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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Method 2" + "x = np.arange(0,100)\n", + "y = x*2\n", + "z = x**2\n", + "\n", + "fig, [ax1, ax2] = plt.subplots(1,2, figsize=(8,5))\n", + "ax1.plot(x, y, color = 'r')\n", + "ax2.plot(x,z, color = 'b')\n", + "\n", + "ax1.set_title('Sub-Plot x&y', fontweight='bold', fontsize=15)\n", + "ax2.set_title('Sub-Plot x&z', fontweight='bold', fontsize=15)\n", + "\n", + "plt.subplots_adjust(wspace=0.5)\n", + "\n", + "ax1.spines['top'].set_visible(False)\n", + "ax2.spines['top'].set_visible(False)\n", + "ax1.spines['right'].set_visible(False)\n", + "ax2.spines['right'].set_visible(False)\n", + "\n", + "plt.show()\n" ] }, { @@ -105,27 +157,80 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 75, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "x = np.arange(0,100)\n", + "y1 = x**2\n", + "y2 = np.exp(x)\n", + "\n", + "plt.figure(figsize=(8,5))\n", + "\n", + "plt.plot(x,y1, label='y=x^2', color='r')\n", + "plt.plot(x,y2, label='y= e^x', color = 'b')\n", + "\n", + "plt.legend()\n", + "plt.title('Awesome Graph')\n", + "plt.xlabel('X-axis')\n", + "plt.ylabel('Y axis')\n", + "plt.show()\n", + "\n" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 76, "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "#### As a bonus challenge, try to add a legend to the plot." + "x = np.arange(0,100)\n", + "y1 = x**2\n", + "y2 = np.exp(x)\n", + "\n", + "plt.figure(figsize=(8,5))\n", + "\n", + "plt.plot(x,y1, label='y=x^2', color='r')\n", + "plt.plot(x,y2, label='y= e^x', color = 'b')\n", + "\n", + "plt.legend()\n", + "plt.title('Awesome Graph')\n", + "plt.xlabel('X-axis')\n", + "plt.ylabel('Y axis')\n", + "\n", + "plt.xscale('log')\n", + "plt.yscale('log')\n", + "\n", + "plt.show()" ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "# your code here" + "#### As a bonus challenge, try to add a legend to the plot." ] }, { @@ -140,11 +245,228 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 83, "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": 83, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here" + "import pandas as pd\n", + "\n", + "fitbit = pd.read_csv(\"Fitbit2.csv\")\n", + "fitbit.head()" ] }, { @@ -167,15 +489,66 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 98, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ + "import os\n", + "\n", "# 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" + "ww_steps = fitbit.groupby(['Work_or_Weekend']).agg({'Steps':'median'})\n", + "\n", + "# your code here\n", + "\n", + "fig, axes = plt.subplots(1,2, figsize=(12,4))\n", + "\n", + "plt.sca(axes[0])\n", + "plt.plot(monthly_steps, 'o-', color='r')\n", + "plt.xlabel('Month')\n", + "plt.ylabel('Steps')\n", + "plt.title('Average Monthly Steps')\n", + "plt.xticks(range(1,13))\n", + "\n", + "plt.sca(axes[1])\n", + "ww_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 = 45)\n", + "\n", + "# I cant change the code for ww_steps appear on the second plot and not a third one\n", + "\n", + "if not os.path.exists('figures'):\n", + " os.makedirs('figures')\n", + "\n", + "fig.savefig('figures/plot.png')\n", + "\n", + "\n", + "plt.show()" ] }, { @@ -191,11 +564,34 @@ }, { "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": [ - "# your code here" + "columns = [fitbit['Minutes Lightly Active'], fitbit['Minutes Very Active'], fitbit['Minutes Sedentary']]\n", + "\n", + "fig, axes = plt.subplots(1,3, figsize=(15,5))\n", + "\n", + "for indx, (name, data) in enumerate(zip(['Minutes Lightly Active', 'Minutes Very Active', 'Minutes Sedentary'], columns)):\n", + " plt.sca(axes[indx])\n", + " plt.scatter(data, fitbit['Steps'], color = 'b', alpha=0.5)\n", + " plt.xlabel(name)\n", + " plt.ylabel(\"Steps\")\n", + " plt.title(f\"{name} vs Steps\")\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n" ] }, { @@ -211,13 +607,157 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 104, "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": 104, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here" + "titanic = pd.read_csv(\"titanic.csv\")\n", + "titanic.head(5)" ] }, { @@ -229,11 +769,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 106, "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": 106, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here" + "# your code here\n", + "\n", + "titanic.dtypes" ] }, { @@ -246,22 +811,347 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 107, "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
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13041305NaN329.513190008.0500
13051306NaN139.00000000108.9000
13061307NaN338.500000007.2500
13071308NaN329.513190008.0500
13081309NaN325.3154351122.3583
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1309 rows × 7 columns

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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": 107, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# NUMERICAL VARIABLES\n", - "# your code here" + "titanic.select_dtypes(include=np.number)\n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 108, "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
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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": 108, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# CATEGORICAL VARIABLES\n", - "# your code here" + "titanic.select_dtypes(include=object)\n" ] }, { @@ -274,11 +1164,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 111, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "execution_count": 111, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "plt.style.use(\"classic\")\n", + "plt.figure(figsize = (12, 6))" ] }, { @@ -290,11 +1201,38 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 113, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Age Distribution')" + ] + }, + "execution_count": 113, + "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.figure(figsize=(12,6))\n", + "plt.hist(titanic[\"Age\"], bins = 10)\n", + "plt.xlabel(\"Age\")\n", + "plt.ylabel(\"Frequency\")\n", + "plt.title(\"Age Distribution\")" ] }, { @@ -306,11 +1244,43 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 116, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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//lELFizQgAEDJInPdQA6lXUuK2b9/f0VGRmpyMhIxcXF6Z577tHRo0c1evToFvvGxsbqzTfflHRxYhQfHx+VlZVZ7VNeXt7mulGXLukrLCy0XNbiLIsWLbJ8iHX3dmtqamQ2mzvd9rJly/TMM8+02O7n56eePXt2+vht8aS/a09v2xXtmkwmRUVFedw9Ow0NDUpPT9eZM2eUkZFxxf53Ju/IOu9o29vadWXbrmrXU/Puck6cOKGnn35aycnJllFZic91ntC2t7Xryra9rV17ZJ3L75m9pLGx0erSu6YKCgoUHh4u6WJBNHjwYOXm5iohIUGSdO7cORUXF2vYsGGtvv7SJShBQUFODz0/Pz+nt9mRdmtqahQdPUSlpcV2aX/Tpk0ttoWFhauo6JTDClpP+bvuCm278pw96ZKyxsZGrVy5UkajUWvWrGnX31ln8o6s8462va1dV7btynOWPCvvLuef//ynFi5cqIcfflj33HOP1XN8rnP/tr2tXVe27W3tXtKZrHNJMbt+/XqNGTNGffr0UVlZmXbs2KHg4GBdf/31OnLkiMrLyzV06FD5+vrq/fffV05OjtW3BZMnT1ZmZqZiY2M1YMAArVu3TiNGjGCSgE4wm83fF7KFkjr7Zl4kqfm3OyaVlkbJbDY7dHQWcCcGg0FHjhzRihUrJEmlpaWSflh6h7wD0BWYTCaVlJSoqKhI0sW1ZX19fRUZGani4mItWLBAEyZM0B133GHJQT8/P8us7uQcgI5ySTFbUlKipUuXqqKiQsHBwRoxYoRefPFFBQYGytfXV7t27dLZs2fl4+OjgQMHatmyZbrpppssr580aZLKysqUkZFhWVx7wYIFrjiVK0pKSvKwdoPU+WL253Y4hu087+/ac9t25Tl7kkuXCz/22GNW23fs2KHw8PAulXfe+F70tnPm7xptOXz4sNLT0y2PZ8+eLUlatWqVcnNzZTKZ9Le//U1/+9vfLPskJSXp6aefluQ5OSfx78Ab2nVl297Wrj10O3DggO133nuYqqoq3X333VZTwcOayWRScHCwpAo5phA1SQrmd4AOu/QeffPNN9WrVy9Xd8ctkXVA10DeXR5ZB3QN9si6rjXfOwAAAADAK1DMAgAAAAA8DsUsAAAAAMDjUMwCAAAAADwOxSwAAAAAwONQzAIAAAAAPA7FLAAAAADA41DMAgAAAAA8DsUsAAAAAMDjUMwCAAAAADxOd1d3AO1TU1Mjs9nssOObTCaHHRsAAAAA7I1i1gPU1NQoMjJapaXFru4KAAAAurjmgyh+fn7q2bOnC3sEtI5i1gOYzebvC9lCSUEOaqVI0jAHHRsAAACeoLVBlLCwcBUVnaKghduhmPUoQXJcMctlxgAAAN6u5SCKSaWlUTKbzRSzcDsUswAAAACaceQgCmAfFLMAAACAB2ttolDuc4U3oJgFAAAAPFRbE4Vynyu8AcUsAAAA4KFanyiU+1zhHShmAQAAAI/HPa7wPj6u7gAAAAAAALaimAUAAAAAeByKWQAAAACAx3HJPbPbt2/Xvn37VFJSoquuukrXX3+9Zs+eraioKElSYWGhDAaDjEajQkND9cgjj2jSpEktjrF7925VVlYqISFB8+fPV1hYmCtOBwAAAADgZC4ZmY2IiNATTzyhl19+WS+++KJ8fHyUkpIiSaqrq1NKSoqCg4OVlZWlhx9+WAaDQZ988onl9Xv37tWrr76qxx9/XJmZmaqqqtKyZctccSoAAAAAABdwycjsbbfdZvV4xowZmjVrlkpLS5WXl6eSkhJt2LBBAQEBio6O1vHjx7Vnzx4lJCRIkvbs2aMpU6Zo7NixkqSFCxdq6tSpys/PV0xMjLNPBwAAAADgZC6/Z7a2tlb79u1TVFSUQkJCdOLECcXFxSkgIMCyT3x8vPLy8iRdXEuroKBAN954o+X5iIgIhYeHy2g0Or3/AAAAAADnc9k6s0eOHNGzzz6r2tpaXX311UpPT5ePj4/KysoUEhJitW9ISIjKy8slSSaTSQ0NDQoNDW1zHwAAAABA1+aykdmRI0dq06ZNWr16tQYNGqTnnntOdXV1V3xdY2OjE3oHAAAAAHBnLhuZ9ff3V2RkpCIjIxUXF6d77rlHR48eVWhoqM6cOWO1b3l5uWW0Njg42DKC29Y+bVm0aJH8/PwkSUlJSUpKSrLb+QCwv+zsbGVnZ0u6eIsBAMD9HDx4UG+88YZOnjypqqoqvfPOO/L19bU8zyoVABzFZcVsc42NjfL19VVcXJx27typ6upq+fv7S5KOHTumoUOHSpL8/Pw0ePBg5ebmWiaEOnfunIqLizVs2LDLtpGamqqgoCDHnggAu2n6pZPJZNLatWtd3CMAQHO1tbWKj49XQkKCNm3aZPXcpVUqYmJilJWVJaPRKIPBoP79+1s+x11apSIlJUURERHKzMzUsmXLtHr1alecDgAP4pJidv369RozZoz69OmjsrIy7dixQ8HBwbr++ut11VVXqW/fvkpPT9f06dOVl5en/fv3Ky0tzfL6yZMnKzMzU7GxsRowYIDWrVunESNGMJMxAACAk91xxx2SpNzc3BbPHT16lFUqADiMS4rZkpISLV26VBUVFQoODtaIESP04osvKjAwUJK0YsUKGQwGJScnKywsTPPmzbMEniRNmjRJZWVlysjIsFyOsmDBAlecCgAAANrQ1ioVGzdulPTDKhXJycmW55uuUkExC+ByXFLM/v73v7/s8wMHDlRGRsZl95k6daqmTp1qx14BAADAnlilAoAjuXydWQAAAHgnVqkA0BluMwEUAAAAuhZWqQDQlL1XqqCYBQAAgEOwSgWApuy9UgXFLAA4yLZt23Tw4EEVFhYqICBAiYmJSk5OthptYP1FAJ7OZDKppKRERUVFkqT8/Hz5+voqMjJSiYmJrFIBwGEoZgHAQT7//HM98MADGjJkiKqqqrRmzRo9++yzMhgMklh/EUDXcPjwYaWnp1sez549W5K0atUqjRw5klUqADgMxSwAOEjTkQdJmjt3rubOnavKykoFBgay/qKd1NTU2HTfjZ+fn3r27OnAHgHeZeLEiZo4cWKbz7NKBQBHYTZjAHCSiooK+fn5We4ba2v9xby8PEk/rL944403Wp5vuv4iLhaykZHRCg4ObvdPZGS0ampqXN11AADQSYzMAoATmM1mbd26VUlJSfL19ZXE+ov2YDabVVpaLKlQUnsmgjGptDRKZrOZ0VkAADwcxSwAOFh9fb1SU1MlSXPmzGn36zq6/qJ3LlcRpPYVs4B7svdyFQDgDShmAcCBGhoalJ6erjNnzigjI8NyibHkuPUXWa4C8Dz2Xq4CALwB98wCgIM0NjZq5cqVMhqNeuGFF1oUmHFxcfriiy9UXV1t2dbW+ouXtHf9RQAAgK6OYhYAHMRgMOjIkSNavHixJKm0tFSlpaWqr6+XJKv1F0+dOqW33npL+/fv17333ms5xuTJk/X666/r/fffV35+vlauXMn6iwAAAOIyYwBwmDfffFOS9Nhjj1lt37Fjh8LDw9WjRw/WXwQAAOggilkAcJADBw5ccR/WXwQA2KL52tomk8mFvQFci2IWAAAA8ACX1ta+uCQZAO6ZBQAAADyA9draFd//GF3bKcCFGJkFAAAAPErTtbW5zBjei5FZAAAAAIDHoZgFAAAAAHgcilkAAAAAgMehmAUAAAAAeByKWQAAAACAx6GYBQAAAAB4HJcszbNt2zYdPHhQhYWFCggIUGJiopKTkxUSEmLZZ/z48S1et3HjRsXExFgeb9++Xbt371ZlZaUSEhI0f/58hYWFOeMUAAAAAAAu5JJi9vPPP9cDDzygIUOGqKqqSmvWrNGzzz4rg8Fgtd8zzzyjESNGWB4HBwdb/rx37169+uqrSklJUUREhDIzM7Vs2TKtXr3aaecBAAAAAHANlxSzaWlpVo/nzp2ruXPnqrKyUoGBgZbtvXv3bnOkdc+ePZoyZYrGjh0rSVq4cKGmTp2q/Px8q9FbAAAAAEDX4xb3zFZUVMjPz0/+/v5W29PS0nTvvffq8ccf15EjRyzbzWazCgoKdOONN1q2RUREKDw8XEaj0Wn9BgAAAAC4hktGZpsym83aunWrkpKS5Ovra9k+a9YsxcfHy9fXVx988IEWL16slStXKiEhQSaTSQ0NDQoNDbU6VkhIiMrLy518BgAAAAAAZ3NpMVtfX6/U1FRJ0pw5c6yemzZtmuXPQ4YM0fnz57Vr1y4lJCSosbHRqf0EAHQtJpOp3fv6+fmpZ8+eDuwNAADoCJcVsw0NDUpPT9eZM2eUkZHR4hLj5mJjY/Xmm29KujgRlI+Pj8rKyqz2KS8vt5oRublFixbJz89PkpSUlKSkpKTOnQQAh8rOzlZ2draki1dxAJ1XI8lPUVFR7X5FWFi4iopOUdACAOBmXFLMNjY2auXKlTIajVqzZo2CgoKu+JqCggKFh4dLuvgt+eDBg5Wbm6uEhARJ0rlz51RcXKxhw4a1eYzU1NR2tQXAPTT90slkMmnt2rUu7hE8n/n7n0JJ7fn/wKTS0iiZzWaKWQAA3IxLilmDwaAjR45oxYoVkqTS0lJJF0dcfX19deTIEZWXl2vo0KHy9fXV+++/r5ycHMslyZI0efJkZWZmKjY2VgMGDNC6des0YsQIZjIGALRDkNpXzAIAAHflkmL20uXCjz32mNX2HTt2KDw8XL6+vtq1a5fOnj0rHx8fDRw4UMuWLdNNN91k2XfSpEkqKytTRkaGKisrlZCQoAULFjj1PAAAAAAAruGSYvbAgQOXfT4xMVGJiYlXPM7UqVM1depUe3ULAAAAAOAhXL40DwAAALq2yspKrVu3Th9++KGqq6s1ePBg/epXv9INN9wgSSosLJTBYJDRaFRoaKgeeeQRTZo0ycW9BuDufFzdAQAAAHRta9eu1RdffKHly5dr06ZNiouL06JFi3ThwgXV1dUpJSVFwcHBysrK0sMPPyyDwaBPPvnE1d0G4OYYmQUAAIBD5eXl6e6777asOjFz5ky9/vrrKiwsVFlZmUpKSrRhwwYFBAQoOjpax48f1549eyyrVgBAaxiZBQDgCkwmU7t/ampqXN1dwO0MHz5chw4dUkVFherr6/XWW2+pb9++io6O1okTJxQXF6eAgADL/vHx8crLy3NhjwF4AkZmAQBoU40kP0VFRbX7FWFh4SoqOsW6tEATjz/+uFasWKHJkyfLx8dHwcHB+uMf/yh/f3+VlZUpJCTEav+QkBCVl5e7pK8APAfFLAAAbTJ//1Oo9q1La1JpaZTMZjPFLNDE66+/rq+++kovvPCCgoKClJOTo8WLF2vDhg2u7hoAD0YxCwDAFQWpfcUsgOZqa2v18ssv64UXXrDMXnzdddfpww8/1LvvvqvQ0FCdOXPG6jXl5eUtRmubW7Rokfz8/CRJSUlJSkpKckj/AdhPdna2srOzJUlms7nTx6OYBQAAgMPU1dWprq5OPj7WU7V069ZNDQ0NiouL086dO1VdXS1/f39J0rFjxzR06NDLHjc1NVVBQXzJBHiSpl88mUwmrV27tlPHYwIoAAAAOEyvXr10/fXXa926dTIajSoqKtLmzZtVXFysUaNGKTExUX379lV6erpOnTqlt956S/v379e9997r6q4DcHOMzAIAAMCh/vCHPygrK0tLlixRdXW1Bg0apGeffVaDBg2SJK1YsUIGg0HJyckKCwvTvHnzWJYHwBVRzAIAAMCh+vXrp9///vdtPj9w4EBlZGQ4r0MAugQuMwYAAAAAeByKWQAAAACAx6GYBQAAAAB4HJvumd2yZYuSkpIUHh7uqP6gizOZTA47tp+fn3r27Omw48N7kHUAvAV5B8CT2VTMfvLJJ9q6dauuv/563XnnnbrtttvUq1cvR/UNXUqNJD9FRUU5rIWwsHAVFZ2ioEWnkXUAvAV5515qampkNputtvFlPdA2m4rZNWvW6Ny5c8rJydFrr72mzMxM3XLLLbrzzjs1atSoFothAz8wf/9TKMkRC5ybVFoaJbPZTOCj0+yVdQcPHtQbb7yhkydPqqqqSu+88458fX0tz48fP77FazZu3KiYmBjL4+3bt2v37t2qrKxUQkKC5s+fr7CwsM6fJACIz3bupKamRpGR0SotLbbazpf1QNtsXppnwIABmj59uqZPny6j0ajs7Gz9/ve/V+/evXX77bfr5z//ua6++mpH9BVdQpAcU8wC9mWPrKutrVV8fLwSEhK0adOmVvd55plnNGLECMvj4OBgy5/37t2rV199VSkpKYqIiFBmZqaWLVum1atX2+ckAUB8tnMXZrP5+0K26Rf/fFkPXE6Hv247d+6cPvroI33yySfq2bOnxowZo6+++kozZ87Ujh077NlHAHCZzmTdHXfcoWnTpmn48OFt7tO7d2+FhYVZfpqO3O7Zs0dTpkzR2LFjFRMTo4ULF+rTTz9Vfn6+3c4PAC7hs527CGr2A6AtNo3MVlZW6r333lN2drby8vL0k5/8RLNmzdKYMWPUo0cPSdLhw4f1/PPP66GHHnJIhwHA0ZyZdWlpaaqrq1NUVJQeeugh3XzzzZIufkNfUFCg5ORky74REREKDw+X0Wi0uhQZADqKz3YAPJlNxeyUKVM0YMAAJSUlaenSperTp0+LfW644QbFxsbarYMA4GzOyrpZs2YpPj5evr6++uCDD7R48WKtXLlSCQkJMplMamhoUGhoqNVrQkJCVF5e3ql2AeASPtsB8GQ2FbOrVq3SsGHDLrtPr169tGrVqk51CgBcyVlZN23aNMufhwwZovPnz2vXrl1KSEhQY2Njp44N17JlGTJmKoUr8dnOuzBbMroam4pZHx8fGY3GFqGXl5cnHx8fDRkyxK6dAwBXcFXWxcbG6s0335R0cSIoHx8flZWVWe1TXl6ukJCQyx5n0aJF8vPzkyQlJSUpKSnJIf1Fa2xfhoyZSiFJ2dnZys7OlqQWxYYj8dnOezBbMroim0dmm44kXPLtt99q27ZtysrKatdxtm3bpoMHD6qwsFABAQFKTExUcnKy1Qe0wsJCGQwGGY1GhYaG6pFHHtGkSZOsjsOSFQAcwV5ZZ6uCggKFh4dLuvhN+eDBg5Wbm6uEhARJFydnKS4uvuIoSmpqqoKCmDTENWxdhoyZSnFR0y+eTCaT1q5d65R2XZV3cD57z5bMKC/cgU3F7OnTp1uddGTw4ME6ffp0u4/z+eef64EHHtCQIUNUVVWlNWvW6Nlnn5XBYJAk1dXVKSUlRTExMcrKypLRaJTBYFD//v0tH+pYsgKAo9gr60wmk0pKSlRUVCRJys/Pl6+vryIjI5Wbm6vy8nINHTpUvr6+ev/995WTk6PU1FTL6ydPnqzMzEzFxsZqwIABWrdunUaMGMHkTx6BWUjhGeyVd/Aknc8nRnnhLmwqZnv16qWzZ89qwIABVtvPnj1r05s2LS3N6vHcuXM1d+5cVVZWKjAwUEePHlVJSYk2bNiggIAARUdH6/jx49qzZ4+lmG26ZIUkLVy4UFOnTlV+fj4f9AB0ir2y7vDhw0pPT7c8nj17tqSLIyG+vr7atWuXzp49Kx8fHw0cOFDLli3TTTfdZNl/0qRJKisrU0ZGhuUKlAULFnTy7ADgB/bKO3gX1sSFu7CpmB07dqz+9Kc/afHixbruuuskSSdPntSaNWs0bty4DneioqJCfn5+8vf3lySdOHFCcXFxCggIsOwTHx+vjRs3SmLJCgCOZa+smzhxoiZOnNjm84mJiVc8xtSpUzV16tR2twkAtnDUZzt4C65CgWvZVMwmJyfrhRdeUHJysvz9/dWtWzdVV1drwoQJmjNnToc6YDabtXXrViUlJcnX11eSVFZW1mKCk6bLUbBkBQBHckTWAYA7Iu8AeDKbitmePXtqyZIlmjlzpk6fPq3GxkZFR0e3uDSlverr6y33h9kSmB1dsoIZPgHP4qrZPe2ddQDgrsg7SNbLidmytBjgajYVs5dEREQoIiKiUw03NDQoPT1dZ86cUUZGhuUSY0kKDQ3VmTNnrPZvuhxFR5esYIZPwLO4anbPS+yRdQDgCcg7b2X7cmKAO7GpmK2rq9N//ud/6vjx4yovL28xQtremYQbGxu1cuVKGY1GrVmzpkWBGRcXp507d6q6utpS5B47dkxDhw6V1LklKwDgSuyVdQDg7sg7b9facmJFkvg8Dc9gUzFrMBh06NAhjRs3Ttdcc426devWoUYNBoOOHDmiFStWSJJKS0slXRxx9fX1VWJiovr27av09HRNnz5deXl52r9/v9UsyCxZAcBR7JV1AODuyDtc1HQiJy4zhuewqZh9//339dxzz2nkyJGdavTNN9+UJD322GNW23fs2KHw8HD16NFDK1askMFgUHJyssLCwjRv3jzLKKzEkhUAHMdeWQcA7o68A+DJbCpme/fufdl7UtvrwIEDV9xn4MCBysjIuOw+LFkBwBHslXUA4O7IOwCezMeWnZOTk7Vx40ZVVFQ4qj8A4HJkHQBvQd4B8GQ2jcyuXbtWJpNJ9913n0JCQtS9u/XLX3vtNbt2DgBcgawD4C3IOwCezKZidubMmY7qBwC4DbIOgLcg7wB4MpuK2YkTJzqqHwDgNsg6AN6CvAPgyWy6Z1aSzp8/r23btmnlypUqLy+XJOXm5uqrr76yd98AwGXIOgDegrwD4KlsKmZzc3P16KOP6vjx43r77bf1r3/9S5KUl5enjRs3OqSDAOBsZB0Ab+HMvDt58qSeeuopTZw4UT//+c+1dOlSy3OFhYV68sknlZSUpF/+8pd666237No2gK7JpmJ2/fr1+vWvf62VK1daTRAQHx8vo9Fo984BgCuQdQC8hbPy7vTp03rqqaf04x//WC+99JIyMzM1YcIESVJdXZ1SUlIUHBysrKwsPfzwwzIYDPrkk0/s1j6Arsmme2a//PJL3XzzzS229+7dmyndAXQZZB0Ab+GsvNu8ebNuvfVWzZgxw7Jt0KBBkqSjR4+qpKREGzZsUEBAgKKjo3X8+HHt2bNHCQkJdusDgK7HppHZsLCwVu+f+PTTTxUREWG3TgGAK5F1ALyFM/Kuvr5eH330kcLDwzVv3jzdd999WrBggQoKCiRJJ06cUFxcnAICAiyviY+PV15enl3aB9B12VTM3nfffcrIyNCHH34o6eIlI3v27NG6dev0wAMPOKSDAOBsZB0Ab+GMvKuoqFBNTY1ee+01TZgwQWlpaerXr5/mz5+vyspKlZWVKSQkxOo1ISEhlsmoAKAtNl1mPGXKFPn7++tPf/qTampqtHjxYoWFhWnGjBn62c9+5qg+AoBTkXUAvIUz8q6hoUGSNG7cON1zzz2SpPnz5+uBBx7Q4cOH7dIGAO9kUzErSZMmTdKkSZNUXV2tmpoahYaGOqJfAOBSZB0Ab+HovAsODpaPj4+ioqIs27p3764BAwaopKREoaGhOnPmjNVrysvLW4zWNrdo0SL5+flJkpKSkpSUlGTXfgOwv+zsbGVnZ0uSzGZzp49nczF7ib+/v/z9/TvdAQBwZ2Sd89XU1LT7PziTyeTg3gDew1F516NHD1133XUqKiqybKuvr1dxcbH69++vgIAA7dy5U9XV1Zb2jx07pqFDh172uKmpqQoKCrJ7fwE4TtMvnkwmk9auXdup49lUzD744IPq1q1bm8+/9tprneoMALgDss51ampqFBkZrdLSYld3BfAKzsq7+++/XytXrtTIkSMVFxen3bt3S5JuueUW+fn5qW/fvkpPT9f06dOVl5en/fv3Ky0tzS5tA+i6bCpmZ86cafW4vr5eBQUF+vvf/66HHnrIrh0DAFch61zHbDZ/X8gWSmrPiEuRpGGO7RTQhTkr726//XaVl5dr06ZNunDhgoYMGaIXX3xRvXr1kiStWLFCBoNBycnJCgsL07x581iWB8AV2VTMTpw4sdXtQ4cO1fvvv6/777/fLp0CAFci69xBkNpXzHKZMdAZzsy7+++/v83jDRw4UBkZGXZrC4B3sGlpnrYMGzZMH330kT0OBQBui6wD4C3IOwCewKaR2UtTq1/S2Nio0tJS7dixQ+Hh4XbtGAC4ClkHwFuQdwA8mU3F7O23397qJAFhYWFavHix3ToFAK5E1gHwFuQdAE9mUzFrMBisHvv4+CgkJESRkZHy9fW1a8cAwFXIOgDegrwD4MlsKmZHjhzpoG4AgPsg6wB4C/IOgCezqZjNzs5u976XFsMFAE9D1gHwFuQdAE9mUzG7efNmXbhwQbW1tQoICJAk/etf/9JVV12l3r17W/br1q3bZQPv4MGDeuONN3Ty5ElVVVXpnXfesbqUZfz48S1es3HjRsXExFgeb9++Xbt371ZlZaUSEhI0f/58hYWF2XI6ANAqe2UdALg78g6AJ7OpmP3Vr36lt956S08++aQGDhwoSTpz5owyMjKUlJTU7pCrra1VfHy8EhIStGnTplb3eeaZZzRixAjL4+DgYMuf9+7dq1dffVUpKSmKiIhQZmamli1bptWrV9tyOgDQKntlHQC4O/IOgCezaZ3ZzZs367e//a0l7KSLi1w/9thj2rx5c7uPc8cdd2jatGkaPnx4m/v07t1bYWFhlp+mI7d79uzRlClTNHbsWMXExGjhwoX69NNPlZ+fb8vpAECr7JV1AODuyDu0l8lksvoB3IFNI7Mmk0llZWUttldUVKiystJunZKktLQ01dXVKSoqSg899JBuvvlmSZLZbFZBQYGSk5Mt+0ZERCg8PFxGo9HqUmQA6AhnZh0AuBJ5hyurkeSnqKgoV3cEaMGmYnbChAlKS0vT9OnTFRcXJ0k6ceKEtmzZogkTJtitU7NmzVJ8fLx8fX31wQcfaPHixVq5cqUSEhJkMpnU0NCg0NBQq9eEhISovLzcbn0A4L2clXUA4GrkHa7M/P1PoaSg77cVSRrmsh4Bl9hUzM6bN09/+ctf9Oc//9lSOIaEhOiee+7R1KlT7dapadOmWf48ZMgQnT9/Xrt27VJCQoIaGxvt1g4AtMZZWQcArkbeof2C9EMxy2XGcA82FbPdu3fX9OnTNX36dFVVVamxsVGBgYGO6ptFbGys3nzzTUkXJ4Ly8fFpcUlMeXm5QkJCLnucRYsWyc/PT5KY1ADwANnZ2ZZlI8xms9PadVXWAYCzkXcAPJlNxawkNTY26h//+IfOnTunMWPGSJIuXLigq666ylIo2ltBQYHCw8MlSX5+fho8eLByc3OVkJAgSTp37pyKi4s1bNjlL3dITU1VUFDQZfcB4D6afulkMpm0du1ap7Vtj6y70jJkhYWFMhgMMhqNCg0N1SOPPKJJkyZZHYNlyAA4mis+2wGAPdhUzBYXF2vx4sU6e/aszGazXn31Vfn7++vll19WfX29nnzyyXYdx2QyqaSkREVFRZKk/Px8+fr6KjIyUrm5uSovL9fQoUPl6+ur999/Xzk5OUpNTbW8fvLkycrMzFRsbKwGDBigdevWacSIEUz+BMAu7JV1l1uGrK6uTikpKYqJiVFWVpaMRqMMBoP69+9v+aKOZcgAOJq98g4AXMGmYnbNmjWKi4vT+vXrdc8991i2jxs3Tn/84x/bfZzDhw8rPT3d8nj27NmSpFWrVsnX11e7du3S2bNn5ePjo4EDB2rZsmW66aabLPtPmjRJZWVlysjIsIxWLFiwwJZTAYA22Svr7rjjDklSbm5ui+eOHj2qkpISbdiwQQEBAYqOjtbx48e1Z88eSzHbdBkySVq4cKGmTp2q/Px8vrwDYBf2yjsAcAWbitnPPvtML730krp3t35Z//799c0337T7OBMnTtTEiRPbfD4xMfGKx5g6dSoTEwBwCHtl3eWcOHFCcXFxCggIsGyLj4/Xxo0bJbEMGQDncEbeAYCj+Niyc/fu3VVdXd1ie2FhoYKDg+3WKQBwJWdkXVlZWYtJ65ouMcYyZACcgc92ADyZTcXsuHHjtHHjRssi2t26ddOpU6f00ksvsRYZgC7DHbKOZcgAOIM75B0AdJRNlxnPmTNHL774ou677z7V19dr1qxZqq2t1a233qpZs2Y5qo8A4FTOyLrQ0FCdOXPGalvTJcZYhgzwLq5aiozPdgA8mU3FbG1trRYuXKiZM2fqyy+/VHV1tQYPHqyBAwc6qn+ATUwmxy3i7efnp549ezrs+HAfzsi6uLg47dy5U9XV1fL395ckHTt2TEOHDpXEMmSAt3HVUmR8toO9Nf8sxucnOFK7i9n6+npNmTJFmzdv1sCBAy3rvgLuoUaSn6KiohzWQlhYuIqKThHIXZw9s+5yy5AlJiaqb9++Sk9P1/Tp05WXl6f9+/crLS3N8nqWIQPgSHy2g321/lmMz09wpHYXs76+vrr66qst91QA7sX8/U+hJEeMSJlUWhols9lMGHdx9sy6yy1DNnLkSK1YsUIGg0HJyckKCwvTvHnzLKOwEsuQAXAsPtvBvlr7LMbnJziWzffMrlu3TsnJyYqJidFVV11l9byPj03zSQEOECTHFLPwJvbKuistQzZw4EBlZGRc9hgsQwbAkfhsB/vjsxicx6Zi9umnn5YkPfHEE+rWrVuL599991379AoAXIisA+AtyDsAnqxdxezcuXOVlpYmg8EgSfrmm2/Uq1cvy6QlANAVkHUAvAV5B6AraFcxazQa9d1332nkyJGSpJ/97GfauHGjIiIiHNk3AHAqsg6AtyDvAHQFHboRorGx0d79AAC3Q9YB8BbkHQBPZNM9swAAAAA8Q9M1X5uv/+puampqZDabrbaxRi2upN3F7I4dOyxvprq6Ou3atUuBgYFW+8ycOdO+vQMAJyPrAHgLV+XdkiVLdOjQIb3wwguW5cgKCwtlMBhkNBoVGhqqRx55RJMmTbJ7296j9TVf3VVNTY0iI6NVWlpstZ01anEl7SpmR4wYoX/+85+Wx8OHD9epU6es9mltBjwA8CRkHQBv4aq827t3r2pra6221dXVKSUlRTExMcrKypLRaJTBYFD//v2t1t6GLVpb87VI0jCX9ehyzGbz94Usa9TCNu0qZq+0DiIAdAVkHQBv4Yq8Ky4u1iuvvKLMzEw9+OCDlu1Hjx5VSUmJNmzYoICAAEVHR+v48ePas2cPxWynNV3z1b0vM76INWphG1bCBgAAgEM1NDQoLS1Njz76qPr162f13IkTJxQXF6eAgADLtvj4eOXl5Tm7mwA8DMUsAAAAHGrXrl3y9/fXXXfd1eK5srIyhYSEWG0LCQlReXm5czoHwGMxmzEAAAAc5vTp09q5c6eysrLsetxFixbJz89PkpSUlKSkpCS7Hh+A/WVnZys7O1uSWsxe3REUswAAAHCYvLw8lZaW6he/+IXV9oULF2r8+PEaMGCAzpw5Y/VceXl5i9Ha5lJTUxUUxP2VgCdp+sWTyWTS2rVrO3U8ilkAAAA4zJgxYzRkyBCrbTNnztRTTz2lxMREnTx5Ujt37lR1dbX8/f0lSceOHdPQoUNd0V0AHoRiFgAAAA4TGBjYYv1aSQoPD1e/fv0UEhKivn37Kj09XdOnT1deXp7279+vtLQ0F/QWgCdhAigAAAC4TI8ePbRixQqVl5crOTlZW7du1bx581iWB8AVMTILAAAApzpw4IDV44EDB7LWNwCbuaSYPXjwoN544w2dPHlSVVVVeuedd+Tr62t5vrCwUAaDQUajUaGhoXrkkUc0adIkq2Ns375du3fvVmVlpRISEjR//nyFhYU5+1QAAAAAAC7gksuMa2trFR8fr4ceeqjFc3V1dUpJSVFwcLCysrL08MMPy2Aw6JNPPrHss3fvXr366qt6/PHHlZmZqaqqKi1btsyZpwAAAAAAcCGXjMzecccdkqTc3NwWzx09elQlJSXasGGDAgICFB0drePHj2vPnj2Weyf27NmjKVOmaOzYsZIuTu0+depU5efnKyYmxmnnAQAAAABwDbebAOrEiROKi4tTQECAZVt8fLzy8vIkXVxct6CgQDfeeKPl+YiICIWHh8toNDq9vwAAAADaZjKZrH5qamoc2l5NTY3T24RruN0EUGVlZS0WyQ4JCVF5ebmki/8YGhoaFBoa2uY+AAAAAFytRpKfoqKirLaGhYWrqOiUevbsaf8Wa2oUGRmt0tJip7UJ13G7YvZKGhsbXd0FAAAAAFdk/v6nUFLQ99tMKi2NktlsdkhhaTabvy9kndcmXMftitnQ0FCdOXPGalt5eblltDY4OFg+Pj4qKytrc5+2LFq0SH5+fpKkpKQkJSUl2a3fAOwvOztb2dnZki7+5wR0VSaTqd37+vn58WEMgIcJ0g+FZVduE87mdsVsXFycdu7cqerqavn7+0uSjh07pqFDh0q6+J/44MGDlZuba5kQ6ty5cyouLtawYcMue+zU1FQFBfGmBjxF0y+dTCaT1q5d6+IeAfbW+iV4l8OlcgAAXOSSYtZkMqmkpERFRUWSpPz8fPn6+ioyMlKJiYnq27ev0tPTNX36dOXl5Wn//v1KS0uzvH7y5MnKzMxUbGysBgwYoHXr1mnEiBHMZAwA8DCtXYJ3ORcvlfvmm2/a/eVsQ0ODfHxsm++R0V8AgCdwSTF7+PBhpaenWx7Pnj1bkrRq1SqNHDlSK1askMFgUHJyssLCwjRv3jzLKKwkTZo0SWVlZcrIyFBlZaUSEhK0YMECp58HAAD20d7L4Wwfye3W7So1Ntba1BtGfwEAnsAlxezEiRM1ceLENp8fOHCgMjIyLnuMqVOnaurUqXbuGQAA7szWkdwiNTYOs2F/iYlSAACewu3umQUAAFfS3pHcSxNLMREKADSfbI9bKjwfxSwAAACALsz5693COShmAQAAAHRhzl/vFs5BMQsAAADAC3DLRVdDMQsAAAC4sUv3eja/59Pb1NTUyGw2W23jvlfvRjELAAAAuCXbl+PqqmpqahQZGa3S0mKr7dz36t1sW0UdAAAAgJM0vdezQpLRtd1xIbPZ/H0he+nvokJSoUpLi1uM1sJ7MDILAAAAuLVL93p692XGF3HfK35AMWsnrV3Dby/efn8EAAAAADRHMWsHbV3DDwCX88orr2jLli1W20aPHq3ly5dLkgoLC2UwGGQ0GhUaGqpHHnlEkyZNckVXAQAA3A7FrB1YX8PviMseiiQNc8BxAbhaXFycnn/+ectjPz8/SVJdXZ1SUlIUExOjrKwsGY1GGQwG9e/fXwkJCa7qLgCgA5iFt+OcPZNz898Vvyf3RjFrV466hp/LjN2Fo4OUwPQ+3bt3V1hYWIvtR48eVUlJiTZs2KCAgABFR0fr+PHj2rNnj8cVs7bchsFtFQC6Gmbh7Sjnz+Tc2u+K35N7o5gF2sU5gUpgep+CggLdd9996tWrlxISEjRr1iz17t1bJ06cUFxcnAICAiz7xsfHa+PGjS7sre24DQOAt2v9Cj6TSkujZDab+T+/TU1ncg6SM65UbPm74vfk7ryqmHXUN/6MJHiD5oHqCASmtxk2bJhSUlIUGRmp4uJibdy4UUuWLFFGRobKysoUEhJitX9ISIjKy8uveFxbMsnRVwPYfhsGt1UA6KqYhbdjXDGTM78rT+FVxSwLTqPzCDfYT2JiouXP1157rQYNGqRp06bp5MmTnTquLVnnvKsB2vtvhy8HAcAbNP3ilYEhdJRXFbMXF5qOdMBxGUkA0HmRkZEKDAzUuXPnFBoaqjNnzlg9X15e3mK0tnXTJQV+/+cJkm5vYz+uBgDcRXZ2trKzsyXJYUv9Ae7B+ffCouvysmK2t5igCYC7On/+vCorKxUeHq4ePXpo586dqq6ulr+/vyTp2LFjGjp0aDuOtFzS1Q7tKwD7SkpKUlJSkqSLo1Rr1651cY/QUc0nvWPUsbnWbt1iYAgd42XFLAC4j6ysLI0ePVr9+vXTuXPnlJWVpeHDhys2Nlb19fXq27ev0tPTNX36dOXl5Wn//v1KS0tzdbfhJdzp3mt4tm3btungwYMqLCxUQECAEhMTlZycbHWlSVdZV5tJ72zR9PYTCn50DMUsALjI+fPntXTpUplMJvXp00ejRo3SrFmz5OPjIx8fH61YsUIGg0HJyckKCwvTvHnzPG5ZHngi2y8BZCZ2XM7nn3+uBx54QEOGDFFVVZXWrFmjZ599VgaDQVLH19Vu/oWLO3yp0vqkd4w6Ao5CMQsALvLMM89c9vmBAwcqIyPDOZ0BLGydvZ17r3F5za8omTt3rubOnavKykoFBgZ2eF3t5l+4uNeXKow6As7g4+oOAAAAdxRkww/QfhUVFfLz87PMB9DWutp5eXlXOJJRUsX3P4UqLS1m8izAyzAyCwAAAKcwm83aunWrkpKS5OvrK0mdWFfbURN7AvAUFLMAAABwuPr6eqWmpkqS5syZ4+LeuAfWWgU6xy2L2VdeeUVbtmyx2jZ69GgtX75cUteZ8Q4AAMAbNDQ0KD09XWfOnFFGRoblEmNJnVhXe5kujs5K0hh7dtcJWGsV3snea2q7ZTErSXFxcXr++ectj/38/CR1fMY7AAAAOF9jY6NWrlwpo9GoNWvWKCjI+tLguLi4Dq6r/Yx+WFP74qimO85w3DrWWoV3svea2m5bzHbv3l1hYWEttnd0xjsAAAA4n8Fg0JEjR7RixQpJUmlpqSQpODhYvr6+SkxMtMO62q2PdLrXDMetYdZjoDPctpgtKCjQfffdp169eikhIUGzZs1S796925zxbuPGjS7sLQAAAFrz5ptvSpIee+wxq+07duxQeHi4evToYYd1tVsb6WTZKKCrc8tidtiwYUpJSVFkZKSKi4u1ceNGLVmyRBkZGZ2Y8Q4AAADOduDAgSvuY791tVkuCvAmblnMJiYmWv587bXXatCgQZo2bZpOnjzZySM3nSgg6fsfAO7K3pMEAAAAoOtwy2K2ucjISAUGBurcuXOdmPFOsp4oAIC7s/ckAQAAAOg6fFzdgfY4f/68KisrFR4erri4OH3xxReqrq62PN++Ge8AAAAAAF2FW47MZmVlafTo0erXr5/OnTunrKwsDR8+XLGxsaqvr7fDjHcAAAAAAE/mlsXs+fPntXTpUplMJvXp00ejRo3SrFmz5OPjIx8fHzvMeAcAAACgK2i6vnDztYYd+Vq4nlsWs88888xln7ffjHeA+3FkkLrv4vEAAAC2an19Yce/Fu7CLYtZwDs5PlTdf/F4AACA9mptfeEiScMc+tqampoWqywwYOAaFLOA22gtVO2JxeMBOI4tV5XwoQ+eoHnBwvvWnTVdX9jWK9xse21NTY0iI6NVWlpstT00tL9OnPjU6j3Ce8bxKGYBt8OC7wA8ie1XlXCVCNxdawUL71tIF9e9v/i+aDr4UKKysuHq37+/1b68ZxyPYhYA0G6tXVp1OUym4Q1svaqEq0Tg/loWLLxv0VzzEd3mOch7xhkoZgEA7dLWpVXARVxVgq6I9zVswfvF2ShmAQDt0vqlVVfS3ok4AMA5mLwHnoB7ttuHYhYAYCNbvnnmMmMA7qOtK0y4txHuhHu2249iFgC8XHvva+X+V9iTLe+nhoYG+fj4tHt/RjDQVNP3mslkauUKk4v3Nn7zzTcKCgpq8RrA2bhnu/0oZgHAa7FgPFzB9vddt25XqbGxtt37M4KBiy73Xmt6hQlZCHfFPbhXQjELAF7L1llouf8V9mD7+66xcZgN+zOCgUtae6+1lmPt3Q/ovM7cs938igGuQqGYBQC0+5tfLruDPdn6vmOEAh3VfAmVzu4HdEzH79lu/eoBrkKhmAUAAADapfnIWPP7ubnXFpfT+qoA7blnu7WrB7gKRaKYBQAAAK6g9ZExW+/nBi7q6D3bXKHSHMUsAAAAcFmt31fb8n5u7rXtiprPiG1f3LPdGRSzAAAAQLu0dl8t99p2Xc6c6Zr3UUe0f9E2AAAAAPAaTUdNK77/Mbq0R7DGyCwAAAAAtIlRU3dFMQsAAAAADuDY+21BMQsAAAAAduXM+229F/fMAgAAAIBdcb+tMzAyC3gZR17i4ufn59ULdwMAAFjjfltHopgFvIbjL3cJCwtXUdEpCloAAAAnaD5I0ZmBhZqaGpnNZrscy1k8upjdvn27du/ercrKSiUkJGj+/PkKCwtzdbcAN9Xaotz2ZFJpaZTMZrPbB58nIu8A29hyFUpDQ4N8fNp/55UnfMDzVGQd0F6tD1J0dGChpqZGkZHRKi0t7vSxnMlji9m9e/fq1VdfVUpKiiIiIpSZmally5Zp9erVru4a4OaaXu4CT0DeAbaw/SqUbt2uUmNjbbv394QPeJ6IrANs0dogxcWBhW+++UZBQT981mvtC7jmo7Amk+n7QvbS8TxjkMJjJ4Das2ePpkyZorFjxyomJkYLFy7Up59+qvz8fFd3rZlsL2vX1W27gjf+XXvb79i1PCPvXPWeeM9F7Ure9+/AU863tUlXLvdj/L6QbW3/11vZVqjS0mKrD4GwD8/Iundc2La35ayr2pVc93vuyO84qMmPny59mRccHGz5iYyMVk1NjeUVl0Zhm+7zwxeATY/n/jxyZNZsNqugoEDJycmWbREREQoPD5fRaFRMTIwLe9dctqQkL2rX1W27gjf+XbfdrqMmmPLWtdk8J+9c9V78uwvavISsc2/t/TB2KVta2/8DSfe1/iobMonLkq/Mc7Juv9p6TzhetqThLmjXVTnrynx31e+5sznb9mht0xFWs9ncbBR2kaTfSBp2xRaaj+hKrd+q0d7R4M7yyGLWZDKpoaFBoaGhVttDQkJUXl7umk4BXo/11ByBvAPcje1ZFxraXydOfNrugtYbv7wj6wB7au+XeU1HdHtfce/W7quVWr9Vo/ntGG29trM8sphtbGzs4P7n7N8Zq+MWqeWU2xckfeXA47fF1nY70oYtbdvz+K1x5fHt8Tu+UhttsaVtZ/yOzZL+S1JgJ4/fmmJJE2z+9+/pbDlf27PO1vdER/4d2LON1lQ5+Pi2nrOjz9fR+1/uNa76Hbtyf3tk3bcqK5ug/v37t2Nfa96Ud53PutZ+j/bcdulxpX54Tzi6zebbLrigTZNaz1ln9KN5u84890u/Z1f8jltrtzPHv3BxS1GR5YuyCxcuNNuvtfdW66+7WIw2zb9iNTZOaLatUqWliTp16pR69+592dd29rOdRxazwcHB8vHxUVlZmdX28vJyhYSEtNi/urr6+z8lOrhnbQ3Nb3Lw8dvSkXZtbcPWtu11/La46vj2+h1fro222Nq2o3/Hjv13Vl1drcBARxTL7smWvOt41tn6nujIvwN7teFu+9sr69xt/7Zew+/4B47+TOFdeWe/rGvt92jPbVu+/3Fmm023bWrHPo7a5oo2XdWP5r9nV/yOW9uv48cfNuxK+7X+3mr9da3922u5rb2v7UzWeWQx6+fnp8GDBys3N1cJCQmSpHPnzqm4uLjVv7Q+ffpo586d8vf3V7du3ZzdXQB20NjYqOrqavXp08fVXXEqW/KOrAO6Bm/MO7IO8D72yDqPLGYlafLkycrMzFRsbKwGDBigdevWacSIEa1OEODj46N+/fq5oJcA7MlbRiiaa2/ekXVA1+GNeUfWAd6ns1nnscXspEmTVFZWpoyMDMvC2gsWLHB1twDA7sg7AN6ArANgq24HDhzwntkFAAAAAABdgs+VdwEAAAAAwL147GXG7bV9+3bt3r3bcrnK/PnzFRYWZtc2Dh48qDfeeEMnT55UVVWV3nnnHfn6+lqeLywslMFgkNFoVGhoqB555BFNmjSp0+1u27ZNBw8eVGFhoQICApSYmKjk5GSrWf8c0fb27du1b98+lZSU6KqrrtL111+v2bNnW9bcc9T5NrdkyRIdOnRIL7zwgmWyCEe1/corr2jLFuvZC0ePHq3ly5c7tN1LTp48qaysLBmNRvXo0UMJCQlaunSpQ9v+5S9/qfPnz7fY/oc//EHjx4936DlXVlZq3bp1+vDDD1VdXa3BgwfrV7/6lW644QZJznuPeRKyjqwj6zqGrPM8js47so6sI+s8J+u6dDG7d+9evfrqq0pJSVFERIQyMzO1bNkyrV692q7t1NbWKj4+XgkJCdq0yXoK/7q6OqWkpCgmJsbypjUYDOrfv7/lH2pHff7553rggQc0ZMgQVVVVac2aNXr22WdlMBgc2nZERISeeOIJRUREqKqqSlu2bFFKSoq2bdvm0PNtau/evaqttV6c2dFtx8XF6fnnn7c89vPzc0q7p0+f1lNPPaUpU6bot7/9rXx8fHT69GmHt52VlaWGhgbL4wMHDmjjxo1KTEx0+DmvXbtWJ0+e1PLlyxUcHKw9e/Zo0aJF+utf/yp/f3+nvMc8CVlH1pF1HUfWeRZn5B1ZR9aRdZ6TdV26mN2zZ4+mTJmisWPHSpIWLlyoqVOnKj8/v9VZjzvqjjvukCTl5ua2eO7o0aMqKSnRhg0bFBAQoOjoaB0/flx79uzp9JsjLS3N6vHcuXM1d+5cVVZWKjAw0GFt33bbbVaPZ8yYoVmzZqm0tFR5eXkOO99LiouL9corrygzM1MPPvigZbsj/64lqXv37q1+8+vodjdv3qxbb71VM2bMsGwbNGiQw9tuvq7fkSNHNGbMGPXq1UuHDh1y6Dnn5eXp7rvvtizHMHPmTL3++usqLCxUWVmZw99jnoasI+vIuo4j6zyLM/KOrCPryDrPyboue8+s2WxWQUGBbrzxRsu2iIgIhYeHy2g0Oq0fJ06cUFxcnAICAizb4uPjlZeXZ/e2Kioq5OfnJ39/f6e1XVtbq3379ikqKkohISEOb7OhoUFpaWl69NFHW0zL7+i2CwoKdN999+nhhx9WRkaGLly44PB26+vr9dFHHyk8PFzz5s3TfffdpwULFqigoMDhbTdVUlKiY8eOaeLEiU5pd/jw4Tp06JAqKipUX1+vt956S3379lV0dLRT/015ArKOrLN322QdWeeu3CHvyDqyrjPIOvtnXZctZk0mkxoaGhQaGmq1PSQkROXl5U7rR1lZWYtvQhzRB7PZrK1btyopKclyX4cj2z5y5Ijuuusu3XXXXfrwww+Vnp4uHx8fh5/vrl275O/vr7vuuqvFc45se9iwYUpJSdELL7ygOXPm6Pjx41qyZIkaGxsd2m5FRYVqamr02muvacKECUpLS1O/fv00f/58VVZWOu39lZOToz59+ig+Pl6S49/Xjz/+uIKDgzV58mTdeeed2r59u1asWCF/f3+nnbOnIOvIOnu2TdaRde7MHfKOrCPrOoOss3/WddnLjBsbvWfFofr6eqWmpkqS5syZ45Q2R44cqU2bNqm0tFQ7d+7Uc889pzVr1ji0zdOnT2vnzp3KyspyaDutSUxMtPz52muv1aBBgzRt2jSdPHnSoe1eurdh3LhxuueeeyRJ8+fP1wMPPKDDhw87tO2mcnJydMcdd8jHxznff73++uv66quv9MILLygoKEg5OTlavHixNmzY4JT2PQlZ51hkHVnnSGSdbbwl78g6xyPruk7WddliNjg42PKNUlPl5eUtqn9HCg0N1ZkzZxzWh4aGBqWnp+vMmTPKyMiwXIri6Lb9/f0VGRmpyMhIxcXF6Z577tHRo0cd2mZeXp5KS0v1i1/8wmr7woULNX78eA0YMMChf9dNRUZGKjAwUOfOnXPoOV96H1+aUVC6eI/HgAEDVFJS4vD3l3RxQorCwkLLpSiSY99btbW1evnll/XCCy9YZrm77rrr9OGHH+rdd991yjl7ErKOrLNn282RdWSdO3GHvCPryLrOIOvsn3Vd9jJjPz8/DR482Orm/XPnzqm4uNhy87EzxMXF6YsvvlB1dbVl27FjxzR06NBOH7uxsVErV66U0Wi0fNPhrLZb64uvr69D2xwzZow2b96sTZs2WX4k6amnnlJycrJTz/f8+fOqrKxUeHi4Q9vt0aOHrrvuOhUVFVm21dfXq7i4WP3793fKOWdnZ2v48OFWwevIduvq6lRXV9fi28Ju3bqpoaHBqb9nT0DWkXX2bLs5so6scyfukHdkHVnXGWTdD+yVdV22mJWkyZMn6/XXX9f777+v/Px8rVy5UiNGjLDr7J7SxXs48vPzLW/M/Px85efnq7q6WomJierbt6/S09N16tQpvfXWW9q/f7/uvffeTrdrMBh05MgRLV68WJJUWlqq0tJS1dfXS5LD2l6/fr3+8Y9/qLi4WHl5eXruuecUHBys66+/3qHnGxgYqOjoaKsfSQoPD1e/fv0c2nZWVpY+++wzFRcX69ixY/rDH/6g4cOHKzY21qHtStL999+vd955R2+//bYKCwuVmZkpSbrlllsc3rbZbNZ7772nO++802q7I9vt1auXrr/+eq1bt05Go1FFRUXavHmziouLNWrUKIefsyci68g6sq5zyDrP4Yy8I+vIOrLOc7Ku24EDB7r0DQh/+ctfrBbWXrBggV0X1pakffv2KT09vcX2VatWaeTIkTpz5oxlIeCwsDA9/PDD+tnPftbpdsePH9/q9h07dig8PFySHNL2c889p08//VQVFRUKDg7WiBEjNGPGDF199dUOa7Mt48ePt1pc21FtL1u2TJ9++qlMJpP69OmjUaNGadasWZZLIBx9zrt27dL/+T//RxcuXNCQIUP0+OOPW0LfkW3v379f6enpev311xUYGGj1nCPb/frrr5WVlaVjx46purpagwYN0qOPPqp/+7d/c3jbnoqsI+vIuo4j6zyLo/OOrCPryDrPybouX8wCAAAAALqeLn2ZMQAAAACga6KYBQAAAAB4HIpZAAAAAIDHoZgFAAAAAHgcilkAAAAAgMehmAUAAAAAeByKWQAAAACAx6GYBQAAAAB4HIpZuL19+/bppz/9qbZs2eLqrgCAw5B1ALwBWQd7opiF28vJydGUKVOUk5Pj6q4AgMOQdQC8AVkHe6KYhVs7f/68vvjiC82cOVOS9Nlnn1meM5vNSk9P11133aUHH3xQOTk5euCBB7Rv3z7LPmfPntWiRYt011136f7779fq1atVU1Pj9PMAgMsh6wB4A7IO9kYxC7eWk5Ojm2++WT179tRtt92m7Oxsy3OvvvqqPv74Yy1fvlypqanat2+fTCaT5fnvvvtOCxcuVGRkpNavX6/ly5frxIkTeumll1xxKgDQJrIOgDcg62BvFLNwazk5OZowYYIkacKECXrvvfdUW1srSfrP//xPPfroo0pISFBMTIyefPJJmc1my2v379+vXr166Te/+Y0GDhyouLg4/eY3v9HevXtVX1/vkvMBgNaQdQC8AVkHe+vu6g4Abfn8889VXl6uUaNGSZIGDx6svn376tChQ0pMTFRFRYViY2Mt+0dFRSkgIMDy+NSpUyooKNBdd91lddzvvvtO33zzjfr37++cEwGAyyDrAHgDsg6OQDELt5WTk6PKykpNnDjRsq2xsVHZ2dmWIOzWrVubr6+urtaIESM0f/78Fs/16dPH/h0GgA4g6wB4A7IOjkAxC7dkNpt14MAB/e53v9OQIUMs28vKyvS///f/ltlsVnBwsL744gvFxMRIkr766iv961//suw7ePBgHT58WP369ZOfn5/TzwEAroSsA+ANyDo4CsUs3NKhQ4ckSbfffru6d//hbRodHa1Bgwbp7bff1s9//nNt2bJFAwYMUHBwsF566SWrcLv99tu1Y8cOLVu2TA8//LB69+6t06dP6/jx45ozZ47TzwkAmiPrAHgDsg6OQjELt5Sdna1/+7d/swq8S0aPHq3s7GytX79eX3/9tRYvXqzAwED9+te/1j//+U9L8AUEBGjVqlXKysrSggULVF9fr4iICCUlJTn7dACgVWQdAG9A1sFRuh04cKDR1Z0A7KGkpES/+MUv9NJLLykuLs7V3QEAhyDrAHgDsg7twcgsPFZRUZE+++wz/fjHP5bJZNL69es1cOBAq3sxAMDTkXUAvAFZh46gmIXH6tatm/72t79p9erV8vPz049//GMtWrTosjPhAYCnIesAeAOyDh3BZcYAAAAAAI/j4+oOAAAAAABgK4pZAAAAAIDHoZgFAAAAAHgcilkAAAAAgMehmAUAAAAAeByKWQAAAACAx6GYBQAAAAB4nP8PhxXJfMY3gHcAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "fig, axes = plt.subplots(1,3, figsize=(12,4))\n", + "\n", + "plt.sca(axes[0])\n", + "plt.hist(titanic[\"Age\"], bins=10)\n", + "plt.xlabel('Age')\n", + "plt.ylabel('Frequency')\n", + "plt.title('Age Bins 10')\n", + "\n", + "plt.sca(axes[1])\n", + "plt.hist(titanic[\"Age\"], bins=20)\n", + "plt.xlabel('Age')\n", + "plt.ylabel('Frequency')\n", + "plt.title('Age Bins 20')\n", + "\n", + "plt.sca(axes[2])\n", + "plt.hist(titanic[\"Age\"], bins=50)\n", + "plt.xlabel('Age')\n", + "plt.ylabel('Frequency')\n", + "plt.title('Age Bins 50')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" ] }, { @@ -327,8 +1297,8 @@ "outputs": [], "source": [ "\"\"\"\n", - "your comments here\n", - "\"\"\"" + "The bin size creates more age bins increasing the spread of the blot and showing where there are more univen age frequencies. \n", + "\"\"\"\n" ] }, { @@ -340,11 +1310,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 124, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 124, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "sns.histplot(data=titanic, x='Age', kde=True)" ] }, { @@ -357,22 +1348,59 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 126, "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": 128, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 128, + "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.histplot(data=titanic['Gender'], color='green')\n" ] }, { @@ -384,11 +1412,26 @@ }, { "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" + "# your code here\n", + "\n", + "sns.histplot(data=titanic, x='Pclass', hue='Pclass', binwidth=0.7)\n", + "plt.xticks([]) \n", + "plt.show()\n" ] }, { @@ -400,11 +1443,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 154, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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dO/c573HxnDt3jtOnTxMdHY21tTW1atWiVq1atGzZUu2Tl3/QuHFj+vTpg6OjI4cPHy4y/yAkJARbW1t69OhB8+bN+fbbb9m9ezeNGjUCwMPDg8DAQDZu3IijoyM+Pj506tSJlStXlt/kxQtH8hCEEOIlIHkIQgghik0KghBCCEAKghBCiFxSEIQQQgBSEMRzUqdOHTZv3vy8d0MIkY8UBFGq/u0H+rFjx9KsWTMMDAx49913C7Rv3ryZpk2bYmpqStWqVenUqROnT58u1thPnjyhZcuW6Onp8csvv6jbr127hp6eXoGfe/fulda0hCgWKQhC5KPRaBg9ejQeHh46262srFi4cCHnz58nMjKSBg0a0LlzZx48ePC3Y/v7+2NmZlZo+/fff09SUpL6U7Vq1aeehxBPQwqCKLHt27fj4OCAkZERVlZWjBw5EsjJSfj1118ZOnQoenp6dOjQAYCMjAxGjhyJiYkJdevWZevWrc9x74u2fPlyRo0ahZWVlc72Ll260LVrV+rXr0+jRo345JNPuHv3Lj/99FOR454+fZpt27bxySefFNrH3NwcKysr9SdvPSghyousZSRKJCkpiaFDhxIcHEzr1q25c+cOZ8+eBWDXrl04OjoyZcoUvL291TtxFy5cyL59+9i1axeWlpaMGzdOXbXz3ywzM5MNGzZgZmaGg4NDof3S09MZNGgQ69atUxfz06VTp05kZmbi6OiIv78/rVu3LovdFqJQUhBEifz2228YGhrStWtXTExMsLa2pkWLFgDUqFEDjUZD1apVtT5hBwQEMGfOHHUdnrVr16pLMPwbXbhwgTZt2pCeno6lpSXffvttkZd3Jk+ejLu7O506dVIDgfIzMTFh+fLluLq6kpWVxaZNm2jfvj3nz5/ntddeK8OZCKFNCoIokWbNmtG0aVNsbW3x8vLCy8uLXr16aa3Lk9/9+/e5ffs2Li4u6jYHB4ciPyn/0zVs2JCYmBhSU1PZuHEj3t7eREdHa6Wk5QkPD+ebb74hJiam0PHMzc3x9fVVH7dq1YrLly8TEBCgLngnRHmQ7xBEiRgYGHD06FFCQkKwtLRk8uTJuLq6kpGRobN/3nLML9L18IoVK1K/fn1cXFxYv349Go2Gzz//XGff48ePExcXR9WqVTEwMFCDfxwcHNQsA12cnZ21MqWFKA9yhiBKTF9fn44dO9KxY0cmTpyIpaUlMTExuLi4UKFCBbKystS+1apVo2bNmkRHR+Pk5ATAlStX+OOPP57X7pe67OxsDAx0/1caPXo0ffv2VR//9ttvdO7cmX379vH6668XOuYPP/xQ5PcSQpQFKQiiRKKiojh69ChvvPEGZmZm7NixA0NDQ6ytrQGwtrbm+PHjdO3aFWNjY6pWrcp7773HnDlzsLOzw8LCgvHjx2NkZPScZ6LbL7/8Qlpamhr/GRMTQ8WKFdVr+f7+/rRr1w5ra2vu3bvH2rVruXPnDl5eXuoYDg4OLFy4kN69e1OzZk1q1qyptpmYmABgb2+vRo9u2bIFIyMjmjdvTmZmJps2beLEiRN89tln5ThzIaQgiBKqUqUKR44c4ZNPPuHRo0c0atRI/eshgNmzZ/Pee+9Rt25d3NzcOHr0KNOnT+fmzZv07NmTatWqMX/+fK5evfqcZ6Lb8OHDOXbsmPo4LCwMa2tr9cvgu3fvMmTIEH777TeqV69OixYtOHLkCDY2Nupzrly5wv3794v9moqiMGvWLK5fv46RkRFNmzbl8OHDNGvWrLSmJUSxSB6CEEK8BCQPQQghRLFJQRBCCAFIQRBCCJFLCoIQQghACoIoJ0OGDNG5nLQQ4p9DCoIoF8uXL2f16tXPezdKxa1bt+jVqxeVKlWiVq1aLFiwoMj+SUlJeHt7U69ePfT09Ni4cWOBPrryEPT09IiOji6raQhRgNyHIMrFi7S2v7e3N4qicOrUKRISEhg0aBBWVlYMGzZMZ//Hjx9Tu3Zt5s+fz8SJE3X2SUpK0nq8ZMkSQkJC1IUDhSgPcoYgSqxDhw5MmjSJESNGYGpqio2NDWFhYdy8eRMPDw8qV66Mm5sb169fV5/z10tGNjY2LFmyhH79+lG5cmUaNWpEeHj485hOifzwww8cP36cjRs30rx5c3r37s348eNZsWJFoc+xsbFh6dKlDBw4EENDQ5198ucgWFlZsXfvXnx8fNBo5L+oKD/yr008lfXr1+Po6Mi5c+fo2rUrPj4+DB8+nA8//JCzZ8+iKAoTJkwocozFixfTvXt3YmJiaNu2Le+++26hi+T9U0RHR1OnTh0aNGigbnN3d+fChQukp6eXymt89913XL16lcGDB5fKeEIUlxQE8VTc3NwYN24c9vb2zJw5k9TUVDw8POjWrRsODg74+vpy9OjRIsfo06cPgwYNwt7enjlz5pCUlPSPXdIiz+3bt7XWJgKwsLAgOzub5OTkUnmN4OBgXF1dtYqOEOVBCoJ4Kk2aNFF/z1vHqHHjxlrb8haIK84YeYE6t2/fLu1dLVV5y3mXlfT0dEJDQ+XsQDwXUhDEU6lQoYL6e17Wga5tRR1AdfXPzs4u1f0sbZaWlgWK1p07d9BoNJibmz/z+Lt37yYjIwNvb+9nHkuIkpKCIEQJuLi4cPPmTX7++Wd1W3h4OE2aNMHY2PiZxw8ODqZXr14v1F9liX8PKQhClEDTpk1p164dI0aMIDY2lj179rB06VKtCMxVq1bh7u6u9byYmBhiYmLIyMjgxo0bxMTEkJiYqNXn119/5fDhw3K5SDw3UhCEKKGQkBCqVq1KmzZtGDVqFFOmTNG6ByE5OZm4uDit5zg5OeHk5ERSUhJz587FyckJPz8/rT5bt27FysqKN954o1zmIcRfSR6CEEK8BCQPQQghRLFJQRBCCAFIQRBCCJFLCoIQQghACoIQQohcUhBEiS1YsIDXX38dExMTatWqxdChQ7lz545WH11r+8fExKjtgYGB1KpVCysrKwIDA7We+9lnnzF69OjymEqJXbt2jaFDh2JtbY2xsTGNGjVizZo1Wn02bNiAq6srVatWxcLCgj59+hAfH1/kuE+ePGHChAmYm5tjamrK4MGDSUtL0+oTFRVFixYtMDIywsHBgf3795f6/MTLTQqCKLGTJ08yYcIEzpw5w549e7h06ZLOpRZCQ0NJSkpSfxwdHYGcpR4mTJjAtm3b2LZtG+PHj1cLym+//cbq1auZP39+uc6puC5fvoy+vj6BgYFcvHiRGTNmMHHiRLZs2aL2OXbsGIMHD+bEiRMcOXKEP//8E09PTzIzMwsd19/fn23bthESEsKRI0c4c+aMVlFMSUnB09OT1q1bc+7cOQYPHkyfPn24fPlymc5XvFzkPgTxzL7//ntcXV25d++euuSCnp4ehw4dwsPDo0D/6OhofH19iYyMBKBVq1asXLkSFxcXvL296dKlC0OHDi3XOTyLUaNGcefOHXbt2qWzPSkpidq1axMbG0vTpk0LtGdnZ2NpacmCBQsYMWIEkLMcxptvvsnvv/+OmZkZK1asYPHixdy4cUNd96ldu3a8/vrrLFu2rMzmJl4cch+CKBfJyckYGRkV+Ec2ZMgQatasSdu2bfn666/V7XZ2dly7do3ExESuX7/O9evXqV+/PocPH+bmzZsMGTKknGfwbJKTk6lRo0aR7UChfeLj40lOTqZTp07qtvbt2wNw5swZIKeIduzYUS0GkJPDEBUV9cz7L0QeKQjimTx+/Ji5c+cyePBgDAz+P5F1/vz57Ny5kwMHDtC+fXu6d+/O4cOHATAzM2PJkiW8+eabdOnShWXLlmFiYoKvry+rV6/m008/xd7enu7du5Oamvq8plYsUVFR7N+/v9D4TEVRmDFjBp07d6ZOnTo6++Stnpo/Z0FfX58aNWqobYXlMPzTlwsX/y6SqSyeWlZWlhqL+emnn2q1TZ8+Xf3d2dmZxMREli1bpl5Ceuedd3jnnXfUPvPmzcPDw4Ps7Gy2bNlCTEwMixcvZvbs2UXGUz5PV69epWfPnsyZMwdXV1edfSZOnMiFCxf47rvvCh2nOBkLZZ3DIATIGYJ4StnZ2QwZMoTLly/z7bffYmJiUmR/Z2dnEhISdLYlJCSwadMm/P39OXHiBJ6enlSuXJm3336bkydPlsXuP7P4+Hjc3d0ZNmwYU6dO1dln+vTphIaGcuTIEWrVqlXoWHkBQ/k/7WdlZZGamqqeFRSWw/DXswYhnoUUBFFiiqIwfPhwIiMjOXToUJHXz/PExsZiY2Ojs83X15e5c+dStWpVsrKy1L/GyczMLDJx7XlJTEykU6dO9OrViwULFujsM2fOHDZu3MihQ4eoV69ekePZ2tpibm5ORESEuu348eMAtGjRAsjJYTh69KjWmUJ4eDitWrV61ukIoZKCIErsvffeY9++fXzxxRcA3Lp1i1u3bqkH7/379xMUFMSlS5e4evUqixYtIjg4mDFjxhQYa8+ePdy/fx8fHx8AWrduza5du/jhhx9YtWoVrVu3Lr+JFcOvv/5Kx44dadasGdOnT1fnnv+7jkWLFvHxxx+zZcsWqlevrvbJyMhQ+zg4OLB7924ANBoN77//Pn5+foSHh6t/hTVw4EDMzMyAnEtsDx8+ZNy4cfz00098/PHHREZG8t5775XvGyBeaPIdgiix9evXAxT4dJqQkICNjQ0GBgYsW7aMuLg4NBoNjRo1YufOnXh6emr1f/ToERMnTlQPjACurq4MGDCA9u3b07hxY3bs2FH2EyqBQ4cOER8fT3x8PHv37lW3t2/fnqNHjwKwdu1a0tPTC8w3IiKCDh06AHDlyhXu37+vtvn5+ZGWlka/fv3IyMigd+/eBAQEqO1mZmaEhYUxZswY1q1bR7169fjf//6Hg4ND2U1WvHTkPgQhhHgJyH0IQgghik0KghBCCEAKghBCiFxSEIQQQgBSEIQQQuSSgiCEEAKQgiCewuzZswuE3/Tq1Uurz9WrV+nYsSPGxsbY2NgUCMF5kQNyMjIymDhxInXq1KFSpUo0b9680KWx8wwZMqTAe/rhhx9q9ZGAHFHW5MY08VRcXFzYs2eP+tjIyEj9PTMzk65du9K8eXNOnz5NVFQUo0aNwtraGnd3dzUgZ/fu3SiKQu/evenevTsWFhZqQE7ess//NPkDcurVq8f333/PiBEjqFy5MoMGDQJy7lQOCQlhy5Yt1KtXjx07duDt7c2FCxeKvJGsT58+rFq1Sn2c/2/F8wJyBg4cyJYtW9izZw99+vQhNjZWbk4TpUYKgngqFSpUwMrKSmfbgQMHuHHjBufOncPU1BRHR0eOHTvGypUrcXd3JyEhAQcHBzp27AjkLOOQkJCAhYUF48ePZ8aMGVSvXr08p1NsXbp0oUuXLupjW1tbjh8/zldffaUWhKioKPr27avmG0yePJmPP/6YmJiYIg/eRkZGhb6nX3zxBZUqVWLlypXo6enx2muvceDAAdauXSsBOaLUyCUj8VRiY2OxsrKiQYMGfPDBB9y9e1dti46OpmXLlpiamqrb8oe5vOgBOW3atOHgwYPcuHEDRVHYtWsXGRkZuLm5FTlOWFgYFhYWNG7cmI8++oj09HS1TQJyRHmQMwRRYq1bt2bLli3Ur1+fa9euMW3aNHr27MmxY8fQ09MrNMwlLzc5f0COnp6eVkDOtm3b+PTTT1m/fj0ODg4EBwcXazXV5yUvICf/SqXTpk3j9u3bvPrqqxgYGGBsbMzOnTupW7duoeN4enri7e1N3bp1+fHHH5k8eTKJiYls3boVyFkau0mTJlrPkYAcUdqkIIgSy3/JpEmTJrz22mvUr1+fs2fP0qJFi2KFubzIATnbt28nLCyMPXv2YGNjQ1hYGAMGDODUqVM0bNhQ51je3t7q746OjtSsWRN3d3c+++wzLCwsJCBHlAu5ZCSemZ2dHdWqVVMDcAoLc7GwsND5/BctIGfq1Kn4+fnRo0cPmjZtytSpU3F2dlZXiS0OZ2dnIOevmkACckT5kIIgnlliYiL37t1TA3BcXFw4c+YMaWlpap+iwlxetICcR48eoa+vr7VNo9GQnZ1d7NeIjY0F0HpPJSBHlDUpCKLEJk+ezMmTJ7l27RoRERG89dZbtGnTRv1U26VLF1555RWGDRvGxYsXCQwMZPv27YwdO7bAWC9iQI6XlxezZ88mPDyc+Ph4Vq1axaFDh+jWrZvaJ39ATlpaGlOmTCE6Oppr166xf/9+hg0bxttvv62eVUlAjigP8h2CKLHr16/Tr18/UlJSqF27Np07d2bevHloNDmfLypWrMjXX3/NqFGjcHZ2xtLSkjVr1uDu7q41zosakLNq1SqmTp2Kj48Pd+/exc7OjqCgIK355w/I0dfX5/z58wQGBvLgwQPq1q1Lnz59mDlzptpfAnJEeZCAHCGEeAlIQI4QQohik4IghBACkIIghBAilxQEIYQQgBQEIYQQuaQgiBKzsbEpsHa/np4eoaGhah9d7TExMWr7vzUPIS0tDU9PT2rXro2hoSE2NjbMmDGDJ0+eqH06dOigc/6LFy8udNwnT54wYcIEzM3NMTU1ZfDgwVo39oHkIYiyJwVBlNjp06dJSkpSf5YvX46xsbHWGkcAoaGhWv0cHR0B1DyEbdu2sW3bNsaPH68ufJeXhzB//vxyn1dx6Onp0a1bN/bt28fVq1cJCAhg06ZNLFq0SO2za9curXnnheP07t270HH9/f3Ztm0bISEhHDlyhDNnzmgVxbw8hNatW3Pu3DkGDx5Mnz59uHz5ctlNVrx05MY0UWJ/XZNo37599O7du8C9KtWrV9e5vv+/OQ+hcuXKfPDBB+pja2trBg4cyHfffadu++vqrGFhYbi6umJvb69zzOzsbAICAliwYIF689rKlSt58803Wbp0KWZmZpKHIMqFnCGIZ3Ljxg3Cw8N1ZhgMGTKEmjVr0rZtW77++mt1+4uUhxAfH88333zDf/7zH53t6enphIaGFjmn+Ph4kpOT1UAdyLnzGVCT4yQPQZQHKQjimWzdupXatWsXWJZi/vz57Ny5kwMHDtC+fXu6d+/O4cOHAe08hC5dumjlIaxevZpPP/0Ue3t7unfvrrVG0D/JgAEDMDY2xs7OjrZt2zJ9+nSd/Xbv3k1mZqbW8tZ/lbeKaf6VS/X19alRo4baVljGhOQhiNIkBUE8k+DgYHx8fNR1jPJMnz6dVq1a4ezszLx583j33Xe1Lm288847XL58mZ9++on+/fuzePHiAnkIr7/+OrNnzy7fCRXT0qVLOX/+PCEhIYSFhRWa2bB582Z69epV5NIvxck6kDwEUR7kOwTx1E6dOsXVq1eLdYmnqDyAvDyEmJgYNm/erJWHkLcK6j+NlZUVVlZWODg4kJmZia+vL+PGjdPqc/PmTY4cOcKBAweKHMvS0hLIOQvIix3NysoiNTVVPSuQPARRHuQMQTy14OBg2rRpQ4MGDf62b2xsrLq2/1/92/IQ/io7O7tA/gHkXE6rVasWHh4eRT7f1tYWc3NzrRjO48ePA9CiRQtA8hBE+ZCCIJ7Kn3/+SWhoKIMHDy7Qtn//foKCgrh06RJXr15l0aJFBAcHM2bMmAJ9/215CCdOnGDDhg38+OOPJCQksGvXLqZPn86AAQMK9C3schpo5yFoNBref/99/Pz8CA8PJzo6Gl9fXwYOHIiZmRkgeQiifMglI/FUvvrqK/7880+dX5YaGBiwbNky4uLi0Gg0NGrUiJ07d+Lp6anV79+Yh2BkZMSWLVuYNGkSGRkZWFtb89577zFp0iStfpGRkVy5cqXQy2n58xAA/Pz8SEtLo1+/fmRkZNC7d28CAgLUdslDEOVB8hCEEOIlIHkIQgghik0KghBCCEAKghBCiFxSEIQQQgBSEIQQQuSSgiBECWRkZDBx4kTq1KlDpUqVaN68ubq8dZ5bt27Rq1cvKlWqRK1atViwYMHfjvt3WQfFyUsQ4llJQRCiBBYtWkRISAhbtmzh4sWLDBw4EG9vb61cAm9vb1JTUzl16hQBAQEsXLiwQAhQfsXJOvi7vAQhSoMUBFFiHTp0YNKkSYwYMQJTU1NsbGwICwvj5s2beHh4ULlyZdzc3Lh+/br6nL1799K6dWtMTU2pXbs2o0eP5uHDh0DOuj2urq4MGzZM7X/27FkMDQ21cgb+CaKioujbty+dOnWiXr16TJ48mSpVqqhpcD/88APHjx9n48aNNG/enN69ezN+/PhCF78DtLIOXnvtNaZNm0arVq1Yu3Yt8P95Cf7+/ri7u+Pi4sLKlSvZtm0bKSkp5TFt8ZKQgiCeyvr163F0dOTcuXN07doVHx8fhg8fzocffsjZs2dRFIUJEyao/f/8808++ugjYmNj+fLLL4mIiGDOnDlAzlLPwcHBhISEsG/fPh4/fsygQYMYO3Ysbm5uz2uKOrVp04aDBw9y48YNFEVh165dZGRkqPsZHR1NnTp1tNZ3cnd358KFC6Snp+sc8++yDoqTlyBEaZClK8RTcXNzU1f3nDlzJgEBAXh4eNCtWzcgZ8G6/Mlib7/9tvq7ra0ts2bNYvr06WrOsL29PYsWLWLkyJF069aN7Oxs5s2bV44zKp5p06Zx+/ZtXn31VQwMDDA2Nmbnzp3UrVsXKDy3IDs7m+TkZLVffrdv36ZJkyYFnpM/CwGKzksQojRIQRBPJf8BLG/55saNG2ttS01NJSsrC319fS5dusRHH33E2bNnuXv3Lk+ePNEKpgcYM2YMoaGhbNq0icjISIyMjMpnMiWwfft2wsLC2LNnj3qpbMCAAZw6dYqGDRs+VW7B3z1HshBEeZFLRuKpVKhQQf0971KHrm15B7MePXqgp6fHF198wZkzZ1ixYkWBgpCcnMzVq1fRaDTEx8eX9RSeytSpU/Hz86NHjx40bdqUqVOnamU9FJZboNFoMDc31znm32Ud5M9LyPPXvAQhSoMUBFHmkpOTiYuLw8/Pj7Zt29KwYUNu3bpVoN/o0aNp0qQJAQEBjBkzht9///057G3RHj16VCD7QKPRkJ2dDeTkFty8eZOff/5ZbQ8PD6dJkyYYGxvrHPPvsg6Kk5cgRGmQgiDKXPXq1alevTobNmwgPj6ekJAQ1q1bp9Vn+/btHDx4kMDAQEaOHEnLli0ZOXLkc9rjwnl5eTF79mzCw8OJj49n1apVHDp0SP3upGnTprRr144RI0YQGxvLnj17WLp0Kb6+vuoYq1at0sqg/rusg+LkJQhRGqQgiDKnr6/PF198wcGDB2ncuDHr1q1j7ty5avutW7cYM2YMS5cu5dVXXwVg48aNHD9+nK1btz6v3dYp72Du4+ODo6Mj69atIygoSOsAHxISQtWqVWnTpg2jRo1iypQpWn9Sm3fGlCcv6+DUqVM0b96coKCgAlkHfn5+9O/fn379+uHu7o6Tk5NWXoIQpUHyEIQQ4iUgeQhCCCGKTQqCEEIIQAqCEEKIXFIQhBBCAFIQhBBC5JKCIIQQApCCIIQQIpcUBCGEEIAUBCGEELmkIAghhACkIAghhMglBUEIIQQgBUEIIUQuKQhCCCEAKQhCCCFySUEQQggBSEEQQgiRSwqCEEIIQAqCEEKIXFIQhBBCAFIQhBBC5JKCIIQQApCCIIQQIpcUBCGEEIAUBCGEELmkIAghhACkIAghhMglBUEIIQQgBUEIIUQuKQhCCCEAKQhCCCFySUEQQggBSEEQQgiRSwqCEEIIQAqCEEKIXFIQhBBCAFIQhBBC5JKCIIQQApCCIIQQIpcUBCGEEIAUBCGEELmkIAghhACkIAghhMglBUEIIQQgBUEIIUQuKQhCCCEAMCiqUVEUAB48eFAuOyOEEKJs5B3H847ruhRZENLT0wGoW7duKe6WEEKI5yU9PR0TExOdbXoRERGFlovs7GxSUlIwNjZGT0+vzHZQCCFE2VIUhfT0dMzMzNBodH9bUOQZgkajwcLCokx2TgghRPkq7Mwgj3ypLIQQApCCIIQQIpcUBCGEEIAUBCGEELmkIAghhADg/wAwgvS+1LpMtQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "\n", + "fig, ax = plt.subplots(figsize=(6,3))\n", + "plt.figtext(0.4,0.3, titanic.Age.describe().round(2).to_string())\n", + "plt.xticks([])\n", + "plt.yticks([])\n", + "\n", + "plt.show()" ] }, { @@ -432,7 +1493,10 @@ "outputs": [], "source": [ "\"\"\"\n", - "your comments here\n", + "The average age of titanic was 30 years old\n", + "the youngest was a baby with 0.17 years\n", + "\n", + "75% of the passangers were bellow the age 37\n", "\"\"\"" ] }, @@ -445,11 +1509,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 159, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "fig, ax = plt.subplots(figsize=(12,8))\n", + "plt.figtext(0.75,0.5, titanic.Age.describe().round(2).to_string())\n", + "plt.hist(titanic['Age'], bins = 10)\n", + "\n", + "\n", + "plt.show()" ] }, { @@ -466,7 +1546,7 @@ "outputs": [], "source": [ "\"\"\"\n", - "your comments here\n", + "We can now see the concentration of ages and how may people were actually inside an age bin. Allowing us also to see the distribution by bins of 10 years\n", "\"\"\"" ] }, @@ -480,22 +1560,61 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 165, "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", + "fig, ax = plt.subplots(figsize=(15,8))\n", + "\n", + "ax.scatter(titanic.Fare, titanic.Age)\n", + "sns.regplot(x='Fare', y='Age', data=titanic, scatter=False, color='red', ax=ax)\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 174, "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", + "\n", + "fig, ax = plt.subplots(figsize=(15, 8))\n", + "\n", + "sns.regplot(x='Fare', y='Age', data=titanic, scatter=True, color='blue')\n", + "plt.xlim(-10)\n", + "plt.ylim(-1)\n", + "\n", + "plt.xlabel('Fare')\n", + "plt.ylabel('Age')\n", + "plt.title('Scatter Plot with Trend Line')\n", + "plt.show()" ] }, { @@ -507,11 +1626,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 179, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\nunoc\\AppData\\Local\\Temp\\ipykernel_21176\\2249949807.py:3: 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=1)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "\n", + "sns.heatmap(titanic.iloc[:,1:].corr(), annot=True, linewidth=1)\n", + "plt.show()" ] }, { @@ -528,7 +1669,9 @@ "outputs": [], "source": [ "\"\"\"\n", - "your comments here\n", + "Pclass and Fare\n", + "Pclass and Age\n", + "survived and pclass\n", "\"\"\"" ] }, @@ -541,13 +1684,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 187, "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "\n", + "fig, ax = plt.subplots(figsize=(15, 8))\n", + "\n", + "sns.histplot(data=titanic, x='Age', hue='Pclass', multiple='stack')\n", + "\n", + "\n", + "plt.xlabel('Age')\n", + "plt.ylabel('Count of Age')\n", + "plt.title('Age and Pclass')\n", + "plt.show()" ] }, { @@ -560,11 +1723,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 189, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "fig, ax = plt.subplots(figsize=(15, 8))\n", + "\n", + "sns.histplot(data=titanic, x='Age', hue='Gender', multiple='stack')\n", + "\n", + "\n", + "plt.xlabel('Age')\n", + "plt.ylabel('Count of Age')\n", + "plt.title('Age and Gender')\n", + "plt.show()" ] } ], @@ -585,7 +1767,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.2" + "version": "3.10.11" } }, "nbformat": 4,