From a5d17d9641354c7a72acf46c8a855c0ab6ed2036 Mon Sep 17 00:00:00 2001 From: Tobi Date: Thu, 13 Apr 2023 17:07:34 -0700 Subject: [PATCH 1/5] finished milestone 6 --- analysis/analysis1.ipynb | 2 +- analysis/analysis2.ipynb | 14 +- .../{Pesron 2.ipynb => Person 2.ipynb} | 198 +++++++++++++++++- ...301 Person 2 (Tobi Ogunbote) Dashboard.png | Bin 0 -> 96282 bytes 4 files changed, 202 insertions(+), 12 deletions(-) rename analysis/ungraded/{Pesron 2.ipynb => Person 2.ipynb} (80%) create mode 100644 dashboard/Data301 Person 2 (Tobi Ogunbote) Dashboard.png diff --git a/analysis/analysis1.ipynb b/analysis/analysis1.ipynb index 5f38958..e5159ea 100644 --- a/analysis/analysis1.ipynb +++ b/analysis/analysis1.ipynb @@ -1646,7 +1646,7 @@ "source": [ "### Bar Chart Analysis\n", "\n", - "#### While it would appear that soft rock, pop rock and new wave are the most popular genres, the context gives us a more complex reality. Rock which has one of the lower average song popularities, is the most prevalent genre within the 17/42 sons in the combo dataframe. Because rock has the largest share it is more likely to have a wider range of popularity and thus have a medium-low average score. In contrast, there is only one new wave song, one soft rock and one grunge. Thus while they do have the highest average scores,they don't appear enough within the sample to suggest that they are the most popular genres. It then seems that what I'm looking for is a genre that both appears a significant amount of times in the combination list and has a high average score for popularity. Pop, Hip hop and hard rock are the only other genres with significant prevalence, showing up 11, 4 and 3 times respectively. Seeing as we didn't control how many of each genre are in the data, it is most productive for us to simply judge each genre based on the available sample size and the distribution it shows. This currently places pop, hip hop and hard rock as the most popular in ascending order, with mean scores of 56.2, 72.5 and 75.6.It also highlights to me that before answering the bigger questions I made in analysis 1, I needed to answer the question: which genre(s) is(are) most popular? " + "#### While it would appear that soft rock, pop rock and new wave are the most popular genres, the context gives us a more complex reality. Rock which has one of the lower average song popularities, is the most prevalent genre within the 17/42 songs in the combo dataframe. Because rock has the largest share it is more likely to have a wider range of popularity and thus have a medium-low average score. In contrast, there is only one new wave song, one soft rock and one grunge. Thus while they do have the highest average scores,they don't appear enough within the sample to suggest that they are the most popular genres. It then seems that what I'm looking for is a genre that both appears a significant amount of times in the combination list and has a high average score for popularity. Pop, Hip hop and hard rock are the only other genres with significant prevalence, showing up 11, 4 and 3 times respectively. Seeing as we didn't control how many of each genre are in the data, it is most productive for us to simply judge each genre based on the available sample size and the distribution it shows. This currently places pop, hip hop and hard rock as the most popular in ascending order, with mean scores of 56.2, 72.5 and 75.6.It also highlights to me that before answering the bigger questions I made in analysis 1, I needed to answer the question: which genre(s) is(are) most popular? " ] }, { diff --git a/analysis/analysis2.ipynb b/analysis/analysis2.ipynb index ed4a5fd..08fdd92 100644 --- a/analysis/analysis2.ipynb +++ b/analysis/analysis2.ipynb @@ -9903,7 +9903,7 @@ "metadata": {}, "source": [ "### Bar Graph Explanation\n", - "##### This bar graph portrays the frequency of the genres of the top 25 songs in the dataset and the bottom 30 songs. From the looks of it, in accordance to the mean song popularity, the most popular genres are Raggae, Metal, Pop and Hip-Hop. This answers my research question that yes, some song genres are more popular than others. Although the amount of sample data is small (55) in comparison to the whole dataset, it does still give a sense of the types of music people consider popular, and according to this dataset, it is Raggae, Metal, Pop and Hip-Hop. \n" + "##### This bar graph portrays the frequency of the genres of the top 30 and bottom 30 songs in the dataset. From the looks of it, in accordance to the mean song popularity, the most popular genres are Raggae, Metal, Pop and Hip-Hop. Son Cubano and Bolero have similar popularity but also there is only 1 song in my dataset of these genres so there is not enough data to assume that these genres are not popular. This graph however answers my research question that yes, some song genres are more popular than others. Although the amount of sample data is small (55) in comparison to the whole dataset, it does still give a sense of the types of music people consider popular, and according to this dataset, it is Raggae, Metal, Pop and Hip-Hop. \n" ] }, { @@ -9939,9 +9939,10 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Strip Plot Explanation \n", + "### Strip Plot Explanation \n", "\n", - "#### The image above depicts a Strip plot of the 4 most popular songs in the dataset according to genre. This strip plot demostrates the correlation of the least and most popular songs in relation to genre\n" + "\n", + "##### The image above depicts a Strip plot of the 4 most popular songs in the dataset according to genre (Reggae, Hip Hop, Pop, Metal). This strip plot demonstrates the correlation of the least and most popular songs in relation to genre. AS can be seen in the graph, all of the Reggae songs are popular with an average popularity of about 90. Hip Hop and Pop songs have a wider range of popularity because there are dots at the top, middle and bottom of the graph. Metal only has 1 song and it is considered popular although using metal as part of the data seems unnecessary due to the fact that there is only 1 song, it does not give a good correlation. \n" ] }, { @@ -9989,13 +9990,6 @@ "source": [ "conjoined_df.to_csv('project-group-group48.csv')" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/analysis/ungraded/Pesron 2.ipynb b/analysis/ungraded/Person 2.ipynb similarity index 80% rename from analysis/ungraded/Pesron 2.ipynb rename to analysis/ungraded/Person 2.ipynb index b253e43..4b97a2a 100644 --- a/analysis/ungraded/Pesron 2.ipynb +++ b/analysis/ungraded/Person 2.ipynb @@ -898,10 +898,206 @@ "songs_cleaned" ] }, + { + "cell_type": "markdown", + "id": "95bbb290-03c3-4bad-afee-0aaadfc3103d", + "metadata": {}, + "source": [ + "## Wrangling data" + ] + }, + { + "cell_type": "markdown", + "id": "a1421d19-fd6f-40ba-8ee0-9ed6a7ea8f06", + "metadata": {}, + "source": [ + "#### Since one of my research questions has to do with genres of a song, but I cannot find all the genres because it is not only time consuming, but there are multiple songs with that one title and I will not be able to figure out all of it so I am just going to find the top 30 popular songs and 30 least popular songs and their genres and attempt to answer my question that way." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a33e2f66-5f74-463f-80f6-018e2213caec", + "metadata": {}, + "outputs": [], + "source": [ + "most_popular = songs_cleaned.sort_values(\"song_popularity\", ascending=False).head(30)\n", + "#these songs are the top popular songs in this dataset\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "03e45e25-ac25-4d2a-8c3c-5d1d72b057bc", + "metadata": {}, + "outputs": [], + "source": [ + "new_most_popular = most_popular.drop(labels=[353,126,155,173,364], axis=0)\n", + "#when individually finding the genre of each song I saw that my data had duplicate rows but with different numbers so I just removed the 2 duplicate rows so I will not get false data.Also, I will remove the song \"Bleeding love\" simply because there are many songs with that title and I cannot differentiate them.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "982966af-2644-4e21-b23d-e9b04655f2d2", + "metadata": {}, + "outputs": [], + "source": [ + "# After all my sorting, I now have the genres of the top 25 songs in my dataset and I will add them into my data under a new column titled \"genre\".\n", + "Genre = ['Reggae', 'Hip Hop', 'Pop', 'Pop', 'Hip Hop', 'Pop', 'Hip Hop', 'Reggae', 'Reggae', 'R&B', 'Pop', 'Pop', 'Pop', 'Rock', 'Pop', 'Rock', 'Pop', 'Rock', 'R&B', 'Rock', 'Rock', 'Metal','Rock', 'Rock', 'R&B'] \n", + "new_most_popular['Genre'] = Genre\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "eeeb8631-62bd-4d1d-8200-6ac9ce900b63", + "metadata": {}, + "outputs": [], + "source": [ + "new_most_popular_2 = new_most_popular.reindex(columns=['song_name', 'Genre',\n", + "'song_popularity', 'song_duration_ms', 'acousticness','danceability', 'energy', 'key', 'liveness',\n", + "'loudness' , 'spechiness' , 'tempo' 'audio_valence' , 'danceable_valence'])\n" + ] + }, + { + "cell_type": "markdown", + "id": "5d97725a-1c3b-403b-8f50-2f35b3dcc157", + "metadata": {}, + "source": [ + "#### Now I am going to take account of the 30 least popular songs in the dataset in order for me to have a nice correlation between the top songs and bottom songs.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2ac5d357-1b83-4a9f-af36-70ef2275aa68", + "metadata": {}, + "outputs": [], + "source": [ + "least_popular = songs_cleaned.sort_values(\"song_popularity\", ascending =True).head(30)\n", + "#these songs are the least popular songs in this dataset\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "383f8ab6-253b-448c-b569-67856e82ea4f", + "metadata": {}, + "outputs": [], + "source": [ + "#Same thing I did for the most popular songs is what I will do for the least popular songs now.\n", + "Genre = ['Latin Pop', 'Son cubano', 'Bolero', 'Hip Hop', 'Rock', 'R&B', 'Rock', 'Rock', 'Rock', 'Rock', 'Rock', 'Rock', 'Rock', 'Rock', 'Rock', 'Salsa', 'Rock', 'Pop', 'R&B', 'Rock', 'Pop' , 'R&B', 'Rock', 'Rock', 'Country', 'R&B', 'Pop', 'Rock', 'Rock', 'Hip Hop',] \n", + "least_popular['Genre'] = Genre" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "90a07ebe-294c-43fb-9d1a-64c9c38f8e5d", + "metadata": {}, + "outputs": [], + "source": [ + "new_least_popular = least_popular.reindex(columns=['song_name', 'Genre',\n", + "'song_popularity', 'song_duration_ms', 'acousticness','danceability', 'energy', 'key', 'liveness',\n", + "'loudness' , 'spechiness' , 'tempo' 'audio_valence' , 'danceable_valence'])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f3c94f01-42cf-480d-9ecd-bcb5a76e4846", + "metadata": {}, + "outputs": [], + "source": [ + "conjoined_df = pd.concat([new_most_popular_2, new_least_popular], ignore_index=True)\n", + "# This code conjoins the top 30 and least 30 songs in terms of popularity " + ] + }, + { + "cell_type": "markdown", + "id": "2c5f0423-c44a-4247-985e-ed6e09cf77c8", + "metadata": {}, + "source": [ + "## Method Chain building " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1734c4ff-be08-42e0-99b7-2b17054419e4", + "metadata": {}, + "outputs": [], + "source": [ + "#This builds the method chain of the above codes for the top 30 songs\n", + "Genre = ['Reggae', 'Hip Hop', 'Pop', 'Pop', 'Hip Hop', 'Pop', 'Hip Hop', 'Reggae', 'Reggae', 'R&B', 'Pop', 'Pop', 'Pop', 'Rock', 'Pop', 'Rock', 'Pop', 'Rock', 'R&B', 'Rock', 'Rock', 'Metal','Rock', 'Rock', 'R&B'] \n", + "\n", + "new_most_popular = (songs_cleaned\n", + " .sort_values(\"song_popularity\", ascending=False)\n", + " .head(30)\n", + " .drop(labels=[353,126,155,173,364], axis=0)\n", + " .assign(Genre=Genre))\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e0a5161f-01a1-4ca6-8163-fba0e51e435a", + "metadata": {}, + "outputs": [], + "source": [ + "#This builds the method chain of the above codes for the least popular songs\n", + "Genre = ['Latin Pop', 'Son cubano', 'Bolero', 'Hip Hop', 'Rock', 'R&B', 'Rock', 'Rock', 'Rock', 'Rock', 'Rock', 'Rock', 'Rock', 'Rock', 'Rock', 'Salsa', 'Rock', 'Pop', 'R&B', 'Rock', 'Pop' , 'R&B', 'Rock', 'Rock', 'Country', 'R&B', 'Pop', 'Rock', 'Rock', 'Hip Hop',]\n", + "\n", + "new_least_popular = (songs_cleaned\n", + " .sort_values(\"song_popularity\", ascending=True)\n", + " .head(30)\n", + " .assign(Genre=Genre))\n" + ] + }, + { + "cell_type": "markdown", + "id": "e83929c2-dbf2-4eb6-89af-4c608daee440", + "metadata": {}, + "source": [ + "## Wrapping Method Chain into function" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4db3115a-1d12-4a49-8790-dbd9fd72049a", + "metadata": {}, + "outputs": [], + "source": [ + "#This code wraps my data into a function for both the most and least popular. \n", + "def process_songs(songs_cleaned):\n", + " most_popular_genre = ['Reggae', 'Hip Hop', 'Pop', 'Pop', 'Hip Hop', 'Pop', 'Hip Hop', 'Reggae', 'Reggae', 'R&B', 'Pop', 'Pop', 'Pop', 'Rock', 'Pop', 'Rock', 'Pop', 'Rock', 'R&B', 'Rock', 'Rock', 'Metal','Rock', 'Rock', 'R&B']\n", + " least_popular_genre = ['Latin Pop', 'Son cubano', 'Bolero', 'Hip Hop', 'Rock', 'R&B', 'Rock', 'Rock', 'Rock', 'Rock', 'Rock', 'Rock', 'Rock', 'Rock', 'Rock', 'Salsa', 'Rock', 'Pop', 'R&B', 'Rock', 'Pop' , 'R&B', 'Rock', 'Rock', 'Country', 'R&B', 'Pop', 'Rock', 'Rock', 'Hip Hop']\n", + " \n", + " new_most_popular = (songs_cleaned\n", + " .sort_values(\"song_popularity\", ascending=False)\n", + " .head(30)\n", + " .drop(labels=[353,126,155,173,364], axis=0)\n", + " .assign(Genre=most_popular_genre)\n", + " )\n", + " \n", + " new_least_popular = (songs_cleaned\n", + " .sort_values(\"song_popularity\", ascending=True)\n", + " .head(30)\n", + " .assign(Genre=least_popular_genre)\n", + " )\n", + " \n", + " conjoined_df = pd.concat([new_most_popular[new_least_popular.columns], new_least_popular], ignore_index=True)\n", + " \n", + " return conjoined_df\n", + "processed_songs = process_songs(songs_cleaned)" + ] + }, { "cell_type": "code", "execution_count": null, - "id": "039610a3-a0c0-4382-a8b2-ba3d5646626f", + "id": "aa9f8d00-5150-44a1-af1f-ad3b4f01933d", "metadata": {}, "outputs": [], "source": [] diff --git a/dashboard/Data301 Person 2 (Tobi Ogunbote) Dashboard.png b/dashboard/Data301 Person 2 (Tobi Ogunbote) Dashboard.png new file mode 100644 index 0000000000000000000000000000000000000000..daab0ec24e489ddb0738eacf673b9d0641ed655d GIT binary patch literal 96282 zcmV*GKxw~;P)Px#1ZP1_K>z@;j|==^1poj532;bRa{vGi!vFvd!vV){sAK>D|D{PpK~#8N?EQCO z6-U}Nh|eFt-QVth`@QcwGtLo{GZ>s_#^afB222KLz{VMDgAE3Z$vG+qM2-THGYBOl 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++++----------------- analysis/analysis3_temp.ipynb | 91 +- analysis/code/project_functions3.py | 80 +- analysis/concatenated_df.csv | 101 + analysis/songdata_top.csv | 51 + analysis/ungraded/Person 1.ipynb | 8 + data/processed/concatenated_df-Copy1.csv | 101 + 8 files changed, 1030 insertions(+), 5799 deletions(-) delete mode 100644 analysis/DON'T DELETE analysis3.ipynb create mode 100644 analysis/concatenated_df.csv create mode 100644 analysis/songdata_top.csv create mode 100644 data/processed/concatenated_df-Copy1.csv diff --git a/analysis/DON'T DELETE analysis3.ipynb b/analysis/DON'T DELETE analysis3.ipynb deleted file mode 100644 index 02d72e4..0000000 --- a/analysis/DON'T DELETE analysis3.ipynb +++ /dev/null @@ -1,1788 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Annabelle Ngarambe " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Refined Research questions" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Research Question 1: Is there a relationship between the elements that are most associated with the top popular songs and the ones that are observed in the least popular songs?\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The aim of this question is to observe the relationship between the features found in the most popular songs and the features found in the less popular ones of our sample. Observing this relationship might help us understand whatelements cause a gap in the sucess rates of songs. A follow up question could be: are these elements true to only specific genres or to popular music in general? This could be answered by asking an even more specific question such as:" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Research question 2: Are there specific musical features that are consistently associated with song popularity in certain musical genres.\n", - "### Follow up: how do these features differ from those that are important in other genres?" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "My original question only looked at what elements are most reccuring in popular songs. To answer this refined question, I'll have to analyze the musical characteristics of successful songs within different genres and compare them to identify patterns or differences. By identifying the specific features that are consistently associated with success in each genre, you could gain insights into the characteristics that make a song successful within that particular musical style, and how these characteristics may differ from those that are important in other genres." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Research question/interests\n", - "\n", - "## Research question 1: Is there a relationship between the historical time frame of a song and the features that make it popular?\n", - "\n", - "One of the things I love about music is how timeless a tune can be regardless of trending genres\n", - "and artists. I am hoping that with this project, we can gain a better understanding of the factors\n", - "that make a song popular and gage their relevance across different time frames. For example,\n", - "we could look at what elements made music popular in the 80s compared to the elements that\n", - "attract listeners nowadays. To answer this, we would need to create a new column that\n", - "classifies the songs according to their year of release. Once we observe trends in the features\n", - "that contribute to music popularity in general, we can narrow our focus songs within a specific\n", - "time frame. If certain features are more relevant in a specific time frame than in others, then\n", - "we could suggest a relationship between the time frame that a song was released in and its\n", - "popularity\n", - "\n", - "## Research question 2: Are there elements that are crucial to the success of a specific musical genres?\n", - "\n", - "This question can be answered by observing trends in different genres of music. We could add a\n", - "column that classifies our data by the music genre of the song and look for recurring features in\n", - "specific genres. If a specific feature appears in popular songs within the same genre more than\n", - "others, then perhaps those features are important to the success of songs in that genre." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Dataset" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import pandas as pd" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "music = pd.read_csv(\"../data/raw/song_data.csv.zip\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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song_namesong_popularitysong_duration_msacousticnessdanceabilityenergyinstrumentalnesskeylivenessloudnessaudio_modespeechinesstempotime_signatureaudio_valence
0Boulevard of Broken Dreams732623330.0055200.4960.6820.00002980.0589-4.09510.0294167.06040.474
1In The End662169330.0103000.5420.8530.00000030.1080-6.40700.0498105.25640.370
2Seven Nation Army762317330.0081700.7370.4630.44700000.2550-7.82810.0792123.88140.324
3By The Way742169330.0264000.4510.9700.00355000.1020-4.93810.1070122.44440.198
4How You Remind Me562238260.0009540.4470.7660.000000100.1130-5.06510.0313172.01140.574
................................................
18830Let It Breathe601596450.8930000.5000.1510.000065110.1110-16.10710.0348113.96940.300
18831Answers602056660.7650000.4950.1610.000001110.1050-14.07800.030194.28640.265
18832Sudden Love (Acoustic)231822110.8470000.7190.3250.00000000.1250-12.22210.0355130.53440.286
18833Gentle on My Mind553522800.9450000.4880.3260.01570030.1190-12.02010.0328106.06340.323
18834Up to Me601935330.9110000.6400.3810.00025440.1040-11.79010.030291.49040.581
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18835 rows × 15 columns

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" - ], - "text/plain": [ - " song_name song_popularity song_duration_ms \\\n", - "0 Boulevard of Broken Dreams 73 262333 \n", - "1 In The End 66 216933 \n", - "2 Seven Nation Army 76 231733 \n", - "3 By The Way 74 216933 \n", - "4 How You Remind Me 56 223826 \n", - "... ... ... ... \n", - "18830 Let It Breathe 60 159645 \n", - "18831 Answers 60 205666 \n", - "18832 Sudden Love (Acoustic) 23 182211 \n", - "18833 Gentle on My Mind 55 352280 \n", - "18834 Up to Me 60 193533 \n", - "\n", - " acousticness danceability energy instrumentalness key liveness \\\n", - "0 0.005520 0.496 0.682 0.000029 8 0.0589 \n", - "1 0.010300 0.542 0.853 0.000000 3 0.1080 \n", - "2 0.008170 0.737 0.463 0.447000 0 0.2550 \n", - "3 0.026400 0.451 0.970 0.003550 0 0.1020 \n", - "4 0.000954 0.447 0.766 0.000000 10 0.1130 \n", - "... ... ... ... ... ... ... \n", - "18830 0.893000 0.500 0.151 0.000065 11 0.1110 \n", - "18831 0.765000 0.495 0.161 0.000001 11 0.1050 \n", - "18832 0.847000 0.719 0.325 0.000000 0 0.1250 \n", - "18833 0.945000 0.488 0.326 0.015700 3 0.1190 \n", - "18834 0.911000 0.640 0.381 0.000254 4 0.1040 \n", - "\n", - " loudness audio_mode speechiness tempo time_signature \\\n", - "0 -4.095 1 0.0294 167.060 4 \n", - "1 -6.407 0 0.0498 105.256 4 \n", - "2 -7.828 1 0.0792 123.881 4 \n", - "3 -4.938 1 0.1070 122.444 4 \n", - "4 -5.065 1 0.0313 172.011 4 \n", - "... ... ... ... ... ... \n", - "18830 -16.107 1 0.0348 113.969 4 \n", - "18831 -14.078 0 0.0301 94.286 4 \n", - "18832 -12.222 1 0.0355 130.534 4 \n", - "18833 -12.020 1 0.0328 106.063 4 \n", - "18834 -11.790 1 0.0302 91.490 4 \n", - "\n", - " audio_valence \n", - "0 0.474 \n", - "1 0.370 \n", - "2 0.324 \n", - "3 0.198 \n", - "4 0.574 \n", - "... ... \n", - "18830 0.300 \n", - "18831 0.265 \n", - "18832 0.286 \n", - "18833 0.323 \n", - "18834 0.581 \n", - "\n", - "[18835 rows x 15 columns]" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "music" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Shortened Dataset\n", - "shortened our dataset to include only the variables associated with 500 songs. This dataframe will be more manageable for our analysis. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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song_namesong_popularitysong_duration_msacousticnessdanceabilityenergyinstrumentalnesskeylivenessloudnessaudio_modespeechinesstempotime_signatureaudio_valence
0Boulevard of Broken Dreams732623330.0055200.4960.6820.00002980.0589-4.09510.0294167.06040.474
1In The End662169330.0103000.5420.8530.00000030.1080-6.40700.0498105.25640.370
2Seven Nation Army762317330.0081700.7370.4630.44700000.2550-7.82810.0792123.88140.324
3By The Way742169330.0264000.4510.9700.00355000.1020-4.93810.1070122.44440.198
4How You Remind Me562238260.0009540.4470.7660.000000100.1130-5.06510.0313172.01140.574
................................................
496Foreplay / Long Time644676400.0097500.4360.6570.00748050.0931-8.86810.0541118.69340.210
497Come Sail Away593650000.1600000.2870.5620.00000000.1030-7.54910.0304147.62240.126
498Give A Little Bit722481730.0694000.5310.8180.00960020.2630-5.35810.045290.76740.471
499Doctor My Eyes641999060.2660000.4800.6260.00005750.0857-8.40610.029475.63040.542
500Feel Like Makin' Love - 2015 Remastered Version663138400.3260000.5430.5290.00269070.7090-9.71710.030185.12640.746
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501 rows × 15 columns

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" - ], - "text/plain": [ - " song_name song_popularity \\\n", - "0 Boulevard of Broken Dreams 73 \n", - "1 In The End 66 \n", - "2 Seven Nation Army 76 \n", - "3 By The Way 74 \n", - "4 How You Remind Me 56 \n", - ".. ... ... \n", - "496 Foreplay / Long Time 64 \n", - "497 Come Sail Away 59 \n", - "498 Give A Little Bit 72 \n", - "499 Doctor My Eyes 64 \n", - "500 Feel Like Makin' Love - 2015 Remastered Version 66 \n", - "\n", - " song_duration_ms acousticness danceability energy instrumentalness \\\n", - "0 262333 0.005520 0.496 0.682 0.000029 \n", - "1 216933 0.010300 0.542 0.853 0.000000 \n", - "2 231733 0.008170 0.737 0.463 0.447000 \n", - "3 216933 0.026400 0.451 0.970 0.003550 \n", - "4 223826 0.000954 0.447 0.766 0.000000 \n", - ".. ... ... ... ... ... \n", - "496 467640 0.009750 0.436 0.657 0.007480 \n", - "497 365000 0.160000 0.287 0.562 0.000000 \n", - "498 248173 0.069400 0.531 0.818 0.009600 \n", - "499 199906 0.266000 0.480 0.626 0.000057 \n", - "500 313840 0.326000 0.543 0.529 0.002690 \n", - "\n", - " key liveness loudness audio_mode speechiness tempo \\\n", - "0 8 0.0589 -4.095 1 0.0294 167.060 \n", - "1 3 0.1080 -6.407 0 0.0498 105.256 \n", - "2 0 0.2550 -7.828 1 0.0792 123.881 \n", - "3 0 0.1020 -4.938 1 0.1070 122.444 \n", - "4 10 0.1130 -5.065 1 0.0313 172.011 \n", - ".. ... ... ... ... ... ... \n", - "496 5 0.0931 -8.868 1 0.0541 118.693 \n", - "497 0 0.1030 -7.549 1 0.0304 147.622 \n", - "498 2 0.2630 -5.358 1 0.0452 90.767 \n", - "499 5 0.0857 -8.406 1 0.0294 75.630 \n", - "500 7 0.7090 -9.717 1 0.0301 85.126 \n", - "\n", - " time_signature audio_valence \n", - "0 4 0.474 \n", - "1 4 0.370 \n", - "2 4 0.324 \n", - "3 4 0.198 \n", - "4 4 0.574 \n", - ".. ... ... \n", - "496 4 0.210 \n", - "497 4 0.126 \n", - "498 4 0.471 \n", - "499 4 0.542 \n", - "500 4 0.746 \n", - "\n", - "[501 rows x 15 columns]" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "songdata= music.loc [0:500]\n", - "songdata" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['song_name', 'song_popularity', 'song_duration_ms', 'acousticness',\n", - " 'danceability', 'energy', 'instrumentalness', 'key', 'liveness',\n", - " 'loudness', 'audio_mode', 'speechiness', 'tempo', 'time_signature',\n", - " 'audio_valence'],\n", - " dtype='object')" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import numpy as np\n", - "import pandas as pd\n", - "import matplotlib.pylab as plt\n", - "import seaborn as sns\n", - "songdata.columns" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " # \n", - " Let's look at the number of rows by the number of columns in the dataset." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(501, 15)" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "songdata.shape " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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song_namesong_popularitysong_duration_msacousticnessdanceabilityenergyinstrumentalnesskeylivenessloudnessaudio_modespeechinesstempotime_signatureaudio_valence
0Boulevard of Broken Dreams732623330.0055200.4960.6820.00002980.0589-4.09510.0294167.06040.474
1In The End662169330.0103000.5420.8530.00000030.1080-6.40700.0498105.25640.370
2Seven Nation Army762317330.0081700.7370.4630.44700000.2550-7.82810.0792123.88140.324
3By The Way742169330.0264000.4510.9700.00355000.1020-4.93810.1070122.44440.198
4How You Remind Me562238260.0009540.4470.7660.000000100.1130-5.06510.0313172.01140.574
\n", - "
" - ], - "text/plain": [ - " song_name song_popularity song_duration_ms \\\n", - "0 Boulevard of Broken Dreams 73 262333 \n", - "1 In The End 66 216933 \n", - "2 Seven Nation Army 76 231733 \n", - "3 By The Way 74 216933 \n", - "4 How You Remind Me 56 223826 \n", - "\n", - " acousticness danceability energy instrumentalness key liveness \\\n", - "0 0.005520 0.496 0.682 0.000029 8 0.0589 \n", - "1 0.010300 0.542 0.853 0.000000 3 0.1080 \n", - "2 0.008170 0.737 0.463 0.447000 0 0.2550 \n", - "3 0.026400 0.451 0.970 0.003550 0 0.1020 \n", - "4 0.000954 0.447 0.766 0.000000 10 0.1130 \n", - "\n", - " loudness audio_mode speechiness tempo time_signature audio_valence \n", - "0 -4.095 1 0.0294 167.060 4 0.474 \n", - "1 -6.407 0 0.0498 105.256 4 0.370 \n", - "2 -7.828 1 0.0792 123.881 4 0.324 \n", - "3 -4.938 1 0.1070 122.444 4 0.198 \n", - "4 -5.065 1 0.0313 172.011 4 0.574 " - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "songdata.head()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "song_name 490\n", - "song_popularity 70\n", - "song_duration_ms 486\n", - "acousticness 437\n", - "danceability 328\n", - "energy 347\n", - "instrumentalness 309\n", - "key 12\n", - "liveness 335\n", - "loudness 483\n", - "audio_mode 2\n", - "speechiness 342\n", - "tempo 488\n", - "time_signature 4\n", - "audio_valence 362\n", - "dtype: int64" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "songdata.nunique(axis=0)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Variable Definitions\n", - "The are a few variable that I was not too familiar with so I researched their definitions to better understand the role of each in the scope of my analysis:\n", - "\n", - "Acousticness: a measure used to describe the degree to which a sound or music recording is acoustic or electric in nature. It is a value between 0.0 and 1.0, where 0.0 represents an entirely electric or synthetic sound, and 1.0 represents an entirely acoustic sound.\n", - "\n", - "Speechiness: a measure used to describe the degree to which a sound contains spoken words, as opposed to singing or instrumental music. It is a value between 0.0 and 1.0, where 0.0 represents music with no speech-like features, and 1.0 represents spoken words with no music.\n", - "\n", - "Audio Valence: Audio valence is a measure used to describe the emotional/ affective content of a sound or music recording. It is a value between 0.0 and 1.0, where 0.0 represents negative or sad emotions, and 1.0 represents positive or happy emotions.\n", - "\n", - "Time Signature: Time signature is a musical notation that specifies the number of beats per measure and the type of note that represents one beat. \n", - "\n", - "Tempo: Tempo is a measure used to describe the speed or pace of a sound or music recording. Faster tempos generally indicate a more energetic or upbeat musical style, while slower tempos may indicate a more relaxed or contemplative style.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#\n", - "#\n", - "To gain a better understanding of the different values for each variable, I look at descriptive summary statistics of the variables in my dataframe" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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song_popularitysong_duration_msacousticnessdanceabilityenergyinstrumentalnesskeylivenessloudnessaudio_modespeechinesstempotime_signatureaudio_valence
count501.000000501.000000501.000000501.000000501.000000501.000000501.000000501.000000501.000000501.000000501.000000501.000000501.000000501.000000
mean63.742515237338.3992020.2572480.5745270.6627370.0409595.0638720.166569-7.8814530.6526950.068771122.4693573.9520960.589494
std15.11951084421.7440780.2701200.1552710.2119880.1339763.6419650.1296773.8211010.4765900.06959427.6855820.2995010.235174
min4.000000120173.0000000.0000070.1490000.0404000.0000000.0000000.021500-26.4010000.0000000.02360070.8590001.0000000.032900
25%58.000000193373.0000000.0229000.4650000.5150000.0000002.0000000.085700-9.9610000.0000000.033800100.0240004.0000000.410000
50%67.000000220826.0000000.1540000.5790000.7000000.0000445.0000000.118000-7.0240001.0000000.047100121.7000004.0000000.609000
75%74.000000261546.0000000.4070000.6800000.8310000.0026509.0000000.211000-4.9320001.0000000.073200139.9980004.0000000.784000
max98.0000001233666.0000000.9530000.9670000.9880000.94900011.0000000.952000-1.3570001.0000000.891000201.5830005.0000000.973000
\n", - "
" - ], - "text/plain": [ - " song_popularity song_duration_ms acousticness danceability energy \\\n", - "count 501.000000 501.000000 501.000000 501.000000 501.000000 \n", - "mean 63.742515 237338.399202 0.257248 0.574527 0.662737 \n", - "std 15.119510 84421.744078 0.270120 0.155271 0.211988 \n", - "min 4.000000 120173.000000 0.000007 0.149000 0.040400 \n", - "25% 58.000000 193373.000000 0.022900 0.465000 0.515000 \n", - "50% 67.000000 220826.000000 0.154000 0.579000 0.700000 \n", - "75% 74.000000 261546.000000 0.407000 0.680000 0.831000 \n", - "max 98.000000 1233666.000000 0.953000 0.967000 0.988000 \n", - "\n", - " instrumentalness key liveness loudness audio_mode \\\n", - "count 501.000000 501.000000 501.000000 501.000000 501.000000 \n", - "mean 0.040959 5.063872 0.166569 -7.881453 0.652695 \n", - "std 0.133976 3.641965 0.129677 3.821101 0.476590 \n", - "min 0.000000 0.000000 0.021500 -26.401000 0.000000 \n", - "25% 0.000000 2.000000 0.085700 -9.961000 0.000000 \n", - "50% 0.000044 5.000000 0.118000 -7.024000 1.000000 \n", - "75% 0.002650 9.000000 0.211000 -4.932000 1.000000 \n", - "max 0.949000 11.000000 0.952000 -1.357000 1.000000 \n", - "\n", - " speechiness tempo time_signature audio_valence \n", - "count 501.000000 501.000000 501.000000 501.000000 \n", - "mean 0.068771 122.469357 3.952096 0.589494 \n", - "std 0.069594 27.685582 0.299501 0.235174 \n", - "min 0.023600 70.859000 1.000000 0.032900 \n", - "25% 0.033800 100.024000 4.000000 0.410000 \n", - "50% 0.047100 121.700000 4.000000 0.609000 \n", - "75% 0.073200 139.998000 4.000000 0.784000 \n", - "max 0.891000 201.583000 5.000000 0.973000 " - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "songdata.describe().apply(lambda s: s.apply(lambda x: format(x, 'f')))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As we can see, the elements with the most variation are song duration, loundness, and key. The least varied one is audio mode." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "I am droping the audio mode column as it shows the least amount of variations and is therefore a bit redudant to my analysis. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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song_namesong_popularitysong_duration_msacousticnessdanceabilityenergyinstrumentalnesskeylivenessloudnessspeechinesstempotime_signatureaudio_valence
0Boulevard of Broken Dreams732623330.0055200.4960.6820.00002980.0589-4.0950.0294167.06040.474
1In The End662169330.0103000.5420.8530.00000030.1080-6.4070.0498105.25640.370
2Seven Nation Army762317330.0081700.7370.4630.44700000.2550-7.8280.0792123.88140.324
3By The Way742169330.0264000.4510.9700.00355000.1020-4.9380.1070122.44440.198
4How You Remind Me562238260.0009540.4470.7660.000000100.1130-5.0650.0313172.01140.574
.............................................
496Foreplay / Long Time644676400.0097500.4360.6570.00748050.0931-8.8680.0541118.69340.210
497Come Sail Away593650000.1600000.2870.5620.00000000.1030-7.5490.0304147.62240.126
498Give A Little Bit722481730.0694000.5310.8180.00960020.2630-5.3580.045290.76740.471
499Doctor My Eyes641999060.2660000.4800.6260.00005750.0857-8.4060.029475.63040.542
500Feel Like Makin' Love - 2015 Remastered Version663138400.3260000.5430.5290.00269070.7090-9.7170.030185.12640.746
\n", - "

501 rows × 14 columns

\n", - "
" - ], - "text/plain": [ - " song_name song_popularity \\\n", - "0 Boulevard of Broken Dreams 73 \n", - "1 In The End 66 \n", - "2 Seven Nation Army 76 \n", - "3 By The Way 74 \n", - "4 How You Remind Me 56 \n", - ".. ... ... \n", - "496 Foreplay / Long Time 64 \n", - "497 Come Sail Away 59 \n", - "498 Give A Little Bit 72 \n", - "499 Doctor My Eyes 64 \n", - "500 Feel Like Makin' Love - 2015 Remastered Version 66 \n", - "\n", - " song_duration_ms acousticness danceability energy instrumentalness \\\n", - "0 262333 0.005520 0.496 0.682 0.000029 \n", - "1 216933 0.010300 0.542 0.853 0.000000 \n", - "2 231733 0.008170 0.737 0.463 0.447000 \n", - "3 216933 0.026400 0.451 0.970 0.003550 \n", - "4 223826 0.000954 0.447 0.766 0.000000 \n", - ".. ... ... ... ... ... \n", - "496 467640 0.009750 0.436 0.657 0.007480 \n", - "497 365000 0.160000 0.287 0.562 0.000000 \n", - "498 248173 0.069400 0.531 0.818 0.009600 \n", - "499 199906 0.266000 0.480 0.626 0.000057 \n", - "500 313840 0.326000 0.543 0.529 0.002690 \n", - "\n", - " key liveness loudness speechiness tempo time_signature \\\n", - "0 8 0.0589 -4.095 0.0294 167.060 4 \n", - "1 3 0.1080 -6.407 0.0498 105.256 4 \n", - "2 0 0.2550 -7.828 0.0792 123.881 4 \n", - "3 0 0.1020 -4.938 0.1070 122.444 4 \n", - "4 10 0.1130 -5.065 0.0313 172.011 4 \n", - ".. ... ... ... ... ... ... \n", - "496 5 0.0931 -8.868 0.0541 118.693 4 \n", - "497 0 0.1030 -7.549 0.0304 147.622 4 \n", - "498 2 0.2630 -5.358 0.0452 90.767 4 \n", - "499 5 0.0857 -8.406 0.0294 75.630 4 \n", - "500 7 0.7090 -9.717 0.0301 85.126 4 \n", - "\n", - " audio_valence \n", - "0 0.474 \n", - "1 0.370 \n", - "2 0.324 \n", - "3 0.198 \n", - "4 0.574 \n", - ".. ... \n", - "496 0.210 \n", - "497 0.126 \n", - "498 0.471 \n", - "499 0.542 \n", - "500 0.746 \n", - "\n", - "[501 rows x 14 columns]" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "\n", - "songdata_cleaned = songdata.copy().drop(['audio_mode'], axis=1)\n", - "songdata_cleaned" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Removing Rows with Null Values" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(501, 14)" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "\n", - "songdata_cleaned_1 = songdata_cleaned.dropna(axis=0)\n", - "songdata_cleaned_1.shape" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Luckily, our dataset does not contain any null variables" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Observerving Correlation in the Variables" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To observe the general relationship between the different variables, I plot them on a heatmap that displays the correlation between them." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "custom_palette = sns.color_palette(\"Oranges_r\", 20) + sns.color_palette(\"Reds\", 20)\n", - "\n", - "# To compute the correlation matrix, we use \n", - "corr = songdata_cleaned.corr(numeric_only=True)\n", - "\n", - "plt.figure(figsize=(10,8))\n", - "sns.heatmap(corr, \n", - " xticklabels=corr.columns, \n", - " yticklabels=corr.columns, \n", - " annot=True, \n", - " cmap=custom_palette)\n", - "plt.yticks(rotation=0)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "From this heatmap, we can see that there is no strong corellation between any of the elements and song popularity. The factors that are most correlated to popularity are loudness with a 0.14 correlation and instrumentalness with a correlation of -0.15. Loudness and energy have the strongest correlation (0.75), followed energy and accousticness(0.64) and loudness and accousticness (0.52). The the most relevant elements to popularity therefore are loudness, energy and accousticness. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Song Popularity and Instrumentalness\n", - "The goal of my data analysis is to understand the factors that contribute to song popularity. I've made a regression plot between instrumentalness and song popularity because of all the other elements,instrumentalness has the strongest correlation to popularity. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[Text(0.5, 1.0, 'Popularity vs Instrumentalness Correlation')]" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "\n", - "\n", - "sns.regplot(x=\"instrumentalness\", y=\"song_popularity\", data=songdata_cleaned, color= \"b\").set( title = \"Popularity vs Instrumentalness Correlation\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The plot and regression line show us that while the correlation is really small, there is a negative relationship between song popularity and instrumentalness, meaning that songs with higher instrumentalness tend to be relativesly less popular. From the spread of the scatter plot, we can see that most dots lie on the left end of the graph which tells us that most of the songs in our dataset do not have high instrumentalness. The regression line shows that the few songs that do have high instrumentalness are less popular, but it is important to acknoledge that the results are not that robust. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Song Popularity and Loudness\n", - "Next,I've made a regression plot between loudness and song popularity" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[Text(0.5, 1.0, 'Popularity vs Loudness Correlation')]" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.regplot(x=\"loudness\", y=\"song_popularity\", data=songdata_cleaned, color= \"b\").set( title = \"Popularity vs Loudness Correlation\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This plot shows us that there also isn't a great correlation between loudness and song popularity. Most of the dots are clustered in the upper right corner meaning that most of the songs in our dataset are both loud and popular. The regression line suggests a positive relationship where louder songs are also more popular. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "ename": "ImportError", - "evalue": "cannot import name 'project_functions3' from 'code' (/Users/annabellengarambe/miniconda3/lib/python3.10/code.py)", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mImportError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[5], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mcode\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m project_functions3 \u001b[38;5;66;03m# This is called a relative import\u001b[39;00m\n\u001b[1;32m 2\u001b[0m df \u001b[38;5;241m=\u001b[39m project_functions3\u001b[38;5;241m.\u001b[39mload_and_process(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m/Users/Annabellengarambe/Desktop/DATA_301/project-group-group48/data/raw/song_data.csv.zip\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 3\u001b[0m df\n", - "\u001b[0;31mImportError\u001b[0m: cannot import name 'project_functions3' from 'code' (/Users/annabellengarambe/miniconda3/lib/python3.10/code.py)" - ] - } - ], - "source": [ - "from code import project_functions3 # This is called a relative import\n", - "df = project_functions3.load_and_process(\"/Users/Annabellengarambe/Desktop/DATA_301/project-group-group48/data/raw/song_data.csv.zip\")\n", - "df" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/analysis/analysis pipeline/Person 3.ipynb b/analysis/analysis pipeline/Person 3.ipynb index 3d34363..e4b5028 100644 --- a/analysis/analysis pipeline/Person 3.ipynb +++ b/analysis/analysis pipeline/Person 3.ipynb @@ -13,18 +13,28 @@ "import seaborn as sns\n" ] }, + { + "cell_type": "code", + "execution_count": null, + "id": "ba5024f9-3de6-4fdb-97f7-c729b5dc76c6", + "metadata": {}, + "outputs": [], + "source": [ + "songdata = pd.read_csv(\"../../data/raw/song_data.csv.zip\")" + ] + }, { "cell_type": "markdown", - "id": "e480dc52-30ae-4800-9601-e6199527177e", + "id": "90ca8f2a-8114-4e5d-aa11-cb1ed9085270", "metadata": {}, "source": [ - "### Loading Data" + "### Cleaning Data \n" ] }, { "cell_type": "code", "execution_count": null, - "id": "4dd6feee-00e3-4cb7-bcd2-0c892ee55e9a", + "id": "661a6bd7-eec3-4918-95be-15e0803758b8", "metadata": {}, "outputs": [ { @@ -67,94 +77,94 @@ " \n", " \n", " \n", - " 0\n", - " Boulevard of Broken Dreams\n", - " 73\n", - " 262333\n", - " 0.005520\n", - " 0.496\n", - " 0.682\n", - " 0.000029\n", - " 8\n", - " 0.0589\n", - " -4.095\n", + " 1000\n", + " You Get What You Give\n", + " 75\n", + " 300773\n", + " 0.17100\n", + " 0.618\n", + " 0.896\n", + " 0.000000\n", + " 2\n", + " 0.0875\n", + " -5.357\n", " 1\n", - " 0.0294\n", - " 167.060\n", + " 0.0307\n", + " 113.961\n", " 4\n", - " 0.474\n", + " 0.711\n", " \n", " \n", - " 1\n", - " In The End\n", - " 66\n", - " 216933\n", - " 0.010300\n", - " 0.542\n", - " 0.853\n", + " 1001\n", + " Lump\n", + " 70\n", + " 134200\n", + " 0.00468\n", + " 0.499\n", + " 0.873\n", " 0.000000\n", - " 3\n", - " 0.1080\n", - " -6.407\n", - " 0\n", - " 0.0498\n", - " 105.256\n", + " 6\n", + " 0.1650\n", + " -3.902\n", + " 1\n", + " 0.0386\n", + " 142.726\n", " 4\n", - " 0.370\n", + " 0.864\n", " \n", " \n", - " 2\n", - " Seven Nation Army\n", - " 76\n", - " 231733\n", - " 0.008170\n", - " 0.737\n", - " 0.463\n", - " 0.447000\n", - " 0\n", - " 0.2550\n", - " -7.828\n", + " 1002\n", + " Someday - Remastered\n", + " 63\n", + " 243333\n", + " 0.01080\n", + " 0.743\n", + " 0.670\n", + " 0.070200\n", " 1\n", - " 0.0792\n", - " 123.881\n", + " 0.2200\n", + " -4.547\n", + " 0\n", + " 0.0293\n", + " 110.832\n", " 4\n", - " 0.324\n", + " 0.934\n", " \n", " \n", - " 3\n", - " By The Way\n", - " 74\n", - " 216933\n", - " 0.026400\n", - " 0.451\n", - " 0.970\n", - " 0.003550\n", - " 0\n", - " 0.1020\n", - " -4.938\n", + " 1003\n", + " All I Want\n", + " 60\n", + " 196333\n", + " 0.05580\n", + " 0.600\n", + " 0.811\n", + " 0.000007\n", + " 5\n", + " 0.1090\n", + " -7.693\n", " 1\n", - " 0.1070\n", - " 122.444\n", + " 0.0788\n", + " 124.303\n", " 4\n", - " 0.198\n", + " 0.622\n", " \n", " \n", - " 4\n", - " How You Remind Me\n", - " 56\n", - " 223826\n", - " 0.000954\n", - " 0.447\n", - " 0.766\n", - " 0.000000\n", - " 10\n", - " 0.1130\n", - " -5.065\n", + " 1004\n", + " Flagpole Sitta\n", + " 64\n", + " 217266\n", + " 0.00184\n", + " 0.351\n", + " 0.899\n", + " 0.000116\n", + " 7\n", + " 0.2840\n", + " -4.119\n", " 1\n", - " 0.0313\n", - " 172.011\n", + " 0.0432\n", + " 145.015\n", " 4\n", - " 0.574\n", + " 0.508\n", " \n", " \n", " ...\n", @@ -175,154 +185,261 @@ " ...\n", " \n", " \n", - " 18830\n", - " Let It Breathe\n", - " 60\n", - " 159645\n", - " 0.893000\n", - " 0.500\n", - " 0.151\n", - " 0.000065\n", - " 11\n", - " 0.1110\n", - " -16.107\n", + " 1506\n", + " little light - acoustic version\n", + " 65\n", + " 256415\n", + " 0.68500\n", + " 0.670\n", + " 0.294\n", + " 0.000000\n", + " 7\n", + " 0.1470\n", + " -8.114\n", " 1\n", - " 0.0348\n", - " 113.969\n", + " 0.0341\n", + " 119.856\n", " 4\n", - " 0.300\n", + " 0.515\n", " \n", " \n", - " 18831\n", - " Answers\n", - " 60\n", - " 205666\n", - " 0.765000\n", - " 0.495\n", - " 0.161\n", - " 0.000001\n", + " 1507\n", + " I Will Spend My Whole Life Loving You\n", + " 68\n", + " 227619\n", + " 0.88700\n", + " 0.637\n", + " 0.129\n", + " 0.000000\n", " 11\n", - " 0.1050\n", - " -14.078\n", - " 0\n", - " 0.0301\n", - " 94.286\n", + " 0.0719\n", + " -17.082\n", + " 1\n", + " 0.0346\n", + " 125.802\n", " 4\n", - " 0.265\n", + " 0.298\n", " \n", " \n", - " 18832\n", - " Sudden Love (Acoustic)\n", - " 23\n", - " 182211\n", - " 0.847000\n", - " 0.719\n", - " 0.325\n", + " 1508\n", + " Best Days - Acoustic\n", + " 49\n", + " 179063\n", + " 0.91900\n", + " 0.655\n", + " 0.127\n", " 0.000000\n", - " 0\n", - " 0.1250\n", - " -12.222\n", + " 5\n", + " 0.1050\n", + " -11.036\n", " 1\n", - " 0.0355\n", - " 130.534\n", + " 0.0467\n", + " 150.407\n", " 4\n", - " 0.286\n", + " 0.436\n", " \n", " \n", - " 18833\n", - " Gentle on My Mind\n", - " 55\n", - " 352280\n", - " 0.945000\n", - " 0.488\n", - " 0.326\n", - " 0.015700\n", - " 3\n", - " 0.1190\n", - " -12.020\n", + " 1509\n", + " Love on the Weekend\n", + " 68\n", + " 212626\n", + " 0.54700\n", + " 0.729\n", + " 0.546\n", + " 0.002870\n", + " 7\n", + " 0.0651\n", + " -9.305\n", " 1\n", - " 0.0328\n", - " 106.063\n", + " 0.0285\n", + " 119.941\n", " 4\n", - " 0.323\n", + " 0.406\n", " \n", " \n", - " 18834\n", - " Up to Me\n", - " 60\n", - " 193533\n", - " 0.911000\n", - " 0.640\n", - " 0.381\n", - " 0.000254\n", - " 4\n", - " 0.1040\n", - " -11.790\n", + " 1510\n", + " Acoustic\n", + " 31\n", + " 172199\n", + " 0.78500\n", + " 0.880\n", + " 0.245\n", + " 0.000032\n", + " 9\n", + " 0.0979\n", + " -10.245\n", " 1\n", - " 0.0302\n", - " 91.490\n", + " 0.4460\n", + " 76.006\n", " 4\n", - " 0.581\n", + " 0.638\n", " \n", " \n", "\n", - "

18835 rows × 15 columns

\n", + "

511 rows × 15 columns

\n", "" ], "text/plain": [ - " song_name song_popularity song_duration_ms \\\n", - "0 Boulevard of Broken Dreams 73 262333 \n", - "1 In The End 66 216933 \n", - "2 Seven Nation Army 76 231733 \n", - "3 By The Way 74 216933 \n", - "4 How You Remind Me 56 223826 \n", - "... ... ... ... \n", - "18830 Let It Breathe 60 159645 \n", - "18831 Answers 60 205666 \n", - "18832 Sudden Love (Acoustic) 23 182211 \n", - "18833 Gentle on My Mind 55 352280 \n", - "18834 Up to Me 60 193533 \n", + " song_name song_popularity \\\n", + "1000 You Get What You Give 75 \n", + "1001 Lump 70 \n", + "1002 Someday - Remastered 63 \n", + "1003 All I Want 60 \n", + "1004 Flagpole Sitta 64 \n", + "... ... ... \n", + "1506 little light - acoustic version 65 \n", + "1507 I Will Spend My Whole Life Loving You 68 \n", + "1508 Best Days - Acoustic 49 \n", + "1509 Love on the Weekend 68 \n", + "1510 Acoustic 31 \n", "\n", - " acousticness danceability energy instrumentalness key liveness \\\n", - "0 0.005520 0.496 0.682 0.000029 8 0.0589 \n", - "1 0.010300 0.542 0.853 0.000000 3 0.1080 \n", - "2 0.008170 0.737 0.463 0.447000 0 0.2550 \n", - "3 0.026400 0.451 0.970 0.003550 0 0.1020 \n", - "4 0.000954 0.447 0.766 0.000000 10 0.1130 \n", - "... ... ... ... ... ... ... \n", - "18830 0.893000 0.500 0.151 0.000065 11 0.1110 \n", - "18831 0.765000 0.495 0.161 0.000001 11 0.1050 \n", - "18832 0.847000 0.719 0.325 0.000000 0 0.1250 \n", - "18833 0.945000 0.488 0.326 0.015700 3 0.1190 \n", - "18834 0.911000 0.640 0.381 0.000254 4 0.1040 \n", + " song_duration_ms acousticness danceability energy instrumentalness \\\n", + "1000 300773 0.17100 0.618 0.896 0.000000 \n", + "1001 134200 0.00468 0.499 0.873 0.000000 \n", + "1002 243333 0.01080 0.743 0.670 0.070200 \n", + "1003 196333 0.05580 0.600 0.811 0.000007 \n", + "1004 217266 0.00184 0.351 0.899 0.000116 \n", + "... ... ... ... ... ... \n", + "1506 256415 0.68500 0.670 0.294 0.000000 \n", + "1507 227619 0.88700 0.637 0.129 0.000000 \n", + "1508 179063 0.91900 0.655 0.127 0.000000 \n", + "1509 212626 0.54700 0.729 0.546 0.002870 \n", + "1510 172199 0.78500 0.880 0.245 0.000032 \n", "\n", - " loudness audio_mode speechiness tempo time_signature \\\n", - "0 -4.095 1 0.0294 167.060 4 \n", - "1 -6.407 0 0.0498 105.256 4 \n", - "2 -7.828 1 0.0792 123.881 4 \n", - "3 -4.938 1 0.1070 122.444 4 \n", - "4 -5.065 1 0.0313 172.011 4 \n", - "... ... ... ... ... ... \n", - "18830 -16.107 1 0.0348 113.969 4 \n", - "18831 -14.078 0 0.0301 94.286 4 \n", - "18832 -12.222 1 0.0355 130.534 4 \n", - "18833 -12.020 1 0.0328 106.063 4 \n", - "18834 -11.790 1 0.0302 91.490 4 \n", + " key liveness loudness audio_mode speechiness tempo \\\n", + "1000 2 0.0875 -5.357 1 0.0307 113.961 \n", + "1001 6 0.1650 -3.902 1 0.0386 142.726 \n", + "1002 1 0.2200 -4.547 0 0.0293 110.832 \n", + "1003 5 0.1090 -7.693 1 0.0788 124.303 \n", + "1004 7 0.2840 -4.119 1 0.0432 145.015 \n", + "... ... ... ... ... ... ... \n", + "1506 7 0.1470 -8.114 1 0.0341 119.856 \n", + "1507 11 0.0719 -17.082 1 0.0346 125.802 \n", + "1508 5 0.1050 -11.036 1 0.0467 150.407 \n", + "1509 7 0.0651 -9.305 1 0.0285 119.941 \n", + "1510 9 0.0979 -10.245 1 0.4460 76.006 \n", "\n", - " audio_valence \n", - "0 0.474 \n", - "1 0.370 \n", - "2 0.324 \n", - "3 0.198 \n", - "4 0.574 \n", - "... ... \n", - "18830 0.300 \n", - "18831 0.265 \n", - "18832 0.286 \n", - "18833 0.323 \n", - "18834 0.581 \n", + " time_signature audio_valence \n", + "1000 4 0.711 \n", + "1001 4 0.864 \n", + "1002 4 0.934 \n", + "1003 4 0.622 \n", + "1004 4 0.508 \n", + "... ... ... \n", + "1506 4 0.515 \n", + "1507 4 0.298 \n", + "1508 4 0.436 \n", + "1509 4 0.406 \n", + "1510 4 0.638 \n", "\n", - "[18835 rows x 15 columns]" + "[511 rows x 15 columns]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "songdata= songdata.loc [1000:1510]\n", + "songdata\n", + "#this step returns 500 unique songs." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "912ec56b-5c81-4676-9deb-2e2ed13c39bb", + "metadata": {}, + "outputs": [], + "source": [ + "songdata_cleaned = songdata.drop(['audio_mode', 'time_signature'],axis=1)\n", + "# Here I drop the audio mode and time signature columns as they are redundant in my analysis" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "56e4f516-5ac9-4d18-b0ad-46a661cb76a7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(511, 15)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "songdata_cleaned = songdata.dropna(axis=0)\n", + "songdata_cleaned.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "72cae818-6c9c-4807-a231-606bc240ed3d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['song_name', 'song_popularity', 'song_duration_ms', 'acousticness',\n", + " 'danceability', 'energy', 'instrumentalness', 'key', 'liveness',\n", + " 'loudness', 'audio_mode', 'speechiness', 'tempo', 'time_signature',\n", + " 'audio_valence'],\n", + " dtype='object')" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "songdata.columns" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7be8a1bf-d47b-441e-9683-34611015cffb", + "metadata": {}, + "outputs": [], + "source": [ + "songdata_cleaned= songdata.drop_duplicates(subset= 'song_name')\n", + "#In this step, I drop any duplicates in the song name column to ensure that all the song title I am analysing are unique." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "053f17b9-7089-4ccf-9329-1a38f91aba9c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "song_name 492\n", + "song_popularity 89\n", + "song_duration_ms 494\n", + "acousticness 445\n", + "danceability 329\n", + "energy 377\n", + "instrumentalness 264\n", + "key 12\n", + "liveness 302\n", + "loudness 486\n", + "audio_mode 2\n", + "speechiness 323\n", + "tempo 500\n", + "time_signature 4\n", + "audio_valence 371\n", + "dtype: int64" ] }, "execution_count": null, @@ -331,22 +448,22 @@ } ], "source": [ - "songdata = pd.read_csv(\"../../data/raw/song_data.csv.zip\")\n", - "songdata" + "songdata_cleaned.nunique(axis=0) \n", + "# This step allows me to identify how many unique values I have for each element and recognize any duplicates. " ] }, { "cell_type": "markdown", - "id": "90ca8f2a-8114-4e5d-aa11-cb1ed9085270", + "id": "0cb48d48-6f21-428a-ab5c-6a8714457f35", "metadata": {}, "source": [ - "### Cleaning Data \n" + "## Processing Data" ] }, { "cell_type": "code", "execution_count": null, - "id": "661a6bd7-eec3-4918-95be-15e0803758b8", + "id": "9790283c-6271-402c-a2ba-fc1e7cced727", "metadata": {}, "outputs": [ { @@ -370,6 +487,7 @@ " \n", " \n", " \n", + " index\n", " song_name\n", " song_popularity\n", " song_duration_ms\n", @@ -390,93 +508,98 @@ " \n", " \n", " 0\n", - " Boulevard of Broken Dreams\n", - " 73\n", - " 262333\n", - " 0.005520\n", - " 0.496\n", - " 0.682\n", - " 0.000029\n", - " 8\n", - " 0.0589\n", - " -4.095\n", + " 1229\n", + " I Love It (& Lil Pump)\n", + " 99\n", + " 127946\n", + " 0.01140\n", + " 0.901\n", + " 0.522\n", + " 0.000000\n", + " 2\n", + " 0.2590\n", + " -8.304\n", " 1\n", - " 0.0294\n", - " 167.060\n", + " 0.3300\n", + " 104.053\n", " 4\n", - " 0.4740\n", + " 0.329\n", " \n", " \n", " 1\n", - " In The End\n", - " 66\n", - " 216933\n", - " 0.010300\n", - " 0.542\n", - " 0.853\n", - " 0.000000\n", - " 3\n", - " 0.1080\n", - " -6.407\n", + " 1230\n", + " Falling Down\n", + " 97\n", + " 196400\n", + " 0.01750\n", + " 0.669\n", + " 0.574\n", + " 0.002940\n", + " 4\n", + " 0.1460\n", + " -6.442\n", " 0\n", - " 0.0498\n", - " 105.256\n", + " 0.0286\n", + " 120.013\n", " 4\n", - " 0.3700\n", + " 0.273\n", " \n", " \n", " 2\n", - " Seven Nation Army\n", - " 76\n", - " 231733\n", - " 0.008170\n", - " 0.737\n", - " 0.463\n", - " 0.447000\n", - " 0\n", - " 0.2550\n", - " -7.828\n", + " 1250\n", + " SICKO MODE\n", + " 97\n", + " 312820\n", + " 0.00513\n", + " 0.834\n", + " 0.730\n", + " 0.000000\n", + " 8\n", + " 0.1240\n", + " -3.714\n", " 1\n", - " 0.0792\n", - " 123.881\n", + " 0.2220\n", + " 155.008\n", " 4\n", - " 0.3240\n", + " 0.446\n", " \n", " \n", " 3\n", - " By The Way\n", - " 74\n", - " 216933\n", - " 0.026400\n", - " 0.451\n", - " 0.970\n", - " 0.003550\n", + " 1251\n", + " Lucky You (feat. Joyner Lucas)\n", + " 96\n", + " 244679\n", + " 0.06270\n", + " 0.876\n", + " 0.786\n", + " 0.000000\n", + " 10\n", + " 0.1270\n", + " -4.884\n", " 0\n", - " 0.1020\n", - " -4.938\n", - " 1\n", - " 0.1070\n", - " 122.444\n", + " 0.3060\n", + " 153.068\n", " 4\n", - " 0.1980\n", + " 0.575\n", " \n", " \n", " 4\n", - " How You Remind Me\n", - " 56\n", - " 223826\n", - " 0.000954\n", - " 0.447\n", - " 0.766\n", + " 1258\n", + " FEFE (feat. Nicki Minaj & Murda Beatz)\n", + " 96\n", + " 179404\n", + " 0.08800\n", + " 0.931\n", + " 0.387\n", " 0.000000\n", - " 10\n", - " 0.1130\n", - " -5.065\n", " 1\n", - " 0.0313\n", - " 172.011\n", + " 0.1360\n", + " -9.127\n", + " 1\n", + " 0.4120\n", + " 125.978\n", " 4\n", - " 0.5740\n", + " 0.376\n", " \n", " \n", " ...\n", @@ -495,156 +618,162 @@ " ...\n", " ...\n", " ...\n", + " ...\n", " \n", " \n", - " 18827\n", - " Stay Awake\n", - " 55\n", - " 114582\n", - " 0.898000\n", + " 487\n", + " 1330\n", + " Insoportablemente Bella\n", + " 3\n", + " 219293\n", + " 0.30900\n", + " 0.315\n", " 0.370\n", - " 0.136\n", - " 0.000263\n", - " 7\n", - " 0.0999\n", - " -13.528\n", - " 1\n", - " 0.0433\n", - " 146.081\n", + " 0.000050\n", + " 9\n", + " 0.0642\n", + " -10.912\n", + " 0\n", + " 0.0307\n", + " 66.547\n", " 4\n", - " 0.0592\n", + " 0.256\n", " \n", " \n", - " 18830\n", - " Let It Breathe\n", - " 60\n", - " 159645\n", - " 0.893000\n", - " 0.500\n", - " 0.151\n", - " 0.000065\n", - " 11\n", - " 0.1110\n", - " -16.107\n", + " 488\n", + " 1273\n", + " Payaso\n", + " 2\n", + " 196226\n", + " 0.76400\n", + " 0.765\n", + " 0.498\n", + " 0.000014\n", + " 9\n", + " 0.1390\n", + " -7.293\n", " 1\n", - " 0.0348\n", - " 113.969\n", + " 0.0280\n", + " 92.024\n", " 4\n", - " 0.3000\n", + " 0.510\n", " \n", " \n", - " 18832\n", - " Sudden Love (Acoustic)\n", - " 23\n", - " 182211\n", - " 0.847000\n", - " 0.719\n", - " 0.325\n", + " 489\n", + " 1272\n", + " No Me Platiques Mas\n", + " 1\n", + " 192967\n", + " 0.69500\n", + " 0.245\n", + " 0.355\n", " 0.000000\n", - " 0\n", + " 8\n", " 0.1250\n", - " -12.222\n", + " -13.039\n", " 1\n", - " 0.0355\n", - " 130.534\n", + " 0.0427\n", + " 85.560\n", " 4\n", - " 0.2860\n", + " 0.398\n", " \n", " \n", - " 18833\n", - " Gentle on My Mind\n", - " 55\n", - " 352280\n", - " 0.945000\n", - " 0.488\n", - " 0.326\n", - " 0.015700\n", - " 3\n", - " 0.1190\n", - " -12.020\n", + " 490\n", + " 1233\n", + " Transformer (feat. Nicki Minaj)\n", + " 0\n", + " 196333\n", + " 0.00151\n", + " 0.753\n", + " 0.616\n", + " 0.000007\n", + " 2\n", + " 0.2910\n", + " -7.340\n", " 1\n", - " 0.0328\n", - " 106.063\n", + " 0.1650\n", + " 156.830\n", " 4\n", - " 0.3230\n", + " 0.287\n", " \n", " \n", - " 18834\n", - " Up to Me\n", - " 60\n", - " 193533\n", - " 0.911000\n", - " 0.640\n", - " 0.381\n", - " 0.000254\n", - " 4\n", - " 0.1040\n", - " -11.790\n", + " 491\n", + " 1078\n", + " New Age Girl\n", + " 0\n", + " 199087\n", + " 0.10500\n", + " 0.632\n", + " 0.646\n", + " 0.000000\n", + " 2\n", + " 0.0454\n", + " -7.200\n", " 1\n", - " 0.0302\n", - " 91.490\n", + " 0.0519\n", + " 137.933\n", " 4\n", - " 0.5810\n", + " 0.777\n", " \n", " \n", "\n", - "

13070 rows × 15 columns

\n", + "

492 rows × 16 columns

\n", "" ], "text/plain": [ - " song_name song_popularity song_duration_ms \\\n", - "0 Boulevard of Broken Dreams 73 262333 \n", - "1 In The End 66 216933 \n", - "2 Seven Nation Army 76 231733 \n", - "3 By The Way 74 216933 \n", - "4 How You Remind Me 56 223826 \n", - "... ... ... ... \n", - "18827 Stay Awake 55 114582 \n", - "18830 Let It Breathe 60 159645 \n", - "18832 Sudden Love (Acoustic) 23 182211 \n", - "18833 Gentle on My Mind 55 352280 \n", - "18834 Up to Me 60 193533 \n", + " index song_name song_popularity \\\n", + "0 1229 I Love It (& Lil Pump) 99 \n", + "1 1230 Falling Down 97 \n", + "2 1250 SICKO MODE 97 \n", + "3 1251 Lucky You (feat. Joyner Lucas) 96 \n", + "4 1258 FEFE (feat. Nicki Minaj & Murda Beatz) 96 \n", + ".. ... ... ... \n", + "487 1330 Insoportablemente Bella 3 \n", + "488 1273 Payaso 2 \n", + "489 1272 No Me Platiques Mas 1 \n", + "490 1233 Transformer (feat. Nicki Minaj) 0 \n", + "491 1078 New Age Girl 0 \n", "\n", - " acousticness danceability energy instrumentalness key liveness \\\n", - "0 0.005520 0.496 0.682 0.000029 8 0.0589 \n", - "1 0.010300 0.542 0.853 0.000000 3 0.1080 \n", - "2 0.008170 0.737 0.463 0.447000 0 0.2550 \n", - "3 0.026400 0.451 0.970 0.003550 0 0.1020 \n", - "4 0.000954 0.447 0.766 0.000000 10 0.1130 \n", - "... ... ... ... ... ... ... \n", - "18827 0.898000 0.370 0.136 0.000263 7 0.0999 \n", - "18830 0.893000 0.500 0.151 0.000065 11 0.1110 \n", - "18832 0.847000 0.719 0.325 0.000000 0 0.1250 \n", - "18833 0.945000 0.488 0.326 0.015700 3 0.1190 \n", - "18834 0.911000 0.640 0.381 0.000254 4 0.1040 \n", + " song_duration_ms acousticness danceability energy instrumentalness \\\n", + "0 127946 0.01140 0.901 0.522 0.000000 \n", + "1 196400 0.01750 0.669 0.574 0.002940 \n", + "2 312820 0.00513 0.834 0.730 0.000000 \n", + "3 244679 0.06270 0.876 0.786 0.000000 \n", + "4 179404 0.08800 0.931 0.387 0.000000 \n", + ".. ... ... ... ... ... \n", + "487 219293 0.30900 0.315 0.370 0.000050 \n", + "488 196226 0.76400 0.765 0.498 0.000014 \n", + "489 192967 0.69500 0.245 0.355 0.000000 \n", + "490 196333 0.00151 0.753 0.616 0.000007 \n", + "491 199087 0.10500 0.632 0.646 0.000000 \n", "\n", - " loudness audio_mode speechiness tempo time_signature \\\n", - "0 -4.095 1 0.0294 167.060 4 \n", - "1 -6.407 0 0.0498 105.256 4 \n", - "2 -7.828 1 0.0792 123.881 4 \n", - "3 -4.938 1 0.1070 122.444 4 \n", - "4 -5.065 1 0.0313 172.011 4 \n", - "... ... ... ... ... ... \n", - "18827 -13.528 1 0.0433 146.081 4 \n", - "18830 -16.107 1 0.0348 113.969 4 \n", - "18832 -12.222 1 0.0355 130.534 4 \n", - "18833 -12.020 1 0.0328 106.063 4 \n", - "18834 -11.790 1 0.0302 91.490 4 \n", + " key liveness loudness audio_mode speechiness tempo \\\n", + "0 2 0.2590 -8.304 1 0.3300 104.053 \n", + "1 4 0.1460 -6.442 0 0.0286 120.013 \n", + "2 8 0.1240 -3.714 1 0.2220 155.008 \n", + "3 10 0.1270 -4.884 0 0.3060 153.068 \n", + "4 1 0.1360 -9.127 1 0.4120 125.978 \n", + ".. ... ... ... ... ... ... \n", + "487 9 0.0642 -10.912 0 0.0307 66.547 \n", + "488 9 0.1390 -7.293 1 0.0280 92.024 \n", + "489 8 0.1250 -13.039 1 0.0427 85.560 \n", + "490 2 0.2910 -7.340 1 0.1650 156.830 \n", + "491 2 0.0454 -7.200 1 0.0519 137.933 \n", "\n", - " audio_valence \n", - "0 0.4740 \n", - "1 0.3700 \n", - "2 0.3240 \n", - "3 0.1980 \n", - "4 0.5740 \n", - "... ... \n", - "18827 0.0592 \n", - "18830 0.3000 \n", - "18832 0.2860 \n", - "18833 0.3230 \n", - "18834 0.5810 \n", + " time_signature audio_valence \n", + "0 4 0.329 \n", + "1 4 0.273 \n", + "2 4 0.446 \n", + "3 4 0.575 \n", + "4 4 0.376 \n", + ".. ... ... \n", + "487 4 0.256 \n", + "488 4 0.510 \n", + "489 4 0.398 \n", + "490 4 0.287 \n", + "491 4 0.777 \n", "\n", - "[13070 rows x 15 columns]" + "[492 rows x 16 columns]" ] }, "execution_count": null, @@ -653,3562 +782,145 @@ } ], "source": [ - "songdata= songdata.drop_duplicates(subset= 'song_name')\n", - "songdata" + "songdata_sorted = songdata_cleaned.sort_values(by='song_popularity', ascending=False).reset_index()\n", + "songdata_sorted" ] }, { "cell_type": "code", "execution_count": null, - "id": "912ec56b-5c81-4676-9deb-2e2ed13c39bb", + "id": "ac8248ad-59fd-44bf-96c4-4ae498941029", + "metadata": {}, + "outputs": [], + "source": [ + "def multiply_columns(row):\n", + " return row['energy'] * row['loudness']\n", + "songdata_sorted['Loud_Enrgy_Prod'] = songdata_sorted.aggregate(multiply_columns, axis=1) \n", + "# This creates a new column that multiplies each loudness value to the corresponding energy value\n", + "songdata_sorted1= songdata_sorted\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2e2975f5-fedc-4fcd-b82f-40414b860d84", + "metadata": {}, + "outputs": [], + "source": [ + "def multiply_columns(row):\n", + " return row['audio_valence'] * row['danceability']\n", + "songdata_sorted['Vale_Dance_Prod'] = songdata_sorted.aggregate(multiply_columns, axis=1) \n", + "# This creates a new column that multiplies each valence value to the corresponding danceability value\n", + "songdata_sorted2= songdata_sorted\n" + ] + }, + { + "cell_type": "markdown", + "id": "3f5535a8-c1da-4354-b757-ebc54de6d4bd", + "metadata": {}, + "source": [ + "In this processing step, I have ranked my data by song popularity in descending order and created a new variable Loud_Enrgy_Prod that is an aggregate of energy and loudness. I chose to agreegate these two variables because I found in my initaial analysis that loudness and energy had the biggest correlation \n", + "\n", + "Because valence is a measure of positive feelings conveyed in a track, and my understanding of danceablity is that it is influenced by one's feelings toward a song, I thought it natural to combine the two metrics. This is supported by the corelation data provided above, in which valence and danceability have a moderately strong correlation coefficient of 0.36. In doing this, I am then able to conduct some further exploration of this new \"aggregate\" metric, with respect to song popularity." + ] + }, + { + "cell_type": "markdown", + "id": "28c05b37-85eb-43ce-ab74-cef3de705881", + "metadata": {}, + "source": [ + "# Wrangling " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c345226c-eefb-4854-aa89-84991b27e9f9", + "metadata": {}, + "outputs": [], + "source": [ + "songdata_top = songdata_sorted.head(50)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "723670fd-db21-4c31-af8f-0e8eb6ec5a3d", "metadata": {}, "outputs": [ { - "data": { - "text/html": [ - "
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song_namesong_popularitysong_duration_msacousticnessdanceabilityenergyinstrumentalnesskeylivenessloudnessaudio_modespeechinesstempotime_signatureaudio_valence
0Boulevard of Broken Dreams732623330.0055200.4960.6820.00002980.0589-4.09510.0294167.06040.474
1In The End662169330.0103000.5420.8530.00000030.1080-6.40700.0498105.25640.370
2Seven Nation Army762317330.0081700.7370.4630.44700000.2550-7.82810.0792123.88140.324
3By The Way742169330.0264000.4510.9700.00355000.1020-4.93810.1070122.44440.198
4How You Remind Me562238260.0009540.4470.7660.000000100.1130-5.06510.0313172.01140.574
................................................
506Life In The Fast Lane - Remastered722862190.0966000.6670.7550.00006990.0523-7.24610.0690109.53540.883
507Life's Been Good695362260.2500000.5050.4760.00915020.1130-12.89710.071199.31040.542
508Locomotive Breath602660130.4120000.6930.5280.003550110.0563-13.09400.0855124.57340.339
509Like A Hurricane475012130.0129000.4230.8340.00113090.1640-5.49800.0370113.87640.606
510Livin' Thing682123060.5830000.5490.6510.00000000.1210-7.09710.0323122.81840.368
\n", - "

500 rows × 15 columns

\n", - "
" - ], - "text/plain": [ - " song_name song_popularity song_duration_ms \\\n", - "0 Boulevard of Broken Dreams 73 262333 \n", - "1 In The End 66 216933 \n", - "2 Seven Nation Army 76 231733 \n", - "3 By The Way 74 216933 \n", - "4 How You Remind Me 56 223826 \n", - ".. ... ... ... \n", - "506 Life In The Fast Lane - Remastered 72 286219 \n", - "507 Life's Been Good 69 536226 \n", - "508 Locomotive Breath 60 266013 \n", - "509 Like A Hurricane 47 501213 \n", - "510 Livin' Thing 68 212306 \n", - "\n", - " acousticness danceability energy instrumentalness key liveness \\\n", - "0 0.005520 0.496 0.682 0.000029 8 0.0589 \n", - "1 0.010300 0.542 0.853 0.000000 3 0.1080 \n", - "2 0.008170 0.737 0.463 0.447000 0 0.2550 \n", - "3 0.026400 0.451 0.970 0.003550 0 0.1020 \n", - "4 0.000954 0.447 0.766 0.000000 10 0.1130 \n", - ".. ... ... ... ... ... ... \n", - "506 0.096600 0.667 0.755 0.000069 9 0.0523 \n", - "507 0.250000 0.505 0.476 0.009150 2 0.1130 \n", - "508 0.412000 0.693 0.528 0.003550 11 0.0563 \n", - "509 0.012900 0.423 0.834 0.001130 9 0.1640 \n", - "510 0.583000 0.549 0.651 0.000000 0 0.1210 \n", - "\n", - " loudness audio_mode speechiness tempo time_signature audio_valence \n", - "0 -4.095 1 0.0294 167.060 4 0.474 \n", - "1 -6.407 0 0.0498 105.256 4 0.370 \n", - "2 -7.828 1 0.0792 123.881 4 0.324 \n", - "3 -4.938 1 0.1070 122.444 4 0.198 \n", - "4 -5.065 1 0.0313 172.011 4 0.574 \n", - ".. ... ... ... ... ... ... \n", - "506 -7.246 1 0.0690 109.535 4 0.883 \n", - "507 -12.897 1 0.0711 99.310 4 0.542 \n", - "508 -13.094 0 0.0855 124.573 4 0.339 \n", - "509 -5.498 0 0.0370 113.876 4 0.606 \n", - "510 -7.097 1 0.0323 122.818 4 0.368 \n", - "\n", - "[500 rows x 15 columns]" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "songdata= songdata.loc [0:510]\n", - "songdata\n", - "#this step returns the first 500 unique songs." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "56e4f516-5ac9-4d18-b0ad-46a661cb76a7", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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song_namesong_popularitysong_duration_msacousticnessdanceabilityenergyinstrumentalnesskeylivenessloudnessspeechinesstempoaudio_valence
0Boulevard of Broken Dreams732623330.0055200.4960.6820.00002980.0589-4.0950.0294167.0600.474
1In The End662169330.0103000.5420.8530.00000030.1080-6.4070.0498105.2560.370
2Seven Nation Army762317330.0081700.7370.4630.44700000.2550-7.8280.0792123.8810.324
3By The Way742169330.0264000.4510.9700.00355000.1020-4.9380.1070122.4440.198
4How You Remind Me562238260.0009540.4470.7660.000000100.1130-5.0650.0313172.0110.574
..........................................
506Life In The Fast Lane - Remastered722862190.0966000.6670.7550.00006990.0523-7.2460.0690109.5350.883
507Life's Been Good695362260.2500000.5050.4760.00915020.1130-12.8970.071199.3100.542
508Locomotive Breath602660130.4120000.6930.5280.003550110.0563-13.0940.0855124.5730.339
509Like A Hurricane475012130.0129000.4230.8340.00113090.1640-5.4980.0370113.8760.606
510Livin' Thing682123060.5830000.5490.6510.00000000.1210-7.0970.0323122.8180.368
\n", - "

500 rows × 13 columns

\n", - "
" - ], - "text/plain": [ - " song_name song_popularity song_duration_ms \\\n", - "0 Boulevard of Broken Dreams 73 262333 \n", - "1 In The End 66 216933 \n", - "2 Seven Nation Army 76 231733 \n", - "3 By The Way 74 216933 \n", - "4 How You Remind Me 56 223826 \n", - ".. ... ... ... \n", - "506 Life In The Fast Lane - Remastered 72 286219 \n", - "507 Life's Been Good 69 536226 \n", - "508 Locomotive Breath 60 266013 \n", - "509 Like A Hurricane 47 501213 \n", - "510 Livin' Thing 68 212306 \n", - "\n", - " acousticness danceability energy instrumentalness key liveness \\\n", - "0 0.005520 0.496 0.682 0.000029 8 0.0589 \n", - "1 0.010300 0.542 0.853 0.000000 3 0.1080 \n", - "2 0.008170 0.737 0.463 0.447000 0 0.2550 \n", - "3 0.026400 0.451 0.970 0.003550 0 0.1020 \n", - "4 0.000954 0.447 0.766 0.000000 10 0.1130 \n", - ".. ... ... ... ... ... ... \n", - "506 0.096600 0.667 0.755 0.000069 9 0.0523 \n", - "507 0.250000 0.505 0.476 0.009150 2 0.1130 \n", - "508 0.412000 0.693 0.528 0.003550 11 0.0563 \n", - "509 0.012900 0.423 0.834 0.001130 9 0.1640 \n", - "510 0.583000 0.549 0.651 0.000000 0 0.1210 \n", - "\n", - " loudness speechiness tempo audio_valence \n", - "0 -4.095 0.0294 167.060 0.474 \n", - "1 -6.407 0.0498 105.256 0.370 \n", - "2 -7.828 0.0792 123.881 0.324 \n", - "3 -4.938 0.1070 122.444 0.198 \n", - "4 -5.065 0.0313 172.011 0.574 \n", - ".. ... ... ... ... \n", - "506 -7.246 0.0690 109.535 0.883 \n", - "507 -12.897 0.0711 99.310 0.542 \n", - "508 -13.094 0.0855 124.573 0.339 \n", - "509 -5.498 0.0370 113.876 0.606 \n", - "510 -7.097 0.0323 122.818 0.368 \n", - "\n", - "[500 rows x 13 columns]" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "songdata_cleaned = songdata.drop(['audio_mode', 'time_signature'],axis=1)\n", - "songdata_cleaned" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "c378e84c-e5b3-46b2-b6bd-0a15e2271d4e", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(500, 15)" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "songdata_cleaned = songdata.dropna(axis=0)\n", - "songdata_cleaned.shape" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "7be8a1bf-d47b-441e-9683-34611015cffb", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "song_name 500\n", - "song_popularity 70\n", - "song_duration_ms 495\n", - "acousticness 444\n", - "danceability 331\n", - "energy 350\n", - "instrumentalness 313\n", - "key 12\n", - "liveness 339\n", - "loudness 491\n", - "audio_mode 2\n", - "speechiness 346\n", - "tempo 497\n", - "time_signature 4\n", - "audio_valence 367\n", - "dtype: int64" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "songdata_cleaned.nunique(axis=0) \n", - "# This step allows me to identify how many unique values I have for each element and recognize any duplicates. " - ] - }, - { - "cell_type": "markdown", - "id": "2db42b9c-afce-454a-9fff-ea9514735907", - "metadata": {}, - "source": [ - "### In this data cleaning step, I have shortened our dataset to include only the first 500 rows/songs which are the only ones we will be using in our analysis. I have also removed/dropped the audio mode and time signiture columuns because they either had very little variation or no variation at all. \n" - ] - }, - { - "cell_type": "markdown", - "id": "0cb48d48-6f21-428a-ab5c-6a8714457f35", - "metadata": {}, - "source": [ - "## Processing Data" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "9790283c-6271-402c-a2ba-fc1e7cced727", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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indexsong_namesong_popularitysong_duration_msacousticnessdanceabilityenergyinstrumentalnesskeylivenessloudnessaudio_modespeechinesstempotime_signatureaudio_valence
061Taki Taki (with Selena Gomez, Ozuna & Cardi B)982125000.1530000.8410.7980.00000310.0618-4.20600.229095.94840.591
186I Like It952533900.0990000.8160.7260.00000050.3720-3.99800.1290136.04840.650
285BEBE952178220.1720000.6350.9020.00000000.1250-3.55910.1090102.06340.286
364Beautiful (feat. Camila Cabello)941800000.3460000.6380.7170.00000020.1050-4.72210.0337100.02740.249
460MIA (feat. Drake)942103670.0143000.8180.5400.00051260.0990-6.35000.054497.06440.174
...................................................
495121Beautiful Girls102419330.1590000.7450.6660.00000090.3020-5.89910.0566129.99540.708
496338Psychotic Reaction - Rarities Version81898480.0002880.3550.7610.014100110.1890-6.30910.0978165.20940.685
497234Besame Mucho71819600.7010000.7070.4080.00000050.1050-12.77600.0366126.39940.843
498237Chan Chan72572130.8300000.5070.4230.00916020.0973-14.18700.033282.80940.701
499225Querida43195600.3180000.5220.5260.00000020.1160-6.36110.025990.02040.430
\n", - "

500 rows × 16 columns

\n", - "
" - ], - "text/plain": [ - " index song_name song_popularity \\\n", - "0 61 Taki Taki (with Selena Gomez, Ozuna & Cardi B) 98 \n", - "1 86 I Like It 95 \n", - "2 85 BEBE 95 \n", - "3 64 Beautiful (feat. Camila Cabello) 94 \n", - "4 60 MIA (feat. Drake) 94 \n", - ".. ... ... ... \n", - "495 121 Beautiful Girls 10 \n", - "496 338 Psychotic Reaction - Rarities Version 8 \n", - "497 234 Besame Mucho 7 \n", - "498 237 Chan Chan 7 \n", - "499 225 Querida 4 \n", - "\n", - " song_duration_ms acousticness danceability energy instrumentalness \\\n", - "0 212500 0.153000 0.841 0.798 0.000003 \n", - "1 253390 0.099000 0.816 0.726 0.000000 \n", - "2 217822 0.172000 0.635 0.902 0.000000 \n", - "3 180000 0.346000 0.638 0.717 0.000000 \n", - "4 210367 0.014300 0.818 0.540 0.000512 \n", - ".. ... ... ... ... ... \n", - "495 241933 0.159000 0.745 0.666 0.000000 \n", - "496 189848 0.000288 0.355 0.761 0.014100 \n", - "497 181960 0.701000 0.707 0.408 0.000000 \n", - "498 257213 0.830000 0.507 0.423 0.009160 \n", - "499 319560 0.318000 0.522 0.526 0.000000 \n", - "\n", - " key liveness loudness audio_mode speechiness tempo \\\n", - "0 1 0.0618 -4.206 0 0.2290 95.948 \n", - "1 5 0.3720 -3.998 0 0.1290 136.048 \n", - "2 0 0.1250 -3.559 1 0.1090 102.063 \n", - "3 2 0.1050 -4.722 1 0.0337 100.027 \n", - "4 6 0.0990 -6.350 0 0.0544 97.064 \n", - ".. ... ... ... ... ... ... \n", - "495 9 0.3020 -5.899 1 0.0566 129.995 \n", - "496 11 0.1890 -6.309 1 0.0978 165.209 \n", - "497 5 0.1050 -12.776 0 0.0366 126.399 \n", - "498 2 0.0973 -14.187 0 0.0332 82.809 \n", - "499 2 0.1160 -6.361 1 0.0259 90.020 \n", - "\n", - " time_signature audio_valence \n", - "0 4 0.591 \n", - "1 4 0.650 \n", - "2 4 0.286 \n", - "3 4 0.249 \n", - "4 4 0.174 \n", - ".. ... ... \n", - "495 4 0.708 \n", - "496 4 0.685 \n", - "497 4 0.843 \n", - "498 4 0.701 \n", - "499 4 0.430 \n", - "\n", - "[500 rows x 16 columns]" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "songdata_sorted = songdata.sort_values(by='song_popularity', ascending=False).reset_index()\n", - "songdata_sorted" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "ac8248ad-59fd-44bf-96c4-4ae498941029", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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indexsong_namesong_popularitysong_duration_msacousticnessdanceabilityenergyinstrumentalnesskeylivenessloudnessaudio_modespeechinesstempotime_signatureaudio_valenceLoud_Enrgy_Prod
061Taki Taki (with Selena Gomez, Ozuna & Cardi B)982125000.1530000.8410.7980.00000310.0618-4.20600.229095.94840.591-3.356388
186I Like It952533900.0990000.8160.7260.00000050.3720-3.99800.1290136.04840.650-2.902548
285BEBE952178220.1720000.6350.9020.00000000.1250-3.55910.1090102.06340.286-3.210218
364Beautiful (feat. Camila Cabello)941800000.3460000.6380.7170.00000020.1050-4.72210.0337100.02740.249-3.385674
460MIA (feat. Drake)942103670.0143000.8180.5400.00051260.0990-6.35000.054497.06440.174-3.429000
......................................................
495121Beautiful Girls102419330.1590000.7450.6660.00000090.3020-5.89910.0566129.99540.708-3.928734
496338Psychotic Reaction - Rarities Version81898480.0002880.3550.7610.014100110.1890-6.30910.0978165.20940.685-4.801149
497234Besame Mucho71819600.7010000.7070.4080.00000050.1050-12.77600.0366126.39940.843-5.212608
498237Chan Chan72572130.8300000.5070.4230.00916020.0973-14.18700.033282.80940.701-6.001101
499225Querida43195600.3180000.5220.5260.00000020.1160-6.36110.025990.02040.430-3.345886
\n", - "

500 rows × 17 columns

\n", - "
" - ], - "text/plain": [ - " index song_name song_popularity \\\n", - "0 61 Taki Taki (with Selena Gomez, Ozuna & Cardi B) 98 \n", - "1 86 I Like It 95 \n", - "2 85 BEBE 95 \n", - "3 64 Beautiful (feat. Camila Cabello) 94 \n", - "4 60 MIA (feat. Drake) 94 \n", - ".. ... ... ... \n", - "495 121 Beautiful Girls 10 \n", - "496 338 Psychotic Reaction - Rarities Version 8 \n", - "497 234 Besame Mucho 7 \n", - "498 237 Chan Chan 7 \n", - "499 225 Querida 4 \n", - "\n", - " song_duration_ms acousticness danceability energy instrumentalness \\\n", - "0 212500 0.153000 0.841 0.798 0.000003 \n", - "1 253390 0.099000 0.816 0.726 0.000000 \n", - "2 217822 0.172000 0.635 0.902 0.000000 \n", - "3 180000 0.346000 0.638 0.717 0.000000 \n", - "4 210367 0.014300 0.818 0.540 0.000512 \n", - ".. ... ... ... ... ... \n", - "495 241933 0.159000 0.745 0.666 0.000000 \n", - "496 189848 0.000288 0.355 0.761 0.014100 \n", - "497 181960 0.701000 0.707 0.408 0.000000 \n", - "498 257213 0.830000 0.507 0.423 0.009160 \n", - "499 319560 0.318000 0.522 0.526 0.000000 \n", - "\n", - " key liveness loudness audio_mode speechiness tempo \\\n", - "0 1 0.0618 -4.206 0 0.2290 95.948 \n", - "1 5 0.3720 -3.998 0 0.1290 136.048 \n", - "2 0 0.1250 -3.559 1 0.1090 102.063 \n", - "3 2 0.1050 -4.722 1 0.0337 100.027 \n", - "4 6 0.0990 -6.350 0 0.0544 97.064 \n", - ".. ... ... ... ... ... ... \n", - "495 9 0.3020 -5.899 1 0.0566 129.995 \n", - "496 11 0.1890 -6.309 1 0.0978 165.209 \n", - "497 5 0.1050 -12.776 0 0.0366 126.399 \n", - "498 2 0.0973 -14.187 0 0.0332 82.809 \n", - "499 2 0.1160 -6.361 1 0.0259 90.020 \n", - "\n", - " time_signature audio_valence Loud_Enrgy_Prod \n", - "0 4 0.591 -3.356388 \n", - "1 4 0.650 -2.902548 \n", - "2 4 0.286 -3.210218 \n", - "3 4 0.249 -3.385674 \n", - "4 4 0.174 -3.429000 \n", - ".. ... ... ... \n", - "495 4 0.708 -3.928734 \n", - "496 4 0.685 -4.801149 \n", - "497 4 0.843 -5.212608 \n", - "498 4 0.701 -6.001101 \n", - "499 4 0.430 -3.345886 \n", - "\n", - "[500 rows x 17 columns]" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "def multiply_columns(row):\n", - " return row['energy'] * row['loudness']\n", - "\n", - "songdata_sorted['Loud_Enrgy_Prod'] = songdata_sorted.aggregate(multiply_columns, axis=1) # This creates a new column that multiplies each loudness value to the corresponding energy value\n", - "songdata_sorted" - ] - }, - { - "cell_type": "markdown", - "id": "3f5535a8-c1da-4354-b757-ebc54de6d4bd", - "metadata": {}, - "source": [ - "### In this processing step, I have ranked my data by song popularity in descending order and created a new variable Loud_Enrgy_Prod that is an aggregate of energy and loudness. I chose to agreegate these two variables because I found in my initaial analysis that loudness and energy had the biggest correlation " - ] - }, - { - "cell_type": "markdown", - "id": "28c05b37-85eb-43ce-ab74-cef3de705881", - "metadata": {}, - "source": [ - "# Wrangling " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "c345226c-eefb-4854-aa89-84991b27e9f9", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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song_namegenresong_popularitysong_duration_msacousticnessdanceabilityenergyinstrumentalnesskeylivenessloudnessspeechinesstempoaudio_valenceLoud_Enrgy_Prod
0Taki Taki (with Selena Gomez, Ozuna & Cardi B)Reggae982125000.153000.8410.7980.00000310.0618-4.2060.229095.9480.591-3.356388
1I Like ItHip Hop952533900.099000.8160.7260.00000050.3720-3.9980.1290136.0480.650-2.902548
2BEBEPop952178220.172000.6350.9020.00000000.1250-3.5590.1090102.0630.286-3.210218
3Beautiful (feat. Camila Cabello)Pop941800000.346000.6380.7170.00000020.1050-4.7220.0337100.0270.249-3.385674
4MIA (feat. Drake)Hip Hop942103670.014300.8180.5400.00051260.0990-6.3500.054497.0640.174-3.429000
5Wake Up in the SkyPop922046640.003810.8000.5780.00000040.3590-5.1440.0485143.0100.367-2.973232
61, 2, 3 (feat. Jason Derulo & De La Ghetto)Hip Hop882015260.165000.7920.8950.00000010.0501-3.1120.058994.9680.794-2.785240
7CelosoReggae871796930.352000.7460.7030.00000040.3310-4.1790.1070166.0430.667-2.937837
8Real FriendsReggae852235830.235000.7010.5120.00000500.1350-6.8690.096991.9470.663-3.516928
9All of MePop852695600.922000.4220.2640.00000080.1320-7.0640.0322119.9300.331-1.864896
10Hips Don't LieR&B842180930.284000.7780.8240.000000100.4050-5.8920.0712100.0240.756-4.855008
11Pumped Up KicksPop842396000.145000.7330.7100.11500050.0956-5.8490.0292127.9750.965-4.152790
12Finesse (Remix) [feat. Cardi B]Pop842172880.018500.7040.8590.00000050.0215-4.8770.0996105.1150.926-4.189343
13Highway to HellPop832084000.059100.5730.9130.00173060.1560-4.7930.1320115.7150.422-4.376009
14Hotel California - RemasteredRock833913760.005740.5790.5080.00049420.0575-9.4840.0270147.1250.609-4.817872
15Está RicoPop832151510.266000.8170.7400.000000110.0992-4.5660.2830130.0400.674-3.378840
16How to Save a LifeRock832625330.269000.6400.7430.000000100.1010-4.0800.0379122.0350.361-3.031440
17If I Ain't Got YouR&B812287060.603000.6090.4450.00000770.1040-9.1290.1060118.3930.166-4.062405
18Fortunate SonRock811407730.201000.6400.6630.00806000.1520-7.5160.0374132.7700.663-4.983108
19Bleeding LoveRock812624660.188000.6380.6560.00000050.1460-5.8860.0357104.0360.225-3.861216
\n", - "
" - ], - "text/plain": [ - " song_name genre song_popularity \\\n", - "0 Taki Taki (with Selena Gomez, Ozuna & Cardi B) Reggae 98 \n", - "1 I Like It Hip Hop 95 \n", - "2 BEBE Pop 95 \n", - "3 Beautiful (feat. Camila Cabello) Pop 94 \n", - "4 MIA (feat. Drake) Hip Hop 94 \n", - "5 Wake Up in the Sky Pop 92 \n", - "6 1, 2, 3 (feat. Jason Derulo & De La Ghetto) Hip Hop 88 \n", - "7 Celoso Reggae 87 \n", - "8 Real Friends Reggae 85 \n", - "9 All of Me Pop 85 \n", - "10 Hips Don't Lie R&B 84 \n", - "11 Pumped Up Kicks Pop 84 \n", - "12 Finesse (Remix) [feat. Cardi B] Pop 84 \n", - "13 Highway to Hell Pop 83 \n", - "14 Hotel California - Remastered Rock 83 \n", - "15 Está Rico Pop 83 \n", - "16 How to Save a Life Rock 83 \n", - "17 If I Ain't Got You R&B 81 \n", - "18 Fortunate Son Rock 81 \n", - "19 Bleeding Love Rock 81 \n", - "\n", - " song_duration_ms acousticness danceability energy instrumentalness \\\n", - "0 212500 0.15300 0.841 0.798 0.000003 \n", - "1 253390 0.09900 0.816 0.726 0.000000 \n", - "2 217822 0.17200 0.635 0.902 0.000000 \n", - "3 180000 0.34600 0.638 0.717 0.000000 \n", - "4 210367 0.01430 0.818 0.540 0.000512 \n", - "5 204664 0.00381 0.800 0.578 0.000000 \n", - "6 201526 0.16500 0.792 0.895 0.000000 \n", - "7 179693 0.35200 0.746 0.703 0.000000 \n", - "8 223583 0.23500 0.701 0.512 0.000005 \n", - "9 269560 0.92200 0.422 0.264 0.000000 \n", - "10 218093 0.28400 0.778 0.824 0.000000 \n", - "11 239600 0.14500 0.733 0.710 0.115000 \n", - "12 217288 0.01850 0.704 0.859 0.000000 \n", - "13 208400 0.05910 0.573 0.913 0.001730 \n", - "14 391376 0.00574 0.579 0.508 0.000494 \n", - "15 215151 0.26600 0.817 0.740 0.000000 \n", - "16 262533 0.26900 0.640 0.743 0.000000 \n", - "17 228706 0.60300 0.609 0.445 0.000007 \n", - "18 140773 0.20100 0.640 0.663 0.008060 \n", - "19 262466 0.18800 0.638 0.656 0.000000 \n", - "\n", - " key liveness loudness speechiness tempo audio_valence \\\n", - "0 1 0.0618 -4.206 0.2290 95.948 0.591 \n", - "1 5 0.3720 -3.998 0.1290 136.048 0.650 \n", - "2 0 0.1250 -3.559 0.1090 102.063 0.286 \n", - "3 2 0.1050 -4.722 0.0337 100.027 0.249 \n", - "4 6 0.0990 -6.350 0.0544 97.064 0.174 \n", - "5 4 0.3590 -5.144 0.0485 143.010 0.367 \n", - "6 1 0.0501 -3.112 0.0589 94.968 0.794 \n", - "7 4 0.3310 -4.179 0.1070 166.043 0.667 \n", - "8 0 0.1350 -6.869 0.0969 91.947 0.663 \n", - "9 8 0.1320 -7.064 0.0322 119.930 0.331 \n", - "10 10 0.4050 -5.892 0.0712 100.024 0.756 \n", - "11 5 0.0956 -5.849 0.0292 127.975 0.965 \n", - "12 5 0.0215 -4.877 0.0996 105.115 0.926 \n", - "13 6 0.1560 -4.793 0.1320 115.715 0.422 \n", - "14 2 0.0575 -9.484 0.0270 147.125 0.609 \n", - "15 11 0.0992 -4.566 0.2830 130.040 0.674 \n", - "16 10 0.1010 -4.080 0.0379 122.035 0.361 \n", - "17 7 0.1040 -9.129 0.1060 118.393 0.166 \n", - "18 0 0.1520 -7.516 0.0374 132.770 0.663 \n", - "19 5 0.1460 -5.886 0.0357 104.036 0.225 \n", - "\n", - " Loud_Enrgy_Prod \n", - "0 -3.356388 \n", - "1 -2.902548 \n", - "2 -3.210218 \n", - "3 -3.385674 \n", - "4 -3.429000 \n", - "5 -2.973232 \n", - "6 -2.785240 \n", - "7 -2.937837 \n", - "8 -3.516928 \n", - "9 -1.864896 \n", - "10 -4.855008 \n", - "11 -4.152790 \n", - "12 -4.189343 \n", - "13 -4.376009 \n", - "14 -4.817872 \n", - "15 -3.378840 \n", - "16 -3.031440 \n", - "17 -4.062405 \n", - "18 -4.983108 \n", - "19 -3.861216 " - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "def classify(songdata_sorted):\n", - " songdata_top = (songdata_sorted.head(20)\n", - " .assign(genre=['Reggae', 'Hip Hop', 'Pop', 'Pop', 'Hip Hop', 'Pop', 'Hip Hop', 'Reggae', 'Reggae', 'Pop', 'R&B', 'Pop', 'Pop', 'Pop', 'Rock', 'Pop', 'Rock', 'R&B', 'Rock', 'Rock'])\n", - " .reindex(columns=['song_name', 'genre', 'song_popularity', 'song_duration_ms', 'acousticness', 'danceability', 'energy','instrumentalness', 'key', 'liveness','loudness', 'speechiness', 'tempo', 'audio_valence', 'Loud_Enrgy_Prod']))\n", - " return songdata_top\n", - "songdata_top = classify(songdata_sorted)\n", - "songdata_top" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "71342bc4-5ee5-4aba-8d28-d99c3632dd98", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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song_namegenresong_popularitysong_duration_msacousticnessdanceabilityenergyinstrumentalnesskeylivenessloudnessspeechinesstempoaudio_valenceLoud_Enrgy_Prod
499QueridaLatin Pop43195600.3180000.5220.5260.00000020.1160-6.3610.025990.0200.430-3.345886
497Besame MuchoSon cubano71819600.7010000.7070.4080.00000050.1050-12.7760.0366126.3990.843-5.212608
498Chan ChanBolero72572130.8300000.5070.4230.00916020.0973-14.1870.033282.8090.701-6.001101
496Psychotic Reaction - Rarities VersionHip Hop81898480.0002880.3550.7610.014100110.1890-6.3090.0978165.2090.685-4.801149
495Beautiful GirlsRock102419330.1590000.7450.6660.00000090.3020-5.8990.0566129.9950.708-3.928734
494The PretenderR&B112693730.0009170.4330.9590.00000090.0280-4.0400.0431172.9840.365-3.874360
493El MatadorRock112776000.0306000.5660.9110.02470040.0574-9.4580.0791193.5380.638-8.616238
492All My LifeRock112627330.0001940.5820.5970.00027350.5170-5.6710.0512167.7380.674-3.385587
491No One KnowsRock132550660.0137000.5180.5380.00039800.1410-5.8180.0486170.9530.687-3.130084
490Wildflowers - RemasteredRock132165730.7620000.6090.3680.000006100.3350-13.3380.029490.3730.618-4.908384
489Hit the Road JackRock131201730.7140000.5990.7040.00000080.5210-8.5660.2430173.0430.950-6.030464
488I'm A ManRock141761600.0380000.5500.9290.00000090.1350-5.7650.0815129.0110.643-5.355685
487I'm Waiting For The Man - Album Version (Stereo)Rock162795200.0250000.6820.6210.85200070.1530-9.6530.0451125.9100.861-5.994513
486Jumpin' Jack Flash - Mono / RemasteredRock212194660.0470000.6000.8970.72700030.0672-7.2750.0477137.3750.676-6.525675
485Solsbury HillRock212626000.3780000.6780.6220.000953110.3630-8.8750.0301102.2290.471-5.520250
484La Vida Es Un CarnavalSalsa242752530.4390000.8200.7170.00107080.2360-6.1910.0722104.0050.843-4.438947
483BlurryRock283039200.0102000.4400.9320.00000030.1420-4.4880.0584157.4380.495-4.182816
482La Camisa NegraPop292167060.0838000.7510.7310.00000060.0556-4.4190.030897.0070.973-3.230289
481Proud MaryR&B301872130.1300000.6990.6410.00021820.0601-7.5640.0289120.7450.728-4.848524
48096 TearsRock301774260.0586000.6800.5070.00000670.0754-5.9290.0336123.4700.854-3.006003
\n", - "
" - ], - "text/plain": [ - " song_name genre \\\n", - "499 Querida Latin Pop \n", - "497 Besame Mucho Son cubano \n", - "498 Chan Chan Bolero \n", - "496 Psychotic Reaction - Rarities Version Hip Hop \n", - "495 Beautiful Girls Rock \n", - "494 The Pretender R&B \n", - "493 El Matador Rock \n", - "492 All My Life Rock \n", - "491 No One Knows Rock \n", - "490 Wildflowers - Remastered Rock \n", - "489 Hit the Road Jack Rock \n", - "488 I'm A Man Rock \n", - "487 I'm Waiting For The Man - Album Version (Stereo) Rock \n", - "486 Jumpin' Jack Flash - Mono / Remastered Rock \n", - "485 Solsbury Hill Rock \n", - "484 La Vida Es Un Carnaval Salsa \n", - "483 Blurry Rock \n", - "482 La Camisa Negra Pop \n", - "481 Proud Mary R&B \n", - "480 96 Tears Rock \n", - "\n", - " song_popularity song_duration_ms acousticness danceability energy \\\n", - "499 4 319560 0.318000 0.522 0.526 \n", - "497 7 181960 0.701000 0.707 0.408 \n", - "498 7 257213 0.830000 0.507 0.423 \n", - "496 8 189848 0.000288 0.355 0.761 \n", - "495 10 241933 0.159000 0.745 0.666 \n", - "494 11 269373 0.000917 0.433 0.959 \n", - "493 11 277600 0.030600 0.566 0.911 \n", - "492 11 262733 0.000194 0.582 0.597 \n", - "491 13 255066 0.013700 0.518 0.538 \n", - "490 13 216573 0.762000 0.609 0.368 \n", - "489 13 120173 0.714000 0.599 0.704 \n", - "488 14 176160 0.038000 0.550 0.929 \n", - "487 16 279520 0.025000 0.682 0.621 \n", - "486 21 219466 0.047000 0.600 0.897 \n", - "485 21 262600 0.378000 0.678 0.622 \n", - "484 24 275253 0.439000 0.820 0.717 \n", - "483 28 303920 0.010200 0.440 0.932 \n", - "482 29 216706 0.083800 0.751 0.731 \n", - "481 30 187213 0.130000 0.699 0.641 \n", - "480 30 177426 0.058600 0.680 0.507 \n", - "\n", - " instrumentalness key liveness loudness speechiness tempo \\\n", - "499 0.000000 2 0.1160 -6.361 0.0259 90.020 \n", - "497 0.000000 5 0.1050 -12.776 0.0366 126.399 \n", - "498 0.009160 2 0.0973 -14.187 0.0332 82.809 \n", - "496 0.014100 11 0.1890 -6.309 0.0978 165.209 \n", - "495 0.000000 9 0.3020 -5.899 0.0566 129.995 \n", - "494 0.000000 9 0.0280 -4.040 0.0431 172.984 \n", - "493 0.024700 4 0.0574 -9.458 0.0791 193.538 \n", - "492 0.000273 5 0.5170 -5.671 0.0512 167.738 \n", - "491 0.000398 0 0.1410 -5.818 0.0486 170.953 \n", - "490 0.000006 10 0.3350 -13.338 0.0294 90.373 \n", - "489 0.000000 8 0.5210 -8.566 0.2430 173.043 \n", - "488 0.000000 9 0.1350 -5.765 0.0815 129.011 \n", - "487 0.852000 7 0.1530 -9.653 0.0451 125.910 \n", - "486 0.727000 3 0.0672 -7.275 0.0477 137.375 \n", - "485 0.000953 11 0.3630 -8.875 0.0301 102.229 \n", - "484 0.001070 8 0.2360 -6.191 0.0722 104.005 \n", - "483 0.000000 3 0.1420 -4.488 0.0584 157.438 \n", - "482 0.000000 6 0.0556 -4.419 0.0308 97.007 \n", - "481 0.000218 2 0.0601 -7.564 0.0289 120.745 \n", - "480 0.000006 7 0.0754 -5.929 0.0336 123.470 \n", - "\n", - " audio_valence Loud_Enrgy_Prod \n", - "499 0.430 -3.345886 \n", - "497 0.843 -5.212608 \n", - "498 0.701 -6.001101 \n", - "496 0.685 -4.801149 \n", - "495 0.708 -3.928734 \n", - "494 0.365 -3.874360 \n", - "493 0.638 -8.616238 \n", - "492 0.674 -3.385587 \n", - "491 0.687 -3.130084 \n", - "490 0.618 -4.908384 \n", - "489 0.950 -6.030464 \n", - "488 0.643 -5.355685 \n", - "487 0.861 -5.994513 \n", - "486 0.676 -6.525675 \n", - "485 0.471 -5.520250 \n", - "484 0.843 -4.438947 \n", - "483 0.495 -4.182816 \n", - "482 0.973 -3.230289 \n", - "481 0.728 -4.848524 \n", - "480 0.854 -3.006003 " - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "def classify(songdata_sorted):\n", - " songdata_bottom = songdata_sorted.tail(20).sort_values(by=['song_popularity'], ascending = True)\\\n", - " .assign(genre=['Latin Pop', 'Son cubano', 'Bolero', 'Hip Hop', 'Rock', 'R&B', 'Rock', 'Rock', 'Rock', 'Rock', 'Rock', 'Rock', 'Rock', 'Rock', 'Rock', 'Salsa', 'Rock', 'Pop', 'R&B', 'Rock'])\\\n", - " .reindex(columns=['song_name', 'genre', 'song_popularity', 'song_duration_ms', 'acousticness', 'danceability', 'energy','instrumentalness','key', 'liveness','loudness', 'speechiness', 'tempo', 'audio_valence', 'Loud_Enrgy_Prod'])\n", - " return songdata_bottom\n", - "\n", - "songdata_bottom = classify(songdata_sorted)\n", - "songdata_bottom" - ] - }, - { - "cell_type": "markdown", - "id": "b8eb2a0e-84f4-4d8c-81a8-5b64f933d0cd", - "metadata": {}, - "source": [ - "### In this wrangling step, I have created method chains in which I seperate the top 15 popular songs and the least 15 popular songs, reindex them, and I add a new colum that classifies the songs by music genre. " - ] - }, - { - "cell_type": "markdown", - "id": "7be13ff9-58a6-440f-ab1c-e302159687a0", - "metadata": {}, - "source": [ - "# Analysis " - ] - }, - { - "cell_type": "markdown", - "id": "9cd0b746-08bb-4e34-a5fe-54d4e7fdc1c2", - "metadata": {}, - "source": [ - "## Research Question #1" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "050dfb18-3480-4316-ac6d-b3f02b6bfd67", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "custom_palette = sns.color_palette(\"Oranges_r\", 20) + sns.color_palette(\"Reds\", 20)\n", - "\n", - "# To compute the correlation matrix, we use \n", - "corr = songdata_cleaned.corr(numeric_only=True)\n", - "\n", - "plt.figure(figsize=(10,8))\n", - "sns.heatmap(corr, \n", - " xticklabels=corr.columns, \n", - " yticklabels=corr.columns, \n", - " annot=True, \n", - " cmap=custom_palette)\n", - "plt.yticks(rotation=0)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "286148fa-a928-40b5-8e3e-be39eb02564f", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[Text(0.5, 1.0, 'Popularity vs Loudness*Energy - Top Songs')]" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.regplot(x=\"Loud_Enrgy_Prod\", y=\"song_popularity\", data=songdata_top, color= \"b\").set( title = \"Popularity vs Loudness*Energy - Top Songs\")\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "83a7b6dd-3ace-4d13-a25a-3762c5eb25c6", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[Text(0.5, 1.0, 'Popularity vs Loudness*Energy - Bottom Songs')]" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.regplot(x=\"Loud_Enrgy_Prod\", y=\"song_popularity\", data=songdata_bottom, color= \"b\").set( title = \"Popularity vs Loudness*Energy - Bottom Songs\")" - ] - }, - { - "cell_type": "markdown", - "id": "9cc4a782-e43f-4780-a00a-cc8b228a3bf7", - "metadata": {}, - "source": [ - "### The visualizations above are scatter plots with best fit lines to show the relationship between my new variable (Loud_Enrgy_Prod) and song popularity. My rational behind these plots was to observe a relationship between the two factors that were most correlated (loudness and energy) and songpopularity to infer on their relavance. The graphs show a positive relationship with song popularity for the top 15 popular songs and a negative relationship for the bottom 15 popular songs. While these results seem logicall, it is important to acknowledge that my sample is on 30 songs and could be too small to make any significant or accurate inferences about the relationship between songpopularity, energy and loudness. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "40d8ed3e-b44f-489f-9ec6-07aa7de6104a", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "8dab39e7-16e2-4724-aac5-60d0b9a6bb36", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "id": "31944481-de94-4375-a5b9-3687c68f2c9a", - "metadata": {}, - "source": [ - "## Research Question #2" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "942777f2-2e86-4b1c-82de-91810686fe7e", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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song_namegenresong_popularitysong_duration_msacousticnessdanceabilityenergyinstrumentalnesskeylivenessloudnessspeechinesstempoaudio_valenceLoud_Enrgy_Prod
0Taki Taki (with Selena Gomez, Ozuna & Cardi B)Reggae982125000.1530000.8410.7980.00000310.0618-4.2060.229095.9480.591-3.356388
1I Like ItHip Hop952533900.0990000.8160.7260.00000050.3720-3.9980.1290136.0480.650-2.902548
2BEBEPop952178220.1720000.6350.9020.00000000.1250-3.5590.1090102.0630.286-3.210218
3Beautiful (feat. Camila Cabello)Pop941800000.3460000.6380.7170.00000020.1050-4.7220.0337100.0270.249-3.385674
4MIA (feat. Drake)Hip Hop942103670.0143000.8180.5400.00051260.0990-6.3500.054497.0640.174-3.429000
5Wake Up in the SkyPop922046640.0038100.8000.5780.00000040.3590-5.1440.0485143.0100.367-2.973232
61, 2, 3 (feat. Jason Derulo & De La Ghetto)Hip Hop882015260.1650000.7920.8950.00000010.0501-3.1120.058994.9680.794-2.785240
7CelosoReggae871796930.3520000.7460.7030.00000040.3310-4.1790.1070166.0430.667-2.937837
8Real FriendsReggae852235830.2350000.7010.5120.00000500.1350-6.8690.096991.9470.663-3.516928
9All of MePop852695600.9220000.4220.2640.00000080.1320-7.0640.0322119.9300.331-1.864896
10Hips Don't LieR&B842180930.2840000.7780.8240.000000100.4050-5.8920.0712100.0240.756-4.855008
11Pumped Up KicksPop842396000.1450000.7330.7100.11500050.0956-5.8490.0292127.9750.965-4.152790
12Finesse (Remix) [feat. Cardi B]Pop842172880.0185000.7040.8590.00000050.0215-4.8770.0996105.1150.926-4.189343
13Highway to HellPop832084000.0591000.5730.9130.00173060.1560-4.7930.1320115.7150.422-4.376009
14Hotel California - RemasteredRock833913760.0057400.5790.5080.00049420.0575-9.4840.0270147.1250.609-4.817872
15Está RicoPop832151510.2660000.8170.7400.000000110.0992-4.5660.2830130.0400.674-3.378840
16How to Save a LifeRock832625330.2690000.6400.7430.000000100.1010-4.0800.0379122.0350.361-3.031440
17If I Ain't Got YouR&B812287060.6030000.6090.4450.00000770.1040-9.1290.1060118.3930.166-4.062405
18Fortunate SonRock811407730.2010000.6400.6630.00806000.1520-7.5160.0374132.7700.663-4.983108
19Bleeding LoveRock812624660.1880000.6380.6560.00000050.1460-5.8860.0357104.0360.225-3.861216
20QueridaLatin Pop43195600.3180000.5220.5260.00000020.1160-6.3610.025990.0200.430-3.345886
21Besame MuchoSon cubano71819600.7010000.7070.4080.00000050.1050-12.7760.0366126.3990.843-5.212608
22Chan ChanBolero72572130.8300000.5070.4230.00916020.0973-14.1870.033282.8090.701-6.001101
23Psychotic Reaction - Rarities VersionHip Hop81898480.0002880.3550.7610.014100110.1890-6.3090.0978165.2090.685-4.801149
24Beautiful GirlsRock102419330.1590000.7450.6660.00000090.3020-5.8990.0566129.9950.708-3.928734
25The PretenderR&B112693730.0009170.4330.9590.00000090.0280-4.0400.0431172.9840.365-3.874360
26El MatadorRock112776000.0306000.5660.9110.02470040.0574-9.4580.0791193.5380.638-8.616238
27All My LifeRock112627330.0001940.5820.5970.00027350.5170-5.6710.0512167.7380.674-3.385587
28No One KnowsRock132550660.0137000.5180.5380.00039800.1410-5.8180.0486170.9530.687-3.130084
29Wildflowers - RemasteredRock132165730.7620000.6090.3680.000006100.3350-13.3380.029490.3730.618-4.908384
30Hit the Road JackRock131201730.7140000.5990.7040.00000080.5210-8.5660.2430173.0430.950-6.030464
31I'm A ManRock141761600.0380000.5500.9290.00000090.1350-5.7650.0815129.0110.643-5.355685
32I'm Waiting For The Man - Album Version (Stereo)Rock162795200.0250000.6820.6210.85200070.1530-9.6530.0451125.9100.861-5.994513
33Jumpin' Jack Flash - Mono / RemasteredRock212194660.0470000.6000.8970.72700030.0672-7.2750.0477137.3750.676-6.525675
34Solsbury HillRock212626000.3780000.6780.6220.000953110.3630-8.8750.0301102.2290.471-5.520250
35La Vida Es Un CarnavalSalsa242752530.4390000.8200.7170.00107080.2360-6.1910.0722104.0050.843-4.438947
36BlurryRock283039200.0102000.4400.9320.00000030.1420-4.4880.0584157.4380.495-4.182816
37La Camisa NegraPop292167060.0838000.7510.7310.00000060.0556-4.4190.030897.0070.973-3.230289
38Proud MaryR&B301872130.1300000.6990.6410.00021820.0601-7.5640.0289120.7450.728-4.848524
3996 TearsRock301774260.0586000.6800.5070.00000670.0754-5.9290.0336123.4700.854-3.006003
\n", - "
" - ], - "text/plain": [ - " song_name genre \\\n", - "0 Taki Taki (with Selena Gomez, Ozuna & Cardi B) Reggae \n", - "1 I Like It Hip Hop \n", - "2 BEBE Pop \n", - "3 Beautiful (feat. Camila Cabello) Pop \n", - "4 MIA (feat. Drake) Hip Hop \n", - "5 Wake Up in the Sky Pop \n", - "6 1, 2, 3 (feat. Jason Derulo & De La Ghetto) Hip Hop \n", - "7 Celoso Reggae \n", - "8 Real Friends Reggae \n", - "9 All of Me Pop \n", - "10 Hips Don't Lie R&B \n", - "11 Pumped Up Kicks Pop \n", - "12 Finesse (Remix) [feat. Cardi B] Pop \n", - "13 Highway to Hell Pop \n", - "14 Hotel California - Remastered Rock \n", - "15 Está Rico Pop \n", - "16 How to Save a Life Rock \n", - "17 If I Ain't Got You R&B \n", - "18 Fortunate Son Rock \n", - "19 Bleeding Love Rock \n", - "20 Querida Latin Pop \n", - "21 Besame Mucho Son cubano \n", - "22 Chan Chan Bolero \n", - "23 Psychotic Reaction - Rarities Version Hip Hop \n", - "24 Beautiful Girls Rock \n", - "25 The Pretender R&B \n", - "26 El Matador Rock \n", - "27 All My Life Rock \n", - "28 No One Knows Rock \n", - "29 Wildflowers - Remastered Rock \n", - "30 Hit the Road Jack Rock \n", - "31 I'm A Man Rock \n", - "32 I'm Waiting For The Man - Album Version (Stereo) Rock \n", - "33 Jumpin' Jack Flash - Mono / Remastered Rock \n", - "34 Solsbury Hill Rock \n", - "35 La Vida Es Un Carnaval Salsa \n", - "36 Blurry Rock \n", - "37 La Camisa Negra Pop \n", - "38 Proud Mary R&B \n", - "39 96 Tears Rock \n", - "\n", - " song_popularity song_duration_ms acousticness danceability energy \\\n", - "0 98 212500 0.153000 0.841 0.798 \n", - "1 95 253390 0.099000 0.816 0.726 \n", - "2 95 217822 0.172000 0.635 0.902 \n", - "3 94 180000 0.346000 0.638 0.717 \n", - "4 94 210367 0.014300 0.818 0.540 \n", - "5 92 204664 0.003810 0.800 0.578 \n", - "6 88 201526 0.165000 0.792 0.895 \n", - "7 87 179693 0.352000 0.746 0.703 \n", - "8 85 223583 0.235000 0.701 0.512 \n", - "9 85 269560 0.922000 0.422 0.264 \n", - "10 84 218093 0.284000 0.778 0.824 \n", - "11 84 239600 0.145000 0.733 0.710 \n", - "12 84 217288 0.018500 0.704 0.859 \n", - "13 83 208400 0.059100 0.573 0.913 \n", - "14 83 391376 0.005740 0.579 0.508 \n", - "15 83 215151 0.266000 0.817 0.740 \n", - "16 83 262533 0.269000 0.640 0.743 \n", - "17 81 228706 0.603000 0.609 0.445 \n", - "18 81 140773 0.201000 0.640 0.663 \n", - "19 81 262466 0.188000 0.638 0.656 \n", - "20 4 319560 0.318000 0.522 0.526 \n", - "21 7 181960 0.701000 0.707 0.408 \n", - "22 7 257213 0.830000 0.507 0.423 \n", - "23 8 189848 0.000288 0.355 0.761 \n", - "24 10 241933 0.159000 0.745 0.666 \n", - "25 11 269373 0.000917 0.433 0.959 \n", - "26 11 277600 0.030600 0.566 0.911 \n", - "27 11 262733 0.000194 0.582 0.597 \n", - "28 13 255066 0.013700 0.518 0.538 \n", - "29 13 216573 0.762000 0.609 0.368 \n", - "30 13 120173 0.714000 0.599 0.704 \n", - "31 14 176160 0.038000 0.550 0.929 \n", - "32 16 279520 0.025000 0.682 0.621 \n", - "33 21 219466 0.047000 0.600 0.897 \n", - "34 21 262600 0.378000 0.678 0.622 \n", - "35 24 275253 0.439000 0.820 0.717 \n", - "36 28 303920 0.010200 0.440 0.932 \n", - "37 29 216706 0.083800 0.751 0.731 \n", - "38 30 187213 0.130000 0.699 0.641 \n", - "39 30 177426 0.058600 0.680 0.507 \n", - "\n", - " instrumentalness key liveness loudness speechiness tempo \\\n", - "0 0.000003 1 0.0618 -4.206 0.2290 95.948 \n", - "1 0.000000 5 0.3720 -3.998 0.1290 136.048 \n", - "2 0.000000 0 0.1250 -3.559 0.1090 102.063 \n", - "3 0.000000 2 0.1050 -4.722 0.0337 100.027 \n", - "4 0.000512 6 0.0990 -6.350 0.0544 97.064 \n", - "5 0.000000 4 0.3590 -5.144 0.0485 143.010 \n", - "6 0.000000 1 0.0501 -3.112 0.0589 94.968 \n", - "7 0.000000 4 0.3310 -4.179 0.1070 166.043 \n", - "8 0.000005 0 0.1350 -6.869 0.0969 91.947 \n", - "9 0.000000 8 0.1320 -7.064 0.0322 119.930 \n", - "10 0.000000 10 0.4050 -5.892 0.0712 100.024 \n", - "11 0.115000 5 0.0956 -5.849 0.0292 127.975 \n", - "12 0.000000 5 0.0215 -4.877 0.0996 105.115 \n", - "13 0.001730 6 0.1560 -4.793 0.1320 115.715 \n", - "14 0.000494 2 0.0575 -9.484 0.0270 147.125 \n", - "15 0.000000 11 0.0992 -4.566 0.2830 130.040 \n", - "16 0.000000 10 0.1010 -4.080 0.0379 122.035 \n", - "17 0.000007 7 0.1040 -9.129 0.1060 118.393 \n", - "18 0.008060 0 0.1520 -7.516 0.0374 132.770 \n", - "19 0.000000 5 0.1460 -5.886 0.0357 104.036 \n", - "20 0.000000 2 0.1160 -6.361 0.0259 90.020 \n", - "21 0.000000 5 0.1050 -12.776 0.0366 126.399 \n", - "22 0.009160 2 0.0973 -14.187 0.0332 82.809 \n", - "23 0.014100 11 0.1890 -6.309 0.0978 165.209 \n", - "24 0.000000 9 0.3020 -5.899 0.0566 129.995 \n", - "25 0.000000 9 0.0280 -4.040 0.0431 172.984 \n", - "26 0.024700 4 0.0574 -9.458 0.0791 193.538 \n", - "27 0.000273 5 0.5170 -5.671 0.0512 167.738 \n", - "28 0.000398 0 0.1410 -5.818 0.0486 170.953 \n", - "29 0.000006 10 0.3350 -13.338 0.0294 90.373 \n", - "30 0.000000 8 0.5210 -8.566 0.2430 173.043 \n", - "31 0.000000 9 0.1350 -5.765 0.0815 129.011 \n", - "32 0.852000 7 0.1530 -9.653 0.0451 125.910 \n", - "33 0.727000 3 0.0672 -7.275 0.0477 137.375 \n", - "34 0.000953 11 0.3630 -8.875 0.0301 102.229 \n", - "35 0.001070 8 0.2360 -6.191 0.0722 104.005 \n", - "36 0.000000 3 0.1420 -4.488 0.0584 157.438 \n", - "37 0.000000 6 0.0556 -4.419 0.0308 97.007 \n", - "38 0.000218 2 0.0601 -7.564 0.0289 120.745 \n", - "39 0.000006 7 0.0754 -5.929 0.0336 123.470 \n", - "\n", - " audio_valence Loud_Enrgy_Prod \n", - "0 0.591 -3.356388 \n", - "1 0.650 -2.902548 \n", - "2 0.286 -3.210218 \n", - "3 0.249 -3.385674 \n", - "4 0.174 -3.429000 \n", - "5 0.367 -2.973232 \n", - "6 0.794 -2.785240 \n", - "7 0.667 -2.937837 \n", - "8 0.663 -3.516928 \n", - "9 0.331 -1.864896 \n", - "10 0.756 -4.855008 \n", - "11 0.965 -4.152790 \n", - "12 0.926 -4.189343 \n", - "13 0.422 -4.376009 \n", - "14 0.609 -4.817872 \n", - "15 0.674 -3.378840 \n", - "16 0.361 -3.031440 \n", - "17 0.166 -4.062405 \n", - "18 0.663 -4.983108 \n", - "19 0.225 -3.861216 \n", - "20 0.430 -3.345886 \n", - "21 0.843 -5.212608 \n", - "22 0.701 -6.001101 \n", - "23 0.685 -4.801149 \n", - "24 0.708 -3.928734 \n", - "25 0.365 -3.874360 \n", - "26 0.638 -8.616238 \n", - "27 0.674 -3.385587 \n", - "28 0.687 -3.130084 \n", - "29 0.618 -4.908384 \n", - "30 0.950 -6.030464 \n", - "31 0.643 -5.355685 \n", - "32 0.861 -5.994513 \n", - "33 0.676 -6.525675 \n", - "34 0.471 -5.520250 \n", - "35 0.843 -4.438947 \n", - "36 0.495 -4.182816 \n", - "37 0.973 -3.230289 \n", - "38 0.728 -4.848524 \n", - "39 0.854 -3.006003 " - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/p4/xhw8z3f53zj3df_t54j0sbnr0000gn/T/ipykernel_35042/3489606573.py:1: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " songdata_top ['genre'] = ['Trap', 'Pop Rock', 'Trap', 'Hip Hop', 'Hip Hop', 'Pop', 'Pop Rock', 'Trap', 'Hip Hop', 'Trap', 'Hip Hop', 'Hip Hop', 'Hip Hop', 'Hip Hop', 'Trap', 'Pop', 'Trap', 'Hip Hop', 'Trap', 'Trap', 'Hip Hop', 'Trap', 'Hip Hop', 'Indie', 'Pop Rock', 'Pop', 'Hip Hop', 'Pop', 'Electronic', 'Acoustic Pop', 'Pop', 'Hip Hop', 'Alternative Rock', 'Pop', 'Hip Hop', 'Alternative Rock', 'Rock', 'Hip Hop', 'Pop Rock', 'Pop', 'Pop', 'Hip Hop', 'Trap', 'Pop Rock', 'Grunge', 'Hip Hop', 'Hip Hop', 'Pop', 'Alternative Rock', 'Pop Rock']\n" + ] } ], "source": [ - "concatenated_df = pd.concat([songdata_top, songdata_bottom], ignore_index=True)\n", - "concatenated_df" + "songdata_top ['genre'] = ['Trap', 'Pop Rock', 'Trap', 'Hip Hop', 'Hip Hop', 'Pop', 'Pop Rock', 'Trap', 'Hip Hop', 'Trap', 'Hip Hop', 'Hip Hop', 'Hip Hop', 'Hip Hop', 'Trap', 'Pop', 'Trap', 'Hip Hop', 'Trap', 'Trap', 'Hip Hop', 'Trap', 'Hip Hop', 'Indie', 'Pop Rock', 'Pop', 'Hip Hop', 'Pop', 'Electronic', 'Acoustic Pop', 'Pop', 'Hip Hop', 'Alternative Rock', 'Pop', 'Hip Hop', 'Alternative Rock', 'Rock', 'Hip Hop', 'Pop Rock', 'Pop', 'Pop', 'Hip Hop', 'Trap', 'Pop Rock', 'Grunge', 'Hip Hop', 'Hip Hop', 'Pop', 'Alternative Rock', 'Pop Rock']" ] }, { "cell_type": "code", "execution_count": null, - "id": "09e21e84-0bec-438e-93e4-790218ab486b", + "id": "d283bcf6-1dee-4f4b-ab5f-bb3eb9e3efce", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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xmD17NhYtWoTmzZujatWq77R+Qcfo9c/FyckJrVu3xsKFC9G6dWts374dISEhGjOzeWnZsiXGjh2L7du3S/+hAwBlypSRju2bQaxcuXKwsLDA7t278xzTxMTknfYtL29+5jk/I5s2bYKdnV2RxyV5YJAjKgGysrIQGRmJypUrY/ny5bmWR0VFYfbs2fjjjz/Qtm1blC1bFv7+/li5ciUaNmyIu3fvapxWBYC2bdvip59+goWFBRwcHIpUl0KhgJ6ensYftufPn+P333/X6Jdz59769etRp04dqX3Tpk257kRt27Ytdu3ahcqVK+d5KrcgqampUCgUeZ5eyznNlxMEmzdvjtDQUJw5c0ajppUrV0KhUMDb27tQ265atSosLS2xYcMGjTuDk5KSEBMTU6QAmpfmzZtj69atuH37tsaYK1euhKGhYa7HeKxduxZBQUHSH/ObN28iJiYGPXr0kPrY29tj48aNSE9Pl2YaHz58iJiYGJiamhZYj0KhkNbJce7cORw/fjzX6d/CeHPG8019+/bF5MmT0bVrV1y+fBnTp09/57FTU1Oxfft2jdOra9asgY6OTq67TIcOHYovv/wSPXv2hK6uLvr16/fW8T08PPDll19i2bJl6NixIz7//PO3rtO2bVusW7cOWVlZH/xxQj4+PtDT08O1a9dynXalUki7l+gRkRBC7NixI9ddia978OCBUCqVwt/fX2qLjo4WAIS1tbWwtrYWWVlZGus8ffpU1K5dW1hbW4vZs2eLvXv3iujoaLFs2TLRoUMHceLECakv3rijL8f+/fsFAPHNN9+IPXv2iLVr14q6deuKKlWq5LpQvXPnzkJXV1cEBweLvXv3aty12qtXL6nf7du3hZ2dnXBxcRGLFi0S+/fvFzt37hQLFy4Uvr6+4tatW/l+TrGxscLc3FwMHDhQrF+/Xvz73/8W//d//yf69+8vAAgvLy/pc8i5a9XS0lL8+uuv0t2LCoVCDBw4UBoz50L8mTNn5toe3rjw//W7Vnfu3CndtWprayscHBzyrTtHfnetvi7nrlVnZ2exatUqsWvXLtG1a1cBQMyYMUPq9+Zdqzl30To5OQkTExPx999/S32PHj0qHcfo6GixZs0a4e7unufdtm/u88SJE4VCoRATJ04U+/fvF4sWLRKWlpaicuXKGusW9DnmdbNDTv0DBgwQMTExIjY2VqSkpGisFxgYKAAIOzu7XD/f+Xn9rtX58+eL6OhoMXTo0Fx3K7/Ozc1NABDdunV7p20I8ernq3bt2sLAwED0799fbN68WRw5ckTs3LlThIaGCisrK1GxYkWpf2ZmpmjdurUwNzcXISEh4o8//hD79u0TERERomfPnmLLli1SXzs7O+Hr65vnvr1+00rOzQ5v3tAkhBA//fST0NPTEwMGDBBbt24Vhw4dEuvXrxc//PCDmDhx4jvvJ5V8DHJEJYC/v78wMDAQ9+/fz7dPp06dhJ6enrh7964Q4tVdlDY2NgKAGDduXJ7rPH36VIwfP15UrVpVGBgYCDMzM1GjRg0xfPhwaRwh8g9yQgjx22+/iapVqwqlUikcHR1FaGioWLFiRa4g9+LFCxEUFCQqVKggVCqVaNCggTh+/LgwMzMTw4cP1xjzwYMHYsiQIcLBwUHo6+sLc3NzUbduXTFu3Djx9OnTfD+Dx48fi6lTp4pmzZoJKysrYWBgIIyMjIS7u7uYOnWqxiMchHh1R2mXLl2EhYWF0NfXF1WrVhUzZ87UCAWFCXJCCPHrr78KJycnYWBgIJydncVvv/0m/Pz8RO3atfOtO8e7BDkhhDh//rxo166dMDMzEwYGBqJWrVoaIUiI/wWh33//XQwZMkSUL19eKJVK8fnnn4u4uLhcY0ZGRgpXV1ehUqmEm5ubWL9+/TvdtZqeni5GjBghrKyshEqlEnXq1BHbtm3LtW5hg5wQQgQHB4tKlSoJHR0dAUDjcSZCCHHo0CEBQISFhb31M8uR8xkfOnRIeHh4CKVSKSpWrCjGjh0rMjIy8lxn8uTJAoDGf9y8ixcvXoj58+eLJk2aiDJlygg9PT1hbm4uPv/8czF9+nTx8OFDjf4ZGRli1qxZolatWkKlUgljY2Ph4uIiBgwYIK5evSr1K44gJ4QQ27ZtE97e3sLU1FQolUphZ2cnvvnmG7Fv375C7SeVbAoh3niqJxFRMYmJiUHjxo2xevVqdOnSRdvlfBBPnjyBs7Mz/P398euvv3607R46dAje3t7YuHGjdENMafPDDz9g8eLFuHXrVp4X/xcXDw8PKBQKxMbGfrBtEH0ovEaOiIrF3r17cfz4cdStWxdqtRpnz55FWFgYqlSpgq+//lrb5RWLu3fvYtq0afD29oaFhQVu3ryJn3/+GampqRg6dKi2yys1Tpw4gStXrmDRokUYMGDABwlxKSkpuHDhAqKionD69Gls3bq12LdB9DEwyBFRsTA1NcWePXswd+5cpKamoly5cmjdujVCQ0M17niVM6VSicTERAwcOBCPHj2Sbj5YsmTJO391FL1dw4YNYWhoiLZt22Lq1KkfZBtnzpyRAvmkSZPg7+//QbZD9KHx1CoRERGRTPGBwEREREQyxSBHREREJFMMckREREQyxZsdSrns7Gzcvn0bJiYmxfLVOURERPThCSGQmpqKSpUqQUcn/3k3BrlS7vbt2+/1NTpERESkPbdu3YK1tXW+yxnkSrmcL2K+devWW79TkYiIiEqGlJQU2NjYSH/H88MgV8rlnE41NTVlkCMiIpKZt10WxZsdiIiIiGSKQY6IiIhIphjkiIiIiGSKQY6IiIhIphjkiIiIiGSKQY6IiIhIphjkiIiIiGSKQY6IiIhIphjkiIiIiGSKQY6IiIhIphjkiIiIiGSKQY6IiIhIphjkiIiIiGSKQY6IiIhIpvS0XQB9HNUnRUNHaajtMiSJYb7aLoGIiEj2OCNHREREJFMMckREREQyxSBHREREJFMMckREREQyxSBHREREJFMMckREREQyxSBHREREJFMMckREREQyxSBHREREJFMMckWkUCiwbds2bZdBREREnzCtBrn79+9jwIABsLW1hVKphKWlJXx8fHD8+HFtlkVEREQkC1r9rtX27dsjIyMDkZGRcHR0xL1797B//348evRIm2URERERyYLWZuSePHmCo0ePYvr06fD29oadnR08PT0RHBwMX9//faF6UlIS/Pz8YGxsDFNTU3z77be4d++etHzy5Mlwd3fH77//Dnt7e5iZmaFTp05ITU0tcPvHjh1D06ZNYWhoiLJly8LHxwePHz8GANjb22Pu3Lka/d3d3TF58mSNtjt37qB169ZQq9VwcHDAxo0bNZaPHj0azs7OMDQ0hKOjIyZMmICMjIxC1Z6eno4hQ4agQoUKUKlUaNKkCWJjY9/pMyYiIqLSTWtBztjYGMbGxti2bRvS09Pz7COEgL+/Px49eoTDhw9j7969uHbtGjp27KjR79q1a9i2bRuioqIQFRWFw4cPIywsLN9tx8fHo3nz5qhWrRqOHz+Oo0ePol27dsjKyirUPkyYMAHt27fH2bNn0a1bN3Tu3BkJCQnSchMTE0RERODSpUv45ZdfsGzZMvz888+Fqn3UqFHYvHkzIiMjcebMGTg5OcHHxyffWcv09HSkpKRovIiIiKh00lqQ09PTQ0REBCIjI1GmTBk0btwYY8eOxblz56Q++/btw7lz57BmzRrUrVsX9evXx++//47Dhw9rzEplZ2cjIiIC1atXx+eff47u3btj//79+W57xowZ8PDwwKJFi1CrVi1Uq1YNgwYNQrly5Qq1Dx06dEDfvn3h7OyMKVOmwMPDA/Pnz5eWjx8/Ho0aNYK9vT3atWuHH374ARs2bNAYo6Danz17hsWLF2PmzJlo3bo13NzcsGzZMqjVaqxYsSLPmkJDQ2FmZia9bGxsCrVPREREJB9avdmhffv2uH37NrZv3w4fHx8cOnQIderUQUREBAAgISEBNjY2GmHEzc0NZcqU0Zj5sre3h4mJifS+YsWKuH//fr7bzZmRe18NGzbM9f71ujZt2oQmTZrA0tISxsbGmDBhApKSkjTWKaj2a9euISMjA40bN5aW6+vrw9PTU2M7rwsODkZycrL0unXr1nvvJxEREZVMWn/8iEqlQsuWLTFx4kTExMQgICAAkyZNAvDq1KpCoci1zpvt+vr6GssVCgWys7Pz3aZarS6wJh0dHQghNNpev7atIDl1nThxAp06dULr1q0RFRWFP//8E+PGjcPLly81+hdUe04Nb34G+X0uAKBUKmFqaqrxIiIiotJJ60HuTW5ubnj27Jn076SkJI1ZpUuXLiE5ORmurq5F3kbNmjULPPVavnx53LlzR3qfkpKCGzdu5Op34sSJXO9dXFwAvLqZws7ODuPGjYOHhweqVKmCmzdvFqpOJycnGBgY4OjRo1JbRkYG4uLi3mv/iYiIqHTQ2uNHHj58iA4dOqB3796oWbMmTExMEBcXhxkzZsDPzw8A0KJFC9SsWRNdu3bF3LlzkZmZiYEDB6Jp06bw8PAo8raDg4NRo0YNDBw4EN999x0MDAxw8OBBdOjQAeXKlUOzZs0QERGBdu3aoWzZspgwYQJ0dXVzjbNx40Z4eHigSZMmWL16NU6dOiVdu+bk5ISkpCSsW7cO9erVw86dO7F169ZC1WlkZITAwECMHDkS5ubmsLW1xYwZM5CWloY+ffoUef+JiIiodNBakDM2Nkb9+vXx888/S9eC2djYoF+/fhg7diyA/317wuDBg/HFF19AR0cHrVq10rihoCicnZ2xZ88ejB07Fp6enlCr1ahfvz46d+4M4FXQu379Otq2bQszMzNMmTIlzxm5kJAQrFu3DgMHDoSlpSVWr14NNzc3AICfnx+GDx+OQYMGIT09Hb6+vpgwYUKuR5i8TVhYGLKzs9G9e3ekpqbCw8MD0dHRKFu27Ht9BkRERCR/CvHmxWBUqqSkpLy6e3XYBugoDbVdjiQxzPftnYiIiD5ROX+/k5OTC7zevcRdI0dERERE74ZBjoiIiEimGOSIiIiIZIpBjoiIiEimGOSIiIiIZIpBjoiIiEimGOSIiIiIZIpBjoiIiEimtPbNDvRxXQjxKfCBgkRERCQ/nJEjIiIikikGOSIiIiKZYpAjIiIikikGOSIiIiKZYpAjIiIikikGOSIiIiKZYpAjIiIikik+R+4TUX1SNHSUhtougz6ixDBfbZdAREQfGGfkiIiIiGSKQY6IiIhIphjkiIiIiGSKQY6IiIhIphjkiIiIiGSKQY6IiIhIphjkiIiIiGSKQY6IiIhIphjkiIiIiGSKQe4ji4iIQJkyZbRdBhEREZUCDHKFdP/+fQwYMAC2trZQKpWwtLSEj48Pjh8/ru3SiIiI6BPD71otpPbt2yMjIwORkZFwdHTEvXv3sH//fjx69EjbpREREdEnhjNyhfDkyRMcPXoU06dPh7e3N+zs7ODp6Yng4GD4+r76gvI5c+agRo0aMDIygo2NDQYOHIinT5/mO+bZs2fh7e0NExMTmJqaom7duoiLiwMAPHz4EJ07d4a1tTUMDQ1Ro0YNrF279qPsKxEREZV8DHKFYGxsDGNjY2zbtg3p6el59tHR0cG8efNw4cIFREZG4sCBAxg1alS+Y3bt2hXW1taIjY3F6dOnMWbMGOjr6wMAXrx4gbp16yIqKgoXLlxA//790b17d5w8eTLf8dLT05GSkqLxIiIiotJJIYQQ2i5CTjZv3ox+/frh+fPnqFOnDpo2bYpOnTqhZs2aefbfuHEjAgMD8d///hfAq5sdhg0bhidPngAATE1NMX/+fPTs2fOdtu/r6wtXV1fMmjUrz+WTJ09GSEhIrnabYRugozR8p21Q6ZAY5qvtEoiIqIhSUlJgZmaG5ORkmJqa5tuPM3KF1L59e9y+fRvbt2+Hj48PDh06hDp16iAiIgIAcPDgQbRs2RJWVlYwMTFBjx498PDhQzx79izP8YKCgtC3b1+0aNECYWFhuHbtmrQsKysL06ZNQ82aNWFhYQFjY2Ps2bMHSUlJ+dYXHByM5ORk6XXr1q1i3X8iIiIqORjkikClUqFly5aYOHEiYmJiEBAQgEmTJuHmzZto06YNqlevjs2bN+P06dNYuHAhACAjIyPPsSZPnoyLFy/C19cXBw4cgJubG7Zu3QoAmD17Nn7++WeMGjUKBw4cQHx8PHx8fPDy5ct8a1MqlTA1NdV4ERERUenEIFcM3Nzc8OzZM8TFxSEzMxOzZ89GgwYN4OzsjNu3b791fWdnZwwfPhx79uzB119/jfDwcADAkSNH4Ofnh27duqFWrVpwdHTE1atXP/TuEBERkUwwyBXCw4cP0axZM6xatQrnzp3DjRs3sHHjRsyYMQN+fn6oXLkyMjMzMX/+fFy/fh2///47lixZku94z58/x6BBg3Do0CHcvHkTx44dQ2xsLFxdXQEATk5O2Lt3L2JiYpCQkIABAwbg7t27H2t3iYiIqITjc+QKwdjYGPXr18fPP/+Ma9euISMjAzY2NujXrx/Gjh0LtVqNOXPmYPr06QgODsYXX3yB0NBQ9OjRI8/xdHV18fDhQ/To0QP37t1DuXLl8PXXX0s3K0yYMAE3btyAj48PDA0N0b9/f/j7+yM5Oflj7jYRERGVULxrtZTLueuFd61+enjXKhGRfPGuVSIiIqJSjkGOiIiISKYY5IiIiIhkikGOiIiISKYY5IiIiIhkikGOiIiISKYY5IiIiIhkikGOiIiISKYY5IiIiIhkil/R9Ym4EOJT4JOhiYiISH44I0dEREQkUwxyRERERDLFIEdEREQkUwxyRERERDLFIEdEREQkUwxyRERERDLFx498IqpPioaO0lDbZRC9k8QwX22XQEQkC5yRIyIiIpIpBjkiIiIimWKQIyIiIpIpBjkiIiIimWKQIyIiIpIpBjkiIiIimWKQIyIiIpIpBjkiIiIimWKQIyIiIpIpBrkSbPLkyXB3d9d2GURERFRCMci9h4CAACgUCigUCujp6cHW1haBgYF4/PixtksjIiKiTwCD3Htq1aoV7ty5g8TERCxfvhw7duzAwIEDtV0WERERfQIY5N6TUqmEpaUlrK2t8eWXX6Jjx47Ys2cPACA7Oxs//vgjrK2toVQq4e7ujt27d2us/5///AedOnWCubk5jIyM4OHhgZMnT+a5rRs3bsDJyQmBgYHIzs7+4PtGREREJRuDXDG6fv06du/eDX19fQDAL7/8gtmzZ2PWrFk4d+4cfHx88NVXX+Hq1asAgKdPn6Jp06a4ffs2tm/fjrNnz2LUqFF5hrQLFy6gcePG6NChAxYvXgwdHR46IiKiT52etguQu6ioKBgbGyMrKwsvXrwAAMyZMwcAMGvWLIwePRqdOnUCAEyfPh0HDx7E3LlzsXDhQqxZswYPHjxAbGwszM3NAQBOTk65tnH8+HG0bdsWwcHBGDFiRIH1pKenIz09XXqfkpJSLPtJREREJQ+ndd6Tt7c34uPjcfLkSQwePBg+Pj4YPHgwUlJScPv2bTRu3Fijf+PGjZGQkAAAiI+PR+3ataUQl5ekpCS0aNEC48ePf2uIA4DQ0FCYmZlJLxsbm/fbQSIiIiqxGOTek5GREZycnFCzZk3MmzcP6enpCAkJkZYrFAqN/kIIqU2tVr91/PLly8PT0xPr1q17p9m14OBgJCcnS69bt24Vco+IiIhILhjkitmkSZMwa9YsPH36FJUqVcLRo0c1lsfExMDV1RUAULNmTcTHx+PRo0f5jqdWqxEVFQWVSgUfHx+kpqYWuH2lUglTU1ONFxEREZVODHLFzMvLC9WqVcNPP/2EkSNHYvr06Vi/fj0uX76MMWPGID4+HkOHDgUAdO7cGZaWlvD398exY8dw/fp1bN68GcePH9cY08jICDt37oSenh5at26Np0+famPXiIiIqIRhkPsAgoKCsGzZMvzrX//CDz/8gB9++AE1atTA7t27sX37dlSpUgUAYGBggD179qBChQpo06YNatSogbCwMOjq6uYa09jYGH/88QeEEGjTpg2ePXv2sXeLiIiIShiFEEJouwj6cFJSUl7d9DBsA3SUhtouh+idJIb5arsEIiKtyvn7nZycXOBlUpyRIyIiIpIpBjkiIiIimWKQIyIiIpIpBjkiIiIimWKQIyIiIpIpBjkiIiIimWKQIyIiIpIpBjkiIiIimWKQIyIiIpIpPW0XQB/HhRCfAp8MTURERPLDGTkiIiIimWKQIyIiIpIpBjkiIiIimWKQIyIiIpIpBjkiIiIimWKQIyIiIpIpPn7kE1F9UjR0lIbaLoOIiKjUSAzz1XYJnJEjIiIikisGOSIiIiKZYpAjIiIikikGOSIiIiKZYpAjIiIikikGOSIiIiKZYpAjIiIikikGOSIiIiKZYpAjIiIikikGOSIiIiKZ+uSCXEBAABQKBRQKBfT09GBra4vAwEA8fvxY26URERERFconF+QAoFWrVrhz5w4SExOxfPly7NixAwMHDtR2WURERESF8kkGOaVSCUtLS1hbW+PLL79Ex44dsWfPHml5eHg4XF1doVKp4OLigkWLFmmsHxMTA3d3d6hUKnh4eGDbtm1QKBSIj4+X+mzfvh1VqlSBWq2Gt7c3IiMjoVAo8OTJEwDAw4cP0blzZ1hbW8PQ0BA1atTA2rVrNbYjhMCMGTPg6OgItVqNWrVqYdOmTR/scyEiIiJ50dN2Adp2/fp17N69G/r6+gCAZcuWYdKkSViwYAFq166NP//8E/369YORkRF69uyJ1NRUtGvXDm3atMGaNWtw8+ZNDBs2TGPMxMREfPPNNxg6dCj69u2LP//8EyNGjNDo8+LFC9StWxejR4+Gqakpdu7cie7du8PR0RH169cHAIwfPx5btmzB4sWLUaVKFfz73/9Gt27dUL58eTRt2vSjfD5ERERUcn2SQS4qKgrGxsbIysrCixcvAABz5swBAEyZMgWzZ8/G119/DQBwcHDApUuXsHTpUvTs2ROrV6+GQqHAsmXLoFKp4Obmhn/++Qf9+vWTxl+yZAmqVq2KmTNnAgCqVq2KCxcuYNq0aVIfKysrjXA3ePBg7N69Gxs3bkT9+vXx7NkzzJkzBwcOHEDDhg0BAI6Ojjh69CiWLl2ab5BLT09Henq69D4lJaU4PjIiIiIqgT7JIOft7Y3FixcjLS0Ny5cvx5UrVzB48GA8ePAAt27dQp8+fTSCWWZmJszMzAAAly9fRs2aNaFSqaTlnp6eGuNfvnwZ9erV02h7s09WVhbCwsKwfv16/PPPP1IAMzIyAgBcunQJL168QMuWLTXWe/nyJWrXrp3vvoWGhiIkJKQQnwYRERHJ1ScZ5IyMjODk5AQAmDdvHry9vRESEoJBgwYBeHV6Nef0Zg5dXV0Ar65bUygUGsuEELnev63P7Nmz8fPPP2Pu3LmoUaMGjIyMMGzYMLx8+RIAkJ2dDQDYuXMnrKysNNZVKpX57ltwcDCCgoKk9ykpKbCxscm3PxEREcnXJxnk3jRp0iS0bt0agYGBsLKywvXr19G1a9c8+7q4uGD16tVIT0+XAlVcXFyuPrt27dJoe7PPkSNH4Ofnh27dugF4FdyuXr0KV1dXAICbmxuUSiWSkpIKdT2cUqksMOgRERFR6fFJ3rX6Ji8vL1SrVg0//fQTJk+ejNDQUPzyyy+4cuUKzp8/j/DwcOkaui5duiA7Oxv9+/dHQkICoqOjMWvWLACQZuEGDBiAv/76C6NHj8aVK1ewYcMGREREaPRxcnLC3r17ERMTg4SEBAwYMAB3796VajIxMcGIESMwfPhwREZG4tq1a/jzzz+xcOFCREZGfsRPh4iIiEoqBrn/LygoCMuWLYOPjw+WL1+OiIgI1KhRA02bNkVERAQcHBwAAKamptixYwfi4+Ph7u6OcePGYeLEiQAgXTfn4OCATZs2YcuWLahZsyYWL16McePGAfjfadEJEyagTp068PHxgZeXFywtLeHv769R05QpUzBx4kSEhobC1dUVPj4+2LFjh1QLERERfdoU4s2Lt6jQVq9ejV69eiE5ORlqtTrPPtOmTcOSJUtw69atj1pbSkoKzMzMYDNsA3SUhh9120RERKVZYpjvBxs75+93cnIyTE1N8+3Ha+SKYOXKlXB0dISVlRXOnj2L0aNH49tvv9UIcYsWLUK9evVgYWGBY8eOYebMmdLNFERERETFgUGuCO7evYuJEyfi7t27qFixIjp06KDxjDgAuHr1KqZOnYpHjx7B1tYWP/zwA4KDg7VUMREREZVGPLVayvHUKhER0YdREk6t8mYHIiIiIplikCMiIiKSKQY5IiIiIplikCMiIiKSKQY5IiIiIplikCMiIiKSKT5H7hNxIcSnwNuXiYiISH44I0dEREQkUwxyRERERDLFIEdEREQkU+8V5P7++29ER0fj+fPnAAB+2xcRERHRx1OkIPfw4UO0aNECzs7OaNOmDe7cuQMA6Nu3L3744YdiLZCIiIiI8lakIDd8+HDo6ekhKSkJhob/+yL2jh07Yvfu3cVWHBERERHlr0iPH9mzZw+io6NhbW2t0V6lShXcvHmzWAojIiIiooIVKcg9e/ZMYyYux3//+18olcr3LoqKX/VJ0dBR5j5mRER5SQzz1XYJRPQOinRq9YsvvsDKlSul9wqFAtnZ2Zg5cya8vb2LrTgiIiIiyl+RZuRmzpwJLy8vxMXF4eXLlxg1ahQuXryIR48e4dixY8VdIxERERHloUgzcm5ubjh37hw8PT3RsmVLPHv2DF9//TX+/PNPVK5cubhrJCIiIqI8FHpGLiMjA19++SWWLl2KkJCQD1ETEREREb2DQs/I6evr48KFC1AoFB+iHiIiIiJ6R0U6tdqjRw+sWLGiuGshIiIiokIo0s0OL1++xPLly7F37154eHjAyMhIY/mcOXOKpTgiIiIiyl+RgtyFCxdQp04dAMCVK1c0lvGUKxEREdHHUaQgd/DgweKug4iIiIgKqUjXyBERERGR9hUpyD179gwTJkxAo0aN4OTkBEdHR43XpyggIAAKhQIKhQJ6enqwtbVFYGAgHj9+rNFv1apVcHFxgUqlgr29PaZMmZJrrMTERGkshUIBAwMDODk5YerUqRBCfKxdIiIiohKuSKdW+/bti8OHD6N79+6oWLEir4v7/1q1aoXw8HBkZmbi0qVL6N27N548eYK1a9cCeBXQevTogVGjRmHAgAF48OBBrmsMX7dv3z5Uq1YN6enpOHr0KPr27YuKFSuiT58+H2uXiIiIqAQrUpD7448/sHPnTjRu3Li465E1pVIJS0tLAIC1tTU6duyIiIgIaXnODFvv3r3h4OAABwcHeHp65juehYWFNJ6dnR1+++03nDlzhkGOiIiIABTx1GrZsmVhbm5e3LWUKtevX8fu3buhr68vtVlZWcHDwwODBg3CixcvCjVeXFwczpw5g/r16xfYLz09HSkpKRovIiIiKp2KFOSmTJmCiRMnIi0trbjrkbWoqCgYGxtDrVajcuXKuHTpEkaPHi0t79evH4QQcHR0RKtWrTRCVtu2bTF48GCN8Ro1agRjY2MYGBigXr16+Pbbb9GjR48CawgNDYWZmZn0srGxKd6dJCIiohKjSKdWZ8+ejWvXruGzzz6Dvb29xqwTAJw5c6ZYipMbb29vLF68GGlpaVi+fDmuXLkihbNLly4hIiICFy9ehKurK3r16gUvLy/s3r0bFSpUwMWLF9G9e3eN8davXw9XV1dkZGTg/PnzGDJkCMqWLYuwsLB8awgODkZQUJD0PiUlhWGOiIiolCpSkPP39y/mMkoHIyMjODk5AQDmzZsHb29vhISEYMqUKTh37hwMDAzg5uYGAFixYgU6duyIxo0bY+TIkUhNTcVXX32lMZ6NjY00nqurK65fv44JEyZg8uTJUKlUedagVCqhVCo/4F4SERFRSVGkIDdp0qTirqNUmjRpElq3bo3AwEBYWVnh5cuXOHnyJOrXrw9dXV2sWbMGfn5+GDBgAObMmQO1Wl3geLq6usjMzMTLly/zDXJERET06SjyA4GfPHmC5cuXIzg4GI8ePQLw6pTqP//8U2zFyZ2XlxeqVauGn376CU2aNEGjRo3QsWNHbNu2DdeuXcOuXbtw/fp1GBkZYc2aNbmuOXz48CHu3r2L//znP/jjjz/wyy+/wNvbG6amplraIyIiIipJihTkzp07B2dnZ0yfPh2zZs3CkydPAABbt25FcHBwcdYne0FBQVi2bBn+85//YPfu3Wjfvj2CgoLg5uaGcePGITAwEFeuXMHdu3fRtWtXZGdnS+u2aNECFStWhL29Pfr37482bdpg/fr1WtwbIiIiKkkUoghfFdCiRQvUqVMHM2bMgImJCc6ePQtHR0fExMSgS5cuSExM/AClUlGkpKS8unt12AboKA21XQ4RyURimK+2SyD6pOX8/U5OTi7wTFyRZuRiY2MxYMCAXO1WVla4e/duUYYkIiIiokIqUpBTqVR5Pmj28uXLKF++/HsXRURERERvV6Qg5+fnhx9//BEZGRkAXn31VFJSEsaMGYP27dsXa4FERERElLciBblZs2bhwYMHqFChAp4/f46mTZvCyckJxsbGmDZtWnHXSERERER5KNJz5ExNTXH06FEcPHgQp0+fRnZ2NurUqYMWLVoUd31ERERElI9Czcg9f/4cUVFR0vs9e/bg9u3buHv3Lnbt2oVRo0YV+svgiYiIiKhoCjUjt3LlSkRFRaFt27YAgAULFqBatWrSNxL89ddfqFixIoYPH178lRIRERGRhkLNyK1evRq9e/fWaFuzZg0OHjyIgwcPYubMmdiwYUOxFkhEREREeSvUjNyVK1fg7OwsvVepVNDR+V8W9PT0xPfff1981VGxuRDiw6/2IiIiKmUKFeSSk5Ohp/e/VR48eKCxPDs7G+np6cVTGREREREVqFCnVq2trXHhwoV8l587dw7W1tbvXRQRERERvV2hglybNm0wceLEPO9Mff78OUJCQuDry+/nIyIiIvoYFEII8a6d7927B3d3dxgYGGDQoEFwdnaGQqHAX3/9hQULFiAzMxN//vknPvvssw9ZMxXCu37pLhEREZUc7/r3u1DXyH322WeIiYlBYGAgxowZg5wMqFAo0LJlSyxatIghjoiIiOgjKfQ3Ozg4OGD37t149OgR/v77bwCAk5MTzM3Ni704IiIiIspfkb6iCwDMzc3h6elZnLUQERERUSEUOciRvFSfFA0dpaG2yyAiItKQGMabJN9Hoe5aJSIiIqKSg0GOiIiISKYY5IiIiIhkikGOiIiISKYY5IiIiIhkikGOiIiISKYY5IiIiIhkikGOiIiISKYY5IiIiIhkikGOiIiISKYY5D6ggIAAKBQKKBQK6Ovrw9HRESNGjMCzZ8+0XRoRERGVAvyu1Q+sVatWCA8PR0ZGBo4cOYK+ffvi2bNnWLx4sbZLIyIiIpnjjNwHplQqYWlpCRsbG3Tp0gVdu3bFtm3bkJ6ejiFDhqBChQpQqVRo0qQJYmNjpfUOHToEhUKBnTt3olatWlCpVKhfvz7Onz+vxb0hIiKikoRB7iNTq9XIyMjAqFGjsHnzZkRGRuLMmTNwcnKCj48PHj16pNF/5MiRmDVrFmJjY1GhQgV89dVXyMjIyHf89PR0pKSkaLyIiIiodGKQ+4hOnTqFNWvWwNvbG4sXL8bMmTPRunVruLm5YdmyZVCr1VixYoXGOpMmTULLli1Ro0YNREZG4t69e9i6dWu+2wgNDYWZmZn0srGx+dC7RURERFrCIPeBRUVFwdjYGCqVCg0bNsQXX3yBwYMHIyMjA40bN5b66evrw9PTEwkJCRrrN2zYUPq3ubk5qlatmqvP64KDg5GcnCy9bt26Vfw7RURERCUCb3b4wHJm3/T19VGpUiXo6+vj7NmzAACFQqHRVwiRqy0vBfVRKpVQKpXvVzQRERHJAmfkPjAjIyM4OTnBzs4O+vr6AAAnJycYGBjg6NGjUr+MjAzExcXB1dVVY/0TJ05I/378+DGuXLkCFxeXj1M8ERERlWickdMCIyMjBAYGYuTIkTA3N4etrS1mzJiBtLQ09OnTR6Pvjz/+CAsLC3z22WcYN24cypUrB39/f+0UTkRERCUKg5yWhIWFITs7G927d0dqaio8PDwQHR2NsmXL5uo3dOhQXL16FbVq1cL27dthYGCgpaqJiIioJFEIIYS2i6DcDh06BG9vbzx+/BhlypQp8jgpKSmv7l4dtgE6SsPiK5CIiKgYJIb5aruEEinn73dycjJMTU3z7cdr5IiIiIhkikGOiIiISKZ4jVwJ5eXlBZ71JiIiooJwRo6IiIhIphjkiIiIiGSKQY6IiIhIphjkiIiIiGSKQY6IiIhIpnjX6ifiQohPgQ8UJCIiIvnhjBwRERGRTDHIEREREckUgxwRERGRTDHIEREREckUgxwRERGRTDHIEREREckUgxwRERGRTPE5cp+I6pOioaM0LLbxEsN8i20sIiIiKhrOyBERERHJFIMcERERkUwxyBERERHJFIMcERERkUwxyBERERHJFIMcERERkUwxyBERERHJFIMcERERkUwxyBERERHJFINcPuzt7TF37lxtl0FERESUL9kHuYCAAPj7+xd5/YiICJQpUyZXe2xsLPr371/0wgB4eXlBoVBAoVBAqVTC2dkZP/30E7Kyst5rXCIiIiKgFAS5D6V8+fIwNHz/7ybt168f7ty5g8uXL2PIkCEYP348Zs2aVQwVEhER0aeu1Ae5OXPmoEaNGjAyMoKNjQ0GDhyIp0+fAgAOHTqEXr16ITk5WZo5mzx5MoDcp1YVCgWWL1+Of/3rXzA0NESVKlWwffv2t27f0NAQlpaWsLe3x6BBg9C8eXNs27YNAPD48WP06NEDZcuWhaGhIVq3bo2rV69K6+bMFm7btg3Ozs5QqVRo2bIlbt26VWyfDxEREclXqQ9yOjo6mDdvHi5cuIDIyEgcOHAAo0aNAgA0atQIc+fOhampKe7cuYM7d+5gxIgR+Y4VEhKCb7/9FufOnUObNm3QtWtXPHr0qFD1qNVqZGRkAHh1WjguLg7bt2/H8ePHIYRAmzZtpOUAkJaWhmnTpiEyMhLHjh1DSkoKOnXqlO/46enpSElJ0XgRERFR6VTqg9ywYcPg7e0NBwcHNGvWDFOmTMGGDRsAAAYGBjAzM4NCoYClpSUsLS1hbGyc71gBAQHo3LkznJyc8NNPP+HZs2c4derUO9WRnZ2N3bt3Izo6Gs2bN8fVq1exfft2LF++HJ9//jlq1aqF1atX459//pFm7AAgIyMDCxYsQMOGDVG3bl1ERkYiJiYm3+2GhobCzMxMetnY2Lz7h0VERESyUuqD3MGDB9GyZUtYWVnBxMQEPXr0wMOHD/Hs2bNCj1WzZk3p30ZGRjAxMcH9+/cLXGfRokUwNjaGSqXCV199hW7dumHSpElISEiAnp4e6tevL/W1sLBA1apVkZCQILXp6enBw8NDeu/i4oIyZcpo9HldcHAwkpOTpRdPwxIREZVepTrI3bx5E23atEH16tWxefNmnD59GgsXLgQAjdOX70pfX1/jvUKhQHZ2doHrdO3aFfHx8bh27RqeP3+OFStWwNDQEEKIPPsLIaBQKHJt5015tQGAUqmEqampxouIiIhKp1Id5OLi4pCZmYnZs2ejQYMGcHZ2xu3btzX6GBgYfNDHgZiZmcHJyQk2NjbQ1dWV2t3c3JCZmYmTJ09KbQ8fPsSVK1fg6uoqtWVmZiIuLk56f/nyZTx58gQuLi4frGYiIiKSBz1tF1AckpOTER8fr9Fmbm6OypUrIzMzE/Pnz0e7du1w7NgxLFmyRKOfvb09nj59iv3796NWrVowNDQslseOvE2VKlXg5+eHfv36YenSpTAxMcGYMWNgZWUFPz8/qZ++vj4GDx6MefPmQV9fH4MGDUKDBg3g6en5wWskIiKikq1UzMgdOnQItWvX1nhNnDgR7u7umDNnDqZPn47q1atj9erVCA0N1Vi3UaNG+O6779CxY0eUL18eM2bM+Gh1h4eHo27dumjbti0aNmwIIQR27dqlcQrX0NAQo0ePRpcuXdCwYUOo1WqsW7fuo9VIREREJZdC5HexFmldREQEhg0bhidPnhR5jJSUlFd3rw7bAB1l8c00Job5FttYREREpCnn73dycnKB17uXihk5IiIiok8RgxwRERGRTDHIlWABAQHvdVqViIiISjcGOSIiIiKZYpAjIiIikikGOSIiIiKZYpAjIiIikikGOSIiIiKZYpAjIiIikqlS8V2r9HYXQnwKfDI0ERERyQ9n5IiIiIhkikGOiIiISKYY5IiIiIhkikGOiIiISKYY5IiIiIhkikGOiIiISKb4+JFPRPVJ0dBRGmq7DCIiKgaJYb7aLoFKCM7IEREREckUgxwRERGRTDHIEREREckUgxwRERGRTDHIEREREckUgxwRERGRTDHIEREREckUgxwRERGRTDHIEREREckUg9xrIiIiUKZMGW2XQURERPROPokgFxAQAH9//1zthw4dgkKhwJMnTwAAHTt2xJUrV95rW4mJiVAoFIiPj8+1zMvLC8OGDXuv8YmIiIhy8LtWX6NWq6FWq7VdBhEREdE7+SRm5N7Vm6dWJ0+eDHd3dyxduhQ2NjYwNDREhw4dpBm89/X48WP06NEDZcuWhaGhIVq3bo2rV6/mqmfbtm1wdnaGSqVCy5YtcevWrWLZPhEREckbg9xb/P3339iwYQN27NiB3bt3Iz4+Ht9//32xjB0QEIC4uDhs374dx48fhxACbdq0QUZGhtQnLS0N06ZNQ2RkJI4dO4aUlBR06tQp3zHT09ORkpKi8SIiIqLS6ZM5tRoVFQVjY2ONtqysrLeu9+LFC0RGRsLa2hoAMH/+fPj6+mL27NmwtLTMd71GjRpBR0czJz9//hzu7u4AgKtXr2L79u04duwYGjVqBABYvXo1bGxssG3bNnTo0AEAkJGRgQULFqB+/foAgMjISLi6uuLUqVPw9PTMtd3Q0FCEhIS8db+IiIhI/j6ZGTlvb2/Ex8drvJYvX/7W9WxtbaUQBwANGzZEdnY2Ll++XOB669evz7U9Dw8PaXlCQgL09PSkgAYAFhYWqFq1KhISEqQ2PT09jfVcXFxQpkwZjT6vCw4ORnJysvTiaVgiIqLS65OZkTMyMoKTk5NG23/+859Cj6NQKDT+Nz82Nja5tvf6jRRCiDzXE0LkGjuvbeW3faVSCaVSWWBtREREVDp8MjNyRZWUlITbt29L748fPw4dHR04Ozu/17hubm7IzMzEyZMnpbaHDx/iypUrcHV1ldoyMzMRFxcnvb98+TKePHkCFxeX99o+ERERyR+D3FuoVCr07NkTZ8+exZEjRzBkyBB8++23BV4f9y6qVKkCPz8/9OvXD0ePHsXZs2fRrVs3WFlZwc/PT+qnr6+PwYMH4+TJkzhz5gx69eqFBg0a5Hl9HBEREX1aGOTewsnJCV9//TXatGmDL7/8EtWrV8eiRYuKZezw8HDUrVsXbdu2RcOGDSGEwK5du6Cvry/1MTQ0xOjRo9GlSxc0bNgQarUa69atK5btExERkbwpRH4XaxEmT56Mbdu25fktDR9DREQEhg0b9l7PrUtJSYGZmRlshm2AjtKw+IojIiKtSQzz1XYJ9IHl/P1OTk6Gqalpvv04I0dEREQkUwxyRERERDLFU6ulHE+tEhGVPjy1Wvrx1CoRERFRKccgR0RERCRTDHJEREREMsUgR0RERCRTDHJEREREMsUgR0RERCRTetougD6OCyE+Bd6+TERERPLDGTkiIiIimWKQIyIiIpIpBjkiIiIimWKQIyIiIpIpBjkiIiIimWKQIyIiIpIpPn7kE1F9UjR0lIbaLkOSGOar7RKIiIhkjzNyRERERDLFIEdEREQkUwxyRERERDLFIEdEREQkUwxyRERERDLFIEdEREQkUwxyRERERDLFIEdEREQkUwxyRERERDLFIPcBBAQEwN/fX9tlEBERUSnHIPeGgIAAKBQK6WVhYYFWrVrh3Llz2i6NiIiISAODXB5atWqFO3fu4M6dO9i/fz/09PTQtm3bj7Z9IQQyMzM/2vaIiIhInhjk8qBUKmFpaQlLS0u4u7tj9OjRuHXrFh48eAAAOH/+PJo1awa1Wg0LCwv0798fT58+zXc8IQRmzJgBR0dHqNVq1KpVC5s2bZKWHzp0CAqFAtHR0fDw8IBSqcSRI0eQnp6OIUOGoEKFClCpVGjSpAliY2M/+P4TERGRPDDIvcXTp0+xevVqODk5wcLCAmlpaWjVqhXKli2L2NhYbNy4Efv27cOgQYPyHWP8+PEIDw/H4sWLcfHiRQwfPhzdunXD4cOHNfqNGjUKoaGhSEhIQM2aNTFq1Chs3rwZkZGROHPmDJycnODj44NHjx596N0mIiIiGdDTdgElUVRUFIyNjQEAz549Q8WKFREVFQUdHR2sXr0az58/x8qVK2FkZAQAWLBgAdq1a4fp06fjs88+0xjr2bNnmDNnDg4cOICGDRsCABwdHXH06FEsXboUTZs2lfr++OOPaNmypbTe4sWLERERgdatWwMAli1bhr1792LFihUYOXJknrWnp6cjPT1dep+SklJMnwoRERGVNAxyefD29sbixYsBAI8ePcKiRYvQunVrnDp1CgkJCahVq5YU4gCgcePGyM7OxuXLl3MFuUuXLuHFixdSQMvx8uVL1K5dW6PNw8ND+ve1a9eQkZGBxo0bS236+vrw9PREQkJCvrWHhoYiJCSk8DtNREREssMglwcjIyM4OTlJ7+vWrQszMzMsW7YMQggoFIo818urPTs7GwCwc+dOWFlZaSxTKpW5tptDCJHnmAVtHwCCg4MRFBQkvU9JSYGNjU2+/YmIiEi+eI3cO1AoFNDR0cHz58/h5uaG+Ph4PHv2TFp+7Ngx6OjowNnZOde6bm5uUCqVSEpKgpOTk8aroIDl5OQEAwMDHD16VGrLyMhAXFwcXF1d811PqVTC1NRU40VERESlE2fk8pCeno67d+8CAB4/fowFCxbg6dOnaNeuHTw9PTFp0iT07NkTkydPxoMHDzB48GB0794912lVADAxMcGIESMwfPhwZGdno0mTJkhJSUFMTAyMjY3Rs2fPPGswMjJCYGAgRo4cCXNzc9ja2mLGjBlIS0tDnz59Puj+ExERkTwwyOVh9+7dqFixIoBXQczFxQUbN26El5cXACA6OhpDhw5FvXr1YGhoiPbt22POnDn5jjdlyhRUqFABoaGhuH79OsqUKYM6depg7NixBdYRFhaG7OxsdO/eHampqfDw8EB0dDTKli1bbPtKRERE8qUQORdjUamUkpICMzMz2AzbAB2lobbLkSSG+Wq7BCIiohIr5+93cnJygZdJ8Ro5IiIiIplikCMiIiKSKQY5IiIiIplikCMiIiKSKQY5IiIiIplikCMiIiKSKQY5IiIiIplikCMiIiKSKQY5IiIiIpniV3R9Ii6E+BT4ZGgiIiKSH87IEREREckUgxwRERGRTDHIEREREckUgxwRERGRTDHIEREREckUgxwRERGRTDHIEREREckUgxwRERGRTDHIEREREckUgxwRERGRTDHIEREREckUgxwRERGRTDHIEREREckUgxwRERGRTDHIEREREcmUnrYLoA9LCAEASElJ0XIlRERE9K5y/m7n/B3PD4NcKffw4UMAgI2NjZYrISIiosJKTU2FmZlZvssZ5Eo5c3NzAEBSUlKBPwikPSkpKbCxscGtW7dgamqq7XIoDzxGJR+PUcnHY1Q4QgikpqaiUqVKBfZjkCvldHReXQZpZmbGX5wSztTUlMeohOMxKvl4jEo+HqN39y4TMLzZgYiIiEimGOSIiIiIZIpBrpRTKpWYNGkSlEqltkuhfPAYlXw8RiUfj1HJx2P0YSjE2+5rJSIiIqISiTNyRERERDLFIEdEREQkUwxyRERERDLFIEdEREQkUwxypdiiRYvg4OAAlUqFunXr4siRI9ou6ZMVGhqKevXqwcTEBBUqVIC/vz8uX76s0UcIgcmTJ6NSpUpQq9Xw8vLCxYsXtVQxhYaGQqFQYNiwYVIbj5H2/fPPP+jWrRssLCxgaGgId3d3nD59WlrOY6RdmZmZGD9+PBwcHKBWq+Ho6Igff/wR2dnZUh8eo2ImqFRat26d0NfXF8uWLROXLl0SQ4cOFUZGRuLmzZvaLu2T5OPjI8LDw8WFCxdEfHy88PX1Fba2tuLp06dSn7CwMGFiYiI2b94szp8/Lzp27CgqVqwoUlJStFj5p+nUqVPC3t5e1KxZUwwdOlRq5zHSrkePHgk7OzsREBAgTp48KW7cuCH27dsn/v77b6kPj5F2TZ06VVhYWIioqChx48YNsXHjRmFsbCzmzp0r9eExKl4McqWUp6en+O677zTaXFxcxJgxY7RUEb3u/v37AoA4fPiwEEKI7OxsYWlpKcLCwqQ+L168EGZmZmLJkiXaKvOTlJqaKqpUqSL27t0rmjZtKgU5HiPtGz16tGjSpEm+y3mMtM/X11f07t1bo+3rr78W3bp1E0LwGH0IPLVaCr18+RKnT5/Gl19+qdH+5ZdfIiYmRktV0euSk5MBAObm5gCAGzdu4O7duxrHTKlUomnTpjxmH9n3338PX19ftGjRQqOdx0j7tm/fDg8PD3To0AEVKlRA7dq1sWzZMmk5j5H2NWnSBPv378eVK1cAAGfPnsXRo0fRpk0bADxGH4Ketgug4vff//4XWVlZ+OyzzzTaP/vsM9y9e1dLVVEOIQSCgoLQpEkTVK9eHQCk45LXMbt58+ZHr/FTtW7dOpw5cwaxsbG5lvEYad/169exePFiBAUFYezYsTh16hSGDBkCpVKJHj168BiVAKNHj0ZycjJcXFygq6uLrKwsTJs2DZ07dwbA36MPgUGuFFMoFBrvhRC52ujjGzRoEM6dO4ejR4/mWsZjpj23bt3C0KFDsWfPHqhUqnz78RhpT3Z2Njw8PPDTTz8BAGrXro2LFy9i8eLF6NGjh9SPx0h71q9fj1WrVmHNmjWoVq0a4uPjMWzYMFSqVAk9e/aU+vEYFR+eWi2FypUrB11d3Vyzb/fv38/1X0H0cQ0ePBjbt2/HwYMHYW1tLbVbWloCAI+ZFp0+fRr3799H3bp1oaenBz09PRw+fBjz5s2Dnp6edBx4jLSnYsWKcHNz02hzdXVFUlISAP4elQQjR47EmDFj0KlTJ9SoUQPdu3fH8OHDERoaCoDH6ENgkCuFDAwMULduXezdu1ejfe/evWjUqJGWqvq0CSEwaNAgbNmyBQcOHICDg4PGcgcHB1haWmocs5cvX+Lw4cM8Zh9J8+bNcf78ecTHx0svDw8PdO3aFfHx8XB0dOQx0rLGjRvnemzPlStXYGdnB4C/RyVBWloadHQ0o4Wurq70+BEeow9Aizda0AeU8/iRFStWiEuXLolhw4YJIyMjkZiYqO3SPkmBgYHCzMxMHDp0SNy5c0d6paWlSX3CwsKEmZmZ2LJlizh//rzo3Lkzb8nXstfvWhWCx0jbTp06JfT09MS0adPE1atXxerVq4WhoaFYtWqV1IfHSLt69uwprKyspMePbNmyRZQrV06MGjVK6sNjVLwY5EqxhQsXCjs7O2FgYCDq1KkjPeqCPj4Aeb7Cw8OlPtnZ2WLSpEnC0tJSKJVK8cUXX4jz589rr2jKFeR4jLRvx44donr16kKpVAoXFxfx66+/aiznMdKulJQUMXToUGFraytUKpVwdHQU48aNE+np6VIfHqPipRBCCG3OCBIRERFR0fAaOSIiIiKZYpAjIiIikikGOSIiIiKZYpAjIiIikikGOSIiIiKZYpAjIiIikikGOSIiIiKZYpAjIqIPJjExEQqFAvHx8e89lr29PebOnfve4xCVJgxyRFTiBAQEQKFQ4Lvvvsu1bODAgVAoFAgICPj4hb0hKysLoaGhcHFxgVqthrm5ORo0aIDw8HBtlyYFqJxX2bJl8cUXX+Dw4cPaLq3IYmNj0b9/f+m9QqHAtm3btFcQUQnAIEdEJZKNjQ3WrVuH58+fS20vXrzA2rVrYWtrq8XK/mfy5MmYO3cupkyZgkuXLuHgwYPo168fHj9+rO3SJPv27cOdO3dw+PBhmJqaok2bNrhx44a2yyqUly9fAgDKly8PQ0NDLVdDVLIwyBFRiVSnTh3Y2tpiy5YtUtuWLVtgY2OD2rVra/QVQmDGjBlwdHSEWq1GrVq1sGnTJml5VlYW+vTpAwcHB6jValStWhW//PKLxhgBAQHw9/fHrFmzULFiRVhYWOD7779HRkZGvjXu2LEDAwcORIcOHeDg4IBatWqhT58+CAoKkvqkp6djyJAhqFChAlQqFZo0aYLY2Fhp+aFDh6BQKLB//354eHjA0NAQjRo1wuXLlzW2NXXqVFSoUAEmJibo27cvxowZA3d397d+jhYWFrC0tETNmjWxdOlSpKWlYc+ePQCAw4cPw9PTE0qlEhUrVsSYMWOQmZkprevl5YVBgwZh0KBBKFOmDCwsLDB+/Hi8/s2Oec2KlSlTBhEREXnWU5hjERoaikqVKsHZ2RmA5qlVe3t7AMC//vUvKBQK2NvbIzExETo6OoiLi9MYb/78+bCzswO/kZJKIwY5IiqxevXqpXGa8rfffkPv3r1z9Rs/fjzCw8OxePFiXLx4EcOHD0e3bt2k04jZ2dmwtrbGhg0bcOnSJUycOBFjx47Fhg0bNMY5ePAgrl27hoMHDyIyMhIRERH5BhIAsLS0xIEDB/DgwYN8+4waNQqbN29GZGQkzpw5AycnJ/j4+ODRo0ca/caNG4fZs2cjLi4Oenp6Gvu5evVqTJs2DdOnT8fp06dha2uLxYsXF/jZ5SVnNisjIwP//PMP2rRpg3r16uHs2bNYvHgxVqxYgalTp2qsExkZCT09PZw8eRLz5s3Dzz//jOXLlxd62zne9Vjs378fCQkJ2Lt3L6KionKNkxOGw8PDcefOHcTGxsLe3h4tWrTIdWo7PDxcOl1PVOoIIqISpmfPnsLPz088ePBAKJVKcePGDZGYmChUKpV48OCB8PPzEz179hRCCPH06VOhUqlETEyMxhh9+vQRnTt3zncbAwcOFO3bt9fYpp2dncjMzJTaOnToIDp27JjvGBcvXhSurq5CR0dH1KhRQwwYMEDs2rVLWv706VOhr68vVq9eLbW9fPlSVKpUScyYMUMIIcTBgwcFALFv3z6pz86dOwUA8fz5cyGEEPXr1xfff/+9xrYbN24satWqlW9tN27cEADEn3/+KdUyYMAAoaurK86dOyfGjh0rqlatKrKzs6V1Fi5cKIyNjUVWVpYQQoimTZsKV1dXjT6jR48Wrq6u0nsAYuvWrRrbNjMzE+Hh4XnWkZe8jsVnn30m0tPTNfrZ2dmJn3/+ucBtr1+/XpQtW1a8ePFCCCFEfHy8UCgU4saNG/lun0jOOCNHRCVWuXLl4Ovri8jISISHh8PX1xflypXT6HPp0iW8ePECLVu2hLGxsfRauXIlrl27JvVbsmQJPDw8UL58eRgbG2PZsmVISkrSGKtatWrQ1dWV3lesWBH379/Ptz43NzdcuHABJ06cQK9evXDv3j20a9cOffv2BQBcu3YNGRkZaNy4sbSOvr4+PD09kZCQoDFWzZo1NbYLQNr25cuX4enpqdH/zff5adSoEYyNjWFiYoIdO3YgIiICNWrUQEJCAho2bKgxS9W4cWM8ffoU//nPf6S2Bg0aaPRp2LAhrl69iqysrHfafl7e5VjUqFEDBgYGhR7b398fenp62Lp1K4BXs7je3t7SqVii0kZP2wUQERWkd+/eGDRoEABg4cKFuZZnZ2cDAHbu3AkrKyuNZUqlEgCwYcMGDB8+HLNnz0bDhg1hYmKCmTNn4uTJkxr99fX1Nd4rFApp/Pzo6OigXr16qFevHoYPH45Vq1ahe/fuGDdunHRN1pun9IQQudpe33bOste3ndcY72L9+vVwc3OTrnErqIb86i2IQqHIVUtB1xW+67EwMjJ65xpeZ2BggO7duyM8PBxff/011qxZw0eWUKnGIEdEJVqrVq2kuxZ9fHxyLXdzc4NSqURSUhKaNm2a5xhHjhxBo0aNMHDgQKnt9dm64uTm5gYAePbsGZycnGBgYICjR4+iS5cuAF6FnLi4OAwbNuydx6xatSpOnTqF7t27S21vXtCfHxsbG1SuXDnPOjdv3qwR6GJiYmBiYqIRiE+cOKGx3okTJ1ClShVp5rJ8+fK4c+eOtPzq1atIS0vLt57iPBb6+vp5zgz27dsX1atXx6JFi5CRkYGvv/66SOMTyQGDHBGVaLq6utJpyNdPe+YwMTHBiBEjMHz4cGRnZ6NJkyZISUlBTEwMjI2N0bNnTzg5OWHlypWIjo6Gg4MDfv/9d8TGxsLBweG9avvmm2/QuHFjNGrUCJaWlrhx4waCg4Ph7OwMFxcX6OnpITAwECNHjoS5uTlsbW0xY8YMpKWloU+fPu+8ncGDB6Nfv37w8PBAo0aNsH79epw7dw6Ojo5Frn3gwIGYO3cuBg8ejEGDBuHy5cuYNGkSgoKCoKPzv6tubt26haCgIAwYMABnzpzB/PnzMXv2bGl5s2bNsGDBAjRo0ADZ2dkYPXp0rpnN1xXnsbC3t8f+/fvRuHFjKJVKlC1bFgDg6uqKBg0aYPTo0ejduzfUanWhxyaSCwY5IirxTE1NC1w+ZcoUVKhQAaGhobh+/TrKlCmDOnXqYOzYsQCA7777DvHx8ejYsSMUCgU6d+6MgQMH4o8//nivunx8fLB27VqEhoYiOTkZlpaWaNasGSZPngw9vVf/9xoWFobs7Gx0794dqamp8PDwQHR0tBQ63kXXrl1x/fp1jBgxAi9evMC3336LgIAAnDp1qsi1W1lZYdeuXRg5ciRq1aoFc3Nz9OnTB+PHj9fo16NHDzx//hyenp7Q1dXF4MGDNR7KO3v2bPTq1QtffPEFKlWqhF9++QWnT5/Od7vFeSxmz56NoKAgLFu2DFZWVkhMTJSW9enTBzExMXne5UxUmijEu15oQUREJUbLli1haWmJ33///YNtw8vLC+7u7rK8xmzatGlYt24dzp8/r+1SiD4ozsgREZVwaWlpWLJkCXx8fKCrq4u1a9di37592Lt3r7ZLK3GePn2KhIQEzJ8/H1OmTNF2OUQfHB8/QkRUwikUCuzatQuff/456tatix07dmDz5s1o0aKFtksrcQYNGoQmTZqgadOmPK1KnwSeWiUiIiKSKc7IEREREckUgxwRERGRTDHIEREREckUgxwRERGRTDHIEREREckUgxwRERGRTDHIEREREckUgxwRERGRTDHIEREREcnU/wOmqBiRVFIiJQAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "grouped = concatenated_df.groupby('genre')['song_popularity'].mean()\n", - "plt.barh(grouped.index, grouped.values)\n", - "\n", - "plt.xlabel('Mean Song Popularity')\n", - "plt.ylabel('Genre')\n", - "plt.title('Average Song Popularity by Genre')\n", - "\n", - "plt.show()" + "songdata_top = songdata_top.reindex(columns= ['song_name', 'genre', 'song_popularity', 'song_duration_ms', 'acousticness', 'danceability', 'energy', 'instrumentalness', 'key', 'liveness', 'loudness', 'speechiness', 'tempo', 'audio_valence', 'Loud_Enrgy_Prod', 'Vale_Dance_Prod'])" ] }, { - "cell_type": "markdown", - "id": "bfb505c6-303a-4ef1-8d39-cd005448516d", + "cell_type": "code", + "execution_count": null, + "id": "e99be6e4-cf15-4aaf-8fed-43ecc66108fe", "metadata": {}, + "outputs": [], "source": [ - "### This bar plot shows the mean song popularity for each genre in the top 15 and bottom 15 songs of the dataset. It is important to note that the samples for some of the genres are small, which means that the results may not be entirely accurate. Additionally, the distribution of genres in the dataset is uneven, with 16 rock songs and 9 pop songs, while only 4 hip hop songs, 4 R&Bs, 3 reggae, and only 1 bolero, 1 latin pop,1 Salsa and 1 son cubano.\n", - "### Despite these limitations, the bar plot does show some interesting trends. The highest mean song popularity for both the top 15 and bottom 15 songs was found in the Reggae genre.This is particularly interesting given that there were only 3 samples of this genre. The Pop genre was a close second followed by the Hip Hop gengre, R&B and Rock respectively. Naturally, since their sample size were much smaller, the Bolero, Latin Pop and Son Cuban genres had the least mean song popularity. \n", - "### Overall, while the sample sizes for some of the genres are small, the bar plot still provides some insights into the relative popularity of different genres in the dataset. However, it is important to interpret these results with caution given the uneven distribution of genres in the dataset. Further analysis with a larger sample size may be necessary to draw more accurate conclusions." + "songdata_bottom = songdata_sorted.tail(50).sort_values(by=['song_popularity'], ascending = True)" ] }, { "cell_type": "code", "execution_count": null, - "id": "58e9a83e-eafe-40eb-bd9f-0b3f067a1543", + "id": "ddf3b304-cf94-4ce6-9600-da21502d6513", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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q1aune+65J9/Xo6Oj5eHhYXtwmBoAAAAAoLwo8dVZ/p7qDcMotW/mZ8+erVWrVmnt2rVycXHJt09kZKTS0tJsj+Tk5FJ5bwAAAAAASqrYh5d7enrK2dk5z6r2yZMn86x+F8ecOXM0a9YsffXVV2rZsuU1+1mtVlmt1hK/HwAAAAAApa3YK93VqlVTSEiIYmJi7NpjYmIUGhpaoqJee+01vfjii9qyZYvatWtXorEAAAAAAHCUEt0ybOLEiRoyZIjatWunjh076r333tPx48c1evRoSVcO/f7999+1bNky2zb79++XJJ0/f15//PGH9u/fr2rVqql58+aSrhxS/vzzz2vlypXy9/e3raTXqFFDNWrUKEm5AAAAAACUqRKF7oEDB+r06dOaOXOmUlJSFBwcrE2bNqlhw4aSpJSUFB0/ftxumzZt2tj+HBcXp5UrV6phw4ZKSkqSJM2fP19ZWVkaMGCA3XbTp09XVFRUScoFAAAAAKBMleg+3eVRenq6PDw8lJaWxu1HAAAV0o0yl90o+wkAqJwKO4+V+OrlAAAAAAAgf4RuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCQlumUYgBtLdna2du7cqZSUFPn4+Khz585ydnZ2dFkAAOBvmLOB8oOVbgCFsnbtWjVp0kRhYWEaNGiQwsLC1KRJE61du9bRpQEAgKswZwPlC6EbwHWtXbtWAwYMUIsWLRQbG6tz584pNjZWLVq00IABA5jEAQAoJ5izgfLHYhiG4egiSlNhb1AOoHCys7PVpEkTtWjRQuvXr5eT0/99V5eTk6N+/frp4MGDOnLkCIetAaXkRpnLbpT9BMoKczZQtgo7j3FON4AC7dy5U0lJSVq1apXd5C1JTk5OioyMVGhoqHbu3KmuXbs6pkgAAMCcjUK5ePGiEhISCtU3IyNDSUlJ8vf3l6ura6G2CQwMlJubW0lKrHQI3QAKlJKSIkkKDg7O9/Xc9tx+AADAMZizURgJCQkKCQkxbfy4uDi1bdvWtPErIkI3gAL5+PhIkg4ePKgOHTrkef3gwYN2/QAAgGMwZ6MwAgMDFRcXV6i+8fHxioiI0PLlyxUUFFTo8WGPc7oBFIjzw4Cyd6PMZTfKfgJlhTkbpW3fvn0KCQlh9foaCjuPcfVyAAVydnbW66+/ro0bN6pfv352V0Lt16+fNm7cqDlz5jB5AwDgYMzZQPnE4eUArqt///5as2aNJk2apNDQUFt7QECA1qxZo/79+zuwOgAAkIs5Gyh/CN0ACqV///7q27evdu7cqZSUFPn4+Khz5858Ww4AQDnDnA2UL4RuAIXm7OzMLUYAAKgAmLOB8oNzugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAA5PHNN9+oT58+8vX1lcVi0fr16+1eNwxDUVFR8vX1laurq7p27apDhw45plgAAMoxQjcAAMjjwoULatWqlebNm5fv67Nnz9Ybb7yhefPmac+ePfL29la3bt107ty5Mq4UAIDyrYqjCwAAAOVPz5491bNnz3xfMwxDc+fO1bRp09S/f39J0tKlS+Xl5aWVK1dq1KhRZVkqAADlGivdAACgSI4eParU1FSFh4fb2qxWq7p06aJdu3Zdc7vMzEylp6fbPQAAqOwI3QAAoEhSU1MlSV5eXnbtXl5ettfyEx0dLQ8PD9vDz8/P1DoBACgPCN0AAKBYLBaL3XPDMPK0XS0yMlJpaWm2R3JystklAgDgcJzTDQAAisTb21vSlRVvHx8fW/vJkyfzrH5fzWq1ymq1ml4fAADlCSvdAACgSAICAuTt7a2YmBhbW1ZWlnbs2KHQ0FAHVgYAQPnDSjcAAMjj/Pnz+vXXX23Pjx49qv3796tWrVpq0KCBxo8fr1mzZqlp06Zq2rSpZs2aJTc3Nw0aNMiBVQMAUP4QugEAQB579+5VWFiY7fnEiRMlSY8++qiWLFmiZ555RhkZGRozZozOnDmj9u3ba+vWrXJ3d3dUyQAAlEuEbgAAkEfXrl1lGMY1X7dYLIqKilJUVFTZFQUAQAXEOd0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYpMShe/78+QoICJCLi4tCQkK0c+fOa/ZNSUnRoEGDdMstt8jJyUnjx4/Pt9+nn36q5s2by2q1qnnz5lq3bl1JywQAAAAAoMyVKHSvXr1a48eP17Rp0/Tjjz+qc+fO6tmzp44fP55v/8zMTNWpU0fTpk1Tq1at8u0TGxurgQMHasiQITpw4ICGDBmihx56SN9//31JSgUAAAAAoMxZjIJuwnkd7du3V9u2bbVgwQJbW1BQkPr166fo6OgCt+3atatat26tuXPn2rUPHDhQ6enp2rx5s62tR48euvnmm7Vq1ao842RmZiozM9P2PD09XX5+fkpLS9NNN91UzD0DAMBx0tPT5eHhUennshtlPwGgotq3b59CQkIUFxentm3bOrqccqew81ixV7qzsrIUFxen8PBwu/bw8HDt2rWruMMqNjY2z5jdu3e/5pjR0dHy8PCwPfz8/Ir93gAAAAAAlKZih+5Tp04pOztbXl5edu1eXl5KTU0tdkGpqalFGjMyMlJpaWm2R3JycrHfGwAAAACA0lSlpANYLBa754Zh5Gkzc0yr1Sqr1Vqi9wMAAAAAwAzFXun29PSUs7NznhXokydP5lmpLgpvb+9SHxMAAAAAAEcoduiuVq2aQkJCFBMTY9ceExOj0NDQYhfUsWPHPGNu3bq1RGMCAAAAAOAIJTq8fOLEiRoyZIjatWunjh076r333tPx48c1evRoSVfOt/7999+1bNky2zb79++XJJ0/f15//PGH9u/fr2rVqql58+aSpHHjxunOO+/Uq6++qr59++qzzz7TV199pW+//bYkpQIAAAAAUOZKFLoHDhyo06dPa+bMmUpJSVFwcLA2bdqkhg0bSpJSUlLy3LO7TZs2tj/HxcVp5cqVatiwoZKSkiRJoaGh+vjjj/Xcc8/p+eefV+PGjbV69Wq1b9++JKUCAAAAAFDmSnSf7vKIe34CACq6G2Uuu1H2EwAqKu7TXTDT79MNAAAAAAAKRugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAEV2+fJlPffccwoICJCrq6saNWqkmTNnKicnx9GlAQBQrlRxdAEAAKDiefXVV7Vw4UItXbpUt956q/bu3avHHntMHh4eGjdunKPLAwCg3CB0AwCAIouNjVXfvn117733SpL8/f21atUq7d2718GVAQBQvhC6AQBAkd1xxx1auHChEhMT1axZMx04cEDffvut5s6de81tMjMzlZmZaXuenp5eBpUClcvFixeVkJBQqL4ZGRlKSkqSv7+/XF1dC7VNYGCg3NzcSlIigL8hdAMAgCKbMmWK0tLSFBgYKGdnZ2VnZ+vll1/WI488cs1toqOjNWPGjDKsEqh8EhISFBISYtr4cXFxatu2rWnjAzciQjcAACiy1atXa/ny5Vq5cqVuvfVW7d+/X+PHj5evr68effTRfLeJjIzUxIkTbc/T09Pl5+dXViUDlUJgYKDi4uIK1Tc+Pl4RERFavny5goKCCj0+gNJF6AYAAEX29NNPa+rUqXr44YclSS1atNCxY8cUHR19zdBttVpltVrLskyg0nFzcyvySnRQUBCr14ADccswAABQZBcvXpSTk/2vEc7OztwyDACAv2GlGwAAFFmfPn308ssvq0GDBrr11lv1448/6o033tA//vEPR5cGAEC5QugGAABF9s9//lPPP/+8xowZo5MnT8rX11ejRo3SCy+84OjSAAAoVwjdAACgyNzd3TV37twCbxEGAAA4pxsAAAAAANOUOHTPnz9fAQEBcnFxUUhIiHbu3Flg/x07digkJEQuLi5q1KiRFi5cmKfP3Llzdcstt8jV1VV+fn6aMGGC/vrrr5KWCgAAAABAmSpR6F69erXGjx+vadOm6ccff1Tnzp3Vs2dPHT9+PN/+R48eVa9evdS5c2f9+OOPevbZZ/XUU0/p008/tfVZsWKFpk6dqunTpys+Pl4ffvihVq9ercjIyJKUCgAAAABAmSvROd1vvPGGhg8frhEjRki6skL95ZdfasGCBYqOjs7Tf+HChWrQoIHt/K+goCDt3btXc+bM0QMPPCBJio2NVadOnTRo0CBJkr+/vx555BH98MMPJSkVAAAAAIAyV+yV7qysLMXFxSk8PNyuPTw8XLt27cp3m9jY2Dz9u3fvrr179+rSpUuSpDvuuENxcXG2kP3vf/9bmzZt0r333pvvmJmZmUpPT7d7AAAAAABQHhR7pfvUqVPKzs6Wl5eXXbuXl5dSU1Pz3SY1NTXf/pcvX9apU6fk4+Ojhx9+WH/88YfuuOMOGYahy5cv6/HHH9fUqVPzHTM6OlozZswo7m4AAAAAAGCaEl9IzWKx2D03DCNP2/X6X92+fft2vfzyy5o/f7727duntWvXauPGjXrxxRfzHS8yMlJpaWm2R3Jyckl2BwAAAACAUlPslW5PT085OzvnWdU+efJkntXsXN7e3vn2r1KlimrXri1Jev755zVkyBDbeeItWrTQhQsX9D//8z+aNm2anJzsvyewWq2yWq3F3Q0AAAAAAExT7JXuatWqKSQkRDExMXbtMTExCg0NzXebjh075um/detWtWvXTlWrVpUkXbx4MU+wdnZ2lmEYtlVxAAAAAAAqghIdXj5x4kR98MEHWrRokeLj4zVhwgQdP35co0ePlnTl0O+hQ4fa+o8ePVrHjh3TxIkTFR8fr0WLFunDDz/U5MmTbX369OmjBQsW6OOPP9bRo0cVExOj559/Xvfdd5+cnZ1LUi4AAAAAAGWqRLcMGzhwoE6fPq2ZM2cqJSVFwcHB2rRpkxo2bChJSklJsbtnd0BAgDZt2qQJEybonXfeka+vr95++23b7cIk6bnnnpPFYtFzzz2n33//XXXq1FGfPn308ssvl6RUAAAAAADKnMWoZMdsp6eny8PDQ2lpabrpppscXQ4AAEV2o8xlN8p+Ao6yb98+hYSEKC4uTm3btnV0OaiA+AwVrLDzWImvXg4AAAAAAPJH6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkJbpPNwAAAADA8Y4cOaJz586V6pjx8fF2/y0t7u7uatq0aamOWZ4RugEAAACgAjty5IiaNWtm2vgRERGlPmZiYuINE7wJ3QAAAABQgeWucC9fvlxBQUGlNm5GRoaSkpLk7+8vV1fXUhkzPj5eERERpb4qX54RugEAAACgEggKClLbtm1LdcxOnTqV6ng3Ii6kBgAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAKBYfv/9d0VERKh27dpyc3NT69atFRcX5+iyAAAoV6o4ugAAAFDxnDlzRp06dVJYWJg2b96sunXr6rffflPNmjUdXRoAAOUKoRsAABTZq6++Kj8/Py1evNjW5u/vX+A2mZmZyszMtD1PT083qzygwjly5IjOnTtXqmPGx8fb/bc0ubu7q2nTpqU+LlAZEboBAECRbdiwQd27d9eDDz6oHTt2qF69ehozZoxGjhx5zW2io6M1Y8aMMqwSqBiOHDmiZs2amTZ+RESEKeMmJiYSvIFCIHQDAIAi+/e//60FCxZo4sSJevbZZ/XDDz/oqaeektVq1dChQ/PdJjIyUhMnTrQ9T09Pl5+fX1mVDJRbuSvcy5cvV1BQUKmNm5GRoaSkJPn7+8vV1bXUxo2Pj1dERESpr8wDlRWhGwAAFFlOTo7atWunWbNmSZLatGmjQ4cOacGCBdcM3VarVVartSzLBCqUoKAgtW3btlTH7NSpU6mOB6DouHo5AAAoMh8fHzVv3tyuLSgoSMePH3dQRQAAlE+EbgAAUGSdOnXS4cOH7doSExPVsGFDB1UEAED5ROgGAABFNmHCBO3evVuzZs3Sr7/+qpUrV+q9997TE0884ejSAAAoV0ocuufPn6+AgAC5uLgoJCREO3fuLLD/jh07FBISIhcXFzVq1EgLFy7M0+fs2bN64okn5OPjIxcXFwUFBWnTpk0lLRUAAJSS2267TevWrdOqVasUHBysF198UXPnztXgwYMdXRoAAOVKiS6ktnr1ao0fP17z589Xp06d9O6776pnz5765Zdf1KBBgzz9jx49ql69emnkyJFavny5vvvuO40ZM0Z16tTRAw88IEnKyspSt27dVLduXa1Zs0b169dXcnKy3N3dS1IqAAAoZb1791bv3r0dXQYAAOVaiUL3G2+8oeHDh2vEiBGSpLlz5+rLL7/UggULFB0dnaf/woUL1aBBA82dO1fSlQuu7N27V3PmzLGF7kWLFunPP//Url27VLVqVUkq8PywzMxMZWZm2p6np6eXZJcAAAAAACg1xT68PCsrS3FxcQoPD7drDw8P165du/LdJjY2Nk//7t27a+/evbp06ZIkacOGDerYsaOeeOIJeXl5KTg4WLNmzVJ2dna+Y0ZHR8vDw8P24H6fAAAAAIDyotih+9SpU8rOzpaXl5ddu5eXl1JTU/PdJjU1Nd/+ly9f1qlTpyRJ//73v7VmzRplZ2dr06ZNeu655/T666/r5ZdfznfMyMhIpaWl2R7JycnF3SUAAAAAAEpViQ4vlySLxWL33DCMPG3X6391e05OjurWrav33ntPzs7OCgkJ0YkTJ/Taa6/phRdeyDOe1WqV1Wot6W4AAAAAAFDqih26PT095ezsnGdV++TJk3lWs3N5e3vn279KlSqqXbu2JMnHx0dVq1aVs7OzrU9QUJBSU1OVlZWlatWqFbdkAAAAAADKVLEPL69WrZpCQkIUExNj1x4TE6PQ0NB8t+nYsWOe/lu3blW7du1sF03r1KmTfv31V+Xk5Nj6JCYmysfHh8ANAAAAAKhQSnSf7okTJ+qDDz7QokWLFB8frwkTJuj48eMaPXq0pCvnWw8dOtTWf/To0Tp27JgmTpyo+Ph4LVq0SB9++KEmT55s6/P444/r9OnTGjdunBITE/XFF19o1qxZeuKJJ0pSKgAAAAAAZa5E53QPHDhQp0+f1syZM5WSkqLg4GBt2rTJdouvlJQUHT9+3NY/ICBAmzZt0oQJE/TOO+/I19dXb7/9tu12YZLk5+enrVu3asKECWrZsqXq1auncePGacqUKSUpFQAAAACAMlfiC6mNGTNGY8aMyfe1JUuW5Gnr0qWL9u3bV+CYHTt21O7du0taGgAAAAAADlXi0A0AAAAAcBzL5b/UxttJrmcTpRMlOoPYdK5nE9XG20mWy385upQyQ+gGAAAAgArM5fxx7RtVQ/pmlPSNo6spWJCkfaNqKP78cUn5X4C7siF0AwAAAEAF9leNBmr77nmtWLFCQYGBji6nQPEJCRo8eLA+7NXA0aWUGUI3AAAAAFRgRhUX/Ziao4yazSTf1o4up0AZqTn6MTVHRhUXR5dSZsr3Af8AAAAAAFRghG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExSxdEFAAAAADcyy+W/1MbbSa5nE6UT5X9NzPVsotp4O8ly+S9HlwJUCIRuAAAAwIFczh/XvlE1pG9GSd84uprrC5K0b1QNxZ8/LinU0eUA5R6hGwAAAHCgv2o0UNt3z2vFihUKCgx0dDnXFZ+QoMGDB+vDXg0cXQpQIRC6AQAAAAcyqrjox9QcZdRsJvm2dnQ515WRmqMfU3NkVHFxdClAhVD+TxoBAAAAAKCCInQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwCAEouOjpbFYtH48eMdXQoAAOUKoRsAAJTInj179N5776lly5aOLgUAgHKH0A0AAIrt/PnzGjx4sN5//33dfPPNji4HAIByp4qjCwAAABXXE088oXvvvVf33HOPXnrppQL7ZmZmKjMz0/Y8PT3d7PLKnYsXLyohIaFQfTMyMpSUlCR/f3+5uroWapvAwEC5ubmVpEQ4wMWLFyVJ+/btK9Vxi/MZKoz4+PhSGwuloyJ9hm7Ezw+hGwAAFMvHH3+sffv2ac+ePYXqHx0drRkzZphcVfmWkJCgkJAQ08aPi4tT27ZtTRsf5sj9ImbkyJEOrqRo3N3dHV0C/r+K+Bm6kT4/hG4AAFBkycnJGjdunLZu3SoXF5dCbRMZGamJEyfanqenp8vPz8+sEsulwMBAxcXFFapvfHy8IiIitHz5cgUFBRV6fFQ8/fr1k1T6RyoU5zNUWO7u7mratGmpjoniq2ifoRvt80PoBgAARRYXF6eTJ0/ardpmZ2frm2++0bx585SZmSlnZ2e7baxWq6xWa1mXWq64ubkVeSU6KCiI1etKztPTUyNGjDBtfD5DlR+fofKtxBdSmz9/vgICAuTi4qKQkBDt3LmzwP47duxQSEiIXFxc1KhRIy1cuPCafT/++GNZLBbbNzcAAKB8uPvuu/Xzzz9r//79tke7du00ePBg7d+/P0/gBgDgRlWile7Vq1dr/Pjxmj9/vjp16qR3331XPXv21C+//KIGDRrk6X/06FH16tVLI0eO1PLly/Xdd99pzJgxqlOnjh544AG7vseOHdPkyZPVuXPnkpQIAABM4O7uruDgYLu26tWrq3bt2nnaAQC4kZVopfuNN97Q8OHDNWLECAUFBWnu3Lny8/PTggUL8u2/cOFCNWjQQHPnzlVQUJBGjBihf/zjH5ozZ45dv+zsbA0ePFgzZsxQo0aNCqwhMzNT6enpdg8AAAAAAMqDYofurKwsxcXFKTw83K49PDxcu3btyneb2NjYPP27d++uvXv36tKlS7a2mTNnqk6dOho+fPh164iOjpaHh4ftcaNdkAUAgPJi+/btmjt3rqPLAACgXCl26D516pSys7Pl5eVl1+7l5aXU1NR8t0lNTc23/+XLl3Xq1ClJ0nfffacPP/xQ77//fqHqiIyMVFpamu2RnJxcjL0BAAAAAKD0lfjq5RaLxe65YRh52q7XP7f93LlzioiI0Pvvvy9PT89CvT9XQgUAAAAAlFfFDt2enp5ydnbOs6p98uTJPKvZuby9vfPtX6VKFdWuXVuHDh1SUlKS+vTpY3s9JyfnSqFVqujw4cNq3LhxcUsGAAAAAKBMFfvw8mrVqikkJEQxMTF27TExMQoNDc13m44dO+bpv3XrVrVr105Vq1ZVYGBgntuP3HfffQoLC9P+/fs5XxsAAAAAUKGU6PDyiRMnasiQIWrXrp06duyo9957T8ePH9fo0aMlXTnf+vfff9eyZcskSaNHj9a8efM0ceJEjRw5UrGxsfrwww+1atUqSZKLi0ue24zUrFlTkrj9CAAAAACgwilR6B44cKBOnz6tmTNnKiUlRcHBwdq0aZMaNmwoSUpJSdHx48dt/QMCArRp0yZNmDBB77zzjnx9ffX222/nuUc3AAAAAACVQYkvpDZmzBiNGTMm39eWLFmSp61Lly7at29focfPbwwAAAAAACqCYp/TDQAAAAAACkboBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMUsXRBQAAAFQGR44c0blz50ptvPj4eLv/liZ3d3c1bdq01McFAORF6AYAACihI0eOqFmzZqaMHRERYcq4iYmJBG8AKAOEbgAAgBLKXeFevny5goKCSmXMjIwMJSUlyd/fX66urqUypnRl5TwiIqJUV+UBANdG6AYAACglQUFBatu2bamN16lTp1IbCwDgGFxIDQAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAQJFFR0frtttuk7u7u+rWrat+/frp8OHDji4LAIByh9ANAACKbMeOHXriiSe0e/duxcTE6PLlywoPD9eFCxccXRoAAOVKFUcXAAAAKp4tW7bYPV+8eLHq1q2ruLg43Xnnnfluk5mZqczMTNvz9PR0U2sEKqOLFy8qISGhUH3j4+Pt/lsYgYGBcnNzK1ZtAPJX4tA9f/58vfbaa0pJSdGtt96quXPnqnPnztfsv2PHDk2cOFGHDh2Sr6+vnnnmGY0ePdr2+vvvv69ly5bp4MGDkqSQkBDNmjVLt99+e0lLBQAAJklLS5Mk1apV65p9oqOjNWPGjLIqCaiUEhISFBISUqRtIiIiCt03Li5Obdu2LWpZAApQotC9evVqjR8/XvPnz1enTp307rvvqmfPnvrll1/UoEGDPP2PHj2qXr16aeTIkVq+fLm+++47jRkzRnXq1NEDDzwgSdq+fbseeeQRhYaGysXFRbNnz1Z4eLgOHTqkevXqlaRcAABgAsMwNHHiRN1xxx0KDg6+Zr/IyEhNnDjR9jw9PV1+fn5lUSJQaQQGBiouLq5QfTMyMpSUlCR/f3+5uroWenwApatEofuNN97Q8OHDNWLECEnS3Llz9eWXX2rBggWKjo7O03/hwoVq0KCB5s6dK0kKCgrS3r17NWfOHFvoXrFihd0277//vtasWaN//etfGjp0aEnKBQAAJhg7dqx++uknffvttwX2s1qtslqtZVQVUDm5ubkVaSW6U6dOJlYDoDCKfSG1rKwsxcXFKTw83K49PDxcu3btyneb2NjYPP27d++uvXv36tKlS/luc/HiRV26dOmah6tlZmYqPT3d7gEAAMrGk08+qQ0bNujrr79W/fr1HV0OAADlTrFD96lTp5SdnS0vLy+7di8vL6Wmpua7TWpqar79L1++rFOnTuW7zdSpU1WvXj3dc889+b4eHR0tDw8P24PD1AAAMJ9hGBo7dqzWrl2rbdu2KSAgwNElAQBQLpX4lmEWi8XuuWEYedqu1z+/dkmaPXu2Vq1apbVr18rFxSXf8SIjI5WWlmZ7JCcnF3UXAABAET3xxBNavny5Vq5cKXd3d6Wmpio1NVUZGRmOLg0AgHKl2Od0e3p6ytnZOc+q9smTJ/OsZufy9vbOt3+VKlVUu3Ztu/Y5c+Zo1qxZ+uqrr9SyZctr1sH5YQAAlL0FCxZIkrp27WrXvnjxYg0bNqzsCwIAoJwq9kp3tWrVFBISopiYGLv2mJgYhYaG5rtNx44d8/TfunWr2rVrp6pVq9raXnvtNb344ovasmWL2rVrV9wSAQCASQzDyPdB4AYAwF6JDi+fOHGiPvjgAy1atEjx8fGaMGGCjh8/brvvdmRkpN0Vx0ePHq1jx45p4sSJio+P16JFi/Thhx9q8uTJtj6zZ8/Wc889p0WLFsnf3992uNr58+dLUioAAAAAAGWuRLcMGzhwoE6fPq2ZM2cqJSVFwcHB2rRpkxo2bChJSklJ0fHjx239AwICtGnTJk2YMEHvvPOOfH199fbbb9tuFyZJ8+fPV1ZWlgYMGGD3XtOnT1dUVFRJygUAAAAAoEyVKHRL0pgxYzRmzJh8X1uyZEmeti5dumjfvn3XHC8pKamkJQEAAAAAUC6U+OrlAAAAAAAgf4RuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMUsXRBQAAbhzZ2dnauXOnUlJS5OPjo86dO8vZ2dnRZQEAAJiGlW4AQJlYu3atmjRporCwMA0aNEhhYWFq0qSJ1q5d6+jSAAAATEPoBgCYbu3atRowYIBatGih2NhYnTt3TrGxsWrRooUGDBhA8AYAAJUWoRsAYKrs7GxNmjRJvXv31vr169WhQwfVqFFDHTp00Pr169W7d29NnjxZ2dnZji4VAACg1BG6AQCm2rlzp5KSkvTss8/Kycl+2nFyclJkZKSOHj2qnTt3OqhCAAAA8xC6AQCmSklJkSQFBwfn+3pue24/AACAyoTQDQAwlY+PjyTp4MGD+b6e257bDwAAoDIhdAMATNW5c2f5+/tr1qxZysnJsXstJydH0dHRCggIUOfOnR1UIQAAgHkI3QAAUzk7O+v111/Xxo0b1a9fP7url/fr108bN27UnDlzuF83AAColKo4ugAAQOXXv39/rVmzRpMmTVJoaKitPSAgQGvWrFH//v0dWB0AAIB5CN0AgDLRv39/9e3bVzt37lRKSop8fHzUuXNnVrgBAEClRugGAJQZZ2dnde3a1dFlAAAAlBnO6QYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMwoXUAAAASshy+S+18XaS69lE6UT5XtNwPZuoNt5Oslz+y9GlAHCAixcvKiEhoVB94+Pj7f5bGIGBgXJzcytWbZUVoRsAAKCEXM4f175RNaRvRknfOLqaggVJ2jeqhuLPH5cU6uhyAJSxhIQEhYSEFGmbiIiIQveNi4tT27Zti1pWpUboBgAAKKG/ajRQ23fPa8WKFQoKDHR0OQWKT0jQ4MGD9WGvBo4uBYADBAYGKi4urlB9MzIylJSUJH9/f7m6uhZ6fNgjdAMAAJSQUcVFP6bmKKNmM8m3taPLKVBGao5+TM2RUcXF0aUAcAA3N7cirUR36tTJxGpuDOX7pCMAAAAAACowQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACap4ugCAAAAKrqLFy9Kkvbt21dqY2ZkZCgpKUn+/v5ydXUttXHj4+NLbSwAwPURugEAAEooISFBkjRy5EgHV1J47u7uji4BAG4IhG4AAIAS6tevnyQpMDBQbm5upTJmfHy8IiIitHz5cgUFBZXKmLnc3d3VtGnTUh0TAJA/QjcAAEAJeXp6asSIEaaMHRQUpLZt25oyNgDAfFxIDQAAAAAAk7DSDQC4piNHjujcuXPX7Zd7wSezFPZCUhwyCwAAyhtCNwAgX0eOHFGzZs0cXUaRJSYmErwBAEC5QegGAOQrd4W7MBdxKg8r3bkXnSrMyjwAAEBZIXQDKLTs7Gzt3LlTKSkp8vHxUefOneXs7OzosmCywl7EqVOnTmVQDQAAQMXChdQAFMratWvVpEkThYWFadCgQQoLC1OTJk20du1aR5cGAAAAlFuEbgDXtXbtWg0YMEAtWrRQbGyszp07p9jYWLVo0UIDBgwgeAMAAADXQOgGUKDs7GxNmjRJvXv31vr169WhQwfVqFFDHTp00Pr169W7d29NnjxZ2dnZji4VAAAAKHcI3QAKtHPnTiUlJenZZ5+Vk5P9jwwnJydFRkbq6NGj2rlzp4MqBAAAAMovQjeAAqWkpEiSgoOD8309tz23HwAAAID/Q+gGUCAfHx9J0sGDB/N9Pbc9tx8AAHC87Oxsbd++XatWrdL27ds5DQxwIEI3gAJ17txZ/v7+mjVrlnJycuxey8nJUXR0tAICAtS5c2cHVQgAAK7GHUeA8qXEoXv+/PkKCAiQi4uLQkJCrnte544dOxQSEiIXFxc1atRICxcuzNPn008/VfPmzWW1WtW8eXOtW7eupGUCKCZnZ2e9/vrr2rhxo/r162d39fJ+/fpp48aNmjNnDvfrBm5QRf09AIC5uOMIUP5UKcnGq1ev1vjx4zV//nx16tRJ7777rnr27KlffvlFDRo0yNP/6NGj6tWrl0aOHKnly5fru+++05gxY1SnTh098MADkqTY2FgNHDhQL774ou6//36tW7dODz30kL799lu1b9++JOUCKKb+/ftrzZo1mjRpkkJDQ23tAQEBWrNmjfr37+/A6mAWy+W/1MbbSa5nE6UT5f/AKNeziWrj7STL5b8cXcoNo6i/BwAw19/vOJJ7AdTcO47069dPkydPVt++ffmyHChDFsMwjOJu3L59e7Vt21YLFiywtQUFBalfv36Kjo7O03/KlCnasGGD4uPjbW2jR4/WgQMHFBsbK0kaOHCg0tPTtXnzZlufHj166Oabb9aqVavyjJmZmanMzEzb8/T0dPn5+SktLU033XRTcXetXDiVkqyd6z4sVN+LFy/ot9/+bVotjRs3kptb9ev2q1fPV7f3jJCquZlWCwqvtD9DOTk5+vPPP/XXX3/JxcVFtWrVynNF8/zw+amYfty0RG1+GOfoMoos/s53FXTXw44uo0TS09Pl4eFR7ueyov4eUJnn7MK6ePGiEhISCtU3Pj5eERERWr58uYKCggq1TWBgoNzc+Bl6o9q+fbvCwsIUGxurDh065Hk9NjZWoaGh+vrrr9W1a9eyLxCoZAo7Xxd7pTsrK0txcXGaOnWqXXt4eLh27dqV7zaxsbEKDw+3a+vevbs+/PBDXbp0SVWrVlVsbKwmTJiQp8/cuXPzHTM6OlozZswo7m6UazvXfaj7T75Z+A28zKtF5///43pOSkfr1FVAaD8Ti0FhmfIZKs710vj8VEj7/3NRw98tzD9c+fLJwFsdXcINoTi/B1TmObuwEhISFBISUqRtIiIiCt03Li5Obdu2LWpZqCS44whQPhU7dJ86dUrZ2dny8rL/Ld3Ly0upqan5bpOamppv/8uXL+vUqVPy8fG5Zp9rjRkZGamJEyfanud+a14ZdL5/uAp7Onu5WuluF37dfigb5eUzxOenYurT/yFlO1Ur1MpZRkaGkpKSTKvF399frq6u1+3n7u6uJk2bmlYH/k9xfg+ozHN2YQUGBiouLq5QfXP/vyrs5z93fNy4rr7jSH4r3dxxBHCMEp3TLUkWi8XuuWEYedqu1//v7UUZ02q1ymq1FqnmisLTx0/3j4lydBmowPgMoSQ8PT01YsSIQvfv1KmTidWgvGLOLho3N7cirUTz/xWK4uo7jlx9TrfEHUcARyr2lXE8PT3l7Oyc59vskydP5vnWO5e3t3e+/atUqaLatWsX2OdaYwIAgLJXnN8DAJiLO44A5VOxQ3e1atUUEhKimJgYu/aYmBi7qxtfrWPHjnn6b926Ve3atVPVqlUL7HOtMQEAQNkrzu8BAMyXe8eRn3/+WaGhobrpppsUGhqqgwcPcscRwEFKdHj5xIkTNWTIELVr104dO3bUe++9p+PHj2v06NGSrpy79fvvv2vZsmWSrlypfN68eZo4caJGjhyp2NhYffjhh3ZXJR83bpzuvPNOvfrqq+rbt68+++wzffXVV/r2229LUioAAChl1/s9AIBj9O/fX3379tXOnTuVkpIiHx8fde7cmRVuwEFKFLoHDhyo06dPa+bMmUpJSVFwcLA2bdqkhg0bSrpyZcTjx4/b+gcEBGjTpk2aMGGC3nnnHfn6+urtt9+23aNbkkJDQ/Xxxx/rueee0/PPP6/GjRtr9erV3KMbAIBy5nq/BwBwHGdnZ24LBpQTJbpPd3lUUe5tCgDAtdwoc9mNsp8AgMqpsPNYsc/pBgAAAAAABSN0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACap4ugCSpthGJKk9PR0B1cCAEDx5M5huXNaZcWcDQCoyAo7X1e60H3u3DlJkp+fn4MrAQCgZM6dOycPDw9Hl2Ea5mwAQGVwvfnaYlSyr9FzcnJ04sQJubu7y2KxOLqccik9PV1+fn5KTk7WTTfd5OhyUMHw+UFJ8Rm6PsMwdO7cOfn6+srJqfKeCcacXTD+X0FJ8RlCSfEZKlhh5+tKt9Lt5OSk+vXrO7qMCuGmm27ifx4UG58flBSfoYJV5hXuXMzZhcP/KygpPkMoKT5D11aY+bryfn0OAAAAAICDEboBAAAAADAJofsGZLVaNX36dFmtVkeXggqIzw9Kis8QUDj8v4KS4jOEkuIzVDoq3YXUAAAAAAAoL1jpBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AQJEtWbJENWvWdHQZAACgAMzX5QOhuxwaNmyYLBaLLBaLqlSpogYNGujxxx/XmTNnHF0aKrGrP3dVq1ZVo0aNNHnyZF24cMHRpaEMDRs2TP369cvTvn37dlksFp09e1aSNHDgQCUmJpbovZKSkmSxWLR///48r3Xt2lXjx48v0fiA2Ziv4SjM2WC+rliqOLoA5K9Hjx5avHixLl++rF9++UX/+Mc/dPbsWa1atcrRpaESy/3cXbp0STt37tSIESN04cIFLViwwNGloZxxdXWVq6uro8sAHI75Go7CnI3CYL4uH1jpLqesVqu8vb1Vv359hYeHa+DAgdq6davt9cWLFysoKEguLi4KDAzU/Pnz7bbftWuXWrduLRcXF7Vr107r16/P8w3Vhg0b1LRpU7m6uiosLExLly61+2bs9OnTeuSRR1S/fn25ubmpRYsWeX6JMAxDs2fPVqNGjeTq6qpWrVppzZo1pv29wFy5nzs/Pz8NGjRIgwcP1vr165WZmamnnnpKdevWlYuLi+644w7t2bPHtl3ut6pffPGFWrVqJRcXF7Vv314///yzA/cGZvr74WpRUVFq3bq13n33Xfn5+cnNzU0PPvig7edJSZ05c0ZDhw7VzTffLDc3N/Xs2VNHjhzJU8/69evVrFkzubi4qFu3bkpOTi6V9weuhfkajsKcjcJgvi4fCN0VwL///W9t2bJFVatWlSS9//77mjZtml5++WXFx8dr1qxZev7557V06VJJ0rlz59SnTx+1aNFC+/bt04svvqgpU6bYjZmUlKQBAwaoX79+2r9/v0aNGqVp06bZ9fnrr78UEhKijRs36uDBg/qf//kfDRkyRN9//72tz3PPPafFixdrwYIFOnTokCZMmKCIiAjt2LHD5L8VlAVXV1ddunRJzzzzjD799FMtXbpU+/btU5MmTdS9e3f9+eefdv2ffvppzZkzR3v27FHdunV133336dKlSw6qHmXt119/1SeffKLPP/9cW7Zs0f79+/XEE0+UytjDhg3T3r17tWHDBsXGxsowDPXq1cvu83Xx4kW9/PLLWrp0qb777julp6fr4YcfLpX3BwqD+RqOxJyNwmK+dgAD5c6jjz5qODs7G9WrVzdcXFwMSYYk44033jAMwzD8/PyMlStX2m3z4osvGh07djQMwzAWLFhg1K5d28jIyLC9/v777xuSjB9//NEwDMOYMmWKERwcbDfGtGnTDEnGmTNnrllbr169jEmTJhmGYRjnz583XFxcjF27dtn1GT58uPHII48Ua9/hOI8++qjRt29f2/Pvv//eqF27tjFgwACjatWqxooVK2yvZWVlGb6+vsbs2bMNwzCMr7/+2pBkfPzxx7Y+p0+fNlxdXY3Vq1eX2T6g5K7++XP1I/dnUe7Ph8WLFxseHh627aZPn244OzsbycnJtrbNmzcbTk5ORkpKSr7vdfToUUOS4erqmuf9nJycjHHjxhmGYRiJiYmGJOO7776zbXvq1CnD1dXV+OSTT2z1SDJ2795t6xMfH29IMr7//vtS+tsB7DFfw1GYs8F8XbFwTnc5FRYWpgULFujixYv64IMPlJiYqCeffFJ//PGHkpOTNXz4cI0cOdLW//Lly/Lw8JAkHT58WC1btpSLi4vt9dtvv91u/MOHD+u2226za/t7n+zsbL3yyitavXq1fv/9d2VmZiozM1PVq1eXJP3yyy/666+/1K1bN7vtsrKy1KZNm5L/JaDMbdy4UTVq1NDly5d16dIl9e3bV08++aTWrFmjTp062fpVrVpVt99+u+Lj4+2279ixo+3PtWrV0i233JKnD8q/3J8/V/v+++8VERFR4HYNGjRQ/fr1bc87duyonJwcHT58WN7e3tfcbvXq1QoKCrJrGzx4sO3P8fHxqlKlitq3b29rq127dp7PV5UqVdSuXTvb88DAQNWsWVPx8fF5fr4BpYX5Go7CnA3m64qD0F1OVa9eXU2aNJEkvf322woLC9OMGTM0duxYSVcOWbv6Ay1Jzs7Okq6ct2WxWOxeMwwjz/Pr9Xn99df15ptvau7cuWrRooWqV6+u8ePHKysrS5KUk5MjSfriiy9Ur149u22tVmuR9xmOl/vDu2rVqvL19VXVqlV14MABScr38/L3tvwUpg/Kl6t//uT6z3/+U+Rxcv/tr/cZ8PPzy/N+V1/05e8/m65u//vY+b0Xn0GYifkajsKcDebrioNzuiuI6dOna86cOcrOzla9evX073//W02aNLF7BAQESLrybdFPP/2kzMxM2/Z79+61Gy8wMNDuohr59dm5c6f69u2riIgItWrVSo0aNbK7EELz5s1ltVp1/PjxPLX4+fmV9l8BykDuD++GDRvazkls0qSJqlWrpm+//dbW79KlS9q7d2+ebzt3795t+/OZM2eUmJiowMDAsikeDnf8+HGdOHHC9jw2NlZOTk5q1qxZicZt3ry5Ll++bHd+6unTp5WYmGj3Gbx8+bLdz7HDhw/r7NmzfAZRppivUVaYs1FczNdlj9BdQXTt2lW33nqrZs2apaioKEVHR+utt95SYmKifv75Zy1evFhvvPGGJGnQoEHKycnR//zP/yg+Pl5ffvml5syZI+n/vkEaNWqUEhISNGXKFCUmJuqTTz7RkiVL7Po0adJEMTEx2rVrl+Lj4zVq1CilpqbaanJ3d9fkyZM1YcIELV26VL/99pt+/PFHvfPOO7aLxKDiq169uh5//HE9/fTT2rJli3755ReNHDlSFy9e1PDhw+36zpw5U//617908OBBDRs2TJ6envneQxKVk4uLix599FEdOHBAO3fu1FNPPaWHHnqowEPVCqNp06bq27evRo4cqW+//VYHDhxQRESE6tWrp759+9r6Va1aVU8++aS+//577du3T4899pg6dOhQaQ9VQ/nEfA1HYs5GYTBflz1CdwUyceJEvf/+++revbs++OADLVmyRC1atFCXLl20ZMkS2zfnN910kz7//HPt379frVu31rRp0/TCCy9Iku28sYCAAK1Zs0Zr165Vy5YttWDBAtvVUHMPNXv++efVtm1bde/eXV27dpW3t3eeH8YvvviiXnjhBUVHRysoKEjdu3fX559/bqsFlcMrr7yiBx54QEOGDFHbtm3166+/6ssvv9TNN9+cp9+4ceMUEhKilJQUbdiwQdWqVXNQ1ShrTZo0Uf/+/dWrVy+Fh4crODg4z+2Rimvx4sUKCQlR79691bFjRxmGoU2bNtlWdyTJzc1NU6ZM0aBBg9SxY0e5urrq448/LpX3B4qC+RqOxJyN62G+LnsW41oH36NSWbFihR577DGlpaXZnXtxtZdfflkLFy6s9PfJQ+nbvn27wsLCdObMGbt7QeLGERUVpfXr19vdW7gsLVmyROPHjy+1+4wCjsJ8DbMxZ9/YmK8dgwupVVLLli1To0aNVK9ePR04cEBTpkzRQw89ZDeBz58/X7fddptq166t7777Tq+99prtwi8AAMB8zNcAUPkRuiup1NRUvfDCC0pNTZWPj48efPBBvfzyy3Z9jhw5opdeekl//vmnGjRooEmTJikyMtJBFQMAcONhvgaAyo/DywEAAAAAMAkXUgMAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBiqIJUuWyGKxKCkpqUzfNykpSRaLRUuWLCnT9wUAAAAqA0I3AAAAKoXcL6j37t3r6FLk7++vYcOGFXkbi8WS76Nr166m1FmWoqKi7PapWrVqCggI0Lhx43T27FnT35+FBDhKFUcXAAAAAOCKTp06ac6cOXnab7rpJgdUY44tW7bIw8ND586d06ZNm/TWW2/phx9+0K5du2SxWBxdHlDqWOkGKrBFixapVatWcnFxUa1atXT//fcrPj7erk/Xrl3z/XZ82LBh8vf3t2s7ceKEHnroIbm7u8vDw0MDBw5UampqvtvWqFFDv/76q3r16qUaNWrIz89PkyZNUmZmpl3frKwsvfTSSwoMDJTValWdOnX02GOP6Y8//rDrt23bNnXt2lW1a9eWq6urGjRooAceeEAXL1609VmwYIFatWqlGjVqyN3dXYGBgXr22WeL+LcGAED5VbNmTXXo0CHPo3nz5qUyvmEYysjIKJWxiiskJEQdOnRQt27d9OabbyoiIkK7d+/Wrl27rrnN1b8PABUNoRuooKKjozV8+HDdeuutWrt2rd566y399NNP6tixo44cOVLk8TIyMnTPPfdo69atio6O1v/+7//K29tbAwcOzLf/pUuXdN999+nuu+/WZ599pn/84x9688039eqrr9r65OTkqG/fvnrllVc0aNAgffHFF3rllVcUExOjrl272ib9pKQk3XvvvapWrZoWLVqkLVu26JVXXlH16tWVlZUlSfr44481ZswYdenSRevWrdP69es1YcIEXbhwoRh/ewCAG9W3336ru+++W+7u7nJzc1NoaKi++OILuz65h0H/XX7XV7l06ZKeeeYZeXt7y83NTXfccYd++OEHU/cht75Dhw7pkUcekYeHh7y8vPSPf/xDaWlpdn0tFovGjh2rhQsXKigoSFarVUuXLpV05e+iY8eOcnFxUb169fT888/rgw8+sNvH4cOHq1atWvmG3rvuuku33nprifenQ4cOkqRjx45JurJgEBwcrG+++UahoaFyc3PTP/7xD0nS8ePHFRERobp168pqtSooKEivv/66cnJy7MYs7EICUBY4vByogM6ePasXX3xRvXr10sqVK23tXbt2VdOmTRUVFaUVK1YUacylS5cqPj5en332me677z5JUnh4uDIyMvT+++/n6Z+VlaUZM2bowQcflCTdfffd2rt3r1auXKkXXnhBkvTJJ59oy5Yt+vTTT9W/f3/btq1atdJtt92mJUuW6PHHH1dcXJz++usvvfbaa2rVqpWt36BBg2x//u6771SzZk29/fbbtra77767SPsIALix7dixQ926dVPLli314Ycfymq1av78+erTp49WrVp1zS+aCzJy5EgtW7ZMkydPVrdu3XTw4EH1799f586dK1aNhmHo8uXLedqdnZ3zfBHwwAMPaODAgRo+fLh+/vlnRUZGSrpyJNzV1q9fr507d+qFF16Qt7e36tatq59++kndunVTs2bNtHTpUrm5uWnhwoVavny53bbjxo3TokWLtHLlSo0YMcLW/ssvv+jrr7/WO++8U6z9vNqvv/4qSapTp46tLSUlRREREXrmmWc0a9YsOTk56Y8//lBoaKiysrL04osvyt/fXxs3btTkyZP122+/af78+ZL+byHhxIkTio6OVrNmzfTFF18U698XKBUGgAph8eLFhiTj6NGjxqZNmwxJxieffJKnX8+ePQ0vLy/b8y5duhhdunTJ0+/RRx81GjZsaHv+0EMPGe7u7nn6ff3114YkY/HixXbbWiwWIyMjw67v1KlTDRcXF9vzwYMHGzVr1jSysrKMS5cu2T28vb2Nhx56yDAMw/j111+NatWqGbfffruxZMkS47fffstTx7JlywxJxsMPP2ysX7/e+OOPP675dwUAuDHlzpV79uzJ9/UOHToYdevWNc6dO2dru3z5shEcHGzUr1/fyMnJMQzDMKZPn27k92vy1XOxYRhGfHy8IcmYMGGCXb8VK1YYkoxHH320SPU3bNjQkJTv48UXX7T1y61v9uzZdtuPGTPGcHFxse2HYRiGJMPDw8P4888/7fo++OCDRvXq1e3m0+zsbKN58+Z2+2gYV36XaN26td32jz/+uHHTTTfZ/V1eT27dqampxqVLl4wzZ84Yy5cvN1xdXQ0/Pz/b7xVdunQxJBn/+te/7LafOnWqIcn4/vvv89RisViMw4cPG4ZhGAsWLDAkGZ999pldv5EjR+b5nQYoCxxeDlRAp0+fliT5+Pjkec3X19f2elHH9PLyytPu7e2db383Nze5uLjYtVmtVv3111+25//973919uxZVatWTVWrVrV7pKam6tSpU5Kkxo0b66uvvlLdunX1xBNPqHHjxmrcuLHeeust21hDhgzRokWLdOzYMT3wwAOqW7eu2rdvr5iYmCLvKwDgxnPhwgV9//33GjBggGrUqGFrd3Z21pAhQ/Sf//xHhw8fLtKYX3/9tSRp8ODBdu0PPfSQqlQp3gGld9xxh/bs2ZPnMXz48Dx9c49My9WyZUv99ddfOnnypF37XXfdpZtvvtmubceOHbrrrrvk6elpa3NyctJDDz2U533GjRun/fv367vvvpMkpaen66OPPtKjjz5q93dZWN7e3qpatapuvvlmRUREqG3bttqyZYvd7xU333yz7rrrLrvttm3bpubNm+v222+3ax82bJgMw9C2bdskXfl3cXd3z/P3c/URdEBZ4vByoAKqXbu2pCuHXv3diRMn7CZQFxeXPOd3SbIF3qvHzO8ctJKc/+Tp6anatWtry5Yt+b7u7u5u+3Pnzp3VuXNnZWdna+/evfrnP/+p8ePHy8vLSw8//LAk6bHHHtNjjz2mCxcu6JtvvtH06dPVu3dvJSYmqmHDhsWuEwBQ+Z05c0aGYVzzC2tJRf7SOrf/37+grlKlim2uLioPDw+1a9euUH3//h5Wq1WS8lwoLb99vtaX7fm19e3bV/7+/nrnnXfUqVMnLVmyRBcuXNATTzxRqDr/7quvvpKHh4eqVq2q+vXr5/t3da2a/34RWCnvv19RFxIAs7HSDVRAHTt2lKura57zrv7zn/9o27Ztduc6+/v7KzEx0e6q4qdPn85zhdCwsDCdO3dOGzZssGu/+pzxourdu7dOnz6t7OxstWvXLs/jlltuybONs7Oz2rdvbztHbN++fXn6VK9eXT179tS0adOUlZWlQ4cOFbtGAMCN4eabb5aTk9M1v7CWZPvSOnfF9e935MjvC2sp7xfUly9fLtZRZ2bJ76JwtWvX1n//+9887fl92e7k5KQnnnhCa9asUUpKiubPn6+7774733m8MFq1aqV27dqpVatW1/xy4lo1F+bfryj7BpQFQjdQAdWsWVPPP/+8NmzYoKFDh2rz5s1avny5wsLC5OLiounTp9v6DhkyRH/++aciIiK0detWrVq1Svfcc0+e+30OHTpUzZo109ChQ/XOO+9o69atGj9+vL788sti1/nwww+rZ8+e6tWrl2bOnKktW7boX//6l5YuXaphw4Zp3bp1kqSFCxfqoYce0tKlS/X1119r8+bNtou13HPPPZKuXKjmqaee0urVq/XNN9/ok08+UVRUlDw8PHTbbbcVu0YAwI2hevXqat++vdauXWu3EpyTk6Ply5erfv36atasmSTZVlN/+uknuzE+//xzu+e5t+T8+8VLP/nkk3wvhlaedOnSRdu2bbP7IiEnJ0f/+7//m2//ESNGqFq1aho8eLAOHz6ssWPHllWpNnfffbd++eWXPF/IL1u2TBaLRWFhYZLMWUgASoLDy4EKKjIyUnXr1tXbb7+t1atXy9XVVV27dtWsWbPUtGlTW79OnTpp6dKleuWVV9S3b181atRI06dP16ZNm7R9+3ZbPzc3N23btk3jxo3T1KlTZbFYFB4ero8//lihoaHFqtHZ2VkbNmzQW2+9pY8++kjR0dGqUqWK6tevry5duqhFixaSpNatW2vr1q2aPn26UlNTVaNGDQUHB2vDhg0KDw+XdOXw8yVLluiTTz7RmTNn5OnpqTvuuEPLli2zu9opAADbtm2zu61XrujoaHXr1k1hYWGaPHmyqlWrpvnz5+vgwYNatWqVbXW1V69eqlWrloYPH66ZM2eqSpUqWrJkiZKTk+3GCwoKUkREhObOnauqVavqnnvu0cGDBzVnzpw8X24X1tmzZ7V79+487VarVW3atCnWmPmZNm2aPv/8c919992aNm2aXF1dtXDhQtutOJ2c7NfmatasqaFDh2rBggVq2LCh+vTpU2q1FNaECRO0bNky3XvvvZo5c6YaNmyoL774QvPnz9fjjz9u+9Jk6NChevPNNzV06FC9/PLLatq0qTZt2lSihQSgRBx9JTcAAACgNOReXfxaj6NHjxo7d+407rrrLqN69eqGq6ur0aFDB+Pzzz/PM9YPP/xghIaGGtWrVzfq1atnTJ8+3fjggw/yXNk7MzPTmDRpklG3bl3DxcXF6NChgxEbG2s0bNiwVK9eXq9ePVu/3KuA//1OHn+/urphXLl6+RNPPJHv++3cudNo3769YbVaDW9vb+Ppp582Xn31VUOScfbs2Tz9t2/fbkgyXnnllSLt1/Xq/rsuXboYt956a76vHTt2zBg0aJBRu3Zto2rVqsYtt9xivPbaa0Z2drZdv//85z/GAw88YNSoUcNwd3c3HnjgAWPXrl1cvRwOYTEMwyjTlA8AAACgXAoPD1dSUpISExPzvDZp0iQtWLBAycnJxb5QHHAj4vByAAAA4AY0ceJEtWnTRn5+fvrzzz+1YsUKxcTE6MMPP7Trt3v3biUmJmr+/PkaNWoUgRsoIkI3AAAAYKLrXVTNyckpzznUZSE7O1svvPCCUlNTZbFY1Lx5c3300UeKiIiw69exY0e5ubmpd+/eeumll/KMk5OTo5ycnALfq7j3LQcqAw4vBwAAAEyU3+2vrvboo49qyZIlZVOMCYYNG6alS5cW2IfIgRsZoRsAAAAw0d69ewt83dPT03absoooKSkpzz3M/65du3ZlVA1Q/hC6AQAAAAAwSaU7uSInJ0cnTpyQu7v7dQ/lAQCgPDIMQ+fOnZOvr69DzvMsK8zZAICKrLDzdaUL3SdOnJCfn5+jywAAoMSSk5NVv359R5dhGuZsAEBlcL35utKFbnd3d0lXdvymm25ycDUAABRdenq6/Pz8bHNaZcWcDQCoyAo7X1e60J17eNpNN93EBA4AqNAq+yHXzNkAgMrgevN15T1RDAAAAAAAByN0AwAAAABgElND93333acGDRrIxcVFPj4+GjJkiE6cOFHgNoZhKCoqSr6+vnJ1dVXXrl116NAhM8sEAAAAAMAUpobusLAwffLJJzp8+LA+/fRT/fbbbxowYECB28yePVtvvPGG5s2bpz179sjb21vdunXTuXPnzCwVAAAAAIBSZzEMwyirN9uwYYP69eunzMxMVa1aNc/rhmHI19dX48eP15QpUyRJmZmZ8vLy0quvvqpRo0bl2SYzM1OZmZm257lXkEtLS+OiLACACik9PV0eHh6Vfi67UfYTAFA5FXYeK7Nzuv/880+tWLFCoaGh+QZuSTp69KhSU1MVHh5ua7NarerSpYt27dqV7zbR0dHy8PCwPbjfJwAAAACgvDA9dE+ZMkXVq1dX7dq1dfz4cX322WfX7JuamipJ8vLysmv38vKyvfZ3kZGRSktLsz2Sk5NLr3gAAAAAAEqgyKE7KipKFoulwMfevXtt/Z9++mn9+OOP2rp1q5ydnTV06FBd74j2v9/nzDCMa977zGq12u7vyX0+AQAAAADlSZWibjB27Fg9/PDDBfbx9/e3/dnT01Oenp5q1qyZgoKC5Ofnp927d6tjx455tvP29pZ0ZcXbx8fH1n7y5Mk8q98AAAAAAJR3RQ7duSG6OHJXuK++8NnVAgIC5O3trZiYGLVp00aSlJWVpR07dujVV18t1nsCAAAAAOAopp3T/cMPP2jevHnav3+/jh07pq+//lqDBg1S48aN7Va5AwMDtW7dOklXDisfP368Zs2apXXr1ungwYMaNmyY3NzcNGjQILNKBQAAAADAFEVe6S4sV1dXrV27VtOnT9eFCxfk4+OjHj166OOPP5bVarX1O3z4sNLS0mzPn3nmGWVkZGjMmDE6c+aM2rdvr61bt8rd3d2sUgEAAAAAMEWZ3qe7LHDPTwBARXejzGU3yn4CACqncnefbgAAAAAAbjSEbgAAAAAATELoBgAAAADAJKZdSA0AcOO4ePGiEhISCtU3IyNDSUlJ8vf3l6ura6G2CQwMlJubW0lKBIBKgZ+3QMVD6AYAlFhCQoJCQkJMGz8uLk5t27Y1bXwAqCj4eQtUPIRuAECJBQYGKi4urlB94+PjFRERoeXLlysoKKjQ4wMA+HkLVESEbgBAibm5uRV5ZSQoKIjVFAAoIn7eAhUPF1IDAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAABuYElJSRo+fLgCAgLk6uqqxo0ba/r06crKyipwO8MwFBUVJV9fX7m6uqpr1646dOhQGVUNAEDFQegGAOAGlpCQoJycHL377rs6dOiQ3nzzTS1cuFDPPvtsgdvNnj1bb7zxhubNm6c9e/bI29tb3bp107lz58qocgAAKoYqji4AAAA4To8ePdSjRw/b80aNGunw4cNasGCB5syZk+82hmFo7ty5mjZtmvr37y9JWrp0qby8vLRy5UqNGjWqTGoHAKAiYKUbAADYSUtLU61ata75+tGjR5Wamqrw8HBbm9VqVZcuXbRr165rbpeZman09HS7BwAAlR2hGwAA2Pz222/65z//qdGjR1+zT2pqqiTJy8vLrt3Ly8v2Wn6io6Pl4eFhe/j5+ZVO0QAAlGOEbgAAKqGoqChZLJYCH3v37rXb5sSJE+rRo4cefPBBjRgx4rrvYbFY7J4bhpGn7WqRkZFKS0uzPZKTk4u3cwAAVCCc0w0AQCU0duxYPfzwwwX28ff3t/35xIkTCgsLU8eOHfXee+8VuJ23t7ekKyvePj4+tvaTJ0/mWf2+mtVqldVqLUT1AABUHoRuAAAqIU9PT3l6ehaq7++//66wsDCFhIRo8eLFcnIq+EC4gIAAeXt7KyYmRm3atJEkZWVlaceOHXr11VdLXDsAAJUJh5cDAHADO3HihLp27So/Pz/NmTNHf/zxh1JTU/Ocmx0YGKh169ZJunJY+fjx4zVr1iytW7dOBw8e1LBhw+Tm5qZBgwY5YjcAACi3WOkGAOAGtnXrVv3666/69ddfVb9+fbvXDMOw/fnw4cNKS0uzPX/mmWeUkZGhMWPG6MyZM2rfvr22bt0qd3f3MqsdAICKgNANAMANbNiwYRo2bNh1+10dwKUrq91RUVGKiooypzAAACoJDi8HAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATGJq6L7vvvvUoEEDubi4yMfHR0OGDNGJEycK3GbYsGGyWCx2jw4dOphZJgAAAAAApjA1dIeFhemTTz7R4cOH9emnn+q3337TgAEDrrtdjx49lJKSYnts2rTJzDIBAAAAADBFFTMHnzBhgu3PDRs21NSpU9WvXz9dunRJVatWveZ2VqtV3t7ehXqPzMxMZWZm2p6np6cXv2AAAAAAAEpRmZ3T/eeff2rFihUKDQ0tMHBL0vbt21W3bl01a9ZMI0eO1MmTJ6/ZNzo6Wh4eHraHn59faZcOAAAAAECxmB66p0yZourVq6t27do6fvy4PvvsswL79+zZUytWrNC2bdv0+uuva8+ePbrrrrvsVrOvFhkZqbS0NNsjOTnZjN0AICk7O1vbt2/XqlWrtH37dmVnZzu6JAAAAKBcK3LojoqKynOhs78/9u7da+v/9NNP68cff9TWrVvl7OysoUOHyjCMa44/cOBA3XvvvQoODlafPn20efNmJSYm6osvvsi3v9Vq1U033WT3AFD61q5dqyZNmigsLEyDBg1SWFiYmjRporVr1zq6NAAAAKDcKvI53WPHjtXDDz9cYB9/f3/bnz09PeXp6almzZopKChIfn5+2r17tzp27Fio9/Px8VHDhg115MiRopYKoJSsXbtWAwYMUO/evbVq1SoFBwfr4MGDmjVrlgYMGKA1a9aof//+ji4TAAAAKHeKHLpzQ3Rx5K5wX+tQ8fycPn1aycnJ8vHxKdZ7AiiZ7OxsTZo0Sb1799b69evl5HTlAJkOHTpo/fr16tevnyZPnqy+ffvK2dnZwdUCAAAA5Ytp53T/8MMPmjdvnvbv369jx47p66+/1qBBg9S4cWO7Ve7AwECtW7dOknT+/HlNnjxZsbGxSkpK0vbt29WnTx95enrq/vvvN6tUAAXYuXOnkpKS9Oyzz9oCdy4nJydFRkbq6NGj2rlzp4MqBAAAAMov024Z5urqqrVr12r69Om6cOGCfHx81KNHD3388ceyWq22focPH1ZaWpokydnZWT///LOWLVums2fPysfHR2FhYVq9erXc3d3NKhVAAVJSUiRJwcHB+b6e257bDwAAAMD/MS10t2jRQtu2bbtuv6svqubq6qovv/zSrJIAFEPuqR0HDx5Uhw4d8rx+8OBBu34AAAAA/k+Z3acbQMXUuXNn+fv7a9asWcrJybF7LScnR9HR0QoICFDnzp0dVCEAAABQfhG6ARTI2dlZr7/+ujZu3Kh+/fopNjZW586dU2xsrPr166eNGzdqzpw5XEQNAAAAyIdph5cDqDz69++vNWvWaNKkSQoNDbW1BwQEcLswAAAAoACEbgCF0r9/f/Xt21c7d+5USkqKfHx81LlzZ1a4AQAAgAIQugEUmrOzs7p27eroMgAAAIAKg3O6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTVHF0AQCA8uvIkSM6d+5cqY4ZHx9v99/S5O7urqZNm5b6uAAAAMVF6AYA5OvIkSNq1qyZaeNHRESYMm5iYiLBGwAAlBuEbgBAvnJXuJcvX66goKBSGzcjI0NJSUny9/eXq6trqY0bHx+viIiIUl+ZBwAAKAlCNwCgQEFBQWrbtm2pjtmpU6dSHQ8AAKC84kJqAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAADcwJKSkjR8+HAFBATI1dVVjRs31vTp05WVlVXgdsOGDZPFYrF7dOjQoYyqBgCg4qji6AIAAIDjJCQkKCcnR++++66aNGmigwcPauTIkbpw4YLmzJlT4LY9evTQ4sWLbc+rVatmdrkAAFQ4hG4AAG5gPXr0UI8ePWzPGzVqpMOHD2vBggXXDd1Wq1Xe3t5mlwgAQIXG4eUAAMBOWlqaatWqdd1+27dvV926ddWsWTONHDlSJ0+eLLB/Zmam0tPT7R4AAFR2ZRK6MzMz1bp1a1ksFu3fv7/AvoZhKCoqSr6+vnJ1dVXXrl116NChsigTAIAb3m+//aZ//vOfGj16dIH9evbsqRUrVmjbtm16/fXXtWfPHt11113KzMy85jbR0dHy8PCwPfz8/Eq7fAAAyp0yCd3PPPOMfH19C9V39uzZeuONNzRv3jzt2bNH3t7e6tatm86dO2dylQAAVB5RUVF5LnT298fevXvttjlx4oR69OihBx98UCNGjChw/IEDB+ree+9VcHCw+vTpo82bNysxMVFffPHFNbeJjIxUWlqa7ZGcnFwq+woAQHlm+jndmzdv1tatW/Xpp59q8+bNBfY1DENz587VtGnT1L9/f0nS0qVL5eXlpZUrV2rUqFF5tsnMzLT7Vp1D1QAAkMaOHauHH364wD7+/v62P584cUJhYWHq2LGj3nvvvSK/n4+Pjxo2bKgjR45cs4/VapXVai3y2AAAVGSmhu7//ve/GjlypNavXy83N7fr9j969KhSU1MVHh5ua7NarerSpYt27dqVb+iOjo7WjBkzSrVuAAAqOk9PT3l6ehaq7++//66wsDCFhIRo8eLFcnIq+oFwp0+fVnJysnx8fIq8LQAAlZlph5cbhqFhw4Zp9OjRateuXaG2SU1NlSR5eXnZtXt5edle+zsOVQMAoPhOnDihrl27ys/PT3PmzNEff/yh1NTUPPNuYGCg1q1bJ0k6f/68Jk+erNjYWCUlJWn79u3q06ePPD09df/99ztiNwAAKLeKvNIdFRV13ZXlPXv2aNeuXUpPT1dkZGSRi7JYLHbPDcPI05aLQ9UAACi+rVu36tdff9Wvv/6q+vXr271mGIbtz4cPH1ZaWpokydnZWT///LOWLVums2fPysfHR2FhYVq9erXc3d3LtH4AAMq7Iofuwp4j9tJLL2n37t15AnG7du00ePBgLV26NM92uff6TE1NtTs87eTJk3lWvwEAQMkNGzZMw4YNu26/qwO4q6urvvzySxOrAgCg8ihy6C7sOWJvv/22XnrpJdvzEydOqHv37lq9erXat2+f7zYBAQHy9vZWTEyM2rRpI0nKysrSjh079Oqrrxa1VAAAAAAAHMq0C6k1aNDA7nmNGjUkSY0bN7Y7fC0wMFDR0dG6//77ZbFYNH78eM2aNUtNmzZV06ZNNWvWLLm5uWnQoEFmlQoAAAAAgClMv2XY9Vx9jph05Z7eGRkZGjNmjM6cOaP27dtr69atnCMGAAAAAKhwyix0+/v7250PluvvbRaLRVFRUYqKiiqjygAAAAAAMIdptwwDAAAAAOBGR+gGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExSxdEFoHRcvHhRCQkJheqbkZGhpKQk+fv7y9XVtVDbBAYGys3NrSQlAgAAAMANh9Bdzh05ckTnzp27br/4+HhFRESYVsfy5csVFBR03X7u7u5q2rSpaXUAAAAAQEVC6C7Hjhw5ombNmjm6DEkqUqBPTEwkeAMAAACACN3l2vkzf6iNt5NeeuklBQQElNq4mZmZOnHihHx9fWW1Wktt3KNHj+q5557T+TN/SCJ0AwAAAAChuxxzOX9c+0bVkJJfkZJLd+zWUqmPGSSp16gaij9/XFJo6Q4OAAAAABUQobsc+6tGA7V997xWrFihoMBAR5dzXfEJCRo8eLA+7NXA0aUAAAAAQLlA6C7HjCou+jE1Rxk1m0m+rR1dznVlpObox9QcGVVcHF0KAAAAAJQL3KcbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMEkVRxcAAAAAACgbFy9eVEJCQqH6ZmRkKCkpSf7+/nJ1dS3UNoGBgXJzcytJiZUOoRsAAAAAbhAJCQkKCQkxbfy4uDi1bdvWtPErIkI3AAAAANwgAgMDFRcXV6i+8fHxioiI0PLlyxUUFFTo8WGP0A0AAAAANwg3N7cir0QHBQWxel0CXEgNAAAAAACTELoBAAAAADAJoRsAAAAAAJNwTjcASYW/fQS3jgAAAAAKj9ANQJK5t4/g1hEAAAC4URG6AUgq/O0juHUEAAAAUHiEbgCSin77CG4dAQAAAFwfF1IDAAAAAMAkZbLSnZmZqfbt2+vAgQP68ccf1bp162v2HTZsmJYuXWrX1r59e+3evdvkKgEAAACgYjpy5IjOnTtXqmPGx8fb/be0uLu7q2nTpqU6ZnlWJqH7mWeeka+vrw4cOFCo/j169NDixYttz6tVq2ZWaQAAAABQoR05ckTNmjUzbfyIiIhSHzMxMfGGCd6mh+7Nmzdr69at+vTTT7V58+ZCbWO1WuXt7W1yZQAAAABQ8eWucBflQreFUZxbxV5P7kV5S3tVvjwzNXT/97//1ciRI7V+/foi3aN3+/btqlu3rmrWrKkuXbro5ZdfVt26dfPtm5mZqczMTNvz9PT0EtcNAAAAABWNGRe67dSpU6mOdyMy7UJqhmFo2LBhGj16tNq1a1fo7Xr27KkVK1Zo27Ztev3117Vnzx7ddddddsH6atHR0fLw8LA9/Pz8SmsXAAAAAAAokSKH7qioKFkslgIfe/fu1T//+U+lp6crMjKySOMPHDhQ9957r4KDg9WnTx9t3rxZiYmJ+uKLL/LtHxkZqbS0NNsjOTm5qLsEAAAAAIApinx4+dixY/Xwww8X2Mff318vvfSSdu/eLavVavdau3btNHjw4DxXKL8WHx8fNWzYUEeOHMn3davVmuc9AAAAAAAoD4ocuj09PeXp6Xndfm+//bZeeukl2/MTJ06oe/fuWr16tdq3b1/o9zt9+rSSk5Pl4+NT1FIBAAAAAHAo087pbtCggYKDg22P3EvYN27cWPXr17f1CwwM1Lp16yRJ58+f1+TJkxUbG6ukpCRt375dffr0kaenp+6//36zSgUAAAAAwBRlcp/ughw+fFhpaWmSJGdnZ/38889atmyZzp49Kx8fH4WFhWn16tVyd3d3cKUAAAAlc/HiRSUkJBSqb3Fu1RMYGFikO8YAAMxXZqHb399fhmHkab+6zdXVVV9++WVZlQTcEI4cOVKq90GMj4+3+29pcnd3V9OmTUt9XAAoLxISEhQSEmLa+HFxcaV+uyAAQMk4fKUbgHmOHDliO7WjtEVERJgybmJiIsEbQKUVGBiouLi4QvWNj49XRESEli9frqCgoEKPDwAoXwjdQCWWu8JdlF/Yrqc4hzsWRu4vl6W5Kg8A5Y2bm1uRV6KDgoJYvQaACozQDdwASvsXtk6dOpXaWAAAAEBlZtrVywEAQMVw3333qUGDBnJxcZGPj4+GDBmiEydOFLiNYRiKioqSr6+vXF1d1bVrVx06dKiMKgYAoOIgdAMAcIMLCwvTJ598osOHD+vTTz/Vb7/9pgEDBhS4zezZs/XGG29o3rx52rNnj7y9vdWtWzdOEQEA4G84vBwAgBvchAkTbH9u2LChpk6dqn79+unSpUuqWrVqnv6GYWju3LmaNm2a+vfvL0launSpvLy8tHLlSo0aNarMagcAoLxjpRsAANj8+eefWrFihUJDQ/MN3JJ09OhRpaamKjw83NZmtVrVpUsX7dq165pjZ2ZmKj093e4BAEBlR+gGAACaMmWKqlevrtq1a+v48eP67LPPrtk3NTVVkuTl5WXX7uXlZXstP9HR0fLw8LA9/Pz8Sqd4AADKMUI3AACVUFRUlCwWS4GPvXv32vo//fTT+vHHH7V161Y5Oztr6NChMgyjwPewWCx2zw3DyNN2tcjISKWlpdkeycnJJdtJAAAqAM7pBgCgEho7dqwefvjhAvv4+/vb/uzp6SlPT081a9ZMQUFB8vPz0+7du9WxY8c823l7e0u6suLt4+Njaz958mSe1e+rWa1WWa3WIu4JAAAVG6EbAIBKKDdEF0fuCndmZma+rwcEBMjb21sxMTFq06aNJCkrK0s7duzQq6++WryCAQCopDi8HACAG9gPP/ygefPmaf/+/Tp27Ji+/vprDRo0SI0bN7Zb5Q4MDNS6deskXTmsfPz48Zo1a5bWrVungwcPatiwYXJzc9OgQYMctSsAAJRLrHQDAHADc3V11dq1azV9+nRduHBBPj4+6tGjhz7++GO7Q8EPHz6stLQ02/NnnnlGGRkZGjNmjM6cOaP27dtr69atcnd3d8RuAABQbhG6AQC4gbVo0ULbtm27br+/X1TNYrEoKipKUVFRJlUGAEDlwOHlAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhPt0A5XY/2vv7sObqvP8/78CrWkCBRlyQYOUBqSYOkWh7Uy5cS9urksBV6EgDAwWrQsd1MUBvAE7qAQVOkJhXNcdnEu9Cg6odUBYBRW8lq3LCGhpwQVNWxzJ0BE67CC0YGu5O78//JKfsaWkNKdp0+fjus7VnpPP53PeqSEfXzkn51jOf6fBcR1kO1UuHW3dn7HZTpVrcFwHWc5/F+5SAAAAgJAhdAMRLObMEZXM7iz9z2zpf8JdTeOSJJXM7izvmSOShoW7HAAAACAkCN1ABPuucx+l/OGM1q9fryS3O9zlNMpbWqq7775br97eJ9ylAAAAACFD6AYimBEVo32VF1V77QCp16Bwl9Oo2sqL2ld5UUZUTLhLAQAAAEKmdX/JEwAAAACANowj3QAAACFw6NAhnT59OmTjeb3egJ+hFBsbq8TExJCPCwCoj9ANAADQTIcOHdKAAQNMGTszM9OUccvLywneANACCN0AAADNdOkI97p165SUlBSSMWtra+Xz+eRyuWSz2UIypvT9kfPMzMyQHpUHEF7cJrZ1I3QDAACESFJSklJSUkI23vDhw0M2FoDIxW1iWzdCNwAAAAC0YdwmtnUjdAMAAABAG8ZtYlu31n3CPwAAAAAAbRihGwAAAAAAk3B6OQAAABBmob7Pu8S93oHWgtANAAAAhJGZ93mXuNc7EG6EbgAAACCMzLjPu8S93oHWgtANAAAAtAKhvs+7xL3egdaAC6kBAAAAAGASU0O3y+WSxWIJWB5//PFG+xiGIY/Ho169eslms2nkyJH6/PPPzSwTAAAAAABTmH6k++mnn9axY8f8yxNPPNFo++XLl2vVqlV68cUXVVRUpLi4ON166618ZwQAAAAA0OaYHrpjY2MVFxfnXzp37nzZtoZh6Pnnn9eiRYs0adIkJScna+3ataqpqdHrr79udqkAAAAAAISU6aH7ueeeU/fu3TVo0CAtXbpUZ8+evWzbw4cPq7KyUrfddpt/m9Vq1YgRI7Rr164G+9TV1am6ujpgAQAAAACgNTD16uVz585VSkqKunXrpk8//VQ5OTk6fPiwXnnllQbbV1ZWSpJ69uwZsL1nz57661//2mCf3NxcLVmyJLSFAwAAAAAQAk0+0u3xeOpdHO3Hy969eyVJ8+fP14gRI3TTTTdp1qxZeumll/Tqq6/qxIkTje7DYrEErBuGUW/bJTk5OaqqqvIvFRUVTX1KAAAAAACYoslHuufMmaNp06Y12sblcjW4fciQIZKkL7/8Ut27d6/3eFxcnKTvj3g7nU7/9uPHj9c7+n2J1WqV1WoNpnQAAAAAAFpUk0O3w+GQw+G4qp3t27dPkgIC9Q/17dtXcXFx+vDDDzV48GBJ0tmzZ/XRRx/pueeeu6p9AgAAAAAQLqZdSG337t363e9+p/379+vw4cN66623NHv2bI0fP159+vTxt3O73dq0aZOk708rnzdvnpYtW6ZNmzbp4MGDysrKkt1u1/Tp080qFQAAAAAAU5h2ITWr1aqCggItWbJEdXV1SkhIUHZ2thYsWBDQrqysTFVVVf71BQsWqLa2Vg8++KBOnjyp9PR0bd++XbGxsWaVCgAAAACAKUwL3SkpKdqzZ88V2xmGEbBusVjk8Xjk8XhMqgwAAAAAgJZh+n26AQAAAABorwjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJjEtAupAQAAtBeW899pcFwH2U6VS0db9zEN26lyDY7rIMv578JdCgC0C4RuAACAZoo5c0QlsztL/zNb+p9wV9O4JEklszvLe+aIpGHhLgcAIh6hG4hgNTU1kqSSkpKQjVlbWyufzyeXyyWbzRaycb1eb8jGAoCW9l3nPkr5wxmtX79eSW53uMtplLe0VHfffbdevb1PuEsBgHaB0A1EsNLSUklSdnZ2mCsJXmxsbLhLwP/Tlk6XlThlFuFlRMVoX+VF1V47QOo1KNzlNKq28qL2VV6UERUT7lLw//B+C0Q2QjcQwTIyMiRJbrdbdrs9JGN6vV5lZmZq3bp1SkpKCsmYl8TGxioxMTGkY+LqtaXTZSVOmQXQdvF+C0Q2QjcQwRwOh2bNmmXK2ElJSUpJSTFlbLQObel0WYlTZgG0XbzfApGN0A0AaFBbOl1W4pRZAG0X77dAZGv9XxoBAAAAAKCNInQDAAAAAGASQjcAAAAAACbhO90AAADNVFNTI0kqKSkJ2Zi1tbXy+XxyuVyy2WwhG9fr9YZsLADAlRG6AQAAmqm0tFSSlJ2dHeZKghcbGxvuEgCgXSB0AwAANFNGRoYkye12y263h2RMr9erzMxMrVu3TklJSSEZ85LY2FglJiaGdEwAQMMI3QAAAM3kcDg0a9YsU8ZOSkpSSkqKKWMDAMzHhdQAAAAAADAJoRsAAAAAAJMQugEAaOfGjx+vPn36KCYmRk6nUzNmzNDRo0cb7ZOVlSWLxRKwDBkypIUqBgCg7SB0AwDQzo0aNUpvvfWWysrKtHHjRv3lL3/R5MmTr9hv7NixOnbsmH957733WqBaAADaFi6kBgBAOzd//nz/7wkJCXr88ceVkZGhc+fOKTo6+rL9rFar4uLiWqJEAADaLI50AwAAv2+++Ubr16/XsGHDGg3cklRYWKgePXpowIABys7O1vHjxxttX1dXp+rq6oAFAIBIR+gGAABauHChOnXqpO7du+vIkSP6z//8z0bbjxs3TuvXr9eOHTu0cuVKFRUVafTo0aqrq7tsn9zcXHXt2tW/xMfHh/ppAADQ6nB6OQAAEcjj8WjJkiWNtikqKlJaWpok6bHHHtPMmTP117/+VUuWLNE999yjLVu2yGKxNNh36tSp/t+Tk5OVlpamhIQEbd26VZMmTWqwT05Ojh5++GH/enV1dbsL3jU1NSotLQ2qrdfrDfgZDLfbLbvdflW1AQDMQegGACACzZkzR9OmTWu0jcvl8v/ucDjkcDg0YMAAJSUlKT4+Xnv27NHQoUOD2p/T6VRCQoIOHTp02TZWq1VWqzWo8SJVaWmpUlNTm9QnMzMz6LbFxcVKSUlpalkAABMRugEAiECXQvTVMAxDkho9VfzHTpw4oYqKCjmdzqvaZ3vhdrtVXFwcVNva2lr5fD65XC7ZbLagxwcAtC6EbgAA2rFPP/1Un376qW655RZ169ZNX331lZ566ildf/31AUe53W63cnNzNXHiRJ05c0Yej0d33XWXnE6nfD6ffvOb38jhcGjixIlhfDatn91ub9KR6OHDh5tYDQCgJRC6AQBox2w2m95++20tXrxY3377rZxOp8aOHas333wz4FTwsrIyVVVVSZI6duyoAwcO6LXXXtOpU6fkdDo1atQoFRQUKDY2NlxPBQCAVonQDQBAOzZw4EDt2LHjiu0unXIufR/Ut23bZmZZAABEDG4ZBgAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYxNTQ7XK5ZLFYApbHH3+80T5ZWVn1+gwZMsTMMgEAAAAAMEWU2Tt4+umnlZ2d7V/v3LnzFfuMHTtW+fn5/vVrrrnGlNoAAAAAADCT6aE7NjZWcXFxTepjtVqb3AcAAAAAgNbG9O90P/fcc+revbsGDRqkpUuX6uzZs1fsU1hYqB49emjAgAHKzs7W8ePHL9u2rq5O1dXVAQsAAAAAAK2BqUe6586dq5SUFHXr1k2ffvqpcnJydPjwYb3yyiuX7TNu3DhNmTJFCQkJOnz4sJ588kmNHj1axcXFslqt9drn5uZqyZIlZj4NAAAAAACuSpOPdHs8nnoXOvvxsnfvXknS/PnzNWLECN10002aNWuWXnrpJb366qs6ceLEZcefOnWq/vmf/1nJycm688479f7776u8vFxbt25tsH1OTo6qqqr8S0VFRVOfEgAAAAAApmjyke45c+Zo2rRpjbZxuVwNbr90FfIvv/xS3bt3D2p/TqdTCQkJOnToUIOPW63WBo+AR4KamhpJUklJSUjHra2tlc/nk8vlks1mC9m4Xq83ZGMBAAAAQCRocuh2OBxyOBxXtbN9+/ZJ+j5IB+vEiROqqKhoUp9IUVpaKkkBV39vC2JjY8NdAgAAAAC0CqZ9p3v37t3as2ePRo0apa5du6qoqEjz58/X+PHj1adPH387t9ut3NxcTZw4UWfOnJHH49Fdd90lp9Mpn8+n3/zmN3I4HJo4caJZpbZaGRkZkr7/G9nt9pCN6/V6lZmZqXXr1ikpKSlk40rfB+7ExMSQjgkAAAAAbZVpodtqtaqgoEBLlixRXV2dEhISlJ2drQULFgS0KysrU1VVlSSpY8eOOnDggF577TWdOnVKTqdTo0aNUkFBQbs8eupwODRr1izTxk9KSlJKSopp4wMAAABAe2da6E5JSdGePXuu2M4wDP/vNptN27ZtM6skAAAAAABalOn36QYAAAAAoL0idAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJokKdwEAAAAAgKtXU1MjSSopKQnpuLW1tfL5fHK5XLLZbCEZ0+v1hmSctoTQDQAAAABtWGlpqSQpOzs7zJUELzY2NtwltBhCNwAAAAC0YRkZGZIkt9stu90esnG9Xq8yMzO1bt06JSUlhWzc2NhYJSYmhmy81o7QDQAAAABtmMPh0KxZs0wbPykpSSkpKaaNH+m4kBoAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACaJCncBAFqHmpoalZaWXrGd1+sN+BkMt9stu91+1bUBAAAAbRWhG4AkqbS0VKmpqUG3z8zMDLptcXGxUlJSrqYsAAAAoE0jdAOQ9P3R6OLi4iu2q62tlc/nk8vlks1mC3psAAAAoD0idAOQJNnt9qCPRg8fPtzkagAAAIDIwIXUAAAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAIAkqa6uToMGDZLFYtH+/fsbbWsYhjwej3r16iWbzaaRI0fq888/b5lCAQBoQ0wP3Vu3blV6erpsNpscDocmTZrUaHsmcQAAwmPBggXq1atXUG2XL1+uVatW6cUXX1RRUZHi4uJ066236vTp0yZXCQBA22Jq6N64caNmzJih++67T5999pk+/vhjTZ8+vdE+TOIAALS8999/X9u3b1deXt4V2xqGoeeff16LFi3SpEmTlJycrLVr16qmpkavv/76ZfvV1dWpuro6YAEAINKZFrrPnz+vuXPnasWKFbr//vs1YMAA3XDDDZo8efJl+1zNJM4EDgBA8/z9739Xdna2/vjHP8put1+x/eHDh1VZWanbbrvNv81qtWrEiBHatWvXZfvl5uaqa9eu/iU+Pj4k9QMA0JqZFrpLSkr09ddfq0OHDho8eLCcTqfGjRvX6KniVzOJM4EDAHD1DMNQVlaW7r//fqWlpQXVp7KyUpLUs2fPgO09e/b0P9aQnJwcVVVV+ZeKioqrLxwAgDbCtND91VdfSZI8Ho+eeOIJbdmyRd26ddOIESP0zTffNNjnaiZxJnAAAOrzeDyyWCyNLnv37tW///u/q7q6Wjk5OU3eh8ViCVg3DKPeth+yWq3q0qVLwAIAQKRrcugOdhK/ePGiJGnRokW66667lJqaqvz8fFksFv3pT39qdB9NmcSZwAEAqG/OnDnyer2NLsnJydqxY4f27Nkjq9WqqKgo9e/fX5KUlpame++9t8Gx4+LiJKneB+LHjx+v98E5AADtXVRTO8yZM0fTpk1rtI3L5fJf+OzGG2/0b7darerXr5+OHDnSYL8fTuJOp9O/nUkcAICmcTgccjgcV2z3wgsv6Nlnn/WvHz16VGPGjFFBQYHS09Mb7NO3b1/FxcXpww8/1ODBgyVJZ8+e1UcffaTnnnsuNE8AAIAI0eTQHewknpqaKqvVqrKyMt1yyy2SpHPnzsnn8ykhIaHBPkziAAC0rD59+gSsd+7cWZJ0/fXXq3fv3v7tbrdbubm5mjhxoiwWi+bNm6dly5YpMTFRiYmJWrZsmex2+xXvUgIAQHvT5NAdrC5duuj+++/X4sWLFR8fr4SEBK1YsUKSNGXKFH87JnEAAFq/srIyVVVV+dcXLFig2tpaPfjggzp58qTS09O1fft2xcbGhrFKAABaH9NCtyStWLFCUVFRmjFjhmpra5Wenq4dO3aoW7du/jZM4gAAtB4ul0uGYdTb/uNtFotFHo9HHo+nhSoDAKBtMjV0R0dHKy8vT3l5eZdtwyQOAAAAAIhUpt0yDAAAAACA9o7QDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJgkKtwFAAAAAO1ZTU2NJKmkpCSk49bW1srn88nlcslms4VsXK/XG7KxgPaA0A0AAACEUWlpqSQpOzs7zJU0TWxsbLhLANoEQjcAAAAQRhkZGZIkt9stu90esnG9Xq8yMzO1bt06JSUlhWxc6fvAnZiYGNIxgUhF6AYAAADCyOFwaNasWaaNn5SUpJSUFNPGB9A4LqQGAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJgkKtwFAABap5qaGklSSUlJSMetra2Vz+eTy+WSzWYL2bherzdkYwEAAIQKoRsA0KDS0lJJUnZ2dpgraZrY2NhwlwAAAOBH6AYANCgjI0OS5Ha7ZbfbQzau1+tVZmam1q1bp6SkpJCNK30fuBMTE0M6JgAAQHMQugEADXI4HJo1a1ZQbWtqavxHxs0Q6uAPAADQUgjdAIBmKy0tVWpqapP6ZGZmBt22uLhYKSkpTS0LAAAg7AjdAIBmc7vdKi4uDqrt1VxIze12N6c8AACAsCF0AwCazW63N+lI9PDhw02sBgAAoPXgPt0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmMT00L1161alp6fLZrPJ4XBo0qRJjbbPysqSxWIJWIYMGWJ2mQAAAAAAhFyUmYNv3LhR2dnZWrZsmUaPHi3DMHTgwIEr9hs7dqzy8/P969dcc42ZZQIAAAAAYArTQvf58+c1d+5crVixQjNnzvRvv+GGG67Y12q1Ki4uLqj91NXVqa6uzr9eXV3d9GIBAACANqCmpkalpaVBtfV6vQE/g+F2u2W326+qNgANMy10l5SU6Ouvv1aHDh00ePBgVVZWatCgQcrLy9NPf/rTRvsWFhaqR48euvbaazVixAgtXbpUPXr0aLBtbm6ulixZYsZTAAAAAFqV0tJSpaamNqlPZmZm0G2Li4uVkpLS1LIANMK00P3VV19Jkjwej1atWiWXy6WVK1dqxIgRKi8v109+8pMG+40bN05TpkxRQkKCDh8+rCeffFKjR49WcXGxrFZrvfY5OTl6+OGH/evV1dWKj48350kBAAAAYeR2u1VcXBxU29raWvl8PrlcLtlstqDHBxBaTQ7dHo/nikeWi4qKdPHiRUnSokWLdNddd0mS8vPz1bt3b/3pT3/S7NmzG+w7depU/+/JyclKS0tTQkKCtm7d2uBF2KxWa4NhHAAAAIg0dru9SUeihw8fbmI1AILR5NA9Z84cTZs2rdE2LpdLp0+fliTdeOON/u1Wq1X9+vXTkSNHgt6f0+lUQkKCDh061NRSAQAAAAAIqyaHbofDIYfDccV2qampslqtKisr0y233CJJOnfunHw+nxISEoLe34kTJ1RRUSGn09nUUgEAAAAACCvT7tPdpUsX3X///Vq8eLG2b9+usrIyPfDAA5KkKVOm+Nu53W5t2rRJknTmzBk9+uij2r17t3w+nwoLC3XnnXfK4XBo4sSJZpUKAAAAAIApTL1P94oVKxQVFaUZM2aotrZW6enp2rFjh7p16+ZvU1ZWpqqqKklSx44ddeDAAb322ms6deqUnE6nRo0apYKCAsXGxppZKgAAAAAAIWdq6I6OjlZeXp7y8vIu28YwDP/vNptN27ZtM7MkAAAAAABajGmnlwMAAAAA0N4RugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAIAkqa6uToMGDZLFYtH+/fsbbZuVlSWLxRKwDBkypGUKBQCgDSF0AwAASdKCBQvUq1evoNuPHTtWx44d8y/vvfeeidUBANA2mXqfbgAA0Da8//772r59uzZu3Kj3338/qD5Wq1VxcXFB76Ourk51dXX+9erq6ibXCQBAW8ORbgAA2rm///3vys7O1h//+EfZ7fag+xUWFqpHjx4aMGCAsrOzdfz48Ubb5+bmqmvXrv4lPj6+uaUDANDqEboBAGjHDMNQVlaW7r//fqWlpQXdb9y4cVq/fr127NihlStXqqioSKNHjw44kv1jOTk5qqqq8i8VFRWheAoAALRqnF4OAEAE8ng8WrJkSaNtioqKtGvXLlVXVysnJ6dJ40+dOtX/e3JystLS0pSQkKCtW7dq0qRJDfaxWq2yWq1N2g8AAG0doRsAgAg0Z84cTZs2rdE2LpdLzz77rPbs2VMvDKelpenuu+/W2rVrg9qf0+lUQkKCDh06dNU1AwAQiQjdAABEIIfDIYfDccV2L7zwgp599ln/+tGjRzVmzBgVFBQoPT096P2dOHFCFRUVcjqdV1UvAACRiu90AwDQjvXp00fJycn+ZcCAAZKk66+/Xr179/a3c7vd2rRpkyTpzJkzevTRR7V79275fD4VFhbqzjvvlMPh0MSJE8PyPAAAaK040g0AAK6orKxMVVVVkqSOHTvqwIEDeu2113Tq1Ck5nU6NGjVKBQUFio2NDXOlAAC0LoRuAADg53K5ZBhGve0/3Gaz2bRt27aWLAsAgDaL08sBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTRIW7AIRGTU2NSktLg2rr9XoDfgbD7XbLbrdfVW0AAAAA0F4RuiNEaWmpUlNTm9QnMzMz6LbFxcVKSUlpalkAAAAA0K4RuiOE2+1WcXFxUG1ra2vl8/nkcrlks9mCHh8AAAAA0DSE7ghht9ubdCR6+PDhJlYDAAAAAJC4kBoAAAAAAKYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYxLXQXFhbKYrE0uBQVFV22n2EY8ng86tWrl2w2m0aOHKnPP//crDIBAAAAADCNaaF72LBhOnbsWMAya9YsuVwupaWlXbbf8uXLtWrVKr344osqKipSXFycbr31Vp0+fdqsUgEAAAAAMEWUWQNfc801iouL86+fO3dO77zzjubMmSOLxdJgH8Mw9Pzzz2vRokWaNGmSJGnt2rXq2bOnXn/9dc2ePbten7q6OtXV1fnXq6urQ/xMAAAAAAC4Oi32ne533nlH//jHP5SVlXXZNocPH1ZlZaVuu+02/zar1aoRI0Zo165dDfbJzc1V165d/Ut8fHyoSwcAAAAA4Kq0WOh+9dVXNWbMmEZDcWVlpSSpZ8+eAdt79uzpf+zHcnJyVFVV5V8qKipCVzQAAAAAAM3Q5NDt8Xgue4G0S8vevXsD+vztb3/Ttm3bNHPmzKD28ePTzw3DuOwp6VarVV26dAlYAJjjwoULKiws1BtvvKHCwkJduHAh3CUBAAAArVqTv9M9Z84cTZs2rdE2LpcrYD0/P1/du3fX+PHjG+136TvglZWVcjqd/u3Hjx+vd/QbQMt6++239cgjj8jn8/m3uVwurVy50n8NBgAAAACBmnyk2+FwyO12N7rExMT42xuGofz8fN1zzz2Kjo5udOy+ffsqLi5OH374oX/b2bNn9dFHH2nYsGFNLRVAiLz99tuaPHmyBg4cqN27d+v06dPavXu3Bg4cqMmTJ+vtt98Od4kAAABAq2T6d7p37Nihw4cPX/bUcrfbrU2bNkn6/rTyefPmadmyZdq0aZMOHjyorKws2e12TZ8+3exSATTgwoULeuSRR3THHXdo8+bNGjJkiDp37qwhQ4Zo8+bNuuOOO/Too49yqjkAAADQANNuGXbJq6++qmHDhikpKanBx8vKylRVVeVfX7BggWpra/Xggw/q5MmTSk9P1/bt2xUbG2t2qQAasHPnTvl8Pr3xxhvq0CHwc7oOHTooJydHw4YN086dOzVy5MjwFAkAAICg1NTUqLS0NKi2Xq834Gcw3G637Hb7VdUWqUwP3a+//nqjjxuGEbBusVjk8Xjk8XhMrApAsI4dOyZJSk5ObvDxS9svtQMAAEDrVVpaqtTU1Cb1yczMDLptcXGxUlJSmlpWRDM9dANo2y5d1PDgwYMaMmRIvccPHjwY0A4AAACtl9vtVnFxcVBta2tr5fP55HK5ZLPZgh4fgSzGjw81t3HV1dXq2rWrqqqquH0YEAIXLlxQ//79NXDgQG3evDngFPOLFy8qIyNDBw8e1KFDh9SxY8cwVgpEjvYyl7WX5wkAiEzBzmOmX0gNQNvWsWNHrVy5Ulu2bFFGRkbA1cszMjK0ZcsW5eXlEbgBAACABnB6OYArmjRpkjZs2KBHHnkk4PZ9ffv21YYNG7hPNwAAAHAZhG4AQZk0aZImTJignTt36tixY3I6nfqnf/onjnADAAAAjSB0Awhax44duS0YAAAA0AR8pxsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTRIW7gFAzDEOSVF1dHeZKAAC4OpfmsEtzWqRizgYAtGXBztcRF7pPnz4tSYqPjw9zJQAANM/p06fVtWvXcJdhGuZsAEAkuNJ8bTEi7GP0ixcv6ujRo4qNjZXFYgl3Oa1SdXW14uPjVVFRoS5duoS7HLQxvH7QXLyGrswwDJ0+fVq9evVShw6R+00w5uzG8W8FzcVrCM3Fa6hxwc7XEXeku0OHDurdu3e4y2gTunTpwj8eXDVeP2guXkONi+Qj3JcwZweHfytoLl5DaC5eQ5cXzHwduR+fAwAAAAAQZoRuAAAAAABMQuhuh6xWqxYvXiyr1RruUtAG8fpBc/EaAoLDvxU0F68hNBevodCIuAupAQAAAADQWnCkGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsA0GRr1qzRtddeG+4yAABAI5ivWwdCdyuUlZUli8Uii8WiqKgo9enTRw888IBOnjwZ7tIQwX74uouOjla/fv306KOP6ttvvw13aWhBWVlZysjIqLe9sLBQFotFp06dkiRNnTpV5eXlzdqXz+eTxWLR/v376z02cuRIzZs3r1njA2Zjvka4MGeD+bptiQp3AWjY2LFjlZ+fr/Pnz+uLL77Qv/zLv+jUqVN64403wl0aItil1925c+e0c+dOzZo1S99++61Wr14d7tLQythsNtlstnCXAYQd8zXChTkbwWC+bh040t1KWa1WxcXFqXfv3rrttts0depUbd++3f94fn6+kpKSFBMTI7fbrd///vcB/Xft2qVBgwYpJiZGaWlp2rx5c71PqN555x0lJibKZrNp1KhRWrt2bcAnYydOnNAvf/lL9e7dW3a7XQMHDqz3PxGGYWj58uXq16+fbDabbr75Zm3YsMG0vwvMdel1Fx8fr+nTp+vuu+/W5s2bVVdXp1//+tfq0aOHYmJidMstt6ioqMjf79Knqlu3btXNN9+smJgYpaen68CBA2F8NjDTj09X83g8GjRokP7whz8oPj5edrtdU6ZM8b+fNNfJkyd1zz33qFu3brLb7Ro3bpwOHTpUr57NmzdrwIABiomJ0a233qqKioqQ7B+4HOZrhAtzNoLBfN06ELrbgK+++koffPCBoqOjJUkvv/yyFi1apKVLl8rr9WrZsmV68skntXbtWknS6dOndeedd2rgwIEqKSnRM888o4ULFwaM6fP5NHnyZGVkZGj//v2aPXu2Fi1aFNDmu+++U2pqqrZs2aKDBw/qV7/6lWbMmKFPPvnE3+aJJ55Qfn6+Vq9erc8//1zz589XZmamPvroI5P/KmgJNptN586d04IFC7Rx40atXbtWJSUl6t+/v8aMGaNvvvkmoP1jjz2mvLw8FRUVqUePHho/frzOnTsXpurR0r788ku99dZbevfdd/XBBx9o//79+td//deQjJ2VlaW9e/fqnXfe0e7du2UYhm6//faA11dNTY2WLl2qtWvX6uOPP1Z1dbWmTZsWkv0DwWC+RjgxZyNYzNdhYKDVuffee42OHTsanTp1MmJiYgxJhiRj1apVhmEYRnx8vPH6668H9HnmmWeMoUOHGoZhGKtXrza6d+9u1NbW+h9/+eWXDUnGvn37DMMwjIULFxrJyckBYyxatMiQZJw8efKytd1+++3GI488YhiGYZw5c8aIiYkxdu3aFdBm5syZxi9/+cureu4In3vvvdeYMGGCf/2TTz4xunfvbkyePNmIjo421q9f73/s7NmzRq9evYzly5cbhmEY//3f/21IMt58801/mxMnThg2m80oKChoseeA5vvh+88Pl0vvRZfeH/Lz842uXbv6+y1evNjo2LGjUVFR4d/2/vvvGx06dDCOHTvW4L4OHz5sSDJsNlu9/XXo0MGYO3euYRiGUV5ebkgyPv74Y3/ff/zjH4bNZjPeeustfz2SjD179vjbeL1eQ5LxySefhOivAwRivka4MGeD+bpt4TvdrdSoUaO0evVq1dTU6JVXXlF5ebkeeugh/d///Z8qKio0c+ZMZWdn+9ufP39eXbt2lSSVlZXppptuUkxMjP/xn//85wHjl5WV6Wc/+1nAth+3uXDhgn7729+qoKBAX3/9terq6lRXV6dOnTpJkr744gt99913uvXWWwP6nT17VoMHD27+HwEtbsuWLercubPOnz+vc+fOacKECXrooYe0YcMGDR8+3N8uOjpaP//5z+X1egP6Dx061P/7T37yE91www312qD1u/T+80OffPKJMjMzG+3Xp08f9e7d278+dOhQXbx4UWVlZYqLi7tsv4KCAiUlJQVsu/vuu/2/e71eRUVFKT093b+te/fu9V5fUVFRSktL86+73W5de+218nq99d7fgFBhvka4MGeD+brtIHS3Up06dVL//v0lSS+88IJGjRqlJUuWaM6cOZK+P2Xthy9oSerYsaOk77+3ZbFYAh4zDKPe+pXarFy5Ur/73e/0/PPPa+DAgerUqZPmzZuns2fPSpIuXrwoSdq6dauuu+66gL5Wq7XJzxnhd+nNOzo6Wr169VJ0dLQ+++wzSWrw9fLjbQ0Jpg1alx++/1zyt7/9rcnjXPpvf6XXQHx8fL39/fCiLz9+b/rh9h+P3dC+eA3CTMzXCBfmbDBftx18p7uNWLx4sfLy8nThwgVdd911+uqrr9S/f/+ApW/fvpK+/7Tof//3f1VXV+fvv3fv3oDx3G53wEU1Gmqzc+dOTZgwQZmZmbr55pvVr1+/gAsh3HjjjbJarTpy5Ei9WuLj40P9J0ALuPTmnZCQ4P9OYv/+/XXNNdfoz3/+s7/duXPntHfv3nqfdu7Zs8f/+8mTJ1VeXi63290yxSPsjhw5oqNHj/rXd+/erQ4dOmjAgAHNGvfGG2/U+fPnA76feuLECZWXlwe8Bs+fPx/wPlZWVqZTp07xGkSLYr5GS2HOxtVivm55hO42YuTIkfrpT3+qZcuWyePxKDc3V//2b/+m8vJyHThwQPn5+Vq1apUkafr06bp48aJ+9atfyev1atu2bcrLy5P0/3+CNHv2bJWWlmrhwoUqLy/XW2+9pTVr1gS06d+/vz788EPt2rVLXq9Xs2fPVmVlpb+m2NhYPfroo5o/f77Wrl2rv/zlL9q3b5/+4z/+w3+RGLR9nTp10gMPPKDHHntMH3zwgb744gtlZ2erpqZGM2fODGj79NNP67/+67908OBBZWVlyeFwNHgPSUSmmJgY3Xvvvfrss8+0c+dO/frXv9YvfvGLRk9VC0ZiYqImTJig7Oxs/fnPf9Znn32mzMxMXXfddZowYYK/XXR0tB566CF98sknKikp0X333achQ4ZE7KlqaJ2YrxFOzNkIBvN1yyN0tyEPP/ywXn75ZY0ZM0avvPKK1qxZo4EDB2rEiBFas2aN/5PzLl266N1339X+/fs1aNAgLVq0SE899ZQk+b831rdvX23YsEFvv/22brrpJq1evdp/NdRLp5o9+eSTSklJ0ZgxYzRy5EjFxcXVezN+5pln9NRTTyk3N1dJSUkaM2aM3n33XX8tiAy//e1vddddd2nGjBlKSUnRl19+qW3btqlbt2712s2dO1epqak6duyY3nnnHV1zzTVhqhotrX///po0aZJuv/123XbbbUpOTq53e6SrlZ+fr9TUVN1xxx0aOnSoDMPQe++95z+6I0l2u10LFy7U9OnTNXToUNlsNr355psh2T/QFMzXCCfmbFwJ83XLsxiXO/keEWX9+vW67777VFVVFfDdix9aunSpXnrppYi/Tx5Cr7CwUKNGjdLJkycD7gWJ9sPj8Wjz5s0B9xZuSWvWrNG8efNCdp9RIFyYr2E25uz2jfk6PLiQWoR67bXX1K9fP1133XX67LPPtHDhQv3iF78ImMB///vf62c/+5m6d++ujz/+WCtWrPBf+AUAAJiP+RoAIh+hO0JVVlbqqaeeUmVlpZxOp6ZMmaKlS5cGtDl06JCeffZZffPNN+rTp48eeeQR5eTkhKliAADaH+ZrAIh8nF4OAAAAAIBJuJAaAAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGCS/w9RkV7rf1XwGQAAAABJRU5ErkJggg==\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "reggae_data = concatenated_df.loc[concatenated_df['genre'] == 'Reggae', ['instrumentalness', 'key','loudness','Loud_Enrgy_Prod']]\n", - "pop_data = concatenated_df.loc[concatenated_df['genre'] == 'Pop', ['instrumentalness', 'key','loudness','Loud_Enrgy_Prod']]\n", - "hip_hop_data =concatenated_df.loc[concatenated_df['genre'] == 'Hip Hop', ['instrumentalness', 'key','loudness','Loud_Enrgy_Prod']]\n", - "\n", - "# Create a list of the dataframes and the genre labels\n", - "data = [reggae_data, pop_data, hip_hop_data]\n", - "labels = ['Reggae', 'Pop', 'Hip Hop']\n", - "\n", - "# Create a figure with subplots for each musical element\n", - "fig, axs = plt.subplots(nrows=2, ncols=2, figsize=(10,10))\n", - "\n", - "# Loop through each element and plot a box plot for each genre\n", - "for i, element in enumerate(['instrumentalness', 'key','loudness','Loud_Enrgy_Prod']):\n", - " row = i // 2\n", - " col = i % 2\n", - " data_to_plot = [genre_data[element] for genre_data in data]\n", - " axs[row, col].boxplot(data_to_plot)\n", - " axs[row, col].set_title(element)\n", - " axs[row, col].set_xticklabels(labels)\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" + "songdata_bottom ['genre'] = ['Alternative Rock', 'Hip Hop', 'Bolero', 'Latin Pop', 'Latin Pop', 'Alternative Rock', 'Bolero', 'Alternative Rock', 'Latin Pop', 'Bolero', 'Alternative Rock', 'Bolero', 'Bolero', 'Rock', 'Alternative Rock', 'Alternative Rock', 'Bolero', 'Norteño', 'Alternative Rock', 'Rock', 'Alternative Rock', 'Latin Pop', 'Rock', 'Alternative Rock', 'Pop', 'Electronic', 'Hip Hop', 'Latin Pop', 'Bachata', 'Alternative Rock', 'Pop', 'Pop', 'Norteño', 'Grunge', 'Acoustic Pop', 'Gospel', 'Bolero', 'Pop', 'Indie', 'Alternative Rock', 'Alternative Rock', 'Reggae', 'Pop', 'Indie', 'Pop', 'R&B', 'Pop Rock', 'Indie', 'Pop', 'Pop']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "76d20e26-943a-4aac-b6d3-81d083ebff03", + "metadata": {}, + "outputs": [], + "source": [ + "songdata_bottom = songdata_bottom.reindex(columns=['song_name', 'genre', 'song_popularity', 'song_duration_ms', 'acousticness', 'danceability', 'energy', 'instrumentalness', 'key', 'liveness', 'loudness', 'speechiness', 'tempo', 'audio_valence', 'Loud_Enrgy_Prod', 'Vale_Dance_Prod'])\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fc966fea-c2ce-4024-b350-6fe7e2b48002", + "metadata": {}, + "outputs": [], + "source": [ + "concatenated_df = pd.concat([songdata_top, songdata_bottom], ignore_index=False) #Here I have created a concatenated (combined) version of the top 50 songs and the bottom 50 songs of my sample " ] }, { "cell_type": "markdown", - "id": "83d9599d-4c93-4b5b-aea1-6f2f9617b52d", + "id": "87a2de24-ab96-4ac0-b2fe-d332a005cb6a", "metadata": {}, "source": [ - "### In the scatter plots above, I observe the relationship between the most popular genres (Reggae, Pop and Hip Hop ) and the musical elements that were most correlated or associated with song popularity. As we can see from the plots, all three genres seemed to have somewhat similar average value for the instrumentalness and loud_enrgy_prod. This might suggest that loud_enrgy_prod contributes in a similar manner to the popularity of a musical genre. For loudness, Reggae seemed to have a higher median value than Pop and Hip Hop but most of the samples are below that media. On the other hand, Reggae has the lowest median value for Key and Pop has a couple of extreme outliers even though it is somewhat similar to Hip Hop. " + " In this wrangling step, I have created method chains in which I seperate the top 50 popular songs and the least 50 popular songs, reindex them, and I add a new colum that classifies the songs by music genre. Lastly I create a new dataframe (concatenated_df) that combines the top 50 popular songs and the bottom 50 popular songs." ] }, { @@ -4216,37 +928,108 @@ "id": "1e1f5630-1af9-453e-9089-2b85fa8ea302", "metadata": {}, "source": [ - "# Import Method Chain " + "# Method Chains " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0c0a8c2e-65ba-455b-ae6d-cc879b5b2120", + "metadata": {}, + "outputs": [], + "source": [ + "songdata_cleaned = (\n", + " pd.read_csv(\"../../data/raw/song_data.csv.zip\")\n", + " .loc[1000:1510]\n", + " .drop(['audio_mode', 'time_signature'], axis=1)\n", + " .dropna(axis=0)\n", + " .drop_duplicates(subset='song_name')\n", + " .sort_values(by='song_popularity', ascending=False)\n", + " .reset_index()\n", + " .assign(Loud_Enrgy_Prod = lambda x: x['energy'] * x['loudness'])\n", + " .assign(Vale_Dance_Prod = lambda x: x['audio_valence'] * x['danceability'])\n", + ")" ] }, { "cell_type": "code", "execution_count": null, - "id": "70909293-aa22-4674-968f-368fb5e8d436", + "id": "48c80311-2d63-4cc8-adec-ff10def2dec8", "metadata": {}, "outputs": [ { - "ename": "ImportError", - "evalue": "cannot import name 'project_functions3' from 'code' (/Users/annabellengarambe/miniconda3/lib/python3.10/code.py)", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mImportError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[1], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mcode\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m project_functions3 \u001b[38;5;66;03m# This is called a relative import\u001b[39;00m\n\u001b[1;32m 2\u001b[0m df \u001b[38;5;241m=\u001b[39m project_functions3\u001b[38;5;241m.\u001b[39mload_and_process(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m/Users/Annabellengarambe/Desktop/DATA_301/project-group-group48/data/raw/song_data.csv.zip\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 3\u001b[0m df\n", - "\u001b[0;31mImportError\u001b[0m: cannot import name 'project_functions3' from 'code' (/Users/annabellengarambe/miniconda3/lib/python3.10/code.py)" + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/p4/xhw8z3f53zj3df_t54j0sbnr0000gn/T/ipykernel_35042/1657283969.py:6: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n", + " .append(\n" ] } ], "source": [ - "from code import project_functions3 # This is called a relative import\n", - "df = project_functions3.load_and_process(\"/Users/Annabellengarambe/Desktop/DATA_301/project-group-group48/data/raw/song_data.csv.zip\")\n", - "df\n" + "concatenated_df = (\n", + " songdata_sorted\n", + " .head(50)\n", + " .assign(genre=['Trap', 'Pop Rock', 'Trap', 'Hip Hop', 'Hip Hop', 'Pop', 'Pop Rock', 'Trap', 'Hip Hop', 'Trap', 'Hip Hop', 'Hip Hop', 'Hip Hop', 'Hip Hop', 'Trap', 'Pop', 'Trap', 'Hip Hop', 'Trap', 'Trap', 'Hip Hop', 'Trap', 'Hip Hop', 'Indie', 'Pop Rock', 'Pop', 'Hip Hop', 'Pop', 'Electronic', 'Acoustic Pop', 'Pop', 'Hip Hop', 'Alternative Rock', 'Pop', 'Hip Hop', 'Alternative Rock', 'Rock', 'Hip Hop', 'Pop Rock', 'Pop', 'Pop', 'Hip Hop', 'Trap', 'Pop Rock', 'Grunge', 'Hip Hop', 'Hip Hop', 'Pop', 'Alternative Rock', 'Pop Rock'])\n", + " .reindex(columns=['song_name', 'genre', 'song_popularity', 'song_duration_ms', 'acousticness', 'danceability', 'energy', 'instrumentalness', 'key', 'liveness', 'loudness', 'speechiness', 'tempo', 'audio_valence', 'Loud_Enrgy_Prod', 'Vale_Dance_Prod'])\n", + " .append(\n", + " songdata_sorted\n", + " .tail(50)\n", + " .sort_values(by=['song_popularity'], ascending=True)\n", + " .assign(genre=['Alternative Rock', 'Hip Hop', 'Bolero', 'Latin Pop', 'Latin Pop', 'Alternative Rock', 'Bolero', 'Alternative Rock', 'Latin Pop', 'Bolero', 'Alternative Rock', 'Bolero', 'Bolero', 'Rock', 'Alternative Rock', 'Alternative Rock', 'Bolero', 'Norteño', 'Alternative Rock', 'Rock', 'Alternative Rock', 'Latin Pop', 'Rock', 'Alternative Rock', 'Pop', 'Electronic', 'Hip Hop', 'Latin Pop', 'Bachata', 'Alternative Rock', 'Pop', 'Pop', 'Norteño', 'Grunge', 'Acoustic Pop', 'Gospel', 'Bolero', 'Pop', 'Indie', 'Alternative Rock', 'Alternative Rock', 'Reggae', 'Pop', 'Indie', 'Pop', 'R&B', 'Pop Rock', 'Indie', 'Pop', 'Pop'])\n", + " .reindex(columns=['song_name', 'genre', 'song_popularity', 'song_duration_ms', 'acousticness', 'danceability', 'energy', 'instrumentalness', 'key', 'liveness', 'loudness', 'speechiness', 'tempo', 'audio_valence', 'Loud_Enrgy_Prod', 'Vale_Dance_Prod'])\n", + " )\n", + ")\n" + ] + }, + { + "cell_type": "markdown", + "id": "6a9ba728-ffd0-4f12-86bc-3a166fc18c72", + "metadata": {}, + "source": [ + "# Wrapping the 2 method chains into a function " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "45810fc7-7cc5-4589-876f-955caf9920d6", + "metadata": {}, + "outputs": [], + "source": [ + "def clean_and_concat(songdata):\n", + " songdata_cleaned = (\n", + " pd.read_csv(\"../../data/raw/song_data.csv.zip\")\n", + " .loc[1000:1510]\n", + " .drop(['audio_mode', 'time_signature'], axis=1)\n", + " .dropna(axis=0)\n", + " .drop_duplicates(subset='song_name')\n", + " .sort_values(by='song_popularity', ascending=False)\n", + " .reset_index()\n", + " .assign(Loud_Enrgy_Prod = lambda x: x['energy'] * x['loudness'])\n", + " .assign(Vale_Dance_Prod = lambda x: x['audio_valence'] * x['danceability'])\n", + ")\n", + " \n", + " concatenated_df = (\n", + " songdata_cleaned\n", + " .head(50)\n", + " .assign(genre=['Trap', 'Pop Rock', 'Trap', 'Hip Hop', 'Hip Hop', 'Pop', 'Pop Rock', 'Trap', 'Hip Hop', 'Trap', 'Hip Hop', 'Hip Hop', 'Hip Hop', 'Hip Hop', 'Trap', 'Pop', 'Trap', 'Hip Hop', 'Trap', 'Trap', 'Hip Hop', 'Trap', 'Hip Hop', 'Indie', 'Pop Rock', 'Pop', 'Hip Hop', 'Pop', 'Electronic', 'Acoustic Pop', 'Pop', 'Hip Hop', 'Alternative Rock', 'Pop', 'Hip Hop', 'Alternative Rock', 'Rock', 'Hip Hop', 'Pop Rock', 'Pop', 'Pop', 'Hip Hop', 'Trap', 'Pop Rock', 'Grunge', 'Hip Hop', 'Hip Hop', 'Pop', 'Alternative Rock', 'Pop Rock'])\n", + " .reindex(columns=['song_name', 'genre', 'song_popularity', 'song_duration_ms', 'acousticness', 'danceability', 'energy', 'instrumentalness', 'key', 'liveness', 'loudness', 'speechiness', 'tempo', 'audio_valence', 'Loud_Enrgy_Prod', 'Vale_Dance_Prod'])\n", + " .append(\n", + " songdata_cleaned\n", + " .tail(50)\n", + " .sort_values(by=['song_popularity'], ascending=True)\n", + " .assign(genre=['Alternative Rock', 'Hip Hop', 'Bolero', 'Latin Pop', 'Latin Pop', 'Alternative Rock', 'Bolero', 'Alternative Rock', 'Latin Pop', 'Bolero', 'Alternative Rock', 'Bolero', 'Bolero', 'Rock', 'Alternative Rock', 'Alternative Rock', 'Bolero', 'Norteño', 'Alternative Rock', 'Rock', 'Alternative Rock', 'Latin Pop', 'Rock', 'Alternative Rock', 'Pop', 'Electronic', 'Hip Hop', 'Latin Pop', 'Bachata', 'Alternative Rock', 'Pop', 'Pop', 'Norteño', 'Grunge', 'Acoustic Pop', 'Gospel', 'Bolero', 'Pop', 'Indie', 'Alternative Rock', 'Alternative Rock', 'Reggae', 'Pop', 'Indie', 'Pop', 'R&B', 'Pop Rock', 'Indie', 'Pop', 'Pop'])\n", + " .reindex(columns=['song_name', 'genre', 'song_popularity', 'song_duration_ms', 'acousticness', 'danceability', 'energy', 'instrumentalness', 'key', 'liveness', 'loudness', 'speechiness', 'tempo', 'audio_valence', 'Loud_Enrgy_Prod', 'Vale_Dance_Prod'])\n", + " )\n", + " ) \n", + " return concatenated_df\n" ] }, { "cell_type": "code", "execution_count": null, - "id": "f961bd50-b9df-45db-963e-8c8e7afa1a6f", + "id": "e591d563-e0ed-4eee-8970-77ce3ba4927d", "metadata": {}, "outputs": [], "source": [] diff --git a/analysis/analysis3_temp.ipynb b/analysis/analysis3_temp.ipynb index 047ec62..97cd0d0 100644 --- a/analysis/analysis3_temp.ipynb +++ b/analysis/analysis3_temp.ipynb @@ -695,9 +695,9 @@ "outputs": [ { "data": { - "image/png": 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", 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\n", 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" + "
" ] }, "metadata": {}, @@ -705,17 +705,15 @@ } ], "source": [ - "custom_palette = sns.color_palette(\"Oranges_r\", 20) + sns.color_palette(\"Reds\", 20)\n", - "\n", - "# To compute the correlation matrix, we use \n", "corr = songdata_cleaned.corr(numeric_only=True)\n", - "\n", - "plt.figure(figsize=(10,8))\n", + "mask = np.triu(np.ones_like(corr, dtype=bool))\n", + "plt.figure(figsize=(8,6))\n", "sns.heatmap(corr, \n", " xticklabels=corr.columns, \n", " yticklabels=corr.columns, \n", " annot=True, \n", - " cmap=custom_palette)\n", + " cmap=custom_palette,\n", + " mask=mask)\n", "plt.yticks(rotation=0)\n", "plt.show()" ] @@ -752,7 +750,7 @@ }, { "data": { - "image/png": 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", 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p1RQWFobKykpcvnzZJOgRQiArK6vW+BVzJ2j9Nv2Xvf6fv+agPUtaGD7//HMUFRVh8+bNhl/WgBw7ZI5KpWrwMS3xyCOPYPny5XjrrbdQWlqKyspKTJ061aL7PvDAA/jkk0+wc+dOtG7dGmlpaVi3bp1JmfDwcKxZswZr1qzB2bNn8cUXX2Du3Lm4dOkStm3bpshrqKtuDzzwAIqKivD9999j4cKFGDlyJH799VeT97cudb2/Go3G7KBMJYJeY+Hh4QgLC6vzPQoICFDsuX7++WccOXIEGzduxMSJEw3b9WPelBIeHg4fH59a49GM9+vddtttuO2221BWVob9+/dj2bJlGDduHOLj49GvXz94enpi1qxZmDVrFnJzc/HNN99g/vz5GDZsGM6dO1fn7Khhw4Zhx44d+PLLL3HPPffUW1/9//XFixdr7fvjjz+gVqsREhJisr2uz4257eHh4UhMTMQLL7xg9j7R0dF11u29997DoEGDav2/FRQU1HmfhjT0eo2PDzkGW3hIETfddBMA+cVh7LPPPkNRUZFhv94vv/yCI0eOmGzbtGkTAgICDANA9blNMjIyTMrpZyzVR/+FaNyyIoTAG2+8YcGrqZv+8er61RcVFYW77roLr776Kl577TWMGjXKpGukPkOHDkVMTAw2bNiADRs2QKvV1hoAbax169Z47LHHMGTIEMW6ARvi5+eHW265BU8//TTKy8vxyy+/AGj4falLfHx8reObmpqKwsJCZSr8l5EjR+LKlSuoqqpC7969a10SEhKsfsy6XrO5zx4ArF+/3sbamzdy5EicPHkSYWFhZl+TudxAGo0GycnJWLFiBQDZ7VtTcHAw7rzzTjz66KO4evVqvYn0Jk+ejMjISMyZM6fOJKSbN28GACQkJCAmJgabNm2CEMKwv6ioCJ999plh5patRo4ciZ9//hnt2rUz+37UF/CoVKpaxysjI6PW7DFrPuf9+vWDj49Pre/E8+fPIzU1tdZ3ItkfW3hIEUOGDMGwYcPw1FNPIT8/HwMGDDDM0kpKSsL48eNNykdHR2P06NFYtGgRoqKi8N5772Hnzp1YsWKF4Uvv2muvRUJCAp588klUVlYiJCQEW7ZswQ8//GBRfby9vXHvvfdizpw5KC0txbp16xqdAC0gIABxcXH4z3/+g5tuugmhoaEIDw83ObnMmDEDffv2BYB6Z4bU5OHhgQkTJmD16tUIDAzEmDFjEBQUZNifl5eHG2+8EePGjUOnTp0QEBCAtLQ0bNu2DWPGjGnU66rPlClT4OPjgwEDBiAqKgpZWVlYtmwZgoKCDC13Xbt2BQC8/vrrCAgIgFarRZs2bcx2zRgbP348nn32WSxYsADJyck4duwYXnnlFZPXrYR77rkH77//PkaMGIEZM2agT58+8PLywvnz5/Htt9/itttuwx133GHVY9b1mjt16oR27dph7ty5EEIgNDQUX375pVVdgJaYOXMmPvvsMwwcOBBPPPEEEhMTodPpcPbsWezYsQOzZ89G3759sWDBApw/fx433XQTWrVqhdzcXPzzn/+El5cXkpOTAQCjRo0y5Nlq0aIFzpw5gzVr1iAuLs5kJlFNQUFB+M9//oORI0ciKSnJJPHgb7/9hvfeew9HjhzBmDFjoFarsXLlStx3330YOXIkUlJSUFZWhhdffBG5ublYvnx5o96P5557Djt37kT//v0xffp0JCQkoLS0FL///ju++uorvPbaa3VOnR85ciSef/55LFy4EMnJycjMzMRzzz2HNm3amExpt+T/Xy84OBjPPvss5s+fjwkTJuDee+/FlStXsHjxYmi1WixcuLBRr5ds0KRDpsklmJvhY05JSYl46qmnRFxcnPDy8hJRUVHikUceETk5OSbl4uLixK233io+/fRT0aVLF+Ht7S3i4+NrzbQRQohff/1VDB06VAQGBooWLVqIxx9/XPz3v/+1aJbWl19+Kbp37y60Wq2IiYkRf//738XXX39d677JycmiS5cuZl9TzVlaQgjxzTffiKSkJKHRaAQAk9lEevHx8aJz5871vV1m/frrrwKAACB27txpsq+0tFRMnTpVJCYmisDAQOHj4yMSEhLEwoULDTPb6lLXLC0/P79aZfUzZPTefvttceONN4qIiAjh7e0toqOjxd133y0yMjJM7rdmzRrRpk0b4eHhIQCIDRs2CCHqf3/LysrEnDlzRGxsrPDx8RHJycni8OHDdc7SqvkZ1Nf18uXLJtvNvbaKigrx0ksvGT4T/v7+olOnTiIlJUX89ttvhnL6z2dN5j4Ldb3mY8eOiSFDhoiAgAAREhIi7rrrLnH27NlaM3zqmqVl7v0y9xkvLCwUzzzzjEhISBDe3t4iKChIdOvWTTzxxBMiKytLCCHE1q1bxS233CJiYmKEt7e3aNmypRgxYoTYs2eP4XFWrVol+vfvL8LDw4W3t7do3bq1mDx5svj9999r1cOcrKws8dRTT4kuXboIX19fodFoRPv27UVKSoo4evSoSdnPP/9c9O3bV2i1WuHn5yduuukm8X//938mZeo6rkLUfXyEkLOopk+fLtq0aSO8vLxEaGio6NWrl3j66adFYWGhoVzN41BWViaefPJJERMTI7RarejZs6f4/PPPzb7ndf3/1zWr9N///rdITEw0HJ/bbrvNZMaYEJb/L1LjqIQwalskcoD4+Hh07doVW7dubeqq2EVGRga6d++OtWvXYtq0aU1dHSIiAru0iBRz8uRJnDlzBvPnz0dUVFSt6ahERNR0OGiZSCHPP/88hgwZgsLCQnzyySdcK4qIyImwS4uIiIjcHlt4iIiIyO0x4CEiIiK3x4CHiIiI3B5naUGuffPHH38gICBAsSUGiIiIyL6EECgoKEB0dLTJorTmMOCBXNckNja2qatBRERENjh37lydmbT1GPCgeuHAc+fOITAwsIlrQ0RERJbIz89HbGysRQsAM+BB9WJ/gYGBDHiIiIhcjCXDUThomYiIiNweAx4iIiJyewx4iIiIyO0x4CEiIiK3x4CHiIiI3B4DHiIiInJ7TRrwfP/99xg1ahSio6OhUqnw+eefm+wXQmDRokWIjo6Gj48PBg0ahF9++cWkTFlZGR5//HGEh4fDz88Po0ePxvnz5x34KoiIiMjZNWnAU1RUhO7du+OVV14xu3/lypVYvXo1XnnlFaSlpSEyMhJDhgxBQUGBoczMmTOxZcsWfPjhh/jhhx9QWFiIkSNHoqqqylEvg4iIiJycSgghmroSgEwatGXLFtx+++0AZOtOdHQ0Zs6ciaeeegqAbM2JiIjAihUrkJKSgry8PLRo0QLvvvsuxo4dC6B6mYivvvoKw4YNs+i58/PzERQUhLy8PCYeJCIichHWnL+ddgzP6dOnkZWVhaFDhxq2aTQaJCcnY+/evQCAgwcPoqKiwqRMdHQ0unbtaijTlHQ64OBBYPt2ea3TNXWNiIiImienXVoiKysLABAREWGyPSIiAmfOnDGU8fb2RkhISK0y+vubU1ZWhrKyMsPt/Px8paptkJoKLF8OZGYC5eWAtzeQkADMnQsMHqz40xEREVE9nLaFR6/m+hhCiAbXzGiozLJlyxAUFGS4KL1SemoqkJICZGQA/v5AVJS8zsiQ21NTFX06IiIiaoDTBjyRkZEAUKul5tKlS4ZWn8jISJSXlyMnJ6fOMubMmzcPeXl5hsu5c+cUq7dOJ1t2CgqAmBjAxwdQq+V1TIzcvnw5u7eIiIgcyWkDnjZt2iAyMhI7d+40bCsvL8fu3bvRv39/AECvXr3g5eVlUubixYv4+eefDWXM0Wg0hpXRlV4hPT1ddmOFhQE1G5lUKiA0VO5PT1fsKYmIiKgBTTqGp7CwECdOnDDcPn36NA4fPozQ0FC0bt0aM2fOxNKlS9GhQwd06NABS5cuha+vL8aNGwcACAoKwuTJkzF79myEhYUhNDQUTz75JLp164abb765SV5TdrYcs6PRmN+v1QI5ObIcEREROUaTBjwHDhzAjTfeaLg9a9YsAMDEiROxceNGzJkzByUlJZg2bRpycnLQt29f7NixAwEBAYb7/OMf/4CnpyfuvvtulJSU4KabbsLGjRvh4eHh8NcDAOHhcoByWZnsxqqptFTuDw93fN2IiIiaK6fJw9OUlMzDo9MBw4fLAcrR0UBJCVBYKPf5+cnWne7dgW3b5NgeIiIiso0152+nnZbuqtRqOfV8/Hjg6FGgqgowDik1GmDYMAY7REREjsTTrp2UlwOVlabBDgBUVACrV3NqOhERkSMx4FGYTgcsWwbk58tZWZ6egIeHvNZoZMtOdrYsw6npREREjsGAR2Hp6cDPP8uWHCFkK09VlbwuK5PbdDpZhlPTiYiIHINjeBSWnQ3k5tbuytKrqpItP2VlnJpORETkKGzhUVhwsAxm6iME4OXFqelERESOwoBHYZmZdbfuGGvRAkhKsn99iIiIiAGP4s6dq72khDl9+3JqOhERkaNwDI/C4uJkIKNSycHJ5mZiqdWAUYJpIiIisjO2MSjsnnuAoCA5ONnbW148PeXF21sGQsHBshwRERE5BgMehXl6AvPny1ac0tLqBISVlfJvtVru92TbGhERkcMw4LGDpCTZilNzLI++dYeDlYmIiByLAY/CdDpg+XLZgpOYCERFAaGh8joxUW5fvpxZlomIiByJHSsKS0+XU9O1WuDUKdmtJYRs3SksBEJC5P70dKBXr6auLRERUfPAgEdh2dlAQQFQXCwHLnt6ymBHCKCkRI7j8fVllmUiIiJHYpeWwkJDZbBTWSmzKeunqKvV8nZlpdwfGtrUNSUiImo+2MJjB/rBykLIVh59l5Y+0aAliQmJiIhIOQx4FHb1quyyys2V43dqUqvl/qtXHV41IiKiZotdWgoLD687wzJQvY8LhxIRETkOW3gU1q2bnI1Vn8JCWc5Z6HRy1lh2tgzEkpK4zhcREbkXntYU9vHHDefY0elkOWeQmgoMHw6MGQNMmiSvhw+X24mIiNwFAx6FnTljWcBz5oxj6lOf1FQgJQXIyAD8/WVyRH9/eTslhUEPERG5DwY8CmvZUtly9qLPCF1QAMTEAD4+shvLx0feLihgRmgiInIfDHgU9tVXypazF31G6LAw82t+hYZWZ4QmIiJydQx4FGZpV1VTd2llZ8uszxqN+f1ardzPjNBEROQOGPAorHVrZcvZS3g44O0NlJWZ319aKvdz+jwREbkDBjwKszRAaOpAIikJSEgArlyRmaCNCSETIyYkyHJERESujgGPwlylS0utBubOBQICgAsX5PpeOp28vnABCAyU+5mPh4iI3AFPZwpr317ZcvY0eDCwfj2QmAgUFQEXL8rrxETgtdfkfiIiInegEqJmh0bzk5+fj6CgIOTl5SEwMLBRj1VcDPj5NVyuqEiuqeUMmGmZiIhckTXnby4tobDjx+UMJ3MLh+pptbJcr16Oq1d91GrnqQsREZE98He8wrKzgaqq+stUVXG6NxERkSMx4FGYvz9QUVF/mYoKWY6IiIgcgwGPwt55R9lyRERE1HgMeBR26pSy5YiIiKjxGPAozJWmpRMRETUXDHgU9sILypYjIiKixmPAo7CHH1a2HBERETUeAx6FcQwPERGR82HAo7C4OGXLERERUeMx4FHYiBHKliMiIqLGY8CjsEuXlC1HREREjceAR2GxscqWIyIiosZjwKOwhISGVxpXq2U5IiIicgwGPArLzQX8/Oov4+cnyxEREZFjeDZ1BdxNeDgQEgL4+ABXrpiunO7hAYSFAVqtLEdERESOwRYehSUlye4qlQro2lWuiu7tLa+7dpXbExJkOSIiInIMBjwKU6uBuXOBggLgyBGgsBAoL5fXR47I7XPnNjzOh4iIiJTD064d/OMfQHGx+X3FxXI/EREROQ4DHoWVlgJbt9ZfZutWWY6IiIgcgwGPwp54QtlyRERE1HgMeBR24oSy5YiIiKjxGPAorH17y8pptfatBxEREVVjwKOwF1+0rFxBAaDT2bcuREREJDHgUdjnn1tW7uefgfR0u1aFiIiI/sKAR2FnzlhWrqwMyM62b12IiIhIYsCjsMhIy8p5eHB5CSIiIkdx+oCnsrISzzzzDNq0aQMfHx+0bdsWzz33HHRGA2CEEFi0aBGio6Ph4+ODQYMG4ZdffmmS+jaUg0fPy4vLSxARETmK0wc8K1aswGuvvYZXXnkFx48fx8qVK/Hiiy/iX//6l6HMypUrsXr1arzyyitIS0tDZGQkhgwZgoKCAofX19IureBgLi9BRETkKE5/yt23bx9uu+023HrrrYiPj8edd96JoUOH4sCBAwBk686aNWvw9NNPY8yYMejatSvefvttFBcXY9OmTQ6vb+vWlpXr0sW+9SAiIqJqTh/wXH/99di1axd+/fVXAMCRI0fwww8/YMSIEQCA06dPIysrC0OHDjXcR6PRIDk5GXv37jX7mGVlZcjPzze5KMXScTnuNH5HpwMOHgS2b5fXnG5PRETOxrOpK9CQp556Cnl5eejUqRM8PDxQVVWFF154Affeey8AICsrCwAQERFhcr+IiAicqaN/admyZVi8eLFd6mtpl5al5ZxdaiqwfDmQmSlXhff2BhIS5Irwgwc3de2IiIgkp2/h+eijj/Dee+9h06ZNOHToEN5++2289NJLePvtt03KqVQqk9tCiFrb9ObNm4e8vDzD5dy5c4rV19JMy5aWc2apqUBKCpCRAfj7A1FR8jojQ25PTW3qGhIREUkqIYRo6krUJzY2FnPnzsWjjz5q2LZkyRK89957+N///odTp06hXbt2OHToEJKMpj3ddtttCA4OrhUYmZOfn4+goCDk5eUhMDCwUfXNzQVCQhoul5MjBy67Kp0OGD5cBjcxMYBxbCkEcOECkJgIbNvGwdlERGQf1py/nf5UVFxcDHWNM6aHh4dhWnqbNm0QGRmJnTt3GvaXl5dj9+7d6N+/v0PrCgDz5ilbzlmlp8turLAw02AHkLdDQ+V+ZpMmIiJn4PRjeEaNGoUXXngBrVu3RpcuXZCeno7Vq1fjwQcfBCC7smbOnImlS5eiQ4cO6NChA5YuXQpfX1+MGzfO4fVtLqulZ2fLMTsajfn9Wq1sxWI2aSIicgZOH/D861//wrPPPotp06bh0qVLiI6ORkpKChYsWGAoM2fOHJSUlGDatGnIyclB3759sWPHDgQEBDi8vpZOS7e0nLMKD5cDlMvKAB+f2vtLS+V+d5qNRkRErsvpx/A4gpJjeO64w7IFRG+7zfKFRp0Rx/AQEVFTc6sxPK7G0unmu3a59iwmtVpOPQ8IkMFNcbEMgoqL5e3AQLmfwQ4RETkDno4U1ratZeVKS11/6vbgwcD69bIlp6gIuHhRXicmAq+9xjw8RETkPNilBWW7tLKzgRYtGi6n1cpWkO7dTbt9dDo5syk7W45/SUpy/lYSV6wzEVmH/+fkjKw5fzv9oGVXM3WqZeXKygBf3+qp2716uW7WYrVa1p+I3JOrfjcRGWN8rrBTpywrJwTg4SG/PLKzmbWYiJwTv5vIXTDgUZg1081LSgAvL5mkb/lyoKBAznjy8ZGtJj4+8nZBgdzPRTmJyJF0On43kftgwKMwa/LO6Af5pqUxazEROR9mVCd3woBHYdasgu7pKbu2liwBCgvrz1qs7/oiInIUSzKq87uJXAUDHoVFRVleNj4eaNNGDmAuLpbX5jBrMRE1BeOM6ubwu4lcCQMehW3dannZwEDZLBwYCFRVyYR9NZMECAFcvSpnRBgtBk9EZHdJSfK758oVfjeR62PAo7DCQsvLFhQAv/4qA53KSnn7559l8zCzFhNRU2NGdXIn/JgqLCjIsnJqtRzvU1IiW3k8PYGWLeW+CxfkPmYtJqKmxozq5C6YaRnKZlo+cQLo0MGysh4e8lJVJad5duwom4nPnAHi4oB162RgdPUqM5vaQ2Ul8OGH1e/3PffIwJOIamOmZXJG1py/GfBA2YDn2muBAwesv5+vr8xrERgom4uvXJEDmi9eZGZTe1i1Cli6FMjLk0GmSiVb5+bPB2bPburaERGRJbhaehO6cMG68iqVTD5YXg6cPQvk5wMVFTLgycxkZlN7WLUKmDcPyMmRLWze3vI6J0duX7WqqWtIRERKY8CjsMhIy8t6e8uuLC8veamqArKyqmdrRUYys6nSKitly05lpcwh4ukp319PT3nbeD8REbkPBjwKi4mxvGxVVfXf+oHLJSUyt4VWC/j5mZZnZtPG+/BD2Y3l5WU+c6yXl9z/4YdNUz8iIrIPBjwKs6ZLS62WXVk6nWzREUIGQSoVEB1t/j7MbNo4Z87I97muwZZqdfXAcSIich8MeBTWtq3lZUNCZFeVTifH7VRVyRaGoCDZ3WUOM5s2TlycDCjr6hLU6eT+uDjH1ouIiOyLs7Sg7Cyt8+eB2FjLygYEyCnsJSUy4MnJqc5YevSo7B4z7nYRQrYgJSYC27ZxSqgtKiuBiAj5Xmu1td/f0lIZiP75J6eoExE5O87SakI33GB52eJimcALkIORQ0PlLKF585jZ1F48PeXUc09PGdxUVsr3t7JS3jbeT0RE7oOnTYVZM7ZGCODSpdpZS5nZ1L5mzwaWLZMtOVVVckxUVZW8vWwZ8/AQEbkjdmlB2S6t1q2Bc+csKxsWBixaBPTrZz5rqa2ZTZkR1TLMtExE5NqsOX/z611h1gQ8SUnAtGn1zxjq1cu6509NlXl6MjOZobkhnp7A/fc3dS2IiMgR+LtfYVlZlpXz8JBjdZRseUlNlZmYMzKYoZmIiMgYAx6FWZppuVMnZVtcdDrZslNQIGd3MUMzERFRNXZpKezsWcvK5ec3XMaasTgHD8qp7BqNnObu4yNndlVWyq6bkJDqDM3WdpMRkevimD774XvrWhjwKCwnx7Jyly/Xv9+asTipqcCTT8oZXyqVvOhXAAfktX7dKGZoJmo+OKbPfvjeuh7GogqzNANyZWXdY2qsGYujL3vmjPxloVbLKdZVVfI51Go5Xqi4WHZrnT7d+NdIRM6PY/rsh++ta2LAo7A9eywr5+cnE9zpE98dPAhs3w6kpclcMJaMxTEetxMXJ1txKipMW3f0QQ8grz/7jON4iNwdx/TZj7O9t8bnj4MHeUzrwy4thc2caVm5vDzgwAGgWzcZ/Fy+LJtFASA3Vy5/YG4175qrpWdmynw+arUcp1NYaFpepwPKymR3VmQk8OuvHMdD5O7S06u/Gxr6HuF3gXWc6b1lt5p12MKjsFOnLC8rhAxADh+W/yhRUfIDW14usysXFNS+j/Fq6dnZ8m+NRu7TaGT3lf6fUJ9SUqORLUChoVxpnag5qPndUJPx9whZx1neW3arWY8Bj8LCwiwvq296VKmAq1flta+vDFqqqmTQU5Pxaunh4fLvsjK5z9NTtvRoNPLi5SW3tW4t1+biSutEzUPN74aa+F1gO2d4b52tW81VMOBR2LffWldeH5SUlsqBxb6+8hcCUL1NTwgZGCUkyOmPSUny7ytX5D79fSsrq2dq+fjILrOa960P+4SJXFvN7wZj1nwXUG3O8N5a061G1RjwKKyqyrry+gHGQlQHKpGRMgiqqpKLhta1WrpaLf/Wr6xeUlI99qe0VF5HRFi30npqKjB8ODBmDDBpkrwePpzNo0SupOZ3Q3Fx3d8jZB1neG+dpVvN1fDjrjBrF5+sqKgOdPT3DQyUgYqXV/V4nrpWS6+5snphoRy8rL8UFlq+0jr7hIncR83vhvq+R8g6Tf3eOkO3miviaulQdrX0vXuBAQOsv5+/P9CxY3Vrz4ULcgbX0qWyibShLJ41M3527w4cOWJ5BlCdTrbkZGTIPmDjZlJ9fRITgW3b+KuQyJUwG7D9NNV7y+/ratacvxnwQNmAJyRETiu3hKenbN0BZDdWVJSMzK9ela08jvwVdvCg7L7y95fjfmoqLpa/YDZv5jRWIqKmpm+RLyiQY3a02qY7fzQla87fbh77OZ65qeR10Q8q1o/XacomZ/YJExG5jqbuVnNFTDyoMB8f0+R/9fHykvlxiopk11WLFuabRR3RbGrcJ2yuhYd9wkREzmXwYGDQIHZZWooBj8Ks+aBVVsoMyz17AuPGmb+vozJp6qda1tUnfPWq/OXAaaxERM5DreYwA0sxDlRYSYnlZXU62YVU1xRGR86acoaplkRERPbC05fCvLysK/vss+Zbapoikyb7hImIyF2xS0thdeVFMOeGG4CHHza/r7EL1Nk67sfZ+oQ5pZaIyDXpdNUXtdr6PHVKs+npFy1ahAceeABxcXFK18flWZNped68uk/elsyayskxP2uqseN+nKVPmCsBExE5jhCmQYq1l5r3NxYWZt1ak/ZgUx6eXr164ciRI0hOTsbkyZMxZswYaPULQLkgJfPweHlV59apj4dH/eVszYtjnJshLEwGTGVlct2XgADZZeUKwYK7vA4iInupGWAIIX90mws+LLnYk70CHockHszIyMCGDRuwadMmlJeX45577sGDDz6Ia6+91qZKNyUlA54ffpBdVQ3Zswe4/vq699uSSdOS+8THAwsXAi1bOm/3ELOIEpG7srW1pK4yrsKlAx69yspKfPnll9iwYQO2bduGhIQEPPTQQ5g0aRKCgoIa89AOo2TAExBgWR4ef/+GkxRam0mzvlahggLg/HnZShIcLFdQd9buIWZ9JiJnYWs3T133a66cIeBp9BAinU6H8vJylJWVQQiB0NBQrFu3Ds8++yzeeOMNjB07trFP4VKKi5Urp581pR/HkpMjx7EkJpoPVOoa91NQAJw5U71IaXCwLKOf3u5s3UONGb9ERM2buW6exoxJcaVWFKqfzQHPwYMHsWHDBnzwwQfQaDSYMGEC1q5di/bt2wMAVq1ahenTpze7gMfbW7bCWFLOEtbMmqorW/LFi7Jf18ur+lo/vf3CBRlQDRrkPN1DzPpM1Lw0FHRYMy6FAQrVxaYurcTERBw/fhxDhw7FlClTMGrUKHh4eJiUuXz5MiIiIqBzgTa8phi0rFIp37xpbuxLcTFw8qT8u6pKBhAdOlSPi3HG7iGO4SFybuzmIWu5bJfWXXfdhQcffBAxMTF1lmnRooVLBDtKs3RauhByjI6SXUn6bMkpKTIoCA2VXUNVVTJo8PCQq7IbBxDO2D1k7nXUHL/ErM9EltMHGo2ddsxuHnJlNgU8QgiEhITU2l5SUoIXX3wRCxYsaHTFXFVD082NLVumfFdSzXE/RUVyu0YDREfLYMGYs3YPWTt+icjdNHYGD7t5iEzZ1KXl4eGBixcvomXLlibbr1y5gpYtW6LKmux7TkDJLi1//+ogoyGRkcDWrfbpStLp5LifS5eAxYuB06eBVq2U7x7SP4+9MiHb+/GbA76HjqUPMqqqqseeGG9jNw81Ry7bpSWEgKrmegcAjhw5gtDQUFse0m1YMmBZr6zMfl1JxtmSNRr7dA85IhOys2R9dlXMVm0ZS2b21Neqog9kqqrYmkLkrKwKeEJCQqBSqaBSqdCxY0eToKeqqgqFhYWYOnWq4pV0JQEBQG6uZWU1Gsd0Jdmje6iuTMjOOtW9OWoux8i41cSSv9maQtQ8WdWl9fbbb0MIgQcffBBr1qwxSSzo7e2N+Ph49OvXzy4VtSclu7QOHAAsTTZ9883A9u2O615Qqmuj5iwqQM72qqyUi8NdvQp0785ZVE3J2We6GQcixgNq9Rdrghd71vHYMfkDISQEuOYafp6JbOVyXVoTJ04EALRp0wb9+/eHl5eX7bW0woULF/DUU0/h66+/RklJCTp27Ig333wTvf7q6xBCYPHixXj99deRk5ODvn37Yu3atejSpYtD6mds4EDLy9a3eKg9KNU9ZLySe0EBkJUlu8iEkCdWLy/gyJG6V3In+zM+RjV7n1Uq2bWZmdn4Y2SuS6fm3zUvrjCIdt8+4PXX5di3igr5mW7TBnj4YcAFf9MREawIePLz8w3RU1JSEkpKSlBSUmK2bGNbSYzl5ORgwIABuPHGG/H111+jZcuWOHnyJIKDgw1lVq5cidWrV2Pjxo3o2LEjlixZgiFDhiAzMxMBAQGK1cUS1ozhcdXuBH0m5PJy4Nw5eRLz9JQnUiHk9itXgG++YcDTVKzJVm2c2M1csGIukNFfu6N9+4AFC+Tkg+Bg2f1bXi4DxAULgOeeY9BD5IosDnhCQkIMM7OCg4PNDlrWD2ZWcpbWihUrEBsbiw0bNhi2xcfHmzznmjVr8PTTT2PMmDEAZNdbREQENm3ahJSUFMXqYglrpqXrdK7ZRB4eLn/xGmdw1n8c9Pl+KiqALVuAv//dNV+js6svr4oQMqDx9JRdjVptdYuK/rqkRB6X4mLgt9+a7nU4G51OtuwUFQEREdWfa61W3v7zT7m/b19+rolcjcUBT2pqqmEG1rfffmu3CtX0xRdfYNiwYbjrrruwe/duxMTEYNq0aZgyZQoA4PTp08jKysLQoUMN99FoNEhOTsbevXvNBjxlZWUoKysz3M7Pz1esvpYGO4DrdvkkJcmcPhcuyF+/NWPfqip5gvjjD9d9jY1lbnaPuSDF3N/mxrTULNdQl1BEBNC6tWyVMD5xA/K+OTlytlbnzvZ9H1zNsWOyGys42HxXYFCQ3H/sGNC1a5NUkYhsZHHAk5ycDECujv7dd9/hwQcfRGxsrN0qpnfq1CmsW7cOs2bNwvz58/HTTz9h+vTphvW7srKyAAAREREm94uIiMCZM2fMPuayZcuwePFiu9e9Ic6U3dgaajVwxx1ygLZ+fIO+O6uyUrbwREfLVeNd5TWa67IxDjRqBh81W1ZqDqRt6jEqarUcb7JggWyVCAqqnqWVlyfzRT38MFspasrJkZ/puta602iA/HxZjohci9V5eDw9PfHSSy8ZBjDbm06nQ+/evbF06VIAcvzQL7/8gnXr1mHChAmGcjW72OrKFQQA8+bNw6xZswy38/PzHRK81eRs2Y2tcfPNwOrVMqiprKzunvPxAaKiZNCjdAbnmgFIQ1lojYMT/f0B8wNq3VG/fnK8iX7wbX6+DE4TEjj4ti4hIfI9Ki+XrZQ1lZXJ/WYSzRORk7Mp8eBNN92E7777DpMmTVK4OrVFRUXhmmuuMdnWuXNnfPbZZwCAyMhIAEBWVhaioqIMZS5dulSr1UdPo9FAU9dozkb6+mvgllssK9uypfz17eEhgwWVSl7XdamxPmuTEUJOae7WDTh6VH7566ek+/rKgOKPP4AuXYD4eDlNXX8/oP5kbcbXNS9kvX795HgTTq+2zDXXyNlYdXUF5uXJgLHGVxIRuQCbAp5bbrkF8+bNw88//4xevXrBz8/PZP/o0aMVqRwADBgwAJmZmSbbfv31V8TFxQGQU+QjIyOxc+dOJCUlAQDKy8uxe/durFixQrF6WOr22y0vm5Zm/TgAfeBjHAAZDxgGzAcPxtd6Ne+nZxyYmBtXojd+vOwyyc6WXSZqtTwh6LtMJk2Ss7WoaanVHG9iKXYFErkvm9bSUtfz3670LK20tDT0798fixcvxt13342ffvoJU6ZMweuvv4777rsPgJzJtWzZMmzYsAEdOnTA0qVL8d1331k8LV3JxIN19KKZ9e9/Azfc0Kina3LMV0LuiJ9rImU5Q+JBmwIeR9u6dSvmzZuH3377DW3atMGsWbMMs7SA6sSD69evN0k82NXCn7VKBjyenpaPCfnsM/f45c2MtOSO+LkmUg4DHiehZMDj5WX51PTx4+XinQEBsqk8IKD6Ynxbo7Gu5YiIiMiZOEPAY9MYHgAoKirC7t27cfbsWZSXl5vsmz59uq0P6/Ks6c17913Lynl5mQZA/v7mAyV//9q39X9rtQyaiIio+bIp4ElPT8eIESNQXFyMoqIihIaGIjs7G76+vmjZsmWzDni8veUARyVVVMhm9cbk/vD0rLsFqb7WJQZNRETkDmwKeJ544gmMGjUK69atQ3BwMPbv3w8vLy/cf//9mDFjhtJ1dCnR0XKgoyX695dT0wsK5KWw0PRva7I2N6SyUpmgyZZAyfi2j0/dQRPHTFiP7xkRkWVsCngOHz6M9evXw8PDAx4eHigrK0Pbtm2xcuVKTJw40bCmVXOUl2d52T59gEceMb9PCLkQqT4AMr4UFspLfr5pkFQzaCooUDapXmUlkJsrL7bSB001g6PSUuDUKVl/nU5240VEAKNGyffJuMvO15ctTQBnEhERWcOmgMfLy8uQxTgiIgJnz55F586dERQUhLNnzypaQVcTEVGdaK8h0dF171OpZGuIj49sBbLWvn3As8/KRRADAmTOnrIyGSRpNDKQqK91yfjvigrrn78u1gRNeXnAqlW1t3t4mAZNgYGWtzzpb7t60MQVvYmIrGNTwJOUlIQDBw6gY8eOuPHGG7FgwQJkZ2fj3XffRbdu3ZSuo0vZvNmyBRm9vIBbb62+rWTXhH7F5+JiIDKy+sTu4yMTqf35pzwxzpnT8HMIUR0o6VuWzLUo1WxtsmfQVFVVneDQVjWDJlu66Pz8miZo4oreRFQfdnWbZ1PAs3TpUhQUFAAAnn/+eUycOBGPPPII2rdvjw0bNihaQVdj6a9qlUp27wDKd00oueKzSiVPpFqtbS1NemVltQOl/Hzgf/8D3ntPvhcqVe0lJ4zX6VJyTJMSQZNaXXeQZHxdX+oBW4ImruhNRHVhV3fdbAp4evfubfi7RYsW+OqrrxSrkKv7Kw5sUGUl0L49sGsX8Pzz8n6hodVp7H/7TXZLrF4NXH+9aRBQ8++anHHFZ41GXmouJurnB3zyCdCihflfIDodcPkysHy5HMtT13il+sYyGf9dI4NCo+h08n3Mz7f9MYyDpprXdbUunTwJlJTI966qqnodNj2u6E3UPLGru3425+Eh8/z8LDsB+vvL6xdflCfkVq2qT1r6RTgvXADWrpXjbeprjqzZItK2rTzpVVbK65qpJZ1pxWdrVqeuK2iyRnm5+YHgxoPB69rnbEGT8Tgo4zXWVCp5zN9+WwbUlnTR+fmxyZvIlbGru2EWBzxJSUmGgcoNOXTokM0VcnW+vpadvHx9gfR0GXmHhZnvmggNlfvT04Fevep+LA8PefHykreTk2WfbUYGEBNTfQLULwBaUCD3X3ed3FZZKS9KzuiylKNXp/b2bnzGz5pBk6WBkvFtpXM16VegN7Znj+X3V6lk0FNXQFRX0FTzdnP9IiVqauzqbpjFAc/t1iwD3owVFlpeLjtbnjw1GvNltFrZLZGdbV0d1Gpg7lwgJUW2EoWGyscqLZUzyIKDZfNmzVliQlS3ElVWym6xiorqv+0RFLni6tRKBU0NpRSobxB4bq6yA8GFqA7cLl60/XH8/OrOAm7p4HBnOtZErsIZhzI4G4sDnoULF9qzHm4jPNyyoCc8XF70mZl9fGqXKS2V+23pwhk8GFi/Xo59ycyUH3JvbyAxUQZDgwfXvo9+ILVnPZ8Kna46IKqslCdufWBUUWFbQNSvn+xb1g+0y8+XrVUJCe470M7bWwaioaG2P8aePfIY//67fO/VajkW6oYbqlMOmAuajK9LShR7SQBkc3pRUeODprqWUbEkcPL3ly2eRM2JNcMDmisuHgplFw89cQLo0KHhcpmZctDy8OGmXU96QsjWmcREYNu2xk1RT0+XrUTh4UBSkn1/Qet0pgGQPiAqL294lhWnUlqvse9ZRYVpIktrWprsFTQpwde37kCpoRxNDJrIFel0wOTJdQ8P+PNP+SPyzTeb5nvVGRYPtSngUavV9Y7nqWqKwSCNoGTA06aN/MXdEK0W+O9/5d8pKdWztIy7ngIDgddeM98a44qEMA2GjLvLystrj0Eh12AcNNnaRVdc3NSvojZfX9NWJmu76Pz9628tJVKa8Swtc8MDFi9uuhZzlw14/vOf/5jcrqioQHp6Ot5++20sXrwYkydPtvYhm5SSAU9AgOXjeNq3l10SQHXXU3m57O5ISKi768ldGXeR1ewqYzDk3ior6w6QLBkQ7sxBky1jmYxvM2giazhrHh6XDXjqsmnTJnz00Ue1AiJnp2TAExcHWLq6RosWQI8esssKcGzXk6upqpJBUHm5/MWi/1vJZITk2vRBU83WpoaygBsHUc4YNPn4WLeMirn9+hmcVJs7dqU742tyhoBH0d8Offv2xZQpU5R8SJcTG2t5wOPpaTrtvL6p582dh0f12mLGhDBtDbJmzBC5F09POQMxONj2x6iqqrtlydIuuqIipV6RVFIiL5cv2/4YxkGTLTPn3DVoctbWkMZSq5vv1PP6KBbwlJSU4F//+hdatWql1EO6pKwsy8uWlckTtrXTzqmaSlWdkLAm42BI3yJUUSHfd3aRkTkeHnLsQ1CQ7Y9RVSWDnobWm6uZw6lmAKUkJYImrbb2oO/6cjeZu13XlOmmwKzEzY9NAU9ISIjJoGUhBAoKCuDr64v33ntPscq5othYmfrfEoWFcjR9YzIHU93qC4b0QVBZmbwY5xoiagwPD9n11JjecZ1OnoitnTlXs6VJyTm4paXyokTQZBwoWTKOSemgiVmJmyebAp41a9aY3Far1WjRogX69u2LkOY8yR9A//7Ad99ZVra8XCb/S0qya5XIDC8vefHzM91unHm6ZtJFfQsRkb2p1dUneVvpg6a6BntbEkQVFjpf0OTtbVkW8PoCp19/ZVbi5simgGfixIlK18NtXLhgeVm1GrjjDv6CcCYqVXUwZC4ZpPHUeuNuMo4ZImejdNDU0Kw5RwVN5eXAlSvyYitPT9n16OVlug6d/lqtll2AX34pv9NrBk2Bgc7VPUeWsXkMT05ODt58800cP34cKpUKnTt3xgMPPIDQxqSOdQPt2lleNigIuPlm+9WFlKdSyS86b+/arUM6XXUQZDybjK1C5KqUCpqKixsey9RQ0KTkuDv9j5OGFgLeuFFezPHyangZlYb21bWsENmHTdPSd+/ejdGjRyMoKAi9e/cGABw8eBC5ubn44osvkJycrHhF7UnJaen5+ZYNePT0BAYNArZvZwuPu9PpZDO+fryQPhhijnMiywghW5qszQJe829nm6zg5WVboGR8W6Op3S3njFx2Wvqjjz6KsWPHYt26dfD4K/96VVUVpk2bhkcffRQ///yzLQ/rFp56yrJy3t7AvHkMdpoDtVomoPP1Nd1u3C1mfHGxROVEdqdSVecYioy07TGEMG1p2rtXDkwuKZGDldVq+f9XWiq7tjp2lAGJcdCUn69s0FRRIbPqX71q+2PUDJqsGcvkakFTY9nUwuPj44PDhw8jISHBZHtmZiZ69OiBEmdcXKceSrbwDBkCfPNNw+V69gQOHmzUU5GbqqoybQnSXzvbr1MiV2dtHp6aQZMty6gUFDjfjxr9BA5rZ84ZB1g+PvUHTS7bwtOzZ08cP368VsBz/Phx9OjRw5aHdBsxMZaV69bNvvUg1+XhYb5FqLLSfCDErjEi2/TrJ6eeW5qVWKWSgYGfn5y+bgshZKuSNSkGzN1WMmiqqAByc+XFVp6e9bcutWwpW+emTGlcnqvGsCngmT59OmbMmIETJ07guuuuAwDs378fa9euxfLly5GRkWEom5iYqExNXcTu3cqWI9Lz9JSXmoOl9ckUa3aNsUWIqGGOzkqsUlX/oGlM0FRa2nByy4YSXSo5oaKy0rKg6f77my7gsXm19HofVKWCEAIqlcolVk5visVD/f3lh47IXvS5g2peOH2eiISQP5QsDZTq+tvaoKm42HzKD1vZvUvr9OnTNlWsOQgPtyzgYXZlsjd9i1DNrrGa0+eN8wmxe4yoeVCp5GBtrVYuZG0L46CpoUBJn79Mq1X2dVjDpoAnLi5O6Xq4jW+/lYPeGrJ6tTzxcJYWOZpaXf1FVxNnjhGRpawJmuw1aNkaNicePHnyJNasWWOSeHDGjBloZ03mPTd0112WlRs7VubhmTsXGDzYrlUislhdS25UVZkPhtgqRESuwqb2he3bt+Oaa67BTz/9hMTERHTt2hU//vgjunTpgp07dypdR5di6dISVVVARgaQkgKkptq3TkSN5eEhf8UFBsru2OhoID4eaN9eXkdHy+2BgbLcX+m5iIichk2DlpOSkjBs2DAsX77cZPvcuXOxY8cOHDp0SLEKOoKSg5Z797Ysv45KBfToAfzxB5CYCGzb5t7dWzodkJ4OZGfLE2NSknu/XpJBfV1jhYjsTaezfLo52Z/L5uE5fvw4Pv7441rbH3zwwVorqTc3Dz1keULBkhIgNBTIzJTBQK9e9q1bU0lNBZYvl6+zvFxmmU5IYHeeu/PwkLMxas7I0C/Aai4Y4lR6UoK1CQWpebAp3m3RogUOHz5ca/vhw4fRsmXLxtbJpVm6gq9KJacHa7Xyiz472771aiqpqbLbLiNDTsWPipLX7M5rvvQLsPr7y4A/MhJo3Vp2j7VtK5N3hofLFA9ckZqstW8fsGCB/IHl6ysH0/r6ytsLFsj91DzZ1MIzZcoUPPzwwzh16hT69+8PlUqFH374AStWrMDs2bOVrqNLiYqyrJxKJacMl5bKL3V3nKau08mWnYICeRLTpx338ZG3L1yQ+wcNYlMzSeaSK+qnvta8sDWIatLpZMtOUZFM6qf/ztFq5e0//5T7+/bld05zZFPA8+yzzyIgIACrVq3CvHnzAADR0dFYtGgRpk+frmgFXc25c5aV0zf368fwJCXZt15NIT1d/qoKC6u9xopK1Ty686jxjKe+GtMnVqyZZZpT6JuvY8dkN1ZwsPnvnKAguf/YMcdmVybnYFPAo1Kp8MQTT+CJJ55AwV/pggMCAhStmKuyNCejl5cMdgID5VgWd/y1kZ0tT0Aajfn9Wq0cUOiu3XlkX3UlVuRg6eYrJ0ce57q6QjUamVU4J8ex9SLnYHMeHgC4dOkSMjMzoVKpkJCQgBa2pmt0I5amIfL0lC077jxwNzxcfvGUlZlPJe7O3XnUdOobLG0uECovZy4hdxESIn9MlpebT6xZVib3h4Q4vm7U9GxqV8jPz8f48eMRHR2N5ORkDBw4ENHR0bj//vuRl5endB1dyhNPWFZuyxbghRfkr5GDB91zPEJSkpyNdeVK7ROKEMDVq3K/O3bnkfNRqeQv/IAA2c0aFQXExQEdOsgZPDExcoBrUJAMlphLyPVcc408lrm55r9z8vLk/muuaZLquRSdDvj5Z2DPHnntDucom1p4HnroIRw+fBj//e9/0a9fP6hUKuzduxczZszAlClTzE5Zby7+8Q/Lyk2ZUj01112naavV8jWlpMgByqGh8ldXaakMdty5O49cS30Zptk95jrUajn1fMECOUA5KEgGuWVlMtjx95f7+Z1TP3ed1m9T4kE/Pz9s374d119/vcn2PXv2YPjw4SgqKlKsgo6gZOLBSZOAt99uuJxGI7u/9P+MV67IX57r17tX0AMwDw+5H3aPOTd3PWE7gn5af1GRHPzt7S0/17m58gfBc8/Z9h66bOLBsLAwBAUF1doeFBSEkGbeOWrpuqrBwdVjDNx9mvbgwfI1MdMyuQt995i5AflcgLXp9esnp54z07J13H1av00BzzPPPINZs2bhnXfeQdRfiWeysrLw97//Hc8++6yiFXQ18fGWlav5Renu07TVavd7TUTmWNM9VlYmp9eT8tRqTj23lrtP67cp4Fm3bh1OnDiBuLg4tG7dGgBw9uxZaDQaXL58GevXrzeUdbV1tRrrjz8sK2fuS47TtIncV12zx3Q62SpknE+orIzjhMjx3H1av00Bz+23365wNdxHXJyMhBvqxzf3geI0baLmR6023z2m01UHP8wwTY7g7tP6bQp4Fi5caFG5Dz74AEVFRfCr2bbrxu68Exg/vuFyNYdA6adpu2vWZSKyjlptPsO0vjVI3yKkvyZqLP20/sxM0zE8QPW0/oQE153Wb9dhRykpKfjzzz/t+RRO59NPa/d9mvP770Bxsfy1VlwsByxzmjYRNcTLS06v1ucSio+XuYTi4uTt8HD5XeLjw+8Sso5+Wr+fnxygXFIiz1ElJfK2q0/rb1Sm5YbYMOPd5Z05Y1m5Fi3kSPicHNmN5e5Zl4nIfuqbNVZZab5FqBl+PZMF+vWTU8/10/rz82WQnZDg+tP67RrwNEexsaZfJDWbBPWefhro1o3TtInIvupagd54oLT+uqKCgRC577R+BjwKS0iQHwqdTgY7Nbu3hJD7O3fmNG0iahoqlWxZrjl5Qh8IGWeUZh6h5skdp/Uz4FGYPhtlQYH5tVwAuT8319E1IyKqX12BECADnrqCIbYKkStgwKOw8HDZ/OfrK7urjH8VeXjIgYZaLaeeE5Fr8fCQF3PTlSsqzAdDzCVEzsSuAU9cXBy8vLzs+RROR79CeEaGbA787bfqtVw6dACysrhCOBG5F312aV9f0+36NcfMBUPsIiNHs2vA8/PPP9vz4Z2SfoXwW2+V0/j0KiqAI0fkryNOPSei5qC+2WM1u8iMgyF2kZE92BTwhISEQGUm2YxKpYJWq0X79u0xadIkPPDAA42uoCt6+mmZNdmc0lK5f98+x9aJiMiZWNNFpg+G2EVGjWFTwLNgwQK88MILuOWWW9CnTx8IIZCWloZt27bh0UcfxenTp/HII4+gsrISU6ZMUbrOTq24GNi/v/4y+/fLcjWbf4mIyLouMv1tdpFRQ2zqWPnhhx+wZMkSvPvuu3j88ccxffp0vPvuu1iyZAkOHjyIN954Ay+++CJefvllRSu7bNkyqFQqzJw507BNCIFFixYhOjoaPj4+GDRoEH755RdFn9caEyYoW46IiCR9F5m/PxAaCkRGAq1bA+3ayUurVkDLlnK1bx8f2YJEpGdTwLN9+3bcfPPNtbbfdNNN2L59OwBgxIgROHXqVONqZyQtLQ2vv/46EhMTTbavXLkSq1evxiuvvIK0tDRERkZiyJAhKCgoUOy5rWHpS1bwrSEiavY8PGSLUHCwDHpiY2UQ1LYtEBMjs9sHBsqAyZLlf8j92BTwhIaG4ssvv6y1/csvv0RoaCgAoKioCAEBAY2r3V8KCwtx33334Y033kCI0TKtQgisWbMGTz/9NMaMGYOuXbvi7bffRnFxMTZt2qTIc1srNlbZckREZDt9lumQENkiFBcnZ8zGx8u1x8LCZItRM5tQ3CzZNIbn2WefxSOPPIJvv/0Wffr0gUqlwk8//YSvvvoKr732GgBg586dSE5OVqSSjz76KG699VbcfPPNWLJkiWH76dOnkZWVhaFDhxq2aTQaJCcnY+/evUhJSTH7eGVlZSgrKzPczs/PV6SegOX5dZiHh4io6dSVadp4uQ3935WVTVNHUpZNAc+UKVNwzTXX4JVXXsHmzZshhECnTp2we/du9O/fHwAwe/ZsRSr44Ycf4tChQ0hLS6u1LysrCwAQERFhsj0iIgJn6lnFc9myZVi8eLEi9avp7FllyxERkWOoVHLWWM2ZY1VV5gMhna5p6km2sTkPz4ABAzBgwAAl61LLuXPnMGPGDOzYsQNac3MX/1JzirwQwuy0eb158+Zh1qxZhtv5+fmIVaiPqX174JtvLCtHRETOTz8+qOasMf1sMa5E7xpsDnh0Oh1OnDiBS5cuQVcjzB04cGCjKwYABw8exKVLl9DLaJXNqqoqfP/993jllVeQmZkJQLb0REVFGcpcunSpVquPMY1GA425TFgKWLEC+KtXr8FyRJbQ6YD0dLlUSXi4zNLNxJVETU8/fd54JXqg9rR5LsDqHGwKePbv349x48bhzJkzEDVCWZVKhSqFjupNN92Eo0ePmmx74IEH0KlTJzz11FNo27YtIiMjsXPnTiT9tVZDeXk5du/ejRVNFFH885+Wl3v2WfvWhVxfaiqwfDmQmSm/ML295dIkc+cCgwc3de2IyJy6AqGqKvOBEBMqOoZNAc/UqVPRu3dv/Pe//0VUVFS93UeNERAQgK411qf38/NDWFiYYfvMmTOxdOlSdOjQAR06dMDSpUvh6+uLcePG2aVODTl5Utly1HylpgIpKUBBgZxJotHIJvOMDLl9/XoGPUSuxMND5gfy8THdrk+oaO7C7jHl2BTw/Pbbb/j000/R3gkGosyZMwclJSWYNm0acnJy0LdvX+zYsUOxKfHWatNG2XLUPOl0smWnoEDmENH/pvDxkbcvXJD7Bw1i9xaRq6tvzTF2jylHJWr2SVlg8ODBmDNnDoYPH26POjlcfn4+goKCkJeXh8DAwEY91v79QL9+DZfbtw+47rpGPRW5sYMHgTFjZH6Qmr8GAbk0SVERsHkzYDTEjYiaCf3iq/qB0s7ePRYWJi9Ks+b8bVMLz+OPP47Zs2cjKysL3bp1g1eNjE01syE3J3l5cpxFeXndZby9ZTmiumRny89QXWPrtVogJ0eWI6Lmp67FV427x4yn0DtrIORINgU8f/vb3wAADz74oGGbSqUyTAdXatCyKwoNlc2TKpX5vlf9vr8SUhOZFR4uA+OyMvMtPKWlcj8TWBKRMePuMeORHTpd3QOmm8s4IZsCntOnTytdD7eiUslxFd7eMkOnTidve3rKDxjXcaGGJCXJ2VgZGaZjeAD55XT1KpCYKMsRETVErTafVFGI2uOEysrkNndLrGhTwBMXF6d0PdzG1asyOVVhofzAeHrKi/5DpU9gdfVqU9eUnJlaLaeep6TIAcqhofKLqrRUfnYCA+V+DlgmosZQqcwvswHIH+zGY4RcPcO0zYkHT548iTVr1uD48eNQqVTo3LkzZsyYgXbt2ilZP5cTHi4HmgYEyBNTWVl1C4+PjzxxCcGuCGrY4MFy6rk+D09OjvxSSkxkHh4isj/9D/aa+YQqK81nmHb2QMimgGf79u0YPXo0evTogQEDBkAIgb1796JLly748ssvMWTIEKXr6TKMuyLatQP+/FN+GDQaICICuHiRXRFkucGD5dRzZlomImehD4RqLrXh7IGQTdPSk5KSMGzYMCxfvtxk+9y5c7Fjxw4cOnRIsQo6gpLT0gGZMO7uu2ULj/G7q1LJaXkffcRf50RE1DzoV5v3tLlPqW7WnL9t+p14/PhxTJ48udb2Bx98EMeOHbPlId1KejqQm1t75LsQslsiPb1JqkVERORw+hahpmZTwNOiRQscPny41vbDhw+jZcuWja2TS6usBJYulU14Pj5yoKlGI699fOT2pUurI14iIiKyP5tirilTpuDhhx/GqVOn0L9/f6hUKvzwww9YsWIFZs+erXQdXcqHH8qkgl5esgurqkq27KhUMsL18pL7P/wQGDeOYzOIiIgcwaaA59lnn0VAQABWrVqFefPmAQBiYmKwaNEiTJ8+XdEKupozZ2SAo9PJ9P/Gysurp6h/+y3wzjtcBZuIiMgRbGpPKC0tRUpKCs6fP4+8vDwcPnwYs2bNQqdOney2crqriIuTAU1dXVaVlXL/f/8rZ3L5+wNRUfJavwp2aqpj60xEROTubAp4brvtNrzzzjsAgKqqKgwdOhSrV6/G7bffjnXr1ilaQVdz550Np+kWQl5iYuS4Hn2OnpgYuTr28uXOM42PiIjIHdgU8Bw6dAg33HADAODTTz9FREQEzpw5g3feeQcvv/yyohV0NZ9+atnSEfoxPsb0a2xlZnImFxERkZJsCniKi4sR8NeqZDt27MCYMWOgVqtx3XXX4cyZM4pW0NXox/A0pK71VbVaOaaHq2ATEREpx6aAp3379vj8889x7tw5bN++HUOHDgUAXLp0SZHEfa4sJsaycnW1AnEVbCIiIuXZFPAsWLAATz75JOLj49G3b1/069cPgGztSWrmayZYOma7qMh8YsKrV+VsrWb+NhIRESnKpmnpd955J66//npcvHgR3bt3N2y/6aabcMcddyhWOVd0/rxl5Tw9uQo2ERGRo9ic7DkyMhKRkZEm2/r06dPoCrm6Gm9JnR54QE5D5yrYRERE9ucEq1u4lx9/tKxcXh6wbRszLRMRETkCAx6FnT5tWbnNm4F772VrDhERkSOwPUFh7dtbVq6khFmViYiIHIUBj8JWrbKsXIcOzKpMRETkKAx4FHb8uJx1VR+VSiYXZFZlIiIix2DAo7DsbLlsRH1UKrmIKLMqExEROQYHLSssOFgmFQRkYGNumQmdDvDwMM2qrNNxxhYREZG9MOBRWGZm9Zic+tbUKi2Vl8REmYdn+HB53/JyGQQlJDAnDxERkVLYhqCwc+csK5edLbMqDxsGPPKITELo7w9ERcnrjAzO4iIiIlIKAx6FtWplWbm4OODVV4Ht2+VsrZgYwMdHdmP5+MjbnMVFRESkDAY8CquvG8vY7NlASIjsxgoLq73oqErFWVxERERKYcCjsAsXLCt38aLs1iovBzQa82U4i4uIiEgZDHgUFhcnZ2DVbLGpqbBQzsby9gbKysyXMZ7FRURERLZjwKOwe+4BgoLq79pSqYC0NKB7dzkb68qV2uWFAK5elfuTkuxbZyIiInfHgEdhnp7A+PH1l2nRAvjtN+DIETn1PCBAdoUVF8sBysXF8nZgoNzPfDxERESNw1OpHdxyiwxiPDxMt3t4yFlcMTHVY3MGDwbWr5f5eIqK5NieoiJ5+7XXmIeHiIhICUw8aAfh4XIGVqtWclV0fTLB0FDZnVVcbDo2Z/BgYNAgZlomIiKyFwY8dpCUJMfeHDokA5zSUjnjKihItvJcvSpbcIzH5qjVQK9eTVdnIiIid8aAxw7Uapk08MqV6m2FhdULi8bHc2wOERGRI/GUawejRgH795vfV1EhEw1ybA4REZHjMOBRWGkpsHVr/WX275fliIiIyDEY8CjsiSeULUdERESNx4BHYSdOKFuOiIiIGo8Bj8Lat1e2HBERETWeSghL1/d2X/n5+QgKCkJeXh4CAwMb9VilpYCPT8PlSkrkVHUiIiKyjTXnb7bwKEyrBYKD6y8THMxgh4iIyJEY8CisuBjIza2/TG6uLEdERESOwYBHYRMmKFuOiIiIGo8Bj8JOnbKs3JEj9q0HERERVWPAo7C2bS0rd/EikJpq37oQERGRxIBHYe+8Y1k5f39g+XJAp7NvfYiIiIgBj+J8fYHrrqu/jJ8fEBoKZGYC6emOqRcREVFzxoDHDl54Qa6Kbo5KBcTEyGnp5eVyBXUiIiKyLwY8CtPpZFdVQIAMetRqGeR4eMiEhB4ecvxOaSng7Q2Ehzd1jYmIiNwfAx6FpafLrqqICECjAYSQFwCorJQBUEkJcOkSkJAAJCU1bX2JiIiaA8+mroC7yc6WXVW5uUBhYfX2qip5MTZ3rgyAiIiIyL4Y8CgsPFwGO6Wl9ZdjoENEROQ4PO0qrHPnhoMdQAY8nJZORETkGE4f8CxbtgzXXnstAgIC0LJlS9x+++3IzMw0KSOEwKJFixAdHQ0fHx8MGjQIv/zyS5PUd/Zsy8oVFXFaOhERkaM4fcCze/duPProo9i/fz927tyJyspKDB06FEVFRYYyK1euxOrVq/HKK68gLS0NkZGRGDJkCAoKChxe3xMnLCtXWCgvnJZORERkf04/hmfbtm0mtzds2ICWLVvi4MGDGDhwIIQQWLNmDZ5++mmMGTMGAPD2228jIiICmzZtQkpKikPrGxdnedmiIpmAkIiIiOzL6Vt4asrLywMAhP4VKZw+fRpZWVkYOnSooYxGo0FycjL27t1r9jHKysqQn59vclGKNS02+unqREREZF8uFfAIITBr1ixcf/316Nq1KwAgKysLABAREWFSNiIiwrCvpmXLliEoKMhwiY2NVayOZ89aXtbbG7h6VbGnJiIiojq4VMDz2GOPISMjAx988EGtfSqVyuS2EKLWNr158+YhLy/PcDl37pxidWzVyvKy/v7MtExEROQITj+GR+/xxx/HF198ge+//x6tjKKKyMhIALKlJyoqyrD90qVLtVp99DQaDTQajV3qaU3vWNeuzLRMRETuS6eTs5Gzs+UP/KSkpstD5/QtPEIIPPbYY9i8eTNSU1PRpk0bk/1t2rRBZGQkdu7cadhWXl6O3bt3o3///o6uLs6ft6ychwcwbx4TEBIRkXtKTQWGDwfGjAEmTZLXw4fL7U3B6U+3jz76KN577z1s2rQJAQEByMrKQlZWFkpKSgDIrqyZM2di6dKl2LJlC37++WdMmjQJvr6+GDdunMPra+ksrW7dgMGD7VsXIiKippCaCqSkABkZcvhGVJS8zsiQ25si6FEJ4dxzheoah7NhwwZMmjQJgGwFWrx4MdavX4+cnBz07dsXa9euNQxsbkh+fj6CgoKQl5eHwMDARtU3Px8ICmq4XF4e0MinIiIicjo6nWzJycgAYmIA49O4EMCFC0BiIrBtW+N7Oaw5fzt9wOMISgY8Bw8CffvWXijUmIcH8OOPQK9ejXoqIiIip3PwoOy+8vcHfHxq7y8ulnnoNm9u/HnQmvO303dpuZrsbMDXt/4yvr7MsExERO4pOxsoLwfqmhuk1cr9jj4PMuBRWHCwjFzrU1QkyxEREbmb8HCZZ66szPz+0lK539FpWRjwKCwzs+EV0HU6WY6IiMjdJCUBCQnAlSu1VxQQQibcTUhwfFoWBjwKO3fOdICWOSqVLEdERORu1Gpg7lwgIEAOUC4ulj/0i4vl7cBAud/RaVkY8CjM0mnp1iwySkRE5EoGDwbWr5ezsYqKgIsX5XViIvDaa02TloWztKDsLK3SUvOj0msqKZEDt4iIiNyVvTMtW3P+dpmlJVzFp5/KLqv6wkiVSpa7/37H1YuIiMjR1GrnScHCLi2FnTmjbDkiIiJqPAY8CmvVqv7WHUDut2ZVdSIiImocBjwKs3REFEdOEREROQ4DHoVduKBsOSIiImo8DlpWWFycXCtLCPMJCNVqOWiZ09KJiIgchy08CrvnHrlauhAydbanpwyAPD3lbSHk/nvuaeqaEhERNR8MeBTm6QnMny9bcsrLgcpKuXJ6ZaW8rVbL/Z5sWyMiInIYBjx2kJQEhITUXmJCpZLbHb1+CBERUXPHdgaF6XTA8uWyG6tHDyA3V64Yq9HIFdL/+EPuHzTI8euIEBERNVc85SosPV2uhB4WJgOa0FAgKkpe629nZspyRERE5BgMeBSWnS3H6mg05vdrtXJ/drZj60VERNScMeBRWHi4nI1VVmZ+f2mp3B8e7th6ERERNWcMeBSWlAQkJABXrsgp6MXFQH6+vBYCuHpV7rdl4LJOBxw8CGzfLq/N5fkhIiKi2jhoWWFqNTB3LjBhAvDzzzIoEULO0FKrgRYt5H5rByynpsrBzpmZskvM21sGTnPnAoMH2+e1EBERuQu28NiJ8VpZxtPTbVlDKzUVSEkBMjIAf385CNrfX95OSZH7iYiIqG4MeBSmn5ZeVQV06QK0bw/Ex8vrLl3k9uXLLe+O0j9eQQEQEwP4+MjWIR8febugwLrHIyIiao4Y8Cis5rR0Pz+5lISfn23T0o0fz1wiQ05zJyIiahgDHoUpPS2d09yJiIgajwGPwpSels5p7kRERI3HgEdhNaelG7NlWrrSj0dERNQcMeBRmH5aekAAcOGCzL+j08nrCxeAwEDrpqUr/XhERETNEU+TdjB4MLB+PZCYCBQVARcvyuvEROC116zPm6P04xERETU3KiFsyQzjXvLz8xEUFIS8vDwEBgYq9rg6nZw9lZ0tx9gkJTWuJUbpxyMiItfC84Apa87fzLRsR2o10KuX8z4eERG5Dmbcb5xmHBcSERG5BmbcbzwGPHZUXg48/zwwaZK8Li9v6hoREZGrYcZ9ZTDgsZOpU2V25QULgLffltd+fnI7ERGRpZhxXxkMeOxg6lQ5q6qy0nR7ZaXczqCHiIgsxYz7ymDAo7DycuDNN6tvq9XVF70332T3FhERWYYZ95XBgEdhK1aYtuzodNUXvcpKWY6IiKghzLivDAY8Cjt5UtlyRETUvDHjvjL49iisXTtlyxERETHjfuMx0zKUzbScmwuEhDRcLicHCA5u1FMREVEzw0zLpphpuQk99JDl5T791L51ISIi98KM+7ZrxnGhfZw6pWw5IiIiajwGPAqLi1O2HBERETUeAx6Fde2qbDkiIiJqPAY8Cjt3TtlyRERE1HgMeBQWH69sOSIiImo8BjwK4xgeIiIi58OAR2F//KFsOSIiImo8BjwKi4trOAmUWs0WHiIiIkdiwKOwu++2LOC5+27H1IeIiIgY8Cju6FHA37/+Mv7+shwRERE5BgMehWVnyxYcDw/z+z085P7sbMfWi4iIqDnjWloKCw0Fiovl3z4+QFUVIASgUslgp7xc7g8Nbdp6EhERNScMeOzAeP15tbo64DG3n4iIiOyPAY/Crl4FfH2BwkKgpKT2fi8vuf/qVcfXjYiIqLniGB6FhYfLoEanM79fp5P7w8MdWy8iIqLmjC08CuveHaislIGNRmN+DE9lpSxHREREjuE2LTyvvvoq2rRpA61Wi169emHPnj1NUo8jRwBPTzl2p6xMBjdVVfK6rExu9/SU5YiIiMgx3CLg+eijjzBz5kw8/fTTSE9Pxw033IBbbrkFZ8+edXhdsrPl2J2qKvP7q6rkfk5LJyIichy3CHhWr16NyZMn46GHHkLnzp2xZs0axMbGYt26dQ6vS3AwUFRUfVulqr7oFRXJckREROQYLh/wlJeX4+DBgxg6dKjJ9qFDh2Lv3r1m71NWVob8/HyTi1IyM6sHLBsHO8ZBj04nyxEREZFjuHzAk52djaqqKkRERJhsj4iIQFZWltn7LFu2DEFBQYZLbGysYvU5d646uBGi9kW/79w5xZ6SiIiIGuDyAY+eyrjPCIAQotY2vXnz5iEvL89wOadg9KFfLV2/hISsi7w23s7V0omIiBzH5QOe8PBweHh41GrNuXTpUq1WHz2NRoPAwECTi1LuuQcICpKDk7295dR0/cXbW24PCpLliIiIyDFcPuDx9vZGr169sHPnTpPtO3fuRP/+/R1eH09PYP58eV1WJsfrqFTyuqzMdD8RERE5hlucdmfNmoXx48ejd+/e6NevH15//XWcPXsWU6dObZL6zJ4tr5cuBfLyZA4elQoICZHBjn4/EREROYZbBDxjx47FlStX8Nxzz+HixYvo2rUrvvrqK8Q14UCZ2bOBGTOADz8EzpyRY3buuYctO0RERE1BJQTX7s7Pz0dQUBDy8vIUHc9DRERE9mPN+dvlx/AQERERNYQBDxEREbk9BjxERETk9hjwEBERkdtjwENERERujwEPERERuT0GPEREROT2GPAQERGR22PAQ0RERG6PCx0A0Cebzs/Pb+KaEBERkaX0521LFo1gwAOgoKAAABAbG9vENSEiIiJrFRQUICgoqN4yXEsLgE6nwx9//IGAgACoVCpFHzs/Px+xsbE4d+4c1+lyQjw+zo/HyPnxGDk/dz1GQggUFBQgOjoaanX9o3TYwgNArVajVatWdn2OwMBAt/qQuRseH+fHY+T8eIycnzseo4ZadvQ4aJmIiIjcHgMeIiIicnsMeOxMo9Fg4cKF0Gg0TV0VMoPHx/nxGDk/HiPnx2PEQctERETUDLCFh4iIiNweAx4iIiJyewx4iIiIyO0x4CEiIiK3x4CnkV599VW0adMGWq0WvXr1wp49e+otv3v3bvTq1QtarRZt27bFa6+95qCaNl/WHKPNmzdjyJAhaNGiBQIDA9GvXz9s377dgbVtnqz9P9L7v//7P3h6eqJHjx72rSBZfYzKysrw9NNPIy4uDhqNBu3atcNbb73loNo2T9Yeo/fffx/du3eHr68voqKi8MADD+DKlSsOqm0TEGSzDz/8UHh5eYk33nhDHDt2TMyYMUP4+fmJM2fOmC1/6tQp4evrK2bMmCGOHTsm3njjDeHl5SU+/fRTB9e8+bD2GM2YMUOsWLFC/PTTT+LXX38V8+bNE15eXuLQoUMOrnnzYe0x0svNzRVt27YVQ4cOFd27d3dMZZspW47R6NGjRd++fcXOnTvF6dOnxY8//ij+7//+z4G1bl6sPUZ79uwRarVa/POf/xSnTp0Se/bsEV26dBG33367g2vuOAx4GqFPnz5i6tSpJts6deok5s6da7b8nDlzRKdOnUy2paSkiOuuu85udWzurD1G5lxzzTVi8eLFSleN/mLrMRo7dqx45plnxMKFCxnw2Jm1x+jrr78WQUFB4sqVK46oHgnrj9GLL74o2rZta7Lt5ZdfFq1atbJbHZsau7RsVF5ejoMHD2Lo0KEm24cOHYq9e/eavc++fftqlR82bBgOHDiAiooKu9W1ubLlGNWk0+lQUFCA0NBQe1Sx2bP1GG3YsAEnT57EwoUL7V3FZs+WY/TFF1+gd+/eWLlyJWJiYtCxY0c8+eSTKCkpcUSVmx1bjlH//v1x/vx5fPXVVxBC4M8//8Snn36KW2+91RFVbhJcPNRG2dnZqKqqQkREhMn2iIgIZGVlmb1PVlaW2fKVlZXIzs5GVFSU3erbHNlyjGpatWoVioqKcPfdd9ujis2eLcfot99+w9y5c7Fnzx54evIrzN5sOUanTp3CDz/8AK1Wiy1btiA7OxvTpk3D1atXOY7HDmw5Rv3798f777+PsWPHorS0FJWVlRg9ejT+9a9/OaLKTYItPI2kUqlMbgsham1rqLy57aQca4+R3gcffIBFixbho48+QsuWLe1VPYLlx6iqqgrjxo3D4sWL0bFjR0dVj2Dd/5FOp4NKpcL777+PPn36YMSIEVi9ejU2btzIVh47suYYHTt2DNOnT8eCBQtw8OBBbNu2DadPn8bUqVMdUdUmwZ9HNgoPD4eHh0et6PnSpUu1omy9yMhIs+U9PT0RFhZmt7o2V7YcI72PPvoIkydPxieffIKbb77ZntVs1qw9RgUFBThw4ADS09Px2GOPAZAnVyEEPD09sWPHDgwePNghdW8ubPk/ioqKQkxMDIKCggzbOnfuDCEEzp8/jw4dOti1zs2NLcdo2bJlGDBgAP7+978DABITE+Hn54cbbrgBS5YsccseB7bw2Mjb2xu9evXCzp07Tbbv3LkT/fv3N3uffv361Sq/Y8cO9O7dG15eXnara3NlyzECZMvOpEmTsGnTJrfuz3YG1h6jwMBAHD16FIcPHzZcpk6dioSEBBw+fBh9+/Z1VNWbDVv+jwYMGIA//vgDhYWFhm2//vor1Go1WrVqZdf6Nke2HKPi4mKo1aYhgIeHB4Dqnge301Sjpd2Bfhrgm2++KY4dOyZmzpwp/Pz8xO+//y6EEGLu3Lli/PjxhvL6aelPPPGEOHbsmHjzzTc5Ld3OrD1GmzZtEp6enmLt2rXi4sWLhktubm5TvQS3Z+0xqomztOzP2mNUUFAgWrVqJe68807xyy+/iN27d4sOHTqIhx56qKlegtuz9hht2LBBeHp6ildffVWcPHlS/PDDD6J3796iT58+TfUS7I4BTyOtXbtWxMXFCW9vb9GzZ0+xe/duw76JEyeK5ORkk/LfffedSEpKEt7e3iI+Pl6sW7fOwTVufqw5RsnJyQJArcvEiRMdX/FmxNr/I2MMeBzD2mN0/PhxcfPNNwsfHx/RqlUrMWvWLFFcXOzgWjcv1h6jl19+WVxzzTXCx8dHREVFifvuu0+cP3/ewbV2HJUQ7tp2RURERCRxDA8RERG5PQY8RERE5PYY8BAREZHbY8BDREREbo8BDxEREbk9BjxERETk9hjwEBERkdtjwEPUTA0aNAgzZ85s6mq4hd9//x0qlQqHDx9u6qoQUR0Y8BA1U5s3b8bzzz+vyGOpVCp8/vnnijxWU/ruu++gUqmQm5vb1FUhIoVxtXSiZio0NNShz1dRUcFFcomoybCFh6iZMu7Sio+Px9KlS/Hggw8iICAArVu3xuuvv24oW15ejsceewxRUVHQarWIj4/HsmXLDPcFgDvuuAMqlcpwe9GiRejRowfeeusttG3bFhqNBkIIxMfHY82aNSZ16dGjBxYtWmS4rVKpsH79eowcORK+vr7o3Lkz9u3bhxMnTmDQoEHw8/NDv379cPLkSZPH+fLLL9GrVy9otVq0bdsWixcvRmVlpcnj/vvf/8Ydd9wBX19fdOjQAV988QUA2S114403AgBCQkKgUqkwadIkAMC2bdtw/fXXIzg4GGFhYRg5cmSt5zambynatWsXevfuDV9fX/Tv3x+ZmZlW1XfRokVo3bo1NBoNoqOjMX36dMO+V199FR06dIBWq0VERATuvPPOOutDRAx4iOgvq1atQu/evZGeno5p06bhkUcewf/+9z8AwMsvv4wvvvgCH3/8MTIzM/Hee+8ZApu0tDQAwIYNG3Dx4kXDbQA4ceIEPv74Y3z22WdWj295/vnnMWHCBBw+fBidOnXCuHHjkJKSgnnz5uHAgQMAgMcee8xQfvv27bj//vsxffp0HDt2DOvXr8fGjRvxwgsvmDzu4sWLcffddyMjIwMjRozAfffdh6tXryI2NhafffYZACAzMxMXL17EP//5TwBAUVERZs2ahbS0NOzatQtqtRp33HEHdDpdva/h6aefxqpVq3DgwAF4enriwQcftLi+n376Kf7xj39g/fr1+O233/D555+jW7duAIADBw5g+vTpeO6555CZmYlt27Zh4MCBVr2/RM1OEy9eSkRNJDk5WcyYMUMIIURcXJy4//77Dft0Op1o2bKlWLdunRBCiMcff1wMHjxY6HQ6s48FQGzZssVk28KFC4WXl5e4dOmSyfa4uDjxj3/8w2Rb9+7dxcKFC00e75lnnjHc3rdvnwAg3nzzTcO2Dz74QGi1WsPtG264QSxdutTkcd99910RFRVV5+MWFhYKlUolvv76ayGEEN9++60AIHJycsy+Tr1Lly4JAOLo0aNCCCFOnz4tAIj09HSTx/nmm28M9/nvf/8rAIiSkhKL6rtq1SrRsWNHUV5eXuv5P/vsMxEYGCjy8/PrrScRVWMLDxEBABITEw1/q1QqREZG4tKlSwCASZMm4fDhw0hISMD06dOxY8cOix4zLi4OLVq0aHR9IiIiAMDQwqHfVlpaivz8fADAwYMH8dxzz8Hf399wmTJlCi5evIji4mKzj+vn54eAgADD66zLyZMnMW7cOLRt2xaBgYFo06YNAODs2bMWv4aoqCgAMDxXQ/W96667UFJSgrZt22LKlCnYsmWLobtryJAhiIuLQ9u2bTF+/Hi8//77Jq+RiGpjwENEAFBrQLFKpTJ02fTs2ROnT5/G888/j5KSEtx9990WjRnx8/OrtU2tVkMIYbKtoqKi3vqoVKo6t+nrqNPpsHjxYhw+fNhwOXr0KH777TdotVqLXmddRo0ahStXruCNN97Ajz/+iB9//BGAHNtUn8bUNzY2FpmZmVi7di18fHwwbdo0DBw4EBUVFQgICMChQ4fwwQcfICoqCgsWLED37t05u4yoHpylRUQWCQwMxNixYzF27FjceeedGD58OK5evYrQ0FB4eXmhqqrKosdp0aIFLl68aLidn5+P06dPN7p+PXv2RGZmJtq3b2/zY3h7ewOAyWu5cuUKjh8/jvXr1+OGG24AAPzwww+Nqywsq6+Pjw9Gjx6N0aNH49FHH0WnTp1w9OhR9OzZE56enrj55ptx8803Y+HChQgODkZqairGjBnT6LoRuSMGPETUoH/84x+IiopCjx49oFar8cknnyAyMhLBwcEA5EytXbt2YcCAAdBoNAgJCanzsQYPHoyNGzdi1KhRCAkJwbPPPgsPD49G13HBggUYOXIkYmNjcdddd0GtViMjIwNHjx7FkiVLLHqMuLg4qFQqbN26FSNGjICPjw9CQkIQFhaG119/HVFRUTh79izmzp1r9/pu3LgRVVVV6Nu3L3x9ffHuu+/Cx8cHcXFx2Lp1K06dOoWBAwciJCQEX331FXQ6HRISEhpdLyJ3xS4tImqQv78/VqxYgd69e+Paa6/F77//jq+++gpqtfwKWbVqFXbu3InY2FgkJSXV+1jz5s3DwIEDMXLkSIwYMQK333472rVr1+g6Dhs2DFu3bsXOnTtx7bXX4rrrrsPq1asRFxdn8WPExMRg8eLFmDt3LiIiIvDYY49BrVbjww8/xMGDB9G1a1c88cQTePHFF+1e3+DgYLzxxhsYMGAAEhMTsWvXLnz55ZcICwtDcHAwNm/ejMGDB6Nz58547bXX8MEHH6BLly6NrheRu1KJmp3pRERERG6GLTxERETk9hjwEBERkdtjwENERERujwEPERERuT0GPEREROT2GPAQERGR22PAQ0RERG6PAQ8RERG5PQY8RERE5PYY8BAREZHbY8BDREREbo8BDxEREbm9/wdOyD0vo0IxZgAAAABJRU5ErkJggg==\n", 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", 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\n", 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" ] @@ -1332,24 +1330,6 @@ "songdata_top = classify(songdata_sorted)\n" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "songdata_top.to_csv('songdata_top.csv', index= False)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "songdata_bottom.to_csv('songdata_bottom.csv', index= False)" - ] - }, { "cell_type": "code", "execution_count": null, @@ -1378,7 +1358,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - " In this wrangling step, I have created method chains in which I seperate the top 20 popular songs and the least 20 popular songs, reindex them, and I add a new colum that classifies the songs by music genre. Lastly I create a new dataframe (concatenated_df) that combines the top 20 popular songs and the bottom 20 popular songs." + " In this wrangling step, I have created method chains in which I seperate the top 50 popular songs and the least 50 popular songs, reindex them, and I add a new colum that classifies the songs by music genre. Lastly I create a new dataframe (concatenated_df) that combines the top 50 popular songs and the bottom 50 popular songs." ] }, { @@ -1444,7 +1424,7 @@ "outputs": [ { "data": { - "image/png": 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AIBw+fLjEWPPy8oQXL14Iurq6wo8//igu//3330vctl+/foKtra04v3fvXgGAMGvWLJlyGzZsEAAIv/zyi7jM1tZW0NLSEm7fvi0ue/XqlWBsbCx8/fXXJcYpCP9/TipVqiS8evVKXJ6VlSUYGxsL/v7+4rKAgAChcuXKQmZmpkwdw4cPF7S0tIQnT54IgiAI586dEwAIMTExRfbXuHFjoXnz5uK8g4ODMHbsWEFFRUU4cuSIIAiCsHbtWgGA8PfffwuCIAinTp0SAAhz586VqevOnTuCtra28P333wuCIAjZ2dmCsbGx0L59e5ly+fn5Qq1atYT69euLyyZOnFjs+R06dKigpaUlFBQUlHre+vXrJ+jq6op1WVpaCm/evBEeP34saGpqCrGxscLDhw8FAMLEiROL7Pd9MTExAgDh1q1bgiAIwqZNmwQAQkJCQqlxvF9/SEiIoK6uLly7dq3U7d6Vl5cnvHnzRhgwYIBQu3ZtmXW2trZCv379yqzD1tZWAFDsNHny5BKP80Ou2fu/Bx4eHgIAYcuWLeKyN2/eCGZmZkLnzp3FZdOnTxdUVFSEc+fOyWxfeK53794tLgMgWFhYCFlZWeKyBw8eCCoqKsL06dPFZbNnz5Y5nvfrLOv6laWgoEB48+aNcOTIEQGAcOnSJXFdv379BADCxo0bZbZp06aN4OzsLM7//PPPAgDhjz/+kCk3aNCgEj+n7yq8523YsEF48+aN8PLlS+Ho0aOCg4ODoKqqKly6dOmD7s/FxaOioiLex0q61xbes96Nu6TPVSF5zuPKlSuLbPf+fVkQBEFXV7fYz0RhvFu3bhWX3bt3T1BTUxOio6NLjK0wvq+//lpQUVERAAgSiURwdXUVRo4cWeR3q1q1akK1atVk7tfva9iwoWBubi48f/5cXJaXlyfUrFlTqFy5snh/K/w89u3bV2b7tLQ0QU1NTfj2229llj9//lywtLQUgoKCSj2ewr9Tp0+fLrFM4XWcPXu2IAhvP/OVKlUS3NzcxL+3hfs0NzcXGjVqJC4rvN4jR46UqbPwb8eaNWtKjW/Pnj3CuHHjhB07dghHjhwRFi1aJFSuXFnQ1dWV+cwW1nfq1KkidQwePFjQ0NAodT+CIAiTJk0SNDQ0xPth1apVhW+++Ubmd1AQFL9m73/WZs2aJQAQ0tPTBUEQhKtXrwoAhLCwMJly69atEwDI/A7XrFlT6NixY5nHIgiC4O3tLTRo0ECusqQYttgS/YcUdn15f4TW+vXrw9XVtUjLjpGREZo3b15sXR06dIC6uro4f+PGDfz111/o1asXAMi0NrVp0wbp6ekyXU3f9+LFC4SFhcHBwQFqampQU1ODVCpFdnb2B48aeujQIQBFjzcwMBC6urpFjtfDwwNVqlQR57W0tODk5CTTHbo0nTt3hpaWljhf+E3x0aNHkZ+fj9evXyMuLg6dOnWCjo5OkXP0+vVrnD59usz9+Pn54cSJE3j16hVu376NGzduoHv37vDw8MCBAwcAvG3FrVKlitjiuXPnTkgkEvTu3Vtmv5aWlqhVq5bYVfHkyZN48uQJ+vXrJ1OuoKAArVq1wrlz54p0Q3y3qzvw9lv4169fyz3iJfD2W/F//vkHe/bswdq1a6GhoSF2O/9QHh4e0NDQwODBg7Fq1apiu1wXZ8+ePWjWrBlcXV1LLff777/D29sbUqkUampqUFdXx4oVKz5qlNvGjRvj3LlzRab3B9Z614dcs3bt2snMu7q6QiKRoHXr1uIyNTU1ODg4yPz+79y5EzVr1oSHh4fMvgICAort8tqsWTPo6emJ8xYWFjA3N5frM/Wh1w8Abt68iZ49e8LS0hKqqqpQV1dH06ZNAaDI9ZFIJEVaIN3d3WViPHz4MPT09Ir8rr87YI88unXrBnV1dbFLY35+PjZt2gR3d3eF788lxVNQUCB3L5OyKHIeAcg8+vAhfH19UatWLZlHM5YsWQKJRILBgweXuq1EIsGSJUtw8+ZNLF68GP3798ebN28wb9481KhRA0eOHAEA/P3330hJScGAAQNk7tfvys7OxpkzZ9C1a1dIpVJxuaqqKvr06YO7d+8W+Xv2/rHv27cPeXl56Nu3r8xnRUtLC02bNi3zrQCFXWJL6lpdnOTkZNy/fx99+vSR6aIrlUrRpUsXnD59ukg3/sK/2YWCgoKgpqZWZlfZVq1aYcqUKWjXrh18fHwwbNgwHDt2DBKJBBMmTChSvqTnSeV5zjQyMhJpaWlYuXIlvv76a0ilUixZsgR169YVu/p+yDUr7m8X8P+PBhT+zgQFBcmU69q1q0y3auDt53TPnj0IDw9HfHw8Xr16VeLxmJub4969e2UeNymOg0cRKTFTU1Po6Ojg1q1bcpUv7VmVSpUqFflns6RnWopbV9iFa8yYMRgzZkyx27zfle5dPXv2RFxcHCIjI1GvXj3o6+tDIpGgTZs2pf6BKM3jx4+hpqYmdvMrJJFIYGlpWaSL0PsjOQKApqam3Pu3tLQsdllubi5evHiBFy9eIC8vDwsXLsTChQuLraO0c1TI398f0dHROH78OG7fvg1TU1PUrl0b/v7+OHjwICZPnoy4uDiZbsj//PMPBEGAhYVFsXXa29uL5YC3f7hL8uTJE+jq6orz75+3wme9Fblutra28PPzw8qVK5Gamoru3btDR0enzGcpS1OtWjUcPHgQs2bNwrBhw5CdnQ17e3uMGDGi1O6aDx8+LHOU5C1btiAoKAiBgYEYO3YsLC0toaamhp9//lmh57LfZ2BgUOZALO/7kGtmbGwss15DQwM6OjpF/tHX0NCQ6dL5zz//4MaNGzJfar3r/d/fj/lMfej1e/HiBZo0aQItLS1MmTIFTk5O0NHRwZ07d9C5c+ci+y7uuDU1NfH69Wtx/vHjx8V+dor7zJdm5syZaN68OVRVVWFqairzCImi9+fS4imtu6a8PuQ8lsdovCNGjMDAgQORnJwMe3t7LFu2DF27dpX7XNva2soMRrRx40b06NEDY8eOxdmzZ8XnR0v7jD99+hSCIJR4LYCi57ikv4mF4yW87/1nQ99XeH5LSr6LU9bvUEFBAZ4+fSozCOT751VNTQ0mJiYf9DtkZ2eHxo0by3xBW3gPKK6+J0+eFLkXlcTCwgL9+/cXx104evQoWrduje+++w49evT4oGtW1t+uwvLvf9YKz9G7FixYgMqVK2PDhg2YOXMmtLS0EBAQgNmzZxd5pEZLS+uD/6+h0jGxJVJiqqqq8PPzw549e3D37t0y/xkvvBGnp6cXKXv//n2YmprKLCvtm9T31xVuGxERgc6dOxe7jbOzc7HLMzMzsXPnTkycOBHh4eHi8sLnGD+UiYkJ8vLy8PDhQ5nkVhAEPHjwoMR/OD5UcQPJPHjwABoaGpBKpVBXVxe/PR42bFixdbw7mmdJGjRoAKlUioMHDyI1NRV+fn6QSCTw8/PD3Llzce7cOaSlpckktqamppBIJDh27Fixg4wVLiu8jgsXLixxlM2SkuOPFRISgt69e6OgoAA///xzieUK/9HLycmROZbivhRo0qQJmjRpgvz8fJw/fx4LFy5EaGgoLCws0L1792LrNzMzKzJYz/vWrFmDqlWrYsOGDTKfhfef2/4cPuc1MzU1hba2donJ+/v3kI/1Idfv0KFDuH//PuLj48XWRQAf9Z5cExMTnD17tshyRQePsre3L/GLC0Xvz+8+D/p+PIV1vftZeZc8X6Apeh7La4TXnj17IiwsDD/99BMaNmyIBw8elHi/lEdQUBCmT58uPstZ+LegtM+4kZERVFRUkJ6eXmRdYUtqWX8vC9dv2rQJtra2CsdduP2TJ09K/ZL5Xe/+Dr3v/v37UFFRgZGRkczyBw8eyLxqKi8vD48fPy72Syl5CIIgk7TXrFkTAJCYmIg2bdrIlE1MTBTXK8rHxwctW7bEtm3bkJGR8UHXrCyF5+Cff/4p9hy9S1dXF9HR0YiOjhZ7H4WHh6N9+/b466+/ZMo+efKk3O+V9Ba7IhMpuYiICAiCgEGDBhU7oMqbN2+wY8cOABC7Fa9Zs0amzLlz55CUlCSOYvkhnJ2d4ejoiEuXLsHT07PY6d0uie+SSCQQBKFIwrV8+fIig4go0hpYeDzvH+/mzZuRnZ39UcdbnC1btsi08jx//hw7duxAkyZNoKqqCh0dHTRr1gx//vkn3N3diz1HhX9ISztOdXV1+Pj44MCBAzh06BBatGgB4G0SoKamhvHjx4uJbqF27dpBEATcu3ev2P26ubkBePseVUNDQ1y7dq3E66ihoVGu561Qp06d0KlTJ4SEhJT66orCEVYvX74ss7zw97w4qqqqaNCggdjF8eLFiyWWbd26NQ4fPlxq13mJRAINDQ2Zf2YfPHhQIaMif85r1q5dO6SkpMDExKTY/bw/Krk85PlMK3L9Cq/J+/eTpUuXKhxboWbNmuH58+fYvn27zPLffvvtg+t8n6L355LiUVFRgY+PD4CSPyvvb1ecT3EeC5XWaq+lpSV2P//hhx/g4eEBb2/vMussLqEB3rY837lzR2y1c3JyQrVq1bBy5coSv4jS1dVFgwYNsGXLFpk4CwoKsGbNGlSuXBlOTk6lxhMQEAA1NTWkpKSU+LksTeG7YVNSUkot9y5nZ2dYW1vjt99+kxnILTs7G5s3bxZHSn7X2rVrZeY3btyIvLw8+Pr6yr3fQrdu3cKJEydk7t/W1taoX78+1qxZI/P3/PTp00hOTi7xi/BC//zzT7Gv9MnPz8f169eho6MDQ0PDcrlm7yv8HL0/8NSmTZuQl5dX4nYWFhYIDg5Gjx49kJycXKTn0c2bN1G9enWFYiH5sMWWSMl5eXnh559/xtChQ1G3bl0MGTIENWrUwJs3b/Dnn3/il19+Qc2aNdG+fXs4Oztj8ODBWLhwoThib2pqKiIjI2FjY6PQSLbFWbp0KVq3bo2AgAAEBwfD2toaT548QVJSEi5evFjiqxr09fXh4+OD2bNnw9TUFHZ2djhy5AhWrFhR5DUHhd/u/vLLL9DT04OWlhaqVq1a7LfLLVq0QEBAAMLCwpCVlQVvb29cvnwZEydORO3atdGnT5+POt73qaqqokWLFuK79WbOnImsrCyZ0UF//PFHNG7cGE2aNMGQIUNgZ2eH58+f48aNG9ixY4f4XHC1atWgra2NtWvXwtXVFVKpFJUqVRL/OfPz88Po0aMBQGyZ1dbWRqNGjbB//364u7vLPJvl7e2NwYMHo3///jh//jx8fHygq6uL9PR0HD9+HG5ubhgyZAikUikWLlyIfv364cmTJ+jatSvMzc3x8OFDXLp0CQ8fPiy1NfVjaGlpYdOmTWWWa9OmDYyNjTFgwABMmjQJampqiI2NxZ07d2TKLVmyBIcOHULbtm1RpUoVvH79WmxpfLc1+32TJk3Cnj174OPjg//9739wc3PDs2fPsHfvXowaNQouLi5o164dtmzZgqFDh6Jr1664c+cOJk+eDCsrK1y/fv2Dz8GzZ8+Kfc5aU1MTtWvXLnabz3nNQkNDsXnzZvj4+GDkyJFwd3dHQUEB0tLSsH//fowePRoNGjRQqM7CL1V+/PFH9OvXD+rq6nB2dsbatWs/6Po1atQIRkZG+OabbzBx4kSoq6tj7dq1uHTp0gcfd9++fTFv3jz07dsXU6dOhaOjI3bv3o19+/Z9cJ3vU/T+bGJigiFDhiAtLQ1OTk7YvXs3li1bhiFDhohjBVhaWsLf3x/Tp0+HkZERbG1tERcXJzPSdUk+xXks5Obmhvj4eOzYsQNWVlbQ09OT6dEzdOhQzJo1CxcuXMDy5cvlqnPq1Kk4ceIEunXrJr7S7NatW1i0aBEeP36M2bNni2V/+ukntG/fHg0bNsTIkSNRpUoVpKWlYd++fWKiN336dLRo0QLNmjXDmDFjoKGhgcWLF+PKlStYt25dmS3UdnZ2mDRpEsaNG4ebN2+iVatWMDIywj///IOzZ8+KLXwladCgAbS1tXH69Okiz4KWREVFBbNmzUKvXr3Qrl07fP3118jJycHs2bPx7NkzzJgxo8g2W7ZsgZqaGlq0aIGrV68iMjIStWrVKvJc6fv8/f3h4+MDd3d36OvrIzExEbNmzYJEIsHkyZNlys6cORMtWrRAYGAghg4dioyMDISHh6NmzZrFvtLtXatXr8bSpUvRs2dP1KtXDwYGBrh79y6WL1+Oq1evYsKECeIXdx97zd5Xo0YN9OjRA3PnzoWqqiqaN2+Oq1evYu7cuTAwMJBpmW7QoAHatWsHd3d3GBkZISkpCatXry7yZcLjx49x/fp1cTR4KmcVNmwVEZWrhIQEoV+/fkKVKlUEDQ0NQVdXV6hdu7YwYcIEISMjQyyXn58vzJw5U3BychLU1dUFU1NToXfv3sKdO3dk6mvatKlQo0aNIvt5fxTG9126dEkICgoSzM3NBXV1dcHS0lJo3ry5sGTJErFMcSN13r17V+jSpYtgZGQk6OnpCa1atRKuXLlS7Iiy8+fPF6pWrSqoqqrKjOxZ3Oibr169EsLCwgRbW1tBXV1dsLKyEoYMGSI8ffpUppytra3Qtm3bIsfTtGlToWnTpsUe6/vnZObMmUJ0dLRQuXJlQUNDQ6hdu7awb9++YsuHhIQI1tbWgrq6umBmZiY0atRImDJliky5devWCS4uLoK6unqRkXsvXbokABAcHR1ltpk6daoAQBg1alSxsa5cuVJo0KCBoKurK2hrawvVqlUT+vbtK5w/f16m3JEjR4S2bdsKxsbGgrq6umBtbS20bdtW+P3338UyhaNqPnz4UGbb90ftLcm7oyKXpLhRkQVBEM6ePSs0atRI0NXVFaytrYWJEycKy5cvl9nvqVOnhE6dOgm2traCpqamYGJiIjRt2lTYvn27TF3F1X/nzh0hJCREsLS0FNTV1YVKlSoJQUFBwj///COWmTFjhmBnZydoamoKrq6uwrJly4odWbY8RkW2trYWy5V0fj/mmpV0LYq7D7x48UIYP3684OzsLGhoaAgGBgaCm5ubMHLkSOHBgwdiOQDCsGHDij3O989HRESEUKlSJXFE28OHD8t9/Ypz8uRJwcvLS9DR0RHMzMyEgQMHChcvXiwyEnBJx13cdSy8R0mlUkFPT0/o0qWLcPLkSYVGRX73WhRH0ftzfHy84OnpKWhqagpWVlbC//73vyKj0qenpwtdu3YVjI2NBQMDA6F3797C+fPn5RoV+WPPY+G69+/LCQkJgre3t6CjoyMAKPYe6+vrKxgbGwsvX74s9ZwVOn36tDBs2DChVq1agrGxsaCqqiqYmZkJrVq1khmtu9CpU6eE1q1bCwYGBoKmpqZQrVq1IiMEHzt2TGjevLl4v2zYsKGwY8cOmTKFn8f3RwovtG3bNqFZs2aCvr6+oKmpKdja2gpdu3YVDh48WOYx9enTR6hevXqJ60v6e7xt2zahQYMGgpaWlqCrqyv4+fkJJ06ckClTeL0vXLggtG/fXvy97tGjh8x9riShoaFC9erVBT09PUFNTU2oVKmS0Lt3byE5ObnY8vv37xcaNmwoaGlpCcbGxkLfvn3l2s+1a9eE0aNHC56enoKZmZmgpqYmGBkZCU2bNhVWr15dpPzHXLPi/jd5/fq1MGrUKMHc3FzQ0tISGjZsKJw6dUowMDCQ+X0JDw8XPD09BSMjI0FTU1Owt7cXRo4cKTx69EhmHytWrBDU1dVl7pVUfiSCUMbL8YiIiIjoi+Hr64tHjx6V+Q5QZZWRkQFbW1t8++23mDVrVkWHU2HOnz+PevXq4fTp0wr3hChLVFQUoqOj8fDhQz7vqaCTJ0/C29sba9euVXhk9CZNmqBKlSpFuoBT+WBXZCIiIiKqcHfv3sXNmzcxe/ZsqKiolDr69X+Bp6cngoKCMHnyZOzcubOiw/lPOnDgAE6dOoW6detCW1sbly5dwowZM+Do6Fjm88HvO3r0KM6dO4dVq1Z9omiJg0cRERERUYVbvnw5fH19cfXqVaxdu1ZmJNr/qrlz56JevXp4/vx5RYfyn6Svr4/9+/ejT58+CAgIwKxZs9C6dWscOXJEoVcxAW+fr/3111/F1+tR+WNXZCIiIiIiIlJqbLElIiIiIiIipcbEloiIiIiIiJQaE1siIiIiIiJSahwVmb44BQUFuH//PvT09BR+mTYREREREf17CIKA58+fo1KlSlBRKbldloktfXHu378PGxubig6DiIiIiIi+EHfu3EHlypVLXM/Elr44enp6AN7+8urr61dwNEREREREVFGysrJgY2Mj5gglYWJLX5zC7sf6+vpMbImIiIiIqMxHFDl4FBERERERESk1JrZERERERESk1JjYEhERERERkVJjYktERERERERKjYktERERERERKTUmtkRERERERKTUmNgSERERERGRUmNiS0REREREREqNiS0REREREREpNSa2REREREREpNSY2BIREREREZFSY2JLRERERERESo2JLRERERERESk1JrZERERERESk1JjYEhERERERkVJjYktERERERERKjYktERERERERKTUmtkRERERERKTU1Co6ACIi+m+xC99V0SEQERFRGVJntK3oEBTCFlsiIiIiIiJSakxsiYiIiIiISKkxsSUiIiIiIiKlxsSWiIiIiIiIlBoTWyIiIiIiIlJqTGyJiIiIiIhIqTGxJSIiIiIiIqXGxPYD+fr6IjQ0tKLDUIg8MdvZ2WH+/PnivEQiwbZt2wAAqampkEgkSEhI+GQxEhERERERKUqtogOgL8u5c+egq6tb7DobGxukp6fD1NQUABAfH49mzZrh6dOnMDQ0/IxREhERERER/T8mtiTDzMysxHWqqqqwtLT8jNEQERERERGVjV2R5ZCdnY2+fftCKpXCysoKc+fOlVm/Zs0aeHp6Qk9PD5aWlujZsycyMjLE9fHx8ZBIJIiLi4Onpyd0dHTQqFEjJCcny9Szfft2eHp6QktLC6ampujcubO4Ljc3F99//z2sra2hq6uLBg0aID4+Xlz/+PFj9OjRA5UrV4aOjg7c3Nywbt26IseSl5eH4cOHw9DQECYmJhg/fjwEQRDXv98V+V3vdkVOTU1Fs2bNAABGRkaQSCQIDg7Gr7/+ChMTE+Tk5Mhs26VLF/Tt27f0E01ERERERPQBmNjKYezYsTh8+DC2bt2K/fv3Iz4+HhcuXBDX5+bmYvLkybh06RK2bduGW7duITg4uEg948aNw9y5c3H+/HmoqakhJCREXLdr1y507twZbdu2xZ9//ikmwYX69++PEydOYP369bh8+TICAwPRqlUrXL9+HQDw+vVr1K1bFzt37sSVK1cwePBg9OnTB2fOnJGJYdWqVVBTU8OZM2ewYMECzJs3D8uXL1f4nNjY2GDz5s0AgOTkZKSnp+PHH39EYGAg8vPzsX37drHso0ePsHPnTvTv37/YunJycpCVlSUzERERERERyYtdkcvw4sULrFixAr/++itatGgB4G1yWLlyZbHMuwmqvb09FixYgPr16+PFixeQSqXiuqlTp6Jp06YAgPDwcLRt2xavX7+GlpYWpk6diu7duyM6OlosX6tWLQBASkoK1q1bh7t376JSpUoAgDFjxmDv3r2IiYnBtGnTYG1tjTFjxojbfvvtt9i7dy9+//13NGjQQFxuY2ODefPmQSKRwNnZGYmJiZg3bx4GDRqk0HlRVVWFsbExAMDc3FzmGduePXsiJiYGgYGBAIC1a9eicuXK8PX1Lbau6dOnyxw3ERERERGRIthiW4aUlBTk5ubCy8tLXGZsbAxnZ2dx/s8//8RXX30FW1tb6OnpiQlcWlqaTF3u7u7iz1ZWVgAgdllOSEiAn59fsTFcvHgRgiDAyckJUqlUnI4cOYKUlBQAQH5+PqZOnQp3d3eYmJhAKpVi//79RWJo2LAhJBKJOO/l5YXr168jPz9f0VNTokGDBmH//v24d+8eACAmJgbBwcEy+31XREQEMjMzxenOnTvlFgsREREREf37scW2DO8+f1qc7OxstGzZEi1btsSaNWtgZmaGtLQ0BAQEIDc3V6asurq6+HNhkldQUAAA0NbWLnEfBQUFUFVVxYULF6CqqiqzrrBFeO7cuZg3bx7mz58PNzc36OrqIjQ0tEgMn0Pt2rVRq1Yt/PrrrwgICEBiYiJ27NhRYnlNTU1oamp+xgiJiIiIiOjfhIltGRwcHKCuro7Tp0+jSpUqAICnT5/i77//RtOmTfHXX3/h0aNHmDFjBmxsbAAA58+fV3g/7u7uiIuLK/Y51Nq1ayM/Px8ZGRlo0qRJsdsfO3YMX331FXr37g3gbTJ8/fp1uLq6ypQ7ffp0kXlHR8ciCbM8NDQ0AKDY1t6BAwdi3rx5uHfvHvz9/cVzQ0REREREVN7YFbkMUqkUAwYMwNixYxEXF4crV64gODgYKipvT12VKlWgoaGBhQsX4ubNm9i+fTsmT56s8H4mTpyIdevWYeLEiUhKSkJiYiJmzZoFAHByckKvXr3Qt29fbNmyBbdu3cK5c+cwc+ZM7N69G8DbBPzAgQM4efIkkpKS8PXXX+PBgwdF9nPnzh2MGjUKycnJWLduHRYuXIjvvvvug86Nra0tJBIJdu7ciYcPH+LFixfiul69euHevXtYtmyZzDPIRERERERE5Y2JrRxmz54NHx8fdOjQAf7+/mjcuDHq1q0L4O17X2NjY/H777+jevXqmDFjBubMmaPwPnx9ffH7779j+/bt8PDwQPPmzWVGNI6JiUHfvn0xevRoODs7o0OHDjhz5ozYEhoZGYk6deogICAAvr6+sLS0RMeOHYvsp2/fvnj16hXq16+PYcOG4dtvv8XgwYM/6LxYW1sjOjoa4eHhsLCwwPDhw8V1+vr66NKlC6RSabFxEBERERERlReJUNZDpEQfqEWLFnB1dcWCBQsU2i4rKwsGBgbIzMyEvr7+J4qOiCqKXfiuig6BiIiIypA6o21FhwBA/tyAz9hSuXvy5An279+PQ4cOYdGiRRUdDhERERER/csxsaVyV6dOHTx9+hQzZ86UeS0SERERERHRp8DElspdampqRYdARERERET/IRw8ioiIiIiIiJQaE1siIiIiIiJSakxsiYiIiIiISKnxGVsiIvqsvpTXBxAREdG/B1tsiYiIiIiISKkxsSUiIiIiIiKlxsSWiIiIiIiIlBoTWyIiIiIiIlJqTGyJiIiIiIhIqTGxJSIiIiIiIqXG1/0QEdFnZRe+q6JDICJSKnxNGlHZ2GJLRERERERESo2JLRERERERESk1JrZERERERESk1JjYEhERERERkVJjYktERERERERKjYktERERERERKTUmtkRERERERKTUmNi+RyKRYNu2bRUdxr+Kr68vQkNDKzoMIiIiIiL6l/qiE9vg4GB07NixosMokUQiKXZav359RYdWJjs7OzFeHR0d1KxZE0uXLq3osIiIiIiIiBSmVtEBKLuYmBi0atVKZpmhoeEH15ebmwsNDY2PjEo+kyZNwqBBg/DixQvExsbim2++gaGhIbp161ahcRERERERESnii26xLc2RI0dQv359aGpqwsrKCuHh4cjLyxPX29nZYf78+TLbeHh4ICoqSpy/fv06fHx8oKWlherVq+PAgQMKx2FoaAhLS0uZSUtLCwAQGxsLQ0ND7Nu3D66urpBKpWjVqhXS09PF7QtbpadPn45KlSrByckJAHDy5El4eHhAS0sLnp6e2LZtGyQSCRISEiAIAhwcHDBnzhyZWK5cuQIVFRWkpKTIFbuenh4sLS3h4OCAKVOmwNHRUeyG7evri+HDh2PUqFEwNTVFixYtAJR93rOzs9G3b19IpVJYWVlh7ty5Cp9TIiIiIiIiRShlYnvv3j20adMG9erVw6VLl/Dzzz9jxYoVmDJlitx1FBQUoHPnzlBVVcXp06exZMkShIWFlXusL1++xJw5c7B69WocPXoUaWlpGDNmjEyZuLg4JCUl4cCBA9i5cyeeP3+O9u3bw83NDRcvXsTkyZNlYpNIJAgJCUFMTIxMPStXrkSTJk1QrVq1D4pVS0sLb968EedXrVoFNTU1nDhxAkuXLpXrvI8dOxaHDx/G1q1bsX//fsTHx+PChQul7jcnJwdZWVkyExERERERkbyUsivy4sWLYWNjg0WLFkEikcDFxQX3799HWFgYJkyYABWVsvP1gwcPIikpCampqahcuTIAYNq0aWjdurVCsfTo0QOqqqoyyy5fvgx7e3sAwJs3b7BkyRIx2Rw+fDgmTZokU15XVxfLly8Xu/ouWbIEEokEy5YtE1uT7927h0GDBonb9O/fHxMmTMDZs2dRv359vHnzBmvWrMHs2bMVih8A8vLysGbNGiQmJmLIkCHicgcHB8yaNUucHzduXKnn/eXLl1ixYgV+/fVXsYV31apV4vktyfTp0xEdHa1w3ERERERERICSttgmJSXBy8sLEolEXObt7Y0XL17g7t27ctdRpUoVmaTLy8tL4VjmzZuHhIQEmcnGxkZcr6OjI9OCamVlhYyMDJk63NzcZJ5fTU5Ohru7u9ilGQDq168vs42VlRXatm2LlStXAgB27tyJ169fIzAwUO7Yw8LCIJVKoa2tjWHDhmHs2LH4+uuvxfWenp4y5cs67ykpKcjNzZU5j8bGxnB2di41joiICGRmZorTnTt35D4GIiIiIiIipWyxFQRBJrkqXAZAXK6ioiIuK/RuN9v31727rSIKn1Etibq6epF9vL9vXV1dmfnSju9dAwcORJ8+fTBv3jzExMSgW7du0NHRkTv2sWPHIjg4GDo6OrCysiqyT0XiKu645KWpqQlNTc0P2paIiIiIiEgpW2yrV6+OkydPyiRSJ0+ehJ6eHqytrQEAZmZmMoM0ZWVl4datWzJ1pKWl4f79++KyU6dOfYboy+bi4oLLly8jJydHXHb+/Pki5dq0aQNdXV38/PPP2LNnD0JCQhTaj6mpKRwcHFCpUiW5kvqyzruDgwPU1dVx+vRpcf3Tp0/x999/KxQXERERERGRIr74xDYzM7NIV9/Bgwfjzp07+Pbbb/HXX3/hjz/+wMSJEzFq1Cjx+drmzZtj9erVOHbsGK5cuYJ+/frJPAvr7+8PZ2dn9O3bF5cuXcKxY8cwbtw4heN79uwZHjx4IDNlZ2d/1DH37NkTBQUFGDx4MJKSkrBv3z5xBOR3E1BVVVUEBwcjIiICDg4OH9SVWhFDhw4t9bxLpVIMGDAAY8eORVxcHK5cuYLg4GC5nnkmIiIiIiL6UF98V+T4+HjUrl1bZlm/fv2we/dujB07FrVq1YKxsTEGDBiA8ePHi2UiIiJw8+ZNtGvXDgYGBpg8ebJMi62Kigq2bt2KAQMGoH79+rCzs8OCBQuKvJO2LP379y+ybPr06QgPD1fwSP+fvr4+duzYgSFDhsDDwwNubm6YMGECevbsKfPcLQAMGDAA06ZNU7i19kNYW1uXed5nz56NFy9eoEOHDtDT08Po0aORmZn5yWMjIiIiIqL/LonwoQ9G0me1du1a9O/fH5mZmdDW1haXnzhxAr6+vrh79y4sLCwqMMLyk5WVBQMDA2RmZkJfX7+iwyGicmYXvquiQyAiUiqpM9pWdAhEFUbe3OCLb7H9r/r1119hb28Pa2trXLp0CWFhYQgKChKT2pycHNy5cweRkZEICgr61yS1REREREREiuLDjyWYNm0apFJpsZOi77r9EA8ePEDv3r3h6uqKkSNHIjAwEL/88ou4ft26dXB2dkZmZqbMu2aBt627JcVeo0aNTx47ERERERHR58SuyCV48uQJnjx5Uuw6bW1tcfTlL9Hz58/xzz//FLtOXV0dtra2nzkixbArMtG/G7siExEphl2R6b+MXZE/krGxMYyNjSs6jA+ip6cHPT29ig6DiIiIiIjos2BXZCIiIiIiIlJqTGyJiIiIiIhIqbErMhERfVZ8VoyIiIjKG1tsiYiIiIiISKkxsSUiIiIiIiKlxsSWiIiIiIiIlBoTWyIiIiIiIlJqTGyJiIiIiIhIqXFUZCIi+qzswndVdAhE9BlxJHQi+hzYYktERERERERKjYktERERERERKTUmtkRERERERKTUmNgSERERERGRUmNiS0REREREREqNiS0REREREREpNSa2REREREREpNSY2BIREREREZFSY2Kr5FJTUyGRSJCQkFBimdjYWBgaGn62mIiIiIiIiD4nJrb/Ad26dcPff/9d0WEQERERERF9EmoVHQB9etra2tDW1q7oMIiIiIiIiD4JttjKYdOmTXBzc4O2tjZMTEzg7++P7OxsBAcHo2PHjoiOjoa5uTn09fXx9ddfIzc3V9xWEATMmjUL9vb20NbWRq1atbBp0yaZ+q9du4Y2bdpAKpXCwsICffr0waNHj8T1BQUFmDlzJhwcHKCpqYkqVapg6tSpMnXcvHkTzZo1g46ODmrVqoVTp06J697vihwVFQUPDw+sXr0adnZ2MDAwQPfu3fH8+XO543769Cl69eoFMzMzaGtrw9HRETExMQCA3NxcDB8+HFZWVtDS0oKdnR2mT59e4vnNyclBVlaWzERERERERCQvJrZlSE9PR48ePRASEoKkpCTEx8ejc+fOEAQBABAXF4ekpCQcPnwY69atw9atWxEdHS1uP378eMTExODnn3/G1atXMXLkSPTu3RtHjhwR62/atCk8PDxw/vx57N27F//88w+CgoLEOiIiIjBz5kxERkbi2rVr+O2332BhYSET57hx4zBmzBgkJCTAyckJPXr0QF5eXonHlZKSgm3btmHnzp3YuXMnjhw5ghkzZsgdd2Ese/bsQVJSEn7++WeYmpoCABYsWIDt27dj48aNSE5Oxpo1a2BnZ1diLNOnT4eBgYE42djYyHl1iIiIiIiIAIlQmKFRsS5evIi6desiNTUVtra2MuuCg4OxY8cO3LlzBzo6OgCAJUuWYOzYscjMzMSrV69gamqKQ4cOwcvLS9xu4MCBePnyJX777TdMmDABZ86cwb59+8T1d+/ehY2NDZKTk2FlZQUzMzMsWrQIAwcOLBJfamoqqlatiuXLl2PAgAEA3rYA16hRA0lJSXBxcUFsbCxCQ0Px7NkzAG9bbGfPno0HDx5AT08PAPD999/j6NGjOH36NLKzs8uMu0OHDjA1NcXKlSuLxDRixAhcvXoVBw8ehEQiKfMc5+TkICcnR5zPysqCjY0NMjMzoa+vX+b2RKRc7MJ3VXQIRPQZpc5oW9EhEJESy8rKgoGBQZm5AZ+xLUOtWrXg5+cHNzc3BAQEoGXLlujatSuMjIzE9YVJLQB4eXnhxYsXuHPnDjIyMvD69Wu0aNFCps7c3FzUrl0bAHDhwgUcPnwYUqm0yL5TUlLw7Nkz5OTkwM/Pr9Q43d3dxZ+trKwAABkZGXBxcSm2vJ2dnZjUFm6TkZEB4G1iXFbcQ4YMQZcuXXDx4kW0bNkSHTt2RKNGjQC8TfhbtGgBZ2dntGrVCu3atUPLli1LjF1TUxOampqlHh8REREREVFJmNiWQVVVFQcOHMDJkyexf/9+LFy4EOPGjcOZM2dK3U4ikaCgoAAAsGvXLlhbW8usL0zkCgoK0L59e8ycObNIHVZWVrh586Zccaqrq8vsu7Buecq/H688cbdu3Rq3b9/Grl27cPDgQfj5+WHYsGGYM2cO6tSpg1u3bmHPnj04ePAggoKC4O/vX+TZYiIiIiIiovLAxFYOEokE3t7e8Pb2xoQJE2Bra4utW7cCAC5duoRXr16Jow6fPn0aUqkUlStXhpGRETQ1NZGWloamTZsWW3edOnWwefNm2NnZQU2t6OVwdHSEtrY24uLiiu2K/ClUr169zLgBwMzMDMHBwQgODkaTJk0wduxYzJkzBwCgr6+Pbt26oVu3bujatStatWqFJ0+ewNjY+LMcAxERERER/XcwsS3DmTNnEBcXh5YtW8Lc3BxnzpzBw4cP4erqisuXLyM3NxcDBgzA+PHjcfv2bUycOBHDhw+HiooK9PT0MGbMGIwcORIFBQVo3LgxsrKycPLkSUilUvTr1w/Dhg3DsmXL0KNHD4wdOxampqa4ceMG1q9fj2XLlkFLSwthYWH4/vvvoaGhAW9vbzx8+BBXr14Vn6ktb/LEPWHCBNStWxc1atRATk4Odu7cCVdXVwDAvHnzYGVlBQ8PD6ioqOD333+HpaWlzMjMRERERERE5YWJbRn09fVx9OhRzJ8/H1lZWbC1tcXcuXPRunVrbNiwAX5+fnB0dISPjw9ycnLQvXt3REVFidtPnjwZ5ubmmD59Om7evAlDQ0PUqVMH//vf/wAAlSpVwokTJxAWFoaAgADk5OTA1tYWrVq1gorK20GrIyMjoaamhgkTJuD+/fuwsrLCN99880mPu6y4NTQ0EBERgdTUVGhra6NJkyZYv349AEAqlWLmzJm4fv06VFVVUa9ePezevVs8HiIiIiIiovLEUZE/QnBwMJ49e4Zt27ZVdCj/KvKOfEZEyomjIhP9t3BUZCL6GPLmBmxCIyIiIiIiIqXGxJaIiIiIiIiUGp+x/QixsbEVHQIREREREdF/HltsiYiIiIiISKkxsSUiIiIiIiKlxsSWiIiIiIiIlBqfsSUios+Kr/4gIiKi8sYWWyIiIiIiIlJqTGyJiIiIiIhIqTGxJSIiIiIiIqXGxJaIiIiIiIiUGhNbIiIiIiIiUmocFZmIiD4ru/BdFR0C/UdxRG4ion8vttgSERERERGRUmNiS0REREREREqNiS0REREREREpNSa2REREREREpNSY2BIREREREZFSY2JLRERERERESo2JLRERERERESk1JrYVzNfXF6GhoZ90H8HBwejYseMn3QcREREREVFFYWJLRERERERESo2JLRERERERESk1JrZfkKdPn6Jv374wMjKCjo4OWrdujevXr4vro6Ki4OHhIbPN/PnzYWdnJ87n5+dj1KhRMDQ0hImJCb7//nsIgiCzja+vL0aMGIHvv/8exsbGsLS0RFRUlEyZzMxMDB48GObm5tDX10fz5s1x6dIlcf2lS5fQrFkz6OnpQV9fH3Xr1sX58+cBALdv30b79u1hZGQEXV1d1KhRA7t37y6fk0RERERERPQeJrZfkODgYJw/fx7bt2/HqVOnIAgC2rRpgzdv3shdx9y5c7Fy5UqsWLECx48fx5MnT7B169Yi5VatWgVdXV2cOXMGs2bNwqRJk3DgwAEAgCAIaNu2LR48eIDdu3fjwoULqFOnDvz8/PDkyRMAQK9evVC5cmWcO3cOFy5cQHh4ONTV1QEAw4YNQ05ODo4ePYrExETMnDkTUqm0xJhzcnKQlZUlMxEREREREclLraIDoLeuX7+O7du348SJE2jUqBEAYO3atbCxscG2bdsQGBgoVz3z589HREQEunTpAgBYsmQJ9u3bV6Scu7s7Jk6cCABwdHTEokWLEBcXhxYtWuDw4cNITExERkYGNDU1AQBz5szBtm3bsGnTJgwePBhpaWkYO3YsXFxcxDoKpaWloUuXLnBzcwMA2Nvblxrz9OnTER0dLdfxERERERERvY8ttl+IpKQkqKmpoUGDBuIyExMTODs7IykpSa46MjMzkZ6eDi8vL3GZmpoaPD09i5R1d3eXmbeyskJGRgYA4MKFC3jx4gVMTEwglUrF6datW0hJSQEAjBo1CgMHDoS/vz9mzJghLgeAESNGYMqUKfD29sbEiRNx+fLlUuOOiIhAZmamON25c0eu4yUiIiIiIgKY2H4x3n8O9t3lEokEAKCiolKknCLdlN9V2G24kEQiQUFBAQCgoKAAVlZWSEhIkJmSk5MxduxYAG+f97169Sratm2LQ4cOoXr16mKX54EDB+LmzZvo06cPEhMT4enpiYULF5YYi6amJvT19WUmIiIiIiIieTGx/UJUr14deXl5OHPmjLjs8ePH+Pvvv+Hq6goAMDMzw4MHD2SS24SEBPFnAwMDWFlZ4fTp0+KyvLw8XLhwQaFY6tSpgwcPHkBNTQ0ODg4yk6mpqVjOyckJI0eOxP79+9G5c2fExMSI62xsbPDNN99gy5YtGD16NJYtW6ZQDERERERERPJiYvuFcHR0xFdffYVBgwbh+PHjuHTpEnr37g1ra2t89dVXAN6OZvzw4UPMmjULKSkp+Omnn7Bnzx6Zer777jvMmDEDW7duxV9//YWhQ4fi2bNnCsXi7+8PLy8vdOzYEfv27UNqaipOnjyJ8ePH4/z583j16hWGDx+O+Ph43L59GydOnMC5c+fEBDw0NBT79u3DrVu3cPHiRRw6dEhcR0REREREVN6Y2H5BYmJiULduXbRr1w5eXl4QBAG7d+8Wuw27urpi8eLF+Omnn1CrVi2cPXsWY8aMkalj9OjR6Nu3L4KDg+Hl5QU9PT106tRJoTgkEgl2794NHx8fhISEwMnJCd27d0dqaiosLCygqqqKx48fo2/fvnByckJQUBBat24tDgCVn5+PYcOGwdXVFa1atYKzszMWL15cPieJiIiIiIjoPRKhpIc7iSpIVlYWDAwMkJmZyedtif6F7MJ3VXQI9B+VOqNtRYdAREQKkjc3YIstERERERERKTUmtkRERERERKTUmNgSERERERGRUmNiS0REREREREqNiS0REREREREpNSa2REREREREpNTUKjoAIiL6b+ErV4iIiKi8scWWiIiIiIiIlBoTWyIiIiIiIlJqTGyJiIiIiIhIqTGxJSIiIiIiIqXGxJaIiIiIiIiUGhNbIiIiIiIiUmp83Q8REX1WduG7KjqEYvE1RERERMqLLbZERERERESk1JjYEhERERERkVJjYktERERERERKjYktERERERERKTUmtkRERERERKTUmNgSERERERGRUmNiS0REREREREqNie0XyNfXF6GhoQAAOzs7zJ8/v0LjISIiIiIi+pKpVXQAVLpz585BV1e3osMgIiIiIiL6YjGx/cKZmZlVdAhERERERERfNHZF/sK92xW5R48e6N69u8z6N2/ewNTUFDExMQAAQRAwa9Ys2NvbQ1tbG7Vq1cKmTZvE8vHx8ZBIJIiLi4Onpyd0dHTQqFEjJCcny9S7Y8cO1K1bF1paWrC3t0d0dDTy8vLE9VFRUahSpQo0NTVRqVIljBgxQly3ePFiODo6QktLCxYWFujatWt5nxYiIiIiIiIRW2yVSK9evRAUFIQXL15AKpUCAPbt24fs7Gx06dIFADB+/Hhs2bIFP//8MxwdHXH06FH07t0bZmZmaNq0qVjXuHHjMHfuXJiZmeGbb75BSEgITpw4IdbZu3dvLFiwAE2aNEFKSgoGDx4MAJg4cSI2bdqEefPmYf369ahRowYePHiAS5cuAQDOnz+PESNGYPXq1WjUqBGePHmCY8eOlXpcOTk5yMnJEeezsrLK76QREREREdG/HhNbJRIQEABdXV1s3boVffr0AQD89ttvaN++PfT19ZGdnY0ffvgBhw4dgpeXFwDA3t4ex48fx9KlS2US26lTp4rz4eHhaNu2LV6/fg0tLS1MnToV4eHh6Nevn1jH5MmT8f3332PixIlIS0uDpaUl/P39oa6ujipVqqB+/foAgLS0NOjq6qJdu3bQ09ODra0tateuXepxTZ8+HdHR0eV+voiIiIiI6L+BXZGViLq6OgIDA7F27VoAQHZ2Nv744w/06tULAHDt2jW8fv0aLVq0gFQqFadff/0VKSkpMnW5u7uLP1tZWQEAMjIyAAAXLlzApEmTZOoYNGgQ0tPT8fLlSwQGBuLVq1ewt7fHoEGDsHXrVrGbcosWLWBrawt7e3v06dMHa9euxcuXL0s9roiICGRmZorTnTt3yueEERERERHRfwJbbJVMr1690LRpU2RkZODAgQPQ0tJC69atAQAFBQUAgF27dsHa2lpmO01NTZl5dXV18WeJRCKzfUFBAaKjo9G5c+ci+9fS0oKNjQ2Sk5Nx4MABHDx4EEOHDsXs2bNx5MgR6Onp4eLFi4iPj8f+/fsxYcIEREVF4dy5czA0NCz2mDQ1NYvER0REREREJC8mtkqmUaNGsLGxwYYNG7Bnzx4EBgZCQ0MDAFC9enVoamoiLS1NptuxourUqYPk5GQ4ODiUWEZbWxsdOnRAhw4dMGzYMLi4uCAxMRF16tSBmpoa/P394e/vj4kTJ8LQ0BCHDh0qNlEmIiIiIiL6WExslYxEIkHPnj2xZMkS/P333zh8+LC4Tk9PD2PGjMHIkSNRUFCAxo0bIysrCydPnoRUKhWfmS3LhAkT0K5dO9jY2CAwMBAqKiq4fPkyEhMTMWXKFMTGxiI/Px8NGjSAjo4OVq9eDW1tbdja2mLnzp24efMmfHx8YGRkhN27d6OgoADOzs6f6pQQEREREdF/HJ+xVUK9evXCtWvXYG1tDW9vb5l1kydPxoQJEzB9+nS4uroiICAAO3bsQNWqVeWuPyAgADt37sSBAwdQr149NGzYED/88ANsbW0BAIaGhli2bBm8vb3h7u6OuLg47NixAyYmJjA0NMSWLVvQvHlzuLq6YsmSJVi3bh1q1KhRrueAiIiIiIiokEQQBKGigyB6V1ZWFgwMDJCZmQl9ff2KDoeIypld+K6KDqFYqTPaVnQIRERE9B55cwO22BIREREREZFSY2JLRERERERESo2JLRERERERESk1JrZERERERESk1JjYEhERERERkVJjYktERERERERKTa2iAyAiov8WvlaHiIiIyhtbbImIiIiIiEipMbElIiIiIiIipcbEloiIiIiIiJSawolt8+bN8ezZsyLLs7Ky0Lx58/KIiYiIiIiIiEhuCie28fHxyM3NLbL89evXOHbsWLkERURERERERCQvuUdFvnz5svjztWvX8ODBA3E+Pz8fe/fuhbW1dflGR0RERERERFQGuRNbDw8PSCQSSCSSYrsca2trY+HCheUaHBER/fvYhe+q6BAA8LVDRERE/yZyJ7a3bt2CIAiwt7fH2bNnYWZmJq7T0NCAubk5VFVVP0mQRERERERERCWRO7G1tbUFABQUFHyyYIiIiIiIiIgUJXdi+66///4b8fHxyMjIKJLoTpgwoVwCIyIiIiIiIpKHwontsmXLMGTIEJiamsLS0hISiURcJ5FImNgSERERERHRZ6VwYjtlyhRMnToVYWFhnyIeIiIiIiIiIoUo/B7bp0+fIjAw8FPEQkRERERERKQwhRPbwMBA7N+//1PEQkRERERERKQwhbsiOzg4IDIyEqdPn4abmxvU1dVl1o8YMaLcgvsYvr6+8PDwwPz58ys6lP80Ozs7hIaGIjQ0tKJDISIiIiKifymFE9tffvkFUqkUR44cwZEjR2TWSSSSckls27dvj1evXuHgwYNF1p06dQqNGjXChQsXUKdOnY/elzzi4+PRrFkzAG+PUU9PD/b29mjRogVGjhwJKyurzxJHeXl3wC+pVApnZ2f873//Q+fOnSswKiIiIiIiog+jcFfkW7dulTjdvHmzXIIaMGAADh06hNu3bxdZt3LlSnh4eHy2pPZdycnJuH//Ps6dO4ewsDAcPHgQNWvWRGJi4meP5WPFxMQgPT0d586dQ61atRAYGIhTp04VWzY3N/czR0dERERERCQ/hRPbQrm5uUhOTkZeXl55xgMAaNeuHczNzREbGyuz/OXLl9iwYQM6duyIHj16oHLlytDR0YGbmxvWrVtXZrzff/89rK2toauriwYNGiA+Pl6huMzNzWFpaQknJyd0794dJ06cgJmZGYYMGSKWOXfuHFq0aAFTU1MYGBigadOmuHjxokw9EokEy5cvR6dOnaCjowNHR0ds375dpszVq1fRtm1b6OvrQ09PD02aNEFKSoq4PiYmBq6urtDS0oKLiwsWL16s0LEYGhrC0tISLi4uWLJkCbS0tMQY7OzsMGXKFAQHB8PAwACDBg0CAGzevBk1atSApqYm7OzsMHfuXJk6MzIy0L59e2hra6Nq1apYu3atQjERERERERF9CIUT25cvX2LAgAHQ0dFBjRo1kJaWBuDts7UzZswol6DU1NTQt29fxMbGQhAEcfnvv/+O3NxcDBw4EHXr1sXOnTtx5coVDB48GH369MGZM2dKrLN///44ceIE1q9fj8uXLyMwMBCtWrXC9evXPzhObW1tfPPNNzhx4gQyMjIAAM+fP0e/fv1w7NgxnD59Go6OjmjTpg2eP38us210dDSCgoJw+fJltGnTBr169cKTJ08AAPfu3YOPjw+0tLRw6NAhXLhwASEhIeKXCMuWLcO4ceMwdepUJCUlYdq0aYiMjMSqVas+6DjU1dWhpqaGN2/eiMtmz56NmjVr4sKFC4iMjMSFCxcQFBSE7t27IzExEVFRUYiMjJT58iE4OBipqak4dOgQNm3ahMWLF4vnpTQ5OTnIysqSmYiIiIiIiOSl8DO2ERERuHTpEuLj49GqVStxub+/PyZOnIjw8PByCSwkJASzZ8+Web515cqV6Ny5M6ytrTFmzBix7Lfffou9e/fi999/R4MGDYrUlZKSgnXr1uHu3buoVKkSAGDMmDHYu3cvYmJiMG3atA+O08XFBQCQmpoKc3NzNG/eXGb90qVLYWRkhCNHjqBdu3bi8uDgYPTo0QMAMG3aNCxcuBBnz55Fq1at8NNPP8HAwADr168XB+dycnISt508eTLmzp0rPhNbtWpVXLt2DUuXLkW/fv0Uij8nJwezZ89GVlYW/Pz8xOXNmzeXOce9evWCn58fIiMjxXiuXbuG2bNnIzg4GH///Tf27NmD06dPi9dgxYoVcHV1LTOG6dOnIzo6WqG4iYiIiIiICimc2G7btg0bNmxAw4YNZQYhql69ukxX2Y/l4uKCRo0aYeXKlWjWrBlSUlJw7Ngx7N+/H/n5+ZgxYwY2bNiAe/fuIScnBzk5OdDV1S22rosXL0IQBJnkEHib1JmYmHxUnIUtyoXnIiMjAxMmTMChQ4fwzz//ID8/Hy9fvhRbtgu5u7uLP+vq6kJPT09s3UxISECTJk2KjDgNAA8fPsSdO3cwYMAAsYswAOTl5cHAwEDuuHv06AFVVVW8evUKBgYGmDNnDlq3bi2u9/T0lCmflJSEr776SmaZt7c35s+fj/z8fCQlJUFNTU1mOxcXFxgaGpYZS0REBEaNGiXOZ2VlwcbGRu5jISIiIiKi/zaFE9uHDx/C3Ny8yPLs7GyZRLc8DBgwAMOHD8dPP/2EmJgY2Nraws/PD7Nnz8a8efMwf/58uLm5QVdXF6GhoSUOclRQUABVVVVcuHABqqqqMuukUulHxZiUlATg7XOpwNuW2IcPH2L+/PmwtbWFpqYmvLy8isT2ftIqkUhQUFAA4G0X55IUllm2bFmR1un3j6008+bNg7+/P/T19Yu9nu9/SSAIQpHr+2438fcTfEVoampCU1NT4e2IiIiIiIiAD3jGtl69eti1a5c4X5jILFu2DF5eXuUXGYCgoCCoqqrit99+w6pVq9C/f39IJBIcO3YMX331FXr37o1atWrB3t6+1Gdla9eujfz8fGRkZMDBwUFmsrS0/OD4Xr16hV9++QU+Pj4wMzMDABw7dgwjRoxAmzZtxIGWHj16pFC97u7uOHbsmMwzr4UsLCxgbW2NmzdvFjmWqlWryr0PS0tLODg4FJvUFqd69eo4fvy4zLKTJ0/CyckJqqqqcHV1RV5eHs6fPy+uT05OxrNnz+SOiYiIiIiI6EMo3GI7ffp0tGrVCteuXUNeXh5+/PFHXL16FadOnSryXtuPJZVK0a1bN/zvf/9DZmYmgoODAQAODg7YvHkzTp48CSMjI/zwww948OBBic9zOjk5oVevXujbty/mzp2L2rVr49GjRzh06BDc3NzQpk0bueLJyMjA69ev8fz5c1y4cAGzZs3Co0ePsGXLFrGMg4MDVq9eDU9PT2RlZWHs2LGltsAWZ/jw4Vi4cCG6d++OiIgIGBgY4PTp06hfvz6cnZ0RFRWFESNGQF9fH61bt0ZOTg7Onz+Pp0+fynTpLU+jR49GvXr1MHnyZHTr1g2nTp3CokWLxNGYnZ2d0apVKwwaNAi//PIL1NTUEBoaqvCxExERERERKUrhFttGjRrhxIkTePnyJapVq4b9+/fDwsICp06dQt26dcs9wAEDBuDp06fw9/dHlSpVAACRkZGoU6cOAgIC4OvrC0tLS3Ts2LHUemJiYtC3b1+MHj0azs7O6NChA86cOaPQs5zOzs6oVKkS6tatixkzZsDf3x9XrlxB9erVxTIrV67E06dPUbt2bfTp0wcjRoyQu1W0kImJCQ4dOoQXL16gadOmqFu3LpYtWyZ2Xx44cCCWL1+O2NhYuLm5oWnTpoiNjVWoxVZRderUwcaNG7F+/XrUrFkTEyZMwKRJk8QvG4C359jGxgZNmzZF586dMXjwYIWPnYiIiIiISFES4d0HJYm+AFlZWTAwMEBmZib09fUrOhwiKmd24bvKLvQZpM5oW9EhEBERURnkzQ0U7opcKCMjAxkZGeJgRoXeHe2XiIiIiIiI6FNTuCvyhQsXULNmTVhZWcHd3R0eHh7iVLt27U8R4yfXunVrSKXSYqePecdtRZg2bVqJx/Lu63yIiIiIiIj+LRRuse3fvz+cnJywYsUKWFhYlPsrfirC8uXL8erVq2LXGRsbf+ZoPs4333yDoKCgYtdxICciIiIiIvo3UjixvXXrFrZs2QIHB4dPEU+FsLa2rugQyo2xsbHSJeNEREREREQfQ+GuyH5+frh06dKniIWIiIiIiIhIYQq32C5fvhz9+vXDlStXULNmTfEVNIU6dOhQbsERERERERERlUXhxPbkyZM4fvw49uzZU2SdRCJBfn5+uQRGRET/TnzNDhEREZU3hbsijxgxAn369EF6ejoKCgpkJia1RERERERE9LkpnNg+fvwYI0eOhIWFxaeIh4iIiIiIiEghCie2nTt3xuHDhz9FLEREREREREQKU/gZWycnJ0REROD48eNwc3MrMnjUiBEjyi04IiIiIiIiorJIBEEQFNmgatWqJVcmkeDmzZsfHRT9t2VlZcHAwACZmZnQ19ev6HCIiIiIiKiCyJsbKNxie+vWrY8KjIiIiIiIiKg8KZzYFsrNzcWtW7dQrVo1qKl9cDVERPSB7MJ3VXQIH4Sv+yEiIqLypvDgUS9fvsSAAQOgo6ODGjVqIC0tDcDbZ2tnzJhR7gESERERERERlUbhxDYiIgKXLl1CfHw8tLS0xOX+/v7YsGFDuQZHREREREREVBaF+xBv27YNGzZsQMOGDSGRSMTl1atXR0pKSrkGR0RERERERFQWhVtsHz58CHNz8yLLs7OzZRJdIiIiIiIios9B4cS2Xr162LXr/wcsKUxmly1bBi8vr/KLjIiIiIiIiEgOCndFnj59Olq1aoVr164hLy8PP/74I65evYpTp07hyJEjnyJGIiIiIiIiohIp3GLbqFEjnDhxAi9fvkS1atWwf/9+WFhY4NSpU6hbt+6niJGIiIiIiIioRB/0Alo3NzesWrWqvGP54kVFRWHbtm1ISEiosBgkEgm2bt2Kjh07VlgMREREREREXxK5EtusrCy5K9TX1//gYOj/lZREp6enw8jIqGKCIiIiIiIi+gLJldgaGhqWOeKxIAiQSCTIz88vl8D+rXJzc6GhofHB21taWpZjNERERERERMpPrmdsDx8+jEOHDpU6FZZRxKZNm+Dm5gZtbW2YmJjA398f2dnZKCgowKRJk1C5cmVoamrCw8MDe/fuFbdLTU2FRCLBli1b0KxZM+jo6KBWrVo4deqUTP3Lli2DjY0NdHR00KlTJ/zwww8wNDSUO74ZM2bAwsICenp6GDBgAF6/fi2z3tfXF6GhoTLLOnbsiODgYHHezs4OU6ZMQXBwMAwMDDBo0CAAQFhYGJycnKCjowN7e3tERkbizZs3AIDY2FhER0fj0qVLkEgkkEgkiI2NBfC2K/K2bdvE+hMTE9G8eXPxHA4ePBgvXrwQ1wcHB6Njx46YM2cOrKysYGJigmHDhon7Kkth/H379oVUKoWtrS3++OMPPHz4EF999RWkUinc3Nxw/vx5cZvbt2+jffv2MDIygq6uLmrUqIHdu3fLtT8iIiIiIiJFydVi27Rp03LfcXp6Onr06IFZs2ahU6dOeP78OY4dOwZBEPDjjz9i7ty5WLp0KWrXro2VK1eiQ4cOuHr1KhwdHcU6xo0bhzlz5sDR0RHjxo1Djx49cOPGDaipqeHEiRP45ptvMHPmTHTo0AEHDx5EZGSk3PFt3LgREydOxE8//YQmTZpg9erVWLBgAezt7RU+1tmzZyMyMhLjx48Xl+np6SE2NhaVKlVCYmIiBg0aBD09PXz//ffo1q0brly5gr179+LgwYMAAAMDgyL1vnz5Eq1atULDhg1x7tw5ZGRkYODAgRg+fLiYCANvv5iwsrLC4cOHcePGDXTr1g0eHh5ikl2WefPmYdq0aYiMjMS8efPQp08feHt7IyQkBLNnz0ZYWBj69u2Lq1evQiKRYNiwYcjNzcXRo0ehq6uLa9euQSqVllh/Tk4OcnJyxHlFur4TERERERHJPSryrFmz8OrVK3H+6NGjMsnI8+fPMXToULl3nJ6ejry8PHTu3Bl2dnZwc3PD0KFDIZVKMWfOHISFhaF79+5wdnbGzJkz4eHhgfnz58vUMWbMGLRt2xZOTk6Ijo7G7du3cePGDQDAwoUL0bp1a4wZMwZOTk4YOnQoWrduLXd88+fPR0hICAYOHAhnZ2dMmTIF1atXl3v7dzVv3hxjxoyBg4MDHBwcAADjx49Ho0aNYGdnh/bt22P06NHYuHEjAEBbWxtSqRRqamqwtLSEpaUltLW1i9S7du1avHr1Cr/++itq1qyJ5s2bY9GiRVi9ejX++ecfsZyRkREWLVoEFxcXtGvXDm3btkVcXJzc8bdp0wZff/01HB0dMWHCBDx//hz16tVDYGAgnJycEBYWhqSkJHGfaWlp8Pb2hpubG+zt7dGuXTv4+PiUWP/06dNhYGAgTjY2NnLHRkREREREJHdiGxERgefPn4vz7dq1w71798T5ly9fYunSpXLvuFatWvDz84ObmxsCAwOxbNkyPH36FFlZWbh//z68vb1lynt7eyMpKUlmmbu7u/izlZUVACAjIwMAkJycjPr168uUf3++NElJSfDy8pJZ9v68vDw9PYss27RpExo3bgxLS0tIpVJERkYiLS1NoXqTkpJQq1Yt6Orqisu8vb1RUFCA5ORkcVmNGjWgqqoqzltZWYnnSR7vnmcLCwsAb0fGfn9ZYZ0jRozAlClT4O3tjYkTJ+Ly5cul1h8REYHMzExxunPnjtyxERERERERyZ3YCoJQ6ryiVFVVceDAAezZswfVq1fHwoUL4ezsjFu3bgFAkcGqCgenepe6urr4c+G6goKCEst/bMzvU1FRKVJncc+uvpt4AsDp06fRvXt3tG7dGjt37sSff/6JcePGITc3V6H9F3eMhd5d/u55KlxXeJ7kUdx5Lu3cDxw4EDdv3kSfPn2QmJgIT09PLFy4sMT6NTU1oa+vLzMRERERERHJS+7E9lOQSCTw9vZGdHQ0/vzzT2hoaCAuLg6VKlXC8ePHZcqePHkSrq6uctft4uKCs2fPyix7d4Cjsri6uuL06dMyy96fNzMzQ3p6ujifn5+PK1eulFn3iRMnYGtri3HjxsHT0xOOjo64ffu2TBkNDY0yR5iuXr06EhISkJ2dLVO3iooKnJycyozjU7KxscE333yDLVu2YPTo0Vi2bFmFxkNERERERP9ecg0e9SmcOXMGcXFxaNmyJczNzXHmzBk8fPgQrq6uGDt2LCZOnIhq1arBw8MDMTExSEhIwNq1a+Wu/9tvv4WPjw9++OEHtG/fHocOHcKePXvKfG1Roe+++w79+vWDp6cnGjdujLVr1+Lq1asyg0c1b94co0aNwq5du1CtWjXMmzcPz549K7NuBwcHpKWlYf369ahXrx527dqFrVu3ypSxs7PDrVu3kJCQgMqVK0NPTw+ampoyZXr16oWJEyeiX79+iIqKwsOHD/Htt9+iT58+YvfgihAaGorWrVvDyckJT58+xaFDhxT6UoKIiIiIiEgRCiW2y5cvF0e3zcvLQ2xsLExNTQFA5vlbeejr6+Po0aOYP38+srKyYGtri7lz56J169YICAhAVlYWRo8ejYyMDFSvXh3bt2+XGRG5LN7e3liyZAmio6Mxfvx4BAQEYOTIkVi0aJFc23fr1g0pKSkICwvD69ev0aVLFwwZMgT79u0Ty4SEhODSpUvo27cv1NTUMHLkSDRr1qzMur/66iuMHDkSw4cPR05ODtq2bYvIyEhERUWJZbp06SK+zujZs2eIiYmReY0QAOjo6GDfvn347rvvUK9ePejo6KBLly744Ycf5DrGTyU/Px/Dhg3D3bt3oa+vj1atWmHevHkVGhMREREREf17SQQ5Hzy1s7OTq7Wz8BnZL9GgQYPw119/4dixYxUdCpUiKysLBgYGyMzM5PO2RKWwC99V0SF8kNQZbSs6BCIiIlIS8uYGcrfYpqamlkdcn9WcOXPQokUL6OrqYs+ePVi1ahUWL15c0WERERERERFROarQwaM+tbNnz6JFixZwc3PDkiVLsGDBAgwcOBDA21fgSKXSYidFnuVVZseOHSvxHBR2OSciIiIiIvrSVdjgUZ/Dxo0bS1y3e/fuYl/NA6BCB176nDw9PZGQkFDRYRAREREREX2Uf3ViWxpbW9uKDqHCaWtrw8HBoaLDICIiIiIi+ij/6q7IRERERERE9O/HxJaIiIiIiIiUmsJdkXfv3g1VVVUEBATILN+3bx8KCgrQunXrcguOiIhKxtfmEBEREb2lcItteHg48vPziywXBAHh4eHlEhQRERERERGRvBRObK9fv47q1asXWe7i4oIbN26US1BERERERERE8lI4sTUwMMDNmzeLLL9x4wZ0dXXLJSgiIiIiIiIieSmc2Hbo0AGhoaFISUkRl924cQOjR49Ghw4dyjU4IiIiIiIiorIonNjOnj0burq6cHFxQdWqVVG1alW4urrCxMQEc+bM+RQxEhEREREREZVI4VGRDQwMcPLkSRw4cACXLl2CtrY23N3d4ePj8yniIyL6otmF76roEJQOR3MmIiKi8qZwYgsAEokELVu2RMuWLcs7HiIiIiIiIiKFyJXYLliwAIMHD4aWlhYWLFhQatkRI0aUS2BERERERERE8pArsZ03bx569eoFLS0tzJs3r8RyEomEiS0RERERERF9VnIltrdu3Sr2ZyIiIiIiIqKKpvCoyO/Lz89HQkICnj59Wh7xEBERERERESlE4cQ2NDQUK1asAPA2qfXx8UGdOnVgY2OD+Pj48o6PiIiIiIiIqFQKJ7abNm1CrVq1AAA7duxAamoq/vrrL4SGhmLcuHHlHiARERERERFRaRRObB89egRLS0sAwO7duxEYGAgnJycMGDAAiYmJ5R4gERERERERUWkUTmwtLCxw7do15OfnY+/evfD39wcAvHz5EqqqquUeIMknODgYHTt2rOgwiIiIiIiIPju5RkV+V//+/REUFAQrKytIJBK0aNECAHDmzBm4uLiUe4AkKzU1FVWrVsWff/4JDw8PcfmPP/4IQRAqLjAiIiIiIqIKonBiGxUVhZo1a+LOnTsIDAyEpqYmAEBVVRXh4eHlHiDJx8DAoKJDICIiIiIiqhAf9Lqfrl27YuTIkahcubK4rF+/fvjqq6/KLbCKtHfvXjRu3BiGhoYwMTFBu3btkJKSIq6/e/cuunfvDmNjY+jq6sLT0xNnzpwR1//888+oVq0aNDQ04OzsjNWrV4vrUlNTIZFIkJCQIC579uwZJBKJOKr006dP0atXL5iZmUFbWxuOjo6IiYkBAFStWhUAULt2bUgkEvj6+gIo2hW5oKAAM2fOhIODAzQ1NVGlShVMnTpVJoYtW7agWbNm0NHRQa1atXDq1CmZ83Dy5En4+PhAW1sbNjY2GDFiBLKzs8X1ixcvhqOjI7S0tGBhYYGuXbuK6zZt2gQ3Nzdoa2vDxMQE/v7+MtsSERERERGVF4VbbCdNmlTq+gkTJnxwMF+K7OxsjBo1Cm5ubsjOzsaECRPQqVMnJCQk4OXLl2jatCmsra2xfft2WFpa4uLFiygoKAAAbN26Fd999x3mz58Pf39/7Ny5E/3790flypXRrFkzufYfGRmJa9euYc+ePTA1NcWNGzfw6tUrAMDZs2dRv359HDx4EDVq1ICGhkaxdURERGDZsmWYN28eGjdujPT0dPz1118yZcaNG4c5c+bA0dER48aNQ48ePXDjxg2oqakhMTERAQEBmDx5MlasWIGHDx9i+PDhGD58OGJiYnD+/HmMGDECq1evRqNGjfDkyRMcO3YMAJCeno4ePXpg1qxZ6NSpE54/f45jx46V2FU6JycHOTk54nxWVpZc54mIiIiIiAgAJIKCD2bWrl1bZv7Nmze4desW1NTUUK1aNVy8eLFcA/wSPHz4EObm5khMTMTJkycxZswYpKamwtjYuEhZb29v1KhRA7/88ou4LCgoCNnZ2di1a1exz8g+e/YMRkZGOHz4MHx9fdGhQweYmppi5cqVReov6Rnb4OBgPHv2DNu2bcPz589hZmaGRYsWYeDAgSXWsXz5cgwYMAAAcO3aNdSoUQNJSUlwcXFB3759oa2tjaVLl4rbHT9+HE2bNkV2djZ2796N/v374+7du9DT05Op/+LFi6hbty5SU1Nha2tb5vmNiopCdHR0keWZmZnQ19cvc3uiimQXvquiQ1A6qTPaVnQIREREpCSysrJgYGBQZm6gcFfkP//8U2a6cuUK0tPT4efnh5EjR35U0F+KlJQU9OzZE/b29tDX1xe7/6alpSEhIQG1a9cuNqkFgKSkJHh7e8ss8/b2RlJSktz7HzJkCNavXw8PDw98//33OHnypELxJyUlIScnB35+fqWWc3d3F3+2srICAGRkZAAALly4gNjYWEilUnEKCAhAQUEBbt26hRYtWsDW1hb29vbo06cP1q5di5cvXwIAatWqBT8/P7i5uSEwMBDLli3D06dPS4wjIiICmZmZ4nTnzh2FjpeIiIiIiP7bPugZ2/fp6+tj0qRJiIyMLI/qKlz79u3x+PFjLFu2DGfOnBGfn83NzYW2tnaZ20skEpl5QRDEZSoqKuKyQm/evJEp37p1a9y+fRuhoaG4f/8+/Pz8MGbMGLnjlydGAFBXVy8Sc2GX6oKCAnz99ddISEgQp0uXLuH69euoVq0a9PT0cPHiRaxbtw5WVlaYMGECatWqhWfPnkFVVRUHDhzAnj17UL16dSxcuBDOzs64detWsXFoampCX19fZiIiIiIiIpJXuSS2wNvutJmZmeVVXYV5/PgxkpKSMH78ePj5+cHV1VWmtdHd3R0JCQl48uRJsdu7urri+PHjMstOnjwJV1dXAICZmRmAt8+hFnp3IKlCZmZmCA4Oxpo1azB//nyxa3PhM7X5+fklHoOjoyO0tbURFxcnxxEXr06dOrh69SocHByKTIUxqKmpwd/fH7NmzcLly5eRmpqKQ4cOAXibKHt7eyM6Ohp//vknNDQ0sHXr1g+Oh4iIiIiIqCQKDx61YMECmXlBEJCeno7Vq1ejVatW5RZYRTEyMoKJiQl++eUXWFlZIS0tTeY1Rj169MC0adPQsWNHTJ8+HVZWVvjzzz9RqVIleHl5YezYsQgKCkKdOnXg5+eHHTt2YMuWLTh48CCAt62pDRs2xIwZM2BnZ4dHjx5h/PjxMjFMmDABdevWRY0aNZCTk4OdO3eKibG5uTm0tbWxd+9eVK5cGVpaWkVe9aOlpYWwsDB8//330NDQgLe3Nx4+fIirV6+Kz9SWJSwsDA0bNsSwYcMwaNAg6OrqIikpCQcOHMDChQuxc+dO3Lx5Ez4+PjAyMsLu3btRUFAAZ2dnnDlzBnFxcWjZsiXMzc1x5swZPHz4UDwGIiIiIiKi8qRwYjtv3jyZeRUVFZiZmaFfv36IiIgot8AqioqKCtavX48RI0agZs2acHZ2xoIFC8TX6mhoaGD//v0YPXo02rRpg7y8PFSvXh0//fQTAKBjx4748ccfMXv2bIwYMQJVq1ZFTEyMuD0ArFy5EiEhIfD09ISzszNmzZqFli1bius1NDQQERGB1NRUaGtro0mTJli/fj2At62kCxYswKRJkzBhwgQ0adJEfE3QuyIjI6GmpoYJEybg/v37sLKywjfffCP3eXB3d8eRI0cwbtw4NGnSBIIgoFq1aujWrRsAwNDQEFu2bEFUVBRev34NR0dHrFu3ThyA6ujRo5g/fz6ysrJga2uLuXPnonXr1gpeDSIiIiIiorIpPCoy0acm78hnRF8CjoqsOI6KTERERPL6ZKMiExEREREREX1J5O6KHBISIle54t69SkRERERERPSpyJ3YxsbGwtbWFrVr1wZ7LxMREREREdGXQu7E9ptvvsH69etx8+ZNhISEoHfv3jA2Nv6UsRERERERERGVSe5nbBcvXoz09HSEhYVhx44dsLGxQVBQEPbt28cWXCIiIiIiIqowCg0epampiR49euDAgQO4du0aatSogaFDh8LW1hYvXrz4VDESERERERERlUjh99gWkkgkkEgkEAQBBQUF5RkTEZHS4KtriIiIiCqeQi22OTk5WLduHVq0aAFnZ2ckJiZi0aJFSEtLg1Qq/VQxEhEREREREZVI7hbboUOHYv369ahSpQr69++P9evXw8TE5FPGRkRERERERFQmiSDnyE8qKiqoUqUKateuDYlEUmK5LVu2lFtw9N+UlZUFAwMDZGZmQl9fv6LDISIiIiKiCiJvbiB3i23fvn1LTWiJiIiIiIiIKoLciW1sbOwnDIOIiIiIiIjow3zwqMhERBXJLnxXRYdAH4gjSRMREVF5U2hUZCIiIiIiIqIvDRNbIiIiIiIiUmpMbImIiIiIiEipMbElIiIiIiIipcbEloiIiIiIiJQaE1siIiIiIiJSakxsiYiIiIiISKkxsSUiIiIiIiKlxsT2X8DX1xehoaEVHQYREREREVGFYGJLRERERERESo2JrZILDg7GkSNH8OOPP0IikUAikSA1NRXXrl1DmzZtIJVKYWFhgT59+uDRo0fidr6+vvj2228RGhoKIyMjWFhY4JdffkF2djb69+8PPT09VKtWDXv27BG3iY+Ph0Qiwa5du1CrVi1oaWmhQYMGSExMlIlp8+bNqFGjBjQ1NWFnZ4e5c+d+tvNBRERERET/PUxsldyPP/4ILy8vDBo0COnp6UhPT4e6ujqaNm0KDw8PnD9/Hnv37sU///yDoKAgmW1XrVoFU1NTnD17Ft9++y2GDBmCwMBANGrUCBcvXkRAQAD69OmDly9fymw3duxYzJkzB+fOnYO5uTk6dOiAN2/eAAAuXLiAoKAgdO/eHYmJiYiKikJkZCRiY2NLPIacnBxkZWXJTERERERERPKSCIIgVHQQ9HF8fX3h4eGB+fPnAwAmTJiAM2fOYN++fWKZu3fvwsbGBsnJyXBycoKvry/y8/Nx7NgxAEB+fj4MDAzQuXNn/PrrrwCABw8ewMrKCqdOnULDhg0RHx+PZs2aYf369ejWrRsA4MmTJ6hcuTJiY2MRFBSEXr164eHDh9i/f7+47++//x67du3C1atXi40/KioK0dHRRZZnZmZCX1+/XM4R/fvYhe+q6BDoA6XOaFvRIRAREZGSyMrKgoGBQZm5AVts/4UuXLiAw4cPQyqVipOLiwsAICUlRSzn7u4u/qyqqgoTExO4ubmJyywsLAAAGRkZMvV7eXmJPxsbG8PZ2RlJSUkAgKSkJHh7e8uU9/b2xvXr15Gfn19svBEREcjMzBSnO3fufMhhExERERHRf5RaRQdA5a+goADt27fHzJkzi6yzsrISf1ZXV5dZJ5FIZJZJJBKxvrIUlhUEQfy5UFmdAjQ1NaGpqVnmPoiIiIiIiIrDxPZfQENDQ6Y1tE6dOti8eTPs7Oygplb+l/j06dOoUqUKAODp06f4+++/xRbh6tWr4/jx4zLlT548CScnJ6iqqpZ7LEREREREROyK/C9gZ2eHM2fOIDU1FY8ePcKwYcPw5MkT9OjRA2fPnsXNmzexf/9+hISElNgdWBGTJk1CXFwcrly5guDgYJiamqJjx44AgNGjRyMuLg6TJ0/G33//jVWrVmHRokUYM2bMR++XiIiIiIioOExs/wXGjBkDVVVVVK9eHWZmZsjNzcWJEyeQn5+PgIAA1KxZE9999x0MDAygovLxl3zGjBn47rvvULduXaSnp2P79u3Q0NAA8La1eOPGjVi/fj1q1qyJCRMmYNKkSQgODv7o/RIRERERERWHoyKT3ApHRX769CkMDQ0/2X7kHfmM/ts4KrLy4qjIREREJC+OikxERERERET/CUxsiYiIiIiISKlxVGSSm6+vb5mv7iEiIiIiIvrc2GJLRERERERESo2JLRERERERESk1JrZERERERESk1PiMLREpJb4yhoiIiIgKscWWiIiIiIiIlBoTWyIiIiIiIlJqTGyJiIiIiIhIqTGxJSIiIiIiIqXGxJaIiIiIiIiUGhNbIiIiIiIiUmp83Q8RfRJ24bsqOgT6QvFVTURERFTe2GJLRERERERESo2JLRERERERESk1JrZERERERESk1JjYEhERERERkVJjYktERERERERKjYktERERERERKTUmtkRERERERKTUvsjE1tfXF6GhoRUdxr9CamoqJBIJEhISKjoUIiIiIiKiT+KLTGy3bNmCyZMnl0tdEokE27ZtK5e6KlJ8fDwkEgmePXtW0aEQERERERF9UdQqOoDiGBsbf9b9vXnzBurq6p91n0RERERERFQ+vsgW23e7ItvZ2WHatGkICQmBnp4eqlSpgl9++UUsm5ubi+HDh8PKygpaWlqws7PD9OnTxW0BoFOnTpBIJOJ8VFQUPDw8sHLlStjb20NTUxOCIMDOzg7z58+XicXDwwNRUVHivEQiwdKlS9GuXTvo6OjA1dUVp06dwo0bN+Dr6wtdXV14eXkhJSVFpp4dO3agbt260NLSgr29PaKjo5GXlydT7/Lly9GpUyfo6OjA0dER27dvB/C2O3GzZs0AAEZGRpBIJAgODgYA7N27F40bN4ahoSFMTEzQrl27Ivt+V2HLb1xcHDw9PaGjo4NGjRohOTlZoXijoqJQpUoVaGpqolKlShgxYoS4bvHixXB0dISWlhYsLCzQtWvXEuMhIiIiIiL6WF9kYvu+uXPnwtPTE3/++SeGDh2KIUOG4K+//gIALFiwANu3b8fGjRuRnJyMNWvWiAnsuXPnAAAxMTFIT08X5wHgxo0b2LhxIzZv3qzw86eTJ09G3759kZCQABcXF/Ts2RNff/01IiIicP78eQDA8OHDxfL79u1D7969MWLECFy7dg1Lly5FbGwspk6dKlNvdHQ0goKCcPnyZbRp0wa9evXCkydPYGNjg82bNwMAkpOTkZ6ejh9//BEAkJ2djVGjRuHcuXOIi4uDiooKOnXqhIKCglKPYdy4cZg7dy7Onz8PNTU1hISEyB3vpk2bMG/ePCxduhTXr1/Htm3b4ObmBgA4f/48RowYgUmTJiE5ORl79+6Fj49PqbHk5OQgKytLZiIiIiIiIpLXF9kV+X1t2rTB0KFDAQBhYWGYN28e4uPj4eLigrS0NDg6OqJx48aQSCSwtbUVtzMzMwMAGBoawtLSUqbO3NxcrF69WiyjiP79+yMoKEiMx8vLC5GRkQgICAAAfPfdd+jfv79YfurUqQgPD0e/fv0AAPb29pg8eTK+//57TJw4USwXHByMHj16AACmTZuGhQsX4uzZs2jVqpXYPdvc3ByGhobiNl26dJGJbcWKFTA3N8e1a9dQs2bNEo9h6tSpaNq0KQAgPDwcbdu2xevXr6GlpVVmvGlpabC0tIS/vz/U1dVRpUoV1K9fHwCQlpYGXV1dtGvXDnp6erC1tUXt2rVLPZ/Tp09HdHR0qWWIiIiIiIhKohQttu7u7uLPEokElpaWyMjIAPA2GUxISICzszNGjBiB/fv3y1Wnra3tByW178djYWEBAGKLZeGy169fiy2PFy5cwKRJkyCVSsVp0KBBSE9Px8uXL4utV1dXF3p6euJxliQlJQU9e/aEvb099PX1UbVqVQBvE0x5j8HKygoAxH2VFW9gYCBevXoFe3t7DBo0CFu3bhW7Kbdo0QK2trawt7dHnz59sHbtWpljLE5ERAQyMzPF6c6dO6WWJyIiIiIiepdStNi+P7CTRCIRu9rWqVMHt27dwp49e3Dw4EEEBQXB398fmzZtKrVOXV3dIstUVFQgCILMsjdv3pQaj0QiKXFZYYwFBQWIjo5G586di9SlpaUl13GWpH379rCxscGyZctQqVIlFBQUoGbNmsjNzS11u4+J18bGBsnJyThw4AAOHjyIoUOHYvbs2Thy5Aj09PRw8eJFxMfHY//+/ZgwYQKioqJw7tw5mZbmd2lqakJTU7PUeImIiIiIiEqiFIltWfT19dGtWzd069YNXbt2RatWrfDkyRMYGxtDXV0d+fn5ctVjZmaG9PR0cT4rKwu3bt366Pjq1KmD5ORkODg4fHAdGhoaACBzLI8fP0ZSUhKWLl2KJk2aAACOHz/+ccFCvni1tbXRoUMHdOjQAcOGDYOLiwsSExNRp04dqKmpwd/fH/7+/pg4cSIMDQ1x6NChYhNlIiIiIiKij6X0ie28efNgZWUFDw8PqKio4Pfff4elpaXYOmhnZ4e4uDh4e3tDU1MTRkZGJdbVvHlzxMbGon379jAyMkJkZCRUVVU/OsYJEyagXbt2sLGxQWBgIFRUVHD58mUkJiZiypQpctVha2sLiUSCnTt3ok2bNtDW1oaRkRFMTEzwyy+/wMrKCmlpaQgPD//k8cbGxiI/Px8NGjSAjo4OVq9eDW1tbdja2mLnzp24efMmfHx8YGRkhN27d6OgoADOzs4fHRcREREREVFxlOIZ29JIpVLMnDkTnp6eqFevHlJTU7F7926oqLw9tLlz5+LAgQOwsbEpcxCjiIgI+Pj4oF27dmjTpg06duyIatWqfXSMAQEB2LlzJw4cOIB69eqhYcOG+OGHH2QGuiqLtbU1oqOjER4eDgsLCwwfPhwqKipYv349Lly4gJo1a2LkyJGYPXv2J4/X0NAQy5Ytg7e3N9zd3REXF4cdO3bAxMQEhoaG2LJlC5o3bw5XV1csWbIE69atQ40aNT46LiIiIiIiouJIhPcfKiWqYFlZWTAwMEBmZib09fUrOhz6QHbhuyo6BPpCpc5oW9EhEBERkZKQNzdQ+hZbIiIiIiIi+m9jYktERERERERKjYktERERERERKTUmtkRERERERKTUmNgSERERERGRUmNiS0REREREREpNraIDIKJ/J77ShYiIiIg+F7bYEhERERERkVJjYktERERERERKjYktERERERERKTUmtkRERERERKTUmNgSERERERGRUmNiS0REREREREqNr/shItiF76roEOg/hK+CIiIiovLGFlsiIiIiIiJSakxsiYiIiIiISKkxsSUiIiIiIiKlxsSWiIiIiIiIlBoTWyIiIiIiIlJqTGyJiIiIiIhIqTGxJSIiIiIiIqXGxJaK8PX1RWhoaEWHQUREREREJBcmtkRERERERKTUmNgSERERERGRUmNiS2Xau3cvDAwM8Ouvv+LevXvo1q0bjIyMYGJigq+++gqpqakAgKNHj0JdXR0PHjyQ2X706NHw8fGpgMiJiIiIiOi/gIktlWr9+vUICgrCr7/+iq5du6JZs2aQSqU4evQojh8/DqlUilatWiE3Nxc+Pj6wt7fH6tWrxe3z8vKwZs0a9O/fv8R95OTkICsrS2YiIiIiIiKSFxNbKtHixYvxzTff4I8//sBXX32F9evXQ0VFBcuXL4ebmxtcXV0RExODtLQ0xMfHAwAGDBiAmJgYsY5du3bh5cuXCAoKKnE/06dPh4GBgTjZ2Nh86kMjIiIiIqJ/ESa2VKzNmzcjNDQU+/fvR7NmzQAAFy5cwI0bN6CnpwepVAqpVApjY2O8fv0aKSkpAIDg4GDcuHEDp0+fBgCsXLkSQUFB0NXVLXFfERERyMzMFKc7d+58+gMkIiIiIqJ/DbWKDoC+TB4eHrh48SJiYmJQr149SCQSFBQUoG7duli7dm2R8mZmZgAAc3NztG/fHjExMbC3t8fu3bvF1tySaGpqQlNT81McBhERERER/QcwsaViVatWDXPnzoWvry9UVVWxaNEi1KlTBxs2bIC5uTn09fVL3HbgwIHo3r07KleujGrVqsHb2/szRk5ERERERP817IpMJXJycsLhw4fFbsm9evWCqakpvvrqKxw7dgy3bt3CkSNH8N133+Hu3bvidgEBATAwMMCUKVNKHTSKiIiIiOj/2rvz8BrP/I/jnxOyiSQoiopERqtVuzBIyZgi1Za0Zqoa65iq1hKMVhlbYulgqp1qrdOOtKWkLaNandhpbbUlGIktovwusZXGVoRz//7oz/k5sjiJLJ7k/bquc105930/9/N9nm/Rb+7n3AfIDxS2yFHt2rW1du1aLVy4UGPGjNF3332nGjVqqHPnznrsscfUp08f/fLLL04ruG5uburdu7du3rypnj17FmH0AAAAAEoCHkVGJnd+Jvaxxx7TqVOnHO8//vjju86Rlpamp59+WlWrVs3v8AAAAADACYUt8lV6erq2b9+uBQsW6KuvvirqcAAAAACUABS2yFcRERHatm2b+vXrp3bt2hV1OAAAAABKAApb5Ku7fbUPAAAAAOQ3No8CAAAAAFgahS0AAAAAwNIobAEAAAAAlsZnbAHo6ORnijoEAAAAIM9YsQUAAAAAWBqFLQAAAADA0ihsAQAAAACWRmELAAAAALA0ClsAAAAAgKVR2AIAAAAALI2v+wHuI0Ejlhd1CECB4+ulAABAfmPFFgAAAABgaRS2AAAAAABLo7AFAAAAAFgahS0AAAAAwNIobAEAAAAAlkZhCwAAAACwNApbAAAAAIClUdgCAAAAACyNwhYAAAAAYGkUtnBJRkZGUYcAAAAAAFmisLUgY4ymTp2q4OBgeXt7q0GDBvryyy8lSevXr5fNZtOaNWsUEhKiMmXKqGXLljpw4IDTHF9//bWaNGkiLy8vBQcHKyYmRjdu3HD022w2zZ49WxEREfLx8dHEiRMlSRMnTlTlypXl6+url19+WSNGjFDDhg0lSd99953c3d118uRJp3MNGzZMrVu3LsA7AgAAAKAko7C1oNGjR2vevHmaNWuW9u3bp6FDh6p79+7asGGDY8yoUaM0bdo07dixQ6VLl1afPn0cfStWrFD37t0VFRWlpKQkzZkzR7GxsZo0aZLTecaNG6eIiAjt3btXffr00YIFCzRp0iRNmTJFO3fuVI0aNTRr1izH+NatWys4OFiffvqpo+3GjRuaP3++/vSnP2V7PdeuXdOFCxecXgAAAADgKpsxxhR1EHDd5cuXVbFiRa1du1YtWrRwtL/88su6cuWKXnnlFbVp00arV6/Wk08+KUn69ttv9cwzz+iXX36Rl5eXWrdurQ4dOmjkyJGO4+fPn6/hw4frxIkTkn5dsR0yZIjeffddx5jmzZsrJCREH3zwgaPtiSee0KVLl5SYmChJmjp1qmJjY5WUlCRJ+uqrr9S9e3edPHlSPj4+WV5TdHS0YmJiMrWnp6fLz88vj3fKmoJGLC/qEIACd3TyM0UdAgAAsIgLFy7I39//rrUBK7YWk5SUpKtXr6pdu3YqW7as4/XJJ58oJSXFMa5+/fqOn6tWrSpJOn36tCRp586dGj9+vNPxffv2VVpamq5cueI4LiQkxOncBw4cULNmzZza7nzfu3dvHT58WFu3bpUk/etf/1KXLl2yLWolaeTIkUpPT3e8jh8/nptbAgAAAKCEK13UASB37Ha7JGn58uV66KGHnPo8PT0dxa27u7uj3WazOR1rt9sVExOjzp07Z5rfy8vL8XNWxeituW65c8G/cuXK6tixo+bNm6fg4GB9++23Wr9+fY7X5OnpKU9PzxzHAAAAAEB2KGwtpk6dOvL09NSxY8cUFhaWqf/2VdvsNG7cWAcOHFCtWrVyde7atWtr27Zt6tGjh6Ntx44dmca9/PLL6tq1q6pXr67f/OY3Cg0NzdV5AAAAACA3KGwtxtfXV6+//rqGDh0qu92uJ554QhcuXNDmzZtVtmxZBQYG3nWOsWPH6tlnn1VAQIBeeOEFubm5ac+ePdq7d69j9+OsDBo0SH379lVISIhatmypuLg47dmzR8HBwU7jwsPD5e/vr4kTJ2r8+PH3fM0AAAAAkBM+Y2tBEyZM0NixY/W3v/1Njz32mMLDw/X111+rZs2aLh0fHh6ub775RqtWrVLTpk3VvHlzvfPOO3ctirt166aRI0fq9ddfV+PGjZWamqrevXs7Pb4sSW5uburdu7du3rypnj175vk6AQAAAMAV7IqMe9KuXTtVqVLF6St+JKlv3746deqUli1blus5Xd35rDhiV2SUBOyKDAAAXOVqbcCjyHDZlStXNHv2bIWHh6tUqVJauHChVq9erVWrVjnGpKena/v27VqwYIG++uqrIowWAAAAQElBYQuX2Ww2ffvtt5o4caKuXbum2rVra/HixWrbtq1jTEREhLZt26Z+/fqpXbt2RRgtAAAAgJKCwhYu8/b21urVq3Mcc7ev9gEAAACA/MbmUQAAAAAAS6OwBQAAAABYGoUtAAAAAMDS+IwtcB/ha1AAAACA3GPFFgAAAABgaRS2AAAAAABLo7AFAAAAAFgahS0AAAAAwNIobAEAAAAAlsauyMBdBI1YXtQhAMUKu38DAID8xootAAAAAMDSKGwBAAAAAJZGYQsAAAAAsDQKWwAAAACApVHYAgAAAAAsjcIWAAAAAGBpFLYAAAAAAEujsAUAAAAAWBqF7T2IjY1VuXLlHO+jo6PVsGHDIovnTuvXr5fNZtPPP/9c1KEAAAAAQIGhsM1Hr7/+utasWVPUYQAAAABAiVK6qAMoTsqWLauyZcsWdRgAAAAAUKKUmBXb+Ph4PfHEEypXrpweeOABPfvss0pJSZGU9SO7iYmJstlsOnr0qKMtNjZWNWrUUJkyZfT888/rp59+cjrHnY8i2+12jR8/XtWrV5enp6caNmyo+Ph4l+Jt0aKFRowY4dR25swZubu7a926dZKk+fPnKyQkRL6+vqpSpYoiIyN1+vTpHOfdvHmzWrduLW9vbwUEBCgqKkqXL1929AcFBemtt95Snz595Ovrqxo1amju3LlOc/zP//yPunbtqgoVKsjHx0chISH64YcfHP1ff/21mjRpIi8vLwUHBysmJkY3btxw6boBAAAAILdKTGF7+fJl/eUvf9H27du1Zs0aubm56fnnn5fdbnfp+B9++EF9+vRR//79lZiYqDZt2mjixIk5HvPee+9p2rRpevvtt7Vnzx6Fh4erU6dOOnTo0F3P161bNy1cuFDGGEdbXFycHnzwQYWFhUmSrl+/rgkTJmj37t1aunSpUlNT1bt372zn3Lt3r8LDw9W5c2ft2bNHcXFx2rhxowYOHOg0btq0aQoJCVFCQoL69++v1157Tfv375ckXbp0SWFhYTpx4oSWLVum3bt3a/jw4Y77uGLFCnXv3l1RUVFKSkrSnDlzFBsbq0mTJmUb17Vr13ThwgWnFwAAAAC4ymZur5xKkDNnzqhy5crau3evzp49qzZt2uj8+fOOzaASExPVqFEjpaamKigoSJGRkTp//rz+85//OObo2rWr4uPjHSu90dHRWrp0qRITEyVJDz30kAYMGKC//vWvjmOaNWumpk2basaMGXeNr1q1alq7dq1atWolSWrZsqWeeOIJTZ06Nctjtm/frmbNmunixYsqW7as1q9f73RdPXv2lLe3t+bMmeM4ZuPGjQoLC9Ply5fl5eWloKAgtWrVSp9++qkkyRijKlWqKCYmRq+++qrmzp2r119/XUePHlWFChUyxdC6dWt16NBBI0eOdLTNnz9fw4cP14kTJ7KMOzo6WjExMZna09PT5efnl+N9KgxBI5YXdQhAsXJ08jNFHQIAALCICxcuyN/f/661QYlZsU1JSVFkZKSCg4Pl5+enmjVrSpKOHTvm0vHJyclq0aKFU9ud72934cIFnThxQqGhoU7toaGhSk5Ovuv5KlWqpHbt2mnBggWSpNTUVG3ZskXdunVzjElISFBERIQCAwPl6+ur3/3udzle086dOxUbG+v4LHDZsmUVHh4uu92u1NRUx7j69es7frbZbKpSpYrjEedbBX9WRe2tc4wfP97pHH379lVaWpquXLmS5TEjR45Uenq643X8+PG73h8AAAAAuKXEbB7VsWNHBQQE6J///KeqVasmu92uunXr6vr1644Nn25fvM7IyHA6Pq8L2zabLdM8d7Zlp1u3bho8eLDef/99ffbZZ3r88cfVoEEDSb8+Wt2+fXu1b99e8+fPV6VKlXTs2DGFh4fr+vXrWc5nt9vVr18/RUVFZeqrUaOG42d3d/dM13DrUWNvb+8cY7bb7YqJiVHnzp0z9Xl5eWV5jKenpzw9PXOcFwAAAACyUyIK259++knJycmaM2eO47HejRs3OvorVaokSUpLS1P58uUlyfE48S116tTR1q1bndrufH87Pz8/VatWTRs3blTr1q0d7Zs3b1azZs1civu5555Tv379FB8fr88++0w9evRw9O3fv19nz57V5MmTFRAQIEnasWNHjvM1btxY+/btU61atVw6f1bq16+vDz/8UOfOncty1bZx48Y6cODAPZ0DAAAAAHKjRDyKXL58eT3wwAOaO3euDh8+rLVr1+ovf/mLo79WrVoKCAhQdHS0Dh48qOXLl2vatGlOc0RFRSk+Pl5Tp07VwYMH9cEHH9x1h+M33nhDU6ZMUVxcnA4cOKARI0YoMTFRgwcPdiluHx8fRUREaMyYMUpOTlZkZKSjr0aNGvLw8ND777+vI0eOaNmyZZowYUKO87355pvasmWLBgwYoMTERB06dEjLli3ToEGDXIpHkl566SVVqVJFzz33nDZt2qQjR45o8eLF2rJliyRp7Nix+uSTTxQdHa19+/YpOTlZcXFxGj16tMvnAAAAAIDcKBGFrZubmxYtWqSdO3eqbt26Gjp0qP7+9787+t3d3bVw4ULt379fDRo00JQpUzLteNy8eXN9+OGHev/999WwYUOtXLnyrsVaVFSUhg0bpmHDhqlevXqKj4/XsmXL9PDDD7sce7du3bR79261atXK6XHhSpUqKTY2Vl988YXq1KmjyZMn6+23385xrvr162vDhg06dOiQWrVqpUaNGmnMmDGqWrWqy/F4eHho5cqVqly5sp5++mnVq1dPkydPVqlSpSRJ4eHh+uabb7Rq1So1bdpUzZs31zvvvKPAwECXzwEAAAAAuVFid0XG/cvVnc8KC7siA/mLXZEBAICr2BUZAAAAAFAiUNgWkbfeesvpK3Fuf3Xo0KGowwMAAAAAyygRuyLfj1599VV16dIly767faUOAAAAAOD/UdgWkQoVKmT5dTkAAAAAgNzhUWQAAAAAgKVR2AIAAAAALI1HkYG74KtJAAAAgPsbK7YAAAAAAEujsAUAAAAAWBqFLQAAAADA0ihsAQAAAACWRmELAAAAALA0ClsAAAAAgKVR2AIAAAAALI3CFgAAAABgaRS2AAAAAABLo7AFAAAAAFgahS0AAAAAwNIobAEAAAAAlkZhCwAAAACwNApbAAAAAIClUdgCAAAAACyNwhYAAAAAYGkUtgAAAAAAS6OwBQAAAABYGoUtAAAAAMDSShd1AMCdjDGSpAsXLhRxJAAAAACK0q2a4FaNkB0KW9x3Ll68KEkKCAgo4kgAAAAA3A8uXrwof3//bPtt5m6lL1DI7Ha7Tpw4IV9fX9lstizHXLhwQQEBATp+/Lj8/PwKOUIUJHJbvJHf4o38Fm/kt3gjv8WblfNrjNHFixdVrVo1ubll/0laVmxx33Fzc1P16tVdGuvn52e5P5xwDbkt3shv8UZ+izfyW7yR3+LNqvnNaaX2FjaPAgAAAABYGoUtAAAAAMDSKGxhSZ6enho3bpw8PT2LOhTkM3JbvJHf4o38Fm/kt3gjv8VbScgvm0cBAAAAACyNFVsAAAAAgKVR2AIAAAAALI3CFgAAAABgaRS2AAAAAABLo7CFJZw/f149evSQv7+//P391aNHD/3888/Zjs/IyNCbb76pevXqycfHR9WqVVPPnj114sSJwgsaLsttfiVpyZIlCg8PV8WKFWWz2ZSYmFgoseLuZs6cqZo1a8rLy0tNmjTR999/n+P4DRs2qEmTJvLy8lJwcLBmz55dSJEiL3KT37S0NEVGRqp27dpyc3PTkCFDCi9Q5Elu8rtkyRK1a9dOlSpVkp+fn1q0aKEVK1YUYrTIrdzkd+PGjQoNDdUDDzwgb29vPfroo3r33XcLMVrkVm7//b1l06ZNKl26tBo2bFiwARYwCltYQmRkpBITExUfH6/4+HglJiaqR48e2Y6/cuWKdu3apTFjxmjXrl1asmSJDh48qE6dOhVi1HBVbvMrSZcvX1ZoaKgmT55cSFHCFXFxcRoyZIhGjRqlhIQEtWrVSh06dNCxY8eyHJ+amqqnn35arVq1UkJCgv76178qKipKixcvLuTI4Yrc5vfatWuqVKmSRo0apQYNGhRytMit3Ob3u+++U7t27fTtt99q586datOmjTp27KiEhIRCjhyuyG1+fXx8NHDgQH333XdKTk7W6NGjNXr0aM2dO7eQI4crcpvfW9LT09WzZ089+eSThRRpATLAfS4pKclIMlu3bnW0bdmyxUgy+/fvd3mebdu2GUnmxx9/LIgwkUf3mt/U1FQjySQkJBRglHBVs2bNzKuvvurU9uijj5oRI0ZkOX748OHm0UcfdWrr16+fad68eYHFiLzLbX5vFxYWZgYPHlxAkSE/3Et+b6lTp46JiYnJ79CQD/Ijv88//7zp3r17foeGfJDX/L744otm9OjRZty4caZBgwYFGGHBY8UW970tW7bI399fv/3tbx1tzZs3l7+/vzZv3uzyPOnp6bLZbCpXrlwBRIm8yq/8ouhdv35dO3fuVPv27Z3a27dvn20ut2zZkml8eHi4duzYoYyMjAKLFbmXl/zCOvIjv3a7XRcvXlSFChUKIkTcg/zIb0JCgjZv3qywsLCCCBH3IK/5nTdvnlJSUjRu3LiCDrFQlC7qAIC7OXnypCpXrpypvXLlyjp58qRLc1y9elUjRoxQZGSk/Pz88jtE3IP8yC/uD2fPntXNmzf14IMPOrU/+OCD2eby5MmTWY6/ceOGzp49q6pVqxZYvMidvOQX1pEf+Z02bZouX76sLl26FESIuAf3kt/q1avrzJkzunHjhqKjo/Xyyy8XZKjIg7zk99ChQxoxYoS+//57lS5dPEpCVmxRZKKjo2Wz2XJ87dixQ5Jks9kyHW+MybL9ThkZGeratavsdrtmzpyZ79eBrBVWfnH/uTNvd8tlVuOzasf9Ibf5hbXkNb8LFy5UdHS04uLisvxlJe4Pecnv999/rx07dmj27Nn6xz/+oYULFxZkiLgHrub35s2bioyMVExMjB555JHCCq/AFY/yHJY0cOBAde3aNccxQUFB2rNnj06dOpWp78yZM5l+M3WnjIwMdenSRampqVq7di2rtYWoMPKL+0vFihVVqlSpTL8dPn36dLa5rFKlSpbjS5curQceeKDAYkXu5SW/sI57yW9cXJz+/Oc/64svvlDbtm0LMkzk0b3kt2bNmpKkevXq6dSpU4qOjtZLL71UYLEi93Kb34sXL2rHjh1KSEjQwIEDJf36UQJjjEqXLq2VK1fq97//faHEnp8obFFkKlasqIoVK951XIsWLZSenq5t27apWbNmkqQffvhB6enpatmyZbbH3SpqDx06pHXr1vE/yYWsoPOL+4+Hh4eaNGmiVatW6fnnn3e0r1q1ShEREVke06JFC3399ddObStXrlRISIjc3d0LNF7kTl7yC+vIa34XLlyoPn36aOHChXrmmWcKI1TkQX79+TXG6Nq1awURIu5BbvPr5+envXv3OrXNnDlTa9eu1Zdffun4ZYblFNWuVUBuPPXUU6Z+/fpmy5YtZsuWLaZevXrm2WefdRpTu3Zts2TJEmOMMRkZGaZTp06mevXqJjEx0aSlpTle165dK4pLQA5ym19jjPnpp59MQkKCWb58uZFkFi1aZBISEkxaWlphh4/bLFq0yLi7u5uPPvrIJCUlmSFDhhgfHx9z9OhRY4wxI0aMMD169HCMP3LkiClTpowZOnSoSUpKMh999JFxd3c3X375ZVFdAnKQ2/waY0xCQoJJSEgwTZo0MZGRkSYhIcHs27evKMLHXeQ2v5999pkpXbq0mTFjhtO/sz///HNRXQJykNv8fvDBB2bZsmXm4MGD5uDBg+Zf//qX8fPzM6NGjSqqS0AO8vL38+2Kw67IFLawhJ9++sl069bN+Pr6Gl9fX9OtWzdz/vx5pzGSzLx584wx//8VMFm91q1bV+jxI2e5za8xxsybNy/L/I4bN65QY0dmM2bMMIGBgcbDw8M0btzYbNiwwdHXq1cvExYW5jR+/fr1plGjRsbDw8MEBQWZWbNmFXLEyI3c5jerP6eBgYGFGzRclpv8hoWFZZnfXr16FX7gcElu8jt9+nTz+OOPmzJlyhg/Pz/TqFEjM3PmTHPz5s0iiByuyO3fz7crDoWtzZj/26UDAAAAAAALYldkAAAAAIClUdgCAAAAACyNwhYAAAAAYGkUtgAAAAAAS6OwBQAAAABYGoUtAAAAAMDSKGwBAAAAAJZGYQsAAAAAsDQKWwAASjCbzaalS5feN/PcL4wxeuWVV1ShQgXZbDYlJiZm2fa73/1OQ4YMcWnO9evXy2az6eeffy7Q2AGgJKKwBQCgkJw8eVKDBg1ScHCwPD09FRAQoI4dO2rNmjVFHZrLoqOj1bBhw0ztaWlp6tChQ4Gf//r165o6daoaNGigMmXKqGLFigoNDdW8efOUkZGRb+eJj49XbGysvvnmG6Wlpalu3bpZti1ZskQTJkxwac6WLVsqLS1N/v7++Rbn0aNHHUU2AJRkpYs6AAAASoKjR48qNDRU5cqV09SpU1W/fn1lZGRoxYoVGjBggPbv35+neTMyMuTu7u5ye0GpUqVKgZ/j+vXrCg8P1+7duzVhwgSFhobKz89PW7du1dtvv61GjRplWXTnRUpKiqpWraqWLVvm2FahQgWX5/Tw8CiU+wQAJZIBAAAFrkOHDuahhx4yly5dytR3/vx5x88//vij6dSpk/Hx8TG+vr7mhRdeMCdPnnT0jxs3zjRo0MB89NFHpmbNmsZmsxm73W4kmVmzZplOnTqZMmXKmLFjxxpjjFm2bJlp3Lix8fT0NDVr1jTR0dEmIyPDMZ8k8+9//9vxfvjw4ebhhx823t7epmbNmmb06NHm+vXrxhhj5s2bZyQ5vebNm5flPHv27DFt2rQxXl5epkKFCqZv377m4sWLjv5evXqZiIgI8/e//91UqVLFVKhQwfTv399xrqxMmTLFuLm5mV27dmXqu379uuPeXr161QwaNMhUqlTJeHp6mtDQULNt2zan8fv27TMdOnQwPj4+pnLlyqZ79+7mzJkzjthuv8bAwMAs24wxJiwszAwePNgx79WrV80bb7xhqlevbjw8PEytWrXMhx9+aIwxZt26dUaSU743bdpkWrVqZby8vEz16tXNoEGDnP4bCQwMNJMmTTJ/+tOfTNmyZU1AQICZM2eOU/5uf4WFhWV7/wCgOONRZAAACti5c+cUHx+vAQMGyMfHJ1N/uXLlJP36uc7nnntO586d04YNG7Rq1SqlpKToxRdfdBp/+PBhff7551q8eLHTI6jjxo1TRESE9u7dqz59+mjFihXq3r27oqKilJSUpDlz5ig2NlaTJk3KNlZfX1/FxsYqKSlJ7733nv75z3/q3XfflSS9+OKLGjZsmB5//HGlpaUpLS0tU2ySdOXKFT311FMqX768tm/fri+++EKrV6/WwIEDncatW7dOKSkpWrdunT7++GPFxsYqNjY229gWLFigtm3bqlGjRpn63N3dHfd2+PDhWrx4sT7++GPt2rVLtWrVUnh4uM6dOyfp18emw8LC1LBhQ+3YsUPx8fE6deqUunTpIkl67733NH78eFWvXl1paWnavn17lm1Z6dmzpxYtWqTp06crOTlZs2fPVtmyZbMcu3fvXoWHh6tz587as2eP4uLitHHjxkz3adq0aQoJCVFCQoL69++v1157zbHCv23bNknS6tWrlZaWpiVLlmR7/wCgWCvqyhoAgOLuhx9+MJLMkiVLchy3cuVKU6pUKXPs2DFH2759+4wkx4rjuHHjjLu7uzl9+rTTsZLMkCFDnNpatWpl3nrrLae2Tz/91FStWtXpuNtXWu80depU06RJE8f7WyvGd7p9nrlz55ry5cs7rTwuX77cuLm5OVafe/XqZQIDA82NGzccY1544QXz4osvZhuLt7e3iYqKyrbfGGMuXbpk3N3dzYIFCxxt169fN9WqVTNTp041xhgzZswY0759e6fjjh8/biSZAwcOGGOMeffddx2rsrdk1Xb7iu2BAweMJLNq1aosY7tzxbZHjx7mlVdecRrz/fffGzc3N/PLL78YY35dse3evbuj3263m8qVK5tZs2YZY4xJTU01kkxCQkKO9wUAijs+YwsAQAEzxkj6defgnCQnJysgIEABAQGOtjp16qhcuXJKTk5W06ZNJUmBgYGqVKlSpuNDQkKc3u/cuVPbt293WqG9efOmrl69qitXrqhMmTKZ5vjyyy/1j3/8Q4cPH9alS5d048YN+fn5uX6x/3cdDRo0cFqdDg0Nld1u14EDB/Tggw9Kkh5//HGVKlXKMaZq1arau3dvtvMaY+56D1NSUpSRkaHQ0FBHm7u7u5o1a6bk5GRJv96XdevWZbmSmpKSokceecS1C71DYmKiSpUqpbCwMJfG79y5U4cPH9aCBQscbcYY2e12paam6rHHHpMk1a9f39Fvs9lUpUoVnT59Ok8xAkBxRWELAEABe/jhh2Wz2ZScnKznnnsu23HZFW53tmf1OHNW7Xa7XTExMercuXOmsV5eXpnatm7dqq5duyomJkbh4eHy9/fXokWLNG3atGxjzs11SM7F/Z2bW9lsNtnt9mznfeSRRxzFaU7nvvM8d8Zkt9vVsWNHTZkyJdPxVatWzXH+nHh7e+dqvN1uV79+/RQVFZWpr0aNGo6fc3ufAKAk4jO2AAAUsAoVKig8PFwzZszQ5cuXM/Xf+l7TOnXq6NixYzp+/LijLykpSenp6Y7Vu9xo3LixDhw4oFq1amV6ubll/l+ATZs2KTAwUKNGjVJISIgefvhh/fjjj05jPDw8dPPmzRzPW6dOHSUmJjpd66ZNm+Tm5pbn1VBJioyM1OrVq5WQkJCp78aNG7p8+bJq1aolDw8Pbdy40dGXkZGhHTt2OO5h48aNtW/fPgUFBWW6L9n90sAV9erVk91u14YNG1wafyuOrPLj4eHh0hy3xt0tJwBQ3FHYAgBQCGbOnKmbN2+qWbNmWrx4sQ4dOqTk5GRNnz5dLVq0kCS1bdtW9evXV7du3bRr1y5t27ZNPXv2VFhYWKbHjF0xduxYffLJJ4qOjta+ffuUnJysuLg4jR49OsvxtWrV0rFjx7Ro0SKlpKRo+vTp+ve//+00JigoSKmpqUpMTNTZs2d17dq1TPN069ZNXl5e6tWrl/773/9q3bp1GjRokHr06OF4DDkvhgwZotDQUD355JOaMWOGdu/erSNHjujzzz/Xb3/7Wx06dEg+Pj567bXX9MYbbyg+Pl5JSUnq27evrly5oj//+c+SpAEDBujcuXN66aWXtG3bNh05ckQrV65Unz597qlADAoKUq9evdSnTx8tXbpUqampWr9+vT7//PMsx7/55pvasmWLBgwYoMTERB06dEjLli3ToEGDXD5n5cqV5e3t7dgAKz09Pc/xA4CVUdgCAFAIatasqV27dqlNmzYaNmyY6tatq3bt2mnNmjWaNWuWpF8fMV26dKnKly+v1q1bq23btgoODlZcXFyezhkeHq5vvvlGq1atUtOmTdW8eXO98847CgwMzHJ8RESEhg4dqoEDB6phw4bavHmzxowZ4zTmD3/4g5566im1adNGlSpV0sKFCzPNU6ZMGa1YsULnzp1T06ZN9cc//lFPPvmkPvjggzxdxy2enp5atWqVhg8frjlz5qh58+Zq2rSppk+frqioKNWtW1eSNHnyZP3hD39Qjx491LhxYx0+fFgrVqxQ+fLlJUnVqlXTpk2bdPPmTYWHh6tu3boaPHiw/P39s1zJzo1Zs2bpj3/8o/r3769HH31Uffv2zXKVXvr1s7MbNmzQoUOH1KpVKzVq1EhjxozJ1ePQpUuX1vTp0zVnzhxVq1ZNERER9xQ/AFiVzdz6MAoAAAAAABbEii0AAAAAwNIobAEAAAAAlkZhCwAAAACwNApbAAAAAIClUdgCAAAAACyNwhYAAAAAYGkUtgAAAAAAS6OwBQAAAABYGoUtAAAAAMDSKGwBAAAAAJZGYQsAAAAAsLT/BcUtpgq8/F8IAAAAAElFTkSuQmCC", + "image/png": 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\n", 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" ] @@ -1518,7 +1498,7 @@ "outputs": [ { "data": { - "image/png": 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", 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\n", 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", + "image/png": 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zT4tzg4ODa12l/sADDyAiIgJz5swx7/vggw8QHh6O+++/v8rbPvjggzAYDBZNOMuWLUNBQYFFe2+nTp2waNEivPrqq9i5c6fV5o3KLFiwAN7e3hg6dCgAwM/PD0OGDMG2bdvw119/1fh+ZMeOHcO5c+cwbNgwiypso9GIpKSkam+/ceNG9OrVCzExMRb7k5OTkZubix07dtgcU/n7l++vrMquyZrYtGkTevXqhcjISPM+Nze3Sl/f9u3bo3Hjxua/vby8cMMNN1iMXlm9ejV69OiB6OhoFBcXm7d+/foBgHnURadOnXDt2jU88MAD+O6775CRkVHh8Tp16oQff/wREyZMwObNm5GXl1ftcwoNDcWkSZMqdOJv1apVtZ1/AakfyK5duyps5TvPA8Bdd91l8Xd8fDyA0qbq7du348qVKxg+fLhFWZhMJvTt2xe7du1CTk6OxX3ce++9Fn/L5XXfffdZ7B88eDDc3S27Qnbv3h3t2rWzeM/OmzcPOp0Oo0aNqvJ5l5SUVIixOk2bNjWXz44dO7B06VJ4e3ujV69e5vdgTk4Ofv31VwwePBh+fn7m27q5ueGhhx7CmTNnrDbN1dTGjRvh6+uLwYMHW+yX3yfl3xc9evSwuDZatmwJAOjXr5/F+17eX93IrISEBMyePRsDBw7ELbfcgkceeQTbt29HVFQUXnjhhQrnVzUqrroRc48++ijOnDmDpUuXYty4cYiJicFnn32Gbt264c033zSfZ+tnUXXX8c6dO1FQUFDhGuzcuXOFjtqdOnXC/v378fjjj2PdunXIysqq8jnZg8lMOUuWLMGuXbuwd+9enDt3DgcOHEDXrl0BSO2T7u7uFXqX63Q6NGjQwNx+KWvQoEGF+5f3lT/XHqdOncItt9yCs2fP4r333sO2bduwa9cu84dW+Q/5ytpVbWEwGDB69GgsXboU165dw6VLl/DVV1/hP//5DwwGQ5W3DQkJwV133YUlS5agpKQEgNQm3qlTJ7Ru3dp83pdffonhw4fjk08+QZcuXRASEoKHH34Y6enpVd7/8ePHsXXrVtx5550QQuDatWu4du2a+QPNWj+O6sivU1WvZXW3t1bu0dHRFvdvL1uvyZrepy3PNzQ0tMI+g8Fgcf1duHABq1atgoeHh8Umv+5y0vLQQw9h4cKFOHnyJO69915EREQgMTERGzZsMN/X+++/jxdffBErV65Ejx49EBISgoEDB9Y4WY2NjbV52gG9Xo+OHTtW2G644YYK55YvD/l9IZfHhQsXAEiJR/nymDVrFoQQuHLlisV9lL+G5Ne1bMIJAO7u7lZfj3HjxuHnn3/GsWPHUFRUhI8//hiDBw+u9hpu2rSpRXzTp0+v8nwA5r4THTt2ROfOnfHAAw/gxx9/xPnz55GSkgIAuHr1KoQQdfbekK/h8olAREQE3N3dK9x3SEiIxd+enp5V7s/Pz7c5pqCgIPTv3x8HDhwwXwvya2XtuV65cgU6nQ5BQUHV3ndgYCAeeOABvPfee/j1119x4MABREZGYtKkSea+c7Z+FlV3HVd2DVrbN3HiRLz11lvYuXMn+vXrh9DQUPTq1Qu///57tc+tppjMlNOyZUt07NgR7du3r/DCh4aGori4GJcuXbLYL4RAeno6wsLCLPZb+/KV98kXipeXFwBU6JRm7T/S8lauXImcnBwsX74c//73v3HzzTejY8eO5jdceY6aE+Oxxx5DUVERFi5ciI8//hjFxcUYM2ZMjW4rz9uzYcMGHD58GLt27bKolQGAsLAwzJ49GydOnMDJkycxc+ZMLF++vELtQ3kLFy6EEALffPMNgoODzdudd94JAFi8eLE5iappucuvU1WvZVVCQ0Nx/vz5CvvPnTtnfq61Ycs1aTAYKjxfwPqHmL3PtzJhYWHo3bu31dqNXbt2YcSIEeZz5f9iMzMzsWbNGggh0L9/f/N/hL6+vpg2bRqOHj2K9PR0zJ07Fzt37sSAAQPsjs+Z5Nfkgw8+qLQ8yn8ZlH/vytelnBjJiouLrX4xDhs2DKGhoZgzZw6+/vprpKenY+zYsdXGumrVKou4qqvJqUxUVBTCwsKwf/9+AFItsV6vr7P3RmhoKC5cuAAhhMX+ixcvori4uNbvO3vJ8civZ9OmTeHt7Y0//vijwrl//PEHmjVrZv6sskXr1q0xdOhQFBUVmWvoHf1ZVNk1CFT8rHB3d8czzzyDPXv24MqVK1i2bBlOnz6NPn36VBicYS8mMzbo1asXAOCzzz6z2P/tt98iJyfHfFx26NAh85tXtnTpUvj7++Nf//oXAJir4w4cOGBxnjyypyryG6JsjYgQAh9//HENnk3lymfg5UVFRWHIkCH473//i3nz5mHAgAEWzQxV6d27Nxo2bIjU1FSkpqbCy8sLDzzwQKXnN27cGE888QRuv/32KpvmSkpKsHjxYjRt2hSbNm2qsD377LM4f/48fvzxRwA1L/cWLVogKioKy5Yts/hgPHnyJLZv317t8+3Vqxc2btxo/sCQLVmyBD4+PrUe7mvLNRkbG1vh+W7cuBHXr1+32NejRw/8/PPPFh9SJSUl+PLLL+2Os3///jh48CCaNm1qtYZD/u+wLF9fX/Tr1w+TJk1CYWEhDh06VOGcyMhIJCcn44EHHsCxY8cc9sFYl7p27YqgoCAcPnzYallU9Q+J7NZbbwWACq/JN998U2F0GCAl76NGjcLixYvxzjvvoH379uYa56q0bdu22tepJs6cOYOMjAxEREQAkF7bxMRELF++3OJzxmQy4bPPPkOjRo3MtV5VfR6VrwGU9erVC9evX8fKlSst9sujEMt/VjvD1atXsXr1arRv396coLi7u2PAgAFYvnw5srOzzeeeOnUKmzZtwqBBg6q8z8uXL6OwsNDqsaNHjwIorXlx9GdRYmIiDAZDhWtw586dVTbDBQUFYfDgwRg7diyuXLnisEk4Oc+MDW6//Xb06dMHL774IrKystC1a1ccOHAAU6ZMQUJCAh566CGL86Ojo3HXXXdh6tSpiIqKwmeffYYNGzZg1qxZ5nkibrrpJrRo0QLPPfcciouLERwcjBUrVuCXX36pUTyenp544IEH8MILLyA/Px9z587F1atXa/U8/f39YTQa8d1336FXr14ICQlBWFiYRTvo+PHjzXO3pKam1vi+3dzc8PDDD+Odd95BQEAABg0aZB62CQCZmZno0aMHhg0bhhtvvBH+/v7YtWsX1q5dW+Ub+8cff8S5c+cwa9YsqxP9tWnTBh9++CEWLFhg7gt12223YebMmQgODobRaMTPP/+M5cuXW9xOr9fjlVdewX/+8x/cc889GDlyJK5du4apU6fWqJlpypQp5v4iKSkpCAkJweeff441a9bgjTfesHjulUlPT8c333xTYX9sbKxN1+RDDz2EyZMnIyUlBd26dcPhw4fx4YcfVojh5Zdfxvfff4+ePXsiJSUFPj4+mDNnToV+HLaYPn06NmzYgKSkJIwbNw4tWrRAfn4+Tpw4gR9++AHz5s1Do0aNMHLkSHh7e6Nr166IiopCeno6Zs6cicDAQNx0000ApA/R/v37Iz4+HsHBwThy5Ag+/fRTdOnSpc7mXzGZTFZnbgWk/hHVNbGW5efnhw8++ADDhw/HlStXMHjwYERERODSpUvYv38/Ll26hLlz51Z5H61bt8YDDzyAt99+G25ubujZsycOHTqEt99+G4GBgRWG5ALA448/jjfeeAO7d+/GJ598UuN4bZWXl2cuq5KSEqSlpeGNN94AAIvJ7WbOnInbb78dPXr0wHPPPQdPT0/897//xcGDB7Fs2TLzP2vyJHMfffQR/P394eXlhbi4OISGhqJt27ZYvnw55s6diw4dOpibAx9++GHMmTMHw4cPx4kTJ9C2bVv88ssvmDFjBu644w7cdtttdfb8AakmrHHjxujYsSPCwsLw119/4e2338aFCxcqTPswbdo03HTTTejfvz8mTJhgnjQvLCwMzz77bJWPs2nTJowfPx4PPvggkpKSEBoaiosXL2LZsmVYu3YtHn74YfMkno74LCorJCQEzzzzjPkz9J577sGZM2cwbdo0REVFWVyDAwYMMM/hFh4ejpMnT2L27NkwGo1o3ry5TY9bqTrtXqwhlQ3NLi8vL0+8+OKLwmg0Cg8PDxEVFSUee+wxcfXqVYvz5FEo33zzjWjdurXw9PQUsbGx4p133qlwn3/++afo3bu3CAgIEOHh4eLJJ58Ua9asqdFoplWrVol27doJLy8v0bBhQ/H888+LH3/8scJt5SGT1pQfzSSEED/99JNISEgQBoOhwugIWWxsrGjZsmVVxWXVn3/+ae55v2HDBotj+fn5YsyYMSI+Pl4EBAQIb29v0aJFCzFlyhTzCDBrBg4cKDw9PcXFixcrPWfo0KHC3d3dPErn/PnzYvDgwSIkJEQEBgaKf//73+L333+vMDRbCGmId/PmzYWnp6e44YYbxMKFC62+HrAyYuiPP/4QAwYMEIGBgcLT01O0a9euwv1Xxmg0VjqSRn5NanpNFhQUiBdeeEHExMQIb29v0a1bN7Fv374Ko5mEkEZZdO7cWRgMBtGgQQPx/PPPi48++sjqaCZro62sXVOXLl0S48aNE3FxccLDw0OEhISIDh06iEmTJplHkixevFj06NFDREZGCk9PTxEdHS3uu+8+i9EjEyZMEB07dhTBwcHCYDCIJk2aiKefflpkZGTUqExtVdVoJgDir7/+EkKUjgL5+uuvLW5vbbi/EEJs2bJF3HnnnSIkJER4eHiIhg0bijvvvNPi9vJopkuXLlWIKz8/XzzzzDMiIiJCeHl5ic6dO4sdO3aIwMBA8fTTT1t9Lt27dxchISEiNze3lqViXfnRTHq9XkRHR4t+/fqJzZs3Vzh/27ZtomfPnsLX11d4e3uLzp07i1WrVlU4b/bs2SIuLk64ublZlOWVK1fE4MGDRVBQkNDpdKLsV9rly5fFmDFjRFRUlHB3dxdGo1FMnDjRYni4ENJ7duzYsRb75Nes7DQaQlT+Gpc3c+ZM0b59exEYGCjc3NxEeHi4uOeee8Rvv/1m9fzff/9d9OrVS/j4+IiAgAAxcOBA83QYVTl9+rR4+eWXzUPU3d3dhb+/v0hMTBQffPBBheH4NfkssuU6NplM4tVXXxWNGjUSnp6eIj4+XqxevVq0a9dO3HPPPebz3n77bZGUlCTCwsKEp6enaNy4sRgxYoQ4ceJEtc+xpnRClGtUJIeIjY1FmzZtsHr1aqVDqRMHDhwwj5B4/PHHlQ6HiCCNlOratSs+//xzDBs2zOLYxYsXYTQa8eSTT5prSogcLS0tDTfeeCOmTJliMdllXWMzE9nk77//xsmTJ/HSSy8hKiqq2k65RFQ3NmzYgB07dqBDhw7w9vbG/v378frrr6N58+YWTbJnzpzBP//8gzfffBN6vb7C+lRE9tq/fz+WLVuGpKQkBAQE4NixY3jjjTcQEBBg0anfGZjMkE1eeeUVfPrpp2jZsiW+/vprVa8RQ+TKAgICsH79esyePRvZ2dkICwtDv379MHPmTIsRMJ988gmmT5+O2NhYfP7552jYsKGCUZMr8fX1xe+//44FCxbg2rVrCAwMRPfu3fHaa69ZHbJdl9jMRERERJrGodlERESkaUxmiIiISNOYzBAREZGmKdoBWJ6m/ujRo/D29kZSUhJmzZqFFi1amM9JTk7G4sWLLW6XmJhY6QRW5ZlMJpw7dw7+/v4Om86fiIiI6pYQAtnZ2YiOjrY6EWRZiiYzW7ZswdixY3HTTTehuLgYkyZNQu/evXH48GGLFUz79u1rMctsdVN9l3Xu3LkKq4QSERGRNpw+fdo8k3FlFE1m1q5da/F3amoqIiIisHv3bvPaI4C0/kZNpo63xt/fH4BUGAEBAfYHS0RERE6TlZWFmJgY8/d4VVQ1z0xmZiaAisuub968GREREQgKCkK3bt3w2muvmRcsK6+goMBiZWB58a6AgAAmM0RERBpTky4iqplnRgiBu+++G1evXsW2bdvM+7/88kv4+fnBaDQiLS0NkydPRnFxMXbv3m11cbepU6di2rRpFfZnZmYymSEiItKIrKwsBAYG1uj7WzXJzNixY7FmzRr88ssvVbaNnT9/HkajEV988YXVVZTL18zI1VRMZoiIiLTDlmRGFc1MTz75JL7//nts3bq12k4+UVFRMBqN+Ouvv6weNxgMVmtsiIiIyDUpmswIIfDkk09ixYoV2Lx5M+Li4qq9zeXLl3H69GlERUU5IUIiIiJSO0UnzRs7diw+++wzLF26FP7+/khPT0d6ejry8vIAANevX8dzzz2HHTt24MSJE9i8eTMGDBiAsLAw3HPPPUqGTkRERCqhaJ+Zynoop6amIjk5GXl5eRg4cCD27t2La9euISoqCj169MArr7xS47ljbGlzIyIiInXQTJ+Z6vIob29vrFu3zknREBERkRZxbSYiIiLSNCYzREREpGmqGJpNRFRfmEzA3r1ARgYQFgYkJADVrKFHRNVgMkNE5CQbNwKvvw4cOwYUFgKenkCLFsCECUDPnkpHR6Rd/H+AiMgJNm4ERo8GDhwA/PyAqCjp54ED0v6NG5WOkEi7mMwQEdUxk0mqkcnOBho2BLy9paYlb2/p7+xs6bjJpHSkRNrEZIaIqI7t3Ss1LYWGAuWn19LpgJAQ6fjevcrER6R1TGaIiOpYRobUR6ayZeO8vKTjGRnOjYvIVTCZISKqY2FhUmffggLrx/PzpeNhYc6Ni8hVMJkhIqpjCQnSqKXLl4HyE58LAVy5Ih1PSFAmPiKtYzJDRFTH9Hpp+LW/P3D2LJCbK3X2zc2V/g4IkI5zvhki+/CtQ0TkBD17AvPnA/HxQE4OcP689DM+Hpg3j/PMENUGJ80jInKSnj2B7t05AzCRozGZISJyIr0e6NBB6SiIXAv/HyAiIiJNYzJDREREmsZmJiIiIrKLWlaBZzJDRERENlPTKvBsZiIiIiKbqG0VeCYzREREVGNqXAWeyQwRERHVmBpXgWcyQ0RERDWmxlXgmcwQERFRjalxFXgmM0RERFRjalwFnskMERER1ZgaV4FnMkNEREQ2Udsq8Jw0j4iIiGymplXgmcwQERGRXdSyCjybmYiIiEjTmMwQERGRprGZiYiI6oxaVlUm18ZkhoiI6oSaVlUm18b8mIiIHE5tqyqTa2MyQ0REDqXGVZXJtTGZISIih1Ljqsrk2pjMEBGRQ6lxVWVybUxmiIjIodS4qjK5NiYzRETkUGpcVZlcG5MZIiJyKDWuqkyujZcSERE5nNpWVSbXxknziIioTqhpVWVybUxmiIiozqhlVWVybcyPiYiISNOYzBAREZGmsZmJiMy4wrG6aen1cXasjn48LZU1MZkhov/HFY7VTUuvj7NjdfTjaamsSaITovyURq4lKysLgYGByMzMREBAgNLhEKmSvMJxdra0no7BIM3eevmyNFfI/Pn8EFeSll4fZ8fq6MfTUlm7Olu+v5nMENVzJhPQty9w4IC0onHZhQGFkCY5i48H1q5lNbsStPT6ODtWRz+elsq6PrDl+5svB1E9xxWO1U1Lr4+zY3X042mprMkSkxmieo4rHKubll4fZ8fq6MfTUlmTJSYzRPUcVzhWNy29Ps6O1dGPp6WyJktMZojqOa5wrG5aen2cHaujH09LZU2WmMwQ1XNc4VjdtPT6ODtWRz+elsqaLPElISKucKxyWnp9nB2rox9PS2VNpTg0m4jMOOupumnp9eEMwFRbnGemDCYzRERE2sN5ZoiIiKjeYDJDREREmsaFJonI4djfwHm0WtZqiruyWNQUY1VxksLJzMyZM7F8+XIcPXoU3t7eSEpKwqxZs9CiRQvzOUIITJs2DR999BGuXr2KxMREzJkzB61bt1YwciKqDFccdh6tlrWa4q4slj59gHXr1BFjVXGq/bV2FkU7APft2xdDhw7FTTfdhOLiYkyaNAl//PEHDh8+DF9fXwDArFmz8Nprr2HRokW44YYb8Oqrr2Lr1q04duwY/P39q30MdgAmch6uOOw8Wi1rNcVdWSznzwPXrwN+fkBUlPJlq6YycybNjma6dOkSIiIisGXLFtx6660QQiA6OhpPPfUUXnzxRQBAQUEBIiMjMWvWLIwePbra+2QyQ+QcXHHYebRa1mqKu6pYjh2T5pbx8wOaNy89pkTZqqnMnE2zo5kyMzMBACEhIQCAtLQ0pKeno3fv3uZzDAYDunXrhu3bt1u9j4KCAmRlZVlsRFT3uOKw82i1rNUUd2Wx5OZKzTgeHtJaTLm5ysVYVZxKxaNWqklmhBB45plncPPNN6NNmzYAgPT0dABAZGSkxbmRkZHmY+XNnDkTgYGB5i0mJqZuAyciAFxx2Jm0WtZqiruyWIqLpdoQvV6q+SguVi7GquJUKh61Uk0y88QTT+DAgQNYtmxZhWO6cumoEKLCPtnEiRORmZlp3k6fPl0n8RKRJa447DxaLWs1xV1ZLO7upSOZdDrpb6VirCpOpeJRK1UkM08++SS+//57bNq0CY0aNTLvb9CgAQBUqIW5ePFihdoamcFgQEBAgMVGRHWPKw47j1bLWk1xVxaLj4+UHBQVSbUePj7KxVhVnErFo1aKJjNCCDzxxBNYvnw5Nm7ciLi4OIvjcXFxaNCgATZs2GDeV1hYiC1btiApKcnZ4RJRFbjisPNotazVFHdVsXh4SDUy7u5AXp6yZaumMlMzRZ/+2LFj8dlnn2Hp0qXw9/dHeno60tPTkZeXB0BqXnrqqacwY8YMrFixAgcPHkRycjJ8fHwwbNgwJUMnIiu44rDzaLWs1RR3ZbF07AjMnCn9VDrGquJU+2vtTIoOza6s30tqaiqSk5MBlE6aN3/+fItJ8+ROwtXh0Gwi5+NMpc6j1bJWU9ycAVidNDvPTF1gMkNERKQ9mp1nhoiIiMhWTGaIiIhI07hqNtUL9a2tWUla6X9Q11zp+brSc3EGlpfzMZkhl8fVZp1HKysQ1zVXuuZc6bk4A8tLGewATC6tvq42qwStrEBc11zpmnOl5+IMLC/HYgdgIkhVva+/Ln2wNGwIeHtLVb3e3tLf2dnScZNJ6Ui1r7Ky9vKS1rYpLpZmVHX118CVrjlXei7OwPJSFpMZcllcbdZ5qlqBOD9fmlG1sFD5FYjrmitdc670XJyB5aUsJjPksrjarPNUtQKxEKUdgJVegbiuudI150rPxRlYXspiMkMui6vNOk9VKxDrdFIio9crvwJxXXOla86VnoszsLyUxWSGXBZXm3WeqlYg9vKS+st4eiq/AnFdc6VrzpWeizOwvJTFZIZcFlebdZ7Kyjovr3T1YQ8P138NXOmac6Xn4gwsL2WxWMmlcbVZ59HKCsR1zZWuOVd6Ls7A8lIO55mheoEzcjoPZwCWuNLzdaXn4gwsL8fgqtllMJkhIiJyrJISqQktJ0dqRq6Ljs22fH9zOQMiIiKqVkGBlLxcvy6NzpKpoZ6AyQwRERFVIITUif/6dWkrP0+UmjCZIbuxXZiofuJ733WVlEi1L/KmleUXmMyQXbgyLFH9xPe+6ykqKq19yctTOhr7sAMw2YwrwxLVT3zvuwa5+UiufSksrN39BQQADRo4JrayuGo21RmuDEtUP/G9r23FxcC1a9IEfn//DZw5A1y9WvtERi2YzJBNuDIsUf3E9772FBZKyyicOgX88w9w8aK2+sHYgn1myCY1WRn26lWuDEvkavjeVz95+QS5CclVal1qgskM2aTsyrDe3hWPc2VYItfE9776lJRIiYu8lZ37pb5hMxPZhCvDEtVPfO8rr6RE6pt04QJw4oTU9+XcOalGrD4nMgCTGbIRV4Ylqp/43nc+IaTyvXQJOHlSSl7OnwcyM+tXE1JN8LIjm3FlWKL6ie/9uldQINVynTkDHD9eOuqooEDpyNSN88yQ3TgLKFH9xPe+4xQXSwlhbq60lZQoHZHt1DDPDDsAk930eqBDB6WjICJn43u/doqLgawsaWNzkWMwmSEiIqpjQkidd7OypBoYciwmM0RERHWkpESaeffaNW02IWkFkxkiIhVwdD8U9mtRVlGR1HE3M7PiUHZyPCYzREQKc/RK1FzZWhlFRVJT0vXrnPfF2ZinExEpSF6J+sABwM8PiIqSfh44IO3fuFHZ+6Oq5edLEwmePAmkpUk1YUxknI/JDBGRQhy9EjVXtq57xcVSOaanS5PYnTolJTOcB0ZZbGYiIlKILStR12QotKPvj6QkRV73KC9Pakoi9WEyQ0SkEEevRM2VrWuvsLB05WmtTmJXHzGZISJSiKNXoubK1vaRO+5yEjvtYp8ZIiKFOHolaq5sXXOFhdLcL6dPl3bcZSKjXUxmiIgU4uiVqLmydeVKSqSal/R04J9/gBMngIsXpeYk0r56eEkTEamHo1ei5srWpUpKpEnrzp6VEpj0dCmhKS5WOjJyNK6aTUSkApwB2DHy80tXoM7L4+y7zsBVs4mICIDjV6KuLytby6OP5I1z6NRPTGaIiEgThJCSF7n2JS+PTUYkYTJDRESqIycuBQVS8pKfL/3OZiOyhskMEZEK1bc+L0JIHZXlRRqLirSZuJhMwOHD0uSEwcFAq1au/bqpBZMZIiKVqU+rXufmSiOMrl/Xfn+XHTuAjz6S5q0pKgI8PIC4OGDUKKBLF6Wjc23MF4mIVMTVV70WQkpc5IUaz5yRkhlXSGRSUqQE1McHCA+Xfh47Ju3fsUPpCF0bkxkiIpVw1VWv5dl2z54Fjh8Hzp2TEhhXWffIZJJqZHJygMhIaQ0svV76GRkp7f/oI+29blrCZiYiIpVwlVWvTSap9kUeLu3qI44OH5aaloKCrL9ugYHS8cOHgTZtFAnR5TGZISJSCS2vei03H2VnSzURWuy8a6+rV6U+Mp6e1o8bDFJN1NWrzo2rPmEyQ0SkElpa9brssGn5Z31tRgkOljr7FhZKCWd5BQXS8eBg58dWXzCZISJSCXnV6wMHpD4yZZss5FWv4+Odv+q1ENIXsjxRXV5e/U1crGnVShq1dOyY1Eem/OuWmSm9rq1aKRejq7OrA/DUqVNx8uRJR8dCRFSvqWnV64ICqVnk7Flp1NGpU1LzVk4OE5ny9Hpp+LWvL3DhQmmyl5cn/e3nJx3nfDN1x66iXbVqFZo2bYpevXph6dKlyM/Pd3RcmmAySe2kRESOotSq1wUF0oijc+ek5OXkSeDSJSYvNdWlCzB9ulQDk5cnlV1envT3tGmcZ6au2b1q9oEDB5CamoqlS5eisLAQQ4cOxaOPPoqbbrrJ0THWSl2ump2TI/3XotNJ7aGenhU3ZuJEZI+6nAFYiNIlAuRmI1cZJq20+jgDsBpWzbY7mZEVFxdj1apVSE1Nxdq1a9GiRQv85z//QXJyMgIDA2tz1w7hjGSmKm5ugLu79LOqTT6HiMiRSkpKO+sWFkqJS2Fh/RptRHVLDclMrTsAm0wmFBYWoqCgAEIIhISEYO7cuZg8eTI+/vhj3H///bV9CE0rKan5fzw6nZTUeHhIP+UEp+zv8kZEVFbZhRnlrbDQ9ed4IQJqkczs3r0bqampWLZsGQwGAx5++GHMmTMHzZo1AwC8/fbbGDduXL1PZmwhhNQHp7p+ODpdaVIj95qv6mdl+6r6W68vbTpz55g3IlXKz5c6B+fkSL+ztoXqK7uameLj43HkyBH07t0bI0eOxIABA+BWrrrg0qVLiIyMhEnhnmNKNzO5Ap3Osv+PfMUIYfm7yQQcPCh1IgwOlma6LFuz5OFhubGGiajmTCaptiUvr7SvS3W1vvWx/wY5n2abmYYMGYJHH30UDRs2rPSc8PDwahOZrVu34s0338Tu3btx/vx5rFixAgMHDjQfT05OxuLFiy1uk5iYiJ07d9oTNtlJnmOiKvasFivX/lS2lZ8WnKg+KC6WmofkWtqiotLmI1twBWeqT+xKZoQQCLYylWFeXh7efPNNpKSk1Oh+cnJy0K5dOzzyyCO49957rZ7Tt29fpKammv/2rGy+aFKMvFpsTo60Nomnp/ThK68WO3269Q9P+T/Nyj6k9frSWh25z5DcBKbXl/5efl/5Td5PpBZClPanKyoqHVlUUOCYUUX2vieJbCWENOLuxAmgc2fl4rCrmcnNzQ3nz59HRESExf7Lly8jIiICJXa8G3U6ndWamWvXrmHlypU235+MzUx1y2QCRoyofObLCxekeRYWLFC+ertsguPmJsUj/yyfFLm5sc8Q2Ubu8ybXqhQWSomJySRtclOsvK+uaOk9Sdogzz598qS0nTghTaIo/339unTe1atS8uwodd7MJISAzsq/uvv370dISIg9d1mpzZs3IyIiAkFBQejWrRtee+21CklUWQUFBSgo869+VlaWQ+MhS1paLbZsHx9b8m25z5Cnp7RgnLwxyXEtxcWlW9m+XuWva7lGpexwZ/mnGmjpPUnqIYSUjMiJyokTpclK2YSlKsePAx071nWk1tn0cRwcHAydTgedTocbbrjBIqEpKSnB9evXMWbMGIcF169fPwwZMgRGoxFpaWmYPHkyevbsid27d8NQybKyM2fOxLRp0xwWA1WtPqwWK/cZKiiQVgSWlW8Gq2xzxOPLw2vLN6WRbeSmzbJDmIuKqh6+LNfeybUqalcf3pNkHzlhKZuklK1pKfv5ZqugIGVXc7fpo3b27NkQQuDRRx/FtGnTLCbF8/T0RGxsLLo4sCG27LDuNm3aoGPHjjAajVizZg0GDRpk9TYTJ07EM888Y/47KysLMTExDouJLNXn1WJNJul5V/cfefnkpux8QXKzlskkfaGWlFjWEBQVVf4FWr5ZTP5ZfnP10WNyv5OiotLaN3kre6yqsqzu/rWQxMjq83uSKk9Y5K02CUtAAGA0Wm6xsUDr1sovomlTMjN8+HAAQFxcHJKSkuDh4VEnQVUmKioKRqMRf/31V6XnGAyGSmttyPG4Wmz15MTE0cp3Iq2OPHqsbEfqsglR+T5E5ZOuso8rq6x2qGz/kPJb2f4jZZv+yt5X2ZjkOMveXk76Cgu5blB5fE+6vrqsYSmfsDRuLCUsRmPlCbCDu6PapcbJTFZWlrkDTkJCAvLy8pCXl2f1XEd3tJVdvnwZp0+fRlRUVJ3cP9lOXi02JUXqWBgYKFVjFxRIH5pcLVY95CYWRyo/kkzu7MoEQzl8T7oGIaQ5u8p3uJV/r013UH9/6zUsjRtLCYsWm7BrnMwEBwebRzAFBQVZ7QAsdwyu6Wim69ev4/jx4+a/09LSsG/fPoSEhCAkJARTp07Fvffei6ioKJw4cQIvvfQSwsLCcM8999Q0bHICebVYeU6LrCypBqBFC85p4erK1g6RevA9qQ1lExZrmyMSFjlJKZu4aDVhqUqNk5mNGzeaRypt2rTJIQ/++++/o0ePHua/5b4uw4cPx9y5c/HHH39gyZIluHbtGqKiotCjRw98+eWX8Pf3d8jjk+N06QIkJnK2USK14HtSParqw+LoGhZXTliqYvM8M8XFxXjttdfw6KOPaqJjLeeZISKiunb1aumQ5rJDm0+dkpr37OXnZ1nDUvanWhIWTS5n4O7ujrfeesvcGZiIiKg+qKpJyBEJS/kOt2pKWNTOrlkwevXqhc2bNyM5OdnB4RARESmnfKfbsp1vHZWwlK9pYcJSe3YlM/369cPEiRNx8OBBdOjQAb6+vhbH77rrLocER0RE5GjXrlmf5ba2CYuvb2mtStkaFqMRCAlhwlKX7FqbSV9FDzJbRjM5A/vMEBHVP5mZ1udgOXlSSmbs5etbeafb0ND6mbBoss8MAJg4iQQRESmsfMJSdqttwlJ2SHPZJiHWsKgTl8ojIiLVysqy3hxU24TFx8eyGYg1LNpmdzKTk5ODLVu24NSpUygstzjNuHHjah0YERHVD3LCUn5I84kTtU9Yyne4lX9nwuJa7Epm9u7dizvuuAO5ubnIyclBSEgIMjIy4OPjg4iICCYzRERkoXzCIvdfOXmydit4yzUsZedgkROYsDAmLPWFXcnM008/jQEDBmDu3LkICgrCzp074eHhgX//+98YP368o2MkIiINyMqy3uHWkTUs5TcmLATYmczs27cP8+fPh5ubG9zc3FBQUIAmTZrgjTfewPDhwzFo0CBHx0lERCqQnV15k1Bta1isdbhlwkI1YVcy4+HhYV5oMjIyEqdOnULLli0RGBiIU6dOOTRAIiJyruzsykcJXbli//3KNSxy0lI2YQkPZ8JC9rMrmUlISMDvv/+OG264AT169EBKSgoyMjLw6aefom3bto6OkYiIHKxswlK+D0ttE5byqzTLNS1MWKiu2JXMzJgxA9nZ2QCAV155BcOHD8djjz2GZs2aITU11aEBEhGRfa5fr9gk5IiExdvbslaFNSykNLuSmY4dO5p/Dw8Pxw8//OCwgIiIqOauX6/YFCQnMJcv23+/ZROW8jUtERFMWEhdOGkeEZHKWUtY5I0JC5ENyUxCQoK502919uzZY3dARET1UV0lLF5elglL2VlvmbCQq6hxMjNw4MA6DIOIyPVdv15x0jj594wM++9XTljKd7iNjWXCQvVDjZOZKVOm1GUcREQu4fp14PRp6+sJ1SZh0euB6GigZcuKE8dFREjHieor9pkhIrJRTk7lTUK1SVgMBmk00OXLgBCAv7/Ur0Wnk4ZS6/XAgw8CXbo47rkQuQK7khm9Xl9l/5mSkhK7AyIiUoOcHMsmobKz3V66ZP/9GgyWE8eVbRoKCwNGjgTy8oDISMvmIV9f4MIF4KOPgMRE1sQQlWVXMrNixQqLv4uKirB3714sXrwY06ZNc0hgRER1LTfX+hwsJ086NmEpO1ooMrLyROTgQSAtDQgKqtjPRacDAgOl44cPA23a2B8fkauxK5m5++67K+wbPHgwWrdujS+//BIjRoyodWBERI4g17BYaxKqbcJSvnZFTlzs7cNy9SpQVAR4elb+mFlZtVsDicgVObTPTGJiIkaOHOnIuyQiqlbZGpbyNS21SVg8Pa3XsMTGVl3DYq/gYMDDAygslEYolVdQIB0PDnbs4xJpncOSmby8PHzwwQdo1KiRo+6SiMhMTliszXbriBoWa7UsDRo4t29Kq1ZAXBxw7FjFPjNCAJmZQIsW0nlEVMquZCY4ONiiA7AQAtnZ2fDx8cFnn33msOCIqH6xlrDINS0XL9p/v56elTcJ1UUNi730emDUKCAlRersGxgoJVsFBVIi4+cnHVdLvERqYVcyM3v2bIu/9Xo9wsPDkZiYiGDWfxJRFfLyKh/W7IiEpfwst0rUsNRGly7A9OnSqKW0NKmPjIeHVCMzahSHZRNZoxNCCKWDqEtZWVkIDAxEZmYmAgICHHrfOTnA2bMOvUsil5CXV3GGW/l3RyUs5We7bdAAcHNz0BNQAZNJGrV09arUR6ZVK+0kZFS/BARI7z9Hs+X72+4+M1evXsWCBQtw5MgR6HQ6tGzZEo888ghCQkLsvUsi0pCyCUv57cIF++/Xw8N6h1t5WLMrJSxV0es5/JqopuyqmdmyZQvuuusuBAYGomPHjgCA3bt349q1a/j+++/RrVs3hwdqL9bMENmvrhOWypqE6kvCQuQKNFszM3bsWNx///2YO3cu3P7/U6ekpASPP/44xo4di4MHD9pzt0SkgPz8ik1C8tDm2iYsMTEVO90ajUBUFBMWInIcu5KZv//+G99++605kQEANzc3PPPMM1iyZInDgiMix5ATFmuz3aan23+/1hIWuWmICQsROYtdycy//vUvHDlyBC1atLDYf+TIEbRv394RcRGRjcrWsJTfapuwNGpUsTmINSxEpBZ2JTPjxo3D+PHjcfz4cXTu3BkAsHPnTsyZMwevv/46Dhw4YD43Pj7eMZESEfLzgdOnKzYJnToFnD9v//2WTVjKd76NjmbCQkTqZlcHYH014wN1Oh2EENDpdIqvoM0OwKQ1BQVV17DYO5mCnLBU1ofF3aGLmxBRfaHZDsBpaWl2BUZEkoICqYbF2mrNjkhYytawMGEhIldn10eb0Wh0dBxELqeyhEVuErI3YXF3t6xhKduXhQkLEdVHdn/s/f3335g9e7bFpHnjx49H06ZNHRkfkarJCUvZRQ/lJiJHJixlExcmLEREluz6SFy3bh3uuusutG/fHl27doUQAtu3b0fr1q2xatUq3H777Y6Ok0gxhYWlNSxlhzafOgWcO+f4hMVolDrdMmEhIqoZuzoAJyQkoE+fPnj99dct9k+YMAHr16/Hnj17HBZgbbEDMNVE2YSlfJOQoxMWedZbJixE5Ao02wH4yJEj+Oqrryrsf/TRRyusqE2kFnLCYq1JyBEJi7X1hJiwEBHVPbs+ZsPDw7Fv3z40b97cYv++ffsQERHhkMCI7FE2YSk/2+3589JKxPYon7CUr2Hx8HDksyAiIlvYlcyMHDkSo0aNwj///IOkpCTodDr88ssvmDVrFp599llHx0hkoXwNS9mtNjUsbm5VNwkxYSEiUie7kpnJkyfD398fb7/9NiZOnAgAiI6OxtSpUzFu3DiHBkj1k5ywWFsAsTY1LG5uQMOGls1B8u9MWIiItMmuDsBlZWdnAwD8/f0dEpCjsQOwehUWAmfOVF7D4oiEpfzWsCETFqLq6HRS06qbm/RTp5PejyUl0k/5vanXS8d0utLbld30euk+5J9CSO/7wkJpWgN73+OkLprtACy7ePEijh07Bp1OhxYtWiA8PLw2d0cuiAmLc5hMwOHDwNWrQHAw0KqV9AVCBEjXgru79L4o/7NsQiJvdbEWl8kE7N0LZGQAYWFAQkJpgiSE9Lv8s7hY2i//tPYvd9nz5d/lrTw5sQKqPo+0y65kJisrC2PHjsWyZctg+v9vIzc3N9x///2YM2cOAgMDHRokqZucsJRd9FBOWM6erX3CIvdbkX/W14SlMjt2AB99BKSlAUVFUrnExQGjRgFduigdHdUlOSGRN73ecnN3L61hUdLGjcDrrwPHjkmfF56eQIsWwIQJQM+ejn88OVGRa4xqcq78u7yVTZIq+12+rfxTLnc5KZSTNblGq2zNlrX7IfvZ1cx03333Yd++ffjggw/QpUsX6HQ6bN++HePHj0d8fLzVYdtKYTOTYxQVWa9hOXGidjUsen3FGhY5cWnYUPrQo8rt2AGkpEjXYlCQVF6FhcC1a4CvLzB9OhMaLZObe+RkxdPT8mdNvqyVtnEjMHo0kJ0NhIYCBoPUxHT5MuDvD8yfXzcJjdbISU1JifR5W3Yrn/zISZFakiA1NDPZlcz4+vpi3bp1uPnmmy32b9u2DX379kVOTo6td1lnmMzUXGGh9HzKz8EiNwnZuwB62YSlbA0LE5baMZmAESOk/3YjIy2/2IQALlyQ/vtdsIBNTmog9z8pn5jo9RX/w5fPVbpGpbZMJqBvX+DAAem9Xv4aPXsWiI8H1q7lNWqPsjU/5bfiYmkrKpJ+1mXio4Zkxq5mptDQUKtNSYGBgQgODrbnLslJ5BqWsk1C8lwstU1YoqMrjhCSm4SYsDje4cNS01JQUMX/0HU6IDBQOn74MNCmjSIh1js6nVTz4OUl/fT0LG3q0UItiqPt3Ssl26Gh1q/RkBDp+N69QIcOysSoZXKzVk2a3OXkxtpWtn+SVtmVzLz88st45plnsGTJEkRFRQEA0tPT8fzzz2Py5MkODZBsV1RUWsNSfrbbs2cdn7A0bizNz8KExbmuXpVe68rK3WAAsrKk86hueHgA3t5S8uLtLb0W9TFpqUxGhlTjazBYP+7lJV2fGRnOjas+kpPqqghReaJTdlPjKDS7kpm5c+fi+PHjMBqNaNy4MQDg1KlTMBgMuHTpEubPn28+V03rNLkSawlL2U63tU1YrI0SYsKiLsHB0pdpYaH0pVBeQYF0nJWltaPXlzYJlR0J5OXFpSqqExYmlV1BgZTslZefLx0PC3N+bFSRTlfaDFqdsn141JDA2/VWHDhwoIPDIGuKiqSmn7KrNMu/M2GhVq2kUUuV9ZnJzJT6zLRqpVyMWlJ2VJCnp2UzEdknIUG6BivrM3PlitRnJiFBuRjJPnITl1rY9TadMmVKjc5btmwZcnJy4Ovra8/D1AvFxVJiUrbDrfz7mTP2Jyw6nWWTkNx/pXFjICaGCYsr0Oul4dcpKVJn38DA0pEimZmAn590XE0fOGrh4QH4+EibXMOihv8uXY1eLw2/Hj1a+pwLCZHKOz9fSmQCAqTjvEaptmo9A3BVAgICsG/fPjRp0qSuHqJaahjNJNewVNYkVFxs3+Pr9UBUVMURQkYjE5b6hPPMWCfXsMijguQRQt7erG1xNmfPM0OuwWkzAFenDvMk1ZFrWBydsFirYWHCQmV16QIkJnIGYL1eSlR8faUaF7431KNnT6B794ozANe3a5TqDv8/sUNJCTB3rvTlcehQaZNQbROWsqs0y31YmLBQTej19W/4tVzLIo8kMhjYVKRmej2HX1PdYTJjB70eePllqV9CTckJS+PGlglLbKzU6bayoYtE9Z1OJyUsZTvlGgzan1COiByHyYwddDqgWTNg9+6K+6OiKk7LL9ewMGEhqh7nbiEiWzGZsdOgQUC7dkB4eGlNCxMWItvJI4u8vaWf7JxLRLaq0+5XRqMRHlXMvrN161YMGDAA0dHR0Ol0WLlypcVxIQSmTp2K6OhoeHt7o3v37jh06FBdhlxjL70EvP8+8OijwG23STU1TGSIqufmJi0wGBkpjbqKi5N+DwhgIkNE9qnTZObgwYOIiYmp9HhOTg7atWuHDz/80OrxN954A++88w4+/PBD7Nq1Cw0aNMDtt9+O7OzsugqZiBzM3b00eYmNBZo2lZpjAwNrNtMoEVF17Po/KDg4GDorjdg6nQ5eXl5o1qwZkpOT8cgjj1R5P/369UO/fv2sHhNCYPbs2Zg0aRIGDRoEAFi8eDEiIyOxdOlSjB492p7QiaiOubuXTkjn7c2EhYjqnl3JTEpKCl577TX069cPnTp1ghACu3btwtq1azF27FikpaXhscceQ3FxMUaOHGlXYGlpaUhPT0fv3r3N+wwGA7p164bt27dXmswUFBSgoKDA/HdWVpZdj09ENaPTSYkL53chIqXYlcz88ssvePXVVzFmzBiL/fPnz8f69evx7bffIj4+Hu+//77dyUx6ejoAIDIy0mJ/ZGQkTp48WentZs6ciWnTptn1mERUMx4eUvIiJzAcbURESrKrz8y6detw2223Vdjfq1cvrFu3DgBwxx134J9//qlddECF5iwhhNUmLtnEiRORmZlp3k6fPl3rGIhIGiodGipNNRAXB0RESMkMExkiUppdyUxISAhWrVpVYf+qVasQEhICQOrc6+/vb3dgDRo0AFBaQyO7ePFihdqasgwGAwICAiw2IrKdTiclK5GRQJMm0hQEoaEctUdE6mNXM9PkyZPx2GOPYdOmTejUqRN0Oh1+++03/PDDD5g3bx4AYMOGDejWrZvdgcXFxaFBgwbYsGEDEv5/ffjCwkJs2bIFs2bNsvt+iahyer202rafH2tdiEg77EpmRo4ciVatWuHDDz/E8uXLIYTAjTfeiC1btiApKQkA8Oyzz1Z7P9evX8fx48fNf6elpWHfvn0ICQlB48aN8dRTT2HGjBlo3rw5mjdvjhkzZsDHxwfDhg2zJ2wiskKnk5IXf38mMESkTTqh4NLWmzdvRo8ePSrsHz58OBYtWgQhBKZNm4b58+fj6tWrSExMxJw5c9DGhhX1bFlC3FY5OdKK2ERaI49A8veXEhmuXkxEamPL97fdyYzJZMLx48dx8eJFmEwmi2O33nqrPXdZJ5jMEJUqm8BwoUYiUjNbvr/tambauXMnhg0bhpMnT6J8LqTT6VBSUmLP3RJRHfDykpYK8PPjcgFE5Jrs+mgbM2YMOnbsiDVr1iAqKqrKodJE5HxubtJyAVwygIjqA7uSmb/++gvffPMNmjVr5uh4iKgWvL2BoCCpFob/YxBRfWFXt7/ExESLUUhEpBydTqqBMRqBmBipTwwTGSKqT+yqmXnyySfx7LPPIj09HW3btoVHuXrs+Ph4hwRHRJVzd5dqYQID2ZmXiOo3u0Yz6a2M49TpdOalBtTUAZijmciVuLuXTmrn7c0aGCJyXXU+miktLc2uwIjIdu7uUu2Lnx+XEiAissauZMZoNDo6DiIqx89PSmJ8fZWOhIhI3eyedeLvv//G7NmzceTIEeh0OrRs2RLjx49H06ZNHRkfUb2i00n9YIKDOScMEVFN2TWaad26dWjVqhV+++03xMfHo02bNvj111/RunVrbNiwwdExErk8nU5KYJo0AcLDmcgQEdnCrg7ACQkJ6NOnD15//XWL/RMmTMD69euxZ88ehwVYW+wATGrm4SENpQ4O5ogkIqKy6nxtJi8vL/zxxx9o3ry5xf4///wT8fHxyM/Pt/Uu6wyTGVITnU4aheTrK22enkpHRESkTnU+mik8PBz79u2rkMzs27cPERER9twlkUtyc5OSFy+v0p8cTk1E5Fh2JTMjR47EqFGj8M8//yApKQk6nQ6//PILZs2ahWeffdbRMRJpisEg1br4+UnJCxER1S27kpnJkyfD398fb7/9NiZOnAgAaNiwIaZOnYpx48Y5NEAiLfD2Lp3Mjgs7EhE5l13JTH5+PkaPHo2nn34a2dnZSEtLw88//4wbb7yRK2hTveHtLXXe9fPj6CMiIiXZ9RF89913Y9CgQRgzZgxKSkrQu3dveHh4ICMjA++88w4ee+wxR8epaSYTcPgwcPWqNGqlVSvAyooQpAFMYIiI1Meuj+M9e/bg3XffBQB88803iIyMxN69e/Htt98iJSWFyUwZO3YAH30EpKUBRUVSE0RcHDBqFNCli9LRUU3ITUj+/kxgiIjUyK76gdzcXPj7+wMA1q9fj0GDBkGv16Nz5844efKkQwPUsh07gJQU4NgxwMdHmgzNx0f6OyVFOk7q5OUlvV5NmgAxMZyRl4hIzexKZpo1a4aVK1fi9OnTWLduHXr37g0AuHjxosPnctEqk0mqkcnJASIjpS9HvV76GRkp7f/oI+k8UgdPTyAsTKo5a9yYCQwRkVbYlcykpKTgueeeQ2xsLBITE9Hl/9tL1q9fj4SEBIcGqFWHD0tNS0FBFecV0emkBQTT0qTzSDnu7lLSYjQCsbFASAhHIxERaY1d/3cOHjwYN998M86fP4927dqZ9/fq1Qv33HOPw4LTsqtXpT4ylc3wajAAWVnSeeRcer3UByYgQGr2IyIibbO7Er1BgwZo0KCBxb5OnTrVOiBXERws/YdfWGh94rSCAul4cLDzY6uP3N1LlxDw9eUsvEREroQ9AupIq1ZS34tjx6Q+MmW/PIUAMjOBFi2k86hueHhIzXm+vlJNGBERuSbOdlJH9Hpp+LWvL3DhApCXJ3X2zcuT/vbzk45zvhnH8/UFGjaUksmQECYyRESujjUzdahLF2D69NJ5ZrKypNqCFi04z4yjublJfWCCgtiBl4iovmEyU8e6dAESEzkDcF0xGKQEJiCA/WCIiOorJjNOoNcDbdooHYXr0Omk2XiDgrgqNRERMZkhDZE79AYGSs1KREREAJMZ0gBfXymB8fNTOhIiIlIjJjOkSnKH3sDAyiceJG0xmYC9e4GMDGnZiIQE9h2rDZan7VhmrovJDKmKl5eUwLBDr2vZuBF4/XVp3qXCQilBbdECmDAB6NlT6ei0h+VpO5aZa9MJIYTSQdSlrKwsBAYGIjMz0+GLYObkAGfPOvQu6yV26HVtGzcCo0cD2dlAaKg0Aq2gALh8WXrd58/nl4ktWJ62Y5lpky3f30xmaoHJjP08PEqXFvDxYS2MqzKZgL59gQMHpIkMy8+EffYsEB8PrF3L6v6aYHnajmWmXbZ8f/OlI6fx9gbCw6XVqePigIgIrpPk6vbular1Q0Otrx4fEiId37tXmfi0huVpO5ZZ/cA+M1Rn3N2lBEaugeFw6vonI0Pqn1DZkhJeXtJkkhkZzo1Lq1ietmOZ1Q9MZsgh9Hrpw8LbW/pw8PKSkhmq38LCpI6WBQXStVFefr50PCzM+bFpEcvTdiyz+oHNTGQXeeh0ZCRgNALNmgExMdIHgp8fExmSJCRII0YuX5b6J5QlBHDlinQ8IUGZ+LSG5Wk7lln9wGSGakyvlxKYhg2BJk2ABg2kYdRclZoqo9dLQ1/9/aWOlrm5UofM3Fzp74AA6Tg7XtYMy9N2LLP6gS8fVcvXF4iOBpo2lRIYdtolW/TsKQ19jY+XRgCePy/9jI8H5s3jkFhbsTxtxzJzfRyaXQuuPDRbXgcpIIBNRuQYnH3VsVietmOZaYst39/8miIzefK6gABp7hciR9LrgQ4dlI7CdbA8bccyc11MZgheXlICExDA/1KIiEh7mMzUU25uUi0MO/ASEZHWMZmpZ3x8pATGz4+deIlqw1H9LxxxP67cF0RN5UzqxWSmHvDwKG1G8vBQOhoi7XPUCsyOuB9XXg1aTeVM6sbRTLWg5tFMOp1U+xIYyM68RI7kqBWYHXE/rrwatJrKmZTBVbPLqG/JjMEgJTD+/lwLicjRHLUCsyPux5VXg1ZTOZNyuGp2PePmBgQFScsKGI3S70xkiBzPUSswO+J+XHk1aDWVM2kD+8xomK+v1A+GnXmJnMNRKzA74n5ceTVoNZUzaQOTGY3hzLxEynHUCsyOuB9XXg1aTeVM2sBmJg3Q6aTkpVEjIC5OqhplIkPkfI5agdkR9+PKq0GrqZxJG5jMqJiXFxAZWbrAI0clESnLUSswO+J+XHk1aDWVM2kDX0KVcXMDgoOB2FigcWOpSYlvNCL1cNQKzI64H1deDVpN5Uzqx6HZteDIodm+vlLi4uvLzrxEWqCmmWldeXZbNZUzORfnmSlDzcmMp2fpzLzsA0NERFTKlu9vfoU6mV4vtd8GBFjvXU9ERES2YTLjJN7eUgLj78+qTSIiIkdiMmMnuf312DGpw26rVhWTFHf30mYkT09l4iQi9pcgZfC6cx7VJzNTp07FtGnTLPZFRkYiPT1doYhKV2A9ckSadMnDQ5r/ZdQoICnJsjMvESmLKyaTEnjdOZcmcsTWrVvj/Pnz5u2PP/5QLBZ5BdYDB6RlBMLDpflf/vwTmDYNOHECiI5mIkOkBuXfr1FR0s8DB6T9GzcqHSG5Il53zqeJZMbd3R0NGjQwb+Hh4YrEYTJJmXZ2trQCq7e3VCsTECDNCZObC7z5pnQeESnL2vtVr5d+Nmwo7X/9db5fybF43SlDE8nMX3/9hejoaMTFxWHo0KH4559/Kj23oKAAWVlZFpujlF+BVa+Xkhm9niuwEqkNV0wmJfC6U4bqk5nExEQsWbIE69atw8cff4z09HQkJSXh8uXLVs+fOXMmAgMDzVtMTIzDYqnJCqyFhVyBlUgN+H4lJfC6U4bqk5l+/frh3nvvRdu2bXHbbbdhzZo1AIDFixdbPX/ixInIzMw0b6dPn3ZYLGVXYLWGK7ASqQffr6QEXnfKUH0yU56vry/atm2Lv/76y+pxg8GAgIAAi81RuAIrkXbw/UpK4HWnDM0lMwUFBThy5AiioqKc/thcgZVIO/h+JSXwulOG6ovzueeew5YtW5CWloZff/0VgwcPRlZWFoYPH65IPFyBlUg7+H4lJfC6cz7VLzQ5dOhQbN26FRkZGQgPD0fnzp3xyiuvoFWrVjW6fV0tNMmZHYm0g+9XUgKvu9rhqtll1OWq2URERFQ3bPn+Zo5IREREmsZkhoiIiDRN9QtNEhERFRcDX3wBnDwJGI3A0KGAO7/B6P+xZoaIiFTt7beByEggORlISZF+RkZK+4kA1swQEZGKvf02MHGiVDMjr4VnMgFXr0r7AeDZZ5WNkZTH0UxERKRKxcVSDczVq9KaRmUXbhRCWhogOBi4cIFNTq6Io5mIiEjzvvgCyMyUamSsrUDt4SEd/+ILZeIj9WAyQ0REqnTypFQDU9lEc3q9dPzkSefGRerDZIaIiFTJaJRqYEwm68dNJum40ejcuEh9mMwQEZEqDR0KBAYCRUXWV6AuKpKODx2qTHykHkxmiIhIldzdgZdekn7m50sdgk0m6Wd+vuVxqt94CRARkWrJw65nzJA6+xYXS01LwcFSIsNh2QRwaDYREWkAZwCuf2z5/ualQEREqufuDvz730pHQWrFPjNERESkaUxmiIiISNPYzEREpAEmE7B3L5CRAYSFAQkJlU8mR1TfMJkhIlK5jRuB118Hjh0DCgsBT0+gRQtgwgSgZ0+loyNSHvN6IiIV27gRGD0aOHAA8PMDoqKknwcOSPs3blQ6QiLlMZkhIlIpk0mqkcnOBho2BLy9paYlb2/p7+xs6Xhl0/0T1RdMZoiIVGrvXqlpKTTU+qrRISHS8b17lYmPSC2YzBARqVRGhtRHxmCwftzLSzqekeHcuIjUhskMEZFKhYVJnX0LCqwfz8+XjoeFOTcuIrVhMkNEpFIJCdKopcuXra8afeWKdDwhQZn4iNSCyQwRkUrp9dLwa39/4OxZIDdX6uybmyv9HRAgHed8M1Tf8S1ARKRiPXsC8+cD8fFATg5w/rz0Mz4emDeP88wQAZw0j4hI9Xr2BLp35wzARJVhMkNEpAF6PdChg9JREKkT83oiIiLSNCYzREREpGlsZiIiogq4SjdpCZMZIiKywFW6SWuYZxMRkRlX6SYtYjJDREQAuEo3aReTGSIiAsBVukm7mMwQEREArtJN2sVkhoiIAHCVbtIuJjNERASAq3STdjGZISIiAFylm7SLlyQREZlxlW7SIk6aR0REFrhKN2kNkxkiIqqAq3STljDPJiIiIk1jMkNERESaxmYmIiJwlWgiLWMyQ0T1HleJJtI2/t9BRPUaV4km0j4mM0RUb3GVaCLXwGSGiOotrhJN5BqYzBBRvcVVoolcA5MZIqq3uEo0kWtgMkNE9RZXiSZyDUxmiKje4irRRK6Bb1Eiqte4SjSR9nHSPCKq97hKNJG2MZkhIgJXiSbSMv7fQURERJrGZIaIiIg0jc1MRFSv1WS1bK6oTaRumng7/ve//0VcXBy8vLzQoUMHbNu2TemQiMgFbNwI9O0LDBoEJCdLP/v2tVxcsibnEJGyVJ/MfPnll3jqqacwadIk7N27F7fccgv69euHU6dOKR0aEWlYTVbL5oraRNqgE6L8vJfqkpiYiH/961+YO3eueV/Lli0xcOBAzJw5s9rbZ2VlITAwEJmZmQgICKjLUIlII0wmqXblwAFpdeyyi0wKIU2Y17at9Pcff1R+Tnw8sHYtm5yI6oIt39+qfgsWFhZi9+7d6N27t8X+3r17Y/v27VZvU1BQgKysLIuNiKismqyWffCgtHFFbSL1U3Uyk5GRgZKSEkRGRlrsj4yMRHp6utXbzJw5E4GBgeYtJibGGaESkYbUZLXsggJp44raROqn6mRGpiv3b5EQosI+2cSJE5GZmWneTp8+7YwQiUhDarJatsEgbVxRm0j9VD00OywsDG5ubhVqYS5evFihtkZmMBhgqOxfKSIilK6WXVmfmStXqu8zc+WK1GeGK2oTKU/VNTOenp7o0KEDNmzYYLF/w4YNSEpKUigqItK6mqyWPXGitHFFbSL1U/3b8JlnnsEnn3yChQsX4siRI3j66adx6tQpjBkzRunQiEjDarJaNlfUJtIGVTczAcD999+Py5cvY/r06Th//jzatGmDH374AUajUenQiEjjarJaNlfUJlI/1c8zU1ucZ4aIiEh7XGaeGSIiIqLqMJkhIiIiTWMyQ0RERJrGZIaIiIg0jckMERERaRqTGSIiItI0JjNERESkaUxmiIiISNOYzBAREZGmqX45g9qSJzjOyspSOBIiIiKqKfl7uyYLFbh8MpOdnQ0AiImJUTgSIiIislV2djYCAwOrPMfl12YymUw4d+4c/P39odPplA7HQlZWFmJiYnD69GmuGwWWR3ksD0ssD0ssj1IsC0uuUh5CCGRnZyM6Ohr6alZ2dfmaGb1ej0aNGikdRpUCAgI0fcE5GsvDEsvDEsvDEsujFMvCkiuUR3U1MjJ2ACYiIiJNYzJDREREmsZkRkEGgwFTpkyBwWBQOhRVYHlYYnlYYnlYYnmUYllYqo/l4fIdgImIiMi1sWaGiIiINI3JDBEREWkakxkiIiLSNCYzREREpGlMZlTkzz//xN13342wsDAEBASga9eu2LRpk9JhOd3mzZuh0+msbrt27VI6PMWsWbMGiYmJ8Pb2RlhYGAYNGqR0SIqJjY2tcG1MmDBB6bAUV1BQgPbt20On02Hfvn1Kh6OYu+66C40bN4aXlxeioqLw0EMP4dy5c0qH5XQnTpzAiBEjEBcXB29vbzRt2hRTpkxBYWGh0qE5HJMZFbnzzjtRXFyMjRs3Yvfu3Wjfvj369++P9PR0pUNzqqSkJJw/f95i+89//oPY2Fh07NhR6fAU8e233+Khhx7CI488gv379+N///sfhg0bpnRYipo+fbrFNfLyyy8rHZLiXnjhBURHRysdhuJ69OiBr776CseOHcO3336Lv//+G4MHD1Y6LKc7evQoTCYT5s+fj0OHDuHdd9/FvHnz8NJLLykdmuMJUoVLly4JAGLr1q3mfVlZWQKA+OmnnxSMTHmFhYUiIiJCTJ8+XelQFFFUVCQaNmwoPvnkE6VDUQ2j0SjeffddpcNQlR9++EHceOON4tChQwKA2Lt3r9IhqcZ3330ndDqdKCwsVDoUxb3xxhsiLi5O6TAcjjUzKhEaGoqWLVtiyZIlyMnJQXFxMebPn4/IyEh06NBB6fAU9f333yMjIwPJyclKh6KIPXv24OzZs9Dr9UhISEBUVBT69euHQ4cOKR2aombNmoXQ0FC0b98er732mktWndfUhQsXMHLkSHz66afw8fFROhxVuXLlCj7//HMkJSXBw8ND6XAUl5mZiZCQEKXDcDgmMyqh0+mwYcMG7N27F/7+/vDy8sK7776LtWvXIigoSOnwFLVgwQL06dMHMTExSoeiiH/++QcAMHXqVLz88stYvXo1goOD0a1bN1y5ckXh6JQxfvx4fPHFF9i0aROeeOIJzJ49G48//rjSYSlCCIHk5GSMGTOm3jbDWvPiiy/C19cXoaGhOHXqFL777julQ1Lc33//jQ8++ABjxoxROhTHU7pqyNVNmTJFAKhy27VrlzCZTOKuu+4S/fr1E7/88ovYvXu3eOyxx0TDhg3FuXPnlH4aDlHTsijr9OnTQq/Xi2+++UahqOtOTcvj888/FwDE/PnzzbfNz88XYWFhYt68eQo+A8ey5/qQffPNNwKAyMjIcHLUdaem5fHee++JpKQkUVxcLIQQIi0tzSWbmWy9Pi5duiSOHTsm1q9fL7p27SruuOMOYTKZFHwGjmPPe+Xs2bOiWbNmYsSIEQpFXbe4nEEdy8jIQEZGRpXnxMbG4n//+x969+6Nq1evWizZ3rx5c4wYMcIlRmrUtCy8vLzMf7/yyiv44IMPcPbsWZerIq5peezYsQM9e/bEtm3bcPPNN5uPJSYm4rbbbsNrr71W16E6hT3Xh+zs2bNo1KgRdu7cicTExLoK0alqWh5Dhw7FqlWroNPpzPtLSkrg5uaGBx98EIsXL67rUJ2iNtfHmTNnEBMTg+3bt6NLly51FaLT2FoW586dQ48ePZCYmIhFixZBr3e9Rhl3pQNwdWFhYQgLC6v2vNzcXACocJHp9XqYTKY6ic3ZaloWMiEEUlNT8fDDD7tcIgPUvDw6dOgAg8GAY8eOmZOZoqIinDhxAkajsa7DdBpbr4+y9u7dCwCIiopyZEiKqml5vP/++3j11VfNf587dw59+vTBl19+6TKJHVC760P+n72goMCRISnGlrI4e/YsevTogQ4dOiA1NdUlExmAyYxqdOnSBcHBwRg+fDhSUlLg7e2Njz/+GGlpabjzzjuVDk8RGzduRFpaGkaMGKF0KIoKCAjAmDFjMGXKFMTExMBoNOLNN98EAAwZMkTh6Jxvx44d2LlzJ3r06IHAwEDs2rULTz/9tHlukfqm/HP28/MDADRt2hSNGjVSIiRF/fbbb/jtt99w8803Izg4GP/88w9SUlLQtGlTl6iVscW5c+fQvXt3NG7cGG+99RYuXbpkPtagQQMFI3M8JjMqERYWhrVr12LSpEno2bMnioqK0Lp1a3z33Xdo166d0uEpYsGCBUhKSkLLli2VDkVxb775Jtzd3fHQQw8hLy8PiYmJ2LhxI4KDg5UOzekMBgO+/PJLTJs2DQUFBTAajRg5ciReeOEFpUMjFfD29sby5csxZcoU5OTkICoqCn379sUXX3wBg8GgdHhOtX79ehw/fhzHjx+vkNi6Wg8T9pkhIiIiTXPNxjMiIiKqN5jMEBERkaYxmSEiIiJNYzJDREREmsZkhoiIiDSNyQwRERFpGpMZIiIi0jQmM0TkMDqdDitXrlQ6DJfSvXt3PPXUU0qHQaRqTGaIXFRycjIGDhyodBiV0ul0VrcvvvhC6dCqFRsba47Xx8cHbdq0wfz585UOi6je4nIGRKSY1NRU9O3b12JfUFCQ3fdXWFgIT0/PWkZVM9OnT8fIkSNx/fp1LFq0CGPGjEFQUBDuv/9+ReMiqo9YM0NUD23ZsgWdOnWCwWBAVFQUJkyYgOLiYvPx2NhYzJ492+I27du3x9SpU81///XXX7j11lvh5eWFVq1aYcOGDTbHERQUhAYNGlhsXl5eAIBFixYhKCgI69atQ8uWLeHn54e+ffvi/Pnz5tvLtU8zZ85EdHQ0brjhBgDA9u3b0b59e3h5eaFjx45YuXIldDod9u3bByEEmjVrhrfeessiloMHD0Kv1+Pvv/+uUez+/v5o0KABmjVrhldffRXNmzc3N7F1794dTzzxBJ555hmEhYXh9ttvB1B9uefk5ODhhx+Gn58foqKi8Pbbb9tcpkT1EZMZonrm7NmzuOOOO3DTTTdh//79mDt3LhYsWIBXX321xvdhMpkwaNAguLm5YefOnZg3bx5efPFFh8eam5uLt956C59++im2bt2KU6dO4bnnnrM45+eff8aRI0ewYcMGrF69GtnZ2RgwYADatm2LPXv24JVXXrGITafT4dFHH0VqaqrF/SxcuBC33HILmjZtalesXl5eKCoqMv+9ePFiuLu743//+x/mz59fo3J//vnnsWnTJqxYsQLr16/H5s2bsXv3brviIapXBBG5pOHDh4u77767wv6XXnpJtGjRQphMJvO+OXPmCD8/P1FSUiKEEMJoNIp3333X4nbt2rUTU6ZMEUIIsW7dOuHm5iZOnz5tPv7jjz8KAGLFihU1ig+A8PLyEr6+vhbb33//LYQQIjU1VQAQx48ft4gzMjLS4jlGRkaKgoIC8765c+eK0NBQkZeXZ9738ccfCwBi7969Qgghzp07J9zc3MSvv/4qhBCisLBQhIeHi0WLFtUo9rLlU1RUZI71v//9rxBCiG7duon27dtb3Ka6cs/Ozhaenp7iiy++MB+/fPmy8Pb2FuPHj69RXET1FfvMENUzR44cQZcuXaDT6cz7unbtiuvXr+PMmTNo3Lhxje6jcePGaNSokXlfly5dbI7l3XffxW233WaxLyYmxvy7j4+PRU1JVFQULl68aHF+27ZtLfqjHDt2DPHx8ebmKgDo1KmTxW2ioqJw5513YuHChejUqRNWr16N/Px8DBkypMaxv/jii3j55ZdRUFAAT09PPP/88xg9erT5eMeOHS3Or67cr169isLCQotyDAkJQYsWLWocE1F9xWSGqJ4RQlh8ocr7AJj36/V68z5Z2SaU8sfK3tYWcp+Tynh4eFR4jPKP7evra/F3Vc+vrP/85z946KGH8O677yI1NRX3338/fHx8ahz7888/j+TkZPj4+CAqKqrCY9oSl7XnRUQ1xz4zRPVMq1atsH37dosvz+3bt8Pf3x8NGzYEAISHh1t0tM3KykJaWprFfZw6dQrnzp0z79uxY4cToq/ejTfeiAMHDqCgoMC87/fff69w3h133AFfX1/MnTsXP/74Ix599FGbHicsLAzNmjVDdHR0jRK56sq9WbNm8PDwwM6dO83Hr169ij///NOmuIjqIyYzRC4sMzMT+/bts9hGjRqF06dP48knn8TRo0fx3XffYcqUKXjmmWeg10sfCT179sSnn36Kbdu24eDBgxg+fDjc3NzM93vbbbehRYsWePjhh7F//35s27YNkyZNsjm+a9euIT093WLLycmp1XMeNmwYTCYTRo0ahSNHjmDdunXmkUtlkw43NzckJydj4sSJaNasmV3NZLZ4/PHHqyx3Pz8/jBgxAs8//zx+/vlnHDx4EMnJyebXhIgqx2YmIhe2efNmJCQkWOwbPnw4fvjhBzz//PNo164dQkJCMGLECLz88svmcyZOnIh//vkH/fv3R2BgIF555RWLmhm9Xo8VK1ZgxIgR6NSpE2JjY/H+++9XmDOmOo888kiFfTNnzsSECRNsfKalAgICsGrVKjz22GNo37492rZti5SUFAwbNsyiHw0AjBgxAjNmzLC5VsYeDRs2rLbc33zzTVy/fh133XUX/P398eyzzyIzM7POYyPSOp1gQy0RubjPP/8cjzzyCDIzM+Ht7W3e/7///Q/du3fHmTNnEBkZqWCERFQbrJkhIpezZMkSNGnSBA0bNsT+/fvx4osv4r777jMnMgUFBTh9+jQmT56M++67j4kMkcaxMZaIHG7GjBnw8/OzuvXr16/OHz89PR3//ve/0bJlSzz99NMYMmQIPvroI/PxZcuWoUWLFsjMzMQbb7xhcdvPP/+80thbt25d57ETke3YzEREDnflyhVcuXLF6jFvb2/zqCk1ys7OxoULF6we8/DwgNFodHJERFQdJjNERESkaWxmIiIiIk1jMkNERESaxmSGiIiINI3JDBEREWkakxkiIiLSNCYzREREpGlMZoiIiEjTmMwQERGRpv0fmiZ64oDtVEUAAAAASUVORK5CYII=\n", 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", 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\n", 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", 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\n", 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" ] @@ -1733,7 +1713,7 @@ "outputs": [ { "data": { - "image/png": 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", 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\n", 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", + "image/png": 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\n", 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" ] @@ -1859,10 +1839,11 @@ "source": [ "# Because trap is in the top popular genres, it is analyzed for \n", "corr_df1 = trap_songs[['song_duration_ms', 'Loud_Enrgy_Prod', 'liveness', 'loudness', 'acousticness', 'key', 'speechiness', 'instrumentalness', 'danceability', 'energy', 'tempo', 'audio_valence', 'Vale_Dance_Prod', 'song_popularity']].corr()\n", + "mask = np.triu(np.ones_like(corr_df1, dtype=bool))\n", "sorted_corr1 = corr_df1['song_popularity'].sort_values(ascending=False)\n", "print(sorted_corr1)\n", "plt.figure(figsize=(9,7))\n", - "sns.heatmap(corr_df1, cmap='coolwarm', annot=True, vmin=-1, vmax=1, center=0, linewidths=.5, cbar_kws={\"shrink\": .5})" + "sns.heatmap(corr_df1, cmap='coolwarm', annot=True, vmin=-1, vmax=1, center=0, linewidths=.5, cbar_kws={\"shrink\": .5}, mask=mask)" ] }, { @@ -1912,7 +1893,7 @@ }, { "data": { - "image/png": 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", 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\n", 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" ] @@ -1927,7 +1908,9 @@ "sorted_corr2 = corr_df2['song_popularity'].sort_values(ascending=False)\n", "print(sorted_corr2)\n", "plt.figure(figsize=(9,7))\n", - "sns.heatmap(corr_df2, cmap='coolwarm', annot=True, vmin=-1, vmax=1, center=0, linewidths=.5, cbar_kws={\"shrink\": .5})" + "mask = np.zeros_like(corr_df2)\n", + "mask[np.triu_indices_from(mask)] = True \n", + "sns.heatmap(corr_df2, cmap='coolwarm', annot=True, vmin=-1, vmax=1, center=0, linewidths=.5, cbar_kws={\"shrink\": .5}, mask=mask)" ] }, { @@ -1977,7 +1960,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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\n", 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" ] @@ -1992,7 +1975,8 @@ "sorted_corr3 = corr_df3['song_popularity'].sort_values(ascending=False)\n", "print(sorted_corr3)\n", "plt.figure(figsize=(9,7))\n", - "sns.heatmap(corr_df3, cmap='coolwarm', annot=True, vmin=-1, vmax=1, center=0, linewidths=.5, cbar_kws={\"shrink\": .5})" + "corr_mask3 = np.triu(np.ones_like(corr_df3, dtype=bool))\n", + "sns.heatmap(corr_df3, cmap='coolwarm', annot=True, vmin=-1, vmax=1, center=0, linewidths=.5, cbar_kws={\"shrink\": .5}, mask=corr_mask3)\n" ] }, { @@ -2036,7 +2020,7 @@ "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mImportError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[43], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mcode\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m project_functions3 \u001b[38;5;66;03m# This is called a relative import\u001b[39;00m\n\u001b[1;32m 2\u001b[0m df \u001b[38;5;241m=\u001b[39m project_functions3\u001b[38;5;241m.\u001b[39mload_and_process(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m/Users/Annabellengarambe/Desktop/DATA_301/project-group-group48/data/raw/song_data.csv.zip\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 3\u001b[0m df\n", + "Cell \u001b[0;32mIn[42], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mcode\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m project_functions3 \u001b[38;5;66;03m# This is called a relative import\u001b[39;00m\n\u001b[1;32m 2\u001b[0m df \u001b[38;5;241m=\u001b[39m project_functions3\u001b[38;5;241m.\u001b[39mload_and_process(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m/Users/Annabellengarambe/Desktop/DATA_301/project-group-group48/data/raw/song_data.csv.zip\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 3\u001b[0m df\n", "\u001b[0;31mImportError\u001b[0m: cannot import name 'project_functions3' from 'code' (/Users/annabellengarambe/miniconda3/lib/python3.10/code.py)" ] } @@ -2046,6 +2030,27 @@ "df = project_functions3.load_and_process(\"/Users/Annabellengarambe/Desktop/DATA_301/project-group-group48/data/raw/song_data.csv.zip\")\n", "df" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/analysis/code/project_functions3.py b/analysis/code/project_functions3.py index 10848f6..0f177e8 100644 --- a/analysis/code/project_functions3.py +++ b/analysis/code/project_functions3.py @@ -1,60 +1,30 @@ import numpy as np import pandas as pd -def load_and_process(songdata): - songdata = ( - pd.read_csv ("/Users/Annabellengarambe/Desktop/DATA_301/project-group-group48/data/raw/song_data.csv.zip") # Load data into dataframe - .drop_duplicates(subset= 'song_name')# Drop duplicates in the dataset - .loc [0:510] #Return only first 500 songs - ) - +def clean_and_concat(songdata): songdata_cleaned = ( - songdata.drop(['audio_mode', 'time_signature'],axis=1) #drop useless columns - .dropna(axis=0) #drop na values - - ) - - - songdata_sorted = ( - songdata.sort_values(by='song_popularity', ascending=False).reset_index() #Sort songs by popularity in descending order - ) - - - # This creates a new column that multiplies each loudness value to the corresponding energy value - def multiply_columns(row): - return row['energy'] * row['loudness'] - songdata_sorted['Loud_Enrgy_Prod'] = (songdata_sorted.aggregate(multiply_columns, axis=1)) - - - - - -## divide into top 15 and process top 15 - songdata_top = ( - (songdata_sorted.head(20) - .assign(genre=['Reggae', 'Hip Hop', 'Pop', 'Pop', 'Hip Hop', 'Pop', 'Hip Hop', - 'Reggae', 'Reggae', 'Pop', 'R&B', 'Pop', 'Pop', 'Pop', 'Rock', - 'Pop', 'Rock', 'R&B', 'Rock', 'Rock']) - .reindex(columns=['song_name', 'genre', 'song_popularity', 'song_duration_ms', - 'acousticness', 'danceability', 'energy','instrumentalness', - 'key', 'liveness','loudness', 'speechiness', 'tempo', 'audio_valence', - 'Loud_Enrgy_Prod']) + pd.read_csv("../../data/raw/song_data.csv.zip") + .loc[1000:1510] + .drop(['audio_mode', 'time_signature'], axis=1) + .dropna(axis=0) + .drop_duplicates(subset='song_name') + .sort_values(by='song_popularity', ascending=False) + .reset_index() + .assign(Loud_Enrgy_Prod = lambda x: x['energy'] * x['loudness']) + .assign(Vale_Dance_Prod = lambda x: x['audio_valence'] * x['danceability']) +) + + concatenated_df = ( + songdata_cleaned + .head(50) + .assign(genre=['Trap', 'Pop Rock', 'Trap', 'Hip Hop', 'Hip Hop', 'Pop', 'Pop Rock', 'Trap', 'Hip Hop', 'Trap', 'Hip Hop', 'Hip Hop', 'Hip Hop', 'Hip Hop', 'Trap', 'Pop', 'Trap', 'Hip Hop', 'Trap', 'Trap', 'Hip Hop', 'Trap', 'Hip Hop', 'Indie', 'Pop Rock', 'Pop', 'Hip Hop', 'Pop', 'Electronic', 'Acoustic Pop', 'Pop', 'Hip Hop', 'Alternative Rock', 'Pop', 'Hip Hop', 'Alternative Rock', 'Rock', 'Hip Hop', 'Pop Rock', 'Pop', 'Pop', 'Hip Hop', 'Trap', 'Pop Rock', 'Grunge', 'Hip Hop', 'Hip Hop', 'Pop', 'Alternative Rock', 'Pop Rock']) + .reindex(columns=['song_name', 'genre', 'song_popularity', 'song_duration_ms', 'acousticness', 'danceability', 'energy', 'instrumentalness', 'key', 'liveness', 'loudness', 'speechiness', 'tempo', 'audio_valence', 'Loud_Enrgy_Prod', 'Vale_Dance_Prod']) + .append( + songdata_cleaned + .tail(50) + .sort_values(by=['song_popularity'], ascending=True) + .assign(genre=['Alternative Rock', 'Hip Hop', 'Bolero', 'Latin Pop', 'Latin Pop', 'Alternative Rock', 'Bolero', 'Alternative Rock', 'Latin Pop', 'Bolero', 'Alternative Rock', 'Bolero', 'Bolero', 'Rock', 'Alternative Rock', 'Alternative Rock', 'Bolero', 'Norteño', 'Alternative Rock', 'Rock', 'Alternative Rock', 'Latin Pop', 'Rock', 'Alternative Rock', 'Pop', 'Electronic', 'Hip Hop', 'Latin Pop', 'Bachata', 'Alternative Rock', 'Pop', 'Pop', 'Norteño', 'Grunge', 'Acoustic Pop', 'Gospel', 'Bolero', 'Pop', 'Indie', 'Alternative Rock', 'Alternative Rock', 'Reggae', 'Pop', 'Indie', 'Pop', 'R&B', 'Pop Rock', 'Indie', 'Pop', 'Pop']) + .reindex(columns=['song_name', 'genre', 'song_popularity', 'song_duration_ms', 'acousticness', 'danceability', 'energy', 'instrumentalness', 'key', 'liveness', 'loudness', 'speechiness', 'tempo', 'audio_valence', 'Loud_Enrgy_Prod', 'Vale_Dance_Prod']) ) - ) - -## divide into bottom and process bottom 15 - songdata_bottom = ( - songdata_sorted.tail(20).sort_values(by=['song_popularity'], ascending = True)\ - .assign(genre=['Latin Pop', 'Son cubano', 'Bolero', 'Hip Hop', 'Rock', 'R&B', - 'Rock', 'Rock', 'Rock', 'Rock', 'Rock', 'Rock', 'Rock', 'Rock', - 'Rock','Salsa', 'Rock', 'Pop', 'R&B', 'Rock'])\ - .reindex(columns=['song_name', 'genre', 'song_popularity', 'song_duration_ms', - 'acousticness', 'danceability', 'energy','instrumentalness', - 'key', 'liveness','loudness', 'speechiness', 'tempo', 'audio_valence', - 'Loud_Enrgy_Prod']) - ) - - - concatenated_df = pd.concat([songdata_top, songdata_bottom], ignore_index=True) - - return concatenated_df \ No newline at end of file + ) + return concatenated_df diff --git a/analysis/concatenated_df.csv b/analysis/concatenated_df.csv new file mode 100644 index 0000000..d0ecb95 --- /dev/null +++ b/analysis/concatenated_df.csv @@ -0,0 +1,101 @@ +song_name,genre,song_popularity,song_duration_ms,acousticness,danceability,energy,instrumentalness,key,liveness,loudness,speechiness,tempo,audio_valence,Loud_Enrgy_Prod,Vale_Dance_Prod +I Love It (& Lil Pump),Trap,99,127946,0.0114,0.901,0.522,0.0,2,0.259,-8.304,0.33,104.053,0.3289999999999999,-4.334688,0.29642899999999994 +Falling Down,Pop Rock,97,196400,0.0175,0.669,0.574,0.00294,4,0.146,-6.442,0.0286,120.013,0.273,-3.697708,0.18263700000000002 +SICKO MODE,Trap,97,312820,0.00513,0.8340000000000001,0.73,0.0,8,0.124,-3.714,0.222,155.00799999999998,0.446,-2.71122,0.371964 +Lucky You (feat. Joyner Lucas),Hip Hop,96,244679,0.0627,0.8759999999999999,0.7859999999999999,0.0,10,0.127,-4.884,0.306,153.06799999999998,0.575,-3.838824,0.5036999999999999 +FEFE (feat. Nicki Minaj & Murda Beatz),Hip Hop,96,179404,0.088,0.931,0.387,0.0,1,0.136,-9.127,0.412,125.978,0.376,-3.5321490000000004,0.35005600000000003 +breathin,Pop,94,198160,0.0211,0.568,0.6559999999999999,1.3699999999999998e-05,8,0.213,-5.412999999999999,0.0433,100.049,0.364,-3.550927999999999,0.20675199999999996 +Shotgun,Pop Rock,93,201287,0.286,0.672,0.735,0.0,5,0.242,-4.7330000000000005,0.0457,115.741,0.754,-3.4787550000000005,0.506688 +Mona Lisa (feat. Kendrick Lamar),Trap,92,324189,0.371,0.855,0.6940000000000001,0.0,2,0.109,-4.393,0.1689999999999999,122.078,0.49,-3.0487420000000003,0.41895 +Wake Up in the Sky,Hip Hop,92,204664,0.00381,0.8,0.578,0.0,4,0.359,-5.144,0.0485,143.01,0.367,-2.973232,0.2936 +Killshot,Trap,91,253579,0.0989,0.892,0.6509999999999999,0.0,0,0.371,-8.645,0.3779999999999999,105.814,0.599,-5.627894999999999,0.534308 +No Stylist,Hip Hop,91,192172,0.0215,0.765,0.7040000000000001,0.0,5,0.2269999999999999,-4.589,0.127,147.055,0.498,-3.2306560000000006,0.38097000000000003 +Noticed,Hip Hop,91,165000,0.462,0.6990000000000001,0.5579999999999999,0.0,11,0.1159999999999999,-7.622000000000001,0.0603,79.992,0.493,-4.253076,0.34460700000000005 +Drip Too Hard,Hip Hop,91,145603,0.0945,0.9,0.653,0.0,1,0.528,-6.962000000000001,0.289,112.503,0.3989999999999999,-4.5461860000000005,0.3590999999999999 +ZEZE (feat. Travis Scott & Offset),Hip Hop,91,225199,0.071,0.826,0.615,0.0,8,0.0965,-7.979,0.2189999999999999,98.056,0.5429999999999999,-4.907085,0.4485179999999999 +Praise The Lord (Da Shine),Trap,91,205040,0.0609,0.85,0.569,0.0816,5,0.1,-8.152000000000001,0.136,80.02,0.294,-4.638488000000001,0.24989999999999998 +STOOPID,Pop,90,152000,0.13,0.733,0.63,0.0,11,0.162,-4.296,0.395,149.989,0.8320000000000001,-2.70648,0.6098560000000001 +Mo Bamba,Trap,90,180897,0.268,0.738,0.629,0.00114,6,0.163,-4.882,0.0495,146.067,0.319,-3.070778,0.235422 +New Patek,Hip Hop,90,343099,0.0367,0.85,0.785,0.0,8,0.155,-4.963,0.345,145.063,0.718,-3.8959550000000003,0.6103 +Let You Love Me,Trap,90,190000,0.288,0.531,0.8540000000000001,0.0,10,0.0773,-3.149,0.198,94.419,0.456,-2.6892460000000002,0.24213600000000002 +"Never Recover (Lil Baby & Gunna, Drake)",Trap,89,194732,0.0716,0.757,0.69,0.0,1,0.192,-5.327000000000001,0.282,132.064,0.914,-3.6756300000000004,0.691898 +Not Alike (feat. Royce Da 5'9),Hip Hop,88,288086,0.0692,0.904,0.7559999999999999,0.0,10,0.3389999999999999,-3.746,0.32,140.005,0.342,-2.8319759999999996,0.30916800000000005 +Let It Fly (feat. Travis Scott),Trap,88,186872,0.0414,0.902,0.8190000000000001,0.0,1,0.106,-3.321,0.317,89.0,0.746,-2.7198990000000003,0.672892 +YOSEMITE,Hip Hop,88,150043,0.283,0.785,0.5539999999999999,3.4e-06,0,0.1159999999999999,-6.571000000000001,0.0409,128.047,0.144,-3.6403339999999997,0.11304 +Leave Me Alone,Indie,88,195637,0.107,0.792,0.743,0.0,7,0.183,-2.806,0.0851,150.024,0.742,-2.084858,0.5876640000000001 +Shallow,Pop Rock,87,215733,0.371,0.5720000000000001,0.385,0.0,7,0.231,-6.362,0.0308,95.799,0.3229999999999999,-2.44937,0.18475599999999998 +All I Am,Pop,87,218868,0.0445,0.74,0.669,0.0,0,0.184,-5.199,0.0373,122.007,0.536,-3.4781310000000003,0.39664 +Dedicate,Hip Hop,87,189908,0.033,0.879,0.662,0.0,2,0.716,-6.162000000000001,0.309,117.975,0.723,-4.079244000000001,0.635517 +Love Someone,Pop,87,205463,0.161,0.55,0.415,0.0,9,0.108,-6.557,0.052,172.065,0.2739999999999999,-2.721155,0.15069999999999997 +REEL IT IN,Electronic,87,121346,0.073,0.754,0.342,0.0,10,0.193,-8.677,0.0991,128.981,0.423,-2.967534,0.318942 +I'm Yours,Acoustic Pop,86,242186,0.595,0.6859999999999999,0.457,0.0,11,0.105,-8.322000000000001,0.0468,150.953,0.718,-3.8031540000000006,0.49254799999999993 +Perfect Duet (Ed Sheeran & Beyoncé),Pop,86,259550,0.779,0.5870000000000001,0.299,0.0,8,0.123,-7.365,0.0263,94.992,0.356,-2.202135,0.20897200000000002 +PASS OUT (feat. 21 Savage),Hip Hop,85,224903,0.0403,0.917,0.7859999999999999,0.0,11,0.195,-4.921,0.208,143.03799999999998,0.441,-3.8679059999999996,0.404397 +All Star,Alternative Rock,83,200373,0.0319,0.731,0.861,0.0,11,0.0829,-5.881,0.0323,104.034,0.78,-5.063541,0.57018 +The Way I Am,Pop,83,186080,0.314,0.755,0.769,2.38e-06,10,0.0628,-5.658,0.186,114.966,0.642,-4.351002,0.48471000000000003 +"If I'm Lyin, I'm Flyin",Hip Hop,83,130929,0.1,0.715,0.617,3.62e-06,11,0.186,-5.558,0.242,176.108,0.289,-3.429286,0.20663499999999999 +Under The Bridge,Alternative Rock,83,264306,0.0576,0.5589999999999999,0.345,0.000105,4,0.141,-13.496,0.0459,84.581,0.4579999999999999,-4.65612,0.2560219999999999 +Zombie,Rock,82,306410,0.0163,0.299,0.613,0.00359,7,0.368,-9.012,0.0347,166.96,0.306,-5.524356,0.09149399999999999 +Barbie Dreams,Hip Hop,82,279866,0.313,0.855,0.787,0.0,8,0.1939999999999999,-4.134,0.3339999999999999,88.00299999999999,0.7020000000000001,-3.253458,0.60021 +Dip,Pop Rock,82,127200,0.0152,0.877,0.562,0.0,9,0.0933,-7.096,0.26,99.977,0.376,-3.9879520000000004,0.329752 +Polaroid,Pop,81,193377,0.293,0.652,0.897,0.0,7,0.0722,-4.481,0.036,114.033,0.475,-4.019457,0.3097 +Basket Case,Pop,81,181533,0.00293,0.442,0.943,8.71e-06,3,0.091,-3.205,0.0602,85.064,0.7809999999999999,-3.022315,0.34520199999999995 +FLIP THE SWITCH (feat. Drake),Hip Hop,81,156195,0.129,0.853,0.637,0.0,3,0.267,-5.924,0.331,86.04799999999999,0.496,-3.773588,0.42308799999999996 +Multi Millionaire (feat. Lil Uzi Vert),Trap,81,170958,0.0263,0.8540000000000001,0.8170000000000001,0.0,1,0.1689999999999999,-3.833,0.1009999999999999,145.976,0.7040000000000001,-3.1315610000000005,0.6012160000000001 +High (feat. Elton John),Pop Rock,81,195160,0.223,0.759,0.498,5.84e-05,10,0.406,-10.615,0.0776,126.972,0.244,-5.28627,0.185196 +What's Up?,Grunge,80,295493,0.16,0.561,0.555,0.0,11,0.114,-9.734,0.0287,134.369,0.497,-5.40237,0.27881700000000004 +ICONIC (ft. Jaden Smith),Hip Hop,80,298133,0.00606,0.39,0.779,0.0,1,0.291,-5.612,0.243,175.89,0.213,-4.371748,0.08307 +Can’t Take A Joke,Hip Hop,80,163974,0.128,0.7609999999999999,0.598,0.0,10,0.0839,-7.249,0.182,173.89700000000002,0.447,-4.334902,0.34016699999999994 +All The Small Things,Pop,80,168000,0.0122,0.439,0.8909999999999999,0.0,0,0.547,-4.763999999999999,0.057,148.599,0.695,-4.244723999999999,0.30510499999999996 +Killing In The Name,Alternative Rock,79,313573,0.0266,0.466,0.833,0.0,7,0.0327,-4.215,0.304,88.785,0.6609999999999999,-3.5110949999999996,0.30802599999999997 +You Make My Dreams,Pop Rock,79,190626,0.2339999999999999,0.7509999999999999,0.501,0.1119999999999999,5,0.0467,-12.151,0.0552,167.058,0.902,-6.087651,0.677402 +New Age Girl,Alternative Rock,0,199087,0.105,0.632,0.6459999999999999,0.0,2,0.0454,-7.2,0.0519,137.933,0.777,-4.651199999999999,0.491064 +Transformer (feat. Nicki Minaj),Hip Hop,0,196333,0.00151,0.753,0.616,7.1e-06,2,0.291,-7.34,0.165,156.83,0.287,-4.52144,0.216111 +No Me Platiques Mas,Bolero,1,192967,0.695,0.245,0.355,0.0,8,0.125,-13.039,0.0427,85.56,0.3979999999999999,-4.628845,0.09750999999999997 +Payaso,Latin Pop,2,196226,0.764,0.765,0.498,1.39e-05,9,0.139,-7.292999999999999,0.0279999999999999,92.024,0.51,-3.6319139999999996,0.39015 +Insoportablemente Bella,Latin Pop,3,219293,0.309,0.315,0.37,4.98e-05,9,0.0642,-10.912,0.0307,66.547,0.256,-4.03744,0.08064 +Hey Leonardo (She Likes Me For Me),Alternative Rock,4,208493,0.0437,0.637,0.846,0.0,1,0.105,-3.663,0.0346,103.119,0.634,-3.0988979999999997,0.403858 +El Reloj,Bolero,4,157186,0.8540000000000001,0.821,0.348,0.0,3,0.0854,-8.897,0.0433,112.053,0.7140000000000001,-3.0961559999999997,0.586194 +Bella Señora,Alternative Rock,5,281293,0.301,0.872,0.773,0.0,1,0.222,-10.666,0.036,120.966,0.96,-8.244818,0.83712 +Cien años,Latin Pop,5,202640,0.802,0.612,0.183,3.38e-06,7,0.1119999999999999,-13.277,0.0329,106.412,0.524,-2.4296909999999996,0.32068800000000003 +High,Bolero,5,273933,0.0328,0.471,0.7709999999999999,1.19e-06,2,0.0594,-6.172000000000001,0.0365,160.958,0.221,-4.758612,0.10409099999999999 +Cuando Vuelva a Tu Lado,Alternative Rock,6,158533,0.721,0.711,0.3979999999999999,2.86e-06,2,0.336,-7.85,0.033,100.302,0.623,-3.124299999999999,0.442953 +Nada Personal,Bolero,6,187653,0.843,0.487,0.408,0.0,8,0.105,-9.655,0.0436,78.82600000000001,0.351,-3.9392399999999994,0.17093699999999998 +Noche de Ronda,Bolero,6,196560,0.906,0.42,0.19,5.02e-06,9,0.178,-15.056,0.045,131.547,0.293,-2.86064,0.12305999999999999 +Into Your Arms,Rock,6,164466,0.0271,0.48,0.8909999999999999,3.24e-06,2,0.185,-5.001,0.0332,123.961,0.662,-4.455890999999999,0.31776 +Little Black Backpack - Remastered,Alternative Rock,6,224939,0.000136,0.452,0.85,0.0,7,0.0988,-4.918,0.0503,118.1,0.324,-4.1803,0.14644800000000002 +Losing My Religion,Alternative Rock,7,267760,0.122,0.667,0.877,0.0,9,0.124,-4.541,0.0291,125.416,0.8109999999999999,-3.982457,0.540937 +Besame Mucho,Bolero,7,181960,0.701,0.7070000000000001,0.408,0.0,5,0.105,-12.776,0.0366,126.399,0.843,-5.2126079999999995,0.596001 +Mujeres Divinas,Norteño,7,189720,0.584,0.513,0.297,0.000107,5,0.327,-9.57,0.0605,141.553,0.62,-2.8422899999999998,0.31806 +Cannonball,Alternative Rock,8,215573,0.00971,0.498,0.685,0.775,3,0.365,-11.795,0.0394,112.49,0.765,-8.079575,0.38097000000000003 +Come Out and Play,Rock,11,197800,0.0943,0.514,0.884,1.52e-06,7,0.0654,-3.765,0.151,158.262,0.898,-3.32826,0.46157200000000004 +Unbelievable,Alternative Rock,11,209813,0.000341,0.637,0.8490000000000001,0.0386,1,0.141,-6.855,0.0362,104.074,0.936,-5.819895000000001,0.5962320000000001 +Me Dediqué a Perderte,Latin Pop,13,232893,0.487,0.647,0.451,2.45e-06,8,0.105,-9.075,0.0748,147.847,0.48,-4.0928249999999995,0.31056 +Who's Gonna Ride Your Wild Horses,Rock,15,316426,0.0409999999999999,0.436,0.682,0.000155,7,0.0712,-10.598,0.0384,132.66299999999998,0.416,-7.227836000000001,0.18137599999999998 +Glycerine,Alternative Rock,15,266493,0.0365,0.447,0.337,0.00124,5,0.0945,-11.402,0.0325,114.422,0.0827,-3.842474,0.0369669 +Moving Mountains,Pop,16,253400,0.904,0.5920000000000001,0.206,6.09e-05,0,0.121,-12.026,0.0274,93.934,0.198,-2.477356,0.11721600000000003 +Jungle,Electronic,16,315598,0.2689999999999999,0.59,0.6970000000000001,9.86e-05,1,0.0881,-5.877000000000001,0.0291,146.059,0.497,-4.096269000000001,0.29323 +The Code,Hip Hop,17,227000,0.0593,0.53,0.613,0.0,1,0.0924,-6.29,0.294,157.817,0.542,-3.85577,0.28726 +No Sé Tú,Latin Pop,17,229666,0.7809999999999999,0.617,0.502,1e-05,7,0.193,-8.271,0.0388,80.959,0.107,-4.152042000000001,0.066019 +Bachata Rosa,Bachata,18,242200,0.79,0.6579999999999999,0.414,2.64e-06,9,0.1989999999999999,-8.522,0.0311,111.904,0.51,-3.528108,0.33558 +Bullet With Butterfly Wings,Alternative Rock,18,257706,5.01e-05,0.389,0.705,0.86,10,0.09,-10.331,0.0553,122.154,0.555,-7.283354999999999,0.21589500000000003 +L.I.F.E.G.O.E.S.O.N.,Pop,19,226946,0.205,0.608,0.745,0.0,4,0.342,-5.82,0.0354,82.00299999999999,0.595,-4.3359000000000005,0.36175999999999997 +Strangers,Pop,19,194755,0.609,0.618,0.474,1.28e-05,2,0.126,-5.178999999999999,0.0321,121.762,0.321,-2.4548459999999994,0.198378 +El Noa Noa,Norteño,19,342080,0.055,0.708,0.917,0.0,7,0.0305,-3.913,0.0951,94.92,0.794,-3.588221,0.562152 +Alive,Grunge,19,341160,0.00541,0.298,0.825,1.46e-05,2,0.44,-8.052999999999999,0.0408,75.592,0.54,-6.643724999999999,0.16092 +Out of the Woods (Acoustic) [feat. Jake Coco],Acoustic Pop,19,229845,0.324,0.42,0.477,0.0,0,0.135,-11.12,0.0821,181.176,0.412,-5.304239999999999,0.17303999999999997 +Praise,Gospel,19,165179,0.00419,0.941,0.634,0.00103,1,0.139,-8.221,0.215,113.323,0.276,-5.212114,0.259716 +Contigo Aprendí,Bolero,20,121306,0.7,0.449,0.379,0.000271,10,0.1169999999999999,-8.623,0.0387,86.594,0.455,-3.2681169999999997,0.204295 +Drift Away - Single Version,Pop,20,230893,0.336,0.469,0.415,0.0,11,0.4629999999999999,-9.509,0.0404,76.53399999999999,0.611,-3.946235,0.28655899999999995 +Mr. Brightside,Indie,20,272000,0.8590000000000001,0.3929999999999999,0.178,0.0045299999999999,2,0.1169999999999999,-12.015999999999998,0.0318,123.141,0.178,-2.1388479999999994,0.06995399999999997 +"Wicked Game - Live At Killkenny Arts Festival, Ireland/2011",Alternative Rock,20,271800,0.872,0.545,0.181,0.0035,11,0.6890000000000001,-14.698,0.0362,113.221,0.16,-2.660338,0.08720000000000001 +What I Got,Alternative Rock,20,171066,0.0172,0.795,0.706,0.000384,7,0.326,-7.494,0.1009999999999999,95.593,0.623,-5.290763999999999,0.49528500000000003 +7 Years,Reggae,20,188045,0.8590000000000001,0.7240000000000001,0.39,0.0,10,0.0975,-7.073,0.0365,119.838,0.36,-2.7584700000000004,0.26064000000000004 +After Rain,Pop,21,294000,0.505,0.48,0.418,0.00416,11,0.11,-9.622,0.0312,132.404,0.319,-4.021996,0.15312 +Chains,Indie,21,200218,0.944,0.336,0.331,2.9e-06,4,0.0732,-8.102,0.0349,88.61200000000001,0.1889999999999999,-2.6817620000000004,0.06350399999999996 +September Song - Guitar Acoustic,Pop,21,212152,0.359,0.41,0.428,0.0,0,0.138,-7.927,0.0329,88.361,0.526,-3.392756,0.21566 +Eventually,R&B,21,226346,0.603,0.6579999999999999,0.3939999999999999,5.65e-06,1,0.176,-7.537000000000001,0.025,78.926,0.2319999999999999,-2.969578,0.1526559999999999 +Everyday Is A Winding Road,Pop Rock,21,256826,0.0393,0.598,0.6679999999999999,4.68e-05,6,0.2189999999999999,-8.312000000000001,0.0408,112.928,0.733,-5.552416,0.43833399999999995 +Beso A Beso... Dulcemente,Indie,22,252213,0.578,0.416,0.499,0.0,1,0.163,-6.736000000000001,0.03,126.918,0.439,-3.3612640000000003,0.18262399999999998 +Latch - Acoustic,Pop,23,221049,0.977,0.389,0.294,0.0039299999999999,8,0.107,-5.428999999999999,0.0277,88.63600000000001,0.243,-1.5961259999999997,0.094527 +Titanium,Pop,24,227562,0.1939999999999999,0.804,0.547,0.0,4,0.0888,-7.769,0.0665,126.013,0.507,-4.249643000000001,0.40762800000000005 diff --git a/analysis/songdata_top.csv b/analysis/songdata_top.csv new file mode 100644 index 0000000..23d8715 --- /dev/null +++ b/analysis/songdata_top.csv @@ -0,0 +1,51 @@ +song_name,genre,song_popularity,song_duration_ms,acousticness,danceability,energy,instrumentalness,key,liveness,loudness,speechiness,tempo,audio_valence,Loud_Enrgy_Prod,Vale_Dance_Prod +I Love It (& Lil Pump),Trap,99,127946,0.0114,0.901,0.522,0.0,2,0.259,-8.304,0.33,104.053,0.3289999999999999,-4.334688,0.29642899999999994 +Falling Down,Pop Rock,97,196400,0.0175,0.669,0.574,0.00294,4,0.146,-6.442,0.0286,120.013,0.273,-3.697708,0.18263700000000002 +SICKO MODE,Trap,97,312820,0.00513,0.8340000000000001,0.73,0.0,8,0.124,-3.714,0.222,155.00799999999998,0.446,-2.71122,0.371964 +Lucky You (feat. Joyner Lucas),Hip Hop,96,244679,0.0627,0.8759999999999999,0.7859999999999999,0.0,10,0.127,-4.884,0.306,153.06799999999998,0.575,-3.838824,0.5036999999999999 +FEFE (feat. Nicki Minaj & Murda Beatz),Hip Hop,96,179404,0.088,0.931,0.387,0.0,1,0.136,-9.127,0.412,125.978,0.376,-3.5321490000000004,0.35005600000000003 +breathin,Pop,94,198160,0.0211,0.568,0.6559999999999999,1.3699999999999998e-05,8,0.213,-5.412999999999999,0.0433,100.049,0.364,-3.550927999999999,0.20675199999999996 +Shotgun,Pop Rock,93,201287,0.286,0.672,0.735,0.0,5,0.242,-4.7330000000000005,0.0457,115.741,0.754,-3.4787550000000005,0.506688 +Mona Lisa (feat. Kendrick Lamar),Trap,92,324189,0.371,0.855,0.6940000000000001,0.0,2,0.109,-4.393,0.1689999999999999,122.078,0.49,-3.0487420000000003,0.41895 +Wake Up in the Sky,Hip Hop,92,204664,0.00381,0.8,0.578,0.0,4,0.359,-5.144,0.0485,143.01,0.367,-2.973232,0.2936 +Killshot,Trap,91,253579,0.0989,0.892,0.6509999999999999,0.0,0,0.371,-8.645,0.3779999999999999,105.814,0.599,-5.627894999999999,0.534308 +No Stylist,Hip Hop,91,192172,0.0215,0.765,0.7040000000000001,0.0,5,0.2269999999999999,-4.589,0.127,147.055,0.498,-3.2306560000000006,0.38097000000000003 +Noticed,Hip Hop,91,165000,0.462,0.6990000000000001,0.5579999999999999,0.0,11,0.1159999999999999,-7.622000000000001,0.0603,79.992,0.493,-4.253076,0.34460700000000005 +Drip Too Hard,Hip Hop,91,145603,0.0945,0.9,0.653,0.0,1,0.528,-6.962000000000001,0.289,112.503,0.3989999999999999,-4.5461860000000005,0.3590999999999999 +ZEZE (feat. Travis Scott & Offset),Hip Hop,91,225199,0.071,0.826,0.615,0.0,8,0.0965,-7.979,0.2189999999999999,98.056,0.5429999999999999,-4.907085,0.4485179999999999 +Praise The Lord (Da Shine),Trap,91,205040,0.0609,0.85,0.569,0.0816,5,0.1,-8.152000000000001,0.136,80.02,0.294,-4.638488000000001,0.24989999999999998 +STOOPID,Pop,90,152000,0.13,0.733,0.63,0.0,11,0.162,-4.296,0.395,149.989,0.8320000000000001,-2.70648,0.6098560000000001 +Mo Bamba,Trap,90,180897,0.268,0.738,0.629,0.00114,6,0.163,-4.882,0.0495,146.067,0.319,-3.070778,0.235422 +New Patek,Hip Hop,90,343099,0.0367,0.85,0.785,0.0,8,0.155,-4.963,0.345,145.063,0.718,-3.8959550000000003,0.6103 +Let You Love Me,Trap,90,190000,0.288,0.531,0.8540000000000001,0.0,10,0.0773,-3.149,0.198,94.419,0.456,-2.6892460000000002,0.24213600000000002 +"Never Recover (Lil Baby & Gunna, Drake)",Trap,89,194732,0.0716,0.757,0.69,0.0,1,0.192,-5.327000000000001,0.282,132.064,0.914,-3.6756300000000004,0.691898 +Not Alike (feat. Royce Da 5'9),Hip Hop,88,288086,0.0692,0.904,0.7559999999999999,0.0,10,0.3389999999999999,-3.746,0.32,140.005,0.342,-2.8319759999999996,0.30916800000000005 +Let It Fly (feat. Travis Scott),Trap,88,186872,0.0414,0.902,0.8190000000000001,0.0,1,0.106,-3.321,0.317,89.0,0.746,-2.7198990000000003,0.672892 +YOSEMITE,Hip Hop,88,150043,0.283,0.785,0.5539999999999999,3.4e-06,0,0.1159999999999999,-6.571000000000001,0.0409,128.047,0.144,-3.6403339999999997,0.11304 +Leave Me Alone,Indie,88,195637,0.107,0.792,0.743,0.0,7,0.183,-2.806,0.0851,150.024,0.742,-2.084858,0.5876640000000001 +Shallow,Pop Rock,87,215733,0.371,0.5720000000000001,0.385,0.0,7,0.231,-6.362,0.0308,95.799,0.3229999999999999,-2.44937,0.18475599999999998 +All I Am,Pop,87,218868,0.0445,0.74,0.669,0.0,0,0.184,-5.199,0.0373,122.007,0.536,-3.4781310000000003,0.39664 +Dedicate,Hip Hop,87,189908,0.033,0.879,0.662,0.0,2,0.716,-6.162000000000001,0.309,117.975,0.723,-4.079244000000001,0.635517 +Love Someone,Pop,87,205463,0.161,0.55,0.415,0.0,9,0.108,-6.557,0.052,172.065,0.2739999999999999,-2.721155,0.15069999999999997 +REEL IT IN,Electronic,87,121346,0.073,0.754,0.342,0.0,10,0.193,-8.677,0.0991,128.981,0.423,-2.967534,0.318942 +I'm Yours,Acoustic Pop,86,242186,0.595,0.6859999999999999,0.457,0.0,11,0.105,-8.322000000000001,0.0468,150.953,0.718,-3.8031540000000006,0.49254799999999993 +Perfect Duet (Ed Sheeran & Beyoncé),Pop,86,259550,0.779,0.5870000000000001,0.299,0.0,8,0.123,-7.365,0.0263,94.992,0.356,-2.202135,0.20897200000000002 +PASS OUT (feat. 21 Savage),Hip Hop,85,224903,0.0403,0.917,0.7859999999999999,0.0,11,0.195,-4.921,0.208,143.03799999999998,0.441,-3.8679059999999996,0.404397 +All Star,Alternative Rock,83,200373,0.0319,0.731,0.861,0.0,11,0.0829,-5.881,0.0323,104.034,0.78,-5.063541,0.57018 +The Way I Am,Pop,83,186080,0.314,0.755,0.769,2.38e-06,10,0.0628,-5.658,0.186,114.966,0.642,-4.351002,0.48471000000000003 +"If I'm Lyin, I'm Flyin",Hip Hop,83,130929,0.1,0.715,0.617,3.62e-06,11,0.186,-5.558,0.242,176.108,0.289,-3.429286,0.20663499999999999 +Under The Bridge,Alternative Rock,83,264306,0.0576,0.5589999999999999,0.345,0.000105,4,0.141,-13.496,0.0459,84.581,0.4579999999999999,-4.65612,0.2560219999999999 +Zombie,Rock,82,306410,0.0163,0.299,0.613,0.00359,7,0.368,-9.012,0.0347,166.96,0.306,-5.524356,0.09149399999999999 +Barbie Dreams,Hip Hop,82,279866,0.313,0.855,0.787,0.0,8,0.1939999999999999,-4.134,0.3339999999999999,88.00299999999999,0.7020000000000001,-3.253458,0.60021 +Dip,Pop Rock,82,127200,0.0152,0.877,0.562,0.0,9,0.0933,-7.096,0.26,99.977,0.376,-3.9879520000000004,0.329752 +Polaroid,Pop,81,193377,0.293,0.652,0.897,0.0,7,0.0722,-4.481,0.036,114.033,0.475,-4.019457,0.3097 +Basket Case,Pop,81,181533,0.00293,0.442,0.943,8.71e-06,3,0.091,-3.205,0.0602,85.064,0.7809999999999999,-3.022315,0.34520199999999995 +FLIP THE SWITCH (feat. Drake),Hip Hop,81,156195,0.129,0.853,0.637,0.0,3,0.267,-5.924,0.331,86.04799999999999,0.496,-3.773588,0.42308799999999996 +Multi Millionaire (feat. Lil Uzi Vert),Trap,81,170958,0.0263,0.8540000000000001,0.8170000000000001,0.0,1,0.1689999999999999,-3.833,0.1009999999999999,145.976,0.7040000000000001,-3.1315610000000005,0.6012160000000001 +High (feat. Elton John),Pop Rock,81,195160,0.223,0.759,0.498,5.84e-05,10,0.406,-10.615,0.0776,126.972,0.244,-5.28627,0.185196 +What's Up?,Grunge,80,295493,0.16,0.561,0.555,0.0,11,0.114,-9.734,0.0287,134.369,0.497,-5.40237,0.27881700000000004 +ICONIC (ft. Jaden Smith),Hip Hop,80,298133,0.00606,0.39,0.779,0.0,1,0.291,-5.612,0.243,175.89,0.213,-4.371748,0.08307 +Can’t Take A Joke,Hip Hop,80,163974,0.128,0.7609999999999999,0.598,0.0,10,0.0839,-7.249,0.182,173.89700000000002,0.447,-4.334902,0.34016699999999994 +All The Small Things,Pop,80,168000,0.0122,0.439,0.8909999999999999,0.0,0,0.547,-4.763999999999999,0.057,148.599,0.695,-4.244723999999999,0.30510499999999996 +Killing In The Name,Alternative Rock,79,313573,0.0266,0.466,0.833,0.0,7,0.0327,-4.215,0.304,88.785,0.6609999999999999,-3.5110949999999996,0.30802599999999997 +You Make My Dreams,Pop Rock,79,190626,0.2339999999999999,0.7509999999999999,0.501,0.1119999999999999,5,0.0467,-12.151,0.0552,167.058,0.902,-6.087651,0.677402 diff --git a/analysis/ungraded/Person 1.ipynb b/analysis/ungraded/Person 1.ipynb index 52241a1..1438675 100644 --- a/analysis/ungraded/Person 1.ipynb +++ b/analysis/ungraded/Person 1.ipynb @@ -1542,6 +1542,14 @@ " return combo_2\n", "combo_2 = process_combo_2(combo)" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "01b77c04-0840-40c5-8a55-c172837b41e4", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/data/processed/concatenated_df-Copy1.csv b/data/processed/concatenated_df-Copy1.csv new file mode 100644 index 0000000..d0ecb95 --- /dev/null +++ b/data/processed/concatenated_df-Copy1.csv @@ -0,0 +1,101 @@ +song_name,genre,song_popularity,song_duration_ms,acousticness,danceability,energy,instrumentalness,key,liveness,loudness,speechiness,tempo,audio_valence,Loud_Enrgy_Prod,Vale_Dance_Prod +I Love It (& Lil Pump),Trap,99,127946,0.0114,0.901,0.522,0.0,2,0.259,-8.304,0.33,104.053,0.3289999999999999,-4.334688,0.29642899999999994 +Falling Down,Pop Rock,97,196400,0.0175,0.669,0.574,0.00294,4,0.146,-6.442,0.0286,120.013,0.273,-3.697708,0.18263700000000002 +SICKO MODE,Trap,97,312820,0.00513,0.8340000000000001,0.73,0.0,8,0.124,-3.714,0.222,155.00799999999998,0.446,-2.71122,0.371964 +Lucky You (feat. Joyner Lucas),Hip Hop,96,244679,0.0627,0.8759999999999999,0.7859999999999999,0.0,10,0.127,-4.884,0.306,153.06799999999998,0.575,-3.838824,0.5036999999999999 +FEFE (feat. Nicki Minaj & Murda Beatz),Hip Hop,96,179404,0.088,0.931,0.387,0.0,1,0.136,-9.127,0.412,125.978,0.376,-3.5321490000000004,0.35005600000000003 +breathin,Pop,94,198160,0.0211,0.568,0.6559999999999999,1.3699999999999998e-05,8,0.213,-5.412999999999999,0.0433,100.049,0.364,-3.550927999999999,0.20675199999999996 +Shotgun,Pop Rock,93,201287,0.286,0.672,0.735,0.0,5,0.242,-4.7330000000000005,0.0457,115.741,0.754,-3.4787550000000005,0.506688 +Mona Lisa (feat. Kendrick Lamar),Trap,92,324189,0.371,0.855,0.6940000000000001,0.0,2,0.109,-4.393,0.1689999999999999,122.078,0.49,-3.0487420000000003,0.41895 +Wake Up in the Sky,Hip Hop,92,204664,0.00381,0.8,0.578,0.0,4,0.359,-5.144,0.0485,143.01,0.367,-2.973232,0.2936 +Killshot,Trap,91,253579,0.0989,0.892,0.6509999999999999,0.0,0,0.371,-8.645,0.3779999999999999,105.814,0.599,-5.627894999999999,0.534308 +No Stylist,Hip Hop,91,192172,0.0215,0.765,0.7040000000000001,0.0,5,0.2269999999999999,-4.589,0.127,147.055,0.498,-3.2306560000000006,0.38097000000000003 +Noticed,Hip Hop,91,165000,0.462,0.6990000000000001,0.5579999999999999,0.0,11,0.1159999999999999,-7.622000000000001,0.0603,79.992,0.493,-4.253076,0.34460700000000005 +Drip Too Hard,Hip Hop,91,145603,0.0945,0.9,0.653,0.0,1,0.528,-6.962000000000001,0.289,112.503,0.3989999999999999,-4.5461860000000005,0.3590999999999999 +ZEZE (feat. Travis Scott & Offset),Hip Hop,91,225199,0.071,0.826,0.615,0.0,8,0.0965,-7.979,0.2189999999999999,98.056,0.5429999999999999,-4.907085,0.4485179999999999 +Praise The Lord (Da Shine),Trap,91,205040,0.0609,0.85,0.569,0.0816,5,0.1,-8.152000000000001,0.136,80.02,0.294,-4.638488000000001,0.24989999999999998 +STOOPID,Pop,90,152000,0.13,0.733,0.63,0.0,11,0.162,-4.296,0.395,149.989,0.8320000000000001,-2.70648,0.6098560000000001 +Mo Bamba,Trap,90,180897,0.268,0.738,0.629,0.00114,6,0.163,-4.882,0.0495,146.067,0.319,-3.070778,0.235422 +New Patek,Hip Hop,90,343099,0.0367,0.85,0.785,0.0,8,0.155,-4.963,0.345,145.063,0.718,-3.8959550000000003,0.6103 +Let You Love Me,Trap,90,190000,0.288,0.531,0.8540000000000001,0.0,10,0.0773,-3.149,0.198,94.419,0.456,-2.6892460000000002,0.24213600000000002 +"Never Recover (Lil Baby & Gunna, Drake)",Trap,89,194732,0.0716,0.757,0.69,0.0,1,0.192,-5.327000000000001,0.282,132.064,0.914,-3.6756300000000004,0.691898 +Not Alike (feat. Royce Da 5'9),Hip Hop,88,288086,0.0692,0.904,0.7559999999999999,0.0,10,0.3389999999999999,-3.746,0.32,140.005,0.342,-2.8319759999999996,0.30916800000000005 +Let It Fly (feat. Travis Scott),Trap,88,186872,0.0414,0.902,0.8190000000000001,0.0,1,0.106,-3.321,0.317,89.0,0.746,-2.7198990000000003,0.672892 +YOSEMITE,Hip Hop,88,150043,0.283,0.785,0.5539999999999999,3.4e-06,0,0.1159999999999999,-6.571000000000001,0.0409,128.047,0.144,-3.6403339999999997,0.11304 +Leave Me Alone,Indie,88,195637,0.107,0.792,0.743,0.0,7,0.183,-2.806,0.0851,150.024,0.742,-2.084858,0.5876640000000001 +Shallow,Pop Rock,87,215733,0.371,0.5720000000000001,0.385,0.0,7,0.231,-6.362,0.0308,95.799,0.3229999999999999,-2.44937,0.18475599999999998 +All I Am,Pop,87,218868,0.0445,0.74,0.669,0.0,0,0.184,-5.199,0.0373,122.007,0.536,-3.4781310000000003,0.39664 +Dedicate,Hip Hop,87,189908,0.033,0.879,0.662,0.0,2,0.716,-6.162000000000001,0.309,117.975,0.723,-4.079244000000001,0.635517 +Love Someone,Pop,87,205463,0.161,0.55,0.415,0.0,9,0.108,-6.557,0.052,172.065,0.2739999999999999,-2.721155,0.15069999999999997 +REEL IT IN,Electronic,87,121346,0.073,0.754,0.342,0.0,10,0.193,-8.677,0.0991,128.981,0.423,-2.967534,0.318942 +I'm Yours,Acoustic Pop,86,242186,0.595,0.6859999999999999,0.457,0.0,11,0.105,-8.322000000000001,0.0468,150.953,0.718,-3.8031540000000006,0.49254799999999993 +Perfect Duet (Ed Sheeran & Beyoncé),Pop,86,259550,0.779,0.5870000000000001,0.299,0.0,8,0.123,-7.365,0.0263,94.992,0.356,-2.202135,0.20897200000000002 +PASS OUT (feat. 21 Savage),Hip Hop,85,224903,0.0403,0.917,0.7859999999999999,0.0,11,0.195,-4.921,0.208,143.03799999999998,0.441,-3.8679059999999996,0.404397 +All Star,Alternative Rock,83,200373,0.0319,0.731,0.861,0.0,11,0.0829,-5.881,0.0323,104.034,0.78,-5.063541,0.57018 +The Way I Am,Pop,83,186080,0.314,0.755,0.769,2.38e-06,10,0.0628,-5.658,0.186,114.966,0.642,-4.351002,0.48471000000000003 +"If I'm Lyin, I'm Flyin",Hip Hop,83,130929,0.1,0.715,0.617,3.62e-06,11,0.186,-5.558,0.242,176.108,0.289,-3.429286,0.20663499999999999 +Under The Bridge,Alternative Rock,83,264306,0.0576,0.5589999999999999,0.345,0.000105,4,0.141,-13.496,0.0459,84.581,0.4579999999999999,-4.65612,0.2560219999999999 +Zombie,Rock,82,306410,0.0163,0.299,0.613,0.00359,7,0.368,-9.012,0.0347,166.96,0.306,-5.524356,0.09149399999999999 +Barbie Dreams,Hip Hop,82,279866,0.313,0.855,0.787,0.0,8,0.1939999999999999,-4.134,0.3339999999999999,88.00299999999999,0.7020000000000001,-3.253458,0.60021 +Dip,Pop Rock,82,127200,0.0152,0.877,0.562,0.0,9,0.0933,-7.096,0.26,99.977,0.376,-3.9879520000000004,0.329752 +Polaroid,Pop,81,193377,0.293,0.652,0.897,0.0,7,0.0722,-4.481,0.036,114.033,0.475,-4.019457,0.3097 +Basket Case,Pop,81,181533,0.00293,0.442,0.943,8.71e-06,3,0.091,-3.205,0.0602,85.064,0.7809999999999999,-3.022315,0.34520199999999995 +FLIP THE SWITCH (feat. Drake),Hip Hop,81,156195,0.129,0.853,0.637,0.0,3,0.267,-5.924,0.331,86.04799999999999,0.496,-3.773588,0.42308799999999996 +Multi Millionaire (feat. Lil Uzi Vert),Trap,81,170958,0.0263,0.8540000000000001,0.8170000000000001,0.0,1,0.1689999999999999,-3.833,0.1009999999999999,145.976,0.7040000000000001,-3.1315610000000005,0.6012160000000001 +High (feat. Elton John),Pop Rock,81,195160,0.223,0.759,0.498,5.84e-05,10,0.406,-10.615,0.0776,126.972,0.244,-5.28627,0.185196 +What's Up?,Grunge,80,295493,0.16,0.561,0.555,0.0,11,0.114,-9.734,0.0287,134.369,0.497,-5.40237,0.27881700000000004 +ICONIC (ft. Jaden Smith),Hip Hop,80,298133,0.00606,0.39,0.779,0.0,1,0.291,-5.612,0.243,175.89,0.213,-4.371748,0.08307 +Can’t Take A Joke,Hip Hop,80,163974,0.128,0.7609999999999999,0.598,0.0,10,0.0839,-7.249,0.182,173.89700000000002,0.447,-4.334902,0.34016699999999994 +All The Small Things,Pop,80,168000,0.0122,0.439,0.8909999999999999,0.0,0,0.547,-4.763999999999999,0.057,148.599,0.695,-4.244723999999999,0.30510499999999996 +Killing In The Name,Alternative Rock,79,313573,0.0266,0.466,0.833,0.0,7,0.0327,-4.215,0.304,88.785,0.6609999999999999,-3.5110949999999996,0.30802599999999997 +You Make My Dreams,Pop Rock,79,190626,0.2339999999999999,0.7509999999999999,0.501,0.1119999999999999,5,0.0467,-12.151,0.0552,167.058,0.902,-6.087651,0.677402 +New Age Girl,Alternative Rock,0,199087,0.105,0.632,0.6459999999999999,0.0,2,0.0454,-7.2,0.0519,137.933,0.777,-4.651199999999999,0.491064 +Transformer (feat. Nicki Minaj),Hip Hop,0,196333,0.00151,0.753,0.616,7.1e-06,2,0.291,-7.34,0.165,156.83,0.287,-4.52144,0.216111 +No Me Platiques Mas,Bolero,1,192967,0.695,0.245,0.355,0.0,8,0.125,-13.039,0.0427,85.56,0.3979999999999999,-4.628845,0.09750999999999997 +Payaso,Latin Pop,2,196226,0.764,0.765,0.498,1.39e-05,9,0.139,-7.292999999999999,0.0279999999999999,92.024,0.51,-3.6319139999999996,0.39015 +Insoportablemente Bella,Latin Pop,3,219293,0.309,0.315,0.37,4.98e-05,9,0.0642,-10.912,0.0307,66.547,0.256,-4.03744,0.08064 +Hey Leonardo (She Likes Me For Me),Alternative Rock,4,208493,0.0437,0.637,0.846,0.0,1,0.105,-3.663,0.0346,103.119,0.634,-3.0988979999999997,0.403858 +El Reloj,Bolero,4,157186,0.8540000000000001,0.821,0.348,0.0,3,0.0854,-8.897,0.0433,112.053,0.7140000000000001,-3.0961559999999997,0.586194 +Bella Señora,Alternative Rock,5,281293,0.301,0.872,0.773,0.0,1,0.222,-10.666,0.036,120.966,0.96,-8.244818,0.83712 +Cien años,Latin Pop,5,202640,0.802,0.612,0.183,3.38e-06,7,0.1119999999999999,-13.277,0.0329,106.412,0.524,-2.4296909999999996,0.32068800000000003 +High,Bolero,5,273933,0.0328,0.471,0.7709999999999999,1.19e-06,2,0.0594,-6.172000000000001,0.0365,160.958,0.221,-4.758612,0.10409099999999999 +Cuando Vuelva a Tu Lado,Alternative Rock,6,158533,0.721,0.711,0.3979999999999999,2.86e-06,2,0.336,-7.85,0.033,100.302,0.623,-3.124299999999999,0.442953 +Nada Personal,Bolero,6,187653,0.843,0.487,0.408,0.0,8,0.105,-9.655,0.0436,78.82600000000001,0.351,-3.9392399999999994,0.17093699999999998 +Noche de Ronda,Bolero,6,196560,0.906,0.42,0.19,5.02e-06,9,0.178,-15.056,0.045,131.547,0.293,-2.86064,0.12305999999999999 +Into Your Arms,Rock,6,164466,0.0271,0.48,0.8909999999999999,3.24e-06,2,0.185,-5.001,0.0332,123.961,0.662,-4.455890999999999,0.31776 +Little Black Backpack - Remastered,Alternative Rock,6,224939,0.000136,0.452,0.85,0.0,7,0.0988,-4.918,0.0503,118.1,0.324,-4.1803,0.14644800000000002 +Losing My Religion,Alternative Rock,7,267760,0.122,0.667,0.877,0.0,9,0.124,-4.541,0.0291,125.416,0.8109999999999999,-3.982457,0.540937 +Besame Mucho,Bolero,7,181960,0.701,0.7070000000000001,0.408,0.0,5,0.105,-12.776,0.0366,126.399,0.843,-5.2126079999999995,0.596001 +Mujeres Divinas,Norteño,7,189720,0.584,0.513,0.297,0.000107,5,0.327,-9.57,0.0605,141.553,0.62,-2.8422899999999998,0.31806 +Cannonball,Alternative Rock,8,215573,0.00971,0.498,0.685,0.775,3,0.365,-11.795,0.0394,112.49,0.765,-8.079575,0.38097000000000003 +Come Out and Play,Rock,11,197800,0.0943,0.514,0.884,1.52e-06,7,0.0654,-3.765,0.151,158.262,0.898,-3.32826,0.46157200000000004 +Unbelievable,Alternative Rock,11,209813,0.000341,0.637,0.8490000000000001,0.0386,1,0.141,-6.855,0.0362,104.074,0.936,-5.819895000000001,0.5962320000000001 +Me Dediqué a Perderte,Latin Pop,13,232893,0.487,0.647,0.451,2.45e-06,8,0.105,-9.075,0.0748,147.847,0.48,-4.0928249999999995,0.31056 +Who's Gonna Ride Your Wild Horses,Rock,15,316426,0.0409999999999999,0.436,0.682,0.000155,7,0.0712,-10.598,0.0384,132.66299999999998,0.416,-7.227836000000001,0.18137599999999998 +Glycerine,Alternative Rock,15,266493,0.0365,0.447,0.337,0.00124,5,0.0945,-11.402,0.0325,114.422,0.0827,-3.842474,0.0369669 +Moving Mountains,Pop,16,253400,0.904,0.5920000000000001,0.206,6.09e-05,0,0.121,-12.026,0.0274,93.934,0.198,-2.477356,0.11721600000000003 +Jungle,Electronic,16,315598,0.2689999999999999,0.59,0.6970000000000001,9.86e-05,1,0.0881,-5.877000000000001,0.0291,146.059,0.497,-4.096269000000001,0.29323 +The Code,Hip Hop,17,227000,0.0593,0.53,0.613,0.0,1,0.0924,-6.29,0.294,157.817,0.542,-3.85577,0.28726 +No Sé Tú,Latin Pop,17,229666,0.7809999999999999,0.617,0.502,1e-05,7,0.193,-8.271,0.0388,80.959,0.107,-4.152042000000001,0.066019 +Bachata Rosa,Bachata,18,242200,0.79,0.6579999999999999,0.414,2.64e-06,9,0.1989999999999999,-8.522,0.0311,111.904,0.51,-3.528108,0.33558 +Bullet With Butterfly Wings,Alternative Rock,18,257706,5.01e-05,0.389,0.705,0.86,10,0.09,-10.331,0.0553,122.154,0.555,-7.283354999999999,0.21589500000000003 +L.I.F.E.G.O.E.S.O.N.,Pop,19,226946,0.205,0.608,0.745,0.0,4,0.342,-5.82,0.0354,82.00299999999999,0.595,-4.3359000000000005,0.36175999999999997 +Strangers,Pop,19,194755,0.609,0.618,0.474,1.28e-05,2,0.126,-5.178999999999999,0.0321,121.762,0.321,-2.4548459999999994,0.198378 +El Noa Noa,Norteño,19,342080,0.055,0.708,0.917,0.0,7,0.0305,-3.913,0.0951,94.92,0.794,-3.588221,0.562152 +Alive,Grunge,19,341160,0.00541,0.298,0.825,1.46e-05,2,0.44,-8.052999999999999,0.0408,75.592,0.54,-6.643724999999999,0.16092 +Out of the Woods (Acoustic) [feat. Jake Coco],Acoustic Pop,19,229845,0.324,0.42,0.477,0.0,0,0.135,-11.12,0.0821,181.176,0.412,-5.304239999999999,0.17303999999999997 +Praise,Gospel,19,165179,0.00419,0.941,0.634,0.00103,1,0.139,-8.221,0.215,113.323,0.276,-5.212114,0.259716 +Contigo Aprendí,Bolero,20,121306,0.7,0.449,0.379,0.000271,10,0.1169999999999999,-8.623,0.0387,86.594,0.455,-3.2681169999999997,0.204295 +Drift Away - Single Version,Pop,20,230893,0.336,0.469,0.415,0.0,11,0.4629999999999999,-9.509,0.0404,76.53399999999999,0.611,-3.946235,0.28655899999999995 +Mr. Brightside,Indie,20,272000,0.8590000000000001,0.3929999999999999,0.178,0.0045299999999999,2,0.1169999999999999,-12.015999999999998,0.0318,123.141,0.178,-2.1388479999999994,0.06995399999999997 +"Wicked Game - Live At Killkenny Arts Festival, Ireland/2011",Alternative Rock,20,271800,0.872,0.545,0.181,0.0035,11,0.6890000000000001,-14.698,0.0362,113.221,0.16,-2.660338,0.08720000000000001 +What I Got,Alternative Rock,20,171066,0.0172,0.795,0.706,0.000384,7,0.326,-7.494,0.1009999999999999,95.593,0.623,-5.290763999999999,0.49528500000000003 +7 Years,Reggae,20,188045,0.8590000000000001,0.7240000000000001,0.39,0.0,10,0.0975,-7.073,0.0365,119.838,0.36,-2.7584700000000004,0.26064000000000004 +After Rain,Pop,21,294000,0.505,0.48,0.418,0.00416,11,0.11,-9.622,0.0312,132.404,0.319,-4.021996,0.15312 +Chains,Indie,21,200218,0.944,0.336,0.331,2.9e-06,4,0.0732,-8.102,0.0349,88.61200000000001,0.1889999999999999,-2.6817620000000004,0.06350399999999996 +September Song - Guitar Acoustic,Pop,21,212152,0.359,0.41,0.428,0.0,0,0.138,-7.927,0.0329,88.361,0.526,-3.392756,0.21566 +Eventually,R&B,21,226346,0.603,0.6579999999999999,0.3939999999999999,5.65e-06,1,0.176,-7.537000000000001,0.025,78.926,0.2319999999999999,-2.969578,0.1526559999999999 +Everyday Is A Winding Road,Pop Rock,21,256826,0.0393,0.598,0.6679999999999999,4.68e-05,6,0.2189999999999999,-8.312000000000001,0.0408,112.928,0.733,-5.552416,0.43833399999999995 +Beso A Beso... Dulcemente,Indie,22,252213,0.578,0.416,0.499,0.0,1,0.163,-6.736000000000001,0.03,126.918,0.439,-3.3612640000000003,0.18262399999999998 +Latch - Acoustic,Pop,23,221049,0.977,0.389,0.294,0.0039299999999999,8,0.107,-5.428999999999999,0.0277,88.63600000000001,0.243,-1.5961259999999997,0.094527 +Titanium,Pop,24,227562,0.1939999999999999,0.804,0.547,0.0,4,0.0888,-7.769,0.0665,126.013,0.507,-4.249643000000001,0.40762800000000005 From 45a236231e45882307753331807cc667e1b0ab76 Mon Sep 17 00:00:00 2001 From: ANNABELLE NGARAMBE Date: Thu, 13 Apr 2023 18:15:12 -0700 Subject: [PATCH 3/5] commit changes --- analysis/analysis1.ipynb | 701 +---------- analysis/analysis3.ipynb | 2060 -------------------------------- analysis/analysis3_.ipynb | 2065 +++++++++++++++++++++++++++++++++ analysis/analysis3_temp.ipynb | 88 +- 4 files changed, 2132 insertions(+), 2782 deletions(-) delete mode 100644 analysis/analysis3.ipynb create mode 100644 analysis/analysis3_.ipynb diff --git a/analysis/analysis1.ipynb b/analysis/analysis1.ipynb index e5159ea..a1fd649 100644 --- a/analysis/analysis1.ipynb +++ b/analysis/analysis1.ipynb @@ -895,698 +895,15 @@ "metadata": {}, "outputs": [ { - "data": { - "text/html": [ - "
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song_namegenresong_popularitysong_duration_msacousticnessdanceabilityenergykeyloudnessspeechinesstempoaudio_valenceloudness_energyenergy_duration
10479Forasterorock02676870.2120000.5910.8269-5.8990.2430173.8230.8430NaNNaN
3883Cerca del Marrock01800130.9500000.5310.2965-13.4640.033092.3350.6770NaNNaN
9970Higherrock02182750.4410000.6600.5570-7.4670.2630115.7730.3190NaNNaN
185491435rock02923730.0616000.5800.3530-9.2950.0265141.9870.2420NaNNaN
15243With Every Heartbeatrock01970000.0117000.7070.6924-5.5840.0290120.0180.2230NaNNaN
4043John Madden 2rock01531910.2260000.8710.64811-5.8860.300094.0230.4090NaNNaN
18566Detailsrock02292000.0992000.6430.9062-6.2460.0539134.9880.5590NaNNaN
18562Swingrock01838660.0020700.4560.6874-6.5080.0354168.1290.5500NaNNaN
12746Red Bentley (feat. Young Thug)pop02078660.0301000.9030.60910-7.5550.2370149.9910.2680NaNNaN
12737Get Dripped (feat. Playboi Carti)pop01587690.0987000.9550.4928-8.4440.3950130.0620.9040NaNNaN
12753Realer N Realerpop01709200.0117000.7300.4651-6.2900.2780148.0280.3670NaNNaN
4030Ludacrisrock01837710.0277000.7920.74711-8.7530.342094.4980.5840NaNNaN
1233Transformer (feat. Nicki Minaj)rock01963330.0015100.7530.6162-7.3400.1650156.8300.2870NaNNaN
4014Saturday Night's Alright For Fightingrock02243060.0261000.5380.9569-4.0220.1230150.0280.7200NaNNaN
18551Many Livesrock02860660.1830000.6370.7496-5.6590.031099.9730.3340NaNNaN
4017Teddy Pickerrock01650000.0002860.6370.9639-5.1160.0882150.1000.8230NaNNaN
9995Trouble Adjustingrock02229330.0110000.3630.8244-3.3160.0405118.6600.1640NaNNaN
4022Show Me the Waypop01860260.0014200.5490.9352-3.3500.0545150.0530.7810NaNNaN
9982Hold Us Togetherpop02213220.0267000.4470.8120-5.3560.0609145.1630.4650NaNNaN
4018Back for Moremetal02025600.0000070.4520.9969-2.3420.1140152.0100.1680NaNNaN
2622Keep Your Namehip hop552701720.4430000.5420.4850-7.4430.0361112.4350.3450NaNNaN
1189Run To Mepop561990000.2720000.6610.6027-5.9340.0275110.0450.4330NaNNaN
1029One Weekpop561697600.0085400.7020.8989-6.0030.0373112.8450.7310NaNNaN
11556The Shiftpost-punk562710940.3750000.5460.6364-8.3540.3140138.2750.3390NaNNaN
16835The Promisehip hop562608360.2760000.4270.6205-7.7680.0332145.6580.3280NaNNaN
9913Bum Bam Ven - Remixgrunge562300000.2500000.9130.8601-1.3830.1310120.0220.7360NaNNaN
266Crimson And Clover - Single Versionhard rock562086660.2550000.4120.59011-12.2770.070185.8240.6530NaNNaN
9675Sunroofpop561921970.0039000.6000.9495-3.3410.0525130.0110.6700NaNNaN
1537On the Runrock562066370.3870000.4110.5129-7.4910.027083.3990.0544NaNNaN
16634Louie's Lullabyrock561716270.8740000.5440.5431-12.9620.045292.5750.0444NaNNaN
3443I Love It (& Lil Pump)rock991279460.0114000.9010.5222-8.3040.3300104.0530.3290NaNNaN
17392Happierpop punk1002142890.1910000.6870.7925-2.7490.0452100.0150.6710NaNNaN
\n", - "
" - ], - "text/plain": [ - " song_name genre song_popularity \\\n", - "10479 Forastero rock 0 \n", - "3883 Cerca del Mar rock 0 \n", - "9970 Higher rock 0 \n", - "18549 1435 rock 0 \n", - "15243 With Every Heartbeat rock 0 \n", - "4043 John Madden 2 rock 0 \n", - "18566 Details rock 0 \n", - "18562 Swing rock 0 \n", - "12746 Red Bentley (feat. Young Thug) pop 0 \n", - "12737 Get Dripped (feat. Playboi Carti) pop 0 \n", - "12753 Realer N Realer pop 0 \n", - "4030 Ludacris rock 0 \n", - "1233 Transformer (feat. Nicki Minaj) rock 0 \n", - "4014 Saturday Night's Alright For Fighting rock 0 \n", - "18551 Many Lives rock 0 \n", - "4017 Teddy Picker rock 0 \n", - "9995 Trouble Adjusting rock 0 \n", - "4022 Show Me the Way pop 0 \n", - "9982 Hold Us Together pop 0 \n", - "4018 Back for More metal 0 \n", - "2622 Keep Your Name hip hop 55 \n", - "1189 Run To Me pop 56 \n", - "1029 One Week pop 56 \n", - "11556 The Shift post-punk 56 \n", - "16835 The Promise hip hop 56 \n", - "9913 Bum Bam Ven - Remix grunge 56 \n", - "266 Crimson And Clover - Single Version hard rock 56 \n", - "9675 Sunroof pop 56 \n", - "1537 On the Run rock 56 \n", - "16634 Louie's Lullaby rock 56 \n", - "3443 I Love It (& Lil Pump) rock 99 \n", - "17392 Happier pop punk 100 \n", - "\n", - " song_duration_ms acousticness danceability energy key loudness \\\n", - "10479 267687 0.212000 0.591 0.826 9 -5.899 \n", - "3883 180013 0.950000 0.531 0.296 5 -13.464 \n", - "9970 218275 0.441000 0.660 0.557 0 -7.467 \n", - "18549 292373 0.061600 0.580 0.353 0 -9.295 \n", - "15243 197000 0.011700 0.707 0.692 4 -5.584 \n", - "4043 153191 0.226000 0.871 0.648 11 -5.886 \n", - "18566 229200 0.099200 0.643 0.906 2 -6.246 \n", - "18562 183866 0.002070 0.456 0.687 4 -6.508 \n", - "12746 207866 0.030100 0.903 0.609 10 -7.555 \n", - "12737 158769 0.098700 0.955 0.492 8 -8.444 \n", - "12753 170920 0.011700 0.730 0.465 1 -6.290 \n", - "4030 183771 0.027700 0.792 0.747 11 -8.753 \n", - "1233 196333 0.001510 0.753 0.616 2 -7.340 \n", - "4014 224306 0.026100 0.538 0.956 9 -4.022 \n", - "18551 286066 0.183000 0.637 0.749 6 -5.659 \n", - "4017 165000 0.000286 0.637 0.963 9 -5.116 \n", - "9995 222933 0.011000 0.363 0.824 4 -3.316 \n", - "4022 186026 0.001420 0.549 0.935 2 -3.350 \n", - "9982 221322 0.026700 0.447 0.812 0 -5.356 \n", - "4018 202560 0.000007 0.452 0.996 9 -2.342 \n", - "2622 270172 0.443000 0.542 0.485 0 -7.443 \n", - "1189 199000 0.272000 0.661 0.602 7 -5.934 \n", - "1029 169760 0.008540 0.702 0.898 9 -6.003 \n", - "11556 271094 0.375000 0.546 0.636 4 -8.354 \n", - "16835 260836 0.276000 0.427 0.620 5 -7.768 \n", - "9913 230000 0.250000 0.913 0.860 1 -1.383 \n", - "266 208666 0.255000 0.412 0.590 11 -12.277 \n", - "9675 192197 0.003900 0.600 0.949 5 -3.341 \n", - "1537 206637 0.387000 0.411 0.512 9 -7.491 \n", - "16634 171627 0.874000 0.544 0.543 1 -12.962 \n", - "3443 127946 0.011400 0.901 0.522 2 -8.304 \n", - "17392 214289 0.191000 0.687 0.792 5 -2.749 \n", - "\n", - " speechiness tempo audio_valence loudness_energy energy_duration \n", - "10479 0.2430 173.823 0.8430 NaN NaN \n", - "3883 0.0330 92.335 0.6770 NaN NaN \n", - "9970 0.2630 115.773 0.3190 NaN NaN \n", - "18549 0.0265 141.987 0.2420 NaN NaN \n", - "15243 0.0290 120.018 0.2230 NaN NaN \n", - "4043 0.3000 94.023 0.4090 NaN NaN \n", - "18566 0.0539 134.988 0.5590 NaN NaN \n", - "18562 0.0354 168.129 0.5500 NaN NaN \n", - "12746 0.2370 149.991 0.2680 NaN NaN \n", - "12737 0.3950 130.062 0.9040 NaN NaN \n", - "12753 0.2780 148.028 0.3670 NaN NaN \n", - "4030 0.3420 94.498 0.5840 NaN NaN \n", - "1233 0.1650 156.830 0.2870 NaN NaN \n", - "4014 0.1230 150.028 0.7200 NaN NaN \n", - "18551 0.0310 99.973 0.3340 NaN NaN \n", - "4017 0.0882 150.100 0.8230 NaN NaN \n", - "9995 0.0405 118.660 0.1640 NaN NaN \n", - "4022 0.0545 150.053 0.7810 NaN NaN \n", - "9982 0.0609 145.163 0.4650 NaN NaN \n", - "4018 0.1140 152.010 0.1680 NaN NaN \n", - "2622 0.0361 112.435 0.3450 NaN NaN \n", - "1189 0.0275 110.045 0.4330 NaN NaN \n", - "1029 0.0373 112.845 0.7310 NaN NaN \n", - "11556 0.3140 138.275 0.3390 NaN NaN \n", - "16835 0.0332 145.658 0.3280 NaN NaN \n", - "9913 0.1310 120.022 0.7360 NaN NaN \n", - "266 0.0701 85.824 0.6530 NaN NaN \n", - "9675 0.0525 130.011 0.6700 NaN NaN \n", - "1537 0.0270 83.399 0.0544 NaN NaN \n", - "16634 0.0452 92.575 0.0444 NaN NaN \n", - "3443 0.3300 104.053 0.3290 NaN NaN \n", - "17392 0.0452 100.015 0.6710 NaN NaN " - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" + "ename": "ModuleNotFoundError", + "evalue": "No module named 'project_functions1'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[1], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mproject_functions1\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m load_and_process \n\u001b[1;32m 2\u001b[0m combo_df \u001b[38;5;241m=\u001b[39m load_and_process(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m../data/raw/song_data.csv.zip\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 3\u001b[0m df\n", + "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'project_functions1'" + ] } ], "source": [ diff --git a/analysis/analysis3.ipynb b/analysis/analysis3.ipynb deleted file mode 100644 index 2594bb9..0000000 --- a/analysis/analysis3.ipynb +++ /dev/null @@ -1,2060 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Annabelle Ngarambe " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Refined Research questions" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Research Question 1: What musical elements are most associated with each other and how are they related to music popularity? Are the trends consistent across the top and least popular songs?" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The aim of this question is to observe the strongest relationships among the musical features in the dataset, and their relationship to the most popular songs in our sample. Observing these relationships might help us better highlight existing relationships between the musical factors and song popularity. A follow up question could be: are these elements true to only specific genres or to popular music in general? This could be answered by asking an even more specific question such as:" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Research question 2: What musical features are most important to the song popularities of the most popular genres within this dataset?" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "My original question only looked at what elements are most reccuring in popular songs. To answer this refined question, I'll have to analyze the musical characteristics of successful songs within the most popular genres and compare them to identify patterns or differences. By identifying the specific features that are consistently associated with success in those genres, you could gain insights into the characteristics that make a song successful within that particular musical style, and how these characteristics may differ from those that are important in the least popular genres." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Research question/interests\n", - "\n", - "## Research question 1: Is there a relationship between the historical time frame of a song and the features that make it popular?\n", - "\n", - "One of the things I love about music is how timeless a tune can be regardless of trending genres\n", - "and artists. I am hoping that with this project, we can gain a better understanding of the factors\n", - "that make a song popular and gage their relevance across different time frames. For example,\n", - "we could look at what elements made music popular in the 80s compared to the elements that\n", - "attract listeners nowadays. To answer this, we would need to create a new column that\n", - "classifies the songs according to their year of release. Once we observe trends in the features\n", - "that contribute to music popularity in general, we can narrow our focus songs within a specific\n", - "time frame. If certain features are more relevant in a specific time frame than in others, then\n", - "we could suggest a relationship between the time frame that a song was released in and its\n", - "popularity\n", - "\n", - "## Research question 2: Are there elements that are crucial to the success of a specific musical genres?\n", - "\n", - "This question can be answered by observing trends in different genres of music. We could add a\n", - "column that classifies our data by the music genre of the song and look for recurring features in\n", - "specific genres. If a specific feature appears in popular songs within the same genre more than\n", - "others, then perhaps those features are important to the success of songs in that genre." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Dataset" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import pandas as pd\n", - "import matplotlib.pylab as plt\n", - "import seaborn as sns" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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song_namesong_popularitysong_duration_msacousticnessdanceabilityenergyinstrumentalnesskeylivenessloudnessaudio_modespeechinesstempotime_signatureaudio_valence
0Boulevard of Broken Dreams732623330.0055200.4960.6820.00002980.0589-4.09510.0294167.06040.474
1In The End662169330.0103000.5420.8530.00000030.1080-6.40700.0498105.25640.370
2Seven Nation Army762317330.0081700.7370.4630.44700000.2550-7.82810.0792123.88140.324
3By The Way742169330.0264000.4510.9700.00355000.1020-4.93810.1070122.44440.198
4How You Remind Me562238260.0009540.4470.7660.000000100.1130-5.06510.0313172.01140.574
................................................
18830Let It Breathe601596450.8930000.5000.1510.000065110.1110-16.10710.0348113.96940.300
18831Answers602056660.7650000.4950.1610.000001110.1050-14.07800.030194.28640.265
18832Sudden Love (Acoustic)231822110.8470000.7190.3250.00000000.1250-12.22210.0355130.53440.286
18833Gentle on My Mind553522800.9450000.4880.3260.01570030.1190-12.02010.0328106.06340.323
18834Up to Me601935330.9110000.6400.3810.00025440.1040-11.79010.030291.49040.581
\n", - "

18835 rows × 15 columns

\n", - "
" - ], - "text/plain": [ - " song_name song_popularity song_duration_ms \\\n", - "0 Boulevard of Broken Dreams 73 262333 \n", - "1 In The End 66 216933 \n", - "2 Seven Nation Army 76 231733 \n", - "3 By The Way 74 216933 \n", - "4 How You Remind Me 56 223826 \n", - "... ... ... ... \n", - "18830 Let It Breathe 60 159645 \n", - "18831 Answers 60 205666 \n", - "18832 Sudden Love (Acoustic) 23 182211 \n", - "18833 Gentle on My Mind 55 352280 \n", - "18834 Up to Me 60 193533 \n", - "\n", - " acousticness danceability energy instrumentalness key liveness \\\n", - "0 0.005520 0.496 0.682 0.000029 8 0.0589 \n", - "1 0.010300 0.542 0.853 0.000000 3 0.1080 \n", - "2 0.008170 0.737 0.463 0.447000 0 0.2550 \n", - "3 0.026400 0.451 0.970 0.003550 0 0.1020 \n", - "4 0.000954 0.447 0.766 0.000000 10 0.1130 \n", - "... ... ... ... ... ... ... \n", - "18830 0.893000 0.500 0.151 0.000065 11 0.1110 \n", - "18831 0.765000 0.495 0.161 0.000001 11 0.1050 \n", - "18832 0.847000 0.719 0.325 0.000000 0 0.1250 \n", - "18833 0.945000 0.488 0.326 0.015700 3 0.1190 \n", - "18834 0.911000 0.640 0.381 0.000254 4 0.1040 \n", - "\n", - " loudness audio_mode speechiness tempo time_signature \\\n", - "0 -4.095 1 0.0294 167.060 4 \n", - "1 -6.407 0 0.0498 105.256 4 \n", - "2 -7.828 1 0.0792 123.881 4 \n", - "3 -4.938 1 0.1070 122.444 4 \n", - "4 -5.065 1 0.0313 172.011 4 \n", - "... ... ... ... ... ... \n", - "18830 -16.107 1 0.0348 113.969 4 \n", - "18831 -14.078 0 0.0301 94.286 4 \n", - "18832 -12.222 1 0.0355 130.534 4 \n", - "18833 -12.020 1 0.0328 106.063 4 \n", - "18834 -11.790 1 0.0302 91.490 4 \n", - "\n", - " audio_valence \n", - "0 0.474 \n", - "1 0.370 \n", - "2 0.324 \n", - "3 0.198 \n", - "4 0.574 \n", - "... ... \n", - "18830 0.300 \n", - "18831 0.265 \n", - "18832 0.286 \n", - "18833 0.323 \n", - "18834 0.581 \n", - "\n", - "[18835 rows x 15 columns]" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "songdata = pd.read_csv(\"../data/raw/song_data.csv.zip\")\n", - "songdata" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Variable Definitions\n", - "The are a few variable that I was not too familiar with so I researched their definitions to better understand the role of each in the scope of my analysis:\n", - "\n", - "Acousticness: a measure used to describe the degree to which a sound or music recording is acoustic or electric in nature. It is a value between 0.0 and 1.0, where 0.0 represents an entirely electric or synthetic sound, and 1.0 represents an entirely acoustic sound.\n", - "\n", - "Speechiness: a measure used to describe the degree to which a sound contains spoken words, as opposed to singing or instrumental music. It is a value between 0.0 and 1.0, where 0.0 represents music with no speech-like features, and 1.0 represents spoken words with no music.\n", - "\n", - "Audio Valence: Audio valence is a measure used to describe the emotional/ affective content of a sound or music recording. It is a value between 0.0 and 1.0, where 0.0 represents negative or sad emotions, and 1.0 represents positive or happy emotions.\n", - "\n", - "Time Signature: Time signature is a musical notation that specifies the number of beats per measure and the type of note that represents one beat. \n", - "\n", - "Tempo: Tempo is a measure used to describe the speed or pace of a sound or music recording. Faster tempos generally indicate a more energetic or upbeat musical style, while slower tempos may indicate a more relaxed or contemplative style.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### To gain a better understanding of the different values for each variable, I look at descriptive summary statistics of the variables in my dataframe (below)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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song_popularitysong_duration_msacousticnessdanceabilityenergyinstrumentalnesskeylivenessloudnessaudio_modespeechinesstempotime_signatureaudio_valence
count18835.00000018835.00000018835.00000018835.00000018835.00000018835.00000018835.00000018835.00000018835.00000018835.00000018835.00000018835.00000018835.00000018835.000000
mean52.991877218211.5875760.2585390.6333480.6449950.0780085.2891960.179650-7.4474350.6281390.102099121.0731543.9591190.527967
std21.90565459887.5405660.2887190.1567230.2141010.2215913.6145950.1439843.8278310.4833140.10437828.7144560.2985330.244632
min0.00000012000.0000000.0000010.0000000.0010700.0000000.0000000.010900-38.7680000.0000000.0000000.0000000.0000000.000000
25%40.000000184339.5000000.0241000.5330000.5100000.0000002.0000000.092900-9.0440000.0000000.03780098.3680004.0000000.335000
50%56.000000211306.0000000.1320000.6450000.6740000.0000115.0000000.122000-6.5550001.0000000.055500120.0130004.0000000.527000
75%69.000000242844.0000000.4240000.7480000.8150000.0025708.0000000.221000-4.9080001.0000000.119000139.9310004.0000000.725000
max100.0000001799346.0000000.9960000.9870000.9990000.99700011.0000000.9860001.5850001.0000000.941000242.3180005.0000000.984000
\n", - "
" - ], - "text/plain": [ - " song_popularity song_duration_ms acousticness danceability \\\n", - "count 18835.000000 18835.000000 18835.000000 18835.000000 \n", - "mean 52.991877 218211.587576 0.258539 0.633348 \n", - "std 21.905654 59887.540566 0.288719 0.156723 \n", - "min 0.000000 12000.000000 0.000001 0.000000 \n", - "25% 40.000000 184339.500000 0.024100 0.533000 \n", - "50% 56.000000 211306.000000 0.132000 0.645000 \n", - "75% 69.000000 242844.000000 0.424000 0.748000 \n", - "max 100.000000 1799346.000000 0.996000 0.987000 \n", - "\n", - " energy instrumentalness key liveness \\\n", - "count 18835.000000 18835.000000 18835.000000 18835.000000 \n", - "mean 0.644995 0.078008 5.289196 0.179650 \n", - "std 0.214101 0.221591 3.614595 0.143984 \n", - "min 0.001070 0.000000 0.000000 0.010900 \n", - "25% 0.510000 0.000000 2.000000 0.092900 \n", - "50% 0.674000 0.000011 5.000000 0.122000 \n", - "75% 0.815000 0.002570 8.000000 0.221000 \n", - "max 0.999000 0.997000 11.000000 0.986000 \n", - "\n", - " loudness audio_mode speechiness tempo time_signature \\\n", - "count 18835.000000 18835.000000 18835.000000 18835.000000 18835.000000 \n", - "mean -7.447435 0.628139 0.102099 121.073154 3.959119 \n", - "std 3.827831 0.483314 0.104378 28.714456 0.298533 \n", - "min -38.768000 0.000000 0.000000 0.000000 0.000000 \n", - "25% -9.044000 0.000000 0.037800 98.368000 4.000000 \n", - "50% -6.555000 1.000000 0.055500 120.013000 4.000000 \n", - "75% -4.908000 1.000000 0.119000 139.931000 4.000000 \n", - "max 1.585000 1.000000 0.941000 242.318000 5.000000 \n", - "\n", - " audio_valence \n", - "count 18835.000000 \n", - "mean 0.527967 \n", - "std 0.244632 \n", - "min 0.000000 \n", - "25% 0.335000 \n", - "50% 0.527000 \n", - "75% 0.725000 \n", - "max 0.984000 " - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "songdata.describe().apply(lambda s: s.apply(lambda x: format(x, 'f')))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As we can see, the elements with the most variation are song duration, loundness, and key. The least varied one is audio mode. I am going to drop the audio mode column as it shows the least amount of variations and is therefore a bit redudant to my analysis. I am also dropping the time signature column as it is also quiet irrelevant to our analysis. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# EDA" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Observerving Correlation in the Variables" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To observe the general relationship between the different variables, I plot them on a heatmap that displays the correlation between them." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "custom_palette = sns.color_palette(\"Oranges_r\", 20) + sns.color_palette(\"Reds\", 20)\n", - "\n", - "# To compute the correlation matrix, we use \n", - "corr = songdata_cleaned.corr(numeric_only=True)\n", - "\n", - "plt.figure(figsize=(10,8))\n", - "sns.heatmap(corr, \n", - " xticklabels=corr.columns, \n", - " yticklabels=corr.columns, \n", - " annot=True, \n", - " cmap=custom_palette)\n", - "plt.yticks(rotation=0)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "From this heatmap, we can see that there is no strong corellation between any of the elements and song popularity. However, the factors that are most correlated to popularity are loudness with a 0.14 correlation, instrumentalness with a correlation of -0.15 and key with a correlation of 0.11. Loudness and energy have the strongest correlation (0.75), followed by energy and accousticness(0.64) and loudness and accousticness (0.52). The the most relevant elements to see trends in our dataset are therefore loudness, energy and accousticness. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Song Popularity and Instrumentalness\n", - "The goal of my data analysis is to understand the factors that contribute to song popularity. I've made a regression plot between instrumentalness and song popularity because of all the other elements,instrumentalness has the strongest correlation to popularity. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[Text(0.5, 1.0, 'Popularity vs Instrumentalness Correlation')]" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.regplot(x=\"instrumentalness\", y=\"song_popularity\", data=songdata_cleaned, color= \"b\").set( title = \"Popularity vs Instrumentalness Correlation\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The plot and regression line suggest that while the correlation is really small, there is a negative relationship between song popularity and instrumentalness, meaning that songs with higher instrumentalness tend to be relativesly less popular. However from the spread of the scatter plot, we can see that most dots lie on the left end of the graph which tells us that most of the songs in our dataset have very small to no (0) instrumentalness. The regression line shows that the few songs that do have high instrumentalness are less popular, but it is important to acknowledge that the results are not that robust. For this reason, I think the correlation between instrumentalness and popularity becomes redudant in our analysis." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Song Popularity and Loudness\n", - "Next,I've made a regression plot between loudness and song popularity" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[Text(0.5, 1.0, 'Popularity vs Loudness Correlation')]" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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song_namesong_popularitysong_duration_msacousticnessdanceabilityenergyinstrumentalnesskeylivenessloudnessaudio_modespeechinesstempotime_signatureaudio_valence
1000You Get What You Give753007730.171000.6180.8960.00000020.0875-5.35710.0307113.96140.711
1001Lump701342000.004680.4990.8730.00000060.1650-3.90210.0386142.72640.864
1002Someday - Remastered632433330.010800.7430.6700.07020010.2200-4.54700.0293110.83240.934
1003All I Want601963330.055800.6000.8110.00000750.1090-7.69310.0788124.30340.622
1004Flagpole Sitta642172660.001840.3510.8990.00011670.2840-4.11910.0432145.01540.508
................................................
1506little light - acoustic version652564150.685000.6700.2940.00000070.1470-8.11410.0341119.85640.515
1507I Will Spend My Whole Life Loving You682276190.887000.6370.1290.000000110.0719-17.08210.0346125.80240.298
1508Best Days - Acoustic491790630.919000.6550.1270.00000050.1050-11.03610.0467150.40740.436
1509Love on the Weekend682126260.547000.7290.5460.00287070.0651-9.30510.0285119.94140.406
1510Acoustic311721990.785000.8800.2450.00003290.0979-10.24510.446076.00640.638
\n", - "

511 rows × 15 columns

\n", - "
" - ], - "text/plain": [ - " song_name song_popularity \\\n", - "1000 You Get What You Give 75 \n", - "1001 Lump 70 \n", - "1002 Someday - Remastered 63 \n", - "1003 All I Want 60 \n", - "1004 Flagpole Sitta 64 \n", - "... ... ... \n", - "1506 little light - acoustic version 65 \n", - "1507 I Will Spend My Whole Life Loving You 68 \n", - "1508 Best Days - Acoustic 49 \n", - "1509 Love on the Weekend 68 \n", - "1510 Acoustic 31 \n", - "\n", - " song_duration_ms acousticness danceability energy instrumentalness \\\n", - "1000 300773 0.17100 0.618 0.896 0.000000 \n", - "1001 134200 0.00468 0.499 0.873 0.000000 \n", - "1002 243333 0.01080 0.743 0.670 0.070200 \n", - "1003 196333 0.05580 0.600 0.811 0.000007 \n", - "1004 217266 0.00184 0.351 0.899 0.000116 \n", - "... ... ... ... ... ... \n", - "1506 256415 0.68500 0.670 0.294 0.000000 \n", - "1507 227619 0.88700 0.637 0.129 0.000000 \n", - "1508 179063 0.91900 0.655 0.127 0.000000 \n", - "1509 212626 0.54700 0.729 0.546 0.002870 \n", - "1510 172199 0.78500 0.880 0.245 0.000032 \n", - "\n", - " key liveness loudness audio_mode speechiness tempo \\\n", - "1000 2 0.0875 -5.357 1 0.0307 113.961 \n", - "1001 6 0.1650 -3.902 1 0.0386 142.726 \n", - "1002 1 0.2200 -4.547 0 0.0293 110.832 \n", - "1003 5 0.1090 -7.693 1 0.0788 124.303 \n", - "1004 7 0.2840 -4.119 1 0.0432 145.015 \n", - "... ... ... ... ... ... ... \n", - "1506 7 0.1470 -8.114 1 0.0341 119.856 \n", - "1507 11 0.0719 -17.082 1 0.0346 125.802 \n", - "1508 5 0.1050 -11.036 1 0.0467 150.407 \n", - "1509 7 0.0651 -9.305 1 0.0285 119.941 \n", - "1510 9 0.0979 -10.245 1 0.4460 76.006 \n", - "\n", - " time_signature audio_valence \n", - "1000 4 0.711 \n", - "1001 4 0.864 \n", - "1002 4 0.934 \n", - "1003 4 0.622 \n", - "1004 4 0.508 \n", - "... ... ... \n", - "1506 4 0.515 \n", - "1507 4 0.298 \n", - "1508 4 0.436 \n", - "1509 4 0.406 \n", - "1510 4 0.638 \n", - "\n", - "[511 rows x 15 columns]" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "songdata= songdata.loc [1000:1510]\n", - "songdata\n", - "#this step returns 500 unique songs." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "songdata_cleaned = songdata.drop(['audio_mode', 'time_signature'],axis=1)\n", - "# Here I drop the audio mode and time signature columns as they are redundant in my analysis" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(511, 15)" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "songdata_cleaned = songdata.dropna(axis=0)\n", - "songdata_cleaned.shape" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " Luckily, our dataset does not contain any null variables" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['song_name', 'song_popularity', 'song_duration_ms', 'acousticness',\n", - " 'danceability', 'energy', 'instrumentalness', 'key', 'liveness',\n", - " 'loudness', 'audio_mode', 'speechiness', 'tempo', 'time_signature',\n", - " 'audio_valence'],\n", - " dtype='object')" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "songdata.columns" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "songdata= songdata.drop_duplicates(subset= 'song_name')\n", - "#In this step, I drop any duplicates in the song name column to ensure that all the song title I am analysing are unique." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "song_name 492\n", - "song_popularity 89\n", - "song_duration_ms 494\n", - "acousticness 445\n", - "danceability 329\n", - "energy 377\n", - "instrumentalness 264\n", - "key 12\n", - "liveness 302\n", - "loudness 486\n", - "audio_mode 2\n", - "speechiness 323\n", - "tempo 500\n", - "time_signature 4\n", - "audio_valence 371\n", - "dtype: int64" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "songdata_cleaned.nunique(axis=0) \n", - "# This step allows me to identify how many unique values I have for each element and recognize any duplicates. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In this data cleaning step, I have shortened our dataset to include only the first 500 rows/songs which are the only ones we will be using in our analysis. I have also removed/dropped the audio mode and time signiture columuns because they either had very little variation or no variation at all. Finally, I have dropped any NA values and removed any duplicats from my dataset. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Processing Data" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "songdata_sorted = songdata.sort_values(by='song_popularity', ascending=False).reset_index()\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "def multiply_columns(row):\n", - " return row['energy'] * row['loudness']\n", - "songdata_sorted['Loud_Enrgy_Prod'] = songdata_sorted.aggregate(multiply_columns, axis=1) \n", - "# This creates a new column that multiplies each loudness value to the corresponding energy value\n", - "songdata_sorted1= songdata_sorted\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "def multiply_columns(row):\n", - " return row['audio_valence'] * row['danceability']\n", - "songdata_sorted['Vale_Dance_Prod'] = songdata_sorted.aggregate(multiply_columns, axis=1) \n", - "# This creates a new column that multiplies each valence value to the corresponding danceability value\n", - "songdata_sorted2= songdata_sorted\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In this processing step, I have ranked my data by song popularity in descending order and created a new variable Loud_Enrgy_Prod that is an aggregate of energy and loudness. I chose to agreegate these two variables because I found in my initaial analysis that loudness and energy had the biggest correlation \n", - "\n", - "Because valence is a measure of positive feelings conveyed in a track, and my understanding of danceablity is that it is influenced by one's feelings toward a song, I thought it natural to combine the two metrics. This is supported by the corelation data provided above, in which valence and danceability have a moderately strong correlation coefficient of 0.36. In doing this, I am then able to conduct some further exploration of this new \"aggregate\" metric, with respect to song popularity." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Wrangling " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "def classify(songdata_sorted):\n", - " songdata_top = (songdata_sorted.head(50)\n", - " .assign(genre=['Trap', 'Pop Rock', 'Trap', 'Hip Hop', 'Hip Hop', 'Pop', 'Pop Rock', 'Trap', 'Hip Hop', 'Trap', 'Hip Hop', 'Hip Hop', 'Hip Hop', 'Hip Hop', 'Trap', 'Pop', 'Trap', 'Hip Hop', 'Trap', 'Trap', 'Hip Hop', 'Trap', 'Hip Hop', 'Indie', 'Pop Rock', 'Pop', 'Hip Hop', 'Pop', 'Electronic', 'Acoustic Pop', 'Pop', 'Hip Hop', 'Alternative Rock', 'Pop', 'Hip Hop', 'Alternative Rock', 'Rock', 'Hip Hop', 'Pop Rock', 'Pop', 'Pop', 'Hip Hop', 'Trap', 'Pop Rock', 'Grunge', 'Hip Hop', 'Hip Hop', 'Pop', 'Alternative Rock', 'Pop Rock'])\n", - " .reindex(columns=['song_name', 'genre', 'song_popularity', 'song_duration_ms', 'acousticness', 'danceability', 'energy','instrumentalness', 'key', 'liveness','loudness', 'speechiness', 'tempo', 'audio_valence', 'Loud_Enrgy_Prod', 'Vale_Dance_Prod']))\n", - " return songdata_top\n", - "songdata_top = classify(songdata_sorted)\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "songdata_top.to_csv('songdata_top.csv', index= False)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "songdata_bottom.to_csv('songdata_bottom.csv', index= False)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "def classify(songdata_sorted):\n", - " songdata_bottom = songdata_sorted.tail(50).sort_values(by=['song_popularity'], ascending = True)\\\n", - " .assign(genre=['Alternative Rock', 'Hip Hop', 'Bolero', 'Latin Pop', 'Latin Pop', 'Alternative Rock', 'Bolero', 'Alternative Rock', 'Latin Pop', 'Bolero', 'Alternative Rock', 'Bolero', 'Bolero', 'Rock', 'Alternative Rock', 'Alternative Rock', 'Bolero', 'Norteño', 'Alternative Rock', 'Rock', 'Alternative Rock', 'Latin Pop', 'Rock', 'Alternative Rock', 'Pop', 'Electronic', 'Hip Hop', 'Latin Pop', 'Bachata', 'Alternative Rock', 'Pop', 'Pop', 'Norteño', 'Grunge', 'Acoustic Pop', 'Gospel', 'Bolero', 'Pop', 'Indie', 'Alternative Rock', 'Alternative Rock', 'Reggae', 'Pop', 'Indie', 'Pop', 'R&B', 'Pop Rock', 'Indie', 'Pop', 'Pop'])\\\n", - " .reindex(columns=['song_name', 'genre', 'song_popularity', 'song_duration_ms', 'acousticness', 'danceability', 'energy','instrumentalness','key', 'liveness','loudness', 'speechiness', 'tempo', 'audio_valence', 'Loud_Enrgy_Prod', 'Vale_Dance_Prod'])\n", - " return songdata_bottom\n", - "\n", - "songdata_bottom = classify(songdata_sorted)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "concatenated_df = pd.concat([songdata_top, songdata_bottom], ignore_index=False)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " In this wrangling step, I have created method chains in which I seperate the top 20 popular songs and the least 20 popular songs, reindex them, and I add a new colum that classifies the songs by music genre. Lastly I create a new dataframe (concatenated_df) that combines the top 20 popular songs and the bottom 20 popular songs." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Analysis" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Research Question 1" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To help answer my first research question, I first observe the correlation between the musical elements and the popularity score among the top 50 popular songs. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "song_popularity 1.000000\n", - "danceability 0.409578\n", - "Loud_Enrgy_Prod 0.278309\n", - "speechiness 0.211061\n", - "loudness 0.132362\n", - "liveness 0.031396\n", - "Vale_Dance_Prod 0.027789\n", - "song_duration_ms -0.038568\n", - "acousticness -0.064871\n", - "tempo -0.092738\n", - "instrumentalness -0.112990\n", - "key -0.130548\n", - "energy -0.155392\n", - "audio_valence -0.177921\n", - "Name: song_popularity, dtype: float64\n" - ] - } - ], - "source": [ - "corr_df = songdata_top[['song_duration_ms', 'acousticness', 'danceability', 'energy',\n", - " 'instrumentalness', 'key', 'liveness', 'loudness', 'speechiness', \n", - " 'tempo', 'audio_valence', 'Loud_Enrgy_Prod', 'song_popularity', 'Vale_Dance_Prod']].corr()\n", - "sorted_corr = corr_df['song_popularity'].sort_values(ascending=False)\n", - "print(sorted_corr)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "musical_elements = [ 'danceability', 'Loud_Enrgy_Prod', 'speechiness', 'loudness', 'liveness', 'Vale_Dance_Prod', 'song_duration_ms', 'acousticness', 'tempo', 'instrumentalness', 'key', 'energy', 'audio_valence']\n", - "corr_coefficients = [ 0.409578, 0.278309, 0.211061, 0.132362, 0.031396, 0.027789, -0.038568, -0.064871, -0.092738, -0.112990, -0.130548, -0.155392, -0.177921]\n", - "\n", - "\n", - "fig, ax = plt.subplots(figsize=(10,6))\n", - "\n", - "ax.barh(musical_elements, corr_coefficients)\n", - "ax.invert_yaxis()\n", - "ax.set_xlabel('Correlation Coefficient')\n", - "ax.set_ylabel('Music Element')\n", - "ax.set_title('Correlation between Musical Elements and Popularity Score (Top 50 Songs)')\n", - "plt.show()\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "From the results of these correlations and bar chart, we can see that among the top popular songs, danceability has a strong positive correlation with popularity and seems to be the most associated to the popularity of a song. The element with the next highest correlation is our new aggregate variable loud_enrgy_prod which suggests that songs which are louder songs with higher energy tend are associated with higher popularity scores.These results are consistent with the that upbeat songs that convery higher energy and danceability such as songs taht would play in a party for exapmle tend to be more popular. Logically, these results make sense. \n", - "On the other hand, audio valence had the strongest negative correlation with music popularity among the variables observed. This suggests that songs that convey more positivity are associated with lower song popularity." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "song_popularity 1.000000\n", - "song_duration_ms 0.299271\n", - "Loud_Enrgy_Prod 0.137818\n", - "liveness 0.125717\n", - "loudness 0.084625\n", - "acousticness 0.083618\n", - "key 0.044035\n", - "speechiness 0.037969\n", - "instrumentalness 0.000844\n", - "danceability -0.103771\n", - "energy -0.133972\n", - "tempo -0.137389\n", - "audio_valence -0.272855\n", - "Vale_Dance_Prod -0.281198\n", - "Name: song_popularity, dtype: float64\n" - ] - } - ], - "source": [ - "corr_df = songdata_bottom[['song_duration_ms', 'acousticness', 'danceability', 'energy',\n", - " 'instrumentalness', 'key', 'liveness', 'loudness', 'speechiness', \n", - " 'tempo', 'audio_valence', 'Loud_Enrgy_Prod', 'song_popularity', 'Vale_Dance_Prod']].corr()\n", - "sorted_corr = corr_df['song_popularity'].sort_values(ascending=False)\n", - "print(sorted_corr)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "musical_elements = ['song_duration_ms', 'Loud_Enrgy_Prod', 'liveness', 'loudness', 'acousticness', 'key', 'speechiness', 'instrumentalness', 'danceability', 'energy', 'tempo', 'audio_valence', 'Vale_Dance_Prod']\n", - "corr_coefficients = [0.299271, 0.137818, 0.125717, 0.084625, 0.083618, 0.044035, 0.037969, 0.000844, -0.103771, -0.133972, -0.137389, -0.272855, -0.281198]\n", - "\n", - "\n", - "fig, ax = plt.subplots(figsize=(10,8))\n", - "y_pos = np.arange(len(musical_elements))\n", - "ax.barh(y_pos, corr_coefficients, align='center')\n", - "ax.set_yticks(y_pos)\n", - "ax.set_yticklabels(musical_elements)\n", - "ax.invert_yaxis() \n", - "ax.set_xlabel('Correlation Coefficient')\n", - "ax.set_title('Correlation between Musical Elements and Popularity Score (Bottom 50 Songs)')\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Based on the correlation values between the music elements and song popularity and the bottom 50 popular songs we can see that audio valence and our aggregate element vale_dance_prod have the strongest negative correlation to song popularity. This suggests that among the least popular songs, higher audio valence and vale_dance_prod is associated with a lower popularity score.\n", - "\n", - "Overall, there are 2 things that are important to acknowledge. Firstly, the correlation coefficients of this analysis are relatively small which means that our results and inferences are are not as robust or accurate. Second, it is important to note that the correlation between these elements and popularity does not necessarily imply causation, and other factors may also influence the popularity of a song. Nonetheless, these results provide insights into the musical elements that tend to be associated with popular songs." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "My first research questions looks at the elements that are most associated with each other and their relationship to song popularity. Because loudness and energy had the strongest correlation to each other, I observe their relationship to song popularity (using loud_enrgy_prod) to make some conclusions. \n", - "I also found from the bar charts above, that audio valence and danceability also have important associations with song popularity so I also plot them againts song popularity below. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[Text(0.5, 1.0, 'Popularity vs Loudness*Energy - 50 Top Songs')]" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.regplot(x=\"Loud_Enrgy_Prod\", y=\"song_popularity\", data=songdata_top, color= \"b\").set( title = \"Popularity vs Loudness*Energy - 50 Top Songs\")\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In this step, I have created a regression plot between loud_enrgy_prod and popularity within the top 50 popular songs which have a popularity score ranging from 79-99 . The line of best fit is an upward sloping line which indicates a positive linear relationship between loudness*energy and popularity score\n", - "In other words,as the the loudness-energy-product of a song increase spopularity increases as well ." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[Text(0.5, 1.0, 'Popularity vs Audio Loudness * Energy - Bottom 50 Songs')]" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.regplot(x=\"Loud_Enrgy_Prod\", y=\"song_popularity\", data=songdata_bottom, color= \"b\").set( title = \"Popularity vs Audio Loudness * Energy - Bottom 50 Songs\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In this plot, I do the same thing and observe the relationship between loud_enrgy_prod in the bottom 50songs and popularity which range from. These results are slightly better as the line of best fit shows somewhat of a negative relationship between song popularity and loud_enrgy_prod. About half of the points are loosely clustered in the top and bottom right corners indicating that songs with higher loudness/energy have a higher poppularity score. Overall, this suggests that as the loud_enrgy_prod increases, the popularity of these songs also slightly decreases. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[Text(0.5, 1.0, \"Popularity vs Valence * Danceability' - 50 Top Songs\")]" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.regplot(x=\"Vale_Dance_Prod\", y=\"song_popularity\", data=songdata_top, color= \"b\").set( title = \"Popularity vs Valence * Danceability' - 50 Top Songs\")\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In this step, I have created a regression plot between vale_dance_prod and popularity within the top 50 popular songs which have a popularity score ranging from 79-99 . The line of best fit is an almost straight horizontal line and goes through a few of the points but the majority of the points scattered above and below the line. This means that there is only a weak linear relationship between the two variables.\n", - "In other words, the valence_danceability_product of a song does not have a strong impact on its popularity. This tells me that perhaps other factors might have a greater influence on a song's popularity than the elements I am restricted too with our dataset.Therefore,I cannot make any strong inferences about the relationship between Vale_Dance_prod and popularity based on this regression plot. This prompts further analysis on the bottom songs, to better contextualize this trend." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[Text(0.5, 1.0, \"Popularity vs Valence * Danceability' - Bottom 50 Songs\")]" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.regplot(x=\"Vale_Dance_Prod\", y=\"song_popularity\", data=songdata_bottom, color= \"b\").set( title = \"Popularity vs Valence * Danceability' - Bottom 50 Songs\")\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In this plot, I do the same thing and observe the relationship between vale_dance_prod in the bottom 50 songs and popularity. These results are slightly more informative as the line of best fit shows somewhat of a negative relationship between song popularity and vale_dance_prod. About half of the points are clustered in the top left corner indicating that songs with low vale_dance_prod had a better poppularity score. The other half however is a bit scattered at the bottom and has no clear patter. Overall, this suggests that as the vale_dance_prod increases, the popularity of these songs decreases. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Research Question 2: What musical features are most important to the song popularities of the most popular genres within this dataset?" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "grouped = concatenated_df.groupby('genre')['song_popularity'].mean().sort_values(ascending=True)\n", - "plt.barh(grouped.index, grouped.values)\n", - "\n", - "plt.xlabel('Mean Song Popularity')\n", - "plt.ylabel('Genre')\n", - "plt.title('Average Song Popularity by Genre')\n", - "\n", - "for i, v in enumerate(grouped.values):\n", - " plt.text(v, i, str(round(v, 2)))\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Hip Hop 19\n", - "Pop 17\n", - "Alternative Rock 15\n", - "Trap 10\n", - "Bolero 7\n", - "Pop Rock 7\n", - "Latin Pop 5\n", - "Rock 4\n", - "Indie 4\n", - "Acoustic Pop 2\n", - "Grunge 2\n", - "Electronic 2\n", - "Norteño 2\n", - "Bachata 1\n", - "Gospel 1\n", - "Reggae 1\n", - "R&B 1\n", - "Name: genre, dtype: int64\n" - ] - } - ], - "source": [ - "genre_frequency = concatenated_df['genre'].value_counts()\n", - "print(genre_frequency)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "These results show the frequency of each genre in the concatenated dataset. Hip Hop is the most frequent genre with 19 occurrences, followed closely by Pop with 17 occurrences and Alternative Rock with 15 occurrences. Other genres such as Trap, Bolero, Pop Rock, Latin Pop, and Rock also have significant frequencies, ranging from 10 to 7 occurrences. The remaining genres have lower frequencies, with only one or two occurrences in the dataset.Overall, it is clear that the dataset is dominated by a relatively small number of genres, with some genres being represented much more frequently than others.\n", - "\n", - "The results show the mean song popularity for each genre in descending order. The top 3 genres with the highest mean song popularity are Trap with a mean popularity of 90.8, followed by Hip Hop with 79.4, and Pop Rock with 77.1. Acoustic Pop and Electronic follow with mean popularity values of 52.5 and 51.5 respectively. At the bottom of the list, Bolero, Latin Pop, and Norteño have the lowest mean popularity values with 7, 8, and 13 respectively.\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "trap_songs = concatenated_df[concatenated_df['genre'] == 'Trap']\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "song_popularity 1.000000\n", - "speechiness 0.381805\n", - "key 0.278623\n", - "song_duration_ms 0.225109\n", - "liveness 0.158864\n", - "danceability 0.132466\n", - "instrumentalness 0.013575\n", - "acousticness -0.058874\n", - "tempo -0.095777\n", - "Loud_Enrgy_Prod -0.194647\n", - "loudness -0.385206\n", - "Vale_Dance_Prod -0.502712\n", - "audio_valence -0.552183\n", - "energy -0.587341\n", - "Name: song_popularity, dtype: float64\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Because trap is in the top popular genres, it is analyzed for \n", - "corr_df1 = trap_songs[['song_duration_ms', 'Loud_Enrgy_Prod', 'liveness', 'loudness', 'acousticness', 'key', 'speechiness', 'instrumentalness', 'danceability', 'energy', 'tempo', 'audio_valence', 'Vale_Dance_Prod', 'song_popularity']].corr()\n", - "sorted_corr1 = corr_df1['song_popularity'].sort_values(ascending=False)\n", - "print(sorted_corr1)\n", - "plt.figure(figsize=(9,7))\n", - "sns.heatmap(corr_df1, cmap='coolwarm', annot=True, vmin=-1, vmax=1, center=0, linewidths=.5, cbar_kws={\"shrink\": .5})" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "HipHop_songs = concatenated_df[concatenated_df['genre'] == 'Hip Hop']\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "song_popularity 1.000000\n", - "danceability 0.415569\n", - "key 0.321081\n", - "Vale_Dance_Prod 0.294014\n", - "Loud_Enrgy_Prod 0.244430\n", - "acousticness 0.207940\n", - "loudness 0.155584\n", - "audio_valence 0.131136\n", - "energy 0.077633\n", - "liveness 0.067568\n", - "speechiness 0.037186\n", - "song_duration_ms 0.002183\n", - "tempo -0.293015\n", - "instrumentalness -0.597227\n", - "Name: song_popularity, dtype: float64\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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R1poRvTtjbmpEYNA5hfFW5qaM6NOFZnVrKD02A6iogImRgdzna2w+9wdtq3rTrlp5nCxMGNv2GywN9dh1+a7CeE9bC5r6eeJiZSrdNyp5UcPdkdvP38rnh4rc/mGqr7hw+8X8zlynbQ0f2tX0xcnKlLEdG2NpqM+uC4q3aU87S5pWLouLtRk2Joa0qOpNDU8nbj99I4sp52jNyHYNaFqpLKXUlRemPs67Y8eO2NvbM2jgQMzMzDhyRPEx98jRo5ibmzNo4EDs7e3x9/encaNG7P2kMLF//378fH3p1KkTdnZ2dOrUCR8fH/YfOCCLmTljBo0aNcLBwQEnJydGjBxJVHQ0T55It1EdHR1mz55NnTp1sLW1xcfHh0mTJvHw4UPevXtXpOUrFJ8iFVzCw8Pp0qULffr0ISQkhHPnztGuXTskEglLlixh4cKFLFiwgHv37tGkSRNatWol22A+mjhxIqNHjyY4OBg3Nze6dOlCdnY2AJcvX2bQoEEMGzaM4OBgGjVqxKxZswqd365du5gyZQqzZs3i1q1bWFlZsXz58qL8RJlffvmFcuXK8ccff/Dzzz8DoKenx8aNG3n06BFLlixhzZo1LFq0CIBOnToxatQoypYtS3h4OOHh4XTq1KnAdNPS0vD398fIyIibN2+ye/duTp06xY8//igXd/bsWZ49e8bZs2fZtGkTGzdulBWECmPRokXUrFmTO3fu0Lx5c7p3706PHj3o1q0bt2/fxsXFhR49eiCRSAD44YcfyMjI4MKFC9y/f5958+ahq6v7VcvuvyIrK5uwZy+p4iPfrKdKhbLcD3v2t8xDIpFw694jXr+LwMfL/YvxURHhJMTHUcGvsmyYhkYpvMpVICzkgdLxHoc+pIJvZblhFfyqyI3j6eXN/bu3efen9ET08vlTQh/dx69SNbnxHt4Ppk/XVgzp35UVS+eTmBCvcJ5ZObmERiVQzV7+Dlo1BwvuhSu+Y/tR121nabzmKIP2XuLmFwok6dnZZOfkoq9Z9LuisVFvSUqIwaN8XnMCdY1SOHtV5MVjxRcYimRmpJObnY22bt5FzoNb57Bz8mLDryOZ2L8u88d15MrpPYWeZlZ2NqEv3lC1vKfc8KrlPbn3+PMFv8/xcXci9MUbHj59CcDbyBiuBD+kpm/hm69J88sh5G0U1d3lmx5Vd3fg7svwQk0j5G0Ud1+GU8lJcfMZgH3XH+Lv64b2V6zf/OKi35KcGIOrt/z6dvKoxKsnwYWahkQi4emDq0RHvKSMR6W/lE9U5DsS4mMp75vXnEZDoxSe5Xx5HHr/L007v7RU6c0v3c/caJBRU0PDtgwZYfIF0Iyw+2g4Ki5AapatSNabF+jWb4n55GWYjV+IXsuuoJ633jJfhKFhWwYNO2fpbIzN0fL0IT3kTpF+S1ZWNmHPX1Glgvw2W7X8Xz82v0/PoO33Y2k1cAyj5iwl7EXRC/TSfSNSyb5RuAvgkLeR3H35jkou8vtGWmYm/tNX02jqKn5cs4+Qt5Ffl9/rcKp7yjcvru7pxN18BSWl+b2J4O6Lt1RyVdy0rKjz9vP15VFIiMJxQkNC8PP1lY+vWJEnT57Irg9DQkPx8/OTi6no50fIo0dKc0lLTQWk127KpKSkoKKigr5+4WvKheJVpPrH8PBwsrOzadeuHQ4O0h3W21ta/b9gwQLGjRtH587SNqXz5s3j7NmzLF68mN9//102jdGjR8vaLU6bNo2yZcvy9OlTPDw8+O2332jatCmjR48GwM3NjStXrnD4sPI7ZZ9avHgxffr0oV+/fgDMnDmTU6dOFah1KYz69evL8vho0qRJsv87OjoyatQodu7cydixYyldujS6urqoq6t/tmnY1q1bef/+PQEBAejoSO+kLFu2jJYtWzJv3jxZO0sjIyOWLVuGmpoaHh4eNG/enNOnT8tqf76kWbNmDBw4EIDJkyezYsUKKleuTMeO0iZB48aNo3r16kRGRmJpacnr169p3769bH06ORX9Dtl/TUJyMjm5uRgbyB+wjA0NiEtQXkgojJTUNFoPGElmVjZqqiqM7t+9wElYkfh46QW/oaF8MyFDQ2OioyOUjiftsyLfj8rQyIiE+DjZ3206fkdaWirDBnZDVVWV3NxcuvToT616eXdYfStVpXqtbzAztyAqMpwdm9cx9afhHD18sOA832eQI5Fgoq0pN9yktCaxqRkK8zTV0WJiAx88zY3IysnhSMgbvg+8xOoOtfFT0i/mt8sPMdMtTVX7gk0MviT5Q5MXPQP5piV6BibERxfu4hvg0LZFGBib4+6dV8iLjXrL5ZO7qNe8B43a9ufV0/sEbpiLunopqtT9ct+IhKSUD9uf/EnVxECP2MSkQueWX+MalYhPSqHf1EVIkJCTk0v7hrXp1bpxkaYTn/qenFwJJrryTf5MdLWJSU777LiNpq8lPuU9Obm5DGpSjXbVFLdtv/86gqcRsUzt1KhIuSmTnBADgJ6B/Laka2BKfMznLyjfpyUze0g9srOzUFVVpU2vn3HzLly/NGUSP+zPBvn2Z31DY2KilO/PRSWRSNiybinuXhWwc3D+Yryqjh4qamrkpiTKDc9JSURTT3ENhJqJOaXKuCHJziR+wyJUdfTQb98bVW1dEneuBiA9+CqqunqY/DgFVEBFTZ3UyydJPXOoSL8nIfnDvmEof2w2MtQnLiFRyVhf5mBjyaQfeuNsb0vq+/fsOnKagZPmsnnBFOysCt/HQbZv6OXbN/R0iEl6+dlxG01dlbdv+FenXbW8ZmJlzI2Z3sUfVytTUtMz2XrhNr2W7mDXmB44mBW+n2x8StqH/ORvPpro6xCTlKJkrA/5/bRUOn5OLoOa16ZdTd/Pxhd23oZGRsTHK74JFh8fX+D8ZWRoSE5ODklJSRgbG0tj8rW+MTQ0JE7JNCUSCavXrKFs2bI4OjoqjMnIyGDBggW0aNHif/5G7f+SIhVcKlSoQIMGDfD29qZJkyY0btyYDh06oKamxrt376hZs6ZcfM2aNbl7V/6uZvnyeTuplZUVAFFRUXh4eBAWFkbbtm3l4qtUqVLogktISAiDBg2SG1a9enXOnlXcFvxzKlUqeKdtz549LF68mKdPn5KSkkJ2dnaRS+khISFUqFBBVmgB6XLKzc0lLCxMVnApW7YsampqshgrKyvu3y/8HbpPl/PHaX4slHw6LCoqCktLS4YOHcr3339PUFAQDRs2pH379nLT+FRGRgYZGfIXppqamgpj/xNUVOT+/FgL9Vdol9Zi04JppKVncOv+I5Zu3IG1hTl+5Tzk4k5cuMr8VZtQUVUjN1fChKnzFKWEBAkq5BuY/2dQ8HeofDKhyxfOcOFsEMPGTMbOwZGXz5+yYfVvGBubUK9hUwBq1mkgi7d3dMLZ1Z3ve3/LuXPnUHYJVzBXUJaqo5EejkZ5F+rlrUyITHnP5j+eKCy4bLr1mBNhb1ndvjaa6moFvs/v1sXD7FwzXfb3wPG/K08y/zAlTh9Yz+3Lx/hxyno0SuVt55LcXOycy9KyyzAAbMt4EvH2GZdP7ixUweWj/FnkX29F9cejx6zff4JxfTpRzsWBN5ExLNy0h7WB+vRr17TI01O46L4wzoYfOvI+M4t7r8JZcuQy9iYGNPXzKBC37/oDXCxN8Lb/un6Ady4fInD9VNnfvUev/Ji1fM6SL+8/mlo6DJsVSGZGGk8fXuPw1vkYm9nh7KW487Eil86dYN3v82R/j5284EM6+ReipLCbX6FsXLmA1y+fMmXeqqKNmO9Q97mUPm6TCVt/R5L+HpD2WzHsMYzEvRsgO4tSzp7oNmgj7Tfz6hlqphYYtOlBblICKaeUP+BD6TzzZySRFHq/VaScmzPl3PIKduXdXeg1dga7j51mZL6HrBQqv/znDr68XjcM6cz7jEzpvnH4IvamhjT1k9a6lne0pryjtSzWp4wNnRduZvvFO4xvV/8r8pP/uzDHlg0je0jze/EnSw6cxd7MmKaVi1Zb+zXzVnQcLDjN/Mu74LCPli9fzosXL1iwYIHC77OzsxkxYgQSiYSpU6cqzUsoeYpUcFFTU+PkyZNcuXKFoKAgfvvtNyZOnMjJk9K29wU2KgUbqsYn7XU/fpebm6s0/u+4iPyUqqpqgWkq6jvyacEC4Nq1a3Tu3Jlp06bRpEkTDAwM2LFjBwsXLizS/D+38346XCNfu2YVFRXZcioMRcv5c8u+X79+NGnShCNHjhAUFMScOXNYuHAhQ4YMKTDtOXPmMG3aNLlhU6ZMoXKByJLNUE8PNVXVAnfw4hOTMDb8unbPH6mqqmL74Q6eWxl7Xr19R0Dg4QIFl1qVfSjr6oShmx9hr2LI/rAtxsfHYWScdyGfmBCPwWeeTGdoZEz8J7Ur0nESMDDMG2fz+uW06fgdtepKCycOjs5ER0UQuHurrOCSn5GxKabmFrx8+bJAwcWwtCZqKirE5KtdiXufUaAW5nO8LY05GlqwuUbAH09Yf/MxK9rVxNWscOujXKVvcHDNK3BnZ2UC0jvxBkZmsuHJSbEFamEUOXNoIyf3r2XwpDXYOMg39dM3MsPSRv7utoWNE3evnypUrob6uqipqhKbmCw3PC4pBWN95U0bvmTlriM0q12FNvWla8zF3ob36RnMXrudPm2ayJ4g9yVGOqVRU1UpULsSl5JW4E5zfrYm0vXlamVKbHIaK4KuFyi4vM/M4kTwYwY3qV7Yn1aAl1997Jw/Wd/ZH9Z3YjT6n6zv1KRYdL+wvlVVVTG1lLYksHbwJOrP55w9tKZIBZeKVWrh4uaVl8+H/TkxPlZuf05KjC9QC/O1Nq5ayB83LjF5zgpMTAtXK5mbmowkJwfVfLUrqroG5CQrrtHISUogJzFOVmgByI78ExVVVdQMTciJiUDPvyPv/7jE++vnpN9HvCG5lCYGHfuRcnq/tOBRCIZ6H/aNAsfm5AI15H+Fqqoqni6OvAmPKtJ4sn0jKVVueFxyGiZ6n++TIts3rM2k+8bxq7KCS8H8VChrb8nraMW1Ckrz09X+kJ987Uqh8jM1lOZnY05sciorjlwoUsFF2bwTExKU9lc2UlAbk5CYiJqamuzmsKKYxIQEjBRMc/mKFVy7fp1f5s/HzLTgDbHs7Gxmz5lDXFwcmzZtErUt/zFF7pyvoqJCzZo1mTZtGnfu3KFUqVKcPn0aa2trLl2Sf8zplStX8PRUvEMq4uHhwY0bN+SGfdqB/Es8PT25du2a3LD8f5uZmREentdEJCcnhwcPvtws6PLlyzg4ODBx4kQqVaqEq6srr169kospVaoUOTk5SqYg5eXlRXBwMKmpeQe8y5cvo6qqipvbX++c+lfY2dkxaNAgAgMDGTVqFGvWrFEYN2HCBBITE+U+EyZM+Jez/es0NNRxd3bkxt2HcsNv3nuEt/uXm1sUhUQi7dOQn07p0thaWeDg4ICVtS229o4YGhlz707edp+VlcWjB3dx91T+KEk3j7LcC74pN+zunZty42RkZKCqIr/Lq6qqIflMgTg5KZHY6GiFT4LRUFPFw9yQ66/lT/rXX0dR3urLhYKPwqITMNWR72ge8Mdj1t4IZVmbGnhZFL6JhFZpHcws7WUfS1tn9A1NCbuX9xCQ7Owsnj36gzJuFT47rdMHN3Bi7yoGTViBvXPBE3cZdx+iwl/KDYsKf4mRmVWhctVQV8ejjB3X78l3pr5xP5Tybp9/9PXnpGdmoprv5oiaqipICtxg/0J+anjamnPtsXyh8trj11RwLNxvBOk8FW37QcGPyczOoXnFgjUxhaVZWgdTSwfZx8LGBT0DU548+HR9Z/I89BYOrj5FmrYECTkfCr6FVVpbB0trO9nHxr4MhkYm3P9k38zOyiLkwR3cPL78hMHP5ieRsGHlAm5eOcfEWcswt7T+8kgf5eSQ9fYFmm7yOZRyK0fWy8cKR8l8+Rg1fSNUPql1VDOzQpKbS86HJpkqGpogkT+eSCS5Ra4l0dBQx93JgZv35Psv3Pibj80SiYQnL98UuYO+dN+w4Npj+WuAa49fUcGx8OtBgkTuCXuK8gv7M6rIHfQ11NXwtLfiWoh8X7lroS+o8Jn+Zorm/7n8ijLv23fu4KXketDD05Pbd+T7Qd2+fRtXV1fUPzwEwNPDQ2GMp1fejQKJRMLy5cu5cuUKc+fMUdhs/2Oh5d27d2zcuFG8quI/qEg1LtevX+f06dM0btwYc3Nzrl+/TnR0NJ6enowZM4YpU6bg7OyMj48PGzZsIDg4mK1btxZ6+kOGDKFOnTr8+uuvtGzZkjNnznDs2LFCN5sYNmwYPXv2pFKlStSqVYutW7fy8OFDuf4a9evXZ+TIkRw5cgRnZ2cWLVpEQkLCF6ft4uLC69ev2bFjB5UrV+bIkSPs2ydf9e3o6MiLFy8IDg7G1tYWPT29Ak2ovvvuO6ZMmULPnj2ZOnUq0dHRDBkyhO7duxfrc8SHDx9O06ZNcXNzIz4+njNnzigtdGpqav4jTcPUdLTR+eQZ89plbNGv4EFmXCLpbwrfH6EoOrdszPSla/B0dqScuwsHTp4nMiaWNo2/AWDFlt1ExyUweWhe36LHHzpzvk/PICEpmccvXqOhrkYZO+m7LQICD+PhXAYbCzOysnO4evsex85fYcyA7l/MR0VFheatOxK4awtW1rZYWdsSuGsLmpqa1K6b1w9g6cJZmJiY8l0vaT+mZq06MHncUPbt3kqVarW4ce0S94NvMWN+Xv+ySlVqsHfnZkzNLLBzcOTFsycc3reTbxo1k/6e92ns2rqBajXrYmRsQlRkBNs2rUZP34CGDRtCgPxNAIBufi78fOIWXhaGlLcyJvD+SyKS0+jgLb3w/u3yQ6JT3jO9ibTp5bY7T7HS18bZWJ+s3FyOhr7h9NN3/NI87672pluPWXEthFlNKmGlr01MqrSPmraGOtqlivZYUBUVFeo268bJ/WsxtXLAzNKek/vXoKGpRcVaee8I2LLsJwyMzWnZdTggbR52ZNcyegydh7G5DUkf+k5oammjqSWtbajXrAeLJ3cnaN8afKs34dXT+1w9vZdO/ScXOr+uzesz5fcAvJzs8XYrw77Tl4mIiaN9w9oALNt+gOj4RKYN7iEbJ+yltHPt+/QM4pNTCHv5Fg11NZxspYWJ2n7l2Hb0LO6OtpR1ceRtRDQrdx+mdkVvaQGmCLrX8WPi9hN42VpQwdGKvdfuEx6fTMfq0lqOJUcuEZWYyqyuTQDYcekulkZ6lDGXXgzcefGOgHN/0KWWT4Fp77vxkG/KOWOoU/RHXCujoqJCLf8enD24GlMLaWHm7MHVaJTSwrdGC1nczpXj0Tcyp2mnkQCcPbgamzLlMLGwIyc7i9DgC9y+dJC2vQq/LpXl49+qEwd2b8LS2hZLazsO7NpEKU0tatTN63O0/NdpGJuY0bnnYEBauHn7Rnrhl52dTVxsNC+fP0ZLqzSW1tKn1m1YsYArF4IYNXEepUtrk/ChP422tg6lNBU/ce5TqReOYthlMFlvn5P18gmlq9VHzciUtKvSd2fpNeuEqoExidtXAJB++zJ6jdpi0HkQKSf2SPu4tOzK+xvnZO9oSX90G526Tcn68xVZr5+iZmqBnn9H0h/+Uejalo+6tGjEtN/W4eHsiLebE/tPXSAyJo62jetJl9nWvUTHJTBlSF/ZOIqPzeqUsZMWJtbtPkhZVyfsrCxITXvPrmOnefzyDaP6Fr2ZWPd6FZm49RhedhZUcLRm75V70n2jhvSGyJLDF4lKTGHWd9La7B2X7mBpqE8ZC2lN253nfxJw9hZdauf1IVl5/ArejtY4mBqSkpHJtgu3CfszmgntGxRM4Ev51a/KxE0H8HKwokIZW/ZevkN4fCIda0s7uC/Zf5aohGRm9ZI2a91x/haWRvqUsZTWUNx59oaAU9fpUi+v2XxWdg7PwqUPU8nKySEqIZnQNxFoa5bC3ty4wLwr7NmDqYkJx44fJzo6mmbNpOeaDRs2EBsbK+tH3LxZMw4dOsTq1avx9/cnJDSUoKAgxo0dK5tm69atGTN2LLt276Z6tWpcvXaNO8HBLPjlF1nM78uXc+7cOSZPnkzp0qWJi5O2QtDR0UFTU5OcnBxmzZ7N06dPmTZ1Kjk5OURHS3+PgYHBX3rthfDvKdJVgL6+PhcuXGDx4sUkJSXh4ODAwoULadq0KU2aNCEpKYlRo0YRFRWFl5cXBw8exNW18M/mr1mzJitXrmTatGlMmjSJJk2aMGLECJYtK9w7PTp16sSzZ88YN24c6enptG/fnu+//54TJ/Je6NSnTx/u3r1Ljx49UFdXZ8SIEXzzzTdfnHbr1q0ZMWIEP/74IxkZGTRv3pyff/5Zrm1k+/btZY97TkhIYMOGDXKPWQbQ1tbmxIkTDBs2jMqVK6OtrU379u359ddfC/Ub/yk5OTn88MMPvH37Fn19ffz9/WVPTPu3GFQsR/XTm2V/ey34CYA3AYHc6/vP1Og0rFmVxORU1u8+SGx8Ik72Niz4aQRW5tKDd2x8IpEx8k/I6jV6iuz/oc9eEnTxGpZmJgSulLalfZ+ewYLVAUTFxaNZqhQONpZMGdafhjWrUhhtOnQlMzODNct/JTUlBVd3T36esVDuHS4x0ZFyd9U9vLwZMW4K2zevZeeWdVhYWjNi3FTZO1wA+g4azo4ta1mz/FeSEuMxMjalUdNWdOjSC5DWvrx+9ZzzZ06QlpqCoZEJ5cr7MnL8VHR1dVHUpbOxmy0J7zNZcz2MmLR0nE30Wdq6huwdLjGp6UQk5zUtycrJZfHFB0SnvEdTXQ0nE32WtKpOrTJ5d8Z233tBVk4uY4/K174OqOrBwGqFr8H9qEGrPmRlZrBn3UzSUpNwcPHm+59Wyb3DJT42HJVPHsl86eROcrKz2PDrSLlp+Xf4nqYdpReXDi7l6DtqMYe3L+bE3pWYmNnQtudYKtVuQWE1rl6RxORU1gYeIyYhCWc7KxaPG4yVmfQiICYhiYgY+SaA3SbMlf0/5MUbTly+hZWpMQd/k/bt6dPWHxVUWLHrMNFxiRjq61LbrxyDO7UsdF6y3+vrTmJaOqtPXiM6KQ0XKxN+79caa2Np842YpFQiEvIeJJArkbD06GX+jEtEXVUVWxMDhjWvSYdq8v3lXkbHc+fFO1YOkO/T+Heo26IvWZnp7N84nfdpSdg5l6ffuLVy73BJiAlH5ZPax8yM9+zfOJ3EuEg0SmliZu1E5+/nUaFa0fsE5deyfTcyMzPYsGIBqSnJOLt5MWH6Yrl3uMRGR8rVhsbHxfDTsJ6yv4/s28aRfdvwLOfLz3OkT8o8dUz6qNgZP/0gN7+BwyZRt6H8i/sUSQ++RpK2LrqN2klfQBn+lvi188mJlxbSVfUNUTPMqzmVZGYQu2oOBm17Yjp8JrlpKbwPvkbysV2yGGk/Fgl6TTuiZmBMbkoS6Y9uk3x0V/7Zf1HDmlVITEll/Z5D0mOznTULfxqG1Yd3uCg6Nvccm9e/LfT5K4IuXcfSzIR9y6X9jpJT05i3KoDYhCR0tUvjVsaeFdPGUta16A+j8ff1IDE1ndUnrhGdlCrdNwa0k9834j/ZN3IlLD1y8ZN9w5BhLWrToXpezW/y+wxm7AoiJikN3dKl8LAxZ/2QTng7FL6GU5ZfJS8SU9NYffQS0UkpuFiZ8fvgzlh/aKoWk5RCRHxeU7zcXAlLD5zjz9gEaX5mhgxr843sHS4AUYnJdJqzTvb3plPX2HTqGpVc7Vk3onuBeS9fvpzIyEgcHR2ZPm2a7OZsXHw8UdF5T5O0tLRk+vTprF69mkOHD2NiYsKggQNl73ABaWuV8ePHExAQwObNm7GysmLC+PGyd7gAssctjxs3Tm5ZjBwxgkaNGhETEyNrhfNDvie5BgQEULVq4c7RQvFSkfzdnUj+Zv379yc0NJSLFxW/10AoOY5ofPlxv8WleVYYsQ+uFHcaSpmUq8H9p0V/7OW/xdvFgpTl478cWEx0B8/leHDRmvX8m/x9SpF0+997P1FR6Ps1Iv3wiuJOQymtFt+z/2bRmqv8m9pUVuOPx3FfDiwmFd2MCR9V9BqFf4vVwm3E3Su553fj8rVJP7q6uNNQSqvZANJPBxR3GgppNejB82d/z6sF/glOzn9vk3Dh31H017H+wxYsWECjRo3Q0dHh2LFjbNq06avfxSIIgiAIgiAIwv+GInfO/6fduHGDRo0a4e3tzcqVK1m6dKnsvSxly5ZFV1dX4acofWn+yy5evKh0GYgnYwiCIAiCIAj/q0pcjcuuXcrbwh49elTho4uBYu3Y/m+qVKkSwcHBxZ2GIAiCIAiCIPyrSlzB5XMcHByKO4ViV7p0aVxcXIo7DUEQBEEQBEH4V5W4pmKCIAiCIAiCIAj5iYKLIAiCIAiCIAglnii4CIIgCIIgCIJQ4omCiyAIgiAIgiAIJZ4ouAiCIAiCIAiCUOKJgosgCIIgCIIgCCWeKLgIgiAIgiAIglDiiYKLIAiCIAiCIAglnii4CIIgCIIgCIJQ4omCiyAIgiAIgiAIJZ6KRCKRFHcSgiAIgiAIgiAIn6Ne3AkI/ztiH1wp7hSUMilXgyMa7sWdhlLNs8J4/uxZcaehlJOzM7HTBxR3GkqZTF5d8pdfCd0/TMrV4PWTkOJOQyl7V09uhiUUdxpKVXY3JOXaweJOQyndaq2ICL1T3GkoZenhW+LzC332trjTUMrD2ZYXz54WdxoKlXF2IfVKYHGnoZROjXbFnYLwFURTMUEQBEEQBEEQSjxRcBEEQRAEQRAEocQTBRdBEARBEARBEEo8UXARBEEQBEEQBKHEEwUXQRAEQRAEQRBKPFFwEQRBEARBEAShxBMFF0EQBEEQBEEQSjxRcBEEQRAEQRAEocQTBRdBEARBEARBEEo8UXARBEEQBEEQBKHEEwUXQRAEQRAEQRBKvP98wUVFRYX9+/cXdxr/U+rVq8fw4cOLOw1BEARBEARBkFH/OyfWq1cvEhISSmxBQkVFReHw7du307lz5385m6JxdHTk1atXAJQuXRonJyeGDBnCwIEDizmzwtl7/AzbDhwjNj6BMnY2DOvdFR8vN4WxMfEJ/LZxB2HPX/EmPJKOzRoyvE9XuZhz124REHiEt+GRZOfkYGdlQeeW/jStV+Mf+w3GtSrhNKovBn7l0LI251b7wUQePP2XpnlZH84awHhvb+zt7Rk4YADlypVTGn/v/n3WrFnDq1evMDExoUP79jRv3lwu5tKlSwRs3kx4eDhWVlb07NmTmjXkl8vhw4fZs3cvcXFxODg4FJhv02bNFM7/B18nvvOykxumWakupas3QVXPgJyod6QG7ST79VPlP1pNndJ1WqDpXRVVXX1ykxJ4f+koGcGXpdPzrYVmheqomVkDkB3+mvdn9pH97mWBSe19/CfbHr0ldve/t/x69upFVFRUgWm3aN6cH374gezsbDYFBHDr5k3CIyLQ0dGhdu3a9GlRFzNjo4K/oQTtGwePHGV34H5i4+JxtLfj+/598S5XVmn83fsPWLV2PS9fv8HE2Jhv27elZTN/2fcXr1xl+649vAsPJyc7B2trKzq0bU2j+t/IYgK2bmfz9p1y0zUyNGTXlo1fzBdAIpEQuH0tZ4P2k5qSjLNbWXoNGoOtvZPScd6+fs7erat48SyMmKhwuvUdjn/rLnIxp47u5fSxQKKj3gFga+9E2859qVCx8MeYXaevsPnoOWISk3GytmD0d63wdVec15lb99lz5iphr9+RlZWNk40FA9o2poa3u1zM+kNneBMVQ3Z2DvaWpnTzr0vzmhULlc++o0Hs2HeIuPgEHO1t+bFvDyqU9VQaH/zgEb+v38zL128xMTaiS9uWtG7aSPb9sInTCH4QUmC8ahV9mTd5HABpae9Zt20XF6/dJD4xEdcyjgzp3wtPV+d/PD+A3QePcuDYSSJjYjDQ06Nejar079EFzVKlZDHRsXGs2rSN67eDycjIxM7GirE/DsTdRX5dSSQSdmwN4MTxI6SmJOPm7snAwUOxd3BUmiPAlUsX2Lp5AxHh4VhaWdGtZ1+q16ilMHbPzm1s3rSOlq3b0W/gD7LhS36dx5lTQXKxbu6eHDq4H4BDhw+zZ2/gh2O6PYMKcSxcvWYNr169xsTEmI7tO9C8ed5x/+WrV2zevIUnT58SFRXFwAH9adumjdLp7di5i42bNtGmdWsGDRzw2eXx0a4zVwk4dpGYhGScbMwZ3bUFfm5lFMaevvWAPWevE/Y6nKzsbJxszBnYuiE1vBUfK09cv8uElTuo5+vFr0O7Fyof4b/hby24/Bds2LABf39/uWGGhoZfPb3MzExKfXIA/CdNnz6d/v37k5KSwsaNGxk0aBCGhoZ06tSpWPP6klOXr7NkwzZG9+9OeQ9X9gedY9SsX9m6eBaWZiYF4rOysjHU16Nn+xbsOBykYIqgr6tLz/YtcLCxQl1dncu3gpn9+zqMDPSo5uv9j/wONR1tku6F8XZTIBV3L/vL07ujA/tNoH0M9Dq5n1WrVvHz5MmsWrkSc3PzAvERERFMnjwZf39/xowezaNHj/h9+XIMDAyoVUt6EgwJCWHO3Ln06N6dGjVqcOXKFebMmcOCX37Bw8MDgPPnz7Nq9Wp+GDwYLy8vjh47VmC+W7dskZv3q9evmfjTT9SzM5UbXsqrEjpNOpF6dBvZb56i6VcH/a5DSVg+ldykOIW/W6/DAFR09Ek9FEBOXBSqOnqgmlf5q+HoTsaDG2S/eYYkO5vSNZqg1204iSumkpucIIs79TKKJX88Y3RlV+pMWfyvLb8lS5aQm5OTt2xeveKniROpXbs2ABkZGTx7+pQuXbrg5OREckoKmzZtYtzcu6yfP0Uup5K0b5y7cIkVa9Yz5PuBlPXy4MixE/w0dQbrlv+GublZgfjwiEgmTZ1B0yaNGDd6BA8fhfLbilUYGuhTu2YNWS5dv+2InZ0NGurqXLtxiwWLf8PQwJDKFX1l03K0t2ferGmyv1VVC98Y4HDgZo4d2MbAYZOxtLHnwK71zJ08hF+W76K0to7CcTIy0jGztKFKzQZsWbdYYYyxqTmdeg7GwkpaUL945gi/zhrDrMWbP1so+ijoejALtx5kfI+2+Lg5svfsNYYsXMfuOaOxMilYgL0d9pyqZV35oUNT9LS1OHjxFiMWbWDTlCF4ONgAoK+jTZ+W9SljbY66mhoX74Ywbe0ujPR15Qo4ipy5eIVl6zYxYmBfynm6c+jEKcZNn8umZQuxMDMtEB8eGcW46fNo0bg+E0f8yIOQMBatWoehgT51a1QFYMb4UWRlZ8vGSUpOpu+wcdSrWVU2bP6yVbx4/ZaJI37AxNiIk+cuMmryTDYtW4iZifE/mt/Jc5dYHbCdsUMGUs7DjbfvwpmzZCUAP/brCUBySgo/jp+MT7myzJ88HkMDfd5FRKKro11gnoF7dnBg3x6GjRyLtY0tu3ZsYfLEsSxfvRFt7YLxAKEhD/ll7gy+696bajVqce3KJX6ZM505vyzB3UO+UPbkcSgnjh/BsYzi7cuvYmWGjhgr+1tdQ3oJd/78BVatXsMPgwdT1suTo8eOM2nyFFavXKH0WPjz5Ck09fdn7OjRPHwU8smxsCYgPY5ZWllSu3YtVq1eozCfj8IeP+bY8eOUKaO40KHIiev3WLDtCBO6t6aCqwN7z11nyK8b2TNrBFYmhgXibz9+QdWyLvzYvjF62qU5cOkPhi8JIODnwXg4WMvFvouJZ9HOo/i6ORY6H+G/419rKnb+/HmqVKmCpqYmVlZWjB8/nuxPDniOjo4sXrxYbhwfHx+mTp0q+/vJkyfUqVMHLS0tvLy8OHnyZJHzMDQ0xNLSUu6jpaUFwMaNGzE0NOTEiRN4enqiq6uLv78/4eHhsvF79epFmzZtmDNnDtbW1ri5SUv7V65cwcfHBy0tLSpVqsT+/ftRUVEhODgYiUSCi4sLCxYskMvlwYMHqKqq8uzZs0Llrqenh6WlJS4uLsycORNXV1dZ7Va9evX48ccfGTlyJKampjRqJL3r9KXlnpqaSo8ePdDV1cXKyoqFCxcWeZl+yY5DQbSsX4dWDeviaGvN8D5dMTcxZt+JMwrjrcxNGdH3O5rWq4mudmmFMX7lPKhbtSKOttbYWprTqUVjnB1suRf65G/P/6PoExd4PGUxEfuLvt0pct4AqiZDtWRwdnZm0MCBmJmZceTIEYXxR44exdzcnEEDB2Jvb4+/vz+NGzVib2CgLGb//v34+frSqVMn7Ozs6NSpEz4+Puw/cEAWs2/fPho3boy/vz/29vYK52tsbCz3OX36NH4Whtjoya8PreqNyLhziYw7l8iJiSAtaBc5ifFoVaqr8DdoOJdF3cGN5G1LyXoRQm5iLNnvXpL99rksJmXfOjJunScn8i25sRGkHg4AFRXUy3jITWtH6FtaOlvSysXqX11+hgYGcsvm+o0bWFlZ4e0tLRTo6Ogwe/Zs6tSpg62tLZ4eHkyaNInQZy+JiI6V/w0laN/Yu/8A/o0a0qxJIxzs7Bg8oB9mpqYcOnpcYfzhY8cxMzNj8IB+ONjZ0axJI5o0bMDuwLxlVaG8N7VqVMPBzg5rKyvatW6JUxlHHj56JDctVTVVjI2MZB9DA4PP5vqRRCLh+MEdtP62N5VrfIOdgzMDh08hMyOdKxdOKB3P2dWLrr2HUr1OYzQ0FN/g8atSG59KNbGyscfKxp5vu3+PlpY2T0MfFCq3Lccv0LpOZdrWq0oZawtGf9caC2ND9py+qjB+9Het6dn8G8o62WFvacaPHZtib2HKhTt5y6qSpzP1K3lTxtoCOwtTujaujYudFcGPX3wxn10HjtCs4Te0aFwfRzsbhvTriZmpCQeOKT6eHTh+EnMzE4b064mjnQ0tGtenWYNv2LH/sCxGX08XEyND2edW8H00NTWpV7MaABkZmVy4eoNBvbpSoawntlaW9O7SESsL8wLz/Sfyexj2mHKebjSqWwsrC3Mq+1agQZ0ahD7LO95s23sQM1MTJgz7Hk83F6wszKlYwRsbK0u5+UkkEg7tD6Rj565Ur1kbB8cyDB81jsyMdC6cU17zfnB/ID6+FenQqSu2dvZ06NSV8j5+HDqwVy7u/fv3/Dp/Nj8MHYmurp7CaWloaGBkbCz76OnpAxC4bx9NGjemqX+TD8f0AZiZmXL4yFGF05EeC80YNHAA9vb2NPVvQuNGjdjzybHQ3c2N/n37Uq9uXTQ0NJT+vvfv3zN//i8MGzoEXV1dpXH5bQ26SJs6lWhbtzJO1uaM6doSC2MD9py5pjB+TNeW9GpW98P+YcqQDk2wtzDhQrB8jV9Obi6TVu9kUJuG2JoZK5yW8N/2rxRc/vzzT5o1a0blypW5e/cuK1asYN26dcycObPQ08jNzaVdu3aoqalx7do1Vq5cybhx4/72XNPS0liwYAGbN2/mwoULvH79mtGjR8vFnD59mpCQEE6ePMnhw4dJTk6mZcuWeHt7c/v2bWbMmCGXm4qKCn369GHDhg1y01m/fj21a9fG2blglXlhaGlpkZWVJft706ZN0jusly+zatWqQi33MWPGcPbsWfbt20dQUBDnzp3jjz/++Kp8FMnKyibs2Uuq+Mg3N6lSoSz3wwpXYPsSiUTCrXuPeP0uAh+vz991LCmygbea4JYmP9zP15dHIQWbXgCEhoTg5+srH1+xIk+ePJEVRkNCQ/Hz85OLqejnR8iHC8WsrCyePH1aIOZz842Pj+f8+fO0dJY/kaOqhrqVPVnP5C9Cs54/Qt1O8TZdyq0C2e9eUbpmE4yGz8PwhxloN+oA6spPjGiUQkVVDcn71Lx55OQSFpdMFSv5E9M/vfzyy8rK4uzZszRu3FhpU1SAlJQUVFRU0PvkLm5J2jeysrJ4/PQZFX195IZX9PXhYWiownFCQsMKxFfy8+Xx06dyN0c+zeV28F3evv2zQPOzd+/C6dSjN937DmDWvAWER0QU6vdFR74jMT4Wb5+8O/waGqXwKOvLk5D7hZpGYeTm5HD1QhAZ6e9x9VDe/OajrOxsQl/+SbVy8s1YqpVz497TV4WbZ24uqekZGCi48w/S5Xnj4RNehUfhp6T5mSyfrGweP3tBZZ/ycsMr+5TnQehjheM8DH1SMN63PGFPnytcvwBHTp2lfu3qlP5wMzAnJ4ec3FxK5bvwLVWqFPdD8rarfyo/b08PHj97QchjadPVdxGRXPvjDtUr5u3jl2/8gYezE5PnLaJ1jwH0HT6eQ0EFCyKREeHEx8fh61dJNkxDoxRlvSsQGvJQYY4AYaGP8PlkHABfv0qEPpIfZ9XyJVSsUg0fX+XN/h7cv0uPLu35vl8Pli1ZSEJCPJmZmR+O6fmObb5+hCg5FoaEhOLnm+84V9FP7lhYWL8vX0GVKpULHFs/Jys7m5CX76hW1lVuePWyrtx99rpQ08jNzSUtPQN9HfkbOKsPnMZIT4c2dSoXOh/hv+VfaSq2fPly7OzsWLZsGSoqKnh4ePDu3TvGjRvH5MmTC9Us4NSpU4SEhPDy5UtsbW0BmD17Nk2bNi1SLl26dEFNTU1u2L1793Bykh74s7KyWLlypaww8eOPPzJ9+nS5eB0dHdauXStrirVy5UpUVFRYs2aNrDbozz//pH///rJxevfuzeTJk7lx4wZVqlQhKyuLLVu28MsvvxQpf4Ds7Gy2bNnC/fv3+f7772XDXVxcmD9/vuzviRMnfna5p6WlsW7dOgICAmQ1NJs2bZIt379DQnIyObm5GBvoyw03NjQgLqFwdy6VSUlNo/WAkWRmZaOmqsLo/t2pUkF5e/ySJFUNclVAL0d+uKGREfHx8QrHiY+Px9BIvomJkaEhOTk5JCUlYWxsLI3J1/TR0NCQuA/TTEpKIjc3F6P8MZ+Z76lTp9DR0aGuvXxzIRVtXVRU1chNTZIbLklNQlVHfn1/pGpkioa9C2RnkbxrBSrauug064qKlg6phzYpHEenQTtykxPIep53Ek7IyCJHAsZa8hdE//Tyy+/q1aukpKTQqGFDhd+DtNnmggULaFS7Kjqf1JKUpH0jMSlZul0YGcoNNzIyIP624t8eF59AJSODfPHS5ZmYlISJsbRQmZqaSueefcnKykJVVZWh3w+UK/B4uLsxduQwbG2siU9IZOuOXQwbPZ61y5eir694O/ooIV5ag2VgKF+ANTA0Jia6cIWfz3nz8ilTx/YjKzMTrdKlGf7TPGwK0UwsITmVnNxcTAzk75ybGOgSm5hcqHlvOX6B9IxMGlWtIDc8Oe09TYfPJDM7GzVVVcb3aFuggJRfYlKSdFszzLe+DA2Ii09QOE5cQgJG+eKNDQ0+rN9kTPL11wp5/JQXr94w7se8fpfa2qUp6+5KwK5AHGxtMDI05PTFy4Q8fortJzUa/1R+DerUICEpiR8nTEEikRakWjdtxHcdWsvGCY+M4sDxU3Rs3YxuHdsQ+vgZS9dsRENdA//6dWRxH48rBobyv9vQ0IioqEiFOQIkxMdhqGCcT49TF86f4fnTpyxYslzpdPwqVqFmrbqYmVsQGRnOts0b+XnCaDasX6fwmG5kpPy4FR8fX3BfNyy4737JufPnefr0KUuXLC5U/EcJyWnS/UNfvobG2ECX2AeF2z82n7jE+4xMGlfJK7wGP3nJgYu32D5taJHyEf5b/pWCS0hICNWrV5e7I1mzZk1SUlJ4+/Yt9vb2hZqGvb293EV19erVi5zLokWLaJjvIsPOLq+zsba2tlwNiJWVVYGOuN7e3nL9R8LCwihfvrysyRlAlSpV5MaxsrKiefPmrF+/nipVqnD48GHS09Pp2LFjoXMfN24ckyZNIiMjg1KlSjFmzBi5zvmVKsnf1fnSco+Pl96t+XQ5Ghsb4+7++VqLjIwMMjIy5IZpamp+Pvl8d6MlEsnn4wtBu7QWmxZMIy09g1v3H7F04w6sLczxK+fx5ZFLiPz36CUSyWfv3CuKLxCTf1krGFYg5jPzDTp5kpYtW6IpeaM0r89n+elXqiCRkLJvHZKM9wCkBe1Gt+NAUo9tg+wsuXCtGk0oVa4KSZsWQM6X7wT+W8vvoxNBQVSqVAkTk4L9UUB6k2Hu3LlIJBLG9O+hJKmSs28UXD7Kf7s0XnHun45TunRpVi5dxPv099wJvsfKdeuxsrSgQnlp07oqlfLuMJcBPD3c6dlvEEGnz9KhbWu56V8+d5z1y+fK/h49+dcPiRRcZ5/dDgvJysaBWYs3k5aaws0rZ1i1eDqTZq8oVOFFQVpIJIVL6/jVO6zaF8Svw3thnO/iTkdLk+0zRpCWnsGNR0/5dfshbMxMqORZiJr7Agl9Yf0qXK4KpoO0tqWMgx2ebi5ywyeO+IF5v62ifZ/BqKmq4upchoZ1avL4mYLmbX9zfnfuP2TL7n2MGNgXTzcX/gyP4Le1m9hkZEjPTu0ByJXk4u7sxIDu0oczuDmV4cXrtwTs2sviVeukN2dyc/l52mzF8/zCMUdxnhLZT42OjmLtqt+ZNnP+Z/ul1q6b90ALB8cyuLi6079XV65evSr3mwufV/54RUOVi46OZuWq1cyeOePr+9Mq2D/yH1MUOX4tmFX7T7FoaA/Z/pH6PoNJq3fxc692GOkp7tsm/G/4Vwouinag/Cc4VVXVAifsT5tBFeYCozA+9hFRJn9bThUVlQLz1tGR3yk+9/s+1a9fP7p3786iRYvYsGEDnTp1UtqhT5ExY8bQq1cvtLW1sbKyKjDPouSl6HcV1pw5c5g2bZrcsClTpjCkQ+MCsYZ6eqipqhKXkCg3PD4xqcDdtaJSVVXF1soCALcy9rx6+46AwMP/iYKLTg6oSiBJvvKPxIQEpQ+LMFJQm5CQmIiamprszrSimMSEBNndOH19fVRVVQvciVM23wcPHvD27VtpAXvXr3LfSdJSkOTmFKhdUdHRK1AL81FuSgK5yQmyQgtATkw4KiqqqOobkRuXd5NAq3ojStdqStLmReRE/Sk3HUNNDdRUIC5dvqDzTy+/T0VGRhIcHMykiRMVzi87O5vZc+YQERnJ9u3byf1TvtlGSdo3DPT1PmwXCXLDExISlS5PYyNDhfFqamro6+XVNKiqqmJjbQWAi5MTr9++ZfvuvbKCS36ltbQo4+jAn+/CC3znV6U2zm55NUfZHwq6ifGxGBnndeBOSogrUAvzNdQ1NLC0lt7YcnL15PnTEI4f2knfHyZ8djxDPR3UVFWJSZC/exyXlIKJvuL+Cx8FXQ9m+vrdzPuhO1XLFqxJUVVVxc5C+lvdHWx48S6KDYfPfLbgYqCvL93W8q2v+MTEArUWHxkbFly/8R/Wr4GefGEqPSODMxev0KdrwRtxNlaWLJ09hffp6aSlvcfE2Iip8xdjZZHXafyfym/dtl00rlebFo3rA+DsaE96RgYLfl9D945tUVVVxcTICEc7+VYGDnbWnLtyjbWL52Hm5MXz1xGy65GE+DiMjfNuVCQmKj/mABgaGRMfL/+gEulxSloL8+zJYxITEhg5dJDs+9zcXB4+uMeRQ/vZc+B4gVYiAMbGJpiZWxATE4OqqmrBY1tCosLjFig7FibIHQu/5MmTpyQkJPDj0GFyeT948ICDhw5x6MB+peMa6mmjpqpKbGKK3PD4pBSMDT7fT+bE9XtM3xDIvMFdqVo271rubXQs72LiGb4kIC+fD9c4lftOJHDOSOzMFd9gEv5b/pU+Ll5eXly5ckXuQvnKlSvo6elhYyN9WoqZmZlcJ/ikpCRevHghN43Xr1/z7t072TDZnYZi5uHhwb179+RqIW7dulUgrlmzZujo6LBixQqOHTtGnz59ijQfU1NTXFxcsLa2LlSh7UvL3cXFBQ0NDa5dy+sMFx8fz+PHitsUfzRhwgQSExPlPhMmKD6Ra2io4+7syI278u15b957hLf71/XtUUYiQe4JNyWZOmCbAY/z9a++fecOXp6KH//p4enJ7Tt35ONv38bV1RV1dek9CE8PD4Uxnl5egLRg7uriwp38MUrmeyIoCFcXF9kTteTk5pAd/hoNJy+5wRpOnmS/UdxHI/vNM1T1DEEjr4ZO1dgCSW4uuUl5J1Kt6o0pXbsFyVuXkBNesE+Ahpoq7sZ63AiXP/n+08vvUydPnsTAwKBA7SrkFVrevXvH7NmzMcrXRA1K1r6hoaGBm4szt4OD5YbfDg6mrKJ1j7RmJH/8H3eCcXNxkS1PZcl8elMqv8ysLF6/eYuxgkdHl9bWwdLaTvaxsSuDgZEJD4JvyGKys7IIfXgHV8+//+mCEomE7M/k/pGGujoejjZcfyj/QITrDx9T3sVB6XjHr95h6pqdzBrUldo+yh8DnC+rLx73NDTUcXMuw6278v1+bgXfp5yH4mZmZT1cuRUsH38z+B7uLk4F1u/ZS1fJysqmUd3aSnMoraWFibERySkp3Ay+R82qeTVt/1R+GRmZqKjKnytVVVWRIJHVMJTzdOP1J9cVAG//DMfK3AxbK0scHBywsrbBzt4BIyNjgm/n9QHNysri4f27eHgqb4bp7uHF3Tvy/UaDb9/Cw0s6TnkfP5YuX8viZatlHxdXd+rWa8DiZasVFloAkpISiYmOwsrKSuEx/c6dO3gqORZ6enoUPAfcviN3LPwSH58KrFz+O8uX/Sb7uLq68k29eixf9pvSvEG6f3g6WhfYP649ekoFZ+UtcI5fC2bqut3MGtiJ2hXkj0uOVmbsmjGM7dOGyD51fTyp5OHE9mlDsDT+azeDhJLjby+4JCYmEhwcLPcZMGAAb968YciQIYSGhnLgwAGmTJnCyJEjZf1b6tevz+bNm7l48SIPHjygZ8+echt+w4YNcXd3p0ePHty9e5eLFy8yUcmdzs9JSEggIiJC7pOamvrlET+ja9eu5ObmMmDAAEJCQjhx4oTsCWKfFjDU1NTo1asXEyZMwMXF5auauhXF4MGDP7vcdXV16du3L2PGjOH06dM8ePCAXr16fbHPkaamJvr6+nKfzzUV69yyMYdOX+Dw6Qu8fPuOJRu2ExkTS5vG0qrvFVt2M32p/OMWH794zeMXr3mfnkFCUjKPX7zmxZu8u+4BgYe5cfchf0ZE8fJtONsPnuDY+Ss0qfPPLVM1HW30K3ig/+GAqV3GFv0KHmjZWX3V9OomwnV9uK4Hz549Y9Xq1URHR9PswztUNmzYIPckuubNmhEVFcXq1at5/fo1J4KCCAoKon27drKY1q1bc/v2bXbt3s2bN2/YtXs3d4KDadM6r8lN27ZtOXHiBCeCgnj9+nWB+X6UmpbGxYsXadKkidLfkH71JJp+tdD0qYmaqSXajb9FzcCY9D/OS5dR/bbotu4ti8+4f4PctBR0W/dCzdQKdXtXdBp1kL7D5cPdc60aTdD+pjWpBzeRkxCLio4+Kjr6coUdgM4ethx6Fs7hZ+H/6vID6Z3FkydP0rBhwwIn6JycHGbNns2TJ08YO2YMuTk5REdHExufSFaW/AVmSdo32rdpzbGgUxwPOsWrN29YsWYdUdExtGgmXf/rNm5m3sLFsvgWTf2Jiopm5Zr1vHrzhuNBpzh+8hQd2+Utq+279vDHnWDCIyJ4/eYte/Yd4OSZczT4pp4sZtW6Ddy9/4DwiEhCwh4zY/Y80tLSaNwgr2mMMioqKvi36szBPRu5efUcb149Y9WS6ZTS1KJGnbztduWiqezc9Lvs7+ysLF49f8yr54/Jzs4iLi6aV88fE/EurznkzoDlhD68Q3TkO968fMquzSsIeXCbGnWV7w+f6uZfh/3nb3Dgwg1evItk4daDRMQm0KG+dD38tusok1dtl8Ufv3qHyWt2MLxLS7yd7YlJSCImIYnktLzayfWHznDtwWPeRsXy4l0UW46f5/DlP2ha3a/A/PP7tnVzjpw8w5FTZ3n55k+Wrd1EVEwMrfylTadXB2xn1qK8ZdTavxGR0TEsWxfAyzd/cuTUWY6eOkvnNi0KTPvIqbPUqloJAwW1STdu3+X67WDCI6O4GXyP4ZNmYGdtRbMG9f7x/GpU9uPAsVOcvnBFNv/1W3dRs3JF1NSk57mOrZrzKOwpm3fv4214BCfPX+JQ0BnaNpNfzyoqKrRs0449u7Zx9colXr18wdJf51NKU4s69RrI4hYtmEvAhrWyv1u2bsed27fYu3s7b9+8Zu/u7dwNvk3L1tKmatra2jg4lpH7aGlpoaevj4Oj9PHC79+/Z8PalYSGPCQyMoL794KZOW0S+voGNGzYkHZt23L8RJDcMT0qOprmH46F6zds5JcFeU8Mbd6sGZFRUaxavUZ2LDwRFESHT46FWVlZPHv2jGfPnpGdnU1MbCzPnj2T3TzW1tbG0dFR7qOlpYW+vj6Ojo4FtoP8vmtcm30XbrH/wi2ev4tiwfbDRMQm0P4b6YM2ftt9nJ/X7JLFH78WzOS1uxnRuZl0/0hMJiYxmeS0dAA0NTRwsbWU++hpa6GjpYmLrSUahSyQCSXf374mz507h2++p0v07NmTo0ePMmbMGCpUqICxsTF9+/Zl0qRJspgJEybw/PlzWrRogYGBATNmzJCrcVFVVWXfvn307duXKlWq4OjoyNKlSwu8k+VLevfuXWDYnDlzGD9+fBF/aR59fX0OHTrE999/j4+PD97e3kyePJmuXbvK9XsB6Nu3L7Nnzy5ybcvXsLGx+eJy/+WXX0hJSaFVq1bo6ekxatQoEhMTPzPVomtYsyqJyams332Q2PhEnOxtWPDTCKzMpc0dYuMTiYyRf0xsr9F577sIffaSoIvXsDQzIXCl9EL0fXoGC1YHEBUXj2apUjjYWDJlWH8afvL+gL+bQcVyVD+9Wfa314KfAHgTEMi9vp9vOqKIbyqkxUKQIQS2bo2DgwPTp03DwkLaxCcuPp6o6GhZvKWlJdOnT2f16tUcOnwYExMTBg0cKHsHCUhr2caPH09AQACbN2/GysqKCePHy9WY1K1bl+TkZLZt20ZcXByOjo5y8/3o/Hlp4aNevXpKf0Pmo1ukautQuk5zVHWlL6BM2vYbuYnSphEqugaoGnzSZCcrg6Qti9Fp2hmD/hPJTUsh89Et0s7mPUJXq1JdVNQ10Pt2kNy80s4f4v35Q7K/Gzqak5iZxfr7r/jlX1x+AHeCg4mKjqZxI/mX3QHExMTIajF/+PFHue+WTRsn11yrJO0b9erUIik5iS07dhIXF4+jgz2zpv6MxYf3QMTGx8ktTytLC2ZO/ZmVa9dz8MhRTEyMGTygn+wdLiBtQrR0+SpiYmPRLFUKO1sbxo8aQb06ecs8JiaW2b8sJCkpGQN9fTw93Fi6cL5svl/Sol13MjMy2LhyPmkfXkA5btpSuXe4xERHoqKSd0MmPi6aicPzXkp3dN9Wju7bikc5PybNXgFIm5utXDSNhLgYtHV0sXN0YeyUxXj7Fu4Y07iqDwkpaaw5cIqYhCScbSxZOrIvVqbSmqSYxCQi4hJk8YHnrpGTk8u8gH3MC9iX9/tqVWRa/84flmcmcwP2ERWXgGYpDRytzJk5sAuNq/p8MZ/6tWuQmJxCwM69xMYlUMbBjnmTx2P54R09sfHxRMXEyOKtLMyZN3kcy9YFsP9oECbGRgzt10v2jpSP3vz5jvuPwlgw7SeF801JS2PN5u1Ex8Shp6dL3epV6Netc4E7+/9Eft2/bYeKigrrtu4kOi4OQ319alSuSL9uee8+83R1ZuaEkazevIOAnYFYWpjxY78eNKpX8AWR7Tp0JjMjk1W/LyHlwwsop82cJ9fkOyY6CtVPank8vcoyevwktgZsYNvmjVhaWTNm/M8F3uHyOaqqqrx8+YKzp0+SmpqCkZEx3hV8GDP+Z3R1dalbtw5JyUls3bad+Lg4HBwdmDFtGhYfmuPF5dt3LS0tmTF9GqtWr+Hw4cMYm5jw/cCBsne4AMTGxfHDkLxO7nv3BrJ3byDe3t78Mi+vn9nXalK1PImpqaw5eJqYxGScbSxYOqIX1rL9I5mI2IS8+Z+7QXZOLnM3H2Tu5oOy4S1r+jGtX+H7Cgv/fSqSv6MnqFDA1q1b6d27N4mJiZQundce6PLly9SrV4+3b98WuFD8r4t9cKW4U1DKpFwNjmiU3EclN88K43kh3+dTHJycnYmdXri3IRcHk8mrS/7yK6H7h0m5Grx+ovixqSWBvasnN8MSijsNpSq7G5Jy7eCXA4uJbrVWRITe+XJgMbH08C3x+YU+e1vcaSjl4WzLi2dPizsNhco4u5B6JfDLgcVEp0a7LwcJJY6oO/ubBAQE4OTkhI2NDXfv3mXcuHF8++23skJLRkYGb9684eeff+bbb7/9nyu0CIIgCIIgCMI/6V/pnP9vmD17Nrq6ugo/RX3Xy9eIiIigW7dueHp6MmLECDp27Mjq1atl32/fvh13d3cSExPl3rUC0toZZbmXLfvfeC+JIAiCIAiCIPyT/mdqXAYNGsS3336r8LtPm2r9U8aOHcvYsWOVft+rVy969eql8LtWrVpRtaridtP5H88sCIIgCIIgCP8f/c8UXIyNjTEu5NteSxo9PT309D7/bH9BEARBEARB+P/sf6apmCAIgiAIgiAI/7tEwUUQBEEQBEEQhBJPFFwEQRAEQRAEQSjxRMFFEARBEARBEIQSTxRcBEEQBEEQBEEo8UTBRRAEQRAEQRCEEk8UXARBEARBEARBKPFEwUUQBEEQBEEQhBJPFFwEQRAEQRAEQSjxRMFFEARBEARBEIQST0UikUiKOwlBEARBEARBEITPUS/uBIT/HfefRhZ3Ckp5u1jw/Nmz4k5DKSdnZ45ouBd3Gko1zwojIfhccaehlKFPPfZczy3uNJTqUFWVbZdK5j2irrVUiLt3sbjTUMq4fG1Cn70t7jSU8nC2Jfnm0eJOQym9ys1K/Pq9/Ti2uNNQys/NhOhHN4o7DaXMvKqQfOt4caehkF4lf96F3SvuNJSydi9f3CkIX0E0FRMEQRAEQRAEocQTBRdBEARBEARBEEo8UXARBEEQBEEQBKHEEwUXQRAEQRAEQRBKPFFwEQRBEARBEAShxBMFF0EQBEEQBEEQSjxRcBEEQRAEQRAEocQTBRdBEARBEARBEEo8UXARBEEQBEEQBKHEEwUXQRAEQRAEQRBKPFFw+ZvUq1eP4cOHA+Do6MjixYuLNR9BEARBEARB+F+iXtwJ/C+6efMmOjo6xZ1GsZFIJOzatoFTxw+RmpKMi7sX/b8fgZ1Dmc+Od+3yOXZsXkdE+Dssrazp0qM/VWvUkX2fk5PNrq0buHjuJAnxcRgamfBNw6a079wDVVVpGXzZr7M5d/q43HTNzC0ppaFGVFQUDg4ODBwwgHLlyinN4979+6xZs4ZXr15hYmJCh/btad68uVzMpUuXCNi8mfDwcKysrOjZsyc1a9SQizl8+DB79u4lLi5O4XybNmsmP2Mn6T8tYqF+4mcXlULGtSrhNKovBn7l0LI251b7wUQePF30CRXRnhPn2HIoiNiERMrYWjOi57f4eroqjI2JT2TJ5t2EPn/Nm4govvX/hpG9OhWIS05NY8WO/Zy7cYfk1DSszUwZ2qMDNX29i5yfRCLhzL7fuXluF+9Tk7BzLk/LHj9jYas4R4CHN4M4d2g1cVGvycnOxsTSgVpNe+Fbs7Us5vyh1Ty8dZLo8OdoaGhh7+pLk06jMLP6/HauKL/zB5fxx/ldpKclYeNUnmbfTcbcRnl+IX8EcfHIKuKiXpObk42xhQPVG/emQo28/BaPrU9i7LsC41b6pivNu00udH57T5xl64ETxCYkUMbWmuG9O+Pj6aYwNiY+gaWbdhH2/BVvIqLo2LQBI3p3los5cvYyM5dvKDDuua0r0CylUei8PpJIJOzYGsCJ40dITUnGzd2TgYOHYu/g+Nnxrly6wNbNG4gID8fSyopuPftSvUYthbF7dm5j86Z1tGzdjn4Dfyh0brtPXmLz0bPEJCThZGPJqG5t8PVwVhh75uY99py+zONXf5KVlY2TrSUD2vlTvbyHLObZ23BW7j1O6Is3hMfEM7JbG7r61y10Pvn93ev2Uycv32Dy4tXUqezDvLE/flV+EomEvdvXcfrEQVJTknBxK0vvQaOwc3BSOs6bV8/Zs3Utz5+FEhMVQfd+w2jWWv4Ys393ADevnOPdn68pVaoUbh7edOk1GGtbh6/K86PAY6fYvv8IsfGJONrZMKxvNyp4uSuMjYlLYNnGbYQ9e8Hb8Eg6NG/MsL7d/tL8v2T3yYtsPnImb3vs3u4z2+Nd9py69Mn2aMWA9v5UL+/5VfPef/QEOwMPEBufgKO9LT/26035ssqnFfzgIcvXbeLl67eYGhvRuV1rWjVtLBeTkpLK2i3buXj1OskpqVhZmPN9nx5Uq+QHQE5ODhu37+LUuYvEJSRgYmREkwb16P5te9k1g/DfI9bcP8DMzAxtbe3iTqPY7N+zjcP7dtF30HDmLlqNoZEx0yeN5H1amtJxwkIe8OvcadSp34SFy9ZTp34Tfp07hcehj/Kmu3sbQccO0nfQCBav3Ez3Pt9zIHA7xw7tlZuWT8WqrNm8jzWb9zHgh1HExcbw/fffs+y33yhbtiw/T55MVFSUwjwiIiKYPHkyZcuWZdlvv9Hp229ZuWoVly5dksWEhIQwZ+5cGtSvz/Lff6dB/frMmTOH0NBQWcz58+dZtXo1nTt1UjrfrVu2yD6XLl2icxSoSKBCapEXOQBqOtok3Qvj4bDpXzeBr3Dyyk0WbdpF77bNCJg7CR8PF0bM+Y2ImDiF8ZlZWRjq69G7bVNcHWwVxmRlZzNk5mLCo2OZM2IguxZNZ8LA7pgZGX5VjhePrOXy8Y207D6JwdN2oWtgyob5fcl4r3xBl9Y1pF6rgQz8eTtDZu2nYu22BK6ZyJN7edvBi9CbVGvYlUGTd9B73Dpyc7LZOL8vmRnKt3NFLh9by9WgjTT77mf6T9qNrr4Zmxf2IeN9ivL8dAyo3WIQfX/awaBpB/Cp2Y4DG37i6YOLspj+P+9h1K8XZZ/uo9YDULZSk0LnduryDRZv2EGv9s3YNH8yFTzdGDlrCRHRsQrjs7KyMdLXo2f75rgoWb8AOqVLc3j1QrnP1xRaAAL37ODAvj0M/H4ICxYvx9DIiMkTx5L2meNNaMhDfpk7g2/qN2LJ76v5pn4jfpkznbDQkAKxTx6HcuL4ERzLKL9YViTo2h0WbtlPn1aN2DpzNL7uTgz9ZTURMfEK4++EPqNqOTeWjB7A5pmjqOTpyoiFawl9+VYWk56Rha2ZCT92aoGJgV6R8snvn1q3AOHRsfwWsBsfJTcwCuvQ3i0c3b+D3gNHMuvXdRgaGTN78nDepynfdzMz0jG3tKZLz+8xNDJRGBPy4A6Nm7dn+i+r+WnGEnJycpgzeTjp6e+/OtfTl66xdP0WenRozfqFM6jg5c7oGb8QER2jMD4rW3os7NGhNS6O9l8938IKunqbhZv30ad1Y7bOGoOvhzND569UeqyWbo8eLBkzkM2zRlPJy4URC9bIbY+FdebiZX5fu4Fu37ZnzeL5lPfyZNy0WURGRyuMD4+IZMK0OZT38mTN4vl817Edv61Zz/kr12QxWVlZjJ48g4ioKKaOG0XAiiWM/nEgpibGspjte/dz8NhJhg7sy6bfFzOwVzd27jtI4OFjRf4NQskhCi7/gE+binXp0oXOneXvSmVlZWFqasqGDdK7jhKJhPnz5+Pk5ETp0qWpUKECe/bskcWfO3cOFRUVTp8+TaVKldDW1qZGjRqEhYXJTffQoUNUrFgRLS0tnJycmDZtGtnZ2bLvp06dir29PZqamlhbWzN06FDZd8uXL8fV1RUtLS0sLCzo0KHDV/12iUTCkQO7adepO9Vq1sXe0YkhI38iIyODi+dPKh3vyIHdlPetRLtvu2Fj50C7b7vhXaEiRw7slsWEhT6kctWaVKxSHXMLK6rXqkcF38o8eyK/HDQ0NDAyNsHI2IQzJ4/SoElzOnbsiL29PYMGDsTMzIwjR44ozuPoUczNzRk0cCD29vb4+/vTuFEj9gYGymL279+Pn68vnTp1ws7Ojk6dOuHj48P+AwdkMfv27aNx48b4+/srna+xsbHsY2ZmxgMdcEkHk2y+SvSJCzyespiI/cqX899t+5FTtKpfk9YNalHG1oqRvTphYWLE3qDzCuOtzU0Z1asTzepWR1e7tMKYQ2cvk5Sayi+jB1PBwwUrMxN8PFxwc7Qrcn4SiYTLJwKo12ogZSs3xsLWjQ4D5pKVmc7dq4eVjufkWYWylRphbuOMiYU9NZr0wMLOjZeP/5DF9BqzBr/abbGwdcXK3oP2/WeTEBvOny8eFim/66cCqN18EJ4VG2Nu60abvtL87l9Xnp+jR1U8/RphZu2Msbk91Rr1wMLWnddPbstidPSM0TUwk30e3z2Hkbk9Du5VCp3f9sMnaVm/Fq0a1MHR1poRvTtjbmpEYNA5hfFW5qaM6NOFZnVrKF2/ACoqYGJkIPf5GhKJhEP7A+nYuSvVa9bGwbEMw0eNIzMjnQvnlNc2HtwfiI9vRTp06oqtnT0dOnWlvI8fhw7I3wR5//49v86fzQ9DR6KrW7SCwtZj52hdryptvqlGGRsLRnVvi4WJIXtOX1YYP6p7W3q2aEBZZ3vsLc34oVNz7C1NuXgnb3sq62zPsK6taFLdj1Iaf63BxD+1bnNycpm6ZA39vm2FtbnZV+cnkUg4dnAXbb7tSZUa9bBzcOb7ET+TmZHO5c+cS5zdvPiuz4/UqNMIdQ3FheEJ0xZRt2Fz7ByccCjjyqDhE4mJjuTF01CF8YWx4+AxWjSoS8tG9WS1LeYmJuw/rng7tDI3Y3i/7jT9phY6n1mefxfp9liNNt9Up8yH2hYLEyP2nFK2PbajZ8sGlHV2wN7SnB86tcTe0oyLtx8Ued67DxymWcP6NG/cAAc7W37s3xtzU1MOHg1SGH/w+EnMzUz5sX9vHOxsad64AU0b1mfXvoOymGOnzpKcksLMn8bi7eWBpbkZ3l6euJRxlMU8DH1MzaqVqF65IpYW5tStWZ1KPhV4/PRZkX+DUHKIgss/7LvvvuPgwYOkpOTdPT1x4gSpqam0b98egEmTJrFhwwZWrFjBw4cPGTFiBN26deP8efmLv4kTJ7Jw4UJu3bqFuro6ffr0kZtmt27dGDp0KI8ePWLVqlVs3LiRWbNmAbBnzx4WLVrEqlWrePLkCfv378fbW9rs5tatWwwdOpTp06cTFhbG8ePHqVOnDl8jKiKchPg4KvhVlg3T0CiFV7kKhIUoP+A9Dn1IBd/KcsMq+FWRG8fTy5v7d2/z7s83ALx8/pTQR/fxq1RNbryH94Pp07UVP/brwrMnobi6yVdH+/n68iik4J1VgNCQEPx8feXjK1bkyZMnskJgSGgofn5+cjEV/fwIeSStHcrKyuLJ06cFYj4335iYGB5pQ5UkhV+XSFnZ2YQ+f03V8l5yw6tU8OL+468/MVy4dQ9vVyfmr9+G/4DRdBk1jY37jpKTm1vkacVHvyUlMQaXcjVlw9Q1SuHoXpnXT+4UahoSiYRnD68SE/6SMh6VlMalv08GQFu38BfhCTFvSUmMxrlswfzePit8fs8fXSU24gUOborzy8nO5N61g/jWaoeKikqhppuVlU3Y81dUqVBWbnjV8mW5H/bXTvzv0zNo+/1YWg0cw6g5Swl78fqrphMZEU58fBy+fnm/W0OjFGW9KxAaorwAGRb6CB8/+WXl61eJ0Efy46xavoSKVarh41uxSHllZWcT+uIt1crJNxOqVs6de09eFmoaubm5pKZnoK/z99fe/5Prdv2eQxjq69GqQe2/NJ2oyHckxMfi7ZtX0NbQKIVnOR8eh97/S9POLy1VWoOjq6f/VeNnZWXz+NlLKvvIN2Wt7FOOB6FP/nJ+f5V0e3xDNe9826O3O/eevCjUNKTbYzr6ukXbHrOysnj89DmVfCvIDa/kW54HoWEKx3kU+phKvuXlhlX2rUDY0+ey8/CVG7fwcndj8cq1tOvej94/jmTLrkBycnJk43h7eXD73gPe/CltMvv0xUsePAqlakX5c7Pw3yL6uPzDmjRpgo6ODvv27aN79+4AbNu2jZYtW6Kvr09qaiq//vorZ86coXr16gA4OTlx6dIlVq1aRd26ee2XZ82aJft7/PjxNG/enPT0dLS0tJg1axbjx4+nZ8+esmnMmDGDsWPHMmXKFF6/fo2lpSUNGzZEQ0MDe3t7qlSRnhBev36Njo4OLVq0QE9PDwcHB3zzXbwXVny8tJmBoaGx3HBDQ2OioyOUjifts2IkP46REQnxedXYbTp+R1paKsMGdkNVVZXc3Fy69OhPrXoNZTG+lapSvdY3mJlb8OxpGL8vmsPu7ZsY1Pc7uenGxyturhEfH18gDyNDQ3JyckhKSsLY2FgaY2iY7/cZEvdhmklJSeTm5mKUP+Yz8923bx+auVC+aK2MilVCUgo5ubkYG8if7E0M9LiW8PUlsHdR0fzxMJYmtaqyaPwQ3oRH8cv67WTn5NKvQ4siTSs5UdpMQ9fAVG64roEJCTEF+398Kj0tmXnD6pGdnYmqqiote0yWKwB9SiKRcHTbPBzcKmJhq7iPgCIpidKmErr68k1adPRNFPZPyZ/fr6PrkpOdiYqKKs27TZErAH0q9M5p0tOS8anRttC5JSR/WL+G8uvXyFCfuISv6IT1gYONJZN+6I2zvS2p79+z68hpBk6ay+YFU7CzsijStD7uTwaG+Y4dhkZERUUqHS8hPg5DBeN8un9eOH+G50+fsmDJ8iLlBJCQnPph35CvpTE20COmkPvGlqPnSM/IpFFVnyLP/8v5/TPr9m7oEw6duUTAL4XvQ6VM4odjv0G+c4mBoTExUcrPJUUlkUjYvG4p7l4VsHNQ3N/jSxKTkxUuT2NDA2L/wvL8u+Rtj/nyM9AjJjG5UNPYcvTsh+2xaNcGiUnJCs+HRgaGxCckKBwnLiEBI4N88R/Ow4lJyZgYG/EuIpKIqAc0rFuLOVMm8Oe7CJasWktObg49O3cEoEv7NqSmptFz8HDZNUPfbl1oUFdxXzbhv0EUXP5hGhoadOzYka1bt9K9e3dSU1M5cOAA27ZtA+DRo0ekp6fTqFEjufEyMzMLFB7Kl8+7A2FlZQVAVFQU9vb2/PHHH9y8eVNWwwLSjmnp6emkpaXRsWNHFi9ejJOTE/7+/jRr1oyWLVuirq5Oo0aNcHBwkH3n7+9P27ZtlfbTycjIICMjA4Bjx44xZ84cACQSmDB1HiBtCvIpCRJU+Pyd3vzfSyQSubvDly+c4cLZIIaNmYydgyMvnz9lw+rfMDY2oV7DpgDUrNNAFv/x7llsTBTnzp3DxdlZ4XQL5pEvd4mkYEy+8SUKhhWI+cx89+7dS8UU0Cg4qxKvwLqWFBxWFLkSCUb6ekwY0A01VVU8nRyIiU9gy6GgLxZcgq8c4sCGqbK/e4xa8SHJfIFf2AYASmnp8OPMQDLS03j+6BrHts/D2NwOJ8+CTa0OBcwg4k0YAyZt/ew07107xOGAKbK/uw5b+SG//NtKwWH5aWrpMGjKPjIz0ngecpUTO+diZGaLo0fVArF3Lu7B1bs2ekZFKxhAwf3yr67gcm7OlHPLu0As7+5Cr7Ez2H3sNCP7dP3suOfOnmLFb4tkf/88bbY0xyLsax8V3Iclsp8VHR3F2lW/M23mfEqVKvXF31T4eRQcpsjxK7dZve8EC0f0KVD4+Tv9nes29X0605auY8KgHhjqFz3nS+dOsPb3+bK/x05eIM1Rwbr9SweYfDasXMjrl0+ZOm/lX57Wl85hxU3hsboQ4x2/8gerA4+zcGS/r94eCy4GCZ+bu8L1/sl0JBIJRgb6jPphIGpqari7OBMTF8fOfQdlBZezF69w8vxFJo0ahqO9LU9fvOT3tRsxMTbCv0G9r/odQvETBZd/wXfffUfdunWJiori5MmTaGlp0bSp9EI790PzlyNHjmBjYyM3nqamptzfGp+01/24U38cPzc3l2nTptGuXbsC89fS0sLOzo6wsDBOnjzJqVOnGDx4ML/88gvnz59HT0+P27dvc+7cOYKCgpg8eTJTp07l5s2bBWoWAObMmcO0adNkeairqzNkyBCatO5KdlYWAPHxcRgZ593lTkyIxyBfTcanDI2MiY+X7ySYmJAgdyd18/rltOn4HbXqSgsnDo7OREdFELh7q6zg8ik9fQNUVdXQ0zfg5cuXsoJLYkKCwt8FYKSgViQhMRE1NTX09fWVxiQmJMjuKOnr66Oqqiqrgfk0RtF8Hzx4wIsXL2hXuBtfJYahvi5qqqrE5ruDHJeUXODOXlGYGhqgrqaG2idPfXG0sSI2IYms7Gw01JUftjx962PnnFfAz87KBCAlIQZ9Q3PZ8JSkuAK1HPmpqqpiYiF9ypC1gydR755x/tDqAgWXQwEzCb1zln4TN2NgbPnZabpX+AbbKZ/kl/0hv8QY9D7JLy059ov5qaiqYvwhP0t7T2LCn3Pp6OoCBZeEmD95/ugq3/7w22enl5+h3sf1K3/HOD7xr63f/FRVVfF0ceRNuOIHZnyqStUauLvnNf3M+nC8SYiPw9g4b3klJirfx0H58eZjLcyzJ49JTEhg5NBBsu9zc3N5+OAeRw7tZ8+B46ipqSmfvp6Own0jPjH5i53qg67dYcbaHcwb0pOq5RQ/keqv+ifW7Z8RUYRHxzBmbt52lvvhYrNWpwHsWDITW0tzZaNTsUotXNzymq5lfdh3E+Jj5c4lSYnxBWphvtaGVb/yx41LTJmzHBNT5bl9iYGenpLlmfS37itfS+n2mFSI7fHqbWas2c68ob2/ans00Nf7cD5MkJ93YiJGhoqb1RobGhKXoOQ8rCfN19jIEHV1dbn90MHOlrj4BLKystDQ0GDlxs10ad+G+nWkNdFOjg5ERsWwbc8+UXD5DxN9XP4FNWrUwM7Ojp07d7J161Y6duwou4vn5eWFpqYmr1+/xsXFRe5jZ1f4zsh+fn6EhYUVmIaLi4vssX+lS5emVatWLF26lHPnznH16lXu35e2FVZXV6dhw4bMnz+fe/fu8fLlS86cOaNwXhMmTCAxMZHExEQSEhKIiYlh9uzZWFnbYmvviKGRMffu3JLFZ2Vl8ejBXdw9lT+C2M2jLPeCb8oNu3vnptw4GRkZqKrIb7KqqmpIlPR90NDQwLGMM0mJCZib552Ubt+5g5en4scwenh6cvuOfN+C27dv4+rqivqHC2ZPDw+FMZ5eXrL5urq4cCd/jJL5nggKomzZsthkKkypxNJQV8fDyZ4b9+T77dy4F4K329c1uQAo7+7M28hoWaEc4HV4JKZGBp8ttABoltbBxMJB9jG3cUHXwJSnD6/IYrKzM3kZdhN71yI2h5RIyMnO/ORPCQcDZvDwj5P0Gb8BY7PPP2lJmp8uxhYOso+ZtQu6BmY8f5SXX86H/Gydi5afRCKRFYQ+FXw5EB19E9zKF+2xuRoa6rg7OXDz3iO54TfuPcLb/evXb34SiYQnL98UqoO+trY2VtY2so+dvQNGRsYE3857aEJWVhYP79/Fw7Os0um4e3hx984fcsOCb9/Cw0s6TnkfP5YuX8viZatlHxdXd+rWa8DiZas/W2iBD/tGGVuuP3gsN/z6g8eUd3VUOt7xK7eZtmo7swZ3p5av8vz/qn9i3TrYWLFl4TQ2/TJF9qldqQJ+Zd3Z9MsULEw+X9gora2DpbWt7GNrXwZDIxPuf3JeyM7KIuRBMG4eRX8s+qckEgkbVi7k5pVzTJr1G+aW1n9pehoa6rg5O3Lzrnw/zlt3H1DO4689We3vIN0e7bj+QL5PyfX7YZR3Vf749uNX/mDaqm3M+qHHV2+PGhoauLk4cSv4ntzwP4LvUc5DcUHIy8ONP/LF37pzF3cXJ9l5uJynB3+GR8idJ978+Q4TYyPZTV7pNYN8zY2qqqrCVhTCf4eocfkXqKio0LVrV1auXMnjx485e/as7Ds9PT1Gjx7NiBEjyM3NpVatWiQlJXHlyhV0dXVlfVa+ZPLkybRo0QI7Ozs6duyIqqoq9+7d4/79+8ycOZONGzeSk5ND1apV0dbWZvPmzZQuXRoHBwcOHz7M8+fPqVOnDkZGRhw9epTc3Fzc3RUfVDQ1NQvUBn36W5u37kjgri1YWdtiZW1L4K4taGpqUrtuXnO4pQtnYWJiyne9BgLQrFUHJo8byr7dW6lSrRY3rl3ifvAtZsz/XTZOpSo12LtzM6ZmFtg5OPLi2RMO79vJN42k70N5/z6NXVs3UK1mXYyMTYiKjOD9+zRpp8LUVF6/fs2x48eJjo6m2Yd3qGzYsIHY2FhGjx4NQPNmzTh06BCrV6/G39+fkNBQgoKCGDd2rCyP1q1bM2bsWHbt3k31atW4eu0ad4KDWfDLL7KYtm3bsmDhQlxdXfH08Cgw349S09K4ePEiEyZMgEOFfxqVImo62ui45D1WU7uMLfoVPMiMSyT9TfhfmrYyXZo3ZOqyDXg4O+Dt6sT+0xeJjImjXSPpwx1+37aP6LgEpv7YWzbO45fShyukpaeTkJTC45dvUFdXw8lWevHQvlFddh8/y68bd/Ktf31eR0Sxcf8xOvnXL3J+Kioq1GzSg/OHVmNi4YCppQPnDq5Go5QWFarnNTvbvWoc+kYWNPl2JCB9R4tNmbIYm9uTk51F2N0L3Ll8kFY989ruH9w0nXvXjtBt+DI0tXRITpD2V9HS1kOjlFah86vasAcXj6zC2MIBE3MHLh5dhUYpLbyr5uW3b+049IzMadh+FAAXj6zC2rGcLL8n985z7+oBmnebIjd9SW4uwZf2UaFGG1TVin6479KiEdN+W4eHsyPebk7sP3WByJg42jauB8DyrXuJjktgypC+snEef+ho/z49g4SkZB6/eI2Gujpl7KTrd93ug5R1dcLOyoLUtPfsOnaaxy/fMKrv55uJKaKiokLLNu3Ys2sbVja2WFvbsGfnNkppalGnXl6z0UUL5mJiYkqP3v0AaNm6HT+NHc7e3dupWq0m169d5m7wbeb8sgSQFpAcHOUv6LS0tNDT1y8wXJnvmtZj8oqteDrZUd7FkcCzV4iIjad9A+n7npbtPExUfCLTB0n73x2/cpspq7Yyultbyrk4yPrCaJXSkD3FKys7m+d/Rn74fw7RcYmEvfoTbc1S2FkW7Qlef/e61SylgbO9fKsB3Q/NjfMPLwwVFRWatvqWA7sDsLK2w9Lalv27AiilqUXNT84ly3+djpGJGV16fg9ICzdv30g7nGdnZxMfG83L54/R0tLG0lp6c2H9igVcuXCSURPnUbq0Ngkf+mZqa+tSSsm57Us6t2rKjCUr8XAuQzl3Fw6ePEtkTCxtmki3w5WbdxIdF8/Pw/Jq8Z68eAV8XJ5JPHnxCnV1dcrYFX15fYl0e9yCZxl7yrs6Enjm4/YorY1YtuOQdHv8XvoumeNX/mDKyi2M7t6Oci6OCrfHwurYugVzFv2Gu4szZT3cOHziFJHRMbT88F6WNZu2Eh0Xx08jhgDQyr8R+48c5/d1G2nRuCEPQx9z9NQZJo0eLptm66aN2XfkGMvWbKBti6a8fRfOtt37aNcyr/VF9coV2bI7EHMzU8rY2/Hk+Qt2HzhE04ZFP5cIJYcouPxLvvvuO2bPno2DgwM1a8p3oJ0xYwbm5ubMmTOH58+fY2hoiJ+fHz/99FOhp9+kSRMOHz7M9OnTmT9/PhoaGnh4eNCvn/REbWhoyNy5cxk5ciQ5OTl4e3tz6NAhTExMMDQ0JDAwkKlTp5Keno6rqyvbt2+nbNmvu8PSpkNXMjMzWLP8V1JTUnB19+TnGQsp/UmfmZjoSLk7IR5e3owYN4Xtm9eyc8s6LCytGTFuKm4eeU+s6jtoODu2rGXN8l9JSozHyNiURk1b0aFLL0Ba+/L61XPOnzlBWmoKhkYmlCvvS90G/qxbt47IyEgcHR2ZPm0aFhbStv5x8fFEffIseUtLS6ZPn87q1as5dPgwJiYmDBo4kFq18jrzeXl5MX78eAICAti8eTNWVlZMGD8eD4+8F8XVrVuX5ORktm3bRlxcXIH5fvTxyXEtWrTgAlO/anl/ZFCxHNVPb87Lc4F0+3kTEMi9vhP+0rSVaVSjMonJqazfe4SY+ESc7KxZNP5HrMykzXZiExKJjJVvktN93EzZ/0Ofv+bE5RtYmZmwf5m0v4KFqTFLJw5j0abdfDd2OmbGhnRuWp/urf2/KsfazfuRlZnBwU3TSU9LwtapPL3HrkWzdN5LYhNjw1H5pDYvMyONg5umkxgXiUYpLcysytBx4DzKV8sreN44swOAtbPlby607z8bv9qF7wRfs2k/srPSObplOu9TE7F1Kk/3kevQLK2bl1/cO7k231kZ7zm6ZTpJ8RGoa2hhalWGtv3mU66KfMH4+aMrJMa9w7dWwSakhdGwZhUSU1JZv+cQsR/W78KfhuWt3/hEImPk3/vRc2zee4RCn78i6NJ1LM1M2Ldc2v8tOTWNeasCiE1IQle7NG5l7FkxbSxlXYv2npSP2nXoTGZGJqt+X0LKhxdQTps5T66PXkx0FKqqecvP06sso8dPYmvABrZt3oillTVjxv+Mu8fXvVxPkcbVfElMTmXtvhPEJCThbGvFkjEDsDKV1jzEJCTJvdMl8MwVcnJymbdpL/M25T2WuUXtykwdKC3URccn8d3EBbLvNh89y+ajZ/HzcGb1pKK95PGfWLd/t5btu5GZmcH6FQtITUnG2c2Ln6YvorR23r4bEx0pt+/Gx8UwYVgv2d+H923j8L5teJbzZfIc6Y2wU8f2ATDjJ/mXiQ4aNpG6DeVfNlxYDWpVIzE5hY279hMbn0AZe1t+mTQaS3NpM7fY+AQi870jp/fISbL/hz17wckLV7E0M2XP6kX83RpX9yMx5eP2mPhhexyIldkn22Osgu1x4x7mbcx7PUOL2lWYOui7AtP/nPq1a5KUnELAzj3ExcXj6GDH3Mk/Yfnhcdmx8fFEffK+GytLC+ZMmcDytZs4cOQEJsZGDOnfh7o18p4gam5myi/TJvH72k30HToaMxNj2rVsRpf2eS/hHTqgL+u37mDJyrXEJyZiamxMS/9G9Oj0da97EEoGFYmoMxP+JvefKn+KT3HzdrHg+bOS++x2J2dnjmj8M+3Z/w7Ns8JICD5X3GkoZehTjz3Xi/645H9Lh6qqbLtUMg+1XWupEHfv4pcDi4lx+dqEPiv6S+/+LR7OtiTfPFrcaSilV7lZiV+/tx8rfullSeDnZkL0oxvFnYZSZl5VSL51vLjTUEivkj/vwu59ObCYWLuX/3KQUOKIPi6CIAiCIAiCIJR4ouAiCIIgCIIgCEKJJwougiAIgiAIgiCUeKLgIgiCIAiCIAhCiScKLoIgCIIgCIIglHii4CIIgiAIgiAIQoknCi6CIAiCIAiCIJR4ouAiCIIgCIIgCEKJJwougiAIgiAIgiCUeKLgIgiCIAiCIAhCiScKLoIgCIIgCIIglHii4CIIgiAIgiAIQoknCi6CIAiCIAiCIJR4ouAiCIIgCIIgCEKJpyKRSCTFnYQgCIIgCIIgCMLnqBd3AsL/jpTl44s7BaV0B88ldvqA4k5DKZPJq0kIPlfcaShl6FOPIxruxZ2GUs2zwrj8KKW401Cqppcu6SfWFXcaCmk16Ut4aHBxp6GUlYcPFx6mFncaStUpq8ObJ4+KOw2l7Fy9eNS2QXGnoZTXvtMk/XGiuNNQSr9iE5JvHS/uNJTSq+RP8s2jxZ2GQnqVmxF/93xxp6GUUYW6xZ2C8BVEUzFBEARBEARBEEo8UXARBEEQBEEQBKHEEwUXQRAEQRAEQRBKPFFwEQRBEARBEAShxBMFF0EQBEEQBEEQSjxRcBEEQRAEQRAEocQTBRdBEARBEARBEEo8UXARBEEQBEEQBKHEEwUXQRAEQRAEQRBKPFFwEQRBEARBEAShxBMFF0EQBEEQBEEQSjxRcCmievXqMXz48H90Hr169aJNmzb/6DwEQRAEQRAE4b9EvbgTEP5/2HX3OZtvPyEmNR0nE31G1/HG18ZUYeytt9EM3HupwPA93RtSxlgPgMAHLzgS8oZnsUkAeJob8kMNL8pZGhc5N81KdSldvQmqegbkRL0jNWgn2a+fKh9BTZ3SdVqg6V0VVV19cpMSeH/pKBnBl6XT862FZoXqqJlZA5Ad/pr3Z/aR/e5lkXMD2HPiHFsOBRGbkEgZW2tG9PwWX09XhbEx8Yks2byb0OeveRMRxbf+3zCyV6cCccmpaazYsZ9zN+6QnJqGtZkpQ3t0oKav91flWBjGtSrhNKovBn7l0LI251b7wUQePP2Pze8jiUTCgZ2rOR8USFpqMk6u5eg2YBw29s5Kx/nz9TP2b1/Jy2chxEaH07nPKBq37CoXk5OTzYEdq7l24RiJCbEYGJlS65sWtOjYD1XVwt8T2nnxDhtP3yAmKQVnS1PGtq+Pn7Odwtjbz96y5OB5XkTGkp6VjZWRPh1qVqD7N5VlMafuPmZd0FXexCSQlZOLg5kR3b+pTMsqZQud06f2Hz3Bjn2HiI1PoIy9LT/27Un5sp5K44MfPGL5+gBevH6LqbERndu2onXTRrLvh02cxt0HjwqMV62iL3Mnjy9yfhKJhEM7V3HhpHT9lnEtR9f+47+4fg/uWMGrD+u3U+9RNGz5nVxM+vtU9m9bzp3rZ0lOise+jDud+oyhjKvy5XjgyDF2B+4nNi4eR3s7Bvfvi3c5L6Xxd+8/YOXaDbx8/QYTY2M6tW9Dy2b+CmPPnr/IrF9+pUa1KkyfNEE2/N6Dh+zau58nz54RGxfPtInjqVm9qtJ5fsrIvxUmbb5F3ciEjDcviVy3nLSQ+0rj9es0wLRNJ0pZ25CTmkrqnZtEblpFTrL0OKxp54BZl15oObtRytySiHW/E3c4sFC5FNbukxfZcvg0MQlJONlYMrJHe3w9FK/rMzfusvfUJR6/ektWdjZONlb0b9+U6hWUb79/NbfNR87IchvVvZ3y3G7eZc+pSzx+9SdZWdk42VoxoL0/1cv/fbntPnmJzUfP5uXTrc1n8rnHntOXP8nHkgHt/Kle3kMW8+xtOCv3Hif0xRvCY+IZ2a0NXf3rfnV+e06cY+vBE3nntl6d8FF6bktgacAeQp+/kp7bmtZnhJJz28rt+zl34zbJqWlYmZsyrHtHavj9c+c24d8lalyEf1zQ47csvHCPPpXd2db1G3ytTRhy4ArhSWmfHS+wR0NO9Gsq+9gb6sq+++NtDE3cbFnVvhYbvq2LpV5pfth3haiU90XKrZRXJXSadOL9paMkrp5B1usn6Hcdiqq+8gKQXocBaJTxIPVQAAm/TyYlcA05MeGy7zUc3cl4cIOkgIUkrp9HbmIcet2Go6pnWKTcAE5eucmiTbvo3bYZAXMn4ePhwog5vxERE6cwPjMrC0N9PXq3bYqrg63CmKzsbIbMXEx4dCxzRgxk16LpTBjYHTOjoudXFGo62iTdC+PhsOn/6HzyO7ZvE0EHt9Kt/zh+nh+AgZEJC6YO5v37VKXjZGakY2ZhQ4fuQzAwMlEYczRwE+dO7OG7/mOZ9dsevu0xlGP7N3P6yI5C53b8dgjzA0/Tv3E1do7thZ+zLYNX7CE8LklhfOlSGnSu48v6YV3Z91Nf+jepzrIjl9hzOVgWY6CtRb/G1QkY0Y0943rRumo5pmw7yuWQF4XO66MzF6+wbN0munVsy9pFc/H28mDs9DlERscojA+PjGL8dGnc2kVz+a5DG35bu4HzV67LYmaMH8Xejatknw2/LUBVVZW6NasVOT+A4/s2cfLQVrr2H8fEeZsxMDRh0bTvSf/C+jW1sKFd96EYGCq+gbLp9+k8unedvsNmMHXRTrwqVGPRtO+Jj41SGH/2wiVWrFlP1287sHLpQrzLejFh6gwio6IVxodHRDJx6ky8y3qxculCun7bnt9Xr+PC5asFYiOjoli1fhPeZQsWgtLT03FycuTHQf2V/l5F9GvWw7LPYGL2bOP5qIGkPbqP/c9zUDc1Vxhf2rMcNkPHkXD6GM+G9uXtguloubpjNXiULEZFU4vMyHCiNq8lKy62SPkURtDV2/waEEjvNo3ZMnssPh7ODJu3Qunx8E7oU6p6u7N47CACZo6hopcrIxesJuzlm38kt4Wb99GndWO2zhqDr4czQ+ev/Exuz6hazoMlYwayedZoKnm5MGLBGkJfvv178rl2h4Vb9tOnVSO2zhyNr7sTQ39ZTURM/GfycWPJ6AFsnjmKSp6ujFi4Vi6f9IwsbM1M+LFTC0wM9P5Sfiev3GTxxp30ateMTfN+xsfTlRGzlxIRo3i7yczKxlBfl17tmn323DZ05iLCo2OYPXIQOxfPkJ7bjA3/Uq7/Ky5cuEDLli2xtrZGRUWF/fv3f3Gc8+fPU7FiRbS0tHBycmLlypUFYvbu3YuXlxeampp4eXmxb9++fyD7PKLg8hfEx8fTo0cPjIyM0NbWpmnTpjx58kT2/dSpU/Hx8ZEbZ/HixTg6Osr+zsnJYeTIkRgaGmJiYsLYsWORSCRy49SrV4+hQ4cyduxYjI2NsbS0ZOrUqXIxiYmJDBgwgP9j77zDojq+BvzSQZRepXcQVAQbKnbsvUdjr9FYYkuM3cSWaKLGaOy9K3bsvXfUKPaCBaRXpe/3x+risru4EBPyyzfv89zngbln5p69d+7MnDln5lpZWWFkZET9+vW5efOm7PzNmzepV68eZcqUwcjIiMDAQK5evQrA8+fPadmyJaamphgaGuLr60tYWNjnuUnA+uuPaO3rTFs/Z1zMjBhdpwLWpQ3YfrvwgZRZKT0sDPVlh5amhuzc9CZV6FTRFS9LE1zMyjChQQASJFx+oXyQoAr9oBAyb5wl88ZZcuOieXt4K7nJiehXVj6LpOPmi7aTJ6kbF5D9NIK85HhyXj8j5+UTmUzazhVkXj1F7puX5MVHk75vLWhooO3irbTMwti0/yit6tekdYNauNjbMrJXZ6zNTdlx+JRS+bJWFozq1ZlmdYIoXcpAqczeE+dISU/n59GDqejtjq2lOf7e7ng6K5/l/1zEHjrNg8nziN515G+9zsdIJBKO7NtIiw59CAyqj72TO32HTSUrM4NLpw+qzOfi4UunXiOoFtwYbW1dpTKP79/Cv2pdKlYOxsKqLJVrNMTPvzrPHkeord+6E1dpW70C7WpUxNXGnLHtG2BjWoatZ28olfdxsKZpYDncbS2wMzemRRVfang7c/1x/uCiiocjDSp64mpjjoOlKd3qVsajrCU3nhR9QLRt936aNaxPi0YNcHKwZ2i/XlhZmLP7wGGl8nsOHsHK0pyh/Xrh5GBPi0YNaNqgHlt27ZXJGJUpjbmpiey4Gn4LfT096hbDcJFIJBzbt5Fm7fsSUL0Bdk7u9B427f3zPaAyn4uHLx17fkPVWo3R1tFROJ+VmcH1i8fp0H04nr6BWNk60qrLIMytynLy0DalZe7YtYcmIQ1o1jgEJwcHBg/oi5WFOXvDlNezfQcOYWVpweABfXFycKBZ4xCaNKzPttBdcnK5ubnMmPMrPbt1wdbGWqGcqpUD6dO9G8E1ggq5U4qYt+pA4rEDJB0NI+tlJG9WLiI7PgazJi2Vypfy9CE79g0J+3eSHRPNu4g/STy0DwN3T5lMxqP7xKxZSsrZE0hysoukjzpsDDtB67rVaVOvBi52Nozq0R5rc1O2H1X00AOM6tGeHi0b4uvmhKOtFUO6tMTBxpLT1//87LptOHDyvW5BUt26t3uv2znlunVvR8+WDaS62VgxpHNLHG0sOfOZdJPqU4029arjYmfNqO5tsTY3YfsxVfq0pWeLBvi6OeJoY8mQzs1xtLHgzI07MhlfN0eGd21F46AAdHX+WsDOpn1HaFm/Fq0bBONib8s3vTpjZWFKaCF928jeXWhWJwhDVX3b8XOkpKXz05iP+zYPPP7mvu1/hfT0dCpWrMjChQvVkn/69CnNmjUjODiYGzdu8P333zNs2DB27Nghk7lw4QKdO3eme/fu3Lx5k+7du9OpUycuXbpUSMl/DWG4/AV69erF1atX2bNnDxcuXEAikdCsWTOys9VvsOfOncvKlStZsWIFZ8+eJSEhQam1umbNGgwNDbl06RI//fQT06ZN48gR6QBQIpHQvHlzoqOjCQsL49q1awQEBNCgQQMSEqSzPd26dcPe3p4rV65w7do1vvvuO3Ted9hDhgwhMzOT06dPc/v2bWbPnk3p0qUVdCgO2bl53ItJorqj/CxedSdrbkUVPiPXdeMJGi0LY9COs1z5hEGSkZNDTm4eRnqKgxCVaGqhbetI9mP5sJXsJ3fRdlDuTtf1rEjO6+cY1GyM6YjZmAz5gVIhHUC7kOvq6KKhqYWkkBlgZWTn5HDvSSTVKsjPslatWI7bDx4XqayPOX31FuU9XPlp5UaaDBjNF6OmsnpnGLl5ecUu899K7JtXJCfG4+ufPyjW0dHFyzeQR/duFpLz03j4+BNx6zLRr54DEPn0AQ8jwikfWFOt/Nk5uUS8iCbI21kuPcjbhZtPX6lVRsSLN9x8+prK7so7ZolEwqX7z3kWk0igivAzlfpl53D/8ROq+FeQS6/iX5E79x4ozXPn3gOq+FeUS6taqSL3Hz0hJydHaZ6woyeoH1wDA339IukHEPfmFclJcQrP19M3kMf3bxW5vA/k5eWSl5eLjq680aqrq8ejiHAF+ezsbB48ekzlSv5y6YGV/Ll7757Sa9y9d5/AAvKVAyrx4NFjuXu1fvNWTIyMadqoYbF+i1K0tdF38yQ9/Kpcclr4NQy8lYfCvb13B21zC0oHVAVAy9gUoxq1Sb329w1QPiY7J4d7T19QrYL8BFC18t7ceqCeNzEvL4+3GZkYGxr+LbpVL+8ll169vBe3HqqvW3pGBkalS30mfV5S3a+APn5e3Hr4rAj6ZGJk+Nf1Uabf/SeRVKso37dVq1CO2/eL37eduXYTPw83fl6xiab9R9F11BRWh/43+7bi0LRpU3788UfatWunlvwff/yBo6Mj8+bNw8fHh379+tGnTx/mzJkjk5k3bx4hISGMGzcOb29vxo0bR4MGDZg3b97f9CvEGpdi8/DhQ/bs2cO5c+eoUaMGABs2bMDBwYFdu3bRsWNHtcqZN28e48aNo3379oC0ohw6dEhBrkKFCkyePBkADw8PFi5cyLFjxwgJCeHEiRPcvn2bmJgY9PT0AJgzZw67du1i+/btDBgwgMjISMaMGYO3t7esjA9ERkbSvn17ypeXxoC6uroW864okvQuk1yJBPNSenLp5gZ6xKdnKs1jYajP+Ab++FiZkp2by/6IF3wVepalHYIJULEu5rdzd7AsbUA1R+VhDsrQKFUaDU0t8tLlw3Ik6SloGhopzaNpaoGOozvkZJO6dTEapUpj2KwrGvqGpO9dozSPYYN25KUmkf1E/Zl4gKSUNHLz8jAzltfF3LgMF5OUhxKpw+uYWK7diadxrWr8+t1QXkTF8PPKTeTk5tGvQ4til/tvJCVJahwbmciHexmZmBEfG6Usi9o0a9eLd2/TGD+0PZqamuTl5dGu22CqBytfo1CQxPS35OZJMC8jP4gyL1OKuNTCjdyQiYtITHtHbl4eg5rWpF0NeWMh9V0mIRMXkZ2Ti6amBt93DFEwkD5FckoKeXl5mJoYy6WbmhiTkJikNE9CUrJS+dzcXJJTUjE3M5U7F/HgEU+fv2Ds14OKpJtMx7/p+eobGOLmVYF925Zja++KkbEZl88e5OnDP7GydVTUIyVVeq8KhFuampqQcD1J6TUSEhMxNa2kIC+9VymYm5nx590IDhw+xpIFvxT7tyhDu4wxGlpa5CTJhw3lJiWibaI8TPbd/bu8+nUmdqMnoqmji4a2NqmXzxG97LfPqpsqklLT37eH8iFK5sZliE9OVauMDftPkJGZScPqlT4tXCzd5NtqM+MyxKmp2/qwE2RkZhFS7a/rpupemRmXIU7NvmN92Mn3+vj/ZX0U9FPRt5kZGxH/V/q2N7Fci70n7dvGDeNF1Bt+XrGJ3Lw8+v7H+rZ/ggsXLtCoUSO5tMaNG7NixQqys7PR0dHhwoULfPPNNwoywnD5FxIREYG2tjbVquUvgjQ3N8fLy4uICPUGqMnJyURFRREUlO/i19bWpnLlygrhYhUqyM962traEhMjjbW+du0aaWlpmJvLd97v3r3j8WPp7MXIkSPp168f69ato2HDhnTs2BE3N6lXYdiwYXz11VccPnyYhg0b0r59e4XrfUxmZiaZmfJGxweDSRUaGvL/SwA0lEmCs2kZnE3zG9wKtua8SXvHumsPlRoua64+4ND9lyxtH4yetlaheqiHCsUANDRBIiFt5wokmdL1NG8Pb6N0x4GkH9gIBcIj9Gs0RtevKilr5kCu8hnnT2pT8N5JFNOKQp5EgqlRGcYN+BItTU18XJ2IS0xi/d7D//OGy4VTYaz9Y4bs/xHj5wNKnqhEgsZfuYnA5bOHuXDqAAO+mY6doyuRTx+wacVcTEwtqVlfebiNMpQ+38LqILBqRFfeZWZz69lr5u85haOlCU0D82cvDfV02fptL95mZnHpwXPm7jqBvYUJVTwUB92f1k9eF8knKqDiuy5RfgIIO3ocFycHfDzd1dLl4qkw1i+ZLvt/6PgFygXVuIefos/wH1izcCpj+jVGU1MLR1dvqgY3IfKJcg8KKNYzySfrmZJ7i/Sev337jllz5zFy6FcYGyufSPnsaCCtgErQtXfCpt8Q4rauI+3GVbRNzbDuORDbQd8Q9fscpXn+HhUL3DMkaj3pQ+evsTT0AHNG9lcY0H823ZS+y5/m4PlrLA09yNyR/T6rbgrvrpI05fpcZ+nOQ8z9ps/fdq9AeVvxOfq27wZ2R0tTE29XJ2ITk9mw59B/1nBRNR771JhMHaKjo7G2lg9Ptba2Jicnh7i4OGxtbVXKREdH/+Xrq0IYLsWkoGHxcfqHhkFTU1NBrihhZB+jUyAOW0NDg7z37s+8vDxsbW05efKkQj4TExNAut6ma9eu7N+/nwMHDjB58mQ2b95M27Zt6devH40bN2b//v0cPnyYmTNnMnfuXIYOHapUl5kzZzJ16lS5tMmTJzNaibPDxEAPLQ0N4gp4VxLeZSp4YQqjvI0ZYfciFdLXXnvIyisPWNyuJh6WxkpyqkbyNg1JXq6Cd0XDsIyCF+YDeWlJ5KUmyYwWgNy4KDQ0NNE0MiUvIX/hrn5QCAa1mpKy7ldyY9QL/fkYE6PSaGlqKsxAJaSkKsxUFQULE2O0tbTQ+mjnK2c7W+KTUsjOyUFH+3+3WfCvWgdXz/zdY3KyswDpzLyJmaUsPSU5ESPjou9A9zFb18ynWbteVAtuDIC9kwfxsVHsD12lluFialgKLU0N4lLkvSsJaW8xL1N4eIa9uQkAHmUtiU9NZ/GBc3KGi6amBo6WUu+Gt701T6PjWXHkYpEMF2MjIzQ1NRW8K0nJKZiZKH/XzEyMSUhMlpdPSkFLSwvjMvLhpxmZmRw/c57eXTuprZP0+frJ/v/QnqYoPN8EBS9MUbGycWDMj8vJzHjHu7dpmJhZsmTOt1hY2SnIGhuVUX6vlHigPmBmakpiYqKCvJaWFkZlyvAs8gXRb2KYMC3fEP/QnzRq1Z7VSxZS1ta2WL8tJzUZSW4u2ibyHjAtY1NykpUv3rZo/wXv7t0hftdWADKfPyEqMwOXGfOJ3biSnETli9A/FyZlDKXtYXKB9jA57ZOD68MXrvPD0o3MGt6HagXCuT6rbgXa6sSU1E8uYj984To/LNvE7GG9qeb3eXRTqU+yGvpcvMEPyzcze2jPz6aPgn4q+rbE5L/et2lpF+zbbP4n+rb9OsW711fGf6F0PFZwHXRxUTpxVSBdmcxfnRgsDLHGpZiUK1eOnJwcuQVI8fHxPHjwAB8f6XaGlpaWREdHyxkv4eHhsr+NjY2xtbXl4sWLsrScnByuXbtWJF0CAgKIjo5GW1sbd3d3ucPCIt9D4enpyTfffMPhw4dp164dq1atkp1zcHBg0KBBhIaGMmrUKJYtW6byeuPGjSM5OVnuGDdunFJZHS1NvK1MuBQpvxPPpcgYKtiqP7C4H5uEhaF8DPzaaw9YfvkeC9vUoJy1qYqchZCXS05UJDqu8nG2Oq4+5LxQHmeb8+KxdHcwnXyjS9PMGkleHnkp+R2+flAjDIJbkLphPrlRz4uuG6CjrY23qyOXb8l78C7fiqC8p+qtXj9FBS83Xr6JlRm+AJFRb7AwNf5XN+zqYGBgiLWtg+wo6+CKsak5d2/mv6c52dncv3MNd++KhZT0abIyM9DUlG+cNTU1keQpn9QoiI62Fj4ONly8/0wu/eK9Z1R0URwcq0Iika6XKVSGT8so6KejjZebK1dvyq8VuRp+C19vT6V5fL09uRouL38l/BZe7q5oF6hbJ85eICs7h5A6wWrrpG9giJWto+wo6+CKsYkFd29+1IZmZ/PgzjXcvFR7jYuCnr4BJmaWpKelcCf8Av5VFTfu0NHRwdPdjWvh8uumroXfpJy38k05ynl7KchfvRGOp7sb2traONrbsWzhPJYs+EV2BFWrgn95P5Ys+AVLC+Vhs2qRk0PG4wcYVgyUSy5dMZB39+4ozaKpp4ek4FoB2f9/3yDlAzra2ni7OHDp9n259Mt/3qOCp4vKfIfOX2PaHxv4cUhPalUq3pbgauv2p7xul27fp4KHat0Onr/G1CUbmT6kx2fVTaqPPZf+lF+LdunPB1TwcC5En+tMXbKJ6YO7/2336oN+Xq6OXL4lv7708q0Iynv9lb7NnZfR8n3bi6iY/4m+TUNHo1hHUcZjRcXGxkbBcxITE4O2trYswkeVTEEvzOfk3/0k/8V4eHjQunVr+vfvz5IlSyhTpgzfffcddnZ2tG7dGpDuBhYbG8tPP/1Ehw4dOHjwIAcOHMDIKH9GYfjw4cyaNQsPDw98fHz45ZdfSEpKKpIuDRs2JCgoiDZt2jB79my8vLx4/fo1YWFhtGnTBl9fX8aMGUOHDh1wcXHh5cuXXLlyRbauZsSIETRt2hRPT08SExM5fvy4zPhShio3pCpf0pcB7kw8dJVy1iZUsDUj9PYzolPf0qG8tEH/7dwdYtPeMa1xZQA23niErVEp3MyMyM7LI+zeC449es3PzavKylxz9QGLL0YwvXFlbI1KEZeeAUApHW1K6apfrTMuHKF02z7kRD0n5+Vj9AJqo2VsRuo16c4mpeq3RbOMCWm7pUZe5u3LGAQ3p3TrXrw7uUe6xiWkg/QbLu/DxPRrNKZU3Vakha4gNykejfceHUlWJmQrX9ejii+aN2TKwlV4uzlR3sOVXcfO8CYugXYhtQH4feNOYhOSmPJ1b1meB++3+nybkUFSShoPnr1AW1sLV3vpd2Xah9Rh28ET/LJ6C52a1CcyOobVuw7QuUn9IulWVLQMS2Honj/jX8rFHqOK3mQlJJPx4q+tN1GFhoYGIS26sm/7SqxsHbC2dWT/jpXo6ulTrXb+WpRl8ydhamZJh+5SL2NOdjav3+8Ul5OTTVJ8DJFP76OnXwprW+kid/8qwezbvhIzCxvsHN14/uQeh/ZsILhBa7X1616vMuPX7aecgw0VXezYcT6cqMQUOtbyB2D+nlPEJKcxvXtzADafvo6NqREu1lJv0Y0nr1h7/DJf1M4fgK44fJFyjjY4WJiQnZvLmTtP2Hf5DuM7hShc/1N0bN2cGfMW4uXuhq+XB3sPHeNNXBytmkjLWrp2I3HxCXz/zdcAtGoSws79h/h9xVpaNKrPnfsPCTt6nImjhiuUHXb0BLWqVcbYqPihKBoaGjRo0ZWwHSuxsnXE2taRsNAPz7epTG7F/ImYmlvR7kvlzzcxQfp89fUNZGtY/rxxHiQSrO2ciY16wba187Cxc6ZG/VZKdWnfphWzf5mPp7sb5Xy82H/wCDGxcbRsJvXILV+9jrj4BL57fy9aNG3M7n1hLF62kmZNQrgbcZ+DR47x/ZiRAOjq6uLi7CR3jdLvF5V/nP7u3TteReUPHKLevOHRk6eUKV0aaytLVBG/Zzt2w78j4/ED3t6/i2lIc3QsrEg8JN0BzurLvmibWfB6wWwAUq9cpOzgkbxt3JK0cGmomE2fwbx7EEFO4vuNVrS10bOX6qahrY22uQV6zm7kZbwjO/q1Sl3UpWuzekxetI5yrg6U93Bh5/HzRMcl0r5BLQAWbt5DbEIyUwd3B6RGy+TF6xjVoz1+Hs6y9R36ujoqd10sLt2a1mXS4vX4uDhSwcOZ0OPniY5PpH2Dmu9120tMYjLTvvoSkBotk/9Yz+ju7fBz//y6SfXZgI+rAxXcnQk98UEf6ZrchVv2SfUZ1O29PteZvGQDo79si5+7k1J9snNyePLqzfu/c4lNSOb+81eU0tPFwUZ1XVPGFy1CmPrbSnxcnfDzdGP30dO8iUugbYh0YmDRxlBiE5KY/HUfWZ4Pfdu7jEwSU1J58OwFOtpauLzv29o1qsO2g8dlfduL6Des3hlGp6Z/b9/2OdDULp7x/7nCwpQRFBTE3r175dIOHz5M5cqVZVFAQUFBHDlyRG6dy+HDh2Vrv/8OhOHyF1i1ahXDhw+nRYsWZGVlUbt2bcLCwmQP1MfHh0WLFjFjxgx++OEH2rdvz+jRo1m6dKmsjFGjRhEVFUWvXr3Q1NSkT58+tG3bluTkZFWXVUBDQ4OwsDDGjx9Pnz59iI2NxcbGhtq1a2NtbY2Wlhbx8fH06NGDN2/eYGFhQbt27WTuxdzcXIYMGcLLly8xMjKiSZMm/Prrr5/tPjXytCfpXRbLLt0n7m0GbuZGLGhdA1sjaThMXHoG0an5oVfZuXnMO/MnsWnv0NPWwtXciPmtgqjlYiOT2XbrKdm5eYwNuyx3rQHVvBlYXf0PeGXdvUp6KUMMajdHs7T0A5QpG38jL1ka9qBR2hjNj0OKsjNJWT8Pw6ZdMO4/nry3aWTdvcrbE7tlIvqV66ChrUOZTvILjt+e2su7U/KNwKcIqVGF5NR0Vu7YT1xiMq4OZfn1u6+xtZTOdsQnJfMmXj5Eo/u3P8r+vvckkkPnLmNrac6uhdKQE2sLMxaMH86va7bRbew0LM1M6NK0Pt1bq7eovLgYB/oRdGyd7P9yc74H4MXaUG71/TwzRMpo2rYnWVmZrF86i/Q06QcoR03+HQOD/EXxCbHRaH7k2k5KjGXKyPwPTh7cvY6Du9fh5RvItz9K39+u/ceyc+Ni1i+dRUpyIiamFtRt1J5WndT/nkaTAB+S0zNYeug8scnpuNta8PugDpQ1k4YXxaWkE52YH06RJ5GwYN9pXsUno62pgb2FCcNb1qFDTX+ZzLusbGZsO8ybpDT0dLRxsTJjeo/mNAko+oft6gfXICU1lTVbdpCQkIiLkwOzJ32HzfsBcXxiEm8++u6CrbUVsyZ9x+8r1rAr7BDmZqYM7debOjXkP4j44tVrbt+9x5yp44usU0GatO1JdlYGG5fOIj09BVcPP76ZtAj9j59vXDQaH4WPJCXG8sOoL2T/H969jsO71+HpG8iYH6Te5ndv09i5fiGJ8W8wLG1MQFB92nQdgraKHQTr1a5FSmoq6zdvJSEhEWcnR2ZMmYC1lTSGNiExkZjY/N0RbW2smT5lAouXr2LP/gOYm5sxZEBfatcs2rbG9x8+ZvT3E2X//7FcOsnSqEE9xn4zTGW+lHMn0SpjhEWn7mibmpEZ+YzIH8eRHSv1jmubmqNjmR//m3ziEJoGBpg2a4N170HkpqeRfjucmLX53nkdU3Pcfs3v3yzadMaiTWfS/wzn+cT8770Ul0ZBASSnpbM89BBxScm42dsyb+wgbC2lbXRcUgrR8fme79Bj58jNzeOnVdv4aVX+NtbNa1dlyqAv/7I+SnXbma/b/DEDVet2/Dy5uXnMXr2d2au3y9JbBFdlyqBuCuUXWZ/qlUhO/aBPynt9BmBr8ZE+cUr0WbOD2Wvyt7ttEVyFKQOlbWFsYgrdxuevZ1oXdoJ1YScI8HZj6YSvi6Tfh75txY79xL/v234ZN1TWt8UlJit8A6fH2B9kf9978pzDZy9jY2nOrt9nAtK+bf6EEcxbs5Uvx0zF0syEzk0b0L3N39u3fQ40dP7+AKi0tDQePcr/uPbTp08JDw/HzMwMR0dHxo0bx6tXr1i7di0AgwYNYuHChYwcOZL+/ftz4cIFVqxYwaZNm2RlDB8+nNq1azN79mxat27N7t27OXr0KGfPKt+i/HOgIVG1WEMgKCJpi4r+1et/itKDZxE/bUBJq6ES80lLSQo/WdJqqMTEv26xY3D/CZpn3+fc3bSSVkMlNcuVJuPQipJWQyn6jfsSdS+8pNVQia23P6fvFG0r8X+S2r6GvHh499OCJYSDRznutm1Q0mqopNzOY6RcU9xJ89+CUWBjUq+q/uZTSVOmchNSr3y+7659TspUaUbiTeXfZfk3YFpR+ffaSoIj1n6fFlJCyBv1v/tz8uRJ6tWrp5Des2dPVq9eTa9evXj27JnceulTp07xzTffcOfOHcqWLcu3337LoEHyk7Lbt29nwoQJPHnyBDc3N6ZPn672lsvFQXhcBAKBQCAQCASCEkJD5+9fJ1a3bl2VG0sBrF69WiGtTp06XL9+vdByO3ToQIcOHf6qemojDBeBQCAQCAQCgaCEKO4al/+PCMNFIBAIBAKBQCAoIf4Jj8t/BWG4CAQCgUAgEAgEJYTwuKiPMFwEAoFAIBAIBIISQkNLGC7qIgwXgUAgEAgEAoGghNAUhovaCMNFIBAIBAKBQCAoITQ0heGiLsJwEQgEAoFAIBAISggNrb//A5T/FYThIhAIBAKBQCAQlBAiVEx9hOEiEAgEAoFAIBCUECJUTH2E4SIQCAQCgUAgEJQQwuOiPsJwEQgEAoFAIBAISgixHbL6CMNFIBAIBAKBQCAoITQ0xeJ8dRGGi0AgEAgEAoFAUEKINS7qoyGRSCQlrYRAIBAIBAKBQPD/kesNahUrX8Cxs59Zk38/wuMi+GwcDM8qaRVU0sRflyePH5e0GipxdXNj+6W8klZDJR2qaXLublpJq6GSmuVKs1/Hq6TVUEnz7PukX9hV0mooxTCoDWHXs0taDZU0C9Dh/uMXJa2GSrzcHHj26EFJq6ESZ3dPTtx+V9JqqKReeQPGr8wsaTVUMr2PHi8e3i1pNVTi4FHuX1v/nN09Sb0SVtJqqKRMlWYlrYIMsThffYThIhAIBAKBQCAQlBAiVEx9hOEiEAgEAoFAIBCUEGJxvvoIw0UgEAgEAoFAICghhMdFfYThIhAIBAKBQCAQlBBijYv6CMNFIBAIBAKBQCAoIYTHRX2E4SIQCAQCgUAgEJQQYo2L+gjDRSAQCAQCgUAgKCGEx0V9hOEiEAgEAoFAIBCUEMJwUR/hmxIIBAKBQCAQCEoIDU2NYh1FZdGiRbi4uKCvr09gYCBnzpxRKdurVy80NDQUDl9fX5nM6tWrlcpkZGQU6z6ogzBcBAKBQCAQCASCEkJDU7NYR1HYsmULI0aMYPz48dy4cYPg4GCaNm1KZGSkUvn58+cTFRUlO168eIGZmRkdO3aUkzMyMpKTi4qKQl9fv9j34lMIw6WE6NWrF23atClpNQQCgUAgEAgEJYimlkaxjqLwyy+/0LdvX/r164ePjw/z5s3DwcGBxYsXK5U3NjbGxsZGdly9epXExER69+4tJ6ehoSEnZ2NjU+z7oA5ijcvfzLNnz3BxceHGjRv4+/vL0ufPn49EIik5xf5hJBIJB7cv5vyx7bxLS8HJozwd+ozH1sFdZZ7zx7Zz5fReol48BMDBpRwtvhiOk3t5ObmkhDfs2fArEeFnyc7KxMrWiS8GTcXBVerOPHNoMz+NXE1MTAxOTk4MHDAAPz8/lde9dfs2y5Yt4/nz55ibm9OhfXuaN28uJ3P27FnWrltHVFQUtra29OzZk5o1asjO9+zVi5iYGIWyWzRvzpAhQ8jJyWHN2rVcvXKFqOhojIyMsPMMonGnURiZWim9f8d3/s6Vk1t5l56Cg1sFWvaYiLW9h8rfcefKYU7uXUpCTCS5OTmY2zhRq2kvKtVsLZM5tXcpd64eITbqCTo6+jh6VKJx51FY2rqoLFeZbru3LOXU4VDepqfi6uHHlwO+xc7RTWWeV5GP2bXpD549jiA+NooufUbRqGVXOZnc3Bx2b17KxdMHSE6Kx9jUglr1WtCiYz80/4YdWMxqVcZ1VF+MA/zQL2vF1faDebPn2Ge/TkG2HrvA2gOniEtKxdXOmtFdWxLgpfz+H7v6J9tPXOB+ZBTZ2Tm42lkzsE1DapT3Uip/6GI44/7YRN1K5fhleM9i6SeRSDi0YxEXjm3nXXoKju7lad97QqHv7oVj27lyZg/RLx8BYO9Sjuad5d/daUMbkRj3WiFvzZAudOgzQaUumzas5fDBMNLSUvH08mbQ4GE4OjkX+hvOnz3NhnWrZe/rlz37EFSjlux82P49HNi/l5g3bwBwdHKiyxfdCaxSVSbTqllDpWWPGTOGhnVrA7B33362hYaSkJCIk6Mjgwb0p7yfr9J8IG1rlixbwfPISMzNzOjYoT0tmjXN1+vgIY4eP87zZ88BcHd3p3fPHnh7ecpkNm/dxrnz53nx8hW6urqU8/Gmb+9eONjbF3pPPiCRSNi39Q/OHg3lbXoKzu5+fNF/HGULeb5njuzg0ql9vH4hfb6OruVo3fVrXDzyn+/B0BXcuHSM6FfP0NXVw9WrIm2/HIGNnbNaehVG/UpaVPHSwkAXXsRK2Hshh5ikwvtTfV0ICdTG10kTfV1ITJNw4HIuD17mqX3d3fsPsC10F/EJiTg7OjC4f1/K+5VTKX/z9p/8sXwVzyJfYG5mRuf2bWjZrIlS2ROnzjD951+oUb0q0yaMUyqzcesOVq5dT7tWLRg8oK/cuc9d9549f87a9Rt49Ogxb2JiGNi/H+3atJYrIzc3l3UbNnL85EkSE5MwMzUlpGEDunbprFYbve3IWdaFnSAuKQVXOxtGfdmGSt7K+43jV26x/dg5Hjx/JW377G0Y0K4JQRW8ZTKPX0bxx46D3Hv6gqi4REZ+2YauTep8Uo9/A8Vd45KZmUlmZqZcmp6eHnp6enJpWVlZXLt2je+++04uvVGjRpw/f16ta61YsYKGDRvi5OQkl56WloaTkxO5ubn4+/vzww8/UKlSpWL8GvUQHpcSwtjYGBMTk5JW4x/j2J6VnNi/lg69v2fkjE2UMbZg0fQBZLxLV5nn0Z0rBNRoyteTVvLND+sxtbBl8fSBJCW8kcm8TUtm/qQeaGlpM2jcYsbN3UXr7qMxKGUEwPXzB9m5ZjZfffUVC3/7DV9fXyZOmqTUqACIjo5m0qRJ+Pr6svC33+jcqRN/LFnC2bNnZTIRERHMnDWLBvXrs+j332lQvz4zZ87k3r17Mpn58+ezYf162TFj+nQAgoODAWlj8/jRI7744gsW/vYbCxcuJD76Get+HaxUrzP7l3Pu4Gpadp/A4KlbKW1swaqf+pJZyP0zKG1C3VYDGThxE0On7yIwuC2hy8bz8Fb+b3l67wrVG3Zl0KTN9P52BXm5Oaz+qS9ZmW9VlluQAzvXcHjPBr7s/y0Tf1qLsak5c6YM5l0humVlZmBpbUeH7kMxNjVXKhMWuoaTh7bTrf9Ypv+2nU49hnFg1zqO7d+stm5FQcuwFCm37nNn+LS/pXxlHLp0kzkb99K3ZX02ThtGJU9nhv6ykqj4RKXy1+8/oZqvB79905sNU4ZR2ceNEfPWcO/5KwXZ13GJ/LplP5U81TdClXF870pOhq2lfe/v+Wb6ZoxMLPhjRv/C392IKwTUaMaQCSsZPnU9puY2/DFzgNy7O3L6ZqYuPik7Bn2/DAD/6o1Ulhu6fQu7d+5gwFdfM3fe75iamjFp/Le8fau6vt6LuMtPs36kbv2GLPh9CXXrN+SnmT9w/16ETMbCwpKevfvxy/xF/DJ/ERUqVmL6D5OIfP5MJrNm/Va5Y9iI0WhoaNC4cWMATp4+wx/LlvNF504sWjAfPz9fJkyeUmhbM2HyVPz8fFm0YD5dOndk8ZKlnDl3TiZz6/Zt6tWuzU8zZ/Dr3J+xsrLk+4mTiIuL/0jmT1o2b868uT8z88cfyM3N5fsJk9SOMT+8azXH9q2nS9/v+G7WBoxNLJg/7atCn++DO1epXKsJ30xZxtgZazGzsGHBD1+RGJ//fB/cvUadJp35duZahk/6g7zcXBb88BWZGe/U0ksVweW1qOmrxd4LOSzak03aOwm9m+igW8g0rJYm9G6sg2lp2Hg8m3k7sth1LoeUt+pPHp44fZbFy1bStVMH/lgwl/K+5Rg35QfexMQqlY+KfsP4KT9S3rccfyyYS9dO7fl96QpOn7ugIPsmJoYlK9dQ3le1EXTvwUPCDh3G1dlZ4dzfUfcyMzOxtbGhT6+emJmaKi1ny7bt7D9wgCGDBrHsj0X069Ob7aE72b13n8rf8YHDF28wd/0u+rQKYcOPo6nk5cqwn5cSHae87btx7zHV/DyZP3oA634cRWUfD76Zu5x7z17KZDIys7G3NOfrzi0wNy7zSR3+TRQ3VGzmzJkYGxvLHTNnzlQoPy4ujtzcXKytreXSra2tiY6O/qR+UVFRHDhwgH79+smle3t7s3r1avbs2cOmTZvQ19enZs2aPHz48K/dkEL4TxguBw8epFatWpiYmGBubk6LFi14/Pix7PzLly/p0qULZmZmGBoaUrlyZS5duiQ7v3jxYtzc3NDV1cXLy4t169bJzj179gwNDQ3Cw8NlaUlJSWhoaHDy5EkAEhMT6datG5aWlhgYGODh4cGqVasAcHGRDhoqVaqEhoYGdevWBRRDxfLy8pg9ezbu7u7o6enh6OjI9PeD3Q86hIaGUq9ePUqVKkXFihW5cEG+ATx//jy1a9fGwMAABwcHhg0bRnp6fuezaNEiPDw80NfXx9ramg4dOsjObd++nfLly2NgYIC5uTkNGzaUy/tXkEgknApbT6O2/alYrSFlHT34csh0sjMzuHZ2v8p8PYbNJrhxF+ydvbG2c6XLwCnkSfJ4cDv/2R3dsxITcxu6Df4RJ/fymFvZ4VW+OhY2DgCc3L+W6vXb0bFjRxwdHRk0cCCWlpbs36/8uvvDwrCysmLQwIE4OjrSpEkTGoWEsCM0VCaza9cuAipVonPnzjg4ONC5c2f8/f3ZtXu3TMbE2BgzMzPZcenyZWxtbSlfXjojaWhoyIwZM6hduzb29vb4+/vTovsEXj+7Q1KBWWiJRMK5Q2up22ogvlUaYW3vSYcBs8jOyuDmBdUdhKtPVXwrh2Bl54a5tSM1GvfA2sGTZw+uyWR6jVlGQHBbrO09sHX0pn3/GSTFR/Hq6R2V5RbU7ci+jbTo0IfAoPrYO7nTd9hUsjIzuHT6oMp8Lh6+dOo1gmrBjdHW1lUq8/j+Lfyr1qVi5WAsrMpSuUZD/Pyr8+xxhFL5v0rsodM8mDyP6F1H/pbylbHh0Bna1K5C2zpVcS1rzZhurbA2M2b78YtK5cd0a0WvZnXxdXXA0caCoR2a4Ghtzulw+XuSm5fHhCWbGdQmBHtLs2LrJ5FIOHVgHSFtBlChagi2Dh50/WoGWVkZXD+n+t3t/vVsajXqgt37d7fzgKlIJHk8/DP/d5U2MsPIxEJ23L1+CgtrB9x8qqjUZc+uUDp16UqNmsE4ObswYtRYMjMzOH3yuEpd9uzagX+lQDp27oq9gyMdO3elgn8l9uzOf6erVguicpVq2NnbY2dvT/eefdDXN+DeR8aNqZmZ3HHp4nnKV/DHwUHa1oTu3EXjRiE0bdwYR0cHvhrQH0sLC/aFHVCq176wg1hZWvLVgP44OjrQtHFjGoU0ZEfoTpnMd2NG07JFc9zcXHF0cGDE0K+R5OVx4+ZNmcyMH6bSKKQhzk5OuLm6MOqbEcTExvLw0SOV9+Tje3ps/waatutHpeoNsHN0p+fQH8jKfMflM8r1Bug7YiZ1m3TGwcUbGzsXvhw0CYlEwv3bl2UywyYsoka91pR1cMfe2YseQ6aSEBdF5JO7n9SrMGr6anHyZi53n+cRkyRh++kcdLSgopvq4UyghyYGehqsP5pDZIyEpHR4/kZCdIL6hsuOXXtoEtKAZo1DcHJwYPCAvlhZmLM3THk7t+/AIawsLRg8oC9ODg40axxCk4b12Ra6S04uNzeXGXN+pWe3LtjaWCst6927d8yc8yvfDB1M6dKGCuf/jrrn5elJ/759qFunNjo6OkrLibh3j6Bq1alWtQo21tYE16pJQCV/tQatGw6cpHXdarSpVx0XO2tGdW+LtbkJ24+dUyo/qntberZogK+bI442lgzp3BxHGwvO3Mjvq3zdHBnetRWNgwLQ1fnfCigq7uL8cePGkZycLHeMG6fcYwfSsK6PkUgkCmnKWL16NSYmJgpLHKpXr86XX35JxYoVCQ4OZuvWrXh6evLbb78V6z6ow3/CcElPT2fkyJFcuXKFY8eOoampSdu2bcnLyyMtLY06derw+vVr9uzZw82bNxk7dix5eVL38M6dOxk+fDijRo3izz//ZODAgfTu3ZsTJ06off2JEydy9+5dDhw4QEREBIsXL8bCwgKAy5elDfnRo0eJiooi9KMB8MeMGzeO2bNny8rauHGjgmU8fvx4Ro8eTXh4OJ6ennzxxRfk5OQAcPv2bRo3bky7du24desWW7Zs4ezZs3z99dcAXL16lWHDhjFt2jTu37/PwYMHqV1bGt4QFRXFF198QZ8+fYiIiODkyZO0a9fus4Wyxce8JCUpDu8K+aFU2jq6uJUL5OmDm4XklCcrM4O8nBxKlTaWpf159SQOruVY9ctIxvevw0/fduT8se0A5ORk8+LJXbw+ui5AQKVK3I1QPvi9FxFBQAEXZ0BgIA8fPpTd64h79wgICJCTCQwIIOKu8g45OzubEydO0KhRo0IbiIy3qWhoaKBvaCSXnhj7krTkONz9asrStHV0cfaqQuTDGyrL+xiJRMLjOxeIi3qGi3dl1Tq8SwWQu8eFEfvmFcmJ8fj6V5el6ejo4uUbyKN76j9bZXj4+BNx6zLRr6RhMpFPH/AwIpzygTU/kfN/g+ycHCKevaK6n3y4X5CfJzcfPVerjLy8PN5mZGJkWEoufenuo5iWMaRNnaoqcqpHfMxLUpPi8Cov/+66+1Tm6YNwtctR9u5+TE5ONtfO7qNq3bYq35E30VEkJibgHxAoS9PR0cW3fAUiIlQb2vfu3aXSR3kAAgIqc++u8jy5ubmcPnWCjIwMvH2Uz4AnJiZy9colQhpJw36ys7N5+OgRgQXajsAA1W1NxL17BAbIy1cOCODBw0eytqYgmZmZ5OTmUqZMaaXnAdmEU5nSn55xjot5RUpSHD4Vg2RpOjq6eJSrzJP74Z/M/4GsrAxyc1U/X4B3b9MA9dsWZZiWgTKlNHj0Kj+8KzcPnkXn4Wilejjj7ajJi5g8WtXQZtwXugxrq0OdClqoMV4DpM/3waPHVK7kL5ceWMmfux952j/m7r37BBaQrxxQiQePHss93/Wbt2JiZEzTRspDEQEWLF5KtSqVCfSvqHAuKyvrH6l7yvArV47wmzd5+Urq8X385Cl37kZQpbLqPgakbd+9py+p7icf4lrdz4tbD5+pde28vDzSlbR9/6sU13DR09PDyMhI7igYJgZgYWGBlpaWgnclJiZGYaxZEIlEwsqVK+nevTu6usonGj+gqalJlSpV/laPy/+WSaqC9u3by/2/YsUKrKysuHv3LufPnyc2NpYrV65gZiadeXR3z4/dnTNnDr169WLwYGmIzsiRI7l48SJz5syhXr16al0/MjKSSpUqUfn9y+r8kSvX0tISAHNzc5ULllJTU5k/fz4LFy6kZ09pHLqbmxu1atWSkxs9erRsrcXUqVPx9fXl0aNHeHt78/PPP9O1a1dGjBgBgIeHBwsWLKBOnTosXryYyMhIDA0NadGiBWXKlMHJyUkWgxgVFUVOTg7t2rWTxS5+8Ax8DlKTpGENZYzlQ4LKGJuTGBuldjl7N/6KsZkVXuXzB8nxMS85d2QrdZv3IKRtf54/uk3oqlloa+viVb46eXm5GBW4rompKYmJyt3RiYmJmBRwi5uamJCbm0tKSgpmZmZSmQJhfiYmJiSoKPPChQukpaUR0lB1x5SZmcmhrb9QIagF+gbyg5LU5DgAShtbyKWXNjZX8M4UJONtKrOH1yUnJwtNTU1a9pgkZwB9jEQiIWzjbJw8A7G291QqU5CU98/WyET+HhuZmBFfhGerjGbtevHubRrjh7ZHU1OTvLw82nUbTPVg5THi/2skpb4lNy8PcyP5521mVJr45FS1ylh38AzvMrNpVLWCLC384TN2n77Cpmkj/rKOH+pewXe3tLG50vUpqti3SfruevoFKT1/+8ox3r1NpWrtNirL+PDOmpjIv58mJqbExrxRlgWApMREpXkKtgHPnj5h7KhhZGVlYWBgwPcTp+DoKB/L/YHjRw9jYFCKoJrS0M+UlBTy8vKUtguJiUkqf48y+dzcXJJTUjA3U/SUrVy9BnNzcwI+Wi/5MRKJhKXLVuDrWw5nZ+W6f0xKovT5GpnIX8vIxIyEIry/O9fPx8TMCp8K1VTqtX3NXNy9K2HnqHrtzKcoYyC1NNLeyU+qpWWAiaFqK8SsjAYmthrcfJLHmsPZmBtp0CpIG01NOBGe+8nrJqekkpeXh6mpiVy6qakJCdeTlOZJSEzE1LSSgvzHz/fPuxEcOHyMJQt+UXntE6fO8PDxExb9+rPS84mJif9I3VNGp44dSH/7ln4Dv5K10b16dKde3cLXlSSlppObl4dZgXAuM+MyxCWlqHXt9WEnycjMIqSav1ry/3aKukNYUdHV1SUwMJAjR47Qtm1bWfqRI0do3bp1ITnh1KlTPHr0iL59+xYqB9J3PTw8/LOOIQvynzBcHj9+zMSJE7l48SJxcXEyb0pkZCTh4eFUqlRJZrQUJCIiggEDBsil1axZk/nz56t9/a+++or27dtz/fp1GjVqRJs2bahRo8anM36kQ2ZmJg0aNChUrkKF/MGJra0tILWWvb29uXbtGo8ePWLDhg0yGYlEQl5eHk+fPiUkJAQnJydcXV1p0qQJTZo0oW3btrKwswYNGlC+fHkaN25Mo0aN6NChA6Yq4lpVLQYDacdx9cw+tizLXycw8LvfpX8UnN6SKElTwbHdK7l+7gBfT16Jjm7+bIIkLw8HN19afjEcAHsXH6JfPubckS35Bk7By37CNVrwjDLPk4K7VUnaBw4dPkzlypUxN1e+liMnJ4dvvvkGiSSPVj0nEX5+L7tXTZGd7zFqsSrFPuni1dU35OsfQ8nMeMuTuxc5sGk2ZlYOuPoozsTvXfsD0S/uM2DCBiUlSblwKoy1f8yQ/T9i/Hylqqmj26e4fPYwF04dYMA307FzdCXy6QM2rZiLiaklNeu3/Etl/6tQcN2DhuIdVeDgxXCW7DrCr8N7Yvbe+El/l8mEJZuZ2Ls9pmUUQ0o+xbWz+9i6fKrs//5jFynVEYlELR1Bur7txvkwhkxcJffufsylk6F4+9fC2Cx/Y4oPuozX0iAvL49JU6e/V0VRl0+2I0rfV3kRO3sH5i1cQnpaGufPnWHe3J+Y8dMvSo2Xo0cOUqdefYXZR2VhGIXdJsV3RNrWKLu3W7fv4MSp0/w8a4bKWc/fF//B02fPmPvzbKXnL53ez8alP8r+HzLut0L0Vu/5Htq1iivnDjJyynKVz3fz8pm8fP6AMT+uVqvMD1R01aR1zfxhytoj2SplC4sP0NCA9AzYdS4HiQRex0swKpVLcHkttQwXWTkFr/nJdk7JfUV6v9++fcesufMYOfQrjI2NlGUmJjaO35etYPa0yZ+c6f47654qTp0+w7ETJ/luzGicnBx5/OQJfyxdjrmZGSENCx/PKNVZqV6KHDx/naU7DzH3mz4Kxs//Kv/EByhHjhxJ9+7dqVy5MkFBQSxdupTIyEgGDRoESCN/Xr16xdq1a+XyrVixgmrVqind1Gjq1KlUr14dDw8PUlJSWLBgAeHh4fz+++9/2+/4TxguLVu2xMHBgWXLllG2bFny8vLw8/OTzZx9isJi/j7sjPHx4DU7W77xbNq0Kc+fP2f//v0cPXqUBg0aMGTIEObMmaOW/uroCMjFmX7Q74ORlpeXx8CBAxk2bJhCPkdHR3R1dbl+/TonT57k8OHDTJo0iSlTpnDlyhVMTEw4cuQI58+f5/Dhw/z222+MHz+eS5cuydbofMzMmTOZOnWqXNrkyZOp3uZ7APwq18PJI9/IysnOAiA1KQ5jU0tZempKvMJMrjKO713NkV3LGTxhGXZO8q5lI1NLbOzkdyGxtnPl5qWjGBqZoqmpJfMKfCA5KUnlxgimSrwxScnJaGlpYWRkpFImOSkJUyVlvnnzhvDwcCaMH6/0ejk5OcyYOZOEhAT6jF2FvkFpfCrVx8FN8f6lJcVhZJI/sEtLSaC0UeH3T1NTE3Nr6cCrrJMPMa8fc2rvUgXDZe/aH7l34wT9xq/D2Ez1Vob+Vevg6pk/k/JBt+SkeEzM8p9tSnIiRsbFX1sBsHXNfJq160W1YOniZ3snD+Jjo9gfuuo/YbiYlCmFlqamgnclMTUNM2PVoUAgXdQ/beV2Zg/uRjXf/FCzlzHxvI5LZMS8NbK0vPdtV5U+4widNRoHK9V1xjewHqPdP/3upqUkUFqNd/fEvlUc3b2Mr75fRtkC7+4HEmJf8+D2RXqPnKdUl7q+2jyJjCLnfbubmJiAmVn+tZOSkxQ8Kh9jYmpKUmKCXFpykqIXRkdHh7Jl7QDw8PTi0cP77N0dypCh38jJ3fnzNq9evmDsd/k7nxkZGaGpqanYLiQnK20XQEVbk/ShrZEfjG3bEcrmrduYNf0HXJW0yQC/L17ChUuXmTt7JpYWFkplKlapK7fzV07O+/c3MV6+bVbz/T28ew0HQ1cwYtIS7J2Ve2k3r5jFraunGDVtJabmhYekFCQiMo8XsVmy/7Xfb/9a2kCD1I+8LqX1Fb0wH5P6FnIlEj6eg4pNllCmlAZamtJws8IwNiqDpqYmCQU8GElJyZiaKA99Myvs+ZYpw7PIF0S/iWHCtPyJoA/jjEat2rN6yUKePoskKSmZr0aMlsnk5eVx+85ddu0L48DOrZiamv6tda8wlq1cReeOHahbRxp27uLsTExMLJu3bSvUcDEpYyht+wp4VxKTUz+5qP7wxRv8sHwzs4f2pJqf8jblf5G/2+MC0LlzZ+Lj45k2bRpRUVH4+fkRFhYmi7SJiopS+KZLcnIyO3bsUDmZn5SUxIABA4iOjsbY2JhKlSpx+vRpqlb9a2HKhfE/b7jEx8cTERHBkiVLZDs2fbwDVIUKFVi+fDkJCQlKvS4+Pj6cPXuWHj16yNLOnz+Pj48PkB/qFRUVJQut+nih/gcsLS3p1asXvXr1Ijg4mDFjxjBnzhzZLElurupZHQ8PDwwMDDh27JjCjg3qEhAQwJ07d+TC4Aqira1Nw4YNadiwIZMnT8bExITjx4/Trl07NDQ0qFmzJjVr1mTSpEk4OTmxc+dORo4cqVDOuHHjFNL19PQ48T6cVt/AEH2D/NleiUSCkYkF929dwN5Fel9zcrJ5fPcaLbuOKPR3HduzisOhS/nq+z9wdFPc2tHFy5+YqGdyaTFRzzC1tEVbWwcH13Lcv3UByN/m8fqNGwRVr44yvH185DZuALh+/ToeHh5oa0tfFx9vb67fuCHnbr1+/To+5RTj4Y8cOYKxsbHSl/iD0fL69Ws2b97M8YcmAOgZGKJX4P6VNrbg0Z3zlHUu9z5vFs/uX6Fxp1FKf4dKJBJyc7I++lfC3nU/cvfaUfqNW4OZZeFbqBoYGGJQQDdjU3Pu3ryEk6t0W8qc7Gzu37lGxx6KRnRRyMrMQLPALJSmpiaSvP/GNuI62tr4ONtx6c5D6gfmz2RdvPOQupVU7y508GI4U1dsY8agrgT7+8idc7a1ZOuP8gPtRTsOkZ6RyZhurbAxK3x9gbJ3t4yJBfdvy7+7jyKu0vKLb1QVA0h3IzuycykDxy3B0U319uOXT+2ktLEZ5SrVVqqLk5MOGTmaSCQSTE3NCL9+HTc3qbGWnZ3Nndu36Nm7v8ryvb3LEX7jOq3b5m9GcuP6NbzLqd4qVvrbFSepAI4cPoC7uycurvkTJjo6Oni4u3P9xg1q1sgPh7t+I5yg6srDp3y8vbl0+bJc2rUbN/D0cJe1NSA1WjZu3sKMH6bi6aG4/blEIuH3P5Zw/sIFfp45s9BvKKhqmyNuXcDxo/f34d2rtP1yhMpyAA7vXk3YjuUMm7AIJ3fFeymRSNi8Yhbhl48zcupyLKztCi1PGVk5kCBn10tIfSvB3U6TqARpn6qlCc42mhy6qnptxvOYPCq6aqFBvmfG3EiDlLeSTxotIH2+nu5uXAu/Sa0a+X3HtfCb1KimfIBWztuLC5evyKVdvRGOp7sb2traONrbsWzhPLnzq9Zv5N3bdwwe0BdLCwtMjE0UZH6evxBHezs6t2+LlpYWurq6f1vd+xSZmZkKE7/qtNE62tp4u9hz6c8H1KuSP1Fy6c8H1AlU3VYcPH+dH5ZtZvqQ7tSqVPj7K1DO4MGDZUsjCrJ69WqFNGNj40J3bfz111/59ddfP5d6avE/b7iYmppibm7O0qVLsbW1JTIyUm6f6i+++IIZM2bQpk0bZs6cia2tLTdu3KBs2bIEBQUxZswYOnXqREBAAA0aNGDv3r2EhoZy9OhRQOoNqV69OrNmzcLZ2Zm4uDgmTJD/xsCkSZMIDAzE19eXzMxM9u3bJzN8rKysMDAw4ODBg9jb26Ovr4+xsfzgQV9fn2+//ZaxY8eiq6tLzZo1iY2N5c6dO2rFFAJ8++23VK9enSFDhtC/f38MDQ2JiIjgyJEj/Pbbb+zbt48nT55Qu3ZtTE1NCQsLIy8vDy8vLy5dusSxY8do1KgRVlZWXLp0idjYWNlvKIiyPcKlZClJk3qH6jT7kiO7lmNh64SljSNHdi1DR0+fwFr530dZv/B7jM2sZMbMsd0r2b91IT2GzcbMyo6UJGk8tp5+KfT0pQvy6jbrwbxJ3Tm8cxmVghrz/NFtLhzbQef+k6Tnm/dg/cJxbN9eAQtzcw4cPEhsbCzNmjUDYNWqVcTHxzN6tHRGq3mzZuzdu5elS5fSpEkTIu7d4/Dhw3w7dqxMz9atWzNm7Fi2bttGUPXqXLh4kRvh4cz5WT4GOS8vjyNHjtCwYUO0tLTkzuXm5jJ9xgwePXrE1ClTyM3NJTVJuq2mQWljuZ22NDQ0qNm4B6f2LsXc2gkLGydO7lmKjq4+FYNayOS2LfkWI1NrGneSGpWn9i7FzsUXMytHcnOyuX/zNDfO7aFVz0myPHvWTOPWxf18OWIhevqGMh30S5VBR/fTX77V0NAgpEVX9m1fiZWtA9a2juzfsRJdPX2q1c5fi7Js/iRMzSzp0H0oIB0cvX75RPp3TjZJ8TFEPr2Pnn4prG2luzT5Vwlm3/aVmFnYYOfoxvMn9zi0ZwPBDQqPxy0uWoalMHR3lP1fysUeo4reZCUkk/Hir63XUUW3xsFMXLoFH2d7Krg7EnryMtHxSbSvJx0c/bbtADGJKfwwoDMgNVomLdvC6K6tKO/mSFySdFSnp6tNmVIG6Onq4G4vP3AtU0rq0S2Yrg4aGhrUadqdo7uXYWnriKWNE0d3LUNXV5+Amvnv7oZF4zA2taLFe2Pm2J6VHNj2G92//gkzS+XvLkjfkcundlGldmu0tArvjjQ0NGjVph3bt26krJ0dZcvasW3LRvT09Kldt75M7tc5szAzt6Bnb+kkUMvW7Rg39ht2bNtMteo1uHTxPDfDrzPr53myPGtXryCwclUsLC159/YtZ06f5M/bN5k8TX5b0bdv0zl35jR9+g1U0K9d2zb8PPcXPD088PH2JuzgQWJiY2n+/tsYK1evIS4+nrGjpO9ni2ZN2LNvH0uWLadp48ZE3LvHocNH+G5s/uz61u07WLtuPd+OHY21lTUJCdJZcgMDfZmnfuGixZw4dZopE8djYGAgkzE0LKWinZa/pw2ad+Ng6AqsbJ2wsnXkYOhydPUMqBqcP9mzasEETMytaNtNOhlxaNcq9m5eRJ8RMzG3LEtyYv7z1TeQPt9Ny2dw5cwBvvp2Hvr6hjIZg1Kl0dUr/le1z93JpU4FLeJTJMQlS6hbUYvsXLj5ON8C6VBbm5R0CYevSY2by/dyCSqnRfPq2ly4m4uFkQZ1K2px4a76YWLt27Ri9i/z8XR3o5yPF/sPHiEmNo6WzaQe4eWr1xEXn8B3o6Rhyy2aNmb3vjAWL1tJsyYh3I24z8Ejx/h+jPT56+rq4lJgHVJpQ6lR+SFdR0dHQUZfTw+jMmXk0v+OupednU1k5Avp3zk5xMfH8/jxE/QN9LErWxaA6lWrsHnLVqwsLaWhYo+fELpzF41CQj55P7s1rcukxRvwcXWggrszoSfOEx2fSPsG0jD7hVv2EZOYzLRB3QCp0TJ5yQZGf9kWP3cn2VoYfV0dSr9v47Jzcnjy6s37v3OJTUjm/vNXlNLTxcHGUokW/yL+Ymj1/yf+5w0XTU1NNm/ezLBhw/Dz88PLy4sFCxbIth3W1dXl8OHDjBo1imbNmpGTk0O5cuVk8Xdt2rRh/vz5/PzzzwwbNgwXFxdWrVolyw+wcuVK+vTpQ+XKlfHy8uKnn36iUaP8bw3o6uoybtw4nj17hoGBAcHBwWzeLP3WhLa2NgsWLGDatGlMmjSJ4OBg2TbKHzNx4kS0tbWZNGkSr1+/xtbWVhZ3qA4VKlTg1KlTjB8/nuDgYCQSCW5ubnTuLB3wmJiYEBoaypQpU8jIyMDDw4NNmzbh6+tLREQEp0+fZt68eaSkpODk5MTcuXNp2rTpJ66qPg1a9SE7K5PtK37kbXoKTu7l+er7JXKzf4nxUXJxnmePbCE3J5tVv8h7d5p0+IqmHaUzBk7ufvQdNY99m+ZxaMcfmFva0bbnWCoHSwf0ATWakJ6axKJFi3jz5g3Ozs5MmzpVtotGQmIiMbH5+/Db2Ngwbdo0li5dyt59+zA3N2fQwIFyGyWUK1eO7777jrVr17Ju3TpsbW0Z9913eHt78zE3wsOJiY1V2ojHxcVx8aJ0a9gh73d++0DfcWsUQrmCm/cjOyuTPWumkfE2BXvXCvQeu1zOM5McH4WGRr67OSvzLXvWTCM54Q06uvpY2rrQceBsKlRvJpO5fFxaT5fPkP84Yfv+MwgIbos6NG3bk6ysTNYvnUV6mvQDlKMm/y7nmUmIjUbzo4Y5KTGWKSPzPzh5cPc6Du5eh5dvIN/+uBSArv3HsnPjYtYvnUVKciImphbUbdSeVp1Uz67/FYwD/Qg6lr8Verk50tDHF2tDudVX9faSf4XG1SqSnPaWZbuPEZecgpudDQtG9qashTSMKS4plej4JJn8jhOXyMnNY9a6Xcxat0uW3rJmIFP7d/pbdKzfsg/ZWRlsX/kj79JTcHKrwKDvl8q/u3Hyde/ckc3k5mSzep68V6Zx+69o0mGI7P8Hf14gMS6KanXVq2vtOnQmMzOTP35f8P4DlD5M/XEWpUrlG0OxsTFyYRc+5XwZ890E1q9dxYZ1q7GxLcuY7ybg5Z0/MZOUlMivc2aRkJCAoaEhzi4uTJ42U2E3stOnTiBBQu26ihu31K0dTGpKChs2bSYhIQEnJyd+nDoZaytpeGdCQgKxBdqaH6dOZsmy5ezdtx8zczO+GjiA4Jr5m2fs2x9Gdk4OP86YJXetL7t+Qfdu0vfnw5a3Y777Xk5m1IjhNApRvSHIBxq16UVWVgabls3gbXoKLh7lGTZxsdzzTYiTb5tPHdpKTk42S+eMliureceBtOz8lfReHdoGwC+T5aMIegyZSo16xZ98OHM7Fx1taBWkjb4uvIyVsOpgNlkfOVyMDTXkwsKS02HVwWyaVdNmaBsdUt7C+Tu5nL6tvuFSr3YtUlJTWb95KwkJiTg7OTJjyoT851ugL7G1sWb6lAksXr6KPfsPYG5uxpABfaldU/kGFX+Fv6PuxSckMHjYcNn/20N3sj10JxXK+/HzLKlBP3jQQNas38DCRYtJSk7G3MyMZk2b0O2LLp/UuVH1SiSnprN85yHiklJws7dl/pgB2FpII2PiklLkvukSevw8ubl5zF6zg9lrdsjSWwRXYcpA6bsQm5hCt/H5Ifrrwk6wLuwEAd5uLJ0g38/+2/gn1rj8V9CQ/H/6fLvgb+VguHKPy7+BJv66PPno2z7/Nlzd3Nh+Sf0vOP/TdKimybm7aSWthkpqlivNfp1/b7xz8+z7pF/YVdJqKMUwqA1h11Uvei5pmgXocP/xi5JWQyVebg48e/SgpNVQibO7Jydu/7WPPv6d1CtvwPiVmZ8WLCGm99HjxcO/9u2ZvxMHj3L/2vrn7O5J6pWwklZDJWWqNPu00D/E62++KFa+sr9u+sya/Pv5n/e4CAQCgUAgEAgE/6sIj4v6CMNFIBAIBAKBQCAoIf6JXcX+KwjDRSAQCAQCgUAgKCGEx0V9hOEiEAgEAoFAIBCUEMJwUR9huAgEAoFAIBAIBCWFCBVTG2G4CAQCgUAgEAgEJUTBD3kKVCMMF4FAIBAIBAKBoIQQi/PVRxguAoFAIBAIBAJBCSHWuKiPMFwEAoFAIBAIBIKSQnhc1EYYLgKBQCAQCAQCQQkhPC7qIwwXgUAgEAgEAoGghNDQEB4XdRGGi0AgEAgEAoFAUFIIj4vaCMNFIBAIBAKBQCAoIcSuYuojDBeBQCAQCAQCgaCEEGtc1EdDIpFISloJgUAgEAgEAoHg/yPJc4YXK5/x6PmfWZN/P8LjIvhspFw/UtIqqMQoIIT4P8+XtBoqMferwcaz/945hK61NMg4tKKk1VCJfuO+pF/YVdJqqMQwqA37dbxKWg2lNM++z73HL0taDZV4u9lz7m5aSauhkprlSpN+PrSk1VCJYY12ZOz5vaTVUIl+qyE8e/SgpNVQibO7J29PbS5pNVRSqk4XMo6tLWk1lKLfoAcZh1eVtBoq0W/Uu6RVkCE8LuojguoEAoFAIBAIBALBvx7hcREIBAKBQCAQCEoKsThfbYThIhAIBAKBQCAQlBAaGiJUTF2E4SIQCAQCgUAgEJQUwuOiNuJOCQQCgUAgEAgEJYSGpkaxjqKyaNEiXFxc0NfXJzAwkDNnzqiUPXnyJBoaGgrHvXv35OR27NhBuXLl0NPTo1y5cuzcubPIehUFYbgIBAKBQCAQCAQlhYZm8Y4isGXLFkaMGMH48eO5ceMGwcHBNG3alMjIyELz3b9/n6ioKNnh4eEhO3fhwgU6d+5M9+7duXnzJt27d6dTp05cunSpWLdBHYThIhAIBAKBQCAQlBSaGsU7isAvv/xC37596devHz4+PsybNw8HBwcWL15caD4rKytsbGxkh5aWluzcvHnzCAkJYdy4cXh7ezNu3DgaNGjAvHnzinMX1EIYLgKBQCAQCAQCQQmhoaFZrCMzM5OUlBS5IzMzU6H8rKwsrl27RqNGjeTSGzVqxPnzhX/jrlKlStja2tKgQQNOnDghd+7ChQsKZTZu3PiTZf4VhOEiEAgEAoFAIBCUFMX0uMycORNjY2O5Y+bMmQrFx8XFkZubi7W1tVy6tbU10dHRSlWytbVl6dKl7Nixg9DQULy8vGjQoAGnT5+WyURHRxepzM+B2FVMIBAIBAKBQCAoITSKuavYuHHjGDlypFyanp6e6usU2HZZIpGo3IrZy8sLLy8v2f9BQUG8ePGCOXPmULt27WKV+TkQhotAIBAIBAKBQFBSFHOgr6enV6ih8gELCwu0tLQUPCExMTEKHpPCqF69OuvXr5f9b2Nj85fLLCoiVOw/QN26dRkxYkRJqyEQCAQCgUAgKCqamsU71ERXV5fAwECOHDkil37kyBFq1Kihdjk3btzA1tZW9n9QUJBCmYcPHy5SmUVFeFwE/wjbDp9m/b5jxCUl42pvy8ge7ank7a5UNi4xmXnrQ4l4+oIX0bF0blyHUT07KMhtDDvBjqNneBOXiHEZQxpUq8SQLq3Q09Upkm47Dh5n4+4DxCcm4eJgx/DeXfEv56lCtyR+W72Z+0+e8yLqDR2bNWREn65yMicvXmVt6H5eRr0hJzcXB1trurRsQtO6xX+RJRIJp/Ys5NqprWS8TcHOtQLNuk3Cys5DZZ6Ia4c5s38JCTGR5OXmYGbtRFCj3lSs0VomM29sfZLjXyvkrVyvK82/nKSWblvO3GD1scvEpaThZmPB2Pb1CXBzUCp7/fFL5u85xdM38WRk52BrakSHmhXpXq+KTObozQesOHyBF3FJZOfm4WRpSvd6VWhZ1VctfQqy9dgF1h44RVxSKq521ozu2pIALxelsseu/sn2Exe4HxlFdnYOrnbWDGzTkBrlvZTKH7oYzrg/NlG3Ujl+Gd6zWPqpi1mtyriO6otxgB/6Za242n4wb/Yc++zXkUgkbN6wlkMH95Oeloqnlw8DBw/D0cm50Hznz55mw7pVREdFYWNry5c9+xJUo5bs/IH9eziwfw8xb94A4OjkROcvuhNYpZpMJikxgTWrlnHj+jXS09Pw9avArBk/AhaF6rt7y1JOHQ7lbXoqrh5+fDngW+wc3VTmeRX5mF2b/uDZ4wjiY6Po0mcUjVrKv8e5uTns3ryUi6cPkJwUj7GpBbXqtaBFx35oqjlg2Hr8AmsPnHlf96wY3bUFAZ6F1b1L0rqXk4OrnRUDWzekRnnlbdGhSzcZ98dmad0b1l0tfQqy5fwtVp+8TlxqOm7WZoxtVZsAVzulstefvmb+/nM8jU0kIytb+u5W96N77Uoymb6Ld3D1ySuFvMHezizs26rI+u3dt59toaEkJCTi5OjIoAH9Ke+nuh24dfs2S5at4HlkJOZmZnTs0J4WzZrKzocdPMTR48d5/uw5AO7u7vTu2QNvL+X3+FNsPXmZNYfOEZechltZS0Z3bkqAh5NS2WPX77Lt1BXuv4gmOycX17KWDGpZjxq+8v3ghqMX2HbqCtEJyZiULkXDgHIMbdcQPZ2i9WsAW05dZfXRi1L9bC0Z2zGEAHdHpbLXH71g/q7j0rY5KxtbM2M61KpE9wb57+ej17Es2neKiMhoXickM6ZDCF/Wr1pkvWT6nb7O6mOXpH2HrQVj2zUkwF1V3/GC+btPFug7/On+0fV3nAtn7+U/eRQVC0A5BxuGtqxDeeeyxdbxH+NvDK36wMiRI+nevTuVK1cmKCiIpUuXEhkZyaBBgwBp2NmrV69Yu3YtIN0xzNnZGV9fX7Kysli/fj07duxgx44dsjKHDx9O7dq1mT17Nq1bt2b37t0cPXqUs2fP/m2/Qxgugr+dwxeu8cvaHXzbpzMVvVwJPXqW4bMWsXXOBGwszBTks3JyMDEqQ582jdkYdkJJiXDg7BV+37ybiQO7UcHTlcioGKYuXgfAyB7t1dbt6LlLzF+1kdH9u1PB24Ndh08yavovbJg3HRtLcwX57Gypbj3bt2DzvsNKyzQqXZqe7VvgZGeLtrY2566GM+P3FZgal6F6pfJq6/Yx5w4s58Lh1bTpMxNza2dO7/uDdXP78PX0A+gZlFaax8DQmOAWg7CwcUVLW4cHN0+ye9X3GBqZ4e4XDED/iduR5OXK8sS8esi6uX3wrdxYLb0OXo/gp9BjjO8Ygr+rPdvPhTN48XZ2ft8XWzMjRZ10dehSuxIeZa0w0NXhxpOX/LDlMAa6OnSo6Q+AcSl9+jUKwsXaHB0tTU7feczkjWGYlSlFTR/lgz5VHLp0kzkb9zKuRxsqejix48Qlhv6yku0zRmJrbqogf/3+E6r5evB1+yaUKWXA7rNXGTFvDWsnDcHbSX5A9zoukV+37KeSioHo50bLsBQpt+7zck0ogdsW/m3XCd2+md07tzN85FjK2tmzdfN6Jo0fy6KlqylVqpTSPPci7vDzrB/o1r031WvU4uL5s/w8cxozf56Pl7cPAOYWFvTo3R9bW+kg4vixw8z4YRK//rYERydnJBIJM36YhJaWNuMnTcOglCF7dm6jd+/eTJy7FT19A6XXPrBzDYf3bKDv0ClYl3Vk3/YVzJkymBm/h2JgYKg0T1ZmBpbWdlSu0ZDNq+YqlQkLXcPJQ9vpO2wqdo5uPHt0lxW/TcWgVGlCChg5yjh06RZzNu5nXPfW0rp38hJDf1nN9unfYGtuoiB//cFTqvm683X7Ru/r3jVGzF/L2omD8XaSH3hJ614YlTydP6mHKg6GP+CnPacZ37Yu/s5l2X7xTwav2MPO0V9ia1pGQd5AV5suNSvgYWshfXefvuaHHcel7251PwB+6dmc7Jz89iTpbQadft1ISAXlk1SFcfL0Gf5YtpyvBw/C16cc+w8eZMLkKSxb/DtWVlYK8tHR0UyYPJWmTRrz7ehR3Im4y8JFf2BsbERwzZqA1LCpV7s25Qb6oKOrw7YdoXw/cRJLF/2OhYVie18Yh678yc9bDjKua3P83R3ZcfoqXy9Yz44pQ5Q/34fPqe7jxtC2DSltoM+e8zcYvnAj68b1x9tROoMddukWC0KPMqVnayq6OfD8TTyTVu8CYHTnpgplFsbBq3f5afsRxndpgr+rA9vPXmfw75vZOXEgtmbGCvIGejp0qVMZDzsrDPR0uPHoBT9sOoCBng4dagUAkJGVjb2FKSEBPszZfkShjCLpdy2Cn0KPMr5TY/xd7d73HVvZOb6fcv10dehSOxAPO8v8vmPzIQz0dGV9x9VHkTQNLEdFVzv0tLVZdewiXy3awo7v+2Ftolin/00Ud41LUejcuTPx8fFMmzaNqKgo/Pz8CAsLw8lJamxHRUXJfdMlKyuL0aNH8+rVKwwMDPD19WX//v00a9ZMJlOjRg02b97MhAkTmDhxIm5ubmzZsoVq1aopXP9zIULF/oMcPHgQY2Nj1q5dy6tXr+jcuTOmpqaYm5vTunVrnj17BsDp06fR0dFRiE8cNWqU3MKrv8rG/cdpXS+INvVr4GJnw6ieHbA2N2X7EeVfbC1rac7onh1oXrsapUvpK5W5/fApFTxdaVKzCmUtzalewYdGNSoT8aTwDykVZPPew7SsX5tWDevgbF+WEX26YmVuxs5Dx5XK21pZ8E3fbjStW5PSpZQPpAL8vKlTLRBn+7LY21jRuUUj3JzsuXXvYZF0+4BEIuHS0bUENx+ET2AjrOw9adN3FtlZGdy+tE9lPmfvavgEhGBZ1g0zK0eqh/TA2t6LyIfXZTKGZcwobWwpOx7cPImplSNOXurNoq07cZW21SvQrkZFXG3MGdu+ATamZdh69oZSeR8Ha5oGlsPd1gI7c2NaVPGlhrcz1x+/lMlU8XCkQUVPXG3McbA0pVvdyniUteTGk5dKyyyMDYfO0KZ2FdrWqYprWWvGdGuFtZkx249fVCo/plsrejWri6+rA442Fgzt0ARHa3NOh0fIyeXm5TFhyWYGtQnB3lLR+P47iD10mgeT5xG9668NGApDIpGwd1coHbt0JahmME7OLowY9S1ZmRmcPqnau7NnVyj+lQLp0Lkr9g6OdOjclQr+AezdnT8zV7VaDSpXqYadvQN29g5079kXfX0D7t+7C8DrVy+5fy+Cr74egYenN/b2DgwcPJy3b99y6cxBlfoe2beRFh36EBhUH3snd/oOm0pWZgaXTivPA+Di4UunXiOoFtwYbW1dpTKP79/Cv2pdKlYOxsKqLJVrNMTPvzrPHkcolS/IhsNnaFO7Mm3rVMG1rBVjurYsvO51bUmvZnU+qnuNVde9pVsY1KbhX6p7607foG0VX9pV88PV2oyxrWtjY1KarRduKZX3sbOiaSUv3G3MsTMzokWgNzW8nLj+NN/DYlxKHwsjQ9lx8WEk+jrahFRU7RlWRejOXTRuFELTxo1xdHTgqwH9sbSwYF/YAaXy+8IOYmVpyVcD+uPo6EDTxo1pFNKQHaH5X/H+bsxoWrZojpubK44ODowY+jWSvDxu3LxZZP3WHzlPm1qVaBcciKutJWM6N8XG1Ihtp64olR/TuSm9mtTC19kOJ2tzhrZtiKOVGadu3ZfJ3Hr8An93B5pWq0BZC1OCfN1pUtWPu88VveKfYt3xS7St4U+7mpVwtbVgbMdG2JgYsfX0daXyPg42NK3ii3tZS+zMTWhRrTw1fFy5/uiFTMbPuSwj2zWgaWVfdLX/2rz3uhOXaRtU8X3fYcHY9g2xMTUqpO+woWnlcrjbvtevih81vF24/jhfv5k9W9G5dgDe9ta42Jgz+Yum5EkkXL7/7C/p+o/wD3yAEmDw4ME8e/aMzMxMrl27JjfWW716NSdPnpT9P3bsWB49esS7d+9ISEjgzJkzckbLBzp06MC9e/fIysoiIiKCdu3aFesWqIswXP5jbN68mU6dOrF27Vo6dOhAvXr1KF26NKdPn+bs2bOULl2aJk2akJWVRe3atXF1dWXdunWy/Dk5Oaxfv57evXt/Fn2yc3K49/QF1Sr4yKVXq+DDrQdPi12uv5cr956+4M6jZwC8fBPH+fA71KykfjhRdnYO9x8/o6q/fJ6qFX25ff9xsXX7GIlEwtVbd4l8HY1/OeXhRp8iKe4lacmxuPnWlKVp6+ji7FWFl4+VN/LK9Hhy9wLx0U9x8qysVCY3J4tbF/dQqVY7tXYEyc7JJeJFNEHeznLpQd4u3HyqGC6ijIgXb7j59DWVVYQHSCQSLt1/zrOYRAJVhJ+p1i+HiGevqO4nP2gK8vPk5qPnapWRl5fH24xMjAzlPQ1Ldx/FtIwhbeoUP0zi38ib6CgSExOoFJBfR3R0dPEtX5F7EXdU5rt/7y7+AfL1qlJAZe7dVZ4nNzeX06eOk5GRgZdPOQCys7Ol19PNNyS0tLTQ0dHhYUS40nJi37wiOTEeX//qcvp6+Qby6F7RB6Mf4+HjT8Sty0S/ktaVyKcPeBgRTvnAmp/I+aHuvaa6b4G65+vBzcfqTa7k1z35CZKlu49J617tKipyfprsnFwiXsUQ5CkfNhTk6cjN51FqlRHxKoabz6KorCK0DGDn5bs08fekVBHDd7Ozs3n46BGBlSrJpQcGVOJuhHLDMeLePQID5OUrBwTw4OEjcnJylObJzMwkJzeXMmWUe61V6peTQ0RkFEHl5D1J1cu5cfOjgXRhSJ9vFsYfTYD5uzty93kUfz6VTtK8jE3g3O2H1FIRLqhav1ypfgU81EE+rtxUcwIo4kU0N5++pLKH8tCyv4LqvsO5CH1HNDefvqKyitA3kHqIcnLzFN6hfyX/wAco/yuIULH/EIsWLeL7779n9+7d1KtXj5UrV6Kpqcny5ctlA9FVq1ZhYmLCyZMnadSoEX379mXVqlWMGTMGgP379/P27Vs6der0WXRKSkkjNy8PM2N5N625cRnik1OKXW6jGpVJTEmj35RfkSAhNzeP9g2D6dW60aczf9AtNfW9bvIhTWYmxiQk/Vls3QDS0t/SesBIsrJz0NLUYHT/7lStWLw1GmnJ0njd0kbyoQyGRuZK16d8TMbbVH4ZXYfcnCw0NDRp/uVkOQPoY+7dOEbG21T8a7RVS6/E9Lfk5kkwLyMfjmNephRxqemF5g2ZuIjEtHfk5uUxqGlN2tWoKHc+9V0mIRMXkZ2Ti6amBt93DFHo5D5FUupbcvPyMDeSH5SYGZUmPjlVrTLWHTzDu8xsGlWtIEsLf/iM3aevsGnaiCLp879AYmIiAMYm8mF0JiamxMS8UZkvKTEBEyV5PpT3gWdPn/DtqKFkZWVhYGDAuIlTcXR0BsDewRErK2vWrVrO4KHfoKevz+6d24mNjcUqMU7pdVOS4gEwMpF/N4xMzIiPVW8Aropm7Xrx7m0a44e2R1NTk7y8PNp1G0z14CafzKuy7hmXJv5PNeveobO8y8xSrHtnrrJp6rCi/ZgCJKa/e//uyhvk5qVLEZf6ttC8IT+ueP/uShgUUo121fyUyt2OjOZRdDxTOjYosn4pKSnk5eVhYmIil25iYkJiYpLSPImJiUrlc3NzSU5JwdxM0Tu1cvUazM3NCfD3L5J+iWnS52tmVKDtMypNfEqaWmWsO3Ked1lZNKqc3y80qVqexLR0ev+0EiQScvLy6FinCn2aBhdDPwnmBQwycyND4j6hX8j3C6T5c/MY1DyYdjUrFSpfHFT3HYbEpXyq7/g9X79mtRT6jo+Zv+cUVsalqe7l/DnU/lvRKIb35P8rwnD5j7Bjxw7evHnD2bNnqVpVOgt87do1Hj16RJky8kZDRkYGjx9LPQq9evViwoQJXLx4kerVq7Ny5Uo6deqEoaHy2HCQzlIV/DLrp7bjKzgv8Ff3+b529wErdx3i2z6d8XN34sWbOOau2c7yUCP6tStaLHDBRXESiaTYen2glIE+a+ZM5W1GJldv32XB6s2UtbYiwM/7k3lvXdzLvrWTZf93Hf6HCj0V0wqip2/IoMk7ycp8y5OICxzaMgtTS3ucvRXjT2+c2Y5H+WDKmBZtG8OCKkgkoKHwxOVZNaIr7zKzufXsNfP3nMLR0oSmgeVk5w31dNn6bS/eZmZx6cFz5u46gb2FCVWKM/un5L59Sj+AgxfDWbLrCL8O74nZ+wFo+rtMJizZzMTe7TEto/od+V/hWmmYUKkSeXl5AEycOgMo3r78CnmQKNQNO3sH5i1cSlpaGhfOnWH+3NlM/+kXHB2d0dbW5tvxU1g4fw7dOrdBU1OTipUCqV27Nolp0nUTF06FsfaPGbLyRoyfL712QWU+w3cELp89zIVTBxjwzXTsHF2JfPqATSvmYmJqSc36LdUrpBjvBnyoe0f5dVgP+bq3dCsTe7X7bHVPoV1GjXd3cAfpuxsZzfyw8zhaGNO0kqI3eeflu7jbmFPe0ab4+ilrmwtRT/GZS9tyZb9p6/YdnDh1mp9nzUBXV3m44Cf1Q8l7osbzPXD5Nn/sPcmvg7+QPV+Aq/efsiLsDOO6Nqe8iz0vYhP4efMBlhqfZECLukXXT6H+ffq9WDWyB+8ys7j19BXzd5/A0dKMplWKN+n2af0KthmFPl6pfsO78S4ri1tPXzN/z0kcLUxpWrmcotzRixy4dpcVw7qip/M/MNT9f+o9KQ7/A09ToA7+/v5cv36dVatWUaVKFTQ0NMjLyyMwMJANGzYoyFtaWgJgZWVFy5YtWbVqFa6uroSFhcnFOCpj5syZTJ06VS5t8uTJjGylOJNvYlQaLU1NhRnuhJQ0zIyKv1juj637aRZclTb1pTt1uTva8S4jkxnLN9GnTWO1dv0xKVMGLU1NEpKS5dITk1MwM1FcHFgUNDU1sbeVGgCeLo48f/mataH71DJcvCrWw35y/ixrTk4WAGnJcZQxyV+U+jY1XsELUxANTU3MrKUL72wcfYiLesLZsKUKhktS3Cue3L1ApyG/qfcDAVPDUmhpaijMkCWkvVWYyS2I/fvFqx5lLYlPTWfxgXNyhoumpgaOltIZfG97a55Gx7PiyMUiGS4mZUoprXuJqWmYGRceGnLo0k2mrdzO7MHdqPZRuM/LmHhexyUyYt4aWVree0O3Sp9xhM4ajYNV0Rb5liS+6dBz1y6eRErXuX0I10pKTMDMLP93JCcnKcxmf4yJqRmJiQlyaclJSQpeGB0dHWzLSkOLPDy9ePjwPvt2hzJ4qPQDau4ensxbuJT09DRycnIwNjZh4nffYFFWOjD2r1oHV8/8DS5ysrPeXyseEzNLWXpKciJGxn9t7dHWNfNp1q4X1YKlG1XYO3kQHxvF/tBVnzRc8uue/Ox2Yoo6de8W01aFMntwV6p9tOPUy9j3dW/+WlmarO71HU/ozJFq1z1TQwPpu1vAuyJ9dwsPq7F/v3Daw9aC+NS3LD5yScFweZeVzaGbDxjcqLqyIj6JkZERmpqaCh675ORkTFXUQ1NTRQ9fUlIyWlpaGBXoa7btCGXz1m3Mmv4Dri5F31zDtPT751vAe5GQmq7ghSnIoSt/Mm3Nbn4a2Inq5eR3vlu0+zjNq1egXXAgAB721rzLzOLHdXvp16y22rvZSfXTUPCuJKS+VfByFMTewkR6bTsradu8//RnN1zy+w7F+2f+ifsn06/se/0OnFUwXNYcu8SKwxdY8nUXPO0UN3L4VyI8LmojDJf/CG5ubsydO5e6deuipaXFwoULCQgIYMuWLVhZWWFkpLjD0wf69etHly5dsLe3x83NjZo1C4/hVvWl1sw7pxVkdbS18XZx4NKte9Srku/SvXz7HrUDi7fDFkBGVhaaBWZrtDQ1QfJhju3T6Oho4+XmzOWbd6hTLVCWfuXWXYKr+BdbN2VIJNK4aHXQMygtt1OYRCKhtLElT+6ex9ZJ2kDn5mTx7P4VGnYYVUQ9JDJD6GPCz4ViaGSOZ4U6apelo62Fj4MNF+8/o0HF/Bjsi/eeUbe8+rsISe9NbuEyfFpGUT9tfJztuHTnIfUD88NZLt55SN1KijN0Hzh4MZypK7YxY1BXgv3l12Y521qy9cdv5NIW7ThEekYmY7q1wkbJbjj/ZvQl4OTkxLscLUBaP0xNzQi/fg1XN6nBlp2dzZ3bN+nRu7/Kcry8y3HzxjVat83ftjz8+lW8y31iwCORyIyljzE0lNb/169e8ueffzKi7QAADAwM5XYKk0gkGJuac/fmJZxcpZMCOdnZ3L9zjY49/lo4VVZmBpoFZkE1NTWR5H26hZHWvbLv617+Pbh49xF1C9Spjzl4MZypK3cwY1AXgivKT3I421qy9YfhcmmLQo9I617XFkWqezraWvjYWXHxYSQNyucPni8+iKSur6va5ah6dw/ffEhWTi7NA4q3rk9HRwcPd3eu37hBzRpBsvTrN8IJqq58tyIfb28uXb4sl3btxg08PdzR/mgh+bYdoWzcvIUZP0zF06PomwbA++fraMvFu4+pXyn/eV6MeELdiqp/84HLt5m6Zhcz+3UguILiupWMrGyFfk1TUxMJErX7Nal+WlL9Ip7SwD+/Hl2895S6Sq6rColEUuR2V239HGy4eO8ZDT66XxfvP6NuefWfibRfkO9XVx+9xLJD51k8uBO+jrbKM/4b+Qe2Q/6vIAyX/xCenp6cOHGCunXroq2tzYwZM/j5559p3bo106ZNw97ensjISEJDQxkzZgz29vYANG7cGGNjY3788UemTZv2yeuo+lJrphJZgK7N6zP597WUc3WkvKcLO4+dIzougfYNpXG7CzftJjYxmamDe8jy3H8mXUD4LiOTxNQ07j97iY62Fq720oYoOMCPjWEn8HK2x9fdmZfRsfyxbR/BgeWlBoyadGnZiGkLluHj5oyflzu7j5ziTVw8bRrVA2Dx+m3EJiQxaVj+oO3B00iZbkkpqTx4GomOthYuDtKZ5LWh+/B2c8HO2pLsnFwuXL/FgVPnGTOgeN9a0NDQoFrDHpzZvwQzayfMrZw4E7YEHV19yldrIZPbufxbypha0bC91Jg5s38JZZ39MLNyJDcnm4e3TnHrwm6afzlZrnxJXh7hZ3dSsUYbNLWK1iR0r1eZ8ev2U87Bhoouduw4H05UYgoda/kD0hjjmOQ0pndvDsDm09exMTXCxVo6G37jySvWHr/MF7XzDccVhy9SztEGBwsTsnNzOXPnCfsu32F8p5Ai37tujYOZuHQLPs72VHB3JPTkZaLjk2hfTzoT/Nu2A8QkpvDDgM6AdOA4adkWRndtRXk3R+KSpN4aPV1typQyQE9XB3d7+dCXMu8X1xZM/9xoGZbC8KOFqKVc7DGq6E1WQjIZL/7aeo4PaGho0LJNO7Zv3YitnT1ly9qxfctGdPX0qV03f63Cr3NmYW5uQY/e/QBo2bod348dwY5tm6hWvSaXLp7jZvh1Zv48X5Zn3erlBFSuioWlFe/evuXM6RP8efsmk6fNlMmcO3MKI2NjLC2teP7sKcuX/E7Dhg3x888fvBbUN6RFV/ZtX4mVrQPWto7s37ESXT19qtXOX4uybP4kTM0s6dB9KCA1bl6/fCL9OyebpPgYIp/eR0+/FNa20k0g/KsEs2/7SswsbLBzdOP5k3sc2rOB4AatFRVRQrdGwUxctjW/7p36UPekA+/fth0kJimFH/pL1xMevBjOpOXbGN21hbTuvfcU6unoUKaUPno6yuqedNfF4tS97rUrMX7zYcrZW1HRyZYdl/4kKimNjkHSCaX5YeeISU5n+hfSdYObz93ExrQMLu93Mrvx7DVrT1/ni5qKawx2XrlLPV9XTP7Couh2bdvw89xf8PTwwMfbm7CDB4mJjaX5+++yrFy9hrj4eMaOkk6itWjWhD379rFk2XKaNm5MxL17HDp8hO/GjpaVuXX7DtauW8+3Y0djbWVNQoLUQ2NgoI+BQdF0/TKkBhNWhlLOqSwV3BwIPX2V6IRkOtSRbpqwIPQIMUmp/NhHusPSgcu3mbQylDFdmlLe1V7h+QLUruDF+qMX8HKwpbyrPS9iEli8+zh1KnoVqV8D6F6/GuPX7Kacky0VXezZce4GUYnJdAyWbm08f9cJYpJSmd5L+n2dzaeuSttmG+k3k248fsHao5f4om7+phvZObk8fv+NlOzcXGKSUrn3IppSero4WhXNw9m9XlXGr9tLOcf3fce5cKISUuhYS7qmZv6ek1L9eki9m5tPX3vfd0i9ijeevGTtsct8USe/71h19CK/7z/DrJ4tKWtuLPPolNLTpZRe8cIBBf8+hOHyH8PLy4vjx4/LPC+nT5/m22+/pV27dqSmpmJnZ0eDBg3kPDCampr06tWLGTNm0KNHj0JKLx6NggJJTk1neegB4pJScHOwZd63g7F93wHGJaUQHScfZvLluFmyvyOevuDQuavYWpix5zepYdWnbRM00GDx1n3EJiRjYlSa4AA/BndWM/b8PQ1rViM5NZ2V2/YQn5iMq6Mdc77/BlsraeMdn5jMm7h4uTy9RucP/O89fsbhMxexsTQn9I85gNSgmbN0LTEJiejp6uJkZ8Pk4f1pWLP4+5rXbNqPnOwMwtZP4116MvauFeg+coWcZyY54bVczHB25jvC1k8jJTEabR19LGxdaNvvJ/yqym9n+OTueZITXlOpVtG3MGwS4ENyegZLD50nNjkdd1sLfh/UgbLvZ3/jUtKJTszfhCFPImHBvtO8ik9GW1MDewsThresI9uHH6RhJjO2HeZNUhp6Otq4WJkxvUdzmgSonqlWReNqFUlOe8uy3ceIS07Bzc6GBSN7U9ZCGsIUl5RKdHySTH7HiUvk5OYxa90uZq3bJUtvWTOQqf0/z4YVxcU40I+gY/k7AJab8z0AL9aGcqvvuM92nXYdupCVmcWS3+eT9v4DlFN/nC33DZe42Bg5b4RPOV9GfzeBDWtXsXHdamxsyzLmu4myb7gAJCUlMm/OLBISEjA0NMTJxZXJ02bK7UaWkBDPimWLSU5KxNTUjHoNGjFx/LdceaToJfxA07Y9ycrKZP3SWaSnST9AOWry73KemYTYaLmZ7KTEWKaMzP8Wy8Hd6zi4ex1evoF8++NSALr2H8vOjYtZv3QWKcmJmJhaULdRe1p1Uu15+pjG1SqQnJ7Osj3HiEtOxc3OmgXf9Mqve8kF6t7Jy+/r3h5mrdsjS29ZM4Cp/Tqqdc2i0MTfk+S3GSw9epnYlHTcbcz5vW8ryppK+4a4lLdEJ+WHWeZJYEHYeV4lpKCtpYm9uTHDm9agQ3V5z/mz2ERuPH3NH/3b/CX96tYOJjUlhQ2bNpOQkICTkxM/Tp2M9ftvuCQkJBAbGyuTt7Gx4cepk1mybDl79+3HzNyMrwYOkH3DBWDf/jCyc3L4ccYsuWt92fULunf79Ld5PqZxFT+S09+ydP8p4pJTcS9rxW9Du1H2fRhsXHIa0Qn5Ycg7Tl8lJy+PmRv3M3Pjfll6yyB/pvWWbojSr3ltNDSkIWMxSSmYljakdkVPvm5T9A0OmlQuJ9Uv7CyxKWm421ry++AulDX/0DanEZ2Yr19enoQFu0/yKj4JbU1N7C1NGN6mnuwbLgAxyal0nrlC9v+aoxdZc/QilT0cWfFN0SbmmgT6kJz+jqUHz0nrn60Fv3/VMb/vSE5T7Dv2nnrfd2hK+45Wdejw0eYBW89cJzsnl1Erdslda1DTmnzVrGgbHPzj/APfcfmvoCH5HCuRBf/z9O/fnzdv3rBnz55PC6sg5frf932Jv4pRQAjxf54vaTVUYu5Xg41n/72vYtdaGmQcWvFpwRJCv3Ff0i/sKmk1VGIY1Ib9OsULm/m7aZ59n3uP1dsitSTwdrPn3F31dmoqCWqWK036+dCSVkMlhjXakbHn95JWQyX6rYbw7NGDklZDJc7unrw9tbmk1VBJqTpdyDi29tOCJYB+gx5kHF5V0mqoRL/R5/nsw+cgI3T+p4WUoN9u+KeF/mMIj8v/c5KTk7ly5QobNmxg9+7dJa2OQCAQCAQCwf8vxK5iaiMMl//ntG7dmsuXLzNw4EBCQoq+hkAgEAgEAoFA8BcQu4qpjTBc/p/zqa2PBQKBQCAQCAR/I2JXMbURhotAIBAIBAKBQFBSiMX5aiMMF4FAIBAIBAKBoKQQHhe1EYaLQCAQCAQCgUBQUog1LmojDBeBQCAQCAQCgaCkEKFiaiMMF4FAIBAIBAKBoKQQoWJqIwwXgUAgEAgEAoGgpBChYmojDBeBQCAQCAQCgaCkEB4XtRGGi0AgEAgEAoFAUFKINS5qIwwXgUAgEAgEAoGghJAIj4vaCMNFIBAIBAKBQCAoKcQaF7URhotAIBAIBAKBQFBSCMNFbTQkEomkpJUQCAQCgUAgEAj+P/L21OZi5StVp0uR5BctWsTPP/9MVFQUvr6+zJs3j+DgYKWyoaGhLF68mPDwcDIzM/H19WXKlCk0btxYJrN69Wp69+6tkPfdu3fo6+sX7ceoifC4CD4bGfsWl7QKKtFv8RWRDyNKWg2VOHr4kHDrTEmroRKzCsFE3QsvaTVUYuvtT9j17JJWQyXNAnS49/hlSauhFG83e/breJW0Gippnn2fnZdzS1oNlbStqsXb01tLWg2VlKrdidQrYSWthkrKVGnGnUdRJa2GSnzdbcnYNLuk1VCJ/hff8nbl5JJWQyml+kz91/e7/xr+AY/Lli1bGDFiBIsWLaJmzZosWbKEpk2bcvfuXRwdHRXkT58+TUhICDNmzMDExIRVq1bRsmVLLl26RKVKlWRyRkZG3L9/Xy7v32W0gDBcBAKBQCAQCASCkuMfWJz/yy+/0LdvX/r16wfAvHnzOHToEIsXL2bmzJkK8vPmzZP7f8aMGezevZu9e/fKGS4aGhrY2Nj8rbp/jAiqEwgEAoFAIBAI/qNkZWVx7do1GjVqJJfeqFEjzp8/r1YZeXl5pKamYmZmJpeelpaGk5MT9vb2tGjRghs3bnw2vZUhPC4CgUAgEAgEAkFJUczvuGRmZpKZmSmXpqenh56enlxaXFwcubm5WFtby6VbW1sTHR2t1rXmzp1Leno6nTp1kqV5e3uzevVqypcvT0pKCvPnz6dmzZrcvHkTDw+PYv2mTyE8LgKBQCAQCAQCQQkh0dAo1jFz5kyMjY3lDmVhXx/QKBCSJpFIFNKUsWnTJqZMmcKWLVuwsrKSpVevXp0vv/ySihUrEhwczNatW/H09OS3334r/s34BMLjIhAIBAKBQCAQlBTFXJw/btw4Ro4cKZdW0NsCYGFhgZaWloJ3JSYmRsELU5AtW7bQt29ftm3bRsOGDQuV1dTUpEqVKjx8+FDNX1B0hMdFIBAIBAKBQCAoISQamsU69PT0MDIykjuUGS66uroEBgZy5MgRufQjR45Qo0YNlXpt2rSJXr16sXHjRpo3b/7p3yGREB4ejq2tbdFvgpoIj4tAIBAIBAKBQFBS/AO7io0cOZLu3btTuXJlgoKCWLp0KZGRkQwaNAiQem9evXrF2rVrAanR0qNHD+bPn0/16tVl3hoDAwOMjY0BmDp1KtWrV8fDw4OUlBQWLFhAeHg4v//++9/2O4ThIhAIBAKBQCAQlBCSf+A7Lp07dyY+Pp5p06YRFRWFn58fYWFhODk5ARAVFUVkZKRMfsmSJeTk5DBkyBCGDBkiS+/ZsyerV68GICkpiQEDBhAdHY2xsTGVKlXi9OnTVK1a9W/7HcJwEQgEAoFAIBAISop/wOMCMHjwYAYPHqz03Adj5AMnT578ZHm//vorv/7662fQTH2E4SIQCAQCgUAgEJQU/4DH5b+CuFP/MM+ePUNDQ4Pw8HCVMqtXr8bExOQf00kgEAgEAoFAUDIUdzvk/48Ij8u/kM6dO9OsWbOSVuOzsuXcTVafvEZcSjpuNuaMbV2HAFc7pbLXn7xi/v6zPI1JJCMrG1tTIzoElad7nQCZTN9F27j6+JVC3mAfZxb2a1OoLnv2h7EtdBfxCYk4OzrwVf++lPfzVSl/8/afLFm+kmeRLzA3M6NT+7a0bNZEdv7M+Qts2rqd11FR5ObkUrasLR3atiakfj2ZzNoNm1i3aYtcuaYmJmxdv7pQXQF2HDrBht2HiE9KwsW+LCN6d8Hfx1OpbFxiEgvWbOX+k+e8iI6hY9MGfNO7i5zM/hPn+HHRKoW8JzcsRk9X55P6FGRX2CE279xLfGISLo72fN23JxV8fVTKh/95l0Ur1/I08iUWZqZ0aduK1k1DZOeHj5/KzT/vKuSrHliJWZO+UHTLTQABAABJREFUK7J+EomEQzsWceHYdt6lp+DoXp72vSdg6+CuMs+FY9u5cmYP0S8fAWDvUo7mnYfj5F5eJjNtaCMS414r5K0Z0oUOfSYUqs/mDWs5dHA/6WmpeHr5MHDwMBydnAv9HefPnmbDulVER0VhY2vLlz37ElSjluz8gf17OLB/DzFv3gDg6ORE5y+6E1ilmkwmKTGBNauWceP6NdLT0/D1q8CsGT8Wel11MKtVGddRfTEO8EO/rBVX2w/mzZ5jf7lcdZBIJBzd+TuXT2zjXXoKDm4VaNNzAtb2qj9+9ueVI5zYu5T4N5Hk5uRgYeNIcNPeBNRqJZN5cu8qp/ev5NWzO6QmxdJ9+AJ8Kxe+FWhBtp64xJpDZ4lLTsOtrBWjOzclwNNZqeyx63fYdvIK919EkZ2Ti2tZKwa1rEcNv/zf0e/nFVx78Ewhb63ynvw2rHuRdAPYduQs68JOEJeUgqudDaO+bEMlbzelssev3GL7sXM8eP6K7OwcXO1tGNCuCUEVvGUyj19G8ceOg9x7+oKouERGftmGrk3qqK2PRCJhy8bVHDm4j/S0VDy8fOj/1QgcnVwKzXfh3Ck2rVtJdNRrbGzL0rVHP6rXCJaTiY+LZd2qJVy/dpmsrEzKlrVnyPCxuHl4AbB5wyrOnT5OXGws2trauLl70rVHP3zdVe+OtOVyBKvP3yYu9R1uViaMbVKNACebT/7OG5Fv6LsqDHcrU7Z+1UaWfvTuM1acucmLhFSy8/JwMjOiew0/WlZU3VYVxtbrD1lz+R5xae9wszBmdINKBDhYfTJf+MtY+m08jpulMVt6N5E7t+HKfbaFPyI65S0mBro09HJgaJ2K6GlrFVpmSfS7X/bpz5uYWIWyWzZvyrCvBn7yPvyjCI+L2gjD5V+IgYEBBgYGJa3GZ+Pgjfv8tPsU49vVx9+lLNsv3GLwsl3sHNsdW1MjBXkDXR261KyIR1lLDHS1ufH0NT9sP4aBrg4dgqQDx196tSQ7J1eWJ+ltBp3mriekQuFfaj15+iyLl61k6FcD8S3nzf4Dh/h+yg+sWPQbVlaWCvJR0W+YMOUHmjYO4dvR33Dn7j1+W7wEE2MjgmtKtxA0Kl2arp064uBgh462NhcvX2XOvN8wMTahSmAlWVnOjo7Mnj5V9r+mGl/KPXruMvNWbWZM/25U8HJn55HTjJw+n42/TsPG0lxBPjs7B1OjMvRs35zN+44oKVGKoYEBW+bLD1iLY7QcP3OehSvWMGJgX8r7eLHn0FHGTpvJmoW/YG1poSAf9SaG76bNonmj+oz/5mtuR9xn3pIVmBgbUaeGdID9w3ejyM7JkeVJSU2l7/Cx1KlZvcj6ARzfu5KTYWvpOuhHLG2dObJzCX/M6M+4X/ahb2CoNM+jiCsE1GiGi6c/2jq6HN+7kj9mDuDbn3dhYibd837k9M3k5eXl/7YXD/ljRn/8qzcqVJ/Q7ZvZvXM7w0eOpaydPVs3r2fS+LEsWrqaUqVKKc1zL+IOP8/6gW7de1O9Ri0unj/LzzOnMfPn+Xh5S41EcwsLevTuj61tWenvPnaYGT9M4tffluDo5IxEImHGD5PQ0tJm/KRpGJQyZM/ObfTu3ZuhGqAnKfKtlaFlWIqUW/d5uSaUwG0Li19QMTi1fwVnD6yh44AZWNg4c3z3Hyyf3Y/RP4Whp+L5GpQ2pl6rgVjZuqClrUNE+Cm2LxtPaSMzPCtIjcHszLfYOnpRuXZb1i8YXmS9Dl25zc9bDjCuWwv83R3ZceoqXy9Yx46pQ7E1N1GQv/7gOdXLuTG0bUNKlzJgz7nrDF+4gXXfD8DbUfpM5w7+Qq7dS057S+dpiwgJVD0AVMXhizeYu34X3/XqQEVPF0KPn2fYz0vZNvs7bCxMFeRv3HtMNT9PhnRsThlDA/aeusw3c5ezeuoIvJ3tAcjIzMbe0pyGVSvyy/pdRdZp5/ZN7N25jaHffIetnT3bt6xj6oTRLFyyDgMV78b9iDvMnTWVL7r3pVpQLS5dOMvcWVOY/tNveHqXAyAtNZXvx3yNX4VKTJw6G2MTE6KjXmNYurSsnLJ2DvQbNBxrm7JkZWWyd9c2pk0cQ50aR1F25YN/PuGng5cY3zwIf0drtl+9x+D1h9k5pB22JqWV5JCSmpHFhJ2nqepaloS0d3LnjA306Fe7Ii4WJuhoaXL6wQsm7zqDmaE+Nd3ti3QvD0VE8vOxG4xrFIi/nQU7wh/z9bbT7OjXFFsj5e8FQGpmFhP3X6SqkzXxbzPkzoXdecaCUzeZ0qwqFe0seJ6QyqSwSwCMbhCgrDig5Prdhb/OkWujnz2P5NsJk6lTU/X2vyWFhP+f3pPi8J808bZv30758uUxMDDA3Nychg0bkp6eTq9evWjTpg1Tp07FysoKIyMjBg4cSFZWliyvRCLhp59+wtXVFQMDAypWrMj27dvlyr979y7NmjWjdOnSWFtb0717d+Li4mTn8/LymD17Nu7u7ujp6eHo6Mj06dPlynjy5An16tWjVKlSVKxYkQsXLsjOFQwVmzJlCv7+/qxbtw5nZ2eMjY3p0qULqampauudmJhIt27dsLS0xMDAAA8PD1atks66Z2Vl8fXXX2Nra4u+vj7Ozs6Ffnm1qKw7fZ22VX1pV90PV2szxrapi41Jabaev6VU3sfeiqYB3rjbmGNnZkyLQB9qeDlx/Wm+h8W4lD4WRoay4+KD5+jr6BBSUbkn4gM7du2mSUhDmjUOwcnBgcED+mFpYcHesINK5fcdOIilpSWDB/TDycGBZo1DaNywAdtCd8tkKlYoT60a1XFycKCsrS3tWrfE1cWZO3flvQaaWpqYmZrKDpP32wkWxqZ9R2hZvxatGtTG2b4s3/TugpWFKaGHTyqVt7Wy4Js+X9CsTg1Kl1Jt/GpogLmpsdxRHLbt3k+zhvVp0agBTg72DO3XCysLc3YfOKxUfs/BI1hZmjO0Xy+cHOxp0agBTRvUY8uuvTIZozKlMTc1kR1Xw2+hr6dH3WIYLhKJhFMH1hHSZgAVqoZg6+BB169mkJWVwfVz+1Xm6/71bGo16oKdszfWdq50HjAViSSPh39elMmUNjLDyMRCdty9fgoLawfcfKoUqs/eXaF07NKVoJrBODm7MGLUt2RlZnD6pGoPxZ5dofhXCqRD567YOzjSoXNXKvgHsHf3DplM1Wo1qFylGnb2DtjZO9C9Z1/09Q24f09aD1+/esn9exF89fUIPDy9sbd3YODg4bx9+5YbqsdZahF76DQPJs8jepdqY/nvQCKRcO7gWuq1HohflRBsHDzoNHAm2VkZhF/YpzKfm09V/Co3xMrODXNrR2o17o6NgyfPHlyXyXhVrE3jjsPxqxKispzCWH/kPG1qBdAuuDKutlaM6dIMG1Mjtp26rFR+TJdm9GoSjK+LPU7W5gxtF4KjlRmnbt6XyRgblsLCuIzsuBjxGH1dHUIq+xVZvw0HTtK6bjXa1KuOi501o7q3xdrchO3HzimVH9W9LT1bNMDXzRFHG0uGdG6Oo40FZ27ckcn4ujkyvGsrGgcFoKtTtHlRiUTCvt3b+T/2zjo6quP9w8/G3d1dIEiCBnd3d6elFCheKG4F2lKkLe7u7u7uHtwT4u7J/v5Y2GTJbrKh9Bt+7Tzn3HN2Z9+Z+9m5d+bed7R1+y5UrFwNVzcPBg0dTVpaKqdPHVUZb8+urZQKLEvrdp1xcnaldbvOlCgVxN5dOc+/HVvXY2Vtw8Aho/D29cfG1p6SpctgZ5/T61+tRh1KBZbFzt4BF1d3evb9nuTkJEJCQpSdljUX7tIyyIdWZXzxsDZjZMOK2Jkasvnqw3z/55Q952hYwoNSTnlf2Mu521Pb3w0PazOcLUzoXLE43rYW3Hj1vqDsy8PaKw9pUdKDVqU88bAyZUSdIOyMDdhy40m+8aYevEoDf1dKOuZtGLv9LorSTlY0LOaGg6kRwe72NPB35X5YdL5pFtVz18zUVOGZe/HyFRzs7ShZovDl5Z/mc/dx+S/yr/vXoaGhdOzYkV69evHgwQNOnjxJq1atkEplzYnHjh3jwYMHnDhxgg0bNrBjxw4mTcppBR87diwrVqxgwYIF3Lt3jyFDhtClSxdOnTolT7969eqULl2aq1evcvDgQd6/f0+7du3kaYwePZqZM2cybtw47t+/z/r16/PsTDpmzBiGDx/OzZs38fHxoWPHjmTmamX+lKdPn7Jz50727t3L3r17OXXqFDNmzFBb90ctBw4c4MGDByxYsAArK1mL+Lx589i9ezebN28mJCSEtWvX4ubm9vcuxAcyMrN48CacYF9XhfBgX1duvQhVK40Hb8K59SKUsh6qW5x2XLpHg0AfDHRV9xpkZGTw6MlTygSWVggvE1iaew+VP2wePAzJY182KJBHT54ovV5SqZTrN2/x5s3bPN3g796F0r5bT7r2/oZpM38j9JMdbPPqzSTk2UvKl1JMp0LJ4twJeZpv3IJISU2j5XcjafbtCIZNn0fI81cFR1Km7+kzypUuqRBernQp7j18pDTOvYePKFe6lEJY+cBShDx5pvL+33/0BLWqVkJfT6/QGqPC35AQG4lviZwWNi1tHbz8y/L80U2100lPSyU7MxMDI+UOXmZmBtfO7qV8jZZI8hl3/D4slJiYaAKDysrDtLV1KF6iFA8f3FMZL+ThfUrnigMQGFSWh/eVx8nKyuL0qeOkpqbi6y9rdc7IyJCdT0dHbqepqYm2tjbPC5+1XwXREW9IiIvEO0Dx+rr7leXl45tqpSGVSnly7wIRoS9w9y1bcAQ1yMjM5MHLdwQXUxziU7G4F7eevlYrjezsbJLT0jE1VN0AsfPsNeqXK4G+ro5KG1X6Hj5/Q8UAX0V9Ab7cfvxCbX1JqWmYGCrvCSks78NCiY2JpnRQjuOvra1D8YDShORTNh49vEfpQMXGgsCg8grl6cql83h6+fLrzxPo0akFwwb24chB1Y5tRkYGhw/swcDQEF9f37y/Z2bx4F0UwZ4OCuHBno7ceh2uMt2dNx7xJiaBftUDVdp8RCqVcunZO15ExVFGjeFnCvqysngQFkOwu2K8iu523HobqSIW7Lr9jDexiXxbRfmLfWlHK+6HxXD3XRQAb2ITOfc0lCqf5IOCliJ+7ubWcezkKerXrZ1vHV1kSDQ+7/gP8q8bKhYaGkpmZiatWrWSr01dokTOuHQdHR2WL1+OgYEBxYsXZ/LkyYwYMYIpU6aQkpLC77//zvHjxwkODgbAw8ODs2fPsmjRIqpXr86CBQsICgri559/lqe5fPlynJ2defToEfb29sydO5c///yT7t27A+Dp6UmVKlXIzfDhw+W7kE6aNInixYvz5MkT/Pz8UEZ2djYrV67E2NgYgK5du3Ls2DGmTZtGUlJSgbpfvXpFYGAgZcvKHsy5HZNXr17h7e1NlSpVkEgk8nz7EsQkpZCVLcXSSPHhZmlkQGRCcr5x605eSkxiClnZ2fSrX5FWFZVXpndehfEkLIqJ7fNvGY2LTyA7OxtzczOFcHNzU2KuxyiNEx0TS9lPeiPMzc3IysoiLj4eSwsLAJKSkujQvTcZGRloaGgw6LtvFSpeP18fRg79ASdHB2Ji41i3cTM/DB/F0vnzMDHJO1wOIDYhkazsbCzMFH83NzMhOjYu3/+aH66Odoz9vieeLk4kpaSwed8xvh07gzW/TcDZ3rbgBD4QFx8vy0+zT/LHzJTomFilcaJj45Tay/IzAUsLxSEqDx494fnL14wc0E9tXblJiJM9pI1NFVsPjUwtlc5PUcXeDbMxtbDBJyBY6e93rhwjJTmB8tVa5JtOTIzsPjM1U/yfZmbmhIerblWNjYnGTEmcj+l95MXzZ/w4bCDp6eno6+szetwkXFzcAHBydsHGxpY1K5bSf+AQdPX02LVjKxEREVjkPzz9qyUx9uP1VRyWaGxiRUxU/tc3NTmBnwfVIDNTVmabdx+Hd4kvM4QkJjFZVnZNFLuyLI2NiIpLUBFLkTVHzpOSlk49Fb0pd5+/4cnbcCZ0b1lofbEJSTJ9psYK4RamxkTGxquVxtr9J0lNS6duhdKFPr9STTGyVntl93lERP5lw9RcMY6pubk8PYD3Ye84tH8XTVu2o3X7Ljx+9IBli+ahpa1Nzdr15XZXL5/n95mTSUtLw9zCkglTZ2FhYYHigCmISU4jSyrF8hOn0tJQn8hE5c+1l1FxzD16lRU9G6OlqfqFMyE1nbqzNpKRlYWGRIOfGgcT7Kl8PqgqYpLTyZJKsTBQbJGwNNQlKunTf/NBX3QC807dYnnn2mipGMbcoJgrMSlp9Fx3DJCSmS2lbaAXvSoWU6mlKJ+7uTl/8RKJiUnUq11bpdai5L860f5z+Nc5LqVKlaJ27dqUKFGC+vXrU69ePdq0aYP5h4qtVKlSCuPIg4ODSUxM5PXr14SHh5OamkrduoovwOnp6QQGylpIrl27xokTJzAyyju24unTp8TGxpKWlkbtAgpHyZI5rdT29rLJf+Hh4SodFzc3N7nT8jFOeLisZef+/fsF6v7uu+9o3bo1169fp169erRo0YJKlWQP6R49elC3bl18fX1p0KABTZo0oV491eP009LSSEtLUwjT1dXN9/9+WialUOCIzhXftyUlPYPbL0OZu+8cLpamNAzKmz87Lt3Fy86SEi7qtUp9el6plHxbYCSfxPjYe5c7jr6+PgvnzSYlNYUbN2+zcNly7O1sKVVS5jSXL1tGbusO+Pv50r1PPw4fO0Gbls0L0Ptp5kn/1prvAT6eBPjkTMAt6etFj5FT2HLgGEN7dSp0ep/mnbQAfXnvBanyH4D9R4/j7uqMv496k1Ovnd3L5qU5Pah9R85XcVJp3nxVwbHdy7lxfj/fj1uBto7y+/zSye34la6CqYXixNePesZoSsjOzmbcpJ8/yMmbZwW1AuaJgzTP33J0cmbOn4tJTEzkwrkzzJ01k2m//I6LixtaWlr8OGYif879jc7tW6ChoUGpwDJUq1aN8IOn1cmKIufGuT3sWDFR/r3HsIWyD8rypoDrq6NnyKBp20lPTebJvYvsW/8LFjbOePp/uY3TlN3r6rT2Hrh0m4W7jzP7+855nJ+P7Dx7DS9HGwLcCzf3QVHfp/mWf134kYPnr7N4xyFmDemVx/lRlwPnrvHz8s1INMeQnZ3NmIkzPor6RFPBk6+U1dG5k5FKpXh6+dKle18APDy9ef3yBYf271JwXAJKBjLrj6XEx8dx9OA+Zs2YSNUKJVE1I0RpmVRy32VlZzN62ym+qxGEm1X+w3INdbTZ3K8FyekZXHr+jlmHLuNkbkw5d9WLBKhCSbWntFRkZWfz054L9KtSAlcL5Q1pAFdfvWfZhfuMrleGEg6WvI5J5Nej11lseJdvKuc//Koonru5OXD4KOXLBGFlaZGvzqLivzrs63P41zkumpqaHDlyhPPnz3P48GH++OMPxowZw6VLl/KNJ5FI5JO49u3bh6OjYgvHxxfz7OxsmjZtysyZM/OkYW9vz7Nnz9TSqa2dM6TpY0HMPYksP/tP9aqju2HDhrx8+ZJ9+/Zx9OhRateuzffff89vv/1GUFAQz58/58CBAxw9epR27dpRp06dPHN7PjJ9+nSF4XUAEyZMYFTZvK315ob6aGpI8vSuRCcmY2mc/xADJ0tZBe9tb0VUQjILDl/K47ikpGdw6OYj+tdX3hKeG1MTYzQ0NPL0BsTGxqlcftrC3EypvaamJia5HEkNDQ0cHWQPFi8PD169ecOGLduUVqAA+np6uLu58vad6uFyZsZGaGpoEPVJ70pMXAIWpqofLoVFQ0MDfy83XoeqHuKgDFMTE+X5GRePhZnyh7OFmSnRMYr/JzY2Hk1NTUyNFV/QUtPSOH7mPD07tUNdipepyXCvnEaBzAzZ/LWE2EhMzXPGlCfGR2NkmncM96ec2LuCo7uW8N1PS3BwzTtkBCA64h2P7lyk59A5KvXUKK7Fs1dh8uFasTHRWFjknD8uLjbfJdDNzC2IiVEcRx4XG5undVpbWxt7B1kd4O3jy+PHIezdtZ3+A4cC4OXtw5w/F5OUlEhmZiampmaMGzUEy4wCs+KroFhQLZxzXd8s+fWNwMQs9/WNKvD6amhoYGUr6112cPUn/N0zTu5Z8kUcF3MjA1nZjUtUCI9OSFLpiHzk0JU7TF69k1++bU/FYspX+EpJS+fQlTt81+zzWo/NjA0/1C2KvSsxcQlYFuCIHL54gylLNzJzYHcqBCgvE+pQLag4AZ7DMSxZg8cvw1WXjdhYzMxVv2yamVso9K4AxMfGYmpmkcvGEicXxZEETs6uXDyv6LDr6elj7+CEvYMTvn7F+b5vZ7Zu3Ur3T6pbcwNdNCWSPL0r0UmpWBrlHdqXlJbBvXeRPAyNYsZ+2XzWbKnMJQuatIIFXetTwUM23EpDQ4KLpeyEfvaWPI+IY9nZ24VyXMwNdNCUSPL0rkQnp2FhmHdcaHJ6JvfDogl5H8PMI9cU9JX9ZRPz29egvKst88/coXFxN1qVkt2X3tZmpGRkMvXgFfpUKo6GEkfka3juvg8P58at20z46Uel5/sqED0uavOvdPEkEgmVK1dm0qRJ3LhxAx0dHXbs2AHArVu3SEnJWcnj4sWLGBkZ4eTkRLFixdDV1eXVq1d4eXkpHM7OzgAEBQVx79493Nzc8tgYGhri7e2Nvr4+x479b5YCBdTSDWBtbU2PHj1Yu3Ytc+bMYfHixfLfTExMaN++PUuWLGHTpk1s27aN6GjlE+5Gjx5NXFycwjF69Gilttpamvg72XDxkeIciouPXlHKTf2KWAoKK0195PDNR6RnZtG4jPKeKgUt2tr4eHly/ZM9dK7fvElxFT1d/n6+eeyv3biJj5cXWlr5+P1SqfxBrIz0jAxevX6DxSdDoxT1auHr4cqV24qT/C/fvk8JX+UvNJ+DVCrl8YvXhZ6gr62tha+nB1dvKS6ycPXmbYr7KV8kobifD1dvKtpfuXkbXy+PPPl54uwF0jMyqVtdcVnT/NDTN8TazkV+2Dl5YmxmRcidnMUvMjMzePLgKu4+pfNN6/ie5RzevohvRy3ExVN1a+LlUzswMrWgWGA1lXpcXV2xd3DE2cUVc3MLbl6/JrfJyMjg3p1b+PmrXhnK168Yt25cUwi7ef0qfsUKWE1KxX1oaGiEqakZ796+4e7duwTkP2rzq0FX3xArW1f5YePohbGpFU/u5r6+6Tx/eBVX79KFS1wqlTu6fxdtLS38XR24+EBxLtrF+08p5emsIpasp2XCiu383KcNVUuqdgqOXL1LekYWjSqWUmlTkD4/dycu3VWci3bp7iNKerupjHfw/HUmLdrAtP5dqRJY+JXMcmOor4eznfWHsuGEs4sbZuYW3LpxVW6TkZHBvbs38c2nbPj4FefWzasKYTdvXFEoT/7FAnj3VnFu0bu3r7G2zn9orFQqVVi85yPaWpr4O1hy8anicMSLT99RSslyw0a6Omz9riWb+rWQH23L+uFmacqmfi0ooWSivlwDUoWV5NRBW1MTfztzLr5QnEd58UUYpRzzrvZoqKvNll4N2NizvvxoE+iFm4UxG3vWp4S9zJFMzchC45P3aw2JBCk5PSJ5tHwFz91DR45hZmpKhXJfZg7bP4GYnK8+/7oel0uXLnHs2DHq1auHjY0Nly5dIiIiAn9/f27fvk16ejq9e/dm7NixvHz5kgkTJjBgwAA0NDQwNjZm+PDhDBkyhOzsbKpUqUJ8fDznz5/HyMiI7t278/3337NkyRI6duzIiBEjsLKy4smTJ2zcuJElS5agp6fHjz/+yMiRI9HR0aFy5cpERERw7949evfu/Y/8Z3V0jx8/njJlylC8eHHS0tLYu3cv/v6yZVRnz56Nvb09pUuXRkNDgy1btmBnZ6eyNURXV1fp0DDlI2eha7Ugxmw4RDEnW0q52bPt4h1CYxJoGyxrOZ277yzhcUlM6yTrst949hZ25sa428he6m88f8fqk9foWKV0nrR3XL5HzQBPzPKZwJqb1i2aM/P3Ofh4eeHv78v+g4cJj4ikSSPZuZetXENkVBQ/DhsMQJOGDdi9dz8LlyynYYO6PHgQwsEjR/lpxFB5mhs2b8XH2wsHezsyMjK5fPUaR46fZFD/nHkZi5atoGL5cthYWxMbF8f6jZtJTk6mXu2a5EfHJnWZ9Mcy/DzdKOHjwc6jp3kfGU3LejUAmL9uGxHRsUwYmHNvPfow0T4lNY3Y+AQePX+FtpYW7s6yFr1lW3ZT3NsDZ3tbkpJT2HzgGI9evGZY78IPE2vbvDE/z/kTXy9Pivt6s+fQMd5HRtKsgWzY4uLV64mMiuanIQMAaNagLjv2HeKvZatpUq8W90Ies//occYNy7vc7P6jJ6hSoSymJp83FAVkjRjVG3bl6K4lWNu7YG3nytGdS9DR0SOocmO53br5ozE1t6FJxyGAbHjYgS1/0HXAL1hYOxL/YS6Frp4Buno5PYXZ2dlcPrWTctWao6lZcHUqkUho2qIVWzevx97RCQcHR7ZuWo+Orh7VauS0ns/+bQaWllZ069kHgKbNW/HTyMFs27KBChUrc+niOW7dvM70X+fK46xZuZSgsuWxsrYhJTmZM6dPcPfOLSZMzlkh8NyZU5iYmmJtbcPLF89Zuugv6tSpg+9C5avAqYumoQGGXi7y7wbuTpiU8iM9Oo7U1+otwvE5SCQSKjfoxok9i7G0kzkzJ/YsRltHj9LBTeR2mxaOwtTchgbtZeX2xO7FOLkHYGHrTFZmBiG3TnP93G5a9Bgvj5OWmkTU+5wGl+iIt7x7+QADQ1PMrFRPRv5Il7qVGLtsG8VcHSjp6cz201cJi46jTXVZj8687YcJj4lnau82gMxpGb9iGyPaN6KEhzORH+bC6GprY/zJXIWdZ69TI9APM6PPnxjfuWENxi9Yh7+HMyW93Nh+4jxhUTG0ri0bQvznpr2Ex8QxuV9nQOa0TFi0juFdWhLg5SqfC6Onoy1fwTAjM5Nnb99/+JxFRHQcIS/fYqCrg7Od6pdzkF3LJs3bsG3z2g+9Ho5s37wOXV09qlXP2T9n7qyfsbS0okuPbwBo0qw1Y38cxPYt6ylfsTKXL57j9s1rTPvlD3mcJi3a8tPw79m6aS2Vq9bg8aOHHDm4l34DhwGQmprC1k1rKVehEuYWliTEx3Nw306iIiNo0KABXN2eR2/X4ADGbD9NMQcrSjnbsO1aCKFxibQtK3sZn3v0KuHxSUxrVR0NDQnetoqNVBaGeuhqaSqELztzi2IOVjibG5ORlc2Zx2/Ye+sJYxoXfu5Vl3J+jN17kWJ2FpR0sGT7raeExSfTprRs2O28U7cIT0hhapOKaEgkeFmbKeoz0EVHS1MhvJqXA2uvhOBrYy4fKrbgzB2qezmgmc/y/kX13AVZHX3o6HHq1q6JpubXO5lPLIesPv86x8XExITTp08zZ84c4uPjcXV1ZdasWTRs2JBNmzZRu3ZtvL29qVatGmlpaXTo0IGJEyfK40+ZMgUbGxumT5/Os2fPMDMzIygoiJ9++gkABwcHzp07x48//kj9+vVJS0vD1dWVBg0ayPflGDduHFpaWowfP553795hb29Pv36fN7lYXQrSraOjw+jRo3nx4gX6+vpUrVqVjRs3AmBkZMTMmTN5/PgxmpqalCtXjv3796u1z4g6NAj0JS45lcVHLhIRn4yXvSV/9WmOw4extJHxSYTlGrKQLZUyb/853kbHoaWhgZOlKT80rkybioqrV72IiOHG83cs/Eb9yak1qlUhPiGetRs3ER0dg5urC9MmjsPWRtZKFhUTTXhEzoZV9na2TJ04joVLl7N7334sLS3o/00f+VryIBvSNG/+IiKjotDV0cHZyZFRw4ZQo1rOggyRkVH8/Oss4uMTMDUxwd/Ph3mzfpGfVxV1KpcnLjGJ5Vv3EBUTh4ezA7N++gH7D3u4RMXE8T4ySiFO95GT5Z8fPnvJ4bOXsLO2ZMd82fDGhKRkZi5aTVRsPEYG+vi4u7Bg0kiKe3uonY8fqVW1EvEJCazatI3o6BjcXZ2ZOX4Udh/W5o+KiVXQZ29rw4zxo/hr2Sp27j+EpYU5A/v0lO/h8pHXb99x5/5Dfps0ptCa8mhs2ouM9FS2Lp9KSlI8rp4l6ffTYoU9XGIiQ5Hkar06d2QjWZkZrJwzRCGt+q2/o0Gb7+XfH929QExkKBVqqH8PtmrTgfS0dBb9NZfEDxtQTpo6U2HuXWREOBq5mjb9ixVn+KixrFu9gvVrVmJn78CIUePke7gAxMbGMOe3GURHR2NoaIiruwcTJk9XWI0sOjqKZUsWEBcbg7m5BTVr12PcmB85slD5kEZ1MS0TQPCxNfLvxX6T1TuvV2/ndm/lvbFfiuqNe5ORnsqulZNJSY7H2aMkvUcuVdjDJTZK8fqmp6Wwc9Vk4qLfo62ji7W9B+37zaRUxYZymzfP77Hk5x7y7/vWy8pPUJUWtPs2Z3EWVdQvV4K4xGQW7z1JZFwCXg62/DGoKw4f9nCJjE0kLDpn2OS201fIzMpm+vq9TF+fs+JV0+BAJvdqJf/+MiySG09esmBId/UzSQn1KgYSl5DE0h2HiIyNx9PJnrkjvsHeyuKDvnjCInMmT28/fp6srGxmrtrGzFU5y3A3qVqOid/KGj0iYuLpPOY3+W9r9p9gzf4TBPl5snjsgAI1tWzTkfT0NBbPn/1hA8pijJ/yq8IeLpER7xWGJPkVC2Doj+PZsGYZG9cux9bOgWE/TpDv4QLg7ePHj2OnsHblErZsWIWNrT29vhlA9ZqyBhYNDQ3evn7FyWOHiI+Lw9jEBC9vP6b+8gfe3t6kKnboANAgwIO45DQWn7pJRGIyXjbm/NW5Hg4f9nCJTEgmLC6pwP+cm5T0TH7ed4H38UnoamnibmXGtFbVaRBQ+Lq5vr8LcSlpLD53l8ikVLysTPmjbTUcTGXlIjIxhbD4wunrU6k4EiTMP3OH8MQUzPV1qeblwIBqJfONV1TPXYDrN28RHhFBg7pf56T8j/xXe08+B4lUVf/ev5AePXoQGxvLzp07i1rKv5LUvQuKWoJK9Jp8x6vHD4pahkpcvP2Jvn2mqGWoxKJkVUIf3ixqGSqx9yvN/utf70SNRkHaPHz6pqhlKMXP04l92p8/V+GfpnFGCDsuF26ozP+SluU1ST69uahlqMSgWjsSruwvahkqMS7XiHtP/rleub9LcS97UjfkndP6taDX8UeSl08oahlKMeg16at/7n4tRNzLfx62KqyLVyjY6F/Gv67HRSAQCAQCgUAg+H+DmJyvNsJxEQgEAoFAIBAIigjpv3OtrH+E/5TjsnLlyqKWIBAIBAKBQCAQyBEbUKrPf8pxEQgEAoFAIBAIvibE5Hz1EY6LQCAQCAQCgUBQRIjlkNVHOC4CgUAgEAgEAkERIXpc1Ec4LgKBQCAQCAQCQREh5rioj3BcBAKBQCAQCASCIkIMFVMf4bgIBAKBQCAQCARFhBgqpj7CcREIBAKBQCAQCIoI0eOiPsLFEwgEAoFAIBAIigipROOzjsIyf/583N3d0dPTo0yZMpw5cyZf+1OnTlGmTBn09PTw8PBg4cKFeWy2bdtGsWLF0NXVpVixYuzYsaPQugqDcFwEAoFAIBAIBIIiQorks47CsGnTJgYPHsyYMWO4ceMGVatWpWHDhrx69Uqp/fPnz2nUqBFVq1blxo0b/PTTTwwaNIht27bJbS5cuED79u3p2rUrt27domvXrrRr145Lly79rfzID+G4CAQCgUAgEAgERcT/osfl999/p3fv3vTp0wd/f3/mzJmDs7MzCxYsUGq/cOFCXFxcmDNnDv7+/vTp04devXrx22+/yW3mzJlD3bp1GT16NH5+fowePZratWszZ86cv5Md+SIcF4FAIBAIBAKBoIj43B6XtLQ04uPjFY60tLQ86aenp3Pt2jXq1aunEF6vXj3Onz+vVNOFCxfy2NevX5+rV6+SkZGRr42qNL8EYnK+4Iuh1+S7opaQLy7e/kUtIV8sSlYtagn5Yu9Xuqgl5EujIO2ilpAvfp5ORS1BJY0zQopaQr60LK9Z1BLyxaBau6KWkC/G5RoVtYR8Ke5lX9QS8kWv449FLSFfDHpNKmoJKvnan7tfC5+7j8v06dOZNEnx+k+YMIGJEycqhEVGRpKVlYWtra1CuK2tLWFhYUrTDgsLU2qfmZlJZGQk9vb2Km1UpfklEI6L4Iux80pWUUtQSYtymlwJiS1qGSop52vGw6dvilqGSvw8nTh9L6moZaikWnFDQp6+LmoZKvH1dObc/cSilqGUysWM2HH56y27Lctrsk/bt6hlqKRxRgjXH0UVtQyVBPlYcuJOSlHLUEnNEvqknNxQ1DJUol+jI7N2SotahkqGtZDwx76vU9/AxhLGrkwvahkqmdpDp6glyJFKP89xGT16NEOHDlUI09XVVWkv+cRBkkqlecIKsv80vLBp/l2E4yIQCAQCgUAgEBQR0s+cuaGrq5uvo/IRKysrNDU18/SEhIeH5+kx+YidnZ1Sey0tLSwtLfO1UZXml0DMcREIBAKBQCAQCIqIf3pVMR0dHcqUKcORI0cUwo8cOUKlSpWUxgkODs5jf/jwYcqWLYu2tna+NqrS/BKIHheBQCAQCAQCgaCI+F9sQDl06FC6du1K2bJlCQ4OZvHixbx69Yp+/foBsmFnb9++ZfXq1QD069ePP//8k6FDh9K3b18uXLjAsmXL2LAhZ2jnDz/8QLVq1Zg5cybNmzdn165dHD16lLNnz/5j/0M4LgKBQCAQCAQCwb+Y9u3bExUVxeTJkwkNDSUgIID9+/fj6uoKQGhoqMKeLu7u7uzfv58hQ4bw119/4eDgwLx582jdurXcplKlSmzcuJGxY8cybtw4PD092bRpExUqVPjH/odwXAQCgUAgEAgEgiLif9HjAtC/f3/69++v9LeVK1fmCatevTrXr1/PN802bdrQpk2bLyFPLYTjIhAIBAKBQCAQFBH/K8fl34BwXAQCgUAgEAgEgiLic5dD/i8iHBeBQCAQCAQCgaCIED0u6iMcF4FAIBAIBAKBoIgQjov6CMdFIBAIBAKBQCAoIoTjoj7CcREIBAKBQCAQCIoIMcdFfTS+VEI1atRg8ODBXyq5/zQvXrxAIpFw8+bNopYiEAgEAoFAIPgHyUbyWcd/kS/W47J9+3a0tbW/SFoSiYQdO3bQokWLL5JeUXHy5Elq1qxJTEwMZmZmRS3nq0IqlXJ0+19cOrGFlKR4XDxL0rzHWOycvFXGuXvlCMd3Lybq/SuysjKxsnWhWqOeBFVp9kX0bN+wlBOHd5KUmICnT3F69BuBk4uHyjhvXj1j27pFPH8aQmR4KF16D6ZB844KNkf3b+PYge1EhL8DwMnFg5YdelOqTKVC69u4bjWHDu4jKTEBH19/vu0/CBdXt3zjnT97mnVrVhAWGoqdvT1duvcmuFIVpbZbN61nzaplNG3eij7ffl8obXs2LeL0ke0kJyXg7h1Ap76jcHTxVBnn7aun7N64gJdPHxAVEUr7nsOo07Szgk1qShI718/nxqUTJMTH4OLuS/teI3D3Ll6gng3rVnP44H4SExPw8fWjn9p5tZLQ0FDs7e3p0r2XQl7t37ebA/v2EP7+PQAurq506NiVMuXKy22aNaqjNO0RI0bgX6mDSr27Ni3m1GFZ/nl4B9Dlmx8LzL+dGxby4kP+deg1jHpNOynYZGVlsmvjYi6ePkBcbBSm5lZUqdmEJm37oKGhfpuVVCrl6I6/uPyhrDp7lqRF97HYFlBWT+z5UFYzM7Gyc6FqQ8Wy+uzhVU7vW87bF/dIiI2g6w/zKF5Wef79XSyqlMVjWG9MgwLQc7Dhauv+vN997B8516dIpVK2bVjGsUO7SUqMx8unOD37DcPZVXXd8vrlM7auW8qzpw+JDA+ja58faNS8vYLNzi2ruXL+JO/evkJHRwcfvxJ07NEfByfXQuvbu3khZ49uJzkpHjevADr2HY2Ds5fKOGeObOPSqb28e/0EABePYjTvNAB37xJym8f3r3F41ypePXtAXEwE/Ub+TunytQqlbdPJy6w6fJ7IuAQ8HWwY0a4BQd7K/9+x6/fZfPoqj16HkZ6Ziae9Df2a1qBSccX/sfboBbacvkpYdBxmRgbUCSrGoJa10f2M9xepVMq1o3/y8NJm0lLisXEpSeXm47GwU102Qq5u59SWn/KE95p6Cy1tXQBCn13h1ullRL65R3JCBPW6/Ylb8cKXDalUyuVDf3Lv4mbSkuOxdS1J9dbjscxHX24e3djH4TXDcA+oTeNef8nDV02pRULMuzz2JSp3onrr8YXWmZtapTUp66OBvg68iZSy52IW4bHSfOPo6UCdQE2Ku2qgpwsxCXDwSiaP3uYf72tCDBVTny/W42JhYYGxsfGXSq5AMjIy/mfnEnx5Tu1dxpkDq2jRfSwDJ2/GyMyKpTP6kJaSpDKOvqEptZp9S/8J6xny8w7KVmvFlsVjCLl99m/r2bt9DQd2raf7N8OZPGsFZuYWzBg/kJRk1XrS0lKxtnOkfbf+mJpbKrWxsLKhfff+TPl9FVN+X0WxkmX5fdoI3rx6Vih927duZNeOrXz73UB+mzMfM3Nzxo8ZSXJysso4Dx/c49cZU6hZqy5z/1pMzVp1+XX6ZEIePshj+/jRQw4d3Iebu+qXKVUc3LGKI3vW0anvj4yZuQZTM0tmT/qO1HyuZXpaKla2jrTqOghTMyulNqv+msz925fo/cMUJs7eRLFSFZk96TtiosLz1bN96yZ27djGN98NYNacvzA3t2D8mB8LyKv7/DJjKjVq1WHeX4uoUasOv0yfopBXVlbWdO/Zh9/nzuf3ufMpWSqQaVPG8+rlixzNazcrHIMGD0cikVC/fn2V5z6wYxWHd6+jS98fGffLakzNLfltYn9SCsg/a1tH2nQdqPLe2799FScPbaVz35FM+2Mr7boN4sDONRzbtzGf3MvLqX3LOHtgFc27jWXApM0Ym1qxdGYBZdXIlJrNvqX/+PUM/nkHZaq1YuuSMTzKVVYz0pKxd/GlebexhdLzOWgaGhB/O4R7P0z+x8/1KXu2rWX/zo30/HYo035fhpm5BT+PH5xv3ZKeloqNnQMdu3+HmYrr++DuDeo1bs3kXxfz05S5ZGVlMX38YFJTUwql7/DOlRzbu5YOvUcxasY6TM2smDs5//L76N5VylZpwJCJSxj582osrOyYN+U7YqLey23SUlNwcvOhQ+9RhdLzkUNX7vLr5oP0aVSVjWP7Eejlwvd/rCU0Olap/bXHL6no78EfAzuz/qdvKevrxqC/1vPwVajcZt+l28zbcZRvm1Rn+8TvmdCtGYev3mXejs9zYm+dWsqdMyup3GIcLQduQd/Imv1Le5GelphvPG1dI7qMPaNwfHRaADLSU7C096Nyi3Gfpesj148v5eaplVRvNY52Q7ZgaGzNroW9SE/NXx9AfPRbzu3+BQePsnl+azdkKz0nnpEfzfstB8CzlOp6Th2qBmhQqZgGey9msmBvJgkpUnrU00InnyZ2TQ3oUU8LcyMJG05mMnd7BrvOZxKvurr/KpFKJZ91/Bf5R4aKubm58fPPP9OrVy+MjY1xcXFh8eLFctv09HQGDBiAvb09enp6uLm5MX36dHlcgJYtWyKRSOTfJ06cSOnSpVm+fDkeHh7o6uoilUpxc3Njzpw5ClpKly7NxIkT5d8lEgmLFi2iSZMmGBgY4O/vz4ULF3jy5Ak1atTA0NCQ4OBgnj59qpDOnj17KFOmDHp6enh4eDBp0iQyMzMV0l26dCktW7bEwMAAb29vdu/eDciGe9WsWRMAc3NzJBIJPXr0AODgwYNUqVIFMzMzLC0tadKkSZ5z5+bkyZNIJBKOHTtG2bJlMTAwoFKlSoSEhBRK78SJE3FxcUFXVxcHBwcGDRok/23+/Pl4e3ujp6eHra3tP7oLqlQq5ezB1dRq/i0B5epi5+xN+2+nk5Geyo3ze1XG8yxWnoBydbB19MTS1oUqDbpi5+zDi5D8d3VVR8/B3Rtp3q4n5SrVxNnVk28HTyA9LZXzpw+p1uNdjE49BxFcrR7a2jpKbYLKV6V02crYO7pg7+hCu67foadnwJOHdwulb8/O7bTt0IngylVxdXNn8LAfSU9L5fRJ1Q/c3Tu3UzqwDG3ad8LJ2YU27TtRsnQQe3ZtU7BLSUnh919+5vtBQzEyKlzjg1Qq5dje9TRq3ZugirVxdPWi56DJpKelcun0AZXx3L2L07b7EMpXqY+WkpbO9LRUrl88TpuuP+BTvAw29i4069APSxsHTh7akq+e3Tu3065DJyrJ82okaWmpnD55XGW83Tu3UTqwDG0/5FXb9p0oWTqQ3bu2y23KVwimbLkKODo54ejkRNfuvdDT0+dhLufG3MJC4bh08TwlSpbG2dlZpd4je9fTpE0vygTXwsnVi96DJn3Iv4P55l+7HoOpULU+WlrK772nIbcpXb4GpcpWxcrGgbKV6hBQuiIvnuZ1XFUhlUo5d3A1NXOV1XYfyurNC/mUVf/yBJStg83Hslr/Q1l9lFNWfUtVo37bHwgoV1dtPZ9LxKHTPJowh7CdR/7xc+VGKpVyYPdmWrTrTvlKNXB29eS7IeNIT0vl3CnVWjx9itG51wAqVaurtHwAjJ40m+p1GuPs6oGruzf9Bo8hMuI9z588LJS+Y/vW0bBVHwIr1sbRxYvuA6eQnpbC5TOqy2/vwdOp0aA9zu5+2Dm606XfeKRSKSF3LsttAoKq0LzjAAIr1lZbT27WHL1Ay8pBtKpSBg97a0a2b4iduSlbTl1Vaj+yfUN61q9CgJsjrraWDGpZBxcbS07dznlO3n72mtKeLjQqXxJHK3MqFfOiQbkS3H+Zt/egIKRSKXfOriawVj/cA+phYedDzfYzyMxI5ckN1WUDZO8OBsbWCkduXPyqUa7+YNwD6hVaV259t06vpmydfniWrIelvQ91Os0gMz2VR9fz15edncWRdSOoUH8gJpZOeX7XN7LA0MRafry4dxJTSxccPcsrSU19KhXT5NTtLO6/khIeK2XbmSy0taCUh+pX1SBvDQx0JKw7nsmrcCmxSfAyXEpYzP+f3haQ9bh8zvFf5Is5Lp8ya9YsypYty40bN+jfvz/fffcdDx/KKtR58+axe/duNm/eTEhICGvXrpU7KFeuXAFgxYoVhIaGyr8DPHnyhM2bN7Nt27ZCz/+YMmUK3bp14+bNm/j5+dGpUye+/fZbRo8ezdWrsopwwIABcvtDhw7RpUsXBg0axP3791m0aBErV65k2rRpCulOmjSJdu3acfv2bRo1akTnzp2Jjo7G2dmZbdtkL4ghISGEhoYyd+5cAJKSkhg6dChXrlzh2LFjaGho0LJlS7Kzs/P9D2PGjGHWrFlcvXoVLS0tevXqpbberVu3Mnv2bBYtWsTjx4/ZuXMnJUrIuvWvXr3KoEGDmDx5MiEhIRw8eJBq1aoVKn8LQ3TEGxLiIvEukTNcSktbBw+/srx8fFOtNKRSKU/uXiAi7AXufnlbhApDxPt3xMVEUaJ0BXmYtrYOfsUDefzgzt9KOzfZWVlcOH2YtNQUvP0C1I73PiyUmJhoAoNy/qe2tg7FS5Ti4YN7KuOFPLxP6SDFvAkMKsvD+4pxFs2fS5nyFSkdWEZtTR+JfP+WuNhIipeuqKDNp3gZnobcLnR6H8nOziI7OwttHcWXch0dXZ48uKky3se8Kh2U819keVWSB/nk1cOH9wkMUvz/QUry6iNZWVmcPnWC1NRU/PyLKbWJiYnh6pVL1K3XQOV5I96/JS4mKk/++RYvw5OHt1TGUwdv/9I8uH2ZsLcvAXj1/BGPH9ykRJnKaqchL6sBimXVvbBl9d4FIkJf4O7798rq/zfC378jNiaKEoE5L3Ta2jr4B5Tm0cMvV7cAJCfJekiMjE3UjhMZ/pb42Ej8SwUr6PMuVpZnITfVTic9PZWsrEwMjEzVjpMfGZmZPHj1juBiisMlKxbz5NbT12qlkZ2dTXJqGqaG+vKwQC8X7r96x53nbwB4ExHN2buPqVpCvaFTuUmIfkNKQgRO3jnlSVNLB3uPcrx/eSPfuBnpyayfXot106pzcMW3RL69X+jzF0R89BuSEyJw8VXU5+hZjtAX+eu7cvgv9A0tKFax4AbMrMx0Qq7vxr9CKySSz3+RNjcCYwMJT97lOBxZ2fAiTIqLjep0/Zw1eBWRTdOKmoxqr83A5lpUL6HB35BSJIgeF/X5x1YVa9SoEf379wfgxx9/ZPbs2Zw8eRI/Pz9evXqFt7c3VapUQSKR4OqaM2bV2lrW8mBmZoadnZ1Cmunp6axZs0ZuUxh69uxJu3bt5HqCg4MZN26cfAjHDz/8QM+ePeX206ZNY9SoUXTv3h0ADw8PpkyZwsiRI5kwYYLcrkePHnTsKJvX8PPPP/PHH39w+fJlGjRogIWFBQA2NjYKc1xat26toG3ZsmXY2Nhw//59AgJUv9BOmzaN6tWrAzBq1CgaN25Mamoqenp6Bep99eoVdnZ21KlTB21tbVxcXChfXvYwffXqFYaGhjRp0gRjY2NcXV0JDAwsdB6rS0JsJADGpopDhIxMrYiJzL/lKyU5gZ8H1iAzMwMNDQ1a9BiHT4nCzRf5lNiYKABMzSwUwk3NLIiMCPtbaQO8fvGEiSP7kJGejp6+PoN/moljPnNnPiUmJuaDHnOFcDMzc8LD3yuLAkBsTDRmSuJ8TA/g9KnjPHvyhN/mzldbT27iYmV5Z2KmOJzFxMyCqIhQZVHUQk/fEE/fkuzdshR7Jw9MTC24fPYgzx/fxcbeRWW8j/9N2f+OyDevYgrMK4AXz58xctgg0tPT0dfX56dxE3FxUT7m/vjRw+jrGxBcuarK88b/Q/kH0KhVD1KSExkzsDUaGhpkZ2fTqnN/KlZV7Uh9SqKKsmpsYkVMVP5lNTU5gZ8H5ZTV5t3HKTRW/BeIi4kGVNQt4X+/bvmIVCplzbJ5+BYrhbOr6rlRnxIfI7u+Jp/oMzGzILoQ99+OtXMxs7DBv2SFgo3VICYxmaxsKRYmhgrhlsaGRMYXPMwJYPWRC6SkZ1CvTM6cuAblShCTkEzPX5eDFDKzs2lbvSy9Gqguo6pITogAQN9YsezqG1mSqGT+x0fMrD2o0XY6FnY+pKclcvfsanYt6ESbwTsxtXIrtA6V+uJV6DO2VDo/5SOhz69z/9I2OgzbqdZ5nt09RlpKAn7lWn62VgAjfdlLeGKKYk9JYooUMyPVL+gWxhLM7CXcfprN6qOZWJpIaFpBEw0NOHEr/8bgr4n/au/J5/CPOS4lS5aUf5ZIJNjZ2REeLhub3qNHD+rWrYuvry8NGjSgSZMm1KtXcJeoq6vrZzktn+qxtbUFkPc4fAxLTU0lPj4eExMTrl27xpUrVxR6WLKyskhNTSU5ORkDA4M86RoaGmJsbCz/n6p4+vQp48aN4+LFi0RGRsp7Wl69epWv45L7XPb29gCEh4fj4uJSoN62bdsyZ84cPDw8aNCgAY0aNaJp06ZoaWlRt25dXF1d5b81aNBAPvxNGWlpaaSlpSmE6erqoup2unFuD9uXT5R/7zl84YdPigVVKpUiKaDw6uoZ8sO07aSnJfPk3kX2rvsFC2tnPIup30V97uRBls+fIf8+fPzvH+R8okeJxs/B3tGVaXPWkJyUyJXzx1k0ZzJjf16g0nk5eeIoC/6YLf8+btLPH+Qpya8CmpXyxEEq/5sREeEsXfQXk6b+go6O8uFGn3Lx1H7WLsq5xwaOmafcUEqB17Igev0whVV/TmJEn/poaGji4uFH+aoNePUsZyjMRz2aGhKys7MZP0mmLU++SKV5rm8elFz/T6M4Ojkz589FJCUmcv7cGebM+oWff/ldqfNy9MhBqtespZC3F07tZ/XCn+XfB4+R9cLmUabGtS2Iy2cPc+HUAb4ZMg1HFw9ePX/EhmWzMDO3pnKtpkrj3Di3hx0rJsq/9xj2oawqu48KuL46eoYMmrad9FRZWd23/hcsbJzx9P97w0m+Zs6ePMTSv36Rfx85/jdAedn9kk3CKxbO4tWLJ0ycuTBfu0un97F+8VT59+9H//G39R3auYIr5w4ydOJStHV0C45QCD69x6SoVyMfuHyHhXtPMqd/ByxMjOThV0Kes/TAaX7q1JgS7k68Do/ml00HWGx6im8aV883zcc39nBme06jZYOeC5VqVFpx5MLWtTS2rqXl3+1cg9g+rxV3z62lcvPPn+8Vcm0PJ7fk6GvS54O+PHWh6ro5PTWRw+tGUKvdFPSNzJXafMr9S1tx9auKkaltofSW8tCgWbCm/Puao5kf5SkgkeQNU/gdSEqBnReykErhXZQUY32oGqD5/8tx+Y/2nnwO/5jj8ukKYxKJRP6CHhQUxPPnzzlw4ABHjx6lXbt21KlTh61bt+abpqGhYZ4wDQ0NWSWbC2UT93Pr+ViQlYV91Jidnc2kSZNo1apVnrT09PTU+p+qaNq0Kc7OzixZsgQHBweys7MJCAggPT0933h/R6+zszMhISEcOXKEo0eP0r9/f3799VdOnTqFsbEx169f5+TJkxw+fJjx48czceJErly5onQ1tOnTpzNp0iSFsAkTJlC6sfKJhMWCauHsmeN0ZWbK/mdCXAQm5jmOaFJ8FEamyieifkRDQwMrO9lLooOrP+Fvn3Fiz5JCOS5B5avi6ZPTCpeZKbtf4mKiMLfIaVmOj43O01L6OWhpa2PnIJvj4OHtz7MnDzi4ZxO9vx+t1L58hUr4+vrLv3+8n2NjorGwyMmfuLjYfFerMzO3IOZDi688TmysvGfh6eNHxMXGMnRQP/nv2dnZ3Lt7m317drJ110E0NTUV4pcuXx0Pnxzn+qO2+NgozCxyrmV8XHSeXoTCYmPnzIipS0lLTSElOREzC2sW/fYjVjaOefSU8zbg2atQMj/oifkkr2LjYvP0qOTGzNyc2Dx5lbcXRltbGwcH2fm9fXx58jiEPbu28/3AIQp29+7e4e2b14wcpfgiItOb02CSmZH+4Vyf5l8MJqZ/797bvGoujVr1oEJVWa+yk6s3URGh7Nu+QqXjUiyoFs5eOWU164O+hNgITMxy9CWqW1Ztc5XVd884uWfJv9pxKVO+Cl656paMD/kX+2ndEhfzReoWgBWLfufa5bNMmD4fSyubfG1LlauhsPLXx7o4LiYK01x1cYKa99/hXas4uH0Zg8cvwsnN5zP/QV7MjQzQ1JAQ9UnvSnRCEpa5HBFlHLpyl0mrd/HLt+2o6K/Y+zR/9wkaVyhFqyqyYaHejrakpKUzZe0e+jSsmu9qe67FamLjnKtsfMi75IRIDExy8j0lKQp9I/XrPomGBtZOJYiPfKl2HGW4F6+JrUsufVkf9MVHYphbX2JUnl6Yj8RFvSYh+i17l30nD5NKZe8Yfw0vTpdRBzC1yunxjo9+y5tHF2jY849C633wKpvXETnvSlqasncaY32JQq+LoZ6EpBTVrktCipTsbFnb1Eci4qQYG0jQ1JANN/v/wP8TmV8FRbYBpYmJCe3bt6d9+/a0adOGBg0aEB0djYWFBdra2mRlZamVjrW1NaGhOV3a8fHxPH/+/G/rCwoKIiQkBC8v1UtCFsTHltbc/yUqKooHDx6waNEiqlaVdU+fPfv3V8VSR6++vj7NmjWjWbNmfP/99/j5+XHnzh2CgoLQ0tKiTp061KlThwkTJmBmZsbx48eVOkKjR49m6NChCmG6urocUDGlQVffEF39HKdTKpVibGrF47sXcHSTzQ/IzEzn2cOrNGw/VHkiKpAilb9cqYu+gSH6Bop6TM0tuXvzMm6evjI9GRk8vHeD9t3VXxZYXaRSqfwFWxkGBgYKvV1SqRRzcwtuXr+Gh6dsLHZGRgb37tyiW8++KtPx9SvGrRvXaN4yZ5zyzetX8Ssme7EqWTqIefOXKsSZN/tXnJycadW2Qx6nBWRDuPQ+uZamZlbcv3URFw8/QJZ3j+5do3XXQXnifw66evro6umTlBjPvZsXaNPthzx6XF0NSc3UyJVX1/FUyKvbdM8nr/z8inHzxnWFvLpx/Zo8r1QhlSpvKDly+ABeXj64eyi+OOnrG6L/af6ZW3L/1iVcc+VfyL1rtO329/IvPS0VDQ3FVjwNDQ2k2apfAlSV1SeflNXnn1FWkUrljtq/FWV1i5m5JXduXsE9V93y4O5NOnbv/7fOJZVKWbnod65cOMW46X9hY+dQYBxl5dfEzIoHty8olN/H96/SssvgfNM6vGsl+7ctZdDY+bh65V9OCou2lhb+Lg5cePCUWoE5jTiXHjylRik/lfEOXL7DxNW7mN6nNdVK5HWkUtMz0JAoKRPk36oPoKNrhI5ujtMklUrRN7bmzePzWDnKykZWZjqhz65QvuGwgv9krnSiQh9gbvf3HD8dPSN09BT1GRhb8/rReaydcvS9fXqFSk2U6zO38aDjiN0KYRcPzCUjLYmqLX7CyExx+P6Dy9vRN7LEzT//3iplpGdCdELuECkJyVI8HSSERsuuhqYGuNlJOHxV9Wv9q3ApJT00kJBzDa1MJMQnS//fOC0gelwKQ5E4LrNnz8be3p7SpUujoaHBli1bsLOzk7ceu7m5cezYMSpXroyuri7m5qpbSmvVqsXKlStp2rQp5ubmjBs3TukLV2EZP348TZo0wdnZmbZt26KhocHt27e5c+cOU6dOLTgBZEPbJBIJe/fupVGjRujr62Nubo6lpSWLFy/G3t6eV69eMWrU5y0XWRi9K1euJCsriwoVKmBgYMCaNWvQ19fH1dWVvXv38uzZM6pVq4a5uTn79+8nOzsbX19fpefS1dX9MDTsU9RzNiUSCVUadOPE7sVY2bpiZefKid2L0dbRI7BSE7ndpoWjMDG3kb8gndi9GEf3ACxtncnKzODhzdNcP7ublj3+3rrxEomEBs06sHvrSmwdnLFzcGb3lpXo6OpRqVrO8o4LZ0/E3MJa7sxkZmTw9rXMSc7MzCA6OoKXzx6hq6cv72HZtHo+pcoEY2llS2pKMhfOHOHB3euMnDCnUPqatmjF1s3rsXd0wsHBka2b1qOjq0e1Gjkr9sz+bQaWllZ069kHgKbNW/HTyMFs27KBChUrc+niOW7dvM70X2XDkwwMDHB1c1c4l56eHsYmJnnC89NWu0kn9m9bjo29C7b2LuzfvhwdXT0qVGsot1s2dxzmlja06jJQnnfv3jyT511MdDivnoegp6cvn8Ny98Z5kEqxdXQjIvQ1W1bPwc7RjUq1VO/bI5FIaPYhrxwcHXFwcGTLpvXo6upRrUbOHhKzf5uBhaUV3XPl1eiRQ9i2ZSMVKlbi0sXz3Lp5nRm/zpHHWb1yGWXKlsfK2pqU5GTOnD7J3Tu3mDB5uoKG5OQkzp05Ta8+36qVf3WbdGLv1uXY2Dtja+/Cvm0f8y9nLsqSueMxt7CmTVfl+RcbJcs/XT0DbO1l917pclXZu3U5FlZ2OLp48vLZQw7tXkfV2s0L1JVbX+UG3TixZzGWdq5Y2bpyYo+srJYOViyrpuY2NMhVVp3cA7D4UFZDbp3m+rndtMhVVtNSk4h6/0r+PTriLe9ePsDA0BQzq4JfwguDpqEBhl45LcUG7k6YlPIjPTqO1Nd/by5RfkgkEho2a8euLauxd3DGzsGJnZtXo6OrR+XqOaupzf99MuaW1nTsLmvpzszI4I28bskkJiqCF88eoadngJ2DbJWn5Qt+4/zpIwwbMxN9fQP5XD0DAyN0lNbPyvXVbtyZg9uXYWPvio29Cwe3L0VHV5/yVXPK74p5YzGztKFlZ5kzfWjnCvZsnE+vwdOxtHYg7sNcGV09A/T0ZY0uqSnJRITlXN/I9295/fwhhkamWFjbF6ita51gxqzYTnFXB0p6OLPtzDVCo+NoU022wMO8HUcJj41nak9Z49qBy3cYt2IHI9o3oKS7E5FxsrdiXR1tjPVloySqlfRh7dEL+LnYUcLdiVfh0czffZzqJX3RLMTeRh/zrkSVbtw8sQhTK1dMrVy5cWIRWtp6eAXmlI0Tm37E0MRG7sxcO/InNi6lMLVyk81xObeGyHcPqdwip2xkpCURF5WTd/HRb4h89wA9fVOMzNUrGxKJhFLVunH1qEyfmbUrV48uQktHD5+gHH1H1sv0VWoyDC1tXSztFR0oXX3ZSpOfhkuzs3l4ZQd+5VqgofllXiXP38+ieklNouKlRMVD9ZIaZGTCrWc5HkjrKprEJ8OR67L3jcsPs6jor0GjCppcfJCFpYmE6iU1ufBAvfeRrwUxx0V9isRxMTIyYubMmTx+/BhNTU3KlSvH/v375d20s2bNYujQoSxZsgRHR0devHihMq3Ro0fz7NkzmjRpgqmpKVOmTPkiPS7169dn7969TJ48mV9++QVtbW38/Pzo06eP2mk4OjoyadIkRo0aRc+ePenWrRsrV65k48aNDBo0iICAAHx9fZk3bx41atT4R/WamZkxY8YMhg4dSlZWFiVKlGDPnj1YWlpiZmbG9u3bmThxIqmpqXh7e7NhwwaKF/+yrWi5qd6kNxnpqexcOZmUZNmmdn1+XKrQ2hsbGYpEkvMwSU9LYefKycRFv0dbRxdrBw86fDeTUhUbKjtFoWjSqivpaWmsXPgLyR82oPxx0jyF1tPIiPcKemKiIxgzuKv8+/4d69i/Yx1+AUGM/XkBIBtutnD2JGKjIzEwNMLZzYuRE+ZQIrBwk1hbtelAelo6i/6a+2FTRX8mTZ2p0DMTGRGu0MLuX6w4w0eNZd3qFaxfsxI7ewdGjBqHr5+/slN8Ng1adicjPZX1i2eQlBSPh3cAQ8bPV2jZjY4MQ5LrxSA2JoIpw3I26zy8aw2Hd63Bp3gZRkxZAkBKciI71v5JTNR7DI1MCQquRYtO36Ollf9Gca3atCctLY2Ff83LlVczFPIqIiJcQY9/seKMGDWWtatXsE6eV2MV8io2NobZv80gOjoaQ0ND3NzdmTB5ep7VyE6fOoEUKdVq1FQr/xq27E56ehprF88gKVG2AeWwCX8p9MxER4QptBTHxkQwcWjOhpMHd63h4K41+BYvw49TZUvPd+o7kh3rF7B28Qzi42IwM7eiRr3WNGunuudJGdUby8rqro9l1aMkvUd+UlajlJTVVbnKqr0H7fspltU3z++x5Oce8u/71s8EIKhKC9p9mzMP6EtgWiaA4GNr5N+L/SbbAPD16u3c7q18yOaXomnrLqSnp7F8wW8fNrctxk+TZxdQt0Qy+oce8u97d6xn7471+AcEMn66bCPAowd2ADDlJ8Ve4X4/jKF6ncZq66vXogfp6alsWPIzyUnxuHuXYNC4BZ+U31AkueqWU4c2k5mZweLfhiuk1bjttzRtL3O+Xj69x+yJOffa1lWzAKhYoyk9BkwpUFf9cgHEJiWzaN8pIuMS8XKw4c8BnXGwNAMgIi6B0Oi4nPTPXCUzO5vpG/YzfcN+eXjT4FJM6SGbON63UTUkSPhr13HCYxMwNzKgWklfBrQo3MaYHylVvQ+ZGamc3TmZ9JQ4bJxL0qjPMoWemcTYdwrzTNJSEzizfQLJCRHo6Blj5eBPs35rFIahRby5y97F3eXfL+6Vzcn0KdOCGu1y5mcWRFAtmb5T2yaTlhKHrUtJmn+7TKFnJiHm3WfNp3v9+DwJMe/wL593VMbncuZuNtpaEppV1EJPF95ESFl5OJP0nF0dMDOSIM3VPxaXDCsPZ9KovCYDmmuTkAQX7mdx+u7/o+4WRI9LYZBIP50gIhB8JjuvfL0tHC3KaXIlJLaoZaiknK8ZD5++KWoZKvHzdOL0PdUb0hU11YobEqLmMqlFga+nM+fuq7ca0v+aysWM2HH56y27Lctrsk9bee/v10DjjBCuP4oqahkqCfKx5MSdwm1K+b+kZgl9Uk5uKGoZKtGv0ZFZO7/e16RhLST8se/r1DewsYSxK7/e4aFTe6i3KM3/grP3P+/5WqVY3rnf/3b+sX1cBAKBQCAQCAQCgeBLUWST8wUCgUAgEAgEgv86+ayZIvgE4bgIBAKBQCAQCARFhJicrz7CcREIBAKBQCAQCIoIMTlffYTjIhAIBAKBQCAQFBFimSz1EZPzBQKBQCAQCASCIiIbyWcd/xQxMTF07doVU1NTTE1N6dq1K7GxsSrtMzIy+PHHHylRogSGhoY4ODjQrVs33r17p2BXo0YNJBKJwtGhQ4dCaROOi0AgEAgEAoFAUERIpZLPOv4pOnXqxM2bNzl48CAHDx7k5s2bdO3aVaV9cnIy169fZ9y4cVy/fp3t27fz6NEjmjXLu2F03759CQ0NlR+LFi0qlDYxVEwgEAgEAoFAICgivqahYg8ePODgwYNcvHiRChVkm2UvWbKE4OBgQkJC8PXNu6+WqakpR44cUQj7448/KF++PK9evcLFxUUebmBggJ2d3WfrEz0uAoFAIBAIBAJBESFF8llHWloa8fHxCkdaWtrf0nLhwgVMTU3lTgtAxYoVMTU15fz582qnExcXh0QiwczMTCF83bp1WFlZUbx4cYYPH05CQkKh9AnHRSAQCAQCgUAgKCKypZ93TJ8+XT4P5eMxffr0v6UlLCwMGxubPOE2NjaEhYWplUZqaiqjRo2iU6dOmJiYyMM7d+7Mhg0bOHnyJOPGjWPbtm20atWqUPrEUDGBQCAQCAQCgaCI+Nz5KqNHj2bo0KEKYbq6ukptJ06cyKRJk/JN78qVKwBIJHn1SKVSpeGfkpGRQYcOHcjOzmb+/PkKv/Xt21f+OSAgAG9vb8qWLcv169cJCgoqMG0QjotAIBAIBAKBQFBkfO4cF11dXZWOyqcMGDCgwBW83NzcuH37Nu/fv8/zW0REBLa2tvnGz8jIoF27djx//pzjx48r9LYoIygoCG1tbR4/fiwcF4FAIBAIBAKB4Gvnn1za+CNWVlZYWVkVaBccHExcXByXL1+mfPnyAFy6dIm4uDgqVaqkMt5Hp+Xx48ecOHECS0vLAs917949MjIysLe3V/t/iDkuAoFAIBAIBAJBESGVft7xT+Dv70+DBg3o27cvFy9e5OLFi/Tt25cmTZoorCjm5+fHjh07AMjMzKRNmzZcvXqVdevWkZWVRVhYGGFhYaSnpwPw9OlTJk+ezNWrV3nx4gX79++nbdu2BAYGUrlyZbX1SaTSr2kRNoFAIBAIBAKB4L/D7qtZnxWvWVnNL6xERnR0NIMGDWL37t2y8zRrxp9//qmwQphEImHFihX06NGDFy9e4O7urjStEydOUKNGDV6/fk2XLl24e/cuiYmJODs707hxYyZMmICFhYXa2oTjIvhiXHsUXdQSVFLGx4LEi7uLWoZKjCo2I+HK/qKWoRLjco14/fh+UctQibN3MV48eVTUMlTi5uVD0vntRS1DKYaVWpF8enNRy1CJQbV2XH8UVdQyVBLkY8k+7bz7GnwtNM4IIeTp66KWoRJfT2eWHC1qFarpWwdSD68oahkq0avXk5jp/YtahlLMR88ndfNvRS1DJXrthhe1BDk7r3ye49Ki3D/juHzNiDkuAoFAIBAIBAJBESG6ENRHOC4CgUAgEAgEAkERIf0fTM7/tyAcF4FAIBAIBAKBoIjIFj0uaiMcF4FAIBAIBAKBoIgQQ8XURyyHLBAIBAKBQCAQCL56RI+LQCAQCAQCgUBQRIgeF/URjotAIBAIBAKBQFBEZEvF5Hx1EY6LQCAQCAQCgUBQRIgeF/URjotAIBAIBAKBQFBECMdFfYTjIhAIBAKBQCAQFBFiOWT1+c+sKlajRg0GDx5c1DIKhTqa3dzcmDNnjvy7RCJh586dALx48QKJRMLNmzf/MY0CgUAgEAgEgs9HKpV81vFfRPS4/D/nypUrGBoaKv3N2dmZ0NBQrKysADh58iQ1a9YkJiYGMzOz/6FKkEqlbNuwjOOHdpGUGI+XT3F69huOk6uHyjhvXj5jy7olPH/6kMjwMLr2+YGGzTso2Ozasoor50/x7u1LdHR08fYrQcce/XFwclVb2+Zj51mz/ySRcQl4ONgyvHMzAn2V6zp+9Q5bj18g5NU7MjIy8XC05ZuW9ahUwlfBZvme47wOjyQzMwsXOyu6NKhO48pl1NaUmy1HzrJm/wkiY+PxcLRjWJcWBPp5Ktd35TZbj53j0cu3Mn1OdnzTqgHBJf3kNk/fhLJw20EePn9NaGQMQ7u0oFOD6mrr2bXvAFu27yQqOgY3F2f69+1NiYBiKu1v3bnLwqUrePHqNZYWFrRv3YKmjRootT1x6gzTfv2dShXLM3nsaHn47bv32LxtJ4+fPiUqOoZJY0ZRObiC0jT27N3Hlu3biY6OwdXFhX7f9KVEQHGV+m7fucOiJct4+eoVlhYWtG3TmiaNGsp/33/wEEePH+fli5cAeHl50bN7N/x8feQ2Gzdv4dz587x+8xYdHR2K+fvRu2cPnJ2cVJ73I5uPX2D1gTNExibg4WjD8E5NCPJxV2p77Opdtp64RMirUDIyM/FwtOHb5nWoVMJHqf2hS7cYvXAjNQKL8fugrgVqUarvxCVWHTpLZFwing42DG/fkCAfN+X6rt9jy8krhLwOJSMzCw8HG/o1rUmlAG+5TZ9fl3Ht0Ys8cauU8OGPz9D4sW45dmh3rrplGM751C2vXz5j67qlPMtVtzRq3l7BZueW1Vw5f5J3b1+ho6ODz2fULepiUaUsHsN6YxoUgJ6DDVdb9+f97mNf/DxSqZQN61Zz+OB+EhMT8PH1o1//Qbi4uuUb7/zZ06xbs5LQ0FDs7e3p0r0XwZWqyH/fv283B/btIfz9ewBcXF3p0LErZcqVl9s0a1RHadojRowAtz4q9Z7f/ye3z20iLTkeO7dS1Gk3HisHb6X2n/Lw6j72rhiKV8natPh2vjz80qFFPLp5mOj3z9DS1sPRI5BqLYZjYav6nlHGptPXWXnsEpHxiXjaWzGyVR2CvJyV2l5/+pq5u07y/H0UqRmZ2Jub0KZyabrWysmjbedusufyXZ6ERgBQzNmOgU2rU8LNoVC6PqIbVA3dCnXQMDIlKyKUlKNbyHzzVKmtlos3xp2H5AmPWzSJ7GjZdUVDA73g+uiUqIiGsRlZUe9JObmTzGf3P0vfpkv3WXn2FpGJKXjamDOyYUWC3OwLjHfjZRi9l+/Fy8aczd+3lodvu/qQPTcf8eR9DADFHKwYWLccJZxsPkvf/xIxVEx9/jM9Lv9WrK2tMTAwUPqbpqYmdnZ2aGkVvX+6Z9taDuzcQI9vhzH19+WYmlvy8/gfSElOUhknLS0VGzsHOnTvj5m5pVKbB3dvULdxayb/uoTRU+aSnZXJjPGDSU1NUUvX4Us3mbVuN72a1mb95MEE+rozcNYyQqNilNpfD3lGheLezBvam7WTfqCsvxdDZq/g4cu3chsTQwN6Na3FynED2Dh1KE2rlmPS0s2cvxOiliYFfRdvMGvtTno1q8u6qcMJ9PVg0K+LCYtUru/Gw6dUCPBh7vBvWDN1GGX9vRkyaykPX7yR26SmZeBkbcmA9k2wNDUulJ4Tp8+yYMlyOrVrw8J5syhRvBijJ07hfXiEUvvQsPeMmTiVEsWLsXDeLDq1a81fi5dx+tyFPLbvw8NZtHwVJYrndYJSU1Px8HBjQL+++eo7efoMC5cspWP7dsyfN5eAgOKMnTCR8PBwpfZhYWGMnTCJgIDizJ83lw7t27Jg0WLOnDsnt7l95w41q1Xjl+k/M3vWr9jYWPPTuPFERkblsrlL08aNmTPrV6ZPnUJWVhY/jR1PampqvnoPXbrNb+v30btJTdZPGkigjxsDf19JaFSsUvvrj55TobgXfwzpzroJAyjr58nguat5+PJdHtt3kTHM3rSfQBVOhjocunKHXzcdoHfj6mwY/x2B3q4MmLcmH30vqVjMkz8HdWXd2O8o5+vOD3+u4+GrHH2z+nfkyG8j5cfWiQPQ1NCgbhnVzmV+7Nm2lv07N9Lz26FM+30ZZuYW/Dx+cL51S/qHuqVj9+/yrVvqNW7N5F8X89OUuWRlZTG9EHVLYdA0NCD+dgj3fpj8xdPOzfatm9i1YxvffDeAWXP+wtzcgvFjfiQ5OVllnIcP7vPLjKnUqFWHeX8tokatOvwyfQohDx/IbaysrOnesw+/z53P73PnU7JUINOmjOfVyxdym1VrNyscgwYPRyKRUL9+fZXnvnxkCdeOr6B2u/F0HrkVQxMrtvzZk/TUxAL/a1zUW07umImTZ9k8v71+fJnAap3pPHwzbQeuIDs7iy1/9CY9TXU+fMrBaw/4ZftR+tavxKYfexLk6Uz/BZsJjY5Taq+vo02HamVYPrgzO8b0oW+DSvy57wxbz92U21x98oqGZYqxdFAn1gzthp2FCd/N38T72AS1dX1E278M+nXakHr+IPHLp5P55glG7b9HYmKeb7y4RROJnTdKfmTH5NSd+tWaoRtYleQjm4lfMpm0G2cwavUNmrYFN9B8ysE7T/nlwAX6Vg9k03ctCXK1o/+ag4TG5n9tE1LTGbvtJOU98jpzV5+/o2EJL5b2asKab5pjZ2bEd6sO8D5edV3wtZAt/bzjv8i/0nFJSkqiW7duGBkZYW9vz6xZsxR+X7t2LWXLlsXY2Bg7Ozs6deqk8GJz8uRJJBIJx44do2zZshgYGFCpUiVCQhRfPHfv3k3ZsmXR09PDysqKVq1ayX9LT09n5MiRODo6YmhoSIUKFTh58qT896ioKDp27IiTkxMGBgaUKFGCDRs25PkvmZmZDBgwADMzMywtLRk7dizSXK75p0PFcpN7qNiLFy+oWbMmAObm5kgkEnr06MHq1auxtLQkLS1NIW7r1q3p1q1b/hmtJlKplIO7N9G8XQ/KV6qBs6sn3w0ZR3paKudPHVYZz9OnGJ17DaRStbpoaWsrtRk1aQ7V6zTGydUDV3dvvh08lsiIMJ4/eaiWtrUHT9O8Wjla1qiAu4Mtwzs3x9bCjK3H8r5YAwzv3JzujWtS3MMZFztrBrRtiIutFadv5LQ4lfX3pFbZErg72OJsa0WnelXxcrbn5qPnamnKzboDJ2leowItalbE3dGWYV1bYmtpxtZj55TaD+vaku5NalPc0wUXO2u+b98YFzsrzty4J7cp7unCD52aUT84CB3twjm123bupkHd2jSqXxdXZ2f6f9MbGytL9uw/qNR+74FD2Fhb0f+b3rg6O9Oofl0a1KnFlu07FeyysrL4+bfZdO/cAXs72zzplC9bhl5dO1O1UnC++rbv2En9enVpWL8+Li7OfPdNX6ytrNi7/4ByffsPYmNtzXff9MXFxZmG9etTr24dtm3fIbcZNWI4TZs0xtPTAxdnZwYPHIA0O5sbt27JbX6eMol6devg5uqKp4c7w4YMJjwigsdPnuSrd93hM7SoVpaW1cvh4WDDiE5NsbUwZevxi0rtR3RqSo9G1T/cf1YMbFMfF1tLTt98oGCXlZ3N2MWb6NeiDk7WFvlqyI+1R87TokoQraqWxcPehhEdGmFnbsKWU5eV6+vQiB4NqlLc3QlXW0sGtqqLi40Fp27l1J2mhgZYmRrLj4sPnqKno03dsgGF1ieVSjmwezMt2nXPU7ecO3VEZTxZ3TIg37pl9KTZVK/TGOcPdUu/wWOIjHivdt1SGCIOnebRhDmE7VSt+e8ilUrZvXM77Tp0olLlqri6uTN42EjS0lI5ffK4yni7d26jdGAZ2rbvhJOzC23bd6Jk6UB279outylfIZiy5Srg6OSEo5MTXbv3Qk9Pn4e5nBtzCwuF49LF85QoWRpnZ+U9FFKplOsnVlOhfj98StfD2sGHhl1nkpmeyoMre/P9r9nZWexfOZzKjQdiapU3/TYDlhEQ3AorB29snPxo0GU6CTHveP/qnpLUlLPmxGVaBpeiVaVSeNhZMbJ1HezMTdh89oZSe39nOxqWLYaXvTWOlmY0KRdAJT93rj99LbeZ3r0Z7asF4edki7udJRM6NiRbKuVyyAu1dX1Er3wt0m+dJ/3WebKjwkg5upXs+Fh0A6vlG0+alIA0KV5+5O4K0AkoT+r5g2Q+vUd2bBTpN86Q8fwBuuWV96blx5rzd2gZ5Eursn542JgzslEwdiZGbL6cf+/NlF1naFjSi1LOeZ8T09vWon2FYvjZW+JubcaE5lVl+ff0rZKUvi6k0s87/ov8Kx2XESNGcOLECXbs2MHhw4c5efIk165dk/+enp7OlClTuHXrFjt37uT58+f06NEjTzpjxoxh1qxZXL16FS0tLXr16iX/bd++fbRq1YrGjRtz48YNuZPzkZ49e3Lu3Dk2btzI7du3adu2LQ0aNODx48eArAW5TJky7N27l7t37/LNN9/QtWtXLl26pKBh1apVaGlpcenSJebNm8fs2bNZunRpofPE2dmZbdu2ARASEkJoaChz586lbdu2ZGVlsXv3brltZGQke/fupWfPnoU+jzLC378jNiaKkoE5XeLa2jr4BwTy6OGdL3KOjyQnyVprjIxNCrTNyMzk4Yu3VAxQHGZTMcCH209eqnW+7OxsklLTMDVU3usllUq5fO8xL0PDCVIx/Cxffc/fUDHAVyG8YoAvtx+/KJQ+ExX6CqUnI4NHT55SNrC0QniZwNLcf6j8Ze7+wxDKfGJfNiiQR0+ekpmZKQ9bu3EzZiamNKxX+Adgbn2PnzyhTGCgor6gQO4/eKA0zoOHDykTpGhfNiiIR4+fKOjLTVpaGplZWRgbG6nUkpQka+EzNlLdo5WRmcmDF++oWFxx2EtwcW9uPX2lMl5usrOzSU5Nw8RQXyF88a5jmBsb0qJaObXSUanv5TuCi3kphFcs7sWtXC9bBepLS8f0E3252Xn2GvXLlUBfV6fQGj/WLSXy1C2l/4G6RXZN1albvkbeh4USExNN6aCcIava2joUL1GSBw9Uv7A/fHifwCDFYa5BQWV5eF95nKysLE6fOkFqaip+/sqHkMbExHD1yiXq1lM+ZBQgLuoNSfERuPnnDEnT0tbByascb58rdw4+cmH/X+gbW1CiUtt87T6SliLr0dAzNFXLPiMziwevwwj2c1MID/Zz49Zz9V6SH7wO49bzt5T1clFpk5qeQWZWdp7yXSAammjauZDxXLHey3j+AC2n/J9Dxr1GYzpwOkYdB6Hl8skQVC0tpJ/Wi5npaDkpH7qsiozMLB68iyTYy1EhPNjLkVuv36uMt/N6CG9i4ulXM0it86RmZMryz0C3UPqKAuG4qE/RjyH6wiQmJrJs2TJWr15N3bp1AdnLv1Ousea5HRAPDw/mzZtH+fLlSUxMxMgo52Vk2rRpVK8uG/s/atQoGjduTGpqKnp6ekybNo0OHTowadIkuX2pUqUAePr0KRs2bODNmzc4OMi6M4cPH87BgwdZsWIFP//8M46OjgwfPlwed+DAgRw8eJAtW7ZQoULO2H1nZ2dmz56NRCLB19eXO3fuMHv2bPr2zX/IzKdoampiYSFrebWxsVGY49KpUydWrFhB27aySn7dunU4OTlRo0aNQp1DFXExsiE1pmaKLb8mZhZEhod9kXOAzElYu2wevsVK4exacEUam5BEVnZ2nuFSlqZGRMWp1zW/9uBpUtPSqVuhlEJ4QnIKDQdPJT0zE00NDUZ1a5nHQVJXn8Un+ixMjYmMjVdP3/6TH/SVLtS5lREXn0B2djbm5mYK4ebmZkRfj1UaJzomBnPzwDz2WVlZxMXHY2lhwd37Dzhw+BiL5v3+t/TFx8eTnZ2dZ/6WmZkZMTHK9Smb72VmpqjvU5avXIWlpSVBpUsrTVMqlbJ4yTKKFy+Gm5vq+RCxCcmy+89E0QGyMDUi6q5699+aQ2dJSUunXvmS8rCbj1+w68xVNkwapFYaqohJlOmz+ESfpbH65WPNkfMyfSp6U+4+f8OTt+FM6N7yszTGxUQDeesW03+gbllTiLrlayQmRja81MxMcaiQmZk5EeGqXxZjY2KUxvmY3kdePH/GyGGDSE9PR19fn5/GTcTFRfn9f/zoYfT1DQiuXFXleZPiZcNPDY0Vh/IZmlgRH513aORH3j69xp0LW+k2eqdKm9xIpVJObp+Oo2cZrB3Uq6NjkpLJypZiaaw4v9TS2JDIAoYl1R33l6xsZWXTr1EVWlUqpdJ27u5T2JgaUdHXTS1dH5EYGCHR0CQ7SbGcSpPi0TBU7nhnJ8aRtH8dWWGvQEsLnYAKGHUaROK6OWS+lvUcZz57gF75WmS+fkx2TCRabr5oe5cCSeEmicckp8ryz0ixQc3SSJ/IBOVDMV9GxTH38BVW9GmClqZ6be5zD1/BxsSQih6OBRsXMf/VYV+fw7/OcXn69Cnp6ekEB+cMKbGwsMDXN6fV+saNG0ycOJGbN28SHR1NdnY2AK9evaJYsZwWopIlc14G7O1lE8bCw8NxcXHh5s2bKp2H69evI5VK8fFRrATT0tKwtJRVwllZWcyYMYNNmzbx9u1b0tLSSEtLyzPRvmLFikhyVQrBwcHMmjWLrKwsNDU1C5U3qujbty/lypXj7du3ODo6smLFCnr06KFw3k//x6dDy3R1c1o0zp48xLK/Zsq/jxz/m+zDp+lJpYWt7/Jl5cLfePXiCRNmLipUPCWyQA1dBy/cYNGOw/w+uEeelztDPV02TBlCcmoal+8/4fcNe3C0tqSsf+Ffej69DlIlYUr1nb/O4h2HmDWkVx7n5+/w6ZmlUmkBej7R/6GZSCKRkJycwoxZcxg68DtMTb9MS3ae/JJK872eebV/0Kck0uat2zhx6jS/zvgZHR3lPQR/LVjI8xcvmPXrTKW/5xXwydmlys/9KQcv3mTRzqPMHtRNfv8lpaQxdvFmxvVohbmx8kU7Ckue8kFB11vGgUu3Wbj7OLO/75ynfHxk59lreDnaEOCu3hj5sycPsfSvX+TfP9Ytyq/5l6tcViycxasXT5g4c+EXS/Of5poRbLGCsYGBZGdnM37SNEDJ/a5OXimtgxRNHJ2cmfPnIpISEzl/7gxzZv3Cz7/8rtR5OXrkINVr1lIoQ/cv7+bIhgny7636L1J+7nyamdNTE9m3agT1Ok3BwEi9IZLHNk8m4u0jOg5dr5Z9bpTWzQXEWfFDZ1LS07n9/B1zd5/ExcqchmXz9kytOHqRA9fus2xQJ3QLOaRXUZGC4LxhH8iODic9OmfIfMrb52gYm6NboY7ccUk+sgWDRp0x+WYCICU7JpK02xfQLZn/EF5V5H2WKL8Vs7KzGb3lON/VCsLNykyttFecucWBO09Z1qvx38i//x3/1d6Tz+Hrv5qFJL9KDWRDOOrVq0e9evVYu3Yt1tbWvHr1ivr165Oenq5gq51r7PPHCuqjk6Ovr7rrNjs7G01NTa5du5bHufjYozNr1ixmz57NnDlzKFGiBIaGhgwePDiPhv8FgYGBlCpVitWrV1O/fn3u3LnDnj17VNpPnz5doacJYMKECTTtJGvhLVO+Cl4+ORVxZkYGIOt5MbewkofHx8XkaSn9XFYumsW1y2cZP30BllbqrSBiZmyIpoYGkZ9MfIyOT8TSJP8X/cOXbjJ5+RZmft+VCsXzttJpaGjgbCv7r76ujjx/F86KvccL5bh81Bf1Se9KTFxCgZPqD1+8wZSlG5k5sDsVPhlq9rmYmhijoaFB9Ce9F7GxcZibKR9iYWGet2U2NjYOTU1NTIyNefHqNWHvwxk7+Wf57x/LcL1mrVm56E8c7AteZQbAxMQEDQ2NPOeLi4vDXMUqeub56fvkHtiybTsbN29hxrQpeLgrX/XrrwWLuHDpMrNmTsfaykqpzUfMjA1k1zdOcTJqTHwiFqaqh6GBbFL/5BXbmdm/ExWK5wzlehMRxbvIGAbPXS0Py/6Qn+V6j2H79KE42yifjP4p5kbK9UUnJKl0ROT6rtxh8uqd/PJteyoWU37Pp6Slc+jKHb5rVlstPfCxbsmZxJ+RIasvY//BumXFot+5dvksE6bPV7tu+RoongQuqVDz4U6evQqV18MxMdFYWOTcA7FxsXl6VHJjZm5O7IeerY/ExebthdHW1sbBQday7e3jy5PHIezZtZ3vByquVHXv7h3evnnNyFFjFcK9StbC3i2n9yErU3Ztk+IjMTLNyffkhCgMTJSXrdiI18RHvWXHwu/kYVKp7Jk9a2Axeo8/iJl1ztCsY5un8PT2cdoPWYuxuZ3KPPgUc0MDNDUkRMbnLRuWJvk3GDh9ePH2drAhKiGJBQfO5nFcVh27xLLDF1g0oAM+joW/56TJiUizs9AwNCErV7jEwDhPL0x+ZL17jk7xnGGY0pREkrYtAk0tJPqGSBPj0K/RguzYyELpMzfQk+VfouJiCNFJKVga5X23SkrL4N7bSB6GRjFj33lAVq9JpRA0YSkLujekQq5elVVnb7Ps9E0W9WiEj5169V1R8+HVUqAG/zrHxcvLC21tbS5evIiLi6yCiomJ4dGjR1SvXp2HDx8SGRnJjBkz5JMCr169WujzlCxZkmPHjimdBxIYGEhWVhbh4eFUraq8K/zMmTM0b96cLl26ADJn5/Hjx/j7+yvYXbx4Mc93b2/vz+pt+di6lZWVlee3Pn36MHv2bN6+fUudOnVUTpgEGD16NEOHDlUI09XV5e5LWRe5voEh+gY5lbdUKsXM3JI7N6/g5il7ic7MyODB3Rt07N6/0P8jN1KplJWLZnH1winGTp+PjZ36y0Zqa2nh5+bIpXuPqVW2hDz80r1HVA9UvcLRwQs3mLxsM9O+60zV0v4q7T5RSoaKORP56nN34tLdR9Qsl9P7d+nuI6qXUT2R+eD560xZspFp33elSj7/o7Boa2vj4+XJtZu3qFKpojz82s1bVKpQXmmcYn6+XLh8RSHs6o2b+Hh5oqWlhYuTI0v+nKPw+4q160lJTqH/N70LfPn/VJ+3lxfXb9ygcq5J/Ndv3CS4ovKlk/39/Lh0WXGi+bUbN/Dx9lJYjW/Ltu2s37iJn6dMwsc771KsUqmUvxYu4vyFC/w6fTp2dgW/BGlraeHv5iC7/3KtqHXx/hNq5HNfHbx4k0nLt/Fzvw5ULeWn8JubvTWbp/ygEDZ/+xGSUtMY0akJdhbqjeGX63N14OKDp9QKynmxunj/KTVK+6mMd+DSbSat2sH0vm2pWlK103zk6l3SM7JoVFH1UJlPya9ucVeoW25+obrld65cOMW46X8Vqm75GtCTgl4muLq6kpqpgVQqxdzcgpvXr+PpKbuHMzIyuHfnNt17qh567OdXjJs3rtO8ZRt52I3r1/Arln/dIpXK0v+UI4cP4OXlg7uHokOro2eEjl6OQyyVSjE0seblw3PYOsvuv6zMdN48uUK15sNRhoWdB93HKDa6ndszh/TUJGq2HSN3TqRSKcc2T+HJrSO0H7wGMyUT+PNDW0sTf2c7Lj58Qe1SOff4xZAX1Cih3lLNIOv7+PS5sPLoJZYcOs+C/u0o7qJeo00esrPICnuFlrs/GY9yFhHRdvcj/dFttZPRtHUiO1HJKmlZmUgT40BDA22/0qQ/uF4oedpamvg7WHHx6VtqF8tpBLr49C01/PL20Bnp6rB1QGuFsM2X73P52Tt+61AHR/OcRqaVZ2+x5OQNFnRvSHFH60LpKkpEj4v6/OscFyMjI3r37s2IESOwtLTE1taWMWPGoKEhGxPp4uKCjo4Of/zxB/369ePu3btMmTKl0OeZMGECtWvXxtPTkw4dOpCZmcmBAwcYOXIkPj4+dO7cmW7dujFr1iwCAwOJjIzk+PHjlChRgkaNGuHl5cW2bds4f/485ubm/P7774SFheVxXF6/fs3QoUP59ttvuX79On/88UeeVdLUxdXVFYlEwt69e2nUqBH6+vryHqDOnTszfPhwlixZwurVq/NNR1dXV2FoWA7Kx/ZKJBIaNGvPri2rsHNwws7BmV2bV6Gjq0el6vXkdvN/n4SFpTUdPrxwZGZk8Oa1bCWuzMxMoqMiePHsEXp6+tg5yB40Kxb8xvnThxk2Zib6+gbEfphPY2BgiI6uXoF50qVBNcYt2kgxdydKermy/cQlwqJiaVNL9uL7x+b9RMTEMfnbjoDMaRm/ZCPDOzenhKeLfK6Jro42xgaylqLle45TzN0JJxtLMjKzOHf7AXvPXWN0t1bKReRD54Y1GL9gHf4ezpT0cmP7ifOERcXQunYlAP7ctJfwmDgm9+ss03f+OhMWrWN4l5YEeLnK9enpaGP0QV9GZibP3r7/8DmLiOg4Ql6+xUBXB2e7/Cv61i2aMfP3ufh4eVLM35d9B48QHhFJ00ayJU2XrlxDZFQ0o4bJXp6bNKzPrr37WbBkOY0a1OX+gxAOHjnGTyNkjq+Ojg7un8wDMfowXDJ3eEpKCm9Dc+YshL5/z5NnzzE2MsLWJkdzq5Yt+HXW7/h4e+Pv58f+gwcJj4ig8Yd9WZavXEVkVBQjh8nO36RRA3bv3cuiJUtpWL8+Dx4+5NDhI4wamfNitHnrNlavWcuPI4dja2NLdLSsh0ZfX0/e8/rn/AWcOHWaiePGoK+vL7cxNDRQUVZkdK5XlXFLNuPv5kRJLxe2n7pMWFQsrWvKHK0/thwkPDaeKX3bATKnZfzSLQzv1ER2/32Ya6KrrY2xgR662tp4OSk6TcYGsnLwabg6dKlbibHLtlHM1YGSns5sP32VsOg42lSXOarzth8mPCaeqb1lL7UHLt1m/IptjGjfiBIeznn05Wbn2evUCPTDzOjzF46QSCQ0bNaOXVtWY+/gjJ2DEzs3r0ZHV4/K1evK7eb/PhlzS2s6dpe1xH9at8TI6xYD7Bxkw9aWL/iN86ePKKlbjNDJ55p+DpqGBhjmmqRt4O6ESSk/0qPjSH0d+kXOIZFIaNaiFVs3r8fB0REHB0e2bFqPrq4e1WrUktvN/m0GFpZWdO8p21ulafNWjB45hG1bNlKhYiUuXTzPrZvXmfHrHHmc1SuXUaZseaysrUlJTubM6ZPcvXOLCZOnK2hITk7i3JnT9OrzrVp6g2p249KhRZhbu2Fm48qlQ4vQ0tHDv1wTud3+VSMxMrOlWvNhaGnr5pmnoqsvG4KaO/zopkk8vLqXFt/OR0fXkKQ42XwaHX1jtHUKfm4AdK1ZnjFr9lDMxY5S7o5sO3eT0Oh42laRzembu/sk4bEJTOvWFICNp69hZ26Cu62sB+DGszesPnaZjtVzFj5YcfQif+07w4zuTXGwNJX36Bjo6mBQyMUrUi8fx7Bpd7JCX5L59jm6pSujYWJO+o0zAOhVb46GsRnJe1fJ8qlcTbJjo8mKfAeaWugUL4+OXxCJ2xbL09R0cEPDyIys8NdoGJmhV7UxoEHaxcKvhte1UgnGbDtJMQdrSjnbsO3qQ0LjEmlbXvYONPfwZcLjk5jWpiYaGhK8bRV7UC0M9dHV0lQIX3HmFn8du8qMtrVwMDMmMkHWo2Ogo42BrvLVA78WhOOiPv86xwXg119/JTExkWbNmmFsbMywYcOIi5O1GlhbW7Ny5Up++ukn5s2bR1BQEL/99hvNmjUr1Dlq1KjBli1bmDJlCjNmzMDExIRq1XKWGVyxYgVTp05l2LBhvH37FktLS4KDg2nUqBEA48aN4/nz59SvXx8DAwO++eYbWrRoIdf5kW7dupGSkkL58uXR1NRk4MCBfPPNN5+VL46OjkyaNIlRo0bRs2dPunXrxsqVKwHZMJvWrVuzb98+WrRo8Vnp50fT1l1IT09jxYLfSEpMwNOnGKMnz1FoPY2KeI+GJGfSXUx0JD/90F3+fd+O9ezbsR7/gEDGTZdtJnb0gGxJzik/fa9wvm9/GEv1Oo0L1FWvQmliE5NZsusokbHxeDraMW9ob+ytZMMgIuPiCYuOldtvP3mRrKxsZq7ewczVOUvmNqlShkl9ZZtjpqalM2P1DsKjY9HV0cbN3oap33ak3mdMkK9XMZC4hCSW7jgk0+dkz9wR32BvJausI2PjFfZ02X78vEzfqm3MXLUtR1/Vckz8thMAETHxdB7zm/y3NftPsGb/CYL8PFk8dkC+empWq0J8QgJrN24mOjoGN1cXfp44Flsb2XCG6JgYwiNy9nSxt7Nl2sSxLFi6gt37DmBpacH33/SmWuXCjYkOefyU4T+Nk39fuHSFLH9q12TkkJxJ6DWqVSUhPp51GzYSHR2Nq6srUydNyNEXHU1ELn12dnZMnTSBRUuWsmfvPiwsLfju22+oWrmy3Gbvvv1kZGYy9ecZCpq6dOpI186yPP243PKIUT8p2Awb/AP16qpeKa1+hZLEJSWxZPcxIuMS8HS0Zd6QHjjI778EwnLtmbLt5GUys7KZsWY3M9bkrATYtHIQk/qot4JSYahfrgRxicks3ivboNXLwZY/BnXFwdJMpi82kbBc+1ZsO32FzKxspq/fy/T1OUvWNg0OZHKvHMf9ZVgkN568ZMGQnPL9uXysW5bnqlt+mjxboW6JjHiP5JO6ZfQPPeTf9+5Yz94Pdcv46X8BcPSArHx/Wrf0+2GMWnVLYTAtE0DwsTXy78V+k91Hr1dv53bv0aqiFZpWbdqTlpbGwr/mfdiA0p9JU2co7AUWERGORCMnr/yLFWfEqLGsXb2CdWtWYmfvwIhRY/H1y2lki42NYfZvM4iOjsbQ0BA3d3cmTJ6eZzWy06dOIEVKtRo11dJbvm5fMjPSOLppEqnJcdi7laLNgOUKPTPxMaEK11Ydbp2RbT2waY7ihqcNukwnIFi9BqYGZfyJS0ph8cFzRMQn4WVvxV/ftcXhQ69mZFwiYTE5w3yzpVLm7TnF26g4tDQ0cLIy44dm1WlTOWfxks1nrpORmcWwZTsVztWvYWW+a6R6IQNlZDy4Roq+IXqVG6FhZEJWRCiJm+eTHS8b9qdhZIJG7j1dNLTQr90SDSMzpJkZZEWGkrD5LzKf5qweJ9HURr96UzTMrJCmp5Hx9B5Je1YhTSv83kYNSngSl5zG4pPXiUhIxsvWgr+6NsDBTNZ7EpmYTFhc4fZf2Xz5PhlZ2QzbeFQhvF/NIL6r9XkbQP+vEJPz1UciLWhSiOA/Q926dfH392fevHmfFf/ao+iCjYqIMj4WJF7cXbBhEWFUsRkJV/YXtQyVGJdrxOvHn7c78v8CZ+9ivHjyqKhlqMTNy4ek89sLNiwCDCu1Ivn05qKWoRKDau24/iiqYMMiIsjHkn3aX2Ye2T9B44wQQtRcvroo8PV0ZsnRgu2Kir51IPXwiqKWoRK9ej2Jmf73hkX+U5iPnk/q5t8KNiwi9NopH3JYFPy5//NexQc0+oIrHP0/4V+5j4ugcERHR7Nx40aOHz/O999/X3AEgUAgEAgEAsEX4WvbxyUmJoauXbtiamqKqakpXbt2JTY2Nt84H1ejzX1UrFhRwSYtLY2BAwdiZWWFoaEhzZo1482bN4XS9q8cKiYoHEFBQcTExDBz5kyFZaMFAoFAIBAIBP8sX9uqYp06deLNmzccPHgQQL5Jen4rzgI0aNCAFStyeig/3TZg8ODB7Nmzh40bN2JpacmwYcNo0qSJ0lV4VSEcFwEvXrwoagkCgUAgEAgEgiLmwYMHHDx4kIsXL8o3RF+yZAnBwcGEhITk28Ctq6urclXNuLg4li1bxpo1a6hTRzb3c+3atTg7O3P06FHq16+vlj4xVEwgEAgEAoFAICgivqahYhcuXMDU1FTutIBsM3RTU1POnz+fb9yTJ09iY2ODj48Pffv2JTw8Z1PTa9eukZGRQb16OavJOjg4EBAQUGC6uRE9LgKBQCAQCAQCQRHxuauKpaWlkZaWphCmessK9QgLC8PGJu/GpzY2NoSFhSmJIaNhw4a0bdsWV1dXnj9/zrhx46hVqxbXrl1DV1eXsLAwdHR0MDdX3LzW1tY233Q/RfS4CAQCgUAgEAgERcTn9rhMnz5dPoH+4zF9+nSl55g4cWKeyfOfHh83ZJdI8q5WJpVKlYZ/pH379jRu3JiAgACaNm3KgQMHePToEfv27Svgv+ef7qeIHheBQCAQCAQCgaCIkH5ml8vo0aMZOnSoQpiq3pYBAwbQoUOHfNNzc3Pj9u3bvH//Ps9vERER2Nraqq3N3t4eV1dXHj9+DMj2TUtPTycmJkah1yU8PJxKlSqpna5wXAQCgUAgEAgEgiLic4eKFWZYmJWVFVZWVgXaBQcHExcXx+XLlylfvjwAly5dIi4urlAORlRUFK9fv8be3h6AMmXKoK2tzZEjR2jXrh0AoaGh3L17l19++UXtdMVQMYFAIBAIBAKBoIj4mibn+/v706BBA/r27cvFixe5ePEiffv2pUmTJgorivn5+bFjxw4AEhMTGT58OBcuXODFixecPHmSpk2bYmVlRcuWLQEwNTWld+/eDBs2jGPHjnHjxg26dOlCiRIl5KuMqYPocREIBAKBQCAQCIqI7M/tcvmHWLduHYMGDZKvANasWTP+/PNPBZuQkBDi4uIA0NTU5M6dO6xevZrY2Fjs7e2pWbMmmzZtwtjYWB5n9uzZaGlp0a5dO1JSUqhduzYrV65Uew8XEI6LQCAQCAQCgUBQZPxTvSefi4WFBWvXrs3XRppLtL6+PocOHSowXT09Pf744w/++OOPz9YmHBeBQCAQCAQCgaCI+Nocl68Z4bgIBAKBQCAQCARFRLbwXNRGOC4CgUAgEAgEAkERIc0uagX/f5BIpcLNEwgEAoFAIBAIioJJazM+K96ELtpfWMnXj+hxEXwxQod1KmoJKrGftZ6whzeKWoZK7PwCib59pqhlqMSiZFXut6xd1DJUUmzHMU7cSSlqGSqpWUKf1N1/FbUMpeg1+56EK/uLWoZKjMs1+uqvbcjT10UtQyW+ns7s0/Yt2LCIaJwRQuzNk0UtQyVmpWuQemhZUctQiV793l+tPr36vQl9eLOoZajE3q90UUuQky16XNRGOC4CgUAgEAgEAkERIQY/qY9wXAQCgUAgEAgEgiLiK9vG5atGOC4CgUAgEAgEAkERIRWei9oIx0UgEAgEAoFAICgixEgx9RGOi0AgEAgEAoFAUERkix4XtRGOi0AgEAgEAoFAUESIyfnqo1HUAgQCgUAgEAgEAoGgIESPi0AgEAgEAoFAUERIxT4uaiMcF4FAIBAIBAKBoIjIFkPF1EY4LgKBQCAQCAQCQREh5rioj3BcBAKBQCAQCASCIkKsKqY+wnERCAQCgUAgEAiKCNHhoj7CcRH8TzCoVAfDGk3QNDEjM+wtcbtWk/E8RHUETS2M67VCL6gymiZmZMVGk3hsJymXT+WkWbUBhpXqoGluRXZSAim3LpGwfxNkZuSrZcf+w2zcsYfomFjcXJwY0LsbpYr7q7S/efc+fy1fw4tXb7C0MKdjy6Y0b1hX/vsPYyZx8+6DPPEqlglk5vgfAUhOTmHZ+s2cuXiFmLg4vN3dGNi3B/7envlqBdh26ATrdh0iKjYWdycHBvfsQGl/H6W2kTGxzFu1mZBnL3kdFk7bhrUZ0rODyrSPnLvM+DmLqVauNDNHDihQizLMGzTDskU7tMwtSXv9gvfL5pP84I5Ke5NqtbFq0R4dB0eykpJIunGF96sWkZUQD4CusyvWHXug5+mDjo0dYcv+Inrv9s/SBrIu+L2bF3L26HaSk+Jx8wqgY9/RODh7qYxz5sg2Lp3ay7vXTwBw8ShG804DcPcuIbc5uH0ZNy4dI+ztC3R0dPHwLUXLLoOxc3QrlL5N52+z8uR1IhOS8LS1YGSzagR5OCq1vf78HXP3neN5RAyp6RnYm5vQpmIAXasFym16L9jG1Wdv88St6ufGn72bFUobwJYjZ1mz/wSRsfF4ONoxrEsLAv2U37fHr9xm67FzPHr5loyMTDyc7PimVQOCS/rJbZ6+CWXhtoM8fP6a0MgYhnZpQacG1Qut6yP/1PV9fP8ah3et4tWzB8TFRNBv5O+ULl+rQC0b1q3m8MH9JCYm4OPrR7/+g3Bxdcs33vmzp1m3ZiWhoaHY29vTpXsvgitVkf++f99uDuzbQ/j79zK9rq506NiVMuXKy22aNaqjNO0RI0Zgn+/ZC8aiSlk8hvXGNCgAPQcbrrbuz/vdx/5mqgWz9dBJ1u45TFRsHO5ODgzp3o5Af2+ltpExccxds4WHz17xOiycdg1qMrRH+zx2CUnJLNi4k5OXb5CQlIyDtRWDurWhcmAJJanmz6YzN1h57DKR8Yl42lkxsnUtgjydldpef/qGubtP8fx9FKkZmbKyW7kUXWuWk9scvfWIZYcv8DoyloysbFytzelasxxNyxcvtLavTd/O/YfYuGMPUTGxuLs4MaB3d0oW8Nydv3w1z1+9wcrCnA4tm+V57t66ez9PvIplApkxfhQAmVlZrNywhaOnzhIdG4uluTkNalWna7tWaGh8XYvqSkWPi9oIx+VfTEZGBtra2kUtA73SFTFp3o247cvJeP4Ig+DaWPT9kYhfRpAdG6U0jnm3QWgYmxK3eQlZkWFoGJmCZk5FoxdUGZPGHYjdtJiMF4/QtLbHrEM/ABJ2r1Wp5fiZ8/y5bBVDvu1NgL8vew4d5cfJM1j15yxsra3y2Ie+D+fHyTNpUq8WY4YM4O6DEGYvWoaZqQnVK1UAYMqoYWRkZsrjxCck0PuHH6lRuYI87Jc/F/H81RvGDPkeSwtzjpw8w7DxU1n15yysLS1U6j167jJzVmxkRN/OlPT1YseR0wydNpf1sydjZ22Zxz4jIxNzE2O6t27Mxr1HVKYLEBoRxR+rt1BaxYuAOphUroFdr/6ELp5H8sO7mNdrgsu46TwZ1IvMyPA89vr+ATgO+pH3KxaQcOUCWpZW2PcbjH3/YbyZOQEAia4e6e9DiT9/Gtue3322to8c3rmSY3vX0v37ydg4uHJg6xLmTv6OSfN2oqdvqDTOo3tXKVulAZ6+pdDW0eXwzpXMm/Id42dvw9zSVmZz/xrVG7THzas42VlZ7Fr/J/OmfMeEOdvR1dNXS9vBm4/4ZfdpxrSsQWk3B7ZevEv/ZbvZMbwL9ubGeez1dbToULkk3vZW6Otoc+P5O6ZsO46+jjZtKgYA8Hv3xmRkZsnjxCan0m72euqWVP0ir4rDF28wa+1ORvVoQykfd7YfP8+gXxezZeYo7KzM89jfePiUCgE+fN+2McaG+uw5dZkhs5ayctJg/NycAEhNy8DJ2pI65Uvx+9qdhdaUR+M/dH3TUlNwcvOhUs3mLPptmFpatm/dxK4d2/hh6AgcHZ3YvHEd48f8yPzFKzAwMFAa5+GD+/wyYyqdu/YguFIVLpw/yy/TpzDj1zn4+sle7KysrOnesw/29jKH9vixw0ybMp45fyyUO0Wr1m5WSPfa1cv8MXcW9evX5za/qqVfFZqGBsTfDuHNqu2U2fLn30pLXY6cv8LsVZsZ2bsTJX092XH0NEOm/8HG3ydiZ5W3zkzPyMDMxJieLRuyYb9ypyojM5OBU+dgbmrM9CHfYmNpzvuoGAz0dAut7+D1B/yy/Rhj2taltIcTW8/dpP+Crez4qTf2FiZ57PV1tOlQLRBvBxtZ2X32himbDsvKbuXSAJga6NGnXjDutpZoa2pw+t5TJqzfj4WxAZX93f/f6vv43B38bW9K+Puy+9BRRk6ezqo/f1f53B01eQaNPzx37zwIYY5az92RVK9cUR62Ydsudh88yujB/XFzdiLkyTNmzluAoaEBbZo2KlR+/tOIyfnq83W5nP9ipFIpv/zyCx4eHujr61OqVCm2bt0KwMmTJ5FIJBw7doyyZctiYGBApUqVCAlR7JHYs2cPZcqUQU9PDw8PDyZNmkRmroIrkUhYuHAhzZs3x9DQkKlTpwIwdepUbGxsMDY2pk+fPowaNYrSpUsDcPr0abS1tQkLC1M417Bhw6hWrdoX+e+G1RqRfPkkKZdOkhn+jvhda8iOjcKwkvIWQl3fkuh4+hO95BfSH98lKyaSjNdPyXjxWG6j4+pN+otHpN44T1ZMJOmP7pBy4zw6zh75atm8ax+N6tSkSb1auDk7MrBPd6ytLNl1QPlL/q6DR7CxtmRgn+64OTvSpF4tGtWuycade+U2JsZGWJqbyY+rN++gq6tLjQ8VaFpaOqcvXKZfj06UKu6Pk70dPTu2xd7WRuV5P7Jh7xGa1qpCs9rVcHNyYEjPDthYmbP98Eml9vY2Vgzp1ZFG1SthZKD65TkrK5uJc5fQp10zHGys89WQH5bN2hBz7ACxR/eT/uYV75fPJyMqHIsGTZXaG/j4kxHxnuh9O8gIDyPlwV1iDu1F3yunByn1SQjhqxYTf/YE0gJ6zwpCKpVybN86GrbqQ2DF2ji6eNF94BTS01K4fOaAyni9B0+nRoP2OLv7YefoTpd+45FKpYTcuSy3GTR2PpVqNsfB2QsnN1+6fT+J6MhQXj3L2wqoijWnb9CyXHFaVQjAw9aCkc2rYWdmxOYLt5Xa+zva0DDQFy87SxwtTGhSxo9Kvq5cf57Tw2JqoIeViaH8uPj4FXraWtQtVXgHdd2BkzSvUYEWNSvi7mjLsK4tsbU0Y+uxc0rth3VtSfcmtSnu6YKLnTXft2+Mi50VZ27ck9sU93Thh07NqB8chI7232s7+yevb0BQFZp3HEBgxdpqa9m9czvtOnSiUuWquLq5M3jYSNLSUjl98rjKeLt3bqN0YBnatu+Ek7MLbdt3omTpQHbvyullLF8hmLLlKuDo5ISjkxNdu/dCT0+fhw9zenrNLSwUjksXz1OiZGmcnZW3sBeGiEOneTRhDmE786+vviQb9h2lWa3KNK9dBXcne4b2aI+tpTnbDp9Sau9gY8WwHu1pVD1YZd2358Q54pOS+HV4f0r5eWFvbUlpPy983AqfR2tOXKVlxZK0qlQKDztLRraujZ25MZvP3lBq7+9sS8MyxfCyt8LR0pQm5YpTyc+N60/fyG3KebtQu5QPHnaWOFub07lGWbwdrLnx7I3SNP+/6Nuyax+N6tSiSb3auDo7MbBPD2ysLNl14LBS+93y524PXJ2daFKvNg1r12TTzj1ym7zP3dvo5XruAtwLeUyVCmUJLhuEva0NNSpXpFxgSUKePCtMVv5PkGZLP+v4LyIcl/8RY8eOZcWKFSxYsIB79+4xZMgQunTpwqlTOZXwmDFjmDVrFlevXkVLS4tevXrJfzt06BBdunRh0KBB3L9/n0WLFrFy5UqmTZumcJ4JEybQvHlz7ty5Q69evVi3bh3Tpk1j5syZXLt2DRcXFxYsWCC3r1atGh4eHqxZs0YelpmZydq1a+nZs+ff/+Oammg7uZMWovgilhZyB2035cOddIuXIeP1c4xqNcVm/J9Yj5qFcdNOoJXTe5T+PARtJ3e0nWVDVjQtbNDzL03qA+WVMsh6Ix49fU650iUVwsuVLsndh4+Uxrn38HFe+w8VX26nMTf7jp6gVtVg9PX0AMjKyiIrOxudT3q/dHR0uPPgYb56Q569pHwpxW74CiWLcyfkqcp46rB86x7MTIxpVrvq5yeipYWepw9JN68qBCfevIa+n/KhA8kP76FlaYVRkGyIi6apOSaVqpFw7dLn68iHyPC3xMdG4l8qWB6mra3zf+yddXhUx/u377i7uwshEAga3AnuXtxpoRQrlOIOpQVaoEBxd4fg7q4huBPi7tl9/1jYsMluhEry/b1zX9deVzL7zJzPnjlnzjwzz8zBy68iz8NuF7qcjIw0srOz0Dc0UWmTmpIEkK/Nl2RmZRP6LoIgb2eF9CBvZ+68+lCoMkLfRXDn5QcqqggtA9h99SHB5bzR1y7a7GtmVhaPXrylqr+PQnpVfx/uPnlZqDIkEgnJaekYGyifbfi7/Jf1WxAfwz8QGxtDucAKClpKlylLaOgDlfkePXpI+S/yAAQGVuTRQ+V5srOzOXvmFGlpafiW8lNqExsby/VrV2jYKPgrfknxk5mVxaPnr6lSVvH3VQ7w497jr2/7zl6/Sxkvd+au2kTwgFF0GTmFNbsPkS0p2ks0MrOyCX0TTpCvq0J6kK8bd17kDdNURuibj9x58Z6KnsqdJqlUypWwV7yMiKWCivCu/wV9mZlZhD17ruS5G8ADlc/dx1QqF6CQVrl8QL7P3UPHT1GvZjX5cxegTCkfbty9z5t37wF4+uIl9x6GUbVCeaVlFCfCcSk8IlTsPyA5OZlff/2VkydPEhQke8C6u7tz/vx5li1bxoABAwCYMWMGtWvLYr3Hjh1Ls2bNSEtLQ1dXlxkzZjB27Fh69uwpzz9t2jTGjBnDpEmT5Mfq2rWrgsPTqVMn+vbtK3dCJk6cyNGjR0lKSpLb9O3bl9WrVzN69GgADh48SEpKCh07dvzbv13dwAg1DQ0kSfEK6dlJ8egYKe8kaFhYo+3mjTQrg9jVv6FuYIRxu96o6xsSv3U5AGm3L6FuaITFd5NADdQ0NEm+cIzkk/uVlgkQn5BAtkSCuanicc1MTYiJjVOaJyYuDrNc9uamJmRnZxOfkIiFuWK4TOjjp7x49YYfvxsoT9PX16O0jxfrtu3CxdEBM1NTTpy7QOjjpzja2arUG5eY9Emv4rS+makxMXHxKnIVzJ1HT9h/8jzr5k386jIANI1MUNPQICsuViE9Oy4WTVPl4W+pYQ9599ssHEZNQF1LGzVNTRKvXiB8xe9/S4sqEmKjADDOpcfY1JyYyMI5BwC7NyzE1NyaUmWrKP1eKpWyY+18PH3L4+BcuJCs2ORUsiVSLIwUO/UWhvpEJabkm7fh9JXEJsnyD2pYhbZV/JXa3XsdztPwaCZ3KNyswZfEJSbLrj8TxZA1cxMjouISClXGhkOnSUvPoGGVckU+fmH4r+q3MMTGyu4DU1PFNsHU1IzIiI8q88XFxirN87m8z7x88ZwxI4eRkZGBnp4eP02YjLOzi9IyTx4/ip6ePkHV/8bARDESl/Cp7TNRbPssTIy4XMhrTxnvIyK58SCaxjWq8NvYobz5EMG8VZvJypbQr33zQpcTm5zy6d5VDEW0MNInKjE537wNJyz5dO9KGNSkOm2rKXbQE1PTaThhCZlZ2airq/FTh4Z5HJD/JX3xCQlIJJI8z9H8n7vxSu0Leu6O+W6QQnrXdq1ITkmhx7cjUFdXRyKR0O+bTtSvVT3fc1Ac/H/qg3wVwnH5D3j48CFpaWk0bNhQIT0jI4Py5XM8/7Jlc0Yk7OxkyykjIiJwdnbmxo0bXLt2TWGGJTs7m7S0NFJSUuTx0xUrVlQ4RlhYGEOGDFFIq1y5MidP5oQu9OrVi59//pnLly9TtWpVVq1aRceOHTEwUB4fnp6eTnp6ukKajk4BMcK5bkq1fEzV1GTfxm1cjDQtFZCtWzHt8T3xO1dDVibaHqUwrN9atm7m1TM0LG0wad0DSUIcScd3569FLdfRpTnHzE9Pnp+iJM/B46dwc3GilLdi53X8D98y5/dltOszBA11dbw83GhQqzqPn73IXyuglvtsSaVKj10YklPTmLJoJeMG9cDUOO8ain8ENVRukaLt6IJtv2+J2raepFvX0TQzx6bnQOwG/cCHxb/87UNfOXuQTcuny///dpzMIcpTh0U4h0f2rObahRBGTP4LLW3l1/mWv2bx9tVjRk9fU2TNuVVIUVLnuVg9pD2p6ZncfR3OwkMXcbY0oUl5nzx2u68+xNPWgjLOqh3kAvUpuf7zu18+E3LxJst3H2H+D33yOD9fS3HVb35aNNTVkEgkTJwyQ6mWQt2vSs+xoomDoxML/lhGclISFy+cY8H8ucyc+6tS5+X4sRBq162HtrZ2oX9PSeRrTmV+SKRSzIyNGDfgGzTU1Snl7kJUbBwb9h8tkuOSr76C7t3hXWX37sv3LNx3BmcrU5pUyJlZMtDRZtuPvUhJz+DK41fM33MKR0tTKnk551NqyddX1Hs072NaqvwL4NDxk0qfuyfPXeTY6fP8PGIobs5OPH3xkj9WrsXC3Jzgel+/Ici/wf+vsydfg3Bc/gMkn6ahDx48iIODYkiHjo4Oz57Jpr6/XEj/+Sb/nFcikTBlyhTatm2bp3zdL6ZGlTkbShuML7C2tqZFixasXr0ad3d3Dh06xOnTp1X+nlmzZjFlyhSFtEmTJjFQia0kORFpdjbquWZX1A1NyE5UPmuQnRBHdnyM3GkByPr4DjV1dTRMLciOCscouAOpN86TekWmMyv8DYnaOph06EfSiT1KO84mxsZoqKvnGeWJjc87uvMZc1PTvPZx8WhoaGBiZKiQnpaezslzF+nTtUOechzsbFk0cxKpaWmkpKRiYW7G5LkLsLOxVnpcAFMjQzTU1YnONbsSG5+YZySysLwLj+BDZBSjZ+fMcHxeFFij0wC2LJyOo61qTV+SlRiPNDsbzVyjxRomZmTFxyrNY9muC6mPHhC9R7aQOP3Vcz6kp+E2cyGRm1aRFRvzNT9LTkClOgo7Q2VlZQAQHxuNiVnOWp7E+FiMTVRvivCZo3vXErJrJcMnLsNRRWjjlpWzuXv9DCOnrpIv7C4MZgZ6aKir5ZldiUlKwcIo/8X9juay69XLzpLoxBSWHruSx3FJzcjkyJ3HDGlUVVkRBWJqZPDp+lMc4Y6NT8SiAEfk6OVbTPtrC3OG9qSKf16H6mspjvotSEtVH12ev/5AVqZsPVZsbAzm5jkbZ8TFx+WZUfkSUzMz4nJd9/FxeWdhtLS0sLeXPT+8vH14+iSM/Xt38e3QHxTsHty/x7u3bxgz9uci/Z6ShKmxodJrLybh69s+AEtTEzQ1NND4YkcpVwc7ouMSyMzKQkuzcF0iMwN92b2boDh7Ibt38w+LdLQwBcDL3oroxGSWHr6g4Bioq6vhbCWre19HG16ER7Py2OUiOS4lSZ+JsTHqSp67cfEJeaIfPmNuakJMrOJzLy4uId/nbu+ueSNE/lyzka7tWslnWNxdnQmPjGTjjj0lz3EpYYvzY2NjGTZsGPv27QOgZcuW/P7775iamqrMo2pAa+7cufKInjp16igskQBZZNCWLVsKrU2scfkP8PPzQ0dHh9evX+Pp6anwKezCycDAQMLCwvLk9/T0zHdbPx8fH65evaqQdv369Tx2/fr1Y8uWLSxbtgwPDw+qV1c9lTpu3Dji4+MVPuPGjVNunJ1N5tsX6HgrbjWp7e1P5kvl8a0ZLx+jYWyG2hejnxpWdkglErI/7UKmpqUDUsW4ZKlUku8IjpaWJt4ebly/o7hV7/Xb9/D3Vd5pKe3rxfXbivbXbt/Fx9MdzVwPuVPnL5GZmUXD2qrDM/R0dbEwNyMxKYlrt+9SvUoFlbZaWpr4uLtw7a7iYu+rdx9SxqfgbZSV4eJgx4b5U1g7b5L8U7NiAIGlfVg7bxI2+exwloesLNKePcYgQPE3GAZUIPWR8vh8dR0dpLnjyeX//42h1E/o6hlgbecs/9g5emBsakno3Us5sjMzefLwOu4+5fIt6+jeNRzauYKhPy/BxTPvmh2pVMrmv2Zx68oJhk9ejqWN6nUmytDS1KCUgzWXn7xWSL/8+DUBLoXfwFYqRWEXMbn+O0/IyMqmWeDXOQ5ampr4ujly5b7ifXrl/mPKermqzBdy8SZTlm1mxpDu1Cj/ddu4quK/rN/CanFxccHe3gEnZxfMzMy5ffOm3CYzM5MH9+5SqpTq8n19/bh966ZC2q2bN/D1y1+TVCorPzfHjh7G09MbN/evayNKAlqamvi6O3P1ruI281fvhlLG++t/V1kfD95+jJQPCAK8/vARSzOTQjstMn0alHKy5XLYS4X0y49eEuBW+HZA1b2rYEPBNiVZn5aWJj4e7ly/o7jO9frtu5RW+dz15vptRfv8nrsZKp676RnpqKsrPlc01NVLnJMAshdQfs3n36Jr167cvn2bkJAQQkJCuH37Nt27d883z4cPHxQ+q1atQk1NjXbt2inY9e/fX8Fu2bJlRdImZlz+A4yMjBg1ahQ//PADEomEGjVqkJCQwMWLFzE0NMTFRXmc8pdMnDiR5s2b4+TkRIcOHVBXV+fu3bvcu3dPvnuYMoYOHUr//v2pWLEi1apVY+vWrdy9exd3d8Xdtxo3boyJiQnTp09n6tSp+WrR0dEpODTsC5LPHsK0yxAy3z4n8+UT9KrWQ8PMkpRLsi0rjZp2Qt3EnPjNsk0D0m5ewKhhG0w6DyLpyA7ZGpcWXUm9elr+jpa0hzcxqN2EzHevyHz9FA1LG4yCO5D24Ea+b3Lq2KoZMxYsxsfTndI+3hw4cpyIqChaBst2OFu+bjOR0TGM/+FbAFoFN2T3waP8sXIdzRvV50HYYw4dP8XEkcPylH3w+ClqVKmIiZIQrKs37yBFirODPW8/hPPnmo042dvRtH6dfM9dl+YNmfL7Snw9XCnj7c6e42f5GBVDm0ayfEs27iQyJo5JQ/vK8zx+IesIp6alE5eQyOMXr9HS1MTNyR4dbS08nBUfXIafwgxzpxeG6H07cPh+LGnPHpMS9hCzhs3QsrQm9ohsrZH1N33RNLfk/aI5ACReu4z9kBGkNG5B0m1ZqJhtnyGkPg4lK/bT1tiamug4yu4JNU1NNC0s0XH1QJKWSmb4+yLpU1NTo36zboTsWom1nQvWds6E7PoLbR09KtdsIrdbvehnTC2sadNNVq9H9qxm/5Yl9Bk+Cwsre+I/raXQ0dVHV092vjb/NZNr5w4z+McF6OoayG309A3R1tGlMHSvVZ7xW47i52hNgIsdO6/c50NcEh2CZI7+wkMXiIhPZkaXRgBsuXAHWzMj3KxkDuatl+9Zd/YmXaoH5Cl797WH1C3tjqlB4bZmVka3JnWYuHQjpdydKOvpyq5TFwmPjqVd/WoA/LH1ABGx8Uwd1A2QOS2Tlm1k1Ddt8Pd0ka+F0dXWku/0lJmVxfN3Hz/9nU1kTDxhr96hr6ONk23Rdrj7N+s3LTWFyPAcpzLq4zvevHiEgaEJ5lZ5HUs1NTVatm7Ljm2bsHdwwN7ege1bN6Gjo0utOjnvf/ntl9mYW1jSs3c/AFq0asu4MT+wc/sWqlStxpXLF7lz+yaz5y2Q51m3ZiUVKlbG0sqK1JQUzp09zf17d5g0dZaChpSUZC6cO0uffsrmv78eDQN9DDxzRtT13RwxDvAlIyaetDeFX0tUFLo0a8DkP1bj6+FCGS939pw4x8eoGNo2lO12uXjTbiJj4pj8Xc4mMo9fvgEgJS2NuIQkHr98g6amBu6O9gC0a1ib7SGn+HXNVjoG1+N1eARr9hymU3D+7+dRRve6FRm//iB+TrYEuDmw8+JtPsQm0KFGOQAW7jtDRHwSM7o3A2DL2ZvYmhnjZvPp3n3+jnUnr9KlVs7Az8qjl/FztsXJ0pTM7GzOPXjOgasPGN+xYZ7j/y/p69CqGTMX/IGPpwelfbzYf+QEH6OiaBksy7d83SaiomP46QfZu8RaBjdk98EjLF65juaN6vEg7AmHjp9kwsjv85R9KJ/nblClCqzfvhtrK0tcnRx5+vylfGfRkkZJcqZCQ0MJCQnh8uXLVKkiW/e3YsUKgoKCCAsLw8dH+WCYra1iSPLevXupW7dunv6mvr5+HtuiIByX/4hp06ZhbW3NrFmzeP78OaampgQGBvLTTz8pjP6oonHjxhw4cICpU6cyd+5ctLS08PX1pV+/fvnm69atG8+fP2fUqFGkpaXRsWNHevXqlWcWRl1dnV69ejFz5kx69Ojxt35rbtJuXyZB3xDDhm1lL6D88JbYv+aS/amzoG5sioZpTmiFNCOd6GWzMGnTE8vh05GkJJF6+zKJh3PeUyBbxyLFqEkHNEzMkSQlkPbwJomHtuU+vAL1alYjPjGJdVt3Eh0Th5uLE3MmjsX205bA0bGxRERFye3tbKyZM/FH/li5jj2HjmJhbsawfr3ke8l/5s2799x7GMYvU35SetyklBRWrN9MZFQMRkaG1A6qTL9vOucZPcpNg+qViU9KZtWO/UTHxuPuZM/8n77H7tM7XKJj4/kYpfgunJ5jchzPR89fcfT8FWytLNi9ZE6+x/oaEi6cRsPIGMuO3dE0Myf99UteTx9HZqTsHS6aZhZoWeWEnsWfOoK6nh5mTVtj03sQ2clJJN+7TcS6FXIbLTMLPH5bLv/fsnUnLFt3Ivn+bV5NKNz7NL6kUeteZGSksXnFTFKSE3DzKsOwCUsV3vERE/UBtS9G5s4c2UZWVibLfxmlUFazDgNp0Un2bpmzR7YD8OskxXuwx7dTqFa3VaG0BZfzJj4ljeXHrxKZkIynrQWL+7bE3kwWDhOVkEJ4XKLcXiKFRYcu8i4mAU0NdRwtTPi+STXaV1Wc0XwZGcutF+/5s3/rQulQRaOq5YlPTOav3UeIikvAw9GOhaMHYPfpPRpRcQmER+WEBe46eZHsbAlz1u5kztqd8vTmNSsxeWBXACJjE+g2Pmc90/pDp1h/6BSBvh4s/7noL0H9t+r31bMH/Da5v/y7HWvnA1C1Tgt6fTdNqZa27TuRnp7On4sXfXoBZSmmTJ+t8A6XyMgI1L6YJS/lV5rRY39mw7rVbFy/Bls7e0aP/Vn+DheAuLhYfvtlNjExMRgYGODq5sakqbPy7EZ29swppEipVeef7ZiZVPAn6ETOzpN+v8jauTfrdnG3r4rZ9r9Jw2qViE9MZtXOg0R9avt+G/tdTtsXF8/HaMUQu+4/5gziPXr+miMXrmJnZcGeP2YCYGNpzqLx3/Pb2u10GzMVK3NTOjepR/dWRd99LTiwFPHJaSw/cpHI+GQ87SxZPKg99p/COKMSkgmPzQl1k0ilLDpwlnfR8Wiqq+Foacr3LWrL35ECsvDOmduP8jEuCR0tTdyszZnRoxnBgapf1Pi/oK9ezWokJCaydutOYmJilTx34xSeY3Y21syeOJbFK9ey59ARLMzNGNqvt4rn7iN+mTJe6XG/79+blZu2suDPlcTGx2Npbk6Lxg3o2al9kc7lf8HXrnFRtea4KIPLubl06RImJiZypwWgatWqmJiYcPHiRZWOy5d8/PiRgwcPsnbt2jzfbdy4kQ0bNmBjY0OTJk2YNGkSRkaFXwepJi1Jbp7gP6Fhw4bY2toqbIEMsum7jx8/ymMai8qHkV3/CXn/CnbzNxH+SPVWycWNrW95Yu6eK24ZKjEvW5OHbYq+M9V/hd/uE5y6l1qwYTFRt4weafsWF7cMpei2/JbEa4eKW4ZKjCo1LfF1G/bsTXHLUImPhxMHtf65dUb/NM0yw4i7fbq4ZajEtFwd0o6sLG4ZKtFt3LfE6tNt3JcPj24XtwyV2PmWK24JcvpMyfvC5sLgLF2idM3x5MmTv1rLzJkzWbNmDY8fK4YJe3t707t3b9VLA75g7ty5zJ49m/fv3yusw16xYgVubm7Y2tpy//59xo0bh6enJ8eOFf4dUWLG5f84KSkp/PnnnzRu3BgNDQ02b97M8ePHFS6S+Ph4rl27xsaNG9m7d28xqhUIBAKBQCD4/wvJV84hjBs3jhEjRiikqZptmTx5ch4nJzfXrl0DlC+0l0qlhdpREmDVqlV069ZNwWkB2QD5Z/z9/fHy8qJixYrcvHmTwMDAQpUtHJf/46ipqXHo0CGmT59Oeno6Pj4+7Ny5kwYNct5a36pVK65evcrAgQPzbNksEAgEAoFAIPj3+NpQsaKEhX333Xd07tw5XxtXV1fu3r3Lx4953z0VGRmJjU3BO2eeO3eOsLAwtm7dWqBtYGAgWlpaPHnyRDguAhl6enocP348X5v8tj4WCAQCgUAgEPx7/BerNiwtLbG0tCzQLigoiPj4eK5evUrlypUBuHLlCvHx8VSrVq3A/CtXrqRChQoEBOTdNCY3Dx48IDMzU/7uwsIgtkMWCAQCgUAgEAgElCpViuDgYPr378/ly5e5fPky/fv3p3nz5goL8319fdm9W/GF3wkJCWzfvl3pxlHPnj1j6tSpXL9+nZcvX3Lo0CE6dOhA+fLl830FR26E4yIQCAQCgUAgEBQTJe09Lhs3bqRMmTI0atSIRo0aUbZs2TwbOoWFhREfr/ii0C1btiCVSunSpUueMrW1tTlx4gSNGzfGx8eHYcOG0ahRI44fP46GhkahtYlQMYFAIBAIBAKBoJj42jUu/xbm5uZs2LAhXxtl4W0DBgxgwIABSu2dnJw4c+bM39YmHBeBQCAQCAQCgaCYEG8mKTzCcREIBAKBQCAQCIoJaSFeRC6QIRwXgUAgEAgEAoGgmPg316v8X0M4LgKBQCAQCAQCQTEhQsUKj3BcBAKBQCAQCASCYqKkLc4vyQjHRSAQCAQCgUAgKCaE41J4hOMiEAgEAoFAIBAUExKpWJxfWITjIhAIBAKBQCAQFBNixqXwqEnFiiCBQCAQCAQCgaBYaD3k8Vfl27PE+x9WUvIRMy6Cf4yYu+eKW4JKzMvWJPzRreKWoRJb3/LcfBxd3DJUEuhtQcKNI8UtQyXGFRozflV6cctQyYw+Orx8+nUPpn8bV09vHjz9UNwyVFLa047U05uLW4ZK9Op0YcXx4lahmv4NIO726eKWoRLTcnU4qOVT3DJU0iwzjHV//2Xf/xo9asPSkOJWoZzBwbDvenZxy1BJy4oaxS1BjphDKDzCcREIBAKBQCAQCIoJiXgBZaERjotAIBAIBAKBQFBMiDUuhUc4LgKBQCAQCAQCQTEhFbuKFRrhuAgEAoFAIBAIBMWEmHEpPMJxEQgEAoFAIBAIignhuBQe4bgIBAKBQCAQCATFhHgBZeFRL24BAoFAIBAIBAKBQFAQYsZFIBAIBAKBQCAoJkSoWOERjotAIBAIBAKBQFBMSMV7XAqNcFwEAoFAIBAIBIJiQsy4FB7huAgEAoFAIBAIBMWEeI9L4RGOSzFQp04dypUrx4IFC4pbyn/GziOn2Lj3CNFxcbg52jO8d2fKlfJWahsVG8eitdsIe/6KN+ERdGhSnx96d1awOXjqAtOXrM6T9/TGpehoa+WrZfeho2zZvZ+Y2DhcnR35rm8PAkqXUml/+/5DFq9az8vXb7EwN6NLmxa0atJQwWb7vkPsPXyMj1FRmBgZUadaFfr36IKOtrbcJjI6hmVrN3Hl5m3S0zNwcrBjzHcD8fF0z1cvgFQqZefmlZw4so/kpAQ8vUvTe9BInFxU533z6jk7Nv7F82ePiIoIp3u/72naqpOCzZ7t67h28TTv371GW1sbb98ydOk1BHtHlwI15cf2Y+fYcOAEUXEJuDvYMqJHO8r7eii1PXn1DjuPn+fxq7dkZmXh7mBH/3ZNCApQXSf/BPXKa1DJRwM9bXgTKWX/pSwi4vIf9dLVhoYVNCntoo6uNsQmSTl8NZvHb7/+obP/wEG279pFTEwsLs7ODBrQnzL+pVXa3713j2UrVvLq9WsszM3p0L4dzZs2kX9/KOQIx0+e5NXLVwB4enrSu2cPfH2U32+5kUqlbN20hmMhB0hOSsTLpxT9Bw/H2cUt33yXLpxh8/pVhH94j62dPV179KNqtZoKNtFRkaxfvYybN66SkZGOvb0j334/Bg8vHwC2bFzNhbMniYqMRFNTEw9Pb34eP5b8lG89fZW1Ry8SFZ+Ih701ozsGE+il/Po9cfMh285e5/GbcDKysvCws2ZQizpUK+2pYLfh+CW2n71OeEw8pob6NAj0Y1ib+uho5d+2KEMqlXLx0B/cvbCV9JQEbF0DaNBxIpb2XoXK/+j6QQ6sHoFn2fq0HrhEnn7lyDIe3z5KzMfnaGrp4uBenlqtR2FuU3B78pkdR06zYf9RouPicXO054eeHSlfSrmuqNh4Fq7fzqPnr3kTHkHH4LqM6NUpj11icgpLt+zh9NVbJCanYG9lybAe7alevkyhdRUV8xoVcR/ZF5NAf3Ttrbnebggf95341473GalUyrn9f3Dr3FbSUhKwdwsguOtErPKp20c3j3Lh8J/ERrxGkp2FmbULVRv2pkxQa7lNeloSZ/YuJOzWcVISo7Fx8qNR55+wdy1bZH2XQ/7g/sWtpKUmYOsSQL32E7GwK9y1F3bzIIfXjsC9TH1a9su59i4d/p0rIX8o2OobWTJg+oUi6zu2azFXTm4nJTkBZ8+ytOn1M7aOqvVdObmdG+f3Ev7mKQAObn406TQcZ4+cc5OWmsyRHYu4f+04SQkxOLiWolX3cTh5/HvX4N9FImZcCo3YVUzwr3P8wlUWrN5Cr3ZNWTt3IgGlvBkxYyHhkdFK7TMzszAzNqJnu2Z4ujiqLNdAT48Dy+crfApyWk6eu8gfK9fSvUMbVvw2m7J+vvw4dTYfI6OU2n/4GMGPU+dQ1s+XFb/N5pv2rVn01xrOXLwitzl2+jzL122mZ+d2rPtjPj8OHcjJ85dZsW6z3CYxKYnvxk5EQ0ODuRPHsvaPXxjS+xsMDfTz1fuZ/Ts3cGjPFnoPHMGMX1diambOzInDSU1JVpknIz0Na1t7uvQcjKmZhVKb0Pu3aNSsHVPnLeenaQvJzs5m1sThpKWlFkqXMo5eusmv63bRu3UjNswcQzlfD76fs5TwqBil9rcePaVKGR8WjBnEuumjqeDnxYhflhP28s1XayiImmU0qF5ag/2XsliyL5OkVCm9g7XQzmcoR0MdejfWwswQNp3MZMHODPZcyCIh5esfOKfPnuPPFX/RpVNHlixaiL9/aX6eNJmIiAil9uHh4fw8aQr+/qVZsmghnTt1YOmy5Zy7kNNhuHvvHnVr1WLurJn8Nn8e1tZW/DRhIlFRyu+33OzesZn9u7fTf9D3zPntT0zNzJny8yhSU1JU5gkLfcD82VOoXa8Rv/7xF7XrNWL+7Mk8fvRQbpOUmMhPo79DQ1OTCVPmsGjpGnr1G4KBoaHcxt7BiX6Dvue3xauYMe93rGxs6dOnDzGJyq/zI9fuM29bCP2a1mTLz4Mo7+nMt79v4ENMnFL7G09eUbWUO78P7camnwZS0ceVYYs38ej1B7nNwSt3WbT7OAOb12bX5G+Z1KMlR6/fZ9Hur+sIXz22ghsnV1O/40S6jdmBgbEl2//oTUZaUoF546PfcXr3HBw9Kub57s2Tq5Sv1Y1uo7bRYehqJJJstv/el4x01fX0JccuXuO3tdvo3aYp62b/TDlfT36Y9bvK+zQjMxNTYyN6t2mCl4p2OTMri6HTF/AhMppZPwxk229TGTewO1ZmpoXS9LVoGOiTcDeMB99P/VePk5tLR1Zw5fhqGneZSO+fdmBobMmm33qTnk/d6hmYUL3pYHqN3Ur/ifsIqN6W/Wt/4tmDc3Kbg+t+5sXDi7TqM5f+k/bj7ledTb/2JiH2Y5H0XT+xglunVlO3/US6jNiBgZElu5YU7tpLiHnHuT1zcFBy7QFY2HrRf9p5+eebsfuLpA3g9IGVnD20lta9fub7adswMrFkxax+pKWqfq49C71KuaBmDBy/mu+mbMLM0o4Vs/sTH5NzbnasmMCTexfpMngOI2fvwbtMNZbP6qtgU9KQSiRf9fn/EeG4/Mf06tWLM2fOsHDhQtTU1FBTU+Ply5c8fPiQpk2bYmhoiI2NDd27dycqKqczXadOHYYOHcrw4cMxMzPDxsaG5cuXk5ycTO/evTEyMsLDw4PDhw/L85w+fRo1NTUOHjxIQEAAurq6VKlShXv37ilo2rlzJ6VLl0ZHRwdXV1fmz5//j/7mzQeO0aJeDVrWr4Wroz0/9O6MtaUZu46eVmpvZ23JD3260LR2NQz19VSWq6YGFmYmCp+C2Lb3IE0b1KV5o3q4OjkwtF9PrCwt2Hv4mFL7vSHHsLayYGi/nrg6OdC8UT2a1q/Llj0H5DYPwh7jX8qbhrVrYGdjTaXyAdSvVY1Hz57LbTbt3IeVpQXjvh9MKW9P7GysqRBQBgc72wI1S6VSDu/bRuuOPalcrQ5OLh4M/mECGelpXDijXDeAh7cf3fp8R7VaDdFUMVI8bspv1G7QDCcXd1zcvBg0fDxRkR958fRRgbpUsenQKVrVqUrrutVwc7BlZI922FiYseP4eaX2I3u0o0eLBpT2cMHZzppvO7fAydaKszfvf7WGgqheWoPTd7J5+EpCRJyUHWez0NKAAA/VTWIFL3X0dNTYcDyL1xFS4pLh1Ucp4TFf77js2r2Hxo0a0qRxY5ydnRg8oD9WlpYcOHRYqf2BQyFYW1kxeEB/nJ2daNK4MY0aNmDnrt1ym7GjR9GieTM8PNxxdnJi+NDvkEok3Lpzp0A9UqmUA3t30K7TN1StXgsXV3eGjRhHenoaZ88cV5lv/94dBJSvSLuO3XB0cqFdx26UCQjkwN4dcpvdOzZhaWXN0B/G4uVTCmsbO8qWq4CtnYPcpladBgSUr4itnT3OLm707v8tSUlJPHmrvMOx/vgl2lQPpG2NCrjbWTGmUxNszUzYfua6UvsxnZrQu3EN/F0dcLGxYFibBjhbW3Dmbpjc5u7zN5TzcKZp5bI4WJpRzc+T4EplePjqfYHnLzdSqZSbp9ZRpfEgvMs1wsremybd55CVkUbotQP55pVIsjm0ZhTVmw3FxNIpz/ftv1uJf1BbLO29sHb0JfibWSTGvufj6weF0rb54HFa1qtOq/o1cHO0Y0SvTthYmLHz6Bml9vbWlozs1YmmtYNUtsv7T10gITmZeaOGEODriZ2VBeV8PfF2zav/nyTyyFkeT1pA+B7V7eE/jVQq5erxdVRvOgjfwEZYO3jTovccMjPSeHBFdd26+FTBt3xDLO08MLN2pnL9nlg7+PDm6Q0AMjPSeHTzKPXajcbZuxLm1i7UajkUE0tHbp7ZVCR9t86so1KjQXgGNMLS3ptG38whMzONRzcKvvZC1o2iapOhGFsorzs1DQ0MjK3kH31D80Jr+6zvXMg66rceSJlKDbF18qLzoFlkZKRx66JqfV2/nUe1hl1wcC2Ftb077ftNRSqR8OTBZUB2/u5dO0azLqNwL1URS1sXGrX7DjMrBy4d31Ikjf8lUon0qz7/FjNmzKBatWro6+tjampauN8glTJ58mTs7e3R09OjTp06PHig2B6lp6czdOhQLC0tMTAwoGXLlrx9+7ZI2oTj8h+zcOFCgoKC6N+/Px8+fODDhw9oaWlRu3ZtypUrx/Xr1wkJCeHjx4907NhRIe/atWuxtLTk6tWrDB06lMGDB9OhQweqVavGzZs3ady4Md27dycl18jo6NGj+eWXX7h27RrW1ta0bNmSzMxMAG7cuEHHjh3p3Lkz9+7dY/LkyUyYMIE1a9b8I783MzOLsOevqBygGPpSpWxp7oU9+1tlp6al02bwGFoOHM3IWYsIe/G6QC2Pn72gUjnF6fZK5cpy/9FjpXkePHqS1758WcKePicrKwuAMqV8efzsBaGPZVPX78M/cvnGLYIqBMrzXLh6A18PdybO+Y1WPQbQd/hY9h8t3AhuxMf3xMVGU6Z8ZXmalpY2pfzL8fjRvXxyFp2UZNlIl6GR8Vflz8zK4tGLN1Qp66uQXqWML3cfvyhUGRKJhJS0dEwMDL5KQ0GYGYGRvhpP3+WMVmVL4GW4BGdr1U2ir7M6byIktKymybgu2gxro0XtshqoqX2djszMTJ48fUqF8uUV0isEludhaKjSPKGPHlEhUNG+YmAgj588lV+PuUlPTycrOxsjI0Ol33/Jx/APxMXGUC6wkjxNS0ub0v7lCAtV3SF+/OgB5cpXUkgrH1iZR1/kuXblIh6ePsybOYleXVszcmg/joWo7qBkZmZy9PB+jIyM8Hayyft9Vhahr98T5KcYgljVz4M7zwo3W5dzreV0xMt7OvPw9XvuvZA9TN9GxnD+/hNqlilceM2XxEe/JTkhEtdSNeRpmlraOHpW4t2LW/nmvXRoMXpG5pSp1qFQx0pPTQRA16DgAZzMrCwePX9NlbJ+CumVA/y49/jr2+Wz1+9Sxsuduas2ETxgFF1GTmHN7kNk/x8cGY6LktWtu59i3Tp7V+Lt8/zr9jNSqZQXoZeI+fgCZy/Z/SORZCGVZKOppaNgq6Wty5unNwutLyH6LSkJkbj4fqFPUxtHj0p8KODauxKyGD1Dc/yDVF97cZGvWDGhBqum1OPQmh+IjyraDHlM5FsS46LwLlMtR5+WNu6+FXn15Hahy8lITyM7Owv9T9d9dnY2Ekk2mlraCnZa2rq8eFz48/dfI5VKvurzb5GRkUGHDh0YPHhwofPMnTuXX3/9lT/++INr165ha2tLw4YNSUxMlNsMHz6c3bt3s2XLFs6fP09SUhLNmzcnOzu70McRa1z+Y0xMTNDW1kZfXx9bW9lo+8SJEwkMDGTmzJlyu1WrVuHk5MTjx4/x9pZFeAcEBPDzzz8DMG7cOGbPno2lpSX9+/eXl7N06VLu3r1L1apV5WVNmjSJhg1lazLWrl2Lo6Mju3fvpmPHjvz666/Ur1+fCRMmAODt7c3Dhw+ZN28evXr1+tu/Ny4xiWyJBHNTxY6wmakxMXHxX12ui4MtP3/bGw9nR5JTU9l28AQDf57N+l8m4WSXt5MDEJ+Q8EmL4oPdzNSEmNg4pXli4uIwy2VvbmpCdnY28QmJWJibUb9WNeISEvhu3CSkUlnD2apJQ7q1byXP8+FjBHtDjtOhVVO+6dCaR4+fsWjFGrQ0tQiuVyvf3xofKwvdMDFVHNEyMTUnKiI837xFQSqVsn7lInz8AnByUb4epSDiEpNl59jESCHdwsSI6PhEFbkU2XjwFGnp6TSoWr5g46/ASE/maSSlKo5WJaWBqYFqL8TcSA1TOzXuPJew9mgmFsZqtAzSRF0dTt0ufKP7mYSEBCQSSZ7RLFNTU2JVXI+xsbFK7WXXYwIW5nlHPVetWYuFhQWB5coVqCnu07VmamqW6xhmREaqDrOIi43BxEwxj4mZmbw8gI/h7zlyaC8t2nSkXadvePI4lJXLFqGppUXd+o3ldtevXuTXOVNJT0/HzNyCVatWYRaT12mKTUohWyLF3FjRwbUwMiAqoeBQGIB1xy6RmpFJowo5AyvBlcoQm5hC73mrQApZEgkdalekT3DNfEpSTnJCJAAGRoqhmgbGliTEqJ7BeffsBvcu7aDHuD2FOo5UKuX0rlk4eFTAyr7gtUxxCZ/aZRPFdtnCxIjLcQmFOqYy3kdEcuNBNI1rVOG3sUN58yGCeas2k5UtoV/75l9dbklEXrfGSuo2Ov/ZubSURBb9WIvszAzU1NUJ7joJd7/qAOjoGuLgXp7zB5dgaeeOgbElD64e4N2LO5hbF37tYXKiTJ9+rmtP38iShFjV+t4/v8GDyzvoNmaPShtbl7I07jYHM2tXUhKjuXJ0KVsXdKb7uAPoGZipzPcliXGyiBJDE0uFdCMTS2KjCj+7eWjLr5iYW+PlHwSArp4BLl7lOL7nT6wdPDAyseDWxYO8eXYXS9u/t3bz36Sk7So2ZcoUgEIPYkulUhYsWMD48eNp27YtIOtv2tjYsGnTJgYOHEh8fDwrV65k/fr1NGjQAIANGzbg5OTE8ePHady4cX6HkCMclxLAjRs3OHXqFIaGeUdEnz17JndcypbNGfnX0NDAwsKCMmVyFpvZ2Mg67Lnj44OCguR/m5ub4+PjQ+inEd3Q0FBatWqlYF+9enUWLFhAdnY2GhoaeTSlp6eTnp6ukKajo5PH7kvUyNUhlEr56qFqwN/bA3/vnM51WR9Peo2ZxvbDJxjRp2v+mXMfVwpq+WjJ/Z005wsAbt17wIbtu/lhYF9KeXvy7kM4v/+1lrVmpvTs1A4AiVSCj4c7A7p3AcDb3Y0Xr9+yN+RYHsfl/Okj/LV4rvz/MRN/Ua7jb57D3Kz+cz6vXz5l8pw//3ZZuetbijT3FaCUIxdvsHzXYX4Z0T+P8/O1BLir06p6TlO37limStv8Hh1qapCcBnsuZCGVwvtoKcb62dQso/FVjktOucrqtfD2n1XnuceAbTt2curMWebNnom2tnae70+eOs3vHToh+TQiPn7y7M8HyXWEgh+qeepcKlUoRiqV4uHpwzc9ZQMt7h5evHn1kiOH9io4Lv5lyzP/979ISIjneMhBhg8fzvrhXTA3Vj5jlPday/f0yTl89R5/HjjNgiGdFcq+FvaCvw6f5aeuzSjj5sibiBjmbj3McpMzDGhWO98yH17dx7HNk+T/tx2y7JNIJXWsgoy0JA6uHU2jrtMKHX5zYttUIt89psuIwocSKZH1d5tlJFIpZsZGjBvwDRrq6pRydyEqNo4N+4/+zzsu96/s49CGnLrt9N2nulX6bMu/LB1dA/pN2ENGegovQy9xfPtszKyccPGpAkCrPnM5sPYnFo2phZq6BrbOfvhXbk7464cqy3x0fR8ntuboazVw2Sd1edsLVfIy0pIIWT+a+p2noZfPtefmp3gf2LmWY/W0hoRe3UNg3d5K89y8sJ+dKyfL/+8z+k+l+oryXDu1fyW3Lx1k0M9r0dLO6YN0Hjyb7ct/Zvp3dVBX18DB1Y9y1Zrx7oXq81fcfO16FVX9sYL6ZP80L168IDw8nEaNGinoqF27NhcvXmTgwIHcuHGDzMxMBRt7e3v8/f25ePGicFz+l5BIJLRo0YI5c+bk+c7Ozk7+t1audQpqamoKaZ87NJJC3ACfbWWdi8I/VAFmzZol98Y/M2nSJIa1rZ/H1tTIEA11daJzza7ExifmGe37O6irq1PK05U3H5QvagYwMTZGQ109z+xKbHx8nlmVz5ibmua1j4tHQ0MDk0+hNys3baNRnZo0b1QPAA9XZ9LS0/ll8Qq6d2iDuro6FmZmuDopLmh1cbLn7KUr5KZC5Rp4eueMAGdmZgAQFxuNmXnO6FRCfGyeWZivZfWyX7lx9TyTZi3BwtL6q8sxNTKQ1Xe84qhtTHxSgY7I0Us3mbZ8E7O/70OVMj5frSE3oa8lvInMkP+vqSG73g311Ej8YtbFUDfvLMyXJKZAtlTKl7dHZLwUI301NNRl4WZFwdjYGHV1dWJjYxXS4+PjMVMRU2xmZpbHPu7T9WhsrHh+t+/cxZZt25k9Yxrubsp3BKtapTL1GzXmySvZffM5hDQuNgZz85yR2vi4OEzNVF9rpmbmCrMrAAlxcQrXp6mZBY7OiiOejk4uXL54ViFNV1cPO3tH7Owd8fEtzQ9DerL7wi36NlGc8TAz1EdDXY3oXLMrMYnJWKhwcj5z5Np9pqzby9yBHalaSnF2ccm+UzSrEkDbGhUA8HKwITU9g2kb9tOvSU3U1VWHE3qWrYeda4D8/+ws2XWXnBCFoUnOfZWSGI2+sWWe/ABxkW9IiH7H7j9zQjQ+h4TMH+pH34khmFo5y787sW0az+6epNMPGzAyK3jNHICp8ed2Odd9mvD32mVLUxM0NTTQ+OIcuTrYER2XQGZWFlqa/7tdDq+AevRzU163RqY5dZucGI2Birr9jJq6unz2xNapFFHhz7h4eLnccTGzdqb76A1kpKeQnpqEkak1u5YPx8RC9WY17v71sHVRoi8xCoPc156Rimsv6g0JMe/YtyLvtbfwBz96jg/B1NI5Tz4tHX0s7byJjXypUp9fYD2Fnb+yPulLjI/E2MxKnp6UEI2RifLNZL7k9MFVnNy3nAHjVmLvrPi8sLRxZvCEdWSkpZCWmoyxmRUbFo3A3Fr1+Stuzu/Pf1BEFZMnT1baH5s8efI/oKrwhIfLoj8+D6B/xsbGhlevXslttLW1Mcs1O29jYyPPXxjEGpdiQFtbWyGeLzAwkAcPHuDq6oqnp6fCx+AfiPO/fPmy/O/Y2FgeP36Mr69sDYKfnx/nzysumr548SLe3t5KZ1tAFqYWHx+v8Bk3bpxSWy0tTXzcXbh2V3Gk4+rdh5Tx+bpwJGVIpVKevHyT7wJ9LS1NvD3cuH5HcV3I9dv38PdVHl5R2teL67cV7a/dvouPpzuanx7C6ekZqKkrOn/q6upIyenk+pfy5vV7xenvt+8+YGOV9wGip2+Arb2j/OPo7IapmQX3bl+T22RlZhJ6/zbevn9ve0epVMrqP+dz7eJpfp7xO9a29n+rPC1NTXzdnLhyL0wh/er9R5T1Vr2d7pGLN5j650amf9uTGuVVbwX8NWRkQUxiziciTkpiihRPh5zmT0MdXG3VeR2h2vt4FSHBwkhxfNDCWI2EFGmRnRaQDUR4eXpy85ZivPnNW7fxK6V8K+hSvr7cvHVbIe3GrVt4e3nKr0eQOS2btmxlxtTJeHupXpuhr6+Pi4uL3FFwcnbF1MycO7dyFrdnZmby4P5tfEqprhdv39Lcua24IP72rWv4fpGnlJ8/798pxsG/f/cGKyvloZ2fkUqlZChZv6OlqUkpZ3suhSquybgS+owAD9WLwQ9fvcfEtXuY2a8dtcrkve/TMjJRV1N2P+c/IwegrWuImbWL/GNh54mBsRWvHuXs+padlcHbp9dwcFMeCmlu607P8fvpMW6P/ONZph7OXlXoMW6P3DmRSqUc3zqVJ7eP0vH7tZgqWcCvCi1NTXzdnbl6V3Et1dW7oZTx/vp2uayPB28/RioMnr3+8BFLM5P/aacFZCFc5tYu8o/lp7p98VCxbl8/voajexHDXKVSeUf+S7R19DEytSY1OZ7nD87jXS7v4KDcVtcQUysX+cfc1hN9Yyteh+W69p5dw07VtWfjzjc/7qfb6D3yj7t/PZw8q9Bt9B6MTJU7xllZGcR8fIaBsZXS70EWwmVp6yL/2Dh4YmRqyeN7lxTKef7oOi5e5VSWA7LdyE7s/pN+Y5bj5O6fzznRx9jMipTkeMLuXaB0hXr5lvu/SFH6Y5MnT5ZvCqXqc/268o1NCouygfD8IloKa/Ml/9styf8orq6uXLlyhZcvX2JoaMi3337LihUr6NKlC6NHj8bS0pKnT5+yZcsWVqxYodKBKCxTp07FwsICGxsbxo8fj6WlJa1btwZg5MiRVKpUiWnTptGpUycuXbrEH3/8wZIlS1SWp2oaUtUGhl2aN2TK7yvx9XCljLc7e46f5WNUDG0a1QFgycadRMbEMWloX3mex58W2qempROXkMjjF6/R0tTEzUnWsV65fR+lvdxxsrMhOSWVbYdP8PjlG0b2zT9MrGOrZsxYsBgfT3dK+3hz4MhxIqKiaBksi7dcvm4zkdExjP/hWwBaBTdk98Gj/LFyHc0b1edB2GMOHT/FxJHD5GVWqxTItr2H8HJzw8/Hk7cfwlm1cRvVK1VAQ0PWOe7Qshnf/jiR9dt3U7dGEKGPn7L/6ElGDemfr16QNQRNWnZk7/Z12Nk7YWvvyJ5t69DW0aV67Zz3ySz5dSpmFlZ06SkbLcvKzOTtG9mC+KysLGKjI3n5/DG6uvrY2stGnlYt/YWLZ48xcvwc9PT0iYuVbZmrr2+I9ldONXdtWpdJS9bj5+5EGS83dp+8SHhULO3qyxaJ/rFlH5Ex8UwZ0h2QOS2Tlq5nZI92+Hu5EvVpFFhXWyvfXeX+DhceZFO7rAbRCVKi4qXUCdAgMxvuPMvpcLWvpUlCspSjN2SDDFcfZRPkp0GzqppcepiNpbEadQI0uPTw68PE2rZpzbz5v+Lt5UUpX18OhYQQERlJs0/vZVm1Zi1R0dGMGTkCgOZNg9l34ADLVvxFk8aNCX30iCNHjzF2zCh5mdt27GTd+g38OGYUNtY2xMTIZmj09HTR08v/fKqpqdG8VXt2btvwyZlxYNe2jejo6FKrdgO53cL5M7GwsOSbXgNkulq24+cfh7Fr+yYqV63O1csXuHv7BjPm/i7P07x1B34a9S07tm6ges06PHn8iGMhBxg0dCQAaWmp7Ni6gUpVqmFmbkFiQgIhB/cQHh5Ow97Kw4y6Nwhi/OpdlHaxp6y7EzvP3eBDTDzta8m2cF20+zgRcQlM7y2LuT589R4TVu9mdKdgyro5EvVp3ZWOthZGeroA1CrrzYbjl/B1tqWMmyOvI2JYsu8ktcv6KMwkFAY1NTUC6/bgypFlmFm5YmrtwpUjy9DU1qVUpZzfdGjtGAxNbajVaiSaWjp51qno6MlmQb5MP751Co+uH6D1wCVo6xiQHC9b06CtZ4SWtm6B2ro0a8DkP1bj6+FCGS939pw4x8eoGNo2lIWuLt60m8iYOCZ/lxP68/jTFuUpaWnEJSTx+OUbNDU1cHeUtcvtGtZme8gpfl2zlY7B9XgdHsGaPYfpFPzvdhg1DPQx8MyZCdB3c8Q4wJeMmHjS3nzIJ+fXo6amRuUGPbhweBlmNq6YW7tw8fAytLR1KV0lp273rRqDkakNddvKrvMLh5dh5+KPmZUz2VkZPLt/lnuX9hLcbbI8z7MH50AqxcLWjZiI15zYMRcLGzcCqrUtkr7ytXtw9dgyTC1dMbVy4dqxZWhp6eJbIUffkQ1jMDCxoUYL2bVnqeLa+zL97J45uPvXxcjMjpTEGK4eXUpGWhJ+ldsUSV/N4B6c3LccS1sXrGxdOLF3OdraupSvlqNv89KxmJhZ07SzrA08tX8lR3Ysouu38zCzsichTnbd6+jqo6MrG+gNu3seqVSKtZ0bUR9fc2DTPKzsXKlUq/D6/lcoSljYd999R+fOnfO1cXV1/Sodn9dsh4eHK0QKRUREyGdhbG1tycjIIDY2VmHWJSIigmrVqlFYhONSDIwaNYqePXvi5+dHamoqL1684MKFC/z44480btyY9PR0XFxcCA4OzjcsobDMnj2b77//nidPnhAQEMC+ffvk8e6BgYFs27aNiRMnMm3aNOzs7Jg6deo/sjD/Mw2qVyY+KZlVO/YTHRuPu5M983/6Hjsr2XRwdGw8H3O9Y6LnmJz9+B89f8XR81ewtbJg9xJZOF1icgpzlq0jOi4BQ309vN2cWTplDKW98n/5Wr2a1YhPTGLd1p1Ex8Th5uLEnIljsbW2+qQllogvtqG2s7FmzsQf+WPlOvYcOoqFuRnD+vWidrUqcpvuHduipqbGyo1biYyJwdTYmGqVKtDvm5yXs5Xy8mD6uBEsX7+FdVt3YWtjxXf9etCwTs6OL/nRot03ZGSks2rpLyQnJeLh7cdPU39DTz9nRi4q8iNqajnXS2xMFOO+7yX//8DuTRzYvYlS/uWZOGsxAMcPy7bRnfbTtwrHG/T9eGo3aFYobblpFBRIfFIyf+06QlRcPB6OdiwYMwg7K1nYUFRcAuHROeFOu05cIDtbwtzV25m7ers8vVmtykwe9M1XaSiIc/ey0dKElkGa6GrD20gpq0MyyfhiYN/EQE0hLCw+GVaHZNK0iiZDW2uRkAIXH2Rz9t7XOy51atUkMSGBjZu3EBMTg4uLC9OnTMLGWhbaERMTQ2RkpNze1taW6VMmsWzFX+w/cBBzC3MGDxxAzerV5TYHDh4iMyuL6TNnKxzrm65d6N6tgPVfQJv2XcjISGf5kt8+vYDSj4nT5qGnn/POoajIjwqzEr5+/oz4cSKb169ky4ZV2NjaM/LHSXj75uxa5eXty48/T2PDmhVs37wWaxs7+gz4jtp1Zc63uro679685vSJIyTEx2NkbIynly8bN27EU8nifIDGlfyJS05h2cEzRMUn4WlvzR/fdcPewhSAyPhEPsTkhKnuOHedLImEWZsPMWvzIXl6i6AApvWSdWr6N62FGmos3nuSiLhEzAz1qVXWh+9af13nu3LD/mRlpnN86xTSUuKxcw2g/Xer0NbNCWdLiP2gcO8WhjvnZO+J2rqgu0J68Dez8A8quIPbsFol4hOTWbXzIFGf2uXfxn6X0y7HxfMxWjH8r/uP0+V/P3r+miMXrmJnZcGeP2Qby9hYmrNo/Pf8tnY73cZMxcrclM5N6tG9VXCRfltRMangT9CJ9fL//X75CYA363Zxt6/y0ed/gqDG/cnKSCdko6xuHdwC6DJ8FTpf1G18jGLdZqanELJpComx4Whq6WJh606rvvPwq9RUbpOemsipXb+SGBeOrr4pvoGNqNP6BzQ0i/YC1Ir1ZdfeyR1TSE+Jx9YlgDaD8157FPHaS4oL5/DaEaQmx6FnaIadSzk6jdiGsblDwZm/oE7zvmRmpLF7zVRSkxNw9ihL/7F/oauX81yLi1Y8f5eObyY7K5P1C4crlNWw7RAatfsOkG1+cGjrAuJjwtE3NKFMpUYEd/y+yOfv/xqWlpZYWuYfxvi1uLm5YWtry7Fjxyj/aafMjIwMzpw5I18GUaFCBbS0tDh27Jh819wPHz5w//595s6dq7Ls3KhJC1rQIPif5fTp09StW1fpTkT/BjF3zxVsVEyYl61J+KPCbVFZHNj6lufm48K9ILA4CPS2IOHGkeKWoRLjCo0Zvyq9YMNiYkYfHV4+Vb7ldnHj6unNg6f/zqj0P0FpTztST28u2LCY0KvThRWqX3FT7PRvAHG3Txe3DJWYlqvDQa1/bk3bP02zzDDWKX+1TYmgR21YGlLcKpQzOBj2Xf/6gZ1/m5YV/140y/9lXr9+TUxMDPv27WPevHmcOyfr33l6eso3kvL19WXWrFm0aSMb9JkzZw6zZs1i9erVeHl5MXPmTE6fPk1YWBhGRrI1mIMHD+bAgQOsWbMGc3NzRo0aRXR0NDdu3Ch0dJGYcREIBAKBQCAQCASA7PUaa9eulf//eRbl1KlT1KlTB4CwsDDi43NmtMeMGUNqaipDhgwhNjaWKlWqcPToUbnTAvDbb7+hqalJx44dSU1NpX79+qxZs6ZISyKE4yIQCAQCgUAgEAgA2ftbCnqHS+6ALTU1NSZPnpzvjma6urr8/vvv/P777yptCkI4Lv+HqVOnToFbGwsEAoFAIBAIBP8LiO2QBQKBQCAQCAQCQYlHOC4CgUAgEAgEAoGgxCMcF4FAIBAIBAKBQFDiEY6LQCAQCAQCgUAgKPEIx0UgEAgEAoFAIBCUeITjIhAIBAKBQCAQCEo8wnERCAQCgUAgEAgEJR7huAgEAoFAIBAIBIISj3BcBAKBQCAQCAQCQYlHOC4CgUAgEAgEAoGgxCMcF4FAIBAIBAKBQFDiUZNKpdLiFiEQCAQCgUAgEAgE+aFZ3AIE/3dIO7S8uCWoRLfpAB49e1vcMlTi6+FI5MOrxS1DJVZ+lUm8HlLcMlRiVDGYN08eFrcMlTh5+ZFyZktxy1CKfu3OpG2eU9wyVKLb5Ufm7ym542sjW6uRdnR1cctQiW6j3qQdWVncMlSi27gv684UtwrV9KgNB7V8iluGSpplhnHKK6C4ZSil7pM7RN+/WNwyVGLhX624JQi+AhEqJhAIBAKBQCAQCEo8wnERCAQCgUAgEAgEJR7huAgEAoFAIBAIBIISj3BcBAKBQCAQCAQCQYlHOC4CgUAgEAgEAoGgxCMcF4FAIBAIBAKBQFDiEY6LQCAQCAQCgUAgKPEIx0UgEAgEAoFAIBCUeITjIhAIBAKBQCAQCEo8wnERCAQCgUAgEAgEJR7huAgEAoFAIBAIBIISz/93jsuaNWswNTWV/z958mTKlStXbHpyc/r0adTU1IiLiytuKQKBQCAQCAQCQYlBs7gFFDejRo1i6NChxS3j/zxbz99mzalrRCUk42FrwZjWdQn0cFRqe/P5WxbuP8eLiBjSMrOwMzOifVAA3etUkNvsvXqfiZuP5Ml7de736Gjlf1lLpVK2bFzHkZCDJCcl4u1TioFDhuHs4ppvvovnz7Jx/WrCP3zA1s6Ob3r2JahaDaW2O7ZuYv3albRo1ZZ+A7+Vpy/8dQ4njx9VsPX2KcX+fXvyPXZudh0+zuY9B4mOjcfVyYHv+35DgJ+PUtuomDj+WLOJsGcvePvhI+2bNeL7vt8U6XhFZfuxc6w/eJKouATcHWwZ2b0t5X09lNqevHaHHcfP8/jVOzIzs3B3tGNAu2CCypb6qmPvPXiY7bv2EB0Ti6uzE0P696WMv59K+zv37vPnX6t5+foNFubmdGrXmhZNg5XanjpzjhnzfqVa1cpM/XmcUptN23ayat0G2rZszpABfQvUu+30VdYeuUBUfBIe9laM6tSEQC8XpbYnbj5k+5lrhL0JJzMrG3d7Kwa1qEu10p4KdhuPX2L7mWuEx8RjaqhPg0A/hrZtgI6WVoF6crP1aihrLt4jKjEVD2tTxgRXIdDFtsB8t15/pO/qQ3ham7FtcGt5+vGHL1l57g5vYhLJlEhwMTemezV/WgR4qi4sH6RSKTeO/8GjK9tIT03A2rks1VtNxNzWS2WesOu7OLP9pzzpfabfQVNLB4APz69x5+xKot4+ICUxkkY9/sC1dIMiadt69iZrTlwhKiEJDztLxrRtQKCnk1Lbm8/esHDvaV58jP7U7hnTvno5uterLLfZeeE2+6/e5+mHSAD8nGwZ2qI2ZVzti6RLru/cLdacuCrTZ2vJmHb1CPRQpe8tC/edyaUvgO51K8ltjt95zMqjl3gTFUdmtgQXKzO6161Ei8qlv0qfVCrl3P4/uHVuK2kpCdi7BRDcdSJW9qrr9tHNo1w4/CexEa+RZGdhZu1C1Ya9KRPUWm6TnpbEmb0LCbt1nJTEaGyc/GjU+SfsXct+lc6CMK9REfeRfTEJ9EfX3prr7Ybwcd+Jf+VYX2LftSPO/XqhbW1JypNnPJkxl/jrt1TaO3TrhEP3zug62JP+PpyXS1fwcc8BpbbWzYIpvWAOkcdOcn/ID1+lb2fISTbtPUx0bBxuTg5837sr5fy8ldpGxcbx+5othD1/xZsPH+nQtAHD+3RVsDl9+Trrdh3k7YePZGVn42RnQ+cWwTSpU+2r9AlKJv/fOy6GhoYYGhoWt4z/04TcesTcPacY374+5dwc2HHxLkOW72L32F7YmRnnsdfT1qJzzXJ42Vmhp6PFrefvmLb9GHraWrSvlvNgMdTVZu+4Pgp5C3JaAHbt2MLe3Tv4fsQY7B0c2bZlAxPHj2HJ8jXo6+srzfMo9AHzZk+jW/feVK1Wg8sXzzNv1lRmzVuIj69iB/vJ40ccCTmIq5u70rICK1Ri2A9j5P9rFkLzl5w4f5lFqzYwckAvyvh6sffoKUZNm8f6RbOxtbLMY5+ZlYmpsRE92rdi2/6QIh3razh66Sbz1+9mbO8OBHi7sevkRYbN/ZPtc8dha2mex/7Wo2dU8ffl247NMTLQY/+ZK/zwywrWTB2Br6ty51YVp86eZ+mKVQwbPIDSfr4cPHyUcZOnsXLJImysrfLYfwj/yPjJ02nauCFjRw3nwcNHLFq6HBMTE2pVD1Kw/RgRwbJVaylTWrUT9OjxEw4dOYq7q2uh9B65dp95W0MY17UZ5Tyd2Xn2Ot8t2sDOyd9iZ2Gax/7mk1dULeXB0DYNMNTTZd/FW3z/xybWj+uPr7MdAIeu3GXRruNM7tmKAA8nXn2MZuKaPQCM6tSkULo+E3L/OXNDrjC+WRDlnG3Ycf0RQzYcZfe3bbEzVd1uJqZl8PPus1R2tycmKVXhOxM9HfrVCsDN0hQtDXXOPn7DpD3nMDfQpbpn0eob4M6Zv7h3bg11Os7CxNKVmyf+5NBffeg4+jDaOqo1aukY0mn0YYW0z04LQGZGKhZ2vvhUbMux9cOKrCvkRihzdx1nfMfGlHN3YMeF2wxZuo3d4/thZ26Sx15PW4vOtSrg5WCFnrYWt56/ZdqWI+jpaNO+ejkArj99TZMKfgS4O6CjqcnqE5cZvGQrO3/qh42pUdH03Qxl7q4TjO/QkHLujp/07WD3T32xM1fRLtcqj5e9dY6+rUdl7fInfSb6uvRrFISbjYWsbh88Y9KmQ5gb6VO9lFuRz+GlIyu4cnw1LXrNxtzGlQsHl7Lpt94MmhaCjq7yutUzMKF608FY2rqjoaHFk3un2L/2J/SNLfAoXROAg+t+JvLdE1r1mYuhqTX3L+9j06+9GTDlEMZmNkXWWRAaBvok3A3j7dpdVNj+xz9evjKsmzbGa/wYHk+eQfzN29h3bk/Zv5ZwtUkb0j+E57G379oB91HDCBs/lYR79zEuWwaf6RPJSkgk+uQZBVsdezs8xo4g7tqNr9Z3/MIVFq7exKj+3Snr68Weo6cZOeNXNi6Yga2VRR77zMwsTI2N6NmuOVsOHFVSIhgbGtKzXXNcHOzQ1NTkwvXbzFy8EjMTI6qWL/PVWgUlixIdKhYSEkKNGjUwNTXFwsKC5s2b8+zZM0B5SNXt27dRU1Pj5cuX8rQ1a9bg7OyMvr4+bdq0ITo6WuEYuUPFJBIJU6dOxdHRER0dHcqVK0dISOE6e0FBQYwdO1YhLTIyEi0tLU6dOgXAhg0bqFixIkZGRtja2tK1a1ciIiLyLffixYvUqlULPT09nJycGDZsGMnJyfLvXV1dmTlzJn369MHIyAhnZ2eWL1+uUMbbt2/p3Lkz5ubmGBgYULFiRa5cuSL/fv/+/VSoUAFdXV3c3d2ZMmUKWVlZhfrdBbH+9A3aVClD26plcbexYEybutiaGrHtwh2l9qUcbWgSWApPO0sczE1oXtGPaj6u3Hz+VsFODTUsjQ0UPgUhlUrZv2cXHTp3Jah6TVxc3Rg+8kcy0tM4e1r1CNi+PbsoV74C7Tt1xdHJmfadulK2XCD79+5UsEtNTeXXuTP5dtgIDA2VdyS0tLQwMzeXf4yM8nYS8mPLvsM0r1+bFg3ryGdbrC0s2BOiXL+dtRXD+3WnSd0aGOjrFelYX8PGw6dpVacqresG4fZptsXGwowdxy8otR/ZvS09W9SntIcLzrbWfNupBc62Vpy7eb/Ix965Zx/BDevTtHFDXJycGDKgL9aWFuw/pPwePnD4CNZWlgwZ0BcXJyeaNm5IcIN6bN+1R8EuOzubmb/8Rs9unbGzVd6xSU1NZdYvv/HD0CEYGhZ8LQJsOHaR1jXK07ZmBdztrBjdqQm2ZsZsP3NNqf3oTk3oFVyD0q4OuNhYMLRNA5ytzTlzN0xuc/fZG8p5OtGkSlnsLc0IKu1JcGV/Hr56XyhNX7L+0n3aBHrTtoIP7lamjGlSFVsTA7Zdf5Rvvmn7L9CkjDsBjnmdxUpudtQv5Yq7lSlO5sZ0q1oaLxtzbr3+WGR9UqmUe+fXUb7eINz8G2Fu603dTrPJykzj6S3lI8WfUVNTQ9/ISuHzJc6+tajUeDhu/o2KrAtg/amrtAkKoG21ANxtLRnTrgG2ZsZsO698xLuUky1NKvrhaWeFg4UpzSv5U83XjZvP3shtZvVsSadagfg62uBma8GkLk2QSKVcDXv5Ffqu06Zq2U/6LBjTrj62Zkb56LOhSQU/WbtsYULzSqWp5uvKzWc57XIlL2fqB3jjbmuBk5UZ3epUxMveilu52u7CIJVKuXp8HdWbDsI3sBHWDt606D2HzIw0HlxRXbcuPlXwLd8QSzsPzKydqVy/J9YOPrx5KutkZ2ak8ejmUeq1G42zdyXMrV2o1XIoJpaO3Dyzqcg6C0PkkbM8nrSA8D3H/pXyleHUpzsfduzmw/bdpDx7wdMZ80gPD8eha0el9ratmvN+yw4iDh0h7c07Ig6G8GHHbpz791Y0VFfHb/4sXi5cSuqbotfrZ7bsP0qLerVo2aA2ro72DO/TFWsLc3YfOanU3s7akh/6dqNJneoYqniOBfr7UrtKBVwd7XG0taZT80Z4uDhy99GTr9YpKHmUaMclOTmZESNGcO3aNU6cOIG6ujpt2rRBIpEUKv+VK1fo06cPQ4YM4fbt29StW5fp06fnm2fhwoXMnz+fX375hbt379K4cWNatmzJkycFX/jdunVj8+bNSKVSedrWrVuxsbGhdu3aAGRkZDBt2jTu3LnDnj17ePHiBb169VJZ5r1792jcuDFt27bl7t27bN26lfPnz/Pdd98p2M2fP5+KFSty69YthgwZwuDBg3n0SNa5SEpKonbt2rx//559+/Zx584dxowZIz+PR44c4ZtvvmHYsGE8fPiQZcuWsWbNGmbMmFHgby6IzKxsQt9+JMhHMfQlyMeFOy8L15EKffuROy/fUzHXaGxKRgbBU5fTcPIyvluxm9C3BXd8PoZ/IDY2hvKBFeVpWlralC4TwKPQByrzhT16SLkv8gCUD6zIo4eKeZYtWUiFylUpV74Cqrh/7w49urRjcL8e/LFwPnFxsQXq/kxmZhaPn72kUjnF0aNK5fy5XwIa58ysLB69eEPVMopha1XL+HD3yYtClSGRSEhOS8PYUPnsl8pjZ2by+OkzKpYvp5BeoXw5Hj5S3tF++CiMCrnsKwaW5/HTZwqO+4Yt2zA1NqFJI9WhQouWLqdKpYpUKBdQOL1ZWYS+/kCQn2KIVFU/D+580VnND4lEQkpaBiZfPMjLeTrz8NUH7r+QdSreRsZw4d4TapRRHoKhWl82oe+jCfJQDEMK8nDgzhvVgy17bj3mbWwig2qXL/AYUqmUK8/f8zI6ngqFCD/LTWLMW1ITI3H0qi5P09DUxs69Eh9fqQ6JAcjMSGHTrHpsnFGbkNUDiXr3sMjHV1l2Vjahb8IJ8nVVSA/ydeXOi3eFKiP0TTh3XryjoqezSpu0jEyysiUYGxRtQEK1Prci6PvInRfvqagi9E0qlXIl7BUvI2KpoCL8LD/iot6SnBCJu19OOK6mljbO3pV4+zz/uv1Sw4vQS8R8fIGzlyykTSLJQirJVphdA9DS1uXN05tF1lkSUdPSxLB0KWLOX1JIjzl/CZNA5e2TurY2kvQMhTRJWjrGZf1R08yJCnD9biCZMbF82LH7q/VlZmYR9uwllcsphhBWDijNvbBnX13ul0ilUq7ffcjr9+GUUxFGLfjfpESHirVr107h/5UrV2Jtbc3Dh4V7wCxcuJDGjRvLZ0G8vb25ePFivjMov/zyCz/++COdO3cGYM6cOZw6dYoFCxawePHifI/XqVMnfvjhB86fP0/NmrIp6U2bNtG1a1fU1WU+Yp8+OaFN7u7uLFq0iMqVK5OUlKQ0ZG3evHl07dqV4cOHA+Dl5cWiRYuoXbs2S5cuRVdXF4CmTZsyZMgQAH788Ud+++03Tp8+ja+vL5s2bSIyMpJr165hbi4L1fH0zOkszZgxg7Fjx9KzZ0+5rmnTpjFmzBgmTZqU728uiNjkVLIlUiyMFDuhFkYGRCW8zDdvw8nLiE1KJVsiYVBwEG2r5oSJuVmbM7VLMF52liSnZbDx7E16LdrCttE9cLEyU60nVuYkmJgq2piamhERodrxiYuNwVRJns/lAZw9c5LnT5/yy8IlKssJrFCZ6jVqY2Vtw8ePH9i0fg0Txo3i4IH9KvN8SXxiItkSCeamirM05qYmRMfFF6qMf5O4xGSZPpNc+kyMiIpPLFQZGw6dIi09g4ZVCu74fkl8QiISiQQzM1OFdDMzU2JuxinNExMbi5lZ+Tz22dnZxCckYGFuzv2HoRw+eoJli35VeexTZ87x5Nlzlvw2r9B6Y5NSZOcq10yhhbEh0QlJhSpj/bGLpGZk0KhiTgcguHIZYpOS6T13FUilZEkkdKhdiT5NahZaG0BsSjrZUikWuTrFFgZ6RCWlKM3zKjqehcevs7p3MzQ1VI+LJaZl0HD+FjKzs1FXU+enZkEEeTgUSR9ASqJsrYeekWJoiZ6hBUmxqgdGTK3cqdNhFua23mSkJ3H//Dr2Lu1K++F7MLF0LbKO3MQmp3xq93LVrZEBUQnJKnLJaDhhsezayJYwqGkN2lZT7Qgv3HcGaxNDqvoUTbNqffpEJRakb0lOu9ykeh59ianpNJywhMysbNTV1fipQ8M8DlJhSE6Q1a2BsWLdGhhbkhCd/6BXWkoii36sRXZmBmrq6gR3nYS7n8y51dE1xMG9POcPLsHSzh0DY0seXD3Auxd3MLdWvrbsfw0tMzPUNTXJiFKMMMmMikbbMm84MUDMuYvYdWhD5LGTJD0IxcjfD7v2rVHX1kLLzJSMyChMAsth16EN11sqn7UpLHGfn2O5nxOmJsTEFX2m/UuSklNoNWAEGZlZaKirMap/dyoHfN0aK0HJpEQ7Ls+ePWPChAlcvnyZqKgo+QzB69evVa5F+JLQ0FDatGmjkBYUFKTScUlISOD9+/dUr15dIb169ercuaM8rOlLrKysaNiwIRs3bqRmzZq8ePGCS5cusXTpUrnNrVu3mDx5Mrdv3yYmJkbhN/n55Y2dv3HjBk+fPmXjxo3yNKlUikQi4cWLF5QqJVtfUbZsTqdeTU0NW1tbeQja7du3KV++vNxpUXaMa9euKcywZGdnk5aWRkpKSp5znZ6eTnp6ukKajo7i6FVu1NTUFP6XIiVXUh5WD+1ManoGd199YOGBczhbmtIk8NPvdbWn7BcLUsu5OdB5/no2n7vF2Lb15OkHb4Qybdsx1MYvRSKRMGHKTOV6pNI8aUX5DZGREfy1bDFTps9FW1tbZRk1a9eV/+3i6oanlw/9e3Xl9OnTlHc0zff4Cloouv7/ktxSpFIojLqQizdYviuE+SP6YW5StJh9+bFz/V/wucl7LkFW3ykpqcyev4ARQwdjYqI8pC8iMorFK1YyZ+qkfOte9dGV1GUhztbhq/f4c/9pfhvSBXPjnEGP62EvWHnoHOO6NqOMmyNvImOYt+Uwy01OM6B5naLrU3bdK9GXLZEwbucZBtcJxNUy7xqOLzHQ1mLboNakZGRy5cV75h+5iqOZEZXc7PLN9+TWfs7tyhlMCe79p0xjbj1S8l6EX2DjUg4bl3Ly/21dAtm1qC33L2ygequf89VQFPKeu4Lvg9XfdyM1I4O7L96zcN9pnC3NaFIx77Nh9fHLHL7xkJXDuhZqbZ9yfYr/y+7T/BWuHt6V1PRM7r58z8J9Z3C2MqVJhRx9BjrabPuxFynpGVx5/Ir5e07haGlKJS/VM0cA96/s49CGnLrt9N2yzyqVicwXHV0D+k3YQ0Z6Ci9DL3F8+2zMrJxw8akCQKs+czmw9icWjamFmroGts5++FduTvjrf27WrUTwRfQHAGpqChEhX/Jy8XK0rSypsH09qKmRGRXDh137cBnQG2m2BA0DfUr9MpOw8VPIjI37Z/QpeQ7/XfT1dFn7yxRS0tK5fu8hi9Zswd7GmkB/379dtqBkUKIdlxYtWuDk5MSKFSuwt7dHIpHg7+9PRkaGfHbiyws9MzNTIf/X3gRf06n9TLdu3fj+++/5/fff2bRpE6VLlyYgQDYilZycTKNGjWjUqBEbNmzAysqK169f07hxYzIyMpSWJ5FIGDhwIMOG5V0c6uyc8yDQyrVbkJqamtwp0tPLP4xAIpEwZcoU2rZtm+e7zzM6XzJr1iymTJmikDZp0iTGVs67s42ZgR4a6mp5RhljElPyjPblxtFC1vnxsrciOjGFpSGX5I5LbtTV1SjtbMvrSMWwqzqlPSgzyhadOp15/jpcfo3ExcZgbp4zkhcfH6ewTXZuTM3MiY2NUUiLj4uTz8I8e/KY+Lg4RgwbJP9eIpHw4P5dDu7fw469IWhoaOQp19zcAitrG16+fEl5x3KqT8YnTIyM0FBXzzO7EhufkGf0qjgwNTL4pC9BIT02IRGLAhyRo5duMm3FZuYM600V/6JP7ZsYG6Gurk5MrodqXFw8ZqbKO9LmZoqzZp/tNTQ0MDYy4uXrN4R/jODnqTPl339uVxq1bMeaZX/w4uVr4uLiGTx8lNxGIpFw78FD9hw4xOHd25Qe28xQX3aucs2uxCQm55mFyc2Ra/eZunYvcwd2pKqf4m5tS/aepFnVsrStKQtX9HK0ITU9g+nr99OvaS357G9BmOnroKGmlmd2JSY5DQvDvG1KcnomD95H8ehDNLMPyUJUJFIpUiBwymqWdm9MFXdZG6Guroazhex69bWz4EVkPCvP3y3QcXHxq4u1U84gTXaWrN1MSYxC39hanp6aHI2eYd4FvqpQU1fHyrEMCVGvCp0nP8wM9D+1e3nr1qKAunW0NAXAy96a6MRklh4+n8dxWXviCiuPXmLZd53xdrBWUkph9eVql5NS8syO59Fn8Vmf1Sd9FxQcF3V1NZw/zXr7OtrwIjyalccuF+i4eAXUo59bzuzN57pNTojCyDTnNyYnRmNgrHzW4DNq6ury2RNbp1JEhT/j4uHlcsfFzNqZ7qM3kJGeQnpqEkam1uxaPhwTi6JvDlESyYyNRZKVhXauzVq0LMzJzLXO9zOS9HQejZtE2IRpaFuakx4RhX3ndmQlJZEZG4uhrzd6Tg6UWbZInkftU1tSO/QGVxq3Iu114da8mH56jsUoe46paKsLi7q6Oo52snWI3m7OvHr7nnW7DgjH5f8QJdZxiY6OJjQ0lGXLlsnDrs6fPy//3spKtpDyw4cPmJnJGsnbt28rlOHn58fly5cV0nL//yXGxsbY29tz/vx5atWqJU+/ePEilStXVpnvS1q3bs3AgQMJCQlh06ZNdO/eXf7do0ePiIqKYvbs2Tg5yWJ+r1+/nm95gYGBPHjwQCG0q6iULVuWv/76i5iYGKWzLoGBgYSFhRX6GOPGjWPEiBEKaTo6OkhPrM1jq6WpQSlHGy4/fkX9sjlbWF5+/Io6/oX/TVKkZGZlq/5eKiXsXQSedooNtYGuNga62ui6uJCapYFUKsXMzJzbN2/g7iHTk5mZyYN7d+jRu7/K8n18/bhz6wat2rSXp92+eR1fP9kUdNlygSxa8pdCnkW/zcPR0Ym2HTordVoAEhLiiYqMwNq6cJ0PLS1NvD1cuXbnPrWr5qy5uX7nPjUqBxaqjH8TLU1NfN2cuHI/jLqVcjohV+6FUbuC6l1dQi7eYNryzcz4rgc1yn/dtL6Wlhbenh7cuH2HGtWqytNv3L5DtSrK718/Xx8uXVVcCH/91m28PT3Q1NTE2dGBFX8sUPh+9YZNpKakMmRAX6wsLTE1Mc1jM2/hHzg7OtCpXRuVda+lqUkpZzsuP3xGvfI5Dvnl0OfUCVDtuB2+eo8pa/cwq197apbNu24lLSMT9VwDLerq6kiRORGFRUtTg1L2Flx+9p76pVxz9D17Tx3fvJ1QQx1tdgxWnOHedi2Uqy8+8EvHejiYqd7hq6D7+zPaOoYKO4VJpVL0jKx4++Qilg6yznN2VgYfnl+jcpORBZb3ZTnRH0Ixsy3aOiBVaGlqUMrJlsuPXlL/i7q8HPaSOmVUb+WbRxeytVBfsub4FVYcucjSIR0p7Zy/o1egvrCX1A/I+c2XH72kTpkitMtSCqw32W8ouG51dA0VdgqTSqUYGFvx4uEFbJ1z6vb142vUaztKVTEqhWZl5R0c1NbRR1tHn9TkeJ4/OE+9dqOLVm4JRZqZRdKDUMyrVyXqWM5id/PqVYk6fjr/vFlZpIfLojVsmgUTfeosSKWkPHvB1aaK4ftuP3yLpoEBT6bPVbpTmSq0tDTx8XDl6p0H1K6Ssx702t2H1KxUrtDlFAbZNfrPbDQkKBmUWMfFzMwMCwsLli9fjp2dHa9fv1bYscvT0xMnJycmT57M9OnTefLkCfPnz1coY9iwYVSrVo25c+fSunVrjh49WuAOYaNHj2bSpEl4eHhQrlw5Vq9eze3btxVCtfLDwMCAVq1aMWHCBEJDQ+naNWefcWdnZ7S1tfn9998ZNGgQ9+/fZ9q0afmW9+OPP1K1alW+/fZb+vfvj4GBAaGhoRw7dozff/+9UJq6dOnCzJkzad26NbNmzcLOzo5bt25hb29PUFAQEydOpHnz5jg5OdGhQwfU1dW5e/cu9+7dU7qZgY6OjtLQsDQVx+9epwLjNx7Gz8mGAFd7dl68y4fYRDp8io1eeOAcEfFJzOgm26p1y/lb2Joa42Yjc7JuPX/HulPX6VIzZy3CnyEXKeNqj4ulKUnpGWw6e5Owd5GMa1c/33OhpqZGi9Zt2bFtE3YOjtjbO7Bj6ya0dXSpVScn72+/zMbCwpIevfsB0KJVW34aM5yd2zdTpWp1rly+wJ3bN5k1byEA+vr6uLgqbvepq6uLkbGxPD01NZUtG9cSVL0mZuYWRHwMZ/3alRgbm9CgQQNSCxmm0LllE6Yt/BNfDzf8fTzZd+wUH6Oiad1Ypv/P9VuJjIllwvc5sz9PXshGklPT0olLSODJi1doamri5lT0dQUF0a1JHSYu3UApN2fKermy6+RFwqNjaVdfFoL5x5b9RMTGM3Ww7F0yIRdvMOnPDYzq3hZ/T1eiPs3W6Gprqdw9RhXtWrdkzq8L8fb0wK+UDwdDjhERGUWLpo0B+GvNeqKiYxg78nsAmjdpzN4Dh1i6YhVNgxvyMDSMkGMn+Gm0zDHX1tbGzVUx7t3QQDZi/jldS0srj42ujg7GRkZ50nPzTcNq/LxqF34u9pT1cGLX2euEx8TTvrZsIfGiXceIiEtkeh/ZbOjhq/eYuGoXozs3oYy7o3zdkI6WFkb6stnRWmV92HD8Ej5OdpRxd+RNRAxL956kdoAPGoWcbflM9yB/xu86i5+9JQFO1uy8EcaH+CQ6VJSNXi48fp2IhGRmtK2NuroaXjaK68DMDXTR0dRQSF957g5+9pY4mRmRmS3h3JO3HLjzlPHNiv6uBTU1NcrU6MHtU8swsXTBxNKFW6eWoamli2f55nK7U1t/xMDYWu7M3Dj2B9bOAZhYusrWuFxYT9T7R1RvPVGeJzM9mfjo1/L/E2LeEvU+FF09EwzNCn5vSve6lRm/fj9+zrYEuDmw88JtPsQk0KGGrB1buO80EXGJzOjRAoAtZ29ga2aMm41spujW87esO3GVLrVzOnarj19m8cFzzO7ZAnsLE/mMjr6ONvo6RQtT7F63IuPXH8TP6ZO+i7f5EJtAhxrlPuk7I2uXuzf7pO/mJ31ftMsnr9KlVo6+lUcv4+dsi5OlKZnZ2Zx78JwDVx8wvmPDImkDWd1WbtCDC4eXYWbjirm1CxcPL0NLW5fSVXLqdt+qMRiZ2lC3raxuLxxehp2LP2ZWzmRnZfDs/lnuXdpLcLfJ8jzPHpwDqRQLWzdiIl5zYsdcLGzcCKiWN+rgn0DDQB+DLzZZ0HdzxDjAl4yYeNLefPhXjvlm1XpKzZtBwv2HJNy6g32ndujY2fFu83YA3EcOQ8fGmtAxstBIPVcXjMv6k3DnHpomxjj17o6BlyehYyYAIMnIIPnJU4VjZCXK2p/c6YWhc4tGTF20glIervj7eLL32BnZc6yRLJx66YbtRMbEMXFYzoDi4xey+1H2HEvk8YvXaGlqyJ9j63YdwNfDDQcbKzKzsrl08y6Hz1xk9IDueQUI/mcpsY6Luro6W7ZsYdiwYfj7++Pj48OiRYuoU6cOIOssbN68mcGDBxMQEEClSpWYPn06HTp0kJdRtWpV/vrrLyZNmsTkyZNp0KABP//8c77OwrBhw0hISGDkyJFERETg5+fHvn378PIq/ChZt27daNasGbVq1VII57KysmLNmjX89NNPLFq0iMDAQH755RdatmypsqyyZcty5swZxo8fT82aNZFKpXh4eNCpU6dC69HW1ubo0aOMHDmSpk2bkpWVhZ+fn3yzgcaNG3PgwAGmTp3K3Llz0dLSwtfXl379+hX6GPkRXN6X+OQ0lh+5TGRCMp52Fiwe0Bb7T+8KiEpIJjw2J7RIIpGy6OA53sXEo6mujqOFKd83r0n7oJwR/MTUdKZtO0pUQgqGetr4OlizamgnyrgUPALZtn1nMtIzWLZ4IUmfXkA5ZfochbU8UZERqKvnjFqX8ivNqLE/s3HdajatX4OtnT2jx07I8w6X/FBXV+flyxecOnGM5OQkzMzMKRNQjtFjJ2BoaEhqwUUAUL9GVeITk1izbY/sxV3Ojsz7eRS21rLZpujYOD5GKoYD9B6RE7cf9uwFx85ewtbKkh3Lfyu0/sLSKCiQ+KRk/tp9hKi4eDwc7Vg4eiB2VrIOT1RcAuHROeFZu05eJDtbwpw1O5izZoc8vXnNykwe1K1Ix65bqwYJiYls2LKNmJhYXF2cmTn5Z2w+zWjFxMYSERkpt7eztWHG5J9Z+tdq9h08jIWFOd8O6JvnHS7/Fo0r+ROfnMLyg2eIik/E096a34d2w/5TOE5UfBLhMTnhFDvPXidLImHWpoPM2nRQnt4iqBxTe8tmO/o1q4WamixkLCIuATNDA2oFePNd6/ydemUE+7sTn5LO8jO3iUxKwdPajMXdGmH/6R0uUYkphMfnv5g7N6kZWcw8eImPCcnoaGrgZmnKjLa1CfZX/t6jggio3Y+szDTO75lKRmo81k5ladpvpcLMTFLce4Vw3/S0RM7tmkRKYiTaukZY2pei5aD1CmFokW/vc2B5T/n/lw/MBsC7QmvqdJxdoK7gCqWIT05leciFT+2eJYsHd8D+0ztcouKTFNs9qZRF+8/wLvpTu2dpyvcta9O+es6AzbZzN8nMymbkyj0KxxrUpDqDmxZt84XgwFKf2uWLRMZ/0jeofY6+3O2yVMqiA2c/6VOT6WtRW/4OF4DUjExmbj/Kx7gkdLQ0cbM2Z0aPZgSrCPEtiKDG/cnKSCdk4xTSUuJxcAugy/BVCjMz8TEfUFPLccgz01MI2TSFxNhwNLV0sbB1p1XfefhVaiq3SU9N5NSuX0mMC0dX3xTfwEbUaf0DGppFf0FrYTCp4E/QifXy//1+kb389M26Xdztq/xFtn+XiENH0DQ1wfXbAehYW5H8+Cl3+39L+nuZo6RtbYmOfc5Ofmoa6jj17YG+mwvSrCxiL1/jRqcepL0r+jbqhaFB9SrEJyazavs+omPjcXd24JeffsBO/hyL52OuzQV6jcpZA/Xo2UuOnruMrZUFu/78BZA5NL8sX0dETCw62tq4ONgy6fv+NKhe5V/5DYLiQU36T6yGEgiAtEPLCzYqJnSbDuDRs8LF3xYHvh6ORD68WtwyVGLlV5nE6//+yyu/FqOKwbx5UnIX1jp5+ZFyZktxy1CKfu3OpG2eU9wyVKLb5Ufm7ym5j6mRrdVIO7q6uGWoRLdRb9KOrCxuGSrRbdyXdWcKtisuetSGg1oldzvdZplhnPIq3Bbs/zV1n9wh+v7F4pahEgv/os/yCoqfEv0eF4FAIBAIBAKBQCAA4bgUiZkzZ2JoaKj006RJk+KWJxAIBAKBQCAQ/J+lxK5xKYkMGjSIjh2Vv3ipoC2HBQKBQCAQCAQCwdcjHJciYG5urvIljgKBQCAQCAQCgeDfQ4SKCQQCgUAgEAgEghKPcFwEAoFAIBAIBAJBiUc4LgKBQCAQCAQCgaDEIxwXgUAgEAgEAoFAUOIRjotAIBAIBAKBQCAo8QjHRSAQCAQCgUAgEJR4hOMiEAgEAoFAIBAISjzCcREIBAKBQCAQCAQlHuG4CAQCgUAgEAgEghKPcFwEAoFAIBAIBAJBiUdNKpVKi1uEQCAQCAQCgUAgEOSHZnELEPzfIe3EuuKWoBLd+j148expcctQiZuHJ4nXQ4pbhkqMKgaTeO1QcctQiVGlprx8+ri4ZajE1dO7xN4fuvV7kLJqUnHLUIl+nyn8frDkjq8NbaZG7KwhxS1DJWbjlpB2ZGVxy1CJbuO+LC25TR+Dg+GUV0Bxy1BJ3Sd3OKjlU9wylNIsM4zUUxuLW4ZK9Op2K24Jgq9AhIoJBAKBQCAQCASCEo9wXAQCgUAgEAgEAkGJRzguAoFAIBAIBAKBoMQjHBeBQCAQCAQCgUBQ4hGOi0AgEAgEAoFAICjxCMdFIBAIBAKBQCAQlHiE4yIQCAQCgUAgEAhKPMJxEQgEAoFAIBAIBCUe4bgIBAKBQCAQCASCEo9wXAQCgUAgEAgEAkGJp0Q5LnXq1GH48OHFLeP/e1xdXVmwYEFxyxAIBAKBQCAQCORo/lMFtWjRgtTUVI4fP57nu0uXLlGtWjYcjisAAK60SURBVDVu3LhBYGDgP3XIfDl9+jR169YFQE1NDSMjI9zd3WnYsCE//PADdnZ2/4mOfwo1NTX534aGhvj4+PDTTz/Rtm3bYlRVeLaeuc6a45eJik/Cw86KMR0aEujprNT25tM3LNxzkhcfo0nLyMTO3IT2NcrTvX4Vuc3T95EsOXCG0NfhvI+JZ3T7hnxTr3KhtOw/cIAdO3cRExODi4szgwYMwN/fX6X93Xv3WL5iBa9evcbCwpwO7drTrFlT+fcvX71i/foNPHn6lIiICAYO6E+b1q1Vlrdl6zbWrF1L61atGDRwQKE052b7sXOsP3iSqLgE3B1sGdm9LeV9PZTanrx2hx3Hz/P41TsyM7Nwd7RjQLtggsqW+qpj59VynvWHTuVo+aZ1PlrusuPEhS+02DKgbTBBZX3lNs/efuDPnSE8evGGD1GxjPimNV2Daxdaz/4DB9m+axcxMbG4ODszaEB/yviXVml/9949lq1YyavXr7EwN6dD+3Y0b9pE/v3LV69Yt2EjT58+42NEBAP796Nt61YKZWRnZ7N+4yZOnj5NbGwc5mZmNGxQn66dO6Gunv/4UEm6N5Sx7eYT1l59RFRSKh6WJoyqX55AJ+sC891+G0m/TSfxsDJha+9ghe82Xgtj++2nhCekYKqnTQMfJ4bWDkBHU6PI+qRSKVeP/MGDy9tIT0nAxqUstdtNxMLWq1D5H986yNH1I3Hzr0+zPovl6Wun1SMx9n0e+zLVu1K73cRCla0TWAudKg1QNzQhO/IDqce3k/X2mVJbTWcvjLr9kCc9ftkUJDEfZf+oq6Mb1BjtMlVRNzIlO/ojqaf3kPX8YaH05GbruVusOXGVqIQkPGwtGdOuHoEeTkptbz57y8J9Z2TXXmYWdmbGtK8eQPe6leQ2x+88ZuXRS7yJiiMzW4KLlRnd61aiRWXV919+SKVSLof8wf2LW0lLTcDWJYB67SdiYVe4ug27eZDDa0fgXqY+LfstkadfOvw7V0L+ULDVN7JkwPQLRdJn37Ujzv16oW1tScqTZzyZMZf467dU2jt064RD987oOtiT/j6cl0tX8HHPAaW21s2CKb1gDpHHTnJ/SN7r4p/EvEZF3Ef2xSTQH117a663G8LHfSf+1WMCbD19jbXHLhEVn4iHvTWjOzQi0MtFqe2JW6FsO3Odx28/kpGVhYedFYOa16ZaaU+5TWZ2NqtCzrP/0l0i4hJwtbHk+7b1qf6FjeB/n3/Mcenbty9t27bl1atXuLgoXnirVq2iXLly/5nT8iVhYWEYGxuTkJDAzZs3mTt3LitXruT06dOUKVPmP9fzd1i9ejXBwcHExcUxb948OnTowPnz5wkKCspjm5GRgba2djGozEvI9YfM3XGM8Z2DKefuxI7zNxmyeAu7JwzEztwkj72ejhada1fEy8EaPR0tbj19w7TNh9HT0aJ9Ddk1lJaRiaOlGQ0DS/HLjmOF1nLmzFmWLV/Bt0OGUNqvFIcOh/DzxEks/3Mp1tZ5O2Ph4eFMmDiJJsHBjBk1igcPQ1m8ZAkmJibUqFEdgPT0dGztbKlZswbLlq/I9/hhjx9zOCQENze3QmvOzdFLN5m/fjdje3cgwNuNXScvMmzun2yfOw5bS/M89rcePaOKvy/fdmyOkYEe+89c4YdfVrBm6gh8XR2/WgfA0cu3mL9hD2N7tc/RMm852+eMxdbSTIUWb77t0OyTlqv8MP8v1kwZLteSlp6Jo5UFDSoH8OuGPUXSc/rsOf5c8RffDRlE6VJ+HAwJ4edJk1mxdLHK+v150hSaBDfmx1EjeRD6kD+W/ImJiTE1q+fUr52tLbVq1GDZir+UHnfr9h0cPHyYUT/8gIuLM0+ePGX+goUYGBjQplVLlXpL0r2hjCOhr5l34hbjGlWgnIMlO28/47vtZ9nZrwl2xgYq8yWmZzDh4GUqu9gQnZKm8N2hBy9ZdOYOk5tWJsDBklcxiUw8dAWAUfWL/oy4efIvbp9ZQ4MuszC1cuX6sT/Z+2cfvhl7GG1dw3zzJsS848K+udi7V8zzXccfdiCRZMv/jwl/wt4/++AR0LhQurRKVUCvQXtSjmwh6+1zdMrXwLDTt8SvmIY0IVZlvvhlk5Gm55wzaUqi/G+9Wi3R9q9M8uGNSKLD0XTzw7DtABLX/0L2x7eF0vWZkJuhzN11gvEdGlLO3ZEdF24zZOkOdv/UFztz4zz2etpadK5VHi97a/S0tbj1/C3Tth5FT1uL9tXLAWCir0u/RkG42VigpaHO2QfPmLTpEOZG+lQvVfQ27/qJFdw6tZpG3WZjauXK1aNL2bWkNz3HhxSqbs/tmYODR966BbCw9aLtt6vl/6upF81ptm7aGK/xY3g8eQbxN29j37k9Zf9awtUmbUj/EJ7H3r5rB9xHDSNs/FQS7t3HuGwZfKZPJCshkeiTZxRsdezt8Bg7grhrN4qk6WvRMNAn4W4Yb9fuosL2PwrO8A9w5PoD5m0/wk9dmlLOw4kd527y7R+b2DVpiNK278aT11Qt5c7Q1vUw0tNl76XbDFuyhQ0/9sXXWTYQvXjvKQ5eucfEb5rjZmvJxYfPGPHnNtaO7i23Efzv84+FijVv3hxra2vWrFmjkJ6SksLWrVtp3bo1Xbp0wdHREX19fcqUKcPmzZvzLTMjI4MxY8bg4OCAgYEBVapU4fTp00XSZW1tja2tLd7e3nTu3JkLFy5gZWXF4MGD5TbXrl2jYcOGWFpaYmJiQu3atbl586ZCOWpqavz111+0adMGfX19vLy82Ldvn4LNgwcPaNasGcbGxhgZGVGzZk2ePcsZXVu9ejWlSpVCV1cXX19flixZQlEwNTXF1tYWX19f/vzzT3R1deUaXF1dmT59Or169cLExIT+/fsDsHPnTkqXLo2Ojg6urq7Mnz9focyIiAhatGiBnp4ebm5ubNy4sUiaCsP6k1doU60cbauXx93OkjEdGmFrasy2szeV2pdysqVJpdJ42lvhYGFK8yplqFbKnZtP38ht/F3tGdG2Pk0qlkZbs/D+967du2ncqBFNghvj7OzMoIEDsLKy5MDBQ0rtDx46hLW1FYMGDsDZ2ZkmwY1p1LAhO3btktv4eHvTv29f6tSujZaWlspjp6amMnfuPL4fNhRDw/wfuvmx8fBpWtWpSuu6Qbh9mm2xsTBjx3Hlo4Uju7elZ4v6lPZwwdnWmm87tcDZ1opzN+9/tQZFLVVoXbcqbg42jOzeBhsLU3acUKWlDT2b16e0hzPOtlZ826kZzraWnLv1QG5T2sOZ77u2pHFQINpaRRtb2bV7D40bNaRJ48Y4OzsxeEB/rCwtOXDosFL7A4dCsLayYvCA/jg7O9GkcWMaNWzAzl275Tay+u1Dndq1VNZv6KNHBFWpSpXKlbC1saFmjeoEli/HkydP8tVbku4NZWy49ojWZd1pG+CBu6UJoxsEYmukz/ZbT/PNNz3kOsGlXCjrYJHnu7vvoynnaEkTP1fsTQwJcrMjuJQLD8NjiqxPKpVy5+w6KjYYhEfZRljYedOg62yyMtJ4fFP5SPZnJJJsjm0cTZXGQzG2yOvA6xmaY2BsJf+8fHAaEwtnHDwKN3ulW7keGXcuknHnIpLocFKP70CSEIdO+Vr5/6bkRKTJCfIPUqn8O23/yqRdDCHr2QMkcdFk3DpH5otQdCo3KJSmL1l/6jptqpalbbUA3G0tGNOuPrZmRmw7r3zGoJSTDU0q+OFpZ4mDhQnNK5Wmmq8rN5/lOEyVvJypH+CNu60FTlZmdKtTES97K249L5pTBbK6vXVmHZUaDcIzoBGW9t40+mYOmZlpPLpRcN2GrBtF1SZDMbZQPoOkpqGhUL/6hnkHffLDqU93PuzYzYftu0l59oKnM+aRHh6OQ9eOSu1tWzXn/ZYdRBw6Qtqbd0QcDOHDjt049++taKiujt/8WbxcuJTUN0U/b19D5JGzPJ60gPA9f2+goyisP36JNtXL07ZGIO52Vozp2BhbMxO2n7mu1H5Mx8b0blwdf1cHXGwsGNa6Ps7WFpy591huc/DKXfo2qUHNMl44WpnRsXZFgvw8WHf88n/1swT/Af+Y46KpqUmPHj1Ys2YN0i8a2u3bt5ORkUG/fv2oUKECBw4c4P79+wwYMIDu3btz5coVlWX27t2bCxcusGXLFu7evUuHDh0IDg4usDOQH3p6egwaNIgLFy4QEREBQGJiIj179uTcuXNcvnwZLy8vmjZtSmJiokLeKVOm0LFjR+7evUvTpk3p1q0bMTGyh+27d++oVasWurq6nDx5khs3btCnTx+ysrIAWLFiBePHj2fGjBmEhoYyc+ZMJkyYwNq1a7/qd2hpaaGpqUlmZqY8bd68efj7+3Pjxg0mTJjAjRs36NixI507d+bevXtMnjyZCRMmKDiXvXr14uXLl5w8eZIdO3awZMkS+Xn5J8jMyib09QeCco22BZVy504hH2ahb8K58+ItFb2Uh88UWktmJk+ePiUwsLxCemD5QEJDQ5UfO/QRgeUVR4ErVAjkyZMn8rotLIuXLKVy5UoEli9fsLEKMrOyePTiDVXL+CikVy3jw90nLwpVhkQiITktDWND/a/WkaPlLVX9c2nx9+Huk5dF0JKOscHf0wI59Vsh1/mtEFieh6rq99EjKuS6HioGBvL4ydMi1a+/nx+379zh7bt3ADx7/oIHD0OpVFH5aC+UrHtDqb7sbELDYwlys1VIr+pmy513USrz7b37nLdxSQysoTz8spyDJQ/DY7n/PhqAt3FJXHj2gRoe9kXWmBDzlpTESJx9qsvTNDS1cfCoxIeXqkN2AK4dXYyegTl+VdsXeJzsrAzCbu6jVJW2CmG7KlHXQMPWmcwXitdd5otQNB3d881q1GccJkNnYdhlGJrO3opfamoizX1dZmWg6ag8NFMVmVnZhL4JJ8jXVSE9yNeNOy/eFaqM0DcfufPiPRU9lTsGUqmUK2GveBkRSwUV4Wf5kRD9lpSESFx8a8jTNDW1cfSoxIcX+dftlZDF6Bma4x/UQaVNXOQrVkyowaop9Ti05gfio96otM2NmpYmhqVLEXP+kkJ6zPlLmAQGKM2jrq2NJD1DIU2Slo5xWX/UvhhgcP1uIJkxsXzYsTt3Ef9nyGn7FK/bqqXcufO8cPUgkUhJSUvHRF9PnpaRlY1OrsEuXS1Nbj19/fdFC0oM/1ioGECfPn2YN2+ewvqSVatW0bZtWxwcHBg1apTcdujQoYSEhLB9+3aqVKmSp6xnz56xefNm3r59i7297IE2atQoQkJCWL16NTNnzvxqnb6+snj6ly9fYm1tTb169RS+X7ZsGWZmZpw5c4bmzZvL03v16kWXLl0AmDlzJr///jtXr14lODiYxYsXY2JiwpYtW+Sjst7eOQ+dadOmMX/+fPmaFDc3Nx4+fMiyZcvo2bNnkfSnp6czb948EhISqF+/vjy9Xr16Cue4W7du1K9fnwkTJsj1PHz4kHnz5tGrVy8eP37M4cOHuXz5srwOVq5cSalS/8zaB4DYpBSyJVIsjBRnGCyMDYhKSMo3b8OfFsnyZ0sY1Kwmbat/fYcfICEhAYlEgpmpqUK6mZkpMbHKQzdiY2MxM8tlb2pKdnY28QkJWJgXbpTu9JkzPH36lEULF3yF8hziEpPJlkgwN1EM5TA3MSIqPlFFLkU2HDpFWnoGDav8vfOZo8Uor5a4hEJqOf1JS7m/pQVy6tc0V/2ampoSGxunNE9sbKxS+6LWb8cO7UlOSaHfwMGoq6sjkUjo1aM7deuoXptTku4NpfpSMsiWSjHX11XUZ6BDdHKa0jyvYhJZdOYOq7rVR1PF2p5gPxdiU9PpvfEEICVLIqVDeU/6VPUrssaUhEgA9IwUZ3b0jCyUrk/5zIcXN3l4ZSedR+4p1HGe3z9BemoivpXaFMpeTd8QNXUNJMmK96Q0OQF1g7xhWACSpHiSD20kO/w1aGqi7V8Fw67DSNq4gKw3shmurOeh6FauR9abJ0hio9B09UHLKwAK40x9QWzy52tPMdzPwkifqMTkfPM2nLCE2KRUsiUSBjWpTttqih31xNR0Gk5YQmZWNurqavzUoWEeB6kwJCfK6lY/V93qG1mSkE/dvn9+gweXd9BtzB6VNrYuZWncbQ5m1q6kJEZz5ehSti7oTPdxB9AzyBvimhstMzPUNTXJiIpWSM+Mikbb0lJpnphzF7Hr0IbIYydJehCKkb8fdu1bo66thZaZKRmRUZgElsOuQxuut1Q+a/N/hc9tn3mucFNZ25f/9feZdccvkZqRSaMKOeungvw8WH/8MoGezjhZmXPl0XNO3wkj+4vBdMH/Pv+o4+Lr60u1atVYtWoVdevW5dmzZ5w7d46jR4+SnZ3N7Nmz2bp1K+/evSM9PZ309HQMDJTHSd+8eROpVKrQ+QdZp93CIm/4QVH4PCP0eeQsIiKCiRMncvLkST5+/Eh2djYpKSm8fq3opZctW1b+t4GBAUZGRvLZidu3b1OzZk2loSSRkZG8efOGvn37ykO4ALKysjAxyRvLqYouXbqgoaFBamoqJiYm/PLLLzRpkrOIuGKu0d3Q0FBatVJcRFy9enUWLFhAdnY2oaGhaGpqKuTz9fXN05HLzee6+xIdHZ188+R+rkql0gJHLleP6EFqegZ3X7xj4d5TOFuZ06TS1y3yzE9MwVpy2ytLVU1kZCR/LlvOzOnT/rF1R3nPZ+H0hFy8wfJdIcwf0S+Pw/H1WnKdHyVpyrXcZPnuI8z/oc8/pkWpngJOTl6tn9qHQtcwnDl7jhOnTjN29ChcXJx59vw5fy7/Cwtzcxo2qJ9v3hJ1bxRKn/LTmS2R8NP+SwyqUQYXJWskPnP99UdWXnrIuEYVKGNvwZvYJOYdv8lyg/sMqK56kwyAsBv7Ob19kvz/5v3+/KQxt0jV9ZeRlsTRjaOp13EaeoYFd1IBHl7ZgYtvTQxNbAplryDkS9TU8qZ9QhITQUZMzmx36rsXqBuZoVOlgdxxSTm2Hf2m3TAeMAmQIomNIv3uJXTK5l3nWBiU120B197wrqSmZ3L35XsW7juDs5UpTSrkOJ0GOtps+7EXKekZXHn8ivl7TuFoaUqlAmYFH13fx4mtOXXbauAymcY8eqQqFWakJRGyfjT1O09DL5/QLzc/xQEFO9dyrJ7WkNCrewis21tFLiXk7hCrqSlEnHzJy8XL0baypML29aCmRmZUDB927cNlQG+k2RI0DPQp9ctMwsZPIVPFQMv/Nb72OXb42n3+PHCGBYM7KTg/Yzo2ZuqGA7SZvAQ1NXC0MqdltXLsu3j7H9UtKF7+UccFZIv0v/vuOxYvXszq1atxcXGhfv36zJs3j99++40FCxZQpkwZDAwMGD58OBkZGUrLkUgkaGhocOPGDTQ0FBfN/Z31AYA8LMjV1RWQzaRERkayYMECXFxc0NHRISgoKI+23E6JmpoaEokEkIWgqeKzzYoVK/4fe3cdFdXWhgH8GYbuLmkBKQlbUGxFbL32tbswwRa7u8EC1Gt3oyKKICahgqiAcZXukBr298fIwDgD4g3O4X77txZryZkzw+PEmbPP3vvdIr1LP/7farJt2zZ07twZysrKYica/9gIFHcCVPWg+mMDrrbWrVuHFStWCG3z9vbGgraiQyDUFOXBleCIXEHOzCsUudr3IwNNVQCARQNtZOQVYN+1B3/r5ExZWRkSEhLI+qF3JTs7R6QXRpBfTU10/5xscLlcKCtXf3JW1bt375GdnY3pHjMF28rLy/Hq1StcvnIFVy5drPX/QVVJAVwJCWT80KORlZsHjZ+c/Ac+eoFVB05gg8cYtPxheNdfUW2WnFpkCY/AqoMnsWHGqH8kC1D965uT84uvb3bO99e39o2pA4ePYPDA39C+HX/+gqmJCVJT03DyzJlqGy5s+myIzScvDS6HI9K7kllYDHUFWZH9C0vKEJOcibiULGy4zZ9UXE4ICIBmG09h7+D2aGGsg70hL9HD1gT9HfjDRCy0VPGttAyrbz7FeGdbSNRwPDK17QAdo8oLSDwe/xhdmJsOBeXKY+K3/AyRXpgKORmfkZf5BVcPVc5zJIR/jN4zzxa/L7gBFc3Kk+zczC/48+0jdB+zq9pcPyKF+SDlPEgoKINXZTtHXkmkF6YmvK+JkLatnFNDvuWj4JwPwJUER04BJD8Hcu37ojy7+qF74qgpVLz3hK9uZ+YXQkOp5mGbBhqqAAALfS3+e+9GqFDDRUKCAyMtfoPQykAHickZOHQ7/KcNFzO7jtA1ruy94ZXxX9uCvHQoqFS+toV5GZBXEt+rkZ3+GbmZX3D5gOhru2O2DUYtvglVTdEcUjLy0NSzRFbahxozVijNykJ5WRmktYRzSGmoozQjQ+x9youL8WahN+KWroK0pjqKU9OhP2QAyvLzUZqVBUUrS8gZNkBjn52C+3C+91q2i32Ox936oOhT3cx5+bdVHPsycn54/+UVQKOGoh8Af1L/ioDL2DjxN7SyFj7nUFdSwPYpg1FcWobs/EJoqyphx4W70BdTKIaqv/7xhsugQYMwc+ZM/PHHH/D398eECRPA4XAQEhKCPn364PfffwfAP3F79+5dtcOSnJycwOPxkJqairZt2/5j+b59+wZfX1+4urpCS0sLABASEoK9e/fC3Z1f4vbz589IT/+1LwJ7e3v4+/ujtLRUpIGjo6ODBg0aICEhAcOHD//L2XV1dWFuXvuyfjY2Nnj48KHQtrCwMFhaWoLL5cLa2hplZWV49uwZWrTgfznGxcUhOzu7xsdduHAh5syZI7RNRkYG5OEpkX2lJLmwNtJDeGwiOjlWlrwNf5OI9vaWIvtXhxCC0jLez3esgZSUFCzMzREREQEXZ2fB9oiICLRq1UrsfaytrfD48ROhbS9eRMDCwgKStZz47OjogP179wht27JtOwwNDDBo4G+/1HiVkpSElakhHr+KQ4fmlV/yj1/GoV3T6qvk3Qx7jlW+J7Bm+ki0cfpnTnD5WQzw+NVbdGheeTL5+NVbtGta/ZXzm2EvsOrASayZNuIfywJUvr4vIiLg4lx5BfpFRCRatxIdjgoA1lZWePxE+PV9HhEBSwvzWr++AL8X8scLABISEiDl1Q9RYNNnQ2w+LhfWumoI/5CMjpaVk9fDPySjvUUDkf0VZKRwZqxw2ePTEe/x9GMKNvV1QQMV/gWnolIeJH5om0hwOCCo6B2rvuEiLasoVE2KEAJ5JS18fhsGLQP+yTOvrARf4p/CuedcsY+hpm2GoZ7ChVXCb+xAaXEB2vZdBEVV4Tk9sU/OQ05RAybWtS/JjXIeeMmfIGlqjdK3UYLNUqZWKHkbXeuH4eoYoDw/R/QGXhlIfg4gIQEpK0eUxIov5lAdKUkurA11ER73AZ0cKt9r4W8+oH3j2n/HEIKfvvcIfr4PUM1rq6yFT3Gh0K7y2v4Z/xRtes0T+xjqOmb4ff4VoW1h17ejtKgA7fovhtIPr22FsrISZKbEQ79h05/mBABSWob817FQd2mF9NtBlX/fpRXS7wTXfN+yMhQn83vWdHq4IePeA4AQFMYn4on7AKF9TWdPg6SCAt6t3ii2Ull9VXHsexSbgI5Olce+x7EJaO9Q/YWsG09fYXnAZawb1x+ujas/RspISUJHTRmlPB7uRsSiS9NfH4ZKsdc/3nBRVFTE4MGDsWjRIuTk5GD06NEAAHNzc5w7dw5hYWFQU1PD1q1bkZycXG3DxdLSEsOHD8fIkSOxZcsWODk5IT09HUFBQWjcuLGgkfEzqampKCoqQl5eHp4/f46NGzciPT0d56tUhTI3N8fRo0fRrFkz5ObmwtPTs8YeFHGmT5+OXbt2YciQIVi4cCFUVFQQHh6OFi1aoFGjRli+fDk8PDygrKyM7t27o7i4GM+ePUNWVpZII+CfMnfuXDRv3hyrVq3C4MGD8ejRI+zevVtQzaxRo0Zwc3PDhAkT4OvrC0lJScyaNeun/3cZGRmxQ8PEj3oHRnRsicX+l2BjrAcHUwOcC41AUlYOBrblT3rfcfEeUrPzsGY0v2zsyfvPoKumDFNd/tWsiPjPCLjzGEPbVw5pKy3jIT6JPwa6lMdDanYe3nxOhryMNIy0qx8i0L9fP2zasgUWFhawtrLCjZs3kZqWhh7f30+Hj/ghIyMDnvP4Jz093N1x+cpV+PgeQHe3boh98wa3AgOxwMurMktpqWBYYVlZGdIzMhAfHw85OTno6+tDXl5e0LtXQVZWFsrKyiLba2N49/ZYtu8YrE2NYG9hgvNBYUjOyMKATvwJyrtPXkFqVg5WTuFfJLgZ9hze+49h3oj+sDM3Ecw/kZWWgqL8r73PxWc5DmszQ9ibm+D8vYos/Ibh7lNX+VkmD/+e5QW8fY5j3u/9YGduLDZLaVkZEr6kfP83D2mZOYj7+AXyMtIw1NWqMU//fn2xactWWH5/fa8LXl/+kMrDfv5Iz8iA11z+Z66nuxsuX70KnwMH0b1bxet7Gwu8Kk+M+K/vZ0G2jIwMxMcnQFZOFg2+z79r1aI5Tp46DW0tLf5QsfgEnL9wEV27dKkxL5s+G+L83twKS66Gw0ZXHfb6GjgfFY/k3EL85sg/ud15Pwqped+wumcrSHA4MNdSFbq/urwMpCW5QttdzfVx7GkcGmmrCYaK7Qt5iXbm+uD+ZM2bH3E4HDi4jsSzOz5Q0TSGqpYxnt3xgaS0LCybVM5PvP3HfCgoa8O551xISslAQ0/4pEdGjt+79uN2Ul6ON08vwKp5X0hwf+3rsuhJEBR6jQIv6SPKviRCxtEFEspqKIkIAQDItusDCSVVFF7lF2iRad4B5dmZ4KV/BbiSkLZtAWmrJsg/5yt4TK6+CSQUVcFL/QwJRVXItu0BQALF4b9eDWpEh2ZYfPQabAx14WDaAOfCIpGUlYuBbRwBADsu30dqTj7WjOgBADj54AX/vafDfw9FJHxBQNATDHWtPNk/FBgOGyNdGGqqopTHQ8jrBFx98hqLB9X8ORCHw+HAqd1IPLntA1VNE6hqGePpbR9IScnCqmnla3vrmBcUVHTQphf/tdXU//G15feMV93+4OIGmNl1gJKaHgrzMvEkcB9KivJh06J2c5gA4PPho7DetAa5r2KQGxEF/cEDIKOnhy8nzgAAzOZ6QEZHG7FeSwAAcibGULa3Q27US0iqKMNwzAgoWJgj1os/B7W8pAQF74Sr9ZV9LxD04/Z/GldBHgpV1o6SNzWAsoMVSjJzUPQ56V/5myM6t8biIxdga6wHezMDnAt5gaSsHPz2/f2088JdpGbnYfWYvgD4jZalRy7Cc1A32JsaID2H31MtIy0JJTl+D/DLxD+Rmp2HRga6SM3Oxf6r91FOCEZ3dRGbgaqf/vGGC8AfLnbo0CF07doVRkb8D8PSpUuRmJiIbt26QV5eHhMnTkTfvn2RkyPmatJ3R44cwerVqzF37lx8+fIFGhoaaN26da0bLQD/5JzD4UBRURFmZmbo2rUr5syZA13dyisvhw8fxsSJE+Hk5AQjIyOsXbtWaJJ7bWhoaCAoKAienp5o164duFwuHB0d4fJ9LYjx48dDXl4emzZtgpeXFxQUFNC4cWPMmjXrl/7Or2jSpAlOnz6NZcuWYdWqVdDT08PKlSsFjUmA/xyPHz8e7dq1g46ODlavXi2YzP9PcWtmg5yCQvhef4i03HyY62lhz9Qh0Nfgz+9Jz81Hclbl+6C8nGDnpWB8yciGpIQEDLRUMbNvB8E6FQCQmpOHwesOCX73vxMO/zvhaGZhhEOzR1SbpV07V+Tm5eL4HyeQlZkJYxNjrFqxAjo6/KEImVmZSE1LE+yvq6uLVStXwMf3AK5evQp1DQ1MmTRJsIYLAGRkZmLaDA/B7+fOnce5c+fRuHFjbNqw/m88c+J1bd0EOfkFOHjhFtKzc9DQQA87PCdBT4t/QpGenYvkjMrhT+eDwsDjlWOD31ls8Dsr2N6zbQssn/zXewABoGsrJ+TkVWTJ/Z5lIvQ0q2RJF5PF/xw2+J+rkqU5lk8aBgBIy8rF8MWbBbcdvX4PR6/fQxOrhvBdMr3GPO1d2yIvNxfHT5z8vsCoMVav8IbO96GVmZmZSPvh9V29whs+Bw7iytVrUNdQx5RJEwVruAD813dqlWF+Z89fwNnzF2Df2A6b1q8DAEydPAn+x45j9959yM7JgYa6Oty7u2H40CE15mXTZ0OcbtZGyPlWDN/QV0gvKIK5pgp2DXSFvgp/OEd6/jck13IybYXxzrbggIO9IS+Rmv8NanIycDXXx3RX+5/fWYwmHcejrLQI98+tRPG3HOgY2aPPpENCV+/zsr7+8pBYAPj8Lgx5WV9h3eLXF/otjX2Ob3IKkHVxh4SiMnhpScg/vRflufxKlBKKypBQrjKERUIScp36QUJRFaSsFLz0JOSd3oOy+MpS4RyuFOTa9YKEqiZISTFK41+j4Io/SPG3X87n1sQaOQVF8L0VhrScApjraWLP5N+gr17x3itAclblMNByQrDz6gN8yciBpAQHBpqqmNmrnWANFwD4VlKKtWcCkZKdDxkpSZhqq2PNyB5wa/LXCr406zQBZaXFCDq7AsWFOdA1dkC/KYeFXtvcrCSA82sN3vzsZNzwn4NvBdmQU1SDnrEjBs85DWV10Z7E6qRevwVJVRWYTJsIGW0tFLx9j+gJ01D8lX+iL62tCRn9yvMMDlcChuNGQt7UGKSsDFnhT/F88EgUfam+0EBdUWlqh9Z3jwp+t9m8CADwOeA8osct/Ff+ZrdmtsjOL4TPtQdIz82Hub42dk8fBv3vQxHTcvKRlFl57Dv74DnKysux7uQNrDtZWd6+VysHrBrNn8tbXFqGPZfu4c/0LMjLSKONnQVWj+kHZXnRoa1U/cUh1c0ko6hfVHQ3gOkI1ZLtNBKJ8f/uVau/w7ShOfKe3WQ6RrWUmrkh76n4tW7YQKm5Oz68f/vzHRliYm7J2s+HbKeRKDzs/fMdGSI/dgV2XWPv19SMHhxkrZvKdIxqqS3ci6Jbh36+I0Nku43DPvYe+jDFDbhnIb7EMRt0eBeFa1L/zDzBf1qP0jh8u/fPrw33T5Hr8Pcu3FHM+MfWcaEoiqIoiqIoivq31NuGS/fu3aGoqCj25++s8cKEtWvXVvt/qVrumKIoiqIoiqL+X/0rc1zqwsGDB/Htm/hxveq1XDSOLSZPnoxBg8QvOPWrRQIoiqIoiqIo6r+o3jZcGjSo/SQ6tlNXV693jS2KoiiKoiiKqkv1dqgYRVEURVEURVH/P2jDhaIoiqIoiqIo1qMNF4qiKIqiKIqiWI82XCiKoiiKoiiKYj3acKEoiqIoiqIoivVow4WiKIqiKIqiKNajDReKoiiKoiiKoliPNlwoiqIoiqIoimI92nChKIqiKIqiKIr1aMOFoiiKoiiKoijW4xBCCNMhKIqiKIqiKIqiaiLJdADqvyMhPp7pCNUya9gQBWHnmY5RLQXn/vgaF810jGrpN7JHVtR9pmNUS82hHfKeXmc6RrWUmrujKPAI0zHEku06Bp/exTIdo1pGFtZY4lfCdIxqrR4tjaLTm5mOUS3ZQfOQ9CaS6RjV0rNyxOVnPKZjVKt3My4yXoUxHaNaGnbO+HbvONMxxJLrMBzXpBoxHaNaPUrjmI5A/QV0qBhFURRFURRFUaxHGy4URVEURVEURbEebbhQFEVRFEVRFMV6tOFCURRFURRFURTr0YYLRVEURVEURVGsRxsuFEVRFEVRFEWxHm24UBRFURRFURTFerThQlEURVEURVEU69GGC0VRFEVRFEVRrEcbLhRFURRFURRFsR5tuFAURVEURVEUxXq04cJCy5cvh6Oj499+nODgYHA4HGRnZ//tx6IoiqIoiqIoJkkyHYD69zg7OyMpKQkqKioAAD8/P8yaNesfb8gcP34chw4dQmpqKoyNjTFp4kTY2dlVu3/0y5c4cOAAPn78CA0NDfw2YAB69OghtM/Dhw8RcPQokpKSoKenh1GjRsHF2Vlw+6lTpxAaFoY///wT0tLSsLG2xtixY2FgYAAAKCsrg39AAJ49fYqk5GQoKyujhYUBPH5zg5aastDfOh30CAE3QpCenQezBtqYN6wnmliais1+99krnL33GHGfklBaVgazBtqY1KcznBtbit3/1uMoLNx/Eu2dbLDVY0Stns+L12/h1PlLyMjKhomRAaaPHwN7W+tq94989Rp7D/njw6c/oamuhiH9+6B3965C++TnF+DgsRMIefQYefkF0NPRxpSxI9GqWRMAAI/Hg9+J07gTHILM7GxoqKmhW6f2GDFoACQkar6+cfZWMI5fvoWM7ByYGuhj9ujBcLS2ELtvelY2dgacxZuEj/icnIpB3Tti9ujBIvvlFRRi/4mLCH7yAnkFhdDT1sTMEQPh3KTxz54+EWduP8TR6/eQnp0Lswa6mPt7XzhZNRS7b9DTaJy9G4q3H7+gtLQMZga6mNjfDa3trQT7xP+ZhP3nbuJN4mckpWdhzu99Mcyt3S/nqnDqwQv43X2M9Nx8NNTThFf/zmhibih23xfxn7HjUjASUzJQVFoGPTVl/ObiiBEdWwj2ORcaiStPXuF9UhoAwMZQFzN6tUNjE/2fZrl87TrOnL+IjMwsmBgZYsqEcWhsZ1vt/lEvX8Hn4GF8+PQZGurqGDSgH3q5uwluDwl7hBOnz+JrUhJ4ZTzo6+vht3590KVjB8E+v4+dgJTUNJHH7tWjOzymTPppZnE6OnLRzFICctLAn+kEV8J5SM0mNd5HVhro7MSFrbEEZGWArDzg5tMyvP1S8/1qcupxDPweRiE9/xsaaqvBq3srNDHR++n9Ij4mY9zhqzDXVsPpaQME2889e4MrkW/xPiULAGCjr4kZXZqjsYF2rfJcvH4LJy9cQUZWNkyNDDB93KifHFtisPdwABIrji39eqNP9y6C22cuXoGoVzEi92vV1Anrly0AAJTxePA7cQZ37j8UHFvcOrbDiEH9f3psIYTg9vk9eBx0BoUFuTAyt0e/0UugayD++AIAj4PO4PnDS0j+/B4A0MDUBt0Hz4JRQ3vBPkXfCnDr7E68enoH+bmZaGBijT4jFsKw4a8dX87dDMIfl27wn0/DBpg5ZhgcbcR/F6RnZWOX30nEJXzE56QUDHTvjFljhwntExz+DAHnr+HPpBSU8Xgw1NPBkF5u6N7eWexj/syp4Kfwv/0I6Tl5aKivDc+BXdHEwljsvncjYnH6/jO8/TMFJWVlaKinhck928HZ1lywTymPh8M3H+LKo2ikZufCREcTM/t3gkuVff5p6m2awWzuOKg0sYOsvjaeDZiKlMt3/7W/R7Efbbj8R5WWlkJaWhq6urr/6t+5fv061q1bB29vb2hpauL6jRtYumwZfPbvh7a26JdpcnIyli1bBjc3N3jOm4eYmBjs2bsXKioqaNOmDQAgNjYW69avx8gRI+Ds7IywsDCsW7cOmzdtgpUV/wTy5atX6NWzJywtLcHj8eDv74/FixfDx8cHsrKyKC4uRvz79xg6dCjMzMygrKKCVQvnYdbOABz3ni7Ic+txNDb/cQ0LR/SBg4UxzgU/xoytfji7Zjb0NFRF8r94m4iWtuaYPqArlOTlcOnhc8zaEYCApVNhZSx8Yvg1PQvbTl2Hk6VJrZ/PoJBQ7Dl4BLMmT4CddSNcuXkb81esgd+ebdDR0hLZPyk5BQtXrEOPrp2weI4HXsXGYfv+A1BRUUY751YA+O+FectWQVVVGcvnz4WWpgbS0tMhJycneJwT5y7i8o3bWDBrGkyNDBH3Ph4bdu6Fgrw8fuvdQ+TvVrgd9hTb/U7Bc/ww2Dcyx8U7DzB77U6c2LYcupoaIvuXlJZBVVkRo/u74+S1O2Ifs7SsDB6rt0FNWQlr50yGtoYaUjIyoSArW+vnsUJgeAS2HLuIBaN/g4OlKc4HhcFjky/ObFgAXU01kf0j3sSjpZ0lpg3sASUFOVy5/wSztxyE34pZsDLhN4qLikthoKWBzi0csPXYxV/OVNXN57HYeP4OFg/qBkezBjgbGomp+07jwuLx0FNXEdlfTloKQ1ybwqKBFuSkpRCR8CdWnbwFORlp/ObiCAB49v4Tuje1gYNZA8hISuLI3XBM2XsK5xaNh46qUrVZgh88xL4DhzFjyiTY2ljh2o1bWLR8FQ7t3QVtbfHvvSXLV6F7ty6YP282Xse8wa59PlBVUUZbF/6JlrKiIoYNGghDwwaQkpRE+JNn2Lx9F1RVVNG8qRMAYPe2zSgvLxc87oePnzB/iTfaufy1k7W2dhJwtpHA+YdlSM8F2jtIYHRXSWw/X4qSMvH34UoAo7tKouAbcCK4DLkFBCoKHBSX/qUIAICbL+Ox8cYjLO7pAkcjHZx99gZTj97EhRkDoaeqWO398opKsORcMFqY6SMz/5vQbc8Sv6J7Y3M49NCBjCQXRx5GYYr/DZyb8Rt0lBVqzBMUEobdh/wxa9I4NLZuhMu37sBr5Tr4794KHS1Nkf2TUlKxYOV69OjaEYtnT8fL2Dhs9zkEVRVltHNuCQBYtWAuSssqn9TcvDyMm+mFdi6tBNtOnLuEyzfvYOGsqTAxNEDc+wRs2LkPCgry+K2Xe42Zg68ewoPr/hg8eS20dE1w5+J+HFg3Hp6br0NWTvz/Nz72CRxb94DxSEdIScsg+OohHFg/AfM2XIaKug4A4OyBpUj+8x2GTtkAZTUtvAi9At914zBv4xXBPj9zJ/Qxdhz5A/MmjIC9lQUuBgZj7pqtOL59DXS1RI99paVlUFVWwqgBPXHyaqDYx1RWVMSoAT1h3EAPkpKSCH0WibV7DkFNRQmtnH6tUXXr2WtsOnMLi4a6w7GhIc6GvMC03X/gvPdUsceW5+8+oZW1GWb07QglOVlcehQJj70ncWz+OFgZ8Rvbey7dw7XHL7Hs954w1dVEWEw85uw/DX/PMYJ9/mlcBXnkRsfhT//zaHpm97/yN6j6pU6Hip09exaNGzeGnJwcNDQ00LlzZxQUFKC8vBwrV66EgYEBZGRk4OjoiJs3bwru9+HDB3A4HJw/fx4dOnSAvLw8HBwc8OjRI6HHP3DgAAwNDSEvL49+/fph69atUFVVrVW2iuFZPj4+gscYOHCgUO9EbXOePHkSzs7OkJWVha2tLYKDgwX7+Pn5iWS6ePEiOBxOtdmePn2KLl26QFNTEyoqKmjXrh1evHghtA+Hw8H+/fvRp08fKCgoYPXq1UJDxYKDgzFmzBjk5OSAw+GAw+Fg+fLlWLlyJRo3Fj0gNm3aFMuWLfvp83bkyBEMGDAAAwcOhJGRESZPmgQtLS1cu3ZN7P7Xrl+HtrY2Jk+aBCMjI7i5uaFrly44d/680PPRxMkJgwcPhqGhIQYPHgxHR0dcvHRJsM/qVavQpUsXGBsbw8zMDLPnzEFqWhrevXsHAFBQUMDatWvh6uoKAwMDODo6Yv7wXoj98AVJGdmCxzkeGIK+rs3Qr11zmOlrw3NYL+ioq+BsULjY/J7DemG0ezvYmhnCSFcTM37rBiMdDTyIjBXaj1dejiW+pzC5b2cYaKn/9HmscObSVbh37ogeXTvB2NAA0yeMgbamJi5fF/9Fd/nmbWhraWL6hDEwNjRAj66d0L1zR5y+cFmwz40795CXn4/Vi7zQ2MYKutpaaGxjDXNTE8E+r9+8hUvLZmjdvCl0dbTRzqU1mjk64O37+Brznrh6G706tkGfTm1haqCH2aMHQ1tTDecD74vdX19bE3PGDIF7u9ZQkJcTu8+VoFDk5hdgo+dUOFiZQ09LA45WFrAwEd8LUZPjN4LRp31L9O3QCqYNdDB3RD/oaKji7N1QsfvPHdEPo3p2gm1DIxjpamHa4B4w0tVESMRrwT62DY0wc1hvdGvdBNJSf+/az9F7T9CvtQP6OzvATFcTXgM6Q1dNGacfRojd39pQF92b2cBcTwsNNFTRs7kdnK1M8SL+s2CfdaN6Y7BrE1gZ6MBUVwPeQ7ujnBA8iftQY5ZzFy/BrUtnuHfrAmNDQ0ydOB5ampq4cv2m2P2v3rgJLS0tTJ04HsaGhnDv1gXdOnfCmfOVn1MH+8Zo49wKxoaG0NfTQ/8+vWBmaoLXMZVX6VVVVKCupib4CX/yFPp6urBvXH2vbU2cbbi4H81DzCeC1GyCcyE8SEkCDmbVf901sZCAvDQHx4PK8CmVILsA+JhKkJz113tbjoa9RL8mjdC/mRXMtNXg5d4ausqKOP1EtIeiqlWXQtDd3hwOhqIn0OsGdsTgljaw0tOAqZYqvPu05b+28V9+mufMpWtw79wRPb8fW2aMHw1tTQ1culHTsUUDM8aPhrGhAXp27YTunTrg1MUrgn2UlRShoaYq+HkWGQ1ZGRm0r9JweR33Dm1aNkPrZk2gp6ON9i6t0NzJHnHvE2rMSwhByM0AdOo7CY2bd4GuoQWGTF6HkpIiRIRdrfZ+w6ZtgnOXoWhgYg1tfTP8Nn4lSHk53r3mH9NLS4rw8ult9Bg6D2bWzaCpa4yuA6ZDTasBHt05+dPnscLJK4Ho1dEVvTu3g4mBPmaNHQZtDXVcuBUkdn89bU3MHjcc3du7QLGaY18TOyu0a9kUJgb6MNDVxuCeXdHQ2ADRb97VOleFo3ceoZ+LE/q3aQIzPS14DeoGXTUVnLn/TOz+XoO6YUw3F9iZNICxjgY8+naCkbYG7r98K9jn2uNojOveBm0bW8BASw2D2jVDa5uGCLgj/vvyn5B26wHeem9H8sXb/9rfoOqXOmu4JCUlYejQoRg7dixiY2MRHByM/v37gxCCHTt2YMuWLdi8eTOio6PRrVs39O7dW3ASWmHx4sWYN28eIiMjYWlpiaFDh6Ls+9We0NBQTJ48GTNnzkRkZCS6dOmCNWvW/FLG9+/f4/Tp07hy5Qpu3ryJyMhITJs2TXB7bXN6enpi7ty5iIiIgLOzM3r37o2MjIy/+MwBeXl5GDVqFEJCQhAeHg4LCwu4u7sjLy9PaD9vb2/06dMHL1++xNixY4Vuc3Z2xvbt26GsrIykpCQkJSVh3rx5GDt2LGJiYvD06VPBvtHR0YiIiMDo0aNrzFVSUoLXr18LekoqNHFyQkxsrNj7vImNRRMnJ+H9mzbFu3fvBK9l7Js3aNKkidA+TZs0QWxM9V/4hQUFAAAlpeqvKOd/KwaHw4GSPP/KfWlZGWI/fEUrW+FhB61tLRAV/6nax6mqvLwchUXFUFYQ/iLyvXQXakoK6OvavFaPA/B7Rt6+T0AzJweh7c2c7PHqTZzY+8S8eYtmTvZC25o7OSDufYLg+Qx78gw2jSyxff9B9B8xHmOmz8Gx0+fB4/EE92lsY4UX0a/w+ctXAMD7xA94FfMGLZsKvw5CecvKEJfwCS0dbIS2t7S3wcu4mhs8NQl5HgU7i4bYdOgEuk+Yi2Fzl8Pv/HXwqlyVr43SsjK8SfwTrewaCW1vZdcI0e8+1OoxysvLUVBUDGUF+V/627XLx0Ps52S0tjIR2t7aygRRiT8/EQWA2M/JiEr8gmbmRtXuU1RSijJeuch7VChLaSnevo9HUydHoe1NnRzx+s0b8X/7TZzI/s2aOOHt+/eC915VhBC8iIzCn39+qXb4WWlpKe4G30e3Lp1qvJhTHTVFQEmeg/dfKxscvHLgQzKBkXb1j2dlKIFPaeXo1YqLBYOlMKOPJNo1lsBfiADg+2v7NR2tzRsIbW9t3gBRn1Oqvd/FF3H4MysXkztU/7mrqqi0jP/aysvUnKe0DHHxCWju+MOxwtEBr9+8FXuf12/eormj8LGoxQ/Hlh9dv3MPHds6Q65K72hj60Z4/sOx5WVMHFo1dRL7GBUy0/5EXnY6LBtX9rxJSknDzKoZPr6LrPG+VZUUF4HHK4O8Ar+XgcfjobycB0kpaaH9pKRlkfj2hbiHEMF/Pj+ghaPw+7iFg+3fOvZVRQjBs+gYfPqaDEebRj+/Q9V8ZTzEfkpCa2vhIbGtrM0QlfC5mnsJKy8nKCwqhkqVRlZJGQ8yP1yskZWSRMT72n1fUtQ/oc6GiiUlJaGsrAz9+/eHsTF/jGXFlf7Nmzdj/vz5GDJkCABgw4YNuHfvHrZv3449e/YIHmPevHmCuRArVqyAra0t3r9/DysrK+zatQvdu3fHvHnzAACWlpYICwvD1avVX5n5UVFREfz9/QXzJHbt2oUePXpgy5Yt0NXVrXXO6dOnY8AA/rjkffv24ebNmzh06BC8vLz+0nPXsWNHod99fHygpqaG+/fvo2fPnoLtw4YNE2qwJCYmCv4tLS0NFRUVcDgcoeFjioqK6NatG44cOYLmzfkn2UeOHEG7du1gZmZWY66srCzweDxoaAh3i6uqqSErK6va+6iqCQ/RUVNVBY/HQ25uLtTV1fn7/NArpaqqisxqHpMQAt8DB2BrawsTExOx+xQXF2Pn2Ztwa+kARTn+l2p2XiF45eXQUBYetqGuooiMV3niHkbE0VsP8a24BF1bVJ4QRL77gEshz3BihUetHqNCTm4eysvLofbD/11NRRVZ1cxLyszOhprKD/t/fz5zcvOgoa6Gr8kpSE59hc7t2mCd90J8+ZqMHT4HwSvnYdSQgQCAoQP6oqCgEKOmzoKEhATKy8sx7veh6NSujZi/ypedmw9eeTnUVYTnDKmrKCMjO/eX/u9VfU1Jw/O0N+jWpiW2LfTA56QUbDp0Arzycoz7refPH6AiX17B93zCjVl1FSWk1zLfsevBKCouQZeWjr/yX6iVrIJC8MoJNJSEh7xoKCkgPbegxvt2WboHWfmF4PHKMdm9Dfo7O1S7747L96GtoohWjUyq3Ufw3lNTFdqupqaCrBfiP3eZWdlopqbyw/4V771caKjzexoLCgowZNQ4lJaWQkJCAh5TJok0eCqEhT9Gfn4BunbqVG3WmijK8Vsa+d+Ee0ryvxGoKlbfClFX4kBVj4Po+HIE3CmDhjIHvVpyISEB3Iv6tQYzAGQVFvFfW0XhBq+GohzS876Jvc/HjBzsCHyKI+N7QpJbu2uKOwKfQltZAa3MGtS4X05u7vdjyw+vl6oKMrOyxd4nMztH7P5Vjy1Vxb59j8SPn+E1fbLQ9mED+qCgsBAjp80RHFvG/z4YnVxdasycl50OAFBUER7GpqSiiaz0rzXet6rrJ7dCRV0bFnatAQCycgowtnDEnYv7od2gIZRUNBARdg2f46OhqSt+/sePsvPyxB/7VFWQmf2q1tnEyS8oRJ+Jc1BSWgauBAfzJoxAC4fq55mJk5XPP7ao/zB8UEP558eWCgF3HuFbSSm6Nq38261tGuLonXA0MTeCoZY6Hr9JQHBUHHjkr/dMUtSvqrOGi4ODAzp16oTGjRujW7du6Nq1K3777TdwuVx8/foVLi7CBzEXFxdERUUJbbO3rzw51NPjj6dMTU2FlZUV4uLi0K9fP6H9W7Ro8UsNFyMjI0GjBQBat26N8vJyxMXFQV5evtY5W7duLfi3pKQkmjVrhthqeiBqIzU1FcuWLUNQUBBSUlLA4/FQWFiIT5+Er3I0a9bsLz3+hAkTMHbsWGzduhVcLhfHjx/Hli1bqt2/uLgYxcXFyM/PBwAUFhaiuLhYcDshpMarpT/eQsQc9H68PxGzrcLevXuRmJiIzZs3i729rKwMs2fPBiknWDiyz08DEQJwRFKKuhkeCZ+Ld7DNYyTUvzd+Cr4VY4nvaSwd3R9qSjWPOa+O6H+TiIYU2v+H5+r781mxmRACNRVlzJ02CVwuF43MGyI9MxOnLlwWNFzuhYTh9v0QLJk7EyZGBnif+AF7DvpBQ10Nbp3a/1JeAvKXr1QDQDkhUFNWwoJJI8CVkICVmTHSsnJw/PKtX2q4VOar/XupqpthL+B74Ra2zB4r0vj5J4nN95P7HJk5HN9KShCd+BU7LgfDSFMN3ZvZiO53Jxw3nsfgkMcwkSulYrP88DshNT9XP35OKt97ldvl5OSwf+c2fCv6hojIaOw/dBh6ujpwsBcdonoj8A5aNG0CTY3aDa90MJNA79Zcwe9H7/B7An48onA4otuE/x9AwTfg4iMeCAG+ZhAoyQFt7bh/qeFS9XGr4j+fovvxysux8EwQpnRsAhNN1Vo99pGQKNx4GY9DY3vU6rUFqjlW1PT6ivlsi70BwPU7QTA1NoS1pfBE7aCQMNwOfoglc2bA1MgQ7xM/YPchf2ioq8OtY2VRixehV3Du0HLB72M99/P/lLj3WC0PMPeuHELko2uYvMQfUtKVvVJDpqzHGd8lWD29PSQkuGhgYgNH5x74kljzMD4R1Rx7/w55OVn4b16BwqJiPHsZg51+J6Gvo40mdlY/v3PN8b5/t/3cjaevsP/qfWyfMlio8eM1qBtWHruKfsv3gsMBDLTU0dvZEZfDIn85G0X9VXXWcOFyubh9+zbCwsIQGBiIXbt2YfHixbh9mz9uUdwB9cdtUlJSgn9X3FYxqVPc/n/3IFLxeFUftzY5a3osCQkJkVylpTXPAB09ejTS0tKwfft2GBsbQ0ZGBq1bt0ZJSYnQfgoKf+1EuVevXpCRkcGFCxcgIyOD4uJiQY+ROOvWrcOKFSsAABYWFujevTvmzp2LkSP4VbNysrOrnVukJqY3JjsnB1wuF8rKytXuk5OdLdITAQB79+1D+OPH2LRxI7Q0RSeYlpWVYe26dcjMzMQ+z7GC3hYAUFWSB1dCAhk5+UL3ycrNh7pK9ZNnAf6k/pVHzmPD1GFoWaWiyp9pGfianoVZOwIE28q/v97Nxy3G+XVzYKgtOnETAFSUlSAhISFyBTQrR/TKZwV1VVVkZlfzfH4fNqeupgpJSUlwuZUneMaGBsjMykZpaSmkpKSw3+8ohg7oi47fr4KamRgjJTUdf5y9UG3DRVVZkf/8/dB7kZWTJ3Il8ldoqqqAK8kFt0rFIZMGusjIzkVpWRmkJGt32FJVUqg2n8ZPGiKB4RFYdfAkNswYhZZ2vzZMo7bUFOTBleAgPVf4/ZeZVwCNn0y0Nvh+cmuhr42MvALsu/FQpOHif/cxDgU+gs/0IbBsUHPVqeree9nZOdV+ltXVVMXuX/W9B/CPeQ30+ReazM3M8OnPP3HizDmRhktKaioioqLhvWh+jVmriv1Ujs9plQ0LSS7/OKskxxHqdVGQ5aDgW/XfB3nfCMrL+Sd2FdJyCJTkOeBK8Ieb/Qo1eVn+a5tfKLQ9s+AbNBRFh+wVFJfi9Zd0vEnKwPprYQD4xw1CgCbeB7FvVHe0rNKr4v8wGoceRMJntDssdcUfT6pSUVYW//rm5EK92mOLCjKzcoT3z84Fl8uFipLw8bGouBhBIWEYM2yQyOPs9zuOYQP6CHpYzEyMkJyWhuNnLwo1XGyadBSq/FVWxv9+y8tJg7JaZXGI/NwMKKn8/P8cfO0wgi77YuLCQ9A3Ev4Ma+oYYcrSAJQUFaLoWwGU1bRwbOccqGsbVPNowlSVlMCVkEBmtvDzk1XD81lbEhISMNDjz2+yNDXCxz+/IuD81V9quKgp8o8tGTnCvSu1ObbcevYaKwIuY+PE39DKWnjUhbqSArZPGYzi0jJk5xdCW1UJOy7chb6YQicU9W+p08n5HA4HLi4uWLFiBSIiIiAtLY27d+9CX18fDx8+FNo3LCwM1tbVl2n8kZWVFZ48eSK07dkz8ZPQqvPp0yd8/VrZBf3o0SNISEjA0tISysrKtc4ZHl45Ua2srAzPnz8XVMPS0tJCXl4eCgoqDyiRkZE15goJCYGHhwfc3d1ha2sLGRkZpKen/9L/DeAPF6s6r6GCpKQkRo0ahSNHjuDIkSMYMmQI5OWrH9O/cOFC5OTkICcnB3Z2dpgxYwYWLlwouP1FRARsqnntrKyt8SJCeOLxixcvYGFhAcnvJ6TWVlZi97G2qTwxI4Rg7969CAsLw/p168RWT6totHz9+pVfFEFR+IAtJSkJaxN9PH4tPEcpPOY9HBpWP2fgZngklh86gzWTBqOtg/CXiYmeFk6vmokTK2YIfto5WqOZlRlOrJgBXTHVXAR5pKRgaW6GZ5HRQtufR0bDzkr8ybONlSWe/7D/s4goNDI3EzyfdtZW+JKULFS56fOXr9BQVxNcDCguLobEDw1wcY1sobySkmhkZoQn0cJXKZ9Ex6JxI/HlhmvDvpE5/kxOE86blApNNZVaN1oq8lmZGuDxK+Ex/I9fvYW9hUm197sZ9gIrfE5gzdQRaOP0a0M0foWUJBfWhroIf/NBaHt43Ac4mNY89KcqAghVdgIAvzuP4XszDHunDIJtLar98N97DfHih2PRi8hI2FqJP2Gytmoksv/ziEhYmpsL3nviAxOxF2tu3b4LVRUVtGxe+57jkjIgM6/yJzWbIK+QoKF+5XuZKwGY6HLwKbX69/KnVAJ1ZeFr+5rKHOQWkl9utADfX1t9TYT/MGk+PP6L2En3ijLSODt9AE5N7S/4GdjcGiaaKjg1tb9QuWO/h1HwDX6BvSPdYNtAtNqb2DxSkmjU0AzPon44VkRGw9ZKfPleWytLkWPR08hooWNLhXsPH6GktAxd2rUVeZzikmJISAgfW7hiji2ycgrQ1DUW/Og0MIeSqibevqwswlNWVoKEN89gbOFY4/83+Ooh3L2wH+O9fGFoVn2RB2lZeSiraaGwIAdxL0Nh27RjtftWxX8+TfAk6rXQ9qfRMX/r2CcOIaKf75+RkuTC2kgPj2KFCyA8jk2Ag1n1RU5uPH2FZf6XsHZcf7hWU+IfAGSkJKGjpoyy8nLcjYhFe4fq96Wof1qd9bg8fvwYd+/eRdeuXaGtrY3Hjx8jLS0N1tbW8PT0hLe3Nxo2bAhHR0ccOXIEkZGROH78eK0ff8aMGXB1dcXWrVvRq1cvBAUF4caNG780wVNWVhajRo3C5s2bkZubCw8PDwwaNEhwUlzbnHv27IGFhQWsra2xbds2ZGVlCeaetGzZEvLy8li0aBFmzJiBJ0+ewM/Pr8Zc5ubmOHr0KJo1a4bc3Fx4enoKlbKtLRMTE+Tn5+Pu3btwcHCAvLy8oIEyfvx4QQMsNFR8xaUKMjIykJGREdzPy8sLTZo0gaaGBm7cvIm0tDS4u/PLXB45cgQZGRmCuUc93N1x5coV+Pr6ws3NDbFv3iAwMBDzq8z/6dOnDzy9vHD6zBm0btUKj8LDEREZic2bNgn22bN3L4KDg7Fs2TLIyckhMzMTAL/XSUZGBjweD2vWrsX79++xYvly8Hg8pOfw562oKMgJToCHd22LpQdOw9rEAPbmRjh//wmSM7IxoAO/3OeuMzeRmp2LVRP4VxJvhkdi2cEzmDesJxo3NBI8poyUFJTkZSEjJQVzA+FGVEUxgB+3izOwT0+s27YLjcwbwtbKEldv3UFKWjp6fV+X5YD/caRlZmLR7BkAgN5uXXDx2k3sOeSHnl074/Wbt7h+JwhL5s2qfD67d8WFazew+8AR9OvZHX9+TcIfZy6gf6/ugn1aN2+KY2fOQ1tLE6ZGhniXkIgzl66ge+eav8iH9uyCFbsOw9rMGHaWDXHpzgOkpGeiXxf+ldS9f5xHWmY2vKdXzr16+4E/OfRbUTGycvPw9sNnSElyYWrALyfdv2s7nLkZhK1+pzDIrSM+J6fA78J1DOpeu5OKqoZ3b49l+47D2swQ9uYmOH8vDMkZWRjQiT/hd/epq0jNysHKycMB8Bst3j7HMe/3frAzNxbMhZGVlhJUAiotK0PCl5Tv/+YhLTMHcR+/QF5GGoa6tTuRrDCiQwssPnoFNka6cDBtgHOhkUjKzMXANvyJyzsuByM1Ow9rRvYCAJx88By6asow1eFfcY5I+BMBd59gaLumgsc8cicce66FYP2oXtDXUBH06MjLSENeRhrVGdC3DzZs3Q5Lc3NYWzfC9ZuBSE1LR0/3bgCAQ35HkZ6RgflzZwEAenZ3w+Wr17H/wGF0d+uC2Ng43Lx9B4s85wge88Tps7C0MIe+ni5KS8vw5Nlz3A4KhsdU4XkQ5eXluHUnCF06dRDqGfwrwmJ4aGfPRUYuQUYu0M5eAqVlQFRCZQtkQBsucguB2y/4F3KevOGhlbUE3FtyER7Lg4YyB+3suXgUK3qhp7ZGODfG4nPBsNHXgoOhNs49e4OknHwMbME/zu4IfILU3AKs+a0DJCQ4sNARHh6nriAHGUmu0PYjIVHYc/cZ1g/sCH1VJaTn8Xt05KWlIC8jhZoM7NMDa7fv5h9bGlngyq27SElPR283/rosvgF/ID0jE4tm88vF93brggvXbmHPoQD07NoRr+Pe4fqdICydO1Pksa/fuYc2LZtBRVm0J7N186Y4euYCtLU0YWJogPcJH3D60jW4d+4gsm9VHA4Hbd1GIuiyLzR1jaGla4y7l3whLS0LJ+fKIaMn9i2Aipo23Ifw33f3rhzCrbM7MWzaJqhp6SM3m79GkIysPGRk+Rev4qIfghACbT1TpKd8wtU/NkFLzwTNXfuJBqnGkF5dsXLnAVg3NIFdI3Ncun0fKekZ6NuV///ad+wM0jKzscxjguA+bxP5w7u/FRUjOzcPbxM/8Y99hvwLFQHnr8KqoSka6GihtIyHRy+iceN+GDwn1m4NsKpGdG6NxUcuwNZYD/ZmBjgX8gJJWTn4zZV/rNh54S5Ss/OwekxfAPxGy9IjF+E5qBvsTQ2Q/n0kgoy0JJS+j1R4mfgnUrPz0MhAF6nZudh/9T7KCcHorjXPV/o7uAryUKhSfETe1ADKDlYoycxB0eekf+3vUuxVZw0XZWVlPHjwANu3b0dubi6MjY2xZcsWdO/eHd26dUNubi7mzp2L1NRU2NjY4PLly7CwqH6RqR+5uLhg//79WLFiBZYsWYJu3bph9uzZ2L279nW/zc3N0b9/f7i7uyMzMxPu7u7Yu3ev4HYPD49a5Vy/fj02bNiAiIgINGzYEJcuXYLm92FM6urqOHbsGDw9PeHr64vOnTtj+fLlmDhxYrW5Dh8+jIkTJ8LJyQlGRkZYu3atoCHwK5ydnTF58mQMHjwYGRkZ8Pb2xvLlywHwh3w5OzsjIyMDLVu2rPVjuru7IysrC3v37kVKSgpMTEywcsUK6OjwrypmZmUhNa1ycTldXV2sXLkSvr6+uHL1KjQ0NDB50iShymQ2NjZYsGABAgICcPToUejp6WHhggWCXisAgnLL8+cLDyuZM3s2unTpgvT0dEHP17Tp04X28Z0/Ac2s+F3g3VraI6egAAcu3+Uv0tVABztnjxZ0fafn5CG5Svnkc8FPUMYrx/qjl7H+aGXJ4V4uTbBi/MBaP2/V6djWBbl5+Qg4dRaZmVkwMTbE+mWLoPt9HY2MrCykplX2tunp6mCd90LsPeiPS9duQUNdDTMmjBWs4QIA2lqa2LRiCfYc9Mc4j3nQ0lBH/17uGDqgcr6Px8RxOHz8JHbsP4isnBxoqqujl1sXjBz8W415uzg3R05eAQ6du4aMrByYGepj68IZ0Pu+jkF6Vg6S0zOF7jPSa5Xg328SPiLw4RPoamng4p51AAAdTXXsWDIL2/1P43fPFdBSV8Xg7p0woq8bflXXVk7IySvAwQu3kJ6di4YGetjhORF6mvyTwfTsXCSnVw61Ox8UBh6vHBv8z2GD/znB9p5tm2P5JP5icWlZuRi+uHI+1dHr93D0+j00sWoI3yXC77WfcWtqjZyCb/C9GYq03AKY62liz5SB0P/eM5eek4/krMqhbuWEYOeV+/iSkQNJCQkYaKpiZu92+M2lskLT6ZAXKC3jYe6hi0J/a3J3F0xxF70iXqG9axvk5uXi2MlT3997RlizfCl0vq/HlJGVKfRZ1tPVwerlS7H/4GFcvnYdGhrqmDpxvGANF4A/hGjnXh+kZ2RARloahgYNsGDubLR3FS768CIyCqlpaXDr8tcm5VcV8qocUpIc9G4lCVkZ4M80Ar/AMqE1XFQVOZXzNQDkFAJ+gWVwb8HF9D5SyCsAHsXw8ODVX5/f4ta4IXIKi+Eb/AJpeYUw11HHnhFu0P++lk56fiGSc2o3UbrC6ScxKOWVY+5J4TWQJndogikdm1ZzL76ObZ2Rm5cH/1PnkJmZBVNjQ2xYtqDKsSUbKemV1S/1dLSxftkC7Dnkj4vXvx9bxo8RrOFS4fOXr3gZ8wabVywW+3dnThiDQ3+cwvb9hyqPLd06Y9RPji0A0L7nOJSWFOGC30p8K8iFUUN7TFhwUGgNl+yMJHA4lYNHHt05AV5ZKY7umCX0WF36T0XXAfzPZ1FhHq6f2o6czGTIK6qgcfOucBs0E1zJmht/VXV2aYmcvAIcPnOZf+wzaoDNi2ZDT5v/XZ+RlSP0fALA6Hnegn+/if+AwJBw6Gpp4Px+/vHkW1ExNvsGIDUzCzLS0jBuoAvvmRPQ2aX238kVujWzRXZ+IXyuPUB6bj7M9bWxe/ow6H9fnywtJx9JmZVD3c4+eI6y8nKsO3kD607eEGzv1coBq0bzvyuKS8uw59I9/JmeBXkZabSxs8DqMf2gLP/ra2zVlkpTO7S+e1Twu83mRQCAzwHnET1uYXV3o/7DOOSfmE3GUhMmTMCbN28QEhLy032XL1+Oixcv/nTYVk0+fPgAU1NTREREwNHR8S8/DhMIIbCyssKkSZMwZ86cn99BjIT4f6YM5L/BrGFDFISd//mODFFw7o+vcdE/35Eh+o3skRUlfm0WNlBzaIe8p9eZjlEtpebuKAo8wnQMsWS7jsGnd3+9eMi/zcjCGkv8Sn6+I0NWj5ZG0WnxhUHYQHbQPCS9iWQ6RrX0rBxx+dlf79n6t/VuxkXGqzCmY1RLw84Z3+7VfnRKXZLrMBzXpP6dOYL/hB6l4pcZoNitznpc6sLmzZvRpUsXKCgo4MaNG/D39xfqMaHES01NxdGjR/HlyxeMGTOG6TgURVEURVEUJeI/1XB58uQJNm7ciLy8PJiZmWHnzp0YP348AMDW1hYfP34Uez8fH5+6jMk6Ojo60NTUhK+vL9TUaHUQiqIoiqIoin3+Uw2X06dPV3vb9evXqy07rKOjAyUlJcF8j7/KxMTkH6njXtfqY2aKoiiKoijq/8t/quFSE2Pj2q2IS1EURVEURVEU+9TpOi4URVEURVEURVF/BW24UBRFURRFURTFerThQlEURVEURVEU69GGC0VRFEVRFEVRrEcbLhRFURRFURRFsR5tuFAURVEURVEUxXq04UJRFEVRFEVRFOvRhgtFURRFURRFUaxHGy4URVEURVEURbEebbhQFEVRFEVRFMV+hKJYpqioiHh7e5OioiKmo4hF8/09NN9fx+ZshNB8fxfN9/fQfH8dm7MRwv58VN3hEEII040niqoqNzcXKioqyMnJgbKyMtNxRNB8fw/N99exORtA8/1dNN/fQ/P9dWzOBrA/H1V36FAxiqIoiqIoiqJYjzZcKIqiKIqiKIpiPdpwoSiKoiiKoiiK9WjDhWIdGRkZeHt7Q0ZGhukoYtF8fw/N99exORtA8/1dNN/fQ/P9dWzOBrA/H1V36OR8iqIoiqIoiqJYj/a4UBRFURRFURTFerThQlEURVEURVEU69GGC0VRFEVRFEVRrEcbLhRFURRFURRFsR5tuFAURVH/qOzsbKYjUBTrFBUVMR2Bouo9SaYDUBQA3Lx5E4qKimjTpg0AYM+ePThw4ABsbGywZ88eqKmpMZyQ+q/69u0bCCGQl5cHAHz8+BEXLlyAjY0NunbtynA69tuwYQNMTEwwePBgAMCgQYNw7tw56Orq4vr163BwcGA4IbuNHj0aY8eOhaurK9NRxGrfvj3Gjh2LgQMHQk5Ojuk41aookMrhcBhOIqy8vBxr1qzB/v37kZKSgrdv38LMzAxLly6FiYkJxo0bV6d5du7cWet9PTw8/sUkP7d8+XKMGTMGxsbGjOagWIZQFAvY2dmRa9euEUIIiY6OJjIyMmThwoWkZcuWZPTo0Qynq39ycnLIhQsXSExMDNNRCCGE3Lhxg4SEhAh+3717N3FwcCBDhw4lmZmZDCYjpEuXLmTfvn2EEEKysrKIjo4OMTAwILKysmTv3r2MZqvQrl074u/vTwoLC5mOIsLU1JSEhoYSQggJDAwkqqqq5NatW2TcuHGkS5cuDKcTxbbPRv/+/YmMjAwxNzcna9asIX/++SfTkYTMmTOH6OjoEGVlZTJ+/Hjy6NEjpiMJ8ff3J3Z2dkRGRobIyMiQxo0bk4CAAKZjCaxYsYKYmZmRY8eOETk5ORIfH08IIeTUqVOkVatWdZ7HxMRE6EdBQYFwOByipqZG1NTUCIfDIQoKCsTU1LTOs/2oSZMmhMvlko4dO5Ljx4+Tb9++MR2JYgHacKFYQUFBgSQmJhJCCPH29iYDBgwghBDy/PlzoqOjw0im2bNn1/qHaQMHDiS7du0ihBBSWFhILCwsiJSUFJGUlCRnz55lOB27G6YaGhrk1atXhBBCDhw4QOzt7QmPxyOnT58mVlZWjGarwOaTR1lZWfLp0ydCCCEeHh5k4sSJhBBC4uLiiKqqKpPRCCHs/2wQQkh6ejrZvn07cXR0JJKSksTNzY2cOXOGlJSUMB2NEEJIWVkZuXjxIunTpw+RkpIi1tbWZNOmTSQ5OZnRXFu2bCHy8vLEy8uLXLp0iVy8eJF4enoSeXl5snXrVkazVWjYsCG5c+cOIYQQRUVFQcMlNjaW8c/H8ePHiYuLC3nz5o1g25s3b0jbtm3JsWPHGExWKSoqisyaNYtoa2sTVVVVMnnyZPLkyROmY1EMog0XihXU1NTI69evCSGEuLi4EB8fH0IIIYmJiUROTo6RTO3btxf6UVJSIvLy8sTJyYk4OTkRBQUFoqysTDp06MBIvqp0dHRIZGQkIYT/ZWRubk4KCgrI3r17iaOjI8Pp2NkwrSAnJ0c+fvxICOGf5C5fvpwQQsinT58Ye++Jw9aTRz09PUGPi6WlJTl9+jQhhH8CpKSkxGQ0Qgj7Pxs/evHiBZk+fTqRlZUlmpqaZNasWeTt27dMxxJITU0lq1atIrKyskRKSor06dOH3L17l5EsJiYmxN/fX2S7n58fMTExYSCRKFlZWfLhwwdCiHDD5fXr10RBQYHJaMTMzIy8ePFCZPuzZ89Y8/xVKC0tJefPnye9evUiUlJSxM7Ojmzfvp1kZ2czHY2qY3RyPsUKbdq0wZw5c7Bq1So8efIEPXr0AAC8ffsWBgYGjGS6d++e4KdXr15o3749/vzzT7x48QIvXrzA58+f0aFDB0FWJuXk5EBdXR0Af77QgAEDIC8vjx49euDdu3cMpwOkpaVRWFgIALhz545g7oi6ujpyc3OZjAZzc3NcvHgRnz9/xq1btwTZUlNToayszGi2qrhcLvr06YOLFy/iy5cvGDZsGJYuXQpDQ0P07dsXQUFBjOTq378/hg0bhi5duiAjIwPdu3cHAERGRsLc3JyRTFWx/bNRVVJSEgIDAxEYGAgulwt3d3e8fv0aNjY22LZtG9Px8OTJEyxbtgybN2+GtrY2Fi5cCG1tbfTq1Qvz5s2r8zxJSUlwdnYW2e7s7IykpKQ6zyOOra0tQkJCRLafOXMGTk5ODCSqlJSUhNLSUpHtPB4PKSkpDCSqXnl5OUpKSlBcXAxCCNTV1bFv3z4YGhri1KlTTMej6hLTLSeKIoSQjx8/kh49ehB7e3ty8OBBwfZZs2aRGTNmMJiMT19fXzCcqKqXL18SPT09BhIJs7CwIKdOnSL5+flES0tLcAU0MjKSaGhoMJyOkF69epFu3bqRlStXEikpKcE4/lu3bhELCwtGs505c4ZISUkRCQkJoTkZa9euJW5ubgwmE+/x48dk8uTJREVFhRgZGZFly5aRCRMmEHl5eTJ37tw6z1NSUkI2bdpEPDw8hK7ebtu2jRw4cKDO8/yI7Z+NkpIScvbsWdKjRw8iJSVFmjZtSvbt20dyc3MF+5w4cYKxYUUpKSlk8+bNxNbWlkhLS5MBAwaQGzdukPLycsE+t2/fZqT3wNbWlqxZs0Zk+6pVq4idnV2d5xHn8uXLREVFhaxfv57Iy8uTTZs2kfHjxxNpaWkSGBjIaLaePXsSe3t78vTpU8Hr+fTpU+Lo6Eh69erFaLYKz549I9OmTSPq6upET0+PzJ8/n7x7905w++bNm4m2tjaDCam6RhsuFFULioqKYodD3L17lygqKjKQSNiePXuIpKQkUVVVJQ4ODoTH4xFCCNm5cydp3749w+nY3zBNSkoiL168EDxvhPAbCLGxsQymqsTmk0e2Y/tnQ0NDg6ipqZGpU6eSiIgIsftkZmYyNnRHSkqKWFlZkY0bN5LU1FSx++Tk5DDyXJ49e5ZwuVzBRZFVq1aRbt26EUlJSXL+/Pk6z1OdmzdvEldXV6KgoEDk5OSIi4sLuXXrFtOxSGpqKunevTvhcDhEWlqaSEtLEwkJCdK9e3eSkpLCdDzSuHFjIikpSdzd3cmFCxdIWVmZyD6pqamEw+EwkI5iCoeQ7zUEKYoFUlNTkZqaivLycqHt9vb2DCXiGzlyJO7fv48tW7agVatWAIDw8HB4enrC1dUV/v7+jOYDgGfPnuHz58/o0qULFBUVAQDXrl2DqqoqXFxcGE5Xf+Tm5iIoKAiNGjWCtbU103EA8IfaNWzYEGPHjsXo0aOhpaUlsk9ubi769OmDe/fu1Wk2f39/aGpqCoZMenl5wdfXFzY2Njhx4gQrSpmy+bNx9OhRDBw4ELKysozmqE5ISAjatm3LdIxqPX/+HNu2bUNsbCwIIbCxscHcuXMZH4ZVn7x9+xaxsbEAAGtra1haWjKciG/VqlUYO3YsGjRowHQUik0YbjhRFCGE3x1sa2tLJCQkCIfDIRwOR/BvCQkJpuORgoICMmXKFCIjI0MkJCSIhIQEkZaWJlOmTCH5+flMxxNRVlZGIiIiGC81XOH58+ckOjpa8HvFJPOFCxeS4uJiBpPVj6pTDx48YDpCtSwtLQW9kWFhYUROTo74+PiQXr16kX79+jGcThTbPhtjxowRGhZWIT8/n4wZM4aBRNQ/6cmTJyQ8PFxke3h4OHn69CkDicQrLy8X6sFlgxUrVpCCggKR7YWFhWTFihUMJKLYgPa4UKxgb28Pc3NzzJ8/Hzo6OiKLiLHhqi0AFBQUID4+HoQQmJubQ0FBgelIAIBZs2ahcePGGDduHHg8Htq1a4ewsDDIy8vj6tWraN++PaP5mjdvjgULFmDAgAFISEiAra0t+vXrh6dPn6JHjx7Yvn07Y9l0dXVx69YtODg44I8//oC3tzeioqLg7+8PX19fREREMJatqrKyMgQHByM+Ph7Dhg2DkpISvn79CmVlZUEvAhPk5eXx5s0bGBkZYf78+UhKSkJAQABev36N9u3bIy0tjbFsAPs/G1wuF0lJSdDW1hbanp6eDl1dXZSVlTGUjM/JyUnsoo4cDgeysrIwNzfH6NGj0aFDBwbS8SeSX7hwAbGxseBwOLC2tkafPn0gKcmO9bVbtGgBLy8v/Pbbb0Lbz58/jw0bNuDx48cMJeMLCAjApk2bBIUqLC0t4enpiREjRjCaC6j+s5GRkQFtbW3weDyGklFMolXFKFZITEzExo0b0bJlS5iYmMDY2Fjohy0UFBSgrq4OTU1N1jRaAODs2bOCFcqvXLmCxMREvHnzBrNmzcLixYsZTscfiuDo6AiAX03H1dUVf/zxB/z8/HDu3DlGs9WHqlMfP35E48aN0adPH0ybNk3QGNi4cSMj1ZyqUlRUREZGBgAgMDAQnTt3BgDIysri27dvTEYDwN7PRm5uLnJyckAIQV5eHnJzcwU/WVlZuH79usgJGxPc3NyQkJAABQUFdOjQAe3bt4eioiLi4+PRvHlzJCUloXPnzrh06VKdZ3v16hUsLS0xatQoXLhwAefPn8eoUaNgYWGBly9f1nkecWJiYtCkSROR7U5OToiJiWEgUaWtW7diypQpcHd3x+nTp3Hq1Cm4ublh8uTJrKhiRwgR22iOiooSHLOp/0OM9vdQ1Hd9+vRhzbAccXg8HlmxYgVRVlYWDBVTUVEhK1euFJrQzRQZGRny+fNnQgghEyZMIDNnziSEEJKQkMCKtTSUlJQEa1F07tyZbN++nRDCn7QvKyvLZDTWV50ihP/5+P3330lxcbHQWhDBwcHE3Nyc0WzDhg0jTZo0IePGjSPy8vIkPT2dEELIpUuXiK2tLaPZCGHvZ6NiGGx1P1wul6xevZqxfBXGjx9PVq5cKbJ91apVZPz48YQQQpYtW0aaNm1a19FIy5YtSa9evYSG/WVmZpLevXszsiq9OOrq6iQsLExke2hoKOMLULJ1HRxVVVWipqZGJCQkBP+u+Kn4Dp46dSpj+ShmsaMvlfq/d/DgQYwaNQqvXr2CnZ0dpKSkhG7v3bs3Q8n4Fi9ejEOHDmH9+vVwcXEBIQShoaFYvnw5ioqKsGbNGkbz6ejoICYmBnp6erh58yb27t0LACgsLASXy2U0GwA0a9YMq1evRufOnXH//n3s27cPAL+nTUdHh9Fss2bNwvDhw6GoqAgjIyPB0KEHDx6gcePGjGar8PDhQ4SGhkJaWlpou7GxMb58+cJQKr49e/ZgyZIl+Pz5M86dOwcNDQ0A/EnTQ4cOZTQbwN7Pxr1790AIQceOHXHu3DmhK8jS0tIwNjaGvr4+Y/kqnD59Gs+fPxfZPmTIEDRt2hQHDhzA0KFDsXXr1jrPFhUVhWfPnkFNTU2wTU1NDWvWrEHz5s3rPI84Xbp0wcKFC3Hp0iWoqKgAALKzs7Fo0SJ06dKF0WxsXQdn+/btIIRg7NixWLFiheB5A/ifDRMTE7Ru3ZqxfBTDGG44URQhhH91VllZWTAxv+oPGybn6+npkUuXLolsv3jxItHX12cgkTBvb2+ioqJCrKysiJGRESkqKiKEEHLo0CFWXHmMiooidnZ2RFlZWbAyPSGETJ8+nQwdOpTBZHxPnz4l58+fJ3l5eYJtV69eJQ8fPmQwVSU1NTXy+vVrQojw6tshISF0DYOfYPtn48OHD6ybFF2Vtra22Kvy/v7+gvfe69evGemddHBwqLZMPVvWcfnzzz+JmZkZUVFRIe3btyft27cnqqqqpFGjRuTTp0+MZmP7OjjBwcGkpKSE6RgUy9DJ+RQrmJiYoGfPnli6dCnjV+DFkZWVRXR0tEiZyLi4ODg6OrJmLP/nz58xcOBAGBgYAOCXqlVVVUWfPn0YTideUVERuFyuSA8bE0pKSpCYmIiGDRuyZmJvhcGDB0NFRQW+vr5QUlJCdHQ0tLS00KdPHxgZGeHIkSOM5gsJCYGPjw8SEhJw5swZNGjQAEePHoWpqSnatGnDaDaAfZ+N6Oho2NnZQUJCAtHR0TXuy3Qp+NWrV2Pt2rWYMGECmjdvDg6HgydPnuDgwYNYtGgRFi9ejG3btuH69eu4fft2nWa7fv06vLy8sHz5cqEy9StXrsT69euF3nvKysp1mq2qgoICHD9+HFFRUZCTk4O9vT2GDh3K+HHv3LlzGDx4MDp37gwXFxdwOBw8fPgQd+/exenTp9GvX786z5Sbmyt4rXJzc2vcl8nXlGIObbhQrKCkpITIyEg0bNiQ6ShitWzZEi1btsTOnTuFts+YMQNPnz5FeHg4Q8lEFRUVsXJNiOzsbJw9exbx8fHw9PSEuro6Xrx4AR0dHUbr9BcWFmLGjBmCtXjevn0LMzMzeHh4QF9fHwsWLGAsW4WvX7+iQ4cO4HK5ePfuHZo1a4Z3795BQ0MDISEhjE7iPnfuHEaMGIHhw4fj6NGjiImJgZmZGfbu3YurV6/i+vXrjGX7EVs+GxISEkhOToa2tjYkJCTA4XAg7quYw+GwonLS8ePHsXv3bsTFxQEAGjVqhBkzZmDYsGEAgG/fvgmqjNUlCYnK+kIVk7grnseqv7PleWSjFy9eYOvWraxZB6dqJbGKz8aP6Gv6/41dlxWp/1v9+/fHvXv3WNtw2bhxI3r06IE7d+6gdevW4HA4CAsLw+fPn1lxYsbj8bB27Vrs378fKSkpgpPvpUuXwsTEBOPGjWM0X3R0NDp16gRVVVV8+PABEyZMgLq6Oi5cuICPHz8iICCAsWwLFy5EVFQUgoOD4ebmJtjeuXNneHt7s6LhEhQUhMjISJw4cQIvXrxAeXk5xo0bh+HDh2PZsmXYtGkTY9lWr16N/fv3Y+TIkTh58qRgu7OzM1auXMlYrgps/GwkJiYKFhFNTEys879fW2VlZVizZg3Gjh2L4cOHV7ufnJxcHaaqVNeLrf5Vb9++RXBwsNjFlZctW8ZIptLSUkycOBFLly7FsWPHGMkgTlBQkGC+V315fak6xtggNYqqYvXq1URTU5OMGjWKbN68mezYsUPohw2+fPlCFi1aRPr370/69etHFi9eTL58+cJ0LEIIf6EuMzMzcuzYMSInJyeYA3Hq1ClWjOPv1KkT8fT0JIQIz9EIDQ0lxsbGDCYjxMjIiDx69IgQIpzt3bt3rKjIRgghKioq5MqVKyLbZ8+eTXR1dRlIVElOTo4kJiYSQoSfv/j4eCIjI8NgMj62fzbYTkFBQfD6Ur/O19eXcLlcoqOjQxwcHIijo6Pgx8nJidFsKioqgs8D25SWlpLly5czPg+IYh/a40KxwsGDB6GoqIj79+/j/v37QrdxOBx4eHgwlIx/Zapr167w8fFhvHpYdQICAuDr64tOnTph8uTJgu329vZ48+YNg8n4nj59Ch8fH5HtDRo0QHJyMgOJKqWlpYkdalVQUCB2mAITTp48iSFDhuDy5ctwdXUFAHh4eODs2bOMX5XU09PD+/fvYWJiIrT94cOHMDMzYyZUFWz8bFy+fLnW+zJdUbFz584IDg7G6NGjGc1RnaKiIkRHR4vtzWD6uQP4PZJr1qzB/PnzmY4iol+/frh48SLmzJnDdBQRkpKS2Lx5M0aNGsV0FIplaMOFYgU2D5eQkpLCq1evWHMSK86XL19gbm4usr28vBylpaUMJBImKysrdqJlXFycYMgMU5o3b45r165hxowZACrHxh84cIA1JTfd3Nywf/9+9O3bF4GBgTh8+DAuXbqE4OBgkYIRdW3SpEmYOXMmDh8+DA6Hg69fv+LRo0eYN28eY8NgqmLjZ6Nv37612o8N4/i7d++OhQsX4tWrV2jatKnIwrtMNg5u3ryJkSNHIj09XeQ2Njx3AJCVlYWBAwcyHUMsc3NzrFq1CmFhYWJfWyYvGAJAp06dWN1opphBGy5UvaKsrIzIyMg6v5I7cuRIwToubGRra4uQkBAYGxsLbT9z5gxjkyyr6tOnD1auXInTp08D4J9UfPr0CQsWLMCAAQMYzbZu3Tq4ubkhJiYGZWVl2LFjB16/fo1Hjx6J9P4xaciQIcjKykKbNm2gpaWF+/fviz0hr2teXl7IyclBhw4dUFRUBFdXV8jIyGDevHmYPn060/FY+dn4sWeAzaZMmQIAYtdpYbpxMH36dAwcOBDLli1jZTVKABg4cCACAwOFevvY4uDBg1BVVcXz589F1upheqQDwO5GM8Uc2nCh6hXCUBG8kpISHDx4ELdv30azZs1EDqBMLL5Wlbe3N0aMGIEvX76gvLwc58+fR1xcHAICAnD16lVGswHA5s2b4e7uDm1tbXz79g3t2rVDcnIyWrduzfjwO2dnZ4SGhmLz5s1o2LAhAgMD0aRJEzx69IjRBSirG76hra0NJycnwUKKAPPvvzVr1mDx4sWIiYlBeXk5bGxsoKioyGimCmz/bLAdmxtZqampmDNnDmsbLQC/V2Pp0qUIDw9H48aNRUogM9k4YPNIB4DdjWaKObQcMlWvKCkpISoqqs57XDp06FDtbRwOB0FBQXWYRrxbt25h7dq1eP78OcrLy9GkSRMsW7YMXbt2ZTqaQFBQkKAqVpMmTdC5c2emI7FWTe+5qtjy/mMztn02du7ciYkTJ0JWVlakxPqPmL7qXRVbyklXGDt2LFxcXBivmlgTU1PTam/jcDhISEiowzSVHj9+jMuXL6OsrAydOnVi1fcERdWENlyoeoWphgv131ZeXo7379+LneBbMRmeEq+goADr16/H3bt3xT5/TJ2YsZmpqSmePXsGDQ0N1p7YVmBjOekKhYWFGDhwILS0tFjXm8FmFy5cwMCBAyErKwtJSUnk5eVhy5YtmDVrFtPRKOqnaMOFqleYaLicOXMGFy9eRGlpKTp37oyJEyfW2d/+VSUlJWJPHo2MjBhKVOnu3bvVntwePnyYoVT8lbaHDRuGjx8/igxFpMMRfm7o0KG4f/8+RowYAT09PZEiFjNnzmQomTA2fzbYbOXKlfD398fKlSsxYcIEvHr1CmZmZjh9+jS2bduGR48eMZbt4MGDmDx5MuTk5KChoSH03mNDo6+qkpISJCYmomHDhpCUZHaUfvPmzeHg4ID9+/dDUlISq1evxvbt28UWOWBaQUEB7t+/j0+fPqGkpEToNtow/f9EGy5UvVLXk/N9fX0xefJkWFhYQFZWFq9evYKXlxfWrVtXJ3+/tt69e4exY8ciLCxMaDthyQrDK1aswMqVK9GsWTOxJ7cXLlxgKBng6OgIS0tLrFixQmw2FRUVhpLVD6qqqrh27RpcXFyYjiIW2z8bVZEfVn1nA3Nzc/j4+KBTp05CF47evHmD1q1bIysri7Fsurq68PDwwIIFCyAhIcFYjpoUFhZixowZ8Pf3BwBBj5WHhwf09fUZWeBWWVkZz549E1QkLC4uhoKCApKTk6GpqVnneaoTEREBd3d3FBYWoqCgAOrq6khPT4e8vDy0tbVZ1TCl6g6dnE/VK3Xdzt61axcWL16MVatWAQD8/PwwY8YM1jVcRo8eDUlJSVy9elXsyTfT9u/fDz8/P4wYMYLpKCLevXuHs2fPsqJCV32kpqYmWOmajdj+2QCAQ4cOYdu2bXj37h0AwMLCArNmzcL48eMZTsbOctIVSkpKMHjwYNY2WgBg4cKFiIqKQnBwMNzc3ATbO3fuDG9vb0YaLvn5+VBVVRX8LiMjAzk5OeTm5rKq4TJ79mz06tUL+/btg6qqKsLDwyElJYXff/+dNT25VN2jDReqXrlx4wYaNGhQZ38vISEBY8aMEfw+YsQITJw4EcnJydDV1a2zHD8TGRmJ58+fw8rKiukoYpWUlMDZ2ZnpGGK1bNkS79+/pw2Xv2jVqlVYtmwZ/P39IS8vz3QcEWz/bCxduhTbtm3DjBkzBOsGPXr0CLNnz8aHDx+wevVqRvOxsZx0hVGjRuHUqVNYtGgRozlqcvHiRZw6dQqtWrUSajTb2NggPj6esVy3bt0S6k0uLy/H3bt38erVK8E2pssNR0ZGwsfHB1wuF1wuF8XFxTAzM8PGjRsxatQo9O/fn9F8FDNow4ViBR6PBz8/v2rnQFRUTWrTpk2d5vr27ZtQWVculwsZGRkUFhbWaY6fsbGxYeX45Arjx4/HH3/8gaVLlzIdRcSMGTMwd+5cJCcni53ga29vz1Cy+mHLli2Ij4+Hjo4OTExMRJ6/Fy9eMJSMj+2fjX379uHAgQMYOnSoYFvv3r1hb2+PGTNmMN5wYXM5aR6Ph40bN+LWrVuwt7cXee8xXSYcANLS0qCtrS2yvaCggNHeP3Er0k+aNEnwbzYMo5SSkhI8Rzo6Ovj06ROsra2hoqKCT58+MZqNYg5tuFCsMHPmTPj5+aFHjx6ws7Nj1XCOgwcPCjVeysrK4OfnJ9SlzvQkwQ0bNsDLywtr164Ve/KtrKzMUDK+oqIi+Pr64s6dO6w7wahYAHPs2LGCbRwOh5VzINiotqvAM4Xtnw0ej4dmzZqJbG/atCnKysoYSCSsV69eOHXqFNauXQsOh4Nly5ahSZMmuHLlCrp06cJotpcvXwp6far2FADsmSfUvHlzXLt2DTNmzABQmevAgQOCHra6xua1eapycnISzMXp0KEDli1bhvT0dBw9epTRNbYoZtHJ+RQraGpqIiAgAO7u7kxHEWJiYvLTL0A2VK+pGOP9Y1a2nHyzeR2cjx8/1nj7j0NkqPqF7Z+NGTNmQEpKSqTxPm/ePHz79g179uxhKBn1TwgLC4ObmxuGDx8OPz8/TJo0Ca9fv8ajR49w//59NG3alOmIP9WjRw8cPHgQenp6dfp3nz17hry8PHTo0AFpaWkYNWoUHj58CHNzcxw5cgQODg51modiB9pwoVhBX18fwcHBgion1K+5f/9+jbe3a9eujpJQFLuw8bMxZ84cwb8renCNjIzQqlUrAPwS3Z8/f8bIkSOxa9euOs8nDpvLSb9//x7x8fFwdXWFnJycoFHKFi9fvsTmzZuFFkCdP39+vek1oOunUWxCGy4UK2zZsgUJCQnYvXs3q75wflXjxo1x/fp1GBoaMh2FqqV169ZBR0dHaKgYwF9bJi0tDfPnz2coGXupq6vj7du30NTUhJqaWo2f2czMzDpMVj/U1ANZFdO9kQC7y0lnZGRg0KBBuHfvHjgcDt69ewczMzOMGzcOqqqq2LJlC2PZ/ktow4ViEzrHhWKFhw8f4t69e7hx4wZsbW1FxqGfP3+eoWS/5sOHD4yVCA0JCYGPjw8SEhJw5swZNGjQAEePHoWpqWmdFzUA8EsVX5h8fX18fPDHH3+IbLe1tcWQIUNow0WMbdu2QUlJCQCwfft2ZsOIER0dXet9mSi+cO/evTr/m38Vm8tJz549G1JSUoJJ2xUGDx6M2bNnM9Zwyc3NrfW+TM+xYhsnJ6dav8eYLvxBMYM2XChWUFVVRb9+/ZiOUW+dO3cOI0aMwPDhw/HixQsUFxcDAPLy8rB27Vpcv369zjNVLbVJCMGFCxegoqIimIj8/PlzZGdnM17SMjk5WezYbS0tLSQlJTGQiP2qViQSV52IaY6OjoICCzVhusegPmBzOenAwEDcunULBgYGQtstLCx+Onft36SqqvrTk2829FixEduLfVDMow0XihWOHDnCdIR6bfXq1di/fz9GjhyJkydPCrY7Oztj5cqVjGSq+prOnz8fgwYNwv79+8HlcgHwqylNnTqV8SuOhoaGCA0NhampqdD20NBQ6OvrM5SqfikvL8f79+/FzoFwdXWt8zyJiYl1/jf/jqdPn+LMmTP49OkTSkpKhG5jureZzeWkCwoKxK4dlJ6eDhkZGQYS8dWnHjW28fb2ZjoCxXK04UKxSlpaGuLi4sDhcGBpaQktLS2mI9ULcXFxYk8QlZWVkZ2dXfeBfnD48GE8fPhQ0GgB+GvizJkzB87Ozti0aRNj2caPH49Zs2ahtLQUHTt2BADcvXsXXl5emDt3LmO56ovw8HAMGzYMHz9+FOnhYOqKcn2qBHfy5EmMHDkSXbt2xe3bt9G1a1e8e/cOycnJrOiFZnM5aVdXVwQEBGDVqlUA+O+38vJybNq0qdbziP4NtBgKRf17aMOFYoWCggLMmDEDAQEBgiu2XC5XUFWHjStys4menh7ev38PExMToe0PHz5kxYTKsrIyxMbGolGjRkLbY2NjGV9TwMvLC5mZmZg6dargaresrCzmz5+PhQsXMpqtPpg8eTKaNWuGa9eusW4ORFUxMTFiezSYXh187dq12LZtG6ZNmwYlJSXs2LEDpqammDRpUp2XnxWnc+fOAICOHTsKvbZsGOq0adMmtG/fHs+ePUNJSQm8vLzw+vVrZGZmIjQ0lLFc4hQWFop9/9WHBW4XLVoEdXX1Ov+7EhISNR5P6DC7/0+04UKxwpw5c3D//n1cuXIFLi4uAPgn3R4eHpg7dy727dvHcEJ2mzRpEmbOnInDhw+Dw+Hg69evePToEebNm4dly5YxHQ9jxozB2LFj8f79e6GSr+vXr8eYMWMYzcbhcLBhwwYsXboUsbGxkJOTg4WFBaNDTeqTd+/e4ezZszA3N2c6ilgJCQno168fXr58KTTvpeKEiOmTn/j4ePTo0QMAICMjI1hRffbs2ejYsSNWrFjBaD42D3tSVFREZGQkfHx8wOVyUVBQgP79+2PatGmMFUn5UVpaGsaMGYMbN26IvZ3p99/Ro0exf/9+JCYm4tGjRzA2Nsb27dthamqKPn36AABjF3AuXLgg9HtpaSkiIiLg7+/P+OeCYhChKBbQ0NAg9+7dE9keFBRENDU16z7QDxISEmq13/Hjx0l+fv6/nEa8RYsWETk5OcLhcAiHwyGysrJkyZIljGT5EY/HIxs2bCD6+vqCfPr6+mTDhg2krKyM6XjU39ChQwdy48YNpmNUq2fPnqRPnz4kNTWVKCoqkpiYGBISEkJatGhBHjx4wHQ8YmBgQKKjowkhhNjb25M//viDEEJIWFgYUVZWZjKawIMHD8jw4cNJq1atyJ9//kkIISQgIICEhIQwmktCQoKkpKSIbE9PTycSEhIMJBI1bNgw4uzsTJ48eUIUFBRIYGAgOXr0KGnUqBG5evUqo9n27t1LNDU1yerVq4mcnByJj48nhBBy5MgR0r59e0az1eT48eOkd+/eTMegGELXcaFYQV5eHs+fPxcqaQkAr1+/RosWLVBQUMBQMj4ulwtXV1eMGzcOv/32G2RlZRnNU53CwkLExMSgvLwcNjY2UFRUZDqSiIpSoUyOje/fvz/8/PygrKz806pmTE+OZqOq5Ybj4+OxZMkSeHp6ip0DwfRQGE1NTQQFBcHe3h4qKip48uQJGjVqhKCgIMydOxcRERGM5hs2bBiaNWuGOXPmYM2aNdixYwf69OmD27dvo0mTJoy//6pWLDx69ChiYmJgZmaGvXv34urVq4xULKwgISGB5ORkaGtrC23/+PEjbGxsGP/eAPjDeC9duoQWLVpAWVkZz549g6WlJS5fvoyNGzfi4cOHjGWzsbHB2rVr0bdvX6G1Wl69eoX27duztihDfHw87O3tWfH6UnWPDhWjWKF169bw9vZGQECAoFHw7ds3rFixAq1bt2Y4HRAVFYXDhw9j7ty5mD59OgYPHoxx48ahRYsWTEcDAPj7++O3336DgoKCoNwwWzFdRQzgl2quGCqkrKzM2nkZbCWu3HDVBTwrbmN6DgTAH4pT0YDX1NTE169f0ahRIxgbGyMuLo7RbACwe/duFBUVAeAPyZGSksLDhw/Rv39/LF26lOF07KxYOGfOHAD899myZcuE5kDyeDw8fvwYjo6OjGT7UUFBgaBhpa6ujrS0NFhaWqJx48aMr0OSmJgIJycnke0VQxbZ6Nu3b9i1a5dICWzq/wdtuFCssGPHDri5ucHAwAAODg7gcDiIjIyErKwsbt26xXQ82NnZYevWrdi4cSOuXLkCPz8/tGnTBhYWFhg3bhxGjBjBaAW0efPmYerUqejVqxd+//13uLm5QVKSPR9vU1PTGhsHCQkJdZhGuFSzn59fnf7t/4L6VG7Yzs4O0dHRMDMzQ8uWLbFx40ZIS0vD19eXFYUrqk56lpCQgJeXF7y8vBhMJIyNFQsreskIIXj58iWkpaUFt0lLS8PBwQHz5s1jJNuPGjVqhLi4OJiYmMDR0RE+Pj4wMTHB/v37GS++YGpqisjISJEqfDdu3ICNjQ1DqSqpqamJFITIy8uDvLw8jh07xmAyiknsObOh/q/Z2dnh3bt3OHbsGN68eQNCCIYMGYLhw4dDTk6O6XgCkpKS6NevH9zd3bF3714sXLgQ8+bNw8KFCzF48GBs2LCBkS+jpKQk3Lx5EydOnMCQIUMgJyeHgQMH4vfff4ezs3Od5/nRrFmzhH6vmGR58+ZNeHp6MhPqu44dO+L8+fNQVVUV2p6bm4u+ffsiKCiImWAsVp/KDS9ZskRw9Xj16tXo2bMn2rZtCw0NDaEeBCbFx8fjyJEjiI+Px44dO6CtrY2bN2/C0NAQtra2jGZjY8XCioIBY8aMwY4dO1jRi1udWbNmCRay9fb2Rrdu3XD8+HFIS0szftHE09MT06ZNQ1FREQghePLkCU6cOIF169bh4MGDjGYDgO3btwv9LiEhAS0tLbRs2RJqamrMhKKYx9z0Goqqf54+fUqmTJlC1NTUiIGBAVm8eDFJSEggDx8+JB07diTNmzdnOiIpKCggx44dI+7u7kRaWpqYmZkxHalau3fvJqNHj2Y0A4fDETvBNyUlhUhKSjKQqH5Zu3YtOXTokMj2Q4cOkfXr1zOQ6OcyMjJIeXk50zEIIYQEBwcTOTk50rlzZyItLS2YIL1hwwYyYMAAhtPxc9jY2JDw8HCipKREQkJCyLFjx4iWlhbZtWsX0/HqnYKCAvL8+XOSlpbGdBRCCCG+vr7EyMhIUDTFwMCAHDx4kOlYFFUtOjmfYszly5fRvXt3SElJ4fLlyzXuy/RaC1u3bsWRI0cQFxcHd3d3jB8/Hu7u7pCQkBDs8/79e1hZWaGsrIzBpHzp6ek4efIk9u/fj9jYWMbnGVQnISEBjo6Oggn7daligrmjoyOCgoKEhuzweDzcvHkTPj4++PDhQ51nq09MTEzwxx9/iPTsPX78GEOGDGF8WNnYsWOxY8cOKCkpCW2vWDvq8OHDDCXja926NQYOHIg5c+YITZB++vQp+vbtiy9fvjCaDwAWL16Mbdu2CebiyMjIYN68eYKFH6nq3b9/v14sSJmeno7y8nKRQgdMy8rKwqFDhxAbGwsOhwNra2uMGTOGkXVlKHagDReKMVUrwlRtAPyIDRN8LSwsMHbsWIwZMwa6urpi9ykpKcGJEycwatSoOk7HV1hYiAsXLuD48eO4c+cODA0NMXToUAwfPlykWhtbbNy4EXv37mWkcVB1cTNxh0E5OTns2rVLaNI5JUpWVhaxsbEwNTUV2p6QkAAbGxvByS5TuFwukpKSRE7I0tPToaury/iFBkVFRbx8+RKmpqZCDZcPHz7AysqK8eevQn2oWMhG0tLS0NXVxbBhw/D777/Dzs6O6UgCiYmJKCsrg4WFhdD2d+/eQUpKSmR4YF27f/8+evfuDRUVFUHRmefPnyM7OxuXL1+uFw1C6p9H57hQjKm6YjrTq6f/zLt37366j7S0NGONlqFDh+LKlSuQl5fHwIEDERwczIq5LRWcnJxEJlkmJycjLS0Ne/fuZSRTYmIiCCEwMzPDkydPhIorSEtLQ1tbG1wul5Fs9YmhoSFCQ0NFGi6hoaHQ19dnKBV/jhIhRDCht2oJcx6Ph+vXr7Pi6rKqqiqSkpJEnr+IiAg0aNCAoVSi5OXlWV+xkI2+fv2KkydP4sSJE9i4cSPs7Ozw+++/Y9iwYYxXxho9ejTGjh0r0nB5/PgxDh48iODgYGaCfTdt2jQMHjwY+/btExyLeTwepk6dimnTpuHVq1eM5qOYQRsuFCsEBARg8ODBIquVl5SU4OTJkxg5ciRDyfiqrltRFYfDgaysLIyMjBhdaZ3D4eDUqVPo1q0bq6qJVejbt6/Q7xWTLNu3bw8rKytGMlVMMGd7o5ntxo8fj1mzZqG0tBQdO3YEANy9exdeXl6YO3cuY7lUVVXB4XDA4XBgaWkpcjuHw2HF6tvDhg3D/PnzcebMGXA4HJSXlyM0NBTz5s1j/LhH/X2ampqYPn06pk+fjsTERPzxxx8ICAjAokWL4Orqymjxj4iICLi4uIhsb9WqFaZPn85AImHx8fE4d+6c0AUkLpeLOXPmICAggMFkFJPoUDGKFaobzpGRkQFtbW3Gh4pVHVYkjpSUFAYPHgwfHx/WLk5Jiefv7w9NTU306NEDAODl5QVfX1/Y2NjgxIkT9aqCFhMIIViwYAF27tyJkpISAPzhY/Pnz8eyZcsYy3X//n0QQtCxY0ecO3dOaEy8tLQ0jI2NGe0RqlBaWorRo0fj5MmTIIRAUlISPB4Pw4YNg5+fH+31+4/h8Xi4ceMGli5diujoaEa/21RUVBAcHCyylsvz58/Rvn175OXlMZSMz8XFBZ6eniIXvi5evIgNGzbg0aNHzASjGEUbLhQrSEhIICUlRWQtlKioKHTo0AGZmZkMJeO7dOkS5s+fD09PT7Ro0QKEEDx9+hRbtmyBt7c3ysrKsGDBAgwePBibN2+uk0w7d+7ExIkTISsri507d9a4r4eHR51kqgmPx8PFixcFkyxtbGzQu3dvxk/MGjVqhH379qFjx4549OgROnXqhO3bt+Pq1auQlJRkfOXy+iI/Px+xsbGQk5ODhYUFoz2QVX38+BGGhoY1zqNjg4SEBLx48QLl5eVwcnISGb5D1W+hoaE4fvw4zp49i6KiIvTu3RvDhw9H9+7dGcvUs2dPyMvL48SJE0JDsQYPHoyCggLcuHGDsWwAcOrUKXh5eWHGjBlo1aoVACA8PBx79uzB+vXrheZu2tvbMxWTqmO04UIxqmLuQ1RUFGxtbYWGOfF4PCQmJsLNzQ2nT59mMCXQokULrFq1Ct26dRPafuvWLSxduhRPnjzBxYsXMXfuXMTHx9dJJlNTUzx79gwaGhoi4+Or4nA4db7A44/ev38Pd3d3fPnyBY0aNQIhBG/fvoWhoSGuXbuGhg0bMpZNXl4eb968gZGREebPn4+kpCQEBATg9evXaN++PdLS0hjLVp+8f/8e8fHxcHV1hZycHAghNfZS1qXs7Gw8efIEqampIkMD6XAs6t+0aNEinDhxAl+/fkXnzp0xfPhw9O3bF/Ly8kxHQ0xMDFxdXaGqqoq2bdsCAEJCQpCbm4ugoCDGCwn87GIDh8MRHGeYHpVB1R32DYan/q9UdAFHRkaiW7duQpVqpKWlYWJiggEDBjCUrtLLly/FDhkyNjbGy5cvAfDL6lYsNFYXqpaZZbrk7M94eHigYcOGCA8PFwzZycjIwO+//w4PDw9cu3aNsWyKiorIyMiAkZERAgMDMXv2bAD84U7fvn1jLFd9kZGRgUGDBuHevXvgcDh49+4dzMzMMH78eKiqqmLLli2M5rty5QqGDx+OgoICKCkpCTWmOBwO4w2X3377Dc2aNcOCBQuEtm/atAlPnjzBmTNnGEpG/ROCg4Mxb948DB48GJqamkzHEWJjY4Po6Gjs3r0bUVFRkJOTw8iRIzF9+nRWlBtm+/caxQza40Kxgr+/PwYPHsza+SFOTk5wcHCAr68vpKWlAfDHpk+YMAFRUVGIiIhAaGgofv/99zo72M6ZM6dW+3E4HMZPHhUUFBAeHo7GjRsLbY+KioKLiwvy8/MZSgYMHz4cb968gZOTE06cOIFPnz5BQ0MDly9fxqJFi2jlmp8YOXIkUlNTcfDgQVhbWwvK+VY0Al+/fs1oPktLS7i7u2Pt2rWsuMr9Iy0tLQQFBYl8Nl6+fInOnTsjJSWFoWRUXerRowcOHjwIPT09pqNQFKvRHheKFZgqI1xbe/bsQe/evWFgYAB7e3twOBzBxMqrV68C4I9Rnzp1ap1lioiIqNV+bBiuIyMjI3aiZ35+vqAhyJQ9e/ZgyZIl+Pz5M86dOwcNDQ0A/AmqQ4cOZTRbfRAYGIhbt26JlHa1sLDAx48fGUpV6cuXL/Dw8GBlowWo/jMgJSXFyMKsFDMePHjASA8v24dRxsfHY/v27UILUM6cOZPR4cUUs2jDhWIFHo+Hbdu24fTp0/j06ZOgOlEFpifnOzs748OHDzh27Bjevn0LQgh+++03DBs2TLAi94gRI+o007179+r07/0dPXv2xMSJE3Ho0CG0aNECAH+tgMmTJ6N3796MZlNVVcXu3btFtrOhVG59UFBQILZRkJ6ezooJ+t26dcOzZ89gZmbGdBSx7OzscOrUKZEKbCdPnoSNjQ1Dqaj/B2wfRnnr1i307t0bjo6OcHFxASEEYWFhsLW1xZUrV9ClSxdG81HMoA0XihVWrFiBgwcPYs6cOVi6dCkWL16MDx8+4OLFi4yWVAX4Q8IaNWqEq1evYvLkyYxmqa927tyJUaNGoXXr1pCSkgLAf1779OmD7du3M5rtwYMHNd7u6upaR0nqJ1dXVwQEBGDVqlUAIFiLZNOmTejQoQPD6fhDcDw9PRETE4PGjRsL3n8VmG44L126FAMGDEB8fLzQOjgnTpyg81uof9XcuXMxduxY1g6jXLBgAWbPno3169eLbJ8/fz5tuPyfonNcKFZo2LAhdu7ciR49ekBJSQmRkZGCbeHh4fjjjz8YzdegQQPcuXNHqPwi9evev3+P2NhYEEJgY2MDc3NzpiOJrVxT9cojrVZTs5iYGLRv3x5NmzZFUFAQevfujdevXyMzMxOhoaGMD+moqTIRW6oRXbt2DWvXrkVkZCTk5ORgb28Pb29vtGvXjuloVB1RUlISzA+rKwoKCnj58iVreyNlZWXx8uVLkdLgb9++hb29PYqKihhKRjGJ9rhQrJCcnCyYnKqoqIicnBwA/CFGS5cuZTIaAGDGjBnYsGEDDh48yMqV6dnoZ8UDgoODBf/eunXrv5ymellZWUK/l5aWIiIiAkuXLsWaNWsYSlV/VFQm2rt3L7hcLgoKCtC/f39MmzaNFRONfxy3z0Y9evQQLIBKUXWF7cMotbS0EBkZKdJwiYyMFFmsmvr/Qc/AKFYwMDBAUlISjIyMYG5ujsDAQDRp0gRPnz5lxTj5x48f4+7duwgMDETjxo2hoKAgdDtdpFBUfSkeoKKiIrKtS5cukJGRwezZs/H8+XMGUtUvurq6WLlyJdMxfqqoqIi1lQtLSkrETpA2MjJiKBH1X8f2YZQTJkzAxIkTkZCQAGdnZ3A4HDx8+BAbNmzA3LlzGc1GMYcOFaNYYcGCBVBWVsaiRYtw9uxZDB06FCYmJvj06ZPYMa51bcyYMTXefuTIkTpKQtWV2NhYNG/enNFSzfVFSEgIfHx8kJCQgDNnzqBBgwY4evQoTE1N0aZNG0az8Xg8rF27Fvv370dKSgrevn0LMzMzLF26FCYmJhg3bhyj+d69e4exY8ciLCxMaDtdWO//y7p16zBlyhSoqqrW2d9k+zBKQgi2b9+OLVu24OvXrwAAfX19eHp6wsPDg/GLXhQzaMOFYqXHjx8jNDQU5ubmjF/1of7boqOjhX4nhCApKQnr169HaWkpQkNDGUpWP5w7dw4jRozA8OHDcfToUcTExMDMzAx79+7F1atXcf36dUbzrVy5Ev7+/li5ciUmTJiAV69ewczMDKdPn8a2bdvw6NEjRvO5uLhAUlISCxYsgJ6ensjJmIODA0PJqH8KLen791WU06+o4kn9/6INF4pxpaWlmDhxIpYuXcrasbbUf5eEhAQ4HA5+PBS2atUKhw8fhpWVFUPJ6gcnJyfMnj0bI0eOFJpgHBkZCTc3NyQnJzOaz9zcHD4+PujUqZNQvjdv3qB169Yic5zqmoKCAp4/f07fZ/9R1ZX0jYqKoiV9ayk1NRVxcXHgcDho1KgRtLS0mI5EMYjOcaEYJyUlhQsXLrBiEn51UlJSMG/ePNy9exepqakiJ7lMd6lTf11iYqLQ7xISEtDS0mLtXAi2iYuLE1syWllZGdnZ2XUf6AdfvnwRW72uvLwcpaWlDCQSZmNjg/T0dKZjUP8Stpf0LSgowP3798Wun+bh4cFQKr7c3FxMmzYNJ06cEMz94nK5GDx4MPbs2SN2fiL130cbLhQr9OvXDxcvXvxpJSqmjB49Gp8+fcLSpUvFDueg6i9jY2OmI9Rrenp6eP/+PUxMTIS2P3z4kBU9qLa2tggJCRF5nc+cOQMnJyeGUlXasGEDvLy8sHbtWrETpJWVlRlKRv0TYmNjcfr0aZHtY8eOZXwNq4iICLi7u6OwsBAFBQVQV1dHeno65OXloa2tzXjDZfz48YiMjMS1a9fQunVrcDgchIWFYebMmZgwYYLY55X676MNF4oVzM3NsWrVKoSFhaFp06YiVbuYPoA+fPgQISEhcHR0ZDQH9e+4f/8+Nm/eLDQG3dPTE23btmU6GutNmjQJM2fOxOHDh8HhcPD161c8evQI8+bNY3zxWADw9vbGiBEj8OXLF5SXl+P8+fOIi4tDQEAArl69ynQ8dO7cGQDQqVMnoe10cv5/A5tL+s6ePRu9evXCvn37oKqqivDwcEhJSeH333/HzJkzGc0G8Nc3unXrllCBj27duuHAgQNwc3NjMBnFJNpwoVjh4MGDUFVVxfPnz0XKz3I4HMYbLoaGhiLDw6j/hmPHjmHMmDHo378/PDw8BGPQO3XqBD8/PwwbNozpiKzm5eWFnJwcdOjQAUVFRXB1dYWMjAzmzZuH6dOnMx0PvXr1wqlTp7B27VpwOBwsW7YMTZo0Yc38gnv37jEdgfoXsbmkb2RkJHx8fMDlcsHlclFcXAwzMzNs3LgRo0aNQv/+/RnNp6GhIXY4mIqKCtTU1BhIRLEBnZxPUbUQGBiILVu2wMfHR2RIDFW/WVtbY+LEiZg9e7bQ9q1bt+LAgQOIjY1lKFn9UlhYiJiYGJSXl8PGxgaKiopMR6IoxrG5pK+WlhZCQ0NhaWmJRo0aYefOnejWrRvevHmDJk2aoLCwkLFsAODr64szZ84gICBAsJhtcnKyoFE1adIkRvNRzKANF4qqBTU1NRQWFqKsrAzy8vIi49AzMzMZSkb9XTIyMnj9+rXIBO7379/Dzs4ORUVFDCWrfz5//gwOhwMDAwOmo4iVn58vssAjW+aQFBYWip0gbW9vz1Ai6p/GtpK+Xbt2xejRozFs2DBMnjwZERER8PDwwNGjR5GVlYXHjx8zms/JyQnv379HcXGxYCHWT58+QUZGRmTo3YsXL5iISDGADhWjWGHs2LE13n748OE6SiIe05MoqX+PoaEh7t69K9JwuXv3LgwNDRlKVX+UlZVhxYoV2Llzp2CxTkVFRcyYMQPe3t4ijfy6lpiYiOnTpyM4OFioEcqWOSRpaWkYM2YMbty4IfZ2pvNR/xy2NFgqrF27VtCYWrVqFUaNGoUpU6bA3NycFYsq9+3bl+kIFAvRhgvFCj+upVBaWopXr14hOzsbHTt2ZChVpVGjRjEdgfqXzJ07Fx4eHoiMjBQag+7n54cdO3YwHY/1pk+fjgsXLmDjxo1o3bo1AODRo0dYvnw50tPTsX//fkbzDR8+HAD/4oeOjg7rKgLOmjULWVlZCA8PR4cOHXDhwgWkpKRg9erV2LJlC9PxqL+gSZMmuHv3LtTU1ODk5FTje47JnoJmzZoJ/q2lpcX4YrE/8vb2rtV+J06cQEFBgUhRH+q/iTZcKFa4cOGCyLby8nJMnTqV0ZKqp0+fRt++fSEtLQ0A+PDhAwwNDcHlcgHwh3fs3r0bXl5ejGWk/p4pU6ZAV1cXW7ZsEZTXtLa2xqlTp9CnTx+G07HfiRMncPLkSXTv3l2wzd7eHkZGRhgyZAjjDZfo6Gg8f/4cjRo1YjRHdYKCgnDp0iU0b94cEhISMDY2RpcuXaCsrIx169ahR48eTEekflGfPn0gIyMDgP29Bunp6fjw4QM4HA5MTEygoaHBdKRfNmnSJLRs2ZIV5depfx+d40KxWlxcHNq3b4+kpCRG/j6Xy0VSUpKgbKWysjIiIyMFB8iUlBTo6+vT4RzU/y0dHR0EBwfD2tpaaHtsbCxcXV2RlpbGUDK+Dh06YPHixYKyw2yjrKyM6OhomJiYwMTEBMePH4eLiwsSExNha2vL+ARp6r/p9evXmDJlCkJDQ4W2t2vXDnv37oWVlRVDyX6dkpISoqKiaMPl/wTtcaFYLT4+HmVlZYz9/R/b9bSd/9/z9OlTlJeXo2XLlkLbHz9+DC6XKzScghI1bdo0rFq1CkeOHBFcZS4uLsaaNWtYUQ754MGDmDx5Mr58+QI7OzuROTdMT35v1KgR4uLiYGJiAkdHR0Hlwv379wsqKVHUPyk5ORnt2rWDlpYWtm7dCisrKxBCEBMTgwMHDsDV1RWvXr1ifJ0ZihKHNlwoVpgzZ47Q74QQJCUl4dq1a3R+CfWvmjZtGry8vEQaLl++fMGGDRsYr6zDdhEREbh79y4MDAzg4OAAAIiKikJJSQk6deoktBbE+fPn6zxfWloa4uPjMWbMGME2DofDmsn5s2bNEvQoe3t7o1u3bjh27BikpaXh7+/PaDbqr1FTU6v1XComKlJu27YNxsbGCA0NhaysrGC7m5sbpkyZgjZt2mDbtm1Yt25dnWejqJ+hDReKFSIiIoR+l5CQgJaWFrZs2fLTimMU9XfExMSgSZMmItudnJwQExPDQKL6RVVVFQMGDBDaxqZqbGPHjoWTkxNOnDjBysn5FcUDAP577sOHD3jz5g2MjIygqanJYDLqr6pahTIjIwOrV69Gt27dhIpX3Lp1C0uXLmUk3+3bt7FgwQKhRksFOTk5eHp6YuPGjbThQrESbbhQrMDm1aNv3bolWL23vLwcd+/exatXrwAA2dnZDCaj/gkyMjJISUkRGR+dlJQESUl6iPyZvXv3ory8XFDR58OHD7h48SKsra3RrVs3htMBHz9+xOXLl0XKXTPpxx7mmmzduvVfTEL9G6qOEhgwYABWrlwpNGzSw8MDu3fvxp07d0QWvq0LCQkJYi/WVGjWrBkSEhLqMBFF1R6dnE9RNZCQkPjpPmwYbkL9dUOGDEFycjIuXbokaKBmZ2ejb9++0NbWFlQao8Tr2rUr+vfvj8mTJyM7OxtWVlaQkpJCeno6tm7diilTpjCar1evXhg9erRIrxCTOnToIPT78+fPwePxBJXP3r59Cy6Xi6ZNmyIoKIiJiNQ/RFFREZGRkSIN53fv3sHJyUmw9lFd+rHozI9SUlLQoEEDRueX/go7OzvcuHGDVT291L+HXk6kGPOz+vZVMVXr/sdVtqn/ni1btsDV1RXGxsZwcnICAERGRkJHRwdHjx5lOB37vXjxAtu2bQMAnD17Fjo6OoiIiMC5c+ewbNkyVjRcZs+ejZcvX6Jx48Yik/N79+5d55mq9jBv3boVSkpK8Pf3h5qaGgD+ulZjxoxB27Zt6zwb9c/S0NDAhQsX4OnpKbT94sWLjJYezsvLEztUDAByc3PrVSGaihEQ1P8H2uNCMWbFihWCfxcVFWHv3r2wsbERjAMODw/H69evMXXq1Hoz1rZHjx44ePAgrQZUzxQUFOD48eOIioqCnJwc7O3tMXToUMZXfa8P5OXlBXMyBg0aBFtbW3h7e+Pz589o1KgR4+V8a+o1ZUNvaYMGDRAYGAhbW1uh7a9evULXrl3x9etXhpJR/wQ/Pz+MGzcObm5uQt9tN2/exMGDBzF69Og6zyQhIVHjRUO2FK6orsgBh8OBrKwszM3NMXr0aKHCG9R/H+1xoRhTdVXc8ePHw8PDA6tWrRLZ5/Pnz3Ud7S978OABvn37xnQM6hcpKCigTZs2MDIyQklJCQDgxo0bAJi5Il+fmJub4+LFi+jXrx9u3bolGLOfmpoKZWVlhtOxv9c0NzcXKSkpIg2X1NRU5OXlMZSK+qeMHj0a1tbW2LlzJ86fPw9CCGxsbBAaGipSybCusHlOaVXLli3DmjVr0L17d7Ro0QKEEDx9+hQ3b97EtGnTkJiYiClTpqCsrAwTJkxgOi5VR2iPC8UKKioqePbsGSwsLIS2v3v3Ds2aNUNOTg5DyX4NXQir/klISEC/fv3w8uVLoTK5FZi+6sh2Z8+exbBhw8Dj8dCpUycEBgYCANatW4cHDx4IGoCUeCNHjsT9+/exZcsWtGrVCgD/irynpydcXV1pSWSKcevXr8fkyZOhqqpap393wIAB6NKlCyZPniy03cfHB4GBgTh37hx27doFX19fvHz5sk6zUcyhDReKFXR1dbFu3TqRLt8jR45gwYIFSElJYSjZr6ENl/qnV69e4HK5OHDgAMzMzPD48WNkZmZi7ty52Lx5M51nUAvJyclISkqCg4ODYGjWkydPoKyszPgK3CtXrqzx9mXLltVREvEKCwsxb948HD58GKWlpQAASUlJjBs3Dps2bRJUa6Pqp0+fPtV4u5GRUR0l+euUlZURGRlZ599r1RU2eP/+PRwdHZGfn4/4+HjY29ujoKCgTrNRzKFDxShWmDVrFqZMmYLnz58LXXU8fPgw4ycW1H/bo0ePEBQUBC0tLUhISIDL5aJNmzZYt24dPDw8RNYYokTp6upCV1dXaFuLFi0YSiPswoULQr+XlpYiMTERkpKSaNiwIePHF3l5eezduxebNm1CfHw8CCEwNzenDZb/CBMTkxrnk9SHHl2mrm+rq6vjypUrIiWjr1y5AnV1dQD8+YlKSkpMxKMYQhsuFCssWLAAZmZm2LFjB/744w8AgLW1Nfz8/DBo0CCG01H/ZTweD4qKigAATU1NfP36FY0aNYKxsTHi4uIYTkf9XeIanrm5uRg9ejT69evHQCLxFBQUYG9vz3QM6h/24/uvtLQUERER2Lp1K9asWcNQqvph6dKlmDJlCu7du4cWLVqAw+HgyZMnuH79Ovbv3w+Av5hmu3btGE5K1SU6VIyqV06cOIHevXuz9mokHSpW/7Rt2xZz585F3759MWzYMGRlZWHJkiXw9fXF8+fPaanN/6hXr16hZ8+e+PDhA9NRqP9D165dw6ZNmxAcHMx0lJ9i8nstNDQUu3fvRlxcHAghsLKywowZM+Ds7FznWSh2oD0uVL0yadIktGzZkrUNg0WLFgm6sKn6YcmSJYLx0atXr0bPnj3Rtm1baGho4NSpUwyno/4t2dnZ9aboB/XfY2lpiadPnzIdg/VcXFzg4uLCdAyKRWjDhapX6rKD8PLly7Xet6Jk7sKFC/+tONS/pFu3boJ/m5mZISYmBpmZmdWuIUDVLzt37hT6nRCCpKQkHD16FG5ubgylov5f5ObmCv1e8f5bvny5SBVNSlR5eTnev3+P1NRUkdLmrq6uDKWimEQbLhRVjb59+wr9XlEqt+rvFerDBEuq9miv2X/Htm3bhH6XkJCAlpYWRo0aRS80UP86VVVVkQsghBAYGhri5MmTDKX6NW3btoWcnFyd/93w8HAMGzYMHz9+FLloyYYFMilm0IYLRVWj6tWdO3fuYP78+Vi7di1at24NDoeDsLAwLFmyBGvXrmUwJUVRNUlMTGQ6AvV/7MfFHisazubm5pCUZP4ULD4+Hv9r795jqq7fOIC/vwdZqAiogBHhAURFplycioK2oYKZjOS4aOMPUwgEmxCXDSxjXjIvC0WoTbGAtDZBMBeLuEwMRTSYeAAXihwY0DjovJxCLovg/P5g8Ov8Dl6qxefrj/drY4PPOZvvP2TsOd/P8zzZ2dnQaDQ4duwYbG1tUVxcDAcHh9GlqEVFRUKyRUVFYcmSJfj+++9hZ2fHJ+AEgM359IIR1SS4cOFCHD9+HCtXrjQ4v3z5MiIjI9HY2DiueYjo2f744w+YmZlBrVZj4cKFouPQBPbzzz+jvb0dv//+u8H5yDVjESoqKrB+/Xr4+vri0qVLaGxshLOzMw4fPozq6mrk5+cLywYMT9qrq6sz2uNCE5v4cp/oBaDRaGBpaWl0bmlpyalERDI1adIkKJVKXikhYVpaWqBSqVBfX29w3Xjk6YHI/5vJycn4+OOPER8fb7ALxc/PD8eOHROWa4S3tzeam5tZuJABhegARH+FUqmEqanpuP+7S5cuxfvvvw+tVjt61tXVhYSEBNks2iMiY7t27cLOnTvx8OFD0VFoAoqNjYWjoyPu3r2LKVOm4ObNm7h06RKWLFkifBRyQ0PDmLuMbGxs8ODBAwGJDO3YsQMJCQnIycnB9evXUV9fb/BFExOfuNALRdROjaysLAQHB0OpVGL27NkAgPb2dsybNw/nz58XkomIni09PR3Nzc145ZVXoFQqjXZA1dbWCkpGE8HVq1dRXl4OGxsbKBQKmJiYYOXKlThw4ABiYmLGXJA6XqysrKDVauHk5GRwfuPGDdjb2wtK9V+bNm0CAISFhY2ejTy1YnP+xMXChWThSaNnJUmCmZkZXFxcsGXLFmzdulVAOsDFxQX19fUoKyvDrVu3oNfr4ebmhrVr17JhkEjG3nzzTf6OkjCDg4MwNzcHAFhbW6OzsxPz58+HUqnE7du3hWYLDQ1FUlISzp49C0mSMDQ0hCtXriAxMRGbN28Wmg3gYA0aG5vzSRaOHj2K/fv3Y/369Vi2bBn0ej1qampQXFyMuLg4tLa24vTp08jIyEBERITouERERM+0atUqJCQkYOPGjQgNDcWjR4+wa9cuZGZm4vr168JuEQDAwMAAtmzZgjNnzkCv12PSpEkYHBxEaGgocnJyYGJiIiwb0ZOwcCFZ2LRpE/z9/REVFWVwfuLECZSWlqKgoAAZGRnIzMxEQ0PDuOfbu3fvU19PSUkZpyRE9Fc4OzujpqYGM2fONDjX6XRYvHgxWlpaBCWjiaCkpAQ9PT1QqVRoaWlBYGAgbt26hZkzZyI3NxerV68WHREajQY3btzA0NAQvLy8ZLUYU6PRIC0tDY2NjZAkCQsWLEBsbCzmzJkjOhoJwsKFZMHc3BxqtdpoekhzczM8PT3x+PFjaDQauLu7o6enZ9zzeXl5Gfw8MDCA1tZWTJo0CXPmzOE9eSKZUigU6Orqgq2trcH53bt34eDgYDSelujf9vDhwydej6b/KikpQVBQEDw9PeHr6wu9Xo+qqirU1dWhsLAQ/v7+oiOSAOxxIVmYMWMGCgsLERcXZ3BeWFg4usW8p6fHYGTjeBqrgfK3337Dli1bxpzKQkRifffdd6Pfl5SUGIwzHxwcxIULF4yakonGw8jfNBHi4+Of+71Hjhz5F5M8W3JyMuLi4nDw4EGj86SkJBYuExSfuJAsnDx5EtHR0XjjjTewbNkySJKE6upqFBUV4fjx4wgPD0dqaiqqq6uRm5srOu6omzdvIjAwkLtciGRGoRie9v/n3RkjTE1N4ejoiNTUVAQGBoqIRySEn5/fc71PkiSUl5f/y2mezszMDA0NDUZX15qamuDu7o7+/n5ByUgkPnEhWYiIiICbmxs+++wznDt3Dnq9Hq6urqioqICPjw8AICEhQXBKYzqdDr/++qvoGET0P4aGhgAATk5OqKmpgbW1teBEROJdvHhRdITnZmNjA7VabVS4qNVqo6ufNHGwcCHZ8PX1ha+vr+gYY0pPTzf4Wa/XQ6vV4vTp03j99dcFpSKiZxlrpKpOp4OVldX4hyGi5xYREYHIyEi0tLTAx8cHkiShsrIShw4dkuUHmTQ+eFWMZGNoaAjNzc24d+/e6KelI1577TVBqYb97114hUIBGxsbrF69Gjt37hTWe0NET3fo0CE4Ojri7bffBgC89dZbKCgogJ2dHYqKiuDh4SE4IZE4NTU1OHv2LNrb240GVZw7d05QqmF6vR5paWlITU1FZ2cnAMDe3h6JiYmIiYnhcIMJioULycK1a9cQGhqKtrY2o/vo3JBLRH+Xs7Mzvv76a/j4+KCsrAwhISHIzc1FXl4e2tvbUVpaKjoikRBnzpzB5s2bERAQgLKyMgQEBODOnTvo6upCcHAwsrOzhebr6+uDXq/HlClT0N3djdbWVly4cAFubm5Yt26d0GwkDgsXkgVPT0/MmzcPe/bsgZ2dndEnKX+eCCTaL7/8AkmSYG9vLzoKET3D5MmT0dTUBAcHB8TGxqK/vx8nTpxAU1MTvL298ejRI9ERiYRwd3fHtm3b8N5772HatGmoq6uDk5MTtm3bBjs7O+zZs0dovoCAAKhUKkRFRUGn08HV1RWmpqa4f/8+jhw5gujoaKH5SAyF6ABEAHDnzh188sknWLBgAaysrGBpaWnwJdrQ0BD27t0LS0tLKJVKzJ49G1ZWVti3b5/RtTYiko/p06ejo6MDAFBcXIy1a9cCGL6Gwie5NJFpNBps2LABAPDSSy+hp6cHkiQhLi4OmZmZgtMBtbW1WLVqFQAgPz8fs2bNQltbG06dOmXUd0oTB5vzSRa8vb3R3NxstIBSLj788EN8+eWXOHjw4OgirCtXrmD37t3o7+/H/v37RUckojGoVCqEhoZi7ty5ePDgAdavXw8AYy68JZpIZsyYge7ubgDDvSM3b97EokWLoNPp0NvbKzgd0NvbO9o/WlpaCpVKBYVCgeXLl6OtrU1wOhKFhQvJwo4dO5CQkICuri4sWrQIpqamBq+7u7sLSjbsq6++whdffIGgoKDRMw8PD9jb22P79u0sXIhk6ujRo3B0dERHRwcOHz4Mc3NzAIBWq8X27dsFpyMaf2q1Gp6enli1ahXKysqwaNEihISEIDY2FuXl5SgrK8OaNWtEx4SLiwvOnz+P4OBglJSUjC6ovnfvHiwsLASnI1HY40KyMLIs7s9GFsfJoTnfzMwM9fX1mDdvnsH57du34enpib6+PkHJiIiInp9CoYCXlxc2btyId999F3Z2dhgaGsKnn36KyspKuLi44KOPPsL06dOF5szPz0doaCgGBwexZs2a0UEaBw4cwKVLl/DDDz8IzUdisHAhWXjWY1+lUjlOScbm7e0Nb29vo3u1O3bsQHV1NX766SdByYjoWZqamvDjjz+OOWo9JSVFUCoiMa5evYqsrCzk5eVhYGAAKpUK4eHh8PPzEx3NSFdXF7RaLTw8PEY/4KyuroaFhQVcXV0FpyMRWLgQPYeKigps2LABs2fPxooVKyBJEqqqqtDR0YGioqLRBkIikpeTJ08iOjoa1tbWePnllw0mFkqShNraWoHpiMTp6+tDXl4esrOzcfnyZTg6OiIsLAzvvPMOXn31VdHxiMbEwoVkQ6PRIC0tDY2NjZAkCQsWLEBsbCzmzJkjOhoAoLOzE59//jlu3boFvV4PNzc3REZGYvfu3cjKyhIdj4jGoFQqsX37diQlJYmOQiRbGo0G2dnZOHXqFLRaLfz9/VFUVCQ6FpERFi4kCyUlJQgKCoKnp+fo1K6qqirU1dWhsLAQ/v7+oiOOqa6uDosXLxbeg0NEY7OwsIBarYazs7PoKESy9vjxY3zzzTf44IMPoNPp+HeNZImFC8mCl5cX1q1bh4MHDxqcJycno7S0VLbXOVi4EMlbeHg4li5diqioKNFRiGSpoqICWVlZKCgogImJCUJCQhAeHo7ly5eLjkZkhOOQSRYaGxuRl5dndB4WFoa0tLTxD0RE/xdGJiRdu3ZtzFHrMTExgpIRidPR0YGcnBzk5OSgtbUVPj4+yMjIQEhICKZOnSo6HtETsXAhWbCxsYFarcbcuXMNztVqNWxtbQWlIqIXXWZmJszNzVFRUYGKigqD1yRJYuFCE46/vz8uXrwIGxsbbN68GWFhYZg/f77oWETPhYULyUJERAQiIyPR0tICHx8fSJKEyspKHDp0CAkJCcJyqVSqp76u0+nGJwgR/S2tra2iIxDJyuTJk1FQUIDAwECYmJiIjkP0l7DHhWRBr9cjLS0Nqamp6OzsBADY29sjMTERMTExBiNMx9PWrVuf633Z2dn/chIiel7x8fHYt28fpk6divj4+Ce+T5IkpKamjmMyIiL6J1i4kCz09fVBr9djypQp6O7uRmtrKy5cuAA3NzesW7dOdDwieoH4+fnh22+/hZWV1VOX6kmShPLy8nFMRkRE/wQLF5KFgIAAqFQqREVFQafTwdXVFaamprh//z6OHDmC6Oho0RGJiIiISCCF6ABEAFBbWzu6fT4/Px+zZs1CW1sbTp06hfT0dMHpiIiIiEg0Fi4kC729vZg2bRoAoLS0FCqVCgqFAsuXL0dbW5vgdEREREQkGgsXkgUXFxecP38eHR0dKCkpQUBAAADg3r17sLCwEJyOiIiIiERj4UKykJKSgsTERDg6OsLb2xsrVqwAMPz0xcvLS3A6IiIiIhKNzfkkG11dXdBqtfDw8IBCMVxTV1dXw8LCAq6uroLTEREREZFILFyIiIiIiEj2eFWMiIiIiIhkj4ULERERERHJHgsXIiIiIiKSPRYuREREREQkeyxciIiIiIhI9li4EBERERGR7LFwISIiIiIi2WPhQkREREREsvcf4dNvoBnp3LwAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Because Hip Hop is in the top popular genres, it is analyzed\n", - "corr_df2 = HipHop_songs[['song_duration_ms', 'Loud_Enrgy_Prod', 'liveness', 'loudness', 'acousticness', 'key', 'speechiness', 'instrumentalness', 'danceability', 'energy', 'tempo', 'audio_valence', 'Vale_Dance_Prod', 'song_popularity']].corr()\n", - "sorted_corr2 = corr_df2['song_popularity'].sort_values(ascending=False)\n", - "print(sorted_corr2)\n", - "plt.figure(figsize=(9,7))\n", - "sns.heatmap(corr_df2, cmap='coolwarm', annot=True, vmin=-1, vmax=1, center=0, linewidths=.5, cbar_kws={\"shrink\": .5})" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "PopRock_songs = concatenated_df[concatenated_df['genre'] == 'Pop Rock']\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "song_popularity 1.000000\n", - "Loud_Enrgy_Prod 0.536797\n", - "acousticness 0.347100\n", - "danceability 0.284705\n", - "loudness 0.257142\n", - "speechiness 0.076619\n", - "instrumentalness 0.040745\n", - "tempo 0.029952\n", - "key -0.051375\n", - "liveness -0.064934\n", - "Vale_Dance_Prod -0.255480\n", - "energy -0.285156\n", - "audio_valence -0.386868\n", - "song_duration_ms -0.588488\n", - "Name: song_popularity, dtype: float64\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Because Pop Rock is in the top popular genres, it is analyzed\n", - "corr_df3 = PopRock_songs[['song_duration_ms', 'Loud_Enrgy_Prod', 'liveness', 'loudness', 'acousticness', 'key', 'speechiness', 'instrumentalness', 'danceability', 'energy', 'tempo', 'audio_valence', 'Vale_Dance_Prod', 'song_popularity']].corr()\n", - "sorted_corr3 = corr_df3['song_popularity'].sort_values(ascending=False)\n", - "print(sorted_corr3)\n", - "plt.figure(figsize=(9,7))\n", - "sns.heatmap(corr_df3, cmap='coolwarm', annot=True, vmin=-1, vmax=1, center=0, linewidths=.5, cbar_kws={\"shrink\": .5})" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Conclusion\n", - " What musical features are most important to the song popularities of the most popular genres within this dataset?\n", - "- Trap: Based on the results above, energy and audio valence seem to be the most important musical features to the song popularity of trap music. This is seen in the correlation data generated in line 516, where energy and audio valence are shown to have correlations to popularity of -0.587341 and -0.552183, respectively. The importance of energy here can likely be explained by the fact that trap music tends to have a heavier emphasis on delivery, which is one of the elements of a song that can bring about the most energy. Additionally, the importance of audio valence can be explained by the presence of acoustically appealing elements in trap, such as synth, which often evokes feelings of euphoria.\n", - "\n", - "- Hip Hop: Based on the results above, instrumentalness and danceability seem to be the most important musical features to the song popularity of the Hip Hop genre. This is seen in the correlation data generated in line 556, where instrumentalness and danceability are shown to have correlations to popularity of -0.597227 and 0.415569, respectively. The importance of instrumentalness here can likely be explained by the fact that hip hop music tends to have a heavier emphasis on the beats, which is where the instrumentation exists. The importance of danceability here also follows, as beats provide the rhythm for dance.\n", - "\n", - "- Pop Rock: Based on the results above, song duration and loud_energy_prod seem to be the most important musical features to the song popularity in the Pop Rock genre. This is seen in the correlation data generated in line 558, where song duration and loud_energy_prod are shown to have correlations to popularity of -0.588488 and 0.536797, respectively. The importance of song duration here can likely be explained by the fact that Pop Rock songs tend to be more radio friendly, which would come with specific time retraints for artists seeking such a platform. The importance of loud_energy_prod can be explained by the fact that Pop rock is a genre that often emphasizes catchy melodies, memorable hooks, and sing-along choruses, and the use of loudness and energy can help to amplify these qualities and make the music more engaging and exciting. Loudness in particular can create a sense of power and urgency, and can be used to create contrast between softer and louder sections of a song, adding to its dynamic range." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "concatenated_df.to_csv('concatenated_df.csv', index= False)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Import Method Chain " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "ename": "ImportError", - "evalue": "cannot import name 'project_functions3' from 'code' (/Users/annabellengarambe/miniconda3/lib/python3.10/code.py)", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mImportError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[43], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mcode\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m project_functions3 \u001b[38;5;66;03m# This is called a relative import\u001b[39;00m\n\u001b[1;32m 2\u001b[0m df \u001b[38;5;241m=\u001b[39m project_functions3\u001b[38;5;241m.\u001b[39mload_and_process(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m/Users/Annabellengarambe/Desktop/DATA_301/project-group-group48/data/raw/song_data.csv.zip\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 3\u001b[0m df\n", - "\u001b[0;31mImportError\u001b[0m: cannot import name 'project_functions3' from 'code' (/Users/annabellengarambe/miniconda3/lib/python3.10/code.py)" - ] - } - ], - "source": [ - "from code import project_functions3 # This is called a relative import\n", - "df = project_functions3.load_and_process(\"/Users/Annabellengarambe/Desktop/DATA_301/project-group-group48/data/raw/song_data.csv.zip\")\n", - "df" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/analysis/analysis3_.ipynb b/analysis/analysis3_.ipynb new file mode 100644 index 0000000..97cd0d0 --- /dev/null +++ b/analysis/analysis3_.ipynb @@ -0,0 +1,2065 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Annabelle Ngarambe " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Refined Research questions" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Research Question 1: What musical elements are most associated with each other and how are they related to music popularity? Are the trends consistent across the top and least popular songs?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The aim of this question is to observe the strongest relationships among the musical features in the dataset, and their relationship to the most popular songs in our sample. Observing these relationships might help us better highlight existing relationships between the musical factors and song popularity. A follow up question could be: are these elements true to only specific genres or to popular music in general? This could be answered by asking an even more specific question such as:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Research question 2: What musical features are most important to the song popularities of the most popular genres within this dataset?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "My original question only looked at what elements are most reccuring in popular songs. To answer this refined question, I'll have to analyze the musical characteristics of successful songs within the most popular genres and compare them to identify patterns or differences. By identifying the specific features that are consistently associated with success in those genres, you could gain insights into the characteristics that make a song successful within that particular musical style, and how these characteristics may differ from those that are important in the least popular genres." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Research question/interests\n", + "\n", + "## Research question 1: Is there a relationship between the historical time frame of a song and the features that make it popular?\n", + "\n", + "One of the things I love about music is how timeless a tune can be regardless of trending genres\n", + "and artists. I am hoping that with this project, we can gain a better understanding of the factors\n", + "that make a song popular and gage their relevance across different time frames. For example,\n", + "we could look at what elements made music popular in the 80s compared to the elements that\n", + "attract listeners nowadays. To answer this, we would need to create a new column that\n", + "classifies the songs according to their year of release. Once we observe trends in the features\n", + "that contribute to music popularity in general, we can narrow our focus songs within a specific\n", + "time frame. If certain features are more relevant in a specific time frame than in others, then\n", + "we could suggest a relationship between the time frame that a song was released in and its\n", + "popularity\n", + "\n", + "## Research question 2: Are there elements that are crucial to the success of a specific musical genres?\n", + "\n", + "This question can be answered by observing trends in different genres of music. We could add a\n", + "column that classifies our data by the music genre of the song and look for recurring features in\n", + "specific genres. If a specific feature appears in popular songs within the same genre more than\n", + "others, then perhaps those features are important to the success of songs in that genre." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Dataset" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pylab as plt\n", + "import seaborn as sns" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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song_namesong_popularitysong_duration_msacousticnessdanceabilityenergyinstrumentalnesskeylivenessloudnessaudio_modespeechinesstempotime_signatureaudio_valence
0Boulevard of Broken Dreams732623330.0055200.4960.6820.00002980.0589-4.09510.0294167.06040.474
1In The End662169330.0103000.5420.8530.00000030.1080-6.40700.0498105.25640.370
2Seven Nation Army762317330.0081700.7370.4630.44700000.2550-7.82810.0792123.88140.324
3By The Way742169330.0264000.4510.9700.00355000.1020-4.93810.1070122.44440.198
4How You Remind Me562238260.0009540.4470.7660.000000100.1130-5.06510.0313172.01140.574
................................................
18830Let It Breathe601596450.8930000.5000.1510.000065110.1110-16.10710.0348113.96940.300
18831Answers602056660.7650000.4950.1610.000001110.1050-14.07800.030194.28640.265
18832Sudden Love (Acoustic)231822110.8470000.7190.3250.00000000.1250-12.22210.0355130.53440.286
18833Gentle on My Mind553522800.9450000.4880.3260.01570030.1190-12.02010.0328106.06340.323
18834Up to Me601935330.9110000.6400.3810.00025440.1040-11.79010.030291.49040.581
\n", + "

18835 rows × 15 columns

\n", + "
" + ], + "text/plain": [ + " song_name song_popularity song_duration_ms \\\n", + "0 Boulevard of Broken Dreams 73 262333 \n", + "1 In The End 66 216933 \n", + "2 Seven Nation Army 76 231733 \n", + "3 By The Way 74 216933 \n", + "4 How You Remind Me 56 223826 \n", + "... ... ... ... \n", + "18830 Let It Breathe 60 159645 \n", + "18831 Answers 60 205666 \n", + "18832 Sudden Love (Acoustic) 23 182211 \n", + "18833 Gentle on My Mind 55 352280 \n", + "18834 Up to Me 60 193533 \n", + "\n", + " acousticness danceability energy instrumentalness key liveness \\\n", + "0 0.005520 0.496 0.682 0.000029 8 0.0589 \n", + "1 0.010300 0.542 0.853 0.000000 3 0.1080 \n", + "2 0.008170 0.737 0.463 0.447000 0 0.2550 \n", + "3 0.026400 0.451 0.970 0.003550 0 0.1020 \n", + "4 0.000954 0.447 0.766 0.000000 10 0.1130 \n", + "... ... ... ... ... ... ... \n", + "18830 0.893000 0.500 0.151 0.000065 11 0.1110 \n", + "18831 0.765000 0.495 0.161 0.000001 11 0.1050 \n", + "18832 0.847000 0.719 0.325 0.000000 0 0.1250 \n", + "18833 0.945000 0.488 0.326 0.015700 3 0.1190 \n", + "18834 0.911000 0.640 0.381 0.000254 4 0.1040 \n", + "\n", + " loudness audio_mode speechiness tempo time_signature \\\n", + "0 -4.095 1 0.0294 167.060 4 \n", + "1 -6.407 0 0.0498 105.256 4 \n", + "2 -7.828 1 0.0792 123.881 4 \n", + "3 -4.938 1 0.1070 122.444 4 \n", + "4 -5.065 1 0.0313 172.011 4 \n", + "... ... ... ... ... ... \n", + "18830 -16.107 1 0.0348 113.969 4 \n", + "18831 -14.078 0 0.0301 94.286 4 \n", + "18832 -12.222 1 0.0355 130.534 4 \n", + "18833 -12.020 1 0.0328 106.063 4 \n", + "18834 -11.790 1 0.0302 91.490 4 \n", + "\n", + " audio_valence \n", + "0 0.474 \n", + "1 0.370 \n", + "2 0.324 \n", + "3 0.198 \n", + "4 0.574 \n", + "... ... \n", + "18830 0.300 \n", + "18831 0.265 \n", + "18832 0.286 \n", + "18833 0.323 \n", + "18834 0.581 \n", + "\n", + "[18835 rows x 15 columns]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "songdata = pd.read_csv(\"../data/raw/song_data.csv.zip\")\n", + "songdata" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Variable Definitions\n", + "The are a few variable that I was not too familiar with so I researched their definitions to better understand the role of each in the scope of my analysis:\n", + "\n", + "Acousticness: a measure used to describe the degree to which a sound or music recording is acoustic or electric in nature. It is a value between 0.0 and 1.0, where 0.0 represents an entirely electric or synthetic sound, and 1.0 represents an entirely acoustic sound.\n", + "\n", + "Speechiness: a measure used to describe the degree to which a sound contains spoken words, as opposed to singing or instrumental music. It is a value between 0.0 and 1.0, where 0.0 represents music with no speech-like features, and 1.0 represents spoken words with no music.\n", + "\n", + "Audio Valence: Audio valence is a measure used to describe the emotional/ affective content of a sound or music recording. It is a value between 0.0 and 1.0, where 0.0 represents negative or sad emotions, and 1.0 represents positive or happy emotions.\n", + "\n", + "Time Signature: Time signature is a musical notation that specifies the number of beats per measure and the type of note that represents one beat. \n", + "\n", + "Tempo: Tempo is a measure used to describe the speed or pace of a sound or music recording. Faster tempos generally indicate a more energetic or upbeat musical style, while slower tempos may indicate a more relaxed or contemplative style.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### To gain a better understanding of the different values for each variable, I look at descriptive summary statistics of the variables in my dataframe (below)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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song_popularitysong_duration_msacousticnessdanceabilityenergyinstrumentalnesskeylivenessloudnessaudio_modespeechinesstempotime_signatureaudio_valence
count18835.00000018835.00000018835.00000018835.00000018835.00000018835.00000018835.00000018835.00000018835.00000018835.00000018835.00000018835.00000018835.00000018835.000000
mean52.991877218211.5875760.2585390.6333480.6449950.0780085.2891960.179650-7.4474350.6281390.102099121.0731543.9591190.527967
std21.90565459887.5405660.2887190.1567230.2141010.2215913.6145950.1439843.8278310.4833140.10437828.7144560.2985330.244632
min0.00000012000.0000000.0000010.0000000.0010700.0000000.0000000.010900-38.7680000.0000000.0000000.0000000.0000000.000000
25%40.000000184339.5000000.0241000.5330000.5100000.0000002.0000000.092900-9.0440000.0000000.03780098.3680004.0000000.335000
50%56.000000211306.0000000.1320000.6450000.6740000.0000115.0000000.122000-6.5550001.0000000.055500120.0130004.0000000.527000
75%69.000000242844.0000000.4240000.7480000.8150000.0025708.0000000.221000-4.9080001.0000000.119000139.9310004.0000000.725000
max100.0000001799346.0000000.9960000.9870000.9990000.99700011.0000000.9860001.5850001.0000000.941000242.3180005.0000000.984000
\n", + "
" + ], + "text/plain": [ + " song_popularity song_duration_ms acousticness danceability \\\n", + "count 18835.000000 18835.000000 18835.000000 18835.000000 \n", + "mean 52.991877 218211.587576 0.258539 0.633348 \n", + "std 21.905654 59887.540566 0.288719 0.156723 \n", + "min 0.000000 12000.000000 0.000001 0.000000 \n", + "25% 40.000000 184339.500000 0.024100 0.533000 \n", + "50% 56.000000 211306.000000 0.132000 0.645000 \n", + "75% 69.000000 242844.000000 0.424000 0.748000 \n", + "max 100.000000 1799346.000000 0.996000 0.987000 \n", + "\n", + " energy instrumentalness key liveness \\\n", + "count 18835.000000 18835.000000 18835.000000 18835.000000 \n", + "mean 0.644995 0.078008 5.289196 0.179650 \n", + "std 0.214101 0.221591 3.614595 0.143984 \n", + "min 0.001070 0.000000 0.000000 0.010900 \n", + "25% 0.510000 0.000000 2.000000 0.092900 \n", + "50% 0.674000 0.000011 5.000000 0.122000 \n", + "75% 0.815000 0.002570 8.000000 0.221000 \n", + "max 0.999000 0.997000 11.000000 0.986000 \n", + "\n", + " loudness audio_mode speechiness tempo time_signature \\\n", + "count 18835.000000 18835.000000 18835.000000 18835.000000 18835.000000 \n", + "mean -7.447435 0.628139 0.102099 121.073154 3.959119 \n", + "std 3.827831 0.483314 0.104378 28.714456 0.298533 \n", + "min -38.768000 0.000000 0.000000 0.000000 0.000000 \n", + "25% -9.044000 0.000000 0.037800 98.368000 4.000000 \n", + "50% -6.555000 1.000000 0.055500 120.013000 4.000000 \n", + "75% -4.908000 1.000000 0.119000 139.931000 4.000000 \n", + "max 1.585000 1.000000 0.941000 242.318000 5.000000 \n", + "\n", + " audio_valence \n", + "count 18835.000000 \n", + "mean 0.527967 \n", + "std 0.244632 \n", + "min 0.000000 \n", + "25% 0.335000 \n", + "50% 0.527000 \n", + "75% 0.725000 \n", + "max 0.984000 " + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "songdata.describe().apply(lambda s: s.apply(lambda x: format(x, 'f')))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we can see, the elements with the most variation are song duration, loundness, and key. The least varied one is audio mode. I am going to drop the audio mode column as it shows the least amount of variations and is therefore a bit redudant to my analysis. I am also dropping the time signature column as it is also quiet irrelevant to our analysis. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# EDA" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Observerving Correlation in the Variables" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To observe the general relationship between the different variables, I plot them on a heatmap that displays the correlation between them." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "corr = songdata_cleaned.corr(numeric_only=True)\n", + "mask = np.triu(np.ones_like(corr, dtype=bool))\n", + "plt.figure(figsize=(8,6))\n", + "sns.heatmap(corr, \n", + " xticklabels=corr.columns, \n", + " yticklabels=corr.columns, \n", + " annot=True, \n", + " cmap=custom_palette,\n", + " mask=mask)\n", + "plt.yticks(rotation=0)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From this heatmap, we can see that there is no strong corellation between any of the elements and song popularity. However, the factors that are most correlated to popularity are loudness with a 0.14 correlation, instrumentalness with a correlation of -0.15 and key with a correlation of 0.11. Loudness and energy have the strongest correlation (0.75), followed by energy and accousticness(0.64) and loudness and accousticness (0.52). The the most relevant elements to see trends in our dataset are therefore loudness, energy and accousticness. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Song Popularity and Instrumentalness\n", + "The goal of my data analysis is to understand the factors that contribute to song popularity. I've made a regression plot between instrumentalness and song popularity because of all the other elements,instrumentalness has the strongest correlation to popularity. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Text(0.5, 1.0, 'Popularity vs Instrumentalness Correlation')]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.regplot(x=\"instrumentalness\", y=\"song_popularity\", data=songdata_cleaned, color= \"b\").set( title = \"Popularity vs Instrumentalness Correlation\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The plot and regression line suggest that while the correlation is really small, there is a negative relationship between song popularity and instrumentalness, meaning that songs with higher instrumentalness tend to be relativesly less popular. However from the spread of the scatter plot, we can see that most dots lie on the left end of the graph which tells us that most of the songs in our dataset have very small to no (0) instrumentalness. The regression line shows that the few songs that do have high instrumentalness are less popular, but it is important to acknowledge that the results are not that robust. For this reason, I think the correlation between instrumentalness and popularity becomes redudant in our analysis." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Song Popularity and Loudness\n", + "Next,I've made a regression plot between loudness and song popularity" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Text(0.5, 1.0, 'Popularity vs Loudness Correlation')]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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48PLLL6N///4YNmwYAP/z8tZbb3k95+i2P/7xj16vv/HGG3C73RG1c+rUqXA6ndi6dSvGjh1r+DBi2LBh+M1vfoORI0cajpXD4cC4ceN6tBuBxrO8vBy//vWvsXLlSixfvtzwmK1bt/aMzxlnnIH//Oc/Pufk6L3TTz89pL4bce6550JRFOzevdtwLEaOHOn3s+F8R1wuV8galzPOOANVVVU+0XXLly9HVlaWhLH3QkTDI6QUU6ZMwdSpU3HnnXeisbERp5xySk+U1pgxY/DLX/7S6/iKigqcf/75eOCBB9C3b1+8/PLLeP/99/Hoo4/2RMeceOKJGD58OG6//Xa43W4UFBRgxYoV+OSTT0JqT3p6On72s59h9uzZaG9vx9NPP436+vqo+pmbm4vKykr8v//3/3DGGWegsLAQxcXFXhlsb775ZowbNw4AJWsMFYfDgcsuuwyLFy9GXl4epk2bhvz8/J73GxoacPrpp2P69Ok46qijkJubizVr1uDdd9/FtGnTQrpGVVWVT5g/QBFNCxYswJQpU3D66afj9ttvR3p6Op566ils3rwZr776as8GefbZZ6OwsBBXXnkl5s2bB6fTiRdffBE7d+70OufRRx+NX/ziF1iyZAnS0tIwefJkbN68uSf6KBIGDRqEefPm4Z577sH333+Ps846CwUFBdi3bx8+//xzZGdnY+7cudi0aRNuuOEGXHLJJRg6dCjS09NRVVWFTZs24a677gIALF26FFVVVTjnnHMwcOBAtLe390QmTZ48OWA7Fi9ejO+//x4zZszAypUrcdFFF6GsrAwHDx7E+++/j2XLluG1117DqFGjcOutt2L58uU455xzMG/ePFRWVuLtt9/GU089hWuvvbZHkIyEU045BVdffTWuuOIKrF27Fqeddhqys7Oxd+9efPLJJxg5ciSuvfZaw8+G8x0ZOXIk3nzzTTz99NM44YQTYLfb/QqX999/P/7+97/j9NNPx3333YfCwkL88Y9/xNtvv42FCxd6rWmhl5BAh2lBCItQInwURVHa2tqUO++8U6msrFTS0tKUvn37Ktdee61SX1/vdVxlZaVyzjnnKH/+85+VY489VklPT1cGDRqkLF682OecW7ZsUc4880wlLy9PKSkpUW688Ubl7bffDilK66233lJGjx6tZGRkKP369VPuuOMO5R//+IfPZydMmKAce+yxhn3SR2kpiqJ88MEHypgxYxSXy+UTbcQMGjRIOfroowMNlyFbtmxRACgAlPfff9/rvfb2duWaa65RRo0apeTl5SmZmZnK8OHDlfvvv78nss0fPIf+HhxZ9fHHHyuTJk1SsrOzlczMTOWkk05S3nrrLZ/zff7558r48eOV7OxspV+/fsr999+vPPfccz5RdR0dHcqsWbOU0tJSJSMjQznppJOU1atXK5WVlYZRWvo1ZhSRpyiK8te//lU5/fTTlby8PMXlcimVlZXKxRdfrHzwwQeKoijKvn37lBkzZihHHXWUkp2dreTk5CijRo1Sfv/73ytut1tRFIpwuuiii5TKykrF5XIpRUVFyoQJE5S//e1vAceScbvdyksvvaRMmjRJKSwsVJxOp1JSUqL86Ec/Ul555RWlu7u759iamhpl+vTpSlFRkZKWlqYMHz5c+e1vf+t1DEdp/fa3v/W5FkdpHThwwLAtL7zwgjJu3LieeRsyZIhy2WWXKWvXru05JprvSF1dnXLxxRcrffr0UWw2m1eUHgyiFr/44gvlvPPOU/Lz85X09HRl9OjRyrJly7yO4bn905/+5PU6j4P+eCF5sSmKosRRvhIEyzBo0CCMGDECf//73xPdlJiwadMmjB49Gk8++SSuu+66RDdHEAQhoYhJSxBSjK1bt6KmpgZ33303+vbtm/TFMQVBEMxAnJYFIcV48MEHMWXKFDQ3N+NPf/qTJeocCYIgJBoxaQmCIAiCkPKIhkcQBEEQhJRHBB5BEARBEFIeEXgEQRAEQUh5JEoLlMV1z549yM3NNS21vyAIgiAIsUVRFDQ1NaGiogJ2e2Adjgg8oNoq+oq6giAIgiAkBzt37kT//v0DHiMCDyhNP0ADFmmqeUEQBEEQ4ktjYyMGDBjQs48HQgQeqMXr8vLyROARBEEQhCQjFHcUcVoWBEEQBCHlEYFHEARBEISURwQeQRAEQRBSHhF4BEEQBEFIeUTgEQRBEAQh5RGBRxAEQRCElCehAs+//vUvnHfeeaioqIDNZsNf//pXr/cVRcEDDzyAiooKZGZmYuLEifjyyy+9juno6MCNN96I4uJiZGdn4/zzz8euXbvi2AtBEARBEKxOQgWelpYWjB49Gk888YTh+wsXLsTixYvxxBNPYM2aNSgvL8eUKVPQ1NTUc8wtt9yCFStW4LXXXsMnn3yC5uZmnHvuueju7o5XNwRBEARBsDg2RVGURDcCoKRBK1aswIUXXgiAtDsVFRW45ZZbcOeddwIgbU5ZWRkeffRRzJw5Ew0NDSgpKcEf/vAH/PSnPwWglol45513MHXq1JCu3djYiPz8fDQ0NEjiQUEQBEFIEsLZvy3rw7Nt2zbU1tbizDPP7HnN5XJhwoQJ+PTTTwEA1dXV6Orq8jqmoqICI0aM6DlGEARBiC0eD1BdDaxcSX89nkS3SBB8sWxpidraWgBAWVmZ1+tlZWWoqanpOSY9PR0FBQU+x/Dnjejo6EBHR0fP88bGRrOaLQiC0KuoqgIeeQT45hugsxNITweGDwfuuguYNCnRrRMEFctqeBh9fQxFUYLWzAh2zIIFC5Cfn9/zkErpgiAI4VNVBcycCWzaBOTkAH370t9Nm+j1qqpEt1AQVCwr8JSXlwOAj6Zm//79PVqf8vJydHZ2or6+3u8xRsyZMwcNDQ09j507d5rcekEQhNTG4yHNTlMT0K8fkJkJ2O30t18/ev2RR8S8JVgHywo8gwcPRnl5Od5///2e1zo7O/HRRx9h/PjxAIATTjgBaWlpXsfs3bsXmzdv7jnGCJfL1VMZXSqkC4IghM/69WTGKioC9Ap1mw0oLKT3169PTPsEQU9CfXiam5vx3Xff9Tzftm0bNmzYgMLCQgwcOBC33HIL5s+fj6FDh2Lo0KGYP38+srKyMH36dABAfn4+rrzySsyaNQtFRUUoLCzE7bffjpEjR2Ly5MmJ6pYgCELKc/Ag+ey4XMbvZ2QA9fV0nCBYgYQKPGvXrsXpp5/e8/y2224DAFx++eV48cUXMXv2bLS1teG6665DfX09xo0bh/feew+5ubk9n/n9738Pp9OJn/zkJ2hra8MZZ5yBF198EQ6HI+79EQRB6C0UF5ODckcHmbH0tLfT+8XF8W+bIBhhmTw8iUTy8AiCIISHxwOcdRY5KPfr523WUhRg925g1Cjg3XfJt8cqeDxkZjt4kISxMWOs1b5Ykar9Dmf/tmxYuiAIgmBd7HYKPZ85k4SbwkIyY7W3A3V1QF4evW+lTbW3htD31n7rsdBSFARBEJKJSZOAZ54hTU5LC7B3L/0dNQpYutRam2lvDaHvrf02QkxaEJOWIAi9DzNNHFY3l1jV/BbrcbNqv81ETFqCIAiCX8w2cdjtwAknmN9OswgnhD5e/YiHmcmK/U4kSSrTCYIgCJHQG00coYTQd3bGL4Q+XnNgtX4nGhF4BEEQegm9NTuyNoTeiHiG0MdzDqzUbysgAo8gCEIvobdmRx4zhsxFhw6R74oWRaGosuHD6bhYE885sFK/rYAIPIIgCL2E3mri4BD63Fxy1G1tJQ1Kays9j2cIfTznwEr9tgK9pJuCIAhCbzZxWCWEPt5zYJV+WwEJS4eEpQuC0DvoDWHKwYhlKHgo507UHFg9dUCkSFi6IAiC4EMyZkc2m1iF0IcaZp6oObB66oB4kMLLWhAEQdAjJg7zCTfMXOYgMYhJC2LSEgSh95GqJo54E42JSj8Ho0cDGzfKnISDmLQEQRCEgIiJwxyiyWasnYOqKuDss6XAZywR2VEQBEEQIsSMMPPemP06EYjAIwiCIAgREm2YeW/Nfp0IROARBEEQhAgJJZvxsGEksKxcCVRXewsv4ZjEPB76vNF5hOCID48gCIIgREiwMHOnE6ivBy6+2Ng3JxSTWH098MEHwJw54uMTDRKlBYnSEgRBEKLDKA9PSQlQWwu43aTBcbnI9HXoEJV7eOYZID8fmDaNfHYyM33P29pKx7tcdF5/5+mtQk84+7cIPBCBRxAEIRDhhLBHEmodTYi8lcLrtW0pLATuvhv44ovA4ervvEPRWfqwdkUhYWfvXvo/IwPo3793ZscOhISlC4IgCKYQagZho2M9HtJuOJ20GRt9NpzzR9O2eKANM6+uBrZsCe6bs3Gjr0msqwvYs4fMYkx3Nzkwa/f0YGHvgje9UB4UBEEQQiGccGn9sTk55HvCD35N+9lowrGtHsodTri6NvPyoUPAtm0k7GRkAGVlJNh0dAA7dgCNjf7PIwRGBB5BEATBh3DCpY2O3bdPNcUoCj3PyFA/u2ABPSIJx06GUO5A4eqKQkKg2w18/jnwj3+QL8/f/w4MHkx+OcOGAUcfDfTpAzgc9OjuJp8gj4dKUTQ00HnS0mJT4T7VosLEpCUIgiD4EE64NOB9bGsrbfROJz13Oklj0doKZGfTZzdvps9FkqE4muzG8YLD1fW+OY2NJLQ0N9PzuXNJmOnTh4SdbduAigrVgTkri7REbW00jm1t1LeuLhKcPB76bH29ue23mrnQDETDIwiCIPgQjklGf6zbTRsxb/I2G23Obrf62Y4OekSSodiM7MaxhsPVc3PJN6e1lTQy27eTsKMoNC4OB41VfT0JgYcOUdu19O1Lx3V20hi2t6tj6nDQ32uvNc+MZ3VzYaSIwCMIgiD4EE4GYf2x7KTMMcC8uTud6mddLjW8Otj5o2lbItH65jQ3kw9Od7cq6GRk0JikpdEYscZmzx7v8+TmAgMH+p4/K4u0QoMHm2fGSwZzYaSIwCMIgiD4EEoG4eHD6Tj9sWyGcbtVzU5GBr3Onx0xgh6hnD+atiUCre9Lfj6Fns+fT/+ztiYtTT2ehcGuLhq39nby0dHicNDfjAzgiCOAIUPIzyc319jEGCnhmjKTCRF4BEEQBB+MTDIeD/3dvZvCo++6i44zOpaji9j8UlZG/if82Tlz6BHK+aNpW7ypqgLOOouSCc6YQX/PPpvaxVod1nhpYRNVQQH9v2+fd7/27aPX+/cnwSkry/vzZpnxksFcGCki8AiCIAiGaE0yLS2UBK+lhZ4vXertvKo/trmZNm9+NDf7fjac80fTtngRyPfliSfUiDatuY9hIcjlIu3KsGHe/Ro2jF5PTze+tllmvGQxF0aCZFqGZFoWBEEIRLJnWo5HNmaPhzQ7+qgsgISZXbvItJeWRgIMCw78flcX+clkZtKYvfOO97iNHm2ckZk/Hyjjcqj9Z1PczJlATQ1QWel9nP46QOKzXEtpiTARgUcQBCE1iVd4dXV16DWxmpvp4fGoUVo2G322uNi/hoo1SE1NvkVK8/KMPxdq/7XHNTdT+LzdDpSXk2ZJfx3AGmHr4ezfYtISBEEQUpJ4hleH4vtitwPXXw+MHUtmPk4maLfT87FjA5vjwjXjhdp//XGVlaRFAihibPt27+sAyRm2LhoeiIZHEAQh1QhmYjK76GYoGp6WFuDNN8n0s349sH8/aX2KioDS0tBNQqGa8ULpv7/ipXwcm7aWLlWTOMZzXIMhxUMFQRAEU7BSNfJw0IdXt7aqhUzZV2bDBuCVV4Dp09XPRNpPf5mVARJ09u0jx+PRo72LjEZCKJ8PNbz8tdcCH1daSmPC0XjV1dbPcu0PEXgEQRAEQ5K5vACbmDo7gZ07KeqIk+VxRJTHA9x2G7BkCb1+4EDk/eRQeX9Vz202Khtx9tnxGb9QTGz19aTBCeU4DkMP9bxWDFtPAjldEARBiDfJXl6guJgEmpoayv/DGorubnq43WrG4w0b6GGzRddPf1XPMzMpG3JxcfzGL9Tw8srK8MLQkzlsXQQeQRAEwYtwK6XHoqJ2tOcdPZqEGg4Ft9nUzM9aOKOxzUZRSDZbdGUUJk0ivxht1fPhwylZYDzLM4SajfrSS8PLWm31LNeBEIFHEARB8CJU/49nn/XNKnzWWdFrL4yyFYd73o0byV+HSzZ0d3tv0NyvtjYSiLQV3fX9DLeMwsaNFEFVUUHV4bVjGK/yDKFmo3Y6w8tabeUs18GwYJMEQRCERBKKn0ZzMzBvnvkmL7NMaexoW1lJmhWtwGO3eyf9s9l8K7pzPyMpo2CV8gyhhrGHG+5uxSzXoSBOy4IgCIIXWj8NoxBrrSZk0CBVg8Emm927yWQzcWJ4d/p6U1o05+U+pKcDQ4eSqWXXLvqc06km+wNUQUhb0Z37GYk/Sijjl5ZGTtIrV8Y2+m3SJBqvYBFooR4X6fFWQAQeQRAEwYtAIdaKQvljFEUtEKolmtDkcCp1Bzuvvg+FheR30tamanJYGGltVX13uCgn+6OMGhW+P0qw8autpdfuvpvMbbGOfgs1DD7ccPlow+vjjYVlMUEQBCERBPPTcLlIMMjIMP68FUxB+j60tRlXcC8spOO5UrmiRO+PEmj8tm0jc6Ci0PvJFv2WzIjAIwiCIPgQyE/j3ntpszY7NNnskOdQKrgrCnDccfQAzPNHMRq/5ma1ZtbgwYGj3wTzkdISkNISgiAI/jDKtAzEprxArMpBhFLBHYiNP4r22gcOkBkrNzd4+YlkMhUlEiktIQiCIJiCPz8NfVZhfeXuaExBsTivvg9GfYqFkKG99sqV5LOTjFmKUwExaQmCIAhhE6vQ5GQNeQ6FZM5SnAqISQti0hKEeJCsRSiFwMRqXq2yXvy1g18Pp+J5vCu49wbEpCUIgqVI5iKUQmBiFZpshZBnf+t26lQyT23cCBw+TEkNHQ6gTx/yD/K3rmNlshNCQzQ8EA2PIMQSzpzb1ER3wS4XqfQPHSLnzWeeEaFHsB7+1i1HW/FzRVGLktrtFIFVVBR4XcsNgHmEs3+LwAMReAQhVogKX0hG/K1bRQG+/ZaEIIeDXufCpAAJLxkZVD8r2Lq2isku2RGTliAIlsDMzLlC7Ei2zTfW7fW3bltbyfzkdFKm5vR07/edThJ6SkqCr2szTXbJNn+JQgQeQRBiRiiZcyUMN7Ekm3klHu31t27dbrXYqBE2Gwkfdjtldo7Huk62+UskIgMKghAzJAzX2phVmTxexKu9/tat06lWVTeC/Xk8nvis62Sbv0QjAo8gCDGDiygeOuS7SXBxxuHDwy/OmMx4PEB1NUX5VFcnroyAvjK51cscxLO9vG4PHqQcQA0N9Dczk7SSbjf58Hg83uuazVytreaua6M1E8p4LFgArFkT2Vqzyjo1EzFpCYIQMyQM1xsrmR+Szb8qnu212yn0/JNPSOix2ei1tDT1L0dpdXV5R2mlpZm7rv2tmWnTAo9HRga1//zz6bVw1pqV1qmZ9JKfGUEQEkUqZ84NB6uZH8ysTB4P4tneqipamxkZ9GAzVXs7CTa/+hVw8slUgJSFHYeDno8da966DrRm5s1Tw+P1NDXR94yFlXDWmtXWqZmIhkcQhJgzaRIwcWLvjSTRmx/4jpzND7t30/sTJ4Y/JpFG6Gj9VIwKWVrJv8rjocKb3d2U6K+gwFerYVZ7tXM1eDBdp7VVNWPV1wPffw+88w6N++rVwK5dQP/+JASdcEJk69qowGmgNbN9O7XLaP727lWFsKwsb1NXoLUWy3VqBSzfZLfbjd/85jcYPHgwMjMzccQRR2DevHnwaAyKiqLggQceQEVFBTIzMzFx4kR8+eWXCWy1IAh6OAx36tTIN4VkJRxzTDhUVVG+mGnTgBkz6O9ZZ4V2F54s/lXcx7vvJl+amhrKhdPYqB5jZnuN5iori8xU2dnqXD33HHDPPcCiRcAf/kB/77kHWLUq8j5q5/GHP6RMzv7WTGkp9XvfPu/549B5gLRTWVnenwu01mK1Tq2C5X9yHn30USxduhRPPPEEvvrqKyxcuBC//e1v8fjjj/ccs3DhQixevBhPPPEE1qxZg/LyckyZMgVNTU0JbLkgCAIRC3NMtKYH9q/KzaU799ZWusNvbaXnVvCv0vYxNxcYOJC0Fs3NpOFoaDC/vaHMVXMzmZTMMPv4m8dvviFhtLPT+HOZmSTMuFze89fSQtodpxMoL/cVXAKttWQzc4aL5QWe1atX44ILLsA555yDQYMG4eKLL8aZZ56JtWvXAiDtzpIlS3DPPfdg2rRpGDFiBF566SW0trbilVdeSXDrBUEQzA/PNytiycr+VUZ9zM8nM1N2Nm3qO3aQ8GFme0OZKzYlRRstFmgey8tJc7Nnj/925OYC997rPX+dneQ4XV5OQqDR5/yttVRPI2F5H54f/vCHWLp0KbZs2YJhw4Zh48aN+OSTT7BkyRIAwLZt21BbW4szzzyz5zMulwsTJkzAp59+ipkzZ/qcs6OjAx2aGW3U6kYFQUg5Ep2Jls1H/kps1NXRphWqOcbMiCWr+lf562NuLo1lXR0JOw89BBx9ND2vro6+7cHmav9++puXR4KK06majYKNvX4dejz+5zErS41obGkhIU/bjro6YORIukZlpVqxvbiYzH9ffOGbJDHYWjN7nVoNyws8d955JxoaGnDUUUfB4XCgu7sbDz/8MH72s58BAGprawEAZWVlXp8rKytDTU2N4TkXLFiAuXPnxrbhgiBYAiuE2Jodnm92BmsrVCbXE6yPffqQSWvJEtX0Y8bcBpsrgLRLu3eriQZdLjJF5eb6H3ujdVhcrBYn1WOzARUVwLZt5KdTXu7dDqeTrnPxxb59nzMnsrWW6mkkLN/s119/HS+//DJeeeUVrFu3Di+99BJ+97vf4aWXXvI6zqYTjxVF8XmNmTNnDhoaGnoeO3fujFn7BUFIHFYKsTXTfJTqpgcgeB/r6shxuabG/Ln1N1f9+6vlI7hwKJeRqKkh4cVo7P2tQ/4MC1J60tJIGBo2zLcdikLRYUZ9ByJfa1Y2c0aL5aulDxgwAHfddReuv/76ntceeughvPzyy/j666/x/fffY8iQIVi3bh3GaPRsF1xwAfr06eMjGBkh1dKti9sNvPYa/TBUVgKXXkp3NoIQDKtWajfDvGbVvplJsD5u3kz/H3usdx/N7L92rgoLyVS0aRMJOG1taqV0j4cSELpcpOUZORKYP58EGf7cF1/474fHQ79vaWlkyuLyFdyPd96hiC1tO/ydT9t3IPK1lmgzcKikVLX01tZW2HWj7HA4esLSBw8ejPLycrz//vs9Ak9nZyc++ugjPProo3Fvr2AeixbRj0ZDg2qLvvlm+rLPmpXo1glWx6qZhM0wH6W66QEI3Mf9+2lD7tfPt49mzq12rqqrgS1baPPv6iKH6c5O7/ISra30Xk2NamoCKHdQWZnvOmxupmt0dlJuH4eDHJYLCkizxfPodPq2I9R1HWn/rWjmjBbLfx3OO+88PPzww3j77bexfft2rFixAosXL8ZFF10EgExZt9xyC+bPn48VK1Zg8+bNmDFjBrKysjB9+vQEt16IlEWLyA5dX08/AunpatKvOXPofUEIRKqH2Kay6YHx18fKStKkFBYafy4Wc6tdT3l5qtOx3kbidpPwYrORqSk9nT63dy+Zr5imJhKMuDQFr9OWForM6t/feB5TfV3HEstreB5//HHce++9uO6667B//35UVFRg5syZuO+++3qOmT17Ntra2nDdddehvr4e48aNw3vvvYfc3NwEtlyIFLebNDtuN315+S7Gbiehp72d3r/5ZjFvCf5JpkzCkWLVCCszMeqjx0MalHjOrXY9ZWSQ/5Ddrv4GsVmLx76ujj6TlUW/W93dJPTwtsTZkNPS6O+gQfRb19VFN3YFBdTvQO1I1XUdKyzvwxMPxIfHWrz8MmUbdTiMBRq3m34gXnwR+MUv4t265MSq9vhYtqs3+LmYhVXXhz+M5lZf/sHsudVes6AA2LqVrsXn7+igY1jz4vEAQ4aQUPLtt9Q+ux048kh6f+tWand3t5rDhxMGAqTpefNNmgt9yYmzz45+XSfbnPsjpXx4hN5HTY0a7mmE3U4/bH6yDgg6rBCWnYh29QY/FzOw6voIhHZut21Tq5azicnlohImZs6t9pq1tXQth4P+ut3qtVgA4ddtNgop37GD2tjSomp1bDZ6sBnM46HzpKfT44MPyISvn5upU6nfka7rZJxzM+jlX3XBilRWqpEPRnBIaGVlfNuVjFgpLDsR7eoNfi7RYNX1EQqTJgHXXEMbfXu7epOUmUkCwNKl5ref19Pw4fSchazMTBo7u53awW1hbU1eHjktp6WRgHH4ML3O77MpTBvm3tAA/O53xnOzdCn1PZJ1ncxzHi1i0oKYtKyG200/DvX13j48AP2QtLeTSnnfPvHhCYRVTTqJaFeqqO89HorS+fe/6fm4cdFV57bC+oh0brj9GzeSlsPt9s56bFZ4tlE7+/QBbrqJTFVlZZQFWVHoeVsb/Z+VRflzAHU8OVz94EHggQfofFozGB/b2alWOx85kv5q3zcKVw+lX1aZczMRk5aQ1DidFHo+Zw4JN3zXw06B/L4IO4Gxalh2ItqVCiG2VVXA7NnAl1+q4c5pacCIEcDCheFrq6ywPqIxrXD7i4uNnXe5/c8+S74w0ZhvjNpZUkLXra+n8crIoBux1lb1+h6Pt6lpzhzgxBPp/ZoaYN06+p+11m43/cYx3d0Ugt6vn1oXSzs3GzeGNzdWmPNEkiQynNDbmDULWLCAfkC6u9U7noICel3y8ATHquGrVm2XlamqAi67DNiwgTbEtDR6uN302i9/Gb4pItHzEK1pJZT2NzUBDz4YnfnGXzt37SIhoX9/1awEAMcdRw9FCWxqGjyYIraystTfOBZ2tDdz7e3k/6Mt+Rjp3CR6zhON3CMLlmXWLAo9l0zLkWHV8FWrtssKGJl3ABLyDxyg/7Wbld1Om+TBg3TMxInGpgijjOVmzEM4mdD1WYsXLFCrhLO2gaOVdu8mjYq//gDB29/WRtoWm00N+Q7nGmw+vOMO0tCUlNBYs7mKz1FQADz9tBqGPno09TOY2bG4mASn7m6a04YGej09na7hdtNzdnCurSUByWaL/Dvib8w4ws3tpuul6ndPtg7B0jidEnoeKVatfGzVdiUaf+adadPU8gNpad6fsdnoO+J20zFGpgh/Gcvvuiu6eQgnE7q+b4D/7MOhmlZCqWrOEVLhXoPb+8UXalbn+no1FxgXCy0sJJOT3U6RU1VVFDIeivmsqoo0QCzYMOyLxNjtqpDT2krCVqTfEf2YNTdTGzo6SKhSFPJPqq8P77zJgpi0BCFF4TDa3Fy6E21tpR/u1lZ6nqiwbKu2K5EEMu/Mm0cbEwsVevi1jg5fU0SgjOX33AMccURk8xBOJnSjvvnLPsyEYloJto4yMkg4CNd8o22vx6NGiyqK+j8XC+3qUs8Rjolu0SIaf72wA9A5OzpUsyVrlRSFzGPRfEe0Y7ZtGz3Y58hmozlUFODaa1MzWqsX/aQIQu/DqmHZVm1XIvB4SJvA5p3MTDW8ul8/2vw6O9WCknr4NZfL2xShz1judKqh0hkZ9Pqf/gQ89VR48xDKefl9f33TZx/WE6rJJtA6uvdeEjjCqSivb29zM73O+XLY1MRmpj176P/CwsBz2NRE73NuHh6fzEyaN73g4vGQGW7wYDqmu1sN2oj2OzJpEpngOOkh9yszU72mtr2phJi0BCHFsWr5ASu1K9YZnwOdO1jkTGkpbeKAWpGb4Q3YbqdoLa2J47XXyNzEFb31501Lo/f37aMw5FD7H+p5X3sNOPpo475lZZFw1NrqbaoBqK/79gFDh1LfVq70bZN+TI3CswGKzgrHZKedi7Y2NT8OR1GxcMCCQns7aXIA+lxhoeoPwyHyevPZV195j5/DQX87OrwFWrebPpeTo/pILV0aeRoCLQUFFEqfn69mtOe2AuZGa1kpJYQIPILQC7BqWLYV2hXLrLOhnDtY5ExmJm1Gdjv5vXR0qD4ebBIpKSFTknYjCSdjeTjzEM55S0qM+2aUfbirizQm7e10zPr1JBBnZdGmz+MG+B/TqVO9rxNupm3tXLAZ0elUzUoM+yEBdK6qKtKK1NerSRA5VL28nNpfX0/nNxo/zq7c2aleh52u6+qo7b/9rRrSHi0HD1KfiouN5zEjQ21vNFgto7OYtARB6LXEMutsqOfWRs4Y0d5OPhcPPUThzuzXwTmpjjsOWL7cdwOJVcbycM4bqG/a7MNNTeRPwmYmLtnQ1UWCh81G43bZZRSCH+p8hWs61baXTXUsjBhps+x2EkgWLaKw8dZWantaGv1tayOh7tAh1Xzmb/zYF4qv09YWOzNvKGsu2khJK2Z0lkzLkEzLgtAbiWXW2XDODajHVlTQRscmkcxM0npojw0107I2YzlrWLSOzx0dFJHzj3+Q5ihUc0M4mdDt9uDjMGIECTxbttB59+yhMeCINNYMDBxIQhEAHHusdzuDzVeoZhX9vHHm5PR0b+de9uHJyqICof/5j2r+0psc+fXTTqOxrq4GJk8mQS4jQy1HwX46bjcJuA8+SEKQdo7NMg+Zufb9pVKIV0bncPZvEXggAo8g9EaqqynkOyfHOI9La6tasTpcs1u4566qIs3FwYPed/52O5mFjDQ4obBoEXDnnbSZ6rHbabNmp+hwzA0cpcUOvPpM6NrkoHyn39RkbFa67TY6PieHzsFVyFlY4PFgJ2eHg/x7srMDj2mkaNubkaGGjnM70tKobQ4HCWEOB/Ddd6qZis1g7O/T1UX/33ADZcn+5hsSFjk6zcgZ3W6nscnI8C4YunKleeahYPMSilYpUCoFnlOzv1t6wtm/xaQlCEKvJJZZZyM5t/4u2AzGjCFti1E4O7czEnNDOJnQg5mVBg9Wx8rtVsO/OztV8xig/u3ujjyUPRS07VUUGheuZcXaiMxMEnby8rxDy0tL6T0W/riwaGYm8PrrqnnnyCNJmwUYz7XHQ1o3u52OX7uWBMy1a80zD0UbKRlKKgWrZXQWp2VBEHolscz4HM65ORTa7Sbzjt6kFUrWYSP4vA4H+fmww3N6OvmUNDfTpsztCyfLMRBeJvRAEXnV1d5+Mzab6iSsFXa0bamvJ2dgf2MaLfr27ttHdcxcLjJjaSOauL82GwlA5eXekVqKAmzfTv3TZnzu14+yZ2s1R2zWYvbtIyGKsyBHM1+h9DNUM5k+fF+fxXr7dhoDq2VTF4FHEISosFLYaTjEMuNzqOceORJ4+GHg88/Vitscns1EGiKsDbG22+k8AN3Fc1Hezk7vkHBtCHV1NX3OaF61c3700cD06f7nXL8+pkzxPnbMGKoqvm4daYgcDrWmFDv36s+tb3csMnRrI9c8HuDll2k+i4u955Nz7vD/gHe7OCpLn1W6vl4VbrQh7/y/x0MC0L59oc8XEJp/FxPpdzeUVArbtlHb2UmbSWQ2dRF4BEGIGKuFnYYDZ50NJ2zZzHMfcQSZAQ4fpo2Hc+KUl3trLyINEfZnVmOzkcOhag60ZGRQO2bOJE2Qfl6B0Oc8lPWxahX1r7GRxkILCwRs4mK6u0lwM2u+ghFsPktK6Dij91wuan9Ghvc5tRFSnEnZKJs25+cJNl/TpwM7d6rCYno6OXcvXGj8XYzmuxtqKgWXy/zvVjQkwX2YIAhWxIphp+ESy4zPgc49aRLwwgtqfSamu5s2iNpa9TUzCkVqYbMRa070Jqi6OhI+amp85/WXv6TQ8FDmPJT1wcfs2kWaMK2pSI/drjpIKwqZU+KZoTvQfC5fTg9/GZ9zc33nQSsssFbHqO8uV/D5amgAvv9edSLn1AUbNtB86b+L0X53Q02lcO+91sqmLlFakCgtQQiXWIZ0J4J4ZloeOZI2GG1Yd3u7t++Gw0HjZ7NFPpb+5khRKNy6uZnMaMOHq59RFCpCCviGfns8FGXE77W3+/oaGYXa+1sfI0fS8y++oGM4s7HbrRa0BNTwdM6J09mp+iU98ACZT/TzFa/5ZDOhtlK6UcZnf/OwYYMqyLhc1Gd9lN7IkSTMBJovDn3X5wvq6KCxOu00ivDiaLpov7vhpl2Ipck7nP1bTFqCIIRNMBu+manp40EsMz7rz/3yy76lGdg/g28/u7tJy+PxRF8o0sgM43TSIy2NfEL4da4M3q+f7/Xa2ug9RaGcORyFxJu1ds6B4OuDBauMDBLAeLNnwYZhEw2TlkYCY20tCTv+Kp3HyszK81lVRQVAo8n4nJVFggz767BAoh2rb79VNTtG88VlLoxKfaSlkQC5ebP6XTTjuxuuOdgqvwFJcO8lCILViGVId6pjVFqAs+xqX2ttNadQpJEZZuxYCh8fO9b79cpKMkWw5kIL+/50d9PGpjUxtbXROZqbac5DWR8dHXT83r30ee35/JlKGBYQA1U6j6WZNdzr+JuHk0+m4wsLff1zeC20t9OY/+pXxvPFTtNG5jB2hO7oUMfKrO9uMhYAFg2PIAhhE8uQbjOxYgSZtrSAPlswF5JUFAr7vuee6NtrFHrMppdjjiHH5KIi0pZ4PMDFFxvPq9PpHULN7WLtQkcH+dXs20eRW/r1oQ3VBuj9lhbazI1qbbG2i800/OCaW0VFgSud60Olownf1puxFizwvg73raCATJVG1wkUAv7YY6QF2baNHKALC9X0BA4HnfP7732LpHo8wPnne9fvYjjpIec16tOHXjfzu2ulAsChIAKPIAhhE8uQbrOwagTZpZdS/pr6ejXyRm+2AXw1PtGgNatVVQFnn208LhMnBp5XFkK0r3d3q+Ytj4fy1YwcSRv3rl1k3qitVU1WLLgccYQalaXdrHmDZriiOON00qZcUeG/0rmZZlb9OgLUPECsodKa45xOEkqMruPPdPrFF+QozhobwDs9gc1G19+40fvzHg/lbvrXv1SHZRYKtWuqoYHm/O67gVtvNfe7a4UCwKFiUTlMEAQrwzb83Fy6c25tpR/f1lZ6nqiwU8bKEWROJ208TqfqqGvEvfdSCQczCTYuq1b5n1eujcURQFz3iTMiA6o/zxdfkJDT3U2aidZWVXBhf5X9+0nY4mrk7B+kL4PBZR1YEOJSDRdd5L/SuRGRmFmNxis9XdUybdtmbI47dAj44IPQrxNp2+12ysBcXEzj09lJ19evKaeThLQ5c4Df/97a391YkoJdEgQhHljVhq83bbCPA5s2mprofX/VvuPBrFlU/dyItDRqq9sNzJ/vm3clUkIdl4kTjed1+HDaWCsq1Paxo7XNpgov2dl0PrebNl92QuYswllZpN0BaGMuL6fzsaaIz8eO1RkZ3qUaXC7S4kye7N0/syuA+xuv7Gz6y1oUFnQ4GzTX2lqxIvQ1Fk3bJ00C/vAHilrjemMMC6Dp6TSOvKZOO82a391YIyYtIShW9IMQ4o/ROojGhh9sXcUqC6xVIsgqKtRNUrthch/T0sgU8dprwC9+Ef31whkX/bwWFtJ8XHcdOV0feSRpDHbtovZydmROOMf+SC0tlGE4L482YqdTzbXjcJCGpLmZztfWRv8rCmlI2Mdk+HBffxYjkwubWTduVJ2A+XoAmWpGjqR+rFzpP4ycx9/feHFCPRZE9eY4t5uEiz17Ql9j0ZqIJ02ibN0PPgjMneutcdLOsX5NJZP/jRmIwCMExKp+EEJ8CbYOwhUcgp0vlllgI81cbDY1NeomZLTJ2O20edbUmHO9cMfFKPy6qYkeX36pOsGyz4jDQSafxkYyZ3EY+4EDJMiUl3tXONdm4+VaUx0d3hqKtjbg669JOExLC5yl126ncPBPPqE+aDUuXAOrvp6cstkMx0IR57DRrrFA49WnDwlzgBoWzsKOw0Ht5Yi1UDAj6zf7D4WzppLJ/8YMUliWE6LFyn4QQvwwex0EO9+iRbHPAmuFCDJttJYR7OBbWWnO9SIZF/1cDRpEGgiAtDDsj5OZSe1UFGDHDhJUtLS10euNjd7Xy80FLrmE/m9rU4UdbdbhtjbSBB06FNjkUlVF72Vk0INz2rS3q4Usd+2ifuTkkPDDD35Nu8YCjVdenndEXVeXOg4DB5LAEe4aM8NEHO81lWxIpmVIpmUjUi2TbjT0ZpOe2esglPN1ddGdav/+sc8CG4959Ld+3G4y92gzLnMbPR7aaPPySEOSnh7eubXv7d9PwkJ+PjlL79xJQqS2jIPRuBiNo6KQ8MDaC5uNNvlBg+g8335LAorWsZn9cVggGDqUjt21iz7X1QV89x31lyONOCqLq7s7ndSGF18ETjzRuI9z55KmSB8qbreTwASo2aO3bPFup7ZdnAX6oYeAa68lp2sWfrRFQTdvpr9HHKGa6wC6Zn09vc6myD59KGrNKCt0OHMaDH9ritvc3k6h8/v2+ZaoSNbfOcm0LERNsvhBxJrebtIzex0EO19WFmkCBg6MXxbYWBJs/dx9N0XOcDVsNovwbajdDpx7bviFOQF6b+NGCv3WnlNRSNOSmRnYVKSfq8ZGGs+2NvVcAJ172zYSqDghIZuM2FmZzT5tbWrtp44O4KuvyESmhSOMHA568Dm3bAEuvJCEEX0R05YW6qfLRcJYbq4qnHAUEkDXt9no2mz+4TD31lYyublcwMcfAz/6EbXN7ab22u10zqIiOr6khMbh8GFaX7W1apJA9rtZu1YdK6eT1uLo0YF/P6IxM3EEoHZNsfDKNxIcIailt/zOJYH8JiQCyaQrJj3A/HUQ7HxcGNKfMJJMWWBDWT+zZlESu4ICNR8P97+igh7hFubkAp9r19Kdvjasmx1sFSW4qUg7V42NpD1pbfUWdgA6f0sLXYuFGxZ22H+G59XtJo0VCzF60xegVkbnKCgeD/azMSpiyv5EHR3kn6IVorTCHmczZs0T4O1/09hI2o/OTjqHoqjCgcdD/dy9m7SPy5dTdFT//mp4tzZXkfZ/vjYLQbH8/dCuqe5u6kt3Nz1fsIDe19KbfudEwyMYkiyZdGNFLLO2JhNmr4Ng5+ONyJ8PQrJkgQ1n/cyaBdx4o2+mXf6M/njA/7krKtQCn+npxuPIEVLp6fQYPJgy+Orv+nmu2ttJe8GaF/av4Q2dhZn+/cm01NxMx2rNcPoEi3l5JDzoI5wY9ovRXg9QNSzcxxEjvLNW83X27iUtD6BqcrT/c5u5Hzwme/aoApKiqII5l7Lg8O6CAnUuCgqoP4WFqgbMaMxZqGLBKpa/H7NmUXLL114jAbCykhJeGpmxetPvnAg8giHJkEnXbLQ27AMHKDqkN5j0Atnuo1kHRucNdr7WVjKNtLTQRpKoLLDR+jOEawo0yrTL4+F202tffx28MKe2wGd7uxoubiSksL/H3r2+GXwBMh3l5QFbt/o67mrPwwUqWcg4dEitcK49nnPotLWRRqazUy1JEcyT1ONRo7r0JqqsLHpkZNBzh4PO2dpKr3P+HED9n9vBbc/MVKvWswCk7QM/d7tpfW7Z4j0X+fl0Tc7EbIRWs1ZURJ+rrqb26Kur69ee0WvB1qPTGTydQW9zXRCBRzDESn4Q8UBvw+7uJru9y2WsibBKaHO0BLPdR7oOAp032PlmziTzSqLWnRn+DOGGgOuP59Bu7QZss1H23uOO839ubW4YxqjGks2mVudua/Ndx4sWUYK6w4d9tUTac6elqZFa9fWqMNLRQe85nd7h2uwwy2avUGDNTXk5tVvbR/7fZqP3d+xQfWhY+KirU/1t9uyhNVVWRpoPrhxfVqbW9dJqf7SwwMJ+RQcPAhs2UH9YoNNniTaCz9HQAFxzjTr36enUToBuuAK9ZpZ/TbKkcDCLFNmuhFhgBT+IeODPhs35KvROlUBqmPRCtd2Huw6CnRcIfL5ZsxK37szyZwg3BFx7fGOjGtrtcKj1kdxu4Mknyezl79xsstCagfxt3OzMql/HixaR02t9ffB+so8In6+sTBVGu7rUmwcO13a5vGtjsY+OP9hReOBAEnb1fdSaaPLy6Dg2pR0+rK4b9rfhNdXcTMIXP7RmuOJiap++XVpBMT2d5uHJJ2le9G0JhM1GbWhqIr8oXmc2GwlQGzbQ//5eM9O/JllSOJiFhKVDwtKDYfVwxWja5y+EWVEoxLa5mSI3hg9XP5MKYfmRhG6HMs7hnBcwN9NyJOtAXwX77rvJvBRtOLvHQ0nw1q2j82ozDAcKAd+4kQQdNrdwGzo76W47O5tMTYBxOz0ebx8ejqjSalPYAZjPp22HNqzZ5aINL1Rycii0+7vvVAdel4vMdBwxtWuXmuzv0CE1ektrbmMcDmpfSYl3SLi2j+zDo52nXbvIL+n++33DwPWh+lzdnCuv8/y3tKibPZ+Xw9czM2nMeA60x7a3+/eb4r7l5tJxNpvafv694fnKyqKx/PZbOr/NRmM5bBh9lh2gjz+eskbzGopk/VsphUMkSFi6YCpWzsYZrfnBnw2bVeQcmVJXR34HqWLSi8R2H8o6CPe8gc4XzrqLZB0EqoIdrT/DqlV0rsZG0jRwzaqCAjW/jnb9sOnw8stpw9JGBmmz9zoc5D8yZw6tTSOzH5tAONmekZmFfVL07XjtNTK1sKkqVNLSSPtgt6umJW3UGYej5+eTZmLJEvX82qgmdijm8WdtDAto2pBwwLj/+flkjjOad7ud+vf73xuvlTlzqH1chLOjQy14ylqc/Hzgxz+miKeiInpeUxPYF0kbms7PubQIzxWb1wA61549aqkNPmbTJu/fnI8/Bp59lgShSH4He5vrQop0Q+iNmGF+CGTDzsuju1Onk354UsmkF6u0A4lIZxDJOghUBbu21jsjcLht53Pv2kV3zayZaGmhTax/f+P1M2kScMMNqt8LJ+7jLMa5uWobBg/2b/ZbvpweY8eSgMWlE1iYcDrp9bFjfdtRU+MdeRUqpaWqyYlNS1lZ1P79+31NljfcoCYY1EdK8drxeEig4HIUXM2bQ8KXLw/f7BmquZXHjotx2u3eYzZ4sLrOc3NJAGNn8UDk5FDdMI7qYjgyjLVd3d3ks6P3JWIBWFu/7De/oTD9SH8He4vrAiAaHiFJMSucMliYdFoaqfjnz6cfNSua9ALhT83tr98cGcR1grQ/yqEQ73QGvA4aG6mtnPAuK8v/OvC3drKz1bDm3btVJ1Su2g2obfc3rkbnLi6mMe3qIq2PNqRZz+TJ5BfidKqbLSfg04/fCSf4FvgE6M68uJhCzTduJKfa6mo619691Ka8PNJSnHii9/W1pQn0Wi5/cFLCsjL1M7m5aqK7X/+aykeccII6B/766XTS2LNjb2GhGpnFZhweP7vdOO0AQP3Vz01nJ4Vq791Lr3d3040MZ3HmtfLuu+p52fRVVORtHquupt+Gw4fVgqasCdJqxpxOep6WRsLq8OHA//wP8JOfeH9HOFyeBSYOs/c3B243rQPWWNntahZpIPzfwUSmcIgnIvAISYlZ4ZShhl1Pn558X/5AZp6JE337rY0MYsdMztoa6l1evNMZrF9PmzonvuM74owMMq0YrYNAVbDT0mhzbW2lcGxA1TzY7eQ/U19Pfg9G45qf7//cAJ2fQ5qN1uWYMcBRR1FyOnb65c0vPZ0+P3asOn5GBT61bZo6lXw8Nm6kseeoJrsdePxx2iQXLlTn99JLSShgH55Q4HBuzlTM66ilhTby114jp1uteYX7qV8nbNoBaA7Z74m1PPrx05s9/a35I44AXn1V1dyxQM8aL5crPHNrfb2a3RlQBUSthodD9tmHqrCQhC273fc7og2rZ4GJc/9oBSitj2FXF32mo4OOaWvzLs4arhnWyq4LZpFkP+GCQJhlOmEbdm6umi3V41HV58lqww6mul+1yrvfBw6Q3wX3n0N1v/givGiQeI/nBx/QHTj7WrCZhItVstCgXQf+1k5Tk5rsTos2YVxNDfnZ+BvXDz6Ibl3a7SSkNDermzJrl9ifZepU7/HzN9dr15Kwuno1jRELO4CazXjDBspYzPOrLT0QisNycbFaJ6ulhbQN27dTOx0OMm3l5vqaV/ytEw4NdzqNfakCjZ+/cVi9mkw2RmZK1si0tZEwEkqF86oqqrHFWiijxInsI8UmKhZaOztJ8NT3XVFIc8Xn4HOyZk8Pmx379PHOIq0nURnxOft2XR2N6/bt9H+iSbKfcUEgzAynTDUbtt6swsnWWM3d1KSquZ95hrQW+/bRZs9hwIMG0dhpjw/ViTVe4+nxACtWqBuP1k8lLY02zj176H/tOvC3dvbu9Z9/haNkGhtp86ioMB7XFSvUZHpGBFuXHg9pZLh6t7a2Fr+2cqU6F4HmuquLPtvaalyFnDlwgBxw+ZyzZgEPPxw8zJojsNj/qbNTzYOTnU1+Lvn5vuuOr2O0TjgZYXm56hMUyvj5GwfWmnDfjeCose5uGqtAZlztdQYPpu+JkXCbnq4KK0YpAIz6DlCOpeHDvfMNac+vLQ/Sty+NEffLaL5iHVauKGoqhQMHyG9t61YquLp7N31XmprU1AWJRkxaQlJitukklWzY1dWkmXG51Gyz2pwsWjX3pEl0p3neeepdaXa2aoIJphb358sSj/Fcv54EGr6L5dwp2izAbW0knGjXgdHa4YgmbY4azrTLr7F5wWajH3cWSFgjUVBA7amo8K7azfC6HDSIfEOqq33HhM1tfftSv9h3hcPaW1tpbp96Cjj5ZGqP3oTG1cw507I2OZ++Pexjsnmz9/xOmkRtYA1IXR31XxtFxRqZ9nbghz8kx9nbb6dx0QsN/taRfp1oUwNoSz9ofXiOP973e+3PTFlXpwp7gTbcUI4xuk5eHvX3m2/8h6S73epcjhpFxUOrq0kgffhh+syaNXTsuHH0/mmn0TnLy0l441B/9nfKylKTKfL6URQSPHitmG1C9niojxy9xpmlrSDIhEpEAs8DDzyAK664ApWVlWa3RxBCIhbhlKlgw66qAu64gzZU3pjYn4XvmPXZU6uqVP8XvQ9MXp7/bKuhZGmO5XgePEibRkUFsHOnaoLR53MZOdJ7HRitHU6Qx7AzLUCvc8QUn3/XLm8h0uGgcXI6gYsuAp57znddsn/Utm3Ar35lHDqsNbdpfVcAb9+Y++4jQbWoiISboiK6k967Vw1FD5b1VytQdHT4mv26utRQc7udhDm9U+6uXXTMnDl0vMOhFvLU428d6dcJh4bv3k3jUF+v+rbY7fR81Sr/hU61BCr1oKW7mwTcrKzAphej69jtJNyyCZUjqVgYZuE5L4/MkWefrX5n+FiOpOM1ccklpA2tr6c54szQ7AheVqamy8jLo7Xx7bfeGk6Xi240IjEhu93egk17u7G5N9mI6H7rrbfewpAhQ3DGGWfglVdeQXs42akEwSRSzRQVLezDsH27Graq9WdhHwatmruqyjtbrN4HprHRWC1uhQrLbJri9PvsHKr1g7DZyASkb49+7bDzKfefNwjOJGx0567VJgG0ATU1kRlHvy4PHaJxzMigdvsbL3/mNs6+3NpKbSstpc/X1NB7e/bQ/21tqiNuMLTh4Lw56seWzRUHDxpHDXV1UfsnTTLPzMxz078/9Yt9mTjybtcu3zXm79raAqbafutJTychIjc3cPv8XYdD8TMyVAGRI884nJ1LpvB3JieHBBp+8GubNtFx11wTODN0SwuNUXo6CcZsxuM6au3t6twEgivDHzxIQqaRSSoVhB0gikzLmzZtwrJly/DKK6+gs7MTl156KX71q1/hRH2cYxIgmZaTG6tngo4H+oypnLWVE8hxRMewYbQBjxpFYctnn02fCZZZdvRo36zAoWZnNXN+jDIjb9qkZidmrQz7QBhlEzY63/79wNy59EPf3k7ncjr9Czt6+LxOJ5kjVq6k59pzb9tGG1Sw7NM8thUV1I6uLtW/hbPwDhumtv/LL1X/K63mgbP26tGa7Vg75a/N+vEAVO2Ry0Ubvb+279tHgoHLRcLEnj2RZ6pm7YvRmPEamzqV2l5QoB6vKBShpvVh0mq2eO5GjiTtWbD2BVv7nOX53nvVDM6lpfT94e9av350vPY7yt+1YcO8+/f3vwNvvKFWPP/JT8jcZ5QZHPA2gdbVeX9v3W6ayzVrqK95eZQTKNT0A9FSVEQPswln/466tITb7cZbb72FZcuW4d1338Xw4cPx61//GjNmzEB+fn40p44bIvAIyU51NTBtGt0hZmbSXdm2bb53ZqwOX76cNBH8GY5AYn8UTn7mdtOP6YsvqneK+mvp4Tw+b75JUTvRFuJkjExoJSWk+Th0SDVDaYtVVlbSX25PIBMba60OHaI76FCLQTJpabTRK4r3tcIZLw4x/+UvaVNjjRW3Iy2NNtTcXPXzu3fTBqatu8UCa6D2s8BTXk7rAfAeX4+H5o/9o/TmrKwsVRuibftFFxlHROXlkVN3KPMeyZjNnk3CDZu+OKydx9EfpaWqP04ommFeJ01NxqZ0o3Po+9PSQpoU1iby2A4ZovpqHTpEc83Crv6742+MWOvY0kKPZ5+lz33yCf3Pvwu8lq6+mvzBYo0VBJ6o74M9Hg86OzvR0dEBRVFQWFiIp59+GgMGDMDrr78e7ekFQQgBvW9BKLcx2s/k5pJwkJmpaoTYqfX660Pzl2DYifiDD8wze/kzoe3a5V3hOlB24mChuWxK4Sy7RtFa7Misx2ajjZP9gUIJg9ePl/Yzes1BILKz6fj0dNXfiDUw/sKaAXrvuONUYUc/vsXFah4Zt1sVGngcOjtJi8PmEIC0EUbCDkCvv/FG4L4w4YyZPrM1+z21tJCmyigyjeHXwzGDR2JK1/dHm1mZ28H+PADN4aFDJHz6++4cPKhWped555IYLKR2dFD7PvmE/L6++UZ1eM7Kouf33Ueh+72BiKO0qqursWzZMrz66qtwuVy47LLL8OSTT+LII48EACxatAg33XQTfvrTn5rWWEEQ85UxWt+CjAy641cU2vjZt4XvIA8fpjv5hx/2zoqcm0sPVovzY/Jk/9fyl005LY3u5qPNhA0Ez6q9fTv9uPftS9flKBVte8JJUcBRQ//3f8C8eWqhS225BW3uFdaI5ebS2LrdwGef0WZit9NdP4eqB8s+7fFQiHhbG/mEcFi59vp793preLgAZ14enZ8zQ+/aRe9zqQquxeV2k+bm6KOpj3Y7mWn8je8339BzvX8TR65xKHdnJ/D882q7jIS2558HHnvM2LdGS6gZuwsLKeGitu1FRdQm9mnSZnHWfhfYUTgzE3jgAerfypWh/a6EG4Wo7482s7LWxMhmwz176DWO0gJIWCovp/fmzgVuu40+09xM33k9LAzl51PtsJYW72zYGRn0fN8+0vyMGxe4zx4P8J//qNnCjzkm+X57IxJ4Ro0aha+++gpnnnkmnn/+eZx33nlw6G4lLrvsMtxxxx2mNFIQgOgLhaYy2lDrggK1ECHf3brd9MOZk0M/UryJGYX2s+8D+xHoQ1pDSQkwaBD9MEebCRsInlW7tJTU9E1NamkEfXvCCc3lqKExY8iHYs0adXPXnpevD9DGsnOnmkTugQfU99mxurmZTAiB2vfss1QQsrubhBKtEzYLNm1taroBdlhWFNJmOJ20kbHZRNvOw4dJKCwqIoGptpZMQEDg8WW0wo72Pf776KPemZz152ENxqOPko9LIEJNO2HUdv6rNed2d6spBdg8x/NZU0Nh9U4njUtOTuiFN0ONQtT3R5tZOS1N/X6yObqtjf5nQVmr5cvNJf+fri5aT9984y3I8Bg1NNA1Afp+9OljPL/5+fT+f/5D1duNWL06seYws4hIPrvkkkuwfft2vP3227jwwgt9hB0AKCkpgSeccruCEAArRAVZGW3m2tpa78R0rN7u25deY3OAUcbXULIih5JN+aKL6IfRjCKiwcwbmZm0gbhc5mZ35qzHnP3XHzYbbUpaAYNhM1tLCwkn27b5b9+qVcCDD9Lx7ENldD63m4SXgwfJqbi7m0wU6elqbpz9+72FnbQ02kRramhD1Y5/oPFlcyGg+vWwloTXFYdycymOYIRyXKgZuzk/kL7tjY3emYd5o2dzrR6ep8ZGOtbs3xWj/pSW0nucGLGwkOa1tpbawBo//RpwuaitDQ0kcGRnk5aGQ/fb2uh5Tg6939BAx/vTqvH56uuN31+9OnxzGOcE+vprGsOXX6abgGuvjWT0zCMigUdRFBQUFPi83tbWhnnz5kXdKEHQEmrm4N4uX7NvAd/VGfmzAN4mlEhD+4N9bvJk8zJhhxLunJtLWgMzUxRosx7n5gZO8+/xeL+vDeHWRkQBpOnRt2/iRFrD7e1qSLP+PFpflIMHVUflI44ABgxQK5TrSxykp5P2gn189u71Hv9A48tmH84zxAIDryu+8SguJnNpKIR6XChr06jtiqKmGdASSjRSdzcJUWb+rnCZheOOoyLEQ4eSENLQQIJbfj79bWkhYWXQINLG+PMXY1NVQQFpV+bNo+98WxslxGxro+dz59L7HLXmLyeR9nx6PB7S7LA5jMPuufbY4cNkGn/mGRJorr6akpiecAIVpr3gAhJyHnwQeOIJOlciQ9wjitJyOBzYu3cvSllE/S+HDh1CaWkpusMJbbAAEqVlbcKN2OjtuN2kot+yRY1A4eirzEzfkF4gPN8ofWg4oFbo1lYN14YVs18N+yvs3k2hwPPn+37W6HqhhsED5vl4adcdZ8plh2Cnk8a5sVH1ldq/X81npA17Zj8fgEwvv/sd3SVrx+7AAQoxzs0lLUxLi7eAo9XWpKdTexwOml+tv1JLC2XlZT8Vm00VWtgHqLubNtjjj/cNJzca382b6f9jjyVBicOe9WvJ7SZtg5FZi4UGp5PamJ5Ox732mhpyfeml6jgFWmOjR5Mp7uBBEgxuuolMPGVldH39GDDaOdHDY8NlSioq1DlesSL47wpnS66tJQHmqKPU5H367VDvC3PUUaQJ0T6/6ir/pqp9+0igef557++vP/8ajwe48srQz+fx0Pf2++/JP+5Pf/IOCuBHpGzbRkKdWYSzf0fkw6MoCmwG4vLGjRtRGKgQiSBEQCgRG0YZXHsrTicJEpddRj8urBbnLKwlJb4mnlD9EQL5UWk/v2oVzUljI90FskauoIA2AaeT3r/44uD+WOFm1TZL6A2U9RhQw7YB1Tmc0Wd7ZkGopYXGPy3Nu7o5++y4XLSJ681j/L/TSbl8Dh2i6+udVdlXRSts8ebEwg9HcGnHLND4clLHPXvovZwcek9vLkxPp431mWfU8dFz5ZV03KJFtEYbGtS1efPNJPSNGeN/jTU0qJmKm5vVOmE8fhkZJHBox4438VBv7bkGG2vXPvjAe02xPxeXWaiqIu3F99+H5t9it/v6yuifX301mYv27aP+uFx0rYYG1VSl//7687+x273Pl5enCp6NjWo5mRtvJMFx927jQqSR4HKR8FhRQULO8OHGN63xIiyBp6CgADabDTabDcOGDfMSerq7u9Hc3IxrrrnG9EYKvZtQIzZiVSAvWdGbNoxeDwdt/pGiIvVHmP0dnnmGhBXtcf36qVmGWWU/eDBtVLt2BT6PFjZv8EZYX09zPmpU7JzWQ1l3LISzNoUxGmNFof7/4x/A2297j+PhwzRONTVkJuIaV1rBiXPmcNkAwLdtHR3+TTAs/KSlkflPO2bBxhcIbeyXLqW/zz/vvWk6nSTsLF1Kws6cOfR+WpoqkNTXA3feSUKxw+G7Ni67TNVQZWSQwMPaE84qzhmGATqmsJCEBI7W0n8ntFFS2vc4oquri6LKjjqKopj09aPYv6WlhQRVLqLK/i3z5kXm1MumKnYUZsFk+PDgjsKcLmD3bjID8t/cXNJCHjrk+5n33w+/jYCqOTz+eBqjfv1IuOnbl/4WFqrfi1jl4QmHsExaL730EhRFwa9+9SssWbLEK7Fgeno6Bg0ahJOTyWX7v4hJy9qEm9k3lQnF9KQdL87WqzVDhJPx1uicgeZAm71Zexybg7hmF2sqwp3LQP3XZk0+dIg2Tm2223DNW4H63NJC5ot+/WiT4zpHTU2Bz+l0qmHq+nN+8w2dl4uScqQdJ0DMyqLMuHv2kDlQUai/bDLMzKQ79OZm9ZxGQlhhIW2IRuUn/I2vx0Mmvn//m44bN47eY9MSHwvQ5/fuJaGutZXafOedqhmrrIzmJSNDjd5iPyjWRg0fTuMA0Dk6O8m8YrORD9Du3eqNDgsmXB7jwAFVI9e/v3oOt5si6djfh5119QIimw05U7fDQXM1bx5t6v/4B81BWRnwyivUrpIStT881kamp0CwWerQIRKA+/RR/WoaGlRTVUsL3Sx89hkl3WxpofHZu5fadeBA5Dc1ejjHj8dD//NNAKd/OHAg9D5aIfFgWBqeyy+/HAAwePBgjB8/Hmn+vKpMZvfu3bjzzjvxj3/8A21tbRg2bBief/55nPBfPaOiKJg7dy6effZZ1NfXY9y4cXjyySdx7LHHxqV9QmyJRaHQZCTUsHxtGLfd7muKCSck3OicgcLMX3vN+Dj2M+nuph/pgQMjC1f3Z3rjsdm4Uc2Fw3fvTidtHqNHh6cNMlp3XV20qXDZhsZG1b+BTYb+NCxpaTQuBw4Y97+igu7mW1pIQOvsVAUAbTX2vDwSxF591dtkyInmtOjD5/m1jRtDH19/Ga4B6kug14YPBy6/XI0Qeu012ry1JU/02hWAfHBYi8UmPz7m22+9/aLY14kjuPh8bjedn3PZtLfTX74ml+PQzxfnKuJ0Du3t5GNz+eWqBk2vKWprUwWunJzQw70ZDvv+6isSmjk6Lj2d5ru8nK6xZ4+3QBsN2dmquSkjA/j0Uxqf7GxVoGEz7K5dNBZ2O32XOzpono3Ma1YmZIGnsbGxR3oaM2YM2tra0MbxdDrM1JLU19fjlFNOwemnn45//OMfKC0txdatW9FHU5J34cKFWLx4MV588UUMGzYMDz30EKZMmYJvvvkGudoMXULSkgiThpUI1ZwExMbnKdRz1tQEPo6FA38/kJG0TV8Sgu9IAXXjq68H1q71bzLzh3bdbdyo+s4AqhlF65RqdGdts1G/BgygY7mSvR7Odr1jBx2Xk6Pm9WGBcdQocgZfutTbZMgaDH+wQKaN8goFo3VXVwds2EDv9+9P5guj14zWZ02NOkZsGjKKnlIU6pMRPP68AfP/fC6HQ60qzpFLLPgecwxw6qmUX2nLFt8x4/Nxbhy+Rne3//awgNXeTgJJRQXNnctFAqk23LutTdXEsLlp0yZam1pTGUDX5Bpx+/YZXzsQJSW0Pti8pH/k5qpj//HHpMHjmyQtLBjt3UtjwFFdoZjXrEbIAk9BQUFPZFafPn0MnZbZmdnMKK1HH30UAwYMwLJly3peG6Rx8VYUBUuWLME999yDadOmASDTW1lZGV555RXMnDnTtLYIiSXc7KapQrBMw/qsxbHweQr1nJWVgY9jXxd/WpBw28Zjw3lX/EXl8B09hxrzWIXCpElUXPOHP6R+cQp/rlvFRUa5lENrK202DodqWmEt26FDgfuflkamkvnzfSO5OELp7LN9Mwt/9ZWaz8UfrIHSV0b3h791V1ennq+ujtpYV6eON7fVaH1yYkjWsviLnDIyMxnlJOro8H6P/3c4aBwbGmizvuEGGieOXpoxg6LPNm0i4WPFCmovZ2TmTOVsUgxGd7dqBtu3TxVW2tuB//1fynS8d686dtHCuZW0j9ZWcgxevJj6HCybtRZt6LpR1mank8bvtttovlM+03JVVVVPBNaHH34Yswbp+dvf/oapU6fikksuwUcffYR+/frhuuuuw1VXXQUA2LZtG2pra3HmmWf2fMblcmHChAn49NNPDQWejo4OdGh0v43+ir8IliOc7KapQqjmJDYDhZqlNtTMw4D/c/KdeG0tvf+Tn1BtJn/Xbm0lVX9Li2+9KqO2BQpd1o5NdjbdSfPdvT6k226nH/OSkvDNeQBpd/bupbHetUtV9zNOJ123pER1bOXNXZsIkPvf2kqCB4e4c/6c/fvpc0OHUptZeJgyhZ5XV/uuBfaPCgYX1RwxQs0xFOimwWjdseM55xxqb6dxZ38jgPrPmaD16/PSS6k2W7g/uYF8UrTCDpuheNNOTyeBpqDA26xkt9M6GzWKjl+zhsxPbJbjpIp8vlDgPDft7WpZD0D1ewoX7frKzVXXcZ8+av00LW1tdCP49tt0XEUFcM45xr5aeo45JrSszeed55tuIJnKTYQs8EyYMAEAVUdftWoVfvWrX2HAgAExaxjz/fff4+mnn8Ztt92Gu+++G59//jluuummnvpdtbW1AICysjKvz5WVlaGmpsbwnAsWLMDcuXNj3nZBMINwTVSx8HkK5M/S3k4/kNu2AeeeSyaXbdv8X3vmTDLJBGtboNDlWbO8xyY721tjoP/B5lxEdru6MUQyB9rraGGtDWcedrloDPguX3tcURH53bCphf1veGP99lvShrApKzdX9dVi7ZJ2Leg1W4HIygo9HYB+3TU1kdOvPoNxU5P3mGiLYALe69PpJKH4uefoPbOcawE1bw7P9c6dqu/PffeR47Te/MK+M7t2kTm0qcm7MryRf1G0OBzkk8O1zTZupDFqaFDLd2iFdbebhGT+HrAgqae5mQTmxx+n5zYbJQW85hrgV78K3CZ96HooofDJWG4i7Dw8TqcTv/vd73ocmGONx+PB2LFjMX/+fADkP/Tll1/i6aefxmWXXdZznN7E5i9XEADMmTMHt912W8/zxsbGuAhvghAJkZioYuHzZOTPoij0Y80q9E2b6AfwmmtIg+Dv2tpcK0bvBwpdnjOH2jNrljo22rBwI2GE7449nshSGOivYyRU8flzc6m0xtNPe2e31frP2GyqhocrXQN0l6wtZdHaSkIg+8LMmuW7FjixYLAkew4HfTbUdADaded2k5aNBRltKDfnIuLraYtgslaLC5ru20eZoQMlATR6j02HgOqvo38fUH1vurpUHyuPh4Tru++mjb+wkAT1devIUVfvOM1jH42g43KRIHnMMarPTN++pPUsLVU1ZJs3k7nN4SCBRauZ5DawMM0mKiOz04EDJOwAqgDNc7NoEb0eTOgJJxQ+VuH4sSaixINnnHEGVq1ahRkzZpjcHF/69u2LY445xuu1o48+Gn/5y18AAOXl5QCA2tpa9OViQQD279/vo/VhXC4XXP5ul4WUJJmrrEdqooqFz5PWn6Wzk+5UtVFg7LOxciWFqOvDlvnagdrmdpNmh00T3F/+IW9vV0OES0uBYcNobDgbstZHhgURTrbX2hqeOY/DsVevpjvrffu8iz4CdG63m370W1ooZPzTT1WNEgskNptaCJL9Q9hJmR1WuZaTy6X6HdXVqeHof/kL9feLL9S1wIUoOXqHnaRZS+F207jl5lI7AvmBnXaaOmeFheq1WAhjAYjHl7UpWr8c9oVpb6fnBw/S+u3XjwTWt95StTFazRajFSZZ6GChl8ebS2UccQS9tn07CYaHDqnjzpovm43GtbEReOih0OY9XGw2EmiamsiP5rXXApuStCHoJSU0/lwolPupzTnE5SKam33D4D0eb40l5xAC6JxdXaRRveyy4Oatk0+mlAOBzFT6chM8V+FWX08EEQk8P/rRjzBnzhxs3rwZJ5xwArJ1ca/nn3++KY0DgFNOOQXfcGnn/7JlyxZUVlYCoBD58vJyvP/++xjz31+xzs5OfPTRR3j00UdNa4eQvCR7lfVoTFSx8Hlif5aKCl+Nk9Znw1/oc7C2aUOX9doa3mgbG4Gf/5xU7yUlqgZBW4eKf/T5MxxKPnVqaD/EVVXA7NnAl1+qAgkLUHa7b5I/zry7aZN3NBdrqbhNrMHg4/l9LsjJd/Ks1Whvp7YXFlJk0Zw5tOlp10JhoVpgUyvwsd8O+0sVF/v3A9u4kQTZvXvVdhQX03i2tKgbqVabpPVz4b7l59NnjMwhmzerG/aBA3QeFn605OZ6C3D8vrZfXV1k/rPbqe/aHEjBIuf8wc7AgJrbJzeX/jeqz8VwBvHCQtLCBRIs9KYgLvjKY8n+Q9rq7k4nrXmuJ9bcTG0rLVWLhgKqA72+z42N5NtzwQXBxyBQ1maAhKFQqq9/9RXdXLCwH4ovUayJqAnX/rfk6eLFi33eMztK69Zbb8X48eMxf/58/OQnP8Hnn3+OZ599Fs8++2zP9W655RbMnz8fQ4cOxdChQzF//nxkZWVh+vTpprVDSE7CCee2MlYKy491qQ8OXdYLJd3d3j/mWVm0mbIT8RFHkN/G4cOqtgFQNw2Xi8Zs6VLS8AQas6oquiP+r4ug1yaor9GkRVFoI9fCggwLDFrtBWt8tKYM7SbCwpHbTRtvfT35SRithTFjaGPbsUM1kaWnUw2sSy4BlizxnTMW4jo6aL7a2+kuPSeH2lxTo2pMWOPEGiTWQPBYDBxIn+PaYEbmkPp61bk7PZ2OMypa2t5O89vZ6b/oJR8XLna7rzaFNTR5earAuHs3hdhzsszcXFWo1K4t9tkKxX/FnymI625xvqDublUr17cvjVNtLQlWOTlkvurooLXPc2qkLWMUhRIVagUeXnMswPP/Rq9p/weofdnZ3gVztWZFdloPtVBsvIhI4PHEsSz1iSeeiBUrVmDOnDmYN28eBg8ejCVLluDnP/95zzGzZ89GW1sbrrvuup7Eg++9957k4OnlhBvOHa82RWpiskpYfqxLfXB0E2snGK0QA9APvXYuCwrIb2b/fhICd+xQsxBzJBQQfN49HmDBAlVw0QoJHO3F93RsauE7c6Nwau4Lm36073GdLq0PibaP2uSJvLl/+y1tqmwy5MzSRUWqRubf/6ZrHn88mdjWrVP9RLg/2uvt2UN/eW6532Vlal0p9j1xOlUfkvZ2NQfQ735HmgG9OaS1lTRTe/dSNFRbGwmmLAgabdLBBB0jeC7Z3MUCLodt79qlRuqlpVF7eOw9Hppvzk3T0UEb+ty5dN76elVz9d57tIYqKkigKyz0DnnXozVfPfEEzUF5ubcpqH9/Emj69yefHm2m5cWL6T02H2VkUDvZ+b5PHzV3k3ZtadcQQMkTBw3ydYwOl8pKaoNWc6mlo8O6pX4iqpaeakhpidTEalXWk920xsS61Ie/8gOsDQHoR3v0aO/QbJ5LILp5r66maDOOKtL3QbtJZ2SoJh7WVPhzqOX/WSjKzSXfnO++U81tfIy2ZEJmJo1HTQ29x5qBI48ETj8d+Oc/6RycG8hI0xCoYnZbG5kgXC7jO/K2NhIWWLjUftbjUTfqGTPof239pj17wg9BD4bDQW3JyqL+sgbsscfoYdTHQ4dUbZ22FImetDQSZJqbvUsmsBnq66/VTMisgTnqKP+aHa35qq2NxoJNUVw6g+Ekg08/Td8fh4PMqVddRcJXZqavJrCtjdpaV0drWts/wNsM269faJXfg2G1Uj8xr5YOAC0tLfjoo4+wY8cOdOpE8ZtuuinS0wqCaVipynqqmNaA2Jf6cDopombOHDqn1v+F6dvX+4dWP5fRzPvBg96mpkBotST641kQMrqlZL8aQI3MAtSQddbmsLbi++/peXk5aRo6O0lr88kntPGXlKivG0XKBAo75vD40lLfdrJQwDWVtm1T/Uu0gl99vZoqIFLYf4bz43R0kPN7aytt7Jz7iP2DiopIaGDtTHOzcR8bGtRMxXwOf3mLurpIW1JSovodsRnq8GHVpMVj0NhIfkn33Qc8+CD5QLFz/erVwAMP0Nzyd6SxUa17NWAAtZFhU1BGBgmtAPnBsPnI6PvEa/nUU0nAAIw1hOXl1DczfuuSudRPRALP+vXrcfbZZ6O1tRUtLS0oLCzEwYMHkZWVhdLSUhF4BEtglSrrVjStRUusfYp48+Q8PLzxckI1fQCmfi6jmffiYm9TUyChR3u3rT+uuJg2OK2fCRdNzckhrcPOnbTRHX00vV9XRwIMa3wyMtTcMFyyAFBD2rn8AZuYAkXK6MOOGxqoPWVlpP1oaaFHV5ea78csd8y0NBJSOTS7u5sEBfaPcbnIB4s1JayRUhTarHfu9PYxcbtp887OVksdcHJBfWi1vt5ZsCSNbNo76ST63HPPqWY7bisfxz5dbW3Ayy8Dv/iFKug+9xy9PmAAXZfD81lo27+fBB5eN0amoFB/w37+c/LRaWz01lw5HDTmubk0t2b91lnJpzAcIhJ4br31Vpx33nl4+umn0adPH3z22WdIS0vDL37xC9x8881mtzFpSeZQ6FRg9Gj6sm/ZQj/q2mDCYBmHzZy7cDMlJwuh+hRFOpazZlGiwddeo8ie11+nTUKviTCay2gyTY8ZQxvnv/6lRurwZ9nfQ3s+bWFLbS4a9qnhWkhlZcCjj5JPDeDr66J9je/8N20iE0denveGxxFeHHbc1qa+z5Ey338PrFpFn9WamFgD0dxM52DtRzRFKfPz1ZpNLhcJZgMGAD/4Ac1BcbHxuvAX/qyNBMrIoM20vV0VeLhQanu7mgWYx/Dkk4ETT6SopA0byNepoID6b+QgzbCvlMdDwmhjI2lYvvxS9dHiyEHtPLe301x//TVVT+cItK+/9v7Os3Mza6vY/4mTWdbV0drQZsEePTq0tXzppWqG88xMVcPJWkQ2M4WTjiHYd9YqPoXhEJHAs2HDBjzzzDNwOBxwOBzo6OjAEUccgYULF+Lyyy/vqWnVm0kVf41khcef7/IaGtQEeWlpgVWvZs+dlUxrZhMs7D3asXQ66a4ZAMaPD12NHorKnTUFnPyPNSbd3fTZzZtJwOKyCSzcALRJcSFFI7i2cXs7rb+SEuD++2kDY4xCf/WvcVI//drhHDOsTTh8mK6j1c643cB/A2qjhh1z6+vVml1cO23mTJpLbcVvzrz72WektTEylwUKf+ZoLnag5lw1nFAQUE1ZRUXk6JubS+99+illG/7uOxLieGyAwMkO09NVp/TWVmD6dPKb0mqEOAcQC7l8vr17qT233aYWlG1oUB3rmb59vc/Z1UXXqquj8xplwQ6Wufyuu+izvOabmtTj2trCNzOF851NtlI/ETktl5SU4P/+7/8wbNgwDB8+HI899himTp2Kr7/+Gscffzxa/ZWVtShmOy3789c4dIi+lMnkr5GM6MefbeZtbfTDVlREG4/RFzgWc2c15+l4EYux1P8Yp6VRcrzbb6ekeVrBZdUqdePjDfiII6hN48YFz8+yejXw299SVBRvUE4nXe/cc2lz11bCZpxO2mA4/DmSdPusZfj4Y9IKceZcrUBjVrBsZiZtxFlZJECwP1F6OkX1XHcd9ckonPrwYRL+fvYz4NVX/b8fbubd//yHam6xsy5A5963j9YQC54nnkhmT15H+jXX2Ohd10pf3Z5JT1e1O/poQH/jbJQRurycxvLwYRJsHA6af23AcFMTtamjQ62LVVJCZkW32/i7os1cHkgIifYGIxn3rnD274gEnjPPPBMzZszA9OnTcc0112D9+vW46aab8Ic//AH19fX4d6TV0hKEmQKP1TzYexv+xp9T3HORy08+8U2EFau5641rIpI+c+g2P7TPOWMwl2Hg5H59+gQuWBhNcUO3G/j730ll39ZGnz3+ePp71VW0qZSWqpqVtDQSdPbvpz7rK3RrYSF8zx7fx969avI/MyguVs1N2gf71GiLuBqNF+A/wktRSAjhrMnacGvt+9qIJ7vdO1yc0wZwuPQXX5DgNXcumTK164eT7jU0kN/TY4+RcKGtJM9rDiBhVZuQUJ/BmeH0AuyTA1B7uIK4kdBjJPDk5lLhV752czMJNMOHe4/J7t0kTN5/P7X97ru9s2ezz5DDQXMxalTgzOVaIjUhJ+vvVMyjtObPn4+m/66iBx98EJdffjmuvfZaHHnkkVi2bFkkp0wZUtVfI1nwN/42G/3w9O1Lm4lRFuBYzV0yRzVEytq15MNQUOBd5oE3iNxc8o14+23aVP1FM/mDnXyDESxrrD9eeIESFGoLY65aRXfadrvqX2K3q+YrJi+PNvmGBtpA16/3Fmb27PFNThgNnM+HHa27umit33Yb8KMf+dZdCoTReG3eHDizbmYm9amiQnXe1j6Kiijyqa6ONGvaZHVa9NoJj4fGv7NTLRvR3q5mIP7qK+D881UBqm9faidnk+bK7lrBxN8aM3Jk5jXJQo/+s9rn2lxJ7JdTXk4CG5us+vTx/s6zZqq6mvwMi4pIQGJfIzZZOp30exUsczkTqZmpN+xdEQk8Y8eO7fm/pKQE77zzjmkNSnZS2V8jGYhm/GM5d8kS1cBZhLXVorV/jR6sgWEtjMdDd6ttbWTGM9pMeBPZv9/77tcKvPACFVzkxGq8YXIhxgsuUKNjOKuz9sGb4x13RN+WvDzayDMySIjSmpsGD6Z188kn3hWrjznG3IrVWn8aI4GGc+GkpxsLV9nZpAXjaDMj/JlSurqoz42Naj4Zl4vGuLmZ5qGykq69ZQsdxw7ejY3+Mw+HgqKoZiE20emFHg5PZ/+fri71mnl5aq205mb6Phh95/l3p7NTrfDOGi/Ogt3RAXzwQWwFjd6wd1mgukVqYZVQ6N5KNOMf67mLZVSDXvDQ/h/OwywKClShxmgT1IYSWwm3m6Ki3G7VUZkFPnZy/m/dYkP/nXCw28l3o6KCTAhGZidtcjp/5rkrrojcbKeHzTjax1FHqUnv/G2GHPZtRLDvTaC0DYMGkYbJZiMBz+kk/xfOONzVRYLg0KFkbmtoIA1Jbm7g2lehwn5THCnGTuqcJkDbHm1WbCYtjdo1fz7NtdF3vriYjtuzRy3QyrBA2dlJSQPvuCN2muDesHeFLPCMGTMGthBzUa9bty7iBiU7kVa2FswhmvGPx9z5UzeHIowY+bbwc6vlSz/mGNqg/Pl96EOJ44WikGnEyHdmzx5yNOWYi2i0A4AaFZibS2Hb/frR+unfX80lZJSa3x92O40XCzf/+Y8q3IRqtuMNmYUZrS+NtiK5lpNPJqFH+73Q+pi0tlL/Wlq8/YGA0L43gUwp2gzUPFZcl8zIjMSRSfX1tHEb+dkEGhtusxYWerVjk5mpRp4dPEjXZ/MelzDR9n36dP+CypgxtB64Yrr+2pxnac8e88xJRn4+Y8aQQ/769eoNi1FfRo8mM1yyhKJrCVngufDCC2PYjNShN/prWIloK4uH81mtmcdIo8Lvh6JtSTUCZfbVV9A2k85OckzX5p3R+8+Y5QzM2O202fLdcU4OcM899Pd//1cNKf72WxKorr6ahJ5w0VfZDhQBxhmaWajRCjbh1lDSfi+2bVNNTbzGXS4qtPrPf0b2mxfIlMJCJ2/8gJrpGFAFGn6vooLyD+3YYd73is/PJjXWunBWZK5UrygkKChKeOHgdjtw0UXk98b11rT9Ym1Sc7M55iR/kVxTp5Kg2NBAf+126l9REc1lXh4dc/bZyZtuRWppITa1tCQPT2LxN/6zZ5NZKZBfykcfUWVpbX2iIUMop8nJJ1tXq2JFwtmkg6Eo5JehrdWkF2wOHjRvXvR1iwA1pLmkhO7mDxygzYBrXHFdJSBwGHe4YdpGVba7uuh8OTlUYHLyZFXAicUN1aJFwL33qlXGOXdNejptiqGGTusJlLahpYW+h4Aa/bR1qxrtxTcUQ4bQuB48qIahR5IlmgUNLpLKJix2jD72WArB1/ezpISOO3Agst/76moSJFpaVF8hNtuVl1NbzEhd4c9Xau9eEqhyckiwqasjoY01W6NHU7/Zkd9KIesxD0tPNWJVPFQyLZtDJL4o7ED7xRdq+PJRR4U+/tGEM1uVRPUp1Otyun2tNkb/YKfdaMnN9Q7PZj+a0lLauJuaVPMCCz7aze+oo9TNsb2dNrrBgykXjd0ePIxbG6YdCM4qPGMGRb316UPjyeaGYKkWzMLtpjpRHHlnVIFeHzpdWEjv1dUFD6P2Fw7t8VA0H0BmO5uNnJPb2tQs01xt3O2mqCibjdbYt9/SnDkc4Wv1uLBrTQ2tCb7ZOeEEVdDS/7YDkf/e8xhs3EjjpvUh6+6mMTz+eBK0Iv3OBhrnb76h71ZOjipYstmyro76YrN5h84ziQ5Zj7nAY7fbA/rzdJtVgCVOSLV084lUSOkN5p5EYKamJVJaW421Mizg1NaaU7uJC2Hqc85oHYO1ieD03HcflbHwR1mZr+MmV7p+4gl6fsMNJAwYOWxrj2XfG622xOXyNkOtW0d3/83NahQcoGoB+Bd87FjvJHxmUVVFeWLWrqXnDge1kWs0Ab7JM8PVcGs1D3qTGAtxbje919VFgojbrWpeurrU7McZGVTWAiDTFq+pUH2yHA5aKx0dpO1YujQ+mgvtGLhcalZrrZZl4cLI2+JPk9baSlozgMaPtWXa99lBv7DQeslTY56HZ8WKFV7Pu7q6sH79erz00kuYO3duJKcUEkwo4ccipCQnRuYQf1W1I0XvDGwk2JgRNQOoav5+/YyFmbIy70iXcFi9mh7aAp5a+vQxjlJxucjcxhuDtiyCFnZsbWqi70m/fqpg448PPqCxBdTjtNmA09NpU9+yhTZMM00LvAmz7whfv62NhI7KShJ6tCHL/swmmzb5b1+wtA2AtwBVUEBt4PIe7G/S0UGCzY4dwMCB9KitVR3RAf/OyQxr7fxlY48VPAazZ5OmhwWdrCwax127optff75SLEQ7nWoxWi08rkDyh6xHJPBccMEFPq9dfPHFOPbYY/H666/jyiuvjLphgn+CCRtaoSXU/8WwGT7JYPbyeEiz09LibV4JVFXbiM5OOnb3bmNHYDOdgQsKjLMCs9lJHwlkFtqxKi8noaKjQ/1usL+OEdowe9bWuN0k3LC/Cz9aW+n1wYO976T9tWnFCjXPDYfGa7U77NhaVkZr8ZFHyE8t2rWoDRcvKyMNU3e3Grre1aWGgHPIcmEhOWzrQ8wVhY6rrwcWLDBuX7C0Ddr3CgtJ67RuHf3PuYC+/16tRl5bS+aZ3FzSFO3cSecZMIDWMkd7af3x+vUjp93SUipcm5/vG6EVSyZOpDWUl6f2SxsptXs3jR/3KRzTmb+wc6dTNdPpw+oBmlsWdJI9ZN1Ui++4ceNw1VVXmXnKpId/kIwEjUifC4nHCiaiUNBWnTbKnpqfT++vWUP/+9POHDhgztpzOmnz1JuatEKN0Q9qPPjPf8hHpbWVtDW80fEPOd/pcmVyrRDT1ESVrs89l/r49NOk0cjNjS69AWdpzsxU/VFY2NGWg8jMJOHJZjMvGy6Hi2dk0Hpgk1FXl5oBuKODBEQufwB4h5g3NXlnDgbI1+jZZ8lXSk+gLMHa9zg7cXm593rxV428oIDGkY/p7lbD8DlhYGamqv386ivg8svVshDx0vSsX2/cL0B1Yv7kE8owDYTnHO0v7UZWFp2HfXhYwAK8q7gD/n14kiXdimkCT1tbGx5//HH0jyTeMoVpaCBHTCF1iIeJyCzq66ltXN2bMwHrMwNfdpk518vONk6ix4JNSYn/bLuJ5tNPVbMbO+WyeWPvXrrj3r+fftx5Q2I/kz59SLPBZiyzUlMcPEhz1LcvaSj0hS35fy5vYaZp4eBBElhaW9Xsv6xd8nho3djtpC0pLqY+1dWpZpOmJjJ7aTMH8+fmzaOcL5EKEf7MM4GqkXMk1f791CbWarCGLD+fTGFutxp153IFNsWZTaAQfRYe3W41Mi6YqVBLoLQb2ppmbW2+63XOHDpHsqdbiUjgKSgo8HJaVhQFTU1NyMrKwssvv2xa4wTBaphlIjKTtjbjyKa9eylq5dAh1QckGmw2NTOwv2KUeXmxMTfFGkWhPDJsOuK5YxV/ZydpfYqKqOL63r0kHPkrD2JWKRE2Q6Snkz/K7t3e/iisoWBfTTNNC5xfhjdYm03VhrAZ3OMhs9GCBWpdKDab7N1rnDnY4aD3ozG9+TPP5OaSXxFXI+c0AFpfIHbAZsEmM5MEWHaaT0tT/2ZmkqC+e7d5psJI+gWo4+lwkBbGbg+/ff7W5dixlGOHw+39rddkKI8TiIiitF566SWv53a7HSUlJRg3bhwKrJYrPgRiGaV1+LBoeMwk0X4zmzeHH4ETDYpCfTWqqM3+NNGWOGA48kYvyPAjGmdgq6CNhtJGRX3xBSV/q6tT/XG0ghtXaT/xRDIphFK1Gog+NYU+lFhRaLPp6CBBrLubNr1hw8wPD16zBjjtNOq3VuPAwg77wPzrXyTga9u7bh0JiFwBnT/HpqN+/UiYijSqx+OhDdpfVmBtNfLSUu9x5xD7b74hQYcd1LduVf1/MjNJkOM1YFYUUrD14C90vLWV8hF5PNRebdsAatvhw6RlPPnk4OvMXztCWa9WS7cS8yityy+/PKKGCUI0WMFvRltI0Qh9tE4w2BnYSKDhv/4cZcOFM8SyBsPtph/P666jH9nCwuTUzhjBfeUQb22otxFGpiMuX8C5UGw2EoqcztA3vUgrV2s/rzdDVFSQ2YYFjrIy1Wxjpmmhro7WR3OzdzkH9kt0OsnnQxt9x+395S9VsxELSGw6YnPg4cORm95WrQqeFdhfiL7TSe/NnEmftdmofzzH3Ebtd8EMU2Eoofr+zE4tLarWSd+2xkbSTrW0kEk9Nze4X4+/dRnKeo12TSeSiH146uvr8fzzz+Orr76CzWbD0UcfjSuuuAKFnG1KEEzEKn4z4RbFbGryL8zs3m2eMzD/SOvNTew7s3Mn8NJL1neyDhd2KjbKXxMOetNRbS1tnOwgnJ5Om/vkybHpRyD0ZggOy2aho7k5NqaF4mLqM0cEseMxm1IKC2l89OazSZMoI/Mtt6j13rSmo7w8EtAiNb1pw9779VOzAre2quHkwfLV6MeUE1q6XPS90SsKojUVhhOqb2R2AlRhR9u2xkbV78huJ22WwxFfv6NkIiKT1kcffYTzzz8f+fn5GDt2LACguroahw8fxt/+9jdMmDDB9IbGEjFpWRuPx7zMtWa2pbRUNXWw829DA90Vl5SQYNPUZM51s7L8552pqFB/6IK13eph9P7gZHd6c5RZmYX1pgRA9V9xu+l7HOtsxqG0UWtKGD06dNNaJOcbPZoSHvKYsFkHIL+Yujo6hs1n2vMVFpKj6/r19D9nZWYNkdb0BoRuItHOU0GB6tMCqFmBA2Uk1rfR4yHTnccD/PGP5PPWv7+5mYQDZTgOdG59W+++2ztKSlEomzTni8rKItOmGW1OJmJu0rr++uvx05/+FE8//TQc/11t3d3duO6663D99ddj8+bNkZxWEAwJNbT6P/8xx2+GaW83dgauq6MN0J8jcEdH+H41/pyBWbAxwxk4nKraiYI1NlpTlMsV+8guI1OC203zzbWytm0jASBRDppGpoRITQt68wpHK3FOFm1ByW3bjIuGZmTQ+3a7sbmmpISO4ezJRkU1V60KLyPz+vUklDU303eMNU7sf1ZWRmHdRmH52jY2N6sFP7OySItVUkL9NzsKKVA1eJuNrmWUSkA/33PmeK9Pj0cVdpxO6n8o5+3NRCTwbN26FX/5y196hB0AcDgcuO2227B8+XLTGicIgPl+M4C3M7C/cgd1dea0Pz3df1RTv36kpk52Z+BwMSql4HKFb4oyE60pYeNGEmgVhUwxfftSG1PBVKA3r3R2qqUanE6KcuK+btsGnHEGsHw5CTwcqcX+UUuX0jmNikru2kXn69+fTLdG2ZPDzciszzrNeYk48/OAAdQfva+Nts8ZGWoSRYAEn7y84O01O4SeCdU/SG/q4mzdWVnG5VKSJftxPIlI4Dn++OPx1VdfYfjw4V6vf/XVVzjuuOPMaJcg9BCu3wxAApI/Z2AWbsxyBs7JobvDI47w1sqwYFNYmNoq5WCwOSojQ9XY6KOgrMKkSRSZ9MMf0nrjKB5uazxDlGOBNnsym+527lQ1Nvy9GTaM3t+1C/jTn0ggYBMSm6fYbDJ/vioo8Dhpw6ULCigRozYzMEBmHn1G5kBh1vqs09rUAezTt2cPCU9aXxt9n7/9ll5zudTIsbo6Kha6Z49xe6OZ50Ch5kB4/kHabNSrVwMPP+y/vlWyZD+OJxEJPDfddBNuvvlmfPfddzjppJMAAJ999hmefPJJPPLII9i0aVPPsaM4/aYgRMgxx5CDrdaHh31nOjvVxG8vvKAKNfv3m1PTi1P29+3rnRVYq6UJVh6gN+F0qkINCzlmaW3iFQ67cSOtIaOsz4FMBVYL1zVCb15paaGNkSOwOHtyaysJNVlZJBANHOi7zm02ep/rVvkz12zZQuMwdar6XnV1+GYefdZpvdDscFBfKiq8M/5q+9zWpob087U4K3Nbm//2agl3nseMIQGSy2Do/ZmMshQHugabusaMAf7f//Mfmq8/bzKsz1gTkcDzs5/9DAAwe/Zsw/dsNhsURYHNZku6yulC4vF4SKWsNTFlZtKP8zffqAnPtLS00F1huLA6OJAzcKKcVK2MzeYt2LBZKla+NuFW346GSEwQ8WxfNOj7pq3LBdBf9ucBVJORv42Rw879ve/PrBLJGIeTOkDbHu21mpupf9p1qg2153pf/sxAkcwzh9A3NpLvH0e5FRSoFdm1/kGhXiOU0Hw+b7Ksz1gT0U/5tm3bzG6H0Ivo6AjsO1Nbq6aGj5biYv++Mxx+akXTipXQa21YuIkXkVTfjoZwTRDxbl806PumFRj4L9fJAlQhwp+2lAtO+nvfn1klEjNPpKkDtNdip2ytkMf/s6bHnxkoknnWh9AfOkTXaGkhjZI+hD7Ua4QTmp9M6zPWRBSWnmpIWLp5KAr1WS/EaB9mlDkA6AfKX1bgigryv/B3Byn4otfasCNxImtfhRrS+8474YVoB1LvhxNGDEQWcpwojMLvObSZK6BrMzfv2kWaj7Q0//1jTUs44dyRhGoHSh3gdPqGyfu7Fvc3Pd07+zP78IwcSX5JRj5Hgdqrz+zs7zNc066+no7jEPpw1ro2XQALqjwW2tD8UNptpfUZCTEPSwcoUmvJkiVeiQdvvvlmDBkyJNJTCklAVxcJcP4cgffu9a71Ew35+ap5yaggZVFR8n5JE02itTahEkpI78aN5GS8d29o6vpg6v1ARRb1IcqR+KIkEqO+lZVRhBP78mgzN+fn07FLl/ofi2DvG4VzhzPGgT6jLeCanx/6tbiCO0B95mrqTicJIhdf7L02pk3zP8/NzaQ9WbuWMkxzhXV/n2E/m7Q07xD6UMPXX3vN9zibTfWx0p4XSK71GWsiEnhWrlyJ888/H8cddxxOOeUUKIqCTz/9FMceeyzeeustTJkyxex2CnGiudk7E7BeU2OWM7DdTj+sgQpR5uREf53eDqv69cKNVSuW6wnm69HVRRrDzk5aN8HU9aGq90Mt/mlWyHE8iSRz85gxgcci2PuhtCOUz0ValFX/uZwc7zw8AGmo9u4lrZZ+bWzeTP8XFXmflyvCG1VY//JL0iTpP8Po10aoa4nLioS65pJtfcaSiASeu+66C7feeiseeeQRn9fvvPNOEXgsisdDm4O/IpR795IDnBlkZvoKMFpNTVmZOAObjZHWxqrh36ESyNdDUWjdKopanwnwH9qsD08OFgqtDQH2ZyozM+Q4nhj1beRI4I03aEOtrAQuvVT9jhodz5mZV64kTcGDD1LWYoCKiZ5wQnANrL8xBkh7ZlTcMj8fuPVW+i0rKvItDhrqtbgKUl2dmsl41y7jtbF9OwlI+nnmCuZGFdZralSfGhaqtOjXRqhrifMkhbrmknF9xoqItpyvvvoKb7zxhs/rv/rVr7BkyZJo2yRESEeHalbSa2f4fzOdgf1V1u7b1zgrsmAOya61CYcxY8g8YOSDwJtJRoZxyLReXR9JxttghRIDtc9fyLFV0Patqgo491xvM9/y5b6FLbXHn322/6zF4UQA6cfYn8lx6lQSroxMkaGatv3NZ3U1mYH8rY3SUkrCuG8fCRw2myoAORyk4cnMVAUb/kxLC31m0KDgayPUtXTppTQ3oa65ZF2fsSAigaekpAQbNmzA0KFDvV7fsGEDSktLTWmY4I2ikPbFnyPw3r3mqSW5SJ2Rhob/N0oAKJiPVmujzUrcW4TJQL4etbU0DhUVxp+N1GQQzvcoEl8UqxFuFE8oWYsjjQDy15a1aykMOyeHfn/MjjQKtjZYmHG51HkOpcK6/jOB1kaoa8npDG/NJfv6NJOIBJ6rrroKV199Nb7//nuMHz8eNpsNn3zyCR599FHMmjXL7Db2Ctxub2dgvalpzx7znIHz8vznnamoIO1Nb/kCWIXepLUJF39+G8OH0123P2frSE0G4ar3I/UrsQLhmvnCzVocTkbqQG3p6lILuWZkqNXXzcp8HcrayM2lelZvvhl6hfWcHO/PBFsboa6lcNZcMq9Ps4koLF1RFCxZsgSLFi3Cnj17AAAVFRW44447cNNNN8GWZLef8QhLb2nxH6q9dy+pPc3I0Wi3kypVL8xo/xdn4MTC4d9caiEjo3dpbULBKGwc8PUh0YfnMkYht5FWrY6mzVa/caiupmiinBzjjZ4rpL/5JpmCtMcrCrB1K/VRGzrudpMDMGdD/9vfgBNPjLwtra10HYCuOWSItwlT38ZICDcVwfr19Ls+dy4J3f36kYMyO35nZtJveyQV4bk9oRwfzppLxvUZCjEPS7fZbLj11ltx6623oqmpCQCQq69c1ss5dAi48krg++8pK+jhw+acNyPD2MzEj7KyxBZgFLzRCjfaWlKCf8LJChuOuj7W5qdg/j5WJFwzX7CsxSzw7NqlPr/mGuC3vw2uSfDXFrebzuN0qlqeQG2MhHDXBs+zy0Wh6F9+6R29ardTfT2jz4TanlCOD2fNJeP6NJuo4mT279+Pb775BjabDcOHD0dJSYlZ7Up6cnKozkm4FBUF9p0pKBBNgFUR4SZ6wvUnCVddL+p9b8I18wXKWswaHYBe59+pmprQ/Gz8tYWvw1md9dGdZkUaRbo29Nog+X22LhGZtBobG3H99dfj1Vdfhee/Yq3D4cBPf/pTPPnkk8jPzze9obEkViatigoyVzFOp68zsF6wEWfg5MBm8zZJiXATPdGYnMJV18dSvR9r04GZ5o5wx9xf1uK0NBJUWCjhyuuZmcDQoaGZCwO1hX1mcnLofNqyEGZnCw5nfLXt1Zu0eqOJNBGEs39HJPD85Cc/wYYNG/D444/j5JNPhs1mw6effoqbb74Zo0aNMgxZtzKxEniWL6cvfU6O6gwsTqjJh8PhXf3bqlmJk51w/UmsSKyLNIZ6/nDaodWqGZlyli4NHKW1d69qdgLoWmzqqqwkZ99Q585fW2pryYSWk0M3jcHaGA9iuV6l2GfoxFzgyc7OxsqVK/HDH/7Q6/WPP/4YZ511FlrYfT1JkFpaAkB3jWlpvpFSkiAxPqxcCcyYQdpOf3fUe/cCL75IOVmshj9z3KFDtOlHGzod6vkjaUe4G6z2eC6t0NWlFh51uWge2bUznLmLJA9PIoSAWK3XWK+jVCPmTstFRUWGZqv8/HwUFBREckpBiCsSKWU9kjVrMRB+eHeszn/aaZG1I5Ss0lr0x+/bB8yeTd+l7GzfzMLhzF2gttx6q3XMPLFYr7FeR72diASe3/zmN7jtttuwfPly9O3bFwBQW1uLO+64A/fee6+pDRSEaDFyJhbhxnokc9ZifRZnbRXvrKzoizRGU1jS6DijdoQbxaM93uMBXn6Z5k6/wUcyd/7aEk2kkdk+MbFYr5FkAxdCJyKB5+mnn8Z3332HyspKDBw4EACwY8cOuFwuHDhwAM8880zPsevWrTOnpYIQAuJMnLwkc9ZiDqnu7KQ0FOzAa7fT+isro/ciDZ2OVWFJs7D63MXCJyYWfU7GYrTJREQCz4UXXmhyMwQhfHgz0WpvxJk4uUnWsPHiYhJwamro7t7pJKddRaHonZoaSikRqTkuVoUlzcSqcxduqoNwMLvPyWzWTQYicloOlVdffRXnn38+svWV/SyGOC1bHxZu9D43QmqSbCG5bjdpcerr1dIHjKLQRlVQQL4ukTjBhxo+/s474WWfjgVWmrtQxm3kSGD+fNLKRNpes/oc62zgqUjMo7RCJS8vDxs2bMARRxwRq0uYggg81kKEGyHZqK4mQaO+XtXw2Gz0v9tN/xcUkEASqe9FqOHj4YaZpzLBQscPHCAhlGNtEh35Bcj8hUs4+3dMZcQYylJCiuB0UlRHYSGFdw4aRIUHBwyg1Ox5eSLsCNbn4EES1CsraWPlrMPd3fS8spLej8b3gs0no0aptflaWui5dhMM9bjeQCCfmMZGEna6uug3pm9fEozY1FVVFf/2AjJ/sUQyjAhxwW73rgbO/0siRiEVYN+L9HTKBKyP0mprM6/8QSjh4+GGmacq/nxiFIWSGbrd9BuUnU1jY5Xwb5m/2CACj2A6/MOvTd4nBU2FVEYfoqx1WzQ7pD4WhSVTFX+h462tZCYCyGSkzRtklfBvmT/zEXlRiBiHg34oCgrIYXPgQLq7HTSISmkUFZGKWIQdIdXhEOXcXNIOtLaSA2prKz1PdFh2b8XfvLS0kLnR4SBTlp6MjOjSCAjWRL5+QlA4cV9eHvnV9O8PHHEEMGQI/V9SAuTn+0anCEJvQnwvrInRvGj9drj8hRYJ/05NYmrSqqysRJrc3icV2kKZWn8bEWSEaPB4KGLm3/+m5+PGkbo+1TQeifK9sFIouBXRz0thIXD33cAXX5DJMVCW5FiPrcxd/IhpWHqy0FvD0rnInzb8WwplCmZTVUV1ljZvpjtrgIToY48FFi4UzUe0SGXtyAgl/BuI7djK3EVPzPPwFBQUwGZwy2+z2ZCRkYEjjzwSM2bMwBVXXBHuqRNCbxB4tE7ELOBIhJQQa6qqgF/+ksJ/AVWgdrvpb3k5sHy5/LhHilTWjo5AAgcQ27GVuTOHmAs8v//97/Hwww/jRz/6EX7wgx9AURSsWbMG7777Lm699VZs27YNf/jDH/D444/jqquuirgj8SKVBB6bTRVutLWkREUqxBuPB5g6FfjXv+j/tDRv00FHBwndp50GrFwZ2hpNJfV/tH2JdVbeVBrrQBj1EzBvbGN9/t5OOPt3RAaMTz75BA899BCuueYar9efeeYZvPfee/jLX/6CUaNG4bHHHjNV4FmwYAHuvvtu3HzzzViyZAkASm44d+5cPPvss6ivr8e4cePw5JNP4thjjzXtulaFnYn1wo342whWYP16MmN5PGrmYS1paaTp2bw5tPDfVFL/m9GXWFbWTqWxDoZR+Hd1tTlj628cp02TquiJICLZceXKlZg8ebLP62eccQZWrlwJADj77LPx/fffR9c6DWvWrMGzzz6LUaNGeb2+cOFCLF68GE888QTWrFmD8vJyTJkyBU1NTaZd2wpwUqyCAjIDVFZSCPjAgRQSLlFSgtU4eJC0OIDxuuTSCx0dwcN/Wf2/aROlOrBKVtxIMKsvoVTWjiS0OpXGOlLMGNtA4/jgg2TKMnvuhMBEJPAUFhbirbfe8nn9rbfeQmFhIQCgpaUFuUbxfhHQ3NyMn//85/jf//1fFHDRE5B2Z8mSJbjnnnswbdo0jBgxAi+99BJaW1vxyiuvmHLtRMCZP7ncwuDBvuUW/H1RBMEqFBer69TIcM7RMS5X4PBfj4fukpuaSP2fmemdFbepid73eGLTDzMxsy/aLMJGRBJanUpjHQ3Rjm2wcezo8E5+GO75hciIyKR177334tprr8WHH36IH/zgB7DZbPj888/xzjvvYOl/Xdvff/99TJgwwZRGXn/99TjnnHMwefJkPPTQQz2vb9u2DbW1tTjzzDN7XnO5XJgwYQI+/fRTzJw50/B8HR0d6NCs5MbGRlPaGQlOp3eUlMslkVJCajBmDDBiBPnwuN2+PjxdXSTcjxgROANxLE038caoL9oyFOH0xV8WYSDy7M7JMNbx8C2KdmyDjWNpKeUE2rePErVGOne9xc/KLCLaWq+66iocc8wxeOKJJ/Dmm29CURQcddRR+OijjzB+/HgAwKxZs0xp4GuvvYZ169ZhzZo1Pu/V1tYCAMrKyrxeLysrQ01Njd9zLliwAHPnzjWlfeEgkVJCb8JuB+bMAf7zH/ph7+z0jdIqKaFjAv1Ih2JeqK9PDvW/ti9NTZQEr6ODNi6uN5eeHlpfOIvwzJnk5GoUWh1udmerj3W8fIuiHdtQxjEri96PdO56k5+VWUQsC55yyil49dVXsW7dOqxfvx6vvvpqj7BjFjt37sTNN9+Ml19+GRkZGX6P04fIK4piGDbPzJkzBw0NDT2PnTt3mtZmPVlZZIo68kiS5Pv2pcWdlSXCjpD6TJoE/OEPwHHHkbDT1UWPtDR6LZSQ9FiYbhIF96WuDqipoaKidjuNh91OzxsbgW3bQjuf2dmdrTzW8fYtimZsQxnHnBzgvvsiO7/4WUVGxIkHPR4PvvvuO+zfvx8enUH3tNNOM6Vxf/3rX3HRRRfBoZEMuru7YbPZYLfb8c033+DII4/EunXrMEaj+7vgggvQp08fvPTSSyFdJ5Zh6YIgRJdpOdbh10bXi5WZQBuq393trQFQFBIG7fbwQvVDbXOox1gxXDqR7YpkPYTTXiC881t1jhJFzMPSP/vsM0yfPh01NTXQy0s2mw3d3d2RnNaHM844A1988YXXa1dccQWOOuoo3HnnnTjiiCNQXl6O999/v0fg6ezsxEcffYRHH33UlDYIghA9djtw4on0iOSzZptu/BFrM4HdDvz4x8CqVfTc41Gj1dxu0vqWlQFbtoTnJxOssnao/YrnWIdDIn2LIqlaHu44hnP+ZPCzsioRLdtrrrkGY8eOxebNm1FXV4f6+vqeR11dnWmNy83NxYgRI7we2dnZKCoqwogRI2Cz2XDLLbdg/vz5WLFiBTZv3owZM2YgKysL06dPN60dgiAklngU5oyXmWDwYMqkm5VFWp6uLvqbmUlpJoqKzA1JDrdfViyCGqsQ/FgSq3FMxrGwChFpeL799lv8+c9/xpFHHml2e8Jm9uzZaGtrw3XXXdeTePC9994zLSReEARrEMvCnPowYr5z5jDi3bvp/YkTo79ecTEJPNnZqmbH6SQByGajqC2z/GQi7VeiiqD6Q+sTk5np+77Wt8hKkUuxGMdwxkLwJiIfnkmTJmH27Nk466yzYtGmuCM+PILQu6mupuy3OTnGm0hrK92dv/lm9GaCePpgxLNfsSTUMZs9mwrSpnLkkvjweBPO/h3RcNx4442YNWsWXnzxRVRXV2PTpk1eD0EQhGQinmYC9u/IzaXNqbWVNrHWVnpupp9Mqpg/QhmzqVOBa69N/cileK6fVCMiDY/dYCRtNltPOLhZTsvxQjQ8gtC7SYQmJB55VFJFw8P4GzPW7PQmrYfk4SFiXi09UFI/AKisrAz3lAlFBB5B6N0kykwQa3+TVDR/GI3Z+vWpJdiFipX8lRJFzMPSk02gEQRBCESiwrEjCXkO9/xWDDOPBqMxs3qG6FgR6/WTakS8zLdu3Yobb7wRkydPxpQpU3DTTTdh69atZrZNEAQhblgxHNsMUrVfWqycIVqwDhGZtFauXInzzz8fxx13HE455RQoioJPP/0UGzduxFtvvYUpU6bEoq0xQ0xayYuodAWzSdU1lar9AoxNd4qiFmatqwOOPz687NVCchBzH54xY8Zg6tSpeOSRR7xev+uuu/Dee+9h3bp14Z4yoYjAk5yI054gCAwnWGxqItNWfT3VJuPCrKNHk2Oz/DakFjEXeDIyMvDFF19g6NChXq9v2bIFo0aNQnt7e7inTCgi8CQf2h+3oiL6gevoAA4donDNZ56RHzZB6G1UVVHE1saNqqCTkUG/Ee3t8tuQisQ8D09JSQk2bNjg8/qGDRtQWloaySkFIWT02WMzM+mHjbPHNjXR+7qatoIgpDgTJwIFBeSMfcQRwNChpPUtLpbfBiHCKK2rrroKV199Nb7//nuMHz8eNpsNn3zyCR599FHMmjXL7DYKghdSPE8QvElG/5xgbY6kT+vXU+HV8nLf8HT5bRAiEnjuvfde5ObmYtGiRZgzZw4AoF+/fnjggQdw0003mdpAQdDTW0NQBcGIZPRlC9bmSPskvw1CICK6B2hvb8fMmTOxa9cuNDQ0YMOGDbjttttw1FFHwaa/5RYEk5EQVEEg4lXh3UyCtXnRosj7JL8NQiAiEnguuOACLF++HADQ3d2NM888E4sXL8aFF16Ip59+2tQGCoKeMWPobu/QIQo91aIoFII6fDgdJwipitV92TweKm2xciX99XhCa/P8+UBjY2R9StRvg1FfBesRkcCzbt06nHrqqQCAP//5zygrK0NNTQ2WL1+Oxx57zNQGCoIeKZ4nCOH5ssWbqirKizNtGjBjBv096yzg2WcDtzkrC2hoALKzI+tTIn4b/PXVitq13k5E097a2orc3FwAwHvvvYdp06bBbrfjpJNOClpnSxDMoDdkjxWEQFi1Enogk9WDD6p5coyw20kT408gCaVP8fxtSEaTYm8mIqflI488En/9619x0UUXYeXKlbj11lsBAPv375c8NkLcmDSJwlCTLTpF6N2YFVGl9VcxKpiZCH8VvcmKtTRskqqpIW1Leztpc4w+b7P5NwmF2if9b0OfPsBXXwF//jMVSv3xj4ETT4zutyJYX3fvpvcnTpTfJKsQ0TTcd999uP322zFo0CCMGzcOJ598MgDS9owRxwkhjnDxvKlT6a/8sAhWxkzzhxV92YKZ2UpL6e++fcZtbm0F8vNJIxNtn/i3YfNmYMoU4IorgKefBn77W2D8eOCoo6LTwFjZpCgYE9H2cPHFF2PHjh1Yu3Yt3n333Z7XzzjjDPz+9783rXGCIAipgtnmDyv6soViZsvKovf9tfnuu+mvGX1atAi4807SwmjxeIBvvwV++tPIhR6rmhQF/0T8VSgvL8eYMWNg16y8H/zgBzjqqKNMaZggCEKqEKuIKqv5soUSFp6TA9x3n/82z5plTp/cbuDhh4Hubnpus9GY2+2qRubQIWDBgsiiqiQEPvmIqJZWqiG1tARBiCXV1WS+ysnx9rfhat78WLGCzDXh+vhYJdOyUdVyRlFISzNqFPnRAOZnWtby8svA5ZerfkF6s5Oi0KOoiMLJw828HE5fxdQeO8LZvyNyWhYEQRBCR2/+aGoizUVHh/eGvHQpOfaGm2GY/VUSDZvZZs6kDb+wkEw77e3kf6M3SQVqc7R9qqnx9QMyoqMjMrNTuH0VEo9MhSAIQozRmj+ammgzbmujzTAtjYSdri5g2TJg7drkDnG2ipmtstJXq2OEyxW52ckqfRVCQ0xaEJOWIFgZq5hrokFr/mhpUf07ANJCdHaqx2Vnk1aHSVbzSKLnze2mqLD6enquNWtpfXZ+8APg//4PcEZh70h0X3sz4ezfMiWCIFiWVMliy+aP9HTy2+EEex4PaXbYkTYtjYSf1lb1s8ka4pzolBFOJ3DPPYDDQc95vLXCjs0GbN8OnH12dGsq0X0VQkOmRRAES5JqWWwnTQKuv542YkUhQae7m5yYS0roGLudNmS32/uzEuIcGbNmAY8+SqH7etLSgCFDSCOTrGtKCA8ReARBsBzJWhgzWAHJyZOBsjKgf39g0CDacIcOJQdXzjBst/uaVyTEOXJmzSIn4mXLaNyzsshkOHIkCT1dXUBBQeLXlBB7JEpLEATLEU4W23hHJ1VV0caojaRiDc2BA4Gjq8aMoQy/+lDmrCzS4jQ3kw+PtuwCZxgeNSq+WZNTCaeTBBy7nQRNt5sSD3KUHAuZGzcmZk0J8UE0PIIgWA6rZrE1MrPZbMCGDfSw2QKb3vxlR25row3X6SStgxWyJqcavKY6O32j5Ox2En4OHQI++CDRLRVihXx9BEGwHFbMYmtkZrPZSPvCmpq6uuCmN3+hzGPHUtbfsWMlxDkWFBeTcLNnD/lOpaerzuIs+CgKJX8Us1ZqIiYtQRAsBxfG9JfFNhEmnupq4IsvSOvU2kpmJ678zT43HR3qe4FMb/pq3tpQ5ltvlRDnWDBmDFBRQRqztDTv9xSFzFwZGSQQiVkrNRGBRxAEy2G1LLZVVcAddwD796tagYwMMk0pind+F22EVUYG5YExMr35yyRslazJqYbdDlx0ESV27O5W8/KwsONwkEDU3CzRcKmK3DcIgmBJrJLFlv12tm+nTdPhoEdbGzkpA2pdJn2ElURXWYvJk8kR3uUioUebGmDgQNL8yHylLqLhEQTBsgQy/cQDrd/OoEEU2dPWRpsiJwkESEOgKGTK4ggria6yHmPGAKNHUzTWgAE0b06nOmec0VrmKzURgUcQBEuTSBOPPjy+b1+K8OnsVKOqurpUs1ZhIQlJUkDSmmhNpfX1qqm0rU3mqzcg0yoIguAHfXh8bi4VpczM9PbXOeII4LjjSPCR6CprYxVTqRB/RMMjCILgB214fGYmvZabS4/WVtooOzuBV14hLZREVyUHiTaVColBBB5BEAQ/BAqPz8xUfXS4YGRvjq7iiuH791MCv6IiqlYeiSARj+rj+vni0iAiAKUuIvAIgiD4wWrh8VaFy21s3AgcPkyRTw4H0KcPOQnrS2yEci5t6Q6jMh2xaH88rynEH5uiKEqiG5FoGhsbkZ+fj4aGBuTl5SW6OYIgWAzZEP3DYfuHDlEOGw7P7+6mvzk5pO155pngY8XnampSw8e55ENubmjniLT98bymYB7h7N8i8EAEHkEQghMPM0uy4fEAZ51Fmp22Nnqkpammv85O0ohlZ5Pp7913/Y8Zn8tfdm0OGQ90jkjbH89rCuYSzv4tUygIghAC7PMxdarqs9Pb4bD97Gy1xIZWaHA6SejJylJLbAQ7F6cA0KIv02F2++N5TSFxyFdWEARBiAgO27fbvUtsMDYbaVHs9uDV7fUpAPRkZAQ/R6Ttj+c1hcQhTsuCIFiKQKYjMStZCw7b93jUulR6s5DdTu9rSzYYzaNRCgAtsSjTEek1Q12Hsl6thQg8giBYhkDOwYA4DlsNDtvfuFHNWKz14eEK5K2taskGf3M8e7b/FACxKtMRKO2Av2uG6sAuju7WQ5yWIU7LgmAFAkXLOBy0GbndEkljNUKJ0ioupizGQOCIqGuuoeOamoxTAMQiE7J23QW7ZqgRXRL5FT/EaVkQhKRCW6SzXz8yL9jt9LeigkwCBw74vtevH33mkUfoHEL84VINY8cCBQWqsONw0POxY0lomDjR/xzzPK5cCTz9dHzLPoRaaiLQGtWuQ7c7tONkvcYfMWkJgpBwAkXLtLWpm0Nbm1rZGvCNpOnNmY4TibZUg79My9XVoUVEFRRQGHg8fV9CKTURSkTX118DCxYAGzaQZkuPrNfEIgKPIAgJJ1C0DBfoVBT1fy0ZGVT5WiJpEkuw0hqhRETxPCaiTEe07e/qAvbtAxYtIi3O4cP0mfJyMo0xsl4Th5i0BEFIONpoGT3O/96W2Wzq/1piEb0jmE+gOQasP4+B2t/YCNTUkECek6P6nLW1ATt20PuM1fuZyojAIwhCwuFomUOHSJOjhX0g2A9CC0fSDB9ubvSOYD6B5tjseeRCoCtX0l8z/GX8tV9RgNpaEnaysoCyMtLieDwUsdbdTe8riqzXRCMCjyAICYeLdObmUjr/1lbaMFpbgT17gJISeujf271bCngmC4Hm2Mx5rKqichHTpgEzZtDfs86i12PR/ro6cnJ2OsnB3mYD+vYlLU9XF32Oo75kvSYWGXJBECxBoGiZ5cvpEc/oHcF8Qo2IihQOB9+0iUxLffvS302b6PVohR5/7Xc6gcpKEoYA+ltZSRpJRSEtj6zXxCN5eCB5eATBSkim5dQnFvMYz0Kg2vYfOADcfTcJOUbZmuvqKD/R4sXA9OmyXs0mnP1borQEQbAUgaJlEhG9k0wkSiA0ui7g/dro0ZSR2V/bom17OIVAo11D2nXo8ZD20Z+g1doKHHecCDtWQAQeQRCEFCBRpQyMrltSQu8dOECveTzk1Ot00qavb5sZbQ8n7N1M2Ldn5kzSIhllaxafHWsgUyAIgpDkxNp3JZzr2myUeG/DBvo/J4cEDX7k5Hi3bdEic9qeyLD3WPsmCeYgPjwQHx6hd9Jb/WGs2u9I2+XPd6W1laKE6uvpXCtXRtdPfftGjwbOPtv7uooCfPst5Z9RFPJp4Xw0aWnUnsxMYNgw1a+mq4s0P/3707GtraQNcjio7UZ+N/5MaPHy4Ql1jKyytlKZlPLhWbBgAd588018/fXXyMzMxPjx4/Hoo49i+PDhPccoioK5c+fi2WefRX19PcaNG4cnn3wSxx57bAJbLgjWpbdWcrZqv6Npl953pamJNAwdHWr+mU8+AZ59lopzmtW+vn2BbdtoY9cKWe3taoLI9nb663SqiSM7Oui4rCx67NgBDBxIjr3adtvtdPzGjd5+N4HGKtGmJfExszaWlz0/+ugjXH/99fjss8/w/vvvw+1248wzz0RLS0vPMQsXLsTixYvxxBNPYM2aNSgvL8eUKVPQ1NSUwJYLgjVJlPkj0Vi139G2S+u70tREGX/b2mjzTUsjTUlnJzBvXmR99Ne+LVsoCV9np3qs203aFJuNHh6P+hxQX+MSIXY7vd/e7ttuu12tMP7BB6GNFSCmJcE/SWfSOnDgAEpLS/HRRx/htNNOg6IoqKiowC233II777wTANDR0YGysjI8+uijmMnfggCISUvoLcQzdNdKxLLf0ZgxzGhXdTUl18vJAXbuJKEhPd37Gt3dFDZ9wgnh9TFQ+1paSOjJzCQNi81Gr333na/AY7eT4MXnHDKEtDt1daThSUsjIUjbbj62sxM48UTSUulNaP7GCohN2Hs08xxvU1dvMa+llElLT0NDAwCgsLAQALBt2zbU1tbizDPP7DnG5XJhwoQJ+PTTTw0Fno6ODnRoPNsatYVOBCGFiWforpWIVb+jNZGZ0S4uebBunbc5CVALrmZmUuXycPsYqH3Z2WQyamsjE1V3N2lUurt9S0d0d5Ovjs1GbcnKUkO2s7NJM6UXdrjtGRmUbfu118IbKzPXbzTznAgzqlVNt4kmqeQ9RVFw22234Yc//CFGjBgBAKitrQUAlJWVeR1bVlbW856eBQsWID8/v+cxYMCA2DZcECxCKKG7nZ2pV8k5Fv02w0RmRrs4LNrlUoUNRaE7/K4u0qyUl5OgEW4fg7WPSyns2gVs304CF2tyjFAUtQ1cZuEnP6E+dHerGiFt2ysq6P+amsSs3WjmORFmVKuabq1AUgk8N9xwAzZt2oRXX33V5z2bTuRXFMXnNWbOnDloaGjoeezcuTMm7RUEq5HsFasjxex+ezx0B93UROYVLnCamUnPm5ro/WBFK81q16RJwL33qsUqu7rob2YmOQTn5UU2t8Hal5ZGGhcWWNhfh00n2p9gh4O0Tx4PsG8fMHIk+dVccw2dgwU2fdvT0qgNlZXxX7vRzLNZayRe7e0NJI3Ac+ONN+Jvf/sbPvzwQ/Tv37/n9fLycgDw0ebs37/fR+vDuFwu5OXleT0EoTcQz4rVVsLsfodjigq1XR4P+cA0NNBfLkwZaruuvho49VQSbgYNIj+ZoUPpeaRz62/cWlupnfv307Xy8kggOeIICi93OEiAcblIYHE6qT1HHkkbb58+wPz5JKiNGUMh7tnZdIy27bm5arsvvTT+azeaeTZrjcSrvb0Byws8iqLghhtuwJtvvomqqioMHjzY6/3BgwejvLwc77//fs9rnZ2d+OijjzB+/Ph4N1cQLE28KlZbDbP7bZaJjNvlcABffkkOv9u3098vvyRBIdR22e3AnDm0qTU1qXlxoplb/bgdPEgb5rffAt9/T0JPfT0JaH360DWcTtVRmUPLARrv7GxVA1NX532NvDw6V1oaaSTa2rzbzWMRz7UbzTwnwnzcW03WoWL5n7Xrr78eL7/8Ml555RXk5uaitrYWtbW1aGtrA0CmrFtuuQXz58/HihUrsHnzZsyYMQNZWVmYPn16glsvCNajt2aFNbPfZpvI9BFHkRKLueVz9u+vChoACS/9+pHg0tSkCjBcPoL7wWYubW4e/diE2u54r91o5jkR5uPearIOFcuHpfvzw1m2bBlmzJgBQE08+Mwzz3glHmTH5mBIWLrQG+ktYat6zOi3WWHu+vO0tak1pzIzIw+XN3tuPR5g6lSKBCsspPZlZalapM2b6e8RR5D/zZ49tOmmp6vZlYcOpXMF6lOo7Tarf8HOE808JyIFRG9MOxHO/m15gSceiMAjCEK4cDRMU5NxVt9QNA7aHDqZmb7vt7aSBuPNNxObJiBYO3fuJH8eu13NwcNOzGlp5N+Tlhbe2MSaUEO3o5lnM9ZIJP2K9zUTSTj7d4rIeIIgCPHFDPNKsvhcBGpnYyP58thsaoZkvo2228n01dxsLbNpOKHb0cxzIszHvdVkHQqi4YFoeARBiJxozCvJruHhYqGtrdTnIUNI8NEW/xw0CLj/fkp8aAWzaaRmH8m0bE1SOtOyIAhCNJi9EURTMJLDvv1tvnV1tPkmOk2Av3ZysVCAtFHZ2d6fs9lIw1Baap3M3ZFkt452zSSiqKgUMvUlBeU9QRAEY6qq6O5+2jRgxgz6e9ZZics+myxpAvy1s6WFfHUcDjIL6bGKSU5LuGZEq60ZIXJE4BEEoVdg1ZT7yeJzYdTOri5y9u3bl4QhPVYMgw4ndNuqa0aIDPHhgfjwCEKqY0a4bqxDoZPF50LbzsJC4O67gS++SJ4w6FDXwjvvhF6d3Sp9642ID48gCIKGaKuSm1V9Oth5ksHnQu8bMmcOaTt27zYOg7aCSU4Lm+eCtXnjxugr2QvWwkLLUBAEITZEE/5tllkjVc0jyWKS0xJKm5MlZYAQOqLhEQQh5dH6bRiFf/vzNdFXn+Y7fa4+vXs3vT9xYvCMymacx6pMmkRtTwaTHBOszZGuGcG6iMAjCELKE2n4d7SmMLPPY2WSMQw6UJuTJWWAEDoWlr8FQRDMIdLwb7PMGmIeST6SJWWAEDoyVYIg9Aoi8TUxq/q0VLFOTpLRP0nwj4SlQ8LSBaE3EU74d6yqolslxDlZQuETjYyTdZGwdEEQBD+E42sSaghzsM3PrPOYiVmh9r2BZPRPEnwRGVUQBCEAZpk1rGQeSdUQeUEIhJi0ICYtQRCCE+tMy/HCquY1QYgEMWkJgiCYjFlmjUSbR3pDiLwgGCHyuyAIQi9CQuSF3ooIPIIgCL0ICZEXeiti0hIEQehFpGoG4UT7RlkZGRtCBB5BEIRehBVD5KNFQuz9I2OjkkRLWhAEQTADK4XIR4uE2PtHxsYbCUuHhKULgtA7SXZTh4TY+6e3jI2EpQuCIAhBSXSIfLRIiL1/ZGx8SWK5ThAEQejNSIi9f2RsfBGBRxAEQUhKJMTePzI2vojAIwiCICQlHGJ/6BD5pWjhEPvhw5MvxN4MZGx8EYFHEARBSEo4xD43l5xwW1vJWbe1lZ4nY4i9WcjY+NKLuioIgiCkGqkUYm82MjbeSFg6JCxdEHo7yR6eLcgcBiKVx0bC0gVBEEJEMtGmBskeYh9LZGyIFJHxBEEQwkcy0QpC70E0PIIgJAVmq+U9HtLsNDV5Z6LNzKTnu3fT+xMnJpf6P5XNF70NmUtzEYFHEATLEwuzUypmohXzXOogc2k+IisKgmBpYmV2SrVMtGKeSx1kLmODCDyCIFgWvdkpM5NU+mx2amqi9z2e8M+dSploYzlOQnyRuYwdYtIShBQlFez/sTQ7cSZaf9Wk6+ooX0kyZKJdvx74+msgKwtobAScTvrfZrOWeS4V1qQZ8Djs30+ZkIuKgNJSGo9UNLVaBRF4BCEFSRX7fyhmp/r6yMxOnIl25kxyUC4spPO1t5Owk0yZaD/4ANi3jwQ1RaGNMSMDKC+nfkQzTmaRKmsyWngcNm4EDh8GursBhwPo0wcYPRo444zYrfneThJ8lQVBCIdUsv/H2uyUCploq6qAJ58E3G4SdNLSaANtawN27CCNT6LNc6m0JqOBx2HtWhJaWNjxeOj52rU0lx5PapharYZkWoZkWhZSB48HOOss/2aa3btpM3/3XWtoLoKZOOLVn3iZWmIRWs/j09KiboYAjU9XF/l+ZGaS9iAR854sazLWayCcuXK7ySzZv791x8sqSKZlQeilJJP9PxQTR7zMTvHIRBvr0Pr8fKCmhs7tdNJ82+20ufbpkzjzXDKsyXiY23gcsrJIm+PU7L42Gz1vb6dxam2lNiS7qdVqyJAJQgqRLKHW4Zg4UsXsFOvQ+txcoLKSNAQeD2kMFIU20uuvT9w4WX1NxsvcxuNgt9P8GAl/ikImLrsduOGG5F7zVkQ0PIKQQmh9XjIzfd+3gv0/kgzHkybR82SM8IllRmf9fOfm0qO1lcwi/Jg8OfS2mj3GVl6T8cy2zePg8dC52Lmc4efd3XTc5MnAHXeYbwJNxu+QWYjAIwgpRDKEWkdq4kjWAoiJCK3PyvL29whlvmNl1rHymoynuU07Dunpvj48bjcJWq2t5G/FwohZa16i5MSkJQgpBfu85ObSZtfaSnd1ra303Ar2f6ubOMwmlv01a75jadax8pqM51rUjkNaGglUHR0k6HR1qX48+fnmj4dEyREi8AhCimF1n5dUynAcClYPrY9HZl+rrsl4r0Ueh7FjgYIC8tfp7qbxLiig180eD8ncrCJh6ZCwdCE1saq9PlnClKNBO/aFhcDddwNffGHN0PrqamDaNLrjN/KxaW0l4eTNN6M3r1htTSZqLQbKtGz2eMRzfhOBhKULgmBZn5dUynBshJGvREkJ3c1bMbQ+ltms9VhtTSZqLcZzHOI5v1YnSX9SBEFIZqxq4ogWf74Su3aR9qB/f+v1t7eZGPWk6lpkevv8ahGTFsSkJQiJwmomjmgIxTwyciQwfz5pD6zSX6ubGJM1C7ZVsPr8RouYtARBSAqsZuKIhlBCnLdsoT5PnZqYNhphZRNjPEOpU2ktarHy/MabXtBFQRCE2JPM4fZWNOtIKLV5WHF+E4FoeARBEEzAyhmFQ8FK2azjmQG5t2Cl+U0UIvAIgmApktWXwsoZhUPFKmadZCg4moxYZX4TRRL8jAiC0FuoqiIHy2nTgBkz6O9ZZyWH+cLKGYWTjWQ2DwrWRb56giBYglTw2RBfCXOQUGohFkhYOiQsXRASTaqFziarWc4qaNdDQQGVX3A46D23mxLljRkDrFwp49rbCWf/Tpml8tRTT2Hw4MHIyMjACSecgI8//jjRTRIEIUTC8dlIBthXYupU+iubcnhw6H5jI4Xyb90KfP01PbZuBRoaSOhZtSrRLRWSiZT4Gr7++uu45ZZbcM8992D9+vU49dRT8aMf/Qg7duxIdNMEQQgB8dkQtFRVkQkwI4NMV/rCloWFlL06WUydgjVICYFn8eLFuPLKK/HrX/8aRx99NJYsWYIBAwbg6aefTnTTBEEIAfHZEBhtSPrgwYDTSeYsl4sedjvQ1gZUVPSuSt9C9CS9wNPZ2Ynq6mqceeaZXq+feeaZ+PTTTw0/09HRgcbGRq+HIAiJg0O6Dx0inx0tHNI9fLi1Q7oFc9CaN9vaSLOXlkZCj8NB/7e303vJZuoUEkvSCzwHDx5Ed3c3ysrKvF4vKytDbW2t4WcWLFiA/Pz8nseAAQPi0VRBEPwgId0CozVvut20DrR+XTYbCcFut5g6hfBImZ8Pm87TUVEUn9eYOXPmoKGhoeexc+fOeDRREIQASEi3AHibN51OEnK1Wj9FIaHH6RRTpxAeSZ9pubi4GA6Hw0ebs3//fh+tD+NyueDy5x0pCELCkPT3gj5jtctF5qv0dFWzk5lJjz17rJ+9WrAOSf8zkp6ejhNOOAHvv/++1+vvv/8+xo8fn6BWCYIQKRLS3bvRmzcLC+m1jg4yXzkclJtnzx4xdQrhkRLL5LbbbsNzzz2HF154AV999RVuvfVW7NixA9dcc02imyYIgiCEida8qSiUcTstjcxYWVl0jJg6hXBJepMWAPz0pz/FoUOHMG/ePOzduxcjRozAO++8g8rKykQ3TRAEQYgAvXmzsJBer6sTU6cQGVJaAlJaQhAEQRCSkV5ZWkIQBEEQBMEfIvAIgiAIgpDyiMAjCIIgCELKIwKPIAiCIAgpjwg8giAIgiCkPCLwCIIgCIKQ8ojAIwiCIAhCyiMCjyAIgiAIKY8IPIIgCIIgpDwpUVoiWjjZdGNjY4JbIgiCIAhCqPC+HUrRCBF4ADQ1NQEABgwYkOCWCIIgCIIQLk1NTcjPzw94jNTSAuDxeLBnzx7k5ubCZrMFPb6xsREDBgzAzp07U7r2Vm/op/QxdegN/ZQ+pg69oZ/x6KOiKGhqakJFRQXsQarJioYHgN1uR//+/cP+XF5eXsouVC29oZ/Sx9ShN/RT+pg69IZ+xrqPwTQ7jDgtC4IgCIKQ8ojAIwiCIAhCyiMCTwS4XC7cf//9cLlciW5KTOkN/ZQ+pg69oZ/Sx9ShN/TTan0Up2VBEARBEFIe0fAIgiAIgpDyiMAjCIIgCELKIwKPIAiCIAgpjwg8giAIgiCkPCLwGLB9+3ZceeWVGDx4MDIzMzFkyBDcf//96Ozs7Dlm48aN+NnPfoYBAwYgMzMTRx99NP7nf/4n6LknTpwIm83m9bj00ktj2R1DQukjAOzYsQPnnXcesrOzUVxcjJtuusnnGD0dHR248cYbUVxcjOzsbJx//vnYtWtXLLvjl4cffhjjx49HVlYW+vTp4/P+iy++6DMf/Ni/f7/f81plHplg/QRg2MelS5cGPG8yzWWyfyeB0OYx2b+TelatWuX3O7hmzRq/n5sxY4bP8SeddFIcWx4egwYN8mnvXXfdFfAziqLggQceQEVFBTIzMzFx4kR8+eWXcWpx+IS6r+iJ11xKpmUDvv76a3g8HjzzzDM48sgjsXnzZlx11VVoaWnB7373OwBAdXU1SkpK8PLLL2PAgAH49NNPcfXVV8PhcOCGG24IeP6rrroK8+bN63memZkZ0/4YEUofu7u7cc4556CkpASffPIJDh06hMsvvxyKouDxxx/3e+5bbrkFb731Fl577TUUFRVh1qxZOPfcc1FdXQ2HwxGvLgIAOjs7cckll+Dkk0/G888/7/P+T3/6U5x11ller82YMQPt7e0oLS0NeG4rzCMTrJ/MsmXLvPobLENpMs1lsn8ngeB9TIXvpJ7x48dj7969Xq/de++9+OCDDzB27NiAnz3rrLOwbNmynufp6ekxaaNZzJs3D1dddVXP85ycnIDHL1y4EIsXL8aLL76IYcOG4aGHHsKUKVPwzTffIDc3N9bNDZtQ9hV/xGUuFSEkFi5cqAwePDjgMdddd51y+umnBzxmwoQJys0332xiy8xD38d33nlHsdvtyu7du3tee/XVVxWXy6U0NDQYnuPw4cNKWlqa8tprr/W8tnv3bsVutyvvvvtu7BofhGXLlin5+flBj9u/f7+SlpamLF++POBxVp3HQP0EoKxYsSLkcyX7XCpK8n4n/fUxlb6T/ujs7FRKS0uVefPmBTzu8ssvVy644IL4NMoEKisrld///vchH+/xeJTy8nLlkUce6Xmtvb1dyc/PV5YuXRqDFsaGUPbOeM2lmLRCpKGhAYWFhVEfAwB//OMfUVxcjGOPPRa33357T7X2RKNv/+rVqzFixAhUVFT0vDZ16lR0dHSgurra8BzV1dXo6urCmWee2fNaRUUFRowYgU8//TR2jTeJ5cuXIysrCxdffHHQY606j4G44YYbUFxcjBNPPBFLly6Fx+Pxe2yyzyWQ/N9JPb3hO/m3v/0NBw8exIwZM4Ieu2rVKpSWlmLYsGG46qqrApqhrcCjjz6KoqIiHHfccXj44YcDmnq2bduG2tpar3lzuVyYMGGCJefNH6F+B+Mxl2LSCoGtW7fi8ccfx6JFi/wes3r1arzxxht4++23A57r5z//OQYPHozy8nJs3rwZc+bMwcaNG/H++++b3eywMOpjbW0tysrKvI4rKChAeno6amtrDc9TW1uL9PR0FBQUeL1eVlbm9zNW4oUXXsD06dODmjSsOo+BePDBB3HGGWcgMzMT//znPzFr1iwcPHgQv/nNbwyPT/a5TPbvpBG94Tv5/PPPY+rUqRgwYEDA4370ox/hkksuQWVlJbZt24Z7770XkyZNQnV1tWUy+2q5+eabcfzxx6OgoACff/455syZg23btuG5554zPJ7nRj/fZWV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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.regplot(x=\"loudness\", y=\"song_popularity\", data=songdata_cleaned, color= \"b\").set( title = \"Popularity vs Loudness Correlation\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This plot shows us that there also isn't a great correlation between loudness and song popularity. Most of the dots are clustered in the upper right corner meaning that most of the songs in our dataset are both loud and popular. The regression line suggests a positive relationship where louder songs are also more popular. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Cleaning" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " First, I shortened our dataset to include only the variables associated with 500 songs. This dataframe will be more manageable for our analysis. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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song_namesong_popularitysong_duration_msacousticnessdanceabilityenergyinstrumentalnesskeylivenessloudnessaudio_modespeechinesstempotime_signatureaudio_valence
1000You Get What You Give753007730.171000.6180.8960.00000020.0875-5.35710.0307113.96140.711
1001Lump701342000.004680.4990.8730.00000060.1650-3.90210.0386142.72640.864
1002Someday - Remastered632433330.010800.7430.6700.07020010.2200-4.54700.0293110.83240.934
1003All I Want601963330.055800.6000.8110.00000750.1090-7.69310.0788124.30340.622
1004Flagpole Sitta642172660.001840.3510.8990.00011670.2840-4.11910.0432145.01540.508
................................................
1506little light - acoustic version652564150.685000.6700.2940.00000070.1470-8.11410.0341119.85640.515
1507I Will Spend My Whole Life Loving You682276190.887000.6370.1290.000000110.0719-17.08210.0346125.80240.298
1508Best Days - Acoustic491790630.919000.6550.1270.00000050.1050-11.03610.0467150.40740.436
1509Love on the Weekend682126260.547000.7290.5460.00287070.0651-9.30510.0285119.94140.406
1510Acoustic311721990.785000.8800.2450.00003290.0979-10.24510.446076.00640.638
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511 rows × 15 columns

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" + ], + "text/plain": [ + " song_name song_popularity \\\n", + "1000 You Get What You Give 75 \n", + "1001 Lump 70 \n", + "1002 Someday - Remastered 63 \n", + "1003 All I Want 60 \n", + "1004 Flagpole Sitta 64 \n", + "... ... ... \n", + "1506 little light - acoustic version 65 \n", + "1507 I Will Spend My Whole Life Loving You 68 \n", + "1508 Best Days - Acoustic 49 \n", + "1509 Love on the Weekend 68 \n", + "1510 Acoustic 31 \n", + "\n", + " song_duration_ms acousticness danceability energy instrumentalness \\\n", + "1000 300773 0.17100 0.618 0.896 0.000000 \n", + "1001 134200 0.00468 0.499 0.873 0.000000 \n", + "1002 243333 0.01080 0.743 0.670 0.070200 \n", + "1003 196333 0.05580 0.600 0.811 0.000007 \n", + "1004 217266 0.00184 0.351 0.899 0.000116 \n", + "... ... ... ... ... ... \n", + "1506 256415 0.68500 0.670 0.294 0.000000 \n", + "1507 227619 0.88700 0.637 0.129 0.000000 \n", + "1508 179063 0.91900 0.655 0.127 0.000000 \n", + "1509 212626 0.54700 0.729 0.546 0.002870 \n", + "1510 172199 0.78500 0.880 0.245 0.000032 \n", + "\n", + " key liveness loudness audio_mode speechiness tempo \\\n", + "1000 2 0.0875 -5.357 1 0.0307 113.961 \n", + "1001 6 0.1650 -3.902 1 0.0386 142.726 \n", + "1002 1 0.2200 -4.547 0 0.0293 110.832 \n", + "1003 5 0.1090 -7.693 1 0.0788 124.303 \n", + "1004 7 0.2840 -4.119 1 0.0432 145.015 \n", + "... ... ... ... ... ... ... \n", + "1506 7 0.1470 -8.114 1 0.0341 119.856 \n", + "1507 11 0.0719 -17.082 1 0.0346 125.802 \n", + "1508 5 0.1050 -11.036 1 0.0467 150.407 \n", + "1509 7 0.0651 -9.305 1 0.0285 119.941 \n", + "1510 9 0.0979 -10.245 1 0.4460 76.006 \n", + "\n", + " time_signature audio_valence \n", + "1000 4 0.711 \n", + "1001 4 0.864 \n", + "1002 4 0.934 \n", + "1003 4 0.622 \n", + "1004 4 0.508 \n", + "... ... ... \n", + "1506 4 0.515 \n", + "1507 4 0.298 \n", + "1508 4 0.436 \n", + "1509 4 0.406 \n", + "1510 4 0.638 \n", + "\n", + "[511 rows x 15 columns]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "songdata= songdata.loc [1000:1510]\n", + "songdata\n", + "#this step returns 500 unique songs." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "songdata_cleaned = songdata.drop(['audio_mode', 'time_signature'],axis=1)\n", + "# Here I drop the audio mode and time signature columns as they are redundant in my analysis" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(511, 15)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "songdata_cleaned = songdata.dropna(axis=0)\n", + "songdata_cleaned.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " Luckily, our dataset does not contain any null variables" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['song_name', 'song_popularity', 'song_duration_ms', 'acousticness',\n", + " 'danceability', 'energy', 'instrumentalness', 'key', 'liveness',\n", + " 'loudness', 'audio_mode', 'speechiness', 'tempo', 'time_signature',\n", + " 'audio_valence'],\n", + " dtype='object')" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "songdata.columns" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "songdata= songdata.drop_duplicates(subset= 'song_name')\n", + "#In this step, I drop any duplicates in the song name column to ensure that all the song title I am analysing are unique." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "song_name 492\n", + "song_popularity 89\n", + "song_duration_ms 494\n", + "acousticness 445\n", + "danceability 329\n", + "energy 377\n", + "instrumentalness 264\n", + "key 12\n", + "liveness 302\n", + "loudness 486\n", + "audio_mode 2\n", + "speechiness 323\n", + "tempo 500\n", + "time_signature 4\n", + "audio_valence 371\n", + "dtype: int64" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "songdata_cleaned.nunique(axis=0) \n", + "# This step allows me to identify how many unique values I have for each element and recognize any duplicates. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this data cleaning step, I have shortened our dataset to include only the first 500 rows/songs which are the only ones we will be using in our analysis. I have also removed/dropped the audio mode and time signiture columuns because they either had very little variation or no variation at all. Finally, I have dropped any NA values and removed any duplicats from my dataset. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Processing Data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "songdata_sorted = songdata.sort_values(by='song_popularity', ascending=False).reset_index()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def multiply_columns(row):\n", + " return row['energy'] * row['loudness']\n", + "songdata_sorted['Loud_Enrgy_Prod'] = songdata_sorted.aggregate(multiply_columns, axis=1) \n", + "# This creates a new column that multiplies each loudness value to the corresponding energy value\n", + "songdata_sorted1= songdata_sorted\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def multiply_columns(row):\n", + " return row['audio_valence'] * row['danceability']\n", + "songdata_sorted['Vale_Dance_Prod'] = songdata_sorted.aggregate(multiply_columns, axis=1) \n", + "# This creates a new column that multiplies each valence value to the corresponding danceability value\n", + "songdata_sorted2= songdata_sorted\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this processing step, I have ranked my data by song popularity in descending order and created a new variable Loud_Enrgy_Prod that is an aggregate of energy and loudness. I chose to agreegate these two variables because I found in my initaial analysis that loudness and energy had the biggest correlation \n", + "\n", + "Because valence is a measure of positive feelings conveyed in a track, and my understanding of danceablity is that it is influenced by one's feelings toward a song, I thought it natural to combine the two metrics. This is supported by the corelation data provided above, in which valence and danceability have a moderately strong correlation coefficient of 0.36. In doing this, I am then able to conduct some further exploration of this new \"aggregate\" metric, with respect to song popularity." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Wrangling " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def classify(songdata_sorted):\n", + " songdata_top = (songdata_sorted.head(50)\n", + " .assign(genre=['Trap', 'Pop Rock', 'Trap', 'Hip Hop', 'Hip Hop', 'Pop', 'Pop Rock', 'Trap', 'Hip Hop', 'Trap', 'Hip Hop', 'Hip Hop', 'Hip Hop', 'Hip Hop', 'Trap', 'Pop', 'Trap', 'Hip Hop', 'Trap', 'Trap', 'Hip Hop', 'Trap', 'Hip Hop', 'Indie', 'Pop Rock', 'Pop', 'Hip Hop', 'Pop', 'Electronic', 'Acoustic Pop', 'Pop', 'Hip Hop', 'Alternative Rock', 'Pop', 'Hip Hop', 'Alternative Rock', 'Rock', 'Hip Hop', 'Pop Rock', 'Pop', 'Pop', 'Hip Hop', 'Trap', 'Pop Rock', 'Grunge', 'Hip Hop', 'Hip Hop', 'Pop', 'Alternative Rock', 'Pop Rock'])\n", + " .reindex(columns=['song_name', 'genre', 'song_popularity', 'song_duration_ms', 'acousticness', 'danceability', 'energy','instrumentalness', 'key', 'liveness','loudness', 'speechiness', 'tempo', 'audio_valence', 'Loud_Enrgy_Prod', 'Vale_Dance_Prod']))\n", + " return songdata_top\n", + "songdata_top = classify(songdata_sorted)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def classify(songdata_sorted):\n", + " songdata_bottom = songdata_sorted.tail(50).sort_values(by=['song_popularity'], ascending = True)\\\n", + " .assign(genre=['Alternative Rock', 'Hip Hop', 'Bolero', 'Latin Pop', 'Latin Pop', 'Alternative Rock', 'Bolero', 'Alternative Rock', 'Latin Pop', 'Bolero', 'Alternative Rock', 'Bolero', 'Bolero', 'Rock', 'Alternative Rock', 'Alternative Rock', 'Bolero', 'Norteño', 'Alternative Rock', 'Rock', 'Alternative Rock', 'Latin Pop', 'Rock', 'Alternative Rock', 'Pop', 'Electronic', 'Hip Hop', 'Latin Pop', 'Bachata', 'Alternative Rock', 'Pop', 'Pop', 'Norteño', 'Grunge', 'Acoustic Pop', 'Gospel', 'Bolero', 'Pop', 'Indie', 'Alternative Rock', 'Alternative Rock', 'Reggae', 'Pop', 'Indie', 'Pop', 'R&B', 'Pop Rock', 'Indie', 'Pop', 'Pop'])\\\n", + " .reindex(columns=['song_name', 'genre', 'song_popularity', 'song_duration_ms', 'acousticness', 'danceability', 'energy','instrumentalness','key', 'liveness','loudness', 'speechiness', 'tempo', 'audio_valence', 'Loud_Enrgy_Prod', 'Vale_Dance_Prod'])\n", + " return songdata_bottom\n", + "\n", + "songdata_bottom = classify(songdata_sorted)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "concatenated_df = pd.concat([songdata_top, songdata_bottom], ignore_index=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " In this wrangling step, I have created method chains in which I seperate the top 50 popular songs and the least 50 popular songs, reindex them, and I add a new colum that classifies the songs by music genre. Lastly I create a new dataframe (concatenated_df) that combines the top 50 popular songs and the bottom 50 popular songs." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Analysis" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Research Question 1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To help answer my first research question, I first observe the correlation between the musical elements and the popularity score among the top 50 popular songs. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "song_popularity 1.000000\n", + "danceability 0.409578\n", + "Loud_Enrgy_Prod 0.278309\n", + "speechiness 0.211061\n", + "loudness 0.132362\n", + "liveness 0.031396\n", + "Vale_Dance_Prod 0.027789\n", + "song_duration_ms -0.038568\n", + "acousticness -0.064871\n", + "tempo -0.092738\n", + "instrumentalness -0.112990\n", + "key -0.130548\n", + "energy -0.155392\n", + "audio_valence -0.177921\n", + "Name: song_popularity, dtype: float64\n" + ] + } + ], + "source": [ + "corr_df = songdata_top[['song_duration_ms', 'acousticness', 'danceability', 'energy',\n", + " 'instrumentalness', 'key', 'liveness', 'loudness', 'speechiness', \n", + " 'tempo', 'audio_valence', 'Loud_Enrgy_Prod', 'song_popularity', 'Vale_Dance_Prod']].corr()\n", + "sorted_corr = corr_df['song_popularity'].sort_values(ascending=False)\n", + "print(sorted_corr)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "musical_elements = [ 'danceability', 'Loud_Enrgy_Prod', 'speechiness', 'loudness', 'liveness', 'Vale_Dance_Prod', 'song_duration_ms', 'acousticness', 'tempo', 'instrumentalness', 'key', 'energy', 'audio_valence']\n", + "corr_coefficients = [ 0.409578, 0.278309, 0.211061, 0.132362, 0.031396, 0.027789, -0.038568, -0.064871, -0.092738, -0.112990, -0.130548, -0.155392, -0.177921]\n", + "\n", + "\n", + "fig, ax = plt.subplots(figsize=(10,6))\n", + "\n", + "ax.barh(musical_elements, corr_coefficients)\n", + "ax.invert_yaxis()\n", + "ax.set_xlabel('Correlation Coefficient')\n", + "ax.set_ylabel('Music Element')\n", + "ax.set_title('Correlation between Musical Elements and Popularity Score (Top 50 Songs)')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the results of these correlations and bar chart, we can see that among the top popular songs, danceability has a strong positive correlation with popularity and seems to be the most associated to the popularity of a song. The element with the next highest correlation is our new aggregate variable loud_enrgy_prod which suggests that songs which are louder songs with higher energy tend are associated with higher popularity scores.These results are consistent with the that upbeat songs that convery higher energy and danceability such as songs taht would play in a party for exapmle tend to be more popular. Logically, these results make sense. \n", + "On the other hand, audio valence had the strongest negative correlation with music popularity among the variables observed. This suggests that songs that convey more positivity are associated with lower song popularity." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "song_popularity 1.000000\n", + "song_duration_ms 0.299271\n", + "Loud_Enrgy_Prod 0.137818\n", + "liveness 0.125717\n", + "loudness 0.084625\n", + "acousticness 0.083618\n", + "key 0.044035\n", + "speechiness 0.037969\n", + "instrumentalness 0.000844\n", + "danceability -0.103771\n", + "energy -0.133972\n", + "tempo -0.137389\n", + "audio_valence -0.272855\n", + "Vale_Dance_Prod -0.281198\n", + "Name: song_popularity, dtype: float64\n" + ] + } + ], + "source": [ + "corr_df = songdata_bottom[['song_duration_ms', 'acousticness', 'danceability', 'energy',\n", + " 'instrumentalness', 'key', 'liveness', 'loudness', 'speechiness', \n", + " 'tempo', 'audio_valence', 'Loud_Enrgy_Prod', 'song_popularity', 'Vale_Dance_Prod']].corr()\n", + "sorted_corr = corr_df['song_popularity'].sort_values(ascending=False)\n", + "print(sorted_corr)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "musical_elements = ['song_duration_ms', 'Loud_Enrgy_Prod', 'liveness', 'loudness', 'acousticness', 'key', 'speechiness', 'instrumentalness', 'danceability', 'energy', 'tempo', 'audio_valence', 'Vale_Dance_Prod']\n", + "corr_coefficients = [0.299271, 0.137818, 0.125717, 0.084625, 0.083618, 0.044035, 0.037969, 0.000844, -0.103771, -0.133972, -0.137389, -0.272855, -0.281198]\n", + "\n", + "\n", + "fig, ax = plt.subplots(figsize=(10,8))\n", + "y_pos = np.arange(len(musical_elements))\n", + "ax.barh(y_pos, corr_coefficients, align='center')\n", + "ax.set_yticks(y_pos)\n", + "ax.set_yticklabels(musical_elements)\n", + "ax.invert_yaxis() \n", + "ax.set_xlabel('Correlation Coefficient')\n", + "ax.set_title('Correlation between Musical Elements and Popularity Score (Bottom 50 Songs)')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Based on the correlation values between the music elements and song popularity and the bottom 50 popular songs we can see that audio valence and our aggregate element vale_dance_prod have the strongest negative correlation to song popularity. This suggests that among the least popular songs, higher audio valence and vale_dance_prod is associated with a lower popularity score.\n", + "\n", + "Overall, there are 2 things that are important to acknowledge. Firstly, the correlation coefficients of this analysis are relatively small which means that our results and inferences are are not as robust or accurate. Second, it is important to note that the correlation between these elements and popularity does not necessarily imply causation, and other factors may also influence the popularity of a song. Nonetheless, these results provide insights into the musical elements that tend to be associated with popular songs." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "My first research questions looks at the elements that are most associated with each other and their relationship to song popularity. Because loudness and energy had the strongest correlation to each other, I observe their relationship to song popularity (using loud_enrgy_prod) to make some conclusions. \n", + "I also found from the bar charts above, that audio valence and danceability also have important associations with song popularity so I also plot them againts song popularity below. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Text(0.5, 1.0, 'Popularity vs Loudness*Energy - 50 Top Songs')]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.regplot(x=\"Loud_Enrgy_Prod\", y=\"song_popularity\", data=songdata_top, color= \"b\").set( title = \"Popularity vs Loudness*Energy - 50 Top Songs\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this step, I have created a regression plot between loud_enrgy_prod and popularity within the top 50 popular songs which have a popularity score ranging from 79-99 . The line of best fit is an upward sloping line which indicates a positive linear relationship between loudness*energy and popularity score\n", + "In other words,as the the loudness-energy-product of a song increase spopularity increases as well ." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Text(0.5, 1.0, 'Popularity vs Audio Loudness * Energy - Bottom 50 Songs')]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.regplot(x=\"Loud_Enrgy_Prod\", y=\"song_popularity\", data=songdata_bottom, color= \"b\").set( title = \"Popularity vs Audio Loudness * Energy - Bottom 50 Songs\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this plot, I do the same thing and observe the relationship between loud_enrgy_prod in the bottom 50songs and popularity which range from. These results are slightly better as the line of best fit shows somewhat of a negative relationship between song popularity and loud_enrgy_prod. About half of the points are loosely clustered in the top and bottom right corners indicating that songs with higher loudness/energy have a higher poppularity score. Overall, this suggests that as the loud_enrgy_prod increases, the popularity of these songs also slightly decreases. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Text(0.5, 1.0, \"Popularity vs Valence * Danceability' - 50 Top Songs\")]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.regplot(x=\"Vale_Dance_Prod\", y=\"song_popularity\", data=songdata_top, color= \"b\").set( title = \"Popularity vs Valence * Danceability' - 50 Top Songs\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this step, I have created a regression plot between vale_dance_prod and popularity within the top 50 popular songs which have a popularity score ranging from 79-99 . The line of best fit is an almost straight horizontal line and goes through a few of the points but the majority of the points scattered above and below the line. This means that there is only a weak linear relationship between the two variables.\n", + "In other words, the valence_danceability_product of a song does not have a strong impact on its popularity. This tells me that perhaps other factors might have a greater influence on a song's popularity than the elements I am restricted too with our dataset.Therefore,I cannot make any strong inferences about the relationship between Vale_Dance_prod and popularity based on this regression plot. This prompts further analysis on the bottom songs, to better contextualize this trend." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Text(0.5, 1.0, \"Popularity vs Valence * Danceability' - Bottom 50 Songs\")]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.regplot(x=\"Vale_Dance_Prod\", y=\"song_popularity\", data=songdata_bottom, color= \"b\").set( title = \"Popularity vs Valence * Danceability' - Bottom 50 Songs\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this plot, I do the same thing and observe the relationship between vale_dance_prod in the bottom 50 songs and popularity. These results are slightly more informative as the line of best fit shows somewhat of a negative relationship between song popularity and vale_dance_prod. About half of the points are clustered in the top left corner indicating that songs with low vale_dance_prod had a better poppularity score. The other half however is a bit scattered at the bottom and has no clear patter. Overall, this suggests that as the vale_dance_prod increases, the popularity of these songs decreases. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Research Question 2: What musical features are most important to the song popularities of the most popular genres within this dataset?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "grouped = concatenated_df.groupby('genre')['song_popularity'].mean().sort_values(ascending=True)\n", + "plt.barh(grouped.index, grouped.values)\n", + "\n", + "plt.xlabel('Mean Song Popularity')\n", + "plt.ylabel('Genre')\n", + "plt.title('Average Song Popularity by Genre')\n", + "\n", + "for i, v in enumerate(grouped.values):\n", + " plt.text(v, i, str(round(v, 2)))\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Hip Hop 19\n", + "Pop 17\n", + "Alternative Rock 15\n", + "Trap 10\n", + "Bolero 7\n", + "Pop Rock 7\n", + "Latin Pop 5\n", + "Rock 4\n", + "Indie 4\n", + "Acoustic Pop 2\n", + "Grunge 2\n", + "Electronic 2\n", + "Norteño 2\n", + "Bachata 1\n", + "Gospel 1\n", + "Reggae 1\n", + "R&B 1\n", + "Name: genre, dtype: int64\n" + ] + } + ], + "source": [ + "genre_frequency = concatenated_df['genre'].value_counts()\n", + "print(genre_frequency)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "These results show the frequency of each genre in the concatenated dataset. Hip Hop is the most frequent genre with 19 occurrences, followed closely by Pop with 17 occurrences and Alternative Rock with 15 occurrences. Other genres such as Trap, Bolero, Pop Rock, Latin Pop, and Rock also have significant frequencies, ranging from 10 to 7 occurrences. The remaining genres have lower frequencies, with only one or two occurrences in the dataset.Overall, it is clear that the dataset is dominated by a relatively small number of genres, with some genres being represented much more frequently than others.\n", + "\n", + "The results show the mean song popularity for each genre in descending order. The top 3 genres with the highest mean song popularity are Trap with a mean popularity of 90.8, followed by Hip Hop with 79.4, and Pop Rock with 77.1. Acoustic Pop and Electronic follow with mean popularity values of 52.5 and 51.5 respectively. At the bottom of the list, Bolero, Latin Pop, and Norteño have the lowest mean popularity values with 7, 8, and 13 respectively.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "trap_songs = concatenated_df[concatenated_df['genre'] == 'Trap']\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "song_popularity 1.000000\n", + "speechiness 0.381805\n", + "key 0.278623\n", + "song_duration_ms 0.225109\n", + "liveness 0.158864\n", + "danceability 0.132466\n", + "instrumentalness 0.013575\n", + "acousticness -0.058874\n", + "tempo -0.095777\n", + "Loud_Enrgy_Prod -0.194647\n", + "loudness -0.385206\n", + "Vale_Dance_Prod -0.502712\n", + "audio_valence -0.552183\n", + "energy -0.587341\n", + "Name: song_popularity, dtype: float64\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Because trap is in the top popular genres, it is analyzed for \n", + "corr_df1 = trap_songs[['song_duration_ms', 'Loud_Enrgy_Prod', 'liveness', 'loudness', 'acousticness', 'key', 'speechiness', 'instrumentalness', 'danceability', 'energy', 'tempo', 'audio_valence', 'Vale_Dance_Prod', 'song_popularity']].corr()\n", + "mask = np.triu(np.ones_like(corr_df1, dtype=bool))\n", + "sorted_corr1 = corr_df1['song_popularity'].sort_values(ascending=False)\n", + "print(sorted_corr1)\n", + "plt.figure(figsize=(9,7))\n", + "sns.heatmap(corr_df1, cmap='coolwarm', annot=True, vmin=-1, vmax=1, center=0, linewidths=.5, cbar_kws={\"shrink\": .5}, mask=mask)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "HipHop_songs = concatenated_df[concatenated_df['genre'] == 'Hip Hop']\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "song_popularity 1.000000\n", + "danceability 0.415569\n", + "key 0.321081\n", + "Vale_Dance_Prod 0.294014\n", + "Loud_Enrgy_Prod 0.244430\n", + "acousticness 0.207940\n", + "loudness 0.155584\n", + "audio_valence 0.131136\n", + "energy 0.077633\n", + "liveness 0.067568\n", + "speechiness 0.037186\n", + "song_duration_ms 0.002183\n", + "tempo -0.293015\n", + "instrumentalness -0.597227\n", + "Name: song_popularity, dtype: float64\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Because Hip Hop is in the top popular genres, it is analyzed\n", + "corr_df2 = HipHop_songs[['song_duration_ms', 'Loud_Enrgy_Prod', 'liveness', 'loudness', 'acousticness', 'key', 'speechiness', 'instrumentalness', 'danceability', 'energy', 'tempo', 'audio_valence', 'Vale_Dance_Prod', 'song_popularity']].corr()\n", + "sorted_corr2 = corr_df2['song_popularity'].sort_values(ascending=False)\n", + "print(sorted_corr2)\n", + "plt.figure(figsize=(9,7))\n", + "mask = np.zeros_like(corr_df2)\n", + "mask[np.triu_indices_from(mask)] = True \n", + "sns.heatmap(corr_df2, cmap='coolwarm', annot=True, vmin=-1, vmax=1, center=0, linewidths=.5, cbar_kws={\"shrink\": .5}, mask=mask)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "PopRock_songs = concatenated_df[concatenated_df['genre'] == 'Pop Rock']\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "song_popularity 1.000000\n", + "Loud_Enrgy_Prod 0.536797\n", + "acousticness 0.347100\n", + "danceability 0.284705\n", + "loudness 0.257142\n", + "speechiness 0.076619\n", + "instrumentalness 0.040745\n", + "tempo 0.029952\n", + "key -0.051375\n", + "liveness -0.064934\n", + "Vale_Dance_Prod -0.255480\n", + "energy -0.285156\n", + "audio_valence -0.386868\n", + "song_duration_ms -0.588488\n", + "Name: song_popularity, dtype: float64\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Because Pop Rock is in the top popular genres, it is analyzed\n", + "corr_df3 = PopRock_songs[['song_duration_ms', 'Loud_Enrgy_Prod', 'liveness', 'loudness', 'acousticness', 'key', 'speechiness', 'instrumentalness', 'danceability', 'energy', 'tempo', 'audio_valence', 'Vale_Dance_Prod', 'song_popularity']].corr()\n", + "sorted_corr3 = corr_df3['song_popularity'].sort_values(ascending=False)\n", + "print(sorted_corr3)\n", + "plt.figure(figsize=(9,7))\n", + "corr_mask3 = np.triu(np.ones_like(corr_df3, dtype=bool))\n", + "sns.heatmap(corr_df3, cmap='coolwarm', annot=True, vmin=-1, vmax=1, center=0, linewidths=.5, cbar_kws={\"shrink\": .5}, mask=corr_mask3)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Conclusion\n", + " What musical features are most important to the song popularities of the most popular genres within this dataset?\n", + "- Trap: Based on the results above, energy and audio valence seem to be the most important musical features to the song popularity of trap music. This is seen in the correlation data generated in line 516, where energy and audio valence are shown to have correlations to popularity of -0.587341 and -0.552183, respectively. The importance of energy here can likely be explained by the fact that trap music tends to have a heavier emphasis on delivery, which is one of the elements of a song that can bring about the most energy. Additionally, the importance of audio valence can be explained by the presence of acoustically appealing elements in trap, such as synth, which often evokes feelings of euphoria.\n", + "\n", + "- Hip Hop: Based on the results above, instrumentalness and danceability seem to be the most important musical features to the song popularity of the Hip Hop genre. This is seen in the correlation data generated in line 556, where instrumentalness and danceability are shown to have correlations to popularity of -0.597227 and 0.415569, respectively. The importance of instrumentalness here can likely be explained by the fact that hip hop music tends to have a heavier emphasis on the beats, which is where the instrumentation exists. The importance of danceability here also follows, as beats provide the rhythm for dance.\n", + "\n", + "- Pop Rock: Based on the results above, song duration and loud_energy_prod seem to be the most important musical features to the song popularity in the Pop Rock genre. This is seen in the correlation data generated in line 558, where song duration and loud_energy_prod are shown to have correlations to popularity of -0.588488 and 0.536797, respectively. The importance of song duration here can likely be explained by the fact that Pop Rock songs tend to be more radio friendly, which would come with specific time retraints for artists seeking such a platform. The importance of loud_energy_prod can be explained by the fact that Pop rock is a genre that often emphasizes catchy melodies, memorable hooks, and sing-along choruses, and the use of loudness and energy can help to amplify these qualities and make the music more engaging and exciting. Loudness in particular can create a sense of power and urgency, and can be used to create contrast between softer and louder sections of a song, adding to its dynamic range." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "concatenated_df.to_csv('concatenated_df.csv', index= False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Import Method Chain " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "ename": "ImportError", + "evalue": "cannot import name 'project_functions3' from 'code' (/Users/annabellengarambe/miniconda3/lib/python3.10/code.py)", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mImportError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[42], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mcode\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m project_functions3 \u001b[38;5;66;03m# This is called a relative import\u001b[39;00m\n\u001b[1;32m 2\u001b[0m df \u001b[38;5;241m=\u001b[39m project_functions3\u001b[38;5;241m.\u001b[39mload_and_process(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m/Users/Annabellengarambe/Desktop/DATA_301/project-group-group48/data/raw/song_data.csv.zip\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 3\u001b[0m df\n", + "\u001b[0;31mImportError\u001b[0m: cannot import name 'project_functions3' from 'code' (/Users/annabellengarambe/miniconda3/lib/python3.10/code.py)" + ] + } + ], + "source": [ + "from code import project_functions3 # This is called a relative import\n", + "df = project_functions3.load_and_process(\"/Users/Annabellengarambe/Desktop/DATA_301/project-group-group48/data/raw/song_data.csv.zip\")\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/analysis/analysis3_temp.ipynb b/analysis/analysis3_temp.ipynb index 97cd0d0..3b2bc8d 100644 --- a/analysis/analysis3_temp.ipynb +++ b/analysis/analysis3_temp.ipynb @@ -815,6 +815,64 @@ "This plot shows us that there also isn't a great correlation between loudness and song popularity. Most of the dots are clustered in the upper right corner meaning that most of the songs in our dataset are both loud and popular. The regression line suggests a positive relationship where louder songs are also more popular. " ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Import Method Chain " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "This function is the result of all the cleaning, wrangling, processing that was done. I did functions to delete duplicates, add rows, drop certain columns, add my new aggregate variables as new columns and make a final processed dataframed called combo_df. This work included making method chains, and wrapping them in separate functions. I then combined these functions into one funciton in the code directory and I have called this function below. For a breakdown of how this funciton was done in separate steps before, check the ungraded folder. \n", + "My method chain function does the following \n", + "- Selects my sample of 500 songs\n", + "- Loads data into dataframe\n", + "- Drops irrelevant columns and Na values\n", + "- sorts my songs my popularity score in descending order\n", + "- Drops duplicates and adds genre column with a genre for each song\n", + "- reindexes the columns \n", + "- Finally is sorts out the top 50 most popular songs and bottom 50 least popular songs in my sample and then combines them in one data frame" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'project_functions3'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[7], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mproject_functions3\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m clean_and_concat\n\u001b[1;32m 3\u001b[0m concatenated_df \u001b[38;5;241m=\u001b[39m clean_and_concat(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m../data/raw/song_data.csv.zip\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 5\u001b[0m \u001b[38;5;28mprint\u001b[39m(concatenated_df)\n", + "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'project_functions3'" + ] + } + ], + "source": [ + "from project_functions3 import clean_and_concat\n", + "\n", + "concatenated_df = clean_and_concat(\"../data/raw/song_data.csv.zip\")\n", + "\n", + "print(concatenated_df)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# For some reason, importing my function would not work so I have left all my seperate steps below. Please check the project_functions3 file for my completed method chains " + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -2001,36 +2059,6 @@ "concatenated_df.to_csv('concatenated_df.csv', index= False)" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Import Method Chain " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "ename": "ImportError", - "evalue": "cannot import name 'project_functions3' from 'code' (/Users/annabellengarambe/miniconda3/lib/python3.10/code.py)", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mImportError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[42], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mcode\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m project_functions3 \u001b[38;5;66;03m# This is called a relative import\u001b[39;00m\n\u001b[1;32m 2\u001b[0m df \u001b[38;5;241m=\u001b[39m project_functions3\u001b[38;5;241m.\u001b[39mload_and_process(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m/Users/Annabellengarambe/Desktop/DATA_301/project-group-group48/data/raw/song_data.csv.zip\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 3\u001b[0m df\n", - "\u001b[0;31mImportError\u001b[0m: cannot import name 'project_functions3' from 'code' (/Users/annabellengarambe/miniconda3/lib/python3.10/code.py)" - ] - } - ], - "source": [ - "from code import project_functions3 # This is called a relative import\n", - "df = project_functions3.load_and_process(\"/Users/Annabellengarambe/Desktop/DATA_301/project-group-group48/data/raw/song_data.csv.zip\")\n", - "df" - ] - }, { "cell_type": "code", "execution_count": null, From cb995a79a00e6727c70658ca84a9688fe95f2dee Mon Sep 17 00:00:00 2001 From: ANNABELLE NGARAMBE Date: Thu, 13 Apr 2023 18:23:47 -0700 Subject: [PATCH 4/5] commit changes --- analysis/analysis3_.ipynb | 102 +- analysis/analysis3_temp.ipynb | 2093 --------------------------------- 2 files changed, 51 insertions(+), 2144 deletions(-) delete mode 100644 analysis/analysis3_temp.ipynb diff --git a/analysis/analysis3_.ipynb b/analysis/analysis3_.ipynb index 97cd0d0..ff883b0 100644 --- a/analysis/analysis3_.ipynb +++ b/analysis/analysis3_.ipynb @@ -815,6 +815,57 @@ "This plot shows us that there also isn't a great correlation between loudness and song popularity. Most of the dots are clustered in the upper right corner meaning that most of the songs in our dataset are both loud and popular. The regression line suggests a positive relationship where louder songs are also more popular. " ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Import Method Chain " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'project_functions3'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[1], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mproject_functions3\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m clean_and_concat \u001b[38;5;66;03m# This is called a relative import\u001b[39;00m\n\u001b[1;32m 2\u001b[0m df \u001b[38;5;241m=\u001b[39m project_functions3\u001b[38;5;241m.\u001b[39mclean_and_concat(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m/Users/Annabellengarambe/Desktop/DATA_301/project-group-group48/data/raw/song_data.csv.zip\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 3\u001b[0m df\n", + "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'project_functions3'" + ] + } + ], + "source": [ + "from project_functions3 import clean_and_concat # This is called a relative import\n", + "df = project_functions3.clean_and_concat(\"/Users/Annabellengarambe/Desktop/DATA_301/project-group-group48/data/raw/song_data.csv.zip\")\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "markdown", "metadata": {}, @@ -2000,57 +2051,6 @@ "source": [ "concatenated_df.to_csv('concatenated_df.csv', index= False)" ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Import Method Chain " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "ename": "ImportError", - "evalue": "cannot import name 'project_functions3' from 'code' (/Users/annabellengarambe/miniconda3/lib/python3.10/code.py)", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mImportError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[42], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mcode\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m project_functions3 \u001b[38;5;66;03m# This is called a relative import\u001b[39;00m\n\u001b[1;32m 2\u001b[0m df \u001b[38;5;241m=\u001b[39m project_functions3\u001b[38;5;241m.\u001b[39mload_and_process(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m/Users/Annabellengarambe/Desktop/DATA_301/project-group-group48/data/raw/song_data.csv.zip\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 3\u001b[0m df\n", - "\u001b[0;31mImportError\u001b[0m: cannot import name 'project_functions3' from 'code' (/Users/annabellengarambe/miniconda3/lib/python3.10/code.py)" - ] - } - ], - "source": [ - "from code import project_functions3 # This is called a relative import\n", - "df = project_functions3.load_and_process(\"/Users/Annabellengarambe/Desktop/DATA_301/project-group-group48/data/raw/song_data.csv.zip\")\n", - "df" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/analysis/analysis3_temp.ipynb b/analysis/analysis3_temp.ipynb deleted file mode 100644 index 3b2bc8d..0000000 --- a/analysis/analysis3_temp.ipynb +++ /dev/null @@ -1,2093 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Annabelle Ngarambe " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Refined Research questions" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Research Question 1: What musical elements are most associated with each other and how are they related to music popularity? Are the trends consistent across the top and least popular songs?" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The aim of this question is to observe the strongest relationships among the musical features in the dataset, and their relationship to the most popular songs in our sample. Observing these relationships might help us better highlight existing relationships between the musical factors and song popularity. A follow up question could be: are these elements true to only specific genres or to popular music in general? This could be answered by asking an even more specific question such as:" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Research question 2: What musical features are most important to the song popularities of the most popular genres within this dataset?" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "My original question only looked at what elements are most reccuring in popular songs. To answer this refined question, I'll have to analyze the musical characteristics of successful songs within the most popular genres and compare them to identify patterns or differences. By identifying the specific features that are consistently associated with success in those genres, you could gain insights into the characteristics that make a song successful within that particular musical style, and how these characteristics may differ from those that are important in the least popular genres." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Research question/interests\n", - "\n", - "## Research question 1: Is there a relationship between the historical time frame of a song and the features that make it popular?\n", - "\n", - "One of the things I love about music is how timeless a tune can be regardless of trending genres\n", - "and artists. I am hoping that with this project, we can gain a better understanding of the factors\n", - "that make a song popular and gage their relevance across different time frames. For example,\n", - "we could look at what elements made music popular in the 80s compared to the elements that\n", - "attract listeners nowadays. To answer this, we would need to create a new column that\n", - "classifies the songs according to their year of release. Once we observe trends in the features\n", - "that contribute to music popularity in general, we can narrow our focus songs within a specific\n", - "time frame. If certain features are more relevant in a specific time frame than in others, then\n", - "we could suggest a relationship between the time frame that a song was released in and its\n", - "popularity\n", - "\n", - "## Research question 2: Are there elements that are crucial to the success of a specific musical genres?\n", - "\n", - "This question can be answered by observing trends in different genres of music. We could add a\n", - "column that classifies our data by the music genre of the song and look for recurring features in\n", - "specific genres. If a specific feature appears in popular songs within the same genre more than\n", - "others, then perhaps those features are important to the success of songs in that genre." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Dataset" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import pandas as pd\n", - "import matplotlib.pylab as plt\n", - "import seaborn as sns" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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song_namesong_popularitysong_duration_msacousticnessdanceabilityenergyinstrumentalnesskeylivenessloudnessaudio_modespeechinesstempotime_signatureaudio_valence
0Boulevard of Broken Dreams732623330.0055200.4960.6820.00002980.0589-4.09510.0294167.06040.474
1In The End662169330.0103000.5420.8530.00000030.1080-6.40700.0498105.25640.370
2Seven Nation Army762317330.0081700.7370.4630.44700000.2550-7.82810.0792123.88140.324
3By The Way742169330.0264000.4510.9700.00355000.1020-4.93810.1070122.44440.198
4How You Remind Me562238260.0009540.4470.7660.000000100.1130-5.06510.0313172.01140.574
................................................
18830Let It Breathe601596450.8930000.5000.1510.000065110.1110-16.10710.0348113.96940.300
18831Answers602056660.7650000.4950.1610.000001110.1050-14.07800.030194.28640.265
18832Sudden Love (Acoustic)231822110.8470000.7190.3250.00000000.1250-12.22210.0355130.53440.286
18833Gentle on My Mind553522800.9450000.4880.3260.01570030.1190-12.02010.0328106.06340.323
18834Up to Me601935330.9110000.6400.3810.00025440.1040-11.79010.030291.49040.581
\n", - "

18835 rows × 15 columns

\n", - "
" - ], - "text/plain": [ - " song_name song_popularity song_duration_ms \\\n", - "0 Boulevard of Broken Dreams 73 262333 \n", - "1 In The End 66 216933 \n", - "2 Seven Nation Army 76 231733 \n", - "3 By The Way 74 216933 \n", - "4 How You Remind Me 56 223826 \n", - "... ... ... ... \n", - "18830 Let It Breathe 60 159645 \n", - "18831 Answers 60 205666 \n", - "18832 Sudden Love (Acoustic) 23 182211 \n", - "18833 Gentle on My Mind 55 352280 \n", - "18834 Up to Me 60 193533 \n", - "\n", - " acousticness danceability energy instrumentalness key liveness \\\n", - "0 0.005520 0.496 0.682 0.000029 8 0.0589 \n", - "1 0.010300 0.542 0.853 0.000000 3 0.1080 \n", - "2 0.008170 0.737 0.463 0.447000 0 0.2550 \n", - "3 0.026400 0.451 0.970 0.003550 0 0.1020 \n", - "4 0.000954 0.447 0.766 0.000000 10 0.1130 \n", - "... ... ... ... ... ... ... \n", - "18830 0.893000 0.500 0.151 0.000065 11 0.1110 \n", - "18831 0.765000 0.495 0.161 0.000001 11 0.1050 \n", - "18832 0.847000 0.719 0.325 0.000000 0 0.1250 \n", - "18833 0.945000 0.488 0.326 0.015700 3 0.1190 \n", - "18834 0.911000 0.640 0.381 0.000254 4 0.1040 \n", - "\n", - " loudness audio_mode speechiness tempo time_signature \\\n", - "0 -4.095 1 0.0294 167.060 4 \n", - "1 -6.407 0 0.0498 105.256 4 \n", - "2 -7.828 1 0.0792 123.881 4 \n", - "3 -4.938 1 0.1070 122.444 4 \n", - "4 -5.065 1 0.0313 172.011 4 \n", - "... ... ... ... ... ... \n", - "18830 -16.107 1 0.0348 113.969 4 \n", - "18831 -14.078 0 0.0301 94.286 4 \n", - "18832 -12.222 1 0.0355 130.534 4 \n", - "18833 -12.020 1 0.0328 106.063 4 \n", - "18834 -11.790 1 0.0302 91.490 4 \n", - "\n", - " audio_valence \n", - "0 0.474 \n", - "1 0.370 \n", - "2 0.324 \n", - "3 0.198 \n", - "4 0.574 \n", - "... ... \n", - "18830 0.300 \n", - "18831 0.265 \n", - "18832 0.286 \n", - "18833 0.323 \n", - "18834 0.581 \n", - "\n", - "[18835 rows x 15 columns]" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "songdata = pd.read_csv(\"../data/raw/song_data.csv.zip\")\n", - "songdata" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Variable Definitions\n", - "The are a few variable that I was not too familiar with so I researched their definitions to better understand the role of each in the scope of my analysis:\n", - "\n", - "Acousticness: a measure used to describe the degree to which a sound or music recording is acoustic or electric in nature. It is a value between 0.0 and 1.0, where 0.0 represents an entirely electric or synthetic sound, and 1.0 represents an entirely acoustic sound.\n", - "\n", - "Speechiness: a measure used to describe the degree to which a sound contains spoken words, as opposed to singing or instrumental music. It is a value between 0.0 and 1.0, where 0.0 represents music with no speech-like features, and 1.0 represents spoken words with no music.\n", - "\n", - "Audio Valence: Audio valence is a measure used to describe the emotional/ affective content of a sound or music recording. It is a value between 0.0 and 1.0, where 0.0 represents negative or sad emotions, and 1.0 represents positive or happy emotions.\n", - "\n", - "Time Signature: Time signature is a musical notation that specifies the number of beats per measure and the type of note that represents one beat. \n", - "\n", - "Tempo: Tempo is a measure used to describe the speed or pace of a sound or music recording. Faster tempos generally indicate a more energetic or upbeat musical style, while slower tempos may indicate a more relaxed or contemplative style.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### To gain a better understanding of the different values for each variable, I look at descriptive summary statistics of the variables in my dataframe (below)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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song_popularitysong_duration_msacousticnessdanceabilityenergyinstrumentalnesskeylivenessloudnessaudio_modespeechinesstempotime_signatureaudio_valence
count18835.00000018835.00000018835.00000018835.00000018835.00000018835.00000018835.00000018835.00000018835.00000018835.00000018835.00000018835.00000018835.00000018835.000000
mean52.991877218211.5875760.2585390.6333480.6449950.0780085.2891960.179650-7.4474350.6281390.102099121.0731543.9591190.527967
std21.90565459887.5405660.2887190.1567230.2141010.2215913.6145950.1439843.8278310.4833140.10437828.7144560.2985330.244632
min0.00000012000.0000000.0000010.0000000.0010700.0000000.0000000.010900-38.7680000.0000000.0000000.0000000.0000000.000000
25%40.000000184339.5000000.0241000.5330000.5100000.0000002.0000000.092900-9.0440000.0000000.03780098.3680004.0000000.335000
50%56.000000211306.0000000.1320000.6450000.6740000.0000115.0000000.122000-6.5550001.0000000.055500120.0130004.0000000.527000
75%69.000000242844.0000000.4240000.7480000.8150000.0025708.0000000.221000-4.9080001.0000000.119000139.9310004.0000000.725000
max100.0000001799346.0000000.9960000.9870000.9990000.99700011.0000000.9860001.5850001.0000000.941000242.3180005.0000000.984000
\n", - "
" - ], - "text/plain": [ - " song_popularity song_duration_ms acousticness danceability \\\n", - "count 18835.000000 18835.000000 18835.000000 18835.000000 \n", - "mean 52.991877 218211.587576 0.258539 0.633348 \n", - "std 21.905654 59887.540566 0.288719 0.156723 \n", - "min 0.000000 12000.000000 0.000001 0.000000 \n", - "25% 40.000000 184339.500000 0.024100 0.533000 \n", - "50% 56.000000 211306.000000 0.132000 0.645000 \n", - "75% 69.000000 242844.000000 0.424000 0.748000 \n", - "max 100.000000 1799346.000000 0.996000 0.987000 \n", - "\n", - " energy instrumentalness key liveness \\\n", - "count 18835.000000 18835.000000 18835.000000 18835.000000 \n", - "mean 0.644995 0.078008 5.289196 0.179650 \n", - "std 0.214101 0.221591 3.614595 0.143984 \n", - "min 0.001070 0.000000 0.000000 0.010900 \n", - "25% 0.510000 0.000000 2.000000 0.092900 \n", - "50% 0.674000 0.000011 5.000000 0.122000 \n", - "75% 0.815000 0.002570 8.000000 0.221000 \n", - "max 0.999000 0.997000 11.000000 0.986000 \n", - "\n", - " loudness audio_mode speechiness tempo time_signature \\\n", - "count 18835.000000 18835.000000 18835.000000 18835.000000 18835.000000 \n", - "mean -7.447435 0.628139 0.102099 121.073154 3.959119 \n", - "std 3.827831 0.483314 0.104378 28.714456 0.298533 \n", - "min -38.768000 0.000000 0.000000 0.000000 0.000000 \n", - "25% -9.044000 0.000000 0.037800 98.368000 4.000000 \n", - "50% -6.555000 1.000000 0.055500 120.013000 4.000000 \n", - "75% -4.908000 1.000000 0.119000 139.931000 4.000000 \n", - "max 1.585000 1.000000 0.941000 242.318000 5.000000 \n", - "\n", - " audio_valence \n", - "count 18835.000000 \n", - "mean 0.527967 \n", - "std 0.244632 \n", - "min 0.000000 \n", - "25% 0.335000 \n", - "50% 0.527000 \n", - "75% 0.725000 \n", - "max 0.984000 " - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "songdata.describe().apply(lambda s: s.apply(lambda x: format(x, 'f')))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As we can see, the elements with the most variation are song duration, loundness, and key. The least varied one is audio mode. I am going to drop the audio mode column as it shows the least amount of variations and is therefore a bit redudant to my analysis. I am also dropping the time signature column as it is also quiet irrelevant to our analysis. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# EDA" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Observerving Correlation in the Variables" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To observe the general relationship between the different variables, I plot them on a heatmap that displays the correlation between them." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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UCAMDA1xdXTl37pyqzZ07d2jQoAHGxsbkzZsXFxcXgoKCsjUepK+yr1i3hZ6dW1OrakUcihdj6tjBJCYmsXPvoSzbLV+3Ba9yHvTo1JriRYvQo1NrvinrzvJ1W1R1qn1bgcre5ShWpDDFihSm//86o6+vR+hbiX3opas0rluD8mVKU7iQBS1btsTJyYnLly9n+x6EEEII8eUYamp+tsfHatmyJXPmzGH8+PG4ublx9OhRgoKCsLFJP0I6MjKSiIgIVX0DAwP279/Po0eP8PT0pG3btjRo0IB58+Z9svl510cl7ZGRkbRu3ZouXboQFhZGcHAwTZs2RalUMnfuXGbOnMmMGTO4ePEiPj4+NGzYkOvXr6v1MXLkSAYNGkRoaCgODg60bt1adRD98ePH6dmzJz/++COhoaHUrFmTSZMmZTu+DRs2MHbsWCZNmsS5c+ewtLRkwYIFH3OLKtOnT6dkyZKcP3+e0aNHA5AvXz4CAwO5evUqc+fOZfHixcyePRtIf7EHDhyIi4sLkZGRREZG0rJlywz9Pn/+nNq1a2NsbMzZs2f59ddfOXDgAH369FGrd/jwYW7evMnhw4dZvnw5gYGBqg8B2TF79my8vb0JCQmhXr16tG/fng4dOtCuXTsuXLiAnZ0dHTp04PUx/b179yYpKYmjR49y6dIlpk6dioGBQbbHu3v/AdGxcVQsX0ZVpq2tTVn3UoRcupplu9BLV9XaAHz7TZks26SmprJr32Gev0jEvWQJVblH6ZIcOnaKh1ExKJVKTp06xa1bt6hYsWK270EIIYQQ/129evXi9u3bJCUlcf78eSpVqqS6FhgYSHBwsFp9Jycn9u/fz/Pnz/nrr7+YOXPmZ1tlh4888jEyMpKUlBSaNm2q+uTh6uoKwIwZMxg6dCitWrUCYOrUqRw+fJg5c+bw888/q/oYNGgQ9erVA8DX1xcXFxdu3LiBk5MT8+fPp06dOgwaNAgABwcHTpw4wc6dO7MV35w5c+jSpQtdu3YFUG2PeHe1PTuqVaumiuO1UaNGqf5dtGhRBg4cyPr16xkyZAh6enoYGBigpaWFhYVFlv2uXr2aFy9esGLFCvLmzQvATz/9RIMGDZg6darqCw/Gxsb89NNPaGpq4uTkRL169Th48KBq1f9D6tatS48ePQAYM2YMCxcupGzZsjRv3hxI/6tBhQoVePjwIRYWFkRERNCsWTPV62lra5tl35kdo3Q/8iEApibGauVmJkbcfxCVZV8xsfEZ2piaGBMdG69WFn7jFq26/khScjL6enr8PHUsdrZvfkBp1MBejJ48m0oN2qClqYlCQ4OJEyfi6emZ5dhCCCGEEP8WH7XSXrp0aapXr46rqyvNmzdn8eLFxMfHk5CQwP379/H29lar7+3tTVhYmFpZqVKlVP+2tLQE0r+dCxAeHk65cuXU6r/7/H3CwsKoUKGCWtm7z7Mrs2Rv48aNVKxYEQsLCwwMDBg9erTan0qyG2Pp0qVVCTukz1NaWhrh4eGqMhcXFzTf+vOOpaWlap6y4+15fv1B4HVC/nbZ6z779u3LxIkT8fb2ZuzYsVy8eDHLvv38/ChcuDBlypRRPZav2wjAuycjKTMrfIeCzI5YUq9TzKYwW1cuZP3SebRuWp+h46dz4883v8K6cv1WQi9fY+EMXzYt/5lhw4bh6+ub5Y8iCCGEEEL8m3xU0q6pqcn+/fvZvXs3JUqUYP78+Tg6OnLr1i0ge+db5smTR/Xv19fS0tKyrP96+8anoqGhkaHPzPaKv51UA5w6dYpWrVpRp04ddu7cSUhICCNHjvzoL6m+78zPt8vfnqfX117PU3ZkNs/vm/uuXbvy559/0r59ey5duoSnpyfz58/PtO/hw4cTHh7O1q1bVY/eXdO/nBHzzgp5bNwjzEyMsozTzNSYmLg4tbK4+EeYvbP6rp0nDzbWVrg6OzCw9/c42duyYn36vvfExCRmLwxg+I89qPZtBZzsbWnXrh1169Zl6dKlWY4thBBCCPFv8dFfRFUoFHh7e+Pr60tISAja2tocPHiQQoUK8dtv6kf1nThxAmdn52z37eTkxJkz6kf5vf1lyQ9xdnbm1KlTamXvPjc3NycyMlL1PDU1NVtfVjx+/Dg2NjaMHDkST09P7O3tuXPnjlodbW1tUlNT39tPiRIlCA0N5dmzZ2p9a2ho4ODg8ME4Pidra2t69uzJ5s2bGThwIIsXL860no6ODpaWlri4uKgeJRztMTc14fiZC6p6yS9fcjbkIu6uJTLtB8DNtQTHT19QK/vt9Pn3toH0Dz/Jrz5spaSk8DIlBYWG+ochTU3NT/6hTwghhBAiJ3zUnvbTp09z8OBBatWqRYECBTh9+jTR0dE4OzszePBgxo4dS/HixXFzcyMgIIDQ0FBWr16d7f5/+OEHKlWqxKxZs2jQoAGHDh1i9+7dWa5Mv+vHH3+kY8eOeHp6UrFiRVavXs2VK1fU9mdXq1aNAQMGsGvXLooXL87s2bN59OjRB/u2s7MjIiKCdevWUbZsWXbt2sWWLVvU6hQtWpRbt24RGhpK4cKFyZcvX4ajHtu2bcvYsWPp2LEj48aNIzo6mh9++IH27dtneYD/l9CvXz/q1KmDg4MD8fHxHDp06KM+cCkUCjq0aoJ/4FqKWhfCxtoK/8B16OrqUN+nmqrekHHTKGhuysDe3wPQoWVj2vUcyKIV66leqQIHj57k5JkQ1iyapWoza8EyKlUoi0VBc549f0HQ/mDOXLjIkjnpX1I2MMhLOY9STJ+/GF0dHQpZFuDsofNs3bqVYcOGfaIZEkIIIYTIOR+VtOfPn5+jR48yZ84cEhISsLGxYebMmdSpUwcfHx8SEhIYOHAgUVFRlChRgu3bt2Nvb5/t/r29vfnll1/w9fVl1KhR+Pj40L9/f3766adstW/ZsiU3b95k6NChJCYm0qxZM/73v/+xd+9eVZ0uXbrw+++/06FDB7S0tOjfvz9Vq1b9YN+NGjWif//+9OnTh6SkJOrVq8fo0aMZN26cqk6zZs1UR1o+evSIgIAAtaMkAfT19dm7dy8//vgjZcuWRV9fn2bNmjFr1ixyUmpqKr179+bu3bvkz5+f2rVrq07Gya5u7VuQlJSE77SfePzkCaVdnFg2zw+DvPqqOpEPo9B4a0Xco5QLsyaMYI5/IPP8l2Nd2JLZk0ZSuuSbDwwxcfEM8Z1GVEwc+Qz0cbSzZcmcSXi/derMrIkjmPXzMgaNncLjhCcUKmRF//79ad269T+YFSGEEEKI3EGhzOX7B7p168a1a9c4duxYToci3ufRnQ/X+ZKMbD5cRwghhBA55pSF9Wfr+5sHf322vnPKR620fwkzZsygZs2a5M2bl927d7N8+fK/fda6EEIIIYQQX4OP/iLq53bmzBlq1qyJq6srv/zyC/PmzVOdu+7i4oKBgUGmj4/ZO/9vduzYsSzn4GN+DEkIIYQQQvx75PrtMW+7c+dOpsczQvq54/ny5fvCEX15L1684N69e1let7Oz+4LRvEW2xwghhBDiI8j2mI+T67bHvM/rX2H9L9PT08u5xFwIIYQQ4hPJnzfPhysJlVy3PUYIIYQQQgihTpJ2IYQQQgghcjlJ2oUQQgghhMjlJGkXQgghhBAil5OkXQghhBBCiFxOknYhhBBCCCFyOUnahRBCCCGEyOX+Vee0i9xL+fRBToeg7uWznI5ARWFeIqdDEEIIIcS/nKy0CyGEEEIIkctJ0i6EEEIIIUQuJ9tjhBBCCCHEF5c/n3ZOh/CvIivtQgghhBBC5HKStAshhBBCCJHLSdIuhBBCCCFELidJuxBCCCGEELmcJO1CCCGEEELkcpK055BOnTrRuHHjnA5DCCGEEEL8C8iRj5/Z7du3KVasGCEhIbi5uanK586di1KpzLnAvhClUslPK7awYVcwCU+eUcq5OGP6dsC+aOEs21y/fZd5gZu58sdt7j+MYXivNnRsVlutztrtB1m7/RD3HkYDYGdjRe/2jalUvrT62MvWs2H7vvSxS9gzZkB37G2LvDfmvcEnmbdkDRH3HlDEyoJ+3dpSs/I3quvVvuvO/QfRGdq1aVKbMQN78DIlhbmL1nDk1Hnu3n+IQb78eHl5MXDgQAoWLJiteRNCCCGEeJustOcQQ0NDjIyMcjqMz27Jul0EbtzD6B/a8+sCX8yNDekyZBpPn7/Isk1iYjLWluYM7NoCcxPDTOsUNDNhYLcWbFzgy8YFvnzjXoLeY+Zw/fbdN2Ov3kLg+u2MHtCNX5dMw9zUmC79x7137JDL1xgwdgYNfaqwLXA2DX2q0H/MDH6/8oeqzsbF0zm2bZnqsWz2OAB8qnq/ij+Jq3/8Sa+OLdi0bCY//fQTt2/f5n//+9/HTJ0QQgghhMpXkbTv2bOHihUrYmRkhKmpKfXr1+fmzZuq63fv3qVVq1aYmJiQN29ePD09OX36tOr6woULKV68ONra2jg6OrJy5UrVtdu3b6NQKAgNDVWVPXr0CIVCQXBwMADx8fG0bdsWc3Nz9PT0sLe3JyAgAIBixYoB4O7ujkKhoEqVKkDG7TFpaWlMnToVOzs7dHR0KFKkCJMmTVKLYfPmzVStWhV9fX1Kly7NyZMn1ebhxIkTVKpUCT09Paytrenbty/Pnj1TXV+wYAH29vbo6upSsGBBvvvuO9W1jRs34urqip6eHqamptSoUUOt7d+hVCpZsXkvPds0pNa3ZXEoVpgpQ7uTmJjMzoMns2zn6mTLkB6tqVftG/LkyZNpnWpe7lQuX5pi1pYUs7ak//fN0dfT5ferN9+M/etOenb4jlqVK+Bga8OUkX1JTEpi576jWY69YsNOvDxL06N9M2xtCtOjfTO+KVOK5Rt2qOqYGBtibmqsegSfOEcRKwvKubsAkM8gL8vmjKNOdW9si1jh5ubGqFGjuHLlCvfv3/87UymEEEKI/7ivIml/9uwZAwYM4OzZsxw8eBANDQ2aNGlCWloaT58+pXLlyty/f5/t27fz+++/M2TIENLS0gDYsmULP/74IwMHDuTy5cv06NGDzp07c/jw4WyPP3r0aK5evcru3bsJCwtj4cKFmJmZAXDmzBkADhw4QGRkJJs3b860j+HDhzN16lRVX2vWrMmwlWLkyJEMGjSI0NBQHBwcaN26NSkpKQBcunQJHx8fmjZtysWLF1m/fj2//fYbffr0AeDcuXP07duX8ePHEx4ezp49e6hUqRIAkZGRtG7dmi5duhAWFkZwcDBNmzb9x9t37kZGEx33GG/Pkqoybe08lC3tSMiV6/+o77elpqax69Apnicm4VbCLn3s+w+Jjo3Hu5yb+thuLoRcvpZlX6GXw9XaAFQs70bo5fBM6ye/fMn2fUdoWq86CoUiy36fPn2KQqEgf/782b8xIYQQQohXvoo97c2aNVN7vnTpUgoUKMDVq1c5ceIE0dHRnD17FhMTEwDs7OxUdWfMmEGnTp3o1asXAAMGDODUqVPMmDGDqlWrZmv8iIgI3N3d8fT0BKBo0aKqa+bm5gCYmppiYWGRafsnT54wd+5cfvrpJzp27AhA8eLFqVixolq9QYMGUa9ePQB8fX1xcXHhxo0bODk5MX36dNq0aUO/fv0AsLe3Z968eVSuXJmFCxcSERFB3rx5qV+/Pvny5cPGxgZ3d3cgPWlPSUmhadOm2NjYAODq6pqte3+f6PjH6fdurL7FxdTYkPsPY/5x/+F//kXrH8aTlPwSfT1dfvL9EbuiVuljxz1KH8vE6J2xjbj/MON+9Ndi4h5hapyxTXRcfKb1Dx49w5Onz2hSt1qWfSYlJTFjxgzq16+PgYHBh29MCCGEEOIdX0XSfvPmTUaPHs2pU6eIiYlRraJHREQQGhqKu7u7KmF/V1hYGN27d1cr8/b2Zu7cudke/3//+x/NmjXjwoUL1KpVi8aNG+Pl5ZXt9mFhYSQlJVG9evX31itVqpTq35aWlgBERUXh5OTE+fPnuXHjBqtXr1bVUSqVpKWlcevWLWrWrImNjQ22trbUrl2b2rVr06RJE9VWm+rVq+Pq6oqPjw+1atXiu+++w9jYONM4kpKSSEpKUivTTkpm37FzjJ0doCr7ZfJAgIwr0Erle1els6uYtSVbFk0k4ekzFqzcSo8RM9HV0UZDoeCX6aPSx87QSokik9K3ZYwt63g37jrAt+U9KGiW+fvrZUoK/fv3R6lUMm7cuA/ekxBCCPFfkS+/dk6H8K/yVWyPadCgAbGxsSxevJjTp0+r9qsnJyejp6f3wfbvJmTKt5JKDQ0NVdlrL1++VKtfp04d7ty5Q79+/bh//z7Vq1dn0KBB2Y4/OzECavu7X8f3+gNKWloaPXr0IDQ0VPX4/fffuX79OsWLFydfvnxcuHCBtWvXYmlpyZgxYyhdujSPHj1CU1OT/fv3s3v3bkqUKMH8+fNxdHTk1q1bmcbh5+eHoaGh2sPv5+VU9XJny6KJqoexYfqqcsyrVe/XYh8lYGr0z7eJaOfRwsaqIK6Otkwf8T/cSthRtYL7q7HzZz52/GNMs/hyK4CZiREx76yqx8Y/xuyd1XeAew+iOHnuIs0b1Mi0r5cpKfQfPYO7d++ybNkyWWUXQgghxN/2r0/aY2NjCQsLY9SoUVSvXh1nZ2fi498kXaVKlSI0NJS4uLhM2zs7O/Pbb7+plZ04cQJnZ2fgzfaWyMhI1fW3v5T6mrm5OZ06dWLVqlXMmTOHRYsWAaCtnf4pMjU1Nct7sLe3R09Pj4MHD2bjjjPn4eHBlStXsLOzy/B4HYOWlhY1atRg2rRpXLx4kdu3b3Po0CEg/UOAt7c3vr6+hISEoK2tzZYtWzIda/jw4Tx+/FjtMbx3Rwz09bCxKqh62NlYYW5iyInzV1Rtk1+mcPb3cNxd7P/2vWbGQF8PXR1tdLTzpI9dzBpzU2NOnP39rbFfcjb0Cu4lnbLsx62ko1obgONnQnEr6Zih7uZdhzA1NqRyBc8M114n7Hfu3icwMDDLv1oIIYQQQmTHv357jLGxMaampixatAhLS0siIiIYNmyY6nrr1q2ZPHkyjRs3xs/PD0tLS0JCQihUqBAVKlRg8ODBtGjRAg8PD6pXr86OHTvYvHkzBw4cANJXwb/55humTJlC0aJFiYmJYdSoUWoxjBkzhjJlyuDi4kJSUhI7d+5UJf0FChRAT0+PPXv2ULhwYXR1dTE0VF/p1dXVZejQoQwZMgRtbW28vb2Jjo7mypUrfP/999mah6FDh/LNN9/Qu3dvunXrRt68eQkLC2P//v3Mnz+fnTt38ueff1KpUiWMjY0JCgoiLS0NR0dHTp8+zcGDB6lVqxYFChTg9OnTREdHq+7hXTo6Oujo6KiVKRMy/olLoVDQoakP/mt2YFO4IDZWFviv2Y6urjb1q1d4E/sUfwqYGTOwawsgPbG/eecekJ78PoyJJ+zGHfT1dLGxSv9y7qwlv1KpXCksCpjw7HkiQYdPceb3MBb7DX4zdvP6+K/ciE1hS2ysLfFfsQldHR3q16r0ZuwJcylgbsLAnu0BaN+8Pu37jGTxqs1U/7YcB4+d4eS5i6xeMFnt3tLS0tgSdIjGtaugpaWpdi0lJZUfR03j6h9/8svUkaSmphIdnb6P3tDQUPUhSgghhBAiu/71SbuGhgbr1q2jb9++lCxZEkdHR+bNm6c6WlFbW5t9+/YxcOBA6tatS0pKCiVKlODnn38GoHHjxsydO5fp06fTt29fihUrRkBAgKo9wLJly+jSpQuenp44Ojoybdo0atWqpbqura3N8OHDuX37Nnp6enz77besW7cOSF/dnjdvHuPHj2fMmDF8++23qqMi3zZ69Gi0tLQYM2YM9+/fx9LSkp49e2Z7HkqVKsWRI0cYOXIk3377LUqlkuLFi9OyZUsAjIyM2Lx5M+PGjSMxMRF7e3vWrl2Li4sLYWFhHD16lDlz5pCQkICNjQ0zZ86kTp06H/lqZNS1VT0Sk5MZP3c5j588p5SzLUunDsFA/82WoPtRsWpblKJi42nSY7Tq+bINu1m2YTdlSzuxctYIIH3LypAp/kTHPSJfXj0cba1Z7DdY7aSarm2bkJiUzPhZi3j85CmlStizdPZY9bEfRqPQeDO2h6sTM8cNZO7iNcxbshZrq4LMGj+Q0i4Oavd14txF7j+Mpmm9jN9DeBAdy6HfzgLQuPMAtWsrVqygfPnyHzWHQgghhBAK5X/hZznFZ6e8e/rDlb4knXw5HYGKwrxETocghBBC5DqPK5X6cKW/yfDoxc/Wd0751+9pF0IIIYQQ4msnSbsQQgghhBC5nCTtQgghhBBC5HKStAshhBBCCJHLSdIuhBBCCCFELvevP/JRCCGEEEL8+2iZyC+FfwxZaRdCCCGEECKXk6RdCCGEEEKIXE6SdiGEEEIIIXI5SdqFEEIIIYTI5SRpF0IIIYQQ/3kLFiygWLFi6OrqUqZMGY4dO5atdsePH0dLSws3N7fPGp8k7UIIIYQQ4j9t/fr19OvXj5EjRxISEsK3335LnTp1iIiIeG+7x48f06FDB6pXr/7ZY1QolUrlZx9FfPVSg9fldAhqFDrROR2CisK6XE6HoEZRuHxOhyCEEELwrLHXZ+s779YTH1W/fPnyeHh4sHDhQlWZs7MzjRs3xs/PL8t2rVq1wt7eHk1NTbZu3UpoaOjfDfmDZKVdCCGEEEL8ZyUnJ3P+/Hlq1aqlVl6rVi1OnMg6+Q8ICODmzZuMHTv2c4cIyI8rCSGEEEKIr0xSUhJJSUlqZTo6Oujo6GSoGxMTQ2pqKgULFlQrL1iwIA8ePMi0/+vXrzNs2DCOHTuGltaXSadlpV0IIYQQQnxV/Pz8MDQ0VHu8b5sLgEKhUHuuVCozlAGkpqbSpk0bfH19cXBw+KRxv4+stAshhBBCiK/K8OHDGTBggFpZZqvsAGZmZmhqamZYVY+Kisqw+g7w5MkTzp07R0hICH369AEgLS0NpVKJlpYW+/bto1q1ap/oTt6QpF0IIYQQQnxxeYzzfra+tbPYCpNpXW1typQpw/79+2nSpImqfP/+/TRq1ChD/fz583Pp0iW1sgULFnDo0CE2btxIsWLF/lnwWZCkXQghhBBC/KcNGDCA9u3b4+npSYUKFVi0aBERERH07NkTSF+5v3fvHitWrEBDQ4OSJUuqtS9QoAC6uroZyj8lSdqFEEIIIcR/WsuWLYmNjWX8+PFERkZSsmRJgoKCsLGxASAyMvKDZ7Z/bnJOu/gk5Jz2rMk57UIIIURGyZ1rfra+tQP2f7a+c8p/5vSYKlWq0K9fv5wO46NkJ+aiRYsyZ84c1XOFQsHWrVsBuH37NgqF4rMe9C+EEEIIIT4/2R7zL3f27Fny5s38ixzW1tZERkZiZmYGQHBwMFWrViU+Ph4jI6MvGKUQQgghhPgnJGn/lzM3N8/ymqamJhYWFl8wGnVrg8+wbN9xoh8/xa6QOcNa1MHT3ibTutGPnzDt171cibjPnag42lUtz/CWddTqbDkRwsjlWzO0DflpFDp58nwwHqVSyc9bz7DhyBUSniVRyrYgoztUxt7KNMs2G4KvsP3ENa7fjQOgRFFz+n9XgVK2GY+AAli08xyzN56ifc3SjGj77Xtj+WnFFjbsCibhyTNKORdnTN8O2BctnGWb67fvMi9wM1f+uM39hzEM79WGjs1qq9XxX7OD/b+d48+ISHR18uBewp6B3Vtia235vqkRQgghRC73VW6PefbsGR06dMDAwABLS0tmzpypdn3VqlV4enqSL18+LCwsaNOmDVFRUarrwcHBKBQKDh48iKenJ/r6+nh5eREeHq7Wz/bt2/H09ERXVxczMzOaNm2qupacnMyQIUOwsrIib968lC9fnuDgYNX12NhYWrduTeHChdHX18fV1ZW1a9dmuJeUlBT69OmDkZERpqamjBo1ire/hvDu9pi3vb095vbt21StWhUAY2NjFAoFnTp1YsWKFZiammb41bBmzZrRoUOH90/0e+w+exm/DXvoUbcSm0b1pIydDT3mr+J+3KNM6ye/TME4nz496lTCsXDmCTGAga4OR6YNUntkJ2EHWBJ0gcC9oYxqV5kNY1tgZpiX76dv49mL5CzbnL12j7rlHQgc2pi1o76jkGk+uk7fxsP4pxnqXvrzIRuCr+BonfWHAFUs63YRuHEPo39oz68LfDE3NqTLkGk8ff4iyzaJiclYW5ozsGsLzE0MM4/34jXaNKzB+p/GsGzaUFJSU+k6ZBrPXyRlWl8IIYQQ/w5fZdI+ePBgDh8+zJYtW9i3bx/BwcGcP39edT05OZkJEybw+++/s3XrVm7dukWnTp0y9DNy5EhmzpzJuXPn0NLSokuXLqpru3btomnTptSrV4+QkBBVgv9a586dOX78OOvWrePixYs0b96c2rVrc/36dQASExMpU6YMO3fu5PLly3Tv3p327dtz+vRptRiWL1+OlpYWp0+fZt68ecyePZslS5Z89JxYW1uzadMmAMLDw4mMjGTu3Lk0b96c1NRUtm/frqobExPDzp076dy580eP81rggRM083bnu4plKG5pzvCWdbA0zs+6I2czrW9lZsyIlnVpVMGNfHq6WfarUCgwN8yn9sgOpVLJin2/06OBJ7U8i+NQ2JQp3WqQmJTCzlN/ZNlues9atKnuirONObaFjBnfuSppSiUnr95Vq/csMZnB/vsY37ka+fXffy6sUqlkxea99GzTkFrflsWhWGGmDO1OYmIyOw+ezLKdq5MtQ3q0pl61b8iTxQeVJVMG07T2t9gXLYxT8SL4DenG/ahYrly/9d6YhBBCCJG7fXXbY54+fcrSpUtZsWIFNWumfyt5+fLlFC78ZtvB28m3ra0t8+bNo1y5cjx9+hQDAwPVtUmTJlG5cmUAhg0bRr169UhMTERXV5dJkybRqlUrfH19VfVLly4NwM2bN1m7di13796lUKFCAAwaNIg9e/YQEBDA5MmTsbKyYtCgQaq2P/zwA3v27OHXX3+lfPk3p3tYW1sze/ZsFAoFjo6OXLp0idmzZ9OtW7ePmhdNTU1MTEyA9LNE397T3qZNGwICAmjevDkAq1evpnDhwlSpUuWjxngtOSWFqxGRdKutvj3Eq0RxQm/+9bf6fO15UjLVh88iLU2Jk7UFPzSsRokiH976cTc6gZjHz/EuWURVpp1Hk7JOVoTciKRl1eydq5qYlEJKahqGedUT8wkrj1C5dFG8XKz5ZXvmH0xUsURGEx33GG/PN2Nqa+ehbGlHQq5cp1WDT/crak+epa/cG+Yz+EBNIYQQQuRmX91K+82bN0lOTqZChQqqMhMTExwdHVXPQ0JCaNSoETY2NuTLl0+VnL57/mapUqVU/7a0TE8MX2+jCQ0NpXr16pnGcOHCBZRKJQ4ODhgYGKgeR44c4ebNmwCkpqYyadIkSpUqhampKQYGBuzbty9DDN988w0KhUL1vEKFCly/fp3U1NSPnZosdevWjX379nHv3j0AAgIC6NSpk9q4b0tKSiIhIUHtkZT8UnX90dPnpKalYZpf/QuypvkMiEnIuK0ku2wtzJjUsTE/92rD9K7foZNHi3bTlnL7YewH28Y8fg6AWX499Zjy66muZcfMX09S0NgArxLWqrJdp/7g6p1oBnxX4T0t34iOf5w+trH6FhdTY0NiXl37FJRKJVMWrqFMSQccimW9V14IIYQQud9Xt9L+oWPnnz17Rq1atahVqxarVq3C3NyciIgIfHx8SE5W39v89haE1wlsWloaAHp66snf29LS0tDU1OT8+fNoamqqXXu9kj9z5kxmz57NnDlzcHV1JW/evPTr1y9DDF+Cu7s7pUuXZsWKFfj4+HDp0iV27NiRZX0/Pz+1vzAAjO7YjLGdvlMrU6Ce9CtRZij7GKVtrSlt+yZZ9ihuTbNJ/qw+fJqRreqq1d1xIpxxy4NVzxf2r/8qqHdiUmaMMytLgi4QdPoPlg9rgo52+n86kbFP8FtzjCWDGqnK3rXjwAnGzg5QPf9l8sBXobwzrlKZ5Qelv2PCvBWE//kXa+aO+mR9CiGEEJ+Khkn+nA7hX+WrS9rt7OzIkycPp06dokiR9K0Q8fHx/PHHH1SuXJlr164RExPDlClTsLZOTwDPnTv30eOUKlWKgwcPZrrv293dndTUVKKiovj228xPEDl27BiNGjWiXbt2QHqif/36dZydndXqnTp1KsNze3v7DB8GskNbWxsg01X6rl27Mnv2bO7du0eNGjVUc5OZ4cOHM2DAALUyrVPbVP82MtBHU0Mjw6p63JNnGVbf/wkNDQ1cixbiTlTGlfZq7sUoVfzNF1qTU9LvOebxcwoYvYkh7skLTA2z/gD22rLdF1i04xzLhjTC0dpMVX7ldjSxCS/4btx6VVlqmpJzf9xnzcGL/L7kf1T1cqeUc/E3sbxM/6tETNwjCpgaqcpjHyVgavRp/gdswvwVHDoZwqrZI7EwN/kkfQohhBAi53x1SbuBgQHff/89gwcPxtTUlIIFCzJy5Eg0NNJ3AhUpUgRtbW3mz59Pz549uXz5MhMmTPjoccaOHUv16tUpXrw4rVq1IiUlhd27dzNkyBAcHBxo27YtHTp0YObMmbi7uxMTE8OhQ4dwdXWlbt262NnZsWnTJk6cOIGxsTGzZs3iwYMHGZL2v/76iwEDBtCjRw8uXLjA/PnzM5yGk102NjYoFAp27txJ3bp10dPTU638t23blkGDBrF48WJWrFjx3n50dHTQ0VHf052q/eavEtpaWpQoYsmJsJvUcH9zPyfC/qRaaUc+FaVSybW/HmBvlfG0mbx62uTV01ara2aoz4krf1HCJv2YzOSUVM5eu8fAFl7vHWdp0AV+2XGOxQMbUrKY+lgVShRm28TWamUjlx6kmIUxXet5oKmhgYG+Hgb6bz4YKJVKzE0MOXH+CiXsi6bH8jKFs7+HM7Bbi4+ag3cplUomzF/Jgd/Os2LWcApbZn0kqBBCCCH+Pb66pB1g+vTpPH36lIYNG5IvXz4GDhzI48fpe4XNzc0JDAxkxIgRzJs3Dw8PD2bMmEHDhg0/aowqVarw66+/MmHCBKZMmUL+/PmpVKmS6npAQAATJ05k4MCB3Lt3D1NTUypUqEDduunbOEaPHs2tW7fw8fFBX1+f7t2707hxY1Wcr3Xo0IEXL15Qrlw5NDU1+eGHH+jevfvfmhcrKyt8fX0ZNmwYnTt3pkOHDgQGBgKQP39+mjVrxq5du2jcuPHf6v9tnWp4MTRgMy42hXCztebXY+eIjHtMy0plAZi1ZT9Rj54wpfObYzLD/ooE4HliMnFPnxH2VyR5NDWxK1QAgJ93HKa0rTU2BUx4mpjEqkOnufbXA0a1rvfBeBQKBR1qlWbRjnPYFDTEpqARi3aeQ1dHi/rfOKjqDV20n4LGeRnQPD2RXxJ0gXmbTzGjRy2szPIR/egZAPq6ecirm/7BwKGw+hGPetpaGBnoZihXi6WpD/5rdmBTuCA2Vhb4r9mOrq429au/2Rc/dIo/BcyMGdg1PZFPfpnCzTvp3zt4mZLCw5h4wm7cQV9PF5tXH1zGz1vOzoOn+HlCP/Lq6xL96ojNfHn10dXRRgghhBD/TgrlhzaBi/+MmjVr4uzszLx58z66bWrwugxla4PPsHTfcaIfP8G+UAGGNa+Np0NRAEYEbuFe7COWD3yzvahEj7EZ+ihkasSByf0BmLJhN/tDwohJeEo+PV2crS3oXb8qbsUzbuVR6ERnKHv940rrg1/9uFLxgoxuX1ktue7gtxkrs/z4dasBQPWBy7kf+yRDX70blaVPk/IZyl/34VTEXPXjSgrrcpnG8tOKLWzYeZjHT55TytmWMX07qn1htP2AyVgVNGPK0PQPaXcfRFOj7cAMfZUt7cTKWSMAcKqe+dn6kwd3o+mr03wUhTOPWwghhPiSUgY2+2x9a83c9Nn6zimStAvi4uLYt28fbdu25erVq2on7WRXZkl7Tsosac8pmSXtOUmSdiGEELmBJO0f56vcHiM+joeHB/Hx8UydOvVvJexCCCGEEOLzkqRdcPv27ZwOQQghhBBCvMdX9+NKQgghhBBCfG0kaRdCCCGEECKXk6RdCCGEEEKIXE6SdiGEEEIIIXI5+SKqEEIIIYT44hSGhjkdwr+KrLQLIYQQQgiRy0nSLoQQQgghRC4nSbsQQgghhBC5nCTtQgghhBBC5HLyRVTxSWgUts/pENTpe+R0BCpzarvkdAhq+m0+ldMhqCjsyuR0CEIIIcS/gqy0CyGEEEIIkctJ0i6EEEIIIUQuJ0m7EEIIIYQQuZwk7UIIIYQQQuRykrQLIYQQQgiRy8npMUIIIYQQ4sszNMzpCP5VZKVdCCGEEEKIXE6SdiGEEEIIIXI5SdqFEEIIIYTI5WRPu/hk1uzcz9LNO4mOe4RdEStGdO+AZ0mnLOufuRTGlMUruRFxjwImRnT9rgGt6tZQq7N8627WBh0gMjoG4/z58PEuz4BOLdHR1s7Qn/+Gbcxevp4OjWpTtGhRlq7fTHRsPHZFizCiTzc8S2X9y6RnQi8xZcFSbtyOoICZCV1bNaNVwzqq69dv3WFewGqu/HGT+w+jGN67Kx2/a5Shn4fRscxYFMjRM+dJSkqiaGErXNK0MddIzs4U8s3/RuParCu6+Y2JvHSGw5P7Envz6nvbuLfrS6kW3clvUYQXj2K4vn8zv80dSWpyUqb1P/Xr1H7YBM5eCsvQrrKnG/6+QwA4ezmMpZt2cuXGLaLjHvHTqP7UqFA2O1MihBBCCGSlXXwiQUdP4rd4BT1bNmbLvMl4lnSi+9ip3I+KybT+3QdR9Bg7Dc+STmyZN5keLRszyX85e4+fUdXZcfg3Zgauo3ebpuz6ZQYTf+xO0LGTzApcn6G/S3/cZMOeQzgWK8Kte5H4/byEnu1asGXxXDxLudB96DjuP4zKPJbIB/QY7otnKRe2LJ5Lj7bNmTR/EXuPHFfVSUxKwrqQBQO7d8TcxDjTfh4/eUrrH4agpaXJ4inj2Bm4gKH/+x5tRVq25tCz8yA82vfjsN+PrGlTgecxD2jqv5s8+gZZtnGq25qKP07i1C8TWd7YlX1ju+Pg05yKP07KtP6N1Lyf/HWaP7I/x1YuUD12LJiGpoYGPhXLq+q8SEzCqZgNo3t2ytZcCCGEEEKdrLR/xV6+fEmePHm+yFiBW4JoVqsKzX2qAjCiewd+O3+RtUEHGNipVYb664IOYmluyojuHQAoXsSKy9f/ZNnmnfh4lwMg5Np1PEo40KCKNwCFC5pTr7IXl/64qdbXsxeJDJr+MxN+6MrC9VsJu3GbZnVr0ryeT3osfbrx29kLrN2+m4HdOmaMZfseLAuYM6JPt/RYbKy5HH6DZRu24FM5fWxXJwdcnRwAmLloeaZzsGTtRiwLmOE3tJ+qrLBFQU4rUrI1hx7t+nJmsR83Dm4FYO+oLnQ/fA+nuq25tHFxpm0sS3/D/dAThAetAyDh/h3Cd6/HwjXzVeyLqYY0q/NpXyejfOofKoKOnkRXR4fa375J2it5ulHJ0y1b8yCEEEKIjGSl/QtRKpVMmzYNW1tb9PT0KF26NBs3bgQgODgYhULBwYMH8fT0RF9fHy8vL8LDw9X62LFjB2XKlEFXVxdbW1t8fX1JSXmTECoUCn755RcaNWpE3rx5mThxIgATJ06kQIEC5MuXj65duzJs2DDc3NwAOHr0KHny5OHBgwdqYw0cOJBKlSpl696Sk5O5cuMW3u6l1Mq9PVwJCfsj0zah167j7eGqVlbRoxRXrt/i5at7KlPCkSs3bnEx/AYAf0U+5OjZUCp7uqu1G78wgCpl3fFydyUtTUns4wS836nj7elOyOWMWzgAQq9ey1C/YlkProTfUMWSHYdOnKGkox0/jpuCV5N2NOn2Ixt27s1WW0OrYuQ1t+TOyQOqstSXydw7f5RCbhWybHcv5DgFnD0oWLKsqp+i39bm1tGgDHVTlRCt1Pnkr9O7Nu4Lpm6lb9DX1c0ybiGEEEJ8HEnav5BRo0YREBDAwoULuXLlCv3796ddu3YcOXJEVWfkyJHMnDmTc+fOoaWlRZcuXVTX9u7dS7t27ejbty9Xr17F39+fwMBAJk1S3wYxduxYGjVqxKVLl+jSpQurV69m0qRJTJ06lfPnz1OkSBEWLlyoql+pUiVsbW1ZuXKlqiwlJYVVq1bRuXPnbN1bfHw8qWlpmBqpn7dqamRITPzjTNtExz/KtH5KairxCU8AqFfZi77tmtN2iC8lG7anZtf+lC9Vgu4tGqra7Dpygqs3bjOgU8v02FNTUCqVmBobqfdtbERM/KPMY4mLz7R+Smoq8Y8TPnT7Kn/df8DabbuxsSrEkmm+tGxQm0nzFxGemvX2ltf0zSwAeB77UK38eWwU+qYFs2z3x54NnPx5HC2XB9P3/HO67P6Du2ePcHbZ9Ax1E9FEieKTv05vuxh+g+t3/lKt5AshhBDi05DtMV/As2fPmDVrFocOHaJChfRVU1tbW3777Tf8/f3p3r07AJMmTaJy5coADBs2jHr16pGYmIiuri6TJk1i2LBhdOzYUdV+woQJDBkyhLFjx6rGatOmjVqy37JlS77//ntVAj5mzBj27dvH06dPVXW+//57AgICGDx4MAC7du3i+fPntGjRItP7SUpKIinpzZccX/elULxTUZlJ2VsUmTUAFKSXn754Ff/1WxnTqwulHIsTcf8hkxetwHztZnq1bkpkdCyTF61g6YThGb6Ymlnf7wklY32lMot+sqZUKnFxtGNAt/StJCXsi3PjdgT7t27EUfOpWl2nuq2pPmaB6vnW3g3Vxn0rMF7PS2YKe1aiXLdhHJr0A5GXzmBkXZwqQ2dRPjqS04smZ9rmU79Ob9u4Lxh7G2tKOdpl3aEQQgghPpok7V/A1atXSUxMpGbNmmrlycnJuLu/2ZZRqtSbbQuWlpYAREVFUaRIEc6fP8/Zs2fVVtZTU1NJTEzk+fPn6OvrA+Dp6ak2Rnh4OL169VIrK1euHIcOHVI979SpE6NGjeLUqVN88803LFu2jBYtWpA3b95M78fPzw9fX1+1MkdHhwyrtbGPH2dYpX3NPJOV79hHCWhpamKUP31let6qX2lYraJq1daxaBFeJCYx5qcl9GzZmCs3/iT2UQLNfhz5Zk7S0r/02faHIVzavwVNTc30vuMfZ1hNV8ViYkxMXPw7sTx+FUu+TNtk2o+pMXY21mplxW2s2azM+J/ZzeAdRF5682VOLW0dIH3F/VnMm61K+ibmPI/N/Au0AF59fAnbuZrLm5elx339Mnn08lJjzEJOL/ZT+xCgSyoKlJ/8dXrtRWISQUdP0rfdd1nGK4QQQoi/R5L2LyDtVSK5a9curKys1K7p6Ohw82b6Fyvf/tLo69XN123T0tLw9fWladOmGfrXfWvvcGaJ9rsrpcp3VnMLFChAgwYNCAgIwNbWlqCgIIKDg7O8n+HDhzNgwAC1ss5tWnIi5BI1vd58AfJEyGWqfVMm0z7cnOw5fOaCWtnxkIu42Bcjj1b62/JFYhIaCvUdXBoaGiiVSpRK+KZ0Sbb/PFXt+og5/tx9EEUFT3dVwg5w4nwo1bzLkxm3Ek4cPnlGrez4uRBcHO1UsWSHu4szt/66p1Z2++498mXyRdSXz5/y+Ln66vuz6EhsKlQn+lpo+r1q5cGqTCV+mzMiyzG1dPVRpqmfTqNMS0WhUKBQKNRea00FmCuSPvnr9NruY6dIfplCg6oVs4xXCCGEEH+PJO1fQIkSJdDR0SEiIkK1/eVtr5P29/Hw8CA8PBw7u4/bduDo6MiZM2do3769quzcuXMZ6nXt2pVWrVpRuHBhihcvjre3d5Z96ujooKOjo1bWpWk9hs5cQEl7W9yc7Nmw5xCR0TG0qlsdgJmB64iKjWPqwPRV/1Z1q7N65z78Fq+khU81Qq9dZ9O+YGYM+UHVZ9XyHgRu2Y1zcRtKO9pxJ/Ih81b9SrXyZdDU1MBAXw+Houor23q6Org6FufAsZNsCtqPm4sTG3buIfJhNK0apJ+7PnPxcqKiY5k6Iv2DR6uGtVm9dSd+Py+hRX0fQq9cY1PQfmaMGqTqN/nlS27e+QuAlykpPIyJJezGn+jr6WJjVQiATs0b0brPEH5ZtYE6VStyMewPNuzcSwXN7O2Lv7BqHmW/H0b8nRs8irhBua5DSUl8zrWgtao6PpMCePrwHsfnjQLgzyM78Wjfj6hroTx4tT3Gq/c4bgbvyJDMA5TSfMzGfYc/6ev02qb9wdSoUAbjTP468exFIhH33/wF4e6DaMJu3sZI35JChQpla36EEEJ8ZYxMcjqCfxVJ2r+AfPnyMWjQIPr3709aWhoVK1YkISGBEydOYGBggI2NzQf7GDNmDPXr18fa2prmzZujoaHBxYsXuXTpkuqUmMz88MMPdOvWDU9PT7y8vFi/fj0XL17E1tZWrZ6Pjw+GhoZMnDiR8ePHf/Q91q1UgUcJT/l57Wai4x5hb1MYf98hWBUwByA67hH3o2NV9QtbFMDfdwhTFq9kzc79FDA1ZmSPjqpjBAH+16oJCoWCuSt/5WFsHCaG+alazoN+HTLfa/9aMStLqnpX4OcV64iOi8O+qA3+U8ZiZVEgPZbYOO5HRb+JxdICf7+xTFmwhDXbdlHA1ISRP3RXHfcIEBUbR5NuP6qeL1u/hWXrt1C2dElWzvED0o+FnD9hBLMWr2DBinUUtizI8N7duP+T+l8lsnIuYAZaunpUHzkfnfzGPLh0hs096/LyrRX5fBbWasn46UWTQanEu48vBgWseB4fzZ9HdnFi/uhMx7DTfIZXlw6f9HUCuHUvkvNXwlk6cXim416+/icdh795n05ZsgqAJk2aMGXKlGzNjxBCCPFfplC+u1dCfBZKpZL58+ezYMEC/vzzT4yMjPDw8GDEiBGkpaVRtWpV4uPjMTIyAiA0NBR3d3du3bpF0aJFgfQTZMaPH09ISAh58uTBycmJrl270q1b+vniCoWCLVu20LhxY7WxJ0yYwLx580hMTKRFixYYGBhw5swZTp48qVZvzJgxTJ48mb/++ku1pz7b93fj/N+al89GP/t70T+3ObWz/iXWnNBv86mcDkFFYZf5thwhhBBfv9TlEz5b35odM1+8+jeTpP0/qGbNmlhYWKgd8wjQrVs3Hj58yPbt2z+6T0nasyZJe9YkaRdCiP8uSdo/jmyP+co9f/6cX375BR8fHzQ1NVm7di0HDhxg//79qjqPHz/m7NmzrF69mm3btuVgtEIIIYQQIjOStH/lFAoFQUFBTJw4kaSkJBwdHdm0aRM1atRQ1WnUqBFnzpyhR48eGY6lFEIIIYQQOU+S9q+cnp4eBw4ceG+d9x3vKIQQQgghcp7Gh6sIIYQQQgjxdVuwYAHFihVDV1eXMmXKcOzYsSzrbt68mZo1a2Jubk7+/PmpUKECe/fu/azxSdIuhBBCCCH+09avX0+/fv0YOXIkISEhfPvtt9SpU4eIiIhM6x89epSaNWsSFBTE+fPnqVq1Kg0aNCAkJOSzxSinx4hPQk6PyZqcHpM1OT1GCCH+u3LT6THly5fHw8ODhQsXqsqcnZ1p3Lgxfn5+2erDxcWFli1bMmbMmI8aO7tkpV0IIYQQQnxVkpKSSEhIUHskJSVlWjc5OZnz589Tq1YttfJatWpx4sSJbI2XlpbGkydPMDH5fL/yKl9EFUIIIYQQX56h8Wfr2s/PD19fX7WysWPHMm7cuAx1Y2JiSE1NpWDBgmrlBQsW5MGDB9kab+bMmTx79owWLd7/q+3/hCTtQgghhBDiqzJ8+HAGDBigVqajo/PeNgqFQu25UqnMUJaZtWvXMm7cOLZt20aBAgU+PthskqRdCCGEEEJ8VXR0dD6YpL9mZmaGpqZmhlX1qKioDKvv71q/fj3ff/89v/76q9pv4HwOsqddCCGEEEL8Z2lra1OmTBm1X4sH2L9/P15eXlm2W7t2LZ06dWLNmjXUq1fvc4cpK+3i01CYmeV0CGqUMTE5HYJKv4O/53QIuVZuOnVITrIRQoj/rgEDBtC+fXs8PT2pUKECixYtIiIigp49ewLp223u3bvHihUrgPSEvUOHDsydO5dvvvlGtUqvp6eHoaHhZ4lRknYhhBBCCPGf1rJlS2JjYxk/fjyRkZGULFmSoKAgbGxsAIiMjFQ7s93f35+UlBR69+5N7969VeUdO3YkMDDws8Qo57SLT+PRnZyOQE1uWmnHUC+nI8i9Hr/I6QhUZKVdCCG+rNStP322vjUb9/lsfecU2dMuhBBCCCFELidJuxBCCCGEELmcJO1CCCGEEELkcpK0CyGEEEIIkctJ0i6EEEIIIUQuJ0c+CiGEEEKIL88od/3GS24nK+1CCCGEEELkcp8saa9SpQr9+vX7VN39p92+fRuFQkFoaGhOhyKEEEIIIXKBT7Y9ZvPmzeTJk+eT9KVQKNiyZQuNGzf+JP3llODgYKpWrUp8fDxGRkY5Hc5np1Qq+WnJStZvDSLhyVNKuzgxZnAf7G2Lvrfd3kPHmOu/nIh7kRSxsqT//zpRs0rFTOv6B65l1sIAOrRswsgB/1OVP3v+gpk/L+XAkRM8SkjAQE+P1NRUnicmYVfEihHdO+BZ0inLGM5cCmPK4pXciLhHARMjun7XgFZ1a6jVWb51N2uDDhAZHYNx/nz4eJdnQKeW6GhrA3D2chhLN+3kyo1bRMc94qdR/alRoeybuVm2ng3b95Hw5BmlStgzZkB37G2LvH9ugk8yb8kaIu49oIiVBf26taVm5W9U11NSUvlp2Tp27D9KTOwjzE2NaVK3Kv/r2BwNDY03c/PLSg4eO8Ojx08oZGFGEStLrv7x5yeNpdp33bn/IDpDuzZNajNmYA8A9h05yfpt+7gSfpNHj5+wZd5knIsXVau/Zud+lm7eSXTco0/y2rUfNoGzl8IytKvs6Ya/75D33rMQQgiRW3yylXYTExPy5cv3qbr7oJcvX36xsUT2LF65gYA1mxkzqA8bA+ZjZmJM5x+G8fTZ8yzbhFy6Sv9Rk2hUpzrbVi2kUZ3q9Bsxid8vZ0yyLl4NZ/3WIBztbDNc85vzC8dOnWO671AG9+nKo4QnPH76jKHft8GzpBPdx07lflTmv5J690EUPcZOw7OkE1vmTaZHy8ZM8l/O3uNnVHV2HP6NmYHr6N2mKbt+mcHEH7sTdOwkswLXq+q8SEzCqZgNo3t2yjDGktVbCFy/ndEDuvHrkmmYmxrTpf84nj7P+hdBQy5fY8DYGTT0qcK2wNk09KlC/zEz+P3KH2/1u5l12/Yyun83dq2ez6BeHVi6ZiurNu5S1Zkyfxm/nQ5h2uh+7Fo9n+JFi3Dk5Hka167ySWPZuHg6x7YtUz2WzR4HgE9V7zdz9CIJD1cnBvZsn+k4QUdP4rd4BT1bNmbLvMmf5LWbP7I/x1YuUD12LJiGpoYGPhXLZ3m/QgghRG7zWbbHFC1alMmTJ9OlSxfy5ctHkSJFWLRokapucnIyffr0wdLSEl1dXYoWLYqfn5+qLUCTJk1QKBSq5+PGjcPNzY1ly5Zha2uLjo4OSqWSokWLMmfOHLVY3NzcGDdunOq5QqHA39+f+vXro6+vj7OzMydPnuTGjRtUqVKFvHnzUqFCBW7evKnWz44dOyhTpgy6urrY2tri6+tLSkqKWr9LliyhSZMm6OvrY29vz/bt24H0LS5Vq1YFwNjYGIVCQadOnQDYs2cPFStWxMjICFNTU+rXr59h7LcFBwejUCg4ePAgnp6e6Ovr4+XlRXh4+EfFO27cOIoUKYKOjg6FChWib9++qmsLFizA3t4eXV1dChYsyHfffZdlPJlRKpWsWLeFnp1bU6tqRRyKF2Pq2MEkJiaxc++hLNstX7cFr3Ie9OjUmuJFi9CjU2u+KevO8nVb1Oo9e/6CwWOmMHFEfwzzG2ToJ/TSVRrXrUH5MqXZvucgzWtXxdnWhphHjxnRvQMWZqasDTqQaQzrgg5iaW7KiO4dKF7EiuY+VWlaswrLNu9U1Qm5dh2PEg40qOJN4YLmVPQoRb3KXly+8aeqTiVPN/p1aEEt73IZ5+bXnfTs8B21KlfAwdaGKSP7kpiUxM59R7OcmxUbduLlWZoe7Ztha1OYHu2b8U2ZUizfsONNXFfCqV6xHFW8PClsWYDaVb3wLufG5fA376fQy+E0rlOV8h4lsbIw5/cr4RQwM0FLS+uTxmJibIi5qbHqEXziHEWsLCjn7qKq06h2FXp3bkkFz9KZjhO4JYhmtarQ3KcqxV+tsv/T184onwHmJkaqx4mQS+jq6FD7W0nahRBC/Ht8ti+izpw5E09PT0JCQujVqxf/+9//uHbtGgDz5s1j+/btbNiwgfDwcFatWqVKzs+ePQtAQEAAkZGRqucAN27cYMOGDWzatOmj93tPmDCBDh06EBoaipOTE23atKFHjx4MHz6cc+fOAdCnTx9V/b1799KuXTv69u3L1atX8ff3JzAwkEmTJqn16+vrS4sWLbh48SJ169albdu2xMXFYW1tzaZNmwAIDw8nMjKSuXPnAvDs2TMGDBjA2bNnOXjwIBoaGjRp0oS0tLT33sPIkSOZOXMm586dQ0tLiy5dumQ73o0bNzJ79mz8/f25fv06W7duxdXVFYBz587Rt29fxo8fT3h4OHv27KFSpUofNb937z8gOjaOiuXLqMq0tbUp616KkEtXs2wXeumqWhuAb78pk6HN+OnzqexdDq9yHpn241G6JIeOneLuvQdcuXYdc2Mjbt9/QEWPUgB4e7gSEvZHpm1Dr13H28NVrayiRymuXL/Fy1cfesqUcOTKjVtcDL8BwF+RDzl6NpTKnu5Z3ttrd+8/JDo2Hu9ybqoybe08lHVzIeTytSzbhV4OV2sDULG8G6GX33xYK+PqzMnzF7kVcQ+Aa9dvceFiGJW+eTOnHqWcOfTbWR5Gx/LX/QdEx8aT8OQpFV/1/alieVvyy5ds33eEpvWqo1AosuxXvU0KV27cwtu9lFr5P33t3rVxXzB1K32Dvq5utuISQgghcoPPduRj3bp16dWrFwBDhw5l9uzZBAcH4+TkREREBPb29lSsWBGFQoGNjY2qnbm5OQBGRkZYWFio9ZmcnMzKlStVdT5G586dadGihSqeChUqMHr0aHx8fAD48ccf6dy5s6r+pEmTGDZsGB07dgTA1taWCRMmMGTIEMaOHauq16lTJ1q3bg3A5MmTmT9/PmfOnKF27dqYmJgAUKBAAbU97c2aNVOLbenSpRQoUICrV69SsmTJLO9h0qRJVK5cGYBhw4ZRr149EhMT0dXV/WC8ERERWFhYUKNGDfLkyUORIkUoVy59RTgiIoK8efNSv3598uXLh42NDe7uWSejSUlJJCUlqZXdj3wIgKmJsVq5mYkR9x9EZdlXTGx8hjamJsZEx8arnu/ad5ir4TfYGPBTlv2MGtiL0ZNnU71pBwAWrNvK5H7dKeOSvhfa1MiQmPjHmbaNjn9ERSP1RNHUyJCU1FTiE55QwMSYepW9iHv8hLZDfFEqISU1ldZ1a9C9RcMsY1L1H/fo1X0ZqY9hbMT9hxn3gL8WE/cIU+OMbaLj3sxNt3ZNefLsOXXb/oCmhgapaWn0696W+jW/VdUZ2a8ro6cuoHKTrmi+2uc+sGd7ypQu8UljedvBo2d48vQZTepWy7LPd8UnPCE1LQ1TI0P1cf7ha/e2i+E3uH7nLyb92C3bcQkhhBC5wWdbaS9V6s3/kSoUCiwsLIiKSk/eOnXqRGhoKI6OjvTt25d9+/Zlq08bG5u/lbC/G0/BggUBVCvNr8sSExNJSEgA4Pz584wfPx4DAwPVo1u3bkRGRvL8+fNM+82bNy/58uVT3WdWbt68SZs2bbC1tSV//vwUK1YMSE+es3sPlpaWAKqxPhRv8+bNefHiBba2tnTr1o0tW7aots7UrFkTGxsbbG1tad++PatXr1a7x3f5+flRuHBhypQpo3osX7cRgHcXVZWZFb5Dgfp1pVKpahL5MIpJsxYyfdxQdHS0s+xj5fqthF6+ht/ogQC0b1AL3wUBnAi5pArkfWFkXA1WqsV2+uJV/NdvZUyvLmyaN4n5I/sTfDaEBWs3Z+hrx+HfABgw9Sc8mnVWzXPG4ZUZ7j07cb1dFnTwN3bsO8KMsf3ZtGwmU0b2ZdnarWzZnb4lace+I5Sp2Ybte4+go52H8UPSv7w7y38VJ87+/kljedvGXQf4trwHBc1M3ttn5uNkGOYfvXZqce0Lxt7GmlKOdh8dlxBCCJGTPttK+7snySgUCtX2Dw8PD27dusXu3bs5cOAALVq0oEaNGmzcuPG9febNmzdDmYaGBkqlUq0ssy+pvh3P6/+Tz6zsdYxpaWn4+vrStGnTDH3pvvVn9ffdZ1YaNGiAtbU1ixcvplChQqSlpVGyZEmSk5Pf2+6fxGttbU14eDj79+/nwIED9OrVi+nTp3PkyBHy5cvHhQsXCA4OZt++fYwZM4Zx48Zx9uzZTE+9GT58OD169CAuLu5N4ZP7HDx2hpjYeAqYmaqKY+MeYWaSsY/XzEyNiXm7HyAu/hFmr1ZIr1y7Tmz8I5p26q26npqaxtmQS6zeuI1Lx3bx8mUKsxcG8NPUsXiV92DU5NmUcXHi6fMXLNu8Cy93V2IfP86wgvuaubERMfGP1MpiHyWgpamJ0av98/NW/UrDahVp7pP+PQXHokV4kZjEmJ+W0LNlY9VJLQBVX233Gd6tHV7uriTraALpq9UF3kpiY+MfY2qSeUyQ/leKmHdWsmPjH2P21or39AXL6da2KfVqpK+sOxa34f6DaBat3EyTOtXwKlsapVKJ7+CelPdwJTk5/b8Nr7KlWbZ2G15lS3+yWF679yCKk+cuMn/Sx53MYpw/H5oaGhlW1f/pa/fai8Qkgo6epG+7j/u+hhBCCJEb5NiPK+XPn5+WLVuyePFi1q9fz6ZNm1RJYJ48eUhNTc1WP+bm5kRGRqqeJyQkcOvWrX8cn4eHB+Hh4djZ2WV4vJ2gvY/2q6MA376X2NhYwsLCGDVqFNWrV8fZ2Zn4+My3GHzqePX09GjYsCHz5s0jODiYkydPculS+kq0lpYWNWrUYNq0aVy8eJHbt29z6FDmXyDV0dHB0tISFxcX1aOEoz3mpiYcP3NBVS/55UvOhlzE3bVEpv0AuLmW4PjpC2plv50+r2rzjac7O9b4s3XlQtWjpLMDDXyqsXXlQjQ1NUlJSeFlSgoKDQXaefLg4mTPiZBLaGhokPbqA92JkMu4OztkHoOTPSdCLquVHQ+5iIt9MfJopX+ufZGYhIZC/XV//YHxnc+MGOjrAWBuYoRNIQvsilljbmqstrKd/PIlZ0Ov4P6eowzdSjq+sxoOx8+E4lbSUfX8RWJShvejhqaG6sOcjrY2KampWJibYlPYUhVLdEw8acq0TxrLa5t3HcLU2JDKFTyz7C8z2nm0cLEr9uavI6/809futd3HTpH8MoUGVTM/TlQIIYTIzT7bSvv7zJ49G0tLS9zc3NDQ0ODXX3/FwsJCtapbtGhRDh48iLe3Nzo6OhgbG2fZV7Vq1QgMDKRBgwYYGxszevRoNDU1/3GMY8aMoX79+lhbW9O8efqZ1xcvXuTSpUtMnDgxW33Y2NigUCjYuXMndevWRU9PD2NjY0xNTVm0aBGWlpZEREQwbNiwzx5vYGAgqamplC9fHn19fVauXImenh42Njbs3LmTP//8k0qVKmFsbExQUBBpaWk4OmZMyLKiUCjo0KoJ/oFrKWpdCBtrK/wD16Grq0N9nzf7moeMm0ZBc1MG9v4egA4tG9Ou50AWrVhP9UoVOHj0JCfPhLBm0SwADPLq41C8mNpY+nq6GBnmV5UbGOSlnEcpps9fjK6ODg1qV2fK7F9QKBR0b94Qv0UriYyOoVXd6gDMDFxHVGwcUwemf+eiVd3qrN65D7/FK2nhU43Qa9fZtC+YGUN+UI1ZtbwHgVt241zchtKOdtyJfMi8Vb9SrXwZNDVfnYf+IpGI+w9Ube4+iCbs5m0MC5nRoXl9/FduxKawJTbWlviv2ISujg71a735wu/QCXMpYG6iOg6xffP6tO8zksWrNlP923IcPHaGk+cusnrB5DdxeZfllxUbsSxohl2xIoT98SeB67fT7NW9GuTVp6ybC9MXLEdHRwcrC3M8Sjmz9/AJWjSsxR9/3vlksUD6X3y2BB2ice0qaGll/O/wUcITIh/GEBWT/gH91r30D9xmxuknu3RqUpehMxdQ0t4WNyd7Nuw59I9fu9c27Q+mRoUyGOf/ckfTCiGEEJ9KjiTtBgYGTJ06levXr6OpqUnZsmUJCgpSrRjOnDmTAQMGsHjxYqysrLh9+3aWfQ0fPpw///yT+vXrY2hoyIQJEz7JSruPjw87d+5k/PjxTJs2jTx58uDk5ETXrl2z3YeVlRW+vr4MGzaMzp0706FDBwIDA1m3bh19+/alZMmSODo6Mm/ePKpUqfJZ4zUyMmLKlCkMGDCA1NRUXF1d2bFjB6amphgZGbF582bGjRtHYmIi9vb2rF27FhcXlw+Mqq5b+xYkJSXhO+0nHj95QmkXJ5bN88Mgr76qTuTDKDQ03uw19ijlwqwJI5jjH8g8/+VYF7Zk9qSRlC7p/FFjz5o4glk/L2PQ2Ck8TniCUX4DXqaksnjjDuxtCuPvOwSrAunfh4iOe8T96FhV28IWBfD3HcKUxStZs3M/BUyNGdmjIz5vHd34v1bpR5DOXfkrD2PjMDHMT9VyHvTr0EJV5/L1P+k4/M0HuilLVgHQuE5V/Eb8QGJSMuNnLeLxk6eUKmHP0tljVavyAPcfRqN4e25cnZg5biBzF69h3pK1WFsVZNb4gZR2ebPqPKp/N+YtXsP4mYuIjX9MATNjWjasRa/Ob+Ka5TuQWf6rGDx+No8TnmJZ0AzvsqU59NsZtu45/MliAThx7iL3H0bTtF71TF+nQ7+dZcTk+arnA6am/7t3m6b80PY76laqwKOEp/y8djPRcY8+yWsH6R8Ozl8JZ+nE4ZnGJYQQ4stT5P/47z39lymU724IF+LveHQnpyNQo4zJ/Md4coSh3ofr/Fc9zvoHnb40hV2ZD1cSQgjxyaRdyN5BJH+Hhketz9Z3TsmxPe1CCCGEEEKI7JGkXQghhBBCiFxOknYhhBBCCCFyOUnahRBCCCGEyOUkaRdCCCGEECKXk6RdCCGEEEKIXE6SdiGEEEIIIXI5SdqFEEIIIYTI5SRpF0IIIYQQIpfTyukAhBBCCCHEf48iv2lOh/CvIivtQgghhBBC5HKy0i4+CWVMTE6HoEZhYpnTIagoE5/mdAhqFLoGOR2CilI/F/1PUNz9nI5AnUmhnI5ACCFELiIr7UIIIYQQQuRykrQLIYQQQgiRy0nSLoQQQgghRC4nSbsQQgghhBC5nCTtQgghhBBC5HKStAshhBBCCJHLSdIuhBBCCCFELidJuxBCCCGEELmcJO1fgSpVqtCvX7+cDkMIIYQQQnwmuejnCMW/3Zqd+1m6eSfRcY+wK2LFiO4d8CzplGX9M5fCmLJ4JTci7lHAxIiu3zWgVd0aanUSnj5jzooN7D9xlsdPn1G4oDlDu7alcll3VZ2HMXHMCFjL0fO/k5ScTNFClkwaMxwXRwd+Wrqc9dt2kpDwhNIuzowZ9CP2tsXeex97Dx9h7qIAIu7dp4hVIfr3+J6aVb5VXT8b8jtLV6/ncvgfRMfE8vOUCdSoXFGtj33BR1m/dQeXr/3Bo8cJdG/zHbsOHSU6Nh67okUY0acbnqVcsp6b0EtMWbCUG7cjKGBmQtdWzWjVsI7q+oade9m27xDXb90BwMXBjv5dO1DK2QGlUslPy9eyYedeHic8IV9efZJeviQlJYWiha2YNGooJZ0cP/q+AVZv2srS1euJjo3FvlhRRvTrg6dbKdV1pVKZ7TlXKpV0GzqWY2cuYGpkyJNnz9XmJvjkWRasWEf4n7fR09WhbOmSzB8/4h/Njeo1/P0yS9dv5sofN4mOjeOnCSOoWaPmR8X/qecO4ObtO0z/eRFnQ34nTanE3t6eOXPmUKiQ/DqqEOIrpJ8vpyP4V5GVdvFJBB09id/iFfRs2Zgt8ybjWdKJ7mOncj8qJtP6dx9E0WPsNDxLOrFl3mR6tGzMJP/l7D1+RlUn+WUKXUb5ce9hNHNH/MjuRTOY0LcrBU1NVHUeP3lK68Hj0NLSZLHvEHYunM7Qrm3Jb2DA4lXrCFj7K2MG9mXjsl8wMzWh84+DefrseZb3EXLpCv1Hj6dR7ZpsW7GERrVr0m+UL79fuaqq8zwxEUf74owZ2DfLfp6/SMTdtSSDenUHYNn6LfRs14Iti+fiWcqF7kPHcf9hVOZzE/mAHsN98SzlwpbFc+nRtjmT5i9i75HjqjpnQi9Rr1olls+ezLqfp2NZwJzvB4/hYXQsS9ZtIvDXrQzs1hHD/PnQ1dUhj5YWGxbOYuj/vie/gcHfuu+gA4fwm/Mz/+vUjq3LF1OmdCm6DRjK/QcPVXU+Zs6Xr9tIdFw8AD6VvdXmZu22IIb6zaJpnRpsXTKPNfOnUa965X88N6+9SEzEqXgxRvftoRbT53rPZGfuIu7eo02PvtjaWLPy59ls376dXr16oaOjk+XYQggh/jskaf8K7dmzB0NDQ1asWMG9e/do2bIlxsbGmJqa0qhRI27fvg3A0aNHyZMnDw8ePFBrP3DgQCpVqvRRYwZuCaJZrSo096lK8Ver7BZmpqwNOpBp/XVBB7E0N2VE9w4UL2JFc5+qNK1ZhWWbd6rqbN4fzOMnT/lp9AA8SjhiVcCcMi5OONnaqOos2bgDS3NT/Pr3pJSjHYULmlPBrSTWVoVYsX4jPTu1o1aVSjgUL8bU0cNITExk577MYwJYvn4jXmU96dGxLcWLFqFHx7Z84+nB8vWbVHUqVyhP/x7fU6tK1nPUuE4t+nzfkQplywBQveI3NK/nQ3Eba0b06YZFATPWbt+d+dxs34NlAXNG9OlGcRtrmtfzoWmdGizbsEVVZ8aoQbRpXA9nO1tsi1gzYVAf0pRpnDgfyoqN2+nZrgU370RQpJAFu5f/QkpKKhcuXaVCmdIUKWz1t+47YO2vNGtQl+YN61G8qA0j+/fBokAB1m7eDqSvnGd3zq9dv0HAul9RKBQAeHm6qeamYAEzpvsHMLhHZ1o1rEMxaytsixSmdmXvfzQ3Jy/8rqpTqbwn/b5vT61KXqqyj4n/U88dwGz/pVTyKs+QPj0p4WiPtbU1VapUwdTUNMuxhRBC/HdI0v6VWbduHS1atGDFihV89913VK1aFQMDA44ePcpvv/2GgYEBtWvXJjk5mUqVKmFra8vKlStV7VNSUli1ahWdO3fO9pjJyclcuXELb3f1P/V7e7gSEvZHpm1Cr13H28NVrayiRymuXL/Fy5QUAA6dPo+bkz3jFwTg3bYnDXoN4Zf1W0lNTVO1OXT6AiXtbPlx8hy82vSkyQ/D2bDnEHfvRxIdG0fFcp6qutra2pR1L03IpStZ3kvo5atqbQC+LV/2vW3e5+XL9HtxK6G+HcXb052Qy2GZx3D1Gt6e7mplFct6cCX8hmpu3vUiKYmUlFRepqYQHRePt6c7h06coaSjHYMnzyQxKYnZS1awYefezMf8wH0nv3zJlfA/MtTxLu9JyKXLANme8xeJiQwYM5HhP/bij5u3M8TiZFuM5y8SUWho0KTbj3zbrAPdho7l+q07/2huDPNn/AvD2z7XeyY7c5eWlkbwiVMUtS7M9/0GU6FuE5o3b86BA1l/WBBCCPHfIkn7V2TBggX07NmTbdu20ahRI9atW4eGhgZLlizB1dUVZ2dnAgICiIiIIDg4GIDvv/+egIAAVR+7du3i+fPntGjRItvjxsfHk5qWhqmRoVq5qZEhMfGPM20THf8o0/opqanEJzwB4K8HUew9foa0NCX+44bQs2VjArYE8cv6rao2fz2IYm3QAWysLFgyYRgt69Zgkv9yNu1MX8U2NTFWG8PMxJiYuLgs7yUmNi5DG1MTY6Jjs27zPo+fJABglD+/ep/GRsTEP8q0TXRcPKbGRhnqp6SmEv84IdM2sxYtp6CZKTaFLFX1/7r/gLXbdmNjVYgqFcpiZmLMpPmL2BqUMXH/0H3HP3pMampaxvk0NlZtcXld90Nz7jfnZ9xdXXB3LUlqWhoZpC++8/PyNfRs14KFk8eQ38CA9v2G8zAm9m/PjVcZt0yvv5bd+N/1KeYuNv4Rz5+/YPHKtXxbvhzL5kynZs2a9OnThzNnziCEEEJI0v6V2LRpE/369WPfvn1UrVoVgPPnz3Pjxg3y5cuHgYEBBgYGmJiYkJiYyM2bNwHo1KkTN27c4NSpUwAsW7aMFi1akDdv3izHSkpKIiEhQfV4+vQpAK92OryhzKTsLYrMGgCKV1lbWpoSU6P8jP+hKyXtbalX2YueLRux7q0tN0plGiWKF8W+SGHaDfFl2pJVpKamsf/IsUzHUCrTR3ifDG1Qvvc+siVDe+V7o8gwN0plpuU79gfjWrMJa7YFERUbq7quUChQKpWUcCjOgG4dMMqfD8sC5jSvV4u1W7aTmezcd8Y6GW/tfXN+8NhxTp0PYUS/PpnGAKB8lcj3aNsCn8relHS0w29oPxQKBc+ev8j23AAsWbuJXYeOMn/8cHS0tdWu7dgfjEed5gAMmDCdlFcr9Z/rPfO+uUt7dc/Vv/WiU+vmODvY0b17d6pUqcK6deveO7YQQoj/Bjk95ivh5ubGhQsXCAgIoGzZsigUCtLS0ihTpgyrV6/OUN/c3ByAAgUK0KBBAwICArC1tSUoKEi1Cp8VPz8/fH191cocHR0yrKrHPn6cYTVdNX4mK82xjxLQ0tTE6NU2BnMTI/JoaqKp+eazZXFrK6LjH5H8MgXtPFqYGxtjV8SKquXLUMrRDoCdwcdZvesgkL4KWsDszZ7g2Ph4zN5Z8XybmakJMe+sqsfFPcLMxCSLFu9nmC99hf3RO6vAsfGPM6wYv2ZuYkzMqxVYVf1Hj1/Njfo37e8+eIh2njzMHDMYR9uiJCe/BCAmLh5zU2PsbKzVxituY82+Y6cyjPmh+zY2MkRTUyNDnbfn0/zVF4TfN+enzoUQce8+ZWvVR/kq2QboO3YKZVxLsHKOn2r13a6oteq6tnYerC0tiIqNy/bcLF2/Gf/Vv7Js5gQci2c8/aWqdzlKlXDAp10Phvf6HuNX79VP/Z7JztwZGxmipalJ8WJF1eoUL16c8+fPZzm2EEKI/w5Zaf9KFC9enMOHD7Nt2zZ++OEHADw8PLh+/ToFChTAzs5O7WFo+CaZ7tq1K+vWrcPf35/ixYvj7e393rGGDx/O48eP1R4udracCLmkVu9EyGXc3zpm721uTvacCLmsVnY85CIu9sXIo5X+WdKjhAN3Ih+qViEBbt+LxNzECO086XXcSzhw614kBvp62BSywKaQBQlPn1PEqhDmpiYcP3tO1Tb55UvOhvyOu2vWRy26lSzB8bPqSdJvZ869t8375HkV5+9h4WrlJ86H4l7SOfMYSjhx4nyoWtnxcyG4ONqp5gZg6brNLF2/maUzxlPrWy9srAphV7QI5ibGnDgXiruLM7f+upd+379fxt3Fidt372FlUTDjmB+4b+08eXBxdFCbT4ATZ87j7loSgMKFLD845907tGH7yqVsXb6EbSuW4lAs/UvFw3p9j9/QHwG4cTsCDQ0NbkXcU/XzMiWFew+jKG5jne25WbhyPYunjcPV0T7TeTbQ18fGKv0oRXNTE+yKFf0s75nszJ12njy4OjtxK+IvtTq3b9/GyirjF4eFEEL890jS/hVxcHDg8OHDqq0ybdu2xczMjEaNGnHs2DFu3brFkSNH+PHHH7l7966qnY+PD4aGhkycODFbX0DV0dEhf/78ao8uTeuxcd9hNu0L5mbEPfwWrSQyOoZWdasDMDNwHUNnLlD10apude5HxeC3eCU3I+6xaV8wm/YF06VpfVWd1nVr8ujJUyb5r+DWvUiCz4Tgv2EbbevVUtXp1LgOv1+7wS/rt3Ln/gN2BB9nw55DtG3emA4tv8N/+Wr2Bx/jj5u3GD5hCrq6utSv9eYs+CG+k5m5YLHqeYcWzTh+5iyLVq7l5u0IFq1cy8mz5+nYspmqzrPnLwj74wZhf9wA0r/AGPbHDbXj+x49TiDsjxvcvHUbgP1HTzI/cA1nL17G7+fFRD6MplWD9LPFZy5eztDJs97MTcPa3H8Yhd/PS7h55y82Be1nU9B+urRooqqzZO0m5ixbyaTBfbGyKEh0XDzRcfE8T0ykw3cN8V/9K872toReuUbzngPIk0cLTU1NNuzcS5vvGv2t++7cujkbtwexcUcQN2/fYfKcn4l8+JBWTRoA6ds/PjTn5qYmOBQvpnr0bNcSgDt375OU/BK/nxfzMDqWxrWqMT9wDf3HT6XXyIn4zk5/7wzq3ulvz82zFy/evIYvXhB240/CbvyZ/hpGPuTa9Zs0qevzWd4zH5o7gO/btmT3gcNs2LaTO3/dY9WqVRw+fJjWrVsjhBBCKJRv/41a/CtVqVIFNzc35syZA0BYWBhVqlShXbt2DB48mKFDhxIUFMSTJ0+wsrKievXqzJgxg/xvfTlyzJgxTJ48mb/++gtLS8uPjkF54zxrdu5nyaYdRMc9wt6mMMO7t6fsq9XkYbN+4V5UNCunjFa1ef3jStfv3KWAqTHdMvlxpZCwP5iyeBVhf96hoKkxzWpVodt3DdW2zBw+c4FZgeu5c/8BhQua06lJXVq2afvmh3K27uDxkyeULuHMmEH9cHhrq0T7Xv2wsrRgyuhhqrI9h44wx38pd+9HYm1ViP491Y93PH0hlA69+2eYgyZ1fVT9bN61h+ETp2aoo6GhgVPxYgzv3ZWypdNXWYdNmc29B1GsnOP3Zm5CLzFlwRKu346ggKkJ3Vp/p/YDQtVafZ/pOe+9O7amT8fW6T+utGMP8QkJ5NHS4mVKKkUKWdCpeWNaftfsb903vPqBoFXriIqNw8G2KMN/7E1Z99Kq69mZ87cpE5/iVLUBJkaGPHn2DPuiNgzv3RU3FydmLV7Omq27eJmSyjfupRjeuyv2xWz+0dz80KkNAKdDL9Gx/4gMdRrXqUXhQpaf/D2TnbkD2LgjiEUr1vAgKppitrb88MMP1Kih/t+EEEJ8LZT3Mz9h7lNQFMr8L/3vs2DBAqZPn05kZCQuLi7MmTOHb7/9Nsv6R44cYcCAAVy5coVChQoxZMgQevbs+U/Cfi9J2gUA3bp14+HDh2zfnvmXFD9EeSN37btVmHz8B4/PRZn4NKdDUKPQff/Rh19Sbpqb3DQvAJjIr6AKIb5uuSlpX79+Pe3bt2fBggV4e3vj7+/PkiVLuHr1KkWKFMlQ/9atW5QsWZJu3brRo0cPjh8/Tq9evVi7di3NmjXLZIR/TpL2/7jHjx9z9uxZGjZsyLZt26hZs+bf6keS9qzlpsQUcldympvmJjfNCyBJuxDi6xd3//P1/ZH/G1q+fHk8PDxYuHChqszZ2ZnGjRvj5+eXof7QoUPZvn07YWFvfnOlZ8+e/P7775w8efLvx/0esqf9P65Ro0Y0bNiQHj16/O2EXQghhBAiN3n3eOqEhASSkpIyrZucnMz58+epVauWWnmtWrU4ceJEpm1OnjyZob6Pjw/nzp3j5cuXn+Ym3iFJ+39ccHAwz58/Z/bs2TkdihBCCCHEJ+Hn54ehoaHaI7MVc4CYmBhSU1MpWFD9dLWCBQvy4MGDTNs8ePAg0/opKSnExMR8mpt4h5zTLoQQQgghvirDhw9nwIABamU6OjrvbZPxx/WUmf5w3/vqZ1b+qUjSLoQQQgghvio6OjofTNJfMzMzQ1NTM8OqelRUVIbV9NcsLCwyra+lpYWpqWmmbf4p2R4jhBBCCCH+s7S1tSlTpgz79+9XK9+/fz9eXl6ZtqlQoUKG+vv27cPT05M8efJ8ljglaRdCCCGEEP9pAwYMYMmSJSxbtoywsDD69+9PRESE6tz14cOH06FDB1X9nj17cufOHQYMGEBYWBjLli1j6dKlDBo06LPFKNtjhBBCCCHEf1rLli2JjY1l/PjxREZGUrJkSYKCgrCxsQEgMjKSiIgIVf1ixYoRFBRE//79+fnnnylUqBDz5s37bGe0g5zTLj4ROac9a7npLHLIXeeR56a5yU3zAsg57UKIr18uOqf930C2xwghhBBCCJHLSdIuhBBCCCFELidJuxBCCCGEELmcfBFViM9MoZ+9c2K/mLScDuAtz5/kdARv5LY97Y/u5HQEbxjZ5HQEQoivkcbLnI7gX0VW2oUQQgghhMjlJGkXQgghhBAil5OkXQghhBBCiFxOknYhhBBCCCFyOUnahRBCCCGEyOUkaRdCCCGEECKXk6RdCCGEEEKIXE6SdiGEEEIIIXI5Sdo/kSpVqtCvXz8AihYtypw5c3I0HiGEEEII8fWQX0T9DM6ePUvevHlzOowvbs3O/SzdvJPouEfYFbFiRPcOeJZ0yrL+mUthTFm8khsR9yhgYkTX7xrQqm4N1fXN+48wYo5/hna/bwlER1sbgJTUVH5avYm1QQd4/OQpAOYmRsyaMJZyHm5Zj30hlCnzFnD91m0KmJnRtW0rWjdtqFZn7+EjzF0UQMS9+xSxKkT/Ht9Ts8q3quvzlwTy09Llam3MTIw5vmuzWp1dBw4S+SCKNKUSpVIJKHB3dWbM4D7Y2xbNMkaAvYeOMdd/ORH3IiliZUn//3WiZpWKb/pfvIKflqzKGMPu9arnMbHxzPh5Cb+dPs+TJ88oU9qVYkWs2Rt8lISEJ5R2cWbMoB+xty32/lg+MB9rNm9j7ebt3It8AIC9bVF6delA5QrlAXiZksIc/6UcPXGav+5HYmCQF69SzhQrbMWvew99svdN+2ETOHspLEO7yp5u+PsOAaBa577cj4rJUKd1k4aYmhizftvOTzo3Z0N+Z+nq9VwO/4PomFh+njKBGpUrqvXhWKFqpn17lXXn+q07JDx5SmkXpy/2vnnbmDFjWL9+PcOHD6dTp07vHVsIIcTnIUn7Z2Bubp7TIXxxQUdP4rd4BWN6dcHD2YH1ew7SfexUdi6cTqECZhnq330QRY+x02heuyrTB/XmQtgfjF+wDGPD/Ph4l1PVM9DXY7f/TLW2rxN2gCW/7mDF9t0kJb1kQKdWaOfJw4xla+jSbzD7NqyikEXBDGP/dT+S7gOH07xhPaaPG8mFi5fxnT4HE2NDfKpWBiDk0hX6jx7Pj926UKPytxw4cox+o3xZ4z+P0i4lVH3Z2xYlYN6b+DQ11P94VdS6MGMG9eH46Qus3rQdNxcnQq9cI38+Azr/MIw9G5ZhkFc/0zkNuXSV/qMm8WP3jtSo4s2B4OP0GzGJNYtmUbqk81sx2BDw09RMY1AqlfQeMg4tLU0WTPfFIK8+Q8dNZ/WmrUwfOwJHu+IsDFxJ5x8Hs2fdivfE8uH5sDA3Z1CvbhQpbAXA1qC99B4yii3LF2FvW4zExESuhl/nf53b42RfnIQnTxk8ZjzbD/3G+L7dPtn7Zv7I/rx8maJq8+jJUxr3GYZPxfKqso1zJpKamqZ6fv3OX3QZ5UdqWhoBa39lyuihFLW2/mRz8zwxEUf74jStX5sfho/NtJ/fdm5Se3701AlGTJxJ6OUwpo4dQtEiVixctuaLvG/eduDIcX7//XcKFCiQ6XUhhPi7lC+ffba+FZ+t55wj22M+g7e3x7Ru3ZpWrVqpXX/58iVmZmYEBAQA6YnVtGnTsLW1RU9Pj9KlS7Nx40ZV/eDgYBQKBQcPHsTT0xN9fX28vLwIDw9X63fHjh2UKVMGXV1dbG1t8fX1JSXlTfIybtw4ihQpgo6ODoUKFaJv376qawsWLMDe3h5dXV0KFizId99991H3HLgliGa1qtDcpyrFX62WWpiZsjboQKb11wUdxNLclBHdO1C8iBXNfarStGYVlm3eqVZPoVBgbmKk9nhbyLXr6OTRpnntqnRv3pBOjetQtbwHOto6rN28PfOxt2zHsmABRvbvQ/GiNjRvWI+m9euwbM0GVZ3l6zfiVdaTHh3bUrxoEXp0bMs3nh4sX6+eWGlqamJuaqJ6mBirx9fApwYVyrqzbfcBenVpy09Tx/LiRSItG9cjMTGJnXsPZTmny9dtwaucBz06tU6PoVNrvinrzvJ1W7Idw+2/7hF6OYxxQ/tSqoQjxYoU5v7DKHS0tUlMSsKheDGmjh5GYmIiO/dl/lpldz6qfetFZa9vKFbEmmJFrOnfsyv6enqEXr4KQD4DAwLmzaBujarY2hTBrWQJtPPkQQl4u7t+sveNUT4DtffLiZBL6OroUPvbN0m7iWF+tTrBZ0OwLmTJ4d9O0LNTO2pVqfRJ56ZyhfL07/E9tapUyrKft19Dc1MTDhw5Tp48WvyvS1tqVa2YHs/YwV/kffPaw6gYxk//mRkzZpAnT54sxxRCCPH5SdL+mbVt25bt27fz9OlTVdnevXt59uwZzZo1A2DUqFEEBASwcOFCrly5Qv/+/WnXrh1HjhxR62vkyJHMnDmTc+fOoaWlRZcuXdT6bNeuHX379uXq1av4+/sTGBjIpEmTANi4cSOzZ8/G39+f69evs3XrVlxdXQE4d+4cffv2Zfz48YSHh7Nnzx4qVco6uXhXcnIyV27cwtu9lFq5t4crIWF/ZNom9Np1vD1c1coqepTiyvVbvHzrg8bzF4lU69SXyh360GPcdK7evK3Wxs3RjviEJ9jZWANw7c87XLgajnvJEoRcupz52Jev4l3eU63s2/JluRwWrho79PJVKpbLWCfk0hW1sjt/3aNig++o1rQ1/UeP56979zOMd/f+A6Jj4yhfpjTrtwaRzyAvJUs4UNa9FCGXrmYaI0DopatULF9GPYZvymRoc+eve1Ss14pqjdvTf+Qk/roXqbqWnPwSePPXibv3HxATG4eurg7nf78EgLa2NmXdS2e4N7VYsjkfr6WmprJr/yGeJybi7uqSaZ3kly/58+49APIbvFk1/hTvm7dt3BdM3UrfoK+rm0UcKWw//Bs1KlckOjZO7T4/x9xkR0xcHEeOn+HlyxS190B6PJ//fQOQlpbG4HFT+b5dc+zt7f/2vQghhPg0JGn/zHx8fMibNy9btrxZ5VqzZg0NGjQgf/78PHv2jFmzZrFs2TJ8fHywtbWlU6dOtGvXDn9/9f3ckyZNonLlypQoUYJhw4Zx4sQJEhMTVdeGDRtGx44dsbW1pWbNmkyYMEHVR0REBBYWFtSoUYMiRYpQrlw5unXrprqWN29e6tevj42NDe7u7mqr8B8SHx9PaloapkaGauWmRobExD/OtE10/KNM66ekphKf8AQAW+tC+PXvyYIxA5k5pA862nloM3gct99KLprWTN/OMnFhICUbtqdJ3xF0aFQHT7dSRMfFZzp2TGwcZsbG6mObGKeP/eixqo6pScY60bFxquelXJyZOmYYS2dPY+KwQcTExtGqex/iH6vf895DxwBo0aUvges2s2z+FEyMDDEzMSImNvMY02OIzyKGN21KuTgxdewQls71Y+KI/sTExdOqaz/iHyekz2FRa6wsCzJzwTIeJzwh8mEUAI8eJxAdG6vqx8zEmJi4OLKSnfkACL/xJ+7V6uBauRZjp83i5ynjsStWNNM+H0bFkJamxNvdFQP9N0n7P33fvO1i+A2u3/mL5j6Z7xcHOHjqHE+ePsfTrbTqvt72qebmY2wJ2ovuqw8ZGeP5/O8bgMUr1qOlqUmHlo3/9n0IIYT4dGRP+2eWJ08emjdvzurVq2nfvj3Pnj1j27ZtrFmzBoCrV6+SmJhIzZo11dolJyfj7u6uVlaq1JuVbEtLSwCioqIoUqQI58+f5+zZs6qVdUhf7UxMTOT58+c0b96cOXPmYGtrS+3atalbty4NGjRAS0uLmjVrYmNjo7pWu3ZtmjRpgr5+5ntmk5KSSEpKUj1//VcExbsbyJSZlL1FkVkDQPFqJ5qbkz1uTm9W+DxKONC070hW7djHqJ4dgfSEC+CHts2o4VWWa3/eYfKilZQv4/7e/Wzvjp3+BVH18gx1UKrdz+svWL7m5lqCmt+1ZdKs+Rw8dlxVPtdvNAC/zBjP/iPH6TdiIr8um5d+t++bIN7MxdtxqsXgVe6tq8Vwc3WmZtNObN21j85tvmP3gSPExsWz99Ax9hw8ioZGeuPyZdzR0NB8q9/00d4bywfmA6CYjTVbly8h4elT9h0+ytAJU1i1YE6GxP1lSgrjps8C4Ptm9dU7+Yfvm7dt3BeMvY01pRztMlzbcfg3xv60lMRXf43Ib5A38/v8RHPzIdv37mfs1PQ5eZGYRI3KXuwPPp6hny/xvrkc9gcr1m9l84oFmcy3EEKInCBJ+xfQtm1bKleuTFRUFPv370dXV5c6deoA6X+CBti1axdWVlZq7XR0dNSev72n9PX/kb5un5aWhq+vL02bNs0wvq6uLtbW1oSHh7N//34OHDhAr169mD59OkeOHCFfvnxcuHCB4OBg9u3bx5gxYxg3bhxnz57FyMgoQ39+fn74+vqqlTk6OmRYHY19/DjDquhr5sZGxMQ/Uq//KAEtTU2M8htk2kZDQwNXB1vu3H+gKvPfsA2FQoFD0SI4vnrcj4ohYMtuHO1sM+3HzNSE6HdWTuPiH6WPbZhfVSfmnZXSuLhHmJmYZNongL6eHg7FbdHW1mHr8iWq8uTU5wAULGDG5FEDqdWsExu37yE27hFm7+zRV48z4wpvXPwjzN5ZRc0Qg11Rbv+Vvk2n2rcVKL06/SSWZ89f8Pz5C9r2HEhcXDxl3Uur2sXGx7+33+zOh3aePNhYp7+PXZ0duRR2jRXrNzF+2EBVnZcpKfQb6UtUTCyaGho8e5Go1senet+8SEwi6OhJ+rbL/PsZVcuXoaCZCR2HT2TM/zpj/GrMmNg4CpiZvun/E83Nh1Sr6E3pEiW4FHaNgWMn0tCnGvuDjxMTG68ezxd435wLvUxs/COqNmr7qoaC1NRUpk6dyooVKzh0KOs99UIIIT4P2R7zBXh5eWFtbc369etZvXo1zZs3R/vVHuMSJUqgo6NDREQEdnZ2ag9ra+tsj+Hh4UF4eHiGPuzs7NB4dSqEnp4eDRs2ZN68eQQHB3Py5EkuXUrf16ylpUWNGjWYNm0aFy9e5Pbt21n+H/Pw4cN5/H/27josqux/4PgbkBDpRlJCShG7u7t7MdbAWrs7VkFXXbtQxG6xc401sBUDUTFRQbo75vcHOjgyGLsqfPd3Xs9zH507n3POZ+69w5w599w78fEyi4udDf537svE+d95QHmn0nLrcHO0x/+O7Jzzy3fu4WJfCuVi8r9LSiQSgp6/krkYNS0jk5KG+jJtKyoqkpqWRvmyZeS3XcYZ/+u3ZNZdun6TMk4O0rbdyjhz+Ub+mILmZ0Pu2ZFnL19R0sQIKwsz6WJXygpDfT0uX7+d+zqA1LQ0bty5R/myzgXW51bWmcvXbsvmcO3WZ8tkZGTw7MVrDPVzO4waJdSleTg72FHRrQx6Oto8ffmKhnVq5pbJzOTGnbuffW3/ZHtA7j7LyMyUPv7QYX/15g2bli/Gxa7UDztujl+8SkZmFq3ry95a8QMN9eJcu/cQAx0dOjdrgF0p69z9dOOmNOZHbpt8+bzfV5eu3cDFsTSN69eSOW7y8vnxx03bFo04tG0NB7aszl0OHMDIyIh+/fqxfv36AusRBEEQfhwx0v4TKCgo0KNHD9asWcOTJ084d+6c9DlNTU3Gjh3LqFGjyMnJoVatWiQkJODv74+Ghga9e/f+qjamT59Oq1atsLCwoHPnzigqKnLv3j3u37/P77//jq+vL9nZ2VStWhV1dXW2bNlC8eLFsbKy4siRIzx//pw6deqgq6vLsWPHyMnJwcHBQW5bqqqq+c4C/NqhJRMWraKMvQ1ujvbsPnGWsMgourVoCMAi351ERMcwf8wQALq1aMi2I6fw9N5Cl6YNCHgUzL5T51k4/jdpnSu276Ocgx3WJU1ISklly+GTPHr+iumD+0hj6lepwLlrt9h94iwljQ1RU1Fm1Y79SIBu7Vvntr3Km/DISBbMmJzbdvs2bNt7AM+lK+nSthV37gey7/AxFs2eKq23V5eO/DJkBOu27KBh7ZqcuXiZKzdusX3tMmnM/GWrqV+rOqYmxsTExrJ641aSklNo36IpACmpqazx3UqDOlVp17Ixq3y2cfnaLULfRfDw8TPU1FRp1bSBtL7xMxdgbKjPmKH9cnPo2o5fBo1h3eZdNKxTnTMXrnDl+h22r1ucl8PSddSvXQ1TE0NiYuJYvXF7bg4t86ZbHT9zAT0dbUqaGPH46QuysrJRUlQkNTWNJ89esHbTVtTU1GjVJO9e5+NnzcPY0JAxQwZ89fZYvNqbOtWrYmJsRHJyCsf+Osv1O3dZ/2fubQWzsrIZPnkGDx8Hs3bhPLJzcujQuC6/r9mEo40VlVwcv8tx88G+0+dpVL0iulqa+Z6D3LNTfqcv0K5hbYopKaGgoECvrp1Yu2kb1ubmWFmYf7dtk5ySSsj7i24B3oSGEfTkKdpamjK3JU1KTubE2b+Z8Nvg3Hy6tWet7w6sLUpiZWHGWt+dP+W40dXWQvf9WScAdKxQVlbGwMAAGxv5Z7AEQRCEH0t02n+Snj17Mm/ePKysrKhZs6bMc3PmzMHIyAhPT0+eP3+Ojo4OFSpUYPLkyV9df9OmTTly5AizZ89mwYIFKCsr4+joSP/+/QHQ0dHBy8uL0aNHk52dTdmyZTl8+DD6+vro6Oiwf/9+Zs6cSVpaGvb29uzYsQMXl68fKWxRpzpxCUms3LGfyJg47K3MWTtrPGZGufesj4yJIzQy78JHcxMj1s4aj5f3FrYfOY2Rvi5TPHrL3KM9MSmFGcs3EBkbh2YJdZxsrdgyf5rM/OSpg3qjpaHOwTMXWbRxBwAGutr8MWsaZqYmuW1HR0svwASwKGnKukWeeC5dxbZ9BzEy0GfKqN+k92gHqOBahsWzp7Nk7QaWrfPBwqwkf/4+XeYe7e8iIxk943fi4uLR1dHBrYwTu9evlLarpKjE81ev8Zt0kpjYeFSUi3Er4AEK5HbofZZ5ytxrOyw8QjrnPDcHFxbPmcyStb4sW7sJC3NT/pw7ReZe2+8iIhk9bR5xcQno6mrj5uLE7g1LMTPN6whGRkXjtWQN0TFxGBro0aNjOxQUYNbCJcQnJlLO2QmfJX/IyUXxo1y+vD2iYmIZP2seEdExaGqUwMHWhvV/zqfm+zurvIuM5OxFfwDa9hogc/ws37qX+KTk73LcALx4G8atwMds+H0SBfEPeEBoZBQdmtSTrhvwSzfS09O/+7Z58OgxvYaOkj72XLYKgPYtmuI1baJ0/dHTZ5FIJLRqktspH+DeJTefBSty83Fx/GnHjSAIglC0KEg+XIEnCP+C5OmtLwf9RAp6poWdQh7FzC/H/Ew5Red+25KYsC8H/SRF6piBonXc6FgVdgaCIPwHSSILvn3tv6VgWPCUwP9VYk67IAiCIAiCIBRxotMuCIIgCIIgCEWcmNMuCIIgCIIg/Hzp+X8UTyiYGGkXBEEQBEEQhCJOdNoFQRAEQRAEoYgTnXZBEARBEARBKOJEp10QBEEQBEEQijjRaRcEQRAEQRCEIk502gVBEARBEAShiBOddkEQBEEQBEEo4kSnXRAEQRAEQRCKONFpFwRBEARBEIQiTvwiqvBd5LwJLuwUZCgZGBR2ClIRI8oWdgoy9PuuK+wUpGY3HVzYKUjNCg8o7BRkSFLSCzuFPClPCjsDGQolSxd2CoIgCD+d6LQLgiAIgiAIP50kLe6H1a3ww2ouPGJ6jCAIgiAIgiAUcaLTLgiCIAiCIAhFnOi0C4IgCIIgCEIRJzrtgiAIgiAIglDEiU67IAiCIAiCIBRxotMuCIIgCIIgCEWc6LQLgiAIgiAIQhEnOu3fqF69eowcOfKHttGnTx/atWv3Q9sQBEEQBEEQ/neIH1cSfpgd56/jc+oykfFJ2JU0ZGKX5lSyt5IbGxmfyII9JwkMCeVVRAy/1K/KpK7NZWJO337IuuMXCYmMISs7G0sjffo2rkGbauXk1imRSFixfgu7DhwjITGJci6OTB83DHsb68/mffLsRZau3UTI2zAszUwZNbgPjevVkokJj4jij5Xrueh/g7T0DKwtzZg7ZTRlnEqTmZXFkjW+XPC/zuu3YahnG1FJO51BlokYqORI6yjRbhJq9fqgWEKHzGc3Sdwyhuy3jwrMS61WD7QGrMm3PqK/IWTm/npm8Qb9KN6gH4oGlgBkv31E8sH5ZNw7/dnX/L331ceO3bjP2PV7aVDOkRVDun82D4DKHv2oOfo3NEyMiXz4iONjJxNy+Yrc2HbeKynfq0e+9REPg1hZvka+9WU6d6Dz1g0EHTrKzs6/5Hu+sI4ZgOXemzl6+jzvwiNRVlZGX0ebpJQU4hOSsLO2ZPKwAVRydSkwh+sB9/FatYGnL0MwMtCjf7eOdGuTt192HznJwVNnCX7xCgCX0naM6t8LVyf5vy66dtse/ly/mV4d2zB52AC2HzjKhl37iYyO/S75nLrgz9ptewh5G0ZWdhZWZiXp26UdbZs0kMZkZWezwnc7h/86T1RMHIb6urRv2pAhE6ahqCjGnARB+P9F/NUTfojjNx7gufsEHi3qsG/qICraWeGxfCuhMXFy4zMys9DVVMejeR0czI3lxmiXKI5Hizpsn9Afv+lD6FDDjSmbDnAp8KnceO8tu9m4fT/Txw5j78blGOjp0ve3iSQlpxSY9537Dxk1dS5tmzfk4NbVtG3ekJGT53L3QZA0Jj4hke4DR6GsVAzvJXM5utObiSM80NLUACAtLZ2Hj4MZ/GtP9m9exdzSsbxOK8bEx7rSOtRbjKR4s6EkbRlLzMx65MRHoDPuIApqGp/drjkp8UQNt5NZPnTYAbJj3pK0eyaxM+oRO6MeGQ//RnvEDpTMHAus80fsqw/eRsfxx95TVLST/wXgUy6d2tNs4TwueC1iTdW6vLp8hV8O7Ubbwlx+7mMm8Yelg3RZZONCSnQMgfsO5ovVtrSgiddsXl70L7D9wjpmAKwtzZk+dhiHt69jUN/uvHwTSkJiMr6LfqeSqwsDJ8wkNDxCbg5vwt7hMWkWlVxd8PNeikfPzsxdvo6Tf1+WxlwPuE/LBnXY9Oc8dq78A1MjQ/qNm054ZHS++u4/esLuIydweP9l5djZi3iuXM+gX7rg5730u+SjraXJoF+6sHPlHxxcv5wOzRoxef5SLl6/LY1Zv2MvOw8dZ9rwQRzdtIqxHn3ZsMuPLVu2FLg/BEEQ/qtEp/1fiI2NpVevXujq6qKurk7z5s0JDg6WPj9z5kzc3NxkyixZsgRra2vp4+zsbEaPHo2Ojg76+vqMHz8eiUQiU6ZevXoMHz6c8ePHo6enh4mJCTNnzpSJiY+PZ+DAgRgZGaGlpUWDBg24e/eu9Pm7d+9Sv359NDU10dLSomLFity8eROAV69e0bp1a3R1dSlRogQuLi4cO3bsX20b37/86VizPJ1qVcTW1JBJXZtjqqvFzr9vyI03M9BlctcWtK3uhmZxNbkxVRxK0ai8E7amhlga6uHesDqlzYy5/fRVvliJRMLmnX4M6tudJvVrUdq2FPNnjCMtLZ0jJ88WmPemnX7UqFIBjz7dsbW2xKNPd6pVLs+mnX7SGO8tuzExMsRz+lhcXRwxL2lC9crlsTQvCYCmRgk2Lp9Pi0Z1sbGywEUzk5HWCTxOViE8PfctV7zpEFIOLST91mGy3waR4O2BgkpxVKt1/vyGlUjIiY+QWT6WEXCCjHunyA5/Snb4U5L3zUGSloyybeUCq/wR+wogOyeHCRv2Max1PSwMdQuM+1iNEUO447uV2xu3EPXoCSfGTibhzVsqD/xVbnx6QgJJ4RHSpWRFN9R0dbizebtMnIKiIh1913F+jhexL17KraswjxmA1k0bUKNKBSzMTDlx5gIdmjUiPSOD9IxMJg8bgImRATsOHZebw85DJzA1MmTysAHYWlnQuWVTOjRvhM/uvBwWTh1Lj3YtcbKzwcbSgjljh5EjyeHK7bsydSWnpjJ27iLmjP1N+qXCd88BOrZoTOeWTbG1svgu+VR1K0vj2tWxtbLA0syUXp3a4GBrze0HD6UxdwIf0bBmNepVr4y5iTHN6takZiU3Hjx4UOD+EARB+K8SnfZ/oU+fPty8eZNDhw5x5coVJBIJLVq0IDMz86vrWLRoET4+PmzYsIFLly4RExODn59fvrhNmzZRokQJrl27xoIFC5g9ezanT+dOeZBIJLRs2ZJ3795x7Ngxbt26RYUKFWjYsCExMTEA9OzZE3Nzc27cuMGtW7eYOHEiysrKAAwdOpT09HQuXLjA/fv3mT9/Phoanx/x/ZyMrCwehoRR09lOZn0NZ1sCnr3+x/V+TCKRcCXoOS/Do6hkb53v+Teh74iMjqFW1YrSdSoqKlQu78qd+w/zxX8QcP+hTBmA2tUqypQ5e+EKZZzsGT5pDtWbdaad+2B2H/j8l5zkbAUUkKChJEHR0BolHRMyHnzUEczKIPPxZZTtq362HgU1DfQXPUD/zyC0R+2mmKXrZ4IVUa3aEQVVdTKfXpcb8iP31aoj59HVVKdjrYpfDgaUlJUxreDG09OyHeRnf53DolqVr6qjQh93np89T3yIbO71pownJSqK275bCyxbVI6ZjMxMAh8Fk5WTjWaJEjjaWQNQs1J57nw0ei+Tw8NH1KxUXmZdrcoVCHz8lMysLLllUtPTycrKRltL9r0+e8ka6lWrRI2KbkDul6/AJ0/z1f8985FIJFy5dZcXr9/KTLmpWNaZK7dz1wM8evqC2w+CqFu3rtx2BUH4H5MW++OWHyg2NhZ3d3e0tbXR1tbG3d2duLi4AuMzMzOZMGECZcuWpUSJEpQsWZJevXoRGhr6Te2KOe3/UHBwMIcOHeLy5cvUqJE7d3bbtm1YWFhw4MABOnf+wojpe0uWLGHSpEl07NgRgDVr1nDy5Ml8ca6ursyYMQMAe3t7VqxYwZkzZ2jcuDHnzp3j/v37REREoKqqCsDChQs5cOAAe/fuZeDAgYSEhDBu3DgcHR2ldXwQEhJCx44dKVu2LAA2Njb/cKvkiktKITsnB32tEjLr9TU1iEpI+ld1J6amUW/CIjIzs1BUVGRaj5bUcLbNFxcZnftlRV9PdoTXQE+H0HfyT+kDREXH5iujr6dLZHTeH4DXoWHs2H+Evt07MqhPd+4FPuL3xatQUVGmXYvG+epMz4E1IZo0MkijRDEJitpGAOQkyOaRkxCBor5lgbllhQWTsH4w2a8DUSiuSfEmg9GdeoqYaTXJDn8mjVMyd0Z32l8oKKshSUsifllPskMfy63zR+2r209D2H/5DvunDfrqMuoG+igVK0ZyRKTM+qTwSDRMjL5YXsPEGLumjdjXa4DMeovqVSnf5xfWVKnz2fJF4Zg5d+kqI6fMJTs7hwtXb+CzcDa62tq5derqEBUbJz/3mFhq6erI5qCrQ1Z2NrHxCRjp6+Urs3jdJowN9KWdc4CjZy/wMPgZe9cslq5LT8/IPUbk1P9v80lMSqZu5z5kZGaiqKjIjJGDZTr7A7p3IjE5hRa9B6OkqEh2Tg4j+7nTqlUrue0KgiD8DD169ODNmzecOHECgIEDB+Lu7s7hw4flxqekpHD79m2mTZtGuXLliI2NZeTIkbRp00Y66+FriE77PxQUFESxYsWoWjVvZFRfXx8HBweCguSPPn0qPj6esLAwqlevLl1XrFgxKlWqlG+KjKur7IiqqakpERG5HYlbt26RlJSEvr6+TExqairPnuV25kaPHk3//v3ZsmULjRo1onPnztja5nZ2hw8fzuDBgzl16hSNGjWiY8eO+dr7WHp6Ounp6TLrimVkoqqiLLNOAQWZxxIk+dZ9qxKqKuyfOoiU9AyuPnrOgj0nsTDQJTwukZnb8t4s65bMy83hk+Yk8lZ+Il/eEolMEUmOhDJOpRk9JHfKhrODHU9fvGLHviP5Ou2ZWVkct+nLrrXzUFXM3afxizt/qDhfy/nX5cl6doOsZ3lTVjKDr6I76yLFG3mQtG28dH12WDCx02qhoK6NauU2aA1YQ6xn8wI77nJf87/YV8lp6Uzw2ccs9zboapT4coFPfHrsKygo5FsnT3n3HqTFxfPo0FHpOhUNDTr6ruXQkJGkvO+Uf/CyhCo39TWlj1tmZb9v75N85K38xPc6ZqpWLMfGZZ50Hziack6OjJw1n92rFr3vMEs+u0cU8iUukb8eWL9jH0fPXmDzn/NQVVEBICwiknkrvNmwYLZ03Wfr/w75lFAvjt/6paSkpnHl9l28Vm3AvKQJVd1yBxCOnbvI4dPnWTh1LHbWljx6+px5K9djbOdM+/btP9O6IAjCjxEUFMSJEye4evWqtA/o7e1N9erVefz4MQ4ODvnKaGtrS2dHfLB8+XKqVKlCSEgIlpYFD9h9THTa/6GCOhG5H9a5H0qKior54r5l6szHPkxl+UBBQYGcnNw7keTk5GBqasr58+fzldPR0QFy59f36NGDo0ePcvz4cWbMmMHOnTtp3749/fv3p2nTphw9epRTp07h6enJokWL+O233+Tm4unpyaxZs2TWTevdkRl9OuW2qaGOkqJivpHamMTkfCO630pRUREro9wvJ04WpjwPi8L7xEWWeHTFtZSZNC5bRwvIHQU1Msj7MhMdE4eBnk6B9Rvo6xIVI9u5i4mNw+CjkVRDAz1sS8m+wWysLTl57pLMusysLEZO/p13gTdpklALzWLvjwXl3A6RorYxOfHhea9NyzDf6PtnSSRkvbiNksknZxqyM8mOeA5A1ss7KJeqgHqTwST6jsxXxY/YVyGRMbyNjmPoyrx55Tnv3wdlB8/i6OzfsDTMP/KbEhVNdlYWGsayo+oljAxIDo/MF/+p8n16cm/7LrI/eo/p2Vija21Fj/07pOsU3t91ZPmLx/xZtQ7x76de6BaBY0a9eHHKODugpKRIxxaNWbh2I3uPncajZ2eiY+PzjXZL69fTJSpG9nRwdFw8xZSU0NHSlFm/Ydd+1m7bg8+iOTjYlpKuD3zylOjYODp6jJSuy87J4cbd3PnjEVGyF6x+j3wUFRWxMsud1+9kZ8PzV69Zt22PtNP+x5qNDOjeiZYNcs+SONhYExoeydq1a0WnXRCEz5I3wKiqqiqdkfBPXblyBW1tbZlB22rVqqGtrY2/v7/cTrs88fHxKCgoSPtpX0PMaf+HnJ2dycrK4tq1a9J10dHRPHnyBCcnJwAMDQ159+6dTMc9ICBA+n9tbW1MTU25evWqdF1WVha3bt36plwqVKjAu3fvKFasGHZ2djKLgYGBNK506dKMGjWKU6dO0aFDBzZu3Ch9zsLCgkGDBrF//37GjBmDt7d3ge1NmjSJ+Ph4mWVij7bS51WKFcPZ0hT/oGcy5fyDnuNma/FNr+1LJEjIyMqmhJoqVkb60sWulBWG+npc/uhOFBmZmdy4c4/yZZ0LrM+trDOXr92WWXfp2i2ZMhVcXXjx6o1MzMuQN5iZ5N1J5UOH/dXrt8yzeo16zDOyI57nLm8fkR33DpUy9fMqUFJG2aEmmcHX+BbFLF3JiXv3hSgFKCb/j9SP2Fc2JgYcnD6E/VMHSZf6rg5UKW3N/qmDMNHVklsuOzOTsNsB2DaqL1tfw3q8vip/Tv4H1nVqom9ny+2NsnPWox4Hs7J8DdZUriNdHh85zsu/L7KlXnMU3oShmZWNZlZ2oR8zH6goK+PiaI//zTtIJLk5APjfCqB8GSf5OTg74n8rQGbd5Zt3cHGwQ7lY3tjMhp37Wb1lF94LZlLWwV4mvlqFchzyWYHf+mXSpYyDHW0a16N0KSuufnLB6vfI51Mfv17InXevqCg7Yi9vMEQQBOFTnp6e0jnnHxZPT89/Xe+7d+8wMso/ZdPIyIh37770eZwrLS2NiRMn0qNHD7S05H8myiM67f+Qvb09bdu2ZcCAAVy6dIm7d+/yyy+/YGZmRtu2uR3YevXqERkZyYIFC3j27BkrV67k+HHZuy2MGDECLy8v/Pz8ePToEUOGDPnsxQzyNGrUiOrVq9OuXTtOnjzJy5cv8ff3Z+rUqdy8eZPU1FSGDRvG+fPnefXqFZcvX+bGjRvSLxcjR47k5MmTvHjxgtu3b3P27Fnpc/KoqqqipaUls3w6NaZPoxrsvXSbfZdv8ywsEq/dxwmLiadrndy7mCz2O83EjftlygS9DiPodRgpaRnEJCUT9DqMp6F5I8/rjl/A/+EzXkfG8PxdJL6n/Tl05S6tq+afyqOgoECvbu1Z67uD0+cv8eTZCybNXoiamiqtmubdB3r8zAUsWrlB+rhX13Zcvn6LdZt38exlCOs27+LK9Tv07pY3qte7ewfuPghije8OXr1+y+GTZ9l94Bg9OrUGICsrm+ET5/Ag6AkLZ00kRwLRGYpEZyiS+f427aknV6HeagwqFVuhZOaE1oA1SDJSSb+6R9qO5sC1lOg8Q/pYvd1EVMo0RNHQmmKWZdHst5JilmVJPecjjSnRaTrKpaujaGCJkrkzJTpOQ9mpNmlXdhe4P7/3vlJVVsbezFhm0VJXo4SaKvZmxqh8ptPmv3QVFfq6U753TwwcS9Psj7loW5hzwzv3C2ajOdNpv2F1vnIV+rjz+toNIh7KTk3LSk8n4mGQzJIWF096YhIRD4NkRuUL85hJSU1l8SofAu4H8TYsnEZ1a7Lz8AnehkfgYm+L50pvwsIj6dY69z7ni7w3MWFe3rzzbm2aERoegefK9Tx79Zp9x06z79hpfu2Sl8P6HftY4rOFueOGY2ZiTGRMLJExsSSnpgKgoa5O6VJWMktxNTV0tLQY9EtX9r6v89mr198ln7Xb9nD55h1eh77jechrNu4+wMFTZ2nTuJ40pn71yqzZupvzV27w5l04py9ewXfPARo1alTgMSQIggDyBxgnTZpUYPzMmTNRUFD47PJh/rm8aYcfz7T4nMzMTLp160ZOTg6rVq36ptckpsf8Cxs3bmTEiBG0atWKjIwM6tSpw7Fjx6RTWZycnFi1ahXz5s1jzpw5dOzYkbFjx7Ju3TppHWPGjCEsLIw+ffqgqKjIr7/+Svv27YmPj//qPBQUFDh27BhTpkzh119/JTIyEhMTE+rUqYOxsTFKSkpER0fTq1cvwsPDMTAwoEOHDtIpLtnZ2QwdOpQ3b96gpaVFs2bN+PPPP//VtmleuQxxySmsPvo3kfGJ2Jc0Yu2wnpjp6wAQFZ9EWIzsa+z4e94PBwWGhHL0+n1K6uvw17xRAKSmZzJ7xxHCYxNQVVbGxsSA+b92pHnlMnJzGODehfT0dGYtWEF8YiLlXBzxWeaJRgl1aUxYeITMSF4FVxcWz5nMkrW+LFu7CQtzU/6cO4VyH40oujo7sGLBDBav8mHlhq2YlzRh8qjBtGnWEIB3EZGcvZj7Y0Bt3QcDeaOpy5yiKa+dQcqxJSioFEez12IU1XXIfH6TuD/aIUnLm6aipGcOOXk/xqSoro1m36UoahsjSU0g89U9Yuc1J+t53pkZRS0jtAauQ1HHBElqAlmvHxC3sAOZged+6r76pwL3+qGur0fdyePRNDUmIjCIbW27Su8Go2FinO+e7apaWji1b82JMQX/Mf5ahXXMKCkq8fzVa/yOnSY2LgEdbU3sra2IjY9nxCwv7K2tWOs1A7P3F+RGRscQ+tEFu+amJqz1nIHXqvVsP3gUI309pvw2kKZ1a0pjth88RmZmFiNmesm85qG9u/Nbn/w/UPWxFg1qE5eQwMrNO4mMifku+aSmpTF7yWreRUajpqpCKUtzFkweQ4sGtaUxU4d7sMxnG7OXriY6Nh4jAz26tm7G0BEjPpuvIAjCt06FGTZsGN26dftsjLW1Nffu3SM8PDzfc5GRkRgbf/63SzIzM+nSpQsvXrzg7Nmz3zTKDqAgEecZhe8g+/zOwk5BhpJb9S8H/SQRI8oWdgoy9Puu+3LQTzK76eDCTkFqVnhAYacgQ5KS/uWg/6cUSsr/FVdBEP635Dz4cX0HxTKf74D/U0FBQTg7O3Pt2jWqVMm9HfG1a9eoVq0ajx49KnBO+4cOe3BwMOfOncPQ0PCb2xbTYwRBEARBEAThKzg5OdGsWTMGDBjA1atXuXr1KgMGDKBVq1YyHXZHR0fp7+5kZWXRqVMnbt68ybZt28jOzubdu3e8e/eOjIyMr25bdNoFQRAEQRAE4Stt27aNsmXL0qRJE5o0aYKrqytbtmyRiXn8+LF0qvObN284dOgQb968wc3NDVNTU+ni7+//1e2KOe2CIAiCIAiC8JX09PTYurXgX9gG2VuDW1tbf5e7XomRdkEQBEEQBEEo4sRIuyAIgiAIgvDzJX75h/OEPGKkXRAEQRAEQRCKONFpFwRBEARBEIQiTnTaBUEQBEEQBKGIE512QRAEQRAEQSjiRKddEARBEARBEIo40WkXBEEQBEEQhCJOdNoFQRAEQRAEoYhTkHyPn2gS/t+TRD4s7BRkKCjpFHYKUpK0pMJOQZZyVmFnkCdT/FREgcR++p+gULJ0YacgCP+zcq4s/2F1K1b/7YfVXVjESLsgCIIgCIIgFHGi0y4IgiAIgiAIRZw45ykIgiAIgiD8fImRhZ3B/xQx0i4IgiAIgiAIRZzotAuCIAiCIAhCESc67YIgCIIgCIJQxIlOuyAIgiAIgiAUcaLTLgiCIAiCIAhFnOi0C4IgCIIgCEIRJ275+JV8fX0ZOXIkcXFxAMycOZMDBw4QEBBQqHl9q5cvX1KqVCnu3LmDm5vbd61bIpGwwmcXuw+dIiExGVdne6aPHoi9jeVny508f4Vl67cT8vYdlmYmjBzQk8Z1q0mfz8rKZoXPTg6fvkBUdByG+rq0b1Gfwb07o6iY+71z4txlHDh+TqZeV2dH6lSvyq6DR0hISKScixPTx47A3qbU5/M59zdL120k5G0olmYlGeXRj8b1akufv3HnLhu27eLB4ydERkWz0msOjerWkqlj4hwv/I6dlFlXzsmBXasWArD9wFE27NpPZHQsdtaWTB42gEquLgXmdD3gPl6rNvD0ZQhGBnr079aRbm2aS58/dcGftdv2EPI2jKzsLKzMStK3SzvaNmmQr64ftZ+SUlJZ5r2dvy5cIzo2HqfSpZgyoh9lneylMVExcSxcvZnL1wNITEqmkmsZyjk7cODkme+2LXYfOcnBU2cJfvEKAJfSdozq3wtXp7xfrtxx8Bg7Dh3n7btwAOysLRnaqxtvwsK/6375mlzWbtvD6Yv+PA95i5qqCuVdHBkzsA82tiaf3R8f/JP9Gfw8hGUbdhD4+Bmh7yKZNPxXendpLX1++/7jbNhx4P12sGDy0IH/ajsAnPz7Mss2biMkNAzLkqaM7OdO49rVpc836NaP0PCIfHX3aNuC6SMHA+BYv3W+5wG6t2nOjFFD/nF+wS9esWzjNgKfPCM0PIJJQ/vTu1NbmTpu3H3Ahl37CXzyjMjoGFbMmUyjWtU/bUoQBOGHESPt/9DYsWM5c+ZMYadRpKzf5ofvrkNMGz2APesXYKivy6+jZpKUklpgmTsPHjF6xkLaNK3HQd8/adO0HqOmL+Ru4JOP6t3PzoMnmTZqAEe3LWfskF5s2H6ArXuPytRVu2p5Lh704eJBHy4d2UftalXYuGMP08cMZ6/PGgz09eg7YhxJySkF53M/kFHTZtO2WWMObl5P22aNGTl1FncDH0pjUtLScLC3ZfqY4Z/dHrWrVeHSkX1c3LeZi/s2s9ZrBgDHzl7Ec+V6Bv3SBT/vpVRydWHghJlyOywAb8Le4TFpFpVcXfDzXopHz87MXb6Ok39flsZoa2ky6Jcu7Fz5BwfXL6dDs0ZMnr+Ui9dv56vvR+2naV4r8b9xl/nTRnBo8xJqVnaj78iZhEdGA7mdy6GTPHkTGs4qr0ns37iYrOwsVm7awa9dOny3bXE94D4tG9Rh05/z2LnyD0yNDOk3bro0DwBjQwPGDOjN3jV/snfNn1Qr78rgyXOYt8L7u+6Xr8nlxt0H9GjXkl0r/8DnjzlkZWfTf/x0UlLTCtwfH/sn+zMtPR2LksaMGeSOob6uzHPHzlzCc5kPg3p1ws9nEZXKOf/r7XAn8BGjZy+gTeP6HFy/jDaN6zNq1nzuPnwsjdm7ZrH0vXJx32Z8Fs4BoGm9vC/EF/dtZuboIRQrpsT4wb8yop87AH4nz/6r/HK3hwljBvbGUE9Xbj2paWk42pZi2nCPArerIAjCjyQ67f+QhoYG+vr6hZ1GkSGRSNi85wiDenWiSd3qlLaxwmvKcNLS0zly6kKB5TbvPkKNSuXwcO+IjZU5Hu4dqVbRlU27D0tj7gQ+pmGtKtSrUQlzUyOa1a9BzSpuPHj8TKYuFRVlDPV1MdTXxUBPl90HjzCozy80qVeH0ralmD9tImlpaRw59VeB+WzatZcalSvh0bsnttaWePTuSbVKFdi0a580pm71qozy6EeTenU+u01y89HDUE8XQz1ddLQ0AfDdc4COLRrTuWVTbK0smDxsACZGBuw4dFxuPTsPncDUyJDJwwZga2VB55ZN6dC8ET67/aQxVd3K0rh2dWytLLA0M6VXpzY42Fpz+8FDmbp+1H5KS0/n1N9XGDukF5XdXLAyN+W3ft0wNzVih98JAF6+DuVu4BNmjPGgrJM9NpZmJKekoqKsjIpKse+2LRZOHUuPdi1xsrPBxtKCOWOHkSPJ4crtu9KYBjWqULdaJUpZmFHKwoxR/XsBUKGM03fdL1+Ty/oFs+jQrBH2paxwtCuF54SRhIZHEvjJ8S3PP92fZZ3sGT+0Dy0b1UZZWfaEq+/OQ3Rs1ZDOrRtja23B5BH9/vV22Lz3IDUqueHRszM2lhZ49OxMtQrl2LTvkDRGT0db+l4x1NPl/JUbWJY0pUq5MtIYQz1d9h/7i04tmvBrl/Y8ePSEauVdKWls+K/yK+tYmvGDfqVlgzooKyvLradO1UqM7OdOkzo1CtyugiAIP9J/stN+4sQJatWqhY6ODvr6+rRq1Ypnz3I/AM+fP4+CgoJ0mgtAQEAACgoKvHz5UrrO19cXS0tL1NXVad++PdHR0TJtzJw5U2Z6SU5ODrNnz8bc3BxVVVXc3Nw4ceLEV+X78uVLFBQU2L17N7Vr16Z48eJUrlyZJ0+ecOPGDSpVqoSGhgbNmjUjMjLv18O+ps3r169Tvnx51NTUqFSpEnfu3MnX/sOHD2nRogUaGhoYGxvj7u5OVFTUV+X+wZvQcCKjY6lZJW+bqKgoU9nNhTsPHhVYLuDBY5kyALWquhHwIG8ErmJZJ67cuseLkLcAPAp+we17QdSpVlH2td55QI1WvWnabQijps0hMjqGWlUqfZSPCpXLl+PO/cDP5PNQpgxA7aqVP1umINdvB1C9RXuaunswbeFyomPjyMjMJPDJU2pWKi8TW7NSee48CJKf08NH+eJrVa5A4OOnZGZl5YuXSCRcuXWXF6/f5pvS8Cbsx+ynrOwcsrNzUFVRkYlRVVXh1r3c15WRmfV+nfL7x5k8fPIMNVUVbt3P+3LxPbcFQGp6OllZ2Whrach9Pjs7m4Onz5Gdk0Oj2rLTHX52LgCJyckAn4354J++7wqSe3w+o2ZlN5n1/3Y7yI8pT0Cg/DozMjM5dPocHZo3QkFB4ZP8ct8/UTGx/H31Jh1bNP7u+0kQBKEo+k922pOTkxk9ejQ3btzgzJkzKCoq0r59e3Jycr6q/LVr1/j1118ZMmQIAQEB1K9fn99///2zZZYuXcqiRYtYuHAh9+7do2nTprRp04bg4OCvznvGjBlMnTqV27dvU6xYMbp378748eNZunQpFy9e5NmzZ0yfPv2r20xOTqZVq1Y4ODhw69YtZs6cydixY2XaDAsLo27duri5uXHz5k1OnDhBeHg4Xbp0+eq8ASJj4gDQ19ORWa+vq0PU++fkiYqJQ183f5nImFjp4wG/dKBlo9q06PkbZep2ov2vY+jVpTWtGufNM69TrQJ/TB+F77LZTBjWl8DHudM2tDRlOz4GerpExcQUnE90DPqfnB7X19MlMrrgMvLUqV6FhTOnsGn5YiYM7sf9R8H0GT2FiKgYsnNy5L7mqNg4uXVFxsTKjc/KziY2PkG6LjEpmQrNO1O2cXs8Js1i6m8e+TorH7br995PGurFcSvjwCrf3YRHxZCdnc2hk+e59zCYyOjcGBsrM0qaGLJ4zVbiE5Kk2yIhKVka8722xccWr9uEsYE+NSq6yax//PwlFZp3xrVJB2b/uRqAMg72MjE/K5cPJBIJXqs2ULGsM6VtrOTGyOaQm9u37s+CxMYnkp2dI7++f7EdvuZ9/rEzl66SmJRM+2YNP8kvQfr+OXDyLCXUi9OkTo3vvp8EQRCKov/khagdO3aUebxhwwaMjIx4+PBhASVkLV26lKZNmzJx4kQASpcujb+//2dHzhcuXMiECRPo1q0bAPPnz+fcuXMsWbKElStXflW7Y8eOpWnTpgCMGDGC7t27c+bMGWrWrAlAv3798PX1/eo2t23bRnZ2Nj4+Pqirq+Pi4sKbN28YPHiwtI7Vq1dToUIF5s2bJ13n4+ODhYUFT548oXTpvAvmPkhPT+fAgQN4enpK162YOx4AhXzREhTkrP3YxyNp0jIfrTt25hKHT/3NwhmjsCtlyaPgF8xbtgEjA13aN8+90DI7O5vRMxZJy3hNm8TwyTO4cvM2ndu0zKtZIj/Lz+UjQUK+FL+gRaO8C0DtzQwp42BHw279uHIrQG4budvp63N6/0Jk1pdQL47f+qWkpKZx5fZdvFZtICTsHVv25k1BWOOZ+6XvR+ynBdNGMNlzBXXb9UNJSRHn0ja0alybh0+eA6BcrBjLfp/AVK8VVG3hjqJiblk3ZweUlBRl6/2WPORsiw/W79jH0bMX2PznvHxnAUpZmOG3fikJScn4nTjD9gNHefsunAplnH56Lh/MWbqGx89esn35fLnPHz71NzP+WCN9vGbBlNz28kV+eX9+Tv70//12yB9DgTnuPXaa2lUrYmwgfwqigoIC+46fplWjeu+35ffbT4Ig/ERJ33ZW//+7/2Sn/dmzZ0ybNo2rV68SFRUlHWEPCQlBXV39i+WDgoJo3769zLrq1asX2GlPSEggNDRU2rn+oGbNmty9e1duGXlcXV2l/zc2NgagbNmyMusiIiK+us2goCDKlSsn85qrV5c9/X/r1i3OnTuHhkb+U/HPnj2T22n39PRk9uzZFCuWd/jsPZR7p5SomDiMDPSk66Nj49HX0y7wNRvo6RD1yWhbdGw8Bh+NjP2xahMDeuaOtgM42FoR+i6SdVv2Szvt9WtVwdU5L9fMbDUAHj19/kndsRgUcKEZgIG+HlGfjKrHxMRhoKdXQImvY6SvR0ljQ6Lj4lBSVJT7mj8dDfzAUE83f3xcPMWUlKTz5AEUFRWxMisJgJOdDc9fvSYg8BF+65dKYzIyMoEfs58szUzZumIuKalpJCWnYGSgx6jpCzE3NZbGlHG05YDvnyQmJZOSkkaDTgOJjU/A2d72u24LgA279rN22x58Fs3BwTb/HYNUlJWl28vBxprtB47id+IMrRvV++m5AMxZtpaz/tfZutQTE0MDIP/UjU+P83+6Pwuiq62JkpIiUdFxsq/rX24HucdPXBwGn4zoA7x9F8GV23dZPmuSnPy0UFJU5Ort3Olff06f8F3yEwRB+F/wn5we07p1a6Kjo/H29ubatWtcu3YNgIyMDOktAiXvR1oAMjMzZcp//Ny3yDdCK5F800jOxxdAfSj36bpPp/h8rs2veR05OTm0bt2agIAAmSU4OJg6deRfaDlp0iTi4uKIioqSLp5TR2Kor4v/jbwvKRmZmdwICKR8GccC23cr4yBTBuDy9QDcyjhIH6empUv32weKSooy20JDvThW5qbS5cMUl+iPpsJkZGZy485dypct+NZ1bmWcuXzjlsy6S9dvfrbM14iNTyAsIgoTQ0NcStvhf1P22gL/WwGUlxnh/SgnZ0f834/Qf3D55h1cHOxQLlbw926JJHf/WpmVlC521pY/bD99oF5cDSMDPeITkrh0/Q4NalXJF6OpUQJjI33srC159TaMBjWrSp/7Httiw879rN6yC+8FMyn7yZQXeVSUlSmhXpywiEiZ9T8jF4lEwuylazh90R/fxXMxNy34Vo+fHud2pSz+0f4siIqyMi6lbfPt63+7HQqKcXPJX+f+E3+hr6NN3eqVC8jPjkOnz+FS2g5Hu1LfJT9BEIT/Bf+5Tnt0dDRBQUFMnTqVhg0b4uTkRGxs3iiLoaEhkDuX+4NP77Xu7OzM1atXZdZ9+vhjWlpalCxZkkuXLsms9/f3x8lJ/gfJv/U1bTo7O3P37l1SU/Nu/fbp66hQoQKBgYFYW1tjZ2cns5QoUUJu26qqqmhpacksamqq9OrcirVb9nL676s8ef6KSXOXo6aqSqsmeZ3/CXOWsmjNFulj986tuHwjAO+t+3n+6g3eW/dz5eY9mXtG169ZmTWb93Le/yZvwiI4/fdVfHcdonGd3HuEJ6ekMn+FL3cePOJNWATXbj9gyLipaJRQ5+LVG5w+f5Enz14waY4XampqtGrSSFr3+FnzWLTKW/q4V5eOXL5+g3VbdvDsZQjrtuzgyo1b9O6aN+UqOSWVoCdPCXryFIA3oWEEPXlK6Pt7fienpDJ/2Wru3A/kTdg7rgXcZ/CUOehqa9GodjX6dG7H3mOn2XfsNM9evcZzpTdh4ZF0a5173+hF3puYMG+xtL1ubZoRGh6B58r1PHv1mn3vy/7aJe9s0Npte7h88w6vQ9/xPOQ1G3cf4OCps7RpXE9m3ykoKPyw/XTx2h0uXr3Nm9BwLt8IoPfwaZSyMKNDy7ypQifOXuba7Qe8fvuOMxevEREdg4KCAuGR0d9tW6zfsY8lPluYO244ZibGRMbEEhkTS/JH74PF3pu5eS+QN+/Cefz8JX+u30xKahohoe++6375mlxmL1nN4dPnWThlLCXUi0tj0tLT+ZJ/uj8zMjMJCn5BUPALMjOzCI+MJij4Ba/ehNGnWxv2HvmLfUf+4tnL13gu8/nX28G9Yxsu37iD9469PA95jfeOvVy5dZfeHdvIvJ6cnBz8TvxFu6YNKKakJPc1d2vTnBev32JrZfHd9lNGZiZBT58T9PQ5mVlZhEdFE/T0Oa/ehkpjklNTpTGQe1F30NPnhIbmxQiCIPxI/7lhBl1dXfT19Vm3bh2mpqaEhIRI56YD2NnZYWFhwcyZM/n9998JDg5m0aJFMnUMHz6cGjVqsGDBAtq1a8epU6e+eCeYcePGMWPGDGxtbXFzc2Pjxo0EBASwbdu2H/I6v6bNHj16MGXKFPr168fUqVN5+fIlCxculKlj6NCheHt70717d8aNG4eBgQFPnz5l586deHt7o1TAB6c8/Xu2Jy09g9mL1xGfmISrsz0b/pyBhnpxaUxoeCQKinlnByqUdWTRzDEs9d7OsvU7sDAzZvHsMZRzyZsCMHXUAJZ5b2f2onVEx8ZjZKBL1zZNGNI392JZJSVFnjx/xcET50hMSsFQX5eqFSuweM409h05zqyFS4hPTKScsxM+S/5Ao0TedKGw8AiZUfwKrmVYPHs6S9ZuYNk6HyzMSvLn79Mp5+IsjXnw6DG9ho6SPvZctgqA9i2a4jVtIkqKijx5/pwDJ06RmJiEob4uVdzK8uf08Wioq9OiQW3iEhJYuXknkTEx2FtbsdZrBmYmRgBERscQ+tGIr7mpCWs9Z+C1aj3bDx7FSF+PKb8NpGndvKlRqWlpzF6ymneR0aipqlDK0pwFk8fQokHexbo/ej8lJaWweO0W3kVGo6OlSeO61Rg1sKfMaGZEdCxeKzYSHROPob4u3do0R1db67tui+0Hj5GZmcWImV4yr3to7+781qcHANGxcYyft5jImBg0S5TAwcaa9Qtm8epN6E/P5cOtCnuNmiwTM2/yb3Rokf/HsT71T/ZnRFQs7fuOlj722XEQnx0HqezmwpYVvxMXn8hK391ERsdiX8ryX2+HCmWcWDR9PEs3bGGZzzYsSpqwePp4yjnLnqnxvxVAaHgkHZo3LvD1ZmZlUayYEjfu3uf4+YvfZT9FRMfQfsCIvO2xyw+fXX5ULleGLUtyr9158PgpvT/aR16rNgDQvn17vLxk968gCMKPoCD5p3NBirC//vqL4cOH8/z5cxwcHFi2bBn16tXDz8+Pdu3acfnyZQYPHkxwcDCVK1dm+PDhdO7cmRcvXmBtbQ3kXow5Y8YMoqOjadSoEXXr1mXOnDkF/iJqTk4Ov//+O+vWrSMiIgJnZ2e8vLxo1qzZF/OV9yul58+fp379+sTGxqKjowPk/1XWr2nz6tWrDBo0iKCgIJydnZk2bRodO3aUaSs4OJgJEyZw7tw50tPTsbKyolmzZixevPirp/dIIr/uIt+fRUFJp7BTkJKkJRV2CrKUi9Bt7jL/c+MG34/YT/8TFErmv+5HEISvk7O/4F8y/rcUO6z6YXUXlv9kp134+USnvWCi0/4ZojNYMLGf/ieITrsg/HOi0/5t/nNz2gVBEARBEAThv0Z02n+CefPmoaGhIXdp3rx5YacnCIIgCIIgFHHinOdPMGjQoAJ/YbR48eJy1wuCIAiCIAjCB6LT/hPo6emh9y9/nEcQBEEQBEH4/0t02gVBEARBEISfLzHmyzGClJjTLgiCIAiCIAhFnOi0C4IgCIIgCEIRJzrtgiAIgiAIglDEiU67IAiCIAiCIBRxotMuCIIgCIIgCEWc6LQLgiAIgiAIQhEnbvkofBc5270LOwUZij0GFHYKUpKYe4WdgoycjXsKOwUphdr1CzsFKaV6rQs7BRmSqMTCTkFKkhBd2CnIkIQ8KewUpBQrxRZ2CjIUzKsWdgqCIPwgYqRdEARBEARBEIo40WkXBEEQBEEQhCJOdNoFQRAEQRAEoYgTnXZBEARBEARBKOLEhaiCIAiCIAjCz5dUtC7kLurESLsgCIIgCIIgFHGi0y4IgiAIgiAIXyk2NhZ3d3e0tbXR1tbG3d2duLi4ry7v4eGBgoICS5Ys+aZ2RaddEARBEARBEL5Sjx49CAgI4MSJE5w4cYKAgADc3d2/quyBAwe4du0aJUuW/OZ2Raf9J3v58iUKCgoEBAQUGOPr64uOjs5Py0kQBEEQBEH4sqCgIE6cOMH69eupXr061atXx9vbmyNHjvD48ePPln379i3Dhg1j27ZtKCsrf3Pb4kLUIqhr1660aNGisNP413Y8eIXPnedEpqRjp6fBxJrOVCqpJzf29LN37Ax8xaOoRDKyc7DT02BoZXtqWRrKxCWkZ7L02mNOPw8nIT0Tc83ijKvpRF0ro2/OTyKRsMJnF7sPnSIhMRlXZ3umjx6IvY1lgWWCn4ewbMMOAh8/I/RdJJOG/0rvLt/+S5oSiYSVu8+z+/QtEpJTcbU3Z1r/lthbFvw6dp++yaG/7xIcEgGAs01JRvVsiKu9uTRm3f4LnL4axPO3UaipKFPewYIx7o0pZWbw2XwUajRFsV5b0NKFd6/JPrgRXgTJDy7liFJLdzAyAxUViI0i58opJBeOyK/brSZK7qPJeXCdnI3zv7BlYMeVe/j8fYfIxGTsjPWY2Lo2lUqZyY2NTEhmwdFLBL6J4FV0HL/UKMekNnXyxW2+GMDOq/cJi0tEt0RxmpS1Y1Sz6qgqy/4JlEgkrFi/hV0HjpGQmEQ5F0emjxuGvY31Z3M+efYiS9duIuRtGJZmpowa3IfG9WrJxIRHRPHHyvVc9L9BWnoG1pZmzJ0ymjJOpQGYOPsP/I6elimjolwMUMDO0ozJA3tRqYxjgTlcvx+El/cWnoa8xUhPh/6dWtOtRSPp8/tP/83kJWvzlbvr54uqigoAy7ftZeX2/TLPG+hoc3H172w/dQGfI2eIjEvAztyUSb06UMnRruB8HgYzf6sfT9+EYaSrTb9WjejWOG+bZGZls+7gKQ5euE54bBylTI0Y070ttd2cpTHrDpzi9I27PA8Nzz2eS5diTPe2WMtp73sfN5nZ2Xifu8XBW0GEJyRTylCH0c1rUtvBqsDX/IFEImHFZj92Hz2f+7fFyZbpw3thb21eYJngl29Y5rufwCcvCQ2PYtKQHvTu2Ez2NR46w45DZ3kbHgmAnZUZQ93bUadquS/mJAj/36Snp5Oeni6zTlVVFVVV1X9V75UrV9DW1qZq1bxfH65WrRra2tr4+/vj4OAgt1xOTg7u7u6MGzcOFxeXf9S2GGkvgooXL46R0bd3QouS48GheF56iEdFO/Z1rkVFUz08jtwgNDFVbvzNsBhqWBiwpmUl9nSuSRUzfYYcu8nDyHhpTEZ2Dv0PXedtQipLmpbnaI+6zKpfFuMSav8ox/Xb/PDddYhpowewZ/0CDPV1+XXUTJJS5OcIkJaejkVJY8YMcsdQX/cftQuw/sAlfA9fYWr/FuyePxADHQ36zd5Mcmp6gWVuBL6kRa2y+M7qw455/SlpqE3/2VsIj074KOYVPZpVYafnADbM6EVWTg79Zm8mJS2jwHoV3Gqg2LYvOWf2kb14LJIXQSgNmAI6BXT0M9LJuXyc7JXTyJ4/gpzTe1Fs1h2Fao3zx+oaoti6N5JnD79quxy/+wTPwxfxaFCJfcO7UdG6JB4+hwmNTZSfSlY2uiWK49GgEg6m8vM9fOcxi0/4M6RRFY6M+YU5nRpy/G4wf564ki/We8tuNm7fz/Sxw9i7cTkGerr0/W0iSckpBeZ85/5DRk2dS9vmDTm4dTVtmzdk5OS53H2Q96UnPiGR7gNHoaxUDO8lczm605uJIzzQ0tSQqat29UpcOraTWROGU0xJiTF9u+O3bB6VyjgycMZ8QiOi5Obw5l0EHjMWUKmMI37L5uHRtR1z127i5OXrMnEa6sW5uGWVzPKhw/6BvZW5zPOHVs3n2JVbeG3ej0e7puz3nEBFB1s8vFYTGhUjP5+IKAYtWENFB1v2e05gYNsmzNu0l1PXAqQxS3cfYfeZy0zp04kjf0yha6Na/LZ4PQ9fvJbG3Ah6So8mtdk5ewwbJg8lKzuHfp4rScnIlGnvRxw3y05eZfe1B0xuW5fDo3vStWpZhm8+ysO3kXLjP7Z+51F8955g2m/u7Fk1C0NdbX4dv+Dzf1vSMrAwNWRM/y4Y6mnLjTE20GPMgC7sXTWLvatmUa28M0OnLyH45Zsv5iQI/994enpK55x/WDw9Pf91ve/evZPbRzMyMuLdu3cFlps/fz7FihVj+PDh/7jt/2Snfe/evZQtW5bixYujr69Po0aNSE5Opk+fPrRr145Zs2ZhZGSElpYWHh4eZGTkdWgkEgkLFizAxsaG4sWLU65cOfbu3StT/8OHD2nRogUaGhoYGxvj7u5OVFTeh2lOTg7z58/Hzs4OVVVVLC0tmTt3rkwdz58/p379+qirq1OuXDmuXMnrQHw6PWbmzJm4ubmxZcsWrK2t0dbWplu3biQm5n0gfSnv2NhYevbsiaGhIcWLF8fe3p6NGzcCkJGRwbBhwzA1NUVNTQ1ra+t/fWD73n1BRycLOjlbYKunwaRazphqqLHzwSu58ZNqOdOvvC1ljXWw1inBqGoOWGmX4PzLCGnM/qDXxKdnsrx5RSqY6mGmWZyKpno4Gmh9c34SiYTNe44wqFcnmtStTmkbK7ymDCctPZ0jpy4UWK6skz3jh/ahZaPaKCv/sxNVEomEzUeu4tGxNk2qOVPa0hiv39qTlp7JkYv3Ciz3x8hO9GhWBadSptiYGzJ7UBtyJBKu3H8ujfGe5k77BuWxtzTC0dqEeUPbERYVT+Cz0ALrVazTGsn1s0iunYGIt+Qc3Ahx0SjWaCq/wNsXSO5cgvDXEBuJ5PYFJI8DUCjlJBunoIhSzxHknNyFJCb8q7aN78UAOlZ2plMVF2yN9ZjUpg6m2hrsvHpfbryZnhaT29ShbUUnNNXkj57cfRVGeStTWpV3wExPi5qlLWnhZs+DN7I5SSQSNu/0Y1Df7jSpX4vStqWYP2McaWnpHDl5tsCcN+30o0aVCnj06Y6ttSUefbpTrXJ5Nu30k8Z4b9mNiZEhntPH4uriiHlJE6pXLo+lueycRhVlZQz19dh35CSdmtajd9vm2L4fZTcx0GfHsb/k5rDz2BlMDfWZPLAXtpZmdG5anw6N6+GzX/bsh4KCAoZ6OjLLp5QUlWSe19PWYtPRc3SoX53ODWpga2bC5N4dMdHXZefpS/Lz+esypvq6TO7dEVszEzo3qEGHetXwOXpGGnPo4nUGtmtC3fIuWBgb0L1xbWqVc8T3aN629p40hPZ1q2FvYYqjlTnzBvUkLCqWh28iZNr7EcfNoduPGVi/EnUdrbHQ16Zb9bLULG2J78U7cuM/kEgkbN5/kkE92tCkdmVKlzLHa8JA0tIyOHIm/xfFD8o62jDeozstG1Qr8LR5gxrlqVu1HKUsTCllYcqofp1RL67G3YfPPpuTIPx/NGnSJOLj42WWSZMmFRg/c+ZMFBQUPrvcvHkTyP1b+imJRCJ3PcCtW7dYunQpvr6+BcZ8jf9cpz0sLIzu3bvz66+/EhQUxPnz5+nQoQMSiQSAM2fOEBQUxLlz59ixYwd+fn7MmjVLWn7q1Kls3LiR1atXExgYyKhRo/jll1/4+++/pfXXrVsXNzc3bt68yYkTJwgPD6dLly7SOiZNmsT8+fOZNm0aDx8+ZPv27RgbG8vkOWXKFMaOHUtAQAClS5eme/fuZGVlFfi6nj17xoEDBzhy5AhHjhzh77//xsvL66vz/pDL8ePHCQoKYvXq1RgY5I4wLVu2jEOHDrF7924eP37M1q1bsba2/sf7ICM7h4eRCdS0kB3BqmFhSEB43FfVkSORkJyZhbZa3ofXuZcRlDPW4feLgdTe+Bdtdl5g7a2nZOdIvjnHN6HhREbHUrOKm3Sdiooyld1cuPPg0TfX901th8cSFZdEzXJ5UwtUlItR2cWKO49ff6akrLSMTLKys9HWKF5gTGJKGgDamgXEKBUDc1skjwNkVkse30XBWv4pvnzMSqFg7YDkeaDMasUmnZEkJSC5fqaAgrIysrJ5+DaCmvay05NqlLYk4FXY1+UiRwXrkjx8G8G917kjIK+j47n46BV1Ha1l4t6EviMyOoZaVStK16moqFC5vCt37hd8piDg/kOZMgC1q1WUKXP2whXKONkzfNIcqjfrTDv3wew+cCxfXddv36Na007cC3xMSGg40XF5Z5pqVijLnaAn8nN4FEzNCmVl1tWq4Epg8AsyP/q7kpKaRoM+w6nbaxgeM//g4bOX+ep6FfqO2u5DaPjrCEbPX8bz128JfPGamq6yU3Nqujpy58kL+fkEv8gfX86JwOchZGZlA5CRlYXqJ51TVWVlbj1+TkGkx7N63tm1H3XcZGRno1pMSWadmnIxbr8s+AswwJuwSCJj4qlZqYx0nYqKMpXLOXAnMPgf5/Op7Owcjp69SkpaOm7OBU9TEoT/r1RVVdHS0pJZPjc1ZtiwYQQFBX12KVOmDCYmJoSH5x+IioyMzNfX++DixYtERERgaWlJsWLFKFasGK9evWLMmDHf1N/6z81pDwsLIysriw4dOmBllTv3sGzZvA8zFRUVfHx8UFdXx8XFhdmzZzNu3DjmzJlDamoqixcv5uzZs1SvXh0AGxsbLl26xNq1a6lbty6rV6+mQoUKzJs3T1qnj48PFhYWPHnyBFNTU5YuXcqKFSvo3bs3ALa2ttSqJTu/dezYsbRs2RKAWbNm4eLiwtOnT3F0lD9nNScnB19fXzQ1NQFwd3fnzJkzzJ07l+Tk5C/mHRISQvny5alUqRKAzEESEhKCvb09tWrVQkFBQbrd/qm4tAyyJRL0i8u+OfTVVYh6XfD0j49tDHhBamY2zWxNpeveJKRwLTGVVvYlWdOyMq/ik5lzIZDsHAlDKtt/U46RMXG5OX0y0qivq0No+JdPf/8bUXFJABjolJBtW1uD0Mi4r65n0dbTGOtpUcPVRu7zEomE+b4nqehkSWlL+X9IKKGJgpISkqR42bJJcSho6ny2faVp60BDCxQVyTm5O3ek/gNrBxSqNCR78Zivfj1xKalk50jQ11CXWa+vUZyoxIKnp3xJC7fSxCSn8svqfSCBrJwculUry4D6lWTiIqNzp3ro68lOezLQ0yH0nezI7seiomPzldHX0yUyOu9HQ16HhrFj/xH6du/IoD7duRf4iN8Xr0JFRZl2LXKnFdWpXplmDeqgqqZCn6ETeBMeSZ/Jc9m3dC4qysro62gTFSu7n6S5x8ZRS8dVNgcdbbKys4lNSMRITxcbi5J4jhpEaWsLklJS2XzoBD3GzeTAck+szXLfZ+Uc7PAaMxhrMxOiY+NZvesAPcfPJjsnBwNtTdn6tTWJik9Anqi4BPQ/iTfQ1iQrO4fYxCSMdLWp5eqE79GzVHK0xdLYgCsPnnD21v0Cv4RLJBLmb9lPRQcb7E30pet/1HFTq7QlvhcDqGhjhqWeNlefvubswxdk5+R8tlzk+32krys7xUVfV5vQcPnTm77F4+ev6f7bbNIzMlEvrsaKWSOws5Y/d18QhK9nYGAgHcz8nOrVqxMfH8/169epUqUKANeuXSM+Pp4aNWrILePu7k6jRo1k1jVt2hR3d3f69u371Tn+5zrt5cqVo2HDhpQtW5amTZvSpEkTOnXqhK6urvR5dfW8P+7Vq1cnKSmJ169fExERQVpaGo0by87NzcjIoHz58kDuKY5z586hoSE7FxVyR8Pj4uJIT0+nYcOGn83T1TXvA9bUNPcDMyIiosBOu7W1tbTD/qFMRERuR+Lhw4dfzHvw4MF07NiR27dv06RJE9q1ayc9uPr06UPjxo1xcHCgWbNmtGrViiZNmhSYu7yLO4plZaFaTPZw+vQMkEQCX3NS6GhwKKtuBLO8eUX01fM6/jkSCXrFVZhVryxKigq4GGkTkZyGT8CLL3baD5/6mxl/rJE+XrNgSm6O+SIlKHxVll/v8IV7zFx7WPp49eSeuf/5ZANJKPjU2qfWH7jEsUsP2DSrD6oq8k+lz1l/lMevwtk299cvVyj5tKP05TyyV04FFTUUrEqj2PIXcqLf5U6bUVVDqccIcvashmT5c4o/J99xI2fdt7j+7A1rz95kert6uFoYExIdz7xDF4hJSuHikxBp3LqlngW2/6UEPj1mck+TfvQ4R0IZp9KMHpK7L5wd7Hj64hU79h2RdtpbNK4HQHhkNAATB/zCiHlLOH/9Dk1qVgHJ59PIf+xIZHJzc7THzTHvfVLBuTQdhk9h6+FTTB2UO8BQp5JbXnFrcHOyp2HfEdJXKfsav5CPnPiP85zcuyPTvXfQcszvKCgoYGFsQPu61fD7+6rc+uZs3MPjkFC2zRwJyfm/WH/v42ZS6zpM33eGVgu3oqAAFnratK/khN9N2Qu0D//lz4w/N0ofr5k3RuZ15iX09e/vzyllYYrfut9JSErm1MWbTJy/ji2LJ4uOuyD8JE5OTjRr1owBAwawdm3uxf0DBw6kVatWMhehOjo64unpSfv27dHX10dfX1+mHmVlZUxMTAq8cFWe/1ynXUlJidOnT+Pv78+pU6dYvnw5U6ZM4dq1a58tp6CgQM77EZSjR49iZib7B/DDKZWcnBxat27N/Pn574JhamrK8+cFn9r92MdzFj/8Ic/5zAjOp3McP873a/Ju3rw5r1694ujRo/z11180bNiQoUOHsnDhQipUqMCLFy84fvw4f/31F126dKFRo0b55vJ/4OnpKTOlCGBa06rMaJ47yq+jpoKSggJRKbId+5jUDJlOuDzHg0OZdu4efzapQI1PptcYllCjmKICSop5H3w2uhpEpaSTkZ2DilLBs73q16qCq3Np6eOM9xeyRcXEYWSQd0eb6Nh49Au4COyfalDZAVf7vP2SkZk7PSAqNgkj3bwvYjHxyeh/Mvouj8/By6zbdxGfGb1wsDaRG/P7+qOcu/GYLXN+xUT/M68nORFJdjYKmjp83G1X0NCGxLjPJxKT+6VR8i6EHE1tFJt0IfvOJdA3QUHfGMVfP5o7+P4YV1qwm+z5v0F0/lOLOurFUVJUyDc6GpOUmm8U9VssO3WVNhUc6FQl92r90qYGpGRkMmPfWfxGdEfh/fGUrZN7bURUdCxGBnl/XKNj4jCQM/f7AwN9XaJiZC/IjImNw+Cj0XdDAz1sS8lO37CxtuTkufxzwnV1tFBSUiQ7O4eSRga8Cs2d1hMdH4++jvx9aairQ1RsnMy66LgEiikpoaOVf4ABQFFRkbKlbaT1y6OupoaDtQXX7j/MN6oek5CIvpb860kMdLTyxUcnJFJMSREdjdxjXE9LkxVjBpKekUlcUjJGutos2nEIM0P9fPX9vnEP527dZ8uMEZjo6yL5qNP+o44bPY3irOjdivTMLOJS0jDSKsHi4/6Y6cq+5vo1yuPqZCt9nJH50d8WfZ281x+XgL7Ot19/8ykV5WJYmeWeOSvrYMODx8/ZvP8Us0d//WidIBQVOQnyL2b/Hn7k/O9t27YxfPhw6QBnmzZtWLFihUzM48ePiY+Xf3b0n/rPddoht0Nbs2ZNatasyfTp07GyssLPL/eisLt375Kamkrx4rlzfK9evYqGhgbm5ubo6uqiqqpKSEgIdevWlVt3hQoV2LdvH9bW1hQrln/z2dvbU7x4cc6cOUP//v1/3Iv8iLOz8xfzBjA0NKRPnz706dOH2rVrM27cOBYuXAiAlpYWXbt2pWvXrnTq1IlmzZoRExODnl7+WzROmjSJ0aNHy6wr5j1F+n8VJUWcDbXwfx1FI5u8TqX/mygaWBd8V5yjwaFMPXuPPxq7UVdOXHkTXY4Gh5IjkaD4vhP4Ki4ZQ3XVz3bYIfeuGRrqefO6JRIJhvq6+N+4i3Pp3OklGZmZ3AgIZMygXp+t61uVKK5KiY+mCkkkEgx0NPC/9wxnG9P3bWdxI/AVY9wbFVQNABsOXGLNvgt4T3OnjF3+kTWJRMLv64/x1/UgNs3qi7nxF+5wk50Fb56hULockgd5dxpRKO2KJPDGN7xKBSj2/otlxFuy/hgp86xi8x6gqkbOAR+Ii5Zbg0oxJZzNjPAPfk2jMnmdIP/gEBo4y58C9DXSMrOkx8sHSoq5x4uFgbb0/4qlrDDU1+Py9ds4O+TOEc7IzOTGnXuMHdqvwPrdyjpz+dpt+nTvKF136dotypfNu3VhBVcXXrySvcPHy5A3mJnkn7akoqyMi6M9567dJiwyRnqxqP+dBzSoVjFfPOSOop+7fltm3eU793CxL4WynL9TkHusBD1/RWlriwJfW0ZmJi/evsNIRxv/e49oXDnv1oL+9x/ToGJZueXc7Etx/vYD2XzuPcLFxhLlT+aJq6ooY6ynQ2ZWNqevB9CsWnmZHH/33cNfN+6xadpwzI3yn7r+UceNND/lYhhra5CZnc2pB89o5io7f1zu3xY9bfxvBeJsbw28f3/ffcyYAV343iSSvC8KgiD8HHp6emzduvWzMZJ8Z7BlvXz58pvb/c912q9du8aZM2do0qQJRkZGXLt2jcjISJycnLh37x4ZGRn069ePqVOn8urVK2bMmMGwYcNQVFREU1OTsWPHMmrUKHJycqhVqxYJCQn4+/ujoaFB7969GTp0KN7e3nTv3p1x48ZhYGDA06dP2blzJ97e3qipqTFhwgTGjx+PiooKNWvWJDIyksDAQPr1K/iD/9/4mrynT59OxYoVcXFxIT09nSNHjuDklHu3jz///BNTU1Pc3NxQVFRkz549mJiYFPgDT/Luc5r9ScegT7lSTDhzFxcjbdyMddnzMISwxFS6lsmdL7/4yiMiktPxapTbCTgaHMqkM3eZVMuZcia6RL4fpVdTUkRTNbcz2M3Fkm33XzLv0kN+KWvFq7gU1t1+Rs+y1t+8zRQUFOjVuRVrt+zFytwUKwtT1m7eh5qqKq2a5N2vecKcpRgZ6jFmUO4vnWVkZvLs/e3VMjOzCI+MJij4BerF1bAyN5Xblty2W1Vj3b6LWJnqY2Wqx7p9F1FTVaZV7bxpUxOW7cdYT5PRv+ROn1h/4BLLdpxl4chOmBnqEPn+dnbqairSLwWzvY9y9OJ9VkzsToniKtIYTXU11FTlT6PJuXAYxe7DUXjzDMnLxyhWawy6BuRcOQWAYoueoK1Hzo7lufnXbAaxUUgi3uY+LuWIYr02SC4dz60wKxPefXJBbWpy7r+frv9En9puTNh1GhdzI9wsTdhzPZCwuCS6Vsu9qG/xcX8iEpLw6po3fSsoNHfUNSU9k5jkVIJCI1FWUsLOOPcLZz2nUmy6eAenkoa4WhoTEhXPslNXqe9cStphl+6Xbu1Z67sDa4uSWFmYsdZ3J2pqqrRq2kAaN37mAowN9RnzviPfq2s7fhk0hnWbd9GwTnXOXLjClet32L5usbRM7+4d6N5/JGt8d9C8YR3uPXzM7gPHmD1pJADJKams8N5Ckwa1MNTXo1bVSqz22YZmiRLYWpjhuW4LYZFRdGuRO+1uke9OIqJjmD9mCADdWjRk25FTeHpvoUvTBgQ8CmbfqfMsHP+bNIcV2/dRzsEO65ImJKWksuXwSR49f8X0wX2kMfPXb6N+1QqUNNQnOi6B1bv8SEpJZWTXVizYsp8yNpa4lS7F7jOXCYuKoWuj3Gt1Fu84RHhsHPOH5H7h7daoJttPXcBry346N6hBwJMX7D93hYW/5bV19+lLwmPicLIyJzw2jpV7j5MjkdCvdd4X19k+uznqf4sVYwZQorgakXG5o/camVmofXT3ph9x3NwNeUdEQhKOpoaEJySx8vR1JBIJ/erK/+Ikcxx1aMra7YexMjfGysyEtdsPoaamQquG1aVxE7zWYmSgy5j+uR35jMwsnr3KfU9lZmURHhVL0NNXuX9b3o+sL16/hzpVXDEx0iM5JY1j565y/W4Q3p7jPpuTIAj/Df+5TruWlhYXLlxgyZIlJCQkYGVlxaJFi2jevDm7du2iYcOG2NvbU6dOHdLT0+nWrRszZ86Ulp8zZw5GRkZ4enry/PlzdHR0qFChApMnTwagZMmSXL58mQkTJtC0aVPS09OxsrKiWbNmKL7vAEybNo1ixYoxffp0QkNDMTU1ZdCgQT/0dX8pbxUVFSZNmsTLly8pXrw4tWvXZufOnQBoaGgwf/58goODUVJSonLlyhw7dkz6ev6J5vYliUvPZPXNp0Qmp2Ovr8HaVpUxe38Xk6iUdMKS8u5ZvDswhKwcCXMuBDLnQt5dSNo5mDGvYW7H3lSzOOtbV8HrchDtdl3CuIQav7ha07+8Lf9E/57tSUvPYPbidcQnJuHqbM+GP2fIjJqFhkdKp08ARETF0r5v3lkGnx0H8dlxkMpuLmxZ8fvXt92uFukZWcxed4SE5DRc7c1YP91dZkQ+LCpeZoR4x4kbZGZlM2LhLpm6hnapx7Cu9QHYeTJ3dLz39I0yMfOGtqN9g/LIIwnwJ0ddE8XGnXN/XCkshOz18yD2/RQELV0UPr5nu4JCbkdezwhysiE6nJyj25BcPfXVr78gzcuVJi4ljdVnrhOZkIy9iT5r+7aWTkmISkwm7P2FvB90XLpT+v/AtxEcDXhCSV1N/prYB4BBDSqjACw9dZWI+CR0SxSnvnMpRjStzqcGuHchPT2dWQtWEJ+YSDkXR3yWeaJRIm+aRVh4BIofHRMVXF1YPGcyS9b6smztJizMTflz7hTKlcm7BaarswMrFsxg8SofVm7YinlJEyaPGkybZrmdcCVFRZ48e8GB46dJTEzG0ECPsg52hEfF0GPcLOytzFk7azxmRrk/NhYZE0doZN4ZC3MTI9bOGo+X9xa2HzmNkb4uUzx607RmFWlMYlIKM5ZvIDI2Ds0S6jjZWrFl/jRcHfJGjsOjoxmzYDlxCYnoamtRzsGOXYtnYatTHEUFWLX/BJFxCdhbmLJmwmDMDHM7uJFx8YRF5V14a25kwJrxg/Dasp/tpy5ipKvF5N6daFLVTRqTnpHJst1HeR0RhbqqKnXKOzN/SC+0PtrWO//KnT7Ue84ymf00t3Mj2lfK274/4rjJyMpm6cmrvIlJQF1FmTqOVszv1hit4p+f4gfQv1tL0jIymL10E/GJKbg62bBh/njZvy0R0TJz3COiY2nvMU362Gf3cXx2H6dyOUe2LM79Ox4dG894r7VExsShWaI4DjYWeHuOk7lTjSAI/10Kki+N3/+H9OnTh7i4OA4cOFDYqfznZC8dVdgpyFDsMaCwU5CShBd87/XCkLNxT2GnIKVQu35hpyClVO/bf9n2R5JE/fs7jXwvkgT5U5oKiyRE/q0vC4NipcqFnYIMBfOqXw4ShCIiy/PHvX+KTfqWKZ7/G/5z92kXBEEQBEEQhP8a0WkXBEEQBEEQhCLuPzen/XN8fX0LOwVBEARBEARB+GZipF0QBEEQBEEQijjRaRcEQRAEQRCEIk502gVBEARBEAShiBOddkEQBEEQBEEo4v5fXYgqCIIgCIIgFA2ZCXE/rO7/YgdXjLQLgiAIgiAIQhEnOu2CIAiCIAiCUMSJTrsgCIIgCIIgFHGi0y4IgiAIgiAIRdx/cZ6+UAgUajcv7BRkZRadQ1tBp1RhpyBDadT4wk5BKufpi8JOoehS1yzsDKQUCjuBTyiUqV7YKXwkq7ATkJF9fmdhpyClVK9bYacgCP8pYqRdEARBEARBEIo40WkXBEEQBEEQhCJOdNoFQRAEQRAEoYgTnXZBEARBEARBKOJEp10QBEEQBEEQiriic4sNQRAEQRAE4f+NrMT4wk7hf4oYaRcEQRAEQRCEIk502gVBEARBEAShiBOddkEQBEEQBEEo4sSc9kJQr1493NzcWLJkSWGn8kNtP3UBnyNniIxLwM7clEm9OlDJ0U5ubERsPAu2+hH44jWv3kXyS9O6TO7dUSYm+HUYy/ceJfD5a0KjYpjo3oHeLerLb/vAUTbs2k9kdCx21pZMHjaASq4uBeZ6PeA+Xqs28PRlCEYGevTv1pFubfJ+5TX4xSuWbdxG4JNnhIZHMGlof3p3aitTR1Z2Nit8t3P4r/NExcRhqK9L+6YNGdyzCYqKst+PJRIJKzb7sfvoeRISk3F1smX68F7YW5sXmGPwyzcs891P4JOXhIZHMWlID3p3bCYTs+PQGXYcOsvb8EgA7KzMGOrejjpVyxVY74/MZ+32w5y+dJPnIWGoqSpT3tmeMQO7YmNhWmC9O85fx+fUZSLjk7AracjELs2pZG8lNzYyPpEFe04SGBLKq4gYfqlflUldZX+d9/Tth6w7fpGQyBiysrOxNNKnb+MatKmWf5tIJBJWrN/CrgPHSEhMopyLI9PHDcPexvozWw9Onr3I0rWbCHkbhqWZKaMG96FxvVrS57fvO8yO/Ud4GxoOgL2NFUP69aRujSrSGIeqTeTWraSkhION9b8+hk9d8Gfttj2EvA0jKzsLK7OS9O3SjrZNGkhjCjyGO7Zg57EzbNh/hMiYOOwszZg8sBeVyjgWnM/9ILy8t/A05C1Gejr079Sabi0ayY09+rc/YxasoGG1iqycNkbmufCoGBZu3MGFW3dJz8jAuqQptSq6cvzi1e+aS0JSMks27+a0/w3ik5IxNzZkQv+e1K1cHoDl2/aycvt+mTIGOtpc2rc8X3s/6v10494jNuw6RmDwSyKj41gxawSNalUssM4PCvM9JQjC9yNG2oUf4tiVW3ht3o9Hu6bs95xARQdbPLxWExoVIzc+MysLPS0NPNo1wdHSTG5MWkYGFkYGjO7eBgMdrc+27blyPYN+6YKf91IqubowcMJMQsMj5Ma/CXuHx6RZVHJ1wc97KR49OzN3+TpO/n05r+30dCxKmjBmYG8M9XTl1rN+x152HjrOtOGDOLppFWM9+rJhlx9b/U7nj915FN+9J5j2mzt7Vs3CUFebX8cvICkltcDXlZaWgYWpIWP6d8FQT1tujLGBHmMGdGHvqlnsXTWLauWdGTp9CcEv3xRY74/M58a9R/Ro04hdK6bjs2ACWdnZ9B+/gJTUdLnxx288wHP3CTxa1GHf1EFUtLPCY/lWQmPi5MZnZGahq6mOR/M6OJgby43RLlEcjxZ12D6hP37Th9ChhhtTNh3gUuDTfLHeW3azcft+po8dxt6NyzHQ06XvbxNJSk4pcDvcuf+QUVPn0rZ5Qw5uXU3b5g0ZOXkudx8ESWNMjAwYO6Qf+zatYN+mFVSr5MbQcTMJfv5SGnPp2E7pMmvCcJTef9Fb6znjuxzD2lqaDPqlCztX/sHB9cvp0KwRk+cv5eL129KYgo7hyUvW4um9mUFd2+G3bB6VyjgycMZ8QiOi5OfzLgKPGQuoVMYRv2Xz8OjajrlrN3Hy8vV8sW8jIlmwYTuVXPJ3uuMTk+g+bibFiinhPWs8R1b/Qb0q5fH1O/Zdc8nIzOLXqZ68DY9k6eQRHF+3kDnD+2OsrydTl72VORe3rJIuh1bNl9vmj3o/paam42hrybTf3Aus51OF/Z4SBOH7EZ32n6xPnz78/fffLF26FAUFBRQUFHj58iUPHz6kRYsWaGhoYGxsjLu7O1FReR9C9erV47fffmPkyJHo6upibGzMunXrSE5Opm/fvmhqamJra8vx48elZc6fP4+CggJHjx6lXLlyqKmpUbVqVe7fvy+T0759+3BxcUFVVRVra2sWLVr0r1/npqPn6FC/Op0b1MDWzITJvTtioq/LztOX5MabGeozuXcn2tWpioa6mtyYsrZWjOvZjpY1KqJSrOCTRJuOnqNji8Z0btkUWysLJg8bgImRATsOHZcbv/PQCUyNDJk8bAC2VhZ0btmUDs0b4bPbL69tx9KMH/QrLRvUQVlZWW49dwIf0bBmNepVr4y5iTHN6takZiU3Hjx5IRMnkUjYvP8kg3q0oUntypQuZY7XhIGkpWVw5MyVAl9XWUcbxnt0p2WDagXm0KBGeepWLUcpC1NKWZgyql9n1IurcffhswLr/ZH5rPcaR4dmtbG3NsfR1hLP8QMIjYgmMPiF3Hjfv/zpWLM8nWpVxNbUkEldm2Oqq8XOv2/IjTcz0GVy1xa0re6GZnH5x00Vh1I0Ku+ErakhloZ6uDesTmkzY24/fZV/O+z0Y1Df7jSpX4vStqWYP2McaWnpHDl5tsDtsGmnHzWqVMCjT3dsrS3x6NOdapXLs2ln3vHToHZ16tasQilLc0pZmjNqcF/U1YsT8FHH3lBfT7rsO3ISEyMDqpV3pVbl8t/lGK7qVpbGtatja2WBpZkpvTq1wcHWmtsPHkpjCjqGz1+/Q8cm9ejctD6270e2TQz02XHsL/n5HDuDqaE+kwf2wtbSjM5N69OhcT189h+RicvOzmHcHyv5rWdHzE2M8tWzfu9hTA318Rw1CFcHO8yNDfG/c59OTb9vLvtPnyc+MYkV00ZTwdkBMyNDKro44mgjOxqtpKiEoZ6OdNHTzj948CPfT3WqlmPkr51oUrtygfV8qjDfU4IgfF+i0/6TLV26lOrVqzNgwADCwsIICwtDWVmZunXr4ubmxs2bNzlx4gTh4eF06dJFpuymTZswMDDg+vXr/PbbbwwePJjOnTtTo0YNbt++TdOmTXF3dyclRXZUcNy4cSxcuJAbN25gZGREmzZtyMzMBODWrVt06dKFbt26cf/+fWbOnMm0adPw9fX9x68xIyuLwBevqekqO3JW09WRO0/kd9a+F2nblcrLtl2pPHc+6iB9LODho3zxtSpXIPDxUzKzsr667Yplnbly+y4vXr8F4NHTF9x+EJRvasqbsEgiY+KpWamMdJ2KijKVyzlwJzD4q9v7kuzsHI6evUpKWjpuzvKnJf3MfAASk3NHGrU1NfI9l5GVxcOQMGp+kmsNZ1sCnr3+Lu1LJBKuBD3nZXgUleytZZ57E/qOyOgYalXNm26goqJC5fKu3Ln/kIIE3H8oUwagdrWKBZbJzs7m6KlzpKSmUb6Mc77nMzIzCQwKJiwiio4tGkvXf89jWCKRcOVW7rH68ZQbecfwrfsPSUhKpmZ5V5k6alYoy52gJ/LzeRRMzQplZfOp4Epg8AuZfFbu2I+ethadmsqf5nb22m3K2NkwYt4SavQYRLthE3kQ/Py753L22i3cHO2ZvWojNXsOovWQ8azZdYDs7ByZcq9C31HbfQgNfx3B6PnLeB0Wnq+9n/l++pLCfk8JgvB9iTntP5m2tjYqKiqoq6tjYmICwPTp06lQoQLz5s2Txvn4+GBhYcGTJ08oXbo0AOXKlWPq1KkATJo0CS8vLwwMDBgwYIC0ntWrV3Pv3j2qVasmrWvGjBk0bpz74b9p0ybMzc3x8/OjS5cuLF68mIYNGzJt2jQASpcuzcOHD/njjz/o06fPP3qNcQnJZOfkYKCtKbNeX1uTqPiEf1Tnt7atr6sj27auDlGxcXLLRMbEUktOfFZ2NrHxCRh9coq8IAO6dyIxOYUWvQejpKhIdk4OI/u506pBddn2YuPftyF7ClxfV5vQcPmn+L/F4+ev6f7bbNIzMlEvrsaKWSOws5Y/5ehn5POBRCLBa/V2KpYpTelS+ef2xiWl5O47rRKyeWhqEJWQ9K/aTkxNo96ERWRmZqGoqMi0Hi2p4WwrExMZnTt1S/+T6U8GejqEvpM/LQUgKjo2Xxl9PV0io2Nl1j1++oJu/UeQnpGBevHirJw/Azub/POKY+MSyM7JoYR6cZrUqZFX53c4hhOTkqnbuQ8ZmZkoKioyY+Rgmc6+vGO4f7eOeO/Yi77OJ8eHjjZRsfLvsRwZG0ctHdd88VnZ2cQmJGKkp8vth4/Zd+o8B5bPk1sHwOt3Eew49hd92jfHo2s7Lt2+x6MXO3n47AWNa1SWqfvf5PL6XQRXwx/Sul5N1s4cz6vQd8xe7Ut2dg5De3QAoJyDHV5jBmNtZkJ0bDyrdx2g+9iZHPaZh+5Hf+t+1vvpaxT2e0oQhO9LdNqLgFu3bnHu3Dk0NPKPPj579kzaaXd1zfvgUVJSQl9fn7Jl80aQjI1z5x9GRMh2MKpXz+s06unp4eDgQFBQ7ohdUFAQbdvKXlBZs2ZNlixZQnZ2NkpKSvlySk9PJz1ddk6yckYGqioqn0QqyDySSEBBgZ9CIV9DEj7XdL54iaSAegp27NxFDp8+z8KpY7GztuTR0+fMW7met2GvOXLGXxq3Zt6YAtv8lvYKUsrCFL91v5OQlMypizeZOH8dWxZPlnbcD//lz4w/N/60fD6Ys2wzj5+/ZvvSqZ+NU/j0uEGSb923KqGqwv6pg0hJz+Dqo+cs2HOS15ExbDl7TRqzbklu5zHfZpC38ks5SyT5ipSyMufAltW5++XsRSbM/oOtqxfK7bgD1KxU4ZP31L8/hkuoF8dv/VJSUtO4cvsuXqs2YF7ShKpuuX9H5B3Dvy9f976eTxr8wvtZ3nsQcrdVUkoq4xauYs7w/ujKmWKS9xJycLGzYXTvbkBuZ3ux705OX7nBCPePzkT+i1wAcnIk6OtoMfu3/igpKVLG3oaImFh89h2VdtrrVHLLK24Nbk72NOk3irkrtnLWP++6gJ/1fvoWP+s9ZWGgSxWHUv+qXkEQCiY67UVATk4OrVu3Zv78/Bc1mZrm3WXj03mOCgoKMus+fCDk5Mie0pXnQ6xEzgeJ5P2HfUE8PT2ZNWuWzLrpA39hhkfuxVE6WiVQUlTMN6oek5CIvlbBH9Dfg7TtGNlRzujY+Hyj7x8Y6unmj4+Lp5iSEjpamnLLyPPHmo0M6N6Jlg3qAOBgY01oeCQHTp7Gb93v0riM91OTomLiMNLPyyk6LgH9z1xg+7VUlIthZZb7Ba6sgw0PHj9n8/5TzB7dF4D6Ncrj6pQ3Ivaj8wGYs3wzZ6/cYeufUzAxlH/mQkdDPXfffTICGJOYnG+k8FspKipiZaQPgJOFKc/Dorj7/A37pw6SxmS/f61R0bEYGehL10fHxGGgp1Ng3Qb6ukTFyF5gHRMbh8Eno+8qyspYWeR+cSrrVJr7QU/YvMuP2ZNGysS9eBkCQIVPLsz8HsewoqIiVmYlAXCys+H5q9es27ZH2mmXdwy/Dn3Hik078o1kR8fH5xt9l+Yj56xAdFzC+3w0ePrqDW/DIxk8a6H0+Zz3f3dcWv/C8XWLsDQ1xlBXF7uPLkzX1dJEQUGByOhP6v4XuQAY6umgrKSEklLejFFbCzMiY+PIyMxCRTn/R6W6mhqlrS1QVVX+qe/vb/Gz31PeJy6KTrsg/EBiTnshUFFRITs7W/q4QoUKBAYGYm1tjZ2dncxSosS/+8MKcPXqVen/Y2NjefLkCY6OuR0CZ2dnLl2SvTjU39+f0qVLyx1lh9ypOfHx8TLLxL5d815fsWK4lLLA/94j2XrvP6Z86R/7B13a9s07sm3fCqB8GSe5ZdycHfG/FSCz7vLNO7g42KH8mQteP5Wano6iouwXoA+3erQyM5YudlZmGOpp438rUBqXkZnFjbuPKe9i/9XtfS2JJK8jAaChXvyn5SORSJi9bDOnL97Cd+FEzE0NC4xVKVYMZ0tT/INkL5r1D3qOm63Fv8ojX15IyJFIsDLSly52paww1Nfj8kd3U8nIzOTGnXuUL5t/7vkHbmWduXzttsy6S9dufbYM5G6bj/fLBweO/0VxNVVevQ2VWf8jjuFPjw15x7CysjIqysr435G9gN3/zgPKO5WWn4+jPf53Hsjmc+ceLvalUC5WDBuLkhxaOR+/5Z7SpUHVClR1dcZvuScm7780lXcuzYu3YdI6VJSLoa+tRbFPXtO/yQWggnNpXoWFywx4vHwbhqGejtwOO+Rut2evQylpZFCo7+/P+dnvqYys7C8HCoLwj4mR9kJgbW3NtWvXePnyJRoaGgwdOhRvb2+6d+/OuHHjMDAw4OnTp+zcuRNvb+8CO89fa/bs2ejr62NsbMyUKVMwMDCgXbt2AIwZM4bKlSszZ84cunbtypUrV1ixYgWrVq0qsD5VVVVUVVVl1uV8MjWmd8v6TFy5hTI2lriVLsXuM5cJi4qha6Pce1cv3nGI8Ng45g/pJS0T9P62hClp6cQmJhH08g3KxZSwM88925CRlcWzN++A3FtERsTGE/TyDepqqliZGMq2vWorZRzscXNxZPeRE4SFR9Ktde69hhd5byIiMpr5k0cD0K1NM7YdOILnyvV0adWUgMBH7Dt2moVTx0rrzMjM5Nmr19K2w6OiCXr6HPXiatKRy/rVK7Nm625MjQyxK2VJUPBzfPccoGOz2jLbRkFBgV4dmrJ2+2GszI2xMjNh7fZDqKmp0Kph3lSmCV5rMTLQZUz/Lu9zyOLZq7cf5RBL0NNX73PIHVlfvH4Pdaq4YmKkR3JKGsfOXeX63SC8PccVuD9/ZD6zl23iyJmrrJwzkhLqakS+v82cZgl11FQ/nU4FfRrVYMLG/bhYlcTNxoI9F28SFhNP1zq585cX+50mIi4Rr74dpGWCXud26lLSMohJSibodRjKSkrYlcy9G8m64xcoY2WGhaEumdnZXLgfzKErd5nes1X+7dCtPWt9d2BtURIrCzPW+u5ETU2VVk3z7mU+fuYCjA31GTO0HwC9urbjl0FjWLd5Fw3rVOfMhStcuX6H7esWS8ssXuVDneqVMTE2JDkllWOnz3P99j3WL5krk0NSUjInzlygZZP67D12+rsew2u37aGMgx2WJU3JzMrk76u3OHjqLDNGDZbGFHQM1yxflr2nzlHG3gY3R3t2nzhLWGQU3Vo0zM3HdycR0THMHzMkN58WDdl25BSe3lvo0rQBAY+C2XfqPAvH/waAqooKpa1lO42a7wcoPl7fp11zuo+dyZpdB2heuxr3njwjPimZnJwc9p06/11yAejeojFbD59i7trN/NKmKa/evmPt7oO4t867T/r89duoX7UCJQ31iY5LYPUuP5JSUmnXNO9+/NLj6Ae9n5JT0wh5m3fx65t3kQQ9fYW2ZglKGhsgT2G+pwThS1IT035Y3V9/nvx/h+i0F4KxY8fSu3dvnJ2dSU1N5cWLF1y+fJkJEybQtGlT0tPTsbKyolmzZvl+lOef8PLyYsSIEQQHB1OuXDkOHTqEyvtOdoUKFdi9ezfTp09nzpw5mJqaMnv27H98EeoHLapXJC4xmVX7TxAZl4C9hSlrJgzG7P3UiMi4eMKiZE/nd5iUNz0o8MVrjly+SUkDPc4sz52KExkbLxPjc+QMPkfOUNnJjs3TR8i0Ha+gxsrNO4mMicHe2oq1XjMwe39LucjoGEIjIqXx5qYmrPWcgdeq9Ww/eBQjfT2m/DaQpnVrSmMiomNoPyCvDZ9dfvjs8qNyuTJsWeIJwNThHizz2cbspauJjo3HyECPrq2bMeQX2R9IAejfrSVpGRnMXrqJ+MQUXJ1s2DB/PBrqxaUxoRHRMlOXIqJjae8xLS+H3cfx2X2cyuUc2bJ4MpA7hWK811oiY+LQLFEcBxsLvD3HydzJQp4flc+OQ7m3Suw1WvZiw3njBtDhky8zAM0rlyEuOYXVR/8mMj4R+5JGrB3WE7P30wyi4pMIi5GdptHx9zXS/weGhHL0+n1K6uvw17xRAKSmZzJ7xxHCYxNQVVbGxsSA+b92pHnl/NtkgHsX0tPTmbVgBfGJiZRzccRnmScaJdSlMWHhETKj0RVcXVg8ZzJL1vqybO0mLMxN+XPuFMp9NCoeFRPL+FkLiIiKQVNDHQc7G9YvmUvNT+46c/T0eSQSmDjCA+dS1t/1GE5NS2P2ktW8i4xGTVWFUpbmLJg8hhYN8vZDgcdwp1bsPXmOlTv2ExkTh72VOWtnjcfMKPfLcmRMHKGR0Xn5mBixdtZ4vLy3sP3IaYz0dZni0ZumNfN+TOprlC1ty/Kpo1jsu4tVO/wwNzZk2uA+ZGVlf9dcTA312TBnIl7eW2k7dCLG+rq4t2nGgE5tpDHh0dGMWbCcuIREdLW1KOdgx67FszCT01n+Ue+nB49f0HuMpzTGa/V2ANo1qYXXhIFyt2Fhv6cEQfh+FCRfmsAs/M86f/489evXJzY2Fh0dnR/aVs7tUz+0/m+lYGJd2CnkyYn9csz/UzlPf+wtQL+Fklv1Lwf9RJIU+T9AVShSEgs7g6JL7etvC/szFKn3VL1uhZ2CUMRF9P5x13kYbfqxd6srDGJOuyAIgiAIgiAUcaLTLgiCIAiCIAhFnJjT/h9Wr169L96+URAEQRAEQSj6xEi7IAiCIAiCIBRxotMuCIIgCIIgCEWc6LQLgiAIgiAIQhEnOu2CIAiCIAiCUMSJTrsgCIIgCIIgFHHi7jGCIAiCIAjCT5eaVIR+RO5/gBhpFwRBEARBEIQiTnTaBUEQBEEQBKGIE512QRAEQRAEQSjixJx24btQtC5T2CnIkGTHFXYKUpLwF4WdggzJ06jCTiFPfGxhZyAlcXEt7BRkKKjpFHYKUkXtd5Vzntwu7BSkFLT0CjsFGUUqn7hXhZ1BHh2rws5AEP41MdIuCIIgCIIgCF8pNjYWd3d3tLW10dbWxt3dnbi4uC+WCwoKok2bNmhra6OpqUm1atUICQn56nZFp10QBEEQBEEQvlKPHj0ICAjgxIkTnDhxgoCAANzd3T9b5tmzZ9SqVQtHR0fOnz/P3bt3mTZtGmpqal/drpgeIwiCIAiCIAhfISgoiBMnTnD16lWqVq0KgLe3N9WrV+fx48c4ODjILTdlyhRatGjBggULpOtsbGy+qW0x0i4IgiAIgiD8p6Snp5OQkCCzpKf/+/vCX7lyBW1tbWmHHaBatWpoa2vj7+8vt0xOTg5Hjx6ldOnSNG3aFCMjI6pWrcqBAwe+qW3RaRcEQRAEQRD+Uzw9PaVzzj8snp6e/7red+/eYWRklG+9kZER7969k1smIiKCpKQkvLy8aNasGadOnaJ9+/Z06NCBv//++6vbFtNjBEEQBEEQhP+USZMmMXr0aJl1qqqqBcbPnDmTWbNmfbbOGzduAKCgoJDvOYlEInc95I60A7Rt25ZRo0YB4Obmhr+/P2vWrKFu3bqfbfcD0WkXBEEQBEEQ/lNUVVU/20n/1LBhw+jWrdtnY6ytrbl37x7h4eH5nouMjMTY2FhuOQMDA4oVK4azs7PMeicnJy5duvTVOYpOuyAIgiAIgvDTJSZlFnYKUgYGBhgYGHwxrnr16sTHx3P9+nWqVKkCwLVr14iPj6dGjRpyy6ioqFC5cmUeP34ss/7JkydYWX39bwiIOe2CIAiCIAiC8BWcnJxo1qwZAwYM4OrVq1y9epUBAwbQqlUrmTvHODo64ufnJ308btw4du3ahbe3N0+fPmXFihUcPnyYIUOGfHXbRXak/fz589SvX5/Y2Fh0dHQKO518inp+P4NEImHFihXs2rWLhPh4yrk4MX3sCOxtSn223Mlzf7N03UZC3oZiaVaSUR79aFyvtkzMtn0H2LBtF5HR0diXsmbyyGFUcsv7xcqJc7zwO3ZSpkw5Fyd2r18lk99Ur5UcOvU3mZlZKCkq4mRfiq2r5qL2mVNmJ89fYdn67YS8fYelmQkjB/Skcd1q0uezsrJZ4bOTw6cvEBUdh6G+Lu1b1Gdw784oKub/HjxjzSF2n77FxL7N6N2qujS3lbvPs/v0LRKSU3G1N2da/5bYW+a/uOWD3advcujvuwSHRADgbFOSUT0b4mpvLo25EfgSn4OXCXweRmRsIsvHd6NRVacC6/xgx5V7+Px9h8jEZOyM9ZjYujaVSpnJjY1MSGbB0UsEvongVXQcv9Qox6Q2dWRiMrOz8T53i4O3gghPSKaUoQ6jm9ektsOXRxR23HqMz9WHRCalYmeow8RGlahUwHY5/SiEnbef8Cg8lozsHOwMtRla25VaNiWlMXvuBHPw/nOeRsXnbjcTPUbWc8O15JdHVOD9ce6zi92HTpGQmIyrsz3TRw/E3saywDLBz0NYtmEHgY+fEfoukknDf6V3l9YyMdfvPGDa/FW8fvuOHIkEu1IW/Dlr7Gfrhe/z/pFIJKzYsIldB4+QkJAo973rPmQk1+/clam3uJoq2dk52FlbMnnYAPR1dfhjzUZuP3hIZlYWpUtZM6LfL1Qr78r1gPt4rdrA05chGBno0b9bR7q1aS6t69QFf9Zu20PI2zCysrOwMitJ3y7taNukgTRmue92Vm7aIZODga4OF7xG5dsuO85fx+fUZSLjk7AracjELs2pZC//eIuMT2TBnpMEhoTyKiKGX+pXZVLX5nJjAY7duM/Y9XtpUM6RFUO6Fxj3OdtPXcDnyBki4xKwMzdlUq8OVHK0kxsbERvPgq1+BL54zat3kfzStC6Te3f87u0AXH8YzPytfjx9E4aRrjb9WjWiW+NaMjGbjp1j51+XCIuKRVezBE2qujG6WxtUVZQBWLH3GCv3HZcpY6CtyeVT+3KPtfVb2HXgGAmJSZRzcWT6uGHY21h/9nWcPHuRpWs3EfI2DEszU0YN7kPjenl5LffezIr1W2Xb1NPl8vFd0sdR0bEsXLmeS9dukZiUQqVKlZg2bRrW1p9vWxC+ZNu2bQwfPpwmTZoA0KZNG1asWCET8/jxY+Lj46WP27dvz5o1a/D09GT48OE4ODiwb98+atWSfb99TpEZaa9Xrx4jR46UPq5RowZhYWFoa2sXXlKfUVj5vXz5EgUFBQICAn5qu/J4e3uzceNGpk+fzl6fNRjo69F3xDiSklMKLHPnfiCjps2mbbPGHNy8nrbNGjNy6izuBj6Uxhz76yyeS1YyuM8vHNjkTcVyrgwYPYHQd7JzyGpXq8KlI/uky7pFXjLPz168jn1Hz9CsXg1WzJtArarlCQl9R2pqwbd8uvPgEaNnLKRN03oc9P2TNk3rMWr6Qu4GPpHGrN+2n50HTzJt1ACOblvO2CG92LD9AFv3Hs1X318XrnEv+C1Gepoy69cfuITv4StM7d+C3fMHYqCjQb/Zm0n+TG43Al/SolZZfGf1Yce8/pQ01Kb/7C2ERydIY1LTM3GwNmFq/xYF1vOp43ef4Hn4Ih4NKrFveDcqWpfEw+cwobGJcuMzsrLRLVEcjwaVcDCV3/FddvIqu689YHLbuhwe3ZOuVcsyfPNRHr6N/HwuD1/iefoWHjXLsK9fSypaGOGx6yyh8cly42++jqBGKVPWdK3Pnl+bU8XKmCG7z/PwXYw05npIOC1drNnYsxHbezXFVKsEA3acITyx4OP0Y+u3+eG76xDTRg9gz/oFGOrr8uuomSSlpBZYJi09HYuSxowZ5I6hvq7cmAPHzxEaHknf7m0B0NLQ+GK93+v94711Jxt37GH6mOGffe92aduSS0f2MXP0EIoVU2J0/974eS+lkqsLAyfMpP+46WRnZ7Np8Vz2rV2Ck10pBk+ezd2gJ3hMmkUlVxf8vJfi0bMzc5ev4+Tfl6V1a2tpMuiXLuxc+QcH1y+nQ7NGTJ6/lIvXb8vkYG9tycV9m6XLIR/ZD0aA4zce4Ln7BB4t6rBv6iAq2lnhsXwroTFxcrdjRmYWuprqeDSvg4O5/DmoH7yNjuOPvaeoaPf1p7A/dezKLbw278ejXVP2e06gooMtHl6rCY2KkRufmZWFnpYGHu2a4Ggp/8vz92jnTUQUgxasoaKDLfs9JzCwbRPmbdrLqWsB0pjDl26weOchhnZsztFFU/jdowfHr9xm8c5DjIjYvAAAoUBJREFUMnXZmZtyYfVc6XJwwSQAvLfsZuP2/UwfO4y9G5djoKdL398mfuFz4iGjps6lbfOGHNy6mrbNGzJy8lzuPgiSibO3seLSsZ3S5fD2tdLnJBIJQ8fP5PXbMFb9MQs/Pz/MzMzo27cvKSlf994XhILo6emxdetW6a0kt27dmm8AVyKR0KdPH5l1v/76K8HBwaSmphIQEEDbtm2/qd0i02n/lIqKCiYmJgVeiVvYinp+XyMjI+Mfl5VIJGzevJlBgwbRpEkTStuWYv60iaSlpXHk1F8Fltu0ay81KlfCo3dPbK0t8ejdk2qVKrBp1z5pzMYde+jYugWd27TE1tqKKaOGYWJkxI79sh8SKirKGOrrSRcdbS2Z/PYcPk21CmX5Y8YoGtWpxvK5E5BIJJw8f6XA/DbvPkKNSuXwcO+IjZU5Hu4dqVbRlU27D0tj7gQ+pmGtKtSrUQlzUyOa1a9BzSpuPHj8TKau8Mho5vzpzYIRHSmmpCS77Y5cxaNjbZpUc6a0pTFev7UnLT2TIxfvFZjbHyM70aNZFZxKmWJjbsjsQW3IkUi4cv+5NKZOBXtG9mhIk2rOBdbzKd+LAXSs7EynKi7YGusxqU0dTLU12Hn1vtx4Mz0tJrepQ9uKTmiqyT9jcej2YwbWr0RdR2ss9LXpVr0sNUtb4nvxzudzuR5Ex3K2dHKzx9ZAm0mNK2Gqpc7O20/kxk9qXIl+1V0oW9IAaz0tRtUrj5WeJueD30hj/mhbi+4VHXAy1sPGQJvZLaqSI4GrL+XfmutjEomEzXuOMKhXJ5rUrU5pGyu8pgwnLT2dI6cuFFiurJM944f2oWWj2igr5z+hKZFIuHjtDsP7dWfckN4AuHdu+cV6v8f7RyKRsHnXXgb1+YUm9ep89r2rpqqGob4e+4/9RacWTXDv2BpbKwsmDxuAoYEeb8MjGNCjEw62pbA2L8nogb1JTUvHd/cBTI0MmTxsALZWFnRu2ZQOzRvhszvvVHFVt7I0rl0dWysLLM1M6dWpDQ621tx+8FAmByUlJQz1dKWLnk7+gRLfv/zpWLM8nWpVxNbUkEldm2Oqq8XOv2/I3Y5mBrpM7tqCttXd0Cxe8K8RZv8fe2cdF1X2///n0CUdAoKIigqI2IHdnetaa66urt25dnetHWv3qmt3iy2YWIiNUiIKKjHn98csA+OAup/vemf2530+HvN4MOeee8+LMzfe933e532USoas+JOeDSrj4ZT1y9fXsHrvcZpWKUvzquXI656T4e2bkdPBjk2Hs56A5u7kwPD2P9C4YmmsLL5+tcR/2s6mI2dxdbBjePtm5HXPSfOq5WhauQwr9x5V1wm9H0ExH2/qB5XA3cmBoIBC1CtXnFsPNZdeNzI0wMnWWv2xt86hOtc27aBbx1bUrFJeda6NHsSHDx/Zc/BY9v/Hph2UK1WMrh1aqc7zDq0oU7Ioqzft0KhnaGio8Qywt7NVb3v09DmhN8MYM6Q3Ab4F8Pb2ZvTo0SQlJbF3r7aDRUbmv4BeGO0dOnTg5MmTzJ07F4VCgUKhYNWqVSgUCuLj4wFYtWoVtra27NmzhwIFCmBhYcEPP/xAYmIiq1evxsvLCzs7O3r16kVaWpr62MnJyQwePBh3d3csLS0pXbo0J06c+Cpdjx8/pkGDBtjZ2WFpaYmfnx/79u0DVOExmfWByvPs4eGBhYUFTZo0YdasWRpvXmPGjCEwMJC1a9fi5eWFjY0NLVu25O3bDI/mgQMHKF++PLa2tjg4OFC/fn3CwzOMwTx5VMPXRYsWRaFQULlyZUB7pAKgcePGGm95Xl5eTJgwgQ4dOmBjY0OXLl0ACA4OpmLFipibm+Ph4UHv3r1JTMzas5nOs2fPiI6O1hjWMTExoWTRIoTcuJXtfqE3b1O+VAmNsgqlS6r3SU5J4dbde1p1gkqXIOTGTY2yi1dDKVu3CbV+bMtvk2cQG/dave3GnfukpqbhVzAvLbsNJahBBzr1H0P+PJ6E3LzzGX13CSoVqFFWvnQgoTczJo8UL1yIc1euE/HkOQB37kdw9XoYFcsUV9dRKpUMHj+Hn1s10gp5efbqNTHx7wgqkjFkbWJsREm/3ITcfZqttk/5kJxCaloaNlbmX73PpySnpnH7eRRB+TVDMsr5eBL6OPJ/P25aGqZGhhplZsZGXH304rP73I6MI8jbVVNLHldCn33eQ5+OUggSk1OwMc8+/OlDShqpSiU2ZiZfPN6zF6+Ijn2tcU6YmBhTMtDvs+fR/3JcYyOjLx7337h+nr2IJDo2TqNOdtfu7kNHKFWrIdfv3CMqJpZ3mTyUFUsVx8zUlL8OHSPp/QdS09LYvPsAjna2REZHE1SiqMaxypcsxq27D0hJTdX6v4QQnLtyjYinzykR4Kex7fHzF1T4oT3VWv1M/3HTePpC82UrOTWV208iCfLVDAEp55uX0PCvv56yYuGeE9jlsKBZ+eJfrpwNyamp3Ip4SlBAQY3yoICChNyL+D/p+7+2E3o/Qrt+kULceviElFTVc7RYgbzcinjK9QePAHj6KoZTobepVPST3+llNBV/HUH13qPpP+8Pnr6K4dmLl6pzrXRG/6nOtQBCbmi+nGnounFbYx+ACmWKa+3z+OlzytdrSdXGbek3YiJPn2fcs5KTVRMcTU0yrnNDQ0OMjY25cuVKtm3LyOgzehHTPnfuXO7du4e/vz/jxo0D4NYtbcMvKSmJefPmsWnTJt6+fUvTpk1p2rQptra27Nu3j4cPH9KsWTPKly9PixYtAOjYsSOPHj1i06ZNuLm5sWPHDmrXrs2NGzfInz//Z3X16NGD5ORkTp06haWlJbdv38bKyirLumfPnqVbt25MnTqVhg0bcuTIEUaOHKlVLzw8nJ07d7Jnzx5ev37Njz/+yJQpU5g4cSIAiYmJ9O/fn8KFC5OYmMioUaNo0qQJoaGhGBgYqGcrHzlyBD8/P0xMvmx4ZGb69OmMHDmS3377DYAbN25Qq1Ytxo8fz4oVK4iOjqZnz5707NmTP/74I9vjREerjCgHBweNckd7O60wlszExMbhYK/psXKwtyM6VjV8+zr+DWlpSq06jnZ2RGcyyiuWLUXtqpVwy5mTZy8imbtsJe179Wf7H0swMTEh7N4jALbsOsTQXp0olD8Pfx04wZqte+AzoyMxcfE4ZPLWADjY2Wq03eWnprxNTKJum14YGhiQplTS95c21K+REVe8bP0ODA0Nadu8PkRpeqxj4t+p/idbS812bKx4ER2frbZPmbnuMC721pQL+GfLIGcmPuk9aUqBg5WFphYrc2K+MnwkK8r7eLLqdCjFvd3xtLfh/IOnHLsdQdrfuWqz1vKRNCFwsNR8CXGwNCcmMXtjPzN/XLjN+5RUahfKPpRh1vEQnHOYUzaPa7Z10on+O7zCwd5WU5OdLS9efd2LxL953H/j+kmvq1Xnk2u3Qa3q5HJ1RWGgoEOvAVy/c5/eoyazcsZ4tVYneztu339I8Xo/YqBQ4GBvy7JpY+k7dmqW11FqWhqv3yTg7GAPwNt3iVRq3oHklBQMDAwY3fdXDWO/SCEfpgzth5eHO7Gv41m0djOteg5i129dsf37nI1/l0SaUomD9SfXUw4rYhLeZduXX+LqgydsPxvC9pHd/udjAMQnJJKmVOJooxki52CTg5g3CdnsJU07MfEJOHxS39EmB6lpSl6/fYeznQ31yhXndcI7fhozB4EgNU1Jy+rl6dKopnqfgHy5mfJrW7xcnYl5k8DiHQdpPXoWk8YMUWnQOtdsefEyKtv/JSb2dTbnecZ9OMCvIFNHD8bLMxexca9Z9McGWnbuy55Ny7CzscbbywN3VxdmLlzJuKF9MLdIZtWqVURHR6ufXzIy/zX0wmi3sbHBxMQECwsLcubMCcCdO9reppSUFBYtWkTevHkB+OGHH1i7di2vXr3CysoKX19fqlSpwvHjx2nRogXh4eFs3LiRZ8+e4eammpg2cOBADhw4wB9//MGkSZM+q+vJkyc0a9aMwoULA+Dtnb1xNH/+fOrUqcPAgQMB8PHxITg4mD179mjUUyqVrFq1ihw5VDfKtm3bcvToUbXR3qyZ5mSjFStW4OzszO3bt/H398fJyQlQGcvpffVPqFq1qlojQLt27WjdurXaS58/f37mzZtHpUqVWLRoEWZmqqHZXbt2MXr0aEDlFZs9ezageslISEjA9ONHTE1NEQLg8yFDn4YUCYSWHa1dR/OodatnTFbzyZuHF69eMX7mPIrXaICRoQEDurUFoFGtyjSrVw0AXx9vduw/TlR07D/SB5oLJuw7eobdh04yY3Q/8uXx5M79CCbNW4Gzox1N6lTl5p1w1m7dw58rZ6JQKNh16jqR0fHMXHuYeRuPsWh4m/SGsuiHrwu3Wr7zDPvO3GT12A7qyWD/Fz5tVmRR9k8Y1qAio/48Sv0Z61AowMPehiYlCrHjctgX99XufYHiC+cUwN5bESw8fZ35P1TGwTLrkIIV526x9/YjVv9UQ2skAGD3oZOMnr5Y/X3xtBFZauIrNaVz8044xWpkTGD8vxz337h+sqzzybX7Y6P6ALyKjgGgX+d2jJg2l1v3HuDnkw8hBLHx8eTxdGf93CmYmpqwbe8hug0bh7Gxkfa5rGpAo9zSwpwdy+eS9P4D565eY8rCFeRyy0npQNU9t2JpzRGDQN+C1GzThZ3nQulQQzO12qf99rXnTVYkfvjIkJV/MrZtQ+ysLL+8w1eh3d/fJrryn7Wj1W/i7/K/d7p4+z5Ldh5kZKcfKZLPi8evopm8+k8Wbj9A96a1AagYqPK67z5ziTHLNyGA9x+TOXHm/N/H0mxTZFX4RV2a53mlcqUybc1DYOFC1GjagZ17D9Gx9Q8YGxkxb/JIRkycRakazTA0NKRs2bJUrKg5aV5G5r+EXhjtX4uFhYXaYAdwcXHBy8tLw/vt4uJCVJTqDf7q1asIIfDx8dE4zsePH7U8xFnRu3dvfv31Vw4dOkT16tVp1qwZAQEBWda9e/cuTZo00SgrVaqUltHu5eWlNtgBXF1d1XpB5YkfOXIk58+fJyYmRr2K1pMnT/D39/+i5i9RooTmQ/DKlSs8ePCA9evXq8uEECiVSiIiIihUSJV5pGrVqhQpUgSAefPmUbt2bby8vPD19eXjx4+MHtyfMUMGEPv6NY6feEgy4+hgT0ys5qSouLh4HO1Vnjc7WxsMDQ206nzpuI3r1GLF+s3UrlaZlo0a8OSpKgbawU4z/tXM9PMjE472tsRk8qqr2n6DYyav4fSFq+nSpin1qqs86wXy5ubFy2iWrt1OkzpVuXL9NrGv31C1mSr8SCgFAkhNS8PO2gK7HCoPYczrdzjbZZwLcW8ScbD9soGw8q+zLP3zNCtHt6OA1z9/ccuMrYU5hgYKLa963Lv3Wt73f4K9lTm/t6/Px5RU4pM+4Gxtyaz9wbjbWWe7j62FKYYKBTGJmhMx4xI/ZGuEp7P/9iNG7j3P7KYVKJeNB33l+dssDb7JitbVKeCc9blUpXwpAnwz7hfpQ+wxcfE4O9qry2Nfv8HB/usnoef39qRnpxb/5+P+G9eP099e7pjYOJwdHbKskxk7WxsMDQzIYWmBsZERj59F4ueTj1v3wkl6/4FZIwdjZak6V/x88hF8JZTUtDTt6yj+DUaGhthaZ5zzBgYG5HZXOVQK5fPm4eOnLF2/VW20f4qFuRk+3l48jsp48ba1ssDQwEDLqx73NlHL+/61PImO43lsPD0WbFCXKf+2Zgv/Opa943rh6WSf3e4a2FpbqvR94u2OS3iLg3X218M/5X9px9HWWqt+bMJbjAwNsP37ZWXelj00rFCK5lVVL0k+nm68/5DM6OUb6da4pkbGrKrFCxOQzwuAoQvX8vqNKvQzJva15rkWF4/jJ6NMGroc7IiJ++Q8fx3/2WeAhbk5Pvm8ePQ0Y1TOv5APf61bzNt3iaRY5MTe3p7mzZv/K89SGRldoBcx7V+LsbGmR1GhUGRZlm7oKpVKDA0NuXLlCqGhoepPWFgYc+fO/WJ7nTt35uHDh7Rt25YbN25QokQJ5s+fn2XdrJavFekuiy/8D8pMIQMNGjQgNjaWZcuWceHCBS5cuAB8edKogYGBVnspKdqLFlhaaj7ElEolXbt21eifa9eucf/+fY0XJCsrK3Lnzk3u3LmZNGkSUVFRODg4MGPGDN68ecOwvj1JTknhUsg1ihb2+7RZNYH+vpy9pBlPeObiZfU+JsbG+BXw4eylyxp1gi9eoWjh7G+0KakpxMTFUcA7D7k93ClXsggGCgUXQjLi4JNTUoiJi8frM9kYAv0LEHxJM83d2YuhBPpn5F59/+GjVmpHA0MD9e/YsFYl/lo9mx1/zFJ9Zv2Ks30Ofm5UnlVjOpDPwwlHWyuCr2fMVUhOSeXSrccULeCRrTaAFTvPsGjbSZaO/An/fF+fVSI7TIwM8XV3Jvi+Zuxv8P0nBOb+cvjIlzA1NsLFxopUpZJDN8Op6pd9OlATQ0N8Xe0JjtCMWQ6OeElgLqds99t7K4Lhe84xrVF5KuXLlWWdFedvsfjsDZa2rIq/a/Yv7FYW5uTO5ar+5MvjgZODncY5kZySwqXQWxT1L5jtcT7F1MT4i8dNTU374nH/jesnl5srTg72GnU+d+2aGBvj55OP/SfOkJKaqs6Gc/PufQAUBpr3PYWBATmdnAi+EqpRfvZyCH4F8mFslL2vSAiVluxITk4h/PFTnDKFdJgYGeHr6UpwmOZE8OCwhwTm/fz1lB3eOR35a1R3tv/WTf2pElCAUj5ebP+tGzk/8/L5KSZGRvjl8SD4uubocfCNuxT1+Xx63H/C/9JOYP48BN/QXOzl7PU7+Hl7Yvz3SNT75BStZ5uhgQIh/vaYZ8LS3IzcOZ1wdbAlMvY1eb08VedapoxAqnPtOkULZz9ZPrCwL2cvaGYROnPhymf3SU5OJjziqfqlNDM5rCyxt7fn0aNH3Lx5k2rVqmV7HBkZfUZvPO0mJiYaE0j/DYoWLUpaWhpRUVFUqFDhyztkgYeHB926daNbt24MGzaMZcuW0atXL616BQsW5OLFixplly9f1qr3OWJjYwkLC2PJkiVqvZ8ub5sew/5pXzk5OREZmTEJJy0tjZs3b1KlSpXPtlmsWDFu3bpFvnzZ5/H9lPSlgTt06MDSpUspUKAAuW0tWLJ6HWZmZtSvWV1dd/DYSbg4OTGgu8rr3O7HZvzUvQ9L126kWoUgjp4+y7lLV9iwZJ56n46tmjN47GT8CxagaGE/Nu/cQ+SrV7RsospznZj0nt+Xr6JmlYo4OTrwPPIlsxctx87GhuqVVP1mYGBAxbLFORF8mWkLVlG6WGGmL1yNUqlk4K9t1W0NGT8XZyd7dThN2+b1adtzBMvWbadahVIcPX2Rc5evs35hRihVlaCSLF6zDVcXR/Ll8STs3kNWbd5Fs7qqB4GdjTV2mTPZWKo8jI52VuRxV6VIbFe/DEv/PE1uVwdyu9qz9M/TmJkaU79CxkjOkHnbcbHPQf+fagCqkJh5G48xo+8PuDvZEv13SkYLMxMs/554mfj+I08ypTt8FvWasIhIbKzMcXOyzfL37FAhkCGbD+OXy5lAz5xsvXiLyPh3tCijMvJm7Q8mKuEdU1pkxLCGvVDFhCZ9TCEu8T1hL6IxNjQkn4vqgXntyUuiEt5R0NWJVwnvWHD4IkIIfq70+Ql9HUoVYsiuYPxc7Ql0d2JryH0iExJpUUw1/2TW8RCi3iYxpWEQoDLYh+0OZliNEhRxdyT6ncpLb2ZkSI6/J5quOHeLeaeuMb1RedxsrNR1LEyMsPxCaJFCoaBd8/osWbtNZXB7uLJkzZ+YmZpSv2bGMPun51FySgrhj1QZbFJSUnkVHUvY/QgszM3IncsVhUJBy8a1WLhqC4aGqhfApev+xMjIiBJFMgyTb3H9KBQK2rX4gSWr1+OVKxe5PXJpXbtPnj1n18EjVCpXBjtbG0oVLczyjX/i6uyITQ4rJi9Yxpu3b7G2smTo5NlYW1kSn/CW3LnceB75imG/dqbvuClMXrCcH+vXIvTWHf7cd5gZv2WE5i1ZvxX/AvnwdHMlJTWFk+ev8NehY4zu96u6ztRFK6hSthRuLk7Evn7DonWbeZeURKOygZrnTfVyDPljO3653Qj09mDr6ctExr2hRcWSqvNmx2Gi4t8ypWNT9T5hT1X3y6QPycS9SyTsaaTqHHZzxtTYmPzumqkgrf/O4vJp+dfQvl4Vhi5Yi7+3J4E+edhy9CyRMXG0qK6ayD9r4y5evY5navd2Gfr+Pn+SPnzk9dt3hD16hrGRIflyZf8y/U/baVk9iA2HTjFl7XaaVy1H6L0Ith8/x4xeHdTHrFLMn1X7jlPIKxdF8uXm8csY5m3dS5Xi/hj+7byYtm4HlYv54+ZoR2zCOxbvOMi79x9oWr8mpqYmLFm1ES8PN3J7uLNk1SbMzEypXysjxHHwmGm4ODkwoMfPALRr0Zifug1g6ZrNVKtYlqOnznHuYggbls5S7zN17lKqVCiDa04n4uLiWfTHBt4lJtGkXg11nf1HT2Fva4NbTmfuXr7PpEmTqF69+j/Kiy0jo0/ojdHu5eXFhQsXePToEVZWVhre5/8VHx8f2rRpQ7t27Zg5cyZFixYlJiaGY8eOUbhwYerW/Xwu6759+1KnTh18fHx4/fo1x44dU4eLfEqvXr2oWLEis2bNokGDBhw7doz9+/f/o5SQdnZ2ODg4sHTpUlxdXXny5AlDhw7VqOPs7Iy5uTkHDhwgV65cmJmZYWNjQ9WqVenfvz979+4lb968zJ49WyOzTXYMGTKEMmXK0KNHD7p06YKlpSVhYWEcPnw421GFdLp06cLHjx8ZO3Ysb97EU8S3ECvnTFcPlQNEvorS8EoXC/Bn1rhRzFmygnlLV+Lh7sbsCaMo4pdhqNStXpXXbxJYuHINUbFx+Hh7sXTmFNxdVaEghgYG3Hv4kJ0HDvH27TucHB0oXSyQ2RNGabS9aOpwOvYdzarNu1i58S8sLcyZMqI3BfNleJ1evIrW8BQWK1yQmWMGMHfZBuYt34iHuwuzxg2giF9GyMRv/bowb9kGxs1cSuzrNzg72tGiYU26d/zxi/2dTufG5fmYnMq4pXtISPxAQH53lo9qqza+ASJj3mCQ6fzZeOASKalp9JmxWeNYPX6sTM8WqpezW+EvaD96lXrb1FWqBagaVw5kci/N8K106hTxIT7pA4uOXiQ6IZH8OR1Y0rGBOpQl5m0ikfGaoQfN5m5S/33reRR7Q+/hZpeDI0M7AKqsNHMPnudZXAIWJsZULJibqS1rYP2ZrC4AdXy9iH//kUVnbhD97j35nWxZ0qIK7jaqELiYd++JTMjIbLQl5D6pSsH4g5cYfzAjvV/jwt5MaqAazt949R4paUr6btdMpdi9fGF6VizyWT0Ands04cPHZMbNWsqbt+8I8M3PitmjsbLImDD76XkUFfOaJh37q7+v3PgXKzf+RclAP9b+PgGA4gG+zF+xiam/rwLg9j1V6s7lG3YwZURv4NtcPwBdfmqpunZnzOHN27da166xsTHnL19l7ZbtJL5/j6uTI6WKFOZJZCTNuvUjv1dulk4Zg5mZKXOWr+XE+UukpSkpXDA/CyaMoGLpEiyZPJopC5ez4a+9ODvYM6LXL9SqFKTW8P7DB8bNWcTL6FjMTE3I45mLacMHULdqhoPlVXQsAybMIP5NAna21hQpVIDNC2bgnhyj8RvVKelPfGISi/aeJPrNW/K7ObOkZxvcHWwBiHnzjsi4Nxr7NJuQMXfh1pMX7L14AzcHW45M0l646f9K3bLFiX+byMLtB4iOTyC/hyuLh/yK+98hNtHxb4iM0Qwnajpsaoa+iKfsOXsZN0d7js4f+6+1k8vZkcWDuzFl7XY2HDqNs501w9v/QM3Sgeo63ZrUQoEqTOZV3Bvsra2oXMyfvi3qq+u8jItn4PxVxL9NxM7aiiL5vdg0rj/uri50afuj6lyb9rvqXPMryMp5k7N4TmS6Dwf4MWv8cOYsWcW8JavxyOXK7IkjKOKf8fx9GRVN/5GTiI9PwM7OhkC/QmxZMRd314yXquiYWKbMWUxsXDxOzs40atToH60+KSOjbyhEVjEcOuDevXu0b9+ea9eu8f79e/744w86duyoXnF01apV9O3bV8MQHTNmDDt37tRYaKhDhw7Ex8ezc+dOQBUiMmHCBNasWcPz589xcHCgbNmyjB07Vj3BNDt69erF/v37efbsGdbW1tSuXZvZs2fj4OCQ5Yqoy5YtY+zYscTFxVGrVi1KlCjB77//rvaAZ6V3zpw5zJkzh0ePHgFw5MgRevfuzcOHDylQoADz5s2jcuXK7Nixg8aNGwOwfPlyxo0bx/Pnz6lQoQInTpwgJSWFPn36sHnzZoyMjOjXrx/nz59X9x2oXoz69u2rlRry0qVLjBgxgnPnziGEIG/evLRo0YLhw4d//Q8Y93XZPaRCpMXrWoIa8Sr73Ou6QDyI+XIlqXjz+st1JMKg7tetOCkVCkNbXUtQIz7871lYvgXKe1e/XEkiFNZfF9v+PWLgXeDLlaTC9n9fHEvm23GysnZCgH+LSif+3egNfUBvjPb/H+nSpQt37tzh9OnTupby7ZGN9myRjfbPIBvt2SIb7dkjG+3/DWSjXeZLyEb7P0NvwmP+f2DGjBnUqFEDS0tL9u/fz+rVq1m4cKGuZcnIyMjIyMjIyPzH+U9lj/m3qVOnDlZWVll+vpTDPSsuXrxIjRo1KFy4MIsXL2bevHl07tz5GyiXkZGRkZGRkZH5nviuPe3Lly/n/fv3WW6zt//nQ55btmz5v0qSkZGRkZGRkZGR0eK7Ntrd3f/vea5lZGRkZGRkZGRkvjXfdXiMjIyMjIyMjIyMzH8B2WiXkZGRkZGRkZGR0XNko11GRkZGRkZGRkZGz5GNdhkZGRkZGRkZGRk9RzbaZWRkZGRkZGRkZPSc7zp7jIyMjIyMjIyMjG6I/ajQtYT/FLKnXUZGRkZGRkZGRkbPkT3tMv9fIt481bWEDO6d0rUCDdJ239e1BDXvw1/pWoIa6xotdC1BA5HyTtcS9JdrF3StQI2idRddS9BAPH2mawlqREyMriWoUZ7YrWsJGhg27qlrCTL/QWRPu4yMjIyMjIyMjIyeIxvtMjIyMjIyMjIyMnqObLTLyMjIyMjIyMjI6Dmy0S4jIyMjIyMjIyOj58hGu4yMjIyMjIyMjIyeIxvtMjIyMjIyMjIyMnqObLTLyMjIyMjIyMjI6Dmy0S4jIyMjIyMjIyOj58hGu4yMjIyMjIyMjIye892tiLpq1Sr69u1LfHw8AGPGjGHnzp2EhobqVFc6J06coEqVKrx+/RpbW1tdy/k/I4Tg9xWr2fzXHhIS3lLErxCjBvYhv3eez+538PhJ5i79gyfPX+Dp7ka/rj9To3IF9fZLIddYsX4zN+/eIzomlgVTxlO9UvkvalmwYT9bDgST8O49AQVyM/LX5uTP7ZrtPvcfRzJ/3T5uPXjKi6g4hnZpQvvGVTTqpKal8fv6/ew5cZmY129xsrOmcfVS/NqyFgYGWb8XCyFYcDSCLRefk/A+lQAPa0Y2KkB+F6tstRy6GcXSE494Evue1DQluR0t6FDek0bFMvRvPP+MTRee8/z1ewDyOVvSvVoeKhZw/GzfGFRpgGGd5mDrgHj+iLQNixD3b2ZZV5HfD8PmXVC4eoCJKcS+Iu3EXpSHtmtWNLfEsFknDIoHgWUOiH5J6uYliOsXP6vFpHELTFt1QGHviPJROO/nTyPt+tXP7gNg6B+I5byVKCMe8O7nHzU3WuXArEsvjCtWQ2FljfLlcz4smEHq+TMa1Tbs3MuKzduJjn1NPi9PhvfsQokAv2zbvBh6gykLV/Dg0ROcHe3p3LIZLRvWybLu3mOnGDB+OtWCSrNgwm/q8o1/7WPjrv08f6laHTaflyc92rXkWeSrf1XLoVPBLFm/lSfPI0lNSyW3uxsdf2xMo5pV1XWWrN/K4dPBPHzyHDNTE4r6FWTALx3w9sz1r/fNlj0H+evQMe5HPAbAzycf/Tq3I6CQj7rOu6Qk5q1cz5Ez54h9/YZC+b0Z0bMLWbW68eZjVoY8JDrpI/nsrRga5EsJN/sstR0Of8mmW4+5E/OW5DQl+eyt6FEyP+U9ndR1dtx5xohj17X2DfmlFqZGhhplQgh+X7mZLbsOkfA2kQDf/Izq/wv5vT2z7R+AgyfOMW/5Bp48f4mne076dmlDjUpl1Nur/vALL15Ga+3XukltRg3oqlU+atoituw6hI2lBe+Tk8mXy5Vh7ZpSomC+bDVcvH2fqet28OBZJM52Nvxcvzota2TcS1NS01j61yH+OnWRV6/jyePqzIBWjagQ6KuuU63XaF7ExGnrrFeDfJ65WLF9D9Fx8eTzdGf4L+0o4V8wez03wpiybC0PnjzH2d6Wzj80oGXd6hp1Vu/cz8Z9R4iMjsHOOge1gkrTv0MLTE1MALh0M4wVf+7h1oMIouPi+f23flTNod3WxnPXWXkyhOi3ieRzsWdogwqUyOOepa7ohESm7T3DrWdRPI6N56dyRRjWsKJGnZS0NJYdv8JfV8J4lZBIHidb+tcJokKB3Nn+v987r5N1reC/xXdntH/KwIED6dWrl65l/H/LsnWb+GPjVqaMHIKXhweLVq2lY59BHNi0BitLiyz3Cblxi34jx9GnSyeqV6rAkZOn6fvbWDYsmUcRP9WDIunDBwrkz0vT+rXpNWz0V2lZvu0Iq3YcZ1K/n/Byd2Lx5kP8/NsC9i/5DUsLsyz3+fAxGY+cDtQqH8iUZTuyPu7WI2zef5bJ/X4if+6c3Lz/hOFzNpDD0px2jSpnvc+px6w684RJP/ji5WjB4uMR/LwihP0DymJpmvVlaWthTNcqXng7WWJsqODEnRhG/BmGg5UJ5X0cAMhpY0r/WnnxdFD17V9XI+m59jp/9iqV7QuBQalKGLb+lbS181Hev4Vh5XoY9Z9EyoifIU7bYODjB5RH/0I8fYj4+AEDH38M2/dRlZ/cp6pjaITRoKmQEE/qgvGI19Eo7J3gw/ssNaRjXLUWZr0G837WRNJuhmDSsDmW0xbytl1jRNTL7He0tMJ8xERSr17AwM5Bc5uREZYzlyDi40gaOQBl9CsMnHMikhI1qu07dprJC5Yzqm83ivn7snn3AX4ZMoY9qxbg5uKs1eSzyJd0HTaW5vVqMX3EAK7evM24OYuxs7GmVqUgjbrPX0YxbdHKLI1cFydHBnRpj6e76uVr58Gj/Dp8PAqFgtH9fv3XtNhY56DbTz/i7ZkLYyMjTpy7xPCpc7G3taVCqWIAXLp2k9aN61G4QH7S0pTMXrGGzoNH0atDm3+9by6G3qBe1YoU9S+EqYkxyzdu5+dBo9jzxwJcnFS/4cjp87kf8Zipw/rj7GjPrsMn6DhwJLublcHFKuOa3X//BZPP3GZURX+K5rRjy+0ndN1zid2tKuKWw1xL3+XIOMp5ONK3dAFymBqz484zuu+7zKZm5fB1slHXszIxYm/rShr7fmqwAyxfv4NVm3cxeUQvvDzcWLx6G536jWH/xgVYWWi3DxBy8w79R8+gd+fW1KhYmsOnLtBv1AzWL5xEET/Vi8u2ZdNJUyrV+9x/+IRO/cZQq0qQ1vGOnLrAmQshAJQrXIAeP9Rl85GzdJ2yiN0zRuDmqP0C8ywqhm7TFvNDlXJM69GOq3cfMn7lFuytrahZOhCAuVv2sPvMJcZ1aYW3mwtnrofRa9ZyNozth28eDwC2ThxImlJk6Hz6gp8nLcDW2orJy9YwqnsnihXyYfOBo/wyeip7Fk3HzVnbkfDsZRRdR0+jee0qTB/Yg6th9xi3cKXqvAkqBcDu42eYuWoTE/v+QtFCPjx6Hsmw2YsBGPZLWwDef/hIwTy5aVq9Er0nzcmy//dfu8fk3acZ1bgyRXO7suXCTbqu3M3u/m1ws9O28JNT07CzNKdr1RKsPhOa5THnHTzP7pC7jG1WFW8nO87ee0LvNXtZ3705vu5OWe4jI/NP+O7DY6ysrHBwcPhyRZl/jBCCNZu30a3DT9SsXBGfvHmYOnIoHz58YM+hI9nut3rzNsqVLEHX9m3I6+VJ1/ZtKFOiGKs3/6muU6lsafp1/ZmalStmexwtLX+dpGuLmtQMKoKPlxtT+rfhw8cU9py8ku1+hX1yM+jnxtSrVBwT46yN6dA7j6haujCVS/nh7uJArfJFCSpakJv3n2Sv5exTulbxoqa/Mz45rZjS3I8PKUr2hGZvmJbytqOGnzN5nS3xdLCgXZAnPjmtuPIoXl2nSiEnKhV0JI+TBXmcLOhbKy8WJoZce5KQ7XENajZDeeoAylP7IfIJaRsXQVw0hlUbZK3/STjKC8cRLx5D7CuU544ibl5B4VM445gVaqOwzEHq/NGIB7cgNgpx/xbi6cNsdQCY/NiO5L07SNm7HeXjCD7Mn4Yy+iUmjX/87H7mA0eScmQfabe0PaMmdZugsLYhaXhf0m6GIl5FknYjBGX4PY16q7bupFndGjSvV4u8uT0Y3rMLOZ0d2bhrf5Ztbtp1AFdnJ4b37ELe3B40r1eLpnWqs3KL5stdWloagybOoFeH1uRyddE6TtVypahUpgR5PNzJ4+FOv87tACjmX+hf1VI6sDA1KpQlb24PPN1dafdDQwrk9eLqzdvqOsunjaVp7erkz5ObgvnyMHlIX168imbZxm3/et/M+G0grRvXo1A+b7w9PRg/sCdKoeTc1WsAfPj4kUOnghnYtSMli/iT291N1Yc5Xdh067Hmb3ctgmaFPPjB14O89lYMK++Lq5UZm25q1ktnWHlffi6al8IutnjZWtKvTAFy21hy4lGURj0F4GRhqvH5FCEEa7buoVu7H6hZqSw+3rmZMqI3Hz5+ZM+hU1m2D7Bmyx7KlShC17bN8M6di65tm1GmeACrt+xW17G3s8HJwU79ORF8GU/3nJQqqvny9yo6lvGzl2FlaYGFmSlF8uchr3tOhrdvRk4HOzYdPvNp86rf6chZXB3sGN6+GXndc9K8ajmaVi7Dyr1H1XV2nb7IL41rUqmoHx4ujrSqUYHyRQqyau+xDJ3WOXCytVZ/Tly9haeLI2euXKdZzco0r1WFvH972XM6OrBxX9b3/037juLq5MDwX9qR19Od5rWq0LRGZVZu36OuE3LnPsV8fWhQOYhcLk6ULxZAvUrluPkg495SsUQgfdv9SM2/Df2sWHU6lGYlffmhlB95XewZ1rAirjZWbDp/I8v67vbWDG9YkUbFC5HDTPs8ANh19S6/VClBpYJeeDjY0LJsYYJ8PFl1OiRbHTIy/wS9NtoPHDhA+fLlsbW1xcHBgfr16xMeHg6owkgUCoU6zAUgNDQUhULBo0eP1GWrVq3C09MTCwsLmjRpQmxsrEYbY8aMITAwUP1dqVQybtw4cuXKhampKYGBgRw4cOCr9JYtW5ahQ4dqlEVHR2NsbMzx48cBWLduHSVKlCBHjhzkzJmT1q1bExUVldXh1AQHB1OxYkXMzc3x8PCgd+/eJCZmeAm9vLyYNGkSnTp1IkeOHHh6erJ06VKNYzx79oyWLVtib2+PpaUlJUqU4MKFC+rtu3fvpnjx4piZmeHt7c3YsWNJTU39qv87O569iCQ6No7ypUqoy0xMTChZtAghN25lu1/ozdsa+wBUKF3ys/t8UcvLWGJeJxBULGNY1sTYmJL+eQkJi/ifjwtQ3Neb89fuEfFc9Tveeficq7cfUqlE1qEDz15/IOZtMkH5M14WTYwMKJnHlpDHb76qTSEE5x7E8Sg6kRJ5bLOsk6YU7L32kqTkNAI9rbM+kKERCi8flLc0X1yUt66gyJt96ENmFJ55UeTzRdzNMJgNipZFGX4bw596YTxnC0bjl2JQrxUoPnPLMTLC0KcQqZeCNYpTL53DyD8w292M6zTCwM2Dj6sWZ33Y8pVJu3UN837DybHzOFartmP6U2fIFLqUIgS37j0gqERRjX2DShQl5GZYlscNvX1Hq375ksW4dfcBKZmunQVrNmFva8MP9Wpm+z+kk5aWxl+Hj5OmVFK9Qtl/XUs6QgjOXblGxNPnnw1xefv3febRsxffpG8y8/7jR1JT07CxVo0IpaalkaZUqkMe0jE1NeFq5Gv19+Q0JbejEwjy0PTclvNwIvRVfLb/W2aUQpCYkoqNmbFGeVJKGtXWHKPK6mP8uvcSt6O1r89nL14RHfuaoFKB6jITE2NKBvoRcvNOtm2G3ryrsQ9A+dKBhN68m2X95JQUdh06SdN61VAoFBnalUoGj59Dhx/rE/74KabGmv9DUEBBQu5lfY8LvR9BUIBmqEpQkULceviElNQ0VbupqVrHNDU25srdrF/Ak1NT2X3mEo0qlOLWgwiCigZoHr9YYULC7mW5b+id+wQVK6xRVr5YALfuR6jPm+K+Bbj1IILrdx8A8DTyFacuhVLpk/PtcySnpnH7eRRB+TXDl8r5eBL6OPKrj6N13LQ0rZEYM2Mjrj568T8fU0YmM3pttCcmJtK/f38uXbrE0aNHMTAwoEmTJigzDRd+jgsXLtCpUye6d+9OaGgoVapUYcKECZ/dZ+7cucycOZMZM2Zw/fp1atWqRcOGDbl///4X22vTpg0bN25EiIxhws2bN+Pi4kKlSqoh1uTkZMaPH8+1a9fYuXMnERERdOjQIdtj3rhxg1q1atG0aVOuX7/O5s2bOXPmDD179tSoN3PmTEqUKEFISAjdu3fn119/5c4d1QPj3bt3VKpUiRcvXrBr1y6uXbvG4MGD1f148OBBfvrpJ3r37s3t27dZsmQJq1atYuLEiV/8nz9HdKwqxtHB3k6j3NHejpg47fjHdGJi47T2cbC3Ux/vfyHmtcrT7Girabw62Fqrt/2vdG5enXqVilGv60QKN+xL097TaNeoEvUqF89ay9uPKi1WmsaIg5UJMe8+H+D39kMqxUefIOC343RbfY0RDQtoGP8A916+o/joExQZeZyxO+8y/6cA8mUXK5/DBoWhISS81igWb16jsLHLep+/MZ65AeOlezEavYC0o7tUnvq/UTjlxKBERTAwIHX2CJS7N2BY+wcMGrTO9ngKGzsURkaI15ov1iIuFoV91jH5Brk8Meval/fjh0FaWtZ1XHNhXKkGGBqQOLg7H9csxaRFO0zbdlHXiVdCmlKJg52txr4OdrbEvI7P8rjRca+zrJ+alsbrN6pz6uqN2/y57zDjB/bM4ggZ3H34iGJ1mhNQsynjZi8CwL9A/n9VC8Dbd4kUq9OcwjWa0HXYWH7r1VXLuE5HCMGUhSsoXDA/ym/QN58ya+lqXBwdKFc8EAArCwsC/QqycO0mXsXEkpaWxq7Dx7kedo/opI/q/eI/JJMmBA7mmt5PBwsTYjLV+xx/hEbwPiWN2nkz5od421oysWoAC+qWYHqNQEwNDflpxzkexWuGVUXHqfrAwV77/435e1tWxMTFZ9lH0XGvs6x/9NRF3r5LpEndqhrly9bvwNDQkLrVK5CWpsTQQKGx3cEmBzHZ9HlMfAIONpqhII42OUhNU/L67TsAygcUYtXeYzyKjEKpVHL2+h2OXblBdHzWxzx66Tpvk95Tuai/6pqytdHY7mBrQ8zrrJ0T0a/js6yfmpbG64S3ANSrVI7ePzWnzeCx+DdsS43O/Sgd4MsvPzbM8phZEZ/0njSlwMFKM0TTwcqcmLdJX32cTynv48mq06E8iolHqRQE33vCsdsRRCckfnlnGZmvQK9j2ps1a6bxfcWKFTg7O3P79u1s9tBk7ty51KpVS+399vHxITg4+LOe8xkzZjBkyBBatmwJwNSpUzl+/Dhz5sxhwYIFn22vRYsW9OvXjzNnzlChgmrS5IYNG2jdurV6QmKnTp3U9b29vZk3bx6lSpXi3bt3WFlpG1bTp0+ndevW9O3bF4D8+fMzb948KlWqxKJFizAzU8V11q1bl+7duwMwZMgQZs+ezYkTJyhYsCAbNmwgOjqaS5cuYW+vimvMly9jYtLEiRMZOnQo7du3V+saP348gwcPZvRo7Xjxjx8/8vGj5sPQ9ONHDp44xeips9RlS2ZMBtDwCgGo3mk0yz5Fax8Eis/vosHu45cY8/tm9fdFY/6etPXJMQTiC0q+zL5TV9l9/DLTB7Ujf25Xwh4+Y/LS7Tjb29C4eml2h7xkzM4Mj9ui9kWyPI7QlqeFpYkh23uVIik5jfPhcUzdex8Pe3NKeWcY2F6OFmzvVYq3H1I5dDOKYdtus6ZLsewNd0j/UTJQKP5WlD0pk/ujMDND4V0Iw+adIeoFygvH/97fABLiSVs1B4QS8fg+2DpgWKc5yl3rPv9PZqXl0zIAAwPMR07h48qFKJ9lHQahqqdAxMfxfvo4UCpR3gtD4eiEaasOfFy95JOmPv0FPn9+aNX/W6dCoeBdUhKDJs1k/MCe2NnYZLF3Bnk83NmxfC4J7xLZceAoG3bu5fnLVxTzL/SvaEnH0sKcHcvnkvT+A+euXmPKwhXkcstJ6UBN7ybA+LmLuRv+iHljh/JDt/7/at98yvKNf7L32CnWzJ6k4VmfNqw/w6fNpVLzDhgaGODrk5f61Spx68rlLNrTbu5rru2991+w8NJ95tcpjkOm8JciOe0okjPjuirmakezLWeYcOomIS/j1eVLZqtGRLTbEij+4X0ORJb9A7Bt7xEqlC6GS6bY9Jt3wlm7dQ9/rpyZbRtCaPeNhgayuj9naBvevhmjlm2k3oAJKBQKPFwcaVKpDDtOns/yeH+eOEeFQF+1gySLf/HzerLaIZPOC9dvs2TzTkZ170RAgbw8efGKSUvX4LRxO91bNc3+wFm2pd3SP3nOfMqwBhUZ9edR6s9Yh0IBHvY2NClRiB2Xsx6RkpH5p+i10R4eHs7IkSM5f/48MTExas/wkydPsLDIehJjZsLCwmjSpIlGWdmyZbM12hMSEnjx4gVBQZqTfIKCgrh27doX23NycqJGjRqsX7+eChUqEBERwblz51i0aJG6TkhICGPGjCE0NJS4uDiN/8nX11frmFeuXOHBgwesX79eXSaEQKlUEhERQaFCqod6QEDGEKRCoSBnzpzqsJvQ0FCKFi2qNtizauPSpUsanvW0tDQ+fPhAUlKSVl9PnjyZsWPHapSNHtyfgT1/pUim/yE5ReU1jomNw9kxwxsc+/o1jp940jPj6GBPzCde9bi4eByz0Z8VVUsXJqCAVyYtqqHVmNcJONtnGFBx8W9xsMsmdOQrmbHyr7+97SrPuo+XGy+iXrN062EaVy9NVV9HAjwyYiuT01S/ecy7ZJytM4yEuHfJOHziff8UAwMFuR1Vv0chtxyERyWx9MQjDaPdxMhAXcc/lzU3niWwNvgpY5sU0j7g2zeItDSw0exbhbUt4k385//xmJcIQDx7BDZ2GDZqqzbaRXwcpKWCyBgVE5FPUNg6gKGRatsniDevEampWl51hZ29lvcdAAtLjAr5Y5i/IGZ9h6V3EAoDA6yPXSVxYDfSrl5ExMYgUlMh0wid8nEEBg5OYGQEqanYGoChgQExn3g5Y1+/0fKGpuNkb6ddP/4NRoaG2Frn4MGjJzx/GcWvw8dntPu3ReRXrRH71yxWTz41MTYmt7sbAAW8vdiwcy87DhylQfXK/4qWdAwMDNTtFMrnzcPHT1m6fquW0T5+3hKOBV9k3dzJODs6/Ot9k5kVm7ezZP1WVs4cT4G8mlmlPN1dWTd3CknvP/AuKQlnB3v6jZ1KrkyTS23NTDBUKLS86nHvkzWM8KzYf/8FI49fZ3bNYpTz+EKGJYWCws62PHubxPYWGdlVUm1U94+YuHicMxnUsa/f4GCf/cuao71tln3qmEWfPn8ZxbnL15k/cbBG+ZXrt4l9/YaqzbqoR3hj3rxl2rodrNl/gqPzxxKX8BYH66zvcY621lpe+NiEtxgZGmBrZQmo4tV/H/ALH5NTiH+XiLOdDTM37sLdSXsu2PPoOM7duMu8/p2xtbZUnTefeNVj37zR8qan45TF6E1sfMLf543K6TBv3VYaVi1P81qqLF4FvDx5/+Ejo35fTrcWjbPN2JUZWwtzDA0UWl71uHfvtbzv/wR7K3N+b1+fjympxCd9wNnakln7g3H/Pz5jZGTS0WujvUGDBnh4eLBs2TLc3NxQKpX4+/uTnJys9kpnDkVJSUnR2F9k5Z37CrQ9w9l7Pz6lTZs29OnTh/nz57Nhwwb8/PwoUkTlWU1MTKRmzZrUrFmTdevW4eTkxJMnT6hVqxbJyVmHRSiVSrp27Urv3r21tnl6ZsTjGX8Sc6hQKNQvBObmWWcvyNzG2LFjadpU20uR7snPzLBhw+jfv79GmWliLKamphoZYYQQODnYc/bSZXz/HupPTknhUsg1Bnb/JVs9gf6+nL10hQ6tmqvLzly8TNHCXxdjDWBpYaaREUYIgaOdNcEhd/HN6/G3llQu3QxnQMevH1bNivcfkzH45PwwNFCg/DubgqWpkUZGGCEEjjlMCL4fh6+byoBJTlVyKSKeAbXz/qO2BYLk1C+HiyWnZnMtpKUiHt3DwK8YaVfPqosNfIuhDA3Oep8sUUCmc1A8uIVBmSoaXnJFzlwq4zsLgx2A1FTS7oVhVKIsqaczJrkZlShDypnj2vUT3/G2veY5a9K4BUbFSpE0agDKyOeqw94IxaR6HQ0tBh65UcZEwd9xssYKBX4++Qi+HEKNTLHkwVdCqRpUOku5gb4FOX5OM33l2csh+BXIh7GREd6eudi18neN7XNXrCUx6T3De/1CziyyZ4DKgLe0MCcySjNzz/9FS3YIobomM74Lxs9bwpEz51gzezK5XHMC/Ot9k86KTdtZtG4zy6eNpfAn4UCZsTA3w8LcjDdv33HmUggDSmQY9yaGBvg6WRP8NIbq3jkz9D2LoaqXdmabdPbef8Fvx64zvUYglT5TLx0hBHdiEsjvkIPcNpbqckUeD5wc7Ai+dA1fH2/g7/tc6C0GdGuX7fEC/QsQfOkaHVpk3H/OXgwl0L+AVt3te4/hYGdDpbKac30a1qpE2RIZDpuBY2bx9PlL2tSqSNO/U0cG37hL1eLaIykAgfnzcOKqZmrXs9fv4OftifEnsdmmJsa42NuSkprG4Yuh1C6jHVa14+R57G1yUKmoH0aGhvjly0NwyA1qlCuprhMccpOqZbIOHQwsmJ/jFzXTu54NuY5f/jzq8+b9h48YfDI3xsDAACFElgNyWWFiZIivuzPB959S3T/jnht8/wlVfb2/7iCfwdTYCBcbK1LS0jh0M5zaAdmn3JSR+SfordEeGxtLWFgYS5YsUYeanDmTMQPeyUmVPikyMhI7O5WX8dNc676+vpw/rzmE9+n3zFhbW+Pm5saZM2eoWDEjK0lwcDClSmU/Cz0zjRs3pmvXrhw4cIANGzbQtm1b9bY7d+4QExPDlClT8PBQGY6XL2sP82amWLFi3Lp1SyOc5Z8SEBDA8uXLiYuLy9LbXqxYMe7evfvVbZiammJq+okHK/WdVj2FQkG7Fj+wZPV6vHLlIrdHLpasXoeZmRn1a2bk3R08dhIuTk4M6K6KMW73YzN+6t6HpWs3Uq1CEEdPn+XcpStsWDJPvU9i0nuePHuu/v7sRSRh9x5gY50Dt5zaGToUCgXtGlVi6ZbD5HZzIrebE0u3HMbM1Jj6lTIeIENmrsXFwYb+HVQP0uSUVMKfqDK6pKSmEhX7hrDwZ1iYm5LbTXUOVinlz5LNh3B1sid/7pzcDn/Gqh3HaVqjjJYOtZYgD5aeeERuR3NyO1iw9MQjzIwNqB+YYXQM2XILF2tT+tdW/S5LTzzCzz0Hng4WpKQqOXU3ll1XXzKqccZDfvbBB1TwccDV1ozEj2nsu/aKiw9fs7RjYJZaAJSH/sSwyxDEo3soH4RhWKkuODiTdlyVscHwh05g60ja8mkAGFRtiIiNQrx8qvqe3x/D2s1RHt2pPmba8d0YVGuEYevupB3ZicLFHcN6rUg7svPT5jVI3rIG8xGTSLt7i7Rb1zBp8AMGzq4k/7UVANNfemPg6ML7SSNACJQRDzT2F/FxkPxRozz5r82YNmuFWe8hJP+5EYNcnpj+1JnkPzdo7NuheWOGTJ6Ff4H8BPoVZMueA0S+iqZlA1Vu8ZnLVhMVHcvU4aoX1pYNa7N+5x4mL1jOj/VrEXrrDn/uO8yM3waqtJqY4JNHMz9zjr+9l5nLZy1bQ8XSxcnp7Ehi0nv2HTtF0vsPPHnxkj/3Hf5XtIAqB7t/gXx4urmSkprCyfNX+OvQMUb3+1VdZ9ycRew5eooFE0ZgaWGujq9u06Qev02f/6/1DahCYub+sY4ZIwbintNF3ZaFuRmWfzsaTl+8CgjyeLjz+Hkk0xf/QR4Pd5oUzKX52xXJw5Cj1/BztiHQxY6tt58Q+fY9LfxV/Tzr3B2iEj8ypbrKgbL3/guGHb3GsPK+FMlpp46RNzM0IIep6uVzwaX7FHGxJbeNJe9SUll3/RF3YhP4raKm80ChUNCueX2WrN1G7lyu5PZwZcmaPzEzNaV+zYznyJDxc3F2smdAN9UzoW3z+rTtOYJl67ZTrUIpjp6+yLnL11m/cJLG8ZVKJTv2HaNx7coYfWJI29lYY2eT4cXt1r45/UfP5Hl0HEohmLzmTyJj4mhRXTUyMGvjLl69jmdqd9XLRMvqQWw4dIopa7fTvGo5Qu9FsP34OWb06qA+5rUHj3gVF0+h3Ll49TqeBdv2oxSCnxto5k5XKpVsP3mexhVLYWSo0tmhSV2GzFyIf35vAgvmZ8uBY0RGx9CybjXVebNqE1GxcUwdoArtbFm3Guv3HGLysrX8WKsqoXfu8+ehE8wYnJGWuUrpYqzasZ9CeXNTpEA+Hke+Yt66rVQtXRxDQ5Uxn/j39ZPOs5fRhL1NxcbcTJ3OsUOFQIZsPoxfLmcCPXOy9eItIuPf0aKMv6qv9gcTlfCOKS0yJpCHvVC9SCd9TCEu8T1hL6IxNjQkn4vquXrtyUuiEt5R0NWJVwnvWHD4IkIIfq6U9UuKjMw/RW+Ndjs7OxwcHFi6dCmurq48efJEIzNLvnz58PDwYMyYMUyYMIH79+8zc6ZmXF/v3r0pV64c06ZNo3Hjxhw6dOiLmWAGDRrE6NGjyZs3L4GBgfzxxx+EhoZqhKd8DktLSxo1asTIkSMJCwujdeuMiXeenp6YmJgwf/58unXrxs2bNxk/fvxnjqaKTy9Tpgw9evSgS5cuWFpaEhYWxuHDh5k/f/5XaWrVqhWTJk2icePGTJ48GVdXV0JCQnBzc6Ns2bKMGjWK+vXr4+HhQfPmzTEwMOD69evcuHHjixN3v0SXn1ry8eNHxs6Yw5u3byniW4iVc6ZreOQjX0VpDGkWC/Bn1rhRzFmygnlLV+Lh7sbsCaPUOdoBbt65S7se/dTfJ89bCECTurWYMlIzg086nX+ozsfkFMYt3ErCuyQCCuRm+fjuGh75yOjXGl7z6Lg3NO09Tf195fZjrNx+jJKF87Fmimr047duPzB33V7GLdxC3Jt3ONtb82OdILq3qp1tv3SumJuPKUrG/XVXvbjS8k5FNTzykfEfNLQkJacx7q+7vHrzETNjA/I4WTK1hR91AzJeUmLeJTNky22i334kh5kRPjmtWNoxUGuyamaUF0+CpTWGDX/C0MYe8fwRqbNHQOzfWY1sHFA4ZPJEKhQY/tAJhVNOSFMiol+Qtm05yhN7M+rERZM6cyiGrX7FePxSeB1D2uEdKPdt5nOkHDuIwtoWs/ZdUTg4oYx4QOKQHohXqowOBg5OGLjk/OwxPkVEvSJxQFfMeg7G6o9tKGOiSN62no8bVmrUq1u1AvEJCSxYs4nouDjye+VmyZTRuOdU/e/RsXG8yOT9zuWakyWTRzNl4XI2/LUXZwd7RvT6RStH+5eIfR3P4EmziI6LI4elJQW8vVg+bSyPn734V7W8//CBcXMW8TI6FjNTE/J45mLa8AHUrZqxaFl6Csd2/YZraJw0pA/DenT+V/Vs+GsfKSmp9BkzRaOtHu1b0auD6r75LjGRWcvX8DI6BtscOahRsRz9fm6L8f41GvvUye9G/McUFl1+QHTiR/I7WLGkfknc/w6jiUn6SOS7jDUCttx6QqpSMP7ULcafyshK1biAO5OqqQz7tx9TGH3iBjFJyeQwNaKQozVrGpchwMVW6zfs3KYJHz4mM27WUt68fUeAb35WzB6tkaP9xatoFJkmiRYrXJCZYwYwd9kG5i3fiIe7C7PGDVDnaE8n+PJ1XryKpmm9alrtfkrdauUZO20RZ6/f4cil6+T3cGXxkF9xd1IZldHxb4iMyQjJyeXsyOLB3ZiydjsbDp3G2c6a4e1/UOdoB/iYnMK8LXt5GhWDhakpFYv6MrV7O6w/WWfj3M27RMa8pmnljNGYuhXLEp/wjgUbtxMdF0/+3LlYMnYw7s4qh0d0XDwvojNC33LldGbJ2MFMWbaWDXsO4+xgx4iu7dU52gF+bdkEhULB3LVbeRUbh72NNVVKFaNvu4y0sDfvP6T9sIxn15Tlqnk0jYsXZNKPNQCoU8SH+KQPLDp6keiERPLndGBJxwbqUJaYt4lExms6o5rN3aT++9bzKPaG3sPNLgdHhnYAVFlp5h48z7O4BCxMjKlYMDdTW9bA2vzzYVoyMl+LQvyvMSQScOTIEXr37s3Dhw8pUKAA8+bNo3LlyuzYsYPGjRtz9uxZfv31V+7fv0/JkiXp3bs3zZs3JyIiAi8vLwBWrlzJ6NGjiY2NpXr16lSqVInx48dnuyKqUqlkwoQJLF26lKioKHx9fZkyZQq1a2dvgH3Kvn37qFevHhUrVuTkyZMa2zZu3Mjw4cOJjIykWLFiDBs2jIYNGxISEkJgYGCWK6JeunSJESNGcO7cOYQQ5M2blxYtWjB8uOrB6uXlRd++fdWTVQECAwNp3LgxY8aMAeDx48cMGDCAw4cPk5qaiq+vLwsWLFCPIBw8eJBx48YREhKCsbExBQsWpHPnznTp0oWvIk6/Ulop47LOtasTrv+lawUapO7+ciYkqXgf/krXEtRYb9qmawkyX4ly66IvV5IIg9ZfeY+UCPH0ma4lqFFY688aKMqb53QtQQPDxp/PKPW9sKL4t/Md/3zl/5a2Wh/Ra6Nd5j+EbLRnj2y0Z4tstMv8L8hGe/bIRnvWyEa7fjI7wPjLlf5H+l1P+XKl/xh6naddRkZGRkZGRkZGRkY22v8RkyZNwsrKKstPnTp1dC1PRkZGRkZGRkbm/1P0diKqPtKtWzd+/PHHLLd9Ka2ijIyMjIyMjIyMzP+KbLT/A+zt7bNdoEhGRkZGRkZGRkbmWyGHx8jIyMjIyMjIyMjoObLRLiMjIyMjIyMjI6PnyEa7jIyMjIyMjIyMzFfy+vVr2rZti42NDTY2NrRt21a9/k92vHv3jp49e5IrVy7Mzc0pVKgQixb9s/S1stEuIyMjIyMjIyMj85W0bt2a0NBQDhw4wIEDBwgNDaVt27af3adfv34cOHCAdevWERYWRr9+/ejVqxd//fX1a7nIRruMjIyMjIyMjIzMVxAWFsaBAwdYvnw5ZcuWpWzZsixbtow9e/Zw9+7dbPc7d+4c7du3p3Llynh5efHLL79QpEgRLl++/NVty0a7jIyMjIyMjIzM/1d8/PiRhIQEjc/Hjx//z8c9d+4cNjY2lC5dWl1WpkwZbGxsCA4Ozna/8uXLs2vXLp4/f44QguPHj3Pv3j1q1ar11W3LRruMjIyMjIyMjMz/V0yePFkdc57+mTx58v/5uC9fvsTZ2Vmr3NnZmZcvX2a737x58/D19SVXrlyYmJhQu3ZtFi5cSPny5b++cSEjoyd8+PBBjB49Wnz48EHXUvRKixD6pUeftAihX3r0SYsQ+qVH1pI9+qRHn7QIoV969EmLEPqnR9/48OGDePPmjcbnc301evRoAXz2c+nSJTFx4kTh4+OjtX++fPnE5MmTsz3+9OnThY+Pj9i1a5e4du2amD9/vrCyshKHDx/+6v9JIYQQ/+QNQ0bmW5GQkICNjQ1v3rzB2tpa1qKnevRJi77p0Sct+qZH1vLf0KNPWvRNjz5p0Uc9/3ViYmKIiYn5bB0vLy82bNhA//79tbLF2NraMnv2bDp27Ki13/v377GxsWHHjh3Uq1dPXd65c2eePXvGgQMHvkqjvCKqjIyMjIyMjIzMd42joyOOjo5frFe2bFnevHnDxYsXKVWqFAAXLlzgzZs3lCtXLst9UlJSSElJwcBAMyrd0NAQpVL51RrlmHYZGRkZGRkZGRmZr6BQoULUrl2bLl26cP78ec6fP0+XLl2oX78+BQoUUNcrWLAgO3bsAMDa2ppKlSoxaNAgTpw4QUREBKtWrWLNmjU0adLkq9uWPe0yMjIyMjIyMjIyX8n69evp3bs3NWvWBKBhw4b8/vvvGnXu3r3Lmzdv1N83bdrEsGHDaNOmDXFxceTOnZuJEyfSrVu3r25XNtpl9AZTU1NGjx6NqamprqXolRbQLz36pAX0S48+aQH90iNryR590qNPWkC/9OiTFtA/Pd8T9vb2rFu37rN1Pp0ymjNnTv7444//U7vyRFQZGRkZGRkZGRkZPUeOaZeRkZGRkZGRkZHRc2SjXUZGRkZGRkZGRkbPkY12GRkZGRkZGRkZGT1HNtplZGRkZGRkZGRk9BzZaJeRkZGRkZHR4NPVHmX0iw8fPuhagowOkI12GZ0yZswYHj9+rGsZABw4cIAzZ86ovy9YsIDAwEBat27N69evJdfz/v17kpKS1N8fP37MnDlzOHTokORaOnTowKlTpyRvNysqV67MmjVreP/+va6lyMj8n3nw4AEHDx5Un8+6SOg2depUNm/erP7+448/4uDggLu7O9euXZNcTzpCCJ30R1YkJydz9+5dUlNTdaZBqVQyfvx43N3dsbKy4uHDhwCMHDmSFStW6EyXjHTIRruMTtm9ezd58+alWrVqbNiwQafeg0GDBpGQkADAjRs3GDBgAHXr1uXhw4f0799fcj2NGjVizZo1gMrrVbp0aWbOnEmjRo1YtGiRpFrevn1LzZo1yZ8/P5MmTeL58+eStp+Z4sWLM3jwYHLmzKlekU6fSEhIYOfOnYSFhemkfX1+qdF13+jTi3lsbCzVq1fHx8eHunXrEhkZCUDnzp0ZMGCApFqWLFmCh4cHAIcPH+bw4cPs37+fOnXqMGjQIEm1AKxZs4bChQtjbm6Oubk5AQEBrF27VnIdAElJSfz8889YWFjg5+fHkydPAOjduzdTpkyRVMuECRNYtWoV06ZNw8TERF1euHBhli9fLqkWGR0hZGR0zLVr10Tfvn2Fs7OzsLW1Fd26dRMXL16UXIelpaWIiIgQQggxevRo0axZMyGEEFeuXBEuLi6S63FwcBA3b94UQgixbNkyERAQINLS0sSWLVtEwYIFJdcTExMj5syZIwIDA4WRkZGoXbu22Lp1q0hOTpZcS2pqqti5c6do1KiRMDY2FoUKFRLTp08XL1++lFxL8+bNxfz584UQQiQlJYn8+fMLY2NjYWRkJLZt2ya5nv79+wsXFxdhbW0tOnfuLM6dOye5hnT0rW/8/f3F3r17hRBCXL9+XZiamophw4aJ0qVLiw4dOkiqpW3btqJWrVri6dOnwsrKSoSHhwshhDh48KDw9fWVVIuZmZl48uSJEEKI3r17i19++UUIIcTdu3eFra2tpFpmzpwpLCwsxODBg8Vff/0ldu7cKQYNGiQsLCzErFmzJNUihKo/ihcvLk6fPi0sLS3Vv9Nff/0lAgMDJdWSN29eceTIESGE0DhnwsLCJP+dZHSDbLTL6A0pKSli+/btokGDBsLY2Fj4+/uLOXPmiPj4eEnat7OzE7du3RJCCBEUFCSWLFkihBAiIiJCmJubS6IhM+bm5uLx48dCCJXxM2bMGCGEEE+ePNGJnsxcvXpV9OzZU5iZmQlHR0fRt29fce/ePZ1oiYqKEuPHjxdmZmbC2NhYNGrUSBw9elSy9l1cXERoaKgQQoj169eLfPnyicTERLFw4ULJH+rp6MtLjb71jT69mGfum8wG2MOHD4WlpaWkWlxdXcXZs2eFEEL4+PiILVu2CCGEuHPnjsiRI4ekWry8vMTq1au1yletWiW8vLwk1SKEEJ6enuoX38y/0/379yXvGzMzM/Ho0SMtLbdu3ZL8nJHRDXJ4jIzeoFQqSU5O5uPHjwghsLe3Z9GiRXh4eGjEW34rypcvT//+/Rk/fjwXL16kXr16ANy7d49cuXJ98/Y/JV++fOzcuZOnT59y8OBBatasCUBUVBTW1taS60knMjKSQ4cOcejQIQwNDalbty63bt3C19eX2bNnS6rl4sWLjBo1ihkzZuDs7MywYcNwdnamQYMGDBw4UBINb968wd7eHlCFXzRr1gwLCwvq1avH/fv3JdHwKYaGhjRq1IidO3fy/PlzWrduzciRI/Hw8KBx48YcO3ZMEh361jcmJibqeSJHjhxRX1P29vbq0DipSExMxMLCQqs8JiZG8mXpmzZtSuvWralRowaxsbHUqVMHgNDQUPLlyyeplsjISMqVK6dVXq5cOXUIkZRER0fj7OysVZ6YmIhCoZBUi5+fH6dPn9Yq37p1K0WLFpVUi4yO0PVbg4zM5cuXRY8ePYS9vb1wdXUVQ4YMEffv31dvnzFjhnB2dv7mOh4/fizq1asnAgICxPLly9Xlffv2Fb169frm7X/K1q1bhbGxsTAwMBA1atRQl0+aNEnUrl1bUi3Jycli27Ztol69esLY2FgUL15cLFq0SCQkJKjrbNy4UZIh2levXokZM2YIPz8/YWJiIpo1ayb2798vlEqlus7hw4cl8zzlz59fbN68Wbx79044OTmpvfyhoaHCwcFBEg3ZceHCBdGtWzdhY2MjPD09xahRo0SXLl2EhYWFGDBgwDdvX9/6pkGDBqJWrVpi3LhxwtjYWDx79kwIoQpJyZ8/v6Ra6tatK3777TchhMpr+vDhQ5GWliaaN2+uHgGQiuTkZDF9+nTRu3dvcfXqVXX57NmzxbJlyyTV4ufnJyZOnKhVPn78eOHv7y+pFiGEqFixopg3b54QIuN3EkKIHj16iFq1akmqZdeuXcLGxkZMmTJFWFhYiOnTp4vOnTsLExMTcejQIUm1yOgG2WiX0SmFCxcWRkZGom7dumLHjh0iNTVVq05UVJRQKBQ6UKd7IiMjxdWrV0VaWpq67MKFCyIsLExSHQ4ODsLOzk50795dhISEZFknLi5OkuFrY2NjUbBgQTFt2jQRFRWVZZ03b96IypUrf3MtQgixYMECYWRkJGxtbUWRIkXUv9W8efMk05AZfXqp0be+0acX81u3bgknJydRu3ZtYWJiIn744QdRqFAh4eLiIh48eCCpFn1i27ZtwtDQUP1yNX78eFGrVi1hZGQktm/fLrmes2fPihw5cohu3boJMzMz0adPH1G9enVhaWkpLl++LLmeAwcOiIoVKwpLS0thbm4ugoKCxMGDByXXIaMbFELoST4lme+S8ePH06lTJ9zd3XUtRU1UVBRRUVEolUqN8oCAAB0pUpGQkMCxY8coUKAAhQoVkrTttWvX0rx5c8zMzCRtNytOnz5NhQoVdC1Dg8uXL/P06VNq1KiBlZUVAHv37sXW1pagoCBJtZiYmJA3b146depEhw4dcHJy0qqTkJBAo0aNOH78+DfXo099o2+8fPmSRYsWceXKFZRKJcWKFaNHjx64urpKqmP16tU4OjqqQwIHDx7M0qVL8fX1ZePGjeTOnVtSPVeuXGH27NmEhYUhhMDX15cBAwboLATk5s2bTJ8+XeN3GjJkCIULF9aJHpnvGB2/NMh854wdO1YkJiZqlSclJYmxY8dKquXy5cvCz89PGBgYCIVCIRQKhfpvAwMDSbUIoV+ZNzp27KgRCpPOu3fvRMeOHSXVou+kpqaKkJAQERcXp5P2T506pZN2vwZd982VK1fE9evX1d/TJ+sOGzZMfPz4USea9AEfHx916FJwcLAwNzcXS5YsEQ0aNBBNmjTRsTrdkZycLDp06KCe8KlrLl68KM6fP69Vfv78eXHp0iUdKJKRGtnTLqNTDA0NiYyM1JroExsbi7OzM2lpaZJpCQgIIF++fAwZMgQXFxetSUZSe5ty5szJwYMHKVKkCBs2bGD06NFcu3aN1atXs3TpUkJCQiTTkt3vFBMTQ86cOSVdcKRo0aJZTgBTKBSYmZmRL18+OnToQJUqVSTR07dvXwoXLszPP/9MWloalSpVIjg4GAsLC/bs2UPlypUl0ZGZ1NRUTpw4QXh4OK1btyZHjhy8ePECa2trtbdbCvStb0qWLMnQoUNp1qwZDx8+xM/PjyZNmnDp0iXq1avHnDlzvmn7169f/+q6Uo7sWVhYcOfOHTw9PRkyZAiRkZGsWbOGW7duUblyZaKjoyXTApCWlsaOHTsICwtDoVBQqFAhGjVqhJGRkaQ6AGxtbbl69Sre3t6St/0ppUqVYvDgwfzwww8a5du3b2fq1KlcuHBBR8pkJEPXbw0y3zcKhSLLuOSjR48KR0dHSbVYWVlpTIDVNZlzJ7dt21YMGTJECKGKy5VqkuWbN29EfHy8UCgU4sGDB+LNmzfqT1xcnFi9erVwdXWVREs6Q4cOFTY2NqJ8+fKif//+ol+/fqJChQrCxsZG9OnTR9SoUUMYGBiInTt3SqLH3d1d7eXasWOHcHNzE3fv3hUjRowQ5cqVk0RDZh49eiQKFiwoLCwshKGhodpL2KdPH9G1a1dJtehb31hbW6vjxadMmSJq1qwphBDizJkzIleuXN+8/U9H79I/mUf20j9S4uTkpJ6AGhgYqE65+ODBA8lTCd64cUN4e3sLCwsLUbRoUVG0aFFhaWkpvLy8NEZJpKJDhw5i5syZkrebFZnzxGfm4cOHwsrKSgeKZKRG+tdWGRnAzs4OhUKBQqHAx8dHw3OalpbGu3fv6Natm6SaqlWrxrVr1yRPcZYdHh4enDt3Dnt7ew4cOMCmTZsAeP36tWSx5ba2thq/06coFArGjh0riZZ0YmJiGDBgACNHjtQonzBhAo8fP+bQoUOMHj2a8ePH06hRI0n05MyZE4B9+/bRvHlzfHx8+Pnnn5k3b943b/9T+vTpQ4kSJbh27RoODg7q8iZNmtC5c2dJtehb3wgh1HNVjhw5Qv369QHVtRYTE/PN24+IiFD/HRISwsCBAxk0aBBly5YF4Ny5c8ycOZNp06Z9cy2ZqVGjBp07d6Zo0aLcu3dPHdt+69YtvLy8JNXSuXNn/Pz8uHz5MnZ2doDqntehQwd++eUXzp07J6mefPnyMX78eIKDgylevDiWlpYa23v37i2ZFlNTU169eqXl9Y+MjNTJKISM9Mi/soxOmDNnDkIIOnXqxNixY7GxsVFvMzExwcvLS/0gk4rly5fTvn17bt68ib+/P8bGxhrbGzZsKKmevn370qZNG6ysrPD09FSHEpw6dUqyCVDHjx9HCEHVqlX5888/1Tm3QfU75c6dGzc3N0m0pLNlyxauXLmiVd6yZUuKFy/OsmXLaNWqFbNmzZJEj4uLC7dv38bV1ZUDBw6wcOFCQLX8uaGhoSQaMnPmzBnOnj2rscw5qMK7nj9/LqkWfeubEiVKMGHCBKpXr87JkydZtGgRoDKmXVxcvnn7mUPsmjdvzrx586hbt666LCAgAA8PD0aOHEnjxo2/uZ50FixYwG+//cbTp0/5888/1S97V65coVWrVpLpALh27ZqGwQ4qJ8/EiRMpWbKkpFpA9VywtbXlypUrWvcdhUIhqdFeo0YNhg0bxl9//aV+ZsbHxzN8+HBq1KghmQ4Z3SEb7TI6oX379gDkyZOHcuXKaRnIuiA4OJgzZ86wf/9+rW0KhULS+HqA7t27U6pUKXXmDQMD1Vpo3t7eTJgwQRINlSpVAlRGjaenp+SLiWSFmZkZwcHBWiMiwcHB6hEIpVIp2QI1HTt25Mcff8TV1RWFQqF+eF64cIGCBQtKoiEzSqUyy3P12bNn5MiRQ1It+tY3c+bMoU2bNuzcuZMRI0aoz6Ft27ZluaDPt+TGjRvkyZNHqzxPnjzcvn1bUi22trb8/vvvWuVSj6IBFChQgFevXuHn56dRHhUVpZNR0MyjI7pm5syZVKxYkdy5c6sz6YSGhuLi4sLatWt1rE5GCuSJqDKSk5CQoF7R80urEEq58qeXlxf169dn5MiRknjdvpbk5GQiIiLImzevpEOg169fx9/fHwMDgy9OoJNy0tyECROYNGkSXbp0oWTJkigUCi5evMjy5csZPnw4I0aMYPbs2ezbt4/Dhw9Lomnbtm08ffqU5s2bq1fPXb16Nba2tpKE6GSmRYsW2NjYsHTpUnLkyMH169dxcnKiUaNGeHp68scff0iqR5/6Jjs+fPiAoaGhpM6DYsWKUahQIVasWKF+2fz48SOdOnUiLCyMq1evSqYFVKlUlyxZwsOHD9m6dSvu7u6sXbuWPHnyUL58ecl07Nu3j8GDBzNmzBjKlCkDwPnz5xk3bhxTpkzR0KLLlaF1RWJiIuvXr+fatWuYm5sTEBBAq1at9MLxJfPtkY12GcnJnInEwMAgS++tEEJy73aOHDkIDQ0lb968krX5OZKSkujVqxerV68G4N69e3h7e9O7d2/c3NwYOnToN23fwMCAly9favxOWd0udDEKsX79en7//Xfu3r0LqLxzvXr1onXr1gC8f/9enU1GSj58+KDzXPYvXrygSpUqGBoacv/+fUqUKMH9+/dxcHDg9OnTWS7JLgX60DegCifYtm0b4eHhDBo0CHt7e65evYqLi4uk60VcvHiRBg0aoFQqKVKkCKAKDVEoFOzZs4dSpUpJpuXPP/+kbdu2tGnThrVr13L79m28vb1ZuHAhe/bsYd++fZJpSR9RBNTPhvT7TubvUt13OnXq9NntK1eu/OYaZGTSkcNjZCTn2LFj6thoKRZ3+VqaNm3K8ePH9cZoHzZsGNeuXePEiRPUrl1bXV69enVGjx79zY32iIgI9cI8+jJEnJqaysSJE+nUqRNt2rTJtp65ublkmtLS0pg0aRKLFy/m1atX6perkSNH4uXlxc8//yyZFlBdX6GhoWzcuJGrV6+iVCr5+eefadOmDaNGjWL69OmSadG3vrl+/TrVqlXD1taWR48e0aVLF+zt7dmxYwePHz9mzZo1kmkpVaoUERERrFu3jjt37iCEoEWLFrRu3VprsuO3ZsKECSxevJh27dqpJ7wDlCtXjnHjxkmqRZ+eCaCaBJuZlJQUbt68SXx8PFWrVpVcz7179zhx4kSWCwCOGjVKcj0yEqObpDUyMkKkpKSIMWPGqNMa6poJEyYIR0dH0b59ezFjxgwxd+5cjY/UeHp6inPnzgkhVOko01N93b9/X+TIkUNyPfqCpaWliIiI0LUMNWPHjhXe3t5i3bp1wtzcXP07bd68WZQpU0ZyPTY2NmL37t1a5f369RM5c+aUVIu+9U21atXEoEGDhBCa19TZs2dF7ty5JdejL5ibm6uvqcz9Eh4eLkxNTXWoTD9JS0sTXbt2FVOnTpW03aVLlwpDQ0Ph4uIiihQpIgIDA9WfokWLSqpFRjfI4TEyOiVHjhzcuHFD8rRiWZHVpLB0FAoFDx8+lFCNasGTmzdv4u3tTY4cObh27Rre3t5cu3aNihUr8ubNm2/a/q5du766rpSZdRo3bkzjxo3p0KGDZG1+jnz58rFkyRKqVaum8TvduXOHsmXLannqvjUHDhygZcuW7Nq1i4oVKwKqtHTbtm3j2LFjkk4A1be+sbGx4erVq+TNm1dDz+PHjylQoAAfPnyQVE94eDhz5szRWESoT58+ko/25c2blyVLllC9enWNflmzZg1TpkyRfGLshw8fuH79epbeZKmzeGXH3bt3qVy5MpGRkZK1mTt3brp3786QIUMka1NGv5DDY2R0SrVq1Thx4oReGGD6EgKSTsmSJdm7dy+9evUCMuI5ly1bJkk6zK9NOSd1THudOnUYNmwYN2/ezDJvstQP9efPn2eZ1UKpVJKSkiKpFoDatWuzePFiGjduzKFDh1i5ciV//fUXJ06cyDLX/rdE3/rGzMwsy8nvd+/eVYeCScXBgwdp2LAhgYGBBAUFIYQgODgYPz8/du/eLWkKv65du9KnTx9WrlyJQqHgxYsXnDt3joEDB0oecnHgwAHatWuXZd58XcyfyY7w8HBJV4IGVahO8+bNJW1TRr+QjXYZnaJvBtjXYG1tTWho6Ddf1nry5MnUrl2b27dvk5qayty5c7l16xbnzp3j5MmT37RtQMvDpS/8+uuvAFnmYdfFQ93Pz4/Tp09r5OAG2Lp1qzotm9S0bNmS169fU758eZycnDh58qRO0uXpW980atSIcePGsWXLFkB1vjx58oShQ4fSrFkzSbUMHTqUfv36MWXKFK3yIUOGSGq0Dx48mDdv3lClShU+fPhAxYoVMTU1ZeDAgfTs2VMyHQA9e/akefPmjBo1Si+yePXv31/juxCCyMhI9u7dq05dLBXNmzfn0KFDki88KKM/yOExMjolc6aAT9Enr0pmMg8ff2tu3LjBjBkzuHLlCkqlkmLFijFkyBDJFleS+TK7d++mbdu2DBs2jHHjxjF27Fju3r3LmjVr2LNnjyTG16eGRTrbtm2jaNGiGuEWUi06BfrRN5lJSEigbt263Lp1i7dv3+Lm5sbLly8pW7Ys+/btk3QCqJmZGTdu3CB//vwa5ffu3SMgIEDyUB1QZay6ffs2SqUSX19frKysJNdgbW1NSEiI3iQEqFKlisZ3AwMDnJycqFq1Kp06dZI0De/kyZOZNWsW9erVo3DhwlppHqVc6ElGN8hGu4zMP0RKo12XzJs3j19++QUzM7MvLjmvq4eFvqQRPHjwIJMmTdJ4uRo1ahQ1a9aUpP1PDYvsUCgUHDt27Bur0UTXfZMVx44dU2fWKVasGNWrV5dcg4eHB7NmzdIKd9iyZQsDBw7kyZMnkmvSBzp16kRQUJDkmYX+C+jbvCsZ6ZGNdhmZf4iURrtSqeTBgwdZTshKn2T4rciTJw+XL1/GwcFBrx4W+pZGUEbmf2HcuHHMnj2boUOHUq5cORQKBWfOnGHq1KkMGDCA3377TTItiYmJTJkyhaNHj2Z5r5Hy+k5KSqJ58+Y4OTnphTe5atWqbN++HVtbW43yhIQEGjduLPlLsMz3jWy0y+icxMRETp48yZMnT0hOTtbYpo/DfVIZ7efPn6d169Y8fvxYa1EjfQ0dkoJx48axevVqxo0bR5cuXdQZdrZs2cLs2bM5d+6cTnQlJydnafB4enrqRI8+oU99c/To0WyNUykXyhFCMGfOHGbOnMmLFy8AcHNzY9CgQfTu3TvLRee+Fa1ateLkyZO0bdsWV1dXrbb79OkjmZbly5fTrVs3zM3NcXBw0NCiC29y5kXmMhMVFYW7u7tOJlTrapVsGd0jG+0yOiUkJIS6deuSlJREYmIi9vb2xMTEYGFhgbOzs14O90k1ETUwMBAfHx/Gjh2b5YPUxsbmm7afHeKT1QmlRt/SCN6/f59OnToRHBysUS50sKqvvqFvfTN27FjGjRtHiRIlsrymduzYIamedN6+fQuoHAK6wNbWlr179xIUFKST9jOTM2dOevfuzdChQz875+lbc/36dUB1H868ICCoRvsOHDjAkiVLePTokWSadL1KtozukV/RZHRKv379aNCgAYsWLcLW1pbz589jbGzMTz/9JKl3558g1Xvu/fv32bZtm06yfmTFihUrmD17Nvfv3wcgf/789O3bl86dO0uqQ9/SCHbo0AEjIyP27NmTpSH4PaNvfbN48WJWrVpF27ZtdarjU3RlrKdjZ2enYZTqkuTkZFq0aKFTgx1UxrpCoUChUGS58qm5uTnz58+XVJOuV8mW0T2y0S6jU0JDQ1myZAmGhoYYGhry8eNHvL29mTZtGu3bt6dp06a6lqjF/v37cXd3/+btlC5dmgcPHuiF0T5y5Ehmz55Nr1691Dniz507R79+/Xj06BETJkyQTIu+pREMDQ3lypUrki5a9F9B3/omOTmZcuXK6VoGALGxsYwaNYrjx49nGaoTFxcnmZbx48czatQoVq9ejYWFhWTtZkX79u3ZvHkzw4cP16mOiIgIhBB4e3tz8eJFjTz+JiYmODs7Y2hoKKmmnTt3snnzZsqUKaPxAuzr60t4eLikWmR0g2y0y+gUY2Nj9c3HxcWFJ0+eUKhQIWxsbCTPnpCWlsaqVauyjXdNn3BUvnx5SfT06tWLAQMG8PLlyywnZAUEBEiiA2DRokUsW7aMVq1aqcsaNmxIQEAAvXr1ktRoHz16NG3btuX58+colUq2b9+ukUZQanx9fbNcCEZG//qmc+fObNiwgZEjR+paCj/99BPh4eH8/PPPuLi46HQUYubMmYSHh+Pi4oKXl5fWvebq1auSaUlLS2PatGkcPHiQgIAALS1SpSxNdwro03oV0dHRWrH1oJoXputRLBlpkI12GZ1StGhRLl++jI+PD1WqVGHUqFHExMSwdu1ayXOR9+nTh1WrVlGvXj38/f11fhNMX+ylU6dO6jKFQqGTeOC0tDRKlCihVV68eHHJVwVs0KABmzdvZtKkSSgUCkaNGkWxYsUkX0UynalTpzJ48GAmTZqU5cuVtbW15Jr0BX3rmw8fPrB06VKOHDmiU4MQ4MyZM5w5c4YiRYpI1mZ2fO3qx1Jw48YN9YjZzZs3Nbbp8p58+/btLJMlSLkAoK5XyZbRPfJEVBmdcvnyZd6+fUuVKlWIjo6mffv2nDlzhnz58vHHH39I+kBzdHRkzZo11K1bV7I2P8fjx48/u/3T8JBvSa9evTA2NtYyagYOHMj79+9ZsGCBZFr0jfTY208NCnkiqv71zefy2Uudw75kyZLMnz+fMmXKSNamzD/n4cOHNGnShBs3bqidJpBxTkt5DgcHB1O7dm3atGnDqlWr6Nq1q8Yq2cWLF5dMi4xukI12GZm/cXNz48SJE/j4+Ohail6QeZXN1NRUVq1ahaenp9rIOH/+PE+fPqVdu3aST8gC/UkjePLkyc9ur1SpkkRK9A+5b7Ln0qVLDB06lFGjRuHv76/zUQh948GDB4SHh1OxYkXMzc3VL3pS06BBAwwNDVm2bJk6vj02NpYBAwYwY8YMKlSoIKkeeZXs7xvZaJeR+ZuZM2fy8OFDfv/9d52HxoBqyWoXFxeN8BhQ5ZKOjo5myJAh37R9fV1lU9/SCMrI/C/cv3+fVq1aERISolEu1Xlsb2/PvXv3cHR0xM7O7rP3PCknxcbGxvLjjz9y/PhxFAoF9+/fx9vbm59//hlbW1tmzpwpmRZQjcAeO3aMgIAAbGxsuHjxIgUKFODYsWMMGDBA6/eTkfmWyDHtMpJTtGjRrzaKpZwAdebMGY4fP87+/fvx8/PT8nxt375dMi0AS5YsYcOGDVrlfn5+tGzZ8psb7cePH/+mx/9f0Yc0guk5nL8GKScM6yOnT59myZIlPHz4kK1bt+Lu7s7atWvJkyePJJO6/0kGKimv8TZt2mBiYsKGDRt0MhF19uzZ6lSTc+bMkbTtz9GvXz+MjY3VSQnSadGiBf369ZPcaE9LS8PKygpQGfAvXrygQIEC5M6dm7t3737z9hMSEr667vc+OvM9IBvtMpKjT5OeMmNra0uTJk10LUPNy5cvcXV11Sp3cnIiMjJSB4r0A31II5iew/lLA5Xfu+f/zz//pG3btrRp04arV6/y8eNHQLWY0KRJk9i3b98315B5ETIhBDt27MDGxkY9sfrKlSvEx8dLnl725s2bhISEUKBAAUnbTad9+/ZZ/q1rDh06xMGDB8mVK5dGef78+b84z+db4O/vz/Xr1/H29qZ06dJMmzYNExMTli5d+s0X2APVc+lLL3TyKOP3g2y0y0jO6NGjdS0hS/744w9dS9DAw8ODs2fPkidPHo3ys2fP4ubmJrmeS5cusXXr1iwzKEjpodSHNIIRERE6bf+/woQJE1i8eDHt2rVj06ZN6vJy5coxbtw4STRkvq6HDBnCjz/+yOLFi9U5ttPS0ujevbvkXsoSJUrw9OlTnRntn6JUKnnw4EGW80QqVqwomY7ExMQsc8XHxMRgamoqmY50fvvtNxITEwHV+Vy/fn0qVKiAg4MDmzdv/ubt6+uIp4yOEDIyMhpERUWJ06dPizNnzoioqCid6ZgyZYpwcHAQK1euFI8ePRKPHj0SK1asEA4ODmLSpEmSatm4caMwNjYW9erVEyYmJqJ+/fqiQIECwsbGRnTo0EFSLUePHhVly5YVx48fFzExMeLNmzcaHxn9wdzcXERERAghhLCyshLh4eFCCCHCw8OFqamp5HocHR3FnTt3tMrv3Lkj7O3tJdWyZcsW4evrK/744w9x+fJlce3aNY2PlJw7d07kyZNHGBgYCIVCofExMDCQVEvdunXFb7/9JoRQnTMPHz4UaWlponnz5qJZs2aSasmO2NhYoVQqdS1D5jtE9rTL6BQDA4PPDv1JOdyXmJhIr169WLNmjdrTZGhoqM6OIvVKgYMHDyYuLo7u3burPdtmZmYMGTKEYcOGSapl0qRJzJ49mx49epAjRw7mzp1Lnjx56Nq1a5YhPN+S6tWrA1C1alWNc0foeIhYH/I46xuurq48ePAALy8vjfIzZ85IElrwKampqYSFhWl5t8PCwiRfRKdFixaAfqzD0K1bN0qUKMHevXt1Nk8knenTp1O5cmUuX75McnIygwcP5tatW8TFxXH27Fmd6cqMvb29TttPSkrK8l7zvc+f+R6QjXYZnbJjxw6N7ykpKYSEhLB69WrGjh0rqZb+/ftz8uRJdu/eTVBQEKAyLnr37s2AAQNYtGiRpHoUCgVTp05l5MiRhIWFYW5uTv78+XUyRBweHk69evUAMDU1Va/A169fP6pWrSrpb6Vvw8X6lMdZ3+jatSt9+vRh5cqVKBQKXrx4wblz5xg4cCCjRo2SXE/Hjh3p1KkTDx480EhdOmXKFDp27CipFn0Ksbp//z7btm0jX758upaClZUVoaGhLFmyBENDQxITE2natCk9evQgJSVFcj2JiYlMmTIl25WyHz58KJmW6OhoOnbsyP79+7Pc/j3fa74bdOzpl5HJkvXr14uGDRtK2qaDg4M4fvy4VvmxY8eEo6OjpFr0jVy5conr168LIYQICAgQGzZsEEIIERwcLKytrSXXc+rUKdGmTRtRpkwZ8ezZMyGEEGvWrBGnT5+WXEv9+vVFo0aNRFRUlLCyshK3b98Wp0+fFqVKlRKnTp2SXI++MXz4cGFubq4OtzAzM1OHP0hNWlqamDp1qnBzc1PrcXNzE1OnThWpqak60fQl6tatK168ePFN26hSpYrYv3//N23jazEwMBCvXr3SKo+JiZE8VEcIIVq2bClcXV3F4MGDxezZs8WcOXM0PlLSunVrUa5cOXHx4kVhaWkpDh06JNauXSsKFCgg9uzZI6kWGd0ge9pl9JLSpUvTpUsXSdtMSkrCxcVFq9zZ2ZmkpCRJNDRt2pRVq1ZhbW39xWwWUk7+rFChAocPH6Zw4cL8+OOP9OnTh2PHjnH48GGqVasmmQ7QzEgSEhKik4wkmTl37hzHjh3DyckJAwMDDAwMKF++PJMnT6Z3797ffR7niRMnMmLECG7fvo1SqcTX11edQk9qDAwMGDx4MIMHD1an0tP3NHmnTp3i/fv3//pxM6ct7dWrFwMGDODly5cULlxYK92tlGEXIpuMTO/evcPMzEwyHens37+fvXv3qkdfdcmxY8f466+/KFmyJAYGBuTOnZsaNWpgbW3N5MmT1aOhMv//IhvtMnrH+/fvmT9/vlbKr29N2bJlGT16NGvWrFE/HN6/f8/YsWMpW7asJBpsbGzUYRXW1tZ6scgTwO+//86HDx8AGDZsGMbGxpw5c4amTZsycuRISbXoQ0aSzOg6j7M+s3r1an744QcsLS3VKRb1BX031r81WaUt1WV8ffoKzAqFglGjRmnMIUpLS+PChQsEBgZ+cx2fYmdnp/MY9nQSExNxdnYGVHH10dHR+Pj4ULhwYUnXNJHRHbLRLqNTPl2JTwjB27dvsbCwYN26dZJqmTt3LrVr1yZXrlwUKVIEhUJBaGgoZmZmHDx4UBINmdPTrVq1SpI2v4bMD63M3kpdcPfu3SxT0FlbWxMfHy+5Hl3ncdZnBg4cSPfu3WnQoAE//fQTtWvXxshId4+dPHnyfPZFWMr4ZF2jTzH1gHpESgjBjRs3MDExUW8zMTGhSJEiDBw4UHJd48ePZ9SoUaxevVryZASfUqBAAe7evYuXlxeBgYEsWbIELy8vFi9eLHlCABndIBvtMjrl05X4DAwMcHJyonTp0tjZ2Umqxd/fn/v377Nu3Tru3LmDEIKWLVvSpk0bzM3NJdUCquwo27dvx9bWVqM8ISGBxo0bc+zYMUn1hIeH88cffxAeHs7cuXNxdnbmwIEDeHh44OfnJ5kOfctI8rk8zplHAr5HIiMjOXDgABs3bqRly5aYm5vTvHlzfvrpJ8qVKye5nr59+2p8T5/4fuDAAQYNGiS5Hl2SO3duXUvQIH2CeceOHZk7d67ejITMnDmT8PBwXFxc8PLy0godktLD3bdvX/XCeqNHj6ZWrVqsX78eExMTvXLyyHw7FCK7ADIZGRmdYmBgwMuXL9XDoelERUXh7u4uaSaFkydPUqdOHYKCgjh16hRhYWF4e3szbdo0Ll68yLZt2yTTMm3aNFavXs3KlSupUaMG+/bt4/Hjx/Tr149Ro0bRs2dPybRkR1xcnNYo0vdOUlISO3bsYMOGDRw5coRcuXIRHh6ua1kALFiwgMuXL+vdAmsAOXLk4Nq1a9/0hXTy5Mm4uLhohMcArFy5kujoaIYMGfLN2tZ3vpQZS5eLBSYlJXHnzh08PT1xdHTUmQ4Z6ZCNdhmd8/r1a1asWEFYWBgKhYJChQrRsWNHSeIId+3aRZ06dTA2NmbXrl2frStVvu30CWKBgYEcO3ZMox/S0tI4cOAAS5Ys4dGjR5LoAVW8f/Pmzenfv7+GEXHp0iUaN27M8+fPJdMCMGLECGbPnq2Oszc1NWXgwIGMHz9eUh2gigOeO3cuOXLk0ChPz/u/cuVKyTXpKzExMWzatInFixcTFhamNynqHj58SGBgoHpyqj4hhdHu5eXFhg0btEY/Lly4QMuWLfUulOZ75eTJk1SqVEnXMmR0iGy0y+iUkydP0rBhQ2xsbNQT1a5cuUJ8fDy7du365jeozN5sAwODbOtJudhJ5gWnsro8zc3NmT9/vpZX7FtiZWXFjRs3yJMnj4YR8ejRIwoWLKg2nqUkKSlJLzKSGBoaEhkZqTUiEhMTQ86cOUlNTdWJLn0h3cO+fv16jhw5goeHB61ataJNmzYUKlRI1/IA1ejNwoULJX0R/lomT57Mr7/+qhUm929iZmZGWFgYefLk0Sh/+PAhvr6+Orm+ZbQxMTEhZ86ctG7dmp9++gl/f39dS5KRGDmmXUan9OjRgxYtWrBo0SIMDQ0BlTe5e/fu9OjRg5s3b37T9jMvlCH1iojZERERgRACb29vLl68iJOTk3qbiYkJzs7O6r6SCltbWyIjI7Ue6iEhIbi7u0uqJR0LCwudZiRJSEhACKGePJ05HV1aWhr79u3TMuS/N1q1asXu3buxsLCgefPmnDhxQiex7OkULVpUa+L7y5cviY6OZuHChZLrCQ8PZ86cORqjjH369CFv3rzqOlKsfuzh4cHZs2e1ru+zZ8/i5ub2zdvXZ7ILc1MoFJiZmZEvXz46dOggyeJcL168YNOmTWzcuJFp06bh7+/PTz/9ROvWrSXPtiajG2SjXUanhIeH8+eff2oYoYaGhvTv3581a9ZIqmXNmjW0aNFCa8XR5ORkNm3aRLt27STRkT5BTF9eIgBat27NkCFD2Lp1KwqFAqVSydmzZxk4cKBk/aJv2NraolAoUCgU+Pj4aG1XKBSSr+qrbygUCjZv3kytWrV0mjUmncaNG2t8T5/4XrlyZQoWLCiploMHD9KwYUMCAwMJCgpCCEFwcDB+fn7s3r2bGjVqSKalc+fO9O3bl5SUFKpWrQrA0aNHGTx4MAMGDJBMhz4yatQoJk6cSJ06dShVqhRCCC5dusSBAwfo0aMHERER/Prrr6Smpn7ztUUcHR3p2bMnPXv2JCIigg0bNrBmzRqGDx9OxYoVJU9OIKMDJF7MSUZGg3LlyokdO3Zole/YsUOUKVNGUi36thLfqlWrNFa5GzRokLCxsRFly5YVjx49klRLcnKyaN26tTAwMBAKhUIYGxsLAwMD8dNPP+ntSpLfmhMnTojjx48LhUIhtm/fLk6cOKH+BAcHi+fPn+taooweExgYKIYMGaJVPmTIEFG0aFFJtSiVSjF48GBhZmYmDAwMhIGBgbCwsBBjx46VVIc+0rRpU7Fo0SKt8sWLF4umTZsKIYSYN2+e8Pf3l1qaSE1NFbt37xaBgYE6eUbJSI8c0y6jUzZv3szgwYPp1asXZcqUAeD8+fMsWLCAKVOmaMS8futV+QwMDHj16pVGOArAtWvXqFKlCnFxcd+0/U8pUKAAixYtomrVqpw7d45q1aoxZ84c9uzZg5GRkaQroqbz8OFDrl69ilKppGjRouTPn19yDfrG48eP8fDw+OyciO+JefPm8csvv2BmZsa8efM+W7d3794SqcogLS2NnTt3qkNSfH19adiwoeQhZ2ZmZty4cUPrGrp37x4BAQE6iSN/9+4dYWFhmJubkz9/fq1Rx+8RKysrQkNDyZcvn0b5gwcPCAwM5N27d4SHhxMQEKBO/fqtOXv2LOvXr2fbtm18+PCBhg0b0qZNG+rUqSNJ+zK6Q/fjlTLfNa1atQLIcqGeVq1aSbIqX3qcq0KhoFq1ahrD+GlpaURERFC7du1v0vbnePr0qfpBsXPnTn744Qd++eUXgoKCqFy5suR6ALy9vb/7BYM+JXfu3MTHx3Px4kWioqK0wpq+t/Ch2bNn06ZNG8zMzJg9e3a29RQKheRG+4MHD6hbty7Pnz+nQIECCCG4d+8eHh4e7N27VyOW/Fvj5OREaGioltEeGhqqs7kQL1++JC4ujooVK2Jqaqq+937P2Nvbs3v3bvr166dRvnv3bnVmr8TERK3sUd+C4cOHs3HjRl68eEH16tWZM2cOjRs31vmiTzLSIRvtMjpFH1KJpce5hoaGUqtWLY0sJCYmJnh5edGsWTPJdVlZWREbG4unpyeHDh1SPzTMzMx4//69pFp++OEHSpQowdChQzXKp0+fzsWLF9m6daukevSJ3bt306ZNG/WDO7ORo1AovjujPfM1rQ/Xd2Z69+5N3rx5OX/+vNrgio2N5aeffqJ3797s3btXMi1dunThl19+4eHDh5QrVw6FQsGZM2eYOnWq5HHksbGx/Pjjjxw/fhyFQsH9+/fx9vamc+fO2NraMnPmTEn16BMjR47k119/5fjx45QqVQqFQsHFixfZt28fixcvBuDw4cOSpGI8ceIEAwcOpEWLFnJe9u8UOTxGRuZvVq9eTYsWLTSygOiSNm3acOfOHYoWLcrGjRt58uQJDg4O7Nq1i+HDh3/zzDqZcXJy4tixYxQuXFij/MaNG1SvXp1Xr15JpkXf8PHxoW7dukyaNEn2eAH9+/f/qnoKhUJyY9DS0pLz589rncfXrl0jKCiId+/eSaZFCMGcOXOYOXMmL168AMDNzY1BgwbRu3dvST3c7dq1IyoqiuXLl1OoUCF1Std0Z8GtW7ck06KPnD17lt9//527d+8ihKBgwYL06tVLp5mQPke9evVYvnw5rq6uupYi8y8je9pldM7XpD2Tgvbt20va3pdYsGABv/32G0+fPuXPP//EwcEBUOWxTw8rkop3795hYmKiVW5sbKyXC9JIyfPnz+ndu7dssP9NSEjIV9XTRdiFqakpb9++1SrP7vz+ligUCvr160e/fv3UmqQIsciKQ4cOcfDgQa20gfnz5+fx48c60aRPBAUFERQUpGsZX82pU6ckH42VkQbZaJfRKfqU9iwtLY3Zs2ezZcsWnjx5QnJyssZ2qSei2tra8vvvv2uV6yKNoL+/P5s3b2bUqFEa5Zs2bcLX11dyPfpErVq1uHz5shzr/zfHjx/XtYRsqV+/Pr/88gsrVqygVKlSgGrVz27dukm24nFW6MpYTycxMTHLl86YmJjvcjJqQkIC1tbW6r8/R3o9GRkpkI12GZ0ydOhQ+vXrx5QpU7TKhwwZIqnRPnbsWJYvX07//v0ZOXIkI0aM4NGjR+zcuVPLWJWCU6dOfXZ7xYoVJVKiiuts1qwZ4eHhGnmcN27c+F3Hs4NqKHrQoEHcvn2bwoULY2xsrLFdl8agjCbz5s2jffv2lC1bVv07paSk0KhRI+bMmfPN2y9WrBhHjx7Fzs5Oa6GnT7l69eo315NOxYoVWbNmDePHjwdQr8Uwffp0qlSpIpkOfcHOzk69ynH6egyf8q0TJMjIZIUc0y6jU/Qp7VnevHmZN28e9erVI0eOHISGhqrLzp8/z4YNGyTTAmSZQjDzw0Pqh8XevXuZNGkSoaGhmJubExAQwOjRoyWZgKXPfC7Vo/xQ108ePHhAWFgYQgh8fX210vl9K8aOHcugQYOwsLD44ojZ6NGjJdEEcPv2bSpXrkzx4sU5duwYDRs25NatW8TFxXH27FnJQxV1zcmTJwkKCsLIyIiTJ09+tq4+3v9y5Mihnpcg8/8XstEuo1M8PDyYNWsWzZs31yjfsmULAwcO5MmTJ5JpsbS0JCwsDE9PT1xdXdm7dy/FihXj4cOHFC1alDdv3kimBdBqLyUlhZCQEEaOHMnEiROpVq2apHpkZP6LfO3EWIBZs2Z9QyX6zcuXL1m4cKF6HYZixYrRo0cPeTLjfxDZaP//Fzk8Rkan6FPas1y5chEZGYmnpyf58uXj0KFDFCtWjEuXLukkrtPGxkarrEaNGpiamtKvXz+uXLkiuabk5OQsc5F7enpKrkUf+fDhg95kH5JRoc8TY/WJnDlzMm7cOF3L0DsOHDiAlZUV5cuXB1QJApYtW4avry8LFizAzs5OxwplviukX4RVRiYDpVIpZs2aJdzd3YVCoRAKhUK4u7uLOXPmCKVSKamWIUOGiIkTJwohhNi6daswMjIS+fLlEyYmJlkuN64rbt++LSwtLSVt8969e6J8+fLqJc7TPwqF4rtfPjs1NVWMGzdOuLm5CUNDQxEeHi6EEOK3334Ty5cv17E6GX3C1tZW2NnZfdVHak6dOiXatGkjypYtK549eyaEEGLNmjXi9OnTkmvRJ/z9/cXevXuFEEJcv35dmJiYiGHDhonSpUuLDh066Fhd1kyaNEm8fv1a1zJkvgFyeIyM3qDrtGefcuHCBc6ePUu+fPl0Mpnw+vXrGt+FEERGRjJlyhRSUlI4e/asZFrS4zuHDh2Kq6urlleySJEikmnRN8aNG8fq1asZN24cXbp04ebNm3h7e7NlyxZmz57NuXPndC1RRk9YvXq1+u/Y2FgmTJhArVq1KFu2LADnzp3j4MGDjBw5UmsFzm/Jn3/+Sdu2bWnTpg1r167l9u3beHt7s3DhQvbs2cO+ffsk06JvWFlZcfPmTby8vBgzZgw3b95k27ZtXL16lbp16/Ly5UtJ9ehLimQZHaHjlwYZGSGEEK9evRKnTp0Sp0+fFlFRUZK3n5ycLDp06KD2kuoD6V7s9BGI9E/ZsmVFWFiYpFosLCwkb/O/Qt68ecWRI0eEEEJYWVmpz6GwsDBha2urS2kyekzTpk3F/Pnztcrnz58vGjVqJKmWwMBAsXr1aiGE5jkcEhIiXFxcJNWib9jZ2Ylbt24JIYQICgoSS5YsEUIIERERIczNzSXVcuDAAWFiYiJKlSol+vXrJ/r27StKlSolTE1NxaFDhyTVIqMb5Jh2GZ2SkJBAjx492LhxozpO2tDQkBYtWrBgwYIs47q/BcbGxuzYsYORI0dK0t7X8OkS8AYGBjg5OekkZtrX15eYmBjJ2/0v8Pz58yyzjyiVSlJSUnSgSOa/wMGDB5k6dapWea1atRg6dKikWu7evZtlCllra2vi4+Ml1aJvlC9fnv79+xMUFMTFixfZvHkzoMpw9uliVN8afUqRLKMbss9VJiMjAZ07d+bChQvs3buX+Ph43rx5w549e7h8+TJdunSRVEuTJk3YuXOnpG1+jty5c2t8PDw8dDbJcerUqQwePJgTJ04QGxtLQkKCxud7xs/Pj9OnT2uVb926laJFi+pAkcx/AQcHB3bs2KFVvnPnTvXqx1Lh6urKgwcPtMrPnDnz3Wcg+f333zEyMmLbtm0sWrQId3d3APbv30/t2rUl1RIWFsbPP/+sVd6pUydu374tqRYZ3SB72mV0yt69ezl48KB6Zj6oPE3Lli2T/IaYL18+xo8fT3BwMMWLF8fS0lJje+/evSXVA6p8wTNmzNCIXxw0aBAVKlSQVEf16tUBtNJMCnmBEUaPHk3btm15/vw5SqWS7du3c/fuXdasWcOePXt0LU9GTxk7diw///wzJ06cUMe0nz9/ngMHDrB8+XJJtXTt2pU+ffqwcuVKFAoFL1684Ny5cwwcOFAnC8vpE56enllex7Nnz9b4PmXKFLp164atre030+Lk5ERoaKjWuiahoaE4Ozt/s3Zl9Ad5IqqMTvH09GTv3r0ULlxYo/z69evUrVuXZ8+eSaYlT5482W5TKBQ8fPhQMi0A69ato2PHjjRt2pSgoCCEEAQHB7Njxw5WrVpF69atJdPyX1xgREoOHjzIpEmTuHLlijrH9ahRo6hZs6aupcnoMRcuXGDevHkaCz317t2b0qVLS65lxIgRzJ49W72gnampKQMHDlSvkirzeaytrQkNDf2mIxPjxo1j9uzZDB06NMsUyb/99ts3a1tGP5CNdhmdsnTpUrZu3cqaNWvUi3i8fPmS9u3b07RpU7p27apjhbqjUKFC/PLLL1pZJGbNmsWyZcsICwvTkTIZGZn/H0lKSuL27dsolUp8fX2xsrLStaT/DFIsaCSEYM6cOcycOZMXL14A4ObmxqBBg+jdu/d3v9bA94BstMvolKJFi/LgwQM+fvyoXqDnyZMnmJqaag0BXr16VRcSdYapqSm3bt3SmuT44MED/P391R4xKUlKSuLJkyckJydrlAcEBEiuRR959+6d1sJT1tbWOlIjo898abVnXS1Y9vTpUxQKheSTLP/rSL0Kqb6lSJaRBjmmXUanNG7cWNcS1HTq1Omz21euXCmREhUeHh4cPXpUy2g/evQoHh4ekmqJjo6mY8eO7N+/P8vt33NMe0REBD179uTEiRMaL1JyvL/M5/Dy8vqsZ1TK8yY1NZWxY8cyb9483r17B6jyk/fq1YvRo0djbGwsmRaZr0M21r9PZKNdRqeMHj36q+pt3LiRxMRErcmh/yavX7/W+J6SksLNmzeJj4+natWq36zd7BgwYAC9e/cmNDRUI35x1apVzJ07V1Itffv25fXr15w/f54qVaqwY8cOXr16xYQJE5g5c6akWvSNNm3aAKqXOhcXF3mIWuarCAkJ0fiekpJCSEgIs2bNYuLEiZJq6dmzJzt27GDatGkaCz2NGTOGmJgYFi9eLKkemQyKFSvG0aNHsbOzo2jRop+9v3xvo9HfI7LRLvOfoGvXrpQuXfqbDj1mlX5NqVTSvXt3naQ9+/XXX8mZMyczZ85ky5YtgCrOffPmzTRq1EhSLceOHeOvv/6iZMmSGBgYkDt3bmrUqIG1tTWTJ0+mXr16kurRJ65fv86VK1coUKCArqXI/IfIahXhEiVK4ObmxvTp02natKlkWjZu3MimTZuoU6eOuiwgIABPT09atmwpG+06pFGjRpiamgL6NTItoxtko13mP4Gupl4YGBjQr18/KleuzODBgyVvv0mTJjRp0kTydj8lMTFRnVLM3t6e6OhofHx8KFy48Hfv3SlZsiRPnz6Vjfb/1979B0VZ53EAf+/yY1AQMRRzPNgFMQFxgerEQLyxAvRKzXX0JqYUNQo08fhR4k1ylpFSgcg5d0SOStlpicadqSxkRqONwCgLmCayIDC5yPmDUSFPZJ/7Q3bHZdGsY59ngfdrxpF9lvF5zwi7n32ez/fzpX7x2GOPobKyUtRzOjk5QalUWhxXKpVwdHQUNctAFRERgWHDhvX7v3vv3eiHvTNNgxeLdqJfoNPpcOfOHdHPW1lZCYPBYDH+rby8HHZ2dnjyySdFyzJp0iScO3cOSqUSwcHB+Oijj6BUKpGXl2ea+jNUbdu2DfHx8fjpp58QGBho0f/LRbrUl96bkgmCAL1ej/Xr11sswre2lStXYsOGDdixY4fpqu5///tfZGRk4PXXXxc1iy3S6XTYsWMHdDodtmzZAg8PDxQXF8PT0xOTJ08GABw6dEjilDQUsGgn6pGcnGz22PgmevDgQSxZskT0PCtXrsSbb75pUbT/9NNPyMzMRHl5uWhZ/vznP0Ov1wO4e7UnOjoau3btgqOjIwoKCkTLYYv+85//QKfTYenSpaZjMpmMC1Hpgdzc3Cz6kwVBgKenJ/bs2SNqlqqqKhw5cgS/+93vTG071dXVuH37Np555hmzVp39+/eLmk1qZWVlmD17NsLDw/Hdd98hIyMDHh4eqKmpwbZt21BYWGjV848aNeqh18lcvXrVqllIeizaiXr0Xhgml8sxZswYZGVl/eJkGWs4c+YMHn/8cYvjISEhom9ZbVxsaTz/hQsX8OOPP8LLywujR48WNYutWbZsGUJCQrB7924uRKWHdvToUbPHxtcbX19f2NuL+9bs5uaGBQsWmB0Te0KVrUpLS8O7776L5ORks4ktM2fOFGUgQE5OjunrK1eu4N1330V0dLTZgmGNRoN169ZZPQtJj3PaaUAQewauLXB3d8dXX31lenE2+v777/Hcc89ZTLvpb73vPDxIdna2FZPYNmdnZ1RXV1uM5iR6GGfOnOlz74O5c+eKluHnn3+GwWAwTee6cOECioqK4O/vj+joaNFy2CIXFxfU1tbC29vb7H3owoUL8PPzE3W/jAULFmDmzJkWLUtbt27F119/jaKiItGykDR4pZ0GBIVCMeRmBUdGRmLt2rX417/+hZEjRwIA2tvb8Ze//AWRkZFWP3/vOw8nT55Ed3e3acFlXV0d7Ozs8MQTT1g9iy17+umnWbTTr9bQ0AC1Wo2amhpTOxUA050aMduq5s2bB7Vajfj4eLS3t2PatGlwcHDA5cuXkZ2djYSEBNGy2Bo3Nzfo9Xp4e3ubHa+qqsL48eNFzaLRaJCZmWlxPDo6GmlpaaJmIWmwaKcB4fTp01b5d39p7u29xJ6SkpWVhRkzZkChUCAkJAQAoNVqMXbsWHz66adWP/+9t++zs7MxYsQIFBQUYNSoUQDuzrVfunQpIiIirJ7Fls2ZMwdJSUmora3FlClTLD5cinnFlAaO1atXQ6lUorS0FD4+PigvL8fVq1eRkpKCDz/8UNQsp06dwubNmwEAhYWFGDt2LKqqqrBv3z6kp6cP6aI9JiYGa9aswd69eyGTyWAwGHD8+HGkpqZi8eLFomZxd3fHl19+iTfeeMPseFFREdzd3UXNQtJgewxJ6n6LbGQyGZycnODr64vY2FizRX796e233zZ9fevWLfz9739HQECAqSXlxIkT+OGHH7BixQps3LjRKhkepKOjA5999hmqq6sxbNgwqFQqvPjii6LfdRg/fjxKSkpMkxKMTp8+jaioKFy8eFHUPLZELpff9zkuRKX7GT16NL755huoVCqMHDkSFRUVmDRpEr755hukpKRY3OmypuHDh5vWqCxatAiTJ0/GX//6V9Mo087OTtGy2Jquri7ExsZiz549EAQB9vb26O7uRkxMDHbu3Ak7OzvRsuzcuRPLly/HrFmzzN6jiouLsW3bNsTGxoqWhaTBK+0kqfT0dGRkZGD27NmYOnUqBEFAZWUliouLsXLlSjQ2NiIhIQF37txBXFxcv5//3rm3r7zyChITE7FhwwaL72lpaen3cz8MZ2dnTJ8+HV5eXqae18OHDwMQ9wru9evXcenSJYuiva2tDTdu3BAthy0yGAxSR6ABqLu7Gy4uLgDuFvAXL17EpEmToFAocO7cOVGz+Pr6oqioCPPnz4dGo0FSUhKAu7/frq6uomaxNQ4ODvjss8/wzjvvoKqqCgaDASEhIaKP5QSA2NhY+Pv7Izc3F/v374cgCAgICMDx48ctpozRICUQSUitVgv/+Mc/LI7n5eUJarVaEARByM3NFQIDA62exdXVVairq7M4XldXJ7i6ulr9/L3pdDpBpVIJMplMkMvlpr+Nf8T08ssvC15eXsLevXuFlpYWoaWlRdi7d6+gVCqFxYsXi5qFaDCYPn268OWXXwqCIAgvvviiMGvWLOHYsWPC4sWLhcmTJ4uaZe/evYKDg4Mgl8uFyMhI0/H33ntPmDVrlqhZiOj+2B5DknJxcYFWq7VYxFdfX4/g4GDcvHkTOp0OKpUKHR0dVs3y6KOPYuPGjRatODt27EBaWhouXbpk1fP3NmfOHNjZ2eHjjz/us+dVzF7yzs5OpKamYvv27ejq6gIA2NvbY/ny5fjggw9MUyeGonfeeeeBz6enp4uUhAYSjUaDjo4OqNVqNDQ04Pnnn8ePP/4Id3d3fP7553j66adFzdPa2gq9Xo+goCBTy1dFRQVcXV3h5+cnahZbIggCCgsLcfToUbS1tVncWRNzbn1zc/MDn/fy8hIpCUmFRTtJysvLC0lJSabbsUabN2/G5s2b0dzcjJqaGkRFRaG1tdWqWTZt2oT169fjlVdewbRp0wDc7Rfcvn070tPTRV+db0s9r0YdHR3Q6XQQBAG+vr5Dulg3Mi4SNurq6kJjYyPs7e0xYcIE0Rcw08B19erVX7WZDllfYmIi8vPzMXPmzD73YdixY4doWeRy+QN/Nrh+ZvBjTztJat26dUhISMDRo0cxdepUyGQyVFRU4NChQ8jLywMAlJaW4g9/+IPVs6SlpcHHxwdbtmzBP//5TwCAv78/du7ciUWLFln9/L3ZUs+rkbOzM1QqlSTntlV9fXi6fv06YmNjMX/+fAkS0UD1yCOPSB2Betm1axf279+PP/7xj1JHsXit6erqQlVVFbKzs5GRkSFRKhITr7ST5I4fP46tW7fi3LlzEAQBfn5+WLVqFcLCwqSO1qfdu3dj7ty5Vr/KHBERgZSUFLzwwguIiYnBtWvX8NZbbyE/Px8nT5602hhM6h+nT5/G888/jwsXLkgdhYh+I29vbxw+fNimW4QOHjyIDz74AN9++63UUcjKWLQT/Uqurq7QarVW353V1npe6dc5duwY5syZY/Wda4nIegoKClBcXIzt27dj2LBhUsfp0/nz5xEcHGz1dV8kPbbHkOQMBgPq6+v7XOQzY8YMiVLdn1ifc+/dPtzHxwdnzpxhz6sNys3NNXssCAL0ej0+/fRTzJo1S6JURNQfFi5ciN27d8PDwwNKpdJijwwx16xcv37d7LHxtWb9+vWSjKAk8bFoJ0mdOHECMTExaGpqsiiGuTGNJfa82h7jTpJGcrkcY8aMwZIlS7B27VqJUhFRf4iNjcXJkyfx0ksv9bkQVUxubm4W5xcEAZ6entizZ49EqUhMbI8hSQUHB+Oxxx7D22+/jXHjxlm8II0cOVKiZPc3YsQIVFdXW709hoiIpOXs7AyNRoPp06dLHQVlZWVmj40XCHx9fWFvz2uwQwH/l0lS58+fR2FhocWcdqKB4M6dO3BycoJWq0VgYKDUcYion3l6etrMrrDGKWpnzpxBc3Mzbt++jWvXrqGurg6AuLtkkzRYtJOkQkNDUV9fz6KdBiR7e3soFAq2cRENUllZWXjzzTeRl5cHpVIpaZaGhgao1WrU1NRAJpOZWkqNd6j5OjT4sWgnSa1atQopKSlobW3FlClTLBb52OJMcIVCYZGThq633noLa9euxa5du7jmgGiQeemll9DZ2YkJEyZg+PDhFq/9V69eFS3L6tWroVQqUVpa2ucu2TT4saedJGXcLvtexisIXIhKA0FISAjq6+vR1dUFhUJhMb+fO6ISDVwFBQUPfH7JkiUiJbHNXbJJXLzSTpJqbGyUOoLJ/UYpymQyODk5wdfXF7GxsVi6dKkE6chWzZs3jyM4iQYpMYvyX2KLu2STuFi0k6QUCoXUEUzS09ORkZGB2bNnY+rUqRAEAZWVlSguLsbKlSvR2NiIhIQE3LlzB3FxcVLHJRuxfv16qSMQUT+6fv26afFp79novYm5SDUwMBA1NTXw8fFBaGgo3n//fTg6OiI/P5/TzIYItseQ5HQ6HXJycnD27FnIZDL4+/tj9erVmDBhgqg5FixYgMjISMTHx5sd/+ijj1BSUoJ9+/bhb3/7G/Lz81FbWytqNrJdPj4+qKyshLu7u9nx9vZ2PP7442hoaJAoGRH9FnZ2dtDr9fDw8IBcLu/zTpoULZzcJZtYtJOkNBoN5s6di+DgYISHh0MQBHz//feorq7GgQMHEBkZKVoWFxcXaLVai0k29fX1CA4Oxs2bN6HT6aBSqbhdNJnI5XK0trbCw8PD7PilS5fg6emJ27dvS5SMiH6LsrIyhIeHw97eHgUFBfD09ISdnZ3Z9xgMBjQ3N0vePsNdsocWtseQpNLS0pCUlIRNmzZZHF+zZo2oRfsjjzyCAwcOICkpyez4gQMHTFNBOjo6MGLECNEyke3697//bfpao9GYbQTW3d2NI0eOwNvbW4poRPR/MM5DB4Bly5aZrrrf68qVK3j22WclL9o5sWpoYdFOkjp79iy++OILi+PLli1DTk6OqFnWrVuHhIQEHD16FFOnToVMJkNFRQUOHTqEvLw8AEBpaanZCzoNXS+88AKAuwuVe79xOzg4QKlUIisrS4JkRNRfjG0wvd28eRNOTk4SJKKhjEU7SWrMmDHQarWYOHGi2XGtVmtxZcPa4uLiEBAQgK1bt2L//v0QBAF+fn4oKytDWFgYACAlJUXUTGS7DAYDAMDb2xuVlZUYPXq0xImIqL8kJycDuPuhfN26dRg+fLjpue7ubpSXlyM4OFiidDRUsWgnScXFxeHVV19FQ0MDwsLCIJPJcOzYMWRmZkpSIIeHhyM8PFz089LA1dfY0vb2dri5uYkfhoj6hXHmuSAIqK2thaOjo+k5R0dHBAUFITU1Vap4NERxISpJShAE5OTkICsrCxcvXgQAjB8/HqmpqUhMTBR9cY3BYEB9fT3a2tpMV1KNZsyYIWoWGhgyMzOhVCrxpz/9CQCwcOFC7Nu3D+PGjcOhQ4cQFBQkcUIi+q2WLl2KLVu2iDrakeh+WLSTpH7++WcIgoDhw4fjxo0baGxsxJEjRxAQEIDo6GhRs5w4cQIxMTFoampC718L7s5K9+Pj44Ndu3YhLCwMpaWlWLRoET7//HN88cUXaG5uRklJidQRiYhoEGB7DElq3rx5UKvViI+PR3d3N6KiouDg4IDLly8jOzsbCQkJomWJj4/Hk08+iYMHD2LcuHEcoUUPRa/Xw9PTEwDw1VdfYdGiRYiKioJSqURoaKjE6YiIaLCQSx2AhrZTp04hIiICAFBYWIixY8eiqakJn3zyCXJzc0XNcv78ebz33nvw9/eHm5sbRo4cafaHqC+jRo1CS0sLAKC4uBjPPvssgLutX7w7Q0RE/YVFO0mqs7PTNPe8pKQEarUacrkc06ZNQ1NTk6hZQkNDUV9fL+o5aeBTq9WIiYlBZGQkrly5gtmzZwNAnxt1ERER/VZsjyFJ+fr6oqioCPPnz4dGozFtbNTW1ib6wp9Vq1YhJSUFra2tmDJlChwcHMyeV6lUouahgWHz5s1QKpVoaWnB+++/DxcXFwB322ZWrFghcToiIhosuBCVJFVYWIiYmBh0d3fjmWeeMS3a27hxI7777jscPnxYtCxyueWNJ5lMZtpcg60OREREJBUW7SS51tZW6PV6BAUFmQrniooKuLq6ws/PT7Qcv9SOo1AoREpCA01dXR2+/fbbPkeFpqenS5SKiIgGExbtRET/h48//hgJCQkYPXo0Hn30UbOpQzKZDKdOnZIwHRERDRYs2onuodPpkJOTg7Nnz0Imk8Hf3x+rV6/GhAkTpI5GNkqhUGDFihVYs2aN1FGIiGgQ4/QYoh4ajQYBAQGoqKiASqVCYGAgysvLMXnyZJSWlkodj2zUtWvXsHDhQqljEBHRIMcr7UQ9QkJCEB0djU2bNpkdT0tLQ0lJCdscqE/Lly/H73//e8THx0sdhYiIBjEW7UQ9nJycUFtbi4kTJ5odr6urg0qlwq1btyRKRrZs48aNyM7OxnPPPdfnqNDExESJkhER0WDCOe1EPcaMGQOtVmtRtGu1Wnh4eEiUimxdfn4+XFxcUFZWhrKyMrPnZDIZi3YiIuoXLNqJesTFxeHVV19FQ0MDwsLCIJPJcOzYMWRmZiIlJUXqeGSjGhsbpY5ARERDANtjiHoIgoCcnBxkZWXh4sWLAIDx48cjNTUViYmJZqP8aGhLTk7Ghg0b4OzsjOTk5Pt+n0wmQ1ZWlojJiIhosOKVdqIet27dwmuvvYakpCTcuHEDjY2NOHLkCPz8/Fiwk5mqqip0dXWZvr4f/twQEVF/4ZV2oh5RUVFQq9WIj49He3s7/Pz84ODggMuXLyM7OxsJCQlSRyQiIqIhinPaiXqcOnUKERERAIDCwkKMHTsWTU1N+OSTT5CbmytxOiIiIhrKWLQT9ejs7MSIESMAACUlJVCr1ZDL5Zg2bRqampokTkdERERDGYt2oh6+vr4oKipCS0sLNBoNoqKiAABtbW1wdXWVOB0RERENZSzaiXqkp6cjNTUVSqUSoaGheOqppwDcveoeEhIicToiIiIayrgQlegera2t0Ov1CAoKglx+9zNtRUUFXF1d4efnJ3E6IiIiGqpYtBMRERER2Ti2xxARERER2TgW7URERERENo5FOxERERGRjWPRTkRERERk41i0ExERERHZOBbtREREREQ2jkU7EREREZGNY9FORERERGTj/gfDJ5JNA+5q4AAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "corr = songdata_cleaned.corr(numeric_only=True)\n", - "mask = np.triu(np.ones_like(corr, dtype=bool))\n", - "plt.figure(figsize=(8,6))\n", - "sns.heatmap(corr, \n", - " xticklabels=corr.columns, \n", - " yticklabels=corr.columns, \n", - " annot=True, \n", - " cmap=custom_palette,\n", - " mask=mask)\n", - "plt.yticks(rotation=0)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "From this heatmap, we can see that there is no strong corellation between any of the elements and song popularity. However, the factors that are most correlated to popularity are loudness with a 0.14 correlation, instrumentalness with a correlation of -0.15 and key with a correlation of 0.11. Loudness and energy have the strongest correlation (0.75), followed by energy and accousticness(0.64) and loudness and accousticness (0.52). The the most relevant elements to see trends in our dataset are therefore loudness, energy and accousticness. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Song Popularity and Instrumentalness\n", - "The goal of my data analysis is to understand the factors that contribute to song popularity. I've made a regression plot between instrumentalness and song popularity because of all the other elements,instrumentalness has the strongest correlation to popularity. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[Text(0.5, 1.0, 'Popularity vs Instrumentalness Correlation')]" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.regplot(x=\"instrumentalness\", y=\"song_popularity\", data=songdata_cleaned, color= \"b\").set( title = \"Popularity vs Instrumentalness Correlation\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The plot and regression line suggest that while the correlation is really small, there is a negative relationship between song popularity and instrumentalness, meaning that songs with higher instrumentalness tend to be relativesly less popular. However from the spread of the scatter plot, we can see that most dots lie on the left end of the graph which tells us that most of the songs in our dataset have very small to no (0) instrumentalness. The regression line shows that the few songs that do have high instrumentalness are less popular, but it is important to acknowledge that the results are not that robust. For this reason, I think the correlation between instrumentalness and popularity becomes redudant in our analysis." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Song Popularity and Loudness\n", - "Next,I've made a regression plot between loudness and song popularity" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[Text(0.5, 1.0, 'Popularity vs Loudness Correlation')]" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.regplot(x=\"loudness\", y=\"song_popularity\", data=songdata_cleaned, color= \"b\").set( title = \"Popularity vs Loudness Correlation\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This plot shows us that there also isn't a great correlation between loudness and song popularity. Most of the dots are clustered in the upper right corner meaning that most of the songs in our dataset are both loud and popular. The regression line suggests a positive relationship where louder songs are also more popular. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Import Method Chain " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "This function is the result of all the cleaning, wrangling, processing that was done. I did functions to delete duplicates, add rows, drop certain columns, add my new aggregate variables as new columns and make a final processed dataframed called combo_df. This work included making method chains, and wrapping them in separate functions. I then combined these functions into one funciton in the code directory and I have called this function below. For a breakdown of how this funciton was done in separate steps before, check the ungraded folder. \n", - "My method chain function does the following \n", - "- Selects my sample of 500 songs\n", - "- Loads data into dataframe\n", - "- Drops irrelevant columns and Na values\n", - "- sorts my songs my popularity score in descending order\n", - "- Drops duplicates and adds genre column with a genre for each song\n", - "- reindexes the columns \n", - "- Finally is sorts out the top 50 most popular songs and bottom 50 least popular songs in my sample and then combines them in one data frame" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'project_functions3'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[7], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mproject_functions3\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m clean_and_concat\n\u001b[1;32m 3\u001b[0m concatenated_df \u001b[38;5;241m=\u001b[39m clean_and_concat(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m../data/raw/song_data.csv.zip\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 5\u001b[0m \u001b[38;5;28mprint\u001b[39m(concatenated_df)\n", - "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'project_functions3'" - ] - } - ], - "source": [ - "from project_functions3 import clean_and_concat\n", - "\n", - "concatenated_df = clean_and_concat(\"../data/raw/song_data.csv.zip\")\n", - "\n", - "print(concatenated_df)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# For some reason, importing my function would not work so I have left all my seperate steps below. Please check the project_functions3 file for my completed method chains " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Cleaning" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " First, I shortened our dataset to include only the variables associated with 500 songs. This dataframe will be more manageable for our analysis. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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song_namesong_popularitysong_duration_msacousticnessdanceabilityenergyinstrumentalnesskeylivenessloudnessaudio_modespeechinesstempotime_signatureaudio_valence
1000You Get What You Give753007730.171000.6180.8960.00000020.0875-5.35710.0307113.96140.711
1001Lump701342000.004680.4990.8730.00000060.1650-3.90210.0386142.72640.864
1002Someday - Remastered632433330.010800.7430.6700.07020010.2200-4.54700.0293110.83240.934
1003All I Want601963330.055800.6000.8110.00000750.1090-7.69310.0788124.30340.622
1004Flagpole Sitta642172660.001840.3510.8990.00011670.2840-4.11910.0432145.01540.508
................................................
1506little light - acoustic version652564150.685000.6700.2940.00000070.1470-8.11410.0341119.85640.515
1507I Will Spend My Whole Life Loving You682276190.887000.6370.1290.000000110.0719-17.08210.0346125.80240.298
1508Best Days - Acoustic491790630.919000.6550.1270.00000050.1050-11.03610.0467150.40740.436
1509Love on the Weekend682126260.547000.7290.5460.00287070.0651-9.30510.0285119.94140.406
1510Acoustic311721990.785000.8800.2450.00003290.0979-10.24510.446076.00640.638
\n", - "

511 rows × 15 columns

\n", - "
" - ], - "text/plain": [ - " song_name song_popularity \\\n", - "1000 You Get What You Give 75 \n", - "1001 Lump 70 \n", - "1002 Someday - Remastered 63 \n", - "1003 All I Want 60 \n", - "1004 Flagpole Sitta 64 \n", - "... ... ... \n", - "1506 little light - acoustic version 65 \n", - "1507 I Will Spend My Whole Life Loving You 68 \n", - "1508 Best Days - Acoustic 49 \n", - "1509 Love on the Weekend 68 \n", - "1510 Acoustic 31 \n", - "\n", - " song_duration_ms acousticness danceability energy instrumentalness \\\n", - "1000 300773 0.17100 0.618 0.896 0.000000 \n", - "1001 134200 0.00468 0.499 0.873 0.000000 \n", - "1002 243333 0.01080 0.743 0.670 0.070200 \n", - "1003 196333 0.05580 0.600 0.811 0.000007 \n", - "1004 217266 0.00184 0.351 0.899 0.000116 \n", - "... ... ... ... ... ... \n", - "1506 256415 0.68500 0.670 0.294 0.000000 \n", - "1507 227619 0.88700 0.637 0.129 0.000000 \n", - "1508 179063 0.91900 0.655 0.127 0.000000 \n", - "1509 212626 0.54700 0.729 0.546 0.002870 \n", - "1510 172199 0.78500 0.880 0.245 0.000032 \n", - "\n", - " key liveness loudness audio_mode speechiness tempo \\\n", - "1000 2 0.0875 -5.357 1 0.0307 113.961 \n", - "1001 6 0.1650 -3.902 1 0.0386 142.726 \n", - "1002 1 0.2200 -4.547 0 0.0293 110.832 \n", - "1003 5 0.1090 -7.693 1 0.0788 124.303 \n", - "1004 7 0.2840 -4.119 1 0.0432 145.015 \n", - "... ... ... ... ... ... ... \n", - "1506 7 0.1470 -8.114 1 0.0341 119.856 \n", - "1507 11 0.0719 -17.082 1 0.0346 125.802 \n", - "1508 5 0.1050 -11.036 1 0.0467 150.407 \n", - "1509 7 0.0651 -9.305 1 0.0285 119.941 \n", - "1510 9 0.0979 -10.245 1 0.4460 76.006 \n", - "\n", - " time_signature audio_valence \n", - "1000 4 0.711 \n", - "1001 4 0.864 \n", - "1002 4 0.934 \n", - "1003 4 0.622 \n", - "1004 4 0.508 \n", - "... ... ... \n", - "1506 4 0.515 \n", - "1507 4 0.298 \n", - "1508 4 0.436 \n", - "1509 4 0.406 \n", - "1510 4 0.638 \n", - "\n", - "[511 rows x 15 columns]" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "songdata= songdata.loc [1000:1510]\n", - "songdata\n", - "#this step returns 500 unique songs." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "songdata_cleaned = songdata.drop(['audio_mode', 'time_signature'],axis=1)\n", - "# Here I drop the audio mode and time signature columns as they are redundant in my analysis" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(511, 15)" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "songdata_cleaned = songdata.dropna(axis=0)\n", - "songdata_cleaned.shape" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " Luckily, our dataset does not contain any null variables" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['song_name', 'song_popularity', 'song_duration_ms', 'acousticness',\n", - " 'danceability', 'energy', 'instrumentalness', 'key', 'liveness',\n", - " 'loudness', 'audio_mode', 'speechiness', 'tempo', 'time_signature',\n", - " 'audio_valence'],\n", - " dtype='object')" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "songdata.columns" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "songdata= songdata.drop_duplicates(subset= 'song_name')\n", - "#In this step, I drop any duplicates in the song name column to ensure that all the song title I am analysing are unique." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "song_name 492\n", - "song_popularity 89\n", - "song_duration_ms 494\n", - "acousticness 445\n", - "danceability 329\n", - "energy 377\n", - "instrumentalness 264\n", - "key 12\n", - "liveness 302\n", - "loudness 486\n", - "audio_mode 2\n", - "speechiness 323\n", - "tempo 500\n", - "time_signature 4\n", - "audio_valence 371\n", - "dtype: int64" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "songdata_cleaned.nunique(axis=0) \n", - "# This step allows me to identify how many unique values I have for each element and recognize any duplicates. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In this data cleaning step, I have shortened our dataset to include only the first 500 rows/songs which are the only ones we will be using in our analysis. I have also removed/dropped the audio mode and time signiture columuns because they either had very little variation or no variation at all. Finally, I have dropped any NA values and removed any duplicats from my dataset. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Processing Data" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "songdata_sorted = songdata.sort_values(by='song_popularity', ascending=False).reset_index()\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "def multiply_columns(row):\n", - " return row['energy'] * row['loudness']\n", - "songdata_sorted['Loud_Enrgy_Prod'] = songdata_sorted.aggregate(multiply_columns, axis=1) \n", - "# This creates a new column that multiplies each loudness value to the corresponding energy value\n", - "songdata_sorted1= songdata_sorted\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "def multiply_columns(row):\n", - " return row['audio_valence'] * row['danceability']\n", - "songdata_sorted['Vale_Dance_Prod'] = songdata_sorted.aggregate(multiply_columns, axis=1) \n", - "# This creates a new column that multiplies each valence value to the corresponding danceability value\n", - "songdata_sorted2= songdata_sorted\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In this processing step, I have ranked my data by song popularity in descending order and created a new variable Loud_Enrgy_Prod that is an aggregate of energy and loudness. I chose to agreegate these two variables because I found in my initaial analysis that loudness and energy had the biggest correlation \n", - "\n", - "Because valence is a measure of positive feelings conveyed in a track, and my understanding of danceablity is that it is influenced by one's feelings toward a song, I thought it natural to combine the two metrics. This is supported by the corelation data provided above, in which valence and danceability have a moderately strong correlation coefficient of 0.36. In doing this, I am then able to conduct some further exploration of this new \"aggregate\" metric, with respect to song popularity." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Wrangling " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "def classify(songdata_sorted):\n", - " songdata_top = (songdata_sorted.head(50)\n", - " .assign(genre=['Trap', 'Pop Rock', 'Trap', 'Hip Hop', 'Hip Hop', 'Pop', 'Pop Rock', 'Trap', 'Hip Hop', 'Trap', 'Hip Hop', 'Hip Hop', 'Hip Hop', 'Hip Hop', 'Trap', 'Pop', 'Trap', 'Hip Hop', 'Trap', 'Trap', 'Hip Hop', 'Trap', 'Hip Hop', 'Indie', 'Pop Rock', 'Pop', 'Hip Hop', 'Pop', 'Electronic', 'Acoustic Pop', 'Pop', 'Hip Hop', 'Alternative Rock', 'Pop', 'Hip Hop', 'Alternative Rock', 'Rock', 'Hip Hop', 'Pop Rock', 'Pop', 'Pop', 'Hip Hop', 'Trap', 'Pop Rock', 'Grunge', 'Hip Hop', 'Hip Hop', 'Pop', 'Alternative Rock', 'Pop Rock'])\n", - " .reindex(columns=['song_name', 'genre', 'song_popularity', 'song_duration_ms', 'acousticness', 'danceability', 'energy','instrumentalness', 'key', 'liveness','loudness', 'speechiness', 'tempo', 'audio_valence', 'Loud_Enrgy_Prod', 'Vale_Dance_Prod']))\n", - " return songdata_top\n", - "songdata_top = classify(songdata_sorted)\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "def classify(songdata_sorted):\n", - " songdata_bottom = songdata_sorted.tail(50).sort_values(by=['song_popularity'], ascending = True)\\\n", - " .assign(genre=['Alternative Rock', 'Hip Hop', 'Bolero', 'Latin Pop', 'Latin Pop', 'Alternative Rock', 'Bolero', 'Alternative Rock', 'Latin Pop', 'Bolero', 'Alternative Rock', 'Bolero', 'Bolero', 'Rock', 'Alternative Rock', 'Alternative Rock', 'Bolero', 'Norteño', 'Alternative Rock', 'Rock', 'Alternative Rock', 'Latin Pop', 'Rock', 'Alternative Rock', 'Pop', 'Electronic', 'Hip Hop', 'Latin Pop', 'Bachata', 'Alternative Rock', 'Pop', 'Pop', 'Norteño', 'Grunge', 'Acoustic Pop', 'Gospel', 'Bolero', 'Pop', 'Indie', 'Alternative Rock', 'Alternative Rock', 'Reggae', 'Pop', 'Indie', 'Pop', 'R&B', 'Pop Rock', 'Indie', 'Pop', 'Pop'])\\\n", - " .reindex(columns=['song_name', 'genre', 'song_popularity', 'song_duration_ms', 'acousticness', 'danceability', 'energy','instrumentalness','key', 'liveness','loudness', 'speechiness', 'tempo', 'audio_valence', 'Loud_Enrgy_Prod', 'Vale_Dance_Prod'])\n", - " return songdata_bottom\n", - "\n", - "songdata_bottom = classify(songdata_sorted)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "concatenated_df = pd.concat([songdata_top, songdata_bottom], ignore_index=False)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " In this wrangling step, I have created method chains in which I seperate the top 50 popular songs and the least 50 popular songs, reindex them, and I add a new colum that classifies the songs by music genre. Lastly I create a new dataframe (concatenated_df) that combines the top 50 popular songs and the bottom 50 popular songs." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Analysis" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Research Question 1" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To help answer my first research question, I first observe the correlation between the musical elements and the popularity score among the top 50 popular songs. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "song_popularity 1.000000\n", - "danceability 0.409578\n", - "Loud_Enrgy_Prod 0.278309\n", - "speechiness 0.211061\n", - "loudness 0.132362\n", - "liveness 0.031396\n", - "Vale_Dance_Prod 0.027789\n", - "song_duration_ms -0.038568\n", - "acousticness -0.064871\n", - "tempo -0.092738\n", - "instrumentalness -0.112990\n", - "key -0.130548\n", - "energy -0.155392\n", - "audio_valence -0.177921\n", - "Name: song_popularity, dtype: float64\n" - ] - } - ], - "source": [ - "corr_df = songdata_top[['song_duration_ms', 'acousticness', 'danceability', 'energy',\n", - " 'instrumentalness', 'key', 'liveness', 'loudness', 'speechiness', \n", - " 'tempo', 'audio_valence', 'Loud_Enrgy_Prod', 'song_popularity', 'Vale_Dance_Prod']].corr()\n", - "sorted_corr = corr_df['song_popularity'].sort_values(ascending=False)\n", - "print(sorted_corr)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "musical_elements = [ 'danceability', 'Loud_Enrgy_Prod', 'speechiness', 'loudness', 'liveness', 'Vale_Dance_Prod', 'song_duration_ms', 'acousticness', 'tempo', 'instrumentalness', 'key', 'energy', 'audio_valence']\n", - "corr_coefficients = [ 0.409578, 0.278309, 0.211061, 0.132362, 0.031396, 0.027789, -0.038568, -0.064871, -0.092738, -0.112990, -0.130548, -0.155392, -0.177921]\n", - "\n", - "\n", - "fig, ax = plt.subplots(figsize=(10,6))\n", - "\n", - "ax.barh(musical_elements, corr_coefficients)\n", - "ax.invert_yaxis()\n", - "ax.set_xlabel('Correlation Coefficient')\n", - "ax.set_ylabel('Music Element')\n", - "ax.set_title('Correlation between Musical Elements and Popularity Score (Top 50 Songs)')\n", - "plt.show()\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "From the results of these correlations and bar chart, we can see that among the top popular songs, danceability has a strong positive correlation with popularity and seems to be the most associated to the popularity of a song. The element with the next highest correlation is our new aggregate variable loud_enrgy_prod which suggests that songs which are louder songs with higher energy tend are associated with higher popularity scores.These results are consistent with the that upbeat songs that convery higher energy and danceability such as songs taht would play in a party for exapmle tend to be more popular. Logically, these results make sense. \n", - "On the other hand, audio valence had the strongest negative correlation with music popularity among the variables observed. This suggests that songs that convey more positivity are associated with lower song popularity." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "song_popularity 1.000000\n", - "song_duration_ms 0.299271\n", - "Loud_Enrgy_Prod 0.137818\n", - "liveness 0.125717\n", - "loudness 0.084625\n", - "acousticness 0.083618\n", - "key 0.044035\n", - "speechiness 0.037969\n", - "instrumentalness 0.000844\n", - "danceability -0.103771\n", - "energy -0.133972\n", - "tempo -0.137389\n", - "audio_valence -0.272855\n", - "Vale_Dance_Prod -0.281198\n", - "Name: song_popularity, dtype: float64\n" - ] - } - ], - "source": [ - "corr_df = songdata_bottom[['song_duration_ms', 'acousticness', 'danceability', 'energy',\n", - " 'instrumentalness', 'key', 'liveness', 'loudness', 'speechiness', \n", - " 'tempo', 'audio_valence', 'Loud_Enrgy_Prod', 'song_popularity', 'Vale_Dance_Prod']].corr()\n", - "sorted_corr = corr_df['song_popularity'].sort_values(ascending=False)\n", - "print(sorted_corr)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "musical_elements = ['song_duration_ms', 'Loud_Enrgy_Prod', 'liveness', 'loudness', 'acousticness', 'key', 'speechiness', 'instrumentalness', 'danceability', 'energy', 'tempo', 'audio_valence', 'Vale_Dance_Prod']\n", - "corr_coefficients = [0.299271, 0.137818, 0.125717, 0.084625, 0.083618, 0.044035, 0.037969, 0.000844, -0.103771, -0.133972, -0.137389, -0.272855, -0.281198]\n", - "\n", - "\n", - "fig, ax = plt.subplots(figsize=(10,8))\n", - "y_pos = np.arange(len(musical_elements))\n", - "ax.barh(y_pos, corr_coefficients, align='center')\n", - "ax.set_yticks(y_pos)\n", - "ax.set_yticklabels(musical_elements)\n", - "ax.invert_yaxis() \n", - "ax.set_xlabel('Correlation Coefficient')\n", - "ax.set_title('Correlation between Musical Elements and Popularity Score (Bottom 50 Songs)')\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Based on the correlation values between the music elements and song popularity and the bottom 50 popular songs we can see that audio valence and our aggregate element vale_dance_prod have the strongest negative correlation to song popularity. This suggests that among the least popular songs, higher audio valence and vale_dance_prod is associated with a lower popularity score.\n", - "\n", - "Overall, there are 2 things that are important to acknowledge. Firstly, the correlation coefficients of this analysis are relatively small which means that our results and inferences are are not as robust or accurate. Second, it is important to note that the correlation between these elements and popularity does not necessarily imply causation, and other factors may also influence the popularity of a song. Nonetheless, these results provide insights into the musical elements that tend to be associated with popular songs." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "My first research questions looks at the elements that are most associated with each other and their relationship to song popularity. Because loudness and energy had the strongest correlation to each other, I observe their relationship to song popularity (using loud_enrgy_prod) to make some conclusions. \n", - "I also found from the bar charts above, that audio valence and danceability also have important associations with song popularity so I also plot them againts song popularity below. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[Text(0.5, 1.0, 'Popularity vs Loudness*Energy - 50 Top Songs')]" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.regplot(x=\"Loud_Enrgy_Prod\", y=\"song_popularity\", data=songdata_top, color= \"b\").set( title = \"Popularity vs Loudness*Energy - 50 Top Songs\")\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In this step, I have created a regression plot between loud_enrgy_prod and popularity within the top 50 popular songs which have a popularity score ranging from 79-99 . The line of best fit is an upward sloping line which indicates a positive linear relationship between loudness*energy and popularity score\n", - "In other words,as the the loudness-energy-product of a song increase spopularity increases as well ." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[Text(0.5, 1.0, 'Popularity vs Audio Loudness * Energy - Bottom 50 Songs')]" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.regplot(x=\"Loud_Enrgy_Prod\", y=\"song_popularity\", data=songdata_bottom, color= \"b\").set( title = \"Popularity vs Audio Loudness * Energy - Bottom 50 Songs\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In this plot, I do the same thing and observe the relationship between loud_enrgy_prod in the bottom 50songs and popularity which range from. These results are slightly better as the line of best fit shows somewhat of a negative relationship between song popularity and loud_enrgy_prod. About half of the points are loosely clustered in the top and bottom right corners indicating that songs with higher loudness/energy have a higher poppularity score. Overall, this suggests that as the loud_enrgy_prod increases, the popularity of these songs also slightly decreases. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[Text(0.5, 1.0, \"Popularity vs Valence * Danceability' - 50 Top Songs\")]" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.regplot(x=\"Vale_Dance_Prod\", y=\"song_popularity\", data=songdata_top, color= \"b\").set( title = \"Popularity vs Valence * Danceability' - 50 Top Songs\")\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In this step, I have created a regression plot between vale_dance_prod and popularity within the top 50 popular songs which have a popularity score ranging from 79-99 . The line of best fit is an almost straight horizontal line and goes through a few of the points but the majority of the points scattered above and below the line. This means that there is only a weak linear relationship between the two variables.\n", - "In other words, the valence_danceability_product of a song does not have a strong impact on its popularity. This tells me that perhaps other factors might have a greater influence on a song's popularity than the elements I am restricted too with our dataset.Therefore,I cannot make any strong inferences about the relationship between Vale_Dance_prod and popularity based on this regression plot. This prompts further analysis on the bottom songs, to better contextualize this trend." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[Text(0.5, 1.0, \"Popularity vs Valence * Danceability' - Bottom 50 Songs\")]" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.regplot(x=\"Vale_Dance_Prod\", y=\"song_popularity\", data=songdata_bottom, color= \"b\").set( title = \"Popularity vs Valence * Danceability' - Bottom 50 Songs\")\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In this plot, I do the same thing and observe the relationship between vale_dance_prod in the bottom 50 songs and popularity. These results are slightly more informative as the line of best fit shows somewhat of a negative relationship between song popularity and vale_dance_prod. About half of the points are clustered in the top left corner indicating that songs with low vale_dance_prod had a better poppularity score. The other half however is a bit scattered at the bottom and has no clear patter. Overall, this suggests that as the vale_dance_prod increases, the popularity of these songs decreases. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Research Question 2: What musical features are most important to the song popularities of the most popular genres within this dataset?" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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lStzc3Fi0aJFWek57RObFamcdHR2GDRvGJ598wpw5c1i4cCGtWrXC0dHxhcrn9nf09Ofi4OBAu3bt+O6772jXrh0REREEBQVpzWxnp3Xr1nzyySdERESoX8QASpUqpf7dPhsoli1bFgsLC7Zs2ZJtnaampi80tuw8+5k/+Rn59ddfsbOze+V6RdEggaYQgkePHrF8+XKqVq3KkiVLslzfuHEjc+bMYfPmzXTs2JHSpUvj7e3NihUrcHV1JTk5Weu2OUDHjh2ZMWMGFhYWVK5c+ZX6pdFo0NPT0/rFe//+fX766SetfE9W3oaFhVG/fn01/ddff82ykrxjx478/vvvVK1aNdtb9bm5ffs2Go0m29unT27jPglUW7VqxcyZMzl8+LBWn1asWIFGo8Hd3f2l2nZ0dMTS0pKff/5Za2V/YmIie/fufaUAOTutWrVi/fr1/Pvvv1p1rlixAmNj4yzbBK1Zs4axY8eqwcalS5fYu3cvfn5+ah57e3t++eUX0tLS1Jna69evs3fvXszMzHLtj0ajUcs8cezYMWJiYrLc3n8Zz84YP2vAgAEEBgbSq1cvzpw5w+zZs1+47tu3bxMREaF1+3z16tXo6OhkWSU+atQo2rRpQ58+fdDV1WXgwIHPrb9hw4a0adOGxYsX4+PjwzvvvPPcMh07diQ0NJRHjx7l+3Zlnp6e6Onpce7cuSy31UUxVLiPiAoh3gS//fZbllXFT7t27ZpiYGCgeHt7q2lbt25VAMXGxkaxsbFRHj16pFXmzp07Sr169RQbGxtlzpw5SlRUlLJ161Zl8eLFSteuXZV9+/apeXlmRe4T27dvVwClS5cuSmRkpLJmzRqlQYMGSrVq1bIs5OjRo4eiq6urBAQEKFFRUVqrzvv27avm+/fffxU7OzvFyclJWbhwobJ9+3Zl06ZNynfffad06NBBuXz5co6fU2xsrFKmTBll6NChSlhYmPLnn38qGzZsUAYNGqQAipubm/o5PFl1bmlpqfz444/q6mONRqMMHTpUrfPJQpUvv/wyS3s8szDm6VXnmzZtUledV6pUSalcuXKO/X4ip1XnT3uy6rx69erKypUrld9//13p1auXAihffPGFmu/ZVedPVsE7ODgopqamyl9//aXm3b17t/r3uHXrVmX16tWKi4tLtqvlnx3zZ599pmg0GuWzzz5Ttm/frixcuFCxtLRUqlatqlU2t88xu8VAT/o/ePBgZe/evUpsbKySmpqqVW7IkCEKoNjZ2WX5+c7J06vOv/32W2Xr1q3KqFGjsuw28DRnZ2cFUHr37v1CbSjK45+vevXqKSVKlFAGDRqkrF27Vtm1a5eyadMmZebMmYq1tbVSsWJFNX9GRobSrl07pUyZMkpQUJCyefNmZdu2bUpISIjSp08fZd26dWpeOzs7pUOHDtmO7elFXU8WAz274E9RFGXGjBmKnp6eMnjwYGX9+vVKdHS0EhYWpowbN0757LPPXnic4u0ngaYQQvH29lZKlCihXL16Ncc83bt3V/T09JTk5GRFUR6vgra1tVUAZdKkSdmWuXPnjvLpp58qjo6OSokSJRRzc3Oldu3aypgxY9R6FCXnQFNRFGXZsmWKo6OjYmBgoFSpUkWZOXOmsnTp0iyB5oMHD5SxY8cq5cuXVwwNDZWmTZsqMTExirm5uTJmzBitOq9du6aMHDlSqVy5sqKvr6+UKVNGadCggTJp0iTlzp07OX4GN2/eVKZNm6a89957irW1tVKiRAnFxMREcXFxUaZNm6a1RYyiPF4R3rNnT8XCwkLR19dXHB0dlS+//FIraHmZQFNRFOXHH39UHBwclBIlSijVq1dXli1bpnh5eSn16tXLsd9PvEigqSiKcvz4caVTp06Kubm5UqJECaVu3bpaQZqi/F+g9tNPPykjR45UypUrpxgYGCjvvPOOcvDgwSx1Ll++XKlRo4ZiaGioODs7K2FhYS+06jwtLU0ZP368Ym1trRgaGir169dXwsPDs5R92UBTURQlICBAsbKyUnR0dBRAa7skRVGU6OhoBVBmzZr13M/siSefcXR0tNKwYUPFwMBAqVixovLJJ58o6enp2ZYJDAxUAK0vXy/iwYMHyrfffqu0aNFCKVWqlKKnp6eUKVNGeeedd5TZs2cr169f18qfnp6ufPXVV0rdunUVQ0NDpWTJkoqTk5MyePBgJSEhQc2XF4GmoihKeHi44u7urpiZmSkGBgaKnZ2d0qVLF2Xbtm0vNU7xdtMoyjO7HgshRBGxd+9emjdvzqpVq+jZs2dhdydf3Lp1i+rVq+Pt7c2PP/5YYO1GR0fj7u7OL7/8oi4YK2rGjRvHokWLuHz5craLY/JKw4YN0Wg0xMbG5lsbQhQWeUZTCFEkREVFERMTQ4MGDTAyMuLo0aPMmjWLatWq8cEHHxR29/JEcnIy06dPx93dHQsLCy5dusQ333zD7du3GTVqVGF3r8jYt28fZ8+eZeHChQwePDhfgszU1FROnDjBxo0bOXToEOvXr8/zNoR4E0igKYQoEszMzIiMjGTu3Lncvn2bsmXL0q5dO2bOnKm1Yv1tZmBgwMWLFxk6dCg3btxQF+d8//33L/xqRPF8rq6uGBsb07FjR6ZNm5YvbRw+fFj9wjBlyhS8vb3zpR0hCpvcOhdCCCGEEPlCNmwXQgghhBD5QgJNIYQQQgiRLyTQFEIIIYQQ+UIWA4l8lZmZyb///oupqWmevBpOCCGEEPlPURRu376NlZUVOjqvPi8pgabIV//+++9rvSZOCCGEEIXn8uXL2NjYvHJ5CTRFvjI1NQUe/6A+753GQgghhHgzpKamYmtrq/4ef1USaIp89eR2uZmZmQSaQgghxFvmdR97k8VAQgghhBAiX0igKYQQQggh8oUEmkIIIYQQIl9IoCmEEEIIIfKFBJpCCCGEECJfSKAphBBCCCHyhQSaQgghhBAiX0igKYQQQggh8oUEmkIIIYQQIl9IoCmEEEIIIfKFBJpCCCGEECJfSKAphBBCCCHyhQSaQgghhBBvudu3bzN69Gjs7OwwMjKiWbNmxMbGqtcVRSEwMBArKyuMjIxwc3Pj5MmTz6134cKFODo6YmRkhK2tLWPGjOHBgwcv3C8JNIUQQggh3nIDBgwgKiqKn376iePHj9OmTRs8PDz4559/APjiiy/4+uuvWbBgAbGxsVhaWtK6dWtu376da72BgYFMmTKF+Ph4li5dSlhYGAEBAS/cL42iKMprjUyIXKSmpmJubo7t6J/RMTAu7O4IIYQQRcrFWR24f/8+pqambNiwgQ4dOqjXXFxc6NixI1OnTsXKyorRo0czceJEANLS0qhQoQKzZ89m8ODBWep98vv73XffZefOnWr6uHHjOHDgALt27Xqh/smMphBCCCHEWywjI4NHjx5haGiolW5kZMTu3bu5cOECycnJtGnTRr1mYGBAy5Yt2bt3b651Hz16lAMHDgBw/vx5fv/9d61g9nkk0BRCCCGEeIuZmpri6urK1KlT+ffff3n06BErV65k//79JCUlkZycDECFChW0ylWoUEG9lpNJkybRokUL9PX1qVq1Ku7u7nz88ccv3DcJNIUQQggh3nI//fQTiqJgbW2NgYEB8+fPp2fPnujq6qp5NBqNVhlFUbKkPeurr75i4cKFHD58mHXr1rFx40amTp36wv2SQLOI0Gg0uR7+/v6F3UUhhBBC5JOqVauyc+dO7ty5w+XLlzlw4ADp6elUrlwZS0tLgCyzl1evXs0yy/ksHx8fBgwYQO3atfnf//7HjBkzmDlzJpmZmS/ULwk0i4ikpCT1mDt3LmZmZlpp8+bN08qfnp5eSD0VQgghRH4xMTGhYsWK3Lx5k61bt+Ll5aUGm1FRUWq+hw8fsnPnTpo1a5ZrfTo62qGirq4uiqLwomvJJdAsIiwtLdXD3NwcjUajnj948IBSpUrx888/4+bmhqGhIStXruT69ev06NEDGxsbjI2NqV27NmvWrNGq183NjeHDhzN8+HBKlSqFhYUFn3766Qv/gAkhhBAi/23dupUtW7Zw4cIFoqKicHd3x9HRkb59+6LRaBg9ejQzZsxg/fr1nDhxAn9/f4yNjenZs6dah5+fX5ati5YtW0ZoaKha7+TJk3n//fe1bsnnRi9PRyneaBMnTmTOnDkEBwdjYGDAgwcPaNCgARMnTsTMzIxNmzbh6+tLlSpVaNKkiVpu+fLl9O/fn/3793Pw4EEGDRqEnZ0dAwcOzNJGWloaaWlp6nlqamqBjE0IIYQozlJSUggICODvv/+mTJkydO7cmenTp6Ovrw/ARx99xP379xk6dCg3b96kSZMmREZGYmpqqtaRmJiYZQZz+PDhfPrpp/zzzz+UK1eOTp06MX369Bful+yjWQSFhIQwevRobt26BcDFixepXLkyc+fOZdSoUbmW7dChAzVq1OCrr74CHs9oXr16lZMnT6oPDH/88cdERERw6tSpLOUDAwMJCgrKki77aAohhBB57+KsF99q6GU82UczJSUFMzOzV65Hbp0XIw0bNtQ6f/ToEdOnT6dOnTpYWFhQsmRJIiMjSUxM1MrXtGlTrVVprq6uJCQk8OjRoyxtBAQEkJKSoh6XL1/On8EIIYQQ4o0nt86LERMTE63zOXPm8M033zB37lxq166NiYkJo0eP5uHDh6/choGBAQYGBq/bVSGEEEIUARJoFmO7du3Cy8uL3r17A5CZmUlCQgI1atTQyrdv374s59WqVXvhB4GFEEIIUTzJrfNizMHBgaioKPbu3Ut8fDyDBw/O9g0Bly9fZuzYsZw5c4Y1a9bw7bffPvdZTyGEEEIImdEsxiZPnsyFCxfw9PTE2NiYQYMG4e3tTUpKilY+Pz8/7t+/T+PGjdHV1WXEiBEMGjSokHothBBCiLeFrDoXuXJzc8PFxYW5c+e+Uvknq9Zk1bkQQgiR92TVuRBCCCGEKJbk1rkoECeCPF/rG5EQQggh3j4SaIpcRUdHF3YXhBBCCPGWklvnQgghhChy7O3t0Wg0WY5hw4YBcOXKFfz9/bGyssLY2Ji2bduSkJDwwvWHhoai0Wjw9vbWSp85cyaNGjXC1NSU8uXL4+3tzZkzZ/JyaG8VCTSFEEIIUeTExsaSlJSkHlFRUQB07doVRVHw9vbm/PnzbNiwgSNHjmBnZ4eHhwd37959bt2XLl1i/PjxvPPOO1mu7dy5k2HDhrFv3z6ioqLIyMigTZs2L1RvUSSrzkW+klXnQgghClp2K7FHjx7Nxo0bSUhIICEhAUdHR06cOEHNmjWBx69lLl++PLNnz2bAgAE51v3o0SNatmxJ37592bVrF7du3SI8PDzH/NeuXaN8+fLs3LmTd99997XHVlBk1bkQQgghxAt4+PAhK1eupF+/fmg0GtLS0gAwNDRU8+jq6lKiRAl2796da12ff/455cqVo3///i/U9pO9qcuUKfOKvX+7SaAphBBCiCItPDycW7du4e/vD4CTkxN2dnYEBARw8+ZNHj58yKxZs0hOTiYpKSnHevbs2cPSpUtZvHjxC7WrKApjx46lRYsW1KpVKy+G8taRQPMNEhISQqlSpQq7G0IIIUSRsnTpUtq1a4eVlRUA+vr6rF27lrNnz1KmTBmMjY2Jjo6mXbt26OrqZlvH7du36d27N4sXL6Zs2bIv1O7w4cM5duwYa9asybOxvG0k0CwA/v7+WValweOtgzQaDbdu3QLAx8eHs2fPvlZbFy9eRKPREBcXl+Wam5sbo0ePfq36hRBCiLfJpUuX2LZtW5bnLhs0aEBcXBy3bt0iKSmJLVu2cP36dSpXrpxtPefOnePixYt06tQJPT099PT0WLFiBREREejp6XHu3Dmt/CNGjCAiIoIdO3ZgY2OTb+N708k+mm8QIyMjjIyMCrsbQgghRJERHBxM+fLl6dAh+1c1mpubA5CQkMDBgweZOnVqtvmcnJw4fvy4Vtqnn37K7du3mTdvHra2tsDj2+UjRoxg/fr1REdH5xi4Fhcyo/kGefbWeWBgIC4uLvzwww/Y2tpibGxM165d1RnQ13Xz5k38/PwoXbo0xsbGtGvXTmsPsSf9CQ8Pp3r16hgaGtK6dWsuX76cJ+0LIYQQ+SkzM5Pg4GD69OmDnp723Novv/xCdHS0usVR69at8fb2pk2bNmoePz8/AgICgMcLh2rVqqV1lCpVClNTU2rVqkWJEiUAGDZsGCtXrmT16tWYmpqSnJxMcnIy9+/fL7iBv0Ek0HzD/fXXX/z888/89ttvbNmyhbi4OHWz2dfl7+/PwYMHiYiIICYmBkVRaN++Penp6Wqee/fuMX36dJYvX86ePXtITU2le/fuOdaZlpZGamqq1iGEEEIUhm3btpGYmEi/fv2yXEtKSsLX1xcnJydGjhyJr69vlmcpExMTc10clJ1FixaRkpKCm5sbFStWVI+wsLDXGsvbSm6dF5CNGzdSsmRJrbRHjx49t9yDBw9Yvny5+nzHt99+S4cOHZgzZw6WlpY5lmvWrBk6OtrfI+7fv4+Liwvw+BZBREQEe/bsoVmzZgCsWrUKW1tbwsPD6dq1KwDp6eksWLCAJk2aALB8+XJq1KjBgQMHaNy4cZZ2Z86cSVBQ0HPHJYQQQuS3Nm3akNN24SNHjmTkyJG5ln/ea5hDQkKypMn25NpkRrOAuLu7ExcXp3UsWbLkueUqVaqk9RCxq6srmZmZz32dVVhYWJb2GjZsqF6Pj49HT09PDSABLCwscHR0JD4+Xk3T09PTKufk5ESpUqW08jwtICCAlJQU9ZDb7EIIIUTxJTOaBcTExAQHBwettL///vul69FoNFr/zYmtrW2W9p5eaJTTNy5FUbLUnV1bObVvYGCAgYFBrn0TQgghRPEgM5pvuMTERP7991/1PCYmBh0dHapXr/5a9To7O5ORkcH+/fvVtOvXr3P27Flq1KihpmVkZHDw4EH1/MyZM9y6dQsnJ6fXal8IIYQQRZ8Emm84Q0ND+vTpw9GjR9m1axcjR46kW7duuT6f+SKqVauGl5cXAwcOZPfu3Rw9epTevXtjbW2Nl5eXmk9fX58RI0awf/9+Dh8+TN++fWnatGm2z2cKIYQQQjxNAs03nIODAx988AHt27enTZs21KpVi4ULF+ZJ3cHBwTRo0ICOHTvi6uqKoij8/vvv6Ovrq3mMjY2ZOHEiPXv2xNXVFSMjI0JDQ/OkfSGEEEIUbRpFlke9sQIDAwkPD8/2LT8FISQkhNGjR7/Wvp2pqamYm5tjO/pndAyM865zQgghRA4uzsp+c3bx4p78/k5JScHMzOyV65EZTSGEEEIIkS9k1bkoECeCPF/rG5EQQggh3j5y61zkq7yaehdCCCFEwZFb50IIIYQoNuzt7dFoNFmOJ69lzu6aRqPhyy+/zLHOkydP0rlzZ7XuuXPn5tqHmTNnotFoGD16dB6OrGiTQFMIIYQQb7zY2FiSkpLUIyoqCkB9ZfLT15KSkli2bBkajYbOnTvnWOe9e/eoUqUKs2bNeu62gbGxsfz444/UqVMn7wZVDMgzmqJA1JqyVVadCyGEeCUXZ3WgXLlyWmmzZs2iatWqtGzZEiBLoLhhwwbc3d2pUqVKjvU2atSIRo0aAfDxxx/nmO/OnTv06tWLxYsXM23atFcdRrEkM5pCCCGEeKs8fPiQlStX0q9fv2xfiXzlyhU2bdpE//7986S9YcOG0aFDBzw8PPKkvuJEZjSFEEII8VYJDw/n1q1b+Pv7Z3t9+fLlmJqa8sEHH7x2W6GhoRw+fJjY2NjXrqs4khlN8Vxubm7y4LMQQog3xtKlS2nXrh1WVlbZXl+2bBm9evXC0NDwtdq5fPkyo0aNYuXKla9dV3ElgWYe8ff3V1e46evrU6VKFcaPH8/du3fztd2nV+EZGRnh5OTEl19+iexaJYQQoii6dOkS27ZtY8CAAdle37VrF2fOnMnx+ss4dOgQV69epUGDBujp6aGnp8fOnTuZP38+enp6PHr06LXbKOrk1nkeatu2LcHBwaSnp7Nr1y4GDBjA3bt3WbRoUb62+/nnnzNw4EAePHjAtm3bGDJkCGZmZgwePDhf2xVCCCEKWnBwMOXLl6dDh+xfM7l06VIaNGhA3bp1X7utVq1acfz4ca20vn374uTkxMSJE9HV1X3tNoo6mdHMQwYGBlhaWmJra0vPnj3p1asX4eHhAKSlpTFy5EjKly+PoaEhLVq00HreIzo6Go1Gw6ZNm6hbty6GhoY0adIkyw94dkxNTbG0tMTe3p4BAwZQp04dIiMj1es3b97Ez8+P0qVLY2xsTLt27UhISNCqY8+ePbRs2RJjY2NKly6Np6cnN2/ezLa9LVu2YG5uzooVK17hUxJCCCFeTWZmJsHBwfTp0wc9vaxzZampqfzyyy85zmb6+fkREBCgnj98+JC4uDji4uJ4+PAh//zzD3Fxcfz111/A49+vtWrV0jpMTEywsLCgVq1a+TPIIkYCzXxkZGREeno6AB999BFr165l+fLlHD58GAcHBzw9Pblx44ZWmQkTJvDVV18RGxtL+fLlef/999U6nkdRFKKjo4mPj0dfX19N9/f35+DBg0RERBATE4OiKLRv316tNy4ujlatWlGzZk1iYmLYvXs3nTp1yvaWQGhoKN26dWPFihX4+flluZ6WlkZqaqrWIYQQQuSFbdu2kZiYSL9+/bK9HhoaiqIo9OjRI9vriYmJJCUlqef//vsv9erVo169eiQlJfHVV19Rr169PLntLh6TV1DmEX9/f27duqXOYB44cID27dvTqlUrli1bRunSpQkJCaFnz54ApKenY29vz+jRo5kwYQLR0dG4u7sTGhqKj48PADdu3MDGxoaQkBC6deuWbbv29vYkJSWhr6/Pw4cPSU9Px9DQkO3bt9OsWTMSEhKoXr06e/bsoVmzZgBcv34dW1tbli9fTteuXenZsyeJiYns3r072zbc3NxwcXGhevXqfPLJJ6xfvx53d/ds8wYGBhIUFJQl3Xb0z7KPphBCiFdycVb2t8lF/smrV1DKM5p5aOPGjZQsWZKMjAzS09Px8vLi22+/5dy5c6Snp9O8eXM1r76+Po0bNyY+Pl6rDldXV/XPZcqUwdHRMUueZ02YMAF/f3+uXbvGpEmTeO+999SgMj4+Hj09PZo0aaLmt7Cw0Ko3Li5OfbNCTtauXcuVK1fYvXs3jRs3zjFfQEAAY8eOVc9TU1OxtbXNtW4hhBBCFE0SaOYhd3d3Fi1ahL6+PlZWVurt6yfT9M9uKqsoSrYbzT7reXnKli2Lg4MDDg4OrF27FgcHB5o2bYqHh0eOq8+fbtvIyOi5fXBxceHw4cMEBwfTqFGjHPtkYGCAgYHBc+sTQgghRNEnz2jmIRMTExwcHLCzs9N6RtLBwYESJUpo3ZpOT0/n4MGD1KhRQ6uOffv2qX++efMmZ8+excnJ6YX7ULp0aUaMGMH48eNRFAVnZ2cyMjLYv3+/muf69eucPXtWbbtOnTps374913qrVq3Kjh072LBhAyNGjHjh/gghhBCi+JJAswCYmJgwZMgQJkyYwJYtWzh16hQDBw7k3r17WV6P9fnnn7N9+3ZOnDiBv78/ZcuWxdvb+6XaGzZsGGfOnGHt2rVUq1YNLy8vBg4cyO7duzl69Ci9e/fG2toaLy8v4PHt7tjYWIYOHcqxY8c4ffo0ixYt4r///tOqt3r16uzYsYO1a9fKBu5CCCGEeC4JNAvIrFmz6Ny5M76+vtSvX5+//vqLrVu3Urp06Sz5Ro0aRYMGDUhKSiIiIoISJUq8VFvlypXD19eXwMBAdSuIBg0a0LFjR1xdXVEUhd9//12dda1evTqRkZEcPXqUxo0b4+rqyoYNG7LdOsLR0ZE//viDNWvWMG7cuFf/QIQQQghR5Mmq8zfEk1XnN2/epFSpUoXdnTzzZNWarDoXQgjxqmTVecHLq1XnMqMphBBCCCHyhaw6FwXiRJDna30jEkIIIcTbRwLNN4Sbm1uOWxEJIYQQQryN5Na5EEKIIikwMBCNRqN1WFpaZpt38ODBaDQa5s6d+9x6586di6OjI0ZGRtja2jJmzBgePHigXp85cyaNGjXC1NSU8uXL4+3tzZkzZ/JqWEK8VWRGUwghRJFVs2ZNtm3bpp7r6upmyRMeHs7+/fuxsrJ6bn2rVq3i448/ZtmyZTRr1oyzZ8/i7+8PwDfffAPAzp07GTZsGI0aNSIjI4NJkybRpk0bTp06hYmJSd4MTIi3hASaokDUmrJVVp0LIQrMk1XKenp6Oc5iAvzzzz8MHz6crVu30qHD81c2x8TE0Lx5c3r27AmAvb09PXr04MCBA2qeLVu2aJUJDg6mfPnyHDp0iHffffdVhiPEW0tunQshhCiyEhISsLKyonLlynTv3p3z58+r1zIzM/H19WXChAnUrFnzhepr0aIFhw4dUgPL8+fP8/vvv+capKakpABQpkyZ1xiJEG8nmdEUQghRJDVp0oQVK1ZQvXp1rly5wrRp02jWrBknT57EwsKC2bNno6enx8iRI1+4zu7du3Pt2jVatGiBoihkZGQwZMgQPv7442zzK4rC2LFjadGiBbVq1cqroQnx1pBAUwghRJHUrl079c+1a9fG1dWVqlWrsnz5clq2bMm8efM4fPgwGo3mheuMjo5m+vTpLFy4kCZNmvDXX38xatQoKlasyOTJk7PkHz58OMeOHWP37t15MiYh3jZy67yI8/f3V1db6uvrU6VKFcaPH8/du3cLu2tCCFGgTExMqF27NgkJCezatYurV69SqVIl9PT00NPT49KlS4wbNw57e/sc65g8eTK+vr4MGDCA2rVr87///Y8ZM2Ywc+ZMMjMztfKOGDGCiIgIduzYgY2NTT6PTog3k8xoFgNt27YlODiY9PR0du3axYABA7h79y6LFi0q7K4JIUSBSUtLIz4+nnfeeQdfX188PDy0rnt6euLr60vfvn1zrOPevXvo6GjP0ejq6qIoiroXsqIojBgxgvXr1xMdHU3lypXzfjBCvCVkRrMYMDAwwNLSEltbW3r27EmvXr0IDw8nLS2NkSNHUr58eQwNDWnRogWxsbFquejoaDQaDZs2baJu3boYGhrSpEkTjh8/XoijEUKIFzN+/Hh27tzJhQsX2L9/P126dCE1NZU+ffpgYWFBrVq1tA59fX0sLS1xdHRU6/Dz8yMgIEA979SpE4sWLSI0NJQLFy4QFRXF5MmTef/999Wtk4YNG8bKlStZvXo1pqamJCcnk5yczP379wv8MxCisMmMZjFkZGREeno6H330EWvXrmX58uXY2dnxxRdf4OnpyV9//aW1OnLChAnMmzcPS0tLPvnkE95//33Onj2Lvr5+lrrT0tJIS0tTz1NTUwtkTEII8ay///6bHj168N9//1GuXDmaNm3Kvn37sLOze+E6EhMTtWYwP/30UzQaDZ9++in//PMP5cqVo1OnTkyfPl3N8+RukZubm1ZdwcHB6p6bQhQXGkXee1ik+fv7c+vWLcLDwwE4cOAA7du3x93dnQ0bNhASEqLuB5eeno69vT2jR49mwoQJREdH4+7uTmhoKD4+PgDcuHEDGxsbQkJC6NatW5b2AgMDCQoKypJuO/pn2UdTCFFgnuyjKYR4NampqZibm5OSkoKZmdkr1yO3zouBjRs3UrJkSQwNDXF1deXdd99lxIgRpKen07x5czWfvr4+jRs3Jj4+Xqu8q6ur+ucyZcrg6OiYJc8TAQEBpKSkqMfly5fzZ1BCCCGEeOPJrfNiwN3dnUWLFqGvr4+VlRX6+vocPXoUIMu2HoqivNBWHznlMTAwwMDA4PU7LYQQQoi3nsxoFgMmJiY4ODhgZ2enPlfp4OBAiRIltPZ2S09P5+DBg9SoUUOr/L59+9Q/37x5k7Nnz+Lk5FQwnRdCCCHEW0tmNIspExMThgwZwoQJEyhTpgyVKlXiiy++4N69e/Tv318r7+eff46FhQUVKlRg0qRJlC1bFm9v78LpuBBCCCHeGhJoFmOzZs1S3/V7+/ZtGjZsyNatWyldunSWfKNGjSIhIYG6desSERFBiRIlCqnXQgghhHhbyKpzkaMnq85v3rxJqVKlXqmOJ6vWZNW5EKIgyapzIV6PrDoXQgghhBBvNLl1LgrEiSDP1/pGJIQQQoi3jwSaIkdubm7IkxVCCCGEeFVy61wIIcRbITAwEI1Go3VYWloCj7dnmzhxIrVr18bExAQrKyv8/Pz4999/c60zJCQkS50ajYYHDx4UxJCEKPJkRlMIIcRbo2bNmmzbtk0919XVBeDevXscPnyYyZMnU7duXW7evMno0aN5//33OXjwYK51mpmZcebMGa00Q0PDvO+8EMWQBJqiQNSaslVWnQshXtmTVeR6enrqLObTzM3NiYqK0kr79ttvady4MYmJiVSqVCnHup+eGRVC5C25dS6EEOKtkZCQgJWVFZUrV6Z79+6cP38+x7wpKSloNJrnbs92584d7OzssLGxoWPHjhw5ciSPey1E8SWBphBCiLdCkyZNWLFiBVu3bmXx4sUkJyfTrFkzrl+/niXvgwcP+Pjjj+nZs2euO144OTkREhJCREQEa9aswdDQkObNm5OQkJCfQxGi2JAN299wGo2G9evXv7WvfJQN24UQeSG7Ddjv3r1L1apV+eijjxg7dqyanp6eTteuXUlMTCQ6OvqltlbLzMykfv36vPvuu8yfPz9P+i7E20g2bH8Fe/fuRVdXl7Zt2xZ2V7IIDAzExcUlS3pSUhLt2rV75XqfXkVpampKw4YNWbdu3Wv0VAgh3gwmJibUrl1ba/YxPT2dbt26ceHCBaKiol76F6SOjg6NGjWSGU0h8kixCjSXLVvGiBEj2L17N4mJiYXdnRdiaWmJgYHBa9URHBxMUlISsbGx1K1bl65duxITE5NHPRRCiMKRlpZGfHw8FStWBP4vyExISGDbtm1YWFi8dJ2KohAXF6fWKYR4PcUm0Lx79y4///wzQ4YMoWPHjoSEhGTJExERQcOGDTE0NKRs2bJ88MEH6rWbN2/i5+dH6dKlMTY2pl27dlrfeLObkZw7dy729vbqeXR0NI0bN8bExIRSpUrRvHlzLl26REhICEFBQRw9elSdfXzSP41GQ3h4uFrH33//Tffu3SlTpgwmJiY0bNiQ/fv35zr2UqVKYWlpiZOTE99//z2GhoZEREQAcPz4cd577z2MjIywsLBg0KBB3LlzRy3r7++Pt7c3QUFBlC9fHjMzMwYPHszDhw+f84kLIUTeGj9+PDt37uTChQvs37+fLl26kJqaSp8+fcjIyKBLly4cPHiQVatW8ejRI5KTk0lOTtb698rPz4+AgAD1PCgoiK1bt3L+/Hni4uLo378/cXFxfPjhh4UxRCGKnGKzvVFYWBiOjo44OjrSu3dvRowYweTJk9FoNABs2rSJDz74gEmTJvHTTz/x8OFDNm3apJb39/cnISGBiIgIzMzMmDhxIu3bt+fUqVPo6+s/t/2MjAy8vb0ZOHAga9as4eHDhxw4cACNRoOPjw8nTpxgy5Yt6v5w5ubmWeq4c+cOLVu2xNramoiICCwtLTl8+DCZmZkv/Dno6+ujp6dHeno69+7do23btjRt2pTY2FiuXr3KgAEDGD58uFYgvn37dgwNDdmxYwcXL16kb9++lC1blunTp2epPy0tjbS0NPU8NTX1hfsmhBC5+fvvv+nRowf//fcf5cqVo2nTpuzbtw87OzsuXryofoF+9kv/jh07cHNzAyAxMREdnf+bY7l16xaDBg0iOTkZc3Nz6tWrx59//knjxo0LalhCFGnFJtBcunQpvXv3BqBt27bcuXOH7du34+HhAcD06dPp3r07QUFBapm6desCqAHmnj17aNasGQCrVq3C1taW8PBwunbt+tz2U1NTSUlJoWPHjlStWhWAGjVqqNdLliyZ4/5wT6xevZpr164RGxtLmTJlAHBwcHjhzyAtLY0vv/yS1NRUWrVqxapVq7h//z4rVqzAxMQEgAULFtCpUydmz55NhQoVAChRogTLli3D2NiYmjVr8vnnnzNhwgSmTp2q9Q82wMyZM7U+QyGEyCuhoaE5XrO3t3+hV+ZGR0drnX/zzTd88803r9s1IUQOisWt8zNnznDgwAG6d+8OPN7w18fHh2XLlql54uLiaNWqVbbl4+Pj0dPTo0mTJmqahYUFjo6OxMfHv1AfypQpg7+/P56ennTq1Il58+aRlJT0UuOIi4ujXr16apD5onr06EHJkiUxNjbm66+/5quvvqJdu3bEx8dTt25dNcgEaN68OZmZmVpvyahbty7Gxv+3YtzV1ZU7d+5w+fLlLG0FBASQkpKiHtnlEUIIIUTxUCxmNJcuXUpGRgbW1tZqmqIo6Ovrc/PmTUqXLo2RkVGO5XP6lqwoinrrXUdHJ0u+9PR0rfPg4GBGjhzJli1bCAsL49NPPyUqKoqmTZu+0Dhy62NuvvnmGzw8PDAzM6N8+fLZ9v9ZOaU/L4+BgcFrL14SQgghRNFQ5Gc0MzIyWLFiBXPmzCEuLk49jh49ip2dHatWrQKgTp06bN++Pds6nJ2dycjI0Fp0c/36dc6ePave/i5XrhzJyclawWZcXFyWuurVq0dAQAB79+6lVq1arF69Gnh8e/rRo0e5jqVOnTrExcVx48aNl/oMLC0tcXBw0Aoyn4wrLi6Ou3fvqml79uxBR0eH6tWrq2lHjx7l/v376vm+ffsoWbIkNjY2L9UPIYQQQhQvRT7Q3LhxIzdv3qR///7UqlVL6+jSpQtLly4FYMqUKaxZs4YpU6YQHx/P8ePH+eKLLwCoVq0aXl5eDBw4kN27d3P06FF69+6NtbU1Xl5eALi5uXHt2jW++OILzp07x3fffcfmzZvVfly4cIGAgABiYmK4dOkSkZGRWoGqvb09Fy5cIC4ujv/++09rQc0TPXr0wNLSEm9vb/bs2cP58+dZu3btK29V1KtXLwwNDenTpw8nTpxgx44djBgxAl9fX/X5TICHDx/Sv39/Tp06xebNm5kyZQrDhw/P8nymEEIIIcTTinyksHTpUjw8PLJdxd25c2fi4uI4fPgwbm5u/PLLL0RERODi4sJ7772nNYMZHBxMgwYN6NixI66uriiKwu+//66uOK9RowYLFy7ku+++o27duhw4cIDx48er5Y2NjTl9+jSdO3emevXqDBo0iOHDhzN48GC1L23btsXd3Z1y5cqxZs2aLP0tUaIEkZGRlC9fnvbt21O7dm1mzZqFrq7uK302xsbGbN26lRs3btCoUSO6dOlCq1atWLBggVa+Vq1aUa1aNd599126detGp06dCAwMfKU2hRBCCFF8yCsoRa78/f25deuW1l6eL0NeQSmEyAvZvYJSCJF/5BWUQgghhBDijVYsVp2LwnciyPO1vhEJIYQQ4u0jgabIVXav6hRCCCGEeBFy61wIIcQbJTAwEI1Go3U8/da0devW4enpSdmyZdFoNNluJfeskJCQLHVqNBoePHiQjyMRQsiMphBCiDdOzZo12bZtm3r+9O4ad+/epXnz5nTt2pWBAwe+cJ1mZmZabz0DMDQ0fP3OCiFyJIGmKBC1pmyVVedCiOd6srpcT09Paxbzab6+vo/zXrz4UnU/OzMqhMh/cutcCCHEGychIQErKysqV65M9+7dOX/+/GvXeefOHezs7LCxsaFjx44cOXIkD3oqhMiNBJpCCCHeKE2aNGHFihVs3bqVxYsXk5ycTLNmzbh+/for1+nk5ERISAgRERGsWbMGQ0NDmjdvTkJCQh72XAjxLAk084FGo3nlDc7fBG5ubowePbqwuyGEKKbatWtH586dqV27Nh4eHmzatAmA5cuXv3KdTZs2pXfv3tStW5d33nmHn3/+merVq/Ptt9/mVbeFENmQQPMV+Pv7Z7t6sW3btvnSXkEHruvWrWPq1KkF1p4QQuTGxMSE2rVr5+nso46ODo0aNZIZTSHymSwGekVt27YlODhYK83AwKCQegPp6enqe9dfV5kyZfKkHiGEyAtpaWnEx8fzzjvv5FmdiqIQFxdH7dq186xOIURWMqP5igwMDLC0tNQ6SpcunW3ef/75Bx8fH0qXLo2FhQVeXl5ZVksuW7aMmjVrYmBgQMWKFRk+fDgA9vb2APzvf/9Do9Go54GBgbi4uLBs2TKqVKmCgYEBiqKQmJiIl5cXJUuWxMzMjG7dunHlyhW1nSflfvrpJ+zt7TE3N6d79+7cvn1bzfPsrfO0tDQ++ugjbG1tMTAwoFq1aixduvT1P0QhhMjG+PHj2blzJxcuXGD//v106dKF1NRU+vTpA8CNGzeIi4vj1KlTAJw5c4a4uDiSk5PVOvz8/AgICFDPg4KC2Lp1K+fPnycuLo7+/fsTFxfHhx9+WLCDE6KYkUAzn927dw93d3dKlizJn3/+ye7duylZsiRt27bl4cOHACxatIhhw4YxaNAgjh8/TkREBA4ODgDExsYCEBwcTFJSknoO8Ndff/Hzzz+zdu1adcNib29vbty4wc6dO4mKiuLcuXP4+Pho9encuXOEh4ezceNGNm7cyM6dO5k1a1aOY/Dz8yM0NJT58+cTHx/P999/T8mSJbPNm5aWRmpqqtYhhBAv4++//6ZHjx44OjrywQcfUKJECfbt24ednR0AERER1KtXjw4dHm+F1L17d+rVq8f333+v1pGYmEhSUpJ6fuvWLQYNGkSNGjVo06YN//zzD3/++SeNGzcu2MEJUczIrfNXtHHjxizB1sSJE5k8ebJWWmhoKDo6OixZsgSNRgM8DhpLlSpFdHQ0bdq0Ydq0aYwbN45Ro0ap5Ro1agRAuXLlAChVqlSW/d8ePnzITz/9pOaJiori2LFjXLhwAVtbWwB++uknatasSWxsrFpnZmYmISEhmJqaAo/3pNu+fTvTp0/PMs6zZ8/y888/ExUVhYeHBwBVqlTJ8XOZOXMmQUFBuX10QgiRq9DQ0Fyv+/v74+/vn2ue6OhorfNvvvmGb7755jV7JoR4WRJoviJ3d3cWLVqklZbds42HDh3ir7/+UoO6Jx48eMC5c+e4evUq//77L61atXrpPtjZ2alBJkB8fDy2trZqkAng7OxMqVKliI+PVwNNe3t7rf5UrFiRq1evZttGXFwcurq6tGzZ8oX6FBAQwNixY9Xz1NRUrf4IIYQQoviQQPMVmZiYqLe3c5OZmUmDBg1YtWpVlmvlypVDR+fVn14wMTHROlcURZ01zS392UVDGo2GzMzMbNswMjJ6qT4ZGBgU6qIoIYQQQrw55BnNfFa/fn0SEhIoX748Dg4OWoe5uTmmpqbY29uzffv2HOvQ19fn0aNHz23L2dmZxMRELl++rKadOnWKlJQUatSo8Ur9r127NpmZmezcufOVygshhBCi+JJA8xWlpaWRnJysdfz3339Z8vXq1YuyZcvi5eXFrl27uHDhAjt37mTUqFH8/fffwOOV4HPmzGH+/PkkJCRw+PBhrU2EnwSiycnJ3Lx5M8c+eXh4UKdOHXr16sXhw4c5cOAAfn5+tGzZkoYNG77SOO3t7enTpw/9+vUjPDycCxcuEB0dzc8///xK9QkhhBCi+JBA8xVt2bKFihUrah0tWrTIks/Y2Jg///yTSpUq8cEHH1CjRg369evH/fv3MTMzA6BPnz7MnTuXhQsXUrNmTTp27Ki1ifCcOXOIiorC1taWevXq5dinJxu7ly5dmnfffRcPDw+qVKlCWFjYa4110aJFdOnShaFDh+Lk5MTAgQO5e/fua9UphBBCiKJPoyiKUtidEEVXamoq5ubm2I7+GR0D48LujhDiDXdxVofC7oIQgv/7/Z2SkqJOjL0KmdEUQgghhBD5QladiwJxIsjztb4RCSGEEOLtIzOaQgghhBAiX0igKYQQolDMnDkTjUbD6NGj1bQrV67g7++PlZUVxsbGtG3bVmtxZHZCQkLQaDRZjgcPHuTzCIQQzyOBphBCiAIXGxvLjz/+SJ06ddQ0RVHw9vbm/PnzbNiwgSNHjmBnZ4eHh8dzd7owMzMjKSlJ6zA0NMzvYQghnkOe0RQFotaUrbLqXIhi7OnV5Hfu3KFXr14sXryYadOmqekJCQns27ePEydOULNmTQAWLlxI+fLlWbNmDQMGDMixfo1Gg6WlZf4NQAjxSmRGUwghRIEaNmwYHTp0wMPDQys9LS0NQGsmUldXlxIlSrB79+5c67xz5w52dnbY2NjQsWNHjhw5kvcdF0K8NAk0hRBCFJjQ0FAOHz7MzJkzs1xzcnLCzs6OgIAAbt68ycOHD5k1axbJyckkJSXlWKeTkxMhISFERESwZs0aDA0Nad68+XOf7RRC5D+5dS6EEKJAXL58mVGjRhEZGZnt85P6+vqsXbuW/v37U6ZMGXR1dfHw8KBdu3a51tu0aVOaNm2qnjdv3pz69evz7bffMn/+/DwfhxDixcmMZiFKTk5m1KhRODg4YGhoSIUKFWjRogXff/899+7dK+zuCSFEnjp06BBXr16lQYMG6Onpoaenx86dO5k/fz56eno8evSIBg0aEBcXx61bt0hKSmLLli1cv36dypUrv3A7Ojo6NGrUSGY0hXgDyIxmITl//jzNmzenVKlSzJgxg9q1a5ORkcHZs2dZtmwZVlZWvP/++1nKpaeno6+vXwg9FkKI19OqVSuOHz+ulda3b1+cnJyYOHEiurq6arq5uTnweIHQwYMHmTp16gu3oygKcXFx1K5dO286LoR4ZTKjWUiGDh2Knp4eBw8epFu3btSoUYPatWvTuXNnNm3aRKdOnYDHKym///57vLy8MDExYdq0aYSEhFCqVCmt+sLDw9FoNOp5YGAgLi4u/PTTT9jb22Nubk737t25ffu2muf27dv06tULExMTKlasyDfffIObm5vWnnYPHz7ko48+wtraGhMTE5o0aUJ0dHR+fjRCiCLK1NSUWrVqaR0mJiZYWFhQq1YtAH755Reio6PVLY5at26Nt7c3bdq0Uevx8/MjICBAPQ8KCmLr1q2cP3+euLg4+vfvT1xcHB9++GGBj1EIoU0CzUJw/fp1IiMjGTZsGCYmJtnmeTponDJlCl5eXhw/fpx+/fq9cDvnzp0jPDycjRs3snHjRnbu3MmsWbPU62PHjmXPnj1EREQQFRXFrl27OHz4sFYdffv2Zc+ePYSGhnLs2DG6du2a6wbKaWlppKamah1CCPGikpKS8PX1xcnJiZEjR+Lr68uaNWu08iQmJmotDrp16xaDBg2iRo0atGnThn/++Yc///yTxo0bF3T3hRDPkFvnheCvv/5CURQcHR210suWLau+yWLYsGHMnj0bgJ49e75UgPlEZmYmISEhmJqaAuDr68v27duZPn06t2/fZvny5axevZpWrVoBEBwcjJWVlVr+3LlzrFmzhr///ltNHz9+PFu2bCE4OJgZM2ZkaXPmzJkEBQW9dF+FEMXTs3dIRo4cyciRI1+qzDfffMM333yTxz0TQuQFCTQL0dOzlgAHDhwgMzOTXr16qfvJATRs2PCV6re3t1eDTICKFSty9epV4PEzounp6Vrf+M3NzbWC38OHD6MoCtWrV9eqNy0tDQsLi2zbDAgIYOzYsep5amoqtra2r9R/IYQQQrzdJNAsBA4ODmg0Gk6fPq2VXqVKFQCMjIy00p+9va6jo4OiKFpp6enpWdp5dtGQRqMhMzMTQC3/bLD7dL2ZmZno6upy6NAhrYf0AUqWLJnt2AwMDDAwMMj2mhBCCCGKF3lGsxBYWFjQunVrFixY8Nz392anXLly3L59W6tsXFzcS9VRtWpV9PX1OXDggJqWmpqq9exlvXr1ePToEVevXsXBwUHrkFe9CSGEEOJ5JNAsJAsXLiQjI4OGDRsSFhZGfHw8Z86cYeXKlZw+fTrLDOLTmjRpgrGxMZ988gl//fUXq1evJiQk5KXaNzU1pU+fPkyYMIEdO3Zw8uRJ+vXrh46OjjrLWb16dXr16oWfnx/r1q3jwoULxMbGMnv2bH7//ffXGb4QQgghigEJNAtJ1apVOXLkCB4eHgQEBFC3bl0aNmzIt99+y/jx43PdM65MmTKsXLmS33//ndq1a7NmzRoCAwNfug9ff/01rq6udOzYEQ8PD5o3b06NGjW03tgRHByMn58f48aNw9HRkffff5/9+/fLc5dCCCGEeC6N8uzDfqLYunv3LtbW1syZM4f+/fvnSZ2pqamYm5tjO/pndAyM86ROIcTb5+KsDoXdBSHES3jy+zslJQUzM7NXrkcWAxVjR44c4fTp0zRu3JiUlBQ+//xzALy8vAq5Z0IIIYQoCiTQLOa++uorzpw5Q4kSJWjQoAG7du2ibNmyed7OiSDP1/pGJIQQQoi3jwSaxVi9evU4dOhQYXdDCCGEEEWULAYSQohCsGjRIurUqYOZmRlmZma4urqyefNm9bpGo8n2+PLLL3Os083NLdsyHTr83/ORgYGBWa7LdmVCiPwiM5pCCFEIbGxsmDVrFg4ODgAsX74cLy8vjhw5Qs2aNbXe5Q2wefNm+vfvT+fOnXOsc926dTx8+FA9v379OnXr1qVr165a+WrWrMm2bdvU89y2UxNCiNchgaYoELWmbJVV50L8fxdndaBTp05aadOnT2fRokXs27ePmjVrZpll3LBhA+7u7uobxLJTpkwZrfPQ0FCMjY2zBJp6enoyiymEKBBy61wIIQrZo0ePCA0N5e7du7i6uma5fuXKFTZt2vTS244tXbqU7t27Z3mNbUJCAlZWVlSuXJnu3btz/vz51+q/EELkRGY0hRCikBw/fhxXV1cePHhAyZIlWb9+Pc7OzlnyLV++HFNTUz744IMXrvvAgQOcOHGCpUuXaqU3adKEFStWUL16da5cucK0adNo1qwZJ0+exMLC4rXHJIQQT5MZzWJOo9EQHh4OwMWLF9FoNC/93nQhxKtxdHQkLi6Offv2MWTIEPr06cOpU6ey5Fu2bBm9evXSemvX8yxdupRatWrRuHFjrfR27drRuXNnateujYeHB5s2bQIeB7NCCJHXZEbzLebv78+tW7fUQPF12drakpSUlC/7aAohsipRooS6GKhhw4bExsYyb948fvjhBzXPrl27OHPmDGFhYS9c77179wgNDVVfwpAbExMTateuTUJCwssPQAghnkNmNIVKV1cXS0tL9PTk+4cQhUFRFNLS0rTSli5dSoMGDahbt+4L1/Pzzz+TlpZG7969n5s3LS2N+Ph4Klas+NL9FUKI55FAs4hwc3Nj5MiRfPTRR5QpUwZLS0sCAwO18iQkJPDuu+9iaGiIs7MzUVFRWtezu3V+6tQp2rdvT8mSJalQoQK+vr78999/BTAiIYq2Tz75hF27dnHx4kWOHz/OpEmTiI6OplevXmqe1NRUfvnlFwYMGJBtHX5+fgQEBGRJX7p0Kd7e3tk+czl+/Hh27tzJhQsX2L9/P126dCE1NZU+ffrk3eCEEOL/k0CzCFm+fDkmJibs37+fL774gs8//1wNJjMzM/nggw/Q1dVl3759fP/990ycODHX+pKSkmjZsiUuLi4cPHiQLVu2cOXKFbp165ZjmbS0NFJTU7UOIURWV65cwdfXF0dHR1q1asX+/fvZsmULrVu3VvOEhoaiKAo9evTIto7ExMQs+22ePXuW3bt357hC/e+//6ZHjx44OjrywQcfUKJECfbt24ednV3eDU4IIf4/uUdahNSpU4cpU6YAUK1aNRYsWMD27dtp3bo127ZtIz4+nosXL2JjYwPAjBkzaNeuXY71LVq0iPr16zNjxgw1bdmyZdja2nL27FmqV6+epczMmTMJCgrK45EJUfQ8uxo8O4MGDWLQoEE5Xo+Ojs6SVr16dRRFybFMaGjoC/VPCCHywmvNaP71119s3bqV+/fvA+T6j5vIf3Xq1NE6r1ixIlevXgUgPj6eSpUqqUEmkO1+fU87dOgQO3bsoGTJkurh5OQEwLlz57ItExAQQEpKinpcvnz5dYYkhBBCiLfYK81oXr9+HR8fH/744w80Gg0JCQlUqVKFAQMGUKpUKebMmZPX/RQvQF9fX+tco9GQmZkJZP8lQKPR5FpfZmYmnTp1Yvbs2Vmu5bRwwMDAAAMDgxftshBCCCGKsFea0RwzZgx6enokJiZibPx/rxX08fFhy5YtedY5kXecnZ1JTEzk33//VdNiYmJyLVO/fn1OnjyJvb09Dg4OWsezbxoRQgghhHjWKwWakZGRzJ49W+s2LDx+LvDSpUt50jGRtzw8PHB0dMTPz4+jR4+ya9cuJk2alGuZYcOGcePGDXr06MGBAwc4f/48kZGR9OvXj0ePHhVQz4UQQgjxtnqlQPPu3btaM5lP/Pfff3Lb9A2lo6PD+vXrSUtLo3HjxgwYMIDp06fnWsbKyoo9e/bw6NEjPD09qVWrFqNGjcLc3BwdHdmwQAghhBC50yivsIKnQ4cO1K9fn6lTp2JqasqxY8ews7Oje/fuZGZm8uuvv+ZHX8VbKDU1FXNzc2xH/4yOQdYvJ0IURxdndSjsLgghRK6e/P5OSUnBzMzslet5pcVAX375JW5ubhw8eJCHDx/y0UcfcfLkSW7cuMGePXteuTNCCCGEEKLoeKUZTYDk5GQWLVrEoUOHyMzMpH79+gwbNkxeYya05NU3IiGEEEIUnEKb0UxPT6dNmzb88MMPsjG3EEIIIYTI0Uuv6NDX1+fEiRPP3YNRCCHy08yZM2nUqBGmpqaUL18eb29vzpw5o5Xnzp07DB8+HBsbG4yMjKhRowaLFi3Ktd6QkBA0Gk2W48GDB/k5HCGEKJJeaemwn5/fC70+TQgh8svOnTsZNmwY+/btIyoqioyMDNq0acPdu3fVPGPGjGHLli2sXLmS+Ph4xowZw4gRI9iwYUOudZuZmZGUlKR1GBoa5veQhBCiyHmlxUAPHz5kyZIlREVF0bBhwyybd3/99dd50jlRdNSaslVWnYs8c3FWhywvhwgODqZ8+fIcOnSId999F3j8UoI+ffrg5uYGPH53+A8//MDBgwfx8vLKsX6NRoOlpWW+9V8IIYqLVwo0T5w4Qf369QE4e/as1jW5pS6EKAwpKSkAlClTRk1r0aIFERER9OvXDysrK6Kjozl79izz5s3Lta47d+5gZ2fHo0ePcHFxYerUqdSrVy9f+y+EEEXRKwWaO3bsyOt+CCHEK1MUhbFjx9KiRQtq1aqlps+fP5+BAwdiY2ODnp4eOjo6LFmyhBYtWuRYl5OTEyEhIdSuXZvU1FTmzZtH8+bNOXr0KNWqVSuI4QghRJHxSoGmKD4CAwMJDw8nLi6usLsiRI6GDx/OsWPH2L17t1b6/Pnz2bdvHxEREdjZ2fHnn38ydOhQKlasiIeHR7Z1NW3alKZNm6rnzZs3p379+nz77bfMnz8/X8chhBBFzSsFmnfv3mXWrFls376dq1evkpmZqXX9/PnzedI58Xz+/v4sX74cAF1dXaysrOjQoQMzZsygdOnShdw7IfLfiBEjiIiI4M8//8TGxkZNv3//Pp988gnr16+nQ4fHb+KpU6cOcXFxfPXVVzkGms/S0dGhUaNGJCQk5Ev/hRCiKHulQHPAgAHs3LkTX19fKlasKM9lFrK2bdsSHBxMRkYGp06dol+/fty6dYs1a9YUdteEyDeKojBixAjWr19PdHQ0lStX1rqenp5Oeno6Ojram2vo6upm+XL8vHbi4uKoXbt2nvRbCCGKk1cKNDdv3symTZto3rx5XvdHvAIDAwN1hayNjQ0+Pj6EhIQAkJmZybRp0/jxxx+5du0aNWrUYNasWbRt21Yt//fffzN+/HgiIyNJS0ujRo0afPfddzRp0iRLWxcuXKB169a0bt2a7777LssvcSEKyrBhw1i9ejUbNmzA1NSU5ORkAMzNzTEyMsLMzIyWLVsyYcIEjIyMsLOzY+fOnaxYsUJrZww/Pz+sra2ZOXMmAEFBQTRt2pRq1aqRmprK/PnziYuL47vvviuUcQohxNvslQLN0qVLa63sFG+O8+fPs2XLFvT19QGYN28ec+bM4YcffqBevXosW7aM999/n5MnT1KtWjXu3LlDy5Ytsba2JiIiAktLSw4fPpztjM+JEydo06YNffr0UX8pPystLY20tDT1PDU1NX8GKoq9JxuvP9m66Ing4GD8/f0BCA0NJSAggF69enHjxg3s7OyYPn06H374oZo/MTFR6wvTrVu3GDRoEMnJyZibm1OvXj3+/PNPGjdunO9jEkKIouaVAs2pU6fy2WefsXz5coyNZW/EwrZx40ZKlizJo0eP1LeXPJmx+eqrr5g4cSLdu3cHYPbs2ezYsYO5c+fy3XffsXr1aq5du0ZsbKz65cHBwSFLGzExMXTs2JGAgADGjx+fY19mzpwpryYVBUJRlOfmsbS0JDg4ONc80dHRWufffPMN33zzzet0TQghxP/3SoHmnDlzOHfuHBUqVMDe3l6dPXvi8OHDedI58WLc3d1ZtGgR9+7dY8mSJZw9e5YRI0aQmprKv//+m+URhydbtQDExcVRr169XGeoExMT8fDwYNq0aYwZMybXvgQEBDB27Fj1PDU1FVtb29cYnRBCCCHeVq8UaHp7e+dxN8TrMDExUWch58+fj7u7O0FBQUyYMAHIuom+oihqmpGR0XPrL1euHFZWVoSGhtK/f3/MzMxyzGtgYICBgcGrDkUIIYQQRcgrBZpTpkzJ636IPDRlyhTatWvHkCFDsLKyYvfu3eor+QD27t2rPm9Wp04dlixZwo0bN3Kc1TQyMmLjxo20b98eT09PIiMjMTU1LZCxCCGEEOLt9cpLhm/dusWSJUsICAjgxo0bwONb5v/880+edU68Gjc3N2rWrMmMGTOYMGECs2fPJiwsjDNnzvDxxx8TFxfHqFGjAOjRoweWlpZ4e3uzZ88ezp8/z9q1a4mJidGq08TEhE2bNqGnp0e7du24c+dOYQxNCCGEEG+RV5rRPHbsGB4eHpibm3Px4kUGDhxImTJlWL9+PZcuXWLFihV53U/xksaOHUvfvn05e/YsqampjBs3jqtXr+Ls7ExERIT6Kr0SJUoQGRnJuHHjaN++PRkZGTg7O2e7lUvJkiXZvHkznp6etG/fns2bN2NiYlLQQxNCCCHEW0KjvMjSzWd4eHhQv359vvjiC0xNTTl69ChVqlRh79699OzZk4sXL+ZDV8XbKDU1FXNzc2xH/4yOgexQIPLGxVkdCrsLQghRpD35/Z2SkpLr2ozneaVb57GxsQwePDhLurW1tbppshBCCCGEKN5e6da5oaFhthtxnzlzhnLlyr12p0TRcyLI87W+EQkhhBDi7fNKM5peXl58/vnnpKenA4+3z0lMTOTjjz+mc+fOedpBIYQQQgjxdnqlQPOrr77i2rVrlC9fnvv379OyZUscHBwoWbIk06dPz+s+CiHeYjNnzqRRo0aYmppSvnx5vL29OXPmTI75Bw8ejEajYe7cubnWu27dOho2bEipUqUwMTHBxcWFn376SSvPokWLqFOnDmZmZpiZmeHq6srmzZvzYlhCCCFewCvdOjczM2P37t3s2LGDQ4cOkZmZSf369fHw8Mjr/gkh3nI7d+5k2LBhNGrUiIyMDCZNmkSbNm04depUll0LwsPD2b9/P1ZWVs+tt0yZMkyaNAknJydKlCjBxo0b6du3L+XLl8fT0xMAGxsbZs2apb7QYPny5Xh5eXHkyBFq1qyZ94MVQgih5aVWnd+/f5/t27fTsWNH4PHrBtPS0tTrenp6fP755xgaGuZ9T8VbSVadF2/ZrQ5/cjdk586dWi8S+Oeff2jSpAlbt26lQ4cOjB49mtGjR79Ue/Xr16dDhw5MnTo1xzxlypThyy+/pH///i9VtxBCFCd5ter8pWY0V6xYwcaNG9VAc8GCBdSsWVN9jeHp06epWLHic9+HLYQovlJSUgC03kSVmZmJr68vEyZMeKWZRkVR+OOPPzhz5gyzZ8/ONs+jR4/45ZdfuHv3Lq6urq/WeSGEEC/lpQLNVatWZQkiV69eTZUqVQBYuXIl3333nQSaQohsKYrC2LFjadGiBbVq1VLTZ8+ejZ6eHiNHjnyp+lJSUrC2tiYtLQ1dXV0WLlxI69attfIcP34cV1dXHjx4QMmSJVm/fj3Ozs55Mh4hhBC5e6nFQGfPnqV69erquaGhITo6/1dF48aNOXXqVN71DoiOjkaj0XDr1q08rbcgaDQawsPDC7sbr83Nze2lb2EKkZ3hw4dz7Ngx1qxZo6YdOnSIefPmERISgkajean6TE1NiYuLIzY2lunTpzN27Fiio6O18jg6OhIXF8e+ffsYMmQIffr0yfN/p4QQQmTvpQLNlJQU9PT+bxL02rVr2Nvbq+eZmZlaz2y+qL1796Krq0vbtm2fmzckJIRSpUq9dBv5KTAwEBcXlyzpSUlJtGvXLl/btre3R6PRoNFoMDIywsnJiS+//JJXeOGTEPlqxIgRREREsGPHDmxsbNT0Xbt2cfXqVSpVqoSenh56enpcunSJcePGaf37kh0dHR0cHBxwcXFh3LhxdOnShZkzZ2rlKVGiBA4ODjRs2JCZM2dSt25d5s2blx9DFEII8YyXCjRtbGw4ceJEjtePHTum9QvkRS1btowRI0awe/duEhMTX7r8q3j06BGZmZn52oalpSUGBgb52gbA559/TlJSEvHx8YwfP55PPvmEH3/8Md/bFeJFKIrC8OHDWbduHX/88QeVK1fWuu7r68uxY8eIi4tTDysrKyZMmMDWrVtfuq3nfdl9kTxCCCHyxksFmu3bt+ezzz7jwYMHWa7dv3+foKAgOnR4uXcQ3717l59//pkhQ4bQsWNHQkJCcswbHR1N3759SUlJUWfxAgMDAXj48CEfffQR1tbWmJiY0KRJE61baE9mQjdu3IizszMGBgZcunQJe3t7ZsyYQb9+/TA1NaVSpUpZgrSJEydSvXp1jI2NqVKlCpMnT1Y3qw8JCSEoKIijR4+qfXoyhqdvnbu6uvLxxx9r1Xvt2jX09fXZsWPHC40hJ6amplhaWmJvb8+AAQOoU6cOkZGR6vWbN2/i5+dH6dKlMTY2pl27diQkJGjVsWfPHlq2bImxsTGlS5fG09OTmzdvZtveli1bMDc3Z8WKFc/tmxDDhg1j5cqVrF69GlNTU5KTk0lOTub+/fsAWFhYUKtWLa1DX18fS0tLHB0d1Xr8/PwICAhQz2fOnElUVBTnz5/n9OnTfP3116xYsYLevXureT755BN27drFxYsXOX78OJMmTSI6OppevXoV3AcghBDF2EsFmp988gk3btzA0dGRL7/8kg0bNhAREcEXX3yBo6MjN2/e5JNPPnmpDoSFheHo6IijoyO9e/cmODg4x9u+zZo1Y+7cuZiZmZGUlERSUhLjx48HoG/fvuzZs4fQ0FCOHTtG165dadu2rVZAde/ePWbOnMmSJUs4efIk5cuXB2DOnDk0bNiQI0eOMHToUIYMGcLp06fVcqampoSEhHDq1CnmzZvH4sWL+eabbwDw8fFh3Lhx1KxZU+2Tj49Plr736tWLNWvWaI0tLCyMChUq0LJlyxceQ24URSE6Opr4+Hj09fXVdH9/fw4ePEhERAQxMTEoikL79u3VYDkuLo5WrVpRs2ZNYmJi2L17N506deLRo0dZ2ggNDaVbt26sWLECPz+/LNfT0tJITU3VOkTxtmjRIlJSUnBzc6NixYrqERYW9lL1JCYmkpSUpJ7fvXuXoUOHUrNmTZo1a8avv/7KypUrGTBggJrnypUr+Pr64ujoSKtWrdi/fz9btmzJsmBICCFE/nipfTQBLly4wJAhQ4iKilKDJo1GQ+vWrVm4cKG6Av1FNW/enG7dujFq1CgyMjKoWLEia9asUTd/j46Oxt3dnZs3b1KqVClCQkIYPXq01uKgc+fOUa1aNf7++2+tjZ49PDxo3LgxM2bMICQkhL59+xIXF0fdunXVPPb29rzzzjvqG0UURcHS0pKgoCA+/PDDbPv85ZdfEhYWxsGDB4HHz2iGh4cTFxenlU+j0bB+/Xq8vb25du0aVlZW/PHHH7zzzjvA48C5RYsWfPHFFy80huzY29uTlJSEvr4+Dx8+JD09HUNDQ7Zv306zZs1ISEigevXq7Nmzh2bNmgFw/fp1bG1tWb58OV27dqVnz54kJiaye/fubNtwc3PDxcWF6tWr88knn7B+/Xrc3d2zzRsYGEhQUFCWdNlHs3jKbh9NIYQQb75C2UcToHLlymzZsoUbN27w119/AeDg4KC1J96LOnPmDAcOHGDdunWPO6Onh4+PD8uWLXuptwwdPnwYRVG0VsTD49k1CwsL9bxEiRLUqVMnS/mn0zQaDZaWlly9elVN+/XXX5k7dy5//fUXd+7cISMj46U/9HLlytG6dWtWrVrFO++8w4ULF4iJiWHRokUvNYbsTJgwAX9/f65du8akSZN477331KAyPj4ePT09mjRpoua3sLDA0dGR+Ph44PGMZteuXXNtY+3atVy5coXdu3fTuHHjHPMFBAQwduxY9Tw1NRVbW9tc6xZCCCFE0fRKr6CEx5st5xZwvIilS5eSkZGBtbW1mqYoCvr6+ty8eZPSpUu/UD2ZmZno6upy6NAhdHV1ta6VLFlS/bORkVG226c8fZsZHgebTxYK7du3j+7duxMUFISnpyfm5uaEhoYyZ86cFx7nE7169WLUqFF8++23rF69mpo1a6qzqy86huyULVsWBwcHHBwcWLt2LQ4ODjRt2hQPD48cH0NQFEX9LJ5suJ8bFxcXDh8+THBwMI0aNcpxGxoDA4MCWQAlhBBCiDffSz2jmZcyMjJYsWIFc+bM0VptevToUezs7Fi1alW25UqUKJHl2cF69erx6NEjrl69qgZcTw5LS8vX6ueePXuws7Nj0qRJNGzYkGrVqnHp0qXn9ik73t7ePHjwgC1btrB69WqtRQt5NYbSpUszYsQIxo8fj6IoODs7k5GRwf79+9U8169f5+zZs9SoUQN4PKO7ffv2XOutWrUqO3bsYMOGDYwYMeKF+yOEEEKI4qvQAs2NGzdy8+ZN+vfvn2XFaZcuXVi6dGm25ezt7blz5w7bt2/nv//+4969e1SvXp1evXrh5+fHunXruHDhArGxscyePZvff//9tfrp4OBAYmIioaGhnDt3jvnz57N+/fosfbpw4QJxcXH8999/OW6dYmJigpeXF5MnTyY+Pp6ePXuq1/JyDMOGDePMmTOsXbuWatWq4eXlxcCBA9m9ezdHjx6ld+/eWFtb4+XlBTy+3R0bG8vQoUM5duwYp0+fZtGiRfz3339a9VavXp0dO3awdu1a2cBdCCGEEM9VaIHm0qVL8fDwwNzcPMu1zp07ExcXx+HDh7Nca9asGR9++CE+Pj6UK1eOL774AoDg4GD8/PwYN24cjo6OvP/+++zfv/+1nw/08vJizJgxDB8+HBcXF/bu3cvkyZOz9Ldt27a4u7tTrlw5rbeePKtXr14cPXqUd955h0qVKmldy6sxlCtXDl9fXwIDA8nMzCQ4OJgGDRrQsWNHXF1dURSF33//XX1koHr16kRGRnL06FEaN26Mq6srGzZs0Nqc/wlHR0f++OMP1qxZw7hx416qX0IIIYQoXl561bkQL+PJqjVZdV48yapzIYR4O+XVqvNCm9EUQgghhBBF2yuvOhfiZZwI8nytb0RCCCGEePvIjKYQQgghhMgXEmgKIXI0c+ZMGjVqhKmpKeXLl8fb25szZ85o5Vm3bh2enp6ULVsWjUaT5Q1ZOVm7di3Ozs4YGBjg7OycZTcHIYQQbz8JNIUQOdq5cyfDhg1j3759REVFkZGRQZs2bbh7966a5+7duzRv3pxZs2a9cL0xMTH4+Pjg6+vL0aNH8fX1pVu3blr7vQohhHj7yapzka9k1fnbK7sV49euXaN8+fLs3LmTd999Vzv/xYtUrlyZI0eO4OLikmvdPj4+pKamsnnzZjWtbdu2lC5dOtftwYQQQhQMWXUuhChwKSkpwONX0L6OmJgY2rRpo5Xm6enJ3r17X6teIYQQbxYJNIUQL0RRFMaOHUuLFi2oVavWa9WVnJxMhQoVtNIqVKhAcnLya9UrhBDizSLbGwkhXsjw4cM5duwYu3fvzpP6NBqN1rmiKFnShBBCvN1kRrMI8ff3R6PRoNFo0NPTo1KlSgwZMoSbN29q5Vu5ciVOTk4YGhpib2/P1KlTs9R18eJFtS6NRkOJEiVwcHBg2rRpyGO9xc+IESOIiIhgx44d2NjYvHZ9lpaWWWYvr169mmWWUwghxNtNAs0ipm3btiQlJXHx4kWWLFnCb7/9xtChQ9XrFy9exM/PD29vb+Lj4/n555+pXLlyjvVt27aNpKQkEhISCAoKYvr06SxbtqwghiLeAIqiMHz4cNatW8cff/yR68/Ky3B1dSUqKkorLTIykmbNmuVJ/UIIId4Mcuu8iDEwMMDS0hIAGxsbfHx8CAkJUa8/maHs168flStXpnLlyjRu3DjH+iwsLNT67OzsWLZsGYcPH6Z///75Og7xZhg2bBirV69mw4YNmJqaqrOQ5ubmGBkZAXDjxg0SExP5999/AdR9Ni0tLdWfHT8/P6ytrZk5cyYAo0aN4t1332X27Nl4eXmxYcMGtm3blme35YUQQrwZZEazCDt//jxbtmxBX19fTbO2tqZhw4YMHz6cBw8evFR9Bw8e5PDhwzRp0iTHPGlpaaSmpmod4u21aNEiUlJScHNzo2LFiuoRFham5omIiKBevXp06PB4O6Tu3btTr149vv/+ezVPYmIiSUlJ6nmzZs0IDQ0lODiYOnXqEBISQlhYWK4/W0IIId4+MqNZxGzcuJGSJUvy6NEjNZD8+uuv1esDBw5EURSqVKlC27ZtiYiIUPfH6tixI5UrV+bbb79V8zdr1gwdHR0ePnxIeno6gwYNws/PL8f2Z86cSVBQUD6NThS0F3ke19/fH39//1zzREdHZ0nr0qULXbp0ecWeCSGEeBvIjGYR4+7uTlxcHPv372fEiBF4enoyYsQIAE6dOkVISAghISEsWrQIe3t73NzcuHr1KgAnT56kRYsWWvWFhYURFxfH0aNHCQsLY8OGDXz88cc5th8QEEBKSop6XL58Of8GK4QQQog3mgSaRYyJiQkODg7UqVOH+fPnk5aWps4wHjt2jBIlSuDs7IxGo2Hp0qVUqVKF5s2b8+OPP3L79m3ef/99rfpsbW1xcHCgRo0adOvWjdGjRzNnzpwcb7sbGBhgZmamdQghhBCieJJAs4ibMmUKX331Ff/++y/W1tY8fPhQfZ+0rq4uq1evxsHBgcGDBzNp0iR1gUdOdHV1ycjI4OHDhwXRfSGEEEK8xSTQLOLc3NyoWbMmM2bMoEWLFjRr1gwfHx/Cw8M5d+4cv//+O+fPn8fExITVq1dz7949rfLXr18nOTmZv//+m82bNzNv3jzc3d1lplIIIYQQzyWBZjEwduxYFi9ezN9//82WLVvo3LkzY8eOxdnZmUmTJjFkyBDOnj1LcnIyvXr1IjMzUy3r4eFBxYoVsbe3Z9CgQbRv315rxbEQQgghRE40irzmReSj1NRUzM3NsR39MzoGxoXdHfESLs7qUNhdEEIIUUie/P5OSUl5rbuYMqMphBBCCCHyheyjKQrEiSBPea5TCCGEKGZkRlMIIYQQQuQLCTSFEMycOZNGjRphampK+fLl8fb2Vt9Z/oSiKAQGBmJlZYWRkRFubm6cPHnyuXWvXbsWZ2dnDAwMcHZ2Zv369fk1DCGEEG8YCTSFEOzcuZNhw4axb98+oqKiyMjIoE2bNty9e1fN88UXX/D111+zYMECYmNjsbS0pHXr1ty+fTvHemNiYvDx8cHX15ejR4/i6+tLt27d1L1chRBCFG2y6lzkK1l1/ubLbnX5tWvXKF++PDt37uTdd99FURSsrKwYPXo0EydOBCAtLY0KFSowe/ZsBg8enG3dPj4+pKamsnnzZjWtbdu2lC5dmjVr1uTPgIQQQrw2WXUuhMg3KSkpAJQpUwaACxcukJycTJs2bdQ8BgYGtGzZkr179+ZYT0xMjFYZAE9Pz1zLCCGEKDok0BRCaFEUhbFjx9KiRQtq1aoFQHJyMgAVKlTQyluhQgX1WnaSk5NfuowQQoiiQ7Y3EkJoGT58OMeOHWP37t1Zrmk0Gq1zRVGypOVFGSGEEEWDzGgWAn9/fzQaDRqNBj09PSpVqsSQIUO4efNmYXdNFHMjRowgIiKCHTt2YGNjo6ZbWloCZJmJvHr1apYZy6dZWlq+dBkhhBBFhwSahaRt27YkJSVx8eJFlixZwm+//cbQoUMLu1uimFIUheHDh7Nu3Tr++OMPKleurHW9cuXKWFpaEhUVpaY9fPiQnTt30qxZsxzrdXV11SoDEBkZmWsZIYQQRYcEmoXEwMAAS0tLbGxsaNOmDT4+PkRGRqrXg4ODqVGjBoaGhjg5ObFw4UKt8nv37sXFxQVDQ0MaNmxIeHg4Go2GuLg4NU9ERATVqlXDyMgId3d3li9fjkaj4datWwBcv36dHj16YGNjg7GxMbVr186yElhRFL744guqVKmCkZERdevW5ddff823z0UUjmHDhrFy5UpWr16NqakpycnJJCcnc//+feDx7e/Ro0czY8YM1q9fz4kTJ/D398fY2JiePXuq9fj5+REQEKCejxo1isjISGbPns3p06eZPXs227ZtY/To0QU9RCGEEIVAntF8A5w/f54tW7agr68PwOLFi5kyZQoLFiygXr16HDlyhIEDB2JiYkKfPn24ffs2nTp1on379qxevZpLly5l+cV98eJFunTpwqhRoxgwYABHjhxh/PjxWnkePHhAgwYNmDhxImZmZmzatAlfX1+qVKlCkyZNAPj0009Zt24dixYtolq1avz555/07t2bcuXK0bJlyyxjSUtLIy0tTT1PTU3N409L5IdFixYB4ObmppUeHByMv78/AB999BH3799n6NCh3Lx5kyZNmhAZGYmpqamaPzExER2d//v+2qxZM0JDQ/n000+ZPHkyVatWJSwsTP35EkIIUbTJPpqFwN/fn5UrV2JoaMijR4948OABAF9//TVjxoyhUqVKzJ49mx49eqhlpk2bxu+//87evXv5/vvv+fTTT/n7778xNDQEYMmSJQwcOJAjR47g4uLCxx9/zKZNmzh+/Lhax6effsr06dO5efMmpUqVyrZvHTp0oEaNGnz11VfcvXuXsmXL8scff+Dq6qrmGTBgAPfu3WP16tVZygcGBhIUFJQlXfbRfHNlt4+mEEKI4i2v9tGUGc1C4u7uzqJFi7h37x5Llizh7NmzjBgxgmvXrnH58mX69+/PwIED1fwZGRmYm5sDcObMGerUqaMGmQCNGzfWqv/MmTM0atRIK+3ZPI8ePWLWrFmEhYXxzz//qLORJiYmAJw6dYoHDx7QunVrrXIPHz6kXr162Y4rICCAsWPHquepqanY2tq+6McihBBCiCJEAs1CYmJigoODAwDz58/H3d2doKAghg8fDjy+ff7s7UVdXV0g++1hnp2YfpE8c+bM4ZtvvmHu3LnUrl0bExMTRo8ezcOHDwHIzMwEYNOmTVhbW2uVNTAwyHZcBgYGOV4TQgghRPEigeYbYsqUKbRr144hQ4ZgbW3N+fPn6dWrV7Z5nZycWLVqFWlpaWpQd/DgwSx5fv/9d620Z/Ps2rULLy8vevfuDTwOLBMSEqhRowYAzs7OGBgYkJiYmO3zmEIIIYQQuZFV528INzc3atasyYwZMwgMDGTmzJnMmzePs2fPcvz4cYKDg/n6668B6NmzJ5mZmQwaNIj4+Hi2bt3KV199Bfzf5tiDBw/m9OnTTJw4kbNnz/Lzzz8TEhKilcfBwYGoqCj27t1LfHw8gwcP1trz0NTUlPHjxzNmzBiWL1/OuXPnOHLkCN999x3Lly8vwE9HCCGEEG8jCTTfIGPHjmXx4sV4enqyZMkSQkJCqF27Ni1btiQkJETd29DMzIzffvuNuLg4XFxcmDRpEp999hmA+txm5cqV+fXXX1m3bh116tRh0aJFTJo0Cfi/296TJ0+mfv36eHp64ubmhqWlJd7e3lp9mjp1Kp999hkzZ86kRo0aeHp68ttvv2XZZ1EIIYQQ4lmy6ryIWLVqFX379iUlJQUjI6Ns80yfPp3vv/+ey5cvF1i/nqxak1Xnby5ZdS6EEOJZsuq8mFuxYgVVqlTB2tqao0ePMnHiRLp166YVZC5cuJBGjRphYWHBnj17+PLLL9XFRkIIIYQQ+U0CzbdUcnIyn332GcnJyVSsWJGuXbsyffp0rTwJCQlMmzaNGzduUKlSJcaNG6f11paCdCLI87W+EQkhhBDi7SO3zkW+yqupdyGEEEIUnLz6/S2LgYQohv788086deqElZUVGo2G8PBwretXrlzB398fKysrjI2Nadu2LQkJCc+td+3ateq2WM7Ozqxfvz6fRiCEEOJtIIGmEMXQ3bt3qVu3LgsWLMhyTVEUvL29OX/+PBs2bODIkSPY2dnh4eHB3bt3c6wzJiYGHx8ffH19OXr0KL6+vnTr1o39+/fn51CEEEK8weTWuchXsur8zZLdCnONRsP69evVra3Onj2Lo6MjJ06coGbNmsDj15WWL1+e2bNnM2DAgGzr9vHxITU1lc2bN6tpbdu2pXTp0qxZsybvByOEECLfyK1zIUS+SEtLA/5vT1Z4/PrTEiVKsHv37hzLxcTE0KZNG600T09P9u7dmz8dFUII8caTQFMIocXJyQk7OzsCAgK4efMmDx8+ZNasWSQnJ5OUlJRjueTkZCpUqKCVVqFCBa23TQkhhCheJNAULy27xSOi6NDX12ft2rWcPXuWMmXKYGxsTHR0NO3atUNXVzfXsk9eb/qEoihZ0oQQQhQfEmi+QZKTkxk1ahQODg4YGhpSoUIFWrRowffff8+9e/cKu3uiGGnQoAFxcXHcunWLpKQktmzZwvXr13N99ailpWWW2curV69mmeUUQghRfEig+YY4f/489erVIzIykhkzZnDkyBG2bdvGmDFj+O2339i2bVthd1EUQ+bm5pQrV46EhAQOHjyIl5dXjnldXV2JiorSSouMjKRZs2b53U0hhBBvKAk03xBDhw5FT0+PgwcP0q1bN2rUqEHt2rXp3LkzmzZtolOnTgAkJibi5eVFyZIlMTMzo1u3bly5ckWt5+jRo7i7u2NqaoqZmRkNGjTg4MGDAISEhFCqVCnCw8OpXr06hoaGtG7dOsu7z3/77TcaNGiAoaEhVapUISgoiIyMjIL7MES+u3PnDnFxccTFxQFw4cIF4uLiSExMBOCXX34hOjpa3eKodevWeHt7ay328fPz03rT1KhRo4iMjGT27NmcPn2a2bNns23bNkaPHl2QQxNCCPEGkUDzDXD9+nUiIyMZNmwYJiYm2ebRaDTq/oY3btxg586dREVFce7cOXx8fNR8vXr1wsbGhtjYWA4dOsTHH3+Mvr6+ev3evXtMnz6d5cuXs2fPHlJTU+nevbt6fevWrfTu3ZuRI0dy6tQpfvjhB0JCQrK83jInaWlppKamah3izXPw4EHq1atHvXr1ABg7diz16tXjs88+AyApKQlfX1+cnJwYOXIkvr6+WbYoSkxM1Foc1KxZM0JDQwkODqZOnTqEhIQQFhZGkyZNCm5gQggh3iiyj+YbYP/+/TRt2pR169bxv//9T00vW7YsDx48AGDYsGF4eHjQrl07Lly4gK2tLQCnTp2iZs2aHDhwgEaNGmFmZsa3335Lnz59srQTEhJC37592bdvn/rL//Tp09SoUYP9+/fTuHFj3n33Xdq1a6c1U7Vy5Uo++ugj/v33XyDrvotPCwwMJCgoKEu67KP5ZshuH00hhBDiWbKPZhH07OrcAwcOEBcXR82aNUlLSyM+Ph5bW1s1yARwdnamVKlSxMfHA49npgYMGICHhwezZs3i3LlzWnXq6enRsGFD9dzJyUmr/KFDh/j8888pWbKkegwcOJCkpKQXWpAUEBBASkqKejx7W14IIYQQxYdeYXdAgIODAxqNhtOnT2ulV6lSBQAjIyMg561ink4PDAykZ8+ebNq0ic2bNzNlyhRCQ0O1Zkqzq+NJWmZmJkFBQXzwwQdZ8jy9gXdODAwMMDAweG4+IYQQQhR9MqP5BrCwsKB169YsWLAg13dJOzs7k5iYqDVLeOrUKVJSUqhRo4aaVr16dcaMGUNkZCQffPABwcHB6rWMjAx1cRDAmTNnuHXrFk5OTgDUr1+fM2fO4ODgkOXQ0ZEfFyGEEEK8OIkc3hALFy4kIyODhg0bEhYWRnx8PGfOnGHlypWcPn0aXV1dPDw8qFOnDr169eLw4cMcOHAAPz8/WrZsScOGDbl//z7Dhw8nOjqaS5cusWfPHmJjY7WCUH19fUaMGMH+/fs5fPgwffv2pWnTpjRu3BiAzz77jBUrVhAYGMjJkyeJj48nLCyMTz/9tLA+GiGEEEK8pSTQfENUrVqVI0eO4OHhQUBAAHXr1qVhw4Z8++23jB8/nqlTp6pv5CldujTvvvsuHh4eVKlShbCwMODx+6ivX7+On58f1atXp1u3brRr105rcY6xsTETJ06kZ8+euLq6YmRkRGhoqHrd09OTjRs3EhUVRaNGjWjatClff/01dnZ2Bf6ZCCGEEOLtJqvOi5GQkBBGjx7NrVu3CqzNJ6vWZNX5m0FWnQshhHgRsupcCCGEEEK80WTVuSgQJ4I8X+sbkRBCCCHePjKjWYz4+/sX6G1zIYQQQhRvEmgKUcT9+eefdOrUCSsrK3VB2dPu3LnD8OHDsbGxwcjIiBo1arBo0aLn1rt27VqcnZ0xMDDA2dmZ9evX59MIhBBCvK0k0BSiiLt79y5169ZlwYIF2V4fM2YMW7ZsYeXKlcTHxzNmzBhGjBjBhg0bcqwzJiYGHx8ffH19OXr0KL6+vnTr1o39+/fn1zCEEEK8hWTVuchXsuq88GS3wjy799TXqlULHx8fJk+erKY1aNCA9u3bM3Xq1Gzr9vHxITU1lc2bN6tpbdu2pXTp0qxZsybvBiGEEKJQyKpzIUSeaNGiBREREfzzzz8oisKOHTs4e/Ysnp6eOZaJiYmhTZs2Wmmenp7s3bs3v7srhBDiLSKrzoUo5ubPn8/AgQOxsbFBT08PHR0dlixZQosWLXIsk5ycTIUKFbTSKlSoQHJycn53VwghxFtEZjSLAHt7e+bOnVvY3RBvqfnz57Nv3z4iIiI4dOgQc+bMYejQoWzbti3XchqNRutcUZQsaUIIIYo3CTTzmb+/PxqNRj0sLCxo27Ytx44dK+yuaQkMDMTFxaWwuyEK2P379/nkk0/4+uuv6dSpE3Xq1GH48OH4+Pjw1Vdf5VjO0tIyy+zl1atXs8xyCiGEKN4k0CwAbdu2JSkpiaSkJLZv346enh4dO3Ys7G4JQXp6Ounp6ejoaP9ToKurS2ZmZo7lXF1diYqK0kqLjIykWbNm+dJPIYQQbycJNAuAgYEBlpaWWFpa4uLiwsSJE7l8+TLXrl0DYOLEiVSvXh1jY2OqVKnC5MmTSU9P16ojIiKChg0bYmhoSNmyZfnggw+0rt+7d49+/fphampKpUqV+PHHH7Wu59ZGSEgIQUFBHD16VJ15DQkJAeDrr7+mdu3amJiYYGtry9ChQ7lz504+fVIiP9y5c4e4uDji4uIAuHDhAnFxcSQmJmJmZkbLli2ZMGEC0dHRXLhwgZCQEFasWMH//vc/tQ4/Pz8CAgLU81GjRhEZGcns2bM5ffo0s2fPZtu2bYwePbqARyeEEOJNJoFmAbtz5w6rVq3CwcEBCwsLAExNTQkJCeHUqVPMmzePxYsX880336hlNm3axAcffECHDh04cuQI27dvp2HDhlr1zpkzh4YNG3LkyBGGDh3KkCFDOH36tHo9tzZ8fHwYN24cNWvWVGdefXx8ANDR0WH+/PmcOHGC5cuX88cff/DRRx/lOL60tDRSU1O1DlG4Dh48SL169ahXrx4AY8eOpV69enz22WcAhIaG0qhRI3r16oWzszOzZs1i+vTpfPjhh2odiYmJJCUlqefNmjUjNDSU4OBg6tSpQ0hICGFhYTRp0qRgByeEEOKNJvto5jN/f39WrlyJoaEh8Hjz7IoVK7Jx40bq16+fbZkvv/ySsLAwDh48CDz+pV6lShVWrlyZbX57e3veeecdfvrpJ+DxogxLS0uCgoK0goXc2ggMDCQ8PFyd9crJL7/8wpAhQ/jvv/+yvR4YGEhQUFCWdNlHs+Blt4+mEEII8SJkH823iLu7u3rrcv/+/bRp04Z27dpx6dIlAH799VdatGiBpaUlJUuWZPLkySQmJqrl4+LiaNWqVa5t1KlTR/2zRqPB0tKSq1evqmnPayMnO3bsoHXr1lhbW2Nqaoqfnx/Xr1/n7t272eYPCAggJSVFPS5fvvzcNoQQQghRNEmgWQBMTExwcHDAwcGBxo0bs3TpUu7evcvixYvZt28f3bt3p127dmzcuJEjR44wadIkHj58qJY3MjJ6bhv6+vpa5xqNRl3M8SJtZOfSpUu0b9+eWrVqsXbtWg4dOsR3330HkOUZ0icMDAwwMzPTOoQQQghRPMmG7YVAo9Ggo6PD/fv32bNnD3Z2dkyaNEm9/mSm84k6deqwfft2+vbt+0rtvUgbJUqU4NGjR1ppBw8eJCMjgzlz5qirkn/++edX6oMQQgghih8JNAtAWlqauufgzZs3WbBgAXfu3KFTp06kpKSQmJioLsjYtGkT69ev1yo/ZcoUWrVqRdWqVenevTsZGRls3rw510U5T3NwcHhuG/b29upqZBsbG0xNTalatSoZGRl8++23dOrUiT179vD999/nzYcihBBCiCJPbp0XgC1btlCxYkUqVqxIkyZNiI2N5ZdffsHNzQ0vLy/GjBnD8OHDcXFxYe/evUyePFmrvJubG7/88gsRERG4uLjw3nvvsX///hdu/0Xa6Ny5M23btsXd3Z1y5cqxZs0aXFxc+Prrr5k9eza1atVi1apVzJw5M08+EyGEEEIUfbLqXOSrJ6vWZNV5wZNV50IIIV6VrDoXQgghhBBvNHlGUxSIE0GesgJdCCGEKGZkRlMIIYQQQuQLCTSFKCR//vknnTp1wsrKCo1GQ3h4uNb1wMBAnJycMDExoXTp0nh4eLzQIrC1a9fi7OyMgYEBzs7OWXYYEEIIIQqKBJpCFJK7d+9St25dFixYkO316tWrs2DBAo4fP87u3buxt7enTZs2XLt2Lcc6Y2Ji8PHxwdfXl6NHj+Lr60u3bt1eapcCIYQQIq/IqnORr2TVeVbZrQbXaDSsX78eb2/vHMs9+Sy3bduW4ytJfXx8SE1NZfPmzWpa27ZtKV26NGvWrHntvgshhCgeZNW5EMXIw4cP+fHHHzE3N6du3bo55ouJiaFNmzZaaZ6enuzduze/uyiEEEJkIavOhXiDbdy4ke7du3Pv3j0qVqxIVFQUZcuWzTF/cnIyFSpU0EqrUKGC+mYqIYQQoiDJjGYx169fPypWrMgff/xB3759iY6OLuwuiae4u7sTFxfH3r17adu2Ld26dePq1au5ltFoNFrniqJkSRNCCCEKggSaBcDf3x+NRsOsWbO00sPDw187ALh48SIajYa4uLiXLpuRkUFcXBy//PILkyZN4ty5czRr1uy1+iPylomJCQ4ODjRt2pSlS5eip6fH0qVLc8xvaWmZZfby6tWrWWY5hRBCiIIggWYBMTQ0ZPbs2dy8eTPP6nz48OFrldfT0+Pw4cO0aNGCmJgY/vzzT0qUKJFHvRP5QVEU0tLScrzu6upKVFSUVlpkZKR8gRBCCFEoJNAsIB4eHlhaWjJz5swc86xdu5aaNWtiYGCAvb09c+bM0bpub2/PtGnT8Pf3x9zcnIEDB1K5cmUA/l979x6X4/3/Afx11527oxAdF9WSilSK6TCHbUT4YmYYHYhJQvohp5GFZGMmp41WbRg21sOhzbkeyKEiTA0Porblq22URKr78/tjD9fXvQrD3R29no/H9Xh0fa7P9bnedx/p3ee6Pp/L3d0dMpkMPXr0kOonJibCyckJurq6cHR0xJo1a6RjD0dCd+zYgZ49e0JfXx+urq44fvz4v4qJnl1ZWRlycnKk0ej8/Hzk5OSgoKAAd+/exezZs3HixAlcv34dp0+fxtixY/Hrr79i6NChUhuBgYGYNWuWtD9lyhTs27cPcXFx+OWXXxAXF4cDBw4gIiKinj8dERERE816o62tjcWLFyM+Ph6//vprjePZ2dl4//33MXz4cJw/fx7R0dH46KOPkJSUpFLvk08+QYcOHZCdnY2PPvoIp06dAgAcOHAARUVF2LFjBwBg/fr1mDNnDhYtWoS8vDwsXrwYH330EZKTk1XamzNnDqZNm4acnBw4ODhgxIgRqKqq+lcxPaqiogKlpaUqG9UuKysL7u7ucHd3BwBERkbC3d0d8+bNg7a2Nn755RcMGTIEDg4O6N+/P4qLi3HkyBG0b99eaqOgoABFRUXSvre3N7Zs2YLExER07NgRSUlJ2Lp1K9544416/3xERERcR7MeBAcH4/bt20hJSYGXlxecnZ2RkJCAlJQUDB48GEIIjBw5EsXFxdi3b5903owZM7Bnzx5cuHABwN8jmu7u7ipverl27RpsbW1x5swZuLm5SeWtW7dGXFwcRowYIZUtXLgQqampyMjIkM7bsGEDQkJCAAC5ublo37498vLy4Ojo+FQx/VN0dDQWLFhQo5zraP5PbetoEhERNSRcR/MlFRcXh+TkZOTm5qqU5+XlwcfHR6XMx8cHly9fRnV1tVTm6en5xGsUFxejsLAQISEhMDQ0lLaFCxfiypUrKnU7duwofW1hYQEA0qzmp43pUbNmzUJJSYm0FRYWPjFeIiIiejVxHc161q1bN/j5+WH27NkIDg6Wymtbgqa2wWYDA4MnXkOpVAL4+/b5P2+Zamtrq+zr6OhIXz+8/sPznzamRykUCigUiifGSERERK8+JpoasGTJEri5ucHBwUEqc3Z2xtGjR1XqZWRkwMHBoUZy+KiHs8QfHWE0MzODlZUVrl69ipEjRz5znM8aExERERHARFMjXFxcMHLkSMTHx0tl//d//4fOnTsjJiYGw4YNw/Hjx7Fq1SqVmeK1MTU1hZ6eHn766Se89tpr0NXVhbGxMaKjozF58mQ0bdoUffv2RUVFBbKysnDr1i1ERkY+VZzPGhMRERERwGc0NSYmJkblNnSnTp2wbds2bNmyBR06dMC8efPw8ccfq9xer41cLsfKlSvxxRdfwNLSEgMHDgQAjB07Fhs2bEBSUhJcXFzQvXt3JCUlScshPY1njYmIiIgI4KxzUrOHs9Y46/x/OOuciIgaOs46JyIiIqIGjc9oUr34eYHfc/1FRERERC8fjmgSERERkVow0SR6RFVVFebOnQtbW1vo6enBzs4OH3/8sbS2aF3S09Ph4eEBXV1d2NnZYd26dfUUMRERUcPFW+dEj4iLi8O6deuQnJyM9u3bIysrC6NHj4axsTGmTJlS6zn5+fnw9/fHuHHjsHHjRhw7dgxhYWFo1aoVhgwZUs+fgIiIqOHgrHNSq5dp1vm1Jf3Qv39/mJmZISEhQSofMmQI9PX18c0339R6XlRUFHbu3Im8vDypLDQ0FGfPnsXx48fVHjcREdGLxlnnRGrg6+uLgwcP4tKlSwCAs2fP4ujRo/D396/znOPHj6N3794qZX5+fsjKykJlZaVa4yUiImrIeOuc6BFRUVEoKSmBo6MjtLW1UV1djUWLFmHEiBF1nnPjxg2YmZmplJmZmaGqqgp//PEHLCws1B02ERFRg8QRzQbKxsYGK1as0HQYjc7WrVuxceNGbN68GadPn0ZycjI+/fRTJCcnP/Y8mUymsv/wiZR/lhMRETUmTDSfU3BwMAYNGvTM5yclJaFZs2Y1yjMzM/Hhhx8+e2AAevToAZlMBplMBoVCAQcHByxevBjV1dXP1e6rbPr06Zg5cyaGDx8OFxcXBAQEYOrUqYiNja3zHHNzc9y4cUOl7ObNm5DL5TAxMVF3yERERA0WE80GqlWrVtDXf/7JM+PGjUNRUREuXryIyZMnY+7cufj0009fQISvpvLycmhpqf5YaGtrP3Z5Iy8vL+zfv1+lbN++ffD09ISOjo5a4iQiInoZMNFUs+XLl8PFxQUGBgawtrZGWFgYysrKAABpaWkYPXo0SkpKpJHH6OhoADVvnctkMmzYsAGDBw+Gvr4+2rZti507dz7x+vr6+jA3N4eNjQ3Cw8Px9ttvIyUlBQBw69YtBAYGonnz5tDX10ffvn1x+fJl6dyHo60pKSlwcHCArq4uevXqhcLCwhf2/WloBgwYgEWLFmHPnj24du0afvjhByxfvhyDBw+W6syaNQuBgYHSfmhoKK5fv47IyEjk5eXhq6++QkJCAqZNm6aJj0BERNRgMNFUMy0tLaxcuRI///wzkpOTcejQIcyYMQMA4O3tjRUrVqBp06YoKipCUVHRY5OTBQsW4P3338e5c+fg7++PkSNH4q+//vpX8ejp6UkzoYODg5GVlYWdO3fi+PHjEELA399fZaZ0eXk5Fi1ahOTkZBw7dgylpaUYPnx4ne1XVFSgtLRUZXuZxMfH47333kNYWBicnJwwbdo0jB8/HjExMVKdoqIiFBQUSPu2trZITU1FWloa3NzcEBMTg5UrV3INTSIiavQ461zNIiIipK9tbW0RExODCRMmYM2aNWjSpAmMjY0hk8lgbm7+xLaCg4Ol2c+LFy9GfHw8Tp06hT59+jzxXKVSiX379mHv3r2IiIjA5cuXsXPnThw7dgze3t4AgE2bNsHa2hopKSkYOnQoAKCyshKrVq3CG2+8AQBITk6Gk5MTTp06hS5dutS4TmxsLBYsWPDEeBoqIyMjrFix4rETsZKSkmqUde/eHadPn1ZfYERERC8hjmiq2eHDh9GrVy9YWVnByMgIgYGB+PPPP3H37t1/3VbHjh2lrw0MDGBkZISbN28+9pw1a9bA0NAQurq6+M9//oNRo0Zh/vz5yMvLg1wulxJIADAxMUG7du1UFh6Xy+Xw9PSU9h0dHdGsWTOVOo+aNWsWSkpKpO1Vvs1OREREj8dEU42uX78Of39/dOjQAdu3b0d2djZWr14NAM+0kPc/J5bIZLInvoN75MiRyMnJwZUrV3Dv3j0kJCRAX18fdb0QSghRY0me2pboqWvZHoVCgaZNm6psRERE1Dgx0VSjrKwsVFVVYdmyZejatSscHBzw+++/q9Rp0qSJWpcbMjY2hr29PaytraGtrS2VOzs7o6qqCidPnpTK/vzzT1y6dAlOTk5SWVVVFbKysqT9ixcv4vbt23B0dFRbzERERPRq4DOaL0BJSQlycnJUylq0aIHXX38dVVVViI+Px4ABA3Ds2DGsW7dOpZ6NjQ3Kyspw8OBBuLq6Ql9f/4Usa/Qkbdu2xcCBAzFu3Dh88cUXMDIywsyZM2FlZYWBAwdK9XR0dDBp0iSsXLkSOjo6CA8PR9euXWt9PpOIiIjoURzRfAHS0tLg7u6uss2bNw9ubm5Yvnw54uLi0KFDB2zatKnGwt/e3t4IDQ3FsGHD0KpVKyxdurTe4k5MTISHhwf69+8PLy8vCCGQmpqqcoteX18fUVFR+OCDD+Dl5QU9PT1s2bKl3mIkIiKil5dM1PWwHjV6SUlJiIiIwO3bt5+5jdLSUhgbG8M6Yhu0FOofqX0e15b003QIREREDcLD398lJSXPNd+CI5pEREREpBZ8RpPqxc8L/DgDnYiIqJHhiCbVKTg4+LlumxMREVHjxkSTGi0bGxvpHfOPbhMnTqzznPT0dHh4eEBXVxd2dnY1VhEgIiKi/2GiSY1WZmam9I75oqIi7N+/HwCk12/+U35+Pvz9/fHmm2/izJkzmD17NiZPnozt27fXZ9hEREQvDc46J7VqqLPOa5thHhERgd27d+Py5cu1vvkoKioKO3fuVHn9ZmhoKM6ePYvjx4+rNV4iIqL6xFnnRC/QgwcPsHHjRowZM6bO12seP34cvXv3Vinz8/NDVlbWM71SlIiI6FXHRJMIQEpKCm7fvo3g4OA669y4cQNmZmYqZWZmZqiqqsIff/yh5giJiIhePkw0X1HBwcEYNGiQpsN4aSQkJKBv376wtLR8bL1/jnY+fPKkrlFQIiKixoyJZgMUHBysMgvaxMQEffr0wblz5zQd2ivp+vXrOHDgAMaOHfvYeubm5rhx44ZK2c2bNyGXy2FiYqLOEImIiF5KTDQbqD59+kizoQ8ePAi5XI7+/fvX2/WFEKiqqqq362lSYmIiTE1N0a/f419B6eXlJc1Mf2jfvn3w9PRUeT88ERER/Y2JZgOlUChgbm4Oc3NzuLm5ISoqCoWFhSguLgYAnD9/Hm+99Rb09PRgYmKCDz/8EGVlZXW2J4TA0qVLYWdnBz09Pbi6uuL777+XjqelpUEmk2Hv3r3w9PSEQqHAkSNHUFFRgcmTJ8PU1BS6urrw9fVFZmam2j9/fVEqlUhMTERQUBDkctUXZc2aNQuBgYHSfmhoKK5fv47IyEjk5eXhq6++QkJCAqZNm1bfYRMREb0UmGi+BMrKyrBp0ybY29vDxMQE5eXl6NOnD5o3b47MzEx89913OHDgAMLDw+tsY+7cuUhMTMTatWtx4cIFTJ06FaNGjUJ6erpKvRkzZiA2NhZ5eXno2LEjZsyYge3btyM5ORmnT5+Gvb09/Pz88Ndff9V6nYqKCpSWlqpsDdmBAwdQUFCAMWPG1DhWVFSEgoICad/W1hapqalIS0uDm5sbYmJisHLlSgwZMqQ+QyYiInppcB3NBig4OBgbN26Erq4uAODu3buwsLDA7t270alTJ6xfv14a4TQwMAAApKamYsCAAfj9999hZmYmvT4yJSUFd+/eRcuWLXHo0CF4eXlJ1xk7dizKy8uxefNmpKWloWfPnkhJScHAgQOl6zZv3hxJSUn44IMPAACVlZWwsbFBREQEpk+fXiP26OhoLFiwoEb5y7COJhEREf2N62i+4nr27ImcnBzk5OTg5MmT6N27N/r27Yvr168jLy8Prq6uUpIJAD4+PlAqlbh48WKNtnJzc3H//n306tULhoaG0vb111/jypUrKnU9PT2lr69cuYLKykr4+PhIZTo6OujSpYvKouWPmjVrFkpKSqStsLDweb8VRERE9JKSP7kKaYKBgQHs7e2lfQ8PDxgbG2P9+vUQQtS5nE5t5UqlEgCwZ88eWFlZqRxTKBQ1rvtQXUv3PO76CoWiRptERETUOHFE8yUhk8mgpaWFe/fuwdnZGTk5Obh79650/NixY9DS0oKDg0ONc52dnaFQKFBQUAB7e3uVzdraus5r2tvbo0mTJjh69KhUVllZiaysLDg5Ob3YD0hERESvHI5oNlAVFRXSmo23bt3CqlWrUFZWhgEDBqBLly6YP38+goKCEB0djeLiYkyaNAkBAQE13lwDAEZGRpg2bRqmTp0KpVIJX19flJaWIiMjA4aGhggKCqo1BgMDA0yYMAHTp09HixYt0Lp1ayxduhTl5eUICQlR6+cnIiKilx8TzQbqp59+goWFBYC/E0VHR0d899136NGjBwBg7969mDJlCjp37gx9fX0MGTIEy5cvr7O9mJgYmJqaIjY2FlevXkWzZs3QqVMnzJ49+7FxLFmyBEqlEgEBAbhz5w48PT2xd+9eNG/e/IV9ViIiIno1cdY5qdXDWWucdU5ERPTy4KxzIiIiImrQeOuc6sXPC/ye6y8iIiIievlwRJOIiIiI1IKJJhERERGpBRNNIiIiIlILJppEREREpBZMNImIiIhILZhoEhEREZFaMNEkIiIiIrVgoklEREREasFEk4iIiIjUgokmEREREakFE00iIiIiUgsmmkRERESkFkw0iYiIiEgtmGgSERERkVow0SQiIiIitZBrOgB6tQkhAAClpaUajoSIiIie1sPf2w9/jz8rJpqkVn/++ScAwNraWsOREBER0b91584dGBsbP/P5TDRJrVq0aAEAKCgoeK5/qKQepaWlsLa2RmFhIZo2barpcKgW7KOGjf3TsLF/np0QAnfu3IGlpeVztcNEk9RKS+vvx4CNjY35Q96ANW3alP3TwLGPGjb2T8PG/nk2L2KAiJOBiIiIiEgtmGgSERERkVow0SS1UigUmD9/PhQKhaZDoVqwfxo+9lHDxv5p2Ng/micTzztvnYiIiIioFhzRJCIiIiK1YKJJRERERGrBRJOIiIiI1IKJJhERERGpBRNNUqs1a9bA1tYWurq68PDwwJEjRzQdUqMUGxuLzp07w8jICKamphg0aBAuXryoUkcIgejoaFhaWkJPTw89evTAhQsXNBRx4xUbGwuZTIaIiAipjH2jeb/99htGjRoFExMT6Ovrw83NDdnZ2dJx9pHmVFVVYe7cubC1tYWenh7s7Ozw8ccfQ6lUSnXYP5rDRJPUZuvWrYiIiMCcOXNw5swZvPnmm+jbty8KCgo0HVqjk56ejokTJ+LEiRPYv38/qqqq0Lt3b9y9e1eqs3TpUixfvhyrVq1CZmYmzM3N0atXL9y5c0eDkTcumZmZ+PLLL9GxY0eVcvaNZt26dQs+Pj7Q0dHBjz/+iNzcXCxbtgzNmjWT6rCPNCcuLg7r1q3DqlWrkJeXh6VLl+KTTz5BfHy8VIf9o0GCSE26dOkiQkNDVcocHR3FzJkzNRQRPXTz5k0BQKSnpwshhFAqlcLc3FwsWbJEqnP//n1hbGws1q1bp6kwG5U7d+6Itm3biv3794vu3buLKVOmCCHYNw1BVFSU8PX1rfM4+0iz+vXrJ8aMGaNS9u6774pRo0YJIdg/msYRTVKLBw8eIDs7G71791Yp7927NzIyMjQUFT1UUlICAGjRogUAID8/Hzdu3FDpL4VCge7du7O/6snEiRPRr18/vPPOOyrl7BvN27lzJzw9PTF06FCYmprC3d0d69evl46zjzTL19cXBw8exKVLlwAAZ8+exdGjR+Hv7w+A/aNpck0HQK+mP/74A9XV1TAzM1MpNzMzw40bNzQUFQF/P6sUGRkJX19fdOjQAQCkPqmtv65fv17vMTY2W7ZswenTp5GZmVnjGPtG865evYq1a9ciMjISs2fPxqlTpzB58mQoFAoEBgayjzQsKioKJSUlcHR0hLa2Nqqrq7Fo0SKMGDECAH+GNI2JJqmVTCZT2RdC1Cij+hUeHo5z587h6NGjNY6xv+pfYWEhpkyZgn379kFXV7fOeuwbzVEqlfD09MTixYsBAO7u7rhw4QLWrl2LwMBAqR77SDO2bt2KjRs3YvPmzWjfvj1ycnIQEREBS0tLBAUFSfXYP5rBW+ekFi1btoS2tnaN0cubN2/W+KuS6s+kSZOwc+dOHD58GK+99ppUbm5uDgDsLw3Izs7GzZs34eHhAblcDrlcjvT0dKxcuRJyuVz6/rNvNMfCwgLOzs4qZU5OTtLERv78aNb06dMxc+ZMDB8+HC4uLggICMDUqVMRGxsLgP2jaUw0SS2aNGkCDw8P7N+/X6V8//798Pb21lBUjZcQAuHh4dixYwcOHToEW1tbleO2trYwNzdX6a8HDx4gPT2d/aVmb7/9Ns6fP4+cnBxp8/T0xMiRI5GTkwM7Ozv2jYb5+PjUWA7s0qVLaNOmDQD+/GhaeXk5tLRU0xltbW1peSP2j4ZpcCISveK2bNkidHR0REJCgsjNzRURERHCwMBAXLt2TdOhNToTJkwQxsbGIi0tTRQVFUlbeXm5VGfJkiXC2NhY7NixQ5w/f16MGDFCWFhYiNLSUg1G3jg9OutcCPaNpp06dUrI5XKxaNEicfnyZbFp0yahr68vNm7cKNVhH2lOUFCQsLKyErt37xb5+flix44domXLlmLGjBlSHfaP5jDRJLVavXq1aNOmjWjSpIno1KmTtJwO1S8AtW6JiYlSHaVSKebPny/Mzc2FQqEQ3bp1E+fPn9dc0I3YPxNN9o3m7dq1S3To0EEoFArh6OgovvzyS5Xj7CPNKS0tFVOmTBGtW7cWurq6ws7OTsyZM0dUVFRIddg/miMTQghNjqgSERER0auJz2gSERERkVow0SQiIiIitWCiSURERERqwUSTiIiIiNSCiSYRERERqQUTTSIiIiJSCyaaRERERKQWTDSJiOiVdu3aNchkMuTk5Dx3WzY2NlixYsVzt0PUWDDRJCKqRXBwMGQyGUJDQ2scCwsLg0wmQ3BwcP0H9g/V1dWIjY2Fo6Mj9PT00KJFC3Tt2hWJiYmaDk1K8B5uzZs3R7du3ZCenq7p0J5ZZmYmPvzwQ2lfJpMhJSVFcwERNXBMNImI6mBtbY0tW7bg3r17Utn9+/fx7bffonXr1hqM7H+io6OxYsUKxMTEIDc3F4cPH8a4ceNw69YtTYcmOXDgAIqKipCeno6mTZvC398f+fn5mg7rX3nw4AEAoFWrVtDX19dwNEQvDyaaRER16NSpE1q3bo0dO3ZIZTt27IC1tTXc3d1V6gohsHTpUtjZ2UFPTw+urq74/vvvpePV1dUICQmBra0t9PT00K5dO3z++ecqbQQHB2PQoEH49NNPYWFhARMTE0ycOBGVlZV1xrhr1y6EhYVh6NChsLW1haurK0JCQhAZGSnVqaiowOTJk2FqagpdXV34+voiMzNTOp6WlgaZTIaDBw/C09MT+vr68Pb2xsWLF1WutXDhQpiamsLIyAhjx47FzJkz4ebm9sTvo4mJCczNzdGxY0d88cUXKC8vx759+wAA6enp6NKlCxQKBSwsLDBz5kxUVVVJ5/bo0QPh4eEIDw9Hs2bNYGJigrlz5+LRtyfXNqrYrFkzJCUl1RrPv+mL2NhYWFpawsHBAYDqrXMbGxsAwODBgyGTyWBjY4Nr165BS0sLWVlZKu3Fx8ejTZs24FufqbFhoklE9BijR49WuQ391VdfYcyYMTXqzZ07F4mJiVi7di0uXLiAqVOnYtSoUdJtYqVSiddeew3btm1Dbm4u5s2bh9mzZ2Pbtm0q7Rw+fBhXrlzB4cOHkZycjKSkpDoTJgAwNzfHoUOHUFxcXGedGTNmYPv27UhOTsbp06dhb28PPz8//PXXXyr15syZg2XLliErKwtyuVzlc27atAmLFi1CXFwcsrOz0bp1a6xdu/ax37vaPBwNrKysxG+//QZ/f3907twZZ8+exdq1a5GQkICFCxeqnJOcnAy5XI6TJ09i5cqV+Oyzz7Bhw4Z/fe2HnrYvDh48iLy8POzfvx+7d++u0c7DZD0xMRFFRUXIzMyEjY0N3nnnnRqPLiQmJkqPYxA1KoKIiGoICgoSAwcOFMXFxUKhUIj8/Hxx7do1oaurK4qLi8XAgQNFUFCQEEKIsrIyoaurKzIyMlTaCAkJESNGjKjzGmFhYWLIkCEq12zTpo2oqqqSyoYOHSqGDRtWZxsXLlwQTk5OQktLS7i4uIjx48eL1NRU6XhZWZnQ0dERmzZtksoePHggLC0txdKlS4UQQhw+fFgAEAcOHJDq7NmzRwAQ9+7dE0II8cYbb4iJEyeqXNvHx0e4urrWGVt+fr4AIM6cOSPFMn78eKGtrS3OnTsnZs+eLdq1ayeUSqV0zurVq4WhoaGorq4WQgjRvXt34eTkpFInKipKODk5SfsAxA8//KBybWNjY5GYmFhrHLWprS/MzMxERUWFSr02bdqIzz777LHX3rp1q2jevLm4f/++EEKInJwcIZPJRH5+fp3XJ3pVcUSTiOgxWrZsiX79+iE5ORmJiYno168fWrZsqVInNzcX9+/fR69evWBoaChtX3/9Na5cuSLVW7duHTw9PdGqVSsYGhpi/fr1KCgoUGmrffv20NbWlvYtLCxw8+bNOuNzdnbGzz//jBMnTmD06NH473//iwEDBmDs2LEAgCtXrqCyshI+Pj7SOTo6OujSpQvy8vJU2urYsaPKdQFI17548SK6dOmiUv+f+3Xx9vaGoaEhjIyMsGvXLiQlJcHFxQV5eXnw8vJSGeXz8fFBWVkZfv31V6msa9euKnW8vLxw+fJlVFdXP9X1a/M0feHi4oImTZr867YHDRoEuVyOH374AcDfo+A9e/aUbrUTNSZyTQdARNTQjRkzBuHh4QCA1atX1ziuVCoBAHv27IGVlZXKMYVCAQDYtm0bpk6dimXLlsHLywtGRkb45JNPcPLkSZX6Ojo6KvsymUxqvy5aWlro3LkzOnfujKlTp2Ljxo0ICAjAnDlzpGcC/3nLVghRo+zRaz889ui1a2vjaWzduhXOzs7SM5aPi6GueB9HJpPViOVxz7U+bV8YGBg8dQyPatKkCQICApCYmIh3330Xmzdv5pJI1Ggx0SQieoI+ffpIs479/PxqHHd2doZCoUBBQQG6d+9eaxtHjhyBt7c3wsLCpLJHRztfJGdnZwDA3bt3YW9vjyZNmuDo0aP44IMPAPydhGVlZSEiIuKp22zXrh1OnTqFgIAAqeyfE17qYm1tjddff73WOLdv366ScGZkZMDIyEglYT9x4oTKeSdOnEDbtm2lkd9WrVqhqKhIOn758mWUl5fXGc+L7AsdHZ1aR1bHjh2LDh06YM2aNaisrMS77777TO0TveyYaBIRPYG2trZ0m/nR29oPGRkZYdq0aZg6dSqUSiV8fX1RWlqKjIwMGBoaIigoCPb29vj666+xd+9e2Nra4ptvvkFmZiZsbW2fK7b33nsPPj4+8Pb2hrm5OfLz8zFr1iw4ODjA0dERcrkcEyZMwPTp09GiRQu0bt0aS5cuRXl5OUJCQp76OpMmTcK4cePg6ekJb29vbN26FefOnYOdnd0zxx4WFoYVK1Zg0qRJCA8Px8WLFzF//nxERkZCS+t/T3YVFhYiMjIS48ePx+nTpxEfH49ly5ZJx9966y2sWrUKXbt2hVKpRFRUVI2R4Ue9yL6wsbHBwYMH4ePjA4VCgebNmwMAnJyc0LVrV0RFRWHMmDHQ09P7120TvQqYaBIRPYWmTZs+9nhMTAxMTU0RGxuLq1evolmzZujUqRNmz54NAAgNDUVOTg6GDRsGmUyGESNGICwsDD/++ONzxeXn54dvv/0WsbGxKCkpgbm5Od566y1ER0dDLv/7v/glS5ZAqVQiICAAd+7cgaenJ/bu3SslRU9j5MiRuHr1KqZNm4b79+/j/fffR3BwME6dOvXMsVtZWSE1NRXTp0+Hq6srWrRogZCQEMydO1elXmBgIO7du4cuXbpAW1sbkyZNUlk0fdmyZRg9ejS6desGS0tLfP7558jOzq7zui+yL5YtW4bIyEisX78eVlZWuHbtmnQsJCQEGRkZta5SQNRYyMTTPmRDRET0iF69esHc3BzffPON2q7Ro0cPuLm5vZTPOC5atAhbtmzB+fPnNR0KkcZwRJOIiJ6ovLwc69atg5+fH7S1tfHtt9/iwIED2L9/v6ZDa3DKysqQl5eH+Ph4xMTEaDocIo3i8kZERPREMpkMqampePPNN+Hh4YFdu3Zh+/bteOeddzQdWoMTHh4OX19fdO/enbfNqdHjrXMiIiIiUguOaBIRERGRWjDRJCIiIiK1YKJJRERERGrBRJOIiIiI1IKJJhERERGpBRNNIiIiIlILJppEREREpBZMNImIiIhILZhoEhEREZFa/D+eaDJ0g2mwfAAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "grouped = concatenated_df.groupby('genre')['song_popularity'].mean().sort_values(ascending=True)\n", - "plt.barh(grouped.index, grouped.values)\n", - "\n", - "plt.xlabel('Mean Song Popularity')\n", - "plt.ylabel('Genre')\n", - "plt.title('Average Song Popularity by Genre')\n", - "\n", - "for i, v in enumerate(grouped.values):\n", - " plt.text(v, i, str(round(v, 2)))\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Hip Hop 19\n", - "Pop 17\n", - "Alternative Rock 15\n", - "Trap 10\n", - "Bolero 7\n", - "Pop Rock 7\n", - "Latin Pop 5\n", - "Rock 4\n", - "Indie 4\n", - "Acoustic Pop 2\n", - "Grunge 2\n", - "Electronic 2\n", - "Norteño 2\n", - "Bachata 1\n", - "Gospel 1\n", - "Reggae 1\n", - "R&B 1\n", - "Name: genre, dtype: int64\n" - ] - } - ], - "source": [ - "genre_frequency = concatenated_df['genre'].value_counts()\n", - "print(genre_frequency)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "These results show the frequency of each genre in the concatenated dataset. Hip Hop is the most frequent genre with 19 occurrences, followed closely by Pop with 17 occurrences and Alternative Rock with 15 occurrences. Other genres such as Trap, Bolero, Pop Rock, Latin Pop, and Rock also have significant frequencies, ranging from 10 to 7 occurrences. The remaining genres have lower frequencies, with only one or two occurrences in the dataset.Overall, it is clear that the dataset is dominated by a relatively small number of genres, with some genres being represented much more frequently than others.\n", - "\n", - "The results show the mean song popularity for each genre in descending order. The top 3 genres with the highest mean song popularity are Trap with a mean popularity of 90.8, followed by Hip Hop with 79.4, and Pop Rock with 77.1. Acoustic Pop and Electronic follow with mean popularity values of 52.5 and 51.5 respectively. At the bottom of the list, Bolero, Latin Pop, and Norteño have the lowest mean popularity values with 7, 8, and 13 respectively.\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "trap_songs = concatenated_df[concatenated_df['genre'] == 'Trap']\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "song_popularity 1.000000\n", - "speechiness 0.381805\n", - "key 0.278623\n", - "song_duration_ms 0.225109\n", - "liveness 0.158864\n", - "danceability 0.132466\n", - "instrumentalness 0.013575\n", - "acousticness -0.058874\n", - "tempo -0.095777\n", - "Loud_Enrgy_Prod -0.194647\n", - "loudness -0.385206\n", - "Vale_Dance_Prod -0.502712\n", - "audio_valence -0.552183\n", - "energy -0.587341\n", - "Name: song_popularity, dtype: float64\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Because trap is in the top popular genres, it is analyzed for \n", - "corr_df1 = trap_songs[['song_duration_ms', 'Loud_Enrgy_Prod', 'liveness', 'loudness', 'acousticness', 'key', 'speechiness', 'instrumentalness', 'danceability', 'energy', 'tempo', 'audio_valence', 'Vale_Dance_Prod', 'song_popularity']].corr()\n", - "mask = np.triu(np.ones_like(corr_df1, dtype=bool))\n", - "sorted_corr1 = corr_df1['song_popularity'].sort_values(ascending=False)\n", - "print(sorted_corr1)\n", - "plt.figure(figsize=(9,7))\n", - "sns.heatmap(corr_df1, cmap='coolwarm', annot=True, vmin=-1, vmax=1, center=0, linewidths=.5, cbar_kws={\"shrink\": .5}, mask=mask)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "HipHop_songs = concatenated_df[concatenated_df['genre'] == 'Hip Hop']\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "song_popularity 1.000000\n", - "danceability 0.415569\n", - "key 0.321081\n", - "Vale_Dance_Prod 0.294014\n", - "Loud_Enrgy_Prod 0.244430\n", - "acousticness 0.207940\n", - "loudness 0.155584\n", - "audio_valence 0.131136\n", - "energy 0.077633\n", - "liveness 0.067568\n", - "speechiness 0.037186\n", - "song_duration_ms 0.002183\n", - "tempo -0.293015\n", - "instrumentalness -0.597227\n", - "Name: song_popularity, dtype: float64\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Because Hip Hop is in the top popular genres, it is analyzed\n", - "corr_df2 = HipHop_songs[['song_duration_ms', 'Loud_Enrgy_Prod', 'liveness', 'loudness', 'acousticness', 'key', 'speechiness', 'instrumentalness', 'danceability', 'energy', 'tempo', 'audio_valence', 'Vale_Dance_Prod', 'song_popularity']].corr()\n", - "sorted_corr2 = corr_df2['song_popularity'].sort_values(ascending=False)\n", - "print(sorted_corr2)\n", - "plt.figure(figsize=(9,7))\n", - "mask = np.zeros_like(corr_df2)\n", - "mask[np.triu_indices_from(mask)] = True \n", - "sns.heatmap(corr_df2, cmap='coolwarm', annot=True, vmin=-1, vmax=1, center=0, linewidths=.5, cbar_kws={\"shrink\": .5}, mask=mask)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "PopRock_songs = concatenated_df[concatenated_df['genre'] == 'Pop Rock']\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "song_popularity 1.000000\n", - "Loud_Enrgy_Prod 0.536797\n", - "acousticness 0.347100\n", - "danceability 0.284705\n", - "loudness 0.257142\n", - "speechiness 0.076619\n", - "instrumentalness 0.040745\n", - "tempo 0.029952\n", - "key -0.051375\n", - "liveness -0.064934\n", - "Vale_Dance_Prod -0.255480\n", - "energy -0.285156\n", - "audio_valence -0.386868\n", - "song_duration_ms -0.588488\n", - "Name: song_popularity, dtype: float64\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Because Pop Rock is in the top popular genres, it is analyzed\n", - "corr_df3 = PopRock_songs[['song_duration_ms', 'Loud_Enrgy_Prod', 'liveness', 'loudness', 'acousticness', 'key', 'speechiness', 'instrumentalness', 'danceability', 'energy', 'tempo', 'audio_valence', 'Vale_Dance_Prod', 'song_popularity']].corr()\n", - "sorted_corr3 = corr_df3['song_popularity'].sort_values(ascending=False)\n", - "print(sorted_corr3)\n", - "plt.figure(figsize=(9,7))\n", - "corr_mask3 = np.triu(np.ones_like(corr_df3, dtype=bool))\n", - "sns.heatmap(corr_df3, cmap='coolwarm', annot=True, vmin=-1, vmax=1, center=0, linewidths=.5, cbar_kws={\"shrink\": .5}, mask=corr_mask3)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Conclusion\n", - " What musical features are most important to the song popularities of the most popular genres within this dataset?\n", - "- Trap: Based on the results above, energy and audio valence seem to be the most important musical features to the song popularity of trap music. This is seen in the correlation data generated in line 516, where energy and audio valence are shown to have correlations to popularity of -0.587341 and -0.552183, respectively. The importance of energy here can likely be explained by the fact that trap music tends to have a heavier emphasis on delivery, which is one of the elements of a song that can bring about the most energy. Additionally, the importance of audio valence can be explained by the presence of acoustically appealing elements in trap, such as synth, which often evokes feelings of euphoria.\n", - "\n", - "- Hip Hop: Based on the results above, instrumentalness and danceability seem to be the most important musical features to the song popularity of the Hip Hop genre. This is seen in the correlation data generated in line 556, where instrumentalness and danceability are shown to have correlations to popularity of -0.597227 and 0.415569, respectively. The importance of instrumentalness here can likely be explained by the fact that hip hop music tends to have a heavier emphasis on the beats, which is where the instrumentation exists. The importance of danceability here also follows, as beats provide the rhythm for dance.\n", - "\n", - "- Pop Rock: Based on the results above, song duration and loud_energy_prod seem to be the most important musical features to the song popularity in the Pop Rock genre. This is seen in the correlation data generated in line 558, where song duration and loud_energy_prod are shown to have correlations to popularity of -0.588488 and 0.536797, respectively. The importance of song duration here can likely be explained by the fact that Pop Rock songs tend to be more radio friendly, which would come with specific time retraints for artists seeking such a platform. The importance of loud_energy_prod can be explained by the fact that Pop rock is a genre that often emphasizes catchy melodies, memorable hooks, and sing-along choruses, and the use of loudness and energy can help to amplify these qualities and make the music more engaging and exciting. Loudness in particular can create a sense of power and urgency, and can be used to create contrast between softer and louder sections of a song, adding to its dynamic range." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "concatenated_df.to_csv('concatenated_df.csv', index= False)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} From 3fced362ef3e80a6457dee0799d7f44e3caf0d0a Mon Sep 17 00:00:00 2001 From: ANNABELLE NGARAMBE Date: Thu, 13 Apr 2023 18:27:13 -0700 Subject: [PATCH 5/5] commit changes --- .../processed/concatenated_df-Copy2.csv | 0 .../songdata_top.csv => data/processed/songdata_top-Copy1.csv | 0 2 files changed, 0 insertions(+), 0 deletions(-) rename analysis/concatenated_df.csv => data/processed/concatenated_df-Copy2.csv (100%) rename analysis/songdata_top.csv => data/processed/songdata_top-Copy1.csv (100%) diff --git a/analysis/concatenated_df.csv b/data/processed/concatenated_df-Copy2.csv similarity index 100% rename from analysis/concatenated_df.csv rename to data/processed/concatenated_df-Copy2.csv diff --git a/analysis/songdata_top.csv b/data/processed/songdata_top-Copy1.csv similarity index 100% rename from analysis/songdata_top.csv rename to data/processed/songdata_top-Copy1.csv