From 1b1c05a360cee4e724585f7cf421325b9b1840d7 Mon Sep 17 00:00:00 2001 From: Sergio Soutinho Date: Mon, 31 Jul 2023 22:25:18 +0100 Subject: [PATCH] lab done --- your-code/main.ipynb | 1286 +++++++++++++++++++++++++++++++++++++++--- 1 file changed, 1206 insertions(+), 80 deletions(-) diff --git a/your-code/main.ipynb b/your-code/main.ipynb index dbe4405..3b90860 100755 --- a/your-code/main.ipynb +++ b/your-code/main.ipynb @@ -11,12 +11,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Libraries\n", - "import numpy as np" + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import pandas as pd" ] }, { @@ -30,13 +33,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "x = np.arange(0,100)\n", "y = x*2\n", - "z = x**2" + "z = x**2\n" ] }, { @@ -53,11 +56,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Method 1" + "# Method 1\n", + "plt.figure(figsize=(10,6))\n", + "plt.plot(x,y)\n", + "plt.plot(x,z)\n", + "plt.ylabel(\"Y Label\")\n", + "plt.xlabel(\"x Label\")\n", + "plt.show()" ] }, { @@ -69,11 +89,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Method 2" + "# Method 2\n", + "fig, axes = plt.subplots(nrows=1, ncols=2)\n", + "\n", + "axes[0].plot(x, y)\n", + "axes[1].plot(x, z)\n", + "\n", + "plt.show()" ] }, { @@ -88,11 +125,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "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", + "fig, axes = plt.subplots(nrows=1, ncols=2)\n", + "\n", + "axes[0].plot(x, y, 'b-')\n", + "axes[0].set_title('(x, y) Plot', size = 10, fontweight = \"bold\")\n", + "axes[0].set_xlabel('x Label', fontsize = 10, fontweight = \"bold\")\n", + "axes[0].set_ylabel('y Label', fontsize = 10, rotation =90, fontweight = \"bold\")\n", + "\n", + "axes[1].plot(x, z, 'b-', label = '(x, z) Plot')\n", + "axes[1].set_title('(x, z) Plot', size = 10, fontweight = \"bold\")\n", + "axes[1].set_xlabel('x Label', fontsize = 10, fontweight = \"bold\")\n", + "axes[1].set_ylabel('z Label', fontsize = 10, rotation = 90, fontweight = \"bold\")\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" ] }, { @@ -105,11 +167,40 @@ }, { "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" + "# your code here\n", + "x = np.arange(0,100)\n", + "y1 = x**2\n", + "y2 = np.exp(x)\n", + "\n", + "fig, charts = plt.subplots(nrows=2, ncols=1, figsize=(20,10))\n", + "\n", + "charts[0].set_title('Linear scale')\n", + "charts[0].plot(x, y1, 'r--')\n", + "charts[0].plot(x, y2, 'b-')\n", + "\n", + "charts[1].set_title('Log scale')\n", + "charts[1].plot(x, y1, 'r--')\n", + "charts[1].plot(x, y2, 'b-')\n", + "charts[1].set_xscale('log')\n", + "charts[1].set_yscale('log')\n", + "\n", + "charts[1].grid(True)\n", + "plt.show()" ] }, { @@ -121,11 +212,42 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
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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": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here" + "# your code here\n", + "fitbit = pd.read_csv(\"Fitbit2.csv\")\n", + "fitbit.head()" ] }, { @@ -167,15 +505,54 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 36, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", 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oPT3dGG1q3ry5EfT27dtnMRIVExMjb29vixFSGxsbtW/fXocPHy70EFNxfw9//vmnRo0apUOHDumjjz66aZAry31fr2nTpsZIZcExFwS8pk2bKicnR/Hx8crKylJCQoKx7sCBA8rIyCjUR9WsWVP16tUz/mZ++eUX5ebmFirn7e0tR0fHQvco/vbbbxo2bJhq1aqladOmGUFOyn89NmnSRHXq1LGo6/7771d6enqhv/Ob9VkHDhyQt7e3xSVhe3t7tW7dukTnDrcfI3MolxwdHfXwww9r48aNSkpKUocOHYoczi+YSmLKlCmaMmVKofUFnc/58+clqdA9SMXdO3WtnTt36u2331bPnj01YMAAVa1aVdbW1poyZYqysrIKlb/+3hZbW9siy92Ih4eHHn30US1fvrzEI3o3UqVKlUJtKmp5hQoVimxrceetIJBcuHBBZ8+eVceOHYvcf3p6epHb30xaWlqRZV1cXHTx4sUS1VGUKlWqqFOnTsZo2Pbt2/XWW29p4cKFmjBhQrHbpaenKzc3V0uXLtXSpUuLLJObm2v8rVapUsXiXrWCtkvSH3/8oZo1a2r8+PFatGiRPvvsM3388ceqXr26evTooWefffaml7CKOjfOzs4Wb9Zt27aVs7Oz1q5dq6FDh+qbb75RrVq19MADD9ywbil/NCovL0/79u3TuXPnVKtWLWM0r3nz5vrqq6+UnZ1t3EtXcCk6PT1djRo1KrK9eXl5Sk9Pt3jiuLi/h+TkZJ04cUKBgYHGB5CbKat9X69ixYpq3LixRYAtmALH0dFRHh4exrqrV68ao5QFfVRISEiR9RZ8ULlw4YIk6dlnny32uK4VExOj9PR0vfjii4VGxy5cuKDTp0+X+PV4sz7r/PnzFvcfFyjJPZ34axDmUG517txZY8eOVW5urt54440iyxS8eTz//PPGZb1rFbyRVq9eXVJ+x3ptp5SSknLTdmzevFn33ntvoYclru8Qy9rgwYO1detWRUZGFlpXcOn1+uCVlpZ2W9pS3HmrUaOGpPw3gzp16uitt94qcvvrL+dZWVmVaL9OTk5F/o5SUlIKBdH/RZs2bdSwYUP99ttvNyxXuXJlWVtb6/HHH1dAQECRZa4NYBcvXlR2drZFoCs4npo1a0rKf0N85ZVX9MorrygxMVHr16/XwoUL5eTkdNN7Jos6N6mpqcbvRcp/DXTv3l1ff/21nn76aX3//ffq169fiR7Iadq0qWxsbBQTE6OUlBSLJ1WbN2+urKws7d+/X/Hx8Rbno2rVqsX+3qysrAqFh+L+Hu6++2717NlTEydOVMWKFQvde1mUstp3UXx9ffX5558rLi5OqampFg84+Pj4GPfKFfws/bePeu2114oMRAVBrKBdU6ZMKfJv+/p2P/bYY7p06ZImTZqkChUqWIwAV61aVdWqVSt2nr5rH9wqierVq1vMwVigqGW4MwhzKLdatmyptm3bqnLlykV2glJ+p+Tq6qoTJ07omWeeKbauhg0bqlKlStq6davF5dprn/oszpUrVwrdGP3TTz/pjz/+KOGR3Jq6deuqU6dO+vzzz1W7dm1VrFjRWFcw4nj8+HGLEYvrJ3ItK0WdN2tra3l5eUnKvxds27Ztsre3L/EISkn4+Pho9+7d+vPPP43RlD///FM7d+7UvffeW+r60tLS5OjoWGi0LDMzU8nJyRZTk9jZ2RV6CMHe3l7NmzfX0aNH1ahRo5uOnOXm5mrbtm3GPXNS/rmrXbu2ReAqULduXQ0ZMkTr1q3T8ePHb3o8u3fvtpjfLCkpSXFxcYVeC4899pg+++wzTZgwQVevXlX37t1vWreUf7wFo1EpKSnG/ZVSfkipW7euVq5cqcuXL1sEG19fX3355ZdKSkoygnxOTo62bNmiRo0aFTsPYFE6dOggKysrTZw4UXl5efr3v/99w/Jlue+i6l6+fLk+++wzOTs7G/ejSVKzZs307bffKicnR/Xq1TNGrZo2bSoHBwf9/vvvRT5hXcDPz0/W1tY6e/asWrZsedO2WFlZaeTIkbK2ttY777yjN998U+3atZOU/3qMjIxUrVq1ymT0zNvbW1988YWSk5NVq1YtSfmvmR07dnDPXDlBmEO5ZWNjo7fffvuGZaysrDRixAjjqchHH31UTk5OSk1N1YEDB+Tq6qo+ffqocuXK6tu3r5YtWyYHBwe1bNlSCQkJ2rBhw03b0apVK4WFhWnRokXy8fHR0aNHtXz58iLfjMvawIED9d133+nw4cNq1qyZsbx69ery9fXVJ598otzcXNnb22vjxo06c+bMbWnH7t27NXv2bOO8LV68WJ07dzY+4Xfs2FEbNmxQcHCw+vbtq4YNGyo7O1u///67duzYoffff/+WHuQYNGiQdu3apeDgYPXr109WVlZasWKF8ZReaUVHR2vWrFnq1KmT8SZ79uxZRUZG6uLFi+rbt69Rtn79+tq3b5927twpFxcXOTk5ydXVVS+99JJGjBih0aNHq1u3bnJxcVFaWpoOHTokKysri2+fcHBw0Jw5c5SWliZ3d3dt3rxZe/bs0WuvvSYrKytdunRJISEh6tixo+rVqycbGxv9+OOPunjxYone0CtWrKhRo0apX79+xtOsjo6OhR7KqVmzplq3bq3t27erbdu2pfrb9fHxUUREhPLy8grNIde8eXOtX79ekizmVOvbt6+ioqIUEhKiwYMHy9HRUV999ZVOnTql0NDQEu+7QPv27WVtba333ntPeXl5GjZsWLFly3rf12rWrJmsra21c+fOQvdC+vj4KDMzU9HR0RZh2dHRUUOGDNGMGTN04cIFtWrVSpUrV9Yff/yhmJgYtWjRQu3bt5e7u7v69eunjz76SImJifL19ZWdnZ3++OMP/fLLL+rRo0eREzIPHz5cNjY2evfdd5WXl6dHH31Uffr00ZYtWzRixAj16dNHdevW1eXLl3Xy5Ent379f7777bqmOu2/fvvrqq680atQoDRo0yHia9doPmLizCHMwvQcffFAzZszQsmXLNHXqVF25ckUuLi7y9va2GBEZNGiQ8vLytG7dOkVGRqpJkyZ6//33jae4itO9e3edO3dO69ev14oVK9SgQQO99dZbWrRo0W0+svynL7t06aJ169YVWjdu3DhNmzZNH374oezs7NS1a1f5+flp6tSpZd6OsWPHKiIiQl999ZVsbW3VvXt3i68wqlChgqZMmaLly5dr7dq1SkpKUqVKleTu7q4HH3yw0EhYSXl4eGj69On69NNPjTdib29vTZ8+/ZYm+PX29lbHjh21Z88erVu3ThcvXlTlypXl5eWlKVOmWIw+Pv/885o6daomTJigK1euGPPMNW7cWLNnz9bixYv18ccfKyMjQ05OTmrcuHGhy6IODg568803FR4ermPHjsnFxUXDhg0zRmjs7OzUqFEjrV27VmfPnpW1tbXq1q2rcePGqU2bNjc9ns6dO6tSpUqaMWOGMc/c+PHji5yTrF27dtq+fXup78H09fXVF198oapVqxaaTLt58+Zat26d3N3djVsZpPwPGx9//LHmzJmj6dOnG3PxFTU1SEk9+uijsra2NkJLcZcQb8e+Czg4OKhRo0Y6ePBgoWBbo0YN1alTR2fOnCkUunr06KFatWrpiy++0Pfff6/s7GzVqFFDPj4+8vT0NMo9//zzql+/vtasWaOvvvpKklSrVi35+fkVO92OJP373/+WlZWVEXb9/f0VHh6uJUuWaMWKFTp37pwqV66sunXrlvhJ6Ws5OTnpww8/VHh4uEJDQ+Xk5KTHHntMOTk5ioqKKnV9KHtWW7Zs+ctn/du2bZvWrFmjQ4cOKSMjQ999951x/8aRI0e0bNky7d+/XxkZGbrrrrv07LPPGsPHBZYvX67Vq1fr0qVL8vPzU3BwsMWNrImJiQoLC1NcXJycnZ01cODAQnMq3awOALhVBZMGr1y58k43RVL+3HkJCQlatmxZqe4TA1D+3ZGpSa5cuaIWLVro6aefLrTu8OHDxhNe8+fPV5cuXfTOO+9YTEOwYcMGLV26VMOHD1d4eLgyMjIsnkDLzs7W66+/LicnJ82ePVsDBgxQWFiYxZez36wOAPg7OHjwoNatW6etW7eqb9++BDngb+iOXGYtmA6gqHmiunbtavFz7969tWvXLv3444/GDc+RkZHq3bu3cc/C6NGj1b9/fx05ckSenp7avXu3kpOTNXfuXDk4OMjDw0MxMTGKjIw0nni8WR0A8HcwdOhQ2dvbq2vXriWaWw6A+Zjinrm0tDTjHpCsrCwdPXpUQ4YMMda7ubnJ1dVVcXFx8vT0VEJCgry8vCyeWmrRooU+/fTTEtcBAP+L4r5f9K9Wkie2AZhbuQ9zP/zwg06ePGlMflgwaef1j1tXq1bNmHQxNTXVYjbs69eXpI7r5ebm6vz587K3t+cyBQAA+Evk5eUpMzNT1atXL3Y6pHId5vbv368PPvhAISEhqlOnjiSV6qtuinMrdZw/f15PPvnk/7xvAACA0oqIiDAmG79euQ1zCQkJGjNmjIYMGWLxlSROTk6ytrYuNPP0hQsXjNE4Z2fnQt+Zee36ktRxvYKJERMTE4t87B8YO3asJk6ceKebAcCE6D9QnPT0dNWtW/eGEzSXyzB3+PBhjR49WgMGDFCPHj0s1tnZ2alhw4aKjo42HmY4c+aMkpKS5O3tLSn/i6sjIiIsZkbfu3ev8SXNJanjegWXVqtWrUqYQ5Hs7Oz42wBwS+g/cDM3usXrjoS59PR0JScn6/Tp05Ly55azsbGRu7u7kpKSFBISovbt26tTp07Gd+zZ2dkZX0jcs2dPhYeHq3HjxqpTp45mzZplMfliq1atVKNGDU2ePFmDBg1SfHy8Nm/ebDH7983qAAAAMIM7EuZ27NihyZMnGz8PHTpUkjRt2jRFR0crPT1dX331lTEDtiRj9nVJ6tatm1JTUzV9+nRjwt+QkBCjrK2trSZNmqSwsDANGTJELi4uGjlypMUXsd+sDqC0ivvidQC4GfoP/C/uyDdAmFFGRoYCAwMtpkkBAAC4ndLT0+Xk5KS1a9fK0dGxyDJ35BsgAAAAUDbK5QMQAACg7F2+fFlZWVl3uhm4jp2dnSpVqnTL2xPmAAD4B7h8+bI8PDyUlJR0p5uC67i6uur48eO3HOgIcwAA/ANkZWUpKSmJ+VLLmYJ55LKysghzAADg5pgv9e+HByAAAABMjDAHAABgYoQ5AAAAEyPMAQAAmBgPQAAA8A93p+ef+1/mWVuzZo3CwsKUkJCgixcvqlatWrrvvvs0dOhQdenSRZK0detWbd26VePHj5e19d9vHIswBwDAP9jly5fl7u6hlJQ7N/+ci4urTp8u/Txr06dP1yuvvKKgoCCNGjVKjo6OOnr0qNatW6fNmzdbhLkJEybojTfeIMwBAIC/l6ysrP8f5BIl3YkpS9KVknJr86x9+OGH6tmzp+bPn28sa9++vZ5//nnl5uaWdUPLrb9fPAUAALeg6h38d2tSU1Pl6upa5LqCEbi3335bEyZMkCTZ2trKyspKVlZWRrk///xTr732mjw8PGRnZycPDw+9//77FmFw69atsrKy0urVq/V///d/cnZ2VtWqVfXss88qJSXFYr8zZsxQkyZNZG9vL2dnZ7Vs2VKRkZG3fIwlwcgcAAAwpVatWmnx4sXy9PTUE088oQYNGhQq869//UunTp3S/PnztX37dtnY2BjrsrOzFRAQoLi4OL355ptq3ry5du3apXfffVcpKSn68MMPLeoaMWKEOnbsqBUrVujw4cMaO3aszpw5o++//16S9Nlnnyk4OFjjx49X27ZtlZmZqdjY2EKBr6wR5gAAgCnNnj1bffr0UUhIiEJCQlSjRg117txZQUFB6tChgyTprrvu0l133SVJeuCBB1Shwn+jz4oVK7R9+3b98MMPeuSRRyTJ2G7ChAl67bXXVKtWLaN806ZNtXDhQklSly5d5OLiomeffVabN29W+/bttXPnTvn4+Gj8+PHGNt26dbu9J0FcZgUAACbVuHFj7d27Vz/88IPGjRsnX19frVq1Sh07dtSkSZNuuv23336r+vXrq3Xr1srOzjb+de7cWVevXtWuXbssyj/55JMWP/ft21fW1tbasWOHJOn+++9XdHS0hg8fri1btigjI6PsDvYGCHMAAMC0bGxs9Mgjj+i9997Td999p2PHjsnHx0dvvfWWUlNTb7htcnKyfvvtN9na2lr8a9WqlSTp/PnzFuVr165t8bOdnZ2cnZ11+vRpSdLAgQP1ySef6Mcff1THjh1VvXp19e7dWydOnCi7Ay4CYQ4AAPxtuLm56f/+7/909epVHT58+IZlq1evLg8PD/38889F/nvssccsyp89e9bi56ysLKWmpsrd3V2SZGVlpSFDhmjPnj1KSUnRwoULtXPnTj311FNle5DX4Z45AABgSklJSUU+zZqQkCBJxrqKFStKkjIzM1WlShWjXJcuXbRq1SpVrlxZXl5eN91fRESEgoKCjJ9Xrlyp3NxcPfTQQ4XKOjk56emnn9bPP/+sOXPmlO7ASokwBwAATKlZs2YKCAhQly5dVL9+faWnp2v9+vWaPXu2nnzySdWrV0+S5O3tLSl/XrquXbvKxsZGLVu2VP/+/bVw4UJ16NBBwcHB8vX1VVZWlo4ePaqvv/5a33zzjREEJenAgQN67rnn1K9fPx06dEjjxo1Tu3btjIcmXnjhBVWpUkUPPfSQatWqpUOHDmnp0qXq3LnzbT0PhDkAACAp3XT7fe+997R+/Xq98cYbOnv2rGxsbNS4cWOFhoZq5MiRRrnAwEC99NJLmjVrlt555x3l5eUpLy9Ptra2ioqKUmhoqObOnavjx4/L0dFRnp6e6t69u2xtbS32N2PGDH399dd66qmnlJOTo8cee0wfffSRsf7hhx/WwoULtXTpUqWlpcnNzU3PPvusMc/d7WK1ZcuWvNu6h7+JjIwMBQYGKi0tTVWr3okZsgEAuHXp6elycnIq9D5m5q/z+qts3bpV/v7+2rRpkzp27FimdRf3e7l+/dq1a+Xo6FhkHYzMAQDwD1apUiWdPn1cWVlZd6wNdnZ25TbImQFhDgCAf7hKlSoRpkyMMAcAAHADjz76qPLyyu9dacwzBwAAYGKEOQAAABMjzAEAAJgYYQ4AAMDEeAACAIB/kPT0OzU5MIpSFr8PwhwAAP8AdnZ2cnV1Vd26de90U3AdV1dX2dnZ3fL2hDkAAP4BKlWqpOPH7+zkwCja/zppMmEOAIB/CCYH/nviAQgAAAATI8wBAACYGGEOAADAxAhzAAAAJkaYAwAAMDHCHAAAgIkR5gAAAEyMMAcAAGBihDkAAAATI8wBAACYGGEOAADAxAhzAAAAJlbhTjcAAPDPc/nyZWVlZd3pZqCcsrOzU6VKle50M0yDMAcA+EtdvnxZ7u4eSklJutNNQTnl4uKq06ePE+hKiDAHAPhLZWVl/f8glyip6p1uDsqddKWk1FVWVhZhroQIcwCAO6SqCHPA/44HIAAAAEyMMAcAAGBihDkAAAATI8wBAACYGGEOAADAxO7I06zbtm3TmjVrdOjQIWVkZOi7776TjY2NsT4xMVFhYWGKi4uTs7OzBg4cqG7dulnUsXz5cq1evVqXLl2Sn5+fgoOD5eLiUqZ1AAAAlHd3ZGTuypUratGihZ5++ulC67Kzs/X666/LyclJs2fP1oABAxQWFqY9e/YYZTZs2KClS5dq+PDhCg8PV0ZGhiZMmFCmdQAAAJjBHRmZ69SpkyQpOjq60Lrdu3crOTlZc+fOlYODgzw8PBQTE6PIyEj5+flJkiIjI9W7d2898sgjkqTRo0erf//+OnLkiDw9PcukDgAAADMod/fMJSQkyMvLSw4ODsayFi1aKD4+XlL+zOFHjx7VfffdZ6x3c3OTq6ur4uLiyqwOAAAAMyh3YS41NVXVqlWzWFatWjVduHBBkpSenq7c3Fw5OzsXW6Ys6gAAADAD032dV15eXrmoA/lflp2VlXWnm4Fyys7Oju9VBIC/QLkLc87Ozjp58qTFsgsXLhgjbU5OTrK2tlZqamqxZcqijuKMHTtWdnZ2kqSAgAAFBASU4uj+Pi5fvix3d4///2XZQGEuLq46ffo4gQ4ASikqKkpRUVGSVKJBk3IX5ry8vBQREaHMzEzZ29tLkvbu3asmTZpIyv+037BhQ0VHRxsPM5w5c0ZJSUny9vYuszqKM3HiRFWtyhdDZ2Vl/f8glyi+KBuFpSslpa6ysrIIcwBQStcOFqWnp2vmzJk3LH9Hwlx6erqSk5N1+vRpSdKRI0dkY2Mjd3d3tWrVSjVq1NDkyZM1aNAgxcfHa/PmzQoNDTW279mzp8LDw9W4cWPVqVNHs2bNko+Pj/EUalnUgZKqKsIcAAB3zh0Jczt27NDkyZONn4cOHSpJmjZtmu69915NmjRJYWFhGjJkiFxcXDRy5EhjBE2SunXrptTUVE2fPt2Y8DckJMRYb2tr+z/XAQAAYAZWW7Zs4WmAEsjIyFBgYKDS0tK4zKr80VUnJydJaWJkDoWlS3Li9YIi0X/gxug/rlXwelm7dq0cHR2LLFPupiYBAABAyRHmAAAATIwwBwAAYGKEOQAAABMjzAEAAJgYYQ4AAMDECHMAAAAmRpgDAAAwMcIcAACAiRHmAAAATIwwBwAAYGKEOQAAABMjzAEAAJgYYQ4AAMDECHMAAAAmRpgDAAAwMcIcAACAiRHmAAAATIwwBwAAYGKEOQAAABMjzAEAAJgYYQ4AAMDECHMAAAAmRpgDAAAwMcIcAACAiRHmAAAATIwwBwAAYGKEOQAAABMjzAEAAJgYYQ4AAMDECHMAAAAmRpgDAAAwMcIcAACAiRHmAAAATIwwBwAAYGKEOQAAABMjzAEAAJgYYQ4AAMDECHMAAAAmRpgDAAAwMcIcAACAiRHmAAAATIwwBwAAYGKEOQAAABMjzAEAAJgYYQ4AAMDECHMAAAAmRpgDAAAwMcIcAACAiRHmAAAATIwwBwAAYGKEOQAAABMjzAEAAJgYYQ4AAMDECHMAAAAmVuFON6A4ly5d0qxZs7Rr1y5lZmaqYcOGev755+Xr6ytJSkxMVFhYmOLi4uTs7KyBAweqW7duFnUsX75cq1ev1qVLl+Tn56fg4GC5uLgY60tSBwAAQHlWbkfmZs6cqYMHD+q9997TvHnz5OXlpbFjx+rixYvKzs7W66+/LicnJ82ePVsDBgxQWFiY9uzZY2y/YcMGLV26VMOHD1d4eLgyMjI0YcIEY31J6gAAACjvyu3IXHx8vAIDA+Xt7S1JCgoK0qpVq5SYmKjU1FQlJydr7ty5cnBwkIeHh2JiYhQZGSk/Pz9JUmRkpHr37q1HHnlEkjR69Gj1799fR44ckaenp3bv3n3TOgAAAMq7cjsy17RpU/34449KS0tTTk6O1q9frxo1asjDw0MJCQny8vKSg4ODUb5FixaKj4+XJGVlZeno0aO67777jPVubm5ydXVVXFycJN20DgAAADMotyNzw4cP16RJk9SzZ09ZW1vLyclJH3zwgezt7ZWamqpq1apZlK9WrZouXLggSUpPT1dubq6cnZ2LLXOzOgAAAMyg3I7MrVq1SqdOndLUqVM1e/ZsdejQQePGjVNaWtpNt83Ly/sLWggAAHDnlcuRuStXrmjhwoWaOnWq8fRqo0aNtGvXLn3//fdydnbWyZMnLba5cOGCMdLm5OQka2trpaamFlvmZnUUZ+zYsbKzs5MkBQQEKCAg4BaPEgAAoLCoqChFRUVJyr917GbKZZjLzs5Wdna2rK0tBw6trKyUm5srLy8vRUREKDMzU/b29pKkvXv3qkmTJpIkOzs7NWzYUNHR0cbDDGfOnFFSUpLxQMXN6ijOxIkTVbVq1TI9XgAAgALXDhalp6dr5syZNyxfLi+zOjo6qlmzZpo1a5bi4uJ0+vRpzZ8/X0lJSbr//vvVqlUr1ahRQ5MnT9bx48e1fv16bd68WU888YRRR8+ePbVq1Sr95z//0ZEjRzRlyhT5+PjI09NTkkpUBwAAQHlntWXLlnJ5g9kff/yh2bNna+/evcrMzFT9+vU1ePBgPfjgg5KkkydPGhP+uri4aMCAAerevbtFHZ999pnFpMEhISEWkwaXpI4CGRkZCgwMVFpaGiNzyv+k4OTkJClNEucD10uX5MTrBUWi/8CN0X9cq+D1snbtWjk6OhZZptyGufKGMGeJzhg3RmeM4tF/4MboP65VkjBXLi+zAgAAoGQIcwAAACZGmAMAADAxwhwAAICJEeYAAABMjDAHAABgYoQ5AAAAEyPMAQAAmBhhDgAAwMQIcwAAACZGmAMAADAxwhwAAICJEeYAAABMjDAHAABgYoQ5AAAAEyPMAQAAmBhhDgAAwMQIcwAAACZGmAMAADAxwhwAAICJEeYAAABMjDAHAABgYoQ5AAAAEyPMAQAAmBhhDgAAwMQIcwAAACZGmAMAADAxwhwAAICJEeYAAABMjDAHAABgYoQ5AAAAEyPMAQAAmBhhDgAAwMQIcwAAACZGmAMAADAxwhwAAICJEeYAAABMjDAHAABgYoQ5AAAAEyPMAQAAmBhhDgAAwMQIcwAAACZGmAMAADAxwhwAAICJEeYAAABMrEJpCsfFxcnW1laNGjWSJG3dulVRUVGqV6+egoKCVLFixdvSSAAAABStVCNz06ZN09mzZyVJiYmJmjRpkmrXrq09e/Zo5syZt6WBAAAAKF6pwtypU6fUsGFDSdKWLVvUqlUrjRw5UqNGjdKPP/54WxoIAACA4pUqzNnZ2SkrK0uStGfPHj344IOSpKpVqyojI6PsWwcAAIAbKlWYu++++/TJJ59o2bJlOnjwoB566CFJ0okTJ+Tq6npbGggAAIDilSrMvfrqq3J1dVV8fLzGjx8vFxcXSdLBgwfVoUOH29JAAAAAFK9UT7NWrVpVI0eOLLR88ODBZdQcAAAAlEapwpwk/f777/r666+VmJgoSapbt6569OghNze3Mm8cAAAAbqxUl1m3bt2qQYMGKS4uTu7u7nJ3d1d8fLwGDRqkrVu33qYmAgAAoDilGpmbM2eOBg0apGeffdZi+WeffabZs2fr0UcfLcu2AQAA4CZKFeYuXLhQZGBr166dli1bVlZtMhw6dEizZ882vnnCz89Pb7/9tqT8SYvDwsIUFxcnZ2dnDRw4UN26dbPYfvny5Vq9erUuXbokPz8/BQcHGw9tlLQOAACA8qxUl1nbtWtX5OXUH374QW3bti2rNkmSfvvtN7366qtq3ry5PvnkE4WHh6t9+/aSpOzsbL3++utycnLS7NmzNWDAAIWFhWnPnj3G9hs2bNDSpUs1fPhwhYeHKyMjQxMmTDDWl6QOAACA8q5UI3PVqlXT559/rl27dsnLy0tWVlaKj4/XiRMnFBgYqAULFhhlg4KC/qeGzZ8/X23bttVzzz1nLKtfv74kaffu3UpOTtbcuXPl4OAgDw8PxcTEKDIyUn5+fpKkyMhI9e7dW4888ogkafTo0erfv7+OHDkiT0/PEtUBAABQ3pVqZO7gwYNq1KiRbG1tdfToUR05ckS2trZq1KiRDh48qH379mnfvn3av3///9SonJwc/fzzz3J1ddXIkSPVq1cvhYSE6OjRo5KkhIQEeXl5ycHBwdimRYsWio+PlyRlZWXp6NGjuu+++4z1bm5ucnV1VVxcXInqAAAAMINSjcxNmzbtdrXDQlpami5fvqwvvvhCQ4cOlZeXlyIjIxUcHKxly5YpNTVV1apVs9imWrVqunDhgiQpPT1dubm5cnZ2LrbMzeoAAAAwg1KNzBU4d+6c9u3bZ3xPa1nLzc2VlH+PXo8ePdS4cWMFBwfLyspKO3bsuOn2eXl5t6VdAAAA5U2pRubS09M1ceJE/fTTT7KystLSpUvl5uamDz/8UFWqVNELL7xQJo1ycnKStbW16tat+9+GVqigOnXqKDk5Wc7Ozjp58qTFNhcuXDBG2gq2T01NLbbMzeooztixY2VnZydJCggIUEBAwC0cIQAAQNGioqIUFRUlSSUaOCtVmPv4449lbW2tiIgIDRw40Fjerl07hYeHl1mYK7gP7/Tp08aynJwcJSUlqXbt2nJwcFBERIQyMzNlb28vSdq7d6+aNGkiSbKzs1PDhg0VHR1tPMxw5swZJSUlydvbW5Lk5eV1wzqKM3HiRFWtWrVMjhMAAOB61w4Wpaena+bMmTcsX6rLrD///LNeeOEF1ahRw2K5u7u7zp49W8qm3lifPn303XffadOmTUpMTFR4eLgkqXXr1mrVqpVq1KihyZMn6/jx41q/fr02b96sJ554wti+Z8+eWrVqlf7zn//oyJEjmjJlinx8fOTp6SlJJaoDAACgvCvVyFxOTk6Ry8+dO2eMbpWVjh076sKFC5o3b54uXryoe+65Rx9++KEcHR0lSZMmTVJYWJiGDBkiFxcXjRw50mJKkW7duik1NVXTp083Jg0OCQkx1tva2t60DgAAgPKuVGHugQce0PLlyzVmzBhJkpWVldLS0vTpp5+qdevWZd64Pn36qE+fPkWuq1evnqZPn37D7fv376/+/fsXu74kdQAAAJRnpbrM+vLLLys5OVlPPvmkrly5ojFjxqhfv37Kzs7W0KFDb1cbAQAAUIxSjcw5OTlp+vTpio2N1bFjx5SZmamGDRvq/vvvl5WV1e1qIwAAAIpRqjAXFRUlf39/+fj4yMfHx1h+9epVbd68mWk6AAAA/mKlusz6wQcfKCMjo9DyP//8Ux988EGZNQoAAAAlU6owl5eXV+hyal5enuLi4lSlSpUybRgAAABurkSXWdu3by8rKytZWVmpd+/eRZbp169fmTYMAAAAN1eiMDdlyhRJ0qhRo/TWW2+pcuXK/62gQgXVrl1brq6ut6eFAAAAKFaJwpynp6cyMzO1fPly1a5dW1ZWVjp27JgiIiJ0+fJltW7dmjAHAABwB5Tonrnp06drzZo1cnV1lZWVlc6dO6cRI0bo0KFDunr1qqZMmaJ169bd7rYCAADgOiUamYuPj7f4ztKoqCg5Ozvr008/lY2NjVauXKmvvvpK3bt3v20NBQAAQGElGplLTU1V7dq1jZ9//fVXtW3bVjY2NpKk1q1b6/fff789LQQAAECxShTmqlatqvPnz0uScnJylJCQoGbNmhnrs7Ozb0/rAAAAcEMlCnMtW7bUvHnzdPjwYS1dulRWVla67777jPXHjh2Tm5vbbWskAAAAilaiMPf8888rKytLQ4YM0cqVK/Xqq6+qUqVKxvr169erZcuWt62RAAAAKFqJHoBwcXFReHi4Ll26JHt7e+NeuQJjx46Vo6PjbWkgAAAAileiMFfg2smCr+Xs7FwmjQEAAEDplOq7WQEAAFC+EOYAAABMjDAHAABgYoQ5AAAAEyPMAQAAmBhhDgAAwMQIcwAAACZGmAMAADAxwhwAAICJEeYAAABMjDAHAABgYoQ5AAAAEyPMAQAAmBhhDgAAwMQIcwAAACZGmAMAADAxwhwAAICJEeYAAABMjDAHAABgYoQ5AAAAEyPMAQAAmBhhDgAAwMQIcwAAACZGmAMAADAxwhwAAICJEeYAAABMjDAHAABgYoQ5AAAAEyPMAQAAmBhhDgAAwMQIcwAAACZGmAMAADAxwhwAAICJEeYAAABMjDAHAABgYoQ5AAAAEyPMAQAAmBhhDgAAwMQIcwAAACZmijD3xhtvyN/fX3v27DGWJSYm6pVXXlFAQID69eun9evXF9pu+fLl6tOnj7p06aJx48YpJSXFYn1J6gAAACjPyn2Y27Bhg65cuWKxLDs7W6+//rqcnJw0e/ZsDRgwQGFhYRZhb8OGDVq6dKmGDx+u8PBwZWRkaMKECaWqAwAAoLwr12EuKSlJixYt0ujRoy2W7969W8nJyRo9erQ8PDzUvXt3tW/fXpGRkUaZyMhI9e7dW4888og8PT01evRoxcbG6siRIyWuAwAAoLwrt2EuNzdXoaGhGjx4sGrWrGmxLiEhQV5eXnJwcDCWtWjRQvHx8ZKkrKwsHT16VPfdd5+x3s3NTa6uroqLiytRHQAAAGZQbsPcl19+KXt7e3Xt2rXQutTUVFWrVs1iWbVq1XThwgVJUnp6unJzc+Xs7FxsmZvVAQAAYAYV7nQDivLbb78pIiJCs2fPvqXt8/LyyrhFAAAA5VO5DHPx8fFKSUnRU089ZbF89OjR8vf3V506dXTy5EmLdRcuXDBG2pycnGRtba3U1NRiyzg7O9+wjuKMHTtWdnZ2kqSAgAAFBASU8ugAAACKFxUVpaioKEn5t47dTLkMc23atNE999xjsSwoKEivvvqqWrVqpUOHDikiIkKZmZmyt7eXJO3du1dNmjSRJNnZ2alhw4aKjo6Wn5+fJOnMmTNKSkqSt7e3JMnLy+uGdRRn4sSJqlq1apkeLwAAQIFrB4vS09M1c+bMG5Yvl2GucuXKqly5cqHlrq6uqlmzpqpVq6YaNWpo8uTJGjRokOLj47V582aFhoYaZXv27Knw8HA1btxYderU0axZs+Tj4yNPT09JUqtWrW5aBwAAQHlXLsPczdja2mrSpEkKCwvTkCFD5OLiopEjRxqjcJLUrVs3paamavr06bp06ZL8/PwUEhJSqjoAAADKO6stW7bwtEAJZGRkKDAwUGlpaVxmVf6wr5OTk6Q0SZwPXC9dkhOvFxSJ/gM3Rv9xrYLXy9q1a+Xo6FhkmXI7NQkAAABujjAHAABgYoQ5AAAAEyPMAQAAmBhhDgAAwMQIcwAAACZGmAMAADAxwhwAAICJEeYAAABMjDAHAABgYoQ5AAAAEyPMAQAAmBhhDgAAwMQIcwAAACZGmAMAADAxwhwAAICJEeYAAABMjDAHAABgYoQ5AAAAEyPMAQAAmBhhDgAAwMQIcwAAACZGmAMAADAxwhwAAICJEeYAAABMjDAHAABgYoQ5AAAAEyPMAQAAmBhhDgAAwMQIcwAAACZGmAMAADAxwhwAAICJEeYAAABMjDAHAABgYoQ5AAAAEyPMAQAAmBhhDgAAwMQIcwAAACZGmAMAADAxwhwAAICJEeYAAABMjDAHAABgYoQ5AAAAEyPMAQAAmBhhDgAAwMQIcwAAACZGmAMAADAxwhwAAICJEeYAAABMjDAHAABgYoQ5AAAAEyPMAQAAmBhhDgAAwMQIcwAAACZGmAMAADCxCne6AUVZtmyZtm3bpsTERDk4OKhVq1YaMmSIqlWrZpRJTExUWFiY4uLi5OzsrIEDB6pbt24W9SxfvlyrV6/WpUuX5Ofnp+DgYLm4uJSqDgAAgPKsXI7M7d+/X3379tWcOXP03nvv6cSJE3rnnXeM9dnZ2Xr99dfl5OSk2bNna8CAAQoLC9OePXuMMhs2bNDSpUs1fPhwhYeHKyMjQxMmTChVHQAAAOVduRyZCw0Ntfh52LBhGjZsmC5duqTKlStr9+7dSk5O1ty5c+Xg4CAPDw/FxMQoMjJSfn5+kqTIyEj17t1bjzzyiCRp9OjR6t+/v44cOSJPT88S1QEAAFDelcuRueulpaXJzs5O9vb2kqSEhAR5eXnJwcHBKNOiRQvFx8dLkrKysnT06FHdd999xno3Nze5uroqLi6uRHUAAACYQbkPc1lZWVqyZIkCAgJkY2MjSUpNTbW4f06SqlWrpgsXLkiS0tPTlZubK2dn52LL3KwOAAAAMyjXYS4nJ0cTJ06UJL344osl3i4vL+92NQkAAKBcKZf3zElSbm6uJk+erJMnT2r69OnGJVZJcnZ21smTJy3KX7hwwRhpc3JykrW1tVJTU4stc7M6ijN27FjZ2dlJkgICAhQQEHALRwcAAFC0qKgoRUVFScq/Qnkz5TLM5eXlacqUKYqLi9NHH32kqlWrWqz38vJSRESEMjMzjZC3d+9eNWnSRJJkZ2enhg0bKjo62niY4cyZM0pKSpK3t3eJ6ijOxIkTC7UHAACgrFw7WJSenq6ZM2fesHy5vMwaFhamnTt3aty4cZKklJQUpaSkKCcnR5LUqlUr1ahRQ5MnT9bx48e1fv16bd68WU888YRRR8+ePbVq1Sr95z//0ZEjRzRlyhT5+PjI09OzxHUAAACUd+VyZG7t2rWSpJdeesli+YoVK+Tq6ipbW1tNmjRJYWFhGjJkiFxcXDRy5EiLKUW6deum1NRUTZ8+3Zg0OCQkxFhfkjoAAADKO6stW7bwtEAJZGRkKDAwUGlpaVxmVf6wr5OTk6Q0SZwPXC9dkhOvFxSJ/gM3Rv9xrYLXy9q1a+Xo6FhkmXJ5mRUAAAAlQ5gDAAAwMcIcAACAiRHmAAAATIwwBwAAYGKEOQAAABMjzAEAAJgYYQ4AAMDECHMAAAAmRpgDAAAwMcIcAACAiRHmAAAATIwwBwAAYGKEOQAAABMjzAEAAJgYYQ4AAMDECHMAAAAmRpgDAAAwMcIcAACAiRHmAAAATIwwBwAAYGKEOQAAABMjzAEAAJgYYQ4AAMDECHMAAAAmRpgDAAAwMcIcAACAiRHmAAAATIwwBwAAYGKEOQAAABMjzAEAAJgYYQ4AAMDECHMAAAAmRpgDAAAwMcIcAACAiRHmAAAATIwwBwAAYGKEOQAAABMjzAEAAJgYYQ4AAMDECHMAAAAmRpgDAAAwMcIcAACAiRHmAAAATIwwBwAAYGKEOQAAABMjzAEAAJgYYQ4AAMDECHMAAAAmRpgDAAAwMcIcAACAiRHmAAAATIwwBwAAYGKEOQAAABMjzAEAAJhYhTvdgDtt+fLlWr16tS5duiQ/Pz8FBwfLxcXlTjcLAACgRP7RI3MbNmzQ0qVLNXz4cIWHhysjI0MTJky4080CAAAosX90mIuMjFTv3r31yCOPyNPTU6NHj1ZsbKyOHDlyp5sGU4q60w0AYFr0H7h1/9gwl5WVpaNHj+q+++4zlrm5ucnV1VVxcXF3sGUwLzpjALeK/gO37h8b5tLT05WbmytnZ2eL5dWqVdOFCxfuTKMAAABK6R/7AEReXt4tlU9PT78dzTGd/56H05I4J/kuSjp1pxtRTlyUxOsFRaP/KAr9x3/Rf1yr4DzcKLf8Y8Ock5OTrK2tlZqaarH8woULqlatWqHymZmZkqS6dev+Fc0zEe873YByZt6dbkC5wusFN0b/YYn+41r0H5YyMzNVuXLlItf9Y8OcnZ2dGjZsqOjoaPn5+UmSzpw5o6SkJHl7F+5gqlevroiICNnb28vKyuqvbi4AAPgHysvLU2ZmpqpXr15smX9smJOknj17Kjw8XI0bN1adOnU0a9Ys+fj4yNPTs1BZa2tr1axZ8w60EgAA/JMVNyJX4B8d5rp166bU1FRNnz7dmDQ4JCTkTjcLAACgxKy2bNlSuicBAAAAUG78Y6cmAcpCaGio3n///RKXz8nJkb+/v6Kjo29fowCYSr9+/bRu3bq/bH/0Q38/hDn8La1cuVJPPfWUxbI9e/bI399fERERFsvHjh2r0NDQv7J5AMop+g6YEWEOf0s+Pj5KTk5WUlKSsSw2NlY1a9ZUbGyssSw3N1f79++Xj49PqerPzs4u9VyFAMq/2913ALcDYQ5/S56ennJ0dFRMTIyxLDY2Vk8++aT27dtnBLFjx47p4sWL8vX1VVRUlPr376/OnTsrKChIu3fvNraNjo6Wv7+/fvrpJw0ePFgBAQFFTmi5bds2BQYG6pdffpEkXbp0SePHj1dAQIAGDBign3/+2aJ8SkqK3nrrLfXq1UvdunXTiBEjLL4beNCgQVqzZo3FNuvWrdPTTz9NmARug1vpO/bs2aMhQ4YYr/PIyEiLOn///XeNHTtWXbt2VZ8+fTRjxgxdvny52DZ88skn6t+/v86ePStJ2rx5s9HvPPfcc/rhhx+MsgV90549ezR48GB169ZNb7zxhi5evGiUuVk/BPMjzOFvycbGRs2aNTM+SV+9elXx8fHq0KGD7O3tdeLECUn5nXSNGjWUmpqqDz74QL169dK8efPUpk0bvfnmmxafziVp8eLFCgkJ0YIFC+Tg4GCx7vvvv9eUKVP03nvvqWXLlpKkmTNn6sSJEwoLC9OYMWO0aNEii22ysrLk4+OjqVOnas6cOapfv77GjRunrKwsSVJAQIA2bdpksc2mTZvUqVMn5jsEboPS9h05OTkaP368evTooYULF+qll17SkiVLtHnzZmP70aNHy93dXXPmzNF7772nhIQEffLJJ4X2nZeXpxkzZmjnzp2aMWOGateurV9//VUfffSRBg8erIULF6p///6aNGlSoe8QX7ZsmV577TVNmzZNx48f19KlS411N+uHYH6EOfxt+fj4GB1yQkKCatWqJWdnZzVv3tz41B0bGysfHx+tXr1abdu2Ve/evVWvXj0FBQXJ09Oz0KjY888/r2bNmql+/fqytbU1lm/YsEEzZsxQaGio7r33XklSRkaGNm3apGHDhqlp06Zq2rSpgoKCLOpzdXVV79691aBBA9WtW1cjRoxQenq64uPjJUmdO3dWQkKCTp3K/5qfpKQk7du3TwEBAbfjlAFQ6fqOFStWKDAwUN27d5ebm5seeugh9e7d23igYfPmzXJ0dNS///1v1atXT15eXvr3v/+tDRs2KCcnx9hnbm6upk6dqpiYGE2fPl01atSQlB/SBg0apEcffVRubm7q2LGjOnbsWOiBiRdeeEFNmjTRPffco27duhntLEk/BPP7R88zh783X19fffrpp0pJSTE6Xklq3ry5oqOj1bNnT8XGxmrw4MH65ptv1KlTJ4vtmzZtqsTERItljRo1KrSfvXv3auvWrfroo4/UpEkTY/mZM2eUk5MjLy8vY9m1/5fy771buHChtm/frvPnzysnJ0dXrlxRcnKyJKlGjRry8/PTxo0bFRQUpO+++05NmjSRu7v7/3ZyABSrNH3H+vXrdezYMX399dfG9jk5OUYYO378uI4ePaquXbta7OPq1as6d+6cateuLUlasmSJbG1t9cknn8jJyckod+zYMR04cEBz5841lmVnZ6t58+YW9TVo0MD4v4uLiy5cuCCpZP0QzI8wh7+te+65R5UqVVJMTIxiY2PVoUMHSfkd8pIlS3Ty5EmlpqbKx8fHoiO+kUqVKhVaVq9ePSUlJSkqKsoizBXcW3Ojy6ErVqzQxo0bNWzYMNWrV092dnZ68cUXLT6xd+nSRfPmzdNzzz2njRs3qk+fPiVqK4BbU5q+Y9WqVerbt6+6detmUYeNjY2k/O/T9PHxUXBwcKH9XPv1TPfee6+2b9+uPXv2qH379sbyzMxMDR06VK1atbLY1s7OzuLnChX++3ZuZWWl3NxcSSXrh2B+XGbF31aFChXk7e2t6OhoHThwwPh0fffdd+vq1avasGGDqlWrprvvvlv16tUrdA/KgQMHSvRFz9WrV9fUqVP1448/Wnx6dnNzk42NjXHJVMq/ZHOtuLg4tWvXTu3atZOHh4dsbW0tblyWpDZt2ujixYuKiIhQUlKSRUcPoOyVpu9o2LChEhMT5e7ubvHP1dVVkoz1NWvWLFTm2gB27733avz48ZoyZYp27NhhLG/YsKHOnDlTaNuSfr1kSfohmB9hDn9rPj4+2rRpkxwcHIzO1crKSk2bNtVXX31lXKro1auX/vOf/ygyMlKJiYlasGCBjhw5op49e5ZoP25ubpo6darWr1+vZcuWSZIcHR3VoUMHzZo1S3FxcYqLi9PChQsLbffTTz/p0KFDOnTokEJDQwt94razs1P79u01b948tW7d+qbf0Qfgf1fSvuOpp57Srl27NH/+fJ04cULHjx/Xt99+a9xv27FjR1WoUEETJkxQQkKCTp8+rR07dhT5AMRDDz2kUaNG6d1339WePXskSf3799eaNWu0cuVKJSYm6siRI4qMjDQesLiZkvRDMD/CHP7WfH19lZmZWej+kubNmxuXPySpWbNmGj16tL788ksFBQVp+/btevfdd41OvCTq16+vKVOm6IsvvtCqVaskScOGDVPdunU1cuRIvf/++xowYIDFNgMGDFCdOnU0fPhwvfXWWwoMDFTVqlUL1R0QEKDs7Gx17ty5tKcAwC0oad9xzz33aMqUKYqJidGQIUM0fPhwbdiwweg7HBwcNG3aNNna2iokJET/+te/NH/+fItLrNdq3769Xn75Zb355pvav3+/Hn74Yb355pvatGmT/u///k8hISHauXNnqfqmm/VDMD++mxUwgW3btmn69OlauXKlcS8OAAASD0AA5VpWVpbOnj2rFStWqGvXrgQ5AEAhXGYFyrGCmd/t7Oz0zDPP3OnmAADKIS6zAgAAmBgjcwAAACZGmAMAADAxwhwAAICJEeYAAABMjDAHwJRCQ0P1/vvvl7h8Tk6O/P39FR0dffsaZVJJSUny9/fX6dOn/7J97tmzR/7+/n/Z/oC/M8IcgDKzcuVKPfXUUxbLCt60IyIiLJaPHTtWoaGhf2XzTGHcuHGaOHGixbIFCxbI399fhw4dMpbl5uYqMDBQ33777V/dRADlDGEOQJnx8fFRcnKykpKSjGWxsbGqWbOmYmNjjWW5ubnav3+/8ZVIpZGdna28vL/HjEpXr14ttMzX19fiXElSTExMoXN49OhRZWRk3NI5BPD3QpgDUGY8PT3l6OiomJgYY1lsbKyefPJJ7du3zwhhx44d08WLF+Xr6ytJioqKUv/+/dW5c2cFBQVp9+7dxvbR0dHy9/fXTz/9pMGDBysgIEDp6emF9r1t2zYFBgbql19+kSRdunRJ48ePV0BAgAYMGKCff/7ZonxKSoreeust9erVS926ddOIESN05MgRY/2gQYOML0svsG7dOj399NPFhslTp05p1KhRCggI0BNPPKHZs2crJyfHWN+vXz+tWLFC48ePV5cuXbR69epCdfj6+urs2bM6e/aspPxvATl48KD69u1rEeYKAp6bm5skadWqVXrmmWfUpUsXDR06tNDl5D179mjIkCHG+YiMjCzyGCQpMzNTI0eO1NixY5WVlaWcnBwtWLBAffv2Vbdu3TRy5EgdPXrUKL9o0SK9/PLLioyMVO/evfX4449r9uzZFufp2LFjGjJkiDp37qyXX37ZIvAD+N8Q5gCUGRsbGzVr1swIHVevXlV8fLw6dOgge3t7nThxQlJ+wKtRo4bc3d21f/9+ffDBB+rVq5fmzZunNm3a6M033yz0Zr948WKFhIRowYIFcnBwsFj3/fffa8qUKXrvvffUsmVLSdLMmTN14sQJhYWFacyYMVq0aJHFNllZWfLx8dHUqVM1Z84c1a9fX+PGjVNWVpYkKSAgQJs2bbLYZtOmTerUqZOsrKwKHXtOTo7eeOMN2dra6pNPPtGYMWO0ceNGrVixwqLc559/rlatWmnBggVq3759oXo8PT3l4OBgnMOEhAS5urqqbdu2io2NNQJSbGysMSq3fv16rV69WiNHjtSCBQvUuXNnjRkzxjiHJ0+e1Pjx49WjRw8tXLhQL730kpYsWaLNmzcX2v+lS5c0atQoVa1aVe+8847s7Oy0ePFi7dq1S2+++aY+/fRTNWvWTKNGjVJGRoax3bFjx5SQkKCwsDCNGjVKq1at0s6dO41zM378eNWuXVtz5sxR7969tWDBgkL7BnBrCHMAypSPj49FEKlVq5acnZ3VvHlzY8Tu2iCyevVqtW3bVr1791a9evUUFBQkT0/PQqNizz//vJo1a6b69evL1tbWWL5hwwbNmDFDoaGhuvfeeyVJGRkZ2rRpk4YNG6amTZuqadOmCgoKsqjP1dVVvXv3VoMGDVS3bl2NGDFC6enpio+PlyR17txZCQkJOnXqlKT8hwT27dungICAIo97z549OnPmjMaMGaMGDRrogQce0ODBg/Xll19alGvdurUCAwPl5uammjVrFqrHxsZGTZs2LXSuXF1dZWtrq99++02StG/fPmNkc9myZRo2bJhatWolNzc39erVS82bNzfC6IoVKxQYGKju3bvLzc1NDz30kHr37q1169ZZ7Ds9PV3BwcGqXbu23nrrLVWoUEFZWVmKiIjQ66+/Lh8fH7m7u+tf//qXHB0dtWPHDot2BwcHq379+mrTpo3uvfde4xh++eUXnTt3TqNGjZKHh4ceffTRYs8jgNKrcKcbAODvxdfXV59++qlSUlIsQlvz5s0VHR2tnj17KjY2VoMHD5YkJSYmqlOnThZ1NG3aVImJiRbLGjVqVGhfe/fu1datW/XRRx+pSZMmxvIzZ84oJydHXl5exrJr/y/l33u3cOFCbd++XefPn1dOTo6uXLmi5ORkSVKNGjXk5+enjRs3KigoSN99952aNGkid3f3Io/75MmTuuuuu1S1alVjmbe3t9LS0pSenm4s9/T0vOH5k/LPYVRUlKT8y6mdO3eWlH8OY2NjZWVlpQsXLsjX11eZmZk6c+aM3nnnHYs6rl69qho1akiSjh8/rmPHjunrr7821ufk5BjrC4wfP15eXl4aN26crK3zP+ufPn1aV65c0UsvvWRRNisrS7///rvxs7u7u+zs7IyfXVxclJqaKin/d+zu7q4qVaoY66//fQC4dYQ5AGXqnnvuUaVKlRQTE6PY2Fh16NBBUn4QWbJkiU6ePKnU1FQj5JX0YYZKlSoVWlavXj0lJSUpKirKIswV1FnU5dACK1as0MaNGzVs2DDVq1dPdnZ2evHFFy3ucevSpYvmzZun5557Ths3blSfPn1K1NbSHsf1fHx8NG/ePJ07d04HDhzQqFGjJMlidNPZ2Vn16tVTSkqKpPynYD08PCzqsbe3l5R/D1zB/W7XsrGxsfi5VatW+vHHH3Xy5EndfffdxraSNH36dFWuXNmi/LXhrEIFy7cTKysr5ebmSir57xjAreEyK4AyVaFCBXl7eys6OloHDhwwQtvdd9+tq1evasOGDapWrZoRFurVq6e4uDiLOg4cOKC6devedF/Vq1fX1KlT9eOPP2ru3LnGcjc3N9nY2BiXTKX8S77XiouLU7t27dSuXTt5eHjI1tZWFy9etCjTpk0bXbx4UREREUpKSiryHrcC9erV06lTpywezoiLi1O1atUsRutKwsvLSxUrVtSqVatUtWpV1apVS9J/R+auHfF0dnaWi4uLkpOT5e7ubvHPxcVFktSwYUNjdOzaf66urhb7feaZZ9S9e3eNGjXKGHUruKx9/vz5QtuX9Ljq1q2r06dP69KlS8aygwcPluqcACgeYQ5AmfPx8dGmTZvk4OBgBAYrKys1bdpUX331lZo3b26U7dWrl/7zn/8oMjJSiYmJWrBggY4cOaKePXuWaF9ubm6aOnWq1q9fr2XLlkmSHB0d1aFDB82aNUtxcXGKi4vTwoULC233008/6dChQzp06JBCQ0MtLhNKkp2dndq3b6958+apdevWhUamrtWyZUvVqVNHkydP1vHjx7V7924tWrRIvXv3LtFxXMvW1lbe3t766quvLKYeadCggTIzM7Vjxw5juZWVlfr3768FCxZow4YNOn36tA4ePKjly5fr119/lSQ99dRT2rVrl+bPn68TJ07o+PHj+vbbbwvdlyjl35vYpk0bBQcH648//pCjo6N69uypadOm6YcfftCZM2d04MABffrppzp+/HiJjuf+++9X9erVNWXKFJ04cUI//PCDcRkZwP+OMAegzBXcy3VtaJPyR5YyMzMtAkqzZs00evRoffnllwoKCtL27dv17rvvFho1upH69etrypQp+uKLL7Rq1SpJ0rBhw1S3bl2NHDlS77//vgYMGGCxzYABA1SnTh0NHz5cb731lgIDA4scaQoICFB2drZx31pxrK2t9d577+nKlSsaOnSoQkND1blzZz399NMlPo5rFXUOra2t1axZs0LnsFevXhoyZIg+//xzDR48WGPHjlVCQoJxT9w999yjKVOmKCYmRkOGDNHw4cO1YcOGYs/x8OHD5evrq+DgYKWmpmro0KHGdCMDBw7UhAkT9Mcff8jJyalEx2JjY6MJEybozJkzeuGFF7Ry5UoNGjTols4LgMKstmzZws0MAFCMbdu2afr06Vq5cmWhe8wAoDzgAQgAKEJWVpbOnj2rFStWqGvXrgQ5AOUWl1kBoAibN2/W4MGDZWdnp2eeeeZONwcAisVlVgAAABNjZA4AAMDECHMAAAAmRpgDAAAwMcIcAACAiRHmAAAATIwwBwAAYGKEOQAAABP7f3EDVCx0B5w/AAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# MEDIAN STEPS BY MONTH_ENCODED\n", - "# your code here\n", + "monthly_steps = fitbit.groupby([\"Months_encoded\"]).agg({\"Steps\": \"median\"})\n", "\n", "# MEDIAN STEPS BY WORK_OR_WEEKEND\n", - "# your code here" + "workweekend_steps = fitbit.groupby([\"Work_or_Weekend\"]).agg({\"Steps\": \"median\"})\n", + "fig, axes = plt.subplots(1, 2, figsize=(12, 4))\n", + "\n", + "plt.sca(axes[0])\n", + "plt.plot(monthly_steps, \"-o\")\n", + "plt.xlabel(\"Months\")\n", + "plt.ylabel(\"Steps\")\n", + "plt.title(\"Median Number of Steps by Month\")\n", + "plt.xticks(range(1, 13))\n", + "\n", + "plt.sca(axes[1])\n", + "workweekend_steps.plot(kind = \"bar\", color = \"blue\")\n", + "plt.xlabel(\"Workday or Weekend\")\n", + "plt.ylabel(\"Steps\")\n", + "plt.title(\"Median Number of Steps by Work or Weekend\")\n", + "plt.xticks([0,1], [\"Workday\", \"Weekend\"], rotation = 360)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" ] }, { @@ -191,11 +568,34 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "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", + "features = [\"Minutes Lightly Active\", \"Minutes Very Active\", \"Minutes Sedentary\"]\n", + "\n", + "fig, axes = plt.subplots(1, 3, figsize = (12, 4))\n", + "\n", + "for plot, feature in enumerate(features):\n", + " ax = axes[plot]\n", + " ax.scatter(fitbit[feature], fitbit[\"Steps\"])\n", + " ax.set_xlabel(feature)\n", + " ax.set_ylabel(\"Steps\")\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" ] }, { @@ -211,13 +611,158 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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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
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" + ], + "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": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here" + "# your code here\n", + "titanic = pd.read_csv(\"titanic.csv\")\n", + "titanic.head()" ] }, { @@ -229,11 +774,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "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": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here" + "# your code here\n", + "titanic.dtypes" ] }, { @@ -246,22 +815,349 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, - "outputs": [], + "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
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" + ], + "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": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# NUMERICAL VARIABLES\n", - "# your code here" + "# your code here\n", + "titanic.select_dtypes(include=np.number)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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NameGenderTicketCabinEmbarked
0Braund, Mr. Owen HarrismaleA/5 21171U0S
1Cumings, Mrs. John Bradley (Florence Briggs Th...femalePC 17599C85C
2Heikkinen, Miss. LainafemaleSTON/O2. 3101282U0S
3Futrelle, Mrs. Jacques Heath (Lily May Peel)female113803C123S
4Allen, Mr. William Henrymale373450U0S
..................
1304Spector, Mr. WoolfmaleA.5. 3236U0S
1305Oliva y Ocana, Dona. FerminafemalePC 17758C105C
1306Saether, Mr. Simon SivertsenmaleSOTON/O.Q. 3101262U0S
1307Ware, Mr. Frederickmale359309U0S
1308Peter, Master. Michael Jmale2668U0C
\n", + "

1309 rows × 5 columns

\n", + "
" + ], + "text/plain": [ + " 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]" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# CATEGORICAL VARIABLES\n", - "# your code here" + "# your code here\n", + "titanic.select_dtypes(include=object)" ] }, { @@ -274,11 +1170,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "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))" ] }, { @@ -290,11 +1208,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "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.figure(figsize = (12, 6))\n", + "plt.hist(titanic[\"Age\"], bins = 10)\n", + "plt.xlabel(\"Age\")\n", + "plt.ylabel(\"Frequency\")\n", + "plt.title(\"Distribution of Age\")\n", + "plt.show()" ] }, { @@ -306,11 +1241,34 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "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", + "fig, axes = plt.subplots(1, 3, figsize = (12, 6))\n", + "bin_sizes = [10, 20, 50]\n", + "\n", + "for i, ax in enumerate(axes):\n", + " ax.hist(titanic[\"Age\"], bins = bin_sizes[i])\n", + " ax.set_xlabel(\"Age\")\n", + " ax.set_ylabel(\"Frequency\")\n", + " ax.set_title(f'Distribution of Age (Bins = {bin_sizes[i]})')\n", + "\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" ] }, { @@ -340,11 +1298,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 37, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "sns.histplot(data=titanic, x='Age', kde=True)" ] }, { @@ -357,22 +1337,51 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 38, "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" + "# your code here\n", + "\n", + "plt.hist(titanic.Gender)\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "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" + "# your code here\n", + "plt.figure(figsize = (8, 4))\n", + "plt.pie(gender_counts, labels = gender_counts.index)\n", + "plt.title(\"Distribution of Gender\")\n", + "plt.show()" ] }, { @@ -384,11 +1393,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 39, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "sns.histplot(data=titanic, x='Pclass', hue='Pclass')\n" ] }, { @@ -400,11 +1431,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 40, "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", + "fig, ax = plt.subplots(figsize=(12,8))\n", + "ax.hist(titanic.Age)\n", + "plt.figtext(0.75,0.5, titanic.Age.describe().round(2).to_string())\n", + "plt.show()" ] }, { @@ -480,22 +1526,52 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 41, "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" + "# your code here\n", + "fig, ax = plt.subplots(figsize=(16,8))\n", + "\n", + "ax.scatter(titanic.Fare, titanic.Age)\n", + "ax.grid(True)\n", + "\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 42, "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" + "# your code here\n", + "sns.scatterplot(data=titanic, x='Fare', y='Age', hue='Gender')\n", + "plt.show()" ] }, { @@ -507,11 +1583,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 43, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\sfsou\\AppData\\Local\\Temp\\ipykernel_10656\\3021740668.py:2: 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", + " sns.heatmap(titanic.iloc[:,1:].corr(), annot=True, linewidth=.5)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "sns.heatmap(titanic.iloc[:,1:].corr(), annot=True, linewidth=.5)\n", + "plt.show()" ] }, { @@ -541,13 +1638,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 44, "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "sns.histplot(data=titanic, x='Age', hue='Pclass', multiple='stack')\n", + "plt.show()" ] }, { @@ -560,11 +1670,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 45, "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", + "\n", + "g = sns.FacetGrid(titanic, col='Gender')\n", + "g.map_dataframe(sns.histplot, x=\"Age\")\n", + "# sns.histplot(titanic.Age)\n", + "plt.show()" ] } ],