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{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyMjOP9eeSmr0ii5DDNSNECG"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["## Set up"],"metadata":{"id":"03_zGVdmtiwd"}},{"cell_type":"code","execution_count":1,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"_ntkWenjsmjo","executionInfo":{"status":"ok","timestamp":1710373415823,"user_tz":420,"elapsed":310589,"user":{"displayName":"Johnny Ye","userId":"16268450102215689935"}},"outputId":"8a2faaf6-cc83-42c4-d95b-f379033f0af4"},"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m510.5/510.5 kB\u001b[0m \u001b[31m2.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m116.3/116.3 kB\u001b[0m \u001b[31m5.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m194.1/194.1 kB\u001b[0m \u001b[31m3.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m134.8/134.8 kB\u001b[0m \u001b[31m553.4 kB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hMounted at /content/drive\n","/content/drive/MyDrive/STA663\n","Git LFS initialized.\n","\n"," _| _| _| _| _|_|_| _|_|_| _|_|_| _| _| _|_|_| _|_|_|_| _|_| _|_|_| _|_|_|_|\n"," _| _| _| _| _| _| _| _|_| _| _| _| _| _| _| _|\n"," _|_|_|_| _| _| _| _|_| _| _|_| _| _| _| _| _| _|_| _|_|_| _|_|_|_| _| _|_|_|\n"," _| _| _| _| _| _| _| _| _| _| _|_| _| _| _| _| _| _| _|\n"," _| _| _|_| _|_|_| _|_|_| _|_|_| _| _| _|_|_| _| _| _| _|_|_| _|_|_|_|\n","\n"," To login, `huggingface_hub` requires a token generated from https://huggingface.co/settings/tokens .\n","Token: \n","Add token as git credential? (Y/n) Y\n","Token is valid (permission: write).\n","Your token has been saved in your configured git credential helpers (store).\n","Your token has been saved to /root/.cache/huggingface/token\n","Login successful\n","\u001b[90mgit version 2.34.1\u001b[0m\n","\u001b[90mgit-lfs/3.0.2 (GitHub; linux amd64; go 1.18.1)\u001b[0m\n","\n","You are about to create \u001b[1mdatasets/Johnnyeee/Yelpdata_663\u001b[0m\n","Proceed? [Y/n] n\n","Abort\n","fatal: destination path 'Yelpdata_663' already exists and is not an empty directory.\n","/content/drive/MyDrive/STA663/Yelpdata_663\n"]}],"source":["# Install the huggingface datasets library\n","!pip install datasets -q\n","\n","# Change to your work directory\n","from google.colab import drive\n","drive.mount('/content/drive')\n","%cd /content/drive/MyDrive/STA663\n","\n","# These are git commands, we will cover git more extensively in another class\n","!git config --global user.name \"Johnnyeee\"\n","!git config --global user.email \"[email protected]\"\n","!git config --global credential.helper store\n","!git lfs install\n","\n","# Log into huggingface\n","!huggingface-cli login\n","!huggingface-cli repo create Yelpdata_663 --type dataset\n","!git clone https://huggingface.co/datasets/Johnnyeee/Yelpdata_663\n","%cd Yelpdata_663"]},{"cell_type":"code","source":["# @title Save changes\n","\n","# You'll learn what this does in the future if you are\n","# not familiar with git\n","!git add -A\n","!git commit -m \"My commit\"\n","!git push"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"qqqPfv96su_F","executionInfo":{"status":"ok","timestamp":1710374035570,"user_tz":420,"elapsed":509055,"user":{"displayName":"Johnny Ye","userId":"16268450102215689935"}},"outputId":"ed807be3-24d7-4837-cb55-87c36e9d1061"},"execution_count":2,"outputs":[{"output_type":"stream","name":"stdout","text":["fatal: cannot exec '.git/hooks/post-commit': Permission denied\n","[main e9e3ac1] My commit\n"," 3 files changed, 364 insertions(+), 1 deletion(-)\n"," rewrite README.md (100%)\n"," create mode 100644 Yelpdata_663.py\n"," create mode 100644 yelpdata.parquet\n","fatal: cannot exec '.git/hooks/pre-push': Permission denied\n","^C\n"]}]},{"cell_type":"markdown","source":["## Test if works"],"metadata":{"id":"WWnP1bZvtpJF"}},{"cell_type":"code","source":["# @title Test if your dataset works!\n","\n","!pip install datasets\n","\n","from datasets import load_dataset"],"metadata":{"id":"KohLXmZUtmcu"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["dataset = load_dataset(\"Johnnyeee/Yelpdata_663\", trust_remote_code=True)"],"metadata":{"id":"Fptgu8xwDIqW"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["next(iter((dataset['train'])))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"DVup69Ee7Sfo","executionInfo":{"status":"ok","timestamp":1708376478907,"user_tz":300,"elapsed":186,"user":{"displayName":"Johnny Ye","userId":"16268450102215689935"}},"outputId":"d90e0fab-84b1-4666-c401-8edc333c0727"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'business_id': 'YMOCOlONOae4zaiKImTnTQ',\n"," 'name': 'Reef Sushi & Sake',\n"," 'address': '50 N Sierra St, Ste 106',\n"," 'city': 'Reno',\n"," 'state': 'NV',\n"," 'postal_code': '89501',\n"," 'latitude': 39.52512741088867,\n"," 'longitude': -119.81383514404297,\n"," 'stars_x': 3.0,\n"," 'review_count': 743.0,\n"," 'is_open': 0.0,\n"," 'categories': 'Restaurants, Sushi Bars, Asian Fusion, Japanese',\n"," 'hours': \"{'Monday': '11:0-22:0', 'Tuesday': '11:0-22:0', 'Wednesday': '11:0-22:0', 'Thursday': '11:0-22:0', 'Friday': '11:0-22:0', 'Saturday': '11:0-22:0', 'Sunday': '11:0-22:0'}\",\n"," 'review_id': 'FmoRIwlNwx91QHLhplZOaA',\n"," 'user_id': 'rwu2uCpSf57BvNi3B42F4A',\n"," 'stars_y': 4.0,\n"," 'useful': 0.0,\n"," 'funny': 0.0,\n"," 'cool': 0.0,\n"," 'text': \"First time here. Place looked clean and trendy. This place is very reasonbly price. Customers have the option to either order al la cart or all you can eat. We (2 adults/4 kids) came in on a Friday afternoon about 200pm, we ordered the all you eat for the adults and kids meal for my kids. Everything we ordered was very tasty. The servers were very helpful. My only complain is that the appetizers /sushi we ordered took quite some time to get to our table and some of the things we order didn't come at all. I would also suggest that the wait staff tell you what it is that they are bringing since the menu does not have pictures of the sushi that is offered. \\n\\nOur lunch was about 2 hours long due to the long waits for our sushi. I would definitely recommend this place to friends and fam. Hopefully next time we come back service is a little faster.\",\n"," 'date': '2015-03-21 09:09:06',\n"," 'attributes': '{\\'Alcohol\\': \"u\\'full_bar\\'\", \\'RestaurantsDelivery\\': \\'False\\', \\'BusinessAcceptsCreditCards\\': \\'True\\', \\'HasTV\\': \\'True\\', \\'RestaurantsGoodForGroups\\': \\'True\\', \\'RestaurantsAttire\\': \"u\\'casual\\'\", \\'WiFi\\': \"\\'free\\'\", \\'OutdoorSeating\\': \\'True\\', \\'Caters\\': \\'True\\', \\'BusinessParking\\': \"{\\'garage\\': False, \\'street\\': True, \\'validated\\': False, \\'lot\\': False, \\'valet\\': False}\", \\'RestaurantsPriceRange2\\': \\'2\\', \\'BikeParking\\': \\'True\\', \\'GoodForKids\\': \\'True\\', \\'RestaurantsReservations\\': \\'True\\', \\'HappyHour\\': \\'True\\', \\'Ambience\\': \"{\\'touristy\\': False, \\'hipster\\': False, \\'romantic\\': False, \\'divey\\': False, \\'intimate\\': False, \\'trendy\\': True, \\'upscale\\': False, \\'classy\\': False, \\'casual\\': True}\", \\'GoodForMeal\\': \"{\\'dessert\\': False, \\'latenight\\': False, \\'lunch\\': True, \\'dinner\\': True, \\'brunch\\': False, \\'breakfast\\': False}\", \\'RestaurantsTakeOut\\': \\'True\\', \\'NoiseLevel\\': \"u\\'average\\'\"}'}"]},"metadata":{},"execution_count":28}]},{"cell_type":"code","source":["next(iter((dataset['test'])))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Ups2RaiB76iL","executionInfo":{"status":"ok","timestamp":1708376481764,"user_tz":300,"elapsed":186,"user":{"displayName":"Johnny Ye","userId":"16268450102215689935"}},"outputId":"662faba2-f653-4b58-ca20-1c567c7e2188"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'business_id': 'mabS8Eq8CLjMZdLl3V7GWA',\n"," 'name': \"Guido's Original New York Style Pizza Downtown\",\n"," 'address': '235 N 5th St',\n"," 'city': 'Boise',\n"," 'state': 'ID',\n"," 'postal_code': '83702',\n"," 'latitude': 43.61501693725586,\n"," 'longitude': -116.19904327392578,\n"," 'stars_x': 4.5,\n"," 'review_count': 270.0,\n"," 'is_open': 1.0,\n"," 'categories': 'Italian, Salad, Pizza, Restaurants',\n"," 'hours': \"{'Monday': '0:0-0:0', 'Tuesday': '11:0-21:0', 'Wednesday': '11:0-21:0', 'Thursday': '11:0-21:0', 'Friday': '11:0-22:0', 'Saturday': '11:0-22:0', 'Sunday': '11:0-21:0'}\",\n"," 'review_id': 'xCG3Mgp_stuKQqgcdoWtFw',\n"," 'user_id': 'ekDxCpf9ZYTqtbr2XHyDEQ',\n"," 'stars_y': 5.0,\n"," 'useful': 0.0,\n"," 'funny': 0.0,\n"," 'cool': 0.0,\n"," 'text': 'Pretty darn good pizzas, definitely recommend over the chain stores. The white pizza is especially tasty.',\n"," 'date': '2015-01-15 18:15:22',\n"," 'attributes': '{\\'BikeParking\\': \\'True\\', \\'GoodForKids\\': \\'True\\', \\'Alcohol\\': \"u\\'beer_and_wine\\'\", \\'BusinessParking\\': \"{\\'garage\\': False, \\'street\\': True, \\'validated\\': False, \\'lot\\': False, \\'valet\\': False}\", \\'RestaurantsPriceRange2\\': \\'1\\', \\'RestaurantsReservations\\': \\'False\\', \\'HasTV\\': \\'False\\', \\'NoiseLevel\\': \"u\\'average\\'\", \\'RestaurantsGoodForGroups\\': \\'True\\', \\'WiFi\\': \"u\\'no\\'\", \\'BusinessAcceptsCreditCards\\': \\'True\\', \\'RestaurantsAttire\\': \"\\'casual\\'\", \\'OutdoorSeating\\': \\'True\\', \\'RestaurantsDelivery\\': \\'True\\', \\'Caters\\': \\'False\\', \\'RestaurantsTakeOut\\': \\'True\\', \\'RestaurantsTableService\\': \\'False\\', \\'GoodForMeal\\': \"{\\'dessert\\': False, \\'latenight\\': False, \\'lunch\\': True, \\'dinner\\': True, \\'brunch\\': False, \\'breakfast\\': False}\", \\'Ambience\\': \"{\\'touristy\\': False, \\'hipster\\': None, \\'romantic\\': False, \\'divey\\': None, \\'intimate\\': False, \\'trendy\\': False, \\'upscale\\': False, \\'classy\\': False, \\'casual\\': True}\", \\'WheelchairAccessible\\': \\'True\\'}'}"]},"metadata":{},"execution_count":29}]}]}
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{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyMjOP9eeSmr0ii5DDNSNECG"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["## Set up"],"metadata":{"id":"03_zGVdmtiwd"}},{"cell_type":"code","execution_count":1,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"_ntkWenjsmjo","executionInfo":{"status":"ok","timestamp":1710373415823,"user_tz":420,"elapsed":310589,"user":{"displayName":"Johnny Ye","userId":"16268450102215689935"}},"outputId":"8a2faaf6-cc83-42c4-d95b-f379033f0af4"},"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m510.5/510.5 kB\u001b[0m \u001b[31m2.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m116.3/116.3 kB\u001b[0m \u001b[31m5.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m194.1/194.1 kB\u001b[0m \u001b[31m3.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m134.8/134.8 kB\u001b[0m \u001b[31m553.4 kB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hMounted at /content/drive\n","/content/drive/MyDrive/STA663\n","Git LFS initialized.\n","\n"," _| _| _| _| _|_|_| _|_|_| _|_|_| _| _| _|_|_| _|_|_|_| _|_| _|_|_| _|_|_|_|\n"," _| _| _| _| _| _| _| _|_| _| _| _| _| _| _| _|\n"," _|_|_|_| _| _| _| _|_| _| _|_| _| _| _| _| _| _|_| _|_|_| _|_|_|_| _| _|_|_|\n"," _| _| _| _| _| _| _| _| _| _| _|_| _| _| _| _| _| _| _|\n"," _| _| _|_| _|_|_| _|_|_| _|_|_| _| _| _|_|_| _| _| _| _|_|_| _|_|_|_|\n","\n"," To login, `huggingface_hub` requires a token generated from https://huggingface.co/settings/tokens .\n","Token: \n","Add token as git credential? (Y/n) Y\n","Token is valid (permission: write).\n","Your token has been saved in your configured git credential helpers (store).\n","Your token has been saved to /root/.cache/huggingface/token\n","Login successful\n","\u001b[90mgit version 2.34.1\u001b[0m\n","\u001b[90mgit-lfs/3.0.2 (GitHub; linux amd64; go 1.18.1)\u001b[0m\n","\n","You are about to create \u001b[1mdatasets/Johnnyeee/Yelpdata_663\u001b[0m\n","Proceed? [Y/n] n\n","Abort\n","fatal: destination path 'Yelpdata_663' already exists and is not an empty directory.\n","/content/drive/MyDrive/STA663/Yelpdata_663\n"]}],"source":["# Install the huggingface datasets library\n","!pip install datasets -q\n","\n","# Change to your work directory\n","from google.colab import drive\n","drive.mount('/content/drive')\n","%cd /content/drive/MyDrive/STA663\n","\n","# These are git commands, we will cover git more extensively in another class\n","!git config --global user.name \"Johnnyeee\"\n","!git config --global user.email \"[email protected]\"\n","!git config --global credential.helper store\n","!git lfs install\n","\n","# Log into huggingface\n","!huggingface-cli login\n","!huggingface-cli repo create Yelpdata_663 --type dataset\n","!git clone https://huggingface.co/datasets/Johnnyeee/Yelpdata_663\n","%cd Yelpdata_663"]},{"cell_type":"code","source":["# @title Save changes\n","\n","# You'll learn what this does in the future if you are\n","# not familiar with git\n","!git add -A\n","!git commit -m \"My commit\"\n","!git push"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"qqqPfv96su_F","outputId":"bea7e76d-427d-439a-b973-9588afa1d999"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["fatal: cannot exec '.git/hooks/post-commit': Permission denied\n","[main 9caafd9] My commit\n"," 8 files changed, 4 insertions(+)\n"," create mode 100644 663Project1_datacleaning.ipynb\n"," create mode 100644 663_project1_check.ipynb\n"," create mode 100644 Lecture2&3.ipynb\n"," rename .gitattributes => Yelpdata_663/.gitattributes (100%)\n"," rename README.md => Yelpdata_663/README.md (100%)\n"," rename Yelpdata_663.py => Yelpdata_663/Yelpdata_663.py (100%)\n"," rename yelpdata.parquet => Yelpdata_663/yelpdata.parquet (100%)\n"," create mode 100644 yelp_dataset.ipynb\n","fatal: cannot exec '.git/hooks/pre-push': Permission denied\n"]}]},{"cell_type":"markdown","source":["## Test if works"],"metadata":{"id":"WWnP1bZvtpJF"}},{"cell_type":"code","source":["# @title Test if your dataset works!\n","\n","!pip install datasets\n","\n","from datasets import load_dataset"],"metadata":{"id":"KohLXmZUtmcu"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["dataset = load_dataset(\"Johnnyeee/Yelpdata_663\", trust_remote_code=True)"],"metadata":{"id":"Fptgu8xwDIqW"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["next(iter((dataset['train'])))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"DVup69Ee7Sfo","executionInfo":{"status":"ok","timestamp":1708376478907,"user_tz":300,"elapsed":186,"user":{"displayName":"Johnny Ye","userId":"16268450102215689935"}},"outputId":"d90e0fab-84b1-4666-c401-8edc333c0727"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'business_id': 'YMOCOlONOae4zaiKImTnTQ',\n"," 'name': 'Reef Sushi & Sake',\n"," 'address': '50 N Sierra St, Ste 106',\n"," 'city': 'Reno',\n"," 'state': 'NV',\n"," 'postal_code': '89501',\n"," 'latitude': 39.52512741088867,\n"," 'longitude': -119.81383514404297,\n"," 'stars_x': 3.0,\n"," 'review_count': 743.0,\n"," 'is_open': 0.0,\n"," 'categories': 'Restaurants, Sushi Bars, Asian Fusion, Japanese',\n"," 'hours': \"{'Monday': '11:0-22:0', 'Tuesday': '11:0-22:0', 'Wednesday': '11:0-22:0', 'Thursday': '11:0-22:0', 'Friday': '11:0-22:0', 'Saturday': '11:0-22:0', 'Sunday': '11:0-22:0'}\",\n"," 'review_id': 'FmoRIwlNwx91QHLhplZOaA',\n"," 'user_id': 'rwu2uCpSf57BvNi3B42F4A',\n"," 'stars_y': 4.0,\n"," 'useful': 0.0,\n"," 'funny': 0.0,\n"," 'cool': 0.0,\n"," 'text': \"First time here. Place looked clean and trendy. This place is very reasonbly price. Customers have the option to either order al la cart or all you can eat. We (2 adults/4 kids) came in on a Friday afternoon about 200pm, we ordered the all you eat for the adults and kids meal for my kids. Everything we ordered was very tasty. The servers were very helpful. My only complain is that the appetizers /sushi we ordered took quite some time to get to our table and some of the things we order didn't come at all. I would also suggest that the wait staff tell you what it is that they are bringing since the menu does not have pictures of the sushi that is offered. \\n\\nOur lunch was about 2 hours long due to the long waits for our sushi. I would definitely recommend this place to friends and fam. Hopefully next time we come back service is a little faster.\",\n"," 'date': '2015-03-21 09:09:06',\n"," 'attributes': '{\\'Alcohol\\': \"u\\'full_bar\\'\", \\'RestaurantsDelivery\\': \\'False\\', \\'BusinessAcceptsCreditCards\\': \\'True\\', \\'HasTV\\': \\'True\\', \\'RestaurantsGoodForGroups\\': \\'True\\', \\'RestaurantsAttire\\': \"u\\'casual\\'\", \\'WiFi\\': \"\\'free\\'\", \\'OutdoorSeating\\': \\'True\\', \\'Caters\\': \\'True\\', \\'BusinessParking\\': \"{\\'garage\\': False, \\'street\\': True, \\'validated\\': False, \\'lot\\': False, \\'valet\\': False}\", \\'RestaurantsPriceRange2\\': \\'2\\', \\'BikeParking\\': \\'True\\', \\'GoodForKids\\': \\'True\\', \\'RestaurantsReservations\\': \\'True\\', \\'HappyHour\\': \\'True\\', \\'Ambience\\': \"{\\'touristy\\': False, \\'hipster\\': False, \\'romantic\\': False, \\'divey\\': False, \\'intimate\\': False, \\'trendy\\': True, \\'upscale\\': False, \\'classy\\': False, \\'casual\\': True}\", \\'GoodForMeal\\': \"{\\'dessert\\': False, \\'latenight\\': False, \\'lunch\\': True, \\'dinner\\': True, \\'brunch\\': False, \\'breakfast\\': False}\", \\'RestaurantsTakeOut\\': \\'True\\', \\'NoiseLevel\\': \"u\\'average\\'\"}'}"]},"metadata":{},"execution_count":28}]},{"cell_type":"code","source":["next(iter((dataset['test'])))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Ups2RaiB76iL","executionInfo":{"status":"ok","timestamp":1708376481764,"user_tz":300,"elapsed":186,"user":{"displayName":"Johnny Ye","userId":"16268450102215689935"}},"outputId":"662faba2-f653-4b58-ca20-1c567c7e2188"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'business_id': 'mabS8Eq8CLjMZdLl3V7GWA',\n"," 'name': \"Guido's Original New York Style Pizza Downtown\",\n"," 'address': '235 N 5th St',\n"," 'city': 'Boise',\n"," 'state': 'ID',\n"," 'postal_code': '83702',\n"," 'latitude': 43.61501693725586,\n"," 'longitude': -116.19904327392578,\n"," 'stars_x': 4.5,\n"," 'review_count': 270.0,\n"," 'is_open': 1.0,\n"," 'categories': 'Italian, Salad, Pizza, Restaurants',\n"," 'hours': \"{'Monday': '0:0-0:0', 'Tuesday': '11:0-21:0', 'Wednesday': '11:0-21:0', 'Thursday': '11:0-21:0', 'Friday': '11:0-22:0', 'Saturday': '11:0-22:0', 'Sunday': '11:0-21:0'}\",\n"," 'review_id': 'xCG3Mgp_stuKQqgcdoWtFw',\n"," 'user_id': 'ekDxCpf9ZYTqtbr2XHyDEQ',\n"," 'stars_y': 5.0,\n"," 'useful': 0.0,\n"," 'funny': 0.0,\n"," 'cool': 0.0,\n"," 'text': 'Pretty darn good pizzas, definitely recommend over the chain stores. The white pizza is especially tasty.',\n"," 'date': '2015-01-15 18:15:22',\n"," 'attributes': '{\\'BikeParking\\': \\'True\\', \\'GoodForKids\\': \\'True\\', \\'Alcohol\\': \"u\\'beer_and_wine\\'\", \\'BusinessParking\\': \"{\\'garage\\': False, \\'street\\': True, \\'validated\\': False, \\'lot\\': False, \\'valet\\': False}\", \\'RestaurantsPriceRange2\\': \\'1\\', \\'RestaurantsReservations\\': \\'False\\', \\'HasTV\\': \\'False\\', \\'NoiseLevel\\': \"u\\'average\\'\", \\'RestaurantsGoodForGroups\\': \\'True\\', \\'WiFi\\': \"u\\'no\\'\", \\'BusinessAcceptsCreditCards\\': \\'True\\', \\'RestaurantsAttire\\': \"\\'casual\\'\", \\'OutdoorSeating\\': \\'True\\', \\'RestaurantsDelivery\\': \\'True\\', \\'Caters\\': \\'False\\', \\'RestaurantsTakeOut\\': \\'True\\', \\'RestaurantsTableService\\': \\'False\\', \\'GoodForMeal\\': \"{\\'dessert\\': False, \\'latenight\\': False, \\'lunch\\': True, \\'dinner\\': True, \\'brunch\\': False, \\'breakfast\\': False}\", \\'Ambience\\': \"{\\'touristy\\': False, \\'hipster\\': None, \\'romantic\\': False, \\'divey\\': None, \\'intimate\\': False, \\'trendy\\': False, \\'upscale\\': False, \\'classy\\': False, \\'casual\\': True}\", \\'WheelchairAccessible\\': \\'True\\'}'}"]},"metadata":{},"execution_count":29}]}]}
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Yelpdata_663/Yelpdata_663.py → Yelpdata_663.py
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