{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Seaborn "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Descrizione"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "P_uT4MEwpu21"
},
"source": [
"Dataset-Oriented Library\n",
"\n",
"* [Seaborn Offical Page](https://seaborn.pydata.org/)\n",
"* [Seaborn Gallery Esempi](https://seaborn.pydata.org/examples/index.html)\n",
"* [Searborn Tutorial Get Started](https://seaborn.pydata.org/tutorial.html)\n",
"* [Api reference](https://seaborn.pydata.org/api.html)\n",
"\n",
"Importante:\n",
"> Searbon è una libreria di data-visualization basata su [**Matplotlib**](https://matplotlib.org/) e si integra in modo semplice con [Pandas](https://pandas.pydata.org/docs/getting_started/index.html).\n",
"\n",
"In questo notebook utilizzermo:\n",
"\n",
"* Pandas come database (dataframe)\n",
"* Seaborn per visualizzare i dati\n",
"\n",
"Informazioni utili:\n",
"* [Matplotlib rcParams](https://matplotlib.org/tutorials/introductory/customizing.html)\n",
"* [Seaborn Theme and Style options](https://seaborn.pydata.org/tutorial/aesthetics.html#aesthetics-tutorial)\n",
"* [Come organizzare il dataframe per essere compatibili con seaborn?](https://seaborn.pydata.org/introduction.html#intro-tidy-data)\n",
"* [Tutorial sui colori dei grafici](https://seaborn.pydata.org/tutorial/color_palettes.html#palette-tutorial)\n",
"* [Tranform a Pandas not tidy dataframe into a tidy one](https://tomaugspurger.github.io/modern-5-tidy.html)\n",
"* [Seaborn FaceGrid](https://seaborn.pydata.org/generated/seaborn.FacetGrid.html)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "RBC4vMqV5U05"
},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import numpy as np\n",
"%matplotlib inline\n",
"# Behind the scene seaborn use matplotlib to draw the plot\n",
"# Apply default default seaborn theme, scaling, and color palette.\n",
"sns.set() "
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "JMB-gepa5ZG7"
},
"source": [
"## Dataset Organization\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 197
},
"colab_type": "code",
"id": "QBvg-I60RNj9",
"outputId": "8c10d302-ccf5-4c90-b7de-3cb605803a9a"
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
total_bill
\n",
"
tip
\n",
"
sex
\n",
"
smoker
\n",
"
day
\n",
"
time
\n",
"
size
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
16.99
\n",
"
1.01
\n",
"
Female
\n",
"
No
\n",
"
Sun
\n",
"
Dinner
\n",
"
2
\n",
"
\n",
"
\n",
"
1
\n",
"
10.34
\n",
"
1.66
\n",
"
Male
\n",
"
No
\n",
"
Sun
\n",
"
Dinner
\n",
"
3
\n",
"
\n",
"
\n",
"
2
\n",
"
21.01
\n",
"
3.50
\n",
"
Male
\n",
"
No
\n",
"
Sun
\n",
"
Dinner
\n",
"
3
\n",
"
\n",
"
\n",
"
3
\n",
"
23.68
\n",
"
3.31
\n",
"
Male
\n",
"
No
\n",
"
Sun
\n",
"
Dinner
\n",
"
2
\n",
"
\n",
"
\n",
"
4
\n",
"
24.59
\n",
"
3.61
\n",
"
Female
\n",
"
No
\n",
"
Sun
\n",
"
Dinner
\n",
"
4
\n",
"
\n",
" \n",
"
\n",
"
"
],
"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"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Load dataset\n",
"tips = sns.load_dataset(\"tips\") # same as pandas.read_csv()\n",
"display(tips.head())\n",
"\n",
"# long form or tidy formatting dataset\n",
"# Ogni variabile è una colonna. A una variabile assegno un ruolo nel plot\n",
"# Ogni osservazione (observation) è una riga\n",
"# Usa pandas.melt() funtion for un-pivoting a wide-form dataframe"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Convert long form to tidy format"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
"
],
"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"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Load dataset\n",
"tips = sns.load_dataset(\"tips\") # same as pandas.read_csv()\n",
"display(tips.head())\n",
"\n",
"# Plot\n",
"sns.relplot(x=\"total_bill\", y=\"tip\", col=\"time\",\n",
" hue=\"sex\", style=\"smoker\", size=\"size\",\n",
" data=tips);\n",
"\n",
"# Commento:\n",
"commento ='''\n",
"Mostra la relazione tra 5 diverse variabili\n",
"3 numeriche : total_bil, tip,size\n",
"2 categoriche: time, smoker\n",
"La variable categorica smoker divide il dataset in due assi.\n",
"Delle colonne x=total_bil e y=tip voglio\n",
"col=\"time\" (col deve essere una variabile categorica) -> divide il grafico in n categorie\n",
"style=\"smoker\" per ogni grafico (col=\"time) voglio che i dati (x-y) siano rappresentati con \n",
"simboli-stili diversi se sono smorker=Yes o No\n",
"hue=\"smoker\" è uguale a style solo che qua cambiano i colori non i simboli\n",
"size= dimensione del marker\n",
"'''"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"colab_type": "code",
"id": "0cDnEJmDvBPq",
"outputId": "04d2a7fd-db2a-49e7-889b-a9cbf6abe75a"
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Dividi in N colonne (dipende dalle categorie della colonna time)\n",
"#sns.relplot(x=\"total_bill\", y=\"tip\", col=\"time\", data=tips)\n",
"\n",
"# Dividi N righe (dipende dalle categorie della colonna sex)\n",
"#sns.relplot(x=\"total_bill\", y=\"tip\", row=\"sex\", data=tips)\n",
"\n",
"# Conto totale vs mancie distinguendo maschio/femmina (basandoci sul colore)\n",
"#sns.relplot(x=\"total_bill\", y=\"tip\", hue=\"sex\", data=tips)\n",
"\n",
"# Conto totale vs mancie distinguendo maschio/femmina (basandoci sui simboli)\n",
"#sns.relplot(x=\"total_bill\", y=\"tip\", style=\"sex\", palette=\"YlGnBu\", data=tips)\n",
"sns.relplot(x=\"total_bill\", y=\"tip\", style=\"sex\", palette=\"YlGnBu\", markers=[\"v\", \"o\"], edgecolor=\".2\", linewidth=.5, alpha=.75, data=tips)\n",
"# Importante:\n",
"# There is a direct correspondence with an underlying matplotlib function (like scatterplot() \n",
"# and matplotlib.axes.Axes.scatter()), additional keyword arguments will be passed through to \n",
"#the matplotlib layer\n",
"# markers type: https://matplotlib.org/3.2.1/api/markers_api.html\n",
"# Puoi usare qualueque di questi: https://matplotlib.org/api/_as_gen/matplotlib.axes.Axes.scatter.html#matplotlib.axes.Axes.scatter\n",
"\n",
"# Conto totale vs mancie distinguendo maschio/femmina (basandoci sui simboli)) , \n",
"# e distinguendo fumatore non fumatore (basandoci sui colori) --> tutto nello stesso grafico,\n",
"#sns.relplot(x=\"total_bill\", y=\"tip\", style=\"sex\", hue=\"smoker\", data=tips)\n",
"\n",
"# Conto totale vs mancie distinguendo maschio/femmina (basandoci sui simboli)) , \n",
"# e distinguendo fumatore non fumatore (basandoci sui colori) e facciamo il puntino/marker\n",
"# piu grande in base alla mancia ricevuta --> tutto nello stesso grafico,\n",
"# sizes = (min, max)\n",
"# legend = \"brief\", \"full\"\n",
"# kind = \"scatter\", \"line\"\n",
"#sns.relplot(x=\"total_bill\", y=\"tip\", kind=\"scatter\", style=\"sex\", hue=\"smoker\", size=\"tip\",sizes=(5,100), data=tips)\n",
"\n",
"# Conto totale vs mancie distinguendo maschio/femmina (basandoci sui simboli)) , \n",
"# e distinguendo fumatore non fumatore in due grafici diversi\n",
"# col_wrap, row_wrap = se per esempio avessimo time=\"colazione,pranzo,cena,spuntino\",\n",
"# avrei potuto scriverec col=\"time\" e col_wrap=2 e mi avrebbe craeato un grafico 2x2 invece che 1x4\n",
"# palette=[\"red\", \"blue\"],style=\"sex\" (distingue) maschio e femmina per tipo di marker \n",
"# pallette = \"YlGnBu\"\n",
"# hue=\"sex\" (distingue maschio e femmina per colore, il colore è dato dal palette),\n",
"sns.relplot(x=\"total_bill\", y=\"tip\", col=\"smoker\", row=\"time\",height=5,aspect=1.5 , palette=[\"red\", \"blue\"],style=\"sex\", hue=\"sex\", size=\"tip\", sizes=(50,100),data=tips)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"colab_type": "code",
"id": "GFOGzjEfTQE5",
"outputId": "9546dc53-5569-4798-ed56-4f10f15737ba"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
],
"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"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
],
"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"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tips = sns.load_dataset(\"tips\") # same as pandas.read_csv()\n",
"display(tips.head())\n",
"sns.catplot(x=\"day\", y=\"total_bill\", hue=\"smoker\",\n",
" kind=\"swarm\", data=tips);\n",
"\n",
"# kind swarm perchè si vuole raffigurare tutti i total_bill (conti) del giovedi\n",
"# by drawing a scatter plot that adjusts the positions of the points along the categorical axis so that they don’t overlap\n",
"# Domanda: perchè ci sono più punti a total_bill=10 day=Thur. Perchè ci sono stati molti conti a total_bil=10"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 364
},
"colab_type": "code",
"id": "CYc3GhAwHTuz",
"outputId": "32447991-ed7e-470a-a180-7a9526b625a0"
},
"outputs": [
{
"data": {
"image/png": 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GpZEC9Yao5LFUsn/PaTzq96qzgUxAldRYVBojpsIy5fSOzo0hhLUgc10BsNFSmdmmpZ4D0OGwHjchwgxRSYuMHXEV1tS1EZu71jP1e9XZQCagSjM3ZE0C9fX/gNY0DbKcNGp6eEylMJkYir5ZsWujknF/pVevd/cXIZkBXWmYyIRC1lsqXFSsYV6LSmZCX8b9ZdeustFanqiqqt98Rk1P/R9zrchxdxFiex0Se0TWu6gIomvWMTJLJRQKWn4MzKLjQ9TMZV6LSuZiIun/7LvAGq2NPLOmSLqjcyNYV7Ui11IRbLNUGqn1fSgUAma4voB0TIUQy2MqmqYZ93qjdLRoFOa1qBgXU1ZMpRbuL7sCudVgHG86/boRhLBW5H6fxMY+b/UrIjMJBgP5RYUQCKLLcvdX9n3eiH346pl5LSqaxi6sjKViV0fZRmvOyERFb+dOGya5oBZksgqRturs3TQ0QoQgFArOyvwyEFwIh611f2ULf6O0SWoU5rWopDIRTWOTZ1fQLvuiboSdUsZSobZ3dG409HOVvqCInfGndNaXTatVSiqVwtRUGLSIqASC1opK9qaIxwfNZV6LSralQgxLxR5RkWXZuPkbIT4x0/3Fb8TCKIqcebLbaKnM3hDVp80SiegV80R05/09FV26e8xCsrMXeSajucxrUckISMb9ZdeNKMsyXJKQ/nP9WyrMsiKE6s03uagURLc8WV8pAbLNlig1rG5bly0ZltlVyP1FRDciU2FL45vZLueEjRNf5wPzWlSMnV2WpthpqThFmv4zt1SOJXQBZu4v+wSYPYQpyf17vREK6VZIIUuFiG5ommZpAWQioQuJSDN/5pjDvBaV/FaJXaKShEQBgZKGeEAbcR9KbS3oa0SyLU9iowCzTRI1UovrU1SC6XhJoZgKE5ughXGVeNo6aXIIxp855jCvRYXdhCTLVLErUC/LMgQCiA0jKrnuL7kB0qBrhSzLmX7qVLAtZZxZJqzjff1aKsz9VSCmIrECSOviKtPTesPKVgflomIylovKd7/7Xdx+++0AgH379uGjH/0oLr30Unzta1+r+W63lj5nRVEgUkCktCHqVLI7OoNQqNxSKUiOO9PGQL0hKsTepJNyCQYDoIIDhIp5f8/EJhCwUlSmAQCtLgGJZLLmz6JjCUtFZfv27Xj88ceNv/+f//N/sGHDBvzlL3+Bpmn4/e9/b+XyJTD7prPLUkkmkxCJ7tNtDEsl0ycNhPLWFkXQg8CZQL2iyLZcV8zdVe+WSiAQAJHyWymAPa1aotEoAKDNqSfL8Fb75mGZqASDQdx///246aabAABDQ0OIx+M488wzAQBXXXUVtmzZYtXyJZG50Wvh/kpCpKRh3F+sQIyAgBAK1aYi0UYkW1RAhZyWIFaipnvei8TeQt5yCQQm81bTMwgRIEjWphVHoxEAQLtbyPk7p3osE5Wvf/3ruO2229DS0gIA8Pl86OrqMn7f1dWFsbExq5YviTyaYhuynIRASdpSqf/sr4z7S7dUUqzBJGcWyWQya/65kPmZxTAREam9HbfLZTIwWTCeYiC4dfGxiEgkApcowCvpj0AuKuaR36lZJX/4wx+wePFirF69Gps2bQKQ3wKopOFdR0dT1cfH8PtnX9itrW50dTWbtkYhUqoKieq7SkI0W9asBq833aI8q6NzR4cXgiDU8KjqE0XNsjypfn5aWhxYsMDa75h9R0xUPB6p7q6rVCqFqXAI4oLFxV8ouBAOhyw7flmehtdB4UmLCiFy3Z2rRsUSUXnmmWcwPj6Oyy+/HKFQCLFYDIQQTExMGK8ZHx9Hd3d32Z/t90dMC0AGAtH0nzKmSjAYw/j4lCmfX4x4PAHBQSCQFKLRaVvWrIZgMH2uCAU7V6OjQTgcjsJvmqfE4wmjQwOzVEZGJqEoltxuBoGAvttOPycRDEbr7roKhYLpavrC7i8AoJIb4xMTlh3/+LgfbgGGpTI05DN1rfksUJZc5b/4xS+MP2/atAmvv/46Nm7ciA9/+MPYtWsX3vOe9+CJJ57A+eefb8XyVWGXy0BRZEguFlOpf/eXEVMhxJgoqP+Mi8pM5GTSsOaQznCyx/2lX7uSYO8Yh3JgcRIieoq+johuRIJTepakaP5jKhwKoslB4XXo35MdQ8HmC7bWqdx3333YuHEjPvShD2F6ehrXXXedncvPIrf1vb1BFVmW04H69EOozsk8oOwfaNZIaJqWbraZa6nYUbXN4l7M/VWP3w9LE6ZFsr8AllasWTZXJRwOoUmikCiBSxQsn98yn7DWHoee5XXVVVcBAN71rnfhj3/8o9VLlky+7C+7LJWkLEMUBEiUINwQlspsAa7Hh1atkWVZzwAxih/1WyyRsL5pIfs+JENU6q/2ImOpFBcVmrZkAoFJtLd3mHoMiqJgKhJBU7sXANDkoLZMmpwvzOuK+oyAZHcptl5UUqkUUqkURKK7vxphnoqRnkoo2GXDRWU2GYskbanUQlQawv1VPKbC6lisSCtmVklz2vXVJFmzznyFiwpg++6biYgkNFKdSmZELuGWSkEM8ZhhqdjRXn22pVJ/308gMAlBchtxuUJYWVXPPnMipmL32DSaHQKCAb/p68xX5rWosJuOZI0TtqMJH3vAiJRAahhLJQUQmnOu6rUOopZkLJJcS8WO/lLM3SVQffV6FJVgMADMVaMCNqueWmJBBIN6/Ut/OIm/j02j2UkRDIV43ZVJzGtRyVQcZ9JkbbVUKIEkENvnbVSCqqpZdUX1uxOuNaxRITtXhEoAgHh82vK12fchEAKBkrr8fgKB/LPpZ0IIgSC5LYl1MEsl7SVEi0OAoiiIROor/bpRmdeiYtx0Nru/WAqx3lBS3/HXe0M7VVUyLgvDUqm/h1atyYhHrvuLNTC0EnbtUqK3v6/XQH3BMcIzEVyWVNVPTvohUGI03mxx0vTPravgn0/Ma1HJbj3CHph2PNyTST2G4hCI4f+u91oVVU1lai8MAebur5kY4mG0aaGggmRYMFaiqioIdEGpR0tFVVVEIpG5W7SkIRbNqp+c9KPFKRq635puKjk5yeMqZsBFBfqNb2ftRU5MJW2D13tcRbdU0g9KZBc/crJh3W+zby0iSLZ0wVVVFUJ6k6JbKvUlKnrWlVa6qIhuS2Iqk5MTaHVk6tJaDUtlotBbOGXARQVI97Ni8+Ktz8TKianQRhEVNctS4SnFhTAskqxiWkIdtoiKoiiGqAg0a1xBncDiI7RkUXFhOhY13Xvgn5gwhAQAPBKFSAn8fi4qZjDPRYXNXReNymc7BmYxSyVbVOyoY6gG/cbOdX/VexyoFkSj0bQrNSMqGpUQsaELrqoqxihhoQ5jKmw88Fw1Kgz2OjOr3RVFQTAUNFxegG7VtbhE+P3c/WUG81pU2CxxQqg+ex2ZeIeVZNepZNxf9S0qevYX6+gqGD/j5BKJTIGKzpyuP4Q6EJmyPrMo1/1Vf98PEwciOEt6PbNozMwACwYD0DQNba7c7tqtDgL/xLhp68xn5rmopF1OVAA7FXYEzBvR/aUoCjT2pDSSGuq/aNNuIpEIIOQ22SSCE1M2pKuqqor05QSB1F/MyxCVki0VZ/p9YdOOgbm4st1fANDmpJjgomIK81pU2DAlki7qI1S0KaaScX+JNOtY6hhFkY24E2zMlGs0pqbCAJ0hKqIT0WjE8uI6VVWNNNn6tFTCoIJUcDb9TIhgvvuLCcdMS6XNJSA8Fa77LMxGYF6LiiwnQbMucEIFWx7ubA1RQMO4v3SxZe4vmvUzTjahUMh4GDKI4EJKVS1PK1YUxbBUKKk/0Z+aChvWRymw105NmWepjI/7QICcmAqQmVWfPfOJUxnzWlQSiUTOrolQ0ZaHOwvKN5r7KzMjRMj8jJNDOBya5d5hD0erZ3bolor+Z6EOLRXdiitdVEBEECpgysR41MTEOJpdojEegMEsF+4Cq555LSrJZNJ4QAIAiGBLFhabpUJJ44hKUs52f9mXKddIyHIS8fh0HlEx342TD1VVckSl3kQ/HA4DJQbpAb1VCxVdplsqbQ4y6+cZUfGZttZ8ZV6LSiKRACFZ/l0q2uT+SkAS9FPfMKKSTM7K/qr3Y7YbljI7sw7Dyo672WS7vwRCoNaZqExFpkrO/DKgDj35wSQmxsewYEY8BdDb4AuUYHycWyrVMs9FJQ6NZF9ggi0T+pLJpGF+iw0SU9GturQAUyYq3FLJptAAKiYyrDuuVeS4vyig1Fn2VzQaARHKHD9NHaY1epRlGcFQaFaQHtBrVdpcIsbHuaVSLfNcVBIZlw4AUBFxG9xfyWTSCNCLRC+Tq/ddv5xMGhaK3taG1L0Q2g3rHUWkGfPXqQQqSJY3LMypqCcESh0lUshyEoosly0qRHCYlo7t909A07S8lgoALHASjI+PmbLWfGZei0o8Hs/svqEH6u1oUZ5MJiEZxekEokDrXlSSyUTOuaJU5OmXM2CiwkbhMgghIJIHAYsHQSlyEmK2pVJH7i/WE60SUYlFzcmaY/GSgqLiEjDBLZWqmfeikpMzT0VbAvXJZMK4+QE9rlLvD+iknATJSmogNp2rRmJy0q/XYQjS7F8Kbsv99bIi51oqdZRIYYgKLV9UpqejptT4+Hxzi0psehpRG1rqHMvMa1FJJOKzUooTNkzo02Mqmb+LQn1Pf1QUBSlVzbFU7BLgRmJ83AciNeX9HZW8lqerKrJsxFRESurKUjGGl1UQU0mlUqbcH+PjPoiUoMmR/7HHxIbHVapjnotKAqCZXSWxKftLTiaMrC+g/i0VFjvJyZSzKf26kfD5fCAzXF8MIjUhFotaOqxLURQjAaTe3F+sS3NeK64I7PVmdHn2+cawwC0aTTdnssAtpF/HRaUa5q2oaJqmu3RmBOpVVbH8ZkzMEpX6DtQb89WzLRViT/ypUUilUpjwj4M4ClgqDi8AWBoIluVMoF4kpK46HhjdBGiZomKMYzZDVEawwJlfUIBsS4UH66th3opKMpkANA0Qci0VAJanFScTmewvQBeVet71M1GZGX+K2+AqbBRCoSAUWQYtKCrNAKzdBSuKbCSAiJRAUVXL+42VSuYaqkxUqrXwNE3DuM+HdlfhvmNOgaLJKWJsjItKNcxbUWEP8VyXjpjzO6tI5nF/2VEfUynMIpkZf7Jj7nqj4PPpDyIqNef9PU3HWsbGRi07hmS6UwOgi4qmaXXjAmPXysxmkpqmISVPI5UIIxnomS2Cgpjz/koJhYJIyjLa3fmD9Ix2J8G4z7rvaD4wb0Ul3+7bNkslOdNSIUg2gKWSbdWBStxSyWJ0dAQACloqRJAgSG7LRCWVSkFRFGOzIqWfnfUSqzPuqRmiIgd7oMkRaGoCidGdkIM9Ob9nlkq19yQ773OKilvA2NhIVWvNd+atqBjWSB5RsfJhqcdyZDiyLRWB1LX7K7PLzHYVSjymksXY2AgIFWYXPmYjNWF0dNiS9Zl4sM1KZqJo/YgKoaLR6oehTA0X/Xtmo1fd/WGISoF0Yka7S0AwFKprz0G9M49FJX+cALBWVJLJJDRNgyPLUnHUuahk3F+58adEIl43PvtaMzIyAupomvXQzIY6mjEyYo2oMPEwLBWjp1x9PBzj8TiIkCeeoSnF/07MuSfHxkYhEILWOUSlwy0ar+dUxrwVlXwZTWbtikpZN1tUnEJ9x1TyWiqCA5qm1bUY2snQ8FEQqaXoa6ijBdFoxLReVtmw64dZKuz6qpfvZ1bz1hIx6570+UaxwC0aQ8wK0ZF2j3FRqZyi3/KqVatA8nwJmqaBEII33njDsgOzmlpZKmzX75xpqSSTSKVSoLT+dN5IBxVmn6vp6RhcrtLGwx6ryLIM/8Q4pPZTir6OOnTRGRkZxsqV7zT1GNj1zNyqTFTqJe6l14QVtxLyYjQvrU5URoaH0OGa+95qT1sqLEbGKZ+iorJ582a7jsN2igXqrWyUaIiKmGupsGPyeIr45GvE9HQs7Q/PatOSroyOxWJYsKC9VodWF4yNjULTNFDnHJaK0zpRYdczu67qTVSSyYThyioHQigIra7QNpVKwecbw/GL52677xAIWl0iF5UqKPot7927t+iblyxZYurB2IkhHDmiwgqtrLsRWWWwU8jsmlzpni3T0yd8LbIAACAASURBVLG6FJVYLAY6oxKaZFkq852RkSEAAHW2Fn0dkbwgVMTw8JDpx8BclExM2PVVL8kUszqCl0G1E1knJsahqCo63aWJWoeLGt8pp3yKnuVHHnmk4O8IIVizZk3RD3/ggQfwl7/8BYQQXH311fjMZz6Dbdu2YePGjUgkEvjQhz6E2267rbIjr5K8xVg2pBQzUXHlsVSi0Sg6OjotW7tSpqenZ1VCs8aAvFYFhkiwAsdCEEJAHc0YHj5q+jHEYnrDRldaTNj1ZUZ7EzOIJxKz0olLpdrmpez76fSUJmqdHgH/GBk23Pyc8qhYVObi9ddfx6uvvoqnnnoKiqJg7dq1WL16Ne6880488sgjWLx4MT73uc/hpZdewgUXXFDxOpViWCPZLp20qW2tpaLf/O6sjpLudBk0+129MT0dm91eQ5Ayv7OQoaGj2LMnE7traWnFueeeX1c3+/DwEARn06zCvnwQRwuOHrVCVPTvwS3p54VZv/VyTVUaqAcAEKEqS4VZHV0lWipdbhHxxBQCgUm0t3dUvO58pehZ/va3v42vfe1ruOmmm/L+/ic/+UnB977vfe/Dr371K4ii3vZAVVWEw2GsWLECy5YtAwCsX78eW7ZsqZmoUEGa9XCyeqYKy/zJtlTcIrNU6rPldjQWm7XLZJaK1Tvh3//+N3jzzT05Pzv++BOwdOkyS9cth6NDR4E5Mr8Y1NmC4Hg/pqen4Xa7535DibBrx2WMqQYESoyW87VGn8dTYUJHlc1Lh4eH0OQQjM3bXHR5xPT7jnJRqYCiorJ69WoAwKWXXlrRh0uShB/+8If4+c9/jssuuww+nw9dXV3G77u7u8vus9PRkb9iuXyUvB1TqSBB0xR0dRV3ZVRKKpWEQAn2T8QBQnDmQjc8Epv9bt261ZCIT8+ag8HOHaWqZcesqiqOHD6EVQtdWHtiCwJxFQ++4cfoaD9WrTrVkjXLRVVV+MZGILSdXNLrWdwlHg9i+fJuE48jAYdAjZRiQgi8DgGKEq+La0pOJkEclVoqIjSt8uvMNzaMrhJdXwDQ5dWPMxSaqItz12gU/ZYvvvhiAMCVV16JQCCA3bt3QxRFnHHGGWhpKW1nduutt+LGG2/ETTfdhL6+vlm/L9eN4fdHkEpVX3AXCITzd0wlEkKhKYyPm19LAAA+nx8eScDffbqL7cyFbnjSrorhYZ9l61bD1NQUCJ0R6yECQCjGxyctO+a+viOIxmJ4x7IWSAJBl0dAs1PEjh27cNZZ51myZrmMjAxDVVVIjtLuByH9urffPoQFCxabdhw+n3/WTtwtEkxMWPf9lEM8EQd1VhaoBxUwNRWt6N+RSqXQ39+PVV2lC5pXomhyiDhwoKficzefxaikM/3iiy/iq1/9KlauXIlUKoWBgQHcf//9eO9731vwPYcPH0YymcQpp5wCt9uNNWvWYMuWLRCEzIXl8/nQ3W3ebq0cpqdjeVMcNSJa6tKZmgrDK+UKqSQQOASKqana3/z5mI5PgzTPsFQIARUkxGLWuQr37n0TAPCONoex5gmtIt7e+2bd1PSwtitzpRMzSLrq3uzK+nA4hKYZ15VXJAiFgqauUwmpVAqqokCoIlAfr9D9NT7uQ1KWsdBbnquxy0NxdLC/ojXnOyXdlQ888AB+/etf49e//jUeffRRPPTQQ9i4cWPR9xw9ehR33XUXkskkkskk/vd//xfXXHMNent70d/fD1VVsXnzZpx//vmm/EPKJRbLE3wGAEGyVFRCwSA84mzrzOsQEA6HLFu3UhRFgSLLeV2FRHBYGgje/fddWNwkodmR2YisbHciGouhp+egZeuWw/BwWlTmyPxiEEJBnc2mpxWHggE0SRS7x6axe0wX+iYHRSgYMHWdSshbaFwO6ZZAlXD06CAAoNtb3toLPSKGhoeQSqUqWnc+U9KZJoRg5cqVxt9PO+20OXs+XXDBBdizZw+uuOIKCIKANWvWYN26dWhvb8ctt9yCRCKBCy64AJdddll1/4IKiUajeWc7ECohYmFwMxwOYomDIpRQc37eJKEudpUzYaJBqAQ52AsAkNreof+SSpZlfwUCkzh8pAcXrfDm/PykBQ4IlGDnztdx8snvsmTtchgdHYYgucsak0sk83uABYIBLGym+HtaUM5c6EazgyLoD9XcqsvXvLUcCBGRiFdmqQwO9oMQoNtTpqg0iZCHYxgbG8XixcdVtPZ8peiZDgb1h9y73/1u/OxnP8M111wDSik2bdqEs88+e84Pv/XWW3Hrrbfm/Gz16tV46qmnqjhkc4hGoyDSwlk/J4ITsag1Q3o0TUMoHMY7FznyiApFIDBpybrVkJktLkEOHgGQJSpEtCy76PXXtwMATuvMzRhyiRQnLXBgx+vbcc01n6y5C2xkZBgoMJe+ENTRjPGJg1BVNccdXCmJRALRaBStnU2YmM40ZGx1ClBVFVNTYbS2tlW9TqXkHfJWDlREosLGmIODA+hwSzm99kphUdqyGRwc4KJSJkW/5bPPPhuEEMMq+f73v2/8nRCCr371q7YcpNlomobYdBSSS7dUsnfgRHAgkYjr877FCm+CAkSjESiKghaHG0PIHfXa7KTom6xHS4U1k5y9E9fdX+ZbKpqm4eWXX8KSZgmdeXaYp3e5cGB/CHv3vol/+qczTF+/HEZHR0AdszcnxaCOZqRUFRMTPixcWH2wfnLSDwBodeYKbGs6MD4xMVFjUUnH3aqIqciyXJEID/T3YpGn/I1Hl0efZT8w0If3vW/uDTQnQ9Fvef/+/XN+wObNm/HhD3/YtAOyg1gsCi2VAhH0XbAcyuzAiaD3B4pGI6bfiIGA7t9udsy+yJsdAqbjEcTj8bpq0GjETPLEVEAlRKPm++yPHDmMoaGj+PBJ+eMU7+xwwuMQ8NJLL9RUVGKxKGKxKJxN5WX6sDn2Pp85osJmqi+Y0da9zZi57sOJJ55U9TqVUukoYUamfdI0vN7SrcJIJAL/pB+rji+/DEGkBN1eEQMDvWW/d75Tte/gZz/7mRnHYSssy4qIsxvMsZ+Fw2HT1w0E9B1li3P2aWe7TPaaeiETU8lvqVhRKPrCC8/CKVL8U1d+cRUpwapuJ3bv3mns0msBGyFMCowQLgQbOczeX/1x6HPvF8yYarjAEJXazlzPNzqhHIjRvaG8a20wnb21qKkyC2mRV0B/Xy+fGVQmVYtKI55wFhAn4uyHFvuZFZlYfj8TldkmPPsZe029YDwQ8mV/UQnJZAKqqs76XaUEAgG8/vp2nNHthFMsfHmetdgDTdPw/PN/MW3tcmEPc+rwzvHKXIjoAqGiaQ/7kZFhOEWKphl1KqzjrlWDwUolOy5XEbQyUenr0z0Qi5sqW3dxk4SpSKQuY531TNWiUk89mEolmE6zJOLs3HWa/lnQglRMv38ClJC87i/m/67lzjsfc1kq2a8xg+ef34JUSsXZxxXv1rzAJeCUDidefPH5mnVK9vvHAQBUKlNUCAF1eOH3T5hyHMPDR9HlFvLei51uiuGhQVPWqRQj7lalpVLuddbf34tWlwhvie1ZZrI4beH09zeeC+z222+vmRep9tVjNYDtPGgeUWFCMzlp/u7E759Ai0sAzXPztzgpKNHbdNcT0WgUICRvkDVzs5vzUI9GI/jrC8/i1A6nMSypGOct8yIej+OFF54zZf1ymZiYABWdZaUTGwge+Mar/641TcPRowMF25B0e0QMp6v+a4WxMankPKHyPnN9vUew2Ft5dt0irwQCoK+v8USllpib3tQg+P0ToIIj70VOqAgquYxdqJlMTPjQlsdKAQCBELQ4RdN2r2YRi0X1c5VHCDM3uzmWynPPbUE8kcAHTitt6NdxTRJOWuDAli2bcckll9qe4BAI+PNau5qmISVPAykZyUAPpLYTZ50/Knng91fv/goEJhGNRrF4Uf64zuImEcpQDCMjwzVrwhmLRdND3irbw1ZiEcdiMfjGfXj3ivKsyGwcAkGXVzLcaFYQjUZxxx13oL+/H5RSnHbaaVi3bh1+8IMfoLu7G4cOHYLb7cYtt9yCRx55BL29vVizZg3uvPNOAMDvfvc7PPLII6CUorOzExs2bMA73vGOnDU2btyI/fv348EHH4QkSbjvvvuwY8cOqKqKU089FXfddReamppw8cUX4/TTT8eBAwfw5S9/GR/84Acr+jfNy5jKxMQ4iFTYvUJEjyUWw7jPhwVFRpq2OgnGTQremkU0Gi28w0z/3IxalUgkgmeffQandDixyFu6m+SC5V5Eo1H87//aH1vx+/2AMFtU5GAPNDkCTU0gMboTcrBn1muI6EYsGoEsy7N+Vw6ZuEH+/SE7l1Y+GOciGo2C5kmKKRViXGeld/FmLqvjmiuM46Q5rklAf98Ry55zzz33HKLRKJ588kn88Y9/BKB3I3nzzTfx+c9/Hlu2bEFHRwcefvhhPPTQQ9i0aRMeffRRjI2NYfv27fjpT3+KX/3qV3jqqafw4Q9/GF/4wheMY9U0Df/xH/+BoaEh/Pd//ze8Xi8efvhhCIKATZs24amnnkJ3dzfuu+8+43hWrlyJP//5zxULCmCCpbJ+/fpqP8J2RkdHQYoUrBGpqezuyXORSCQQngpjQXvhndMCl4DeGmfqzCQWixb0hVdysxdiy5bNSMTjuPDU8kYTL2txYGW7E39+5mlcdNG/wOOpfGdaLoHAJKjUNevnytTwrL87FqzM+RlNb2qCwQC6uirvf3f4cA8EQrCoQDC60yPAKVIcOdKD886zf8QEkL4+8sTkSoZKAAgikfJFpdIgPWNxk4TdY9bNVnnPe96D+++/H5/61Kdwzjnn4NOf/jQmJyexdOlSnHqq3ol7+fLlaG5uhsPhQHt7O7xeL0KhELZu3Yq1a9eivV2/Z6666ip8+9vfNub1/PKXv4Tf78cTTzwBh0M//y+++CKmpqawbds2AIAsy+joyPy7zjrrrKr/TUVFZS7BePrpp3HDDTdUfRB2oqoqJibGIbQVztunjmZM+gchyzIkqbqLkjE+nk77dBX28ba7BOweCyORiMPprI9alalI4QeCWYH6UCiE55/7M07rcmJhGVYK4+IVXjz090n85S/P4Mor/5+qjqVUVFVFJBKBo3P57F9qSvG/I5NlGAoFqxKVnp6DWNQkQqL5E2YoIVjaJOLQoQMVr1Et4akpw6qtBEIIqOg0ZhGVQl/fEbRVEaRnHJcVrLdCVJYtW4bnnnsOr732Gl599VV85jOfwV133WWIACNfIXY+60nTNCiKfr29973vxT//8z/jjjvuwO9+9ztIkoRUKoU777zTmGEVjUZzZtWYMc68qKhs2LCh6gXqDZ9vDKqqQHIUnidOHS3QNA1jYyNYujTPQ6OidUcBoGgAmv1ufNxn2rrVEpmaAhHyX2hMVMrZQeZj8+YnoCgyLlpR2U27uEnCqZ1OPPvsn3DJJWvQ0lJ8VrwZ6P9mzSigLRf2vqmpyuuhEokEeo/04L2LiruWlrdKeHHgKCKRKTSVWahpBuFwqOLzxCDlikrv4aqC9IyFWcH6Vauq38XP5NFHH8WuXbtw33334QMf+AD8fj9+85vflPTe8847D9/85jfx6U9/Gu3t7XjsscfQ1taGFStWANDba33yk5/E888/jx/96Ee47bbbcN555+E3v/kNVq9eDVEUsWHDBng8HnzrW98y7d9UVMbf9773Gf+dfPLJWLZsGZYuXYrFixdX7QuuFWw+eLFW5WyQkpljX8fGmKgUsVTSvxsdHTVt3WqJRiMFYyqECKCCVJWoTEyM48UXn8eZC93oKHHcaz4uXtGEZDKJP/3Jnr5yU1N6HVO+AtpSyFgqlddD9fQchKKqOKGtuBXwjjYHNA3Yv39fxWtVg74xqTymAgCgDoTDpYmKHqQfLxhnKgerg/VXXHEFVFXF2rVrcdVVVyESieC6664r6b3nnnsurr/+enz605/GunXr8MQTT+Chhx7K6YdHCMF3vvMdPProo3jjjTdw8803Y8mSJbjyyiuxdu1aaJqG22+/3dR/U0ln/YEHHsDDDz8MABAEAbIs46STTsLTTz9t6sHYwcBAP0CIIRz5oM5mEEIxONiPs88+x5R1R0dH4HUIObPpZ9KRdo2NjY2Ysma1KIqCeHwajqbCDwQilLeDnMmTT24C0VK4YHl1sZBOj4gzul346wvP4tJL11o+BpYJaaUPS2JCksPbb78FgRAsby3uMlzSJMEpUuzd+w+cddb7Kl6vEoxrqLlKS0VwlVyQzCrpq42nMBZ7BfRaVKvi8Xjwgx/8YNbPswPlX//613N+99prrxl/vvbaa3HttdfOev+9995r/HnJkiXYsWOH8fdvfOMbeY/lhRdeKP3Ai1CSw/HJJ5/EX//6V1x66aV49tlnce+99+Kkk2rXS6gaBgb6IDhbinZMJUQAdbaamp8+OjqMjiKZXwDgFClanLWvgGawAHzRB6fgqNiFMzY2gu3b/4azFrmN4s9quHB5E7RUCps3P1H1Z80FE4PKay9EECpUFY/as3sXlrdKcArFryuBEryjVcI/9rxhe7YmuzaqtVSI6CxZVDJB+sL3uKZpmEqomIgp2DESK3peFjWJCIfDlhREH4uUJCrt7e3o7u7GCSecgP379+Pyyy9Hf3/jTUXTNA09PT0gzrkzjKirHb29h00b0jMyPJS34+5MOtwUIyYPcKoU1v8sXzsbA+pEqMI+aU8//QQEQnDusuqDg4DeQHHVQhe2bn3R8nqfagv6AIAKjooz5yYmxjE8MoyVC0pb/+R2JwLBIAYHBypar1KYEBS9hkqACC7EYlEjCF2MgYF+NDtFNDkKb1R2jkxjMp5CVNbwp54p7Bwp3AJmcTp5xO5z16iUJCqiKGJgYAAnnHACdu7cCUVRLGm4aDXj4z5Eo1MQ3HO7RgR3B+LxaVOshnA4jEg0WrDqOZtOt4CRkaG6qP/JPBCKuL9EV0XDxXy+Mbz66st4zyJXzmTHajlvmRdIpfDnP1vrmq22SSIAgEoVN+R84w3dnfGujtIsgJPbHSBZ77MLFjOiVQfqWWLD3K7Wgf5eLJyj3f2ByUTRv2fDGlIODPTNuTanRFH53Oc+hw0bNuDCCy/Ec889hwsvvLCkIV31xsGDeit/wd0552vZa8xIxRwZ0S2PrhIslW6PPo+7HprYMbEo9kCgoguRqXDZFt1f/vIMCIBzlphjpTDaXAJO73Zi69/+aunGp9oZIey95TZJZOzc8RoWNUkltbMBgCaHgOWtDuza+drcLzYR0ywVo9Fr8Q2MoigYHhk2hmwVQk5pRf+ejUukaHOL3FIpkZJE5dRTT8X//M//wOPx4IknnsBPf/rTkjMU6okDB/aBis6iQXoGcTRDkNw4eLD6jBljTnYJotKVvhmGhszLPKuUTDfn2VXjDCK6kUqlysoAi0QiePnlF/FPXc68HZur5ZylXsiKghdffN70z2bE43EQKlTcegQAQERj1kg5TE760XP4EE7pKM/1dkqHE0PDQ7ZeW8xSqVZUaInZciMjw0ilUlhY5kz6uVjoFjDILZWSKHpHBINBBINB3HjjjQiFQggGg0gmk+js7MQXv/hFu47RFDRNw969b4G6u0rqrEwIAXF34a29b1Xtijp6dABuScjbnXgmC9PCc/Ro7XdFgUAAVJCKtiwnFXR1fuWVlyDL8pydiCulyyPixAVOvPjX5yxrpJhMJiofj8ugYk7hWamwUcvvLjBvphCndTlBCPDaa9vKXrNSQqH0NVTluWJ1LnO5Wtl9011BEW0xFnpFjPnGIMtJUz/3WKToN/2Vr3wFr7zyCgDg/e9/f+ZNooh/+Zd/sfbITGZ0dATB4CSci04o+T2idxEiIwMYHBzA8uUrKl57cLAf3Z78rcln4pYoWlz1YWoHApNFe6QBmXYjgcBkSedI0zT87aUXsLTFUbC1iBmctciF3+0L4c03d+PMM99j+ucnk8nqH5REQLwCUdm+bSuWNEtl1/U0OwS8o9WBV7e/jCuuuDqnnsEqQqFQUUu3VLI7EBTj6NFBCISgs0g9WCV0e0WkUimMjIxU/Cy4/Wtfx4Tf/JHhnR1tuPfbdxd9zd13342JiQn88Ic/NH728ssv4xvf+AaefPJJNDWVPx2zEEWvStaP/4477sDGjRtNW7QWvPnmHgC6UJSKkH7tW2/tqfhCSqVSODo4gFVdpT9AF3koBupghsOEfwKYI8CaGRVQWrZVf38vRkZHCo4KNouT2/WRw9u3v2yZqIBU+eCiAmS5vJjKwEA/Bo8O4kMnVnb+Tu924YmDEzh06ADe+c5TKvqMcgiFgkC1hY9Idw8XHHO6v4aGBtHhESEUaFtTKcx1PTQ0WPGzYMIfRKzl/XO/sOzPnTtO9pWvfAXr16/HCy+8gIsvvhixWAzf/OY38Z3vfMdUQQFKjKls3LgRe/bswY9+9CPcf//9OYU0jcKePW9AcLWCOko/gVTyQHAtwJ49f6943bGxESRluayRpou8EkbHRvUHVw3xT4zPOYCKiG4QQjExUZqo7Nz5OighOLXT2t5mAiU4td2BPbvfsOQ8KopSXTwFACEUilJeZ4pt2/4GgZCCo5bn4pROJxwCxSuvbK3o/eUSCASqbtHC0DMNi7tZh44OonuOzK9KaHfrc5DqIdZZCV6vF9/61rdw9913IxaL4Yc//CEuvvhiuN1ufPzjH8eVV16Jf/3Xf8XgoB7//cUvfoGPfOQjuOKKK2YVX85FSWf/iSeewK233opQKIRoNIovf/nL+P3vf1/+v6xGxGJRHDiwD4J3cdnvFZqOQ0/PwYoL/Pr7+wBkGtOVwuIm3dRmlcG1IJFIIBKZAplLVIwphqWNCtizexeWt0jwVNnorxTe1elEUpaxf//bpn+2osjQqhQVEAFKGe2OFEXB9m1bcXK7o+Lz5xQoTu10YMeObRUlCZRLOFzc/aWpMlwuFz7ykY/A5XJBU4ucD8FZ1FJJJOLwT/pLyrIsF5ESdHjEhhUVADjnnHNw3nnn4Y477sArr7yCW265BXfddRf+8z//E48//jg+85nPYMOGDVAUBQ899BAee+wxbNq0CYSQsrq2l3T2f/nLX+IPf/gDurv1bqo33ngjbrjhBnzsYx+r7F9nM3v2/B2pVApi89Ky3ys2LUFyYi92734DH/jAhWW/v7f3CCSBllT4yGAzIPr6juDEE1fO8WprYPNkaJERAQaip6SLLhQKYWh4CP9yfOnWoqZpeOJgGP5pFWcsdOGsRe6SR1ivaHFApAT79u3F6aefWfKapaAX4VUrKrSsRII9e/6OqUgEq1a0VbXsqoVu7B4LYOfO1yxth59MJpFIxOFoKWypaCkZaz60BjfeeCM0TcPmLYVbhRDRjWCwcEyC1ZRZISoA0OWmGBluXFEB9DHDF154IX784x9jZGQEg4OD+PznP2/8PhKJQBRFrFq1CldffTUuueQSXHvttVi4cGHJa5R09lOplCEoALBw4UJbgnxmsWvX66CSG9RVfj8o6loAweHFrl2vVygqPVjkFSGU+CAEgBYHRZNTxJEjh3HJJWUvaQqsq3Ip7kIqNWPMN3eR6OHDBwFgzl5V2ewcmcYen76jPjolAxrw3hKzxiSBYHGThB4L2r4riqKPWa4CUqaobN36VzQ7BZxYYhV9IZa3SOj0SNj6t79aKiolFc9SCc8++yw0TcNzzz0HQgsLEBFcmJoqbBFbLSqdbhH7jo5DlpOQpOq+g1rR1NSElpYWLFmyBJFIBEuXLsWTTz4JgI0F0d3YDz74IHbv3o2//e1v+OxnP4v77rsP73tfaX3jSlKGtrY2PP98Juf/+eefR2ur9e3FzSAej+Mf/9gDoWlpyTvcbAghoE1L8dbeN8vu06QoCvr7erGkubyLnBCCJV4BRw4fKut9ZsK6KlPH3AFh6mhGfDo2p4twYKAfBChrsmM5lc/5OK5JxOBgv2ntdhiKqgLVur9AoKZKE5VAYBJvvrkHZ3a7ytqg5F2VEJzZ7cShnoOW9pljolKseJYIEuLxOJ5++mm99qdo+roT8fh0wbTe4eEhUELQXmRmUTV0eYT0SIz66SJeDSeccAJCoRB27twJAHjsscfw7//+75icnMSHPvQhnHzyyfi3f/s3nHvuuThwoPSNWUlPu1tuuQV33nkn7rnnHmiaBofDgR//+MeV/UtsZs+eN6AoMtwtlc/nllqWQ548gDfe2FnWzu7o0QHIioJlzeV34F3aIuFA31jNZmCMjAxDkFwl9baizmbjPc3NhUcKjIwMo80twiGU/lAsp/I5H10eAUk5hslJPzo7Z09prBTVJPcXNA2pVGpOy//ll/8GTdOwaqE5Qe8zFrrwQn8UW7e+iI997BOmfOZMSuodVwYs4B8Oh9HRMbsrxsjIMNrd5md+MZgLe3h4uG7mHVWDw+HAAw88gG9/+9tIJBJoamrCd7/7XbS3t+Oaa67B1VdfDbfbjcWLF+PKK68s+XOLigrzX95zzz34wx/+gJ6eHlBKcdxxx+G6667Ds88+W92/ygZee20bBMkDwV35A4W62iE4mvD669vLEpWeHt3SWNpSfj3G0nRc5fDhHpxxxqqy318tw8NDgFSamFGHLiQjI8M4+eR3FXydf8KHBU573aZs0qbfP2GqqCiqWnX2F7N0VFUBLTJuV9M0vPzyX3F8q6Pktixz0ewQsLLdgW3b/oaPfvT/hSCYv7tnIxGqnqWShn1OJBLJLyrDR9Hptu766nCLINA7jldCZ0dbSem/lXxuOWS3uF+1ahX++Mc/znrN9ddfj+uvv76i4ym5+HH16tUA9Au8UYofo9EI/vHmHgitJ1Xk+mIQQiA0L8PevW8hHA6jpaXwbjybQ4cOoNUlVtTWfUmzBEoIenoO2C4qmqZhaOgoqGtJSa8nkheEzp0ZEwoFsaSErgJmwppVVjMMKx96TKX6lGL2WcV89AcP7sf4+DjOKKm7+wAAIABJREFUPbm0665UVi104cDbId2tduY/m/rZgAWiIrJJo7ObSqqqCt+4DycuNmetfDgEgla3pG+4KmCuAsVjhWO6+HHXrh1IqSpcLZVXwzPElhVI+vdh167XcNFFH5zz9Zqm4dDBfVjWXNkO0CEQLG4ScfCg/bPFA4FJxOPTcJYYNyOEgDpbMDQ0WPR1sVgMrnZrXBOFcIkkvXblc0vyoSoKQKp06xiWSvG4yrZtW+EQqOm1PSsXOOF1CNi2baslohKNRvR/Y7XtbNIwcco3LmB83AdVVcvKsqyEDhfB6Eh9jKaoV0oufmxEXn31FQjOZlDXgqo/izpbIbhasW3bKyW9fnzch2AohOUtlWeJLG+R0Nt72PZ+Q6xFDHWVblZTRxsGBvqL9kmTFQWSRf7uQojp9cwef62aEajPslQKIctJ7NjxKk7pcJQViyoFgRKc1unA7t27EIvFTP1sQB9kRkVHVV6CbAgtPC2TJRx0muQeLESnW8To6IjpiR/HEo2TF1wmgUAA+/fvg9C83JSLWneBLcfhwweNGo5isDb7K1orF5UVrRIURUFvrzXzsQsxMKAXXQrOMkTF1YZoNFK0saSmabBXUmCsZ/Z8GkU1p6IeKG6p7NmzG/F4HKd3z22llDPNkHF6txuKomDXrtdLP/ASicWihhCYAUsayWd1sjhHRwkzi6qh0y0gKct8CmQRLBWVH/3oR1i3bh3WrVuH733vewCAbdu2Yf369VizZg3uv/9+y9beseNVABpEE1xfDCn9WaxLbDEOHNgHj0PIO5ir1Jt/eYs+WOnAgerb75dDf38vBGdz0fTOmTBrkHUQyPsaSlFm8lbVsPWEOUbulovu/qryAVaCpbJjx6vwOAQc3zb3w7mcaYaMJU0i2lwidu4wP4A8PT1tmusLgDFqIN8MmpGREXgdAtyitftk5l6rl5Hf9Yhl38C2bdvw8ssv4/HHH8cTTzyBvXv3YvPmzbjzzjvx4IMP4plnnsFbb72Fl156yZL1X3ttGwTXAghO84Kb1NEEwd2BV0toHb5//16saBZB81hJpd78HoliYZNkSZuRYvT2HgFxlucyFNKusv4ijTAdklR2SnC1sPXMLlYrVvxYcuuROURFlpP4x543cEq7o6TalEpqegghOLXDgbf3vWV63Gk6Pg0Qc91Rel3L7PtldHQIHRbVp2TTke5+PDo6YvlajYplotLV1YXbb78dDocDkiThxBNPRF9fH1asWIFly5ZBFEWsX78eW7ZsMX3tiYlx9PYehtA8dy65pmlIydNIJcJIBnrmdBmILctxdHCg6E5lYmIcfr+/4O6ynJv/+Ba9ItzsmEAhwuEwAgE/hDLjUIRKEFyt6Osr7KpzudxIqPaKClvP5aq+/Xo2uvsr/0NMS8lYs0ZvPfLBD34QWmouUcn/+/379yGRTJY8MrjSmp53dTihqireeuvNkl5fKvHpuKmWCqB3K843g2ZsdASdFru+AKDZQeEQKMbGuKgUwrKo1sqVmZ5VfX19eOaZZ/CpT30KXV2ZWoHu7u6yGpUBQEfH3G1Dtm59DgAglVDwKAd7oMl6NklidCcADY4Fhfttic3LkBj7O/bt243TT39n3tfs2aO7Eo4vEE8p5+Y/vk3Cq8MxTE4O493vfnexf4op9Pfr2WbUXX5LG+Jsx5Hew+jsbMobx2ptbcF0aO4Z42YyregB1eOO60RXlzlFpKqqIqWqBd1fpbYeYaLk9Up5j+3Qob0QBVLwOjKLpS0S3JKAgwffwrp1c2c2lopaRHgrRXeBpXLOVyQSwVQkgo4uc1u4512fEHS4Bfj9vrKvp7vvugOhEkdElENreye+/q25k6mOHj2KSy65BD//+c9x7rnnGj+/+OKL8atf/QpLl5bfGzEf1qZKADh06BA+97nP4atf/SpEUURvb657pNwgut8fQWqOHdiLL/4Ngru9pL5VytTwrL8XExUqeSC4O/HSS1tx8cVr877m9dd3wesQ0G3CzmlFOq7y6qs7sXChefGhQvz9728CIGVbKgAguNsxNdqL/ft78xYautxehCbstVSmZV1UUikR4+PmCJqxUy4kKoKEeCyIp59+GgAgeAo8fNLv9/mC6OycfWy7du7CihYJkslZXzOhhOCEVhFv7NoFny9sWrZWPJ4AqLndIDQIiERiOd9lb+9hALCsPctM2l0Ug4ODRa+nfIITmpzAJ443//p/tK90oZIkCRs2bMBTTz1l+hwVhqVRrV27duH666/HV77yFVx55ZVYuHBhztwNn8+X06jSDAKBgO76aiqtcA+aUvzveRCbl2JwsD9vFpimadi/7y2saBFNuTndEsWiJgn79+2t+rNK4fDhQxBcbSC0/C4AgrvT+Ix8tLS0Ijb36TWVSFpUmpvN61XHUrwJre4hxt6fz7U5NRXGyOiI5VYKY0WrA8FQCOPjPtM+U1VVELMfMYTMypZjvbjKnYRZKR1uEX6/v2iCRb3S3d2Nc845B9/97ndn/e4nP/kJ1q5di/Xr1+Pee++teBS3ZaIyMjKCL3zhC7jvvvuwbt06AMAZZ5yB3t5e9Pf3Q1VVbN68Geeff76p6+7Z8wYAvWW9VYhNx+Wslc34uA+BYBDvMPFhcHyrhMOHD1k+tCuVSuHw4R5QV3tF76fOVhAqFhWVSFIpK703oaRygt4Jpbz6gGiSiYp5O2bje6g6+4uJyuzvlbX4WV5Bi59KWJHuHH3IxI7OqVSq6k7OsyGzakSYEC6wyVJZ4NYbS/r95ruy7OD222/Hyy+/bHRLAYCXXnoJL7zwAjZt2oTHH38c/f39+O1vf1vR51smKj/72c+QSCRw77334vLLL8fll1+OTZs24d5778Utt9yCtWvX4oQTTsBll11m6rr/+MduCI4mUKd1XZSpswWCsyXvREiWqVVKCmipvKPNAUVVCz6szWJkZBjx+DSEPPGUUhIaCKGgrgU41JP/OFtbWyGrWlnB+rii5QS940p57oNIMgWv1wtRNG8Xy0SlektFP6Z8geeBgT4QAIub7BGVLo8IkRJTB8Pp14j1ouLzjaHZKVruJmQw8TLTqrOTpqYm3HPPPdiwYQMiET2e/Nprr2HdunVwuVwQRREf/ehHsX373KUT+bDMXrzrrrtw11135f3dU089ZcmaiqJg3769oJ4lpvmFC0E9C7H/wD7IsgxJytz4+/e/jSaHgE63ebum5S0SCNE/+5RTTjPtc2fCRIu5sbIpNaFBcHdicOAAkskkHI5cYW1t1dOOI8kUXCXWE7hEkhP0bhPL+14jcgptrZVZXoUwRKDazKa0KCWTs0VlcHAA7R7J9Cr6godCCLq9olH4agoEAMyOIWizOjpPTIyj1WlfWS0TlVKKoOuV8847L8cNlq9DQKXuvWOqor6v7wgSiTgE7yLL1xK9i6DIco71oGkaDuzfa1o8heESKRZ7JRy0uAiyp+cgqOgEyTNDJV9CQz4EdydSqVTe1GImKlG5dBeWU6Q58zacZRa3RZIptLZV36Ynm0RCHxpGqqzBYO/PnyI7jE6Xvbdnp1vAmIn1F3qNlvWJGZP+CbSV2f26Grdqk4OCAJic9Jd5pPUFc4P5fD6cffbZ+NOf/oR4PA5FUfDYY4/h7LPPruhz7Yls2QTzBwse81qcF4KtcejQAbzrXacCyMRTVp9o/vyTFa0SdhzpsXTq3MFDB0BcHfkFscSEBpq2cnp6Ds5qg9/SorskI0n7+iZFFWBpi7muUMOyqNL9xd4/U1SYv35Jh72i0uYU8OZ4EIqimOIuFEQRmunFrqkcz4CmaQgEA1i5qLx7Iq5oWHNpZozx1mf/VPJ7BULQ7BIRCEyWtWZre2dZmVrlfG4lMDfYDTfcgAsvvBDhcBgf/ehHoSgKPvCBD+CTn/xkRZ97zImK4GwGNWkoUDGI4IDgasPBrMAmE7UVZYzLLZUVrRK2D8XQ23uk6MySSolEpuAbG4Wj6/SqPoeKTgjOZvT0HJz1OzYyoBxLpVqiSbXkUQWlwkSAVOn+IoSCUGGWqMTjccQTCbSUkBKfc1zp3feaNWvw7LPPIlGgqLIQLU4KTdMQDofQ3l5+ndJMJFECEpVlEBWCaKkcwYvFolAUBU1Sefd8tW7VZokgFAqW9Z5SakmsZOnSpTmzVADdDcamOt588824+eabq17nmHJ/9fb1gjjN9Z8XgzgXoK+31whaHzp0AC5JsGRG9rJmh7GGFRw+3AMAeYP05UJcHTjUc2hWMJ9NsIzZJCqyqiGppkyfnGmWqAAApdIsUZme1jsGu8t80FWb1MDiXPl6a1WC5HAAJY5LLhVNU3MsdTayuKnMOT3VulW9EkGIN5XMyzFjqUQiUwgFA3B2W18gyBBcCxAd60UwGMSCBQtw6NB+LGsS8vb7qhavg6LTI+W1AMzg8OFDACGmiIrg7kR0tA8+3xgWLszEtwRBgNvlsk1UYmk/uVWiYkoLEirOCtSzh3q5D7pqd9/OdFIAE7Vqcbtc0AJhUz6LoakKXK6MVcLa4FvdSHImbpFiIs9cF84xZKmwXlzUxAaSc8HWGh0dRjQawcjICJZZWFewtFlAz6EDprdxB3RLRXC2mbL7ZsLEKp2z8XqbMF3mDrpSWDW9ZZaKCc0SdfdXPOdnmqYfd7mjZ6rdfbP1zJoV4nK5SiomLgctJef0cauVqLhEaskMmmOBY0ZUfD69hxjNk7lkFWytsbFRY+bJkmYrRUVCNBYzPT8+lUqht/dwxUWPM2FFkEeO9Mz6nS4q9lgqTLy8Xq+pn2taoB6ARmbHVNicFQv2DsWPJf3/mSm7leL1eoFCzTQZM4W5iFBrKQVaSoXHk/k+2bmzK/Wa4RAIEsmkJRu8RueYEZXJST0Tg4ge29Ykor5jCgQm0dt7GATWigr77CNHZlsA1eDzjSEenwZ1myMqrAgy33Axb1NT2b7+SomnxcvjMfeaSCaTepC92smPAECEWZ0SRFEXK8XmMQFsPUEwxyvu9TZBU4u33xebjyv692w0NZn+3IyosA7PNhsqEKmeeVZpK5NjmWNGVMLhIKjgKLvKueTZF3kghEKQXAiHQ+jr60W7Ryq5qK8Sur161XOxmSWVwGpKBFf18RQGdS1A/0DfrJvO4/EgbtN9GE9X7rvdZotKwhQ3IQAgj6Xi9epZX3a5CRlxky07r7cJKSVhuPPyIbWdBCI1gQhOOBedBantpIKvZQKV7c5k15fVxc4zYfNtuKjM5pgRlVgsZowbLYeSZ18UQnAiGo2iv+8wFnutPZ0CIVjoFdHfb+544f7+PhAqmBqPElztUGR51twZj8drPOythlkqZru/ZFmuukULg+SxVDweLwghtiU0MGJGDMqc7rWs2JVZGPkghIBKblBnCxwLTioqDpqix56yU8TNctWVi9muwmOJY+aMVLp7ZLMvHn744fTsi3LdVxTxeAyTgQAWekt7bzXVvAu9IgYHB0z15Q4M9OtxEDPcOWloer79zF5SHo8Xcdme3R3beZttqehTH006V4RCmbHbpZSitaUF4aS9u+BQIgWn02Ha+TJERTEnRZmJSmtrppiVPdRVm12FbD0uKrM5Zs6IqqagVdC8Th9PmsmYKWcuu/4BFNGoftMs9JYmatXUE3R7RESj0bILr4oxeHQAxGFu1Tl1toAQiqNHB3N+7vV6oaQ0yDZYK9NyCh632/QbXx8+ZZ6oqHl6LHV2dSNgl58wTTChorOjyzRXUlubuaKSSn9OW1sm9ud06lMxazGmWhRFCII9nZEbiWOmTkUQBBDY6y7QSUFRdPO+1CaS1dQTdKUHf42MDKPNhJ5WkcgUIlNhOLtPqPqzsiGEgjqbMTw8lPNzFi+IKSm0WnxDxhQNHq/5g4gq3cDkhdC8fvmFCxdjz4C5sbO5mJhOYcWKxaZ9HqvKT8nmpN5qcgxuj9cQEiBjhSZsjj8lFA0uZ2ljnucbx4ylIkkSNM3+oBnRUkgmkxApQVuJ8xyqqSfoTFfrj5rU+M/K+h4itWBo+GjOz5qb9XXsiBfE5BRaTBzOxdA0c+eE5HNlLl26DJGkYsyDsRpZ1TAZk7F06XLTPrOtbQEIpdBMEpWUEpvVPobNybGz9Q9br9nk9j/HCseMqHi9TdAUa4dY5UNTE1BVFW0u8f9v702D47jOc/+nZ1+AGQyAGQz2fV+5AAQXcBMVUbyi5YiyJdeNXOWqJCVHdt1yqlJR+UMcx07KcVnRdWzlr4r++XA/qCpSHCVxUgmjxIztqKQr25JMaqVNiRRJkcQOzD7dfc65Hxo9WDgz6JnpngU4vy8kqJnpo0bPec55z/s+ryGV9FuptplgMQm62W4bWd9jslVhaXFh00pcjYdrNZW0bqkA3PpzNiISg3ctBKMnjOnXJUSAkFZUWlsVZ4g70RwTR/JkNiaDAbqKislkgq+mFlSK6vOBchQB/2azWI9nvZ1CMYlIFF6vvu7XO4UdIyrV1dWgRATT2WsoG4xREDkJSRRRU6R+DiZBgNdh0a0AUvkcAYJV//oewVYFSukmi3A1ZKf1ELq/1p7152yERapLiHArgiDoZujO0vQHAYCOji4IAnAzXBxRuRlSrtPV1a3r5wYCATAdRIUxBipGUV+/uf14dXU1rBYLVnQ2rtyOlSRDXV1+7sA7nR0jKuovWI8HWCtMigGMQRST8NiLd2DnsQpYydF2OxOLiwsw25wQCm2NmwaTVUnl3SoqgiBgNaFtZbm/0Ylahwluq4D/0VON/Y3O7d8EJcMuLhHU5mkLng2LxQwhS+1FTjCa9rDX5XIhGGxMTfZaKGRXdzMsosbr1cWdeCN+fyDV3K0QmJwAozICgc2iIggC6v3+nJMaCrlXEmEIJ2X4/YHtX7wL2TGiov6CqQ4PsFbUbX08kUCVtXi3sspmwsqKPqKysrIMmLVN1LmiOg6sbHBztVgsqPXVYknjJCAIAqrtZtS7LJhsdGnOTFInma2TkB6YTOasBX25wWAyp392+vuHcD0sg2hMH893V8cYw8chgr7+IU2vz4WGhiConMhaq6IFKoVTn7eVxsZmLMRz+30UsgNeiCvZesGgfkkNO4kdIyrNzS0AAJJcLdo1aXI9rddVRFFxWYWUkV6hLC8vQzAb03/GtCYqW9Ofg41NWIwbG65YWPv8hgb9v/g2mw3QKSmEURl2W/oJbWBgCEmZ4nZEmyljvru6hThBOCmnms3piSoCVCxssUdFRVQCgbtFpaWlDYsxKac09XzvFQDMRpXfR2urfudPO4kdIypudxVqampBE8XrcUASKylzO0eONuOF4LCYEE8kdHGTjUQjQB5OBJpYKySNRDZPKM3NLZiPaV+B58NsVIbJZEJjo/6iYrc7QIlO7rt0s5X7RtRJ/qPl7P5ZKvnu6j5aUXYRQ0Mjml6fC8Gg4uVFxcIs8GkyDLPZgvr6u7u6tra2gyG3pIZ87xUA3I7IsFqtaQWOs4NEBQC6u7vBEvqEhbTAEotoaWkFkFtMtlDUa8lpiuZyJa7R3iYfjzRBEGCy2BGLbd5VtbV1QKYMCzF9bdE3cjsioTHYaEjrZYfDoTjm6hECY/ImK/eNeDxetLd14MqysYf1V5ZEBPwBBAINun92INAAwWQCTRYoKmIIgYZg2qSGri7FL+yTsHHP00ZuhiV0dHTxwscM7ChR6e3tBxEjuRVb5WC9vREqJ0CSoVQKZoawuCGo15JzbBe7FcYYJFnSZG+Tr0eaYLLc5W3V2akUWho1CTDGcCtC0NmV2ZywENQCzoznBLk8U1RCVVVmb7LRsQncDIuG1fVIhOFaSMLo2B5DPt9qtaK+zl/wTgVSGM1N6R2MfT4ffD4froeMLymQCMOdqIzu7l7Dr1Wp7ChR6V87aCSxWc3vycV6eyMkpqT0dnR0ar6W/hS2OyKErBVdbP8Y5O2RJpjuEpVgsAlut9uwSWAhThCTCHp6+gz5fNVwMZOo5GTnLifhdmeuEZqY2AvKgCsaQ2C58tGKCIlQTEzsNeTzAaWQk60dtOcDozJIMoymppaMrxkYGMbHIdnw/iY3QiIIZRgYGDT0OpXMjhKV1tY2uKuqIUfuaH5PLtbbGyGR23A4XanDumJaD5G1Rau5wO3R+pnM9uKUv0fa3cV9giBgYGAIV1eNmQTUMwIjDp6BdVcA1eBwK1qfKUYJKBFTVeHp6OjogsfjwQeLxojK5aUkHHY7+vuNmySbmppBkuG8a8jUQ/rsojKEqEgwZ2BIFQCurkowmQT09g4Yep1KZkeJislkwujIGGjsjuZ4dy7W2yqMMZDYHYwMj6a8h8Qi2bmr1xIEoeDzgmL1oEh3neHhMawmZMzH9M8Cu7KchL++3pAzAmC9gDOTUaLWZ0p9v8+XuTmayWTCnj37cWVZ0t00kTKGy0siRscmYLEYZwPY3NwKMJoSh1yhaxmdaoZnOoaHRwEAV5aNDYFdWRbR3d0Hp9OYNPydwI4SFQDYu3c/qJwEiS0Ydg0aXwSV4ti7d3+qq2CxuhkCQIJQ2O32gt13UweNutVcpCN9cd/Y2AQA4FdL26/A9zQ4sadB25dYJAxXVySMje/LbZg54PNlFxWtrLvuZq/637dvEiKh+EjnCfNGSEJUJNi374Cun7sVNZllYwp+LtDkKsxmS9oaFZXa2jq0NLfg10vGiUpYJLgdkVLPLic9O05URkbGYbFYIYdvbP/iPJHCN2AymTE2NgGXyw2z2YxIEXtfREQKr6dwo0STyQSzxaJbzUVaqLzJVValtrYO7W0deF9DWGeiwYkJjaJyZTkJmTLs3bs/56Fqxel0weFwFuxppbo/1Ndnr/ofGBiG0+HAewvpw2358t5CEhaLBaOj47p+7laCwUaYTKbUjiNXSGIFwWDjtrup8Yl9uB4yLqnh8tqzOj5uTFLDTmHHiYrD4cDY2ARI5KaOVc/rMMZAwzcwMjIGl8sNk8mEGq8Xq8niGdqFRAqfTnYadps9926XOUBJ5jqM/ZPT+CQs6do35N35BKrcbvT1GRfzFgQBfn9Ah4K+CAAhbe3FRiwWC/bsncTlZVG3vvWUMby/JGJkZNzwUI7FYkFDsCn/wmRpVVOh4d69k6BMOScygvcXkwj4A0o4j5ORHScqAHDgwEFQKZ7K0NITEp8HkWI4cOBg6t/8gaBm2xGgMN8hAFhKUN3OC9xVVWCyhi9hHqnXjMpgVM6Y3aTew7fn9FmBJ2SKXy1LmJw6aHgNQUNDAyAXKCpSBF6vV9PZ2P79U0hIFFdX9AnvfBKWEErImJw0NvSl0tbaBoi5iwojIogYS4XQstHR0YlaXy3em9dfVGISxdUVCfv2HyjaWWSlsiNFZXx8L+x2B6TVa7p/trx6DTabfVN4RfEeIpozmQrxHYpKFDGRoLFRW+rzdng9XjCy/Zcwn9Rr9XMzZTfV1/vR29uPS/NJXbLA3ltIQiIUBw8eKfiztiMYbAIRIwX18GFiCE1NzZpeOzw8CofdrlsI7N2FJCxmM8bHjUsl3khLSxuIGM3ZA4ysncOorQCyIQgCpg4cwocr+ofA3l9MgDKGqalpXT93J7IjRcVms+HAgYMg4Zu6hnYYlUHCN7Bv3yTs9vWQTltbO5Iy1bxbKcR36HZEWrtmR05jz4TPVwuQ7SeqfFKv1SLUbNlNR44cw0JMwo0c3Hgz8dZsAsGGYFEK0xobmwDG8g6BMcbAxLBmUbFabZjYsx8fLEkFh8AoY3hvUcTI6Hgq0cRoWluVnQbJ8bCeJpTXa9mpAGtRCsZ0P396e04Jfen1vdvJ7EhRAYDDh4+CURlySL8Dezl8E5RIOHLk2KZ/X68Q11hlXoDvkHqN9nZ9ii7r6upApei2O4W8Uq/XRCWbnfrk5DTsdjveuFNYJtVcVMaNkIiZoyeKEp5QaybyPXxmcgyUSJpFBVDuVVwiBYfA1kNfxVt1q84TNJHb/aLJFThdbs19cdraOhAMBnFJxxDYapLg41URBw/N8NCXBgwXlUgkggceeAA3byptZV999VWcPXsWv/Ebv4Gnn37asOv29PQhEAhCWtWvz7e0ehW1tfV3FYo1N7fC4XDg41XjGyp9vCqhpblFtxWm3x8Ao6Tg9Nh0qG0IsmU3ORwOTE8fxnuLIuJy/iGLN+7EYTabcfjw0bw/IxeampqUjKZEnmmyCe1hHZWRkVE4HA68W+Aq/N15JevLyCr6rfh8tXA6XTmnFdPkKtpa2zRP5oIg4ODBo7i+KuqWAPL2XAIMKEpYdSdgqKhcvHgRn/vc53Dt2jUAQCKRwFe/+lX81V/9Ff71X/8V77zzDn7yk58Ycm1BEHDs2AmQ2HzBZnaAkqlDorM4duzEXfUhZrMZfX0DuBYytppXogw3wjIGBod1+0zVGj7fwrRs0GQI3hrfplBhOo4fPwWJUFyczW+yFAnDxfkE9u6dhEeHVGstWK02JaMpT1ds9X25ZBJZrTZMTOzD5QJCYJQxvLckYmRkLFW4WwwEQUBra1tOosIYA02u5tzi+NChIxAAXJwtfKHEGMPFuSR6e/oMK6bdaRgqKi+++CK+9rWvpRolXbp0Ce3t7WhtbYXFYsHZs2dx/vx5w65/6NAMTCYTxJWPsr7O6u2C1duV9TXSykcQBCHjSnh0dByLMQmLceOE5eNVxadpZES/ugL1wF8P4d0Kk7SdGbS3d6Crswu/uBPP68D+nfkEEhLFyZP35jPMvOlo7wDEfAv6VlDvD+SczquGwK6t5hcCK0XoS6W1tQ1MDGn+HTMpAkblnPuW1NXVY2BwGBfnk6AFJoB8EpYxH5NweEvIm5MZ47wZAPzpn/7ppp/n5ubg96/n5AcCAczOajd/BIC6uirNr/X7qzE5OYVfvPlLsMBoxpa51prs5xOMUZDQNezduxf9/R1pX3PixAyef/7/4PJiEodajLmtlxeTsFmtOHJkKm1BYT7U11fB5XJDSurbh4YxCppcRX/fUfj9mb2tVB789IN4+ukNbTVhAAAgAElEQVSncXVVQldNbvYzv7gTR2trCw4fnixqzHtkZBCvvfYKqBSHyZqbOLDkMob27NN0bzZy/Pgh/P/PPYN35xPo8eX+DCgFj2bcc89RuN2Z3ZGNYHCwDz/60ctgUhSCbfvvsVrXMjo6kPN9OnPmNJ566l18vCqhM8fnaSNvzcZhs1px//2nipbUUOkYKipbSbdCyXUSWFyMgOaw9Z+ensHrr/9fyOFbsHryK1oikdsgUgzT00cxP58+TGQyKeaS7y3cwaEW/b+slDG8vyhidGwvQiERgH52FK2tbbhyPTdx3w4qKgaCdXXBjPdsIwMD43C7XPjF7VhOovJJWMKtsIT/+alTWFgoXitpAPD7lV0YSSzCZM3sS7UVKidAxCgaG1s13ZutjI3vwdtv/QyEMZhz+P6wtWdocHAEsRhFLKZ/yDMbXq+yoCTJFZg0iIpy7iTA5fLlfJ96e0fhdDjw1mw8b1ERCcM7C0nsnzqMaJQgGtU+hlxFcCdR1OyvhoYGLCyse3LNzc0Z0kN8I6Oj4/B6fZBXs4fAsiGtfISqqupt7Rmmpg7hZli/A8KNXFuVEBEJpqYObv/iHOns7AJNrhZUc7EVGleapXV0ZA8rqlitNswcPYEPFkWEc7C8+fntGOw2Gw4dKv4hamtrOwTBlPp/1QqNLwIAOju787ruvn1TiIkE13NMDLkdlbGSkLF/f3EKHreSa8YcTa6ivt6/7ZlcOmw2Gw5MH8Z7C0kk8kwAeW8hgaRMMTNzPK/371aKKirj4+O4evUqPv74YxBC8C//8i84etTYbB2TyYSZmWOQI3fy8mqicgJy9DaOHDm6rffQ9PQh3Q4It3JxNg6Hw2FIsVpHR7diw55jumc2SGIJNps9pyLNY8fuAWUMb2pML47LFO8uiJg+eKSoh84qdrsdLS2tIInFnN5H4osQBFPeaeGjo+OwWix4fzG3xIYPFpIQBKGoWV8bcTqdqK2t1ywqTApprk9Jx8zMcciU4Z35/BJA3ppNIOAPGGr5sxMpqqjY7XZ861vfwpe//GWcOXMGXV1dOH36tOHXVepKWF4V9vLqNYBRHDlyfNvX1tXVo39gSJcDwo0kZYr3F0VMTR2EzaZ/e9yuLmXFTOL6OTvTxCI6O7tzclJuaAhicHAYb81qu3+X5hKQCMWxYycLGWpBdHf3gCWWcvKZI4lFNLe05H0uZrc7MDwyhstLUk6JDR8siejr7U/1gykFra2tYBq6QDJK1jqr5i8qHR1daG5uwVt5ZBUuxmV8vCriyMxxXpuSI0URlQsXLqClRdn6Hjx4ED/84Q/x7//+7/jqV79alF9YINCAvr4BkNC1nL6EjDHIoavo7OzWXKR29OgJLMdl3TyaAODt+QREQjEzc0K3z9xIXV09vDU+3USFEQkkvoy+vv6c33vs2EmsJLTdv7dmE2hra9ccYjOC7u5eUCJpzp5jjIIlltBTYNX/nj37sZqQcSeqLdtwKS5jLiphj4HuzVpobm4FTYa2FWEqhgHGsvZQ2Q5BEDAzcwKfhCXMprlP2Voq/HI2AUEQcOjQTN7X363s2Ir6rRw5cgwkGU7Fs7VAE8sgidW7KuizsW/fJNxuN35xW58QGGMMb9xJoKW5JbWj0BtBENDfNwAWX9DFg4vEFwEw9PbmLip79uyHy+nCL7dZXd6OSLgTkUoe71YtYYjG54omQ6BEKthKZnx8DwRBWz8aAPjVWp+RiQnj+sxoobm5RckM3KYuSktjLi1MTx+G2WzGL9OEpDO1VKBrtSnDw6NZ3SA46dk1orJv3yQsViuk0DXN75FCH8NstuRkIme12jAzcwKXl5JYTRZ+8H0zLOF2RMLJe+4zdFc3MDAEIsXApMIzqEhsFiaTKa8e8VarFQemD+H9xewHrJfmEjCbzThw4FAhQy2YhoYgXC43qMZdnio+PT2FiYrH40VnZ3dKLLbj8lISjcHGkhfwrR/WZ9/Z0eQqBMGUKs7NF4/Hg7GxCbw9nwTRuGC6uiIilJRzWkxy1tk1ouJ0urBnYh9I+Iam+DdjFCR8HWNjE3C7tdfGAMCJE6fAGPCGDruVn92Kp6xMjES1npGjhacWk9gc2tu7MvZR2Y7p6cOQKUs1RdoKZUqq5+joOKqqSpu6KQgCenp6QZPaMsBofAEulxuBQOYuhloZH9+LT8ISImL25zlJKK6vShgv0QH9RoLBRgDCtof1VAzB7w/AarUWfM3Dh48iIhJ8qLFz5sW5BJwOB/bsKe2urlLZNaICKNlZVE6CaJg4SWweVIpjejr3lbDfH8DY+B68MZsoqK94KEnw7kISMzMn8p6gtRIMNsLjrdF0b7LBiASSWMLw8Ejen9Hd3YtaXy3eWUgvKjdCEsJJgqmp0u5SVLq7e0ESq5ps3WlyCT09vbrsOtWOjR+uZA+BXVuRQBjD6Gjp2+Da7XbU1taBbnNYr9WNQQtjY3vgdrlwSUPfHpEwfLAoYnLqoKY+N5y72VWiMjIyrvRZCV3f9rVy6AasVhvGxvJrHXrq1GlERZIxnVFL3/Vf3FZsS4phPyIIAoaHRkDj8wWdq5DYHMAYBgvwJzOZTNg/eQAfrYhIpgmBqW1wy6Wta1eX0gZgu3MVRkSQxKpu1vxtbR2orqradgV+ZTkJu82WVzjSCJqbm8GynKkobgz6iYrFYsHk1EFcXhKRJNl3dZcXlaQYbh6ZP7tKVKxWKyYm9oJGb2UNgTHGQKKfYGxsIu+0z6GhETQ1NuFnt9L7WW3Xd12iDG/MJjA2vgcNDYWHSrQwNDQCKidydpLdiBy9A4vVWvCZwZ49+0Eow5UtEyZjDL9aFjE0NGJ4G1ytKEWMwraiQtaKJFURKhSTyYTBoVFcXZWzLgSursro6xvUJZSkB42NTYrjQoYxMzECxqhujegA4MCBQ5AIxa+3OYN6ZyGJGq83ryQTjsKuEhVAqUamchIkNp/xNTS+CCrFsW/fZN7XEQQBp+69H7cjEq7n0YDq3fkEoiLBvffen/cYcmV4eBQAIEfu5P0ZNDaLgf7BgkMHPT19cDmduLK8ObSzGCdYjstF61ioBZfLhcbGpu1FJbEIQMi7kj4dQ0MjCCdlzMeUpJCtO+BQkmAhJmFwKP9wpN4Eg01Kq2lZ6bez1dBVzQwLBvUTld7efng9nqyFkAmZ4sNlEfsnD+ZUX8XZzK67c8PDozCZzZAjtzO+Ro7cgiCYMDZWWAz64MEjcDldeP1WLKf3Mcbw+q04mhqbCgoj5UpNjQ9NzS0g0cz3JhtUioIkQylxKgSz2YzBoVF8uGUVroZ6RkbGCr6GnnR394All7PuGEh8cS1bTL/q/4GBIQCKgzVw9w5YdTMeHBzS7ZqFou68aVIRD2tN5yZTV/W8JRjUb4duMpmwb/8BfLgiQSTpf0e/XhIhU4b9+6d0u+5uZNeJitPpxED/IGj0VsbXkOht9PT2weUqzBjSbrfj6LGT+GAxiVAO6cVqGvE9p04XvZp3dGQcNL4ARnO38Fd3OHpZ8w8NDSOUkDe1ab66KqKurg5+v7GecbnS0dEFKidSq++tMMaA5LLutUZ+fwA13pqMVvgfr0pwOhw5NQMzGiUDLHMPHyqG4XJX5Zx1uR179uyHRCg+ypDYcHkpgeqqqrI5e6pUdp2oAMqkR5KhVA/1jVA5AZJYxtioPhNjKr04h3a5ahpxKQ4LR0bGlHTq6FzO7yXRO/B6fbodsPb1KWnOaviQMaVJWX9/+ay6VdSW0iSDuSST4yBSXPfqf0EQ0D8whBvh9IuW62EZPb39ZRXOqanxwWq1gUqZRCWCoAHniP39g3A6HGlrewhjuLIsYXxiX1ndq0pkV949NTxDonefHaj/NjRUeAgHUFaSI6PjeHM2oan4KipRvLeYxOHDRw1PI05Hb28/LBYr5DT3JhuMUdD4HEZHx3TbXTU2NsHldOLmmqgsJwiiIinLlWRLS6viWJyhE6T67x0d+ZlIZqO7uxehpHxXsW1cppiPSmV3vwRBQKAhCCpmKLSVI4Ykp1gsFgwNj+LKyt2eaZ+EJCRkWnDIm7NLRaWlpRVudxXkNIf1JDYPh8OJ9vYO3a53/PgphJMEv9ZgqXFxNg5CGY4du0e36+eCzWZDf/8gaCw3UaGJZVA5qetZh8lkQntHF25FlFCc+qe6KygnrFabclifQVSUfxcMCUOpKco3tySEfBJWftYr20xPgg0NQBrXcEYJiBgzLONxZGQcocR6YoPKhysiBEEo6hnmTmVXioogCOjvHwCL3y0qND6PXp3DBWNjE/B6vHjzTvbiK8YY3ppNoquruyB31kIZGRldCw9u/tJna7usJD7o/6Vsb+/AXEwGoQx3ohJMJlPK6qPc6OjozNhemCZX4A8EDNl9trS0wmw241Zks6jcCpevCPv9AVApcteOga7ZBBl1ZqY+n1vPoK6uSmhv79D9HGc3sitFBQB6evpBxAiovD7RMyKCJEPo7dU3XGA2m3Ho8FFcWU5mtdS4FVH6YWux2TeS9fDg5ur6rVk6GyGxWbS1tetuq97c3ApCGZYSBPNRgoaGhrKpt9hKS0sbiBQHk+/ekTJxFe1txhyWW61WtDS3pnZyKrciEgL+QMEJJ0bg9zeAUQImbz5rZGJ07b8bIyp+fwC+mppUthyg1IR9EpZSmXScwti1oqJm4Wx0LVbrDPSqeN7IoUMzoAxZ8+QvzcWV6t/J0nTmU2lubkV1tVfzuYpidb9oSJqveui/EJOxkKBoairdDm471N0l2VI8yqgMkgyjpaXNsGu3d3RiNko2rfxnYxRteTYCMxq/X2ktTLcYmBq9UxEEAb19g7gZWQ9/3Y5IIDQ/V23O3exaUWlv74QgCCCJ9Wwd9e/5duTLRnNzC1qaW/BuBj8ryhjeWxQxOjpe8i24IAgYHh4Bjc9psmwhsXmAUQwZUGCnxtZ/eiOK5bhUNHeBfFBt2reaJaqOvEaG7Vpa2hCTCMJrO+GkTLEcl9DaapyQFUJ9vSIa6s5EhUpRWCxWeDxew67d1dWN1YScSvMv57OnSmTXiordbkdDQyNoYn1VSRMrqKvz61qctpGpA4dwIySmrVlRTRInJ/XvQZ8PQ0MjoFJCU+tXOTYLs8ViSJaRy+XGvr2TYO46BINNZZ2dU1Pjg93uuKv+Qi3m09N2ZCvqLmkupoTA1IPoQvuRGEVdndKnhG6p62FSDLW1dYbWZ6lp3bfVBJCwDF9NDbzeGsOuuZvI3nR9h9PW1o75X76d+pmJq2jX+TxlI3v27MdLL72Iy0tJTDZuFq7Li0mYzWaMj5fHpKnGl0lsDmZH9i8bjc2hp7vPkFbHAPDEl75iyOfqjSAIaGxswo25u3cqgslk6C6rsVENExL0+ICFuDJhlmtSg9VqQ1W1B8ktySBMjsLv16fOKRPq7m02KqG/zo7ZGEFrd4eh19xN7NqdCqDE64kYUXyIKAERw4Z+CZuamuGv9+NXafqE/GpZUoqznMbsknKlvt6P2tr6ba3wFefd5bKyASkljY1NgLwlpCOGUVdXD4vFuDWcx+OBy+lMiclCTIbJZEJ9vd+waxZKXV393QXIchx1dfWGXtfpdKG+rg6zUSWrcCEml22YsBLZ9aICKF96KkUAxgwNUQiCgNGxCXwckiFv6LOyumb6V26hncHBIdDEYnY/q7VaH7XJ126noSEIIkY33TMmRdAYLKyD4XYIgoBAIIjluBL2WkoQ1BssZIVSX1cHkPXsL0YJiBQvSgvfYGMzlhIUywkCypiu5pW7nV0tKmr3PSpGwNaqe40+CB4eHoVIKG6G12sKPlpR0huNOOguhL6+AcUKP0tDJTk2D7PZoqvzbiWTate71lqBMQYmRXTp9Lgd/kADlpOKmC0nKAJlnNQAAD5fHdiGnYqaXuzz1Rp+7WCwCYtxgsU1Eeaioh+7XFSUCYCK4ZRlhNE9vHt7BwAA11fXReX6qgi3243m5vJKl1VTLEksc/91mlhAe3uHYecplUYq3MTWkjGoCEqkVAqt0ddeTcigjGElScvOdHMrPp8PlEhgRPkuqIf2xRAVv98PkdBUwWgxfj+7hV0tKg6HAy6XG0yKgUpR2Gx2w9N5q6qq0NTYhBuh9eKrG2GCnp7+ojsSb4di0+4GiacXFUYJaHwJfX08v19FFRVGFVGhaymzdXXGT1p1dfUgjGE5QRCXCGprjT2bKBRVPFQxYVLxdirq7+naigir1ap70e5uZleLCqAeFkbBZONTGVU6u3pwa61QLSFTLMQk3S3R9UAQBPT29oEl0jefoskVMEYNKRatVDweL8wWC0z2ali9XamD6Pp64yf42lplMlY9wNSfy5WaGh+A9bCX+mdNjfGpvapwfRKR4Kvxld2CrpLZ9aLi89UCJAEmx4v2Jezo6EJUJAiJFHfWcuWNKLjUg87ObpBkCIyksQtfcyDg5ynrmEwmeL01EEw2WGs6U/1VirH69nqVSfp2VHmm1Em7XFHrQtiaVRKVEzBbLEWxlVHvlUyBGl9536dKY9eLSk1NjZKBQhJF+xKmCtWicqpYrVxTGlXBSOe+SxJLqK72FGXCrCTqautSYsLkOMxmC6qqqg2/rrrCv712TmBkVboebBUVJsfh8dQUZdfg8Xg2/L2871OlsetFxePxgkhJUCletIdLrXKejymi4nQ4ynZVqbYASNcnhCVX0NHRxUMHW/D5fABRV9/Kc1WMxk/qucDc2k7F6y3vydLpdMJssaRMXRlJoKZIYzabzXA5lbbL/DxFX3a9qFRXVwNgYIyu/d14qqqq4XI6sRQnWIoTNDQ0lu3E7PF44fHU3LVTYZSAJFd17TuzU/B4ajatvotxRgAoTaicDgfiMoMgCGXpTrwRQRBQXe0BWxNgkGRRrVJcbuX+lNprb6ex60VlY1iiGCEKlUBDEEsJguUkQ6DB2DTmQmlvbwcTt1qPrAKMlW3YrpR4vTVKqiyVIZBk0UQFANxVygTpdrkqoi2u17suwCDJoi3sAGW3Aig7Jo5+lP9TZzBu9/pqrpgru7o6P1ZFhlBCLkq6aSG0tLSBJkNgbL0XjGo0WcpmYuWKGq9nJAlGkkUNr7hdiqiU+y5FxVNdDVARjDEQubj3yu9XFnM+n/EV/LuJ8vVwKBIbv3xGuROno7a2Dm/EKiP1s7m5RelBL4Zhtisxbyquwmy2FKVSvNJQd7xMTq5NlMVbfas7FZe7MkSlutoDkCRAJYDRokYLvvjF/4XFxfmyNd2sVHb9TsXhWN/6FnMbvDEkoqY3liuqAy5Nrlu602QYgUBDKoTAWUcVEcVPjsLtLt5EqT7D5WJMuh1VVVVgRAQjislqMQXY6XSipaWtIsKElURJ7uY///M/48yZM7j33nvx/PPPl2IIKerq6lFfH0BtXX1RbS02ZpptTG8sR4JrZogbPcCYFE4ZcnI2o4ZU1b4qVVXFOwhWF0kbF0vljNtdBUqkVAaYu0J2WJzMFD38NTs7i6effhovvfQSbDYbHn30URw4cAA9PaXpuuZ0OvHtb//vol93Y8ZJMbf8+eB0OlFd7UFibZJUQmERBIM89JUO19q5hmpSWsyJ0m63b/qz3FG/B2zt2eKZWJVP0Xcqr776Kqanp1FTUwOXy4X77rsP58+fL/YwSs7GnhHlXk8AKD5gav9wJsXAGE0ddHI2k9qprDWgKuahuc1WWaKi3ptS3CuOMRR9pzI3N7fJETQQCODSpUua319XtzNWMn7/ML7//e/DarWiqcnYXht60NrajKvXPwGwPgH09nbA7y/vXVapsFptkNd8v5qb/UW7T7W1SijV43FXxO+mqUlZXKnPVFtbA2pry3/cnMwUXVTSNXzKpfBvcTECSjM3jaokXC4l62t+PrzNK0uP2+0FEZUdClubAMxmV0WMvRTY7Q5IUWVnl0iwot0nUaRr15Qr4ncjrlnKqc9UPF68e2UklSDoRlH08FdDQwMWFtat1Ofm5hAIlHffB44armNgcnzNeVcoSoe+SsXpdKYadRXz0Fzt9JitW2c5oWapUSkGk9kMq9Va4hFxCqXoonLo0CG89tprWFpaQjwex8svv4yjR48WexicHFEFhElxMDmG6urqsm5VW2ocDkfavxuNKiblavuzFbU2jEkx2O2Oihk3JzNFnxUaGhrwla98BZ///OchSRIefvhhjI2NFXsYnBzxrdmDUzkGKsVRU1feBZulRq0XMZstXHyzsC64rGLSoDnZKcnTfvbsWZw9e7YUl+bkicezwaacJOCr4enE2VAny2K3We7u7oXX68Xo6HhRr5svdvv6Ls5ZxB0dxzj4EoqjiaqqKphMJqU7H0nwHhTboIqJmuJbLHp6+vD00/9fUa9ZCCaTCVarDZIkwsGNHXcE3J+AowmTyQS3uwqMJEHlZNm7AJQaVUyKvVOpRGxrNTV8p7Iz4KLC0Ux1tQdUjBS190ylktqpVEgRYimxcwHeUXBR4Wimurp6g58VF5VsWK3KBGnnE+W2qGJSKS4AnOxwUeFopqqqSjlTATf+2w613oLXXWyPKiaqEHMqGy4qHM04naVpaFaJqGLC04m3p1RJDRxj4KLC0YzL5dzw98ro11EqLBZFVHgx3/aoosJ3dTsDLioczWxs/FQpTaBKhdVaWXYppYTv6nYWXFQ4mimV9UglYjbzCVIrgqBMQ/xMZWfARYWjmY3Vzxv/zrkbdfXNw1/asVh4a+qdABcVjmY2pnzyUEV2zGZlguThL+2o51CcyoaLCkczPDtHO6qo8J2KdvhCZWfARYWjGbudx7y1oooKZ3sCAaUtdXU1t/7ZCfClAUcz/CBVO1xUtHPu3COYmTmOxsamUg+FowNcVDia8XoV+/tgsLHEIyl/TCYuKlqxWCxoamou9TA4OsFFhaOZYLAR3/nO93iNigZMJiWyzA/qObsNLiqcnOB96TkcTjb4QT2Hw+FwdIOLCodjADyVmLNb4aLC4RgIFxfOboOLCodjIFxUOLsNLiocjgG0trahpaUNp08/UOqhcDhFRWAVlvO4uBgBpRU1ZA6Hs8vw+3dvu22+U+FwOByObnBR4XA4HI5ucFHhcDgcjm5wUeFwOByObnBR4XA4HI5ucFHhcDgcjm5wUeFwOByObnBR4XA4HI5ucFHhcDgcjm5wUeFwOByOblRcky6TiRv0cTgcTrlScd5fHA6HwylfePiLw+FwOLrBRYXD4XA4usFFhcPhcDi6wUWFw+FwOLrBRYXD4XA4usFFhcPhcDi6wUWFw+FwOLrBRYXD4XA4usFFhcPhcDi6UXE2LcXg61//Ot58801IkoTr16+ju7sbABAKhfDQQw/hy1/+colHWP7cvHkTp0+fTt07lWeffRaNjY2pn3/nd34H3/zmN9HQ0FDsIZac8+fP46//+q8hyzIYY3jwwQfx27/92xlf/8ILL8DtduOBBx4o4ihLT673iVNauKik4Wtf+xoAZWL8/Oc/j3/6p38CAHzve98r5bAqjkAgkLp3mXjuueeKNJryYnZ2Fn/+53+Ol156CT6fD9FoFI899hg6Oztxzz33pH3PW2+9hampqSKPtLTkc584pYWHv3Lk0qVLePTRR3HixImUyLz00kt48sknU6957LHH8Prrr+P111/Hww8/jIceegh/+Id/WKohlxVPPvkkHn/8cdx///24cOECTp48iZs3b5Z6WEVneXkZkiQhkUgAANxuN771rW+hp6cH//Zv/4bPfvaz+NSnPoX77rsPP//5z/Hqq6/iwoUL+Mu//Ev893//d4lHXzyy3aeNz87rr7+Oxx57DIDy/fv2t7+NRx55BPfeey9+8pOflGz8uxG+U8mRxcVF/O3f/i0ikQhOnjyJL3zhC1lff+3aNfzXf/0XqqurizTC8mFubg4PPvhg6uezZ88CAGpqavDss88CAL75zW+WZGylZmBgAPfccw9OnTqFwcFBHDhwAGfPnkVrayv+6I/+CM8++yxqa2vxgx/8AH/zN3+DZ599FidPnsTU1BRmZmZKPfyikek+tbe3Z32fJEl44YUXcOHCBXz3u9/FsWPHijRiDheVHJmZmYHNZkNtbS18Ph9WV1ezvr6zs3NXCgqQPvz15JNPYmxsrEQjKi++/vWv4/d+7/fwyiuv4JVXXsFnP/tZfOc738EzzzyDCxcu4OrVq/jZz34Gk2l3BxQy3adsqMLb29uLlZWVYgyTswYXlRyxWNZvmSAIYIyl/lSRJCn1d4fDUdTxVQL8ngA//vGPEYvFcObMGZw7dw7nzp3Diy++iOeffx5PPfUUHnzwQUxOTqK/vx/PP/98qYdbMjLdpx/84AcAkPreybK86X12ux2A8h3lFJfdvQTSCZ/Phw8//BCMMdy4cQOXL18u9ZA4ZY7D4cBTTz2VOhNgjOHKlSuw2WwwmUx4/PHHMT09jZ/+9KcghAAAzGZz6u+7hUz3aXBwED6fD1euXAEA/OhHPyrlMDkb4DsVHTh06BD+/u//HqdPn0ZnZyf27dtX6iFxypzp6Wl86UtfwuOPP57a2c7MzOCZZ57Bk08+ifvvvx8OhwOTk5O4desWAOU5+4u/+AtUV1fj9OnTpRx+0ch0n5544gns3bsX3/jGN/D9738fR44cKfFIOSq88yOHw+FwdIOHvzgcDoejG1xUOBwOh6MbXFQ4HA6HoxtcVDgcDoejG1xUOBwOh6MbXFQ4u4bz58+n/KE4HI4xcFHhcDgcjm5wUeHsaL773e/i1KlTePjhh/Ef//EfAICrV6/iC1/4Ah555BGcOHECX/ziF5FMJvHDH/4Qjz76aOq9t27dwpEjRyCKYqmGz+FUHFxUODuW//zP/8TLL7+Mf/zHf0w5SwPAiy++iE9/+tN44YUX8PLLL+PmzZv48Y9/jNOnT+P69esp64+/+7u/w2/+5m/CZrOV8n+Dw6kouKhwdiyvvfYa7r33XlRVVcFiseDcuXMAgD/4gz9AbW0tnnvuOS7h7IoAAAFXSURBVPzxH/8x5ubmEIvFYLPZ8JnPfAYvvvgiCCH4h3/4BzzyyCMl/r/gcCoL7v3F2bFsdY82m80AgN///d8HIQT3338/jh8/jtu3b6de98gjj+Azn/kMpqam0Nvbi5aWlpKMncOpVPhOhbNjmZmZwfnz5xEKhUApTfV2eeWVV/DEE0/gzJkzEAQBFy9eTLn/NjU1YWJiAn/2Z3+Gz33uc6UcPodTkfCdCmfHcuzYMVy+fBnnzp2Dx+PBwMAAlpeX8ZWvfAVPPPEEvF4vnE4nJicncf369dT7HnroIXzjG9/g3QI5nDzgLsUczgYopfiTP/kTNDU14Xd/93dLPRwOp+Lg4S8OZ41IJIIDBw7gxo0b+K3f+q1SD4fDqUj4ToXD4XA4usF3KhwOh8PRDS4qHA6Hw9ENLiocDofD0Q0uKhwOh8PRDS4qHA6Hw9ENLiocDofD0Y3/B8flRcOwwd6oAAAAAElFTkSuQmCC\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Se la granularity non ci convince nell'esprimere la quantità di conti a un certo valore\n",
"# possiamo usare il violin plot (kernel density estimation)\n",
"sns.catplot(x=\"day\", y=\"total_bill\", hue=\"smoker\",\n",
" kind=\"violin\", split=False,inner=\"box\", data=tips);\n",
"# slipt = True, False\n",
"# inner = box, quartile, point stick None\n",
"# box plots show data points outside 1.5 * the inter-quartile range as outliers above or below the whiskers whereas violin plots show the whole range of the data.\n",
"# box plot risponde in modo rapido a quali sono per giorni i total_bill più comuni"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 364
},
"colab_type": "code",
"id": "MfeGmVWOJECH",
"outputId": "e4331d6d-d565-450d-bc3c-9788bcdcd306"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Mostriamo solo il valore medio e l 'intervallo (Box plot per vedere gli intervalli medi)\n",
"sns.catplot(x=\"day\", y=\"total_bill\", hue=\"smoker\",\n",
" kind=\"box\", data=tips);\n",
"# kind=bar"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "yA2EBbHsO2KC"
},
"source": [
"## Seaborn with Matplotlib\n",
"\n",
"* [MatplotLib Scatter Plot paramters]( https://matplotlib.org/api/_as_gen/matplotlib.axes.Axes.scatter.html#matplotlib.axes.Axes.scatter\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 364
},
"colab_type": "code",
"id": "79_DtBWQPNIq",
"outputId": "27ccd810-1dc6-4c49-f952-8096f04536ae"
},
"outputs": [
{
"data": {
"image/png": 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\n",
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