diff --git a/your-code/main.ipynb b/your-code/main.ipynb index dbe4405..5863d84 100755 --- a/your-code/main.ipynb +++ b/your-code/main.ipynb @@ -11,12 +11,15 @@ }, { "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\n", + "import pandas as pd" ] }, { @@ -30,13 +33,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "x = np.arange(0,100)\n", "y = x*2\n", - "z = x**2" + "z = x**2\n" ] }, { @@ -53,11 +56,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Method 1" + "# Method 1\n", + "plt.plot(x,y,\"b--\",label='linear',linewidth=2.0)\n", + "plt.plot(x,z, \"g\",label='quadratic')\n", + "plt.xlim(0,100)\n", + "plt.ylim(0,1000)\n", + "plt.legend()\n", + "plt.show()" ] }, { @@ -69,11 +89,46 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "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 2" + "# Method 2\n", + "fig = plt.figure()\n", + "\n", + "plt.subplot(2, 2, 1)\n", + "plt.plot(x, y)\n", + "\n", + "plt.subplot(2, 2, 2)\n", + "plt.plot(x, z)\n", + "\n", + "#OR\n", + "\n", + "plot_options, (plot_1, plot_2) = plt.subplots(nrows=1, ncols=2)\n", + "plot_1.plot(x,y, \"g--\")\n", + "plot_2.plot(x,z, \"r\")\n", + "plt.show()" ] }, { @@ -88,11 +143,45 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'X&Z')" + ] + }, + "execution_count": 16, + "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", + "fig, axs = plt.subplots(1, 1, figsize=(15, 15))\n", + "plt.subplot(2, 2, 1)\n", + "plt.plot(x, y)\n", + "plt.ylabel(\"y\")\n", + "plt.xlabel(\"x\")\n", + "plt.title(\"X&Y\")\n", + "\n", + "plt.subplot(2, 2, 2)\n", + "plt.plot(x, z)\n", + "plt.ylabel(\"z\")\n", + "plt.xlabel(\"x\")\n", + "plt.title(\"X&Z\")" ] }, { @@ -105,11 +194,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "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", + "\n", + "x = np.linspace(-2, 2, 500)\n", + "y1 = x**2\n", + "y2 = np.exp(x)\n", + "\n", + "plt.plot(x, y1, label=r'$y=x^2$')\n", + "plt.plot(x, y2, label=r'$y=e^x$')\n", + "\n", + "plt.legend(loc='best')\n", + "plt.show()" ] }, { @@ -121,11 +231,29 @@ }, { "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

\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": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here" + "# your code here\n", + "fitbit = pd.read_csv(\"Fitbit2.csv\")\n", + "fitbit.head()" ] }, { @@ -167,14 +511,65 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "([,\n", + " ],\n", + " [Text(0, 0, 'Weekday'), Text(1, 0, 'Weekend')])" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# MEDIAN STEPS BY MONTH_ENCODED\n", "# your code here\n", + "steps_by_month = fitbit.groupby(by='Months_encoded').median()['Steps']\n", + "\n", + "\n", + "fig, ax = plt.subplots(figsize=(12, 4))\n", + "ax.bar(steps_by_month.index, steps_by_month.values)\n", + "ax.set_xlabel('Month')\n", + "ax.set_ylabel('Median Steps')\n", + "ax.set_title('Median Steps by Month')\n", + "plt.xticks(steps_by_month.index, ['Jan', 'Feb', 'Mar', 'Apr', 'May', 'Jun', 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec'])\n", + "\n", "\n", "# MEDIAN STEPS BY WORK_OR_WEEKEND\n", + "steps_by_day = fitbit.groupby(by='Work_or_Weekend').median()['Steps']\n", + "\n", + "fig, ax = plt.subplots(figsize=(12, 4))\n", + "ax.bar(steps_by_day.index, steps_by_day.values)\n", + "ax.set_xlabel('Day Type')\n", + "ax.set_ylabel('Median Steps')\n", + "ax.set_title('Median Steps by Day Type')\n", + "plt.xticks(steps_by_day.index, ['Weekday', 'Weekend'])\n", "# your code here" ] }, @@ -191,11 +586,51 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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+ "text/plain": [ + "
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PassengerIdSurvivedPclassNameGenderAgeSibSpParchTicketFareCabinEmbarked
010.03Braund, Mr. Owen Harrismale22.010A/5 211717.2500U0S
121.01Cumings, Mrs. John Bradley (Florence Briggs Th...female38.010PC 1759971.2833C85C
231.03Heikkinen, Miss. Lainafemale26.000STON/O2. 31012827.9250U0S
341.01Futrelle, Mrs. Jacques Heath (Lily May Peel)female35.01011380353.1000C123S
450.03Allen, Mr. William Henrymale35.0003734508.0500U0S
\n", + "
" + ], + "text/plain": [ + " PassengerId Survived Pclass \\\n", + "0 1 0.0 3 \n", + "1 2 1.0 1 \n", + "2 3 1.0 3 \n", + "3 4 1.0 1 \n", + "4 5 0.0 3 \n", + "\n", + " Name Gender Age SibSp \\\n", + "0 Braund, Mr. Owen Harris male 22.0 1 \n", + "1 Cumings, Mrs. John Bradley (Florence Briggs Th... female 38.0 1 \n", + "2 Heikkinen, Miss. Laina female 26.0 0 \n", + "3 Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35.0 1 \n", + "4 Allen, Mr. William Henry male 35.0 0 \n", + "\n", + " Parch Ticket Fare Cabin Embarked \n", + "0 0 A/5 21171 7.2500 U0 S \n", + "1 0 PC 17599 71.2833 C85 C \n", + "2 0 STON/O2. 3101282 7.9250 U0 S \n", + "3 0 113803 53.1000 C123 S \n", + "4 0 373450 8.0500 U0 S " + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here" + "# your code here\n", + "\n", + "titanic = pd.read_csv(\"titanic.csv\")\n", + "\n", + "titanic.head()" ] }, { @@ -229,11 +811,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "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": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here" + "# your code here\n", + "titanic.dtypes" ] }, { @@ -246,22 +852,49 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['PassengerId', 'Survived', 'Pclass', 'Age', 'SibSp', 'Parch', 'Fare'], dtype='object')" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# NUMERICAL VARIABLES\n", - "# your code here" + "# your code here\n", + "numeric = titanic.select_dtypes(exclude = object)\n", + "numeric.columns" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Name', 'Gender', 'Ticket', 'Cabin', 'Embarked'], dtype='object')" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# CATEGORICAL VARIABLES\n", - "# your code here" + "# your code here\n", + "\n", + "categorical = titanic.select_dtypes(include = \"object\")\n", + "categorical.columns" ] }, { @@ -274,11 +907,39 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "x = np.arange(0,100)\n", + "y = x*2\n", + "z = x**2\n", + "plt.plot(x,y,\"g--\",label='linear')\n", + "plt.plot(x,z, \"r\",label='quadratic')\n", + "plt.style.use(\"classic\")\n", + "plt.plot(figsize = (12,6))\n" ] }, { @@ -290,11 +951,28 @@ }, { "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.hist(titanic[\"Age\"], bins=20, edgecolor='white')\n", + "plt.xlabel('Age')\n", + "plt.ylabel('Frequency')\n", + "plt.title('Distribution of passengers age')\n", + "\n", + "plt.show()" ] }, { @@ -306,11 +984,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "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", + "\n", + "plt.style.use(\"seaborn\")\n", + "plot_options, (plot_1, plot_2, plot_3) = plt.subplots(nrows=1, ncols=3, figsize=(20,10))\n", + "\n", + "plot_1.hist(titanic[\"Age\"], bins = 10)\n", + "plot_2.hist(titanic[\"Age\"], bins = 20)\n", + "plot_3.hist(titanic[\"Age\"], bins = 50)\n", + "\n", + "plt.show()" ] }, { @@ -328,6 +1026,8 @@ "source": [ "\"\"\"\n", "your comments here\n", + "\n", + "If the number of bins increases, the more detailed the data is\n", "\"\"\"" ] }, @@ -340,11 +1040,38 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\biggu\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + " warnings.warn(msg, FutureWarning)\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", + "import seaborn as sns\n", + "\n", + "sns.distplot(titanic[\"Age\"])\n", + "plt.xlabel('Age')\n", + "plt.ylabel('Frequency')\n", + "plt.title('Distribution of passengers age')\n", + "plt.show()" ] }, { @@ -357,22 +1084,55 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Method 1 - matplotlib\n", - "# your code here" + "# your code here\n", + "\n", + "gender = titanic.groupby(\"Gender\").agg({\"PassengerId\":\"count\"}).reset_index()\n", + "plt.figure(figsize = (5,5))\n", + "plt.bar(color = [\"c\",\"r\"], x = gender[\"Gender\"], height = gender[\"PassengerId\"] )\n", + "plt.show()\n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Method 2 - seaborn\n", - "# your code here" + "# your code here\n", + "\n", + "gender = titanic.groupby(\"Gender\").agg({\"PassengerId\":\"count\"}).reset_index()\n", + "\n", + "sns.barplot(x = gender[\"Gender\"], y = gender[\"PassengerId\"], palette ='viridis')\n", + "\n", + "plt.show()" ] }, { @@ -384,11 +1144,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "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", + "\n", + "pcalss = titanic.groupby(\"Pclass\").agg({\"PassengerId\":\"count\"}).reset_index()\n", + "\n", + "sns.barplot(x = pcalss[\"Pclass\"], y = pcalss[\"PassengerId\"], palette ='pastel')\n", + "\n", + "plt.show()" ] }, { @@ -400,11 +1177,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\biggu\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n", + " warnings.warn(\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", + "\n", + "sns.boxplot(titanic[\"Age\"])\n", + "plt.title('Summary Statistics of Passengers Age')\n", + "\n", + "plt.show()" ] }, { @@ -433,6 +1235,9 @@ "source": [ "\"\"\"\n", "your comments here\n", + "\n", + "Most passengers had between 20 and 40 years. The most common age was 28 years old\n", + "We have some outliers, which represents the elderly with ages over 60 years old\n", "\"\"\"" ] }, @@ -445,11 +1250,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\biggu\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "sns.violinplot(titanic[\"Age\"], color=\"c\")\n", + "plt.show()" ] }, { @@ -461,12 +1287,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'\\nyour comments here\\n\\nThe violin plot above, comprises the representation of the summary statistics present in a boxplot, \\nplus the distribution of Age - allowing for a visual representation of the density at each point \\nalong the range of the x axis.\\n'" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "\"\"\"\n", "your comments here\n", + "\n", + "The violin plot above, comprises the representation of the summary statistics present in a boxplot, \n", + "plus the distribution of Age - allowing for a visual representation of the density at each point \n", + "along the range of the x axis.\n", "\"\"\"" ] }, @@ -480,22 +1321,63 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Method 1 - matplotlib\n", - "# your code here" + "# your code here\n", + "\n", + "plt.scatter(titanic[\"Age\"],titanic[\"Fare\"], color = \"red\")\n", + "plt.xlabel(\"Age\")\n", + "plt.ylabel(\"Fare\")\n", + "plt.show" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 34, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Method 2 - seaborn\n", - "# your code here" + "# your code here\n", + "\n", + "sns.regplot(data=titanic, x=\"Age\", y=\"Fare\")\n", + "plt.title(\"Linear regression plot between Age and Fare\")\n", + "plt.show()" ] }, { @@ -507,11 +1389,41 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 35, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\biggu\\AppData\\Local\\Temp\\ipykernel_19532\\4262714544.py:5: DeprecationWarning: `np.bool` is a deprecated alias for the builtin `bool`. To silence this warning, use `bool` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.bool_` here.\n", + "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n", + " mask=np.triu(np.ones_like(corr, dtype=np.bool))\n" + ] + }, + { + "data": { + "image/png": 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v8/PPPxdA1ncZd36DV98+qP38UAcE4NW7F8avd+Ye+803eD7XHU3p0qi8vPAe8DKZ3+4Gq5WsA9+jrVQxu7dGo8E9IhyNvz9Zhw6jpKVhaNYc7wH9Qa9HHRCA96CBZOzY8bcu6COEEOIhZFPyfnNChd6j0qRJE4YOHcrAgQMxm80oikLz5s0ZPnw4DRo0YMaMGSxZsiTHle7uZTAYaNKkCUlJSfj4+Pyt9cOGDWP69OlERERgsVgYPHgwtWrVomrVqpw7d46wsDDKlClD9erVCyx3gLRPl+M9+BUCPl2GSqPFuGsX6as/t68P+noHKfPnk7nrW4ybt6D29cV/4buo3N3JOnSY1EWLAbAlJpI4bjzFhg+j2KjXsV69SuL4CSgZGQAkjp9AsVeHEbRxQ/ZZQXv2kLrk3//MthBCCFEUVIoiX7H/rZvBLYq6CQWm5P59AMTFpRZtQwpIYKA34Lr5geToClw9P/hv5VjQMhYNyfM+PIYvyYeW5C+5Mq0QQgjhCpz0rJ28kkJFCCGEcAUuOkAiv54shBBCCKclPSpCCCGEK5ChHyGEEEI4LSc9vTivpFARQgghXIFc8E0IIYQQonBJj4oQQgjhCmToRwghhBDOSnHRybQy9COEEEIIpyU9KkIIIYQrkKEfIYQQQjgtFz3rRwoVIYQQwhW4aI+KzFERQgghhNOSHhUhhBDCFbjoWT9SqAghhBCuwEWHfqRQEUIIIVyBi06mlTkqQgghhHBa0qMihBBCuAIZ+hFCCCGEs3LVS+irFEVxzRJMCCGE+A9Jm/BMnvfhNWd9PrQkf0mPihBCCOEKZOhH/NnFOm2KugkFpvKJbwDoVaFrEbekYKy6sgGAuLjUIm5JwQkM9AYkx4eZq+cH/60cC5wUKkIIIYRwWnJ6shBCCCFE4ZIeFSGEEMIVyNCPEEIIIZyVIoWKEEIIIZyWixYqMkdFCCGEEE5LelSEEEIIV+CiV6aVQkUIIYRwBTL0I4QQQghRuKRHRQghhHAFLtqjIoWKEEII4QJc9TeGpVARQgghXIGL9qjIHBUhhBBCOC3pURFCCCFcgYv2qEihIoQQQrgAuYS+EEIIIZyXixYqMkdFCCGEEE5LelSEEEIIV+CaV9CXQqXQaTUUHz8Ez7ZPgwpSvtxO4sLlcJ/z3/2G9Ma7ezhqg560nfuJn70YxWQGwPvZDvj2fRZNgB+W6zEkLllB+rffA6AJ8KX4pFdxa1gXxWIlY/dB4t/6wL5tYdFoNfSe9jKNw5uhUsGe1d/wZeTnuZ7v7+7tQZ8ZA6jboj5qtZrfj/zGymmfEP/HLYc43yA/Zn+9gOWTPuaH7YcLKxUhhHBqrjpHxWmHfq5du0bt2rXp1KkTnTt3pmPHjjz//POcPXs21/ijR4/Su3fvQm7lP+c35EX01StzNbwv17oOwqNZA3x6d8011rtbezzbteB6j2FEt+2NtmQg/iMHAODWoA7+r/Uj5vU3udy4E/ELlhIUORFNoD8AAW8Mw5qUwpWWPbnWZSCGOjXx6de90PK845nXe1C+VkXGtBjKhDavU7dFPdq9HJ5rbO8p/XD38mBk81cY1rAfxtQM+s4elCNu0IJX8fL1KuimCyGEcAJOW6gABAUFsXnzZjZt2sSWLVuIiIhg8uTJRd2sPPHu1IbEpWuwJadijY0naekavLu1zz22cxtSPt+E9WYctpQ0EhYux7tLW9BqyPzxBNGtX8B05iIqTw80fj7YMjJQsrJ7TPSVyoFKhUoFqFRgs6FkZBZiptmeerYlW95fT1pSGokxCWxevJ6Q59vkGvvJhA9YNPRtjGlGihX3xeDpRmpCqkNMh0GdSE1IJv6P+MJovhBCPDxsSt5vTsipC5U/a9SoEWfPnuXcuXP06NGDiIgInn/+ea5eveoQFxUVRc+ePenatSuhoaHs2rULgN27d9OlSxfCw8Pp168f8fHxZGZm8uqrr9K5c2fat2/P2rVrC6z9am9PtEEBmC9csS8zXbqKrkIZ0OYchdNVKo/p/N1Y86WrqD3c0ZYuAYBizERfswoVD64ncOZoEt5bji0l+4M96ZN1eLVvScWoLVT87gusickkr95YYLnlxqOYB34l/Ll2Ntq+7Mb565SoVAqNLme+VosVc5aZXlP68c73H1D18epsfHedfX3F2pVp2TOU/5v0caG0XwghHiq2fLg5oYemULHZbGzatIn69eszevRoBg0axNatW+nevTuffPKJQ+yqVauYOXMmGzZsYNasWSxcuBCAxYsXM2fOHLZt28aTTz7JqVOnOHjwoH3fy5cv5+effy6wHFQe7tm5ZGbZlymZmajUatTuhhzxag93FIfY7H+r3d3sy0znL3OpQTg3h0wiYMwg3Bo9bl+XvHIDl5t25UrrF1B7eRAw9pX8TumB3G7nazKa7MuyjFmo1WoM7vr7brfurVX0r/U8v+z+kbErJqPRajC4Gxj83mssG7eEjJSMAm+7EEI8bBSbkuebM3LqybSxsbF06tQJAJPJRLVq1XjzzTfp0qULLVu2BKBz58507tyZo0eP2rebN28ee/bsYceOHRw7doz09HQAWrduzSuvvEKrVq0ICQmhWbNmxMTEMHPmTPr3709wcDBjx47N1xyKT34Vr/BWt++pAFAb9PbCVeWWXXTYMow5tlWMmajc7n6gq9wMt2PvGcKxWAEwHvyRjH2H8QxpivnCFYpPH8mV4GdRMoxYM4zEz19K6U8jiY/8yL5NQeg7axDNugTfbnB2vrp7cjDcLsgy0+8/DGXOyi5sPp/5fyw9uYpyNSsQ+lIYP+08yumjpwqo5UIIIZyRUxcqd+ao3Cs1NRXV7Q9AyC5grl275hDTs2dPmjZtSqNGjWjatCmjR48GYOjQoYSFhfHdd98RGRnJ8ePHGTx4MDt27ODgwYMcOHCALl268NVXX1GsWLF8yeHWjIXcmrHQfr/8njXoKpXDciMWyJ5LYrp8Daw5+9xMF6+gq1SezB9PAKCrVA5bRiaWGzF4d22He9MniB09yx6v0uuxpaahCfRHpdOi0mmx18cWK4rVdt+zi/LL8okfsXziR/b7i3/4hNJVyhB/PQ6AUlXLcOPiH9hyyXfsisnsW/stUbfP5NHotKg1GtKT03myY3MsJguterUDwN3bnUHzh/No0zoyFCSEEOC0Qzd59dAM/dzh7e1NqVKl+P777NNwt2/fzoIFC+zrk5KSiI6OZvjw4QQHB7N3716s1uwehPDwcBRFoW/fvvTp04dTp06xdetWpk6dSqtWrZg0aRIeHh7cuHGjwNqftnU3fkN6ownwRRPoj++AnqRt2XXfWJ8Xn0FbthRqb0/8X+1L2vY9YLGS+ctJPIIb4xHSDNRqPFs3x73x46R9tQfT+StY/oghYNxgVG4G1H4++I/oR/rO/bkWRAXp+w376Pr6cxQr7oNvkB+dhj3DgfV7c4298Os5urz2HH4l/HHzdOOlGQM4efA4cVdj6FejJwPr9GZQ3exb/PVbfDRqkRQpQghxmwz9OJHIyEimTZtGZGQkvr6+vPXWW1y5kj3p1NfXl27duhEaGoqnpyeNGzcmMzOT9PR0Ro0axWuvvYZOp8PNzY1p06ZRoUIFdu/eTYcOHdDpdLRt25YaNWoUWNsT3/8M/1EDKPPlB6i0WtK27Sbpk3smjB7dzK033yPtqz2kfLENtZ8PpZe/jcrDjYzvjhI/70Mge2JtzMgZ+L/+MkGzRmO6eJWbQydjvpzdu3TzlTfwHzOI8t+sQjFbSN9zkIQFywosr/tZv2AtPd94idk7FqDRaji4cT9bl9yd1Lvs1Go+feMjDm3az6aFX6Iz6JixLRKVSsXx735h0ZC3C73NQgjxUHLRHhWVktuVt8TfcrFO7qfZuoLKJ74BoFeF3K/x8rBbdWUDAHFxqX8R+fAKDPQGJMeHmavnB/+tHAtaQqen87wP/83f5UNL8tdD2aMihBBCCEeKi/aoSKEihBBCuAIXLVQeusm0QgghhPjvkB4VIYQQwgXI0I8QQgghnJcUKkIIIYRwVq7aoyJzVIQQQgjxt23dupX27dvTpk0bVq1alWP977//TteuXWnbti1vvPEGZrM5T48nhYoQQgjhAhRb3m9/JSYmhgULFrB69Wo2bdrEF198wZkzZxxixowZw8SJE9m5cycAa9euzVNeUqgIIYQQLqAwCpVDhw7RpEkT/Pz88PDwoG3btvaCBOD69esYjUaeeOIJALp27eqw/t+QQkUIIYRwBYoq77e/EBsbS1BQkP1+UFAQcXFx910fGBjosP7fkEJFCCGEEH+LzWZDpbpb0CiK4nD/r9b/G1KoCCGEEC6gMIZ+SpYs6dBDEhcX59CD8uf1t27dclj/b0ihIoQQQrgAxabK8+2vNG3alMOHDxMfH09GRgZff/01wcHB9vVlypTBYDDw448/ArBhwwaH9f+GFCpCCCGE+FtKlCjB66+/zosvvkiXLl3o2LEjdevWZcCAAZw4cQKAt99+mzlz5tCuXTuysrJ48cUX8/SYcsE3IYQQwgUU1gXfIiIiiIiIcFi2dOlS+79r1qzJ+vXr8+3xpFARQgghXIDyN87aeRhJoSKEEEK4ALmEvhBCCCFEIZMeFSGEEMIF/J2zdh5GKkVRlKJuhBBCCCHyJrpBqzzvo/yPu/OhJflLelSEEEIIF+CqPSpSqORBfMTTRd2EAhOw9TsATlXpUMQtKRiPXPgKgEalXfcYRv2RfQzj4lKLuCUFJzDQG3DdHF09P/hv5Sj+HSlUhBBCCBcgPSpCCCGEcFquOuNUTk8WQgghhNOSHhUhhBDCBcjQjxBCCCGcllxCXwghhBBOSy6hL4QQQghRyKRHRQghhHABNhn6EUIIIYSzkjkqQgghhHBarnrWj8xREUIIIYTTkh4VIYQQwgW46pVppVARQgghXIAM/QghhBBCFDLpURFCCCFcgJyeLIQQQginJacnCyGEEMJpuepkWpmjIoQQQginJT0qhUhToTKeQ0airVQFW/wt0pYswHLilxxx6oBAPF8di7bmoyhpqWT830eYDuzJXqnV4vHSIAxPtQSDG9YLZ0n/eBHW6EsAeLw8FLcOncFise8v5c0JWH77tRAyBLQaSk4ZRLH2T6FSqUhcs4PY+SvuW+oHjngBv+fDUBkMpGw/wM1pH6CYzADoK5am5LTBuNeriS3dSMKKrcR/+CUAhhoVqbxtEYoxy76v5G37ufHGwoLP8U80Wg2jZ4ygdUQLUKnYuGoLH8xdhvIXX286PR/O69OH0qJamH1Zl14R9B7SE/9AP25cvcnHby9n7/b9BZyBEMIVuOocFZfsUbl06RI1a9Zk48aNRd2Uu7RavCfPxnTkAAk9w0n/9AOKTZ6Nys8/R6jXuGlYr18l8YWOpEW+ieeQkWiqVAfAvWcftLVqkzRyEIm9OmE+eRzvafNAo8l+mCrVSH9/Pgndw+y3QitSgKARL+BWsxIXWg/kQvuheAY/gX/fTrnG+vZoR7HwYC52fp1zwX3RlSpO0Ph+AKgMesr/3wyMP//OmfrPcaXXGwT064xXq8YAuNWuSkbUb5yu281+K4oiBWDg6H5UfaQy3Z7qxfOt+vJky8b0HPDsA7cpX6UcI6YOcVhWr8ljDH1jEOMGTKFFtTAWzviQWR9OpXiJgIJsvhDCRSiKKs83Z+SShcr69etp27Yta9euLeqm2Onq1ENlcCNz4zqwWjH/cAjzb79iaBXmEKcuUw5t9ZoYVy4DiwXL6ZOY9u3CrV0EACqDG8bPl6MkxIPVinHTOjSBQahLlAJAU7kalgtnCz2/O3yeac2tJV9gTUrFEhPPrSXr8OsZlmus7zOtSfhsC5YbcdhS0ohdsAK/bqGg1eDdqhE2YxZxCz8Hqw3TxWtc7j4G46+nAXCvXZXMkxcKM7X7Cu/ejv9buIrkxBTibt5i+Xsr6dI74r7xWp2WGe9P5n//51hI/3LkGBENnuXcyfN4enngF+BLRpoRU5apoFMQQrgARcn7zRm53NCP1Wpl8+bNfPrpp/Tp04fTp09Ts2ZNjh49ysyZM9FoNDz++ONcuHCBlStXcvXqVaZNm0ZCQgJ6vZ5x48ZRv379fG+XplwFrFcvO7b1WjTaCpVyxNluxaEYMxzi9MGtAMhYttghXt/kKWxpqdhibqAuVQa1pxfuPfuiq1UbW2oKmRvWkrV7R77nkxu1tye6EgFknbtiX2a6eA19xdKg04LZ4hBvqFqOrHPR9vtZF66h9nRHX7YEbnWqkXX2MiWnvkKx9s2xpmYQ/8kGktZ8DYDbo1VQzBaq7lmKys1A2r4fiZnzCbbU9ELJ9Q6vYl4ElizOxTOX7csun4+mXKWyaHVaLH/KGWDYG4M4FnWCI/t+oHu/rg7rjBlGqteuxmc7PkKlUhH5xrukJKUWdBpCCOG0XK5HZf/+/fj6+lKtWjXatm3LmjVrMJvNjBkzhrfeeotNmzahuT1MAjB+/HhGjhzJxo0biYyMZMyYMVgsOT9c8krl5o6SleWwTMnKQuXm9q/iAHSPPYHnK6+R/uG7YLWi9i6G+fgvZG79H4l9u5H+wTt4DBiGrmHTfM8nN2rP7DbaMu+232bMQqVWo3Yz5Iz3cMd2zxyTO/NNVO5uaHy8Kda2GVlnr3C2eR/+GD2fEmP64tWyIQDWhBTSDvzMxY6vcqnTCHSlAyk9d0RBppcrD093ADKNmfZlmcZM1Go1bu45j1njpxvQKLgBi2d9dN99Xjh9keaVQnmt1zhGTB1Kg2b18r/hQgiXY1NUeb45I5frUVm/fj3h4eEAhIeH079/f8LDwwkICOCRRx4BoFu3bsyePZv09HSOHTvGG2+8Yd/ebDZz48YNypUrl6/tUrIyUekdP6xVBgOK0egYmJmJypBLXKZjnKF9ZzxfGkTa+29j2r8bAMvZ30mZ+Jo9xvLbr5j2foO+WTDmHw7lXzL3KDljKL6dWt5uaPaLXG3QY729Xu2enYstw5hjW5sxE7Wb3n5fdU+sYjKTdfEaiWuye4OMv54hefNeirVrRtreH7j6yoy7+0kzEjv/Myp98XauPTf5bfzckbR7JjS7zbdzNtxTiN0pUIzpjjn7BfgyYd5oRvd544HDOVZL9rN3ZF8UB3Yd5Ol2T/HjwZyTroUQ4l7OOsckr1yqUElISGDfvn0cP36cdevWAZCVlcWpU6cc4u58uNhsNvR6PZs3b7avi4mJITAwMN/bZo2+jKZLD4dlmrLlsfx+0mGZ5epl1AGB4OYOt4sTTdnyWKOv3Gk8nkNGom/YlJQpo7CcuZub7rEnUJcpR9b2TXd3qNeDqeDmONyc/D43J79vv1/t8Er0Vcph/iMu++ErlyXr0nWw2nJsm3UuGn2VsmRE/QaAoUpZbBmZmK/HknXhKt6tGjluoFGDSoW6mBeBQ58jbvFa+1CPSq9HsVrBYv3zw+S7ueMXMHf8Avv97b9soGLV8ty8HgNAxarlib5wFavVsS2Nn26If3E/PtqQPelXo9Xg4enB7t+3MfKlCVSsWp7GwQ1545Vp9m30eh2pKWkFnpMQQjgrlxr62bx5Mw0bNmT//v3s2bOHPXv2MGrUKDZu3EhycjJnzpwBYOvWrQB4e3tTsWJF+9lBP/74I127di2QoR/ziV9QbDbcur0AGg26hk3R1alH1v5vHeJs169ivXgOzz6DQKdHW+NR9C1Cydq7EwCP3v3R1WtI8qhXHIoUAMVqwbPfEHSPNwCVCl29hhiCW5H1beHMUQFI3rSHwFefRxPgizbIn+JDniN5w+77xO4l4OWu6MqXRO3tSdDIF0neug8sVlJ2HETt7Unxoc+BWo1b3er4dGxB8tbvsKWk4R3ahKDRL6HS69AG+VNibB+S/vdtkcwG27H+GwaM6ot/cT+Klwig74jefPXl1znivt6wi+AqbWlVK5xWtcIZ+eIEMtIzaFUrnGNRJzgW9RvNQ5+kRbunUKvVtGwfTIPmT/D1hl2FnpMQ4uHjqkM/KuWvLvbwEImIiODVV18lNDTUviwtLY0WLVqwZMkSZs+ejVqtplKlSqSkpLB06VIuXLjAtGnTSEpKQqPRMGnSJBo0aPC3Hi8+4ul/1D5N+Yp4Dh6JpnJVlIRbpH/6AeYfDqN/ujVeQ0eR0D377Bh1QCCeQ0eirVUHJT0N49oVZH27HXR6/Nd9BajAYnbYd/L4V7FePIchpC3uz76AungQ1rhYjKs+wXTou3/UToCArdnbnKrS4R9tp9LrKDHhZbzbNUOl1ZC8eS8xsz8BW3aPSs3j/+OPSYtJ2bIPVCqKD+uB33NtUXu4k7onihuTF9vnqhhqVKTk5IG4PVIFa2o6tz78wj6ZVl+5LCUnD8T98RooFisp2/YTM+cT+zVY/sojF74CoFHpf3YMc6M36Hl18mBCOjyNVqdhx/pdvDd9CbbbOe87t4M5Y+ezc6NjUVr/ycdZsGKOw3VUnmzZmGETB1GqXEkun7vCohkf8MvR4/+qXVF/ZB/DuDjXnYwbGOgNuG6Orp4f/LdyLGhHSnf966C/0OSPDfnQkvzlUoXK/SiKQmRkJMOGDcPDw4Nly5YRGxvrMDfl3/inhcrD5N8WKg+L/CxUnJUUKg8/V88P/ls5FrRDpZ7J8z6a3lifDy3JXy41R+V+VCoVvr6+dOvWDa1WS6lSpZgzZ05RN0sIIYQQf+E/UagADBw4kIEDBxZ1M4QQQogCIWf9CCGEEMJp5Ty30jVIoSKEEEK4AAXX7FFxqdOThRBCCOFapEdFCCGEcAE2Fz2HVwoVIYQQwgXYZOhHCCGEEKJwSY+KEEII4QJcdTKtFCpCCCGEC5DTk4UQQgjhtFy1R0XmqAghhBDCaUmPihBCCOECZOhHCCGEEE5LChUhhBBCOC2ZoyKEEEIIUcikR0UIIYRwATbX7FCRQkUIIYRwBXIJfSGEEEKIQqZSFMVFf29RCCGE+O/YVPL5PO+j883P86El+UuGfoQQQggXIKcnixzO1Awr6iYUmBqndwBw6bHQIm5Jwah0bBcAyX1bF3FLCo7P8m8BmFLxhSJuScF58/JqAOLiUou4JQUjMNAbcN384L+VY0GzqWSOihBCCCFEoZIeFSGEEMIFuOqEUylUhBBCCBcgc1SEEEII4bRc9YJvMkdFCCGEEE5LelSEEEIIF+CqV6aVQkUIIYRwAa46mVaGfoQQQgjhtKRHRQghhHABrjqZVgoVIYQQwgXI6clCCCGEcFpFPUclJSWF0aNHc/XqVfz9/XnnnXcICgpyiDGZTEyZMoWTJ09is9l49tln6dOnzwP3K3NUhBBCCJFn7777LvXq1WPHjh08++yzzJgxI0fMihUrUKvVbNmyhS+++IJ169Zx8uTJB+5XChUhhBDCBdhUeb/lxb59++jUqRMA4eHhfP/995hMJoeYxx57jIEDB6JSqfD09KR8+fLcuHHjgfuVQkUIIYRwAbZ8uOVFbGysfahHq9Xi7e1NYmKiQ0zDhg2pWLEiAD/++CPHjh2jQYMGD9yvzFERQgghXEBhTabdvn07s2bNclhWsmTJHHGKoqBW594fcujQIcaMGcOCBQvw9fV94ONJoSKEEEKIv619+/a0b98+x/KQkBBu3bpFyZIlsVgspKen51qEbNq0icjISN57772/7E0BGfoRQgghXIKiyvstL55++mk2bNgAwLZt22jQoAE6nc4h5vDhw8yfP58VK1b8rSIFpEdFCCGEcAlFfR2VESNGMH78eDp06IC3tzdvv/02ALt372bPnj3MmjWL9957D4vFwsiRI+3bDRs2jNDQ0PvuVwqVwqbVUGLiYLzDngJUJH2xnVvvfAZK7mfABwzvhe9z7VG5GUjdsZ/YGUtQTGYAAscPwPf5CDBb7PHXBk/FGHUCQ/WKVNj0Pooxy74uZft3xEx+r0DTQ6shYNxQPNs8DSpI/d9XJC5aft/8fAe/SLFnw1EZ9KR/s5/4OYvs+Xl364BPn+5oAvyw/HGTxCUryNj9PQC6apUo88WHKJl380v/eh+3pi8o0PTUZSvh/uIINOWqYEu8hXHFu1hPH8sRp/Irjnu/0Wir1EJJTyPzy6WYo/bZ1+uahWKI6IW6mB/Wm1fJXL0Y64XfHfahfaI5bp1fIm3ygALN6e9QazW0n/YitTs0BpWKHz/fw+7IL1ByOa4anYbQcT2oHd4EnYeBGycusX36SmLPXgMgoFJJOkzvQ7n6VclKz+ToZ99wYMmWwk5JCJHPfH19+fDDD3Msb9WqFa1atQJg7dq1/3i/D02hsn37dj7++GNsNhuKohAREcHAgQMZMGAAM2fO5ODBg0RFRTF37twc2x4+fJgFCxaQlZWF1WolODiYUaNGodUWfvrFh/fCUKMiF9v1R63XU+bD6VgTkkn8v405Yn26h1Gs/dNceXYEtnQjpReMJ3DMy8TOyn4huD1SlZipC0nZ+G2ObQ2PVsX4429cfXFcged0L7/BL6GvVplrHfugMugpsWgm1sRkUlauzxHr/Ux7PNu14PrzQ1HSjQTOm4jf6wNIeGsJbk/UxW/Ey9zsPwbTmQu4N2tIiYUzuNruBaxx8RhqVSPzpxPc7D+68JLTaPF89U2y9mwh/a1RaGs3xHPETFLHv4SSnOAQ6jFkMtZLZ0l5dxKaStXxfG0W1pjr2K6cQ1u7IW7PvULGu5OwXjqNPrQrHsPfJHXkc2CzgVaHoW03DJ16Y4u5Xnj5PUDI689QsmZ53ms5Gq1BR69PR5MRn8KhT3bkiG0xoivlG1Tno46TSU9I5elhnej9f2N5J/h11Bo1L64Yx6/rD7Cq7zz8K5ag37rJxJ69xplvfy6CzIRwHUXdo1JQHoo5KjExMURGRrJ8+XK2bNnC2rVr+frrr/n2229ZunQpJUqUuO+2JpPJPrN4y5YtbNy4kUuXLrF69epCzOAuny6hxH+0DltSKpbYeOI/WovvczknJQH4dA0lceVmLDfisKWkEffuZ/h0bQNaDQCGWlXIOnk+123dHq1G5qnc1xUkr45tSPrkc2zJqVhj40la+jne3TrkHtupLSmfb8J6Mw5bahqJi5bj3bkdaDVk/nScq22ex3TmAipPDzR+PtgyMlCyss/J1z9SDdPpc4WZGtpaj4PBDdPXX4LViuXYESynj6Fv3tYhTl2yLJpKNcncsBysFqznT2E6sht9i+znQR/amazt67Be/B0UBdOujaS/8waosgeI3QeMR/tIPbJ2fFGo+T3I492C2f/+ZoxJaaTGJPLd4s00eD4k11i9h4E976wnNTYJm8XKwaXb8SkdgF+5QGq0ro/ZaGLvuxuwWW3cunCDZd2mc+2Xwn+tCuFqlHy4OaOHokclMTERs9mM0WjEz88PT09P5s6di8FgICQkhBUrVgAQHR1Nr169SExMpEWLFowePRqj0UhaWhrp6ekA6PV6Jk6caL/fu3dvatasyU8//YTRaGTChAkEBwcXSB5qb0+0QQFknb9iX2a6eBVdhdKg0zoM4QDoK5fLEav2dEdXJrsw03h7EjCsF+71H8GalErCp/8jZcMuANweqYJisVJp5yeo3Q2kffcDcfOWYUtNL5Dc7s3PfOFum82Xr6IrXwa0WrA45qerVB7zhct3Yy9Fo/ZwR1u6JJbo6yjGTPQ1q1D68/dBpSJ+9iJsKakAGGpWQ7FYKLv1/1C5uWH8PoqEBR8VbH6lymP7I9phme1mNOoyFXPEKYlxkJlxN+7GVXSNWwKgqVgdy28/4jluPuoyFbFdu4hx1WKwWgHIXLMEJSkeXbM2BZbLP+FWzINiJfyIPXfNvuzWhT/wr1QSjU6D1Wx1iN/x5iqH+7XaNMCYkk7i1TieeK4lMWeu0mH6SzzavjGZqRkcWradHz/fUyi5COHKXPVHCR+KHpWaNWvStm1bQkND6datG5GRkVitVipUqOAQFx0dzcKFC9m4cSM///wzu3fvxsfHhyFDhtCtWzciIiKYOXMmN2/epGbNmvbt0tLS2LBhAwsWLGD8+PE5rqSXX9Qe7gAO80YUYxYqtRq1myHX+D/HAqjd3dD4eJNx9BiJKzdzoUVvYt5cTNCEQXi2bAyAJTGF9O9/4krX4Vx+Zji60kGUnPVageR1h8o9Oz9b5r1tzszOzz33/BxiM+/md4fp/GUuN+pAzNCJ+I9+BbdGjwNgTUrGeOhHrvcYwh89h6AtFUTxaaMKIi07lZs7iinTYZmSlYXK4JYzLivLMc50N07lWQx9q84YVy8mdWQPLGdP4Pn6bNBnP0dKUnwBZvHP6T2y22023v27MBuzUKvV6HI5rveq3OxROrzZh22T/g+bxYq7ryePtGtIzNlrzG86nA2jPiR0XA+qh9Qr0ByEEA+vh6JHBWDy5Mn079+fAwcOcOjQIXr06JFjPkrLli3x9/cHICwsjKioKFq3bs3AgQPp1q0bBw4c4MiRIwwaNIhhw4bRr18/ALp37w5ArVq1KFGiBGfOnKFOnTr50u4S04ZRLOJ2F/ntrn3VPUWJ6vYbvS3DmGNbmzHzvrHm0xe5+tJ4+zpj1AlStuzGu00z0vce5Y+hb97dUXoGce/8HxU+n59rz01eBEwagVeHVrcbmP0/tUFvHytV3S46cstPMWaiNtyTn1suz4Ul+9u68dCPZHx3GI+WTcmM+pXY16baQ6zpGSQs/JTSK97NtecmvyhZmah0jh/MKoMBJcuYM06vd4zTG1Aybxc5FhOmvVuxXbsEQNamFRjaPIOmUg2sZ44XSNv/qYhZ/ajbuRlgf9midbub050CxZSemWPbOxr1DiV03HNseeMTTmw5DIDFZOHWhRv8uHo3ANd+Oc/xTQd5JKwhZ/f8UhCpCPGfIXNUitC+ffvYvn07pUqVonv37rz77rtMmjSJjRsdJ6DeewU8m82GRqPh119/ZfXq1fj7+9OpUyfmzJnD4sWLWb/+7uROjUaTY7v8EjNtMeee6Jp9q98FS2wC+spl7ev1lcthunwNrDlfYqYL0TlibRmZmP+IxePJx/F9PtwhXqXXo2SZUBfzInBcf9TenvZ1ar0exWq1f/Dnl/iZ73HlyY7ZtyYdscTFo6tU3r5eV7Ec5iv3ye/iFXSVyt2NrVQem9GI5UYMXl3CCJw3yTE/nQ5bajpqby/8Rw1yyE9l0KFYrPbhk4Jg++MK6pJlHZapS5bHdv1KjjiVXyDc09OiLlUO2x/ZcdY/olG53207KhWo1NgrPSewdeKnzHr0ZWY9+jIzH3mZ1NhEAquUsq8vXqU0ty7ewJbLcVWpVETM7kfwsE581nuuvUgBiDt/HYO3u2O8Ro1K5Ty5C/GwKupL6BeUh6JQcXNzY8GCBfYfLlIUhVOnTlGjRg2HuAMHDpCcnExWVhbbt2+nWbNm+Pj4sHjxYs6ePWuP++233xy23b59OwAnTpwgKSmJ6tWrF1guKVt2U3xYLzQBvmiC/AkY1IPkjbtzj928G/++XdGVK4Xa25PA114iZdtesFhRLFYCx/bHo2k9UKnwaF6fYh1akLxhF7aUNLxCnqT4631Q6XVogvwpPqovyRt23fc04fyStu1bfF/pjdrfF01gAL4Dnid1y677xvq82A1t2ez8/Ib3JX17dn5Zv57EI7gxHiHNQK3Go1Vz3BvXI/2r3dhS0/Bo8SR+w/tl5xcYgP+I/qRt/qZA87P8/isoNgwdeoJGg/axJmhrPYbp6F6HONvNa1ijz+P27ADQ6tBUqYW+SStMh7KfB/OBr9G36oS6QlXQaDB0fgklLRnr+Qf/gmhROrbhIC1fewbP4sXwDvLl6WGd+HX9gVxjW43pTtXgunzcaUqOSbKndkTh5u3B08M6o1KrKPNYZep2bMqJLYcKIw0hXJqrTqZVKbldCMEJbdy4kU8//RSz2YyiKDRv3pxx48bRrl07VqxYQVRUFDt27CAtLY3k5GQ6dOjA0KFDAfjuu+9YuHAhaWlpANStW5eJEyfi6+tL79698fX15dq1a9hsNqZMmcITTzzxt9p0pmbYP85DpdcROLY/3m2ag05Dypa9xL21NPu0VKDaTxu4OXURqdv2gkpFwJCe+HRrh9rDjbR9UcRMW2Sfq1Ksc2v8B3ZHVzIQ841Ybi1cSdrO7OuM6CuVJWjiK7jVrYFitZK6/Tvi3lpmv0bJX6lxOvu000uP3f8iPPfLz2/kQDxbP4VKqyXtq90kzP/Inl+Fw1u4NeNd0rfvAZUK34Ev4N01DJWHO8b9R7k18z0UY/Zwgnuzhvi/1h9t6RKYLkWTuGApmT+fALJ7avzHDcFQuyZYraTv3EfC/I/+dn6VjmUXDcl9W/+j/NSlK2RfR6V8FWxJ8WSu+wjLsaPomoTg/tLrpAyOyH4e/Irj/uJraKs9imJMJ3PLKswHvrbvR9+yI/rQLqh9A7BGn8e44t0cE3V1zdpgaPfsv76Ois/y7NPWp1R84V9tfy+tQUebCT15tH0j1Fotxzd9z9czV6PYst8+Jp78hK1vfMKpr3/gjeNLQaXC+qchxk+6v8nNk1coUbMcYVN6U+rRimSmZnBgyZZ/PZn2zcvZZ+/FxaXmLUEnFRjoDbhufvDfyrGgvV2+V573MTp61V8HFbKHplApKL1792bYsGE0btz4H2/7bwqVh8W/LVQeFv+2UHmY5Geh4qykUHn4/ZdyLGjzKuS9UBl7xfkKlYdmMq0QQggh7s9Z55jk1X++UFm5cmVRN0EIIYQQ9/GfL1SEEEIIV+Cq8zikUBFCCCFcgM1FSxUpVIQQQggX4KpzVB6K66gIIYQQ4r9JelSEEEIIF+CaAz9SqAghhBAuwVWHfqRQEUIIIVyAzUV/MkvmqAghhBDCaUmPihBCCOEC5PRkIYQQQjgt1yxTZOhHCCGEEE5MelSEEEIIFyBn/QghhBDCackcFSGEEEI4LdcsU2SOihBCCCGcmPSoCCGEEC5A5qgIIYQQwmnJHBUhhBBCOC3XLFNApSiKq+YmhBBC/Ge8XrFHnvfxzuW1+dCS/CU9KkIIIYQLkDkqIofYVk8XdRMKTNDu7wBIHRJWxC0pGN5LdgBwK8x1j2HxHdnH8KsSPYu4JQWnQ8waAMy3LhZxSwqGrnhlAOLiUou4JQUnMNAb+G/kWNAUFx38kdOThRBCCOG0pEdFCCGEcAEy9COEEEIIpyWnJwshhBDCablmmSJzVIQQQgjhxKRHRQghhHABMvQjhBBCCKclk2mFEEII4bTkOipCCCGEEIVMelSEEEIIFyBDP0IIIYRwWjL0I4QQQghRyKRHRQghhHABMvQjhBBCCKdlU1xz6EcKFSGEEMIFuGaZInNUhBBCCOHEpEdFCCGEcAFyCX0hhBBCOC1XPT1ZCpUCpKlUGe/XRqKtUgXbrVukvrsA86+/5IhTFw/Ee/RYdI88ipKWStrSj8jau8e+3vOlvrhHdAS9gazv9pK68D0wmwDQN2qM14BXUJcoge3WLdJXLCdr397s/ZYoiferI9DVroOSlkbG+v9h3PC/As1ZXboibj2HoS5TGSU5nsw1i7CePZ4jTuVbHLder6GpVAslI5WsTcux/PTd7ZVqDF36oW3YEpVWh/XSaTLXvY8SHwOAtm4T9OG9UQeURElNxLRrPeaDOwo0rzs0FSvjNWwk2spVsMbfIn3RAszHcz+mXq+NRVvrUZTUVNKXf4Tpuz2OQSoV3pNmYDl1AuP6dfbFugaN8ex395hmrF6Oaf/egk7tgVRaDY/OeolSHZuASkX0yt2cmb0OHjR5T6XiiU9fJzHqDBc/+Mq+uNb0XlTo2wbFYrUv+6HXPBIO/V6QKTzQ2QuXeDNyMWfOX6RE8QCmjBlOoyceyxH3468neHvxMi5evoq3tyfPRLRjcN/nUalUdHphEH/ExNpjbVYbWSYTKz+cT706jxRmOuI/Ss76KWLXrl2jXbt2VKlSBZVKhc1mw8vLi2nTplG9evV/vd8NGzYQFRXF3Llz87G1gFaL74zZZGzeSNLIEegbNcZn5mwSXnwBW0KCQ6jPlGmYz5whedIEtNVr4Dv7LazXrmE5dxa3DhEYWoaQMGQQSkYGxSZNxWvgK6S9vxBVMR98pkwnadIEzL/+gu6JBvjOeYv4079ji43FZ8YsrFeuEN+zOyoPT3xmzUHJzCRz+7b8zfUOjRb3V6Zi2r8N8zvj0DzaAPdXppE+7WWUlESHUPf+E7BeOYfxg2moK1TDY8h0MmKvY7t6Ht1T7dFUq0PGzMEoWUYMPYbi1us1jO9NQF2yPG59xmJcNgvrqZ9QV6iOx7CZ2BLjsJ76sWDyukOrpdjU2WRu20jyuBHoGzSm2LTZJLz8Akqi4zH1njANy7kzpEybgLZaDYpNf4vk69ewnj8LgLpUabyGvIa+QWMsp07Yt1MV86HYxOmkTJuA+dgv6Oo1oNiMt0g88zu2mJsFm98DVB/bDe9HyrOv6UjUBh0NV43FdCuFSx9tzzXeo0IQj87tR1DIYyRGnXFY51OnEr+NWca1dfsLo+l/yWw2M3zcdHp0DWf54rc4eORHho6bxva1nxBY3N8el56ewdAxU3nj9cF0DGvNtT9u0nvwKCpXKEe7VsFsXv2Rw35HT5mDRq2WIkWIPHqoJtMGBQWxefNmNm3axJYtW4iIiGDy5MlF3axc6R+vh8rNDeOX68BqxXT4EOZjv+LWNswhTlO2HNqaNUlfvgwsFiynTpK5exfu4REAuLcLw7hxPbbYWJS0NNI/XYZbWBhoNGhKlEDl7g7q24fRZgOzBSxWNGXLoatSldSF76BkZGC7FUfGmtW4d4gosJw11euCwQ3zt+vBZsV64ijWc8fRPRnqEKcKKoO6Qg2ytq4AqwXbxd8xR+1F1zz7uVGXLAcqNahUd/MyZWVvW7wE5oM7sJ76KXvVlbNYzh5DU/XRAsvrDl3d28d0/e1jevQQ5uO/4hb6p2NaphzaGjXJWHH7mP5+kqy9u3ALy37uVV7e+L73EZbzZzGfPOGwrTqoBCo39+z8AZTbx9RqpSiVfe5pLry3GXNiGlk3Ezn/7kbKv9gq11idryfNds4i5fhFEv5UpAAUq1OR5BOXC7jFf1/Uz8cxGjPp0/MZdFotLZo3oWG9umzavsshztPTgz2bVtGpfSgWi4VbCYnYrDZ8innn2Oe2nXv49bffmTJmeGGlIQQ2lDzfnNFD06OSm0aNGjFv3jyioqJ45513yMrKIjU1lbFjxxIaGsr48eNJTEwkOjqaESNGEBAQwOzZs7FYLJQoUYK3334bgOjoaHr37k1MTAw1atRg/vz56PX6PLVNU74CliuXHZZZo6PRVqzkGFehAra4OJSMDIc4Q0ir2/spj+XyZYd1ancPNCVLYjl/jqyDB/CLXIBitQAqUt9+C9utODQVKqJYrShZWXcfzGZDU7ZsnvJ6EHXJ8thuRDsss8VcQ12qosMyTanyKEm3IDPDIU7X4GkAzN/vQPt4U7zmrc3OITGOjHfGAGD97Qesv/1wd2ceXmiq1sHyU8F/O9eUr4A1+rLDMsu1aDR/PqblK2C79adjei0aw9PZx1TJyiSxfy+UlGR83nrXYVvrhXNkHTqAz5y7xzTt3exjWlS0xTxwK+lH6pmr9mVp5//As3JJVDoNitmxiLJmZLGv6UjMCak02eD4RcKjUkl0xTyoPvoZ/BrVwJSQysUl27i29rtCySU3Fy9HU7lSeVR3CmOgUoWynL94OUesp6cHAE9HPE9KahodQlvQ+E9DRJlZWbz9/jImvDbYHi9EYZA5Kk7GZrOxadMm6tevz6pVq5g5cyZVqlQhKiqKGTNmEBqa/S3e29ubHTt2YDKZCAkJYenSpdSqVYslS5bwxRdfULx4ca5fv87GjRvx9fXl2Wef5dChQ7Ro0SJP7VO5uzsWCYCSlYXK3e3vxbm53V2fmXnPuux/q9zcQavDGp9A0hvjMP34A/onGlBs4hQs165hOX0a67WreL0ylLSPP0Dt7Y3Hs8+hMhjylNeDqAxu9p4Pe3tNWTkf0+CGkksc+tvPjVqD5dRPmLZ/jpKegqFLf9xfmUbGW69m967c4eGFx5A3sV05g+WX7wsiJQcqt5zHiqys7Lz/Iu7eY4rZjGJOzv1BtDpsiQkkTxmH+ecf0NVvgPe4KdlDgadP5lcq/4jWM7vdVqPJvsxqNKFSq9G4G7CYMxzibSYLtoTUXPel9/Mk/uBJLi39mp8HLsSvUXUafDYaU0Iqsd/8XHBJPECGMRP3P71G3Q0GjJlZ99kC9m5ezR83Yxk6diofLP+coS/3sq/buO0b/Hx9aNOyeYG1WYj/koeqUImNjaVTp04AmEwmqlWrxptvvklAQAB79uxhx44dHDt2jPT0dPs29erVA+Ds2bMEBgZSq1YtAIYMGQJkz1Fp0KAB/v7ZY9FVq1YlMdFxPsW/oWRm5viAVhkMKEajY5wxE5X+/nGK0XE/dz4UFaMR986dUfv4YDp6BABT1FGyvtuHe3gEqadOkjzpDbyGvUrxz9dhvXGTzN3f4FmqVJ5zux/FlAl/6olS6Q2QlekYmJWFSpcz7k4R5vbSKLI2L0dJyJ6YmPXFB3jN/x+aKo9iPZc9VKIuVR73QVOwXr1A5mdvP3hSZz5RMjNB/+eiy4CS+adjmnWfY/qnuNy4R3RGXcwH8w/Zx9T8w1FM+/fh1j6CtEIsVGrPe5ky3W5/0N7uaNC43T1mGvfsf1vTM/+86QMl/XyBI11n2u8nHPqd618eoGSHRkVWqLi7uZGZZXJYZszKwv1PXyruZTDoqVShLC/26MK6jV85FCobtu3kuS4dHHpohCgMrjqZ9qGco7J582Z27NjBwoULKVOmDD179uTkyZPUqVOHwYMHO2zj7u4OgFardXjjSEtL4/r16wDodDr7cpVKhZIPH3rWK5fRlC3nsExTvjyWK1dyxKkDA7N7SO6Js96Os0ZfQVO+vMM6xWjEGnMTTVAJVFrHWlOxZM9RQaVC5elJ8uQ3uNW1E4lDB6GYzJjP5JwzkF9sN6JRBzkOLalLlM0xHGS9cQWVX3G4pydCXaIstpvZcWr/IFSau8cExZZ9uz1PQ/PIE3iMXoA5ag+Zn8wBi7mAMnJkjc55TLVly2ONzuWYFg+Ee49pLnG5UQeWgD8fU+vtY1qIfhv7CTsr982+VepLZkwinlVL29d7VS1N2oUbKNZ/9tYYEFybCn0d5yyp3XTYsgrnGOamSqXyXI6+5rDs0pVrVKlY3mHZmfOXCO/RH7P5blvNJjPFvLzs92/ExHHm/CXahQQXbKOFyIWiKHm+OaOHqlDJTVJSEtHR0QwfPpzg4GD27t2LNZeJh5UqVSIhIYFz584B8Nlnn7FixYoCa5fp11/AZsOj5wug0aB/sin6x+qRuedbhzjrtatYzp/Dc+Ag0OnRPvIobq1Cydy1E4DMXd/g8exzaEqVRuXphWe//mTu2Q1WK1lHDqNv2AhD86cA0NWpi1vr0OzHUBSKTZqCxzPPAqCtUhXP51/AuHljgeVsPXscFBv6tt1BrUFTpzGa6o9h/nGfQ5wSex3b1QsYOvcDrQ51pZroGrXEcnQ3AJYTR9GH90LlEwBaHYbO/VCSE7BGn0NdphLuAyeT+cUHmLZ/XmC55MZ8PPuYune/fUwbN0X3WD2y9v3pmF6/iuXCOTz73T6mNR/F0DKUzN07//IxTFGH0TdohL5p9jHV1q6LISSUrO++/YstC9b1L7+n+phn0Af6YCjhR9XXunD9i38+L0gxW6k1tRfFg+uASkXxFnUp3aUp19buy/9G/02N6tdFrVGzdMU6zBYL+74/wg8/H6N9aAuHuMoVymJTFN776DPMFgtnzl/i/9Zu4JmO7ewxx0+epmL5Mvj6FCvkLISQybROy9fXl27duhEaGoqnpyeNGzcmMzPTYfgHwGAw8PbbbzNhwgRMJhNly5Zl3rx5fPPNNwXTMIuFpPFj8H5tJB49X8AWf4vkmdOx3byJoVVrvF8fxa3w7LNFkqdOxvv1kRT/cgNKehppHy7B/Fv2EIdx62ZUPj74LngPlbs7piOHSV2yCADzTz+S8vZbePbph/fYCdjiYkl95237tVpS3pyW/fi9X8KWEE/68k8xRR0tmHwBrBaMiydh6DEMrzbPYUuOx/jJHJT4GLQNW+LWczhpI7tm5/XxTNx6DsNr7moUYwaZ65dhvZA9tJG59n0MnfviMe6929dR+Z2MxZPBYkbfuitodbg9NxSeG2p/aPP328nasKzgcgOwWEiZNAavYSNxfy77mKbMmY4t5iaGlq3xGj6K+K7ZxzR15mS8ho3Ef/UGlIw00pctwfKnM3xyY/7lR9LeeQuP3v3wGpV9TNMWvo35WM5rtRSms/O+pNbUF3hq9xzUWi3X13/P+YWb7evbXlzOiTHL+GP9wQfuJ+Hw75wY+wmPzn4JtzIBZF6L59jwD0j6+UJBp3BfOp2Oj+bPZMbbi1m2ch1BxQOIfHMCZUuXZNvOPUyPXMQP325Ep9OxJHI6M+cvIbhDD/z9fBn0Uk86trt79tP1GzEEFQ8oslyEcEUqxVn7eh4Csa2eLuomFJig3dlnYaQOCfuLyIeT95LsC8TdCnPdY1h8R/Yx/KpEzyJuScHpELMGAPOti0XckoKhK14ZgLi43Ccnu4LAwOzTu/8LORa0iPLhed7H1ugCus5WHjz0PSpCCCGEkNOThRBCCOHEnHWOSV499JNphRBCCOG6pEdFCCGEcAGuOuVUChUhhBDCBcgF34QQQgghCpkUKkIIIYQLUPLhv7xISUlh4MCBhIWF8cILLxAbG3vfWIvFwnPPPceGDRv+cr9SqAghhBAuoKivTPvuu+9Sr149duzYwbPPPsuMGTPuG/v+++9z+fLlv7VfKVSEEEIIF1DUv/Wzb98++w8Hh4eH8/3332MymXLE/fzzz5w+fZqWLVv+rf1KoSKEEEKIPIuNjSUoKAjI/iFgb29vEhMTHWLS0tKYM2fOA3tb/kzO+hFCCCFcQGFd8G379u3MmjXLYVnJkiVzxCmKglrt2B8yffp0Bg0aRPHixf/240mhIoQQQriAwrqEfvv27Wnfvn2O5SEhIdy6dYuSJUtisVhIT0/H19fXvj4tLY3Dhw9z9uxZFi1axI0bNzhy5AhqtZrOnTvf9/GkUBFCCCFcgK2IL/j29NNPs2HDBoYMGcK2bdto0KABOp3Ovt7Ly4vvv//efn/8+PE0atTogUUKyBwVIYQQQuSDESNGcPz4cTp06MDatWuZMmUKALt372bixIn/er/SoyKEEEK4gKK+gL6vry8ffvhhjuWtWrWiVatWOZbPnTv3b+1XChUhhBDCBcivJwshhBBCFDLpURFCCCFcgKv2qEihIoQQQriAvF5Z1lmpFFfNTAghhPgPaVT66TzvI+qP7/KhJflL5qgIIYQQwmnJ0E8eJHTKe/XqrPw3Z1fVxt0fF3FLCoZ7q4EAaPVlirglBcdiug5AxgfDi7glBcdj8CIAMt57pYhbUjA8RmSf6mncMLuIW1Jw3Lu+AUBcXGoRt6TgBAZ6F8rjFNaVaQubFCpCCCGEC3DVmRxSqAghhBAuwFXP+pE5KkIIIYRwWtKjIoQQQrgAGfoRQgghhNOSoR8hhBBCiEImPSpCCCGEC5DTk4UQQgjhtGwyR0UIIYQQzspVe1RkjooQQgghnJb0qAghhBAuQIZ+hBBCCOG0XHXoRwoVIYQQwgW4ao+KzFERQgghhNOSHhUhhBDCBcjQjxBCCCGclgz9CCGEEEIUMulREUIIIVyADP2IPNNUqIzH4JFoK1bBlnCL9A8WYDnxS444VUAgXsPHoq3xKLa0VIwrPsJ0YE/2Og9PPAa9hq5+Y1Crsfz2KxlLF2K7FeuwD12Tp3Dv2Y+UEX0LJbfcnLsex8w133L2ehxBPl5M6tmahjXK54g7/8ctIv+3l1NXYnDTawmtX4PXOj+FXpf98txy5CRLdxwhPiWdiiX8Gdc9hMcqly7sdO5Lq9Xy7jszeLZbBCoVLF22ikmT37rvT67H3PgNNzeDff31P27yaO1gAKpVq8zCd2fSpMkTpKam8f6S5bw1b3Gh5ZKbc7dSmbX7d87eSiXIy8DEkEdoWM7/vvFXkzJ4Yc0RNvdpjp+7HoBnVhzkRmqmPcZmU8iy2ljevRGPl/Yt6BT+kiqgNPqQF1AXL4OSnoRpz+fYrp29f7xPcdx6TMD42RTITLcv19Rqgq5Re1QexbAl3sS8bx22m5cKI4UHOnczkZmbDnP2RiJBxTyY1LkJDauUyhF3PiaRyG0/cOpaPG46DaF1KvJa2BPotRrMFivvff0zO09cwmiy8EiZAMaGN6JqSb8iyEjkRlFsRd2EAvHQD/1cu3aN2rVr06lTJ4fbxYsXi7ppjrRavCbOxnzkAIkvhJOx/AO8J85G5ZfzDd9r7DSs16+S2Lsj6fPfxOOVkWiqVAfAo/9wVB6eJA3sQVKfrigZ6XgMHnXP4+hw69YLr9FTQFVYyeVktlgZ8eEmQh6ryv63hzKy69O8+uEm4pLTHOIsVhvDl2ygftWy7Jk3mFXjXuDYxT9Ysu0QAAdPXmLB+n3M6hPG9/OHE9awFq9/tBmL1Xn+IKdNHU3dOrWo9ehTPF6/NW3atGTEqwNyja1QoSxeXh4UD3oEX//q+PpXtxcpbm5ubN+2msNHfqR40COEtu3OiFcHEB4eWpjpODBbbby25RdCqgbx3Sstef2p6ozY8gtx6Vm5xu86d5N+X/5AapbFYfn6F5txaGgr++3pKkGE1SjpFEUKag2GiCFYL/yK8aORmA+sxxAxBDyK5RquqVofQ7fRqNw8HXdT4RH0T3XDtHM5xg9ex3rmBwwRg0FVtG+zZouVESv2EPJIefZP6cnI9g14dcUe4lIyHOIsVhvD/2839SuWYM+k51g1tAPHomNZsutXAD7cfYxfr8Syemg4eyf1oF7FEgz9v28xO9Hf4n+dDSXPN2f00BcqAEFBQWzevNnhVrly5aJulgNdnXqoDG5kbloHVivmHw5h/u1XDCFhDnHqMuXQVqtJxqplYLFgOX0S03e7MLSJACD9/UjS5k0DYwZqXz9Ubu4oqcn27T1fn4iubn0yN6wpzPRy+OHsVYxZZl5s3QCdRsPTdavQoFo5thw+6RAXm5RG5ZIB9G/XGJ1GQwlfb8Ib1eLn89cA+HzfL/Rp04i6lUqjVqt4vmU9Fg/t6lRdnC/2fpa5by0iISGRP/64yZy5CxkwoFeusfXr1+XkqbOYzeYc68LDQ8kwGnlzxgKsVitnzlwguEVnjh79uaBTuK8friZgNFvpXb8COo2apysH0aCsH1tOXs8R+8WxaBYdPM/gJlUeuM/tp29w/EYSE1s9UlDN/kfUZWug0umx/LwLbDasl05gu34W7SNP5ojV1n0aXbPOmI9sy7FO93gI5h933u5BUbD8uofMzYuL9AsDwA8Xb2I0WXjxqUezj2GtcjSoVJItP19wiItNyaBykC/9W9ZBp1FTwseT8HpV+PlyDABGk4XBrR8nqJgHOo2aF596lJjkDP5ISC2KtMR/iMsO/cTExDBx4kRSUlK4desWERERvP7662zYsIGNGzeSlJRE8+bNGTBgANOmTePatewPxmHDhhESEpLv7VGXrYD16mWHZdZr0WgqVHJYpilbAdutODBmOMTpg1vdvmMFqxWPl4dhCH8GJeEWKRNH2GMzPlmMknALfUg7dPmexd938WY8lUsFoFLdfZeuVMKP8zduOcSVDijG+8Oesd9XFIV9xy9Qo2wQAKeu3KRprYq8vGAdF27colqZQMZ1D0Gn0RROIn/Bx6cYpUuX5OSpM/ZlZ86cp1rVSuh0uhwFSf16dXBzM3Dk8HYqlC/Lzz8fZ9SYaZw+fZ4GT9Tlt99O8967M+n2TDjJKam8885HLF22qrDTsruUkE5lfy+H41jRz5ML8Wk5YkOqlqBb3XLcTMnMse6OTIuVd/afYWyLmnjqnePtR+1fElvCTYdltoQY1AFlcsRazv+C5fh+VN45e0LVQeWxXjmF4ZmRqANKY7t1DdO+dWAr2h6Hi7HJVA7ycfxbDCrG+ZuJDnGl/bx4v29r+31FUdh36io1SmXnOjaikUP83pPReLnpKO3vXYCtF//E/YabH3bO8U6RR7GxsXTq1Ml+PzQ0FHd3d8LCwnjmmWdIT08nODiYl156CYA//viDr7/+Gp1Ox+jRo+nYsSOtW7cmISGB5557jscee4yAgIB8baPKzR0l60/d5aYsVAa3HHGYHOOUrJxxGSs/JmPlUjxeHor31EiSh70IVitKgmMhUFSMWWbc9I6lkptehzErZ0/CHTabwpx1u4mOS2J23/YApGRksva7X1gwsCMVgvxYtvMow5dsYMOUvrjri7IUy+blld39n5FhtC/LyDCiVqvx8HAnOdkxX5PJRFTUL0ye8hbJySlMnvQ6X21dTZ3HWuDn50vXLu0Z8dpkRo+ZTv16ddi2dSV//HGTr7Z/W6h52XMxW3HTORaFbjoNRrM1R2xxT8Nf7m/zyev4eehpXa1EvrUxz3QGsJgcl1lMoNPnjM1Iuf9+3DzRPtaCrG0foiTFomvYDkOnYWSunAaW+7/uC5rRZMZN5/hW76bTYjRb7rPF7b/FLUeJjk9h9nNP5Vh/5PwfzNlylImdm6DTuETHvEtw1qGbvHKJQuXO0M+9FEXh0KFDLFu2jHPnzmEymTAasz9MateujU6X/SF34MABzp49y6JFiwCwWCxcvHgx3wsVJSsTleFPb+R6A0qmMUccesc4lSFnHKbsN9aMT5fgt2Y7mgqVsV48l69tzgs3vY4sk+MbYabJjIchlzd/sguSN5Zv52ZiKstHPkdAsewCQKfV8OxTj1GtTCAAgzs0ZfWenzl5+SYNqpcr2CTu4/3Fc3nh+a4A9m+p7u53C0kPD3cA0tLSc2w7Y+Y7DvcnvDGbQQNfpGGDx8nKMnH6zHk+XroSgKNRP/P5mo106dK+yAoVd52GLItjUZJptuLxL3tDNv12nW51yjl8uy9yFhNo/lT0avVgzn0ezn1ZLViO70eJ/wMA85FtaB9vhbpERWzXi+5v002vzeUYWvC4T6GfYjTxxrr93ExKZ/mgMAK83R3Wrz18moVf/8TkLk8S9rhzDbH/17lqj4rLlsJz5szh888/p2zZsgwZMgQ/Pz/7QXR3v/uHZ7PZ+Oyzz+xzW9atW0e9evXyvT22q5fRlHH8YNWULY/16hWHZdarl1EHBIKbe65x3tMi0TVtYV+n0mpRaTQo6Tm74otSlVIBXIlNcFh2KSaRyqVyFoDXbyXTa97naDVqPhvdk5L+dycxVi4ZQJrx7geGomRf1Kgo/xyHDhtvnwjr41eNGzdiqFmjqn19jRpVOXvuIlZrzl6HcWOH0eCJx+z3tVotWq2WzMwsTp8+h08xxwmcGo2mSD/UK/t7cjnRcdLl5cR0Kvt73meL+7uZmsnZW6m0qe5EvSmALf4GKj/HNqn9S2BLuPHP9pNwE5Xh3g91FahUFPUklSpBvlyJS3ZYdik2hcpBPjliryek0uv9r9Cq1Xw2uD0lfe8eZ5tNYcbGw3yy9zgfvtxGihRRaFy2UDl8+DD9+vWjXbt2XL58mdjYWGy5jBU3adKE1atXA3D58mXCw8NJTk7OEZdX5hO/oNhsuD3zAmg06Bo2RVenHqb9jt+UbdevYr14Do+XBoFOj7bGo+ifDsW0dycAlrO/497jJVT+xcHdHY9Br2E+9hO2mH/2plrQGlYvh1ql4pOvj2K2Wvnu+AV+OBtNWIOaDnHGLDOvLPofT1QryzuDOuHp5tjj0rlpbdbt/5Xfo2MwW6188NUhfD3dedyJTk9e/fl6pkweRVBQcUqVKsGE8a+ycuWXucZWrVqJdxa8SVBQcdzd3VgwfzrnL1zihx9/Zf2Gr/Dx8eaNCSNQq9U0bPA4PXt0Zt26TYWb0D0alvNHo4JPoi5ittr47mIsP1xNoF2Nkv94XyduJFHBzxNf99x71YqK7doZUGxoG7QFtRpNpTqoy9bAeuaHf7Qf68mDaOs+jSqwHKjV6JqEo2SmY7tx4a83LkANK5dErVbxyb4T2cfw96v8cPEmYY85zo8zmsy88ukunqhcgnd6t8TT4Njjsvibnzl09jqrhnagbvnAwkxB/E02RcnzzRm5xNBPbgYNGsTIkSPx9PSkVKlS1K5dm6tXr+aImzRpElOnTiUiIgJFUZg1a1a+D/sAYLGQNm0MHoNH4t7tBWwJt0iLnI4t9ib6p1vjOXgUiT2yzwBKnTsZz8Ej8f2/DSjpaWR8ugTL7ycAMK77DHR6fOZ/DGoV5p+jSIuclv/tzSOdVsP7w55h9tpv+fSbKAJ9PJn3cjhlivvwVdTvzFyzi8PvvMrOn05zNS6JuOQ0vv7xtH37yiUDWD3uBboHP46iwPhPvyIuOY2a5YJYPLQrOq1zTKYFmDrtbd6aO4mffvgGnU7H6s83OFz7JCnhLIOHjmPNmo28PnIK89+exq8/78bd3Y3v9h+mU+eXsNlsxMTE0SKkKwvens7rrw0kOTmV8RNm8c2u74osN51GzftdnmDWnlMs//ESgZ4G3mr/GGV8PNh++gYzd5/i0NBWf2tff6QYCfwb81gKnc1K1qZF6EOeR9egHUp6Mlk7lqGkxKOp0Qh9yPMYP3jtL3djObEfVCoMYS+j8vTFFneVrM2LwZazZ60w6bQa3u/bmtmbjvDpvhMEFnNnXs9gyvh789UvF5m56TCHp7/AzuOXuRqfSlyKka+P3b32S+UgHz4dGMbK70+hAJ0XbHLY//JB7ahZugDeM8U/5kxnQ+YnleKqg1qFIKHT00XdhALjvzn7w9G4++MibknBcG81EACtPueZHa7CYso+hTjjg+FF3JKC4zE4e25ZxnuvFHFLCobHiA8BMG6YXcQtKTjuXd8AIC7OdU9zDgwsnDOjSvrWyvM+bib9ng8tyV8u26MihBBC/Je4ar+DFCpCCCGEC5DTk4UQQgjhtFy1R8Vlz/oRQgghxMNPelSEEEIIF+CspxfnlRQqQgghhAtw1aEfKVSEEEIIF+Cqk2lljooQQgghnJb0qAghhBAuQIZ+hBBCCOG0XHUyrQz9CCGEEMJpSY+KEEII4QJc9UcJpVARQgghXICrDv1IoSKEEEK4AFedTCtzVIQQQgjhtKRHRQghhHABMkdFCCGEEE7LVYd+pFARQgghXICrFioyR0UIIYQQTkuluGoJJoQQQvyHaPVl8rwPi+l6PrQkf0mhIoQQQginJUM/QgghhHBaUqgIIYQQwmlJoSKEEEIIpyWFihBCCCGclhQqQgghhHBaUqgIIYQQwmlJoSKEEEIIpyWFihBCCCGclvzWzz907do12rVrR5UqVVCpVNhsNry8vJg2bRrVq1cv6ub9KzVq1ODMmTM5lo8fP55GjRrRtWvXXLfbvn07H3/8MTabDUVRiIiIYODAgXlqy5o1awDo2bNnnvbTu3dvhg0bRuPGjfO0nz/7p8f/6NGjLF68mJUrV+ZrO4rSpUuXCAsLY86cOXTp0qWom5Mn93sNDxgwgJkzZ3Lw4EGioqKYO3dujm0PHz7MggULyMrKwmq1EhwczKhRo9BqnedttaDerzZs2HDf56Uo3Zvvvd555x0qV65cRK0SeeU8f1EPkaCgIDZv3my/v2bNGiZPnsy6deuKsFWFKyYmhsjISDZs2ICfnx/p6en07t2bypUr07p163+937wWKIXhv378169fT9u2bVm7du1DXag86DW8dOnSB25rMpkYM2YMa9asoVy5cphMJl599VVWr17NSy+9VEgZ/D3/tdfrn/MVDz8pVPJBo0aNmDdvHlFRUbzzzjtkZWWRmprK2LFjCQ0NZffu3SxevBiz2UxQUBCRkZF4enoyduxYoqOjMZlMvPjii/To0YOEhASmTZvGtWvXABg2bBghISEsWrSImJgYoqOjuX79OsHBwUydOhWA+fPns3PnTvz8/AgMDCQkJISuXbuybds2Pv30U6xWK1WrVmX69Ol4eXnRuHFj6taty82bN/nf//5nz0NRFObOncvevXspUaIEVquVRo0a5ZpzYmIiZrMZo9GIn58fnp6ezJ07F4PBQEhICCtWrKBs2bIOPQq9e/emWLFiXLhwgfDwcOLi4pg+fToACxcuRKPRYLPZAPDx8eHChQs51vfr14+ZM2fy+++/Y7FY6N27N88++ywmk4mJEydy4sQJypUrR2JiYoEd7z+7c/zPnTvH5MmTSU9Px9vbm7feesshLj9eH0XNarWyefNmPv30U/r06cPp06epWbMmR48eZebMmWg0Gh5//HEuXLjAypUruXr1KtOmTSMhIQG9Xs+4ceOoX79+UacB/L3XMEB0dDS9evUiMTGRFi1aMHr0aIxGI2lpaaSnpwOg1+uZOHGi/X7v3r2pWbMmP/30E0ajkQkTJhAcHFxkud7rr96vxo8fT2JiItHR0YwYMYKAgABmz56NxWKhRIkSvP3220D289K7d29iYmKoUaMG8+fPR6/XF3F2uYuJiWHixImkpKRw69YtIiIieP3119mwYQMbN24kKSmJ5s2bM2DAgFzff0URU8Q/cvXqVaVly5b2+1arVXn77beVfv36KcOHD1fOnz+vKIqiHD16VAkPD1cURVE6d+6s/P7774qiKMrHH3+s7N+/X/n222+VoUOHKoqiKDdv3lTGjBmjKIqijBo1Stm1a5eiKIoSHx+vtG7dWrl165aycOFCpWvXrkpWVpaSlpamNG/eXDl9+rSye/du5bnnnlOysrKUxMREpUWLFsr69euV8+fPKz179lQyMzMVRVGUJUuWKHPnzlUURVGqV6+uHDx40J5D9erVFUVRlB07digvvPCCYjKZlPj4eKVZs2bK+vXr7/tcvPnmm8ojjzyiPPPMM8q8efOUU6dOKYqiKC1btlSuXr2qKIqiHDlyROnVq5eiKIrSq1cvZcGCBfbcmjVrppjNZkVRFKVNmzZKdHS0snDhQmXhwoX3Xb9gwQJl+fLliqIoSnp6uv25XbZsmTJy5EjFZrMply9fVurUqaMcOXLknxzav+VBx79jx47Knj17FEVRlI0bNypTp051yD8/Xh9Fbc+ePfZ2T58+XZkyZYpiMpmUp556Sjl58qSiKNmvizs5P//888pvv/2mKIqiXLlyRQkJCbEfU2fwV6/h9evXK82aNVPi4+OVrKwspUePHva/z48++kh59NFHlfDwcGXGjBlKVFSUfb+9evVSxo8fryiKopw6dUp58sknlaysrELP79+8X40bN04ZNWqUoiiKkpWVpTRr1sz+vLz//vvKRx99pKxfv14JDg5W4uPjFavVqnTt2lXZu3dv4SaXi6tXryqPPvqo0rFjR/tt0aJFyrJly5T//e9/iqIoSlpamlK/fn0lPj5eWb9+vRISEqKYTCZFUe7//iuKlvSo/AuxsbF06tQJyO4CrlatGm+++SYBAQHs2bOHHTt2cOzYMfu3q9atW/PKK6/QqlUrQkJCaNasGTExMcycOZP+/fsTHBzM2LFjAThw4ABnz55l0aJFAFgsFi5evAjAk08+iV6vR6/XU6FCBZKTkzl06BDt27e3L78z7HL48GEuX75M9+7d7fspV66cPYd69erlyCsqKoo2bdqg0+nw9/f/y2+AkydPpn///hw4cIBDhw7Ro0ePvxyzvvNt2t/fn9q1a3Po0CH8/f0JCAhwaN/91h84cACj0cjGjRsBSEtL4+zZs0RFRdG9e3dUKhUVKlTINb/8cr/j36VLF1q2bAlA586d6dy5M0ePHrVvN2/evDy/Pora+vXrCQ8PByA8PJz+/fsTHh5OQEAAjzzyCADdunVj9uzZpKenc+zYMd544w379mazmRs3bjgc66L0d17DLVu2xN/fH4CwsDCioqJo3bo1AwcOpFu3bhw4cIAjR44waNAghg0bRr9+/QDsf3u1atWiRIkSnDlzhjp16hRugvzz9yu4+/5w9uxZAgMDqVWrFgBDhgwBsueoNGjQwP68VK1atVB7MR8kt6EfRVE4dOgQy5Yt49y5c5hMJoxGIwC1a9dGp9MB93//DQgIKNwkhAMpVP6F+42BdunShaZNm9KoUSOaNm3K6NGjARg6dChhYWF89913REZGcvz4cQYPHsyOHTs4ePAgBw4coEuXLnz11VfYbDY+++wz/Pz8gOw3GX9/f44cOYLBYLA/lkqlQlEU1GrHE7dUKhWQ3UUfFhbG5MmTAcjIyMBkMtnj3N3dc7T/zj7veNCkwH379pGRkUH79u3p3r073bt358svv7QXEHf2Y7FYHLZzc3Oz/7tjx47s2LEDX19fOnbsmOMxcltvs9mIjIykdu3aAMTHx+Pt7c327dv/dtvzKrfjn5qaan/uIfsD4U738R09e/bM8+ujWLFiBZbXX0lISGDfvn0cP37cPr8hKyuLU6dOOcTdeR5sNht6vd7huYqJiSEwMLDwGv0Af/UavuPevzGbzYZGo+HXX3/l5MmTvPDCC3Tq1IlOnToRERHBrFmz7IWKRqPJsV1R+KfvV3D3/UGr1Tq8rtPS0khOTgawf7hDzvcOZzNnzhyuX79OREQEoaGhHD582N7ee98L7/f+K4qWnJ6cT5KSkoiOjmb48OEEBwezd+9erFYrkP3NU1EU+vbtS58+fTh16hRbt25l6tSptGrVikmTJuHh4cGNGzdo0qQJq1evBuDy5cuEh4fb3xhy07RpU3bu3InJZCItLY19+/ahUqlo3Lgxu3btIi4uDsj+Q12yZMkDc3jyySfZvn07JpOJ5ORk9u/ff99YNzc3FixYwI0bN4DswuTUqVPUqFEDX19f+1lEu3btuu8+WrVqxQ8//MCePXsICwv7W+vvPD+KopCQkECXLl24cOECTz75JFu2bMFms3H9+nV+/vnnB+aa37y9vSlVqhTff/89kH02yYIFC+zr8+v1UZQ2b95Mw4YN2b9/P3v27GHPnj2MGjWKjRs3kpycbD/mW7duBbKfk4oVK9o/+H/88Ue6du2ao3gtKg96Dd/rwIEDJCcnk5WVxfbt22nWrBk+Pj4sXryYs2fP2uN+++03h223b98OwIkTJ0hKSnKqswIf9Hq8V6VKlUhISODcuXMAfPbZZ/a5Ow+Tw4cP069fP9q1a8fly5eJjY21z4e71z99/xWFQ3pU8omvry/dunUjNDQUT09PGjduTGZmJunp6YwaNYrXXnsNnU6Hm5sb06ZNo0KFCuzevZsOHTqg0+lo27YtNWrUYNKkSUydOpWIiAgURWHWrFkP7HZs0aIFv/zyC126dMHHx4egoCAMBgM1a9Zk+PDh9O3bF0VRqFKlCuPHj39gDq1bt+bEiROEh4dTvHhxqlatet/YJk2aMHToUAYOHIjZbEZRFJo3b87w4cNp0KABM2bMYMmSJQ8cPjIYDDRp0oSkpCR8fHz+1vphw4Yxffp0IiIisFgsDB48mFq1alG1alXOnTtHWFgYZcqUKZIPhcjISKZNm0ZkZCS+vr689dZbXLlyBci/10dR2rBhA6+++qrDsu7du7NkyRKWLFnCuHHjUKvVVKpUyd5zduc5+fTTT9FoNLz33ntOM+HyQa/hr776yh5XpUoVXnnlFZKTk+nQoQPNmzcHYO7cuUyYMIG0tDQA6taty5QpU+zbXb9+nS5dumCz2ViwYIFTnbb8oNfjvQwGA2+//TYTJkzAZDJRtmxZ5s2bxzfffFNELf93Bg0axMiRI/H09KRUqVLUrl2bq1ev5oj7p++/onCoFGfurxN/6dixY1y8eJEuXbpgMpno3r07c+fOpWbNmkXdNPEfoSgKkZGRDBs2DA8PD5YtW0ZsbKzD3JT/moK6jo8Q/0XOU+KLf6VChQosXLiQ5cuXY7PZ6NixoxQpolCpVCr7N3StVkupUqWYM2dOUTdLCOEipEdFCCGEEE5LJtMKIYQQwmlJoSKEEEIIpyWFihBCCCGclhQqQgghhHBaUqgIIYQQwmlJoSKEEEIIp/X/8bGSyhmY+JcAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "\n", + "corr=titanic.corr()\n", + "\n", + "mask=np.triu(np.ones_like(corr, dtype=np.bool))\n", + "\n", + "cmap = sns.diverging_palette(220,10,as_cmap=True)\n", + "\n", + "sns.heatmap(corr, mask=mask, linewidths=1.5, annot=True)\n", + "\n", + "plt.show()" ] }, { @@ -529,6 +1441,7 @@ "source": [ "\"\"\"\n", "your comments here\n", + "the more correlated features are Pclass and Fare, and Plcass and Age.\n", "\"\"\"" ] }, @@ -541,13 +1454,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 36, "metadata": { "scrolled": true }, - "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", + "\n", + "\n", + "sns.boxplot(x = titanic[\"Pclass\"], y = titanic[\"Age\"])\n", + "plt.show()" ] }, { @@ -560,18 +1488,45 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 37, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\biggu\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + " warnings.warn(msg, FutureWarning)\n", + "C:\\Users\\biggu\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + " warnings.warn(msg, FutureWarning)\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", + "gender = sns.FacetGrid(titanic, col=\"Gender\")\n", + "\n", + "gender.map(sns.distplot,\"Age\")\n", + "gender.add_legend()\n", + "plt.show()" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -585,7 +1540,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.2" + "version": "3.9.13" } }, "nbformat": 4,