├── .devcontainer ├── Dockerfile └── devcontainer.json ├── .gitignore ├── Makefile ├── README.md ├── evidence ├── .evidence │ └── customization │ │ └── custom-formatting.json ├── .npmrc ├── README.md ├── degit.json ├── duckdb_stats.db ├── evidence.plugins.yaml ├── package-lock.json ├── package.json └── pages │ └── index.md ├── rill ├── data │ └── duckdb_stats.db ├── duckdb_stats.db └── rill-project │ ├── .gitignore │ ├── dashboards │ ├── .gitkeep │ └── model_dashboard.yaml │ ├── models │ ├── .gitkeep │ └── model.sql │ ├── rill.yaml │ └── sources │ └── .gitkeep ├── screenshots ├── evidence_dashboard.png ├── rill_dashboard.png └── streamlit_dashboard.png └── streamlit-demo ├── app.py ├── duckdb_stats.db ├── poetry.lock └── pyproject.toml /.devcontainer/Dockerfile: -------------------------------------------------------------------------------- 1 | ARG PLATFORM=amd64 2 | FROM --platform=linux/${PLATFORM} mcr.microsoft.com/devcontainers/javascript-node:1-18-bullseye 3 | 4 | # Poetry for streamlit 5 | RUN pip3 install poetry 6 | 7 | # Rill CLI 8 | RUN curl -s https://cdn.rilldata.com/install.sh | bash 9 | -------------------------------------------------------------------------------- /.devcontainer/devcontainer.json: -------------------------------------------------------------------------------- 1 | // For format details, see https://aka.ms/devcontainer.json. For config options, see the 2 | // README at: https://github.com/devcontainers/templates/tree/main/src/javascript-node 3 | { 4 | "name": "Node.js", 5 | // Or use a Dockerfile or Docker Compose file. More info: https://containers.dev/guide/dockerfile 6 | "build": { 7 | "dockerfile": "Dockerfile", 8 | "args": { 9 | // Options arm64 or amd64 10 | "PLATFORM": "amd64" 11 | } 12 | }, 13 | "features": { 14 | "ghcr.io/devcontainers/features/python:1": {} 15 | } 16 | 17 | // Features to add to the dev container. More info: https://containers.dev/features. 18 | // "features": {}, 19 | 20 | // Use 'forwardPorts' to make a list of ports inside the container available locally. 21 | // "forwardPorts": [], 22 | 23 | // Use 'postCreateCommand' to run commands after the container is created. 24 | // "postCreateCommand": "yarn install", 25 | 26 | // Configure tool-specific properties. 27 | // "customizations": {}, 28 | 29 | // Uncomment to connect as root instead. More info: https://aka.ms/dev-containers-non-root. 30 | // "remoteUser": "root" 31 | } 32 | -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | 2 | evidence/.evidence/template 3 | evidence/.svelte-kit 4 | evidence/build 5 | evidence/node_modules 6 | evidence/.vscode/settings.json 7 | *.wal 8 | -------------------------------------------------------------------------------- /Makefile: -------------------------------------------------------------------------------- 1 | .PHONY: evidence-install evidence streamlit-install streamlit rill rill-install 2 | 3 | evidence-install: 4 | cd evidence && npm install 5 | 6 | evidence: 7 | cd evidence && npm run dev 8 | 9 | streamlit-install: 10 | cd streamlit-demo && poetry install 11 | 12 | streamlit: 13 | cd streamlit-demo && poetry run streamlit run app.py 14 | 15 | rill-install: 16 | RUN curl -s https://cdn.rilldata.com/install.sh | bash 17 | 18 | rill: 19 | rill start rill/rill-project --db rill/data/duckdb_stats.db 20 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # BI as a code demo using DuckDB 2 | This repository contains 3 examples of how to use DuckDB & BI-as-code tools to create dashboards and reports. 3 | Each tool has its own folder with self-contained data and code. Each dashboard is using a local DuckDB db (stored in this repository) that contains data about Pypi statistics on `DuckDB` project. 4 | 5 | ## [Evidence](https://evidence.dev) 6 | ![evidence-dashboard](./screenshots/evidence_dashboard.png) 7 | 8 | ## [Rill](https://www.rilldata.com/) 9 | ![rill](./screenshots/rill_dashboard.png) 10 | 11 | ## [Streamlit](https://streamlit.io/) 12 | ![streamlit](./screenshots/streamlit_dashboard.png) 13 | 14 | ## Requirements 15 | * NodeJS 18 (only for Evidence) 16 | * Python 3.9 & Poetry (only for Streamlit) 17 | * GNU Make 18 | OR Docker for Desktop & [devcontainer extension](https://code.visualstudio.com/docs/devcontainers/containers) w/ VSCode. A devcontainer definition is located in `.devcontainer` folder. 19 | 20 | ## Running the demos 21 | A `Makefile` contains target to install dependencies and run each dashboard locally. 22 | - Evidence : `make evidence-install` && `make evidence` 23 | - Rill : `make rill-install` && `make rill` 24 | - Streamlit : `make streamlit-install` && `make streamlit` 25 | -------------------------------------------------------------------------------- /evidence/.evidence/customization/custom-formatting.json: -------------------------------------------------------------------------------- 1 | { 2 | "version": "1.0", 3 | "customFormats": [] 4 | } -------------------------------------------------------------------------------- /evidence/.npmrc: -------------------------------------------------------------------------------- 1 | loglevel=error 2 | audit=false 3 | fund=false -------------------------------------------------------------------------------- /evidence/README.md: -------------------------------------------------------------------------------- 1 | # Evidence Template Project 2 | 3 | Welcome to Evidence. Use this project template to get started. 4 | 5 | [Share your feedback with the Evidence team](https://du3tapwtcbi.typeform.com/to/GZNZe1GY) 6 | 7 | ## Getting Started 8 | 9 | Check out the docs for [alternative install methods](https://docs.evidence.dev/getting-started/install-evidence) including Docker, Github Codespaces, and alongside dbt. 10 | 11 | ```shell 12 | npx degit evidence-dev/template my-project 13 | cd my-project 14 | npm install 15 | npm run dev 16 | ``` 17 | 18 | Once you've launched Evidence, this project includes a short tutorial to help you get started. 19 | 20 | Don't clone this repo, just download the code using the steps above. 21 | 22 | ## Codespaces 23 | 24 | If you are using this template in Codespaces, click the Start Evidence button in the bottom left toolbar, or use the following commands to get started: 25 | 26 | ```shell 27 | npm install 28 | npm run dev -- --host 0.0.0.0 29 | ``` 30 | 31 | See [the CLI docs](https://docs.evidence.dev/cli/) for more command information. 32 | 33 | **Note:** Codespaces is much faster on the Desktop app. After the Codespace has booted, select the hamburger menu → Open in VS Code Desktop. 34 | 35 | ## Connection Issues 36 | 37 | If you see `✗ orders_by_month Missing database credentials`, you need to add the connection to the demo database: 38 | 39 | 1. Open the settings menu at [localhost:3000/settings](http://localhost:3000/settings) 40 | 2. select `DuckDB` 41 | 3. enter `needful_things` 42 | 4. select `.duckdb` and save 43 | 44 | ## Learning More 45 | 46 | - [Docs](https://docs.evidence.dev/) 47 | - [Github](https://github.com/evidence-dev/evidence) 48 | - [Slack Community](https://join.slack.com/t/evidencedev/shared_invite/zt-uda6wp6a-hP6Qyz0LUOddwpXW5qG03Q) 49 | - [Evidence Home Page](https://www.evidence.dev) 50 | -------------------------------------------------------------------------------- /evidence/degit.json: -------------------------------------------------------------------------------- 1 | [ 2 | { 3 | "action": "remove", 4 | "files": [".devcontainer"] 5 | }, 6 | { 7 | "action": "clone", 8 | "src": "evidence-dev/default-settings" 9 | } 10 | ] -------------------------------------------------------------------------------- /evidence/duckdb_stats.db: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mehd-io/duckdb-dataviz-demo/ae4db0f119bccdc404ede57f162ec2199c132dd8/evidence/duckdb_stats.db -------------------------------------------------------------------------------- /evidence/evidence.plugins.yaml: -------------------------------------------------------------------------------- 1 | components: 2 | # This loads all of evidence's core charts and UI components 3 | # You probably don't want to edit this dependency unless you know what you are doing 4 | @evidence-dev/core-components: {} 5 | @evidence-dev/labs: {} 6 | # Loading a plugin: 7 | # your-component-plugin: {} 8 | # 9 | # Adding aliases: 10 | # your-component-plugin: 11 | # aliases: 12 | # SomeLongComponent: Alias 13 | # 14 | # Adding overrides: 15 | # your-component-plugin: 16 | # aliases: 17 | # SomeLongChartComponent: BarChart 18 | # overrides: 19 | # - BarChart 20 | # 21 | # Adding normal Svelte component library: 22 | # your-svelte-component-library: 23 | # provides: 24 | # - SomeComponent 25 | # - SomeOtherComponent 26 | # 27 | # For more info: https://docs.evidence.dev/plugins/using-plugins/ 28 | -------------------------------------------------------------------------------- /evidence/package.json: -------------------------------------------------------------------------------- 1 | { 2 | "name": "my-evidence-project", 3 | "version": "0.0.1", 4 | "scripts": { 5 | "build": "evidence build", 6 | "build:strict": "evidence build:strict", 7 | "dev": "evidence dev --open /", 8 | "test": "evidence build" 9 | }, 10 | "engines": { 11 | "npm": ">=7.0.0", 12 | "node": ">=16.14.0" 13 | }, 14 | "type": "module", 15 | "dependencies": { 16 | "@evidence-dev/core-components": "^2.1.4", 17 | "@evidence-dev/evidence": "^23.0.4", 18 | "@evidence-dev/labs": "^0.0.13" 19 | }, 20 | "overrides": { 21 | "jsonwebtoken": "9.0.0", 22 | "trim@<0.0.3": ">0.0.3", 23 | "sqlite3": "5.1.5" 24 | } 25 | } 26 | -------------------------------------------------------------------------------- /evidence/pages/index.md: -------------------------------------------------------------------------------- 1 | --- 2 | title: 🦆 DuckDB pypi stats | Evidence 3 | --- 4 | 5 | 6 | ## How many people downloaded DuckDB ? 7 | 13 | 18 | 19 | ### Daily Download 20 | 21 | 22 | 23 | ### Monthly download 24 | 25 | 26 | 27 | 28 | 29 | 30 | ## Which DuckDB version do people use ? 31 | 39 | 40 | ## Which Python version do people use ? 41 | 49 | 50 | ```sql count_over_month 51 | SELECT SUM(daily_download_count) AS download_count 52 | FROM daily_stats 53 | ``` 54 | 55 | ```sql count_november 56 | SELECT 57 | SUM(daily_download_count) AS download_sum_november_2023 58 | FROM 59 | daily_stats 60 | WHERE 61 | timestamp_day BETWEEN '2023-11-01' AND '2023-11-30'; 62 | ``` 63 | 64 | 65 | ```sql download_month 66 | SELECT 67 | DATE_TRUNC('month', timestamp_day) AS month_start_date, 68 | SUM(daily_download_count) AS monthly_downloads 69 | FROM 70 | daily_stats 71 | GROUP BY 72 | month_start_date 73 | ORDER BY 74 | month_start_date DESC; 75 | ``` 76 | 77 | ```sql download_daily 78 | SELECT 79 | SUM(daily_download_count) AS daily_download, 80 | timestamp_day 81 | FROM 82 | daily_stats 83 | GROUP BY 84 | timestamp_day 85 | ORDER BY 86 | timestamp_day DESC; 87 | ``` 88 | 89 | ```sql duckdb_version 90 | WITH weekly_downloads AS ( 91 | SELECT 92 | DATE_TRUNC('week', timestamp_day) AS week_start_date, 93 | CONCAT(SPLIT_PART(file_version, '.', 1), '.', SPLIT_PART(file_version, '.', 2)) AS simplified_version, 94 | SUM(daily_download_count) AS weekly_downloads 95 | FROM 96 | daily_stats 97 | WHERE 98 | ( 99 | CAST(SPLIT_PART(file_version, '.', 1) AS INT) > 0 OR 100 | (CAST(SPLIT_PART(file_version, '.', 1) AS INT) = 0 AND CAST(SPLIT_PART(file_version, '.', 2) AS INT) >= 6) 101 | ) 102 | AND EXTRACT(year FROM timestamp_day) > 2022 103 | OR ( 104 | EXTRACT(year FROM timestamp_day) = 2022 AND EXTRACT(week FROM timestamp_day) >= 48 105 | ) 106 | GROUP BY 107 | 1, 2 108 | ), 109 | distinct_weekly_downloads AS ( 110 | SELECT DISTINCT 111 | week_start_date, 112 | simplified_version, 113 | weekly_downloads 114 | FROM 115 | weekly_downloads 116 | ), 117 | cumulative_downloads AS ( 118 | SELECT 119 | week_start_date, 120 | simplified_version, 121 | SUM(weekly_downloads) OVER ( 122 | PARTITION BY simplified_version 123 | ORDER BY week_start_date 124 | ) AS cum_download 125 | FROM 126 | distinct_weekly_downloads 127 | ) 128 | SELECT * FROM cumulative_downloads; 129 | ``` 130 | 131 | ```sql python_version 132 | WITH weekly_downloads AS ( 133 | SELECT 134 | DATE_TRUNC('week', timestamp_day) AS week_start_date, 135 | CONCAT(SPLIT_PART(python_version, '.', 1), '.', SPLIT_PART(python_version, '.', 2)) AS python_major_minor_version, 136 | SUM(daily_download_count) AS weekly_downloads 137 | FROM 138 | daily_stats 139 | WHERE 140 | daily_download_count IS NOT NULL AND 141 | python_major_minor_version IN ('2.7', '3.6', '3.7', '3.8', '3.9', '3.10', '3.11') 142 | GROUP BY 143 | 1, 2 144 | ), 145 | cumulative_downloads AS ( 146 | SELECT 147 | week_start_date, 148 | python_major_minor_version, 149 | SUM(weekly_downloads) OVER ( 150 | PARTITION BY python_major_minor_version 151 | ORDER BY week_start_date 152 | ) AS cum_download 153 | FROM 154 | weekly_downloads 155 | ) 156 | SELECT * FROM cumulative_downloads; 157 | ``` 158 | -------------------------------------------------------------------------------- /rill/data/duckdb_stats.db: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mehd-io/duckdb-dataviz-demo/ae4db0f119bccdc404ede57f162ec2199c132dd8/rill/data/duckdb_stats.db -------------------------------------------------------------------------------- /rill/duckdb_stats.db: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mehd-io/duckdb-dataviz-demo/ae4db0f119bccdc404ede57f162ec2199c132dd8/rill/duckdb_stats.db -------------------------------------------------------------------------------- /rill/rill-project/.gitignore: -------------------------------------------------------------------------------- 1 | # Rill 2 | *.db 3 | *.db.tmp 4 | *.db.wal 5 | -------------------------------------------------------------------------------- /rill/rill-project/dashboards/.gitkeep: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mehd-io/duckdb-dataviz-demo/ae4db0f119bccdc404ede57f162ec2199c132dd8/rill/rill-project/dashboards/.gitkeep -------------------------------------------------------------------------------- /rill/rill-project/dashboards/model_dashboard.yaml: -------------------------------------------------------------------------------- 1 | # Visit https://docs.rilldata.com/reference/project-files to learn more about Rill project files. 2 | 3 | title: Pypi Download Stats 4 | model: model 5 | timeseries: timestamp_day 6 | measures: 7 | - label: Total Downloads 8 | expression: sum(daily_download_count) 9 | name: total_records 10 | description: Total number of records present 11 | format_preset: humanize 12 | valid_percent_of_total: true 13 | dimensions: 14 | - name: python_version 15 | label: Python_version 16 | column: python_version 17 | description: "" 18 | - name: system_name 19 | label: System_name 20 | column: system_name 21 | description: "" 22 | - name: cpu 23 | label: Cpu 24 | column: cpu 25 | description: "" 26 | - name: file_version 27 | label: File_version 28 | column: file_version 29 | description: "" 30 | - name: country 31 | label: Country 32 | column: country 33 | description: "" 34 | -------------------------------------------------------------------------------- /rill/rill-project/models/.gitkeep: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mehd-io/duckdb-dataviz-demo/ae4db0f119bccdc404ede57f162ec2199c132dd8/rill/rill-project/models/.gitkeep -------------------------------------------------------------------------------- /rill/rill-project/models/model.sql: -------------------------------------------------------------------------------- 1 | select * from duckdb_stats.main.daily_stats 2 | -------------------------------------------------------------------------------- /rill/rill-project/rill.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mehd-io/duckdb-dataviz-demo/ae4db0f119bccdc404ede57f162ec2199c132dd8/rill/rill-project/rill.yaml -------------------------------------------------------------------------------- /rill/rill-project/sources/.gitkeep: -------------------------------------------------------------------------------- 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-------------------------------------------------------------------------------- https://raw.githubusercontent.com/mehd-io/duckdb-dataviz-demo/ae4db0f119bccdc404ede57f162ec2199c132dd8/screenshots/streamlit_dashboard.png -------------------------------------------------------------------------------- /streamlit-demo/app.py: -------------------------------------------------------------------------------- 1 | import streamlit as st 2 | import duckdb 3 | import pandas as pd 4 | import matplotlib.pyplot as plt 5 | 6 | # Connect to your DuckDB database 7 | con = duckdb.connect(database='duckdb_stats.db', read_only=True) 8 | 9 | # Streamlit page configuration 10 | st.title("🦆 DuckDB pypi stats | Streamlit") 11 | 12 | # Date Window Filter 13 | min_date, max_date = con.execute("SELECT MIN(timestamp_day), MAX(timestamp_day) FROM duckdb_stats.main.daily_stats").fetchone() 14 | start_date, end_date = st.sidebar.date_input("Select Date Range", [min_date, max_date]) 15 | 16 | # Query for filtered data 17 | query = """ 18 | SELECT 19 | DATE_TRUNC('month', timestamp_day) AS month, 20 | SUM(daily_download_count) AS total_downloads, 21 | python_version, 22 | cpu 23 | FROM duckdb_stats.main.daily_stats 24 | WHERE timestamp_day BETWEEN ? AND ? 25 | GROUP BY month, python_version, cpu 26 | ORDER BY month 27 | """ 28 | df = con.execute(query, (start_date, end_date)).df() 29 | 30 | # Total Downloads 31 | total_downloads = df['total_downloads'].sum() 32 | 33 | # Function to format numbers for readability 34 | def human_readable_number(num): 35 | for unit in ['', 'K', 'M', 'B']: 36 | if abs(num) < 1000: 37 | return f"{num:.0f}{unit}" 38 | num /= 1000 39 | return f"{num:.0f}T" 40 | 41 | st.metric("Total Downloads", human_readable_number(total_downloads)) 42 | 43 | # Line Graph of Downloads Over Time 44 | st.subheader("Monthly Downloads Over Time") 45 | df_monthly = df.groupby('month')['total_downloads'].sum().reset_index() 46 | st.line_chart(df_monthly, x='month') 47 | 48 | # Line Graph of Python Versions Usage 49 | st.subheader("Python Version Usage Over Time") 50 | df_python_version = df.groupby(['month', 'python_version'])['total_downloads'].sum().unstack().fillna(0) 51 | st.line_chart(df_python_version) 52 | 53 | # CPU Usage Table 54 | st.subheader("CPU Usage Summary") 55 | df_cpu = df.groupby(['cpu'])['total_downloads'].sum().reset_index() 56 | df_cpu['Percentage'] = (df_cpu['total_downloads'] / total_downloads) * 100 57 | df_cpu = df_cpu.sort_values(by='total_downloads', ascending=False) 58 | st.table(df_cpu.style.format({'total_downloads': '{:,.0f}', 'Percentage': '{:.2f}%'})) 59 | -------------------------------------------------------------------------------- /streamlit-demo/duckdb_stats.db: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mehd-io/duckdb-dataviz-demo/ae4db0f119bccdc404ede57f162ec2199c132dd8/streamlit-demo/duckdb_stats.db -------------------------------------------------------------------------------- /streamlit-demo/poetry.lock: -------------------------------------------------------------------------------- 1 | # This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand. 2 | 3 | [[package]] 4 | name = "altair" 5 | version = "5.2.0" 6 | description = "Vega-Altair: A declarative statistical visualization library for Python." 7 | optional = false 8 | python-versions = ">=3.8" 9 | files = [ 10 | {file = "altair-5.2.0-py3-none-any.whl", hash = "sha256:8c4888ad11db7c39f3f17aa7f4ea985775da389d79ac30a6c22856ab238df399"}, 11 | {file = "altair-5.2.0.tar.gz", hash = "sha256:2ad7f0c8010ebbc46319cc30febfb8e59ccf84969a201541c207bc3a4fa6cf81"}, 12 | ] 13 | 14 | [package.dependencies] 15 | jinja2 = "*" 16 | jsonschema = ">=3.0" 17 | numpy = "*" 18 | packaging = "*" 19 | pandas = ">=0.25" 20 | toolz = "*" 21 | typing-extensions = {version = ">=4.0.1", markers = "python_version < \"3.11\""} 22 | 23 | [package.extras] 24 | dev = ["anywidget", "geopandas", "hatch", "ipython", "m2r", "mypy", "pandas-stubs", "pyarrow (>=11)", "pytest", "pytest-cov", "ruff (>=0.1.3)", "types-jsonschema", "types-setuptools", "vega-datasets", "vegafusion[embed] (>=1.4.0)", "vl-convert-python (>=1.1.0)"] 25 | doc = ["docutils", "jinja2", "myst-parser", "numpydoc", "pillow (>=9,<10)", "pydata-sphinx-theme (>=0.14.1)", "scipy", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinxext-altair"] 26 | 27 | [[package]] 28 | name = "attrs" 29 | version = "23.1.0" 30 | description = "Classes Without Boilerplate" 31 | optional = false 32 | python-versions = ">=3.7" 33 | files = [ 34 | {file = "attrs-23.1.0-py3-none-any.whl", hash = "sha256:1f28b4522cdc2fb4256ac1a020c78acf9cba2c6b461ccd2c126f3aa8e8335d04"}, 35 | {file = "attrs-23.1.0.tar.gz", hash = "sha256:6279836d581513a26f1bf235f9acd333bc9115683f14f7e8fae46c98fc50e015"}, 36 | ] 37 | 38 | [package.extras] 39 | cov = ["attrs[tests]", "coverage[toml] (>=5.3)"] 40 | dev = ["attrs[docs,tests]", "pre-commit"] 41 | docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"] 42 | tests = ["attrs[tests-no-zope]", "zope-interface"] 43 | tests-no-zope = ["cloudpickle", "hypothesis", "mypy (>=1.1.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"] 44 | 45 | [[package]] 46 | name = "blinker" 47 | version = "1.7.0" 48 | description = "Fast, simple object-to-object and broadcast signaling" 49 | optional = false 50 | python-versions = ">=3.8" 51 | files = [ 52 | {file = "blinker-1.7.0-py3-none-any.whl", hash = "sha256:c3f865d4d54db7abc53758a01601cf343fe55b84c1de4e3fa910e420b438d5b9"}, 53 | {file = "blinker-1.7.0.tar.gz", hash = "sha256:e6820ff6fa4e4d1d8e2747c2283749c3f547e4fee112b98555cdcdae32996182"}, 54 | ] 55 | 56 | [[package]] 57 | name = "cachetools" 58 | version = "5.3.2" 59 | description = "Extensible memoizing collections and decorators" 60 | optional = false 61 | python-versions = ">=3.7" 62 | files = [ 63 | {file = "cachetools-5.3.2-py3-none-any.whl", hash = "sha256:861f35a13a451f94e301ce2bec7cac63e881232ccce7ed67fab9b5df4d3beaa1"}, 64 | {file = "cachetools-5.3.2.tar.gz", hash = "sha256:086ee420196f7b2ab9ca2db2520aca326318b68fe5ba8bc4d49cca91add450f2"}, 65 | ] 66 | 67 | [[package]] 68 | name = "certifi" 69 | version = "2023.11.17" 70 | description = "Python package for providing Mozilla's CA Bundle." 71 | optional = false 72 | python-versions = ">=3.6" 73 | files = [ 74 | {file = "certifi-2023.11.17-py3-none-any.whl", hash = "sha256:e036ab49d5b79556f99cfc2d9320b34cfbe5be05c5871b51de9329f0603b0474"}, 75 | {file = "certifi-2023.11.17.tar.gz", hash = "sha256:9b469f3a900bf28dc19b8cfbf8019bf47f7fdd1a65a1d4ffb98fc14166beb4d1"}, 76 | ] 77 | 78 | [[package]] 79 | name = "charset-normalizer" 80 | version = "3.3.2" 81 | description = "The Real First Universal Charset Detector. 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