From fe61d2b82ec79e0740f75be570ae54a5893d6861 Mon Sep 17 00:00:00 2001 From: BrunexSantos Date: Tue, 2 May 2023 16:24:07 +0100 Subject: [PATCH] lab done --- your-code/main.ipynb | 1407 +++++++++++++++++++++++++++++++++++++++--- 1 file changed, 1312 insertions(+), 95 deletions(-) diff --git a/your-code/main.ipynb b/your-code/main.ipynb index dbe4405..e8e5490 100755 --- a/your-code/main.ipynb +++ b/your-code/main.ipynb @@ -11,12 +11,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 86, "metadata": {}, "outputs": [], "source": [ "# Libraries\n", - "import numpy as np" + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import seaborn as sns" ] }, { @@ -30,7 +33,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 87, "metadata": {}, "outputs": [], "source": [ @@ -53,11 +56,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 88, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Method 1" + "# Method 1\n", + "plt.figure(figsize=(20,8))\n", + "fig, axes =plt.subplots(nrows=2, ncols=2, )\n", + "axes[0, 0].plot(x, y, linewidth=2.5)\n", + "axes[1, 0].plot(x,z, linewidth=4)\n", + "plt.show()" ] }, { @@ -69,11 +97,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 89, "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", + "axes[0].plot(x, y, linewidth=2.5)\n", + "axes[1].plot(x,z, linewidth=4)\n", + "plt.show()" ] }, { @@ -88,11 +131,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 90, "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,figsize=(20,8))\n", + "axes[0].plot(x, y, linewidth=2.5)\n", + "axes[1].plot(x,z, linewidth=4)\n", + "axes[0].set_xlabel('X Label',fontdict={'fontname': 'Arial', 'fontsize': 14})\n", + "axes[0].set_ylabel('Y Label')\n", + "axes[1].set_xlabel('X Label')\n", + "axes[1].set_ylabel('Y Label')\n", + "axes[0].set_title('Title')\n", + "plt.show()" ] }, { @@ -105,11 +168,38 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 91, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 91, + "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", + "x = np.linspace(-2, 2, 500)\n", + "y = x**2\n", + "y2 = np.exp(x)\n", + "\n", + "plt.plot(x,y, label=r'$y=x^2$')\n", + "plt.plot(x,y2, label=r'$y=e^x$' )" ] }, { @@ -121,11 +211,40 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 92, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Plot')" + ] + }, + "execution_count": 92, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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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": 93, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here" + "# your code here\n", + "fitbit2 = pd.read_csv(\"Fitbit2.csv\")\n", + "fitbit2.head()" ] }, { @@ -167,15 +502,69 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 94, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "([,\n", + " ],\n", + " [Text(0, 0, 'Work'), Text(1, 0, 'Weekend')])" + ] + }, + "execution_count": 94, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# MEDIAN STEPS BY MONTH_ENCODED\n", "# your code here\n", + "steps_month = fitbit2.groupby(\"Months_encoded\").agg({\"Steps\": [\"mean\"]})\n", + "steps_month = steps_month.reset_index()\n", + "x = steps_month[\"Months_encoded\"]\n", + "y = steps_month[\"Steps\"][\"mean\"]\n", + "fig, axis = plt.subplots(figsize=(12, 4))\n", + "axis.bar(x, y)\n", + "axis.set_xlabel(\"Month\")\n", + "axis.set_ylabel(\"Average Steps\")\n", + "axis.set_title(\"Average Steps per Month\")\n", + "plt.xticks(x, ['January', 'February', 'March', 'April', 'May', 'June', 'July', 'August', 'September', 'October', 'November', 'December'],rotation=20)\n", + "\n", "\n", "# MEDIAN STEPS BY WORK_OR_WEEKEND\n", - "# your code here" + "# your code here\n", + "steps_work = fitbit2.groupby(\"Work_or_Weekend\").agg({\"Steps\": [\"mean\"]})\n", + "steps_work = steps_work.reset_index()\n", + "a = steps_work[\"Work_or_Weekend\"]\n", + "b = steps_work[\"Steps\"][\"mean\"]\n", + "fig, axis1 = plt.subplots(figsize=(2,3))\n", + "axis1.bar(a, b)\n", + "axis1.set_xlabel(\"Day\")\n", + "axis1.set_ylabel(\"Average Steps\")\n", + "axis1.set_title(\"Average Steps per Workday or Weekend\")\n", + "plt.xticks(a,[\"Work\",\"Weekend\"])" ] }, { @@ -191,11 +580,49 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 95, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", 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", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "versus = [\"Minutes Lightly Active\",\"Minutes Very Active\",\"Minutes Sedentary\"]\n", + "x = fitbit2[\"Steps\"]\n", + "\n", + "for item in versus:\n", + " plt.scatter(x,fitbit2[item])\n", + " plt.title(f\"{item} vs Steps\")\n", + " plt.show()" ] }, { @@ -211,13 +638,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 96, "metadata": { "scrolled": true }, "outputs": [], "source": [ - "# your code here" + "# your code here\n", + "titanic = pd.read_csv(\"titanic.csv\")" ] }, { @@ -229,11 +657,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 97, "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": 97, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here" + "# your code here\n", + "titanic.dtypes" ] }, { @@ -246,22 +698,432 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 98, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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PassengerIdPclassSibSpParch
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...............
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SurvivedAgeFare
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............
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" + ], + "text/plain": [ + " Survived Age Fare\n", + "0 0.0 22.000000 7.2500\n", + "1 1.0 38.000000 71.2833\n", + "2 1.0 26.000000 7.9250\n", + "3 1.0 35.000000 53.1000\n", + "4 0.0 35.000000 8.0500\n", + "... ... ... ...\n", + "1304 NaN 29.513190 8.0500\n", + "1305 NaN 39.000000 108.9000\n", + "1306 NaN 38.500000 7.2500\n", + "1307 NaN 29.513190 8.0500\n", + "1308 NaN 25.315435 22.3583\n", + "\n", + "[1309 rows x 3 columns]" + ] + }, + "execution_count": 98, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# NUMERICAL VARIABLES\n", - "# your code here" + "# your code here\n", + "display(titanic.select_dtypes(int))\n", + "titanic.select_dtypes(float)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 99, "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": 99, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# CATEGORICAL VARIABLES\n", - "# your code here" + "# your code here\n", + "titanic.select_dtypes(object)" ] }, { @@ -274,11 +1136,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 100, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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vJwIAALx/7/yD/8jISPbv378gj1v1x+Ju2bIlhw4dysc+9rHcfPPN+elPf5qampps2LBh1tpt27alq6tr5t//+7//myeffDKPPPKIoAAAgA+RqoOjs7Mz4+Pj6enpSaVSSXt7e7q7u1NfX5+hoaF0d3enu7s7HR0daWpqSlNT08x933jjjSTJ8uXLfQ8HAAB8iCzp6+ubvtZDjI2N5f7778/p06e9AwIAANfYyMhIOjo68tRTT8364Kj58nm1AABAMYIDAAAoRnAAAADFCA4AAKAYwQEAABQjOAAAgGIEBwAAUIzgAAAAihEcAABAMYIDAAAoRnAAAADFCA4AAKAYwQEAABQjOAAAgGIEBwAAUIzgAAAAihEcAABAMYIDAAAoRnAAAADFCA4AAKAYwQEAABQjOAAAgGIEBwAAUIzgAAAAihEcAABAMYIDAAAoRnAAAADFCA4AAKAYwQEAABQjOAAAgGIEBwAAUIzgAAAAihEcAABAMYIDAAAoRnAAAADFCA4AAKAYwQEAABQjOAAAgGIEBwAAUIzgAAAAihEcAABAMYIDAAAoRnAAAADFCA4AAKAYwQEAABQjOAAAgGIEBwAAUIzgAAAAihEcAABAMYIDAAAoRnAAAADFCA4AAKAYwQEAABQjOAAAgGIEBwAAUIzgAAAAihEcAABAMYIDAAAoRnAAAADFCA4AAKAYwQEAABQjOAAAgGIEBwAAUIzgAAAAihEcAABAMYIDAAAoRnAAAADFLKt24fT0dHp7e9PX15dKpZI1a9Zk+/btWb169ay1w8PDee6553L69Om89dZbaW5uzic/+cl84QtfSG1t7YI+AQAAYPGqOjgOHjyYY8eOZceOHbnlllvyk5/8JLt27cqjjz6a+vr6y9aeP38+q1atyl/91V+lpaUlb775Zp544olcuHAh27ZtW/AnAQAALE5Vn1J1+PDhdHZ2prW1NXV1denq6srk5GROnDgxa+3KlSvz+c9/PjfffHOWLl2aW265JZs2bcqrr766oMMDAACLW1XBMTY2lsHBwaxdu3bmWE1NTdra2tLf31/VD3rllVfS1tb2/qYEAACuS1UFR6VSSZI0NjZedrypqWnmtj/mhRdeSH9/f7q6ut7HiAAAwPWqqms4Ghoakvz+nY53Gh0dzfLly//ofZ9//vm89NJLefjhh7NixYo/uranpyd1dXVJks2bN2fz5s3VjAcAAFyho0eP5ujRo0mSiYmJBXvcqoKjsbExLS0tOXPmTG699dYkydTUVAYGBrJx48Y57zM9PZ19+/bllVdeyXe/+920tLS858/ZuXNnmpub5zE+AACwEN75B/+RkZHs379/QR636ovGt2zZkkOHDuXs2bOZmJhIb29vampqsmHDhllrp6amsnv37rz22mv5zne+U1VsAAAAHzxVfyxuZ2dnxsfH09PTk0qlkvb29nR3d6e+vj5DQ0Pp7u5Od3d3Ojo68vrrr+c///M/U1tbm3/4h3+47HH27t274E8CAABYnJb09fVNX+shxsbGcv/99+f06dNOqQIAgGtsZGQkHR0deeqpp2Z9cNR8VX1KFQAAwHwJDgAAoBjBAQAAFCM4AACAYgQHAABQjOAAAACKERwAAEAxggMAAChGcAAAAMUIDgAAoBjBAQAAFCM4AACAYgQHAABQjOAAAACKERwAAEAxggMAAChGcAAAAMUIDgAAoBjBAQAAFCM4AACAYgQHAABQjOAAAACKERwAAEAxggMAAChGcAAAAMUIDgAAoBjBAQAAFCM4AACAYgQHAABQjOAAAACKERwAAEAxggMAAChGcAAAAMUIDgAAoBjBAQAAFCM4AACAYgQHAABQjOAAAACKERwAAEAxggMAAChGcAAAAMUIDgAAoBjBAQAAFCM4AACAYgQHAABQjOAAAACKERwAAEAxggMAAChGcAAAAMUIDgAAoBjBAQAAFCM4AACAYgQHAABQjOAAAACKERwAAEAxggMAAChGcAAAAMUIDgAAoBjBAQAAFCM4AACAYgQHAABQjOAAAACKERwAAEAxggMAAChGcAAAAMUIDgAAoBjBAQAAFLOs2oXT09Pp7e1NX19fKpVK1qxZk+3bt2f16tVzrh8dHc2+ffvy8ssvZ8mSJVm/fn3uvffeNDU1LdjwAADA4lb1OxwHDx7MsWPHsmPHjuzZsyfr1q3Lrl27Mj4+Puf63bt3Z3h4OI8//ngee+yxDA8PZ8+ePQs2OLyXo0ePXusR+ACxn1ho9hQLzZ5isao6OA4fPpzOzs60tramrq4uXV1dmZyczIkTJ2atHRwczKlTp7J169Y0Nzenubk5W7duzcmTJzM0NLSgTwDejV+8LCT7iYVmT7HQ7CkWq6qCY2xsLIODg1m7du3MsZqamrS1taW/v3/W+v7+/tTW1qatrW3mWFtbW5YtWzbnegAA4IOpqms4KpVKkqSxsfGy401NTTO3/eH6hoaGWccbGxvnXD89PZ0kefvtt6sZB6oyMTGRkZGRaz0GHxD2EwvNnmKh2VMspEuvyy+9Tr8SVQXHpXgYGxu77Pjo6GiWL18+5/q5wmJsbGzOELl0Hcidd95ZzThQtf3791/rEfgAsZ9YaPYUC82eYqGNj49f8Yc+VRUcjY2NaWlpyZkzZ3LrrbcmSaampjIwMJCNGzfOWt/W1pYLFy5kYGAgra2tSZKBgYFMTk5edprVJTfeeGOefPLJ1NfXZ8mSJVfyfAAAgCs0PT2d8fHx3HjjjVf8WFV/LO6WLVty6NChfOxjH8vNN9+cn/70p6mpqcmGDRtmrW1pacn69etz4MCBfOMb30iSHDhwIHfccUduuummWeuXLl2aFStWXMHTAAAAFtJCfZ3Fkr6+vqpOzLr0PRxHjhxJpVJJe3t77r333rS2tmZoaCjd3d3p7u5OR0dHkt+f97Vv376cOnUqSXL77bf7Hg4AAPiQqTo4AAAA5qvq7+EAAACYr6qv4bgSl07H6uvrS6VSyZo1a7J9+/asXr16zvWjo6PZt29fXn755SxZsiTr1693OhaXmc+eGh4eznPPPZfTp0/nrbfeSnNzcz75yU/mC1/4Qmpra6/B9CxG8/09dcnY2Fh27tyZoaGhPPPMM6mpqblKE7OYvZ/9dOzYsRw6dCiDg4P5yEc+kk984hP5yle+chWnZjGb7546c+ZMnnvuufT392fp0qXp6OjIPffck5aWlqs8OYvV8ePH8+KLL6a/vz/j4+Pv+X/Ylbw+vyrvcBw8eDDHjh3Ljh07smfPnqxbty67du2a+TjcP7R79+4MDw/n8ccfz2OPPZbh4eHs2bPnaozKdWI+e+r8+fNZtWpVdu7cmR//+MfZuXNnTp06lX/913+9BpOzWM3399Qlzz77bFatWnWVpuR6Md/9dPDgwbzwwgvZvn17nnrqqTz++OP59Kc/fZWnZjGbz566ePFiHn300bS2tmb37t154oknUlNTkx/96EfXYHIWq6ampmzZsiXbtm2rav2VvD6/KsFx+PDhdHZ2prW1NXV1denq6srk5GROnDgxa+3g4GBOnTqVrVu3prm5Oc3Nzdm6dWtOnjyZoaGhqzEu14H57KmVK1fm85//fG6++eYsXbo0t9xySzZt2pRXX331GkzOYjWfPXXJyZMnc/bs2Xzuc5+7ipNyPZjPfhobG0tvb2++/OUvp6OjIzU1Namvr097e/s1mJzFaj57qlKp5K233sqmTZtSW1ubhoaGbNy4Mb/+9a+v/uAsWrfddls+9alPZeXKle+59kpfnxcPjrGxsQwODmbt2rUzx2pqatLW1pb+/v5Z6/v7+1NbW3vZ93W0tbVl2bJlc67nw2e+e2our7zyypzfCcOH0/vZUyMjI9m3b1+++tWvZulSl8Px/813P/3qV7/K+fPnc+7cuTz00EP5+te/nn/6p3/yfx4z5runmpqactddd6Wvry/nz5/P6OhoXnrppTm/ygCqcaWvz4v/L3npG8cbGxsvO97U1DTnt5FXKpU5v428sbFxzvV8+Mx3T/2hF154If39/enq6ioyH9ef97Onnn766XzmM595z2s8+PCZ734aGRlJkvziF7/It7/97fzzP/9z2tra8oMf/CBjY2PlB2bRez+/oz7+8Y/nf/7nf3LfffflgQceyODgYO65557is/LBdKWvz4sHx6Xh/vCX5ujo6JyDNzQ0zDn42NjYnOv58Jnvnnqn559/PkeOHMnDDz/syyaZMd89dfz48bzxxhu5++67r8p8XF/ez/97SXL33Xdn+fLlqaury5e+9KWMjY3l9ddfLz8wi95899Rvf/vb9PT05C//8i/z9NNP58c//nFuv/32fO9733vP69JgLlf6+rx4cDQ2NqalpSVnzpyZOTY1NZWBgYE5T2lpa2vLhQsXMjAwMHNsYGAgk5OTToEhyfz3VPL7T/d4+umnc/z48Xz3u9/Nn/7pn16tcbkOzHdP/fKXv8y5c+fy4IMP5oEHHshjjz2WJHnwwQfz0ksvXbW5WZzmu5/WrFmTJFmyZMnVGpHrzHz31MDAQOrq6nLXXXeltrY29fX1+exnP5s333wzv/nNb67m6HxAXOnr86ty4vGWLVty6NChnD17NhMTE+nt7U1NTc2c5xK2tLRk/fr1OXDgQEZGRjIyMpIDBw7kjjvuyE033XQ1xuU6MJ89NTU1ld27d+e1117Ld77zHR8JyJzms6e2bduWH/7wh/n+97+f73//+7n//vuTJI888kj+/M///GqPziI0n/20YsWK3HnnnfnZz36W4eHhXLhwIc8//3yampqybt26azA9i9F89lR7e3smJydz5MiRTE1NZWJiIj//+c9TX1/vU/WYcfHixUxMTGRycjJJcuHChUxMTOTixYuz1l7p6/Or8k3jlz47+siRI6lUKmlvb8+9996b1tbWDA0Npbu7O93d3eno6EiSvP3229m3b19OnTqVJLn99tt9DweXmc+eeu211/LII4+ktrZ21sW9e/fuvUbPgMVmvr+n3unVV1/NP/7jP/oeDmbMdz+NjY3l2WefzYkTJ7J06dJ89KMfzd/8zd+4RogZ891T//3f/53e3t783//9X5Jk9erV6erqyp/92Z9dy6fBInLs2LH8y7/8y6zjDz/8cFauXLmgr8+vSnAAAAAfTj7LEQAAKEZwAAAAxQgOAACgGMEBAAAUIzgAAIBiBAcAAFCM4AAAAIoRHAAAQDGCAwAAKOb/Aa5goLzSozY9AAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "plt.style.use('classic')\n", + "fig, ax = plt.subplots(figsize=(12,6))" ] }, { @@ -290,11 +1165,39 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 101, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(array([ 72., 78., 326., 347., 220., 136., 75., 42., 10., 3.]),\n", + " array([ 0.17 , 8.153, 16.136, 24.119, 32.102, 40.085, 48.068, 56.051,\n", + " 64.034, 72.017, 80. ]),\n", + " )" + ] + }, + "execution_count": 101, + "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", + "\n", + "plt.style.use('classic')\n", + "fig, axis = plt.subplots(figsize=(12,6))\n", + "axis.hist(titanic[\"Age\"])" ] }, { @@ -306,11 +1209,37 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 102, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(array([ 85., 162., 963.]),\n", + " array([ 0., 10., 20., 50.]),\n", + " )" + ] + }, + "execution_count": 102, + "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", + "plt.style.use('classic')\n", + "fig, axis = plt.subplots(figsize=(12,6))\n", + "axis.hist(titanic[\"Age\"], bins= [0,10,20,50])" ] }, { @@ -322,12 +1251,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 103, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'\\nIt changes the vizualization of our data, by changing the distribution of the ages, on the second chart we only get that the most common age is above 20 years, on the first it is more precise wich age is the most common.\\n'" + ] + }, + "execution_count": 103, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "\"\"\"\n", - "your comments here\n", + "It changes the vizualization of our data, by changing the distribution of the ages, on the second chart we only get that the most common age is above 20 years, on the first it is more precise wich age is the most common.\n", "\"\"\"" ] }, @@ -340,11 +1280,42 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 104, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 104, + "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.set_theme()\n", + "\n", + "# Load an example dataset\n", + "tips = sns.load_dataset(\"titanic\")\n", + "\n", + "# Create a visualization\n", + "sns.displot(\n", + " data=tips,\n", + " x=\"age\"\n", + ")\n" ] }, { @@ -357,22 +1328,58 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 105, "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", + "gender = titanic['Gender'].value_counts()\n", + "ax = gender.plot(kind='bar', rot=0, color=\"c\")" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 106, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 106, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Method 2 - seaborn\n", - "# your code here" + "# your code here\n", + "tips = sns.load_dataset(\"titanic\")\n", + "sns.countplot(x=tips[\"sex\"])" ] }, { @@ -384,11 +1391,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 107, "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", + "gender = titanic['Pclass'].value_counts()\n", + "ax = gender.plot(kind='bar', rot=0, color=\"c\")" ] }, { @@ -400,18 +1420,58 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 108, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'whiskers': [,\n", + " ],\n", + " 'caps': [,\n", + " ],\n", + " 'boxes': [],\n", + " 'medians': [],\n", + " 'fliers': [],\n", + " 'means': []}" + ] + }, + "execution_count": 108, + "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", + "plt.boxplot(titanic['Age'])" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 109, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'\\nyour comments here\\n'" + ] + }, + "execution_count": 109, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "\"\"\"\n", "your comments here\n", @@ -427,12 +1487,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 110, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'\\nThe median age is around 30 and the minimum age is around 0 and the maximum age is around 80\\n'" + ] + }, + "execution_count": 110, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "\"\"\"\n", - "your comments here\n", + "The median age is around 30 and the minimum age is around 0 and the maximum age is around 80\n", "\"\"\"" ] }, @@ -445,11 +1516,34 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 111, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 111, + "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", + "# your code here\n", + "sns.violinplot(x=titanic['Age'])\n" ] }, { @@ -461,12 +1555,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 112, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'\\nWe can compara the distribuiton of the age with the summary statistics\\n'" + ] + }, + "execution_count": 112, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "\"\"\"\n", - "your comments here\n", + "We can compara the distribuiton of the age with the summary statistics\n", "\"\"\"" ] }, @@ -480,22 +1585,71 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 113, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 113, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Method 1 - matplotlib\n", - "# your code here" + "# your code here\n", + "plt.scatter(titanic[\"Age\"],titanic[\"Fare\"])\n", + "m, b = np.polyfit(titanic[\"Age\"], titanic[\"Fare\"], 1)\n", + "plt.plot(titanic[\"Age\"], m*titanic[\"Age\"] + b, color='red')\n", + "\n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 114, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 114, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Method 2 - seaborn\n", - "# your code here" + "# your code here\n", + "\n", + "sns.scatterplot(data=tips, x=\"age\", y=\"fare\")\n", + "\n" ] }, { @@ -507,11 +1661,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 115, "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", + "correlation_titanic = titanic.select_dtypes(include=np.number)\n", + "\n", + "heatmap = sns.heatmap(correlation_titanic.corr(), vmin=-1, vmax=1, annot=True)" ] }, { @@ -523,12 +1692,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 116, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'\\nSibSp and Parch\\n'" + ] + }, + "execution_count": 116, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "\"\"\"\n", - "your comments here\n", + "SibSp and Parch\n", "\"\"\"" ] }, @@ -541,13 +1721,37 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 117, "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 117, + "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.boxplot(x =titanic['Pclass'],\n", + " y = titanic['Age'],\n", + " )" ] }, { @@ -560,11 +1764,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 124, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "graph = sns.FacetGrid(titanic, col =\"Gender\")\n", + "graph.map(plt.hist, \"Age\", bins = 10 )\n", + "plt.show()" ] } ], @@ -585,7 +1802,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.2" + "version": "3.11.2" } }, "nbformat": 4,