From 5e3880029bae6cf43b9b5e3f6a2e7ec1257f618e Mon Sep 17 00:00:00 2001
From: K <51281148+K-dash@users.noreply.github.com>
Date: Mon, 3 Jun 2024 15:51:32 +0900
Subject: [PATCH 01/15] Draft Streamlit

Co-Authored-By: ryansurf <ryansurf@users.noreply.github.com>
---
 poetry.lock          | 979 ++++++++++++++++++++++++++++++++++++++++++-
 pyproject.toml       |   6 +-
 src/dev_streamlit.py | 107 +++++
 3 files changed, 1089 insertions(+), 3 deletions(-)
 create mode 100644 src/dev_streamlit.py

diff --git a/poetry.lock b/poetry.lock
index 05eedc7..abd2394 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -110,6 +110,31 @@ files = [
 [package.dependencies]
 frozenlist = ">=1.1.0"
 
+[[package]]
+name = "altair"
+version = "5.3.0"
+description = "Vega-Altair: A declarative statistical visualization library for Python."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "altair-5.3.0-py3-none-any.whl", hash = "sha256:7084a1dab4d83c5e7e5246b92dc1b4451a6c68fd057f3716ee9d315c8980e59a"},
+    {file = "altair-5.3.0.tar.gz", hash = "sha256:5a268b1a0983b23d8f9129f819f956174aa7aea2719ed55a52eba9979b9f6675"},
+]
+
+[package.dependencies]
+jinja2 = "*"
+jsonschema = ">=3.0"
+numpy = "*"
+packaging = "*"
+pandas = ">=0.25"
+toolz = "*"
+typing-extensions = {version = ">=4.0.1", markers = "python_version < \"3.11\""}
+
+[package.extras]
+all = ["altair-tiles (>=0.3.0)", "anywidget (>=0.9.0)", "pyarrow (>=11)", "vega-datasets (>=0.9.0)", "vegafusion[embed] (>=1.6.6)", "vl-convert-python (>=1.3.0)"]
+dev = ["geopandas", "hatch", "ipython", "m2r", "mypy", "pandas-stubs", "pytest", "pytest-cov", "ruff (>=0.3.0)", "types-jsonschema", "types-setuptools"]
+doc = ["docutils", "jinja2", "myst-parser", "numpydoc", "pillow (>=9,<10)", "pydata-sphinx-theme (>=0.14.1)", "scipy", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinxext-altair"]
+
 [[package]]
 name = "annotated-types"
 version = "0.7.0"
@@ -276,6 +301,17 @@ files = [
     {file = "Brotli-1.1.0.tar.gz", hash = "sha256:81de08ac11bcb85841e440c13611c00b67d3bf82698314928d0b676362546724"},
 ]
 
+[[package]]
+name = "cachetools"
+version = "5.3.3"
+description = "Extensible memoizing collections and decorators"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "cachetools-5.3.3-py3-none-any.whl", hash = "sha256:0abad1021d3f8325b2fc1d2e9c8b9c9d57b04c3932657a72465447332c24d945"},
+    {file = "cachetools-5.3.3.tar.gz", hash = "sha256:ba29e2dfa0b8b556606f097407ed1aa62080ee108ab0dc5ec9d6a723a007d105"},
+]
+
 [[package]]
 name = "cattrs"
 version = "23.2.3"
@@ -447,6 +483,69 @@ files = [
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
 ]
 
+[[package]]
+name = "contourpy"
+version = "1.2.1"
+description = "Python library for calculating contours of 2D quadrilateral grids"
+optional = false
+python-versions = ">=3.9"
+files = [
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+    {file = "contourpy-1.2.1.tar.gz", hash = "sha256:4d8908b3bee1c889e547867ca4cdc54e5ab6be6d3e078556814a22457f49423c"},
+]
+
+[package.dependencies]
+numpy = ">=1.20"
+
+[package.extras]
+bokeh = ["bokeh", "selenium"]
+docs = ["furo", "sphinx (>=7.2)", "sphinx-copybutton"]
+mypy = ["contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.8.0)", "types-Pillow"]
+test = ["Pillow", "contourpy[test-no-images]", "matplotlib"]
+test-no-images = ["pytest", "pytest-cov", "pytest-xdist", "wurlitzer"]
+
 [[package]]
 name = "coverage"
 version = "7.5.3"
@@ -514,6 +613,21 @@ tomli = {version = "*", optional = true, markers = "python_full_version <= \"3.1
 [package.extras]
 toml = ["tomli"]
 
+[[package]]
+name = "cycler"
+version = "0.12.1"
+description = "Composable style cycles"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "cycler-0.12.1-py3-none-any.whl", hash = "sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30"},
+    {file = "cycler-0.12.1.tar.gz", hash = "sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c"},
+]
+
+[package.extras]
+docs = ["ipython", "matplotlib", "numpydoc", "sphinx"]
+tests = ["pytest", "pytest-cov", "pytest-xdist"]
+
 [[package]]
 name = "distlib"
 version = "0.3.8"
@@ -649,6 +763,71 @@ files = [
     {file = "flatbuffers-24.3.25.tar.gz", hash = "sha256:de2ec5b203f21441716617f38443e0a8ebf3d25bf0d9c0bb0ce68fa00ad546a4"},
 ]
 
+[[package]]
+name = "fonttools"
+version = "4.53.0"
+description = "Tools to manipulate font files"
+optional = false
+python-versions = ">=3.8"
+files = [
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+pathops = ["skia-pathops (>=0.5.0)"]
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+symfont = ["sympy"]
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+woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
+
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 version = "1.4.1"
@@ -797,6 +976,38 @@ dev-test = ["coverage", "pytest (>=3.10)", "pytest-asyncio (>=0.17)", "sphinx (<
 requests = ["requests (>=2.16.2)", "urllib3 (>=1.24.2)"]
 timezone = ["pytz"]
 
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+
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+
 [[package]]
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 version = "2.0.0"
@@ -936,6 +1165,178 @@ MarkupSafe = ">=2.0"
 [package.extras]
 i18n = ["Babel (>=2.7)"]
 
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+
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+
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 toml = ["tomli (>=2.0.1)"]
 yaml = ["pyyaml (>=6.0.1)"]
 
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+files = [
+    {file = "toml-0.10.2-py2.py3-none-any.whl", hash = "sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b"},
+    {file = "toml-0.10.2.tar.gz", hash = "sha256:b3bda1d108d5dd99f4a20d24d9c348e91c4db7ab1b749200bded2f839ccbe68f"},
+]
+
 [[package]]
 name = "tomli"
 version = "2.0.1"
@@ -1786,6 +2686,37 @@ files = [
     {file = "tomli-2.0.1.tar.gz", hash = "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"},
 ]
 
+[[package]]
+name = "toolz"
+version = "0.12.1"
+description = "List processing tools and functional utilities"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "toolz-0.12.1-py3-none-any.whl", hash = "sha256:d22731364c07d72eea0a0ad45bafb2c2937ab6fd38a3507bf55eae8744aa7d85"},
+    {file = "toolz-0.12.1.tar.gz", hash = "sha256:ecca342664893f177a13dac0e6b41cbd8ac25a358e5f215316d43e2100224f4d"},
+]
+
+[[package]]
+name = "tornado"
+version = "6.4"
+description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
+optional = false
+python-versions = ">= 3.8"
+files = [
+    {file = "tornado-6.4-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:02ccefc7d8211e5a7f9e8bc3f9e5b0ad6262ba2fbb683a6443ecc804e5224ce0"},
+    {file = "tornado-6.4-cp38-abi3-macosx_10_9_x86_64.whl", hash = "sha256:27787de946a9cffd63ce5814c33f734c627a87072ec7eed71f7fc4417bb16263"},
+    {file = "tornado-6.4-cp38-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f7894c581ecdcf91666a0912f18ce5e757213999e183ebfc2c3fdbf4d5bd764e"},
+    {file = "tornado-6.4-cp38-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e43bc2e5370a6a8e413e1e1cd0c91bedc5bd62a74a532371042a18ef19e10579"},
+    {file = "tornado-6.4-cp38-abi3-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f0251554cdd50b4b44362f73ad5ba7126fc5b2c2895cc62b14a1c2d7ea32f212"},
+    {file = "tornado-6.4-cp38-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:fd03192e287fbd0899dd8f81c6fb9cbbc69194d2074b38f384cb6fa72b80e9c2"},
+    {file = "tornado-6.4-cp38-abi3-musllinux_1_1_i686.whl", hash = "sha256:88b84956273fbd73420e6d4b8d5ccbe913c65d31351b4c004ae362eba06e1f78"},
+    {file = "tornado-6.4-cp38-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:71ddfc23a0e03ef2df1c1397d859868d158c8276a0603b96cf86892bff58149f"},
+    {file = "tornado-6.4-cp38-abi3-win32.whl", hash = "sha256:6f8a6c77900f5ae93d8b4ae1196472d0ccc2775cc1dfdc9e7727889145c45052"},
+    {file = "tornado-6.4-cp38-abi3-win_amd64.whl", hash = "sha256:10aeaa8006333433da48dec9fe417877f8bcc21f48dda8d661ae79da357b2a63"},
+    {file = "tornado-6.4.tar.gz", hash = "sha256:72291fa6e6bc84e626589f1c29d90a5a6d593ef5ae68052ee2ef000dfd273dee"},
+]
+
 [[package]]
 name = "tqdm"
 version = "4.66.4"
@@ -1879,6 +2810,50 @@ platformdirs = ">=3.9.1,<5"
 docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2,!=7.3)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"]
 test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8)", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10)"]
 
+[[package]]
+name = "watchdog"
+version = "4.0.1"
+description = "Filesystem events monitoring"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "watchdog-4.0.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:da2dfdaa8006eb6a71051795856bedd97e5b03e57da96f98e375682c48850645"},
+    {file = "watchdog-4.0.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e93f451f2dfa433d97765ca2634628b789b49ba8b504fdde5837cdcf25fdb53b"},
+    {file = "watchdog-4.0.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:ef0107bbb6a55f5be727cfc2ef945d5676b97bffb8425650dadbb184be9f9a2b"},
+    {file = "watchdog-4.0.1-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:17e32f147d8bf9657e0922c0940bcde863b894cd871dbb694beb6704cfbd2fb5"},
+    {file = "watchdog-4.0.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:03e70d2df2258fb6cb0e95bbdbe06c16e608af94a3ffbd2b90c3f1e83eb10767"},
+    {file = "watchdog-4.0.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:123587af84260c991dc5f62a6e7ef3d1c57dfddc99faacee508c71d287248459"},
+    {file = "watchdog-4.0.1-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:093b23e6906a8b97051191a4a0c73a77ecc958121d42346274c6af6520dec175"},
+    {file = "watchdog-4.0.1-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:611be3904f9843f0529c35a3ff3fd617449463cb4b73b1633950b3d97fa4bfb7"},
+    {file = "watchdog-4.0.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:62c613ad689ddcb11707f030e722fa929f322ef7e4f18f5335d2b73c61a85c28"},
+    {file = "watchdog-4.0.1-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:d4925e4bf7b9bddd1c3de13c9b8a2cdb89a468f640e66fbfabaf735bd85b3e35"},
+    {file = "watchdog-4.0.1-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:cad0bbd66cd59fc474b4a4376bc5ac3fc698723510cbb64091c2a793b18654db"},
+    {file = "watchdog-4.0.1-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:a3c2c317a8fb53e5b3d25790553796105501a235343f5d2bf23bb8649c2c8709"},
+    {file = "watchdog-4.0.1-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:c9904904b6564d4ee8a1ed820db76185a3c96e05560c776c79a6ce5ab71888ba"},
+    {file = "watchdog-4.0.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:667f3c579e813fcbad1b784db7a1aaa96524bed53437e119f6a2f5de4db04235"},
+    {file = "watchdog-4.0.1-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:d10a681c9a1d5a77e75c48a3b8e1a9f2ae2928eda463e8d33660437705659682"},
+    {file = "watchdog-4.0.1-pp310-pypy310_pp73-macosx_10_9_x86_64.whl", hash = "sha256:0144c0ea9997b92615af1d94afc0c217e07ce2c14912c7b1a5731776329fcfc7"},
+    {file = "watchdog-4.0.1-pp310-pypy310_pp73-macosx_11_0_arm64.whl", hash = "sha256:998d2be6976a0ee3a81fb8e2777900c28641fb5bfbd0c84717d89bca0addcdc5"},
+    {file = "watchdog-4.0.1-pp38-pypy38_pp73-macosx_10_9_x86_64.whl", hash = "sha256:e7921319fe4430b11278d924ef66d4daa469fafb1da679a2e48c935fa27af193"},
+    {file = "watchdog-4.0.1-pp38-pypy38_pp73-macosx_11_0_arm64.whl", hash = "sha256:f0de0f284248ab40188f23380b03b59126d1479cd59940f2a34f8852db710625"},
+    {file = "watchdog-4.0.1-pp39-pypy39_pp73-macosx_10_9_x86_64.whl", hash = "sha256:bca36be5707e81b9e6ce3208d92d95540d4ca244c006b61511753583c81c70dd"},
+    {file = "watchdog-4.0.1-pp39-pypy39_pp73-macosx_11_0_arm64.whl", hash = "sha256:ab998f567ebdf6b1da7dc1e5accfaa7c6992244629c0fdaef062f43249bd8dee"},
+    {file = "watchdog-4.0.1-py3-none-manylinux2014_aarch64.whl", hash = "sha256:dddba7ca1c807045323b6af4ff80f5ddc4d654c8bce8317dde1bd96b128ed253"},
+    {file = "watchdog-4.0.1-py3-none-manylinux2014_armv7l.whl", hash = "sha256:4513ec234c68b14d4161440e07f995f231be21a09329051e67a2118a7a612d2d"},
+    {file = "watchdog-4.0.1-py3-none-manylinux2014_i686.whl", hash = "sha256:4107ac5ab936a63952dea2a46a734a23230aa2f6f9db1291bf171dac3ebd53c6"},
+    {file = "watchdog-4.0.1-py3-none-manylinux2014_ppc64.whl", hash = "sha256:6e8c70d2cd745daec2a08734d9f63092b793ad97612470a0ee4cbb8f5f705c57"},
+    {file = "watchdog-4.0.1-py3-none-manylinux2014_ppc64le.whl", hash = "sha256:f27279d060e2ab24c0aa98363ff906d2386aa6c4dc2f1a374655d4e02a6c5e5e"},
+    {file = "watchdog-4.0.1-py3-none-manylinux2014_s390x.whl", hash = "sha256:f8affdf3c0f0466e69f5b3917cdd042f89c8c63aebdb9f7c078996f607cdb0f5"},
+    {file = "watchdog-4.0.1-py3-none-manylinux2014_x86_64.whl", hash = "sha256:ac7041b385f04c047fcc2951dc001671dee1b7e0615cde772e84b01fbf68ee84"},
+    {file = "watchdog-4.0.1-py3-none-win32.whl", hash = "sha256:206afc3d964f9a233e6ad34618ec60b9837d0582b500b63687e34011e15bb429"},
+    {file = "watchdog-4.0.1-py3-none-win_amd64.whl", hash = "sha256:7577b3c43e5909623149f76b099ac49a1a01ca4e167d1785c76eb52fa585745a"},
+    {file = "watchdog-4.0.1-py3-none-win_ia64.whl", hash = "sha256:d7b9f5f3299e8dd230880b6c55504a1f69cf1e4316275d1b215ebdd8187ec88d"},
+    {file = "watchdog-4.0.1.tar.gz", hash = "sha256:eebaacf674fa25511e8867028d281e602ee6500045b57f43b08778082f7f8b44"},
+]
+
+[package.extras]
+watchmedo = ["PyYAML (>=3.10)"]
+
 [[package]]
 name = "werkzeug"
 version = "3.0.3"
@@ -2016,5 +2991,5 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more
 
 [metadata]
 lock-version = "2.0"
-python-versions = "^3.9"
-content-hash = "45947f34e5309ce6a1aabb948da30f3a514bccffb6c28ffcaf0266c3190b0a57"
+python-versions = ">3.9.7"
+content-hash = "a9b5d391104027866cf9046799002cdf7efe5e3b4b48e1094a9c1271db84a27c"
diff --git a/pyproject.toml b/pyproject.toml
index df3596d..730ebfe 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -8,7 +8,7 @@ packages = [{ include = "src" }]
 
 [tool.poetry.dependencies]
 # command: `poetry add <package-name>`
-python = "^3.9"
+python = ">3.9.7"
 flask = "3.0.3"
 flask-cors = "4.0.1"
 g4f = "0.3.1.9"
@@ -23,6 +23,10 @@ requests-cache = "1.2.0"
 retry-requests = "2.0.0"
 email-validator = "2.1.1"
 openai = "^1.30.5"
+streamlit = "^1.35.0"
+matplotlib = "^3.9.0"
+seaborn = "^0.13.2"
+numpy = "^1.26.4"
 
 [tool.poetry.group.dev.dependencies]
 # command: `poetry add --group dev <package-name>`
diff --git a/src/dev_streamlit.py b/src/dev_streamlit.py
new file mode 100644
index 0000000..0b10e4c
--- /dev/null
+++ b/src/dev_streamlit.py
@@ -0,0 +1,107 @@
+import time
+
+import numpy as np
+import pandas as pd
+import streamlit as st
+
+# NOTE: This file is for testing purposes. Do not use it in production.
+
+# Page Configuration ###
+title = "Sample Dashboard"
+st.set_page_config(
+    page_title=title,
+    page_icon="🌈",
+    layout="wide",
+)
+st.title(title)
+
+# Page Content ###
+
+# sidebar
+st.sidebar.markdown(
+    """
+# MENU
+- [weather](#weather)
+- [csv upload](#csv-upload)
+- [graph](#graph)
+- [data sheet](#data-sheet)
+""",
+    unsafe_allow_html=True,
+)
+
+# progress bar
+st.write("Starting a long computation...")
+
+latest_iteration = st.empty()
+bar = st.progress(0)
+
+for i in range(100):
+    latest_iteration.text(f"Iteration {i + 1}")
+    bar.progress(i + 1)
+    time.sleep(0.01)
+
+st.write("...and now we're done!")
+
+# Map
+st.title("My first app")
+
+map_data = pd.DataFrame(
+    np.random.randn(500, 2) / [50, 50] + [35.7, 139.67], columns=["lat", "lon"]
+)
+st.map(map_data)
+
+
+# test by markdown
+st.write("# title")
+
+# note
+st.caption("note")
+
+# images
+st.image("https://ul.h3z.jp/tbfgZLSX.webp")
+
+# table
+df = pd.DataFrame({
+    "first column": [1, 2, 3, 4],
+    "second column": [10, 20, 30, 40],
+})
+st.write(df)
+
+# chart
+st.line_chart(df)
+
+# input text
+name = st.text_input("name")
+
+# integer input
+age = st.number_input("age", step=1)
+
+st.write(f"name: {name}")
+st.write(f"age: {age}")
+
+# button
+if st.button("Push"):
+    st.write("Pushed")
+
+# pulldown
+select = st.selectbox("Fruits", options=["apple", "banana", "strawberry"])
+st.write(select)
+
+# pulldown multiple
+multi_select = st.multiselect("Color", options=["red", "blue", "yellow"])
+st.write(multi_select)
+
+# checkbox
+if st.checkbox("Show dataframe"):
+    chart_data = pd.DataFrame(np.random.randn(20, 3), columns=["a", "b", "c"])
+    st.line_chart(chart_data)
+
+# radio button
+radio = st.radio("Select", ["cat", "dog"])
+st.write(f"radio: {radio}")
+
+# file upload
+uploaded_file = st.file_uploader("Upload", type=["csv"])
+if uploaded_file:
+    dataframe = pd.read_csv(uploaded_file)
+    st.write(dataframe)

From f1defecc8eed1b9da2f006ba5d0f5e50e85b10bb Mon Sep 17 00:00:00 2001
From: ryansurf <ryanfrederich@gmail.com>
Date: Mon, 3 Jun 2024 10:20:03 -0700
Subject: [PATCH 02/15] src/cli.py

---
 src/dev_streamlit.py | 124 ++++++++++++++++++++++++++-----------------
 src/helper.py        |   6 +--
 2 files changed, 77 insertions(+), 53 deletions(-)

diff --git a/src/dev_streamlit.py b/src/dev_streamlit.py
index 0b10e4c..4442c70 100644
--- a/src/dev_streamlit.py
+++ b/src/dev_streamlit.py
@@ -2,15 +2,22 @@
 
 import numpy as np
 import pandas as pd
+import sys
+from pathlib import Path
 import streamlit as st
+import pydeck as pdk
+
+sys.path.append(str(Path(__file__).parent.parent))
+
+from src import api, cli
 
 # NOTE: This file is for testing purposes. Do not use it in production.
 
 # Page Configuration ###
-title = "Sample Dashboard"
+title = "cli-surf"
 st.set_page_config(
     page_title=title,
-    page_icon="🌈",
+    page_icon="🌊",
     layout="wide",
 )
 st.title(title)
@@ -30,7 +37,7 @@
 )
 
 # progress bar
-st.write("Starting a long computation...")
+# st.write("Loading...")
 
 latest_iteration = st.empty()
 bar = st.progress(0)
@@ -40,68 +47,85 @@
     bar.progress(i + 1)
     time.sleep(0.01)
 
-st.write("...and now we're done!")
+# st.write("...and now we're done!")
 
 # Map
-st.title("My first app")
+# st.title("Surf Spot")
 
-map_data = pd.DataFrame(
-    np.random.randn(500, 2) / [50, 50] + [35.7, 139.67], columns=["lat", "lon"]
-)
-st.map(map_data)
+st.caption("Enter a surf spot to see the map and forecast!")
+
+# User input location
+location = st.text_input("Surf Spot", placeholder="Enter surf spot!")
+
+# Checks if location has been entered. 
+# If True, gathers surf report and displays map
+if location:
+    location = "location=" + location
+    surf_report = cli.run(args=["placeholder",f"{location}"])
+    lat, long = surf_report["Lat"], surf_report["Long"]
+    map_data = pd.DataFrame(
+        np.random.randn(500, 2) / [50, 50] + [lat, long], columns=["lat", "lon"]
+    )
+    st.map(map_data)
+    forecasted_dates = [forecast['date'] for forecast in surf_report['Forecast']]
+    forecasted_heights = [forecast['height'] for forecast in surf_report['Forecast']]
+    forecasted_periods = [forecast['period'] for forecast in surf_report['Forecast']]
+    
+
+
+
+st.write("# Surf Conditions")
+
+# Checks if location has been inputted. Loads map if True 
+if location: 
+    # table
+    df = pd.DataFrame({
 
+    'date': forecasted_dates,
+    'heights': forecasted_heights,
+    'periods': forecasted_periods
+    })
 
-# test by markdown
-st.write("# title")
+    df
 
-# note
-st.caption("note")
+    st.line_chart(df.rename(columns={'date':'index'}).set_index('index'))
 
-# images
-st.image("https://ul.h3z.jp/tbfgZLSX.webp")
 
-# table
-df = pd.DataFrame({
-    "first column": [1, 2, 3, 4],
-    "second column": [10, 20, 30, 40],
-})
-st.write(df)
 
-# chart
-st.line_chart(df)
 
-# input text
-name = st.text_input("name")
+# DEFAULTS
+# # input text
+# name = st.text_input("name")
 
-# integer input
-age = st.number_input("age", step=1)
+# # integer input
+# age = st.number_input("age", step=1)
 
-st.write(f"name: {name}")
-st.write(f"age: {age}")
+# st.write(f"name: {name}")
+# st.write(f"age: {age}")
 
-# button
-if st.button("Push"):
-    st.write("Pushed")
+# # button
+# if st.button("Push"):
+#     st.write("Pushed")
 
-# pulldown
-select = st.selectbox("Fruits", options=["apple", "banana", "strawberry"])
-st.write(select)
+# # pulldown
+# select = st.selectbox("Fruits", options=["apple", "banana", "strawberry"])
+# st.write(select)
 
-# pulldown multiple
-multi_select = st.multiselect("Color", options=["red", "blue", "yellow"])
-st.write(multi_select)
+# # pulldown multiple
+# multi_select = st.multiselect("Color", options=["red", "blue", "yellow"])
+# st.write(multi_select)
 
-# checkbox
-if st.checkbox("Show dataframe"):
-    chart_data = pd.DataFrame(np.random.randn(20, 3), columns=["a", "b", "c"])
-    st.line_chart(chart_data)
+# # checkbox
+# if st.checkbox("Show dataframe"):
+#     chart_data = pd.DataFrame(np.random.randn(20, 3), columns=["a", "b", "c"])
+#     st.line_chart(chart_data)
 
-# radio button
-radio = st.radio("Select", ["cat", "dog"])
-st.write(f"radio: {radio}")
+# # radio button
+# radio = st.radio("Select", ["cat", "dog"])
+# st.write(f"radio: {radio}")
 
-# file upload
-uploaded_file = st.file_uploader("Upload", type=["csv"])
-if uploaded_file:
-    dataframe = pd.read_csv(uploaded_file)
-    st.write(dataframe)
+# # file upload
+# uploaded_file = st.file_uploader("Upload", type=["csv"])
+# if uploaded_file:
+#     dataframe = pd.read_csv(uploaded_file)
+#     st.write(dataframe)
diff --git a/src/helper.py b/src/helper.py
index c1452a2..218be76 100644
--- a/src/helper.py
+++ b/src/helper.py
@@ -239,9 +239,9 @@ def forecast_to_json(data, decimal):
     for i in range(len(dates)):
         forecast = {
             "date": str(dates[i].date()),
-            "surf height": round(float(surf_height[i]), decimal),
-            "swell direction": round(float(swell_direction[i]), decimal),
-            "swell period": round(float(swell_period[i]), decimal),
+            "height": round(float(surf_height[i]), decimal),
+            "direction": round(float(swell_direction[i]), decimal),
+            "period": round(float(swell_period[i]), decimal),
         }
         forecasts.append(forecast)
 

From f13c3d6b498ffcc60d88d39072bdfb03050e474c Mon Sep 17 00:00:00 2001
From: ryansurf <ryanfrederich@gmail.com>
Date: Mon, 3 Jun 2024 10:20:15 -0700
Subject: [PATCH 03/15] map and forecast surf data

---
 src/cli.py | 7 +++++--
 1 file changed, 5 insertions(+), 2 deletions(-)

diff --git a/src/cli.py b/src/cli.py
index 191fb91..8a4372c 100644
--- a/src/cli.py
+++ b/src/cli.py
@@ -15,12 +15,15 @@
 gpt_info = [api_key, model]
 
 
-def run(lat=0, long=0):
+def run(lat=0, long=0, args=None):
     """
     Main function
     """
     # Seperates the cli args into a list
-    args = helper.seperate_args(sys.argv)
+    if args is None:
+        args = helper.seperate_args(sys.argv)
+    else:
+        args = helper.seperate_args(args)
 
     #  return coordinates, lat, long, city
     location = api.seperate_args_and_get_location(args)

From 72b7547f60804a6978583cad44cfdd0ccdff3445 Mon Sep 17 00:00:00 2001
From: ryansurf <ryanfrederich@gmail.com>
Date: Tue, 4 Jun 2024 12:05:33 -0700
Subject: [PATCH 04/15] GPT/map toggle functionality. Created helper function
 for streamlit

---
 src/cli.py              |   6 ++-
 src/dev_streamlit.py    | 113 +++++++++++-----------------------------
 src/helper.py           |   2 +
 src/streamlit_helper.py |  79 ++++++++++++++++++++++++++++
 tests/test_cli.py       |   2 +-
 5 files changed, 116 insertions(+), 86 deletions(-)
 create mode 100644 src/streamlit_helper.py

diff --git a/src/cli.py b/src/cli.py
index 8a4372c..3f2a12b 100644
--- a/src/cli.py
+++ b/src/cli.py
@@ -44,10 +44,12 @@ def run(lat=0, long=0, args=None):
 
     # Non-JSON output
     if arguments["json_output"] == 0:
-        helper.print_outputs(
+        # Response prints all the outputs & returns the GPT response
+        response = helper.print_outputs(
             city, ocean_data_dict, arguments, gpt_prompt, gpt_info
         )
-        return ocean_data_dict
+        # Returns ocean data, GPT response
+        return ocean_data_dict, response
     else:
         # print the output in json format!
         json_output = helper.json_output(ocean_data_dict)
diff --git a/src/dev_streamlit.py b/src/dev_streamlit.py
index 4442c70..2c66c91 100644
--- a/src/dev_streamlit.py
+++ b/src/dev_streamlit.py
@@ -1,15 +1,12 @@
-import time
-
-import numpy as np
-import pandas as pd
 import sys
+import time
 from pathlib import Path
+
 import streamlit as st
-import pydeck as pdk
 
 sys.path.append(str(Path(__file__).parent.parent))
 
-from src import api, cli
+from src import streamlit_helper as sl_help
 
 # NOTE: This file is for testing purposes. Do not use it in production.
 
@@ -36,9 +33,6 @@
     unsafe_allow_html=True,
 )
 
-# progress bar
-# st.write("Loading...")
-
 latest_iteration = st.empty()
 bar = st.progress(0)
 
@@ -47,85 +41,38 @@
     bar.progress(i + 1)
     time.sleep(0.01)
 
-# st.write("...and now we're done!")
+st.caption("Enter a surf spot to see the map and forecast!")
 
-# Map
-# st.title("Surf Spot")
 
-st.caption("Enter a surf spot to see the map and forecast!")
+# Toggles in a horizontal line
+col1, col2 = st.columns(2)
+
+with col1:
+    gpt = st.toggle("Activate GPT")
+with col2:
+    map = st.toggle("Show Map", value=True)
+
+extra_args = sl_help.extra_args(gpt)
 
 # User input location
 location = st.text_input("Surf Spot", placeholder="Enter surf spot!")
 
-# Checks if location has been entered. 
+# Checks if location has been entered.
 # If True, gathers surf report and displays map
 if location:
-    location = "location=" + location
-    surf_report = cli.run(args=["placeholder",f"{location}"])
-    lat, long = surf_report["Lat"], surf_report["Long"]
-    map_data = pd.DataFrame(
-        np.random.randn(500, 2) / [50, 50] + [lat, long], columns=["lat", "lon"]
-    )
-    st.map(map_data)
-    forecasted_dates = [forecast['date'] for forecast in surf_report['Forecast']]
-    forecasted_heights = [forecast['height'] for forecast in surf_report['Forecast']]
-    forecasted_periods = [forecast['period'] for forecast in surf_report['Forecast']]
-    
-
-
-
-st.write("# Surf Conditions")
-
-# Checks if location has been inputted. Loads map if True 
-if location: 
-    # table
-    df = pd.DataFrame({
-
-    'date': forecasted_dates,
-    'heights': forecasted_heights,
-    'periods': forecasted_periods
-    })
-
-    df
-
-    st.line_chart(df.rename(columns={'date':'index'}).set_index('index'))
-
-
-
-
-# DEFAULTS
-# # input text
-# name = st.text_input("name")
-
-# # integer input
-# age = st.number_input("age", step=1)
-
-# st.write(f"name: {name}")
-# st.write(f"age: {age}")
-
-# # button
-# if st.button("Push"):
-#     st.write("Pushed")
-
-# # pulldown
-# select = st.selectbox("Fruits", options=["apple", "banana", "strawberry"])
-# st.write(select)
-
-# # pulldown multiple
-# multi_select = st.multiselect("Color", options=["red", "blue", "yellow"])
-# st.write(multi_select)
-
-# # checkbox
-# if st.checkbox("Show dataframe"):
-#     chart_data = pd.DataFrame(np.random.randn(20, 3), columns=["a", "b", "c"])
-#     st.line_chart(chart_data)
-
-# # radio button
-# radio = st.radio("Select", ["cat", "dog"])
-# st.write(f"radio: {radio}")
-
-# # file upload
-# uploaded_file = st.file_uploader("Upload", type=["csv"])
-# if uploaded_file:
-#     dataframe = pd.read_csv(uploaded_file)
-#     st.write(dataframe)
+    get_report = sl_help.get_report(location, extra_args)
+    report_dict, gpt_response, lat, long = get_report
+
+    # Displays the map
+    if map:
+        map_data = sl_help.map_data(lat, long)
+        st.map(map_data, color="#FFFFFF")
+
+    # Writes the GPT response
+    if gpt_response is not None:
+        st.write(gpt_response)
+
+    # Displays the line graph
+    st.write("# Surf Conditions")
+    df = sl_help.graph_data(report_dict)
+    st.line_chart(df.rename(columns={"date": "index"}).set_index("index"))
diff --git a/src/helper.py b/src/helper.py
index 218be76..217ca45 100644
--- a/src/helper.py
+++ b/src/helper.py
@@ -214,9 +214,11 @@ def print_outputs(city, data_dict, arguments, gpt_prompt, gpt_info):
     # Prints the forecast(if activated in CLI args)
     print_forecast(arguments, forecast)
     # Checks if GPT in args, prints GPT response if True
+    gpt_response = None
     if arguments["gpt"] == 1:
         gpt_response = print_gpt(data_dict, gpt_prompt, gpt_info)
         print(gpt_response)
+    return gpt_response
 
 
 def set_location(location):
diff --git a/src/streamlit_helper.py b/src/streamlit_helper.py
new file mode 100644
index 0000000..a9ecbeb
--- /dev/null
+++ b/src/streamlit_helper.py
@@ -0,0 +1,79 @@
+"""
+Helper functions for the streamlit frontent
+"""
+
+import sys
+from pathlib import Path
+
+import numpy as np
+import pandas as pd
+
+sys.path.append(str(Path(__file__).parent.parent))
+
+from src import cli
+
+
+def extra_args(gpt):
+    """
+    By default, the location is the only argument when cli.run()
+    is ran. Extra args outputs and other arguments the user wants,
+    like using the GPT function
+    """
+    # Arguments
+    extra_args = ""
+
+    if gpt:
+        extra_args += ",gpt"
+
+    return extra_args
+
+
+def get_report(location, extra_args):
+    """
+    Executes cli.run(), retrns the report dictionary,
+    gpt response, lat and long
+    """
+    gpt_response = None
+    args = "location=" + location
+    if extra_args:
+        args += extra_args
+    surf_report = cli.run(args=["placeholder", args])
+    report_dict, gpt_response = surf_report[0], surf_report[1]
+    lat, long = report_dict["Lat"], report_dict["Long"]
+
+    return report_dict, gpt_response, lat, long
+
+
+def map_data(lat, long):
+    """
+    Gathers data for the map
+    """
+    map_data = pd.DataFrame(
+        np.random.randn(500, 2) / [50, 50] + [lat, long],
+        columns=["lat", "lon"],
+    )
+    return map_data
+
+
+def graph_data(report_dict):
+    """
+    Gathers the forecasted dates, heights, period and stores them in a pandas
+    dataframe. Will be used to display the line chart
+    """
+    forecasted_dates = [
+        forecast["date"] for forecast in report_dict["Forecast"]
+    ]
+    forecasted_heights = [
+        forecast["height"] for forecast in report_dict["Forecast"]
+    ]
+    forecasted_periods = [
+        forecast["period"] for forecast in report_dict["Forecast"]
+    ]
+    # table
+    df = pd.DataFrame({
+        "date": forecasted_dates,
+        "heights": forecasted_heights,
+        "periods": forecasted_periods,
+    })
+
+    return df
diff --git a/tests/test_cli.py b/tests/test_cli.py
index 867d289..edea3a5 100644
--- a/tests/test_cli.py
+++ b/tests/test_cli.py
@@ -18,6 +18,6 @@ def test_cli_output():
     # Hardcode lat and long for location.
     # If not, when test are ran in Github Actions
     # We get an error(because server probably isn't near ocean)
-    data_dict = cli.run(36.95, -121.97)
+    data_dict = cli.run(36.95, -121.97)[0]
     time.sleep(5)
     assert len(data_dict) >= expected

From 959f142ef9272056f339d75d2d960c37b177e544 Mon Sep 17 00:00:00 2001
From: ryansurf <ryanfrederich@gmail.com>
Date: Tue, 4 Jun 2024 16:26:48 -0700
Subject: [PATCH 05/15] Conversion to folium for mapping

---
 src/dev_streamlit.py    |  3 ++-
 src/streamlit_helper.py | 14 +++++++++-----
 2 files changed, 11 insertions(+), 6 deletions(-)

diff --git a/src/dev_streamlit.py b/src/dev_streamlit.py
index 2c66c91..e2779d3 100644
--- a/src/dev_streamlit.py
+++ b/src/dev_streamlit.py
@@ -3,6 +3,7 @@
 from pathlib import Path
 
 import streamlit as st
+from streamlit_folium import st_folium
 
 sys.path.append(str(Path(__file__).parent.parent))
 
@@ -66,7 +67,7 @@
     # Displays the map
     if map:
         map_data = sl_help.map_data(lat, long)
-        st.map(map_data, color="#FFFFFF")
+        st_folium(map_data, width=725)
 
     # Writes the GPT response
     if gpt_response is not None:
diff --git a/src/streamlit_helper.py b/src/streamlit_helper.py
index a9ecbeb..ebf39a3 100644
--- a/src/streamlit_helper.py
+++ b/src/streamlit_helper.py
@@ -7,6 +7,8 @@
 
 import numpy as np
 import pandas as pd
+import folium
+from streamlit_folium import st_folium
 
 sys.path.append(str(Path(__file__).parent.parent))
 
@@ -47,12 +49,14 @@ def get_report(location, extra_args):
 def map_data(lat, long):
     """
     Gathers data for the map
+    Docs: https://folium.streamlit.app/
     """
-    map_data = pd.DataFrame(
-        np.random.randn(500, 2) / [50, 50] + [lat, long],
-        columns=["lat", "lon"],
-    )
-    return map_data
+    m = folium.Map(location=[lat, long], zoom_start=16)
+    folium.Marker(
+        [lat, long], popup="Surf Spot!", tooltip="Get out there!"
+    ).add_to(m)
+
+    return m
 
 
 def graph_data(report_dict):

From 146c8b17cf45ee8c5c1af36f648231accee5650d Mon Sep 17 00:00:00 2001
From: ryansurf <ryanfrederich@gmail.com>
Date: Tue, 4 Jun 2024 16:29:40 -0700
Subject: [PATCH 06/15] pandas import

---
 src/streamlit_helper.py | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/src/streamlit_helper.py b/src/streamlit_helper.py
index ebf39a3..2695165 100644
--- a/src/streamlit_helper.py
+++ b/src/streamlit_helper.py
@@ -5,10 +5,8 @@
 import sys
 from pathlib import Path
 
-import numpy as np
-import pandas as pd
 import folium
-from streamlit_folium import st_folium
+import pandas as pd
 
 sys.path.append(str(Path(__file__).parent.parent))
 

From 4b260d10f608f7ebef1e04e1be306f3afa04223e Mon Sep 17 00:00:00 2001
From: Ryan Frederich <ryanfrederich@gmail.com>
Date: Sat, 8 Jun 2024 14:23:28 -0700
Subject: [PATCH 07/15] Added graph type toggle

---
 src/dev_streamlit.py    | 10 ++++++++--
 src/streamlit_helper.py | 24 ++++++++++++++++++------
 2 files changed, 26 insertions(+), 8 deletions(-)

diff --git a/src/dev_streamlit.py b/src/dev_streamlit.py
index e2779d3..675ebf7 100644
--- a/src/dev_streamlit.py
+++ b/src/dev_streamlit.py
@@ -58,6 +58,12 @@
 # User input location
 location = st.text_input("Surf Spot", placeholder="Enter surf spot!")
 
+graph_type = st.radio(
+    "Choose graph type",
+    ["Height/Period :ocean:", "Direction :world_map:"],
+    index=None,
+)
+
 # Checks if location has been entered.
 # If True, gathers surf report and displays map
 if location:
@@ -72,8 +78,8 @@
     # Writes the GPT response
     if gpt_response is not None:
         st.write(gpt_response)
-
+    
     # Displays the line graph
     st.write("# Surf Conditions")
-    df = sl_help.graph_data(report_dict)
+    df = sl_help.graph_data(report_dict, graph_type)
     st.line_chart(df.rename(columns={"date": "index"}).set_index("index"))
diff --git a/src/streamlit_helper.py b/src/streamlit_helper.py
index 2695165..c0e12ea 100644
--- a/src/streamlit_helper.py
+++ b/src/streamlit_helper.py
@@ -57,7 +57,7 @@ def map_data(lat, long):
     return m
 
 
-def graph_data(report_dict):
+def graph_data(report_dict, graph_type="Height/Period :ocean:"):
     """
     Gathers the forecasted dates, heights, period and stores them in a pandas
     dataframe. Will be used to display the line chart
@@ -71,11 +71,23 @@ def graph_data(report_dict):
     forecasted_periods = [
         forecast["period"] for forecast in report_dict["Forecast"]
     ]
+    forecasted_directions = [
+        forecast["direction"] for forecast in report_dict["Forecast"]
+    ]
     # table
-    df = pd.DataFrame({
-        "date": forecasted_dates,
-        "heights": forecasted_heights,
-        "periods": forecasted_periods,
-    })
+    if graph_type == "Height/Period :ocean:" or graph_type == None:
+        df = pd.DataFrame({
+            "date": forecasted_dates,
+            "heights": forecasted_heights,
+            "periods": forecasted_periods,
+        })
+    else:
+        df = pd.DataFrame({
+            "date": forecasted_dates,
+            "directions": forecasted_directions
+        })
 
     return df
+
+
+

From f4bd26705c3b8a52c5d8dbed46397b92dfef249b Mon Sep 17 00:00:00 2001
From: Ryan Frederich <ryanfrederich@gmail.com>
Date: Wed, 24 Jul 2024 11:26:52 -0700
Subject: [PATCH 08/15] updated instructions to run format/linter

---
 CONTRIBUTING.md   | 2 +-
 docs/structure.md | 5 ++++-
 2 files changed, 5 insertions(+), 2 deletions(-)

diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index f978e55..f02a18c 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -25,7 +25,7 @@ Please set up your development environment by referring to the `Setup` section i
 - The [PEP 8](https://realpython.com/python-pep8/) styling convention is used.
 - This is achieved using the `ruff` Linter and Formatter.
 - The Linter and Formatter are automatically executed before committing via pre-commit.
-  - If you want to run the Linter and Formatter at any time, execute `pre-commit run --all-files`.
+  - If you want to run the Linter and Formatter at any time, execute `pre-commit run --all-files`. Or, `make format` and `make run` can be ran.
 
 ### Testing
 > [!NOTE]
diff --git a/docs/structure.md b/docs/structure.md
index 031e1e3..7d5d775 100644
--- a/docs/structure.md
+++ b/docs/structure.md
@@ -28,6 +28,9 @@ More in-depth structure:
 .
 ├── compose.yaml
 ├── CONTRIBUTING.md
+├── dist
+│   ├── cli_surf-0.1.0-py3-none-any.whl
+│   └── cli_surf-0.1.0.tar.gz
 ├── Dockerfile
 ├── docs
 │   ├── cheat_sheet.md
@@ -73,6 +76,6 @@ More in-depth structure:
     ├── test_helper.py
     └── test_server.py
 
-9 directories, 38 files
+10 directories, 40 files
 ```
 <!-- STRUCTURE END  -->

From c7bf083fd711870536a8c041b52257afb1bc2ba0 Mon Sep 17 00:00:00 2001
From: Ryan Frederich <ryanfrederich@gmail.com>
Date: Wed, 24 Jul 2024 11:30:07 -0700
Subject: [PATCH 09/15] linter/formatter fixes

---
 src/dev_streamlit.py    | 2 +-
 src/streamlit_helper.py | 7 ++-----
 2 files changed, 3 insertions(+), 6 deletions(-)

diff --git a/src/dev_streamlit.py b/src/dev_streamlit.py
index 675ebf7..086fcd7 100644
--- a/src/dev_streamlit.py
+++ b/src/dev_streamlit.py
@@ -78,7 +78,7 @@
     # Writes the GPT response
     if gpt_response is not None:
         st.write(gpt_response)
-    
+
     # Displays the line graph
     st.write("# Surf Conditions")
     df = sl_help.graph_data(report_dict, graph_type)
diff --git a/src/streamlit_helper.py b/src/streamlit_helper.py
index c0e12ea..c658aa6 100644
--- a/src/streamlit_helper.py
+++ b/src/streamlit_helper.py
@@ -75,7 +75,7 @@ def graph_data(report_dict, graph_type="Height/Period :ocean:"):
         forecast["direction"] for forecast in report_dict["Forecast"]
     ]
     # table
-    if graph_type == "Height/Period :ocean:" or graph_type == None:
+    if graph_type == "Height/Period :ocean:" or graph_type is None:
         df = pd.DataFrame({
             "date": forecasted_dates,
             "heights": forecasted_heights,
@@ -84,10 +84,7 @@ def graph_data(report_dict, graph_type="Height/Period :ocean:"):
     else:
         df = pd.DataFrame({
             "date": forecasted_dates,
-            "directions": forecasted_directions
+            "directions": forecasted_directions,
         })
 
     return df
-
-
-

From e5fc761623926abb8e0698f1b6d1e868c6652ba4 Mon Sep 17 00:00:00 2001
From: Ryan Frederich <ryanfrederich@gmail.com>
Date: Wed, 24 Jul 2024 11:32:20 -0700
Subject: [PATCH 10/15] directory structure update

---
 docs/structure.md | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/docs/structure.md b/docs/structure.md
index 7d5d775..0147e46 100644
--- a/docs/structure.md
+++ b/docs/structure.md
@@ -58,6 +58,7 @@ More in-depth structure:
 │   ├── api.py
 │   ├── art.py
 │   ├── cli.py
+│   ├── dev_streamlit.py
 │   ├── gpt.py
 │   ├── helper.py
 │   ├── __init__.py
@@ -66,6 +67,7 @@ More in-depth structure:
 │   ├── server.py
 │   ├── settings.py
 │   ├── static
+│   ├── streamlit_helper.py
 │   └── templates
 └── tests
     ├── __init__.py
@@ -76,6 +78,6 @@ More in-depth structure:
     ├── test_helper.py
     └── test_server.py
 
-10 directories, 40 files
+10 directories, 42 files
 ```
 <!-- STRUCTURE END  -->

From 54207adc97f5e1d8f51a1a185d97400916cc2033 Mon Sep 17 00:00:00 2001
From: Ryan Frederich <ryanfrederich@gmail.com>
Date: Wed, 24 Jul 2024 11:44:19 -0700
Subject: [PATCH 11/15] surf_summary() was using an invalid dict key

---
 src/helper.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/helper.py b/src/helper.py
index 4d82d33..b3f5d30 100644
--- a/src/helper.py
+++ b/src/helper.py
@@ -273,7 +273,7 @@ def surf_summary(surf_data):
     """
     location = surf_data["Location"]
     height = surf_data["Height"]
-    direction = surf_data["Direction"]
+    direction = surf_data["Swell Direction"]
     period = surf_data["Period"]
     unit = surf_data["Unit"]
     report = f"""

From d4c5853da7d7837e11139f2dafd3ab085fbfcc16 Mon Sep 17 00:00:00 2001
From: Ryan Frederich <ryanfrederich@gmail.com>
Date: Wed, 24 Jul 2024 11:54:31 -0700
Subject: [PATCH 12/15] Added streamlit to readme & docs update(new make
 commands)

---
 README.md           | 12 +++++++++++-
 docs/cheat_sheet.md |  8 ++++++--
 docs/styling.md     |  4 +++-
 3 files changed, 20 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index 70a13db..c8c95ac 100644
--- a/README.md
+++ b/README.md
@@ -162,7 +162,9 @@ Note that the Flask server must be running in order to send emails.
     <img src="images/website.gif" alt="cli-surf_website gif" style="width: 700px; height: auto;">
 </p>
 
-Although this application was made with the cli in mind, there is a frontend.
+Although this application was made with the cli in mind, there are two frontends (experimenting at the moment).
+
+**HTML/JS/CSS Frontend**
 
 `http://localhost:8000/home` **or** `<ip_of_host>:<port>/home` if the application is running on a different host or you have changed the default port.
 
@@ -170,6 +172,14 @@ You may need to change `IP_ADDRESS` in `.env` to match the ip of the host runnin
 
 Now, running `python3 server.py` will launch the website!
 
+**Streamlit Frontend**
+
+[Streamlit](https://streamlit.io/) is also an option that we are experimenting with. 
+
+To run streamlit: `streamlit run src/dev_streamlit.py`
+
+You will be able to find the frontend here: `http://localhost:8502`
+
 
 ## 📈 Contributing
 
diff --git a/docs/cheat_sheet.md b/docs/cheat_sheet.md
index 30f6897..fd46d91 100644
--- a/docs/cheat_sheet.md
+++ b/docs/cheat_sheet.md
@@ -18,7 +18,7 @@ When developing, these commands may come in handy:
 |  `poetry add <package-name>` |  Add a new dependency to Poetry |
 | `poetry add --group dev <package-name>`  |  Add a new developer dependency to Poetry |
 | `poetry show`  |  List all available dependencies with descriptions |
-| `poetry run pre-commit run --all-files`  |  Run the Linter & Formatter |
+| `pre-commit run --all-files`  |  Run the Linter & Formatter |
 
 ## [Mkdocs Commands](https://www.mkdocs.org/user-guide/)
 
@@ -30,12 +30,15 @@ When developing, these commands may come in handy:
 
 | Argument    | Description|
 | -------- | ------- |
+| `make install`  |  Install dependencies and activates the virtual environment. |
 | `make run`  |  Runs `server.py` |
 | `make run_docker`  |  Runs `docker compose up -d` |
 | `make test`  |  Runs pytest |
 | `make test_docker`  |  Runs pytest on Docker |
 | `make output_coverage`  |  Outputs the coverage of the tests |
 | `make send_email`  |  Runs `send_email.py` |
+| `make lint`  |  Runs the ruff linter |
+| `make format`  |  Runs the ruff formatter |
 
 
 ## [Git](https://education.github.com/git-cheat-sheet-education.pdf)
@@ -51,4 +54,5 @@ When developing, these commands may come in handy:
 | `git checkout -b <branch>`  |  Creates a new branch, `branch`, and switches into it |
 | `git branch -d <branch>`  |  Delete a local branch |
 | `git push -u origin <branch-name>`  |  Pushes a local branch to the upstream remote repo |
-| `git log --branches --not --remotes`  |  View commits that have not yet been pushed |
\ No newline at end of file
+| `git log --branches --not --remotes`  |  View commits that have not yet been pushed |
+| `git fetch origin pull/ID/head:BRANCH_NAME`  |  Checking out a PR branch with `ID` and `BRANCH_NAME` |
\ No newline at end of file
diff --git a/docs/styling.md b/docs/styling.md
index 39f5a9a..5e55032 100644
--- a/docs/styling.md
+++ b/docs/styling.md
@@ -7,4 +7,6 @@ This is achieved using the ruff Linter and Formatter.
 
 The Linter and Formatter are automatically executed before committing via pre-commit.
 
-If you want to run the Linter and Formatter at any time, execute `poetry run pre-commit run --all-files`.
+If you want to run the Linter and Formatter at any time, execute `pre-commit run --all-files`.
+
+You may also run `make lint` or `make format` to run the linter/formatter on its own.

From ab071e1cbed0b5c50f2e557fd64f8634d73a9fcd Mon Sep 17 00:00:00 2001
From: Vaibhav Chouhan <152781960+vaibhav-2703@users.noreply.github.com>
Date: Sat, 27 Jul 2024 12:20:31 +0530
Subject: [PATCH 13/15] Update api.py

Handling invalid location - The get_coordinates function now prints a user-friendly message and defaults to the user's location if an invalid location is provided.
---
 src/api.py | 14 ++++++++++----
 1 file changed, 10 insertions(+), 4 deletions(-)

diff --git a/src/api.py b/src/api.py
index 641ef06..12b730f 100644
--- a/src/api.py
+++ b/src/api.py
@@ -16,8 +16,9 @@
 
 def get_coordinates(args):
     """
-    Takes a location(city or address) and returns the coordinates: [lat, long]
-    If no location is specified, default_location() finds the users coordinates
+    Takes a location (city or address) and returns the coordinates: [lat, long]
+    If no location is specified or the location is invalid, default_location()
+    finds the user's coordinates.
     """
     for arg in args:
         arg_str = str(arg)
@@ -27,13 +28,18 @@ def get_coordinates(args):
             location = geolocator.geocode(address)
             if location is not None:
                 return [location.latitude, location.longitude, location]
-            return "No data"
+            else:
+                print(
+                    f"Invalid location '{address}' provided. "
+                    "Using default location."
+                )
+                return default_location()
     return default_location()
 
 
 def default_location():
     """
-    If no location specified in cli, find users location
+    If no location specified in cli, find user's location
     Make a GET request to the API endpoint
     """
     response = requests.get("https://ipinfo.io/json", timeout=10)

From 103fdbb5f69c886a4432bd4823fb207277a33100 Mon Sep 17 00:00:00 2001
From: Ryan Frederich <ryanfrederich@gmail.com>
Date: Mon, 29 Jul 2024 10:19:24 -0700
Subject: [PATCH 14/15] minor tweaks(docs, typos)

---
 docs/cheat_sheet.md     | 1 +
 src/dev_streamlit.py    | 1 +
 src/streamlit_helper.py | 2 +-
 3 files changed, 3 insertions(+), 1 deletion(-)

diff --git a/docs/cheat_sheet.md b/docs/cheat_sheet.md
index fd46d91..4bda305 100644
--- a/docs/cheat_sheet.md
+++ b/docs/cheat_sheet.md
@@ -39,6 +39,7 @@ When developing, these commands may come in handy:
 | `make send_email`  |  Runs `send_email.py` |
 | `make lint`  |  Runs the ruff linter |
 | `make format`  |  Runs the ruff formatter |
+| `make clean`  |  Cleans up files generated during testing (`.coverage`, `pytest_cache`, etc.) |
 
 
 ## [Git](https://education.github.com/git-cheat-sheet-education.pdf)
diff --git a/src/dev_streamlit.py b/src/dev_streamlit.py
index 086fcd7..05ebb22 100644
--- a/src/dev_streamlit.py
+++ b/src/dev_streamlit.py
@@ -71,6 +71,7 @@
     report_dict, gpt_response, lat, long = get_report
 
     # Displays the map
+    # TODO: Configure map to only show nearby surf spots based on the lat/long
     if map:
         map_data = sl_help.map_data(lat, long)
         st_folium(map_data, width=725)
diff --git a/src/streamlit_helper.py b/src/streamlit_helper.py
index c658aa6..9703981 100644
--- a/src/streamlit_helper.py
+++ b/src/streamlit_helper.py
@@ -1,5 +1,5 @@
 """
-Helper functions for the streamlit frontent
+Helper functions for the streamlit frontend
 """
 
 import sys

From 67d17c3bb46a92f0e0e43151873b75dbb07c96fd Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 30 Jul 2024 16:22:04 +0000
Subject: [PATCH 15/15] Bump tornado from 6.4 to 6.4.1 in the pip group across
 1 directory

Bumps the pip group with 1 update in the / directory: [tornado](https://github.com/tornadoweb/tornado).


Updates `tornado` from 6.4 to 6.4.1
- [Changelog](https://github.com/tornadoweb/tornado/blob/master/docs/releases.rst)
- [Commits](https://github.com/tornadoweb/tornado/compare/v6.4.0...v6.4.1)

---
updated-dependencies:
- dependency-name: tornado
  dependency-type: indirect
  dependency-group: pip
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 poetry.lock | 28 ++++++++++++++--------------
 1 file changed, 14 insertions(+), 14 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index bb76d63..ff0bbe6 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -2699,22 +2699,22 @@ files = [
 
 [[package]]
 name = "tornado"
-version = "6.4"
+version = "6.4.1"
 description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
 optional = false
-python-versions = ">= 3.8"
-files = [
-    {file = "tornado-6.4-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:02ccefc7d8211e5a7f9e8bc3f9e5b0ad6262ba2fbb683a6443ecc804e5224ce0"},
-    {file = "tornado-6.4-cp38-abi3-macosx_10_9_x86_64.whl", hash = "sha256:27787de946a9cffd63ce5814c33f734c627a87072ec7eed71f7fc4417bb16263"},
-    {file = "tornado-6.4-cp38-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f7894c581ecdcf91666a0912f18ce5e757213999e183ebfc2c3fdbf4d5bd764e"},
-    {file = "tornado-6.4-cp38-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e43bc2e5370a6a8e413e1e1cd0c91bedc5bd62a74a532371042a18ef19e10579"},
-    {file = "tornado-6.4-cp38-abi3-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f0251554cdd50b4b44362f73ad5ba7126fc5b2c2895cc62b14a1c2d7ea32f212"},
-    {file = "tornado-6.4-cp38-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:fd03192e287fbd0899dd8f81c6fb9cbbc69194d2074b38f384cb6fa72b80e9c2"},
-    {file = "tornado-6.4-cp38-abi3-musllinux_1_1_i686.whl", hash = "sha256:88b84956273fbd73420e6d4b8d5ccbe913c65d31351b4c004ae362eba06e1f78"},
-    {file = "tornado-6.4-cp38-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:71ddfc23a0e03ef2df1c1397d859868d158c8276a0603b96cf86892bff58149f"},
-    {file = "tornado-6.4-cp38-abi3-win32.whl", hash = "sha256:6f8a6c77900f5ae93d8b4ae1196472d0ccc2775cc1dfdc9e7727889145c45052"},
-    {file = "tornado-6.4-cp38-abi3-win_amd64.whl", hash = "sha256:10aeaa8006333433da48dec9fe417877f8bcc21f48dda8d661ae79da357b2a63"},
-    {file = "tornado-6.4.tar.gz", hash = "sha256:72291fa6e6bc84e626589f1c29d90a5a6d593ef5ae68052ee2ef000dfd273dee"},
+python-versions = ">=3.8"
+files = [
+    {file = "tornado-6.4.1-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:163b0aafc8e23d8cdc3c9dfb24c5368af84a81e3364745ccb4427669bf84aec8"},
+    {file = "tornado-6.4.1-cp38-abi3-macosx_10_9_x86_64.whl", hash = "sha256:6d5ce3437e18a2b66fbadb183c1d3364fb03f2be71299e7d10dbeeb69f4b2a14"},
+    {file = "tornado-6.4.1-cp38-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e2e20b9113cd7293f164dc46fffb13535266e713cdb87bd2d15ddb336e96cfc4"},
+    {file = "tornado-6.4.1-cp38-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:8ae50a504a740365267b2a8d1a90c9fbc86b780a39170feca9bcc1787ff80842"},
+    {file = "tornado-6.4.1-cp38-abi3-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:613bf4ddf5c7a95509218b149b555621497a6cc0d46ac341b30bd9ec19eac7f3"},
+    {file = "tornado-6.4.1-cp38-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:25486eb223babe3eed4b8aecbac33b37e3dd6d776bc730ca14e1bf93888b979f"},
+    {file = "tornado-6.4.1-cp38-abi3-musllinux_1_2_i686.whl", hash = "sha256:454db8a7ecfcf2ff6042dde58404164d969b6f5d58b926da15e6b23817950fc4"},
+    {file = "tornado-6.4.1-cp38-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:a02a08cc7a9314b006f653ce40483b9b3c12cda222d6a46d4ac63bb6c9057698"},
+    {file = "tornado-6.4.1-cp38-abi3-win32.whl", hash = "sha256:d9a566c40b89757c9aa8e6f032bcdb8ca8795d7c1a9762910c722b1635c9de4d"},
+    {file = "tornado-6.4.1-cp38-abi3-win_amd64.whl", hash = "sha256:b24b8982ed444378d7f21d563f4180a2de31ced9d8d84443907a0a64da2072e7"},
+    {file = "tornado-6.4.1.tar.gz", hash = "sha256:92d3ab53183d8c50f8204a51e6f91d18a15d5ef261e84d452800d4ff6fc504e9"},
 ]
 
 [[package]]