From 466f7de7aa661fe732179b7780a1171fc2139242 Mon Sep 17 00:00:00 2001 From: Aliya Janmohamed Date: Mon, 1 May 2023 14:52:00 +0100 Subject: [PATCH] Lab Done --- your-code/main.ipynb | 1180 +++++++++++++++++++++++++++++++++++++++--- 1 file changed, 1107 insertions(+), 73 deletions(-) diff --git a/your-code/main.ipynb b/your-code/main.ipynb index dbe4405..592b43a 100755 --- a/your-code/main.ipynb +++ b/your-code/main.ipynb @@ -11,12 +11,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Libraries\n", - "import numpy as np" + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns" ] }, { @@ -30,7 +32,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -53,11 +55,46 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Method 1" + "# Method 1\n", + "plt.plot(x, y)\n", + "plt.show()\n", + "plt.plot(x,z)\n", + "plt.show" ] }, { @@ -69,11 +106,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Method 2" + "# Method 2\n", + "plt.subplot(1,2,1)\n", + "plt.plot(x,y)\n", + "plt.subplot(1,2,2)\n", + "plt.plot(x,z)\n", + "\n", + "plt.show()" ] }, { @@ -88,11 +142,54 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/vh/7qkb52p54kq6xrbpd6rqjwsm0000gp/T/ipykernel_15304/754795105.py:9: UserWarning: FixedFormatter should only be used together with FixedLocator\n", + " chart_1.set_xticklabels(x, fontsize=14)\n", + "/var/folders/vh/7qkb52p54kq6xrbpd6rqjwsm0000gp/T/ipykernel_15304/754795105.py:10: UserWarning: FixedFormatter should only be used together with FixedLocator\n", + " chart_2.set_xticklabels(x, fontsize=14)\n", + "/var/folders/vh/7qkb52p54kq6xrbpd6rqjwsm0000gp/T/ipykernel_15304/754795105.py:12: UserWarning: FixedFormatter should only be used together with FixedLocator\n", + " chart_1.set_yticklabels(y, fontsize=14)\n", + "/var/folders/vh/7qkb52p54kq6xrbpd6rqjwsm0000gp/T/ipykernel_15304/754795105.py:13: UserWarning: FixedFormatter should only be used together with FixedLocator\n", + " chart_2.set_yticklabels(z, fontsize=14)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "\n", + "plot_options, (chart_1, chart_2) = plt.subplots(nrows=1, ncols=2)\n", + "\n", + "chart_1.bar(x,y)\n", + "chart_2.bar(x,z)\n", + "\n", + "\n", + "chart_1.set_xticklabels(x, fontsize=14)\n", + "chart_2.set_xticklabels(x, fontsize=14)\n", + "\n", + "chart_1.set_yticklabels(y, fontsize=14)\n", + "chart_2.set_yticklabels(z, fontsize=14)\n", + "\n", + "\n", + "chart_1.title.set_text('x by y')\n", + "chart_2.title.set_text('x by z')\n", + "\n", + "plt.show()" ] }, { @@ -105,11 +202,34 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "plt.subplot(1, 2, 1)\n", + "plt.plot(x, x**2)\n", + "plt.plot(x, np.exp(x))\n", + "plt.title(\"Normal Scale\")\n", + "\n", + "plt.subplot(1, 2, 2)\n", + "plt.plot(x, x**2)\n", + "plt.plot(x, np.exp(x))\n", + "plt.yscale(\"log\")\n", + "plt.title(\"Logarithmic Scale\")\n", + "\n", + "plt.show()" ] }, { @@ -121,11 +241,37 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, - "outputs": [], + "outputs": [ + { + "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

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" + ], + "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": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here" + "# your code here\n", + "import pandas as pd\n", + "fitbit = pd.read_csv('Fitbit2.csv')\n", + "fitbit.head()" ] }, { @@ -211,13 +574,158 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "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": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here" + "# your code here\n", + "titanic = pd.read_csv('titanic.csv')\n", + "titanic.head()" ] }, { @@ -229,11 +737,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 34, "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": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here" + "# your code here\n", + "titanic.dtypes" ] }, { @@ -246,22 +778,219 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 98, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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PassengerIdSurvivedPclassAgeSibSpParchFare
010.0322.0107.2500
121.0138.01071.2833
231.0326.0007.9250
341.0135.01053.1000
450.0335.0008.0500
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" + ], + "text/plain": [ + " PassengerId Survived Pclass Age SibSp Parch Fare\n", + "0 1 0.0 3 22.0 1 0 7.2500\n", + "1 2 1.0 1 38.0 1 0 71.2833\n", + "2 3 1.0 3 26.0 0 0 7.9250\n", + "3 4 1.0 1 35.0 1 0 53.1000\n", + "4 5 0.0 3 35.0 0 0 8.0500" + ] + }, + "execution_count": 98, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# NUMERICAL VARIABLES\n", - "# your code here" + "# your code here\n", + "numerical_variables = titanic.select_dtypes(np.number)\n", + "numerical_variables.head(5)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 42, "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
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" + ], + "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", + " 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 " + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# CATEGORICAL VARIABLES\n", - "# your code here" + "# your code here\n", + "categorical_variables = titanic.select_dtypes(object)\n", + "categorical_variables.head()" ] }, { @@ -274,11 +1003,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 56, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "
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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "plt.style.use('classic')\n", + "plt.figure(figsize=(12,6))" ] }, { @@ -290,11 +1040,40 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 91, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "\n", + "plt.hist(numerical_variables['Age'], bins=10)\n", + "\n", + "plt.xlabel('Age')\n", + "plt.ylabel('Frequency')\n", + "plt.title('Distribution of Age')\n", + "plt.style.use('classic')\n", + "plt.figure(figsize=(12,6))\n", + "plt.show()" ] }, { @@ -306,11 +1085,73 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 93, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/vh/7qkb52p54kq6xrbpd6rqjwsm0000gp/T/ipykernel_15304/2301152759.py:12: UserWarning: FixedFormatter should only be used together with FixedLocator\n", + " chart_1.set_xticklabels(ages, fontsize=10)\n", + "/var/folders/vh/7qkb52p54kq6xrbpd6rqjwsm0000gp/T/ipykernel_15304/2301152759.py:13: UserWarning: FixedFormatter should only be used together with FixedLocator\n", + " chart_1.set_yticklabels(ages, fontsize=10)\n", + "/var/folders/vh/7qkb52p54kq6xrbpd6rqjwsm0000gp/T/ipykernel_15304/2301152759.py:20: UserWarning: FixedFormatter should only be used together with FixedLocator\n", + " chart_2.set_xticklabels(ages, fontsize=10)\n", + "/var/folders/vh/7qkb52p54kq6xrbpd6rqjwsm0000gp/T/ipykernel_15304/2301152759.py:21: UserWarning: FixedFormatter should only be used together with FixedLocator\n", + " chart_2.set_yticklabels(ages, fontsize=10)\n", + "/var/folders/vh/7qkb52p54kq6xrbpd6rqjwsm0000gp/T/ipykernel_15304/2301152759.py:28: UserWarning: FixedFormatter should only be used together with FixedLocator\n", + " chart_3.set_xticklabels(ages, fontsize=10)\n", + "/var/folders/vh/7qkb52p54kq6xrbpd6rqjwsm0000gp/T/ipykernel_15304/2301152759.py:29: UserWarning: FixedFormatter should only be used together with FixedLocator\n", + " chart_3.set_yticklabels(ages, fontsize=10)\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "\n", + "ages = numerical_variables['Age']\n", + "\n", + "plot_options, (chart_1, chart_2, chart_3) = plt.subplots(nrows=3, ncols=1, figsize=(25,8))\n", + "\n", + "\n", + "\n", + "chart_1.hist(ages, bins=10)\n", + "chart_1.set_xlabel('Age')\n", + "chart_1.set_ylabel('Frequency')\n", + "chart_1.set_xticklabels(ages, fontsize=10)\n", + "chart_1.set_yticklabels(ages, fontsize=10)\n", + "chart_1.title.set_text('Histogram: 10 bins')\n", + "\n", + "\n", + "chart_2.hist(ages, bins=20)\n", + "chart_2.set_xlabel('Age')\n", + "chart_2.set_ylabel('Frequency')\n", + "chart_2.set_xticklabels(ages, fontsize=10)\n", + "chart_2.set_yticklabels(ages, fontsize=10)\n", + "chart_2.title.set_text('Histogram: 20 bins')\n", + "\n", + "\n", + "chart_3.hist(ages, bins=50)\n", + "chart_3.set_xlabel('Age')\n", + "chart_3.set_ylabel('Frequency')\n", + "chart_3.set_xticklabels(ages, fontsize=10)\n", + "chart_3.set_yticklabels(ages, fontsize=10)\n", + "chart_3.title.set_text('Histogram: 50 bins')\n", + "\n", + "plt.style.use('classic')\n", + "\n", + "plt.show()\n" ] }, { @@ -327,7 +1168,7 @@ "outputs": [], "source": [ "\"\"\"\n", - "your comments here\n", + "With a larger bin size, shown in the last graph, you are able to see the disparity in ages clearer. \n", "\"\"\"" ] }, @@ -340,11 +1181,39 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 99, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "ages = numerical_variables['Age']\n", + "sns.histplot(ages)\n", + "plt.xlabel('Age')\n", + "plt.ylabel('Frequency')\n", + "plt.title('Distribution of Age')\n", + "plt.style.use('classic')\n", + "plt.figure(figsize=(12,6))\n", + "plt.show()" ] }, { @@ -357,22 +1226,80 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 95, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Method 1 - matplotlib\n", - "# your code here" + "# your code here\n", + "\n", + "gender = categorical_variables['Gender'].value_counts()\n", + "\n", + "plt.bar(gender.index, gender.values)\n", + "plt.xlabel('Gender')\n", + "plt.ylabel('Frequency')\n", + "plt.title('Gender Distribution')\n", + "plt.style.use('classic')\n", + "plt.figure(figsize=(12,6))\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 96, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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oRTBYE0gASv7hEg94AdfJi/O0Px3YNtj2qUcOAMeB41jWcdLSUkhLO0Jy8hHgMHAE2IvX+xsu1xosaxc+XxIOh5MSJcpSqlRZKlYsTcWKpahatSo1a9akSpUqeDyefHrmRHKPCsSgUy/uAPHx8QBUq1Yt2+eOHTuGZVns2rWLCRMmsGXLFlJSUrAsC8uyzni/u3fvJiMjg7vuuivb530+H3v27Mn9bySPpaSksGXLFrZs2cLatVvZvHkLhw/vxu2Oxe2uQTBYC5+vIdAFqAnUxLYrkp6eF7v43ECJk5ez8/lO/8iPbe/myJHfOHLkN7Zt+w2Xaycez2L8/lexbR/lylUjMbEGderUoEaNGtSsWTPr34RIQaUCMcjt/t/T73A4zvo5gCFDhlCzZk2GDBlCXFwca9eu5YUXXjjj/aalpQHw8ssvU6xYsWxfK168eK7lzwsnTpxgy5YtbN68mXXrtrJp0xaSk3cRE1MZ274In+8y4DGgMYFAKQIBx9/dZQHgAaqdvGSyrMwLBIFf2LPnJ/bsWcuKFauB+WRk/EKxYqWoWfMfXHxxAxo3bkzt2rWz/fsQMU3/GsNAamoqe/bsYcSIEdSqVQuApUuXnvX6VatWxePxcOjQIRITE/MpZWgCgQCbNm3ihx9WsXz5j+zYsQGvtxy2fSE+X1vgIaAJGRmlTEfNI06gxsnLdWRknPp8Cqmp6/jpp+/ZtGkJEycOBdJJTGxIs2aZhZKYmKilLzFKBRIGChcuTPHixZk7dy49evTg559/5pNPPjnr9YsWLUqXLl146aWX8Pv91K5dm+TkZFasWEGHDh2yLZ3lN9u22bVrF6tWrWLFitWsXfsjth0DdMDvvxfoSEZGFWP5Co7iQAugBT7ffWRuqWxg/fov2bJlMe+++yS2nUZiYkOaN29Is2bNqFWrVratVpG8pgIJAy6XiyFDhvDaa68xf/586tevz80338zo0aPPeps77riD2NhYxo4dy8GDB4mPj6dx48aUKPHXa/d5we/3s2rVKhYv/prvvltNSsphPJ4WZGRcA7wKNEKnJP0dJ9AQaIjPdzdgAxvZsOFLtmz5gokTBxMbW4I2bVrQuvW/aNCggY76kjznWLJkif33VxM5N4FAgNWrV7Nw4ZcsW7aMYDCWQKA7weAVwL+AM5+/IqFKBxbhcs3E6fwYj8fmX/+6hDZtWtKkSRO8Xq/pgBKBVCCSayzLYs2aNXzxxZd8+eXXWFZhAoEeBIM9gWaAllfyhwUsx+mchds9C9s+xMUXN+fyy9vSvHlz7YiXXKMCkfNi2zabNm1i3rwFLF26DL/fjWX1IBi8gcw1fC1NmWUDa4CZeL3v4vGc4MorO3L11VdQpYr2Ncn5UYFISNLS0li0aBHTp89l797d2HZvLKs3mctTWnsvmILAYjyecVjWHGrWTOS66y6nTZs2Zx2JI/JXVCByTn755Rc++uhjPvtsIQ5HdTIyBgK9yTxqSMLHIeB9YmLeIhjcSbt27ejc+Qrq1q2rI7kkx1Qg8rf8fj9ff/0106fPZevWjTid3QkEBqL9GpHABlbhco3H4ZhyckxOD1q3bq2juORvqUDkrFJSUpg16yNmzJhDIBBHRsZdQH8y50dJ5DkOvIPXO5pixSxuuqkrV1xxBYUKFTIdTAooFYj8ycGDB5k27UPmzPkEh6MpPt9jQEe0QzxaBIAPiYkZhdP5K927d+H667sYOYdICjYViGRJSkri3Xen8vnnC3A6L8PvfxxobjqWGGMDi/B6RxEMruDKK6+gV6/ulCtXznQwKSBUIHKyOKbw+ecLcDiuIxB4AmhgOpYUKKvxeJ7DsmbTvn0HbrutP6VLlzYdSgxTgUSxQ4cOMWHCpNOK40mgrulYUqBtw+MZgm1/TNeu13HTTb3/NPFZoocKJAplZGTwwQfTef/9D4DL8fufQcUh5+YHvN6HcDpX07//jVx3XReNS4lCKpAoYts2ixcvZsyY8Zw4UQGf7xUyT/wTCYUNfI7X+xBFihzkjjv60aFDBx3+G0VUIFFi48aNvPjiG/z22yH8/ueAG9FRVZI7gsBUvN7HKV3ay7333sbFF19sOpTkAxVIhNu3bx+vvz6B5cuXEQw+hG0/DBQ1HUsiUgbwOm73U1x4YUPuv38gZcuWNR1K8pB+BY1Qfr+fSZMmc9NNN7NiRRksawu2PQKVh+SdGGAwgcBmVq+uTp8+tzBlylQCgYDpYJJHtAUSgTZv3swzz7zA/v1efL4JZI4cEclvX+P13k6pUhk8/vj91K9f33QgyWUqkAji8/l4++1JfPjhLILBR7HtxwAdGSMm+XE4XsDpfIorr7ycO+4YQJEiRUyHklyiJawIsW7dOvr2/T8++mgzlvU9tv0kKg8xz4NtP4pl/cSCBYfo3fsWvvnmG9OhJJdoCyTMpaWl8eabE5g791OCwRHY9mD0VvdSMNnA27jdD9C+fSvuu+8uvQ9JmNMWSBhbs2YNN910G/PnJ2FZa7Dth1B5SMHlAG4lEFjHkiVH6N//TrZs2WI6lJwHFUgYsiyLCRMm8uCDQ0hOfgSf7yugtulYIjlUGZ9vKQcODOCuu+7jgw+mEQwGTYeSEGgJK8wcOnSIYcP+zbZtx/D5PgT+aTqSyHlYidfbk8TEMjz55COULKn3mgkn2gIJIz/88AP9+v0fW7Yk4vOtRuUh4a85Pt9aNm2qTd++t7FixQrTgeQcaAskDFiWxdtvT2LatJlY1mvAzeitZCXyvI/bfSedOrXn3nvv1HDGMKACKeAOHjzIsGEj2b79OD7fTPQ+HRLZduD1dqNq1QCjRg0nISHBdCD5C1rCKsB+/PFH+ve/na1bG5xcslJ5SKSrgc+3nJ0763PLLXexefNm04HkL6hACqh58+bx0ENDOH78OQKBd9EMK4kehQkEpnDs2GDuvvt+Fi9ebDqQnIVOGihggsEgY8eO56OP5mNZnwJtTEcSMcCBbT9CINCAf/+7F1u37uC2227B6dTvvAWJfhoFSHp6OkOGPMWcOd8SCHyLykPkKgKBb5k16xsefngYx48fNx1ITqMCKSAOHTrEXXfdz+rVFj7fd+jEQJFT6uLz/cDatYUZMOAedu/ebTqQnKQCKQC2bdvGgAF3s2tXE3y+LwCdTCWSXTx+/3wOHLiG22+/l23btpkOJKhAjFu5ciUDBw7i6NGBJ3eWx5iOJFJAubGsVzhx4kHuvvt+1q1bZzpQ1FOBGLRkyRKGDn0Kn28Ctv0EOjlQ5O/Z9mNkZDzPAw88xrfffms6TlRTgRiyYMECRo78D4HATOAG03FEwswd+P0TeOKJETrM1yAdxmvAJ598wquvvkkg8DHQ3nQckTB1A4FACUaO7EpKSirXXtvZdKCoowLJZzNnzmLs2IkEAvOBVqbjiIS5y7Gszxkz5iqOHUvlppt64XBoKTi/qEDy0ZQpU3nnnWkEAguBZqbjiESIlgQCXzJ5ckeOHz/O7bcPUInkExVIPrBtm4kTJzNlyhwCgSXABaYjiUSYRvj9y5g1618ULlyIfv36mA4UFVQg+WD8+HeYMeMzAoEv0UBEkbxSG79/Ee+915oiRQrTvXs304Eingokj02bNp3p0z8lEFgG1DEdRyTCNSQQWMBbb7WncOHCXH31VaYDRTQVSB76/PPPGT9+8sllK5WHSP5oSiAwl5dfvoIiRQrTrl0704Eilgokj6xcuZLnn38Zy/oYuMh0HJEocymWNZORI6+nUKFCtGjRwnSgiKQTCfPAhg0bGDbsGSxrItDBdByRKHU5ljWZJ598hlWrVpkOE5FUILls586dPPTQEPz+54AepuOIRLmuBAJjeeyxYWzatMl0mIijAslF+/btY/DgR0lPvxcYaDqOiADQl0DgaR55ZBj79+83HSaiqEByydGjRxk06FFSU7tg2yNMxxGR09j2YE6c6MxDDw0jLS3NdJyIoQLJBZZl8cQTz3Do0D+xrNfRVF2RgsaBZb3B3r1leOqp5wgGg6YDRQQVSC54441xbNmSit//HuAyHUdEzsiL3/8Rq1f/xvjx75gOExFUIOfpiy++YM6cz/D5PgaKm44jIn+pJD7fPGbM+JgvvvjCdJiwpwI5D1u2bOG5514iEJgK/MN0HBHJkboEAtN47rkX2bhxo+kwYU0FEqIjR47w6KNPYllDgCtMxxGRc3I5ljWSRx4Zxr59+0yHCVsqkBBYlsWQIU+TktIC237MdBwRCYFt30daWheGDHmaQCBgOk5YUoGE4L//fZNt2zIIBCahI65EwpUDyxrDrl0Oxo1723SYsKQCOUeLFi3ik08W4vPNAYqZjiMi56UQPt90Zs36mO+//950mLCjAjkHe/bs4fnnXz655VHTdBwRyRV1CQReY8SIUSQnJ5sOE1ZUIDlkWRbDhv0by+oDdDYdR0RyVX8yMjoyYsQonWR4DlQgOfTOO++ya1cAy3rBdBQRyXUOAoG3+PnnA0ydOs10mLChAsmBdevW8cEHM/D5pgGFTccRkTwRi883g3femazzQ3JIBfI3Tpw4wYgRzxEMPgP803QcEclTFxEMPs3Qoc+SmppqOkyBpwL5G2PGjCUlpQa2Pch0FBHJB7Y9mJSUeowZ85bpKAWeCuQvrFy5koULl+LzvYueKpFo4cTvH8eiRYtZs2aN6TAFml4VzyI1NZWRI18kEHgFqGY6jojkq2pY1tOMHPkSPp/PdJgCSwVyFm+99TYZGQ2B/qajiIgBtn0vR4+WZuLEyaajFFgqkDPYvHkzn346H5/vDTSqRCRaufD53mb69A/Ztm2b6TAFkgrkDyzL4rnnXiUYfBCobTqOiBj1T2x7MM8++yKWZZkOU+CoQP5g7ty57N59Att+3HQUESkAgsFh7NnjZ+bMWaajFDgqkNMkJyfzxhtv4/O9jk4YFJFMhfD5xjN+/ESSkpJMhylQVCCnGTPmLYLB9ugNokQku9YEgz158cXXTQcpUFQgJ61Zs4avvlqG3/+q6SgiUgBZ1ih+/HENq1evNh2lwFCBAIFA4OSO8xFAJdNxRKRAKo1lDeWll8Zqh/pJKhDg008/JTnZg23fZzqKiBRgtn0v+/cH+Oyzz0xHKRCivkDS09MZP/49fL6RgNt0HBEp0GLw+V5g7Nh3SEtLMx3GuKgvkFmzPsLnqwxcbzqKiISFLvh8tZk2bYbpIMZFdYGkpqYyefIHZGSMQmeci0jOOPD5RjNlyjQOHz5sOoxRUV0gU6dOIxi8AOhgOoqIhJWWQHveeSe652RFbYEkJyczY8YsfL7n0NaHiJwrv38Un376KXv27DEdxZioLZCJE98jc8ujmekoIhKW6uFwdOO996L3PdSjskD27t3Lp59+it8/0nQUEQljgcBjfP75Ag4ePGg6ihFRWSDvvPMeDkd3oL7pKCIS1urjdF7GtGkfmg5iRNQVSHJyMosXf0EgMMR0FBGJAH7/EObM+YRjx46ZjpLvoq5AZs78CJerPVDHdBQRiQjNcDiaMmvWR6aD5LuoKpC0tDQ++ugTfL6HTEcRkQji8z3B9Omzo+7s9KgqkM8++4xgsBrQxnASEYks7QkGazB37jzTQfJV1BSIZVm8//5HZGQ8jM77EJHc5SAjYwjvvTcDn89nOky+iZoCWbFiBSkpFtDddBQRiUhdyMiIY/HixaaD5JuoKZDJkz/E5xsEeExHEZGI5CQj415mzIieZayoKJCNGzeyc+cO4P9MRxGRiHYjv/66je3bt5sOki+iokCmTZtNMHgLUMJ0FBGJaHE4HD2YMyc6tkIivkBSU1NZvvwrgkFtfYhI3gsE7uDzz78gPT3ddJQ8F/EFsnTpUtzu+mhsiYjkj+ZAZZYuXWo6SJ6L+AKZPftzMjJuNR1DRKKGg4yMO5g5c77pIHkuogvkt99+Y+fOLUBP01FEJKrcxI4dm9m5c6fpIHkqogvks88+x+W6GkgwHUVEoko8Tmf3iN+ZHrEFYlkW8+YtxO/X8pWI5L9A4HYWLFgY0WemR2yBrFq1ivR0B9DRdBQRiUotCQZjWbVqlekgeSZiC2Tu3M/x+/sCbtNRRCQqOQgEurNo0demg+SZiCyQtLQ0Vqz4GtvubzqKiESxYLAby5cvJxAImI6SJyKyQL7//nvc7qpAPdNRRCSqNScYLMKPP/5oOkieiMgC+fLLb/D5upiOISJRz0kg0I3FiyNzGSviCsSyLL75ZiW2fa3pKCIiBIPd+Oqr5ViWZTpKrou4AtmwYQOBgIvMcQIiIqb9C7/fydq1a00HyXURVyDLlq3Atq8GXKajiIgALoLBrixZEnnLWBFVILZts2TJNwQCXUxHERHJYlndWbLka4LBoOkouSqiCmTXrl0kJ+9DJw+KSMFyKWlpaRE3GyuiCmT58uW43e2AoqajiIicxoPb/a+IO5w3ogpkyZJv8fl09JWIFDwZGR355ps1pmPkqogpkPT0dLZv34iWr0SkYGrH+vVrIupw3ogpkJ9//hm3uyRQ3XQUEZEzaIRte9m8ebPpILkmYgpk7dq12HYrwGE6iojIGThxONpE1H6QiCmQ77/fgN9/qekYIiJn5fN14JtvIueEwogoEMuy2Lx5PdDKdBQRkb/Qjp9//ili3mQqIgpk27Zt2LYbaGA6iojIX0jE5Ypj48aNpoPkiogokLVr1+JyXYLGl4hIwebAtluzbt0600FyRUQUyA8/rCcjo43pGCIif8vvb8r69TtMx8gVYV8gtm2zfr32f4hIuLiArVu3mA6RK8K+QPbt20da2lHgItNRRERy4AIOH95DSkqK6SDnLewLZOfOncTE1AJiTEcREcmBBGJiKrFt2zbTQc5bRBRIMNjQdAwRkXPQmK1bt5oOcd7CvkC2bPkFn++fpmOIiORYRsZFbNq03XSM8xb2BbJ166/o/A8RCS8XsGmTlrCMsiyLpKSdqEBEJLxcyP79v5Cenm46yHkJ6wLZvXs3md9CDdNRRETOQUXc7jh27Ajv80HCukB27tyJ11sHnYEuIuHFgdtd++QvweEr7AskENARWCISfgKB6iQlJZmOcV7CukA2b/5NBSIiYcnvr8nvv+8zHeO8hHWB/P77XqCW6RgiIiGoxq5dKhBjDh3aB1QxHUNEJATV2bdPS1hGpKenk5Z2GBWIiISn6hw5koRlWaaDhCxsC2T//v04nYWA0qajiIiEoBLBYJADBw6YDhKysC4Qr7cC4DAdRUQkBB5iYiqG9ZFYYVsgBw8eBCqYjiEiEjKns5oKxITDhw9jWSoQEQlfgUBV9u0L3yOxwrZADh48hN+vAhGR8OX3lyQ1NdV0jJCFbYHs3XsYLWGJSHiL5/Dh46ZDhCxsCyQ5+ShQ1nQMEZHzEM/RoyqQfHfixAmguOkYIiLnIY6UFBVIvsuco1/UdAwRkfMQR0pKiukQIQvbAsnISEMFIiLhLY4TJ7QTPd/5fCoQEQl38aSlaQsk3/n9KhARCXdxZGSkhO08rLAsEMuysCwfKhARCW9xwKmDgsJPWBZIWlrayb+pQEQknGW+hmUeFBR+wrJA/vdkq0BEJJxlvgRrCSsfpaen43R6AbfpKCIi58XhcGHbtukYIQnLAvH7/TgcHtMxRERygZNgMGg6REjC8ld4t9uNbQdMx5CI9wrwrukQEuFsO4Df7zcdIyRhWyDBYHg+4RIu5oJzEDQGvIajSGT71nSA0IVtgUDw5CUsV+GkQNsD7uugGdDRdBaJdI7vHXg84bkkH5avvi6X6+TftBUiuS2Iw90ER0UL2pvOItHADto4nWH5UhyeBZK5BQIqEMl1jquwY5Kwe9hh+r9DwoqdeVGB5CMViOSN0eD4DG5EpxhJ/jh59G64FkgY7wMBFYjknm/A9TBchd7oUvLPyfMH//eaFl7CMrUKRHLXERyedtDAgX1heJ7QJWHq5FSm4sXD883xwnK7yel04nA4UYFIrnA1hZIZ2FepPCSfpYG3sDdst0DCskAAvN5iwFHTMSTs9QP3Nuxedphuj0tYS4MixYqYThGysC2QYsXigAOmY0hYmwTOd+EGoITpLBKV0qBo8fA9YiNsCyQuLh7YbzqGhK1N4L4l81yPGqazSNRKh9jisaZThCxsN9rj40ugLRAJTToOzyVQ08ZuYTqLRLU0KBEbvpu/YVsgpUrFogKRkDgvxS52FK4DHKbDSFRLg4QSCaZThCxsl7BKliyBy7XPdAwJOw+B8/vMkwVjTGeRaOdMdxIXG2c6RsjCtkDi4uJwu1Ugci7mgvM/0BUoZTqLCLjT3cTGhu8+kLAuEKdTS1iSUycn7F4C1DWdRSSTM90ZticRQpgXiG3rKCzJCU3YlQIqBeLj402nCFnY7kSPj48nEDhA5jQy7QmVv3Bywi49CONfmSTiBMF30EelSpVMJwlZ2P53Kl++PIFACnDIdBQp0DRhVwqoFLAtm3LlyplOErKwLZAiRYpQrFhpYIvpKFJgnZywezWasCsFzyGIKx0Xtu9GCGFcIAAVKlRGBSJnljlh19HIAReaziJyBslQoWJ4/2YT1gVSo0YFVCByRqcm7F6pCbtSQCVD9crVTac4L2FdIFWrVsTr3Ww6hhQ4mrArBV/M0RgqV6xsOsZ5CesCqVSpEk6nCkROd3LCbk80YVcKNEeyg4oVK5qOcV7CukAqV66Mz7cdCJqOIgXCaRN2w3tlQCJdBBzCC2FeIOXLl8e2fcAe01HEuMwJu45aNmjCrhR0qRAMBClfvrzpJOclrAvE6/USF1ce7UgXnK2wix3Fvs7WeaVS8B2CEgkl8Hq9ppOcl7AuEIBq1aoBa03HEKMeAucPmrAr4WMv1PpHLdMpzlvYF0jjxrXxeFaajiHGaMKuhB/PXg+N6zc2HeO8hX2B1KlTB6fzO9MxxAhN2JXw5NztpG7d8P9HGxEFkpGxE83EijYnJ+xW0oRdCTOpkHE4g8TERNNJzlvYF0hsbCylSlUBtBUSVU5O2LW72xHwr1iiym4oU6EMxYoVM53kvEXEf7369RNRgUQTTdiVMLYbGtRrYDpFroiIAmnYMJGYmG9Mx5B8oQm7Et5i9sbQsF5D0zFyRUQUSN26dQkGvyfzzaUkcmnCroS5IFi/WxGxAx0ipEBq1aqFZaUAO01HkbykCbsS7pLBDtjUqFHDdJJcEREF4vV6qVz5H4CWsSKXJuxKBNgNVWtWDes3kTpdRBQIQPPmjXC7F5iOIXlCE3YlMrh+c3Fhw8hZf42gArkYp3MB2g8SaTRhVyKEDa5tLpo3a246Sa6JmAKpX78+tp2K5mJFknQcnuaasCuRYR/Y6TYNG0bGEVgQQQXi8Xho1OhCQMtYEcPZCrvYMU3YlciwFRpd2CjsJ/CeLmIKBKBlyybExMwzHUNyhSbsSmQptLMQrZq3Mh0jV0VUgTRt2hSf7xsg1XQUOS+asCsRJg0yfs2gWbNmppPkqogqkIoVK5KQUA5YYjqKhEwTdiUC7YCyFcpStmxZ00lyVUQVCECLFhfhdH5mOoaEJIjDfaEm7ErEcW93c2mLS03HyHURVyCXXNIUj+dTdDhvGHJciR2zTxN2JbLY4NzmjKjDd0+JuP+mF1xwAcHgfuAn01HknIwGxwJN2JXIkwT4oUGDyJjAe7qIK5BChQpxySUtcTimmI4iOaYJuxK5HJsdXHDhBREzvuR0EVcgAJdf3haPZyoQNB1F/pYm7EoEs8G73ssVHa8wnSRPRGSBXHTRRTidx4AVpqPI39GEXYlkvwMn4JJLLjGdJE9EZIF4PB7atm2N06llrIJNE3YlsrnWuWjbpm1EnX1+uogsEIDLLmuHyzUdCJiOImc0URN2JbIFwLHBwRWdInP5CiK4QBo2bEihQi5gkeko8iebwH2rJuxKZNsKsUVjI/Loq1MitkBcLhcdO7bG7X7PdBTJRhN2JTp41nu4stOVOJ0R+zIbuQUCcNll7bHt2UCa6ShyirMVdrEUTdiVyJYG1maLTpd1Mp0kT0V0gdSuXZtSpUoBs0xHEeB/E3ZtTdiVyLYh861rK1WqZDpJnoroAnE4HHTrdhUxMf81HUU0YVeiSMy6GK7pdI3pGHkuogsEoFOnTljWj8A601Gi2G5N2JXocRD8u/20a9fOdJI8F/EFUrx4cVq3bovL9brpKFEqiMPdRBN2JWq4vnXRpm0bSpSI/OPTI75AALp2vQaYDBwzHSX6aMKuRJMTwBro1aOX6ST5Iir+S9etW5cqVaoBEw0niTaasCvRxfGDg8R6idSqVct0lHwRFQUC0Lt3F2JiXkEDFvPLyQm716AJuxIdAuD+wc1NN9xkOkm+iZoCad26NV5vCvCp6ShR4LQJuxeYziKST9ZDfPH4iHvf878SNQXi8Xjo1u0avN6XTEeJfJqwK9HGhpjvYrixx40Rfeb5H0XPdwp07nwNweA3wA+mo0SwPpqwK9FnJzhTnFx22WWmk+SrqCqQuLg4unTpjMfzpOkoEWoiON/ThF2JOt5vvXTt0pVChQqZjpKvoqpAAHr3vgHbXoK2QnKbJuxKlDoA1g6L67pcZzpJvou6AomPj+faa6/RVkiu0oRdiV7u5W7atW9HQkKC6Sj5LuoKBE7fClllOkpk0IRdiVb7wN5gc0u/W0wnMSIqCyQhIYFrr70Gr1dbIedPE3YlenmXern66qspV66c6ShGRGWBQOZWSDC4GG2FnA9N2JUo9hvYO2369elnOokxUVsgCQkJdO58DV7vcNNRwpQm7EoUs8G7xEvPHj2Jj483ncaYqC0QgBtvvIFgcBE6IutcacKuRLmt4D7o5oYeN5hOYlRUF0hCQgLdul2P13svoLOmc0wTdiWaBTO3Pvr36U/RotE9JTTq//v37XsjMTHbgGmmo4SJ0eDUhF2JYuuhiL8I1157rekkxkV9gRQuXJi77x6A1/sAcNx0nALu5ITdq9GEXYlOAfB+6eX2W2/H6/WaTmNc1BcIQIcOHahcOQGH4znTUQowTdgVYRUkFEmgY8eOppMUCCoQwOl08sADd+F0/gf41XScAsmhCbsS7VLBvdTNoIGDcLlcptMUCCqQk+rWrUubNm3weB4wHaUA6oOtCbsS5dxfuLmoyUVR9X4ff0cFcpq77hqAw/EZsNR0lAJkoibsivwCjp8dDL5nsOkkBYoK5DQJCQn063cjXu89QMB0nAJAE3ZFsMA738st/W6hTJkyptMUKCqQP+jWrSvx8Sk4HNH+zoUnJ+z+QxN2Jbo5vnFQKqYU3bp1Mx2lwFGB/IHX6+WJJx7E6XwS+Nl0HHNOTdjtogm7EsUOgfMrJ48//Dhut3YA/pEK5AwaNGhAly6d8Xr7AZbpOAZowq4IQfDO9XLVlVdRv35902kKJBXIWdx2283Exe3D4XjBdJR8pgm7IgD8CEVSinD7bbebTlJgqUDOIiYmhqFDH8TpHA5sMpwmv2jCrggAxzIP2330wUcpUqSI6TQFlgrkL0TXUpYm7IoAEATPbA+X/utSnfPxN1Qgf+O2224mPn4/Dsd/TEfJW44rsQtpwq6IY7mDuLQ4Hhikk4r/jl4q/kbmUtZDOJ0jgI2m4+SRkxN2e6MJuxLddoHzaydPP/m0lq5yQAWSA/Xr1+f667vg9d4ApJmOk8s0YVcEgDTwzvJy2623kZiYaDpNWFCB5ND//d8tVKniwO0eaDpKLtKEXREAbHDPc1OvZj26d+tuOk3YUIHkkNvt5tlnn8DrnQ1MNJwmdzhcF2nCrgjAj1BoVyGGPT4Mp1MvizmlZ+oclClThuHDH8PlGgisMx3nPPXBdm/XhF2RA+Ba4OLJJ54kPj7edJqwogI5R02bNqVXr+54vdcDx0zHCdFETdgVAfBn7vfoel1XLrroItNpwo4KJAT9+/chMTEet/tWINyWfzRhVwQAO3PLo1LxStx2622m04QlFUgIXC4XI0Y8RpEiXwKvmY5zDjRhV+QUx3cOCm0txLMjntWgxBCpQEIUHx/PM88MxeV6FPjGdJyccf5LE3ZFALaCa5GL50c+T7ly5UynCVsqkPPQsGFD7rjjVjyezsAO03H+xoPgXKUJuyL7wD3TzSMPPUK9evVMpwlrKpDz1K1bV668sjVe7+VAsuk4ZzEXnC9owq5IKnineenZvScdOnQwnSbsqUBywT333EnjxuXwersAGabj/IEm7IoA4AfPDA9NGzbl5v43m04TEVQgucDlcjF8+GNUrHgIt/tmCs6RWZqwKwJknmk+102lmEoMfWyoThbMJXoWc0nhwoX5z3+eJjb2S5zOoabjZDo1YbeHJuxKdHMsc1D096KMHjmamBjtBMwtelnJRQkJCbz44ki83teAtw2nOW3CroaKSjRbD+7lbv4z6j+ULFnSdJqIogLJZVWrVuXf/x6B2303sNBQihWasCsCsBncH7sZMWwEtWrVMp0m4qhA8kDjxo15+OHBuN3XA8vz+dGP4PC014RdkW3gmuniicef4JJLLjGdJiLp9Ms80rFjR9LT03n11SsIBBaQeRhU3tOEXRFgJ7hmuHjs4cdo3bq16TQRSwWSh6655hosK8h//3s5gcBC4OI8fsTMCbv0Qj9ZiV6/gesDFw8OepD27XX4YV7Sy0we69LlWizLYuzYywgEvgDyauLnO5qwK/I7uKe4ufvOu7n88stNp4l4KpB80LXr9ViWxbhxHQkEFgEX5vIjbAL3AGiLJuxK9NqbWR7/d8v/ce2115pOExVUIPmkR4/uWFaQt9/uQCCwBGiUS/ecOWGXWja2JuxKtNoP7vfc9L+xP9276y1p84sKJB/16nUDwWCQiRPbnSyRf57/nZ6csIsm7Eq02gueKR56devFjb1vNJ0mqqhA8tmNN/YiGLR5991LCQQ+AVqdx72dmrCLJuxKdNoB7ulu+vXpR+9evU2niToqEAP69OlNXFwsr756OYHAZOD6EO5FE3Ylyq0D1ycuHrz/QTp16mQ6TVRSgRhyzTVXU7JkAk8+2YdAYA9w9znc+uSE3eZowq5EJcc3Djxfenj66ae5+OK8PjxezkZnohvUokULXn75eQoXHorT+Rg5m+J72oTddnmdUKSACYJzoZPCKwrzykuvqDwMU4EYVr9+fcaOfYUSJSbhdvcF/H99A03YlWhlgXuOm/ht8bz5+pvUqVPHdKKop5egAqBKlSqMG/ca5ct/h8dzFZB6lms+rwm7Ep0ywPOBhwqpFXjr9beoVKmS6USCCqTAKFmyJG+88SKJiYfxelsBu/5wjRXgekQTdiX6HAHvu14Siyby+iuvk5CQYDqRnKQCKUCKFi3Kiy+OpF27yng8FwJfnfyKJuxKlNoO7nFu2jduz4vPv0jRokVNJ5LTOJYsWaKxrQXQxx9/zGuvjSUQeB6H62UovQN7gK3j5iQ6BMGx3IFrmYsHBj2guVYFlF6OCqjOnTtTvXp1HnnkCdLSjkJ39NOS6JAGnjkeYg/HMmrMKL0RVAGmJawCrGHDhrz55mvUSKyB90MvHDKdSCSPJYF3vJcGxRvwzrh3VB4FnAqkgKtcuTJvjnmTq1tejXucGzaaTiSSR34C1zsuel7dk/+M+g/Fixc3nUj+hvaBhJGvvvqKZ0c9i9XYwmpvaUlLIkMAXJ+78GzwMHzocJo1a2Y6keSQtkDCyKWXXsqEtyZQ6UAlvOO8sMd0IpHztBe8E7xUOlSJt8e9rfIIM9oCCUOBQID3p7zP5PcnE2wRxG5lg8t0KpFzYIFjmQPncie9buhF3z598Xg8plPJOVKBhLGtW7cy/NnhHAwcxNfZB2VNJxLJgX3g/dhLKXcphj02jMTERNOJJEQqkDDn8/l4Z+I7zJg5g+ClQewWmpElBZQFjhUOnF876d61Ozf3vxmv12s6lZwHFUiE2LhxIyOeHcER95HMrRG9R4gUJAcytzri7XiefPxJ6tbV+xBEAhVIBElPT+etcW/x8byPsdpYcDHaNyJmBcGx0oFzqZPrulzHbbfepq2OCKICiUBr1qzh36P/zZHgEXyX+aCG6UQSlXaCd6GXOOIY+thQGjRoYDqR5DIVSITy+/189NFHTJg4Abu6jb+DHzTEVPLDYfB84cGxw0H/Pv3p2rWrtjoilAokwiUnJ/Pm+DdZtGgRdjOb4L+CEGM6lUSkDHAuc+L41kH7du25/bbbNXo9wqlAosSWLVt44ZUX2Pn7Tvzt/dAQHa0luSMIrAXPYg/VK1fngXsfoHbt2qZTST5QgUQR27ZZvHgxr73xGmlF0/B18kFF06kkrO0C7+deiqQV4Z4776Ft27Y4HA7TqSSfqECiUFpaGlOmTuGDaR/gqOXA38oP5U2nkrCyHzxfe2AL3Nj7Rnre0JOYGK2NRhsVSBQ7ePAgU6ZO4ZO5n+Co4cD/Lz/orablr5wsjuDPQTp16kT/vv0pXbq06VRiiApESE5OZuq0qcyZMwdHFQe+Vj6oYjqVFCj7wLPsf8XR96a+lC2r2TnRTgUiWY4cOcK06dOYNXsWVCCzSKqZTiVG7QLvci/WdkvFIX+iApE/OXbsGB/O/JDpH07HLmvja+GDmuiorWhhA9vAu8ILSdClcxd6dO9ByZIlTSeTAkYFImeVmprKzFkzmTFrBn63H98FPrgAKGo6meSJE8AaiFkTgyvdRc9uPbnuuusoVqyY6WRSQKlA5G/5/X6WLVvGjNkz2LxxM856TgJNApn7SXTEZnizgd/As9qDtcGiVmItul3bjdatW+vscflbKhA5J7/99huzP57N/M/mYxe3ybggAxoBhUwnk3NyAlgLMT/G4Eh1cMXlV9D56s5Uq1bNdDIJIyoQCUlGRgZLlixhxuwZ/LrzV2gIVmMr88RE7SspmGxgF7hXuwluCFLjHzXofm13WrdurXM4JCQqEDlvW7du5aOPP2LJkiUEPUECdQIE6wahMioT04LA7+Dc5MSz2QPp0OmyTnTp3IXq1aubTidhTgUiucbv9/Pjjz+yeOlivlr2FQFHAKuOlVkmVdB7k+QXC/gVnD87cf/sxmk5admyJe3btKdJkybatyG5RgUiecKyLNasWcPipYv58usv8Vk+gnWCWHWtzHNLVCa5KwDsAPfPbhybHXjdXlq3ak27Nu1o1KgRbrc7zyMcPXqUZ555hnXr1hEXF8cHH3yQ54/5R6NGjcKyLIYMGZLvjx2N8v5flUQll8tFkyZNaNKkCfcPup/169ezeOlilsxdQlp6Gs5qTnyVfVAdKIuWus5VENgP/ALeXV6C24MUK1aMdq3b0aZ/G+rVq4fLlb8tPXv2bA4ePMiECRMoWlTHekcDFYjkOZfLRaNGjWjUqBH33XMfW7du5aeffmLlDyvZ8PUGgo5g9kIpgwrlj4JAEvBrZmHYv9pgQZ36dWjeojlN7mlC7dq1jU7C3bt3L7Vr16ZiRY14jhYqEMlXTqeTxMREEhMT6dGjB5ZlsXXrVtasWcPKVSvZ+OVGcIGjqgNfFR9UILNQou0wYR+ZWxgnCyP4axAnTuo1qMfF/7qYxnc3pnbt2vm+lXE2gwYN4qeffgLg888/zxx70rcvY8aM4ccff6Ro0aK0atWK22+/nUKFMn+YPXv2pEuXLmzcuJHvvvuOcuXK8eijj+L1ehk9ejS//PILjRo14vHHHyc2NhaAefPm8dFHH7F7925KlCjBZZddRr9+/c76PKSnpzN27FiWLl1KIBCgYcOG3HfffZQrVy5/npgIp30gUqBYlsXmzZszt1BWrWTH9h2kHkklJiEGykJG6YzMJa8yQEnCf0vFApKBfcB+8B704tjvIONQBoWLFqZuvbo0a9KMRo0aUatWrQJTGH907NgxXnjhBZxOJ/fccw9er5c77riDSy65hGuuuYYTJ07wyiuvULt2bQYPHgxkFojP5+POO++kTp06vPXWW/z666+UKlWKvn37UqxYMYYPH06LFi246667AJg7dy7ly5enQoUK/Pbbbzz//PP06dOHLl26AH/eBzJy5EgOHz7MgAEDKFy4MFOnTmXz5s2MGzeuwD6X4URbIFKguFwu6tWrR7169ejVqxcAhw8fZseOHezcuZPN2zazefVm9vy2Bxsbb1kvgTIBAiUDEAeUIPPPohScs+QDQCqQcvKSDO4DbtwH3Pj2+3A4HFSoUoHaNWtTu3VtqlevTo0aNUhISAibN2eKjY3F6/XicrlISEhgwYIFFC1alIEDB2ZdZ+DAgdx///3ce++9WS/erVq1omPHjgD06tWLgQMHcuutt9K4cWMArrzySpYuXZp1H1dffXXW38uXL0/Xrl356quvsgrkdElJSSxdupSZM2dSvHhxAB544AGuueYaNm7cSMOGDXP5WYg+KhAp8OLj47N2yJ9iWRa7d+9mx44d7Nixgy07t7B3514OHTjE8aPHcbqdeOI9OIo7CBYN4ivig+JAMTKXwzwnL+6z/P30LRubzH0QfjLL4NTl9I99ZJWEK8WF+7gbR4oD65iFP8WPw+GgaFxREkomUL5ceepeUDerKMqXLx9xvw3v3LmT7du3c8UVV2T7vN/v5+DBg1kTfWvUqJH1tfj4eIBsZ8PHx8dz9OjRrI/Xr1/PpEmT+OWXX0hNTcWyLMqUKXPWDIFAgB49emT7fEZGBnv27FGB5AIViIQll8tFlSpVqFKlCm3atMn2tYyMDPbv38++ffs4dOgQycnJHEo+RNLBJA5sO0Bqaio+nw9fhg+/z4/f5yeQEch2Hw6XA5fHhW3bWD4rs0RO4/a6cXvceLwePF4PMYViSEhIoFzpcpSrU45SpUplXUqWLElCQkLElcRfSUtL45///CcPPPDAn752+lTf0w8vPrW19cfPBYNBAE6cOMFjjz1GmzZtuPnmmylevDiLFi3is88+O2uGmJgYxo8f/6evxcXFhfR9SXYqEIk4MTExVK5cmcqVK+f4NrZt4/f7ycjIID09HZ/PR0ZGBi6XC6/XS0xMDF6vF6/Xi8fjCZulJVNq1qzJihUrKF26dK6duLhr1y5SU1O5/fbbsyYE79+//6zXr1WrFunp6WRkZGTb0pHcE+67IEVyhcPhwOv1Urx4cUqXLk3FihWpUaMGVatWpXz58iQkJFCsWDG8Xq/KIwc6dOiA2+1mxIgR/Pzzz+zevZsVK1bwxhtvhHyfZcqUwe12M3v2bPbs2cPHH3/M8uXLz3r9KlWq0KpVK5566im+++479u7dy08//cSrr76abVlMQqctEBHJdUWKFOGll15i7NixPPjgg1iWRYUKFejUqVPI9xkfH88DDzzAhAkTeP/992natCm9evVi9uzZZ73NE088wfjx4xk9ejRHjx6lVKlSXHTRRVmHEsv50WG8IiISEi1hiYhISFQgIiISEhWIiIiERAUiIiIhUYGIiEhIVCAiIhISFYiIiIREBSIiIiFRgYiISEhUICIiEhIViIiIhEQFIiIiIVGBiIhISFQgIiISEhWIiIiERAUiIiIhUYGIiEhIVCAiIhISFYiIiIREBSIiIiFRgYiISEhUICIiEhIViIiIhEQFIiIiIVGBiIhISFQgIiISEhWIiIiERAUiIiIhUYGIiEhIVCAiIhISFYiIiIREBSIiIiFRgYiISEhUICIiEhIViIiIhEQFIiIiIVGBiIhISFQgIiISEhWIiIiERAUiIiIhUYGIiEhIVCAiIhKS/wdNEmdSWCpV8gAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Method 2 - seaborn\n", - "# your code here" + "# your code here\n", + "\n", + "gender = categorical_variables['Gender'].value_counts()\n", + "\n", + "plt.pie(gender.values, labels=gender.index)\n", + "plt.title('Gender Distribution')\n", + "plt.style.use('classic')\n", + "plt.figure(figsize=(12,6))\n", + "plt.show()" ] }, { @@ -384,11 +1311,42 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 102, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "Pclass = numerical_variables['Pclass'].value_counts()\n", + "\n", + "\n", + "plt.bar(Pclass.index, Pclass.values)\n", + "plt.xlabel('Class')\n", + "plt.ylabel('Frequency')\n", + "plt.title('Class Distribution')\n", + "plt.style.use('classic')\n", + "plt.figure(figsize=(12,6))\n", + "\n", + "plt.show()" ] }, { @@ -400,11 +1358,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 106, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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R0aNHp75+YGcj9Oslifr6+gGXCQBQPaNGjRrU7Z30CAAUCQYAoKhfL0nMnz8/t956azZu3Jjx48dn1qxZeeMb3/hKre1Vd/fdd+enP/1pli9fnk2bNuXXv/51Xve611X2r1q1KldeeWWWLl2aPffcM9OmTcuHPvShKq54aNx00025++67s2rVqjQ3N2fChAn55Cc/mT322KNynVqcff78+Vm4cGHWrl2bESNG5Igjjsj//M//ZP/9909SmzO/2Je//OUsWbIkV1xxRcaPH5+kdue+4YYbcuONN/bZduyxx+aSSy5JUrtz91q+fHnmzJmTpUuX5vWvf33Gjx+fr371q0lqc/b/+I//yNNPP73d9gsvvDDHH398Tc7ca+PGjfnOd76TBx54IB0dHTnooIPyX//1X/n3f//3JAP/997pYLj99tvz/e9/P+edd17GjRuXa665JhdddFGuvvrqgU+1i9myZUuOPvrojB8/Ptddd12ffV1dXTnvvPNy8MEHV550V155ZfbZZ5/KJ9rXqj/+8Y+ZOnVqDj300GzatCnf/OY387WvfS1XXnllktqdfdy4cfnsZz+bcePGZdOmTbnxxhtz3nnn5aabbqrZmbd1++23Z8uWLX221frcra2t+frXv1653NjYmKT25165cmW+8IUvZMqUKZk5c2bq6+uzcuXKJLU7+5w5c9Ld3V25vHjx4nzve9/LhAkTanbmXt/+9rezfPnyXHLJJWlpacltt92W888/Pz/60Y/S1NQ04Nl3Ohhuu+22TJkyJe9+97uTJOeee27+8z//MytWrMjBBx88uOl2Ee9///uTJA899NB2+377299m7dq1+e53v5vm5uYceOCBefjhh3Pbbbe95j/ALrvssj6XP/3pT+fTn/50Nm7cmFGjRtXs7O9973v7XJ4+fXrOPvvsrFu3LsuWLavJmXutWbMmN9xwQ6655po+Pypdq//WvRoaGl7yqGitzz137twcd9xxmT59emXbAQcckKR2Z9/2CGmS3H///Zk4cWJGjhyZJUuW1OTMvZYtW5aTTjophx12WJLkE5/4RBYsWJBVq1bl2WefHfDsO3UOQ2dnZx5//PG8/e1vr2wbN25cxo4dm6VLlw5irNeORx99NK2trWlubq5sO/roo7Ns2bIqruqVsX79+jQ2NqapqSnJ8Jh9y5YtWbhwYfbff//sscceNT1zd3d3Lrvsspx11lnb/dRTLc+dJI8//nhOPfXUnHnmmbnqqqvyj3/8I0ltz71169b87ne/y9ixY/O5z30up556as4555w8/vjjSWp79l5r167Ngw8+mA9+8INJan/mww8/PEuWLMn69euzdevW/PKXv8xee+2VAw88cFCz71QwbNiwId3d3dlzzz37bN9jjz3y3HPP9W+S16hnn312u2Ktxfk7Ozszb968TJo0qXL+Ri3Pfv/992fy5MmZPHlyHnjggbS1taW+vr6mZ/7JT36SpqamTJ48ebt9tTz3YYcdlvPOOy9XXHFFZsyYkYcffjhf/vKX09PTU9Nzr1+/Ps8//3xuvvnmnHDCCbnssssyZsyYzJo1Kxs3bqzp2Xu1t7dn9OjROfroo5PU9sd5knzmM59JS0tLPvKRj+QDH/hA5s+fn//93/9NU1PToGbfqZckBvOrJHnt2Lp1ay699NIkyYwZM6q8mlfHUUcdleuuuy7r1q3LLbfckosvvjjf/OY3q72sV8zKlStzyy23ZM6cOdVeyqtuwoQJlf9/y1vekgMOOCAf//jHs3z58iqu6pXX+zr+e97znpxyyilJklmzZmXq1Km57777qrm0V017e3ve//73D/gXFr3WLFiwIH/9619zxRVXZPfdd097e3suuOCCfPe73x3U/e5UMLS0tFS+69rWc889t12p1Ko999wzTzzxRJ9ttTR/d3d32tra8sQTT+Sqq66qvByR1PbsTU1N2W+//bLffvultbU1p5xySn7729/W7MzLli3LunXrcvrpp/fZfu655+b444/PvvvuW5Nzv5T99tsvo0aNylNPPVWz/97Jvz5/9/70T/LCuRz77rtv1q5dW9OzJy+c1L1q1arKyxFJbX9O27JlS66//vpcccUVlZ+KeOtb35oHHnggd9xxx6Bm36ncamxszEEHHdTnZMCnnnoqa9asqZxUUetaW1vz2GOPpaOjo7LtwQcfzL/9279VcVVDo6enJ5dffnmWLl1aKdJt1fLsL9bT05PXve51NTvzxIkTM3fu3Fx33XWV/5LkC1/4Qj75yU/W7Nwv5emnn87GjRszduzYmp779a9/fd761rfmySefrGzbunVr1qxZk3322aemZ09e+FPWhx9+eJ9gquWZu7q60tXVtd3RlLq6unR3dw9q9p0+PvORj3wkCxYsyD333JMVK1bk8ssvz5FHHlkzPyGRvHCuxooVKypPrBUrVmTFihXp6OjIhAkTstdee6WtrS1/+ctf8stf/jJ33nlnPvrRj1Z51YN35ZVX5v77788FF1yQJFm3bl3WrVuXrVu3JknNzn7ttdfmT3/6U9asWZNly5bl4osvTktLS4444oianXnUqFE58MAD+/yXJGPHjs2YMWNqdu7khR+ze+SRR7JmzZo8+OCDufDCC3P44YfnkEMOqem5k+RjH/tYfv3rX+dXv/pVVq1alWuuuSZJ8q53vaumZ+/s7Mxdd92VD3zgA3221/LMI0eOzBFHHJHvfOc7Wbp0aZ588snMnTs3a9asyTHHHDOo2fv1x6d+8IMf9PnFTeecc05N/eKmhQsXpq2tbbvt3/jGN3LUUUfliSeeqPyyize+8Y0588wz8+EPf7gKKx1axx9//Etu/+EPf5ixY8cmSU3OfvHFF+cPf/hD1q9fn5aWlhx55JGZPn163vSmNyWpzZlfyvHHH9/nFzfV6twXXXRR/vCHP2TDhg0ZPXp0jjnmmJx99tmVQ7G1Onevn/zkJ/nxj3+cf/zjHzn00EPzmc98phKMtTr7nXfemba2tixYsGC7v6NQqzMnL/xl6Tlz5uTBBx9MR0dHDjjggJx11ll5xzvekWTgs/crGACA4Wl4nDIKAAyKYAAAigQDAFAkGACAIsEAABQJBgCgSDAAAEWCAQAoEgwAQJFggGFg4cKFOfHEE3PjjTdWeynAa5RggGGgvb09U6ZMSXt7e7WXArxGCQaocU8//XQee+yxfOITn0iSPPLII5V9nZ2daWtry+TJk3Paaaelvb09U6dOzcKFCyvXWb16dc4///xMnjw5H/vYx3L11Vfn+eeff9XnAKpLMECNa29vzzvf+c7stttuee9735tFixZV9n3/+9/P73//+1xyySW59NJLs3DhwmzYsKGy/5///GfOPffc7Lfffrn22mtzySWX5NFHH83s2bOrMQpQRYIBalx7e3tOOOGEJMkJJ5yQu+66K1u2bEmS/N///V/OOuusjB8/PgcffHA+//nPp7Ozs3LbO++8MyNHjsynPvWpvPnNb05ra2s+9alP5fbbb8/WrVurMg9QHQ3VXgDwyvnjH/+Y5557Lsccc0yS5KCDDspee+2VJUuWZMKECVm/fn0OOeSQyvX333//NDc3Vy7/5S9/yeOPP57Jkyf3ud9//vOf+fvf/5599tnn1RkEqDrBADWsvb09GzduzAc/+MHKtp6enixatKgSEXV1dS97+46Ojhx55JGZNWvWdvtGjx499AsGdlmCAWpUZ2dnFi9enC996Us59NBDK9ufffbZfPGLX0xnZ2daWlry2GOP5eCDD06S/PWvf83mzZsr1z3ooINy3333ZcyYMWlsbHzVZwB2HYIBatSSJUuSJO973/vS0PCvp/qBBx6YAw44IL/61a9y8skn58Ybb8y+++6blpaWzJ49u08YvO9978sPf/jDXHTRRTnzzDPzhje8IStXrszDDz+cGTNmvOozAdUjGKBGLVq0KO94xzv6xEKvY489NosWLcq1116bv/3tb7ngggsyatSo/Pd//3f+/Oc/V6Khubk53/jGNzJnzpycc8452bp1a8aNG5dJkya92uMAVVa3ePHinmovAtg1rF27Nqeffnpmz56d1tbWai8H2IU4wgDD2JNPPplHHnkkb3vb27Jhw4Zce+21efOb39znnAeARDDAsFZXV5ef/exnufrqq9PY2Ji3ve1tOf/883f4kxPA8OQlCQCgyG96BACKBAMAUCQYAIAiwQAAFAkGAKBIMAAARYIBACj6/+ggtPpLIWoeAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "ages = numerical_variables['Age']\n", + "\n", + "sns.boxplot(x = ages)\n", + "plt.show()" ] }, { @@ -414,8 +1387,10 @@ "outputs": [], "source": [ "\"\"\"\n", - "your comments here\n", - "\"\"\"" + "A box plot gives a good summary of Age as the audience can quickly identify useful stats such as the min, max, \n", + "median as well as the outliers in the data.\n", + "\n", + "\"\"\"\n" ] }, { @@ -432,7 +1407,11 @@ "outputs": [], "source": [ "\"\"\"\n", - "your comments here\n", + "1. Most of the data ranges from 0 to 60\n", + "2. Median age is just under 30\n", + "3. There are quite a few outliers. \n", + "4. Minimun age is 0 - in months \n", + "5. Maximum age is ~70/72\n", "\"\"\"" ] }, @@ -480,22 +1459,55 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 109, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Method 1 - matplotlib\n", - "# your code here" + "# your code here\n", + "ages = numerical_variables['Age']\n", + "fare = numerical_variables['Fare']\n", + "\n", + "plt.scatter(ages, fare)\n", + "plt.xlabel('Age')\n", + "plt.ylabel('Fare')\n", + "plt.title('Age vs Fare')\n", + "plt.style.use('classic')\n", + "plt.figure(figsize=(12,6))\n", + "\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 113, "metadata": {}, "outputs": [], "source": [ "# Method 2 - seaborn\n", - "# your code here" + "# your code here\n", + "\n", + "\n" ] }, { @@ -507,18 +1519,40 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 137, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.17135508596244758" + ] + }, + "execution_count": 137, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here" + "# your code here\n", + "ages = numerical_variables['Age']\n", + "fare = numerical_variables['Fare']\n", + "\n", + "age_fare = ages.corr(fare)\n", + "age_fare\n", + "\n", + "\n", + "plt.matshow(age_fare.corr())\n", + "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "#### What are the most correlated features?" + "# What are the most correlated features?" ] }, { @@ -571,7 +1605,7 @@ "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -585,7 +1619,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.2" + "version": "3.9.13" } }, "nbformat": 4,