zomato-rating-prediction.ipynb

{"cells":[{"source":"<a href=\"https://www.kaggle.com/code/adhoppin/zomato-rating-prediction?scriptVersionId=95728613\" target=\"_blank\"><img align=\"left\" alt=\"Kaggle\" title=\"Open in Kaggle\" src=\"https://kaggle.com/static/images/open-in-kaggle.svg\"></a>","metadata":{},"cell_type":"markdown","outputs":[],"execution_count":0},{"cell_type":"markdown","id":"6a44d54a","metadata":{"papermill":{"duration":0.098297,"end_time":"2022-05-16T06:08:20.610395","exception":false,"start_time":"2022-05-16T06:08:20.512098","status":"completed"},"tags":[]},"source":["# Zomato Restaurant Ratings"]},{"cell_type":"markdown","id":"42f233f9","metadata":{"papermill":{"duration":0.097228,"end_time":"2022-05-16T06:08:20.804975","exception":false,"start_time":"2022-05-16T06:08:20.707747","status":"completed"},"tags":[]},"source":["# **ABSTRACT**\n","\n","Zomato is one of the best online food delivery apps which gives the users the ratings and the reviews on restaurants all over india.These ratings and the Reviews are considered as one of the most important deciding factors which determine how good a restaurant is. \n","\n","We will therefore use the real time Data set with variuos features a user would look into regarding a restaurant. We will be considering Banglore City in this analysis.\n","\n","Content\n","The basic idea of analyzing the Zomato dataset is to get a fair idea about the factors affecting the establishment\n","of different types of restaurant at different places in Bengaluru, aggregate rating of each restaurant, Bengaluru\n","being one such city has more than 12,000 restaurants with restaurants serving dishes from all over the world.\n","\n","With each day new restaurants opening the industry has’nt been saturated yet and the demand is increasing\n","day by day. Inspite of increasing demand it however has become difficult for new restaurants to compete with\n","established restaurants. Most of them serving the same food. Bengaluru being an IT capital of India. Most of the people here are dependent mainly on the restaurant food as they don’t have time to cook for themselves.\n","\n","With such an overwhelming demand of restaurants it has therefore become important to study the demography\n","of a location. What kind of a food is more popular in a locality. Do the entire locality loves vegetarian food.\n","If yes then is that locality populated by a particular sect of people for eg. Jain, Marwaris, Gujaratis who are\n","mostly vegetarian. These kind of analysis can be done using the data, by studying the factors such as\n","\n","    • Location of the restaurant\n","    • Approx Price of food\n","    • Theme based restaurant or not\n","    • Which locality of that city serves that cuisines with maximum number of restaurants\n","    • The needs of people who are striving to get the best cuisine of the neighborhood\n","    • Is a particular neighborhood famous for its own kind of food.\n","\n","“Just so that you have a good meal the next time you step out”\n","\n","The data is accurate to that available on the zomato website until 15 March 2019.\n","The data was scraped from Zomato in two phase. After going through the structure of the website I found that for each neighborhood there are 6-7 category of restaurants viz. Buffet, Cafes, Delivery, Desserts, Dine-out, Drinks & nightlife, Pubs and bars.\n","\n","Phase I,\n","\n","In Phase I of extraction only the URL, name and address of the restaurant were extracted which were visible on the front page. The URl's for each of the restaurants on the zomato were recorded in the csv file so that later the data can be extracted individually for each restaurant. This made the extraction process easier and reduced the extra load on my machine. The data for each neighborhood and each category can be found here\n","\n","Phase II,\n","\n","In Phase II the recorded data for each restaurant and each category was read and data for each restaurant was scraped individually. 15 variables were scraped in this phase. For each of the neighborhood and for each category their onlineorder, booktable, rate, votes, phone, location, resttype, dishliked, cuisines, approxcost(for two people), reviewslist, menu_item was extracted. See section 5 for more details about the variables.\n","\n","Acknowledgements\n","The data scraped was entirely for educational purposes only. Note that I don’t claim any copyright for the data. All copyrights for the data is owned by Zomato Media Pvt. Ltd..\n","\n","         Source: Kaggle"]},{"cell_type":"markdown","id":"38ee41a8","metadata":{"papermill":{"duration":0.096875,"end_time":"2022-05-16T06:08:21.001002","exception":false,"start_time":"2022-05-16T06:08:20.904127","status":"completed"},"tags":[]},"source":["**Main Objective:**\n","\n","The main agenda of this project is:\n","\n",">> Perform extensive **Exploratory Data Analysis(EDA)** on the Zomato Dataset.\n","\n",">>Build an appropriate **Machine Learning Model** that will help various Zomato Restaurants to predict their respective Ratings based on certain features\n","\n"]},{"cell_type":"markdown","id":"e8b310eb","metadata":{"papermill":{"duration":0.095041,"end_time":"2022-05-16T06:08:21.19338","exception":false,"start_time":"2022-05-16T06:08:21.098339","status":"completed"},"tags":[]},"source":["## Feature description\n","\n","1. <b>url </B> contains the url of the restaurant in the zomato website\n","\n","2. **address** contains the address of the restaurant in Bengaluru\n","\n","3. **name** contains the name of the restaurant\n","\n","4. **online_order** whether online ordering is available in the restaurant or not\n","\n","5. **book_table** table book option available or not\n","\n","6. **rate** contains the overall rating of the restaurant out of 5\n","\n","7. **votes** contains total number of rating for the restaurant as of the above mentioned date\n","\n","8. **phone** contains the phone number of the restaurant\n","\n","9. **location** contains the neighborhood in which the restaurant is located\n","\n","10. **rest_type** restaurant type\n","\n","11. **dish_liked** dishes people liked in the restaurant\n","\n","12. **cuisines** food styles, separated by comma\n","\n","13. **approx_cost**(for two people) contains the approximate cost of meal for two people\n","\n","14. **reviews_list** list of tuples containing reviews for the restaurant, each tuple\n","\n","15. **menu_item** contains list of menus available in the restaurant\n","\n","16. **listed_in**(type) type of meal\n","\n","17. **listed_in**(**city**) contains the neighborhood in which the restaurant is listed"]},{"cell_type":"markdown","id":"46cec34a","metadata":{"papermill":{"duration":0.094955,"end_time":"2022-05-16T06:08:21.383569","exception":false,"start_time":"2022-05-16T06:08:21.288614","status":"completed"},"tags":[]},"source":["##  1. Importing the libraires"]},{"cell_type":"code","execution_count":1,"id":"1b401171","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:08:21.580552Z","iopub.status.busy":"2022-05-16T06:08:21.579832Z","iopub.status.idle":"2022-05-16T06:08:22.697587Z","shell.execute_reply":"2022-05-16T06:08:22.696528Z"},"papermill":{"duration":1.219062,"end_time":"2022-05-16T06:08:22.700587","exception":false,"start_time":"2022-05-16T06:08:21.481525","status":"completed"},"tags":[]},"outputs":[],"source":["import numpy as np\n","import pandas as pd\n","import seaborn as sns\n","import matplotlib.pyplot as plt\n","\n","import warnings\n","warnings.filterwarnings('ignore')"]},{"cell_type":"markdown","id":"3839ebf1","metadata":{"papermill":{"duration":0.094794,"end_time":"2022-05-16T06:08:22.892244","exception":false,"start_time":"2022-05-16T06:08:22.79745","status":"completed"},"tags":[]},"source":["#### 1.1 Loading the dataset"]},{"cell_type":"code","execution_count":2,"id":"e2c157e4","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:08:23.08473Z","iopub.status.busy":"2022-05-16T06:08:23.084445Z","iopub.status.idle":"2022-05-16T06:08:36.447959Z","shell.execute_reply":"2022-05-16T06:08:36.447272Z"},"papermill":{"duration":13.463121,"end_time":"2022-05-16T06:08:36.450134","exception":false,"start_time":"2022-05-16T06:08:22.987013","status":"completed"},"tags":[]},"outputs":[],"source":["data = pd.read_csv('../input/zomato-bangalore-restaurants/zomato.csv')"]},{"cell_type":"code","execution_count":3,"id":"3d2469db","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:08:36.64648Z","iopub.status.busy":"2022-05-16T06:08:36.646001Z","iopub.status.idle":"2022-05-16T06:08:36.680585Z","shell.execute_reply":"2022-05-16T06:08:36.679929Z"},"papermill":{"duration":0.134724,"end_time":"2022-05-16T06:08:36.68336","exception":false,"start_time":"2022-05-16T06:08:36.548636","status":"completed"},"tags":[]},"outputs":[{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>url</th>\n","      <th>address</th>\n","      <th>name</th>\n","      <th>online_order</th>\n","      <th>book_table</th>\n","      <th>rate</th>\n","      <th>votes</th>\n","      <th>phone</th>\n","      <th>location</th>\n","      <th>rest_type</th>\n","      <th>dish_liked</th>\n","      <th>cuisines</th>\n","      <th>approx_cost(for two people)</th>\n","      <th>reviews_list</th>\n","      <th>menu_item</th>\n","      <th>listed_in(type)</th>\n","      <th>listed_in(city)</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>https://www.zomato.com/bangalore/jalsa-banasha...</td>\n","      <td>942, 21st Main Road, 2nd Stage, Banashankari, ...</td>\n","      <td>Jalsa</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>4.1/5</td>\n","      <td>775</td>\n","      <td>080 42297555\\r\\n+91 9743772233</td>\n","      <td>Banashankari</td>\n","      <td>Casual Dining</td>\n","      <td>Pasta, Lunch Buffet, Masala Papad, Paneer Laja...</td>\n","      <td>North Indian, Mughlai, Chinese</td>\n","      <td>800</td>\n","      <td>[('Rated 4.0', 'RATED\\n  A beautiful place to ...</td>\n","      <td>[]</td>\n","      <td>Buffet</td>\n","      <td>Banashankari</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>https://www.zomato.com/bangalore/spice-elephan...</td>\n","      <td>2nd Floor, 80 Feet Road, Near Big Bazaar, 6th ...</td>\n","      <td>Spice Elephant</td>\n","      <td>Yes</td>\n","      <td>No</td>\n","      <td>4.1/5</td>\n","      <td>787</td>\n","      <td>080 41714161</td>\n","      <td>Banashankari</td>\n","      <td>Casual Dining</td>\n","      <td>Momos, Lunch Buffet, Chocolate Nirvana, Thai G...</td>\n","      <td>Chinese, North Indian, Thai</td>\n","      <td>800</td>\n","      <td>[('Rated 4.0', 'RATED\\n  Had been here for din...</td>\n","      <td>[]</td>\n","      <td>Buffet</td>\n","      <td>Banashankari</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>https://www.zomato.com/SanchurroBangalore?cont...</td>\n","      <td>1112, Next to KIMS Medical College, 17th Cross...</td>\n","      <td>San Churro Cafe</td>\n","      <td>Yes</td>\n","      <td>No</td>\n","      <td>3.8/5</td>\n","      <td>918</td>\n","      <td>+91 9663487993</td>\n","      <td>Banashankari</td>\n","      <td>Cafe, Casual Dining</td>\n","      <td>Churros, Cannelloni, Minestrone Soup, Hot Choc...</td>\n","      <td>Cafe, Mexican, Italian</td>\n","      <td>800</td>\n","      <td>[('Rated 3.0', \"RATED\\n  Ambience is not that ...</td>\n","      <td>[]</td>\n","      <td>Buffet</td>\n","      <td>Banashankari</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>https://www.zomato.com/bangalore/addhuri-udupi...</td>\n","      <td>1st Floor, Annakuteera, 3rd Stage, Banashankar...</td>\n","      <td>Addhuri Udupi Bhojana</td>\n","      <td>No</td>\n","      <td>No</td>\n","      <td>3.7/5</td>\n","      <td>88</td>\n","      <td>+91 9620009302</td>\n","      <td>Banashankari</td>\n","      <td>Quick Bites</td>\n","      <td>Masala Dosa</td>\n","      <td>South Indian, North Indian</td>\n","      <td>300</td>\n","      <td>[('Rated 4.0', \"RATED\\n  Great food and proper...</td>\n","      <td>[]</td>\n","      <td>Buffet</td>\n","      <td>Banashankari</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>https://www.zomato.com/bangalore/grand-village...</td>\n","      <td>10, 3rd Floor, Lakshmi Associates, Gandhi Baza...</td>\n","      <td>Grand Village</td>\n","      <td>No</td>\n","      <td>No</td>\n","      <td>3.8/5</td>\n","      <td>166</td>\n","      <td>+91 8026612447\\r\\n+91 9901210005</td>\n","      <td>Basavanagudi</td>\n","      <td>Casual Dining</td>\n","      <td>Panipuri, Gol Gappe</td>\n","      <td>North Indian, Rajasthani</td>\n","      <td>600</td>\n","      <td>[('Rated 4.0', 'RATED\\n  Very good restaurant ...</td>\n","      <td>[]</td>\n","      <td>Buffet</td>\n","      <td>Banashankari</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>51712</th>\n","      <td>https://www.zomato.com/bangalore/best-brews-fo...</td>\n","      <td>Four Points by Sheraton Bengaluru, 43/3, White...</td>\n","      <td>Best Brews - Four Points by Sheraton Bengaluru...</td>\n","      <td>No</td>\n","      <td>No</td>\n","      <td>3.6 /5</td>\n","      <td>27</td>\n","      <td>080 40301477</td>\n","      <td>Whitefield</td>\n","      <td>Bar</td>\n","      <td>NaN</td>\n","      <td>Continental</td>\n","      <td>1,500</td>\n","      <td>[('Rated 5.0', \"RATED\\n  Food and service are ...</td>\n","      <td>[]</td>\n","      <td>Pubs and bars</td>\n","      <td>Whitefield</td>\n","    </tr>\n","    <tr>\n","      <th>51713</th>\n","      <td>https://www.zomato.com/bangalore/vinod-bar-and...</td>\n","      <td>Number 10, Garudachar Palya, Mahadevapura, Whi...</td>\n","      <td>Vinod Bar And Restaurant</td>\n","      <td>No</td>\n","      <td>No</td>\n","      <td>NaN</td>\n","      <td>0</td>\n","      <td>+91 8197675843</td>\n","      <td>Whitefield</td>\n","      <td>Bar</td>\n","      <td>NaN</td>\n","      <td>Finger Food</td>\n","      <td>600</td>\n","      <td>[]</td>\n","      <td>[]</td>\n","      <td>Pubs and bars</td>\n","      <td>Whitefield</td>\n","    </tr>\n","    <tr>\n","      <th>51714</th>\n","      <td>https://www.zomato.com/bangalore/plunge-sherat...</td>\n","      <td>Sheraton Grand Bengaluru Whitefield Hotel &amp; Co...</td>\n","      <td>Plunge - Sheraton Grand Bengaluru Whitefield H...</td>\n","      <td>No</td>\n","      <td>No</td>\n","      <td>NaN</td>\n","      <td>0</td>\n","      <td>NaN</td>\n","      <td>Whitefield</td>\n","      <td>Bar</td>\n","      <td>NaN</td>\n","      <td>Finger Food</td>\n","      <td>2,000</td>\n","      <td>[]</td>\n","      <td>[]</td>\n","      <td>Pubs and bars</td>\n","      <td>Whitefield</td>\n","    </tr>\n","    <tr>\n","      <th>51715</th>\n","      <td>https://www.zomato.com/bangalore/chime-sherato...</td>\n","      <td>Sheraton Grand Bengaluru Whitefield Hotel &amp; Co...</td>\n","      <td>Chime - Sheraton Grand Bengaluru Whitefield Ho...</td>\n","      <td>No</td>\n","      <td>Yes</td>\n","      <td>4.3 /5</td>\n","      <td>236</td>\n","      <td>080 49652769</td>\n","      <td>ITPL Main Road, Whitefield</td>\n","      <td>Bar</td>\n","      <td>Cocktails, Pizza, Buttermilk</td>\n","      <td>Finger Food</td>\n","      <td>2,500</td>\n","      <td>[('Rated 4.0', 'RATED\\n  Nice and friendly pla...</td>\n","      <td>[]</td>\n","      <td>Pubs and bars</td>\n","      <td>Whitefield</td>\n","    </tr>\n","    <tr>\n","      <th>51716</th>\n","      <td>https://www.zomato.com/bangalore/the-nest-the-...</td>\n","      <td>ITPL Main Road, KIADB Export Promotion Industr...</td>\n","      <td>The Nest - The Den Bengaluru</td>\n","      <td>No</td>\n","      <td>No</td>\n","      <td>3.4 /5</td>\n","      <td>13</td>\n","      <td>+91 8071117272</td>\n","      <td>ITPL Main Road, Whitefield</td>\n","      <td>Bar, Casual Dining</td>\n","      <td>NaN</td>\n","      <td>Finger Food, North Indian, Continental</td>\n","      <td>1,500</td>\n","      <td>[('Rated 5.0', 'RATED\\n  Great ambience , look...</td>\n","      <td>[]</td>\n","      <td>Pubs and bars</td>\n","      <td>Whitefield</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>51717 rows × 17 columns</p>\n","</div>"],"text/plain":["                                                     url  \\\n","0      https://www.zomato.com/bangalore/jalsa-banasha...   \n","1      https://www.zomato.com/bangalore/spice-elephan...   \n","2      https://www.zomato.com/SanchurroBangalore?cont...   \n","3      https://www.zomato.com/bangalore/addhuri-udupi...   \n","4      https://www.zomato.com/bangalore/grand-village...   \n","...                                                  ...   \n","51712  https://www.zomato.com/bangalore/best-brews-fo...   \n","51713  https://www.zomato.com/bangalore/vinod-bar-and...   \n","51714  https://www.zomato.com/bangalore/plunge-sherat...   \n","51715  https://www.zomato.com/bangalore/chime-sherato...   \n","51716  https://www.zomato.com/bangalore/the-nest-the-...   \n","\n","                                                 address  \\\n","0      942, 21st Main Road, 2nd Stage, Banashankari, ...   \n","1      2nd Floor, 80 Feet Road, Near Big Bazaar, 6th ...   \n","2      1112, Next to KIMS Medical College, 17th Cross...   \n","3      1st Floor, Annakuteera, 3rd Stage, Banashankar...   \n","4      10, 3rd Floor, Lakshmi Associates, Gandhi Baza...   \n","...                                                  ...   \n","51712  Four Points by Sheraton Bengaluru, 43/3, White...   \n","51713  Number 10, Garudachar Palya, Mahadevapura, Whi...   \n","51714  Sheraton Grand Bengaluru Whitefield Hotel & Co...   \n","51715  Sheraton Grand Bengaluru Whitefield Hotel & Co...   \n","51716  ITPL Main Road, KIADB Export Promotion Industr...   \n","\n","                                                    name online_order  \\\n","0                                                  Jalsa          Yes   \n","1                                         Spice Elephant          Yes   \n","2                                        San Churro Cafe          Yes   \n","3                                  Addhuri Udupi Bhojana           No   \n","4                                          Grand Village           No   \n","...                                                  ...          ...   \n","51712  Best Brews - Four Points by Sheraton Bengaluru...           No   \n","51713                           Vinod Bar And Restaurant           No   \n","51714  Plunge - Sheraton Grand Bengaluru Whitefield H...           No   \n","51715  Chime - Sheraton Grand Bengaluru Whitefield Ho...           No   \n","51716                       The Nest - The Den Bengaluru           No   \n","\n","      book_table    rate  votes                             phone  \\\n","0            Yes   4.1/5    775    080 42297555\\r\\n+91 9743772233   \n","1             No   4.1/5    787                      080 41714161   \n","2             No   3.8/5    918                    +91 9663487993   \n","3             No   3.7/5     88                    +91 9620009302   \n","4             No   3.8/5    166  +91 8026612447\\r\\n+91 9901210005   \n","...          ...     ...    ...                               ...   \n","51712         No  3.6 /5     27                      080 40301477   \n","51713         No     NaN      0                    +91 8197675843   \n","51714         No     NaN      0                               NaN   \n","51715        Yes  4.3 /5    236                      080 49652769   \n","51716         No  3.4 /5     13                    +91 8071117272   \n","\n","                         location            rest_type  \\\n","0                    Banashankari        Casual Dining   \n","1                    Banashankari        Casual Dining   \n","2                    Banashankari  Cafe, Casual Dining   \n","3                    Banashankari          Quick Bites   \n","4                    Basavanagudi        Casual Dining   \n","...                           ...                  ...   \n","51712                  Whitefield                  Bar   \n","51713                  Whitefield                  Bar   \n","51714                  Whitefield                  Bar   \n","51715  ITPL Main Road, Whitefield                  Bar   \n","51716  ITPL Main Road, Whitefield   Bar, Casual Dining   \n","\n","                                              dish_liked  \\\n","0      Pasta, Lunch Buffet, Masala Papad, Paneer Laja...   \n","1      Momos, Lunch Buffet, Chocolate Nirvana, Thai G...   \n","2      Churros, Cannelloni, Minestrone Soup, Hot Choc...   \n","3                                            Masala Dosa   \n","4                                    Panipuri, Gol Gappe   \n","...                                                  ...   \n","51712                                                NaN   \n","51713                                                NaN   \n","51714                                                NaN   \n","51715                       Cocktails, Pizza, Buttermilk   \n","51716                                                NaN   \n","\n","                                     cuisines approx_cost(for two people)  \\\n","0              North Indian, Mughlai, Chinese                         800   \n","1                 Chinese, North Indian, Thai                         800   \n","2                      Cafe, Mexican, Italian                         800   \n","3                  South Indian, North Indian                         300   \n","4                    North Indian, Rajasthani                         600   \n","...                                       ...                         ...   \n","51712                             Continental                       1,500   \n","51713                             Finger Food                         600   \n","51714                             Finger Food                       2,000   \n","51715                             Finger Food                       2,500   \n","51716  Finger Food, North Indian, Continental                       1,500   \n","\n","                                            reviews_list menu_item  \\\n","0      [('Rated 4.0', 'RATED\\n  A beautiful place to ...        []   \n","1      [('Rated 4.0', 'RATED\\n  Had been here for din...        []   \n","2      [('Rated 3.0', \"RATED\\n  Ambience is not that ...        []   \n","3      [('Rated 4.0', \"RATED\\n  Great food and proper...        []   \n","4      [('Rated 4.0', 'RATED\\n  Very good restaurant ...        []   \n","...                                                  ...       ...   \n","51712  [('Rated 5.0', \"RATED\\n  Food and service are ...        []   \n","51713                                                 []        []   \n","51714                                                 []        []   \n","51715  [('Rated 4.0', 'RATED\\n  Nice and friendly pla...        []   \n","51716  [('Rated 5.0', 'RATED\\n  Great ambience , look...        []   \n","\n","      listed_in(type) listed_in(city)  \n","0              Buffet    Banashankari  \n","1              Buffet    Banashankari  \n","2              Buffet    Banashankari  \n","3              Buffet    Banashankari  \n","4              Buffet    Banashankari  \n","...               ...             ...  \n","51712   Pubs and bars      Whitefield  \n","51713   Pubs and bars      Whitefield  \n","51714   Pubs and bars      Whitefield  \n","51715   Pubs and bars      Whitefield  \n","51716   Pubs and bars      Whitefield  \n","\n","[51717 rows x 17 columns]"]},"execution_count":3,"metadata":{},"output_type":"execute_result"}],"source":["data"]},{"cell_type":"markdown","id":"4e33df42","metadata":{"papermill":{"duration":0.097904,"end_time":"2022-05-16T06:08:36.884814","exception":false,"start_time":"2022-05-16T06:08:36.78691","status":"completed"},"tags":[]},"source":["#### 1.2 checking the shape of dataset"]},{"cell_type":"code","execution_count":4,"id":"f6f3f3ee","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:08:37.08504Z","iopub.status.busy":"2022-05-16T06:08:37.084563Z","iopub.status.idle":"2022-05-16T06:08:37.089618Z","shell.execute_reply":"2022-05-16T06:08:37.088808Z"},"papermill":{"duration":0.108095,"end_time":"2022-05-16T06:08:37.091679","exception":false,"start_time":"2022-05-16T06:08:36.983584","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["(51717, 17)"]},"execution_count":4,"metadata":{},"output_type":"execute_result"}],"source":["data.shape"]},{"cell_type":"markdown","id":"a6f2bcee","metadata":{"papermill":{"duration":0.097338,"end_time":"2022-05-16T06:08:37.287868","exception":false,"start_time":"2022-05-16T06:08:37.19053","status":"completed"},"tags":[]},"source":["- there are total 51717 samples with 17 features."]},{"cell_type":"code","execution_count":5,"id":"9e24e357","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:08:37.486736Z","iopub.status.busy":"2022-05-16T06:08:37.486441Z","iopub.status.idle":"2022-05-16T06:08:37.492742Z","shell.execute_reply":"2022-05-16T06:08:37.491937Z"},"papermill":{"duration":0.108712,"end_time":"2022-05-16T06:08:37.494775","exception":false,"start_time":"2022-05-16T06:08:37.386063","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["Index(['url', 'address', 'name', 'online_order', 'book_table', 'rate', 'votes',\n","       'phone', 'location', 'rest_type', 'dish_liked', 'cuisines',\n","       'approx_cost(for two people)', 'reviews_list', 'menu_item',\n","       'listed_in(type)', 'listed_in(city)'],\n","      dtype='object')"]},"execution_count":5,"metadata":{},"output_type":"execute_result"}],"source":["data.columns"]},{"cell_type":"markdown","id":"d2d99300","metadata":{"papermill":{"duration":0.098351,"end_time":"2022-05-16T06:08:37.693923","exception":false,"start_time":"2022-05-16T06:08:37.595572","status":"completed"},"tags":[]},"source":["#### 1.3  checking the datatypes"]},{"cell_type":"code","execution_count":6,"id":"970b2a15","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:08:37.891447Z","iopub.status.busy":"2022-05-16T06:08:37.890532Z","iopub.status.idle":"2022-05-16T06:08:38.009485Z","shell.execute_reply":"2022-05-16T06:08:38.008243Z"},"papermill":{"duration":0.219935,"end_time":"2022-05-16T06:08:38.011728","exception":false,"start_time":"2022-05-16T06:08:37.791793","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 51717 entries, 0 to 51716\n","Data columns (total 17 columns):\n"," #   Column                       Non-Null Count  Dtype \n","---  ------                       --------------  ----- \n"," 0   url                          51717 non-null  object\n"," 1   address                      51717 non-null  object\n"," 2   name                         51717 non-null  object\n"," 3   online_order                 51717 non-null  object\n"," 4   book_table                   51717 non-null  object\n"," 5   rate                         43942 non-null  object\n"," 6   votes                        51717 non-null  int64 \n"," 7   phone                        50509 non-null  object\n"," 8   location                     51696 non-null  object\n"," 9   rest_type                    51490 non-null  object\n"," 10  dish_liked                   23639 non-null  object\n"," 11  cuisines                     51672 non-null  object\n"," 12  approx_cost(for two people)  51371 non-null  object\n"," 13  reviews_list                 51717 non-null  object\n"," 14  menu_item                    51717 non-null  object\n"," 15  listed_in(type)              51717 non-null  object\n"," 16  listed_in(city)              51717 non-null  object\n","dtypes: int64(1), object(16)\n","memory usage: 6.7+ MB\n"]}],"source":["data.info()"]},{"cell_type":"markdown","id":"883dd70b","metadata":{"papermill":{"duration":0.099308,"end_time":"2022-05-16T06:08:38.211203","exception":false,"start_time":"2022-05-16T06:08:38.111895","status":"completed"},"tags":[]},"source":["- there are so many object type columns, we have to convert them into numeric type. letter we will convert oject dtype to numeric type"]},{"cell_type":"markdown","id":"4ddd7960","metadata":{"papermill":{"duration":0.09962,"end_time":"2022-05-16T06:08:38.40898","exception":false,"start_time":"2022-05-16T06:08:38.30936","status":"completed"},"tags":[]},"source":["## 2. Data Cleaning"]},{"cell_type":"markdown","id":"d63f8e5a","metadata":{"papermill":{"duration":0.097898,"end_time":"2022-05-16T06:08:38.606842","exception":false,"start_time":"2022-05-16T06:08:38.508944","status":"completed"},"tags":[]},"source":["#### 2.1 checking the missing values"]},{"cell_type":"code","execution_count":7,"id":"033dffbe","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:08:38.804261Z","iopub.status.busy":"2022-05-16T06:08:38.803991Z","iopub.status.idle":"2022-05-16T06:08:38.90456Z","shell.execute_reply":"2022-05-16T06:08:38.903627Z"},"papermill":{"duration":0.202164,"end_time":"2022-05-16T06:08:38.906838","exception":false,"start_time":"2022-05-16T06:08:38.704674","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["url                                0\n","address                            0\n","name                               0\n","online_order                       0\n","book_table                         0\n","rate                            7775\n","votes                              0\n","phone                           1208\n","location                          21\n","rest_type                        227\n","dish_liked                     28078\n","cuisines                          45\n","approx_cost(for two people)      346\n","reviews_list                       0\n","menu_item                          0\n","listed_in(type)                    0\n","listed_in(city)                    0\n","dtype: int64"]},"execution_count":7,"metadata":{},"output_type":"execute_result"}],"source":["data.isnull().sum()"]},{"cell_type":"markdown","id":"945c9386","metadata":{"papermill":{"duration":0.098625,"end_time":"2022-05-16T06:08:39.106913","exception":false,"start_time":"2022-05-16T06:08:39.008288","status":"completed"},"tags":[]},"source":["- there are so many null values.we can clearly see that in the  '__rate__', '__phone__', '__location__', '__rest_type__', '__dish_liked__', '__cuisines__' and '__approx_cost(for two people)__' these columns have missing values.So  firstly we have to handle the missing values."]},{"cell_type":"markdown","id":"19f94e58","metadata":{"papermill":{"duration":0.098192,"end_time":"2022-05-16T06:08:39.304141","exception":false,"start_time":"2022-05-16T06:08:39.205949","status":"completed"},"tags":[]},"source":["#### 2.2  Removing the unnecessary columns form data"]},{"cell_type":"code","execution_count":8,"id":"68d5d549","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:08:39.504022Z","iopub.status.busy":"2022-05-16T06:08:39.503745Z","iopub.status.idle":"2022-05-16T06:08:39.51791Z","shell.execute_reply":"2022-05-16T06:08:39.517137Z"},"papermill":{"duration":0.116926,"end_time":"2022-05-16T06:08:39.519774","exception":false,"start_time":"2022-05-16T06:08:39.402848","status":"completed"},"tags":[]},"outputs":[],"source":["df = data.drop(['url', 'phone'], axis = 1) # dropped 'url' and 'phone' columns"]},{"cell_type":"code","execution_count":9,"id":"46020025","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:08:39.718371Z","iopub.status.busy":"2022-05-16T06:08:39.717928Z","iopub.status.idle":"2022-05-16T06:08:39.734285Z","shell.execute_reply":"2022-05-16T06:08:39.733713Z"},"papermill":{"duration":0.117813,"end_time":"2022-05-16T06:08:39.736112","exception":false,"start_time":"2022-05-16T06:08:39.618299","status":"completed"},"tags":[]},"outputs":[{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>address</th>\n","      <th>name</th>\n","      <th>online_order</th>\n","      <th>book_table</th>\n","      <th>rate</th>\n","      <th>votes</th>\n","      <th>location</th>\n","      <th>rest_type</th>\n","      <th>dish_liked</th>\n","      <th>cuisines</th>\n","      <th>approx_cost(for two people)</th>\n","      <th>reviews_list</th>\n","      <th>menu_item</th>\n","      <th>listed_in(type)</th>\n","      <th>listed_in(city)</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>942, 21st Main Road, 2nd Stage, Banashankari, ...</td>\n","      <td>Jalsa</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>4.1/5</td>\n","      <td>775</td>\n","      <td>Banashankari</td>\n","      <td>Casual Dining</td>\n","      <td>Pasta, Lunch Buffet, Masala Papad, Paneer Laja...</td>\n","      <td>North Indian, Mughlai, Chinese</td>\n","      <td>800</td>\n","      <td>[('Rated 4.0', 'RATED\\n  A beautiful place to ...</td>\n","      <td>[]</td>\n","      <td>Buffet</td>\n","      <td>Banashankari</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>2nd Floor, 80 Feet Road, Near Big Bazaar, 6th ...</td>\n","      <td>Spice Elephant</td>\n","      <td>Yes</td>\n","      <td>No</td>\n","      <td>4.1/5</td>\n","      <td>787</td>\n","      <td>Banashankari</td>\n","      <td>Casual Dining</td>\n","      <td>Momos, Lunch Buffet, Chocolate Nirvana, Thai G...</td>\n","      <td>Chinese, North Indian, Thai</td>\n","      <td>800</td>\n","      <td>[('Rated 4.0', 'RATED\\n  Had been here for din...</td>\n","      <td>[]</td>\n","      <td>Buffet</td>\n","      <td>Banashankari</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>1112, Next to KIMS Medical College, 17th Cross...</td>\n","      <td>San Churro Cafe</td>\n","      <td>Yes</td>\n","      <td>No</td>\n","      <td>3.8/5</td>\n","      <td>918</td>\n","      <td>Banashankari</td>\n","      <td>Cafe, Casual Dining</td>\n","      <td>Churros, Cannelloni, Minestrone Soup, Hot Choc...</td>\n","      <td>Cafe, Mexican, Italian</td>\n","      <td>800</td>\n","      <td>[('Rated 3.0', \"RATED\\n  Ambience is not that ...</td>\n","      <td>[]</td>\n","      <td>Buffet</td>\n","      <td>Banashankari</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>1st Floor, Annakuteera, 3rd Stage, Banashankar...</td>\n","      <td>Addhuri Udupi Bhojana</td>\n","      <td>No</td>\n","      <td>No</td>\n","      <td>3.7/5</td>\n","      <td>88</td>\n","      <td>Banashankari</td>\n","      <td>Quick Bites</td>\n","      <td>Masala Dosa</td>\n","      <td>South Indian, North Indian</td>\n","      <td>300</td>\n","      <td>[('Rated 4.0', \"RATED\\n  Great food and proper...</td>\n","      <td>[]</td>\n","      <td>Buffet</td>\n","      <td>Banashankari</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>10, 3rd Floor, Lakshmi Associates, Gandhi Baza...</td>\n","      <td>Grand Village</td>\n","      <td>No</td>\n","      <td>No</td>\n","      <td>3.8/5</td>\n","      <td>166</td>\n","      <td>Basavanagudi</td>\n","      <td>Casual Dining</td>\n","      <td>Panipuri, Gol Gappe</td>\n","      <td>North Indian, Rajasthani</td>\n","      <td>600</td>\n","      <td>[('Rated 4.0', 'RATED\\n  Very good restaurant ...</td>\n","      <td>[]</td>\n","      <td>Buffet</td>\n","      <td>Banashankari</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                                             address                   name  \\\n","0  942, 21st Main Road, 2nd Stage, Banashankari, ...                  Jalsa   \n","1  2nd Floor, 80 Feet Road, Near Big Bazaar, 6th ...         Spice Elephant   \n","2  1112, Next to KIMS Medical College, 17th Cross...        San Churro Cafe   \n","3  1st Floor, Annakuteera, 3rd Stage, Banashankar...  Addhuri Udupi Bhojana   \n","4  10, 3rd Floor, Lakshmi Associates, Gandhi Baza...          Grand Village   \n","\n","  online_order book_table   rate  votes      location            rest_type  \\\n","0          Yes        Yes  4.1/5    775  Banashankari        Casual Dining   \n","1          Yes         No  4.1/5    787  Banashankari        Casual Dining   \n","2          Yes         No  3.8/5    918  Banashankari  Cafe, Casual Dining   \n","3           No         No  3.7/5     88  Banashankari          Quick Bites   \n","4           No         No  3.8/5    166  Basavanagudi        Casual Dining   \n","\n","                                          dish_liked  \\\n","0  Pasta, Lunch Buffet, Masala Papad, Paneer Laja...   \n","1  Momos, Lunch Buffet, Chocolate Nirvana, Thai G...   \n","2  Churros, Cannelloni, Minestrone Soup, Hot Choc...   \n","3                                        Masala Dosa   \n","4                                Panipuri, Gol Gappe   \n","\n","                         cuisines approx_cost(for two people)  \\\n","0  North Indian, Mughlai, Chinese                         800   \n","1     Chinese, North Indian, Thai                         800   \n","2          Cafe, Mexican, Italian                         800   \n","3      South Indian, North Indian                         300   \n","4        North Indian, Rajasthani                         600   \n","\n","                                        reviews_list menu_item  \\\n","0  [('Rated 4.0', 'RATED\\n  A beautiful place to ...        []   \n","1  [('Rated 4.0', 'RATED\\n  Had been here for din...        []   \n","2  [('Rated 3.0', \"RATED\\n  Ambience is not that ...        []   \n","3  [('Rated 4.0', \"RATED\\n  Great food and proper...        []   \n","4  [('Rated 4.0', 'RATED\\n  Very good restaurant ...        []   \n","\n","  listed_in(type) listed_in(city)  \n","0          Buffet    Banashankari  \n","1          Buffet    Banashankari  \n","2          Buffet    Banashankari  \n","3          Buffet    Banashankari  \n","4          Buffet    Banashankari  "]},"execution_count":9,"metadata":{},"output_type":"execute_result"}],"source":["df.head()"]},{"cell_type":"markdown","id":"39a8ea61","metadata":{"papermill":{"duration":0.09861,"end_time":"2022-05-16T06:08:39.933948","exception":false,"start_time":"2022-05-16T06:08:39.835338","status":"completed"},"tags":[]},"source":["#### 2.3 handling the null or missing values"]},{"cell_type":"code","execution_count":10,"id":"c3fef3dc","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:08:40.13967Z","iopub.status.busy":"2022-05-16T06:08:40.13931Z","iopub.status.idle":"2022-05-16T06:08:40.228995Z","shell.execute_reply":"2022-05-16T06:08:40.228243Z"},"papermill":{"duration":0.195023,"end_time":"2022-05-16T06:08:40.231237","exception":false,"start_time":"2022-05-16T06:08:40.036214","status":"completed"},"tags":[]},"outputs":[],"source":["df.dropna(inplace = True)"]},{"cell_type":"code","execution_count":11,"id":"a3e54bbf","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:08:40.433626Z","iopub.status.busy":"2022-05-16T06:08:40.432912Z","iopub.status.idle":"2022-05-16T06:08:40.479147Z","shell.execute_reply":"2022-05-16T06:08:40.478541Z"},"papermill":{"duration":0.150099,"end_time":"2022-05-16T06:08:40.480996","exception":false,"start_time":"2022-05-16T06:08:40.330897","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["address                        0\n","name                           0\n","online_order                   0\n","book_table                     0\n","rate                           0\n","votes                          0\n","location                       0\n","rest_type                      0\n","dish_liked                     0\n","cuisines                       0\n","approx_cost(for two people)    0\n","reviews_list                   0\n","menu_item                      0\n","listed_in(type)                0\n","listed_in(city)                0\n","dtype: int64"]},"execution_count":11,"metadata":{},"output_type":"execute_result"}],"source":["df.isnull().sum()"]},{"cell_type":"markdown","id":"1cca4141","metadata":{"papermill":{"duration":0.098963,"end_time":"2022-05-16T06:08:40.679517","exception":false,"start_time":"2022-05-16T06:08:40.580554","status":"completed"},"tags":[]},"source":["- Now there is no null values"]},{"cell_type":"markdown","id":"c3ec98fe","metadata":{"papermill":{"duration":0.098616,"end_time":"2022-05-16T06:08:40.877299","exception":false,"start_time":"2022-05-16T06:08:40.778683","status":"completed"},"tags":[]},"source":["#### 2.4 checking the duplicates & handling the duplicates values"]},{"cell_type":"code","execution_count":12,"id":"e2adc0e3","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:08:41.08368Z","iopub.status.busy":"2022-05-16T06:08:41.083233Z","iopub.status.idle":"2022-05-16T06:08:42.819006Z","shell.execute_reply":"2022-05-16T06:08:42.818009Z"},"papermill":{"duration":1.841489,"end_time":"2022-05-16T06:08:42.821145","exception":false,"start_time":"2022-05-16T06:08:40.979656","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["11"]},"execution_count":12,"metadata":{},"output_type":"execute_result"}],"source":["df.duplicated().sum()"]},{"cell_type":"code","execution_count":13,"id":"8fbda6d5","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:08:43.044063Z","iopub.status.busy":"2022-05-16T06:08:43.043617Z","iopub.status.idle":"2022-05-16T06:08:45.294879Z","shell.execute_reply":"2022-05-16T06:08:45.294076Z"},"papermill":{"duration":2.36582,"end_time":"2022-05-16T06:08:45.297233","exception":false,"start_time":"2022-05-16T06:08:42.931413","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["0"]},"execution_count":13,"metadata":{},"output_type":"execute_result"}],"source":["df.drop_duplicates(inplace = True)\n","df.duplicated().sum()"]},{"cell_type":"markdown","id":"45c22796","metadata":{"papermill":{"duration":0.105282,"end_time":"2022-05-16T06:08:45.504926","exception":false,"start_time":"2022-05-16T06:08:45.399644","status":"completed"},"tags":[]},"source":["- Now there are no duplicate values."]},{"cell_type":"code","execution_count":null,"id":"2a100bc5","metadata":{"papermill":{"duration":0.104579,"end_time":"2022-05-16T06:08:45.716721","exception":false,"start_time":"2022-05-16T06:08:45.612142","status":"completed"},"tags":[]},"outputs":[],"source":[]},{"cell_type":"markdown","id":"756e5627","metadata":{"papermill":{"duration":0.099538,"end_time":"2022-05-16T06:08:45.917375","exception":false,"start_time":"2022-05-16T06:08:45.817837","status":"completed"},"tags":[]},"source":["#### 2.5 Renaming the columns appropriately"]},{"cell_type":"code","execution_count":14,"id":"306f7153","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:08:46.12068Z","iopub.status.busy":"2022-05-16T06:08:46.120144Z","iopub.status.idle":"2022-05-16T06:08:46.128401Z","shell.execute_reply":"2022-05-16T06:08:46.12764Z"},"papermill":{"duration":0.112801,"end_time":"2022-05-16T06:08:46.130513","exception":false,"start_time":"2022-05-16T06:08:46.017712","status":"completed"},"tags":[]},"outputs":[],"source":["df = df.rename(columns = {'approx_cost(for two people)':'cost',\n","                         'listed_in(type)':'type', 'listed_in(city)': 'city'})"]},{"cell_type":"code","execution_count":15,"id":"7fe2ac6e","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:08:46.334017Z","iopub.status.busy":"2022-05-16T06:08:46.333308Z","iopub.status.idle":"2022-05-16T06:08:46.353607Z","shell.execute_reply":"2022-05-16T06:08:46.352631Z"},"papermill":{"duration":0.124543,"end_time":"2022-05-16T06:08:46.355575","exception":false,"start_time":"2022-05-16T06:08:46.231032","status":"completed"},"tags":[]},"outputs":[{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>address</th>\n","      <th>name</th>\n","      <th>online_order</th>\n","      <th>book_table</th>\n","      <th>rate</th>\n","      <th>votes</th>\n","      <th>location</th>\n","      <th>rest_type</th>\n","      <th>dish_liked</th>\n","      <th>cuisines</th>\n","      <th>cost</th>\n","      <th>reviews_list</th>\n","      <th>menu_item</th>\n","      <th>type</th>\n","      <th>city</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>942, 21st Main Road, 2nd Stage, Banashankari, ...</td>\n","      <td>Jalsa</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>4.1/5</td>\n","      <td>775</td>\n","      <td>Banashankari</td>\n","      <td>Casual Dining</td>\n","      <td>Pasta, Lunch Buffet, Masala Papad, Paneer Laja...</td>\n","      <td>North Indian, Mughlai, Chinese</td>\n","      <td>800</td>\n","      <td>[('Rated 4.0', 'RATED\\n  A beautiful place to ...</td>\n","      <td>[]</td>\n","      <td>Buffet</td>\n","      <td>Banashankari</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>2nd Floor, 80 Feet Road, Near Big Bazaar, 6th ...</td>\n","      <td>Spice Elephant</td>\n","      <td>Yes</td>\n","      <td>No</td>\n","      <td>4.1/5</td>\n","      <td>787</td>\n","      <td>Banashankari</td>\n","      <td>Casual Dining</td>\n","      <td>Momos, Lunch Buffet, Chocolate Nirvana, Thai G...</td>\n","      <td>Chinese, North Indian, Thai</td>\n","      <td>800</td>\n","      <td>[('Rated 4.0', 'RATED\\n  Had been here for din...</td>\n","      <td>[]</td>\n","      <td>Buffet</td>\n","      <td>Banashankari</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>1112, Next to KIMS Medical College, 17th Cross...</td>\n","      <td>San Churro Cafe</td>\n","      <td>Yes</td>\n","      <td>No</td>\n","      <td>3.8/5</td>\n","      <td>918</td>\n","      <td>Banashankari</td>\n","      <td>Cafe, Casual Dining</td>\n","      <td>Churros, Cannelloni, Minestrone Soup, Hot Choc...</td>\n","      <td>Cafe, Mexican, Italian</td>\n","      <td>800</td>\n","      <td>[('Rated 3.0', \"RATED\\n  Ambience is not that ...</td>\n","      <td>[]</td>\n","      <td>Buffet</td>\n","      <td>Banashankari</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>1st Floor, Annakuteera, 3rd Stage, Banashankar...</td>\n","      <td>Addhuri Udupi Bhojana</td>\n","      <td>No</td>\n","      <td>No</td>\n","      <td>3.7/5</td>\n","      <td>88</td>\n","      <td>Banashankari</td>\n","      <td>Quick Bites</td>\n","      <td>Masala Dosa</td>\n","      <td>South Indian, North Indian</td>\n","      <td>300</td>\n","      <td>[('Rated 4.0', \"RATED\\n  Great food and proper...</td>\n","      <td>[]</td>\n","      <td>Buffet</td>\n","      <td>Banashankari</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>10, 3rd Floor, Lakshmi Associates, Gandhi Baza...</td>\n","      <td>Grand Village</td>\n","      <td>No</td>\n","      <td>No</td>\n","      <td>3.8/5</td>\n","      <td>166</td>\n","      <td>Basavanagudi</td>\n","      <td>Casual Dining</td>\n","      <td>Panipuri, Gol Gappe</td>\n","      <td>North Indian, Rajasthani</td>\n","      <td>600</td>\n","      <td>[('Rated 4.0', 'RATED\\n  Very good restaurant ...</td>\n","      <td>[]</td>\n","      <td>Buffet</td>\n","      <td>Banashankari</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                                             address                   name  \\\n","0  942, 21st Main Road, 2nd Stage, Banashankari, ...                  Jalsa   \n","1  2nd Floor, 80 Feet Road, Near Big Bazaar, 6th ...         Spice Elephant   \n","2  1112, Next to KIMS Medical College, 17th Cross...        San Churro Cafe   \n","3  1st Floor, Annakuteera, 3rd Stage, Banashankar...  Addhuri Udupi Bhojana   \n","4  10, 3rd Floor, Lakshmi Associates, Gandhi Baza...          Grand Village   \n","\n","  online_order book_table   rate  votes      location            rest_type  \\\n","0          Yes        Yes  4.1/5    775  Banashankari        Casual Dining   \n","1          Yes         No  4.1/5    787  Banashankari        Casual Dining   \n","2          Yes         No  3.8/5    918  Banashankari  Cafe, Casual Dining   \n","3           No         No  3.7/5     88  Banashankari          Quick Bites   \n","4           No         No  3.8/5    166  Basavanagudi        Casual Dining   \n","\n","                                          dish_liked  \\\n","0  Pasta, Lunch Buffet, Masala Papad, Paneer Laja...   \n","1  Momos, Lunch Buffet, Chocolate Nirvana, Thai G...   \n","2  Churros, Cannelloni, Minestrone Soup, Hot Choc...   \n","3                                        Masala Dosa   \n","4                                Panipuri, Gol Gappe   \n","\n","                         cuisines cost  \\\n","0  North Indian, Mughlai, Chinese  800   \n","1     Chinese, North Indian, Thai  800   \n","2          Cafe, Mexican, Italian  800   \n","3      South Indian, North Indian  300   \n","4        North Indian, Rajasthani  600   \n","\n","                                        reviews_list menu_item    type  \\\n","0  [('Rated 4.0', 'RATED\\n  A beautiful place to ...        []  Buffet   \n","1  [('Rated 4.0', 'RATED\\n  Had been here for din...        []  Buffet   \n","2  [('Rated 3.0', \"RATED\\n  Ambience is not that ...        []  Buffet   \n","3  [('Rated 4.0', \"RATED\\n  Great food and proper...        []  Buffet   \n","4  [('Rated 4.0', 'RATED\\n  Very good restaurant ...        []  Buffet   \n","\n","           city  \n","0  Banashankari  \n","1  Banashankari  \n","2  Banashankari  \n","3  Banashankari  \n","4  Banashankari  "]},"execution_count":15,"metadata":{},"output_type":"execute_result"}],"source":["df.head()"]},{"cell_type":"markdown","id":"57e8e8b4","metadata":{"papermill":{"duration":0.103892,"end_time":"2022-05-16T06:08:46.561517","exception":false,"start_time":"2022-05-16T06:08:46.457625","status":"completed"},"tags":[]},"source":["- Sucessfully rename the columns"]},{"cell_type":"markdown","id":"85ea9d11","metadata":{"papermill":{"duration":0.101382,"end_time":"2022-05-16T06:08:46.765532","exception":false,"start_time":"2022-05-16T06:08:46.66415","status":"completed"},"tags":[]},"source":["##### 2.6 cleaning the \"cost\" column"]},{"cell_type":"code","execution_count":16,"id":"6082e5df","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:08:46.975952Z","iopub.status.busy":"2022-05-16T06:08:46.975651Z","iopub.status.idle":"2022-05-16T06:08:46.98377Z","shell.execute_reply":"2022-05-16T06:08:46.982832Z"},"papermill":{"duration":0.114106,"end_time":"2022-05-16T06:08:46.985681","exception":false,"start_time":"2022-05-16T06:08:46.871575","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["array(['800', '300', '600', '700', '550', '500', '450', '650', '400',\n","       '750', '200', '850', '1,200', '150', '350', '250', '1,500',\n","       '1,300', '1,000', '100', '900', '1,100', '1,600', '950', '230',\n","       '1,700', '1,400', '1,350', '2,200', '2,000', '1,800', '1,900',\n","       '180', '330', '2,500', '2,100', '3,000', '2,800', '3,400', '40',\n","       '1,250', '3,500', '4,000', '2,400', '1,450', '3,200', '6,000',\n","       '1,050', '4,100', '2,300', '120', '2,600', '5,000', '3,700',\n","       '1,650', '2,700', '4,500'], dtype=object)"]},"execution_count":16,"metadata":{},"output_type":"execute_result"}],"source":["df['cost'].unique()"]},{"cell_type":"markdown","id":"e68a8af1","metadata":{"papermill":{"duration":0.102919,"end_time":"2022-05-16T06:08:47.192014","exception":false,"start_time":"2022-05-16T06:08:47.089095","status":"completed"},"tags":[]},"source":["- here we can see that data point is string type and some values like 5,000 6,000   have comma(,). we have  to remove that ',' from the values and we have convert them into numeric type.\n"]},{"cell_type":"code","execution_count":17,"id":"8f646e93","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:08:47.400101Z","iopub.status.busy":"2022-05-16T06:08:47.399571Z","iopub.status.idle":"2022-05-16T06:08:47.424516Z","shell.execute_reply":"2022-05-16T06:08:47.423903Z"},"papermill":{"duration":0.13113,"end_time":"2022-05-16T06:08:47.426553","exception":false,"start_time":"2022-05-16T06:08:47.295423","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["array([ 800.,  300.,  600.,  700.,  550.,  500.,  450.,  650.,  400.,\n","        750.,  200.,  850., 1200.,  150.,  350.,  250., 1500., 1300.,\n","       1000.,  100.,  900., 1100., 1600.,  950.,  230., 1700., 1400.,\n","       1350., 2200., 2000., 1800., 1900.,  180.,  330., 2500., 2100.,\n","       3000., 2800., 3400.,   40., 1250., 3500., 4000., 2400., 1450.,\n","       3200., 6000., 1050., 4100., 2300.,  120., 2600., 5000., 3700.,\n","       1650., 2700., 4500.])"]},"execution_count":17,"metadata":{},"output_type":"execute_result"}],"source":["df['cost'] = df['cost'].apply(lambda x:x.replace(',', '')) # lo\n","df['cost'] = df['cost'].astype(float)\n","\n","df['cost'].unique()"]},{"cell_type":"markdown","id":"6c919c1b","metadata":{"papermill":{"duration":0.1041,"end_time":"2022-05-16T06:08:47.634553","exception":false,"start_time":"2022-05-16T06:08:47.530453","status":"completed"},"tags":[]},"source":["- Now sucessfully we converted the values into numeric type"]},{"cell_type":"markdown","id":"5d747630","metadata":{"papermill":{"duration":0.104405,"end_time":"2022-05-16T06:08:47.842518","exception":false,"start_time":"2022-05-16T06:08:47.738113","status":"completed"},"tags":[]},"source":["#### 2.7 handling the rate columns"]},{"cell_type":"code","execution_count":18,"id":"354d1371","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:08:48.054288Z","iopub.status.busy":"2022-05-16T06:08:48.053739Z","iopub.status.idle":"2022-05-16T06:08:48.060976Z","shell.execute_reply":"2022-05-16T06:08:48.060456Z"},"papermill":{"duration":0.118112,"end_time":"2022-05-16T06:08:48.062733","exception":false,"start_time":"2022-05-16T06:08:47.944621","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["array(['4.1/5', '3.8/5', '3.7/5', '4.6/5', '4.0/5', '4.2/5', '3.9/5',\n","       '3.0/5', '3.6/5', '2.8/5', '4.4/5', '3.1/5', '4.3/5', '2.6/5',\n","       '3.3/5', '3.5/5', '3.8 /5', '3.2/5', '4.5/5', '2.5/5', '2.9/5',\n","       '3.4/5', '2.7/5', '4.7/5', 'NEW', '2.4/5', '2.2/5', '2.3/5',\n","       '4.8/5', '3.9 /5', '4.2 /5', '4.0 /5', '4.1 /5', '2.9 /5',\n","       '2.7 /5', '2.5 /5', '2.6 /5', '4.5 /5', '4.3 /5', '3.7 /5',\n","       '4.4 /5', '4.9/5', '2.1/5', '2.0/5', '1.8/5', '3.4 /5', '3.6 /5',\n","       '3.3 /5', '4.6 /5', '4.9 /5', '3.2 /5', '3.0 /5', '2.8 /5',\n","       '3.5 /5', '3.1 /5', '4.8 /5', '2.3 /5', '4.7 /5', '2.4 /5',\n","       '2.1 /5', '2.2 /5', '2.0 /5', '1.8 /5'], dtype=object)"]},"execution_count":18,"metadata":{},"output_type":"execute_result"}],"source":["df['rate'].unique()"]},{"cell_type":"markdown","id":"e4361d38","metadata":{"papermill":{"duration":0.101658,"end_time":"2022-05-16T06:08:48.26704","exception":false,"start_time":"2022-05-16T06:08:48.165382","status":"completed"},"tags":[]},"source":["- here rating column also string type. we have to convert them into numeric type. we have to remove the '/5' form given values.\n","there is 'NEW' value which make no sense. SO we have to remove that values."]},{"cell_type":"code","execution_count":19,"id":"ff8106cf","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:08:48.472949Z","iopub.status.busy":"2022-05-16T06:08:48.472397Z","iopub.status.idle":"2022-05-16T06:08:48.486676Z","shell.execute_reply":"2022-05-16T06:08:48.485897Z"},"papermill":{"duration":0.120009,"end_time":"2022-05-16T06:08:48.489043","exception":false,"start_time":"2022-05-16T06:08:48.369034","status":"completed"},"tags":[]},"outputs":[],"source":["df = df.loc[df.rate != 'NEW'] # geting rid of 'NEW'"]},{"cell_type":"code","execution_count":20,"id":"15b8e92a","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:08:48.700124Z","iopub.status.busy":"2022-05-16T06:08:48.699223Z","iopub.status.idle":"2022-05-16T06:08:48.707121Z","shell.execute_reply":"2022-05-16T06:08:48.706512Z"},"papermill":{"duration":0.115054,"end_time":"2022-05-16T06:08:48.708913","exception":false,"start_time":"2022-05-16T06:08:48.593859","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["array(['4.1/5', '3.8/5', '3.7/5', '4.6/5', '4.0/5', '4.2/5', '3.9/5',\n","       '3.0/5', '3.6/5', '2.8/5', '4.4/5', '3.1/5', '4.3/5', '2.6/5',\n","       '3.3/5', '3.5/5', '3.8 /5', '3.2/5', '4.5/5', '2.5/5', '2.9/5',\n","       '3.4/5', '2.7/5', '4.7/5', '2.4/5', '2.2/5', '2.3/5', '4.8/5',\n","       '3.9 /5', '4.2 /5', '4.0 /5', '4.1 /5', '2.9 /5', '2.7 /5',\n","       '2.5 /5', '2.6 /5', '4.5 /5', '4.3 /5', '3.7 /5', '4.4 /5',\n","       '4.9/5', '2.1/5', '2.0/5', '1.8/5', '3.4 /5', '3.6 /5', '3.3 /5',\n","       '4.6 /5', '4.9 /5', '3.2 /5', '3.0 /5', '2.8 /5', '3.5 /5',\n","       '3.1 /5', '4.8 /5', '2.3 /5', '4.7 /5', '2.4 /5', '2.1 /5',\n","       '2.2 /5', '2.0 /5', '1.8 /5'], dtype=object)"]},"execution_count":20,"metadata":{},"output_type":"execute_result"}],"source":["df['rate'].unique()"]},{"cell_type":"code","execution_count":21,"id":"42a13b05","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:08:48.920112Z","iopub.status.busy":"2022-05-16T06:08:48.919683Z","iopub.status.idle":"2022-05-16T06:08:48.937995Z","shell.execute_reply":"2022-05-16T06:08:48.937454Z"},"papermill":{"duration":0.128148,"end_time":"2022-05-16T06:08:48.94012","exception":false,"start_time":"2022-05-16T06:08:48.811972","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["array(['4.1', '3.8', '3.7', '4.6', '4.0', '4.2', '3.9', '3.0', '3.6',\n","       '2.8', '4.4', '3.1', '4.3', '2.6', '3.3', '3.5', '3.8 ', '3.2',\n","       '4.5', '2.5', '2.9', '3.4', '2.7', '4.7', '2.4', '2.2', '2.3',\n","       '4.8', '3.9 ', '4.2 ', '4.0 ', '4.1 ', '2.9 ', '2.7 ', '2.5 ',\n","       '2.6 ', '4.5 ', '4.3 ', '3.7 ', '4.4 ', '4.9', '2.1', '2.0', '1.8',\n","       '3.4 ', '3.6 ', '3.3 ', '4.6 ', '4.9 ', '3.2 ', '3.0 ', '2.8 ',\n","       '3.5 ', '3.1 ', '4.8 ', '2.3 ', '4.7 ', '2.4 ', '2.1 ', '2.2 ',\n","       '2.0 ', '1.8 '], dtype=object)"]},"execution_count":21,"metadata":{},"output_type":"execute_result"}],"source":["df['rate'] = df['rate'].apply(lambda x:x.replace('/5', ''))\n","\n","df['rate'].unique()"]},{"cell_type":"code","execution_count":22,"id":"4499ba50","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:08:49.153355Z","iopub.status.busy":"2022-05-16T06:08:49.152054Z","iopub.status.idle":"2022-05-16T06:08:49.178923Z","shell.execute_reply":"2022-05-16T06:08:49.178395Z"},"papermill":{"duration":0.135092,"end_time":"2022-05-16T06:08:49.18067","exception":false,"start_time":"2022-05-16T06:08:49.045578","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["0        4.1\n","1        4.1\n","2        3.8\n","3        3.7\n","4        3.8\n","        ... \n","51705    3.8\n","51707    3.9\n","51708    2.8\n","51711    2.5\n","51715    4.3\n","Name: rate, Length: 23248, dtype: float64"]},"execution_count":22,"metadata":{},"output_type":"execute_result"}],"source":["df['rate'] = df['rate'].apply(lambda x: float(x))\n","df['rate']"]},{"cell_type":"markdown","id":"988d2a87","metadata":{"papermill":{"duration":0.107243,"end_time":"2022-05-16T06:08:49.393135","exception":false,"start_time":"2022-05-16T06:08:49.285892","status":"completed"},"tags":[]},"source":["- Now our data is cleaned and we can perform visulization"]},{"cell_type":"markdown","id":"2bb6c5c8","metadata":{"papermill":{"duration":0.105601,"end_time":"2022-05-16T06:08:49.604672","exception":false,"start_time":"2022-05-16T06:08:49.499071","status":"completed"},"tags":[]},"source":["## 3. Data  Visulaization"]},{"cell_type":"markdown","id":"b3a1bc64","metadata":{"papermill":{"duration":0.103818,"end_time":"2022-05-16T06:08:49.812005","exception":false,"start_time":"2022-05-16T06:08:49.708187","status":"completed"},"tags":[]},"source":["#### 3.1 Most famous restaurant chains in banaglore"]},{"cell_type":"code","execution_count":23,"id":"2aaf05a4","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:08:50.025979Z","iopub.status.busy":"2022-05-16T06:08:50.02487Z","iopub.status.idle":"2022-05-16T06:08:50.367716Z","shell.execute_reply":"2022-05-16T06:08:50.366851Z"},"papermill":{"duration":0.451117,"end_time":"2022-05-16T06:08:50.37044","exception":false,"start_time":"2022-05-16T06:08:49.919323","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 1224x720 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["plt.figure(figsize = (17,10))\n","chains = df['name'].value_counts()[:20]\n","sns.barplot(x = chains, y=  chains.index,  palette= 'deep')\n","plt.title('Most famous restaurants chains in bangalore')\n","plt.xlabel('Number of outlets')\n","plt.show()"]},{"cell_type":"markdown","id":"4ee8bf62","metadata":{"papermill":{"duration":0.107704,"end_time":"2022-05-16T06:08:50.584223","exception":false,"start_time":"2022-05-16T06:08:50.476519","status":"completed"},"tags":[]},"source":["__Insights:__\n","- __'Onesta'__, __'Empire Restaurant'__  & __'KFC'__ are the most famous restaurant in bangalore."]},{"cell_type":"code","execution_count":null,"id":"8c9fe63a","metadata":{"papermill":{"duration":0.105111,"end_time":"2022-05-16T06:08:50.794828","exception":false,"start_time":"2022-05-16T06:08:50.689717","status":"completed"},"tags":[]},"outputs":[],"source":[]},{"cell_type":"markdown","id":"cb8fe482","metadata":{"papermill":{"duration":0.10654,"end_time":"2022-05-16T06:08:51.005776","exception":false,"start_time":"2022-05-16T06:08:50.899236","status":"completed"},"tags":[]},"source":["#### 3.2 checking  online order or not"]},{"cell_type":"code","execution_count":24,"id":"c7cfcac0","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:08:51.218623Z","iopub.status.busy":"2022-05-16T06:08:51.218199Z","iopub.status.idle":"2022-05-16T06:08:51.371681Z","shell.execute_reply":"2022-05-16T06:08:51.37072Z"},"papermill":{"duration":0.262029,"end_time":"2022-05-16T06:08:51.373869","exception":false,"start_time":"2022-05-16T06:08:51.11184","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 720x432 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["v = df['online_order'].value_counts()\n","fig = plt.gcf()\n","fig.set_size_inches((10,6))\n","cmap = plt.get_cmap('Set3')\n","color = cmap(np.arange(len(v)))\n","\n","plt.pie(v, labels = v.index, wedgeprops= dict(width = 0.6),autopct = '%0.02f', shadow = True, colors=  color)\n","plt.title('Online orders', fontsize = 20)\n","plt.show()\n"]},{"cell_type":"markdown","id":"a4584f21","metadata":{"papermill":{"duration":0.106574,"end_time":"2022-05-16T06:08:51.589243","exception":false,"start_time":"2022-05-16T06:08:51.482669","status":"completed"},"tags":[]},"source":["__Insight:__\n","- Most Restaurants offer option for online order and delivery."]},{"cell_type":"markdown","id":"14167256","metadata":{"papermill":{"duration":0.108163,"end_time":"2022-05-16T06:08:51.803944","exception":false,"start_time":"2022-05-16T06:08:51.695781","status":"completed"},"tags":[]},"source":["#### 3.3 Book table or not"]},{"cell_type":"code","execution_count":25,"id":"86b60cf4","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:08:52.022759Z","iopub.status.busy":"2022-05-16T06:08:52.022292Z","iopub.status.idle":"2022-05-16T06:08:52.149017Z","shell.execute_reply":"2022-05-16T06:08:52.148009Z"},"papermill":{"duration":0.238742,"end_time":"2022-05-16T06:08:52.152193","exception":false,"start_time":"2022-05-16T06:08:51.913451","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 576x432 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["v = df['book_table'].value_counts()\n","\n","fig = plt.gcf()\n","fig.set_size_inches((8,6))\n","cmap = plt.get_cmap('Set1')\n","color = cmap(np.arange(len(v)))\n","\n","plt.pie(v, labels = v.index, wedgeprops= dict(width = 0.6),autopct = '%0.02f', shadow = True, colors=  color)\n","plt.title('Book Table', fontsize = 20)\n","plt.show()\n"]},{"cell_type":"markdown","id":"6cbc1b48","metadata":{"papermill":{"duration":0.106585,"end_time":"2022-05-16T06:08:52.367426","exception":false,"start_time":"2022-05-16T06:08:52.260841","status":"completed"},"tags":[]},"source":["__Insight:__\n","- Most of restaurants doesn't offer table booking."]},{"cell_type":"markdown","id":"cfa7e501","metadata":{"papermill":{"duration":0.107063,"end_time":"2022-05-16T06:08:52.582221","exception":false,"start_time":"2022-05-16T06:08:52.475158","status":"completed"},"tags":[]},"source":["#### 3.4 Rating Distribution"]},{"cell_type":"code","execution_count":26,"id":"9aec0764","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:08:52.79732Z","iopub.status.busy":"2022-05-16T06:08:52.797055Z","iopub.status.idle":"2022-05-16T06:08:53.288105Z","shell.execute_reply":"2022-05-16T06:08:53.2874Z"},"papermill":{"duration":0.601407,"end_time":"2022-05-16T06:08:53.290092","exception":false,"start_time":"2022-05-16T06:08:52.688685","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["Text(0.5, 1.0, 'Rating Distribution')"]},"execution_count":26,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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\n","text/plain":["<Figure size 648x504 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["plt.figure(figsize = (9,7))\n","sns.distplot(df['rate'])\n","plt.title('Rating Distribution')"]},{"cell_type":"markdown","id":"42710b05","metadata":{"papermill":{"duration":0.109642,"end_time":"2022-05-16T06:08:53.510764","exception":false,"start_time":"2022-05-16T06:08:53.401122","status":"completed"},"tags":[]},"source":["__Insight:__\n","\n","- We can infer from above that most of the ratings are within 3.5 and 4.5"]},{"cell_type":"markdown","id":"8b6751d4","metadata":{"papermill":{"duration":0.108725,"end_time":"2022-05-16T06:08:53.730366","exception":false,"start_time":"2022-05-16T06:08:53.621641","status":"completed"},"tags":[]},"source":["#### 3.5 Location"]},{"cell_type":"code","execution_count":27,"id":"ec43eb8e","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:08:53.951527Z","iopub.status.busy":"2022-05-16T06:08:53.951213Z","iopub.status.idle":"2022-05-16T06:08:55.673437Z","shell.execute_reply":"2022-05-16T06:08:55.672781Z"},"papermill":{"duration":1.836584,"end_time":"2022-05-16T06:08:55.676538","exception":false,"start_time":"2022-05-16T06:08:53.839954","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 1440x2880 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["plt.figure(figsize=  (20,40))\n","chains = df['location'].value_counts()#[:20]\n","sns.barplot(x = chains, y=  chains.index,  palette= 'deep')\n","plt.title('Loaction of restaurants in bangalore')\n","plt.show()"]},{"cell_type":"markdown","id":"c56382b3","metadata":{"papermill":{"duration":0.112138,"end_time":"2022-05-16T06:08:55.903248","exception":false,"start_time":"2022-05-16T06:08:55.79111","status":"completed"},"tags":[]},"source":["__Insight:__\n","- Here above we can see that most of the restaurants located in '__Koramangala 5th Block__', '__BTM__' & '__Indiranagar__'.\n","- Then least restaurants are located  '__KR Puram__', '__Kanakapura__', '__Magadi Road__'."]},{"cell_type":"markdown","id":"abdfb630","metadata":{"papermill":{"duration":0.112064,"end_time":"2022-05-16T06:08:56.127564","exception":false,"start_time":"2022-05-16T06:08:56.0155","status":"completed"},"tags":[]},"source":["#### 3.6 Restaurant Type"]},{"cell_type":"code","execution_count":28,"id":"9fdb84d1","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:08:56.353771Z","iopub.status.busy":"2022-05-16T06:08:56.353424Z","iopub.status.idle":"2022-05-16T06:08:57.776837Z","shell.execute_reply":"2022-05-16T06:08:57.775994Z"},"papermill":{"duration":1.539682,"end_time":"2022-05-16T06:08:57.779674","exception":false,"start_time":"2022-05-16T06:08:56.239992","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 1440x2880 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["plt.figure(figsize = (20,40))\n","t = df['rest_type'].value_counts()\n","sns.barplot(y = t.index ,x = t, palette = 'Paired')\n","plt.title('Restaurant Type')\n","plt.show()\n","plt.show()"]},{"cell_type":"markdown","id":"d477fc1a","metadata":{"papermill":{"duration":0.121676,"end_time":"2022-05-16T06:08:58.018273","exception":false,"start_time":"2022-05-16T06:08:57.896597","status":"completed"},"tags":[]},"source":["__Insight:__\n","\n","- 'Casual Dining', 'Quick Bites', 'Cafe', 'Dessert Parlor' are the most common types of  restaurant.\n","- 'Food Court, Casual Dining', 'Dhaba' are the least common. "]},{"cell_type":"markdown","id":"17b2a388","metadata":{"papermill":{"duration":0.115633,"end_time":"2022-05-16T06:08:58.251023","exception":false,"start_time":"2022-05-16T06:08:58.13539","status":"completed"},"tags":[]},"source":["#### 3.7 Most Liked Dishes"]},{"cell_type":"code","execution_count":29,"id":"01c95056","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:08:58.490073Z","iopub.status.busy":"2022-05-16T06:08:58.489549Z","iopub.status.idle":"2022-05-16T06:08:58.75722Z","shell.execute_reply":"2022-05-16T06:08:58.756142Z"},"papermill":{"duration":0.391188,"end_time":"2022-05-16T06:08:58.759744","exception":false,"start_time":"2022-05-16T06:08:58.368556","status":"completed"},"tags":[]},"outputs":[],"source":["import re\n","\n","df.index=range(df.shape[0])\n","likes=[]\n","for i in range(df.shape[0]):\n","    array_split=re.split(',',df['dish_liked'][i])\n","    for item in array_split:\n","        likes.append(item)"]},{"cell_type":"code","execution_count":30,"id":"f2c20f25","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:08:59.001763Z","iopub.status.busy":"2022-05-16T06:08:59.001303Z","iopub.status.idle":"2022-05-16T06:08:59.045616Z","shell.execute_reply":"2022-05-16T06:08:59.044814Z"},"papermill":{"duration":0.166249,"end_time":"2022-05-16T06:08:59.047647","exception":false,"start_time":"2022-05-16T06:08:58.881398","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":[" Pasta              2692\n"," Pizza              1915\n"," Cocktails          1880\n"," Burgers            1736\n"," Mocktails          1623\n"," Biryani            1307\n"," Sandwiches         1287\n","Burgers             1256\n"," Coffee             1184\n"," Nachos             1170\n"," Fish               1116\n"," Paratha            1107\n"," Salads             1055\n"," Chicken Biryani    1004\n","Cocktails            891\n"," Fries               876\n"," Noodles             854\n"," Beer                835\n"," Mutton Biryani      832\n"," Tea                 819\n","Coffee               801\n"," Sandwich            788\n"," Butter Chicken      782\n"," Thali               770\n","Biryani              749\n","Pizza                747\n"," Roti                729\n"," Brownie             726\n"," Salad               677\n"," Hot Chocolate       672\n","dtype: int64"]},"execution_count":30,"metadata":{},"output_type":"execute_result"}],"source":["favourite_food = pd.Series(likes).value_counts()\n","favourite_food.head(30)"]},{"cell_type":"code","execution_count":31,"id":"98ae5527","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:08:59.284726Z","iopub.status.busy":"2022-05-16T06:08:59.28442Z","iopub.status.idle":"2022-05-16T06:08:59.731799Z","shell.execute_reply":"2022-05-16T06:08:59.731134Z"},"papermill":{"duration":0.567943,"end_time":"2022-05-16T06:08:59.733939","exception":false,"start_time":"2022-05-16T06:08:59.165996","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABBsAAAKVCAYAAACOKONWAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAABv+klEQVR4nO3dd5hcZfn/8fedhN4EIQgJEJoEUlhCaJbQDL0LSEQ6X2wIiqj4BfQLihQVUBQUBaRHOhGRIhDBgpBgqNJ+EEwCApEekBC4f3+cs8tu2IRsONmzM3m/rmuv3XnOzOx9stmdmc88z/1EZiJJkiRJklSVXnUXIEmSJEmSmothgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJmmci4hcRcWzddcypiBgQERkRfequRZKkRmbYIElSOxHxWruPdyLijXaX967oe5wSEZMi4pWIeCoi/nem4y0RMT4iXi8/t8zmvsZGxH9nqnuTKuqsQmZ+ITO/BxARm0XE5Lm9r/L278x0rr+rrtqeKSImRsSn6q5DkqSuMGyQJKmdzFy89QP4F7Bju7GLK/o25wADM3NJ4GPA3hGxG0BELAhcC1wELA2cD1xbjs/Koe3rzsy/VVTnBxIRvefB3T4907nuOA++hyRJ+oAMGyRJmgMRsVBEnB4RT5cfp0fEQuWxzSJickT8b0RMLd+JnuUsiMx8JDOntRt6B1ij/HozoA9wema+mZk/BQLYoov1Xh4R/46IlyPi9ogYVI5vVI73bnfdXSPivjk4z/0j4s8zfZ+MiDXKr38TEWdFxPURMQ3YvBz7fkQsBvwBWLHdrIQVI6JXRBwVEf8vIv4TEZdFxDJdOdfye69dzvJ4KSIejIid2h1bKiIuiIjny5kkx0REr/JY74j4UflzewLY/n2+z0oRcVV5X/+JiJ+V473K+30qIp4rv99S5bH3zOhoP1shIv6vPO8LIuLVsv7h5bELgZWB35X/Zt+MiIUj4qLy+78UEXdHxPJd/TeTJGleMmyQJGnOHA1sDLQA6wIbAse0O/4RYFmgH7AfcHZErDWrOytfYL8GTAYWAy4pDw0C7svMbHf1+8rxrvgDsCbQF7gHuBggM/8OTKNjePHZdt///c7z/XwWOAFYAmgLJspwZVs6zkx4GvgKsAuwKbAi8CLw8y58PyJiAeB3wE0U5/sV4OJ2//5nAEsBq5XfZ1/ggPLY/wA7AOsBw4HdZ/N9egPXAU8BAyh+1qPLw/uXH5uX32dx4GddOI2dyvv6EDCm9baZuQ8dZ9icQvH/aylgJeDDwBeAN7rwvSRJmucMGyRJmjN7A8dn5nOZ+TxwHLDPTNc5tpyN8Cfg98Ces7qzzDyJ4gX5MOBC4OXy0OLtvm71cnndWflp+Q73SxFxT3n/52bmq5n5JvB/wLqt77QDlwKjACJiCWC7cmxOz3N2rs3Mv2TmO5n53zm4/heAozNzcrtad49ZN2hcsd25vhQRe1KEI4sDJ2Xm9My8lSIUGFUGBHsB3y7/PSYCP253TntSzCKZlJkvACfOptYNKQKRb2TmtMz8b2a2Bip7A6dm5hOZ+RrwbWCv2ZzHzP6cmddn5tsU/x/Wnc1136IIGdbIzLczc3xmvjKH30eSpG5h2CBJ0pxZkeId7VZPlWOtXpxpacTMx98jC/+geFf6uHL4NWDJma66JPDqbO7qsMz8UPkxrFwacFK5NOEVYGJ5vWXLz5cAu5XLI3YD7snM1nN7v/N8P5O6cF2AVYCrW8MD4J/A28CslgU83e5cP5SZl5X1TcrMd2aqux/FOS/Ae8+pX/n1ijPV3P56M1sJeCozZ3RyrLN/tz6zOY+Z/bvd168DC88mqLgQuBEYXS51OaWc3SFJUo9h2CBJ0px5muKFcauVy7FWS5d9CWZ1fHb6AKuXXz8IDI2IaHd8aDk+pz4L7Ax8imK6/YByPAAy8yGKF8Pb0nEJBcz+PKcBi7YeiIiPdPK9s5Ox2R2bBGw7U4CwcGZOmc39zOxpYKXWPgzt6p4CTKWYCTDzObXe/zMUIUL7Y7MyCVh5FiFAZ/9uM4Bnee+/W29gudl8n5l1+HfLzLcy87jMXIeiwegOFEtDJEnqMQwbJEmaM5cCx0TEchGxLPAdih0j2jsuIhaMiE9SvAC8fOY7KRsJfj4ilo7ChsCXgVvKq4yleGf/sLJZ46Hl+K1dqHUJ4E3gPxQvcn/QyXUuAQ4HRsxU5+zO815gUBRbcy5MseShK54FPtxuOQfAL4ATImIVgPL77tzF+/07xWyAb0bEAhGxGbAjMLpclnBZ+T2WKL/PEe3O6TKKf+v+EbE0cNRsvs9dFOHESRGxWNmo8ePlsUuBr0XEqhGxOMW/+W/LWRCPUsxU2L6cgXAMsFAXzu9Zij4QAETE5hExpAwtXqEIU96Z1Y0lSaqDYYMkSXPm+8A4imaN91M0Xfx+u+P/pmhu+DRFM8YvZObDs7ivXYH/R7E04iKKBoZnAGTmdIqGifsCLwEHAruU43PqAoqZC1OAh4A7O7nOpRTNEm/NzKlzcp6Z+ShwPPBH4DHaNYCcE+W/x6XAE+WyiRWBn1A0RLwpIl4ta92oi/c7nSJc2JZiJsOZwL7t/v2/QjG74Imy5kuAc8tjv6JYknBvea5Xzeb7vF1+nzUomjZOBj5THj6XYnnD7cCTwH/L70tmvgx8Cfg1xc9kWnnbOXUiRQD0UkQcSdGM9AqKoOGfwJ/K7y1JUo8RHZtdS5KkrirfSb8oM/vXXIokSVKP4MwGSZIkSZJUKcMGSZIkSZJUKZdRSJIkSZKkSjmzQZIkSZIkVaqzfaJ7jGWXXTYHDBhQdxmSJEmSJGkm48ePn5qZy3V2rEeHDQMGDGDcuHF1lyFJkiRJkmYSEU/N6pjLKCRJkiRJUqUMGyRJkiRJUqUMGyRJkiRJUqUMGyRJkiRJUqUMGyRJkiRJUqUMGyRJkiRJUqUMGyRJkiRJUqUMGyRJkiRJUqUMGyRJkiRJUqUMGyRJkiRJUqUMGyRJkiRJUqUMGyRJkiRJUqUMGyRJkiRJUqUMGyRJkiRJUqWaMmyYNGkSm2++Oeussw6DBg3iJz/5SduxM844g4EDBzJo0CC++c1vAjB9+nQOOOAAhgwZwrrrrsvYsWMBeP3119l+++3brn/UUUfVcTqSJEmSJDWUPnUXMC/06dOHH//4xwwbNoxXX32V9ddfn5EjR/Lss89y7bXXcu+997LQQgvx3HPPAfCrX/0KgPvvv5/nnnuObbfdlrvvvhuAI488ks0335zp06ez5ZZb8oc//IFtt922tnOTJEmSJKmna8qZDSussALDhg0DYIkllmDttddmypQpnHXWWRx11FEstNBCAPTt2xeAhx56iC222KJt7EMf+hDjxo1j0UUXZfPNNwdgwQUXZNiwYUyePLmGM5IkSZIkqXE0ZdjQ3sSJE/nHP/7BRhttxKOPPsodd9zBRhttxKabbto2e2HddddlzJgxzJgxgyeffJLx48czadKkDvfz0ksv8bvf/Y4tt9yyjtOQJEmSJKlhNOUyilavvfYan/70pzn99NNZcsklmTFjBi+88AJ33nknd999N3vuuSdPPPEEBx54IP/85z8ZPnw4q6yyCh/72Mfo3bt32/3MmDGDUaNGcdhhh7HaaqvVeEaSJEmSJPV8TRs2vPXWW3z6059m7733ZrfddgOgf//+7LbbbkQEG264Ib169WLq1Kkst9xynHbaaW23/djHPsZHP/rRtsuHHHIIa665Jl/96le7+zQkSZIkSWo4TbmMIjM56KCDWHvttTniiCPaxnfZZRduu+02AB599FGmT5/Osssuy+uvv860adMAuPnmm+nTpw/rrLMOAMcccwwvv/wyp59+erefhyRJkiRJjagpZzb85S9/4cILL2TIkCG0tLQA8IMf/IADDzyQAw88kMGDB7Pgggty/vnnExE899xzbL311vTq1Yt+/fpx4YUXAjB58mROOOEEBg4c2NZw8tBDD+Xggw+u69QkSZIkSerxIjPrrmGWhg8fnuPGjau7DEmSJEmSNJOIGJ+Zwzs71pTLKCRJkiRJUn2abhnFqQ/cOc+/xxGDN57n30OSJEmSpEblzAZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklSp9w0bImKliLgtIh6KiAcj4vBy/P8iYkpETCg/tmt3m29HxOMR8UhEbN1ufJty7PGIOGrenJIkSZIkSapTnzm4zgzg65l5T0QsAYyPiJvLY6dl5o/aXzki1gH2AgYBKwJ/jIiPlod/DowEJgN3R8SYzHyoihORJEmSJEk9w/uGDZn5DPBM+fWrEfFPoN9sbrIzMDoz3wSejIjHgQ3LY49n5hMAETG6vK5hgyRJkiRJTaRLPRsiYgCwHvD3cujQiLgvIs6NiKXLsX7ApHY3m1yOzWp85u9xSESMi4hxzz//fFfKkyRJkiRJPcAchw0RsThwJfDVzHwFOAtYHWihmPnw4yoKysyzM3N4Zg5fbrnlqrhLSZIkSZLUjeakZwMRsQBF0HBxZl4FkJnPtjv+K+C68uIUYKV2N+9fjjGbcUmSJEmS1CTmZDeKAM4B/pmZp7YbX6Hd1XYFHii/HgPsFRELRcSqwJrAXcDdwJoRsWpELEjRRHJMNachSZIkSZJ6ijmZ2fBxYB/g/oiYUI79LzAqIlqABCYCnwfIzAcj4jKKxo8zgC9n5tsAEXEocCPQGzg3Mx+s7EwkSZIkSVKPMCe7UfwZiE4OXT+b25wAnNDJ+PWzu50kSZIkSWp8XdqNQpIkSZIk6f0YNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEoZNkiSJEmSpEq9b9gQEStFxG0R8VBEPBgRh5fjy0TEzRHxWPl56XI8IuKnEfF4RNwXEcPa3dd+5fUfi4j95t1pSZIkSZKkuszJzIYZwNczcx1gY+DLEbEOcBRwS2auCdxSXgbYFliz/DgEOAuKcAL4LrARsCHw3daAQpIkSZIkNY/3DRsy85nMvKf8+lXgn0A/YGfg/PJq5wO7lF/vDFyQhTuBD0XECsDWwM2Z+UJmvgjcDGxT5clIkiRJkqT6dalnQ0QMANYD/g4sn5nPlIf+DSxfft0PmNTuZpPLsVmNz/w9DomIcREx7vnnn+9KeZIkSZIkqQeY47AhIhYHrgS+mpmvtD+WmQlkFQVl5tmZOTwzhy+33HJV3KUkSZIkSepGcxQ2RMQCFEHDxZl5VTn8bLk8gvLzc+X4FGCldjfvX47NalySJEmSJDWROdmNIoBzgH9m5qntDo0BWneU2A+4tt34vuWuFBsDL5fLLW4EtoqIpcvGkFuVY5IkSZIkqYn0mYPrfBzYB7g/IiaUY/8LnARcFhEHAU8Be5bHrge2Ax4HXgcOAMjMFyLie8Dd5fWOz8wXqjgJSZIkSZLUc7xv2JCZfwZiFoe37OT6CXx5Fvd1LnBuVwqUJEmSJEmNpUu7UUiSJEmSJL0fwwZJkiRJklQpw4Ye7sADD6Rv374MHjy4bezee+9lk002YciQIey444688kqxE+l//vMfNt98cxZffHEOPfTQDvez2WabsdZaa9HS0kJLSwvPPfcckiRJkiTNC4YNPdz+++/PDTfc0GHs4IMP5qSTTuL+++9n11135Yc//CEACy+8MN/73vf40Y9+1Ol9XXzxxUyYMIEJEybQt2/feV67JEmSJGn+ZNjQw40YMYJlllmmw9ijjz7KiBEjABg5ciRXXnklAIstthif+MQnWHjhhbu9TkmSJEmSWhk2NKBBgwZx7bXXAnD55ZczadKkObrdAQccQEtLC9/73vcoNg2RJEmSJKl6hg0N6Nxzz+XMM89k/fXX59VXX2XBBRd839tcfPHF3H///dxxxx3ccccdXHjhhd1QqSRJkiRpfmTY0IAGDhzITTfdxPjx4xk1ahSrr776+96mX79+ACyxxBJ89rOf5a677prXZUqSJEmS5lOGDQ2odSeJd955h+9///t84QtfmO31Z8yYwdSpUwF46623uO666zrsbtEdOttVY8KECWy88ca0tLQwfPjwtgDk5ZdfZscdd2Tddddl0KBBnHfeeW23Of/881lzzTVZc801Of/887v1HCRJkiRJcyZ68tr94cOH57hx47p0m1MfuHMeVfOuIwZvPM+/R6tRo0YxduxYpk6dyvLLL89xxx3Ha6+9xs9//nMAdtttN0488UQiAoABAwbwyiuvMH36dD70oQ9x0003scoqqzBixAjeeust3n77bT71qU9x6qmn0rt37247j9tvv53FF1+cfffdlwceeACArbbaiq997Wtsu+22XH/99ZxyyimMHTuWH/zgB7z88sucfPLJPP/886y11lr8+9//5rXXXmP48OGMGzeOiGD99ddn/PjxLL300t12HpIkSZKkQkSMz8zhnR3r093FqGsuvfTSTscPP/zwTscnTpzY6fj48eOrKmmujBgx4j21RQSvvPIKUMxmWHHFFdvGX331VTKT1157jWWWWYY+ffpw4403MnLkyLbdOUaOHMkNN9zAqFGjuvVcJEmSJEmzZ9jQY13XDd9jh274HrN2+umns/XWW3PkkUfyzjvv8Ne//hWAQw89lJ122okVV1yRV199ld/+9rf06tWLKVOmsNJKK7Xdvn///kyZMqWu8iVJkiRJs2DPBtXmrLPO4rTTTmPSpEmcdtppHHTQQQDceOONtLS08PTTTzNhwgQOPfTQthkQkiRJkqSez7BBtTn//PPZbbfdANhjjz3aGkSed9557LbbbkQEa6yxBquuuioPP/ww/fr1Y9KkSW23nzx5ctsuG5IkSZKknsOwQbVZccUV+dOf/gTArbfeypprrgnAyiuvzC233ALAs88+yyOPPMJqq63G1ltvzU033cSLL77Iiy++yE033cTWW29dW/2SJEmSpM7Zs0Hdov2uGv379+e4447jV7/6FYcffjgzZsxg4YUX5uyzzwbg2GOPZf/992fIkCFkJieffDLLLrts27ENNtgAgO985zttzSIlSZIkST2HW1/Ohe7Z+rL5G0RKkiRJkhqXW1+qNt0R/kB3BUCSJEmSpDlhzwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwapCw488ED69u3L4MGD28Y+85nP0NLSQktLCwMGDKClpQWAu+66q2183XXX5eqrr267zUsvvcTuu+/OwIEDWXvttfnb3/7W3aciSZIkSfNMn7oLkBrJ/vvvz6GHHsq+++7bNvbb3/627euvf/3rLLXUUgAMHjyYcePG0adPH5555hnWXXdddtxxR/r06cPhhx/ONttswxVXXMH06dN5/fXXu/1cJEmSJGleMWyQumDEiBFMnDix02OZyWWXXcatt94KwKKLLtp27L///S8RAcDLL7/M7bffzm9+8xsAFlxwQRZccMF5WrckSZIkdSeXUUgVueOOO1h++eVZc80128b+/ve/M2jQIIYMGcIvfvEL+vTpw5NPPslyyy3HAQccwHrrrcfBBx/MtGnTaqxckiRJkqpl2CBV5NJLL2XUqFEdxjbaaCMefPBB7r77bk488UT++9//MmPGDO655x6++MUv8o9//IPFFluMk046qaaqJUmSJKl6hg1SBWbMmMFVV13FZz7zmU6Pr7322iy++OI88MAD9O/fn/79+7PRRhsBsPvuu3PPPfd0Z7mSJEmSNE8ZNkgV+OMf/8jAgQPp379/29iTTz7JjBkzAHjqqad4+OGHGTBgAB/5yEdYaaWVeOSRRwC45ZZbWGeddWqpW5IkSZLmBRtESl0watQoxo4dy9SpU+nfvz/HHXccBx10EKNHj37PEoo///nPnHTSSSywwAL06tWLM888k2WXXRaAM844g7333pvp06ez2mqrcd5559VxOpIkSZI0Txg2SF1w6aWXdjreurNEe/vssw/77LNPp9dvaWlh3LhxVZYmSZIkST2GYYM0x67rhu+xQzd8D0mSJEmat+zZIEmSJEmSKmXYIEmSJEmSKmXYIEmSJEmSKmXYIEmSJEmSKmXYIEmSJEmSKmXYIEmSJEmSKmXYIEmSJEmSKmXYIEmSJEmSKmXYIEmSJEmSKmXYIEmSJEmSKmXYIEmSJEmSKmXYIEmSJEmSKmXYIM2nDjzwQPr27cvgwYM7jJ9xxhkMHDiQQYMG8c1vfhOAm2++mfXXX58hQ4aw/vrrc+utt7Zdf5tttmHddddl0KBBfOELX+Dtt9/u1vOQJEmS1PMYNkjzqf33358bbrihw9htt93Gtddey7333suDDz7IkUceCcCyyy7L7373O+6//37OP/989tlnn7bbXHbZZdx777088MADPP/881x++eXdeh6SJEmSep4+dRcgqR4jRoxg4sSJHcbOOussjjrqKBZaaCEA+vbtC8B6663Xdp1Bgwbxxhtv8Oabb7LQQgux5JJLAjBjxgymT59ORHTPCUiSJEnqsZzZIKnNo48+yh133MFGG23Epptuyt133/2e61x55ZUMGzasLZAA2Hrrrenbty9LLLEEu+++e3eWLEmSJKkHMmyQ1GbGjBm88MIL3Hnnnfzwhz9kzz33JDPbjj/44IN861vf4pe//GWH2914440888wzvPnmmx36OUiSJEmaPxk2SGrTv39/dtttNyKCDTfckF69ejF16lQAJk+ezK677soFF1zA6quv/p7bLrzwwuy8885ce+213V22JEmSpB7GsEFSm1122YXbbrsNKJZUTJ8+nWWXXZaXXnqJ7bffnpNOOomPf/zjbdd/7bXXeOaZZ4BiVsTvf/97Bg4cWEvtkiRJknoOwwZpPjVq1Cg22WQTHnnkEfr3788555zDgQceyBNPPMHgwYPZa6+9OP/884kIfvazn/H4449z/PHH09LSQktLC8899xzTpk1jp512YujQobS0tNC3b1++8IUv1H1qkiRJkmrmbhTSfOrSSy/tdPyiiy56z9gxxxzDMccc0+n1O2siKUmSJGn+ZtggzWdOfeDOef49jhi88Tz/HpIkSZJ6LpdRSJIkSZKkShk2SJIkSZKkShk2SJIkSZKkShk2SJIkSZKkShk2SJIkSZKkShk2SJIkSZKkShk2SJIkSZKkShk2SJIkSZKkShk2SJIkSZKkShk2SJIkSZKkShk2SJIkSZKkShk2SJIkSZKkShk2SJIkSZKkShk2SJIkSZKkShk2SJIkSZKkShk2SJIkSZKkShk2SJIkSZKkShk2SJIkSZKkShk2SJIkSZKkSr1v2BAR50bEcxHxQLux/4uIKRExofzYrt2xb0fE4xHxSERs3W58m3Ls8Yg4qvpTkSRJkiRJPcGczGz4DbBNJ+OnZWZL+XE9QESsA+wFDCpvc2ZE9I6I3sDPgW2BdYBR5XUlSZIkSVKT6fN+V8jM2yNiwBze387A6Mx8E3gyIh4HNiyPPZ6ZTwBExOjyug91vWRJkiRJktSTfZCeDYdGxH3lMouly7F+wKR215lcjs1q/D0i4pCIGBcR455//vkPUJ4kSZIkSarD3IYNZwGrAy3AM8CPqyooM8/OzOGZOXy55Zar6m4lSZIkSVI3ed9lFJ3JzGdbv46IXwHXlRenACu1u2r/cozZjEuSJEmSpCYyVzMbImKFdhd3BVp3qhgD7BURC0XEqsCawF3A3cCaEbFqRCxI0URyzNyXLUmSJEmSeqr3ndkQEZcCmwHLRsRk4LvAZhHRAiQwEfg8QGY+GBGXUTR+nAF8OTPfLu/nUOBGoDdwbmY+WPXJSJIkSZKk+s3JbhSjOhk+ZzbXPwE4oZPx64Hru1SdJEmSJElqOB9kNwpJkiRJkqT3MGyQJEmSJEmVMmyQJEmSJEmVMmyQJEmSJEmVMmyQJEmSJEmVMmyQJEmSJEmVMmyQJEmSJEmVMmyQJEmSJEmVMmyQJEmSJEmVMmyQJEmSJEmVMmyQJEmSJEmVMmyQJEmSJEmVMmyQJEmSJEmVMmyQJEmSJEmVMmyQJEmSJEmVMmyQJEmSJEmVMmyQJEmSJEmVMmyQJEmSJEmVMmyQJEmSJEmVMmyQJEmSJEmVMmyQJEmSJEmVMmyQJEmSJEmVMmyQJEmSJEmVMmyQ1NAOPPBA+vbty+DBg9vGjj32WIYOHUpLSwtbbbUVTz/9NACZyWGHHcYaa6zB0KFDueeeewC47bbbaGlpaftYeOGFueaaa+o4HUmSJKkpGDZIamj7778/N9xwQ4exb3zjG9x3331MmDCBHXbYgeOPPx6AP/zhDzz22GM89thjnH322Xzxi18EYPPNN2fChAlMmDCBW2+9lUUXXZStttqq289FkiRJahaGDZIa2ogRI1hmmWU6jC255JJtX0+bNo2IAODaa69l3333JSLYeOONeemll3jmmWc63PaKK65g2223ZdFFF533xUuSJElNqk/dBUjSvHD00UdzwQUXsNRSS3HbbbcBMGXKFFZaaaW26/Tv358pU6awwgortI2NHj2aI444otvrlSRJkpqJMxskNaUTTjiBSZMmsffee/Ozn/1sjm7zzDPPcP/997P11lvP4+o611n/iW984xsMHDiQoUOHsuuuu/LSSy8B8NZbb7HffvsxZMgQ1l57bU488UQAHnnkkQ79J5ZccklOP/30Gs5GkiRJ8zPDBklNbe+99+bKK68EoF+/fkyaNKnt2OTJk+nXr1/b5csuu4xdd92VBRZYoNvrhM77T4wcOZIHHniA++67j49+9KNtocLll1/Om2++yf3338/48eP55S9/ycSJE1lrrbXa+k+MHz+eRRddlF133bWO05EkSdJ8zLBBUtN57LHH2r6+9tprGThwIAA77bQTF1xwAZnJnXfeyVJLLdVhCcWll17KqFGjur3eVp31n9hqq63o06dY8bbxxhszefJkACKCadOmMWPGDN544w0WXHDBDr0qAG655RZWX311Vlllle45AUmSJKlkzwZJDW3UqFGMHTuWqVOn0r9/f4477jiuv/56HnnkEXr16sUqq6zCL37xCwC22247rr/+etZYYw0WXXRRzjvvvLb7mThxIpMmTWLTTTet61Te17nnnstnPvMZAHbffXeuvfZaVlhhBV5//XVOO+209wQVo0ePrjU8kSRJ0vzLsEFSQ7v00kvfM3bQQQd1et2I4Oc//3mnxwYMGMCUKVMqra1KJ5xwAn369GHvvfcG4K677qJ37948/fTTvPjii3zyk5/kU5/6FKutthoA06dPZ8yYMW3LLiRJkqTuZNggqUFd1w3fY4du+B7v7ze/+Q3XXXcdt9xyS9s2npdccgnbbLMNCyywAH379uXjH/8448aNawsb/vCHPzBs2DCWX375OkuXJEnSfMqeDZLUg91www2ccsopjBkzhkUXXbRtfOWVV+bWW28FYNq0adx5551tvSmg3v4TXdlVY+LEiSyyyCJtu2d84QtfaLvN9OnTOeSQQ/joRz/KwIED2xp9SpIkqeczbJCkHmLUqFFssskmPPLII/Tv359zzjmHQw89lFdffZWRI0d2eDH+5S9/mddee41BgwaxwQYbcMABBzB06FCgCB9uvvlmdtttt1rOoyu7agCsvvrqbTtotPbXgGLpSN++fXn00Ud56KGHenQ/DUmSJHXkMgpJqtGpD9zZ9vUGRx/OBkcf3nb5ZeBL11w0y9ts8t2vs8ks7uvoP/2ecyb9EybBEYM3rrzu2RkxYgQTJ07sMLbVVlu1fb3xxhtzxRVXvO/9nHvuuTz88MMA9OrVi2WXXbbSOiVJkjTvOLNBktStzj33XLbddtu2y08++STrrbcem266KXfccQdA2zKLY489lmHDhrHHHnvw7LPP1lGuJEmS5oJhgySp28y8q8YKK6zAv/71L/7xj39w6qmn8tnPfpZXXnmFGTNmMHnyZD72sY9xzz33sMkmm3DkkUfWXL0kSZLmlGGDJKlbtO6qcfHFF7ftqrHQQgvx4Q9/GID111+f1VdfnUcffZQPf/jDLLroom19J/bYYw/uueee2mqXJElS1xg2SJLmuVntqvH888/z9ttvA/DEE0/w2GOPsdpqqxER7LjjjowdOxaAW265hXXWWaeO0iVJkjQXbBApSarUqFGjGDt2LFOnTqV///4cd9xxnHjiibz55puMHDkSKJpE/uIXv+D222/nO9/5DgsssAC9evXiF7/4BcssswwAJ598Mvvssw9f/epXWW655TjvvPPqPC1JkiR1gWGDJKki1wFw6aV7A3t3OHLQQad3ev1Pf3ohPv3pkzu9n1VWgdtv/2a78fuAlSuqVZIkSfOSyygkSZIkSVKlDBskSZIkSVKlDBskSZIkSVKlDBskSZIkSVKlDBskSZIkSVKlDBskSZqFAw88kL59+zJ48OC2scsvv5xBgwbRq1cvxo0b1zb+1ltvsd9++zFkyBDWXnttTjzxxA739fbbb7Peeuuxww47dFv9kiRJdTFskCRpFvbff39uuOGGDmODBw/mqquuYsSIER3GL7/8ct58803uv/9+xo8fzy9/+UsmTpzYdvwnP/kJa6+9dneULUmSVDvDBkmSZmHEiBEss8wyHcbWXntt1lprrfdcNyKYNm0aM2bM4I033mDBBRdkySWXBGDy5Mn8/ve/5+CDD+6WuiVJkupm2CBJUgV23313FltsMVZYYQVWXnlljjzyyLag4qtf/SqnnHIKvXrV87DbleUgF198MS0tLW0fvXr1YsKECQCMHz+eIUOGsMYaa3DYYYeRmd19KpIkqUEYNkiSVIG77rqL3r178/TTT/Pkk0/y4x//mCeeeILrrruOvn37sv7669dWW1eWg+y9995MmDCBCRMmcOGFF7LqqqvS0tICwBe/+EV+9atf8dhjj/HYY4+95z4lSZJaGTZIklSBSy65hG222YYFFliAvn378vGPf5xx48bxl7/8hTFjxjBgwAD22msvbr31Vj73uc91a21dWQ7S3qWXXspee+0FwDPPPMMrr7zCxhtvTESw7777cs0118yrkiVJUoMzbJAkqQIrr7wyt956KwDTpk3jzjvvZODAgZx44olMnjyZiRMnMnr0aLbYYgsuuuiimqudM7/97W8ZNWoUAFOmTKF///5tx/r378+UKVPqKk2SJPVwhg2SJM3CqFGj2GSTTXjkkUfo378/55xzDldffTX9+/fnb3/7G9tvvz1bb701AF/+8pd57bXXGDRoEBtssAEHHHAAQ4cOrfkM5t7f//53Fl100Q59HiRJkuZUn7oLkCSpJzn1gTvbvt7g6MPZ4OjD2y6/XH4cccMVnd5mk+9+nU1mcV8ALLswW5x0TMUVzxujR49um9UA0K9fPyZPntx2efLkyfTr16+O0iRJUgNwZoMkSergnXfe4bLLLmvr1wCwwgorsOSSS3LnnXeSmVxwwQXsvPPONVYpSZJ6MsMGSZKaXFeWgwDcfvvtrLTSSqy22mod7ufMM8/k4IMPZo011mD11Vdn22237e5TkSRJDcJlFJIkNaXr2r669NK9gb3fc41dd/1Fp7fZbDO4885jOtwHwPDh8MADJ7UbiUoqlSRJzceZDZIkSZIkqVKGDZIkqWEceOCB9O3bt8MuGZdffjmDBg2iV69ejBs3rm38P//5D5tvvjmLL744hx56aIf7mT59Oocccggf/ehHGThwIFdeeWW3nYMkSfMDwwZJktQw9t9/f2644YYOY4MHD+aqq65ixIgRHcYXXnhhvve97/GjH/3oPfdzwgkn0LdvXx599FEeeughNt1003latyRJ8xvDBkmS1DBGjBjBMsss02Fs7bXXZq211nrPdRdbbDE+8YlPsPDCC7/n2Lnnnsu3v/1tAHr16sWyyy47bwqeha7M0AA48cQTWWONNVhrrbW48cYbAXjkkUdoaWlp+1hyySU5/fTTu/M0JEmaJcMGSZI0X3nppZcAOPbYYxk2bBh77LEHzz77bLfW0JUZGg899BCjR4/mwQcf5IYbbuBLX/oSb7/9NmuttRYTJkxgwoQJjB8/nkUXXZRdd921O09DkqRZMmyQJEnzlRkzZjB58mQ+9rGPcc8997DJJptw5JFHdmsNXZmhce2117LXXnux0EILseqqq7LGGmtw1113dbjOLbfcwuqrr84qq6wyT+uWJGlOGTZIkqT5yoc//GEWXXRRdtttNwD22GMP7rnnnpqrmrUpU6aw0kortV3u378/U6ZM6XCd0aNHM2rUqO4uTZKkWTJskCRJ85WIYMcdd2Ts2LFAMStgnXXWqbeoD2D69OmMGTOGPfbYo+5SJElq06fuAiRJkubUqFGjGDt2LFOnTqV///4cd9xxLLPMMnzlK1/h+eefZ/vtt6elpaWtieKAAQN45ZVXmD59Otdccw033XQT66yzDieffDL77LMPX/3qV1luueU477zzaj6zWevXrx+TJk1quzx58mT69evXdvkPf/gDw4YNY/nll6+jPEmSOmXYIEmSeqxTH7izw+UNjj6cDY4+vO3yy+XHETdc0entDrtudIfxG955hRvKY7uceQoARwzeuOKqq7XTTjvx2c9+liOOOIKnn36axx57jA033LDt+KWXXuoSCklSj2PYIEmS1M26MkNj0KBB7Lnnnqyzzjr06dOHn//85/Tu3RuAadOmcfPNN/PLX/6y5jOSJKkjwwZJkqR57roOly69dG9g7/dca9ddf9Hp7Y4+el2OPvon5djbbeOLLQb/+c/5wB3lsR2qKliSpA/EBpGSJEmSJKlShg2SJEmaawceeCB9+/Zl8ODBbWMvvPACI0eOZM0112TkyJG8+OKLAIwdO5alllqKlpYWWlpaOP7449tuM2DAAIYMGUJLSwvDhw/v9vOQJFXLsEGSJElzbf/99+eGG27oMHbSSSex5ZZb8thjj7Hlllty0kkntR375Cc/yYQJE5gwYQLf+c53OtzutttuY8KECYwbN65bapckzTuGDZIkSZprI0aMYJlllukwdu2117LffvsBsN9++3HNNdfUUJkkqU6GDZIkSarUs88+yworrADARz7yEZ599tm2Y3/7299Yd9112XbbbXnwwQfbxiOCrbbaivXXX5+zzz6722uWJFXL3SgkSZI0z0QEEQHAsGHDeOqpp1h88cW5/vrr2WWXXXjssccA+POf/0y/fv147rnnGDlyJAMHDmTEiBF1li5J+gCc2SBJkqRKLb/88jzzzDMAPPPMM/Tt2xeAJZdcksUXXxyA7bbbjrfeeoupU6cC0K9fPwD69u3Lrrvuyl133VVD5ZKkqhg2SJIkqVI77bQT559/PgDnn38+O++8MwD//ve/yUwA7rrrLt555x0+/OEPM23aNF599VUApk2bxk033dRhdwtJUuNxGYUkSZLm2qhRoxg7dixTp06lf//+HHfccRx11FHsueeenHPOOayyyipcdtllAFxxxRWcddZZ9OnTh0UWWYTRo0cTETz77LPsuuuuAMyYMYPPfvazbLPNNnWeliTpAzJskCRJ0hw79YE7O1ze4OjD2eDow9suvwyc/8xjbP+TE9rGfvP0o/A0sNlwDtrsnLbxO4E7y/vb7+Jfto0fMXjjeVK7JKn7uIxCkiRJkiRVyrBBkiRJ870DDzyQvn37dugV8cILLzBy5EjWXHNNRo4cyYsvvghAZnLYYYexxhprMHToUO65554O9/XKK6/Qv39/Dj300G49B0nqSQwbJEmSNN/bf//9ueGGGzqMnXTSSWy55ZY89thjbLnllpx00kkA/OEPf+Cxxx7jscce4+yzz+aLX/xih9sde+yxbtspab5n2CBJkqT53ogRI1hmmWU6jF177bXst99+AOy3335cc801beP77rsvEcHGG2/MSy+91LbV5/jx43n22WfZaquturV+SeppDBskSZKkTjz77LOssMIKAHzkIx/h2WefBWDKlCmstNJKbdfr378/U6ZM4Z133uHrX/86P/rRj2qpV5J6EsMGSZIk6X1EBBEx2+uceeaZbLfddvTv37+bqpKknut9w4aIODcinouIB9qNLRMRN0fEY+XnpcvxiIifRsTjEXFfRAxrd5v9yus/FhH7zZvTkSRJkqqx/PLLty2PeOaZZ+jbty8A/fr1Y9KkSW3Xmzx5Mv369eNvf/sbP/vZzxgwYABHHnkkF1xwAUcddVQttUtS3eZkZsNvgG1mGjsKuCUz1wRuKS8DbAusWX4cApwFRTgBfBfYCNgQ+G5rQCFJkiT1RDvttBPnn38+AOeffz4777xz2/gFF1xAZnLnnXey1FJLscIKK3DxxRfzr3/9i4kTJ/KjH/2Ifffdt62ppCTNb943bMjM24EXZhreGTi//Pp8YJd24xdk4U7gQxGxArA1cHNmvpCZLwI3894AQ5IkSarFqFGj2GSTTXjkkUfo378/55xzDkcddRQ333wza665Jn/84x/bZilst912rLbaaqyxxhr8z//8D2eeeWbN1UtSz9NnLm+3fGY+U379b2D58ut+wKR215tcjs1qXJIkSarBdR0uXXrp3sDeM13nb9xyy9faXf4rABHw859vSzGpF4qnwx3vb//9l2X//X9WYb2S1Fg+cIPIzEwgK6gFgIg4JCLGRcS4559/vqq7lSRJkiRJ3WRuw4Zny+URlJ+fK8enACu1u17/cmxW4++RmWdn5vDMHL7ccsvNZXmSJEmSJKkucxs2jAFad5TYD7i23fi+5a4UGwMvl8stbgS2ioily8aQW5VjkiRJkiSpybxvz4aIuBTYDFg2IiZT7CpxEnBZRBwEPAXsWV79emA74HHgdeAAgMx8ISK+B9xdXu/4zJy56aQkSZIkSWoC7xs2ZOaoWRzaspPrJvDlWdzPucC5XapOkiRJkiQ1nA/cIFKSJEmSJKk9wwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiRJklQpwwZJkiSpiZx22mkMGjSIwYMHM2rUKP773/9y6623MmzYMAYPHsx+++3HjBkzAHj44YfZZJNNWGihhfjRj35Uc+WSmolhgyRJktQkpkyZwk9/+lPGjRvHAw88wNtvv80ll1zCfvvtx+jRo3nggQdYZZVVOP/88wFYZpll+OlPf8qRRx5Zc+WSmo1hgyRJktREZsyYwRtvvMGMGTN4/fXXWWyxxVhwwQX56Ec/CsDIkSO58sorAejbty8bbLABCyywQJ0lz1JnszQ++clP0tLSQktLCyuuuCK77LJL2/XHjh1LS0sLgwYNYtNNN62vcEmGDZIkSVKz6NevH0ceeSQrr7wyK6ywAksttRR77rknM2bMYNy4cQBcccUVTJo0qeZK319nszRGjx7NHXfcwYQJE5gwYQKbbLIJu+22GwAvvfQSX/rSlxgzZgwPPvggl19+ec1nIM3fDBskSZKkJvHiiy9y7bXX8uSTT/L0008zbdo0Lr74YkaPHs3XvvY1NtxwQ5ZYYgl69+5dd6lzZOZZGiuuuGLbsVdeeYVbb721bWbDJZdcwm677cbKK68MFLM2JNXHsEGSJElqEn/84x9ZddVVWW655VhggQXYbbfd+Otf/8omm2zCHXfcwV133cWIESPallT0ZJ3N0thqq63ajl9zzTVsueWWLLnkkgA8+uijvPjii2y22Wasv/76XHDBBXWVLgnDBkmSJKlprLzyytx55528/vrrZCa33HILa6+9Ns899xwAb775JieffDJf+MIXaq70/XU2S+Oiiy5qO37ppZcyatSotsszZsxg/Pjx/P73v+fGG2/ke9/7Ho8++mgdpUvCsEGSJElqGhtttBG77747w4YNY8iQIbzzzjsccsgh/PCHP2Tttddm6NCh7LjjjmyxxRYA/Pvf/6Z///6ceuqpfP/736d///688sorNZ9FYVazNACmTp3KXXfdxfbbb992/f79+7P11luz2GKLseyyyzJixAjuvffeusrvoLNGl/vvvz+rrrpqW7PLCRMmdLjN3XffTZ8+fbjiiivqKVr6gPrUXYAkSZKkuXPqA3e+Z2ypPbblkD22bbv888f+wQr7fZr/2e/TALwz0+2OuKHji9lf/+uhDpePGLxxhRXPufazNBZZZBFuueUWhg8fDhRNLnfYYQcWXnjhtuvvvPPOHHroocyYMYPp06fz97//na997Wu11N5ea6PLhx56iEUWWYQ999yT0aNHA/DDH/6Q3Xff/T23efvtt/nWt77VYdmI1Gic2SBJkiSpx5nVLA2A0aNHd1hCAbD22muzzTbbMHToUDbccEMOPvhgBg8eXEfp7zG7RpedOeOMM/j0pz9tk0s1NGc2SJIkSarZdZ2OHnfcBhx33AbtRm4GYOzYI4EZ77ndN76xNt/4ximzuN8dqii0y9o3ulxkkUXYaqut2Gqrrbjkkks4+uijOf7449lyyy056aSTWGihhZgyZQpXX301t912G3fffXctNc/Oaaedxq9//WsigiFDhnDeeefx5S9/mXHjxpGZfPSjH+U3v/kNiy++OL/5zW/4xje+Qb9+/QA49NBDOfjgg2s+A3UXZzZIkiRJ0jwyq0aXJ554Ig8//DB33303L7zwAieffDIAX/3qVzn55JPp1avnvVRrXRIybtw4HnjgAd5++21Gjx7Naaedxr333st9993HyiuvzM9+9rO223zmM59hwoQJTJgwoUcFDZ310TjooINYd911GTp0KLvvvjuvvfYaAKeeeirrrLMOQ4cOZcstt+Spp56qufrG0PP+B0uSJElSk5hVo8sVVliBiGChhRbigAMO4K677gJg3Lhx7LXXXgwYMIArrriCL33pS1xzzTX1nkQ7nS0Jad1+NDN54403iIiaq5y9roYm6623HuPGjeO+++5j991355vf/GbNZ9AYDBskSZIkaR6Z1XakzzzzDFC8QL/mmmva+ks8+eSTTJw4kYkTJ7L77rtz5plnsssuu9R4Bu9qvyRkhRVWYKmllmprYnnAAQfwkY98hIcffpivfOUrbbe58sor22YKTJo0qa7S36Mrocnmm2/OoosuCsDGG2/M5MmTa6u7kRg2SJIkSdI8MqtGl3vvvTdDhgxhyJAhTJ06lWOOOabuUt/XrJaEAJx33nk8/fTTrL322vz2t78FYMcdd2TixIncd999jBw5kv3226/O8tvMTWjS6pxzzmHbbbd9z3idOlsS8rOf/Yw11liDiGDq1Klt133xxRfZdddd2xqpPvDAA/OsLhtESpIkSVJF5nQ70h1++oMO1zl74ntf9A098gv8q5P7rGs70vZLQoC2JSGf+9znAOjduzd77bUXp5xyCgcccAAf/vCH22578MEH95jlB+1Dkw996EPsscceXHTRRXzuc5/jvPPO4+233+YrX/kKv/3tbznggAPabnfRRRcxbtw4/vSnP9VYfUez2lr14x//ODvssAObbbZZh+v/4Ac/oKWlhauvvpqHH36YL3/5y9xyyy3zpDZnNkiSJEmS3tesloQ8/vjjQLH8YMyYMQwcOBCgbakIwJgxY1h77bVrqXtms+qj0ao1NLnyyis73OaEE05gzJgxLLTQQnWUPUudLQlZb731GDBgwHuu+9BDD7HFFlsAMHDgQCZOnMizzz47T+pyZoMkSZIk6X21XxLSp08f1ltvPQ455BC22GILXnnlFTKTddddl7POOguAn/70p4wZM4Y+ffqwzDLL8Jvf/KbeEyi1D00WWWQRbrnlFoYPH87jjz/OGmus8Z7Q5B//+Aef//znueGGG+jbt2/N1Xc0q61VZ2Xdddflqquu4pOf/CR33XUXTz31FJMnT2b55ZevvDbDBkmSJEnSTK7rdPS44zbguOM2aDdyM3/5y7dnutbtAJx44sc58cSPtxt/vPxotUMFdXZdV0OTb3zjG7z22mvsscceQBFWjBkzppbaZza7JSGdOeqoozj88MNpaWlhyJAhrLfeevTu3Xue1GbYIEmSJElqSp310IDO+2h8+pc/7nCdX//rIQC2O/37bDeb+62rhwa8fx+NmS255JKcd955QLHsZdVVV2W11VabJ7XZs0GSJEmSpAY0qz4as/LSSy8xffp0AH79618zYsSIti0/q+bMBkmSJEmSerTOl7VstBHsvvtQhg37KH369Ga99VbjkEN24ac/PYRTTrmKf//7RYYOXYvttlufX//6MP75z4fZb7/TiAgGDVqZc845rN19V7usxbBBkiRJkqQGddxxe3PccXt3GDvssJ047LCd3nPdTTYZyKOP/rJb6nIZhSRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqpRhgyRJkiRJqtQHChsiYmJE3B8REyJiXDm2TETcHBGPlZ+XLscjIn4aEY9HxH0RMayKE5AkSZIkST1LFTMbNs/MlswcXl4+CrglM9cEbikvA2wLrFl+HAKcVcH3liRJkiRJPcy8WEaxM3B++fX5wC7txi/Iwp3AhyJihXnw/SVJkiRJUo0+aNiQwE0RMT4iDinHls/MZ8qv/w0sX37dD5jU7raTy7EOIuKQiBgXEeOef/75D1ieJEmSJEnqbn0+4O0/kZlTIqIvcHNEPNz+YGZmRGRX7jAzzwbOBhg+fHiXbitJkiRJkur3gWY2ZOaU8vNzwNXAhsCzrcsjys/PlVefAqzU7ub9yzFJkiRJktRE5jpsiIjFImKJ1q+BrYAHgDHAfuXV9gOuLb8eA+xb7kqxMfByu+UWkiRJkiSpSXyQZRTLA1dHROv9XJKZN0TE3cBlEXEQ8BSwZ3n964HtgMeB14EDPsD3liRJkiRJPdRchw2Z+QSwbifj/wG27GQ8gS/P7feTJEmSJEmNYV5sfSlJkiRJkuZjhg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlShg2SJEmSJKlS3R42RMQ2EfFIRDweEUd19/eXJEmSJEnzVreGDRHRG/g5sC2wDjAqItbpzhokSZIkSdK81d0zGzYEHs/MJzJzOjAa2Lmba5AkSZIkSfNQZGb3fbOI3YFtMvPg8vI+wEaZeWi76xwCHFJeXAt4pBtKWxaY2g3fZ17zPHoWz6PnaZZz8Tx6lmY5D2iec/E8ehbPo+dplnPxPHqWZjkPaJ5z6Y7zWCUzl+vsQJ95/I27LDPPBs7uzu8ZEeMyc3h3fs95wfPoWTyPnqdZzsXz6Fma5Tygec7F8+hZPI+ep1nOxfPoWZrlPKB5zqXu8+juZRRTgJXaXe5fjkmSJEmSpCbR3WHD3cCaEbFqRCwI7AWM6eYaJEmSJEnSPNStyygyc0ZEHArcCPQGzs3MB7uzhlno1mUb85Dn0bN4Hj1Ps5yL59GzNMt5QPOci+fRs3gePU+znIvn0bM0y3lA85xLrefRrQ0iJUmSJElS8+vuZRSSJEmSJKnJGTZIkiRJkqRKGTZIkiRJkuZYRPSKiD3rrkM923zdsyEi+gILt17OzH/VWM5ciYilgTXpeB6311dR10XEHsANmflqRBwDDAO+n5n31FxalzTReawOTM7MNyNiM2AocEFmvlRnXV0REVtk5q0RsVtnxzPzqu6u6YOIiFOA7wNvADdQ/Ey+lpkX1VrYfCoiPgqcBSyfmYMjYiiwU2Z+v+bSuiwiFgPeyMx3yvMaCPwhM9+qubQuKWv/BrAK7ZpfZ+YWtRU1lyJie2AQHR/Xj6+voq6LiI8DEzJzWkR8juLx8CeZ+VTNpanBNcvjYRM9ZxyXmcPrruODiIhvZuYpEXEG8J4Xxpl5WA1lzbWIWA74FrAOHR9Hank8nC9nNkTEThHxGPAk8CdgIvCHWouaCxFxMHA7xe4ex5Wf/6/OmubSseUf208AnwLOoXgi32ia5TyuBN6OiDUoOtiuBFxSb0ldtmn5ecdOPnaoq6gPYKvMfIWi9onAGhQvrBpORHy8fIFLRHwuIk6NiFXqrquLfgV8G3gLIDPvo9jKuRHdDiwcEf2Am4B9gN/UWtHcuRy4BziG4nej9aOhRMQvgM8AXwEC2IMiQGk0ZwGvR8S6wNeB/wdcUG9Jcy4i/lx+fjUiXmn38WpEvFJ3fXOjSf72QvM8HjbLc8Y/RsSREbFSRCzT+lF3UV30z/LzOGB8Jx+N5mKKc1qV4vXhRODuuorp1q0ve5DvARsDf8zM9SJic+BzNdc0Nw4HNgDuzMzNI2Ig8IOaa5obb5eftwfOzszfR0TDvUNI85zHO+U2tbsCZ2TmGRHxj7qL6orM/G75+YC6a6lI69/q7YHLM/PliKizng/iLGDddi9Cfk3xImTT2d6qZ1k0M++a6Wcwo65iPqDIzNcj4iDgzPLdnQl1FzUXZmRmIz5Rn9nHMnNoRNyXmcdFxI9pwDdDKH4eGRE7Az/LzHPK/2MNITM/UX5eou5aKtQMf3uheR4Pm+U542fKz19uN5bAajXUMlcy83fl5/PrrqUiHy7/5h6emX8C/hQRhg3d7K3M/E+51qhXZt4WEafXXdRc+G9m/jciiIiFMvPhiFir7qLmwpSI+CUwEjg5IhaiMWfdNMt5vBURo4D9KGYCACxQYz1zrfwZfBoYQMep1Q01JRm4LiIeppg2+sVyitx/a65pbjX0i5DS1HK5UQJExO7AM/WWNNciIjYB9gZafw69a6ynS9q9g/a7iPgScDXwZuvxzHyhlsLm3hvl59cjYkXgP8AKNdYzt16NiG9TvJEzIiJ60biPI72B5en4GNJwy25pjr+90DyPh03xnDEzV627hqqUy/GO5L3PGRttOV7rMshnymV5TwO1zTaZX8OGlyJicYrpoxdHxHPAtJprmhuTI+JDwDXAzRHxItCI6yH3BLYBfpSZL0XECjTmlLhmOY8DgC8AJ2TmkxGxKnBhzTXNrWuBlymmwb35PtftsTLzqHKd6suZ+XZEvA7sXHddc6kZXoR8mWKJ0cCImEKxJK8RZ8cBfJViScjVmflgRKwG3FZvSV0yniL0aX1rs/3f3IZ6d610Xfm4/kOKZSFJ8Q50o/kM8FngoMz8d0SsTHFODSUivgJ8F3gWeKccToo+AY2mGf72NtPjYVM8Z4yIRYEjgJUz85CIWBNYKzOvq7m0uXE58AuKv7lvv891e7LvR8RSFDOYzgCWBL5WVzHzZYPIcs3aGxQJ4t7AUsBFDfgOSJuI2JTiPBqmsdf7relqpJ9H+c7Hg5k5sO5a9K6IeCAzB9ddxwfVTA/mEfERihchd2fmHeWLkM0ys2HWc7cqH0t6ZearddfyQZUBPJn5Wt21qFC+07lwZr5cdy3zq4h4HNgoM/9Tdy0fVLP87W2yx8NPAGtm5nnlDI3FM/PJuuvqioj4LUXou2/ZMHlR4K+Z2VJvZV0XEeMzc/2662g282vYcHJmfuv9xnq6iDiHYk39hHZj/5eZ/1dbUV0QEU/S8R2p9jIzG+odqYi4FvhKg06vJCLup5MuvK0ys+HeyYmIsyl+R+6vu5YPolkezMtQ7o+ZuXndtXwQEbE8RX+cFTNz24hYB9gkM8+pubQui4ghFOu2l6H4W/w8xf+zB2strIui887u38vMhuo3AxARH+O903gb4gVhRLzK7B9HluzGcj6wiLgNGJmZjdqTpek00ePhd4HhFEHJR8tlU5dn5sdrLq1LotyNIiL+kZnrlWP3Zua6ddfWVRHxf8BzNPhyvOhhO2bNr8soRlJsCdLetp2M9XRbA8Mj4tR2TU12okF2pGimdV6lpYEHI+Iu2i3Lycyd6iupSxpxl4b38wlg/zLYepPixVQ2YHCyemZ+puylQdnQr+E6YpVTXt+JiKUa/N3a3wDnAUeXlx8FfkvRTbzR/BI4IjNvA4hiu9tfAR+rsaa5cWxmXh7vdnb/IcV02I3qLatrIuJCYHVgAu9O400aZCeH1oaKEfE9ij4mF1L83d2bxuw98QQwNiJ+T8cXH6fWV1LXzCYAan08bKgAiCZ5PAR2BdajWC5FZj4dEY3YkHR6RCzCuz2MVqdxl63uV35u9OV4v6I4h19CsWNWRFxCsWVst5uvwoaI+CLwJWD1iLiv3aElgL/UU9UH8hywOXBRRGxIsTtFw/zBjYiBZVPLYZ0dzwbbaxg4tu4CPohszv3Pt627gIo004P5a8D9EXEzHUO5RtrHetnMvKxc/0wWu7c06vrOxVqDBoDMHFsuD2k0zdLZfTiwTjb+tNOdZnpn86yIuBf4Tl0FzaV/lR8Llh8Np8l21IDmeTycXjbsbD2PRvy7C0VPkxuAlSLiYuDjwP61VjSXmuhN0B61Y9Z8FTYAl1BsIXUicFS78VcbbYpMKcp3B3csp/6Mpejb0CiOAA4BftzJsQQaqvtrZv4pij2r18zMP5ZT+xqpq/ufM/MTnbwL0qjvfrQFKBHRF1i45nI+iKZ5MAeuKj8a2bSI+DDvPtndmKIRaSN6IiKO5d0msJ+jeDe30TRFZ3fgAeAjNO7uJq2mRcTewGiK35NRNGAj7sw8ru4aPqiIWDIzX5lVn6wGfP7bLI+Hl5V/sz4UEf8DHEjxjnRDycybI+IeYGOK54uHZ+bUmsuaaxExGFiHds8ZG2gZ28rlUu4etWPW/NqzYXVgcma+WU4ZHQpckJkv1VlXV0XEcZn53XaXdwS+1oBbtDSF8sHiEGCZzFy9bFr0i8zcsubS5lsRsRNFmLUixUygVYB/ZuagWgubC+WL29YH8zsb/MF8EYrmXo/UXcvcKGdjnQEMpnhxuBywe2beN9sb9kARsTRwHMWSI4A7gP/LzBfrq6rrynB3G+D+zHwsis7uQzLzpppLmyMR8TuKJ4ZLAC3AXXSctt8oy/EAiIgBwE8oXggmxezRr2bmxBrL6rKyad83gUF0fPHRMM+zIuK6zNxhFn2yGq4/FjTP42FEjAS2ojiPGzPz5ppL6rJyCcvewGqZeXzZePQjmXlXzaV1WdlHYzOKsOF6itmxf87M3eusa05FxD2ZOax8nftLiuWQL1LumFXX39/5NWyYQDFVcQDFf6ZrgUGZuV2NZXVZ+W7UbzJzUruxQzLz7BrLmiuNnCS2Kv9fbQj8vV2TnPszc0ithc2lmWcDNGLjy3La7hYUTQnXi4jNKf7gNtze4hHRjyIsad807vb6Kpo7ZSj6I2DBzFw1IlqA4xvhxVRE7FH2BVgVmASsRfEk8ZFskF2Amk2zvGsbxY5Ss5SZf+quWvSuiLiJoh/LkRRbQu8HPN9oDcWbQRMuvW0KEXEWxbawW2Tm2mWAfVNmblBzaV0WRaP0dYF/ZOa6UTSDvigzR9Zc2hxp36SzvNwjdsya35ZRtHqnXGO7G0Wn+jMiouE6VgNfAfaKiEPbrbn9AsX+7w1jVkkiDdIQq503M3N66xqpiOjDbLpy91Szmg1A8c5Oo3krM/8TEb0ioldm3hYRp9ddVFdFxMkU+9Y/SMe93hsubKBoYLshxbIvMnNCRDTKO2vfptiH+8rMHEbx82hoUXStPpL37n7QKO/cXkLR3HY8nbxrS4M09moNE2IWu2UBDRU2RMTCwEG8d0bAgbUVNXc+nJnnRMTh5c/oTxFxd91Fza3yheCadPyZNMrjSFMsvW3Chp0ble+m/wMgM1+MiIbsbwK8kZnvRMSMiFiS4jnwSnUX1QX9IuKnMw+2vi6pqzfW/Bo2vBVFF9t9gR3LsQVqrGduTQF2Bi6PiCsy84c0UIPIdnbn3STxgNYkseaa5safIuJ/gUXKqXFfAn5Xc01z43sU0xM7zAaouaa59VJELE7xovziiHiOBlw3DOxCsT1WIzbBmtlbmfnyTI2L3pnVlXuYF8p3OleLiDEzH2yE2RmduJxi14Zf826TxUZyAjRVY69m2S3rQuBhil2zjqeYZv3PWiuaO60zlp6JiO2Bpym2iW04EXEwRSPx/hS7nWwM/I0GeZGemYdERC/gmMxsxKbuQFM27Hwrim2tW/sDLEfjPKbPbFxEfIiid8Z4iobWf6u1oq55g6LuHmV+DRsOoJgBcEJmPllOib3wfW7TI2Xmv8rpl2dFxOXAInXXNBcaPUlsdRTFOzn3A5+nmKXx61ormjtNMRugtDPwX+BrFE92l6J44ttonqAIRJshbHgwIj4L9C77mhwG/LXmmubUdsAwiseLzt5da0QzMvOsuov4AH5O8TMhIv6WmZvUXM9ciXd3y1ot3rtbVqP8frS3RmbuERE7Z+b5UWy7dkfdRc2F70fEUsDXKfq0LEnxeNKIDgc2oOhxsHlEDAR+UHNNXVI+V/wZxZaRDWlWS75aNcrSr3Z+ClwN9I2IEyjeQDym3pLmTmZ+qfzyFxFxA7Bkg/Vi+k9mnl93ETObL8OGzHyI4glu6+UngZPrq2iujQPIzP8CB0TEl4H16y1prjR6kggUD4IU59Bw3YRn0iyzAaDo7nxR2eyux/0Bfj8RcQbFuwWvAxMi4hY6No1rpO0iW30FOJriPC4FbqSYTdMIzsnMfSLiV42+hr7dE97fRcSXKJ4stv+/1ShPeNtPkWnkHWeabbes1hkBL5U9mf4N9K2xnrn1tyx2/XqZYqvxRvbfzPxvRBARC5X9D9aqu6i5cEtEfBq4Khuz8Vz7JV8rUzTwC+BDFNusNtQsrcy8OCLGA1tSnMcumdmIs5iIiCuBc4E/NFoz29L0ugvozPzaIHJNigf0mRsSNsTazmYWRQfrRksSgbbGMjP/Qr1MEQp9PzP/0/1VdV3ZUOYNim3jWmcDXNSIT3gj4vvAXsA9FA8gNzbSk5OI2G92x3tigt3MIuIh4FMULwo3Y6Zla430OxKdd6Zv1TAd6ssmsJtR/L26lZl+Lo30M2mv0Rv0llP2r6TY7es8YHHgO5n5i1oL66KIeIxiycF5FC9AGubxY2YRcTXFzN6vUiydeBFYoAGbo78KLAbMoJi52JC9DiLiV8DVmXl9eXlbihfqn6+3srkTxY5A6wBPZebzddczNyLiUxS/IxtTLDE8Lxt016yeZH4NG/5MsU/vaRQ9Gw6g6Nb5nVoLm0MRcVlm7jmLF7dk5tAaypprEXFLzrQ9ZGdjPV1EnEKx5vmScmgvYFGKd3Q+kZk7zuq2PcmsGpQ1avftKJoDbEXxez4cuIziHer/V2thXVAGQP/NzLfLy72BhTLz9Xor67p4d4u/9lpDuV+WM7V6pIg4DPgiRdPBKTTBFnKNLiImUqwPbujQpFUUu7WcShNs19sMysePT1HMktuA4vHjN5n5aK2FfUDl8tulKAKUhthJJyI2zsw7666jKtHJbmWdjfVUZTPxnwIvUCyb+DnwLEWz4W818psh5dKpURSzMCdRzFi+qFF+V3qa+TVsGJ+Z67f/pW4dq7u2ORERK2TmMxGxSmfHM/Op7q5pbpTdqhcFbqPju1FLAjdk5sCaSpsrUe5v29lYgz2AdHYe9zVaiNVeRKxLETZsQ/H/bWPg5sz8Zq2FzaGIuBP4VGa+Vl5enGJrqY/VW1nXRcRPgOUollBAscvGKxQBxJKZuU9dtc2piDgrM79Ydx1VKJffXZyZL5WXlwZGZeaZtRY2n4oG3643Io6Y3fHMPLW7aqla+bO4iOJd9XuBozKzYZZ8RsSFM/997Wysp2r/3KSR+7O0iogbKfqYtDZE3xsYkZlb11fVnCv/Vu1BEVrdBgzNzCfKWVm3NMpz3plFxIcpmqLvQ9EQ9mLgE8CQzNysxtIa1nzZswF4s+xo+1hEHErxDtXiNdfUFW+XDfvWoGhGeGJmvlJvSXPl8xTT+VakWMPWGja8Avysppo+iN4RsWFm3gUQERsAvctjM+ora860a1C2epM0KCMiDqfYdWYqRbPOb2TmW62//0BDhA3Awq1BA0BmvlZOWWxEH8uO+2//LiLuzswNIqIhtpLMzC+WAdYny6HbG3HpV+l/MvPnrRey2LbsfwDDhno0eoPepuq0P9MLj2cpes6MAVooplk30vr6DrNjyhlyDfEmW6lZ+rO0GkUxy/rq8vLt5VijeKd1hk9EPJmZTwBk5nMR0eOf83amXGq0FkUT6B0z85ny0G8jYlx9lTW2+TVsOJziHfXDKBqTbQ7Mdm10D3MBxYvzMyj2F/8psH+dBc2NzPwJ8JOIOCwzO+wLGxEL1VTWB3EQcF75rjPAq8BB5RT4E+sra441W4MygKWB3Wae7VN2tN6hpprmxrSIGJaZ9wBExPoUfTUa0eIRsXLrGvSIWJl3w94e2dxoZuVyikOAq8qhiyPi7Mw8o8ay5lbviIjWtejlC5BG3SO9GTR0g97MPK7uGir2N4oXHrtk5uR24+MioiH6T0TEt4HWbblb35gKir+3jdTQulc586pXu68btj9LWe/hEbFEcfHdNxQaRPufxzsz/Tx61VfW3CnfhBqfmbt2djwzh3dzSU1jvlpGUU7t+V8afEZARNybmeu2u/yeae+NJCLOzcwD211eDBjTSD0byifoh2XmaeVaL7LoYN1wIuKgzDxnprGTMvOoWd2mJyp/Jg822nKczpSzZEZTTOkL4CPAZzKzx+2n/H7KJli/BP4fxbmsSjGjZizFu+yn11bcHCpn/mySmdPKy4tRdK1vuKVGEfFDir4AvyyHPg9Mysyv11fV/Cs6b9B7cTZIg+FW5TLJgyjeTW/f6PLAWd6ohykfQ05plt+FiDgxM79ddx1zqwn7swyhePOwdWegqcB+mflAfVXNuWb7eQBExD8ys2G3Ve2p5reZDU0xIwDa1tW2/oL3bn+50dJdYHJEnJmZXyrP4/c0VtpOZr4dEaOA0xo1ZGjn0xHx38y8GCAifk4DTlksfyaPtH8XvVFl5t1R7Ineuk3ZI43YqKh852AJYE2gNQR6pF1TyNPrqGsuBEUz2FZv0/kTrkbwLYqAobUHxc0US47UzcoXt9dl5uYUT+IbtsEaxWyAh4GtgeMpgpOG2g6vfAxpuL44s9HhMaP8e3xhZu5dUz1dkpkD6q6hYr8EjsjM2wAiYjPgbKAh/s814c8DGn9b1R5pfpvZ0BQzApo0TTyFojHk+sBJmXllzSV1WUScBiwA/JZ2015bp743iohYhGJN6rkUDRVfyszD661q7kTE7cB6wF10/JnsVFtRXRARW2TmrRGxW2fHM/OqzsZ7sogY1+jTEcsmePvx7lrbXSg61J9eV01qDhFxC8XSr4YOrVvfIWxtLhwRCwB3ZObGddfWFRFxFtCPoj9D+8eQRvzbex7waGaeWC5VvQz4R2b+X72VzZ9mfk0yqzF1n2iSbVV7mvltZkNTzAholjRxphdQfweOpXhRmBGxWwM+mLeUn49vN5YUncV7vIhYpt3Fg4FrgL8Ax0XEMo3y+zGTY+su4APaFLiVYovemSXv9gxoJH+MiCN5byjXMP+/MvPUiBhL0aEa4IDM/EeNJc21iFiTok/LOnSc7t5woXWTeA24PyJupuPvx2H1lTRXWt9FfykiBlNsAd23xnrm1sLAf+j4ON6of3sPpOgD8m2KXmXXG5DW6omIOJZiFhAUjUifqLGe+V5mNlWD255ifpvZMJEmmxHQyMqUfVaykdZ2NoOIeJLiSVS0+9zK3w9Vovx/NrOG+P9V9s5YNjP/MNP4dsCzDdpD488UHdFPowi1DgB6ZeZ3ai1sPhURnTarzgbbsz4iDgauBIYC51E0gT02M3852xuqchHRfgbvAhTT9/8CnAONN/uyWZRvdh7Hu6H1HcD/ZeaL9VU1f4qIgZn58Ey/K238Hflg5quwQZqXIqLTJ+eZeXxn45p3IuLPmfmJckpc+z9yDTklLiL+H3AnxZOROzKzIbaIbDYRcSvFLIanZhpfBTgvMxtiFlN7ETE+M9ePiPuz3Be9dazu2qS6RMQ3M/OUiDiDjo8hQGPNNImI22ZzOBvx71YzaeDdKJpGuZvUIbP4XfF35AOa75ZRqOeJiPOBwzPzpfLy0sCPG3BmQ/vtyRamaELaUA2xACLiyxTdz18qLy8NjMrMM2strAsy8xPl52aZErcOsBHwSeCHEbEWcF/OYoumniwi9u1sPDMv6O5a5sISMwcNAJn5VEQsW0dBFXizbBT3WEQcCkzh3a1I1c0afVlLROxI8bfpqfLyd4BPA09RPM53NrOpJ2p97B5XaxUVKBuOqoeZeTeKiGio3SiaSWYeUn72d2UecGaDatfZVjPNsP1M2YDpxszcrO5auiIiJmRmy0xjDf3ziIhFKZ68T8zMqXXX01UR0QfYgKKHwyeAD1M8of98rYXNhfKdwlYLA1sC92Tm7jWVNMci4vHMXKOrx3qycmnIP4EPAd+j2GrxlMy8s8665leNvqyl3BZ248x8PSJ2AE4FRlE06t0jM7eutcD5WET8gOJ3+6Xy8tLA1zPzmFoLm09FxF+Bo2fajeIHmdkQu1E0m3KG4rTMnBoRG1M813o8M6+pt7LG16vuAiSgV/mgB7Q1KmyGWTeLAv3rLmIu9I6Itn4N5XZsC9ZYT5dFxE4RMTEi7inX0z8I/Ax4YFZronu4Vyi2hXyS4p2PTRoxaADIzK+0+/gfYBiN8076HyPihJl+PyIijqdo5NlwMvPuzHwtMydn5gGZuZtBQ60WycxbKN4MeqrcKWD7mmvqiszM18uvdwPOyczxmflrYLka6+qSiFg2Ir4bEYdFxOIRcVZEPBAR10ZEw4WKpW1bgwaAsjfAdvWVM99brDVoAMjMsRQ7IaiblTOwbgXujIjvUzzfWhY4PCJOr7G0ptAML+jU+H4M/C0iLqdYU787cEK9JXVdRNzPu2s7e1M8sWrEfg03AL+NiNZGXp8vxxrJ94CtKN6lvQ0YmplPRERf4BYab//6URQp+5eAg8t3RG4vX5Q0umnAqnUXMYe+DvwaeDwiJpRj61JMtT64rqLmRtmgd1ZTGzMzD+rOetSm0Ze1REQsDrxOMWup/fK7hTu/SY90CcXv9ZoUu2SdB/yEYinbr4HNaqts7vWOiIUy801o2+Z6oZprmp+5G0XPsRewNsWbhP8CPlLOzuoDTKizsGbgMgr1CBGxDsXWUgnclpkP1VxSl5VTsFrNoOhOP6OueuZW+UT38xRPFAFuBn6dmW/XV1XXtF/20b7x3czHGk1EDAS2Bb4K9M3MReqtqOsi4ne8+yK3F8Xylssy86j6quqaiFgNGFRefDAzG+4JYkR8upPhlYCvAb0zsxFnZTW8Tpa1LAn8sFFmm0TEgcD/UszGei4ztynH1wN+lJlbzu72PUVE3JuZ65azmJ7KzJXbHXvPUsNGEBHfolia07oT2AHAmMw8pb6q5l/uRtFzRMQ9mTms/LrDc8T2xzR3nNmgnmIB3t1qcYE6C5lb7RpitfYHmA48X2tRcyEz34mIc4A/U7wofKSRgoZS69KcXsA75det/78abvlYRFxJ8Q76/wNuB/YF/l5rUXPvR+2+nkHxRH5yXcXMjTJcaLiAob3MvLL16zI8+V9gBHAS5ZZ46j7lrKv/BdYA7gdOzMwD6q2q6zLz3Ii4EegL3Nvu0L8pXtw2irehmOJTNu5r750a6vnAMvPkiLgX+FQ59L3MvLHOmuZnZajQMLuaNLkPRcRuFM8Tlyy/pry8VH1lNQdnNqh2EXE48D8Ue3IHsCtwdmaeMdsb9hARsRPwU+AF4Bjg58CzwADgW9l4+6NvRrHMYCLFz2Mlij4Bt9dXVddExESKJ4TRyeFslM7urSJiOPCPBgx9ZqvcweE/6QNRLcqZMsdQNO/7IXBRI87GagYRcQMwniJM3IFi55P9ay1qPhYRL1H8LIJi6UTr418An8jMpWdx0x4tIpYHNqR4I+GuzHyu5pLmOy5h63nKn8ksNWLw25MYNqh2ZffqTTJzWnl5MeBvmTm03srmTPlOwR7Moj9A+yn8jSAixgOfzcxHyssfBS7NzPXrrWz+0y5d71RmXtVdtXxQZXfnkyhCue9RrFNdlmKmyb6Z2Wh9QRpa2SNnfYqeOZdRvpPbKjNfqKOu+VXrtP12l526W6OI2HR2xzPzT91VS1UiYk+KUHEs74Yo38jMK+qsa37jEjbNb1xGoZ4g6PhE9206f0e6p3onMx8FiIgnW9dvZ+ZzEdGI7xIu0Bo0AGTmoxHRkEtbmsCO5ee+wMd4d8eDzYG/Ag0TNlDsBvK/FKHcrRSd0e8s312/lMZrQtroNqB4d+1IisaX8O7f3QQaavZPM5hpuVfv9pcNf7pXI4YJc+BoYIPW2QwRsRzwR8CwoRu5hE3zG8MG9QTnAX+PiKvLy7vQWH9wm6o/ADAuIn4NXFRe3puiK7e6WevUvYi4GVgnM58pL68A/KbG0uZGn8y8CSAijm9teJeZD7fbSVLdJDMH1F2DOliKYhlF+1+Ge8rPhj+qQq+Zlk38h8Z8jtLwOlnC9gWXsKlZGTaodpl5akSM5d2OvAdk5j9qLKmrZn6SeE+7Y424TumLwJd5t3HRHXTcvkzdr39r0FB6Flh5Vlfuodo3VXtjpmON+HsiVcbwR93ghrJ556Xl5c8A19dYz3xppiVsX6OYzbtka+juLCY1G3s2qDblFl/LZuYfZhrfjmLbyPH1VCb1LBHxM4r93ts/SXw8M79SX1VdExFvA9MoQrlFgNdbDwELZ6ZLdSSpYhGxBrB8Zv6l7APU+sbOS8DFmfn/aituPlQ2sG598dX6uW0JW6M1sG42EfExigbvbW/IZ+YFtRXUBAwbVJuIuJViFsNTM42vApyXmVvUU9n8qWzUOUuN0rCzWZVPEj9ZXrw9M6+e3fUlSR9M2SD5G8AqdHzx0TDPTyLiOuDbmXn/TONDgB9k5o6d31Kav0TEhcDqwATe7SWXmekWpR+AyyhUpyVmDhoAMvOpcks8da93KFL2S4Df8d6p7qpRufNEIzWElKRGdznwC+BXzLRjSwNZfuagASAz74+IATXUI/VUwyn6Y/lOfIUMG1Sn2e1TvWi3VSEAMrOlbFo0iiJweKj8fJONi+pVzmo4mWJXiig/MjOXrLUwSWpuMzLzrLqL+IA+NJtji3RXEVIDeAD4CPDM+11Rc84utKrTHyPihGjXij4Kx/PuFn/qRpn5cGZ+t9zf/XfABRQNjFSvU4CdMnOpzFwyM5cwaJCkee53EfGliFghIpZp/ai7qC4aFxH/M/NgRBxM0dxaUmFZ4KGIuDEixrR+1F1Uo7Nng2oTEYsBvwY2pFgfBbAuxTaLB2fmazWVNt+KiH7AXsCuwIvAZcDV/izqFRF/ycyP112HJM1PIuLJToYbqolfRCwPXA1M591wYTiwILBrZv67rtqkniQiNu1sPDP/1N21NBPDBtUuIlYDBpUXH8zMJ+qsZ34VEX8ClqAIGK6k2IO7jdsx1ScifkIxte8a4M3W8bKPgyRJsxURmwODy4sPZqYzSKWZlOHcBuXFuzLzuTrraQaGDZKAWW7HBO/2B2iYd3KaTUSc18lwZuaB3V6MJM0nImJR4Ahg5cw8JCLWBNbKzOtqLk1SxSJiT+CHwFiK576fBL6RmVfUWVejM2yQJEmSZhIRv6VYerBvZg4uw4e/ZmZLvZVJqlpE3AuMbJ3NEBHLAX/MzHXrrayxuRuFJPVwEbEwcBDFcqOFW8ed2SBJ89TqmfmZiBgFkJmvt29qLamp9Jpp2cR/cDOFD8x/QEnq+S6k6NmwNfAnoD/waq0VSVLzmx4Ri1AuLYyI1WnXN0dSU7mh3Ili/4jYH/g98Ieaa2p4LqOQpB4uIv6RmetFxH2ZOTQiFgDuyMyN665NkppVRIwEjgHWAW4CPg7sn5lj66xL0rwREbsBnygv3pGZV9dZTzNwGYUk9XxvlZ9fiojBwL+BvjXWI0nzg/HAbsDGFA3jDqfYtUlSk4mIkzPzW8BVnYxpLrmMQpJ6vrMjYmngWGAM8BBwcr0lSVLT+x3wVmb+vtyBYrlyTFLzGdnJ2LbdXkWTcRmFJEmSNJOI2B74JrAdMBC4ANg7MyfUWZek6kTEF4EvAasDj7c7tATF7jN711JYkzBskKQeKiJ2BO7LzKfKy98BPg08BRyemU/WWZ8kNbuI2IUicFgC+HRmPlpvRZKqFBFLAUsDJwJHtTv0ama+UE9VzcOeDZLUc51AsVaYiNgB+BwwClgP+AXF7hSSpApFxBmUO1CUlgL+H3BoRJCZh9VTmaSqZebLwMsRMaP1zZ1WEXFhZu5TU2lNwbBBknquzMzXy693A87JzPHA+Ij4Uo11SVIzGzfT5fG1VCGpOw1qfyEi+gDr11RL0zBskKSeKyJiceB1YEvgzHbHFq6nJElqbpl5PkBELAb8NzPfLi/3BhaqszZJ1YqIbwP/CywSEa9Q7DwDMB04u7bCmoS7UUhSz3U6MIHiXbZ/ZuY4gIhYD3imvrIkab5wC7BIu8uLAH+sqRZJ80BmnpiZSwA/zMwlM3OJ8uPDmfntuutrdDaIlKQeLCL6AX2BezPznXJsBWCBzPxXrcVJUhOLiAmZ2fJ+Y5IaX0SM6Gw8M2/v7lqaicsoJKkHy8wpwJSZxpzVIEnz3rSIGJaZ9wBExPrAGzXXJGne+Ea7rxcGNqTo17JFPeU0B8MGSZIk6b2+ClweEU9TrOP+CPCZWiuSNE9k5o7tL0fEShTLWfUBuIxCkiRJ6kRELACsVV58JDPfqrMeSd0jIgJ4MDPXqbuWRubMBkmSJKkUEVtk5q0RsdtMhz4aEWTmVbUUJmmeiYgzgNZ34XsBLcA9tRXUJAwbJEmSpHdtCtwK7NjJsQQMG6TmM67d1zOASzPzL3UV0yxcRiFJkiRJkirlzAZJkiRpJhGxEPBpYADtnjNn5vF11SSpWhFx36wOAZmZQ7uznmZj2CBJkiS917XAyxTb371Zcy2S5o13KJZHXQL8Dre3rZTLKCRJkqSZRMQDmTm47jokzVsRMRAYRdGn5SGK4OGmzJxRa2FNoFfdBUiSJEk90F8jYkjdRUiatzLz4cz8bmYOo5jdcAHwtZrLagrObJAkSZJKEXE/xbTqPsCawBMUyyhcwy01oYjoB+wF7Aq8CFwGXJ2Zr9VaWBMwbJAkSZJKEbHK7I5n5lPdVYukeSsi/gQsQREwXAn8p/3xzHyhjrqahWGDJEmSVIqIDYBlM/MPM41vCzyXmePrqUxS1SJiIsVMJtp9hndnMq3W7UU1EcMGSZIkqRQRtwIHzDyDoZzxcF5mblFPZZLUWGwQKUmSJL1ric6WSpRjy9ZQjyQ1JMMGSZIk6V1Lz+bYot1WhSQ1OMMGSZIk6V1/jIgTIiJaB6JwPHBrjXVJUkOxZ4MkSZJUiojFgF8DGwITyuF1gXHAwW6HJ0lzxrBBkiRJmklErAYMKi8+mJlP1FmPJDUawwZJkiRJklQpezZIkiRJkqRKGTZIkiRJkqRKGTZIkiRJkqRKGTZIkiRJkqRKGTZIkiRJkqRKGTZIkiRJkqRKGTZIkiRJkqRK/X94X+BurE4LEAAAAABJRU5ErkJggg==\n","text/plain":["<Figure size 1296x720 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["cmap = plt.get_cmap('Set3')\n","color = cmap(np.arange(len(v)))\n","\n","ax = favourite_food.nlargest(n = 20, keep = 'first').plot(kind = 'bar', figsize = (18,10), title=  'Top 30 Favourite Food counts', color =  color)\n","\n","for i in ax.patches:\n","    ax.annotate(str(i.get_height()), (i.get_x() * 1.005, i.get_height() * 1.005))\n","    "]},{"cell_type":"markdown","id":"26dc0d59","metadata":{"papermill":{"duration":0.120009,"end_time":"2022-05-16T06:08:59.973952","exception":false,"start_time":"2022-05-16T06:08:59.853943","status":"completed"},"tags":[]},"source":["__Insights:__\n","-  here form above we can see that __pasta__ & __Pizza__ most famous food in bangalore restaurants. "]},{"cell_type":"markdown","id":"ef8936ae","metadata":{"papermill":{"duration":0.118398,"end_time":"2022-05-16T06:09:00.21399","exception":false,"start_time":"2022-05-16T06:09:00.095592","status":"completed"},"tags":[]},"source":["#### 3.8 Most popular cuisines of Bangalore"]},{"cell_type":"code","execution_count":32,"id":"f6b549f5","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:09:00.451676Z","iopub.status.busy":"2022-05-16T06:09:00.451145Z","iopub.status.idle":"2022-05-16T06:09:00.833241Z","shell.execute_reply":"2022-05-16T06:09:00.832071Z"},"papermill":{"duration":0.503364,"end_time":"2022-05-16T06:09:00.835325","exception":false,"start_time":"2022-05-16T06:09:00.331961","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 1440x576 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["v = df['cuisines'].value_counts()[:15]\n","plt.figure(figsize = (20,8))\n","\n","ax  = sns.barplot(x = v.index, y = v, palette = 'Paired')\n","\n","for i in ax.patches:\n","    ax.annotate(i.get_height().astype(int), (i.get_x()*1.005, i.get_height()*1.005))\n","\n","\n","plt.title('Most popular cuisines of Bangalore', fontsize = 20)\n","plt.xlabel('Cuisines', fontsize = 15)\n","plt.ylabel('Frequency', fontsize = 15)\n","plt.xticks(rotation =90)\n","plt.show()\n"]},{"cell_type":"markdown","id":"c707316f","metadata":{"papermill":{"duration":0.121565,"end_time":"2022-05-16T06:09:01.080544","exception":false,"start_time":"2022-05-16T06:09:00.958979","status":"completed"},"tags":[]},"source":["__Insights:__\n","-  Here form above we can see that North Indian  Cuisines are most famous in bangalore restaurants. "]},{"cell_type":"markdown","id":"2a12231c","metadata":{"papermill":{"duration":0.119476,"end_time":"2022-05-16T06:09:01.319677","exception":false,"start_time":"2022-05-16T06:09:01.200201","status":"completed"},"tags":[]},"source":["#### 3.9 Distribution of Cost of Food for two People"]},{"cell_type":"markdown","id":"804fc7ed","metadata":{"papermill":{"duration":0.119138,"end_time":"2022-05-16T06:09:01.558554","exception":false,"start_time":"2022-05-16T06:09:01.439416","status":"completed"},"tags":[]},"source":["- contains the approximate cost of meal for two people"]},{"cell_type":"code","execution_count":33,"id":"d4538644","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:09:01.800509Z","iopub.status.busy":"2022-05-16T06:09:01.799965Z","iopub.status.idle":"2022-05-16T06:09:02.268448Z","shell.execute_reply":"2022-05-16T06:09:02.267792Z"},"papermill":{"duration":0.592048,"end_time":"2022-05-16T06:09:02.270375","exception":false,"start_time":"2022-05-16T06:09:01.678327","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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size 1440x576 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["plt.figure(figsize=(20,8))\n","sns.distplot(df['cost'])\n","plt.show()"]},{"cell_type":"code","execution_count":34,"id":"8d60de85","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:09:02.514781Z","iopub.status.busy":"2022-05-16T06:09:02.514071Z","iopub.status.idle":"2022-05-16T06:09:02.519631Z","shell.execute_reply":"2022-05-16T06:09:02.518765Z"},"papermill":{"duration":0.130046,"end_time":"2022-05-16T06:09:02.521564","exception":false,"start_time":"2022-05-16T06:09:02.391518","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["Index(['address', 'name', 'online_order', 'book_table', 'rate', 'votes',\n","       'location', 'rest_type', 'dish_liked', 'cuisines', 'cost',\n","       'reviews_list', 'menu_item', 'type', 'city'],\n","      dtype='object')"]},"execution_count":34,"metadata":{},"output_type":"execute_result"}],"source":["df.columns"]},{"cell_type":"code","execution_count":35,"id":"9d4cf1c7","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:09:02.773268Z","iopub.status.busy":"2022-05-16T06:09:02.772856Z","iopub.status.idle":"2022-05-16T06:09:03.597459Z","shell.execute_reply":"2022-05-16T06:09:03.596701Z"},"papermill":{"duration":0.954044,"end_time":"2022-05-16T06:09:03.599661","exception":false,"start_time":"2022-05-16T06:09:02.645617","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 1440x576 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["v = df['cost'].value_counts()\n","plt.figure(figsize = (20,8))\n","\n","sns.barplot(x = v.index, y = v, palette = 'Paired')\n","plt.xticks(rotation  =90)\n","plt.show()"]},{"cell_type":"markdown","id":"36574e84","metadata":{"papermill":{"duration":0.12227,"end_time":"2022-05-16T06:09:03.845149","exception":false,"start_time":"2022-05-16T06:09:03.722879","status":"completed"},"tags":[]},"source":["__Insights:__\n","-  Here form above we can that most common price for two person is __400__ in bangalore restaurants. "]},{"cell_type":"markdown","id":"1e108163","metadata":{"papermill":{"duration":0.148139,"end_time":"2022-05-16T06:09:04.123038","exception":false,"start_time":"2022-05-16T06:09:03.974899","status":"completed"},"tags":[]},"source":["#### 3.10 Services Types"]},{"cell_type":"code","execution_count":36,"id":"1806c65d","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:09:04.374019Z","iopub.status.busy":"2022-05-16T06:09:04.373736Z","iopub.status.idle":"2022-05-16T06:09:04.654352Z","shell.execute_reply":"2022-05-16T06:09:04.653643Z"},"papermill":{"duration":0.408857,"end_time":"2022-05-16T06:09:04.656169","exception":false,"start_time":"2022-05-16T06:09:04.247312","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 864x864 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["#Types of Services\n","\n","ax  = sns.countplot(df['type']).set_xticklabels(sns.countplot(df['type']).get_xticklabels(), rotation=90, ha=\"right\")\n","fig = plt.gcf()\n","fig.set_size_inches(12,12)\n","\n","plt.title('Type of Service')\n","plt.show()"]},{"cell_type":"markdown","id":"29a7f3ac","metadata":{"papermill":{"duration":0.124406,"end_time":"2022-05-16T06:09:04.904403","exception":false,"start_time":"2022-05-16T06:09:04.779997","status":"completed"},"tags":[]},"source":["__Insights:__\n","-  Here the two main service types are __Delivery__ and __Dine-out__. "]},{"cell_type":"markdown","id":"0e26391e","metadata":{"papermill":{"duration":0.124795,"end_time":"2022-05-16T06:09:05.155858","exception":false,"start_time":"2022-05-16T06:09:05.031063","status":"completed"},"tags":[]},"source":["#### 3.11 Highest vote of restaurant"]},{"cell_type":"code","execution_count":37,"id":"321e83fc","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:09:05.408429Z","iopub.status.busy":"2022-05-16T06:09:05.407982Z","iopub.status.idle":"2022-05-16T06:09:05.925437Z","shell.execute_reply":"2022-05-16T06:09:05.924556Z"},"papermill":{"duration":0.647008,"end_time":"2022-05-16T06:09:05.927532","exception":false,"start_time":"2022-05-16T06:09:05.280524","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABKoAAAL4CAYAAABbdh/VAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAADGxUlEQVR4nOzde7yWU/7/8deqTSQUimpLqHRuS1TznYk0nRhRcogZIccZM8YhmhmHMcMkjJhB80OUwxQSNaYpKZEZpNglOdQoU4kOSohq1/r9cV/d9q690+6w95Vez8fjfuz7/lzXta617r09Zrytta4QY0SSJEmSJEkqbxXKuwOSJEmSJEkSGFRJkiRJkiQpJQyqJEmSJEmSlAoGVZIkSZIkSUoFgypJkiRJkiSlgkGVJEmSJEmSUsGgSpKkXVgIIYYQJm2HdiaFEOJ26JLKUQihVwjhrRDCF8nfxl3l3SdJkrRrMaiSJGknlwQKmw2JQgjzkvPqllG3yk0I4bhkrL8v775sLPk9zCvvfhQnhNAWeBzYGxgE3ASMLddObUaav8uyFEI4N/l7P7e8+yJJ0vaQU94dkCRJ5aoRsKq8O6FUOBEIwDkxxv+Ud2ckSdKuyaBKkqRdWIzxvfLug1KjVvLz43LthSRJ2qW59E+SpF1YSXtUhRBqhhAeDiEsDiF8HULIDyH0/q5ldSGEnBDCb0MIs0MIq0MI80MIA0IIu5dwfsMQwpDkvDUhhE9DCH8PIRxRzLkHhhDuCCG8H0L4KoSwInk/JIRwWHLOEODF5JIbNyyLTF7HbeZ7qB1CWBdCeGsz5/wraafpRvXTQwgvhxA+T76rt0MIvwkhVCp0znHJ8sxDgEM26teQrf1ONieEUCGEcEkI4Y0QwpfJd/ZGCOHSEEKFQuedm/TtvKQ0t1Df6n7HPX6/4bsNIZwVQng9ude8QudUTr6P/KQPX4YQXg0h9CqmvZD8nf0nhLAkhPBN8j2MCyGcUZrvMoRwSgjhsRDCB8l9vwohTAsh/Krw+AudX+I+ayUtr9uw/DCEsE8I4c7k/doN/3yEEGqFEG4IIfw7hPBJ8vv8OPl9Ni7mPnU3jCN5PzyEsDT5HqaGEH6ycZ+Bh5OPD2/0XdQtbiySJKWdM6okSVIRIYQawKtkgoCXgf8ABwH3Ac9/x+V/B34E/AtYCZwAXAPU4NsgZMN9ugAjgd2AfwBzgFygB3BiCKF9jPHN5NzKwL+Bw4Hxyfkh6ePJwAjgQ+DZpPnewEvApEK3nFdSp2OMC0MILwCdQgjNYoxvb9TXmkBHYFqMcWah+p+A3wBLk7F/CXQF/gR0DiF0ijGuSe59E/Dr5NK7CjWfvzXfyRZ4FDgLmA88CESgO5nf4w+Bswvd/ybgFKAFcDewIjm24ed3uYrM9/MPMkHhvsl4qgITgSOBN4GHyPyH0s7A30MITWKM1xVq5xYy3+dc4Engc6AmcDRwGvAEW/hdArcC64HXgYVJn45Pxnc08LMtHNt32Z3MGPcj88/HyqT/AO2AfmS+k6fJ/H3UB3oC3UII/xdjnF5Mm4cAU8j8TT+atH0GMCqE8OMY44YwdgiZ39HJwCiKjn/F9hicJEllLsboy5cvX758+dqJX2QCiAj8fjOvFck5dYu5dtJGtcFJfcBG9RbA6g332ujYpKQ+DdivUH0vMmHLOuCgQvVqwHIyAU/jjdpqSuZf6N8sVDspaX9gMePfHdi70OfjiuvjFnyPvZLr7ijmWN/k2C8L1domtf9tNLYcMoFNBH67UTvzgHkl3L9U38kWjuVNoMpGv4+pybGzNrpmSHF/I99xn98n13wFHFnM8Q1tXrNRfQ8yG7WvB/IK1ZcBC4DKxbR1wJZ+l8nxw4upVQCGJn1qXdzfcAltnZtcc24xfYjAC8BexVxXo/Df5kb/LH0J/Gujel2+/ef5xo2OdU7qY7akb758+fLly9fO+nLpnyRJ3x83bua175Y0EDJL9HqRmclyc+FjMTPz45HvaOLaGONnha75isyT5CoArQqddw5Qlcy/jM/a6D4zgQeAI4tZHvX1xjeMMa6JMX7xHf3aEs+SGffZIYSKGx3rDawFhhWqnZ/8vDnG+Emh/hSQmWG0HrigFPff2u+kOBv61i/G+GWhdr4Crk0+lqZv3+X+GGORZZMhhP2BnwJTY4y3FT4WY/wm6UcgM+ursLVkgk02umZpaToUY/xvMbX1ZGZUQSb42V6uSr7bje+3uLi/zeSfpYlA+xDCbsW09xGb/vM3jkwoesz26bIkSenk0j9Jkr4nYoyhpGPJnkGHbEEzRwB7kgkXigt/XmHzAcfUYmrzk5/VCtXaJj9bhOL3u2qQ/GwEzCKzjG8h0C+E0BIYQ2YpYH6McZNQY2vEGL8OITwJXEgmxBgDEEI4CmgCPLNRWNIy+TmxmLY+CCEsAA4NIewbY/x8C7pQ2u9kc1qSCcomFXPsJTJB0JFb0KctNaWY2tFARaCkPc02BDSNCtUeB34JzEp+Fy8Br27h91dEEpT1JbP89DAys8kKq13aNkvwDTBjM/04EbiETFB7AJv+/+8DgEUb1Ur6u57Pt38nkiR9LxlUSZKkwjbMvPq0hOMl1QGIMa4oplyQ/Cw8S2n/5OeF39GfKkm7K0MIbcjsTdSNb2fDLA0h3EdmVtPa72hrSwxJ+tSbJKhK3kNmyVhhG76rjUMGCtXrkJkltSVBS6m+k++wL/BZzOyPVUSMsSCEsJTMsrTt5ZNiahvGc3TyKknh8VxBZl+m88js7dQPKAghjCEza2nOlnQm2RvrDeBQMiHaI8BnZP4WqwKXA5VKuLy0FscYS9qE/XIye2gtJ7O32v+AVWSW6p1CZglgcf1YUcK9CvBhSJKk7zmDKkmSVNjK5OeBJRwvqV5aG4KbFjHGEmejFBZjXAD0CSEEoDGZjbF/AdxA5l/er9/WTsUY/xNCmE1mo+uqZPZe6kVm36gxG52+YQwHAZssMyOzCXjh875Lqb+T72hrvxDCbhsHeCGEHDKzeFYWe+XWKS6o2TCegTHGK7eokcwsoruAu5JN/X8InElmI/Umyebrq7egqQvIhFQ3xRh/X/hACKEtmaBqY+uT4znJ8s3Cqm6u28UVk+/592RCvJYxxkUbHXdmlCRJxfC/yEiSpMLeI7MPVPMQwt7FHP/hdrrPa8nPH5X2wpjxTozxr2SeNAeZ2SkbbFgytfE+U1tqKJnNvs8ATiQT6vy9mBlbG/ZkOm7jBkII9cg8rW/uRrPM1m2mX1v9nRTjLTL/P69dMcfaJX3Y0qcHbq0pZMKfrRpPsr/TyBjj6WSWVx5OZlP5DTb3XdZLfj5dzLFjS7hmefLz4GKOtSqm9l0OIBNw/aeYkKoK3y4d3Vbb+vcuSVKqGFRJkqSsZKnYE2SWjl1X+FgIoQWZDb+3h4fJLG+6MYSwyebQIYQKIYTjCn1uEkIobjbXhtqqQrVlyc86W9m3R8gELOfw7XiHFHPeQ8nP60II1Qv1tSJwB5n/nzV4o2uWAdVDCHsW016pvpPvsKFv/UMIlQu1URm4Nfm4cd+2qxjjYjJ7TrUKIVxfzAb1hBAODyEcmryvFEL4v2LO2Q3YL/m48e+5pO9yXvLzuI3aOhL4TQld3rDPVpGllyGEDmRm1ZXWYjL9PSoJpja0txuZDd0P2Io2i7Otf++SJKWKS/8kSdLG+pFZVndNCKE18B8yy9hOJ7P87RSSZVJbK8a4LITQE3gGeC2EMAF4h8wyqoPJbBi9P5mZTZCZOXV7COFV4AMyIUAucHLSl9sLNf8+mY3XzwwhrCXzBLUIPBpj/GgL+jY/hPAi0IHMnkBvb/xEu+S8/4QQbgOuAWaGEEaQWSrYlczMn1c26hfABDL7NY0NIbwMrAamxxj/sRXfyebG8PcQwslkfmfvhBCe5dt9kQ4FnogxPv5d7WwHlwH1gT8APwshvEJmn7NaZDZRP5pMCDSXzCb+r4QQ5gDTyPze9iDzu28EjI4xvluo7RK/SzJhY18ySwjbA7OTfvwEGElmttzGHk6u+U0Sys4is4F9VzK/k1NLM/AY4/oQwl/I/PP0dghhFLA70J5M8PZi8n5bvUomEPt1soH8hv3C/ro1m9BLklTeDKokSVIRMcZPQwg/AP5E5olprcmEPz8nE8ScwnbY3yjGOCGE0By4mszm6D8C1gAfk1nqVXjZ1jgyM0bakQmn9iGzWfl44M4Y438KtbsuhNCdzMyh04C9gUAmOPrOoCoxhExQlcOmm6gXHsO1IYS3yAQy55B5kt1/ycxG+3Mxm5nfTGY52EnA/5FZrjUU+MdWfCffpReZp+adD1yc1N4F/gwMKkU7Wy3ZBP9Y4CLgLDJhzx5kwqrZZDZPH5+c/hVwLZnw5gdk/s6+IPN9Xsq3s8Q2KPG7jDF+HEL4EZm/gR+S+S7fI/M3/ALFBFUxxsVJX28n83d2LJmnWHYkE+6VKqhKXA8sIbNn1sVk9u0aT+bv46ataG8TMcblIYRTgRuBc/n26YaPseX7o0mSlBqhhIeUSJIkbSKEcAvwW6BLjHFcefdHkiRJ3y8GVZIkaRMhhFoxxo83qjUjswxwDVA7xvhNuXROkiRJ31su/ZMkScWZmuwVNJPMkqz6ZJ6AVwG42JBKkiRJO4IzqiRJ0iZCCDeS2SOoLpk9nlYArwF3xBgnlVe/JEmS9P1mUCVJkiRJkqRUqFDeHZAkSZIkSZLAPao264ADDoh169Yt725IkiRJkiR9b0ybNm1pjLF6cccMqjajbt26TJ06tby7IUmSJEmS9L0RQviopGMu/ZMkSZIkSVIqGFRJkiRJkiQpFQyqJEmSJEmSlAoGVZIkSZIkSUoFgypJkiRJkiSlgkGVJEmSJEmSUsGgSpIkSZIkSalgUCVJkiRJkqRUMKiSJEmSJElSKhhUSZIkSZIkKRUMqiRJkiRJkpQKBlWSJEmSJElKBYMqSZIkSZIkpYJB1Vb45ptvOOaYY2jRogVNmjThxhtvLHL8V7/6FVWqVMl+vuKKK8jLyyMvL48GDRpQtWrV7LGKFStmj3Xr1i1bP/vsszniiCNo2rQp559/PmvXrgUgxsivfvUr6tWrR/PmzXnzzTd37GAlSZIkSZLKSE55d2BnVKlSJSZOnEiVKlVYu3YtP/zhD+natStt2rRh6tSpLF++vMj5AwcOzL7/61//yltvvZX9vOeee5Kfn7/JPc4++2wee+wxAM466ywefPBBLr30Uv71r38xe/ZsZs+ezeuvv86ll17K66+/vmMGKkmSJEmSVIacUbUVQgjZGVNr165l7dq1hBBYt24dffv25bbbbivx2mHDhtGrV6/vvMcJJ5xACIEQAscccwwLFiwAYNSoUZxzzjmEEGjTpg0rVqxg0aJF22dgkiRJkiRJ5ahMg6oQwh4hhCkhhOkhhHdCCDcl9SEhhLkhhPzklZfUQwjhLyGEOSGEGSGEloXa6h1CmJ28eheqHxVCeDu55i8hhJDU9wshjE/OHx9CqLYtY1m3bh15eXnUqFGDjh070rp1a+655x66detGzZo1i73mo48+Yu7cuRx//PHZ2jfffEOrVq1o06YNzz777CbXrF27lkcffZQuXboAsHDhQg4++ODs8dzcXBYuXLgtQ5EkSZIkSUqFsl76txo4Psb4ZQhhN+CVEMK/kmN9Y4wjNjq/K1A/ebUGBgGtQwj7ATcCrYAITAshjI4xLk/OuRB4HRgDdAH+BfQDJsQYbw0h9Es+X7u1A6lYsSL5+fmsWLGC7t278/LLL/PUU08xadKkEq8ZPnw4PXv2pGLFitnaRx99RO3atfnwww85/vjjadasGYcffnj2+M9//nPatWvHj370o63tqiRJkiRJ0k6hTGdUxYwvk4+7Ja+4mUtOBh5JrnsNqBpCqAl0BsbHGD9LwqnxQJfk2D4xxtdijBF4BDilUFtDk/dDC9W3SdWqVWnfvj0vvvgic+bMoV69etStW5dVq1ZRr169IucOHz58k2V/tWvXBuCwww7juOOOK7J/1U033cSSJUu48847i5w/f/787OcFCxZk25AkSZIkSdqZlfkeVSGEiiGEfGAxmbBpw07gtyTL+waGEColtdrA/EKXL0hqm6svKKYOcGCMccNmTp8AB27tGJYsWcKKFSsA+Prrrxk/fjxHHXUUn3zyCfPmzWPevHlUrlyZOXPmZK957733WL58OW3bts3Wli9fzurVqwFYunQp//73v2ncuDEADz74IOPGjWPYsGFUqPDtr6lbt2488sgjxBh57bXX2HfffUtcaihJkiRJkrQzKfOn/sUY1wF5IYSqwDMhhKbAb8iER7sD95NZkveHHdiHGEIodiZXCOEi4CKAOnXqFHv9okWL6N27N+vWrWP9+vWcfvrp/OQnP9nsPYcPH86ZZ55JsmUWAO+++y4XX3wxFSpUYP369fTr1y8bVF1yySUccsgh2WCrR48e3HDDDZxwwgmMGTOGevXqUblyZR5++OHSfwGSJEmSJEkpFDIr5Mrp5iHcAKyKMd5RqHYccHWM8SchhP8HTIoxDkuOvQ8ct+EVY7w4qf8/YFLyejHG2DCp99pw3oZrY4yLkiWCk2KMR2yuf61atYpTp07dfgOWJEmSJEnaxYUQpsUYWxV3rKyf+lc9mUlFCGFPoCPwXhIckTyh7xRgZnLJaOCc5Ol/bYDPk+V744BOIYRqydP7OgHjkmMrQwhtkrbOAUYVamvD0wF7F6pLkiRJkiQpBcp66V9NYGgIoSKZkOzJGONzIYSJIYTqQADygUuS88cAJwBzgFXAeQAxxs9CCH8E3kjO+0OM8bPk/c+BIcCeZJ72t+GpgrcCT4YQ+gAfAafvqEFKkiRJkiSp9Mp16V/albT0b8mgx8qhN1uv+qU/Le8uSJIkSZIkASla+idJkiRJkiSVxKBKkiRJkiRJqWBQJUmSJEmSpFQwqJIkSZIkSVIqGFRJkiRJkiQpFQyqJEmSJEmSlAoGVZIkSZIkSUoFgypJkiRJkiSlgkGVJEmSJEmSUsGgSpIkSZIkSalgUCVJkiRJkqRUMKiSJEmSJElSKhhUSZIkSZIkKRUMqiRJkiRJkpQKBlWSJEmSJElKBYMqSZIkSZIkpYJBlSRJkiRJklLBoEqSJEmSJEmpYFAlSZIkSZKkVDCokiRJkiRJUioYVEmSJEmSJCkVDKokSZIkSZKUCgZVkiRJkiRJSgWDKkmSJEmSJKWCQZUkSZIkSZJSwaBKkiRJkiRJqWBQJUmSJEmSpFQwqJIkSZIkSVIqGFRJkiRJkiQpFQyqJEmSJEmSlAoGVZIkSZIkSUoFgypJkiRJkiSlgkGVJEmSJEmSUsGgSpIkSZIkSalgUCVJkiRJkqRUMKiSJEmSJElSKhhUSZIkSZIkKRUMqiRJkiRJkpQKBlWSJEmSJElKBYMqSZIkSZIkpYJBlSRJkiRJklLBoEqSJEmSJEmpYFAlSZIkSZKkVDCokiRJkiRJUioYVEmSJEmSJCkVDKokSZIkSZKUCgZVkiRJkiRJSgWDKkmSJEmSJKWCQZUkSZIkSZJSwaBKkiRJkiRJqWBQJUmSJEmSpFQwqJIkSZIkSVIqGFRJkiRJkiQpFQyqJEmSJEmSlAoGVZIkSZIkSUoFgypJkiRJkiSlgkGVJEmSJEmSUsGgSpIkSZIkSalgUKVNfPPNNxxzzDG0aNGCJk2acOONNwIwd+5cWrduTb169TjjjDNYs2YNAC+//DItW7YkJyeHESNGFGlr6NCh1K9fn/r16zN06NBs/bjjjuOII44gLy+PvLw8Fi9eDMBHH31Ehw4daN68OccddxwLFiwoo1FLkiRJkqTyZlClTVSqVImJEycyffp08vPzGTt2LK+99hrXXnstV1xxBXPmzKFatWoMHjwYgDp16jBkyBDOOuusIu189tln3HTTTbz++utMmTKFm266ieXLl2ePP/744+Tn55Ofn0+NGjUAuPrqqznnnHOYMWMGN9xwA7/5zW/KbuCSJEmSJKlcGVRpEyEEqlSpAsDatWtZu3YtIQQmTpxIz549AejduzfPPvssAHXr1qV58+ZUqFD0z2ncuHF07NiR/fbbj2rVqtGxY0fGjh272XvPmjWL448/HoD27dszatSo7Tw6SZIkSZKUVgZVKta6devIy8ujRo0adOzYkcMPP5yqVauSk5MDQG5uLgsXLtxsGwsXLuTggw/Oft74mvPOO4+8vDz++Mc/EmMEoEWLFowcORKAZ555hi+++IJly5Zt7+FJkiRJkqQUMqhSsSpWrEh+fj4LFixgypQpvPfee9u1/ccff5y3336byZMnM3nyZB599FEA7rjjDl566SWOPPJIXnrpJWrXrk3FihW3670lSZIkSVI6GVRps6pWrUr79u159dVXWbFiBQUFBQAsWLCA2rVrb/ba2rVrM3/+/Oznwtds+Ln33ntz1llnMWXKFABq1arFyJEjeeutt7jllluyfZAkSZIkSd9/BlXaxJIlS1ixYgUAX3/9NePHj6dRo0a0b98++1S/oUOHcvLJJ2+2nc6dO/P888+zfPlyli9fzvPPP0/nzp0pKChg6dKlQGYPrOeee46mTZsCsHTpUtavXw9A//79Of/883fQKCVJkiRJUtoYVGkTixYton379jRv3pyjjz6ajh078pOf/IQBAwZw5513Uq9ePZYtW0afPn0AeOONN8jNzeWpp57i4osvpkmTJgDst99+XH/99Rx99NEcffTR3HDDDey3336sXr2azp0707x5c/Ly8qhduzYXXnghAJMmTeKII46gQYMGfPrpp/zud78rt+9BkiRJkiSVrbBhE+syuVkIewAvA5WAHGBEjPHGEMKhwHBgf2Aa8LMY45oQQiXgEeAoYBlwRoxxXtLWb4A+wDrgVzHGcUm9C3A3UBF4MMZ4a1Iv9h6b62+rVq3i1KlTN6kvGfTYtnwNZa76pT8t7y5IkiRJkiQBEEKYFmNsVdyxsp5RtRo4PsbYAsgDuoQQ2gADgIExxnrAcjIBFMnP5Ul9YHIeIYTGwJlAE6ALcF8IoWIIoSJwL9AVaAz0Ss5lM/eQJEmSJElSCuSU5c1iZvrWl8nH3ZJXBI4HzkrqQ4HfA4OAk5P3ACOAe0IIIakPjzGuBuaGEOYAxyTnzYkxfggQQhgOnBxCeHcz91Ahnwy6uby7UGoHXXpdeXdBkiRJkiRtB2W+R1Uy8ykfWAyMB/4LrIgxFiSnLAA2PE6uNjAfIDn+OZmle9n6RteUVN9/M/eQJEmSJElSCpR5UBVjXBdjzANyycyCaljWfdicEMJFIYSpIYSpS5YsKe/uSJIkSZIk7TLK7al/McYVwItAW6BqCGHDMsRcYGHyfiFwMEByfF8ym6pn6xtdU1J92WbusXG/7o8xtooxtqpevfq2DFGSJEmSJEmlUKZBVQihegihavJ+T6Aj8C6ZwKpnclpvYFTyfnTymeT4xGSfq9HAmSGESsnT/OoDU4A3gPohhENDCLuT2XB9dHJNSfeQJEmSJElSCpTpZupATWBo8nS+CsCTMcbnQgizgOEhhJuBt4DByfmDgUeTzdI/IxM8EWN8J4TwJDALKAB+EWNcBxBCuAwYB1QEHooxvpO0dW0J95AkSZIkSVIKlPVT/2YARxZT/5Bvn9pXuP4NcFoJbd0C3FJMfQwwZkvvIUmSJEmSpHQotz2qJEmSJEmSpMIMqiRJkiRJkpQKBlWSJEmSJElKBYMqSZIkSZIkpYJBlSRJkiRJklLBoEqSJEmSJEmpYFAlSZIkSZKkVDCokiRJkiRJUioYVEmSJEmSJCkVDKokSZIkSZKUCgZVkiRJkiRJSgWDKkmSJEmSJKWCQZUkSZIkSZJSwaBKkiRJkiRJqWBQJUmSJEmSpFQwqJIkSZIkSVIqGFRJkiRJkiQpFQyqJEmSJEmSlAoGVZIkSZIkSUoFgypJkiRJkiSlgkGVJEmSJEmSUsGgSpIkSZIkSalgUCVJkiRJkqRUMKiSJEmSJElSKhhUSZIkSZIkKRUMqiRJkiRJkpQKBlWSJEmSJElKBYMqSZIkSZIkpYJBlSRJkiRJklLBoEqSJEmSJEmpYFAlSZIkSZKkVDCokiRJkiRJUioYVEmSJEmSJCkVDKokSZIkSZKUCgZVkiRJkiRJSgWDKkmSJEmSJKWCQZUkSZIkSZJSwaBKkiRJkiRJqWBQJUmSJEmSpFQwqJIkSZIkSVIqGFRJkiRJkiQpFQyqJEmSJEmSlAoGVZIkSZIkSUoFgypJkiRJkiSlgkGVJEmSJEmSUsGgSpIkSZIkSalgUCVJkiRJkqRUMKiSJEmSJElSKhhUSZIkSZIkKRUMqiRJkiRJkpQKBlWSJEmSJElKBYMqSZIkSZIkpYJBlSRJkiRJklLBoEqSJEmSJEmpYFAlSZIkSZKkVDCokiRJkiRJUioYVEmSJEmSJCkVDKokSZIkSZKUCgZVkiRJkiRJSgWDKkmSJEmSJKWCQZUkSZIkSZJSwaBKkiRJkiRJqWBQJUmSJEmSpFQwqJIkSZIkSVIqGFRJkiRJkiQpFco0qAohHBxCeDGEMCuE8E4I4fKk/vsQwsIQQn7yOqHQNb8JIcwJIbwfQuhcqN4lqc0JIfQrVD80hPB6Un8ihLB7Uq+UfJ6THK9bhkOXJEmSJEnSdyjrGVUFwFUxxsZAG+AXIYTGybGBMca85DUGIDl2JtAE6ALcF0KoGEKoCNwLdAUaA70KtTMgaasesBzok9T7AMuT+sDkPEmSJEmSJKVEmQZVMcZFMcY3k/dfAO8CtTdzycnA8Bjj6hjjXGAOcEzymhNj/DDGuAYYDpwcQgjA8cCI5PqhwCmF2hqavB8BdEjOlyRJkiRJUgqU2x5VydK7I4HXk9JlIYQZIYSHQgjVklptYH6hyxYktZLq+wMrYowFG9WLtJUc/zw5X5IkSZIkSSlQLkFVCKEK8DTw6xjjSmAQcDiQBywC/lwe/Ur6dlEIYWoIYeqSJUvKqxuSJEmSJEm7nDIPqkIIu5EJqR6PMY4EiDF+GmNcF2NcDzxAZmkfwELg4EKX5ya1kurLgKohhJyN6kXaSo7vm5xfRIzx/hhjqxhjq+rVq2/rcCVJkiRJkrSFyvqpfwEYDLwbY7yzUL1modO6AzOT96OBM5Mn9h0K1AemAG8A9ZMn/O1OZsP10THGCLwI9Eyu7w2MKtRW7+R9T2Bicr4kSZIkSZJSIOe7T9mu/g/4GfB2CCE/qf2WzFP78oAIzAMuBogxvhNCeBKYReaJgb+IMa4DCCFcBowDKgIPxRjfSdq7FhgeQrgZeItMMEby89EQwhzgMzLhliRJkiRJklKiTIOqGOMrQHFP2huzmWtuAW4ppj6muOtijB/y7dLBwvVvgNNK019JkiRJkiSVnXJ76p8kSZIkSZJUmEGVJEmSJEmSUsGgSpIkSZIkSalgUCVJkiRJkqRUMKiSJEmSJElSKhhUSZIkSZIkKRUMqiRJkiRJkpQKBlWSJEmSJElKBYMqSZIkSZIkpYJBlSRJkiRJklLBoEqSJEmSJEmpYFAlSZIkSZKkVDCokiRJkiRJUioYVEmSJEmSJCkVDKokSZIkSZKUCgZVkiRJkiRJSgWDKu1y5s+fT/v27WncuDFNmjTh7rvvBqBv3740bNiQ5s2b0717d1asWAHAmjVrOO+882jWrBktWrRg0qRJ2baOO+44jjjiCPLy8sjLy2Px4sUAXHHFFdlagwYNqFq1apE+rFy5ktzcXC677LKyGLIkSZIkSTuFnPLugFTWcnJy+POf/0zLli354osvOOqoo+jYsSMdO3akf//+5OTkcO2119K/f38GDBjAAw88AMDbb7/N4sWL6dq1K2+88QYVKmRy3scff5xWrVoVucfAgQOz7//617/y1ltvFTl+/fXX065dux08UkmSJEmSdi7OqNIup2bNmrRs2RKAvffem0aNGrFw4UI6depETk4mu23Tpg0LFiwAYNasWRx//PEA1KhRg6pVqzJ16tQtvt+wYcPo1atX9vO0adP49NNP6dSp0/YakiRJkiRJ3wsGVdqlzZs3j7feeovWrVsXqT/00EN07doVgBYtWjB69GgKCgqYO3cu06ZNY/78+dlzzzvvPPLy8vjjH/9IjLFIOx999BFz587NBl3r16/nqquu4o477tjBI5MkSZIkaefj0j/tsr788ktOPfVU7rrrLvbZZ59s/ZZbbiEnJ4ezzz4bgPPPP593332XVq1accghh/CDH/yAihUrApllf7Vr1+aLL77g1FNP5dFHH+Wcc87JtjV8+HB69uyZPf++++7jhBNOIDc3twxHKkmSJEnSzsGgSruktWvXcuqpp3L22WfTo0ePbH3IkCE899xzTJgwgRACkNnTqvCeUz/4wQ9o0KABALVr1wYySwjPOusspkyZsklQde+992Y/v/rqq0yePJn77ruPL7/8kjVr1lClShVuvfXWHTpeSZIkSZJ2BgZV2uXEGOnTpw+NGjXiyiuvzNbHjh3LbbfdxksvvUTlypWz9VWrVhFjZK+99mL8+PHk5OTQuHFjCgoKWLFiBQcccABr167lueee48c//nH2uvfee4/ly5fTtm3bbO3xxx/Pvh8yZAhTp041pJIkSZIkKWFQpV3Ov//9bx599FGaNWtGXl4eAH/605/41a9+xerVq+nYsSOQ2VD9b3/7G4sXL6Zz585UqFCB2rVr8+ijjwKwevVqOnfuzNq1a1m3bh0//vGPufDCC7P3GT58OGeeeWZ2ZpYkSZIkSdq8sPHmz/pWq1atYnFPd1sy6LFy6M3Wq37pT7f43E8G3bwDe7JjHHTpdeXdBUmSJEmStIVCCNNijK2KO+ZT/yRJkiRJkpQKLv3TLuW9e08u7y6UWsNfjCrvLkiSJEmSVCacUSVJkiRJkqRUMKiSJEmSJElSKhhUSZIkSZIkKRUMqiRJkiRJkpQKBlWSJEmSJElKBYMqSZIkSZIkpYJBlSRJkiRJklLBoEqSJEmSJEmpYFAlSZIkSZKkVDCokiRJkiRJUioYVEmSJEmSJCkVDKokSZIkSZKUCgZVkiRJkiRJSgWDKkmSJEmSJKWCQZUkSZIkSZJSwaBKkiRJkiRJqWBQJUmSJEmSpFQwqJIkSZIkSVIqGFRJkiRJkiQpFQyqJEmSJEmSlAoGVZIkSZIkSUoFgypJkiRJkiSlgkGVJEmSJEmSUsGgSpIkSZIkSalgUCVJkiRJkqRUMKiSJEmSJElSKhhUSZIkSZIkKRUMqiRJkiRJkpQKBlWSJEmSJElKBYMqSZIkSZIkpYJBlSRJkiRJklLBoEqSJEmSJEmpYFAlSZIkSZKkVDCokiRJkiRJUioYVEmSJEmSJCkVDKokSZIkSZKUCgZVkiRJkiRJSgWDKkmSJEmSJKVCqYKqEMKfQwiNd1RnJEmSJEmStOsq7Yyq7sDbIYQpIYRLQgj7lubiEMLBIYQXQwizQgjvhBAuT+r7hRDGhxBmJz+rJfUQQvhLCGFOCGFGCKFlobZ6J+fPDiH0LlQ/KoTwdnLNX0IIYXP3kCRJkiRJUjqUKqiKMR4G/Bh4D7gDWBRC+HsI4cdb2EQBcFWMsTHQBvhFMkOrHzAhxlgfmJB8BugK1E9eFwGDIBM6ATcCrYFjgBsLBU+DgAsLXdclqZd0D0mSJEmSJKVAqfeoijG+GGM8BzgI+CWQC4wLIXwUQrgphHDYZq5dFGN8M3n/BfAuUBs4GRianDYUOCV5fzLwSMx4DagaQqgJdAbGxxg/izEuB8YDXZJj+8QYX4sxRuCRjdoq7h6SJEmSJElKga3eTD3G+GWMcTCZmU3/Bg4GfgN8EEIYFUI4ZHPXhxDqAkcCrwMHxhgXJYc+AQ5M3tcG5he6bEFS21x9QTF1NnMPSZIkSZIkpcBWBVUhhLohhBtDCB8CzwNfAqcBewPdgLrA8M1cXwV4Gvh1jHFl4WPJTKi4Nf3aUpu7RwjhohDC1BDC1CVLluzIbkiSJEmSJKmQ0j7175wQwkRgDtAbeBg4NMZ4Qozx6Rjj6hjjGOBXQKsS2tiNTEj1eIxxZFL+NFm2R/JzcVJfSGam1ga5SW1z9dxi6pu7RxExxvtjjK1ijK2qV6+++S9EkiRJkiRJ201pZ1T9PzLL5jrHGA+LMf4xxrigmPM+AG7euJg8gW8w8G6M8c5Ch0aTCb5Ifo4qVD8nefpfG+DzZPneOKBTCKFasol6J2BccmxlCKFNcq9zNmqruHtIkiRJkiQpBXJKeX6tZPPyzUoCo5uKOfR/wM+At0MI+Untt8CtwJMhhD7AR8DpybExwAlkZnCtAs5L2v8shPBH4I3kvD/EGD9L3v8cGALsCfwrebGZe0iSJEmSJCkFShtU1QkhtE2W9xURQjgBWBBjnFHSxTHGV4BQwuEOxZwfgV+U0NZDwEPF1KcCTYupLyvuHpIkSZIkSUqH0i79Gwi0LuHY0clxSZIkSZIkqdRKG1S1BP5dwrFXgSO3rTuSJEmSJEnaVZU2qKoI7FXCsb2A3betO5IkSZIkSdpVlTaoegO4qIRjFwFTt607kiRJkiRJ2lWVdjP13wMvhBBeB4YCnwA1gXOAFkDH7do7SZIkSZIk7TJKFVTFGF8OIXQC+gN/JfMEv/XA60DHGOPk7d9FSZIkSZIk7QpKO6OKGOMkoG0IoTJQDVgeY1y1vTsmSZIkSZKkXUtp96gCIIQQgP2BQ8jMqpIkSZIkSZK2SamDqhDCz4GFwEfAZOCIpD4yhPDr7do7SZIkSZIk7TJKFVSFEPoCdwIPAMdTdDbVJOCM7dYzSZIkSZIk7VJKu0fVL4AbYoy3hRAqbnTsfaDB9umWJEmSJEmSdjWlXfp3EDCthGPrgT22rTuSJEmSJEnaVZU2qJoDHFvCsXbArG3rjiRJkiRJknZVpV36dxdwXwhhDTAiqdUIIfQBrgQu3I59kyRJkiRJ0i6kVDOqYowPAr8DrgXeScpjgLuB38cY/759uydpa5x//vnUqFGDpk2bZmv5+fm0adOGvLw8WrVqxZQpUwCIMfKrX/2KevXq0bx5c958883sNf/73//o1KkTjRo1onHjxsybNw+AuXPn0rp1a+rVq8cZZ5zBmjVrALjzzjtp3LgxzZs3p0OHDnz00UdlN2hJkiRJ0k6vtEv/iDHeDtQCTgB+mvysndQlpcC5557L2LFji9SuueYabrzxRvLz8/nDH/7ANddcA8C//vUvZs+ezezZs7n//vu59NJLs9ecc8459O3bl3fffZcpU6ZQo0YNAK699lquuOIK5syZQ7Vq1Rg8eDAARx55JFOnTmXGjBn07Nkzew9JkiRJkrZEqYMqgBjjFzHGcTHGv8cYx8YYP9/eHZO09dq1a8d+++1XpBZCYOXKlQB8/vnn1KpVC4BRo0ZxzjnnEEKgTZs2rFixgkWLFjFr1iwKCgro2LEjAFWqVKFy5crEGJk4cSI9e/YEoHfv3jz77LMAtG/fnsqVKwPQpk0bFixYUBbDlSRJkiR9T5Rqj6oQws+/65wY431b3x1JO8pdd91F586dufrqq1m/fj3/+c9/AFi4cCEHH3xw9rzc3FwWLlzIggULqFq1Kj169GDu3Ln8+Mc/5tZbb2X58uVUrVqVnJycIudvbPDgwXTt2rVsBidJkiRJ+l4o7Wbq92zmWEx+GlRJKTRo0CAGDhzIqaeeypNPPkmfPn144YUXSjy/oKCAyZMn89Zbb1GnTh3OOOMMhgwZwsknn/yd93rssceYOnUqL7300vYcgiRJkiTpe660m6lX2PgF7Af0AqYDjXdEJyVtu6FDh9KjRw8ATjvttOxm6rVr12b+/PnZ8xYsWEDt2rXJzc0lLy+Pww47jJycHE455RTefPNN9t9/f1asWEFBQUGR8zd44YUXuOWWWxg9ejSVKlUqwxFKkiRJknZ2W7VHVWExxhUxxieAvwH/b9u7JGlHqFWrVnaG08SJE6lfvz4A3bp145FHHiHGyGuvvca+++5LzZo1Ofroo1mxYgVLlizJXtO4cWNCCLRv354RI0YAmQBswyyrt956i4svvpjRo0dnN16XJEmSJGlLlXbp3+bMBVptx/YkbaVevXoxadIkli5dSm5uLjfddBMPPPAAl19+OQUFBeyxxx7cf//9AJxwwgmMGTOGevXqUblyZR5++GEAKlasyB133EGHDh2IMXLUUUdx4YUXAjBgwADOPPNMrrvuOo488kj69OkDQN++ffnyyy857bTTAKhTpw6jR48uh29AkiRJkrQz2i5BVQihJnAVmbBKUjkbNmxYsfVp06ZtUgshcO+99xZ7fseOHZkxY8Ym9cMOOyy7dLCwze15JUmSJEnSdyntU/+W8O2m6RvsDuwNfAP02E79kiRJkiRJ0i6mtDOq7mXToOobYAEwNsa4bLv0StJWmfTAieXdhVI77sJ/lncXJEmSJEkpUaqgKsb4+x3UD0mSJEmSJO3itvmpf5IkSZIkSdL2UKqgKoQwN4Tw4Za+dlSnJe3azj//fGrUqEHTpk2ztTPOOIO8vDzy8vKoW7cueXl5AIwfP56jjjqKZs2acdRRRzFx4sTsNb/73e84+OCDqVKlSpH277zzTho3bkzz5s3p0KEDH330EQD5+fm0bduWJk2a0Lx5c5544okdP1hJkiRJ2oWUdo+qEcCZQGVgPLAYqAF0BL4C/Lc2STvcueeey2WXXcY555yTrRUOja666ir23XdfAA444AD+8Y9/UKtWLWbOnEnnzp1ZuHAhACeddBKXXXYZ9evXL9L+kUceydSpU6lcuTKDBg3immuu4YknnqBy5co88sgj1K9fn48//pijjjqKzp07U7Vq1R0/aEmSJEnaBZQ2qFoO/Bc4Mcb41YZiCKEK8BzweYzx5u3YP0naRLt27Zg3b16xx2KMPPnkk9mZU0ceeWT2WJMmTfj6669ZvXo1lSpVok2bNsW20b59++z7Nm3a8NhjjwHQoEGDbL1WrVrUqFGDJUuWGFRJkiRJ0nZS2j2qfgHcXjikAogxfgnckRyXpHIzefJkDjzwwE1mSQE8/fTTtGzZkkqVKm1xe4MHD6Zr166b1KdMmcKaNWs4/PDDt6m/kiRJkqRvlXZG1T7AgSUcOwioUsIxSSoTw4YNo1evXpvU33nnHa699lqef/75LW7rscceY+rUqbz00ktF6osWLeJnP/sZQ4cOpUIFn0khSZIkSdtLaYOqfwC3hxBWAqNjjGtCCLsDJwMDkuOSVC4KCgoYOXIk06ZNK1JfsGAB3bt355FHHtniGVAvvPACt9xyCy+99FKRGVgrV67kxBNP5JZbbilx6aAkSZIkaeuUNqi6FBgCPAnEEMIXwN5AAEYnxyWpXLzwwgs0bNiQ3NzcbG3FihWceOKJ3Hrrrfzf//3fFrXz1ltvcfHFFzN27Fhq1KiRra9Zs4bu3btzzjnn0LNnz+3ef0mSJEna1ZVqzUqM8fMYY3egGdAH6A+cDzSNMZ4SY/x8B/RRkoro1asXbdu25f333yc3N5fBgwcDMHz48E2W/d1zzz3MmTOHP/zhD+Tl5ZGXl8fixYsBuOaaa8jNzWXVqlXk5uby+9//HoC+ffvy5Zdfctppp5GXl0e3bt0AePLJJ3n55ZcZMmRItq38/PwyG7ckSZIkfd+FGGN59yG1WrVqFadOnbpJfcmgx8qhN1uv+qU/3eJzPxm08z208aBLr9vic9+79+Qd2JMdo+EvRm3xuZMeOHEH9mTHOO7Cf5Z3FyRJkiRJZSiEMC3G2Kq4Y6Vd+kcIoQZwFdAKyAV6xBjfCSFcDkyJMb66Tb2VpBKMeLhLeXehVHqeN7a8uyBJkiRJO5VSLf0LIRwDzAZOBeYB9YANuwzXJBNgSZIkSZIkSaVW2ueqDwReBBoAF5PZRH2DKcAx26lfkiRJkiRJ2sWUdulfS+DkGOP6EELY6NgyoEYx10iSJEmSJEnfqbQzqj4Hqpdw7DDg023rjiRJkiRJknZVpQ2qRgM3hRAOK1SLIYQDgKuBkdutZ5IkSZIkSdqllDaouhZYCcwCXk5qfwPeB74Gbth+XZMkSZIkSdKupFR7VMUYl4cQ2gA/AzoAXwGfAQ8Cj8QYV2//LkqSJEmSJGlXsMVBVQhhDzJL//4UYxwMDN5hvZIkSZIkSdIuZ4uX/sUYvwGOBiruuO5IkiRJkiRpV7U1m6mfsgP6IUmSJEmSpF1cqfaoAsYBt4cQagJjgE+BWPiEGOOY7dQ3SZIkSZIk7UJKG1Q9lvzskbw2FnFpoCRJkiRJkrbCdwZVIYTngV/GGN8HDgUCmSf+vQ58sWO7J0mSJEmSpF3Flsyo+jGwL0CM8aMQQkXgfuDoGONHO7JzkiRJkiRJ2nWUdjP1DcJ27YUkSZIkSZJ2eVsbVEmSJEmSJEnb1ZYGVXELa5IkSZIkSdJW2dKn/o0LIRRsVJtQTI0YY41t75YkSZIkSZJ2NVsSVN20w3shSZIkSZKkXd53BlUxRoMqSZIkSZIk7XBupi5JkiRJkqRUMKiSJEmSJElSKhhUSZIkSZIkKRUMqiRJkiRJkpQKBlWSJEmSJElKBYMqSZIkSZIkpYJBlSRJkiRJklLBoEqSJEmSJEmpUKZBVQjhoRDC4hDCzEK134cQFoYQ8pPXCYWO/SaEMCeE8H4IoXOhepekNieE0K9Q/dAQwutJ/YkQwu5JvVLyeU5yvG4ZDVmSJEmSJElbqKxnVA0BuhRTHxhjzEteYwBCCI2BM4EmyTX3hRAqhhAqAvcCXYHGQK/kXIABSVv1gOVAn6TeB1ie1Acm50mSJEmSJClFyjSoijG+DHy2haefDAyPMa6OMc4F5gDHJK85McYPY4xrgOHAySGEABwPjEiuHwqcUqitocn7EUCH5HxJkiRJkiSlRFr2qLoshDAjWRpYLanVBuYXOmdBUiupvj+wIsZYsFG9SFvJ8c+T8yVJkiRJkpQSaQiqBgGHA3nAIuDP5dmZEMJFIYSpIYSpS5YsKc+uSJIkSZIk7VLKPaiKMX4aY1wXY1wPPEBmaR/AQuDgQqfmJrWS6suAqiGEnI3qRdpKju+bnF9cf+6PMbaKMbaqXr36tg5PkiRJkiRJW6jcg6oQQs1CH7sDG54IOBo4M3li36FAfWAK8AZQP3nC3+5kNlwfHWOMwItAz+T63sCoQm31Tt73BCYm50uSJEmSJCklcr77lO0nhDAMOA44IISwALgROC6EkAdEYB5wMUCM8Z0QwpPALKAA+EWMcV3SzmXAOKAi8FCM8Z3kFtcCw0MINwNvAYOT+mDg0RDCHDKbuZ+5Y0cqSZIkSZKk0irToCrG2KuY8uBiahvOvwW4pZj6GGBMMfUP+XbpYOH6N8BppeqsJEmSJEmSylS5L/2TJEmSJEmSwKBKkiRJkiRJKWFQJUmSJEmSpFQwqJIkSZIkSVIqGFRJkiRJkiQpFQyqJEmSJEmSlAoGVZIkSZIkSUoFgypJkiRJkiSlgkGVJEmSJEmSUsGgSpIkSZIkSalgUCVJkiRJkqRUMKiSJEmSJElSKhhUSZIkSZIkKRUMqiRJkiRJkpQKBlWSJEmSJElKBYMqSZIkSZIkpYJBlSRJkiRJklLBoEqSUub888+nRo0aNG3aNFvr27cvDRs2pHnz5nTv3p0VK1YAsGbNGs477zyaNWtGixYtmDRpUvaa4447jiOOOIK8vDzy8vJYvHgxAEOGDKF69erZ+oMPPgjAiy++mK3l5eWxxx578Oyzz5bVsCVJkiTJoEqS0ubcc89l7NixRWodO3Zk5syZzJgxgwYNGtC/f38AHnjgAQDefvttxo8fz1VXXcX69euz1z3++OPk5+eTn59PjRo1svUzzjgjW7/gggsAaN++fbY2ceJEKleuTKdOnXb0cCVJkiQpy6BKklKmXbt27LfffkVqnTp1IicnB4A2bdqwYMECAGbNmsXxxx8PQI0aNahatSpTp07d5j6MGDGCrl27Urly5W1uS5IkSZK2lEGVJO1kHnroIbp27QpAixYtGD16NAUFBcydO5dp06Yxf/787LnnnXceeXl5/PGPfyTGmK0//fTTNG/enJ49exY5f4Phw4fTq1evHT8YSZIkSSrEoEqSdiK33HILOTk5nH322UBmP6vc3FxatWrFr3/9a37wgx9QsWJFILPs7+2332by5MlMnjyZRx99FICTTjqJefPmMWPGDDp27Ejv3r2L3GPRokW8/fbbdO7cuWwHJ0mSJGmXZ1AlSTuJIUOG8Nxzz/H4448TQgAgJyeHgQMHkp+fz6hRo1ixYgUNGjQAoHbt2gDsvffenHXWWUyZMgWA/fffn0qVKgFwwQUXMG3atCL3efLJJ+nevTu77bZbWQ1NkiRJkgCDKknaKYwdO5bbbruN0aNHF9k3atWqVXz11VcAjB8/npycHBo3bkxBQQFLly4FYO3atTz33HPZpwguWrQoe/3o0aNp1KhRkXsNGzbMZX+SJEmSykVOeXdAklRUr169mDRpEkuXLiU3N5ebbrqJ/v37s3r1ajp27AhkNlT/29/+xuLFi+ncuTMVKlSgdu3a2eV9q1evpnPnzqxdu5Z169bx4x//mAsvvBCAv/zlL4wePZqcnBz2228/hgwZkr33vHnzmD9/Pscee2yZj1uSJEmSDKokKWWGDRu2Sa1Pnz7Fnlu3bl3ef//9Tep77bXXJkv6Nujfvz/9+/cvsb2FCxeWoreSJEmStP0YVElSSvy/R3euzcsv/tm48u6CJEmSpO8Z96iSJEmSJElSKhhUSZIkSZIkKRUMqiRJkiRJkpQKBlWSJEmSJElKBYMqSZIkSZIkpYJBlSRJkiRJklLBoEqSJEmSJEmpYFAlSZIkSZKkVDCokiRJkiRJUioYVEmSJEmSJCkVDKokSZIkSZKUCgZVkiRJkiRJSgWDKkmSJEmSJKWCQZUkSZIkSZJSwaBKkiRJkiRJqWBQJUmSJEmSpFQwqJIkSZIkSVIqGFRJkiRJkiQpFQyqJEmSJEmSlAoGVZIkSZIkSUoFgypJkiRJkiSlgkGVJEmSJEmSUsGgSpJUps4//3xq1KhB06ZNs7XPPvuMjh07Ur9+fTp27Mjy5csB+PzzzznppJNo0aIFTZo04eGHHwbgo48+omXLluTl5dGkSRP+9re/Zdtas2YNF110EQ0aNKBhw4Y8/fTTALz88su0bNmSnJwcRowYUYYjliRJkrSlDKokSWXq3HPPZezYsUVqt956Kx06dGD27Nl06NCBW2+9FYB7772Xxo0bM336dCZNmsRVV13FmjVrqFmzJq+++ir5+fm8/vrr3HrrrXz88ccA3HLLLdSoUYMPPviAWbNmceyxxwJQp04dhgwZwllnnVW2A5YkSZK0xXLKuwOSpF1Lu3btmDdvXpHaqFGjmDRpEgC9e/fmuOOOY8CAAYQQ+OKLL4gx8uWXX7LffvuRk5NDhQrf/neW1atXs379+uznhx56iPfeew+AChUqcMABBwBQt27dbE2SJElSOvn/1iVJ5e7TTz+lZs2aABx00EF8+umnAFx22WW8++671KpVi2bNmnH33Xdng6b58+fTvHlzDj74YK699lpq1arFihUrALj++utp2bIlp512WrYtSZIkSelnUCVJSpUQAiEEAMaNG0deXh4ff/wx+fn5XHbZZaxcuRKAgw8+mBkzZjBnzhyGDh3Kp59+SkFBAQsWLOAHP/gBb775Jm3btuXqq68uz+FIkiRJKgWDKklSuTvwwANZtGgRAIsWLaJGjRoAPPzww/To0YMQAvXq1ePQQw/NLuvboFatWjRt2pTJkyez//77U7lyZXr06AHAaaedxptvvlm2g5EkSZK01QyqJEnlrlu3bgwdOhSAoUOHcvLJJwOZDdAnTJgAZJYHvv/++xx22GEsWLCAr7/+GoDly5fzyiuvcMQRRxBC4KSTTsrudzVhwgQaN25c9gOSJEmStFUMqiRJZapXr160bduW999/n9zcXAYPHky/fv0YP3489evX54UXXqBfv35AZq+p//znPzRr1owOHTowYMAADjjgAN59911at25NixYtOPbYY7n66qtp1qwZAAMGDOD3v/89zZs359FHH+XPf/4zAG+88Qa5ubk89dRTXHzxxTRp0qTcvgNJkiRJxQsxxvLuQ2q1atUqTp06dZP6kkGPlUNvtl71S3+6xed+MujmHdiTHeOgS6/b4nPfu/fkHdiTHaPhL0Zt8bmTHjhxB/Zkxzjuwn9u8bkjHu6yA3uy/fU8b2ypzv9/j3beQT3ZMS7+2bgtPvf3T+5cYwP4/elbPr7Czj//fJ577jlq1KjBzJkzAfjss88444wzmDdvHnXr1uXJJ5+kWrVqPP744wwYMIAYI3vvvTeDBg2iRYsWAAwcOJAHH3yQEALNmjXj4YcfZo899uBHP/oRX3zxBQCLFy/mmGOO4dlnn+X222/n8ccfB6CgoIB3332XJUuWsN9++22Hb0OSJEnafkII02KMrYo75owqSZK2o3PPPZexY4uGlLfeeisdOnRg9uzZdOjQgVtvvRWAQw89lJdeeom3336b66+/nosuugiAhQsX8pe//IWpU6cyc+ZM1q1bx/DhwwGYPHky+fn55Ofn07Zt2+x+XH379s3W+/fvz7HHHmtIJUmSpJ2OQZUkSdtRu3btNgmIRo0aRe/evQHo3bs3zz77LAA/+MEPqFatGgBt2rRhwYIF2WsKCgr4+uuvKSgoYNWqVdSqVatImytXrmTixImccsopm/Rh2LBh9OrVazuOSpIkSSobBlWSJO1gn376KTVr1gTgoIMO4tNPP93knMGDB9O1a1cAateuzdVXX02dOnWoWbMm++67L506dSpy/rPPPkuHDh3YZ599itRXrVrF2LFjOfXUU3fQaCRJkqQdx6BKkqQyFEIghFCk9uKLLzJ48GAGDBgAZJ5kOGrUKObOncvHH3/MV199xWOPFd0fsaRZU//4xz/4v//7P5f9SZIkaadkUCVJ0g524IEHsmjRIgAWLVpEjRo1ssdmzJjBBRdcwKhRo9h///0BeOGFFzj00EOpXr06u+22Gz169OA///lP9pqlS5cyZcoUTjxx0wcoDB8+fIcv+7v77rtp2rQpTZo04a677gJg+vTptG3blmbNmnHSSSexcuVKAObNm8eee+5JXl4eeXl5XHLJJdl2unTpQosWLWjSpAmXXHIJ69atA+Cpp56iSZMmVKhQgeIeaiJJkqTvL4MqSZJ2sG7dujF06FAAhg4dysknZ55A+r///Y8ePXrw6KOP0qBBg+z5derU4bXXXmPVqlXEGJkwYQKNGjXKHh8xYgQ/+clP2GOPPYrc5/PPP+ell17Ktr8jzJw5kwceeIApU6Ywffp0nnvuOebMmcMFF1zArbfeyttvv0337t25/fbbs9ccfvjh2Y3e//a3v2XrTz75JNOnT2fmzJksWbKEp556CoCmTZsycuRI2rVrt8PGsTnFBXH5+fm0adOGvLw8WrVqxZQpU4DMd37SSSdlA7eHH344287QoUOpX78+9evXz/7+ITMbrlmzZjRv3pwuXbqwdOnSMh2fJElSmhlUSZK0HfXq1Yu2bdvy/vvvk5uby+DBg+nXrx/jx4+nfv36vPDCC/Tr1w+AP/zhDyxbtoyf//zn2QAEoHXr1vTs2ZOWLVvSrFkz1q9fn30iIJQ8a+qZZ56hU6dO7LXXXjtsfO+++y6tW7emcuXK5OTkcOyxxzJy5Eg++OCDbLDUsWNHnn766e9sa8P+WgUFBaxZsya7JLJRo0YcccQRO2wMm1NSEHfNNddw4403kp+fzx/+8AeuueYaAO69914aN27M9OnTmTRpEldddRVr1qzhs88+46abbuL1119nypQp3HTTTSxfvpyCggIuv/xyXnzxRWbMmEHz5s255557ymWskiRJaZRT3h2QJGln13VUoY3Lz4S8M3+Q/TiCMYx4ZQy7/6oq9agKwNmTL8wcPAnanHR88W21hENbNgFgKas4ZexZ2XP2vGJ/7l79AHePeqBoR6oBvTbqTwn+dfJ3B0nFadq0Kb/73e9YtmwZe+65J2PGjKFVq1Y0adKEUaNGccopp/DUU08xf/787DVz587lyCOPZJ999uHmm2/mRz/6UfZY586dmTJlCl27dqVnz55b1aftqXAQB2SDuBBCdjnj559/nn0KYwiBL774ghgjX375Jfvttx85OTmMGzeOjh07ZvcK69ixI2PHjqVnz57EGPnqq6/Yf//9WblyJfXq1SufwUqSJKVQmc6oCiE8FEJYHEKYWai2XwhhfAhhdvKzWlIPIYS/hBDmhBBmhBBaFrqmd3L+7BBC70L1o0IIbyfX/CUk/2m2pHtIkqTSadSoEddeey2dOnWiS5cu5OXlUbFiRR566CHuu+8+jjrqKL744gt23313AGrWrMn//vc/3nrrLe68807OOuusbOADMG7cOBYtWsTq1auZOHFieQ0rq2nTpkyePJlly5axatUqxowZw/z587nrrrvo27cvBx98MFdffTX9+/cH4LLLLuPdd9+lVq1aNGvWjLvvvpsKFSqwcOFCDj744Gy7ubm5LFy4kN12241BgwbRrFkzatWqxaxZs+jTp095DVeSJCl1ynrp3xCgy0a1fsCEGGN9YELyGaArUD95XQQMgkzoBNwItAaOAW4sFDwNAi4sdF2X77iHJEkqpT59+jBt2jRefvllqlWrRoMGDWjYsCHPP/8806ZNo1evXhx++OEAVKpUKbtJ/FFHHcXhhx/OBx98UKS9PfbYg5NPPplRo0aV+Vg2VlIQN2jQIAYOHMj8+fMZOHBgNlwaN24ceXl5fPzxx+Tn53PZZZcVCeI2tnbtWgYNGsRbb73Fxx9/TPPmzbOhlyRJkso4qIoxvgx8tlH5ZGDDDqNDgVMK1R+JGa8BVUMINYHOwPgY42cxxuXAeKBLcmyfGONrMcYIPLJRW8XdQ5IkldLixYuBzGbwI0eO5KyzzsrW1q9fz80335x9ut+SJUuyT/P78MMPmT17Nocddhhffvll9kmIBQUF/POf/6Rhw4blMJpNFRfEDR06lB49egBw2mmnZTdTf/jhh+nRowchBOrVq8ehhx7Ke++9R+3atYssf1ywYAG1a9cmPz8fyGwwH0Lg9NNPL/JER0mSpF1dGjZTPzDGuCh5/wlwYPK+NjC/0HkLktrm6guKqW/uHpIkqZROPfVUGjduzEknncS9995L1apVGTZsWHZmVa1atTjvvPMAePnll2nevDl5eXn07NmTv/3tb+y333589dVXdOvWLXusRo0a2XDrmWeeITc3l1dffZUTTzyRzp07l+n4igviatWqxUsvvQTAxIkTqV+/PpB5QuOECRMA+PTTT3n//fc57LDD6Ny5M88//zzLly9n+fLlPP/883Tu3JnatWsza9YslixZAsD48eOLPNFRkiRpV5eqzdRjjDGEEMvzHiGEi8gsNaROnTo7siuSJO0UTnjm5iKf976yM3sn7/+88lX+/MyrUAfqDTgHgBnAic/ekjmhAhxy87dPKBxUMJ1Bz0wHoPpvT87W/wt0+8et2c/N/3rJZvvwXcZ0v65U5xd26qmnsmzZMnbbbbdsEPfAAw9w+eWXU1BQwB577MH9998PwPXXX8+5555Ls2bNiDEyYMAADjjggOyxo48+GoAbbrghu7H6jTfeSLt27dhtt9045JBDGDJkyFb3VZIk6fsmDUHVpyGEmjHGRcnyvcVJfSFwcKHzcpPaQuC4jeqTknpuMedv7h6biDHeD9wP0KpVqx0amkmSpPJ34shBRT7vc8VZ7JO8v/PzD7hzZGZPrYN+d0H2nBs+mgIfZZb/7XZJdzb8p61hfMGwDe1VhSNuuwqAEXzDiA31GnDYLb8CYD1wzktPlqq//+xxaanOlyRJ2pmkYenfaGDDk/t6A6MK1c9Jnv7XBvg8Wb43DugUQqiWbKLeCRiXHFsZQmiTPO3vnI3aKu4ekiRJkiRJSokyDapCCMOAV4EjQggLQgh9gFuBjiGE2cCPk88AY4APgTnAA8DPAWKMnwF/BN5IXn9IaiTnPJhc81/gX0m9pHtIkiTtUu6++26aNm1KkyZNuOuuuwDo27cvDRs2pHnz5nTv3p0VK1YAMGXKFPLy8sjLy6NFixY888wz2XZWrFhBz549adiwIY0aNeLVV1/dbFuSJElboqyf+tcrxlgzxrhbjDE3xjg4xrgsxtghxlg/xvjjDaFT8rS/X8QYD48xNosxTi3UzkMxxnrJ6+FC9akxxqbJNZclT/+jpHtIkiTtSmbOnMkDDzzAlClTmD59Os899xxz5syhY8eOzJw5kxkzZtCgQQP69+8PQNOmTZk6dSr5+fmMHTuWiy++mIKCAgAuv/xyunTpwnvvvcf06dOzm8KX1JYkSdKWSMPSP0mSJJWBd999l9atW1O5cmVycnI49thjGTlyJJ06dSInJ7N1aZs2bViwIPMg5Q3nAXzzzTdkdleAzz//nJdffpk+ffoAsPvuu1O1alWAEtsqK8XNGPvss8/o2LEj9evXp2PHjixfvhyASZMmse+++2Znjf3hD38A4P3338/W8vLy2GeffbJtXX/99dmnVXbq1ImPP/64TMcnSdL3nUGVJEnSLqJp06ZMnjyZZcuWsWrVKsaMGcP8+fOLnPPQQw/RtWvX7OfXX3+dJk2a0KxZM/72t7+Rk5PD3LlzqV69Oueddx5HHnkkF1xwAV999dUm99u4rR2tpBljt956Kx06dGD27Nl06NCBW2/9dheIH/3oR+Tn55Ofn88NN9wAwBFHHJGtTZs2jcqVK9O9e3cgs7RxxowZ5Ofn85Of/CQbbpWVgQMH0qRJE5o2bUqvXr345ptvmDhxIi1btqRp06b07t07O+tt+fLldO/enebNm3PMMccwc+bMbDvnn38+NWrUoGnTpkXaLynUkySprBhUSZIk7SIaNWrEtddeS6dOnejSpQt5eXlUrFgxe/yWW24hJyeHs88+O1tr3bo177zzDm+88Qb9+/fnm2++oaCggDfffJNLL72Ut956i7322qtI+FNSWztaSTPGRo0aRe/emefq9O7dm2effXaL25wwYQKHH344hxxyCAD77LNP9thXX32VnWVWFhYuXMhf/vIXpk6dysyZM1m3bh1///vf6d27N8OHD2fmzJkccsghDB06FIA//elP5OXlMWPGDB555BEuv/zybFvnnnsuY8eO3eQemwv1ykJpgrj33nuPtm3bUqlSJe64447vbAegT58+tGjRgubNm9OzZ0++/PLLMh2fJOm7GVRJkiTtQvr06cO0adN4+eWXqVatGg0aNABgyJAhPPfcczz++OPFhi+NGjWiSpUqzJw5k9zcXHJzc2ndujUAPXv25M0338ye+11t7SglzRj79NNPqVmzJgAHHXQQn376afaaV199lRYtWtC1a1feeeedTdocPnw4vXr1KlL73e9+x8EHH8zjjz9e5jOqCgoK+PrrrykoKGDVqlXstdde7L777tnfY8eOHXn66acBmDVrFscffzwADRs2ZN68edmxt2vXjv3222+T9rcl1NtWpQ3i9ttvP/7yl79w9dVXf2c7w4cPBzIB1vTp05kxYwZ16tThnnvuKbPxSZK2jEGVJEnSLmTx4sUA/O9//2PkyJGcddZZjB07lttuu43Ro0dTuXLl7Llz587Nzl756KOPeO+996hbty4HHXQQBx98MO+//z6QmXXUuHFjgBLbKgvfNWMMIISQDc9atmzJRx99xPTp0/nlL3/JKaecUuTcNWvWMHr0aE477bQi9VtuuYX58+dz9tlnl2nQUbt2ba6++mrq1KlDzZo12XfffTn99NMpKChg6tTMc4dGjBiRXc7ZokULRo4cCWSe4PjRRx99555hmwv1ykJpgrgaNWpw9NFHs9tuu31nO7Vq1QK+nREXY+Trr78u0yBVkrRlDKokSZJ2IaeeeiqNGzfmpJNO4t5776Vq1apcdtllfPHFF3Ts2JG8vDwuueQSAF555RVatGhBXl4e3bt357777uOAAw4A4K9//Stnn302zZs3Jz8/n9/+9rcAJbZVVoqbMXbggQeyaNEiABYtWkSNGjWATGhRpUoVAE444QTWrl3L0qVLs23961//omXLlhx44IHF3uvss8/OhiZlYfny5YwaNYq5c+fy8ccf89VXX/H4448zfPhwrrjiCo455hj23nvvbDjXr18/VqxYQV5eHn/961858sgjNwnuNqdwqFcWShvElaadTp06ZY+fd955HHTQQbz33nv88pe/3KFjkiSVXk55d0CSJEk7zk9GPF7k876XX8K+yfuByz9h4IjHaXjrTUXOWbDhuj0rcOhNv83WHyz4igcLtXdQvysAKAB+NmEMQMltbaHnem7bnlaLFy+mRo0a2Rljr732GnPnzmXo0KH069ePoUOHcvLJJwPwySefcOCBBxJCYMqUKaxfv579998/29awYcM2WfY3e/Zs6tevD2SWyTVs2HCb+lsaL7zwAoceeijVq1cHoEePHvznP//hpz/9KZMnTwbg+eef54MPPgAyQdzDDz8MZGYQHXrooRx22GGbvceGUK9mzZpFQr2yUDiIq1q1KqeddlqRIG716tV06tTpO8O24tp57LHH+OlPfwrAww8/zLp16/jlL3/JE088wXnnnVcWwwMySw8ffPBBQgg0a9aMhx9+mEqVKnHdddfx1FNPUbFiRS699FJ+9atfZa954403aNu2LcOHD6dnz54AdOnShddee40f/vCHPPfcc9lzJ0yYQN++fVm/fj1VqlRhyJAh1KtXr8zGJ0nbgzOqJEmS9L1R3Iyxfv36MX78eOrXr88LL7xAv379gMzsnKZNm9KiRQt+9atfMXz48OwMoq+++orx48fTo0ePIu3369ePpk2b0rx5c55//nnuvvvuMhtbnTp1eO2111i1ahUxRiZMmECjRo2yyzlXr17NgAEDsrPYVqxYwZo1awB48MEHadeuXZHN4IvTrVu37B5QhUO9slA4iNttt92yQVzbtm2ZPHkyU6ZMoV27dtllgKVtp7CKFSty5plnlumMuJL2zhoyZAjz58/nvffe49133+XMM8/MXrNu3brsctbC+vbty6OPPrrJPS699FIef/xx8vPzOeuss7j55pt3+LgkaXtzRpUkSZK+NzbMLCps//33Z8KECZvUL7vsMi677LJi29lrr71YtmzZJvWyDDY21rp1a3r27EnLli3JycnhyCOP5KKLLuK6667jueeeY/369Vx66aXZDdTfffddevfuTQiBJk2aMHjw4GxbvXr1YtKkSSxdupTc3Fxuuukm+vTpQ79+/Tj99NMZPHgwhxxyCE8++WSZja9wELfnnnsyYcIEWrVqlZ0ltyGI+93vfrdV7cQY+e9//0u9evWIMTJ69OgynREH3+6dtdtuu2X3zrruuuv4+9//ToUKmTkEhWex/fWvf+XUU0/ljTfeKNJOhw4dmDRp0ibthxBYuXIlAJ9//nl2by5J2pkYVEmSJGmn1G3EP8q7C6U2uudJ23T9TTfdxE03FV1eefvtt3P77bdvcm7btm2zywA3NmzYsGLrJYV6ZaG0Qdwnn3xCq1atWLlyJRUqVOCuu+5i1qxZJbYTY6R3796sXLmSGCMtWrRg0KBBZTa+wntn7bnnnnTq1IlOnTrRq1cvnnjiCZ555hmqV6/OX/7yF+rXr8/ChQt55plnePHFFzcJqkry4IMPcsIJJ7Dnnnuyzz778Nprr+3gUUnS9mdQJUmSJKVQ96dfKe8ulNozp/5wm64vTRB30EEHlfgUw+LaAfj3v/+9Tf3bFiXtnbV69Wr22GMPpk6dysiRIzn//POZPHkyv/71rxkwYEB2ptWWGDhwIGPGjKF169bcfvvtXHnllTz44IM7cFSStP0ZVEmSJEkqc2eMnFPeXSi1J3ps/cbkJW2Gn5ubm90LrXv37tnN3adOnZrdr2rp0qWMGTOGnJwcTjnllGLbX7JkCdOnT6d169YAnHHGGXTp0mWr+7s1itss/he/+AVTp04lxkiDBg0YMmQIVapU4eWXX+bXv/41M2bMKLJR/IsvvsgVV1yRbfO9995j+PDhnHLKKUycOJGrr76aNWvWcNRRRzF48GBycvxXWun7xs3UJUmSJGkHK2kz/FNOOYUXX3wRgJdeeim7WfzcuXOZN28e8+bNo2fPntx3330lhlQA1apV4/PPP88u9xw/fjyNGjXa4ePaoKTN4gcOHMj06dOZMWMGderU4Z577gEy38eQIUM466yzirTTvn178vPzyc/PZ+LEiVSuXJlOnTqxfv16evfuzfDhw5k5cyaHHHJIduN/Sd8vxs+SJEmStIOVtHfW119/zdlnn83AgQOpUqXKFi3V+9GPfsR7773Hl19+SW5uLoMHD6Zz58488MADnHrqqVSoUIFq1arx0EMPlcHIvlXcZvEbnjQZY+Trr7/OPlmzbt26AJtd2jhixAi6du1K5cqVWbJkCbvvvns2yOvYsSP9+/enT58+O3ZQksqcQZUkSZIklYHi9s6qVKkS//znPzd73ZAhQ4p8Lu7plpBZOti9e/dt6uPWKmmzeIDzzjuPMWPG0LhxY/785z9vcZvDhw/nyiuvBOCAAw6goKCAqVOn0qpVK0aMGMH8+fN3yFgklS+DKkmSJEnazu595tPy7kKp/KL7gdt0fUmbxf/0pz/l4YcfZt26dfzyl7/kiSeeyO7DtTmLFi3i7bffpnPnzgCEEBg+fDhXXHEFq1evplOnTlSsWHGb+iwpndyjSpIkSZK0TQpvFr/bbrtlN4vfoGLFipx55pk8/fTTW9Tek08+Sffu3dltt92ytbZt2zJ58mSmTJlCu3btsssAJX2/GFRJkiRJkrZJSZvFz5mTebpjjJHRo0fTsGHDLWpv2LBh9OrVq0ht8eLFAKxevZoBAwZwySWXbN9BSEoFgypJkiRJ0jYpvFl8s2bNWL9+PRdddBG9e/emWbNmNGvWjEWLFnHDDTcA8MYbb5Cbm8tTTz3FxRdfTJMmTbJtzZs3j/nz53PssccWucftt99Oo0aNaN68OSeddBLHH398mY3v/fffJy8vL/vaZ599uOuuu8jPz6dNmzbk5eXRqlUrpkyZkr1m0qRJ5OXl0aRJkyJjGTt2LEcccQT16tXj1ltvzdYnTpxIy5Ytadq0Kb1796agoKDMxieliXtUSZIkSZK2WXGbxf/73/8u9tyjjz6aBQsWFHusbt26LFy4cJP67bffzu23377tHd0KRxxxBPn5+QCsW7eO2rVr0717dy688EJuvPFGunbtypgxY7jmmmuYNGkSK1as4Oc//zljx46lTp062dlg69at4xe/+AXjx48nNzeXo48+mm7dutGwYUN69+7NhAkTaNCgATfccANDhw71qYbaJRlUSZIkSZJK5V9PLC3vLpRK1zMO2G5tTZgwgcMPP5xDDjmEEAIrV64E4PPPP6dWrVoA/P3vf6dHjx7UqVMHgBo1agAwZcoU6tWrx2GHHQbAmWeeyahRo6hevTq77757dt+tjh070r9/f4Mq7ZJc+idJkiRJ0hYaPnx4dv+su+66i759+3LwwQdz9dVX079/fwA++OADli9fznHHHcdRRx3FI488AsDChQs5+OCDs23l5uaycOFCDjjgAAoKCpg6dSoAI0aMYP78+WU6rpKWNwL89a9/pWHDhjRp0oRrrrkme82MGTNo27YtTZo0oVmzZnzzzTdF2uzWrRtNmzbNfp4+fTpt27alWbNmnHTSSdmQTyrMGVWSJEmSJG2BNWvWMHr06GwgNWjQIAYOHMipp57Kk08+SZ8+fXjhhRcoKChg2rRpTJgwga+//pq2bdvSpk2bEtsNITB8+HCuuOIKVq9eTadOnahYsWJZDQsoeXnjiy++yKhRo5g+fTqVKlXKLmMsKCjgpz/9KY8++igtWrRg2bJlRZ7SOHLkSKpUqVLkHhdccAF33HEHxx57LA899BC33347f/zjH8tsjNo5OKNKkiRJkqQt8K9//YuWLVty4IEHAjB06FB69OgBwGmnnZbdTD03N5fOnTuz1157ccABB9CuXTumT59O7dq1i8yUWrBgAbVr1wagbdu2TJ48mSlTptCuXbvsMsDyUHh546BBg+jXrx+VKlUCvl3G+Pzzz9O8eXNatGgBwP77758N17788kvuvPNOrrvuuiLtfvDBB7Rr1w7ILG98+umny2pIJc4Y+/3vf0/t2rWz9TFjxgCwbNky2rdvT5UqVbjsssuKtPXEE0/QvHlzmjRpwrXXXrvJvZ5++mlCCNkZcmWhtOMD6N+/P/Xq1eOII45g3LhxAMyfP5/27dvTuHFjmjRpwt133509/6mnnqJJkyZUqFBhh47NoEqSJEmSpC0wbNiw7LI/gFq1avHSSy8Bmaf21a9fH4CTTz6ZV155hYKCAlatWsXrr79Oo0aNOProo5k9ezZz585lzZo1DB8+nG7dugFkZyqtXr2aAQMGcMkll5Tx6L5VeHnjBx98wOTJk2ndujXHHnssb7zxRrYeQqBz5860bNmS2267LXv99ddfz1VXXUXlypWLtNukSRNGjRoFZEKPslzeuGHGWH5+PtOmTaNy5cp0794dgCuuuCJ77IQTTgBgjz324I9//CN33HFHkXaWLVtG3759mTBhAu+88w6ffPIJEyZMyB7/4osvuPvuu2ndunWZjQ1KP75Zs2YxfPhw3nnnHcaOHcvPf/5z1q1bR05ODn/+85+ZNWsWr732Gvfeey+zZs0CoGnTpowcOTIbNu4oBlWSJEmSJH2Hr776ivHjx2dnUAE88MADXHXVVbRo0YLf/va33H///QA0atSILl260Lx5c4455hguuOACmjZtSk5ODvfccw+dO3emUaNGnH766TRp0gTIPNWwUaNGNG/enJNOOonjjz++XMa5YXnjaaedBmSW+H322We89tpr3H777Zx++unEGCkoKOCVV17h8ccf55VXXuGZZ55hwoQJ5Ofn89///jcbkhT20EMPcd9993HUUUfxxRdfsPvuu5f18ICiM8ZKstdee/HDH/6QPfbYo0j9ww8/pH79+lSvXh2AH//4x0Vmhl1//fVce+21m1xXlrZkfKNGjeLMM8+kUqVKHHroodSrV48pU6ZQs2ZNWrZsCcDee+9No0aNsk/hbNSoEUccccQO7797VEmSJEmS9B322msvli1bVqT2wx/+kGnTphV7ft++fenbt+8m9RNOOCE7q6Ww22+/ndtvv337dHYbbLy8MTc3lx49ehBC4JhjjqFChQosXbqU3Nxc2rVrxwEHZJ6oeMIJJ/Dmm29SpUoVpk6dSt26dSkoKGDx4sUcd9xxTJo0iYYNG/L8888DmRlZ//znP8tljIVnjAHcc889PPLII7Rq1Yo///nPVKtWrcRr69Wrx/vvv8+8efPIzc3l2WefZc2aNQC8+eabzJ8/nxNPPLFcf5dbMr6FCxcW2Tdtw8b+hc2bN4+33nqrzGeHGVRJkiRJkpR468HF5d2FUjvyghrbra2NlzeecsopvPjii7Rv354PPviANWvWcMABB9C5c2duu+02Vq1axe67785LL73EFVdcwYknnsill14KZIKOn/zkJ0yaNAnILG+sUaMG69ev5+abby6X5Y0bb4h/6aWXcv311xNCyC5ZfOihh0q8vlq1agwaNIgzzjiDChUq8IMf/ID//ve/rF+/niuvvJIhQ4aU0UiKt63j2+DLL7/k1FNP5a677mKfffbZ0d0uwqV/kiRJkiSp2OWN559/Ph9++CFNmzblzDPPZOjQoYQQqFatGldeeSVHH300eXl5tGzZkhNPPHGz7Q8bNowGDRrQsGFDatWqxXnnnbejh7SJjWeMHXjggVSsWJEKFSpw4YUXZjfE35yTTjqJ119/nVdffZUjjjiCBg0a8MUXXzBz5kyOO+446taty2uvvUa3bt3KdEN12PLxbW5j/7Vr13Lqqady9tlnF/lbKCvOqJIkSZIkaRex6LaFmz0+89oZrPp/X7KKL7O125sPgObJh6mwaGqmjQ60p0Pv9iW2XYndGH/OuGz9dHpy+gU9s8c/uf3jLepzzWtqb9F5W2LjGWOLFi2iZs2aADzzzDM0bdr0O9vYMDNs+fLl3HfffTz55JPsu+++LF26NHvOcccdxx133EGrVq22W9+3xJaOr1u3bpx11llceeWVfPzxx8yePZtjjjmGGCN9+vShUaNGXHnllWXa9w0MqiRJkiRJ0vfehhlj/+///b9s7ZprriE/P58QAnXr1i1yrG7duqxcuZI1a9bw7LPP8vzzz9O4cWMuv/xypk+fDsANN9xAgwYNynwsxSnN+Jo0acLpp59O48aNycnJ4d5776VixYq88sorPProozRr1oy8vDwA/vSnP3HCCSfwzDPP8Mtf/pIlS5Zw4oknkpeXx7hx47b7OAyqJEmSJEnS915xG+I/+uijJZ4/b968YuvDhg37zntt2JerLJV2fL/73e/43e9+V6T2wx/+kBhjsed379692Kc5bm8GVZIkSZIk6Xvh07uKfwpjmh3466O2+NzF9zy/A3uy/dW4rFOpr3EzdUmSJEmSJKWCQZUkSZIkSZJSwaBKkiRJkiRJqWBQJUmSJEmSpFQwqJIkSZIkSVIqGFRJkiRJkiQpFQyqJEmSJEmSlAoGVZIkSZIkSUoFgypJkiRJkiSlgkGVJEmSJEmSUsGgSpIkSZIkSalgUCVJkiRJkqRUMKiSJEmSJElSKhhUSZIkSZIkKRUMqiRJkiRJkpQKBlWSJEmSJElKBYMqSZIkSZIkpYJBlSRJkiRJklLBoEqSJEmSJEmpYFAlSZIkSZKkVDCokiRJkiRJUioYVEmSJEmSJCkVDKokSZIkSZKUCgZVkiRJkiRJSgWDKkmSJEmSJKWCQZUkSZIkSZJSwaBKkiRJkiRJqWBQJUmSJEmSpFQwqJIkSZIkSVIqGFRJkiRJkiQpFQyqJEmSJEmSlAoGVZIkSZIkSUqF1ARVIYR5IYS3Qwj5IYSpSW2/EML4EMLs5Ge1pB5CCH8JIcwJIcwIIbQs1E7v5PzZIYTehepHJe3PSa4NZT9KSZIkSZIklSQ1QVWifYwxL8bYKvncD5gQY6wPTEg+A3QF6ievi4BBkAm2gBuB1sAxwI0bwq3knAsLXddlxw9HkiRJkiRJWyptQdXGTgaGJu+HAqcUqj8SM14DqoYQagKdgfExxs9ijMuB8UCX5Ng+McbXYowReKRQW5IkSZIkSUqBNAVVEXg+hDAthHBRUjswxrgoef8JcGDyvjYwv9C1C5La5uoLiqlLkiRJkiQpJXLKuwOF/DDGuDCEUAMYH0J4r/DBGGMMIcQd3YkkJLsIoE6dOjv6dpIkSZIkSUqkZkZVjHFh8nMx8AyZPaY+TZbtkfxcnJy+EDi40OW5SW1z9dxi6sX14/4YY6sYY6vq1atv67AkSZIkSZK0hVIRVIUQ9goh7L3hPdAJmAmMBjY8ua83MCp5Pxo4J3n6Xxvg82SJ4DigUwihWrKJeidgXHJsZQihTfK0v3MKtSVJkiRJkqQUSMvSvwOBZzIZEjnA32OMY0MIbwBPhhD6AB8BpyfnjwFOAOYAq4DzAGKMn4UQ/gi8kZz3hxjjZ8n7nwNDgD2BfyUvSZIkSZIkpUQqgqoY44dAi2Lqy4AOxdQj8IsS2noIeKiY+lSg6TZ3VpIkSZIkSTtEKpb+SZIkSZIkSQZVkiRJkiRJSgWDKkmSJEmSJKWCQZUkSZIkSZJSwaBKkiRJkiRJqWBQJUmSJEmSpFQwqJIkSZIkSVIqGFRJkiRJkiQpFQyqJEmSJEmSlAoGVZIkSZIkSUoFgypJkiRJkiSlgkGVJEmSJEmSUsGgSpIkSZIkSalgUCVJkiRJkqRUMKiSJEmSJElSKhhUSZIkSZIkKRUMqiRJkiRJkpQKBlWSJEmSJElKBYMqSZIkSZIkpYJBlSRJkiRJklLBoEqSJEmSJEmpYFAlSZIkSZKkVDCokiRJkiRJUioYVEmSJEmSJCkVDKokSZIkSZKUCgZVkiRJkiRJSgWDKkmSJEmSJKWCQZUkSZIkSZJSwaBKkiRJkiRJqWBQJUmSJEmSpFQwqJIkSZIkSVIqGFRJkiRJkiQpFQyqJEmSJEmSlAoGVZIkSZIkSUoFgypJkiRJkiSlgkGVJEmSJEmSUsGgSpIkSZIkSalgUCVJkiRJkqRUMKiSJEmSJElSKhhUSZIkSZIkKRUMqiRJkiRJkpQKBlWSJEmSJElKBYMqSZIkSZIkpYJBlSRJkiRJklLBoEqSJEmSJEmpYFAlSZIkSZKkVDCokiRJkiRJUioYVEmSJEmSJCkVDKokSZIkSZKUCgZVkiRJkiRJSgWDKkmSJEmSJKWCQZUkSZIkSZJSwaBKkiRJkiRJqWBQJUmSJEmSpFQwqJIkSZIkSVIqGFRJkiRJkiQpFQyqJEmSJEmSlAoGVZIkSZIkSUoFgypJkiRJkiSlgkGVJEmSJEmSUsGgSpIkSZIkSalgUCVJkiRJkqRUMKiSJEmSJElSKhhUSZIkSZIkKRUMqiRJkiRJkpQKBlWSJEmSJElKhV0qqAohdAkhvB9CmBNC6Ffe/ZEkSZIkSdK3dpmgKoRQEbgX6Ao0BnqFEBqXb68kSZIkSZK0wS4TVAHHAHNijB/GGNcAw4GTy7lPkiRJkiRJSuxKQVVtYH6hzwuSmiRJkiRJklIgxBjLuw9lIoTQE+gSY7wg+fwzoHWM8bKNzrsIuCj5eATwfhl28wBgaRner6x9n8f3fR4bOL6dnePbeX2fxwaOb2fn+HZe3+exgePb2Tm+ndf3eWzg+La3Q2KM1Ys7kFOGnShvC4GDC33OTWpFxBjvB+4vq04VFkKYGmNsVR73Lgvf5/F9n8cGjm9n5/h2Xt/nsYHj29k5vp3X93ls4Ph2do5v5/V9Hhs4vrK0Ky39ewOoH0I4NISwO3AmMLqc+yRJkiRJkqTELjOjKsZYEEK4DBgHVAQeijG+U87dkiRJkiRJUmKXCaoAYoxjgDHl3Y/NKJclh2Xo+zy+7/PYwPHt7Bzfzuv7PDZwfDs7x7fz+j6PDRzfzs7x7by+z2MDx1dmdpnN1CVJkiRJkpRuu9IeVZIkSZIkSUoxgypJkqRtFEKoGEK4o7z7sSOFECqWdx/KSgihQghhn/Luh6TvjxDCPiGEvcu7H9LOYJfao0plK4RwG3Az8DUwFmgOXBFjfKxcO7YdhBAujzHe/V01qTyEEE4DxsYYvwghXAe0BG6OMb5Zzl3bbkIIPwDqUuh/x2KMj5Rbh7aTEMKBwJ+AWjHGriGExkDbGOPgcu7adhFCGAkMBv4VY1xf3v3ZnmKM60IIPyzvfuxgs0MITwMP///27jxe87n+//jjOYPsS4nKll2yjaVsCaVS9iVri2jjVyQVqWRpLwklJCEUIklkyRbJMnbxtSUtiBhjLMN4/v54v6851xxntnM+13mfz3te99ttbnNdn2uOeR3nzLk+n9fntdi+u3QwTZN0BvApYBJpW/T8kn5k+3tlIxs6SWsOcHgc8LDtl4c7nqZJeg2wPa9+XzisVExNqvV9XdL+03rd9pHDFUsvSVoH+DkwX3qqp4GP2b65aGANyT9fNgQMXNv278tZgaQLSF+vAdneahjDGVDMqCpI0pzAnsBbgTk7x21/rFhQDZJ0q+01JG0LbAHsD1xte/XCoQ2ZpLG21+x37BbbY0rF1JSaTxok3cHAP5QF2PZqwxxST0i63fZq+aL5COB7wNdsv71waI2QdBqwLHAr6YIS0tfvs8WCaoiki4CTgYNtry5pNuAW26sWDq0Rkt4N7AGsC5xNSnjcWzaq5kg6DliM9LlN6By3fW6xoBqUKwF2Jn0NR5EuvH5l+5migTWk67xlN1Ii4EDg5hreGyRdT/qcbie9560C3AUsAHza9iUFwxsySReTEm830/e+gO0fFAuqQbW+r0s6ZFqv2z50uGLpJUm3A/vYviY/3xD4SSU/W74G7Ah03ue2Ac62fUSxoBqUK4lPtb1b6ViaJOmd03rd9lXDFcvUREVVWacB9wDvBQ4DdgP+VjSiZnW+vz5A+oE1TlLJeIZM0i7ArsDSkn7X9dJ8wP/KRNW4TknyisA6QOfz3BK4oUhEzdmidADDpHOS/gHgBNsXSqrihCFbG1jZdd5pWdj2WZIOArD9sqRJ0/ugtrB9GXCZpAWAXfLjR4ATgV/afqlogEM3J/AksGnXMdN3At9qtseTvlYn5pPcM4AfSjoHONz2/UUDHLrZJc1OutA61vZLkmr5OfNvYE/bdwHkas3DgC+Svj9bnagCFrf9vtJB9FCV7+u1JKJmwKROkgrA9p8ltb6SMdsNWN32CwCSvk26kdj670+YXC29lKQ5bE8sHU9TRkIianoiUVXWcrZ3lLS17VNyyfk10/2o9vi9pHtIrX+flvR64IXCMQ3VdcB/gIWB7rt040l3KVuvc9Ig6WpgzXxhgqSvAxcWDG3IbD+c74xcZnuT0vH00L8kHQ9sBnwnt0TUNJPwTuANpH+LtZkg6XXkyj9J65KqBKqRP7/dgQ8BtwCnk1oGPgJsXC6yobO9R+kYein//PwAqaLqzaT3wdOBdwB/AFYoFlwzjgf+DtwGXC1pKaCKajFghU6SCsD23ZJWsv1g228iZtdJWtX2HaUD6ZGq39dr7TLparm9Kn/9ziS9v+8EXFkqrob9m/Q161zjvQb4V7lweuJB4NpcpNBdLd3aLpMOScsD3wJWZsp/e8sUCyqLRFVZnTvHT0taBXgUWKRgPI2yfWCeUzUuZ6OfA7YuHddQ2H4YeBhYr3Qsw2BRoPvOwcR8rNXy9+IrkhawXVUCoMsHgfcB37f9tKQ3Al8oHFOTFgbulnQD8GLn4Ejop2/A/qQqxmUlXQu8HtihbEjNkXQeqVrzNGBL251k468l3VQusmbUerHV5T7gCuB7tq/rOn6OpI0KxdQY20cDR3cdelhSLTc17sqtqb/Kz3ci/Rx9DX3no222IfBRSQ+R3heqaumn/vf1WrtM+reedrc6trpaU9IxpM9hHOnny6X5+Wa0vwOjvwfyr1H0dZ7U4mTS9+UPgU3oa+0vLmZUFSRpL+A3wKrAL4B5ga/aPr5kXE2RNDfpomtJ25/IGdsVbf++cGhDJmk74DukxKLoOyGqZkOQpINJJ0bn5UPbAGfZ/maxoBoi6XxgDHApU94ZafWMI0mvndbrtqtoT51aX30bypinRtKOts+WtDTwCCmZI+DeCtrhJpO0ie0rSsfRK5LOJl1s7UrXxZbtfYsG1hBJ89p+tnQcvVLzQG5JcwF7kxI6ANcCPyFVQczd9q9rrn57lXyDsQp5rtHytk/OXQrz2n6odFxN6Mx57ZrFNTtwje11S8cWBibpI9N63fYpwxXLcJE0t+3nSsfRJEk3215L0h2deaidY8Vji0RVOZKW7v8GM9CxtpL0a9JQyw/bXiUnrq6zvUbZyIZO0v2kaoAa7vZMVS5Zfkd+erXtW0rG05Spvbm2/U0130k2KcGxJPBUfrwg8A/bS5eLrllK2/HWyU9vsP14yXiGqrOgYaBFDbVRpRsbof6LrXxx/HFe/fWromKs9oHctas8kXMIaT7jirZXkPQm0vzXDQqH1ghJN9h+Wx47sTepy+SGkdB+1IQ8cPxVakiCzwokrUfaWDyv7SUlrQ580vbehUMbMknXkW5gnAP8idS2+W3bKxYNjGj9K+03pA0s3c4BimcwG7Ks7Z3yAHJsP6dKBiEAj9WepMrmBp7pnPTVkkhte0JqajqJKEknAufZ/kN+vjmpIq4Kkj5I2nh0JSkRd4ykL9g+p2hgQ/OkpEt49aIGoJq2xqlubASqSFRReUs/cD5pluZldCVyKlLtQG5JGwBfB5ZiyiRjLYmAyYkcUivL7MAvgSoSOcC2pErwsQC2/620hbMWJ0haCPgqqf19XmDA5E5LTeh6PCdpuU8V1xFdN0mnUMvPluwoUlvq7wBs31ZDu3u2L+l677PA4aRlMNOslhsukagqQNJKpPkVC+QWso756ZppUYGJudS8MxR4WbrmybTcTbli7LdMOSOnis1OUPdJ30geHNiQdW1/vPPE9kV5XlwtDgbW6VRR5Tvnl5ES/W31AdKNi9N49UyLmtS8sREGvtj6atmQGjW37S+VDqKHah7IfRLwOfpVi1Wk9kTORNtW3kIpaZ7SATXJ9s/yw6uAWs7FJutflSnp+8AfC4XTtLW7Hs8J7AhMcxRFG9l+pF+9RRU/R23fmB8+S5pPNWJEoqqMFUmZ9AWBLbuOjyeV1NfiEOBiYAlJp5MSHB8tGlFz5geeA97TdayaFeRZzSd9I3ZwYEP+LekrpMQipDk5/y4YT9NG9Wv1e5KWf/3yyuPrJa1v+7+l4+mhmjc2Vn+xRdrm+/5OtWaFah7IPc72RaWD6KGqEznAWXlr3IKSPg58DDixcExDJml327+UtP9Ar9ewVW0q5gYWLx1EE2w/2e/QUZJupq6KuEfy2ALnlv59aXlFnKSjbO8n6QIGrogrXskfiaoCbJ8PnC9pPdt/KR1Pr9i+VNJYYF3Syd6+tp8oHFYjXPkK8qzmk765bF8uSXnQ6tcre1PdhZSI6wzCvzofq8XFkv5IWvMMaXtVNRfO+U5r/2q/TctF1KiaNzYi6XWk9qoNSCd+1wCHD3Ai31b7Al+W9CKpzbG2RSKblw6gh66Q9D3SDbXuf3tjy4XUqCoTOR22vy9pM+AZ0g3vr9m+tHBYTeicW9ZyI3RAku6gLxkwmrTRt4r5VHmebccoUoVVbTmGTwE/AhYjzXC6BNinaERDd1r+/ftFo5iGGKZeUG7FOQJ4nlR5tBrwOdu/nOYHjnD9fmC9Sg0nRap/BTmSDgCWJ62Z/RbppO8M28cUDawBI3lwYJNyBZzbvs1pIJK2p68N9Rrb503rz7dFnlP1a+AA0onRR4D/1tJupQo3NnZTWs99NVNWM25s+93logozIw/J7SwRucb2bSXjaYqkgbZtuqIkODmR8x5SAvWPlSRyQgX6baV8mTTr9uVS8TSp38+Wl4G/A9+3fW+ZiMLMyIUIz9t+JT8fDbxmJGw3jERVQZJutb2GpG1JrYD7kzarrV44tCGZyslQRxUnRap/BblIJckrUeFJn6R1SCW7C5IGB84PfM/29SXjaoqkVUnDqTszAp4APmL7znJRhRmhvjXBt3fajSTdaHud6X1sKE/SnbZX6Xds8srnGuQZXMsz5U2aq8tF1BxJ+5JGMHTa+LcFTqjhBk1oN0nj6avImYM0N3RCLdWMkk4hdV48nZ8vBPyg7TeAJS0CfBlYDrgD+JbtZ8pGFWZWzRtvJV0PvLtzU1vSvMAlttcvG1l9ZXltM3v+/QOkFbPjKlmKd5ztsyQtY/vB0sH0yHK2d5S0te1TJJ1BavGoQm75+0O+uKoiOdWtMzhQ0iuVtnEeD+xv+woASRsDJwDF33SGQtKfbW/Y74Qd6mo/6myN+4+kD5Bmi1UzlFTSusAxwFtIF1ujqehiC7hE0s7AWfn5DtQzMBdJe5Ha/xYnbW5cF/gLaUtQDfYE3m57AoCk75A+vyoSVflnSv9K8Fraj7YDvkPasinqel/A9uTWuHwzcWvSv79arNZJUgHYfkrSmILxNOVU0gKDY0hFCUdTybzeqc0V66hsvljNG2/n7O68sP2spLlLBtQRiaqyLpB0D6n179M5W/tC4ZiacCDpJP0c0harGtW+ghxgrKR1urZBVEPSeqQNSPMCS+ZWj0/a3rtsZI2Zp5OkArB9ZQ0zxmxvmH+veZbFEZIWAD5POrGdn7SpqxbHAjsDZ5PmWHwYWKFoRA3oSp4K2I++1r9RpE06B5SJrHH7AusA19veJG8x/mbhmJokprwImZSPtZ6kn5IGOG8C/IyURL2haFDN+i6wpe1WDzieEXlr6m/zduYDS8fTkFGSFrL9FICk11LHdeobbR+cH/8xz+6tRc3nYv3VvPF2gqQ1O6N5JK1Fyk0UV8MPgNayfWCeUzXO9iRJz5HukLTd//KclWUk/a7/i5UMze2sIP8Kda4gB3g7sLukvwMTqGv70VHAe0lfO2zfJmmjohE160FJX6VvUOLuQDXVjZJOs/2h6R1rI9u/zw/HkS4oq2P7fkmjbU8CTpZ0C3BQ6biGovLkabcXbL8gCUmvsX2PpJpm+50M/FVSZ+bdNqSbGjVY3/Zqua34UEk/AGraAvhYzUmqXDHW0RlYXcPN7Y4fAH/JozVESqR+o2xIzcjXC52E9+ju57b/VyywIbJ9aOkYhlHNG2/3A86W9G/S9+UbSEuKiotEVUG5rG5vYEngE8CbSJs8fj+tj2uB95MqqU4jvfFURdIo4Jl81+dq6lxBDimRUy3bj/Rrta2plPdjwKH0zVm5Jh+rxVu7n0iaDVirUCyNyNu47rd9fL/jnwSWtl3LXfPnJM0B3Jpv1PyHdNFVDUlbAZ3E95Vdycca/FPSgsBvgUslPQU8XDSiBtk+UtKVpGUbAHvYvqVgSE3q3CF/TtKbgCeBNxaMpxFdCZybJP2a9L3ZvdXw3IE+roW27HrcGVhdw81tAGyfKukmUhuxge1s3104rCYsQGr96z7h7FRVmRZfQ8xC5y3Qt/F2In1dNVW0Ftu+MVdHd2463Wv7pWl9zHCJYeoF5TfUm4EP214lJ66us71G2ciGplPZIOmLtr9bOp5ekHST7bVLx9FrkjYElrd9cm5Nndf2Q6XjGipJ5wBHktqQ3k56A1rb9s5FA2uYKtv6J+kg0lDSuYDONhIBE0kDj1tblSPpZtL3oPsdHwXc3n9Ad1vlzUePkeZTfY50Ev8T2/cXDawhkr5Nao07PR/aBbipzd+bU6O0wXEB4GLbE0vH05Rc7bAEUw7MbX27Tq6yPQZ4F/Bj0kXyz2y3uhpc0snTeNk1DDueVeQxDBuRvjer2bhZq1nlvKV2kmYHPk3XDTbg+JGQrIpEVUGdZIekW2yPycduc/u3/t0NvJtUUr4x/eY7tLnMtSNfjDxBWiM/oXO8hs+tI88+WBtY0fYK+Q7s2bY3KBzakElaGPgR6ftUwCWkbTNPFg2sIap865+kb9V24a8BtsV1vXaX7bcO9Fob5YqqlUgXI/dWluS4HVjDU655vqWSlmkAJK1JqjgycG0NSZwOSYeTBh0/QN/CBruCbcXdJL2GNEB3XOlYwoxRpVvxOtS3cfM3pPOy2Lg5ws1K5y1Qb7W0pJ+RFrydkg99CJhke69yUSXR+lfWRElzkU+GJC1LV7lyi/0UuJxUztq/3LXVZa5dOr27+3Qdq+Vz69gWGEMuUbb971yh02qStiGtCT7V9m6Fw+mVKrf+ddg+KJ+kL8+U26uuLhfVkD0vaXnb93UflLQ8I2SoZRPy1rGfkhIBApaW9EnbNc3KWRDo3LRYoGAcjZP0NWBH+tqKT5Z0tu0jCobVpA8Cy9aUPO0maX261qtLwvapRYNqSO2JHOrditdR9cbNSs0S5y0wYLX0vpI2qOSm6Tr9imT+JGlEVDNGoqqsQ4CLgSUknQ5sQAUrS20fDRwt6Tjbny4dTy/YXrp0DMNgom1L6iRSW781TtJPSPONrgMOl/Q224cXDqsXqtz61yFpL1K75uLAraQV3X8hzbZoq68BF0k6gpTgh1TReBBp0GUtfgBs0mn1yzdoLqSeoc7fAm6RdAUpEbcRLR8U389uwOq2X4DJJ++3ArUkqu4kJRofLxxH4ySdBixL+np1ZjKaVH1bg9oTObVuxeuoduNmxWaV8xZI85e7q6VPAVq/CCabJGlZ2w8ASFqGETK3t6YfcK1j+1KlNaXrkn4Y72v7icJhNelbkpbsf9D2P0oE0yRJHx7oeC13JrOzJB0PLCjp46Rh3CcWjmmoNiJdZE3KM+GuAWpMVFW99Y+UpFoHuN72JnkI5DcLxzQkti/K1X5fAD6TD98JbG/7jmKBNW98v3lUDwLjSwXTNNtn5mHc6+RDX7L9aMGQmvZvUhVjZ9vYa4B/lQuncZ1E451MOZC7hm3FawMr958nU5HaEzndW/EgVTZWsRUv6964KdKg+Fo2bnbaiq8mzSKeML0/3waz0HlLx4LUWS39BeAKSQ+S/u0tBexRNqQkZlQVJmkx0jdE99DONrevTCbpDtLdOpFObJcmzSNpfc+ypO5S5DlJw0nH2t6hUEg9IWkz4D2kr+EfbV9aOKQhkTTW9ppTe16L3PJwKH1zZK4BDu2cwLedpBttryPpVlKrwIs1zkOokaTjSO95Z5G+N3cE/gFcBu3f0CXpctvvmt6xtpL0W1IS7lLS128z4AbgnwC2P1ssuAZIuovUOn0H8ErnuO2rigXVkJzg+Kzt/5SOpRfyDcQvA92JnG/WdANR0sr0VQ7/yXVsxZus3/y7P7uejZtI2gN4B7Ae6ebMNcDVts8vGliYIZJ2Ab4NTFEtbftXRQNrSJ5b2L31b0SMIopEVUG5/3on4C76TohcyZ27V8lvQHuPhOFsTVNa1/0r2+8rHUvTJM3PlInU1g6Ml/Qc0KnmEKkN4v782G0feCxpu86Ffved5drkO657kErLNwWeAma3/f6ScYXpq3VDl6Q5gblJJ7Eb09eyMj9pK95KhUJrlKSPTOt126dM6/WRrpMELx1HkyRdQLrwnw9Yg5RYrK1aDJglEjnVbWLO1e0vOW8Yk7Qiqc3q4bbfuBiIpDeQZuEdACxku/WzX2cVkt5IX7X0DW2vlpa0DvBI5/PIyf7tgYeBr4+E671IVBUk6V5ST/2IyFoOB0l32F61dBxNU1rteaftFaf7h1tC0idJVTkvkBKpnWROawfGS1pqWq/bfni4YumF7gqxWqvF+pP0TlIJ9sW1DkAOI1/eWLUf8CZSK1wnUfUMcKLtYwuFFmaCpCNJSZzfMWUyp7WbDfPPyKmqoVoM0gwu2x+a3rG2UqWbmCVdDexp+z5Jy5ESqacDKwM32j6waIANyZvVVgYeI1VT/ZnUifFy0cDCDKmxWjqPH3q37f9J2gj4FamFcw3gLSOhS6im3u02epC0DrLKRJWk/buejgLWJM23aL2uO5SQPreVSa0sNTkAWKWmuWltT0TNAE3lcbVquciaVUhamnQi9GamrNRsdVWH7R8BP5L0GVe8Tl3SFqS5fp2RBZ0bGPMXDaw5neHb63YdM+1e1PAvYFHb13YfzNU5NbUBTtH6LWk0sFahWHqhyk3MpKqizta4jwBn2v6MpDlIA7qrSFQBrwNGA0+T5hw9EUmqka+rWnrhPFaju1p6sWKBNWN0V9XUTsAJtn8D/CaP1iguElVlPQfcKulyprxz1+oZD12630BfJm12+k2hWJr2/a7HL5NKlP9ZKpgeeYD0PRraY6685WgUMGd+PDlh1eaqAABJ4+mbe9dh0nvZHLZb/54maXHSOu7u+WL7VvTz5bekAbkX0DUDqCKPSprP9nhJXyHdoDmi7f/2uhwFbAfcUeNQbtublI6hB45i4M1U4/JrWw5nME2TdBBpNtVckp6h7/1hInBCscCaV90m5qz758imwPcAbE+UVM17hO1tASS9BXgvaXj1aNuLl41s6CStABxHSoivImk1YCvbNWyD/SR91dI3dx0fD7S9Unq0pNlywvRdwCe6XhsR59MjIohZ2GXAlaQf0i8DzxeNpkH5TtZ8tg8oHUsvzCJVHAcB10n6K3UmUmv0H+DI/PjRrsfQ/qoA+s9ykDQvsA/pROK8IkE172TgDNIgYEgbG08mDa2uwQu2jy4dRA991fbZuVrl3aSLruOAt5cNqzGPkNrcq0tSweR5kx/m1RV/bX7fW3SgDVy275D05gLxNMr2t0hbpr9lu4ZV8VNT4yZmgNslfZ9U+bcccAlM/rdYjVyN+g7SEO4FgT+RbkTV4ETS5rjjAWzfLukMoIZE1XWkjpkdbB+T5zRuD/yddK7WZmcCV0l6gpSDuAYgt+COKxlYR8yoKkDSbKRV6h8jDSwTsCTpYuTLnYGCbdXJzkr6i+31SsfTC5LWJVU9vAWYg1TOO6Gi9gck3UDqoe+//ajVw3IBJK1l++Z+x7aw/ftSMYUZl09g9yNdUJ4B/ND2kyVjaoqkW22vMb1jbSVpV2B50sVIFTOAukm6xfYYSd8iVR2d0TlWOrYm5OGrhwNXMeXX78ipflCLSLoOuJ6K3vck3Wd7+am8dr/t5YY7piZJWsn2PXlhz6vU8rMFptjEDHCJW76JGUDSXMC+wBuBn9u+LR9fH1jW9mkl42uKpGNJiYBrbFcxBqVDfZuYJ7/X1XLe0oY5TkORr2ffSPp5MiEfW4G0qKH4z86oqCrje6S2uKVtj4fJm9W+n1/br1xojbiB1O5wq6TfkVYFT+i8WMkWj2OBnUmf29qkC+YVikbUvNlt7z/9P9ZKJ0r6sO07YfLa2f2ASFSNYJIWBj5P6qX/OTDG9oi469OgJyXtTrrTBbALUEUSLlsV+BCpum/ytltaXu3X5V+56mEz4DtKK59HFY6pSd8AngXmJN2kqc2cFb7v3STp47anqL6RtBdTtrK01eeBjwM/GOC1mn62QEqgzkX6vF5VJddGtp8Hvj3A8etI1SxVsP3/8kKflYF/5wTdbJ3rwJZ7QtKy5DZOSTtQz/y7ET/HaShsXz/Asf8rEctAoqKqAEn3ASv0L53P7XL3TO3OV1t0to1pyjXknbkydkvXj3eTdJPttSXdbnu1fKyau+YAkr5JKm29gCnvnBdfVzpUkpYBzgF2JZVifxjYosKkR1UkTQD+S6o+fdXJXQ1VHflE9hhgPdLPzeuAz9h+pGhgDZF0P7CyK93QqLRq/X2kaqr7lNZZr2r7ksKhNULSnbZXKR1Hr0j6HCkR93sqed+TtCipNXoifYmptUmJxm3d/hXrs0+tE0HS0rYfGu6YeiEnFr9GahkT8E7gMNs/LxpYmCG5XfMTwGttLytpeeCnbd4a15HPqU8A1geeAh4CdqthgZGkO4E1cqfQPcAnbF/dea3m98ORICqqyvBA8x1sT+oMSWy5RfLGvzsZePBxDZ7LG0lulfRd0p2Dmu6aQ6rkgCmHsBpYpkAsjbL9oKSdSYOd/wG8J9/VCyPb9+j7GVLDtqOBLO5+G/AkbUCaDVSDO0nzOR4vHEdP2H5O0uOkYfj3keZP3jftj2qVP0h6Ty2JtwFMJP2cOZi+nzWtft+z/RiwvqRNgM5F1YW2/1QwrCadL2mb/snvPND5d6R5YzX4AqmK+EkASa8j3ciIRFU77AO8DfgrQL6RsUjZkIYuF1nsbfvdecD/qEqqxDpG/BynmkWiqoy7c9vRqd0Hc7vHPYViatJoYF6mTFB11JKo+hApMfX/gM8BS5A2IVXD9tKlY2iapDuY8nvwtaTv179KolMdVwOlNbrLk1p0AOjcBWor218vHcMwOIbUOj29Y221IHCPpBuZsmJlq6l+RItIOoRUrbIiqfJvduCXwAYl42rQp4EDJE0EOlUsrmg+4+eB5Ww/UTqQptm+AriidBw9MBa4SNKWtp8DkLQx6d/dHgXjatqTTFlJPJ6K2sIl7Wj77Okda7EXnTYZApPnFbf+migXWWyYH0+Y3p9vG9vfkHQ5fXOcOl+zUaRZVaGHovWvAEmLAeeSMrPdZdhzkcqw/1UqtiZ0Wv9Kx9FLkva1/aPpHWuzfJfkA7x6+1Fr26tyW9VU1VCmDJNbBPYFFgduBdYF/mK7plkdVZG0Hqlsfj/gh10vzU96X1i9RFxNk/TOgY67kk2qeWbFGGBs11DZ22tKgtdM0iXANp2ER2gHSV8B3gtsTho2fhSwne2bSsbVhNyhAGl486rA+aQEx9bA7bY/WiayZg107VDT9UTuvniaNGriM8DewN22Dy4ZVxMkHQcsRp0zias3kheERUVVATkR9XZJmwJvzYf/YPvygmE1aaBKqtp8BOiflProAMfa7ALgBfptP2qzTiIq/1C+q98yg7eQtnDWYF9gHeB625tIWom0aTSMXHOQKlFnY8q2xmeAVm+V6Wb7qjwzZ5186AbbNbUBTrTtTht/boWoiqStSCvWAa50XdtSJ5Ba+q9gyoq/z5YLKUyP7SMkPUe6+StgU9v3Fw6rKZ33gwfyr47zC8TSOEmbA+8HFpN0dNdL85Nap2vxJWAv0jn1J4E/AD8rGlFz5iRV93XfDDWpKCOMfCN2QVhUVIXGSXptmwePTkveDrcraf7INV0vzQ9MqmEoYkfNVQCSbgHW7JTwShoF3FTRnbvOquBbgbfbflHSXbbfOr2PDWVJWqoroTqKtCL4mcJhNUbSB0kzgK4kXVC+A/iC7XNKxtUUSQeQWm43A74F7AmcYfvoaX5gS0j6NinJeHo+tAvpZ+dBU/+o9pD0kYGO2z5luGNpmqTPAL+0/VTpWJok6QL65qFuANwPTB4QX0Nbca5w/47tA0rH0jRJq5OqxQ4jDYvvGA9cUcP3a/763WV7pdKxhNDfSF4QFhVVoXG1Jqmy60iD0xdmylXI44Hbi0TUOxdVPDRX3QsNbL+S5wXU4p+SFiQNi79U0lPUUy3W2WL1TeBNtjeXtDKwnu2TCofWhG9J+hQwCbgRmF/Sj2x/r3BcTTkYWKdTRSXp9cBlpC2crWf7+5I2I1XCrQh81falhcNq0vtJG5BeAZB0CnALUy7daC3bp+RFKZ27yfdObaNcCy0K3ChpLGkA9x8HWuzTQt+fyuNq5DlAtcy5m4Lt24DbJJ1Bui5d0va9hcNqVP763StpSdv/KB1P0yStABwHLGp7lbzIYCvbRxQOLcyYEbsgLCqqQhiE3M7xfE5wrACsBFxU0QktkrYlDSMdRRqaKyoZmivpXFJFx3H50N7AJra3KRVTr+SZQAsAF/ffitRWki4iDao+2PbqOcl4i+1VC4c2ZJJutb2GpN1IA9QPBG6upbpR0h3dX6dcNXZbJV+70cBCnUHc+cTvo8DnbL+lZGxNkXQ7sHHnhpSk15La/2r5/twYOAX4O+k9bwngI21fRNGhNMn5PaQh42sDZwEn2X5gmh8Yiqt9DpCkLUmJxjlsLy1pDeCwGiriACRdTZpfeANTfv1a//lJuoq0lfL4rtmMd9peZdofGUaCPL/3cdLyl8+Rrhl+MhLap2uqIAhhOF0NvCNvVruEVPmwE7Bb0aiadSSwHnBHJXddu30KOBr4Cqll4HLgE0Ujali+aF4UeCgfegNQy528hW2fJekgANsvS5pUOqiGzC5pdmAb4FjbL3XmHVXiYkl/JK18hvRz86KC8TRC0s7A8cAESfcB3yBVrdxIXe8L3wJuyTOcRJpVdWDZkBr1A+A9nYqOfCPqTGCtolE1JM9Pe5TUGvcysBBwjqRLbX+xbHRhOmqfA/R14G2km4jYvlVSTdunv1o6gB6a2/YNnY2GWU3zxarWtUjqeeDQkrH0F4mqEAZHtp+TtCcp6/zdPA+oJo8Ad1aYpCK3He1cOo5eybNIDgEeo28QvoEqqh5IyYDXkVc75+H448qG1JjjSdUctwFX5ztd1cyosv0FSduR5vwBnGD7vJIxNeQrwFq275e0JvAXYAfbFxSOq1G2z5R0JX3D8L9k+9FpfEjbzN7ddmT7/3LiuPUk7UsakvsEaYjzF3IifBRwHxCJqhHM9h6lY+ixl2yP65fsqOb8012bbSUtDDxZ0fn1E5KWpe+cbAdS+1gYwSTdwTT+jY2ESulo/QthEPIw7r1Ja+T3tH1X/5aWtpP0C2AZUrVD9/ajI0vF1BRJc5KGHL+VdJcSANsfKxZUgyTdTxqi/mTpWHohJwKOAVYB7gReT0oK1DYnDgBJs9lu9d1JScuR5ldc2+/4hsB/2t56pH5r1Gtre5D0XmC+/kPv8wXJuFrmcEn6OSm5/8t8aHdgVA3vDZIOBX7edfe8+7W32P5bgbDCDJoFzltOIlW3HwhsD3yWlDj+VNHAhijfSPs28D/gcOA00pzbUcCHbV9cMLxGSFoGOAFYH3iKVMm/u+2/l4wrTFu+ETpVA71XDLeoqAphcPYjDY89LyeplgGuKBtS4x7Kv+bIv2pyGnAP8F7SppndgJpO0h+hngqjV7E9Ns/eWpHUflTNwOOpDYoH2j4o/igGHrg9Lr+25XAG0wOLSNq/6/mC3c8rSPB/jdSO2t+VwAVAFYkq4NPAPqSLZEht/sdN/Y+3h+1DJG0oaVPbJ+dFBvPafqjNSaqurX8DqmEGUFb7ectnSMs2XgTOAP4I1DCM+1jgy6S5P38CNrd9vaSVSG3FrU9U2X4QeHee3zvK9vjSMYXpGwmJqOmJiqoQhkDS3LafKx1HmDmdtaudVay5teMa2+uWjq0J+c7kisCFVFYNByDpwwMdt33qcMfStFoHxUu60fY6U3mt9dWokg6Z1uu2R9Tch5mlvL56Kq9NXmndVjlp83rbd/c7/lbgcdv/LRNZc/L36NrAirZXkPQm4Gzbrd4ml29aAGxHmsXYqYbbBXjM9ueKBNaw2s9bOmo7r+4sSMmP/9a9WKPzNS0W3BBJ2t32L/vdpJmslnPO2uWqv2OAt5AKE0YDE0bC8qyoqAphECR1KhzmBZaUtDrwSdt7l42sOfnE/Yu8usx806l+UHt0qm+elrQKabDsIgXjado/8q8aq+Ggbz4OpO/NdwFjgdYnqqh3UPyC03htruEKolfanoiaAfMP1IKaL5Zb//UjnaT/ZIDjryVVeew6vOH0xLakrWNjAWz/W9J8ZUMaus7sH0k/6JdMvUDSTYXC6oWqz1skrU+anVbbefUrXY+f7/da26tF5sm/t/7nyCzuWNLc3rNJNzM+DKxQNKIsElUhDM5RpPLr3wHYvk3SRkUjat7pwK+BLUhb8j4CtP6ucnZC3tj4VdLXcF5Sa0sVar9otv2Z7ueSFgR+VSaaxtU6KP4mSR+3fWL3QUl7ATcXiinMuHOBEyX9P9sTACTNC/yIOraOLWf76v4HbV8jqYrWP2Bi3vrX+dkyz/Q+oGXmkbRMbkMib4yr6XMc6Lylpk1yP6TO8+rVJT1DGlMwV35Mfj7n1D9s5LN9fP696nPOWUFeBDPa9iTg5DyLeaBxDcMqElUhDJLtR/ptJ6mh6qHb62yfJGnffMfyKkk3lg6qCbZ/lh9eRRoYX5XKq+EGMgGoZY31/qQT9WUlXUseFF82pEbsB5wnaTf6ElNrkyr+ti0VVJhhXyHNi3lYUmeuxZKkyuIaLpanVRFQxdY/4CxJx5Pmp30c+Bhw4nQ+pk0+B1wp6UFSEmAp4JNlQ2pO7ectUOd5te3RpWPolTzgfyfSAPULgC8AGwEPAIfbfqJgeGHGPSdpDuBWSd8lbWwcVTgmIBJVIQzWI7lM2bn1YV/qGmoJfWXm/5H0AeDfpDaI1ppaH31HRf30NVfD9R+eOwpYGTirXETNGWhQPPC2slENne3HgPUlbULa1ghwoe0/FQwrzKDc8ndg3hy3XD58v+3+rSxtdb+k99v+Q/dBSZsDDxaKqVG2vy9pM+AZ0s+Xr9WyrRHA9sWSlgdWyofusf3itD6mLfJ7wlO2b5f0QVIy4H7guFo+R2aN8+ranEq6VpgH+DxpC/OxwIbAL0jnoGHk+xBpLtX/IyX8lyBt3iwuhqmHMAiSFia1PLybdDF5CfBZ2/8rGliDJG0BXEP6gXUMMD9wqO3fFQ1sCGofeNwh6Wbba3UPOZ7WMOu26RqeC/Ay8LDtf5aKpwmSRgMfBBYDLsrbRLcgbQuaq80DV2clkvYlDcMfT5q3MgY40PYlRQML05QTHBcC1zFlxd96wBa2/69UbGHG5UTHm+m6Ed/2JRuSfgysRqqOvpfU8ncxsAFpw9puBcNrzFTOq/e1/WTRwMJUSbrT9ip56cs/bb+h67XbbK9eMLxQgUhUhdCAPDdgb9vfKB1LCJKut72upD8CR5Oq4c6xvWzh0MJUSPoFKSl8A/B20tdsLeAg278tF1mYGZ2Tc0nvJbUdfRU4zfaahUML0yHpNaSh6Z2Kv7uAM2y/UC6q5kjaDvgOaQC38i+PhM1OTZB0GrAscCt9LWO2/dliQTVA0t22V85tVv8CFrE9SalH7va2b0yFyTdqTq0l6TarkDS2897W/Xig52HkknQHrx7sPw64CTiiZLI4Wv9CmAmSliBdeLwJOI80wPlQ0oaEMwuG1hhJxzCNTSRtPumbhfrpj5C0AKkUu1MNV8WKbgBJ4xn4e7TNF15rA6vZfiV/nz4KLBt3k1unM2Dl/aQE1V3qN3QljEy5herk0nH00HeBLW3X2k61NrCy67sD/wKA7RckPZyHHZMH47807Q9th5x4W0rSHLYnlo6nFyR9x/aXpnesZRaXdDTpfa/zmPx8sXJhhZl0ESm5f0Z+vjMwN+k89BfAlmXCikRVCDPrVNIgy98A7yNlm28lXWA+WjCuJnWvcz4UmGa7XMvMEv30tn+fH44DNikZS48cRRr2eBrphGg34I2227y5caLtV2DyBcmDkaRqpZslXUIa7n+QpPmYcj15q0ka6A75OFL77cvDHU+YKY9VnKSC9H7+BtJ7Q00WyfM11fWY/Pz15cJq3IPAtZJ+R1qQAlQ1O3QzoH9SavMBjrXJF7oe39Tvtf7Pw8j17n7Vb3d0KuIk7V4sKqL1L4SZ0r/nWtI/gSU7F5i1kXRLTbNxZpV++rz17+O8elbHx0rF1KSBvlZt//pJeo40HBfSBciy+XmnSmy1UrE1aSrVcJ0S8893Vsu3laRRwBrAg7aflvQ6YDHbt5eNrBmSrgfWBG4nfW+uQmqRWwD4dMziGrkk/YiUyPktMHkAt+1zS8XUJElXkP7t3cCUn99WpWJqwiw0W3Ogz9O2Dxv2YBok6dPA3qRNjQ90vTQfcK3toomAECTdBnzc9g35+TrAz/IYg6LXgVFRFcJMyvOoOq0cTwILdFo7ahqmntWWyZ4IaYOVpH/3e631a5C7nE8ahH8ZdX1eHRMk7UZqvTWwC113YFvqLaUDGCZHAf8klZiLVGK+LDAW+DmwcanAhkLSkvnhJNtjO8dzVVxNlXH/Bva0fReApJWBw4AvAueSBiC3jqTLbb+rglacaZkfeA54T9cxk75uNfh66QB6oZZE1Ay42/bZ3Qck7VgqmAadQWqt+hZwYNfx8RVeM4R22gv4uaR5SedlzwB7SZqH9H1bTFRUhTATJP2d1MYx0MwR215meCPqrdqGIUp6nJTcEGlW1a86LwEftL1oqdiaJOlW22uUjqNXJL2ZtB1oA9KF1rXAfrb/XjCsMAOmUg13q+012lwVl6s5AJ60vUPRYHqoU5U60LE2/9yRdDfpZP0k0kD1Kd7ju5OPbSVpA9vXTu9YLSRtCOxie5/SsYTpG+h8s6ZzUEnLkir5X5S0MWmT46m2ny4ZVwgdebYttseVjqUjKqpCmAm231w6hl7r15ozt6RnOi/R3kHVHbNKP/3vJb3f9h9KB9ILOSG1dek4wqA8J+mDwDn5+Q7kYcG0uILTdo2z4AZyl6Tj6Evy7wTcnTfmtXmw89dIi1IWB/rPxDGw6bBH1LxjSG2b0zvWWpLGkBKNOwIPkeaJhhFM0uak5ROLdQ3jhlQBWNPcu98Aa0taDjiBVPl+BulzD6GY/P69PXlcSGf/y0hou42KqhBCqERXklGkgfEvki4ea0gyTiZpBeA4YNFcybEasJXtIwqHFqZD0jKkarj1SN+r15M2Uv4LWMv2nwuGN2SSbia1MJ5h+6nS8TRN0lykeSsb5kPXAj8hJRvntv1sqdiaIOmrtg8vHUeTJK0HrA/sB/yw66X5gW3bWsXYkd8Pdsm/ngB+DRxge6migYUZIml10myxw0gJ447xwBW1/BztGk79ReB528eUnv/TlDgnazdJF5Nmhd5M17gQ2z8oFlQWiaoQQgitIukqUnXc8Z2TvIFaktouz8NbopZB3LOCfLd8D1Kl0U3AycAljpOtEU/SHMDuwMr50F2khOOLU/+okU/SO0mz3z4F/LTrpfHABbbvKxFXUyS9QprJuKft+/OxByscxbAo8E3gTbY3z/Ph1rN9UuHQGiFpdtsvSZqdtKThX7YfLx1XUyT9lTSj8WBgS9sP1XLeMquck9VqJH+tovUvhBAqMwuskJ/b9g2d8uSshs8LSVcCW5Hen28GHpd0re39p/mBLVH7Rsp8oXywpK8CW5CqqyZJOhn4UduH50ragDS0eimm/Pq1OimQL/p/R6oQuzkf3pj0tdy6Mzy+jWxfBVwl6Re2Hy4dTw9sR1rKcEWuDOjMoazNL0iJ74Pz8/8jVY+1OlEl6afAMbbvyjNy/kKq6nitpANsn1k2wsbsQUoWfyMnqZYGTiscU1OqPSebRVwnaVXbd5QOpL9IVIUwSHlQ5/K2T84XX/Pafqh0XCGQWnHWBDpvOqsCd5I2VNawQv6JPJjUAJJ2AP5TNqTGLGD7GUl7kQatHiKppoqq2jdSktse9iDNHvkNcDqpVe5PpBaXNjuJ1Ko5RYtABY4BPm370u6Dkt4NHAvUMIPsF5JeVdlnu9Xzt2z/Fvht3lC1NanFcZE8S+28Ct7vOha2fZakg2Dy9uIa/g2+w/an8uM9gP+zvY2kN5C25VWRqLJ9t6QDgBUkrQLca/s7peNqSM3nZLOCDYGPSnqINDKkMy5ktbJhRaIqhEGRdAiwNrAi6Q7X7MAvSVvIwgg3C/TTV7lCvss+pGGkK0n6F2lo7m5lQ2rMbJLeCHyQvjvnNZnb9pdKB9EreUbV06SEzoFdbWN/zdVIbTfO9kWlg+iBxfonqQBsXybpmBIB9cABXY/nJA3PrabqwfYE0nDqM3Lb9I7Al2j/+13HBEmvoy8ZsC6pUrrtJnY93gw4G8D2o/0qdFotb/o7Bfg7KRGwhKSP2L66YFhNGeicbPeyIYWZsHnpAKYmZlSFMAiSbgXGAGO7+rFvHwnZ5zB9tffT17pCvr98B32U7fGlY2mKpB1J28f+bHvvPHz8e7a3LxxaIyQdAVxX60ZKScvYfrB0HL0i6dvAaFLCe/LsJttjiwXVAEn/B6zafx6VpDmBO2wvXyay3pJ0g+23lY4jTF9u6T+GNL/pTuD1wI62bysa2BBJugL4AWmhxhXASjlJNRtwp+2VigbYkHwTY1fb9+bnKwBn2l6rbGTNqfGcbFYiaRHSTQwAbP+jYDhAVFSFMFgTbbtTRp9/OIf2qL2fvtYV8gDku8qHkMqVLenPwGG2nywb2dDZPpt8Rzk/f5BU+VCLfYEvS6pqI6Wk/bsev+p120cOa0C98/b8+9pdxwy0un0MOBX4jaR9OnOcJL0ZOJpK5shIem3X01HAWsAChcIJM+8u4J2kSn4B95K+jm33SdK/szcA+9l+NB9/F3BhsaiaN3snSQVg+//y4PjWy+eW25NnT3beA20fVjCsMIMkbUVKFr8JeJw0g/JvwFtLxgWRqAphsM6SdDywoKSPAx8DTiwcU5hxtffTf5S0Qn6//PxaUtvHS9Qxa+VXwNX0JXB2Iw2VfXexiIYotxMbeLaipMar2J6vdAw9UuvnNQXbNfz8eBXbR0j6f8A1kubOhycA37ddS+vfzaSfMSLdmHkI2LNoRGFm/MX2mqSEFQCSxpLmUbaW7f8D3jfA8T8Cfxz+iHrmZkk/I40JgXTeclPBeJp0PqkN9Wa6Km1DaxwOrAtcZnuMpE0YIa2b0foXwkxSulWwOLAS8B7SSd8fB5pvEUam3E51ArA+8BS5n97230vG1SRJcwFLdt/Bq8VUWhvvsL1qqZiGStJH8sPnbZ9VNJgekLSS7XumspGy9a1jtZO0u+1fdleOdaspuSppPoBoX2kfSUuRltxclt8DZ2v71zEPFV+MlODYlb6NhvMDP62lNa52uepoH1IlOKSlIj/p327cRjWNzpgVSbrJ9tqSbgPG2H5F0m22Vy8dW1RUhTCTcsvfH/JFcSSnWii3U7271n76XMb7PWAOYGlJa5Ba47YqGlhzLpG0M9BJ6OxAy++82j4FQFJrk23TsT/wCVJ5eX+tbx2TdPS0Xrf92eGKpUc67e3VV47V9n7QTdL65PaczjHbpxYLqEG5uv0TwGuBZUk3FH9KaiFrs/eSqqQXB7oTwuOBL5cIKMwcSaOB23JSsZqkfpfrJK1q+47p/9EwAj0taV5Sp8Lpkh4nVRQXFxVVIQyCpFOAY23fWDqWMPP699N3jtfST5+Hdm4KXNk1LL7VFUcAksbT17oyD9BZzT2a1DLX6jlHAJKuAV4D/AI43XYNW52q11URN6BOIrLtJM1p+4XScYSZJ+k0UgLnVvp+drqCJCowecnN24C/1vS+1yFpe9u/KR1HGBxJ5wOfGQkDqpsi6U7gFdJ59PLAg6TWv87syVgw1QL5pv0LpK/bbqTZhaePhLmvUVEVwuC8HdhN0sOkrHP8UG6X2vvpX7I9rt9Q59bflbA9X269XaKmk71utt8haXnS3LubJd0AnFxLa3EefH8Vqe3h2lqqV2pJRM2AOyU9Rvr6XUPaThnJ1HZYG1jZ9d6hftH2xM77Xt4aV9PnuoqkVw03rugGW9U3EIGFSItubqCrWqXlle6LAWuUDiIMje0JAJLmBy4oHM4UIlEVwuC8t3QAYUgWt/2q4Z0VuUvSrsDonPT4LHBd4ZgakVtvLwSquEs+ENv3SfoKadDq0cCYnKD7su1zy0Y3ZB8C3kG6IPle3v53je3PlQ1raCQdZXs/SRcwwMVxyy9GJrO9nKQlSV/DDwA/lvS07TXKRtaMPEj986T5fh/PPz9XtP37wqE14U7SZrWaFod0u0rSl4G5JG1GWigyoi66hujZrsdzAluQNnPVovYbiF8tHUAPPNTZkhraS9IngUNJVVWvkIsvgGVKxgXR+hfCTJE0v+1n+q15nsz2/4Y7pjDzJJ0AHFNrP32+2DqYrmH/wOG1tOzU3HoraTVgD1IS4FLgJNtjJb2JtPVpqaIBNkDSG0lr1t9B2kL5j7YnjiWtZftmSe8c6HXbVw13TL0gaXHS1+2dwOrA/0hVVd8qGlhDJP2adKH8Ydur5J+l17U5EdeVPJ2PVP1wA12JgFqSqJJGkbYYdr/v/azWCrJcgfRH2xuXjqUJtQ7kljQn8ClgOeAO0nv6y2WjaoakfzKNmVs1LdmomaT7gPVsP1E6lv4iURXCTJD0e9tbSHqIvlk5HbZdPPscpi766esg6R7SSV91rbeSrgJOAs62/Xy/1z5k+7QykTVD0gPAE8AZpNaxW22/UjaqMKMkvQLcCHzT9vml42la1/ajW7rmHI2I7UeDNbXkaUctSdRZjaSFgBttL1c6libUegMxJ79fIr3fbQ48bHvfslE1Q9J/gOOY8lpoMtuHDm9EYTAkXQxsZ/u50rH0F4mqEMIsQ9JTTKOfvu0lzJJ+N63XK7pzPmBVUdu/frMCSfuS1nMvAdxDmld1te0HigY2RJK2JrUU/zg//yvw+vzyF22fUyy4BklanfT12whYErgPuMr2SUUDa4ik60hb4q61vaakZYEzbb+tcGiDJmk5YFHb1/Y7viHwn7b/2+uQdAevbrsdR2qhPmIkDAYein6f32jSz5fDbB9bLqqh6/q8qryB2D3QP89Nu8H2moXDaoSksbV8LrMySWOAk4G/MmW1bfFFGzGjKoRBkrQd6YTdpBkrvy0bUZgBtffTrwc8ApxJesMZ8C5X23W+hpIWIc3qaL2pXGRBJSfrHbZ/BPwor0LeA/g6ae366JJxNeCLwM5dz18DrEPaTnkyUEWiyvZtuSruAVIL4O6kNsAqElXAIcDFwBKSTgc2AD5aNKKhOwo4aIDj4/JrWw5nMD10EWmb4Rn5+c7A3MCjpC2qbf88t+h6/DLwWCUtZFtM/4+02kudB7Zf7rfkpu2q+mRmYccDfyK1po6oCveoqAphECT9hNR6dGY+tBPwgO19ykUVpqf2fnpJo4HNgF2A1YALSdUAdxUNrGGStgJ+ALwJeBxYCvib7VdtRGqLqVWJddSSYJX0A1KCf17SgP8/kxL9DxYNbIgk3Wh7na7nx9r+f/nx9bbXLRddcyTdRErCXUfe/FfL92aHpNcB65Iuwq4fiXM7Zkb/781+r02u9mi7gao7Osfa/HlObSZqRy2zUSWtC9zV2QSbN5C9xfZfy0Y2NJIm0bflT8BcwHP03YSav1RsQyXptbV8/83KulvdR5qoqAphcDYlvYEaJg93rioZUKnRpAvkKu8C2Z5Eqga4OA9a3QW4UtKhbW8P6Odw0oXkZbbHSNqEVNnRWrVd7E/DX4Dv2n6sdCANW6j7SSdJlb2eemxu+7+lg+gVSRuQ5qZdKGl34MuSftTyf58LTuO1uYYriGEwWtLbbN8AIGkd+io121x5dDOvnonaMSI2czXkOKA70fjsAMdax3bbq4WnKpJU1bhI0idIW1K7W/+Kf30jURXC4NxPms/ROXldIh8LI9t/bB9WOoheygmqD5CSVG8GjgbOKxlTD7xk+0lJoySNsn2FpKNKBzUUksYz7da/1t517edcYFdJS9s+XNKSwBs6F5ct9ldJH7d9YvfBvPa57Z9bt1GSTgLeZHtzSSuTtgXV0vp3HLB6nsW1P6ml8VRSe2Nb3TSV7829SEmQWuwF/Dy3FQt4BthL0jxAa7dS2l66dAzDRN0bGm2/kmc6hRB6a5f8e3eL+IhIgkfrXwiDkDdzrUPfBcg6pIGd46CeodW1GcnlrU2QdCqwCvAH4Fe27ywcUk9IugzYhnTxsTCp/W8d2+uXjCtMn6TjSDMQNrX9lry56pKptSa1RZ6X9lvS3cix+fBapDa5bWqpIJN0EWnm1sG2V88Xkre0ta2qv65Wsa8B/7J9UtsHBktalHSzYiJ9iam1gTmAbW0/Wiq2XpC0AIDtcaVjaVpue98oP73S9u9LxtMkSecCV5KSxQB7A5vY3qZUTCGEsiJRFcIgxLrndqq9nz6vju/MQuj+4V5VVU6+Q/48MArYDVgAOL3tW5269R8Ub/sfBcNpTFciYHLSWNJttlcvHVsTJG0KdGal3WX7TyXjaVpn3lG/r9+tttcoHFoj8k2oi0mD/jciJcFvqyERl1ukV8lPa/zefA2wPamSeHIlTi1V1JK+Tbopeno+tAtwo+0vl4uqOfk972jSaA0DlwP72X68aGAhzAIkrQKszJTnnaeWiyiJksoQBqGTiMrDHrtPiKpNgtSg9q+P7VGlYxgOtjvJuFckXQg86UruukxtUDx9yY+2eykP/e/M93s9I2zLzFDki/+qEgD9TMjDxjtfv3XJlcSV2AnYFdjT9qO5NfV7hWNqhO0rgCtKx9FD55O+F2+ma85KRd4PrGH7FZg8G/UWoPWJqvye8EPbO0/3D4cQGiXpEGBjUqLqD8DmpEU3kagKoY3y0LnDgBdIF1lihPTzhlCrfFH8beB/pIHqp5Fa/0ZJ+rDti0vG15DqBsX305mZtoikbwA7AF8pG1KYCfsDvwOWlXQtaVD8DmVDak5ugzuy6/k/GAEn62GGLG77faWD6LEFSe9/kCqJq2B7kqSlJM1he2LpeEKYxewArE5q498jt4v/snBMQCSqQhisLwCrtH1tdQgtcyzp7vECpKqVzW1fL2kl4ExSy07bVTcovkPSKOAh4IvAu0gJ/m1s/61oYGGG5KqHd+ZfK5K+fvfafqloYA3qt9RgDmB24Fnb1SQFKnadpFVt31E6kB75FnCLpCtI//Y2Ag4sG1KjHgSulfQ7+kYYYPvIqX9ICKEBz+flBS/nTqHHSUvCiotEVQiD8wDwXOkgQpjFzGb7EgBJh9m+HsD2PdJAm7tb6em8tepq4HRJj9N10t5m+UTox3m20T2l4wkzJ1c97GL7h8BdpePpBdvzdR4r/VDZmlThGEa+DYGPSnqI1PrXmc24WtmwmmH7TElXkuZUAXypskH4D+Rfo4D5pvNnQwjNuUnSgsCJpNbpZ4G/FI0oi2HqIQyCpDGkzUd/pWsWgu3PFgsqhMp1b9/qv4mr7Zu5OvKg+BdIF1nVDYqX9H3SCdC5tcwVm5VI+iGpyujXTFn1MHaqH9RytW+LrYWkpQY6bvvh4Y6lFyRtANxqe4Kk3YE1gR/V8vmFEIZfviGzuO1H8vM3A/Pbvr1oYFkkqkIYBEk3kAbN3UHXIGDbpxQLKoTKSZpEujgWMBd9VY0C5rQ9e6nYmlbroobcWjUP8DJ9CblqNlLWLrcd9Wfbmw57MD0gabuup6OAtYF32l6vUEhhBuXB969S0cbU20lzZFYj3Sg9Cfig7WluoW6L/LPlVReltfxsCWGkknTHSN1sG61/IQzO7Lb3Lx1ECLMS26NLx9Brkj4JHEqlixq6W6tC+9jepHQMPbZl1+OXgb+T2v/CyHch6WelSCvWlwbupZ6NqS/btqStgR/bPknSnqWDatABXY/nBLYn/RsMIfTWWEnr2L6xdCD9RUVVCIMg6ZukE9gLmLL1r4qqhxBCGZLuA9arcVGDpNmASfliawng7cD9tm8tG1mYEZLeCTxl+3ZJHyQNc74fOM72i9P+6BCGl6Q1gb1t71U6liZIuoq0MORjwDtIA49vG6mVEE2QdIPtt5WOI4SaSboHWA54mL6uhREx3y8SVSEMQh7W2Z9tV1H1EEIoQ9LFwHa2q1rWIOnjwHdIQzoPJ21OHQuMAX5u+zsFwwvTIenHpJajOUlVKvOSLpo3AEbZ3q1geI2RtDhwDOnzArgG2Nf2P8tFFQZrJLe0zCxJbwB2BW60fU1uddzY9qmFQ2uEpNd2PR0FrAUcbXvFQiGFMEsYyfP9IlEVQgghjBC1LmqQdBdpK9d8wN+ApWw/IWlu0oVXLe05VZJ0t+2VJc0J/AtYJG8BFHB7RcmAS4EzgNPyod2B3WxvVi6qMCMkdY9jGEUaNv462+8tFFLjcrLqbaQWxxtr2vqXbwB3WjdfBh4CDrP956KBhTALkLQ6qVIT4Brbt5WMp2NU6QBCaBNJX+x6vGO/1745/BGFECpzPPAn4HrSmuDOr7abaPupPNj4/k5rY64cm1g2tDADXgCw/QLwsO1J+bmBl0oG1rDX2z7Z9sv51y+A15cOKsyQ+bp+vYY0s6qa+WKS9gJuALYDdgCul/SxslE1x/bStpfJvy9v+z2RpAqh9yTtC5wOLJJ//VLSZ8pGlURFVQgzQdJY22v2fzzQ8xBCmFmSbrE9pnQcTcszEHYh3SD7JamFRfnXL22/pWB4YTok/RM4kvT1+lx+TH6+n+0lSsXWJEmXkyoaz8yHdgH2sP2uclGFmSFpXgDbz5aOpUmS7gXWt/1kfv464LqaWuMkrQ+8mSk33lbR2hjCSJU3iq5ne0J+Pg/wl5Ewoyq2/oUwczSVxwM9DyGEmXWRpE9Q36KG/9CX3Hi063HneRjZTiRVqvR/DPCz4Q+nZz5GmlH1Q1Ib0nXAHkUjCjNE0iqkls3X5udPAB+xfWfRwJrzJDC+6/n4fKwKkk4DlgVuBSblwwYiURVCb4m+f3PkxyPimjYSVSHMHE/l8UDPQwhhZu2Sfz+o65iBVi9qsL1J6RjC4Nk+tHQMwyEPj92qdBxhUE4A9rd9BYCkjfOx9QvGNGRds7fuB/4q6XzSe8LWwO3FAmve2sDKjlafEIbbyaSfLefl59sAJ5ULp08kqkKYOatLeoaUaZ4rPyY/n7NcWCGEGtheunQMIcxqJB3DNG42tX2ZwSxink6SCsD2lbmFpe061YsP5F8dnYRVLe4E3kCqvg0h9JikJWw/YvtISVeSFt5AqiJerFxkfSJRFcJMsD26dAwhhPpIWgd4pLPFSdKHge2Bh4GvV9D6F8JIdlPX40OBQ0oFEgbtQUlfZcqNjQ8WjKcRU6tmzBs4txzmcBon6QJSwm0+4G5JNzBl23tUOIbQG5dKep/tv9seC4wFyEsaDgZ+XzQ6Yph6CCGEUJykscC7bf9P0kbAr4DPAGsAb7G9Q8n4QpA0CtjB9lmlY+mlWhca1E7SQqQk44akxMc1pCT/0yXjapKk0cB7SS3imwF/bvt7g6R3Tut121cNVywhzEokvR84CviA7fvysQOB3YDNbf+zYHhAJKpCCCGE4iTdZnv1/PjHwH9tfz0/v9X2GgXDGzJJK9m+R9KAm1Hz3bwwwkm6yfbapePopdjgWw9Jv7a9U+k4hionc3YF3g/cAGwALGP7uaKBNUDScsCitq/td3xD4D+2Hxj4I0MIQyXpXcDxpLlUewFvIyWunioZV0e0/oUQQgjljZY0m+2XgXcBn+h6rYb36v1Jn9MPBnjNwKbDG04YpMskHQD8GpjQORitqWGEWq90AEMl6Z/AP4DjgANsj5f0UA1Jquwoplwe0jEuv9b69sYQRirbl0vaA7iStOV2U9svlI2qTw0nvyGEEELbnQlclVeqP09qW+ncbR5XMrAm2O4k3t5l+5Xu1/KsldAOneqUfbqOtX4rpaTx9A2mnrvfohTbnr9MZCFwDqnaYSdgUtfWv1osavuO/gdt3yHpzQXiCWGW0PW+J+A1pJukj0saMe970foXQgghjACS1gXeCFxie0I+tgIwby2tcZJ+bvtjXc/nAX5n+10FwwohtNTU2olJF1+/t/3G4YynF/KF48ak2VTvBxYA9gT+YPvZgqENmaT7bC8/ldfut73ccMcUQhgZIlEVQgghhGEh6XDgdbb3zsOPLwROtH1y4dDCDJA0O/BpYKN86ErgeNsvFQsqzNIkXTGt121vMlyxDIf8b7AzUP29thcuHNKQSDoT+JPtE/sd3wvYrIYZYyGEwYlEVQghhBCGjaTvAvMDawHftv2bwiGFGSTpZ8DswCn50IeASbb3KhdVCLMmSXPZfr50HEMhaVHgPGAicHM+vDYwB7Ct7UdLxRZCKCsSVSGEEELoKUnbdT8FvkraXnUxgO1zS8QVZk73dsppHQshhJkhaRNglfz0Ltt/KhlPCKG8GKYeQgghhF7rv7npFlJlzpakYZ6RqGqHSZKW7ayMl7QMMKlwTCGElrN9BTDNNs4QwqwlKqpCCCGEEMJ0SXoXcDLwIKkybilgj3yRGUIYBpLeEC1xIYTajSodQAghhBBmDZK+K2l+SbNLulzSfyXtXjquMGNsXw4sD3wW+AywYiSpwkggaYO8RRRJu0s6UtJSpePqkT+UDiCEEHotElUhhBBCGC7vsf0MsAXwd2A54AtFIwozTNKcwD7A14FDgE/nYyGUdhzwnKTVgc8DDwCnlg2pZ1Q6gBBC6LVIVIUQQghhuHRmY34AONv2uJLBhJl2KvBW4Bjg2Pz4tKIRhZC87DTPZGvgWNs/BuYrHFOvnFg6gBBC6LUYph5CCCGE4fJ7SfcAz5OqcV4PvFA4pjDjVrG9ctfzKyTdXSyaEPqMl3QQsDuwkaRRpIUN1bH9k9IxhBBCr0VFVQghhBCGhe0DgfWBtW2/BDxHqoAI7TBW0rqdJ5LeDtxUMJ4QOnYCXgT2zIPGFwe+VzakEEIIgxVb/0IIIYQwLCT9GbgKuAa41vb4wiGFGSDpDsCkCpUVgX/k50sB9/SrsgohhBBCGJJIVIUQQghhWEhaGnhH/rUuqQLiGtufKxpYmKbpbU+z/fBwxRJCN0kPkZKm/7X99tLx9EreaPi87VckrQCsBFyUK1NDCKE6kagKIYQQwrCR9EbgnaRk1SbAP2y/r2xUYXokjQbusr1S6VhCmNVIupn0M3Mh4FrgRmCi7d2KBhZCCD0SM6pCCCGEMCwkPQD8FlgUOIk0nDuSVC1gexJwr6QlS8cSQn+SfiDpraXj6CHZfg7YDviJ7R1JWzdDCKFKsfUvhBBCCMPlaGBDYBdgDHCVpKttP1A2rDCDFgLuknQDMKFz0PZW5UIKAYC/ASdImg04GTjT9rjCMTVJktYDdgP2zMdGF4wnhBB6Klr/QgghhDCsJM0L7AEcACxuOy64WkDSOwc6bvuq4Y4lhIFIWpH0s2UXUovcibavKBvV0OV/e58nLaH4jqRlgP1sf7ZwaCGE0BORqAohhBDCsJD0A1JF1bzAdcCfScPUHywaWBgUSRsCu9jep3QsIeQ5aluQElVLAGeRft5MsL1zydhCCCHMnEhUhRBCCGFYSNqBlJh6rHQsYXAkjQF2BXYEHgJ+Y/vYslGFWZ2kHwJbApcDJ9m+oeu1e22vWCy4IZB0Mmmr4bjYjhpCmJXEjKoQQgghDJdzgV0lLW378DyY+w3dF5Vh5JG0AqmVahfgCeDXpJudmxQNLIQ+twNfsT1hgNfeNtzBNOgX+feJJYMIIYThFhVVIYQQQhgWko4DXgE2tf0WSQsBl9hep3BoYRokvQJcA+xp+/587EHby5SNLIQ+khYDlqLrRrztq8tFFEIIYbCioiqEEEIIw+XttteUdAuA7ackzVE6qDBd2wE7A1dIuhj4FaCyIYXQR9K3Sd+jdwOT8mEDrU5USVoe+DLwFHAkcCKwEXA/sJftGwuGF0IIPROJqhBCCCEMl5fywGMDSHo9qcIqjGC2fwv8VtI8wNbAfsAiuULuPNuXFAwvBIBtgRVtv1g6kIadDJwKzA/8lfRvb1vgHcCxwNuLRRZCCD0UrX8hhBBCGBaSdgN2AtYETgF2IM2VObtoYGGm5bbNHYGdbL+rdDxh1ibpImBH28+WjqVJkm61vUZ+fL/t5QZ6LYQQahMVVSGEEELoOUmjSFvivgi8i9Q6to3tvxUNLAyK7aeAE/KvEEp7DrhV0uXA5Koq258tF1IjuitOn5nGayGEUJWoqAohhBDCsJB0i+0xpeMIIdRF0kcGOm77lOGOpUmSniPNoxKwbH5Mfr6M7XlKxRZCCL0UiaoQQgghDAtJ3wf+ApzrOAEJIYRpkrTUtF63/fBwxRJCCMMpElUhhBBCGBaSxgPzAC8DL5CqAmx7/qKBhRBaTdIGwNeBpUijTTo/W5YpGVevSNoQ2MX2PqVjCSGEXogZVSGEEEIYFrbnKx1DCKFKJwGfA24GJhWOpSckjQF2JS0xeAg4t2xEIYTQO5GoCiGEEELPSZoNmGTbkpYgrVW/3/atZSMLIVRgnO2LSgfRNEkrALvkX08AvyZ1xGxSNLAQQuixaP0LIYQQQk9J+jjwHeBZ4HDgC8BYYAzwc9vfKRheCKHlJH0bGE2qMure+je2WFANkPQKcA2wp+3787EHa21pDCGEjkhUhRBCCKGnJN0FbAjMB/wNWMr2E5LmBm60/daiAYYQWk3SFQMctu1Nhz2YBknaBtgZ2AC4GPgV8DPbS5eMK4QQei0SVSGEEELoKUm32B6TH99me/WBXgshhPBqkuYBtia1AG4KnAqcZ/uSooGFEEKPjCodQAghhBCqN5ekMZLWAubIj9fMz+csHVwIod0kLSrpJEkX5ecrS9qzdFxNsT3B9hm2twQWB24BvlQ4rBBC6JmoqAohhBBCT02lLWeyGAwcQhiKnKA6GTjY9up5ecMttlctHFoIIYRBiK1/IYQQQuipSESFEHpsYdtnSToIwPbLkiaVDiqEEMLgROtfCCGEEEIIoc0mSHodYABJ6wLjyoYUQghhsKKiKoQQQgghhNBm+wO/A5aVdC3wemCHsiGFEEIYrJhRFUIIIYQQQmgdSUva/kd+PBuwIiDgXtsvFQ0uhBDCoEWiKoQQQgjDQtKaAxweBzxs++XhjieE0G6SxtpeMz/+je3tS8cUQghh6KL1L4QQQgjD5SfAmsDtpKqHVYC7gAUkfdr2JSWDCyG0jroeL1MsihBCCI2KYeohhBBCGC7/BsbYXtv2WsAY4EFgM+C7RSMLIbSRp/I4hBBCi0VFVQghhBCGywq27+o8sX23pJVsPyhpWh8XQggDWV3SM6TKqrnyY/Jz256/XGghhBAGKxJVIYQQQhgud0k6DvhVfr4TcLek1wAx+DiEMFNsjy4dQwghhObFMPUQQgghDAtJcwF7AxvmQ9eS5la9AMxt+9lSsYUQQgghhJEhElUhhBBCGBaStgQutP1K6VhCCCGEEMLIFMPUQwghhDBcdgLuk/RdSSuVDiaEEEIIIYw8UVEVQgghhGEjaX5gF2AP0pauk4EzbY8vGlgIIYQQQhgRoqIqhBBCCMPG9jPAOaSB6m8EtgXGSvpM0cBCCCGEEMKIEBVVIYQQQhgWkrYiVVItB5wKnGL7cUlzA3fbfnPJ+EIIIYQQQnmzlQ4ghBBCCLOM7YEf2r66+6Dt5yTtWSimEEIIIYQwgkRFVQghhBCGnaSFgScdJyIhhBBCCKFLzKgKIYQQQk9JWlfSlZLOlTRG0p3AncBjkt5XOr4QQgghhDByREVVCCGEEHpK0k3Al4EFgBOAzW1fL2kl0sa/MUUDDCGEEEIII0ZUVIUQQgih12azfYnts4FHbV8PYPuewnGFEEIIIYQRJhJVIYQQQui1V7oeP9/vtSjtDiGEEEIIk0XrXwghhBB6StIkYAIgYC7guc5LwJy2Zy8VWwghhBBCGFkiURVCCCGEEEIIIYQQRoRo/QshhBBCCCGEEEIII0IkqkIIIYQQQgghhBDCiBCJqhBCCCGEEEIIIYQwIkSiKoQQQghhBkj6uiR3/XpU0u8lrdbw3/MJSds0+d8cbpLmyP+/1igdSwghhBDaJRJVIYQQQggzbhywXv61H7ACcKmk1zb4d3wC2KbB/14JcwCHAGsUjiOEEEIILTNb6QBCCCGEEFrkZdvX58fXS/o78BfgfcAZxaIaIklz2X6+dBwhhBBCCFFRFUIIIYQweLfl35foHJC0l6S7JL0o6WFJX+z+AElvlXSxpP9JmiDpb5L2ya9dCawFfKSrxfCj+bUPS/pz/rinJF0hae1+/+0rJZ3T79jG+b+zSn7+5vx8N0mnSnoauGAm/o5fSLpJ0maSbs+fw58lvbXrj43Pv5/c9Xm8eeb/94YQQghhVhMVVSGEEEIIg7dk/v0hAElfAL4JfBe4kpR0OlzSc7aPzX/2AuBvwO7Ai8CKwPz5tb2B3wAPAofnYw/k398MnJqfzwHsAlwj6a22HxxE7N8HzgV2BCbN5N+xJPA94BvA8/m/9WtJq9o2sCnwJ+AI4ML8Mf8ZRIwhhBBCmMVEoiqEEEIIYSZI6pw/LQUcC9wKnC9pftJcpiNsH5r/zKWS5ga+Iuk4YCFgaWBr23fkP3N5579t+25JE4D/drUYdl47rCuGUcClwNtICa/DmHnX295nkH/Ha4ENbN/X9WfPIyXd7gFuzH/ugf6fRwghhBDCtETrXwghhBDCjHsd8FL+dT8wBtjO9oukAevzAGdLmq3zi1RZtCiwOPA/4BHgp5J2krTIjP7Fkt4i6TxJj5EqoF4iJYZWGOTncmH/AzPxd/y9k6TK7s6/Lz7IWEIIIYQQgEhUhRBCCCHMjHHAOsC6wCdJ7XFn5IqihfOfuYu+ZNZLwBX5+BK2XwHeAzwK/Bx4VNI1ksZM6y+VNB9wCWkW1v7AO3IctwFzDvJzeWwIf8fT/Z5PzL8PNpYQQgghBCBa/0IIIYQQZsbLtm/Kj/8q6XnSTKcdSdVSAFvQLwmU3Qtg+x5ge0mzk5JB3wEulLR4TmQNZD1StdJm+eMBkLRAvz/3Ail51m2hqfw3Pci/I4QQQgihZ6KiKoQQQghh8H5JqqD6EvAX0mDxN9m+aYBf47s/0PZLtv8EHAm8EVgwvzSRV1cmzZV/f7FzQNL6pOHn3f4JrNTv2Htm8HOZ0b9jRkSFVQghhBAGJSqqQgghhBAGybYlfRM4nbTh7+vAjyQtBVxNuim4ArCJ7W0lrUbekEfa7LcQKcl1m+1ORdY9wHslvRd4krRR8HrgWeBESd8lVT59HfhXv5DOA/aU9EPSDKpNgPfN4Kczo3/HdNmeKOkh4IOS7iRVet1ue+J0PjSEEEIIs7ioqAohhBBCGJpfA/cBX7T9XeATwObA+cCZwG7ANfnPPkpqCzwYuAj4CfA3YKuu/94R+dhZpO15W9p+jNRe+Ib8390P+BRpoPtkti8EvgzsQEpaLQXsOyOfxIz+HTPhU6S5XZflz+NNg/zvhBBCCGEWIrv/eIIQQgghhBBCCCGEEIZfVFSFEEIIIYQQQgghhBEhElUhhBBCCCGEEEIIYUSIRFUIIYQQQgghhBBCGBEiURVCCCGEEEIIIYQQRoRIVIUQQgghhBBCCCGEESESVSGEEEIIIYQQQghhRIhEVQghhBBCCCGEEEIYESJRFUIIIYQQQgghhBBGhEhUhRBCCCGEEEIIIYQR4f8DHpGEQYo+1VEAAAAASUVORK5CYII=\n","text/plain":["<Figure size 1440x720 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["name_grp = df.groupby('name')\n","v = name_grp['votes'].agg(np.sum).sort_values(ascending = False)[:20]  ## Here i selected 20 restaurant based on high votes\n","\n","plt.figure(figsize = (20,10))\n","ax = sns.barplot(y = v, x = v.index)\n","\n","for i in ax.patches:\n","    ax.annotate(i.get_height().astype(int), (i.get_x()* 1.005, i.get_height()*1.005))\n","\n","\n","plt.title('Highest vote of restaurant', fontsize = 20)\n","plt.xlabel('Restaurant', fontsize = 15)\n","plt.ylabel('Frequecy', fontsize = 15)\n","plt.xticks(rotation =90)\n","plt.show()"]},{"cell_type":"markdown","id":"2cc9c4dc","metadata":{"papermill":{"duration":0.12738,"end_time":"2022-05-16T06:09:06.185198","exception":false,"start_time":"2022-05-16T06:09:06.057818","status":"completed"},"tags":[]},"source":["__Insights:__\n","- Here from the analysis, we can see that   __'Onesta'__, __'Truffles'__ & __'Empire Restaurant'__ are  highly voted restaurants. "]},{"cell_type":"markdown","id":"7b059164","metadata":{"papermill":{"duration":0.130008,"end_time":"2022-05-16T06:09:06.444567","exception":false,"start_time":"2022-05-16T06:09:06.314559","status":"completed"},"tags":[]},"source":["## 4. Data preparing"]},{"cell_type":"code","execution_count":38,"id":"5cd6450d","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:09:06.701989Z","iopub.status.busy":"2022-05-16T06:09:06.701186Z","iopub.status.idle":"2022-05-16T06:09:06.72052Z","shell.execute_reply":"2022-05-16T06:09:06.719878Z"},"papermill":{"duration":0.149629,"end_time":"2022-05-16T06:09:06.722518","exception":false,"start_time":"2022-05-16T06:09:06.572889","status":"completed"},"tags":[]},"outputs":[{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>address</th>\n","      <th>name</th>\n","      <th>online_order</th>\n","      <th>book_table</th>\n","      <th>rate</th>\n","      <th>votes</th>\n","      <th>location</th>\n","      <th>rest_type</th>\n","      <th>dish_liked</th>\n","      <th>cuisines</th>\n","      <th>cost</th>\n","      <th>reviews_list</th>\n","      <th>menu_item</th>\n","      <th>type</th>\n","      <th>city</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>942, 21st Main Road, 2nd Stage, Banashankari, ...</td>\n","      <td>Jalsa</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>4.1</td>\n","      <td>775</td>\n","      <td>Banashankari</td>\n","      <td>Casual Dining</td>\n","      <td>Pasta, Lunch Buffet, Masala Papad, Paneer Laja...</td>\n","      <td>North Indian, Mughlai, Chinese</td>\n","      <td>800.0</td>\n","      <td>[('Rated 4.0', 'RATED\\n  A beautiful place to ...</td>\n","      <td>[]</td>\n","      <td>Buffet</td>\n","      <td>Banashankari</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>2nd Floor, 80 Feet Road, Near Big Bazaar, 6th ...</td>\n","      <td>Spice Elephant</td>\n","      <td>Yes</td>\n","      <td>No</td>\n","      <td>4.1</td>\n","      <td>787</td>\n","      <td>Banashankari</td>\n","      <td>Casual Dining</td>\n","      <td>Momos, Lunch Buffet, Chocolate Nirvana, Thai G...</td>\n","      <td>Chinese, North Indian, Thai</td>\n","      <td>800.0</td>\n","      <td>[('Rated 4.0', 'RATED\\n  Had been here for din...</td>\n","      <td>[]</td>\n","      <td>Buffet</td>\n","      <td>Banashankari</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>1112, Next to KIMS Medical College, 17th Cross...</td>\n","      <td>San Churro Cafe</td>\n","      <td>Yes</td>\n","      <td>No</td>\n","      <td>3.8</td>\n","      <td>918</td>\n","      <td>Banashankari</td>\n","      <td>Cafe, Casual Dining</td>\n","      <td>Churros, Cannelloni, Minestrone Soup, Hot Choc...</td>\n","      <td>Cafe, Mexican, Italian</td>\n","      <td>800.0</td>\n","      <td>[('Rated 3.0', \"RATED\\n  Ambience is not that ...</td>\n","      <td>[]</td>\n","      <td>Buffet</td>\n","      <td>Banashankari</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>1st Floor, Annakuteera, 3rd Stage, Banashankar...</td>\n","      <td>Addhuri Udupi Bhojana</td>\n","      <td>No</td>\n","      <td>No</td>\n","      <td>3.7</td>\n","      <td>88</td>\n","      <td>Banashankari</td>\n","      <td>Quick Bites</td>\n","      <td>Masala Dosa</td>\n","      <td>South Indian, North Indian</td>\n","      <td>300.0</td>\n","      <td>[('Rated 4.0', \"RATED\\n  Great food and proper...</td>\n","      <td>[]</td>\n","      <td>Buffet</td>\n","      <td>Banashankari</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>10, 3rd Floor, Lakshmi Associates, Gandhi Baza...</td>\n","      <td>Grand Village</td>\n","      <td>No</td>\n","      <td>No</td>\n","      <td>3.8</td>\n","      <td>166</td>\n","      <td>Basavanagudi</td>\n","      <td>Casual Dining</td>\n","      <td>Panipuri, Gol Gappe</td>\n","      <td>North Indian, Rajasthani</td>\n","      <td>600.0</td>\n","      <td>[('Rated 4.0', 'RATED\\n  Very good restaurant ...</td>\n","      <td>[]</td>\n","      <td>Buffet</td>\n","      <td>Banashankari</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                                             address                   name  \\\n","0  942, 21st Main Road, 2nd Stage, Banashankari, ...                  Jalsa   \n","1  2nd Floor, 80 Feet Road, Near Big Bazaar, 6th ...         Spice Elephant   \n","2  1112, Next to KIMS Medical College, 17th Cross...        San Churro Cafe   \n","3  1st Floor, Annakuteera, 3rd Stage, Banashankar...  Addhuri Udupi Bhojana   \n","4  10, 3rd Floor, Lakshmi Associates, Gandhi Baza...          Grand Village   \n","\n","  online_order book_table  rate  votes      location            rest_type  \\\n","0          Yes        Yes   4.1    775  Banashankari        Casual Dining   \n","1          Yes         No   4.1    787  Banashankari        Casual Dining   \n","2          Yes         No   3.8    918  Banashankari  Cafe, Casual Dining   \n","3           No         No   3.7     88  Banashankari          Quick Bites   \n","4           No         No   3.8    166  Basavanagudi        Casual Dining   \n","\n","                                          dish_liked  \\\n","0  Pasta, Lunch Buffet, Masala Papad, Paneer Laja...   \n","1  Momos, Lunch Buffet, Chocolate Nirvana, Thai G...   \n","2  Churros, Cannelloni, Minestrone Soup, Hot Choc...   \n","3                                        Masala Dosa   \n","4                                Panipuri, Gol Gappe   \n","\n","                         cuisines   cost  \\\n","0  North Indian, Mughlai, Chinese  800.0   \n","1     Chinese, North Indian, Thai  800.0   \n","2          Cafe, Mexican, Italian  800.0   \n","3      South Indian, North Indian  300.0   \n","4        North Indian, Rajasthani  600.0   \n","\n","                                        reviews_list menu_item    type  \\\n","0  [('Rated 4.0', 'RATED\\n  A beautiful place to ...        []  Buffet   \n","1  [('Rated 4.0', 'RATED\\n  Had been here for din...        []  Buffet   \n","2  [('Rated 3.0', \"RATED\\n  Ambience is not that ...        []  Buffet   \n","3  [('Rated 4.0', \"RATED\\n  Great food and proper...        []  Buffet   \n","4  [('Rated 4.0', 'RATED\\n  Very good restaurant ...        []  Buffet   \n","\n","           city  \n","0  Banashankari  \n","1  Banashankari  \n","2  Banashankari  \n","3  Banashankari  \n","4  Banashankari  "]},"execution_count":38,"metadata":{},"output_type":"execute_result"}],"source":["df.head()"]},{"cell_type":"markdown","id":"349de7d2","metadata":{"papermill":{"duration":0.126976,"end_time":"2022-05-16T06:09:06.976245","exception":false,"start_time":"2022-05-16T06:09:06.849269","status":"completed"},"tags":[]},"source":["#### 4.1 Convert the online categorical variables into a numeric format"]},{"cell_type":"code","execution_count":39,"id":"8f26346d","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:09:07.234036Z","iopub.status.busy":"2022-05-16T06:09:07.2335Z","iopub.status.idle":"2022-05-16T06:09:07.250977Z","shell.execute_reply":"2022-05-16T06:09:07.250164Z"},"papermill":{"duration":0.148225,"end_time":"2022-05-16T06:09:07.253113","exception":false,"start_time":"2022-05-16T06:09:07.104888","status":"completed"},"tags":[]},"outputs":[],"source":["df.online_order[df.online_order == 'Yes'] = 1\n","df.online_order[df.online_order == 'No'] =  0"]},{"cell_type":"code","execution_count":40,"id":"45af1e54","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:09:07.514007Z","iopub.status.busy":"2022-05-16T06:09:07.513504Z","iopub.status.idle":"2022-05-16T06:09:07.522752Z","shell.execute_reply":"2022-05-16T06:09:07.521967Z"},"papermill":{"duration":0.141224,"end_time":"2022-05-16T06:09:07.524711","exception":false,"start_time":"2022-05-16T06:09:07.383487","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["1    16378\n","0     6870\n","Name: online_order, dtype: int64"]},"execution_count":40,"metadata":{},"output_type":"execute_result"}],"source":["df.online_order.value_counts()"]},{"cell_type":"markdown","id":"df5a6d17","metadata":{"papermill":{"duration":0.12762,"end_time":"2022-05-16T06:09:07.781127","exception":false,"start_time":"2022-05-16T06:09:07.653507","status":"completed"},"tags":[]},"source":["#### 4.2 Label Encoding"]},{"cell_type":"code","execution_count":41,"id":"ff5294fd","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:09:08.039928Z","iopub.status.busy":"2022-05-16T06:09:08.039652Z","iopub.status.idle":"2022-05-16T06:09:08.252595Z","shell.execute_reply":"2022-05-16T06:09:08.251703Z"},"papermill":{"duration":0.346872,"end_time":"2022-05-16T06:09:08.255014","exception":false,"start_time":"2022-05-16T06:09:07.908142","status":"completed"},"tags":[]},"outputs":[],"source":["from sklearn.preprocessing import LabelEncoder\n","le = LabelEncoder()\n","df.location = le.fit_transform(df.location)\n","df.rest_type = le.fit_transform(df.rest_type)\n","df.cuisines = le.fit_transform(df.cuisines)\n","df.menu_item = le.fit_transform(df.menu_item)\n","\n","df.book_table = le.fit_transform(df.book_table)"]},{"cell_type":"code","execution_count":42,"id":"0d0eeeda","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:09:08.515856Z","iopub.status.busy":"2022-05-16T06:09:08.515138Z","iopub.status.idle":"2022-05-16T06:09:08.531222Z","shell.execute_reply":"2022-05-16T06:09:08.530639Z"},"papermill":{"duration":0.147055,"end_time":"2022-05-16T06:09:08.532955","exception":false,"start_time":"2022-05-16T06:09:08.3859","status":"completed"},"tags":[]},"outputs":[{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>address</th>\n","      <th>name</th>\n","      <th>online_order</th>\n","      <th>book_table</th>\n","      <th>rate</th>\n","      <th>votes</th>\n","      <th>location</th>\n","      <th>rest_type</th>\n","      <th>dish_liked</th>\n","      <th>cuisines</th>\n","      <th>cost</th>\n","      <th>reviews_list</th>\n","      <th>menu_item</th>\n","      <th>type</th>\n","      <th>city</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>942, 21st Main Road, 2nd Stage, Banashankari, ...</td>\n","      <td>Jalsa</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>4.1</td>\n","      <td>775</td>\n","      <td>1</td>\n","      <td>20</td>\n","      <td>Pasta, Lunch Buffet, Masala Papad, Paneer Laja...</td>\n","      <td>1386</td>\n","      <td>800.0</td>\n","      <td>[('Rated 4.0', 'RATED\\n  A beautiful place to ...</td>\n","      <td>5047</td>\n","      <td>Buffet</td>\n","      <td>Banashankari</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>2nd Floor, 80 Feet Road, Near Big Bazaar, 6th ...</td>\n","      <td>Spice Elephant</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>4.1</td>\n","      <td>787</td>\n","      <td>1</td>\n","      <td>20</td>\n","      <td>Momos, Lunch Buffet, Chocolate Nirvana, Thai G...</td>\n","      <td>594</td>\n","      <td>800.0</td>\n","      <td>[('Rated 4.0', 'RATED\\n  Had been here for din...</td>\n","      <td>5047</td>\n","      <td>Buffet</td>\n","      <td>Banashankari</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                                             address            name  \\\n","0  942, 21st Main Road, 2nd Stage, Banashankari, ...           Jalsa   \n","1  2nd Floor, 80 Feet Road, Near Big Bazaar, 6th ...  Spice Elephant   \n","\n","  online_order  book_table  rate  votes  location  rest_type  \\\n","0            1           1   4.1    775         1         20   \n","1            1           0   4.1    787         1         20   \n","\n","                                          dish_liked  cuisines   cost  \\\n","0  Pasta, Lunch Buffet, Masala Papad, Paneer Laja...      1386  800.0   \n","1  Momos, Lunch Buffet, Chocolate Nirvana, Thai G...       594  800.0   \n","\n","                                        reviews_list  menu_item    type  \\\n","0  [('Rated 4.0', 'RATED\\n  A beautiful place to ...       5047  Buffet   \n","1  [('Rated 4.0', 'RATED\\n  Had been here for din...       5047  Buffet   \n","\n","           city  \n","0  Banashankari  \n","1  Banashankari  "]},"execution_count":42,"metadata":{},"output_type":"execute_result"}],"source":["df.head(n=2)"]},{"cell_type":"code","execution_count":43,"id":"8dbd8993","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:09:08.792134Z","iopub.status.busy":"2022-05-16T06:09:08.791445Z","iopub.status.idle":"2022-05-16T06:09:08.930999Z","shell.execute_reply":"2022-05-16T06:09:08.930216Z"},"papermill":{"duration":0.271886,"end_time":"2022-05-16T06:09:08.933225","exception":false,"start_time":"2022-05-16T06:09:08.661339","status":"completed"},"tags":[]},"outputs":[],"source":["my_data = df.iloc[:,[2,3,4,5,6,7,9,10,12]]\n","\n","my_data.to_csv('Zomato_df.csv')"]},{"cell_type":"code","execution_count":44,"id":"b3b2d546","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:09:09.194588Z","iopub.status.busy":"2022-05-16T06:09:09.194052Z","iopub.status.idle":"2022-05-16T06:09:09.206358Z","shell.execute_reply":"2022-05-16T06:09:09.205803Z"},"papermill":{"duration":0.144674,"end_time":"2022-05-16T06:09:09.208348","exception":false,"start_time":"2022-05-16T06:09:09.063674","status":"completed"},"tags":[]},"outputs":[{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>online_order</th>\n","      <th>book_table</th>\n","      <th>rate</th>\n","      <th>votes</th>\n","      <th>location</th>\n","      <th>rest_type</th>\n","      <th>cuisines</th>\n","      <th>cost</th>\n","      <th>menu_item</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>4.1</td>\n","      <td>775</td>\n","      <td>1</td>\n","      <td>20</td>\n","      <td>1386</td>\n","      <td>800.0</td>\n","      <td>5047</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>4.1</td>\n","      <td>787</td>\n","      <td>1</td>\n","      <td>20</td>\n","      <td>594</td>\n","      <td>800.0</td>\n","      <td>5047</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>3.8</td>\n","      <td>918</td>\n","      <td>1</td>\n","      <td>16</td>\n","      <td>484</td>\n","      <td>800.0</td>\n","      <td>5047</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>3.7</td>\n","      <td>88</td>\n","      <td>1</td>\n","      <td>62</td>\n","      <td>1587</td>\n","      <td>300.0</td>\n","      <td>5047</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>3.8</td>\n","      <td>166</td>\n","      <td>4</td>\n","      <td>20</td>\n","      <td>1406</td>\n","      <td>600.0</td>\n","      <td>5047</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["  online_order  book_table  rate  votes  location  rest_type  cuisines   cost  \\\n","0            1           1   4.1    775         1         20      1386  800.0   \n","1            1           0   4.1    787         1         20       594  800.0   \n","2            1           0   3.8    918         1         16       484  800.0   \n","3            0           0   3.7     88         1         62      1587  300.0   \n","4            0           0   3.8    166         4         20      1406  600.0   \n","\n","   menu_item  \n","0       5047  \n","1       5047  \n","2       5047  \n","3       5047  \n","4       5047  "]},"execution_count":44,"metadata":{},"output_type":"execute_result"}],"source":["my_data.head()"]},{"cell_type":"code","execution_count":45,"id":"539e5c75","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:09:09.473351Z","iopub.status.busy":"2022-05-16T06:09:09.473086Z","iopub.status.idle":"2022-05-16T06:09:10.17877Z","shell.execute_reply":"2022-05-16T06:09:10.177804Z"},"papermill":{"duration":0.840962,"end_time":"2022-05-16T06:09:10.181303","exception":false,"start_time":"2022-05-16T06:09:09.340341","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 1440x1440 with 2 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["plt.figure(figsize = (20,20))\n","sns.heatmap(my_data.corr(), annot = True)\n","plt.show()"]},{"cell_type":"markdown","id":"eb29bbe3","metadata":{"papermill":{"duration":0.132598,"end_time":"2022-05-16T06:09:10.445357","exception":false,"start_time":"2022-05-16T06:09:10.312759","status":"completed"},"tags":[]},"source":["__Insights:__\n","- Here from the above we can see that rate is higly correlated with votes. "]},{"cell_type":"markdown","id":"a2936a19","metadata":{"papermill":{"duration":0.13298,"end_time":"2022-05-16T06:09:10.711356","exception":false,"start_time":"2022-05-16T06:09:10.578376","status":"completed"},"tags":[]},"source":["#### 4.3 Depedent and independent variable"]},{"cell_type":"code","execution_count":46,"id":"c00dc2b3","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:09:10.977337Z","iopub.status.busy":"2022-05-16T06:09:10.976347Z","iopub.status.idle":"2022-05-16T06:09:10.982978Z","shell.execute_reply":"2022-05-16T06:09:10.982376Z"},"papermill":{"duration":0.142847,"end_time":"2022-05-16T06:09:10.984909","exception":false,"start_time":"2022-05-16T06:09:10.842062","status":"completed"},"tags":[]},"outputs":[],"source":["X = df.iloc[:,[2,3,5,6,7,9,10,12]]\n","y = df['rate']"]},{"cell_type":"code","execution_count":47,"id":"4d1df078","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:09:11.248144Z","iopub.status.busy":"2022-05-16T06:09:11.247753Z","iopub.status.idle":"2022-05-16T06:09:11.263807Z","shell.execute_reply":"2022-05-16T06:09:11.263004Z"},"papermill":{"duration":0.150209,"end_time":"2022-05-16T06:09:11.26604","exception":false,"start_time":"2022-05-16T06:09:11.115831","status":"completed"},"tags":[]},"outputs":[{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>online_order</th>\n","      <th>book_table</th>\n","      <th>votes</th>\n","      <th>location</th>\n","      <th>rest_type</th>\n","      <th>cuisines</th>\n","      <th>cost</th>\n","      <th>menu_item</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>775</td>\n","      <td>1</td>\n","      <td>20</td>\n","      <td>1386</td>\n","      <td>800.0</td>\n","      <td>5047</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>787</td>\n","      <td>1</td>\n","      <td>20</td>\n","      <td>594</td>\n","      <td>800.0</td>\n","      <td>5047</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>918</td>\n","      <td>1</td>\n","      <td>16</td>\n","      <td>484</td>\n","      <td>800.0</td>\n","      <td>5047</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>88</td>\n","      <td>1</td>\n","      <td>62</td>\n","      <td>1587</td>\n","      <td>300.0</td>\n","      <td>5047</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>166</td>\n","      <td>4</td>\n","      <td>20</td>\n","      <td>1406</td>\n","      <td>600.0</td>\n","      <td>5047</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>23243</th>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>128</td>\n","      <td>84</td>\n","      <td>5</td>\n","      <td>1318</td>\n","      <td>1200.0</td>\n","      <td>5047</td>\n","    </tr>\n","    <tr>\n","      <th>23244</th>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>77</td>\n","      <td>84</td>\n","      <td>38</td>\n","      <td>878</td>\n","      <td>2000.0</td>\n","      <td>5047</td>\n","    </tr>\n","    <tr>\n","      <th>23245</th>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>161</td>\n","      <td>84</td>\n","      <td>21</td>\n","      <td>539</td>\n","      <td>1200.0</td>\n","      <td>5047</td>\n","    </tr>\n","    <tr>\n","      <th>23246</th>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>81</td>\n","      <td>84</td>\n","      <td>21</td>\n","      <td>80</td>\n","      <td>800.0</td>\n","      <td>5047</td>\n","    </tr>\n","    <tr>\n","      <th>23247</th>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>236</td>\n","      <td>25</td>\n","      <td>4</td>\n","      <td>878</td>\n","      <td>2500.0</td>\n","      <td>5047</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>23248 rows × 8 columns</p>\n","</div>"],"text/plain":["      online_order  book_table  votes  location  rest_type  cuisines    cost  \\\n","0                1           1    775         1         20      1386   800.0   \n","1                1           0    787         1         20       594   800.0   \n","2                1           0    918         1         16       484   800.0   \n","3                0           0     88         1         62      1587   300.0   \n","4                0           0    166         4         20      1406   600.0   \n","...            ...         ...    ...       ...        ...       ...     ...   \n","23243            1           1    128        84          5      1318  1200.0   \n","23244            0           0     77        84         38       878  2000.0   \n","23245            0           0    161        84         21       539  1200.0   \n","23246            0           0     81        84         21        80   800.0   \n","23247            0           1    236        25          4       878  2500.0   \n","\n","       menu_item  \n","0           5047  \n","1           5047  \n","2           5047  \n","3           5047  \n","4           5047  \n","...          ...  \n","23243       5047  \n","23244       5047  \n","23245       5047  \n","23246       5047  \n","23247       5047  \n","\n","[23248 rows x 8 columns]"]},"execution_count":47,"metadata":{},"output_type":"execute_result"}],"source":["X"]},{"cell_type":"code","execution_count":null,"id":"3cd3ff44","metadata":{"papermill":{"duration":0.133374,"end_time":"2022-05-16T06:09:11.531146","exception":false,"start_time":"2022-05-16T06:09:11.397772","status":"completed"},"tags":[]},"outputs":[],"source":[]},{"cell_type":"code","execution_count":48,"id":"00a32fed","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:09:11.797064Z","iopub.status.busy":"2022-05-16T06:09:11.796789Z","iopub.status.idle":"2022-05-16T06:09:11.804541Z","shell.execute_reply":"2022-05-16T06:09:11.803525Z"},"papermill":{"duration":0.143661,"end_time":"2022-05-16T06:09:11.806492","exception":false,"start_time":"2022-05-16T06:09:11.662831","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["0        4.1\n","1        4.1\n","2        3.8\n","3        3.7\n","4        3.8\n","        ... \n","23243    3.8\n","23244    3.9\n","23245    2.8\n","23246    2.5\n","23247    4.3\n","Name: rate, Length: 23248, dtype: float64"]},"execution_count":48,"metadata":{},"output_type":"execute_result"}],"source":["y"]},{"cell_type":"markdown","id":"7d8694e7","metadata":{"papermill":{"duration":0.133784,"end_time":"2022-05-16T06:09:12.073017","exception":false,"start_time":"2022-05-16T06:09:11.939233","status":"completed"},"tags":[]},"source":["#### 4.4 Splitting data into train and test set"]},{"cell_type":"code","execution_count":49,"id":"3a17e48b","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:09:12.339716Z","iopub.status.busy":"2022-05-16T06:09:12.339386Z","iopub.status.idle":"2022-05-16T06:09:12.402606Z","shell.execute_reply":"2022-05-16T06:09:12.401985Z"},"papermill":{"duration":0.198625,"end_time":"2022-05-16T06:09:12.404736","exception":false,"start_time":"2022-05-16T06:09:12.206111","status":"completed"},"tags":[]},"outputs":[],"source":["from sklearn.model_selection import train_test_split\n","X_train,X_test,y_train,y_test=train_test_split(X,y,test_size=.3,random_state=10)\n"]},{"cell_type":"code","execution_count":50,"id":"77faea2c","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:09:12.677607Z","iopub.status.busy":"2022-05-16T06:09:12.676976Z","iopub.status.idle":"2022-05-16T06:09:12.693776Z","shell.execute_reply":"2022-05-16T06:09:12.692974Z"},"papermill":{"duration":0.153595,"end_time":"2022-05-16T06:09:12.69576","exception":false,"start_time":"2022-05-16T06:09:12.542165","status":"completed"},"tags":[]},"outputs":[{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>online_order</th>\n","      <th>book_table</th>\n","      <th>votes</th>\n","      <th>location</th>\n","      <th>rest_type</th>\n","      <th>cuisines</th>\n","      <th>cost</th>\n","      <th>menu_item</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>17097</th>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>232</td>\n","      <td>49</td>\n","      <td>5</td>\n","      <td>122</td>\n","      <td>2000.0</td>\n","      <td>5047</td>\n","    </tr>\n","    <tr>\n","      <th>5558</th>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>3485</td>\n","      <td>48</td>\n","      <td>61</td>\n","      <td>646</td>\n","      <td>1700.0</td>\n","      <td>5047</td>\n","    </tr>\n","    <tr>\n","      <th>22590</th>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>977</td>\n","      <td>71</td>\n","      <td>57</td>\n","      <td>669</td>\n","      <td>1500.0</td>\n","      <td>1171</td>\n","    </tr>\n","    <tr>\n","      <th>4803</th>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>118</td>\n","      <td>30</td>\n","      <td>20</td>\n","      <td>1185</td>\n","      <td>800.0</td>\n","      <td>5047</td>\n","    </tr>\n","    <tr>\n","      <th>21701</th>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>497</td>\n","      <td>65</td>\n","      <td>54</td>\n","      <td>1124</td>\n","      <td>2000.0</td>\n","      <td>5047</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>9372</th>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>871</td>\n","      <td>30</td>\n","      <td>20</td>\n","      <td>1296</td>\n","      <td>900.0</td>\n","      <td>5047</td>\n","    </tr>\n","    <tr>\n","      <th>7291</th>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>450</td>\n","      <td>22</td>\n","      <td>20</td>\n","      <td>1209</td>\n","      <td>550.0</td>\n","      <td>5047</td>\n","    </tr>\n","    <tr>\n","      <th>17728</th>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>592</td>\n","      <td>67</td>\n","      <td>20</td>\n","      <td>1156</td>\n","      <td>1200.0</td>\n","      <td>5047</td>\n","    </tr>\n","    <tr>\n","      <th>7293</th>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>196</td>\n","      <td>38</td>\n","      <td>29</td>\n","      <td>838</td>\n","      <td>500.0</td>\n","      <td>5047</td>\n","    </tr>\n","    <tr>\n","      <th>17673</th>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>122</td>\n","      <td>48</td>\n","      <td>21</td>\n","      <td>1304</td>\n","      <td>1200.0</td>\n","      <td>5047</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>16273 rows × 8 columns</p>\n","</div>"],"text/plain":["      online_order  book_table  votes  location  rest_type  cuisines    cost  \\\n","17097            1           1    232        49          5       122  2000.0   \n","5558             1           1   3485        48         61       646  1700.0   \n","22590            1           1    977        71         57       669  1500.0   \n","4803             0           0    118        30         20      1185   800.0   \n","21701            0           1    497        65         54      1124  2000.0   \n","...            ...         ...    ...       ...        ...       ...     ...   \n","9372             1           1    871        30         20      1296   900.0   \n","7291             1           0    450        22         20      1209   550.0   \n","17728            0           1    592        67         20      1156  1200.0   \n","7293             0           0    196        38         29       838   500.0   \n","17673            0           0    122        48         21      1304  1200.0   \n","\n","       menu_item  \n","17097       5047  \n","5558        5047  \n","22590       1171  \n","4803        5047  \n","21701       5047  \n","...          ...  \n","9372        5047  \n","7291        5047  \n","17728       5047  \n","7293        5047  \n","17673       5047  \n","\n","[16273 rows x 8 columns]"]},"execution_count":50,"metadata":{},"output_type":"execute_result"}],"source":["X_train"]},{"cell_type":"code","execution_count":51,"id":"240b05fb","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:09:12.964473Z","iopub.status.busy":"2022-05-16T06:09:12.963941Z","iopub.status.idle":"2022-05-16T06:09:12.970714Z","shell.execute_reply":"2022-05-16T06:09:12.969866Z"},"papermill":{"duration":0.143253,"end_time":"2022-05-16T06:09:12.972797","exception":false,"start_time":"2022-05-16T06:09:12.829544","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["17097    4.4\n","5558     4.3\n","22590    4.0\n","4803     3.9\n","21701    4.3\n","        ... \n","9372     4.0\n","7291     3.9\n","17728    4.3\n","7293     3.8\n","17673    3.1\n","Name: rate, Length: 16273, dtype: float64"]},"execution_count":51,"metadata":{},"output_type":"execute_result"}],"source":["y_train"]},{"cell_type":"markdown","id":"a80e1ac2","metadata":{"papermill":{"duration":0.134087,"end_time":"2022-05-16T06:09:13.244455","exception":false,"start_time":"2022-05-16T06:09:13.110368","status":"completed"},"tags":[]},"source":["## 5 Modeling"]},{"cell_type":"markdown","id":"61462d4b","metadata":{"papermill":{"duration":0.142145,"end_time":"2022-05-16T06:09:13.537411","exception":false,"start_time":"2022-05-16T06:09:13.395266","status":"completed"},"tags":[]},"source":["#### 5.1 Linear Regression"]},{"cell_type":"code","execution_count":52,"id":"dec4282d","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:09:13.825907Z","iopub.status.busy":"2022-05-16T06:09:13.825102Z","iopub.status.idle":"2022-05-16T06:09:13.998209Z","shell.execute_reply":"2022-05-16T06:09:13.997149Z"},"papermill":{"duration":0.317643,"end_time":"2022-05-16T06:09:14.001163","exception":false,"start_time":"2022-05-16T06:09:13.68352","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["0.22818828522967072\n"]}],"source":["from sklearn.linear_model import LinearRegression\n","lr = LinearRegression()\n","lr.fit(X_train,y_train)\n","\n","#predict the test set\n","y_pred = lr.predict(X_test)\n","\n","## Evaluate the model\n","from sklearn.metrics import r2_score\n","print(r2_score(y_test, y_pred))"]},{"cell_type":"code","execution_count":null,"id":"9390f74f","metadata":{"papermill":{"duration":0.132941,"end_time":"2022-05-16T06:09:14.343606","exception":false,"start_time":"2022-05-16T06:09:14.210665","status":"completed"},"tags":[]},"outputs":[],"source":[]},{"cell_type":"markdown","id":"fef373a9","metadata":{"papermill":{"duration":0.132753,"end_time":"2022-05-16T06:09:14.609815","exception":false,"start_time":"2022-05-16T06:09:14.477062","status":"completed"},"tags":[]},"source":["#### 5.2 Decision Tree Regression"]},{"cell_type":"code","execution_count":53,"id":"8c212d80","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:09:14.879273Z","iopub.status.busy":"2022-05-16T06:09:14.879005Z","iopub.status.idle":"2022-05-16T06:09:15.024389Z","shell.execute_reply":"2022-05-16T06:09:15.023182Z"},"papermill":{"duration":0.283751,"end_time":"2022-05-16T06:09:15.027143","exception":false,"start_time":"2022-05-16T06:09:14.743392","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["0.3741898389426611\n"]}],"source":["from sklearn.tree import DecisionTreeRegressor\n","dtr = DecisionTreeRegressor(min_samples_leaf=0.01)\n","\n","dtr.fit(X_train,y_train)\n","\n","# Predict the test ser\n","y_pred  = dtr.predict(X_test)\n","\n","# Evaluate the model performance\n","from sklearn.metrics import r2_score\n","\n","print(r2_score(y_test,y_pred))\n"]},{"cell_type":"markdown","id":"e29690d9","metadata":{"papermill":{"duration":0.133059,"end_time":"2022-05-16T06:09:15.297058","exception":false,"start_time":"2022-05-16T06:09:15.163999","status":"completed"},"tags":[]},"source":["#### 5.3 Random Forest Regressor"]},{"cell_type":"code","execution_count":54,"id":"2e57af5f","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:09:15.56831Z","iopub.status.busy":"2022-05-16T06:09:15.567623Z","iopub.status.idle":"2022-05-16T06:09:43.771072Z","shell.execute_reply":"2022-05-16T06:09:43.770096Z"},"papermill":{"duration":28.344251,"end_time":"2022-05-16T06:09:43.774674","exception":false,"start_time":"2022-05-16T06:09:15.430423","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["0.8809706960047533\n"]}],"source":["from sklearn.ensemble import RandomForestRegressor\n","rfr = RandomForestRegressor(n_estimators=650,random_state=245,min_samples_leaf=.0001)\n","rfr.fit(X_train,y_train)\n","\n","# Predict the test ser\n","y_pred  = rfr.predict(X_test)\n","\n","# Evaluate the model performance\n","from sklearn.metrics import r2_score\n","\n","print(r2_score(y_test,y_pred))"]},{"cell_type":"markdown","id":"82ed8ed5","metadata":{"papermill":{"duration":0.134867,"end_time":"2022-05-16T06:09:44.045252","exception":false,"start_time":"2022-05-16T06:09:43.910385","status":"completed"},"tags":[]},"source":["#### 5.4 Support vector Regressor"]},{"cell_type":"code","execution_count":55,"id":"8ab27c6d","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:09:44.313982Z","iopub.status.busy":"2022-05-16T06:09:44.313269Z","iopub.status.idle":"2022-05-16T06:09:58.271688Z","shell.execute_reply":"2022-05-16T06:09:58.271006Z"},"papermill":{"duration":14.094906,"end_time":"2022-05-16T06:09:58.273654","exception":false,"start_time":"2022-05-16T06:09:44.178748","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["0.24327610722747994\n"]}],"source":["from sklearn.svm import SVR\n","svr = SVR(kernel ='rbf')\n","\n","svr.fit(X_train, y_train)\n","\n","# predict the test set\n","y_pred = svr.predict(X_test)\n","\n","# Evaluate the performance\n","from sklearn.metrics import r2_score\n","r2 = r2_score(y_test, y_pred)\n","print(r2)"]},{"cell_type":"code","execution_count":null,"id":"f97b75d0","metadata":{"papermill":{"duration":0.134089,"end_time":"2022-05-16T06:09:58.541916","exception":false,"start_time":"2022-05-16T06:09:58.407827","status":"completed"},"tags":[]},"outputs":[],"source":[]},{"cell_type":"markdown","id":"81ddbd30","metadata":{"papermill":{"duration":0.134649,"end_time":"2022-05-16T06:09:58.810913","exception":false,"start_time":"2022-05-16T06:09:58.676264","status":"completed"},"tags":[]},"source":["#### 5.5 Extra tree Regressor"]},{"cell_type":"markdown","id":"42ff66e6","metadata":{"papermill":{"duration":0.16132,"end_time":"2022-05-16T06:09:59.107003","exception":false,"start_time":"2022-05-16T06:09:58.945683","status":"completed"},"tags":[]},"source":["Extra Trees is like a Random Forest, in that it builds multiple trees and splits nodes using random subsets of features, but with two key differences: it does not bootstrap observations (meaning it samples without replacement), and nodes are split on random splits, not best splits. So in summary, ExtraTrees:\n","\n"," - builds multiple trees with bootstrap = False by default, which means it samples without replacement.\n"," - nodes are split based on random splits among a random subset of the features selected at every node\n","\n","In Extra Trees, randomness doesn’t come from bootstrapping the data, but rather comes from the random splits of all observations. ExtraTrees is named for (Extremely Randomized Trees)."]},{"cell_type":"code","execution_count":56,"id":"074e6c98","metadata":{"execution":{"iopub.execute_input":"2022-05-16T06:09:59.379435Z","iopub.status.busy":"2022-05-16T06:09:59.378925Z","iopub.status.idle":"2022-05-16T06:10:02.419027Z","shell.execute_reply":"2022-05-16T06:10:02.418096Z"},"papermill":{"duration":3.178361,"end_time":"2022-05-16T06:10:02.421227","exception":false,"start_time":"2022-05-16T06:09:59.242866","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["0.933027981873644\n"]}],"source":["from sklearn.ensemble import ExtraTreesRegressor\n","etr = ExtraTreesRegressor(n_estimators = 120)\n","\n","etr.fit(X_train, y_train)\n","\n","# predict the test set\n","y_pred = etr.predict(X_test)\n","\n","# Evaluate the model performance\n","from sklearn.metrics import r2_score\n","r2 = r2_score(y_test,y_pred)\n","print(r2)"]},{"cell_type":"markdown","id":"9de70af4","metadata":{"papermill":{"duration":0.134862,"end_time":"2022-05-16T06:10:02.693436","exception":false,"start_time":"2022-05-16T06:10:02.558574","status":"completed"},"tags":[]},"source":["## 6. Conclusion :\n","\n","- From the analysis, __'Onesta'__, __'Empire Restaurant'__  & __'KFC'__ are the most famous restaurants in bangalore.\n","- Most Restaurants offer options for online order and delivery.\n","- Most restaurants don't offer table booking.\n","- From the analysis, most of the ratings are within 3.5 and 4.5.\n","- From the analysis. we can see that most of the restaurants located in '__Koramangala 5th Block__', '__BTM__' & '__Indiranagar__'.Then least restaurants are located  '__KR Puram__', '__Kanakapura__', '__Magadi Road__'.\n","\n","- __'Casual Dining'__, __'Quick Bites'__, __'Cafe'__, __'Dessert Parlor'__ are the most common types of  restaurant.And __'Food Court'__, __'Casual Dining'__, __'Dhaba'__ are the least common. \n","-  From the analysis, __pasta__ & __Pizza__ most famous food in bangalore restaurants. \n","- From the analysis, we can see that __North Indian__  Cuisines are most famous in bangalore restaurants. \n","-  Two main service types are __Delivery__ and __Dine-out__. \n","- From the analysis, we can see that   __'Onesta'__, __'Truffles'__ & __'Empire Restaurant'__ are  highly voted restaurants.\n","\n","- For the modeling part, i used __LinearRegression__, __DecisionTree Regressor__, __RandomForest Regressor__ , __Supprotvector Regressor__ & __ExtraTree Regressor__. From all these models __ExtraTree Regressor__ perform well compared to the other models.So i selected __ExtraTree Regressor__ for model creation.\n","\n"]},{"cell_type":"code","execution_count":null,"id":"03586b5e","metadata":{"papermill":{"duration":0.137448,"end_time":"2022-05-16T06:10:02.967215","exception":false,"start_time":"2022-05-16T06:10:02.829767","status":"completed"},"tags":[]},"outputs":[],"source":[]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.12"},"papermill":{"default_parameters":{},"duration":113.065759,"end_time":"2022-05-16T06:10:03.925893","environment_variables":{},"exception":null,"input_path":"__notebook__.ipynb","output_path":"__notebook__.ipynb","parameters":{},"start_time":"2022-05-16T06:08:10.860134","version":"2.3.4"}},"nbformat":4,"nbformat_minor":5}