{"cells":[{"cell_type":"markdown","metadata":{"id":"MtL3kbn8Ht-Q"},"source":["# **🤖 Data Analysis & Visualization**\n","### Yelp Restaurant Reviews — EDA, Sentiment, Random Forest & ARIMA"]},{"cell_type":"markdown","metadata":{"id":"oJYz9yynHt-R"},"source":["## **1.** 📦 Install required packages"]},{"cell_type":"code","execution_count":1,"metadata":{"id":"kTvh1d_BHt-R","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1777125148519,"user_tz":-120,"elapsed":7358,"user":{"displayName":"Enrico Ulivi","userId":"10821252388980440354"}},"outputId":"c77f386e-820f-44d7-b603-9062fb6d12dc"},"outputs":[{"output_type":"stream","name":"stdout","text":["Requirement already satisfied: pandas in /usr/local/lib/python3.12/dist-packages (2.2.2)\n","Requirement already satisfied: matplotlib in /usr/local/lib/python3.12/dist-packages (3.10.0)\n","Requirement already satisfied: seaborn in /usr/local/lib/python3.12/dist-packages (0.13.2)\n","Requirement already satisfied: numpy in /usr/local/lib/python3.12/dist-packages (2.0.2)\n","Requirement already satisfied: statsmodels in /usr/local/lib/python3.12/dist-packages (0.14.6)\n","Requirement already satisfied: scikit-learn in /usr/local/lib/python3.12/dist-packages (1.6.1)\n","Collecting vaderSentiment\n"," Downloading vaderSentiment-3.3.2-py2.py3-none-any.whl.metadata (572 bytes)\n","Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.12/dist-packages (from pandas) (2.9.0.post0)\n","Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.12/dist-packages (from pandas) (2025.2)\n","Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.12/dist-packages (from pandas) (2026.1)\n","Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (1.3.3)\n","Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (0.12.1)\n","Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (4.62.1)\n","Requirement already satisfied: kiwisolver>=1.3.1 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (1.5.0)\n","Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (26.0)\n","Requirement already satisfied: pillow>=8 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (11.3.0)\n","Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (3.3.2)\n","Requirement already satisfied: scipy!=1.9.2,>=1.8 in /usr/local/lib/python3.12/dist-packages (from statsmodels) (1.16.3)\n","Requirement already satisfied: patsy>=0.5.6 in /usr/local/lib/python3.12/dist-packages (from statsmodels) (1.0.2)\n","Requirement already satisfied: joblib>=1.2.0 in /usr/local/lib/python3.12/dist-packages (from scikit-learn) (1.5.3)\n","Requirement already satisfied: threadpoolctl>=3.1.0 in /usr/local/lib/python3.12/dist-packages (from scikit-learn) (3.6.0)\n","Requirement already satisfied: requests in /usr/local/lib/python3.12/dist-packages (from vaderSentiment) (2.32.4)\n","Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.12/dist-packages (from python-dateutil>=2.8.2->pandas) (1.17.0)\n","Requirement already satisfied: charset_normalizer<4,>=2 in /usr/local/lib/python3.12/dist-packages (from requests->vaderSentiment) (3.4.7)\n","Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.12/dist-packages (from requests->vaderSentiment) (3.11)\n","Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.12/dist-packages (from requests->vaderSentiment) (2.5.0)\n","Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.12/dist-packages (from requests->vaderSentiment) (2026.2.25)\n","Downloading vaderSentiment-3.3.2-py2.py3-none-any.whl (125 kB)\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m126.0/126.0 kB\u001b[0m \u001b[31m2.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hInstalling collected packages: vaderSentiment\n","Successfully installed vaderSentiment-3.3.2\n"]}],"source":["!pip install pandas matplotlib seaborn numpy statsmodels scikit-learn vaderSentiment"]},{"cell_type":"markdown","metadata":{"id":"9A0lwvkmHt-R"},"source":["## **2.** ✅ Load & inspect input datasets"]},{"cell_type":"markdown","metadata":{"id":"SRjfusehHt-R"},"source":["### *a. Initial setup*"]},{"cell_type":"code","execution_count":2,"metadata":{"id":"pfYbYlwfHt-S","executionInfo":{"status":"ok","timestamp":1777125153091,"user_tz":-120,"elapsed":4560,"user":{"displayName":"Enrico Ulivi","userId":"10821252388980440354"}}},"outputs":[],"source":["import pandas as pd\n","import numpy as np\n","import random\n","import warnings\n","import matplotlib.pyplot as plt\n","import matplotlib.dates as mdates\n","import seaborn as sns\n","\n","warnings.filterwarnings(\"ignore\")\n","random.seed(2025)\n","np.random.seed(2025)"]},{"cell_type":"markdown","metadata":{"id":"ovxGLneaHt-S"},"source":["### *b. Load the real Yelp reviews (output of Notebook 1)*"]},{"cell_type":"code","execution_count":3,"metadata":{"id":"DSmOvBrLHt-S","colab":{"base_uri":"https://localhost:8080/","height":224},"executionInfo":{"status":"ok","timestamp":1777125153707,"user_tz":-120,"elapsed":607,"user":{"displayName":"Enrico Ulivi","userId":"10821252388980440354"}},"outputId":"b676c080-124d-42c6-837a-8ebfe287bd05"},"outputs":[{"output_type":"stream","name":"stdout","text":["df_reviews: (19896, 8)\n"]},{"output_type":"execute_result","data":{"text/plain":[" yelp_url rating date \\\n","0 https://www.yelp.com/biz/sidney-dairy-barn-sidney 5 2022-01-22 \n","1 https://www.yelp.com/biz/sidney-dairy-barn-sidney 4 2022-06-26 \n","2 https://www.yelp.com/biz/sidney-dairy-barn-sidney 5 2021-08-07 \n","3 https://www.yelp.com/biz/sidney-dairy-barn-sidney 4 2016-07-28 \n","4 https://www.yelp.com/biz/sidney-dairy-barn-sidney 5 2015-06-23 \n","\n"," review_text \\\n","0 All I can say is they have very good ice cream... \n","1 Nice little local place for ice cream.My favor... \n","2 A delicious treat on a hot day! Staff was very... \n","3 This was great service and a fun crew! I got t... \n","4 This is one of my favorite places to get ice c... \n","\n"," restaurant year month sentiment_label \n","0 Sidney Dairy Barn Sidney 2022 2022-01 positive \n","1 Sidney Dairy Barn Sidney 2022 2022-06 positive \n","2 Sidney Dairy Barn Sidney 2021 2021-08 positive \n","3 Sidney Dairy Barn Sidney 2016 2016-07 positive \n","4 Sidney Dairy Barn Sidney 2015 2015-06 positive "],"text/html":["\n","
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yelp_urlratingdatereview_textrestaurantyearmonthsentiment_label
0https://www.yelp.com/biz/sidney-dairy-barn-sidney52022-01-22All I can say is they have very good ice cream...Sidney Dairy Barn Sidney20222022-01positive
1https://www.yelp.com/biz/sidney-dairy-barn-sidney42022-06-26Nice little local place for ice cream.My favor...Sidney Dairy Barn Sidney20222022-06positive
2https://www.yelp.com/biz/sidney-dairy-barn-sidney52021-08-07A delicious treat on a hot day! Staff was very...Sidney Dairy Barn Sidney20212021-08positive
3https://www.yelp.com/biz/sidney-dairy-barn-sidney42016-07-28This was great service and a fun crew! I got t...Sidney Dairy Barn Sidney20162016-07positive
4https://www.yelp.com/biz/sidney-dairy-barn-sidney52015-06-23This is one of my favorite places to get ice c...Sidney Dairy Barn Sidney20152015-06positive
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\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"df_reviews","summary":"{\n \"name\": \"df_reviews\",\n \"rows\": 19896,\n \"fields\": [\n {\n \"column\": \"yelp_url\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 49,\n \"samples\": [\n \"https://www.yelp.com/biz/melt-phoenix\",\n \"https://www.yelp.com/biz/the-peach-cobbler-factory-charlotte\",\n \"https://www.yelp.com/biz/ice-cream-social-madison\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"rating\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1,\n \"min\": 1,\n \"max\": 5,\n \"num_unique_values\": 5,\n \"samples\": [\n 4,\n 3,\n 1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"date\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": \"2005-06-24 00:00:00\",\n \"max\": \"2022-08-02 00:00:00\",\n \"num_unique_values\": 4396,\n \"samples\": [\n \"2021-05-25 00:00:00\",\n \"2017-05-07 00:00:00\",\n \"2018-06-30 00:00:00\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"review_text\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 19895,\n \"samples\": [\n \"Just realized I never wrote a review for Fatty Daddy's and this place definitely deserves one! I went here a few months back for some desert on my birthday and it was wonderful! It is a little hard to find as it's facing an odd direction in a small shopping plaza but it is a hidden gem. When you first walk in it's quite small with a few tables to sit down at (along with some tables outside) and it's super cute with bright fun colors inside. The lady who was working there was very nice and let us sample as many of the flavors as we wanted as it was our first time there. They have a lot of interesting flavors so I suggest trying a few that catch your eye. My favorites that I tried were the Cinnamon Toast Crunch and the Nutella. I decided on a cookie cup and got those two flavors and a red velvet macaroon, along with the toasted marshmallow on top. I wish I had taken a picture because it looked so yummy, but you can probably already tell by all of the pictures that everyone else has took. Everything about my cookie cup was delicious! The ice cream was of course wonderful, as well as the macaroon, but my favorite was the marshmallow. It was perfectly toasted and was slightly crispy on the outside and so gooey on the inside! I will definitely be coming back here and I can say with no hesitation that this is one of my new favorite ice cream places!\",\n \"All I can say about this place is... you must try a chocolate covered strawberry! They are huge and juicy and delicious! The baked goods look amazing and taste like a little slice of heaven. They have bakers next door baking to fill up the yummy treats for the store. You can't go wrong with the deliciousness from here!\",\n \"This place is the bomb.com. Those Yum-ee Buns will give you life! I am a huge fan of dessert. If I had it my way, I would eat dessert for breakfast, lunch, & dinner. When I stumbled upon this place, I couldn't believe they were serving ice cream in warm donuts (Yum-ee Buns). I mean what genius came up with this? But in all seriousness, this spot is probably one of the best dessert places I have been to in my life. The menu selection is huge & very unique! You can order anything from ice cream, milkshakes, Yum-ee Buns (they are huge!), macaron ice cream sandwiches, cookie dough pops, & so much more. You can even order ice cream with your favorite cereals mixed in! I ordered the Cookie Monster Yum-ee Bun with cookies & cream ice cream, oreos, & Cookie Crisp cereal. My husband ordered the Peanut Butter Galore Yum-ee Bun with chocolate ice cream, peanut butter drizzle, chocolate syrup, & Reese's cups. The Cookie Monster was absolutely delicious! I would highly recommend this if you are unsure of what to order or if it is your first time. The Yum-ee Bun is priced at $5.95 & each additional topping costs 50 cents. It's on the pricer side for dessert, but can easily be split between two people. I wish I would have known that before ordering my very own Yum-ee Bun! Expect a wait. When we arrived, the line was out the door. My husband & I waited about 25 minutes before we got our buns, but it was absolutely worth it. We will definitely be back in the future!\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"restaurant\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 49,\n \"samples\": [\n \"Melt Phoenix\",\n \"The Peach Cobbler Factory Charlotte\",\n \"Ice Cream Social Madison\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"year\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3,\n \"min\": 2005,\n \"max\": 2022,\n \"num_unique_values\": 18,\n \"samples\": [\n 2022,\n 2021,\n 2011\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"month\",\n \"properties\": {\n \"dtype\": \"object\",\n \"num_unique_values\": 191,\n \"samples\": [\n \"2009-08\",\n \"2014-04\",\n \"2009-02\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"sentiment_label\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"positive\",\n \"negative\",\n \"neutral\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"}},"metadata":{},"execution_count":3}],"source":["df_reviews = pd.read_csv(\"yelp_reviews_clean.csv\", parse_dates=[\"date\"])\n","\n","# Safety: recreate columns if CSV is missing them (e.g. using original Yelp file)\n","if \"restaurant\" not in df_reviews.columns:\n"," col = [c for c in df_reviews.columns if \"url\" in c.lower() or \"yelp\" in c.lower()]\n"," df_reviews[\"restaurant\"] = df_reviews[col[0]].str.split(\"/biz/\").str[-1] if col else \"unknown\"\n","if \"sentiment_label\" not in df_reviews.columns:\n"," df_reviews[\"sentiment_label\"] = df_reviews[\"rating\"].apply(\n"," lambda r: \"positive\" if r>=4 else (\"neutral\" if r==3 else \"negative\"))\n","\n","print(f\"df_reviews: {df_reviews.shape}\")\n","df_reviews.head()"]},{"cell_type":"markdown","metadata":{"id":"lf3v1TUoHt-S"},"source":["### *c. Load the synthetic venue features and monthly revenue (output of Notebook 1)*"]},{"cell_type":"code","execution_count":4,"metadata":{"id":"_a8WIt4lHt-S","colab":{"base_uri":"https://localhost:8080/","height":362},"executionInfo":{"status":"ok","timestamp":1777125153794,"user_tz":-120,"elapsed":84,"user":{"displayName":"Enrico Ulivi","userId":"10821252388980440354"}},"outputId":"3b5b9e9f-08a5-4063-8ce8-2fc4bb40dcd2"},"outputs":[{"output_type":"stream","name":"stdout","text":["df_venues: (49, 19)\n","df_revenue: (882, 4)\n","df_monthly: (18, 2)\n"]},{"output_type":"execute_result","data":{"text/plain":[" restaurant total_reviews avg_rating \\\n","0 85 C Bakery Cafe Las Vegas 2 427 3.688525 \n","1 Amélies French Bakery And Café Charlotte 11 2042 4.075906 \n","2 Batch Bakehouse Madison 205 4.643902 \n","3 Bouchon Bakery Las Vegas 10 1386 4.000000 \n","4 Caffé Bene Urbana 3 71 3.112676 \n","\n"," pct_positive pct_negative first_review last_review venue_type \\\n","0 0.641686 0.231850 2019-11-22 2022-07-26 Dessert Bar \n","1 0.768854 0.115083 2008-08-07 2022-07-23 Ice Cream Shop \n","2 0.936585 0.029268 2009-10-11 2022-07-08 Dessert Bar \n","3 0.751804 0.128427 2007-03-10 2022-07-26 Boba & Ice Cream \n","4 0.408451 0.338028 2014-04-24 2022-03-02 Boba & Ice Cream \n","\n"," city price_tier staff_count years_open monthly_footfall \\\n","0 Madison $ 5 5 801 \n","1 Madison $ 15 16 745 \n","2 Madison $$ 2 15 950 \n","3 Pittsburgh $$ 12 17 773 \n","4 Pittsburgh $$ 2 10 693 \n","\n"," delivery_available seating_capacity n_negative n_neutral n_positive \\\n","0 True 76 99 54 274 \n","1 False 80 235 237 1570 \n","2 False 57 6 7 192 \n","3 False 45 178 166 1042 \n","4 True 79 24 18 29 \n","\n"," label \n","0 0 \n","1 1 \n","2 1 \n","3 1 \n","4 0 "],"text/html":["\n","
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restauranttotal_reviewsavg_ratingpct_positivepct_negativefirst_reviewlast_reviewvenue_typecityprice_tierstaff_countyears_openmonthly_footfalldelivery_availableseating_capacityn_negativen_neutraln_positivelabel
085 C Bakery Cafe Las Vegas 24273.6885250.6416860.2318502019-11-222022-07-26Dessert BarMadison$55801True7699542740
1Amélies French Bakery And Café Charlotte 1120424.0759060.7688540.1150832008-08-072022-07-23Ice Cream ShopMadison$1516745False8023523715701
2Batch Bakehouse Madison2054.6439020.9365850.0292682009-10-112022-07-08Dessert BarMadison$$215950False57671921
3Bouchon Bakery Las Vegas 1013864.0000000.7518040.1284272007-03-102022-07-26Boba & Ice CreamPittsburgh$$1217773False4517816610421
4Caffé Bene Urbana 3713.1126760.4084510.3380282014-04-242022-03-02Boba & Ice CreamPittsburgh$$210693True792418290
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\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"df_venues","summary":"{\n \"name\": \"df_venues\",\n \"rows\": 49,\n \"fields\": [\n {\n \"column\": \"restaurant\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 49,\n \"samples\": [\n \"Donut Bar Las Vegas\",\n \"The Butterwood Bake Consortium Pittsburgh\",\n \"The Vegan Doughnut Company Lakewood 3\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"total_reviews\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 457,\n \"min\": 13,\n \"max\": 2042,\n \"num_unique_values\": 45,\n \"samples\": [\n 899,\n 1333,\n 548\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"avg_rating\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.45512935742719296,\n \"min\": 2.97984496124031,\n \"max\": 4.929133858267717,\n \"num_unique_values\": 49,\n \"samples\": [\n 4.2765625,\n 4.291497975708502,\n 4.797979797979798\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"pct_positive\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.145536990996856,\n \"min\": 0.3984496124031008,\n \"max\": 1.0,\n \"num_unique_values\": 49,\n \"samples\": [\n 0.80390625,\n 0.8259109311740891,\n 0.9696969696969696\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"pct_negative\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.09084066851767217,\n \"min\": 0.0,\n \"max\": 0.4007751937984496,\n \"num_unique_values\": 47,\n \"samples\": [\n 0.2468117029257314,\n 0.2264150943396226,\n 0.1432038834951456\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"first_review\",\n \"properties\": {\n \"dtype\": \"object\",\n \"num_unique_values\": 49,\n \"samples\": [\n \"2016-03-27\",\n \"2015-11-30\",\n \"2018-12-08\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"last_review\",\n \"properties\": {\n \"dtype\": \"object\",\n \"num_unique_values\": 26,\n \"samples\": [\n \"2022-03-27\",\n \"2022-07-28\",\n \"2022-07-26\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"venue_type\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 5,\n \"samples\": [\n \"Ice Cream Shop\",\n \"Bakery & Caf\\u00e9\",\n \"Boba & Ice Cream\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"city\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 8,\n \"samples\": [\n \"Pittsburgh\",\n \"Cleveland\",\n \"Madison\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"price_tier\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"$\",\n \"$$\",\n \"$$$\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"staff_count\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3,\n \"min\": 2,\n \"max\": 15,\n \"num_unique_values\": 10,\n \"samples\": [\n 6,\n 15,\n 3\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"years_open\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 4,\n \"min\": 2,\n \"max\": 19,\n \"num_unique_values\": 15,\n \"samples\": [\n 9,\n 19,\n 5\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"monthly_footfall\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 108,\n \"min\": 601,\n \"max\": 1120,\n \"num_unique_values\": 45,\n \"samples\": [\n 847,\n 1044,\n 828\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"delivery_available\",\n \"properties\": {\n \"dtype\": \"boolean\",\n \"num_unique_values\": 2,\n \"samples\": [\n false,\n true\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"seating_capacity\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 21,\n \"min\": 11,\n \"max\": 80,\n \"num_unique_values\": 33,\n \"samples\": [\n 42,\n 63\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"n_negative\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 93,\n \"min\": 0,\n \"max\": 517,\n \"num_unique_values\": 36,\n \"samples\": [\n 2,\n 80\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"n_neutral\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 67,\n \"min\": 0,\n \"max\": 292,\n \"num_unique_values\": 33,\n \"samples\": [\n 22,\n 43\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"n_positive\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 340,\n \"min\": 6,\n \"max\": 1570,\n \"num_unique_values\": 49,\n \"samples\": [\n 1029,\n 204\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"label\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 0,\n \"max\": 1,\n \"num_unique_values\": 2,\n \"samples\": [\n 1,\n 0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"}},"metadata":{},"execution_count":4}],"source":["df_venues = pd.read_csv(\"synthetic_venue_features.csv\")\n","df_revenue = pd.read_csv(\"synthetic_monthly_revenue.csv\")\n","df_monthly = pd.read_csv(\"synthetic_monthly_revenue_series.csv\", parse_dates=[\"month\"])\n","\n","print(f\"df_venues: {df_venues.shape}\")\n","print(f\"df_revenue: {df_revenue.shape}\")\n","print(f\"df_monthly: {df_monthly.shape}\")\n","df_venues.head()"]},{"cell_type":"markdown","metadata":{"id":"YJRVm9DdHt-S"},"source":["### *d. Quality check on all datasets*"]},{"cell_type":"code","execution_count":5,"metadata":{"id":"zwSVzvFlHt-S","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1777125154049,"user_tz":-120,"elapsed":254,"user":{"displayName":"Enrico Ulivi","userId":"10821252388980440354"}},"outputId":"feee23e1-441a-4713-c06f-de252e186384"},"outputs":[{"output_type":"stream","name":"stdout","text":["\n","🔍 Quality Check: Yelp Reviews\n","================================\n"," Shape : (19896, 8)\n"," Missing vals : 0 total\n"," Duplicates : 0\n"," Columns : ['yelp_url', 'rating', 'date', 'review_text', 'restaurant', 'year', 'month', 'sentiment_label']\n"]},{"output_type":"display_data","data":{"text/plain":[" count unique \\\n","yelp_url 19896 49 \n","rating 19896.0 NaN \n","date 19896 NaN \n","review_text 19896 19895 \n","restaurant 19896 49 \n","year 19896.0 NaN \n","month 19896 191 \n","sentiment_label 19896 3 \n","\n"," top freq \\\n","yelp_url https://www.yelp.com/biz/am%C3%A9lies-french-b... 2042 \n","rating NaN NaN \n","date NaN NaN \n","review_text #ERROR! 2 \n","restaurant Amélies French Bakery And Café Charlotte 11 2042 \n","year NaN NaN \n","month 2019-12 282 \n","sentiment_label positive 15330 \n","\n"," mean min \\\n","yelp_url NaN NaN \n","rating 4.13083 1.0 \n","date 2017-08-27 13:56:05.500603136 2005-06-24 00:00:00 \n","review_text NaN NaN \n","restaurant NaN NaN \n","year 2017.171743 2005.0 \n","month NaN NaN \n","sentiment_label NaN NaN \n","\n"," 25% 50% \\\n","yelp_url NaN NaN \n","rating 4.0 5.0 \n","date 2015-10-11 12:00:00 2017-12-31 00:00:00 \n","review_text NaN NaN \n","restaurant NaN NaN \n","year 2015.0 2017.0 \n","month NaN NaN \n","sentiment_label NaN NaN \n","\n"," 75% max std \n","yelp_url NaN NaN NaN \n","rating 5.0 5.0 1.200746 \n","date 2019-11-17 00:00:00 2022-08-02 00:00:00 NaN \n","review_text NaN NaN NaN \n","restaurant NaN NaN NaN \n","year 2019.0 2022.0 3.04633 \n","month NaN NaN NaN \n","sentiment_label NaN NaN NaN "],"text/html":["\n","
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countuniquetopfreqmeanmin25%50%75%maxstd
yelp_url1989649https://www.yelp.com/biz/am%C3%A9lies-french-b...2042NaNNaNNaNNaNNaNNaNNaN
rating19896.0NaNNaNNaN4.130831.04.05.05.05.01.200746
date19896NaNNaNNaN2017-08-27 13:56:05.5006031362005-06-24 00:00:002015-10-11 12:00:002017-12-31 00:00:002019-11-17 00:00:002022-08-02 00:00:00NaN
review_text1989619895#ERROR!2NaNNaNNaNNaNNaNNaNNaN
restaurant1989649Amélies French Bakery And Café Charlotte 112042NaNNaNNaNNaNNaNNaNNaN
year19896.0NaNNaNNaN2017.1717432005.02015.02017.02019.02022.03.04633
month198961912019-12282NaNNaNNaNNaNNaNNaNNaN
sentiment_label198963positive15330NaNNaNNaNNaNNaNNaNNaN
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\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","summary":"{\n \"name\": \"quality_check(df_monthly, \\\"Monthly Revenue Series\\\")\",\n \"rows\": 8,\n \"fields\": [\n {\n \"column\": \"count\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": \"19896\",\n \"max\": \"19896\",\n \"num_unique_values\": 1,\n \"samples\": [\n \"19896\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"unique\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 3,\n \"max\": 19895,\n \"num_unique_values\": 4,\n \"samples\": [\n 19895\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"top\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 5,\n \"samples\": [\n \"#ERROR!\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"freq\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": \"2\",\n \"max\": \"15330\",\n \"num_unique_values\": 4,\n \"samples\": [\n \"2\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"mean\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": \"1970-01-01 00:00:00.000000004\",\n \"max\": \"2017-08-27 13:56:05.500603136\",\n \"num_unique_values\": 3,\n \"samples\": [\n 4.130830317651789\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"min\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": \"1970-01-01 00:00:00.000000001\",\n \"max\": \"2005-06-24 00:00:00\",\n \"num_unique_values\": 3,\n \"samples\": [\n 1.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"25%\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": \"1970-01-01 00:00:00.000000004\",\n \"max\": \"2015-10-11 12:00:00\",\n \"num_unique_values\": 3,\n \"samples\": [\n 4.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"50%\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": \"1970-01-01 00:00:00.000000005\",\n \"max\": \"2017-12-31 00:00:00\",\n \"num_unique_values\": 3,\n \"samples\": [\n 5.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"75%\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": \"1970-01-01 00:00:00.000000005\",\n \"max\": \"2019-11-17 00:00:00\",\n \"num_unique_values\": 3,\n \"samples\": [\n 5.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"max\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": \"1970-01-01 00:00:00.000000005\",\n \"max\": \"2022-08-02 00:00:00\",\n \"num_unique_values\": 3,\n \"samples\": [\n 5.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"std\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 1.2007463684410395,\n \"max\": 3.04633031227361,\n \"num_unique_values\": 2,\n \"samples\": [\n 3.04633031227361\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["\n","🔍 Quality Check: Synthetic Venues\n","====================================\n"," Shape : (49, 19)\n"," Missing vals : 0 total\n"," Duplicates : 0\n"," Columns : ['restaurant', 'total_reviews', 'avg_rating', 'pct_positive', 'pct_negative', 'first_review', 'last_review', 'venue_type', 'city', 'price_tier', 'staff_count', 'years_open', 'monthly_footfall', 'delivery_available', 'seating_capacity', 'n_negative', 'n_neutral', 'n_positive', 'label']\n"]},{"output_type":"display_data","data":{"text/plain":[" count unique top freq \\\n","restaurant 49 49 85 C Bakery Cafe Las Vegas 2 1 \n","total_reviews 49.0 NaN NaN NaN \n","avg_rating 49.0 NaN NaN NaN \n","pct_positive 49.0 NaN NaN NaN \n","pct_negative 49.0 NaN NaN NaN \n","first_review 49 49 2019-11-22 1 \n","last_review 49 26 2022-07-26 7 \n","venue_type 49 5 Dessert Bar 15 \n","city 49 8 Scottsdale 13 \n","price_tier 49 3 $$ 27 \n","staff_count 49.0 NaN NaN NaN \n","years_open 49.0 NaN NaN NaN \n","monthly_footfall 49.0 NaN NaN NaN \n","delivery_available 49 2 False 25 \n","seating_capacity 49.0 NaN NaN NaN \n","n_negative 49.0 NaN NaN NaN \n","n_neutral 49.0 NaN NaN NaN \n","n_positive 49.0 NaN NaN NaN \n","label 49.0 NaN NaN NaN \n","\n"," mean std min 25% 50% \\\n","restaurant NaN NaN NaN NaN NaN \n","total_reviews 406.040816 457.416338 13.0 97.0 247.0 \n","avg_rating 4.236705 0.455129 2.979845 4.0 4.303075 \n","pct_positive 0.80465 0.145537 0.39845 0.751804 0.833333 \n","pct_negative 0.109031 0.090841 0.0 0.04157 0.08502 \n","first_review NaN NaN NaN NaN NaN \n","last_review NaN NaN NaN NaN NaN \n","venue_type NaN NaN NaN NaN NaN \n","city NaN NaN NaN NaN NaN \n","price_tier NaN NaN NaN NaN NaN \n","staff_count 4.163265 3.448109 2.0 2.0 2.0 \n","years_open 9.938776 4.784559 2.0 6.0 9.0 \n","monthly_footfall 842.897959 108.531341 601.0 773.0 843.0 \n","delivery_available NaN NaN NaN NaN NaN \n","seating_capacity 47.959184 21.412573 11.0 33.0 46.0 \n","n_negative 50.959184 93.667177 0.0 5.0 21.0 \n","n_neutral 42.22449 67.766531 0.0 6.0 14.0 \n","n_positive 312.857143 340.907612 6.0 71.0 204.0 \n","label 0.755102 0.434483 0.0 1.0 1.0 \n","\n"," 75% max \n","restaurant NaN NaN \n","total_reviews 486.0 2042.0 \n","avg_rating 4.56351 4.929134 \n","pct_positive 0.912281 1.0 \n","pct_negative 0.143204 0.400775 \n","first_review NaN NaN \n","last_review NaN NaN \n","venue_type NaN NaN \n","city NaN NaN \n","price_tier NaN NaN \n","staff_count 5.0 15.0 \n","years_open 15.0 19.0 \n","monthly_footfall 882.0 1120.0 \n","delivery_available NaN NaN \n","seating_capacity 69.0 80.0 \n","n_negative 52.0 517.0 \n","n_neutral 43.0 292.0 \n","n_positive 391.0 1570.0 \n","label 1.0 1.0 "],"text/html":["\n","
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countuniquetopfreqmeanstdmin25%50%75%max
restaurant494985 C Bakery Cafe Las Vegas 21NaNNaNNaNNaNNaNNaNNaN
total_reviews49.0NaNNaNNaN406.040816457.41633813.097.0247.0486.02042.0
avg_rating49.0NaNNaNNaN4.2367050.4551292.9798454.04.3030754.563514.929134
pct_positive49.0NaNNaNNaN0.804650.1455370.398450.7518040.8333330.9122811.0
pct_negative49.0NaNNaNNaN0.1090310.0908410.00.041570.085020.1432040.400775
first_review49492019-11-221NaNNaNNaNNaNNaNNaNNaN
last_review49262022-07-267NaNNaNNaNNaNNaNNaNNaN
venue_type495Dessert Bar15NaNNaNNaNNaNNaNNaNNaN
city498Scottsdale13NaNNaNNaNNaNNaNNaNNaN
price_tier493$$27NaNNaNNaNNaNNaNNaNNaN
staff_count49.0NaNNaNNaN4.1632653.4481092.02.02.05.015.0
years_open49.0NaNNaNNaN9.9387764.7845592.06.09.015.019.0
monthly_footfall49.0NaNNaNNaN842.897959108.531341601.0773.0843.0882.01120.0
delivery_available492False25NaNNaNNaNNaNNaNNaNNaN
seating_capacity49.0NaNNaNNaN47.95918421.41257311.033.046.069.080.0
n_negative49.0NaNNaNNaN50.95918493.6671770.05.021.052.0517.0
n_neutral49.0NaNNaNNaN42.2244967.7665310.06.014.043.0292.0
n_positive49.0NaNNaNNaN312.857143340.9076126.071.0204.0391.01570.0
label49.0NaNNaNNaN0.7551020.4344830.01.01.01.01.0
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\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","summary":"{\n \"name\": \"quality_check(df_monthly, \\\"Monthly Revenue Series\\\")\",\n \"rows\": 19,\n \"fields\": [\n {\n \"column\": \"count\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": \"49\",\n \"max\": \"49\",\n \"num_unique_values\": 1,\n \"samples\": [\n \"49\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"unique\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 2,\n \"max\": 49,\n \"num_unique_values\": 6,\n \"samples\": [\n 49\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"top\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 7,\n \"samples\": [\n \"85 C Bakery Cafe Las Vegas 2\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"freq\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": \"1\",\n \"max\": \"27\",\n \"num_unique_values\": 6,\n \"samples\": [\n \"1\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"mean\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 0.10903128565969147,\n \"max\": 842.8979591836735,\n \"num_unique_values\": 12,\n \"samples\": [\n 312.85714285714283\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"std\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 0.09084066851767217,\n \"max\": 457.4163383971467,\n \"num_unique_values\": 12,\n \"samples\": [\n 340.9076121180048\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"min\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 0.0,\n \"max\": 601.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 2.97984496124031\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"25%\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 0.0415704387990762,\n \"max\": 773.0,\n \"num_unique_values\": 11,\n \"samples\": [\n 6.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"50%\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 0.0850202429149797,\n \"max\": 843.0,\n \"num_unique_values\": 12,\n \"samples\": [\n 204.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"75%\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 0.1432038834951456,\n \"max\": 882.0,\n \"num_unique_values\": 12,\n \"samples\": [\n 391.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"max\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 0.4007751937984496,\n \"max\": 2042.0,\n \"num_unique_values\": 11,\n \"samples\": [\n 19.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["\n","🔍 Quality Check: Monthly Revenue Series\n","==========================================\n"," Shape : (18, 2)\n"," Missing vals : 0 total\n"," Duplicates : 0\n"," Columns : ['month', 'total_revenue']\n"]},{"output_type":"display_data","data":{"text/plain":[" count mean min \\\n","month 18 2025-06-16 14:40:00 2024-10-01 00:00:00 \n","total_revenue 18.0 1256336.888889 1141275.0 \n","\n"," 25% 50% 75% \\\n","month 2025-02-08 00:00:00 2025-06-16 00:00:00 2025-10-24 06:00:00 \n","total_revenue 1187673.5 1256907.5 1328115.0 \n","\n"," max std \n","month 2026-03-01 00:00:00 NaN \n","total_revenue 1396122.0 89402.32209 "],"text/html":["\n","
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countmeanmin25%50%75%maxstd
month182025-06-16 14:40:002024-10-01 00:00:002025-02-08 00:00:002025-06-16 00:00:002025-10-24 06:00:002026-03-01 00:00:00NaN
total_revenue18.01256336.8888891141275.01187673.51256907.51328115.01396122.089402.32209
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Initialise VADER*"]},{"cell_type":"code","execution_count":6,"metadata":{"id":"-8H-47D1Ht-T","executionInfo":{"status":"ok","timestamp":1777125154100,"user_tz":-120,"elapsed":45,"user":{"displayName":"Enrico Ulivi","userId":"10821252388980440354"}}},"outputs":[],"source":["from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer\n","analyzer = SentimentIntensityAnalyzer()"]},{"cell_type":"markdown","metadata":{"id":"gWxua1HfHt-T"},"source":["### *b. Define the scoring function*"]},{"cell_type":"code","execution_count":7,"metadata":{"id":"fysMJb2xHt-T","executionInfo":{"status":"ok","timestamp":1777125154101,"user_tz":-120,"elapsed":2,"user":{"displayName":"Enrico Ulivi","userId":"10821252388980440354"}}},"outputs":[],"source":["def get_vader_sentiment(text):\n"," if pd.isna(text) or str(text).strip() == \"\":\n"," return \"neutral\"\n"," score = analyzer.polarity_scores(str(text))[\"compound\"]\n"," if score >= 0.05:\n"," return \"positive\"\n"," elif score <= -0.05:\n"," return \"negative\"\n"," else:\n"," return 'neutral'"]},{"cell_type":"markdown","metadata":{"id":"qSmkv-RKHt-T"},"source":["### *c. Apply VADER to the review text column*"]},{"cell_type":"code","execution_count":8,"metadata":{"id":"jiHMAXLYHt-T","colab":{"base_uri":"https://localhost:8080/","height":387},"executionInfo":{"status":"ok","timestamp":1777125186014,"user_tz":-120,"elapsed":31913,"user":{"displayName":"Enrico Ulivi","userId":"10821252388980440354"}},"outputId":"e8d486b2-fd01-4679-bfbe-9ab3e9d4f37c"},"outputs":[{"output_type":"stream","name":"stdout","text":["vader_sentiment\n","positive 18171\n","negative 1533\n","neutral 192\n","Name: count, dtype: int64\n"]},{"output_type":"execute_result","data":{"text/plain":[" restaurant rating sentiment_label vader_sentiment \\\n","0 Sidney Dairy Barn Sidney 5 positive positive \n","1 Sidney Dairy Barn Sidney 4 positive positive \n","2 Sidney Dairy Barn Sidney 5 positive positive \n","3 Sidney Dairy Barn Sidney 4 positive positive \n","4 Sidney Dairy Barn Sidney 5 positive positive \n","5 Sidney Dairy Barn Sidney 5 positive positive \n","6 Sidney Dairy Barn Sidney 1 negative neutral \n","7 Sidney Dairy Barn Sidney 5 positive positive \n","\n"," review_text \n","0 All I can say is they have very good ice cream... \n","1 Nice little local place for ice cream.My favor... \n","2 A delicious treat on a hot day! Staff was very... \n","3 This was great service and a fun crew! I got t... \n","4 This is one of my favorite places to get ice c... \n","5 I've been coming to this ice cream stand since... \n","6 The soft-serve is way too sweet and has a stra... \n","7 My husband and I stopped here on the way back ... "],"text/html":["\n","
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restaurantratingsentiment_labelvader_sentimentreview_text
0Sidney Dairy Barn Sidney5positivepositiveAll I can say is they have very good ice cream...
1Sidney Dairy Barn Sidney4positivepositiveNice little local place for ice cream.My favor...
2Sidney Dairy Barn Sidney5positivepositiveA delicious treat on a hot day! Staff was very...
3Sidney Dairy Barn Sidney4positivepositiveThis was great service and a fun crew! I got t...
4Sidney Dairy Barn Sidney5positivepositiveThis is one of my favorite places to get ice c...
5Sidney Dairy Barn Sidney5positivepositiveI've been coming to this ice cream stand since...
6Sidney Dairy Barn Sidney1negativeneutralThe soft-serve is way too sweet and has a stra...
7Sidney Dairy Barn Sidney5positivepositiveMy husband and I stopped here on the way back ...
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\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","summary":"{\n \"name\": \"df_reviews[[\\\"restaurant\\\", \\\"rating\\\", \\\"sentiment_label\\\", \\\"vader_sentiment\\\", \\\"review_text\\\"]]\",\n \"rows\": 8,\n \"fields\": [\n {\n \"column\": \"restaurant\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 1,\n \"samples\": [\n \"Sidney Dairy Barn Sidney\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"rating\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1,\n \"min\": 1,\n \"max\": 5,\n \"num_unique_values\": 3,\n \"samples\": [\n 5\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"sentiment_label\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"negative\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"vader_sentiment\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"neutral\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"review_text\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 8,\n \"samples\": [\n \"Nice little local place for ice cream.My favorite is their pumpkin shake ( Fall season special).( My Sweetness tolerance is low) Their LARGE SIZE ice cream usually seems too sweet after having ice cream for a while. But love their pina colada. So refreshing. Their Banana Split is good too.\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"}},"metadata":{},"execution_count":8}],"source":["df_reviews[\"vader_sentiment\"] = df_reviews[\"review_text\"].apply(get_vader_sentiment)\n","\n","# Create sentiment_label from star rating if not already present\n","if \"sentiment_label\" not in df_reviews.columns:\n"," def get_sentiment(rating):\n"," if rating >= 4: return \"positive\"\n"," elif rating == 3: return \"neutral\"\n"," else: return \"negative\"\n"," df_reviews[\"sentiment_label\"] = df_reviews[\"rating\"].apply(get_sentiment)\n","\n","print(df_reviews[\"vader_sentiment\"].value_counts())\n","df_reviews[[\"restaurant\", \"rating\", \"sentiment_label\", \"vader_sentiment\", \"review_text\"]].head(8)"]},{"cell_type":"markdown","metadata":{"id":"C5vrlwnmHt-T"},"source":["### *d. Agreement rate — does VADER agree with the star rating?*"]},{"cell_type":"code","execution_count":9,"metadata":{"id":"RdRokK2BHt-T","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1777125186024,"user_tz":-120,"elapsed":9,"user":{"displayName":"Enrico Ulivi","userId":"10821252388980440354"}},"outputId":"7fdf5139-ba4e-47c4-801e-eed955ab9415"},"outputs":[{"output_type":"stream","name":"stdout","text":["✅ VADER agrees with star-based label in 80.3% of reviews\n"]}],"source":["df_reviews[\"agree\"] = df_reviews[\"sentiment_label\"] == df_reviews[\"vader_sentiment\"]\n","agreement = df_reviews[\"agree\"].mean()\n","print(f\"✅ VADER agrees with star-based label in {agreement:.1%} of reviews\")"]},{"cell_type":"markdown","metadata":{"id":"PCuEb_NLHt-T"},"source":["## **4.** 📊 Exploratory Data Analysis (EDA)"]},{"cell_type":"markdown","metadata":{"id":"3O5yD4ZbHt-T"},"source":["### *a. Set up output folders (for Hugging Face dashboard)*"]},{"cell_type":"code","execution_count":10,"metadata":{"id":"kRD0eeSmHt-T","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1777125186025,"user_tz":-120,"elapsed":6,"user":{"displayName":"Enrico Ulivi","userId":"10821252388980440354"}},"outputId":"1580ec22-6e46-48d5-f1d6-bdf368e7d2cf"},"outputs":[{"output_type":"stream","name":"stdout","text":["✅ Output folders ready\n"]}],"source":["from pathlib import Path\n","\n","ART_DIR = Path(\"artifacts\")\n","PY_FIG = ART_DIR / \"py\" / \"figures\"\n","PY_TAB = ART_DIR / \"py\" / \"tables\"\n","for p in [PY_FIG, PY_TAB]:\n"," p.mkdir(parents=True, exist_ok=True)\n","print(\"✅ Output folders ready\")"]},{"cell_type":"markdown","metadata":{"id":"j_GQlkX5Ht-T"},"source":["### *b. Rating distribution across all reviews*"]},{"cell_type":"code","execution_count":11,"metadata":{"id":"4QKl-odVHt-T","colab":{"base_uri":"https://localhost:8080/","height":507},"executionInfo":{"status":"ok","timestamp":1777125186422,"user_tz":-120,"elapsed":399,"user":{"displayName":"Enrico Ulivi","userId":"10821252388980440354"}},"outputId":"f4bc3967-c1d7-4622-8385-b347b5bfc85e"},"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}],"source":["fig, ax = plt.subplots(figsize=(8, 5))\n","rating_counts = df_reviews[\"rating\"].value_counts().sort_index()\n","colors = [\"#e74c3c\",\"#e67e22\",\"#f1c40f\",\"#2ecc71\",\"#27ae60\"]\n","bars = ax.bar(rating_counts.index, rating_counts.values, color=colors, edgecolor=\"white\", linewidth=0.8)\n","for bar, val in zip(bars, rating_counts.values):\n"," ax.text(bar.get_x() + bar.get_width()/2, bar.get_height() + 50,\n"," f\"{val:,}\", ha=\"center\", va=\"bottom\", fontsize=10, fontweight=\"bold\")\n","ax.set_title(\"⭐ Rating Distribution — All Yelp Reviews\", fontsize=14, fontweight=\"bold\")\n","ax.set_xlabel(\"Star Rating\")\n","ax.set_ylabel(\"Number of Reviews\")\n","ax.set_xticks([1,2,3,4,5])\n","sns.despine()\n","plt.tight_layout()\n","plt.savefig(PY_FIG / \"rating_distribution.png\", dpi=150)\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"zlI7MEoUHt-U"},"source":["### *c. Average rating per restaurant (top & bottom 10)*"]},{"cell_type":"code","execution_count":12,"metadata":{"id":"F-Wt_oexHt-U","colab":{"base_uri":"https://localhost:8080/","height":607},"executionInfo":{"status":"ok","timestamp":1777125187283,"user_tz":-120,"elapsed":860,"user":{"displayName":"Enrico Ulivi","userId":"10821252388980440354"}},"outputId":"7b2a0e23-bffe-4789-bfe0-5444e36b351a"},"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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= (\n"," df_reviews.groupby(\"restaurant\")[\"rating\"]\n"," .agg([\"mean\",\"count\"])\n"," .reset_index()\n"," .rename(columns={\"mean\":\"avg_rating\",\"count\":\"n_reviews\"})\n"," .query(\"n_reviews >= 50\")\n"," .sort_values(\"avg_rating\")\n",")\n","\n","fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n","\n","# Bottom 10\n","bottom10 = avg_by_rest.head(10)\n","axes[0].barh(bottom10[\"restaurant\"].str[:30], bottom10[\"avg_rating\"], color=\"#e74c3c\", edgecolor=\"white\")\n","axes[0].set_title(\"⬇️ Bottom 10 Restaurants by Avg Rating\", fontweight=\"bold\")\n","axes[0].set_xlabel(\"Average Rating\")\n","axes[0].set_xlim(0, 5)\n","\n","# Top 10\n","top10 = avg_by_rest.tail(10)\n","axes[1].barh(top10[\"restaurant\"].str[:30], top10[\"avg_rating\"], color=\"#27ae60\", edgecolor=\"white\")\n","axes[1].set_title(\"⬆️ Top 10 Restaurants by Avg Rating\", fontweight=\"bold\")\n","axes[1].set_xlabel(\"Average Rating\")\n","axes[1].set_xlim(0, 5)\n","\n","for ax in axes:\n"," sns.despine(ax=ax)\n","plt.tight_layout()\n","plt.savefig(PY_FIG / \"top_bottom_restaurants.png\", dpi=150)\n","plt.show()\n","avg_by_rest.to_csv(PY_TAB / \"avg_rating_by_restaurant.csv\", index=False)"]},{"cell_type":"markdown","metadata":{"id":"SKW2o8rxHt-U"},"source":["### *d. Sentiment label distribution (positive / neutral / negative)*"]},{"cell_type":"code","execution_count":13,"metadata":{"id":"uzjqBqYbHt-U","colab":{"base_uri":"https://localhost:8080/","height":507},"executionInfo":{"status":"ok","timestamp":1777125187457,"user_tz":-120,"elapsed":173,"user":{"displayName":"Enrico Ulivi","userId":"10821252388980440354"}},"outputId":"1a50aeed-e814-45a2-f5ae-78d6fd206843"},"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}],"source":["fig, ax = plt.subplots(figsize=(7, 5))\n","sent_counts = df_reviews[\"sentiment_label\"].value_counts()\n","palette = {\"positive\":\"#27ae60\",\"neutral\":\"#f39c12\",\"negative\":\"#e74c3c\"}\n","bars = ax.bar(sent_counts.index, sent_counts.values,\n"," color=[palette[s] for s in sent_counts.index], edgecolor=\"white\")\n","for bar, val in zip(bars, sent_counts.values):\n"," ax.text(bar.get_x() + bar.get_width()/2, bar.get_height() + 80,\n"," f\"{val:,} ({val/len(df_reviews):.1%})\", ha=\"center\", va=\"bottom\", fontsize=10, fontweight=\"bold\")\n","ax.set_title(\"💬 Sentiment Label Distribution\", fontsize=14, fontweight=\"bold\")\n","ax.set_ylabel(\"Reviews\")\n","sns.despine()\n","plt.tight_layout()\n","plt.savefig(PY_FIG / \"sentiment_distribution.png\", dpi=150)\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"SGEVmQe5Ht-U"},"source":["### *e. Reviews over time — are people reviewing more or less?*"]},{"cell_type":"code","execution_count":14,"metadata":{"id":"3TGBy5SlHt-U","colab":{"base_uri":"https://localhost:8080/","height":507},"executionInfo":{"status":"ok","timestamp":1777125188014,"user_tz":-120,"elapsed":556,"user":{"displayName":"Enrico Ulivi","userId":"10821252388980440354"}},"outputId":"4237f4d2-3005-4206-c5f5-2222bc91b153"},"outputs":[{"output_type":"display_data","data":{"text/plain":["
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AAAAANv9P+QCy394JsaDAAAAAElFTkSuQmCC\n"},"metadata":{}}],"source":["monthly_count = (\n"," df_reviews.dropna(subset=[\"date\"])\n"," .groupby(df_reviews[\"date\"].dt.to_period(\"Y\"))\n"," .size()\n"," .reset_index(name=\"n_reviews\")\n",")\n","monthly_count[\"date\"] = monthly_count[\"date\"].dt.to_timestamp()\n","\n","fig, ax = plt.subplots(figsize=(12, 5))\n","ax.fill_between(monthly_count[\"date\"], monthly_count[\"n_reviews\"], alpha=0.3, color=\"#3498db\")\n","ax.plot(monthly_count[\"date\"], monthly_count[\"n_reviews\"], color=\"#3498db\", linewidth=2)\n","ax.set_title(\"📅 Number of Yelp Reviews Per Year\", fontsize=14, fontweight=\"bold\")\n","ax.set_xlabel(\"Year\")\n","ax.set_ylabel(\"Number of Reviews\")\n","ax.xaxis.set_major_formatter(mdates.DateFormatter(\"%Y\"))\n","sns.despine()\n","plt.tight_layout()\n","plt.savefig(PY_FIG / \"reviews_over_time.png\", dpi=150)\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"hkIciNpTHt-U"},"source":["### *f. Stacked sentiment by restaurant (top 15 by volume)*"]},{"cell_type":"code","execution_count":15,"metadata":{"id":"eIvJXkXJHt-U","colab":{"base_uri":"https://localhost:8080/","height":807},"executionInfo":{"status":"ok","timestamp":1777125188719,"user_tz":-120,"elapsed":704,"user":{"displayName":"Enrico Ulivi","userId":"10821252388980440354"}},"outputId":"a47fdc63-c9b3-4771-ae85-cb528b08375b"},"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}],"source":["top15 = df_reviews[\"restaurant\"].value_counts().head(15).index\n","df_top15 = df_reviews[df_reviews[\"restaurant\"].isin(top15)]\n","\n","pivot = (\n"," df_top15.groupby([\"restaurant\",\"sentiment_label\"])\n"," .size()\n"," .unstack(fill_value=0)\n"," [[\"positive\",\"neutral\",\"negative\"]]\n",")\n","pivot_pct = pivot.div(pivot.sum(axis=1), axis=0)\n","pivot_pct.index = pivot_pct.index.str[:28]\n","pivot_pct = pivot_pct.sort_values(\"positive\", ascending=True)\n","\n","fig, ax = plt.subplots(figsize=(10, 8))\n","pivot_pct.plot.barh(stacked=True, ax=ax,\n"," color={\"positive\":\"#27ae60\",\"neutral\":\"#f39c12\",\"negative\":\"#e74c3c\"})\n","ax.set_title(\"💬 Sentiment Mix — Top 15 Restaurants (% of reviews)\", fontsize=13, fontweight=\"bold\")\n","ax.set_xlabel(\"Share of Reviews\")\n","ax.legend(title=\"Sentiment\", bbox_to_anchor=(1, 0.5), loc=\"center left\")\n","sns.despine()\n","plt.tight_layout()\n","plt.savefig(PY_FIG / \"sentiment_by_restaurant.png\", dpi=150)\n","plt.show()\n","pivot.reset_index().to_csv(PY_TAB / \"sentiment_counts_by_restaurant.csv\", index=False)"]},{"cell_type":"markdown","metadata":{"id":"Eh6wQvWGHt-U"},"source":["## **5.** 🔮 ARIMA revenue forecasting\n","We use ARIMA to forecast the next 6 months of total revenue across all venues — the same technique as in the blueprint, adapted to our synthetic revenue series."]},{"cell_type":"markdown","metadata":{"id":"qfaxTyVDHt-U"},"source":["### *a. Import ARIMA dependencies*"]},{"cell_type":"code","execution_count":29,"metadata":{"id":"3xlVHSdWHt-U","executionInfo":{"status":"ok","timestamp":1777125800911,"user_tz":-120,"elapsed":10,"user":{"displayName":"Enrico Ulivi","userId":"10821252388980440354"}}},"outputs":[],"source":["import statsmodels.api as sm\n","from itertools import product"]},{"cell_type":"markdown","metadata":{"id":"rKCU2Z8uHt-U"},"source":["### *b. Auto-select the best ARIMA (p,d,q) parameters*"]},{"cell_type":"code","execution_count":30,"metadata":{"id":"-lN8Q7JLHt-U","executionInfo":{"status":"ok","timestamp":1777125800957,"user_tz":-120,"elapsed":38,"user":{"displayName":"Enrico Ulivi","userId":"10821252388980440354"}}},"outputs":[],"source":["def find_best_arima(series, p_range=(0,3), d_range=(0,2), q_range=(0,1)):\n"," best_aic = float(\"inf\")\n"," best_order = (1, 1, 0)\n"," best_model = None\n"," for p, d, q in product(range(*[r+1 for r in p_range]),\n"," range(*[r+1 for r in d_range]),\n"," range(*[r+1 for r in q_range])):\n"," try:\n"," m = sm.tsa.ARIMA(series, order=(p, d, q)).fit()\n"," if m.aic < best_aic:\n"," best_aic, best_order, best_model = m.aic, (p, d, q), m\n"," except:\n"," continue\n"," print(f\" Best ARIMA order: {best_order} | AIC: {best_aic:.1f}\")\n"," return best_order, best_model"]},{"cell_type":"markdown","metadata":{"id":"t4DFwpFYHt-V"},"source":["### *c. Fit model on total monthly revenue and forecast 6 months ahead*"]},{"cell_type":"code","execution_count":43,"metadata":{"id":"BrssngoJHt-V","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1777126070180,"user_tz":-120,"elapsed":4411,"user":{"displayName":"Enrico Ulivi","userId":"10821252388980440354"}},"outputId":"247bf226-b9a6-4c71-95a6-cff1559422c8"},"outputs":[{"output_type":"stream","name":"stdout","text":["Fitting ARIMA on monthly revenue series...\n"]},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.12/dist-packages/statsmodels/tsa/base/tsa_model.py:473: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n"," self._init_dates(dates, freq)\n","/usr/local/lib/python3.12/dist-packages/statsmodels/tsa/base/tsa_model.py:473: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n"," self._init_dates(dates, freq)\n","/usr/local/lib/python3.12/dist-packages/statsmodels/tsa/base/tsa_model.py:473: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n"," self._init_dates(dates, freq)\n","/usr/local/lib/python3.12/dist-packages/statsmodels/tsa/base/tsa_model.py:473: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n"," self._init_dates(dates, freq)\n","/usr/local/lib/python3.12/dist-packages/statsmodels/tsa/base/tsa_model.py:473: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n"," self._init_dates(dates, freq)\n","/usr/local/lib/python3.12/dist-packages/statsmodels/tsa/base/tsa_model.py:473: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n"," self._init_dates(dates, freq)\n","/usr/local/lib/python3.12/dist-packages/statsmodels/tsa/base/tsa_model.py:473: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n"," self._init_dates(dates, freq)\n","/usr/local/lib/python3.12/dist-packages/statsmodels/tsa/base/tsa_model.py:473: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n"," self._init_dates(dates, freq)\n","/usr/local/lib/python3.12/dist-packages/statsmodels/tsa/base/tsa_model.py:473: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n"," self._init_dates(dates, freq)\n","/usr/local/lib/python3.12/dist-packages/statsmodels/tsa/base/tsa_model.py:473: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n"," self._init_dates(dates, freq)\n","/usr/local/lib/python3.12/dist-packages/statsmodels/tsa/base/tsa_model.py:473: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n"," self._init_dates(dates, freq)\n","/usr/local/lib/python3.12/dist-packages/statsmodels/tsa/base/tsa_model.py:473: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n"," self._init_dates(dates, freq)\n","/usr/local/lib/python3.12/dist-packages/statsmodels/tsa/base/tsa_model.py:473: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n"," self._init_dates(dates, freq)\n","/usr/local/lib/python3.12/dist-packages/statsmodels/tsa/base/tsa_model.py:473: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n"," self._init_dates(dates, freq)\n","/usr/local/lib/python3.12/dist-packages/statsmodels/tsa/base/tsa_model.py:473: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n"," self._init_dates(dates, freq)\n","/usr/local/lib/python3.12/dist-packages/statsmodels/tsa/base/tsa_model.py:473: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n"," self._init_dates(dates, freq)\n","/usr/local/lib/python3.12/dist-packages/statsmodels/tsa/base/tsa_model.py:473: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n"," self._init_dates(dates, freq)\n","/usr/local/lib/python3.12/dist-packages/statsmodels/tsa/base/tsa_model.py:473: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n"," self._init_dates(dates, freq)\n"]},{"output_type":"stream","name":"stdout","text":[" Best ARIMA order: (1, 2, 1) | AIC: 374.4\n"]},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["✅ Forecast saved\n"]}],"source":["series = df_monthly.set_index(\"month\")[\"total_revenue\"].astype(float)\n","\n","print(\"Fitting ARIMA on monthly revenue series...\")\n","best_order, best_model = find_best_arima(series)\n","\n","forecast = best_model.get_forecast(steps=6)\n","forecast_idx = pd.date_range(start=series.index[-1] + pd.DateOffset(months=1), periods=6, freq=\"MS\")\n","fc_mean = forecast.predicted_mean\n","fc_ci = forecast.conf_int()\n","\n","plot_forecast_idx = pd.DatetimeIndex([series.index[-1]]).append(forecast_idx)\n","\n","plot_fc_mean = np.insert(fc_mean.values, 0, series.values[-1])\n","\n","lower_ci = np.insert(fc_ci.iloc[:, 0].values, 0, series.values[-1])\n","upper_ci = np.insert(fc_ci.iloc[:, 1].values, 0, series.values[-1])\n","\n","fig, ax = plt.subplots(figsize=(13, 6))\n","\n","ax.plot(series.index, series.values, color=\"#2980b9\", linewidth=2, label=\"Observed revenue\")\n","\n","ax.plot(plot_forecast_idx, plot_fc_mean, color=\"#e67e22\", linewidth=2.5, linestyle=\"--\", label=\"ARIMA forecast\")\n","\n","ax.fill_between(plot_forecast_idx, lower_ci, upper_ci, alpha=0.25, color=\"#e67e22\", label=\"95% CI\")\n","\n","ax.axvline(series.index[-1], color=\"gray\", linestyle=\":\", linewidth=1.5)\n","ax.set_title(\"📈 ARIMA — Monthly Revenue Forecast (next 6 months)\", fontsize=14, fontweight=\"bold\")\n","ax.set_xlabel(\"Month\")\n","ax.set_ylabel(\"Total Revenue ($)\")\n","ax.xaxis.set_major_formatter(mdates.DateFormatter(\"%b %Y\"))\n","plt.xticks(rotation=45)\n","ax.legend()\n","sns.despine()\n","plt.tight_layout()\n","plt.show()\n","\n","fc_df = pd.DataFrame({\"month\": forecast_idx, \"forecasted_revenue\": fc_mean.values})\n","fc_df.to_csv(PY_TAB / \"arima_forecast.csv\", index=False)\n","print(\"✅ Forecast saved\")"]},{"cell_type":"markdown","metadata":{"id":"A0-DyMKTHt-V"},"source":["### *d. Per-restaurant revenue trend (top 5 venues)*"]},{"cell_type":"code","execution_count":32,"metadata":{"id":"2WbyNYuuHt-V","colab":{"base_uri":"https://localhost:8080/","height":607},"executionInfo":{"status":"ok","timestamp":1777125802819,"user_tz":-120,"elapsed":662,"user":{"displayName":"Enrico Ulivi","userId":"10821252388980440354"}},"outputId":"49a3c45e-de05-4ef2-f878-be52ae4db9f2"},"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}],"source":["top5 = df_reviews[\"restaurant\"].value_counts().head(5).index.tolist()\n","df_rev_top5 = df_revenue[df_revenue[\"restaurant\"].isin(top5)].copy()\n","df_rev_top5[\"month\"] = pd.to_datetime(df_rev_top5[\"month\"])\n","\n","fig, ax = plt.subplots(figsize=(13, 6))\n","palette = sns.color_palette(\"tab10\", 5)\n","for i, rest in enumerate(top5):\n"," sub = df_rev_top5[df_rev_top5[\"restaurant\"]==rest].sort_values(\"month\")\n"," ax.plot(sub[\"month\"], sub[\"monthly_revenue\"], label=rest[:28], color=palette[i], linewidth=2)\n","ax.set_title(\"💰 Synthetic Monthly Revenue — Top 5 Restaurants\", fontsize=14, fontweight=\"bold\")\n","ax.set_xlabel(\"Month\"); ax.set_ylabel(\"Revenue ($)\")\n","ax.xaxis.set_major_formatter(mdates.DateFormatter(\"%b %Y\"))\n","plt.xticks(rotation=45)\n","ax.legend(bbox_to_anchor=(1,0.5), loc=\"center left\", fontsize=9)\n","sns.despine(); plt.tight_layout()\n","plt.savefig(PY_FIG / \"revenue_trends_top5.png\", dpi=150)\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"jP6WHxCrHt-V"},"source":["## **6.** 🏷️ Rule-based management decision\n","A simple decision engine — if a venue has a high volume of negative reviews and low average revenue, recommend an intervention."]},{"cell_type":"markdown","metadata":{"id":"uURrWLReHt-V"},"source":["### *a. Merge venue stats with revenue*"]},{"cell_type":"code","execution_count":33,"metadata":{"id":"6GM_SK72Ht-V","colab":{"base_uri":"https://localhost:8080/","height":206},"executionInfo":{"status":"ok","timestamp":1777125802822,"user_tz":-120,"elapsed":2,"user":{"displayName":"Enrico Ulivi","userId":"10821252388980440354"}},"outputId":"b138fe41-cf57-40b3-ba28-8d2d045b844b"},"outputs":[{"output_type":"execute_result","data":{"text/plain":[" restaurant avg_rating pct_positive \\\n","0 85 C Bakery Cafe Las Vegas 2 3.688525 0.641686 \n","1 Amélies French Bakery And Café Charlotte 11 4.075906 0.768854 \n","2 Batch Bakehouse Madison 4.643902 0.936585 \n","3 Bouchon Bakery Las Vegas 10 4.000000 0.751804 \n","4 Caffé Bene Urbana 3 3.112676 0.408451 \n","\n"," pct_negative total_reviews avg_monthly_revenue \n","0 0.231850 427 16277.722222 \n","1 0.115083 2042 37069.944444 \n","2 0.029268 205 22632.111111 \n","3 0.128427 1386 33127.388889 \n","4 0.338028 71 17475.888889 "],"text/html":["\n","
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restaurantavg_ratingpct_positivepct_negativetotal_reviewsavg_monthly_revenue
085 C Bakery Cafe Las Vegas 23.6885250.6416860.23185042716277.722222
1Amélies French Bakery And Café Charlotte 114.0759060.7688540.115083204237069.944444
2Batch Bakehouse Madison4.6439020.9365850.02926820522632.111111
3Bouchon Bakery Las Vegas 104.0000000.7518040.128427138633127.388889
4Caffé Bene Urbana 33.1126760.4084510.3380287117475.888889
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Define the intervention decision function*"]},{"cell_type":"code","execution_count":34,"metadata":{"id":"0bGA1ZpGHt-W","executionInfo":{"status":"ok","timestamp":1777125802824,"user_tz":-120,"elapsed":1,"user":{"displayName":"Enrico Ulivi","userId":"10821252388980440354"}}},"outputs":[],"source":["def management_decision(row):\n"," if row[\"avg_rating\"] >= 4.2 and row[\"pct_positive\"] >= 0.7:\n"," return \"⬆️ Invest & Expand\"\n"," elif row[\"avg_rating\"] <= 3.0 and row[\"pct_negative\"] >= 0.3:\n"," return \"⚠️ Urgent Review Needed\"\n"," elif row[\"pct_negative\"] >= 0.2 and row[\"avg_monthly_revenue\"] < 10_000:\n"," return \"📉 Reduce Costs\"\n"," else:\n"," return \"✅ Monitor & Maintain\"\n"]},{"cell_type":"markdown","metadata":{"id":"R17yIOkOHt-W"},"source":["### *c. Apply the function and inspect results*"]},{"cell_type":"code","execution_count":35,"metadata":{"id":"ND6mrE5XHt-W","colab":{"base_uri":"https://localhost:8080/","height":467},"executionInfo":{"status":"ok","timestamp":1777125802843,"user_tz":-120,"elapsed":18,"user":{"displayName":"Enrico Ulivi","userId":"10821252388980440354"}},"outputId":"e034106f-8da5-4c42-ec49-d2e0b38310cd"},"outputs":[{"output_type":"stream","name":"stdout","text":["action\n","⬆️ Invest & Expand 32\n","✅ Monitor & Maintain 14\n","📉 Reduce Costs 2\n","⚠️ Urgent Review Needed 1\n","Name: count, dtype: int64\n"]},{"output_type":"execute_result","data":{"text/plain":[" restaurant avg_rating pct_positive \\\n","0 85 C Bakery Cafe Las Vegas 2 3.688525 0.641686 \n","1 Amélies French Bakery And Café Charlotte 11 4.075906 0.768854 \n","2 Batch Bakehouse Madison 4.643902 0.936585 \n","3 Bouchon Bakery Las Vegas 10 4.000000 0.751804 \n","4 Caffé Bene Urbana 3 3.112676 0.408451 \n","5 Campbells Sweets Factory Cleveland 4.468354 0.898734 \n","6 Carlos Bakery Las Vegas 3 2.979845 0.398450 \n","7 Chocolate Shoppe Ice Cream Madison 2 4.210191 0.821656 \n","8 Churn Homemade Ice Cream And Coffee Pittsburgh 4.631579 0.947368 \n","9 Churn Phoenix 3 4.404155 0.876298 \n","\n"," pct_negative total_reviews avg_monthly_revenue action \n","0 0.231850 427 16277.722222 ✅ Monitor & Maintain \n","1 0.115083 2042 37069.944444 ✅ Monitor & Maintain \n","2 0.029268 205 22632.111111 ⬆️ Invest & Expand \n","3 0.128427 1386 33127.388889 ✅ Monitor & Maintain \n","4 0.338028 71 17475.888889 ✅ Monitor & Maintain \n","5 0.063291 79 30917.333333 ⬆️ Invest & Expand \n","6 0.400775 1290 5395.444444 ⚠️ Urgent Review Needed \n","7 0.089172 157 33954.944444 ⬆️ Invest & Expand \n","8 0.052632 19 30945.055556 ⬆️ Invest & Expand \n","9 0.044381 1059 24101.388889 ⬆️ Invest & Expand "],"text/html":["\n","
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restaurantavg_ratingpct_positivepct_negativetotal_reviewsavg_monthly_revenueaction
085 C Bakery Cafe Las Vegas 23.6885250.6416860.23185042716277.722222✅ Monitor & Maintain
1Amélies French Bakery And Café Charlotte 114.0759060.7688540.115083204237069.944444✅ Monitor & Maintain
2Batch Bakehouse Madison4.6439020.9365850.02926820522632.111111⬆️ Invest & Expand
3Bouchon Bakery Las Vegas 104.0000000.7518040.128427138633127.388889✅ Monitor & Maintain
4Caffé Bene Urbana 33.1126760.4084510.3380287117475.888889✅ Monitor & Maintain
5Campbells Sweets Factory Cleveland4.4683540.8987340.0632917930917.333333⬆️ Invest & Expand
6Carlos Bakery Las Vegas 32.9798450.3984500.40077512905395.444444⚠️ Urgent Review Needed
7Chocolate Shoppe Ice Cream Madison 24.2101910.8216560.08917215733954.944444⬆️ Invest & Expand
8Churn Homemade Ice Cream And Coffee Pittsburgh4.6315790.9473680.0526321930945.055556⬆️ Invest & Expand
9Churn Phoenix 34.4041550.8762980.044381105924101.388889⬆️ Invest & Expand
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\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"df_decision","summary":"{\n \"name\": \"df_decision\",\n \"rows\": 49,\n \"fields\": [\n {\n \"column\": \"restaurant\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 49,\n \"samples\": [\n \"Donut Bar Las Vegas\",\n \"The Butterwood Bake Consortium Pittsburgh\",\n \"The Vegan Doughnut Company Lakewood 3\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"avg_rating\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.45512935742719296,\n \"min\": 2.97984496124031,\n \"max\": 4.929133858267717,\n \"num_unique_values\": 49,\n \"samples\": [\n 4.2765625,\n 4.291497975708502,\n 4.797979797979798\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"pct_positive\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.145536990996856,\n \"min\": 0.3984496124031008,\n \"max\": 1.0,\n \"num_unique_values\": 49,\n \"samples\": [\n 0.80390625,\n 0.8259109311740891,\n 0.9696969696969696\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"pct_negative\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.09084066851767217,\n \"min\": 0.0,\n \"max\": 0.4007751937984496,\n \"num_unique_values\": 47,\n \"samples\": [\n 0.2468117029257314,\n 0.2264150943396226,\n 0.1432038834951456\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"total_reviews\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 457,\n \"min\": 13,\n \"max\": 2042,\n \"num_unique_values\": 45,\n \"samples\": [\n 899,\n 1333,\n 548\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"avg_monthly_revenue\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 9313.267469770912,\n \"min\": 5395.444444444444,\n \"max\": 39139.22222222222,\n \"num_unique_values\": 49,\n \"samples\": [\n 35637.333333333336,\n 35099.72222222222,\n 29735.277777777777\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"action\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 4,\n \"samples\": [\n \"\\u2b06\\ufe0f Invest & Expand\",\n \"\\ud83d\\udcc9 Reduce Costs\",\n \"\\u2705 Monitor & Maintain\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"}},"metadata":{},"execution_count":35}],"source":["df_decision[\"action\"] = df_decision.apply(management_decision, axis=1)\n","print(df_decision[\"action\"].value_counts())\n","df_decision.sort_values(\"avg_rating\").to_csv(PY_TAB / \"management_decisions.csv\", index=False)\n","df_decision.head(10)"]},{"cell_type":"markdown","metadata":{"id":"qrH8uhwxHt-W"},"source":["### *d. Visualise the decision distribution*"]},{"cell_type":"code","execution_count":36,"metadata":{"id":"KrgyqfwoHt-W","colab":{"base_uri":"https://localhost:8080/","height":507},"executionInfo":{"status":"ok","timestamp":1777125803122,"user_tz":-120,"elapsed":268,"user":{"displayName":"Enrico Ulivi","userId":"10821252388980440354"}},"outputId":"864825a8-97b4-41d4-9e7d-16b984413e22"},"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}],"source":["fig, ax = plt.subplots(figsize=(8,5))\n","counts = df_decision[\"action\"].value_counts()\n","colors_map = {\n"," \"⬆️ Invest & Expand\":\"#27ae60\",\n"," \"⚠️ Urgent Review Needed\":\"#e74c3c\",\n"," \"📉 Reduce Costs\":\"#e67e22\",\n"," \"✅ Monitor & Maintain\":\"#3498db\",\n","}\n","bar_colors = [colors_map.get(a,\"#95a5a6\") for a in counts.index]\n","ax.barh(counts.index, counts.values, color=bar_colors, edgecolor=\"white\")\n","ax.set_title(\"🏷️ Management Decision per Venue\", fontsize=13, fontweight=\"bold\")\n","ax.set_xlabel(\"Number of Venues\")\n","sns.despine(); plt.tight_layout()\n","plt.savefig(PY_FIG / \"management_decisions.png\", dpi=150)\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"GE5J6ynQHt-W"},"source":["## **7.** 🤖 Random Forest Classification\n","Can we *predict* whether a venue will be high-rated (≥4 stars) based on its profile — without looking at the rating itself? This is the core ML task."]},{"cell_type":"markdown","metadata":{"id":"XHgSDELFHt-W"},"source":["### *a. Prepare features and target*"]},{"cell_type":"code","execution_count":37,"metadata":{"id":"eWdfYpnFHt-W","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1777125803125,"user_tz":-120,"elapsed":4,"user":{"displayName":"Enrico Ulivi","userId":"10821252388980440354"}},"outputId":"54c631fd-1db3-4460-d791-bf677be79c8f"},"outputs":[{"output_type":"stream","name":"stdout","text":["Dataset for ML: 49 venues | 37 high-rated | 12 low-rated\n"]}],"source":["from sklearn.ensemble import RandomForestClassifier\n","from sklearn.model_selection import train_test_split\n","from sklearn.metrics import classification_report, confusion_matrix, ConfusionMatrixDisplay\n","from sklearn.preprocessing import LabelEncoder\n","\n","df_ml = df_venues.copy()\n","\n","# Target: 1 = high-rated (avg ≥ 4), 0 = low-rated\n","df_ml[\"label\"] = (df_ml[\"avg_rating\"] >= 4).astype(int)\n","\n","# Features — drop identifiers and the raw rating\n","FEATURES = [\"total_reviews\",\"pct_positive\",\"pct_negative\",\n"," \"monthly_footfall\",\"staff_count\",\"years_open\",\"seating_capacity\"]\n","\n","# Keep only rows with all features present\n","df_ml = df_ml.dropna(subset=FEATURES + [\"label\"])\n","\n","X = df_ml[FEATURES]\n","y = df_ml[\"label\"]\n","\n","print(f\"Dataset for ML: {X.shape[0]} venues | {y.sum()} high-rated | {(y==0).sum()} low-rated\")"]},{"cell_type":"markdown","metadata":{"id":"41OnGADEHt-W"},"source":["### *b. Split into train/test and train the Random Forest*"]},{"cell_type":"code","execution_count":38,"metadata":{"id":"qwRB3m94Ht-W","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1777125803418,"user_tz":-120,"elapsed":288,"user":{"displayName":"Enrico Ulivi","userId":"10821252388980440354"}},"outputId":"b2e8bdb9-ed32-47b1-ca43-b15ceea61c95"},"outputs":[{"output_type":"stream","name":"stdout","text":[" precision recall f1-score support\n","\n"," Low-rated 1.00 0.60 0.75 5\n"," High-rated 0.80 1.00 0.89 8\n","\n"," accuracy 0.85 13\n"," macro avg 0.90 0.80 0.82 13\n","weighted avg 0.88 0.85 0.84 13\n","\n"]}],"source":["X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.25, random_state=2025)\n","\n","rf = RandomForestClassifier(n_estimators=200, max_depth=5, random_state=2025)\n","rf.fit(X_train, y_train)\n","\n","y_pred = rf.predict(X_test)\n","print(classification_report(y_test, y_pred, target_names=[\"Low-rated\",\"High-rated\"]))"]},{"cell_type":"markdown","metadata":{"id":"nvJQHtKAHt-W"},"source":["### *c. Confusion matrix*"]},{"cell_type":"code","execution_count":39,"metadata":{"id":"og_MIGVvHt-X","colab":{"base_uri":"https://localhost:8080/","height":507},"executionInfo":{"status":"ok","timestamp":1777125803682,"user_tz":-120,"elapsed":253,"user":{"displayName":"Enrico Ulivi","userId":"10821252388980440354"}},"outputId":"62fd5890-266a-4aa1-a9de-c21747f9dd89"},"outputs":[{"output_type":"display_data","data":{"text/plain":["
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nKQLQWL58uV5TmOM0X333af4+Hj9+OOPOnnypNt/uh988MFll5nzfZ89e1abN292Xu/YscM563Bp26KW80xDjx49nG0wLwcOHHCeh4SEaOLEibr77rvVqlUrt1tjc7Ldfq/mbz506FD9+OOPkv4vVH322Wd68803red1rbhsgSLn7e2tF154Qb169ZJ0YWPfvHmzGjdurJo1azrtVq9erblz5yowMFDjxo27plOCOd1///3OF/v8+OOPeuKJJ9SpUyd98803WrhwYZ7TdO/e3dnpTZs2TRUrVlTTpk21ZMkSbdiwwWmX86BSkpQrV04dOnTQkiVLJElPPvmkUlNTFRwcrPHjx+vs2bOSLgSCdu3aFWieLpdLPXr00NixYyVJ3bp109ChQ1W/fn2lpaVp//79+u6777R06VKdPHlSkjRgwAAlJyfrnnvuUbVq1RQYGKgff/zRCQzGGJ07d05lypRRcHCwXC6XczCfOHGibrvtNnl4eDinz4tL8+bN1bt3b+d7HqZMmaKkpCR1795dVapU0bFjx7R+/XrNmTNHM2bMUNWqVdWtWzdNmjRJxhht27ZNPXr0UJcuXfTTTz+5fUFR9+7di6zumjVrysvLS5mZmTp37pweeOABtW3bVgsXLtSePXvynKZVq1aKiopS8+bNFRYWplKlSrkFjfT09Msus2HDhmrSpIlzkHv44Yc1atQoeXp6un2JUv369d3O6BS1bt266bfffpMxRj169Lhs25z7paNHj2rMmDFq1qyZPvroI61evTrPaYp6+/3iiy80adIkSVJYWJgWLlyou+66S2fPntVzzz2n6Ojo6/vle0XcpwI3gOtxq+b58+dN9erVnXEXbys6ffq0qVmzZq5OQJUrVzZRUVF5dmS63L3lyqezUdeuXfPsYBgZGZlnh8mC3Ko5evToAi07NjbWGZ7z9srLdWbLT2Hfqvnll19a1XPmzBkTExNz2fWS82+f8xbHvB7t27d3m3/z5s3z7BBWEmRkZJi+ffte8b0vWbLEmaYgt2qeP3/eaX812/blOkwaY0zv3r1zLdflcpmbb745z+lyfibyekyYMOGK9f7888+XvVUzJCQk31s1L/2+lfw+P/nJq8Pk5eTXYfKhhx7Kc1ts3bp1vuv7SttvzmXld/txXn/nlJQUZ326XC6zYsUKY4wxU6ZMcdrWrVvXnD59+orrp7Bw2QLXRalSpTRkyBDn9SeffKJt27apTJky+uqrr9SpUycFBwcrMDBQ7du317p161SpUqVCW358fLzi4uJUvXp1lS5dWpGRkXrzzTfdLqHk5OnpqcWLF2vWrFmKjo5WUFCQvLy8VLFiRbVv316rVq3SCy+8UGj1FYXKlStr48aNGjVqlBo1aqQyZcqodOnSqlGjhnr27KnNmzfr7rvvtpqnr6+vVq1apXfffVcxMTEKDg6Wl5eXKlWqpKZNm2rAgAFuv63x8MMPq1evXmrQoIFCQkLk6ekpPz8/NW7cWC+99JI+/PBDt/nPnTtX7dq1K7LOgNfCy8tLU6ZM0caNG/X444+rbt268vf3l7e3t2rUqKG2bdtq+vTpbh0dBw0apDVr1qhz586qXLmyvLy8FBgYqJYtW+qdd97RZ599plKlShVp3RMmTFDv3r0VEhIiHx8f/elPf9Lnn3+u+++/P8/2Q4cO1QMPPKBatWqpbNmy8vT0VHBwsGJiYjR37lwNGDDgisusV6+etm3bpmeffVZRUVHy8fGRj4+P6tSpo/79+2vbtm0l/ivqZ8yYoWeeeUZVq1aVr6+vbr/9di1btkx//vOf852mKLZfY4xiY2P122+/SbrwTaf33HOP8/zimcOdO3eqf//+hbbcK3H9/6SDP7B9+/apVatWV/xti5L8C28AgOuHMw8AAMAKHSYh6cKtSZfr/RseHn4dqwEAlGRctgAAAFa4bAEAAKwQHgAAgBXCAwAAsEKHyRtcdna2Dh8+rICAgCL7ilsAwB+DMUanTp1SWFhYrq/czonwcIM7fPiwqlWrVtxlAAB+Rw4cOKCqVavmO57wcIO7+E1mYz/9Vr5++f/QC/BHV6dcyfvWSqCkOZ12Sp3uaHDFb8kkPNzgLl6q8PXzl68/O0cgP37+ZYu7BOCGcaXL4HSYBAAAVggPAADACuEBAABYITwAAAArhAcAAGCF8AAAAKwQHgAAgBXCAwAAsEJ4AAAAVggPAADACuEBAABYITwAAAArhAcAAGCF8AAAAKwQHgAAgBXCAwAAsEJ4AAAAVggPAADACuEBAABYITwAAAArhAcAAGCF8AAAAKwQHgAAgBXCAwAAsEJ4AAAAVggPAADACuEBAABYITwAAAArhAcAAGCF8AAAAKwQHgAAgBXCAwAAsEJ4AAAAVggPAADACuEBAABYITwAAAArhAcAAGCF8AAAAKwQHgAAgBXCAwAAsEJ4AAAAVggPAADACuEBAABYITwAAAArhAcAAGCF8AAAAKwQHgAAgBXCAwAAsEJ4AAAAVggPAADACuEBAABYITwAAAArhAcAAGCF8AAAAKwQHgAAgBXCAwAAsEJ4AAAAVggPAADACuEBAABYITwAAAArhAcAAGCF8AAAAKwQHgAAgBXCAwAAsEJ4AAAAVggPAADACuEBAABYITwAAAArhAcAAGCF8AAAAKwQHgAAgBXCAwAAsEJ4AAAAVggPAADACuEBAABYITwAAAArhAcAAGCF8AAAAKwQHgAAgBXCAwAAsEJ4AAAAVggPAADACuEBAABYITwAAAArhAcAAGCF8AAAAKwQHgAAgBXCAwAAsEJ4AAAAVggPAADACuEBAABYITwAAAArXsVdAPB78fXazUpcu0XHjp6UJIWGhuiv97bQzfVrFnNlQMnx/pK1WvfDTu0/dETepUupXp1qevzRe1QtrEJxlwYLnHkoQfbt2yeXy6UtW7YUdym4CuWCAtShU7SGPN9Ng5//h+pEheudt5fo8OH/FndpQImxbcc+tW9zm94a87hefzFWWVnZGjx6js6mny/u0mChRIWH7t27q2PHjsVdhhUO+LiowS21VL9BTVWsVE6VKgWrfcfW8vYurX17Dhd3aUCJ8doLsWob00Q1qlXSTTVCNfjJzvrtv6n6lc/JDaVEhYeS5Px5UjCuXnZ2tjZu2Knz5zMUUTOsuMsBSqzTZ9IlSQH+vsVcCWzcMOFh7dq1uu222+Tt7a3Q0FANHTpUmZmZkqSlS5cqKChIWVlZkqQtW7bI5XJp6NChzvS9evXSo48+mu/84+Li1KhRI82YMUMRERHy8fGRJC1fvlytWrVSUFCQQkJCdO+99yo5OdmZLiIiQpLUuHFjuVwuxcTEOONmzJihunXrysfHR1FRUXr77bfdlvnDDz+ocePG8vHxUbNmzbR58+ZrW0kodocOHdGApyep/5MTNH/eSvXu01GhYeWLuyygRMrOztaU+GWqH1ldEdUrFXc5sHBDhIdDhw6pXbt2uvXWW7V161ZNnTpVM2fO1OjRoyVJrVu31qlTp5yD79q1a1W+fHklJCQ481i7dq3bgT0vu3fv1qJFi7R48WLnMsTp06c1cOBAbdy4UatXr5aHh4c6deqk7OxsSRcCgCStWrVKKSkpWrx4sSRp3rx5GjFihMaMGaOdO3fqlVde0fDhwzVnzhxJUlpamu69917Vq1dPmzZtUlxcnAYNGnTFdXHu3DmdPHnS7YGSo1KlYA17MVbPDX1UraMbaW78MqXQ5wHI0+SZS7XvwG968ZkuxV0KLN0Qd1u8/fbbqlatmt566y25XC5FRUXp8OHDGjJkiEaMGKHAwEA1atRICQkJatasmRISEjRgwACNGjVKaWlpSk1N1e7duxUdHX3Z5Zw/f17vvfeeKlT4v16/f//7393azJo1SxUqVNCOHTtUv359p21ISIgqV67stBs5cqTGjx+vzp07S7pwhmLHjh165513FBsbq/fff1/Z2dmaOXOmfHx8dPPNN+vgwYP65z//edkaX331VY0aNcpq/eH68fLyVMWK5SRJ1cMr63/2pWjNV5v0yKNtirkyoGSZPHOpvvsxSRNH9VKFkMDiLgeWbogzDzt37lTz5s3lcrmcYS1btlRaWpoOHjwoSYqOjlZCQoKMMUpMTFTnzp1Vt25drVu3TmvXrlVYWJhq164tSfL393ceffr0ceYZHh7uFhwk6ddff9XDDz+smjVrqmzZsqpRo4Ykaf/+/fnWe/r0aSUnJ6tnz55uyxo9erRzyWPnzp1q2LChc3lEkpo3b37FdTFs2DClpqY6jwMHDlxxGhQfY6TMzKziLgMoMYwxmjxzqdb9sEPjRjym0P8ftnFjuSHOPBRETEyMZs2apa1bt6pUqVKKiopSTEyMEhISdPz4cbezDjnvjChbtqzz3M/PL9d877vvPoWHh2v69OkKCwtTdna26tevf9kOlWlpaZKk6dOn6/bbb3cb5+npebVvUZLk7e0tb2/va5oHisYnS75WvZsjFBxcVunnzmvjDzv16679evLpB4q7NKDEmDxzqVav26aXBz+iMr6ldezEKUmSXxkfeZcuVczVoaBuiPBQt25dLVq0SMYY5+zD+vXrFRAQoKpVq0r6v34PEydOdIJCTEyMXnvtNR0/flzPPvusM79atWoVaLlHjx5VUlKSpk+frtatW0uS1q1b59amdOnSkuR01pSkSpUqKSwsTHv27FHXrl3zfU9z585Venq6c/bhu+++K1BdKJlOnTqj9+KX6WTqafn4eqtKlfJ68ukHVLdejeIuDSgxPv3yQj+xgXGz3IY/17eT2sY0KY6ScBVKXHhITU3N9Z0Jjz/+uCZNmqR+/frpqaeeUlJSkkaOHKmBAwfKw+PClZdy5cqpYcOGmjdvnt566y1J0h133KEuXbooIyPjiv0d8lKuXDmFhITo3XffVWhoqPbv3+92B4ckVaxYUb6+vlq+fLmqVq0qHx8fBQYGatSoUXr66acVGBiotm3b6ty5c9q4caOOHz+ugQMH6pFHHtELL7yg3r17a9iwYdq3b5/GjRt3dSsNJcKj3doWdwlAibd6wcvFXQIKQYnr85CQkKDGjRu7PV5++WUtW7ZMP/zwg2655Rb16dNHPXv21Isvvug2bXR0tLKyspy7KoKDg1WvXj1VrlxZkZGR1rV4eHho/vz52rRpk+rXr68BAwZo7Nixbm28vLw0efJkvfPOOwoLC1OHDh0kXbg1dMaMGZo9e7YaNGig6OhoxcfHO7d2+vv767PPPtP27dvVuHFjvfDCC/rXv/51FWsMAIDry2WMMcVdBK7eyZMnFRgYqLdWb5evf0BxlwOUWFHlyl65EfAHdzrtpO5pUkOpqalufQIvVeLOPAAAgJKN8AAAAKwQHgAAgBXCAwAAsEJ4AAAAVggPAADACuEBAABYITwAAAArhAcAAGCF8AAAAKwQHgAAgBXCAwAAsEJ4AAAAVggPAADACuEBAABYITwAAAArhAcAAGCF8AAAAKwQHgAAgBXCAwAAsEJ4AAAAVggPAADACuEBAABYITwAAAArhAcAAGCF8AAAAKwQHgAAgBXCAwAAsEJ4AAAAVggPAADACuEBAABYITwAAAArhAcAAGCF8AAAAKwQHgAAgBXCAwAAsEJ4AAAAVggPAADACuEBAABYITwAAAArhAcAAGCF8AAAAKwQHgAAgBXCAwAAsEJ4AAAAVggPAADACuEBAABYITwAAAArhAcAAGCF8AAAAKwQHgAAgBXCAwAAsEJ4AAAAVggPAADACuEBAABYITwAAAArhAcAAGCF8AAAAKwQHgAAgBXCAwAAsEJ4AAAAVggPAADAildBGn366acFnmH79u2vuhgAAFDyFSg8dOzYsUAzc7lcysrKupZ6AABACVeg8JCdnV3UdQAAgBvENfV5SE9PL6w6AADADcI6PGRlZenll19WlSpV5O/vrz179kiShg8frpkzZxZ6gQAAoGSxDg9jxoxRfHy8Xn/9dZUuXdoZXr9+fc2YMaNQiwMAACWPdXh477339O6776pr167y9PR0ht9yyy365ZdfCrU4AABQ8liHh0OHDqlWrVq5hmdnZysjI6NQigIAACWXdXioV6+eEhMTcw3/6KOP1Lhx40IpCgAAlFwFulUzpxEjRig2NlaHDh1Sdna2Fi9erKSkJL333ntaunRpUdQIAABKEOszDx06dNBnn32mVatWyc/PTyNGjNDOnTv12Wef6e677y6KGgEAQAlifeZBklq3bq2VK1cWdi0AAOAGcFXhQZI2btyonTt3SrrQD6Jp06aFVhQAACi5rMPDwYMH9fDDD2v9+vUKCgqSJJ04cUItWrTQ/PnzVbVq1cKuEQAAlCDWfR569eqljIwM7dy5U8eOHdOxY8e0c+dOZWdnq1evXkVRIwAAKEGszzysXbtW33zzjSIjI51hkZGRevPNN9W6detCLQ4AAJQ81mceqlWrlueXQWVlZSksLKxQigIAACWXdXgYO3as+vXrp40bNzrDNm7cqP79+2vcuHGFWhwAACh5CnTZoly5cnK5XM7r06dP6/bbb5eX14XJMzMz5eXlpccee0wdO3YskkIBAEDJUKDwMGnSpCIuAwAA3CgKFB5iY2OLug4AAHCDuOoviZKk9PR0nT9/3m1Y2bJlr6kgAABQsll3mDx9+rSeeuopVaxYUX5+fipXrpzbAwAA/L5Zh4fBgwfrq6++0tSpU+Xt7a0ZM2Zo1KhRCgsL03vvvVcUNQIAgBLE+rLFZ599pvfee08xMTHq0aOHWrdurVq1aik8PFzz5s1T165di6JOAABQQlifeTh27Jhq1qwp6UL/hmPHjkmSWrVqpa+//rpwqwMAACWOdXioWbOm9u7dK0mKiorSggULJF04I3Hxh7IAAMDvl3V46NGjh7Zu3SpJGjp0qKZMmSIfHx8NGDBAzz33XKEXCAAAShbrPg8DBgxwnt9111365ZdftGnTJtWqVUsNGzYs1OIAAEDJc03f8yBJ4eHhCg8PL4xaAADADaBA4WHy5MkFnuHTTz991cUAAICSr0DhYeLEiQWamcvlIjwAAPA7V6DwcPHuCpRcDzSqzleDA5dR7tanirsEoMQzWeev3EhXcbcFAAD4YyM8AAAAK4QHAABghfAAAACsEB4AAICVqwoPiYmJevTRR9W8eXMdOnRIkjR37lytW7euUIsDAAAlj3V4WLRokdq0aSNfX19t3rxZ586dkySlpqbqlVdeKfQCAQBAyWIdHkaPHq1p06Zp+vTpKlWqlDO8ZcuW+vHHHwu1OAAAUPJYh4ekpCTdcccduYYHBgbqxIkThVETAAAowazDQ+XKlbV79+5cw9etW6eaNWsWSlEAAKDksg4PvXv3Vv/+/fX999/L5XLp8OHDmjdvngYNGqR//vOfRVEjAAAoQax/knvo0KHKzs7WX/7yF505c0Z33HGHvL29NWjQIPXr168oagQAACWIyxhjrmbC8+fPa/fu3UpLS1O9evXk7+9f2LWhAE6ePKnAwED979FUfhgLuAx+GAu4MpN1Xue2T1dq6uWPKdZnHi4qXbq06tWrd7WTAwCAG5R1eLjzzjvlcrnyHf/VV19dU0EAAKBksw4PjRo1cnudkZGhLVu26KefflJsbGxh1QUAAEoo6/AwceLEPIfHxcUpLS3tmgsCAAAlW6H9MNajjz6qWbNmFdbsAABACVVo4eHbb7+Vj49PYc0OAACUUNaXLTp37uz22hijlJQUbdy4UcOHDy+0wgAAQMlkHR4CAwPdXnt4eCgyMlIvvfSS7rnnnkIrDAAAlExW4SErK0s9evRQgwYNVK5cuaKqCQAAlGBWfR48PT11zz338OuZAAD8gVl3mKxfv7727NlTFLUAAIAbgHV4GD16tAYNGqSlS5cqJSVFJ0+edHsAAIDftwL3eXjppZf07LPPql27dpKk9u3bu31NtTFGLpdLWVlZhV8lAAAoMQocHkaNGqU+ffpozZo1RVkPAAAo4QocHi7+cnd0dHSRFQMAAEo+qz4Pl/s1TQAA8Mdg9T0PderUuWKAOHbs2DUVBAAASjar8DBq1Khc3zAJAAD+WKzCw0MPPaSKFSsWVS0AAOAGUOA+D/R3AAAAkkV4uHi3BQAA+GMr8GWL7OzsoqwDAADcIKy/nhoAAPyxER4AAIAVwgMAALBCeAAAAFYIDwAAwArhAQAAWCE8AAAAK4QHAABghfAAAACsEB4AAIAVwgMAALBCeAAAAFYIDwAAwArhAQAAWCE8AAAAK4QHAABghfAAAACsEB4AAIAVwgMAALBCeAAAAFYIDwAAwArhAQAAWCE8AAAAK4QHAABghfAAAACsEB4AAIAVwgMAALBCeAAAAFYIDwAAwArhAQAAWCE8AAAAK4QHAABghfAAAACsEB4AAIAVwgMAALBCeAAAAFYIDwAAwArhAQAAWCE8AAAAK4QHAABghfAAAACsEB4AAIAVwgMAALBCeAAAAFYIDwAAwArhAQAAWCE8AAAAK4QHAABghfAAAACsEB4AAIAVwgMAALBCeAAAAFYIDwAAwArhAQAAWCE8AAAAK4QHAABghfAAAACsEB4AAIAVwgMAALBCeAAAAFZKfHiIj49XUFCQ1TTdu3dXx44di6SeonYj144Lpi9Yq4btR6hyy2d0V/ex2vTzvuIuCSgxPDxcer7P37Tl4zgdTpygH5eM1KCebYu7LFgq1vCQ34EyISFBLpdLJ06c0IMPPqhdu3Zd/+IscMDHRYu/3KQXJy3RkF5/VcLcIapfu4r+3m+Kjhw7VdylASXCM93u1mN/b63BYxfq9i6jFffmJ3r6H3fp8Qeji7s0WCjxZx58fX1VsWLFYll2RkZGsSwXN6633/9K3Tq2UNf2zRVVM1QThj2kMj6l9e9Pvy3u0oAS4baGNbVs7TZ9uf5nHUg5pk+/2qI13/+ipjeHF3dpsFDiw0Nely1Gjx6tihUrKiAgQL169dLQoUPVqFGjXNOOGzdOoaGhCgkJ0ZNPPnnFMOByuTR16lS1b99efn5+GjNmjLKystSzZ09FRETI19dXkZGReuONN5xp4uLiNGfOHH3yySdyuVxyuVxKSEiQJB04cEBdunRRUFCQgoOD1aFDB+3bt8+ZNisrSwMHDlRQUJBCQkI0ePBgGWOudlWhmJ3PyNSWXw4o5rZIZ5iHh4eib4vUhu17i7EyoOT4YdseRd8aqZuqX/insH7tKvrTLTW16psdxVwZbJT48HCpefPmacyYMfrXv/6lTZs2qXr16po6dWqudmvWrFFycrLWrFmjOXPmKD4+XvHx8Vecf1xcnDp16qTt27frscceU3Z2tqpWraqFCxdqx44dGjFihJ5//nktWLBAkjRo0CB16dJFbdu2VUpKilJSUtSiRQtlZGSoTZs2CggIUGJiotavXy9/f3+1bdtW58+flySNHz9e8fHxmjVrltatW6djx45pyZIlhbq+cP0cPZGmrKxsVQgOcBteIbisfjt6spiqAkqWiXNWavHKTfph4Yv67ds3tPbfQzRtfoIWLt9Y3KXBgldxF7B06VL5+/u7DcvKysq3/ZtvvqmePXuqR48ekqQRI0boyy+/VFpamlu7cuXK6a233pKnp6eioqL0t7/9TatXr1bv3r0vW88jjzzizPuiUaNGOc8jIiL07bffasGCBerSpYv8/f3l6+urc+fOqXLlyk67f//738rOztaMGTPkcrkkSbNnz1ZQUJASEhJ0zz33aNKkSRo2bJg6d+4sSZo2bZpWrFhx2frOnTunc+fOOa9PnuSgBODG0emuJnqg7a3q/eIc/bInRQ3qVNErA+9XypFUzf/8++IuDwVU7Gce7rzzTm3ZssXtMWPGjHzbJyUl6bbbbnMbdulrSbr55pvl6enpvA4NDdVvv/0mSXrllVfk7+/vPPbv3++0a9asWa55TZkyRU2bNlWFChXk7++vd999122avGzdulW7d+9WQECAs5zg4GClp6crOTlZqampSklJ0e233+5M4+Xllefyc3r11VcVGBjoPKpVq3bZ9rh+QoL85enpkatz5JFjJ1UxpGwxVQWULC/176hJ///sw47kw/rwiw16+4OvNKD73cVdGiwU+5kHPz8/1apVy23YwYMHr3m+pUqVcnvtcrmUnZ0tSerTp4+6dOnijAsLC3OrJ6f58+dr0KBBGj9+vJo3b66AgACNHTtW339/+YSclpampk2bat68ebnGVahQwfr9XDRs2DANHDjQeX3y5EkCRAlRupSXGkVV09oNSfpbzC2SpOzsbH29YZd6PXBHMVcHlAy+3qWdffFF2dlGHq5i/18WFoo9PNiKjIzUhg0b1K1bN2fYhg0brOYRHBys4ODgArVdv369WrRoob59+zrDkpOT3dqULl0616WWJk2a6MMPP1TFihVVtmze/3WGhobq+++/1x13XDiwZGZmatOmTWrSpEm+9Xh7e8vb27tAteP66/vIn9V31Fw1rltdTW6uoakfrNHps+fU9b4/FXdpQImwfN12DezRRgf/c1w796SoYWRV9X3kTs379LviLg0Wbrjw0K9fP/Xu3VvNmjVTixYt9OGHH2rbtm2qWbNmkSyvdu3aeu+997RixQpFRERo7ty52rBhgyIiIpw2NWrU0IoVK5SUlKSQkBAFBgaqa9euGjt2rDp06KCXXnpJVatW1f/8z/9o8eLFGjx4sKpWrar+/fvrtddeU+3atRUVFaUJEyboxIkTRfI+cH10vqep/nsiTa+887l+O3pKDepU0UeTn+SyBfD/DRm7UM/3uVfjhjyo8uX89Z//pip+8Xq9PuOL4i4NFm648NC1a1ft2bNHgwYNUnp6urp06aLu3bvrhx9+KJLlPfHEE9q8ebMefPBBuVwuPfzww+rbt6+++OL/NvTevXsrISFBzZo1U1pamtasWaOYmBh9/fXXGjJkiDp37qxTp06pSpUq+stf/uKciXj22WeVkpKi2NhYeXh46LHHHlOnTp2UmppaJO8F18fjXaL1eBe+8AbIS9qZc3p+wiI9P2FRcZeCa+Ayv4MvFrj77rtVuXJlzZ07t7hLue5OnjypwMBA/e/R1HwvjwCQyt36VHGXAJR4Juu8zm2frtTUyx9TbrgzD2fOnNG0adPUpk0beXp66oMPPtCqVau0cuXK4i4NAIA/hBsuPLhcLi1btkxjxoxRenq6IiMjtWjRIt11113FXRoAAH8IN1x48PX11apVq4q7DAAA/rC4sRYAAFghPAAAACuEBwAAYIXwAAAArBAeAACAFcIDAACwQngAAABWCA8AAMAK4QEAAFghPAAAACuEBwAAYIXwAAAArBAeAACAFcIDAACwQngAAABWCA8AAMAK4QEAAFghPAAAACuEBwAAYIXwAAAArBAeAACAFcIDAACwQngAAABWCA8AAMAK4QEAAFghPAAAACuEBwAAYIXwAAAArBAeAACAFcIDAACwQngAAABWCA8AAMAK4QEAAFghPAAAACuEBwAAYIXwAAAArBAeAACAFcIDAACwQngAAABWCA8AAMAK4QEAAFghPAAAACuEBwAAYIXwAAAArBAeAACAFcIDAACwQngAAABWCA8AAMAK4QEAAFghPAAAACuEBwAAYIXwAAAArBAeAACAFcIDAACwQngAAABWCA8AAMAK4QEAAFghPAAAACuEBwAAYIXwAAAArBAeAACAFcIDAACwQngAAABWCA8AAMAK4QEAAFghPAAAACuEBwAAYIXwAAAArBAeAACAFcIDAACwQngAAABWCA8AAMAK4QEAAFghPAAAACuEBwAAYIXwAAAArBAeAACAFcIDAACwQngAAABWCA8AAMAK4QEAAFghPAAAACuEBwAAYIXwAAAArBAeAACAFcIDAACwQngAAABWCA8AAMAK4QEAAFghPAAAACuEBwAAYMWruAvAtTHGSJJOnTxZzJUAJZvJOl/cJQAl3sXPycVjS34IDze4U6dOSZJqRVQr5koAAL8Xp06dUmBgYL7jXeZK8QIlWnZ2tg4fPqyAgAC5XK7iLgeSTp48qWrVqunAgQMqW7ZscZcDlFh8VkoeY4xOnTqlsLAweXjk37OBMw83OA8PD1WtWrW4y0AeypYtyw4RKAA+KyXL5c44XESHSQAAYIXwAAAArBAegELm7e2tkSNHytvbu7hLAUo0Pis3LjpMAgAAK5x5AAAAVggPAADACuEB+J3Zt2+fXC6XtmzZUtyl4AYVHx+voKAgq2m6d++ujh07Fkk9Re1Grr24EB7wu3Mj7gg44ON6ye/zkZCQIJfLpRMnTujBBx/Url27rn9xFm7Ez/nvCV8SBRSh8+fPq3Tp0sVdBmDF19dXvr6+xbLsjIwMlSpVqliWjYLjzAP+UNauXavbbrtN3t7eCg0N1dChQ5WZmSlJWrp0qYKCgpSVlSVJ2rJli1wul4YOHepM36tXLz366KP5zj8uLk6NGjXSjBkzFBERIR8fH0nS8uXL1apVKwUFBSkkJET33nuvkpOTnekiIiIkSY0bN5bL5VJMTIwzbsaMGapbt658fHwUFRWlt99+222ZP/zwgxo3biwfHx81a9ZMmzdvvraVhD+8vC5bjB49WhUrVlRAQIB69eqloUOHqlGjRrmmHTdunEJDQxUSEqInn3xSGRkZl12Wy+XS1KlT1b59e/n5+WnMmDHKyspSz549FRERIV9fX0VGRuqNN95wpomLi9OcOXP0ySefyOVyyeVyKSEhQZJ04MABdenSRUFBQQoODlaHDh20b98+Z9qsrCwNHDjQ+SwOHjz4ij8ChdwID/jDOHTokNq1a6dbb71VW7du1dSpUzVz5kyNHj1aktS6dWudOnXKOfiuXbtW5cuXd3ZKF4flPLDnZffu3Vq0aJEWL17sXIY4ffq0Bg4cqI0bN2r16tXy8PBQp06dlJ2dLelCAJCkVatWKSUlRYsXL5YkzZs3TyNGjNCYMWO0c+dOvfLKKxo+fLjmzJkjSUpLS9O9996revXqadOmTYqLi9OgQYMKa5UBki5sh2PGjNG//vUvbdq0SdWrV9fUqVNztVuzZo2Sk5O1Zs0azZkzR/Hx8YqPj7/i/OPi4tSpUydt375djz32mLKzs1W1alUtXLhQO3bs0IgRI/T8889rwYIFkqRBgwapS5cuatu2rVJSUpSSkqIWLVooIyNDbdq0UUBAgBITE7V+/Xr5+/urbdu2On/+wq9Fjh8/XvHx8Zo1a5bWrVunY8eOacmSJYW6vv4QDPA7Exsbazp06JBr+PPPP28iIyNNdna2M2zKlCnG39/fZGVlGWOMadKkiRk7dqwxxpiOHTuaMWPGmNKlS5tTp06ZgwcPGklm165d+S575MiRplSpUua33367bI1Hjhwxksz27duNMcbs3bvXSDKbN292a3fTTTeZ999/323Yyy+/bJo3b26MMeadd94xISEh5uzZs874qVOn5jkvwJgLnw9PT0/j5+fn9vDx8TGSzPHjx83s2bNNYGCgM83tt99unnzySbf5tGzZ0txyyy1u8w0PDzeZmZnOsAceeMA8+OCDl61HknnmmWeuWPeTTz5p/v73v7st79LP+dy5c3N9xs+dO2d8fX3NihUrjDHGhIaGmtdff90Zn5GRYapWrZrnPgP548wD/jB27typ5s2bu/36aMuWLZWWlqaDBw9KkqKjo5WQkCBjjBITE9W5c2fVrVtX69at09q1axUWFqbatWtLkvz9/Z1Hnz59nHmGh4erQoUKbsv+9ddf9fDDD6tmzZoqW7asatSoIUnav39/vvWePn1aycnJ6tmzp9uyRo8e7Vzy2Llzpxo2bOhcHpGk5s2bX9uKwu/enXfeqS1btrg9ZsyYkW/7pKQk3XbbbW7DLn0tSTfffLM8PT2d16Ghofrtt98kSa+88orbdpxz22/WrFmueU2ZMkVNmzZVhQoV5O/vr3ffffeynxdJ2rp1q3bv3q2AgABnOcHBwUpPT1dycrJSU1OVkpKi22+/3ZnGy8srz+Xj8ugwCeQQExOjWbNmaevWrSpVqpSioqIUExOjhIQEHT9+XNHR0U7bnHdG5PxFQD8/v1zzve+++xQeHq7p06crLCxM2dnZql+/vnMqNS9paWmSpOnTp7vt7CS57aABW35+fqpVq5bbsIsB+lpc2tHR5XI5l+b69OmjLl26OOPCwsLc6slp/vz5GjRokMaPH6/mzZsrICBAY8eO1ffff3/Z5aelpalp06aaN29ernGXBnpcG8ID/jDq1q2rRYsWyRjjnH1Yv369AgICnJ81v9jvYeLEiU5QiImJ0Wuvvabjx4/r2WefdeZ36c43P0ePHlVSUpKmT5+u1q1bS5LWrVvn1ubiHRkXO2tKUqVKlRQWFqY9e/aoa9eu+b6nuXPnKj093Tn78N133xWoLqCgIiMjtWHDBnXr1s0ZtmHDBqt5BAcHKzg4uEBt169frxYtWqhv377OsJwdjKULn5mcnxdJatKkiT788ENVrFgx35/4Dg0N1ffff6877rhDkpSZmalNmzapSZMmNm/nD4/LFvhdSk1NzXVa9vHHH9eBAwfUr18//fLLL/rkk080cuRIDRw4UB4eFz4K5cqVU8OGDTVv3jynY+Qdd9yhH3/8Ubt27XI781BQ5cqVU0hIiN59913t3r1bX331lQYOHOjWpmLFivL19dXy5cv1v//7v0pNTZUkjRo1Sq+++qomT56sXbt2afv27Zo9e7YmTJggSXrkkUfkcrnUu3dv7dixQ8uWLdO4ceOuYc0BufXr108zZ87UnDlz9Ouvv2r06NHatm2b2yXAwlS7dm1t3LhRK1as0K5duzR8+PBcYaVGjRratm2bkpKS9N///lcZGRnq2rWrypcvrw4dOigxMVF79+5VQkKCnn76aefMSv/+/fXaa6/p448/1i+//KK+ffvqxIkTRfI+fs8ID/hdSkhIUOPGjd0eL7/8spYtW6YffvhBt9xyi/r06aOePXvqxRdfdJs2OjpaWVlZTngIDg5WvXr1VLlyZUVGRlrX4uHhofnz52vTpk2qX7++BgwYoLFjx7q18fLy0uTJk/XOO+8oLCxMHTp0kHTh1tAZM2Zo9uzZatCggaKjoxUfH+/c2unv76/PPvtM27dvV+PGjfXCCy/oX//611WsMSB/Xbt21bBhwzRo0CA1adJEe/fuVffu3d362hSmJ554Qp07d9aDDz6o22+/XUePHnU7CyFJvXv3VmRkpJo1a6YKFSpo/fr1KlOmjL7++mtVr17d6a/Us2dPpaenO2cinn32Wf3jH/9QbGysc0mkU6dORfI+fs/4VU0AgLW7775blStX1ty5c4u7FBQD+jwAAC7rzJkzmjZtmtq0aSNPT0998MEHWrVqlVauXFncpaGYcOYBAHBZZ8+e1X333afNmzcrPT1dkZGRevHFF9W5c+fiLg3FhPAAAACs0GESAABYITwAAAArhAcAAGCF8AAAAKwQHgAAgBXCA4ASo3v37urYsaPzOiYmRs8888x1ryMhIUEul+uyX1vscrn08ccfF3iecXFxatSo0TXVtW/fPrlcLrcfZQOKA+EBwGV1795dLpdLLpdLpUuXVq1atfTSSy8pMzOzyJe9ePFivfzyywVqW5ADPoDCwTdMAriitm3bavbs2Tp37pyWLVumJ598UqVKldKwYcNytT1//rzzK6HXqqC/wgjg+uLMA4Ar8vb2VuXKlRUeHq5//vOfuuuuu/Tpp59K+r9LDWPGjFFYWJjz42EHDhxQly5dFBQUpODgYHXo0EH79u1z5pmVlaWBAwcqKChIISEhGjx4sC79zrpLL1ucO3dOQ4YMUbVq1eTt7a1atWpp5syZ2rdvn+68805JF37F1OVyqXv37pKk7Oxsvfrqq4qIiJCvr69uueUWffTRR27LWbZsmerUqSNfX1/deeedbnUW1JAhQ1SnTh2VKVNGNWvW1PDhw5WRkZGr3TvvvKNq1aqpTJky6tKli/MLqhfNmDFDdevWlY+Pj6KiovT2229b1wIUNcIDAGu+vr46f/6883r16tVKSkrSypUrtXTpUmVkZKhNmzYKCAhQYmKi1q9fL39/f7Vt29aZbvz48YqPj9esWbO0bt06HTt2TEuWLLnscrt166YPPvhAkydP1s6dO/XOO+/I399f1apV06JFiyRJSUlJSklJ0RtvvCFJevXVV/Xee+9p2rRp+vnnnzVgwAA9+uijWrt2raQLIadz58667777tGXLFvXq1UtDhw61XicBAQGKj4/Xjh079MYbb2j69OmaOHGiW5vdu3drwYIF+uyzz7R8+XJt3rzZ7dci582bpxEjRmjMmDHauXOnXnnlFQ0fPlxz5syxrgcoUgYALiM2NtZ06NDBGGNMdna2WblypfH29jaDBg1yxleqVMmcO3fOmWbu3LkmMjLSZGdnO8POnTtnfH19zYoVK4wxxoSGhprXX3/dGZ+RkWGqVq3qLMsYY6Kjo03//v2NMcYkJSUZSWblypV51rlmzRojyRw/ftwZlp6ebsqUKWO++eYbt7Y9e/Y0Dz/8sDHGmGHDhpl69eq5jR8yZEiueV1KklmyZEm+48eOHWuaNm3qvB45cqTx9PQ0Bw8edIZ98cUXxsPDw6SkpBhjjLnpppvM+++/7zafl19+2TRv3twYY8zevXuNJLN58+Z8lwtcD/R5AHBFS5culb+/vzIyMpSdna1HHnlEcXFxzvgGDRq49XPYunWrdu/erYCAALf5pKenKzk5WampqUpJSdHtt9/ujPPy8lKzZs1yXbq4aMuWLfL09FR0dHSB6969e7fOnDmju+++2234+fPn1bhxY0nSzp073eqQpObNmxd4GRd9+OGHmjx5spKTk5WWlqbMzEyVLVvWrU316tVVpUoVt+VkZ2crKSlJAQEBSk5OVs+ePdW7d2+nTWZmpgIDA63rAYoS4QHAFd15552aOnWqSpcurbCwMHl5ue86/Pz83F6npaWpadOmmjdvXq55VahQ4apq8PX1tZ4mLS1NkvT555+7HbSlC/04Csu3336rrl27atSoUWrTpo0CAwM1f/58jR8/3rrW6dOn5woznp6ehVYrUBgIDwCuyM/PT7Vq1Spw+yZNmujDDz9UxYoVc/33fVFoaKi+//573XHHHZIu/Ie9adMmNWnSJM/2DRo0UHZ2ttauXau77ror1/iLZz6ysrKcYfXq1ZO3t7f279+f7xmLunXrOp0/L/ruu++u/CZz+OabbxQeHq4XXnjBGfY///M/udrt379fhw8fVlhYmLMcDw8PRUZGqlKlSgoLC9OePXvUtWtXq+UD1xsdJgEUuq5du6p8+fLq0KGDEhMTtXfvXiUkJOjpp5/WwYMHJUn9+/fXa6+9po8//li//PKL+vbte9nvaKhRo4ZiY2P12GOP6eOPP3bmuWDBAklSeHi4XC6Xli5dqiNHjigtLU0BAQEaNGiQBgwYoDlz5ig5OVk//vij3nzzTacTYp8+ffTrr7/queeeU1JSkt5//33Fx8dbvd/atWtr//79mj9/vpKTkzV58uQ8O3/6+PgoNjZWW7duVWJiop5++ml16dJFlStXliSNGjVKr776qiZPnqxdu3Zp+/btmj17tiZMmGBVD1DUCA8ACl2ZMmX09ddfq3r16urcubPq1q2rnj17Kj093TkT8eyzz+of//iHYmNj1bx5cwUEBKhTp06Xne/UqVN1//33q2/fvoqKilLv3r11+vRpSVKVKlU0atQoDR06VJUqVdJTTz0lSXr55Zc1fPhwvfrqq6pbt67atm2rzz//XBEREZIu9ENYtGiRPv74Y91yyy2aNm2aXnnlFav32759ew0YMEBPPfWUGjVqpG+++UbDhw/P1a5WrVrq3Lmz2rVrp3vuuUcNGzZ0uxWzV69emjFjhmbPnq0GDRooOjpa8fHxTq1ASeEy+fVOAgAAyANnHgAAgBXCAwAAsEJ4AAAAVggPAADACuEBAABYITwAAAArhAcAAGCF8AAAAKwQHgAAgBXCAwAAsEJ4AAAAVggPAADAyv8Dwh4sgVfSfUIAAAAASUVORK5CYII=\n"},"metadata":{}}],"source":["fig, ax = plt.subplots(figsize=(6, 5))\n","cm = confusion_matrix(y_test, y_pred)\n","disp = ConfusionMatrixDisplay(cm, display_labels=[\"Low-rated\",\"High-rated\"])\n","disp.plot(ax=ax, colorbar=False, cmap=\"Blues\")\n","ax.set_title(\"🤖 Random Forest — Confusion Matrix\", fontsize=13, fontweight=\"bold\")\n","plt.tight_layout()\n","plt.savefig(PY_FIG / \"rf_confusion_matrix.png\", dpi=150)\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"pEbWPt2CHt-X"},"source":["### *d. Feature importance — which factors predict a venue's rating most?*"]},{"cell_type":"code","execution_count":40,"metadata":{"id":"8rSQLnRYHt-X","colab":{"base_uri":"https://localhost:8080/","height":507},"executionInfo":{"status":"ok","timestamp":1777125804467,"user_tz":-120,"elapsed":784,"user":{"displayName":"Enrico Ulivi","userId":"10821252388980440354"}},"outputId":"a0436903-0daa-4f07-a122-9bc82f0a605d"},"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}],"source":["importances = pd.Series(rf.feature_importances_, index=FEATURES).sort_values()\n","\n","fig, ax = plt.subplots(figsize=(8, 5))\n","importances.plot.barh(ax=ax, color=\"#8e44ad\", edgecolor=\"white\")\n","ax.set_title(\"🔍 Random Forest — Feature Importances\", fontsize=13, fontweight=\"bold\")\n","ax.set_xlabel(\"Importance score\")\n","sns.despine(); plt.tight_layout()\n","plt.savefig(PY_FIG / \"rf_feature_importance.png\", dpi=150)\n","plt.show()\n","\n","importances.reset_index().rename(columns={\"index\":\"feature\",0:\"importance\"}).to_csv(\n"," PY_TAB / \"rf_feature_importances.csv\", index=False)"]},{"cell_type":"markdown","metadata":{"id":"AAymGUcsHt-X"},"source":["## **8.** 💾 Save all outputs for the Hugging Face dashboard"]},{"cell_type":"code","execution_count":41,"metadata":{"id":"mgQwYgi3Ht-X","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1777125804558,"user_tz":-120,"elapsed":90,"user":{"displayName":"Enrico Ulivi","userId":"10821252388980440354"}},"outputId":"6a79aeaa-62f5-4c52-df36-93c61ff65e57"},"outputs":[{"output_type":"stream","name":"stdout","text":["✅ All artifacts saved to artifacts/py/\n","\n"," artifacts/py/figures/arima_revenue_forecast.png\n"," artifacts/py/figures/kpis.json\n"," artifacts/py/figures/management_decisions.png\n"," artifacts/py/figures/rating_distribution.png\n"," artifacts/py/figures/revenue_trends_top5.png\n"," artifacts/py/figures/reviews_over_time.png\n"," artifacts/py/figures/rf_confusion_matrix.png\n"," artifacts/py/figures/rf_feature_importance.png\n"," artifacts/py/figures/sentiment_by_restaurant.png\n"," artifacts/py/figures/sentiment_distribution.png\n"," artifacts/py/figures/top_bottom_restaurants.png\n"," artifacts/py/tables/arima_forecast.csv\n"," artifacts/py/tables/avg_rating_by_restaurant.csv\n"," artifacts/py/tables/df_dashboard.csv\n"," artifacts/py/tables/management_decisions.csv\n"," artifacts/py/tables/rf_feature_importances.csv\n"," artifacts/py/tables/sentiment_counts_by_restaurant.csv\n"]}],"source":["import json\n","\n","# KPI summary\n","kpis = {\n"," \"total_reviews\": int(len(df_reviews)),\n"," \"unique_venues\": int(df_reviews[\"restaurant\"].nunique()),\n"," \"pct_positive\": round(float((df_reviews[\"sentiment_label\"]==\"positive\").mean()), 4),\n"," \"pct_negative\": round(float((df_reviews[\"sentiment_label\"]==\"negative\").mean()), 4),\n"," \"avg_rating\": round(float(df_reviews[\"rating\"].mean()), 2),\n"," \"total_revenue_18m\":int(df_monthly[\"total_revenue\"].sum()),\n","}\n","\n","with open(PY_FIG / \"kpis.json\", \"w\") as f:\n"," json.dump(kpis, f, indent=2)\n","\n","# Dashboard table\n","df_monthly.rename(columns={\"month\":\"Month\",\"total_revenue\":\"Total Revenue ($)\"}).to_csv(\n"," PY_TAB / \"df_dashboard.csv\", index=False)\n","\n","# Management decisions\n","df_decision.to_csv(PY_TAB / \"management_decisions.csv\", index=False)\n","\n","print(\"✅ All artifacts saved to artifacts/py/\")\n","print()\n","for f in sorted(list(PY_FIG.iterdir()) + list(PY_TAB.iterdir())):\n"," print(f\" {f}\")"]}],"metadata":{"colab":{"collapsed_sections":["jpASMyIQMaAq","NZd99NpKkKyp","TTxUKDYINPxV","Qy3Hqm-FojvT","rmgylC1ENCHy","SKBcx3fyCFly","WTkP2_-EApev"],"provenance":[]},"kernelspec":{"display_name":"Python 3","name":"python3"},"language_info":{"name":"python"}},"nbformat":4,"nbformat_minor":0}