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MovieLens ML-1m EDA"]},{"cell_type":"markdown","metadata":{"id":"GeGsB0MeplsR"},"source":["## Setup"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"HdvoHy8Av6fI","executionInfo":{"status":"ok","timestamp":1636009231215,"user_tz":-330,"elapsed":2124,"user":{"displayName":"Sparsh Agarwal","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13037694610922482904"}},"outputId":"8ef52f1c-b61b-44a5-a936-49afdcd9d61a"},"source":["import os\n","project_name = \"chef-recsys\"; branch = \"main\"; account = \"sparsh-ai\"\n","project_path = os.path.join('/content', branch)\n","\n","if not os.path.exists(project_path):\n"," !cp -r /content/drive/MyDrive/git_credentials/. ~\n"," !mkdir \"{project_path}\"\n"," %cd \"{project_path}\"\n"," !git init\n"," !git remote add origin https://github.com/\"{account}\"/\"{project_name}\".git\n"," !git pull origin \"{branch}\"\n"," !git checkout -b \"{branch}\"\n","else:\n"," %cd \"{project_path}\""],"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["/content/main\n","Initialized empty Git repository in /content/main/.git/\n","remote: Enumerating objects: 4, done.\u001b[K\n","remote: Counting objects: 100% (4/4), done.\u001b[K\n","remote: Compressing objects: 100% (4/4), done.\u001b[K\n","remote: Total 4 (delta 0), reused 0 (delta 0), pack-reused 0\u001b[K\n","Unpacking objects: 100% (4/4), done.\n","From https://github.com/sparsh-ai/chef-recsys\n"," * branch main -> FETCH_HEAD\n"," * [new branch] main -> origin/main\n","Switched to a new branch 'main'\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"WCsPYr26wfzt","executionInfo":{"status":"ok","timestamp":1636009427960,"user_tz":-330,"elapsed":7243,"user":{"displayName":"Sparsh Agarwal","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13037694610922482904"}},"outputId":"35c55c65-e315-4b14-d0fd-46113fc2c2f9"},"source":["!cd /content/main && git add . && git commit -m 'commit' && git push origin main"],"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["[main 14b73a1] commit\n"," 3 files changed, 0 insertions(+), 0 deletions(-)\n"," create mode 100644 T590975/data/movies.parquet.snappy\n"," create mode 100644 T590975/data/ratings.parquet.snappy\n"," create mode 100644 T590975/data/ratings_cleaned.parquet.snappy\n","Counting objects: 7, done.\n","Delta compression using up to 2 threads.\n","Compressing objects: 100% (6/6), done.\n","Writing objects: 100% (7/7), 29.89 MiB | 10.14 MiB/s, done.\n","Total 7 (delta 0), reused 0 (delta 0)\n","To https://github.com/sparsh-ai/chef-recsys.git\n"," b5ee171..14b73a1 main -> main\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"zSHWK_Tmv85D","executionInfo":{"status":"ok","timestamp":1636009242623,"user_tz":-330,"elapsed":607,"user":{"displayName":"Sparsh Agarwal","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13037694610922482904"}},"outputId":"5c64789e-9a13-45c7-fad2-1962f976b692"},"source":["%cd /content"],"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["/content\n"]}]},{"cell_type":"code","metadata":{"id":"DSvEg5WkjK10"},"source":["!pip install tensorflow_recommenders\n","!pip install folium"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"TbOkzY7Ihxxp"},"source":["import os\n","import pprint\n","import tempfile\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","from typing import Dict, Text\n","from wordcloud import WordCloud\n","import requests\n","import folium\n","from folium.plugins import MarkerCluster\n","\n","import numpy as np\n","import tensorflow as tf\n","import tensorflow_datasets as tfds\n","from typing import Dict, Text\n","import pandas as pd\n","import numpy as np\n","\n","import tensorflow as tf\n","\n","import tensorflow_datasets as tfds\n","import tensorflow_recommenders as tfrs\n","\n","plt.style.use('ggplot')"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"eG-godXJxSsp"},"source":["import warnings\n","warnings.filterwarnings('ignore')"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"_hI8irXopjcO"},"source":["## Data Loading"]},{"cell_type":"markdown","metadata":{"id":"2THcxHuYjkuf"},"source":["Note that since the MovieLens dataset does not have predefined splits, all data are under train split."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":497,"referenced_widgets":["718ca1ef6ea747fba167caa5c7857320","1144249c364a4c5d906be10978513e9d","b57310ecfb97471daf737c77b95e6405","f45b245429534fbd9a2aeecf0949152b","6464b278156f491aa48713e8df37df62","0d17215c9d514b038c615da117f00293","7fb665eafd284190a7170cf8cbd90aa5","b306c2543a914c16929aa21464b7c493","13acf131f5a0432da3a8d62b760a91bd","0285ffb51dc14b3c9423d36dcdb45212","e4085ce4bc25478483578faf576f3de9","7755984592324664b63035577969fa11","4cd57593e4114bbc87a19d2827a1b21e","d7e2f50e9e16456280e6be37987b9804","65d95dc412bd4fa3911a6704a39b5f21","2a11274eea2b48a78c349d3667c16e0a","d7d50a0eaf5741fba3608a70b1e70626","04af3d99a2bc4c778f387336c77acc06","495cdec4989446908e7d69a1fd4154df","b80f98cbe8d74f6fbd522b933cae145f","288b5c726d8a421b983c72ee47f84926","938e11adc906494986376552252e0eea","2d45ed445bca481f8291b5633e8de1de","691cd7ee90aa438abae7400ab45c78c2","da0148d563334758955c9645cbb3f722","beeca3844b7d40f8b4009df2b45873df","99f71360fcf5473eb85322dbab3afdd7","0a5ce1ea67df421989f4f70434f799f1","c853ad51bb174bc0936c224824dcf7aa","44eff8ed86f44e4d81fc1cfb9a0644a5","0d373a830de24a9995c7c06a810b7446","c73959dd8f624a39a13c72ee62f7d2dd","f7102d6a4a604bb4802855030ee8e837","e8490da3a07d460a8163a97150070008","149ac513348943f08ed04c35d5bd3ee0","2b1395cea5cb4a0fbc5efa1ba24c57c6","7aa8fe718d0d43ff96242c54179a4eca","84e76fb3e9794367abdcd9f4ca0c0a98","ff43a188c26e491db3dc1de378e2970f","f6b8106a294840ff93acb08f92cd1e29","d3042b5bfda548548926d9d2d91e6f5e","ef71de669de94ec1b0f1783362861ee4","f1c9bc8e512542e495092a834d366a64","a2824a89e4dd495d880ab57048a0203c","e14724e2333b425ebef21fdedc66936c","df2407fc7c4a48199f3fcc9db812bbbc","7a7f5db599044dfa872ab3904dae623c","0c8c69a8e693449c8ecddef6639ff3bd","f601d7635b9b4f93a95db7eae860b092","5d7b9c961d3d43ffb1620d189a18e027","0f2be25b7f2e429a824b9a29709394d5","a3706e1bf4744aada420ea6ef5959371","2c6807b4e2e34639b39a46386962a1df","6e5d1c7cfa0149f0a10d98b860a25475","d92e6d9268804a658095ae7350aad4d0","26c4521a5ec44230b5e17a76277517d8","cca2f9d56cc147d4b70e9f6622ce1e11","243507bfe4794446b90daef4090c5349","529fdd57c8844a14a2314a2615016e17","474191659a7b452786c93143a78ff243","21dac601e2484d1eb156103894065e6a","e0d97e9a96374d019bfe74a7d56c3d07","3e7a6903864e481ca8f48e0789e94737","cb10f0ee6c8742de89236620943c8a7d","988fd7415eb34fc5be4349a225f87440","483502b6fe7744aa9bc1b819ef5622b8","8b7f6ae43efc4d9b8f830832f5396e07","d8059f7b15bb4b3caad8fba113386e07","0d19f4b9a3bf48ebbc6445849378beb0","d0bc823b225f4a868e5775e4e65d776a","4998810f17594ae2a2605d92095c0089","5c21e41cf3a34a6bab957a3a362818e0","e816a9aefab04416a1a581e83aabe90d","0fcc9673a6874ff8a85ac847bb13ded8","297e79ebc1e84eb9a60cadd50041557a","55ae38e0c02a4f069c6ae0b90b410cb6","94d27b520f2b49fbb98c3adae9f26e79","51e1a318b4324762bc046d7fa79d9ed1","d37c7dc3d7fd43569eef7ae2a756408d","58918a1db431455cb4f65464942648f0","1b9c7da49c9d479cad6e177eec435b1f","cbf9b1748341414892fe7761295a7554","ffa6f998b8194796b302e050cb4b28eb","8c1a6843518d4f21ba10511a9d742fd7","7c1c2f84021c4c538db5d9db0202e21f","77d8097041ff4fe584e9afd0bf720713","b9049cc1bede4a77a430268a187fda85","89fc12e3a2fd426cb43fcb9c67e0219c","00638f607c2b414c84461fde67852668","c77e2135282c42f0bdc75276123ca2dd","0dc36c671fc1499dbd3f4aa2893d628f","0ae023c50cf0417eb7a17cec1c029692","f25d745ff01140f2abbe8c97fda8e13d","4fdef37527a9421cbe993627f493c6bb","ad08bbcf77ad4dc8a32764a4f8f522e5","ebd77859493f4013ad72eb68645f96d0","f64e313e3bd94e3db4d26ed4ef6d4ff7","bd9bf991480d418b93298b4baf62a849","f4906b1183be487483fb83d380eff766","11d07f9b81064e4b9691f983c9ffea6b","754480fc9f2c4334bfd5841880cd10ce","9aa68678346f42f1b9a0507a488fb7e4","b5512b41ed7448dbae1b0b01945a04d1","f3966234aae14e3f98d568d44641b5cd","07fb1820c2384c95bf28a2a8930c100b","c15707cbae8e47f2bb39a70dd2880888","30c2ee5cfcc4468093aa9f8e1e1889de","07e86370720b427b9e06387d63398e9f","8469b1f0ba7f417680b94250866d3a09","d9e06a3895934659905da91515ada2cc"]},"id":"NT-fhWEvjVnF","executionInfo":{"status":"ok","timestamp":1636006931208,"user_tz":-330,"elapsed":892034,"user":{"displayName":"Sparsh Agarwal","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13037694610922482904"}},"outputId":"224d85ef-f04a-403a-abb4-b87b625758ce"},"source":["# Ratings data.\n","ratings = tfds.load(\"movielens/1m-ratings\", split=\"train\", shuffle_files=True)\n","# Features of all the available movies.\n","movies = tfds.load(\"movielens/1m-movies\", split=\"train\", shuffle_files=True)"],"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1mDownloading and preparing dataset movielens/1m-ratings/0.1.0 (download: 5.64 MiB, generated: 308.42 MiB, total: 314.06 MiB) to /root/tensorflow_datasets/movielens/1m-ratings/0.1.0...\u001b[0m\n"]},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"718ca1ef6ea747fba167caa5c7857320","version_minor":0,"version_major":2},"text/plain":["Dl Completed...: 0 url [00:00, ? url/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"7755984592324664b63035577969fa11","version_minor":0,"version_major":2},"text/plain":["Dl Size...: 0 MiB [00:00, ? MiB/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"2d45ed445bca481f8291b5633e8de1de","version_minor":0,"version_major":2},"text/plain":["Extraction completed...: 0 file [00:00, ? file/s]"]},"metadata":{}},{"output_type":"stream","name":"stdout","text":["\n","\n","\n"]},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"e8490da3a07d460a8163a97150070008","version_minor":0,"version_major":2},"text/plain":["0 examples [00:00, ? examples/s]"]},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Shuffling and writing examples to /root/tensorflow_datasets/movielens/1m-ratings/0.1.0.incompleteDLG3X1/movielens-train.tfrecord\n"]},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"e14724e2333b425ebef21fdedc66936c","version_minor":0,"version_major":2},"text/plain":[" 0%| | 0/1000209 [00:00\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
bucketized_user_agemovie_genresmovie_idmovie_titletimestampuser_genderuser_iduser_occupation_labeluser_occupation_textuser_ratinguser_zip_code
045.0[5, 16]b'2391'b'Simple Plan, A (1998)'967497374Falseb'3483'6b'executive/managerial'4.0b'30260'
125.0[7]b'1203'b'12 Angry Men (1957)'1015736614Trueb'3475'14b'sales/marketing'3.0b'33133'
225.0[3, 4]b'586'b'Home Alone (1990)'975897100Trueb'595'6b'executive/managerial'4.0b'10019'
335.0[0, 1, 4, 14]b'1197'b'Princess Bride, The (1987)'972790580Falseb'2804'11b'other/not specified'5.0b'46234'
425.0[4, 14]b'2502'b'Office Space (1999)'974757114Trueb'1457'0b'academic/educator'4.0b'95472'
\n",""],"text/plain":[" bucketized_user_age movie_genres ... user_rating user_zip_code\n","0 45.0 [5, 16] ... 4.0 b'30260'\n","1 25.0 [7] ... 3.0 b'33133'\n","2 25.0 [3, 4] ... 4.0 b'10019'\n","3 35.0 [0, 1, 4, 14] ... 5.0 b'46234'\n","4 25.0 [4, 14] ... 4.0 b'95472'\n","\n","[5 rows x 11 columns]"]},"metadata":{},"execution_count":14}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"jL92tirwoK0-","executionInfo":{"status":"ok","timestamp":1636007697824,"user_tz":-330,"elapsed":25,"user":{"displayName":"Sparsh Agarwal","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13037694610922482904"}},"outputId":"e7d58b8e-1d85-44ee-fc82-e27c2945d0e9"},"source":["df.shape"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(1000209, 11)"]},"metadata":{},"execution_count":15}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"px5W4L-hoMR3","executionInfo":{"status":"ok","timestamp":1636007698603,"user_tz":-330,"elapsed":797,"user":{"displayName":"Sparsh Agarwal","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13037694610922482904"}},"outputId":"357c4eda-8f6b-4f80-fd57-0c401ac22ace"},"source":["df.info()"],"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["\n","RangeIndex: 1000209 entries, 0 to 1000208\n","Data columns (total 11 columns):\n"," # Column Non-Null Count Dtype \n","--- ------ -------------- ----- \n"," 0 bucketized_user_age 1000209 non-null float64\n"," 1 movie_genres 1000209 non-null object \n"," 2 movie_id 1000209 non-null object \n"," 3 movie_title 1000209 non-null object \n"," 4 timestamp 1000209 non-null int64 \n"," 5 user_gender 1000209 non-null bool \n"," 6 user_id 1000209 non-null object \n"," 7 user_occupation_label 1000209 non-null int64 \n"," 8 user_occupation_text 1000209 non-null object \n"," 9 user_rating 1000209 non-null float64\n"," 10 user_zip_code 1000209 non-null object \n","dtypes: bool(1), float64(2), int64(2), object(6)\n","memory usage: 77.3+ MB\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":297},"id":"7C4pu-H8oNcs","executionInfo":{"status":"ok","timestamp":1636007698605,"user_tz":-330,"elapsed":23,"user":{"displayName":"Sparsh Agarwal","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13037694610922482904"}},"outputId":"216f9743-6d7a-4917-8b60-e28655f678ef"},"source":["df.describe()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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bucketized_user_agetimestampuser_occupation_labeluser_rating
count1.000209e+061.000209e+061.000209e+061.000209e+06
mean2.973831e+019.722437e+081.105189e+013.581564e+00
std1.175198e+011.215256e+076.571510e+001.117102e+00
min1.000000e+009.567039e+080.000000e+001.000000e+00
25%2.500000e+019.653026e+086.000000e+003.000000e+00
50%2.500000e+019.730180e+081.200000e+014.000000e+00
75%3.500000e+019.752209e+081.700000e+014.000000e+00
max5.600000e+011.046455e+092.100000e+015.000000e+00
\n","
"],"text/plain":[" bucketized_user_age timestamp user_occupation_label user_rating\n","count 1.000209e+06 1.000209e+06 1.000209e+06 1.000209e+06\n","mean 2.973831e+01 9.722437e+08 1.105189e+01 3.581564e+00\n","std 1.175198e+01 1.215256e+07 6.571510e+00 1.117102e+00\n","min 1.000000e+00 9.567039e+08 0.000000e+00 1.000000e+00\n","25% 2.500000e+01 9.653026e+08 6.000000e+00 3.000000e+00\n","50% 2.500000e+01 9.730180e+08 1.200000e+01 4.000000e+00\n","75% 3.500000e+01 9.752209e+08 1.700000e+01 4.000000e+00\n","max 5.600000e+01 1.046455e+09 2.100000e+01 5.000000e+00"]},"metadata":{},"execution_count":17}]},{"cell_type":"code","metadata":{"id":"lyhGNO8jrVpA"},"source":["df.to_parquet('ratings.parquet.snappy', compression='snappy')\n","df1.to_parquet('movies.parquet.snappy', compression='snappy')"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"DmqKRAcnwFoZ"},"source":["!mkdir -p main/T590975/data\n","!cp ratings.parquet.snappy main/T590975/data\n","!cp movies.parquet.snappy main/T590975/data"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"dsHo9RleoRW7"},"source":["## Data Wrangling\n","\n","**Data Wrangling Objective:**\n","\n"," * Let's change user_gender from boolian Female or Male: True --> Male, False --> Female\n"," * Let's remove the symbols: (b), (') and (\").\n"," * Let's drop columns: user_occupation_label and movie_genres.\n"," * Let's change \"timestamp\" which is in the unix epoch (units of seconds) to datetime64[ns]\n"," * Let's fix any wrong values in user_zip_code (Any zipcode >5 characters)"]},{"cell_type":"code","metadata":{"id":"Y1IiXBIerJXb"},"source":["ratings_1 = pd.read_parquet('ratings.parquet.snappy')"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"YsmORNzDrwYW"},"source":["# let's Change user_gender from boolian Female or Male: True --> Male, False --> Female:\n","ratings_1.loc[ratings_1['user_gender'] == True, 'user_gender'] = 'm'\n","ratings_1.loc[ratings_1['user_gender'] == False, 'user_gender'] = 'f'\n","\n","# Now let's remove (b) and ('')\n","# Normal method .str.strip wont't work because it doesn't recognize it as a string column and it will raise an error. \n","# So, let's force the columns to string dtype using .apply(str) as shown below:\n","ratings_1['user_zip_code'] = ratings_1['user_zip_code'].astype('str').str.strip(\"b\")\n","ratings_1['user_zip_code'] = ratings_1['user_zip_code'].astype('str').str.strip(\"'\")\n","\n","# Ok, Now let's looks at user_zip_code (Any zipcode >5 characters):\n","ratings_1[ratings_1.user_zip_code.str.len() ==10]\n","# for all user_zip_code >5 characters, let's only keep the first 5 characters:\n","ratings_1['user_zip_code'] = ratings_1['user_zip_code'].str[:5]\n","# Let's confirm that all user_zip_code are 5 characters or less:\n","ratings_1[ratings_1.user_zip_code.str.len() ==10]\n","# Let's change now user_zip_code data type from str to int:\n","ratings_1['user_zip_code'] = ratings_1['user_zip_code'].astype('int64')\n","\n","# Now let's remove (b), (') and (\") from 'user_occupation_text', 'user_id', 'movie_title' and 'movie_id'\n","ratings_1['user_occupation_text'] = ratings_1['user_occupation_text'].astype('str').str.strip(\"b\")\n","ratings_1['user_occupation_text'] = ratings_1['user_occupation_text'].astype('str').str.strip(\"'\")\n","ratings_1['user_id'] = ratings_1['user_id'].astype('str').str.strip(\"b\")\n","ratings_1['user_id'] = ratings_1['user_id'].astype('str').str.strip(\"'\")\n","ratings_1['movie_title'] = ratings_1['movie_title'].astype('str').str.strip(\"b\")\n","ratings_1['movie_title'] = ratings_1['movie_title'].astype('str').str.strip(\"'\")\n","ratings_1['movie_title'] = ratings_1['movie_title'].astype('str').str.strip('\"')\n","ratings_1['movie_id'] = ratings_1['movie_id'].astype('str').str.strip(\"b\")\n","ratings_1['movie_id'] = ratings_1['movie_id'].astype('str').str.strip(\"'\")\n","\n","# Let's change the datatype of 'user_id' and 'movie_id' from str to int:\n","ratings_1['user_id'] = ratings_1['user_id'].astype('int64')\n","ratings_1['movie_id'] = ratings_1['movie_id'].astype('int64')\n","\n","# Let's extract the release year from title:\n","ratings_1['movie_release_year'] = ratings_1['movie_title'].str[-5:-1]\n","ratings_1['movie_release_year'] = pd.to_datetime(ratings_1['movie_release_year'])\n","\n","# Finally, let's change \"timestamp\" which is in the unix epoch (units of seconds) to datetime64[ns]:\n","ratings_1['timestamp'] = pd.to_datetime(ratings_1['timestamp'], unit = 's')"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":394},"id":"wy9h5Fexok5T","executionInfo":{"status":"ok","timestamp":1636008713117,"user_tz":-330,"elapsed":523,"user":{"displayName":"Sparsh Agarwal","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13037694610922482904"}},"outputId":"3d5523de-02c6-4e66-cfd5-b45f9a86bee9"},"source":["ratings_1.head()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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bucketized_user_agemovie_genresmovie_idmovie_titletimestampuser_genderuser_iduser_occupation_labeluser_occupation_textuser_ratinguser_zip_codemovie_release_year
045.0[5, 16]2391Simple Plan, A (1998)2000-08-28 21:16:14f34836executive/managerial4.0302601998-01-01
125.0[7]120312 Angry Men (1957)2002-03-10 05:03:34m347514sales/marketing3.0331331957-01-01
225.0[3, 4]586Home Alone (1990)2000-12-04 02:31:40m5956executive/managerial4.0100191990-01-01
335.0[0, 1, 4, 14]1197Princess Bride, The (1987)2000-10-29 03:36:20f280411other/not specified5.0462341987-01-01
425.0[4, 14]2502Office Space (1999)2000-11-20 21:51:54m14570academic/educator4.0954721999-01-01
\n","
"],"text/plain":[" bucketized_user_age movie_genres ... user_zip_code movie_release_year\n","0 45.0 [5, 16] ... 30260 1998-01-01\n","1 25.0 [7] ... 33133 1957-01-01\n","2 25.0 [3, 4] ... 10019 1990-01-01\n","3 35.0 [0, 1, 4, 14] ... 46234 1987-01-01\n","4 25.0 [4, 14] ... 95472 1999-01-01\n","\n","[5 rows x 12 columns]"]},"metadata":{},"execution_count":39}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"dEaSdcEFtL8t","executionInfo":{"status":"ok","timestamp":1636008715895,"user_tz":-330,"elapsed":478,"user":{"displayName":"Sparsh Agarwal","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13037694610922482904"}},"outputId":"3cd8e04c-fea0-4718-fddc-00aacda6e569"},"source":["ratings_1.info()"],"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["\n","RangeIndex: 1000209 entries, 0 to 1000208\n","Data columns (total 12 columns):\n"," # Column Non-Null Count Dtype \n","--- ------ -------------- ----- \n"," 0 bucketized_user_age 1000209 non-null float64 \n"," 1 movie_genres 1000209 non-null object \n"," 2 movie_id 1000209 non-null int64 \n"," 3 movie_title 1000209 non-null object \n"," 4 timestamp 1000209 non-null datetime64[ns]\n"," 5 user_gender 1000209 non-null object \n"," 6 user_id 1000209 non-null int64 \n"," 7 user_occupation_label 1000209 non-null int64 \n"," 8 user_occupation_text 1000209 non-null object \n"," 9 user_rating 1000209 non-null float64 \n"," 10 user_zip_code 1000209 non-null int64 \n"," 11 movie_release_year 1000209 non-null datetime64[ns]\n","dtypes: datetime64[ns](2), float64(2), int64(4), object(4)\n","memory usage: 91.6+ MB\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":297},"id":"PmiT9IlAtNrh","executionInfo":{"status":"ok","timestamp":1636008723258,"user_tz":-330,"elapsed":536,"user":{"displayName":"Sparsh Agarwal","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13037694610922482904"}},"outputId":"757e30f5-4c77-4126-dc05-f0e5799fe0c8"},"source":["pd.set_option('float_format', '{:.1f}'.format)\n","ratings_1.describe()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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bucketized_user_agemovie_iduser_iduser_occupation_labeluser_ratinguser_zip_code
count1000209.01000209.01000209.01000209.01000209.01000209.0
mean29.71865.53024.511.13.654230.9
std11.81096.01728.46.61.132090.6
min1.01.01.00.01.0231.0
25%25.01030.01506.06.03.023185.0
50%25.01835.03070.012.04.055129.0
75%35.02770.04476.017.04.090004.0
max56.03952.06040.021.05.099945.0
\n","
"],"text/plain":[" bucketized_user_age movie_id ... user_rating user_zip_code\n","count 1000209.0 1000209.0 ... 1000209.0 1000209.0\n","mean 29.7 1865.5 ... 3.6 54230.9\n","std 11.8 1096.0 ... 1.1 32090.6\n","min 1.0 1.0 ... 1.0 231.0\n","25% 25.0 1030.0 ... 3.0 23185.0\n","50% 25.0 1835.0 ... 4.0 55129.0\n","75% 35.0 2770.0 ... 4.0 90004.0\n","max 56.0 3952.0 ... 5.0 99945.0\n","\n","[8 rows x 6 columns]"]},"metadata":{},"execution_count":41}]},{"cell_type":"code","metadata":{"id":"BL-z9SHwuoS-"},"source":["ratings_1.to_parquet('ratings_cleaned.parquet.snappy', compression='snappy')"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"-1wn09IQwYlj"},"source":["!cp ratings_cleaned.parquet.snappy main/T590975/data"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"3a5f54b2"},"source":["**Awesome, There's no missing values :)**"]},{"cell_type":"markdown","metadata":{"id":"230668ee"},"source":["**Alright, As you can see above, we managed to:**\n","\n"," * Change 'user_gender' from boolian Female or Male: True --> Male, False --> Female.\n"," * Remove all special characters from all features: (b) and (').\n"," * Correct 'user_zip_code' to keep only 5 Characters for each.\n"," * Change datatype to reflect the data.\n"," * Change \"timestamp\" which is in the unix epoch (units of seconds) to datetime64[ns].\n"," * No missing values.\n"," "]},{"cell_type":"markdown","metadata":{"id":"Z8R347p4tgQe"},"source":["## EDA\n","\n","**Alright, let's start the fun part, let's extract insights from the dataset by asking very useful questions:**\n","\n","- What is the preferable month of the year to rate/watch movies?\n","- What is the preferable day of the week to rate/watch movies?\n","- Who watches/rates more movies Men/Women?\n","- What age group watches more movies?\n","- Which kind of occupant watches/rates more movies?\n","- How much rating people give mostly? distributed between gendors?\n","- What are the most rated movies?\n","- What are the most loved Movies?\n","- Which year the users were interested the most to rate/watch movies?\n","- What are the worst movies per rating? Using worldcloud Package"]},{"cell_type":"code","metadata":{"id":"KkiONmpduvb8"},"source":["df = pd.read_parquet('ratings_cleaned.parquet.snappy')"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"kXwon21FxePl"},"source":["**What is the preferable month of the year to rate/watch movies?**"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":299},"id":"OJ78jWEXuGs3","executionInfo":{"status":"ok","timestamp":1636009617747,"user_tz":-330,"elapsed":718,"user":{"displayName":"Sparsh Agarwal","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13037694610922482904"}},"outputId":"d0006c62-d606-449f-97bb-4961a2a2374c"},"source":["plt.figure(figsize=(6,4))\n","movies_view_habit = df.groupby(df.timestamp.dt.month).size()\n","sns.barplot(['JAN', 'FEB', 'MAR', 'APR', 'MAY', 'JUN', 'july', 'AUG', 'SEP', 'OCT', 'NOV', 'DEC'], movies_view_habit.values)\n","plt.title('Movies View/Rate per Month');\n","plt.xlabel('Months')\n","plt.ylabel('Count')\n","plt.show()"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{}}]},{"cell_type":"markdown","metadata":{"id":"19STdmInuedf"},"source":["Ok, Summer & Holidays Months are the highest, which make sense!!!"]},{"cell_type":"markdown","metadata":{"id":"WzT_7Y0qxkEb"},"source":["**What is the preferable day of the week to rate/watch movies?**"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":299},"id":"m9hYSGDRxpBj","executionInfo":{"status":"ok","timestamp":1636009699246,"user_tz":-330,"elapsed":618,"user":{"displayName":"Sparsh Agarwal","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13037694610922482904"}},"outputId":"5da9f25a-d609-454e-a4d5-bc2530546699"},"source":["plt.figure(figsize=(6,4))\n","movies_view_daily = df.groupby(df.timestamp.dt.dayofweek).size()\n","sns.barplot(['MON', 'TUE', 'WED', 'THU', 'FRI', 'SAT', 'SUN'], movies_view_daily.values);\n","plt.title('Movies View/Rate per Day');\n","plt.xlabel('Days');\n","plt.ylabel('Count')\n","plt.show()"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{}}]},{"cell_type":"markdown","metadata":{"id":"DRM45x9xx1ws"},"source":["As shown above, looks like people enjoys watching/rating movies during weekdays and probably going out for a theater during the weekend (low rating/watching). Or MovieLens team asked users to rate movies in their workdays."]},{"cell_type":"markdown","metadata":{"id":"xpZIfajGx7eb"},"source":["**Who watches/rates more movies Men/Women?**"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":299},"id":"avlc5Y2Cx_93","executionInfo":{"status":"ok","timestamp":1636009788873,"user_tz":-330,"elapsed":737,"user":{"displayName":"Sparsh Agarwal","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13037694610922482904"}},"outputId":"a45b8a17-1a0c-434a-d9e4-808485c9d779"},"source":["plt.figure(figsize=(6,4))\n","sns.barplot(df.groupby('user_gender').size().index, df.groupby('user_gender').size().values)\n","plt.title('Male/Female movie rating ratio')\n","plt.xlabel('Gender')\n","plt.ylabel('Count')\n","plt.show()"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{}}]},{"cell_type":"markdown","metadata":{"id":"F0wwhakByFWw"},"source":["Males look like are more interesting in rating movies than females!!"]},{"cell_type":"markdown","metadata":{"id":"2FtUqkWqyFTk"},"source":["**What age group watches more movies?**"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":299},"id":"Sv2XaSC7yFQO","executionInfo":{"status":"ok","timestamp":1636009826947,"user_tz":-330,"elapsed":592,"user":{"displayName":"Sparsh Agarwal","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13037694610922482904"}},"outputId":"4d254cdb-bdd9-4704-c415-c59fb9e26d96"},"source":["plt.figure(figsize=(6,4))\n","sns.barplot(df.groupby('bucketized_user_age').size().index, df.groupby('bucketized_user_age').size().values)\n","plt.title('Movie Watchers per Age Group');\n","plt.xlabel('Age Group');\n","plt.ylabel('Count')\n","plt.show()"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{}}]},{"cell_type":"markdown","metadata":{"id":"zuQZ-eAwyFNN"},"source":["As shown above, users aged between 18 to 34 are most who watch or rate Movies."]},{"cell_type":"markdown","metadata":{"id":"-HBYpUs3yFJ7"},"source":["**Which kind of occupant watches/rates more movies?**"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":299},"id":"W7Tv8sjYyFG2","executionInfo":{"status":"ok","timestamp":1636010035691,"user_tz":-330,"elapsed":1882,"user":{"displayName":"Sparsh Agarwal","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13037694610922482904"}},"outputId":"1988dbba-c50d-4a9c-ff5b-c1efa5de352d"},"source":["plt.figure(figsize=(6,4))\n","movie_watcher_occupants = df.groupby('user_occupation_text').size().sort_values(ascending=False)\n","sns.barplot(y=movie_watcher_occupants.index, x=movie_watcher_occupants.values)\n","plt.title('Movie Watchers Occupation Group')\n","plt.xlabel('Occupation Group')\n","# plt.xticks(rotation=90);\n","plt.ylabel('Count')\n","plt.show()"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAeEAAAEaCAYAAAAmH+/UAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdeVRV1f//8ee9zKOAiokIiKjggAaIY85ZDpWVfTNNM6cK00qlwjJnTUkrk3K2Ps5WZDnPiBPOiCDgACiGiIiKgpfp7t8fLM6PK1xEZBDbj7Vcy3vG9zno3Zxz9n4dlRBCIEmSJElSpVNXdQGSJEmS9F8lG2FJkiRJqiKyEZYkSZKkKiIbYUmSJEmqIrIRliRJkqQqIhthSZIkSaoishGWpAqgUqlYvXp1VZdRrlxcXJgxY0ZVl/GflJCQgEql4tChQ1VdilTOZCMsPdOGDh2KSqXijTfeKDLv77//RqVSYWhoWO77vX79Ov379y/z+nFxcahUKrZv364z/ZNPPtE73dXVtVTbXr16NSqVqsy1PU1u3LjBmDFjcHFxwdjYmNq1a/Pmm28SHh5e1aWVmZubG1OmTNGZVr9+fa5fv06bNm0qpYYHDx4wa9YsvLy8sLS0xNramhYtWjB27FhiYmIqpYb/CtkIS888JycntmzZwo0bN3SmL168GGdn5wrZ53PPPYepqWmZ13d1dcXFxYV9+/bpTN+7dy9OTk7FTu/Ro0eZ91eVsrOzy7ReYmIiPj4+HDlyhF9++YVLly6xdetWjI2Nadu2LTt27CjnSquOgYEBzz33HEZGRhW+r/T0dNq3b8+CBQsYOXIkBw4cIDIyksWLF2NmZsY333yjd92cnJwKr++ZIyTpGfbee++J7t27ixdeeEF8++23yvQrV64IQ0NDMWXKFGFgYKCzztatW4WXl5cwNjYWtWvXFh999JG4f/++EEKIXbt2CbVaLRITE3XWWb9+vTAzMxN3794VQggBiFWrVinz7927J8aOHSscHByEmZmZaNWqlfjzzz9LrH348OHi+eefVz5fv35dqNVqsXjx4iLTAbFhwwYhhBATJ04U7u7uwszMTDg6OooPPvhA3LlzRwghxP79+wWg8+e9995TtrVw4ULh4eGhHPsbb7yhzHN2dhaTJk0SY8eOFba2tsLe3l58+umnIicnR6fuBQsWiCZNmggTExPh5uYmZsyYobOMs7Oz+Oqrr8RHH30k7OzshK+vrxBCiKVLlwp3d3dhYmIibG1txQsvvFDkPBf2yiuviDp16ijnvLBevXqJOnXqiMzMTGXa7t27RceOHYWZmZmwtrYWnTp1EpcuXVLmr1+/Xnh5eQkTExNhZ2cnXn75ZZGWliaEEKJz585i+PDhOvuYPn26cHZ2Vj4X/FubP3++8nPu37+/uHXrlrLMqVOnxMsvvyxq164tLCwshI+Pj9i+fbsyv3PnzkV+PvHx8SI+Pl4A4uDBg8qyMTExonfv3sLCwkJYWFiIvn37iosXLyrzV65cKQwMDMShQ4fE888/L8zMzISXl5c4fvy43nMqhBAff/yxMDMzEwkJCcXO12q1RY55wYIFwtnZWahUKpGZmVnq2gpLTEwUgNi/f78Q4v//W/3nn39E69athYmJiWjWrJnYu3dvifVXN7IRlp5pBV8Sq1atEm5ubsoXyKRJk8RLL71U5Mvg7NmzwsDAQHz66aciOjpabNu2TdSvX1+8++67Qggh8vLyRL169XQadCHyv/Tfeecd5XPhRlir1YouXbqIzp07i4MHD4rLly+LxYsXCyMjI7Fnzx69ta9du1aoVCrlS3zNmjWiVatW4ubNm8LAwEBnukqlEjdv3hRC5DcOoaGhIj4+XuzZs0c0adJEDBkyRAghRFZWlli4cKEAxPXr18X169eVBvqbb74RFhYW4qeffhKxsbHi1KlTYsaMGUo9zs7OwsbGRsyePVtcuHBBbNiwQRgaGoply5Ypy0yePFk4OTmJ4OBgERcXJ7Zu3Srq168vvv76a53tWFlZicmTJ4vY2FgRFRUlTp48KQwMDMRvv/0mEhISREREhFi6dKneRjgtLU2o1Woxffr0YueHhoYKQPz9999CiPwGWK1Wi08++USEh4eL6OhosWzZMhEdHS2EEGLFihXC0NBQTJs2TURFRYmzZ8+KH374QTmnpW2EraysxCuvvCIiIiLE/v37hZubm+jXr5+yzP79+8XKlStFZGSkiI2NFV999ZUwMjISsbGxQgghbt26JVxcXMT48eOVn09ubm6RRjgzM1M4OTmJbt26iZMnT4qTJ0+KLl26iIYNG4qsrCwhRH5Dp1KpxAsvvCBCQ0NFdHS0ePnll4WLi0uRX5wK5OXlCTs7OzFy5Mhi5z+s4Jj79esnwsPDRUREhLh//36paittI+zm5iY2b94szp8/L4YNGybMzc1FUlJSqeqrDmQjLD3TChrhBw8eCDs7O7Fv3z6Rm5sr6tWrJ/78888iXwbvvvuuaN26tc42Nm3aJFQqlXJl8MUXX4hmzZop85OTk4WBgYHYsWOHMq1wI7x//35hYmKiNHYF3n//ffHaa6/prT05OVmoVCrxxx9/CCHyr4w/++wzIYQQnp6eOtNbtWqldzvBwcHC2NhY5OXlCSGEWLVqlXj4Jtj9+/eFqampCAwM1LsdZ2dn8corr+hMe/nll8WAAQOEEEJkZGQIMzMznSs7IYT47bffRI0aNXS2061btyI1WltbF3tVW5xjx44JQAQHBxc7/9atWwIQc+fOFUII0bFjR9GnTx+926tfv74YPXq03vmlbYQtLCx0fs47d+4UgM5V4MM8PT11ftlp2LChmDx5ss4yDzfCy5YtE2ZmZsovCULk/3sxNTUVv/32mxAiv6EDxKlTp5RlwsLCBCBiYmKKreXGjRsCEPPnz9eZPmDAAOWq1sLCQueYa9SoIe7du6dMK21tpW2EC/+Sl5OTI5ycnHR+qavu5DNh6T/B1NSUwYMHs3TpUrZu3Upubi6vvPJKkeWioqLo1KmTzrTOnTsjhOD8+fMAvPfee0RFRXH69GkA1qxZg729vd5nsidOnCA7O5t69ephaWmp/Fm9ejUXL17UW3OdOnVo3rw5e/fuBfKf+3br1g2Arl276kzv3r27sl5wcDCdOnXCwcEBS0tLBg0aRHZ2NsnJyXr3FRUVhUajoWfPnnqXAWjVqpXOZwcHB+VZe1RUFA8ePODNN9/UOc4PPviAu3fvcvPmTWU9X19fne28+OKLuLq60qBBAwYMGMCSJUtITU0tsZbHcerUKb3HlpKSQmJi4iOPvTSaNm1KjRo1lM8dOnQAUP7t3Lx5Ez8/P9zd3bGxscHS0pKoqCiuXLnyWPuJioqiadOm1KpVS5lWp04dmjRpQlRUlDJNpVLRsmVL5bODgwNAkf4RDxMPvdfn+++/Jzw8nKlTp5KRkaEzz8PDA0tLy8eurbTatWun/N3Q0BBfX98ybedpVf7dQiXpKTVq1Ci8vLxITEzk/fffL3MnFw8PD3x8fPjf//6Hl5cX//vf/3j33XcxMDAodnmtVkuNGjU4ceJEkXnGxsYl7qt79+5s27aNuLg4EhMTlV8Qunbtyueff05cXBwJCQnKLwDHjh3jrbfeIiAggMDAQGxtbQkLC+O9994rcweokupVqVRotVrlOAF+//13GjduXGRdOzs75e8WFhY68ywtLTl58iSHDx9mz549LFq0iM8//5y9e/fi7e1dZFtubm6oVCoiIyN5/fXXi8wv+JJu0qTJYx5h8dRqdZGGqSydkIYOHcrVq1eZO3cuDRo0wMzMjAEDBpTLz6Y4arVa599lQa/4gp/Vw2rVqoWtrS3R0dE605977jkgvzF92MM/y9LW9bD/aqcueSUs/Wc0bdqU1q1bc/jwYUaMGFHsMs2aNSM0NFRn2oEDB1CpVDRr1kyZ9t5777Fu3TpOnz7N2bNnGTJkiN79+vj4cOfOHTQaDW5ubjp/nJycSqy5e/fuXLhwgd9++w0fHx+sra0B6NSpE5cuXeK3337D2NhYaZwPHTpErVq1mDFjBm3atKFx48Zcu3ZNZ5sFDWleXp7OuTE1NWXXrl0l1lOSZs2aYWpqSlxcXJHjdHNz0/tLSgEDAwM6derEtGnTOHXqFHXr1mXt2rXFLmtnZ0fv3r1ZuHAh6enpRebPnj2bOnXq8OKLLwLg7e2t99js7e1xdHQs8djt7e1JSkrSmVZwJ6Sw6OhonXqOHDkC5J9fgNDQUPz8/Hj11Vdp0aIFdevWJS4uTmcbxsbGOj+b4jRr1ozz58/r3C24ceMGsbGxNG/evMR1S6JWqxk4cCBr1qwhPj6+TNsoTW329vbk5eXpXJEXdz4BwsLClL/n5uZy/Phx5Xw+E6r4drgkVaiCZ8IFMjIydHqrPqpj1vbt23U6ZhVITU0VRkZGolWrVsLLy6vIfnmoY1aPHj1Eo0aNxF9//SUuX74sTp48KRYsWCCWLFlSYv3p6enC0NBQWFlZiYCAAJ15Xl5ewsrKSnTq1EmZtnnzZqFSqcSyZcvE5cuXxW+//Sbq1aun9LIVQojjx48rz1NTUlKU53lfffWVsLCwEAsXLhSxsbEiPDxczJo1S9m2s7NzkY5Qw4cPF507d1Y+T5s2TVhZWYmFCxeKmJgYERkZKdatWyc+//zzErezadMmMX/+fHHy5Elx5coVERwcLCwsLHSeBz4sISFBODg4CG9vb7F9+3Zx9epVcfz4cfHOO+8IExMTnWfTO3fuVDpmnT17VsTExIiVK1cqz0aXLl2qdMw6f/68iIyMFD/99JPyXLNg/saNG8XFixfF7NmzRY0aNYrtmPXaa6+Jc+fOiQMHDohGjRqJV199VVnG29tbdOjQQURERIgzZ86IV155RVhbW+v0UO/du7fo2rWruHLlirh586bIy8srsWPWqVOnytz5qTh37twRnp6ewt7eXgQFBYmTJ0+K+Ph4sW/fPtGrVy+hVqt1jrnw/6/S1nbr1i1hZWUlhg4dKi5cuCC2b98uPD09i30m3KhRI7F161Zx/vx5MWLECGFmZib+/fdfvfVXN7IRlp5pxX1JFFbcF1XhIUq1atUSH374oTJEqbB+/foJQPzwww9F5hVuhIXI/2L64osvhIuLizAyMhJ16tQRL730UqmGW7Rr104AYvfu3TrTx48fLwAxbdo0nelff/21sLe3F+bm5qJXr15i7dq1Oo2wEEJ88sknonbt2jpDlLRarfjhhx9E48aNhZGRkbC3txf9+/dX1ilNIyxEfoPVsmVLYWJiImxsbISvr6/4+eefS9zOgQMHRNeuXUWtWrWUoU2zZ89+5Lm5fv268PPzE05OTsLIyEjUrFlTvPHGG+L06dNFlt2xY4do27atMDU1FdbW1qJLly7i8uXLyvzVq1cLT09PYWxsLOzs7ETv3r3F7du3hRBCZGdnK+esRo0aws/PT0yaNKnYIUqBgYHiueeeE2ZmZuKNN94QqampyjIRERGiXbt2wtTUVDg7O4ugoCDRvXt3nUb4xIkT4vnnnxempqaPHKLUq1cvpbNUnz59HnsYkD4ZGRli+vTpomXLlsLMzEwYGxuLhg0bipEjR4qIiIgix/ywR9UmhBBbtmwR7u7uwtTUVLRv317s2LGj2Eb477//Vv4/enh4iF27dpVYe3WjEuKhBx2SJEnSYxs6dCjXrl1jz549VV3KMyEkJISuXbuSmJiIo6NjVZdTYeQzYUmSJEmqIrIRliRJkqQqIm9HS5IkSVIVkVfCkiRJklRFZCMsSZIkSVVEJmZJj+3mL8/Wy+olSZIeJee1bk+0fkFk6MOqxZXwxo0b+eeffwAICgrSSVApT7NmzeLWrVvlvt3HqTkqKorY2NgK3cfDEhIS9KbVSJIkSRWnWjTClSE7O5t79+5Rs2bNUi3/qFi5siprI/wkEhISOHPmTKXuU5IkSarC29EHDhxg8+bNqFQqnJycGDNmDCkpKfzyyy/cu3cPa2tr/Pz8dN7E8bC4uDh+++03NBqNsrytrS2XLl1i0aJFqFQqPD09CQ8PZ968eWi1WtasWcP58+fJycnhpZdeUrJlo6KilGzg06dP87///Q8TExOaNGlCSkoKX375JRs3buTGjRukpKRQs2ZNBg4cyMKFC8nKygJg2LBhNGnSBCEEK1asICIiglq1amFoWPxp3rZtG7t378bAwABHR0cGDhzI7t27UavVHDx4kGHDhrFv3z68vb1p27YtAIMHD2bVqlUl7kPfeZkyZQpubm5ERUWRmZnJhx9+SKNGjdiwYQPZ2dnExMTw+uuv0759+3L5GUuSJEklq5JGODExkeDgYKZPn461tTX3798HYMWKFXTu3JkuXbqwb98+VqxYweeff17sNnJzc5X51tbWHDlyhHXr1uHn58cvv/zCBx98QOPGjVmzZo2yzr59+zA3N2f27Nnk5OQwadIkWrZsib29PWfOnMHX15fs7GyWLl3K1KlTsbe354cfftDZ77Vr15g+fTrGxsZkZWXx9ddfY2xszPXr1/nxxx/59ttvOX78OElJSXz//ffcuXOHcePG0bVr1yLH8Pfff7Nw4UKMjIzIyMjAwsKCF198EVNTU1599VWl5uLo20dJ5wXy354ye/ZsTp8+zR9//MGkSZN4++23uXz5MsOHD3/8H6YkSZJUZlXSCEdGRtK2bVvljTAF76K8ePEiEyZMAPLfElO4AX1YUlISiYmJTJ8+HchvXGxtbcnIyODBgwfKq9Q6duyoPO88e/YsV69eVZ6dZmZmcv36dezt7YmNjWXIkCFcu3YNe3t77O3tlfULx9D5+PjovIVm+fLlJCQkoFaruX79OpD/JpUOHTqgVquxs7PT+1YTJycnFixYQOvWrYu8X/VR9O1D33kpULAfV1dXUlJSSrWvPXv2KOfg22+/faw6JUmSJP2qde9oR0dHZs6cqTPt4RdOFyaE4P333y/yYvIbN25Qs2ZNvbeNCzMxMVH+vmXLFmrUqEFgYCBCCAYNGvRY9QcEBHD+/HlOnTrFX3/9xXfffVdkGQMDA533tebm5j5yu8WdlwIF79BVq9V63yn6sB49euh9Yb0kSZJUdlXSMat58+aEhYVx7949AOV2dOPGjZX3bx46dAh3d3e923BwcCA9PZ0LFy4A+benExMTsbCwwMzMjIsXLwJw+PBhZZ1WrVqxa9cupSFLSkpCo9Fw5swZpWF2cHAgJSVFuUosqKc4mZmZ2NraolarCQ0NVRo1Dw8Pjh49ilar5fbt28oLxgvTarWkpqbSvHlzBg0aRGZmJhqNBjMzMzQajbJc7dq1lfeNnjx5UukQpm8f+s5LSUxNTXnw4EGJy0iSJEnlr0quhOvXr8/rr7/OlClTUKvVuLi4MHr0aIYNG8bPP//MP//8o3Qo0sfQ0JDx48ezcuVKMjMzycvLo3fv3tSvX58PP/yQxYsXo1KpaNq0Kebm5gB069aNlJQUvvjiCwCsra3x9/cnPDycYcOGAfkv1B4+fDizZs3CxMSEhg0b6q3hpZdeYt68eYSGhtKyZUvlKtnX15fIyEg+++wzatWqpdwaL0yr1fLTTz+RmZkJQK9evbCwsMDb25v58+dz4sQJhg0bRvfu3QkMDMTf379U+yjpvOjTvHlz/v77b/z9/WXHLEmSpEr0TGZHazQaTE1NAdi0aRO3b9/m/fffL3bZgg5ahZ91FqwvhGD58uU899xz9O3bt1Jqrw6SkpKquoQyq1WrFqmpqVVdxhORx1D1qnv9II+hsukL66jWz4T1OX36NH/99RdarZZatWoxevRovcsaGRkV6Wy0Z88eDhw4QG5uLg0aNFCGMUmSJElSeXomr4SlinXjl1lVXYIkSVKlyHttaLlsp1rHVhaWkZHBzp07lc9RUVHlMmzm9u3bzJgxo0zrbt26VQnsqEwbNmwgIiICyB+yNG7cOPz9/UlLS2PevHmPta2KjAOVJEmSilctG+Fdu3aV2/YKehuHh4fTsmXLMm1j27ZtVdIIv/3223h6egJw8OBB+vXrR2BgIHZ2dowfP77S65EkSZIez1P9THjLli3s378fyO/Z3KdPH9auXUtycjL+/v54enri5eWFRqNh3rx5JCYm4urqypgxY1CpVCXGN7q4uBATE0OHDh145ZVXCA8P56233iIqKorff/8dKyurIts7d+4cq1atIi8vj4YNGzJy5Eh2795NWloaU6dOxdramsmTJ+scw5o1azh58iQGBgZ4enoyZMgQgoKCMDIyIi4ujgcPHjBkyBC8vb1LjNXctGkTBw8eRK1W06pVKwYNGkRQUBDe3t5kZGRw9OhRzp49S3h4OAMGDGDOnDklRnWWNlpTkiRJqjhP7TdvXFwc+/fvV0InJk6cSNOmTRk4cCCJiYkEBgYC+bej4+PjmT9/Pra2tkyaNInY2Fjc3NxKjG/Mzc1VbmNrtVqSkpJwdHTk7t27xW7P1dWVn3/+mUmTJuHg4MDChQvZtWsXffr0YevWrUyePFlJACtw7949jh8/zg8//IBKpdIJErl58yazZs3ixo0bTJ06lRYtWhAaGlpsrOa///7LyZMnlWFTBeOqC3Tv3p2YmBglY7pwEpa+qM74+PhSRWuCTMySJEmqKE9tIxwTE4Ovr68y1MjX15fo6Gh8fHyKLOvm5qa8/cjFxYWUlBTMzc1LjG8sPBb24sWLNGrUqMTtmZqaYm9vrzxc79y5Mzt37qRPnz56j8Hc3BxjY2N++eUXvL298fb2Vua1a9cOtVpN3bp1qVOnDklJSXpjNc+dO0eXLl2UMcIFMZ+loW+bpY3WBJmYJUmSVFGe2kb4cRREMYJuHGNJ8Y2F4ycLJ2aVtL3HZWBgwKxZszh37hxhYWHs2LFDuV2tUqmKLK8vVvPs2bNl2n9J25SvLpQkSap6T23HLHd3d06cOEFWVhYajYYTJ07g4eGBmZlZqSIWHye+MTIykhYtWjxyeykpKSQnJwMQGhpK06ZNgfzYx8JRkwU0Gg2ZmZl4eXkxdOhQrly5oswLCwtDq9WSnJzMjRs3cHBw0Bur6enpSUhIiNL56+Hb0SXRt83SRGtKkiRJFeupvRJ2dXWlS5cuTJw4EcjvmNWgQQMAmjRpwvjx42nVqhVeXl7Frl/a+Mb09HSMjIwwMzMrsR5jY2P8/PyYP3++0jGroNNUjx49mDlzJnZ2djodsx48eMDcuXPJyclBCMGQIUOUeTVr1mTixIk8ePCAkSNHYmxsrDdWs1WrViQkJPDll19iaGjI888/z8CBA0t1HvVtszTRmvqU17i5qlCdEnb0kcdQ9ap7/SCP4Wnxnw/rCA0NJS0tjX79+lXaPgt6Nbdt27bS9lmeZGxl1ZLHUPWqe/0gj6Gy/adiKx9Hp06dqrqEaicj+KOqLqHM9L/osvqQx1D1qnv9ULZjsHjjl3Kv47/uqX0m/KSioqKIjY1VPu/atYsDBw6UeXsXLlxg0aJF5VEao0ePrtSr4JMnT7Jp06YSlwkJCWH58uWVVJEkSZIEz/CVcFRUFKampjRp0gSAnj17PtH2wsPDi/Qwrg7y8vLw8fEpdmiXJEmSVLUqrREODQ1l+/bt5Obm0qhRI7p27crixYuZNWsWWq2WiRMn8umnn2Jvb8+KFStITEwkLy+Pt956i9atW6PValm9ejVnz55FpVLRvXt3evXqxejRo5k9ezbW1tZcvnyZVatW4efnx+7du1Gr1Rw8eJBhw4Zx7tw5TE1N8fb2ZuHChcyePRuAlJQUJV1KX8IWwLlz5+jbty8hISEcP36crKwskpOTeeWVV8jNzSU0NBQjIyMCAgKwtLRkz5497N27l9zcXOrUqcOYMWMwMTEhKCgIMzMz4uLiuHPnDu+++y5t27ZFo9Ewd+5cMjIyyM3NZcCAAbRu3RqAP/74g4MHD2JtbU3NmjVxdXXl1VdfJTk5meXLl5Oeno6JiQkffPAB9erVUxK5EhISaNKkCc7Ozly+fJnhw4dz8uRJgoODyc3NxcrKijFjxmBjY1NZ/wwkSZKkQiqlEb527RpHjhxh+vTpGBoasmzZMpKSkvDx8WH9+vVkZ2fzwgsv4OTkxNq1a2nevDl+fn5kZGQwceJEJU3q5s2bzJ07FwMDgxKH6djb2/Piiy9iamrKq6++CuQ3ogD16tUjNzeXlJQU7O3tOXLkCO3btyc3N1dvwlZ6ejqGhoaYm5sDkJiYqPR6HjNmDIMGDWLu3Ln8+uuvHDhwgD59+tCmTRsl4GL9+vXs27ePXr16AXDnzh2mTZtGUlISc+bMoW3bthgZGTFhwgTMzc1JT0/nq6++wsfHh8uXL3Ps2DECAwPJy8vjiy++wNXVFYAlS5YwcuRI6taty8WLF1m2bJnSOzstLY0ZM2agVqsJCQlRzo27uzszZ85EpVKxd+9e/vnnH51e28WRiVmSJEkVo1Ia4cjISOLj4wkICAAgOzsba2tr+vfvT0BAAEZGRgwbNgyAiIgITp06xebNm5VlU1NTiYiIoGfPnhgYGACPlxr1sHbt2nHkyBH69evH0aNH+fTTT0lKStKbsBUREaG8KAGgWbNmmJmZYWZmhrm5uXKr18nJiatXrwL5DfX69evJyMhAo9HovByidevWqNVqJSYT8kM11q1bR3R0NCqVirS0NO7evUtsbCytW7fG2NgYQEnd0mg0xMbGMn/+fGW7BWOBAdq2bYtaXfSRf1paGj/88AO3b98mNzcXe3v7R54vmZglSZJUMSqlERZC0Llz5yJjW2/fvo1GoyE3N5fs7GxMTU0RQjB+/Hi93bkfplarKRhllZOTU6p12rdvz/fff4+vry8AdevW5erVq3oTts6cOUPfvn2Vzw8nahW8/ECtVitvZQoKCsLf3x8XFxdCQkJ0wjAKr19Q+6FDh0hPT+fbb7/F0NCQ0aNHk52drfcYtFotFhYWSob2wwriPh+2YsUK+vbti4+Pj/KyCkmSJKlqVErv6BYtWhAWFqZc9d2/f5+bN2+yZMkS3n77bV544QXWrFkDQMuWLdm+fbvSOMXHxwPg6enJ7t27lUau4Ha0vb09cXFxADrvwzUzMys2xQrgueeeQ61W8+effyoZ0voStoQQXL16FRcXl6QUwdgAACAASURBVMc6Zo1Gg62tLbm5uRw8ePCRy2dmZlKjRg0MDQ2JjIzk5s2bQH4wyalTp8jOzkaj0XD69GkgP5fa3t6eo0ePAvmNeUJCQqn2Y2dnB/BEvcUlSZKkJ1cpV8KOjo4MGDCAGTNmIITAwMCA1q1bY2BgQMeOHdFqtXz99ddERkbSv39/fv31VyZMmIAQAnt7e7788ku6d+/O9evXmTBhAoaGhnTv3p2XX36Z/v37s2jRIjZs2KDESEL+bdv58+dz4sQJ5VZ3Ye3atWP16tUsXLgw/0ToSdjKzs7GxcWl2Kznkrz99ttMnDgRa2trGjVq9MiozY4dOzJnzhzGjx9Pw4YNqVevHpD/Mglvb2/8/f2pUaMG9evXV55Njx07lqVLlyodrTp06PDIXxbeeust5s+fj4WFBc2bN9d541JpVeexgtVpcL8+8hiqXnWvH56NY3gW/OcTsx7lzz//5LnnnqNDhw5VVoNGo8HU1JSsrCwmT57MqFGjlM5ZVUEmZlUteQxVr7rXD/IYKptMzCqjN998s6pLYPHixVy7do2cnBw6d+5cpQ0wwOWto6p0/0/iclUXUA7kMVS9stTfsM+Scq9Dqv6e2cSsh02ZMoXLl5/8v35aWhrz5s175HKHDx8mODi41Nstqb5PPvmEwMBAfvjhB15//fVSb/Nx9i9JkiRVvv9MI1xe7OzsGD9+/COXe/gdxVXhr7/+eqzlhRBlfneyJEmS9Pie2tvRc+fO5datW+Tk5NC7d2969OhBeHg469atQ6vVYmVlxTfffMOlS5dYuXIlOTk5yusGHRwcyM7O5ueff+bKlSvK5wJnz55l48aNSpqVn58fpqamjB49mg4dOnDmzBkMDAwYNWoU69atU5KxevbsqZOwpS/FSwjBlStXaNCgARqNptgEsJLqGzx4MKtWrQLye3yfOnWK0aNHc+fOHZYuXap0phoxYgRNmjQp9lytWbOG7Oxs/P39qV+/PmPHjmXLli3s378fyH/FYZ8+fUhJSWHmzJk0atSIuLg4AgICqF27diX+pCVJkv67ntpG2M/PD0tLS7KzswkICMDHx4fFixczdepU7O3tlSFKDg4OTJs2DQMDAyIiIli7di0TJkxg165dGBsb8/3333PlyhXlfbrp6ekEBwczadIkTE1N2bRpE1u2bKF///5A/oP+wMBAfv31V37++WemT59OTk4O48ePL5I/vWfPnmJTvOLj43F2dkalUhEcHFxsAtiePXuKra8kK1eupGnTpvj7+6PVapUhWA+fqzZt2jBo0CB27NihjCOOi4tj//79yjjoiRMn0rRpUywsLEhOTmb06NGP9U5hSZIk6ck9tY3wtm3bOHHiBACpqans2bMHDw8PJeGpIDErMzOToKAgkpOTAZRxxOfPn6d3794AODs74+zsDMDFixe5du0akyZNAvLHAxdufAqnX2k0GiUZy9DQkIwM3Zd/6UvxKvyyB30JYPrqK0lkZCQff/wxkB8MUjBU6eFzdf36daysrHTWjYmJwdfXVwnx8PX1JTo6Gh8fH2rVqlViAyxjKyVJkirGU9kIR0VFce7cOWbMmIGJiQlTpkzBxcWl2KExGzZsoFmzZvj7+5OSksLUqVNL3LYQghYtWvDpp58WO79w+tXDyVgFDfyjREREKM+NHzcBDNAZk1xSahYUf65KmxxWQF+6VgEZWylJklQxnsqOWZmZmVhYWGBiYsK///7LxYsXycnJITo6WnkeWnDrt3ACVOEXFTRt2pRDhw4BcPXqVa5cuQJA48aNiY2NVa6cNRpNmce9FpfiVRD0UXAlqi8BTF99ADVq1ODatWtotVqOHz+uTG/RogW7du0C8mMrMzMziz1XBQwNDZU8aXd3d06cOEFWVhYajYYTJ07g4eFRpuOWJEmSysdTeSXcqlUrdu/ezWeffUbdunVp1KgR1tbWjBo1iu+++w4hBNbW1kyaNInXXnuNoKAggoOD8fLyUrbRs2dPfv75Zz777DPq1aunjK21trZm9OjR/Pjjj8oV44ABAx7rSrVAcSleNjY2tGjRQllGXwKYvvoABg0axJw5c7C2tsbV1VV59jt06FCWLFnCvn37UKvVjBw5sthzVbg+f39/GjRowNixY+nSpQsTJ04E8jtmNWjQoEyJWZIkSVL5kIlZ5WzRokV069btme7kJBOzqpY8hqpX3esHeQyVTSZmVZIPP/ywqkuQJEmSqgnZCEuP7fiO4VVdgiSVme/Ly6u6BElSPBUdszIyMti5c2eZ1g0KCtJ5hWFpLFq0iGvXrumdf/LkSTZt2lSmegosWbKEmJiYJ9rGwx5VtyRJklS9PDWNcEGv38rw4Ycf4ujoqHe+j48P/fr1e6J9XLx4sdyfCz+q7idV2iFYkiRJUvl4Km5Hr127luTkZPz9/fH09KRGjRocPXqUnJwcfH19+b//+z8g/yX0mzdvRqVS4eTkxJgxY4D8YI4tW7Zw584d3n33Xdq2bUtUVBS///47VlZWJCYm4urqypgxY1CpVEyZMoXBgwfTsGHDYqMwQ0JCuHz5MsOHD+fkyZPK+3qtrKwYM2YMNjY2bNy4kdTUVFJSUkhNTaV3795K+Ma1a9eoW7cuarWa5ORkli9fTnp6OiYmJnzwwQfUq1ePoKAgzMzMiIuL06lbq9WyYsUKIiMjqVmzJoaGhnTt2pW2bdvq1D148GB69+7N6dOnMTY2xt/fHxsbG9LT01myZAm3bt0C4L333sPd3V1vfGZISAjHjh1Do9Gg1WofOc5akiRJKj9PRSM8cOBAEhMTCQwM5OzZs4SFhTFr1iyEEMydO5fz589jZWVFcHAw06dPx9raWhknDHDnzh2mTZtGUlISc+bMoW3btkD+mNz58+dja2vLpEmTiI2Nxd3dXVkvPT292CjMwtzd3Zk5cyYqlYq9e/fyzz//MGTIECC/l/DkyZN58OABn376KT179sTQ0FAnMWvJkiWMHDmSunXrcvHiRZYtW8bkyZP11n38+HFu3rzJ/PnzSU9P57PPPqNr165F6srKyqJRo0a88847rF69mr179/Lmm2+ycuVK+vbti7u7O6mpqcycOZPvv/9eb3xmwXn67rvvlMSvh8nELEmSpIrxVDTChZ09e5aIiAg+//xzID9MIzk5mStXrtC2bVusra0BdBqM1q1bo1arcXR05O7du8p0Nzc3atasCYCLiwspKSk6jfCFCxeKjcIsLC0tjR9++IHbt2+Tm5urLAvg5eWFkZERRkZG1KhRg7t371KzZk3Onj3LRx99hEajITY2lvnz5yvrFIRn6Ks7JiaGtm3bolarsbGxoVmzZsWeJ0NDQ7y9vQFwdXUlIiICgHPnzuk8N87MzESj0eiNz4T80BF9DTDIxCxJkqSK8tQ1wgD9+vXjxRdf1Jm2fft2vcsXjpcsPOz54djJsrymb8WKFfTt2xcfHx/lFneBgojLgu3n5eWRlZVFRkYGdnZ2SppVwUsUSlt3aRgYGCjxloUjNYUQzJw5E2NjY53l9cVnXrp0CRMTk8fatyRJklQ+noqOWWZmZjx48ADIj3ncv3+/khKVlpbG3bt3ad68OWFhYdy7dw+g2FvHj6tx48bFRmEWVjgW88CBA4/cZlRUlHL1am5ujr29PUePHgXyG8KEhIQS12/SpAnHjh1Dq9Vy584doqKiHueQ8PT0ZMeOHcrngv3pi8+UJEmSqs5TcSVsZWVFkyZNGD9+PK1ataJjx4589dVXQP7LBcaMGUP9+vV5/fXXmTJlCmq1GhcXF0aPHv1E+9UXhVnYW2+9xfz587GwsKB58+aPjHk8c+aM8kwaYOzYsSxdulTp3NWhQwdcXFz0rt+mTRvOnTvHuHHjqFmzJq6ursrbkkrj/fffZ/ny5UyYMIG8vDw8PDwYNWqU3vjMsqjO4yyrU8KOPvIYJOnZIWMry9kXX3zBzJkzdW5VPy6NRoOpqSn37t1j4sSJTJ8+HRsbm3Ks8snI2MqqJY+h6lX3+kEeQ2WTsZWVZM6cOU+8jW+//ZaMjAxyc3N58803n6oGGGD7nqFVXYL0DOjV49eqLkGSqpxshJ9CU6ZMKfO6ixYtom/fvjg6OhIcHMwbb7xRfoVJkiRJ5eqp6JgllQ+tVquTqvXXX3+VaRuSJElS5ZBXwk+5f/75B0NDQ3r37s2vv/7KlStXmDx5MpGRkezbt48TJ07w4osvcu7cOYYPH8769esZPHgwYWFhZGdn4+/vT/369Rk7diyhoaFs376d3NxcGjVqxIgRI1Cr1QwePFhnG4XHUkuSJEkVRzbCTzl3d3e2bNlC7969iYuLIycnh9zcXKKjo/Hw8ODQoUO4ubkpKV4FBg0axI4dO5QxyteuXePIkSNMnz4dQ0NDli1bxsGDB+ncuTNZWVnFbqOATMySJEmqGLIRfsq5uroSFxdHZmYmRkZGNGjQgLi4OGJiYnj//fdRq9U6Q6L0iYyMJD4+noCAACA/MasgfexR25CJWZIkSRVDNsJPOUNDQ+zt7QkJCaFx48Y4OzsTGRlJcnIy9erVw8jICLX60Y/2hRB07tyZgQMHFplX2m1IkiRJ5Ut+81YD7u7ubN68GQ8PD9zd3dm9ezcuLi5KbKU+hoaGSlZ1ixYtCAsLUzKq79+/z82bNyu8dkmSJEk/eSVcDXh4ePDXX3/RuHFjTE1NMTY2xsPD45Hrde/eHX9/fxo0aMDYsWMZMGAAM2bMQAiBgYEBw4cPp3bt2o9dT3Ue31mdBvfrI49Bkp4dMjFLemwyMatqyWOoetW9fpDHUNn0JWbJ29GSJEmSVEXk7Wjpsa0Kfb+qS5CqgcGdVlZ1CZL01JNXwpIkSZJURWQj/ISeNOYxLy+vnCopHzK2UpIkqfLI29ElSElJYdasWbi6uhIfH4+joyMff/wx48aNo127dpw7d45XX30VIYSS0/z888/z7rvvArBv3z7+/vtvzM3NcXZ2xsjIiOHDhxMUFISRkREJCQk0adKEDh06sHLlSnJycjA2NsbPzw8HBwdCQkI4fvw4WVlZJCcn88orr5Cbm0toaChGRkYEBARgaWnJlClTcHFxISYmhqysLEaPHs2mTZu4evUq7du3Z8CAAQAytlKSJOkpIxvhR0hKSuLDDz/E3d2dn3/+mZ07dwJgZWXFnDlzSEtL46uvvmLOnDlYWFgwY8YMjh8/jpubG3/++Sdz5szB1NSUadOm4ezsrGw3LS2NGTNmoFaryczMZNq0aRgYGBAREcHatWuZMGECAImJicydO5ecnBzGjBnDoEGDmDt3Lr/++isHDhygT58+QP6Y4G+//ZZt27YRGBjIt99+i6WlJWPGjKFPnz7cvXtXxlZKkiQ9ZWQj/Ag1a9ZUrgw7derEtm3bAGjfvj0Aly9fplmzZkoE5AsvvEB0dDSQP77X0tISgLZt23L9+nVlu23btlVSqjIzMwkKCiI5ORnQvUXdrFkzzMzMMDMzw9zcHB8fHwCcnJy4evWqslzh6Y6Ojtja2gJQp04dbt26RUxMjIytlCRJesrIRvgRHk6lKvhsYmLyRNs1NTVV/r5hwwaaNWuGv78/KSkpTJ06VZlnZGSk/F2tVmNoaKj8vXBjXbCcSqXSWUelUpGXlydjKyVJkp5C8pv3EVJTU7lw4QIAhw4dKvK81M3NjfPnz5Oeno5Wq+Xw4cM0bdoUNzc3oqOjuX//Pnl5eRw7dkzvPjIzM7GzswMgJCSkQo5DxlZKkiQ9feSV8CM4ODiwY8cOfvnlF+rVq0fPnj3ZsWOHMt/W1paBAwcqV6/PP/88rVu3BuD1119n4sSJWFpa4uDggLm5ebH7eO211wgKCiI4OBgvL68KOQ5HR8dyi62szuM/q1PCjj7PwjFIkpRPxlaWICUlhTlz5jBv3rwyra/RaDA1NSUvL4/AwEC6deuGr69vOVdZ+WRsZdWSx1D1qnv9II+hsumLrZRXwhVo48aNnDt3jpycHDw9PZUr5Oruq2PDqroEqYLNbLOiqkuQpP8E2QiXwN7evsxXwYDeIT8VbevWrfTo0UPpPDZ79mzGjh2LhYVFqZaXJEmSKofsmPWM0Wq1bNu2jaysLGVaQECA3gYYKLK8JEmSVDnklXA1M3fuXG7dukVOTg69e/emR48eOolXbdq0IS0tjalTp2Jtbc3kyZMZPXo0s2fPxtjYmO+//560tDS0Wi1vvvkmd+7cKbK8JEmSVDlkI1zN+Pn5YWlpSXZ2NgEBAbRp06ZI4tX+/fuZPHmyEsZRIDw8HFtbWyWwIzMzE3Nzc7Zu3Vrs8gVkYpYkSVLFkI1wNbNt2zZOnDgB5I9hvn79+iMTrwo4OTmxatUqVq9ejbe3Nx4eHqXap0zMkiRJqhjymXA1EhUVxblz55gxYwaBgYE0aNCAnJycUideOTg4MGfOHJycnFi/fj1//PFHJVQtSZIk6SMb4WokMzMTCwsLTExM+Pfff7l48WKxy5mamqLRaIpMT0tLw9jYmE6dOvHqq68SFxdX4vKSJElSxZK3o6uRVq1asXv3bj777DPq1q1Lo0aNil2uR48ezJw5Ezs7O52OVlevXmX16tWoVCoMDQ0ZMWJEicvrU53HkFanwf36PAvHIElSPpmYJT02mZhVteQxVL3qXj/IY6hsMjFLKjcjji+o6hKkCrDMd2xVlyBJ/zn/+WfCQUFBhIWFlWnd3Nxcvvjii3KuKL8D1uMMBQoJCSEtLU35vGjRIq5du1budUmSJEnl6z/fCD+JmJgYmjRpUq7bLPyO4NIKCQnh9u3byucPP/wQR0fH8ixLkiRJqgDP5O1ojUZTJBkqKSmJU6dOkZ2dTePGjRk1ahQqlUpnvbi4OH777Tc0Gg3W1tb4+flha2vLtm3b2L17NwYGBjg6OvLpp58C+eEXrVq1IiUlhVmzZtGoUSMuXLhAw4YN6dKlC7///jt3795l7NixuLm5cenSJVauXElOTg7Gxsb4+fnh4OBASEgIx44dQ6PRoNVq+b//+z+lpkuXLrFkyRLGjRtHZmZmkfpiY2O5fPkyCxYswNjYmJkzZzJr1iwGDx5Mw4YNGTx4ML179+b06dMYGxvj7++PjY0NycnJ/PTTT2g0Glq3bs3WrVtZtWpVpf6cJEmS/uueyUa4uGQoT09P+vfvD8BPP/3EqVOn8PHxUdbJzc1lxYoVfP7551hbW3PkyBHWrVuHn58ff//9NwsXLsTIyIiMjAxlnaioKN566y3u3r1LcnIy48aNw9HRkYCAAA4dOsS0adM4efIkwcHBfP755zg4ODBt2jQMDAyIiIhg7dq1TJgwAYD4+Hi+++47LC0tiYqKAiA2NlapycbGhilTphRb344dO5RG92FZWVk0atSId955h9WrV7N3717efPNNfv31V3r16kXHjh3ZtWtXiedTJmZJkiRVjGeyES4uGSosLIx//vmHrKws7t+/T/369XUa4aSkJBITE5k+fTqQ/yIEW1tbZXsLFiygdevWyvuA09LSsLS0VN48ZG9vj5OTEwD169enRYsWqFQqnJycuHnzJpD/y0BQUBDJycmA7q1nT09PLC0tlc///vsvS5Ys4auvvsLOzo6rV6/qra8khoaGeHt7A+Dq6kpERAQAFy5cwN/fH4COHTuWeBUsE7MkSZIqxjPZCBckQ50+fZr169fTokULdu7cyezZs6lVqxYbN24kOzu7yHqOjo7MnDmzyPSAgADOnz/PqVOn+Ouvv/juu+8IDw+nZcuWyjJGRkbK31UqlfJZpVKh1WoB2LBhA82aNcPf35+UlBSmTp2qrPPwawRtbGzIyckhISEBOzu7EusriYGBgXLbXa1Wl+mZsyRJklQxnsmOWfqSoaytrdFoNBw7dqzIOg4ODqSnp3PhwgUg//Z0YmIiWq2W1NRUmjdvzqBBg8jMzESj0RAeHs7zzz//WHVlZmYqDWpISEiJy1pYWPDll1+ydu1aoqKi9NYH+YlXDx48eKxaGjVqpJyHI0eOPNa6kiRJUvl4Jq+Ei0uGOnHiBOPHj8fGxqbYZ6eGhoaMHz+elStXkpmZSV5eHr1796Zu3br89NNPZGZmAtCrVy/MzMxITk6mXr16j1XXa6+9RlBQEMHBwXh5eT1yeRsbG7788ktmzZrFRx99VGx99evXp0uXLixdulTpmFUaQ4cO5aeffiI4OJhWrVphbm7+WMciSZIkPTmZmFUGMTExhIaGMmrUqKoupcyysrIwNjZGpVJx+PBhDh8+zOeff16qdWViVtWSx1D1qnv9II+hsj1xYtbRo0dp165dkelhYWGleo3es8Td3R13d/eqLuOJxMXFsWLFCoQQWFhY8NFHH1V1SZIkSf85pW6EFy1aVGwjvHjx4v9cI/ws8PDwIDAwsEzrjgzbWM7VSJVladv/e/RCkiRVmkd2zLpx4wY3btxAq9WSkpKifL5x4wYREREYGxtXRp1VrnC8ZXR0NOPGjcPf37/YXtYVYfDgwRW6/SeJ75QkSZLK5pFXwmPH/v9Q9zFjxujMs7Gx4a233ir/qp5yBw8epF+/fnTq1KmqS5EkSZKqsUc2whs2bABg8uTJOuNanwXFxVs+99xzxUZXFti7dy9Hjx7l7NmzhIeH6/ySAhAaGsr27dvJzc2lUaNGjBgxArVazeDBg+nZsydnzpzB1tZWSbBKTU1l6NCh+Pj4EBISwvHjx8nMzCQtLY0XXnihyC85QghWr15NeHg4AG+++Sbt27dn4cKF+Pr6KmEiCxYsoF27dnh7e7NmzRrOnz9PTk4OL730Ei+++CJCCFasWEFERAS1atXC0PCZ7CgvSZL0VCv1N++z1gBD8fGWs2bNKjYaskD37t2JiYnB29u7yLPwa9euceTIEaZPn46hoSHLli3j4MGDdO7cmaysLJo3b87gwYMJDAxk/fr1fP3111y7do2goCAlvevSpUvMmzcPExMTAgIC8PLy0hlSdezYMRISEggMDCQ9PZ2AgAA8PDzo1q0bW7ZswdfXl8zMTGJjYxk9ejT79u3D3Nyc2bNnk5OTw6RJk2jZsiXx8fEkJSXx/fffc+fOHcaNG0fXrl2LPU8ytlKSJKlilLoRTklJYd26dSQkJKDRaHTm/fLLL+VeWGV4ON7SwsKiTNGQBSIjI4mPj1ca9ezsbKytrYH8ccitWrVS9mtkZIShoaFOrCXkx1daWVkB4OvrS0xMjE4jHBMTQ4cOHVCr1djY2NC0aVMuX76Mj48Py5YtIz09nbCwMNq0aYOBgQFnz57l6tWryvPezMxMrl+/TnR0tLIdOzs7mjdvrve4ZGylJElSxSh1I/zjjz9Sp04dhgwZUiRisbp6ON6yefPmjxUNmZqaypw5cwCUW7ydO3dm4MCBRZYtHB9ZECICj46SfPhNTyXp1KkToaGhHDlyRLl6F0Lw/vvvK78AFDhz5kyptytJkiRVjFLHVl67do2PP/6Y559/nqZNm+r8qa4ejre8dOmS3mjI4tSqVYvAwEACAwPp2bMnLVq0ICwsjLt37wJw//59navc0jh37hz3798nOzubEydOFHlfsYeHB0ePHkWr1ZKenk50dDRubm4AdOnShW3btgEo7xNu1aoVu3btIjc3F8gP2tBoNDrbuX37tvLmJkmSJKnylPpK2MPDg4SEBFxdXSuynkpVXLylgYFBsdGQpeHo6MiAAQOYMWMGQggMDAwYPnw4tWvXLnVNDRs2ZN68edy6dYsXXnihSMSmr6+vzhuQ3n33XWxsbID83ur16tWjdevWyvLdunUjJSWFL774AsjPz/b398fX15fIyEg+++wzatWqRePGjUtdY3Uea1qdEnb0eRaOQZKkfKWOrVy+fDlHjhzB19dX+dIv8Pbbb1dIcf81ISEhXL58meHDh5dp/aysLCZMmMCcOXMqNAtaxlZWLXkMVa+61w/yGCrbE8dWZmVl4e3tTV5eHrdu3Sq3wqTyERERwaJFi+jTp0+Fv4xh1NGdFbp9CZa0e6mqS5AkqRKUuhEuPEynqm3cuBFTU1NeffXVx1ovJSWFCxcu0LFjxzLtd9asWXzwwQd88803zJ49W+n5XFYpKSnMmTOHefPmkZCQgLW1tXIV/LjH6Onpyc8///xE9UiSJEmVq9SN8I0bN/TOq1OnTrkUU9Fu3rzJoUOHHqsRzsvLw8DAgOzsbO7du0fNmjUrpLaEhAQuX75cqlccloeC45IkSZKqTqkb4YeToQorSNWqSMHBwRw4cABra2tq1qypdBBLSEhg6dKlZGVlUadOHT766CMsLS1JTk5m6dKlpKeno1ar+eyzz1i7di3Xrl3D39+fzp0707NnT5YtW8bly5cxMDBgyJAhNG/enJCQEI4dO4ZGo0Gr1TJ16lSioqJo1qyZUs+OHTs4deoUubm5jBs3jnr16qHRaFixYgWJiYnk5eXx1ltv0bp1a1JSUli4cCFZWVkADBs2TKfXc25uLhs2bCA7O5uYmBhef/11IL9H+pQpU0hNTaV379707t27yHkJDw9n3bp1aLVarKys+Oabb7h06RIrV64kJycHY2Nj/Pz8cHBwKHJcAQEBxdYrSZIkVY5SN8IPN7R37tzh999/x8PDo9yLelhcXByHDx9m7ty55OXl8cUXXyiN8MKFCxk2bBhNmzZlw4YN/PHHHwwdOpQFCxbQr18/fH19yc7ORgjBwIED2bx5M19++SUAmzdvBmDevHn8+++/zJgxgx9//BGA+Ph4vvvuOywtLYH8cbUFkZAAVlZWzJkzh507d7J582Y+/PBDgoODad68OX5+fmRkZDBx4kRatGhBjRo1+PrrrzE2Nub69ev8+OOPOslThoaGvP322zqdsjZu3EhSUhKTJ0/mwYMHfPrpp/Ts2VMnXjI9PZ3FixczdepU7O3tuX//PpDfAWDatGkYGBgQERHB2rVrmTBhQpHjWrt2bbH1mpqa6px/mZglSZJUMcocGGxjY8PQoUP5amir+AAAIABJREFU5JNPyvyMtbSio6Px9fVVQkIKIh4zMzPJyMhQxip37tyZ77//ngcPHpCWlqY0mvre9BQTE0OvXr0AqFevHrVr1+b69etA/jPWggYYIDY2liFDhiif27RpA4CrqyvHjx8H8jtHnTp1Smncs7OzSU1Nxc7OjuXLl5OQkIBarVb28SheXl4YGRlhZGREjRo1uHv3rs7t8AsXLuDh4YG9vT2AUm9mZiZBQUEkJycD6ISBFD4uffUWjDEuIBOzJEmSKsYTpfYnJSUpt1ifNYVTwW7cuEHNmjV1rkKLS7wSQjB+/PgiXdE3btxIjRo1CAwMRAjBoEGDSlVD4f09KlmrsA0bNtCsWTP8/f1JSUnRyf0ufFz66pUkSZIqR6kTs7755hsmT56s/Pnyyy+ZOHEiffv2rcj6gPygkBMnTpCdnc2DBw84deoUAObm5lhaWhIdHQ3kv8HIw8MDMzMzatasqVyh5uTkkJWVhZmZGQ8ePNDZ7sGDB4H8XyhSU1OLbZDOnDlTJPaxOC1btmT79u0UDL2Oj48H8q9MbW1tUavVhIaGotVqi6xramqqU1tpNG7cmOjoaFJSUgCU29GZmZnY2dkB+WOPH7deSZIkqXKU+kq4W7duOp9NTU1xdnambt265V7Uw1xdXWnfvj3+/v5YW1vrpEiNHj1a6Zhlb2+vDKX6+OOPWbJkCRs3bsTAwIBx48bh5OSEWq0u0jFr/PjxGBgY4Ofnh5GRUZH9h4eHM2zYsEfW2b9/f3799VcmTJiAEAJ7e3u+/PJLXnrpJebNm0doaCgtW7YsNnu7efPm/P333/j7+ysdsx7F2tqaUaNG8d133yGEwNramkmTJvHaa68RFBREcHBwib2t9dX7KNV5DGt1GtwvSdKzr9SJWf9VBa//kx2S/j+ZmFW15DFUvepeP8hjqGxPnJiVm5tLcHAwoaGh3L59G1tbWzp16sQbb7zxTL8Q3sjISDbADxl15HBVl1CtLGnfoapLkCTpKVXqZ8KrV6/m3LlzjBw5ksDAQEaOHElkZCSrV6+uyPoq1caNG/nnn38ea52TJ0+yadOmMu1v9OjRpKenK5+XLFlCTExMqdcfPHjwY+1v165dHDhw4LHWkSRJkipOqS9hw8LCCAwMVF447+DgQIMGDfD392fo0KEVVd9TLS8vDx8fH2XI1JO6ePEiI0aMKJdtFadnz54Vtm1JkiTp8ZW6EX4WHx0fOHCAzZs3o1KpcHJy0onfTE5OZvny5aSnp2NiYsIHH3xAvXr1CAoKwsjIiISEBJo0aYKzs7MSsnHnzh2WLl2q9FYeMWIETZo0Ye7cuf+vvTsPiKre/z/+nGHYEWQRdzQRxUSw3DWX1PJetZuVWVfz5loJ6ldTFM2umKKiuVRiLrmlZVkXu2rkNRfiqlEqueEuoLggAi7AMMAw5/cHP84VAQEVBvL9+IuZOcv7c4744XPmnNeH1NRUcnNz6du3b7HP3F65coW6deui1WrZvXs3e/bswWg0Urt2bcaNG4e1tTXJycl88sknGAyGQslWsbGxbNmyBXt7ey5fvkynTp3w8PAgIiKCnJwcAgMDqVOnTqE86uDgYJo2bUpsbCx6vZ733nuvUoJXhBBC/E+ZO+FOnToRGhrKwIED1S/D//Wvf9GxY8eKrK/CJCYmEh4ezuzZs3F0dCQjI4OIiAj181WrVjF69Gjq1q3L+fPn+eKLL5g5cyYAaWlpzJkzB61WW+gRoHXr1vH0008TGBiIyWTCYDAA+ZNfODg4kJOTw7Rp0+jQoYN6RaHA0aNH1cegOnTooHbU33zzDXv37uWvf/0r69at48UXX6R79+7s3Lmz0PqXLl1iyZIlODg4MHbsWHr16sW8efOIiIhg586dxV6tMJlMzJs3j5iYGL7//ns+/PDDYo+VJGYJIUTFKHMn/NZbb/Gvf/2LNWvWcOvWLVxcXOjSpQuvvfZaRdZXYU6ePEnHjh3VmZDuTccyGAycPXuWxYsXq+8ZjUb1544dO6LVFv06/eTJk4wdOxbID9comFIwIiKCQ4cOAZCSksL169eLdMLHjh1jzJgxQP4fCN988w2ZmZkYDAb8/PyA/NSuSZMmAdCtWze++uordX1PT0+cnZ0BqFOnDr6+vgB4eHhw8uTJYo9BQaJYkyZN1NF7cSQxSwghKkapnfCZM2c4fPgwb731Fm+88QZvvPGG+tmmTZuIi4ujWbNmFVpkZTOZTNjb27Nw4cJiP78/W/lBYmNjOXHiBHPmzMHa2prg4GByc3MLLZOdnU1mZqYasBEWFkZgYCCNGzcmMjKS2NhYdVmNRlPsfu59vlmj0aivNRpNseEg966j1WpLXEYIIUTFKfXu6K1bt6rZzPfz8fEhPDz8sRdVGXx8fIiOjiY9PR34X9oU5Cdxubu78+uvvwL534cnJCSUus1WrVqxa9cuIL8j1+v16PV67O3tsba25urVq5w/f77IevfP0GQwGHB2dsZoNKqJXgDNmzfnwIH8x4P2799f/kYLIYSoUkodCSckJJQY2diqVSs+//zzx15UZWjYsCGvvPIKwcHBaLVaGjduTK1atdTPx48fz+rVqwkPD8doNNKlSxcaN278wG0OGzaMVatWsXfvXrRaLaNHj6Z169b8/PPPTJw4kbp16+Ll5VVkvT/++KPQd+tvvPEG06dPx9HRES8vLzXOcvjw4XzyySf8+9//likHhRDiT6DUxKx//OMffPHFF8XORJSTk8OoUaP48ssvK6zAJ8HUqVMJCQmpNqEnkphlXtIG86vu9YO0obKVlJhV6uXo+vXrc+zYsWI/O3bsGPXr13+0ygShoaHVpgMWQgjx+JT6P3+/fv1YtWoVJpOJdu3aqTfxHDp0iDVr1hSaY1c8GcYcPGHuEirM551bmbsEIcQTpNRO+LnnnuP27duEhYWRm5uLo6Mjd+/exdLSkkGDBvHcc89VRp2VbujQoWzcuBGAmJgYNmzYwIwZMwp9b7x582aioqLIyMhQlwXYsWMHe/bswcLCAkdHR8aMGVNovQf58ccf6d27d7EzLZW13vKKjIzE19dXvTtbCCFE5SjTNdD+/fvTs2dPzp07R0ZGBg4ODjRr1kx9DvbP7MSJE6xbt44PPvigSEfapk0b/vKXvzB+/PhC7zdu3Jj58+djbW3Nrl272LRpExMnTizT/iIiIujatWu5O+FHERkZScOGDaUTFkKISlbmLyLt7OzKNLH9n8mpU6dYuXIl06ZNo06dOkU+L+n5aB8fH/VnLy+vQo8ZFTAYDCxZsoS0tDRMJhOvvfYat2/fJi0tjVmzZuHo6MjMmTMLjXCjo6M5cuQIAQEBJUZYAmzbto1ff/2V3Nxc2rdvz6BBg0hOTmbevHk0b96cc+fO4eLiwpQpU4iJieHixYt8+umnWFlZERISUuxNeEIIIR4/uRuoBEajkYULFxIcHPxIN5/t3bu32D9ejh49irOzM9OmTQNAr9djZ2fHjz/+yMyZM9Ukr5KUFGF57Ngxrl+/zty5c1EUhQULFnDq1Cnc3Ny4fv06//d//8d7773H4sWLiY6Oplu3buzcuZOhQ4fi6elZ7L4ktlIIISpGmacyfNJYWFjQvHlz9u7d+9DbiIqKIi4ujr/97W9FPvPw8ODEiRNs2rSJ06dPl/vS/tmzZ+nSJX+e2m7duqnvHzt2jOPHjzNlyhSmTp3K1atXSUpKAsDd3V191rlJkybcvHmzTPvq3bs38+fPlw5YCCEeMxkJl0Cj0TBx4kQ++ugjwsPDGTBgAFOnTgWgbdu2heI7i3P8+HG2bt1KcHBwoUjJAvXq1SM0NJSYmBi++eYbWrVqxcCBA4uto0BOTk6Jn91rwIABvPDCC4XeS05OLlSHVqstsj0hhBCVSzrhB7C2tmbatGn885//pGbNmiVmSd8vPj6e1atXM336dJycnIpdJi0tDQcHB7p164a9vT179uwB8nOpDQaDejnaycmJK1euUK9ePX7//XdsbW2B/0VYduvWrVCEpZ+fH99++y1du3bFxsaGtLQ0LCwsHlivjY2NmsolhBCi8kgnXAoHBwemT5+ufk/btm1b9bNNmzaxf/9+cnJyeO+99+jZsyeDBg1i06ZNGAwGdRYmNzc3dRRd4PLly2zatAmNRoNOp2PUqFFA/qXfkJAQXFxcmDlzJkOGDCE0NBRHR0eaNGmiTo9YUoSln58fV69e5YMPPgDyO9hx48YVO+tTgR49erB69eoy35hVnZ+lrU4JO0KIP79SYyuFuJ/EVpqXtMH8qnv9IG2obCXFVspIWJTbuF+vmruER/Dg2j/rJDGsQojKI3dHV0EXL15k7dq1D73+/dNLzpgxo1zLCyGEqBzSCVdBnp6ejBgx4qHX37p1a6HXc+bMKdfyQgghKodcjq5ExaVkubu7s379erKzs9HpdPzzn/8kLi6O7du3ExQUhMFgYO3atSQmJpKXl8frr79Ou3btiIyM5PDhw2RnZ3Pjxg3at2/PW2+9xVdffUVOTg6BgYE0bNiQ8ePHq6lbt27dYunSpej1ekwmE6NGjSImJqbI8kIIISqHdMKVqLiUrClTpjBhwgSaNm2KXq8vcmdyeHg4Pj4++Pv7k5mZyfTp02nVKv/u5ISEBBYsWIBOp2PChAn85S9/YciQIezcubPYx6n279+Pn58fr776KiaTiezsbFq0aFHi8gUkMUsIISqGdMKVyMPDg40bN7Jp0ybatGmDvb09zs7ONG3aFKDY1Kzjx49z5MgRtm/fDuQHdhTcDejj46Ou06BBA1JSUnBzcytx/56ennz++ecYjUbat2+vpmeVpnfv3vTu3bs8TRVCCFEG0glXovtTsu6d6KEkiqIwadKkIre3X7hwoUgCVl5e3gO39fTTTzNr1ixiYmIICwujf//+dO/e/eEaI4QQ4pHJjVmVKC0tDSsrK7p168bf/vY3Lly4wK1bt7hw4QIAWVlZRTpSPz8/fvrpJwoe546Pjy91PzqdDqPRWOT9mzdvUrNmTXr37k2vXr3UbZW0vBBCiIolI+FKVFxKlqIorFu3jpycHKysrPjwww8LrTNw4EDWr1/P5MmTURQFd3d3goKCHrifXr16ERgYyFNPPVXoRqvY2Fi2b9+OhYUFNjY2jB079oHLl6Q6P0tbnR7uF0L8+Ulilig3ScwyL2mD+VX3+kHaUNkkMUs8NvN/e/B3z1XbjSLvBHV48AQXQghRUeQ7Yf68iVHffvstx48fN3cZQgghSiCdMJWfGFXaXcyPa1tvvPEGvr6+j21fQgghHq9qfzn6l19+Yfv27Wg0Gjw8PBg3bhxhYWG0adOGjh07ApQ7MWrHjh3s27cPgJ49e9KvXz+Sk5OZO3cuXl5enDt3Dk9PT3r06MF3333HnTt3GD9+PE2bNn1gwtVvv/2GwWDAZDIxa9YstQ3FJWl17tyZuLg4NmzYoM4v7O/vj7OzM8HBwTRu3JgzZ87Qpk0b9u3bx7Jly9BqtRgMBiZOnMhnn33GypUr1eNw4cKFIslc1tbWfPXVV5w6dYrc3Fz69OnDCy+8YJbzKIQQT6Jq3QknJiYSHh7O7NmzcXR0JCMj44HLlyUxKi4ujn379hESEgLA9OnTefrpp7G3tycpKYn333+fBg0aMG3aNPbv389HH33E4cOHCQ8PZ8qUKQ9MuIqPj+fjjz/GwcGhUF3FJWkZjUbWrl3LlClTcHR05ODBg2zevBl/f38AjEajml4VHx/PqVOn8PHxISYmBj8/P3S6/51ao9HI0qVLiyRz7d27Fzs7O+bNm0dubi4ffvghfn5+uLu7F6pPErOEEKJiVOtO+OTJk3Ts2BFHR0eAIp3b/cqSGHXmzBnat2+PjY0NAO3bt+f06dO0bdsWd3d3PDw8AGjYsCGtWrVSR+A3b94EHpxw5evrW2yN9ydptWjRgsuXL5OYmMjs2bMBMJlMODs7q+t07ty50M8HDx7Ex8eHAwcO0KdPn0Lbv3btWrHJXMeOHePy5ctER0cD+Z3/9evXi3TCkpglhBAVo1p3wiWxsLDAZDIB+Z1XQRDFoyZG3ZtQpdFo1NcajUbd34MSrqytrYvd7v1JWq1ataJ9+/Y0aNBAHZHf795ttW3bls2bN5ORkUFcXFyZkrgKah0+fDitW7cu0/JCCCEer2p9Y5aPjw/R0dGkp6cDqJeja9WqRVxcHACHDx9Wb14qS2KUt7c3hw4dIjs7G4PBwKFDh2jRokWZa3qYhKv7k7Ti4uKoV68ed+/e5dy5c0D+JeXExMRi17exscHT05N169bRpk0btNrCp7VevXrFJnO1bt2aXbt2qW2/du0aBoOhzG0VQgjxaKr1SLhhw4a88sorBAcHo9Vqady4MQEBAfTq1YuFCxcSGBiIn5+fOmosa2JUjx49mD59OpB/Y9ZTTz1FcnJymWp6mISr4pK0dDodkyZNYt26dej1evLy8ujbty8NGzYsdhudO3dm8eLFBAcHF/msYJal+5O5evbsSXJyMlOnTgXA0dGRwMDAMrVTCCHEo5PELFFukphlXtIG86vu9YO0obKVlJhVrS9HCyGEENVZtb4cLczj52jL0heqsu4AlrzQMdfchQghhIyEq5qhQ4eauwQhhBCVRDphUUjBo1ZCCCEqnlyOrqIMBgMLFiwgMzMTo9HIm2++Sbt27di2bRs6nY6+ffuyfv16Ll26xMyZMzl58iR79+7Fx8eHy5cvM2zYMCA/7erKlSsMGzaMqKgofvrpJ4xGI15eXowaNQqtVsvQoUN54YUXOHHiBCNHjsTb29u8jRdCiCeEjISrKEtLSyZPnkxoaCgzZ87kyy+/RFEUvL29OXPmDJAfsWkwGDAajZw+fZoWLVrQuXNnjhw5oj77GxkZSc+ePbly5QoHDx5k9uzZLFy4EK1Wy3//+18AsrOzadq0KQsXLiy2A969ezdBQUGlPmolhBCifGQkXEUpisLmzZs5ffo0Go2GtLQ07ty5Q5MmTYiLi0Ov12NpaclTTz1FXFwcZ86cYfjw4djY2NCyZUtiYmKoX78+eXl5eHh4sHPnTuLj49V86pycHDXuU6vVqpNdFEdiK4UQomJIJ1xF7d+/n7t37zJ//nx0Oh0BAQHk5OSg0+lwd3cnMjKSZs2a0ahRI06ePElSUhL169cH8sNHtm7dSr169ejRoweQ36l3796dwYMHF9mXpaVlkZQtIYQQFU/+562i9Ho9Tk5O6HQ6Tp48qU4QAfnRmtu3b6dFixZ4e3vz888/07hxYzQaDQBeXl6kpqZy4MABunTpAkCrVq2Ijo7mzp07QH7E573bFEIIUflkJFxFPffcc4SGhjJp0iQ8PT3VUS5AixYt2Lp1K82aNcPGxgYrK6si+dadOnUiISFBnbWpQYMGvPnmm8yZMwdFUbCwsGDkyJHUqlWr3LVV52dsq1PCjhDiz09iK/+k5s+fT79+/dS5jB8nia00L2mD+VX3+kHaUNlKiq2UkfCfTGZmJtOnT6dRo0YV0gEDnI6sOolZLXpU31G5EELId8LVRGxsLPPnzy91OXt7ez755BPef//9cu8jICCAu3fvPkx5QgghHoJ0wkIIIYSZyOXoUiQnJxMaGsqiRYsA2LZtGwaDgVOnTtG0aVNiY2PR6/W89957tGjRApPJxFdffcWpU6fIzc2lT58+vPDCC8TGxrJlyxbs7e25fPkynTp1wsPDg4iICHJycggMDKROnTqEhYVhaWlJXFwcWVlZ/OMf/6BNmzaFasrIyGD58uUkJydjbW3NO++8Q8OGDZkwYQJz5szB0dERk8nE//3f/xESEgLAqlWrSE1NBeDtt9/G29ub9PR0PvnkE9LS0mjWrBlye4AQQlQuGQk/ApPJxLx583j77bf5/vvvAdi7dy92dnbMmzePefPmsWfPHpKTkwG4dOkSo0ePZsmSJURFRXH9+nXmzZtHr1692Llzp7rdmzdvMnfuXIKCgli9ejU5OTmF9rtlyxaeeuopPv74Y/7+97+zbNkytFotXbt2VVOwTpw4QaNGjXB0dGTdunX079+fefPmMWnSJFauXAnAd999h7e3N4sXL6Z9+/Yl3uAgiVlCCFExZCT8CNq3bw9AkyZN1I722LFjXL58mejoaCD/ed/r16+j0+nw9PTE2dkZgDp16uDr6wuAh4cHJ0+eVLfbqVMntFotdevWpXbt2kXuRj5z5gyTJk0CwMfHh4yMDPR6Pc8//zwLFy6kX79+7Nu3j+effx7I75CvXLmirq/X6zEYDJw+fZrJkycD8Oyzz2Jvb19sOyUxSwghKoZ0wqWwsLAoNLNQbu7/7sa1tMy/S1ir1arLKIrC8OHDad26daHtxMbGqssDaDQa9bVGoym0j4LQjfJyc3PDycmJkydPcuHCBcaPH6/WFBISgpWV1UNtVwghRMWQy9GlcHJy4u7du6Snp5Obm0tMTMwDl2/dujW7du1SJ1C4du0aBoOhXPuMjo7GZDKRlJTEjRs3ijxf5u3trV52jo2NpUaNGtjZ2QHQs2dPPvvsMzp27KhGUfr6+ha63J2QkADkh37s378fgD/++IPMzMxy1SmEEOLRyEi4FDqdjtdee43p06fj4uJS4gPXBXr27ElycjJTp04FwNHRkcDAwHLt09XVlenTp5OVlcXo0aOLjGAHDRrE8uXLmTx5MtbW1gQEBKiftW3bls8//1y9FA0wfPhw1qxZw+TJk8nLy6NFixa88847vP766+rjTM2aNcPNza1M9cmzuUII8XhIYlYVExYWRps2bR44q9GDXLx4kQ0bNvDRRx895sr+RxKzzEvaYH7VvX6QNlQ2Scx6Avzwww/s2rVL/S64oqRtt6jQ7ZfG5aU8s+5fCCEeF/lOuIoJCAgodRScmZnJf/7zH/V1WloaixYtYsCAASxfvhxvb+9y7zc4OJiLFy+Wez0hhBAPTzrhKkxRlEJ3TRfIzMxk165d6msXFxf1kaV75eXJiFEIIaoyuRxdxSQnJxMSEoKXlxdxcXF06tSJmJgYcnNzad++PYMGDeLrr78mKSmJwMBAfH196dOnj5rqFRkZyW+//YbBYMBkMjFt2jTWrl1LYmIieXl5vP7667Rr146cnByWL1/OpUuXqFevXpFAECGEEBVPOuEqKCkpiYCAALKysoiOjmbu3LkoisKCBQs4deoUgwcPJjExkYULFwKoQSEF4uPj+fjjj3FwcODrr7/Gx8cHf39/dYalVq1asXv3bqysrFiyZAmXLl1S7+YWQghReaQTroLc3Nxo1qwZX375JcePH2fKlCkAGAwGkpKSSn2UyNfXFwcHBwCOHz/OkSNH2L59OwA5OTmkpKRw6tQp+vbtC0CjRo1o1KhRidvbvXs3u3fvBijTTE5CCCHKRjrhKsjGxkb9ecCAAbzwwguFPr9/5Hs/a2tr9WdFUZg0aVKpzzc/iMRWCiFExZAbs6owPz8/9u3bpyZupaWlcefOHWxtbcnKyirzNn766Sd1hqT4+HgAnn76aTUt6/Lly1y6dKkCWiCEEOJBZCRchfn5+XH16lU++OADIH+EPG7cOOrUqUPz5s2ZNGkSrVu3pk+fPiVuY+DAgaxfv57JkyejKAru7u4EBQXx4osvsnz5ciZOnEj9+vVp0qRJZTVLCCHE/yeJWaLcJDHLvKQN5lfd6wdpQ2Ur6StBuRwthBBCmIlcjhblpv2qcidwMA2xLH0hIYSohiplJHx/zOLDiIyMZM2aNY+posdn1apVnDlz5pG38+uvvzJx4kRmzZpFbGwsZ8+efQzVCSGEqMoqrRO+N2axwJ8hVvH8+fM0a9as1OVKa+vevXt59913mTlzpnTCQgjxhKiUy9H3xizqdDosLS2xt7fn2rVrfPLJJyxYsIDU1FRyc3Pp27ev+kzqvn37+OGHH7Czs6NRo0ZYWuZflrx79y6rVq0iNTUVgLfffhtvb29OnTrFunXrANBoNMyaNYu4uDi2bNmCvb09ly9fplOnTnh4eBAREUFOTg6BgYHUqVOHw4cPEx4ejtFopEaNGowbN46aNWuyZcsWUlJSSE5OJiUlhb59+6ohF1euXKFu3bpotVqSkpJYvXo1d+/eRavVMnHiRFJTU/n2229Lbev333/PmTNn+Pzzz2nUqBGnT59Gq9Xy3//+lxEjRnD79m2+//57tFotdnZ2zJo1i8jISH7//Xeys7NJSkripZdewmg0EhUVhaWlJdOmTcPBwYHdu3ezZ88ejEYjtWvXZty4cVhbWxMWFoatrS1xcXHcvn2bt95666GnTxRCCPFwKqUTvjdmMTY2lvnz57No0SLc3d0B8Pf3x8HBgZycHKZNm0aHDh0wGo1s2bKF0NBQteNp3LgxAOvWraN///54e3uTkpJCSEgIS5YsYdu2bYwcORJvb28MBoPaaV+6dIklS5bg4ODA2LFj6dWrF/PmzSMiIoKdO3cybNgwvL29CQkJQaPRsGfPHrZt28Y//vEPIP9u4JkzZ5KVlcWECRN48cUX0el0HD16lNatWwPw6aefMmDAANq3b09OTg6KopCamkp8fHypbR04cCAnT55k6NCheHp6smXLFmxsbPjb3/4GwKRJk/jggw9wcXEhMzNTPa6JiYksWLCA3Nxcxo0bx5AhQ1iwYAHr16/nl19+oV+/fnTo0EH9o+abb75h7969/PWvfwXg9u3bfPTRR1y7do3Q0NASO2FJzBJCiIphlhuzmjZtqnZKABERERw6dAiAlJQUrl+/zu3bt2nZsiWOjo4AdOrUievXrwNw4sQJrly5oq6v1+sxGAx4e3vz5Zdf8txzz9GhQwdcXV0B8PT0xNnZGYA6derg6+sLgIeHBydPngTygzCWLl3KrVu3MBqNhep79tlnsbS0xNLSEicnJ+7cuYOrqyvHjh1jzJgxZGVlkZaWRvv27QGwsrIqV1tr1KjxwOPVvHlzwsLC6NSpEx06dFDfb9myJba2ttjhKNWyAAAXmklEQVTa2mJnZ0fbtm3Vdl2+fBnI76i/+eYbMjMzMRgM+Pn5qeu3a9cOrVZLgwYNuHPnTon7l8QsIYSoGGbphO+NVYyNjeXEiRPMmTMHa2trgoODyc198N23iqIQEhJSqLOD/IjHZ599lpiYGD788EM15KJgRAz5l6kLXms0GnWqwLVr19K/f3/atm1LbGws3333nbqOTve/w6TVasnLyyM7O5vMzExcXFwemF71qG0FeOeddzh//jwxMTEEBQWpo9F726XVatU6C2oECAsLIzAwkMaNGxMZGUlsbKy6zr3ry+PiQghR+SrlxqwHxSzq9Xrs7e2xtrbm6tWrnD9/HgAvLy9OnTpFeno6RqOR6OhodR1fX1927typvk5ISADyZx/y8PBgwIABeHp6cvXq1TLXqNfrcXFxAeCXX34pdfnY2Fhatmypts/V1ZXff/8dgNzcXLKzs8vc1vvZ2tqqUZUF7fLy8uKNN97A0dFR/S68LAwGA87OzhiNRv773/+WeT0hhBAVr1JGwjVq1FBjFq2srHByclI/a926NT///DMTJ06kbt26eHl5AeDs7Mzrr7/OjBkzsLOzU78PBhg+fDhr1qxh8uTJ5OXl0aJFC9555x0iIiKIjY1Fo9HQoEEDnnnmGc6dO1emGl9//XUWL16Mvb09Pj4+pU6S8McffxT6DnXs2LGsWrWKLVu2YGFhwfvvv19knZLaer82bdqwePFiDh06xIgRI/jxxx/VS/E+Pj40atRI/cOjNG+88QbTp0/H0dERLy+vMmdOP4g8tyuEEI+HxFY+pKlTpxISElLoUvWTQmIrzUvaYH7VvX6QNlS2kmIrn7we5DEJDQ01dwlmY7Gl7Jf5H0XeoPqVsh8hhDAXyY4uo+TkZCZNmmTuMsqk4DEwIYQQVZt0wqKQP0OKmRBCVBdyObocTCYTK1as4Ny5c7i4uDBlyhSuXbvG6tWryc7Opnbt2owZMwYHBweCg4Np3LgxZ86cITs7m4CAAH744QcuX75M586defPNNwGIiorip59+wmg04uXlxahRo9BqtQwdOpQXX3yRP/74A2dnZ/7+97+zadMmUlJSGDZsGG3btiU5OZlly5apd2KPGDGC5s2bF6r5woULrFq1ivfffx+9Xs+GDRswGAw4Ojri7++Ps7NzoVq7dOnCSy+9VOnHVgghnkQyEi6H69ev85e//IXFixdjZ2dHdHQ0y5YtY8iQIXz88cd4eHjw/fffq8vrdDrmz5/PCy+8wMKFCxk5ciSLFi0iMjKS9PR0rly5wsGDB5k9ezYLFy5UoyoBsrOz8fHxYfHixdjY2PDNN98wY8YMJk+ezLfffguAk5MTM2bMIDQ0lAkTJqiRnQXOnj3L6tWrmTJlCm5ubqxdu5ZJkyYRGhrK888/z+bNm9VljUYj8+fPL7YD3r17N0FBQQQFBVXEYRVCiCeWjITLwd3dXX1UqkmTJty4cYPMzEyefvppALp3786SJUvU5e9NsGrQoIGa2lW7dm1SU1M5c+YM8fHxTJs2DYCcnBw1IUyn06mRmB4eHlhaWqLT6fDw8ODmzZtA/qXjNWvWkJCQgFarVR9jArh69SqrVq1S4y4vX75MYmIis2fPBvJH9QX1AHTu3LnEdktilhBCVAzphMvh/oSqe3OcH7T8vSldBa/z8vJQFIXu3bszePDgIutaWFig0WjU5YtLw9qxYwdOTk4sXLgQRVEYMmSIun7NmjXJzc0lISFBDSFp0KABISEhxdZ6b7KXEEKIyiGXox+BnZ0dDg4OnD59Gsj/frdFixZlXr9Vq1ZER0eruc0ZGRnqKLcs9Ho9zs7OaLVaoqKi1AhOAHt7e4KCgvj666+JjY2lXr163L17Vw0vMRqNJCYmlnlfQgghHj8ZCT+igIAA9cYsd3d3/P39y7xugwYNePPNN5kzZw6KomBhYcHIkSOpVatWmdbv06cPixYtIioqCj8/vyKj2Zo1axIUFMTcuXMZM2YMkyZNYt26dej1evLy8ujbty8NGzYsV3tBnt8VQojHRRKzRLlJYpZ5SRvMr7rXD9KGyiaJWeKx0YWfKPKe8dVWZqhECCGqN+mEq5iIiAh+/vlnnnrqKcaPH2/ucoQQQlQg6YSrmF27dvHhhx/i6upa6rJ5eXlYWFg8tn0/7u0JIYR4MOmEq5BVq1Zx48YN5s6dS9euXTl06BC5ublYWVnh7+9PvXr1iIyM5LfffsNgMGAymXj++ef5/fffyc7OJikpiZdeegmj0UhUVBSWlpZMmzYNBwcHkpKSWLNmDXfv3sXa2pp3332X+vXrExYWhqWlJQkJCTRv3py3337b3IdBCCGeGNIJVyHvvPMOx44dY+bMmeh0Ol566SUsLCw4fvw4X3/9NZMnTwYgPj6ejz/+GAcHByIjI0lMTGTBggXk5uYybtw4hgwZwoIFC1i/fj2//PIL/fr1Y9WqVYwePZq6dety/vx5vvjiC2bOnAlAWloac+bMQauVJ9aEEKIySSdcRen1esLCwkhKSgIKT6zg6+uLg4OD+rply5bY2tpia2uLnZ1doaSuy5cvYzAYOHv2LIsXL1bXMRqN6s8dO3Z8YAe8e/dudu/eDSCzMwkhxGMknXAV9e2339KyZUsCAwNJTk5m1qxZ6mf3Pw98f5LX/elaJpMJe3t7Fi5cWOy+bGxsHliLxFYKIUTFkOuPVZRer1fjJiMjIx9pW3Z2dri7u/Prr78CoCgKCQkJj1ihEEKIRyUj4Srq5ZdfJiwsjPDwcJ599tlH3t748eNZvXo14eHhGI1GunTpok5GIYQQwjwkMUuUmyRmmZe0wfyqe/0gbahsJSVmSScshBBCmIl8JyzKJSgoyNwlPJLqXj9IG6qC6l4/SBuqCumEhRBCCDORTlgIIYQwE4vg4OBgcxchqpcmTZqYu4RHUt3rB2lDVVDd6wdpQ1UgN2YJIYQQZiKXo4UQQggzkU5YCCGEMBNJzBJlcvToUdatW4fJZKJXr14MGDDAbLWkpKQQFhbG7du30Wg09O7dm759+5KRkcGSJUu4efMmtWrVYuLEiTg4OKAoCuvWreOPP/7A2toaf39/9XukyMhIwsPDAXj11Vfp0aMHAHFxcYSFhZGTk8MzzzzD8OHD0Wg0j70tJpOJoKAgXFxcCAoKIjk5maVLl5Kenk6TJk0YN24cOp2O3Nxcli1bRlxcHDVq1GDChAm4u7sDsHXrVvbu3YtWq2X48OG0bt0aqJxzlpmZyYoVK0hMTESj0TBmzBjq1atXbc7Djh072Lt3LxqNhoYNG+Lv78/t27er9DlYvnw5MTExODk5sWjRIoBK+bdf0j4eVxs2btzIkSNH0Ol01K5dG39/f+zt7YHyH9+H+T0yG0WIUuTl5Sljx45VkpKSlNzcXGXy5MlKYmKi2epJS0tTLl68qCiKouj1emX8+PFKYmKisnHjRmXr1q2KoijK1q1blY0bNyqKoihHjhxRQkJCFJPJpJw9e1aZNm2aoiiKkp6ergQEBCjp6emFflYURQkKClLOnj2rmEwmJSQkRImJiamQtmzfvl1ZunSpMm/ePEVRFGXRokXK/v37FUVRlJUrVyr/+c9/FEVRlJ07dyorV65UFEVR9u/fryxevFhRFEVJTExUJk+erOTk5Cg3btxQxo4dq+Tl5VXaOfvss8+U3bt3K4qiKLm5uUpGRka1OQ+pqamKv7+/kp2drShK/rHft29flT8HsbGxysWLF5X3339ffa8yjnlJ+3hcbTh69KhiNBrVfRVs/2GOb3nPoTnJ5WhRqgsXLlCnTh1q166NTqejc+fOHDp0yGz1ODs7q3/N29raUr9+fdLS0jh06BDdu3cHoHv37mqNhw8fplu3bmg0Gpo1a0ZmZia3bt3i6NGj6rSQDg4O+Pr6cvToUW7dukVWVhbNmjVDo9HQrVu3CmlvamoqMTEx9OrVC8ifWCM2NpaOHTsC0KNHj0JtKBipdOzYkZMnT6IoCocOHaJz585YWlri7u5OnTp1uHDhQqWcM71ez+nTp+nZsycAOp0Oe3v7anUeTCYTOTk55OXlkZOTQ82aNav8OXj66aeLjEAr45iXtI/H1QY/Pz8sLCwAaNasGWlpaep+y3N8H+b3yJzkcrQoVVpaGq6uruprV1dXzp8/b8aK/ic5OZn4+HiaNm3KnTt3cHZ2BqBmzZrcuXMHyK/fzc1NXcfV1ZW0tLQi7XJxcSn2/YLlH7f169fz1ltvkZWVBUB6ejp2dnbqf0QF9RS0oaAmCwsL7OzsSE9PJy0tDS8vryJtKKj73jY87nOWnJyMo6Mjy5cv59KlSzRp0oRhw4ZVm/Pg4uLCSy+9xJgxY7CyssLPz48mTZpUq3NQoDKOeUn7qAh79+6lc+fOahvKc3wf5vfI0dGxwtpSGhkJi2rLYDCwaNEihg0bhp2dXaHPNBpNhXyH+7gcOXIEJyenav2MY15eHvHx8bz44ossWLAAa2trfvjhh0LLVOXzkJGRwaFDhwgLC2PlypUYDAaOHj1q7rIeWWUc84rcR3h4OBYWFnTt2rVCtl/VSCcsSuXi4kJqaqr6OjU1VZ3r2FyMRiOLFi2ia9eudOjQAQAnJydu3boFwK1bt9S/bl1cXArNtFJQ//3tSktLK/b9imjv2bNnOXz4MAEBASxdupSTJ0+yfv169Ho9eXl5heopaENBTXl5eej1emrUqGHWNri6uuLq6qqOUjp27Eh8fHy1OQ8nTpzA3d0dR0dHdDodHTp04OzZs9XqHBSojGNe0j4ep8jISI4cOcL48ePVTr68tdaoUaPc59CcpBMWpfL09OT69eskJydjNBo5ePAgbdu2NVs9iqKwYsUK6tevT//+/dX327Ztyy+//ALAL7/8Qrt27dT3o6KiUBSFc+fOYWdnh7OzM61bt+bYsWNkZGSQkZHBsWPHaN26Nc7Oztja2nLu3DkURSEqKuqxt3fw4MGsWLGCsLAwJkyYgI+PD+PHj6dly5ZER0cD+f8hFey3TZs2REZGAhAdHU3Lli3RaDS0bduWgwcPkpubS3JyMtevX6dp06aVcs5q1qyJq6urOrXliRMnaNCgQbU5D25ubpw/f57s7GwURVHrr07noEBlHPOS9vG4HD16lH//+99MnToVa2vrQm0rz/HVaDTlPofmJIlZokxiYmLYsGEDJpOJ559/nldffdVstZw5c4Z//vOfeHh4qL9Af//73/Hy8mLJkiWkpKQUeUxjzZo1HDt2DCsrK/z9/fH09ATyv3vaunUrkP+YxvPPPw/AxYsXWb58OTk5ObRu3ZoRI0ZU2C9rbGws27dvJygoiBs3brB06VIyMjJ46qmnGDduHJaWluTk5LBs2TLi4+NxcHBgwoQJ1K5dG8i/fLdv3z60Wi3Dhg3jmWeeASrnnCUkJLBixQqMRiPu7u74+/ujKEq1OQ9btmzh4MGDWFhY0LhxY9577z3S0tKq9DlYunQpp06dIj09HScnJwYNGkS7du0q/Jinp6cXu4/H1YatW7diNBrVbXp5efHOO+8A5T++D/N7ZC7SCQshhBBmIpejhRBCCDORTlgIIYQwE+mEhRBCCDORTlgIIYQwE+mEhRBCCDORTlgIUW0NHTqUGzdumLsMIR6aPKIkxBMqMjKS7du3c+PGDWxtbWnfvj2DBw9Wp4+raoKDg+natas64UVFO3DgAD/++COJiYlYW1vj7u5O9+7defHFF80e8CD+PGQCByGeQNu3b2fbtm0EBATg4+NDWloaa9asYc6cOcyePRud7sn+r6Hg+IwcORI/Pz9sbGxISEhg+/bt9OzZE0tLyyLrmEwmtFq5uCjKR0bCQjxh9Ho97777LmPGjFFnqoH8CTECAgIYMmQIPXv2xGQy8cMPP7Bv3z7u3LlD3bp1CQwMxM3NjcTERNavX09cXBw6nY6//vWvvPrqq4SFheHq6sqbb74J5KeBffbZZ6xYsQKAgIAAevfuTVRUFLdv36Zdu3aMGjUKKysrMjIyWLZsGefPn8dkMtG8eXNGjx6Nq6srmzdv5ocffkCn06HVaunRowcjR45k0KBBfPrpp9SpUwe9Xs/atWvVCex79erFK6+8glarJTIykj179uDl5cW+ffuws7Nj1KhRavJScccnICBAnQ6vOGFhYVhZWZGSksKpU6cIDAzExcWFL774goSEBFxcXBg8eLAamXj/SL6gptmzZwMwaNAghg0bRkREBFlZWfTo0YMhQ4ZIx/4nJ2dXiCfMuXPnyM3NVSe+KGBjY8MzzzzD8ePHAdixYwcHDhxg2rRpbNiwgTFjxmBtbU1WVhazZ8+mdevWrFy5kk8//ZRWrVqVef/79+/ngw8+4LPPPuP69euEh4cD+ZngPXr0YPny5SxfvhwrKyvWrFkD5MeStmjRghEjRrBx40ZGjhxZZLtr165Fr9ezbNkygoODiYqKUnOCIX9e7Hr16rFmzRpefvllVqxYUexcsgXHpyzZyPv37+eVV15hw4YNeHl5ERoaiq+vL1988QUjRozg008/VbO1y+LQoUPMnz+f0NBQDh8+zL59+8q8rqiepBMW4glz9+5datSooc63ei9nZ2fS09MB2LNnD2+++Sb16tVDo9HQuHFjatSowZEjR6hZsyYvvfQSVlZW2NraFprvtTR9+vTBzc0NBwcHXnnlFQ4cOABAjRo16NixI9bW1tja2vLqq69y+vTpMm3TZDJx4MABBg8ejK2tLe7u7vTv35+oqCh1GTc3N3r37o1Wq6V79+7cunWr2Dlxizs+M2bMYNiwYQwZMoRTp06p77dr1w5vb2+0Wi0JCQkYDAYGDBiATqfDx8eHZ599lv3795f52Lz88ss4ODjg5uZG37591WMj/rye7C9+hHgCOTo6kp6eTl5eXpGO+NatW+rUbqmpqcWG25f0flndO8l8rVq11AnXs7Oz2bBhA0ePHiUzMxOArKysMn3XevfuXfLy8krcNuTP+lSgYJYeg8FQZFs1atQocnzmzJkDwHvvvVdo9HzvpPK3bt3Czc2tUK3311Cae7dXq1YtdepA8eclI2EhnjDNmjXD0tKS3377rdD7BZPaF1xadnV1LfbxH1dXV5KTk4vdtrW1NdnZ2err27dvF1nm3vltU1JS1Llet2/fzrVr15g7dy4bNmxg1qxZAGqn96A7kh0dHbGwsChx2+VRcHwOHTpU6rL31uTs7ExKSgomk6nYGspybO6dHzclJQVnZ+dy1y+qF+mEhXjC2NnZMXDgQNatW8fRo0cxGo0kJyezZMkSXF1d6datGwC9evXi22+/5fr16yiKwqVLl0hPT6dNmzbcunWLH3/8kdzcXLKysjh//jwAjRs35o8//iAjI4Pbt28TERFRZP//+c9/SE1NJSMjg/DwcDp16gTk/xFgZWWFnZ0dGRkZfPfdd4XWc3JyKvGZYK1WS6dOndi8eTNZWVncvHmTHTt20LVr13IfH3t7ewYOHMiaNWuIjo5WR+MJCQmFOtH7eXl5YW1tzbZt2zAajcTGxnLkyBG6dOmiHpvff/+d7OxskpKS2Lt3b5FtbNu2jYyMDFJSUoiIiCh045z4c5LL0UI8gV5++WVq1KjBxo0bSUpKws7Ojnbt2qnzrgL079+f3Nxc5syZQ3p6OvXr12fy5MnUqFGDGTNmsH79er7//nt0Oh39+vXDy8uLbt26ceLECQICAqhVqxY9evRgx44dhfb93HPPMWfOHG7dukXbtm157bXXAOjbty+ffvopI0eOxMXFhf79+xcajfbt25ewsDB+/vlnunbtyogRIwptd8SIEaxdu5axY8diZWVFr1691DlyH+b4uLi48O9//5tly5ZhbW1N7dq1GTJkCM2bNy92HZ1Ox9SpU/niiy/YunUrLi4ujB07lvr16wPQr18/Ll68yOjRo2nUqBHPPfccJ06cKLSNtm3bEhQUhF6vp0ePHvTs2fOh6hfVhzyiJISoNAEBAbz77rv4+vqau5Qq597HrcSTQy5HCyGEEGYinbAQQghhJnI5WgghhDATGQkLIYQQZiKdsBBCCGEm0gkLIYQQZiKdsBBCCGEm0gkLIYQQZvL/ACDJCSFbd0kzAAAAAElFTkSuQmCC\n","text/plain":["
"]},"metadata":{}}]},{"cell_type":"markdown","metadata":{"id":"ckgL-Cs-yrD9"},"source":["**How much rating people give mostly? distributed between gendors?**"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":299},"id":"9aWWTJC9zVma","executionInfo":{"status":"ok","timestamp":1636010136405,"user_tz":-330,"elapsed":619,"user":{"displayName":"Sparsh Agarwal","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13037694610922482904"}},"outputId":"6456cb7f-d98a-4fa6-f45e-887c82e1c53f"},"source":["temp_df = df.groupby(['user_gender', 'user_rating']).size()\n","plt.figure(figsize=(6, 4))\n","m_temp_df = temp_df.m.sort_values(ascending=False)\n","f_temp_df = temp_df.f.sort_values(ascending=False)\n","\n","plt.bar(x=m_temp_df.index, height=m_temp_df.values, label=\"Male\", align=\"edge\", width=0.3, color='green')\n","plt.bar(x=f_temp_df.index, height=f_temp_df.values, label=\"Female\", width=0.3, color='red')\n","plt.title('Ratings given by Male/Female Viewers')\n","plt.legend()\n","plt.xlabel('Ratings')\n","plt.ylabel('Count')\n","plt.show()"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAZoAAAEaCAYAAAAotpG7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3deXxMV/8H8M/MRNbJNgnSjKUNYo+kErskJNRWVVKklor9odb+1NKqPrU0aEQQVYrWVo9dS1FBpI9UxRI0dkFrDZkRiSRI5vz+8Mv9GVkEuTMJn/fr5fXKPffec773mOQ799xz71UIIQSIiIhkojR3AERE9GpjoiEiIlkx0RARkayYaIiISFZMNEREJCsmGiIikhUTzWskMDAQAwcONHcYxaZQKLBq1SpzhwEAePPNNzFt2jRzh1EsX375JapXr27uMGRlys9yv379EBwcbJK2XlVMNKVIv379oFAooFAooFKpUKlSJfTt2xfXrl17rnqmTZuGN998M1/5pk2bMGfOnBKKVn43btxASEiIucOQVd7/edeuXfOt27p1KxQKBSwsLEwWz/Lly+Hj42MU29P/1q5da7J45HLs2DEoFAr8+uuvBa6fNWsW7OzskJaWhqioKKxfv97EEb5amGhKmZYtW+LGjRv4+++/sWbNGhw7dgwffPBBidSt0Wjg4OBQInWZgpubG6ytrc0dhuyqVKmCbdu24datW0bl3333HapWrWrSWDZv3myU9PI+j0/+69Kli0ljkoOPjw98fX2xZMmSAtd///336NGjBxwdHeHo6AhnZ2cTR/hsDx8+NHcIxcZEU8pYWlrCzc0NWq0W/v7+GDx4MP744w/cu3cPACCEwKBBg1CtWjXY2NjAw8MDkyZNwoMHDwAAP/zwAyZPnowrV65I30C//PJLAPmHG/KWp06dCjc3N2g0GvTt2xcZGRnSNgaDAZMmTUL58uWhVqvRs2dPzJ071+hb9tWrV9GtWze4urrC2toaHh4emD17dpHHuWfPHtSvXx/W1tbw8vLC/v378w2VPbncq1cvtG3bNl897du3R+/evaXl3bt3o3nz5rCxsYFWq0VYWBhSU1Ol9XnDIIsXL0bVqlXh4OCAzp075/sjX5CsrCwMHDgQDg4OcHV1xaRJk2AwGAA8Hq6qWbNmvn369++PoKCgIuutUaMGmjRpgh9++EEq+/vvv7F7926EhYUZbavX69G7d29UqVIFNjY2qFmzJiIiIvCsB3w8q18AICMjA7t378b7778vleV9Hp/8l5f8jxw5grZt20KtVqN8+fLo2rUrrly5Iu2bN4S3bt061KhRA7a2tujSpQvu3buHTZs2oWbNmrC3t0dISAjS0tKk/Y4ePYr27dujQoUKUKvV8PPzw86dO4s8PgCYP38+atWqBWtra9SoUQPTp09HTk5OodsPGTIE27Ztw82bN43KY2Njcf78eQwZMgRAwUNna9euhbe3N6ytrfHmm29i7NixuH//PoDHn21LS0tkZmYCALKzs2FtbY0WLVoY/X9YWlpKv2sZGRkYNWoUtFotbG1t4ePjg02bNknbX758GQqFAqtXr0aHDh1gZ2eHyZMn49GjRxg7diwqVaoEKysrvPHGG+jZs+cz+8rkBJUaH330kQgKCpKWr127Jvz9/YVKpRIZGRlCCCFyc3PFpEmTxMGDB8WlS5fE1q1bhZubm/jiiy+EEEJkZmaK8ePHi0qVKokbN26IGzduiPT0dCGEEAEBAWLAgAFS/QEBAcLR0VGMHj1anD59WuzatUs4OzuLzz//XNomIiJC2NnZiRUrVohz586JiIgI4ezsLFQqlbTNu+++K4KCgsSxY8fEpUuXxN69e8WaNWsKPc6rV68KGxsbMWDAAJGUlCRiYmKEj4+PACBWrlwpbffk8q5du4RSqRTXrl2T1l+/fl2oVCqxa9cuIYQQe/bsETY2NmLevHni3Llz4tChQyIwMFD4+/sLg8Eg9bGDg4Po2bOnOHnypIiPjxdvvvmm6N27d5H/N1WrVhX29vZi8uTJ4syZM2LFihXC1tZWzJ07VwghxD///CNUKpWIjY2V9rl3756ws7MTa9euLbTevP/zlStXiurVq0txTp48Wbzzzjti+fLlRn1948YN8fXXX4sjR46I5ORksXLlSmFnZyeWLVsmbTNlyhRRrVo1abk4/SKEEOvWrRM1atTIF1tBkpKShJ2dnfjiiy/E6dOnxYkTJ0RISIioUaOGyMrKkuKwtbUVHTp0EMePHxexsbHC1dVVtGnTRrRv314kJiaK33//XVSoUEF8+umnUt379u0Ty5cvF3/99Zc4e/as+Oyzz0S5cuXE2bNnpW2e/ixPmTJFVKlSRWzatEkkJyeL7du3i8qVKxt9lp+WkZEh7O3txYwZM4zKP/zwQ+Hl5VVoPyxfvlw4OTmJFStWiIsXL4r9+/eL+vXrS5+hzMxMYWVlJXbu3CmEECImJka4uroKS0tL6fd4woQJolmzZkIIIQwGgwgMDBQBAQHi999/FxcvXhTfffedKFeunIiJiRFCCHHp0iUBQGi1WrFq1SqRnJwskpOTRUREhNBqtWLfvn3iypUr4tChQyIyMrLQYzYXJppS5KOPPhIqlUrY2dkJGxsbAUAAEJ988kmR+82ZM0dUr15dWp46daqoWrVqvu0KSjRP/kIJIcTQoUNFkyZNpGV3d/d8v6w9evQw+uPn5eUlpkyZUpxDFEIIMWnSJFG1alWRk5Mjle3YsaPIRJObmyvc3d3FrFmzpPWzZ88WWq1W5ObmSsczfvx4o7auXLkiAIhjx44JIR73cfny5UV2dra0TXh4uHBzcysy5qpVq4oWLVoYlU2cOFFUqlRJWn733XdFr169pOVFixYJV1dX8eDBg0LrzfsjlpWVJTQajdi7d6/IyckRWq1WbNy4MV+iKcjIkSNFcHCwtPx0oilOvwghRGhoqNEf/Cc/j3n/PD09pXU9evQwqjM7O1vY2NiIzZs3S3GoVCpx+/ZtaZthw4YJpVIpUlJSjOJv2LBhkcfo5eUlpk2bZnRMeZ/l+/fvCxsbG7Fjxw6jfX788Ufh6OhYZL1Dhw4VHh4eUsLV6XTC2tpaLFiwwKgfnkw0VatWFd9++61RPfv37xcAhE6nk+IbN26cEOLx571///6idu3aUoyNGjWSfq/27dsnrKysxN27d43qDAsLE++9954Q4v8TzVdffWW0zciRI0WrVq2MvjCURhw6K2UaN26MxMREHDp0CJMnT0bTpk3zzXZasmQJGjdujIoVK0KtVmPixIlGQxbPo0GDBkbL7u7u0jBSWloarl+/jiZNmhht07RpU6Pl0aNHY8aMGWjcuDHGjx+PuLi4Its8deoU/Pz8oFKpCq3zaUqlEr1798bKlSulspUrV6JXr15QKh9/jBMSEjB37lyo1WrpX506dQAA58+fl/arVasWrKysCjzmojwdY/PmzXH16lVpWHPIkCHYuHEj9Ho9gMf/Tx999BEsLS2fWbe1tTX69OmDJUuWYPv27cjJycG7776bbzuDwYDw8HB4e3vD1dUVarUaixYtKvL/vzj98vDhQ2zfvt1o2Az4/89j3r9du3ZJdW7evNmoThcXF2RnZxv1tVarhaurq7ScN/xWvnx5o7KUlBRp+fbt2xg2bBhq1aoFJycnqNVqJCUlFXqMSUlJyMrKQrdu3YziGTJkCNLS0nD79u1C+2bw4MFITk7G3r17ATz+TOV91gpy+/ZtXLlyBWPHjjVqq3379gCACxcuAABatWol1bl3714EBQVJZffu3cORI0fQunVrqS8fPnwIrVZrVOeqVauM+hIAGjVqZLQcFhaGkydPonr16hg6dCg2btxYKq/dmG46CxWLjY2NNDW1Xr16uHjxIkaMGCFdtFy/fj2GDx+O8PBwBAQEwMHBAevXr8dnn332Qu09/UdQoVBI1x2eLCtKWFgY2rVrh507d2Lfvn1o37493n///SKnJj+rzoL07dsXs2bNQmJiIgDgxIkT+Omnn6T1BoMB48ePR58+ffLt6+bmJv1c0DGLEniIed51hZUrV8Lf3x9HjhzB6tWri73/4MGD8fbbb+Off/5BWFgYypUrl2+biIgIfP3114iMjISPjw/s7e0RGRmJ7du3F1pvcfplz549UKvVaNy4sdH6Jz+PT9fZp08fTJgwId86FxcX6eenj0GhUBRY9uRnrl+/fvj7778xa9YsvPXWW7CxsUHPnj0L/QOat+/69evh6emZb71GoylwP+D/JwUsXrwYQUFBRpMAimorKioKrVq1yre+UqVKAIDWrVvjq6++wt9//y0lFSsrK3z99ddo2bIlypUrh2bNmkl1Ojo6IiEhIV99T39W7ezsjJa9vb1x6dIl7N69G/v27cOoUaMwefJkHDx4sFRN/GGiKeW+/PJL1K5dG0OGDIGvry/i4uLg4+ODsWPHSttcvnzZaB9LS0vk5ua+dNuOjo5wd3fHH3/8gQ4dOkjlBw8ezLftG2+8gbCwMISFhaFDhw4IDQ3FwoULC/yw16lTB2vWrEFubq50VlNQnU+rW7cuGjZsiJUrV0IIgYYNG0rfzAHA19cXSUlJst1D8nSM8fHx0Gq10jEqlUoMGjQIS5YswdmzZ+Hv71/gBIHC1KlTB35+fjhw4IDRxIAnxcXFoV27dujfv79U9vS33qcVp182bdqELl26FPsLgK+vL06cOIFq1aq90JeGosTFxWHWrFno3LkzAOD+/ftITk5GvXr1Cty+bt26sLa2RnJystHntLiGDBmC4cOHY9u2bTh58mShM9EAoGLFiqhcuTLOnj2LQYMGFbpd48aNYW1tja+++go1atSAm5sbWrVqhZ49e2LTpk1o1qyZdFbt6+uLu3fvIjs7u9BjLIparcb777+P999/H5MmTcIbb7yB/fv3F3hGbC4cOivlatSogXfffVc6Y6lZsyZOnjyJrVu34uLFi4iKijKanQIAb731Fm7evIk//vgDd+7ckWa/vIhPPvkEc+fOxerVq3H+/HnMnTsXv/32m9Efl48//hi//vorLl68iKSkJGzatAmVK1eGvb19gXUOGzYMt27dwr/+9S+cPn0a+/btk47vWX+0+vbtizVr1uCnn37CRx99ZLTuq6++wtatWzF27FgkJibi4sWL2LlzJwYMGICsrKwX7oM8iYmJ+PLLL3Hu3DmsWbMGUVFR+OSTT4y2GTBgAM6cOYPvv/8egwcPfu42du3ahTt37qBatWoFrq9ZsyZiY2Oxb98+nDt3Dp9//jn+/PPPIut8Vr8YDAb8/PPPBd7LU5hJkybh9OnT6N27Nw4dOoRLly5J36iTk5Of65gLOsbVq1fj5MmTSExMRGhoaJFfnNRqNSZNmoRJkyYhOjoaZ8+eRVJSEtauXYvx48c/s73Q0FBYWVmhb9++8PLyyndW97Tp06dj3rx5mD59Ov766y+cPXsWW7ZskWapAY+/7DVv3hw//vijNESm0WhQr149rFq1SioDHp/9BAcHo2vXrtiyZQuSk5Nx5MgRzJ8/v8ikBwCzZ8/G6tWrkZSUhEuXLmHZsmVQqVQFntmZExNNGTBu3Dj89ttviI2NxZAhQ9CnTx+EhYXBx8cHf/75pzR9OU+XLl3wwQcfoGPHjihfvjxmzZr1wm2PHj0aH3/8MUaNGgUfHx8cPHgQn3zyidH9LUIIjB49GvXq1YO/vz/u37+PHTt2FJo0tFotfv75Z8THx8Pb2xujRo3C1KlTAeCZ9818+OGHSE1NRWpqKkJDQ43W5Y2BnzhxAi1btoSXlxfGjBkDe3v7AoehnteIESNw5coV+Pr6YsSIEVK/POmNN95Ap06doFarX+hmU1tb2yKHeiZPnoyAgAC89957aNq0KfR6PUaOHFlknc/qlwMHDuDRo0cICAgodpy1a9dGfHw8MjIy8M4776BOnToYNGgQsrKy4OTkVOx6CrJ8+XIYDAY0atQIXbp0Qbt27eDn51fkPpMnT8acOXOwZMkSNGjQAC1atEBkZGSBNy4/zc7ODr169YJery/Wl4M+ffpg3bp12LZtGxo1agQ/Pz98+eWX0Gq1Rtu1atUKOTk5+ZLK02UKhUJK9GPGjEGtWrXQsWNHbN++vdAvHHkcHBwwZ84cNG3aFPXr18fmzZuxcePG5zqTNgWFKInBaXqt9O/fH8ePH8eRI0dKrM64uDgEBATgxIkTqF+/fonVaw6NGjVC8+bNERkZae5QimXMmDHQ6XT48ccfzR0KvaJ4jYaKdP36dWzevBmtWrWCSqXCL7/8ghUrVmDBggUvVe+3336LBg0awN3dHadOncKYMWPQuHHjMp1k7ty5g23btuHo0aNl6jEttWvXhq+vr7nDoFcYz2ioSLdu3UKPHj1w4sQJZGdno3r16hgxYkSRF0KLY8KECVizZg1u3boFNzc3tGnTBjNnzjSasVTWKBQKODs7Y9q0aRg2bJi5wyEqNZhoiIhIVpwMQEREsmKiISIiWXEyQCGuX78ua/2urq64c+eOrG2UNewTY+yP/Ngnxkpbf7i7uxdYzjMaIiKSFRMNERHJiomGiIhkxWs0REQFEEIgOzsbBoOhxB8cWlJu3bolvV3XVIQQUCqVsLa2Lna/MNEQERUgOzsb5cqVM3pteWljYWFh9F4nU8nJyUF2djZsbGyKtT2HzoiICmAwGEp1kjEnCwuLfO+tKgoTDRFRAUrrcFlp8Tz9w0RDRESy4nkhEVExaJdon73Rc7g26Nqz29Rq0bVrV8yfPx/A42sjPj4+8PHxwYoVKwrdLz4+HosWLSpyG1NioiGiMsPqa6sSra84f+zNydbWFmfOnEFWVhZsbGwQFxcHNzc3c4f13Dh0RkRUirVu3Rp79uwBAGzZsgVdunSR1h09ehTvvvsu2rZti86dO+PChQv59s/MzMTYsWPRsWNHtG3bFrt27TJZ7HmYaIiISrH33nsPW7duRXZ2Nk6fPg0fHx9pXY0aNbB582b89ttv+J//+R/MnDkz3/5RUVFo3rw5tm/fjvXr12Pq1KnIzMw05SFw6IyIqDSrU6cOrl69iq1bt6J169ZG6+7du4dJkybh0qVLUCgUePToUb794+LisHv3bixatAgA8ODBA1y7dg01atQwSfwAEw0RUanXtm1bfPXVV9iwYQP0er1UPnPmTDRr1gxLly7FP//8g5CQkHz7CiGwePFiVK9e3ZQhG+HQGRFRKdejRw+MHTsWtWvXNiq/d++eNDlg3bp1Be4bEBCA5cuXI+9lyn/99Ze8wRbAJGc0d+7cQXR0NO7evQuFQoHg4GB06NAB69atw549e+Dg4AAACA0Nxdtvvw0A2Lx5M/bu3QulUomwsDB4e3sDABITE7F8+XIYDAYEBQVJF8ZSUlIwd+5cpKenw8PDAyNGjICFhQUePXqEBQsWIDk5Gfb29hg9ejQqVKhgisMmoleIOWeoubu7Y8CAAfnKhw8fjhEjRiAqKgpBQUEF7jt69GhMmTIFwcHBMBgMqFy5ssmnPStEXpqTkV6vh16vh4eHB7KysjBhwgSMGzcO8fHxsLa2RufOnY22v3r1KqKiojBjxgzo9XpMnToVUVFRAIBRo0bh888/h4uLCyZOnIhRo0ahUqVKmDNnDho3bozmzZtj8eLFePPNN6UZFleuXMHgwYNx4MABHDp0CGPGjHlmzHzxmemxT4yxP/Iz5b0smZmZsLW1LdH2SpqFhQVycnLM0nZB/WPWF585OzvDw8MDAGBjYwOtVgudTlfo9gkJCWjWrBnKlSuHChUqwM3NDRcuXMCFCxfg5uaGihUrwsLCAs2aNUNCQgKEEEhKSkKTJk0AAIGBgUhISAAAHD58GIGBgQCAJk2a4K+//oIJcisREf0fk08GSElJwaVLl1C9enWcOXMGu3btQlxcHDw8PNC3b1+o1WrodDqjGREajUZKTC4uLlK5i4sLzp8/j/T0dNja2kpPMX1ye51OJ+2jUqlga2uL9PR0abguT0xMDGJiYgAA4eHhcHV1la8T8PibiNxtlDXsE2PsD/kV1b+3bt0qEw/VNFeMVlZWxf58mjTC7OxsREREoF+/frC1tUXbtm2lWRL/+c9/sGLFCgwbNsyUIUmCg4MRHBwsLcs9ZMFhkfzYJ8bYH/Irqn8fPHhglkfwPw9zDp09ePAgX/+ZdegMePyMnoiICLRs2RKNGzcGADg5OUGpVEKpVCIoKAgXL14E8PiMJDU1VdpXp9NBo9HkK09NTYVGo4G9vT0yMzORm5trtP3TdeXm5iIzMxP29vYmOWYiIjJRohFCYNGiRdBqtejUqZNU/uR88EOHDqFy5coAAF9fX8THx+PRo0dISUnBjRs3UL16dVSrVg03btxASkoKcnJyEB8fD19fXygUCtStWxcHDx4EAMTGxsLX1xcA0LBhQ8TGxgIADh48iLp16/Lx30REJmSSobOzZ88iLi4OVapUwbhx4wA8nsp84MABXL58GQqFAuXLl8fgwYMBAJUrV0bTpk0xduxYKJVKDBgwAErl45zYv39/TJ8+HQaDAa1atZKSU69evTB37lysXbsWb731lnQHbevWrbFgwQKMGDECarUao0ePNsUhExHR/zHJ9OayiNObTY99Yoz9kZ85pze7a0u27evXnn1fTuXKlVGrVi1pedmyZdKXa6Bkr9E0btwYO3bskC47PMvzTG8u/VMqiIheU9bW1ti9e7e5w3hpfAQNEVEZcuLECXTr1g3t2rVDjx49cOvWLQBASEgIpkyZgvbt2yMgIACJiYkYOHAgmjdvbvRU5/79+6Ndu3Zo1aoVVq1aVWAbGzduRMeOHdGmTRt8+umn0kSrF8VEQ0RUSmVnZ6NNmzZo06YNBgwYgEePHuHzzz/H4sWLsXPnToSGhholEUtLS+zYsQN9+vSRrmfv3bsX69atk+4tjIiIwM6dO/Hrr79i2bJl+W6eP3/+PH7++Wds2bIFu3fvhkqlwqZNm17qODh0RkRUSj09dHbmzBmcPXsWPXv2BAAYDAajZze2bdsWAFCrVi14enqiYsWKAICqVavi+vXr0Gg0WLZsGXbs2AHg8bXoS5cuGV2X+e9//4uTJ0+iQ4cOAB4nu5e9cZiJhoiojBBCwNPTE7/88guA/JMBLC0tAQBKpVL6OW85NzcX8fHx+P333/HLL7/AxsYGISEhePDgQb42PvjgA0ycOLHE4ubQGRFRGVGtWjXodDocPnwYAPDo0SOcPXu22Punp6fD0dERNjY2uHDhAo4ePZpvmxYtWmDbtm3SjEe9Xo+rV6++VNw8oyEiKobiTEeWm6WlJb777jt88cUXuHfvHgwGAwYMGICaNWsWa//AwECsXLkSAQEBqFatmvRalid5enri008/RWhoKIQQsLCwwPTp01GpUqUXjpv30RSC99GYHvvEGPsjP74mwBhfE0BERAQmGiIikhkTDRFRAXhVoWjP0z9MNEREBVAqlWa7/lHa5eTkSA86Lg7OOiMiKoC1tTWys7Px4MGDUvtqESsrq3z3wchNCAGlUglra+ti78NEQ0RUAIVCARsbG3OHUaSyMjORQ2dERCQrJhoiIpIVEw0REcmKiYaIiGTFRENERLJioiEiIlkx0RARkayYaIiISFZMNEREJCsmGiIikhUTDRERyYqJhoiIZMVEQ0REsmKiISIiWTHREBGRrJhoiIhIVkw0REQkK5O8YfPOnTuIjo7G3bt3oVAoEBwcjA4dOiAjIwORkZG4ffs2ypcvjzFjxkCtVkMIgeXLl+PYsWOwsrLCsGHD4OHhAQCIjY3Fpk2bAABdu3ZFYGAgACA5ORnR0dF4+PAhfHx8EBYWBoVCUWgbRERkGiY5o1GpVOjTpw8iIyMxffp07Nq1C1evXsWWLVtQv359zJs3D/Xr18eWLVsAAMeOHcPNmzcxb948DB48GN9//z0AICMjAxs2bMCMGTMwY8YMbNiwARkZGQCAJUuWYMiQIZg3bx5u3ryJxMREACi0DSIiMg2TJBpnZ2fpjMTGxgZarRY6nQ4JCQkICAgAAAQEBCAhIQEAcPjwYfj7+0OhUMDT0xP379+HXq9HYmIivLy8oFaroVar4eXlhcTEROj1emRlZcHT0xMKhQL+/v5SXYW1QUREpmGSobMnpaSk4NKlS6hevTrS0tLg7OwMAHByckJaWhoAQKfTwdXVVdrHxcUFOp0OOp0OLi4uUrlGoymwPG97AIW28bSYmBjExMQAAMLDw43al4OFhYXsbZQ17BNj7A/5lfX+LSufEZMmmuzsbERERKBfv36wtbU1WqdQKKBQKGRtv6g2goODERwcLC3fuXNH1lhcXV1lb6OsYZ8Y0y7Rlnid1wZdK/E6y7Ky/nkrbb8z7u7uBZabbNZZTk4OIiIi0LJlSzRu3BgA4OjoCL1eDwDQ6/VwcHAA8PhM5cnOS01NhUajgUajQWpqqlSu0+kKLM/bvqg2iIjINEySaIQQWLRoEbRaLTp16iSV+/r6Yv/+/QCA/fv3w8/PTyqPi4uDEALnzp2Dra0tnJ2d4e3tjePHjyMjIwMZGRk4fvw4vL294ezsDBsbG5w7dw5CCMTFxcHX17fINoiIyDRMMnR29uxZxMXFoUqVKhg3bhwAIDQ0FF26dEFkZCT27t0rTT0GAB8fHxw9ehQjR46EpaUlhg0bBgBQq9Xo1q0bJk6cCAAICQmRpioPHDgQCxcuxMOHD+Ht7Q0fHx8AKLQNIiIyDYUQQpg7iNLo+vXrstZf2sZWSwP2iTFeo8mvpPukrPdHafudMfs1GiIiej0x0RARkayYaIiISFZMNEREJCsmGiIikhUTDRERyYqJhoiIZMVEQ0REsmKiISIiWTHREBGRrJhoiIhIVkw0REQkKyYaIiKSFRMNERHJiomGiIhkxURDRESyYqIhIiJZMdEQEZGsmGiIiEhWFuYOgIiIXozV11YlXue1QddKvE6e0RARkayYaIiISFZMNEREJCsmGiIikhUTDRERyYqJhoiIZMVEQ0REsmKiISIiWRU70fzxxx8Flh88eLDEgiEioldPsRPNokWLCiz/7rvvSiwYIiJ69TzzETS3bt0CABgMBqSkpEAIYbTO0tLymY0sXLgQR48ehaOjIzCRTsYAABYZSURBVCIiIgAA69atw549e+Dg4AAACA0Nxdtvvw0A2Lx5M/bu3QulUomwsDB4e3sDABITE7F8+XIYDAYEBQWhS5cuAICUlBTMnTsX6enp8PDwwIgRI2BhYYFHjx5hwYIFSE5Ohr29PUaPHo0KFSo8T/8QEdFLemaiGTlypPTziBEjjNY5OTnhgw8+eGYjgYGBaNeuHaKjo43KO3bsiM6dOxuVXb16FfHx8ZgzZw70ej2mTp2KqKgoAMDSpUvx+eefw8XFBRMnToSvry8qVaqEVatWoWPHjmjevDkWL16MvXv3om3btti7dy/s7Owwf/58HDhwAKtXr8aYMWOeGS8REZWcZyaa//znPwCAKVOm4N///vcLNVKnTh2kpKQUa9uEhAQ0a9YM5cqVQ4UKFeDm5oYLFy4AANzc3FCxYkUAQLNmzZCQkACtVoukpCSMGjUKwOOktn79erRt2xaHDx+WEmGTJk2wbNkyCCGgUChe6DiIiOj5FfvpzS+aZIqya9cuxMXFwcPDA3379oVarYZOp0ONGjWkbTQaDXQ6HQDAxcVFKndxccH58+eRnp4OW1tbqFSqfNvrdDppH5VKBVtbW6Snp0vDdU+KiYlBTEwMACA8PByurq4lfrxPsrCwkL2NsoZ9Ij/2rzH2R35y9EmxE01KSgp++uknXL58GdnZ2Ubrvv322+duuG3btggJCQHw+KxpxYoVGDZs2HPXU1KCg4MRHBwsLd+5c0fW9lxdXWVvo6xhn8iP/WuM/ZHfy/SJu7t7geXFTjRRUVGoWLEi+vbtCyurl38HgpOTk/RzUFAQZs6cCeDxGUlqaqq0TqfTQaPRAIBReWpqKjQaDezt7ZGZmYnc3FyoVCqj7fPqcnFxQW5uLjIzM2Fvb//SsRMRUfEVe3rz1atX8fHHH8PHxwd16tQx+vci9Hq99POhQ4dQuXJlAICvry/i4+Px6NEjpKSk4MaNG6hevTqqVauGGzduICUlBTk5OYiPj4evry8UCgXq1q0r3c8TGxsLX19fAEDDhg0RGxsL4PH9PnXr1uX1GSIiEyv2GU3t2rVx+fJleHh4PHcjc+fOxalTp5Ceno6hQ4eie/fuSEpKwuXLl6FQKFC+fHkMHjwYAFC5cmU0bdoUY8eOhVKpxIABA6BUPs6H/fv3x/Tp02EwGNCqVSspOfXq1Qtz587F2rVr8dZbb6F169YAgNatW2PBggUYMWIE1Go1Ro8e/dyxExHRy1GIJ2+MKcLSpUsRHx+PRo0aGQ17AUCPHj1kCc6crl+/Lmv9vB6RH/vEmHaJtsTrlOM1vaZU0n3C/sjvZfrkpa/RPHjwAA0bNkRubq7RtRIiIqKiFDvRmHNGGBERlV3FTjR5j6IpSN5NlERERE8rdqJ58lE0T8t7egAREdHTip1onk4md+/exfr161G7du0SD4qIiF4dL/ziMycnJ/Tr1w9r1qwpyXiIiOgV81Jv2Lx+/ToePHhQUrEQEdErqNhDZ1988YXRXfUPHjzAP//8Iz2vjIiIqCDFTjR5d9vnsba2RtWqVfHGG2+UeFBERPTqKHaiCQwMlDEMIiJ6VRU70eTk5GDTpk2Ii4uDXq+Hs7Mz/P390bVrV1hYFLsaIiJ6zRQ7Q6xatQoXL17EoEGDUL58edy+fRsbN25EZmYm+vXrJ2OIRERUlhU70Rw8eBCzZ8+W3ufi7u6Ot956C+PGjWOiISKiQhV7enMxH/JMRERkpNhnNE2bNsXMmTMREhIiPc5948aNaNKkiZzxERFRGVfsRNO7d29s3LgRS5cuhV6vh0ajQfPmzdGtWzc54yMiojLumYnmzJkzOHz4MHr37o0ePXoYveRs1apVSE5Ohqenp6xBEhFR2fXMazSbN29GnTp1ClxXr149bNq0qcSDIiKiV8czE83ly5fh7e1d4Lr69evj0qVLJR4UERG9Op6ZaLKyspCTk1PgutzcXGRlZZV4UERE9Op4ZqLRarU4fvx4geuOHz8OrVZb4kEREdGr45mJpmPHjli8eDH+/PNPGAwGAIDBYMCff/6JJUuWoGPHjrIHSUREZdczZ521aNECd+/eRXR0NB49egQHBwfcu3cP5cqVQ/fu3dGiRQtTxElERGVUse6j6dSpE1q3bo1z584hIyMDarUanp6esLW1lTs+IiIq44p9w6atrW2hs8+IiIgK81KvciYiInoWJhoiIpIVEw0REcmKiYaIiGTFRENERLJioiEiIlkVe3rzy1i4cCGOHj0KR0dHREREAAAyMjIQGRmJ27dvo3z58hgzZgzUajWEEFi+fDmOHTsGKysrDBs2DB4eHgCA2NhY6WnRXbt2RWBgIAAgOTkZ0dHRePjwIXx8fBAWFgaFQlFoG0REZDomOaMJDAzEpEmTjMq2bNmC+vXrY968eahfvz62bNkCADh27Bhu3ryJefPmYfDgwfj+++8BPE5MGzZswIwZMzBjxgxs2LABGRkZAIAlS5ZgyJAhmDdvHm7evInExMQi2yAiItMxSaKpU6dOvjOJhIQEBAQEAAACAgKQkJAAADh8+DD8/f2hUCjg6emJ+/fvQ6/XIzExEV5eXlCr1VCr1fDy8kJiYiL0ej2ysrLg6ekJhUIBf39/qa7C2iAiItMxydBZQdLS0uDs7AwAcHJyQlpaGgBAp9PB1dVV2s7FxQU6nQ46nQ4uLi5SuUajKbA8b/ui2ihITEwMYmJiAADh4eFGMcjBwsJC9jbKGvaJ/Ni/xtgf+cnRJ2ZLNE9SKBRQKBRmbSM4OBjBwcHS8p07d2SNx9XVVfY2yhr2ifzYv8bYH/m9TJ+4u7sXWG62WWeOjo7Q6/UAAL1eDwcHBwCPz1SePNDU1FRoNBpoNBqkpqZK5TqdrsDyvO2LaoOIiEzHbInG19cX+/fvBwDs378ffn5+UnlcXByEEDh37hxsbW3h7OwMb29vHD9+HBkZGcjIyMDx48fh7e0NZ2dn2NjY4Ny5cxBCIC4uDr6+vkW2QUREpmOSobO5c+fi1KlTSE9Px9ChQ9G9e3d06dIFkZGR2Lt3rzT1GAB8fHxw9OhRjBw5EpaWlhg2bBgAQK1Wo1u3bpg4cSIAICQkRJpgMHDgQCxcuBAPHz6Et7c3fHx8AKDQNoiIyHQUQghh7iBKo+vXr8taP69H5Mc+MaZdUvKvSb826FqJ12lKJd0n7I/8XqZPSt01GiIiej0w0RARkayYaIiISFZMNEREJKtSccMmEb2+3LXFv6Bd3JlLii9fKBSSCc9oiIhIVkw0REQkKw6dUalh9bVVidZX1u+RIHpV8IyGiIhkxURDRESyYqIhIiJZMdEQEZGsmGiIiEhWTDRERCQrJhoiIpIVEw0REcmKiYaIiGTFRENERLJioiEiIlkx0RARkayYaIiISFZMNEREJCsmGiIikhXfR0NkYsV9dTFfW0yvCp7REBGRrJhoiIhIVkw0REQkK16jISIqZV6163g8oyEiIlkx0RARkazMPnQ2fPhwWFtbQ6lUQqVSITw8HBkZGYiMjMTt27dRvnx5jBkzBmq1GkIILF++HMeOHYOVlRWGDRsGDw8PAEBsbCw2bdoEAOjatSsCAwMBAMnJyYiOjsbDhw/h4+ODsLAwKBQKcx0uEdFrx+yJBgCmTJkCBwcHaXnLli2oX78+unTpgi1btmDLli3o3bs3jh07hps3b2LevHk4f/48vv/+e8yYMQMZGRnYsGEDwsPDAQATJkyAr68v1Go1lixZgiFDhqBGjRr4+uuvkZiYCB8fH3MdKhHRa6dUDp0lJCQgICAAABAQEICEhAQAwOHDh+Hv7w+FQgFPT0/cv38fer0eiYmJ8PLyglqthlqthpeXFxITE6HX65GVlQVPT08oFAr4+/tLdRERkWmUijOa6dOnAwDatGmD4OBgpKWlwdnZGQDg5OSEtLQ0AIBOp4Orq6u0n4uLC3Q6HXQ6HVxcXKRyjUZTYHne9gWJiYlBTEwMACA8PNyoHTlYWFjI3sbrjv2bH/vEGPsjPzn6xOyJZurUqdBoNEhLS8O0adPg7u5utF6hUJjkmkpwcDCCg4Ol5Tt37sjanqurq+xtvO5Ka/+6P3sT2ZTGPmF/5FdW++Tpv995zD50ptFoAACOjo7w8/PDhQsX4OjoCL1eDwDQ6/XS9RuNRmPUCampqdBoNNBoNEhNTZXKdTpdgeV52xMRkemYNdFkZ2cjKytL+vnEiROoUqUKfH19sX//fgDA/v374efnBwDw9fVFXFwchBA4d+4cbG1t4ezsDG9vbxw/fhwZGRnIyMjA8ePH4e3tDWdnZ9jY2ODcuXMQQiAuLg6+vr5mO14ioteRWYfO0tLS8M033wAAcnNz0aJFC3h7e6NatWqIjIzE3r17penNAODj44OjR49i5MiRsLS0xLBhwwAAarUa3bp1w8SJEwEAISEhUKvVAICBAwdi4cKFePjwIby9vTnjjIjIxBRCiOI+xeC1cv36dVnr5zWa/LRLivfYjeK6NuhaidZXUor7eJHiep7Hi5TGPinp/gCK3yelsT+AsvsZKewajdknA7yurL62KvE6S+svDRG93sw+GYCIiF5tTDRERCQrJhoiIpIVEw0REcmKiYaIiGTFRENERLJioiEiIlkx0RARkayYaIiISFZMNEREJCsmGiIikhUTDRERyYqJhoiIZMWnN5PsivvI8+K+r+J5HnlORObHMxoiIpIVEw0REcmKiYaIiGTFRENERLJioiEiIlkx0RARkayYaIiISFZMNEREJCvesFnCSvrmRIA3KBJR2cYzGiIikhUTDRERyYqJhoiIZMVEQ0REsmKiISIiWTHREBGRrJhoiIhIVq/FfTSJiYlYvnw5DAYDgoKC0KVLF3OHRET02njlz2gMBgOWLl2KSZMmITIyEgcOHMDVq1fNHRYR0WvjlU80Fy5cgJubGypWrAgLCws0a9YMCQkJ5g6LiOi18coPnel0Ori4uEjLLi4uOH/+fL7tYmJiEBMTAwAIDw+Hu7v7izUonufhMsWsssRrNLES7hP2x1PVlWhtZsDfmfxesc/IK39GU1zBwcEIDw9HeHi4SdqbMGGCSdopS9gnxtgf+bFPjJWV/njlE41Go0Fqaqq0nJqaCo1GY8aIiIheL698oqlWrRpu3LiBlJQU5OTkID4+Hr6+vuYOi4jotfHKX6NRqVTo378/pk+fDoPBgFatWqFy5crmDgvBwcHmDqHUYZ8YY3/kxz4xVlb6QyGEDFfiiIiI/s8rP3RGRETmxURDRESyeuWv0ZQ2CxcuxNGjR+Ho6IiIiAhzh2N2d+7cQXR0NO7evQuFQoHg4GB06NDB3GGZ1cOHDzFlyhTk5OQgNzcXTZo0Qffu3c0dltkZDAZMmDABGo2mzEzrldPw4cNhbW0NpVIJlUplslszXgQTjYkFBgaiXbt2iI6ONncopYJKpUKfPn3g4eGBrKwsTJgwAV5eXqhUqZK5QzObcuXKYcqUKbC2tkZOTg6++OILeHt7w9PT09yhmdWvv/4KrVaLrKwsc4dSakyZMgUODg7mDuOZOHRmYnXq1IFarTZ3GKWGs7MzPDw8AAA2NjbQarXQ6XRmjsq8FAoFrK2tAQC5ubnIzc2FQqEwc1TmlZqaiqNHjyIoKMjcodAL4BkNlRopKSm4dOkSqlevbu5QzM5gMGD8+PG4efMm3nnnHdSoUcPcIZnVDz/8gN69e/Ns5inTp08HALRp06ZUT3VmoqFSITs7GxEREejXrx9sbW3NHY7ZKZVKzJ49G/fv38c333yDv//+G1WqVDF3WGZx5MgRODo6wsPDA0lJSeYOp9SYOnUqNBoN0tLSMG3aNLi7u6NOnTrmDqtATDRkdjk5OYiIiEDLli3RuHFjc4dTqtjZ2aFu3bpITEx8bRPN2bNncfjwYRw7dgwPHz5EVlYW5s2bh5EjR5o7NLPKe5SWo6Mj/Pz8cOHCBSYaooIIIbBo0SJotVp06tTJ3OGUCvfu3YNKpYKdnR0ePnyIEydO4L333jN3WGbz4Ycf4sMPPwQAJCUl4Zdffnntk0x2djaEELCxsUF2djZOnDiBkJAQc4dVKCYaE5s7dy5OnTqF9PR0DB06FN27d0fr1q3NHZbZnD17FnFxcahSpQrGjRsHAAgNDcXbb79t5sjMR6/XIzo6GgaDAUIING3aFA0bNjR3WFSKpKWl4ZtvvgHweMJIixYt4O3tbeaoCsdH0BARkaw4vZmIiGTFRENERLJioiEiIlkx0RARkayYaIiISFZMNERlwOLFi7FhwwZzh0H0Qji9mUgmw4cPx927d6FUKmFtbQ1vb28MGDBAemBmYWJjY7Fnzx5MnTrVRJESyYtnNEQyGj9+PFauXInZs2fj8uXL2Lx5s7lDIjI5PhmAyAScnJzQoEEDXL58GQCwZcsW7NmzB2lpaXBxcUFoaCgaNWqEq1evYsmSJcjJyUGfPn2gUqnwww8/IDo6Gi4uLujZsyeSkpIwf/58dOzYEVu3boVSqURoaChatWoFAEhPT0d0dDROnz4Nd3d3NGjQAElJSZg6dSqEEPjxxx/x3//+F48ePYKrqytGjRr12j5HjUyDiYbIBFJTU3Hs2DHUq1cPAFCxYkX8+9//hpOTEw4ePIj58+dj3rx5qFSpEgYNGvTMobO7d+8iMzMTixYtwokTJzBnzhz4+flBrVZj6dKlsLa2xuLFi3H79m1Mnz4drq6uAIDjx4/j9OnTiIqKgq2tLa5duwY7OzuT9AG9vjh0RiSj2bNno2/fvvjXv/4FR0dH6ZXMTZs2hUajgVKpRLNmzeDm5oYLFy4Uu16VSoWQkBBYWFjg7bffhrW1Na5fvw6DwYA///wT3bt3h5WVFSpVqoSAgABpPwsLC2RnZ+PatWsQQqBSpUpwdnYu8eMmehLPaIhkNG7cOHh5eeHUqVOIiopCeno67OzssH//fmzbtg23b98G8PhpvOnp6cWu197eHiqVSlq2srJCdnY27t27h9zcXLi4uEjrnvy5Xr16eOedd7B06VLcuXMHjRo1Qp8+ffgOIJIVz2iITKBOnToIDAzEihUrcPv2bXz33XcYMGAAli1bhh9++AGVK1dGSUwAdXBwgEqlQmpqqlT25M8A0KFDB8ycORNz5szBjRs38PPPP790u0RFYaIhMpGOHTvi5MmTuH//PhQKBRwcHAAA+/btwz///CNt5+TkBJ1Oh5ycnOduQ6lUolGjRli/fj0ePHiAa9euYf/+/dL6Cxcu4Pz588jJyYGVlRXKlSsHpZJ/BkheHDojMhEHBwf4+/tjw4YN6NSpEz777DMolUr4+/ujZs2a0nb16tWTJgUolUosXbr0udoZMGAAoqOjMXjwYLi7u6N58+ZITk4GAGRlZeHHH3/ErVu3YGlpiQYNGqBz584lepxET+MNm0SvuFWrVuHu3bv4+OOPzR0KvaZ4zkz0irl27RquXLkCIQQuXLiAffv2oVGjRuYOi15jHDojesVkZWUhKioKer0ejo6O6NSpE/z8/MwdFr3GOHRGRESy4tAZERHJiomGiIhkxURDRESyYqIhIiJZMdEQEZGs/heqhLJBpJI5+wAAAABJRU5ErkJggg==\n","text/plain":["
"]},"metadata":{}}]},{"cell_type":"markdown","metadata":{"id":"F-vSwXdezY0H"},"source":["Ok, That's interesting both males and females have shown the same trend in ratings and both have geven 4 as the highest ratings!!!"]},{"cell_type":"markdown","metadata":{"id":"Y_Z-VhiEzceL"},"source":["**What are the most rated movies? In terms of: All Time/Gender Group/Age Group?**"]},{"cell_type":"code","metadata":{"id":"IRy90nh8zk5-"},"source":["def draw_horizontal_movie_bar(movie_titles, ratings_count, title=''):\n"," plt.figure(figsize=(6, 4))\n"," sns.barplot(y=movie_titles, x=ratings_count, orient='h')\n"," plt.title(title)\n"," plt.ylabel('Movies')\n"," plt.xlabel('Count')\n"," plt.show()"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":299},"id":"nMXG5uUozo9t","executionInfo":{"status":"ok","timestamp":1636010208930,"user_tz":-330,"elapsed":524,"user":{"displayName":"Sparsh Agarwal","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13037694610922482904"}},"outputId":"f036c43a-965f-4e00-c50b-1d670626faeb"},"source":["top_ten_rated_movies = df.groupby('movie_id').size().sort_values(ascending=False)[:10]\n","top_ten_movie_titles = df.iloc[top_ten_rated_movies.index].movie_title\n","\n","draw_horizontal_movie_bar(top_ten_movie_titles.values, top_ten_rated_movies.values, 'Top 10 watched movies - All Time')"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":581},"id":"SLqdhetazqbl","executionInfo":{"status":"ok","timestamp":1636010210050,"user_tz":-330,"elapsed":1133,"user":{"displayName":"Sparsh Agarwal","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13037694610922482904"}},"outputId":"fccd28a1-c80c-4b6b-a7c5-1c3e95d782c0"},"source":["top_rated_movies_gender_wise = df.groupby(['user_gender','movie_id']).size()\n","\n","for index_label in top_rated_movies_gender_wise.index.get_level_values(0).unique():\n","\n"," top_10_userkind_rated_movies = top_rated_movies_gender_wise[index_label].sort_values(ascending=False)[:10]\n"," top_10_userkind_rated_movie_titles = df.iloc[top_10_userkind_rated_movies.index].movie_title\n"," draw_horizontal_movie_bar(top_10_userkind_rated_movie_titles.values, top_10_userkind_rated_movies.values, f'Top 10 {index_label} watched movies')"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
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\n","text/plain":["
"]},"metadata":{}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"gWzwyrsWzqra","executionInfo":{"status":"ok","timestamp":1636010267803,"user_tz":-330,"elapsed":3493,"user":{"displayName":"Sparsh Agarwal","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13037694610922482904"}},"outputId":"a42935e1-c78e-4aaf-e887-c0998ef7c4ca"},"source":["top_rated_movies_age_group_wise = df.groupby(['bucketized_user_age','movie_id']).size()\n","\n","for index_label in top_rated_movies_age_group_wise.index.get_level_values(0).unique():\n"," top_10_userkind_rated_movies = top_rated_movies_age_group_wise[index_label].sort_values(ascending=False)[:10]\n"," top_10_userkind_rated_movie_titles = df.iloc[top_10_userkind_rated_movies.index].movie_title\n"," draw_horizontal_movie_bar(top_10_userkind_rated_movie_titles.values, top_10_userkind_rated_movies.values, f'Top 10 {index_label} watched movies')"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
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\n","text/plain":["
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\n","text/plain":["
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\n","text/plain":["
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\n","text/plain":["
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vYr4HM/+Gcf8FTgZVXuk2SURJCCCGEKIcESkIIIYQQ5ZBASQghhBCiHBIoCSGEEEKUQwIlIYQQQohyyF1vokKDBw/Gw8MDs9lM/fr1GTNmDJmZmcyaNYvZs2ff7+HdF+vXr8fBwYHu3buzd+9evvnmGy5dusTMmTNp0qQJAIWFhSxcuJCzZ8+i1+sZNmwYfn5+AOzZs4fVq1djNptp06YNQ4YM0dres2cP33zzDTqdjoYNGzJu3DiysrL46KOPePPNN+/LfIUQ4mEmGSVRIaPRSGRkJLNnz8bKyoqffvrpfg/pvioqKmLbtm106dIFgAYNGjBhwgR8fX0t6sXExAAwe/Zs3nrrLT7//HPMZjPZ2dksW7aMqVOnMmfOHK5fv86xY8cASE1N5fvvv+edd95hzpw5DBs2DABHR0dq1arFyZMn791EhRBCAJJRErfAx8eHCxcuAGA2m/n0009JSEjAycmJiRMnYjQaSUtLY/HixWRlZWFjY8NLL71E/fr1iYqKolq1aiQmJnL9+nWGDBlChw4dUEqxfPlyjhw5AsDTTz9Np06diI+PZ+XKldjb23PhwgU6duyIh4cHGzZsID8/n7CwMFxcXMjKymLhwoX89ttvAAwdOhQfHx9WrlxJRkYG6enpZGRk0LdvX/r27QvAunXr2LZtGwCBgYH069eP9PR0IiIi8Pb2LjWnmx0/fpzGjRtjMBgAcHd3L/NaJScn06JFCwBq1KiBvb09iYmJALi6uuLo6AiAv78/+/fvp2XLlmzZsoXHH38cBwcH7bwSjz76KLt378bHx6dUXzExMVpg9t57793SeyqEEKJiklESVVJUVMSRI0fw8PAAirMff/vb35gzZw52dnbs27cPgIULFzJixAhmzZpFUFAQixYt0tq4fv06M2bMYNKkSXzxxRcA7N+/n6SkJCIjI5kyZQrLli3j2rVrAJw/f55//etfzJ07l507d5KamkpERAS9evVi48aNAERHR/PEE08QERFBaGgoCxYs0PpLSUnhzTffZObMmaxatYrCwkISExPZtm0b4eHhhIeHs2XLFs6dO1fhnG526tQpPD09K71ejRo14ueff6aoqIj09HQSExPJyMjAxcWFlJQU0tPTKSoq4sCBA9qj9lNSUkhNTWXKlCm8+eabWvAI0KRJE3799dcy++rduzfvvfeeBElCCHEXSEZJVKgkewPg6+tLYGAgV69epW7dujRq1AgAT09Prly5Qm5uLqdOnWLOnDna+YWFhdq/H330UfR6Pe7u7mRmZgJw8uRJOnfujF6vp2bNmjRv3pyzZ89SrVo1mjRpQq1atQBwcXHB398fAA8PD44fPw7AsWPHSE5O1vowmUzk5uYC0KZNG6ytrbG2tqZGjRpkZmZy8uRJ2rVrh62tLQDt2rXj119/JSAgoMw5/dG1a9eoX79+pdetZ8+eJCcnM2nSJOrUqYO3tzd6vR4HBwdGjRrFvHnz0Ol0eHt7k5aWBhRn6VJTU5k2bRpXr15l2rRpfPDBB9jb2+Po6KgFkEIIIe4dCZREhUr2KP2RtfV/H5Kv1+vJz8/HbDZjb29fZv0/nqOUqrTvm+vrdDrtWKfTYTabtXbCw8NLLZEBWFn999dbr9dTVFRU5f5K5vRHRqORgoKCSsduMBi0PUYAb731lvaliwEBAQQEBADFy2Z6fXFi18nJiaZNm2JlZUXdunVxdXUlNTUVLy8vCgoKypyjEEKIu0uW3sQdY2dnR926ddm7dy9QHMQkJSVVeI6vry979+7FbDaTlZXFr7/+ipeXV5X79Pf315bhgEr78/Hx4eDBg+Tl5ZGbm8vBgwdLbcSuSP369bUMUEVK2geIi4vDYDBo+5lKsmk5OTls2rSJwMDi7yhq164d8fHxAGRlZZGamkq9evWA4mXBBg0aVHmcQggh7gzJKIk76tVXX+U///kPq1evprCwkM6dO2vLWWVp164dCQkJ2vLekCFDqFmzJpcuXapSf8OHD2fx4sVMmDCBoqIifH19GT16dLn1PT096dGjB5MnTwaKN3M3btyY9PT0KvX3yCOP8PHHH2vHBw4cYMmSJWRlZfHee+/RqFEj3nzzTTIzMwkPD0ev1+Pk5MQrr7yinRMdHc358+cBeOaZZ7RMU6tWrTh69CivvfYaer2eIUOGUL16daB4E3mbNm2qNEYhhBB3jk5VZQ1ECKGJjIxkyJAhuLq63rM+p02bRlhYmHZHXEWufLL8HoxICCH+dxQ8Faj929nZWbtJpqpK/mAtiyy9CXGLXnjhhXu6sTorK4t+/fpVKUgSQghxZ8nSmxC3yM3NrcK/Pu40R0dH2rVrd8/6E0II8V8SKAnxgLk5Bf2wuZ2U+4PmYb8GMv+He/53gyy9CSGEEEKUQwIlIYQQQohySKAkhBBCCFEO2aMkxAMm67uX7/cQ7pus+z2A/wEP+zWQ+d9Zjv/45A63+NcjGSUhhBBCiHJIoCSEEEIIUQ4JlIQQQgghyiGBkhBCCCFEOSRQEkIIIYQohwRK4r46cOAAgwYN4tKlS3eszfj4eE6dOnXH2ivL7NmzuXz5MgBfffUVL7/8MkFBQRZ1rly5wowZM5gwYQLTp0/nt99+015bvnw5oaGhhIaGsmfPnlLtL1myxKK9jRs3snXr1rs0GyGEEOWRQEncV7Gxsfj4+BAbG3vH2ryTgZJSCrPZbFF28eJFzGYz9erVA6Bt27bMnDmz1LnLli2jW7dufPDBBzzzzDN8+eWXABw+fJhz587x/vvvEx4ezg8//IDJZNLOO3v2LL///rtFWz179mTjxo13ZE5CCCGqTp6jJO6b3NxcTp48ybRp05g1axaDBg0CigOdlStXYm9vz4ULF+jYsSMeHh5s2LCB/Px8wsLCcHFx4eeff2b16tUUFhZSvXp1xo4dS35+Pj/99BN6vZ5du3YxYsQI6tevz8KFC7WMztChQ/Hx8WHlypXY2trSv39/AEJDQ3n99dcBCA8Pp2nTpiQmJvLGG29Qp04dbdy7du3i0Ucf1Y6bNWtW5vySk5N58cUXAfDz8yMyMlIr9/X1xWAwYDAY8PDw4MiRI3Tq1Amz2czy5ct59dVXOXDggNaWjY0NderU4cyZM3h5ed2pt0AIIUQlJKMk7puDBw/SunVr3NzcqF69OomJidpr58+f51//+hdz585l586dpKamEhERQa9evbTMio+PD+Hh4bz//vt06tSJtWvXUrduXR577DH69etHZGQkvr6+REdH88QTTxAREUFoaCgLFiyodGxpaWn06dOHOXPmWARJAKdOncLT07PSNho2bKgFOwcOHODGjRtkZ2fTsGFDjh49Sl5eHllZWcTHx2tB3MaNG2nbti21atUq1V6TJk349ddfS5XHxMQwadIkJk2aVOmYhBBC3BrJKIn7JjY2lr59+wLQqVMndu/erQUgTZo00YIFFxcX/P39AfDw8OD48eMAXL16lXnz5nHt2jUKCwupW7dumf0cO3aM5ORk7dhkMpGbm1vh2JydncvNFF2/fh1HR8dK5xcUFMSSJUvYvn07vr6+ODk5odfradWqFWfPnuWtt97C0dGRZs2aodfruXr1Knv37mX69Olltufo6EhKSkqp8t69e9O7d+9KxyOEEOLWSaAk7oucnByOHz/OhQsX0Ol02j6gkg3M1tbWWl2dTqcd31x3yZIlPPHEEwQEBBAfH88333xTZl9KKcLDwzEajRblBoMBpZR2nJ+fr/3b1ta23LEbjUaLuuVxcnJiwoQJQPEy4/79+7G3twdg4MCBDBw4EID/+7//w9XVlaSkJNLS0nj11Ve18YwdO5aPPvoIgIKCglJzEEIIcXdJoCTui3379tGtWzdGjx6tlU2bNq3MpaXymEwmnJycANixY4dWXq1aNW7cuKEd+/v7s3HjRm0vUlJSEo0aNaJOnTocPnwYgMTERNLT06vUb/369UlLSys3g1UiKysLBwcH9Ho93333HT179gTAbDbz+++/U716dc6fP8+FCxdo1aoVBoOB//znP9r5QUFBWpAEkJqaire3d5XGKIQQ4s6QQEncF7GxsTz11FMWZe3btyc2NpZOnTpVqY1//vOfzJkzB3t7e1q0aKEFOm3btmXOnDkcPHiQESNGMHz4cBYvXsyECRMoKirC19eX0aNH06FDB3bu3Mm///1vvLy8cHNzq1K/bdq04cSJE9py4PLly9m9ezf5+fkEBwcTGBjIoEGDOHHiBF9++SU6nQ5fX19GjhwJQGFhIVOnTgXAzs6OsWPHYjAYKu331KlT/POf/6zSGIUQQtwZOnXz2oMQolL5+fm8/fbbvPPOO+j19+Z+iHPnzrFu3TrGjh1bad2TUU9VWkcIIarC8R+f3O8h3DJnZ2cyMjJu6ZyK/lCWu96EuEVGo5F//vOfXL169Z71mZ2dzeDBg+9Zf0IIIYrJ0psQt6F169b3tL+SZT4hhBD3lmSUhBBCCCHKIRklIR4wf8U9BXfK7exNeNA87NdA5v9wz/9ukIySEEIIIUQ5JFASQgghhCiHBEpCCCGEEOWQPUpCPGD2bBpxv4cghPgf1enxJfd7CH85klESQgghhCiHBEpCCCGEEOWQQEkIIYQQohwSKAkhhBBClEMCJSGEEEKIckigdId99tlnrF+/XjsODw/n008/1Y4///xz1q1bR3x8PO+9994d7z89PZ3Q0FCLspUrV7J27do73tcfbd++nUGDBhEXF6eVHThwgEGDBrFv375Kzy3vS2YTEhKYPHkyYWFhvPbaa6xcubLCtm6+ttu3b2fx4sW3OJOKXbt2TWs/Ozubt99+m6CgoFL97NmzhwkTJvDvf/+b5cuXa+UZGRm8/fbbTJw4kQkTJnD48GEACgsLmT9/PqGhoYSFhREfH6+d884775CTk3NH5yGEEKJyEijdYT4+Ppw6dQoAs9lMVlYWFy9e1F4/deoUzZo1u1/Dq5KioqIKjyvi4eHBnj17tOPY2FgaNmxY6Xnbt2/n2rVrZb4WFRXF6NGjiYyMZPbs2XTq1KnK47kb1q1bR69evQCwtrZm8ODBBAUFWdTJzs5m2bJlTJ06lTlz5nD9+nWOHTsGwLfffkvHjh15//33GT9+vBZgxcTEADB79mzeeustPv/8c8xmMwBdu3Zl8+bN92qKQggh/j95jtId1qxZM5YuXQpAcnIyDRo04Pr16+Tk5GBjY8OlS5fw9PTk1KlT5ObmMnv2bC5evIinpydjx45Fp9ORmJjI0qVLyc3NxdHRkZCQEGrVqsX06dPx8vIiPj4ek8lEcHAwvr6+tzS+mJgYtmzZQmFhIfXq1WPs2LHY2NgQFRWFtbU1SUlJeHt7k5OTY3F86NAh3n33XRwdHTGbzYwbN47w8HAcHR0t2vfx8eHkyZMUFhZSWFhIWloajRo10l4va26nTp3i7NmzfPjhhxiNRsLDwzEajdo5WVlZ1KpVCwC9Xo+7uzsAZ86cITo6moKCAoxGIyEhIbi5uZU57xs3bjBhwgT+7//+DysrK0wmE2FhYdrxrdi/fz/PPvssALa2tvj4+JCWlmZR5/Lly7i6umrXx9/fn/3799OyZUt0Oh0mkwkAk8mkzS05OZkWLVoAUKNGDezt7UlMTMTLy4uAgACmTZvGwIEDb2msQggh/hwJlO4wJycn9Ho9GRkZWvbo6tWrJCQkYGdnh4eHh/bBfO7cOebMmUOtWrWYMmUKp06dwsvLiyVLljBx4kQcHR3Zs2cPX331FSEhIUBxlioiIoLDhw+zatUqpkyZUmoMaWlphIWFacfXr1/nySefBKB9+/b07t0bgK+//pqtW7fy97//HYCrV6/y7rvvotfriYqKsji2s7Nj165d9OvXj2PHjtGwYcNSQRKATqejZcuWHD16FJPJREBAAOnp6UDx0lJ5c9u4cSNBQUE0adKkVJv9+vVj/PjxNG/enNatW9O9e3eMRiNubm7MmDEDg8FAXFwcX375JRMmTCjzfalWrRp+fn4cPnyYdu3asWfPHtq3b3/LQVJ6ejr29vZYW1tXWM/FxYWUlBTS09OpXbs2Bw4coLCwEIB//vOfvPvuu2zcuJG8vDztPWzUqBE///wznTt35rfffiMxMZGMjAy8vLxwcHCgoKCA7OxsqlevbtFXTEyMlo26G8u5QgjxMJNA6S7w9vbm1KlTnDp1iieeeMIiUPL29tbqeXl5UdhZ6+gAACAASURBVLt2baD4QzI9PR07OzsuXrzIO++8AxQHRiUZB4B27doB4OnpqQUgf+Ti4kJkZKR2fPOenosXL/L111/z+++/k5ubS6tWrbTXOnTogF6vL/O4Z8+eREZG0q9fP7Zt20bPnj3LnX/nzp3ZsGEDJpOJF198ke+++w6AlJSUCudWnmeeeYYuXboQFxfH7t27iY2NZfr06ZhMJqKiorRsTmVLhIGBgaxdu5Z27dqxbds2XnrppUr7/qNr166VGSD+kYODA6NGjWLevHnodDq8vb21ccbGxtKjRw+efPJJEhIS+Oijj5g9ezY9e/YkOTmZSZMmUadOHby9vS3ejxo1anDt2rVSgVLv3r214FcIIcSdJYHSXVASKF28eBEPDw+cnZ1Zt24d1apVswgwbs5K6PV6bT+Ku7s74eHhZbZdcs7N9W9FVFQUYWFhNGrUiO3bt1tsGLa1tbWoe/Oxs7MzNWrU4Pjx45w5c4ZXX3213D68vLy4ePGilvW5WUVzq4iLiwsuLi706tWLUaNGkZ2dzYoVK/Dz8yMsLIz09HTefvvtCtvw8fFh8eLFxMfHYzab8fDwuOVxGI1GCgoKqlQ3ICCAgIAAoDjrUxL0bN26lcmTJwPFS7UlmaIaNWowbNgw7fy33nrL4vrl5+dbLEkKIYS4+2Qz913g7e3N4cOHcXBwQK/X4+DgwO+//05CQkKlG7nd3NzIysoiISEBKF6uunkz+J+Vm5tLrVq1KCwsZNeuXbd0bmBgIB999FGpzFNZnn/+eZ577jmLsormZmtry40bN8ps6/DhwyilAEhNTUWv12Nvb4/JZMLJyQko3gxeFd26dePDDz+sMCNWEVdXV65cuVKlupmZmQDk5OSwadMmAgMDgeKg8/jx40DxvqSCggIcHR3Jy8sjNzcXgLi4OAwGg7YfSynF9evXqVOnzm2NWwghxO2RjNJd4OHhQXZ2Nl26dLEoK9nAXBErKytCQ0OJjo7GZDJRVFRE3759adCgwR0Z2+DBg5k8eTKOjo40bdq03OCkLAEBAXzyySdVCjIeeeSRUmUVza1Hjx785z//KXMz986dO1m6dClGoxGDwcDYsWPR6/U89dRTREVFsXr1atq0aVOlOXTt2pWvv/6azp07AxAREcFLL72Ek5MTK1asoEmTJgQEBPDzzz9z9uxZBg8ebHG+ra0t9erVIy0tDRcXFwDGjBmDyWSisLCQgwcP8tZbb+Hu7k50dDTnz58HipcPS7JDL774IgsWLNAeIxESEoJOpyMzM5Pw8HD0ej1OTk688sorWr+JiYk0bdoUg8FQpXkKIYS4M3Sq5E91ISpx9uxZli5dyowZM+73UG7bvn37OHjwIGPHjr3tNg4cOEBiYqJ259u9EB0dTUBAAC1btqy07qrov92DEQkh/oo6Pb7kfg/hrnN2diYjI+OWzinvjmmQjJKoou+//57NmzdXuDfpf92SJUv45ZdfeOONN/5UO+3atSM7O/sOjapqGjRoUKUgSQghxJ0lGSUhHjCSURJClEcySmWTjJIQD5GH4T/C8tzOf5APmof9Gsj8H+753w1y15sQQgghRDkkUBJCCCGEKIcESkIIIYQQ5ZBASQghhBCiHLKZW4gHzMLdw+/3EIQQ98HoLtH3ewgPJMkoCSGEEEKUQwIlIYQQQohySKAkhBBCCFEOCZSEEEIIIcohm7n/4q5fv87SpUs5ffo09vb2WFlZ8dRTT9GuXbs/3fb06dMJCgqiSZMmBAUFsWzZsjswYks7d+5k7dq1mM1mDAaD1pe9vT2ffvopTzzxBO7u7hWOrSyLFi3i1KlTFBYWkp6erj2e/umnn2bjxo0VnluZ/Px8wsPDmTZtGnq9nvDwcE6fPo2Pjw+TJk3S6h0/fpxly5ZRWFhI48aNefnllzEYDKxdu5Zdu3YBYDabSU5OZvHixWRlZTF37lzt/PT0dAYNGkS/fv34/PPPadOmDS1atLitMQshhLg9Eij9hSmliIyMpHv37owbNw6AK1eu8PPPP9/nkVXNkSNHWL9+PZMnT8bJyQmz2cz27dvJzMzE3t6e4ODgMs8zm82Vtj1q1CigONiYNWsWkZGR2msbN278U+PeunUr7du3R68vTsj279+fvLw8YmJiLMYYFRXFlClTcHNzY8WKFezYsYPAwED69+9P//79Afj5559Zv349Dg4OODg4aOM0m8289NJLWsD797//nQULFkigJIQQ95gESn9hx48fx8rKij59+mhlderU4e9//ztQnPlYtGgRZ8+exWAw8OKLL9KiRYsKy+fPn8/58+dxc3MjPz/for/PPvuMuLg4atasyfjx4zGZTMydO5dZs2YBkJqayrx585g1axaJiYksXbqU3NxcHB0dCQkJoVatWhbtrV69mqCgIJycnADQ6/UEBgZqr/8xo/XYY49x7NgxRo4c+aev3d69e1m0aBEmk4ng4GB8fX0xm8188cUXnDhxgoKCAh5//HEee+yxUufu3r2bV199VTtu2bIl8fHxFnVycnKwsrLSMln+/v58//33FvMDiI2NpXPnzqX6OHbsGC4uLtSpUwcofl+zs7O5fv06NWvW/NPzF0IIUTWyR+kv7OLFizRu3Ljc1zdt2gTA7NmzGTduHFFRUeTn55dbvnnzZoxGI3PnzmXQoEEkJiZqbeXl5dGkSRPmzJlD8+bN+eabb3BxccHOzo6kpCQAtm3bRo8ePSgsLGTJkiWEhoYya9YsevbsyVdffVXm+D09Pas017y8PLy8vIiMjMTHx6eql6hcZrOZiIgIhg4dyqpVq4DiTJGdnR0RERFERESwZcsW0tPTLc4rLCzk8uXL1K1bt8L2q1evTlFREWfPngVg3759pb6oMi8vjyNHjtChQ4dS55cVQDVu3JiTJ0+WqhsTE8OkSZMslv2EEELcGZJReoCU7MuxsrIiIiKCkydPatml+vXrU6dOHVJTU8stP3HiBH379gWgYcOGNGzYUGtbp9PRqVMnALp27coHH3wAQGBgINu2bWPo0KHs3buXmTNnkpKSwsWLF3nnnXeA4qDkj9mkP7pw4QIfffQRubm5PPfcc1pfJfR6fZkBxe0qWdLy9PTUgqGjR49y4cIF9u3bB4DJZCI1NdUiKMrKysLe3r7S9nU6HePHj2fp0qUUFBTQqlUrbamuxKFDh/D29sbBwcGivLCwkEOHDvH8889blNeoUYNr166V6qt379707t27CrMWQghxqyRQ+gtr0KAB+/fv145HjRpFVlYWb7zxxl3vW6fTAdC+fXtWrVpFixYtaNy4MdWrV+fatWu4u7sTHh5eYRsNGjQgMTGRFi1a4OHhQWRkJIsXLy615AdgbW1dKtD4M6ytrYHiAKxkz5NSiuHDh9O6detyzzMajRQUFFSpj2bNmjFjxgygOAhLSUmxeD02NpYuXbqUOu+XX36hcePGpZbYCgoKMBqNVepbCCHEnSFLb39hLVq0oKCggM2bN2tlNwcZvr6+2t1VKSkpZGRk4ObmVm558+bN2b17N1Cc4Tl//rzWllJKy7Ts3r1bW/4yGo20atWKRYsW0bNnTwDc3NzIysoiISEBKM6QXLx4sdT4BwwYwLJly/jtt9/KHH9Vffzxx5w5c+aWz/uj1q1bs3nzZgoLC4Hia5Obm2tRx8HBAbPZXKVxZmZmAsUBzpo1ayz2kplMJk6cOEFAQECp88rbt5SSkkKDBg1uaU5CCCH+HMko/YXpdDrCwsJYunQpa9aswdHREVtbW1544QUA+vTpw6JFiwgNDcVgMBASEoK1tXWF5fPnz+e1116jfv36FvuHbGxsOHPmDKtXr8bR0ZHXXntNe61Lly4cOHCAVq1aAWBlZUVoaCjR0dGYTCaKioro27dvqQ/5Nm3akJWVxcyZMzGbzdjb29OgQQOtnao6f/58pUt7VREYGEh6ejqvv/46AI6OjoSFhZWq5+/vz8mTJ/H39wdg6tSpXLp0idzcXIKDgwkODqZ169asXbuWw4cPYzab6dOnj8UdayXXy9bW1qLt3Nxc4uLiGD16tEV5yd6o232kgRBCiNujU0qp+z0I8de2du1aTCYTzz777D3v22Qy8emnn/Lvf//7nvWZmJjI+vXrGTt27D3r88CBAyQmJlbpGk9f+fg9GJEQ4n/N6C7RODs7l7px5GFzO9eg5A7lssjSm/hTIiMj2blzp7YJ/F6zs7O7p0ESFG8A9/Pzq9LznO6UoqIinnzyyXvWnxBCiGKy9Cb+lLKWph4Gf3we0t3WsWPHe9qfEEKIYpJREkIIIYQoh2SUhHjAjO4Sfb+HcN/I/gy5Bg/7/MWdJxklIYQQQohySKAkhBBCCFEOCZSEEEIIIcohgZIQQgghRDlkM7cQD5hR+5fc7yEIIe6xRe1H3O8hPLAkoySEEEIIUY7bDpTy8/Or/C3qQgghhBB/RVUOlD7//HPtG9oPHz7M8OHDGT58OD///PNdG5wQQgghxP1U5UBp9+7d2re/r1q1irFjxzJx4kS++uqruzY4IYQQQoj7qcqbufPy8rCxsSE7O5vLly/ToUMHAHkC6kMsKCiIZcuWacfbt2/n7NmzjBw58q71OXjwYDw8PLTjsLAwrly5wg8//MCkSZNuub2kpCSuXr1KmzZtqnxOfn4+4eHhTJs2Db1eT3h4OKdPn8bHx8diDMePH2fZsmUUFhbSuHFjXn75ZQwGAzk5OXzyySdcvnwZa2trXn75ZW1O69atY+vWreh0Oho0aEBISAhGo5F58+YxePBgXF1db3mOQgghbl+VAyU3Nzd27dpFWloa/v7+AGRlZWE0Gu/a4IT4I6PRSGRkpEXZlStXbru9pKQkzp49e0uB0tatW2nfvj16fXFCtn///uTl5RETE6PVMZvNREVFMWXKFNzc3FixYgU7duwgMDCQ7777jkaNGhEWFsalS5dYvHgxU6dO5erVq/z444/MnTsXo9HInDlz2LNnDz169KBPnz6sWbOG4ODg256rEEKIW1flQGnkyJF89tlnGAwGXn75ZQCOHj2qBU1C3Cw9PZ1PPvmE7OxsHB0dCQkJwdnZmaioKKytrUlMTOTGjRu8+OKLtG3bFrPZzBdffMGJEycoKCjg8ccf57HHHrvlfnNycpg/fz7p6enY2NgwevRoGjZsyJkzZ4iOjqagoACj0UhISAh169ZlxYoV5Ofnc/LkSf7xj39Qs2ZNoqOLvytNp9Px9ttvU61aNYs+du/ezauvvqodt2zZkvj4+FLjsLKyws3NDQB/f3++//57AgMDSU5OZsCAAQDUr1+fK1eucP36daA4wMrPz8dgMJCfn0+tWrUA8PHxISoqiqKiIgwGwy1fFyGEELenyoGSl5cX7777rkVZ165d6dq16x0flPhryM/PJywsTDvOyckhICAAgCVLltC9e3d69OjB1q1bWbJkCRMnTgSKM0AzZ87k8uXLvP3227Rs2ZKdO3diZ2dHREQEBQUFTJkyhVatWlG3bt1y+6xbt65F/wArV66kcePGTJw4kePHj/Pxxx8TGRmJm5sbM2bMwGAwEBcXx5dffsmECRMYPHiwxXLhe++9x8iRI/Hx8SE3Nxdra2uL9gsLC7l8+XKpcf1R9erVKSoq4uzZszRp0oR9+/Zpy9QNGzZk//79+Pr6cubMGa5cucLVq1fx9PTkySef5OWXX8ZoNNKqVStatWoFgF6vx8XFhfPnz+Pp6WnRV0xMjJbNeu+99yp514QQQtyKW3rgZFxcHLGxsWRmZjJp0iTOnj3LjRs3aNGixd0an/gf9sdlsJI9SgCnT59mwoQJAHTr1o0vvvhCq9exY0f0ej2urq7Uq1ePlJQUjh49yoULF9i3bx8AJpOJ1NTUUgFJWUtvNzt58iShoaEAtGjRgpycHEwmEyaTiaioKNLS0gAoKioq83wfHx8+//xzunTpQvv27aldu7bF61lZWdjb21d6bXQ6HePHj2fp0qUUFBTQqlUrbaluwIABfPbZZ4SFheHh4UHjxo3R6/Xk5ORw8OBBoqKisLOzY86cOezcuZNu3boBUKNGDS2gulnv3r3p3bt3pWMSQghx66ocKP34449s2LCBXr16aR9mRqOR6OjoUpkmISqi0+lKlSmlGD58OK1bt74rfa5YsQI/Pz/CwsJIT0/n7bffLrPegAEDaNOmDYcPH2bKlCm8+eab1K9fX3vdaDRW+flhzZo1Y8aMGUDxMnVKSgoAdnZ2hISEAMXzfuWVV6hbty5Hjx6lbt26ODo6AtC+fXsSEhK0QCk/P1/2BAohxD1W5ccDbNiwgSlTpjBgwADtL+P69etr//kLcbNmzZqxZ88eoHhPj4+Pj/bavn37MJvNpKWlcfnyZdzc3GjdujWbN2+msLAQgJSUFHJzc2+5Xx8fH3bt2gVAfHw81atXx87ODpPJhJOTE1Cc+Spha2vLjRs3tOO0tDQ8PDwYMGAATZo04dKlSxbtOzg4aPuIKpOZmQlAQUEBa9asoU+fPgD8/vvv2jy3bNmCr68vdnZ2ODs7c/r0afLy8lBKcezYMYsgLTU11eKOPyGEEHdflTNKN27cwNnZ2aKssLAQKyv5ujhR2ogRI5g/fz5r167VNnOXqF27NpMnT+bGjRv861//wmg0EhgYSHp6Oq+//joAjo6OpfYfVcWgQYOYP38+EyZMwMbGhjFjxgDw1FNPERUVxerVqy3ucGvRogVr1qwhLCyMf/zjH5w8eZL4+Hh0Oh3u7u488sgjpfrw9/fn5MmT2o0MU6dO5dKlS+Tm5hIcHExwcDCtW7dm7dq1HD58GLPZTJ8+fbQl6kuXLhEVFQVAgwYNtDvZmjZtSocOHXj99dcxGAw0atRIW1K7fv06RqORmjVr3vI1EUIIcft0SilVlYqzZ8+mcePGDBw4kOHDhxMdHc2aNWtISkpi3Lhxd3uc4gERFRVF27Zttedw/RUlJiayfv16xo4de8/6XLduHXZ2dgQGBlZat+93shQuxMOm5EtxnZ2dH/rnG97ONSi5Q7ksVV56GzFiBAcOHGDMmDHk5uYybtw49u7dy9ChQ29pMEL81Xl6euLn54fZbL5nfdrb29O9e/d71p8QQohiVc4oQfHG0zNnzpCRkUHt2rXx8vLS9isJIf43SEZJiIePZJT+605nlG5pg5FOp6Np06Y0bdr0lgYghBBCCPFXVGGg9NprrzF37lwA7WncZfnkk0/u7KiEELet5C/Lh5H8NS3X4GGfv7jzKgyUXnrpJe3f93LjqhBCCCHE/4IKA6Wbn33j7u6uPQhPCCGEEOJhUOU9SiEhIfj5+dG5c2fatWuHra3t3RyXEEIIIcR9V+W73rKysti7dy+7d+/m/PnztGnThi5duvDII4/It5kL8T/kiVVfVF5JCPGXs7BTz0rryB6tO3/X2y09HqDElStXiI2NZffu3Vy7do3FixffahNCiLtEAiUhHkwSKFXNfXvg5M0yMzO5fv062dnZVfomdSGEEEKIv6Iq71FKTk5m9+7dxMbGkp+fT8eOHQkLC8PLy+tujk8IIYQQ4r6pcqA0ZcoU2rdvz+jRo/Hz85MncgshhBDigVflQOk///kPVla39CBvIYQQQoi/tCpHPlZWVmzbto2dO3dy9epVnJyc6NatGz17Vr65TJRt9erV7N69G71ej06nY/To0X+5r4eZPn06QUFBNGnSxKL80KFDrFixAqUUhYWF9O3bl8cee+yO9fvpp5/yxBNP4O7uTlBQEMuWLStVZ8WKFfj6+uLv728xzoiICF599VUAdu/ezeOPP35LfV+7do0FCxYwadIksrOzmTNnDmfOnKFHjx6MHDlSq7dnzx5Wr16N2WymTZs2DBkyBCi+GeKTTz4hKysLBwcHxo4dS+3atQEYPHgwHh4eQPGGxNdffx2AefPmMXjwYFxdXW/9YgkhhLhtVQ6UVq9ezY4dO3jyySe1HeVr167l2rVrDBw48G6O8YGUkJDAoUOHmDVrFtbW1mRlZVFYWHi/h3VHFBYWsnDhQmbOnEnt2rUpKCjgypUrd7SP4ODgSusMHjy4zPI33ngDgPT0dDZv3nzLgdK6devo1asXANbW1gwePJgLFy5w8eJFrU52djbLli1j1qxZODo68vHHH3Ps2DFatmzJsmXL6NatGz169OD48eN8+eWX2pPvjUYjkZGRpfrs06cPa9asqdK8hRBC3DlVDpS2bNnC9OnTqVOnjlbWqlUrpk2bJoHSbbh27RrVq1fH2toawOKp54mJiSxdupTc3FwcHR0JCQmhVq1aTJ8+HS8vL+Lj4zGZTAQHB+Pr68vFixeZP38+hYWFKKUIDQ3F1dWVnTt38uOPP1JYWEjTpk0ZNWpUqb1lq1at4tChQ+Tn59OsWTNGjx6NTqcrt6/8/Hzmz5/P+fPncXNzIz8/v9TccnNzKSoqonr16kBxMFFy62VWVhYLFy7kt99+A2Do0KH4+PiwcuVKMjIySE9PJyMjg759+9K3b19yc3OZO3cuV69exWw28/TTT9OpU6dSmazPPvuMuLg4atasyfjx43F0dCQqKoq2bdvSoUMHi/GNGTOGiIgIvvzyS9LS0ggLC8Pf35/MzEzatWtHu3btAPjwww/p2LEjjz76qMX5+/fv59lnnwXA1tYWHx8f0tLSLOpcvnwZV1dX7X319/dn//79tGzZkuTkZF588UUA/Pz8ygyM/sjHx4eoqCiKiorkuWVCCHEPVXlHdl5eXqmvMKlevXqZH5Sicq1ateK3335j3LhxLFq0iBMnTgDF2ZglS5YQGhrKrFmz6NmzJ1999ZV2ntlsJiIigqFDh7Jq1SoAfvrpJ/r27UtkZCTvvfcetWvXJjk5mT179vDOO+8QGRmJXq9n165dpcbxt7/9jYiICGbPnk1+fj6HDh2qsK/NmzdjNBqZO3cugwYNIjExsVSbDg4OBAQEEBISwrx589i1axdmsxmA6OhonnjiCSIiIggNDWXBggXaeSkpKbz55pvMnDmTVatWUVhYyJEjR6hVqxaRkZHMnj2b1q1bl+ovLy+PJk2aMGfOHJo3b84333xTpffg+eefx8XFhcjISIKCgggMDGT79u0AmEwmTp06RZs2bSzOSU9Px97eXgtwy+Pi4kJKSgrp6ekUFRVx4MAB7bkeDRs25MCBAwAcOHCAGzdukJ2dDUBBQQGTJk3izTff1OoA6PV6XFxcOH/+fKm+YmJimDRpEpMmTarSvIUQQlRdlTNKrVu35sMPP+SFF17A2dmZK1eu8NVXX9GqVau7Ob4Hlq2tLbNmzeLXX38lPj6euXPn8sILL+Dp6cnFixd55513gOJgpVatWtp5JdkOT09P0tPTAWjWrBmrV6/mt99+o3379ri6unL8+HHOnTunLTPl5+eX+V19x48fZ+3ateTl5ZGTk0ODBg0ICAgot68TJ07Qt29foPgDv2HDhmXOLzg4mAsXLhAXF8cPP/xAXFwcY8aM4dixYyQnJ2v1TCYTubm5ALRp0wZra2usra2pUaMGmZmZeHh4sGzZMpYvX07btm3x9fUt1ZdOp6NTp04AdO3alQ8++KBK78EfNW/enEWLFpGVlcW+ffto3759qezNtWvXqvSdhw4ODowaNYp58+ah0+nw9vbWsk5BQUEsWbKE7du34+vri5OTk5bpmz9/Pk5OTly+fJkZM2bg4eGBi4sLADVq1ODq1at4enpa9NW7d2969+59W3MWQghRsSoHSiNGjGDJkiVMmDCBoqIirKys6NChAyNGjLib43ug6fV6/Pz88PPzw8PDg+3bt+Pp6Ym7uzvh4eFlnlOSydDr9VqWpkuXLnh5eXH48GEiIiIYPXo0Sim6d+/O888/X27/+fn5LF68mIiICJydnVm5cqVFhrCsvm6Fh4cHHh4edOvWjVdeeYUxY8aglCI8PByj0Viq/s13Ver1eoqKinBzc2PWrFkcPnyYr7/+mpYtW/LMM89U2K9Op7vlsZbo1q0bO3fuZM+ePYSEhJR63Wg0UlBQUKW2AgICtKAzJiZGC4acnJyYMGECULxMuX//fu3BrU5OTgDUq1eP5s2bk5SUpAVK+fn5ZV43IYQQd0+lS28ZGRlkZGRgMpl49tlnmTt3LuHh4cydO5fnnnuOGzdu3ItxPnBSUlJITU3VjpOSkqhTpw5ubm5kZWWRkJAAFC/F3bxJuCyXL1+mXr169O3bl4CAAM6fP0/Lli3Zt28fmZmZAOTk5JTaUF3yge/o6Kh9YFemefPm7N69G4ALFy6UuRSUm5tLfHx8qblB8V6djRs3WrxWkatXr2I0GunWrRv9+/cvc6lPKcW+ffuA4rvYfHx8Kp0HQLVq1Ur9/vbo0YMNGzYA4O7uXuocV1fXKm9Mv/nab9q0icDAQKB4n1ZJ4Pndd99pd47m5ORo70lWVhanTp2yGENqaqp2R5wQQoh7o9KM0pgxYyptZMWKFXdkMA+T3NxclixZwu+//47BYMDFxYXRo0djZWVFaGgo0dHRmEwmioqK6Nu3Lw0aNCi3rb1797Jz504MBgM1a9Zk4MCBODg48Oyzz/Luu++ilMJgMDBy5EiLzfj29vb06tWL0NBQatasWeoW/7L06dOH+fPn89prr1G/fv1Sy0BQHLisXbuWhQsXYjQasbW11bIzw4cPZ/HixVpm0tfXl9GjR5fb34ULF1i+fDk6nQ4rKytGjRpVqo6NjQ1nzpxh9erVODo68tprr1U6DyjeY+ft7U1oaCitW7cmKCiImjVrUr9+/VIbuEvY2tpSr1490tLStEzPmDFjMJlMFBYWcvDgQd566y3c3d2Jjo7WAslnnnlG29B+4sQJvvzyS3Q6Hb6+vtojBS5dusTChQu1DN6AAQO0QOn69esYjUZq1qxZpbkJIYS4Myr9UtyJEyeSn59P9+7d6dq1q7Y0cDN5Srd4UOTl5TFhwgRmzZqFnZ1dmXUOHDhAYmKidufbvbBu3TrsIOMwEgAAIABJREFU7Oy0rFRF5EtxhXgwyZfiVs2d/lLcSjNK77//PhcuXGDHjh1MmTIFd3d3unXrRvv27WW/hHigxMXF8emnn9KvX79yg6T/196dx1VV7Y0f/xw4DDKLQsokKCiYOeKQ8/R4C/PmNSOHrLyVFqlPhhQ85XQVURG5dR+0csDSJis1NTKF1BJMQSQNckJUHJhkBo9M5/cHP/YjwWEwgYLv+/Xq9ersvfZe37X2lvM9a62zD1Qucq/6llpzMTU1ZeTIkc1apxBCiAaMKN2roqKCM2fOcOTIERISEliyZEmtUy9CiJYjI0pCtE4yotQwD3pEqVFzZmlpaSQlJXHx4kVcXFwwMzNrVCBCCCGEEH8l9Y4oFRYWcuzYMY4ePYpGo2HEiBGMHDmSjh07NleMQohGuHnzZkuH0GLk07T0gbS/bbcfWmCN0ty5c7G1tWXEiBF0794dqBxZuvcnG3r16tWogIQQQggh/grqTZSsrKwoKSkhKiqKqKioGvtVKhX/+7//2yTBCSGEEEK0pHoTpbCwsOaIQwghhBDiT6fBP2EihPhreO14zaeXtx1tue1V2noftN72hz0q3zJvCfKkSCGEEEIIHSRREkIIIYTQQRIlIYQQQggdJFESQgghhNBBEiUhhBBCCB3kW29tSG5uLh999BEXL17E1NQUtVrNk08+yaBBg5othrCwMI4fP86mTZto164dANu2bSMiIoLNmzdjYWHBO++8w8qVK8nIyGDNmjWEhIQ0up7/+Z//obS0lMLCQkpKSrC2tgbAz88PX19ftm/fft9tSElJ4cCBA7z66qvcuHGDDRs2kJKSwrRp0/j73/+ulIuIiCAqKgqtVsu4ceOYOHEiAFeuXGHTpk1oNBpsbGxYsGABJiYmlJWV8eGHH5KcnIyenh4vvPACDz/8MAArVqxg4cKF8rNBQgjRzCRRaiO0Wi3BwcGMGjWK//7v/wYgMzOTuLi4GmXLy8vR19dvslg6depEbGwsI0eOpKKigl9//VVJZABWrlz5h+tYtWoVAEeOHCE5OZkXX3zxD5+zyu7du5kyZQoAZmZmzJ49m9jY2Gplrl27RlRUFKtWrUKtVrNq1SoGDBhAp06d+OCDD5g1axY9e/bkhx9+YO/evUybNo3IyEgAQkJCyMvLY9WqVQQFBaGnp8eIESM4ePCgUq8QQojmIYlSG/Hrr7+iVquZMGGCss3GxobHH38cqEwoTpw4gUajoaKigoCAALZu3Upqairl5eU8/fTTDBw4kIqKCj755BOSkpIoLS3lb3/7G//1X/9FYmIiX375Jebm5qSmptK1a1fmz5+PSqWqEcvQoUOJiYlh5MiRJCUl0aNHDxISEpT9s2bNqjHio6ve+/XZZ58RHx+PoaEhfn5+WFlZkZ+fz4cffsjt27cBeP7553F3d6923J07d7h69SrOzs4AWFpaYmlpSXx8fLVyN27cwNXVFSMjIwA8PDw4ceIETz75JDdv3sTDwwOA3r17ExgYyLRp07h+/bryc0CWlpaYmppy+fJlXF1d8fT0ZOnSpZIoCSFEM5M1Sm1EamoqLi4udZZJSUnB19eX5cuXs2vXLnr16kVQUBBLly5lx44daDQafvjhB0xMTAgKCiIoKIioqCgyMjKU41944QXWr19Peno658+fr7UeOzs7CgoKlB9cHjZsWL3x11VvY929exc3NzeCg4Px8PBQfponPDycJ554gqCgIHx9ffnggw9qHJucnIyjo2O9dTg6OnLu3DkKCgq4e/cup0+fVhIwR0dHZQTq559/VrY7OzsTFxdHeXk5GRkZXL58WflhRzMzM0pLSykoKKhRV2RkJP7+/vj7+99XfwghhNBNRpTaqM2bN3P+/HnUajVBQUFA5ehG1RqYM2fOcOrUKfbt2wdASUkJWVlZ/PLLL1y7do2ff/4ZgOLiYm7duoVarcbV1ZUOHToAlW/6GRkZNUZkqgwaNIiYmBguXbrEnDlz6o1XV722traNbrtarWbAgAEAdO3alTNnzgBw9uxZrl+/rpQrLi5Go9FgbGysbMvNzcXCwqLeOhwcHHjyySdZuXIlxsbGODs7o6dX+bnk1VdfJTw8nK+//hpPT0/U6sp/hmPGjOH69ev4+/tjY2NDjx49lGOgcpQpJycHc3PzanWNHz+e8ePHN7ofhBBC1E8SpTbC0dGREydOKK9feukl8vPzCQgIULZVTRNB5ZomX19f7Ozsqp1Hq9Uye/Zs+vbtW217YmIiBgYGyms9PT0qKip0xjN06FD8/f0ZNWpUtWRAF1313g99fX1lSlBPT4/y8nKljsDAQAwNDXUea2hoSGlpaYPqGTt2LGPHjgXg008/VZJIe3t73nnnHQBu3rypTNvp6+vzwgsvKMe/88471fq/pKSkztiEEEI8eDL11kb06tWL0tJSDh48qGwrKSnRWb5Pnz589913aLVaoHJaDaBv374cPHiQsrIyoPKNXqPRNDoeGxsbpk2bVm3NVF3qqvf1119vdP216d27NwcOHFBeX7lypUYZe3t70tLSGnS+vLw8ALKysjh58iTDhw+vtr2iooJdu3Ypa63u3r2rtOnMmTPo6+vj4OAAVCZxubm52NjY3F/jhBBC3BcZUWojVCoVfn5+fPTRR3zzzTdYWFhgbGzMzJkzay0/depUtm3bxqJFi9Bqtdja2uLv78/YsWPJyMjgrbfeAsDCwgI/P7/7iqkxi7F11Zufn68kc3/U7Nmz2bJlC4sWLaK8vBwPD48a04L29vYUFxdz584d2rVrR25uLv7+/ty5cweVSkVERATr16/HxMSEkJAQCgoKUKvVvPjii5iamgIQHR3N999/D1ROQY4ZMwaoTKACAwPR09PD2tqaefPmKfVevnwZNze3Jv02ohBCiJpU2gf1LiNECzh16hTp6el4eXk1W5379++nXbt2jBs3rtnqDA8Px9PTk0ceeaTesv/4+lgzRCSEaG5hj3att0zHjh2VL4G0VffTB79fZnIvGVESf2lVi7Kb04QJE5RF5c3F0dGxQUmSEEKIB0vWKAnRSIaGhowcObJZ65RvtQkhRMuQESUhWpmGDM+3VjLtIH3Q1tsvHjwZURJCCCGE0EESJSGEEEIIHSRREkIIIYTQQRIlIYQQQggdZDG3EK3M7hNt+aGUOUBbbj9IH7TO9v9jcHlLh9BmyYiSEEIIIYQOkigJIYQQQuggiZIQQgghhA6SKAkhhBBC6CCJkhBCCCGEDm0yUXrmmWfw8/PD19eX1atXU1RUVGf5kydPcv369SaL57fffuONN97Az8+PkpKSJqmjqKiIf/7zn2i1WgAuXLiAt7c3t2/fBqC4uJjZs2dTUVFBUFAQRUVFFBUV8f3339d77mXLlpGcnFxnmYyMDLy9vfn888+Vbfn5+UyfPp0tW7b8gZbV7ttvv+Xu3bv1lnv//fcbfW1PnjzJV199BUBSUhJvvfUW06ZNq/FDuTt27MDX1xdfX19iYmKU7UuWLMHPzw8/Pz/mzp3L2rVrgcprsHr1avz8/HjjjTc4fPgwUNlPgYGBjYpRCCHEg9EmEyVDQ0OCg4MJCQnBzMys3mQgNja20W+m5eUN/yrnTz/9xOTJkwkODsbQ0PC+zlEfU1NT2rdvz40bNwA4f/48Li4unD9/HqhMnFxdXdHT0yMgIABTU1OKioo4ePDgA4vB1taW+Ph45fXPP/+Mg4PDAzv/vSIiIhqUKL3yyiuNjmHv3r1MmDABqPxdKR8fH4YPH16tTHx8PCkpKaxdu5bAwED27dtHcXExAP/6178IDg4mODgYNzc3Bg8eDMCBAwdwcHAgODiYZcuW8fHHH1NWVoaFhQXt27fn3LlzjYpTCCHEH9fmn6PUvXt3rl27BkBaWhpbtmwhPz8fIyMj5s6dS2FhIXFxcSQlJfH111/j6+vL+++/z6xZs+jWrRv5+fkEBAQQFhbGkSNHOHHiBBqNhoqKCsaMGUNcXBx3794lPT2dQYMG8eyzz1arPyoqiuPHj/PLL7+QkJDAuHHj+OKLLzA1NeXmzZsEBwezefNmkpOT0dfX57nnnqNXr14cOXKEkydPcvfuXdLS0pg0aRJlZWX8+OOPGBgYEBAQgJmZWY22nj9/HgcHB86fP8/EiRO5cOECQ4cO5cKFC/To0QOA1157jaCgID799FPS0tLw8/Ojd+/ezJo1iz179vDTTz+hp6dH3759mTlzJgDHjx9n8+bNFBcX88orr+Dh4VGjr42MjLC3tyc5OZlu3boRExPDo48+Sk5ODlA56rRx40YKCgqwsLDAx8eHjh07EhYWxoABAxgyZAgAs2bNYvv27SQmJvLll19ibm5OamoqXbt2Zf78+Xz33XdkZ2ezfPlyLCwsWLp0KZs2bSI5OZmSkhKGDBmCt7c3UDkaVnUtZ82ahZeXF/Hx8RgaGuLn54eVlVW1Nty8eRMDAwMsLCyAyuQPQKVSVSt3/fp1PDw80NfXR19fHycnJxISEhg6dKhSpri4mMTERHx8fJRzaDQatFotGo0GMzMz9PQqP8sMHDiQY8eO4e7uXqNfIyMjiYyMBGD16tU19gshhLh/bTpRqqio4Ndff2Xs2LEAfPjhh7z88st07tyZixcvsnnzZpYuXYqnp2e1N+q6pKSksG7dOszMzDhy5AhXrlxh7dq1qNVqXn/9dR577DE6duyolB83bhznzp1Tzp+YmEhKSgohISHY2tqyb98+AEJCQrhx4wYrV67k3XffBSA1NZW1a9dSWlrK/PnzmTlzJmvXrmXbtm0cPXqUiRMnVoutR48eJCUlMW7cODIyMhgyZAiHDh0CKkeYJk+eXK38jBkzSE1NJTg4GIDTp08TFxfHqlWrMDIyorCwsFpfBgUFER8fz1dffcXixYtr7Z9hw4YRHR2NpaUlenp6WFtbK4nS1q1bGTVqFKNHj+aHH35g69atvPnmm/X29/r162nfvj2LFy/m/PnzeHl58e2337J06VIloZk+fTpmZmZUVFTwr3/9i6tXr9KlS5dq57p79y5ubm5Mnz6dHTt2EBUVxVNPPVWtTNVIXH26dOnCV199xaRJk7h79y6JiYk1Rq5iY2Pp1asXJiYmADz22GOsXbuWuXPncufOHRYuXKgkSt26das2bXmv8ePHM378+HpjEkII0XhtMlEqKSnBz8+P7OxsHBwc6N27NxqNhvPnz7N+/XqlXFlZWaPP3bt372ojOfe+ETo4OJCVlVUtUaqNq6urMlJx7tw5Hn/8cQDs7e2xsbHh1q1bADz88MO0a9eOdu3aYWJigqenJwBOTk7KKNm9evTowZ49e8jIyMDGxkaZ5tNoNFy+fBk3N7c64zp79iyjR4/GyMgIoFo7Bw0aBEDXrl3JyMjQeY6+ffvyxRdfYGVlVW10BeDixYssWrQIgJEjR/LJJ5/UGQ9U9lWHDh0AcHZ2JiMjo9ZRl5iYGKKioigvLycnJ4fr16/XSJTUajUDBgxQ2nHmzJka58nJyVGSr7r06dOH5ORk3nnnHSwsLOjevbuS9FSJjo5WknSAX375hS5durBkyRLS09NZsWIF7u7umJiYYGFhoSSUQgghmk+bTJSq1ijdvXuXwMBADhw4wOjRozE1NVVGT+qir6+vLIouLS2ttq8qiahiYGCg/L+enl6D1h39/hy6/P7carW6zno6d+5MUVERcXFxdO/eHQAXFxcOHz6Mra0txsbGDaq3rlj09PSoqKjQWU6tVuPi4sK+ffsIDQ0lLi6u3nPr6+sr56yoqKiWwP6+D2qrOyMjg3379hEUFISZmRlhYWE1rltVPVVTaLr60NDQUFlrVJ8pU6YwZcoUAN599106d+6s7MvPz+fSpUtKYghw+PBhJk+ejEqlolOnTtja2nLz5k1cXV0pLS2ttn5NCCFE82iTi7mrGBkZMXv2bPbv34+RkRG2trYcP34cAK1Wy5UrVwBo164dd+7cUY6zsbHh8uXLADW+6fSgeXh48NNPPwGV62OysrKws7O77/O5ubnx3XffKYlS9+7diYiIUNYn3ev37e7duzdHjhxRFknfO/XWGJMmTWLmzJm1rqGq+nbYvetx7u3vuLi4BiWbxsbGaDQaoHItkLGxMSYmJuTm5pKQkHBfcUPlqGBaWlq95SoqKigoKADg6tWrXLt2jT59+ij7f/75Z/r3718t+enYsSNnz54FIDc3l5s3byoji7du3cLR0fG+4xZCCHF/2uSI0r1cXFxwcnIiOjqaBQsWsGnTJnbt2kVZWRnDhg3D2dmZoUOH8sEHH/Ddd9/xxhtvMGnSJEJDQ4mMjKR///5NGt+ECRPYvHkzvr6+6Ovr4+PjU20UpbHc3d05ffo03bp1AyqTk/T0dCVxupe5uTk9evTA19eXvn37MmvWLK5cuYK/vz9qtZp+/foxY8aMRsfg6OhY65v+P//5TzZs2MDevXuVxdxQuY4rODgYPz8/+vTp06ARt/HjxxMYGIi1tTVLly7F2dmZhQsX0qFDh1qTwoby8PDg448/RqvVolKpuHTpEuvWraOoqIhTp06xc+dO1q9fT1lZGUuWLAHAxMSE+fPno6//fz/UGRMTU2NN2FNPPcWGDRvw9fUFYObMmco036+//trk95oQQoiaVNqqOSQhRIOEh4czYMAAevfu3Wx1Ll26FD8/vxqjcLUJ253eDBEJIZrTPwY37HExHTt2JCsrq4mj+XO7nz6oa6amTU+9CXE//vGPfzTZg0Frk5+fz8SJExuUJAkhhHiwJFESopGsrKyUbxg2BwsLC+VbhUIIIZpXm1+jJERr09Ah+tZIph2kD9p6+8WDJyNKQgghhBA6SKIkhBBCCKGDJEpCCCGEEDrIGiUhWpn0iLb7zzqdXNr6n7W23getsf0PeTX+57TEgyMjSkIIIYQQOkiiJIQQQgihgyRKQgghhBA6SKIkhBBCCKGDJEpCCCGEEDpIoiSEEEIIoUPr+g6l+Mvw9vZm+PDhLFiwAIDy8nLmzJmDm5sb/v7+aLVaMjMzSUpKYvTo0dWOXbt2LXl5eQQGBirbtFotSUlJAPTs2ROVSsXNmzf58MMPKSoqoqysDHd3d+bOnYtWq0WlUrFz5068vb2VY/ft24e/v79yzrCwMAYMGMCQIUNqxL9t2zYGDRpEz549OXDgAN9++y3p6els3rwZCwsLAAoLC9m4cSPp6ekYGBjw6quv4uTkxM2bNwkNDVXOlZGRgbe3NxMnTqSwsJDQ0FAyMzOxsbFh4cKFmJmZcerUKS5dusQzzzzzwK6BEEKI+smIkmgRRkZGpKamUlJSAsCZM2ewtrZW9m/atIlz586RlZXFxo0byc7OBqCoqIiUlBSKi4tJT08HoKSkhLCwMFJTU0lNTSUsLIySkhLCw8OZOHEiwcHBhIaG8vjjjwPw2WefERsbS2FhIVu3buXq1auNir2goICLFy/Ss2dPAHr06MHixYuxsbGpVm737t04Ozuzbt065s2bx7Zt2wCws7MjODiY4OBg1qxZg6GhofKjt3v27OGRRx7hvffe45FHHmHPnj0A9O/fn1OnTnH37t1GxSqEEOKPkURJtJh+/foRHx8PQHR0NMOGDVP2vfTSS0RHR3P48GFmzJihJFEnTpxgwIABDB06lOjoaAAMDQ15+eWXOXz4MIcPH+bll1/G0NCQnJwcOnTooJzTyckJgBkzZpCQkMBPP/3EY489hrOzc6PiPnHiBH369FFeu7i4YGtrW6Pc9evX6dWrFwD29vZkZmaSm5tbrczZs2fp1KmTkmTFxsYyatQoAEaNGkVsbCwAKpWKnj17curUqRr1REZG4u/vX200TAghxIMhiZJoMcOGDSM6OpqSkhKuXr2Km5ubsm/Lli0MGzaMMWPG8NlnnykjSlUJVdWxUDmitGXLFsaMGcOYMWPYsmULJSUlTJw4keXLl7Nq1Sr2799PUVERAJ9//jl9+/ZlxIgRHDhwgCtXrgDw22+/4efnp/wXFxdXa9znzp2ja9eu9bavS5cunDhxAoBLly6RmZmptKPK7xPEvLw82rdvD4CVlRV5eXnKvm7dunHu3Lka9YwfP57Vq1ezevXqemMSQgjROLJGSbSYLl26kJmZSXR0NP369au276WXXiIzM5OKigqmTp0KQG5uLmlpabi7u6NSqVCr1Vy7dg0nJydeffVVZY3S3/72N1QqFWPGjKFPnz4kJCQQFxdHZGQkwcHBPPPMM6hUKlJSUqqtUfLw8KixRqk2ubm5yjqkukyePJlt27bh5+eHk5MTLi4u6On932eTsrIyTp06xYwZM2o9XqVSoVKplNeWlpY1Ei0hhBBNSxIl0aI8PT3Zvn07y5Yto6CgQNmuUqmwtbWtNqV1/PhxCgsLmTdvHgDFxcVER0fj5OSESqXi4YcfrnF+a2trxo4dy9ixY/H19SU1NVUZDfL29lbqagxDQ0NKS0vrLWdiYoKPjw9Qudh83rx51dpz+vRpXFxcsLKyUrZZWlqSk5ND+/btycnJqZaQlZSUYGho2KhYhRBC/DEy9SZa1JgxY5g6daqyfqgu0dHRvP3224SFhREWFsaaNWuIiYnRWT4hIYGyssofk8zNzaWgoKDagvH7ZW9vT1paWr3lqr5tBxAVFYWHhwcmJibK/t9Pu0Fl4nj06FEAjh49ysCBA5V9t27dalA/CSGEeHBkREm0qA4dOuDl5VVvuYyMDDIzM6utY7K1tcXExISLFy9W217ll19+ITw8XBmFefbZZ6uN3tyv/v37c+jQIcaNGwdAREQEe/fuJTc3Fz8/P/r168crr7zCjRs3lOk7R0dHXnnlFeUcGo2GM2fOMGfOnGrnnjx5MqGhofzwww/K4wGqJCYm6pymE0II0TRUWq1W29JBCPFXs3jxYvz9/TE1NW2W+nJzc3nvvfdYsmRJvWVPb85ohoiEEM3lIa+yBpft2LEjWVlZTRjNn9/99IGdnZ3OfTL1JsR9eO6555r1j1FWVhbPPfdcs9UnhBCikky9CXEfapvqa0qurq7NWp8QQohKkigJ0co0Zpi+tZFpB+mDtt5+8eDJ1JsQQgghhA6SKAkhhBBC6CCJkhBCCCGEDrJGSYhWRn/nrZYOocXkcAv9lg6ihbX1PmiN7S/37tzSIbRpMqIkhBBCCKGDJEpCCCGEEDpIoiSEEEIIoYMkSkIIIYQQOkiiJIQQQgihQ7MkSrNmzWpU+cTERFavXg1AXFwce/bsaYqwFMuWLSM5OblJ62gKtfVrUVER33//vfL63r68Hzt37mTv3r33fTzAkSNHyM7O1rl/7969vP766/j5+REQEMDRo0f/UH2NjW3Lli2NOiYlJYWNGzcCcOPGDd5++21mzJhRo58iIiLw9fXljTfe4Ntvv1W2X7lyhbfffhs/Pz/8/f25dOkSAIWFhQQHB7No0SICAgK4du0aAGVlZSxdupTy8vI/0lQhhBD34U8/ouTp6cnkyZNbOoy/jKKiIg4ePNjSYVRz5MgRcnJyat138OBBzp49y6pVqwgODmbx4sVotdoa5SoqKpo6zAbbvXs3jz/+OABmZmbMnj2bSZMmVStz7do1oqKilHbFx8eTlpYGwI4dO5g6dSrBwcF4e3uzY8cO5bzOzs6sW7eOefPmsW3bNgDUajW9evUiJiam+RophBACaObnKCUmJvLll19ibm5OamoqXbt2Zf78+ahUKhISEti2bRtGRkb06NFDOebIkSMkJyfz4osvEhcXx65duygrK8Pc3Jz58+djZWXFzp07ycrKIiMjg6ysLLy8vPDy8gJg7dq13L59m9LSUry8vBg/fnydMR47dozdu3cD0K9fP5599lmgcvTGy8uL+Ph4DA0N8fPzw8rKivz8fD788ENu374NwPPPP4+7uztJSUmEh4cDoFKpWL58Oe3atatWl67YdNWVkZHBu+++i0ajYeDAgbXG/+mnn5KWloafnx+9e/emf//+aDQaQkJCavT55cuX+eijj9BoNFhYWODj40P79u0bdC1ri72iooKNGzdy+fJlAMaMGUPHjh1JTk7mvffew9DQkMDAQAwNDZXz7N69m2XLlmFiYgKAiYkJo0ePBuC1117j0Ucf5ezZs/z973/n0KFDzJo1i27dupGfn09AQABhYWGkpqayYcMGysrK0Gq1+Pr60rlzZ539e/jwYfbs2YOJiQldunTBwMAAQOe1vNedO3e4evUqzs7OAFhaWmJpaUl8fHy1cjdu3MDV1RUjIyMAPDw8OHHiBE8++SQqlYo7d+4AUFxcrPT59evXlQ8F9vb2ZGZmkpubi5WVFQMHDuSzzz5jxIgRDbo+QgghHoxmf+BkSkoK69evp3379ixevJjz58/TtWtXPvjgA5YsWUKnTp0IDQ2t9Vh3d3cCAwNRqVRERUWxd+9ennvuOQBu3rzJ0qVLuXPnDq+//joTJkxArVbj4+ODmZkZJSUlBAQEMHjwYMzNzWs9f3Z2Np988glr1qzB1NSUlStXcvLkSQYNGsTdu3dxc3Nj+vTp7Nixg6ioKJ566inCw8N54okncHd3Jysri8DAQEJDQ9m7dy8vvvgi7u7uaDQa5c34Xrpiq6uuCRMmMGrUKA4cOFBrG2bMmEFqairBwcFAZXJaW5+7urqydetW3nzzTSwsLIiJieGzzz7Dx8enQdexttgzMzPJzs4mJCQEqBzdMjU15cCBA0qCc6/i4mI0Gg0PPfSQznrMzc1Zs2YNAIcOHaq1zKFDh/Dy8mLEiBGUlZUpo0+1xVhWVsbOnTtZs2YNJiYmLF++XEl6dF3LeyUnJ+Po6Fhv/zg6OvL5559TUFCAoaEhp0+fVtr//PPPExgYyPbt26moqGDlypUAdOnShRMnTuDh4cGlS5eU/rSyssLJyUmZovu9yMhIIiMjAf7QNKsQQoiamj1RcnV1pUOHDgA4OzuTkZGBsbExtra2dO5c+fTRkSNHKn/475Wdnc2///02Wl8AAAANeklEQVRvcnJyKCsrw9bWVtnXv39/DAwMMDAwwNLSkry8PDp06EBERASxsbEAZGVlcevWLZ2JUnJyMg8//DAWFhYAjBgxgt9++41BgwahVqsZMGAAAF27duXMmTMAnD17luvXryvnqHrzd3d35+OPP2b48OEMHjxYafO9dMWmq67z58/j6+ur9NEnn3xy331uYmJCamoqK1asACqntho6mqQrdjs7OzIyMti6dSv9+/end+/eDT6fLkOHDq23TPfu3dm1axe3b99m8ODByn1UW4y5ubnVrvGjjz7KrVuVT7LWdS2NjY2Vbbm5ucqxdXFwcODJJ59k5cqVGBsb4+zsjJ5e5Uz3wYMHef755xkyZAgxMTG8//77LF68mMmTJ7Nt2zb8/PxwcnLCxcVFOUZPTw+1Ws2dO3dqjEyOHz++3pFSIYQQ96fZE6V7R1b09PQatfZk69atPPHEE3h6eirTeFXU6v9rip6eHuXl5SQmJnL27FlWrlyJkZERy5Yto7S09L7i1tfXR6VSVTs/gFarrTGdBDB58mT69+9PfHw8ixcv5u2338be3l7ZX1dsuuoClO2NoavPHRwcCAwMbPT5dMVuZmZGcHAwCQkJHDx4kJiYmDpHqExMTDA2NiY9PV3nqFLV1BVU9kvV+qV7r+Pw4cNxdXUlPj6eoKAg5syZg0qlavS113Ut72VoaNjge2js2LGMHTsWqJwSrUpWjx49yuzZs4HKRO2DDz4AKvujqr+0Wi3z5s2r9mGgrKys1pFJIYQQTedPsZi7aiSiarHrsWPHai1XXFyMtbU1QIO+GVVcXIypqSlGRkbcuHGDixcv1lne1dWVpKQk8vPzqaioIDo6mp49e9Z5TO/evatNg125cgWAtLQ0nJycmDx5Mt26dePGjRt/KDaAHj16EB0dDejuo3bt2inrX+piZ2dHfn4+Fy5cACrfhFNTU+s9rq7Yq/ptyJAhTJs2jZSUFACMjY11xjR58mS2bNlCcXExABqNRue1tbGxUdY//fzzz8r2qkTLy8sLT09Prl69qjNGNzc3kpKSKCgooKysrNp5dF3Le9nb2yv3aX3y8vKAytGskydPMnz4cACsra1JSkoC4Ndff6VTp05A5VRlWVkZAFFRUXh4eChrtwoKCpTRRiGEEM3nT/FX19DQkLlz57J69WqMjIyUdT2/9/TTT7N+/XpMTU3p1asXGRkZdZ63b9++HDp0iIULF9K5c2fc3NxqLVdeXo6BgQHt27dnxowZLF++HKhczK1r0XSV2bNns2XLFhYtWkR5eTkeHh7MmTOHiIgIEhMTUalUODg40K9fv/uK7fd1vfvuu3zzzTc64zI3N6dHjx74+vrSt29f+vfvX2s5tVqNr68v4eHhFBcXU15ejpeXV63rb3bt2kVERITy+j//+U+tsWdnZ7Nx40ZlxGrGjBkAjB49mk2bNtW6mHvChAloNBoCAgJQq9Xo6+vzxBNP1BrzpEmTCA0NJTIyslq7jh8/zo8//oi+vj5WVlZMmTIFIyOjWmNs3749Tz/9NO+88w4mJibK+qSq/q3tWt7L3t6e4uJiZQosNzcXf39/7ty5g0qlIiIigvXr12NiYkJISAgFBQWo1WpefPFFTE1NAZg7dy7h4eFUVFRgYGDA3LlzgcoF4GFhYUDlGqdXXnlFqTcxMVHntRRCCNF0VNravovdhpSWlrJgwQJCQkKUT+9C1GX//v20a9eOcePGNVud69atY8aMGdjZ2dVbNv3fp5ohIiFEcyn37tzgsh07diQrK6sJo/nzu58+qOtv659i6q2lJCcn8+abbzJhwgRJkkSDTZgwoVnXCpWVlTFw4MAGJUlCCCEerDY/oiREayMjSkK0LjKi1DgyoiSEEEII0Uz+FIu5hRAPTmM+fbY28mla+qCtt188eDKiJIQQQgihg6xREkIIIYTQQUaUhGhF/P39WzqEFtXW2w/SB9L+tt1+ePB9IImSEEIIIYQOkigJIYQQQuigv2zZsmUtHYQQ4sHp2rVrS4fQotp6+0H6QNrfttsPD7YPZDG3EEIIIYQOMvUmhBBCCKGDJEpCCCGEEDrIk7mFaCUSEhIIDw+noqKCcePGMXny5JYOqcm99tprGBsbo6enh76+PqtXr6awsJDQ0FAyMzOxsbFh4cKFmJmZtXSoD8SGDRuIj4/H0tKSkJAQAJ3t1Wq1hIeHc/r0aYyMjPDx8WkVa1dq64OdO3cSFRWFhYUFANOnT6d///4A7N69mx9++AE9PT1mz55N3759Wyz2ByErK4uwsDByc3NRqVSMHz8eLy+vNnMf6Gp/k94DWiHEX155ebl23rx52rS0NG1paal20aJF2tTU1JYOq8n5+Pho8/Lyqm3bvn27dvfu3VqtVqvdvXu3dvv27S0RWpNITEzUJicna9944w1lm672njp1ShsYGKitqKjQnj9/XhsQENAiMT9otfXBF198of3mm29qlE1NTdUuWrRIW1JSok1PT9fOmzdPW15e3pzhPnDZ2dna5ORkrVar1RYXF2sXLFigTU1NbTP3ga72N+U9IFNvQrQCly5dolOnTjz00EOo1WqGDh1KbGxsS4fVImJjYxk1ahQAo0aNalX90LNnzxqjY7raGxcXx8iRI1GpVHTv3p2ioiJycnKaPeYHrbY+0CU2NpahQ4diYGCAra0tnTp14tKlS00cYdNq3769MiLUrl077O3tyc7ObjP3ga726/Ig7gFJlIRoBbKzs+nQoYPyukOHDnX+8WhNAgMDeeutt4iMjAQgLy+P9u3bA2BlZUVeXl5LhtfkdLU3Ozubjh07KuVa+z3x/fffs2jRIjZs2EBhYSFQ89+FtbV1q+qDjIwMUlJScHV1bZP3wb3th6a7B2SNkhDiL2vFihVYW1uTl5fHypUrsbOzq7ZfpVKhUqlaKLrm19baW2XChAlMnToVgC+++IKPP/4YHx+fFo6qaWk0GkJCQnjhhRcwMTGptq8t3Ae/b39T3gMyoiREK2Btbc3t27eV17dv38ba2roFI2oeVW20tLRk4MCBXLp0CUtLS2VqIScnR1nc2Vrpaq+1tTVZWVlKudZ8T1hZWaGnp4eenh7jxo0jOTkZqPnvIjs7u1X0QVlZGSEhIYwYMYLBgwcDbes+qK39TXkPSKIkRCvQrVs3bt26RUZGBmVlZcTExODp6dnSYTUpjUbDnTt3lP8/c+YMTk5OeHp6cvToUQCOHj3KwIEDWzLMJqervZ6envz4449otVouXLiAiYmJMjXT2ty75ubkyZM4OjoClX0QExNDaWkpGRkZ3Lp1S5mm+avSarW8//772Nvb88QTTyjb28p9oKv9TXkPyJO5hWgl4uPj+eijj6ioqGDMmDFMmTKlpUNqUunp6axbtw6A8vJyhg8fzpQpUygoKCA0NJSsrKxW93iAf//73yQlJVFQUIClpSXe3t4MHDiw1vZqtVq2bNnCL7/8gqGhIT4+PnTr1q2lm/CH1dYHiYmJXLlyBZVKhY2NDXPmzFGSgV27dnH48GH09PR44YUX6NevXwu34I85d+4cS5YswcnJSZlemz59Om5ubm3iPtDV/ujo6Ca7ByRREkIIIYTQQabehBBCCCF0kERJCCGEEEIHSZSEEEIIIXSQREkIIYQQQgdJlIQQQgghdJBESQghhBBCB/kJEyGEEA1y7Ngx9u/fz40bN2jXrh3Ozs5MmTIFd3f3JqvT29ub9957j06dOjVZHULURRIlIYQQ9dq/fz979uzh5Zdfpk+fPqjVahISEoiNjW3SREmIliYPnBRCCFGn4uJi5s6di4+PD48++miN/aWlpXzyySccP34cgEcffZSZM2diYGDAkSNHiIqKYsWKFUr5e0eJwsLCMDIyIjMzk99++w0HBwcWLFhAp06dWLp0Kb/99htGRkYAvPrqqwwdOrR5Gi3E/ydrlIQQQtTpwoULlJaWMmjQoFr379q1i4sXL7J27VqCg4O5dOkSX3/9dYPPHxMTw9NPP014eDidOnXi888/B2D58uUABAcHs337dkmSRIuQREkIIUSdCgoKMDc3R19fv9b9x44d46mnnsLS0hILCwumTp3KTz/91ODzDxo0CFdXV/T19Rk+fDhXrlx5QJEL8cdJoiSEEKJO5ubmFBQUUF5eXuv+7OxsbGxslNc2NjZkZ2c3+PxWVlbK/xsZGaHRaO4/WCEeMEmUhBBC1Kl79+4YGBgQGxtb635ra2syMzOV11lZWVhbWwOViU9JSYmyLzc3t2mDFeIBk2+9CSGEqJOJiQne3t5s2bIFPT09+vTpg76+PmfPniUxMZFhw4axa9cuXF1dAfjqq68YMWIEAF26dCE1NZUrV65gZ2fHzp07G1W3paUl6enp8ngA0WIkURJCCFGvSZMmYWVlxa5du/jPf/6DsbExXbt2ZcqUKbi4uFBcXMyiRYsAGDJkCFOmTAHAzs6OqVOnsmLFCgwNDZk+fTqRkZENrvfpp58mLCyMkpIS5syZIwu6RbOTxwMIIYQQQugga5SEEEIIIXSQREkIIYQQQgdJlIQQQgghdJBESQghhBBCB0mUhBBCCCF0kERJCCGEEEIHSZSEEEIIIXSQREkIIYQQQof/B2VSCcgn2fL5AAAAAElFTkSuQmCC\n","text/plain":["
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\n","text/plain":["
"]},"metadata":{}}]},{"cell_type":"markdown","metadata":{"id":"ayl31SaJ0l9b"},"source":["Now, let's create a new dataFrame so we can have only the unique movies to have more insights!!?"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":204},"id":"aS1IpgTi0mUZ","executionInfo":{"status":"ok","timestamp":1636010462463,"user_tz":-330,"elapsed":521,"user":{"displayName":"Sparsh Agarwal","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13037694610922482904"}},"outputId":"5c38d740-b316-4fcc-a123-4be15042f304"},"source":["# Create a dataframe called 'films':\n","films = df[['movie_title', 'movie_release_year']]\n","films.head()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
movie_titlemovie_release_year
0Simple Plan, A (1998)1998-01-01
112 Angry Men (1957)1957-01-01
2Home Alone (1990)1990-01-01
3Princess Bride, The (1987)1987-01-01
4Office Space (1999)1999-01-01
\n","
"],"text/plain":[" movie_title movie_release_year\n","0 Simple Plan, A (1998) 1998-01-01\n","1 12 Angry Men (1957) 1957-01-01\n","2 Home Alone (1990) 1990-01-01\n","3 Princess Bride, The (1987) 1987-01-01\n","4 Office Space (1999) 1999-01-01"]},"metadata":{},"execution_count":68}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Iq4frOVu0of6","executionInfo":{"status":"ok","timestamp":1636010463016,"user_tz":-330,"elapsed":15,"user":{"displayName":"Sparsh Agarwal","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13037694610922482904"}},"outputId":"25de63a0-997e-4abd-f6cb-d30b0b83bcca"},"source":["# Let's check how many unique movies we have:\n","films.movie_title.nunique()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["3706"]},"metadata":{},"execution_count":69}]},{"cell_type":"code","metadata":{"id":"EV1MFm1Y0otV"},"source":["# Let's sort the movies per 'movie_title':\n","films.sort_values(\"movie_title\", inplace = True)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"io6kp0f_0q35"},"source":["# dropping ALL duplicate values:\n","films.drop_duplicates(subset =\"movie_title\", keep = 'first', inplace = True)"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"-CzmEXfz0v9J"},"source":["**Which year the users were interested the most to rate/watch movies?**"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":393},"id":"x7Rh38110xAq","executionInfo":{"status":"ok","timestamp":1636010528113,"user_tz":-330,"elapsed":3395,"user":{"displayName":"Sparsh Agarwal","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13037694610922482904"}},"outputId":"e4d19f43-f8e4-4f86-929f-3981a837b551"},"source":["plt.figure(figsize=(20,7))\n","yearly_release_counts = films.groupby(films.movie_release_year.dt.year).size().sort_values(ascending=False)\n","sns.barplot(yearly_release_counts.index, yearly_release_counts.values);\n","plt.xlabel('Release Year')\n","plt.xticks(rotation=90);\n","plt.title('Movies Release Count Per Year');"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABIQAAAHNCAYAAABvvaA1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzde5yWdZ0//tfMcGYEGUUQxAOoIeYZ84ACyXgoDxlrru6Kh9XI6Gup5aq1m5q5oYZ4yDK1tcza1FWx0pUcMChRQQVPhIKiLiuGwIji4afA/fvDhxMEyD0DAwzX8/l4+HjMXPfnfV3v67qvuO959bmuq6JUKpUCAAAAQGFUbugGAAAAAFi/BEIAAAAABSMQAgAAACgYgRAAAABAwQiEAAAAAApGIAQAAABQMAIhACigioqK3HbbbRu6jbKceuqpqa2t3dBtAABsUgRCALABnXrqqamoqMjQoUNXeu3ee+9NRUVFWrVqtc63O3fu3Bx33HHrfL3LGzx4cCoqKlJRUZHWrVtn++23z1lnnZU333yzWbe7ob366qv56le/mh122CFt27ZNz549c/jhh2fMmDEplUrrvZ8dd9wxF1988RrHXXzxxQ3vV2VlZXr27JkTTzwxr7zyyjrtZ+bMmamurs5PfvKTlV775je/mV69eqW+vn6dbhMAWJlACAA2sG233Ta///3v89e//nWF5T/96U+z3XbbNcs2u3fvnnbt2jXLupf3T//0T5k7d25mz56dG264IXfffXdGjBjR7NvdUKZNm5Y999wzjz32WK666qo888wzqauryzHHHJNzzjknixYt2tAtfqLtt98+c+fOzZw5c3Lrrbfm8ccfz9FHH52lS5c2aX0ffvjhSst22mmnXH311fnWt76VF154oWH5Qw89lGuuuSa33nprunTp0uR9WJ0PPvhgna8TAFoygRAAbGA77bRT9t9///z85z9vWPbqq6/mwQcfzGmnnbbS+Pvvvz/77LNP2rZtm6222iojRozIO++8kyR58MEHU1VVlTlz5qxQc/vtt6dDhw556623kqx8ydjixYvzjW98Iz179kyHDh2y11575e67715hHf/xH/+R3r17p23btunatWsOP/zwvPfee5+4b+3bt0/37t2zzTbb5IgjjsgJJ5yQsWPHrjDmN7/5Tfbcc8+0a9cu22+/fc4999yG/VmdNdU8+OCDGTx4cGpqatK5c+cMGjQokydPXmEdN998c3bZZZe0a9cuNTU1GThw4ArH7Yknnshhhx2W6urqdO3aNUOHDv3E2TKlUimnnHJKevbsmcmTJ+eLX/xidt555+yyyy752te+lmeeeSbV1dVJkrfffjtf+cpX0rVr17Rt2zb9+/fPH/7wh4Z1vfzyy6moqMif//znFbbx97N9Kioq8uMf/zjDhg3LZpttlm222SY/+MEPGl4fPHhwXnzxxVxyySUNs39efvnl1e5DVVVVunfvnh49emTIkCG5+OKL88wzz2TWrFkNx3XAgAFp3759evbsmdNOOy0LFixoqP/48r7rrrsu22+/fdq2bbvKc+SMM87IYYcdlpNOOilLlizJokWLcsopp+Tcc8/NZz/72TUe+9mzZ2fo0KHp0aNHOnTokN122y2//OUvV9jG4MGDc/rpp+ff//3fs/XWW2fbbbdd7X4DQBEJhABgIzB8+PDcfPPNDZcU3XzzzRkyZMhKM4SefvrpHHPMMRk4cGCeeuqp/OIXv8jvf//7nHnmmUmSIUOGZOutt86vfvWrFep+8Ytf5Nhjj02nTp1W2napVMrRRx+dp556KrfffnueffbZfPWrX80JJ5yQcePGJUnuvvvujBw5Mtdcc01mzpyZBx98MJ/73OcatY+zZs3K/fffnzZt2jQs+/nPf56vfvWr+eY3v5np06fn1ltvTV1dXcP+rEo5NYsXL86IESPyyCOPZNKkSdlpp51yxBFHNIQXTzzxRM4888xceOGFef755zNhwoScfPLJDfXTp0/PoEGDcsABB+Txxx/P+PHjU1VVlUMPPTTvv//+Kvt66qmn8vTTT+f8889f5WV+1dXVDcv/5V/+JWPHjs1tt92WadOmZcCAATnqqKMyY8aMRh3TJLnkkksycODATJs2LRdeeGG+/e1vr/C+bb/99vnmN7+ZuXPnZu7cuenVq1fZ627fvn2Sj2b6jB8/Pl/4whdywgkn5Omnn86YMWPy8ssvZ+jQoStcCjd58uSMHz8+9957b5566qkV3u/l3XTTTZkzZ06+973v5Wtf+1q22GKLfP/73y/r2C9evDiHHHJI/ud//ifPPPNMhg8fntNOOy0PPfTQCtu444478sYbb2TcuHF58MEHG3VcAWCTVwIANphTTjmlNGTIkNJ7771XqqmpKY0fP760ZMmSUs+ePUt33XVX6ZZbbilVVVU1jD/ppJNK++677wrrGDNmTKmioqL08ssvl0qlUun8888v7brrrg2vv/7666WqqqrSAw880LAsSemXv/xlqVQqlR566KFS27ZtS2+++eYK6z3ttNNKX/jCF0qlUql01VVXlXbaaafSBx98UPa+DRo0qNSqVatSx44dS23bti0lKSUpXXvttQ1jtttuu9JPfvKTFeomTJhQSlJauHDhCseoMTV/b+nSpaXNN9+8dNttt5VKpVLp7rvvLnXq1Km0aNGiVY4/5ZRTSv/4j/+4wrL333+/1L59+9I999yzyprbb7+9lKT0xBNPrPL1j82cObOUpHTfffetsHyvvfYqnXbaaaVSqVSaPXt2KUnpT3/60wpj+vTpU7rooosafk9SOuuss1YY07dv39IFF1yw2prVueiii0p9+vRp+P2VV14pfeYznyn16tWr9MEHH5QGDRpUOv/881eoeeWVV0pJSlOnTi2VSh8dt86dO5fefvvtNW6vVCqVxo4dW6qqqiq1b9++NH369IZ1NPbYl0ql0jHHHFM644wzGn4fNGhQaaeddiotXbq0rF4AoGjMEAKAjUC7du0ybNiw3HTTTbnvvvuyZMmSHH300SuNe+655zJw4MAVlg0aNCilUinTp09Pkpxyyil57rnn8uSTTyZJfvWrX2WrrbZa7ZO6pkyZkg8++CA9e/ZMdXV1w3+33XZbZs6cmSQ5/vjj8+GHH2a77bbLqaeeml/+8pd5++2317hfX/ziFzNt2rQ89thj+fKXv5yhQ4fma1/7WpLkjTfeyCuvvJJzzz13he1+PPPo48uUllduzezZszNs2LDsuOOO6dSpUzp16pRFixY1XHZ06KGHpnfv3tlhhx1ywgkn5MYbb8z8+fNXOCb33HPPCtvYYost8v777zcck79XKvOG0R+/T3//Pg4cODDPPfdcWetY3p577rnC7z169FjpflTleumll1JdXZ0OHTpku+22S6lUyj333JPWrVtnypQpufrqq1c4Jv369UuSFY7JLrvs0nBp3Jocdthh2W+//XL88cdnl112SVLesX/33XdzwQUXZNddd01NTU2qq6tz//33r3RJ3z777JPKSl93AWBV1v1jSwCAJhk+fHj23nvv/O///m9OO+20tG7duknr2WWXXdK/f//ceuut2XvvvXPrrbfmpJNOSlVV1SrHL1u2LJ07d86UKVNWeu3jy3169uyZGTNm5KGHHsr48eNz6aWX5vzzz89jjz32iZcgderUKTvuuGOS5MYbb8xBBx2UH/zgB/nOd76TZcuWJUmuueaafPazn12pdptttlllr+XUHHXUUdlyyy1z/fXXp1evXmnTpk0OOuighhsLV1dX5/HHH8/DDz+curq63HDDDfnXf/3XjBs3Lvvss0+WLVuWYcOG5YILLlhpG1tsscUq9/VTn/pUko8Cn7333nu1x6QcH4cYfx8yreomzX9/SVZFRUXDcWqsXr16Zdy4camsrMzWW2/dcMlY8tGxP//88zNs2LCV6rp3797wc8eOHRu1zdatW69wiV05x/68887Lvffem6uuuiqf+tSn0rFjx3zzm99c6abdje0FAIpEIAQAG4l+/fpl3333zcMPP7zCDaaXt+uuu2bixIkrLJswYUIqKiqy6667Niw75ZRTcumll+bkk0/OU089tcINpP9e//798+abb+b999/Ppz/96dWOa9u2bY444ogcccQRufTSS9OtW7eMGTMmZ511Vtn7eMkll+Too4/Oqaeemp49e6ZXr155/vnn8+Uvf7ms+m7duq2xZsGCBZk+fXruv//+HH744UmSOXPmZN68eSuMq6qqysCBAzNw4MBccskl6devX379619nn332Sf/+/fP000+nT58+qaioKKu3PfbYI7vttlsuv/zynHDCCSvdR2jx4sVp165dw/s0ceLEfP7zn294feLEidlrr72SJF27dk2SvPbaaw2vz5s3L//3f/9XVi/La9OmTdlPCWvdunVDgPf3+vfvn+eee261r68r5Rz7iRMn5p//+Z9z/PHHJ/koRHrhhRfSrVu3Zu0NADYl5tACwEZk7NixmT9/fvr06bPK188777w8+eSTOeecczJjxow88MADOeuss/LP//zPKzxF6cQTT0x9fX1OP/307L333p8Y9BxyyCGpra3N0KFDM2bMmLz00kt54oknct111+Wmm25KkvzsZz/LTTfdlKeeeiqvvPJKfvWrX+Xtt99uuGSoXEOGDEnfvn3zve99L0ly2WWX5dprr81ll12WZ599Ns8//3zGjBmTr3zlK6tdx5pqunTpkq5du+amm27KCy+8kEceeSQnnnjiCrNd7r333owePTpPPPFEXn311YwZMyb/+7//27A/3/72t/OXv/wlJ510UiZPnpzZs2fnoYceyje+8Y289NJLq+yroqIiP//5zzNnzpzst99+GTNmTGbOnJkZM2bkpz/9aXbfffcsXrw4ffr0yZe+9KWMGDEiY8eOzYwZM/KNb3wjzz77bM4777wkH93MecCAAbniiivy1FNP5YknnsjJJ5+ctm3bNup4J8kOO+yQhx9+OK+++mrmz5/f5NlD3/ve93Lvvffm3HPPzbRp0/Liiy/mgQceyOmnn77Gp801RjnH/lOf+lTuvffeTJ48OdOnT8/w4cNXCM8AgDUTCAHARqRDhw6pqalZ7eu77757fvvb32bixInZY489MmzYsBx55JG54YYbVhi3xRZb5Mgjj8y0adNWeHrWqlRUVOS3v/1thg4dmnPOOSd9+/bNkUcemfvuu68hmOrSpUtuueWWDB48OLvsskuuuuqq3HjjjRkyZEij9/Fb3/pW/vM//zOzZs3KsGHDcscdd+T3v/99PvOZz2TffffNxRdfnJ49e662fk01lZWVufPOO/Piiy9m9913z6mnnpqzzz47W2+9dcM6unTpkt/97nc54ogjsvPOO+df//Vf82//9m85/fTTk3x02d2kSZOyePHiHH744enXr1++/OUv57333svmm2++2t723nvvTJ06Nf3798/ZZ5+dXXfdNYccckjuueeeXH311encuXOSj54id/jhh+ekk07KHnvskYcffji///3v07dv34Z1/ed//meqq6tz4IEH5oQTTsjw4cNX2IdyXXLJJXnzzTfzqU99Kl27ds2rr77a6HUkyWc/+9mMHz8+Tz/9dA4++ODsvvvuOeecc7LZZps1+fLGVSnn2I8ePTrbbbddPvvZz2bIkCHp2bNnjjvuuHXWAwAUQUWp3DsgAgAAALBJMEMIAAAAoGAEQgAAAAAFIxACAAAAKBiBEAAAAEDBCIQAAAAACkYgBAAAAFAwrTZ0Ax977bXXNnQLAAAAAJuMHj16rPY1M4QAAAAACkYgBAAAAFAwAiEAAACAghEIAQAAABSMQAgAAACgYARCAAAAAAUjEAIAAAAoGIEQAAAAQMEIhAAAAAAKRiAEAAAAUDACIQAAAICCEQgBAAAAFIxACAAAAKBgBEIAAAAABSMQAgAAACgYgRAAAABAwbTa0A0AAAAAtESt7p5a9tglQ/dqxk4azwwhAAAAgIIRCAEAAAAUjEAIAAAAoGAEQgAAAAAFIxACAAAAKBhPGQMAAAA2OlX//WLZY5ce16fh51Z3zSi7bsk/9G1UT5sSM4QAAAAACkYgBAAAAFAwAiEAAACAghEIAQAAABSMQAgAAACgYARCAAAAAAUjEAIAAAAoGIEQAAAAQMG02tANAAAAAGxIre5+tuyxS4Z+uhk7WX/WGAh98MEHueiii7JkyZIsXbo0+++/f44//vjMmzcvV199dd5+++307t07Z511Vlq1apUPP/wwP/rRj/LSSy9ls802y9lnn52tttpqfewLAAAAAGVY4yVjrVu3zkUXXZQrr7wyV1xxRaZNm5YXXnght912W4488shcd9116dixY8aPH58kGT9+fDp27JjrrrsuRx55ZH71q181+04AAAAAUL41BkIVFRVp165dkmTp0qVZunRpKioq8txzz2X//fdPkgwePDhTpkxJkjz++OMZPHhwkmT//ffPs88+m1Kp1EztAwAAANBYZd1DaNmyZTn//PPz+uuv5/DDD0+3bt3SoUOHVFVVJUlqamqycOHCJMnChQuzxRZbJEmqqqrSoUOHvP322+nUqdMK66yrq0tdXV2SZOTIkdlyyy3X2U4BAAAALVt9Xix77PKZwpuN2MbHdU2pWZu6jUFZgVBlZWWuvPLKvPPOO/nhD3+Y1157ba03XFtbm9ra2obf58+fv9brBAAAADYNVY0Yu3ym0JinZ31c15SatalbX3r06LHa1xr12PmOHTtm1113zQsvvJB33303S5cuTfLRrKCampokH80WWrBgQZKPLjF79913s9lmmzW1dwAAAADWsTUGQm+99VbeeeedJB89cezpp59Oz549s+uuu+bRRx9Nkvzxj39M//79kyT77LNP/vjHPyZJHn300ey6666pqKhopvYBAAAAaKw1zm6qr6/P9ddfn2XLlqVUKuWAAw7IPvvsk2222SZXX311fvOb32SHHXbIIYcckiQ55JBD8qMf/ShnnXVWqqurc/bZZzf7TgAAAABQvorSRvIIsHVxXyIAAABg01D13+XfVHrpcX0afm5114yy65b8Q9+Pau5+tvyaoZ/+27buntqIur3KHruurLN7CAEAAADQ8gmEAAAAAApGIAQAAABQMAIhAAAAgIIRCAEAAAAUjEAIAAAAoGAEQgAAAAAFIxACAAAAKBiBEAAAAEDBCIQAAAAACkYgBAAAAFAwAiEAAACAghEIAQAAABSMQAgAAACgYARCAAAAAAUjEAIAAAAoGIEQAAAAQMEIhAAAAAAKRiAEAAAAUDACIQAAAICCEQgBAAAAFIxACAAAAKBgBEIAAAAABSMQAgAAACgYgRAAAABAwQiEAAAAAApGIAQAAABQMK02dAMAAAAARdLqnsllj13yxc80Sw9mCAEAAAAUjEAIAAAAoGAEQgAAAAAFIxACAAAAKBiBEAAAAEDBCIQAAAAACkYgBAAAAFAwAiEAAACAghEIAQAAABSMQAgAAACgYARCAAAAAAUjEAIAAAAoGIEQAAAAQMEIhAAAAAAKRiAEAAAAUDACIQAAAICCEQgBAAAAFIxACAAAAKBgBEIAAAAABSMQAgAAACiYVmsaMH/+/Fx//fV58803U1FRkdra2nz+85/PHXfckXHjxqVTp05JkhNPPDF77713kuSee+7J+PHjU1lZmdNOOy177rln8+4FAAAAAGVbYyBUVVWVYcOGpXfv3nnvvfdywQUXZPfdd0+SHHnkkTnmmGNWGD9nzpxMmjQpV111Verr63PppZfmmmuuSWWlyUgAAAAAG4M1pjRdunRJ7969kyTt27dPz549s3DhwtWOnzJlSg488MC0bt06W221Vbp3755Zs2atu44BAAAAWCtrnCG0vHnz5mX27NnZcccdM2PGjIwdOzYTJ05M7969c/LJJ6e6ujoLFy7MTjvt1FBTU1OzygCprq4udXV1SZKRI0dmyy23XMtdAQAAADYV9Xmx7LHLZwpvNmIbH9c1pWZD1K1LZQdC77//fkaNGpVTTz01HTp0yGGHHZbjjjsuSXL77bfn1ltvzYgRI8recG1tbWpraxt+nz9/fiPaBgAAADZlVY0Yu3ym0JiZLx/XNaVmQ9Q1Vo8ePVb7Wlk39lmyZElGjRqVgw8+OPvtt1+SZPPNN09lZWUqKyszZMiQvPjiR8ldTU1NFixY0FC7cOHC1NTUNLl5AAAAANatNQZCpVIpN9xwQ3r27JmjjjqqYXl9fX3Dz5MnT06vXr2SJP3798+kSZPy4YcfZt68eZk7d2523HHHZmgdAAAAgKZY4yyl559/PhMnTsy2226b8847L8lHj5h/+OGH8/LLL6eioiJdu3bN8OHDkyS9evXKAQcckHPPPTeVlZU5/fTTPWEMAAAAYCOyxkCob9++ueOOO1Zavvfee6+2ZujQoRk6dOjadQYAAAC0eFV3vlr22KVf2rYZO2F5pu4AAAAAFIxACAAAAKBgBEIAAAAABSMQAgAAACgYgRAAAABAwQiEAAAAAApGIAQAAABQMAIhAAAAgIIRCAEAAAAUjEAIAAAAoGAEQgAAAAAFIxACAAAAKBiBEAAAAEDBCIQAAAAACkYgBAAAAFAwAiEAAACAghEIAQAAABSMQAgAAACgYARCAAAAAAUjEAIAAAAoGIEQAAAAQMEIhAAAAAAKRiAEAAAAUDACIQAAAICCEQgBAAAAFIxACAAAAKBgBEIAAAAABSMQAgAAACgYgRAAAABAwQiEAAAAAApGIAQAAABQMAIhAAAAgIIRCAEAAAAUjEAIAAAAoGAEQgAAAAAFIxACAAAAKBiBEAAAAEDBCIQAAAAACkYgBAAAAFAwAiEAAACAghEIAQAAABSMQAgAAACgYARCAAAAAAUjEAIAAAAoGIEQAAAAQMEIhAAAAAAKRiAEAAAAUDACIQAAAICCabWmAfPnz8/111+fN998MxUVFamtrc3nP//5LF68OKNHj84bb7yRrl275pxzzkl1dXVKpVJuueWWTJ06NW3bts2IESPSu3fv9bEvAAAAAJRhjTOEqqqqMmzYsIwePTqXXXZZxo4dmzlz5mTMmDHZbbfdcu2112a33XbLmDFjkiRTp07N66+/nmuvvTbDhw/PzTff3Ow7AQAAAED51hgIdenSpWGGT/v27dOzZ88sXLgwU6ZMyaBBg5IkgwYNypQpU5Ikjz/+eAYOHJiKiorsvPPOeeedd1JfX9+MuwAAAABAYzTqHkLz5s3L7Nmzs+OOO2bRokXp0qVLkmTzzTfPokWLkiQLFy7Mlltu2VCzxRZbZOHCheuwZQAAAADWxhrvIfSx999/P6NGjcqpp56aDh06rPBaRUVFKioqGrXhurq61NXVJUlGjhy5QogEAAAAbBrq82rZY5fPBurzYpPq3iy76m91TanZEHXrUlmB0JIlSzJq1KgcfPDB2W+//ZIknTt3Tn19fbp06ZL6+vp06tQpSVJTU5P58+c31C5YsCA1NTUrrbO2tja1tbUNvy9fAwAAAGwaqhoxdvlsoKl1Zc98Wa6uKTUboq6xevTosdrX1njJWKlUyg033JCePXvmqKOOaljev3//TJgwIUkyYcKE7Lvvvg3LJ06cmFKplBdeeCEdOnRouLQMAAAAgA1vjaHU888/n4kTJ2bbbbfNeeedlyQ58cQTc+yxx2b06NEZP358w2Pnk2SvvfbKk08+ma9//etp06ZNRowY0bx7AAAAAECjrDEQ6tu3b+64445Vvvbd7353pWUVFRU544wz1r4zAAAAAJpFo54yBgAAAEDLJxACAAAAKBiBEAAAAEDBCIQAAAAACkYgBAAAAFAwAiEAAACAghEIAQAAABSMQAgAAACgYARCAAAAAAUjEAIAAAAoGIEQAAAAQMEIhAAAAAAKRiAEAAAAUDACIQAAAICCEQgBAAAAFIxACAAAAKBgBEIAAAAABSMQAgAAACgYgRAAAABAwQiEAAAAAApGIAQAAABQMAIhAAAAgIIRCAEAAAAUjEAIAAAAoGAEQgAAAAAFIxACAAAAKBiBEAAAAEDBCIQAAAAACkYgBAAAAFAwAiEAAACAghEIAQAAABSMQAgAAACgYARCAAAAAAUjEAIAAAAoGIEQAAAAQMEIhAAAAAAKRiAEAAAAUDACIQAAAICCEQgBAAAAFIxACAAAAKBgWm3oBgAAAICNX9Udc8seu/T4rZuxE9YFM4QAAAAACkYgBAAAAFAwAiEAAACAghEIAQAAABSMQAgAAACgYARCAAAAAAUjEAIAAAAomFZrGvDjH/84Tz75ZDp37pxRo0YlSe64446MGzcunTp1SpKceOKJ2XvvvZMk99xzT8aPH5/Kysqcdtpp2XPPPZuxfQAAAAAaa42B0ODBg3PEEUfk+uuvX2H5kUcemWOOOWaFZXPmzMmkSZNy1VVXpb6+PpdeemmuueaaVFaaiAQAAACwsVhjINSvX7/MmzevrJVNmTIlBx54YFq3bp2tttoq3bt3z6xZs7LzzjuvdaMAAAAARdZqzMNlj11y7IBPXldTmxg7dmwmTpyY3r175+STT051dXUWLlyYnXbaqWFMTU1NFi5c2NRNAAAAANAMmhQIHXbYYTnuuOOSJLfffntuvfXWjBgxolHrqKurS11dXZJk5MiR2XLLLZvSCgAAALAe1Gdu2WOX/xu/Pq82se7FJtW9WXbV3+qaUtOS6lalSYHQ5ptv3vDzkCFDcvnllyf5aEbQggULGl5buHBhampqVrmO2tra1NbWNvw+f/78prQCAAAArAdVjRi7/N/467uuMUHHx3VNqWkJdT169Fjt602623N9fX3Dz5MnT06vXr2SJP3798+kSZPy4YcfZt68eZk7d2523HHHpmwCAAAAgGayxnDp6quvzvTp0/P222/nzDPPzPHHH5/nnnsuL7/8cioqKtK1a9cMHz48SdKrV68ccMABOffcc1NZWZnTTz/dE8YAAAAANjJrDITOPvvslZYdcsghqx0/dOjQDB06dO26AgAAAKDZmL4DAAAAUDACIQAAAICCEQgBAAAAFIxACAAAAKBgBEIAAAAABSMQAgAAACgYgRAAAABAwQiEAAAAAApGIAQAAABQMKwd8sYAACAASURBVAIhAAAAgIIRCAEAAAAUjEAIAAAAoGAEQgAAAAAFIxACAAAAKBiBEAAAAEDBCIQAAAAACkYgBAAAAFAwAiEAAACAghEIAQAAABSMQAgAAACgYARCAAAAAAUjEAIAAAAoGIEQAAAAQMEIhAAAAAAKRiAEAAAAUDACIQAAAICCEQgBAAAAFIxACAAAAKBgBEIAAAAABSMQAgAAACgYgRAAAABAwQiEAAAAAApGIAQAAABQMAIhAAAAgIIRCAEAAAAUjEAIAAAAoGAEQgAAAAAFIxACAAAAKBiBEAAAAEDBCIQAAAAACkYgBAAAAFAwAiEAAACAghEIAQAAABSMQAgAAACgYARCAAAAAAUjEAIAAAAoGIEQAAAAQMEIhAAAAAAKptWaBvz4xz/Ok08+mc6dO2fUqFFJksWLF2f06NF544030rVr15xzzjmprq5OqVTKLbfckqlTp6Zt27YZMWJEevfu3ew7AQAAAED51jhDaPDgwfn2t7+9wrIxY8Zkt912y7XXXpvddtstY8aMSZJMnTo1r7/+eq699toMHz48N998c/N0DQAAAECTrTEQ6tevX6qrq1dYNmXKlAwaNChJMmjQoEyZMiVJ8vjjj2fgwIGpqKjIzjvvnHfeeSf19fXN0DYAAAAATbXGS8ZWZdGiRenSpUuSZPPNN8+iRYuSJAsXLsyWW27ZMG6LLbbIwoULG8YCAABAU715b1XZYzf/wtJm7ARaviYFQsurqKhIRUVFo+vq6upSV1eXJBk5cuQKQRIAAAD8vTdT/hUo/sZc9+ozt+yxyx//+rzaxLoXm1T3ZtlVf6trSk1LqluVJgVCnTt3Tn19fbp06ZL6+vp06tQpSVJTU5P58+c3jFuwYEFqampWuY7a2trU1tY2/L58HQAAAKys/BlC/sZc98o/+ise//Vd15ig4+O6ptS0hLoePXqs9vUmBUL9+/fPhAkTcuyxx2bChAnZd999G5Y/8MADGTBgQGbOnJkOHTq4XAwAAAA2MlW3lx+YLf1Hs602RWsMhK6++upMnz49b7/9ds4888wcf/zxOfbYYzN69OiMHz++4bHzSbLXXnvlySefzNe//vW0adMmI0aMaPYdAAAAAKBx1hgInX322atc/t3vfnelZRUVFTnjjDPWvisAAAAAms0aHzsPAAAAwKZFIAQAAABQMAIhAAAAgIIRCAEAAAAUjEAIAAAAoGAEQgAAAAAFIxACAAAAKBiBEAAAAEDBCIQAAAAACkYgBAAAAFAwAiEAAACAghEIAQAAABSMQAgAAACgYARCAAAAAAUjEAIAAAAoGIEQAAAAQMEIhAAAAAAKRiAEAAAAUDACIQAAAICCEQgBAAAAFIxACAAAAKBgBEIAAAAABSMQAgAAACgYgRAAAABAwbTa0A0AAABA0VX++v2yxy77p3bN2AlFYYYQAAAAQMEIhAAAAAAKRiAEAAAAUDDuIQQAAMAm7d27qsoe2+EfljZjJ7DxMEMIAAAAoGAEQgAAAAAFIxACAAAAKBj3EAIAAIC/s/S/yp8/UXXismbsBJqHGUIAAAAABSMQAgAAACgYl4wBAACwXs27r/w/Rbc6ckkzdgLFZYYQAAAAQMEIhAAAAAAKRiAEAAAAUDACIQAAAICCEQgBAAAAFIynjAEAANAkc8aW/yflNocX42lhFbctK3ts6SRzNNhwnH0AAAAABSMQAgAAACgYl4wBAABAC1X5X2+VPXbZiZ2asRNaGjOEAAAAAApGIAQAAABQMAIhAAAAgIIRCAEAAAAUzFrdVPprX/ta2rVrl8rKylRVVWXkyJFZvHhxRo8enTfeeCNdu3bNOeeck+rq6nXVLwAAAABraa2fMnbRRRelU6e/3al8zJgx2W233XLsscdmzJgxGTNmTE466aS13QwAAAAA68g6v2RsypQpGTRoUJJk0KBBmTJlyrreBAAAAABrYa1nCF122WVJkkMPPTS1tbVZtGhRunTpkiTZfPPNs2jRolXW1dXVpa6uLkkycuTIbLnllmvbCgAAAOvRnLxZ9tjl/+ab18S6N1PfpLpXm1D31yxs0rYWZF6T6hZmThPr3mpSXX3mN7quPnObuK1Xm1j3YpPqyj+7/lbXlJqWVLcqaxUIXXrppampqcmiRYvy/e9/Pz169Fjh9YqKilRUVKyytra2NrW1tQ2/z59f/skIAADAxqD8PylX/JuvqXVV67Gu/Atqlt/Wqv8CXnNdYy7fWRd15R+Rv9U1pWZD1DUm6Pi4rik1LaHu73Oa5a1VIFRTU5Mk6dy5c/bdd9/MmjUrnTt3Tn19fbp06ZL6+voV7i8EAABA83r+odZlj/3UZz9sxk6AjVmT7yH0/vvv57333mv4+emnn862226b/v37Z8KECUmSCRMmZN999103nQIAAACwTjR5htCiRYvywx/+MEmydOnSHHTQQdlzzz3Tp0+fjB49OuPHj2947DwAAAAAG48mB0LdunXLlVdeudLyzTbbLN/97nfXqikAAAAAms86f+w8AAAAABs3gRAAAABAwazVU8YAAABoHs9MbFP22N0GftCMnQCbIjOEAAAAAArGDCEAAIBm9PjD5c/06T/ATB9g/TBDCAAAAKBgBEIAAAAABSMQAgAAACgYgRAAAABAwQiEAAAAAApGIAQAAABQMB47DwAAQGbXtS577A61HzZjJ8D6YIYQAAAAQMEIhAAAAAAKRiAEAAAAUDACIQAAAICCcVNpAACAMjz8SJuyxw444INm7ARg7ZkhBAAAAFAwAiEAAACAgnHJGAAAbOLOffT/K3vsVfu3bcZONh51j7Yue2zt/h82YycAG4ZACAAAWKWRjy0te+wF+1U1YycArGsuGQMAAAAoGDOEAABgPfv6I2+UPfbaA7o2YycAFJUZQgAAAAAFY4YQAEAL9pVJj5Q99qcHHtCMnax7IyZNL3vsjw/s14ydAMCmxwwhAAAAgIIxQwgA2OQNf+QPZY+98YDDmrET1oevPTKz7LHXH7BTM3ay7p39yKKyx159QOdm7GTj8dtHy3+62TH7l//UNIBNnUAIAGgxvvzI/5Q99qYDPteMnQCr89PHyh/7lf2arw8APplACABY7778yO/KHnvTAUc3Yyc01pmTnix77A0H7t2MnbCp+a/Hyr+bxYn7LWvGTgCKwT2EAAAAAArGDCEAIEny5UfvLHvsTft/abm6MY2oO7ZRPbVEwydNKHvsjQcOWq7uz42oO6hRPQEA/D2BEAAAJPl/j8wue+yPDtihGTsBgOYnEAI2Ob8fd1rZY48ackszdgIAALBxEggBABTQVyZNKXvsTw/ctxk7AQA2BIEQAGxivvzof5U99qb9T2zGTmDTd9Yj/1f22OsO6NmMnQBA4wiEAFjnvvPYv5Q99rL9/rMZO2nZznjsF2WPvXm/U5qxk+IaPml82WNvPPCQZuwEAGDdEggBtCA/+1P590c6/WD3RwIAAFatckM3AAAAAMD6ZYYQwFq644/lz9o5frBZO6tz+uPlX2b2s/5rf5nZ6ZMvL397nzm/4eczJl9Xdt3NnzmrUT0BAMD6IhACNlpjHzy17LGHH/rztd7ePePLD3a+eEjLCnZ+9HD5Ycv/G/C3sOXyR8qvO/8A9wJanTMeu6nssTfv9+Vm7AQ2jK9OerrssT85cPdm7AQA+JhACGiUiWPLDwgGHi4gWJ3bJpYfPp00sGWFTwAAwMZPIARAi3b6lO+UPfZn+17WjJ0AAEDLIRCCgnqkETN9DjDTBwAAYJMiEKJFee13Xyl7bI+jf7rW25t5X/n38tjpyPLvEbIqT/3PGWWP3eNzN6/VtgAAACg2gdAmaNndl5Q9tnLoRc3Yycbj5d8PL3vs9kfduNbbm35/+eFOv88XI9wZ94fy75kz5DD3zAEAAGhOlRu6AQAAAADWLzOENmIVY64te2zp2K83YycAAADApkQgBC3c4w+cXvbY/kf8rBk7AQAAoKVotkBo2rRpueWWW7Js2bIMGTIkxx577BprWt87vuz1f/iFQ9amPVbhg/8eUfbYNsf9uBk7AQAAAJpTswRCy5Yty89+9rP827/9W7bYYotceOGF6d+/f7bZZpvm2FyLUHlv+TfJXfaF8m++uzF4+56vlj12sy/+pOHn+feeWXbdll+4oVE9AQAAAKvXLIHQrFmz0r1793Tr1i1JcuCBB2bKlCnNEgi1/u0DZY/98Jgjlqv7bSPqjmn4udVvby+7bskx/1j2WAAAAID1paJUKpXW9UofffTRTJs2LWee+dEMkIkTJ2bmzJk5/fS/3eukrq4udXV1SZKRI0eu6xYAAAAAWI0N9tj52trajBw5co1h0AUXXNCk9a/PupbQ4/quawk9NrWuJfS4vutaQo9NrWsJPa7vupbQY1PrWkKP67uuJfTY1LqW0OP6rmsJPTa1riX0uL7rWkKPTa1rCT2u77qW0GNT61pCj+u7riX02NS6ltDj+q5r6raaJRCqqanJggULGn5fsGBBampqmmNTAAAAADRSswRCffr0ydy5czNv3rwsWbIkkyZNSv/+/ZtjUwAAAAA0UtXFF1988bpeaWVlZbp3757rrrsuDzzwQA4++ODsv//+TV5f7969N/q6ltDj+q5rCT02ta4l9Li+61pCj02tawk9ru+6ltBjU+taQo/ru64l9NjUupbQ4/quawk9NrWuJfS4vutaQo9NrWsJPa7vupbQY1PrWkKP67uuJfTY1LqW0OP6rmtKTbPcVBoAAACAjdcGu6k0AAAAABuGQAgAAACgYARCAAAAAAUjEAIAAAAomFYbugEAAAAAyvPuu+9m2rRpWbhwYZKkpqYme+yxRzp27Nio9TTLY+fXxrPPPpvf/e53qauryyOPPJLZs2dnq622SnV19SfWTZs2raHu4Ycfzl/+8pdUVVWle/fuTerjv//7v9OvX79P3N706dPTsWPHFQ76+PHjs8MOO6w0vlQq5ZFHHsmcOXOyzTbb5Nlnn819992XefPmpXfv3qmoqFjldt566620bdu24feJEydm3LhxWbBgQXbYYYfV1k2ePDmdO3dOmzZt8tZbb+Wmm27K7bffnunTp2fnnXdOhw4dVln3i1/8Iu3atcuWW2652n3/e4sXL85vf/vbzJ07NzvssEPuueee3HvvvZk9e3b69OmTNm3arLa2qe/3//3f/2X8+PGZNGlSpk6dmldeeSXV1dXp1KlT2X0v76GHHlrl+7b89l555ZV07tw5rVr9LUedNm3aas+xWbNmZeHChampqcmcOXMyceLELF68OFtvvXWjevvRj36Uz3zmM42qmTFjRh599NG89957n/i/gZkzZ6Z9+/Zp3bp1Pvjgg9x111353e9+l5dffjk77rhjWrduvVLN/fffny5duqz2HFqdJUuW5E9/+lPeeuutdOvWLX/+85/z4IMPZt68edl+++1TWbn6CYt//etfG97vp59+OvPmzcvWW2+9yv6Wtz7Pk6acI8nGf5405RxJWtZ5si4/P9b1Z0fS9M+PVbnkkksyePDg1b7eEj5zkvX/ubOxf8dI1t15sqZzJNn0zxPfRddsUzlPNvXvsJvqd5Nk0/8O67vJipry70lL+cxJGv/vyYQJE3LttdemsrIybdq0ydKlS/PKK6/k17/+dTp27Jjtt9++7L43qkDo17/+dZ5//vnssssumTt3brp165bu3bvntttuS3V1dXr16rXKup///OeZOnVq+vfvn7322it9+/ZNdXV1xo0bl1mzZmWvvfZqdC/XXXddjjrqqNX2+ec//zmVlZX5zW9+k4qKiuy0005JkhtuuCGHHnroSjU/+9nPMmvWrMyePTtPPvlkZs2alU9/+tN55plnMmPGjNX2+N3vfrdhfXfddVeefPLJ7LHHHpk2bVpeeOGF7Lnnnqus++EPf5hjjjkmSfLjH/84ffr0yT/90z+lsrIyd911VwYNGrTa/Z45c2buvvvu1NfXZ7PNNkuXLl0+8ViNGjUqHTt2zBtvvJHf/e53adu2bWprazN//vzU1dVlwIABqz2OTXm/x4wZkzvvvDPbbrttevbsmZqamrz33nu588478+6776Zv376f2O+qXHHFFat9v++///7ceuut+etf/5o77rgjW221VXr27JkkGT169Crf7zvvvDMPPPBAnnjiicybNy91dXWpqanJxIkTU19fn1122WWV27r88svz8MMPN/z35z//OVOnTs3MmTPz8MMP56CDDlpl3YUXXpja2tokSV1dXe68885069YtDz30UN56663VHpPLLrssn/vc51JZWZmbb745pVIptbW1WbBgQerq6nLggQeuVPP9738/EydOzJQpU/LBBx9kq622WuEf6NX50Y9+lNdeey0zZszI1KlT8/LLL2f33XfPjBkz8vjjj6/2C8P999+f++67LzU1NZk+fXo6deqUJUuW5Je//GV69eqVrbbaapV16/M8aco5krSM86Qp50jScs6Tdf35sa4/O5Kmf35861vfyh/+8IeG/8aOHZuXX345jzzySP7whz/ksMMOW6mmJXzmJOv3c6clfMdImnaeNOUcSTbt88R30ZVtyufJpvwddlP+bpJs2t9hfTdZWVP+PWkJnzlJ0/49GT16dH7wgx9k//33T79+/dKvX7/ss88+GThwYK6//vp87nOfW2O/H9uoLhl74oknMmrUqCTJgAEDcvHFF2fYsGHZf//9c9FFF+WAAw5YZd3UqVNzzTXXrLT8wAMPzDe+8Y2cdtppq6w75ZRTVrm8VCrlgw8++MQ+r7jiilRVVeVLX/pSrr322vz1r3/NqaeemlKptMqav/zlLxk1alSWLFmS4cOH58Ybb0yrVq0yYMCAnH/++avd1vLrmzx5ci655JK0a9cuBx100CfWLVu2rOHn119/Peecc06SZPDgwbnvvvtWW7fFFltk5MiRee211zJp0qRcd911WbZsWQYMGJABAwakR48eK9UsXLgwF154YUqlUs4888x8nDHusssuOe+881a7raa+3w899FBGjRq1wv/TkSRHHXVUzj333Bx77LGrrPvWt761yuWlUimLFi1abZ/jxo3L5Zdfnnbt2mXevHm56qqr8sYbb+Tzn//8at/vRx99NFdeeWU+/PDDDB8+PD/5yU/SoUOHHHPMMfn2t7+doUOHrrJu4cKF6dmzZ4YMGZKKioqUSqW89NJLOfroo1fbX5IsXbp0hX7//d//PZ06dcrRRx+d73znO6s9JqVSKVVVVUmSl156KZdffnmSpG/fvqt977p165aRI0fmmWeeyaRJk3LHHXekd+/eGTBgQPbbb7+0b99+lXWvvvpqfvjDH2bp0qU588wz89Of/jSVlZU5+OCDP/E8GTduXK688spUVlbmqKOOyg9+8INcfPHFOfTQQ3PFFVfkiiuuWGXd+jxPmnKOJC3jPGnKOZK0nPOkKZ8f6/OzI2n650fXrl3Tvn37/MM//EPatGmTUqmUiy66qMV/5iTr93OnJXzHSP7/9s49KMrr/sOfvbBcdIGF5WLkEoFGIwYoMjZ24iVtndg6mYSUZFo7EtHaqMGqKQIZE4uJqUYDDXVSh46MLWk79QIYW+wwqdeEsaKJGhBRsQECKDe5uizssuf3B7Pvj8te3+ArZ/f7zDiDC897Pufs2fccDu97XnH9REwfMdfBjKv1E5qLTsSV+4krz2FdeW5irrurzmFpbmK5HmYcPZ/wMOYA4s8nlq6KksvlNt83S0ypBSG5XI7+/n5Mnz4dXV1dwps4ffp0mxXz8PBAXV0dYmJixrx+584dm5fj+fj4YPfu3fD395/wvQ0bNlj1TCaTcAKaNm0asrKyUFBQgLy8PBiNRouO+eeVSiWio6OFgUChUNi8pG5oaAhff/01GGMwmUzw8vISjmPr8sTY2FgcPnwYycnJiI2NRWVlJRYsWIDq6mqbl0maszz22GNISUlBSkoKGhoaUFFRgd27d2P//v0THMYY+vv7odfrodfr0dbWhuDgYPT19VltD0D8+y2TydDV1YWgoKAxr3d1ddlsy56eHmzfvn3CfZWMMbz99ttWPcaY0O7BwcHIyclBbm4u2tvbreZUKBSQy+Xw9PRESEiI0OYqlcpmxt27d+PkyZMoKSnBqlWr8Pjjj0OlUtm8zNOcsb+/H4wxMMaEy469vLyEvmeJ8PBwnDlzBs8++ywiIyNx584dREdHo6WlZcJkxYxMJoNcLkd8fDzi4+NhNBpx9epVfP755/j4449RWFhoNaPRaIRer8fg4CB0Oh2mT58Og8EwZjJgieHhYcjlchgMBuj1egCAVqu16UnZT8T0EYCPfiKmjwD89BMx44eUYwcgfvzIyspCZWUl/vSnP+H5559HUlISFArFhM/EaHgYcwBpxx0e5hiAuH4ipo8Art1PaC46EVfuJ648h3XluQng2nNYmptMRMz5hIcxBxB3PklOTkZWVhbi4uIQGBgIAOjo6EBVVRV++tOfWi3LElNqQSg5ORmZmZmYMWMGWlpasG7dOgAj9wxGRkZa9TZu3IiDBw9iYGBAaJDOzk74+Pjg9ddft+otWbIEHR0dFj841i7pAkZWl2tqaoQTnFwux4YNG/CPf/wDFy9etOj4+/tDr9fDy8sL27dvF17v7u62+UuVRqNBUVERAAidRKPRoK+vz+ZJcs2aNSgpKcHmzZsBAGVlZfD09MT8+fOxadMmq56lThcZGYnIyEisXLnSovPiiy8KK64bNmxAQUEBAKCpqQkvv/yy1bLEvt+rV6/GO++8gxkzZoz5ANy7dw9r16616iUmJkKv11u8p9LWYOXn54f6+nrB8/LyQnZ2Ng4cOIDGxkaLjlKpxODgIDw9PbFnzx7hdZ1OZ3MSZP4LwsKFC/GXv/wFfn5+dgca83Gzs7PBGBMmGxqNBnq93uagv379ehw6dAglJSVQq9V46623EBgYiMDAQLz22msWnfHHUyqVSEpKQlJSEgYHB62W9eyzz2LLli0wmUz42c9+hry8PAQHB+P27dtWbzsCgB/+8Id48803ERMTg9raWrzwwgsARvqJrfv0pewnYvoIwEc/EdNHAH76iZjxQ8qxAxA/fgDAggULEBcXh8OHD+P06dM2JyQAH2MOIO24w8McAxDfT5ztI4Br9xOai1pGTD/x9/ef8v3Eleewrjw3AVx7Dktzk4mIGXd4GHMAceeTpUuXIikpCdeuXRM2lY6NjcXKlSvt7mM2Hhlz9pqih0x/fz9aW1sRGhrq9A7Z3d3dY3bZtvSBmAzMl91Z2hjKvAGbo5hXmv38/JzKYDKZYDAYHLrvVafTYXh4GGq12qE85hVXZ/OYL90cHh5GfX09AgIC7N5vKfb9NplMwoZ3wMj7HRMTY3OgEktnZycUCoXF/lRbW2vx3maDwWBxBb+3txfd3d2IiIhwqOwvv/wStbW1Nk8+thgcHERPT4/Ve5TN6HQ6tLW1wWQy2f3stLS0WL1U0h6j368HDx6gqqoKWq12wl9AxvPNN9+gubkZ4eHhwv3vjiBVPxHTRwC++okzfQTgq58A0owfkzl2AM6PH/X19bh165bV+/NtMdXGHHMmKccdHucYgHP95Nv0EcB1+gnNRW3jav3EVeew7jA3AVx3DgvQ3MQRHD2fTOUxB3i0c5Mptak0MNIZAwICJnTK5uZmu7vvK5VKBAYGQqPRCG/i+B3JLWE0GiechG15CoUCCoXComevQ453lEolhoaGnM4ok8mg0+kc8jw9Pcf8nK26mVd0nW0TmUwGk8kEuVwOuVyOgIAAeHt7221/lUoFX1/fCR86ex5jDAEBAQgPD0doaCj6+vqgUqls7t4O/P+HVCaTwWg0or6+Hh4eHjY9Hx8f4R7X8Z61QUWhUFgsa/r06XYviRztBQUFQa1W281orW7e3t52T0AmkwlKpRIajQZqtRr37t2zWZ5arRbVjgDg6ekJLy8v4ZJdo9GIkJAQu55arcbMmTPh5+fnVHkymQyBgYEICwtDWFgYLl++LGyU5wzl5eU2B3wfH58Jfdjs2HpCgaW/aJSXlyM2NtapRWLzXxTsTUosUV5ejtmzZ9sdfDw8PODv7w+NRoNz587ZLcvSgGuvHc14e3sL9/GrVCpcv37doaeU+Pn5ISwsTBgrHC0PGPnLqUajgbe3N9ra2hw6n5jR6/VobGy065jHDkueM++32fPx8XFoYmPGy8tL+Nw4WzdPT0+reyuMx8PDA4wxh9pk/F8RHW1L4P8v/QdGJrT9/f3C00RsMXqe4Uh5RqMRMplMOJ82Nzfj2rVrdp+AY/bMl55XV1fj4sWL0Ol0Np/UwxiDUqm06EVFRTld3tDQkNWnjYx3mpqa0NHRYTejtbIGBgYQFhbmkOfh4YHbt2871CYARLWleS5j7ic1NTW4ffs2TCaTVc88bzL3EUfLamhogL+/v3AuGT0XtYXZc5ampibhyoHxWPusWitLqVTazDre8/f3R3R0tN2M1sqTyWQ2ryAY7Xl4eDi0cASM/K7gbFs2NDRAo9EIfWT0HNaeFxwcbPF3Fnt0dnYiICAAUVFRUKlUaGlpAQC740BHRwcYY1CpVGhra0NVVRVMJpNVz8fHR7gVa7xj6/1TKBQWy/Lw8LC7GDTaM493tjLaqptcLre7eNPR0QGlUong4GAYDAbh822tPLVa7XQ7mnnw4AG8vLygUqnQ3d2Nrq4u+Pv72/UMBgNmzpyJwMBAp8oDRvp0Z2cn9Ho9PD09HXoS3Z07d1BXV4e7d++OuQXPGua5iSXPkXF/vBcQEODQuc/sDQwMICoqyuGn7I0vb/wT9Kw5DQ0NuH//vkNtYj6es20JjJzfvv76a9TV1aG1tRUajcbuoiYwMjfp6upCQ0ODQ+XV19dj3759+M9//oO6ujpUVVXh3//+Nz777DPMmjXLoU2wzUy5BSFrZGVlWd0dvbq6Gjt27MAnn3yCqqoq5iNp7AAAEIxJREFUzJkzR/jlZvSO5I/S4yEjL3UzbyRWVlaG0NBQHDhwADU1NSguLkZoaKjVwUNKj4eMrl63f/3rX7h169aYf8XFxVAoFLh16xaeeOIJh7ybN2/a9cQ4k+lJWbeHWdaj8A4ePIjExEQAI38x3blzJ/73v/+hpKQEjz32mMVfAMU4vHg8ZJTay8rKwve//32oVCqcOHEC5eXlCA4ORkVFBZqbm/HUU09ZLMuW19TUhLi4OKc9seVZ81y5bg+jTWzV7bXXXsNnn32Gnp4e+Pv7O/zLjZQeDxml9qTOePz4cRQWFuLs2bPw8PBAYWEhDAYDysrKYDAYrI5V1ryTJ09a9cQ4ru7xkBEYWbzOzc3FzZs38emnn6K3txcXLlzA+fPnMW/ePIv734hxXN3jIaNY77333sPatWuxcuVKLFmyBEuWLMHy5csRHh6OgoIC5664YlOIwsJCq/9SU1OtetnZ2ayxsZExxtiFCxfYpk2b2M2bNxljjG3btm1KeDxk5KVu27ZtY11dXay1tZWlpqay5uZmxhhjbW1tLCsra0p4PGR09bqtWrWK5eXlsaNHj7IjR46wI0eOsNWrVwtfT6YnZVlUt8n1MjMzha9zcnLYnTt3GGOM3bt3z2r/EuPw4vGQUWrvjTfeEL7Oyspig4ODjDHGjEYj+81vfmO1LB48HjJK7Ykta9u2bayhoYH9/e9/Z+np6SwjI4OVlpay1tZWq47UHg8Zpfakzrh161Y2ODjIent72apVq1hPTw9jjLGBgYExfW8yPCnL4sXjISNjI/3L/LOtra1s7969jDHGrl27xt59991Jc1zd4yGjWG/Tpk1Wj5eenm71e5aYUptKnz17FqmpqRYv+6qoqLDqGY1GhIeHAwCefvppzJw5Ex988AF+8Ytf2NzlXEqPh4y81A2AcEmwVqsVrhAJCgqy+5g9KT0eMrpy3fLy8lBUVAS9Xo+XX34Znp6eOHfunM1N3cR6UpZFdZtcbzSjb8kJCQlx6LGdYhxePB4ySuF5e3ujsbERERERUKvVGBoagkqlwvDwsM2yePB4yMhLm8hkMkRERCAiIgI///nPUVdXh4qKCuzYsQNarRa7du165B4PGV29TeRyOVQqFZRKJVQqlbD5q71bbMR4UpbFi8dDRmDkNjvzVWdarRYdHR0AgLi4OPz5z3+eNMfVPR4yivUSEhKwe/duLFmyZMzG4+fOnUNCQoLVsiwxpRaEoqOjER4ejtmzZ0/43tGjR616CoUC3d3dwi+N4eHh2LFjB/bs2YPW1tYp4fGQkZe6ARD2Kxr9GEWTyWR3l3opPR4yivV4yKjVavHGG2/g0qVL2LVrF1asWGGzjG/jSVmW1B4PGb+N19zcjIyMDDDG0N7eLjz201b/EuPw4vGQUWpv3bp12L9/PyIjI+Hn54c333wTTz75JBobG5GcnGy1LB48HjLy0ibjF4tiYmIQExOD1NRU3LhxY0p4PGSU2pM646xZs5Cfn4/BwUHMmzcPH330ERISElBdXW1zw2ExnpRl8eLxkBEAoqKicODAAcybNw+XL18WngA2ODgoPJJ8MhxX93jIKNZbs2YNrly5gkuXLo3ZVPq5554Tbo13lCn1lLH+/n6nNo8z89VXX8HX13fCpokPHjxAeXk5XnrppUfu8ZCRl7rV1dUhIiJiwiZ+bW1tqK2txeLFix+5x0NGV6/baPR6PY4ePYq6ujrs3LnT7s9/G0/KsqT2eMjorNfe3j7m/xqNBkqlEr29vbhx4wa+973vTYrDi8dDxkfhmUwmXLt2DXfv3sXw8DACAwMRHx9vdzN2HjweMkrtiXE+//xzPPPMMzazPGqPh4xSe1JnHB4exoULFyCTyfD000/j9u3bqKiogFarxXPPPWf1yhExnpRl8eLxkBEYuYvi1KlTaGpqQmRkJH7wgx9ALpdjaGgIPT09Fh9QI8ZxdY+HjN/Gmyym1IIQQRAEQRAEQRAEQRAEYRmdTofS0lJcvnwZ3d3dkMlk8PPzQ1JSEl588UWnHl0/pRaE9Ho9PvnkE1y8eBGdnZ1QKpUIDQ3FsmXLsHTpUq49HjJS3ahN3L1u1CZ8ZqQ2obpRm1DdqE3cu27UJnxmpDax7VVWVqKjo8OpujnjuLrHQ0ax3nvvvYfY2FgsXbpU2H6lu7sbZ8+eRXV1Nd566y2r5Y1nSj12Pi8vD7Nnz0ZKSgp8fX0xa9YspKSk4Ny5c6irq7P6WFEePB4yUt2oTdy9btQm7lU3ahP3qhu1iXvVjdrEvepGbeJedaM2ca+6UZtM9IqLi7F169Yxtx16eXlhzpw5KC4uxo9//GOLZVnEqWeSPWQyMjLG/D87O5sxxtjw8DDbvHkz1x4PGcV6PGSU2uMho1iPh4xSezxkFOvxkFFqj4eMYj0eMkrt8ZBRrMdDRqk9HjKK9XjIKLXHQ0axHg8ZpfZ4yCjW4yGj1B4PGcV67777Ljt+/Djr6uoSXuvq6mKlpaXsnXfesVqWJeSOLx09fDw9PVFbWwsAuHz5svBoPrlcbvNRnzx4PGSkuk2ex0NGqtvkeTxkpLpNnsdDRqrb5Hk8ZKS6TZ7HQ0aq2+R5PGSkuk2ex0NGqtvkeTxkFOtt2bIFfX19yMnJQVpaGtLS0rBz50709/dj69atVsuyxJS6ZSw6OhqFhYX429/+hrt372LdunVQq9Xo7e2FSqXCd77zHW49HjJS3ahN3L1u1CbuVTdqE/eqG7WJe9WN2sS96kZt4l51ozZxr7pRm0z0VCoVAgMDMWfOHLz66qtISUnB8uXLERcXh5qaGoSGhlosyyJOXU/0CDl9+rTLejxkFOvxkFFqj4eMYj0eMkrt8ZBRrMdDRqk9HjKK9XjIKLXHQ0axHg8ZpfZ4yCjW4yGj1B4PGcV6PGSU2uMho1iPh4xSezxktOWVlZWxX//61+z9999nGzduZJWVlcL3MjMznSpjSt0yZosjR464rMdDRrEeDxml9njIKNbjIaPUHg8ZxXo8ZJTa4yGjWI+HjFJ7PGQU6/GQUWqPh4xiPR4ySu3xkFGsx0NGqT0eMor1eMgotcdDRlveqVOn8P777yMzMxO//e1vUVxcjJMnTwKAzdvTLKEUlewhkZGRYfF1xhh6enq49njIKNbjIaPUHg8ZxXo8ZJTa4yGjWI+HjFJ7PGQU6/GQUWqPh4xiPR4ySu3xkFGsx0NGqT0eMor1eMgotcdDRrEeDxml9njIKNZjjAlPGAsODkZOTg5yc3PR3t7O94JQT08Ptm/fjmnTpo15nTGGt99+m2uPh4xiPR4ySu3xkFGsx0NGqT0eMor1eMgotcdDRrEeDxml9njIKNbjIaPUHg8ZxXo8ZJTa4yGjWI+HjFJ7PGQU6/GQUWqPh4xiPT8/P9TX1+Pxxx8HMPLI+ezsbBw4cACNjY1Wy7LElFoQSkxMhF6vFyo2mrlz53Lt8ZBRrMdDRqk9HjKK9XjIKLXHQ0axHg8ZpfZ4yCjW4yGj1B4PGcV6PGSU2uMho1iPh4xSezxkFOvxkFFqj4eMYj0eMkrt8ZBRrJeeng6FQjHmNYVCgfT0dPzoRz+yWpYlZMzZa4oIgiAIgiAIgiAIgiAIruFmU2mCIAiCIAiCIAiCIAhicqAFIYIgCIIgCIIgCIIgCDeDFoQIgiAIgnBJcnJycOrUqUcdgyAIgiAIYkoypTaVJgiCIAiCGM3rr7+O7u5uyOVyeHl5ISEhAWvXrhUet8oLf/jDH6BUKrFx40bhtZqaGnzwwQfIzc2FRqN5hOkIgiAIgnBH6AohgiAIgiCmNFlZWfj444+xb98+1NfXo7S09FFHcpq0tDRcuXIFX331FQBgaGgIBQUFSE1NnbTFoOHh4Uk5DkEQBEEQ7gFdIUQQBEEQBBf4+/sjPj4e9fX1wmu3bt1CUVERmpqaEBQUhNWrVyM2Ntaif/r0afzzn/9Ed3c3YmJi8Ktf/QpBQUEAgEOHDqGyshI6nQ6hoaFYvXo1nnzySQBAXV0dDh48iLt370KlUuGZZ57Bq6++6lT5arUaa9asQUFBAXJzc1FSUoKQkBAsXbrU5jHOnDmDEydOoLOzE76+vnjhhRewbNkyAMD169exf/9+LF++HGVlZYiLi8OmTZsmrb0JgiAIgnBtaEGIIAiCIAgu6OzsxJUrVzBv3jwAwP3797Fnzx6kp6cjISEB1dXVyM3NxYcffghfX98x7qVLl1BaWoqsrCzMmDEDx48fR35+Pnbt2gUAiI6ORkpKCnx8fHDy5Enk5eXho48+gkqlwqFDh/CTn/wEixcvhl6vR2Njo9PlA8DChQtRUVGB/Px83Lx5E3v37rV7DD8/P2RlZSEkJAQ3btzA7373O0RHRyMqKgoA0N3djf7+fvzxj38EY+xhNj9BEARBEC4G3TJGEARBEMSUZt++fUhNTcWGDRvg5+eHV155BQBw/vx5fPe730ViYiLkcjni4uIQHR2NL7/8csIxPv30UyQnJyMsLAwKhQLJycmor69He3s7AGDx4sVQq9VQKBR4/vnnYTQa0dLSAgBQKpW4d+8eent74eXlhSeeeMLp8s388pe/RHV1NVJSUqDVau0eIzExEaGhoZDJZJg7dy7i4uJQW1srHE8mk+GVV16Bh4cHVCrV5DQ4QRAEQRBuAV0hRBAEQRDElGbbtm2Ii4tDTU0N8vPz0dfXh2nTpqGjowP//e9/8cUXXwg/Ozw8bPGWrfb2dhw6dAhFRUXCa4wx3L9/H0FBQThx4gTOnDmD+/fvQyaTYWBgAH19fQCA9evX4/Dhw9i6dSuCg4ORkpKC+fPnO1W+GX9/f/j6+iIsLAwA7B7jypUrOHbsGFpaWsAYw+DgICIiIoSf9fX1pYUggiAIgiBEQQtCBEEQBEFwwdy5c7F06VIUFRUhMzMTgYGBWLRoEdavX2/X1Wq1eOmll7Bo0aIJ37tx4wZOnDiBHTt2ICwsDHK5HGlpacItWDNmzMCWLVtgMplQWVmJvLw8FBYWOlW+NWwdw2AwIDc3F+np6UhKSoJSqcTevXvH/IxMJhNdNkEQBEEQ7g3dMkYQBEEQBDesWLECVVVVqK+vx6JFi/DFF1/g6tWrMJlMGBoawvXr19HZ2TnBW7ZsGY4fP45vvvkGAKDT6XDhwgUAwMDAABQKBXx9fWEymXDs2DHodDrBPX/+PHp7eyGXy+Hj4wMAkMvlTpVvDVvHMBqNMBgM8PX1hUKhGPOUMoIgCIIgiG8LXSFEEARBEAQ3+Pr6YvHixTh27BgyMjKQmZmJv/71r8jPz4dcLkdMTAzWrVs3wVuwYAH0ej0+/PBDdHR0wMfHB0899RQWLlyIhIQExMfHY/PmzfD09MSKFSug1WoF9+rVqygqKsLg4CCCgoKwefNmqFQqaLVah8u3hq1jeHt7Iy0tDb///e9hMBgwf/58JCUlTUo7EgRBEARByBg9koIgCIIgCIIgCIIgCMKtoFvGCIIgCIIgCIIgCIIg3AxaECIIgiAIgiAIgiAIgnAzaEGIIAiCIAiCIAiCIAjCzaAFIYIgCIIgCIIgCIIgCDeDFoQIgiAIgiAIgiAIgiDcDFoQIgiCIAiCIAiCIAiCcDNoQYggCIIgCIIgCIIgCMLNoAUhgiAIgiAIgiAIgiAIN4MWhAiCIAiCIAiCIAiCINyM/wNMDdCreKMf6AAAAABJRU5ErkJggg==\n","text/plain":["
"]},"metadata":{}}]},{"cell_type":"markdown","metadata":{"id":"mxP9o4DR00Jm"},"source":["Alright, looks like our users were mainly interested in rating/watching the 90s Movies."]},{"cell_type":"markdown","metadata":{"id":"uf26JeZ007UE"},"source":["**What are the worst movies per rating?**"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":575},"id":"WeTlrxmh0_O9","executionInfo":{"status":"ok","timestamp":1636010573692,"user_tz":-330,"elapsed":4327,"user":{"displayName":"Sparsh Agarwal","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13037694610922482904"}},"outputId":"78fb5d2f-c161-41ee-bd08-e70e433236b2"},"source":["movies_ratings_sum = df.groupby('movie_id').sum().user_rating.sort_values()\n","movies_ratings_sum.index = df.iloc[movies_ratings_sum.index].movie_title\n","# Will show movies with 0 < total_rating<= 10\n","lowest_rated_movies = movies_ratings_sum[movies_ratings_sum <= 10]\n","\n","\n","wordcloud = WordCloud(min_font_size=7, width=1200, height=800, random_state=21, max_font_size=50, relative_scaling=0.2, colormap='Dark2')\n","# Substracted lowest_rated_movies from 11 so that we can have greater font size of least rated movies.\n","wordcloud.generate_from_frequencies(frequencies=(11-lowest_rated_movies).to_dict())\n","plt.figure(figsize=(16,10))\n","plt.imshow(wordcloud, interpolation=\"bilinear\")\n","plt.axis(\"off\")\n","plt.show()"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
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