{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Seaborn: Violin Plot"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Welcome back to another lecture on Seaborn! \n",
"\n",
"Today our topic of interest would be **[Violin Plot](http://seaborn.pydata.org/generated/seaborn.violinplot.html?highlight=violinplot#seaborn.violinplot )**, which pretty much does the job similar to our previously discussed **Box Plot** with it's own advantages and disadvantages. Let us at first try to understand what makes **Violin plot** shine out in Seaborn series of plots.\n",
"\n",
"Sometimes just the **Central Tendency** isn't enough to understand a dataset, because it gets difficult to infer, if most of the values are clustered around the *median*, or are they clustered around the *minimum* and *maximum* peaks with actually nothing in the middle. Indeed we may use a **Box plot**, but then, even those don't specifically indicate variations in a *multi-modal distribution* (those with *multiple peaks*). This is where Seaborn **Violin plot** comes in handy as a *hybrid* visualization plot, combining advantages of a **Box plot** and a **KDE (Kernel Densiy Plot)**.\n",
"\n",
"- Violinplots allow to visualize the distribution of a numeric variable for one or several groups. It is really close from a boxplot, but allows a deeper understanding of the density. \n",
"\n",
"- Violins are particularly adapted when the amount of data is huge and showing individual observations gets impossible. Seaborn is particularly adapted to realize them through its violin function.\n",
"\n",
"- Violinplots are a really convenient way to show the data and would probably deserve more attention compared to boxplot that can sometimes hide features of the data.\n",
"\n",
"In terms of **Summary statistics**, a **Violin Plot** pretty much presents stats similar to that of a **Box plot**. Let us quickly import our *dependancies* and then look into what a **Violin plot** holds in stock for us:\n",
"\n",
">**Note:** backward slash **`\\`** is used to write code in next line."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-18T08:09:33.846794Z",
"start_time": "2021-07-18T08:09:31.283835Z"
}
},
"outputs": [],
"source": [
"# Importing intrinsic libraries:\n",
"import numpy as np\n",
"import pandas as pd\n",
"np.random.seed(101)\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"%matplotlib inline\n",
"sns.set(style=\"whitegrid\", palette=\"rainbow\")\n",
"import warnings\n",
"warnings.filterwarnings(\"ignore\")\n",
"\n",
"# Let us also get tableau colors we defined earlier:\n",
"tableau_20 = [(31, 119, 180), (174, 199, 232), (255, 127, 14), (255, 187, 120),\n",
" (44, 160, 44), (152, 223, 138), (214, 39, 40), (255, 152, 150),\n",
" (148, 103, 189), (197, 176, 213), (140, 86, 75), (196, 156, 148),\n",
" (227, 119, 194), (247, 182, 210), (127, 127, 127), (199, 199, 199),\n",
" (188, 189, 34), (219, 219, 141), (23, 190, 207), (158, 218, 229)]\n",
"\n",
"# Scaling above RGB values to [0, 1] range, which is Matplotlib acceptable format:\n",
"for i in range(len(tableau_20)):\n",
" r, g, b = tableau_20[i]\n",
" tableau_20[i] = (r / 255., g / 255., b / 255.)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-18T08:09:33.927360Z",
"start_time": "2021-07-18T08:09:33.850703Z"
}
},
"outputs": [
{
"data": {
"text/html": [
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\n",
"\n",
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" \n",
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\n",
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total_bill
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tip
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sex
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smoker
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time
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size
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0
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],
"text/plain": [
" total_bill tip sex smoker day time size\n",
"0 16.99 1.01 Female No Sun Dinner 2\n",
"1 10.34 1.66 Male No Sun Dinner 3\n",
"2 21.01 3.50 Male No Sun Dinner 3\n",
"3 23.68 3.31 Male No Sun Dinner 2\n",
"4 24.59 3.61 Female No Sun Dinner 4\n",
"5 25.29 4.71 Male No Sun Dinner 4\n",
"6 8.77 2.00 Male No Sun Dinner 2"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Loading built-in Tips dataset:\n",
"\n",
"tips = sns.load_dataset(\"tips\")\n",
"tips.head(7)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-18T08:09:34.377550Z",
"start_time": "2021-07-18T08:09:33.939083Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plotting basic Violin Plot vertiacally:\n",
"\n",
"sns.violinplot(y = tips[\"total_bill\"], palette=\"coolwarm\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Anatomy of Violin Plot"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- This **thick bar** that you see at the center (between *values* 12 and 25) represents the **Interquartile Range** (that we discussed in previous lecture).\n",
"- The **thin line** just above the thick one represents **95% Confidence Interval**. In Statistics, a **confidence interval** is a type of *interval estimate* that is computed from the observed data. Another term that you might come across is **Confidence Level**, which is just the **frequency** of possible our **Confidence Intervals**, that contain the *true value* of their corresponding parameter.\n",
"- And the **tiny white dot** that you notice at the center of our thick line, is actually the **Median**.\n",
"- Finally, the **spread** that forms this *Violin shape* is a **Kernel Density Estimation** to show the *distribution shape* of the data. *Wider* sections represent **higher probability** of members from a sample space (observed data) taking on the given. *Skinnier* sections represent a **lower probability**."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So in entirity, it is also one of the best statistical representation offered by Seaborn for visualizing the **Probability Density** of observed data. That doesn't change the fact that **Violin Plot** can be noisier than a **Box Plot** while showing an abstract representation of each distribution of observations."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let us now get another basic **Violin plot** with few more Violins in it. For this single illustration, instead of our typical usage of built-in dataset, this time I shall use a different dataset that I have also attached in the Resources folder for you to access. I have a particular agenda behind this and shall let you know shortly after I plot it. So let us start by getting this dataset and then previewing it:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-18T08:09:34.713487Z",
"start_time": "2021-07-18T08:09:34.659777Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
university_name
\n",
"
total_students
\n",
"
students_enrolled
\n",
"
gender_dominance
\n",
"
education_level
\n",
"
time
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
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"
Harvard
\n",
"
1582568
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12587
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Male
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High School
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"
Day and Night
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"
\n",
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1
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Oxford
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"
1568291
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54682
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Female
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Graduate
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Night
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"
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"
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2
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Luke
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"
1822565
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"
54808
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"
Female
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"
Graduate
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"
Day and Night
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"
\n",
"
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"
3
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"
Cambridge
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"
785269
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"
24865
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Male
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"
Post-Graduate
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"
Day
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"
\n",
"
\n",
"
4
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"
MIT
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"
64154651
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"
258745
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"
Female
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High School
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Day and Night
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"
\n",
"
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5
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Xavier's
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"
6611852
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"
5698
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Male
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"
High School
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"
Day
\n",
"
\n",
"
\n",
"
6
\n",
"
Cornell
\n",
"
5455131
\n",
"
98547
\n",
"
Male
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"
Graduate
\n",
"
Night
\n",
"
\n",
"
\n",
"
7
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"
Harvard
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"
785280
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"
42530
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"
Female
\n",
"
Post-Graduate
\n",
"
Day
\n",
"
\n",
"
\n",
"
8
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"
Oxford
\n",
"
2534156
\n",
"
22897
\n",
"
Male
\n",
"
Post-Graduate
\n",
"
Day and Night
\n",
"
\n",
"
\n",
"
9
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"
Luke
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"
5425
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"
89
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"
Female
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"
Ph.D
\n",
"
Night
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" university_name total_students students_enrolled gender_dominance \\\n",
"0 Harvard 1582568 12587 Male \n",
"1 Oxford 1568291 54682 Female \n",
"2 Luke 1822565 54808 Female \n",
"3 Cambridge 785269 24865 Male \n",
"4 MIT 64154651 258745 Female \n",
"5 Xavier's 6611852 5698 Male \n",
"6 Cornell 5455131 98547 Male \n",
"7 Harvard 785280 42530 Female \n",
"8 Oxford 2534156 22897 Male \n",
"9 Luke 5425 89 Female \n",
"\n",
" education_level time \n",
"0 High School Day and Night \n",
"1 Graduate Night \n",
"2 Graduate Day and Night \n",
"3 Post-Graduate Day \n",
"4 High School Day and Night \n",
"5 High School Day \n",
"6 Graduate Night \n",
"7 Post-Graduate Day \n",
"8 Post-Graduate Day and Night \n",
"9 Ph.D Night "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Loading University dataset:\n",
"university = pd.read_csv(\"datasets/University.csv\")\n",
"\n",
"# Dataset Preview:\n",
"university.head(10)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-18T08:09:35.433205Z",
"start_time": "2021-07-18T08:09:34.717394Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.violinplot(x=\"university_name\", y=\"total_students\", data=university)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This plot has *data observations* distributed as per their *density*, overall it's *Probability distribution* is displayed in this plot. If we notice very closely, we shall observe that the **X-axis** has `university_name` properly displayed, BUT the **Y-axis** has values in *scientific notation* as **1e8**, i.e. actually an **Exponential form**. But we also want our values on *Y-Axis* to be normally spread out. Another observation would be that the values are *negative* for `total_students`, but that is okay for us, as anyways we just want to figure out the spread which certainly can be *statistically negative*. Before we get into detailing of our **Violin plot**, let us at first get rid of this *exponential form* of values. And to do so, we would be required to call underlying **Matplotlib Axes** class. Let us now see how to use it:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-18T08:09:36.023041Z",
"start_time": "2021-07-18T08:09:35.439065Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Removes Scientific notation '1e8'\n",
"plt.ticklabel_format(style='plain', axis='y')\n",
"\n",
"# Re-plotting University data:\n",
"sns.violinplot(x=\"university_name\", y=\"total_students\", data=university)\n",
"\n",
"# Getting rid of Top and Right spines (just for your 'Styling' revision):\n",
"sns.despine()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And here it goes! We got rid of the **exponential form** and have real value range for our dataset. Honestly, this dataset isn't the best one to practice plots because I created it only to reproduce this particular issue of **scientific notation**. I have observed multiple times, beginners as well as professionals getting stuck with this inane problem of conversion; so thought of getting you introduced to a solution for this problem."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let us now get a full list of *parameters* offered by *Seaborn* along with **Violin Plot**:\n",
"\n",
"**`seaborn.violinplot(x=None, y=None, hue=None, data=None, order=None, hue_order=None, bw='scott', cut=2, scale='area', scale_hue=True, gridsize=100, width=0.8, inner='box', split=False, dodge=True, orient=None, linewidth=None, color=None, palette=None, saturation=0.75, ax=None)`**\n",
"\n",
"It seems that we do have a couple of new optional parameters here for customization: \n",
"\n",
"- First one to catch my attention is **`bw`** parameter which is used to calculate the **Kernel density estimator bandwidth**. Ideally it is expected to be scalar and by default is set to **`scott`**, which we can even alter to **`silverman`** or another **scalar value**, that in turn shall call underlying Matplotlib **`kde.factor`**. This can also be **callable**, and if so, it will take a **GaussianKDE** instance as its only parameter to return a scalar.\n",
"\n",
"- Next is **`cut`** parameter that represents **distance**, in units of **bandwidth size**, to extend the **density** past the *extreme datapoints*. Our last plot had negative values because by default **`cut`** is set to **`2`**, so if we add this parameter as **`cut=0`**, our **violin range** in plot shall be restricted within the range of our **`University`** dataset.\n",
"\n",
"- Next is **`scale`** parameter which represents the method we're going to use for *scaling width of each violin*. By default, it is set to represent **`area`**. But we also have options to replace either with **`count`** to scale by *number of observations* in that bin OR with **`width`** for each violin to have same width.\n",
"\n",
"- Finally, we have **`gridsize`** that helps us compute **Kernel Density Estimate** by assigning *number of points in the discrete grid*."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let us now try to use all these parameters along with other possible variations. We have already observed KDE and Box Plot previously so conceptually we do not really have anything new here, so let us focus more on visualization in this lecture:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-18T08:09:36.069920Z",
"start_time": "2021-07-18T08:09:36.032810Z"
}
},
"outputs": [],
"source": [
"# Loading built-in Tips dataset:\n",
"tips = sns.load_dataset(\"tips\")"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-18T08:09:36.568939Z",
"start_time": "2021-07-18T08:09:36.075780Z"
},
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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iwmPRBeSYEydPEJkQcdlmOqFxIagCVOTn53spMue4pRjcF198Qbdu3UhLS+Orr74CbIt7Lv3QZNm5HYlyc3NdFqcr6Rv1EHhpF5AtAZw6dYrs7GwvReWfTp8+DT9auYokgUrF6dOnxefpAPusKUVQ8xaAIjAAJMjLyxOfZztZLBaOHztOytX9LvuZQqEgqlckOTk5fvV5uiUBrF69mtLSUmbPnk11tW1g5OzZsyiVF7tISktLiY2NdfjYqampBAQEXPmFHiYjN3X7gG0XJkmhJjo6mpEjR3oxMv+za9euyxMAgFJFVFSU+DwdcPLkSQCUwYHUZNpunkLHpyIpJFS6QIKDg8Xn2U7Hjh3DZDIR2y+mxZ/H9ovhyLd5DBkyBLVa3eJrvMFgMLR64+yWLqD33nuPVatW8fXXX/Pggw9yzTXX8O9//5v8/HwKCwuxWCysWrWKyZMnu+P0XmEyGkFqvthGUqj9skSst5nN5uali+0UCr/ceNub7H38iiAtNd8foOb7A00/UwYHijEABxw6dAiAuJS4Fn8elxKLyWQiLy/Pk2F1iMfWAQQEBLBo0SIWLFjArFmzSEpKYsaMGZ46vVuZzWYsFnPT4i87SRkg+qydYLFYkCWRAFzBvqjux2MAAFKQVhQrdMDevXsJjQ0l+EdrAOziB8SDBPv27fNwZM5z+4YwN910EzfddBMAaWlprFixwt2n9LimqXTK5v2sKLRipaUTrFarbRD4R2RJJABH2e/wlcHay36mCNJSLRJAu5hMJvYf2E/vcb1afY02OIDo3tHk7Mnhtttu82B0zhMrgV3gYgJofmdgVejELAsnWK3WZpuXNJGki7tbCe3SVgtAGayjplYkgPY4dOgQ+kY9CUN7tvm6nkO6c+TIEb/pWhMJwAXsXzJJqWv+A2UQVdXiC+YoWZZb6QIS2xg6qqamBqVWg6S+vLGvDAmktsY/LlTetmvXLpRqJd0Hd2vzdb2G9US2yn4zE0gkABe4uBtY8+XhkirEL0vEeputC+jyFoCMSACOqq6uRhmsa/FnyuBAjAaDmKhwBbIsk7kjk+6DuqHWtj27JyYpBl24jszMTA9F1zEiAbhARUUFYNsGshlVKDXV1aLf2kFtDQKLBOCY6upqFCGXd/8AKIIDm14jtO7kyZOUFJeQOKr1/n87SSHRa0QCWdlZfjEBRCQAF7BtVi6B+kctAHUEsmz1yzrh3mSxWFqcBiorlGJltYMqq6tQhLbcAlCFihLb7bF9+3YkhUTvkVdOAAB9xiRi0Bv8ohtIJAAXKCkpQRkQ3rwWELYEYP+50H4mkwmrQnnZ81aRABxWWVmJKqSVLqALCcDeghUuJ8syW7dtpfugbmhDLp9J1ZJuA+IJDA1k27Ztbo6u40QCcIGiomKsqqjLnpc0tudEAnCM0WjEorx80NKqVIr9FRxgsVioqapGGR7c4s9VYbbnRQJo3fHjxyk6X0TS2N7tfo9CqSBxVC927drp891AIgG4wPnzRUia6Mt/cCEBnD9/3sMR+bcGvR65haX0VrWGBrGuot0qKiqQZRlVeEiLP1eGBYEkUVZW5uHI/MfWrVsvXNATHXpf0rjeGAxGW1kTHyYSQAcZDAYqK8uRNJfXB5EUGpSacJEAHFRfX99sMxg7WaOlXuwH0G72lqcqKrTFn0tKBZrwEEpL/W8rQ0+QZZmtW7fSI7U72mDH6o/F948jKFzH1q1b3RSda4gE0EFNF/cWEgCAVR3D2bPnPBiR/6utrUPWXJ4ArAFaasS89Xazl1tXR4W1+hpldKi4QWnFkSNHKCsrI2lcH4ffq1AoSBydSFZWlk9vYiQSQAfZt4iTAlqubCoFxIoE4ACLxUJ9XS2WwMvrrVgCg2w/E9Nq2+Xs2bMgSahjwlt9jSo2grPnxe9nS7Zv345SpSRxRIJT708a2xuTyeTT3UAiAXTQFROAJpba2mpREqKdKisrQZaxBF3eb20JCgZZFtNq2+n06dMExIQjqS6fUWWniY+kurLKb0oXeIosy2z/fjvdU7uh0Wmu/IYWxCXHEhQRxPbt210cneuIBNBB586dQ6EOQVK2vNjGnhjsiUJom73f2hJ8ebeFJTgcQPRZt1N+QQGqHi1MTriEpoet67KwsNATIfmNEydOUFZaRp/Rjg3+Xsq+KCwnJ9tnV1uLBNBBZ8+ebbX/HwCRABxSVFQEgDks8rKfmcNs6ypEn/WVNTQ0cP7cOQJ6tr3pUkCC7Xf3xIkTngjLb+zcuRMkSBjmXPePXeLIBAwGo8+WiBYJoIPOnj0Pmta/ZPbpoeKi1T5nzpwBSYE5NPyyn5lDI0BS2F4jtOn48ePIskxAn7aLl6nCQ1BHhHD06FEPReYfdu7aSVzfWAJD27f4qzXdBsSjDlCze/duF0XmWiIBdIBer291CqidpNCgDIgQCaCdCgoKsEREN98Q3k6pwhIRJbor2sG+e5X2CgkAQNOnG7mHDro7JL9RVVXFieMn6Dm0R4ePZasgGk9WVpZPljIXCaAD7N0VbXYBAVZVNOfOiQTQHnnHj6OPannLPQB9VDx5x497MCL/dCA3l4AeMSiDWx6bulRg/16Ul5Zd/H3u4vbu3QtAj6u6u+R4Pa7qQUlJiU/eBLa5I9jw4cORWirLK8tIkkROTo7bAvMH9v+hUkDbCUDSxHDu3GFPhOTXKioqqCwvxzhgVKuvMcZ2p+LYASoqKoiMvHycQLAtTjx4MBfdpCHter1ugK3I2d69ezvNNq0dsX//fjSBGqL7XF7exRn2PQT2799P9+6uSSqu0mYCWLVqlafi8Ev2O6YWy0BcQgqIprqoEr1ej1bbsT7FzuzwYVuSNMa3PvBm/9nhw4eZMGGCR+LyNwcOHMBkNKFLTWrX69XdotBEhrJ7926RAIADuQeI6x+LooWKtM4Iiw9FF67jwIEDPvf5tpkADh5su1+wR4+O95H5s6KiIhSqwMu2grzMhQRRVFRE79693R+Yn8rNzQWVGmNM6/3WxphuoFKTm5srEkArfvjhBxQBGgJT2t6+0E6SJLRDksjZsQeDwUBAgGNlDzqTqqoqzp09x+iJI112TEmSiEuO4aAPjrO0mQA++uijVn8mSRLTpk1zeUD+5Pz586CObrGb7FL2QeLz58+LBNCGnL170Xfr1fIAsJ1ShT4+gT17fXNanbdZLBYyd+xAl9oHhabt3asuFTw8hZrNe8nJySEtLc2NEfq2I0eOABCX0vb0WUfFpcSSv3s3ZWVlREe33WPgSU4nAAHOnitCbmMKqJ10SQtAaFlZWRlnTp1Cn3bdFV+rT+jL6R0bfO7L5Atyc3OprqoibuQkh94XmJKAKjiQrVu3dukEcPToURRKBdG9XdP/bxfbL7bp+L70O9tmAnjppZd46qmnuO+++1r8+VtvvdXmwV977TXWrVuHJEnccsst/PKXvyQzM5OXX34Zg8HAzJkzeeSRR5yP3ossFgulJcVIkYOv/GJlEAqVzidnAfgK++5J+sTkK75W36sf7NhAdnY206dPd3dofmXz5s0otRqChvRz6H2SSoluVH92ZP5AQ0MDOl3Lm8h0dkeOHCGqVyQqTZuXRodFJUaiVCk5evSoT3VdtvmvtN8JOPMl27VrFz/88AMrVqzAbDYza9Ys0tLSePLJJ/noo4/o1q0b9957L1u2bCE9Pd256L2opKQEi8WMspUaQJeSJAk0MbZVw0KLdu7ciTUkHFPklT9PU1Qc1pAwdu7aJRLAJfR6PVu3bUM3PAVFQPu7f+xCxg6iZvNevv/+e6677sotsc7GYrGQdyyPpAm9XX5spVpJZK8Ijhw94vJjd0Sbw9zXXHMNAHPnzmXKlCmEh4cTHR3Ntddey9y5c9s88JgxY/jwww9RqVSUl5fbdieqqSExMZGEhARUKhUZGRmsXbvWdf8aD7JfzKV2dAEBoInj9GmRAFqi1+vJzsmhvncKXGE8BQBJor53f3Jycnx+xyVPyszMRN/YSOiEVKfer+3bA01cJOvWr3dxZP7h9OnT6Bv1xPR1TxdNbL8Yjh877lPVbNs1z2nz5s3MmDGDd999lyVLljBr1qx2LW1Wq9W8/vrrXH/99aSlpVFSUkJMzMU587GxsU01y/2NvRyBpG190dKlpIA4KirKxAWrBdnZ2ZhNJhqTBrX7PY1JAzEZjX6x8banrFm7Fk1sBNoU5+rXSJJEyISrOHzoEKdPn3ZxdL7PXg4jtm/b63qcFdsvBoPBQEFBgVuO74x2dXS99tprfPzxxyQn2/pnDx48yDPPPMNXX311xfc++OCD3H333dx3330UFBQ0mzFjX1DmiNzcXIde7y579uxBUulA2bxssaXyBwCUEeOaPS8FxCPLMhs2bPC5xSDetmLFCmStDkP3Xu1+j6F7IrJWx8qVK8XaCmxdkocOHiTq5nSHv1OXCpmQSsXybXzwwQfMnDnThRH6vm3btqEN1hIa3/IOah0Vm2zrLVi3bh1jx451yzkc1a4EIElS08UfYPDgwVesa3HixAmMRiMDBw4kMDCQadOmsXbtWpTKi7XJS0tLiY11bLpVamqqT8xT/u9//wcB3S/7slkrMoEWEoDWNrddp9MxcqTr5hj7O71ez7Hjx6lPGgyK1uvWX0ahpD5pIHnHDvrM74Q3/fOf/0RSKQkZ71z3j50qNIigEcns27+f3/72t10qub655E3iUmI6lEDbEhwVRFBEEDU1NR69BhgMhlZvnNvsAqqqqqKqqorU1FTeffdd6uvraWxs5JNPPmHcuHFtvZUzZ87w9NNPYzQaMRqNfPfdd8ybN4/8/HwKCwuxWCysWrWKyZMnO/8v8xKr1WprzWgduJMPiEVSqMjPz3dfYH4oKysLg15PQ3LLFy7dkb3ojuxt8WcN/VIx6PVkZWW5MULf19DQwLfffUfwqP6oQq+wKLEdwq4eQUN9PVu2bHFBdP6hpKSE4qJiug26cvE8Z0mSRLdBcezfv99nCsO12QIYN24ckiQ1BfvnP/+56bEkSTzxxBOtvjc9PZ39+/czZ84clEol06ZN4/rrrycyMpIFCxZgMBhIT0/3uaXR7VFcXIxe34gyqn0rLQEkSYmk7c7JkyfdGJn/2bJlC7IuGEP33i3+POjwHgAaBgy77GeGHr2RdcFs3rzZp6bWedrGjRvRNzYSPWWES46nTe5JQI8Yvl6xgmnTprntjtiX7Nlj+z3r7sYEYD/+8e9Pkp+fT1JS+0p1uFObCcC+Kq4tq1at4oYbbmjxZwsWLGDBggXNnktLS2PFihUOhOh7jl+oRikFOrhbkLYXecf2ODX20Rk1NDSwa/du6gaMAGfqrigU1PUdxK7du7vs3HWr1crXK1ag7dMNbV/XjC1JkkTotSMo/HAdBw4cYMiQ9hWV82dZWVkERQQR0TPcrefpcVWPpvP5QgLocLWjd9991xVx+JWjR48iKdSOdQFhSxiNDfVid7ALMjMzMZtMrXb/tEdD8lWYTSZ27Njhwsj8R3Z2NufOniXsGtfc/duFjB2EKljH8q+/dulxfZHRaCQ7J5uE4T3cfmMWFKEjuncUP/zwg1vP014dTgC+0pflSQcPHUIK7IWkcGy1oBRky/j2zTq6uk2bN2MNjWiz+ueVGOMTsIZGsHHTJhdG5j++WrYMdUQIwaMGuPS4Co2akPSh7Nq5s9MvYMzJycGgN9B7lPP7/zoicVQvjh49SllZmUfO15YOJ4Cu1pWh1+s5fuw46Bxbag+2qaAKVZDPTGX1psrKSvbt3Utt8lXtW/zVGkmiLjmVffv2UVlZ6boA/cCJEyfYv28fodeMQFI5MIOqncKuHg5KBcuXL3f5sX3J5s2b0QZr6T7Qvf3/dklj+wD4xCC72BHMQbm5uVitFhTBKQ6/V5IUyLpk9uzd1yVbTpfatm0bsizTkHxVh49VnzwE2Wpl27ZtLojMf3z55ZcotRpCJw91y/FVYcGEjBvEhm83UF1d7ZZzeFt9fT07d+6kz9jeKFSeuRyGxYcSkxTNxo0bvX4dEAnAQdnZ2bb+/yDHWwAAipBBlJeVdsmVlpfauGkT5uh4zFEdL7trjorFHB3Hps2bOx6YnyguLmbbtm2ETBqCUue+ufrh08ZgMppYuXKl287hTZs3b8ZoNNI/3bnvs7NSJvejoKCgaUKJt4gxAAfIssyOHT8gBfVHUmicOoYixFY9dOfOna4Mza+cO3eOY3l51Lng7t+uLnkIeUePdpmKq1999RWyJBE+dbRbz6PpFkXQsH6sWLmCxsZGt57L02RZZvXq1UQlRhHl4vLPV9I3LQlVgIpvvvnGo+f9sQ4ngIyMDFfE4ReOHz9OaWkJUqjzTW5JE4lCl8jWbdtdGJl/2XzhTt0V3T929mNt6gKDwRUVFaxbv47gcYNQRYZc+Q0dFDFzHPV19axevdrt5/KkQ4cOUVBQwMCp/T0+lqnRaeg3PonNWzZTW1vr0XNfqs1pLFe6uK9cuZI777zTpQH5ss2bNyNJShRhwzt0HClsNCdPLOX06dMkJDg/A8YfybLMdxs3YejRG0tImMuOawkJw9C9Nxs3bWL+/PmdenLCsmXLMJnMdJvpmXoy2qTu6AYm8uVXX3HDDTd0mrIby5cvJyAogL7j+jj8XlmWaahswNho4vB3RxhwjeNJZNB1AzmyKY81a9Zw6623OhyDK7SZAJ555hlPxeHzjEYjG779DkKHIKk6ttxeET4Ka9Ey1q9f36USKEBeXh5F589Rf/WNLj92ff8hnN+0gry8PPr37+/y4/uCqqoqVn3zDcGjB6CJi/TYeSNuGM/ZP/+PNWvWMGfOHI+d112KiorY8cMOhsxKRa11fO+Ew98dpabYduf+/fs/IMswaKpjU3EjEyLoMbg7K1auYO7cuajVjsfRUW12AY0ZM6bpv5SUFBISEujZsyfdunXDZDJ5KkafsHXrVurralFGOrbVXkskdRiEDmXtuvVdrjz0pk2bQKmioW/7Sz+3V0PfQaBUdepuoKVLl2I0GonMGO/Q+2RZxlxVh/F8OdWb9zg8dheYkkBg/158/sUXneJ3dtmyZUiSxKDrnFs/cWrP6TYft1fqrEFUVlR6bUpou8YAXnvtNSZMmMDUqVOZMWMG06ZNY9GiRe6OzWdYrVaWLv0SRWAPpGDXLLhRRl9DQ30d67vQ5hsmk4lNm7fQ0Ls/ckCgy48vBwTS0Ls/mzZvwWw2u/z43lZWVsaqb1YRMm4QmnjHBi1rtuzFXFKJtbaB0k82ULNlr8Pnj5w9keqqKlatWuXwe31JdXU16zesp+/4JIIinWvNm43mNh+3V8+rehCVEMnSL5ditVqdOkZHtCsBfP3112zatInp06ezfv16Xn75Zfr18+y0KW/avn07p0+fQop2XWEsRVBfFMHJfPbZ553ijqo9srKyqKutoX6Ae+atA9QPGEpdbU27NizyN//73/8wW6xEZjhe+K5+34k2H7dHYHJPdKlJfP7F59TV1Tn8fl+xcuVKjAYjQ67vWOlsV5AkiauuH8zpU6e9UtW2XQkgMjKS2NhYkpKSOHLkCHPmzCEvL8/dsfkEk8nE+x98iCKwO4rwUS49tiIug6qqyk6/0tJuw4YNyLpg26bubqJP6IesC2bDt9+67RzecPr0adavX0/o5KGoY8Idfr/VaGrzcXtFzZ1EfX0Dn3/+uVPv97bGxkZWrFxB4ogEInqEezscAJLG9SEkOpjPPv/M4+duVwJQqVScOnWKpKQksrKyMJvNGAwGd8fmE5YtW0Zx0XkU8TcjSa5dN6cISkYRNozPPvuc0tJSlx7b11RUVLBr925qU4Y4tvGLo5RKalOGsGvXLioqKtx3Hg977733kDRqh/v+XS2gVxwh4wbx9YoVfrmd69q1a6mvq2dohuumIHeUQqkgddZgjhw+4vEyMe26ot17770888wzTJkyhQ0bNjBlypQrbgjTGZw9e5ZP/vs/FKFDUYS4ftASQNntZkwWmTfeeKNTL6r79ttvka1W6ge7fyek+kEjka1Wvu0krYC9e/eyc+dOwmaORRni/ZLXkXMmYZXgP++95+1QHGIymVi2fBnx/eOI7dfxFeiu1H9yMoEhWpYuXerR87YrAQwaNIgPPvgAnU7H8uXL+fe//83Pf/5zd8fmVRaLhb/+9W9YZRXKHvPddh5JE40ibjZZWVls2LDBbefxJovFwjdr1mDo0RtzeLTbz2eOiMbQvTer167FYrG4/XzuZLFYePudd9BEhxN+nWu7IJ2ljgwlbPpotm/b5leFDbdu3Up5WblP3f3bqQJUDLxuALt37/bopvHt2hLy7rvvprq6mqqqKgwGA9HR0Tz44IOeitErPvnkE44ePYLUfZ5t2qYbKaKmoAjuzz//+VanrBGUnZ1NWUkJtYPdW7bgUrWpoyktLiY7O9tj53SH1atXc6qwkMhb0lGoHSs/7k4R08eijgzlrbff8oskK8syX371JZE9I+g5pIe3w2nRoKkDUAWoWLZsmcfO2WYCeOyxxxg3bhx5eXmMHTuWcePGMW7cOKZMmcLgwYM9FaPH7dy5k88++wxFxHiU4e6/aEmSAmXCHZhlNc+/8CINDQ1uP6cnLf/6a+TgUBqTBnrsnI1JA5GDQ/16Q5Pq6mo+/OgjdAMTCRrhePVZd1IEqIn6yRTyT+azZs0ab4dzRTk5ORQWFJI6c5DPrhLXhmhJmdyPTZs3UV5e7pFztpkA3n33XY4cOcLcuXM5cuRI03+5ubn89a9/9UiAnnbq1Cle/fNfUOh6oezxU4+dV1KHo0i4i3PnzvHnv/zFL+6q2uPkyZPs27uX6tQxoHTj4O+PKZVUp45m39695Ofne+68LvSf//yHRn0j0fOn+uRFK2hkfwIHJPLBRx/6fLno5cuXowvX0Xe897dhbEvq9EG2LlMPFYlr1xjAyy+/zL59+3jjjTdYvHhxp5xjDbYur2effQ6jWYWy171OV/x0liK4P8puP2HXzp385z//8ei53WXp0qWg0VA32In+a1lGWV+DurKUoNzd4OAged3g0aDReHxgzRUOHz7Mt99+S9jUUWi6ebZSZXtJkkTMbVNpbGzkPR8eED516hQ5OTkMvLY/SjdsnONKoXGhJA5PYPXq1R6ZadmuBLB8+XIefPBBqqurqa+v59FHH/XbecCtaWho4JlnnqWsvApF4v1IGs/VWbmUMnoKiqirWb58uUf7At3h7NmzbN26lZpBo5C1jq/8DTq4G3V1BcrGeiK3rCLooGM3HrI2kJpBo9iyZYtfbWtosVh4c8kS1BEhRN7g3WmfV6LpFkXY1FFs2LCBI0eOeDucFq1atQqlWsmAa/yjPtTg6YOora31SHmIdiWA999/ny+++IKnnnqKp59+mqVLl/Lhhx+6OzaPMRqNPP/CC5zMz0fZ6y4Uut5ejUfZ/RaksBH8+9//9uupjP/73/+QlSpqhzu+chUgMD+vzcftUTt8ArJSyf/+9z+nYvCGtWvXkn/yJJE/mYJC69lWqDMib0hDHR7Cm0uW+FzXZUNDA9999x1JY3sTGOq+jXNcqdvAeCJ6RrDqG/eX3GhXArBarcTGXpw3GxcXh0LROTYTM5vNvPzyyxzYvx9lz9tRhHp/ipgkKVAl3IEiuD9///vf+f77770dksMKCwvZtHkzNVeNwaoLduoYktnU5uP2sOqCqUkdw6bNmyksLHQqDk+qra3lg48+RNe/l8s3encXhTaAyFvSOXnihM/dsGzatAm9Xs/Aa/3jswRb19rAa1I4cfyE2ysutOsqHh4e3ux/7LfffktY2JWnRr7xxhtcf/31XH/99bz66qsAZGZmkpGRwbRp01i8eLGTYbuGxWLh1Vf/zK5du1D2mIcywncWt0kKNcre9yPp+vDKK6+ya9cub4fkkPfeew/UGmpHTPR2KNSOnARqDe+9/763Q7mijz/+mPq6eqLmXeuTA7+tCR4zkMB+PXjvg/epr6/3djhN1q1bR1SvSGL6un/9iSv1m9AXlUbFunXr3HqediWABQsW8Morr5Cenk56ejqLFi3i6aefbvM9mZmZbN++nWXLlrF8+XIOHjzIqlWrePLJJ1myZAmrV68mNzfXa2VQLRYLf/vb3/j+++0ou92MMiq9w8eUZRnZVIWsL8JSvrXDK3slRQDK3r9BDujBiy+95JViUc7Yt28fu3fvpmrkZKxa769ctWp1VI2cxO5du9i3b5+3w2nV2bNnWb1mDaGThxLQM8bb4ThEkiSi5l1LbXWNzwy6nzx5khMnTpCSnuxXyRRsO4b1GZPIli2b3ToY3K6FYC+88AJffPEFf/3rX/nb3/7Gxx9/zEMPPdTmgWNiYli4cCEajQa1Wk3fvn0pKCggMTGRhIQEVCoVGRkZrF271qX/oPawWq289tprbN68GWX8jShjprrmuBVbwVgKllosZ/9ne9xBkjIQZe8FyOpuvPDiS+zdu7fjgbqR2WxmyVtvYQ2NoHaIZ3asao/aIeOwhkbwz7fe9rl+arsPPvwQVEoib3RuzMTbtInxBI8ZyLLlyz02j70tmzZtQqFU0DfN8R2/fEHyxH40Nurd2vpvc2nhY4891tT/nJaWBtjuclUqFdOnT2/zwMnJyU1/LygoYM2aNfzf//0fMTEX72xiY2MdLijV0aXnVquVlStXkp2djTLuBpSxMzt0vGbHrjlw2WNXtCwkVRDKPg9iObmY5577A7ff/n/06eObv9SZmZmcOXWKipnzQOX5HY5apVJTMWE6ijWf8s9//rPp99lXFBcX8/327URcn4YqtGM7znlT1JxJFGYdYcmSJcyaNctrcciyzLfffUuPq7qjDXH94K+x0YhWq2X69OmsW7cOY6PR5eeIHxiHLlzH8q+Xo9O5pyXdZgJ49913Afj973/Pyy+/7NQJjh07xr333svjjz+OUqlsVudClmWHm2apqalO70kqyzJvv/022dnZKGJnoIy73qnjtMpqbPtxB0iqYJRJD2E5uZhP/vs//vTSiwwc6LmVte1RVlbGS3/6E/pe/Wjs43uDbo19BqDv1Y+Nmzczb948oqN9p1940aJFKLUBPlPvx1nqmHBC0lLJ3p3NAw88QGSkd6ZT5+XlUVNdw7AxQ9xyfGODienTp3PPPfcgyzIbd2x0+TkUCgW9R/fi+JaTDB48GK3WuURmMBhavXFu90IwZ2RnZ3PHHXfw2GOPMXfuXOLj45uVPS4tLW02u8jdPvzwQ1auXIki+lqUca7fk9bdJFUoyj4PY5ZCeebZ5zh58qS3Q2rmrbffxmA2UzH5evDFPldJomLy9RhMJt5++21vR9OkpKSE7d9vJyR9KMog1++U5mkRM8ZiMpq80r1rt3v3bpCg17Cebjm+Rqdm3bp1vP3226xfvx6Nzj2t3cQRvTAajezfv98tx3fbXM7z58/zwAMP8Je//IXrr7fdaQ8dOpT8/HwKCwuxWCysWrWKyZMnuyuEZpYtW8bnn3+OInIiym43+92gkJ2kDkPZ+0EMZg1PPfU058+f93ZIAOzYsYMdmZlUjZqCJcw7d33tYQmLpGpUOpmZmezYscPb4QCwZs0aZBnCrh7u7VBcQhMfiS41iW9Wr/ba1pw5e3KI6RPtlu4fAE2gBr1ez4oVK9Dr9WgC3bNeIy4lFpVayZ49e9xyfLclgHfffReDwcCiRYuYPXs2s2fP5quvvmLRokUsWLCAWbNmkZSUxIwZM9wVQpPNmzfz73//GylsBMoe8/324m8naaJQ9n6QukYLTz39jNfrsNTV1fGPN9/EHB1P7TDfXrkKUDtsAuboeN5YssTrWxvKsszGTRvRDe6DOsq9VWc9KXTyUKoqK70y68pkMnH82HHiB8R5/NyuptKoiOkXw6HDh9xzfLccFXj66adbnSq6YsUKd532MocPH+ZvixejCE5GmXCHy3f18hZJG4+i1/2U5P+dF154kZdf/hNqtXcGXd99912qq6op+8ndni345iylkrKrZ6Na+g7vvvvuFWe0udPRo0cpKy0j9oYxbj2PtdHQbNDS2ujeOjNBqX1QBgawbds2Ro50/yZAlyooKMBsNhOT5F9TaVsTkxTNwXWHMZlMLv+Od46rYSvKy8t5/vkXkJURKHvdg6TwoVkpLqAISkLR8xccPnyIJUuWeCWGffv2sX79emqGpWGK6e6VGJxhiu1OzbDxrF+/3qtrA3JyckCSCBrqvn2SwZYA7IOW06ZNc3sCkNQqAgf3Jisn2+M73dnrPkX06BwtqvAe4VjMFkpKSlx+7E6bACwWC4teeZXa+kaUifcjqZwrR+DrlOEjUcRMZ/369Xz33XcePbfBYODvr7+ONTyKmjFXe/TcrlAzegrWsEhe+8c/vLbHdW5uLtqeMSiD3FunRhEY0GzQUhHo3Ew6RwSm9KKyvMLjewfbL5TB0Z3jOx9y4d8hEoADvvzySw4dzEXR/TYkbTdvh+NWyvgMFMHJvPnmEo9+2T799FNKioooS78B2Zfm/LeTrNZQlp5B8fnzfPrpp16JIb+gAE2i+/uqFYEBzQYtPZEAAnrHA3h0i0OwFYBTKBWoAnxnB7WO0OhsA8zu2CiqUyaAU6dO8fHHn6AIG4EywndWo7qLJClR9vwFRrPM3//+mkea3KdPn2bpl19SP2AYhp6+vclGWwwJSdT3H8rSL7/kzJkzHj13Y2MjNdXVqGIiPHpeT1HHhAN4fKaa2WxGoVL4/WQPO6Xadpk2mRwvhnglnS4ByLLM2++8gyypPbqjl7dJmigUcXPYv3+fR6Y3vv3OO1hVaqrSrnP7udytavw0rCo1b3l4bUBtbS0AqlDv10tyB0WQFkmhoKamxqPnDQgIwGw0e3zswV3MRlvpEmcXwLal0yWAAwcOsHfPHqSYWUiqUI+eW7Y0otVqmT17NlqtFtnS6NHzK6ImoQjsznvvf4DVanXbebKzs9mTk0PlqHSnSz37EqsumMpR6ezJyfHoJvJNc+T9YeaUEyRJQlIpPV57KSwsDGRorNF79Lzu0lBl6/oJDw93+bE7XQJYunQpCnUIiijPLDBrxtLYbKYFHk4AkqREipnBubNn2Llzp1vOIcsy733wAdawSOqucu/URU+qu2oM1tAI3v/gQ4/dOdqn9MluaNr7AtlqxWoye3x6cvfuttlo1ed9e5/i9qo+b2tB2f9drtSpEkB5eTnZOTkQMcnj+/kCoAxsNtMCpeeX9SvCRqDQhLNhg3s25sjKyiL/xAmqRkwCZecYZANAqaJq5CROnjjusbLb9js6S5Xv1M93JUtNA8iyx+sB9etnm1Jbcrz0Cq/0DyXHS4mOiW7XHiyO6lQJYMeOHbaNxMNHe+X8kjKw2UwLyQsJQJKUEDqSrOws9HrXN4GXf/01cnAo9f2HuvzYPyYZ9c261CSje5v09f2HIgeH8rWHFiqq1WqiY2MwnivzyPk8zXjeVhK6WzfPzsILDw+nZ0JPzuae8+h53cFqsVJ0uIirUt2zU2GnSgAHDx5EoYlA0sZ7OxSvUgQPwGI2u3w7uZKSEvbu2UPNoJEe6bdWGPTNutQUBjf36SpV1AwcwZ6cHLfMuW7JwP4DMOaf7zQDlpfSn7RdgFNSUjx+7vFp4zl/uMjvxwHOHSqisVbvtvLlnSoBFBaeQg5wT/U/fyIFJgC26bCulJmZCUB9intK7P6YNUDbrEvNGuD+Tb0bLvzbPFUo7qqrrsJYUdMpWwGNB07QJ6kPwcGenyiQnp6ObJU5tu24W46v0qjafOwqeVvy0AXpGDXKPWXCO1UCqKisRFJ3juXfHaIKASQqKytdetjsnBwskTEeq/Ypa7TNutRkjfsTgDk8CktkjMdmA6WlpSFJEnVZRzxyPk8xldfQeOIckyZO8sr5e/fuzeDUwRz+9ghWi+tnxPUantDmY1eor6gnf3ch06dNd8sUUOhkCUCicyz8cA0ZhcJ1/3tlWSYv7xiNcZ2/hdUY25Ojecc80i0TGRnJsOHDqdt2ANnsm1tVOqNmy14kSSI9veM74jnrprk3UVtWx/HvT7j82AOv7U9oXAjaUC0T7hjHwGv7u/wce1fsRyEpyMjIcPmx7TpVAggODkY213o7DO+z2GaVuLLp3djYSF1tDeZw39lFy13MEdHU1dbQ2OiZabxz58zBVF1H7U73lPwFUGjUbT52JaveSO3WvYxLSyM+3nvjcWPHjqVfcj9yvtqH2ejafQkkSUIXoSO8exgDrx3g8lXHNcU1HN18jOnTpxMX575SIZ0qAfTpk4hkOOvtMLxObrSVNOjVq5fLjmlfzWkN9N/9atvLqrWtzLWv1HW3ESNG0CepD5UrM7Ga3LOBStDQvm0+dqXKdbsw1+v5yS23uO0c7SFJEr/65a+oK69j/zcd20vc0374ZDcatYZ58+a59TydKgGkpqZiNZQhGzxbfdDXWGsPolSp6N/fdc1SlerCIJfsvhXGPuPCv1HpoRW6kiRx1513YSqvpvpb94w9hKYPQxUbgSJER8zPriM0fZhbzmOuqKV6/W4mTZrk0t8/Zw0dOpSJEyeyf+UBqos9W5LCWYU5pzi15zTz5s0jKirKrefqVAlg/PjxIElYKnxjqz9vkK0mqN7NiOHD0elcV2PGfixFY+dctHQphd629D4oyHOtnWHDhjF23DgqV2ViLHHt4D3YkowqPBhNtyjCpgx3S6E0WZYp+XgdSiTuuOMOlx/fWXfffTdqtYbt72b6/HRbY4ORzPd3ktg7kTlz5rj9fJ0qAURHRzNh/Hio3IZscX3pVH9grfwBq6mG2bNnu/S4Op2OiKgo1OWemR/vTeryEiKjowkM9OxCvl/ffz8BKhWlH6xFdmMtJ3ep/eEQDQdO8ouf/9yrff8/Fh0dzV133sX5w0Uc/ta3Z1vt+GgnDdUNPPzQwx4podGpEgDAT3/6U2RLI5ailZ4/+Y/LT3i4HIVsrkcuWUn//gMYNmyYy48/eOBAdOcKOnc3kGxFd66AQQMGePzU0dHR3HvPvTTmnaZyjXtqObmLsbiC8v9uYMCggdx4443eDucy06dPZ8TIEez6NJuqc1XeDqdF+bsLOLb9BD+99aceWzzX6RJA3759uf7667FWbMFa59qVsFeiCL2qzcfuJMsylnOfI5vreeCBX7uliT927Fik+lo050+7/Ngt+fEmM57YdEZz/jRSfS3jxo1z+7laMnXqVNLT06n4ejuNR127kM9drEYTJe+sRKtS88TvHvfY2IkjJEnikYcfIVAbyKY3t7p8VlBH1ZXVsf3fO+iX3I/58+d77LydLgEA/OIXvyA+vhvWM+8hmzxXEVARORk0MaAMQdljvu2xh1grM7FW7eK22+bTt697ZnikpaWh1ekIObDLLcf/scY+KW0+doeQAzsJ1Om8lgAkSeI3v/kN3bp3o/jtFZjKfXvgUpZlSj9aj/5UMY89+hixsbHeDqlVkZGRPPrIo5SfqmDXp54p+NceVrOVTf/cimSVeOLxJy5OuPCATpkAdDodT/5+ISoasRT+E9nqmf1eJUlCUocjaeNRRk322I5E1rqjWM/+jyFDhvLTn7pvE5zAwEBmzZiB7sRBVBXur7RYP3g0prBILIFBVKTfQP1g9xb5U1WUoDtxiJkzZni8//9SOp2O5555FrVFpnjJMqwGo9diuZKqDVnU/nCQn/3sZ4wd6/u7740ZM4a5c+dyaMMRTu4s8HY4AGQtzaE4r4QFCxa4peRzW9yaAOrq6rjhhhuattrLzMwkIyODadOmsXjxYneemr59+/LEE48jN57CUviObXZMJ2RtKMB66m169OzBU0896fbm9y233IJWqyUicz24e0aFJGEJCsUUEUN96mhwZ0KVZSIy16PVBnKLl+evAyQkJPDE409gOFNC8b9W+eSgcF1OHuVLNzN+/Hi3z1d3pV/84hek9E9h+7uZXt8zoDDnNPu/yWXGjBlMmTLF4+d3WwLYt28f8+fPb9oQWq/X8+STT7JkyRJWr15Nbm4uW7ZscdfpARg3bhwPPvgg1tpDnTIJWBsKsRb8g6jIUF584XmPFN0KCwvjZ7fdhrYwj8DjB91+Pk8JPJ6LtvAYP7ttvlvqrjtj9OjR3HvPvdTvO07Z55t8agqjPv88Je9+Q0pKMo899phLy464m1qt5vcLf0+AKoDvXt+MSe+d60JNSS1b395G3759uffee70Sg9v+r33++ec899xzTX2C+/fvJzExkYSEBFQqFRkZGaxdu9Zdp28ybdo0fvOb32CtzcVS8IbHt2l0F2vdUSz5i4mKCObVVxYRExPjsXPPnj2bvsnJRG/7BmWdb/dRt4eyrobobavpl5Li8umzHZWRkcGcOXOo/i6bqvWeGXu5EmNRBUWvf0l0ZCTPPfscWq37i/S5WmxsLI8//jiVZ6vY/t4OjydXs9HMd69vQiWpefLJJ9FovLCBFW5MAC+99FKzEqYlJSXNLlKxsbEUF3tmxe7MmTP57W9/Cw0nsJxcjGyq8sh53cVStRtLwRv07B7HX/7yZ48PvCmVSn732GNorBaiNywFqx8XMbvwb9BYLfz20Ud9cgbLnXfeyaRJkyhfuoWaHd5tdZmr6yh6bSmBChUvPv+CW/ap9ZQRI0bws5/9jBOZJz26PkCWZb5//wfKCyv43e9+59U1Ex4bbrZarc0GRWVZdmqQNDfXuZoeoaGh/Oxnt/Hpp59hOf4Kit6/RhHo+hKu7iTLMtaStViKV9CrVyK33TafwsJCCgsLvRJPxg038OWXXxL+/XqqJs30SgwdFf79OjTnCsm4+WZKSko8thGMo66++mpOnzlD4ftrUIYEEpSa5PEYLA0Gzv99Kdbqeub/8pcUFRVRVFTk8ThcqV+/fqSkpPDDJ7uJ7hNFbD/330wd2ZTHsW3HmTJlCgqFwmOlx1visQQQHx9PaenFmSOlpaVO3bmmpqY6XRt75MiRjBkzhuee+wOVJ/8CPX6BInyEU8fyNNlqxHL6I6zVWUyZMoWHH/bMSsG2jBw5ErPZzNdff40pMob6we7ZtMJdgg5mEbJ/J3PmzOFXv/qVt8O5oquuuorHn3icwn9+TfffzkPbx3NbLcomM8VLlmE6X85zzz7rtg1KvGHAgAE89PBDfPf6Fua8cAOBYe6bAVZ6sowfPtrFiBEjeNRDLU6DwdDqjbPHRm6GDh1Kfn4+hYWFWCwWVq1axeTJnpsnb5eUlMRrr/2dlH5JmE/9C3PR18g+vrJVNpZjOflXrDXZ3HHHHfz2t7/1+sXf7s4772TEyJFEbvkGbYFnF951hLYgj8gt3zBi5Ei/uPiDbXroC8+/QHRkJEWvf4mxqMIj55WtMsX/+YaGo6d45OGHO9XFHyAkJISnnnwKY72RTf/citVNM670tXq+e30zERER/O53v/OJ7kaPJYCAgAAWLVrEggULmDVrFklJScyYMcNTp28mMjKSV15ZxLRp02xdKgVvIpt9s8iZtfYwlhOLCJDLeO7ZZ/nJT37isfUF7aFUKnny97+nT1IfYtZ/jqbIM6uEO0JTdJqY9Z/TJ6kPT/7+9z7xRWyviIgIXnz+BQIVKopeW4q5xv2/t2VfbKQu6yi/+tWvuOaaa9x+Pm/o27cvv77/15w7eJ49y/a5/PiyVWbL29vRV+t56smnCA0Ndfk5nOH2BLBx40Z69rTtIpWWlsaKFStYt24dTz75pFcvZGq1moceeojf/OY3SA15WE4swtroOxcvWZaxlKzDXPAPesRH8tprf2fMmDHeDqtFgYGBPP+HPxAbFUXcN5+g8uGCcaryEuK++YTYqCie/8MfvLrgy1k9evTg+T/+EbmmgaJ/fIXV4L5pjFXfZVP9bTazZ8/mpptuctt5fMG0adOYOnUqe77ex9nccy499v7VuZzed4a7777bY3V+2sN/Ju+6ycyZM3n11VcIC5KxnPgzlkrvF+GSLXosp97BUrScSRMnsnjx3+jRo4e3w2pTZGQkL7/0EmGBWuJXfoiy2jPdE45QVlcQv/JDwgK1vPzSS0RGemZvY3dISUnhiccfx1BYRPF/vkG2un4aY/2+45R9tpFx48Zx5513+lTL013uv/9+EnomsOWtbTRUu2bKeMnxErK+yGHixIlcf/31Ljmmq3T5BAC2QaA3/vE6gwcNwHL6fcxnP0OWvTO1UdYXYTnxCtTu56677uKJJ57wm7vU+Ph4Xn7pJYIVEL/iA5R13l1leSllXTXxKz4gWAGL/vQnnypX7Ky0tDTuvPNO6nPyqFj5vUuPbTxXRsm/v6Fv374+01/tCVqtloULF2JqNLP17e0dTqzGBiOblmwjJjqGBQsW+FwSFQnggvDwcP70p5eYM2cO1vLNWPJfc2p/YUXkeBSR452KwVpzAMvJVwlSN/Liiy8yd+5cn/uFuZLExEReeuEFdCYDcSs+RNFQ5+2QUDTUEbfiQ3QmAy+98IJLt8r0tjlz5jB16lQqV2VSl+OaQXhLg56iN5cRrA3k2Wee8cuFXh3Ru3dv7r7rbs4cOMuhDq4P2PHRTurK63j88cc9slLfUSIBXEKpVHL33XfblrbrC7CceAVro2N7DCsjxqGMcKyS5MX+/n+SmNCN11//O0OHDnXoGL4kOTmZ5//4R7QNtcSt/BBJ773V1wp9A3ErPkTbUMsLzz9PcnKy12JxB3v10OSUFErfX4Opg7uJybJMyftrMJfX8PRTTxEdHe2iSP3LrFmzGDlyJLs/zaKqlXpB/dOT6Z/e+u9TQVZhU33/gQMHuivUDhEJoAXXXHMNf/7zq4TqZKwn/4K1xn0bSstWM5YzH9v6+ydN9MrKXncYPHgwzz3zDAFV5cSt+hjJ6JmKrJeSjAZiV31CQHU5zz3zDIMGDfJ4DJ5gq22zkACFiuK3VyCbne++rN60h/o9x/jlHXd02s+rPSRJ4uGHHyYgQMv2f2e22BWUPLEfyRP7tfh+fZ2BzPd/oE9SH4/W93eUSACtSElJ4bW/L6ZXr+6YC5ZgKd/u8nPIFj2WgjexVmYyf/58nnjiiU7V3B4+fDi/X7gQTek5YtZ+ChYPbsJhMROz5lM0pef4/cKFDB8+3HPn9oK4uDgefeQR9KeKqViV6dQxjOfLqVi6mVGjRjF37lwXR+h/IiMjufuuuynKK+bIpqMOvXfXp1noaw088vAjHq3v7yiRANoQHR3NX/78KiNGjMBy9hMsJa4rXieb67Dk/x0a8nj44Yf5v//7P7/r72+PtLQ0Hnn4YQJOnyRqw5fgibLGVitRG74k4MxJHnn4YdLS0tx/Th+QlpbGtddeS9WanegLzjv0XtlqpeS9NQRqtTz00EOd8nfRGVOnTmXIkCFkfbEHfa2+Xe8pOV5C3pZjzJkzx22bM7mKSABXEBgYyHPPPcuUKVOwFH2NuWhlhysHyuYaLPmLUZjO88wzz3Dddde5KFrfdO2113LXXXehO3GI8O/XuncfAVkmfPtadCcOcdddd3Httde671w+6J577iE0LJSyTzY4tIdAzbb96PPPcd899/r19FhXkySJ+++/H7PeTPaXe674elmW2fHRLiIiI3y668dOJIB2UKlUPProo1x33XVYS1ZjLVnt9LFkcz2W/NdQmsv44x+e89nFXa42d+5c5syZQ8j+nQTv29Hu99UPHE79wPZ33wTv20HIgZ3MnTu3S3ZjBAcHc89dd6MvKKJm+/52vcdS30jlsq2kXnUVV199tZsj9D+9evVi5syZHNmU1+qAsF3+rgJKT5Zxxy/uQKfTeShC54kE0E5KpZIHH3yQa6+9FkvxKixlmx0+hmw1YCl8E4WplD/+8Q8MGzbM5XH6sjvvvJO08eNtO28VtK9PtWHAMBoGDGvXa7UFR4nIXE/a+PF+U9/HHdLT0xk4aBBVKzLbtUq4cs1OLA0G7r/vPtH104r58+ej0WjaLBNhtVrJ+WofvRJ7+U0iFQnAAQqFgoceeogxY8diOf+5Q7ODZNmK5fQHyA0FLFz4hF9P83SWQqHgt489Rp+kJGI2fImqssxlx1ZVlhKz4UuSkvryWz/bocrVJEnijl/8AlN1HdWb2+62MFfXUbNpD1OmTKF3796eCdAPhYeHc8P1N3Dyh/xWt5Es2F1I1bkqbpt/m98snOu63xInKZVKnnj8cXr37oP1zH+QDe2re2MtXYe1eo/tLriLDEq2RKvV8twzzxCsDSB27acumR4qGQ3ErvmMEG0Azz7zdKeaSeWs1NRUhg4dSs232W1OC63euAfZZPaL/mpvmzt3LkqlkoMbDrf489y1h+jWvRsTJkzwcGTOEwnACVqtlueefQatRoHl9H+uWDbCWn8CS/EqJk9OZ86cOZ4J0ofFxMTw5MKFKCvLiNjm/HiKXcTWb1BVlfH7hQs9ujWmr7vpppswVdVSl9Xyalar0UTtlr2MGzfO52tN+YKIiAgmTZrEsW0nLttHuCy/jJLjpdyYcaNftT79J1IfExsby0MPPWjbmL1kfauvk60mrGc/JCY6mt/85gHRx3rB0KFDmT9vHkFH9qLLO+D0cXR5+wk6uo/58+d3yW61towYMYL4bt2o2d7y51u/5xjm+kYyMjI8HJn/mjlzJia9iYKs5rvw5W07jlqt9rty2SIBdMDEiROZMGEC1tI1yMaW+7Otpeux6kt46KEHCQoK8nCEvm3+/Pmk9O9P1LZvUNQ7vrm8or6GqG2r6T9gAPPmzXNDhP5NoVBw3dSpNB49hans8n7r2sxcYmJjueqqq7wQnX8aNGgQcfFxHM882fSc1Wolf2chY8eO9cl6P20RCaCD7rnnHpRKCUvxqst+JptrsJZtYMKECZ1+JaozlEolv33sMVQWMxHb1jj8/oitq1FZzDzmo5u5+4IpU6YAXFYozlLfSOORU1x9YV9aoX0kSWLihImcP1SEscEIQMmxUhprGpk4caKXo3Oc+D/fQdHR0dyYcQPWyl2XDQhbSr8Dq5Hbb7/dS9H5vh49ejB/3jx0Jw6hLTzW7vdpC4+hO3mY2+bPF/3XbYiPj6d3nz407DlG6ISrCJ1gu9tvOHAS2Wrt0hMSnDV27FisFitnD9pWW5/edwalUsnIkSO9HJnjRAJwAfvsgEvXBshWI1RuJy0tjYSEBO8F5wduvvlm4rt1JzJzHVjbUcjMaiHy+3V069690+9S5QpjRo9Gf/IcwSOSCR2fCkDDwQJCwkLp16/lYmZC61JSUggI0HD+sC0BnD9URHJysl8s/PoxkQBcIDIykvHj06B6F7LVVvDMWr0Pq7mBG264wcvR+T61Ws1dd/4KZUUpQUf2XvH1QYf3oKws5c5f/Qq1Wu3+AP3c0KFDka1WGo/ZSpvLsoz+6CmGDRkqun+coFarGTBgICXHSjEbzZQVlDN48GBvh+UU8X/fRa655hqs5nrkOtuUO2t1FhGRUWKArZ3GjRtHv5QUwrO3gaWNVoDFTHjONpJTUhg3zrF9F7qqAQMGICkk9CdtCcBcWYupsrZLl3vuqJSUFCpOV1KWX47VYqV///7eDskpIgG4yLBhw9BoArDWHkS2mqD+KOPTxok7rHaSJImfzZ+PoqYS3fHWV1jrjh9EUVPFbfPniym17aTVaunVKxFDfhEAhgLbn/560fIFffr0wWqxkr+7oOmxPxJXJxfRaDSkpqZCw1HkxlPIFoOY+eOgUaNG0b1HT0L372z1NaH7d9KjZ09Gjx7twcj8X7++fTGdKQXAcLoESSGJ0g8dYB/XK8w6hVqtJi4uzssROccrCWDlypXMmjWLadOm8cknn3gjBLcYNGgg1sYirLWHAHx2GzhfpVAomH1jBuqSs6hLL69nry49j7rkLDdmZIi7fwclJiZiqq7DUteI8VwZ8d26ERAQ4O2w/FZ8fDwAdeX1xMbG+O00ZI8ngOLiYhYvXsx///tfli9fzmeffcbx48c9HYZb2DZ/kLFW7iQiIorw8HBvh+R30tPTUanVBB25vIhZ0JE9qNRq0tPTvRCZf7PfsZqKK7EUV5LQo6eXI/JvOp2O4BDboq/YWP+8+wcvJIDMzEzGjRtHeHg4Op2O6dOns3at63ba8qZ+/fqhVKrAVM7AgaJ/1RkhISGMHjWK4JOHQb5kQxPZSvCJQ4wZPZqQkBDvBein7HesxpJKjKVVdO/e3csR+b+IiAgAoqKivByJ8zy+WWVJSUmzgl2xsbHs39++jSt8XWRkJB9//BENDQ1+/UvhbRMmTGDHjh1ois9ijLfduWqKzyLV1/pVpUVfYu+jNhQWYTWa/LbP2pdEhEdw+tRpwsLCvB2K0zyeAKxWa7P+W1mWHerPzc1tfw1+bzp79qy3Q/BbKpUKJAlt4bGmBKAtPIYkSSiVSrKzs70coX/S6gLRnzwHQHV1tfgcO8hotJWCqKmp8dvP0uMJID4+nqysrKbHpaWlxMbGtvv9qampYvCqC1j65ZccPFeAvURc4Nl8+iYnM2nSJK/G5c9iY2M5deo0AKNHj2bAgAFejsi/BQUFsX37dm688UaHrmGeZjAYWr1x9vgYwPjx49mxYwcVFRU0Njayfv16Jk+e7OkwBB93VWoqAcVnwGIGixlNyVmGpKZ6Oyy/FhURCRbbuIqYoNBxAwYM4K677vLpi/+VeLwFEBcXxyOPPMLPf/5zTCYTt9xyC0OGDPF0GIKPGzBgACxbhrq8GEkGLBZxx9pBl/ZViwQggBcSAEBGRobYhEJoU3JyMgCaknNNz4nCZR1jr1WvUqtFN6oAeCkBCMKVxMbGEqDVoq4oBWQCAgP9uqntC+wJQKfTiYV0AiASgOCjJEmiZ8+eVFWVIQE9e/QQF60Osu9Ip1CIz1GwEbWABJ/Vo3t3AmoqCaipoIdYuNRh9nr1kiS+9oKNaAEIPis2NhZFTRUgi4VLLqDVam1/kWXvBiL4DJEABJ8VExPTVA4iOjray9H4P/vAr+hKE+xEW1DwWfZaKz/+u+AcewKQRQtAuEC0AASf1b9/f/pemA4qNi/pOI1GA4gWgHCRSACCz4qOjub1v//d22F0Gvb9k0ULQLATXUCC0EWoVOJ+T2hOJABB6CLsLQAxniLYiVsCQegiunfvzqxZs7j22mu9HYrgI0QCEIQuQqVS8cADD3g7DMGHiC4gQRCELkokAEEQhC5KJABBEIQuSiQAQRCELkokAEEQhC5KJABBEIQuym+mgdqXrxuNRi9HIgiC4D/s18yWSoD4TQIwmUwA5OXleTkSQRAE/2MymS7uCXGBJPtJZSir1Up9fT1qtVpUMxQEQWgnWZYxmUwEBQWhUDTv9febBCAIgiC4lhgEFgRB6KJEAhAEQeiiRAIQBEHookQCEARB6KJEAhAEQeiiRAIQBEHookQCEARB6KL8ZiWwt/3xj38kJycHk8nEqVOn6Nu3LwA1NTXcdNNNLFiwwMsR+r8zZ84wY8aMps/W7q233qJbt25Nj++++25efPFF4uLiPB2iX1i7di3vvPMOZrMZWZaZPXs2d911V6uv//zzz9HpdNxwww0ejNI/OPpZ+huRANrpueeeA2wXqZ///Od8/fXXAPzjH//wZlidTmxsbNNn25p//etfHorG/xQXF/PKK6/w1VdfERERQX19Pbfffjt9+vRpdS/gnJwcxowZ4+FIfZ8zn6W/EV1ALrB//37mzZvH1Vdf3ZQQvvrqKxYuXNj0mttvv52dO3eyc+dObrnlFm666SaeeOIJb4XsVxYuXMh9993HzJkz2bhxI9dccw1nzpzxdlg+qbKyEpPJhF6vByAoKIhFixbRr18/1qxZw6233sqNN97IjBkzyMnJITMzk40bN/L666+zbds2L0fvW9r6LC/9Hdy5cye33347YPuev/rqq/z0pz/luuuuY8uWLV6Lvz1EC8AFysvL+fTTT6mrq+Oaa67hl7/8ZZuvLygoYNOmTYSEhHgoQv9RUlLC7Nmzmx5nZGQAEB4ezltvvQXAiy++6JXY/MGAAQO49tprmTp1KgMHDmTs2LFkZGSQkJDAs88+y1tvvUVkZCRLly7lnXfe4a233uKaa65hzJgxTJo0ydvh+5TWPsvExMQ232cymfjss8/YuHEjr732Gunp6R6K2HEiAbjApEmT0Gg0REZGEhERQXV1dZuv79Onj7j4t6KlLqCFCxcyZMgQL0Xkf/74xz/y61//mu3bt7N9+3ZuvfVW/vKXv/Dmm2+yceNG8vPz2bVr12WFwYTLtfZZtsWeSJOTk6mqqvJAlM4TCcAFVKqLH6MkSciy3PSnnb2cNXBZSVbhysRn1j6bN2+moaGBWbNmcfPNN3PzzTfz+eef88knn/C3v/2NG2+8kdGjR9O/f38++eQTb4fr01r7LJcuXQpcrK9vNpubvS8gIADAL6oWi1sAN4mIiODEiRPIsszp06c5evSot0MSugCtVstf//rXpv5pWZY5fPgwGo0GSZK47777GDt2LBs2bMBisQCgVCqb/i5c1NpnOXDgQCIiIjh+/DgA3333nTfD7BDRAnCT8ePH8+WXXzJjxgz69OnDyJEjvR2S0AWMGzeO3/zmN9x3331Nrc5Jkybx5ptvsnDhQmbOnIkkSUycOJHs7GzA9rv6t7/9jZCQEGbMmOHN8H1Ka5/lAw88wIgRI3jhhRd44403mDhxopcjdZ7YD0AQBKGLEl1AgiAIXZRIAIIgCF2USACCIAhdlEgAgiAIXZRIAIIgCF2USACC4KC1a9c21X4RBH8mEoAgCEIXJRKAILTDa6+9xtSpU7nlllvYsGEDAPn5+fzyl7/k1ltv5eqrr+b+++/HYDCwYsUK5s2b1/Tec+fOMXHiRIxGo7fCF4QWiQQgCFfw7bffsn79epYvX95U9RVsG6nMmTOHzz//nPXr13PmzBk2b97MjBkzOHXqFMeOHQPgiy++YO7cuWg0Gm/+MwThMiIBCMIV7Nixg+uuu47g4GBUKhU333wzAL/73e+IjIzkX//6F3/4wx8oKSmhoaEBjUbDT37yE7744gssFgvLli3j1ltv9fK/QhAuJ2oBCUI7XFoxRalUAvDoo49isViYOXMmU6ZM4fz5802vmzdvHrfccgtjxowhOTmZhIQEr8QtCG0RLQBBuILJkyezdu1aampqsFqtTfsVbN++nQceeIBZs2YBsG/fvqaqmt26dWPYsGH86U9/Yv78+V6LXRDaIloAgnAF6enpHD16lJtvvpnQ0FAGDBhAZWUljzzyCA888AA6nY7g4GBGjx7NqVOnmt5300038cILL/j0jlBC1yaqgQqCG1itVp5//nm6d+/OPffc4+1wBKFFogtIEFysrq6OsWPHcv78eX7+8597OxxBaJVoAQiCIHRRogUgCILQRYkEIAiC0EWJBCAIgtBFiQQgCILQRYkEIAiC0EWJBCAIgtBF/T8xII1y/dt6WAAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Draw a vertical violinplot grouped by a categorical variable:\n",
"sns.violinplot(x='day', y='total_bill', data=tips)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-18T08:09:37.224201Z",
"start_time": "2021-07-18T08:09:36.575773Z"
},
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Draw a violinplot with nested grouping by two categorical variables:\n",
"sns.violinplot(x = 'day',y ='total_bill', hue='sex', data=tips, palette='muted')\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-18T08:09:37.785231Z",
"start_time": "2021-07-18T08:09:37.231042Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Draw split violins to compare the across the hue variable:\n",
"sns.violinplot(x='day', y='total_bill', hue='sex', data = tips, palette='muted', split=True)\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-18T08:09:38.344795Z",
"start_time": "2021-07-18T08:09:37.792071Z"
},
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Making use of 'split' parameter to visualize KDE separately:\n",
"sns.violinplot(x=\"day\", y=\"total_bill\", hue=\"smoker\", data=tips, palette=\"rocket\", split=True)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-18T08:09:38.887760Z",
"start_time": "2021-07-18T08:09:38.354564Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Control violin order by passing an explicit order:\n",
"sns.violinplot(x = 'day', y='total_bill', hue='sex', data=tips, palette='muted', split=True, order=['Fri','Sat','Sun'])"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-18T08:09:39.525939Z",
"start_time": "2021-07-18T08:09:38.894599Z"
},
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Let us use 'scale' parameter now:\n",
"sns.violinplot(x=\"day\", y=\"total_bill\", hue=\"smoker\", data=tips, palette=\"rocket\", split=True, scale=\"count\")"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-18T08:09:40.082571Z",
"start_time": "2021-07-18T08:09:39.532775Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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cyIwZMwgNDWX37t31tpBu6fYbI64A3OjS0s/i4uI6M5+FptVMXJLMIgG4Q82i5ahKncfdcfBoj2oOzJIko170ni5atIgXXniBpKQkAF5//XWXx+dvv/12nnjiCb755hsMBgPXXnstGRl1y5Jas/3GiATgRjXT7muIBNB8KSkpIElIZvG+ucOF2b5tIwGERkY1q2SzOdt1RWxsrHMR90uuAGJjY/nHP/5x2fPnzZtX+3NNK+kaH3/8ce3PX3/9db37q3l+Q9tvLZEA3Ki+BCA0T3JyCrI5GkkWH013qBlzVtvIFYArk7U86cLQTFtYXUHcA3CrgksWMKnpDCq4xuFwcPJkCphjtQ6lzWhoCEi0gmgZRVGqz/5FAhAukX/JEoaiHUTzpKenY7FYkAI6ah1KmyESgHs5rwDaxsEfRAJwq0sTgFgToHmSk5MBRAJwo4Y6fvpThdqlJZFaunAF4Hta8j755m/ip3JyL/StMeslkQCa6cSJE8iGQDCEaB1Km3FhHoB/XgGYzWby8/N9Jgk4HAq+eAVQM0PZbDY363XiTpubKIpCYUE+zg+HSoBOEg3hmunYseOo5o7NXiNCaNiFA2fd99TmJ1cAXbp0ISMjo04beS3l5+ejoEPS5aEqNnBUUVlZeWGoTUNms5kuXbo06zUiAbhJUVGRc3xQNoFiwawTHUGbo7CwkLy8XOSYPlqH0qY0lAD8ZQjIYDDQo0cPrcOodc89c7AG9EbXcQyOvAMoubuYP3++WxqzaUEMAblJXl718E/1GrYmHVRUiATgqhMnTgAgBYrxf3e6sHpV3a+6ryxh6E/sdjtVVZWgcw6zqFZn2ffu3bu1DKtVRAJwk9pL1OoEYNRJWKv8Y5zVFxw/fhxJ1okJYG7W0OpVdrtIAM1Ve0+vZn3l6iUh/eV+Sn1EAnCTmisAqXrtVaMMVRbRb8VVx0+cAHMMkqT9WGpbUjPUc+nEOrvNXt/ThUbUzOuRdDUrqTmH1UQCEMjLy0PWmWpXXtJL4jLbVVarldQzZ5DMYvjH3Wqbvkl1W2vbHSIBNFftxE59YJ3H/XVWNYgE4DZ5eXlguNCcSSdLl3X0E+p3+vRpHA6HGP/3gNqDk1x3yUK7XXw2m6tmno9kqNuEzZ9ba4sE4Ca5uXmougsfDFkSXzJXiQlgnlNbiaarmwDEyUnz5ebmOldW0wfVeVwkAIG8/Hwkw4UPhsxFvcOFRiUnJyObwpAuubQWWq+srAxJZ0S66CawhEgALZGdnY1sDKnzXoJ/r/8tEoAbWK1WystK68xglSXfmsLuq1RV5fiJZFSTaADnCaWlpcg1VSvVdJJIAC1x7lwmqj78ssf9+b30eAJ47bXXWLhwIeBc1zIpKYkJEyawdOlST+/aa2raQEuXXBoqIgE0KT8/v3oFMJEAPKGkpAS1ujKthk4Ch6KIK9RmcDgcnMs8h2SKaPDv/ZFHE8CuXbtYsWIF4KxGePbZZ3nnnXdYs2YNR44cYevWrZ7cvdfUNoHTX7gHILoZuEaM/3tWYWERqq7u0Jqu+ltfO0dAaNL58+exWa1IpgsLx9RMBAP/7fzrsQRQVFTE0qVLeeihhwA4fPgw3bp1Iz4+Hr1eT1JSEmvXrvXU7r2qZh2Ai+8BgBgCckVycjKSrEcyt36Ba+FyRUVFoLt0CMh5diLKlF13+vRpgLoTFS0XEsCla4H4C48lgBdeeIH58+cTGhoKOFexv3h5xJiYGLKzsz21e6+q9wqg+v8iCTQuOTkZzNFiApgHOBwOyspKL7u5bqj+1osE4LoTJ04g6Yxgiqz37/01AXikGdwXX3xBXFwcI0eOZPny5YCzIubiLo+qqrao6+ORI0fcFqe7ONsYGJwfkGo1v9v+/ftFd8sG2O12Tp0+jRR2VaPPKy0tZf/+/V6Kqu0oLy9HURTk6gSglJwCLiSA/fv3Ex4erlF0/mXfvv1gjr2sAqjGwYMHG1x7wZd5JAGsWbOG3NxcpkyZQnFxMRUVFZw7d65Oy9Tc3FxiYmKave2BAwdiMpmafqIXbd68GclYt4d9zUdh0KBBGAyGy18kkJKSguJwoGti/D8kJIQhQ4Z4Kaq248yZM8CF4gS1JAUAg+xsWd6nTx/i4+O1Cs9vFBYWkp+fhxw9osHnBAQE+Oxn1GKxNHji7JEE8OGHH9b+vHz5cvbs2cNLL73EhAkTSEtLo0uXLqxevZoZM2Z4Yvde55wEVnf8X64+6Xc4HCIBNKC2A6i4AewRDbUuMFafh9W2iRAadfDgQQDk4G4NPqe2G7Cf8dp6ACaTiSVLljBv3jwsFgsJCQkkJiZ6a/celZuXC4a6CzGISoumnThxAtkYetnNc8E9GipPNlafnfhzDxtv2rNnD7IxGEz1FyqEGiRyc3K8HJV7eDwBTJ8+nenTpwMwcuRIVq1a5eldepXFYqG0pAQ5uu4QkL76CkDcaKufqqrVK4CJ+n9PqUkAl14BBFR/OP25hYG3VFRUOK8AQq5s8F5euEkiN9c/E4D/3bXwMTXrAEiXrGNrqD7L8peVl7zt/PnzFBcXIQV20jqUNqugoABZb76sFbS5eghIrFjXtN27d2O325FCezX4nAiTRFFxsV+e7IkE0Eq1payGsDqPi3HWxv38888AyCIBeExBQcFljcsAAg3OkxN/nbzkTVu2bHH2qWrkPlW4SUZV/fM+gEgArXT+/HkAJGNoncdN1VcAIgHU7+jRo8iGQDDWP7VeaL38/ILLihPAeQ/AoJMoLi7WICr/kZmZ6TxRCe3XaCl3uMn5d76ycH1ziATQSllZWc76/0tmW5qrx1nFZfblVFXl8E9HUM2dxBwJD8rLz6+zRsXFQgzyhSohoV4bNmwASUIO69/o8yKMIgG0W5mZmUjG8MsOZGKctWEZGRkUFxUiB4kadE+x2WyUlhRfVgFUI8QAhYX+OXvVGywWCxs2bEQKvqLJKrVQo4zERR0B/IhIAK10NuMcqiH8ssdrKi38uVe4p9TUVUvBXRp/otBiF1avCqn378OMkJvjf2es3rJlyxYqKyuQIxufpQ7O7qohJp24AmhvKisrKSosqLdFbGB1AigtLfV2WD5v//4DyOZIJENo008WWqT2YNRAAgg3yhQUFPhtG2NPcjgcfP31auSAGKSAOJdeE2bwz35AIgG0QkZGBgBSPQ2iZAkCDbKotLhEeXk5x479DEHdtQ6lTcupnph0aXFCjUizhENR/LJyxdP27dtHdvZ5pMhrXL5HFWqA/DxxBdCupKenA/UnAIAggyRutF3iwIEDzsaAwT20DqVNy8rKAkmu06H2Yh3Mzq9+TRWb4KSqKitWrEQ2hiGFXOHy60KMEoWFRZ4LzENEAmiF9PR05ySbS+YA1AjWqRQXF3k3KB+3a9cPyIYgsQKYh2VmZiKbwhvsXhkd4Hy85ipWcPr55585deokRAxq8L2rT6hBoqKyEovF4sHo3E8kgFZIT09HMkU1eJkYbJAoKiis9+/ao4qKCn788QAE9xTlnx6Wfjaj3uKEGsEGiSCjXHsVKzitXLkSWR+AHN546eelgqtLQf3til8kgBZSVZUzqWmoDTSIgurLQj/7QHjS3r17q6fV99Y6lDbNYrGQk32+waHJGh3NEqnVLaMFSEtLc1aoRVx9WfuMpgRXz672t8l1IgG0UEFBAeVlpXXWCL1UqEHCYrWKrovVtmzZ4uz+Kdo/e1R6erpzwSVTh0af1ynIeQXgjz1sPGHVqlVIOgNyxMBmvzZILxJAu5KWlgaAZG74SxZidL69/lge5m65ubkcOXoUQvuK4R8PO3XKufKXFBDd6PO6BMvYHQ5SU1O9EJVvy8/PZ/v27Uih/ZF05ma/PshP+yuJBNBCNV+apq4AQCQAcJ79o6rIYf20DqXNS05ORjYEgb7+OQA14oPl2ue3d9999x2KoiJHDmrR6wP9dOKnSAAtdObMGWeXQF3Dy1OGGkUCAOfEmvUbNiIFxTdYly64z88/H0M1d2zySivMKBNh1tV2Zm2vLBYL361bhxTSo8WfT6MMOlnyu4mfjd7pGDx4cL0fopoF3Q8cOOCxwHzdqdOnUY2Nj7GKBOB04MABCgvy0XW+TutQ2rzs7Gzn+rWxV7r0/O7BEj8fPepcPN4PFzV3h507d1JRXo6u69Ut3oYkSQQa5LaVAFavXu2tOPxKWVkZuTk5yNE9G32eUScRYJD9skmUO3377Vpn7X9Id61DafMOHz4MgBzU2aXnXxEq82NeOWlpafTo0T4n56397jtna5JWrk0RqPe/1i+NJoCjR482+uLOnV37kLU1Z6pL5yRz4zfZAMKMUrtOAOfOneOnnw4jRw9HknRah9PmHThwANkY4vI6C1eEOf9NDh061C4TwJkzZzh96hRy7OhWFycEyKrf3QNoNAF8/PHHDf6dJElMmDDB7QH5g5MnTwIgBcQ0+dxQPeS3434r33zzDZKsQw53bUhCaDmLxcKhw4chyPVKq1CjTFyQjh8PHGDq1KmeDdAHbdq0yfn5DOvb6m0F6CXKSv2rCqjFCaA9O3nyZPUN4KbLxUKNEsn57TMBlJaWsmXLVgjpg3TJwuSC+x08eBCb1YquY+NDk5fqEyaz7cQJysvLCQpqvPd9W2Kz2fj++23OmektKP28VJBeIqstDQG9+uqrPPfcczz00EP1/v27777b6MbfeOMNvvvuOyRJYubMmcydO5edO3eyePFiLBYLEydOZP78+S2PXgOqqnL8+AlUk2u9bMJMEiW5ZVitVoxGo4ej8y3r1q3DZrOib2FpndA827dvR9YHNHssu1+4jq2ZNn788UdGjx7toeh8z759+6ioKEcX757S5EC9RGlBeW2RjD9oNAGMHDkSgFtuuaXZG96zZw8//PADq1atwm63M2nSJEaOHMmzzz7Lxx9/TFxcHA8++CBbt24lISGhZdFrIDs7m5KSYuSO17j0/PDqSqD8/Hzi4lzrLd4W2Gw21nz7LVJwVyRzw3MlBPcoLy9n3759ENK/WU3MwDkhLNgos3fv3naVALZs2YJsCEYKcs/CRIEGCYfDQWVlJYGB/nHF22gCGDduHADTpk2jsLCQgwcPotfrGTRoEKGhjdfLDhs2jI8++gi9Xk92djYOh4OSkhK6detGfLxzKcCkpCTWrl3rVwng2LFjAMguLhQRXj0bOC8vr10lgG3btlFSXIyuq//82/qzHTt2YLfb0bVgLFuWJPqFyRw4sB+bzYbBYPBAhL6lqKiIHw8eRIq4ptkJsyFB1UfT4uJiv0kALv3mW7ZsITExkffff5933nmHSZMmsXfv3iZfZzAYePPNN7n11lsZOXIkOTk5REdfqJyJiYkhOzu75dFr4KeffkI2BEADjbZUW90qgHCT/y4Y3VKKovDVV6uQzR2QAsWyj56mqiobNmxANkchmZsuTKjPlZE6qqos/PTTT26Ozjdt27YNVVHccvO3hj+2g3Cp5d0bb7zBJ598Qu/ezi6OR48e5fnnn2f58uVNvvbRRx/lgQce4KGHHiI1NbXO2FhLxsqOHDnSrOe7k6qq7Nt/ADWgS8NxX5IAQo0SEs767LCw+tcNaGtOnTpFZuY5dJ1udstYaGlpKfv373dDZG1TZmamc2Z67A0tfr+vCNVh0kl88803qKrq5gh9i6qqfLNmDVJAbJMdU5ujpiPo/v37/aYc1KUEIElS7cEfYMCAAU1+SE6dOoXVaqV///4EBAQwYcIE1q5di053oRY8NzeXmJjmnbEMHDgQk6nh9guedOrUKSorytHFdXX5NXpZItSkQ6/XM2TIEA9G5ztWrfoa2RiMFNrLLdsLCQlpN+9dS2zfvh1JZ2zV2axelugbLnP61CmuueaaOt/TtiYlJYX8vDzkju4dngypTgBRUVE+9Xm1WCwNnjg3OgRUVFREUVERAwcO5P3336e8vJzKykqWLVvGiBEjGt1pRkYGixYtwmq1YrVa2bhxI7Nnz+bMmTOkpaXhcDhYvXo1N9xwQ8t/My9zDntJSMHdmvW6CKNKjp8NdbXU6dOn+fnnoxB+tVsmfqm2cvLy8lAUxQ3RtT25ubns2LkTKaw/kq51VWYDIvWUlZe3+d5A69evd7Z9Du3j1u0GGyRkyb9avzR6BTBixAgkSao92//jH/9Y+2dJknj66acbfG1CQgKHDx9m6tSp6HQ6JkyYwK233kpkZCTz5s3DYrGQkJBAYmKie38jD1FVlR07dyIHdkLSBzTrtZEmmdNZWR6KzLd8/fXXzi+XuyZ+2UrIyVFZvXo1kydPds8225BVq1ahqqBzQ6ltnzAdBp3E7t27ueqqq9wQne8pLS1l27btENK71QnzUrIkEWLUtZ0EcPz48SY3sHr1am677bZ6/27evHnMmzevzmMjR45k1apVzQjRN5w+fZrzWVnoOo5t9msjzRIH8oqpqqrCbG79hBNfVVBQwM6dO5HCBjbaJbUlTpw44dbttQUFBQVs2LABKawfkqHx1s+uMOokeofK7Nn9A7/85S/bZHO4jRs3Yrfb0Ed4JsGFGvCr1i+t/hd+//333RGHz9u8eTOSrG/RuHYHs/NtzmrjVwHr1q1zdpWMbHlXxYacrl7kRLhg+fLl2B0Kuqhr3bbNKyN0FBYV17Y7aUtsNhurV3/jbEveyEJOrRFmhNwc/xnubXUCaOsVAwCVlZVs2bq1esp4889sowOcb/O5c+fcHZrPsNlsrFu3Him4O5LR/dVOefn55LXjnkqXOn/+POvXr0cOv9Kt73e/CD2yhEtl3v5my5YtFBcXIUcO9tg+wo0S+QUFfnNcbHUC8Jcpz62xefNmLFVVyJEtu2zsYHbeHEpPT3dzZL7jhx9+oLS0BNkDl9Y1H9L2UqPuio8++hhV0iFHDXXrdgP0Et1DdOzds8et29WazWbjy//9Dzmgo9tm/tYnwiRjs9kpKiry2D7cqe0N8rmZ3W53ljUGxiG3cDFzvSwRE6Br02uvfvfdd84GeUHxbt+2QQehJp2z1YHATz/9xN69e5Air0UyuL95W/8IHecyM/1ukmZj1q9fT0F+PlKH6zx60hphdm47JyfHY/twJ5EAmrB582by8/OQIls3zhoXKHHqZIrfXBo2x9mzZ503acOu9MiXSwL6h0kc/PFHqqqq3L59f2Kz2fjne+8hG0ORI6/xyD76hjvLd9vK5Lvy8nK++PJL5KDOHjlBuVikyXlIPX/+vEf34y7iHkAjLBYLn3/xBXJAbLNr/y8VHyxTUlrmNx+M5ti0aRNIskcXfL8qSo/VZmuTY9PN8dVXX3E+Kwsp9gYk2aV5nM0WZZbpEKDjxx9/9Mj2ve1///sfZaWlyNGjPD5kHWFyzvz3l4KPVieApKQkd8Thk77++muKCguRYlr/weke4jyramuTbOx2O1u2bnXe/PVgz/9uITLhZh1bNm/22D583dmzZ/nyyy+RQnoht/KEpCl9wiSOHjmCxWLx6H487dy5c862D2H9XFrAyVWqqoJiA+BQvr32RFgvS4SbdX5zotfoKURTB/evv/6a+++/360B+Yrs7Gz+97/lSCFXILdyrVCAmACJEKPMwYMHuemmm9wQoW84ePAgZaWl6LqM8eh+ZEni2iiZzUd+Ijs7m9hY19ZjaCvsdjtvv/03VMmIrqPnZ8/3CtOx87yFY8eOcc0113h8f56gqirvv/8BKjp0MSPdum2l6CiozgSw6ZyNYIPE8FhnF9UOJsj0k4q/RhPA888/7604fIqqqvzzvfdwqKCLdU9/dEmS6Bsmc/DHH9tUy93vv//euQhJsOv9kVpqaLSeLZk21q9fz9133+3x/fmSL7/8ktOnT6HrfEuzZ6K3RI8QHTpZ4vDhw36bAHbt2uVcjzp2jNuvTtXSM3X+fLzQcSEBmCX2Z55zzonx8cl0jUY3bNiw2v/69OlDfHw8Xbp0IS4uDpvN5q0YvW7z5s0cPnQIqcMIJEOw27Y7IFJHlcXCgQMH3LZNLVVWVrJ37z4I6eWVBd/DTDL9w3Vs3LDe74cmmuPYsWMsX74cKawvcgsb7KmqCvYKANJLHU3euzPqJLoGy/z00+EW7U9r5eXlfPDBh8gBMcgRA92/A9Ve54825cL7GRMgY7Xa/GJGsEvp6Y033uD666/n5ptvJjExkQkTJrBkyRJPx6aJ7OxsPvjgA6TATm6vab8iTEewUWbLli1u3a5W9u7di91uQwrt3fST3WRERwNl5RVs377da/vUUmlpKUuX/hXJGIoutuVDP0rRUbA716s9WuhgT469iVdAzxCZtLQ0Sv1snVuATz/9lOLiYuTYBLct+OKqmOqJnxkZGV7db0u49M589dVXbN68mVtuuYV169axePFievVyT6tfX2Kz2Vi69K9Y7bitl/3FdJLEkA469u/f7zd1wo3ZsWMHsjEEqYXzI1qiR4hMx0Ad36xe3aYr0MC5sM6bb75JUVExctwtrWpeVt+QRVN6hOpQVdd6gvmS5ORk1q1bjxxxlVtv/LoqJtB5WD179qzX991cLiWAyMhIYmJi6NmzJ8ePH2fq1KkkJyd7OjavW7ZsGadOnUTuONYtzbXqMzxGj4zzBro/Ky8v59Chw872GF6cDS5JEqM66jibkaHp4kDesHz5cg4ePIgUOxopILrpFzSmkSGLhnQJltHLkl9Vrtntdt599x/IhiDk6OGaxBCod64BkpaWpsn+m8OlBKDX60lPT6dnz57s27cPu93e5sZgd+zYwTfffIMccVWLx1ldEWaSuaaDjo0bNvj1MpEHDhzA4bAjhVzh9X1fHaUn2Cj7fRJtzP79+/nss8+RQvsghw/QJAaDLNElSOaYHyWAb7/9lrNn05Fixri93XNzdDRDauqZpp+oMZcSwIMPPsjzzz/P2LFjWb9+PWPHjm1yQRh/kpqayt/eecfZ7iH2eo/vb1xnA6ri4NNPP/X4vjzlhx9+QDYEeXX4p4ZBlhgW7Zyo1BYb7GVlZfHXN95ANkehixurab+t7iEyZ1JT/WIGdkFBAZ999hlScDekkB6axhIXJHMu45zPF8u4lACuvPJK/vOf/xAYGMjKlSv517/+xZw5czwdm1cUFxezePESHKoRudMtXqlmCTfJXN9Rz/bt2zl69KjH9+duFouFHw8ehKAemh2cRsQa0MuSX64t0ZiKigqWLHkNqw3kzhORZG3LhbuGyCiKQkpKiqZxuGLZsmVYbXZ0sWM0b1IZFyjjUBSfbwDp0pKQDzzwAMXFxRQVFWGxWOjQoQOPPvqot2L0GKvVymuvvUZhUbHzy+aBxloNGdvJQKRZx7t//7tfnF1d7PDhw9isVk3PsoIMzhvqW7du9YtyO1coisJbb71FZlYmUqcJSMZQrUOia7DzhMjX7/mlpKTw/fffI0UM8kg78ubqHOQ8tJ4+fVrjSBrXaAJYsGABI0aMIDk5meHDhzNixAhGjBjB2LFjGTBAm3FJd1FVlXfe+TspKSnIcTd5vVrAqJOY1t1AdnY2H330kVf33Vp79+5F1pmQgjprGseYTgZURWH58uWaxuEuX3zxBfv27UOOuR7Zgy2LmyNALxETqPPpFdlUVeWTTz5B1gcgR/nGYuwRJolAg+zzC+s0OhO4ZrWvZ555hsWLF3slIG/5/PPP2bFjO3L0CI/e9G1MzzAd18cZWL9+PQMGDOD66z1//6G1HA4He/fuQw3q6vHhMmeZp4pVgd3ZNobF6Otc2keYZIZGO2+o33bbbcTFxXk0Hk/as2ePs89PWD/kCPevqNYa8UESJ5JP1K4F7msOHz7Mzz//7Jzxq+GN34tJkkTnQImTKb595eTSPYDFixdz6NAh3n77bZYuXer3HRm3bt164cvmxuX0WmJCFwNdQ3T8/Z13/KJsLDk5mbKyUmQvDP8oRc77I4oKq1Kt9U5eGtfZgF6GDz5432/nBZw7d44333wLOSAGXccEnzvIxgfLlJVX+GyDsy+//B+yIVizaqmGdAmWOZtxjsrKSq1DaZBLCWDlypU8+uijFBcXU15ezuOPP87nn3/u6dg84tixY/z9739HDuqseYUFgE6WmN3LiBE7ry1ZTHFxsabxNGXPnj1Ikg4pyLPdKMG1yUshRpmbO+s5ePAQ33//vcdjcrfKykpef/2P2BQZuXOix1o8t0Z89X0AXxzOSE5O5vjxYxB5DZLs+QKO5ogPllFV1afvA7iUAP7973/zxRdf8Nxzz7Fo0SK+/PJLl8at3377bW699VZuvfVWXn/9dQB27txJUlISEyZMYOnSpa2Lvpmys7N57fU/oupDnF82L1T8uCLMKHN3byOFBQUs/sMffPamsKqq7N6zF4I6e+dS28XJSyNi9XQP1fGv997zq7JQVVV57733yMzMRIob77HJh60VHSBh0EmcOnVK61Aus2bNGiSdCTm8v9ahXKZLkPP44ssVVC4lAEVRiIm5cJM0Nja2yS53O3fuZPv27axYsYKVK1dy9OhRVq9ezbPPPss777zDmjVrOHLkCFu3bm3db+CiqqoqXnvtdSqrrMidb0XSmb2yX1d1CdYxu5eR02dO8+c//8kn64fT09PJzclGCta2xvpSsiRxe08jOsXGksWLKSkp0Tokl3z//fds27YNucN1PnPTtz46SSIuUObkSd86kJWWlvLDDz8ghfZFkn1j7P9iQQaJKLPO/xNAeHg4GzZsqP3zhg0bCAtrvNQqOjqahQsXYjQaMRgMXHHFFaSmptKtWzfi4+PR6/UkJSWxdu3a1v0GLlBVlXfffZezZ88ixU1AMoV7bD+ozmGKfTm2Zo9J94/QM6W7kYMHD/Hmm2/icDTdr8Wb9lQvFC77WAIA59yKX/Q2kpebw6u//z3l5eVah9So7Oxs3nvvX86mgx18o3KlMZ0DJVLPpKIoitah1Nq1axcOhwM53HMr0bVWlyBISfbdCiqXEsC8efN47bXXSEhIICEhgSVLlrBo0aJGX9O7d+/aPuKpqal8++23SJJEdPSFniYxMTFeWXh6w4YNzsZl0cOQPdi33rlIhHPYYk26zaWOi5e6LsbAxK5GfvjhB/72t7/5VBL4Yfdu5MCOXp0v0RzdQnTc2ctIWmoqL/3udz57P8V5QvIPrHYFXaebvN6tsiXigmQsVqtP3QjevXs3sikcTB20DqVBXYJ1FBYV++xclUbvOBUVFQHwyiuv8MUXX3Dy5ElneVPnztx3330unb2npKTw4IMP8tRTT6HT6UhNTa39u5aUlTW3AVh+fj4ffPAhUlBXj9cIN7ZIRHOMjjNgV1TWb9tGYWEhkyZN0nxhiaKiItLT0pBjRmkaR1P6Rej5RR/4NCWNJxYs4PZZs4iKitI6rDqOHDnCkSM/IXdMQDJoP9nLFR2rO1xu3ryZfv20P+O2Wq0cOXIUwq/SpJBDdVgxm82MGzeOTZs2UeWovzdal+oJYevWraNPnz7eDNEljSaABQsWsGPHDgBGjnQuqaaqKnq9nltuuaXJje/fv59HH32UZ599lltvvZU9e/bUaYCWm5tb596CKwYOHIjJZHLpuYqi8Oyzz6FKenRx4zz/QWlBx8WGjO1sRAE2HjlCREQEjzzyCDqddjetaxqvySE9NYvBVX3D9dzfT+KTlFKWffIxj/72MYYM8Y1hFovFwt/f/QdyQKzPlS02JiZARgIMBoNPvJdHjhxBURzotLp3olgYN34cc+fOBWDXhm/rfVrHQOf7JkmSZu+bxWJp8MTZYxPBsrKyeOSRR1i6dGlt8hg0aBBnzpwhLS2NLl26sHr1ambMmNGs7TbHpk2bOHXqpLO3v48OWzRmXGcjMrB+2zYcDjvz5j2KXq9NmeAPP+xGNnfwiWn2rugaouPhASaWpVhZsmQJ06ZNY9asWZq9fzXWrFlDcVEhum7TNC9Bbg6DLBFh1vnMIic1JalSgEZrQ8smNm3aBDiPMxENfKyMOonoQN9tDe3St6Els4Dff/99LBZLnZXDZs+ezZIlS5g3bx4Wi4WEhAQSExObvW1XVFVV8emn/w85MA4p1PcuvVw1trMRnQRrd+7CbrPz2Pz5Xl9PuLCwkOSUZOSo67y639aKMMk8eKWJ1alWVqxYwdEjR3j0t7/VbEF5m83G16u/cQ5HBnbSJIbWiDJBVlam1mEAkJmZ6exGq1E1n6QzUlVRxZo1awAwhzQ8RBtrhrPpfpwAWmLRokUN3ij2RgfHDRs2UFpagq7bTX51plWfMZ2M6GSJb/bu5U9/+iMLFjyB0ei9srd9+/aBqvrF8M+lDLLEtJ4mrgjT8dWZUzzxxAJ+9asHuOGGG7z+udi1axelJcXo4hO8ul9wfcy6MVFmiUPnPV+04Yq8vDxUvW/Om7hUdIDMkcw8rFarV7+3rvD98oMWUFWVtWu/c/b398MzrfqM6mhgSncjBw78yOuvvebVBXn27NmDbAoDU6TX9uluV0fp+c1AEx2Ndt5++23+8pc/e32t29olNLUYt1YsjBvnHLMeN24cVc0vUCPMKFFZVUVFRYX742umkpJS0Ll2L1BrUWbnjGBfXAa2TSaAU6dOkZ19HinM92YHtsawWAPTexo5fPgwSxYv9koSqKys5KefjkBQd7+/koowydzfz8SEeAN7d+9hwePzvbaspMVi0WQJzVrVY9YffvghmzZtwtyCa/9Qo/NwUVhY6Obgms9ZHu0fh69wk/PfOy8vT+NILucf72AzHTp0CAApuLu2gXjAkGgDM3oaOfrzUa8kgcOHDzuXfmwj76UsSSR0MvLgABM6Sxkvv/wSn332mcfnW6SmpjrfR42uSCWdkaoq55h1VVUVZl3zk1BQddIoKytzc3TNZzAYaidd+rpQg/O99oXEeak2mQBSU1ORTeFI+gCtQ/GIwdEGZvQwcvToUf74x9c92jbixx9/RNIZkQL9t9VyfToH6XhkgIlrovR8+eWXLF78B48OCdWsDCWZfXfSUlPMeueBzBcSQHh4GJLiu102LxZY/b55e8jRFW0yAWRn56Dq/WOCTUsNjjYwtYeRQ4cO89e//tVjZ7AHDx2GgM4+0zjPnYw6iZlXmJjaw8iRn35i0XPPemyctvbLrwv0yPa9ofo4ht3eghsIbhYTEwPWEr9oAW6s/ur4wr2TS7XJBGCxWkGDtro1lRaTJk3CbDZT5fDsh3NojIFJXY3s2bOHDz/80O1fhuzsbPLzcrW5aelF18UY+GVfE4V5Obzw/CKPtCdxDtVJ4MeJVK6+d+EL/YB69OiB4rCAtUjrUJokSxI6WfKJxHmpNpkAzCYTKBq82W6otGiu6+MMjI4z8N1337m9sd7x48cBkAO1XfrRG7qH6ri/r5HK0mJ+/8orbh/mCAwMBNTLZov7E0f1CYaWM9Jr1LSjUMp9Y2Kav2qTCaBDhygkuwbjbW6otGiJW+IN9AvX8e9/f8ixY8fctt2UlBRn339ThNu26cvignT8oreRnJwc/vWvf7l12xER1e+hzT9aVdfHWj3K6GorFk/q1KkTsR3jUMt8d7GVGqqqoiiq5rPQ69MmE0DPnj1RLIWoDu8urOKOSouWkCWJ268wEWGSefONv7qtFfLpM2fA1EGzbpXeHlID6B6iY2wnPTt27HBrH/cePZwttNXK3Cae6bsq7M73PyRE+wlYkiSRcMMY1PIMVKtvdn2tYVVABQICfK8opU0mgIEDBwKglvnm9GtPMOslbu9poKCggE8++cQt28zIOIdk1HDylwZDauDsxmrSy2zcuNFt2+zUqRPBISEo5f77mSy2OhNAZKRvTAi86aabkGUZpeCw1qE0qtzmO4nzUm0yAfTu3ZuIiEiU4mStQ/Gq+GAdw2P0bNy4sbbssKXKy8uprCgHo4bVVBoNqZl0Et2CJbcu5KHT6Rg5YgSUp6EqVrdt15sKLApGg6HJxaC8JTIykhtuuAG1+CiqzculqVLdD6NBbvhqv6Q6AdQOA/qQNpkAZFlm/PibUcvTUS2+N/nCk8Z1MWKUpVb3W6pZC0LSa9dFVashNYAAHVRWuncI8cYbb0R12FCK3HefxpvOV6h0ie/iUzPCb7/9dmQJHDm7vLpfKaTuqnj9Ihq+MV5Y5ayaam7re29okwkAYMKECRiMRhx5e7UOxasC9RKDomR27thBZWXLJ8rU3kfwxuLvPijPQp3V69yhd+/e9O3bFwoPoWpRpdYKiqqSVanSo4dvNQSMiYlhypQpqCXJXq0IksMHgOTsyjuus4FhMQ1fnuZVqciyLBKAN4WFhXHrpEmoJSkolb7XhMmTBkTqsdnttWWcLXGh1lv7kj9vy69SyCxzcPWgQW7f9p133oliLUUpOOj2bTeqGUMW9cmtVKm0Kc4E5mOmT59OdEws6vnNqA7vDK9JkgSyMwEMitI3elV0vkKhU1xHr7dxd0WbTQAAU6dOJTQ0DDX7e1RV+8kr3tK5ehm61twHqK319pN+K+60KcOKXq/nxhtvdPu2BwwYwPDhw1Hz96N6cRJTc4Ys6nOy2Pk5uPLKK90Wk7uYTCZ+++g8VFspjvNbfW52cGYldPexK6cabToBBAUFce+9c1Aqs1EKf9I6HK8x60CCVg0BBQcHO3/wcimt1k4U2TmY7+C2pCSPVbvMnTsXs8mIkrnBaycmcvgAqO6fPyBC1+iQRX1OFDvo3KmTZovpNKVv377cfvvtzqGgoqNah1Or2KJQYnHQq1cvrUOpV5tOAABjxoxh8ODBqLk/tJsbwhV2Z91xa8rOIiMjQZJQbb7XwMpTCi0K/ztto2t8F2bOnOmx/URFRfHrXz/gPDHJ/cFj+7mYJEmgd/Yh6hqia9aN3AqbypkShaHX+faKcDNmzOCaa65Bzd6GUuEbK5ellTkTvC8OnUE7SACSJPHQQw8REGBCydqA2g6GNM6WOX/HLl1a3sPHZDLRIaoDqiXfXWH5tEq7ysfJVlS9iQVPPOnxlZtGjx7N+PHjUfJ/RCk56dF9tdbRQjuKqjJq1CitQ2mULMv89re/JSY2FvXcWq8OsTXkTIkDs9lUOxHQ17T5BADOs9n/e/hhlMoclBwPnnG18kabuxzMsxMUGNjq8do+fXojVZ33uTFVd7M4VD5KtpBvgSeefJJOnbzTs3/u3Ln07t0bJWsjSuV5r+yzJQ7kOYd/fPUgdrHg4GCee/YZzCYZJWM1ql3bDpynSlWuvHKAT/RPqk+7SAAAw4cP55ZbbkEpOIhS6pn+Ia290eYOmeUOjhQ4uHn8+FZXHQwcOBDFVg6WAjdF10xeSKhWh8rHyRbOlin89rHHuOqqq9y+j4YYDAaefvppOkRFomas8Ykz1kvlVCiklzq4cdw4n6r/b0xcXBzPPvMMOqUSJeMbr1UGXaqgSiG/0sEgD1STuUu7SQAAc+bMcbaRzdrokS+bszbYedCa1LXx2mBPsCsqK87YCAoKYurUqa3e3tChQ5EkSbMhCk8n1Joz/9RShXnz5jFixAi3bt8VYWFhLFr0HIFmPcrZVT53z2VPjg29TsfYsWO1DqVZ+vbty4IFj6Na8nBkfKPJvIvkIudQ7ODBg72+b1e1qwRgNBp54oknCDAbUM6tRVXcu5KWJF3o9z40xuDVMyZVVVmdZiWz3MH/PfLIhSqeVoiIiHCeEZce1+TeiRw+wPl/CSZ3N7o1oVbZVf5z4sLBf8yYMW7bdnN16tSJF154HqPOjnL2K1Sbe5r5tVaVXeVAvsKIkSN9pv1DcwwZMoRH581DrczCce5bVMW7n+HjRQ46xsYSF+e7q+l5NAGUlZVx2223kZHhnKG3c+dOkpKSmDBhAkuXLvXkrhsUExPD4/Pno1oKcGRuajPj2xvP2dibY2fq1Klc58ZqjUmTJqFYy1BLTrltm65yJlAJowzDY92XUCvtKh+esJBRrjJ//nxND/41evTowaLnnsNAFcrZld7vbVOPA3l2LHaFSZMmaR1Ki40ePZqHHnwQtSwdR+Z3XjuRsThUTpf6fuWUxxLAoUOHuPPOO0lNTQWgqqqKZ599lnfeeYc1a9Zw5MgRtm7d6qndN2rQoEH84he/QC09iZJ/QJMY3EVVVdadtbL5nI2xY8dy1113uXX7gwcPplPnzqj5+9rEZLoKm8oHxy2cr4QFTzzByJEjtQ6pVt++fXn++ecxSDVJQLvhIIeqsivbQZ8+vendu7dmcbjDTTfdxP33349aegbHufVeSQIpRQ4ciurWkzFP8FgC+Pzzz3nxxRdr+18cPnyYbt26ER8fj16vJykpye0rWDXH5MmTGTVqFEruDyilqZrF0Rp2RWXlGStbM23cfPPNPPTQQ24fdpJlmbvuvNO5voKfNjGrUW5Tef+4hVyLxFNPP+2TX86+ffvywvPPY5StKOkrNLsx/HOBg4IqB5MnT9Fk/+6WmJjIvffei1p6Csc5z0/A+7nQTnBQkM/W/9fw2F3KV199tc6fc3Jy6jTXiomJadHaq0eOHGl1bDVGjhzJyVOnyM1aj2ScgWTyjT7nrii3qXyaYiG11MGoUaMYMmQIBw8e9Mi+dDodXbp04VzWLqSQnkh631vYoikVdpUPjleRZ5GYMXMGiqKwf/9+rcNq0Ow77uC///0MS9oKdPGTkcxRXtu3qqpsy7ITER6GLMs+/T41R1xcHDfeeCObN2/GkSmh63SzRxY7sisqJ4oVevfv6bHvpLt4rUxFUZQ6Z6eqqrbobHXgwIFuXZKuV69ePPX0QsrPrUHuNhNJZ3bbtj0lvdTBf0/ZqFAkHn30Ua+MYcfGxvLEE0/gyN6GvvMEj+/PnarsKv8+biHfKrPwmYU+XZZ3sauvvpqXXn6F0rMrkbrchhzgnTYMqaUK58od/PrXd/jkVVJrDBkyhE6dOrFs2TIc4JEkcKbEQZVd5dZbb2XIkCFu3XZLWCyWBk+cvVYF1LFjR3JzLyyHl5ub6xPtUTt06MDTTz2JZC9HOee9m0Qtoagq27NsvHfMgik0kt///lWv3cCMj4+v7rWSglLsvqUSPc2mqHycYuF8pcqCJ57wm4M/ON/zV3//ClERoShnv/Jau+NtWTZCQ4K54YYbvLI/b5s6dSp33XUXakkKjqzNbi8EOVrowGwyeXVOSUt5LQEMGjSIM2fOkJaWhsPhYPXq1T7zAevbty8PP/wQSnkGyvntWodTrzKbykcnLHybbmXo0KG8/sc/0rOndzsMTps2jV69eqNkb/HJSUuXUlSVL05aSCt1MO/RR33ibKy5YmNjefXV39OpYyxKxmqU0jMe3V9OpcKJIgeJEyf5xOLvnjJt2jRmzZqFWnwc5fwWtyUBRVU5VqQw+NprPd5OxB28lgBMJhNLlixh3rx5TJo0iZ49e5KYmOit3TcpISGBKVOmoBQdwVHgW51DjxfaefOnKlIrJB544AGeePJJgoK8v1KXTqfj8cfnE2AyOK+W3DyPwt3Wpls5Wujg3nvv4/rrr9c6nBaLiIjglVdepkeP7jjOfevRpU53nrdhMOiZMMG/hvlaYubMmUybNg2l6GeUnB1uSQJnyxTKrArDhw93Q4Se5/F7AJs2bar9eeTIka1eqtCT7rzzTs6ePcuBH7chmcKRg+I1jcfqUPk23cqeHDtdu8bz2GPziY/XNqbo6Ggee+y3/GHxYtSsTeg6TfDJFgH7cmzsOG8nMTGRW2+9VetwWi0kJITfvfgiixcv4dix9aDakcPd25u/wqbyY56DhBvH+eXEr+aSJIk777wTi8XCmjVrQDaiix7Wqm3+XOhAp9NxzTXXuCdID2tXM4GbotPp+O1vf0vnTp1RM9dpOsxxrtzBO0ct7Mmxk5SUxJIlr2l+8K8xePBg7v7FL1BLTqL44JKbGWUOVqXZuPqqq7jvvvu0DsdtAgICeO65Zxk06BocWZtxFLqvIg5gX64Nu6IyceJEt27Xl0mSxH333cfYsWNR8va26upfrR7+GThggCZX6C0hEsAlAgMDeeaZhQSY9CgZa1AdFq/uX1FVtmXZ+MdRCw5zCC+88AJz5szxueXkJk+eTEJCAkreXpSili896W6VdpX/d8pGREQkj82f77NdGFvKZDLx9NNPMXjwtSjnt7otCSiqyt5chSv796dbt25u2aa/qGkZP3ToUJTs71FaOOs9r0olv9Lh87N/LyYSQD1iY2N58sknwFaMI3N98yaNGFreg6fM5uxPszbdypChQ/nTn//is5UEkiTx4IMPMmDAQBznN6OUtXz5SXdRVZWVZyyUWlUeX7CgVQvi+DKDwcCTTz7BkCFDUM5vRSn6udXbPFXsnPg14ZZb3BCh/9HpdDz22GPOIoesDa615zZF1Pnjiermb/5UbCASQAMGDBjgnD5eloaSu9vl10ktTABnShy8faSKtAqJX//61zzx5JM+fwCrORB1jY9HyVyLUpmjaTwH8+wcKXBwx+zZft++oCkGg4HHH3+cq6++GkfWZpSS1pXm7s+1ExwUyLBhrRsD92cmk4lnnllIhw5RqOe+bbIVh2SsmwCSixzEd+lSZ8KrrxMJoBETJkzg5ptvRsk/4LGWyKqqsiPLxgfHqwiKiGbx4iWMHz/eJ2+s1icoKIhFi54jMiIcNWO1ZstullgVvkm307dPHyZPnqxJDN5mNBp56qmn6Nu3L0rmxhbPE6i0q/xcpDDmhgSfG2r0ttDQUJ5Z+DQGnYJy7luX20hbHSqpZQrX+HDr5/qIBNCEX/7yl85Vm85vQnXzwig2ReXLUxbWpFsZet0wXnv9db8cf42IiODFF54nKMCAkvG115uYqarKqlQrdknmkd/8ps2N+zfGZDKxcOFCOnWKcx6wWvAZPVpgx6GoPjMvR2vx8fHMf+wxlMpcHNnbXHpNaqmz+Zs/TTQEkQCaZDAYWLBgAcGBAc41BNy0ulCFXeXD4xYO5juYPXs2CxYsIDAw0C3b1kJcXBzPP7+ouqf9Kq8uxfdzoYNjhQ7uuGO2T/de95Tg4GCee+5ZggPNKOfWoDqqmvX6nwocxMbEcMUVV3goQv8zZMgQpk2bhlr0s0sz30+XKOh1Ovr16+eF6NxHJAAXREVFOVcXshbhcMOswWKrwj9/tnCuAh577DFmzJiBLPv/P0WPHj147tln0SkVKGe/dk8FlSQTbGh4OMziUFmdbqNr1/g2Ue/fUtHR0Tz99FNI9vLqwgXXPqMVdpXTJQ5GjhrlN8OO3nLHHXfQq1dv1JytTV7VnilV6NWrl9/Nnvb/o46XDBgwgDvuuAO1JAW1uOVlj0UWhfePWSlV9Cx6/nm/nqFan379+vHUU0+CrdC5HmtrZwtLOkIaSQCbz9kosSj8+tcPotd7dwlOX9O3b1/uu+9e1LJ0lIKDLr3mRKEdRaVd3/xtiHNe0KPoZXCc39pgUrUqKpnlDvpf6d6Jed4gEkAzTJ06lf79r0TJ2daiSWLlNpUPT1iplAw8/8ILDBgwwP1B+oBrrrmG3z76KErleRwebLCXW6mw47ydG2+80ef7rnvLLbfcwrBhw1Bzf0Ctym/y+cnFDkJDQsTwTwM6duzIXXfdiVqWhlpafyFIZrmCouKXn0GRAJpBp9Px6KPzMBn1KFnNW07SpjgXIC+xyyx85ln69OnjwUi1N2rUKB741a9Qy9I80nFRVVW+SbNiNpv4xS9+4dZt+zNJcpYRBwUFoZzf3OgcFkVVOVmiMvjaa9vEEKSnJCYm0r17D9TcXfVWBWWUO9/jXr16eTu0VhP/6s3UoUMH7v/lL1EqslAKXZs27pygZCWjzMFj8+fTv39/D0fpGyZMmMDs2bNRi0+g5P7g1m0nFztIKXYw8/ZZ7aJvTXOEhYXxy1/ORanMRm1klvb5CoUKm+Kzkw19hU6nY+7c+1CspSgFhy77+8xyhajICL/8HIoE0AIJCQlcffXVqHm7UW3lTT7/YJ6dg3l2Zs2a1eYW2GjK9OnTGT9+PEr+Abd1WXWoKmvP2ukYG+NTHWV9yejRo+nTpy9q/u4GK9fOlDjPXAcOHOjN0PzSlVdeyeDB10Lhwcvez/MVCt2699AostYRCaAFJMnZlllGwZG7q9HnFlsVVqfb6devL9OnT/dShL5DkiTuv/9+Z9uC7G0oZamt3uaBXDs5FQ7uvsf3eiT5CmeTs3tRbBUoRfX3C0ordRAT3YGoKO8tN+nPbr99Joq9CqXoaJ3HHSp07dpVo6haRySAFurYsSNJSbehFp9Arcxt8HnfpVtxIPPII+1rgtLFarqsduvWDSVzHaql6ZuTDbEpKpsy7fTp3VtUrjShd+/eXH311VB46LKxa1VVSS+Hvv3ax3CkO/Tu3Zu+/fpB0ZHL7q107txZo6haRySAVpg6dSqBgUE48uof384sd3Ao38FtSUl07NjRy9H5loCAAJ55ZiEhwYHOGavNnKxUY2+OnRKLwl2/+IWoW3fBlClTUGwVqKWnkEIv9EcqsaqUWh1tvmeSu02aOBHFWoJafq7O4/46AVEkgFYICgpi6tQpqGXpqFWXXwVszbQRYDYzZcoUDaLzPVFRUTz9VPMnK9WwKyrbztvp369fmy2hdbeBAwcSG9sRtehn5NALpZ7nqitXvL2sqL8bOnQo5oAAlJITdR6PjY3VKKLWEQmglSZMmIDJbMaRf7DO46VWlZ8LHdw8frzfLA7hDX369GHu3Puck5Xy9zfrtYfynWf/M2bO9FB0bY8sy4wdm4BSkQkXtefIqlCQJPyy95SWjEYjI4YPh7JU4MIJjD9WAIFIAK0WFBTEjWPHQukpVHtl7eMH850zLMePH69dcD5qwoQJXH/99Sh5e1AqXOi7jnPMele2s93u1Vdf7eEI25aRI0cCoJSm1T6WXaHQMTYWs9msVVh+a+jQoagOS53JoP46HCkSgBvcfPPNqKqjTsvoowUOenTv7rdjg55UU0UVFdUBNWs9qtJ0g71z5QpZ5Q4SJ0702y+bVjp16kSHDtGoFWdrH8uugq7dumsXlB8bOHCg8zNY3Xk1OLjli0BpTSQAN+jWrRtd4uOh9ELXwJxKhSFDh2oYlW8LCgrit4/Oc06uyWl6ktjBPDsGg77N9U7yBkmSGDToaqjMAsChqBRUOejSpYvGkfmnoKAgunfvAQ7nFb+vL9zUGE0SwNdff82kSZOYMGECy5Yt0yIEtxs5YgRKRRZcVG4nJtg0rn///kycmIhS+FOjS/CpwNEilcGDrxX3U1ro4j41+RYVRXVeGQgt07v3hbYP/vyZ9HoCyM7OZunSpXz66aesXLmSzz77jJMnPbPaljdde+21AKjW4trHRIVF0+68807CwiNQs79vsG9NVrlCicUh6v5b4eLPYn6V830Ww5Mt16PHhZm//nwj3esJYOfOnYwYMYLw8HACAwO55ZZbWLt2rbfDcLsePXpgDggAexkSMPr66wkICNA6LJ8XEBDAvXPuQanMRS0+Ue9zLNV5Qdz8bbmLz/YLqpzVK/5auugLLp745c/rUHi9gXpOTk6dRZNjYmI4fPiwy68/cqT+ae2+oGNsLKmpqajAdcOGsX9/88oc26uAgAA6dowjO28PUmhvJPnyj2VEeBinT5/WILq2IyAgkMrKCkpsKkaDgeTkZHFDvYXKyy/0ADt+/Dg5OTkaRtNyXk8AiqLU+dCpqtqsD+HAgQN9dtWd48ePk5qaCsDgwYPFFUAzmEwmXn75ZZTi4+giLr93MmDgVQwZMkSDyNqOzp071Q63duzYkaGiSKHFVFXlrbfeApyLRfny/RSLxdLgibPXh4A6duxIbu6FWbO5ubnExMR4OwyPuHgsUJxZNc/AgQPp3acPFByoey9ANqLX68T4vxtERkbW/tzhoqtwofnayvfb6wlg1KhR7Nq1i4KCAiorK1m3bh033HCDt8PwiOuuu445c+bwm9/8RkywaSZJkpg2dSqKtRS19MyFx42h9OnTt3Yyk9ByFycA0QG09WrKaP35St/rQ0CxsbHMnz+fOXPmYLPZmDlzZpu5uWcymUhKStI6DL917bXX0qFDNAVFP0GoWKLQ3caPH19bcHFxMhBa5pVXXqG0tJSIiAitQ2kxTVbRTkpKEgdK4TI6nY6bbhrHZ599hmwtQTKGah1Sm3Jx8YU/H7R8RXBwsF/PAgYxE1jwMQkJCQAoJSlNPFNojdBQkVwFkQAEHxMdHc0VV/SCslNah9KmhYeHax2C4ANEAhB8zvDhw5wTw1xYb1loGX/uXyO4j0gAgs8ZPHgwAGp5usaRtF0iAQggEoDgg7p27UpQULBzERPBI/y5dFFwH5EABJ8jyzJXXtkfqcq1xWKE5pNl8dUXRAIQfFTv3r1RLEWolkKtQxGENkskAMEnDRkyhNjYjkSEBogF4AXBQzSZCCYITenatStvv/2W1mEIQpsmrgAEQRDaKZEABEEQ2imRAARBENopkQAEoZ0RcwCEGuImsCC0E2azmSlTpjBo0CCtQxF8hEgAgtBOSJLE3XffrXUYgg8RQ0CCIAjtlEgAgiAI7ZRIAIIgCO2USACCIAjtlEgAgiAI7ZRIAIIgCO2U35SBqqoKgNVq1TgSQRAE/1FzzKw5hl7MbxKAzWYDIDk5WeNIBEEQ/I/NZsNsNtd5TFLrSws+SFEUysvLMRgMSJKkdTiCIAh+QVVVbDYbQUFBl60E5zcJQBAEQXAvcRNYEAShnRIJQBAEoZ0SCUAQBKGdEglAEAShnRIJQBAEoZ0SCUAQBKGdEglAEAShnfKbmcBae+mllzhw4AA2m4309HSuuOIKAEpKSpg+fTrz5s3TOEL/l5GRQWJiYu17W+Pdd98lLi6u9s8PPPAAv//974mNjfV2iH5h7dq1/POf/8Rut6OqKlOmTOFXv/pVg8///PPPCQwM5LbbbvNilP6hue+lvxEJwEUvvvgi4DxIzZkzh6+++gqAt956S8uw2pyYmJja97Yh7733npei8T/Z2dm89tprLF++nIiICMrLy7nnnnvo0aMHN910U72vOXDgAMOGDfNypL6vJe+lvxFDQG5w+PBhZs+ezY033libEJYvX87ChQtrn3PPPfewe/dudu/ezcyZM5k+fTpPP/20ViH7lYULF/LQQw8xceJENm3axLhx48jIyNA6LJ9UWFiIzWajqqoKgKCgIJYsWUKvXr349ttvmTVrFpMnTyYxMZEDBw6wc+dONm3axJtvvsm2bds0jt63NPZeXvwZ3L17N/fccw/g/J6//vrr3HHHHYwfP56tW7dqFr8rxBWAG+Tn5/Pf//6XsrIyxo0bx9y5cxt9fmpqKps3byYkJMRLEfqPnJwcpkyZUvvnpKQkAMLDw3n33XcB+P3vf69JbP6gX79+3HTTTdx8883079+f4cOHk5SURHx8PC+88ALvvvsukZGRfPnll/zzn//k3XffZdy4cQwbNowxY8ZoHb5Paei97NatW6Ovs9lsfPbZZ2zatIk33niDhIQEL0XcfCIBuMGYMWMwGo1ERkYSERFBcXFxo8/v0aOHOPg3oL4hoIULF3L11VdrFJH/eemll/i///s/tm/fzvbt25k1axZ/+tOf+Nvf/samTZs4c+YMe/bsuawxmHC5ht7LxtQk0t69e1NUVOSFKFtOJAA30OsvvI2SJKGqau3/a9S0swYua8kqNE28Z67ZsmULFRUVTJo0iRkzZjBjxgw+//xzli1bxl/+8hcmT57MddddR9++fVm2bJnW4fq0ht7LL7/8ErjQX99ut9d5nclkAvCLrsXiFMBDIiIiOHXqFKqqcvbsWU6cOKF1SEI7YDab+fOf/1w7Pq2qKseOHcNoNCJJEg899BDDhw9n/fr1OBwOAHQ6Xe3PwgUNvZf9+/cnIiKCkydPArBx40Ytw2wVcQXgIaNGjeJ///sfiYmJ9OjRgyFDhmgdktAOjBgxgt/85jc89NBDtVedY8aM4W9/+xsLFy5k4sSJSJLE6NGj2b9/P+D8rP7lL38hJCSExMRELcP3KQ29l4888gjXXnstr7zyCm+//TajR4/WONKWE+sBCIIgtFNiCEgQBKGdEglAEAShnRIJQBAEoZ0SCUAQBKGdEglAEAShnRIJQBCaae3atbW9XwTBn4kEIAiC0E6JBCAILnjjjTe4+eabmTlzJuvXrwfgzJkzzJ07l1mzZnHjjTfy8MMPY7FYWLVqFbNnz659bWZmJqNHj8ZqtWoVviDUSyQAQWjChg0bWLduHStXrqzt+grOhVSmTp3K559/zrp168jIyGDLli0kJiaSnp5OSkoKAF988QXTpk3DaDRq+WsIwmVEAhCEJuzatYvx48cTHByMXq9nxowZADz55JNERkby3nvv8bvf/Y6cnBwqKiowGo3cfvvtfPHFFzgcDlasWMGsWbM0/i0E4XKiF5AguODijik6nQ6Axx9/HIfDwcSJExk7dixZWVm1z5s9ezYzZ85k2LBh9O7dm/j4eE3iFoTGiCsAQWjCDTfcwNq1aykpKUFRlNr1CrZv384jjzzCpEmTADh06FBtV824uDiuueYa/vCHP3DnnXdqFrsgNEZcAQhCExISEjhx4gQzZswgNDSUfv36UVhYyPz583nkkUcIDAwkODiY6667jvT09NrXTZ8+nVdeecWnV4QS2jfRDVQQPEBRFF5++WU6derEr3/9a63DEYR6iSEgQXCzsrIyhg8fTlZWFnPmzNE6HEFokLgCEARBaKfEFYAgCEI7JRKAIAhCOyUSgCAIQjslEoAgCEI7JRKAIAhCOyUSgCAIQjv1/wFtqVjBnsdvyAAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Scale the violin width by the number of observations in each bin:\n",
"sns.violinplot(x ='day', y='total_bill', hue='sex', data = tips, palette='muted', split=True,\\\n",
" scale = 'count' )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you closely observe, you would notice how the spread of *Violin range* get modified as per the individual bin **`count`** that we set as our **`scale`** parameter. Let us add little more variation to this plot:"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-18T08:09:40.624559Z",
"start_time": "2021-07-18T08:09:40.086480Z"
},
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Let us get our Quartiles visible:\n",
"sns.violinplot(x=\"day\", y=\"total_bill\", hue=\"smoker\", data=tips, palette=\"rocket\", split=True, scale=\"width\", inner=\"quartile\")"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-18T08:09:41.185101Z",
"start_time": "2021-07-18T08:09:40.635302Z"
},
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Draw the quartiles as horizontal lines instead of a mini-box without split :\n",
"sns.violinplot(x='day', y='total_bill', hue='sex', data=tips, palette='muted', inner='quartile')"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-18T08:09:41.725623Z",
"start_time": "2021-07-18T08:09:41.191937Z"
},
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Draw the quartiles as horizontal lines instead of a mini-box with split:\n",
"sns.violinplot(x='day', y='total_bill', hue='sex', data=tips, palette='muted',\\\n",
" split=True, inner='quartile')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So addition of just one more parameter, i.e. `inner` helps us represent data points within Violin perceptible in the form of it's Quartiles (as visible in our plot). Alternatively, we may also leave it to *default* as `box`; or alter to `point` and `stick`. Let us try one more:"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-18T08:09:43.081078Z",
"start_time": "2021-07-18T08:09:41.736365Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Show each observation with a stick inside the violin:\n",
"sns.violinplot(x='day', y='total_bill', hue='sex', data=tips, palette='muted',\\\n",
" split=True, inner='stick')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"`scale_hue` helps in computing *scale* as per *count of arrival of Smokers* on each day at the restaurant."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let us now use a **narrower bandwidth** to reduce the *amount of smoothing* of our violin:"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-18T08:09:44.563484Z",
"start_time": "2021-07-18T08:09:43.086936Z"
},
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.violinplot(x=\"day\", y=\"total_bill\", hue=\"smoker\", data=tips, palette=\"icefire\", split=True, scale=\"count\", \n",
" inner=\"stick\", scale_hue=True)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-18T08:09:45.154296Z",
"start_time": "2021-07-18T08:09:44.569344Z"
},
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.violinplot(x=\"day\", y=\"total_bill\", hue=\"smoker\", data=tips, palette=\"icefire\", split=True, scale=\"count\", \n",
" inner=\"quartile\", scale_hue=False, bw=.35)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-18T08:09:46.555161Z",
"start_time": "2021-07-18T08:09:45.164064Z"
},
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Use a narrow bandwidth to reduce the amount of smoothing:\n",
"\n",
"sns.violinplot(x=\"day\", y=\"total_bill\", hue=\"sex\",\\\n",
" data=tips, palette=\"Set2\", split=True,\\\n",
" scale=\"count\", inner=\"stick\",\\\n",
" scale_hue=False, bw=.2)\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-18T08:09:47.175270Z",
"start_time": "2021-07-18T08:09:46.572742Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Draw horizontal violins:\n",
"planets_data = sns.load_dataset(\"planets\")\n",
"\n",
"sns.violinplot(x=\"orbital_period\", y=\"method\",\\\n",
" data=planets_data[planets_data.orbital_period < 1000],\\\n",
" scale=\"width\", palette=\"Set3\")"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-18T08:09:47.733370Z",
"start_time": "2021-07-18T08:09:47.187970Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Don’t let density extend past extreme values in the data:\n",
"\n",
"sns.violinplot(x=\"orbital_period\", y=\"method\",\\\n",
" data=planets_data[planets_data.orbital_period < 1000],\\\n",
" scale=\"width\", palette=\"Set3\",cut =0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Hmm! That certainly unruffles the *density curve* at the *peak* as well at the *edges*. Let us now try to get this plot segregated based on another variable. As used in previous lectures, we shall once again use **Seaborn factorplot** to achieve this and add `col` parameter for separation:"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-18T08:09:49.101034Z",
"start_time": "2021-07-18T08:09:47.739233Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.factorplot(x=\"sex\", y=\"total_bill\", hue=\"smoker\", col=\"time\", data=tips, palette=\"Pastel1\", kind=\"violin\", \n",
" split=True, scale=\"count\", size=6, aspect=.6);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Well this spread looks just the way we wanted it to be. Let us now try to segregate the feed within a single plot:"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-18T08:09:49.850047Z",
"start_time": "2021-07-18T08:09:49.104941Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Modifying Background Style:\n",
"sns.set(style=\"darkgrid\")\n",
"\n",
"# Defining size of subplot ('f' represents Figure & 'ax' represents Axes):\n",
"f, ax = plt.subplots(figsize=(8, 8))\n",
"\n",
"# Drafting our Seaborn plot with our defined colors:\n",
"sns.violinplot(x=\"day\", y=\"total_bill\", hue=\"sex\", data=tips, palette={\"Male\": tableau_20[6], \"Female\": tableau_20[14]})\n",
"sns.despine(left=True)\n",
"\n",
"# Using Matplotlib for further customization (Header at Top, X-axis, Y-axis & Legend location on plot):\n",
"f.suptitle('Generated Total Bill by Gender', fontsize=18, fontweight='bold')\n",
"ax.set_xlabel(\"Day of Week\", size = 14, alpha=0.7)\n",
"ax.set_ylabel(\"Total Bill (USD)\", size = 14, alpha=0.7)\n",
"plt.legend(loc='upper left')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I could have actually plotted this without so much of Matplotlib customization BUT I wanted to simultaneously give you a glimpse of how *basic Matplotlib plots* work (some of you might be an expert with Matplotlib but am sure it shall help beginners). So I shall quickly run through detailing of the code here: We know that `sns.set()` helps us change the background. Then we have `f` and `ax` which when defined with **Matplotlib Subplot**, allows us to set a **size for the figure** and it's **axes**.\n",
"\n",
"Then we plot a normal **Seaborn Violin plot** as done earlier and with `left=True`, we make all the **spines (or axes) invisible**. Again we use Matplotlib to **add customized headers** at *top*, as well as for both the *axes*; and finally decide the **location** for displaying the **Legend** on the plot."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let us now try to something more; as in try to add **statistical summary** to **annotate plot** with **number of observations** in our Violin plot using the same Tips dataset:"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-18T08:09:50.520452Z",
"start_time": "2021-07-18T08:09:49.852980Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"[Text(0.5, 0, 'Day of Week'), Text(0, 0.5, 'Total Bill (USD)')]"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Modifying background styling:\n",
"sns.set_style(\"whitegrid\")\n",
"\n",
"# Heavy use of 'Pandas': Creating temporary functions using Lambda to combine DataFrames for sorting and grouping data\n",
"# before I pipeline Violin plot and assign labels:\n",
"(sns.load_dataset(\"tips\")\n",
" .assign(count = lambda df: df['day'].map(df.groupby(by=['day'])['total_bill'].count()))\n",
" .assign(grouper = lambda df: df['day'].astype(str) + '\\nN = ' + df['count'].astype(str))\n",
" .sort_values(by ='day') \n",
" .pipe((sns.violinplot, 'data'), x=\"grouper\", y=\"total_bill\")\n",
" .set(xlabel='Day of Week', ylabel='Total Bill (USD)'))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you find it difficult understanding the *usage of Lambda functions* (if not so familiar with Python or Pandas in particular) on *DataFrames*, the let me try to do this the other way around, and whichever looks simpler to you, you may use whenever required:"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-18T08:09:50.971132Z",
"start_time": "2021-07-18T08:09:50.528756Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Assigning a variable to our Violin plot:\n",
"ax = sns.violinplot(x=\"day\", y=\"total_bill\", data=tips, palette=\"Paired\")\n",
"\n",
"# Calculating value for 'n':\n",
"ylist = tips.groupby(['day'])['total_bill'].median().tolist()\n",
"xlist = range(len(ylist))\n",
"strlist = ['N = 62','N = 19','N = 87','N = 76']\n",
"\n",
"# Adding calculated value as Text to plot:\n",
"for i in range(len(strlist)):\n",
" ax.text(xlist[i], ylist[i], strlist[i])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In both the cases, **N** is just the **Number of observations** on that particular day. In the second plot, I have tried in fact tried to keep the value inside the plot but didn't do the same above. The reason is that there might be scenarios where the summary statistics that you're trying to deduce is so *lengthy with details* that NEITHER would it *look good* inside a plot NOR would it *fit in*, so in those cases, it is preferable to keep them on the axis itself.\n",
"\n",
"Please do remember that Seaborn in itself is just a *Visualization package* and creates compatibility to accept *Statistical packages* under it's hood but for core statistical summary, you will have to call packages like *Statsmodels*. Though monkey hacks are always available here & there.\n",
"\n",
"Now, let us try to combine little *more statistics* BUT graphically on top our Violin plot:"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-18T08:09:52.500901Z",
"start_time": "2021-07-18T08:09:50.977969Z"
},
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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tZs6ciRkzZiA8PBzffvstvvvuO2tvlqFDh2Lz5s1YunQp/vGPf8BgMGDTpk2IiopyODVB3McXGnUR53gkQXj88cfxxhtvYNy4cejcuXOzz/fss88iISEBX3/9NT788EMkJCTgySefxGOPPQbAUqy0bt06rF27FvPnz0dCQgKWLFmCmTNnNvvahBBhSUhIwBdffIG3334bL7zwAgwGAzp06IC3337b2n9l2LBhePvtt7Fp0yYsWLAADMOgX79++OSTTxAeHs7z38C/+UKjLlc0tamXP2DY2uPybvLSSy/h0KFDKCwsRPv27REdHW23ysCVVQzewBVrUJEi8RcZGRno1q2b3e2+8A3OF2Joqvr+XYnzhJYglP3yBd9huCTm9qlOHdfY555HRhAOHToEAEhMTIRGo0F+fr4nLkMIaQJf+GD2hRgIIQ3zSIJw4MABT5yWEEIIIV7ikVUMhBBCCBE2j4wgPPzww04d98knn3ji8oQQQghpJo8kCHl5eXa3mc1mVFRUQKfTISkpyS2rGwghhBDiGV6tQTCZTPjll1+wbNkyzJo1yxOXJoQQQogbeLUGQSwWY+zYsZg8eTJWr17tzUsTQgghxAW8FCm2a9cOmZmZfFyaEEIIIU7weoKg1+vx/fffIyYmxtuXJoQQQoiTvLqKQa/XIzs7G9XV1XjiiSc8cWlCCCGEuIHXVjEAlhqEDh06YNKkSXjwwQc9cWlCCCGEuAF1UiQkwLAmExixWLAxTJ8+Henp6di5c6fDPRG6d++OefPm0SglIc3kkQSBYzKZcPbsWeTn50Mmk6FFixbo0aOHJy9JCGkEIxbzvvmMs5vJ1MdoNOL555/Hjh07IJF49G2MkIDlsVfWr7/+ildeeQVFRUXgNoxkGAbx8fF46aWXMHr0aE9dmhDi58LCwnD+/Hl89NFHmDdvHt/hEOKXPJIgnDhxAk888QRiYmKwaNEidOzYESzLIisrC9u3b8eTTz6JTz75BLfccosnLk8I8XMpKSmIjo7G+++/j7Fjx6Jjx44Oj9Nqtdi4cSP27NmD69evo3Xr1njkkUcwZcoUL0dMiPB4JEFYt24dkpKSsHPnToSFhdnc9+CDD+K+++7DBx98gI8++sgTlyeEBIBly5bhyJEjeP755/H5559DJLJdtc2yLGbPno1z587hySefRKdOnXDw4EG89NJLKC0txfz583mKnBBh8EgfhNOnT2Py5Ml2yQEAKBQK3H///fj77789cWlCSICIjo7GCy+8gFOnTuG///2v3f2//fYbjh07hjfffBMzZszA8OHDsWzZMkydOhUbNmxARUUFD1ETIhy8dFJkGAYGg4GPSxNC/MjEiRMxevRovPvuu8jJybG57/jx45BKpRg7dqzN7XfeeSf0ej19SSGkER5JEHr37o2dO3dCrVbb3adUKrFjxw707NnTE5cmhASYl19+GVKpFP/+97+tBdEAUFVVhZiYGLuph9jYWABATU2NV+MkRGg8UoOwYMECPPzww5g0aRIeeughtGvXDgCsRYpFRUV45ZVXPHFpQkiASUhIwLPPPot///vf+Pzzz623h4eHo6ysDGaz2SZJKCkpAQBERUV5PVZChMQjCUL//v2xbt06vPbaa1i5ciUYhgFgKRqKi4vDmjVrMHjwYE9cmhASgO6//37s2bMHq1evhtlsBgAMHDgQmzdvxr59+3DHHXdYj/3xxx8hlUrRq1cvvsIlRBA81gehW7duGD9+PMaPH29tvZyXl4fy8nL069fPU5clhASo1157DZMmTbJOM4wYMQIDBgzAv//9bxQWFqJz58747bff8MUXX2DevHkIDw/nOWJCfJtHEoSLFy9i+vTpUCqVuOuuuzBhwgQAwOrVq7F9+3bs3r0b27dvR+vWrT1xeUJIA1iTqdmdDN0Rg7vbPSclJWHx4sV47bXXAAAikQgbN27EO++8g02bNqGqqgrt2rXDyy+/jKlT+f37EyIEDFu7qsdN5syZg0uXLmHLli3W+gNObm4uHnnkEfTs2RPvvvuuuy/dZDqdDmfPnkVKSgrkcjnf4RDSbBkZGQ73KiDNQ/+uzbfnuJLvEJw2YYCC99bkrnL2C0Bjn3seWcVw6tQpPPLII3bJAQC0bt0aDz30EI4fP+6JSxNCiM9hTSa+Q3CJ0OIlnuGRKQaWZaHT6Rq8X6vVeuLShBDic3xhgyxX8D0FRXyDx/ogfPnll6iurra7T6VSYceOHejdu7cnLk0IIYQQN/BYH4SHHnoIkyZNwp133om2bduCYRjk5ORg9+7dKCkpwfLlyz1xaUIIIYS4gUcShN69e2Pr1q1YsWIFtmzZYtPdrGvXrli+fDn69u3riUsTQgghxA081gehf//+2LFjB8rLy5Gfnw+z2YwWLVogPj7eU5ckhNTBsqy1URlpPg8s+iLEZ3ksQeBER0cjOjra05chhNQhlUqh0WgQEhLCdyh+Q6PRQCqV8h0GIV7By26OhB9CW7oktHh9TXx8PPLz86FWq+mbbzOxLAu1Wo38/HwaBSUBw+MjCMR30FKrwMK1Er5+/Tptr+4GUqkUCQkJ1KKZBAxKEAjxY+Hh4fSBRghpEppiIIQIislM0yWEeAONIBBCBEUsYgTVyx+w9PMnRGhoBIEQQgghdihBIIQQQogdShAIEQAhLvkUYsyEkJuoBoEQARDaElWAlqkSInQ0gkAIIYQQO5QgEEIIIcQOJQiEEEIIsUMJAiGEEELsUIJACCGEEDuUIBBCCCHEDiUIhBBCCLFDCQIhhBBC7FCCQAghhBA7lCCQgERbBhNCSMOo1TIJSELbMpi2CyaEeBuNIBBCCCHEDiUIhBBCCLFDCUIT0Rw2IYQQf0Y1CE0ktDlsgOaxCSGEOI9GEAghhBBihxIEQgghhNihBIEQQgghdihBIIQQQogdShAIIYQQYocSBEIIIYTYoQSBEEIIIXYoQSCEEEKIHb9KEH788UdMnDgRvXr1wvjx4/Htt9/yHRIhhBAiSH6TIPz000945plnMGzYMKxfvx4DBw7Es88+i//97398h0YIIYQIjt+0Wn777bcxfvx4PP/88wCAW2+9FVVVVXj33Xdxxx138BwdIYQQIix+MYKQm5uLnJwcjB071ub2cePGISsrC7m5uTxFRgghhAiTX4wgZGVlAQDat29vc3vbtm0BANnZ2WjdunWD5zCZTAAApVIJvV7v1HUl0LgaKq9qalhoxEF8h+G0mpoaj55fSM+f0J47wLPPn5CeO0B4zx+99m4S2nMHOP/8cZ913OdfXX6RIHD/GAqF7W6FoaGhACwf+s6e4+rVq05fN0Zg4y8XLwIIazhR8iVFFy969PxCev6E9twBnn3+hPTcAcJ7/ui1d5PQnjvA9eevpqYGISEhdrf7RYLAsiwAgGEYh7eLRI3/NoaFhQEAunTpAplM5uYICSGEEN+i1+tx8eJF6+dfXX6RIHB/ubojBSqVyub+hojFYgCATCaDXC53c4SEEEKIb+I+/+oS0EBP/bjag5ycHJvbr127ZnM/IYQQQpzjFwlC27Zt0apVK7ueB/v27UO7du3QsmVLniIjhBBChMkvphgAYP78+XjuuecQERGBUaNG4cCBA/jpp5+wZs0avkMjhBBCBMdvEoR7770Xer0eW7ZswY4dO9C6dWusWLECEyZM4Ds0QgghRHD8JkEAgKlTp2Lq1Kl8h0EIIYQInl/UIBBCCCHEvfxqBIEQQgjxZ9XV1SguLobBYGjwOKlUivj4eISHhzf5WpQgEEIIIQJQXV2NoqIiJCUlITg42K45IIdlWWg0GuTn5wNAk5MEmmIghBBCBKC4uBhJSUkICQmpNzkALF2FQ0JCkJSUhOLi4iZfjxIEQgghRAAMBgOCg4OdPj44OLjRqYiGCCZBOH78OB544AH07t0bw4cPx2uvvWZtpQwAhw8fxn333YfevXtj9OjR2LJlC4/REkIIIe7X0MhBc451RBAJwqlTp/Doo48iLi4OH3zwAebPn4/vv/8ey5YtAwCkp6dj7ty56NChA9atW4c777wTK1euxObNm3mOnBBCCBEmQRQprl69Gn369MG7774LhmEwdOhQmM1mbN26FRqNBmvXrkX37t2xatUqAMCIESNgNBqxYcMGTJ8+nXZnJIQQQlzk8yMI5eXlOHHiBB544AGb4ZJp06Zh//79EIlEOHHiBMaOHWvzuHHjxqG6uhrp6eneDpkQQoifKC4uhlar5TsMXvh8gnDx4kWwLIuIiAgsXLgQffr0Qb9+/fDSSy9Bq9UiNzcXBoPBbsfGtm3bAgCys7P5CJsQQojAmc1m3HnnnfjXv/7Fdyi88PkphvLycgDA0qVLkZqaig8++AAXLlzAO++8A51OhylTpgAAFAqFzeNCQ0MBAEql0rsBE0II8QtGoxEAcOzYMZ4j4YfPJwjcEo1bbrkFL730EgBgyJAhYFkWK1aswD//+U8A9VdrikSuDZKcPXu2GdESQgjxF7WnFtLS0niMxEIsFkOpVDq9OoFlWeh0uibH7vMJAjcSMGLECJvbhw8fjrfeegtnzpwBYD9SwP0cFhbm0vVSUlIgl8ubGi4hhBA/UV1dbf1zv379eIzE4vLlyxCJRAgJCXHqeLVaDYVCgU6dOjm8X6fTNfil2OdrENq1awcA0Ov1NrdzIwutWrWCWCxGTk6Ozf3cz3VrEwghhBBncFMMviI+Ph75+flQq9VgWbbe41iWhVqtRn5+PuLj45t8PZ8fQejYsSOSkpKwZ88ePPjgg9bbf/31V0gkEvTt2xf9+/fHvn378Mgjj1iHXvbu3YuwsDCkpKTwFTohhBABa04XQk/g9lS4fv26U5s1JSQk+PdmTQzD4JlnnsHTTz+NZ555Bvfeey/Onj2LDz74ANOnT0d0dDTmzZuHRx99FIsWLcI999yDkydPYvPmzVi8eLFLbSkJIYQQjq+NIACWJKE5H/qu8PkEAQAmTJgAmUyG9evXY86cOYiJicH8+fMxZ84cAJaixXXr1mHt2rWYP38+EhISsGTJEsycOZPnyAkhhAhV3antQCOIBAEAxowZgzFjxtR7f2pqKlJTU70YESGEEH/ma1MM3ubzRYqEEEIIH3Q6HQBAIhHMd2m3ogSBEEIIcYAbQQjU/XwoQSCEEEIc4EYQArU3DiUIhBBCiANckSKNIBBCCCHEimu1TAkCIYQQQqy4KYagoCCeI+EHJQiEEEKIA5QgEEIIIcQON8VARYqEEEIIseISBBpBIIQQQoiVRqMBAOsmgIGGEgRCCCHEAW4EIVBRgkAIIYQ4oFar+Q6BV5QgEEIIIQ5wUwyBihIEQgghxAFuBCFQpxooQSCEEEIcUKlUAIDjx4+juLiY52i8jxIEQgghxAGVUmX9c2lpKY+R8IMSBEIIIcQBtepmkaJSqeQxEn5QghAgtm7dihdfeJHvMAghRDDUmpsJQk1NDY+R8IMShACxYcMG7N23l+8wCCFEEFiWpQSB7wAIIYQQX6PT6WA2m8H1UKyqquI1Hj5QgkAIIR7GsizfIRAX1a05qKys5CcQHlGCQAghHrRt2zakpqYG7Fp6oaIEAZDwHQAhhPiz999/H0ajESqVKmB3BRQirgcCp6KigqdI+EMjCIQQ4kFGo5HvEEgT1B1BKKM+CIQQQgixSxDKyniKhD+UIBBCCCF1cMsaRTfWMVRUVATcaBAlCIQQQkgdN0cQLAmCmWVRXl7OX0A8oASBEEIIqUOpVIKx/s+ipKSE15i8jRIEQgghpI6amhrIGBkAIDpICgABt6MjJQiEEEJIHUqlElLcSBCCLf9fVFTEZ0heRwkCIYQQUkdNTQ2kZsvIgUImhkwspgSBEEIICXTV1dWQmiy9BBkAMSEyShAIIYSQQFddVQ0pK7P+HCOXoOD6dR4j8j5KEAghhJA6ampqIKudIARLUVhQwGNE3kcJAiGEEFKHUqm0SRBig2Uor6yETqfjMSrvogSBEEIIqUWn00Fv0EPKSq23xdxYyRBISx0FsZuj0WjELbfcYpe5hYSE4OTJkwCAw4cPY82aNbh8+TJiYmLw0EMPYebMmXyESwghRMC4Nst1pxgAy1LH1q1b8xKXtwkiQcjOzoZOp8OKFSvQrl076+0ikWUAJD09HXPnzsX48ePx1FNPIS0tDStXrgTLspg1axZPURNCCBGi6upqAHUShKDA64UgiAQhMzMTIpEI48aNQ3BwsN39a9euRffu3bFq1SoAwIgRI2A0GrFhwwZMnz4dMpnM7jGECAXLsnjooWlITR2LGTNm8B0OIX6vqqoKAJAhPw8TzACA6FojCIFCEDUIGRkZaNOmjcPkQKfT4cSJExg7dqzN7ePGjUN1dTXS09O9FSYhHsGyLC5fvoIPPviA71AICQjcFMMAzUCIb3xMysQihMmlKC0t5TM0rxJEgnDhwgXIZDLMmjULffv2xYABA/Diiy9CqVQiNzcXBoMB7du3t3lM27ZtAVimJwghhBBnOZpiAIDIIGlAbdgkiAQhMzMTOTk5GDlyJD788EP83//9H3788UfMmzfPmukpFAqbx4SGhgKovWUnIYQQ0jguQZDWTRBkYpTQKgbfsmbNGkRERCA5ORkAMGDAAMTExOBf//oX/vjjDwAAwzAOH8sVMjrr7NmzzQvWx6WlpfEdAnGR2Wy2/pmeP2FhWdb659OnTyM8PJzHaIizMjMzwYCBFFKb2yNkEpwvKgyY16EgEoSBAwfa3TZq1Cibn+uOFHA/h4WFuXStlJQUyOVy1wIUkH79+vEdAnFR7QSBnj9hMRqN1j/36tULMTExPEZDnPXzzz9DzsjBwPaLZ7hcAlVJld+8DnU6XYNfin1+iqGsrAw7duxAbm6uze1arRYAEBMTA7FYjJycHJv7uZ/r1iYEotrfYggh3qPX6/kOgTRBVVUV5Kz9F8UwmQQ6vR4ajYaHqLzP5xMEhmHw4osv4rPPPrO5fc+ePRCLxRg6dCj69++Pffv22XwQ7t27F2FhYUhJSfF2yD7HZDLxHQIhAYkSBGGqrKyE1CS1uz1UKgZwc5WDv/P5KYbo6GhMmzYNn376KRQKBfr374+0tDRs2LAB06ZNQ9u2bTFv3jw8+uijWLRoEe655x6cPHkSmzdvxuLFix0ujQw0tYeoCSHeQwmCMFVWVEJmth9BCLmRICiVSsTHx3s7LK/z+QQBAJ599lkkJCTg66+/xocffoiEhAQ8+eSTeOyxxwAAQ4YMwbp167B27VrMnz8fCQkJWLJkCbVavoFGEAjhh8Fg4DsE0gSVlZWIYCPtbg+R3EwQAoEgEgSpVIrZs2dj9uzZ9R6TmpqK1NRUL0YlHJQgEMIPGkEQHpZlUVVVhXg2we4+mdgyKx8oOzr6fA0CaT5KEAjhB40gCE9NTQ1MZpPDIkX5jQSBK5L3d5QgBIDaS60IId5DIwjCU1FRAQAOEwSJyLLsMVASP0FMMZDmoSJFQvgRKB8k/qS8vBwAIDcHAQCMMCG9qBoP/3gK3Dq5QHlPpRGEAEBTDITwg0YQhIdLEIJujCBIIMYtCeH4ZFIfrBjVFUDgvKdSghAAAuWXmRBfQyMIwnMzQah/iXx9rf39DSUIAYASBEL4QQmC8JSVlYEBA3mdjZoAwHyjGZ+re/wIVWD8LQMcJQiE8IMSBOEpKytDMBMMxsHHo+lGEYJYLPZyVPygBCEABEpBTSCg51JYaAWR8JSWlloLFOsymCyvP3/e0K82ShACAI0g+A8qehMWGkEQnpLiEgQZHScABrNlCEEms59+8EeUIAQA+tbpPyhBEBZKEISnqKgIwWyIw/t0RhpBIH6GEgT/ESgtXv0FTTEIi06nQ3VNNYLNjlcwaG+MxoaGhnozLN5QghAAaIrBf9A3UmGhBEFYSktLAQDB9Sxx1N4YQQiUXYIpQQgANILgP2gEQVgoOReWwsJCAECo2fEIgdpoeT4VCoXXYuITJQgBgBIE/0EJgrBQgiAsRUVFAIAQs+MaBI3BBIZhaIqB+A96k/IfVKQoLPTaE5aCggIAqLdIUWUwISQ4iBolEf/BsmzjBxFBoBEEYaEEQViuX7+OECYEYjhuhKQ2mhAWFublqPhDuzkGAHqT8h+UIAgLvfaE5dixY9Cb9TgYcsB6mwk3p2hVBhPCwmL4CI0XlCAEABpB8B+UIAgL1f8IC8MyaGlIwiDtYOttu8J3Wv+sNpgQFh7OR2i8oCmGAEBvUv6DEgRhodeecOj1ehSXFkPB1r9CQW1iEU4JAvEnNILgPyhBEBZKEISjoKAALMtCYW4gQTCYAmaJI0AJQkCgBMF/UIIgLJQgCEdubi4ANJogBMoSR4AShIBACYL/oASBEM9oLEEwsyw0BiONIBD/QgmC/6AEQVjotSccubm5kDNyyFjHGzFxbZZpBIEQ4pOoUZKwUIIgHFevXoXCpAADxuH9OlNg7cMAUIIQEGge1H/QCAIhnnEt+xoUxvqbIGlv7MNACQIhxCdRgkCI+ymVSpSWlyLcXP8SRj2NIBBCfBklCMLFbQREfM+1a9cAAGENJAgGs2W6SCaTeSUmX0AJAiECQgmCsDDMzfnsvXv38hgJaUh2djYANDiCQAkCIcSnUZGisNROENRqNY+RkIZkZWVBDDEU5vpXKBhvJAgSSeDsUEAJAiECQiMIwqXRaPgOgdTjypUrCGPDwTTwkWi+sSJFLHa806M/ogSBEAGhEQRhqT2CQAmC77p86QrCG1jBANxMEESiwPnYDJy/KSF+QE8jCIJCCYLvq66uRmlZCSJMkXyH4nMoQQgAtd+kiLDRFIOw1P62qVKpeIyE1OfKlSsAgAhzRIPHcQ2UAqn5FSUIAaB2gkBNk4TNQFMMgkUJgm+yJgiNjCBwb6OUIBC/UjtBMBgMPEZCmotqEISl9giCUlnDYySkPpcvX4aMkSOYbbgBkvjG+6jRaPRGWD6BEoQAUDtBCKRfbn+kN1CCICS1E4SaGiWPkZD6XLx4ERHG8Hr3YOBIRJb7TSaTN8LyCZQgBIDaCUIg/XL7IxoBEi5Kzn2P2WzGlctXEGGMbPRYLkEIpFE8wSUICxYsQGpqqs1thw8fxn333YfevXtj9OjR2LJlC0/R+aba32LoA0bYNFoqUhSSukvitFotT5EQR/Ly8qDVaRFpjmz0WCklCL7tu+++w88//2xzW3p6OubOnYsOHTpg3bp1uPPOO7Fy5Ups3ryZpyh9T+03KfoWIzw2b0gBVCDlD+quIKqsrOQnEOLQpUuXAACRTixxlIot76OBtJJIMD0ji4qK8MYbbyAxMdHm9rVr16J79+5YtWoVAGDEiBEwGo3YsGEDpk+fHlB9s51BCYLw5OXlAbAUSZlYFiaTKaC6ufmTiooKu/cwwp+LFy+CAYPwRpY4AoDsRoIQSKNAgkkQli1bhmHDhkEulyMtLQ2AJZM7ceIEFi5caHPsuHHjsGnTJqSnp2Pw4ME8ROtbaIpB2LilqRIRA5OJhcFgoARBIOqOIJSVlfEUCXHkwoULkLEyHAr5rd5jTLC8/oJuJAiB1PBKEAnCjh07cO7cOfz4449YuXKl9fbc3FwYDAa0b9/e5vi2bdsCsOzQRQmCbYIQSPNn/oIb9ZGIGOhMNAokJJQg+LYLmReQaGiBgdpB9R6zK3wnACBIQgmCz8nPz8fy5cuxfPlyREdH29xXU2NZV6xQKGxuDw217MilVNKyIoBGEISOW3nCrcOm51C4SktL+Q6B3FBWVobyinLoJDocDDlQ73HcCIJEJIJEJAqoXTl9OkFgWRbPP/88Ro4ciXHjxjm8H6i/lXBTNtU4e/asy4/xdZcvX7b++cyZMwE1h+YPuOdPfKOKOj09HZGRkTxGRJxVUFBg83NGRoZ1ipTw69y5cwCA/pqBiDfF13scN4IAAMFSMbKzswPmOfTpBGHbtm24cOECfvjhB+uwKpcUGI1GhIVZdt+qO1LA/czd74qUlBTI5fLmhO1zpFKp9c/t27dHv379eIyGuIobQZDcSIS7deuGli1b8hkScdLx48etfw6XW16H9PrzDWfOnAEARLmwSVOwVIzg4GC/eQ51Ol2DX4p9OkHYu3cvKioqMHz4cLv7evTogZdffhlisRg5OTk293E/161NCFRUgyBsXHLMjSBQDYIwRQdJUFJczHcY5IYLFy4gDGGQwvmVbiESUUBNXft0gvDKK6/YbXCyfv16ZGRk4L333kOrVq3w008/Yd++fXjkkUesUw179+5FWFgYUlJS+Ajb59SueKfpBeGxJghM4LV6Fbram6NFB0mRXVTIYzSktsyMTIQbGl/eaIIZF8tVeP3IJRQrtai5cMEL0fkGn04QOnToYHdbZGQkZDIZevbsCQCYN28eHn30USxatAj33HMPTp48ic2bN2Px4sUIDm54841AUXsEIZCafPgLrihRfKPUhkYQhMM2QZAhvagUer2e+rPwrKamBtcLriPF1LPRY8UQoUt0KJ4e0AHvnshGsSzECxH6BkF1UnRkyJAhWLduHa5cuYL58+fjhx9+wJIlSzB79my+Q/MZNIIgbNy0EE0xCE/t0Z7oYEsNQklJCV/hkBsuXrwIAIgyRbn0OIVMgurqak+E5JN8egTBkbfeesvuttTUVLv9GchNNIIgbFxCILoxxVD7WynxbTYJQpAlQSgqKkJSUhJfIRFY6g8A4Lz8HDKR0eCx3DJHAFBIxaiuqQTLsvWunvMngksQiOskkptPcyA1+fAX1hGEANyPXuhqP1cxwZZphWIqVOTdhQsXEMKEYLR6TKPH1l7mGCaTwGQyQaVS2fXf8UeCn2IgjaMRBGHjahBuzDDQCIKA2CQItUYQCL/OnzuPSH2ky48Lk1u+bFVUVLg5It9ECUIAqJ0gUA2C8HBJHdUgCE/tZcVyiQihMimNIPBMrVYjNy8XkU7WH9RexbDniuW5C5RdOWmKIQDULlKkKQbh4T5kRDTFIDh1R+yig6Q0gsCzixcvgmVZ5EnzUCJxLlnjVjFkV6nxwqGLKC8v93CUvoEShABACYKwWUcQqA+C4NglCHIxNUviWWZmJgBghHokgtnGl8LXrkGIvNENM1D21KAphgBAUwzCdjNBsPxMNQjCUTdBiAqSooiaJfEqMzMTwUywU8lBXeEyCRhQgkD8CI0gCBuX1NEUg/CoVbY7/0UFSVFZVU3PIY8yzmU0qUARsNQBRQbLAqaXBSUIAcAmQQigrUr9Rd0iRRpBEI66reIjg6RgWRZlZWU8RRTYNBoNruVeQ5Q5usnniJYHTh0JJQgBoPYUQyDtZe4vrCMIoBoEoan7euPmsAOlyM3XcAWKrnZQrC06SIKiwoLGD/QDlCAEANsaBJpiEBprgnDjaaQEQThUKhUY9mbHvYgb6+hpBIEfXIFicxKEuBAZCgoLwbKsu8LyWZQgBADbKQZKEISGSxBoFYOwmEwmqDVqiNmbr7/wAGu042u4AsWgJhQocuJCZNDrDQGR5FGCEABsEgQdrWIQGq7QjYoUhYWrPxCjVoIgsyQIgdJox9dwHRQZNH0fhYQQOQAgNzfXXWH5LEoQAkDtKQa93kAfMALDrTyhEQRhqaqqAgBI2JvtZuRiEaRikfU+4j1qtRrXcppXoAgAiQpKEIgfo/0YhMWaIFANgqBwowTiWv3oGIaBQiYNqC2DfcXNAsXmJQixwTJIxSJcvXrVPYH5MOqkGIC0Wi1CQ0P5DoM4qW4NAo0ACQOXIEhu1CC8cyIbYoaB3mSkBIEHGRmWbZ2bU6AIWKb6WiiCkJWV5Y6wfBolCAGImiUJi1ZHCYIQcUsZpaxlm+eF/dsjQi7Fy39csuuPQDwvMzMTIUxIkzoo1tVKIcfly5fdEJVvowQhAFEvBOEwmUzWKQXazVFYuCp3yY23WW4EoUKrh6ymhs/QAtK5M+cQqW/e6AGnTVgQjmQWoLq6GuHh4W45py+iGoQARDUIwlF77wwRY6m9pgRBGMrKyiBj5BCxlrfZhf3bY9nQzugQEUKjeF6mVCqRm5+L6GbWH3DaRoQAsNQ1+DNKEAIQvTkJR+0EgQEgEYsoQRCIkpISh8PZcokIajVNMXiTOxok1dYuwvK8cnUN/oqmGAIQjSAIR91kTiISwWAw8BQNcUVRYRGCjEHWn7kphkKVDhr6buZV58+ft/y//Bwy4dqHugn2e5+EySSIDw2yntdfUYIQgGgEQTjsEwQGer2ep2iIK4qKihBhjoQJlhoSrkjxs3P5+L1QyXN0geX8+fOQQgqRGxOzDhFBOHv6tNvO54soQQhAtYetiW+r/Vz9llsGvdFMIwgCoNfrUVFZgZbmJFSLbJc0SkUMPYdedu7sOSQYEjFEM9Tlx+4K3+nw9k6RofjrfD6KioqQkJDQ3BB9Eo1zBRBumRwlCMJR+7ka2ToGEcFSGkEQgMLCQgBACBtid59ExMBgNAbEZj++oLy8HMUlxW4rUOQkR1t6yfz9999uPa8voQQhgMjElgSBahCEo24yJxUx9PwJgDVBMNs3JJOIqGW2N3F1Au5OENqEByNIKsapU6fcel5fQglCAJHe2JOBRhCEo+5zJaMEQRDy8/MBAAoHCQJtuuVdGRkZYMC4bQUDRyxi0DkyBOlpJ9x6Xl9CCUIAYRhAKhbRB4yA0AiCMOXn50MEscNljtTwyrvOnTuHcDYCEkjdfu7uMQpkX73mt1s/U4IQYGRiEY0gCEjd50ouFkFLq1B8Xl5eHhQIBePgLVYEmmLwFpZlce7sOUQZ3Dt6wOkRGwYAOHHCP0cRKEEIMDKxmL6BCkjd50omEtEyVQHIzclFiMHxhmi0K6f3FBQUoLqm2u31B5x2EcEIlUlw/Phxj5yfbw0uc2zqX3rAgAFNehzxPJmYoREEAambIMgllCD4OpZlkZubizbmtg7v52oQzGb7BjzEvc6dOwcAyJJlIVea06RzOGqUxBExDHrEhOLon3+CZVkwN55bf9FggjB9+nSX/sLcP5C/t58UMpmIahCEpO5zFSQWQaOkBMGXlZSUQKfXIcwc5vB+2pXTe86fPw8GDCSs51r+9IwNx7EzucjOzkaHDh08dh0+NPiv9uabb/pdRhToqApeWAwGA8QQW7vxBdEIgs/LybF8U1WYFQ7v50YQaIrB886dO4doUwxuU49u8jnqa5TE6RlnSQSPHj0aWAnCvffe6604iJdIRYBOR1MMQqHT6SCqlSAES8TQ6fUwGo2QSKgRqi+6evUqACDc7Hgb4BvtSGgEwcOMRiMyMzLRxtimWecxwYyL5Sq8fuRSvceESsU4cuQPPPDAA826lq+hGoQAIxOLoNVQgiAURqMRYojBNeYNlogBACqVChEREfwFRup17do1SBkpghwscQRu9iOhBMGzsrKyoNPrEG2KadZ5xBChS3Qonh5Q/+jAtvP52J9+EhqNBsHBjp93IaIahAAjF4tQQ0WKgmEwGGw2mAmRWv6sVCopQfBR2dnZCDOFgYHj906uDwK1zPYsroPiRflFZMmuNPk8DRUpcvrEh+OnrBIcP34cI0aMaPK1fA3VIAQYS6MkShCEom6CECq1vGRramr4Cok0IvtKNsKMjgsUgZstz2nDJs86f/485Iwct6vG1JusOWNn+FeNTjGwsCR+f/zxR+AkCFSD4H9kIgY6DX1zEQpLgnDzzS1EaplioATBNymVSpSWlyLR3KLeY7gpBioW9qyzZ84i0hDVrOQAcG6KAQDePZGNw4cOgV261G++WDdag9CxY0dER0dbf3YG1SD4LplYBJ2OquCFwmQyQcSKwL3HKW4kCNXV1Q08ivDl2rVrAOovUAQsr0GA9kTxJI1Gg6zsLHQzdW/2uZwpUgSAKp0RpSodLly4gK5duzb7ur6g0RqEVatW4c4777T+3FBm5KkaBJZl8d///heff/45CgoK0K5dO8yePdsaFwAcPnwYa9asweXLlxETE4OHHnoIM2fOdGsc/kAmFkFHc5+CYTQaAZa5mSDILC/ZqqoqHqMi9cnKygIAhJvrrw8JklgSBFqu6jmZmZlgWRZRbuig6OwIQpXOgAU/n8Phw4cDI0FYvnw5+vTpY/MzHzZu3Ii1a9fiiSeeQJ8+ffD777/jmWeegVgsxoQJE5Ceno65c+di/PjxeOqpp5CWloaVK1eCZVnMmjWLl5h9lVTEwGAwwGw2QySiTtu+zmQy2QyRhsksIwgVFRV8hUQakJ2dDTHEDndx5MhvjCCo1WpvhRVwPLXFc0Mi5FJ0igrF77/9hscee8xr1/WkBhOEe+65p8GfvcFgMGDLli144IEHMG/ePADAkCFDcPbsWXz22WeYMGEC1q5di+7du2PVqlUAgBEjRsBoNGLDhg2YPn06ZDKZ1+P2Vdzwpl6vR1BQEM/RkMaYTCYw7M2fJSIRQmQSVFZW8hYTqV92djbC2HCHmzRxuDoSpVLprbACzvnz56GAAkGsd9/jbkkIx5eZF1FUVISEhASvXtsTmtRp5dKlSzh48CDy8/MhFovRpk0bjB49Gq1bt3Z3fBCLxfj0008RGRlpc7tUKoVarYZOp8OJEyewcOFCm/vHjRuHTZs2IT09HYMHD3Z7XELCsjc/YbgEQafTUYIgAJYEwfbDJlwupREEH5V1OavBFQyApV22iGGo0NSDzp4+C5iAgyEHmn0uZ5Y5cm5JiMCXmQX4/fffMXny5GZfm28uJQhGoxEvvPACvv32W5sPHQBYsWIFHnvsMTz99NNuDVAkEiE5ORmA5YOurKwM33zzDY4cOYJXX30Vubm5MBgMaN++vc3j2ra1bJSSnZ0d8AlC7U1hZKKbBVK0jt731Z1iAIBwqchv958XMo1Gg8LiQvQwpTR4HMMwUMilVEfiIRUVFSgsLkQvQ28k65tfC+DMMsfaQqViHDx4MPAShPfffx+7du3CPffcg4cfftg6YpCVlYWtW7fio48+QlxcHKZPn+6RYPft24cnn3wSADBq1Cj84x//sBZEKhS2fc9DQy1zgDSMZ7veWnpjDTYtsRIGs9lslyBEyiUoKi3hKSJSH67Fcq40B8WSIuvt1SL7FScKqZimiTyEqz+4Jr2GAsl1t5zTmSJFzpeZ17E7PR1VVVWC/xLmUoKwa9cujB8/3q5YsVevXlizZg00Gg0+/fRTjyUI3bt3x2effYYLFy7g3XffxeOPP26dWqhvdYWrhXhnz55tbpg+p3a1NDeCcPLkSZSU0IeMr1PWKO1WcUfKpThTWIK0tDReYiKOHT16FAAwRDPMZpnjX0F/IleWg3dOZFt3cqzQ6JCenk7PoQf88ssvAIDbVKMhhbTZ53N1BEFrNMNsNuPTTz/FkCFDmn19PrmUIJSXlzfY42DUqFH4888/mx1UfVq3bo3WrVtjwIABUCgUePbZZ61THXVHCrifw8Iang+sKyUlBXK53D0B+wjum4rGaMI3lwoBAJ06dUKPHj14jIo4Izg4GBrYrpePDJJCo9Wie/fuftX3XeiOHj0KEUT17uK4sH97RMgtH1jvpV9FHhOCfv36eTPEgLBt2zZEIMItyQHg/DJHDsuyePpgJi5fvowFCxa4JQZP0el0DX4pdunrde/evXHo0KF67z99+jS6devmyikbVVlZiW+//RZFRUU2t3fvbmmAkZeXB7FYbN1ilcP9XLc2IRBxPd+DJWJM75EEgKYYhIJlWbsRhOggyxsfjQD5lqtXr0KBMJvW2PWJCpKitLTMrpaLNA/Lsjh/9jwi9VG8xcAwDAYlRuDYsWOCrzNp8Df5+vXrNv/Nnj0bf/31FxYvXozz589Do9FAq9XiypUrWL58OQ4ePIgXXnjBrQGazWYsXboUX375pc3tf/zxBwCgZ8+e6N+/P/bt22fzYtu7dy/CwsKQktJwwVAgsKlBEN1c5kh8n9lstjRKqoVLEIqLi/kIidQjOysbYQbHowd1RQVJodXpaCWDmxUXF6OiqgJRJv4SBAAY1CISJpMJv/76K69xNFeDUwyjR4+2m9tnWRa7d+/Gnj177G4HgPvvv9+tnRSjo6Px4IMP4sMPP0RQUBB69uyJtLQ0bNy4EZMnT0aHDh0wb948PProo1i0aBHuuecenDx5Eps3b8bixYtpCBa2yYCMihSFhYXdCEJMsKWvR2FhoffjIQ4ZjUbk5+ejs7mLU8fHBt18DsPD62/LTFyTmZkJAIg2u69BkrOtluuSiUXYtGkT7r77brfF4m0NJgjz58/3iU0nnnvuObRo0QI7d+7EunXrkJiYiCeeeMLarWrIkCFYt24d1q5di/nz5yMhIQFLliyhVss31E4QaARBWMysGXVTBG4EgRIE33H9+nWYzCaEmZ2reYoNsSQIBQUF6NLFuaSCNI77cnpa/nezN2mqzZUaBM63lwqx80IhCgoK0KJF/Zt3+bIGE4QnnniiWSdXq9XYsmUL7r77brRq1arJ55FKpZg9ezZmz55d7zGpqalITU1t8jX8We3RAqmIRhCExFENglQsQlSwnBIEH8LVPIU1sElTbXE3EoT8/HyPxRSILly4gEg2Erepb3fbOXeF72zS44YnRePrC4XYvXu3YFsvN6mTorPUajXWr1+Pfv36NStBIM1jkyCIaQRBSEpLS6EV2+/6FxskQUGBe9Z4k+bjdnEMMzlXg6CQihEqkyAvL8+TYQWcjPMZiDREuvWcTZ1iACyF4du2bcPMmTMFufeNRxMEAFSl6wNqbyvLjSBQgiAMUZFRMJQbcV1k+00zNliKq7n04eIrcnNzIWfkkMG5JdIMwyAhRIbc3FwPRxY4SktLUVFZgbbmdm49r6vLHGv763oF3ku/hqNHjwqyJ4LHEwTCv9oJguRGglB7ZQPxXWbW7HAmNT5UjqNXSmA0GiGR0MuYb7m5uWDMjMPe/446KQJAYqgcV65mezq0gMEVKGZLs5EvcV/y7MpeDHX1T4xARJAMO776ihIE4ptqd1KkIkVhcdRqGQDiQ2Qwm80oKCjwyCZpxDW513IRb0jAIK39vi9cJ8W6WirkOHKhEBqNhlZbucGlS5YpAHd1UOQ0tQYBsOy+Orp1FL7980/k5eUJbqpdeJMixGW1EwSxiIGIYWgEQSDMJvtVDACQEGIZyqY5bP4ZDAYUlxZDwTpXf8BJUlh2U+X2cCDNc/HiRYQhzK3JgTuMbhsLMcPg888/5zsUl1GCEABqJwiApVCRRhCEwWw2g2HtE4TEUEuCQHPY/CsoKADLsgg1h7r0uKQwS4KQlZXlibACzoWMCwg3+N7mSFFBUgxNisT333+H8vJyvsNxCU0xBAC1Wm3zs0QkohEEgTCZTBDdGEH4LbcM50pvdt4TixhKEHzA9euW1SSh9ezBUJ+EEDmkYhEuX77sibACilqtxvXC64hioh3WgTRHc2oQOJM6xuNQbjm++uorzJ071w1ReQclCAFApVIBsGzW9PqRSzCaTNQHQSCMRiOYGwN9I1vH4J4uidb7lh2+iJyca3yFRm7gEoTT8r8hdjAoW1+RoljEIEkRRAmCG1y5cgUsy6KbvhtaGpPceu7m1CBwWiqCMKBFBL74/HNMnToVkZGRzQ/MCzyeIPhCJ8ZAx40gBEvEWDa0Mxb9mkkjCAJhNBnr3fynRYiM5q99QEFBAQA4tUlTXa3DgnDu0kV3hxRwuCQrwuT+KYbm9EGoTW8yQ6PV4qmnnsJ///tfN0XnWdQHIQDU3QpbKmJoBEEgDAYDRGw9CYIiCH9dKoJWq0VQUJCXIyOcwsJCKJgw3KYe7fD++lYxAEDb8GAcystHWVkZYmJiPBmmX8vKyoIIIhwLPubGBss3NbUPQl0bTl3DsawrKCoqQkJCghsi8yyPJgixsbHWtamEP44SBCpSFAaD0QAxxA7va6mQg2VZ5ObmonPnzl6OjHAKCwoRbGh8meI7J7IhrjOiqjaaAFgq8IW4Tt5XXLl8BVHmqHqTtOZwxxQD574uiThacAHr16/Hq6++6rbzekqDCULXrl1dniJgGAbnz59vVlDEvWqqbLeUldAIgiAYjUaYzWaI2foShJvL5ChB4E9RYRFCzI0nCAv7t0eE3HYJntpgwuN7zyAzM5MShGa4cuUKIo38bvHsjLgQOca3j8P3e/di8uTJ6NmzJ98hNajBBOHuu++mGgI/UF1tWyQloxEEQeA6YNY3gpAYKoeIYagOgUcmkwmlZaXozDZtR8YQqRiJiiDrLoTEdVVVVaisqkQbc1u+Q3HKPzrF41B+BVavWoUtW7dCLHb8+vYFDSYIb731lrfiIB5Uo7QdQZCJGGjr9EYgvseaINQzgiATixAXKkd2NrXr5UtFRQVMZhOCnRhBqE+78CBkUoLQZNzv/1XpVRRI3L+BmTuWOdYWJBFjWrcWeC/9Anbu3IkpU6a49fzu5LYaBLPZDJVKhb/++ou2XfYhRqMRao1tHwSZWIQqrf0OgcS3cA2uJA28TFuGypB15Yq3QiJ1lJSUAACC2ZBGj3VUgwAA5VoDitWVVKjYRFyCMFx9K0JZ15pVOcOdNQicQS0icSi+Ah+8/z5GjRrlswWLLiUINTU1WL58Ofbt2we1Wl3vCgUaLvMdNTU1drfJJSJotTSC4Ou4/hVStv7WsUmKIJy5lkubNvGktLQUABBsbnwViaMaBAC4UK7Ea0cuIyMjA8OHD3d7jP4uJycHEkaCECeStKZw1zLHugxmFnqdDm++8Qbeefddn5zOd+kdZdWqVfjmm2/Qp08fhIaG4o8//sCdd96JsrIyHD9+HGKxGKtXr/ZUrKQJqqqqAMCmXa9cLIKmmkYQfB2XIEjY+l+mSWFBMBpNyMvLQ7t27bwUGeFwIwgng046bJIE1N8oidM2PBgihsG5c+coQWiCa9euQWwW47eQXz1yfhaeWaovFTHoEhWCv44exXfffYe7777bI9dpDpcShIMHDyI1NRXr1q1DRUUFhgwZgunTp6NXr17IyMjAtGnTqK+4j+EShNpNXILEYqg1Db9pEf5xy1NlrKzeY7gNf7KysihB4AHXW/829eh6GyVxfRDqm2IALB8We/bswZw5czwWq7+6ln0NccY4DNEM88j5d4XvdFsfhLrMLIu3jl7BO2vWYODAgWjZsqXbr9EcLiUI5eXlGDbM8iRERUUhISEBp0+fRq9evdCtWzfcf//9+OGHH/D44497JFjiusrKSgBcoZul2CZYatmLwWAwQCr1rZ3PyE3c6hNpAwlCS4Vl0yYqVORHWVkZgpggp7oo1jfFAABbTufiWFk1zGYzRCLaQ89ZRqMRBYUF6Gxu2ioSvokYBrN7tcbzhy7hhRdewMaNG31qqtClSEJDQ2E236zobNOmDS5evNkmtEuXLvj666/dFx1pNi5BsLyB3UgQJJaqeJVKJZie4IGIe+7kNxKEups1cYIlYhq540lZWRmCWOe6WDY0glClM0Kp0uHq1avo0MH931T9VWFhIUxmExQubpTlS+JC5Hg0JQnvnzyLLVu2+NQXbJcShF69euGnn37ClClTIBaL0alTJxw9ehQsy4JhGGRnZ0Mmq//bDvG+iooKANxaeiMAIFRqSRBqamooQfBhVVVVEEFsXcVQd7Mmzn+OZdFKBp6UlpZCZpQ7dWxDIwgFSi3+dTATZ86coQTBBXl5eQAAhTnMY9cwwoRTxdWY/b/THrsGAIgZYPPmzejfvz9uueUWj17LWS4lCDNnzsSsWbMwbtw4fP3117jnnnvw+eefY+bMmWjbti2+/vpr3H777Z6KlTRBeXk5pIzUpkgxpFaCQHxXRUUFgpkgoJHu8klhQThzLYdWMvCgrLQMQaxzCUJDEkPlCJNL8ffff+Ouu+5yQ2SBgUsQ6ttJ0x0YMOgTH+aRGoTaNEYTXjx8Ccv+/W98tm0boqOjPXo9Z7j0bjJkyBB8+OGH+O9//4vw8HD06tULL7/8MlasWIE///wTvXv3xtKlSz0VK2mCiooKBCEILFjrds8ao2WqgStgJL6pvLwcMnPjHz6tbqxkyM3NRfv27b0QGeFUVlaitblNs8/DMAy6RAbj71Mn3RBV4Lh+/ToYME3aSdNZLFiPLHN0JEjMoLC8HDNmzMC3337Lez2Ky183hg8fbrMUZ+rUqbj33nuh1WoRHh5OLXx9THlZOWRGOXTQWrd75oYzuekH4ptKiksQ5MTwNbeSITs7mxIEL9JoNNDqtE7XIDSmS7QCaRnXqWGSC/Lz8xGOcI9s0sTZGf6Vx85dl1wsQkKoHIVFRdi6dStmzZrltWs74lJ6cvvtt+OXX36xu10mkyE8PBw//vgjbr31VrcFR5qvpKQUQXWauHDzoJQg+LbSklIEsY238G0ZFgQGoEJFL+NeP3I3TDEAQHK0pQvgqVOn3HK+QJCfl49gg2caJPElUi5Bi1A5PvroIxw9epTXWBocQSgvL8eVWsVP+fn5OHPmDMLDw+2ONZvN+Pnnn2kEwceUl5chno1H7cmEYIkIUrEIZWVlvMVFGmYwGFBRVYEW5sbXRcvFIsSFBtGmTV52c5WJe0YQ2kWEQC4R4+TJk1TL5aTCwkLEsfEevYYYIo/1QaiP1mjCy0cu44Vly/DpZ5/x1oq5wQRBLpdj8eLF1m5hDMNg48aN2Lhxo8PjWZbFhAkT3B8laRK9Xo8aZY1ll7Na+/0wDIOoIJm1TSzxPdxrztn2sS1CZcimEQSv4pokuWsEQSJi0DkyBOlpaW45n79TqVSoUdZAJVUhV5rjsesYYfLYuesTJBHjyVva4qU/LuP5557Dho0beelZ02CCEBoaig8++AAXL14Ey7J4/vnn8c9//hN9+/a1O1YkEiE6Opr2NPch3BuYoznSKLkExUVF3g6JOKmwsBAAEGJ2LkFIUsjxc04OTCaTT28f60+sIwhOFJI6q1uMAjsuZKGiogJRUVFuO68/Krrx/hVqDnVbHYgjpRJ+vki1VARhds9WWJt+DmvXrsXixYu9HkOjRYo9evRAjx49AFgqRseOHYsuXYTZtSrQWDeScTCPHRMsRXZBgbdDIk4quPHchNTana6+RkkAUKkzwmAwoLCwEElJSV6JMdBxNQjuWObI6R6rAC4A6enpNM3QCC6J7q8dgFhTnMeu44ndHJ01sGUk7qiIw1dffYVevXp5fadkl1YxLFiwAIAlcz5y5Ajy8/MhlUrRokULDBs2DAqFcLtZ+SMuQQhysFd9bLAMR7NL6Runj7p+3bKvvbMjCHKxpd44OzubEgQvqaiogJgRQ+zk22hDnRQ5LACxiEFaWholCI3gRhD+lp+60QjOM0wwN36QB03t1hJXqtR44/XXkZycjDZtmr+s1lkuL3Pcvn07Vq1aBa1Wa7Pds1wux5IlSzBt2jS3Bkia7uZe9fYJQnyIDCaTCUVFRT63QQixJAghTCjEEMN84w2qvk6KAKDUGzF331lcu3aNdgT0koqKCjCsqNFdBLndHBvqpFjbqmNZOH6M3+p1ISgqKgIDBrepb/doH4Sd4V95rQ9CfdgbW0M/NmsWvv/hBwQFeW5KpTaXEoT9+/fj1VdfRffu3fHYY4+hQ4cOYFkWWVlZ2Lp1K15//XW0bNkSt912m6fiJS4oKSmBCCJrL//aEkItw6K5ubmUIPigvNw8hBqdX76lkEkQJpciJ8dzxVrEVkVFBcLNYRjVyBp8bjdHZ/WIVWD7+TwUFRXxVr0uBCUlJQhmgj2aHPgKiYhBS4UcudXVePvtt/H8889757quHPzRRx+he/fu+OKLL2z2XOjWrRvGjh2LKVOmYNOmTZQg+IjS0lIEM8FgHLyAEm8kCDk5ORg0aJC3QyONyM3NRYQp0qXHJIbIcO3aNc8EROyUl5VDCy0Ohhxo8DhuBMFZKbGWfQWOHz+OSZMmNTk+f1dSUoIgk+e/SfOxzLE+X2Rcx3fffYdBgwZ5ZQrKpQQhMzMTTz/9tMMNmaRSKe666y68++67bguONE9xcXG9L6BIuQTBUgmtnfdBKpUKFZUVSDK3culxiaFynKcEwWvKy8sRZ4zHQG3DCbarIwitwoIQESTFsWPHKEFoQHFRMYJMjTcS8yf3JyfifJkKb77xBnr06IHERMdTju7iUoIgk8mg0WjqvV+lUlHBmw8pLqz/BcQwliGr7GxaO+9ruA1owlzcoS4xVI5DeQVQq9UICfGv7nK+hmVZVFRWIJp1f0tkEcOgR7QCx4/d3CmX2CstLUW8h5skAd7bzdFZLAvoTGa89tpreO+99zz6++FSgjBgwABs27YN9957L+LjbZ+YoqIibN++Hf369XNrgKTpSkpL0NJcf0V7a4UcJy9dpjchH8PVEbi6hW1CqGVkLy8vj5Yie5hKpYLRaHRbk6S6esQpcOTvXFy+fBmdO3f2yDWEzKYJnIcxYBAiEaFVmHcKA50hYhicOHECu3btwr333uux67iUIDz11FOYMmUKxo8fj7vvvhvt2rUDYOkB//3338NkMuGpp55ye5Bmsxlffvkltm/fjry8PMTExOD222/HE088YV1aefjwYaxZswaXL19GTEwMHnroIcycOdPtsQiFSqWCWqN2uIKB0yY8GAdz81FSUmKX8BH+3EwQbJcNN9QHAQC0Jstqh+vXr1OC4GENNSFzh9p1CJQg2OPaxHuyQRLHl2oQOCzLYsWxLKx99x0MHjzYY4XmLiUIycnJ+PTTT/Haa69h27ZtNvelpKTghRdeQLdu3dwaIABs2rQJ77zzDmbNmoUhQ4YgOzsba9euxeXLl7F582akp6dj7ty5GD9+PJ566imkpaVh5cqVYFmW992w+GJd4uigBwKnXYTlvosXL1KC4ENycnIQyoRCUufl2dAyRwBQGYyYs/cs8vPzPR1iwOM+oORmz3xAxQTL0DIsGMeOHcODDz7okWsIGZegXZJdRI7Us3U3Rph4X+boiMHMQq/T4+2338bq1as9cg2XEoSHH34Y8+bNw1dffYWysjLk5+eDZVkkJSUhNjYWBw4cwMSJE7F79263BciyLDZt2oQpU6ZYW00OHToUUVFRWLRoETIyMrB27Vp0794dq1atAgCMGDECRqMRGzZswPTp0x0WVfq7mz0Q6p+LbhMeDBHDICMjg9bO+5Cr2VcRanC96VioVIJQmZQSBC/gPqDOBp1GJnu+wWO5VQzONEqqTaM34NixYzAYDLz04fdlXBfLAZqBiDZ7dmtsb2737AqpiEF0kBSHDh3C4cOHPfIe3mCCoNFobLYEPnbsGFJTU9G2rWXeJzY2FoBlPigvLw+///67tcDKXVQqFf7xj39g/PjxNrd36GAZ7rl06RJOnDiBhQsX2tw/btw4bNq0Cenp6Rg8eLBbYxKC4uJiAI6bJHGCJGK0DAvC+fMNv8ER72FZFteuXUNSA7UjDYkNllpb0BLP4RKE4eoRjQ5zu7qKgRMiFaNCp8PZs2cd7n8TyG5ulOX5KQYWLNRGE65V11+gzyeJiMF/Vq/GoEGD3J5INpog3H333aipscx7MgyDN998E2+++abD41mWxbBhw9waoEKhwLJly+xu379/PwCge/fuMBgMaN++vc39XBKTnZ0dkAmCdTfABqYYAKBDRDD+PnuGChV9RFlZGTRaDQrFhdb19Wwjj6ktNkiC6zSC4HFlZWVgwDhsQlYfZzspclQ3umOeOHGCEoQ6uC+ux4L/AgPPv2+FSMQ+VaRYW6hUjLSCAvzwww9uL1hsMEGIjo7GqlWrcOaM5QNk/fr1SE1NRXJyst2x3G6OEydOdGuAjvz999/48MMPMWbMGGvyUncfiNBQyyY3SqXS4/H4ouLiYsgZuU2feI3RZDePVqkzokqlQ25urld7fBPHuALFW7T9kGCy1BuYYcbX4TucenxMsAyZxbRLp6eVl5cjiAly2ISsPq5OMQBAmEyC9PR0V8Pze1VVVWBu/C/QqQwmBEtEePfddzFhwgS3tmFutAZh5MiRGDlyJABLdfTUqVPRu3dvtwXgqrS0NMydOxetWrXC66+/juzsbACo99uvSORaG86zZ882O0ZfcOnSJQTVKaAKloixbKhtRXR+jRbP/paJ77//nrbq9gGHDx8G4PoSR050sAwqdSkOHz6M4ODAaiLjTVeuXIHcxS5+ro4gAMBn5/Kx//Tf+Ouvv6gOoZYrV64gGMGNtrl2B1+tQagtLliGnBot3n//fevntTu4VKS4fPlyt124Kfbs2YOlS5eiXbt22LRpE6Kioqw7FtYdKeB+Dgtz7Y02JSUFcrln1jZ7k0FvgIE1WIep1SI1JEb7weoWCjkUcikqKiqoh4UPOHz4MMQQI6SB4tKGRAdZPkRatmxprdMh7qfX6b3S5jc5OhT/yy5BaGgoevbs6fHrCcXnn38OmYd6UNTl6zUIHDED/LRnDxYtWuT0dLHuRo1LfVzezZEvW7duxYoVKzBw4ECsX7/e+sHfpk0biMViu01quJ/r1iYEipKSEsQbEzBAOxAA8FPoboglWrvjRAyD5MhgnKRhTJ+Qk5MDBcKaPHQadSNBKCsrowTBg8pKyxDGhrv0mKZMMRjNlqT+9OnTlCDUoqxRQmryzseXBGL0ivetPgiOHMorx8ZTOTh+/DgGDhzolnMKIkHYsWMH3nrrLUyYMAErVqywWbYol8vRv39/7Nu3D4888og1c9q7dy/CwsKQkpLCV9i8MZvNKK8oRywb59Tx3WIUSDt/nXaP8wG5Obkwmgw2GwC5UqQYIbe8pLl1+sT9TCYTKqoqEOdim9+mTDEAwMJfM2ilUR011TWQst6ZcjHB7JN9EOpiYVnRsGfPnsBJEMrKyvDGG28gKSkJ06ZNs3uhtGnTBvPmzcOjjz6KRYsW4Z577sHJkyexefNmLF68OCDnYSsqKmA2mxtsklRbtxhLgWdaWhomTJjgydBIA8xmM65fv44Oxo7opbtZ5+NKkWKk/OYIAvGMyspKl15fzdU+LAjnz53zyrWEokap9Fib67p8sZNifTaeysGh339zW+8Mn08QDh06BI1Gg/z8fEybNs3u/pUrV+Kuu+7CunXrsHbtWsyfPx8JCQlYsmRJwLZadrUNaevwYITJpTh+/DglCDwqLi6GwWiwa7HMaazVMoeB5UOMeIY32/wClo6nxy8UQKlU2q3WClQajRqhCOU7DJ8zsEUEDuWV48SJE24pOvf5BOHuu+/G3Xff3ehxqampSE1N9XxAAnDzDcy5bzgihkG36FAcO0q7x/GJ64AYanb8xtdYq2XOE79k2DQ4I+7FFUY31ITMkabUIACAUm8CYOnpQnUIFlqdFhLW5z++vK5HbBjEIgbp6emBkSAQ11k3kqmzzNFRHwROpc6IUpUO2dnZVNzGk+vXrwMAzsrPIAM3p9JcqUEAAIVMjKqqKjdGRmrjEoQgF6cYmlqDUKjU4ZmDGbh27RolCLA05NPr9RBD7JXrCaUGgRMqFbttuT4lCH7o5k5ztnN0jvogcErVeiw8cB5Hjx6lBIEnXIvk29SjIar15udKDQIAhIgZawMx4n7enmKIDZFCxDDWBDLQGY1GAICY9U6CIJRljhyJiEHG+XNuGQ2mBMEPlZeXQ8JIIIHtt5WGRhAAQCYW4YsvvsADDzzg6RCJA4WFhQhhQmySg9qcrUGo0BpgqqYRBE8pKyuDGGIcCvnNqeO5zZqaSiISISpYRgnCDSbTjSkXWRaKJLTvSF0ShkGNVofKykpERUU171xuion4kIqKCshh/+2moREEAPj0XB5+zS+DVqt1a7tO4pzCwkIEm+oftna2BuGDk9eQpVK7MzRSS2lpKRRQON3Fr6mbNdUWIRNbRwYDHTeC0FHfCcn6rh6/3s7wrxAiEfnsXgx11eiNqNAZUVRURAkCsVdZWQm5yfUtrnvFhWNvdilOnjxJbZd5UFJUgqAGEgRnBUlEUNdQguApZaVlkBm92201QiZBeTktXQVuttU/Kz+DDLnn+0OwYKE0mJBZrvL4tdzJHUudKUHwQ5UVlZCaXU8QusUoIBWLcOTIEUoQeFBaVooW5pbNPo9cLIJGK4z5UiEqLSn1Wv0BJ0giQqmanlMAEIstU3A9dCnoqu/m8evtDP8KoVLhjCBoTWZcrdJYp2KagxIEP1RZWelwG9rGahAAQHajE9fixYs9FR5xQKvVQqVWueWDRyYWQa830JJVDykqKYJMLLPpdtmQ5tYgAJbnVKu2b5UeiLgEgXV5fU9g4F7xlCAQh6qrqx1+E22sBgEA9maX4NNz+cjPz0dSUpKnQiR1cI2NGuoO52yRYpnGAADQ6/V+sfGYL9FqtTCZTOio74Ru+u5OPYarQWhqHwTAMq/MyqkxEABIJBIwDAMT0/wPQH/E3sibAqKTInGN2WyGWqOGFE375egdF45PkY8jR45g8uTJbo6O1OdmglD/CIKzRYp7rhRje8Z1GI1GShDczJlErj6XKppeF8IAiAt2bXMof8UwDILkQTBqjV65npBaLQPAqaJqrD6ehcjIyGafixIEP6NWq8GybJM3MkkIlSE+NAh//vknJQhexDU2kjmYGnKV6Ma3VHcMMRJbziRy9Vmf2qNJjZIAYG3aVRRKhDEH7g0hwSEoUhXioNi5aZ7mMMHs8Wu4U7XeMoJICQKxo1JZKm2bmiAwDINesQr8kXYCer3eZudM4jlKpRIA8HfQSbsWstxMqyt9EABKEDzhZoLg3deF2mBEeDSNIHAUYQoYi00Yqhnm8WvtCt/p8Wu4U4FKB7FY7JadeSlB8DNcgnAq6CROB/1tvd0AA6CDU+1ClXoTNFodTp8+jf79+3ssVnIT97wNVQ9DCGs718x1UnR2iuHnqyX479l8j8QZ6KqrLQWHsiZMMTSnBiFfqUOfbtFNeqw/io2LxbXsa165ltBaLZdrDWjTqhXVIBB7Go1lKVSoWWHzLadMXAaJmG20SBGwrHaYu+8sjh49SgmCl6jVlvlpiZf2uCdNw7WwPhF0DCKInHqMO1YxaIwmJCY2nhwGiujoaFyUeOcDW2itlvUmFr06N/4+7wxKEPwMlyD01d6CeFO89fafQndDD+ez4HCpBMeOHsX8+fM9EiexpdValrD9EXIIDGy/ZXJTDN9dLsKerOJGz2U0Wx5BSxzdj0sQRqpvc3qzIG4VQ1M3a6rRGzFv31m0aNHC5cf6q7i4OGigBgvW7vXibgwYwXRSNJhZXKlUo3fv3m45HyUIfkan0wEAJA42MnFmmSPnm4uF2HXxIqqrqxEeTnOfnqbX6wEAo9Sj7d7wuCmGuzolODXF8FNWMbadvw6JhF7e7qZSqSCCuEk7CTZ1ikFttNSSdOzY0eXH+quWLVvCyBpxIOQXiJ0cyWkOoaxi+D23HFcqc3DLLbe45Xz0DuJnuA+a+jb8cVb3GAW+uViIkydPYuTIke4IjTTAYDBABJFbvg2ZbowgcA1liPuoVCrImKZNAzV1BGFfdgk+OZdPu6zW0qpVKwBAubjM4yMIQmrI9HdxNaIiI932u0IJgp/hEoTm7pXeITIEUrEIp06dogTBC8xmM1iwDrvzufr2ZLiRILijSInY0mg0MLEmp7soAs2vQbhcoUZsTAzi4uKadR5/wiUICnMYgj3c9rpEUiKIIkUWlt+VO++6CyKRe0ZVKEHwM9xOZyK2eVm1TCxCx8gQnDx50h1hkUaYzWaIGbHDHQK5KQZn6c1miMVimmLwAJ1OhxCEOL2TI9D83RwvV2nQo/8gqimpJSkpCUHyICRWJ6Kvzj3D6fXZFb5TEFMMaYVVWHMiG7fddpvbzknvIH6GSxAYN8zLdYoMwf8uXoROp6OOfB7mzjd/g4mFjEYPPEKv10PENu211ZQaBIOZRbFKi4f69WvSNf2VSCRCx44dkXU2C1XiSo9eywiTIEYQyrUGREVGunXlGSUIfoZrjuOOebmOkSEwmopx8eJF9OzZs9nnI/UTi8Uws+6Z69QaTQgJCXHLuYit5iQIeTWub7bErUgZMGBAk67pz7okd8GljEsYqbzNo3UIO8O/8ti53SUxVI6LFWpMu+9Ot44cUoLgpxy9XJzZzbE2bi6bEgTPE4vFMMPklmVbWpMZIcG0sY8nmEwmME2cvlt9WzeXixTfOZGNHJMU7du3b9I1/VmvXr2wa9cuVIuqEGGO9Nh1hLAXw66LhTCzLP7xj3+49byUIAQQV5Y5AgDLspi3/zwuXrzowagIAGtLa3ckCBqjGaFRCneERepgWRZKRumVIkWDyYwzpUpM/MddVH/gALfW/1TQSY+uNPD1vRj0JjN+vlaGoUOHoE2bNm49NyUIfsrRy8XVEQTA8o3pj8OH3RMUqVdQkKUS2wQjRHDc59/ZvRgKVTp0bku9KzxFYQ7zSpHi2dIa6IwmDB8+3OXHBoKWLVsiJjoG8qIgDNYM8dh1fH0vht9zy1GtM2D69Ifdfm5KEPwMt/bdUUbt6ggCAGz6Owenqg1uiY3Uj0sQjIwJ0nq+DDm7F8OS3y5AoaARBE8QiURgGe+siz9WUAlFaAgGDhzolesJDcMwGDR4EH756QBYjdkthdmOGGFCelE1Hv7xlEfO31wsgO7duqFv375uPzclCH6GW//qriG3uBA5KnMLoNVqrR9ixP1CQy01AwbGgGA2uFnnUhlMiIiIcEdYpA6JRAKW8fyQs8FkRlpRDUaljqV+Fg0YMmQI9uzZg6PBf0HLuF4E6iyFVOyTrZYrtAYUqfWYM3euR6ahKEHwM1wFq5kxu95hx4GYYMubU1FREdq2bdv8ExKHwsLCAABHg/+026rblafRzLKo0Rncshc8sSeRSGD2wgjC3yXVUBuMGDt2rMevJWSDBln6Q4SZwzFYN9Qj1/DVPghaowmLD2bilr59MWjQII9cgxIEP8MVux0N/hMS9ubTqxapAb3Z5RoElcGybLKiooISBA/iEgRzM7M6jcEEM8tSguAhcrkcZsbUpMe60gchX6mFXCaj5Y2NiIiIQO9evZF9Khs9dCkeuYavbvdcrNajSmvA/AULPFbESgmCn+EShFs0/RFtvrl//E+hu6GXqFw+n1hk+cWrqqpyT4DEIe4Dvau+K9oa2tnc50onxSq9pVFWdHR0I0eSpggNDYUa6iatYnB2LwaVwYgF+8/jnvvupm6YThiTOgar/16NalE1ws3uL871xe2eZSIRqvRGtGvXDikpnkmMAEoQ/A7X8fBg6AGb/eoNMEBkhstFiteVWiw5mGndjph4RlRUFAA0OI/qzCoG9Y0Rn5iYGPcFR6xCQkLAMIxHVzEcu14Fg8mM8ePHNyXEgDNq1Cj85z//QZ4kF931Pdx+fgnE6BXvO1MMLMti5bFsXFEa8P7773v0WpQg+JngYEuBW6hZATl7c7lcmbgMEpHrw9eSGyMIBgOtZPCk0NBQSCVS6Bhdvcc4s4rhz/wKrD95jUYQPEShUMDAGrAr7Bunu1UYYXTpGofyK9CubVt069bN9QADUFxcHPr26YtLJy+hm767x3d35NuhvAqcKanG4sWLPf5FgBIEP8MlCN11PdDa2Np6+0+huyGWuD4KwHX/ddfuYMQxhmEQHRUNjbp5w5gVWksiRzv/eQa3OmS8cgKCnNxF0JURhEKVDhfLlfi/qQ9TcyQXTJw0Ea+dfA1/Bf8JnZtXM/jSMkeJmIHRzCI2Ngb333+/56/n8SsQr+J68BsZ+2/8NXojZv/vtEvn4xIErr8C8Zz4hHgUFhQ16xwVOgPkMhn1QfAQbipIz+icThBc8UdeORiGwR133OH2c/uz0aNHY9XKVZDqpRiice9qhp3hXyFUKvKJZY5lGgMqjSw++GCDV760UYLgZ7gPBoODBEEiYtA23LU19hqjGdeqNfSB4wUJiQnIlGTaFcC5MjFUpjEgPj6evn16SO1akXC4t9eEmWXxx/Uq9O/fHwkJCW49t78LCQnBmNQx+N/uveit7QMp3Nc7wlf2YtiXXYJPzuVj8eLFbm+pXB9KEPwMN4JggH2C0JROiieLqvCf49kID6fWvZ6WkJAAM2PGSLXt7nSurGIo0xqQ2KmFp0IMeNzUjUakAZq22rFeF8tVKFZpMW/CBPeeOEDce++9+PHHH7E/dF+zm43V5gvbPccEy3CssApDhw7B5MmTvXZdShD8jEQiQUhwCAw6vd19TdmLoVJnSTTi4+PdEh+pX2JiIkysCbpmDF+Xaw3oRt8+PYZ7HagZtdvP/Ud+BYKD5Bg1apTbzx0Iunfvjs6dOqP4UglG1rhvC2i+GyWpDSa89MclhIWH44UXXvTq6CAlCH4oPCwc+ir7BKEpIwhfZFzHT1fLEBsb667wSD1atLB881eJlAgy2ScIjS1zZAFUaPRo2bKlp0IMeEFBQQhThEGtd2+CYDCZcaywCiNHj7GOAhLXMAyDyf+cjDfffBM/h+6DjHXPNAPfIwj5NVrUGEzYsOEdr69OogTBD4VHhKM63/6DpCkjCHk1WoSGhlCRohckJSUBAFSMCjGwT8gaW+ZYoNTiXwczrYkG8QyJVIJcaQ5qnNzG2Zntnk+X1EClN1JxYjONGzcO69etR2h5KIZp3LMLJp8jCLuvFCOzXIUnn3zSI5sxNUZwCUJGRgbuv/9+/PLLL0hMvPlmefjwYaxZswaXL19GTEwMHnroIcycOZPHSPkTFR2FUnGZW85lYoHBAz3T55vY4r75K0XKJj2+WK23OQ/xjH79+uHo/mNON0tyZpnjn9crEBEeTq2VmykoKAj33n8vtm7dil+YnyFG87/YmOD5zbkcOVVUjS8yruP220fjwQcf5CUGQSUIWVlZmDNnDoxG28Yj6enpmDt3LsaPH4+nnnoKaWlpWLlyJViWxaxZs3iKlj9RUVHQi5s/xVClM2D+z+fQtWtXd4ZH6hEUFISYqBgoi5qaIFiaLLVq1cqdYZE6kpKSoIISZphtupU2lc5kxsniGky48x/UWtkN7r//fnz88cdQi9QIM4fxHU6T5Ndosf5UDjp37owXX3yJt1VJgvhtNBqN+PLLL/Gf//zH4dana9euRffu3bFq1SoAwIgRI2A0GrFhwwZMnz7duj9BoIiMjIQWzW8WcrnCMs/aq1evZp+LOKdNuzbIKc1t0mOLVHrIZTJqs+xh7dq1gxlmqERKhLmh9//fxdXQGU0YM2aMG6IjsbGxmDRpEn768ScMUQ2DnJU363w7w7/yag2CiWWRV6NDcFgYVv/nPwgK4q//giAShLS0NKxevRqzZs1CQkICli1bZr1Pp9PhxIkTWLhwoc1jxo0bh02bNiE9PR2DBw/2csT8io6OhpE1wAgjJLWeYldrEIpUOohFIhpB8KI2bdog41RGkx5bpNahVatW1APBw9q1awcA+Dl0n1MjCI21Wj5RUIWI8HD06dPHDdERAJg2bRp++OEHXJZeQg+95zYzcjcWQG6NFgYz8N7q//DeD0MQCULHjh2xf/9+xMTE4JtvvrG5Lzc3FwaDAe3bt7e5nduaODs7OyATBADQMVpI2KY3ONKbWQwYMMC6ARTxvDZt2kDLanEgZL/1w8fZRklFagO6dPNOA5VAxjWp6abrjm767o0ez9UgPPOr48RPazRj0p130vSCG7Vv3x7Dhw/H8T+OI1nf1eaLki+r0BqgM7FYsWKFR3dpdJYg/tUaWmJXU2Op1q/b6S80NBQAoFQ2bT5XyLgE4UjIH5DeWOqjFqkhgfO7ORaqdHjm1wwMHjLEU2ESB7hvp711fRBjsvzeO9MoyWRmUazSYoyXOqwFMoVCgYS4BFRdd20L9NW3dbPb7vlsSQ3eOnoFI0eOdGeIBMDDDz+Mw4cPI1uWhc76LnyH06hClQ6VOiOefvppn/l9EESC0BD2xmYB9Q2rutqv+uzZs82OiW8lJSUAgG66HmhltBSs/RS6G3o4P49WfmPTn5iYGKSlpXkmUGKHS3hrRDXWBMEZJWo9jGYWLMvS8+UF8YnxuFbs/BbO9UkvqoJUIoFEIqHnzQM6duiIi1kX0FHfEaImrmhgwUJtNOFadfM2UmuIwczCaGahUCjQqVMnn/ldEHyCEBZmqVKtO1LA/czd76yUlBTBD6m3a9cOy5cvh5ax/YV2ZRXDS39cQmRSW4wdO9YTIZJ6GI1GvP766w7XzjfUKElpsPT9HTlyJHr27OnRGAnQv39/nD1zFiYYIW7G2+jpUiX6DxiAITRS5xELnliARYsW4Zr0GtobmtbHgAGDEInnNmsSixicK1XijjvuwEsvveTVnXN1Ol2DX4oFnyC0adMGYrEYOTm22Tz3c93ahEAQGRkJkUhk6RffBMUqHa5UqLBg2jg3R0YaI5FI0CqpFWou2ycIDTVK+vFyEb7ILLDW3hDPSk5OBgsWB0J/sU7j1ae+RknFKh0KlVpMG+re3QfJTUOGDEHnTp1x8fIFtDO0A+OGZanuVKM3Il+pw+BBg/DCCy94NTlwhuATBLlcjv79+2Pfvn145JFHrFMNe/fuRVhYmE8UenibWCxGdGQ0tNqmJQiH8yvAMAxSU1PdHBlxRvsO7XHiWhrgwtOXr9QhOiqKNtXykuTkZABAB31HdDR0avDY+holnbkxGjRoEDUi8xSGYfDozEfx/PPPI1+Sj1bG1i6fw1O7OZ4vrcGq49no0b073lqxwieLVH0rXWmiefPmIT09HYsWLcJvv/2Gd955B5s3b8acOXMQHOy+Xb2EJC4hrkkjCCzL4nB+JfrdcotNp0riPe3atYMSNTC5sF3gdaUO7Tvwux1tIGnRogUUoQpUiCuafI5zpTWIj4v12ta9gWrUqFFondQamcEZYF3aPN1zrlapsSbtGpJatcaad97x2c8pv0gQhgwZgnXr1uHKlSuYP38+fvjhByxZsgSzZ8/mOzTeJCQkQCtxvVlSRpkSxSotJk6a5IGoiDPat28PFiyUovo3ZqqNZVnkq7To2LGjhyMjHIZh0KNHD1RKm5YgsCyLjHI1+g8YSH0rPEwsFuPhGQ+jgqlAkbiQ73BQqNRh1fFshEdFY+26dYiIiOA7pHr53phGI+69917ce++9drenpqbSkHgtcXFx0DCujyAczCmHIjQEo0c712eeuB+31LFaVIMIc2Sjx5dpDNAaTOhAIwhe1b1Hdxw7dqxJhYr5Si1qdAbccsstHoqO1DZ+/Hhs3LARmaZMJKpc28zMBLPbOikmhspxrlwFyIKx7r33eG+E1BjBJQjEOfHx8dCzehhhgASWIqrGOimaWBZXKtW49777eW3vGei4QsPTQadwxXzJOiha3yoGbgUDJQje1b17d7BgUSGuQKwpzqXHXihXAQB1T/QSqVSKh6Y/hHfeeQdl4lKXlhC7qwZBbTDh9b+uQGkC3n/vXUEUFFOC4Kfi4ixvWBqRBmFm5/ZFr9IZYWaBe+65x5OhkUYEBQUhMT4R0nwZBmuGWBsl1beK4fvLRfgqs4CmGLysR48eAIBycbnLCcKlchWioyJpYy0vuuuuu7B502ZkGjLdthW0swwmM9acyEa+Uoe3334b3bs33oHTF1CC4Kfi4+MBAGpGgzBYKtsb6oPAsiyW/HYBKSkp6NSp4aps4nntOrTDhaILTh2bW61BQny8XTdR4lkxMTFIiE9AWb7rW6tfqtKgZ79BVH/gRSEhIZj8z8nYsmULqnXVCHfDRlvOMLMsNpzKQUaZEq+88oqgWv/7RZEiscclCBqR2qnjM8qUKFBqcd9993kyLOKk9u3bo0ZU41TVda5Sh06dnd/Gm7hPz149USErd+kxNXojipTagFyCzbfJkydDJpXhosy55Nsdvsi4jqMFlXjiiSdwxx13eO267kAjCH7KOsXgZKHiL9fKEKZQUHGij2jbti2MrBEaRo0gtv4lUAaTGddrtBhDCQIvUlJSsH//fmgYDYIbeJ5qy660JO1CGWb2J9HR0Zg4aSK+3fUtqkVVTu3GaYK5ydf75Vop9mSV4P7778e0adOafB6+UILgp4KCghCuCIda3/gIQpXOgBNFVfjnlKlUnOgjuLXxNaIaBJksHzzfXS7Cnqxim+PMrGUIk6aF+MGNApSJy6z7njQmu8qStNM26vyYOnUqdu3ahURjC3TX92j0+F3hO5t0ndPF1fjv2XwMHToEixYtEuR0EiUIfiw+IR6qisYThN9zy2Eys7j77rs9HxRxClfhXCOqQZzJMl10V6cEuyLF33PL8OHfuejSxfd3q/NHycnJkEqkKBOXOp0gXK1So1VSS6oZ4Um7du0wdMhQpP91Esn6rhA3cROnhhQqdXjvZA46dOiA119/wye7JDpDmFETp8QnxCPjsuM96Dksy+JgXgX69O5tXX9P+BcTE4PgoGDU6BpulpRTrYVcJqNqeJ7IZDIkJyej8HQhoGv42HdOZEPMMMip0WLwrf28EyBxaOoDU3HkzyP4OXQvgtiGR01dnWJQG0xYk3YV0uBgrFq9GqGhoc0JlVeUIPixuLg4nBSdbPCYzHIVipRazKXRA5/CMAxatWqFGmVjCYIGHTt2hFjs/m9BxDm9evdCxrkMmGFqcEvhhf3bQyYWYfb/zqAz1YzwauDAgWjdqjXUOWqMUjVcd+XKFAPLsvjo7xwUqHRYt241WrZs2dxQeUWrGPxYfHw8NKymwZ7+v+eWISQ4mIoTfVCbtm2gltQ/RcSyLK7V6NDlxsZBhB8pKSkwwYRKUWWjx+bXWNqfU88KfjEMg8n/nIwyURnKRa6tQmnIz1dLcbywCgsWLED//v3ddl6+UILgx7iVDFrG8Z4MWqMJxwqrkTp2LBUn+qBWrVpBCSXYeoY4y7QGqPQG+jbKM2uhoqTxfgh5NxIE6nrJv4kTJ0IukyNLdsUt58uuVGN7RgGGDRuGBx980C3n5BslCH6sdjdFR9KLqqEzmgS3NjdQJCUlwQwz1PUsVb12oxqeEgR+JSQkIDY6FmXixhOE60otZDKp4Iee/YFCocDYcWORK8+FAYZmnUtnMuP9UzmIjonGSy+9JMgVC45QguDHGuuF8Gd+BeLjYqkfvI9KSkoCAKhESof351RrwDAMLXH0Ab369EKFtPGh6utKHdq0bk01Iz7irrvugpE1IFea06zz7MgsQIFSixdfetmnd2d0FSUIfiw21rIhidbBCILKYMSZUiXGpI6FSES/Br6I+5apEqkc3p9TrUFSyxaCrpL2Fz169IASynqn8zgFaj3atmvvpahIY1JSUtC+XXtclV9t8jkulCuxN7sE9913HwYMGOC+4HwArWLwYxEREZCIJQ5HEE4WVcNoNlNxog+Lj48Hw4igrqdd9rUaHXoOFn4hlD/gNm76LeQg5KzM5r5qUTUAwGhmUaLSWZtgEf4xDIOJkybivffeg5JRQsG61pvCaGax9Ww+EhISsGDBAg9FyR/66ujHRCIRoqKiHH6rSS+qQkx0lPWNjfgeiUSCmOhoqBn7BEFtMKFYpaX6Ax/RtWtXiEQiJBmTMEo92ua/eGMCAKBMo4eZZalnhY8ZO3YsGIbBNelVlx+7/2op8qo1eHrxYoSEhLg/OJ5RguDnYmNjoRXZJghGM4szpSoMv3UETS/4uMQWiVA7mGLIq6ECRV8SHByM9u3ao0Jcfx1CkVoP4GZtCfENCQkJ6Nu3L3KDcp3aHI1TrTPi60tFGDxoEEaMGOHBCPlDnw5+LjYuFjqxbYJwuUIFjcGIoUOH8hQVcVZiYiK0EvsRoJxqy22UIPiOHik9UCGtrPdDpuRGgkArGHxPamoqalCNKlGV04/58UoRdEYTFgp0nwVnUILg56Kjo6ET2faAPVNaA5FI5BeNPPxdXFwc1LCfYsip1kARGmrd1pvwr1u3btCxWqgZx0WlJWodpBKJdXUR8R2jRo0CwzDIk+Y6dXyl1oD918ox7o470L69/xadUoLg56Kjo6Flbb+BZpSp0DU5mTaLEYDY2FiYHTRKyq2x1B/46zcXIeJ2Z6wQVzi8v1RjQHx8HE3r+aDo6Gj07dsX1+X5Th2/J6sYRpbFrFmzPBwZv+g31c9FR0eDBQsTY/mQ0ZvMyKpU4ZZ+tFmMEHBLVWtjWRZ5Sh06Uv8Dn9KxY0eIReJ6E4QyjQEJiS28HBVx1siRI1GFKigZx31HOFqjCQdzKzB69Gi0bt3aS9HxgxIEPxcVFQUAMN/Yj+FqlQZGM4tevXrxGRZxUnR0tN1tZRoDNAYj9fP3MXK5HO3bt683QajQGZCQkODlqIizhg8fDgAokF5v8LhDeRVQG4yYOnWqN8LiFSUIfo5LEEyMJUG4UmmZH+X6xxPf5ihBoH7+viu5azKqpY4L3QwmM9Uf+LBWrVqhTes2KJA0nCD8mluOrsnJAfEeSgmCn4uMjAQA646OV6s0iI2JQUxMDI9REWdxCV5t3BJHShB8T+fOnaFhNfV2VKQEwbcNHTYUpdLSenfAza3WIKdKjYmTJgVE/Q8lCH6OSxBYxrL0KqdGS9sDC4ijvu75Si1ioqMRHh7OQ0SkIdyy0/q2fqbE3LcNGDAAJtaEMnGpw/uP5FdAJBJhzJgxXo6MH5Qg+LnaHzBmFihQamlzHwGRSCQIDgq2ue26Uu/XS6uEjEsQqsSVDu93NGVEfEefPn0gEolQJClyeH9acQ369+8XMM8jJQh+TiqVIlhu+YCp0RthNLNo164dv0ERl9QeKWBZFtdVOrSjBMEnRUREIDoqut6GO4HywSJUCoUCXZO7olRiP4JQrNLheo0Gw4YN5yEyflCCEADCwsJsfqbNYoQlPOJmglCpM0JjMKJt27Y8RkQa0qlzJxRKC3Aw5AAOhhxAca1vo45qSohv6dO3DyrE5XZ1CH+X1ABAQHWgpQQhANSdq6Ze8MJS+/krVFm6YlKS57s6dOgAk8iEkerbbDZrAkDNyQSgV69eMMGEyjrLVS+UKxEfGxtQrz1KEAJARNTNOoQguZy+xQhM7Q8VShB8X7t27WBkjQ534aQuir6vZ8+eAIDyOhtvXa7UoGfv3nyExBv6bQ0AtT9g4uPjA2J5jj8JDQ21/rlIpYNEIqaGOz6Mq/GpFtvWIYQEBzs4mvia2NhYREdFo0J0M0Go1BpRqtZZk4dAQQlCALBJEBJocx+hqZ0gFKt1aJHYAmKxmMeISEO4FSY1ohqb2xV1aoGI7+rWvRsqZZXWn3Nv9B5JDrAl4pQgBIDaCUJMjH1vf+LbQkJCrH8u1hiQ1KoVj9GQxkREREARqrBLEGonesS3de3aFdWothYqGsyWPjKB1t6cEoQAUPuNieoPhCe41tB0idpARaY+jmEYtGnbBkqR7aY/tRM94ts6duwIFixqRNXW26Kjohw2LvNnlCAEgNoJAtdZkQhHUFAQAEBjNEGlN6BFC9oR0Ne1adMGKiklCELFtTGvqlVH0srPd250hBKEAFD7jYna8wqPXC4HAJRqDACAxMREPsMhTmjVqhVUrMpmLT2X6BHf17p1a0jEElTXGkEIxJE7ShACQO0EgdZhCw+XIJRr9ABAKxgEgPswUYtU1tuCaRWDYEgkEiQmJkIpqoGUlSEqKgoTJ07kOyyv86sE4ccff8TEiRPRq1cvjB8/Ht9++y3fIfmE2m9MAwcO5DES0hQymQwAUK61jCDEx9NKFF/X6kYhqVKkAgszABpBEJq27dpCJVEhCEFISUnBgAED+A7J6/wmQfjpp5/wzDPPYNiwYVi/fj0GDhyIZ599Fv/73//4Do13td+YqEhReLgRhIobCUJsLK1E8XVcnYiaUcHMWBIE7nkkwtCqVSvU1Ck0DTQSvgNwl7fffhvjx4/H888/DwC49dZbUVVVhXfffRd33HEHz9Hxi4Y2hU0qlQIAWABRkRGQSPzmZeu3YmJiIJFIoBKpYIZliRw3EkSEoUWLFjCyBuig4zsU3vjFCEJubi5ycnIwduxYm9vHjRuHrKws5Obm8hSZb6ChTWGr/cFCowfCIBKJkBCXALVIBfONKQZKEISFKwZ21DI7UPhFgpCVlQXgZgczDrfjXXZ2ttdj8iWUIAhb7erpaGp0JRiJLRKhFmnA3phi4EaCiDDQaiE/SRBqaiwdy+pW6HPr/5XKwJ5HorlPYatdlEg1JMKRkJgArUQD9sYUAyUIwhIXF8d3CLzzi8lMlrW8AOtuQsTd7soOamfPnnVfYD6idoKUlpbGYySkKcxms/XPBoOBnkOBMJlMULNqBMEygldUVETPnYCYzWYwDAOWZVFVVRWQz51fJAhhNzZBqTtSoFKpbO53RkpKit9941arb86h9evXj8dISFPUThC6dOlCz6FAZGVlYe/evYgwR6IMZfjHP/4RcJv9CF1UZBTKK8oRERHhl687nU7X4Jdiv5hi4GoPcnJybG6/du2azf2Bioqj/Eeg9YIXMm6ImptioAJT4YmOjuY7BF75RYLQtm1btGrVyq7nwb59+9CuXTu0bNmSp8h8Ay2L8x/UKls4uIRAw2h4joQ0VWRUJN8h8MpvPjnmz5+P5557DhERERg1ahQOHDiAn376CWvWrOE7NELcxpXpMsIv7tunTqTlORLSVIFeFOw3CcK9994LvV6PLVu2YMeOHWjdujVWrFiBCRMm8B0aIW5De2kIB5cgaBlKEIQq0Efs/CZBAICpU6di6tSpfIdBiMdQgiAcQUFBCAkOgUZNCYJQBfqInV/UIBASKLjeHkQYIiMirY2SiPBwCblGE5h1JJQgECIgtbfuJr4vMjqS7xBIM3AJQqA22/OrKQZSvxkzZsCgN/AdBmkmf+vR4e8CfZmc0HEJee1eMoGEEoQAMW/ePL5DIE1Uu0OoK11BCf+ob4WwcVN6gTrFQAkCIT6OYRh8//33lBwIUKBXwQtd27ZtERoaiokTJ/IdCi8oQSBEABISEvgOgTQBJQjC1rp1axw4cIDvMHhDX0kIIcRDAn2ZHBE2ShAIIcRDqG8FETJKEAghxENoBIEIGSUIhBDiIdTYiggZJQiEEOIhlCAQIaMEgRBCPIQSBCJklCAQQoiHBAcH8x0CIU1GCQIhhHgIJQhEyChBIIQQD6G9M4iQUYJACCEeQu2xiZDRby8hhBBC7FCCQAghhBA7lCAQQgghxA4lCIQQQgixQwkCIYQQQuxQgkAIIYQQO5QgEEIIIcQOJQiEEEIIsUMJAiGEEELsUIJACCGEEDuUIBBCCCHEDiUIhBDiQc8//zx6pvREeHg436EQ4hIJ3wEQQog/u+uuu3DXXXfxHQYhLqMRBEIIIYTYoQSBEEIIIXYoQSCEEEKIHUoQCCGEEGKHEgRCCCGE2KEEgRBCCCF2KEEghBBCiB1BJQgrVqzAjBkz7G43Go145513MHLkSPTu3RsPPvggTp8+7f0ACSGEED8hmAThs88+w5YtWxze98Ybb+Djjz/G7NmzsWbNGojFYsyYMQO5ublejpIQQgjxDz6fIBQVFWHx4sV44403EBYWZnd/Xl4evvzySzz77LN46KGHMHr0aGzevBkRERHYtGkTDxETQgghwufzCcKaNWtw/vx5bN26Fd26dbO7/6+//oLJZMK4ceOst8lkMowaNQq///67N0MlhBBC/IbPJwiPPfYYdu/ejcGDBzu8PysrCxEREYiOjra5vW3btrh+/Tq0Wq03wiSEEEL8Cm+bNRmNRuzevbve+2NjYzFs2DB06tSpwfMolUooFAq720NDQwEAKpUKQUFBzQuWEEIICTC8JQg6nQ5Lliyp9/6BAwdi2LBhjZ6HZdkGb2cYxql4uOPPnj3r1PGEEEKIP6jvc5S3BCE0NBQXLlxo9nkUCgVUKpXd7dxtjkYXHDEYDM2OhRBCCBEag8HgcKSdtwTBXTp06IDKykpUVVUhIiLCevu1a9fQqlUryGQyp84TGhqKLl26QCqVOj3qQAghhAgVy7IwGAzWKfm6BJ8gDB06FACwd+9e/POf/wQA6PV6/Pbbbxg+fLjT5xGJRA6XURJCCCH+qqEaPcEnCElJSbjnnnvw+uuvQ61Wo23btti6dSuqqqrw2GOP8R0eIYQQIkiCTxAA4NVXX0V4eDg+/PBDqNVq9OjRA1u3bkXbtm35Do0QQggRJIatr3yREEIIIQHL5xslEUIIIcT7KEEghBBCiB1KEAghhBBihxIEQgghhNihBOGG6dOnY8aMGXyHAcCyhXVycjK+++67Jj1er9fjzjvvxIkTJwAA69atQ3Jycr3/7dixw53hN9nSpUuRmprq0mPee+89vPLKK04d68/P8dKlS5GcnIzRo0fX+5hnnnkGycnJWLp0qUvXGj16NP7973+79JhHHnkEe/bsafCY6dOn2/weduvWDf369cOUKVOwc+dOu/avycnJeP/9912Kgy/0GrQIpOdYiK/BxvjFMkdia/369ejQoQP69+9vvU0sFmP79u0Oj2/Tpo23QnO7xx57DHfccQfGjh2LIUOG8B2O1zh6jhmGQX5+Pk6fPo1evXrZHK/T6XDgwAGvxffcc89h5syZGDRoEGJiYuo9rmfPnli2bBkAywZulZWV+Pnnn/Hvf/8bmZmZ1vsA4Msvv0SLFi08Hrs70GvwpkB6joX4GmwIJQh+pqioCJs3b8bOnTvt7uvTp4/3A/KwoKAgzJgxA8uXL8f333/PdzheUd9z3KpVK+j1evzvf/+ze3P6/fffIZFI0LJlS6/E2LVrV/Tu3RsffPCBzQdAXQqFwu73csyYMYiLi8NHH32EO+64w/oGLJTfX3oN2gqk51iIr8GG0BSDCxwN83zzzTdITk5GYWEhAMsw06xZs7Bjxw6MHTsWKSkpuOuuu3Do0CGbx2VlZWH+/PkYMGAABg4ciP/7v/9DTk6OzTFFRUV44okn0LdvXwwaNAgvvvgi1Gp1gzF+/PHHaNu2Lbp27dqkv+PPP/+Me++9Fz179sTw4cOxYsUK6PV66/3r1q3DpEmT8NNPP+GOO+5Az549MWXKFGRlZeHXX3/FpEmT0Lt3b/zzn/9ERkaG9XEmkwkbN27EpEmT0KtXL/Tp0wcPPPAAjh492mA8X331FSZMmICUlBSMHj0aH374od2w5IQJE3Dp0iUcPHiwSX/n2oT8HDMMg7Fjx2Lv3r12j9mzZw9SU1Mhkdh+JygvL8dLL72E2267DSkpKRg4cCCeeOIJ5Ofn13t9rVaLFStWYMSIEejZsyfuvvtu/PLLL3bH3XnnndixYwfKy8sb/Ps4MnfuXAQFBeHLL7+03lZ7+Pno0aNITk7GX3/9hRkzZqB3794YNmwYVq9eDZPJZPOYL774As899xwGDBiAvn374qmnnkJZWZnN9Zz5vb/jjjuwdu1aDBo0COPGjXO4SRxAr0Fn+eNz7E+vQYASBI/4+++/sXXrVjz11FNYv349xGIxnnzySdTU1ACwfChMmTIFubm5ePXVV/HWW28hLy8PM2bMsPlweOedd5CUlIT3338fDz/8ML788stG5+d++OEHjB071uF9RqPR7j+z2Wzz2AULFqBz585Yv3495s6diy+//BKLFy+2OU9+fj7eeecdPPXUU1i1ahWuXr2KOXPmYPny5Zg7dy6WL1+O69ev22znvXLlSmzYsAEPPPAANm3ahNdeew0VFRV46qmnoNFoHMa7ceNGvPjii7j11luxYcMGTJ48GWvXrsWKFStsjouPj0ffvn3xww8/NPhv406++hyPHz8eeXl5NtuWazQaHDx4EBMnTrQ5lmVZPPbYY/jrr7/wzDPPYPPmzViwYAH++OMPvPzyyw7Pz7IsFixYgK+++gqzZs3C+vXr0a1bN8yfPx/79++3OXbUqFEwm812tztDoVCgV69eSEtLa/C4xYsXY+DAgdYPvo8++gjffPONzTGrV68GYPm3/te//oVff/0Vb731lvV+Z3/vc3Nz8euvv+Ltt9/GwoUL693ghl6DzvHX59hfXoMATTF4RE1NDXbt2oXWrVsDAEJCQvDQQw/h6NGjGDNmDD7++GMYjUZ8/PHHiI6OBgC0b98eM2fOxPnz55GYmAjAkpVzxSxDhgzBH3/8gb/++qve6165cgUlJSV2Q1uA5dtDjx497G6fPXs2nnnmGbAsi9WrV+O2226zefEnJiZi/vz5SEtLQ79+/QAAarUar776KgYNGgQAOH78OD777DN8/PHH1jnIwsJCrFixAiqVCqGhoSguLsbTTz+NadOmWc8tl8vxxBNP4NKlS3Yx19TU4IMPPsC0adPw3HPPAQCGDx+OkJAQrFixAg8//LDNUF1KSkqzC3Jc4YvPMQDccsstSEhIwN69e5GSkgIAOHjwIIKDg63PF6eoqAihoaFYtmwZbrnlFgDAoEGDkJOT43B4HACOHDmCQ4cOYe3atRg3bhwAYMSIEaiursaqVaswZswY67EhISHo2LEjjh49at1IzRUxMTH4+++/GzxmypQp+L//+z8AwODBg7F//34cPHgQkydPth7TtWtXLF++HAAwbNgwnDlzxvqG6crvvdFoxNKlS+3+HWuj16Brr0F/e44B/3oNUoLgAXFxcdYPDgDWDwMuS09LS8Mtt9xi/eAALB8ev/76KwBLhTsAm+IXwDK/1dCLKTc313pcXWKx2GYojxMfHw/AMhxeWFiI+fPnw2g0Wu+/9dZbIZVKceTIEeuLCAB69+5t/TNXAFN7/jAyMhKA5U0mNDQUa9asAWAZTsvKysK1a9esf1+DwWAX18mTJ6HRaDB69GibeEaPHo0333wTf/31F+69917r7UlJSSgpKYFer3d6i+/m8MXnGLAMcY4bNw7/+9//rN+OfvrpJ4wbNw5isdjm2MTERHz66adgWRZ5eXm4du0asrKykJ6e7vA5AYA///wTYrEYI0aMsHte9u/fj7y8PJvYkpKSGhwqbS7uTZWTmJho9224oWNc/b3v0qVLg/HQa9D9r0EhPceAf70GKUHwgODgYJufGYYBAOtQYmVlpVMbSdU9j0gkshmOrIsb3q77OE7Pnj3rfWxlZSUA4IUXXsALL7xgd39xcbH1z2Kx2OEWofVdFwDOnDmDV155BWfOnEFwcDA6depk/fbhaDsQLp6ZM2c6PF/teABLpgwASqXS5kPZU3z1OQYsQ5yffPIJMjIy0KZNG/z222/YvHmzw2O///57vP322ygoKEBkZCS6deuGoKAgh88JYPl7mUymeovJiouLbd6cgoODrTG7qqioCAkJCQ0eU/f30NG/X0PHuPp7HxUV1WA89Bp07TXoj88x4D+vQUoQXFT3F7OxgjJHFAqFw6KRw4cPo2PHjk2OjfvFbsovQ1hYGADL0pja2XTdczeFUqnEY489hm7dumH37t3o0KEDRCIRfvvtN4fFPLXjWbNmjc03dQ73rYtTVVUFkUiE8PDwJsfJEfpz3LdvXyQmJuJ///sfOnfujIiICIfP6YkTJ/Dss8/ikUcewaOPPmp9o165ciVOnTrl8NxhYWEICwvD1q1bHd7fvn17m5+rq6ub9LtTU1ODc+fO2c3Zupu7f+/pNej8a9Cfn2N/eA0CVKToEoVCgYKCApvbGiuwcaRfv35IT0+3ZraApejosccea7SiuCHctwGu2t4VHTt2RHR0NPLz89GzZ0/rf1FRUVi9ejWuXLnS5LiysrJQWVmJGTNmoFOnThCJLL92v//+OwDH31569+4NqVSK4uJim3iMRiPWrFmDkpISm+MLCwsRHx9vVyHsKn94jrkhzn379mHv3r0YP368dYSjtpMnT8JsNuOJJ56wvjGZTCYcOXKk3lGMAQMGoKamBhKJxOZ5OX36ND744AO76xQWFjZpXfuHH34InU6HqVOnuvxYV7j7955eg86/Bv35OfaH1yBAIwg2CgoK8PHHH9vd3r17dwwcOBC33XYbNm7ciA8//BC9evXCgQMHGiwoq8+jjz6K7777Do899hjmzJkDhmHw3nvvoUOHDhg7dmyTl6R06NABLVu2RHp6Om677TaXHisWi7Fw4UK88sorEIlEGDFiBKqqqrB27VrU1NSge/fuTYoJsGS0CoUC77//PhiGgUgkwr59+6xFOI6+oUdHR2PmzJlYs2YNlEol+vXrh+vXr2PNmjUICwtD586dbY5PT0/H8OHDG40lUJ7j8ePH47///S9yc3Oxbds2h8dwRVavvfYa7r77blRVVWHbtm3IzMwEy7LQarV2Q7ejRo3CLbfcgrlz5+L//u//0K5dO6Snp2P9+vWYNGmSTdW3UqnEpUuXMGvWrHrjVCqV1m9KJpMJFRUV2L9/P3bt2oXZs2fbzLN7grt/7+k1aP8aDNTnWCivwYZQglDL1atXrZWwtT388MMYOHAg5syZg/LycmzatAkGgwGjRo3CG2+8gXnz5rl0nZYtW2Lbtm1YtWoVlixZArlcjqFDh2LJkiUICQlp8ocHAIwbNw6//fab3fIdZ0yZMgUKhQKbNm3C9u3boVAoMGDAADz99NOIi4trckxhYWF4//33sXLlSjz55JMIDQ1Ft27d8Nlnn2H27NlIS0vDyJEj7R63aNEixMXFYfv27diwYQMiIyNx66234umnn4ZcLrceV1JSgszMTDz11FONxhIoz3GfPn3QsmVLMAxT7xsw13dh69at2L17N2JjYzFo0CC89957mD9/Pk6cOGH3hi8SifDRRx/h3XffxXvvvYeKigq0aNECc+fOxZw5c2yOPXToEKRSKUaNGlVvnGfOnMGUKVMAWL51hYWFISUlBevXr7epxvYkd//e02vQVqA+x0J5DTaIJX6loKCATUlJYU+dOsV3KF7z/vvvs3fddRdrNpv5DsUrhPIcz5gxg3399df5DsPrhPL8uBO9Bn1Tc1+DVIPgZxITE/HQQw/ho48+4jsUr1Cr1di+fTuefvpph3N8/kgIz/G5c+dw/vx5PP7443yH4nVCeH7ciV6Dvskdr0FKEPzQwoULcfXqVRw7dozvUDxu8+bNuO222zBixAi+Q/EqX3+O33rrLbzwwgvNGhYXMl9/ftyJXoO++Ry74zXIsGw9iy0JIYQQErBoBIEQQgghdihBIIQQQogdShAIIYQQYocSBEKctHTpUiQnJzf639KlS/HNN98gOTm5WV0Tve3IkSMYP348UlJS8OCDDzo85ujRo3Z/X67J1LRp0/Ddd995OWpb8+fPx4YNG+xuv3DhAl5++WXccccd6NOnD/r374+pU6di27Zt9W6K42nr1q1DcnKydeOu5jpx4gRGjRrVpNbghDhCjZIIcdKUKVOsW+kClhbMX375JaZMmWLTZ71NmzaIjY3FypUrm7XvgjeZzWYsXrwYYrEYzz33nHV3yvqkpqYiNTUVgGWL3LKyMuzfvx9LlixBeno6XnnlFW+EbePgwYM4efIkVq1aZXP7tm3b8OabbyI2NhaTJk1Cu3btoFar8fvvv+PVV1/FTz/9hE2bNjnc/EhI+vfvj06dOuG9997DkiVL+A6H+AO3dWQgJMB8/fXXbJcuXdivv/6a71CarbCwkO3SpQu7fPnyBo/766+/2C5durBr1661u89kMrHPPPMM26VLF3b37t2eCtUhk8nEpqamshs2bLC5/ffff2e7dOnCzpkzh1Wr1XaP++qrr9guXbqw7777rrdCtVq7di3bpUsXNjc3123nPH78ONu9e3c2JyfHbeckgYumGAgh1mH22n3cXSUSifDSSy8hIiLC6w1kDhw4gGvXruHOO++0uf31119HREQEli9f7nB73smTJ6N///746quv6t1eV0j69++PhIQEfPbZZ3yHQvwAJQiEeEDdGgTu58zMTDz55JPo27cvBg8ejBUrVsBkMmHXrl0YN24c+vTpg6lTpyIzM9PmfFVVVXjttddw6623IiUlxboRjDMfahUVFXj55Zetjx03bhw+/PBDmEwmAJa58Ntvvx0A8N577zWrdkKhUOC2227D+fPnUVpaar393LlzeOKJJzB06FD06NEDQ4YMweLFi6074mVlZSE5ORkrV660O+eqVauQkpKCqqqqeq+7fft2dO/e3brTHgCcPn0aV69exT//+c8Gt7t98cUX8cUXX9h0AXTm33vdunXo2bMnrl69ijlz5qBv374YMGAAnn32WVRUVNhcIycnB0888QQGDBiAQYMGYc2aNQ6fO1eu+/PPP2PYsGHo27cvduzYYb1/9OjR+Prrr6HVauv9OxPiDKpBIMSLHn/8cfTr1w9Lly7Fvn37sGXLFly8eBEXLlzAI488ApZl8cEHH+DJJ5/Enj17IJFIoFb/f3v3H1PzGgdw/H0i09kpLQnJOlhcF/OzXbpTDisc7GJ3c0orxtiSacPFZqQ73O3Oz3+I5Zq23O5u141Fkvy4ISI7bGiGRmnUKEWpzun+0c7Rt+8pHYXweW3nj+/T9+nzfJ/ans95vs/3+7whMjKS0tJSIiIi6NevH3l5eWzbto2ioiI2b97carzKykpMJhMlJSWYTCYGDRrEpUuX2LFjB3fu3GH37t2Ehobi7u7O9u3b7WsLOrJ2wrbLX2FhId7e3hQWFhIREYG/vz/Lli3Dzc2NgoIC0tPTef78OcnJyQwePJgRI0aQmZmpun9+6tQpJk+eTK9evRzGq6mp4dq1ayxdulRRbktyJk6c2GZ7hw0bpjh2pr+tVitRUVFMmDCBdevWcfv2bf7++29qa2vZs2cPAOXl5ZhMJurr64mOjqZnz56kpKTw6tWrD47b0NDAxo0bWbJkCXV1dYo1MAaDgeTkZAoKCggKCmrz2oVoiyQIQnxCY8aMYdeuXQAYjUYmTZrE5cuXOX78uH1gff36Nfv376e4uBi9Xk9SUhKPHj0iLS3NPphFRESwc+dOEhMTWbBgAd99953DeAcPHqSoqEixc97ChQvZsmULKSkpzJs3j5CQEHQ6Hdu3b2fYsGH89NNPHbpG20BeUVEBNH2712g0HDlyBE9PT6BpwWd9fT0ZGRlUVFTg6enJnDlz+O2337h165Z9G9ybN29SUlLCmjVrWo1nNpupr69XDfTPnj0DUC24tFgsDmcj3N3dcXV1daq/GxoaMBqNrF+/HgCTycSzZ8/Izs6mpqYGNzc3kpKSePHiBWlpaYwYMQKAefPmMXv2bEV8Z+JarVYiIyMdvmffVvf69euSIIgOkVsMQnxCzbe3dXd3x8vLC71eb08OAPz8/ICmLXQBsrKyGDp0KH369OHFixf2j+13nTt3rtV4OTk5DBkyRLWtbkxMDABnz57tnAtrxraewTZlHx8fT05Ojj05gKZ96m3bBdseyzMajbi4uHDq1Cn7eRkZGWi1WgwGQ6vxnjx5ArzrNxur1Qqgmsp/8OABkyZNUn0KCgoA5/t75syZiuPhw4fT0NBgT5AuXrzIqFGj7MkBQO/evZk1a5ainrNxW24DbOPt7Y2bm1unPT4pvl0ygyDEJ+Tt7a047t69O71791aUdevWDXg3wD1+/Jja2lrFI5bNlZaWthqvuLiYyZMnq8r79OmDh4cHJSUlTrW/PWwDo+2+v0aj4eXLlyQmJlJYWMjjx495+vSpfeC2XWffvn0JDAzk9OnTrFu3DqvVSmZmJtOmTXO4wLBlPJ1Opyj38fEBmqb4WyZgf/zxh/04NzeXpKQk+7Gz/e3l5aU47tGjB4B9jUdJSYl9jUdzgwcPVhw7G7fl/01zOp1OtQ5CCGdJgiDEJ2Qb/Jt73xa5FouF8ePHExsb6/DntoHQkbYWMVqtVlxdXduM/SHu3r2LRqOxT3WfP3+emJgYfHx8mDhxIsHBwYwcOZLc3FwSExMVdefMmcPGjRsxm83U1tZSVlammopvycXFxX49zY0dOxaAvLw8xaCr1WoVU++2hZI2zvb3+/5+Go2Gt2/fqspb/m2cjWu7bkesVqvD/zUhnCEJghBd3IABA3j9+rXqfnJlZSVXrlzB39+/zboPHz5UlZeVlVFdXU3//v07ta3V1dXk5uYyduxY+zfrX3/9FX9/f9LS0tBqtfZzT5w4oao/ffp0EhISyMnJoaamBk9PT3788cc2Y9q+SdtmEmwCAwPx9fXln3/+YenSpbi7u7frGjrS3474+flRVFSkKrfdGvkYcSsrK9ucYRCiPWQNghBd3NSpU7l37x7nz59XlO/bt49Vq1Zx//79VusaDAYePnxIdna2ovzAgQMATJkypdPa2djYyLZt23jz5o3iiYKKigp8fX0VyUFpaSlZWVnAu6l4AA8PD0JCQrhw4QIXLlxg+vTp753lGDBgAKCeCXBxcSE+Pp7nz58TFxdHVVWVqm5RUREpKSmKso70tyNhYWHcv3+fixcv2suqqqpUr6XurLhlZWU0NDR0evInvj0ygyBEF7d8+XKysrKIjY3FZDIREBDAjRs3SE9PJzg4mODg4PfWjYuLIzw8HL1eT15eHllZWYSFhRESEvJBbSosLLQPcBaLhfLycrKzszGbzURFRSnuuQcHB3Py5Ek2bdrEqFGjKC4u5q+//qKmpgZoemqjudmzZ7Nq1Sqg6UVH7zN69Gi0Wi1ms1m18C8kJIStW7eSkJBAaGgos2bNIiAggLq6OvLz8zl37hwWi4XIyEj7kxMd6W9HFi9ezPHjx1m5ciXR0dF4eXmRmpqqusXQWXHNZjNAq2sZhGgvSRCE6OI8PT1JTU1l7969ZGZmkpqaiq+vLzExMSxbtqzNe9G2urt37+bkyZO8evWKgQMH8ssvv7Bo0aIPbtOZM2c4c+YMAK6urvj4+DBo0CB27dqF0WhUnBsfH49WqyUnJ4f09HT69evH3LlzCQ0NJTw8nLy8PL7//nv7+QaDAZ1Oh06nY8KECe9tS48ePfjhhx+4fv26w5///PPPBAYG8ueff/Lff/9x7NgxGhsb8fPzIzIyEpPJhF6vt5/fkf52RKfTkZKSwu+//05qaioWiwWj0UhAQIAiAeqsuDdu3MDDw4MxY8Y41U4hWtI0fg3vFxVCfDXq6uoICgpiwYIFrF27tl11srOzWbFiBadPn1YM9t8aq9WKwWBgxowZbNiw4XM3R3zhZA2CEKJLycjIoKqqivnz57e7zrRp09Dr9fz7778fr2FfgKtXr1JeXk50dPTnbor4CkiCIIToEg4dOkRsbCybN2/GYDA49bpnjUbD6tWrOXr0KNXV1R+xlV1bYmIi4eHhij0phPhQkiAIIboEi8VCbm4uo0ePbtfixJbCwsIYN24chw8f7vzGfQHy8/N59OgRcXFxn7sp4ishaxCEEEIIoSIzCEIIIYRQkQRBCCGEECqSIAghhBBCRRIEIYQQQqhIgiCEEEIIFUkQhBBCCKHyP1Iv+sR2UWWeAAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set(style=\"whitegrid\", font_scale=1.5)\n",
"\n",
"# Adding a new column (with any two categorical data we want):\n",
"tips[\"sex_time\"] = tips[[\"sex\", \"time\"]].apply(lambda x: \"_\".join(x), axis=1)\n",
"\n",
"fig, axes = plt.subplots(nrows=2, ncols=1, figsize=(8, 9), sharex=True, gridspec_kw=dict(height_ratios=(1, 3), hspace=0))\n",
"\n",
"# Selection of Order for statistical display:\n",
"sns.countplot(x=\"sex_time\", hue=\"smoker\", data=tips, palette=\"coolwarm\", \n",
" order= [\"Female_Lunch\", \"Male_Lunch\", \"Female_Dinner\", \"Male_Dinner\"], ax=axes[0])\n",
"\n",
"sns.violinplot(x=\"sex_time\", y=\"total_bill\", hue=\"smoker\", data=tips, palette=\"plasma\", \n",
" split=True, scale=\"count\", scale_hue=False, inner=\"stick\", \n",
" order= [\"Female_Lunch\", \"Male_Lunch\", \"Female_Dinner\", \"Male_Dinner\"], ax=axes[1])\n",
"\n",
"axes[1].set_xticklabels([\"Lunch (Female)\", \"Lunch (Male)\", \"Dinner (Female)\", \"Dinner (Male)\"])\n",
"axes[1].set_xlabel(\"Time of Day (Gender)\")\n",
"axes[1].legend(\"\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here we have been able to successfully merge a **Countplot** on top of a **Violin plot**, thus a pretty decent match of **Count of observations** along with the **Probability Density**. Please note that the limit of customization is endless and I highly encourage you to try. Please make good use of resources online as well as offline to make the most out of it. In our next lecture, we shall be exploring a plot that you would see floating around more than any other plot, i.e. A **[Bar Plot, Point Plot and Count Plot](/content/tools/matplotlib/seaborn/013_Seaborn_Bar_Plot_Point_Plot_and_Count_Plot.ipynb)**. Till then, Enjoy Visualizing!"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"hide_input": false,
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
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"language_info": {
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"name": "ipython",
"version": 3
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"file_extension": ".py",
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"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
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"toc": {
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"title_cell": "Table of Contents",
"title_sidebar": "Contents",
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"toc_section_display": true,
"toc_window_display": false
},
"varInspector": {
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},
"kernels_config": {
"python": {
"delete_cmd_postfix": "",
"delete_cmd_prefix": "del ",
"library": "var_list.py",
"varRefreshCmd": "print(var_dic_list())"
},
"r": {
"delete_cmd_postfix": ") ",
"delete_cmd_prefix": "rm(",
"library": "var_list.r",
"varRefreshCmd": "cat(var_dic_list()) "
}
},
"types_to_exclude": [
"module",
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