAABwFk26sN/f31/Hjx9Xly5dHMsOHz6soKCgRvfx8ccfa82aNSoqKpLFYtGmTZtkNpsd64cPHy5vb2/HAzUlKTMzU+Hh4ZIku92uZcuWae3ataqqqlK/fv00ffp09enTpym7AgAAAMCgmhRihg0bpueff16PPfaYJOno0aNauHChRo4c2eg+/P39lZiYqNraWr3wwgtnbZOWlqZrr732rOtWrFihdevWKSMjQ2FhYcrOzlZKSoqys7PVsWPHpuwOAAAAAANq0nSyKVOmqEuXLpo8ebIqKys1adIkmc3mJj0nZvDgwRo5cqRCQ0ObXKwk5ebmasKECQoPD1eHDh2UlJSkuro6bd269aL6AwAAAGAsjT4TY7PZVFRUpBkzZujhhx9WcXGxgoKCFBwc3OJFzZ07VzabTcHBwUpISFB8fLwkqbKyUiUlJerfv7+jrdlsVt++fbVv3z7ddtttLV4LAAAAgLal0SHGbDbr97//vT788EMFBgYqMDCwVQp68cUXFR0dLQ8PD+3YscMRaBITE2WxWCSdmpJ2Jn9/f8c6AAAAAO1bk66JCQsL07Fjx9S1a9fWqsfpWpgbbrhB48aN08aNG5WYmChfX19Jp87InKmysvKCNaWmpsrb21uSFBsbq9jY2BauHAAAAMDZ5OfnKz8/X5JktVqb3V+TQszYsWP1zDPPaMqUKQoJCXHcZlnSRV/jciEmk0l2u13SqTMuISEh2r17twYOHCjp1DS3wsJCjRo16rz9pKWltdrZIwAAAADnduZJhPLycmVmZjarvyaFmBdffFGSlJKS4lhmt9tlMpn00UcfNaoPm80mm82muro6SaeSmNlslqenpwoLC2W32xUeHi4PDw/961//0nvvvacpU6Y4Pp+YmKicnBxdc801Cg0NdTx4c+jQoU3ZFQAAAAAG1agQM336dM2fP19vv/22JGnjxo0XPPNxLhs3blR6errj/e233y5JmjdvniwWi15//XUdOXJEZrNZwcHBeuCBBxwP2JSkiRMnymKxaMaMGbJYLIqMjFR6ejq3VwYAAAAuEY0KMfv27ZMkhYSESJJWrlyp++6776I2GBcXp7i4uHOuv+mmm877eZPJpKSkJCUlJV3U9gEAAAAYW5OeE3Pa6WtUAAAAAMDVLirEnHlBPwAAAAC4UqOmk9XV1enNN990vK+trXV6L4npXQAAAABcolEhZsCAAfrqq6/O+Z4zMwAAAABcpVEhZv78+a1cBgAAAAA0zkVdEwMAAAAA7kKIAQAAAGAohBgAAAAAhkKIAQAAAGAohBgAAAAAhtKou5MBANBWlJeXu7sEQ/D29paPj4+7ywCAVkGIAQAYQo0kb0m9evVydymGEBIUpP3FxQQZAO0SIQYAYAjW/7wOSAp0cy1tXbmkXqWlslqthBgA7RIhBgBgKIEixADApY4L+wEAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYiqerN/jxxx9rzZo1KioqksVi0aZNm2Q2mx3ri4qKtHDhQu3du1d+fn6Kj4/XlClTZDKZJEl2u13Lli3T2rVrVVVVpX79+mn69Onq06ePq3cFAAAAgBu4/EyMv7+/EhMT9cgjjzRYZ7FYlJKSoujoaK1Zs0YZGRlau3atVq1a5WizYsUKrVu3ThkZGVqzZo2io6OVkpKi6upqV+4GAAAAADdxeYgZPHiwRo4cqdDQ0AbrtmzZovr6eiUlJalDhw4KDw/XxIkTtWbNGkeb3NxcTZgwQeHh4erQoYOSkpJUV1enrVu3unAvAAAAALhLm7ompqioSBEREU7Ty6KionTw4EFVVVWpsrJSJSUl6t+/v2O92WxW3759tW/fPneUDAAAAMDFXH5NzPlUVVXJ39/faVlAQICkU1PN7Ha7JDVo4+/vL4vF4poiAQAAALhVmwoxfn5+Onr0qNOyiooKSZKvr68jxFRWVjq1qaysVNeuXc/bd2pqqry9vSVJsbGxio2NbamyAQAAAJxHfn6+8vPzJUlWq7XZ/bWpEHPFFVdo06ZNstlsjille/bsUWhoqPz8/CRJISEh2r17twYOHChJstlsKiws1KhRo87bd1pamgIDA1t3BwAAAAA0cOZJhPLycmVmZjarP5dfE2Oz2WS1WlVXVyfpVBKzWq2qr6/XzTffLA8PDy1dulS1tbXav3+/cnJylJiY6Ph8YmKicnJytH//ftXW1mrp0qXy9PTU0KFDXb0rAAAAANzA5WdiNm7cqPT0dMf722+/XZI0b948xcTEKCMjQwsWLFBiYqJ8fX2VkJCg8ePHO9pPnDhRFotFM2bMkMViUWRkpNLT09WxY0dX7woAAAAANzAVFBTY3V1Ea6qqqlJ8fLzKysqYToYWU15erk6dOqlMEkfVuf0oqZfEOF0A49Q4jFPjlUvqJPH/fQDapNO/o/Ly8hyXjDRVm7rFMgAAAABcCCEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKEQYgAAAAAYCiEGAAAAgKF4ursAtC01NTWyWq3uLqPNKy8vd3cJAAAAlyxCDBxqamrUJyxMJaWl7i4FAAAAOCdCDBysVqtKSkt1QFKgu4tp44olDXB3EQAAAJcoQgwaCBQh5kKYTAYAAOA+hBgAANoprt+7MG9vb/n4+Li7DABNRIgBAKCdqZHkLalXr17uLqXNCwkK0v7iYoIMYDCEGAAA2hnrf15c43h+5ZJ6lZbKarUSYgCDuWRCTE1NjbtLaPOYdgAA7QvXOAJory6ZEDMoKkpHjh93dxkAAAAAmumSCTFHjh/ntPoFcNtgAAAAGMElE2IkTqtfCJPJAAAAYAQe7i4AAAAAAJqCEAMAAADAUAgxAAAAAAyFEAMAAADAUAgxAAAAAAyFEAMAAADAUAgxAAAAAAyFEAMAAADAUAgxAAAAAAyFEAMAAADAUAgxAAAAAAyFEAMAAADAUAgxAAAAAAyFEAMAAADAUAgxAAAAAAyFEAMAAADAUDzdXcDPLVu2TMuXL5e3t7dj2U033aSnnnpKklRUVKSFCxdq79698vPzU3x8vKZMmSKTyeSukgEAAAC4UJsLMZI0YMAALVq0qMFyi8WilJQUxcXFKSMjQ8XFxZo5c6b8/Pw0fvx4N1QKAAAAwNUMNZ1sy5Ytqq+vV1JSkjp06KDw8HBNnDhRa9ascXdpAAAAAFykTZ6JKSws1F133SUfHx8NHDhQDzzwgHr06KGioiJFRETIbDY72kZFRengwYOqqqqSn5+fG6sGAAAA4Apt7kzMLbfcoqVLl2r16tVatGiRTCaTHn/8cVVXV6uqqkr+/v5O7QMCAiSdmmoGAAAAoP1rc2di+vTp4/h7t27dlJKSovj4eH399dfy8/PT0aNHndpXVFRIknx9fS/Yd6okb0mx/3kBAAAAaH35+fnKz8+XJFmt1mb31+ZCzM+ZTCaZTCbZ7XZdccUV2rRpk2w2m2NK2Z49exQaGtqoqWRpkgJbuV4AAAAAzmJjYxUbe+o0Qnl5uTIzM5vVX5ubTlZQUKCysjJJUmlpqV544QV17txZ0dHRuvnmm+Xh4aGlS5eqtrZW+/fvV05OjhITE91cNQAAAABXaXNnYjZt2qQFCxaopqZGAQEBuvLKK/XSSy85potlZGRowYIFSkxMlK+vrxISEri9MgAAAHAJaXMhZu7cueddf8UVV2jhwoUuqgYAAABAW9PmppMBAAAAwPkQYgAAAAAYCiEGAAAAgKG0uWtiAAAAXKm8vNzdJbR53t7e8vHxcXcZgAMhBgAAXJJqdOoh2L169XJ3KW1eSFCQ9hcXE2TQZhBiAADAJcn6n9cB8TDs8ymX1Ku0VFarlRCDNoMQAwAALmmBIsQARsOF/QAAAAAMhRADAAAAwFAIMQAAAAAMhRADAAAAwFAIMQAAAAAMhRADAAAAwFAIMQAAAAAMhRADAAAAwFAIMQAAAAAMhRADAAAAwFAIMQAAAAAMhRADAAAAwFAIMQAAAAAMhRADAAAAwFAIMQAAAAAMhRADAAAAwFAIMQAAAAAMhRADAAAAwFAIMQAAAAAMhRADAAAAwFAIMQAAAAAMhRADAAAAwFAIMQAAAAAMhRADAAAAwFAIMQAAAAAMhRADAAAAwFAIMQAAAAAMhRADAAAAwFAIMQAAAAAMhRADAAAAwFAIMQAAAAAMxdPdBQAAAKDtKy8vd3cJbZ63t7d8fHzcXcYlgRADAACAc6qR5C2pV69e7i6lzQsJCtL+4mKCjAsQYgAAAHBO1v+8DkgKdHMtbVm5pF6lpbJarYQYFyDEAAAA4IICRYhB28GF/QAAAAAMhRADAAAAwFAIMQAAAAAMxbDXxNjtdi1btkxr165VVVWV+vXrp+nTp6tPnz7uLg0AAABAKzJsiFmxYoXWrVunjIwMhYWFKTs7WykpKcrOzlbHjh3dXd4lL19SrLuLuMQw5q7HmONSwHHueoy567XkmPM8nQtriTEybIjJzc3VhAkTFB4eLklKSkrS2rVrtXXrVt12221urg58AbseY+56jDkuBRznrseYu15LjDnP03EtQ4aYyspKlZSUqH///o5lZrNZffv21b59+wgxAAAAcCmep9N4xZIGNLMPQ4YYi8UiSfL393da7u/v71h3mt1ud/y9WKceRISzO/SfP1tinCok/djMPtqylhyrltIWx7wtjlNLaqkxb+/j1FIYp8bj+7xx2uox1dbGvK2OU0tqiTE/PU4VzeznUlD5nz/P/J3eVIYMMb6+vpJOnZE5U2Vlpbp27eq0rLq62vH35ia+S0VLjdPiFuqnLWtrx1RbHfO2Nk4tqSXHvD2PU0tinBqP7/PGaYvHVFsc87Y4Ti2ppca8vY9TS6qurm5wUqKxDBli/P39FRISot27d2vgwIGSJJvNpsLCQo0aNcqpbZcuXZSTk6OOHTvKZDK5o1wAAAAA/2G321VdXa0uXbpcdB+GDDGSlJiYqJycHF1zzTUKDQ3V8uXL5enpqaFDhzq18/DwULdu3dxUJQAAAICfu9gzMKcZNsRMnDhRFotFM2bMkMViUWRkpNLT07m9MgAAANDOmQoKCi7+ihoAAAAAcDEPdxcAAAAAAE1h2OlkF2K327Vs2TKtXbtWVVVV6tevn6ZPn64+ffq4u7R24+OPP9aaNWtUVFQki8WiTZs2yWw2O9YXFRVp4cKF2rt3r/z8/BQfH68pU6Zwg4WL9MYbb2j79u06fPiwfHx8FBMTo+TkZHXv3t3R5vDhw5o/f76+/PJLeXl5acSIEXr44Yfl5eXlxsqNKysrSxs2bFBZWZnMZrP69eun5ORkRUREONpwnLeup556Sp9++qlefPFFXXvttZKkL774Qq+++qp++OEHde7cWZMmTVJiYqKbKzWuZcuWafny5fL29nYsu+mmm/TUU09J4hhvTbt27dKSJUu0e/dueXh46Be/+IUWLlwoDw8Pxr2F3X///Tp8+LDjvd1uV21trZ555hkNHTqU8W4lpaWlyszM1L///W9ZrVZdfvnlmjZtmmJiYiQ17/u83YaYFStWaN26dcrIyFBYWJiys7OVkpKi7OxsrptpIf7+/kpMTFRtba1eeOEFp3UWi0UpKSmKi4tTRkaGiouLNXPmTPn5+Wn8+PFuqtjYTCaTZs6cqfDwcNXW1mrevHlKTU3V4sWnbgpZX1+v1NRUXXHFFVq5cqUqKir0xBNP6LXXXtNvf/tbN1dvTMOHD9fYsWMVEBCguro6rV69WikpKVq5cqXMZjPHeSvLz89XTU2N07KSkhLNnj1bDz74oOLj47Vr1y49+eSTCgoKanBjFzTegAEDtGjRogbLOcZbz65duzRz5kz99re/VVpamry8vLRnzx6ZTCbGvRUsW7bM6f17772n7OxsXX/99Yx3K5o/f75OnDihN998UwEBAXrvvfeUmpqqd999VxaLpVnf5+12Ollubq4mTJig8PBwdejQQUlJSaqrq9PWrVvdXVq7MXjwYI0cOVKhoaEN1m3ZskX19fVKSkpShw4dFB4erokTJ2rNmjWuL7SdmDZtmiIjI+Xl5SV/f3/dc889KioqUkXFqcdq7dy5U99//70eeeQR+fn5KSQkRFOnTtWHH34oq9Xq5uqNqXfv3goICJB06l/tPDw8dPz4cceYc5y3nqNHj+rNN9/U448/7rQ8Pz9fPXv21JgxY+Tl5aWYmBiNHj1aq1evdlOl7RvHeOt5/fXXdfvttys2NlY+Pj4ym80aMGCATCYT4+4C77//vm6//XZ5e3sz3q2ouLhYN998sy677DKZzWbdeeedqq6u1o8//tjs7/N2GWIqKytVUlKi/v37O5aZzWb17dtX+/btc2Nll46ioiJFREQ4TS+LiorSwYMHVVVV5cbK2o/PP/9cwcHBjh/ZhYWFCg0NVadOnRxtoqKiVFNTowMHDrirTMPbtm2b4uPjFRsbq1dffVV33323LrvsMkkc563FbrcrIyND9957r4KDg53WFRYWKioqymlZZGSkCgsLXVliu1NYWKi77rpLkyZN0rPPPqtDh049e5xjvHXU1NRo165d8vDw0EMPPaTExEQ9+OCD2rx5syTGvbX961//0o8//qiEhARJjHdruueee/TZZ5/p2LFjOnnypNasWaPQ0FBdccUVzf4+b5fTySwWi6SG95/29/d3rEPrqqqqajD+p39sWywW+fn5uaOsdmPHjh3Kzs7W008/7Vh2tnE9c8xxcW688Ubl5eWpvLxc+fn5Ts+d4jhvHbm5ubLb7brzzjsbrKuqqlLPnj2dlgUEBPBDoxluueUWxcXFKTg4WD/99JNef/11Pf7441q8eDHHeCupqKhQfX29NmzYoLS0NPXt21efffaZnn32WXXt2pVxb2W5ubm67rrr1KNHD0l8l7em6Ohobdy4UXfffbc8PDwUGBioZ555Rh06dGj293m7PBPj6+sr6dQZmTNVVlY61qF1+fn5NRj/01Nw+G/QPNu2bdMf/vAHpaamavDgwY7lvr6+Df6Hz5i3nMDAQI0bN04vvvii41+JOM5bXnFxsZYvX95gGtlp5xpzfmRcvD59+igkJEQmk0ndunVTSkqKjh49qq+//ppjvJWcvjY3NjZWUVFRMpvNuvnmmxUTE6NPP/2UcW9FP/30kz777DOni8cZ79ZRX1+vGTNmKCgoSLm5udqwYYNmzJih2bNnq7CwsNnf5+0yxPj7+yskJES7d+92LLPZbCosLFTfvn3dWNml4/RpQpvN5li2Z88ehYaG8mOjGTZu3Ki5c+dqzpw5DS56i4iI0KFDh1RWVuZYtmfPHvn4+KhXr16uLrVdstvtOnnypIqLiyVxnLeGr776SuXl5UpOTlZiYqLjh8Yf/vAHvfjii4qIiNCePXucPrNnzx6nO8aheUwmk0wmk+x2O8d4K/H391doaOg573zFuLeevLw8de/eXddff71jGePdOioqKnTw4EGNHTtWgYGBMpvNGjJkiEJDQ/X55583+/u8XYYYSUpMTFROTo7279+v2tpaLV26VJ6enty9pgXZbDZZrVbV1dVJkqxWq6xWq+rr63XzzTfLw8NDS5cuVW1trfbv36+cnBxug9oMq1ev1sKFC5WWluZ0Bua0K6+8Ur1799af//xnWSwWHT58WEuXLtXo0aOdbp2Kxlu1apVKS0slSSdOnNC8efPk6emp6OhoSeI4bwXDhg3T22+/rcWLFztekvT73/9eDz74oGJjY/XDDz8oNzdXdXV12rlzp9atW6e77rrLvYUbWEFBgeMfP0pLS/XCCy+oc+fOio6O5hhvRWPGjNH69etVWFio+vp6ffbZZ/ryyy81dOhQxr2V2Gw2rV27Vnfeeac8PP7vJzDj3To6deqkyy+/XGvWrFFVVZXq6+u1bds2/e///q/69evX7O9zU0FBgb11d8E97Ha7li5dqry8PFksFkVGRuqxxx5TeHi4u0trN9avX6/09PQGy+fNm6eYmBgVFRVpwYIF2rt3r3x9fZWQkMA915th+PDhMpvNDZ75kp6eriuvvFLSqdvPnn5OjLe3t0aMGKGHHnqIEHORZs+erT179qi6ulq+vr6KiorS5MmTFRkZ6WjDcd76hg8f3uA5MZmZmU7PFSDEXLwnnnhCu3btUk1NjQICAnTllVcqKSlJYWFhkjjGW9Nf//pX5ebmqrKyUj179tTkyZM1ZMgQSYx7a9i8ebPmzp2rlStXOt0ER2K8W8uPP/6o1157Tbt27ZLValW3bt00btw4xzWPzfk+b7chBgAAAED71G6nkwEAAABonwgxAAAAAAyFEAMAAADAUAgxAAAAAAyFEAMAAADAUAgxAAAAAAyFEAMAAADAUAgxAAAAAAyFEAMAAADAUAgxAAC3W7dunYYPH6433njD3aUAAAyAEAMAcLvc3FwFBgZq3bp1slqt7i4HANDGEWIAAG61e/du7dmzR0888YSqqqq0efNmxzqLxaLnn39eiYmJGj9+vFatWqXx48dr/fr1jjY//PCDZs+erbFjx2r8+PGaN2+eqqur3bErAAAXIcQAANwqNzdXERERGjx4sIYMGaLc3FzHukWLFun777/XkiVLtHz5cu3fv1/Hjx93rC8rK9Ojjz6qa665Ru+++64WL16sH3/8UZmZme7YFQCAixBiAABuU1FRoYKCAsXHx0uS4uPjtWvXLhUWFspms+mjjz7SlClT1LVrV/n4+Ojhhx+W3W53fD4/P19hYWEaP368vL291alTJ91///3asGGDbDabu3YLANDKPN1dAADg0rVu3TqZTCbdeuutkqSrr75aYWFhys3N1dSpU1VXV6fg4GBHez8/P/n7+zveFxcXa+/evY4QdKbS0lJ169at9XcCAOByhBgAgFvY7XZ98MEHqqur03333edYXlVVpU2bNik5OVleXl46fPiw+vTp41hXWVnpaBsUFKRBgwbp5Zdfdnn9AAD3IcQAANzin//8p3788Ue9/PLLuvzyyx3LLRaLpk2bpg0bNmjkyJHKzs5W37595efnp9dee00mk8nRNi4uTqtWrdKaNWsUFxenDh066OjRo9q7d6+GDBnijt0CALgAIQYA4Bbvv/++rr32Wl199dVOy4OCgnTHHXfo/fffV2ZmphYsWKCpU6eqQ4cOmjhxogIDA+Xt7S1JCg4OVmZmpv7yl79o+fLlqq2tVdeuXTVixAhCDAC0Y6aCggL7hZsBAOB+FRUVSkxM1KJFizRw4EB3lwMAcBPuTgYAaLMOHz6sL774QjabTWVlZZo/f7569uypqKgod5cGAHAjppMBANqskydPatGiRTp06JA8PT3Vv39//elPf5LZbHZ3aQAAN2I6GQAAAABDYToZAAAAAEMhxAAAAAAwFEIMAAAAAEMhxAAAAAAwFEIMAAAAAEMhxAAAAAAwlP8PbamblgINwCYAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "plt.style.use('classic')\n", + "plt.figure(figsize=(12, 6)) \n", + "plt.hist(titanic['Age'], color='red')\n", + "plt.xlabel('Age')\n", + "plt.ylabel('Frequency')\n", + "plt.title('Distribution of Age')\n", + "plt.show()" ] }, { @@ -306,11 +1331,80 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 77, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "plt.style.use('classic')\n", + "plt.figure(figsize=(12, 6)) \n", + "plt.hist(titanic['Age'], bins=10, color='lime')\n", + "plt.xlabel('Age')\n", + "plt.ylabel('Frequency')\n", + "plt.title('Distribution of Age')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.style.use('classic')\n", + "plt.figure(figsize=(12, 6)) \n", + "plt.hist(titanic['Age'], bins=20, color='gold')\n", + "plt.xlabel('Age')\n", + "plt.ylabel('Frequency')\n", + "plt.title('Distribution of Age')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.style.use('classic')\n", + "plt.figure(figsize=(12, 6)) \n", + "plt.hist(titanic['Age'], bins=50, color='silver')\n", + "plt.xlabel('Age')\n", + "plt.ylabel('Frequency')\n", + "plt.title('Distribution of Age')\n", + "plt.show()" ] }, { @@ -327,7 +1421,7 @@ "outputs": [], "source": [ "\"\"\"\n", - "your comments here\n", + "More bins is more precised data (more columns), less bins is less precise data (more visual at a single glance)\n", "\"\"\"" ] }, @@ -340,11 +1434,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 101, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "sns.set(style='ticks') \n", + "plt.figure(figsize=(10, 6)) \n", + "sns.histplot(data=titanic, x='Age', kde=True, color='blue', edgecolor='skyblue')\n", + "plt.xlabel('Age')\n", + "plt.ylabel('Count')\n", + "plt.title('Distribution of Age')\n", + "plt.show()" ] }, { @@ -357,22 +1468,56 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 102, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Method 1 - matplotlib\n", - "# your code here" + "plt.style.use('classic')\n", + "plt.figure(figsize=(12, 6)) \n", + "plt.hist(titanic['Gender'], color='pink')\n", + "plt.xlabel('Gender')\n", + "plt.ylabel('Frequency')\n", + "plt.title('Distribution of Gender')\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 103, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Method 2 - seaborn\n", - "# your code here" + "sns.set(style='ticks') \n", + "plt.figure(figsize=(10, 6)) \n", + "sns.histplot(data=titanic, x='Gender', kde=True, color='purple', edgecolor='pink')\n", + "plt.xlabel('Gender')\n", + "plt.ylabel('Count')\n", + "plt.title('Distribution of Gender')\n", + "plt.show()" ] }, { @@ -384,11 +1529,57 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 110, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "plt.style.use('classic')\n", + "plt.figure(figsize=(12, 6)) \n", + "plt.hist(titanic['Pclass'], color='pink', label='Passenger Class')\n", + "plt.legend()\n", + "plt.xlabel('Pclass (1 = VIP, 2 = middle class, 3 = peasants & Jack <3)')\n", + "plt.ylabel('Frequency')\n", + "plt.title('Distribution of Passenger Class')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.style.use('classic')\n", + "plt.figure(figsize=(12, 6)) \n", + "plt.hist(titanic['Pclass'], color='pink', label='Passenger Class')\n", + "plt.legend()\n", + "plt.xlabel('Pclass (1 = VIP, 2 = middle class, 3 = peasants)')\n", + "plt.ylabel('Frequency')\n", + "plt.title('Distribution of Passenger Class')\n", + "plt.show()" ] }, { @@ -400,11 +1591,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 132, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "plt.style.use('classic')\n", + "plt.figure(figsize=(12, 6)) \n", + "plt.hist(titanic['Age'], bins=5, color='turquoise')\n", + "plt.xlabel('Age')\n", + "plt.ylabel('Frequency')\n", + "plt.title('Distribution of Age')\n", + "plt.show()" ] }, { @@ -414,7 +1623,7 @@ "outputs": [], "source": [ "\"\"\"\n", - "your comments here\n", + "A bar classic plot with a small bin size so the data is visible at a glance.\n", "\"\"\"" ] }, @@ -432,7 +1641,7 @@ "outputs": [], "source": [ "\"\"\"\n", - "your comments here\n", + "That most of the passengers were in their 20-30s, exactly 51.4%\n", "\"\"\"" ] }, @@ -445,11 +1654,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 142, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "plt.figure(figsize=(10, 6))\n", + "\n", + "sns.boxplot(data=titanic, x='Age')\n", + "plt.title('Distribution and Summary Statistics of Age')\n", + "\n", + "sns.histplot(data=titanic, x='Age', color='lightblue', kde=True, alpha=0.9, label=\"why\")\n", + "\n", + "plt.legend()\n", + "plt.xlabel('Age')\n", + "plt.ylabel('Frequency')\n", + "plt.show()\n" ] }, { @@ -466,7 +1696,7 @@ "outputs": [], "source": [ "\"\"\"\n", - "your comments here\n", + "That most of the passengers were less than 25?\n", "\"\"\"" ] }, @@ -480,22 +1710,56 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 145, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Method 1 - matplotlib\n", - "# your code here" + "plt.figure(figsize=(8, 6))\n", + "plt.scatter(titanic['Age'], titanic['Fare'], color='skyblue', alpha=0.6, edgecolors='black')\n", + "plt.xlabel('Age')\n", + "plt.ylabel('Fare')\n", + "plt.title('Relationship between Fare and Age (Matplotlib)')\n", + "plt.grid(True)\n", + "plt.show()\n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 146, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Method 2 - seaborn\n", - "# your code here" + "plt.figure(figsize=(8, 6))\n", + "sns.scatterplot(data=titanic, x='Age', y='Fare', color='skyblue', alpha=0.6, edgecolor='black')\n", + "plt.xlabel('Age')\n", + "plt.ylabel('Fare')\n", + "plt.title('Relationship between Fare and Age (Seaborn)')\n", + "plt.grid(True)\n", + "plt.show()" ] }, { @@ -507,11 +1771,55 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 149, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(1309, 12)" + ] + }, + "execution_count": 149, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here" + "titanic.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 158, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jsctr\\AppData\\Local\\Temp\\ipykernel_3332\\3203740072.py:1: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n", + " corr_matrix = titanic.corr()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "corr_matrix = titanic.corr()\n", + "\n", + "plt.figure(figsize=(12, 10))\n", + "sns.heatmap(corr_matrix, annot=True, cmap='coolwarm', square=True)\n", + "plt.title('Correlation Matrix')\n", + "plt.show()\n" ] }, { @@ -528,7 +1836,8 @@ "outputs": [], "source": [ "\"\"\"\n", - "your comments here\n", + "The fare of the ticket along the passenger class, directly proporcional\n", + "After that, age and passenger class, so older passengers were from higher classes\n", "\"\"\"" ] }, @@ -541,13 +1850,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 164, "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "plt.figure(figsize=(8, 6))\n", + "sns.violinplot(data=titanic, x='Pclass', y='Age')\n", + "plt.xlabel('Pclass')\n", + "plt.ylabel('Age')\n", + "plt.title('Summary Statistics of Age by Pclass')\n", + "plt.show()\n" ] }, { @@ -560,11 +1885,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 168, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "g = sns.FacetGrid(data=titanic, col='Gender', height=10)\n", + "g.map(sns.histplot, 'Age', bins=10)\n", + "g.set_xlabels('Age')\n", + "g.set_ylabels('Frequency')\n", + "g.fig.suptitle('Distribution of Age by Gender')\n", + "plt.show()\n" ] } ], diff --git a/your-code/scatter_plots.png b/your-code/scatter_plots.png new file mode 100644 index 0000000000000000000000000000000000000000..c836ee2904477d440034c68aba6a5e1f9b742899 GIT binary patch literal 76809 zcmd43by(Ni_AUGc#h^<-Qb7r6RFFnRS`h?6It1xPx-7Z`L8YV=5GAEkS{kG~1Oe&p zJD2<1bME=w_x1>*@F8byWFFaLFhu(3e^_bapG+}W7>umsO%>Vl8;~Jl<&P0a=fCz9Fe8?+|Lic>V_4qj(k#8%_*lf8oT7IrpMpwgK6lF zxMWGGubE&XnqFX?IOTkJz;8Vol>Xq;WXrp&I^tU+PGiCEubaCb7Rilz?pwNVbV}=p z&U7n^6Tlltn52G>O5eLj`0-v`#)6OJhm5qeDjMrDAM>no3R_#-G}X@(8u=zZIff0B zg=3z17PHN6F@Dcz3`>&(DY+Th*v`@kKUEo#s^I#fS-3Um;=eN!V+~JqKTAjSZL6{N 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