{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# OpenDataScience questionnaire EDA\n", "\n", "This notebook serves two main purposes:\n", "\n", "- Describes audience statistics of [Open Data Science](https://t.me/opendatascience) telegram channel.\n", "- Shows how Exploratory Data Analysis can be performed.\n", "\n", "We will try to present some common techniques to represent data, more over we will try to show how different types of plots or data manipulation can make a plot more interpretable.\n", "\n", "This notebook is available at the [github](https://github.com/open-data-science/ods_channel_stats_eda) repo for corrections, addictions and edits. All pull requests are welcome.\n", "\n", "## Imports" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "import sys\n", "from io import StringIO\n", "import datetime\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import plotly.express as px\n", "import plotly.graph_objects as go\n", "from plotly.subplots import make_subplots\n", "from wordcloud import WordCloud\n", "from collections import Counter\n", "\n", "%matplotlib inline\n", "plt.style.use('seaborn')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data preparation" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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TimestampWhat is your residence country (where are you from?)Your timezone (we need that to schedule post timing better)EducationWork statusData Science expertise levelAgeAre you satisfied with channel update frequency?Are you satisfied with channel's material complexity?What field are you interested in (multiple choices are possible)How did you find out about the channel?How likely are you going to recommend a channel to your friend or colleague?What’s the main reason for your score? *If you want to reach for the editors and to write something, please use the field below:
02020/01/29 1:30:57 PM GMT+3UkraineGMT+3UndergradStudent + part time remote jobMiddle18-24Yes, it's about perfectIt's all ok#CV #DL #imageprocessing #videolearning;#RL #D...Forward from a friend5All stuff is absolutely brilliant! Thank you f...NaN
12020/01/29 1:31:19 PM GMT+3RussiaGMT+3GraduateEmployedMiddle31-42Nope, less frequent posting will be all right ...It's all ok#RL #DL;#NLP #NLU #conversational #dialoguesys...It's been so long time ago, I can't remember (...4it's okpost some jobs with salary ranges, especially ...
22020/01/29 1:32:48 PM GMT+3UkraineGMT+2PhDUnemployedNovice (Studying courses, active learning)25-30Yes, it's about perfectNeed more specific and complicated materials#WhereToStart #EntryLevel #Novice #MOOC #Learn...Telegram channel search3NaNNaN
32020/01/29 1:33:27 PM GMT+3ItalyGMT+1No degree at all, still learning / self-taughtStudentNovice (Studying courses, active learning)18-24Yes, it's about perfectIt's all ok#CV #DL #imageprocessing #videolearning;#RL #D...Forward from a friend5Mainly due to material sharedNaN
42020/01/29 1:33:49 PM GMT+3UkraineGMT+2GraduateEmployedMiddle18-24Yes, it's about perfectIt's all ok#RL #DL;#NLP #NLU #conversational #dialoguesys...It's been so long time ago, I can't remember (...2It's not super useful actually. Good enough to...NaN
\n", "
" ], "text/plain": [ " Timestamp \\\n", "0 2020/01/29 1:30:57 PM GMT+3 \n", "1 2020/01/29 1:31:19 PM GMT+3 \n", "2 2020/01/29 1:32:48 PM GMT+3 \n", "3 2020/01/29 1:33:27 PM GMT+3 \n", "4 2020/01/29 1:33:49 PM GMT+3 \n", "\n", " What is your residence country (where are you from?) \\\n", "0 Ukraine \n", "1 Russia \n", "2 Ukraine \n", "3 Italy \n", "4 Ukraine \n", "\n", " Your timezone (we need that to schedule post timing better) \\\n", "0 GMT+3 \n", "1 GMT+3 \n", "2 GMT+2 \n", "3 GMT+1 \n", "4 GMT+2 \n", "\n", " Education \\\n", "0 Undergrad \n", "1 Graduate \n", "2 PhD \n", "3 No degree at all, still learning / self-taught \n", "4 Graduate \n", "\n", " Work status Data Science expertise level \\\n", "0 Student + part time remote job Middle \n", "1 Employed Middle \n", "2 Unemployed Novice (Studying courses, active learning) \n", "3 Student Novice (Studying courses, active learning) \n", "4 Employed Middle \n", "\n", " Age Are you satisfied with channel update frequency? \\\n", "0 18-24 Yes, it's about perfect \n", "1 31-42 Nope, less frequent posting will be all right ... \n", "2 25-30 Yes, it's about perfect \n", "3 18-24 Yes, it's about perfect \n", "4 18-24 Yes, it's about perfect \n", "\n", " Are you satisfied with channel's material complexity? \\\n", "0 It's all ok \n", "1 It's all ok \n", "2 Need more specific and complicated materials \n", "3 It's all ok \n", "4 It's all ok \n", "\n", " What field are you interested in (multiple choices are possible) \\\n", "0 #CV #DL #imageprocessing #videolearning;#RL #D... \n", "1 #RL #DL;#NLP #NLU #conversational #dialoguesys... \n", "2 #WhereToStart #EntryLevel #Novice #MOOC #Learn... \n", "3 #CV #DL #imageprocessing #videolearning;#RL #D... \n", "4 #RL #DL;#NLP #NLU #conversational #dialoguesys... \n", "\n", " How did you find out about the channel? \\\n", "0 Forward from a friend \n", "1 It's been so long time ago, I can't remember (... \n", "2 Telegram channel search \n", "3 Forward from a friend \n", "4 It's been so long time ago, I can't remember (... \n", "\n", " How likely are you going to recommend a channel to your friend or colleague? \\\n", "0 5 \n", "1 4 \n", "2 3 \n", "3 5 \n", "4 2 \n", "\n", " What’s the main reason for your score? * \\\n", "0 All stuff is absolutely brilliant! Thank you f... \n", "1 it's ok \n", "2 NaN \n", "3 Mainly due to material shared \n", "4 It's not super useful actually. Good enough to... \n", "\n", " If you want to reach for the editors and to write something, please use the field below: \n", "0 NaN \n", "1 post some jobs with salary ranges, especially ... \n", "2 NaN \n", "3 NaN \n", "4 NaN " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(\"./input/2020_opendatascience_poll_data.csv.gz\")\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['Timestamp', 'What is your residence country (where are you from?)',\n", " 'Your timezone (we need that to schedule post timing better)',\n", " 'Education', 'Work status', 'Data Science expertise level', 'Age',\n", " 'Are you satisfied with channel update frequency?',\n", " 'Are you satisfied with channel's material complexity?',\n", " 'What field are you interested in (multiple choices are possible)',\n", " 'How did you find out about the channel?',\n", " 'How likely are you going to recommend a channel to your friend or colleague?',\n", " 'What’s the main reason for your score? *',\n", " 'If you want to reach for the editors and to write something, please use the field below:'],\n", " dtype='object')" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to manipulate the dataset easily we will change names of columns. So we will work with shorter names." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "mapper = {\n", " \"Your timezone (we need that to schedule post timing better)\": \"Timezone\",\n", " \"Work status\": \"Work\",\n", " \"What is your residence country (where are you from?)\": \"Country\",\n", " \"Data Science expertise level\": \"Experience\",\n", " \"Are you satisfied with channel update frequency?\": \"Sat_update\",\n", " \"Are you satisfied with channel's material complexity?\": \"Sat_material\",\n", " \"What field are you interested in (multiple choices are possible)\": \"Interests\",\n", " \"How did you find out about the channel?\": \"How_found\",\n", " \"How likely are you going to recommend a channel to your friend or colleague?\": \"Recommend\",\n", " \"What’s the main reason for your score? *\": \"Why\",\n", "}\n", "\n", "df = df.rename(columns=mapper)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 557 entries, 0 to 556\n", "Data columns (total 14 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Timestamp 557 non-null object\n", " 1 Country 548 non-null object\n", " 2 Timezone 557 non-null object\n", " 3 Education 557 non-null object\n", " 4 Work 557 non-null object\n", " 5 Experience 557 non-null object\n", " 6 Age 557 non-null object\n", " 7 Sat_update 557 non-null object\n", " 8 Sat_material 557 non-null object\n", " 9 Interests 557 non-null object\n", " 10 How_found 557 non-null object\n", " 11 Recommend 557 non-null int64 \n", " 12 Why 453 non-null object\n", " 13 If you want to reach for the editors and to write something, please use the field below: 96 non-null object\n", "dtypes: int64(1), object(13)\n", "memory usage: 61.0+ KB\n" ] } ], "source": [ "df.info()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['Undergrad', 'Graduate', 'PhD',\n", " 'No degree at all, still learning / self-taught',\n", " \"I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught\",\n", " 'Post-Doc'], dtype=object)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.Education.unique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we are ready to perform our EDA. Let's go." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 01 Countries" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's start to see where the audience come from. We aggregate data using the value_counts() operation provided by pandas.\n", "We obtain a DataFrame that will be fed to plotly to create the plot. Plotly works in this way:\n", "- Provide the DataFrame\n", "- Provide columns of the DataFrame that will be plotted\n", "\n", "(Actually Plotly can work also with standard arrays, but here we will use always DataFrames)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Country\n", "Russia 154\n", "India 110\n", "Ukraine 45\n", "Spain 30\n", "Italy 29\n", " index Country\n", "0 Russia 154\n", "1 India 110\n", "2 Ukraine 45\n", "3 Spain 30\n", "4 Italy 29\n", " Country Count\n", "0 Russia 154\n", "1 India 110\n", "2 Ukraine 45\n", "3 Spain 30\n", "4 Italy 29\n" ] } ], "source": [ "countries = df[\"Country\"].value_counts().to_frame()\n", "print(countries.head()) #here names of Country are the index of the DataFrame\n", "countries = countries.reset_index()\n", "print(countries.head()) #here the index became an independent column and a new numeric index is created\n", "countries = countries.rename(columns={\"Country\":\"Count\",\"index\":\"Country\"}) #simply rename the column for clarity\n", "print(countries.head())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we are ready to use APIs of plotly to create fantastic plots.\n", "Let's start with one of the most common charts, the Pie Chart" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "28.1%20.1%8.21%5.47%5.29%3.47%3.1%2.92%2.19%1.82%1.46%1.09%0.912%0.912%0.912%0.912%0.73%0.73%0.73%0.547%0.547%0.547%0.547%0.547%0.547%0.547%0.365%0.365%0.365%0.365%0.365%0.365%0.365%0.365%0.365%0.182%0.182%0.182%0.182%0.182%0.182%0.182%0.182%0.182%0.182%0.182%0.182%0.182%0.182%0.182%0.182%0.182%0.182%0.182%0.182%0.182%RussiaIndiaUkraineSpainItalyBrazilIndonesiaGermanyUnited StatesFranceBelarusKazakhstanNetherlandsMexicoAustriaArgentinaUnited KingdomNigeriaIsraelUzbekistanEthiopiaSingaporeJamaicaVietnamKenyaMalaysiaPakistanCzech RepublicIrelandSwedenGhanaCanadaSwitzerlandColombiaChileKorea, SouthHungaryEcuadorCubaPeruKyrgyzstanUgandaAustraliaCameroonDominican RepublicJan MayenPortugalArmeniaSaudi ArabiaFinlandYemenLebanonTajikistanAzerbaijanRomaniaSouth AfricaCountries of the audience" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = px.pie(countries, values='Count', names='Country', title='Countries of the audience')\n", "fig.show(\"svg\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It contains all information we were looking for, but there is a problem, isn't it?\n", "Due the great fragmentation of countries, It's difficult to see where your country is (in particular if It has few interviewed).\n", "Let's try to fix this using another plot, the Bar Plot.\n", "\n", "Note the 'fig.show(\"svg\")': Plotly by default displays interactive plots. But to correctly display these plots on Github we need to create static plots. If you run this notebook try to remove \"svg\" and see what happen." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "050100150YemenUnited StatesUgandaSwedenSingaporeRomaniaPakistanMexicoKyrgyzstanKazakhstanItalyIndonesiaGhanaFinlandDominican RepublicColombiaCameroonAzerbaijanArmenia50100150CountCountries of the audienceCountCountry" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "countries = countries.sort_values(by=\"Country\", ascending=False) #sort value by country name\n", "fig = px.bar(countries, x='Count', y='Country', title='Countries of the audience', \n", " hover_data=['Count'], color='Count', orientation='h')\n", "fig.update_layout(\n", " yaxis_tickfont_size=10\n", ")\n", "fig.show(\"svg\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With this visualization info should be slightly easier to be retrieved. But the plot is very sparse and not very beautiful. We can do better, for example choosing only the K-heighest countries." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "050100150IsraelNigeriaUnited KingdomAustriaNetherlandsMexicoArgentinaKazakhstanBelarusFranceUnited StatesGermanyIndonesiaBrazilItalySpainUkraineIndiaRussia50100150CountCountries of the audienceCountCountry" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "K = 18\n", "countries_to_plot = countries.sort_values(by=\"Count\", ascending=False)[K::-1] #select K countries with more responses\n", "fig = px.bar(countries_to_plot, x='Count', y='Country', title='Countries of the audience', \n", " hover_data=['Count'], color='Count', orientation='h')\n", "fig.update_layout(\n", " yaxis_tickfont_size=10\n", ")\n", "fig.show(\"svg\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 02 Work status" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's then analyze the people's work status.\n", "We process data like we did previously." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Work\n", "Employed 303\n", "Student 107\n", "Student + part time job 52\n", "Self-employed (co-founder / owner) 25\n", "Employed remotely 23\n", " index Work\n", "0 Employed 303\n", "1 Student 107\n", "2 Student + part time job 52\n", "3 Self-employed (co-founder / owner) 25\n", "4 Employed remotely 23\n", " Work Count\n", "0 Employed 303\n", "1 Student 107\n", "2 Student + part time job 52\n", "3 Self-employed (co-founder / owner) 25\n", "4 Employed remotely 23\n" ] } ], "source": [ "works = df[\"Work\"].value_counts().to_frame()\n", "print(works.head()) \n", "works = works.reset_index()\n", "print(works.head()) \n", "works = works.rename(columns={\"Work\":\"Count\",\"index\":\"Work\"}) #simply rename the column for clarity\n", "print(works.head())" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "0100200300Student + part time remote jobSelf-employed (freelance)Employed remotelyUnemployedSelf-employed (co-founder / owner)Student + part time jobStudentEmployed50100150200250300CountWork status of the audienceCountWork" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "works = works.sort_values(by=\"Count\", ascending=True)\n", "fig = px.bar(works, x='Count', y='Work', title='Work status of the audience', \n", " hover_data=['Count'], color='Count', orientation='h')\n", "fig.update_layout(\n", " yaxis_tickfont_size=10\n", ")\n", "\n", "fig.show(\"svg\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "# 03 Countries and Work Status together" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have have an idea of where people are from and which is their work status, let's try to combine these 2 information.\n", "Our objective is now to represent the relation between each country and the status work of the audience.\n", "To accomplish this we will use the [Violin Plot](https://towardsdatascience.com/violin-plots-explained-fb1d115e023d)\n", "We will plot only the top 5 countries." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "K = 5\n", "top_K_countries = countries_to_plot[\"Country\"][-K:]\n", "df_top_countries = df.loc[df['Country'].isin(top_K_countries)].copy()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before creating the plot we change the original possible responses into a simplified and shorter version, in order to enable the labels to better fit the plot." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "UkraineRussiaItalyIndiaSpainRemote Worker studentEmployedUnemployedStudentSelf-employedWorker studentFreelencerEmployed remotelyRelationship between country and work statusCountryWork" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mapper = {\n", " \"Employed remotely\": \"Employed remotely\",\n", " \"Self-employed (freelance)\" : \"Freelencer\",\n", " \"Student + part time job\": \"Worker student\",\n", " \"Self-employed (co-founder / owner)\":\"Self-employed\",\n", " \"Student\": \"Student\",\n", " \"Unemployed\": \"Unemployed\",\n", " \"Employed\": \"Employed\",\n", " \"Student + part time remote job\": \"Remote Worker student\"\n", "}\n", "df_top_countries[\"Work\"] = df_top_countries[\"Work\"].map(mapper)\n", "\n", "fig = px.violin(df_top_countries, y=\"Work\", x=\"Country\", title=\"Relationship between country and work status\",\n", " hover_data=df.columns)\n", "fig.show(\"svg\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So we can conclude that generally the distribution is quite uniform across different countries, except for India where the number of student is slightly greater then the others top 5 countries." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "# 04 Age" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can adopt the Violin Plot also to represent the age distribution of the audience among countries." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "IndiaRussiaUkraineItalySpain18-18-2425-3031-4242+Relationship between countries and ageCountryAge" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_top_countries_by_age = df_top_countries.sort_values(by=\"Age\", ascending=True)\n", "fig = px.violin(df_top_countries_by_age, y=\"Age\", x=\"Country\", title=\"Relationship between countries and age\",\n", " hover_data=df.columns)\n", "fig.show(\"svg\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 05 Is the audience satified about the material and update frequency?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One of the main reasons behind the survey is to understand if the audience is satified about the complexity of the material.\n", "To better understand if the audience is satisfied we can (again) use a Violin Plot." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "Student + part time remote jobEmployedUnemployedStudentSelf-employed (co-founder / owner)Student + part time jobSelf-employed (freelance)Employed remotelyPerfectToo simpleToo complexDistribution of satisfaction for material complexityWorkSat_material" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mapper = {\n", " \"Need more beginners' stuff\": \"Too complex\",\n", " \"Need more specific and complicated materials\" : \"Too simple\",\n", " \"It's all ok\": \"Perfect\"\n", "}\n", "\n", "df[\"Sat_material\"] = df[\"Sat_material\"].map(mapper)\n", "fig = px.violin(df, y=\"Sat_material\", x=\"Work\",hover_data=df.columns,\n", " title='Distribution of satisfaction for material complexity')\n", "fig.show(\"svg\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's do the same for the update frequency." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "Student + part time remote jobEmployedUnemployedStudentSelf-employed (co-founder / owner)Student + part time jobSelf-employed (freelance)Employed remotelyPerfectWant lessWant moreDistribution of satisfaction for update frequencyWorkSat_update" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mapper = {\n", " \"Nope, need more information\": \"Want more\",\n", " \"Nope, less frequent posting will be all right by me\" : \"Want less\",\n", " \"Yes, it's about perfect\": \"Perfect\"\n", "}\n", "\n", "df[\"Sat_update\"] = df[\"Sat_update\"].map(mapper)\n", "fig = px.violin(df, y=\"Sat_update\", x=\"Work\",hover_data=df.columns, \n", " title='Distribution of satisfaction for update frequency')\n", "fig.show(\"svg\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this case the plot is meaningless, thus another perspective is required.\n", "Let's try with a Bar Plot." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "0100200300400Want lessWant morePerfect100200300400CountDistribution of satisfaction for update frequencyCountSat_update" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "update_freq = pd.DataFrame(df.groupby(\"Sat_update\").size(), columns=[\"Count\"]).reset_index().sort_values(by=\"Count\")\n", "fig = px.bar(update_freq, x='Count', y='Sat_update', title='Distribution of satisfaction for update frequency', \n", " hover_data=['Count'], color='Count', orientation='h')\n", "fig.update_layout(\n", " yaxis_tickfont_size=10\n", ")\n", "fig.show(\"svg\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 06 Interests" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Given the people interests, create a WordCloud to see trends of topics" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "def display_wordcloud_image(text:str):\n", " \"\"\"Function for displaying wordcloud of the provided text.\"\"\"\n", " plt.figure(figsize = (12, 8))\n", " wordcloud = WordCloud(max_font_size=None, background_color='white', collocations=True,\n", " width=1200, height=1000).generate(text)\n", " plt.imshow(wordcloud)\n", " plt.axis(\"off\")\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "text = ' '.join(df['Interests'].values)\n", "display_wordcloud_image(text)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We could also see if particular trends occures in different countries. We could use a WordCloud for each countries or we could select the top-3 topics of countries. Let's try with the hardest way, the latter one." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First let's select a subset of countries to plot like we did before. We'll keep the top-4 countries." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "K = 4\n", "top_K_countries = countries_to_plot[\"Country\"][-K:]\n", "df_top_countries = df.loc[df['Country'].isin(top_K_countries)].copy()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to organize the plot into 4 different subplots (one for each country) we need to use graph_objects and make_subplots.\n", "After importing necessary packages we create a grouby object on which we apply a function that extract the most common topics in each group.\n", "Counter is an useful class that allows you to count items easily without explicitly iterating over all elements." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "specs = [[{'type':'domain'}, {'type':'domain'}], [{'type':'domain'}, {'type':'domain'}]]\n", "\n", "def countries_groupper(x):\n", " \"\"\"Groups countries.\"\"\"\n", " #will looks like: [('#WhereToStart', 81), ('#EntryLevel', 81), ('#Novice', 81)]\n", " most_common = Counter(x[\"Interests\"].sum().split()).most_common(3) \n", " #extract the first element, the label\n", " labels = [e[0] for e in most_common] \n", " #extract the second element, the value\n", " values = [e[1] for e in most_common] \n", " \n", " return labels, values\n", "\n", "g = df_top_countries.groupby(\"Country\").apply(countries_groupper)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we create each subplot, add each subplot to the main plot and show all togheter." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "India ['#EntryLevel', '#Novice', '#MOOC'] [81, 81, 81]\n", "Russia ['#DL', '#imageprocessing', '#NLU'] [96, 95, 77]\n", "Spain ['#DL', '#imageprocessing', '#Meta'] [20, 20, 17]\n", "Ukraine ['#DL', '#imageprocessing', '#NLU'] [35, 35, 25]\n" ] }, { "data": { "image/svg+xml": [ "33.3%33.3%33.3%35.8%35.4%28.7%35.1%35.1%29.8%36.8%36.8%26.3%#EntryLevel#Novice#MOOC#DL#imageprocessing#NLU#MetaDistribution of top 3 topics in the 4 top countriesIndiaRussiaSpainUkraine" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = None\n", "r , c = 1 , 1 #stands for row and column\n", "for country,(label,value) in zip(g.index, g.values):\n", " print(country,label,value)\n", " \n", " if fig is None:\n", " fig = make_subplots(rows=2, cols=2, specs=specs, subplot_titles=g.index) #we create a grid of 2x2. Each cell will contain a plot\n", " \n", " fig.add_trace(go.Pie(labels=label, values=value),r,c) \n", " c = c + 1 #to place correcly each subplot into the 2x2 grid\n", " if c % 3 == 0:\n", " r = r + 1\n", " c = 1\n", " \n", "# Tune layout\n", "fig.update(layout_title_text='Distribution of top 3 topics in the 4 top countries',\n", " layout_showlegend=True)\n", "fig = go.Figure(fig)\n", "fig.show(\"svg\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From this plot we can see that DeepLearning and image processing are very popular across countries, while in India people demand for beginners stuff.\n", "This can be derived by the fact that, as we saw in **03** and **04** India has the highest percentage of student and people ranging from 18 to 24 years old." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "def load_input_data():\n", " \"\"\"Loads data of all filled questionnairies.\"\"\"\n", " df = pd.read_csv('./input/2020_opendatascience_poll_data.csv.gz', compression='gzip')\n", " df.columns = ['Timestamp', 'Country', 'Timezone', 'Education', 'Work status', 'Expertise', 'Age',\n", " 'Channel frequency satisfaction', 'Channel complexity satisfaction', 'Fields of interest',\n", " 'Source', 'Recommend chance', 'Score reason', 'Comment']\n", " df['Timestamp'] = pd.to_datetime(df['Timestamp'])\n", " return df\n", "\n", "df = load_input_data()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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TimestampCountryTimezoneEducationWork statusExpertiseAgeChannel frequency satisfactionChannel complexity satisfactionFields of interestSourceRecommend chanceScore reasonComment
02020-01-29 13:30:57-03:00UkraineGMT+3UndergradStudent + part time remote jobMiddle18-24Yes, it's about perfectIt's all ok#CV #DL #imageprocessing #videolearning;#RL #D...Forward from a friend5All stuff is absolutely brilliant! Thank you f...NaN
12020-01-29 13:31:19-03:00RussiaGMT+3GraduateEmployedMiddle31-42Nope, less frequent posting will be all right ...It's all ok#RL #DL;#NLP #NLU #conversational #dialoguesys...It's been so long time ago, I can't remember (...4it's okpost some jobs with salary ranges, especially ...
22020-01-29 13:32:48-03:00UkraineGMT+2PhDUnemployedNovice (Studying courses, active learning)25-30Yes, it's about perfectNeed more specific and complicated materials#WhereToStart #EntryLevel #Novice #MOOC #Learn...Telegram channel search3NaNNaN
32020-01-29 13:33:27-03:00ItalyGMT+1No degree at all, still learning / self-taughtStudentNovice (Studying courses, active learning)18-24Yes, it's about perfectIt's all ok#CV #DL #imageprocessing #videolearning;#RL #D...Forward from a friend5Mainly due to material sharedNaN
42020-01-29 13:33:49-03:00UkraineGMT+2GraduateEmployedMiddle18-24Yes, it's about perfectIt's all ok#RL #DL;#NLP #NLU #conversational #dialoguesys...It's been so long time ago, I can't remember (...2It's not super useful actually. Good enough to...NaN
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" ], "text/plain": [ " Timestamp Country Timezone \\\n", "0 2020-01-29 13:30:57-03:00 Ukraine GMT+3 \n", "1 2020-01-29 13:31:19-03:00 Russia GMT+3 \n", "2 2020-01-29 13:32:48-03:00 Ukraine GMT+2 \n", "3 2020-01-29 13:33:27-03:00 Italy GMT+1 \n", "4 2020-01-29 13:33:49-03:00 Ukraine GMT+2 \n", "\n", " Education \\\n", "0 Undergrad \n", "1 Graduate \n", "2 PhD \n", "3 No degree at all, still learning / self-taught \n", "4 Graduate \n", "\n", " Work status Expertise \\\n", "0 Student + part time remote job Middle \n", "1 Employed Middle \n", "2 Unemployed Novice (Studying courses, active learning) \n", "3 Student Novice (Studying courses, active learning) \n", "4 Employed Middle \n", "\n", " Age Channel frequency satisfaction \\\n", "0 18-24 Yes, it's about perfect \n", "1 31-42 Nope, less frequent posting will be all right ... \n", "2 25-30 Yes, it's about perfect \n", "3 18-24 Yes, it's about perfect \n", "4 18-24 Yes, it's about perfect \n", "\n", " Channel complexity satisfaction \\\n", "0 It's all ok \n", "1 It's all ok \n", "2 Need more specific and complicated materials \n", "3 It's all ok \n", "4 It's all ok \n", "\n", " Fields of interest \\\n", "0 #CV #DL #imageprocessing #videolearning;#RL #D... \n", "1 #RL #DL;#NLP #NLU #conversational #dialoguesys... \n", "2 #WhereToStart #EntryLevel #Novice #MOOC #Learn... \n", "3 #CV #DL #imageprocessing #videolearning;#RL #D... \n", "4 #RL #DL;#NLP #NLU #conversational #dialoguesys... \n", "\n", " Source Recommend chance \\\n", "0 Forward from a friend 5 \n", "1 It's been so long time ago, I can't remember (... 4 \n", "2 Telegram channel search 3 \n", "3 Forward from a friend 5 \n", "4 It's been so long time ago, I can't remember (... 2 \n", "\n", " Score reason \\\n", "0 All stuff is absolutely brilliant! Thank you f... \n", "1 it's ok \n", "2 NaN \n", "3 Mainly due to material shared \n", "4 It's not super useful actually. Good enough to... \n", "\n", " Comment \n", "0 NaN \n", "1 post some jobs with salary ranges, especially ... \n", "2 NaN \n", "3 NaN \n", "4 NaN " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.countplot(y='Country', data=df, orient='h', order=df['Country'].value_counts().index[:20])\n", "plt.xticks(rotation=45);\n", "plt.title('Number of respondees by country');" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.countplot(y='Education', data=df, orient='h', order=df['Education'].value_counts().index)\n", "plt.xticks(rotation=45);\n", "plt.title('Number of respondees by education');" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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EducationGraduateI hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taughtNo degree at all, still learning / self-taughtPhDPost-DocUndergrad
Country
Argentina0.6000000.0000000.2000000.0000000.0000000.200000
Armenia1.0000000.0000000.0000000.0000000.0000000.000000
Australia1.0000000.0000000.0000000.0000000.0000000.000000
Austria0.2000000.2000000.0000000.6000000.0000000.000000
Azerbaijan1.0000000.0000000.0000000.0000000.0000000.000000
Belarus0.7500000.1250000.0000000.0000000.0000000.125000
Brazil0.7368420.0526320.0000000.0526320.0526320.105263
Cameroon0.0000000.0000000.0000000.0000000.0000001.000000
Canada0.5000000.0000000.0000000.0000000.0000000.500000
Chile0.5000000.0000000.0000000.5000000.0000000.000000
Colombia1.0000000.0000000.0000000.0000000.0000000.000000
Cuba0.0000000.0000000.0000000.0000000.0000001.000000
Czech Republic0.5000000.5000000.0000000.0000000.0000000.000000
Dominican Republic1.0000000.0000000.0000000.0000000.0000000.000000
Ecuador1.0000000.0000000.0000000.0000000.0000000.000000
Ethiopia0.3333330.0000000.0000000.0000000.0000000.666667
Finland0.0000001.0000000.0000000.0000000.0000000.000000
France0.6000000.1000000.0000000.3000000.0000000.000000
Germany0.6875000.0000000.0625000.1250000.0000000.125000
Ghana1.0000000.0000000.0000000.0000000.0000000.000000
Hungary0.0000000.0000000.0000000.0000000.0000001.000000
India0.4727270.1454550.0272730.0181820.0363640.300000
Indonesia0.4705880.1176470.0588240.1176470.0000000.235294
Ireland0.5000000.0000000.0000000.5000000.0000000.000000
Israel1.0000000.0000000.0000000.0000000.0000000.000000
Italy0.7241380.0000000.0344830.0344830.0344830.172414
Jamaica0.6666670.0000000.0000000.0000000.0000000.333333
Jan Mayen1.0000000.0000000.0000000.0000000.0000000.000000
Kazakhstan0.1666670.3333330.0000000.3333330.0000000.166667
Kenya0.6666670.0000000.0000000.0000000.0000000.333333
Korea, South1.0000000.0000000.0000000.0000000.0000000.000000
Kyrgyzstan1.0000000.0000000.0000000.0000000.0000000.000000
Lebanon0.0000000.0000000.0000000.0000001.0000000.000000
Malaysia0.3333330.0000000.0000000.3333330.0000000.333333
Mexico0.8000000.0000000.0000000.2000000.0000000.000000
Netherlands0.6000000.0000000.0000000.2000000.0000000.200000
Nigeria0.2500000.0000000.0000000.0000000.0000000.750000
Pakistan0.5000000.5000000.0000000.0000000.0000000.000000
Peru0.0000000.0000000.0000000.0000001.0000000.000000
Portugal1.0000000.0000000.0000000.0000000.0000000.000000
Romania0.0000000.0000000.0000001.0000000.0000000.000000
Russia0.5194810.1493510.0844160.1038960.0000000.142857
Saudi Arabia1.0000000.0000000.0000000.0000000.0000000.000000
Singapore0.3333330.0000000.3333330.3333330.0000000.000000
South Africa0.0000000.0000001.0000000.0000000.0000000.000000
Spain0.7333330.0000000.0000000.1666670.0333330.066667
Sweden1.0000000.0000000.0000000.0000000.0000000.000000
Switzerland0.0000000.0000000.5000000.0000000.0000000.500000
Tajikistan1.0000000.0000000.0000000.0000000.0000000.000000
Uganda0.0000000.0000000.0000000.0000000.0000001.000000
Ukraine0.4888890.1777780.0444440.2222220.0000000.066667
United Kingdom0.7500000.0000000.0000000.0000000.0000000.250000
United States0.5833330.0833330.0833330.0833330.0833330.083333
Uzbekistan0.6666670.0000000.0000000.0000000.0000000.333333
Vietnam1.0000000.0000000.0000000.0000000.0000000.000000
Yemen1.0000000.0000000.0000000.0000000.0000000.000000
\n", "
" ], "text/plain": [ "Education Graduate \\\n", "Country \n", "Argentina 0.600000 \n", "Armenia 1.000000 \n", "Australia 1.000000 \n", "Austria 0.200000 \n", "Azerbaijan 1.000000 \n", "Belarus 0.750000 \n", "Brazil 0.736842 \n", "Cameroon 0.000000 \n", "Canada 0.500000 \n", "Chile 0.500000 \n", "Colombia 1.000000 \n", "Cuba 0.000000 \n", "Czech Republic 0.500000 \n", "Dominican Republic 1.000000 \n", "Ecuador 1.000000 \n", "Ethiopia 0.333333 \n", "Finland 0.000000 \n", "France 0.600000 \n", "Germany 0.687500 \n", "Ghana 1.000000 \n", "Hungary 0.000000 \n", "India 0.472727 \n", "Indonesia 0.470588 \n", "Ireland 0.500000 \n", "Israel 1.000000 \n", "Italy 0.724138 \n", "Jamaica 0.666667 \n", "Jan Mayen 1.000000 \n", "Kazakhstan 0.166667 \n", "Kenya 0.666667 \n", "Korea, South 1.000000 \n", "Kyrgyzstan 1.000000 \n", "Lebanon 0.000000 \n", "Malaysia 0.333333 \n", "Mexico 0.800000 \n", "Netherlands 0.600000 \n", "Nigeria 0.250000 \n", "Pakistan 0.500000 \n", "Peru 0.000000 \n", "Portugal 1.000000 \n", "Romania 0.000000 \n", "Russia 0.519481 \n", "Saudi Arabia 1.000000 \n", "Singapore 0.333333 \n", "South Africa 0.000000 \n", "Spain 0.733333 \n", "Sweden 1.000000 \n", "Switzerland 0.000000 \n", "Tajikistan 1.000000 \n", "Uganda 0.000000 \n", "Ukraine 0.488889 \n", "United Kingdom 0.750000 \n", "United States 0.583333 \n", "Uzbekistan 0.666667 \n", "Vietnam 1.000000 \n", "Yemen 1.000000 \n", "\n", "Education I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught \\\n", "Country \n", "Argentina 0.000000 \n", "Armenia 0.000000 \n", "Australia 0.000000 \n", "Austria 0.200000 \n", "Azerbaijan 0.000000 \n", "Belarus 0.125000 \n", "Brazil 0.052632 \n", "Cameroon 0.000000 \n", "Canada 0.000000 \n", "Chile 0.000000 \n", "Colombia 0.000000 \n", "Cuba 0.000000 \n", "Czech Republic 0.500000 \n", "Dominican Republic 0.000000 \n", "Ecuador 0.000000 \n", "Ethiopia 0.000000 \n", "Finland 1.000000 \n", "France 0.100000 \n", "Germany 0.000000 \n", "Ghana 0.000000 \n", "Hungary 0.000000 \n", "India 0.145455 \n", "Indonesia 0.117647 \n", "Ireland 0.000000 \n", "Israel 0.000000 \n", "Italy 0.000000 \n", "Jamaica 0.000000 \n", "Jan Mayen 0.000000 \n", "Kazakhstan 0.333333 \n", "Kenya 0.000000 \n", "Korea, South 0.000000 \n", "Kyrgyzstan 0.000000 \n", "Lebanon 0.000000 \n", "Malaysia 0.000000 \n", "Mexico 0.000000 \n", "Netherlands 0.000000 \n", "Nigeria 0.000000 \n", "Pakistan 0.500000 \n", "Peru 0.000000 \n", "Portugal 0.000000 \n", "Romania 0.000000 \n", "Russia 0.149351 \n", "Saudi Arabia 0.000000 \n", "Singapore 0.000000 \n", "South Africa 0.000000 \n", "Spain 0.000000 \n", "Sweden 0.000000 \n", "Switzerland 0.000000 \n", "Tajikistan 0.000000 \n", "Uganda 0.000000 \n", "Ukraine 0.177778 \n", "United Kingdom 0.000000 \n", "United States 0.083333 \n", "Uzbekistan 0.000000 \n", "Vietnam 0.000000 \n", "Yemen 0.000000 \n", "\n", "Education No degree at all, still learning / self-taught PhD \\\n", "Country \n", "Argentina 0.200000 0.000000 \n", "Armenia 0.000000 0.000000 \n", "Australia 0.000000 0.000000 \n", "Austria 0.000000 0.600000 \n", "Azerbaijan 0.000000 0.000000 \n", "Belarus 0.000000 0.000000 \n", "Brazil 0.000000 0.052632 \n", "Cameroon 0.000000 0.000000 \n", "Canada 0.000000 0.000000 \n", "Chile 0.000000 0.500000 \n", "Colombia 0.000000 0.000000 \n", "Cuba 0.000000 0.000000 \n", "Czech Republic 0.000000 0.000000 \n", "Dominican Republic 0.000000 0.000000 \n", "Ecuador 0.000000 0.000000 \n", "Ethiopia 0.000000 0.000000 \n", "Finland 0.000000 0.000000 \n", "France 0.000000 0.300000 \n", "Germany 0.062500 0.125000 \n", "Ghana 0.000000 0.000000 \n", "Hungary 0.000000 0.000000 \n", "India 0.027273 0.018182 \n", "Indonesia 0.058824 0.117647 \n", "Ireland 0.000000 0.500000 \n", "Israel 0.000000 0.000000 \n", "Italy 0.034483 0.034483 \n", "Jamaica 0.000000 0.000000 \n", "Jan Mayen 0.000000 0.000000 \n", "Kazakhstan 0.000000 0.333333 \n", "Kenya 0.000000 0.000000 \n", "Korea, South 0.000000 0.000000 \n", "Kyrgyzstan 0.000000 0.000000 \n", "Lebanon 0.000000 0.000000 \n", "Malaysia 0.000000 0.333333 \n", "Mexico 0.000000 0.200000 \n", "Netherlands 0.000000 0.200000 \n", "Nigeria 0.000000 0.000000 \n", "Pakistan 0.000000 0.000000 \n", "Peru 0.000000 0.000000 \n", "Portugal 0.000000 0.000000 \n", "Romania 0.000000 1.000000 \n", "Russia 0.084416 0.103896 \n", "Saudi Arabia 0.000000 0.000000 \n", "Singapore 0.333333 0.333333 \n", "South Africa 1.000000 0.000000 \n", "Spain 0.000000 0.166667 \n", "Sweden 0.000000 0.000000 \n", "Switzerland 0.500000 0.000000 \n", "Tajikistan 0.000000 0.000000 \n", "Uganda 0.000000 0.000000 \n", "Ukraine 0.044444 0.222222 \n", "United Kingdom 0.000000 0.000000 \n", "United States 0.083333 0.083333 \n", "Uzbekistan 0.000000 0.000000 \n", "Vietnam 0.000000 0.000000 \n", "Yemen 0.000000 0.000000 \n", "\n", "Education Post-Doc Undergrad \n", "Country \n", "Argentina 0.000000 0.200000 \n", "Armenia 0.000000 0.000000 \n", "Australia 0.000000 0.000000 \n", "Austria 0.000000 0.000000 \n", "Azerbaijan 0.000000 0.000000 \n", "Belarus 0.000000 0.125000 \n", "Brazil 0.052632 0.105263 \n", "Cameroon 0.000000 1.000000 \n", "Canada 0.000000 0.500000 \n", "Chile 0.000000 0.000000 \n", "Colombia 0.000000 0.000000 \n", "Cuba 0.000000 1.000000 \n", "Czech Republic 0.000000 0.000000 \n", "Dominican Republic 0.000000 0.000000 \n", "Ecuador 0.000000 0.000000 \n", "Ethiopia 0.000000 0.666667 \n", "Finland 0.000000 0.000000 \n", "France 0.000000 0.000000 \n", "Germany 0.000000 0.125000 \n", "Ghana 0.000000 0.000000 \n", "Hungary 0.000000 1.000000 \n", "India 0.036364 0.300000 \n", "Indonesia 0.000000 0.235294 \n", "Ireland 0.000000 0.000000 \n", "Israel 0.000000 0.000000 \n", "Italy 0.034483 0.172414 \n", "Jamaica 0.000000 0.333333 \n", "Jan Mayen 0.000000 0.000000 \n", "Kazakhstan 0.000000 0.166667 \n", "Kenya 0.000000 0.333333 \n", "Korea, South 0.000000 0.000000 \n", "Kyrgyzstan 0.000000 0.000000 \n", "Lebanon 1.000000 0.000000 \n", "Malaysia 0.000000 0.333333 \n", "Mexico 0.000000 0.000000 \n", "Netherlands 0.000000 0.200000 \n", "Nigeria 0.000000 0.750000 \n", "Pakistan 0.000000 0.000000 \n", "Peru 1.000000 0.000000 \n", "Portugal 0.000000 0.000000 \n", "Romania 0.000000 0.000000 \n", "Russia 0.000000 0.142857 \n", "Saudi Arabia 0.000000 0.000000 \n", "Singapore 0.000000 0.000000 \n", "South Africa 0.000000 0.000000 \n", "Spain 0.033333 0.066667 \n", "Sweden 0.000000 0.000000 \n", "Switzerland 0.000000 0.500000 \n", "Tajikistan 0.000000 0.000000 \n", "Uganda 0.000000 1.000000 \n", "Ukraine 0.000000 0.066667 \n", "United Kingdom 0.000000 0.250000 \n", "United States 0.083333 0.083333 \n", "Uzbekistan 0.000000 0.333333 \n", "Vietnam 0.000000 0.000000 \n", "Yemen 0.000000 0.000000 " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.crosstab(df['Country'], df['Education'], normalize='index')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.countplot(y='Expertise', data=df, orient='h', order=df['Expertise'].value_counts().index)\n", "plt.xticks(rotation=45);\n", "plt.title('Number of respondees by expertise');" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Expertise DS manager (Manage DS team or product) Middle Non-DS manager Novice (Studying courses, active learning) Readonly (Just started, don't know how to run python script) Senior
Education
Graduate714121073124
I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught41703611
No degree at all, still learning / self-taught0411830
PhD62349113
Post-Doc140302
Undergrad029148151
" ], "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.crosstab(df['Education'], df['Expertise']).style.background_gradient(cmap='viridis', low=.8, high=0.2)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.countplot(y='Age', data=df, orient='h', order=df['Age'].value_counts().index)\n", "plt.xticks(rotation=45);\n", "plt.title('Number of respondees by Age');" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Age 18- 18-24 25-30 31-42 42+
Education
Graduate11001415515
I hold a degree in a field irrelevant to DS but as it comes to DS, I'm all self-taught01525154
No degree at all, still learning / self-taught317150
PhD0822215
Post-Doc01441
Undergrad678910
" ], "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.crosstab(df['Education'], df['Age']).style.background_gradient(cmap='viridis', low=.8, high=0.2)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Age 18- 18-24 25-30 31-42 42+
Expertise
DS manager (Manage DS team or product)01773
Middle28288406
Non-DS manager00350
Novice (Studying courses, active learning)4104693311
Readonly (Just started, don't know how to run python script)4241454
Senior0821111
" ], "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.crosstab(df['Expertise'], df['Age']).style.background_gradient(cmap='viridis', low=.8, high=0.2)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.countplot(y='Channel frequency satisfaction', data=df, orient='h', order=df['Channel frequency satisfaction'].value_counts().index)\n", "plt.xticks(rotation=45);\n", "plt.title('Number of respondees by Channel frequency satisfaction');" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.countplot(y='Channel complexity satisfaction', data=df, orient='h', order=df['Channel complexity satisfaction'].value_counts().index)\n", "plt.xticks(rotation=45);\n", "plt.title('Number of respondees by Channel complexity satisfaction');" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.countplot(y='Recommend chance', data=df, orient='h', order=df['Recommend chance'].value_counts().index)\n", "plt.xticks(rotation=45);\n", "plt.title('Number of respondees by Recommend chance');" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(y='Expertise', x='Recommend chance', data=df, orient='h');\n", "plt.title('Mean recommend change per expertise');" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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H07VrV4YOHcrp06eZMGECHh4eeHh4ULZsWQA+//xzPvjgA1xcXGjevDljxoxh0aJFHDx4kNTUVGbOnMn27dv58ssvKV++PNevX2fEiBH88MMPOZbZunUrhw8fJiEhgQYNGvDGG28QGxvLmDFjMAyDChUqOHQbfPLJFqxWAwCr1crHH0cQHPyCQ2uQnJYvfzvH42XLFjNjxr+dVI3cLCUlhYyMdEJChju7lAJhNrtgsVidXcY9sVr/2vVLwdAMkohIATCZTFy6dIlFixbx0UcfsWLFCgDmzJnD8OHD+eCDD2jatCkACQkJLFq0iA8++IANGzYQExPDnj17AKhduzYffvghmZmZfPvtt2zatIm3336buLg4e1/Zy1SqVIkyZcrw/vvvs3nzZv773/8SExPDO++8Q/fu3VmzZg2PP/64Q7fD3r17sFiyALBYsti7d49D+5dbZc8e5fVYRERy0gySiMhdKFmyJBkZGTmeS01NpUSJEtSrVw9XV1dcXV0pWbIkAGfPnqVJkyYANGvWjDNnznD+/Hni4+MZMmQIcONb5PPnzwNQq1Yt4Ma5Qw888ABmsxmz2Uzjxo3t/WUvU6JECeLj4xk9ejSlSpUiNTWVzMxMzp49S1BQkL3PDRs2FOIWyal167ZERn6DxZKF2exK69ZtHda35K5q1Wo5QlHVqtWcWI3crHTp0pQp48Xs2QucXUqBqFDBi7i4JGeXcU8GDx5gnwWXvy/NIImI3AU/Pz9++eUXYmNjAUhPTycqKoqUlBRMJlOuyx88eBCAw4cPA1C9enWqVKnCypUrWbNmDQMGDMDf3x8AF5cbf5br1KnDoUOHsFqtZGRkcPToUXub2ctERkZy+fJl5s2bx+jRo0lLS8MwjBx9Hjp0qJC2RO4CAnri4mKy19mjRy+H9i+3GjLklRyP//nPYU6qRETkr0EzSCIid8HT05Nx48bxz3/+k5IlS5KZmUlwcDA1a9bk+++/v2X5cePGMXbsWN577z3Kly9PiRIlKF++PIMGDSI4OBiLxUK1atXo0qVLjvXq169P+/btCQoKoly5cri5ueHqmvNPdpMmTViyZAn9+/fHZDJRo0YNYmNjGTp0KCEhIWzbto3q1asX6vb4I2/vcjzySHu++WYXjzzSjrJlvR3av9yqZs1/2GeRqlatRo0a9zm7JBGRIs1kGIbmEUVEipjff/+d7du3079/fzIyMujWrRurVq2iatWqhdJfQR4Wk5BwlffeW8Lgwa8Ui4BUHA4bOn/+LHPmzGDs2EnFIiAVh30CEBIyHLPZRYfYFSHZh9h5Nezt7FLkJkm/fISLi4kVK9YWWJsVKnjl+ZpmkEREiqBy5cpx+PBhnnnmGUwmE4GBgYUWjgqat3c5Zs+e/Zf/oFSc1Kz5Dz766CPtExGRfFBAEhEpglxcXHjjjTecXYaIiMjfji7SICIiIiIiYqOAJCIiIiIiYqOAJCIiIiIiYqNzkEREREScoEWLlnh4uDu7DJGiz8VMyZKO+11RQBIRERFxgqCg/sXi0tgihc1kdsfT09Nh/ekQOxERERERERsFJBERERERERsFJBERERERERsFJBERERERERsFJBERERERERsFJBERERERERsFJBERERERERvdB0lERERExM4g+dTHzi5CbmJkXgccdx8kBSQREREREaBMmbJkZKTj4VHK2aUUCLPZBYvF6uwyCkApfHx8HNabApKIiIiICDBv3ttUqOBFXFySs0spEBrLn6NzkERERERERGwUkERERERERGwUkERERERERGwUkERERERERGwUkERERERERGwUkERERERERGwUkERERERERGx0HyQREREREWD06Fd0o9giqmLFCoSETHJIXwpIIiIiIiLAtWuJWK1W0shwdilyE+v1LMxmxx34poAkIiIiIpLNBOWerOnsKuQmV7efd2h/OgdJRERERETERgFJRERERETERgFJRERERETERgFJRERERETERgFJRERERETERgFJRERERETERgFJRERERETERvdBEhEREXGC8PB1eHi4ExAQ6OxSRIo0a4aF5ORkh/WnGSQRERERJ4iK2s+ePXucXYZI0WcxSEtLc1h3CkgiIiIiIiI2CkgiIiIiIiI2CkgiIiIiIiI2CkgiIiIiIiI2CkgiIiIiIiI2CkgiIgXgwoULDB8+nKCgIAYOHMiQIUM4efLkXbcTGRnJuHHj7nq948ePExUVddfrFYb9+78nICCAqKh9zi5FbD799H8JCAhg+/ZPnF2KiEiRp4AkInKPrl+/ztChQ3n++ecJDw9n9erVDBs2jGnTpjmshh07dnDq1CmH9Xc7K1a8A8Dy5UucXIlki4j4CIDw8A1OrkREpOjTjWJFRO7R119/TatWrWjatKn9uSZNmrB69WrGjRtHQkICCQkJLF26lLCwMH777TdiY2Pp2LEjo0aN4vTp00yYMAEPDw88PDwoW7YsAG3btrXfI2XUqFH06dOHRo0aMXHiRJKSkoiNjaVfv3506tSJLVu24ObmRqNGjUhLS2P+/PmYzWZq1KjBtGnTcHNzc8i22L//eyyWLAAsliyiovbRokUrh/Qtufv00//N8Xj79k948skAJ1UjIlL0KSCJiNyj6OhoatasaX88dOhQkpOTiY2NpUqVKjz22GMMGjSI6Oho/P39CQwMJD09nXbt2jFq1CjmzJnD8OHDadu2LcuXL+fMmTN59nXu3Dm6detG586diYmJITg4mH79+tGzZ098fX154IEHePLJJ1m/fj0+Pj4sWLCALVu2EBQU5IhNYZ89yrZ8+RIFJCfLnj3KFh6+QQGpiEhJSSEjI52QkOHOLqVAmM0uWCxWZ5dxT6zWv3b9UjAUkERE7lHlypU5fPiw/fHSpUsBCAoKonLlytSqVQsAb29vDh06xL59+/D09CQjIwOAs2fP0qRJEwCaNWuWa0AyDAMAX19fVq1axY4dO/D09CQrKyvHcvHx8cTGxjJy5EgA0tLSaNOmTQGPOG/Zs0d5PRYRESnqFJBERO5Rp06dePfdd/nvf/+Lv78/cGOm57fffqNEiRKYTCYAIiIi8PLyYtq0aZw7d47w8HAMw8DPz4+DBw/Srl27HEErKyuLlJQU3Nzc7OcXrVy5En9/f/r168e+ffvYvXs3ACaTCavVSrly5ahcuTJLlizBy8uLXbt2UapUKYdtC7PZNUcoMpv134xIXkqXLk2ZMl7Mnr3A2aUUiAoVvIiLS3J2Gfdk8OABWA3NIv3d6X8uEZF7VLp0aZYuXcrcuXMJCwsjKysLs9nM+PHj7QEGoHXr1rz22mv897//xd3dnfvuu4/Y2FjGjRvH2LFjee+99yhfvjwlSpQAYODAgfTu3Zvq1atTtWpVADp06MCMGTPYtm0bXl5emM1mMjIyaNy4MXPmzMHPz4+JEycyZMgQDMOgdOnSzJkzx2HbYvDgl1i2bLH98ZAhLzusb8ldr169cxxmFxTU14nViIgUfSYj+7gNERH52yrIb31ffHEgFksWZrMr7767usDadZbi8K34Cy/0s/+8cuV6J1ZSMIrDPgEICRmO2eyiGaQiJHsGyadnbWeXIjf5fcsZXEwurFixtsDarFDBK8/XdJlvEREpUIMHvwRo9qgo6dWrN6DZIxGR/NAhdiIiUqBatmxD9+5P/OW/SS5Ound/iuefH6B9IiKSD5pBEhERERERsVFAEhERERERsVFAEhERERERsVFAEhERERERsdFFGkREREScoEWLlnh4uDu7DJGiz2yipHtJh3WngCQiIiLiBEFB/YvFvYNECpuLuxlPT0/H9eewnkRERERERIo4BSQREREREREbBSQREREREREbBSQREREREREbBSQREREREREbBSQREREREREbXeZbRERERCSbAVe3n3d2FXIT6/UscNxVvhWQREREREQAypQpS0ZGOh4epZxdSoEwm12wWKzOLuPeeYCPj4/DulNAEhEREREB5s17u1jdvFdj+XN0DpKIiIiIiIiNApKIiIiIiIiNApKIiIiIiIiNApKIiIiIiIiNApKIiIiIiIiNApKIiIiIiIiNApKIiIiIiIiN7oMkIiIiIgKMHv2KbhRbRFWsWIGQkEkO6UsBSUREREQEuHYtEavVijktzdmlyE2SrVbMZscd+KaAJCIiIiJiYwIGlC3v7DLkJmsT4x3an85BEhERERERsVFAEhERERERsVFAEhERERERsVFAEhERERERsVFAEhERERERsVFAEhERERERsVFAEhERERERsdF9kEREREScIDx8HR4e7gQEBDq7FJEiLc1qxZKc7LD+NIMkIiIi4gRRUfvZs2ePs8sQKfKygLS0NIf1p4AkIiIiIiJio4AkIiIiIiJio4AkIiIiIiJio4AkIiIiIiJio4AkIiIiIiJio4AkIiIFKiHhKuPGjSMxMcHZpYiN9omISP7pPkgiIkXY/v37GTlyJHXq1AEgPT2dgIAAduzYQWhoKH5+fvZlo6Oj6dGjB40aNcIwDDIyMujRowcDBgxwaM2ffLKFo0eP8vHHEQQHv+DQviV32iciIvmngCQiUsS1atWK+fPnA5CRkcGTTz6Jl5dXrsvWqVOHNWvWAJCZmckrr7xC1apV6dixo0NqTUi4ynff7cYwDL77LpIePXpRtqy3Q/qW3GmfiIjcHQUkEZG/kOTkZFxcXDCbzbz99ttcuXKF69evM2/ePEwmU45l3dzcGDhwIFu3bnVYQPrkky1YrQYAVqtVMxZFgPZJ0ZWSkkJGRjohIcOdXUqBMJtdsFiszi7jnlitf+36pWDoHCQRkSJu3759BAcHM3DgQEJCQpg0aRKlS5emffv2rF69mnbt2rF9+/Zc1/X19eXq1asOq3Xv3j1YLFkAWCxZ7N27x2F9S+60T0RE7o5mkEREiribD7HLtmLFCho3bgzcCEFXrlzJdd2LFy9SuXLlQq8xW+vWbYmM/AaLJQuz2ZXWrds6rG/JnfZJ0VW6dGnKlPFi9uwFzi6lQFSo4EVcXJKzy7gngwcPwNAs0t+eZpBERIqpjIwMVq9eTbdu3RzWZ0BAT1xcbhzq5+LiQo8evRzWt+RO+0RE5O7kewbp5MmTJCYmYhiG/bkWLVoUSlEiIvLnnDp1iuDgYEwmE1lZWQQEBNCmTRuH9e/tXY5HHmnPN9/s4pFH2uliAEWA9omIyN3JV0CaOnUqX3/9NTVq1LA/ZzKZWL16daEVJiIi0LJlS1q2bHnL89lXqgPo27ev/ecff/zRIXXdTkBAT2JjL2umogjRPhERyb98BaQ9e/awfft2SpYsWdj1iIjIX5y3dzlmz579lz8XoTjRPhERyb98nYNUo0aNHIfWiYiIiIiIFEf5mkEqW7Ys3bp1o2nTpri7u9uff+ONNwqtMBEREREREUfLV0B69NFHefTRRwu7FhEREREREafK1yF2PXv2pFGjRqSkpJCYmEiDBg3o2bNnYdcmIiIiIiLiUPkKSFu3buXll18mOjqaS5cuMWzYMDZt2lTYtYmIiIgUWy1atKRtW924V+ROXMGhF4vL1yF277//Phs3bqRcuXIAvPTSSwwcOJBnn322UIsTERERKa6CgvpToYKXri4ocgclXVzw8PR0WH/5mkGyWq32cARQvnx5TCZToRUlIiIiIiLiDPmaQapfvz4zZ860zxht2rSJBg0aFGphIiIiIiIijpavGaQZM2bg5ubGhAkTGD9+PK6urkyZMqWwaxMREREREXGofM0glSxZktdff72waxEREREREXGq2waknj17smXLFho0aJDjnCPDMDCZTPzyyy+FXqCIiIiIiIij3DYgbdmyBYBjx47d8lpGRkbhVCQiIiIiIuIk+ToHqXfv3jkeW61WnnnmmUIpSERERERExFluO4M0cOBAfvjhB4AcV61zdXWlY8eOhVuZiIiIiIiDGcDaxHhnlyE3SbZa8XBgf7cNSKtXrwZuXMXuX//6l0MKEhERERFxhjJlypKRkY67Rylnl1IgzGYXLBars8u4Z+UBHx8fh/WXr6vYhYSEsHPnTlJSUgCwWCxER0czYsSIQi1ORERERMRR5s17mwoVvIiLS3J2KQVCY/lz8hWQXn31Va5fv8758+d56KGHiNFlL+cAACAASURBVIqKwt/fv7BrExERERERcah8XaTh119/ZfXq1fzP//wPgwcPZuPGjcTGxhZ2bSIiIiIiIg6Vr4Dk4+ODyWSiVq1aHD9+nEqVKuky3yIiIiIiUuzk6xC7unXrMn36dPr27cuYMWOIjY0lMzOzsGsTERERERFxqHzNIIWGhtKlSxfq1KnD8OHDiYuLY+7cuYVdm4iIiIiIiEPlKyBduXKFr7/+Grgxm5SQkED58uULtTARERERERFHy1dAGjNmDDVq1ACgUqVKtGjRgtdff71QCxMREREREXG0fJ2DlJiYSJ8+fQBwd3cnKCiIDRs2FGphIiIiIiKONHr0K2RkpOOhG8UWORUrViAkZJJD+spXQCpZsiS7d++mffv2AOzduxcPD49CLUxERERExJGuXUvEarViyTQ5uxS5SXpmKmZzvg58KxD5CkhTp04lJCTEflhdlSpVmDNnTqEWJiIiIiLieCaaNXzG2UXITX78ZbND+8tXQGrYsCGffvopV69exc3NDU9Pz8KuS0RERERExOHyFZCCg4MxmW6daly9enWBFyQiIiIiIuIs+QpIr776qv3nrKwsdu3aRZkyZQqtKBEREREREWfIV0B6+OGHczxu06YNgYGBjBgxolCKEhERERERcYZ8BaRLly7ZfzYMg1OnTpGQkFBoRYmIiIiIiDhDvgLSgAED7D+bTCbKly/Pv/71r0IrSkRERERExBnyFZC++uqrwq5DRERERETE6W4bkMaPH3/bld94440CLUZERETk7yI8fB0eHu4EBAQ6uxSRIi3LkkFysuGw/m57S9qHH36Yhx9+mJSUFGJjY2nVqhWPPPII165dwzAcV6SIiIhIcRMVtZ89e/Y4uwyRIs9izSItLc1h/d12Bqlnz54ArF+/no8++ggXlxt5qkuXLgQFBRV+dSIiIiIiIg502xmkbElJSTmuWnflyhVSU1MLrSgRERERERFnyNdFGl566SV69OhBs2bNsFqt/PTTT0yaNKmwaxMREREREXGo284grV+/HoCnn36a+fPn061bN3r06MHWrVuJiopySIEiIiIiIiKOctuAtHHjRvvPs2bN4oknnqBz5874+Phw4MCBQi9ORERERETEkW4bkG6+Ut0fr1qnq9iJiIiIiEhxk6+LNACYTKbbPhb5K9u/fz/Nmzfn8uXL9ufCwsKIiIi467Y2bNjAokWLCrK8e7Z27dp8L9u2bVsAgoODOX369F31ExUVxbFjxwAYNmxYjnYWLVrEhg0bciyf23MFIS4ujtDQ0HtuZ8aMGVy4cOFPrZs97sTERHr27Mnzzz9/yzJ3s1/uJK9tuXPnTmJiYgqsHxERkeLutgFJIUj+Ttzd3Rk/fnyxnB1dunSpQ/rZvHkzsbGxACxevNghfeamQoUKBRKQoqOjqVGjxj21ceLECapXr877779/y2uO2C+rV68mOTm50PsREREpLm57FbuTJ0/SqVMnAGJiYuw/G4ZBXFxc4Vcn4kCtWrXCarWybt06BgwYkOO1lStX8tlnn+Hq6spDDz1ESEhIjtcPHDjArFmzKFOmDGazGX9/fwDWrFnDp59+islkomvXrgwcOJBz584xbtw4XF1dqVatGhcvXmTNmjV06NCB2rVr4+fnx/PPP8+kSZNIT0+nRIkSTJ8+nSpVquTa3s22b9/OunXryMrKwmQysXjxYj766CMSExMJDQ3NERpOnDjB7NmzsVgsXL16ldDQUJo1a5bv7TV+/HjOnTtHWloaAwcOpE6dOnz77bccOXKEOnXqEBgYeFc3QJw7dy4HDhzAarUyaNAgunTpwg8//MDixYsxDIOUlBTmzp2Lm5sbQ4cOxdvbm3bt2hEZGUmDBg04efIkycnJvPXWWxiGwejRowkPDycgIICHH36Y48ePYzKZWLJkCZ6enkydOpXDhw/j6+vLxYsXWbp0KdWrV7fXc+rUKWrXrp2jxl9//ZXx48fj6uqK1Wpl7ty5VKlSJdfaATIzM5kxYwaxsbEsXLiQ4cOH29taunSpfb+MGTOGiRMnkpSURGxsLP369aNfv34EBwcTGhqKn58fGzZs4MqVK7z66qu8/fbbfPnll5QvX57r168zYsQIAHbt2sX27dtJSEhgxIgRuLi48MsvvzB27FjWr1+Pu7t7vveHiBS+lJQUMjLSCQkZfueF/wLMZhcsFquzy7gnVutfu34pGLcNSF988YWj6hApEkJDQwkMDOTRRx+1P3f8+HE+//xzPvzwQ1xdXXn11Vf5+uuv6dChg32ZqVOnsnDhQmrVqsWUKVOAGx+wt23bZr8a5PPPP88jjzzC3Llzeemll2jfvj3h4eFcvHgRgMuXLxMREUG5cuUYOXIkwcHBtG/fnr179xIWFsbQoUNzbe/mD/Fnz55l+fLleHh4MHnyZL777juGDh3K2rVrb5lROXXqFGPHjqV+/fp88sknRERE5DsgJScnExUVRXh4OAB79uyhcePGPProo3Tt2pWqVave1XbfvXs30dHRbNiwgfT0dIKCgmjbti0nT57k3//+N5UqVeKdd95h+/btBAQEEBcXx+bNm3F3dycyMpImTZowceJE5s+fz2effUbXrl3tbaekpNCtWzcmTZrEa6+9RmRkJCVKlCAhIYFNmzYRHx9P586db6npj/sY4Pvvv6dJkyaEhIRw4MABkpKSOHHiRK61A7i5uTFhwgQ+/PDDHOEIyLFfjhw5Qrdu3ejcuTMxMTEEBwfTr1+/XLfVsWPH+Pbbb9m0aROZmZkEBATYX6tUqRIzZ85k//79rFixgnfffZeGDRsSGhqqcCQiIpJPtw1I1apVc1QdIkVCuXLlmDBhAmPHjrWHhTNnzvDggw/i5uYGwEMPPcTJkydzfHi+cuUKtWrVAqBZs2acP3+eEydOcOnSJQYNGgRAYmIi586d4/Tp0zRt2hSA5s2b88knn9j7LleuHHBjdmfZsmWsWLECwzBwdXXNs72bA5KPjw9jx46ldOnSnDlzxj6TlZuKFSuyZMkSSpYsSUpKCp6envneTp6enkyYMIFJkyaRnJxMjx498r1ubk6cOMGRI0cIDg4GICsri4sXL9o/8JcqVYqYmBj7PqlevXqOD/z3338/AJUrV+bKlSu3tJ/9epUqVUhPT+fixYv2bVO+fPlbZooADh48yAsvvJDjuWeffZZ3332XwYMH4+XlxahRo/KsPTf//Oc/SU1NpV69ejnuJefr68uqVavYsWMHnp6eZGVl3bJu9qGfp0+f5oEHHsBsNmM2m2ncuLF9mUaNGtnbS0tLy7UGESk6SpcuTZkyXsyevcDZpRSIChW8iItLcnYZ92Tw4AFYrcXvUHu5O/m6UazI30nHjh3ZuXMnW7ZsISQkhNq1a/P++++TlZWF2WwmKiqKp59+Osc6lSpV4vTp0/j5+XHo0CHKli1L7dq1qVOnDitWrMBkMvHBBx9Qv3596tWrx8GDB2nfvj0//fSTvQ0Xl/87JbB27dq88MILNGvWjNOnTxMVFZVne9mSkpJYuHAh33zzDXBjhin7Q3Vu51XNnDmTsLAw/Pz8WLhwYZ4f6nMTGxvLkSNHePvtt0lPT6d9+/Y89dRTmEymP3UOV+3atWnZsiXTp0/HarWyZMkSatSowQsvvMDOnTvx9PRk7Nix9rZv3lb58cfzKevWrcv//u//AjeC5tmzZ3O8npiYiKenJ2azOcfzu3btonnz5gwbNoxPP/2UFStW8Pjjj+dae26WLVuW43H2eFauXIm/vz/9+vVj37597N69G7hxXlxcXBx+fn4cPXqUSpUqUadOHdasWYPVaiUrK4ujR4/mOc7s54rjeXUiIiKFRQFJJBcTJ05k3759ANSvX58uXbrQt29frFYrzZs35/HHH8+x/LRp03j99dfx9PSkdOnSlC1blgYNGtC6dWv69u1LRkYGTZo0oVKlSowZM4YJEyawcuVKvLy8cHW99ddw7NixhIaGkp6eTlpaGhMnTsyzvWyenp40a9aM3r174+rqSpkyZewXTPDz82PMmDGEhYXZl+/RowcjRoygTJkyVK5cmatXr+a6LX755RciIiKYOHGi/bkKFSoQFxdHnz59cHFx4YUXXsDV1ZUHH3yQsLCwHOfy5EfHjh354Ycf6NevH6mpqTz++ON4enrSo0cP+vfvj4eHB76+vvbx3KvHHnuMyMhI+vTpg6+vLyVLlrTPEAJERkbmOMwyW+PGjRk7dixLly7FarUyfvx47r///lxrz4/s/fLss88yY8YMtm3bhpeXF2azmYyMDAYOHMjUqVOpWrUqFStWBG68H9u3b09QUBDlypXDzc0t1/dQtqZNm/L666+zcuVKvL2973JLiYiI/P2YDH21KOJQH3/8MQ8++CD33XcfGzdu5Mcff+SNN95wdll5Sk1NZdmyZYwaNcrZpRSY06dPc+zYMbp168bVq1fp3r07X3/99V/iPJ3ff/+d7du3079/fzIyMujWrRurVq266/O+/qigD4spDofaZCsuYyku44DiM5aQkOGYzS46xK4IyT7ErnWTYGeXIjfZ+/MaXFxMrFhRcLfHqFDBK8/XNIMk4mBVqlRh1KhReHh44OLiwqxZs5xd0m1ZLBZefPFFZ5dRoKpUqUJYWBirVq3CYrEwZsyYv0Q4ghvnqh0+fJhnnnkGk8lEYGDgPYcjERER+T8KSCIO1qJFiz91A1pn8fLK+xuWv6pSpUo57N5QBc3FxaVIzziKiIj81d3dmc4iIiIiIiLFmAKSiIiIiIiIjQKSiIiIiIiIjc5BEhEREXGCFi1a4uHx17hAjIgzmV1cKVHS7c4LFhAFJBEREREnCArqXywujS1S2FzN7nh6lnZYfzrETkRERERExEYBSURERERExEYBSURERERExEYBSURERERExEYBSURERERExEYBSURERERExEYBSURERERExEb3QRIRERERsTP48ZfNzi5CbpKemQo47j5ICkgiIiIiIkCZMmXJyEjHw8PD2aUUCLPZBYvF6uwy7pknHvj4+DisPwUkERERERFg3ry3qVDBi7i4JGeXUiA0lj9H5yCJiIiIiIjYKCCJiIiIiIjYKCCJiIiIiIjYKCCJiIiIiIjYKCCJiIiIiIjYKCCJiIiIiIjYKCCJiIiIiIjY6D5IIiIiIiLA6NGv2G4UW8rZpRSI4nKjWICKFSsQEjLJIX0pIImIiIiIANeuJWK1WnF1yXJ2KQUi09kFFJCklAzMZscd+KaAJCIiIiJiYzLBP/s/4Owy5CbL1h1yaH86B0lERERERMRGAUlERERERMRGAUlERERERMRGAUlERERERMRGAUlERERERMRGAUlERERERMRGAUlERERERMRG90ESERERcYLw8HV4eLgTEBDo7FJEirS09CyyrMkO608zSCIiIiJOEBW1nz179ji7DJEiLzPLSlpamsP6U0ASERERERGxUUASERERERGxUUASERERERGxUUASERERERGxUUASERERERGxUUASERERERGxKZSAFB0dTVBQ0C3Pt23bNt9tdOzYkfT09BzPRUZGMm7cuHuqLSwsjIiIiHtq488aNmxYgbW1du1aunTpwpYtWwgNDc1zuYiICMLCwm55PigoiOjo6BzPzZw5k0uXLt11Lfv372fUqFF3vd7dWLt27S3PXbp0ia+++ipf6+/fv5/WrVsTHBzMgAED6NOnD9u2bbO/vmXLFgYOHEhwcDB9+vThu+++u6WN3N6TeTl+/DhRUVH5WvZOli9fzs8//0x6ejobN24skDYL0t3W1bhxY4KDgwkODiYwMJC33noLwzAA+Pnnn3nhhRcYNGgQgYGBrFy58rZtjRs3jsjISCIiIu75b0O2RYsWsWHDhnt+X2fXlpWVZX9fJSYm5ljmo48+IjMz815LBvL+XY+KiuLYsWMF0oeIiMjfgW4U60CLFy8usLZ27NjBggULqF+/Pj179iyQNidOnFgg7RSGpUuXMmDAgBzP7du3jzNnztCxY8d8tdGqVSvmz58PQEpKCsHBwdSqVYvq1auzZMkSPvvsM9zd3YmJiSEwMJBvvvkGF5c/9x3Cjh078PX1pUWLFn9q/ZsNGTIEuPHFw8aNGwkMLFo3FIyLi7urusqWLcuaNWsAMAyDKVOmsHbtWoKDg5k2bRpvvvkmfn5+ZGZm0qdPH1q1asX9999/2zZ9fX2pWLHiPY+lMMTGxpKSkpLrFzPLli3j6aefLtT+N2/eTNeuXWnQoEGh9iMiIlJcODQgZWRk8Nprr3Hp0iW8vb1ZuHAh169fJyQkhOTkZCwWCyNGjKB169b2dU6fPs2ECRPw8PDAw8ODsmXL5mjTYrEwefJkfvvtN2JjY+nYseMt3/p+8cUXLF26lPLly5OZmUnt2rUBmDt3LgcOHMBqtTJo0CC6dOnCzz//zNSpUyldujQ+Pj6UKFGCYcOGMXToULy9vWnXrh3t2rVjxowZAHh7ezNr1iy8vLxybe9mbdu2Zc+ePQQHB9OgQQNOnjxJcnIyb731FtWqVbMvl5yczMSJE0lKSiI2NpZ+/frRr18/++sfffQRR48eZeLEicyfP5/XXnuN8PBwfvjhB+bPn4/ZbKZGjRpMmzYtR//z58/n22+/pXLlyly9evWW/RMcHExoaCjbtm3j4MGDpKamMnPmTEaOHHnbsd/s888/54MPPsDFxYXmzZszZswYevXqxcKFC6levTrbt2/nwIEDDB48mNDQUNLT04mLi2PkyJE8/vjjBAQE8PDDD3P8+HFMJhNLlixh7dq1JCYmEhoaap8ts1gsLF++nLS0NJo2bUqVKlWYPn06ZrOZEiVKMH36dKpWrZrne7F06dL07t2b7du38/LLL5OZmcmGDRvo0KEDNWvW5Msvv8w1HE2ePJmLFy/i4+PDm2++ybZt2zhz5gxjxowhPT2dLl26sGHDBrZs2YKbmxuNGjWiSZMm9vXnzp3L4cOHSUhIoEGDBrzxxhv85z//4c0338TV1RUPDw/eeustPD097euMGzeOrl27smPHDk6dOsXixYtzzEb+9NNPzJo1C6vVSqVKlQgLC+PMmTO3bA+r1cqoUaOoUqUK0dHRdOvWjZMnT3L06FEee+wxRo8ezfHjx2/Zv5mZmYwcORLDMEhPT2fq1Kk0bNjQ3v8777xjr2vgwIG3/X3+I5PJxPPPP8+ECRMIDg7G19eXdevW0atXLxo2bMiGDRtwd3fPc/1srVq1wt/fn/3797N8+XLc3Nz47bff6NOnD/v27ePYsWMMHDgwx+9RXvvjduLj43PdFmvWrOHTTz/FZDLRtWtXBg4caF9nypQpnD17lsmTJ+f4ndy4cSNxcXGMGjWKRYsW5fp3LHvft2vXjsjISLZt28bs2bPZuHEj69ato2zZsri5udG1a1f7e+GFF14gPj6evn370qhRI7799luOHDlCnTp1bvs7ISKOl5KSQkZGOiEhw51dSoEwm12wWKzOLuOeWK1/7fqlYDg0IKWmpjJq1CiqV69OcHAwv/zyC59//jlt2rThueeeIyYmhr59+7Jr1y77OnPmzGH48OG0bduW5cuXc+bMmRxtXr58GX9/fwIDA0lPT6ddu3Y5AlJmZiazZ88mIiICb29v+7fxu3fvJjo6mg0bNpCenk5QUBBt27ZlypQpzJkzh7p16zJ//nxiYmKAG9+Sb968GXd3d4KCgpg1axZ16tRh48aNrFixgmbNmuXaXpkyZXLdFk2aNLEHnM8++8xeF8C5c+fo1q0bnTt3JiYmhuDg4Bwf7Hr37s2nn35KaGgoJpMJuPFN/KRJk1i/fj0+Pj4sWLCALVu24Op6YxcfOnSIqKgoNm3aRGpqKp07d77tvqpduzb/+te/iI6OvuPY27RpA0BCQgKLFi1i8+bNeHh4EBISwp49e3j22WfZunUrw4YNIyIigjFjxnDmzBmef/55WrZsyY8//siiRYt4/PHHSUlJoVu3bkyaNInXXnuNyMhIhg4dytq1a3McSmg2mxkyZAhnzpyhU6dO9OrVi5kzZ9KwYUO+/PJLZs+ezcKFC287Rh8fH44cOUKJEiVYtWoVq1atYvDgwWRmZvLiiy/e8mEaoG/fvvj7+zNnzhzCw8NzBJlslSpVomfPnvj6+uYIR8nJyZQpU4b3338fq9VKt27diImJ4csvv6RLly4899xzfPXVV1y7di3Xdl966SVOnDhxy6GakydPZt68efj5+bFx40ZOnz7NpEmTbtker7/+OhcuXGDlypWkpaXRqVMnIiMj8fDwoEOHDowePZpJkybdsn+bNm2Kt7c3c+bM4dSpU6SmpuZZ15tvvpnr73P2+zQ3vr6+9sAeFhbGqlWrCA0N5cKFC3Tv3p2xY8feMSS5u7vbl/ntt9/YunUrR44cYcSIEezcuZOYmBiGDRuWY5/mtT9u5+eff75lW5w6dYpt27axfv16AJ5//nkeeeQR+zpTpkxh9OjRt3xhERgYyNKlS5k/f/4d/47dLD4+nhUrVrB161bc3d1zhDFXV1fee+89Ll68yJAhQ9i2bRuPPvooXbt2VTgSERHJJ4cGpLJly1K9enXgxoei69evc/r0aQICAoAbHyw9PT35/fff7eucPXvW/iGzWbNmtwQkb29vDh06xL59+/D09CQjIyPH6/Hx8ZQtW5Zy5coB0LRpUwBOnDjBkSNHCA4OBiArK4uLFy8SGxtL3bp1AWjevLn9PJXq1avbP4CdPn2aqVOnAjcC2D/+8Y8828srIGUfMlS5cmWuXLmS4zVfX19WrVrFjh078PT0JCsr647bNj4+ntjYWEaOHAlAWloabdq04b777rNvx8aNG+Pi4oKnpyf16tW7bXu1atWy/3ynsWc7f/488fHx9rCXkpLC+fPnCQgIoF+/fgQGBpKcnEy9evUwmUwsXbqUTZs2YTKZcowxe9tUqVIl3+f8xMbG2mc1WrRowdy5c++4zqVLl6hcuTIxMTGkpaUxefJkAH799VcGDx5M8+bNqV+/vn15Nzc3/P39gRvvxT179vDAAw/YX88+jyYvJUqUID4+ntGjR1OqVClSU1PJzMzkpZde4p133uG5556jUqVKOUJVfly5cgU/Pz8A+2FueW2PGjVq4OXlhbu7O76+vnh7ewPYA0xu+7ddu3acPXuWl19+GVdXV4YOHZpnLXn9Pvv6+ua5zsWLF6lcuTLp6ekcOXKEV155hVdeeYWEhATGjx/PRx99ZP+9yo+6devi5uaGl5cXNWvWxN3dnbJly97yXsprf9xObtvixIkTXLp0iUGDBgGQmJjIuXPncl1/4sSJnD9/nnLlyuUI8Hf6Owb/9/46f/48fn5+eHh4AP/3Nw1u/O6YTCYqVKhAWlranTeWiDhV6dKlKVPGi9mzFzi7lAJRoYIXcXFJzi7jngwePADD0CzS351DA1Ju3yL7+flx4MAB7r//fmJiYrh27Zr9Q1v26wcPHqRdu3YcPnz4lvUjIiLw8vJi2rRpnDt3jvDwcAzDsPfl4+PDtWvXiI+Pp3z58hw6dIjKlStTu3ZtWrZsaT/0aMmSJdSoUYPKlStz6tQp6tSpw08//WTv5+bDrWrVqsWbb75J1apV+c9//kNcXBxubm65tvdnrFy5En9/f/r168e+ffvYvXv3HdcpV64clStXZsmSJXh5ebFr1y5KlSrF5cuXAahTpw7r1q3DarWSlpbGqVOnbtvezeO909izVa9enSpVqrBy5Urc3NyIiIigYcOGeHl50bhxY9544w169eoFwFtvvUVgYCDt27dn8+bNbNmyxd5Obu+T3MKHi4uLfSq8YsWKHDt2jAYNGhAVFZUjuOUmOTmZjRs38tZbb3HlyhXGjx/P+vXr8fT0pFq1apQrVw43N7cc62RmZvLLL7/QsGFDDhw4QN26dSlRooR9Gxw5ciTHGP44TR8ZGcnly5dZsGAB8fHx7Ny5E8Mw+Pjjj+nZsydjx45l2bJlhIeH53pBj5vHe7OKFSty9uxZ/vGPf7B8+XJq1aqV5/a43UwO5L5/9+/fT8WKFVm5ciUHDx5k3rx59nOI/ljXnX6f/8hqtbJy5Uq6deuGyWQiJCSEVatWUatWLby9valWrVq+DrG72Z3GmC2v/XE7uW2LiRMnUqdOHVasWIHJZOKDDz6gfv36fPHFF7esP3PmzFtqtVqtef4dc3d3t7+/jh49CkDNmjU5c+YMaWlpuLu78/PPP9sPG85t7CaT6Y7j+v/t3X18zff9//HnOSeXIuRCwhStWzC5zaJWbg0tGbPKipqLuD6qrLq1NyqIyHGxWCKLkMp0VY3y1aXYzcJctjN2cbPptHQ3FEGnrdWYhFBy5KLn5PP7w3F+UknaapLjnD3ufzWfT/L5vF7ndYueZz7v8/kAAID/z+M3aXjuuedks9m0Z88eVVRU6Be/+IV7WZh06/MXqampWrt2rSIiIhQYGFjj53v37q3Zs2fryJEjCggI0IMPPqji4mK1bt1a0q0lJ4sWLdLUqVPVsmVL97EHDBig9957T+PHj9fNmzc1cOBANW/eXD//+c9ls9nUrFkz+fv7u49zp/T0dKWmpsrhcMhkMmnJkiV66KGHaj3evejfv78yMzP11ltvKTQ0VBaLRVVVVfW+UTSbzZo/f76mTZsmwzAUEhKinJwcd0CKjY1Vv379NGrUKEVHRysyMvKeaqut9+LiYklSRESEJk+eLKvVKqfTqQceeMD9OaykpCT95Cc/cX9mKTExUTk5OcrPz6/zM1F3iomJ0Zw5c2rcpatLly569dVX9Z3vfEeZmZnKyMiQYRiyWCx3fTZKunVTB6vVKrPZLKfTqenTp7vfWN6+u11QUJCcTqeSkpLc+27z9/dXQUGBzp07p7Zt22r27NkqLy/Xpk2b3J/3CAkJkXTrTm05OTmKiYlRfHy8pFvLKletWqUJEybIZDKpffv2Ki4uVlxcnBYsWKDg4GCZNaaGEQAAE65JREFUzea7lmLdFhkZqc8//1zLli1TSkqKe/vixYtls9lkNpsVFRWlyZMn64EHHvjS16M2tc03LCxMs2bN0qZNm+RwOPTCCy/UWdeX/T5Lt66wWK1W95XDPn36aNSoUTKZTMrLy5PNZnOf/7vf/a5GjhypkpISZWVluW+y0RDqmkd9unbtetdr0bVrV/Xu3Vvjxo1TVVWV4uLiav13ozY9e/bUtGnTtGjRolr/HUtKSpLNZtPOnTvdITciIsK9BDQsLEyVlZXy8/Or80pz9+7dtXz5crVr1859pREAANTNZPCnxRo2bNigH/3oR4qIiNCKFSvk7+/foLfnBvD1ORwOLV++vMFu5e3NHA6H1qxZo5/97GcyDEMTJkxQcnLyN75jYkMvi/GFpTa3+UovvtKH5Du9pKTMkMViZondfeT2Ers50x7xdCm4w/L892UymfX663c/9uVeRUWF1rnP41eQ7jeRkZGaMmWKmjVrptDQUGVnZ3u6JOB/nmEYmjp1qqfLuC/4+fmpvLxcw4cPl7+/v+Li4tSzZ09PlwUAgM8gIH1BYmKiEhMTPV0GgDv4+/srKirK02XcN2bNmqVZs2Z5ugwAAHzSvT0FEwAAAAB8EAEJAAAAAFwISAAAAADgwmeQAAAAPKBXr0cVHPz1nvUG/C/y9zPLzz+oyc5HQAIAAPCA0aMn+MStsYHGFhTop6Bm9/Z80XvBEjsAAAAAcCEgAQAAAIALAQkAAAAAXAhIAAAAAOBCQAIAAAAAFwISAAAAALgQkAAAAADAhecgAQAAAC6GIb224QNPl4E73LBXKahZ052PgAQAAABIatGipaqqKuUf2ITvxhuRxWKW01nt6TK+sYhAKTIyssnOR0ACAAAAJL300iuKigpVSckNT5fSIOjl3vAZJAAAAABwISABAAAAgAsBCQAAAABcCEgAAAAA4EJAAgAAAAAXAhIAAAAAuBCQAAAAAMCF5yABAAD4qKysdF29Wtok5/KVh5L6Sh92u11ms0nBwb7x0Nvo6CilpCxsknMRkAAAAHzU1aululJ6RX4hoZ4uBU3MUVkhSaoye//bfYf9hiyWplv45v2vGAAAAOrkFxKqjqOneboMNLGPN+dLkk/M/nYvTYXPIAEAAACACwEJAAAAAFwISAAAAADgQkACAAAAABcCEgAAAAC4EJAAAAAAwIWABAAAAAAuPAcJAADAAzZv3qDg4AANHZrk6VKA+5qzskJl1Y4mOx9XkAAAADzg0KF3deDAAU+XAdz3DMfnqqioaLLzEZAAAAAAwIWABAAAAAAuBCQAAAAAcCEgAQAAAIALAQkAAAAAXAhIAAAAAODCc5AAoAG8++67mjlzpjp16iRJqqys1NChQ2W1Wr/yMfbu3au4uDi1bt26xvZ58+bpxIkTCgsLk8PhUHh4uNLS0tS+ffsG7QEAABCQAKDBxMfHa8WKFZKkqqoqJSYmatiwYWrRosVX+vnf/OY3Sk9PvysgSVJKSor69esnSTp8+LBmzpypLVu2NFzxAABAEgEJABpFWVmZzGazzpw5o9zcXFksFgUGBiojI0ORkZF68cUXVVZWpvLyciUnJ8vhcKioqEipqanauHGjAgIC6jx2z5495e/vr3Pnzslischms8npdMpkMmnBggXq2rWrfve732nTpk2qrq7WgAEDNGPGjCbsHsBXYbfbVVVVqZSUxvv9vHq1VIaFt3vA18FvDAA0kIMHD8pqtcpkMsnf318LFy5UVlaWlixZotjYWO3bt0/Z2dmaPn26rl27ptdff11XrlzRJ598ou9///uKjY1Venp6veHotsjISF29elXr1q3TpEmTNHDgQBUVFclms2nNmjVas2aNduzYocDAQOXm5sputyskJKQJXgUAALwbAQkAGsidS+xumz9/vmJjYyVJvXr1Um5urjp37qwxY8Zo1qxZcjgcd31O6Q9/+IM2bNggSUpNTa31XBcuXFCbNm109uxZ9erVS5IUGxur//73v/r000/VuXNnBQUFSZLmzJnToH0CaBghISFq0SJU2dl5jXaOlJQZ+qyyqtGOD/gi7mIHAI0oOjpap06dkiQdOnRIDz30kE6fPi273a78/HxlZ2crIyNDkmQymWQYhhITE1VQUKCCggJ169btrmMeOHBAQUFBatOmjWJiYnT48GFJUlFRkVq1aqUOHTroo48+UlXVrTdFM2bM0KVLl5qoYwAAvBtXkACgEWVmZiojI0OGYchisSgrK0vR0dF65ZVX9Pbbb6u6utr9+aAePXpo7ty5WrduncLCwmocZ9myZVqzZo3MZrNCQkKUl3frL85z587VwoULtW7dOjkcDi1ZskQRERF69tlnNXHiRJlMJvXv37/WGz8AAIC7mQzDMDxdBADAs0pKbjTo8aKiQhv8mJ7iK734Sh+S7/SSkjJDFou5SZbYdRw9rdHOgfvTx5vzJcknZv/h/+XKbDLp9dffbLBjRkWF1rmPJXYAAAAA4EJAAgAAAAAXAhIAAAAAuBCQAAAAAMCFgAQAAAAALtzmGwAAwAN69XpUwcEBni4DuO+Z/PwV5N90sYWABAAA4AGjR0/wmVuWA43JEhik5s2Cmux8LLEDAAAAABcCEgAAAAC4EJAAAAAAwIWABAAAAAAuBCQAAAAAcCEgAQAAAIALAQkAAAAAXHgOEgAAgA9z2G/o4835ni4DTcxhv/V8LV+YvcN+Q2rC5yARkAAAAHxUeHhEk53LYjHL6axusvM1Fl/pw+4IktlsUnBggKdL+eYCIxUZGdlkpyMgAQAA+CibLb3JzhUVFaqSkhtNdr7G4it9SPRyr/gMEgAAAAC4EJAAAAAAwIWABAAAAAAuJsMwDE8XAQAAAAD3A64gAQAAAIALAQkAAAAAXAhIAAAAAOBCQAIAAAAAFwISAAAAALgQkAAAAADAhYAEAPhGjh49KqvVetf2P//5zxo5cqTGjBmjzZs3e6Cyr6+uXtavX6/BgwfLarXKarXqo48+8kB1X83nn3+ulJQUjR8/XqNGjdKf/vSnGvu9ZS5f1oc3zcTpdCotLU1jx47VuHHjdObMmRr7vWUm0pf34k1zkaQrV64oISFBZ8+erbHdm2ZyW129eNtMhg8f7q41LS2txr7NmzdrxIgRGj16tP7yl780XhEGAAD3KD8/3xgyZIiRlJRUY3tVVZUxcOBA49q1a0ZlZaUxYsQIo6SkxENVfjV19WIYhjF79mzjgw8+8EBVX19hYaGRmZlpGIZhXL161UhISHDv86a51NeHYXjXTPbu3WvMmzfPMAzDOHjwoPHTn/7Uvc+bZmIY9fdiGN41l6qqKuP55583nnjiCeNf//pXje3eNBPDqLsXw/CumVRUVBjDhg2rdV9xcbExZMgQo7Ky0rh+/br7vxsDV5AAAPesQ4cOevnll+/afvbsWXXo0EEtW7ZUQECAHnnkER06dMgDFX51dfUiSSdOnFB+fr7GjRun1157rYkr+3oSExP14osvSpIMw5DFYnHv86a51NeH5F0zGThwoDIyMiRJFy5cUIsWLdz7vGkmUv29SN41l6VLl2rs2LGKjo6usd3bZiLV3YvkXTM5deqUysvLNWXKFE2aNElHjhxx7zt27Jh69OihgIAAhYaGqkOHDjp16lSj1EFAAgDcs0GDBsnPz++u7WVlZQoNDXV/HRISorKysqYs7WurqxdJGjx4sNLT0/XGG2/o/fffb9ylHd9QSEiImjdvrrKyMs2YMUMzZ8507/OmudTXh+RdM5EkPz8/paamKiMjQ0OHDnVv96aZ3FZXL5L3zGXr1q2KiIhQ375979rnbTOprxfJe2YiSUFBQZo6darWrl2rxYsXa86cOXI4HJKadi4EJABAg2vevLnsdrv7a7vdXuN/bN7EMAw9/fTTioiIUEBAgBISEnTy5ElPl1WvixcvatKkSRo2bFiNN7DeNpe6+vDGmUi3/sq/Z88eLVy4UDdv3pTkfTO5rbZevGkuW7Zs0TvvvCOr1aqioiKlpqaqpKREkvfNpL5evGkmktSxY0c99dRTMplM6tixo8LCwjwyFwISAKDBxcTE6Ny5c7p27Zqqqqp0+PBh9ejRw9Nl3ZOysjINGTJEdrtdhmHo3XffVbdu3TxdVp0uX76sKVOmKCUlRaNGjaqxz5vmUl8f3jaTbdu2uZc2BQcHy2QyyWy+9RbMm2Yi1d+LN81lw4YNevPNN1VQUKDY2FgtXbpUUVFRkrxvJvX14k0zkaTCwkJlZ2dLki5duqSysjJ3L3FxcXr//fdVWVmpGzdu6OzZs+rSpUuj1FH7WgIAAO7Bzp07dfPmTY0ZM0bz5s3T1KlTZRiGRo4cqdatW3u6vK/lzl6Sk5M1adIkBQQEqHfv3kpISPB0eXVavXq1rl+/rlWrVmnVqlWSpKSkJJWXl3vVXL6sD2+ayRNPPKG0tDRNmDBBDodDNptNe/fu9crflS/rxZvm8kX8++V5o0aNUlpamsaNGyeTyaSsrCwVFBSoQ4cO+sEPfiCr1arx48fLMAwlJycrMDCwUeowGYZhNMqRAQAAAMDLsMQOAAAAAFwISAAAAADgQkACAAAAABcCEgAAAAC4EJAAAAAAwIWABAAAvMr58+fVrVs3DRs2zP0Q2QEDBmjlypWeLq1RnD9/XgMGDGjw7wVQO56DBAAAvE50dLS2b9/u/vrSpUsaNGiQBg8erJiYGA9WBsDbEZAAAIDXKykpkWEYCgkJkSTl5+fr7bffltPp1OOPP66UlBSZTCatX79emzZtksViUf/+/ZWSkqLLly9r/vz5unDhgvz8/JScnKx+/frp5Zdf1oULF3T69GlduXJFM2fO1MGDB3X06FF17dpVK1as0HvvvafVq1fLMAz9+9//1qBBgxQaGqp9+/a562jVqpX279+vlStXyuFwqF27dsrIyFB4eLgGDBigp556Sn//+99VXl6upUuXqlu3bjp58qTmz58vSeratWutPf/nP/9RWlqaSktLFRQUpMzMTDVv3lwVFRVKTk7Whx9+qBYtWuiVV15ReHi43nzzTW3fvl3l5eUymUzKy8tTTExMnTUUFRVp0aJFqqioUMuWLbV8+XK1adOmztcW8BUssQMAAF6nuLhYw4YNU2Jioh599FHl5eXp17/+tdq0aaP9+/fr+PHjKiws1LZt23Tp0iXt2LFDx44d08aNG1VYWKgdO3boxIkTOn78uDIyMhQfH6+dO3dq5cqVstlsunz5siTpzJkz2rx5s5YtWyabzaZnn31Wu3bt0smTJ3X69GlJ0tGjR/XLX/5Su3fv1m9/+1tFRERo69at+va3v63du3ertLRUubm5Wrt2rbZt26bHH39cy5cvd/cSFhamwsJCjR07Vq+99pokKTU1VSkpKfr973+vdu3a1foaLF68WIMGDdKuXbs0ffp0vfrqq5Kk0tJSPfPMM9q1a5datWqlt956S2VlZdq3b58KCgq0a9cuDRw4UBs3bqy3hjlz5uj555/Xzp079eSTT+qNN96o87UFfAlXkAAAgNe5vcSuurpa2dnZOn36tOLj4yVJ//jHP3Ts2DGNGDFCklRRUaG2bdvq8uXL6t+/v0JDQyVJ69evlyQdPHhQmZmZkqT27dure/fuOnr0qCTpsccek5+fn9q2bauoqCh16tRJktS6dWt99tlnkqQuXbroW9/6liQpPDxcvXv3liS1bdtW169f19GjR3Xx4kVNmjRJklRdXa2WLVu6e+nbt68kqXPnzvrjH/+o0tJSFRcXq0+fPpKkESNGaMuWLXe9BocOHdJLL70kSUpISFBCQoLOnz+v6OhoxcXFSZI6deqkq1evqnnz5srNzdXu3bv1ySef6G9/+5tiY2PrraGkpET9+/eXJI0fP16StHTp0lpfW8CXEJAAAIDXMpvNmjt3rn784x9r3bp1eu655+R0OvX000/rmWeekSRdv35dFotFhYWFNX720qVLCg4OlmEYNbYbhiGn0ylJ8vf3d2/386v9bdOd3yNJFoulxtdOp1Pf+973tHr1aklSZWWl7Ha7e39gYKAkuZepmUymGjV98Xi11WMYhs6ePaugoKAa228f6+LFi7JarZo4caL69eunVq1aqaioqM4avthTZWWliouL63xtAV/CEjsAAODV/Pz8NHfuXK1evVolJSWKj4/X9u3bZbfb5XA49MILL2jPnj3q2bOn9u/f794+e/ZsHT9+XPHx8e7w9Omnn+qf//ynHn744Qarr3v37jpy5Ig+/vhjSdKqVauUk5NT5/eHh4erbdu2+utf/ypJ2rVrV63f17NnT+3evVuS9M4772jhwoV1HvODDz7Qgw8+qMmTJ6t79+7av3+/OwTWJjQ0VG3atNGBAwckSdu3b9evfvWrOl9bwJdwBQkAAHi9fv366eGHH1ZeXp6WLFmiU6dOafTo0XI6nerbt6+GDx8uk8mkiRMnauzYsaqurtYPf/hD9enTRzExMVq0aJG2bt0qScrMzFR0dHSD1RYVFaWsrCzNnDlT1dXVat26tZYtW1bvzyxbtkxpaWnKy8urM6wtWrRICxYs0MaNGxUcHOxeJlibxx57TJs2bdKTTz6pgIAAxcXF6cMPP/zSGtLT05WTk6Pw8HDl5OQoOjq61tcW8CUm44vXlQEAAADgfxRL7AAAAADAhYAEAAAAAC4EJAAAAABwISABAAAAgAsBCQAAAABcCEgAAAAA4EJAAgAAAAAXAhIAAAAAuPw/jQpAsmjWtGgAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(y='Education', x='Recommend chance', data=df, orient='h');\n", "plt.title('Mean recommend change per Education');" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/kupa/Library/Caches/pypoetry/virtualenvs/ods-channel-stats-eda-5hJ1F2Av-py3.7/lib/python3.7/site-packages/seaborn/categorical.py:3669: UserWarning: The `factorplot` function has been renamed to `catplot`. The original name will be removed in a future release. Please update your code. Note that the default `kind` in `factorplot` (`'point'`) has changed `'strip'` in `catplot`.\n", " warnings.warn(msg)\n", "/Users/kupa/Library/Caches/pypoetry/virtualenvs/ods-channel-stats-eda-5hJ1F2Av-py3.7/lib/python3.7/site-packages/seaborn/categorical.py:3675: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n", " warnings.warn(msg, UserWarning)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.factorplot(\"Age\", col=\"Expertise\",\n", " col_wrap=4, data=df,\n", " kind=\"count\", size=2.5, aspect=1.8)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/kupa/Library/Caches/pypoetry/virtualenvs/ods-channel-stats-eda-5hJ1F2Av-py3.7/lib/python3.7/site-packages/seaborn/axisgrid.py:861: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations. \n", " self.fig.tight_layout()\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.catplot(y='Education', x='Recommend chance', data=df, orient='h');\n", "plt.title('Mean recommend change per Education');" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "def display_wordcloud_image(text:str):\n", " \"\"\"Function for displaying wordcloud of the provided text.\"\"\"\n", " plt.figure(figsize = (12, 8))\n", " wordcloud = WordCloud(max_font_size=None, background_color='white', collocations=True,\n", " width=1200, height=1000).generate(text)\n", " plt.imshow(wordcloud)\n", " plt.axis(\"off\")\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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lG6bokosoZyIDserdVbEydeaDUTeSO25k8TU7Wb4QQSuobuUsts3zarsZGtSGQCi76P4oqgJaSeztL0pixAZNZZH0spTuJdzEjhqquogivwKeSBjufm4NaWUljYuHXRYpoqLW8U5iF40sPqRS87kQtBPJLaOayN1CIBBUaGBk5+Yj4hu7BFqapoa1i9jxqcinrNtSZM+9KhlQoTiCZVFY7SK8K7WiyEsGTBJ942Oyu4IDjtam5GbKVZGw6PKQvKYE7aVfBXED+Uh4gBRJ7YWto3lRThICQRtQysDIKyhEw7G+aDjWF618tmLAokNi57vN2oNRq04q00WJUcHMVvi3f/wHxvVEA3QBwKzq3VSmkyKIhsi+FP1CzP+ieXlPivzqesXbqj6lx+PYl8fCY9FrIY1GDIOJTX52lJGcJhBNUCWLjALNOQETFMdM30hsiVNy26ousL7BELHjgz/D5ctjcqD2/t4IZQ+lDIzmEwT7y9vUrYz5wztSzs8b3gFvw3VjavlYi/Fix2OfHGBUr8u/69ShjlI8+/EFfj9zR0hDdPbhxtc3ePbjiwxpKqHpzLZssk1wpi4kk8Fdin4ht85vEuHFCdrPniYjxY4H/rdNM4qwRDSWDQBsFkmKKAvRnWMEgqZhbWDcDhQk1urS+BdsmNwb/dvWpsi0qcssfK42YGlgInYcxGDAXRvsh3SRLa7VrVxkSKufop0bz36E461I0jJ53I17L/TBoJvtoCOVQdKyeteVz9OiatZIhLte9uaiWFhpOqIzdXPprywjGa7/Y3o8sgvzpEhTSchJ1/hgXc3KWex4wtNDMuWV8R0jENQB610k604KQmL/Pa67ypTRNEHdl4klSap7fTE44GBujR4Y4iGIlJZRkINhAbsRmZkoVretQzVsaji0JNWlsKBmLyx9c1HMX8CAqye3nuhnWVa7r1S5dfWHYPaLU8LjutcX42rbGXAzK94GGJ+Thnkvz+BlUqSwzIirj1wterO63WE2Ot8rnnlq6LcMjWwrYlntvsKgXuejgrD+/Q3hoNTDpY4woyhBteTxCvAtOxUf0+PxLTtV7FxybibORT2Dp4UDHI0FGVG58uIp/+Rhl0VocWul8LjZTcGOJzN9I8yu3h1uZjbILSxAYm46bn59gyeJn8WCzT3qshiGGnSDP9lyIlrfXoW0n06qTxI/o+71xVhWuy96u9UDBxxEZyZh04dbuPftveYUJRCkQLapiqDP0YN/5wVoc7s4mx0ffPwTfA3/BF+TWq+BrYfGjQsA6OVaF0vfXBQrG+LRVKq8aJK0ImSltO7kVANm+kZiBkyv+xtl6vSi+1/Y+8kfO8MUy9GiTuyNLfFnta7YIJKO+9mPL+jxP19a+Vb2Xvi77gBiYKgQprFRkvIysfLtFdpzVS0dZWa6NdM3wn+dF6D1bfHslJkFuVgm8TvRVv7rvIByrZa9uShV/+fd/0KP//lSDDUCQROwts+b1fAAAOQXSJ9evvdcu9bfmWBlYIJXPVbAXJ9ZRlVbI3PsbzpGzVoxgy52h7eMhF49Xeso3IciW1Nf9VgBLoeL0ZVbK9yPuhlRqQXj73hro+Fq1oagLix//p4VCSZXhD5XO3bxM401M9SjGfQ4XPR2ra9mjQgEZrD+Bc0dJki+0mHaDtrzhTwe5u68hrpVNOuXwJaALgsxrkpbqeerWTnDv/MC3Os4t+SUYoGdkYXUc5JJxBxNrBi1+arHCnRzpvrcFNHOsZrYQ5HJMo0mCOiyEEeaj5Oq35LafXQ6kBihmHOtJ2NHY29YSfhaSVLdygWB3ZbiVY8VMORqzwTvqx4rKA7KRVSxcEBgt6WYU0OwXN3bjRgYBO2Aw+ezyJ/9k4zsXLSdsl2mTNA+zWVyI8hn+MaTWDeyJ5zKSTdECAR1MOO/67jwSTwnTuToOUq32+vKEbxJ/KaStlSFX0QoJv57WSmd9rwNxN/P7ouVadNnJBAkUcpENzcxQtC+mWg4lrp2XcfTGfvnDaGpRdAmjkwfgqUnbyOvoBBrfi89DrsE7eZxXBQufApGV4+qmFirCbIK8hD847tK2i7JbMglybhajTGuliAInvuBtRrWhkCQj0rmAMkshe5SyONhxVDF0t4TCMoy76EgT87u9n2EZc2d3KWJK8SVX0eopB0CgaAc2uHFRNAYBnra6R9BKN1EpJHkcQRCaUd7vJgIGmHynksAgG3j+siRJBCU4+qXD/D7EorbUcV5b0Sn+iX9CYp8DiJHzwGPz8eU+1dxN+oTqtvaY1b9VmjhLD7jIblsIM8/ITM/D3MDbuK/rxGoZGWDv5t1Qg1b8d0m0/yv4dLn98K2ulw8iE+pP1Ddxh5Xf/1datsT/r2E+zFf4Gpuibv9xsBITzOP2q2vH+Nk6GsYcPUwsXYTDKlKdc52P7AWk2o3xdyGrTHv4S3cigwDBxz0qVwdS5q0p233VuRHrHv+Hz6nJonFDgGIXwihGKXv+skbz+NJcKRMGbKEor0Qw4JQUpwNewv/WMVC0hdR8WBxYLQX379iw4sAioExoEpNPPsWg6j0FMjzXJ/1wA9nP74THr/8/hXdLx+Gg6k5AodMosgn5WSj3omtwuM3id/gfmAtvoyaTQn8Vf3oJmTmCwK0fUz5AfcDa3GpV8kv20gaXHMDbmJuwE189P4ThhIzlzcjw3AlPAQxGcXxM/YHB+FjSiKOdhGPfvssPgbj7l2EPpeL+vbOeB4fCz4AE30DtHOVnrmZUPZgbWBk5eajtY/gB1fFtTw8Xe1UphSh5Dgd8BoNKrvC00l+gjMCQRmOdClOsFc0+DF523U/sJaR3IZWAiflolkHaRTweDj78R1eDJ0MW2NTYXlmfh6qH92EkKQEVLMpL1an3omtFB3cD6xFxYPrxMorH1qPAh6PVrYkcT+wFtVt7HGjz0ix8l+ObESVwxso+oWnJmFAlZrY0Ko4J1PR9YjNSIOLeXEAvgHXT+Dd8GmwMCzOZ+R+YC2yC/Kxs31v9Xwggk7C2sBYdkAQBXF0jyaY1Fd6MCeCdjO4peLBtgiEksTVnFl8FqbM/O86AIgZFwBgZmAIAFjw6BYu9hQPrtbFvQqjtgt4PNryxg6uCIxnnh9IGVJzBfmR/CSMCwC403c0Wp7dTVuvyEArouh6PPwaiUFVBTE4ij6fqHEBAO4W1ohMT1FKb0Lpg7WBEfg+CgCIcaHjTNp9ETw+H7sm9NO0KgQCLaNqNFBpe5fDQwBIn1V4k0jNFPybl3xDvPCnL4KpvgHlXPeKXiVmYJz5+BYAaDfrulkIjLV3P+JR05ZZdNP0/OLUAEXRTQv5fOiJLA0R44JAB+tdJKbGhqrUg6Ahto/ri53jiXFB0F5sjWVH31Q1dLMQDqbmcut9z8qQKmtvIr++qojLTJcrE53OPleJib4Bah7dJPRzKbpeFSysWbdJKJ2wnsHYMPlXjFhxHO8j4lHdQ/E4/wTtgGFiSgKh1GBjbIKU3Bx8GTVbpe06mQmi4X6h2YL7ITlBpX3Jor1bZewPDpIp09rFg3X7H36fAfcDa1Hj6CbkFOSjkpUNIkbPKaXhzQjKwHoGo5q7A+zLWeD3lcdVqQ9BA6Rm5WhaBQKhxFjSpD1la6W62fvuWYn11fLn7hq6HTvrnz8AUOxfwYaD75+jtp0j3o+YjvBRs3G33xhiXBBoYT2D8TUxDUM71cemM/7CUOEONhYwNqQ2eX7lKPYallK6OVHTTN+Ik53XRR30XnUI5+aSyIdlHbr7URaauFdVRd/KNTDd/zrcD6xF8IjpMBcZbCPTU+CuxFR/78rVcfnze3zNSIPzz50Xt6M+IrsgX2m9FaGrR1X8fussXg+bCmsjQdbgTyk/sPX1Y6Xb9vsSivDUJMRlpgtnbQjseHzzNZaP2iNWpsu/LUlYGxi/zttHKYtPkr/2R9AuLi8YqWkVSgVHwydgRKVdmlajzNL67B6Ko6GoE+fv1epjRbOOwuPI0XPQ79px1Di6idKWMoGitrTpiVHVG6DZmeJ7YVCVWogcPUeprapFW0YlkRaobHf7Pvjr6T3UOb5FTH5Wg1aYUqcZaz0AwRJMYHwMmp7eSTlnwNXDp5F/KtW+LnHuwRsMaCU9s3RZR6lsqgT2aMsMBkF5niQeQ1O74QhMPIlvOR+QXZCGwR4bcS5yNpxNa6J5eW9NqyiXsjSDQWBPo1M78D0rg9YI63ftOJ5/jy1TkTxFDYwtlwIwtU9L5BUUYuKW89g/cxCm77yMTROlxwYp7TMYJBcJgaAk4tk7ORjssRHhGU/A4XARly094JM28dv0rmjZsx48fnHWtCoELeZ7VgYqW9EH5Ztcp2kJa6OdGOrroZyFqXzBMgDJRUIgKEkTu2HCJZJrMSsAAJXMm+L5j/M64/z2+9xeUs8pOrtBKN2k5GbTlq8I/F8Ja6J5RJdHpvZpKfx7/R89AUDm7EVZQO0GRsOxviQXCaHUU+R/0dN1sbBsoPs6aeIEgk6yvlV3zHrgJ9Wf5N/+Y0pYI4I2Q5ZICGLw+Zng81IBfpZUmfxM8TXDwryS24JHIBA0x8AqNRE+ajaaOLrBVN8AJvoGqGxli+NdByNy9BypyyeEsglZIiGIweGYISd5OIxtjiEnyRvGNofAy38FrkE95CZPgFG5Yu/43OQJAAB9szEACpGd2AccjimMbU+Dl/8aXAOS54RAKG3ocTg40/03TatB0AEYGxidZ+zCvnmDUcGhHABg1dG7alOKoFn0jFoL/jdsjJwfg2BsewY5P/oD3HLighxD8H/OdOQmT4GeUVtw9d2RkzQUxuX2l7TaBAKBQNAiGBsYSelZ+O2vo3i4YyoA4IL/G7UpRdAsBmbjBP+b+8DAXODgZ2x7nnLeyLp4j72eYSPh3/omA0pCTQKBQCBoMYwNDPtyFtg0tQ+lfFC7ujLrnfnfK8W1IhAIBAKBoNMwNjD81v1BWz5nWHuZ9YiBQSAQCARC2UMpJ087KzNV6aGVBFx/hf3LL+Bb1A+5sh0HNUX/CR3gUU11gYqSE9IxrO588Hn0wVa5elx4z+2FQVM6q6zP98/CcWTtNbwOCJUpp2+gjwGTOsJ7nvT4CbKQjGDXqld9LNhD3eI2vfs6hL6MkNpO9UaVsHDvWNg4WCmsg2h8B2n9n9p8C4f/uaKW/mXB5/ExosEi/PiWIlWmTksvzNs5CtZ2JB+EqklJTMe2uafw0E/+C5JHNWcsPzYJ5Z3LyZVVhBf+H+A7/ajMe2DymiHo8XsrlfbLK+ThuO8NXNzzL7IzZCdC9KrnAZ/Vg1GlTgWl+xX9PXK4HPjFbqOV2/Tncdw68UhqO5Y25hgyrQv6jpP98suU7Iwc7Fh4FnfPPJEr61LJHov2/aHyceAv711yn4MbrmhfiHa1hwrXxTgY1w8/wLZ5p1jXb927AebvGi1TRlao8OyMHAyqPgcF+YWM+zwftgGmFsaKKSqCvB+tLMYs7osBkzrKFxRB0sDg6nFxPWar8HjfXxdwftc9xu11HdYc09YPU0gH0e9A2f5lPRAVITszF8PqLpD7YBelSaeaWHZkotJ9S6OshbVXJrCYg5st/jk7FY7udqzbyM7MRT9PxZ6ZqrgHwl5FYlo3dvlSzCxNcPLtPzCgSXbJFMnrLnmPfXj+BTN6rmfcnq2jNY69/Ju1PsqOAybmxrjwcYNMGXmhwkviOahO1B4HQ5eMi7SkDHRz8lHqpgKAitVclKrfr8qfChkXANC/6p94evutQnV4hTwMq7sA3Zx8WBsXALB/xUX0qTSDdf0iXYroW3mGQj8qALh5/BF6V5yukv4f3XitcP98Hl+p/gGgIL8A/TxnKmRcAMDTO+/QzckHSfGpSvVf1gl9EaF01NL46B8Y1XQp6/pbZp9U2LgAiu8BNpzddhvdnHxYGxcAkJmWjV/dpyHo32DWbchi5Zi9ChkXADBlzRDW/S0ftVvpcUDR37EkmngOqhoSaOsnJ3z9MLjGXJW0NWRaF1b1Un9kKPWAW+a9S6GHBFePC0NjA9b9iZKbnaeSkNLdnHyQk5XHqm5eTr7SOgytPQ8rRu+RLyijf1FjhSmjmy1FrwrTWPVbxLC6C9C/qvZNk+oCQ2vPw/Qeqom86rN6MKt63Zx8cONYgFJ9d+UaJ8EAACAASURBVHPyQcSHrwrV6T9RsdlHWSwetoPV/S+Lbk4+jJaqJGnSuZbCdU74+qGbkw8e31R+l+SywxNY1SsaB5R5DipjLKoSEmgLwH+Xn+PouutSz7tVccSq01Ng52QtVv7jWwr+u/ICe5YWb+EcMq0raz2G1BQ3cKxszXHq3Rpa2d1LzuHSXmrs/7BXkQr1ufv+IorF6+bpgHWXZsLK1py2zvoph3HvXCDtuYL8AugbsLutvBsuppTtDVgC18oOlHJpnx8QTDGbmBmx6j85IV2sbOiMbhgxpydFNjEuBWOaL0NeTj7l3G+15+N0MP33Rscy712Ii0iklDfpXAsL9oyBoRHVCLxxLABbZp+klGel54DP44PD1ZUsKNqB5PcOAIZGBrjwyRd6+vTvYd9jknB6yy34HRU3CnqObK1w/8u8d9GWs7kHJrb7G36x2xjfA1w9LixtzJGWlCFW3uePdhi/nH7LedirSMzq7Yv8vALKueH1F+LE69WM+pYFn8/Hk1vUWdnfpndF3/HtYWFtJiZ7YOUlnNuhXHwmeePAyPm/onk38QCCRePAqU03kZacKSxnY+AA9OPA+sszFXoOhr2KZP0cVCVq98HYf+0pxvRsos4ulKIgv0Dqm2O/8R3wx7J+jNs6v/Mu47cBeW/ae/5bDLcqjjJlDq66jDNbb1PKFV0f71NpBnKz87Dv4VK4VLJnVIfP46O7y2RKed1WXlh9Zqrc+nRrj6JUqOqE3f6LZOvA56O7M1UHl0r22PdQ/jS1rO+ASf+y2mD6HYQHx8Kn4ypKuc/qwYwGquk91iH0RYRYmYGhPq5EbmbUPxNKuw9GXk4+xcjuPbYtJqwYyLiN5IR0LPt9JwoLeNh2Z55C/dPdA/oGergatUVKjWJ+fEvB8HoLKeWK3gNpSRkYXGMuBk7ujNELmSfoOvzPVZzafJNSzub+kLzPttyai6ldig31lj3qYuE++t2MVL2uwHverwr179NxNcKDYyjl+gZ6OPVuDcwsTRi1c37nXTy/H4JVp6fIldWG56A6KfNOntIGiKtRW6BvoFfi/QKK/ThDX0RQpna96ntg0/XZrHVTBLaDj6wf1qHA5XBwY57TgK0O0r4DUwtjnA+T7Zyliv6VrSurDWm7YthQ2g2MDdOOiu0QULWBJgtpLziquAdK6jt64f8BC4dsFSsbMq2LwgO8tN+jmaUJzoUq5n+hKJL3QBHqHge04TmoTogPBg3HXv6t1ptKFpVquCok71Xfg1Im+UarS1Sq4arQjwoAZm35nVL25X0sax0UfZix7Z/Otl9zXnEHLbrtaQ+uvlC4nbJKSkKa2LG9q02J9T2u9QpKmarugVObb7HSSVHqt/mFUvbwuuriH6nbuABAa1xoehxQ9DlIhzLPQVVQpg2M+xeDKGUVq7vA1tGaRrpk2HZbselVAHCuWF4NmjCDbmssnV8CU9h8/g4DqUtwz++HsOrfwc0WHI5i/gts+/edfoxSVrt5FYX6BgR74OlI/p5GW04Qx1liWTA2/HuJ9U3ne6Oqe+DImqusdFIF0Z/iNda3otCNAwBKxTjA9jmoKhh74zUc66tOPTTCmkkHKWU77i3QgCYC7F1sWDnn9RrVBruXnFODRvKp06IqxeM6OSGNtfWtKudEWUFpZHEocHmJ9c8kcA9T7F1t8D0mSaxs5di9Whl8R9uYsGIAruy/L1bWzclHIUdJVaGIz5ckkveAmle/S4QtN1Wzs08WdOPAQJ9Oau9XGqocB9g+B1WFQu7+1dypXqzyCInUHUvWspxmI5P2m9CBVT0Ht5Kb0pXEgMa7XRvIyczV6v4LC1S7le+X+h4UA+P9s3CV9lFakTZj1d1lMnyvzkK1hhXV0i/dPdBtWAvW7dHdA9qwk0AZVBEhlA2jFHB0VTWqHAc0/RxUyMA4uljxCGHaOvORl0udxlflfnA2NO9eR74QDVw9zawTajOafnuT17//Zeq0rDIPUytbEi5cGVwrOyDmM/VlaGYvwfq/orsrmEB3D5iYs4/GS3cPfHwdxWrJpayj6DKpKlHlOKDp5yBjA4NbyvbVf3geQSlr0UN2Zlh1o+pcBspwcNVlPL7xukTXUlWdz0Ob+3/7+COl7OPrKJUEKyMozt6AJcLt2nSc3XYbZ7fdRps+DTB760ipsTEUge4eUPX3LxqXQVES41KwY8FpPLv3HgX51HgXBPWgTeOAsjA2MAL3KBcKWtsIDvxMKWMaA6I0cu9cINZPOaxRHSpUlR33ozT1//phWIn1RWDGpfCNAGQP8v6XnsP/0nMAgIW1GXb7L0I5e0tW/ZXEPZCXwzwaZGEBDz3d5MduKO2U5C6i0o7aI3lqawyMjJQsTaugFcgKNFbS0EUrLK39Z6Zml1hfBMW4Ebcd9y8G0Tr/iZKekomhdeYzDooliTbdAzsXnaU4upZVzK2YBdQiyKfMhgrn6pWuJR82JH9Pw9A682XKWNqYY9DkTqhSxx1ung6UtzW6SJIEBmhwjZcgn7Z9G6Jt34bYv+Ki3PDTBfmF6Obkg133F8Hdy4l5J1pyD4xrvQLRH7/JlKnT0gvdhrVApZqucHC1oeQwKk1Le6p2wC7LlFkDg24arLCAp5K1VV1BmnGx/e58hQN+ERTDsYItJfdD5yHNMGPjcA1pRKBjzOK+GLO4r/B4gNcsZKbRzzxMaLsSAPPoiXT3QElHXnzhH0JrXNRoXBnrL2vn7LO6iZJjbBGYoxID49S9l0hIyZB6fkr/VqroRqV41fOglIU8D0fNJp4lr4wGkJYtUOEHnO5vtdcI1RtVoiSm0/SedYJ8iqJKLh+1W+pvaGyLvxjlgKC7B0qahUO2UcpGLeiNQVM6a0Ab7YDPIw81VaGUgXHg+lPsuPhQrpw2Ghh0WwLvXwwqMwbGqnH7KWUn3vyjcDtpydINS4J0GnWoQcmCGBkapyFtCIqy5OB4vHvyCbP7bqScYxoJlO4eiA3/XmLO5tk0MRJMzI3LtHFBUC2sDYxz918LjQttdeSUBd0+5+uHH2DyP0M0oE3JQ7ftrFx5xWMp0IU6JsinfptqmlaBoCQ1m3riRtx2jG3xF6vw4nT3wILBW3H4GTU/iTrYOoea6v18mPrzfugC1w8/QA9v7Xsx1jVYOxwcvSUIEvNop/zU3NoK3TJJeLBmk8MQyg4GhmXWBapUses+NZ12Riq7XWqSkTjVCZ1RpMkAU5qCbhzYNu9UyStSCmFtYHz/OTVuaKC7D8n5u0dTyiZ3Wq0BTQhlkcUHxlHKNJVThsAeuoybBfmFrNsrqXtAVcaErt+zdOMAQTWwNjCquGoug6eqoEvIxefzsW0usV6ZIC9OAEE2jTrUoJRd2vs/qdEkCbqDtR2z5caJKwdSyiT9MtSFa2XV+HqUlL7qQlpiRjIOKA9rA+PIoqEAgBErjqtMGU1Atw56/cgDpfZ10+U50QWkbb+jo3/VP6WmOSYwp0Fb6v3Xp9IMzBuoeOCmIhYM3qqMSmWO+YPYX2tAuRgQv45pS3sPdHPyQVJ8Kqs2C/ILGN0Dottvixj4y2zG/bx9/LHUxL+g2z1XNA7QOcMyITw4Rlm1dB6lgj7c3DAeIZHxWHbgJpLSdDMy5t+nJks9183JB7dPPmbUjv+l5xjTfBm6OfloVYQ+aYxe1IdSNsBrFqMtWt2cfJCVnqMOtcocK09Opp2qfh0Qiont/0Zejnxjlc/n4+bxh+hf9U90c/LBy/8+qEPVUsurB6Ho5uSDkY2X4HVAKON6UWFxKhlgpd0Dw+ouUPge6Obkg14VpjG6B+hCnGekZmHf8oty6y4csg1z+m2SK6dLzN7mTVvez3MmJnVYxaiNH99SheOAT0ey3M7agUI0S+q1R+9x7dF7qbLavsvEL3YburvQGxobZx7DxpnHwNXjwqueO+ycyiE7MxdJ8an4EhKrs3umB/p0woGVlyjl3V0mo3HHmvjr6ESx8lcPQrF76TlEhHwVKz8ftgH9q/6pVl1LO35ft9EOVBEhX9G74nQAAofQhu1rwNTCGDmZuQh/H6OWHTx5OfmI+PAV32OTkfg1WarT4bZ5p+Du5YTyzuVQ3qUcyjuXg6WNucr1KUnio3+IzRw1bF8DHQY0hksle5haGCM/rwAfX0fhhX8I/C89l5qpcv4uxdf0mdwDTh528PjFBYbG+shMy0FseLzS90CfP9pRljjO77yLC7vvYf6u0WjVq76wPCM1C+d33sWpzbco7ZR3LoeEr8lK6aJp2vdvjHWT6fMxfXkfK/x+7JysUa1hJQBAUnwq3geF6+w4oG5YGxhrJvZUpR4ahcPl4EbcdnR3mSz1RuEV8hAS9AXAl5JVTo0Mn9UDx9Zfp5QH3n3H6M1s38OlMLVgn16aUMyNuO3478oLrB5PjU8CAPl5BXh887XK+2X7Bn798AO5MiUdlVLVBP0bjKB/gxWqcyVyM+vdQTfitsuMFBoXkahyo3L88gG0PhR8Hv9nrBz6+7EIe1cbHH62AjGf4/FHy+Uq1U0T3IjbjqNrr+HExhtSZRLjUvDg6osS1Ep3YW1gdGhQVZV6aAV+sdtwYOUlnN1+R9OqlAjD/uwOM0sTVl7gl79sEuYjaNmzHgKuvVS1emWO1r/WR0ZqFm18AkUwtzJVkUYEprhWdsDegCVKt3MudD38jgaU6D1wI247erhOAa9QsRwcXYc1x7T1wwAIPn9pYcScnug/sSOZmVUBZSfxBkNGL+qDG3HbMXL+rwrXNTQ2gF/sNtbpmzVBnz/a4UrkZsZBtqztLHAjbrtYsqOhM7qpS70yR/cRLXEjbjsmr1E84Fv1RpVwKHA5zn5YpwbNSi834raj82/NWNefuWmESoyLIrqPaIlL4RtRqYaLwnVHL+yNG3HbFb4HrsdsxfjlAxjLX47YJDQuSiOmFsZKjQMrT07W+Rk8VcDhS1tIVIBJG84hMCRKeGygr4e/RndF58ZeyjZdpnkQ4YlWHp80rQaBQCAQCAqjtIHRfOIW5NGEnQYALpeDwD0zlGkeDyKk5wYp7YMvMTB0j2ajN6GwkIfAw/Idm5+9j4LPGvHlKSb1tJXG3r5ix7r8WQgEgvIoFYazxSSBcfFrixqYPrgNLE0FDn+P3n7BrO1XkFdQiPcR8ajuoez6HAdcjoF8MQJBh/BZcw4VHMvhn8k9YWSoj3ef1Z8mWtIIoIOtYVBU70dqJrpN3c2qDQKBUHpgbWCERScgN68AVd3KY8moLmLnmteqiEe7pmHY8mP4feVxpbepWhrVRx2n00q1QSCUBI8PTGckFxaVAAA4t2aUsMzNoZxadBLlr/HF/jLvw7/h9J2XaNvAE+0aVlF73wQCoWzB2sD4c9tlAMCJpSOkyhxfMlwsXoY6eR7bBVn5n4XHJgYV0dBFfDdIWk4QXn8bgiZuT/A0uqmw3EDPFk3dnuJBhCcaud6Hsb4rgOLlmaJlimcx7ZFXmIAW7m/xJWk1YtIkt3Bx0cojTKzkQYQnHC2GwN16ulifrTw+AigOrvM4qgEKeMWR+1q4K7Y9TpRHUbVRyKMPfFb0WdJyghCfeYmiV9G1KCI99xVexQ2gbQMAcgu+ITCmJeo7+8HMUHxnkegSz4MIT1gZN4ataSeEJ/0tlHG3noYK1lNYflLdJTxWM1louzUvjhppaKCH03deoopbebFyAoFAUAWsDYy0LO2J5JidH4ms/M+o6XAI5UxaAhAMaA8ja9AO1E+jm8Kr/AbYm/VGas4z8PjFnyUh8wrcrCYBAAz0bJBfWBxoKKcgCs6Wgmhv5kY14Wg+EJVtl4DLMUFS9n0Ex49FIS8DelzxgEMZuW/wNLopmlV4Dn2uFVJznkHUuHgS3QQFvFRUs98OO9MuSMi8ioeR1DwVTODx81DIy0JLj1BwoCe8FkVt0+kl7Vpk50fiVdwAsev6Kq6/1Osqj9ScQGTkvUNL9xBwOAZ4HtsVkSmbpRoYwxYfxcefb/pF2FmbwW/zeOHxHytP4fXHr9g2ZwAmry32ZzAxMoD/Hmq7+QWF6DBxO3Lyiv2GLMyMcW/HJFod9l56jL0XqdFcJZcRmPofSMpJqzfD9xIevQnH00PUdgoLeWg2ehOeHJwBLlf92S9b/7GF8fViCt33MHNYWwzpXJ8i+/D1F8zwlR5dUvRaN/b2ReDhmQh4FY6ZGy9Jldt1/iEOXHkKScb2aYpxfZtT2iv6ngZ2rIuZQ9ui2WhBFMtfPBxw5K/Su5uCQFAG1ttUa3g4qlIPpQiK7Yjq9ruEgyAA1Hf2A4+fi+TsAIp8swovYG/WGwBgZdwI5UxaAQC4HBN8z7gslHM0HwQAyOelCMucLAQ5WMqb9UIVu9XgckwAADYmbWFq4Im4DOpSTkbeezSr8AL6XCthn6LkF/6AvdmvQgOgvFkvoX6KEp26E9YmLYTGRRHhSdRQt0V60V0LQHBdAYhd17pO56VeVyY0r/AGnJ/+NA1cbgIAcgviKHLdpu7Gx6gErPLpiWsb/8CBJb/B3sYCxob0vjiT156Dz8CWuLxhLBpVr4Ds3Hxaf4MWYzYjJ68A04e2wfm1ozGoUz2kZ+Zgx1nq5+k/5wD2XnwM5/JWWDSmM3xn9MEvHg5wtbemyAYenonAwzNhIyf+QJGc74w+YsdF/4rYMKM3+HyBMSHJ4l1+AFAixsWUdeeF1+vyhrHC68XEl0MafH7x93Bw6VDh9+B7/D7le0hIzsAM34tY7dOTco0kj4t49zkOMzdewpzfO2DjzL7o1742zE2MxGSuPgiGgb4epgxujTP/jMSiMZ0BAPsuPaG0N2jeIWyd3R8+A1vi7N1X6OSzE8vGdYWlmTE+RMSzvg4EQmmH9QzGjj8HoOFYXzQc60vrYxH4PgqTfM+hT6taSikIAGm5L/AwsrpYmT63HJq4Pfx5xIetaUex80XT9cHfx6Kl+weJuvRxKqrYLkdooiDZT3jSKlSymY+kbH+EJkxHJZtFAABTg8pC+UJeBqJStyMx8xYKeCko4KWJzXgw6bMIr/LiD+yq5dfie+ZlKdLSMTGoiG/p1CyAonoz14sPV8sxtGforisbrIwbISJ5HeXz/0jNBAB0bCz4Hu1tLHBt4x9S2xEdaLbPHYCXoTEYv+qMmMzZu68osrOGt8PMYW3RdORGjOndFEY/ozAu3HEd0fEp+KNPM/zRtzhGQsu6ldh8TIXh/sxN0WLMZjw5JL4T625gGP7dpf4kU2fvvsLTd5FSr1duXoHweilCk5GC71qy3XuBYTh0LVDse+gxfQ8AoEPj4uW3vyf1wMId1/G/oI+0viMTVp8Va7tFnYqY5y3+fLi+aZzYsYeTDX5tXZPWcOrc9Bc0qemOJjXdsf1sADo380L3FtXRpr4n2k3Yhoevw9GiTsncFwSCLqHULpL1Pr9i1vYrQj8LDkfwdiLKIu9OynQBQDknTz6ffgstHfbmvYUGxtf0o6hkswAulr8jLHE+4jPEp2ifRrdAXmE89LjmqGA1GUb6jjQ+GeyRnIFgir3ZrwhNmIl38aPhYjkSKdkCI6ymAzvdJJd7ilDkusqCyzFBAT+DUu7hbIOIr0nYeOI+Zgxtq3C79bwEfjQRX5Pg4WwDANhxLgB1q1KDFxUN5refhqJXK8HS1J2ngqRXosZFSVPBsRyiviWDx+cLdTx0LRAAKG/k6mDHOfpZKrrrpSh030Ob+pVx4X9v5LZraCB4bBVKCes/f2RH2nKmZOXkw1QkkFz1SuK74Op7uQEAzEwMAQDpWeyybRIIpR2lDIy29TxxdsVIDFx8CIC4ccHlcHDTdzxtvZLExMBdAWnBilEhLwt8viCDoYP5AIQlzkdiph+sjQWDTXL2f8grjMcv5TehvFlxTpav6cdY65lfmAQDPRuRY/aJg1ytxiImdR+SswNgYuChVCyN9Ly3tOVF15UuCyQAZOczy9mSmfcB9ubU5aAzq0di7tarOHnrBU7eegFTYwPc3624M+jnmEShgZGZnYdXYbFSp/cTkqmGjiY5sOQ3dJy0A3O3XsW6qYKIgnRLOeoiMzsPgPStrcpcL6bfQ+emXrj9RDzD6eaT/gCADo3o0xXUqCx/+TYrJw8D5h5EYkqmXFlLM/F8OxZm4sad8qEKCYTSiVIGBgBUdLLReLZUe/M+CIxpg8au/sKy13EC/4mGLncVakuPa4Y4MUNBMIDmFESjluNRABDuVrE2LnYGK+RlIS0nCJZGDdh8BDyNboaWHsUP0sCY1qzaAYCY1H0qCdBlb94H3zPEHeV4fMHbWtF1NdQTvN2FJv6J+s5XhXJBsfQzV/EZF+Bg3g8AkFeYgLzC76hYbi6t7JopvYR/z9t6FY29fWFkqI8He6cy/gzmpuKDQdNaHtgyqx/j+prE0swYnm7l4f/8E/h84PFbgdG2bFzXEtVDHQGzmH4PKyf2QM3KTmLGCJfDwcP90yDFtoUeV75rWdvx29CiTkX4be4rVk5n9DBpj0AgUFHawNAGvOzW40GEJx5EeMLCqA5yC74hrzAeVexWQ3S3BhMczQfjS/I6oUMmABjrV0BOQZRw+6qL5SiEJ/2NJ9GNYWvaAVn54cjO/4JKNguQV/hDYf2rld+KkIQpeBDhCUujBkjLfQ5Hi0H4ln5GfmUpiEZANTXwhFf59TA3rKlQG15265GcdV/udTU1qIzMvBAERHjB1LAqMvNC4Go5hrJkxOUYIyxxDj79WARDPXvkFMQw1uWfKb3QZcouJKfRb7+VhPdz+rxRjQrCsobVK+DJ2whG9Y0N9ZGTV0CZLi9p9i0ajLbjt2H5vpv499lHAED3FtXl1FINDatXQND7KPmCLGD6PQCA38MQTBnUCiN6NJIvzICIOIGf1MaZfeVIlh08Dq8RO/67aWcM86rHuG698s642F16yAJtpCx+5pKm1JjmrTw+wd68D7LywsDlGKCF+3s4mg9UuB0ni98A8OFiOVpY5mI5iiLX0iMU5UzaICnbHxZGtdHK4yOtHBPszLqhidtjmBtWR0beO9R2PIkqttRdH0woWpow0LOFkb4LjPSdkZX/CS+/UmcjmNC0QpDYda1qt5pyXRu43EIVu9Uw0LMFj5+Duk7nUNFmPqUtHj8HrTw+wcF8IPJ5SXC29FZopqWSi63Uc1HfxJeUJq87D6DYXwAA1k8TLMW8CouV29e6n7Ldpu5irJ86MDUWrPNfD3iP7Nz8EgnGVYQi10sRrMyNFWr3Q0S8yowLQJAriQ7JsO1liQjvuXg1ZBoqWrK7v4z1dO9dtSx+5pJG66+QIgOQl916wG691POWxg3ltmdiUJEi42w5As6W4pYqB3q0jpMVy80WO2aqv6FeedRzvsKqrihBsZ1o6z2I8ERo4izYmwu2RzK5FkXIu64A4Gg+kGJ4SGvf0/YveNr+JbO9xt6+6NCoKsb1bQYTY0O8+BCN5yHRUqfFB8w9iDG9m+LX1jWx6uAd2jfvopmIcX+fhqdbeUwZ3Aop6dl4+Doct5+Eii0FNKnpDlsrM/xIzcTQhUfwe89GMDcxwmX/t/B/8blE82wsHtsFK/bdAgDsnMc846WymBoboHuL6sLr5d2zEXg8Pu31UoQ72yehsbcvxv19GqN+bYK6VV2Qkp6NbWceICE5g7Zd0aULC1MjtG9UFQtHs3MgdykvmJ3sNnU3zq0ZBVNjQwycd5BipJY1rI2MYW6guPNwhDf9EqcuoI2f2ePwGkyv0wLT67aUL6zlaL2BQWBOIU+aw5ogloKNSdsS00VZzv4zCnsvPcLIv06gsJCHym52CNg/DYZS3j4DD8/EmTsvMXblKdiXM8fVjX/AwYaagj7w8EzweHz4Hv8fZm26DHMTQzSt5UE7qN3YInBSXrjjOnyP30dWTj46NKoiLC+izbityM7NFysTHRDv756i1DJLr1Y1sGLfLViYGcOe5jOpk2XjumLJ2C7wPf4/bDrhDx6Ph6a1PHBpvfj25ej4FPSfc0CsTPQaSF7fou/Be9lxHPMLgrmJIcb3b4F+7WqLyXWYtAOAwB/H7OfOmZj4FGw6eR+X/d9i86x+aFbLQ+HP9ejAdMzdegVdJu+ErbUZ9i4cDHsbC0xYzX5ZkkAgiKOSdO0E7SEgshr4/HyUN+sBPa4FsvM//4wcqtnss5Jh11VFUSTP0p65s7G3Lw4vG4ZqFZVNHKg7bDrpjxM3n+P+7snCpSJRGnv7op6XK3YvGKQB7Uonva4dxtsf3xTyR9B1tOkzF/B58DyyjsxgELSTlu4hCE38E0lZ91HIz4KRnhNqO56kRA8l6A7+zwVGWVkyLgBBQDEAtMZFEdYWJiWljkYZ/7+LuBUlnueoo5sn9rXvL1bmFxmKSfcv4VDHgTj18TVuRorXWdeiOwZ6Kh/8UNJBcmjVuljVrItM2QjvuZR6loZGePMbfYLAAyFBWB54T6zMydQCjwcqF6aeLYp8Zml1iphYsynmNmgjVW7T64fY9PqhWJkuLkURA6MU4mW3QdMqUNDk7Iku8vRdJOyszbDu6L948SFGpoNraWXjjD4Ytvgomo7aiH93+sDU2BDpWbn4c+MloYOo6Fbm0kr1477IKsjHoY4D0dZFEDH0ZcJX9PU7Cq9jGxA6/E9KnZF3z6KWraNwUMotLIDXsQ2Y/dAPV76E4Ggn5WZ9RAc7aYOoJB6H1+BKT2/UthXEKVn34j9sf/sYHofXUAbPojZXNeuCoVXrAgASsjPR6Mw2WvmSQNHP7HF4DerYOeFyj9+FZal5OVjw+BZ8ajcVk5Vsu7TMYJSaXSQEQmlizpYr+G3hEbz4EANbKzOcWuWtaZVKnCoVymP15J7g8fhoO36bwPF34na8CotFzcpOpX5ZDABeJMQiqyAfp7sOFRoXAFCvvDP8+41HbmEB7kR/pK17tWfxPWOkp4+nAwXh5R98ZRYET9UY6ekLjQsAmF2/NfR+em3fiaa+gMyu31poXABAeRMzvBgiiIFzLPSlmrVVDSc6JyjuUgAAIABJREFUDxE7tjI0xvY2vVk5luoiZAajBODxMsD9GXL7TZQHaleIoJV7HeWGOhWiS1Az3WfvoiHyhXQQukywZZEOjaqWCUNCGlP+E+wsa+LgRjnnbiFIujfZ/wrtLIYkDqb0Yf9Lil1t+1DK2rtWxp3oTwhOikcnN4Gf1sGQ5wAAn1rUMP02RoIlsbUv/DFcB3xE6p/eindDp8OAyy71g65DDAwVEZM0F/aWU2GoL8ixEJu8DC7llgEAkjLPwc5ipFC2oDAR31I3wNVmNXLyQ5GV9wY2ZoItnjxeBhLS98PBalpJfwQCgaBlxGakyZXJLaTmBXIyk51cURO0c6UmXDQzEPjX5BYUf4Z97wX5dmQtQ6TlaX/+lwjvuah4eA2qHBVs8TfRN8C5bsNQw6bs+FIRA0NFcDjG4HKkO6OJoq9nh+y84OICfnFKbi7XHIkZh3XWwPBcu5Gx7JhGDTC/HfuQ6ASCtlHI48Fr/WbhsZmhIV5PV3/mW0lM9HX30V6UxG5u/TZyJLWfL95zkZaXi2G3T+Htj2/ocfUQ9DlcfPp9tvzKpQDdvQu1jOy8YOjrlac9Z6DniEJeKvREwo8XkZx5ASlZ12FjPhiAIAW8nXnZW28nEEoDDbeKR37NzMvTkCa6Sw0be3zLSsfEWk3lC+sAloZGuNrTG1kF+ah/agtyCgtQ6+QmvJWye6Y0QZw8VUB23nt42O0EAPAhmOorWh4BACvTrkLjosj/ooqjYG3VyXo+qjkLMmTWqRANPa65zs5eEAhlnfRc1U7dj67WUK5MYxr/DF3mz3qCWc0XCaoNUa9pTPUN8OGnr0y6nCWeApFZbV2GzGCoABPD4uRTnDJ+ST/NmUEpy8rLx7+fwzH9qp8GNCKUJUTX8o10eJmgiCWNO+BaxAd4HF6Dfe37o+NPR8jXiXHoff0I9DgcnOk6VMNaqpbqNvYAgH5+x1DNxh43ehXneErJzUGXK/uFO2K0latfQnAt4gN2txNPqDfs9ikA8vOYbHvzGJNrN9f5fCeMtW84lprGmCmaTudO0CymhgZoUsFV02oQygA1fLcK/6YzdtXN1BbNsOXhY5W2GTjIBx6H12Dsv+cp5z7/Pkfp9puc3Y74rAyxsoVPbmPhk9vgcjhwNLXAowETheeOh77E4qd3wBMJAn0i7BVOhL0CADiaWuCJksGwPo2YDc+j6xCS9J1xnA1FUOVn5gBwoPnMt6LCpOoeImPXj7mBETLyc/HLMfF4RiTQFg3SklMRCARCaWNqi6aoameL6Vf9UMfJEceGqCY5XYT3XOwJDsTRDy/AAx8DKtfCDBUFYpIcaEXh8fn4mim+kyUpN1tsoJXkW1a60jrpc7mI8J6Ltz++YYr/FURnpMDOxAxtXSphTfNuSrevys/MB/Uz96pYDdVt7DHv0U18SElAVn4emju5Y0rtFmjsIPtl693Q6bgRGYoNLx/gS1oSqts4oG+lGsw+mJahVC6Sxn9shL4eF4920fsMtJ+6A7tmD0RVN3rnR0LZISEzE8227xErI7tICKpkwsUruPvxs/BYEzMYBAKhGNZOnneDwsDj8/Fgh/SAQPc2T8LQv46y7YJAIBAYI2pcEAgEzcPawNh5SZCIRY8rvQmyPEIgEAgEQtmEtYFBkrwTCARtYcW9+5pWgUAgSMDawBjbSxAEpbXPVqkyrSdvY9s8gUAgMObwc91IfkUglCVY7yLp3rQaluy7gazcfDQc64vG1SugmrsDsnPzcf/lJ3xPFnjp/jOhp8qUJRAU4eybd5h/847U8w1dXbCr36+wNjZm1f4f5y/hf5+LM1PSORXOun4Tl4JDpLYxvWVzTG7ehFX/dIQnJaPLvkNQdoJxacd2GFG/rnxBDRIUE4uLwSE4/fot7XlFwtYr4hAa8j0BvQ4dU0vbkoh+BtF2olJS0H7PQTFZQz09vP9zKqWNjLw81N20XazMSF8f/00YA1tTU9a6ZecXYOqVa2K/AUmq2ZfH1ZHDWfdB0G2U2qYatG8mOs/chaS0LAS+j0Lg+yix85ZmxujYsKpSChIIiuJz6SpuhVHTP0sSFBOLhlt2gsvhIGy2asP2Dj15FoHRMXLlNgU8wqaARxjVsD4WtmefeyE8KRmd9x1iXV8XWOv/ACdevkFGGQ2/HZqQCK/ydrgWEkobtC6vsBA1fbfi3cxix/vA6BgMPXmWIptbUIAm23Zja+8e6Oal+DO62oYtyC8slCsX8j0Bnms3opGbC07+Nkjhfgi6jdJxMG77TlCFHgSC0ij6ZlkEj8+H59qNqGpnC7/RvyuthyJvzkUcDHqBg0EvWL3tsulPFznz5l2ZNS4AgYG1f0BfmRFxcwoK4Ll2Iz7NmYHFt+/h5Ks3Mtuccvk6Ps1hbmAMOXEGQTGKh/B+Fh0Lz7UbcWfsSFS0KadwfYJuottxSAmEn7yP/45fDx+Xel6Py0Ulm3LIzs9HTCp9CuywxB9osWMvHk76g5UOHxISMeDoSdpzDubmsDc3Q2xaGpKysqW2sf6/h5jVugXjPm+GfaQtH1avDua2aQVTQwNh2ZTL13EjNIxWvo6TI1p6uKNlRXc0cnVh3H9ZpKqdLc4MG4ygmK8IT0rC5x9JePU1TullKXn4h0fg73/9hccO5uZIyMykDQAVFBMrZlxYGRujvJkZPv34QZENiIhESw93uf33PHgUHxISpZ6vYG0NaxMjhHxPlDq70WnfITya9Afszc3l9kfQfZQKtEUgMEXdgbakvcW/nTEFJgb0dnSvQ8cQ8j2BUt7Swx2HBvWT26ekD4YkdmamuPfHKJgZGlLOfU1LR/s9B1DAoyY1UmQWg+5zy6rPB1B17UbKYKjrQakUvQ7qYuW9+zgk4XCqKh8MYZmtLW6OKZ5pexYTi99OnBGTsTMzRWJmFgDgivcwVHewF57rffg4guO/C49dLC3hP2EMK116VvPCpl7daeXzCwvRZf8RRKWkUM7p+v1GYIbSMxiTN57Hk+BImTIkFwlBnfQ7eoJSdnzIQLn5T4qcz9rs2o/YtOJZjYCISBTyeDJjvMhD3gPU2dICH2ZNQ9V1myhvoH2OnMCl3+UnsOp5kBrE7s30yTLrcAB8nDODMlhcePce/WpWp69E0CpEjQsAaOTqgrXdu2CO3y1hWZFx8XHODEiGI7rsPUzs+xe996Uheb90qeqJ7X16yaxjoKeHf8eNwtm3wZh/4zalPWJklH6UStfecKyvXOOCQFAnfABv4uLFynpX/0Wh5Gp0b28d9h6kkWRG+8qVGMs+9hlHKXv3LZ5GkgrddLXokogsJN86JQcAgm5BZxwa6etTjAs20O3EkmdciDKwVg1YGBmpQBOCrsF6BuPc/dfCv8kMBUFTTLp4hVK2oafyyZCk+WkwYU//3oxlldkmKEnbShUZy/as5iXmLFhIVkp1AkW+Y1Vtfz775p3YsbQlR1ncGP07Wu7cK1aWmJkFOzPV3f8E7YP1DMa28wEAiHFB0Cx3VJR/IngmNadOq537FG5nTffOCtfpWrUKpayQxjdDlDwaJ7pOVSor3DdBtxjZsB5j2YlNGzOWjU5JpS1f6/+AUvZmhvT8U9JwtKA6ddItbRJKF6wNDFNjquMagVCSvIj9SilTZHlCFCN96ltZXLriaaf711Q8rbKbtRWlLDUnV2YdOgOEq4TPCEE3qGYvPTO1iQGz5TE6cgoKaMv3Pg2ilLFddjGW+I19TVM+rTtBu2H9ROrS2EuVehAICnPubTClbHj9OqzbM9DTU0Yd1tAtk9DNUIhCN5hEJlO99QmlC1lLamYM/W/ooNvNBEClW29J/IuyB2sfjGkDW+PorSCMWHEcRxcPU6VOBAIj7n0Kp5Qx2c8vjZYeFSjbTouiJ+oCx168YhxDI1RGPAMCQRZlJbAbQXlYGxhfE9MwfVAbbDrjj4ZjfQEADjYWMDakNnl+5Sj2GhIIUviRlUUp43LY+823ruhBMTDufvrM2MCwYpnThC1dq1YRC7SVkZeHTz9+wNPWVm7dHhJbXBd1aKtq9QiEMs2KpRew+K9+OH4kAM+ffYHv1hGYNO4AduwZjZDgWOzacRebtnlDiUeW1sN6ieTXefuw6Yy/WFl8UjoivyVT/pUWRj79BwDA4/OQmFvsFLX38zUAwMyX2zH71U68T4tEPq8AEZnfMPTxCqEcH3zMfrWzZJUmMMbaxIRSlpKdw7i+qRJr4GzY1oeaSLDr/iNy60kaFwAwsgFz50ECgSCfxX8JgvXl5RXCd+sIAEC/AcWOt5u3e+PDe8XDrusSrGcw1kwse1lS9zWajfT8LJjoG4HLodpm+fxCrK07AWHpMTDg6iOrMFe4hskHH3w+H6vrUOMeELQDAxonSXm+EKIoM3vCloG1a1K2EXqt34xzw4eglqODWPmz6Fj8dlI84iPA3mmPQCDIx9jYADMmH8H6zcNx4WwgAp98Qt/+jTStVonA2sDo0KDsZUnV5+rBgitwsrIxtBCW/1FZYGxtrS9IlVzd0l34/8lmiwEAHHDA4XCUi2xGUCt0u0YczM00oAlzVnfthDthn5CSUzzTUsjjoe8RZlsAlc3iSihb1HFyxPkRv2laDZ3it+HN8dvw5gCAHXtHi52rVqN05/0h4x1BZ1H1ro/wJOpyXk2JWQBtJGjqRIxt3EDhevfHjyHGBUEhwhKpydIIBGmwnsHYep4agEUaU/q3YtsNgSCVJm6uCIgQD1X/JSmZ9Xa4hxFRlLIGLs6s2ipp5rVtjSdRMXLDjHMATGrWBDNaNS8ZxQiliuz8fE2rQNAhWBsYh288YyxLDAyCOhhYuwbFwLjw7j3+VCDduSh0WR/pMqFqG4V8PrzWbRIru+w9DDVEMmgSCARCScPawJAVIjwnrwDTNl/E89BoEkqcoDZ6/OKFaVf8xMp2PglkZWDQvZmVo9lVoo1IGhckSyVBVQypUwunXr8VK1vnH4DZbVpqSCOCLqEWHwxjQ33snj0Qwzo3wLDlx9TRBYEAAHC1slRJOyPPXKCUbejZVSVtq5MvEn4jHuWsNaQJoTSytGM7Stnup8xnrwllG7U6ec4Y1AahUd/V2QWhjHN62GBK2bf0DIXbef5/9s46PoqjjeO/i7uHkASSEAghJFiAoMX9xbXFAkWLtcXSUqhABXe3AsVdi7tDSKBRkhB3d7+794/jLne3e65J5tsPn97Ozs48ezeZfXbmEZq8Jj2auMkhkXrZ/0YwV0RbJ0cNSUKoi+jr6kK3LkeCIqgU4kVCqNU4mJlhUbfOAmXd9xzAA5ow4qLote8Qpezdom8Ulk0dmBsaChxfDosQmbiqLtPZpbGmRaizfFz2HaWs2fotFPsnWbgUFq6ISIRagtw2GNJQWCp9FEQCQV4WdeuC7c9fCZTNvngF41v74M9B/UVexwbQZutOlFZS7S/UHfZbXr7t1hmH374TKPPZvEPsNXo6OrAxMcZQrxaY0NoHTW1tVCmiWvipT08MOyK4Heu3cy/eLJirIYnqFrdmTKVEiZ129iLcrK1wZ+Y0qYLMVTKZGHDwCJILCgEAo7xbqkRWgvagMgXjRWg8Fm2l7msT6hdsAOlFRXibRA2Jm5RfgND0DHjY2dKmS5cFuoiWZ/8LxdXwSPzcrzdG+7SE3udInRnFxTj45h3+DgyibevatMkKyaJO5PFyqWaxkFlcgsNv3/GUk4NjR6KXexNli6c26NKY55aWodn6Lfiue1fM7tQBBnxxU+Lz8hGZmYXg1DQEJqcoHDwqt7QMaUVFSPr88OQnKCUVjhbmaGhuXmujporKbxOfl4/mG7bCztQEY1t5o42jIywMDVFcWYGEvHx8SMvAjciPapaWoC3IPatzE5xJgniR1A/kybB4JzoGd6JjxNaR1iPir0H9sbp/H3ht2i5QXl5djRW37mLFrbsS27A0Mqo1WyP8xCz/HvMvX8PtKPHfpThmnr8MAPhnwlh0ca2d2w0xy7+nHYdbn73A1mcvlNKHPON8/IkzEuvUBs+fmOXf42p4JBZfv0k5l11Sir2viPEnQRCV5CIx0NeDZ+MGaGBtJm/zBILM6OvqinzISGKWXwcE9Kp98Vp+vHWXsnKjCFPOnK8VDztRTPFti3+C3mtajDrL8JYtMNjTg6LIy4qtiYmSJCJoMyQXCaHOEbP8e2x//grbn7+UWFeHwcDpiePhW0sidnIpqaxEm627KOXG+npY0bsnnC0tKNld2QDKq6qRUVyM0IwMHA/6QNt2aWUVTAzUmxlWWfzSrzcWdu2MnvsOoqyq/hm7qgOuIr/12QvsfPFapmuX9eyOOZ3qR6IvOp7Fe6K7G/2W0dP4ZvjCTf5VSG2EwWaz2ZKrEQi1k5D0DJz7LxTP4hORVVIMY319NLO1RY8mrpjb2U9yA1qK8CqNuaEhgr+dJ3M7hRUV8N22W6Css0tjHP9yrELyaQNFFRU4FvQej2PjEZ2dg/LqalgYGqKJjTUGeXpggEczOFmYS26IIJFdL1/jdWIyorNzkFNaChN9fTSytECLBvaY1r5drcjpow6exXvCUM8RRnouaNXwGN6njUZ5dTI6N36Dp/HNYKjnhA7Od6HDMERk1rcorAiCXyPp03JoG0pRMOZtOo83ETV5HPT1dPHb14MwwM9T0aYJBIIQP9y8g/MhYbzjb7t3wcKuncVcIR42AA8hhaU2b5MQ6Fn/8RfEl3wCAOz2VW0AxA/577AvVvqtSj+bbpjmprj907wgqoG2vaEDfvPepHDbyoC7gpFRfAEOZmMQljELlcwMtHO6ylvBeJ3UBZ0av8S7lMFo70y1d6lNKOxF0vWb7agUWoqsqmZixf4bWHnwX7zZTyYqAkGZ8CsXABRSLgDUWs8GAkEYfsVpUfB0VLO1NzlbNasQLlYLBMqYrGI4mk/SkETKRyEFo9s8jnIxvJs3vpvQExYmnNgBL0LisHTXVVRWMxEen4GWbmR5jEAgEOoLbqbumOW+SKAsqTQBt9KvoJmZJ3o3GChwzsbATp3iaQyu/YWD2RgAgLlhG945rv0FV+mo7asXgAIKxv6rL1FRWY2/V3yFVu6C4Ym7tmqCF3u/RVhcOqb+foK4qhIISqKookLTIhAIErHUt0Y7K0EbJ0MdzguojYEd5RyhbiK3gnHtOWeZVli54Me7SUN5mycQCDQIhwZXBpufCsaIsDGpHVlkpeVq6jm8y3uF/KpcWOvbwtuyDcY1miLxuhc5j3A++Th0GXpoYtoMYxtNRgND8XNaaMF7PM2+j7DC/2CmZwYPsxaY0WShTPIG57/B8YSDYLKZcDf1wICGQ9HC3Edk/ayKDFxLPY+4khiUMkvgbNwY7a07o6e96Ci2ABBdHIFLKaeRWpaERsauGOY0Dp7m2hVds4xZio0ff0NGRRoaGDZEd7s+6NNAdUkIX+Q8wv2Mm8ioSENLi9ZS/eaFVQU4n3wcH4s4z8QVXn/AUt9apn6D89/gRtpFpJenorlZS7G/OXeMxZXEQIehAw+zFhjccBScjBuJ7WNHzFrEFEdhU5t90GNwvMR+DluMSlYFxjWaivbWnWSSWRrkVjBIGHACofZTxWRi90tBV8Nf+/XRkDTKZX/sNrzPFwz+lFmRjszMdDzMvI1pbt/Az6Yb5br4kk9Y//EXgbLQgvcILXgPf7e56GRDTVX+W/gyZJSnCZQVVhXgXd5rvMt7jZHOEzDAYRjluipWFb59Px0Ax35A2EgxsigUkUWhIo0y6YwaY4o/Iqb4I1LKkjDR5WvKeTM9CywKnoZqdo3tXGxJNLZF/4nJrrPQ1bYnbV/q5qfQb5FXmcM7Ti9Pxfnk47icchrb2x1ReX/c31yPoSeyv4TSOKyLXCVQ9mMIVaEU/v24v9tu3+O4mnoWt9Kv8s6J+s3TylOwJjyA0ra4McbtR4ehAxabBYBjm7Lb9zjWhP+A7ApOMtJDcTuQU5lJO0YVQW4FY/oQP+y88AwvQuLQtRV9iOEnH6RPOEUgEKSjtaMD/kvL4B03W78FxyaMQVdXF5naabVlJ8qqqEZwQ1rUjRg37/PfQpehix3tjlLO7YxZT6tcsMHmKRc72x2DDqMmH+TR+L04Gr8X55OPY0PrvQLXLW3+C04nHcF0t3kC17DBxvygKbiccgZmehZiH97zgiajl/0AjG88VaA8OJ8aIZPFZmFBMKeet0UbzG+2TOB8QVWeyLfo4upCGOkaYXubI5T+jyccgLmeBVpZthMppzrgPhgHNhyGEU41GZOr2VVYFDwd84ImY33rPTDTU9zNmPsbAfS/+evcZ5gXNJnywP9UHIVNUavhatIEAS3W0MovyVtnyYfZKGOWUurR/eaORs5ob91ZrjH2V6udMNezAJPNxMJgf8wLmgxnYxfs9j2OcmY5Fn+YicspZ5SuYMidTXXaYM4e2qJtl2jPvwlPxOIdlzHyi1bydkEgEGi4MGUipWzqmQtouWk7roRHir321sdoDDh4BM3Wb6FVLqb6tlWanJoktSwZAPBl4+m05xc0W05bviqU4/W2y/cfgUkcAPzdOInTSqqLUcmqFDhnqmeGGU0WUK5h8Pno3Eq/IlbmIY4jKcoFALSzogam+iVsCQCgk013inIBQOIS/eY2ByllK73+AgCcT1atC6sk2OBETnA0chZQLgDwlvYB4NewpUrpj/ubOxo5i/zNAVB+89NJRwAAy1usprTpbcEx3uTeiyjolAuA/jcHIHKMLff8DYDoMWauZwEA0GXU5OP54bNSZKSrusSOCnmRbJw/HEt3XeXlJWEwAOGoGiv9xe8DcqmsfAMDgxrDn9yskbCxv6yIeARCnYTx+Z/w1FXJZGLJ9ZtYQpMrQhp6NHHDz/16KyiddmBtwMkQezfjOrrZ9ZL6utzKbOgwdAUUAzpupV/GcKfxUrXpad4SH4vCecvRohjqKH1ws5zKLACCD0BFcTLm5KDJqsiQUFO1HI7bCQBY6vkL7fn+Dv/D3YwbKGWWKKW/3MpsqfoT/s1Tyjixn+jGSjMzT4QVfkBiaRxcTdxF9j3SeYLIc7LgZtoUACSOMX74lQ1VIfcKBgD0atcM59ZM4x3zKxc6DAbubJE8+KurPwFgfb6+CgATAMBkpgqVkYCjBAKX6OXfw0jBDLT87B41DIfHjVJae5rGWJeT6yKzIh2LgqchvTxV4jUFVXkAgLZWHSTWjSiUPv+LrAZ/kuDKWVd5l8exCeL+hsJwH6bKRlJ/wr+5hb6lyLbSyjnZo+0MGojts7+D6JxedQGFZ6gmjjYKuaHq6TVFTtZQmFv+jNzsMdDT84Cl9SYYGvVHfu4sMJkZn8vWKUNcAqHOELqYY0w24ugJhGVI/+bCZZCnB7YMHQx9XdW/yWiC3b7H8XPYYmRXZGJ1eM2WyJLmP6OpGdXOJDg/EAAQlPca8/LE59jIq8qhlKWXp2JXzAbe6oKqCC2gzyFT16AzYNVkf8K/+Z8+27Hgsz3DznZHofN5ReBt7gu8yX0OgLN1Jg5JK2XCqGuMKQuteGLb2l///P8aS1oLqz80JQ6BUKu44s+J/MdksXA5PALnQ8IQl5uHwvIKMBgMXl6Ibm6u6OzSCN3dXDUssfpY7b0ZbLCxO2Yjwgo5D+ZNUavxdZP56GDdRaAu87NXxaCGw6Xe/uDyS9gSga2FVpbt4GTcCJb6NniT+4wXolsZMNn1I4mbqsOZK9qfDkMX09y+wZH4PVgQ7E85P9l1prJEA8DZuuJXlO0MG6C9dSdY6tvAQs8CB+N2KLU/ZaAVCgaBQFAcXR0djPHxxhgfb02LolUwwMD8ZsvAYjPxe8SPSC9PxeG4XWhm1gJWfNsXDQw5EYe5y9uywFUu5rh/jzZW7QXORcqwnSINdobil90J6sPPphuOxO8BAOjrGECXoYs+DQZhqOMYpffFNeylG2MAAC1UMKS2wegwczPPmFOWcwQCgaAN6DB08XPL9bw31VWh3wmcb2XpC4CTqEsW3uZyApX52XSjnfjDC5W7pdHSorVS29M22n72oHiYeVut/crT3/ygKbDQt8Ru3+PY1vYwNrc5oBLlQtIYE/Zw0RYUMvIkEAiE2gqdUR93deBuxnWZ2xO1n16tgi0N7t7+pZRTSm9b08z8HPn0XPI/aumP+5vL0x8bbOio8TEqaoxtjlpDW65piIJBIBDqHEfi94h0Y+TuYw9zGkc5x03rfSnlNK6nXaCcTyqNx0+h3wqUcUMsv859Rql/IfmEbIJLyR8+2wAAdzNu4HjCAdo6gXkvVdK3quGP80Bn28AGG1dTz8m80iQK/lTudL85tz86TPXMkF+Vh3lBkwX+/RiyAGeTjilFPkDyGEssjVNaX8qE2GAQCIQ6ydIPc0SeC2ixmjY+AQMMrG+9G8v/m4d/0y7h3zT6QIL86DB0YahjhApWOa0nAl0IcEUx0DHktfsi5zFe5Dym1BEOUlWb2O17HLtiNiCs8IPI726O+/cCx6LqZVVkCJz7zXsT7A1rMnwzwOD1J+43Hy6kkBZWFaCcWUZbt6AqH4+y7uBR1h386r1RYj4TSegwdLGk+c/YFLVabWNMGTDYbOHQWPRwbSzoXFLFnSPUHma1Woz4sCQAwN6gDWja1k2zAomhvw717ZPL8PmDsHDHDDVKQ9BGQgve42XOY8SWxKCkuggW+lZoa9UBI50nCESEFEVyWQIOxG5HdkUmTPXM4G7qgWlu38BIlz4ZXFRRBC6knEBKWRIaG7tgsONItLakMcZTMgmlcbiWeg7JZQmoYlXBxcQNnW170OZMqY3s/rQR0UWRYIEJWwN7jHL+kmcvo2ySyxJwNfUcoosioa+jD3dTD3Sz60XpL7cyBys/r2SJ8j7JqsjAL2FLYKBjgK1tDytFPv4xZqJrismuM9QyxuSFrGAQCAQBvFZtwftfFsJQiYG8NIGPZVv4WMof+ryRsavA8rkkmpt74ccWv8vdn7y4mjQRGfq8LjCvqXJCgktDI2NXqfrjhinUY/YzAAAgAElEQVQf1HC4yDrcVRJlGmBqaozJi8wzyLAAagx7SeeurVOuPzCBcJfF2RPNSMhCYkQKzm68gvcPlOsOSCAQCHRUszl5fFp+zjlCoEdmBSMtp1CucwSCKnBwtYeDqz2iAj8RBUMKyiqr8OX+00jNL8TblfN55TnFpRi1+zjMDA2gqyNo+z1mzwnEZuXC18UZh6aNVrfIBILW4WzsgpSyRGyOWkO7RVLJqsT37znbtAub/aBu8bQGqRUMYl9BINR+fNfsRPDPC2GkrwevVVsQsYZjKNd93T68XTkfZoYG8Fq1hVf/1JsPODP7K+jp6iA+u27nwCAQpOUnrz95RpXzgibD1sAelvpWKK4uQmZFOq9ea0tfeFn4aEpMjUPcVAmEesKeR68xxtcbRvqc94qm9jZ4G89Ja+5mZw0zQwPKNY2sLXEvIoZXh0AgcNjtexzOxi4AONltY0uiBZSLPg0GYW7T+v1iXrutuAgEgtQk5OTDw8GWd+xmZ42YzBx0dGsEN1t65eELDzcAwMY7T3HoaSBvxYNAIHBWMgii0RoF4/6Jp3hw8iniQhNRmFMMm4ZW8OzYFJNXjYNry0Yyt8dms3F+0zU8PP0cnz7Ew9bJGn6D22HqrxNg09BK5vbCX0bh9pGHCH0WgeSoNFjYmqNpWzf0HNcVg2f0kbk9Op6cf4Uru24i9FkkLO3M0bqnN5YdngdDE0OZ2nl1LRC3jz5C+MsoFGQVwqahFdzbuMK3b2uM/u5/UrXB4AsYlxCejH9Wn8P7ByEoKSiFp58HRi4YjF4TusokV21i8+y9CLz9HjmpeXBv7Yp+k3tgzPeKpVZOCE/G8TXn8OLKW5hYmMDZwxGrziyGrZPsKwMvrrzFpR3/IvljKhg6DHh39cTcTdPEtjWrR0dMPXQWM7pz0pHfj/iETeOHAAAefYwV29/SAV9AhyFb5kcCgVC/kToOhqq4uvs2diwQ7ZnCxcBIH2uu/gDffpLj8J9eexmHVoiOoOfVuTm2v5CcrZXNZmPlsLV482+QxLpf//4Vvloh2QBuTrtliP0QD6DGE+Lshqs4ECA6TO2gr/tgycFvJLYtqR1+uH3zwx8H43Tyftg6WWNhlxWIfB0tsp1LOUdgZm0qVZ+q5MTvF3Dk59MAFIuDMcntG2QmZos8v/TQPAyc3ltsG/zfI/d7Fhe3A5D+e8xJzcOXjWZLrCcMV44J+04hLjsPHg1s4WxtgfVjBwMA+mw8iJLKKrjZWiG3pAzXF02FoZ4eZh29iOySUugydBCWmkFWMAgEgtRobAWDxWRhoD410pytkzWY1SzkZxYIlFeWV0lULiLfxGBh5x8p5U7NGiLtUwa4ulTEqyj01xmHsUuGYc6GqSLbG9dwJgqyqJ4xjZo7Ij0uE9VVTF7Z4ZWncHjlKdoHtzhWDV+LV9fFh7yVRrmQ9ADjR5qVBxaLRWnTwdUexfklKCko5ZWNsp2GjoPa4s9/f5K6f23E32MBUj9lUMqdPRyREp3GO944Yzc2ztiNo1E74NRMcnS+3LQ8THAWVAgc3R2QHpcJft1emu9xqNlkVJRW8I4n/jQaA6b2QlVlNS5uvY6bhx5QrvHu1gIdBtS40p2Z8xVt2w+W0ruSH/AnXiMEAkE+NKZgTG22QOBY1IP549sY/DlpG3JSxVuws5gsAeWi7+Qe+OHYQkq9gz8cx5n1VwAA5zddE6tg/B2xDaPtpsO1ZSMcDN1CX2fVKZz846JY2UTx/kEoXl1/B4YOA/s/bIKbd2OB8ywmC6PtpktsZ4DueIHjgKML0W9KD0q9gqxCTHSdixUnv6OcE2aiy1wAgI6uDm5XnaGc53/Tf3vrvcT2tB1+5cLSzhznM6mR9/hXn/ybL5RKmeQqF6JWVfiVOEnfI79yIdz34gPfYPGBbwTak1XZJRAIBGWiMS+SjIQs3ueFO0UH4vLs2AxHo3bgejF9OFYuI60Fk+LQKRcAMHOtYLz2sBcfRbZpbmOGu6xzIpULAJi+RvCNkP/tXhLL+v0GALhTfZaiXACch/vlvKNi29i75KjAm/D6uz/TKhcAYGlvgRulJ8GQYS+dTrkAgBPxewSO5VWytIFZrWosve0b29IqFwCwL3iDwPEom2lS9yFqy2bD/V+kup5/Jc3QmOrtwWXFiZpEXPuXqycbpThmB/pjdqA/qlhVUtV/kf0UC4Jm4XjC3yqWjFDbeJXzgjeehP8RtBOtcFNt3qGpwm2UFZfzPm9+vFps3Tkbawbk0t7STfDiaOHXjPf5yTnZMhj+cWOFQn1f2FKTVvqrFaPRrm8rhdrj50wqfZZGLsuP1KxCXdgqe3prbYFrLwEAJxP2iq3LrwwX59Nn6xRG3PfYtrd0PvKXdvzL+/z1HxNF1uv9VU3+iXMbr0rVtjZxJP4gKlmVeJL1SNOiEAhaS2mldAq7MN9f/FdyJSWisS0SHV0dsJgsAMDCzj8qtJzLbYdLqy+8xNYfu3go9i3lrAzw21HIy7glw7FmAifh26f/4qW+ztjMCH6D28ndL/+qgb6hPr7+nX5/XR4s7cwletv0n9oT66ftBAAU5hQprW918uPgGmNfabxEhs8bKGCUXFVRBX1D0YmzpPkeHd0dkBbL2aKJD02Em48LpQ7/SptvP8WUSFnf+PZ3EL+Kpk2klafiUeZ99HMYBHtDe02LU2s5ELsbb3Nfy3WtqsZLZ9uu6GxbYz92POEInmQ9VElftYmN959haV/Oi8Wi89exfexQ7H/+FrO7dUSPrQfgbmeDaZ180cujCaqZTJHXqAKNrWDsebde4Li/zjic+lO+ZfY7Rx/xPvOvJkiLOK8BaTA2r8muKItPzpjFiv2oV/fc4n3+8oeRCrUlTL8pPZXanrYSeLvG7uF/s/tLdY2LlzPvM51hJT/SfI+W9ha8z8X59FtsDq41D8uU6HTaOnWB/R2O8v7Jwz/xf+Nh5j0UVJGoo4S6y6SjZzH64Eksu3wLdyKjEZcjON6ndmqH1/FJ+L53NwBAL48mGH/4FKpZbJHXqAKNrWC4t3bFkFn98O+Be7wyrifGhOUjKLYS4gi884H3OfJNjEweFQCQHpeJBi52EutlJmbj9Y0gfHgchryMfBTlFqM4rwTZqbky9celua9iW0P8hq+Dv+6rUFvC+HRrodT2agONPZ2kqtdleEckRqQAAN7efo/h8waKrKus73HonAG4/Tfnbe3or2fQbZQfbb340ETeZ35FiI5VLdegsQl1taQ2E1McpWkR6gSz3Odhlvs8Svncd9PBYnNWjGvTylZd49KsSbTl3JUIIz09dHLj2PWNatMSAHD2a/oVblWtXgAaDrT1/b45+H7fHES/i8W8jgG88jPrr/A8PcYtHY7Z66eIbScmOE4hOSrKRKfTnegyF1nJOQq1Lwp5AiyJwr6xreRKMuDo7qDU9uoSjZvXKCJxIQli6yrre+RfmYsLSURCeDIlAN3940+wduoO3vGhsK1K6ZtAIBDkQSsieXq0d8dd1jlc3nETu74VtOA/t/Eqzm28iquF/8DYzIj2ej19Xd5nG0drWNiYydS/iTl9u3QrIe36tsLoRUPQuIUzbBytYWxmRJnYCXUbZnWN3Y6RjFFWFWH4/EG4uouzLTbThxPwytLOHMxqFsXg9HDENrXJ9TDzHh5m3kNeZR48zVtggstkjdg/lDHLlNJOTkU2LqWcQ3hhGFhsJrwsvDG60QSF7ulB5l08znyA7MosOBk5o5NtV/R1GAAGxHt05VRk41b6DQTmvUEFsxyW+lboZvcF+jgMgImuidzyaAo22LiSchFvcl+ioKoAjU1c0LdBf3S06awxWR5k3gGTzUJjExd857EMRrr0zwM6Spml2Bm9GWnlqdCBLrwsvDHTfa5CcnHHSkZFBkx1TTHYcahUY+Vexm28zn2JrPIMAAy4mLqiq+0XAnYrkvg9/Gekl6ehp30fjGtcs+KxJWo9oos+wsvCG/ObfQsdhq6YVmrQCgWDy8iFgzFy4WA8PPUMf04SnCCHW0wRaQjq4NYACeGcpE29JnTFN5unKSzL6xuC0Tsv5x2FqaX2/kHnZxbAqoGlpsWoF6TG1sTMcPZwVFu/C3fMgEe7Jtg0s8ZFuCCbalx7o/QkDIxEG54qi6C8QOz9JKhY/1fwHv+FvMeXLpPRp4FkmxZxBqfSLMGvj/wdMcXUSLPrI+kj9fZ1GIAJjemXlwFgW9RGhBWGCJS9y3uLd3lvpZLpVc4LHI7bh442nTHLnRMgT/geE0rjkVAaj7NJJ0W2l1yWhNVhKynlOZXZuJp6CVdTL0kljzYRVhCCbdEbBcpii2MQWxyDA7F7sK/DEYkPUWUR8N/3yKsU3NqOLY7BouA50NfRx07fAxJlWRg0GxWsCoGyN7kv8SaX6knY0MgRq33WCpRxxwpQ8zsKt1lUXYizSSdFjpX8yjysCV+FomrqPBBZGI7IwnAcjtuH7e320SpO3LG5v8NRrAxZjswKztx2N+MWfCxbw8vCG2sjViO25BMAIKTgA+a++1rqcadVCgaX3l9157nb8a8i9NcZR6tkfLl8BC+c99Vdt5SiYKwc9hfv8/HY3WKVi6SoVIX7k4eWXZoj/CVnz3n390cEYiAQpMO+sS2ykjhbYE8vvMIXYyS/SfG7Bo9bMlxlstFxai3nwWJobIBrRcfB0NFMfpCCqnwB5WKw41CMch6HvMpcXEg+i9OJx3EmUXS4fi67fA8ivTwN6eWpiCmOxsPMexKv4cdC3xK+1h14x0F5gQAAT/MWMNWjrmQ2Nqa3ORF+oA92HIr+DoPAAAMPMu/iWuplAJwJ+Xef9WhgJH7r613eW3Qr/AJbozixU3o16Atvi1aoYlXhec4ThBWECLwhCsMvyyRXf/S07wM22EgqTcTfcfuRUpYstn9tg1/J6m7XE8OdR8NCzxzB+e9wIHYPWGwW5gROQ3e7npjq9rVaZZnsyjkOzn+HfZ92oYpVhTmB08Q+RPnbEK7Hf26hx2J4WXhDjyH+URteGEoZK0a6RogsjMCNtCsix4qpnhlPuWhv3RE9G/RBM7PmqGRV4mbaNdxO57ilLgqeg1+9/4STMb1d1taoDSiuLsL+Dkex6eNf+FgUiS1R69HZtitiSz5hl+9BJJUlYm0EJwTE8+wn6GZHH2+JH61UMPgZu2QYzm+6JrZOqx4teZ+V4XYqjIOb+KXRW4fFexKoikk/jcFPQzmK0MNTz4iCIQcz/5qMvyZzVsv2L/9HKgWjurKa99mnu/qMYbfM2YfUGI4HyfUSyQ9vVbLsQ81Y43/ztDawwUz3uciqyEBcifgEagCgr6OPxiYuaGzigo42nWVWMOY2FQyox53cRziPQTOz5lK3w/9AF35gDHMahWFOozA/aBaqWJVYGbpc4hsci83E1qgNYICBfR2OCJzrYENvoMvlXNIpWlkYYMDFxBW/eHNWZ3IrVWMbpmx+C6sJfy+8StHe2g/t2/vhr4jViCv5hGfZjzHJ1R+6Ui7BK1uWHb6tsTBoDgBgRchS/NlqI6WNUmaNp9fmtjsp57/1WMpbqWll2YZyng5RY8XT3AsjnEWH69fX0ceExpPQ12GAQLmerh7GNJqAUc7jMPcdJxr0+sjfsbXdHrpmEF4YyhtrSzx/5P0dvcp5gZUtV0NfRx/upk3Rzro9gvPe4Xb6v1IpGFoRaEsczdvL7mkhbcIvZSEpjLmq8BviK3DM9TIgSE+fiTWBqdLjMiXW15QyCUDA40oZrAlfJTIyIvffi+ynlOvK+WwdJrtOp11K/tFL8QB2msDZWHTm5l2+NQHTziRJp+AJPzCkIaooEgBgY2Ajtp6NgXINu1UFd7WF8fk/On70+pn3eYOI7S1FYYPNk2WNzzpaWQx1jNDDnpPMMLsii3IeAK6m1IRTMNMzp5z3tqyJUyONks1FnrECgKJc8KPD0OHJw68YCWMudB/8fwcuJq68z9xtz/TyNEiD1isYh386KVU9cz7DzrMblBvBUNyqSG6aZv3tu42seRvaOGM3kqOk++EJNfBHv5zgNEtsXX77Bz0DrV8AVAnHEmoMsXvY9xJZz8PcUw3SKE50UU0Qs59a/ibVNfcz7kisI27iF0cDI04SvdxK+dzftRU6t1c6uPv9yuZkwjHeZwcj0YkKJ7rU5Keis6dILI2Xus/wwlCp6sk7VqShm63klYY2VoIvq83N6VdmncQo4HRobIbk2lYwGAyMWDAI01Z/ybNzKC+pwJ2jj7Dr28MCUTrPZxwS2d7F7L8x3+8HRAV+Emi/76QvMHzeIBibGSE3LQ+Rb2Jw8s8LqCznhFoVZTg6IWAkzqzj7LsONvwSZ9MOwtqhxojy5qEH2DyL87DxaO+O6HfSa6rK5NeLy/DX5G14cPIZAGB6i0UAgN5fdkOvCd3g7OGI7JRcfHgUioenn/Pe0mt7Iiw2m42c1DxkJmYjMzEb7x/W/CF/fBOD63vvwL6xHdx8GsO+kS10dEXr0itOfIuHpzjfX256PvrrjMOcjf4Y/e0Q6OjqIDc9H9vnHcDzy29415hamkjME6NsAo4uxDp/jt2DpFgvevq62PjwN3h3Ff2QH+k8VuJbcFMzD0pZYC7ne5BkSf5V48lYHb5KbB1tYF/sLt5nSXvlsiDOmFQcs9y/wdvcVwA4Wz4MMLC3w99qM4BUJmEFNQazkraGVM3jLM7qo6e5+EjPOoyaueJ+xh342XQROG+hL70xvZ2BdJ5H8o4VaTDXt5BYp6mZYIBKs8/2S8IrekY60nvYAFpgg8Fms3F5x01c3nFTbL05G/0FIh7SsevNWvwwcA3e3f2PV3b/xFPcP0Fd5pXEzL8m8RQMABjvKDoh2+6362QO7qVMfjz+LU/B4PLw9HM8PP1cQxKpFknf9ce3Mfj4Nob2nCjF6lblaQwy+JJ3vG/pUV44eWHMrE1xKeeIdMIqkX5TeoDFYmHD9F0S61ZXMfFd95W4UnAMJnyRZvlpZdlGoUBbbiZuYs87m1AT+GkjhVUFUte1NrCheB+oAl/rDjyDVTbYmBM4DQwwMLvpfLS37qjy/pXFx8/bPYDsIepVxceiCKllKamm5hsa5jRK4LcRVvxyKmoiQ3eyFVROVEVhVQFWhCxFJUt0TCdxGItweTaUwWWXDo1tkUhr/c7QYeBc+kGMlTKs9trbq3A0SrqYFPzxM+hYd0f825eOrg5ulnMMsvhDOWuCu6xzGDyjj1R1bRyVF+CrrqCrp4u7rHMSjTZn/DlJI8pFdRUT/XXGSaVc8DPCcqrkSnIi6c2otr1xm+qZSqxjpS8+r4yymNt0IXb47hOQiQ029n3aiUXBcynukdpKfi0P2c4GNfcD/1v93MDplPM/hixRqUz8sMHGvHczsPTDIrmVCwDQEZFhW0fBv2GNrWDcqT6rsradmjVUyhaAb7/WUrdzPG63VPWEU34rk8UHvsHiA9/Iff2BkM0yX6OJrRZV9rnlyRqF25D1e9zx8k+x53cuOoQrOzkBtpYemoeB03tLbHPvkqM8d9o9i48oxXVbmJLqYqW3qUno3laFyVPjA9NQxwhb2nLmleLqIqyP/APp5WkoZ5ZhYdBsANofB4NfQdIWWf1sOmOmu/zzJABsb7cXi4Lngg027WqIlb4V1rdRfbC7OYHTeJ9FxRF5l/cW+z5RvV3UgdYbeRII9R2ucgFAKuUCAOZuqpn0PjwKU7pMAJBQKj5Mek6lYkkE1YUsETrzKzXzRm6mZ47VPmu15iEtLbK4CqsLusBssmKka4zudpxEhpb6VtBl6MJUzxTNzVtgl+9BtSgX/Ft7oxuNE7liKI3irCo0boNBIBCko9cE6UP+8lNVUaVUOWwN7ZBTkY0qCUuy3H1qbad3g/44mySdt5o2sLv9Icx7NwOA9AGPNAV/ELR3eW/Q3lpzhp7mehYoqi5USvyQrVEbeB4iG9SgTNDxNPsR7/OghqJNCKL47GDUDVnBIBBqCWmxkuN0cOEPtf9lwCilyrHSq8aV81WOaENi/oBR6kaWSJf9HGqy4a4KDRBTs4Zudl/ILJOy4Pd0UVb+FVXB/1a975Ns9kPKZmPb7bzP3KiZ8sJVLoQDvakTaT2e6Fxt1QVRMAiEWsLHtzECbtuiuLrrFs/tFgD6T+2pVDn4Q3AfjttPW+dI/EGl9ikrpxOPy3VdRnm6yHPzg2pipPi7ifYqUxRJDwT+4E3avHrBpYlpTbBEbsh1UaSVpahMDgYYPFnCC0MlynI7/YbENvd+2oHMigxaY1BV05HPffZ9/jvaOtyVLk1BtkgIBC2nbR8fvH/AeWMaqD8B45cNx6x1Uyj13j8IxZ4lRxH7IZ5XNvMv0f71a6SMUUG37/9Xq008a/nZgf4Y4jgMI53Hoqi6CDdSr+BF9lMY6hihglUusl0Wm4nksmTkVuYgrzIXKWVJAufPJJ2AjYENrPVt4WzsDGsDW6kzXTLZTNxOv4EBDYeAAQbKmGUIKwiBvVEDuNK4125ttwffBdckJxvYcAgGNBwCXYYuHmbew5WUC7y6P/BFnVQFB2P34mDsXnhbtkI32x5oaekNE11T5FXm4ln2Y4EHo7EuvQuyNvGj18+YEzgNbLBxLfUSrqVeQk/7Puhs2xVlzDKkl6fhQ34wPhZFAKAfb1WsKuRW5iC3Mgcpn8dMRGGNbdGx+MNwNm4EawMb2BjYwsbAhjZexY9eP/OMMrmy+LvNREOjhihjluFDfjDe5L5EGbMMVgbWGNjwf7T31MK8JSKLwgEAK0OWi7z39a23wspANV57/JFed8dsx07fAzDQMQDAyXB8KpET0drVtAkSSuJUIoMkiIJBIGg5G+79giHGE3m2FGc3XJU6Wu2EgJEqkcnW0E7g+N+0a/g3TTBn0A7ffWLjDZxLPi02IibdOUlGjvObfYddMVsBABeSz+JCsqC32jS3mbQKhomuCda23owf/lsMALid/i8vURQ/33oshbup7OkL5CGsIEQgUJUw4xtPVIscymBfhyNY+mERzzDxcdYDXuAraVgTvkpseOpn2Y8pZaLGyuLmAdgctY53fFSO1ba21r6IKo4Eiy1+RXH5f99hfrPv0Maqncx9SIOpninPiHNBEDUKsZOxM37y+lVjMUgYbDZb/Ws7BAJBZjISsrBy2FrEhyaKrbfuzir49mutJqk4isDDzHsoqMqHp7kXvnKZQlFA1E1uZS52RG9CZgXHbsXRyBH9HAahs61kQ9nCqgKcTTqF0AJOwD4vi5YY5TxOYgZVZZJbmYNHmffxsSgC2RXZKGOWwtrAGi0tWmGSq3YErJKX9/lBeJh5Dx+LImGkYwR7owZoY9kWQ51UowxLkuVc0inkVObASMcIPpat0dGmk0iFoIJVwXMR9nebIXaL6lzSadzN4ASQVLX3z7Psx7iUfB6lzBLYGzbANLeZcBeKzqkJiIJBIBAIBIIUcDPqdrP7Qio7HO7KwXfNl6GlhY+qxdM6yBYJodbR9uJGFFUJRjL8NOEnEbUFaXrmD5nqE5TPxIfH8TozAe1snXG+3zSprml9YQNKqgXdYjd2Go5Rbq1EXEEgKB+ua/Z4GXOHlInJZFqXIQoGodbxfvRS3meuwiAt3tYNYairmmFfxWJi9tOz+LvnVyppv66wql1/jL13BBs6DZeq/ob/HqKkuhKHe3yJno7qsX8gEMQRUxyFVpZtxNbht5/RZPwPTUIUDEK94uoA1bltbQ97iifpmsmqW5vwsnJA2Fjp4k0AwMGPnMyiRLkgaBpjXWOUMcuwI3ozdvkegP5nrw1hrqRcxI20KwBky75a1yAKBoGgJPZFvNC0CHWSapbk2B8EgjrY1HYnL7YENy5KSwsf6Ovoo7i6GHElsWCxmQLXbGyzndJOfYEYeRJqNdLYVEx88A9eZwl6Xkhjg7E55BGuJIQip7wU7ha2GOrSErNbCKZfzq8sw6X4EFyMD0F4Hn2QppmenfBj234S+5NEaF4aNoU8RnB2Mgx19dC5gStmenZGKxtHgXr838nrrESsDrqNuKJcLG/dG9Oai1+qvZYYhtVBHPfQPk4eWNNhMAx0xGcd3hX+HJfjQ5BaWoCmFnYY5uKNWS06U+oJb2d91dQXv3cYTNvm3ogXuJP8EaF5aWDSTFEmevoIGcOJP9D16nZklBXh9w6D8VVTX9r2mp75A7oMBqLGrxB7LwSCNByK24vXOaIDojkZO2Ohx2LYGmjWm0rTkBUMQp2nkZkVgnJSUMViSq78GeGHYVheOsLy0nElIRQ3Btb4m09+eAIR+RlKk1UUVxJCsfjVFd5xUVUFrieG43piuEhlKaE4DxMf/MM7XhN8F2uC7yJ6/ApKeuaiqgq0vbhRoOx83Aecj/uAiHE/0CoZs56exYNUwcRR3O9phmcnSh8NjM2QWSZdBtYN/z2Uqh4AXBnwNTpf2YaVgTdpFYzSak78kN3dxkrdJoEgjhlN5mJGk7maFkPrIQoGoc6z3m8Y1vsNAyCdUejyN5yAUQ//Nw8uZjVR+P5NikCPhu4Cda8PrHFVU6WHyuJXV9DaxgmX+k/nlRVUlmNlIDUYFJc+N3YLKAc9r+9EckkBPM/9hWihN3mucsG/CpBVXozOV7bB69xayj0x2WyecrG4VS/Mb9kNAMBis7Ez/BlFuQCAl8O/BQD8GnQb/0SLT4TG35+k79XeyIy2nMusp2cAAP2ctS+zJ4FQlyG5SAgEIW4lcbIP8isXADCksRfM9A01IRIA4HhvQdc4SwMj7Og6WmT9TvYuAisPj4cuAMBRApKK8yn1l7TqJbACYG9khsCR3wMATsQI5jroe2M3ACB49BKecgEAOgwGFnmrPxHYHx2HiDz3KlN8WnkCgaAaiIJBIAhxZ/AcAJw3522hTzQsDQcLfSO0vrABna9sQ2ppoVTXnOxDzVfCVQamPanJdLrwxUUAwDw+RYGLtaEJAODnd7cEypNK8jGuSRtY6EuXG0TVfOneDvb4b08AACAASURBVAwAnuf+Eihf8ZaTsGqiCNsMAoGgOsgWCYEgREMTCwxz8ca1xDBsD3uK7WFPMcqtFTZKGbdBFQSPXoJmZ/5AVnkxvri2A8a6+jjbdypaWjeUqR0vK06464SiXF7Zh9xUALLHFOmhZW6j+78Yj1lPz4LFZvO2aM7EvgcArBFhTEogEFQHUTAIBBq2dhmJrV1G4p/oQPwadBuX4kNwKT5EoxFAYyb8hMKqckx5eBKheWkYducQdBk6iBr/o9Rt0LmMcd1Al7XuLZM8ujR2Fpqkj5MHAOCb5+exr/s4ZJQVAYBELxgCgaAaiIJBIIhhikcHTPHoAABocW4tmp75Q6NKhoW+Ea4M+BoAEJyTgrH3juBqQhiGu3pT6n4syISnZQOBsnNxHwAAw/jqT2/uh7Uf7mOul+REYPxsDnmMgY1ayHoLKudeShRYbDa6XuXEHwgf94OGJSIQ6ifEBoNAkJKvmqom5bK8tLN1BgAkleTRnl/04hKl7EnaJwDA8tZ9eGXcmBUT7h+Tum8bQxPEFGajglkt9TXqYHPnEQA4nioAZ5VFu9ZZCIT6A1nBUCLVbBaaHdsgdf1DfceibyPt2scmcAwFnw9bBDsjU15ZXFEujkUHwkiKPCYLXlzETjHeHbJyPTEcN5LCsUcojsOURycAAP4eHWmviynMRkl1JUz1OOGMe1zfCYDz0HU0saDUD8xOwtDbBwVcb/MryzDk1gG8GL5IoO7TYQvhfX4dWp5fRwlwdSf5IwY08pTjThVnhKsPFr+6wvN6Eedlo0zcjq6jlMX7Sx8OnUBQJnTjURyqGqskkqcSIQqG6pnz7BzupUSJrcO/hbEr/Bk2hzwWW39QoxbY1W0M73jMvSN4n5NCqedmboP7Q74R21b/f/citihHoGxNh8EKeTFEF2Rh0K39tOd2dxtD2abgjxshbLj5U9t++NqzE21bz9Lj4P/4JKVcVNbTShYTvW/sRjqNV4vwNpI0BqSitp5kjS/yMiMekz8rX+raziIKRg0VzEK8zd6P7g5LJVf+zMGoLzCz+VMVSlW/0BYFQ6EVDFlvQhHq6x8rQZB93cfJVH9+y+6Y37K7TNdckDKFOB13hyg/up+Hpb3cD0pZruvesIlM9Q10dPF82EKly6HotV0c3AAA6/yGyt0nQX4MdamrY4T6CbHBUCK6DB1M8myHzg1dYG9sKvkCAoGgdH56y4luOraJ+HTaBMUpq87Fy8ytCMk7JbLOg7RfkFEWimMxHFdhNlg4FjMYiSUvwEZNIruE4meIKLiscpnrAwtbd8UQV094WtlDX4NeVMQGQ4kwAPzReYDI8+pc8SEQ6iunY4M1LUK9wUDXHLHFDzHJ/YrIOn0cfwMAdLbnRJJ9nbUTU5vdpNQrrEpBK+sJqhG0nrGknehouup8DpEVDAKBUKvZE/EC20KfYGXgTZ69xlMpt24IiqHL0Mck9ysIzTsrss7zzE0AgKwKTgj+BkY+SC19R6lXUJmIwqpk1QhK0AgKrWCYG0ifl6GoskLgWIfBgKm+gSLdEwgEAt5lJ+Fhagzv+HivSXCi8ZIhKJ+s8gjcTlkGN7MevLKDUZy358iCK5jZ/CkKKhNxLGYwhrlw8te4m/fBy8xteJD2C8a5nYChriUAoLvDMpyKHY2v3C8AxLm4TqA2LxLhZRkvmwa4OWy6iNp1E+HvgHiREAh1A+JFQqgtqHOski0SAoFAIBAISocoGAQCgUAgEJQOUTAIBAKBQCAoHaJgEAgEAoFAUDp1Pg7G09R4TLl7RuR5fR1d/OrXF5M8tSuRlbJgsdnoen4P0kuLRNbp6uiKHT2Gw9bIRKl9p5UUYtGTa3ibqRzXM2kMkYQNmERd8zglFv73zolsx8bQGPNbd8GMlvR5PqThXWYKNr1/ihdpCWLr6evoYo6PH5a26yG2Hh3897vti2EY4d6SdzzxzmlK31eH+qO1bUNKO6vf3MfhiEBK+emBX6FzQxeZ5dJGbiZ8xJ+BD5FUXCCx7pimPpjl7YcW1vZK6z+7rAR+53aBJcKuXpfBwNJ2PfBNq85K61MdYxAA7iRGY/bDi7zj/7m1wK6eIyj1Rtw4hg/ZaSLbad/AGXt6jUQDYzOZZZDmb39XyEtsCHqikv7Focl5WJPUWS+SDUFPsCvkpUzXPB49B67mViqSSL1eJCXVlfA7uwslVZVSX9O3UVMc6jtWckUpmHDrJF5nJCmlLS7KUDCCs1Ix6t9/lN4vPwEvbuJM9H8yXcPlx/a9MMeHPlcIHfz328vZHUf6jaOUC+Pfwhe/derPO36Q/Alf3z8vsn7k5CVSJXnTVo5/DMbKV3fkvn6omxd29hwuto44y/ySqkq0Ob0N1SwWpY4oQid+BzN96cMACKPOMQhQFQxdBgOfpi7nHf8R+BAHwt5I3d6XHm2wtusgmWQQ97cva/86DAZi+eSXF03Pw3QQLxIFWfHytszKBQD0vLgP429Rkz3VNla8vA3vE1tkGtQAcD/5E9yOrkNmWbHcfZdUVcLt6DqlKxfKoKy6SmblQhb8zu6C29F1ck/sAPDXu0fwOrFZrmsfpcQCALxPbhFb72hkEEJzMgAAaaVFYpULAGhxfJNc8mia3IoyuB1dp5ByAQBeNoqtYnif3CKTcgEAPie34l5SjOSKQmh6DHJh8r23tjyxWaaHOwCcjv6gtHF3OzFK5v5ZbLbC/VexmBqbh7WFOqVgpJcWwe3oOpyMei93G28ykuB2dB0+5mcpUTL10fPiPoXuH+BMUvLev6iH288d++L1uPmI9w9A6MTvsKhNV+gwxAfTsTM2xfdtu+Py/6YorGHPenBRrklzjZjQ78IY6SnnLb+sukqhcL7STGhDrx9BJZOJLud2S9Vmj4v75JZHE2z78By+p7crpa35rbrIdV1uealCv+PMBxcw4sYxma7RljHIpcPZnSitrpLr2nJmtcIydDi7E3MeXlKof6Yci/w9L+6Dxz8b5eqXi9/ZXfA5uVWhNjRN7V33FIINoLOIyfJgnzHo17gZ7bmBVw7TPkwHXjlc6wLlzHxwAQlF+ZTyfo2bYVfPETCkWeY+GfUeK17eppQPvHIYsVOXS1QChK8Rxs+hMc4OmihQZqZviMVtv8Ditl/Qblk0MDbDm/Hzpe5XHGwA95KicTcpWqC8hbU9Tg+cCCtDI4G6dxKjsDn4GW9MTJHBNufOiBmUt56mlrb4oX0v9Bcx/hY/u46Ln8Joz1WxmDInKvL83P+uniPwP7eaNO50E3Xfywd4nz9OXsIbH7EFuejDdw4AEmnGlbZyPT4CW94/E3m+maUt/hkwAY4m5gLl6aVFuBEfiTVvH/DKFrSWT7kAAN8zOwSObYxMEDSBPoT56rf3cTicagPzITsNJdWVMNWTLuqxqDF4btBE2IjY21f2GOTS9fweZJeVCJQ9GDkL7pY2lLpppUUilV1Z7l9S/4vadMXittQ8HWmlReh9cT/KmdWUcx3P7EDQl4uk7leZ83BxVQVYbLZM87A2UWdWMDyObaCU6enoIN4/QKRyAQC3R3yNV+Pm0Z6LK8xTmnyqJiI3k3ZJdU3nATjYZwztoAaAic3bIt4/AG3tnCjnWpyQbYlQWFHztLKnKBfCtLN3ouzvZ5YVIyo/W6a+RRGak45ZD2r2hge7eiLePwC3hn8toFwAnODEA12a4/aIrxHvHyDzm6uRrh6M9fQBAA9HzUK8fwDuj5wpUrkAgM3dh4rc650mxghVFBXMauzoMVxAuQCAmKnLKHW5xo7ft+0uMD7cLW2wsHVXSn1Zl/k1QRWLiQWPr9Kem9myI+L9A3Bv5EyKcgEADU3MMeNznXj/AKzo0Ftuo0dh7o2cKVK5ADgrfKKMO4deOyp1P6LGoCjlAlD+GOSSWlLI++xhZYd4/wBa5QIAHE3MESfihU6W+5fUP51ywe0/cvIS2nO5FWUy9avpeVibqBMKRhWLiWq24OS3pN0XiJlCnVTpaGhiTrta0fvSfqXIpw4GX/ubUhbvHyD1G/jl/02hlFUymZj/WHSWRH6GXadOArdHfC3VtXR/2AOuHJLqWknwy3VnxAzs6TVS6muX+cr+cImYtBjx/gFoYkE/kdKhw2DQjr/nEiz/RTGsiRelTI9B/6duYWCIb9t0o5TTZWPcG/paLnnUiahl6Zgpy7CyYx+Z2prt7acMkRDvH4BmlrYS6wX49qT9O4wrzJWpP20Yg/w8GzMXd0fMkFiPAXpjQ1nvXxgzfUOp+oeI/gFg5A3pbLe6nN9D26a65mFto04oGP0uH6SU0b2ByYM8xqLqhm6H8PTAr2Ru58LgyZSyG/GRUl0bkpMuc3/86OmodijO8vZDcys7lfahKD937Kv2Pn/x6yd1XXHuhdrMq3HzVD6+RNHSpoFM9eneYGs7jcwsZaq/qfv/KGWRefLbxIVM/E7h/t9np0q8jg2Oaz4/6p6HtY06oWDQ7XfJA91+60YxPtPawtJnNyhl8sQuaN/AWRniyEVvZ3dKWX5FudLa/6lDb6W1pSqmebWnlNHtCcuLnbEppWxMUx+pr08o0u4tw6tx4ZSyFtb2aEizHaIurg+dJvM1bubWyhdESuhcYxUZg7IqFwD9mHz82UNKnv5ltV6Q5W+CH1XPw1lC9iS1gVqvYLxMT6SU9ZEztsQ3PtQ9ULUECVGQC59CBY7lvX9Ac0mSG9PEH0ksVo7iKKtPv6agM+TKl3H/V9yE7m3jIFNbwvv2wgZz2saqV3cpZf9qOGOzPMZ5I5t6q0AS6fCiCSwm6xjk52CfMYqIw0NerzZl9S8NwvOwItCNmj0hr5TWvrqo9QqG/72zlLIdPcQHxRGFqT69pXJJtWx+zOpE2PYEkP/+AVCMAwH13H88jUGttaGxUtr+sX0vpbSjCWQ1rOwi5o2pAc0KhjgsDQSNYEvkdDdUFwWVgite1obGGrW+l2X7iZ+W1rJtqygTB5rVHkWMe5UVCTWnXD4lR5mRWMVBNw8rAt08TBdpV9up9QpGJZNJKROlKMhLSLZi9gWq5FpcBKVMkfunszZXx/0/TP5EKWssx/JqfcfJ1ELkOVkftsLV2Vq8nldBs4yvLCNNeRnk4iHXdboashfRZtQUcFpu6OZhupD80iLO66c2UWfiYPCjjAAx/OQpsESoal6nUyNmauL+uzR0od2ukhbtnj4U42bCR2wMfopPBTkq70t41aG+EJxFNcIb5OqpAUlqcBSj7KmbdUGPcScxWi1jkIuy83loc/908/B/OelKn4trG3VSwVA2yjS0UzYv0xV3I5OENPd/auBXlD8mz+Ob8FGEbzk/dH+EkuJnaDMXP4Vh8bPrGulb2at3tQW6hHpNLDRnLKlpNDkGuXhYSXbNrSv9q2Mero0QBaOWU1hZoWkReMz16SQQK6GCWQ33Y+sRNGERJagVl5kPLlDKDHX14OfQWGVyqooqFlPh8MCKoltLI/4pSoESPY5qM9owBrmICipVF/vXpnlYmyAKRi1Hmx4nP7TvRQnGxGKz0fb0NugwGOju6IbG5lYoqCjDdTF+3dKsemgjkiZ2G0NjDHL1xPAmXmhqaQt7GqPL+r6kKi/EboGDomNw5I1/pIr5QBBEm+ZhbaJOKhi1LYeIIjQ2t6KEstXk/cf7B6DP5QOILRCMvsdis/EkNU7stWb6hgiVMSiOtiBKMfh32HSZgy0RZMeZxt6hms0SGcG0LkLGoOagm4fHNWuFDd2GaEgi7aD+/PXVUdrbay44ligejJyFl2O/kbq+HkMH/w6bXmuVC+FEalzi/QPIxK4m2tg5UsqCMuvPm7iyxqA2ewppM3TzcG2NfKtM6qSCUZuSlClK70bUCJiavn8Wm42uQjH52zdw5kUJNNUzwBdObvjZry8iJy9BzNRltfpBPO8RNU9A4PgFGpCk/tKaRsGgi+xZV1HWGFQkqFZ9hm4eVlbCxtpMrd8icTG3oqSSPhD2Bn92GaghidTLF05NKGWavH86I7NnY+bKFTK4tlDFosZioQvLLYnc8lJliFMvodsDP/4xGL93HqB2WTSBssagstIu1Dfo5mFCHVjBuEkTCvhk1HsNSKI5DHR1BY41ef/CykW8f0CdVi6UyfT75zUtQq2GbpskIjdTA5IQ6iPC8zChDigY9dXvn599vUZRyla/ua8BSQTpQbR6mSB7toqxq+cIStmQa39rQBJCfURb52FNUusVDAD4lSbm/6CrhzUgiWboTZPc7HBEIMrUnDtCOGeJhQE1MyOBnkVPrmlahFoP3UoZG8BPr+6oX5haCBmDiqEt87A2UScUDLo015F5WXA7ug6ZZcVytVnFYmLK3TOKiqY26FYLvE5sxsQ7p+Vqr4rFxOQ7st2/qZ7gatL1+Eh897R+TlpFMgTe8Tm5tV4ZJKoSur3wEx+DFYovQpfnpDZAxqD6oQsRoMg8DEDmeVibqPVGnlwO9BmDWTRRIf3O7sK6roMxwaO1xDZiCnKwMfgJbiVEAQC6OboqXU5Vcaz/eDQ5uo7iZPYiLQGDrh7G5f9NhZGEyHZsAKejPuCPwIcorlJOZLrLseG4HCt+4jLVN4CbuTU6NWyMVR371rqgNT+074W17x4JlLU6tRWxU5dLTDBGAmspl3/6jxf5nbodXYf1XQdjvBRzwbW4CGwKfor4ojy8Hb8A9sbaPVWSMag9MEDNraTpeVhTaPdfjQz0b9wMX3t1oE1pG/DiJgJe3AQAuJpboY2dE9hgo6iyAm8zklWSjjy7rASR+VlIKylCSkkh0koKKXUOhr1BYGYymlvZwcnUAo4m5nAytYCenFEJ4/wDaCeLyLwstDi+CQDn/j2t7WGub4ic8lLEFeYq1XJcj6Ejc+rikqpKhOVmICw3A4fDOb/fr379aFemtJG5Pp0okzsAuB9bjz6NmuLPLgPRkC8N9vO0BKx5ex+ReVkC9VtY21PKCLITO3U53I+tpz23/MVNLH9xE7oMBtrYOcHRlPO7xBXmIjIvCywtz9opCklj8HDfsQLlosZg6MTv4HNyqypFrfNIMw8b6Oqil7M7zPUNUVJdiYjcTJV48JQzq5FWUojIvJpnER0rX92Bk6kFPKzs4GRqDkdTC9gYGivcf51RMADgZ7+++NmvL1qd2ipyeTChKF/pP2TAi5s4E/2fzNe9TE+UmIF0gkdrrOs6WOo24/0D1H7//MRMXYbsshJ0OLtToXZ+fXMPv765J9UbmDYQL2JSeZD8CZ3P7ZZ4/cNRs9HEwpq8TSoBHQYD8f4BcD+2XqTCwGSzEZSVAtQhfU7cGJRmXD0cNZsXq4agGPH+AbgeH4kFj6nxSQCgksnEnUT64GiKIO/8cfxjsMQ68kSIrhM2GMKEfPUdbI1MFG6HzminNhDy1XdKiYMha+rvrLISuB1dp7BywY+oN1Ft5OeOfeW6LnLyEl7mzyEaTjFel4iduhxzfTppWgy1Qsag9jDUrYVG5mFtok6tYPDzbsJClFVXYfTN4zL5wusyGFjq2wPf+HRWoXSqZ2LztpjYvC1OfAyW2Yq+Q4NGOD94kkzXjLhxjNbN0kRPH23sHOFEkyuCxWajjFmFsJwMJBUXiGx76/tn+K5td5nk0QRft+yAyZ7t0PXCHmSXlUisb2tkgncTFgqULWrTDf8mfFSViPWOH9r3wg/te2F3yCusD3os07VGunoIn7S4VqygcSFjULtQdB7e+sXQWh1HiMFm19JNRxn5LycdV2PD8SYjCdEFOahkVsNM3xBt7Bzh59AYA1w80NzKTtNiqoxqFgtnoj/gTPR/SC4uQH5lOcz1DeFibgVvGwd0d3LFUDcvudpue3ob8oXSZQ9w8cD+3qNlbsvv7C5az5/alsCurLoKhyMCcS8pBlH52WCz2bAyNEYbO0csbtsdHnV4rGkz1SwWzn8KwfmYUMQX5SG/ogyGunpoZGoJVwsrdHd0w0TPtnUiSRr/GAzJSYeBji4ZgxqGOw8/S0vA6/RE5FeWw1BXD80sbRWeh7URrVEwXue+RiebTtgevR2LPBbhWuo1DHMapmmxCBJoemw9mEJDSFFlYOzNEwjMTBYoC5+0GCZ6+gq1SyCogqVBJ7HRd6KmxSAQtA6tUtPXhK+BjYGNQBkbbGyO2oxqdu30Ra/rCCsXAe17KtzmYprtkPdZ9SczJqF2UcVi4tvAfzQtBoGgdWiVgrGq5SracjbY0GPoIb08Xc0SEWRFGbYrTS1tKWUl9TgaHkG72dZhCra0n6xpMQgErUNrFIxONhxr78munD9U7vYIAwwsab4E6eXpOJN0BuXMcpFtEMQTEprM+6fNPEmNo5T52jtpQJLawdrI/Rj1fD7v34f8SE2LVK+Y8/owqKGVCASC1thgENQDi8UGgwEwlGQZL+x3rQxjTO+TW1BSJRj8rLYZeaqTUc/nU8ouddulAUnqL8mluWhkYiO5IoFQj9CaFQyCepi/8CjmLTiqsvZfZyQpdH1UfjZFuSAQtJk9UfcRECx/rgkCoa5CFIx6hoGhPhwcVOdXPeHWSTxPS5Dr2mORQRhw5RClPGzS94qKpVKqWFWoYlWBTZbJ6x0/BJ/B25xYlDOJjRCBIEydDbRFoGfjui+hr6+rtPZczK2QKBR6fNKd0/CwssPdETOkamPN2wc4FP6W9lwvZ3dKllZt4mlWIDZH/Q0A2NbuJ7iYaN5WxFULZKgvrG03AW9zYvE4I0LTohAIWgexwahnhEdw3D1beinvISQp/r2DiRna2DlCX0cXFcxqZJQWIyRHOo8gbbe9mBW4EtkVeQA0p2CwwcafEXsRnBcBD3NX/NVqidplqM/si34AW0MzjHXx07QoBIJWQVYw6hHPnnPS0Hfv1lyp7YZN/B7eJ7eIPJ9RWixXYp/3X36riFhqgatcaBIGGPjJ6xtNi1Fvya0oRie72pm3iEBQJcQGox4RFBSP7t2a4+Spl0pt11TfAPH+AQj+cpHCbX3j0xnx/gGI9w+AlWHtTfJDqD9YGZjCx6qRpsUgELQOsoJRj1i0cAAAYOJXXVTSvrWhMeL9AxCWm4Hf3tzHGyk9Sga5NseCVl3hY+ugErkIBFXyPi8BOqg9CdEIBHVBFAyC0vG2ccDZQXU/N0NgbqimRSBoAfs6fU3iYBAINJAtEgJBTv6I2KNpEQhawL7oB3iVHaNpMQgErYOsYBAIMnAz7TEeZr5BdHE85dy3wX9I3U4/h66Y32yS1PXjSpKx+P1fUtdXJJInf2RQ/nbSy7PxzbtfBOr2d+iGec2oq1UHYs/i37THAmX6Ovo40GENLPXN5ZatglWJaW9+QDmzQmSdSa7DMLbRILn7kBVVGnlWsqrwT8IVXE99KLYeAwwMceyJme7jlNr/iYSruJB8R+EYL7Pcx2OIo2yJEEuqy7Dh40Gxoe9nu0/AYMceCsmmSqorq6FnoId5XVbC2sEKv19ago+Bsdi1+BhKi8px6L14D7zajlYpGG8/JaNj00YSywgEdXEs/jIupdzVtBgaI6E0Fa4mTniW/Q6bPh6mnL+b8RyPs97gTJetvLKwgmiKcgFwApJNe/ODXMpPcXUJpr9ZIVVW5RMJ13Ai4Zra3IZ/9BkOlpK9/bdEHcGTLPrYMHSwwcaNtEe4kfYIU1xHYHSjAQr1n1KWgQVBqxVqQxFGP18glVKzP/YM9seeQQ/7jvi++TTVCyYjegZ6SI5Ow+6Xv+OnERsAAGwWG2AwoKtX9zcQtOoOV56+DQBYfOw6AOC/hDReWXB8Kths4L/EdMw/dFljMhLqF/cyXmhaBI1yLP4yjidcpVUuuFSyqnirHns/ncLK0K0i6wL0uVPEsSJkM6a8Xi6VcsHPt8F/YNTz+Ugty5TpOllRZrKzmOJEjHo+XyblQph/Eq7I/B1zYYONUc/na0y5mB24CqOez5d5xeRJ1luMej4fGeU5KpJMPpKj03FgxWmsn7EXf1xZBgaDAa9OzbDjya9w8677L85atYJRXsWZQHKKSlHNZAmU6X5OzkXighHqIy4mTvjRaw5SyjKQUpqB8KJPSC/LUnl48qC8MATlhfGO3U0bI64kWWS/t9Of8T6b6ZnA2sASSaVplHof8iPRxqqFxP6//z975x3WRNbF4V9CVzpiQVEpolhRFEHsvSv2svayrr2Xb3Utu3axl7WsuirYxYa9K6IiiB2VpgICgvQOyfdHNpFkJslMMqHe93l8ZM7ccm6SmTlz77nnBK9BZEa03PNV9StBj6+L6Kx4uQbItKCV+KfFGpjraiZEPpdOnvaGNZWWqW5QBbp8HcRlJyBTQXbpv8NOYIrdMFb9D/CbTivvUa0tJtsOlRyn5KVhX/gpPE4Ioi1fx7A2nMzqwcnUEfWN7Rn1PerpAqTnZ8o9b6lnDhMdQ3zOjEGegP67nhL4B3Y7r0A1fUtGfWqaGnWqYuVp+lQH//tXNSOwNEEieTKgXa8N8OjdDLN/60x7ftbiEwh+/QX161lhj+cvRaxdyaZdrw1Sx3OndUW/nk7FpA23yL4lFlckT66zqdK1Z12hGrY3XSo5fpcait9fSwdXq29sj3epoZT+0/MzMOrpQqmylnrm2Nf8T4V6HIo4i4sxdyjyTU0WwU7Og/j+92fY+pE+mZ+mMsyO9d+Hw26TOWvvbvxTbP90RHLcwrwR/uc4RW750PTPWPByA+05tmOW/e51+Do45SZ/RkoIIQb6zZAyOKsZVMbuZsvl1qGjQFiAQY+pcXQsdE1xoAW9b1OBUIBBj2fQnjvbagf4vBI1QV/s2HluZlU+bN5ctfssUTMYXCL7YJNl7fKBaOXCjWOWOPO5nm6Z/ThV5r7vQqSmZeO3uUcRFVP8US8JqlHYuABA+1YqNi5mO4yRkhtqV0THyq64E/9EIvue80Npn3TGxQm3LdDjy89N087SBe0sXTDo8QwUCAVS5wqEAmhp4KHTuWoDhKbFwd6ImzguHSq3xNHPF7Ch8QJU0jNTWt7esBZ83HdhW5E0XgAAIABJREFU+JO5FOfXm3GP0aVKK0b9nou6QZEpMi4AkXPpWfcdUjMf37LikSvIgy5fh1G/ADDUfzZFtsTxV7iYN5ZbR4vHh4/7Lkx+vozyexriPwtnWu1g3H95YKbbz/hHOlp8FAiE2Pr4MVpaW6NxlSrQ1dLC6TdvEJ+RgU09uHGSLvNPxPu+C5UXUpOta9lNQ7brtaFI9CopGBvpo2IFveJWg6AiO5v9QStvYGyPt6nS2zN1+DpoZ0nNyTGjzigpA0MZu0K9ZNrVxim3bYzrn2m1g/I2PujxDI3MYvxi4855mwdbrGFd57jrZsqYd4d6MTYwjn6+wLpPQGRkyDL8yVycZfiAnxO8hmIMsvme9jX/E7fiHkv9ZgqEAhQIC6DF4y6xY2lnVqufBob3y1dYdusWZZZibmvRb9nOczM86tdXu08yh1TEpKXLXzMlEEoi1Q3o38y702wPHGLdg5M+ZZ1rVXng0j34kvPSVNapvOFs1oBxWQtdU6ljgYzBoAhFPjZM6UxjRM1/Wba3gKrDzidPYG9hIfe8Q6VKnPRDDIwiZtd+6rQvgVAaqWtkQ5F1rOzKuH6KnIf9u1Rq0CpD7YrMFfuPYTV7UmT7w0+xbqc0wWZZQhkNTZgnRXQ0Vm25+eq3BxQZm9+QIrgwXMoyEUnyl6zDfihfwmRCmV8iYQOd38Yfi/rILT9g1G4k/kiXHPft4YR50+n3n8u2LXs8dEALTJ3QQUr20P8Tlv7lQ2lLT1cbN3yoDjg9h2xDRkYOLp2YiT7DtlPOyy7L3Lz7Dn9tukyrr52NJQ7uHEd7TpN0G7AF2Tl5FDndmMWf4bmjUzFg1G5KnYmj22DUUOm8K3sP3Yf3mady+69ftxr2bB6liurlDks96q4JNjs1UvLSaYNuLX2teN2fKUOse+L4F18p2eOEIKDuBE7aF/O/4FPIExRgY7PhnLarCg5GtfEmhX3m4uyCXIrMiIVRZ6ClWmLCfeEnKbIZdVS7/ibbDsE+GQPyYsxt9LXqpFJ7ZZn7Eyeg3tZtaLV3H1Z16gQnq2rg83jYFxCA/QHPOeuHGBj/0X+kaM1v8Zye6NG5IQDg3KUgrFp/SW6dc0enAgC27rkFn8v027XEiB/uv//pg0dPPin1wfj8NRFL//JBtSomOHHwV4l8wozDCA2PRxePzbhJY2QAQJ9h21G/bjXs2DAS2tp8FBQIsHXPLUo5sXFx/MBkWFX7OcV579EHtGhGfTvVNJ+/JiI7J0/umEMj4mFvU5lSb8Co3di3dTTq1qkKANh/5AGOnXyCA0ceUgwMsXFR+PO/eDUYnjtv4LzXNJiZsn9TJqhGgbCAVq7prbdck19CjAsA0OGpdkvX16I6zn7L/s64/rdszcYaYUKXqu4UA+NGrB8xMGjQ0dLCnQnj0fGfg/j1AtX35sa4sZz0U+YNDHm7SQo/YAQCIZKSM9C5fX2JcQEAA/o0w6u3Ubj7UH6oWk0xeso/ACD1oAWAf3aMRRePzcjNlR90qJ27A1b9r7/kWEuLL3dmBYCUcQEA7VvXVUVltVE25gnTD9MaZrq62hLjAgAmjW4L79NPIRDQP6h6dZX2TO/bwwmeO29g655bWLmkn7rDIGgAVQNHaZrXyV8xyrY1Xid/RSNT6+JWh1OufruPX2r1ZVRWlVkTOrRVNJDk1Y3OilNHnTJNLVNThM2bi3fx8XgVGwdAiAENGkBXizvH2DJvYDDZrbFms2gaddmC3pRzKxb3LXIDIyExXeH5c0enovfQ7Xj55iuaNKTe1AobF4owrKiH9IwctOu1AWNHuGPcSO694ZkiHrO85QlFYz516FdK+U7tHHHz7jvatoyN6Kdz6ZZmCEULk+2rJYlGptb49elB7G05XiPtx2UnYG/YCbxIfq+R9gvjZuEE/8RgybGiIF7KmGAzSGmZsPQvFFlj0+J5uSnP1K9cGfUrU2eGuYA4eQL48rVk3dQ+hYusbh7VCR4AYGQoekB+CFXPOvc9NQud2jkCAA57+6Fdrw0SY6uoEY/Z0aEa7XlFY2a7rHH87DOp4+DXXwEA0yZ2oCtOKEJS8hQb1yWRSfYd0PPuJk7b9Im+CQ+/aZgSuLxIjAsAWFhvEkW29v1epfVm0yT5622l/Fqii9ppqF1BaT1C6YEYGADniYrURYsv+lqUqSXPAGHDHwv74L7vQkmU0uu33yoNUqYJJGNWsv6u7pjdWoi83dv12oBBY/agXa8NmLX4OFo2t0XNGvK3bRGKhqyCrOJWgTWOJla40mE+Z+39HXYcRyJLRr6lZz9eYdDjGQilmW14mxoKD79p+JwZIyVfWv83Rm3ThXbXJnErioRdT5+yjuypCmV+iYQJNaub41NYyVmrK+xPQEdqmugm7GDHTeRAAPDo3QwevZvh2Kkn2P/vA/Qcsg1XTs3irH1liMf8LiQGDR2rU85zNeZ1KwZi/rJTCAiKRGJiOqpVMcGgfs0xqJ+zWu0SuKEizRtsY9O6WNmAGka6pLD81VlsakZNWa8K84LXITzjq9zzLuaNMdS6J2wN6f09pgetUsvvYHvTpZj54i8pWYFQgAUsYko4mzVUXgj0W49lI5ESNMPJV6+LpB9iYAD4fX4v3H7wHuu2XsXi2dKBgrbvvc1pXybGBozK8Hk8uTMr4i2ZdP4X6vLLEFck/kjHuUuKd8VwjXjM0+Z70frNcDVm8exMeYqkWpqwqUjNMPkxLaIYNGEOV8bFiCfzkEXj97CiwQxGieG4wLpCNfi478K/kT44H03deaaIvc1XobIe81lAB6PaFNmHEv5dlxVM9PUQnar5fsgSCUS7LIyN9HH15mspx8B7jz7g7MVATvvq3b0JAGD5WsVhec8dE3nNDxn3t5R84sx/kZdXAD5f/fWRpX/5ICk5Q0r2NfoHzl0KKpa8KsrGvH09d1sBi9qAIjCDLvomXYyGksSej7fR6vpKtduhMy72Nf+TlXHBNqW9PMbU9pCbUK4wPPAw2Lo7fNx3sTIuxHVlScxNZtWGKn0QgB29qRsaNEGZn8GQ508gm+zs0omZaNdrA/7adFkq+NTm1UMx93dqMJjBY/cgISFdapbh4tVgXLwaDB4PsDA3xNkjUyn16tethooVdHHv0Qcp3WSzjJqZVsDeLaPw65yjlDFoafFx56L6a74P/T/hoT/99rLr59TPpDdw1G4k/JB22tu86wY277oBPo8Hy0pGOHX4Z5ZIM9MKMDOtgLj4VNoxczFjc3DnOIyffgjb/r6FbX9Lv6HVrmmBf/dwG4SJUPYJTvqMx93YZQ9lQq0KVrTBzBSRkKP+A1ogFGCgTJZSzyaL5S7LlBRC0sIpMleLJsWgScmntpkZJjg741JICPrU09zsGEnXTig3nPd9gS27b2KP5y+oX086rfq5S0ESg4Pp8kl5SdeuqC11ym52WkK7JLIn7DhuxD5i3G5JQCAUgq+GBzJdSvtz7jtZv4Gr+1sIT/+KeS/XSY7tDWtiY5NFrHRgwz8RZ3A55q6UTFkWVXkM8Z+FPIH0DI4qn2F5gImDJ0nXTiCwYMvumxj/S2uKcQGIgqrJzmiwJSk3tVgMjLLGJNvBFAPjRuwjdK3aupg0UszEJwdwwHWiWm2k5WVQZMXxYCxsXADQqHEBAONtBlIMjA0hB3CmFTXVgTJkjQuALJHI48kUauwgTUB8MAjlCuvq7Kac2RBcRPEKyjraPG3wedK3pj1hx4tJG+X0tGqCsf771GrDRJeak4UtpTFqJQ886PCl33PlhZBXBN329iHW1GR3BBGWFSsq/ccFxMAglBvcW9pj5fqLGDh6N877vsBD/084fuYpxk49KPH5uHV+HuP2Gslkm2TrdU+Qz9lWOygyD79pahlxmooS+jo5CtGZ6rVdQYu6u4wugJU8rny7j+lBq9TSgY5Bj2ciV6DZCLen3LZRZLI+IIpIzE3GAL/pFPnwmr3U0ougPmSJhFBuWPPHAHQbuAUJienYsvum1Ln69aywx/MXVu2NsxmIucFrpWRjni3Cvy7MYwYQ5KPL16E83Fa+3YmF9SbBzcJJTi1pXiaHYHeoN+JzErGxySLWTpNMiMlKws1Oizlv93NmDELTv8BeyW6OVe924UUSfVh8tujxdZEj+Llrp0BYgKH+sxXW0eJpoWaFamhkUhddq7qjugH7WDXrGy/AolcbJccCoQAeftPg7eqpMFPrrbjH2BXqRZE3N2cWi4OgWcqVgbEz4Ammt3AtbjUIxcj1s3M4a4vOQTE1Lx0eftOwttE81DO2lTr3LSseEZnR8EsIQh+rDqhnZEupz4bUvHQk5CTRngtJC0clXTNU0jNTq4/i5KTbVlqnxQ0h+wEApjpG6FjFDY1MHKDN00ZmQRY+pEXgTcpHfEyLLDI9NZWHBAAWvFwPZ7OGtNExA5Pe4K93e6Rksx3GYOvHf1Xu70jLDUoNClkKhAWIyIhCREYULsaI4gYtrT8VzmYNGLdBFxMDEMUGaV3JGUNr9kQNA1EwPiGECPjxGvvCTtJua9Xj6+J3R2bRRJXhsfpf+Pw+BjeDP6GLUx1O2iwp5BYUwO3vvUjOps85Q5w8VUQIYPyFszjUb6BEViAQSMJVEwhM4YFHu/675LWnwnpdqzBLLHc48hwuRLMP9rbkleL+gZK/MwMQ6Sgvk2pyXhrORd3AuagbRayVZjjQYjUmBvxOkQcmvWGUTZYHHtpZuqhlYOjydeDt6omRT+YrDduviL/e7YaprjEOtVirvPB/nGm1HYMeUyO2PkoIxKMEZvGItHnaOOG2hXGfhZm2xwcAMLGrC5rYWuFzfBK6NauLkw9ewty4bOVIEQiFcNxKXZoSY6ynx0k/5eaJOuf6FVz88B7RaakYfvYkXKrXgEAoxPCzohgXWnw+pl65WMxaEkob59x3ome1dsWtRpnGx30XRjJMG66Ikp5Iy0LXFD7uu6Cvpcu67manJTjnvhMAUE3fUmUdhvjPwogn89QyLsQk56YyMozEaPG04OO+C5tU3Lly0m0rTreS/9CUx4gN3gCAZnbV0cxOlKZg0aErsKliDgiF6OtaXyV9SjL9vUTLSmHz5kpmKsR/f5gzG6k53IRsLzczGFu6/fQoPjFwqOTv44X+3t1T/ZsYofwxyXYIhlr3xJhnmt3SV54ZVKMbBtXohuNfLuPU16uM6/HAwy+1+mJAja4a1I5bjrtuwcSA3xlFtXQ2a4Cl9aUD+g227oHtn46w6jOrIBsjnlAdnB2N7dDO0gWV9cyhryX9ViuEEDmCPPzITYbf90C5WV+zC3IodRVhZ1gTXq6bMDVwJVLy0pSWp/sM2OC9UBTqfUJXFwDAi7BobBwvchCd0tMNAMrc8sjHhETUs6Q3RLX5fFQ3NuakHxJoi0DgkMyCLPjG3MetuMdIykuBUAhU1DZAA5M6cDSyRUuLJhpxNCxvpOVn4Nq3h3iT+hGhaZ+RVZADAy092BnWhKOxHVzMGzMKdV3SCUx6g9tx/niR/B65gjwYaVdEUzNHuJo7oSVHUSoLhAIMktm1UUHLAF6u7FPQZ+Rn4Zen0lGGG5k4YFVD1RMnXo65i4Ck14jMiEZaXgYq61ugoUkdtK3UAo1N66rcbnmm1d59SM/NxasZot03dp6bpXwufj1/AXv791O7H2JgEAgcEZoWh0EPRNPUwb3+1GhfTr7LFJ430NKFf3fFZQjAr08P4WlCuMa/r5KM7DLG8Jq91IohMe7ZYiTLzDyUBn+f8sSLmG8YdPy4xKhos38/YlLT8HrmDNwMDcXcK1c5cfIsNz4YBAKBQFCOugGqSmrEVcJPmlpVQ9vatSXH9yaKItE22r4Dc68wX4JURrnxwSAQyiLl+c2bUDKpRJYASwWHBg6Q/K3F4yFs3lz8/ewZ6lhUQic79bbQiyEzGAQCgVBOySzIkjpWZQeLLLfiHqvdBkGzDDp+HGffvqXIp7i4cGZcAGQGg6BBfKNfwjvSH2Fp8TDVrQC3SvYYb98W1hXkv+EcCL2PC1+DEJ+dijrGVXHUfbLChEVXY17h9OdneJn0FZb6RuhYpT4WNpA/xevku0zy1v/4eyi2hlxHaFo8WlnaY3rdzqhnXI22XkpuJnZ/vAPf6JcQQgg7o8roVb0JhtZqKbevazGvcSD0PiLTE9C3hhOWNupLybFR1NyKfYv9n+4jPD0e7pYOWNqoDyrp0efBmP3cG/fi3kt9XguCTkAgFMLZojZ2thgFAHC5uhK5gnyp2ZS5gcdxJ1YUXbKw/MLXICx/5SMlS8vLxu6Pt3EhKghaPD7qGVfDGNvWaF1ZOhS7GCffZbDQM8TtzqJdO6tencf1b28gEAoxwb4tJtrTbxveHnITF6NeAAB2tPgFjiZWlDwY5Q3ZEOXZBblySjLnY1qE1LGxjqHabRK45UXMN7yI+YaF164DAPS0tTGoQQP80bEDtDmMB1W+ry6Cxhj4YAfC0uIlx7FZKfD5Ggifr4GwM6qMs22puQaaXVkOgVAgOX6THIWmvn9grF0bzK4nvc1Q/PArTGxWCrwj/eEd6a9w6SA2KwWRGQmY+uxnQKJH8R/xNjkad7tQQz67XfsTWTI33ldJX/Eq6Sv6WztDj+YhJeuEee5rIM59DcRqp0HoVZ0b73+2yOp0L+497sW9R2V9Y9zotEBh3VbX/0Rm/s/P4FH8R0mK8v7WzXDq8zOp8mLjQpYLUUFSnxeds2pAYgQCEiNov3cxiTnptHrt/HAL4+3aUlKnd729EfHZqZLj4Y/2oJKeIbpZNcYjfJQ3bAJL8oXUjKaTbYfSlCQUJ2IHzrScHPi8ew+fd+/g9fIlvF6+pJRRB2JglAGSU7Pw195r2LTAQ2E5oRAYvuAQvsYmoVolYxzfOA46Olqc63M95jXC0uIx2tYdcx27S+QP4z9gxavzOOw2iVKnqe8fEEKIfa7j4GIhmqITQoimvn/gcNhD2BlWRp8aP/NPeDoPg/OV5ZhetzMm2LeVzHIse3kWl6KC4XF/O3zaUaMCAsDjhFCsenUeW5xHoENVRwCAV4Q/KutT935fjXklMS7mOXbHKFtRBM6I9O/Y8v46rXEh5kL7WahVsRIAYPCDnfiUFoffg88Ui4Ex3v8AAMDdsg52uYwGAPzIzUC3/x68CTnpqKRH/6bZ7fZGZObnSj4vIYTwjngieYgPqeVCMTAAoF2VergfFyIlC/rxGSNqu0mOrQxMYaijj9VOg1DHSJTDIjYrBd3vbMLhsIdyDYzCej3q9jsMtfUhhBAjH+2lGBdLXpxGfHYqHIyr4lQb0Y6J18lRGOW3F14RZDpflhFP5sHbVXkkWFnicxLx6/M/KHL3Ss24UIugAYz09DC6qRNGNxXdW/2/fIHvh484/uoVJ+0TA6MswAOMDeUnBAKAtIxsdJ20C1f3ToWpETVzI5dcjXkNAFLGBQC0qVxXMq1dmO53NkEIIVY09pAYF4AoSFJwrz/h5LsMy16elTIwtHh82lmKP5sMxKWoYESkf5er36pX5yl1R9q4UcplFeRiyYvTtDMuNoaW2N5CfnI02fZPt51OmaHhAnnbVR93W4YK2qL19PNfgxD04zO83KeggWl1SRlz3YoI6LECfe5tQedb6+XO+tQzscL1QjMcPPCkPi/7/wyDLxmJqFnRQiLf1nwkrX4LGvSQ/H2lIzW4U1UDE8n3fjDsAcbbtWWsl3frKVJlcgT5uBojulmKjQsAaGRaQ9JHecfBqLZU7pasgmx4+E2DDl8bB1usVRgB9XHiC3h/viQ3VXyvau051pbABb4fPuLIixd4Hh0tkRnr6WFjj+74q0tn/NWlMyf9EAOjDGBqZIA/fuuhsMztJx8lZTXNH4374d7N93DyXYb1TYegm1UjheVjs1IAAP2ti+ZNR09Lh1G5A6H3AYB2xkUV6hlXw7uUaOUFOWbnB1Hm2MLGRWFWNPbABP9/EJz0BU5m1OBUns7DGPVzOToYUx06UeTh6fGwNayMpNwMAFDoUyNLcm6m3HNM9PL5ojiHBZ/Hg6CchwJa33gBBvhNp4QHzxPkY9RTxUtnimhqVh8TbQerqx5BA8y8fBkAcG3sGNSxsFBSWnWIgVFOSEzOKLK+zHUrYmeLUZgecBSLXpzCohenMLteV4y1a6OwHtu3yaAfnzE94IjUGjwTmpvXZlQuIEHkrGako3h2iClaPOYPVqYw2aaa8J+/gjyc//s8niSE0RoY2jzly2guFra4FCUyMAJ/RErkTcxq4lj4Y/zRuD8ufA2irbsw6CRufHujtA9V9HqbEgUAqF6BPqusg1FVhKR+Y913WeOc+04M9Z+NXEEeJ+0tqjcZrhxFGiVwz+K2bfFPYCC6H/7ph9atTh1s7tkD+trcmQVqtXQ/4BMWb7mISYNawbCCHrYduwcdbS2sntUHLo1qQUdbdANwG+GJ1s3s8CgoDDweYGJkgOTULPh7/5wefRQUhgWbzgMAGtaxwptPMQAgVSb+Rxr6Td8nJQOAtmO24q8ZvdG2ub2kv0UTu2D9gZuoa1MFHyJE03fjB7hh0qBWrMfZZtQW5BcI0MjBCtk5efj0+TuaOtbA7mUi56WouGQMnvMPFk3sgm1H76GeTRUEh0RR9AeAsb8fw4eIONSzqYLM7Dx8+fYDQ7o3w5zRHaTK9ZyyB0mpmeDzeDA3rYiEpHT069gYiyd2kZQJevcVX74l4UVIFG74vaf0BQCeh0WZOD9Gfpc6BoB5Y0Vvm4d8nmDfaT9K/T92+OKmfwhtu8poXdlB8vDb9+ketobcwNYQUdbLwtP3hWET00FsjDQzr4WDbhNpz8nDgOFWvHyOlzPKMiuaeKDnHdG6/fzAE1jaSJTXZ2Ozoeh6eyP+aNwf2z/cotQTf1eyyzeFz6mDeHKCL2fWhOlsVnngpNtW5ArysOS1J8LTv7Ku38qiKebUHQttHnlvLelMatEck1o0p8gPPA/Eubdv8SEhofidPBdvuQgDPR2MHyBajx3SvRncRnjCvSl1H+2joDDcPTQT+nr0F/SCTedRvbIJzmz9+bCYvOI4xv5+DIdXy1/rlsf6AzelHoy9p/6Ng+f8WRsYQiGQXyBg9JCV7dNthCdmrzuLrYtFaeFvP/mADxFx8NowFrY1LKTKzRjZDtpaou1By3ddQVJqJhaO7wyPzvLfAprVt0az+tawr2WJG370iYbERoTX5ed49TFaclyYcR6u2HfajyK/6R+Cigbq74ufXKc9Jtdpj+53NiE2KwXu1//Ci16rKOWSczNhqss84yUPPIpxwSVNzKzxLiUa2QV50C/FD6IaFcwQlZkk9/zzRNFMTWH/F7ZYGZhK/k7KzcAAa9HNq7DjrKz/yeb31wAAvh3myp1hUBdHk2q4HB2Mr5k/aM9/SovVSL+lFV2+DjybiHZSFQgFOPHFF+9TQxGdFYeUvHRo87VhoKUH24rWsDOsiUYmDmhiWq+YtSaow7OoKFwKCcGVjx+RnJXNadtqm5riWQMmyDMuxJzaPEHqeN+K4XAbwd6bGQCmDZd2DDu8ZhT6TP0b1/3eo5u7I+N2xLPaKelZMDFU7L8g2ycAPH0VKfl76XbRuldh40LMTq/7mP3fLMYNv/fg83kKjQuusalugX8vPMWYfqK4DnEJoi19YuOIC651nA8n32WUtd5KeoZIyEnHtIAj8HKfIqc2lcZm1pzpRseUOh1wPPIJJj89hCOtJmu0L00yz7EH5gR642XSFzShWQJZ8coHgGg2SF3yBAUAQNnJkfKfL0Xnqg0ksvcpollKOuPi0n/xKtRlQM3m2PhOfuhjtstr5QktHh8ja/UpbjUIGsBh8xYUyPgeOVpa4oCHB5pWo48FpApqR9R4/vYLF3oAAPh87taoWzaWvllWMq0IAHgcHEFXXCGj+7qg++TdaDXSExfuyN++I9unU70atOXcRnhK/QOAt2HSb1J92it2jOSa/atG4O+TjyTHM9eeBSBarmLLRTkPh5dJ9L+Vyx1EU3Fvk+U7QNI9cOjamxlwjImKjDDRrQA+j49XSV/xT+gDztotasRbccc83k859ywxHFGZSWhoSv9bZcttOfEvrn0T7SwaUttFImv2n++HrA9EjiAfy16e40SfwsthsrFMNikwPAiEsoyOlhZGNmmCD3NmI2zeXITNm4vLo0dxalwAas5g+HvPQ5tRW6RmGW4fpAZQ0jR5eQUUWX4+/fq5KibMb8Pa4LdhbZCbl4/Z685i3YGbGNXHBVOHSzstyvYpEFC906tZGuPcNuW7Erg0tpggXgo5fP4pxvZviS/ffmD1LNXeXv54eQ5/yHlAaPH4COy5Ukqmr6WD4F5/ovOt9XLX3RuZ1kCfGk0lx1UNTBCblUIpLy8Sp6oE9VwJ5yvLsePDTez4bzdGYUpLLhDxlky6z9dYxwDH3H/lpJ/FL07Ryte+Ec3eFV6G+c2hI/Z+uothD3dTyt/pshgdb67jRKfgXn+i0631cLsm/V1VNTDBjha/YAaHRimBUBp4O4s+RhDXqD2DIfZPEP+roK/6mn1BgWKnOgMlSyyFeRQUJnUc/0OUPpjOP4Qpujra2L1sKIwq6uPoJWpgIdk+X32kvpF/+55KkdFx+T57r3p1MTUywN5TP2cxOrakD9WsjOBef2Jr8xGwM6oMAy1d6PG10aVaQ1zqMIdiXBTmVudF2NhsGOqbWEFfSwdGOvoYaeOGB13/h6MyD8BrHefjH7cJcDCuCj6PL9rF0H4OTrSZivZVmC+BMSGw50pc6zgfvas7QU9LBxW19eBsURurnQZx2o+mCe71J7Y1HwkH46rQ5mmhfZV6uNZxPh50/R8n7YuXOqoamEjJFW1TDu71JwbVbAFjHQNUNTDBFIeOCO71J8x1K3Kik5jbnRdhrF0bVNIzRCU9Q5xsMxXXOs6Hu6Vqv3ECoTSz6+lT2Hlu1nxHQjXYd9pP6Dp8k9JyrsM3KS3nOnyTsP+MfVKyScu9hUPnHaSUy8/VaQkxAAAgAElEQVQvkBw/fRUpdB2+SXg/4JPC/nr8upuRrrKkZWRTZP1m7JNq62tsEm2frsM3CeesPys5vvfso9B1+CbhkYtPFfY5b8M5oevwTcKbj0MY6fj6U4zSsR27FKC0THR8stB1+Cahf3CEcNTifxn1TSAQCITSRZt9+4W2mzw13o9aSySTBrXC4fNPKI6Y4z1cMWmwO6u2/L3nYdLy41JtVa1kDJ/t0ssJtjUs0HrUFsnx4G5NMbCLE2S5e2gm3H/ZLFmm0Nbiq7Td8n14LGauOSMlM6ygR9vW3UMzpfT/dUhrjO3/MxlWuxZ14Oc1F10m7MTu4w8lcj6PBz+vn1uCNi3wQGT0DwxfcAjLdlyWyOvUssSRtaMlx7Kfu/h43tiOGNS1KdhiZWmCqpWMMWf9WZU+KwKBQCCUfEz09RDNbDJdLXhCoWph7MK/JmDkon8xe1R7DO3hLJFPXnEcrz/GFOsDym2EJ85smYDqVUyVF+YAcRyMouxTU3hdfo6d3veJgUEgEAhllMikJHQ6eIiTWBeKUNkH45fFoghghY0LANi+RLQunZ6Zo4Za6lMcwX/LQsDhnd73i1sFAoFAIGiQ2mZmmODsjEshIcoLq4HKSyRN6tZAcEgUPkbGw6F2ZQCAQChEh3HbweOJlhEIpYv+M/YBoEYfJRAIBELZobCD52zfK7RlijWS554/hmLArP0Y87+jUvKa1cxx0nOc2ooRio7CvhwHVo0oRk0IBAKBoGmeTOFmW7oyVPbBIBCKCjefnYjNTJOSRYxcUkzaEAjKsfFaK3Xcsbo9/mmvfmbRmIxUuJ/fJTl+MXg2THU1nyGZQFAFteNgEAglHb/YpXLPxWXRZ/gkEEoihY0LAHA+s62YNCEQlEPS3hHKNEIIkJT7Ed+zX8JSvzESs9/hUez/0K/2BQDAk7iVkr8JJYetrx5i2+tHyguyIHTEImjxytY7lYBMQBPU5FZYGB5/EaVdmO7qCnMD7mbEiIFBKPPwoAUetACIDA5z/Z+RPguExbvbiUAgEIqDAoEADlu2Ssn+DRLlfHo3ayb0tNU3D8qWOU8gyMADH71qHkcl/YYAeKik3whtqv7McTHA5lrxKUcgsMSlsnQG4TmN28gpyR3+cZ/R+vxutD5PzRlDKL04bNkKe3Nz3Bg3VpLwbGn79gCA+tu2c9IHmcEgEAiEUsLJLr8UeZ8jb3mXiRg/hJ8MPXESAHB93Fgp+TjnZhjn3IyzPCXEwCAQCKWC/zXrqFZ9fhnzvygqiHFR9ngZG4u6lSrJPV/P0pKTfoiBQSAQSgWTHFsqL0TglPDUxOJWgaAB7M3N8SEhQe75jwrOsYGY9AQCgUCgpd+1f4tbBYIGuDx6FARCIf5346aU/E1cHOw9N3O2O4nMYBAIhFJJv3kHcGDZMFiaGkpk3Wf+jSGdm2J8XzLbwQXpeWSXVVnl3sQJaH/gH5x8/ZpyLmDqb5z0QWYwCARCqaR/u0Y4eeMFBAIhvielAwBycwuQk5sPALj6+D0A4E3YN+TmFyA8OhGDFx8CAETFJ0MoBKatP4O8/AJR3bz8YhgFgVA8WJuY4N2smZjg7IxGVaqgcdWqODRwAMLmzeUsFkaRz2D4xUbiYuQ73I7+hOScbFgaVISjaWVMaeBG2YKlDvdjwnHp8zs8jfuCb5mpMNUzgKNZFXS0ssO4ei0460fMnehQrH9xF4k5mehcvQ5WtOgKfS36j/dJ3BdMf+SDrPw8OFWyglcn7vJ/3I8Jx843fghP/YGU3CyY6hmgaw0HDLVvgiYWVpz1I+Z/T6/iypcQaPP56Fy9Dta59pRb9s/AW7gQ+RZZ+XkYU7c5Fjq151SXIx8CcfVrCF4kxEBfSxs2xuZY2qwTnC1rcNpPYTLycnEwJAAPvoXjbVIceOChsoEhRjs0wygHZ2jzi9aGzxMUYOmz63ga/wVxmWmi371pZbSzssWYus012rcQAA/A+uf3sah5O432BQB1alridsBHCIRC8Pk8AICurhY6uThIjAYxutpayMzOhfdfo5GakS3SVyjEtvkDoK3Fx9bj9zF7uGKd/WIjsTboDj6nJ0MgFMC1Si30rV0f/Wo30MwAi5kPyd+LWwWk5mZjVeAtPIv/isTsDABAM8sa6FzdHqMcnMHn8YpUnzxBAf79EIhjn4IQl5kGXS1tOFeqjnZWthhm7wQ9Ofd8tvjFRuLalw94kRCN0NRE5AsEMNTRhVMlK7SwtEZXawfUMZHvpMkUPW1t/K+95q5VTnKReFz/F8EJMZJj2Yh5H1MS0O3yfsbtqZpn4pfbx+EXG8m4vC5fCx+GL2RcvnB+gZeD58BYV58iL0wtQzPc6zdFcrzA3xdnwl/Jbf/NkHmoqKPLWB8xbMc9o5E75jZuy7g83bjXBN3B/vdPacuzHbey71tRLpLVQbdx4P0zpWMAgFZVa3FizH1I/o7uvgdY1Xk/bIFcg5MJhb8DPo+HsBGLJcdsry/XKjVxvPNIlXWR5Ud2FuY99MX+TgOw4NFVBH+Pwd2Bk9Rqky6Sp6byz1zxe4ee7vVpz/W6chDvkuIYtbPFvS/6/2dsqJOL5OqXEEx96MOobO9ajtjRuj+jsvLof+1fvEyMUV6QJf4e01G1ghHren6xkfjl9nHG5Y119RE4cJZaxryi6wsAel85iLcMfweqXF8FQgGan9mO5NwsVvXEuFS2ZrSFOSo1FTWMjVXqQxU08nr1KvGb5O/VQbdZ3fxUxcZrLauHLADkCgpg771epf7OR7wFANQ7sVFumc/pSdj86oHkWNFDFgAanvJUeF6W2Mw0lca947WfWuMOS02Ua1wA0uP2/fxe6bhPhyk+Lw/nM9sYGxcA8Dj2s0K9mdD32mHWxgUAOJ7YqHbfYgo7YAkB1tfXapfunOghxlzfAIe6DII2n48tbXupbVwUNfKMi+XPbzA2LgBgjt9F9L12mCOtig5NGBeq4uazk5VxAYhmOeocV+1+Rofs9WXjtZaxcQGodn3Ze69X2bgAgGfxXxmVa7efeu+y89zMWdwLWTRiYLwoNJvB5gGgKmwfzIUpEApg47WW9V7vcxFvcD8mHDkFitdtd7z2AwAsfnqFUbvKHsaFcfPZybisLAVCAeb7X2Zd71zEG3S+tE9pOfG4pz86r7Tswie+rPVo5bMLP3IyWddbE3QHXp9esK4HAEEJ0XhdyHhWpW9VPnNF2MqZPVNYx9iCUx3KImuC7uDIh0DW9V4nfkO/UmhklARsvdZSZirZYOO1FvkCAYcaFc31Zee9TnmhUopGfDCufglBn1r14XLuZ7hRPo+H10PmooI2dQlAIBRi4I0jCE6IQXfruoz7yRMUwOH4BorcWFcfLwfPkVuv4SlPZOTlSslsvdaymoJ9mRiDsXdF0dAK16Ob3iw8vRY6YjG0Cq0b1jm+XuqiWODvi0G2jRX2LW/cC53a47cGbrR10vJy4OazU2rcZ8Nf48qXELwbOl9hf4URv+30r90AW9z7SuR04y6so+xnKzuF7BPxBh42DRnr8S0zVfL3KIdmWNWiG225Fme3I+G/tVsxS59dw9O4L9jeuh/j/gZcP4IXCdEUefDgOTD5b6lMlj1v/bEh+J6U7Gz4a0xr0Ao2xuaM+6bje1YG5fra2bo/etSsRykrEAqx440ftr56yOr6Kq/ILvmKsTO2wK0+k2nrdL28H59SRLEDXqlhhAJAj5r15N6Lul3ej48p3MQoEKPovid7nWpqmcr5zDbal7wrPSfA0awybZ1TYS+x6In0i1ud4+uxrmVPDLVvorZOsmPf3cZD6fXFFjvvdZQtoetde2KInWL9PyR/x5+BtySz15r2r1IVjcxgvEz8JnXz8+48AmEjFtMaF4Do5ujTbQwiRi5hddN3pFmeWNS0g0LjAhD5OvStTZ0WPRn6knHfYh72nyp13KNmPZjpSXvgio2L98MWSBkXABA0aDbrPunGHTFyiVzjAgCMdPTwZsg8ijwrP4/1uHX4WlLGBUA/7jyByNHu/bAFlDZk/RH+UXGmK3jwHLnGBQAEDJyJPrWo3/Wlz+8Y9/E2KY5iXPAg+szlGRcA8FsDN4SOWESRd7y0l3Hf8qC7vuhufoDo+prVqDXr66u8QmdczGrUWq5xAQA3ek/CNnfy2arC8dBgymxkQ/OqiBi5RK5xAQBD7JpgX7tBFPnip1dQoKZr4doXdyV/VzEwRMTIJYyuL1nfDWXIGhcNzKooNS4AoK6pJY51Go6IkUuwzLkzVjTvwqrfokIjBob4wQIAb4fOg1uVWozr6vC1GJeV/RENtWuCKfVdGdXd5t4PprrSD0SmyxiFqVHRhCI71GEIbVk6Jz8jHT1W/fl+fk87bqYEDppFkbEdt1en4bRyunGb6RnQjnu+k7TnMps1TjGXeoxT+IAXs711P1joV2DdvpjeVw5SZOEM3+S0eHzaz/zfD89V1qcwzS1raOz6Ko/QBRhyMLXEbAZJxfrWrs/o4UCQ5n9Pr1Jkl3qMY1S3S406WE+zc63p6S1q6bTv3RMAouvryYAZjOux2dXy/HsURXa553jG9cWM18CuSK7Q6DbViY4ucmct1G773hmpY3sTC4VbJOl4MXg2ZRpsecANrGzRlVF9eTMGmtgOKkbWp4HtuM31KmBaw1bY9eaxlJzNuFvI2U5MN+4bvekd/sbXc8FfgbcZ9UdHz5r10NC8KuPyzwfOonzXHS7uxd2+v7Lum6lxIcZcj2rcrHh+U+1pzYmOLvi9WSe12ihNyNutxYTmljVwuusopeUanNxEkV3vNZFxP+tde+Ji5FtkK/HNIohod2EPRebL8iE7xK4JwlN/YO9/RgEgWhJWF01fX0k5qjt1qoM8h05Zedi8uWr3pVEDQ5Nfzu3oT1LHp7oov3kw4cjHQMYP2o7V7Rm326aajaoqSaB761Vl3PObtKMYGGzGzYZK+hVp5eruXvds1Yd1HQ+bhvCJeCM5jkz7obSO7GeuxeOrpLuFfgUkZktPA4emJMLeRHWHy/JkXBQVsoYBk5kLWba498VvD85xpVKZ5kt6MkVW36wK63YWN+0gZWAAou3bDmrEitD09dWI5gVp5xs/TG/orrE+F7RprbG26dCYgcFFEBB55AoKKDLZ9f+ioIlFNcZl2Uxjy2O9jMMgUDzjLgmoElNiqXMnKQODCbKf+axGql2gQ+2aYPdbfynZsU9BKq+davL6Kq+k5GZTZDNUuNkTR1pmfE5PosjaWdly1v7ygOucxnvhGroYIZ4vH2jUwJji4qKxtunQWJjBuU2YB3Jiy9GP7LePaQI269kOpuo/ELLy89RuozxDt1ShbP+47Gc+zN5Jpb6bVqpOkd2LCVOpLUCz11d55WIk1fG3qCNFlif+pdkGPKW+fEd1tjyJ+8JZW5qCLsqwjddatZaPSxIam8HQpBW//b8YC4VRZ31WloTsDLlT+6pia6SZ2ANcjrs8cjrsFasQ9YV3b6jL5zTqGxxTyuNbsqa2SIo5FcZ+FxlBdQ6HBFBkrlVqFoMmVKrTOO9rgjNdR2HwjaMUh89/Qp7hnxDRzroeNethR+t+UtGxSwulT2OIIreVtva5ilFP4JYPKfLzLTDx0SCUHUpC7o3yBDcJwX/C5XKxtWHRGBgAcLrrKIV+XVe/hMDeez1svNYWm2OoqpRKA0PTcP3DB8hUa0klRcEFG52RKvccoeyRR+PbRSg90Pk00G07ZoKmdj/KI3zkEix1Vu5U2uzMVth4rcWNrx+LQCv1Ia/VhHINncOwmNRc9be6EQiEokGbxicupyAfBto6xaANeybUc8GEei7IFwgw4rY3AhT4h/364CwAYLi9E9a07FFUKrKmzBgYml6fLYkoCpFNYIaiQGemetQgXuXxd0YglAbolrZLi3FRGG0+H6f+y4zq+/m9wnxOx0ODcTb8Naus4EUJWSIpxZApfPWpaWgm91xtI/nnCGUPrh27CUXLFzWcpksqvWo5ImLkEpztNhq6cnYt5goK4KRm5FJNUSoNDC6CVpUF7kSHFrcKpZ5u1g5yz1WrYEyRFU6yRihbdKlRp7hVKFf0qEndCaVKhmQxmvCdKyk0q1QdH4YvlJtzKiU3W+38K5qgVBoYI+s0K24VCGWErgoMDDoO0mytI/xk9OIjxa2CyrD9LRDUgy6mzLGPQZy1L5tYsqyw0Kk9bQqGLa8eFIM2iimVBgbdW+cnjlMYl0Tocn2Uh3FzBV3WWGXJ0mQ/8wMqZn0tT4z73zEAwNmbwQCAvPwCCARCCIWAx4z9+G3lSQgEQnz/kQ4AmLrqZLHpWpj2VnYUGdmqrDnaVqNG7dz++hFn7c9QMepuaaCOSSVKzBDvTy+KSRv5lEoDA6Dmshh4vfS+OTFlC03+jfIwbjr2v3/Kus6ygOus69B95pqOw1LaObRG5KDWtJ4oSuGKnVeQnpkDgUAAR9sqMDM2gEAoBJ/Pg1AI5OULilNdhczyu8i6jiq/zfKKNl/6EaTqNH9sZhpFNrMMGxiAKKdUYUpijIxSa2B8GrFY6jgtLwc9r/xTTNoUDTbG5pTkWOVh3HSsCbrDas31UEgAJc7Bg36/Ka1nY2xOkTU5vQWZJGw7LUfWjZb8bWstCo+/enYfGBvqQ0uLjzVz+mLNnL7Q1uLDwrQieDxg/6rhxaUuBU+33lLHrxK/4c2PWFZtrAm6w6VKJQq6hIvq8Gn4IopMlejEbj47KbKyuUDykwCZ6J90PmPFTandpkq3vvY+KR4T753BgfaDVGrzwbdw2mm7ksTN3pMpF+D7pHhkF+SrlAAMKB3jpqP+iY14P2yB0nJ5ggKsCrxFkVsbmjLqx61KLfjHfZaSNTi5Ce+HLVDpM0/MzoSFPjUvCqH4GWDbCPP8L0vJ+lw9xHh7crMzWzWhVolhxfObGFO3Oadttq5mg0ffIqRkP3IyaXMH0VHn+HqKbKh9E0500yTBCTFwqkRd9mbK+hd3pY5H13VWWF5emnZ5cJGuvdTOYADAeteeFNnt6E+0Pzh5ZObnYvHTK7DxWsupg5EmoRu344mNtA9ReWTm50qiwpWWccuSXZCPhqc8FZZJysmCw/ENFDmbtxvvziNo5Y4nNrLyer8Z9QnNzmxF87PbWPROKAnYeK1FvkDxUk7LcztK5DQ118xRYdlIEUc7DqPInM9sw9UvH5TWtfNeR/u9rGtJvUeWNDyu/wsbr7WY8l/QLDbUO7GRIptS31VhnZlubpJ/81q7Y3arVgCAltbWmNS8Oaa1bInKFUVbtTf16M5aJzpK7QwGAAyxa4LetRzR4KT0QyZfICjTScDkjftQSAAOlYNdDoXfeDLyciXfNZ/Hg5OFFbT4fLxIiJb7QNDha+Ejy8A0ESOXYNCNowiUmZZ0PkOMhaJC3Ws6dMQiRgmjIkYuoe1L/OKir6WNJhZWyBUU4FXiNxQIufEhSc3Nxuf0ZMRkpOJDcjxiMlIRnZmKbxmpCEtNpK1z+fN7XP78HgBQ2cAQDqaWsKpgjGoVjFDX1BLVKhijekUTWBqoFuPjeq+J6OZ7QEp2PvItzke+BQ9AQ4tqMNczQHxWOqLSU5CW9zP6LZugdHSf+dSH5yR/V61gBDtjCxQIBQqzpNoZW+BWn8mM+y0JXP/6kTL2ijq6cDCxhLGuHn7kZCEi9QfS8+RHFmaSh2VWq5/bW71fvsKyW7cosxRzW4tSxdt5boZH/fpshkFLqTYwAFHM+NARi2DvzXzWoixQQVsXoxya4WgpnX1QhwVN2mFhk3boe+2wlFwgFCIoIVppfbbGhZgzXUeVacOV8JNPwxfJnQnNLsjH03j5D7mwEYsx/JYXnikI9UzH78+uSYwFVYjPSkd8VjpFbqSjh1dDVJvudjC1hKNZZbxPiqecEwJ4nfhNpXbp8PeYTutLAYicOOkcOQvjVMkKPt3GcKZPcZKRl4sXDO5lgOiFKWjQbFbt73zyBPYW8jN8O1SqxKo9eZTqJRIxWjw+/D2mq90O0zX5ksKqFt3K5bgbW1RDI4tq8Os/jXVddUN9R4xcgt61HNVqg1Dy0ebzEc7yt8KDKGkVn8eDh01DzShWDFzpOQH1zapovJ+qFYwQMXKJSllRLQ0qlhnjgg3drB1UfmGKSJIf+TTsBzfbs0v9DIYY8Y8TEFl/bS7sVroeaqSjh3/aD0aLytZFoaJGKDzui5HvsOL5DaXjblPNBjMaupfKcRcO52xV0Vgy9rYX9uBrejJtHQ+bhthMs91UVXa07o8drfsDAKY99MGVLyFK68xp3AbTGrqX2eA/ZREeRAZlvkCACfdO48G3cNpyzpY1cKbrKCnZMHsnLHl6tQi0LBp8e44HAKwOuq00Foy1oSnGqeEIKn4bP/YpCCuf35S71Gmoo4eAgTNVdm4vbsT3rnyBAGPvnoRfbCSjep2q18Hqlt1RxcBQ5b7vT5yAelu3odXefVjVqROcrKqBz+NhX0AA9gdwt1OIJxSWwPiiBAKBQCAQNMbn5GR0/Ocg7bkb48bCzpy6RZ8txMAgEAgEAqGc8i4+Hq9i4wAIMaBBA+hq0SdVUwViYBAIBAKBQOCcMuHkSSAQCAQCoWRROr1jCAp5dv0VQl9+xoiF3Dk2EggEAqHssOvpU2x+5Cf3PBeRPImBUQZ5dPE54j4nEAODQCAQCBRCvn/H5kd+sDYxQWd7O43tbiMGRhmkRp2qmLpxZHGrQSAQCIQSyPCTp6CvrY17EydotB/ig1EGiQ6NQ2KM/CAqBAKBQCi/VNDVhZWxkcb7IQZGGaRF18aY0uqP4laDQCAQCCWQX1s0R/gPzb+EkiWSMsjlA3dR38W+uNUgEAgEQglkdNOmsDU3h53nZgxp1BDOVtWhry1tDvSuV1ftfoiBUUYh0U0IBEJRM7XNSoS/kU7ydi3pgJzShOLCznOz5O9Tr9/g1Os3lDLEwCDQ0v+3znDt4VTcahAIBAKhBPJu1swi6Yf4YJRBXHs4Yd2EvYzK9rrK/O1iyM2jqqpEIBAIhBKCnra20n9cQAyMMgpfi/1Xez6SOk0WmpqAuzGhAIBvmalq60UgEAiEksOzqChcDvmgkbaJgVFGWbhvEus6B0OeYZbfBSnZ4idX8OZHLABRmuCpD89xoh+BQCAQio+vKSmw89yM4SdPYZavr0Qel54u5aOhDsQHowzy+FIQLv9zF2vOz1Na1rfHRMnfF7uPp5w/03W05O8VzbtyoyCBQCAQipX2B/6BW82aGNqoIWb7XpHIqxgactZHkc5gHN93T/L32B6eWDzpEAAgNTkTHm5/IvxDLFKTM9HbeTmGd1gHAJg5Yg+GtluL/LwCAMDk/tvQw2kZEr+nYe3CkxjVdSOO7LqNgIcfMaDVn/BcehYAMK7nZty/9gp/zvUuyiGWCFr1acbIuCAQCARC+aPbocPQ4vFwbPAg9KlXT2P9FNsSyeGr89C2W0MAwMMbb3D6wf9gW7cqjE0roGGz2jh+dzEAYLv3bzh5fwm8/zNO9p2fheo1LWBhaYRAv084emMBRk/rhBZtHHDu8TLJ9sxDV+YiLiYZsVEkoiWBQCAQCGI+p6SgTqVKGu+nWH0wdHS0AAC9hrjga8R33DgfRClz53IwAEAoEFkOk/tvw+BxbQAAFpWNJeX6t1wFAMjJyZPI9A10wedrJolLSSbi7VdEvosubjUIBAKBUAJxtrJCyPfvGu+HJxSWnpBM4R9iYVu3KiI/xcHa1hJaKuyUKA8EP3gPxxZ20DPQLW5VCARCOYIE2io92HluRgdbW6zo1BHt9h9AyOxZWHT9Bi68fw8egFAO0rWXKgNDKBRiRKf1qNfIGsu3kWyh8ljcdxMAYN3F+cWsCYFAKE8QA6P0IARgT7NbREdLCyGzZ3HSR6naRcLj8XD8zuLiVqPE8/XTN4xdNkDl+rk5eTiy5gLe+n9CVGgssjJyUMFQH1a2leHQtDZG/68/DE0rcKjxT5LiU3HtyAME3nmLzyExyErPhpFZRdSuXwNjfu+Pes1tNdKvmJDn4bh1/DEe+75AckIaDE0roGXXxugw2BXNOtTXaN8ljS8fYnD92CPcPxeAH3EpMLEwhHPHhnDp2ghtPVpw1s/HoEjc8PbD48tBos/cpAJq2FfBsHm94NK1MWf9iAl9+RlLB29FQb4ATm3rYeqGkTArtNxaGJ89N3H+79tIjE1GrbrVsPb8PBibc+Nl/zEoEv+u8UHEmygkJ6ShUjVTNHRzQPtBLhoZ94HlZ3DruB8K8gX4ZXFf9JvcSW5Z8biz0rPRvFNDTFk3jLNxA8Cd009wYpMvvkf/AABUtrbAmN/7o1XvZpz1IUtBvgCXDtzB5YP3kPgtGQV5BTC1NEKXEe7o92snTsfHBPH1FXDzDaJCY2FiYYhqtS3Rf0pnTq8vefAAhM2bi3fx8fD78gUFAgEmNW8OLT53KwOlagaDoDmy0rMx1H4Ocgv5sCjDoqopvN5v4qT/wDtv8fvALZy0NXXDCPSd1JFVnd5VpiA/N19puQ6DWmLRfvYxRkoKayfsxf1zAZJj7xBPmFcxkSqzcuRO+F8JVtqWto4WNlxeiPoudirpsnPeMVw+eI9RWbZvwd3Nfm6/vhy/F9r/+Xt51JiGrIwcSvkNlxagcWvp3AujGy9C/NdESlkjs4o4Hb6NlT5ivkf/wOSWy2h1kMW5YwOsPjuHVfuFx134MyssL4zsuEOeh2N2lzW0Zf86MxvNOzVU2L+yGYx+VlORk5WrsI0KRgY492WHwjJs+B79A6MaLmRUdq3PXDRtr96LROHPmu76+vgiErM6rQaTR69zpwZYfYbdb6AkUapmMAjKmdd9Lb5H/YBrDydM3ah4Gcn/SjBWjtypcl+JscnobjYRhiYVcCZyu0ptFOQL0Mtysso6qENKQhqG1mF38d498xR3zzwFAPhE7YJBRT1NqFZkPLoYKDHGgu+/x+L+nozr5ucVqGRcyHvYManj9W4jLKqZsar774cnElUAABpeSURBVGofTFgxSGG/C/tsRKNWDtjouxCZaVkYUHOG3LJpSRnobjaRldGTn5uP3lWmsNI78M5bic6qLjNkZ+agf/Vpcs8v7LMRVxP3g8fnITMtS65xAQBLB21FjTpVceDZX6z1mN1lDUKehzMqm5mWhe5mE9HQrQ42XVnEui8xW2b+i+tHH7Kqs8RDtGTQwLUOPK+q3rcYda4vANCvULrvL8RLsozheW0JjrzZqNS4AAC3ntwkREtPycR45/+pVFeecaGlzUfj1nXh2sMJVraVGbenZ6ALm/rVGZVla1zI4lFD/o27tCC+6aty8+Px2O/Qmuz6B+s6hRlZfwHrOndOPUV81A+l5V4//ggAGFibWSIoppO/KQlprI0LWYY5qPZbHWyrfC19envRDjwm4476FMt43GKWDd7G2LgozBv/T5jfcz3reoDoM2drXBTm7ZNPiHwXpXJ9MYXHzfb6AoDpm4rH19Dn3TtO2iEzGGWQv0btAgAsPar8AVi7fg3aC2ny6qFo3dcZlWuYS2QvH4aIfDOefKKUjwmPR8TbKNg0qMFYT7oHfN9JHTF1wwja8itG7MSTq9Spe1Xe7uQ9qAwM9TF1/XB0GeEukT08/xy7F3kjKZ6ai2VcsyU4FLSWdf8lBfENkO7m59yxAVy6NYZtgxpI+JaMkIBwXNh3W3J+5MI+rPpa0HsjvnyIochtGtTAhJWDpKbf474kYFbn1Uj+nkYpP63dKuy6z9xQSfyWhF/dROXH/N4fw+f3RnpKJkY6zqdM1+9e6C3ZEq+tq43LcX8DAPwuBeHP0bulyu6a74Xpnr8o7V+eIWvToAbW+syDqaURAJHB8uhCIHYt9KKMO/l7GutxX9h3G3k5omW/Y283opKVGe24w15/xYfACMm4+03uhN/WDwcATHRZiqhPsVLtMh23mIBbr6WO+/3aCYNmdINlddG9JScrF6e3X8OxdRcpdd/4U+81yijIF8j9zIfN7YWxyzwkx0KhENtmH8G1I1RjZIr7ClyI2a3Wbjzx9TXWieo7KL6+athVRWpSOkICwnHn9BOkJWVIyphVNqHUKwq+pVGvO1UolT4Y71I+o75JLYp8RuAu7HAu/W+V6rJq5E7w+TxGBgYgmn4etaQfqweGvLVspg/7k1uv4tDKs1Ky3hM6KLXYhQIhelhI+0CwXaLpZTkZBfkCKdkK7+mMUtyPbrSQ8jaspc2H7/d9jPsvTmR9MACRUZWVng2A2XegCiPrL0DiN+mgd649nLDCe7rSuvfOPsO6idKfb3W7Kvjn+Wq5deiWQ+h+m/Km7hfunYiOQ1yVtqvs9043bqYPLbrfKVfjlrdcRFfWc9oh3PT2U1oOoPfBEEPn5yLLhX23sWfRcSkZj8fD1R/7FdYTk5WeDQ9r6m+K6X2J7nPx/b4PWtrMJ/tl21D1+kqMTYZFVVPG/SpjzpUrmOHqBltzMxx5odjHyufdO/iMpH/RY0OpXSLJE+QjMkNkWe8LFSVqic9OLk6VSgx/eE3H2D8GMi5/LekA67dRn6hdbNWSQta4AJhNB/L4PDi1lQ5tm56SybjfRxcDKTdtAIyMCwA48noDKhgZSMkK8gW4fuwRYx1KGuKb35pzczViXHyL/E55yNo1rsnIuACA9gNdKLLosDhJ+gB1WCsnpD6dccEWunFfiv2b8RsxndEaHRbHSodJfw6hlevqM38rn7GZ+WyFPMYs9VBqXACi2RPnTg2kZEKhEF9lZlHkMciGusxzKfZvZkoC6DysFUU2uhEzB1F5qHp9cWlcAMDF9yHod+wYAGDlnTsK/72KZfZ5K6PUGhg6fG1k5ku/QecKmO+AKMscXH4Gy4eq5uXOhhadG3HWFpstYvP3TFC5n7/G7KHIToVtZdUGnYf7lhmHVVWpRNB7QgeNbcOd5LKUImMz1Q8Aw+f1osjEDnlMkDfVTOekq2ynBFPoxq2jx25Vmm7cbBg4nT5BYb9fqbus5I1bV09HLR0AduOg2zUxu7P8WRsx36N/UF4ehszuweozn7+HmvAxMZabF9fi3uZ+fdxYvJ7503l5UMMGCJs3l/bfwAYNFLTEnFJpYIiXR8T/T7YX/Xh92qwoLpVKFONXDsK+Z8ovSHVZeUK+pz1bhszqzrhsJSt2uwgU0WWEu0r73xfuY78ToiSjSWcy2ZkGVbzzxyz1oMhe+31gXH/U4r6My87ZOZZxWTofEUDkO6Cpca8ex/yNXB59JlINDDbjZsPGy+wdc2XJSM1SWoZuK+r45cxnciXtLOlHkan7mZeEJVR7c3Op4+bV5TvD17XkJk9JqTQwCMphs2aoKnwOQ7Vb1rDgrC150E2pz9oySqW2Og6mTqF/DqE6MBKoNHCtw1lb8h7wsjgq2E4r+ztmMzWdnpxBK9+ziJrFmatxPzz/XO02Cjtvi+F6Sl5MI3flSyOy0MWiEG8PZ0q7AaoFq+o5ti1Fpu5nXhT3YzaEzZuLwQ3lz9RZGRlx0k/JGjWh3JIQo/mst1cO36fItHW520jlvfEyZ20VJd1GtdFY2wE3XysvxJCqtahvVQE3XzGqW7Ouldxz6kSllReYLuw1vaOjKtCNu6zT71dqlNHbJ/xZtdFzbDuV+uZ654Ymry9N0cPBgZN2iIFBKBEE3XvLuKx4Ox1bbp9kd4NSRo06VaWOH5wPkFOyZNOJA4dGedw68ZiztkwtqeG8PwRFMqqr6A1SnaSJTPfgqfMGSzduJshGkCxNtKQJlR54l/k9AgAateLmIakumry+SjokDgaBwofACPy95ATeB4RprA9dPR2pt7/A28xvHmOaqBZh70NghNSxQ7PaKrUjpp1HC3htuCQ5VtXwKW6YePerygMf6tSyKpE85fGDIwc8TVOQL+B03EywqKaZJY+igMenBnFTdH3RhfnvWal4IgTLosnrq6RDZjAIAIC8nHx0N5uI7mYTMavzao0aFwCw3Iu6RVEcDEkR3yK+U+JQGBjqq6RD1VqWKtX7Wb/8TV2zRdNhdkphGJ8iQ0tbq7hVKDKiWG7fLe/sevoUdjSZVLmGzGAQMKbJYsR9SSjSPmX3ugMiJ8moT7GUpQcxb598wrwe1NDB3iomXNOvoHqEPgCUeBgEQklCnaWf0kYGi1g4BODkK+58oxRBDIxyzLR2qxD26ovc8249ndBxsCva9G8ut4w6077Xkg5gaJ05SEn4uRNgIk3sAEVc/bFfpZwYwM8AOKrCZOscgYqqibtKM07tHLFOTlAvgvrQJQUrj78zppjo6yGamvmAc4iBUY6RZ1zsuLsMdZyoodg1wclPW1QyUvQMdHEhZrfyggqIifiuVv1vEfFq1SeUH75HK0+2RlAd86ql16G1ONjRuzc6HTyk8X7KzxwaQYr9y05RZNZ1quJa0oEiMy7EXEs6wGorl1M7R5WMiyo1pX0m5OVMYMrHF5Fq1S8PED8VEdGhxEdAk9BtLWWTQqC8UdvMDBOcnXEpJESj/ZAZjHLK2Z03KLL9z/4qBk2A83/fkkqtzOPzYNvQGl8/xgJCIcyqmKCusw1+WzccZpVV27IHiALvnNp6VXKs7q6P4AfvpY6r2ajnNFoWadm9CS7sva28IIFQCLqsu/J8s+Tx4FwAeo5TLRZGWefXCxfwNi4e/wQGYrbvFdoyYfPmqt0PMTDKIVx53j+7wSzIkSKOrbuIY+t/pmlWx6dCGeOXD5QyMAAgOzOHdv2WCbJ5D5Yc+FVl3coqU9YOoxgYke+jUdtRfpjisoBFVVNKDovyMG6u2Dz9MEU2/o8BrNrYPvcoMTDk8FfnzkXSD1kiKYd8j6ZGzaxszT5U96FV59TWpbBxAUBjxoU8Nv12UKV6sumrAfXjapRF6L7P3wdsKQZNipZZ20ZTZOVh3HTcPM4+2FrI83CKrFXvZqzboYuPQQAsK1ZU+o8LiIFRDqF7hqtyIUa8jVJLD9k323YDqGm5Nc2ji4Eq1fOcpnkHqbJKYmwysjJylBcsxbjQRKLkKitnaWPrzMNF0s+wudSMrWObLimSvgn0EAOjHGJZnZro6EdcCqs2uIhK+O5ZqNTx/XPP1G5TGV40MTPYjsXDmhokTN202mUZus/co8Y0vHum2WBuxY28cZc3CvIFWDZ4G+Py83tSY90ceb1Bab2xyzygZyAd2yYhJqlcfuZ0HHnxosj7JAYGgTU9zCdx0k6rXtQpz0E2M3HDyw+JsckQFAhoaqmHRVVT1KpHTXx159QTRvVHN15EGz+DLq02QYRFVVPYNa5Jkc/ttlalmbM9i44XedhtVaAbd1ZGDnpYTCrT46Yj4NZrnNjsq7Tc2Z3/b+/Ow5so8ziAfydHjxxtWnoALbQWcFEuXQRdF6QicmgR5PLkPkQBAVdZORYEORQ5xQKFIsjKcitHlcKugsCjD6KosCrgAj3oTZu2SZrmnP0jbWg6STNJpun1+zyPz2PfmffKDJlfZuZ931P473d/OKSJJSKnq786zZ+5iZOm1xnwz1VH+TW0hqs/3MSoe15vNqPFln59GnqT7bzrsHYdXk9zfzx8RS95tlB9h/XEuaOOjwdGJ8zGwZuuf2loyyowtstbgr0k2m9EL6yanOJYR2kF1s3k//ghafLjmLnmJY/qTfluGeeLevUrqUhZuB8f/7gS8hDuDJ2slcXsAStQmF3M2XbgxgaP6m+Jkr9ZjCHhUznnTlL0dLSOi8A7e2fV+QLkJyuO4LPkUzDojfXdVEElf7OYc66xVtbe710/v+cyb1FOCb7cdbZJ9tuZXe9+joBAKUbMGOh0+9Tei5D9Rz4nfe81/lNaS6RivJ06De9N2eaQvmf1cexZfRzjFgzHi28lucz//anLOPzRKfxyrn6HbzaUYKl/L/kUYLRQC3e9yvni06h1vH8hMQyDEyXbff5Fla5OdXrh4Sttx2mk7TiNsKhQ7L221qN6a7e97I4GI+NmeVQ/zRbI34mS7Ti4MR073jnkkJ6feQfTH13SQK2qf87ONcDW76Z6R4KvIeMfw40rWbheterttkUHsG0Rdw4eV3oN6IaQcIVHdSaO7I3Ekb2dfra7Vx7B7pVHPCqvOTmbkYHH4uP9Vh8FGC3Y3zZPwtrXPB9FERAoxbH8LYK04ZPlnwtyR0RdWIYR7WfhsyzuLVJX0tWpeDpyGme4KV87L63yKl9LNnr2YJw5fAE3rvg2yVlTk65OxYzHlra4fo9f+CxUkUq83n+5x48aHnqiK949ONvrundcXIHJvRZ6nb+5ETEMJh6+O/Lvi2vX8MW1ay73F2IeDHoHowV78oVHsfXbpR7lYUSMQ3Ax6OU+XtV9dNtXGBw2BXvXCvccsEKjx/5a81y480XRNkxcMtKjPD36dka6OpUm1vJS8tkl2PP7GkgCvPt90+3Re5FWsFXgVtW/5LNLvP73AjTNfqsilQCAD79ehLdT+S+fvvzQHCw/NMenumM6RttmCfbyM2cYBvO2TcG9D8b71I7G4o835qJLdJRf66Q7GC1c/H0xSFen4szh7znPLWtq16k1lu2fzbmovjRvKE5+et6jOrWlFdjy970Oaff16oD3j7+JgEAprzKyruXiraQPHBZKA4CdSw/juTlDPGrPc3OGYNTMQVg1OaXOYaudH0rAhn8v8Khs4lyr1iqkFWzFlW+vY/2sXci9Wfe6Lgld22HMnCFIHOn/ocxCmrtpAuZumtAi+i2WOP5+TRzZGw8P7oH5w9c6necCsAVRKz6by/t7gI+5myZgzsbx2Dp/H45uq3tWWZFYhKcm9MO4+cMQ0sqzRzNNwbGXXwYA3LdhI57s2BEfJtXv6DeGFeqNPUJ4yLyai1f+stghzZf3GH786lcsHOU4gRG9F0EIIa7NOp4GhmHqPcCgRyTEr2YmLnP4W6GS+VRezye6+JS/JckrGoObt9ugqKTu59oZOZ1gtfphLWfSovE9H4nwVg0aiGUDnqj3eugRCfErk8Fx/P9rq19soJY0DTdvt3G7T0JsnmD1aXR7YWW1uFM6H1HhyYKV25z4+5gQIjRFQID7nQRAAQbxG2erl/Yf/UgDtKTpEYvC/FKPUv4ClPIXeO+fnd8HJvONFnlB9dcxIaSpogCD+I3RYOKk6bWVCFYEeV2mutCzKc6bqri2vzV0E5wymZv3dN91aazHhJDGgt7BIH5Te50AAEjbccanMif1pHHuDYfeDyeEuEZ3MEiD2vHOIYyePdjjfAVZdzC+x9uc9HELhgvRrCbNYilAZt4DDmny4CSIxa7HwNd+r6B1xG7Igp7kta+zNGePTFjWhKy8B2Gx3p1unWECENfmMkSiUM7+BcUTodOn456YLJjMN3G7IJGzT+16rKwWmbndwLLc9WLCQxdBpWyYha+c9R0A4tteddt3hpE6/cwTYvOQUzgEBuPPiG97HSKR0r6tev+an09x6T9Qpk1FbPR/ECDtAsCKvDsvQV95hlN2VHgyFLIRLtuVEJsHo+kar2PizflImge6g0H8av6OVzhpT0dOQ1FOCe8yUpccchpcAKhznYGWouaXuUI2ChJxG+j0aWAY14+i4tr+iraRRxGhWuG2/AjVCkSoViBEMYGTVv1fbWZLPm7ltIfFWgyJOBYK2SgESruCZY3IyO2MSsMFl/UZTZftFzKxuDVEjBwAoJSN4eybkdOpKrgQQykbDVnQAFR/zdXV//rkqu8AePX9Vk4CAFvfpZIOAO72PUQ+HgCgrThsz6PR7XNalqbCNkW3LbgAtBVH7MFFUECvqjJtn1VhyQzo9K4nwTMYf+J9TLw5H0nzQHcwiF/1G9EL62budFi8yWK2YmzXeQCAhwd1R/c+naGKVCIwOAAlBWXIuVGA3y/esK9n4EpTm+WwPlQaLwIAAgO6IybqpD2dhRm3brdzmU8sCoc4sDcCpJ1xp7Tux04hikkAgIrK0yjX7nJIcyUr70EAQKhyOlqF3l13RG84j7yi0cgtGu7yRdHcopGIDNsApfy5OuuoppA9i6jwzbz29QdXfQdsdxrc9R1gXW5XykejSD0XmoqD9oCvVPORfbu+8gyCgxIBgDP0WCEbAakkDoEBPe1pkeEbUaR+ExrdHhQUT3FZb07hU7yOibfnI2keKMAgfnc0d7PLRZ4unLyMCycve1xmWmEKJFKxr01rtFwNjYwIex8h8nH2v/OKngcAhy9zAGAa8J+6Rnd31tbaF9jgwD6QSu6ByXzLZX6WNfAOLgD/9bWu4arOLsy1+w7A3veC4omIbsVdRZhlDW5G6NjOeYPxkj3FZL4BiaQ9zOYslGpT7AEGAIfHKAAcgotqkWFroNHtqaNOQBY0kNcxaYznI/EfOsqkQaSrU3Fs+9fYPO9fXpehDJNj+4Xl9vUOmjO+w0BZtgIM43zyMok4FmbLbSGbxUuR2rZoUoTK+dLkMVHpyMj9E8q1OxGimMjZHhjwgJNcrjDQVByEpuIgQhVT0Uq1zH0WL/EZpmqxqgG477tOn+50O5++i0Qh9rsTLGsAAESqViO/eIL9EYi+8htbeth6Tv5Kw3fQVhyB0XwdJvMtWKvaXJfWEZ+43cfWnsZ3PhL/oQCDNJhnpvbHM1P748CGE/j0/eMwVhrd5gmNUCJpUiLGzh9W/w1soqSSOKfpEklMg36hSyXxTtNFohAAroe8SsQxvOtIiM1FqWYTSspWoky7HWXa7WAYKWKjT9vfXxAKn2Gq5qo7M+767gqfvofIx6JUkwyrtRzlOttdkOCgfghRjEeZJgUAoKnYDwCQB9+dGtpiVSMz93635fuqsZ6PpP5RgEEa3Jg5QzDGwwXKiGssq3exwbtl6YViZbV1bhcJNHGVSjkLKuUsqMvXQ12+GixrQnZ+H8TH/M/+MqK/iEThANz33Rch8vEo1SRDpz+OMs12e3qoYjrKNCnQG85DW3GMk686uIiJOsG5U8JntlK+Guv5SOofjSIhpJkxmTOcple/cOdvSrntOXxJ2XKn29XlHwCwBQZCCguZi4TYPCTE5oFhpMjI6Sho+XxU37lw13eG8X7qZomkXVVZ62GxFkMW9LgtXdwaAKrW+rA43A0pKJ5Y1b4OnOBC6HVoGtv5SPyHAgxCmhGFzDYPiMnsfDlsIUnE0bz2iwxbC6D6QsOdnEtdvg6AbxdZdwKk9f8ooC7u+t661W6f6zBbcgAAoTXm+mCYAJgtuQDgMKy4+uVQFtzZdXMKB/rclmr+PB9J40MBBiHNSFT4FgBAdv5fYTD+aE8vKJ4meF01L9ol5c5fYrQR2Sdtunm7rcOWWzm25/MiRuFze0zmWygsmQGLpcAhvUy7HQbjLxDzDIiE5qrvJWWrANj6HhzUz6c65MF3J6sLDvyr/f9rDh+uOdpIpZwJADCbsxzKuV3QHyZzpk9tqcmb8/G3/KH4LX8oAOBqwRiYraWCtYf4F8OyLM33W2XNx1+hV7f26Nerkz3NaDJjRcopLH51MMRiiseIf3mzcqfZkousPMfhhwrZMISFzEd2/iNQysYgMnyjT3XcxeJWTjxY1shjfxZZeb0dXuxjIEH7NhchrrqdX1P1rJHy4KcR3SrVbRutrBYZOZ2cbgsO7Is2kQfclsGHs1ky3eP2HQDi2vwkSN9rvrBZu12u2mu25Nvn6KgWohiPCNV7yMzrDouliJOn5kyefHl6PlYr0u5DpOJ5lFQcR7hsKO/6SONBAUYts1cewsYFo7A0+UtYrCzemNAf724+gdVvDm8SAUah/hdEBfew/52tO4d28r4N2CJCCPGcxaqD2XoHOuNlCjCaKAowmriTt2ciOrgHGEYEteEm7leNQVRwD1y6swV/jngVadmTkNTuY+TrL+FyyU4MjNlkz/NAq6kN3XxCCCHNVOP/SU5csrBGyCQR+LV0H7SmfCS2sa0Bka07B1PV0LD7VbbZ9n4o2oSBMZuQrTsPhhGhsPJKg7WbEEJI80d3MAghhBAiOLqDQQghhBDBUYBBCCGEEMFRgEEIIYQQwVGAQQghhBDBUYBBCCGEEMFRgEEIIYQQwVGAQQghhBDBUYBBCCGEEMFRgEEIIYQQwf0fP8CYUNykWPAAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "text = ' '.join(df['Source'].values)\n", "display_wordcloud_image(text)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "text = ' '.join(df['Score reason'].fillna('').values)\n", "display_wordcloud_image(text)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "text = ' '.join(df['Comment'].fillna('').values)\n", "display_wordcloud_image(text)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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