From 18804aae125c2cda204055343e7d816180805613 Mon Sep 17 00:00:00 2001
From: Peter Bull <17122363+peterbull@users.noreply.github.com>
Date: Fri, 18 Oct 2024 08:08:26 -0400
Subject: [PATCH] Revert "misc updates for running locally on ARM "

---
 .gitignore                            |    4 +-
 airflow/airflow.extension.dockerfile  |   36 +-
 airflow/requirements.txt              |    4 +-
 backend/.python-version               |    1 -
 backend/backend.dockerfile            |   14 +-
 backend/poetry.lock                   | 5268 ++++++++++++-------------
 backend/pyproject.toml                |    4 +-
 docker-compose.yml                    |    3 +-
 frontend/my-app/src/App.tsx           |    4 +-
 nbs/python/240220_sl_surf_spots.ipynb | 4209 +++++++++++++++++++-
 nbs/python/240329_sl_api.ipynb        | 2672 +++++++------
 11 files changed, 8174 insertions(+), 4045 deletions(-)
 delete mode 100644 backend/.python-version

diff --git a/.gitignore b/.gitignore
index 97dd1b2..8fc0065 100644
--- a/.gitignore
+++ b/.gitignore
@@ -196,6 +196,4 @@ airflow/mem-debug/vars.sh
 firebase.json
 firestore.indexes.json
 firestore.rules
-.firebaserc
-
-.DS_Store
+.firebaserc
\ No newline at end of file
diff --git a/airflow/airflow.extension.dockerfile b/airflow/airflow.extension.dockerfile
index e33c4ab..dbced39 100644
--- a/airflow/airflow.extension.dockerfile
+++ b/airflow/airflow.extension.dockerfile
@@ -1,20 +1,12 @@
 FROM apache/airflow:2.8.1
 
-
-
-USER root
-RUN mkdir -p /etc/apt/keyrings
-RUN curl -fsSL https://packages.microsoft.com/keys/microsoft.asc | gpg --dearmor -o /etc/apt/keyrings/microsoft.gpg
-RUN curl -fsSL https://www.postgresql.org/media/keys/ACCC4CF8.asc | gpg --dearmor -o /etc/apt/keyrings/postgresql.gpg
-RUN curl -fsSL https://mariadb.org/mariadb_release_signing_key.asc | gpg --dearmor -o /etc/apt/keyrings/mariadb.gpg
-
 # Install additional dependencies for ECCODES
+USER root
 RUN apt-get update --fix-missing && apt-get install -y libpq-dev gcc g++ wget \
-  libnetcdff-dev libopenjp2-7-dev gfortran make unzip git cmake \
-  libgdal-dev gdal-bin \  
-  && mkdir /root/source_builds \
-  && apt-get clean \
-  && rm -rf /var/lib/apt/lists/*
+    libnetcdff-dev libopenjp2-7-dev gfortran make unzip git cmake \
+    && mkdir /root/source_builds \
+    && apt-get clean \
+    && rm -rf /var/lib/apt/lists/*
 
 WORKDIR /root
 RUN mkdir -p source_builds/eccodes/build && mkdir -p /usr/src/eccodes
@@ -22,27 +14,27 @@ RUN mkdir -p source_builds/eccodes/build && mkdir -p /usr/src/eccodes
 # Get ECCodes package
 WORKDIR /root/source_builds/eccodes
 RUN wget https://confluence.ecmwf.int/download/attachments/45757960/eccodes-2.31.0-Source.tar.gz?api=v2 && \
-  tar -xzf eccodes-2.31.0-Source.tar.gz?api=v2 && \
-  rm eccodes-2.31.0-Source.tar.gz?api=v2
+    tar -xzf eccodes-2.31.0-Source.tar.gz?api=v2 && \
+    rm eccodes-2.31.0-Source.tar.gz?api=v2
 
 # Build ECCodes from source
 WORKDIR /root/source_builds/eccodes/build
 RUN cmake -DCMAKE_INSTALL_PREFIX=/usr/src/eccodes -DENABLE_JPG=ON ../eccodes-2.31.0-Source && \
-  make && \
-  ctest && \
-  make install && cp -r /usr/src/eccodes/bin/* /usr/bin
+    make && \
+    ctest && \
+    make install && cp -r /usr/src/eccodes/bin/* /usr/bin
 
 # Export ECCodes Paths
 ENV ECCODES_DIR=/usr/src/eccodes
 ENV ECCODES_DEFINITION_PATH=/usr/src/eccodes/share/eccodes/definitions
 
 RUN cp $ECCODES_DIR/lib/libeccodes.so /usr/lib && \
-  cp /usr/src/eccodes/include/* /usr/include/ 
+    cp /usr/src/eccodes/include/* /usr/include/ 
 
 # Install and check for correct install with pthyon
 RUN apt-get update && apt-get install -y python3-pip && \
-  pip3 install eccodes-python && \
-  python3 -m eccodes selfcheck
+    pip3 install eccodes-python && \
+    python3 -m eccodes selfcheck
 
 # Install additional dependencies for project
 
@@ -50,4 +42,4 @@ USER airflow
 WORKDIR /home/airflow
 
 COPY airflow/requirements.txt . 
-RUN pip install -r requirements.txt 
+RUN pip install -r requirements.txt 
\ No newline at end of file
diff --git a/airflow/requirements.txt b/airflow/requirements.txt
index bfa4def..2f7dca7 100644
--- a/airflow/requirements.txt
+++ b/airflow/requirements.txt
@@ -1,9 +1,7 @@
 cfgrib==0.9.10.4
 confluent-kafka==2.3.0
 eccodes==1.6.1
-# ecmwflibs==0.5.3
-# ecmwflibs
-# climetlab[ecmwflibs]
+ecmwflibs==0.5.3
 GeoAlchemy2==0.14.3
 xarray==2023.1.0
 debugpy
diff --git a/backend/.python-version b/backend/.python-version
deleted file mode 100644
index afad818..0000000
--- a/backend/.python-version
+++ /dev/null
@@ -1 +0,0 @@
-3.11.0
diff --git a/backend/backend.dockerfile b/backend/backend.dockerfile
index d416cf4..b356d9b 100644
--- a/backend/backend.dockerfile
+++ b/backend/backend.dockerfile
@@ -3,24 +3,18 @@ FROM python:3.10.12-slim
 
 
 # Install system dependencies required for psycopg2 and wget
-RUN apt-get update && apt-get install -y libpq-dev gcc wget curl coreutils gdal-bin libgdal-dev g++ && \
+RUN apt-get update && apt-get install -y libpq-dev gcc wget curl && \
     rm -rf /var/lib/apt/lists/*
 
 # Install Miniconda
 ENV MINICONDA_VERSION=py310_24.1.2-0
-
-# Uncomment this for building on ARM
-ENV MINICONDA_ARCH=Linux-aarch64
-
-# Typical x86 build env
-# ENV MINICONDA_ARCH=Linux-x86_64
 ENV CONDA_DIR=/opt/conda
 ENV PATH=$CONDA_DIR/bin:$PATH
 
-RUN wget https://repo.anaconda.com/miniconda/Miniconda3-$MINICONDA_VERSION-$MINICONDA_ARCH.sh \
+RUN wget https://repo.anaconda.com/miniconda/Miniconda3-$MINICONDA_VERSION-Linux-x86_64.sh \
     && mkdir -p $CONDA_DIR \
-    && sh Miniconda3-$MINICONDA_VERSION-$MINICONDA_ARCH.sh -b -u -p $CONDA_DIR \
-    && rm -f Miniconda3-$MINICONDA_VERSION-$MINICONDA_ARCH.
+    && sh Miniconda3-$MINICONDA_VERSION-Linux-x86_64.sh -b -u -p $CONDA_DIR \
+    && rm -f Miniconda3-$MINICONDA_VERSION-Linux-x86_64.sh
 
 # Install cfgrib and eccodes using Conda, this is somewhat redudant,
 # but the only way the cfgrib library installs correctly for xarray that I've found
diff --git a/backend/poetry.lock b/backend/poetry.lock
index 3865853..114fa2e 100644
--- a/backend/poetry.lock
+++ b/backend/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
 
 [[package]]
 name = "affine"
@@ -15,128 +15,101 @@ files = [
 dev = ["coveralls", "flake8", "pydocstyle"]
 test = ["pytest (>=4.6)", "pytest-cov"]
 
-[[package]]
-name = "aiohappyeyeballs"
-version = "2.4.3"
-description = "Happy Eyeballs for asyncio"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "aiohappyeyeballs-2.4.3-py3-none-any.whl", hash = "sha256:8a7a83727b2756f394ab2895ea0765a0a8c475e3c71e98d43d76f22b4b435572"},
-    {file = "aiohappyeyeballs-2.4.3.tar.gz", hash = "sha256:75cf88a15106a5002a8eb1dab212525c00d1f4c0fa96e551c9fbe6f09a621586"},
-]
-
 [[package]]
 name = "aiohttp"
-version = "3.10.10"
+version = "3.9.5"
 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.8"
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+    {file = "aiohttp-3.9.5-cp39-cp39-win32.whl", hash = "sha256:7b179eea70833c8dee51ec42f3b4097bd6370892fa93f510f76762105568cf09"},
+    {file = "aiohttp-3.9.5-cp39-cp39-win_amd64.whl", hash = "sha256:38d80498e2e169bc61418ff36170e0aad0cd268da8b38a17c4cf29d254a8b3f1"},
+    {file = "aiohttp-3.9.5.tar.gz", hash = "sha256:edea7d15772ceeb29db4aff55e482d4bcfb6ae160ce144f2682de02f6d693551"},
+]
+
+[package.dependencies]
 aiosignal = ">=1.1.2"
 async-timeout = {version = ">=4.0,<5.0", markers = "python_version < \"3.11\""}
 attrs = ">=17.3.0"
 frozenlist = ">=1.1.1"
 multidict = ">=4.5,<7.0"
-yarl = ">=1.12.0,<2.0"
+yarl = ">=1.0,<2.0"
 
 [package.extras]
-speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]
+speedups = ["Brotli", "aiodns", "brotlicffi"]
 
 [[package]]
 name = "aiosignal"
@@ -154,13 +127,13 @@ frozenlist = ">=1.1.0"
 
 [[package]]
 name = "alembic"
-version = "1.13.3"
+version = "1.13.1"
 description = "A database migration tool for SQLAlchemy."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "alembic-1.13.3-py3-none-any.whl", hash = "sha256:908e905976d15235fae59c9ac42c4c5b75cfcefe3d27c0fbf7ae15a37715d80e"},
-    {file = "alembic-1.13.3.tar.gz", hash = "sha256:203503117415561e203aa14541740643a611f641517f0209fcae63e9fa09f1a2"},
+    {file = "alembic-1.13.1-py3-none-any.whl", hash = "sha256:2edcc97bed0bd3272611ce3a98d98279e9c209e7186e43e75bbb1b2bdfdbcc43"},
+    {file = "alembic-1.13.1.tar.gz", hash = "sha256:4932c8558bf68f2ee92b9bbcb8218671c627064d5b08939437af6d77dc05e595"},
 ]
 
 [package.dependencies]
@@ -187,13 +160,13 @@ vine = ">=5.0.0,<6.0.0"
 
 [[package]]
 name = "annotated-types"
-version = "0.7.0"
+version = "0.6.0"
 description = "Reusable constraint types to use with typing.Annotated"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
-    {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
+    {file = "annotated_types-0.6.0-py3-none-any.whl", hash = "sha256:0641064de18ba7a25dee8f96403ebc39113d0cb953a01429249d5c7564666a43"},
+    {file = "annotated_types-0.6.0.tar.gz", hash = "sha256:563339e807e53ffd9c267e99fc6d9ea23eb8443c08f112651963e24e22f84a5d"},
 ]
 
 [[package]]
@@ -219,18 +192,17 @@ trio = ["trio (<0.22)"]
 
 [[package]]
 name = "apache-airflow"
-version = "2.10.2"
+version = "2.9.0"
 description = "Programmatically author, schedule and monitor data pipelines"
 optional = false
 python-versions = "<3.13,~=3.8"
 files = [
-    {file = "apache_airflow-2.10.2-py3-none-any.whl", hash = "sha256:1b3a2a29a8e62702be8d1a6eb7a692f99407408d9c8cd91dff17b4b90985c6ba"},
-    {file = "apache_airflow-2.10.2.tar.gz", hash = "sha256:8049d29798fda50b8f8778fe4cf4cb3eb956ba1cb2121f0e6709397beb73efa7"},
+    {file = "apache_airflow-2.9.0-py3-none-any.whl", hash = "sha256:52494e03d8a5976491cf548320a3d42ed07f4150f1d05ab1dcc74906b570291f"},
+    {file = "apache_airflow-2.9.0.tar.gz", hash = "sha256:bffa176e532d8fef5ccf463153958dd6b23c845b8eddd5ec5bac3a0bde47ae70"},
 ]
 
 [package.dependencies]
 alembic = ">=1.13.1,<2.0"
-apache-airflow-providers-common-compat = "*"
 apache-airflow-providers-common-io = "*"
 apache-airflow-providers-common-sql = "*"
 apache-airflow-providers-fab = ">=1.0.2"
@@ -240,71 +212,69 @@ apache-airflow-providers-imap = "*"
 apache-airflow-providers-smtp = "*"
 apache-airflow-providers-sqlite = "*"
 argcomplete = ">=1.10"
-asgiref = ">=2.3.0"
+asgiref = "*"
 attrs = ">=22.1.0"
 blinker = ">=1.6.2"
-colorlog = ">=6.8.2"
+colorlog = ">=4.0.2,<5.0"
 configupdater = ">=3.1.1"
-connexion = {version = ">=2.14.2,<3.0", extras = ["flask"]}
+connexion = {version = ">=2.10.0,<3.0", extras = ["flask"]}
 cron-descriptor = ">=1.2.24"
 croniter = ">=2.0.2"
-cryptography = ">=41.0.0"
+cryptography = ">=39.0.0"
 deprecated = ">=1.2.13"
 dill = ">=0.2.2"
-flask = ">=2.2.1,<2.3"
-flask-caching = ">=2.0.0"
+flask = ">=2.2,<2.3"
+flask-caching = ">=1.5.0"
 flask-session = ">=0.4.0,<0.6"
-flask-wtf = ">=1.1.0"
+flask-wtf = ">=0.15"
 fsspec = ">=2023.10.0"
-google-re2 = {version = ">=1.0", markers = "python_version < \"3.12\""}
+google-re2 = ">=1.0"
 gunicorn = ">=20.1.0"
-httpx = ">=0.25.0"
+httpx = "*"
 importlib_metadata = {version = ">=6.5", markers = "python_version < \"3.12\""}
 itsdangerous = ">=2.0"
 jinja2 = ">=3.0.0"
 jsonschema = ">=4.18.0"
-lazy-object-proxy = ">=1.2.0"
+lazy-object-proxy = "*"
 linkify-it-py = ">=2.0.0"
 lockfile = ">=0.12.2"
 markdown-it-py = ">=2.1.0"
 markupsafe = ">=1.1.1"
 marshmallow-oneofschema = ">=2.0.1"
 mdit-py-plugins = ">=0.3.0"
-methodtools = ">=0.4.7"
 opentelemetry-api = ">=1.15.0"
-opentelemetry-exporter-otlp = ">=1.15.0"
-packaging = ">=23.0"
+opentelemetry-exporter-otlp = "*"
+packaging = ">=14.0"
 pathspec = ">=0.9.0"
-pendulum = {version = ">=2.1.2,<4.0", markers = "python_version < \"3.12\""}
-pluggy = ">=1.5.0"
-psutil = ">=5.8.0"
+pendulum = ">=2.1.2,<4.0"
+pluggy = ">=1.0"
+psutil = ">=4.2.0"
 pygments = ">=2.0.1"
 pyjwt = ">=2.0.0"
 python-daemon = ">=3.0.0"
-python-dateutil = ">=2.7.0"
+python-dateutil = ">=2.3"
 python-nvd3 = ">=0.15.0"
 python-slugify = ">=5.0"
 requests = ">=2.27.0,<3"
-requests-toolbelt = ">=0.4.0"
 rfc3339-validator = ">=0.1.4"
 rich = ">=12.4.4"
 rich-argparse = ">=1.0.0"
-setproctitle = ">=1.3.3"
+setproctitle = ">=1.1.8"
 sqlalchemy = ">=1.4.36,<2.0"
 sqlalchemy-jsonfield = ">=1.0"
 tabulate = ">=0.7.5"
-tenacity = ">=8.0.0,<8.2.0 || >8.2.0"
+tenacity = ">=6.2.0,<8.2.0 || >8.2.0"
 termcolor = ">=1.1.0"
 unicodecsv = ">=0.14.1"
-universal-pathlib = ">=0.2.2,<0.2.4 || >0.2.4"
+universal-pathlib = ">=0.2.2"
 werkzeug = ">=2.0,<3"
 
 [package.extras]
-aiobotocore = ["aiobotocore (>=2.9.0)"]
+aiobotocore = ["aiobotocore (>=2.7.0)"]
 airbyte = ["apache-airflow-providers-airbyte"]
 alibaba = ["apache-airflow-providers-alibaba"]
-all = ["apache-airflow[aiobotocore]", "apache-airflow[airbyte]", "apache-airflow[alibaba]", "apache-airflow[all-dbs]", "apache-airflow[amazon]", "apache-airflow[apache-atlas]", "apache-airflow[apache-beam]", "apache-airflow[apache-cassandra]", "apache-airflow[apache-drill]", "apache-airflow[apache-druid]", "apache-airflow[apache-flink]", "apache-airflow[apache-hdfs]", "apache-airflow[apache-hive]", "apache-airflow[apache-iceberg]", "apache-airflow[apache-impala]", "apache-airflow[apache-kafka]", "apache-airflow[apache-kylin]", "apache-airflow[apache-livy]", "apache-airflow[apache-pig]", "apache-airflow[apache-pinot]", "apache-airflow[apache-spark]", "apache-airflow[apache-webhdfs]", "apache-airflow[apprise]", "apache-airflow[arangodb]", "apache-airflow[asana]", "apache-airflow[async]", "apache-airflow[atlassian-jira]", "apache-airflow[celery]", "apache-airflow[cgroups]", "apache-airflow[cloudant]", "apache-airflow[cloudpickle]", "apache-airflow[cncf-kubernetes]", "apache-airflow[cohere]", "apache-airflow[common-compat]", "apache-airflow[common-io]", "apache-airflow[common-sql]", "apache-airflow[databricks]", "apache-airflow[datadog]", "apache-airflow[dbt-cloud]", "apache-airflow[deprecated-api]", "apache-airflow[dingding]", "apache-airflow[discord]", "apache-airflow[docker]", "apache-airflow[elasticsearch]", "apache-airflow[exasol]", "apache-airflow[fab]", "apache-airflow[facebook]", "apache-airflow[ftp]", "apache-airflow[github-enterprise]", "apache-airflow[github]", "apache-airflow[google-auth]", "apache-airflow[google]", "apache-airflow[graphviz]", "apache-airflow[grpc]", "apache-airflow[hashicorp]", "apache-airflow[http]", "apache-airflow[imap]", "apache-airflow[influxdb]", "apache-airflow[jdbc]", "apache-airflow[jenkins]", "apache-airflow[kerberos]", "apache-airflow[ldap]", "apache-airflow[leveldb]", "apache-airflow[microsoft-azure]", "apache-airflow[microsoft-mssql]", "apache-airflow[microsoft-psrp]", "apache-airflow[microsoft-winrm]", "apache-airflow[mongo]", "apache-airflow[mysql]", "apache-airflow[neo4j]", "apache-airflow[odbc]", "apache-airflow[openai]", "apache-airflow[openfaas]", "apache-airflow[openlineage]", "apache-airflow[opensearch]", "apache-airflow[opsgenie]", "apache-airflow[oracle]", "apache-airflow[otel]", "apache-airflow[pagerduty]", "apache-airflow[pandas]", "apache-airflow[papermill]", "apache-airflow[password]", "apache-airflow[pgvector]", "apache-airflow[pinecone]", "apache-airflow[postgres]", "apache-airflow[presto]", "apache-airflow[pydantic]", "apache-airflow[qdrant]", "apache-airflow[rabbitmq]", "apache-airflow[redis]", "apache-airflow[s3fs]", "apache-airflow[salesforce]", "apache-airflow[samba]", "apache-airflow[saml]", "apache-airflow[segment]", "apache-airflow[sendgrid]", "apache-airflow[sentry]", "apache-airflow[sftp]", "apache-airflow[singularity]", "apache-airflow[slack]", "apache-airflow[smtp]", "apache-airflow[snowflake]", "apache-airflow[sqlite]", "apache-airflow[ssh]", "apache-airflow[statsd]", "apache-airflow[tableau]", "apache-airflow[tabular]", "apache-airflow[telegram]", "apache-airflow[teradata]", "apache-airflow[trino]", "apache-airflow[uv]", "apache-airflow[vertica]", "apache-airflow[virtualenv]", "apache-airflow[weaviate]", "apache-airflow[yandex]", "apache-airflow[ydb]", "apache-airflow[zendesk]"]
-all-core = ["apache-airflow[aiobotocore]", "apache-airflow[apache-atlas]", "apache-airflow[apache-webhdfs]", "apache-airflow[async]", "apache-airflow[cgroups]", "apache-airflow[cloudpickle]", "apache-airflow[deprecated-api]", "apache-airflow[github-enterprise]", "apache-airflow[google-auth]", "apache-airflow[graphviz]", "apache-airflow[kerberos]", "apache-airflow[ldap]", "apache-airflow[leveldb]", "apache-airflow[otel]", "apache-airflow[pandas]", "apache-airflow[password]", "apache-airflow[pydantic]", "apache-airflow[rabbitmq]", "apache-airflow[s3fs]", "apache-airflow[saml]", "apache-airflow[sentry]", "apache-airflow[statsd]", "apache-airflow[uv]", "apache-airflow[virtualenv]"]
+all = ["apache-airflow[aiobotocore]", "apache-airflow[airbyte]", "apache-airflow[alibaba]", "apache-airflow[all-dbs]", "apache-airflow[amazon]", "apache-airflow[apache-atlas]", "apache-airflow[apache-beam]", "apache-airflow[apache-cassandra]", "apache-airflow[apache-drill]", "apache-airflow[apache-druid]", "apache-airflow[apache-flink]", "apache-airflow[apache-hdfs]", "apache-airflow[apache-hive]", "apache-airflow[apache-impala]", "apache-airflow[apache-kafka]", "apache-airflow[apache-kylin]", "apache-airflow[apache-livy]", "apache-airflow[apache-pig]", "apache-airflow[apache-pinot]", "apache-airflow[apache-spark]", "apache-airflow[apache-webhdfs]", "apache-airflow[apprise]", "apache-airflow[arangodb]", "apache-airflow[asana]", "apache-airflow[async]", "apache-airflow[atlassian-jira]", "apache-airflow[celery]", "apache-airflow[cgroups]", "apache-airflow[cloudant]", "apache-airflow[cncf-kubernetes]", "apache-airflow[cohere]", "apache-airflow[common-io]", "apache-airflow[common-sql]", "apache-airflow[databricks]", "apache-airflow[datadog]", "apache-airflow[dbt-cloud]", "apache-airflow[deprecated-api]", "apache-airflow[dingding]", "apache-airflow[discord]", "apache-airflow[docker]", "apache-airflow[elasticsearch]", "apache-airflow[exasol]", "apache-airflow[fab]", "apache-airflow[facebook]", "apache-airflow[ftp]", "apache-airflow[github-enterprise]", "apache-airflow[github]", "apache-airflow[google-auth]", "apache-airflow[google]", "apache-airflow[graphviz]", "apache-airflow[grpc]", "apache-airflow[hashicorp]", "apache-airflow[http]", "apache-airflow[imap]", "apache-airflow[influxdb]", "apache-airflow[jdbc]", "apache-airflow[jenkins]", "apache-airflow[kerberos]", "apache-airflow[ldap]", "apache-airflow[leveldb]", "apache-airflow[microsoft-azure]", "apache-airflow[microsoft-mssql]", "apache-airflow[microsoft-psrp]", "apache-airflow[microsoft-winrm]", "apache-airflow[mongo]", "apache-airflow[mysql]", "apache-airflow[neo4j]", "apache-airflow[odbc]", "apache-airflow[openai]", "apache-airflow[openfaas]", "apache-airflow[openlineage]", "apache-airflow[opensearch]", "apache-airflow[opsgenie]", "apache-airflow[oracle]", "apache-airflow[otel]", "apache-airflow[pagerduty]", "apache-airflow[pandas]", "apache-airflow[papermill]", "apache-airflow[password]", "apache-airflow[pgvector]", "apache-airflow[pinecone]", "apache-airflow[postgres]", "apache-airflow[presto]", "apache-airflow[pydantic]", "apache-airflow[qdrant]", "apache-airflow[rabbitmq]", "apache-airflow[redis]", "apache-airflow[s3fs]", "apache-airflow[salesforce]", "apache-airflow[samba]", "apache-airflow[saml]", "apache-airflow[segment]", "apache-airflow[sendgrid]", "apache-airflow[sentry]", "apache-airflow[sftp]", "apache-airflow[singularity]", "apache-airflow[slack]", "apache-airflow[smtp]", "apache-airflow[snowflake]", "apache-airflow[sqlite]", "apache-airflow[ssh]", "apache-airflow[statsd]", "apache-airflow[tableau]", "apache-airflow[tabular]", "apache-airflow[telegram]", "apache-airflow[teradata]", "apache-airflow[trino]", "apache-airflow[uv]", "apache-airflow[vertica]", "apache-airflow[virtualenv]", "apache-airflow[weaviate]", "apache-airflow[yandex]", "apache-airflow[zendesk]"]
+all-core = ["apache-airflow[aiobotocore]", "apache-airflow[apache-atlas]", "apache-airflow[apache-webhdfs]", "apache-airflow[async]", "apache-airflow[cgroups]", "apache-airflow[deprecated-api]", "apache-airflow[github-enterprise]", "apache-airflow[google-auth]", "apache-airflow[graphviz]", "apache-airflow[kerberos]", "apache-airflow[ldap]", "apache-airflow[leveldb]", "apache-airflow[otel]", "apache-airflow[pandas]", "apache-airflow[password]", "apache-airflow[pydantic]", "apache-airflow[rabbitmq]", "apache-airflow[s3fs]", "apache-airflow[saml]", "apache-airflow[sentry]", "apache-airflow[statsd]", "apache-airflow[uv]", "apache-airflow[virtualenv]"]
 all-dbs = ["apache-airflow[apache-cassandra]", "apache-airflow[apache-drill]", "apache-airflow[apache-druid]", "apache-airflow[apache-hdfs]", "apache-airflow[apache-hive]", "apache-airflow[apache-impala]", "apache-airflow[apache-pinot]", "apache-airflow[arangodb]", "apache-airflow[cloudant]", "apache-airflow[databricks]", "apache-airflow[exasol]", "apache-airflow[influxdb]", "apache-airflow[microsoft-mssql]", "apache-airflow[mongo]", "apache-airflow[mysql]", "apache-airflow[neo4j]", "apache-airflow[postgres]", "apache-airflow[presto]", "apache-airflow[trino]", "apache-airflow[vertica]"]
 amazon = ["apache-airflow-providers-amazon"]
 apache-atlas = ["atlasclient (>=0.1.2)"]
@@ -315,7 +285,6 @@ apache-druid = ["apache-airflow-providers-apache-druid"]
 apache-flink = ["apache-airflow-providers-apache-flink"]
 apache-hdfs = ["apache-airflow-providers-apache-hdfs"]
 apache-hive = ["apache-airflow-providers-apache-hive"]
-apache-iceberg = ["apache-airflow-providers-apache-iceberg"]
 apache-impala = ["apache-airflow-providers-apache-impala"]
 apache-kafka = ["apache-airflow-providers-apache-kafka"]
 apache-kylin = ["apache-airflow-providers-apache-kylin"]
@@ -336,17 +305,15 @@ cassandra = ["apache-airflow[apache-cassandra]"]
 celery = ["apache-airflow-providers-celery"]
 cgroups = ["cgroupspy (>=0.2.2)"]
 cloudant = ["apache-airflow-providers-cloudant"]
-cloudpickle = ["cloudpickle"]
 cncf-kubernetes = ["apache-airflow-providers-cncf-kubernetes"]
 cohere = ["apache-airflow-providers-cohere"]
-common-compat = ["apache-airflow-providers-common-compat"]
 common-io = ["apache-airflow-providers-common-io"]
 common-sql = ["apache-airflow-providers-common-sql"]
 databricks = ["apache-airflow-providers-databricks"]
 datadog = ["apache-airflow-providers-datadog"]
 dbt-cloud = ["apache-airflow-providers-dbt-cloud"]
 deprecated-api = ["requests (>=2.27.0,<3)"]
-devel-ci = ["aiobotocore (>=2.9.0)", "aiofiles (>=23.2.0)", "aioresponses (>=0.7.6)", "amqp", "astroid (>=2.12.3,<3.0)", "atlasclient (>=0.1.2)", "authlib (>=1.0.0)", "backports-zoneinfo (>=0.2.1)", "bcrypt (>=2.0.0)", "beautifulsoup4 (>=4.7.1)", "black (>=23.12.0)", "blinker (>=1.1)", "blinker (>=1.7.0)", "cgroupspy (>=0.2.2)", "checksumdir (>=1.2.0)", "click (>=8.0)", "click (>=8.0,!=8.1.4,!=8.1.5)", "cloudpickle", "coverage (>=7.4.0)", "diagrams (>=0.23.4)", "docutils (>=0.16,<0.17)", "duckdb (>=0.10.0)", "duckdb (>=0.9.0)", "eralchemy2 (>=1.3.8)", "eventlet (>=0.33.3)", "flask-bcrypt (>=0.7.1)", "gevent (>=0.13)", "gitpython (>=3.1.40)", "graphviz (>=0.12)", "greenlet (>=0.4.9)", "hatch (>=1.9.1)", "hdfs[avro,dataframe,kerberos] (>=2.0.4)", "incremental (>=22.10.0,!=24.7.0,!=24.7.1)", "ipdb (>=0.13.13)", "jmespath (>=0.7.0)", "ldap3 (>=2.5.1)", "mypy (==1.9.0)", "opentelemetry-exporter-prometheus", "pandas (>=1.2.5,<2.2)", "pipdeptree (>=2.13.1)", "plyvel", "pre-commit (>=3.5.0)", "pydantic (>=2.3.0)", "pygithub (>=2.1.1)", "pykerberos (>=1.1.13)", "pytest (>=8.2,<9)", "pytest-asyncio (>=0.23.6)", "pytest-cov (>=4.1.0)", "pytest-custom-exit-code (>=0.3.0)", "pytest-icdiff (>=0.9)", "pytest-instafail (>=0.5.0)", "pytest-mock (>=3.12.0)", "pytest-rerunfailures (>=13.0)", "pytest-timeouts (>=1.2.1)", "pytest-xdist (>=3.5.0)", "python-ldap", "python3-saml (>=1.16.0)", "requests (>=2.27.0,<3)", "requests-kerberos (>=0.10.0)", "requests-mock (>=1.11.0)", "restructuredtext-lint (>=1.4.0)", "rich-click (>=1.7.0)", "ruff (==0.5.5)", "s3fs (>=2023.10.0)", "semver (>=3.0.2)", "sentry-sdk (>=1.32.0,!=1.33.0)", "sphinx (>=5.3.0,<6.0.0)", "sphinx-airflow-theme (>=0.0.12)", "sphinx-argparse (>=0.4.0)", "sphinx-autoapi (>=2.1.1)", "sphinx-copybutton (>=0.5.2)", "sphinx-design (>=0.5.0)", "sphinx-jinja (>=2.0.2)", "sphinx-rtd-theme (>=2.0.0)", "sphinxcontrib-applehelp (>=1.0.4)", "sphinxcontrib-devhelp (>=1.0.2)", "sphinxcontrib-htmlhelp (>=2.0.1)", "sphinxcontrib-httpdomain (>=1.8.1)", "sphinxcontrib-jquery (>=4.1)", "sphinxcontrib-jsmath (>=1.0.1)", "sphinxcontrib-qthelp (>=1.0.3)", "sphinxcontrib-redoc (>=1.6.0)", "sphinxcontrib-serializinghtml (==1.1.5)", "sphinxcontrib-spelling (>=8.0.0)", "statsd (>=3.3.0)", "thrift-sasl (>=0.2.0)", "time-machine (>=2.13.0)", "towncrier (>=23.11.0)", "twine (>=4.0.2)", "types-aiofiles", "types-certifi", "types-croniter", "types-deprecated", "types-docutils", "types-markdown", "types-paramiko", "types-protobuf", "types-pymysql", "types-python-dateutil", "types-python-slugify", "types-pytz", "types-pyyaml", "types-redis", "types-requests", "types-setuptools", "types-tabulate", "types-termcolor", "types-toml", "uv (>=0.1.32)", "virtualenv", "wheel (>=0.42.0)", "yamllint (>=1.33.0)"]
+devel-ci = ["aiobotocore (>=2.7.0)", "aiofiles (>=23.2.0)", "aioresponses (>=0.7.6)", "amqp", "astroid (>=2.12.3,<3.0)", "atlasclient (>=0.1.2)", "authlib (>=1.0.0)", "backports-zoneinfo (>=0.2.1)", "bcrypt (>=2.0.0)", "beautifulsoup4 (>=4.7.1)", "black (>=23.12.0)", "blinker (>=1.1)", "blinker (>=1.7.0)", "cgroupspy (>=0.2.2)", "checksumdir (>=1.2.0)", "click (>=8.0)", "click (>=8.0,!=8.1.4,!=8.1.5)", "coverage (>=7.4.0)", "docutils (>=0.16,<0.17)", "duckdb (>=0.10.0)", "duckdb (>=0.9.0)", "eralchemy2 (>=1.3.8)", "eventlet (>=0.33.3)", "flask-bcrypt (>=0.7.1)", "gevent (>=0.13)", "gitpython (>=3.1.40)", "graphviz (>=0.12)", "greenlet (>=0.4.9)", "hatch (>=1.9.1)", "hdfs[avro,dataframe,kerberos] (>=2.0.4)", "ipdb (>=0.13.13)", "ldap3 (>=2.5.1)", "mypy (==1.9.0)", "opentelemetry-exporter-prometheus", "pandas (>=1.2.5,<2.2)", "pipdeptree (>=2.13.1)", "plyvel", "pre-commit (>=3.5.0)", "pydantic (>=2.3.0)", "pygithub (>=2.1.1)", "pykerberos (>=1.1.13)", "pytest (>=7.4.4,<8.0)", "pytest-asyncio (>=0.23.3)", "pytest-cov (>=4.1.0)", "pytest-custom-exit-code (>=0.3.0)", "pytest-icdiff (>=0.9)", "pytest-instafail (>=0.5.0)", "pytest-mock (>=3.12.0)", "pytest-rerunfailures (>=13.0)", "pytest-timeouts (>=1.2.1)", "pytest-xdist (>=3.5.0)", "python-ldap", "python3-saml (>=1.16.0)", "requests (>=2.27.0,<3)", "requests-kerberos (>=0.10.0)", "requests-mock (>=1.11.0)", "restructuredtext-lint (>=1.4.0)", "rich-click (>=1.7.0)", "ruff (==0.3.3)", "s3fs (>=2023.10.0)", "semver (>=3.0.2)", "sentry-sdk (>=1.32.0,!=1.33.0)", "sphinx (>=5.3.0,<6.0.0)", "sphinx-airflow-theme (>=0.0.12)", "sphinx-argparse (>=0.4.0)", "sphinx-autoapi (>=2.1.1)", "sphinx-copybutton (>=0.5.2)", "sphinx-design (>=0.5.0)", "sphinx-jinja (>=2.0.2)", "sphinx-rtd-theme (>=2.0.0)", "sphinxcontrib-applehelp (>=1.0.4)", "sphinxcontrib-devhelp (>=1.0.2)", "sphinxcontrib-htmlhelp (>=2.0.1)", "sphinxcontrib-httpdomain (>=1.8.1)", "sphinxcontrib-jquery (>=4.1)", "sphinxcontrib-jsmath (>=1.0.1)", "sphinxcontrib-qthelp (>=1.0.3)", "sphinxcontrib-redoc (>=1.6.0)", "sphinxcontrib-serializinghtml (==1.1.5)", "sphinxcontrib-spelling (>=8.0.0)", "statsd (>=3.3.0)", "thrift-sasl (>=0.2.0)", "time-machine (>=2.13.0)", "towncrier (>=23.11.0)", "twine (>=4.0.2)", "types-aiofiles", "types-certifi", "types-croniter", "types-deprecated", "types-docutils", "types-markdown", "types-paramiko", "types-protobuf", "types-pymysql", "types-python-dateutil", "types-python-slugify", "types-pytz", "types-pyyaml", "types-redis", "types-requests", "types-setuptools", "types-tabulate", "types-termcolor", "types-toml", "uv (>=0.1.28)", "virtualenv", "wheel (>=0.42.0)", "yamllint (>=1.33.0)"]
 dingding = ["apache-airflow-providers-dingding"]
 discord = ["apache-airflow-providers-discord"]
 docker = ["apache-airflow-providers-docker"]
@@ -427,186 +394,160 @@ tabular = ["apache-airflow-providers-tabular"]
 telegram = ["apache-airflow-providers-telegram"]
 teradata = ["apache-airflow-providers-teradata"]
 trino = ["apache-airflow-providers-trino"]
-uv = ["uv (>=0.1.32)"]
+uv = ["uv (>=0.1.28)"]
 vertica = ["apache-airflow-providers-vertica"]
 virtualenv = ["virtualenv"]
 weaviate = ["apache-airflow-providers-weaviate"]
 webhdfs = ["apache-airflow[apache-webhdfs]"]
 winrm = ["apache-airflow[microsoft-winrm]"]
 yandex = ["apache-airflow-providers-yandex"]
-ydb = ["apache-airflow-providers-ydb"]
 zendesk = ["apache-airflow-providers-zendesk"]
 
-[[package]]
-name = "apache-airflow-providers-common-compat"
-version = "1.2.1"
-description = "Provider package apache-airflow-providers-common-compat for Apache Airflow"
-optional = false
-python-versions = "~=3.9"
-files = [
-    {file = "apache_airflow_providers_common_compat-1.2.1-py3-none-any.whl", hash = "sha256:a6f4f5a80ef823ed848527a3705cd691f23b47386fcc23c903c9a83e99ea417b"},
-    {file = "apache_airflow_providers_common_compat-1.2.1.tar.gz", hash = "sha256:31f5c52d1379e7a7ecea304ae54d516b0ece5e320e6e2bf5182259496e4013fd"},
-]
-
-[package.dependencies]
-apache-airflow = ">=2.8.0"
-
-[package.extras]
-openlineage = ["apache-airflow-providers-openlineage"]
-
 [[package]]
 name = "apache-airflow-providers-common-io"
-version = "1.4.2"
+version = "1.3.1"
 description = "Provider package apache-airflow-providers-common-io for Apache Airflow"
 optional = false
-python-versions = "~=3.9"
+python-versions = "~=3.8"
 files = [
-    {file = "apache_airflow_providers_common_io-1.4.2-py3-none-any.whl", hash = "sha256:b427fb056eba87677d229646296832e71bd44ac29984b1e655d5eb356caae254"},
-    {file = "apache_airflow_providers_common_io-1.4.2.tar.gz", hash = "sha256:200a95f066ece40ef379de50ba96b7ffecdb6ceab4c4fbad5a47cca1f0a0456b"},
+    {file = "apache_airflow_providers_common_io-1.3.1-py3-none-any.whl", hash = "sha256:99be58d7dcbfc98f4e583b9a7366781c02587f7329bac16253363d9d66f58d36"},
+    {file = "apache_airflow_providers_common_io-1.3.1.tar.gz", hash = "sha256:dca1323a14cc095d310f2fd0521f04ba300a111652943d1fd5769a5f5c11a13c"},
 ]
 
 [package.dependencies]
 apache-airflow = ">=2.8.0"
 
 [package.extras]
-common-compat = ["apache-airflow-providers-common-compat"]
 openlineage = ["apache-airflow-providers-openlineage"]
 
 [[package]]
 name = "apache-airflow-providers-common-sql"
-version = "1.18.0"
+version = "1.12.0"
 description = "Provider package apache-airflow-providers-common-sql for Apache Airflow"
 optional = false
-python-versions = "~=3.9"
+python-versions = "~=3.8"
 files = [
-    {file = "apache_airflow_providers_common_sql-1.18.0-py3-none-any.whl", hash = "sha256:6a22bdd72da4fd834003be82adf536aebf945006d0ef96377dac7035f1c97756"},
-    {file = "apache_airflow_providers_common_sql-1.18.0.tar.gz", hash = "sha256:da559a382be1f747509743d27638847bdc6d7082e61286688f82ab47fe75acd3"},
+    {file = "apache_airflow_providers_common_sql-1.12.0-py3-none-any.whl", hash = "sha256:c95bcf7ace19c951690525cdd6aecb8e25d8c1877d970d3cc5dac0636a4ed576"},
+    {file = "apache_airflow_providers_common_sql-1.12.0.tar.gz", hash = "sha256:769fead1371776b5a4dd2b4af4bb6031d9378d1b111c22eb7ff096643f00bc89"},
 ]
 
 [package.dependencies]
-apache-airflow = ">=2.8.0"
+apache-airflow = ">=2.6.0"
 more-itertools = ">=9.0.0"
 sqlparse = ">=0.4.2"
 
 [package.extras]
 openlineage = ["apache-airflow-providers-openlineage"]
-pandas = ["pandas (>=1.5.3,<2.2)", "pandas (>=2.1.2,<2.2)"]
+pandas = ["pandas (>=1.2.5,<2.2)"]
 
 [[package]]
 name = "apache-airflow-providers-fab"
-version = "1.4.1"
+version = "1.0.3"
 description = "Provider package apache-airflow-providers-fab for Apache Airflow"
 optional = false
-python-versions = "~=3.9"
+python-versions = "~=3.8"
 files = [
-    {file = "apache_airflow_providers_fab-1.4.1-py3-none-any.whl", hash = "sha256:6602168953e9096d74d1414977d811ee87082b54c7931864eccc567503d6da48"},
-    {file = "apache_airflow_providers_fab-1.4.1.tar.gz", hash = "sha256:d53741dd04a81e237f90cd1e8662c36e7a0b4731862545a496802753addb051a"},
+    {file = "apache_airflow_providers_fab-1.0.3-py3-none-any.whl", hash = "sha256:c2a3a751405b29db6161e0d845e30f4c57d29dc4bdc019df715838cc27bea911"},
+    {file = "apache_airflow_providers_fab-1.0.3.tar.gz", hash = "sha256:f146e401a40cfbdf95567d249c9d39bda35ad77cdf61db28eb84c2f874f668d4"},
 ]
 
 [package.dependencies]
 apache-airflow = ">=2.9.0"
-apache-airflow-providers-common-compat = ">=1.2.0"
 flask = ">=2.2,<2.3"
-flask-appbuilder = "4.5.0"
+flask-appbuilder = "4.4.1"
 flask-login = ">=0.6.2"
 google-re2 = ">=1.0"
-jmespath = ">=0.7.0"
-
-[package.extras]
-common-compat = ["apache-airflow-providers-common-compat"]
-kerberos = ["kerberos (>=1.3.0)"]
 
 [[package]]
 name = "apache-airflow-providers-ftp"
-version = "3.11.1"
+version = "3.8.0"
 description = "Provider package apache-airflow-providers-ftp for Apache Airflow"
 optional = false
 python-versions = "~=3.8"
 files = [
-    {file = "apache_airflow_providers_ftp-3.11.1-py3-none-any.whl", hash = "sha256:77754b44fc9e22773e9d7d160970d172fa7c2f8a19bceebcd4d2738871ef578f"},
-    {file = "apache_airflow_providers_ftp-3.11.1.tar.gz", hash = "sha256:205086fc296f8cc255fb8f911049ed3aaf123c6f4749f2899faf60678b3b5cb3"},
+    {file = "apache_airflow_providers_ftp-3.8.0-py3-none-any.whl", hash = "sha256:ea133d5226fc8f9191444923eb4af7a026c276edc5fc0e01ebda09d1cde75196"},
+    {file = "apache_airflow_providers_ftp-3.8.0.tar.gz", hash = "sha256:8fedd03cc23dfde0ca30ee083084e97a0ae98bfaff80c2bae475c701765b1c4f"},
 ]
 
 [package.dependencies]
-apache-airflow = ">=2.8.0"
+apache-airflow = ">=2.6.0"
 
 [package.extras]
-common-compat = ["apache-airflow-providers-common-compat"]
 openlineage = ["apache-airflow-providers-openlineage"]
 
 [[package]]
 name = "apache-airflow-providers-http"
-version = "4.13.1"
+version = "4.10.1"
 description = "Provider package apache-airflow-providers-http for Apache Airflow"
 optional = false
 python-versions = "~=3.8"
 files = [
-    {file = "apache_airflow_providers_http-4.13.1-py3-none-any.whl", hash = "sha256:fdd51a0f2f5284f78a3fba3cfd39e9b31d6c2d37d0017eb98b408e8d7b3954ca"},
-    {file = "apache_airflow_providers_http-4.13.1.tar.gz", hash = "sha256:a32c3db46df25c291d9ea77a34eed0c816d471ab7fa3b52a01fbeefb4c4ebe4b"},
+    {file = "apache_airflow_providers_http-4.10.1-py3-none-any.whl", hash = "sha256:846da82d35821e8f01b22558f6bd0c998b3c40b18ae5b1540d8eb2cb4d22ca58"},
+    {file = "apache_airflow_providers_http-4.10.1.tar.gz", hash = "sha256:dc70deb6b862189952322d13a10f2be06e81dfdd67df240bbd5bd8c57a89c4cf"},
 ]
 
 [package.dependencies]
 aiohttp = ">=3.9.2"
-apache-airflow = ">=2.8.0"
+apache-airflow = ">=2.6.0"
 asgiref = "*"
 requests = ">=2.27.0,<3"
 requests_toolbelt = "*"
 
 [[package]]
 name = "apache-airflow-providers-imap"
-version = "3.7.0"
+version = "3.5.0"
 description = "Provider package apache-airflow-providers-imap for Apache Airflow"
 optional = false
 python-versions = "~=3.8"
 files = [
-    {file = "apache_airflow_providers_imap-3.7.0-py3-none-any.whl", hash = "sha256:f7df79dd99a43fe18c009740aa7dd2c52e1d8caac173cf745e8d59b06e02adcf"},
-    {file = "apache_airflow_providers_imap-3.7.0.tar.gz", hash = "sha256:b3fae432280a07c9bd9f05eed5b500a6c080905c1403df342305e798dcf87754"},
+    {file = "apache_airflow_providers_imap-3.5.0-py3-none-any.whl", hash = "sha256:f5f26c662cff27a532c6a7c3ed0a8bc9c7fcae14634424e82e85150e631a2adb"},
+    {file = "apache_airflow_providers_imap-3.5.0.tar.gz", hash = "sha256:d50929801cb9b7abcea33799e8b3cd64b756bd42530a44281febaffcdb30998f"},
 ]
 
 [package.dependencies]
-apache-airflow = ">=2.8.0"
+apache-airflow = ">=2.6.0"
 
 [[package]]
 name = "apache-airflow-providers-smtp"
-version = "1.8.0"
+version = "1.6.1"
 description = "Provider package apache-airflow-providers-smtp for Apache Airflow"
 optional = false
 python-versions = "~=3.8"
 files = [
-    {file = "apache_airflow_providers_smtp-1.8.0-py3-none-any.whl", hash = "sha256:6ec791053fd8fe19eada462beeb124d9aa63f0912a66b04da4a14d9526fbb548"},
-    {file = "apache_airflow_providers_smtp-1.8.0.tar.gz", hash = "sha256:2e9abc2cdbb29c66babb7b1edb515f869721c67296a7ae4ecee3b83556dd2e08"},
+    {file = "apache_airflow_providers_smtp-1.6.1-py3-none-any.whl", hash = "sha256:d0a9c76585c322725755f9ef063097232f881d0177f6fc3832ed6c816c875e8c"},
+    {file = "apache_airflow_providers_smtp-1.6.1.tar.gz", hash = "sha256:0d2b4fd8419f0eb8b8c0b30a6fd84ac71a6d252ee7a82f40f733234a37d33964"},
 ]
 
 [package.dependencies]
-apache-airflow = ">=2.8.0"
+apache-airflow = ">=2.6.0"
 
 [[package]]
 name = "apache-airflow-providers-sqlite"
-version = "3.9.0"
+version = "3.7.1"
 description = "Provider package apache-airflow-providers-sqlite for Apache Airflow"
 optional = false
 python-versions = "~=3.8"
 files = [
-    {file = "apache_airflow_providers_sqlite-3.9.0-py3-none-any.whl", hash = "sha256:0a1ff2832a1cf70f7e50cdecfa54e0adf365b72d9e79458bbefcdc3a4527268a"},
-    {file = "apache_airflow_providers_sqlite-3.9.0.tar.gz", hash = "sha256:34f5ad67bdeded2fc00c67dc052e230ca53101deb2b0af4d60e7237bcd00cfe0"},
+    {file = "apache_airflow_providers_sqlite-3.7.1-py3-none-any.whl", hash = "sha256:49af9ce1012e2d52ef89dc5d5832ff9bc245330635aa4f011590dc19113a380f"},
+    {file = "apache_airflow_providers_sqlite-3.7.1.tar.gz", hash = "sha256:0dd8967ac1f3fb518cef278611a2f8bbae19421e215e0bf4ede01542d4af86cf"},
 ]
 
 [package.dependencies]
-apache-airflow = ">=2.8.0"
-apache-airflow-providers-common-sql = ">=1.14.1"
+apache-airflow = ">=2.6.0"
+apache-airflow-providers-common-sql = ">=1.3.1"
 
 [package.extras]
 common-sql = ["apache-airflow-providers-common-sql"]
 
 [[package]]
 name = "apispec"
-version = "6.6.1"
+version = "6.6.0"
 description = "A pluggable API specification generator. Currently supports the OpenAPI Specification (f.k.a. the Swagger specification)."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "apispec-6.6.1-py3-none-any.whl", hash = "sha256:6460315cb38ac6a2ff42d9e2b8dc0435c37d4428d3abeda96ff97b5dc8eb6b94"},
-    {file = "apispec-6.6.1.tar.gz", hash = "sha256:f5caa47cee75fe03b9c50b5594048b4c052eeca2c212e0dac12dbb6175d9a659"},
+    {file = "apispec-6.6.0-py3-none-any.whl", hash = "sha256:b5b22f5dba6cc69bd90e1075de20ae3d27b310a6250c66b0271aa50615eee72d"},
+    {file = "apispec-6.6.0.tar.gz", hash = "sha256:c0846f8eaa5119c46b2ecfe9bc24ed19dba8845f8655d00b51ddd296a10ea4cb"},
 ]
 
 [package.dependencies]
@@ -615,22 +556,11 @@ PyYAML = {version = ">=3.10", optional = true, markers = "extra == \"yaml\""}
 
 [package.extras]
 dev = ["apispec[tests]", "pre-commit (>=3.5,<4.0)", "tox"]
-docs = ["apispec[marshmallow]", "pyyaml (==6.0.1)", "sphinx (==7.3.7)", "sphinx-issues (==4.1.0)", "sphinx-rtd-theme (==2.0.0)"]
+docs = ["apispec[marshmallow]", "pyyaml (==6.0.1)", "sphinx (==7.2.6)", "sphinx-issues (==4.0.0)", "sphinx-rtd-theme (==2.0.0)"]
 marshmallow = ["marshmallow (>=3.18.0)"]
 tests = ["apispec[marshmallow,yaml]", "openapi-spec-validator (==0.7.1)", "pytest"]
 yaml = ["PyYAML (>=3.10)"]
 
-[[package]]
-name = "appdirs"
-version = "1.4.4"
-description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
-optional = false
-python-versions = "*"
-files = [
-    {file = "appdirs-1.4.4-py2.py3-none-any.whl", hash = "sha256:a841dacd6b99318a741b166adb07e19ee71a274450e68237b4650ca1055ab128"},
-    {file = "appdirs-1.4.4.tar.gz", hash = "sha256:7d5d0167b2b1ba821647616af46a749d1c653740dd0d2415100fe26e27afdf41"},
-]
-
 [[package]]
 name = "appnope"
 version = "0.1.4"
@@ -644,13 +574,13 @@ files = [
 
 [[package]]
 name = "argcomplete"
-version = "3.5.1"
+version = "3.3.0"
 description = "Bash tab completion for argparse"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "argcomplete-3.5.1-py3-none-any.whl", hash = "sha256:1a1d148bdaa3e3b93454900163403df41448a248af01b6e849edc5ac08e6c363"},
-    {file = "argcomplete-3.5.1.tar.gz", hash = "sha256:eb1ee355aa2557bd3d0145de7b06b2a45b0ce461e1e7813f5d066039ab4177b4"},
+    {file = "argcomplete-3.3.0-py3-none-any.whl", hash = "sha256:c168c3723482c031df3c207d4ba8fa702717ccb9fc0bfe4117166c1f537b4a54"},
+    {file = "argcomplete-3.3.0.tar.gz", hash = "sha256:fd03ff4a5b9e6580569d34b273f741e85cd9e072f3feeeee3eba4891c70eda62"},
 ]
 
 [package.extras]
@@ -761,32 +691,32 @@ test = ["flake8 (>=6.1,<7.0)", "uvloop (>=0.15.3)"]
 
 [[package]]
 name = "attrs"
-version = "24.2.0"
+version = "23.2.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "attrs-24.2.0-py3-none-any.whl", hash = "sha256:81921eb96de3191c8258c199618104dd27ac608d9366f5e35d011eae1867ede2"},
-    {file = "attrs-24.2.0.tar.gz", hash = "sha256:5cfb1b9148b5b086569baec03f20d7b6bf3bcacc9a42bebf87ffaaca362f6346"},
+    {file = "attrs-23.2.0-py3-none-any.whl", hash = "sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1"},
+    {file = "attrs-23.2.0.tar.gz", hash = "sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30"},
 ]
 
 [package.extras]
-benchmark = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-cov = ["cloudpickle", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
-tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
+cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
+dev = ["attrs[tests]", "pre-commit"]
+docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"]
+tests = ["attrs[tests-no-zope]", "zope-interface"]
+tests-mypy = ["mypy (>=1.6)", "pytest-mypy-plugins"]
+tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist[psutil]"]
 
 [[package]]
 name = "babel"
-version = "2.16.0"
+version = "2.14.0"
 description = "Internationalization utilities"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.7"
 files = [
-    {file = "babel-2.16.0-py3-none-any.whl", hash = "sha256:368b5b98b37c06b7daf6696391c3240c938b37767d4584413e8438c5c435fa8b"},
-    {file = "babel-2.16.0.tar.gz", hash = "sha256:d1f3554ca26605fe173f3de0c65f750f5a42f924499bf134de6423582298e316"},
+    {file = "Babel-2.14.0-py3-none-any.whl", hash = "sha256:efb1a25b7118e67ce3a259bed20545c29cb68be8ad2c784c83689981b7a57287"},
+    {file = "Babel-2.14.0.tar.gz", hash = "sha256:6919867db036398ba21eb5c7a0f6b28ab8cbc3ae7a73a44ebe34ae74a4e7d363"},
 ]
 
 [package.extras]
@@ -895,13 +825,13 @@ lxml = ["lxml"]
 
 [[package]]
 name = "billiard"
-version = "4.2.1"
+version = "4.2.0"
 description = "Python multiprocessing fork with improvements and bugfixes"
 optional = false
 python-versions = ">=3.7"
 files = [
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-    {file = "billiard-4.2.1.tar.gz", hash = "sha256:12b641b0c539073fc8d3f5b8b7be998956665c4233c7c1fcd66a7e677c4fb36f"},
+    {file = "billiard-4.2.0-py3-none-any.whl", hash = "sha256:07aa978b308f334ff8282bd4a746e681b3513db5c9a514cbdd810cbbdc19714d"},
+    {file = "billiard-4.2.0.tar.gz", hash = "sha256:9a3c3184cb275aa17a732f93f65b20c525d3d9f253722d26a82194803ade5a2c"},
 ]
 
 [[package]]
@@ -952,28 +882,28 @@ uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "blinker"
-version = "1.8.2"
+version = "1.7.0"
 description = "Fast, simple object-to-object and broadcast signaling"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "blinker-1.7.0-py3-none-any.whl", hash = "sha256:c3f865d4d54db7abc53758a01601cf343fe55b84c1de4e3fa910e420b438d5b9"},
+    {file = "blinker-1.7.0.tar.gz", hash = "sha256:e6820ff6fa4e4d1d8e2747c2283749c3f547e4fee112b98555cdcdae32996182"},
 ]
 
 [[package]]
 name = "boto3"
-version = "1.35.43"
+version = "1.34.84"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.35.43-py3-none-any.whl", hash = "sha256:e6a50a0599f75b21de0de1a551a0564793d25b304fa623e4052e527b268de734"},
-    {file = "boto3-1.35.43.tar.gz", hash = "sha256:0197f460632804577aa78b2f6daf7b823bffa9d4d67a5cebb179efff0fe9631b"},
+    {file = "boto3-1.34.84-py3-none-any.whl", hash = "sha256:7a02f44af32095946587d748ebeb39c3fa15b9d7275307ff612a6760ead47e04"},
+    {file = "boto3-1.34.84.tar.gz", hash = "sha256:91e6343474173e9b82f603076856e1d5b7b68f44247bdd556250857a3f16b37b"},
 ]
 
 [package.dependencies]
-botocore = ">=1.35.43,<1.36.0"
+botocore = ">=1.34.84,<1.35.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -982,13 +912,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.35.43"
+version = "1.34.84"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -997,7 +927,7 @@ python-dateutil = ">=2.1,<3.0.0"
 urllib3 = {version = ">=1.25.4,<2.2.0 || >2.2.0,<3", markers = "python_version >= \"3.10\""}
 
 [package.extras]
-crt = ["awscrt (==0.22.0)"]
+crt = ["awscrt (==0.19.19)"]
 
 [[package]]
 name = "bs4"
@@ -1025,13 +955,13 @@ files = [
 
 [[package]]
 name = "cachetools"
-version = "5.5.0"
+version = "5.3.3"
 description = "Extensible memoizing collections and decorators"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [[package]]
@@ -1076,13 +1006,13 @@ test = ["coveralls", "pytest (>=5.1.2)", "pytest-cov", "pytest-mpl (>=0.11)", "p
 
 [[package]]
 name = "celery"
-version = "5.4.0"
+version = "5.3.6"
 description = "Distributed Task Queue."
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "celery-5.3.6.tar.gz", hash = "sha256:870cc71d737c0200c397290d730344cc991d13a057534353d124c9380267aab9"},
 ]
 
 [package.dependencies]
@@ -1098,7 +1028,7 @@ vine = ">=5.1.0,<6.0"
 
 [package.extras]
 arangodb = ["pyArango (>=2.0.2)"]
-auth = ["cryptography (==42.0.5)"]
+auth = ["cryptography (==41.0.5)"]
 azureblockblob = ["azure-storage-blob (>=12.15.0)"]
 brotli = ["brotli (>=1.0.0)", "brotlipy (>=0.7.0)"]
 cassandra = ["cassandra-driver (>=3.25.0,<4)"]
@@ -1108,23 +1038,22 @@ couchbase = ["couchbase (>=3.0.0)"]
 couchdb = ["pycouchdb (==1.14.2)"]
 django = ["Django (>=2.2.28)"]
 dynamodb = ["boto3 (>=1.26.143)"]
-elasticsearch = ["elastic-transport (<=8.13.0)", "elasticsearch (<=8.13.0)"]
+elasticsearch = ["elastic-transport (<=8.10.0)", "elasticsearch (<=8.11.0)"]
 eventlet = ["eventlet (>=0.32.0)"]
-gcs = ["google-cloud-storage (>=2.10.0)"]
 gevent = ["gevent (>=1.5.0)"]
 librabbitmq = ["librabbitmq (>=2.0.0)"]
 memcache = ["pylibmc (==1.6.3)"]
 mongodb = ["pymongo[srv] (>=4.0.2)"]
-msgpack = ["msgpack (==1.0.8)"]
-pymemcache = ["python-memcached (>=1.61)"]
+msgpack = ["msgpack (==1.0.7)"]
+pymemcache = ["python-memcached (==1.59)"]
 pyro = ["pyro4 (==4.82)"]
-pytest = ["pytest-celery[all] (>=1.0.0)"]
+pytest = ["pytest-celery (==0.0.0)"]
 redis = ["redis (>=4.5.2,!=4.5.5,<6.0.0)"]
 s3 = ["boto3 (>=1.26.143)"]
 slmq = ["softlayer-messaging (>=1.0.3)"]
 solar = ["ephem (==4.1.5)"]
 sqlalchemy = ["sqlalchemy (>=1.4.48,<2.1)"]
-sqs = ["boto3 (>=1.26.143)", "kombu[sqs] (>=5.3.4)", "pycurl (>=7.43.0.5)", "urllib3 (>=1.26.16)"]
+sqs = ["boto3 (>=1.26.143)", "kombu[sqs] (>=5.3.0)", "pycurl (>=7.43.0.5)", "urllib3 (>=1.26.16)"]
 tblib = ["tblib (>=1.3.0)", "tblib (>=1.5.0)"]
 yaml = ["PyYAML (>=3.10)"]
 zookeeper = ["kazoo (>=1.3.1)"]
@@ -1132,89 +1061,74 @@ zstd = ["zstandard (==0.22.0)"]
 
 [[package]]
 name = "certifi"
-version = "2024.8.30"
+version = "2024.2.2"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
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 ]
 
 [[package]]
 name = "cffi"
-version = "1.17.1"
+version = "1.16.0"
 description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1222,13 +1136,13 @@ pycparser = "*"
 
 [[package]]
 name = "cfgrib"
-version = "0.9.14.1"
+version = "0.9.11.0"
 description = "Python interface to map GRIB files to the NetCDF Common Data Model following the CF Convention using ecCodes."
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -1243,41 +1157,32 @@ xarray = ["xarray (>=0.15)"]
 
 [[package]]
 name = "cftime"
-version = "1.6.4"
+version = "1.6.3"
 description = "Time-handling functionality from netcdf4-python"
 optional = false
 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
@@ -1285,116 +1190,101 @@ numpy = {version = ">1.13.3", markers = "python_version < \"3.12.0.rc1\""}
 
 [[package]]
 name = "charset-normalizer"
-version = "3.4.0"
+version = "3.3.2"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7.0"
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 ]
 
 [[package]]
@@ -1494,13 +1384,13 @@ test = ["pytest-cov"]
 
 [[package]]
 name = "cloudpickle"
-version = "3.1.0"
+version = "3.0.0"
 description = "Pickler class to extend the standard pickle.Pickler functionality"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
@@ -1516,21 +1406,18 @@ files = [
 
 [[package]]
 name = "colorlog"
-version = "6.8.2"
-description = "Add colours to the output of Python's logging module."
+version = "4.8.0"
+description = "Log formatting with colors!"
 optional = false
-python-versions = ">=3.6"
+python-versions = "*"
 files = [
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+    {file = "colorlog-4.8.0.tar.gz", hash = "sha256:59b53160c60902c405cdec28d38356e09d40686659048893e026ecbd589516b1"},
 ]
 
 [package.dependencies]
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
 
-[package.extras]
-development = ["black", "flake8", "mypy", "pytest", "types-colorama"]
-
 [[package]]
 name = "comm"
 version = "0.2.2"
@@ -1564,50 +1451,45 @@ testing = ["flake8", "pytest", "pytest-cov", "pytest-randomly", "pytest-xdist",
 
 [[package]]
 name = "confluent-kafka"
-version = "2.6.0"
+version = "2.3.0"
 description = "Confluent's Python client for Apache Kafka"
 optional = false
 python-versions = "*"
 files = [
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+]
+
+[package.dependencies]
+numpy = ">=1.20"
 
 [package.extras]
 bokeh = ["bokeh", "selenium"]
 docs = ["furo", "sphinx (>=7.2)", "sphinx-copybutton"]
-mypy = ["contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.11.1)", "types-Pillow"]
+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-rerunfailures", "pytest-xdist", "wurlitzer"]
+test-no-images = ["pytest", "pytest-cov", "pytest-xdist", "wurlitzer"]
 
 [[package]]
 name = "cron-descriptor"
-version = "1.4.5"
+version = "1.4.3"
 description = "A Python library that converts cron expressions into human readable strings."
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [package.extras]
@@ -1747,13 +1608,13 @@ dev = ["polib"]
 
 [[package]]
 name = "croniter"
-version = "3.0.3"
+version = "2.0.3"
 description = "croniter provides iteration for datetime object with cron like format"
 optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.6"
+python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
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 ]
 
 [package.dependencies]
@@ -1762,38 +1623,43 @@ pytz = ">2021.1"
 
 [[package]]
 name = "cryptography"
-version = "43.0.1"
+version = "42.0.5"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = false
 python-versions = ">=3.7"
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 ]
 
 [package.dependencies]
@@ -1806,7 +1672,7 @@ nox = ["nox"]
 pep8test = ["check-sdist", "click", "mypy", "ruff"]
 sdist = ["build"]
 ssh = ["bcrypt (>=3.1.5)"]
-test = ["certifi", "cryptography-vectors (==43.0.1)", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
+test = ["certifi", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
 test-randomorder = ["pytest-randomly"]
 
 [[package]]
@@ -1826,67 +1692,63 @@ tests = ["pytest", "pytest-cov", "pytest-xdist"]
 
 [[package]]
 name = "dask"
-version = "2024.10.0"
+version = "2024.4.1"
 description = "Parallel PyData with Task Scheduling"
 optional = false
-python-versions = ">=3.10"
+python-versions = ">=3.9"
 files = [
-    {file = "dask-2024.10.0-py3-none-any.whl", hash = "sha256:1ddc27c7967e134b4f8296a488521485a5ac4927cc63e2abfa0b24227b93217f"},
-    {file = "dask-2024.10.0.tar.gz", hash = "sha256:dfd3efec5d8d8340fb647d0347637133030cad261b714623cc27de286e9db037"},
+    {file = "dask-2024.4.1-py3-none-any.whl", hash = "sha256:cac5d28b9de7a7cfde46d6fbd8fa81f5654980d010b44d1dbe04dd13b5b63126"},
+    {file = "dask-2024.4.1.tar.gz", hash = "sha256:6cd8eb03ddc8dc08d6ca5b167b8de559872bc51cc2b6587d0e9dc754ab19cdf0"},
 ]
 
 [package.dependencies]
 click = ">=8.1"
-cloudpickle = ">=3.0.0"
+cloudpickle = ">=1.5.0"
 fsspec = ">=2021.09.0"
 importlib-metadata = {version = ">=4.13.0", markers = "python_version < \"3.12\""}
-numpy = {version = ">=1.24", optional = true, markers = "extra == \"array\""}
+numpy = {version = ">=1.21", optional = true, markers = "extra == \"array\""}
 packaging = ">=20.0"
-partd = ">=1.4.0"
+partd = ">=1.2.0"
 pyyaml = ">=5.3.1"
 toolz = ">=0.10.0"
 
 [package.extras]
-array = ["numpy (>=1.24)"]
-complete = ["dask[array,dataframe,diagnostics,distributed]", "lz4 (>=4.3.2)", "pyarrow (>=14.0.1)"]
-dataframe = ["dask-expr (>=1.1,<1.2)", "dask[array]", "pandas (>=2.0)"]
-diagnostics = ["bokeh (>=3.1.0)", "jinja2 (>=2.10.3)"]
-distributed = ["distributed (==2024.10.0)"]
+array = ["numpy (>=1.21)"]
+complete = ["dask[array,dataframe,diagnostics,distributed]", "lz4 (>=4.3.2)", "pyarrow (>=7.0)", "pyarrow-hotfix"]
+dataframe = ["dask-expr (>=1.0,<1.1)", "dask[array]", "pandas (>=1.3)"]
+diagnostics = ["bokeh (>=2.4.2)", "jinja2 (>=2.10.3)"]
+distributed = ["distributed (==2024.4.1)"]
 test = ["pandas[test]", "pre-commit", "pytest", "pytest-cov", "pytest-rerunfailures", "pytest-timeout", "pytest-xdist"]
 
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 ]
 
 [[package]]
@@ -1919,13 +1781,13 @@ dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "sphinx (<2)", "tox"]
 
 [[package]]
 name = "dill"
-version = "0.3.9"
+version = "0.3.8"
 description = "serialize all of Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -1934,44 +1796,43 @@ profile = ["gprof2dot (>=2022.7.29)"]
 
 [[package]]
 name = "dnspython"
-version = "2.7.0"
+version = "2.6.1"
 description = "DNS toolkit"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
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-dnssec = ["cryptography (>=43)"]
+dev = ["black (>=23.1.0)", "coverage (>=7.0)", "flake8 (>=7)", "mypy (>=1.8)", "pylint (>=3)", "pytest (>=7.4)", "pytest-cov (>=4.1.0)", "sphinx (>=7.2.0)", "twine (>=4.0.0)", "wheel (>=0.42.0)"]
+dnssec = ["cryptography (>=41)"]
 doh = ["h2 (>=4.1.0)", "httpcore (>=1.0.0)", "httpx (>=0.26.0)"]
-doq = ["aioquic (>=1.0.0)"]
-idna = ["idna (>=3.7)"]
+doq = ["aioquic (>=0.9.25)"]
+idna = ["idna (>=3.6)"]
 trio = ["trio (>=0.23)"]
 wmi = ["wmi (>=1.5.1)"]
 
 [[package]]
 name = "docutils"
-version = "0.21.2"
+version = "0.21.1"
 description = "Docutils -- Python Documentation Utilities"
 optional = false
 python-versions = ">=3.9"
 files = [
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 ]
 
 [[package]]
 name = "eccodes"
-version = "1.7.1"
+version = "1.7.0"
 description = "Python interface to the ecCodes GRIB and BUFR decoder/encoder"
 optional = false
 python-versions = "*"
 files = [
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+    {file = "eccodes-1.7.0.tar.gz", hash = "sha256:0f233009eac228b99be6e40e5f7cc175b477d322bd91c0dac6bf226f0222cb17"},
 ]
 
 [package.dependencies]
@@ -1982,13 +1843,13 @@ numpy = "*"
 
 [[package]]
 name = "email-validator"
-version = "2.2.0"
+version = "2.1.1"
 description = "A robust email address syntax and deliverability validation library."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1997,13 +1858,13 @@ idna = ">=2.0.0"
 
 [[package]]
 name = "exceptiongroup"
-version = "1.2.2"
+version = "1.2.0"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.extras]
@@ -2011,13 +1872,13 @@ test = ["pytest (>=6)"]
 
 [[package]]
 name = "executing"
-version = "2.1.0"
+version = "2.0.1"
 description = "Get the currently executing AST node of a frame, and other information"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.5"
 files = [
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 ]
 
 [package.extras]
@@ -2055,36 +1916,35 @@ files = [
 
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-version = "1.10.1"
+version = "1.9.6"
 description = "Fiona reads and writes spatial data files"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -2093,12 +1953,13 @@ certifi = "*"
 click = ">=8.0,<9.0"
 click-plugins = ">=1.0"
 cligj = ">=0.5"
+six = "*"
 
 [package.extras]
 all = ["fiona[calc,s3,test]"]
-calc = ["pyparsing", "shapely"]
+calc = ["shapely"]
 s3 = ["boto3 (>=1.3.1)"]
-test = ["aiohttp", "fiona[s3]", "fsspec", "pytest (>=7)", "pytest-cov", "pytz"]
+test = ["fiona[s3]", "pytest (>=7)", "pytest-cov", "pytz"]
 
 [[package]]
 name = "flask"
@@ -2123,13 +1984,13 @@ dotenv = ["python-dotenv"]
 
 [[package]]
 name = "flask-appbuilder"
-version = "4.5.0"
+version = "4.4.1"
 description = "Simple and rapid application development framework, built on top of Flask. includes detailed security, auto CRUD generation for your models, google charts and much more."
 optional = false
 python-versions = "~=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -2183,13 +2044,13 @@ dev = ["Pallets-Sphinx-Themes", "bumpversion", "ghp-import", "pytest", "pytest-m
 
 [[package]]
 name = "flask-caching"
-version = "2.3.0"
+version = "2.1.0"
 description = "Adds caching support to Flask applications."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -2217,18 +2078,18 @@ asymmetric-crypto = ["cryptography (>=3.3.1)"]
 
 [[package]]
 name = "flask-limiter"
-version = "3.8.0"
+version = "3.5.1"
 description = "Rate limiting for flask applications"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
 Flask = ">=2"
-limits = ">=3.13"
+limits = ">=2.8"
 ordered-set = ">4,<5"
 rich = ">=12,<14"
 typing-extensions = ">=4"
@@ -2302,95 +2163,55 @@ wtforms = "*"
 [package.extras]
 email = ["email-validator"]
 
-[[package]]
-name = "flexcache"
-version = "0.3"
-description = "Saves and loads to the cache a transformed versions of a source object."
-optional = false
-python-versions = ">=3.9"
-files = [
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-]
-
-[package.dependencies]
-typing-extensions = "*"
-
-[package.extras]
-test = ["pytest", "pytest-cov", "pytest-mpl", "pytest-subtests"]
-
-[[package]]
-name = "flexparser"
-version = "0.3.1"
-description = "Parsing made fun ... using typing."
-optional = false
-python-versions = ">=3.9"
-files = [
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-]
-
-[package.dependencies]
-typing-extensions = "*"
-
-[package.extras]
-test = ["pytest", "pytest-cov", "pytest-mpl", "pytest-subtests"]
-
 [[package]]
 name = "fonttools"
-version = "4.54.1"
+version = "4.51.0"
 description = "Tools to manipulate font files"
 optional = false
 python-versions = ">=3.8"
 files = [
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@@ -2495,13 +2316,13 @@ files = [
 
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 arrow = ["pyarrow (>=1)"]
 dask = ["dask", "distributed"]
-dev = ["pre-commit", "ruff"]
-doc = ["numpydoc", "sphinx", "sphinx-design", "sphinx-rtd-theme", "yarl"]
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 [package.extras]
@@ -2734,90 +2641,88 @@ test = ["objgraph", "psutil"]
 
 [[package]]
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 description = "HTTP/2-based RPC framework"
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 description = "WSGI HTTP Server for UNIX"
 optional = false
-python-versions = ">=3.7"
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 [package.dependencies]
 packaging = "*"
 
 [package.extras]
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 gevent = ["gevent (>=1.4.0)"]
 setproctitle = ["setproctitle"]
-testing = ["coverage", "eventlet", "gevent", "pytest", "pytest-cov"]
 tornado = ["tornado (>=0.2)"]
 
 [[package]]
@@ -2833,13 +2738,13 @@ files = [
 
 [[package]]
 name = "httpcore"
-version = "1.0.6"
+version = "1.0.5"
 description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
@@ -2850,7 +2755,7 @@ h11 = ">=0.13,<0.15"
 asyncio = ["anyio (>=4.0,<5.0)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
-trio = ["trio (>=0.22.0,<1.0)"]
+trio = ["trio (>=0.22.0,<0.26.0)"]
 
 [[package]]
 name = "httpx"
@@ -2878,55 +2783,48 @@ socks = ["socksio (==1.*)"]
 
 [[package]]
 name = "idna"
-version = "3.10"
+version = "3.7"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
-python-versions = ">=3.6"
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+    {file = "idna-3.7-py3-none-any.whl", hash = "sha256:82fee1fc78add43492d3a1898bfa6d8a904cc97d8427f683ed8e798d07761aa0"},
+    {file = "idna-3.7.tar.gz", hash = "sha256:028ff3aadf0609c1fd278d8ea3089299412a7a8b9bd005dd08b9f8285bcb5cfc"},
 ]
 
-[package.extras]
-all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"]
-
 [[package]]
 name = "importlib-metadata"
-version = "8.4.0"
+version = "7.0.0"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "importlib_metadata-8.4.0-py3-none-any.whl", hash = "sha256:66f342cc6ac9818fc6ff340576acd24d65ba0b3efabb2b4ac08b598965a4a2f1"},
-    {file = "importlib_metadata-8.4.0.tar.gz", hash = "sha256:9a547d3bc3608b025f93d403fdd1aae741c24fbb8314df4b155675742ce303c5"},
+    {file = "importlib_metadata-7.0.0-py3-none-any.whl", hash = "sha256:d97503976bb81f40a193d41ee6570868479c69d5068651eb039c40d850c59d67"},
+    {file = "importlib_metadata-7.0.0.tar.gz", hash = "sha256:7fc841f8b8332803464e5dc1c63a2e59121f46ca186c0e2e182e80bf8c1319f7"},
 ]
 
 [package.dependencies]
 zipp = ">=0.5"
 
 [package.extras]
-doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
 perf = ["ipython"]
-test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
+testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-perf (>=0.9.2)", "pytest-ruff"]
 
 [[package]]
 name = "importlib-resources"
-version = "6.4.5"
+version = "6.4.0"
 description = "Read resources from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "importlib_resources-6.4.5-py3-none-any.whl", hash = "sha256:ac29d5f956f01d5e4bb63102a5a19957f1b9175e45649977264a1416783bb717"},
-    {file = "importlib_resources-6.4.5.tar.gz", hash = "sha256:980862a1d16c9e147a59603677fa2aa5fd82b87f223b6cb870695bcfce830065"},
+    {file = "importlib_resources-6.4.0-py3-none-any.whl", hash = "sha256:50d10f043df931902d4194ea07ec57960f66a80449ff867bfe782b4c486ba78c"},
+    {file = "importlib_resources-6.4.0.tar.gz", hash = "sha256:cdb2b453b8046ca4e3798eb1d84f3cce1446a0e8e7b5ef4efb600f19fc398145"},
 ]
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
-cover = ["pytest-cov"]
-doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-enabler = ["pytest-enabler (>=2.2)"]
-test = ["jaraco.test (>=5.4)", "pytest (>=6,!=8.1.*)", "zipp (>=3.17)"]
-type = ["pytest-mypy"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["jaraco.test (>=5.4)", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)", "zipp (>=3.17)"]
 
 [[package]]
 name = "inflection"
@@ -2952,13 +2850,13 @@ files = [
 
 [[package]]
 name = "ipykernel"
-version = "6.29.5"
+version = "6.29.4"
 description = "IPython Kernel for Jupyter"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "ipykernel-6.29.5-py3-none-any.whl", hash = "sha256:afdb66ba5aa354b09b91379bac28ae4afebbb30e8b39510c9690afb7a10421b5"},
-    {file = "ipykernel-6.29.5.tar.gz", hash = "sha256:f093a22c4a40f8828f8e330a9c297cb93dcab13bd9678ded6de8e5cf81c56215"},
+    {file = "ipykernel-6.29.4-py3-none-any.whl", hash = "sha256:1181e653d95c6808039c509ef8e67c4126b3b3af7781496c7cbfb5ed938a27da"},
+    {file = "ipykernel-6.29.4.tar.gz", hash = "sha256:3d44070060f9475ac2092b760123fadf105d2e2493c24848b6691a7c4f42af5c"},
 ]
 
 [package.dependencies]
@@ -2985,13 +2883,13 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio
 
 [[package]]
 name = "ipython"
-version = "8.28.0"
+version = "8.23.0"
 description = "IPython: Productive Interactive Computing"
 optional = false
 python-versions = ">=3.10"
 files = [
-    {file = "ipython-8.28.0-py3-none-any.whl", hash = "sha256:530ef1e7bb693724d3cdc37287c80b07ad9b25986c007a53aa1857272dac3f35"},
-    {file = "ipython-8.28.0.tar.gz", hash = "sha256:0d0d15ca1e01faeb868ef56bc7ee5a0de5bd66885735682e8a322ae289a13d1a"},
+    {file = "ipython-8.23.0-py3-none-any.whl", hash = "sha256:07232af52a5ba146dc3372c7bf52a0f890a23edf38d77caef8d53f9cdc2584c1"},
+    {file = "ipython-8.23.0.tar.gz", hash = "sha256:7468edaf4f6de3e1b912e57f66c241e6fd3c7099f2ec2136e239e142e800274d"},
 ]
 
 [package.dependencies]
@@ -3005,12 +2903,12 @@ prompt-toolkit = ">=3.0.41,<3.1.0"
 pygments = ">=2.4.0"
 stack-data = "*"
 traitlets = ">=5.13.0"
-typing-extensions = {version = ">=4.6", markers = "python_version < \"3.12\""}
+typing-extensions = {version = "*", markers = "python_version < \"3.12\""}
 
 [package.extras]
 all = ["ipython[black,doc,kernel,matplotlib,nbconvert,nbformat,notebook,parallel,qtconsole]", "ipython[test,test-extra]"]
 black = ["black"]
-doc = ["docrepr", "exceptiongroup", "intersphinx-registry", "ipykernel", "ipython[test]", "matplotlib", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinxcontrib-jquery", "tomli", "typing-extensions"]
+doc = ["docrepr", "exceptiongroup", "ipykernel", "ipython[test]", "matplotlib", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinxcontrib-jquery", "stack-data", "typing-extensions"]
 kernel = ["ipykernel"]
 matplotlib = ["matplotlib"]
 nbconvert = ["nbconvert"]
@@ -3018,20 +2916,23 @@ nbformat = ["nbformat"]
 notebook = ["ipywidgets", "notebook"]
 parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
-test = ["packaging", "pickleshare", "pytest", "pytest-asyncio (<0.22)", "testpath"]
+test = ["pickleshare", "pytest (<8)", "pytest-asyncio (<0.22)", "testpath"]
 test-extra = ["curio", "ipython[test]", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.23)", "pandas", "trio"]
 
 [[package]]
 name = "isodate"
-version = "0.7.2"
+version = "0.6.1"
 description = "An ISO 8601 date/time/duration parser and formatter"
 optional = false
-python-versions = ">=3.7"
+python-versions = "*"
 files = [
-    {file = "isodate-0.7.2-py3-none-any.whl", hash = "sha256:28009937d8031054830160fce6d409ed342816b543597cece116d966c6d99e15"},
-    {file = "isodate-0.7.2.tar.gz", hash = "sha256:4cd1aa0f43ca76f4a6c6c0292a85f40b35ec2e43e315b59f06e6d32171a953e6"},
+    {file = "isodate-0.6.1-py2.py3-none-any.whl", hash = "sha256:0751eece944162659049d35f4f549ed815792b38793f07cf73381c1c87cbed96"},
+    {file = "isodate-0.6.1.tar.gz", hash = "sha256:48c5881de7e8b0a0d648cb024c8062dc84e7b840ed81e864c7614fd3c127bde9"},
 ]
 
+[package.dependencies]
+six = "*"
+
 [[package]]
 name = "isort"
 version = "5.13.2"
@@ -3048,13 +2949,13 @@ colors = ["colorama (>=0.4.6)"]
 
 [[package]]
 name = "itsdangerous"
-version = "2.2.0"
+version = "2.1.2"
 description = "Safely pass data to untrusted environments and back."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.7"
 files = [
-    {file = "itsdangerous-2.2.0-py3-none-any.whl", hash = "sha256:c6242fc49e35958c8b15141343aa660db5fc54d4f13a1db01a3f5891b98700ef"},
-    {file = "itsdangerous-2.2.0.tar.gz", hash = "sha256:e0050c0b7da1eea53ffaf149c0cfbb5c6e2e2b69c4bef22c81fa6eb73e5f6173"},
+    {file = "itsdangerous-2.1.2-py3-none-any.whl", hash = "sha256:2c2349112351b88699d8d4b6b075022c0808887cb7ad10069318a8b0bc88db44"},
+    {file = "itsdangerous-2.1.2.tar.gz", hash = "sha256:5dbbc68b317e5e42f327f9021763545dc3fc3bfe22e6deb96aaf1fc38874156a"},
 ]
 
 [[package]]
@@ -3078,13 +2979,13 @@ testing = ["Django", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
 
 [[package]]
 name = "jinja2"
-version = "3.1.4"
+version = "3.1.3"
 description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "jinja2-3.1.4-py3-none-any.whl", hash = "sha256:bc5dd2abb727a5319567b7a813e6a2e7318c39f4f487cfe6c89c6f9c7d25197d"},
-    {file = "jinja2-3.1.4.tar.gz", hash = "sha256:4a3aee7acbbe7303aede8e9648d13b8bf88a429282aa6122a993f0ac800cb369"},
+    {file = "Jinja2-3.1.3-py3-none-any.whl", hash = "sha256:7d6d50dd97d52cbc355597bd845fabfbac3f551e1f99619e39a35ce8c370b5fa"},
+    {file = "Jinja2-3.1.3.tar.gz", hash = "sha256:ac8bd6544d4bb2c9792bf3a159e80bba8fda7f07e81bc3aed565432d5925ba90"},
 ]
 
 [package.dependencies]
@@ -3106,13 +3007,13 @@ files = [
 
 [[package]]
 name = "jsonschema"
-version = "4.23.0"
+version = "4.21.1"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jsonschema-4.23.0-py3-none-any.whl", hash = "sha256:fbadb6f8b144a8f8cf9f0b89ba94501d143e50411a1278633f56a7acf7fd5566"},
-    {file = "jsonschema-4.23.0.tar.gz", hash = "sha256:d71497fef26351a33265337fa77ffeb82423f3ea21283cd9467bb03999266bc4"},
+    {file = "jsonschema-4.21.1-py3-none-any.whl", hash = "sha256:7996507afae316306f9e2290407761157c6f78002dcf7419acb99822143d1c6f"},
+    {file = "jsonschema-4.21.1.tar.gz", hash = "sha256:85727c00279f5fa6bedbe6238d2aa6403bedd8b4864ab11207d07df3cc1b2ee5"},
 ]
 
 [package.dependencies]
@@ -3123,17 +3024,17 @@ rpds-py = ">=0.7.1"
 
 [package.extras]
 format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
-format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=24.6.0)"]
+format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"]
 
 [[package]]
 name = "jsonschema-specifications"
-version = "2024.10.1"
+version = "2023.12.1"
 description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.8"
 files = [
-    {file = "jsonschema_specifications-2024.10.1-py3-none-any.whl", hash = "sha256:a09a0680616357d9a0ecf05c12ad234479f549239d0f5b55f3deea67475da9bf"},
-    {file = "jsonschema_specifications-2024.10.1.tar.gz", hash = "sha256:0f38b83639958ce1152d02a7f062902c41c8fd20d558b0c34344292d417ae272"},
+    {file = "jsonschema_specifications-2023.12.1-py3-none-any.whl", hash = "sha256:87e4fdf3a94858b8a2ba2778d9ba57d8a9cafca7c7489c46ba0d30a8bc6a9c3c"},
+    {file = "jsonschema_specifications-2023.12.1.tar.gz", hash = "sha256:48a76787b3e70f5ed53f1160d2b81f586e4ca6d1548c5de7085d1682674764cc"},
 ]
 
 [package.dependencies]
@@ -3141,13 +3042,13 @@ referencing = ">=0.31.0"
 
 [[package]]
 name = "jupyter-client"
-version = "8.6.3"
+version = "8.6.1"
 description = "Jupyter protocol implementation and client libraries"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyter_client-8.6.3-py3-none-any.whl", hash = "sha256:e8a19cc986cc45905ac3362915f410f3af85424b4c0905e94fa5f2cb08e8f23f"},
-    {file = "jupyter_client-8.6.3.tar.gz", hash = "sha256:35b3a0947c4a6e9d589eb97d7d4cd5e90f910ee73101611f01283732bd6d9419"},
+    {file = "jupyter_client-8.6.1-py3-none-any.whl", hash = "sha256:3b7bd22f058434e3b9a7ea4b1500ed47de2713872288c0d511d19926f99b459f"},
+    {file = "jupyter_client-8.6.1.tar.gz", hash = "sha256:e842515e2bab8e19186d89fdfea7abd15e39dd581f94e399f00e2af5a1652d3f"},
 ]
 
 [package.dependencies]
@@ -3159,7 +3060,7 @@ traitlets = ">=5.3"
 
 [package.extras]
 docs = ["ipykernel", "myst-parser", "pydata-sphinx-theme", "sphinx (>=4)", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"]
-test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pytest (<8.2.0)", "pytest-cov", "pytest-jupyter[client] (>=0.4.1)", "pytest-timeout"]
+test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pytest", "pytest-cov", "pytest-jupyter[client] (>=0.4.1)", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-core"
@@ -3183,152 +3084,141 @@ test = ["ipykernel", "pre-commit", "pytest (<8)", "pytest-cov", "pytest-timeout"
 
 [[package]]
 name = "kiwisolver"
-version = "1.4.7"
+version = "1.4.5"
 description = "A fast implementation of the Cassowary constraint solver"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.7"
 files = [
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 python-versions = ">=3.8"
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-tzdata = {version = "*", markers = "python_version >= \"3.9\""}
-vine = "5.1.0"
+vine = "*"
 
 [package.extras]
 azureservicebus = ["azure-servicebus (>=7.10.0)"]
 azurestoragequeues = ["azure-identity (>=1.12.0)", "azure-storage-queue (>=12.6.0)"]
 confluentkafka = ["confluent-kafka (>=2.2.0)"]
-consul = ["python-consul2 (==0.1.5)"]
+consul = ["python-consul2"]
 librabbitmq = ["librabbitmq (>=2.0.0)"]
 mongodb = ["pymongo (>=4.1.1)"]
-msgpack = ["msgpack (==1.1.0)"]
-pyro = ["pyro4 (==4.82)"]
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+pyro = ["pyro4"]
 qpid = ["qpid-python (>=0.26)", "qpid-tools (>=0.26)"]
 redis = ["redis (>=4.5.2,!=4.5.5,!=5.0.2)"]
 slmq = ["softlayer-messaging (>=1.0.3)"]
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 name = "limits"
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+version = "3.10.1"
 description = "Rate limiting utilities"
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 [package.dependencies]
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 html5 = ["html5lib"]
 htmlsoup = ["BeautifulSoup4"]
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 ]
 
 [package.dependencies]
 packaging = ">=17.0"
 
 [package.extras]
-dev = ["marshmallow[tests]", "pre-commit (>=3.5,<5.0)", "tox"]
-docs = ["alabaster (==1.0.0)", "autodocsumm (==0.2.13)", "sphinx (==8.1.3)", "sphinx-issues (==5.0.0)", "sphinx-version-warning (==1.1.2)"]
-tests = ["pytest", "simplejson"]
+dev = ["marshmallow[tests]", "pre-commit (>=3.5,<4.0)", "tox"]
+docs = ["alabaster (==0.7.16)", "autodocsumm (==0.2.12)", "sphinx (==7.2.6)", "sphinx-issues (==4.0.0)", "sphinx-version-warning (==1.1.2)"]
+tests = ["pytest", "pytz", "simplejson"]
 
 [[package]]
 name = "marshmallow-oneofschema"
@@ -3865,13 +3771,13 @@ traitlets = "*"
 
 [[package]]
 name = "mdit-py-plugins"
-version = "0.4.2"
+version = "0.4.0"
 description = "Collection of plugins for markdown-it-py"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -3895,54 +3801,48 @@ files = [
 
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 name = "memray"
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+version = "1.12.0"
 description = "A memory profiler for Python applications"
 optional = false
 python-versions = ">=3.7.0"
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 ]
 
 [package.dependencies]
@@ -3952,38 +3852,20 @@ textual = ">=0.41.0"
 
 [package.extras]
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 [[package]]
 name = "mypy-extensions"
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 optional = false
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 ]
 
 [package.dependencies]
@@ -4245,13 +4124,13 @@ files = [
 
 [[package]]
 name = "odc-geo"
-version = "0.4.8"
+version = "0.4.3"
 description = "Geometry Classes and Operations (opendatacube)"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "odc_geo-0.4.8-py3-none-any.whl", hash = "sha256:8c799b40166931d4a15141dcb97883b0a8df0c78b3ac03ae8fcbaf678d7b9024"},
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 ]
 
 [package.dependencies]
@@ -4271,20 +4150,20 @@ xr = ["xarray (>=0.19)"]
 
 [[package]]
 name = "odc-stac"
-version = "0.3.10"
+version = "0.3.9"
 description = "Tooling for converting STAC metadata to ODC data model"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
 affine = "*"
 dask = {version = "*", extras = ["array"]}
 numpy = ">=1.20.0"
-odc-geo = ">=0.4.7"
+odc-geo = ">=0.3.0"
 pandas = "*"
 pystac = ">=1.0.0,<2"
 rasterio = ">=1.0.0,<1.3.0 || >1.3.0,<1.3.1 || >1.3.1"
@@ -4293,61 +4172,60 @@ xarray = ">=0.19"
 
 [package.extras]
 botocore = ["botocore"]
-docs = ["datacube", "distributed", "ipykernel", "ipython", "matplotlib-inline", "nbsphinx", "pandas", "sphinx", "sphinx-autodoc-typehints", "sphinx-rtd-theme"]
 
 [[package]]
 name = "opentelemetry-api"
-version = "1.27.0"
+version = "1.24.0"
 description = "OpenTelemetry Python API"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
 deprecated = ">=1.2.6"
-importlib-metadata = ">=6.0,<=8.4.0"
+importlib-metadata = ">=6.0,<=7.0"
 
 [[package]]
 name = "opentelemetry-exporter-otlp"
-version = "1.27.0"
+version = "1.24.0"
 description = "OpenTelemetry Collector Exporters"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
-opentelemetry-exporter-otlp-proto-grpc = "1.27.0"
-opentelemetry-exporter-otlp-proto-http = "1.27.0"
+opentelemetry-exporter-otlp-proto-grpc = "1.24.0"
+opentelemetry-exporter-otlp-proto-http = "1.24.0"
 
 [[package]]
 name = "opentelemetry-exporter-otlp-proto-common"
-version = "1.27.0"
+version = "1.24.0"
 description = "OpenTelemetry Protobuf encoding"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_exporter_otlp_proto_common-1.27.0-py3-none-any.whl", hash = "sha256:675db7fffcb60946f3a5c43e17d1168a3307a94a930ecf8d2ea1f286f3d4f79a"},
-    {file = "opentelemetry_exporter_otlp_proto_common-1.27.0.tar.gz", hash = "sha256:159d27cf49f359e3798c4c3eb8da6ef4020e292571bd8c5604a2a573231dd5c8"},
+    {file = "opentelemetry_exporter_otlp_proto_common-1.24.0-py3-none-any.whl", hash = "sha256:e51f2c9735054d598ad2df5d3eca830fecfb5b0bda0a2fa742c9c7718e12f641"},
+    {file = "opentelemetry_exporter_otlp_proto_common-1.24.0.tar.gz", hash = "sha256:5d31fa1ff976cacc38be1ec4e3279a3f88435c75b38b1f7a099a1faffc302461"},
 ]
 
 [package.dependencies]
-opentelemetry-proto = "1.27.0"
+opentelemetry-proto = "1.24.0"
 
 [[package]]
 name = "opentelemetry-exporter-otlp-proto-grpc"
-version = "1.27.0"
+version = "1.24.0"
 description = "OpenTelemetry Collector Protobuf over gRPC Exporter"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_exporter_otlp_proto_grpc-1.27.0-py3-none-any.whl", hash = "sha256:56b5bbd5d61aab05e300d9d62a6b3c134827bbd28d0b12f2649c2da368006c9e"},
-    {file = "opentelemetry_exporter_otlp_proto_grpc-1.27.0.tar.gz", hash = "sha256:af6f72f76bcf425dfb5ad11c1a6d6eca2863b91e63575f89bb7b4b55099d968f"},
+    {file = "opentelemetry_exporter_otlp_proto_grpc-1.24.0-py3-none-any.whl", hash = "sha256:f40d62aa30a0a43cc1657428e59fcf82ad5f7ea8fff75de0f9d9cb6f739e0a3b"},
+    {file = "opentelemetry_exporter_otlp_proto_grpc-1.24.0.tar.gz", hash = "sha256:217c6e30634f2c9797999ea9da29f7300479a94a610139b9df17433f915e7baa"},
 ]
 
 [package.dependencies]
@@ -4355,39 +4233,42 @@ deprecated = ">=1.2.6"
 googleapis-common-protos = ">=1.52,<2.0"
 grpcio = ">=1.0.0,<2.0.0"
 opentelemetry-api = ">=1.15,<2.0"
-opentelemetry-exporter-otlp-proto-common = "1.27.0"
-opentelemetry-proto = "1.27.0"
-opentelemetry-sdk = ">=1.27.0,<1.28.0"
+opentelemetry-exporter-otlp-proto-common = "1.24.0"
+opentelemetry-proto = "1.24.0"
+opentelemetry-sdk = ">=1.24.0,<1.25.0"
+
+[package.extras]
+test = ["pytest-grpc"]
 
 [[package]]
 name = "opentelemetry-exporter-otlp-proto-http"
-version = "1.27.0"
+version = "1.24.0"
 description = "OpenTelemetry Collector Protobuf over HTTP Exporter"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_exporter_otlp_proto_http-1.27.0-py3-none-any.whl", hash = "sha256:688027575c9da42e179a69fe17e2d1eba9b14d81de8d13553a21d3114f3b4d75"},
-    {file = "opentelemetry_exporter_otlp_proto_http-1.27.0.tar.gz", hash = "sha256:2103479092d8eb18f61f3fbff084f67cc7f2d4a7d37e75304b8b56c1d09ebef5"},
+    {file = "opentelemetry_exporter_otlp_proto_http-1.24.0-py3-none-any.whl", hash = "sha256:25af10e46fdf4cd3833175e42f4879a1255fc01655fe14c876183a2903949836"},
+    {file = "opentelemetry_exporter_otlp_proto_http-1.24.0.tar.gz", hash = "sha256:704c066cc96f5131881b75c0eac286cd73fc735c490b054838b4513254bd7850"},
 ]
 
 [package.dependencies]
 deprecated = ">=1.2.6"
 googleapis-common-protos = ">=1.52,<2.0"
 opentelemetry-api = ">=1.15,<2.0"
-opentelemetry-exporter-otlp-proto-common = "1.27.0"
-opentelemetry-proto = "1.27.0"
-opentelemetry-sdk = ">=1.27.0,<1.28.0"
+opentelemetry-exporter-otlp-proto-common = "1.24.0"
+opentelemetry-proto = "1.24.0"
+opentelemetry-sdk = ">=1.24.0,<1.25.0"
 requests = ">=2.7,<3.0"
 
 [[package]]
 name = "opentelemetry-proto"
-version = "1.27.0"
+version = "1.24.0"
 description = "OpenTelemetry Python Proto"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_proto-1.27.0-py3-none-any.whl", hash = "sha256:b133873de5581a50063e1e4b29cdcf0c5e253a8c2d8dc1229add20a4c3830ace"},
-    {file = "opentelemetry_proto-1.27.0.tar.gz", hash = "sha256:33c9345d91dafd8a74fc3d7576c5a38f18b7fdf8d02983ac67485386132aedd6"},
+    {file = "opentelemetry_proto-1.24.0-py3-none-any.whl", hash = "sha256:bcb80e1e78a003040db71ccf83f2ad2019273d1e0828089d183b18a1476527ce"},
+    {file = "opentelemetry_proto-1.24.0.tar.gz", hash = "sha256:ff551b8ad63c6cabb1845ce217a6709358dfaba0f75ea1fa21a61ceddc78cab8"},
 ]
 
 [package.dependencies]
@@ -4395,35 +4276,31 @@ protobuf = ">=3.19,<5.0"
 
 [[package]]
 name = "opentelemetry-sdk"
-version = "1.27.0"
+version = "1.24.0"
 description = "OpenTelemetry Python SDK"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_sdk-1.27.0-py3-none-any.whl", hash = "sha256:365f5e32f920faf0fd9e14fdfd92c086e317eaa5f860edba9cdc17a380d9197d"},
-    {file = "opentelemetry_sdk-1.27.0.tar.gz", hash = "sha256:d525017dea0ccce9ba4e0245100ec46ecdc043f2d7b8315d56b19aff0904fa6f"},
+    {file = "opentelemetry_sdk-1.24.0-py3-none-any.whl", hash = "sha256:fa731e24efe832e98bcd90902085b359dcfef7d9c9c00eb5b9a18587dae3eb59"},
+    {file = "opentelemetry_sdk-1.24.0.tar.gz", hash = "sha256:75bc0563affffa827700e0f4f4a68e1e257db0df13372344aebc6f8a64cde2e5"},
 ]
 
 [package.dependencies]
-opentelemetry-api = "1.27.0"
-opentelemetry-semantic-conventions = "0.48b0"
+opentelemetry-api = "1.24.0"
+opentelemetry-semantic-conventions = "0.45b0"
 typing-extensions = ">=3.7.4"
 
 [[package]]
 name = "opentelemetry-semantic-conventions"
-version = "0.48b0"
+version = "0.45b0"
 description = "OpenTelemetry Semantic Conventions"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_semantic_conventions-0.48b0-py3-none-any.whl", hash = "sha256:a0de9f45c413a8669788a38569c7e0a11ce6ce97861a628cca785deecdc32a1f"},
-    {file = "opentelemetry_semantic_conventions-0.48b0.tar.gz", hash = "sha256:12d74983783b6878162208be57c9effcb89dc88691c64992d70bb89dc00daa1a"},
+    {file = "opentelemetry_semantic_conventions-0.45b0-py3-none-any.whl", hash = "sha256:a4a6fb9a7bacd9167c082aa4681009e9acdbfa28ffb2387af50c2fef3d30c864"},
+    {file = "opentelemetry_semantic_conventions-0.45b0.tar.gz", hash = "sha256:7c84215a44ac846bc4b8e32d5e78935c5c43482e491812a0bb8aaf87e4d92118"},
 ]
 
-[package.dependencies]
-deprecated = ">=1.2.6"
-opentelemetry-api = "1.27.0"
-
 [[package]]
 name = "ordered-set"
 version = "4.1.0"
@@ -4513,13 +4390,13 @@ testing = ["docopt", "pytest"]
 
 [[package]]
 name = "partd"
-version = "1.4.2"
+version = "1.4.1"
 description = "Appendable key-value storage"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.7"
 files = [
-    {file = "partd-1.4.2-py3-none-any.whl", hash = "sha256:978e4ac767ec4ba5b86c6eaa52e5a2a3bc748a2ca839e8cc798f1cc6ce6efb0f"},
-    {file = "partd-1.4.2.tar.gz", hash = "sha256:d022c33afbdc8405c226621b015e8067888173d85f7f5ecebb3cafed9a20f02c"},
+    {file = "partd-1.4.1-py3-none-any.whl", hash = "sha256:27e766663d36c161e2827aa3e28541c992f0b9527d3cca047e13fb3acdb989e6"},
+    {file = "partd-1.4.1.tar.gz", hash = "sha256:56c25dd49e6fea5727e731203c466c6e092f308d8f0024e199d02f6aa2167f67"},
 ]
 
 [package.dependencies]
@@ -4527,7 +4404,7 @@ locket = "*"
 toolz = "*"
 
 [package.extras]
-complete = ["blosc", "numpy (>=1.20.0)", "pandas (>=1.3)", "pyzmq"]
+complete = ["blosc", "numpy (>=1.9.0)", "pandas (>=0.19.0)", "pyzmq"]
 
 [[package]]
 name = "pathspec"
@@ -4655,90 +4532,84 @@ ptyprocess = ">=0.5"
 
 [[package]]
 name = "pillow"
-version = "11.0.0"
+version = "10.3.0"
 description = "Python Imaging Library (Fork)"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.8"
 files = [
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 mic = ["olefile"]
 tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
@@ -4747,19 +4618,16 @@ xmp = ["defusedxml"]
 
 [[package]]
 name = "pint"
-version = "0.24.3"
+version = "0.23"
 description = "Physical quantities module"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "Pint-0.24.3-py3-none-any.whl", hash = "sha256:d98667e46fd03a1b94694fbfa104ec30858684d8ab26952e2a348b48059089bb"},
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+    {file = "Pint-0.23-py3-none-any.whl", hash = "sha256:df79b6b5f1beb7ed0cd55d91a0766fc55f972f757a9364e844958c05e8eb66f9"},
+    {file = "Pint-0.23.tar.gz", hash = "sha256:e1509b91606dbc52527c600a4ef74ffac12fff70688aff20e9072409346ec9b4"},
 ]
 
 [package.dependencies]
-appdirs = ">=1.4.4"
-flexcache = ">=0.3"
-flexparser = ">=0.3"
 typing-extensions = "*"
 
 [package.extras]
@@ -4767,7 +4635,7 @@ babel = ["babel (<=2.8)"]
 bench = ["pytest", "pytest-codspeed"]
 dask = ["dask"]
 mip = ["mip (>=1.13)"]
-numpy = ["numpy (>=1.23)"]
+numpy = ["numpy (>=1.19.5)"]
 pandas = ["pint-pandas (>=0.3)"]
 test = ["pytest", "pytest-benchmark", "pytest-cov", "pytest-mpl", "pytest-subtests"]
 testbase = ["pytest", "pytest-benchmark", "pytest-cov", "pytest-subtests"]
@@ -4776,29 +4644,28 @@ xarray = ["xarray"]
 
 [[package]]
 name = "platformdirs"
-version = "4.3.6"
-description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
+version = "4.2.0"
+description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "platformdirs-4.2.0-py3-none-any.whl", hash = "sha256:0614df2a2f37e1a662acbd8e2b25b92ccf8632929bc6d43467e17fe89c75e068"},
+    {file = "platformdirs-4.2.0.tar.gz", hash = "sha256:ef0cc731df711022c174543cb70a9b5bd22e5a9337c8624ef2c2ceb8ddad8768"},
 ]
 
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-test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=8.3.2)", "pytest-cov (>=5)", "pytest-mock (>=3.14)"]
-type = ["mypy (>=1.11.2)"]
+docs = ["furo (>=2023.9.10)", "proselint (>=0.13)", "sphinx (>=7.2.6)", "sphinx-autodoc-typehints (>=1.25.2)"]
+test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4.3)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)"]
 
 [[package]]
 name = "pluggy"
-version = "1.5.0"
+version = "1.4.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "pluggy-1.4.0.tar.gz", hash = "sha256:8c85c2876142a764e5b7548e7d9a0e0ddb46f5185161049a79b7e974454223be"},
 ]
 
 [package.extras]
@@ -4807,13 +4674,13 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "pooch"
-version = "1.8.2"
-description = "A friend to fetch your data files"
+version = "1.8.1"
+description = "\"Pooch manages your Python library's sample data files: it automatically downloads and stores them in a local directory, with support for versioning and corruption checks.\""
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {file = "pooch-1.8.1-py3-none-any.whl", hash = "sha256:6b56611ac320c239faece1ac51a60b25796792599ce5c0b1bb87bf01df55e0a9"},
+    {file = "pooch-1.8.1.tar.gz", hash = "sha256:27ef63097dd9a6e4f9d2694f5cfbf2f0a5defa44fccafec08d601e731d746270"},
 ]
 
 [package.dependencies]
@@ -4845,191 +4712,86 @@ dev = ["nose", "pipreqs", "twine"]
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.48"
+version = "3.0.43"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
 python-versions = ">=3.7.0"
 files = [
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+    {file = "prompt_toolkit-3.0.43.tar.gz", hash = "sha256:3527b7af26106cbc65a040bcc84839a3566ec1b051bb0bfe953631e704b0ff7d"},
 ]
 
 [package.dependencies]
 wcwidth = "*"
 
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-python-versions = ">=3.8"
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 [[package]]
 name = "pygments"
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 [package.extras]
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 windows-terminal = ["colorama (>=0.4.6)"]
 
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 [package.dependencies]
 numpy = "*"
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 pyproj = "*"
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 [[package]]
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 description = "JSON Web Token implementation in Python"
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-python-versions = ">=3.8"
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 tests = ["coverage[toml] (==5.0.4)", "pytest (>=6.0.0,<7.0.0)"]
 
 [[package]]
 name = "pyparsing"
-version = "3.2.0"
+version = "3.1.2"
 description = "pyparsing module - Classes and methods to define and execute parsing grammars"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.6.8"
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 ]
 
 [package.extras]
@@ -5313,13 +5065,13 @@ files = [
 
 [[package]]
 name = "pystac"
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+version = "1.10.0"
 description = "Python library for working with the SpatioTemporal Asset Catalog (STAC) specification"
 optional = false
-python-versions = ">=3.10"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -5327,29 +5079,32 @@ jsonschema = {version = ">=4.18,<5.0", optional = true, markers = "extra == \"va
 python-dateutil = ">=2.7.0"
 
 [package.extras]
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 jinja2 = ["jinja2 (<4.0)"]
 orjson = ["orjson (>=3.5)"]
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 urllib3 = ["urllib3 (>=1.26)"]
 validation = ["jsonschema (>=4.18,<5.0)"]
 
 [[package]]
 name = "pystac-client"
-version = "0.7.7"
+version = "0.7.6"
 description = "Python library for working with SpatioTemporal Asset Catalog (STAC) APIs."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
-pystac = {version = ">=1.10.0", extras = ["validation"]}
+pystac = {version = ">=1.8.2", extras = ["validation"]}
 python-dateutil = ">=2.8.2"
 requests = ">=2.28.2"
 
 [package.extras]
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 [package.dependencies]
@@ -5697,44 +5425,45 @@ certifi = "*"
 click = ">=4.0"
 click-plugins = "*"
 cligj = ">=0.5"
-numpy = ">=1.24"
-pyparsing = "*"
+numpy = "*"
+setuptools = "*"
+snuggs = ">=1.4.1"
 
 [package.extras]
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-docs = ["ghp-import", "numpydoc", "sphinx", "sphinx-click", "sphinx-rtd-theme"]
+all = ["boto3 (>=1.2.4)", "ghp-import", "hypothesis", "ipython (>=2.0)", "matplotlib", "numpydoc", "packaging", "pytest (>=2.8.2)", "pytest-cov (>=2.2.0)", "shapely", "sphinx", "sphinx-rtd-theme"]
+docs = ["ghp-import", "numpydoc", "sphinx", "sphinx-rtd-theme"]
 ipython = ["ipython (>=2.0)"]
 plot = ["matplotlib"]
 s3 = ["boto3 (>=1.2.4)"]
-test = ["boto3 (>=1.2.4)", "fsspec", "hypothesis", "packaging", "pytest (>=2.8.2)", "pytest-cov (>=2.2.0)", "shapely"]
+test = ["boto3 (>=1.2.4)", "hypothesis", "packaging", "pytest (>=2.8.2)", "pytest-cov (>=2.2.0)", "shapely"]
 
 [[package]]
 name = "redis"
-version = "5.1.1"
+version = "5.0.3"
 description = "Python client for Redis database and key-value store"
 optional = false
-python-versions = ">=3.8"
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 files = [
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-ocsp = ["cryptography (>=36.0.1)", "pyopenssl (==23.2.1)", "requests (>=2.31.0)"]
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+ocsp = ["cryptography (>=36.0.1)", "pyopenssl (==20.0.1)", "requests (>=2.26.0)"]
 
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 name = "referencing"
-version = "0.35.1"
+version = "0.34.0"
 description = "JSON Referencing + Python"
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 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -5743,13 +5472,13 @@ rpds-py = ">=0.7.0"
 
 [[package]]
 name = "requests"
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+version = "2.31.0"
 description = "Python HTTP for Humans."
 optional = false
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 [package.dependencies]
@@ -5764,13 +5493,13 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
 [[package]]
 name = "requests-file"
-version = "2.1.0"
+version = "2.0.0"
 description = "File transport adapter for Requests"
 optional = false
 python-versions = "*"
 files = [
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 [package.dependencies]
@@ -5806,32 +5535,31 @@ six = "*"
 
 [[package]]
 name = "rich"
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+version = "13.7.1"
 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
 optional = false
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 [package.extras]
 jupyter = ["ipywidgets (>=7.5.1,<9)"]
 
 [[package]]
 name = "rich-argparse"
-version = "1.5.2"
+version = "1.4.0"
 description = "Rich help formatters for argparse and optparse"
 optional = false
-python-versions = ">=3.8"
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 [package.dependencies]
@@ -5839,125 +5567,121 @@ rich = ">=11.0.0"
 
 [[package]]
 name = "rpds-py"
-version = "0.20.0"
+version = "0.18.0"
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 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
@@ -6288,17 +6019,17 @@ aiomysql = ["aiomysql (>=0.2.0)", "greenlet (!=0.4.17)"]
 aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing_extensions (!=3.10.0.1)"]
 asyncio = ["greenlet (!=0.4.17)"]
 asyncmy = ["asyncmy (>=0.2.3,!=0.2.4)", "greenlet (!=0.4.17)"]
-mariadb-connector = ["mariadb (>=1.0.1,!=1.1.2)", "mariadb (>=1.0.1,!=1.1.2)"]
+mariadb-connector = ["mariadb (>=1.0.1,!=1.1.2)"]
 mssql = ["pyodbc"]
-mssql-pymssql = ["pymssql", "pymssql"]
-mssql-pyodbc = ["pyodbc", "pyodbc"]
+mssql-pymssql = ["pymssql"]
+mssql-pyodbc = ["pyodbc"]
 mypy = ["mypy (>=0.910)", "sqlalchemy2-stubs"]
 mysql = ["mysqlclient (>=1.4.0)", "mysqlclient (>=1.4.0,<2)"]
-mysql-connector = ["mysql-connector-python", "mysql-connector-python"]
+mysql-connector = ["mysql-connector-python"]
 oracle = ["cx_oracle (>=7)", "cx_oracle (>=7,<8)"]
 postgresql = ["psycopg2 (>=2.7)"]
-postgresql-asyncpg = ["asyncpg", "asyncpg", "greenlet (!=0.4.17)", "greenlet (!=0.4.17)"]
-postgresql-pg8000 = ["pg8000 (>=1.16.6,!=1.29.0)", "pg8000 (>=1.16.6,!=1.29.0)"]
+postgresql-asyncpg = ["asyncpg", "greenlet (!=0.4.17)"]
+postgresql-pg8000 = ["pg8000 (>=1.16.6,!=1.29.0)"]
 postgresql-psycopg2binary = ["psycopg2-binary"]
 postgresql-psycopg2cffi = ["psycopg2cffi"]
 pymysql = ["pymysql", "pymysql (<1)"]
@@ -6348,13 +6079,13 @@ url = ["furl (>=0.4.1)"]
 
 [[package]]
 name = "sqlparse"
-version = "0.5.1"
+version = "0.5.0"
 description = "A non-validating SQL parser."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "sqlparse-0.5.1-py3-none-any.whl", hash = "sha256:773dcbf9a5ab44a090f3441e2180efe2560220203dc2f8c0b0fa141e18b505e4"},
-    {file = "sqlparse-0.5.1.tar.gz", hash = "sha256:bb6b4df465655ef332548e24f08e205afc81b9ab86cb1c45657a7ff173a3a00e"},
+    {file = "sqlparse-0.5.0-py3-none-any.whl", hash = "sha256:c204494cd97479d0e39f28c93d46c0b2d5959c7b9ab904762ea6c7af211c8663"},
+    {file = "sqlparse-0.5.0.tar.gz", hash = "sha256:714d0a4932c059d16189f58ef5411ec2287a4360f17cdd0edd2d09d4c5087c93"},
 ]
 
 [package.extras]
@@ -6413,28 +6144,27 @@ widechars = ["wcwidth"]
 
 [[package]]
 name = "tenacity"
-version = "9.0.0"
+version = "8.2.3"
 description = "Retry code until it succeeds"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.7"
 files = [
-    {file = "tenacity-9.0.0-py3-none-any.whl", hash = "sha256:93de0c98785b27fcf659856aa9f54bfbd399e29969b0621bc7f762bd441b4539"},
-    {file = "tenacity-9.0.0.tar.gz", hash = "sha256:807f37ca97d62aa361264d497b0e31e92b8027044942bfa756160d908320d73b"},
+    {file = "tenacity-8.2.3-py3-none-any.whl", hash = "sha256:ce510e327a630c9e1beaf17d42e6ffacc88185044ad85cf74c0a8887c6a0f88c"},
+    {file = "tenacity-8.2.3.tar.gz", hash = "sha256:5398ef0d78e63f40007c1fb4c0bff96e1911394d2fa8d194f77619c05ff6cc8a"},
 ]
 
 [package.extras]
-doc = ["reno", "sphinx"]
-test = ["pytest", "tornado (>=4.5)", "typeguard"]
+doc = ["reno", "sphinx", "tornado (>=4.5)"]
 
 [[package]]
 name = "termcolor"
-version = "2.5.0"
+version = "2.4.0"
 description = "ANSI color formatting for output in terminal"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.8"
 files = [
-    {file = "termcolor-2.5.0-py3-none-any.whl", hash = "sha256:37b17b5fc1e604945c2642c872a3764b5d547a48009871aea3edd3afa180afb8"},
-    {file = "termcolor-2.5.0.tar.gz", hash = "sha256:998d8d27da6d48442e8e1f016119076b690d962507531df4890fcd2db2ef8a6f"},
+    {file = "termcolor-2.4.0-py3-none-any.whl", hash = "sha256:9297c0df9c99445c2412e832e882a7884038a25617c60cea2ad69488d4040d63"},
+    {file = "termcolor-2.4.0.tar.gz", hash = "sha256:aab9e56047c8ac41ed798fa36d892a37aca6b3e9159f3e0c24bc64a9b3ac7b7a"},
 ]
 
 [package.extras]
@@ -6453,18 +6183,17 @@ files = [
 
 [[package]]
 name = "textual"
-version = "0.83.0"
+version = "0.56.4"
 description = "Modern Text User Interface framework"
 optional = false
-python-versions = "<4.0.0,>=3.8.1"
+python-versions = "<4.0,>=3.8"
 files = [
-    {file = "textual-0.83.0-py3-none-any.whl", hash = "sha256:d6efc1e5c54086fd0a4fe274f18b5638ca24a69325c07e1b4400a7d0a1a14c55"},
-    {file = "textual-0.83.0.tar.gz", hash = "sha256:fc3b97796092d9c7e685e5392f38f3eb2007ffe1b3b1384dee6d3f10d256babd"},
+    {file = "textual-0.56.4-py3-none-any.whl", hash = "sha256:94a7e6892223348279fed8a9e27f51a9d0ff7a860b60176415ef1d7a796569ac"},
+    {file = "textual-0.56.4.tar.gz", hash = "sha256:6f86ae5b4fd750bc48881c941e1a86f7a188c24a862122002e3ac38cd288ef47"},
 ]
 
 [package.dependencies]
 markdown-it-py = {version = ">=2.1.0", extras = ["linkify", "plugins"]}
-platformdirs = ">=3.6.0,<5"
 rich = ">=13.3.3"
 typing-extensions = ">=4.4.0,<5.0.0"
 
@@ -6473,55 +6202,55 @@ syntax = ["tree-sitter (>=0.20.1,<0.21.0)", "tree-sitter-languages (==1.10.2)"]
 
 [[package]]
 name = "tomli"
-version = "2.0.2"
+version = "2.0.1"
 description = "A lil' TOML parser"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.7"
 files = [
-    {file = "tomli-2.0.2-py3-none-any.whl", hash = "sha256:2ebe24485c53d303f690b0ec092806a085f07af5a5aa1464f3931eec36caaa38"},
-    {file = "tomli-2.0.2.tar.gz", hash = "sha256:d46d457a85337051c36524bc5349dd91b1877838e2979ac5ced3e710ed8a60ed"},
+    {file = "tomli-2.0.1-py3-none-any.whl", hash = "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc"},
+    {file = "tomli-2.0.1.tar.gz", hash = "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"},
 ]
 
 [[package]]
 name = "toolz"
-version = "1.0.0"
+version = "0.12.1"
 description = "List processing tools and functional utilities"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.7"
 files = [
-    {file = "toolz-1.0.0-py3-none-any.whl", hash = "sha256:292c8f1c4e7516bf9086f8850935c799a874039c8bcf959d47b600e4c44a6236"},
-    {file = "toolz-1.0.0.tar.gz", hash = "sha256:2c86e3d9a04798ac556793bced838816296a2f085017664e4995cb40a1047a02"},
+    {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 = "6.4.1"
+version = "6.4"
 description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">= 3.8"
 files = [
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-    {file = "tornado-6.4.1-cp38-abi3-macosx_10_9_x86_64.whl", hash = "sha256:6d5ce3437e18a2b66fbadb183c1d3364fb03f2be71299e7d10dbeeb69f4b2a14"},
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-    {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"},
+    {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 = "4.66.5"
+version = "4.66.2"
 description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "tqdm-4.66.5-py3-none-any.whl", hash = "sha256:90279a3770753eafc9194a0364852159802111925aa30eb3f9d85b0e805ac7cd"},
-    {file = "tqdm-4.66.5.tar.gz", hash = "sha256:e1020aef2e5096702d8a025ac7d16b1577279c9d63f8375b63083e9a5f0fcbad"},
+    {file = "tqdm-4.66.2-py3-none-any.whl", hash = "sha256:1ee4f8a893eb9bef51c6e35730cebf234d5d0b6bd112b0271e10ed7c24a02bd9"},
+    {file = "tqdm-4.66.2.tar.gz", hash = "sha256:6cd52cdf0fef0e0f543299cfc96fec90d7b8a7e88745f411ec33eb44d5ed3531"},
 ]
 
 [package.dependencies]
@@ -6535,39 +6264,39 @@ telegram = ["requests"]
 
 [[package]]
 name = "traitlets"
-version = "5.14.3"
+version = "5.14.2"
 description = "Traitlets Python configuration system"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "traitlets-5.14.3-py3-none-any.whl", hash = "sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f"},
-    {file = "traitlets-5.14.3.tar.gz", hash = "sha256:9ed0579d3502c94b4b3732ac120375cda96f923114522847de4b3bb98b96b6b7"},
+    {file = "traitlets-5.14.2-py3-none-any.whl", hash = "sha256:fcdf85684a772ddeba87db2f398ce00b40ff550d1528c03c14dbf6a02003cd80"},
+    {file = "traitlets-5.14.2.tar.gz", hash = "sha256:8cdd83c040dab7d1dee822678e5f5d100b514f7b72b01615b26fc5718916fdf9"},
 ]
 
 [package.extras]
 docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
-test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,<8.2)", "pytest-mock", "pytest-mypy-testing"]
+test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,<8.1)", "pytest-mock", "pytest-mypy-testing"]
 
 [[package]]
 name = "typing-extensions"
-version = "4.12.2"
+version = "4.11.0"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "typing_extensions-4.12.2-py3-none-any.whl", hash = "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d"},
-    {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
+    {file = "typing_extensions-4.11.0-py3-none-any.whl", hash = "sha256:c1f94d72897edaf4ce775bb7558d5b79d8126906a14ea5ed1635921406c0387a"},
+    {file = "typing_extensions-4.11.0.tar.gz", hash = "sha256:83f085bd5ca59c80295fc2a82ab5dac679cbe02b9f33f7d83af68e241bea51b0"},
 ]
 
 [[package]]
 name = "tzdata"
-version = "2024.2"
+version = "2024.1"
 description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
 files = [
-    {file = "tzdata-2024.2-py2.py3-none-any.whl", hash = "sha256:a48093786cdcde33cad18c2555e8532f34422074448fbc874186f0abd79565cd"},
-    {file = "tzdata-2024.2.tar.gz", hash = "sha256:7d85cc416e9382e69095b7bdf4afd9e3880418a2413feec7069d533d6b4e31cc"},
+    {file = "tzdata-2024.1-py2.py3-none-any.whl", hash = "sha256:9068bc196136463f5245e51efda838afa15aaeca9903f49050dfa2679db4d252"},
+    {file = "tzdata-2024.1.tar.gz", hash = "sha256:2674120f8d891909751c38abcdfd386ac0a5a1127954fbc332af6b5ceae07efd"},
 ]
 
 [[package]]
@@ -6596,31 +6325,31 @@ files = [
 
 [[package]]
 name = "universal-pathlib"
-version = "0.2.5"
+version = "0.2.2"
 description = "pathlib api extended to use fsspec backends"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "universal_pathlib-0.2.5-py3-none-any.whl", hash = "sha256:a634f700eca827b4ad03bfa0267e51161560dd1de83b051cf0fccf39b3e56b32"},
-    {file = "universal_pathlib-0.2.5.tar.gz", hash = "sha256:ea5d4fb8178c2ab469cf4fa46d0ceb16ccb378da46dbbc28a8b9c1eebdccc655"},
+    {file = "universal_pathlib-0.2.2-py3-none-any.whl", hash = "sha256:9bc176112d593348bb29806a47e409eda78dff8d95391d66dd6f85e443aaa75d"},
+    {file = "universal_pathlib-0.2.2.tar.gz", hash = "sha256:6bc215548792ad5db3553708b1c19bafd9e2fa1667dc925ed404c95e52ae2f13"},
 ]
 
 [package.dependencies]
-fsspec = ">=2022.1.0,<2024.3.1 || >2024.3.1"
+fsspec = ">=2022.1.0"
 
 [package.extras]
-dev = ["adlfs", "aiohttp", "cheroot", "gcsfs", "moto[s3,server]", "paramiko", "pydantic", "pydantic-settings", "requests", "s3fs", "smbprotocol", "webdav4[fsspec]", "wsgidav"]
-tests = ["mypy (>=1.10.0)", "packaging", "pylint (>=2.17.4)", "pytest (>=8)", "pytest-cov (>=4.1.0)", "pytest-mock (>=3.12.0)", "pytest-mypy-plugins (>=3.1.2)", "pytest-sugar (>=0.9.7)"]
+dev = ["adlfs", "aiohttp", "cheroot", "gcsfs", "moto[s3,server] (<5)", "mypy (==1.8.0)", "packaging", "pydantic", "pydantic-settings", "pylint (==2.17.4)", "pytest (==8.0.0)", "pytest-cov (==4.1.0)", "pytest-mock (==3.12.0)", "pytest-sugar (==0.9.7)", "requests", "s3fs", "webdav4[fsspec]", "wsgidav"]
+tests = ["mypy (==1.8.0)", "packaging", "pylint (==2.17.4)", "pytest (==8.0.0)", "pytest-cov (==4.1.0)", "pytest-mock (==3.12.0)", "pytest-sugar (==0.9.7)"]
 
 [[package]]
 name = "urllib3"
-version = "2.2.3"
+version = "2.2.1"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "urllib3-2.2.3-py3-none-any.whl", hash = "sha256:ca899ca043dcb1bafa3e262d73aa25c465bfb49e0bd9dd5d59f1d0acba2f8fac"},
-    {file = "urllib3-2.2.3.tar.gz", hash = "sha256:e7d814a81dad81e6caf2ec9fdedb284ecc9c73076b62654547cc64ccdcae26e9"},
+    {file = "urllib3-2.2.1-py3-none-any.whl", hash = "sha256:450b20ec296a467077128bff42b73080516e71b56ff59a60a02bef2232c4fa9d"},
+    {file = "urllib3-2.2.1.tar.gz", hash = "sha256:d0570876c61ab9e520d776c38acbbb5b05a776d3f9ff98a5c8fd5162a444cf19"},
 ]
 
 [package.extras]
@@ -6714,38 +6443,20 @@ files = [
 
 [[package]]
 name = "werkzeug"
-version = "2.2.3"
+version = "2.3.8"
 description = "The comprehensive WSGI web application library."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
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 idna = ">=2.0"
 multidict = ">=4.0"
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 [[package]]
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-version = "4.3.1"
+version = "4.2.1"
 description = "A Python SOAP client"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.7"
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 [package.dependencies]
@@ -6986,29 +6704,25 @@ requests-toolbelt = ">=0.7.1"
 [package.extras]
 async = ["httpx (>=0.15.0)"]
 docs = ["sphinx (>=1.4.0)"]
-test = ["coverage[toml] (==7.6.2)", "flake8 (==7.1.1)", "flake8-blind-except (==0.2.1)", "flake8-debugger (==4.1.2)", "flake8-imports (==0.1.1)", "freezegun (==1.5.1)", "isort (==5.13.2)", "pretend (==1.0.9)", "pytest (==8.3.3)", "pytest-asyncio", "pytest-cov (==5.0.0)", "pytest-httpx", "requests-mock (==1.12.1)"]
+test = ["coverage[toml] (==5.2.1)", "flake8 (==3.8.3)", "flake8-blind-except (==0.1.1)", "flake8-debugger (==3.2.1)", "flake8-imports (==0.1.1)", "freezegun (==0.3.15)", "isort (==5.3.2)", "pretend (==1.0.9)", "pytest (==6.2.5)", "pytest-asyncio", "pytest-cov (==2.8.1)", "pytest-httpx", "requests-mock (>=0.7.0)"]
 xmlsec = ["xmlsec (>=0.6.1)"]
 
 [[package]]
 name = "zipp"
-version = "3.20.2"
+version = "3.18.1"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.20.2-py3-none-any.whl", hash = "sha256:a817ac80d6cf4b23bf7f2828b7cabf326f15a001bea8b1f9b49631780ba28350"},
-    {file = "zipp-3.20.2.tar.gz", hash = "sha256:bc9eb26f4506fda01b81bcde0ca78103b6e62f991b381fec825435c836edbc29"},
+    {file = "zipp-3.18.1-py3-none-any.whl", hash = "sha256:206f5a15f2af3dbaee80769fb7dc6f249695e940acca08dfb2a4769fe61e538b"},
+    {file = "zipp-3.18.1.tar.gz", hash = "sha256:2884ed22e7d8961de1c9a05142eb69a247f120291bc0206a00a7642f09b5b715"},
 ]
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
-cover = ["pytest-cov"]
-doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-enabler = ["pytest-enabler (>=2.2)"]
-test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
-type = ["pytest-mypy"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
 
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.10,<3.12"
-content-hash = "244147fd8d93cd03d2e292edd08e15326d5bb8538bc6c948cc0876c4c1d01684"
+content-hash = "f0a4856c1b8b296a4ff479a8682bca583d16d8858186d780b283c57db3a63fde"
diff --git a/backend/pyproject.toml b/backend/pyproject.toml
index 14ddf0f..343d8db 100644
--- a/backend/pyproject.toml
+++ b/backend/pyproject.toml
@@ -27,7 +27,7 @@ click = "^8.1.7"
 geoalchemy2 = "^0.14.2"
 pytest = "^7.4.4"
 httpx = "^0.26.0"
-watchdog = { extras = ["watchmedo"], version = "^3.0.0" }
+watchdog = {extras = ["watchmedo"], version = "^3.0.0"}
 odc-stac = "^0.3.8"
 pystac-client = "^0.7.5"
 jinja2 = "^3.1.2"
@@ -43,7 +43,7 @@ geopandas = "^0.14.3"
 boto3 = "^1.34.49"
 alembic = "^1.13.1"
 nest-asyncio = "^1.6.0"
-numpy = "^1.26.0, <2"
+
 
 
 [tool.poetry.group.dev.dependencies]
diff --git a/docker-compose.yml b/docker-compose.yml
index 2e5f0c7..ce31fde 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -134,8 +134,7 @@ services:
         condition: service_healthy
 
   postgres:
-    image: imresamu/postgis:16-3.4-bookworm
-    platform: linux/arm64
+    image: postgis/postgis:16-master
     environment:
       POSTGRES_USER: ${POSTGRES_USER}
       POSTGRES_PASSWORD: ${POSTGRES_PASSWORD}
diff --git a/frontend/my-app/src/App.tsx b/frontend/my-app/src/App.tsx
index 5d93bf4..23f702e 100644
--- a/frontend/my-app/src/App.tsx
+++ b/frontend/my-app/src/App.tsx
@@ -4,8 +4,6 @@ import { useEffect, useState } from "react";
 import ComponentWrapper from "./components/ComponentWrapper";
 import { ComponentMapProvider } from "./contexts/ComponentMapProvider";
 
-//
-//
 function App() {
   const [spots, setSpots] = useState([]);
   const [zoom, setZoom] = useState(13);
@@ -47,7 +45,7 @@ function App() {
             (now.getMonth() + 1).toString().padStart(2, "0") +
             now.getDate().toString().padStart(2, "0");
           const res = await fetch(
-            `${process.env.REACT_APP_BACKEND_URL}/forecasts/nearest/${date}/${currentSpot.latitude}/${currentSpot.longitude}`,
+            `${process.env.REACT_APP_BACKEND_URL}/forecasts/nearest/${date}/${currentSpot.latitude}/${currentSpot.longitude}`
           );
           const data = await res.json();
           setSpotForecast(data);
diff --git a/nbs/python/240220_sl_surf_spots.ipynb b/nbs/python/240220_sl_surf_spots.ipynb
index 9d74857..e8bb304 100644
--- a/nbs/python/240220_sl_surf_spots.ipynb
+++ b/nbs/python/240220_sl_surf_spots.ipynb
@@ -190,15 +190,14 @@
    "metadata": {},
    "outputs": [
     {
-     "ename": "KeyError",
-     "evalue": "'geonames'",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[13], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mregion_data\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mgeonames\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124madminName1\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n",
-      "\u001b[0;31mKeyError\u001b[0m: 'geonames'"
-     ]
+     "data": {
+      "text/plain": [
+       "'Oregon'"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
@@ -207,15 +206,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [],
    "source": [
     "spot_ids = []\n",
     "spot_names = []\n",
     "spot_address = []\n",
-    "\n",
-    "\n",
     "spot_lon = []\n",
     "spot_lat = []\n",
     "spot_urls = []\n"
@@ -223,7 +220,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -232,7 +229,7 @@
        "(0, 0, 0)"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -252,7 +249,19 @@
    "cell_type": "code",
    "execution_count": 17,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "TypeError",
+     "evalue": "list.append() takes exactly one argument (2 given)",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[17], line 4\u001b[0m\n\u001b[1;32m      2\u001b[0m region_contains \u001b[38;5;241m=\u001b[39m region[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcontains\u001b[39m\u001b[38;5;124m'\u001b[39m]\n\u001b[1;32m      3\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(region_contains) \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m----> 4\u001b[0m     \u001b[43mspot_ids\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mappend\u001b[49m\u001b[43m(\u001b[49m\u001b[43mregion\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mspot\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m      5\u001b[0m     spot_names\u001b[38;5;241m.\u001b[39mappend(region\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mname\u001b[39m\u001b[38;5;124m\"\u001b[39m), \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m      6\u001b[0m     spot_address\u001b[38;5;241m.\u001b[39mappend(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
+      "\u001b[0;31mTypeError\u001b[0m: list.append() takes exactly one argument (2 given)"
+     ]
+    }
+   ],
    "source": [
     "\n",
     "for region in region_data:\n",
@@ -274,19 +283,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [
     {
-     "ename": "IndexError",
-     "evalue": "list index out of range",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[18], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mregion_data\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcontains\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m]\u001b[49m\n",
-      "\u001b[0;31mIndexError\u001b[0m: list index out of range"
-     ]
+     "data": {
+      "text/plain": [
+       "{'_id': '600b1f97b6558f11df14c0db',\n",
+       " 'spot': '600b1f97b6558f622e14c0da',\n",
+       " 'type': 'spot',\n",
+       " 'category': 'surfline',\n",
+       " 'hasSpots': True,\n",
+       " 'liesIn': ['594032bedadb30820b83024a', '58f7ed78dadb30820bb3b3ea'],\n",
+       " 'location': {'type': 'Point', 'coordinates': [-75.92274, 36.6941363]},\n",
+       " 'name': 'Little Island Fishing Pier',\n",
+       " 'depth': 0,\n",
+       " 'associated': {'links': [{'key': 'taxonomy',\n",
+       "    'href': 'http://spots-api.prod.surfline.com/taxonomy?id=600b1f97b6558f622e14c0da&type=spot'},\n",
+       "   {'key': 'api',\n",
+       "    'href': 'http://spots-api.prod.surfline.com/admin/spots/600b1f97b6558f622e14c0da'},\n",
+       "   {'key': 'www',\n",
+       "    'href': 'https://www.surfline.com/surf-report/little-island-fishing-pier/600b1f97b6558f622e14c0da'}]}}"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
@@ -302,7 +324,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -312,7 +334,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -346,65 +368,65 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>5842041f4e65fad6a7708aa3</td>\n",
-       "      <td>Ft. Pierce Inlet</td>\n",
-       "      <td>-80.289140</td>\n",
-       "      <td>27.475313</td>\n",
-       "      <td>https://www.surfline.com/surf-report/ft-pierce...</td>\n",
+       "      <td>600b1f97b6558f11df14c0db</td>\n",
+       "      <td>Little Island Fishing Pier</td>\n",
+       "      <td>-75.922740</td>\n",
+       "      <td>36.694136</td>\n",
+       "      <td>https://www.surfline.com/surf-report/little-is...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>5842041f4e65fad6a7708aab</td>\n",
-       "      <td>Lori Wilson Park</td>\n",
-       "      <td>-80.605680</td>\n",
-       "      <td>28.336757</td>\n",
-       "      <td>https://www.surfline.com/surf-report/lori-wils...</td>\n",
+       "      <td>58f7ee33dadb30820bb4829a</td>\n",
+       "      <td>Sandbridge Beach</td>\n",
+       "      <td>-75.939237</td>\n",
+       "      <td>36.737118</td>\n",
+       "      <td>https://www.surfline.com/surf-report/sandbridg...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>5842041f4e65fad6a7708ab1</td>\n",
-       "      <td>Vero Pier</td>\n",
-       "      <td>-80.360270</td>\n",
-       "      <td>27.670122</td>\n",
-       "      <td>https://www.surfline.com/surf-report/vero-pier...</td>\n",
+       "      <td>58f7ee31dadb30820bb4814b</td>\n",
+       "      <td>Camp Pendleton</td>\n",
+       "      <td>-75.966240</td>\n",
+       "      <td>36.817359</td>\n",
+       "      <td>https://www.surfline.com/surf-report/camp-pend...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>584204214e65fad6a7709cc4</td>\n",
-       "      <td>Millennium Beach Park</td>\n",
-       "      <td>-80.580575</td>\n",
-       "      <td>28.142895</td>\n",
-       "      <td>https://www.surfline.com/surf-report/millenniu...</td>\n",
+       "      <td>58f7ee32dadb30820bb481f0</td>\n",
+       "      <td>North End</td>\n",
+       "      <td>-75.987325</td>\n",
+       "      <td>36.910221</td>\n",
+       "      <td>https://www.surfline.com/surf-report/north-end...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>5842041f4e65fad6a7708aa7</td>\n",
-       "      <td>Playalinda</td>\n",
-       "      <td>-80.623290</td>\n",
-       "      <td>28.643973</td>\n",
-       "      <td>https://www.surfline.com/surf-report/playalind...</td>\n",
+       "      <td>58f7ee35dadb30820bb484ed</td>\n",
+       "      <td>Fishermans Island</td>\n",
+       "      <td>-75.976122</td>\n",
+       "      <td>37.086126</td>\n",
+       "      <td>https://www.surfline.com/surf-report/fisherman...</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                        ids                  names        lon        lat  \\\n",
-       "0  5842041f4e65fad6a7708aa3       Ft. Pierce Inlet -80.289140  27.475313   \n",
-       "1  5842041f4e65fad6a7708aab       Lori Wilson Park -80.605680  28.336757   \n",
-       "2  5842041f4e65fad6a7708ab1              Vero Pier -80.360270  27.670122   \n",
-       "3  584204214e65fad6a7709cc4  Millennium Beach Park -80.580575  28.142895   \n",
-       "4  5842041f4e65fad6a7708aa7             Playalinda -80.623290  28.643973   \n",
+       "                        ids                       names        lon        lat  \\\n",
+       "0  600b1f97b6558f11df14c0db  Little Island Fishing Pier -75.922740  36.694136   \n",
+       "1  58f7ee33dadb30820bb4829a            Sandbridge Beach -75.939237  36.737118   \n",
+       "2  58f7ee31dadb30820bb4814b              Camp Pendleton -75.966240  36.817359   \n",
+       "3  58f7ee32dadb30820bb481f0                   North End -75.987325  36.910221   \n",
+       "4  58f7ee35dadb30820bb484ed           Fishermans Island -75.976122  37.086126   \n",
        "\n",
        "                                                urls  \n",
-       "0  https://www.surfline.com/surf-report/ft-pierce...  \n",
-       "1  https://www.surfline.com/surf-report/lori-wils...  \n",
-       "2  https://www.surfline.com/surf-report/vero-pier...  \n",
-       "3  https://www.surfline.com/surf-report/millenniu...  \n",
-       "4  https://www.surfline.com/surf-report/playalind...  "
+       "0  https://www.surfline.com/surf-report/little-is...  \n",
+       "1  https://www.surfline.com/surf-report/sandbridg...  \n",
+       "2  https://www.surfline.com/surf-report/camp-pend...  \n",
+       "3  https://www.surfline.com/surf-report/north-end...  \n",
+       "4  https://www.surfline.com/surf-report/fisherman...  "
       ]
      },
-     "execution_count": 20,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -451,7 +473,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -698,7 +720,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -707,7 +729,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -717,7 +739,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -729,16 +751,4024 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[{'lat': 46.810422,\n",
+       "  'lng': -90.671978,\n",
+       "  'spot_name': 'Madeline Island/Big Bay',\n",
+       "  'street_address': 'Town of La Pointe, Wisconsin'},\n",
+       " {'lat': 42.928,\n",
+       "  'lng': -87.845578,\n",
+       "  'spot_name': 'Grant Park',\n",
+       "  'street_address': 'Cudahy, Wisconsin'},\n",
+       " {'lat': 45.405882,\n",
+       "  'lng': -86.819367,\n",
+       "  'spot_name': 'Rock Island',\n",
+       "  'street_address': 'Town of Washington, Wisconsin'},\n",
+       " {'lat': 43.06085,\n",
+       "  'lng': -87.872539,\n",
+       "  'spot_name': 'Bradford Beach',\n",
+       "  'street_address': 'Milwaukee, Wisconsin'},\n",
+       " {'lat': 42.782596,\n",
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+       "  'spot_name': 'Wind Point',\n",
+       "  'street_address': 'Wind Point, Wisconsin'},\n",
+       " {'lat': 42.724474,\n",
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+       "  'spot_name': 'Racine',\n",
+       "  'street_address': 'Racine, Wisconsin'},\n",
+       " {'lat': 43.666424,\n",
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+       "  'spot_name': 'Kohler-Andrae State Park',\n",
+       "  'street_address': 'Wilson, Wisconsin'},\n",
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+       "  'spot_name': 'McKinley Beach',\n",
+       "  'street_address': 'Milwaukee, Wisconsin'},\n",
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+       "  'lng': -87.86318,\n",
+       "  'spot_name': 'Port Washington',\n",
+       "  'street_address': 'Port Washington, Wisconsin'},\n",
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+       "  'lng': -87.791541,\n",
+       "  'spot_name': 'Harrington Beach',\n",
+       "  'street_address': 'Town of Belgium, Wisconsin'},\n",
+       " {'lat': 43.114833,\n",
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+       "  'spot_name': 'Big Whitefish Bay',\n",
+       "  'street_address': 'Milwaukee, Wisconsin'},\n",
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+       "  'spot_name': 'North Point/The Elbow',\n",
+       "  'street_address': 'Sheboygan, Wisconsin'},\n",
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+       "  'spot_name': 'Algoma',\n",
+       "  'street_address': 'Algoma, Wisconsin'},\n",
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+       "  'spot_name': 'Point Beach',\n",
+       "  'street_address': 'nan'},\n",
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+       "  'spot_name': 'Garden Peninsula',\n",
+       "  'street_address': 'nan'},\n",
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+       "  'spot_name': 'Poles',\n",
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+       "  'spot_name': 'Ocean Bay Park',\n",
+       "  'street_address': 'Town of Brookhaven, New York'},\n",
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+       "  'spot_name': 'North Bar',\n",
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+       "  'spot_name': 'Trailer Park',\n",
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+       "  'spot_name': 'Georgica Beach',\n",
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+       "  'spot_name': 'Dune Rd. West',\n",
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+       "  'spot_name': 'Indian Wells Beach',\n",
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+       "  'spot_name': 'The Bowl',\n",
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+       "  'spot_name': 'K Road',\n",
+       "  'street_address': 'Hampton Bays, New York'},\n",
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+       "  'spot_name': 'Smith Point County Park',\n",
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+       "  'spot_name': 'Camp Hero',\n",
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+       "  'spot_name': 'Coopers Beach',\n",
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+       "  'spot_name': 'Hither Hills State Park',\n",
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+       "  'spot_name': 'Gilgo Beach',\n",
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+       "  'spot_name': 'Ocean Beach',\n",
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+       "  'spot_name': 'Point O’ Woods',\n",
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+       "  'spot_name': 'East Hampton Beach',\n",
+       "  'street_address': 'Village of East Hampton, New York'},\n",
+       " {'lat': 40.64313317632791,\n",
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+       "  'spot_name': 'Fire Island',\n",
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+       "  'spot_name': 'Napeague Beach',\n",
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+       " {'lat': 40.62530081928036,\n",
+       "  'lng': -73.23827,\n",
+       "  'spot_name': 'Robert Moses',\n",
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+       "  'spot_name': 'Cupsogue',\n",
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+       " {'lat': 40.94235535243154,\n",
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+       "  'spot_name': 'Main Beach',\n",
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+       " {'lat': 40.8727,\n",
+       "  'lng': -72.48754,\n",
+       "  'spot_name': 'Town of Southampton',\n",
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+       "  'spot_name': 'Selkirk Shores',\n",
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+       "  'lng': -79.344,\n",
+       "  'spot_name': 'Cherry Beach',\n",
+       "  'street_address': 'nan'},\n",
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+       "  'lng': -77.45145,\n",
+       "  'spot_name': 'Webster Park',\n",
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+       "  'spot_name': 'Ontario Beach',\n",
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+       "  'spot_name': 'Southwicks',\n",
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+       "  'spot_name': 'Hanlans Point Beach',\n",
+       "  'street_address': 'Toronto, Ontario'},\n",
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+       "  'spot_name': 'Sodus Point',\n",
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+       "  'spot_name': 'Olcott Beach',\n",
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+       "  'spot_name': 'Brennans Beach',\n",
+       "  'street_address': 'Town of Sandy Creek, New York'},\n",
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+       "  'lng': -77.568845,\n",
+       "  'spot_name': 'Durand Eastman Beach',\n",
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+       " {'lat': 43.266062,\n",
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+       "  'spot_name': 'Niagra Shores Park',\n",
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+       "  'lng': -78.851745,\n",
+       "  'spot_name': 'Wilson-Tuscarora State Park',\n",
+       "  'street_address': 'Town of Wilson, New York'},\n",
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+       "  'spot_name': 'Amityville',\n",
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+       "  'spot_name': 'Town of Riverhead',\n",
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+       "  'spot_name': 'West Bay Shore',\n",
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+       "  'spot_name': 'Great River',\n",
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+       "  'spot_name': 'East Moriches',\n",
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+       "  'spot_name': 'Woodlawn',\n",
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+       "  'spot_name': 'Wendt Beach',\n",
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+       "  'spot_name': 'Point Breeze',\n",
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+       "  'spot_name': 'Gratiot Point',\n",
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+       "  'spot_name': 'Lake Erie State Park',\n",
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+       "  'spot_name': 'Bennett Beach',\n",
+       "  'street_address': 'Angola on the Lake, New York'},\n",
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+       "  'spot_name': 'Pacific Blvd. ',\n",
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+       "  'spot_name': 'Tobay Beach',\n",
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+       "  'spot_name': 'Jones Beach State Park',\n",
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+       "  'spot_name': '30th - 39th Streets',\n",
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+       "  'spot_name': 'Lincoln Blvd',\n",
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+       "  'spot_name': 'Laurelton Blvd.',\n",
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+       "  'spot_name': 'Blue Heron Beach',\n",
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+       "  'spot_name': 'Walton Rocks',\n",
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+       "  'spot_name': \"Fletcher's\",\n",
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+       " {'lat': 29.34914,\n",
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+       "  'spot_name': 'Ormond-by-the-Sea',\n",
+       "  'street_address': 'Ormond-by-the-Sea, Florida'},\n",
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+       "  'spot_name': 'Edgewater',\n",
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+       " {'lat': 29.13832,\n",
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+       "  'spot_name': 'Port Orange',\n",
+       "  'street_address': 'Port Orange, Florida'},\n",
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+       "  'lng': -80.49311,\n",
+       "  'spot_name': 'Roseland',\n",
+       "  'street_address': 'Sebastian, Florida'},\n",
+       " {'lat': 27.81641,\n",
+       "  'lng': -80.47061,\n",
+       "  'spot_name': 'Sebastian',\n",
+       "  'street_address': 'Sebastian, Florida'},\n",
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+       "  'lng': -80.40922,\n",
+       "  'spot_name': 'Gifford',\n",
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+       " {'lat': 28.00363,\n",
+       "  'lng': -80.56561,\n",
+       "  'spot_name': 'Malabar',\n",
+       "  'street_address': 'Malabar, Florida'},\n",
+       " {'lat': 27.88058,\n",
+       "  'lng': -80.50033,\n",
+       "  'spot_name': 'Micco',\n",
+       "  'street_address': 'Sebastian, Florida'},\n",
+       " {'lat': 26.13397,\n",
+       "  'lng': -80.1131,\n",
+       "  'spot_name': 'Sunrise',\n",
+       "  'street_address': 'Fort Lauderdale, Florida'},\n",
+       " {'lat': 26.27564,\n",
+       "  'lng': -80.08727,\n",
+       "  'spot_name': 'Lighthouse PT',\n",
+       "  'street_address': 'Leisureville, Florida'},\n",
+       " {'lat': 26.21619,\n",
+       "  'lng': -80.09532,\n",
+       "  'spot_name': 'Terra Mar',\n",
+       "  'street_address': 'Pompano Beach, Florida'},\n",
+       " {'lat': 26.61369,\n",
+       "  'lng': -82.11815,\n",
+       "  'spot_name': 'Pine Island Center',\n",
+       "  'street_address': 'Bokeelia, Florida'},\n",
+       " {'lat': 26.49758,\n",
+       "  'lng': -82.07843,\n",
+       "  'spot_name': 'Saint James City',\n",
+       "  'street_address': 'St. James City, Florida'},\n",
+       " {'lat': 26.70563,\n",
+       "  'lng': -82.15898,\n",
+       "  'spot_name': 'Bokeelia',\n",
+       "  'street_address': 'Bokeelia, Florida'},\n",
+       " {'lat': 29.7366,\n",
+       "  'lng': -84.87852,\n",
+       "  'spot_name': 'Eastpoint',\n",
+       "  'street_address': 'St. George Island, Florida'},\n",
+       " {'lat': 29.85326,\n",
+       "  'lng': -84.66435,\n",
+       "  'spot_name': 'Carrabelle',\n",
+       "  'street_address': 'Carrabelle, Florida'},\n",
+       " {'lat': 30.68968,\n",
+       "  'lng': -81.45231,\n",
+       "  'spot_name': 'Old Fernandina',\n",
+       "  'street_address': 'Fernandina Beach, Florida'},\n",
+       " {'lat': 25.80407401902198,\n",
+       "  'lng': -80.1222227290161,\n",
+       "  'spot_name': '30th Street',\n",
+       "  'street_address': 'Miami Beach, Florida'},\n",
+       " {'lat': 26.04825428257198,\n",
+       "  'lng': -80.11153150137932,\n",
+       "  'spot_name': 'Franklin Street',\n",
+       "  'street_address': 'Hollywood, Florida'},\n",
+       " {'lat': 25.795157990715975,\n",
+       "  'lng': -80.12527585029602,\n",
+       "  'spot_name': '21st Street',\n",
+       "  'street_address': 'Miami Beach, Florida'},\n",
+       " {'lat': 25.812164,\n",
+       "  'lng': -80.12082,\n",
+       "  'spot_name': '40th St.',\n",
+       "  'street_address': 'Miami Beach, Florida'},\n",
+       " {'lat': 25.90147392328634,\n",
+       "  'lng': -80.12110769748688,\n",
+       "  'spot_name': 'Haulover Inlet (North Jetty)',\n",
+       "  'street_address': 'Surfside, Florida'},\n",
+       " {'lat': 26.31719311695038,\n",
+       "  'lng': -80.07452525176168,\n",
+       "  'spot_name': 'Deerfield Beach Pier',\n",
+       "  'street_address': 'Deerfield Beach, Florida'},\n",
+       " {'lat': 26.145745,\n",
+       "  'lng': -80.101269,\n",
+       "  'spot_name': 'NE 14th Ct.',\n",
+       "  'street_address': 'Fort Lauderdale, Florida'},\n",
+       " {'lat': 26.18920557475824,\n",
+       "  'lng': -80.09224470008016,\n",
+       "  'spot_name': 'Commercial Pier',\n",
+       "  'street_address': 'Lauderdale by the sea, Florida'},\n",
+       " {'lat': 25.87049374242476,\n",
+       "  'lng': -80.11828560342356,\n",
+       "  'spot_name': '85th Street',\n",
+       "  'street_address': 'Miami Beach, Florida'},\n",
+       " {'lat': 26.23467460139735,\n",
+       "  'lng': -80.08739675534814,\n",
+       "  'spot_name': 'Pompano Pier',\n",
+       "  'street_address': 'Pompano Beach, Florida'},\n",
+       " {'lat': 26.0971397396683,\n",
+       "  'lng': -80.10298876028907,\n",
+       "  'spot_name': 'Spoils',\n",
+       "  'street_address': 'Fort Lauderdale, Florida'},\n",
+       " {'lat': 26.350618,\n",
+       "  'lng': -80.0692,\n",
+       "  'spot_name': 'Palmetto Pavilion',\n",
+       "  'street_address': 'Boca Raton, Florida'},\n",
+       " {'lat': 26.29705672965111,\n",
+       "  'lng': -80.07612393274484,\n",
+       "  'spot_name': 'Hillsboro Beach',\n",
+       "  'street_address': 'Pompano Beach, Florida'},\n",
+       " {'lat': 25.76570280215999,\n",
+       "  'lng': -80.12983304957051,\n",
+       "  'spot_name': 'South Beach',\n",
+       "  'street_address': 'Miami Beach, Florida'},\n",
+       " {'lat': 25.77468432731322,\n",
+       "  'lng': -80.12884045797499,\n",
+       "  'spot_name': '5th Street',\n",
+       "  'street_address': 'Miami Beach, Florida'},\n",
+       " {'lat': 25.897806453088073,\n",
+       "  'lng': -80.1211827993393,\n",
+       "  'spot_name': 'Haulover Inlet (South Jetty)',\n",
+       "  'street_address': 'Bal Harbour Village, Florida'},\n",
+       " {'lat': 26.058022412197,\n",
+       "  'lng': -80.10873562327671,\n",
+       "  'spot_name': 'Dania Pier',\n",
+       "  'street_address': 'Dania Beach, Florida'},\n",
+       " {'lat': 26.25486382031396,\n",
+       "  'lng': -80.0805,\n",
+       "  'spot_name': 'Hillsboro Inlet',\n",
+       "  'street_address': 'Pompano Beach, Florida'},\n",
+       " {'lat': 26.09086461141498,\n",
+       "  'lng': -80.10728410144065,\n",
+       "  'spot_name': 'John Lloyd State Park',\n",
+       "  'street_address': 'Dania Beach, Florida'},\n",
+       " {'lat': 25.882368358877144,\n",
+       "  'lng': -80.11973,\n",
+       "  'spot_name': 'Surfside',\n",
+       "  'street_address': 'Surfside, Florida'},\n",
+       " {'lat': 27.28616,\n",
+       "  'lng': -82.53288,\n",
+       "  'spot_name': 'South Sarasota',\n",
+       "  'street_address': 'Sarasota, Florida'},\n",
+       " {'lat': 27.25173,\n",
+       "  'lng': -82.51471,\n",
+       "  'spot_name': 'Gulf Gate Estates',\n",
+       "  'street_address': 'Sarasota, Florida'},\n",
+       " {'lat': 27.222,\n",
+       "  'lng': -82.49787,\n",
+       "  'spot_name': 'Vamo',\n",
+       "  'street_address': 'Vamo, Florida'},\n",
+       " {'lat': 29.7983,\n",
+       "  'lng': -81.26701,\n",
+       "  'spot_name': 'Butler Beach',\n",
+       "  'street_address': 'Butler Beach, Florida'},\n",
+       " {'lat': 30.19274,\n",
+       "  'lng': -81.37064,\n",
+       "  'spot_name': 'Sawgrass',\n",
+       "  'street_address': 'Sawgrass, Florida'},\n",
+       " {'lat': 30.17746,\n",
+       "  'lng': -81.38758,\n",
+       "  'spot_name': 'Palm Valley',\n",
+       "  'street_address': 'Palm Valley, Florida'},\n",
+       " {'lat': 28.07807,\n",
+       "  'lng': -82.76371,\n",
+       "  'spot_name': 'Palm Harbor',\n",
+       "  'street_address': 'Palm Harbor, Florida'},\n",
+       " {'lat': 27.75503,\n",
+       "  'lng': -82.7376,\n",
+       "  'spot_name': 'South Pasadena',\n",
+       "  'street_address': 'St. Petersburg, Florida'},\n",
+       " {'lat': 27.19949,\n",
+       "  'lng': -80.20227,\n",
+       "  'spot_name': \"Sewall's Point\",\n",
+       "  'street_address': 'Stuart, Florida'},\n",
+       " {'lat': 30.20276320866628,\n",
+       "  'lng': -85.85626528676136,\n",
+       "  'spot_name': 'Spyglass Dr., Panama City',\n",
+       "  'street_address': 'Panama City Beach, Florida'},\n",
+       " {'lat': 30.377504907388026,\n",
+       "  'lng': -86.86444,\n",
+       "  'spot_name': 'Navarre Pier',\n",
+       "  'street_address': 'Navarre Beach, Florida'},\n",
+       " {'lat': 30.29513397370759,\n",
+       "  'lng': -87.42642359089679,\n",
+       "  'spot_name': 'Sandy Key',\n",
+       "  'street_address': 'Pensacola, Florida'},\n",
+       " {'lat': 30.18877050526983,\n",
+       "  'lng': -85.83243530466363,\n",
+       "  'spot_name': 'Wood Pier',\n",
+       "  'street_address': 'Panama City Beach, Florida'},\n",
+       " {'lat': 30.38250751017554,\n",
+       "  'lng': -86.45775957227345,\n",
+       "  'spot_name': 'The Pumphouse',\n",
+       "  'street_address': 'Destin, Florida'},\n",
+       " {'lat': 30.29345899260828,\n",
+       "  'lng': -87.43546812169637,\n",
+       "  'spot_name': 'First Parking Lot',\n",
+       "  'street_address': 'Pensacola, Florida'},\n",
+       " {'lat': 30.334435324796388,\n",
+       "  'lng': -87.11094,\n",
+       "  'spot_name': 'Pensacola Beach',\n",
+       "  'street_address': 'Gulf Breeze, Florida'},\n",
+       " {'lat': 30.29767401311303,\n",
+       "  'lng': -87.41361598257893,\n",
+       "  'spot_name': 'Johnsons Beach',\n",
+       "  'street_address': 'Pensacola, Florida'},\n",
+       " {'lat': 30.38124006131522,\n",
+       "  'lng': -86.50052254675529,\n",
+       "  'spot_name': 'Two By Fours',\n",
+       "  'street_address': 'Destin, Florida'},\n",
+       " {'lat': 30.38655981578935,\n",
+       "  'lng': -86.52475380603576,\n",
+       "  'spot_name': 'NCO Club',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 30.38120596658251,\n",
+       "  'lng': -86.43045768307817,\n",
+       "  'spot_name': 'Old Crystal Pier',\n",
+       "  'street_address': 'Destin, Florida'},\n",
+       " {'lat': 29.94810928551321,\n",
+       "  'lng': -85.42545434612366,\n",
+       "  'spot_name': 'Mexico Beach',\n",
+       "  'street_address': 'Mexico Beach, Florida'},\n",
+       " {'lat': 30.16781531760227,\n",
+       "  'lng': -85.79604918824084,\n",
+       "  'spot_name': 'Spinnaker',\n",
+       "  'street_address': 'Panama City Beach, Florida'},\n",
+       " {'lat': 30.32632110836516,\n",
+       "  'lng': -87.16019503253068,\n",
+       "  'spot_name': 'Slabs',\n",
+       "  'street_address': 'Gulf Breeze, Florida'},\n",
+       " {'lat': 30.11752500931267,\n",
+       "  'lng': -85.7306039427457,\n",
+       "  'spot_name': 'Shell Island',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 30.32739721382043,\n",
+       "  'lng': -87.30406515493348,\n",
+       "  'spot_name': 'Pickens Point',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 29.67671206577928,\n",
+       "  'lng': -85.3689474172784,\n",
+       "  'spot_name': 'Cape San Blas',\n",
+       "  'street_address': 'Mexico Beach, Florida'},\n",
+       " {'lat': 29.94036477533054,\n",
+       "  'lng': -85.40953557392244,\n",
+       "  'spot_name': 'El Governor',\n",
+       "  'street_address': 'Mexico Beach, Florida'},\n",
+       " {'lat': 30.38090573159031,\n",
+       "  'lng': -86.50654862060082,\n",
+       "  'spot_name': 'Jetty East',\n",
+       "  'street_address': 'Destin, Florida'},\n",
+       " {'lat': 30.39491626029151,\n",
+       "  'lng': -86.61248004999744,\n",
+       "  'spot_name': 'Blue Horizon Motel',\n",
+       "  'street_address': 'Fort Walton Beach, Florida'},\n",
+       " {'lat': 30.32686082481946,\n",
+       "  'lng': -86.16650590275447,\n",
+       "  'spot_name': 'Grayton Beach',\n",
+       "  'street_address': 'Santa Rosa Beach, Florida'},\n",
+       " {'lat': 30.12396111446713,\n",
+       "  'lng': -85.73636797034509,\n",
+       "  'spot_name': \"St. Andrew's Park\",\n",
+       "  'street_address': 'Panama City Beach, Florida'},\n",
+       " {'lat': 29.94901514702268,\n",
+       "  'lng': -85.43042978529013,\n",
+       "  'spot_name': \"D.J.'s\",\n",
+       "  'street_address': 'Mexico Beach, Florida'},\n",
+       " {'lat': 30.27406893266753,\n",
+       "  'lng': -87.5436749948929,\n",
+       "  'spot_name': 'Bungalows',\n",
+       "  'street_address': 'Orange Beach, Alabama'},\n",
+       " {'lat': 30.382815988547186,\n",
+       "  'lng': -86.45838975906372,\n",
+       "  'spot_name': 'The Back Porch',\n",
+       "  'street_address': 'Destin, Florida'},\n",
+       " {'lat': 30.39024516541047,\n",
+       "  'lng': -86.59341,\n",
+       "  'spot_name': 'Okaloosa Pier',\n",
+       "  'street_address': 'Fort Walton Beach, Florida'},\n",
+       " {'lat': 29.68231979841189,\n",
+       "  'lng': -85.30627194238092,\n",
+       "  'spot_name': 'Toilet Bowls',\n",
+       "  'street_address': 'Mexico Beach, Florida'},\n",
+       " {'lat': 30.37920054094992,\n",
+       "  'lng': -86.85583,\n",
+       "  'spot_name': 'Navarre Beach',\n",
+       "  'street_address': 'Navarre, Florida'},\n",
+       " {'lat': 29.77441172865639,\n",
+       "  'lng': -84.65942657000329,\n",
+       "  'spot_name': 'Dog Island',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 30.31482647791307,\n",
+       "  'lng': -87.26163894669438,\n",
+       "  'spot_name': 'Pickens Point Dunes',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 30.39281125722673,\n",
+       "  'lng': -86.59766184693287,\n",
+       "  'spot_name': \"Dead Man's\",\n",
+       "  'street_address': 'Fort Walton Beach, Florida'},\n",
+       " {'lat': 30.2676205895555,\n",
+       "  'lng': -85.9938578144113,\n",
+       "  'spot_name': 'Inlet Beach Pier',\n",
+       "  'street_address': 'Inlet Beach, Florida'},\n",
+       " {'lat': 29.6607153445246,\n",
+       "  'lng': -84.86361191991014,\n",
+       "  'spot_name': 'St. George Island',\n",
+       "  'street_address': 'St. George Island, Florida'},\n",
+       " {'lat': 30.21207176798612,\n",
+       "  'lng': -85.87989730830542,\n",
+       "  'spot_name': 'Panama City Pier',\n",
+       "  'street_address': 'Panama City Beach, Florida'},\n",
+       " {'lat': 30.31815542759119,\n",
+       "  'lng': -86.1383771867044,\n",
+       "  'spot_name': \"Bud and Alley's\",\n",
+       "  'street_address': 'Seaside, Florida'},\n",
+       " {'lat': 30.37429731725911,\n",
+       "  'lng': -86.36686966905461,\n",
+       "  'spot_name': 'Seascape',\n",
+       "  'street_address': 'Miramar Beach, Florida'},\n",
+       " {'lat': 30.33661488976303,\n",
+       "  'lng': -86.20094370184573,\n",
+       "  'spot_name': 'Blue Mountain Beach',\n",
+       "  'street_address': 'Santa Rosa Beach, Florida'},\n",
+       " {'lat': 30.37584509640838,\n",
+       "  'lng': -86.50563273884252,\n",
+       "  'spot_name': \"HMO's\",\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 30.37521499110326,\n",
+       "  'lng': -86.37169944119874,\n",
+       "  'spot_name': \"Whale's Tail\",\n",
+       "  'street_address': 'Miramar Beach, Florida'},\n",
+       " {'lat': 30.32703176167034,\n",
+       "  'lng': -87.14196,\n",
+       "  'spot_name': 'Pensacola Pier',\n",
+       "  'street_address': 'Pensacola Beach, Florida'},\n",
+       " {'lat': 30.37677202831587,\n",
+       "  'lng': -86.38513326644897,\n",
+       "  'spot_name': \"Pompano Joe's\",\n",
+       "  'street_address': 'Miramar Beach, Florida'},\n",
+       " {'lat': 30.35714,\n",
+       "  'lng': -87.16386,\n",
+       "  'spot_name': 'Gulf Breeze',\n",
+       "  'street_address': 'Gulf Breeze, Florida'},\n",
+       " {'lat': 25.89176,\n",
+       "  'lng': -80.12699,\n",
+       "  'spot_name': 'Bal Harbour',\n",
+       "  'street_address': 'Bal Harbour Village, Florida'},\n",
+       " {'lat': 25.87843,\n",
+       "  'lng': -80.1256,\n",
+       "  'spot_name': 'Surfside',\n",
+       "  'street_address': 'Surfside, Florida'},\n",
+       " {'lat': 27.41254,\n",
+       "  'lng': -82.65899,\n",
+       "  'spot_name': 'Longboat Key',\n",
+       "  'street_address': 'Longboat Key, Florida'},\n",
+       " {'lat': 27.47364,\n",
+       "  'lng': -80.3593,\n",
+       "  'spot_name': 'Fort Pierce North',\n",
+       "  'street_address': 'Fort Pierce, Florida'},\n",
+       " {'lat': 27.29949,\n",
+       "  'lng': -80.22045,\n",
+       "  'spot_name': 'Hutchinson Island South',\n",
+       "  'street_address': 'Jensen Beach, Florida'},\n",
+       " {'lat': 27.36449,\n",
+       "  'lng': -80.30977,\n",
+       "  'spot_name': 'Indian River Estates',\n",
+       "  'street_address': 'Fort Pierce, Florida'},\n",
+       " {'lat': 26.52702,\n",
+       "  'lng': -80.04837,\n",
+       "  'spot_name': 'Ocean Ridge',\n",
+       "  'street_address': 'Boynton Beach, Florida'},\n",
+       " {'lat': 26.58896,\n",
+       "  'lng': -80.03865,\n",
+       "  'spot_name': 'South Palm Beach',\n",
+       "  'street_address': 'Palm Beach, Florida'},\n",
+       " {'lat': 27.76388821683801,\n",
+       "  'lng': -80.3962958234027,\n",
+       "  'spot_name': 'Wabasso',\n",
+       "  'street_address': 'Vero Beach, Florida'},\n",
+       " {'lat': 28.336757013024314,\n",
+       "  'lng': -80.60568,\n",
+       "  'spot_name': 'Lori Wilson Park',\n",
+       "  'street_address': 'Cocoa Beach, Florida'},\n",
+       " {'lat': 27.862962005874696,\n",
+       "  'lng': -80.44668,\n",
+       "  'spot_name': 'Sebastian Inlet',\n",
+       "  'street_address': 'Melbourne Beach, Florida'},\n",
+       " {'lat': 28.138434644491568,\n",
+       "  'lng': -80.57924509048462,\n",
+       "  'spot_name': 'Canova Beach',\n",
+       "  'street_address': 'Indian Harbour Beach, Florida'},\n",
+       " {'lat': 28.147374729793007,\n",
+       "  'lng': -80.58183,\n",
+       "  'spot_name': 'Indian Harbour Beach',\n",
+       "  'street_address': 'Indian Harbour Beach, Florida'},\n",
+       " {'lat': 28.367707417566,\n",
+       "  'lng': -80.60171,\n",
+       "  'spot_name': 'Cocoa Beach Pier',\n",
+       "  'street_address': 'Cocoa Beach, Florida'},\n",
+       " {'lat': 28.06856278147022,\n",
+       "  'lng': -80.55486718495823,\n",
+       "  'spot_name': 'Ocean Ave.',\n",
+       "  'street_address': 'Melbourne Beach, Florida'},\n",
+       " {'lat': 28.26664623907351,\n",
+       "  'lng': -80.60448467731476,\n",
+       "  'spot_name': 'Picnic Tables',\n",
+       "  'street_address': 'Patrick AFB, Florida'},\n",
+       " {'lat': 28.167607,\n",
+       "  'lng': -80.58634,\n",
+       "  'spot_name': 'Pelican Beach Park',\n",
+       "  'street_address': 'Indian Harbour Beach, Florida'},\n",
+       " {'lat': 28.289851576629342,\n",
+       "  'lng': -80.6063,\n",
+       "  'spot_name': '16th St. South',\n",
+       "  'street_address': 'Cocoa Beach, Florida'},\n",
+       " {'lat': 28.173651420513053,\n",
+       "  'lng': -80.58847188949585,\n",
+       "  'spot_name': 'Pet Den',\n",
+       "  'street_address': 'Indian Harbour Beach, Florida'},\n",
+       " {'lat': 28.022884436459496,\n",
+       "  'lng': -80.53521,\n",
+       "  'spot_name': 'Coconut Point Park',\n",
+       "  'street_address': 'Melbourne Beach, Florida'},\n",
+       " {'lat': 27.644996047720046,\n",
+       "  'lng': -80.35242676734924,\n",
+       "  'spot_name': 'Riomar',\n",
+       "  'street_address': 'Vero Beach, Florida'},\n",
+       " {'lat': 28.406142,\n",
+       "  'lng': -80.588858,\n",
+       "  'spot_name': 'Jetty Park',\n",
+       "  'street_address': 'Cape Canaveral, Florida'},\n",
+       " {'lat': 27.876230736320828,\n",
+       "  'lng': -80.4551,\n",
+       "  'spot_name': 'Spanish House',\n",
+       "  'street_address': 'Melbourne Beach, Florida'},\n",
+       " {'lat': 28.20565382092329,\n",
+       "  'lng': -80.59559,\n",
+       "  'spot_name': 'Seagull',\n",
+       "  'street_address': 'South Patrick Shores, Florida'},\n",
+       " {'lat': 28.047705032021486,\n",
+       "  'lng': -80.54680109024048,\n",
+       "  'spot_name': 'Spessard Holland',\n",
+       "  'street_address': 'Melbourne Beach, Florida'},\n",
+       " {'lat': 28.123220594039058,\n",
+       "  'lng': -80.57516813278198,\n",
+       "  'spot_name': 'Paradise Beach',\n",
+       "  'street_address': 'Melbourne, Florida'},\n",
+       " {'lat': 28.142895320006676,\n",
+       "  'lng': -80.580575466156,\n",
+       "  'spot_name': 'Millennium Beach Park',\n",
+       "  'street_address': 'Indian Harbour Beach, Florida'},\n",
+       " {'lat': 28.64397251741012,\n",
+       "  'lng': -80.62328519781694,\n",
+       "  'spot_name': 'Playalinda',\n",
+       "  'street_address': 'nan'},\n",
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+       "  'spot_name': '2nd Light',\n",
+       "  'street_address': 'Patrick AFB, Florida'},\n",
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+       "  'spot_name': 'Bonsteel Park',\n",
+       "  'street_address': 'Melbourne Beach, Florida'},\n",
+       " {'lat': 28.139778070025603,\n",
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+       "  'spot_name': \"Patsy's\",\n",
+       "  'street_address': 'Indian Harbour Beach, Florida'},\n",
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+       "  'spot_name': 'Ponce De Leon Park',\n",
+       "  'street_address': 'Melbourne Beach, Florida'},\n",
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+       "  'spot_name': \"RC's\",\n",
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+       "  'spot_name': 'Watson Dr.',\n",
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+       "  'spot_name': 'Kennedy Space Center',\n",
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+       "  'spot_name': \"P.V. Martin's\",\n",
+       "  'street_address': 'Fort Pierce, Florida'},\n",
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+       "  'spot_name': \"Hangar's Beach\",\n",
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+       "  'spot_name': 'Maderia Beach ',\n",
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+       "  'spot_name': 'Sunshine Skyway Bridge',\n",
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+       "  'spot_name': 'Spring Ave.',\n",
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+       "  'spot_name': 'Florida Keys Reef',\n",
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+       "  'spot_name': 'Little Island Fishing Pier',\n",
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+       "  'spot_name': 'Grande Isle',\n",
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+       "  'spot_name': \"Mae's Beach\",\n",
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+       "  'spot_name': 'Rutherford Beach',\n",
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+       "  'spot_name': 'Fourchon',\n",
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+       "  'spot_name': 'City of Ventnor City',\n",
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+       "  'spot_name': 'City of Margate City',\n",
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+       "  'spot_name': 'Borough of Longport',\n",
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+       "  'spot_name': 'City of Atlantic City',\n",
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+       "  'spot_name': 'City of Brigantine',\n",
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+       "  'spot_name': '7th Street',\n",
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+       "  'spot_name': 'Poverty Beach',\n",
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+       " {'lat': 39.104,\n",
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+       "  'spot_name': 'Avalon 10-14th Street',\n",
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+       "  'spot_name': '35th St. East',\n",
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+       "  'spot_name': 'Surf City',\n",
+       "  'street_address': 'Beach Haven, New Jersey'},\n",
+       " {'lat': 38.942988,\n",
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+       "  'spot_name': 'The Rocks',\n",
+       "  'street_address': 'North Wildwood, New Jersey'},\n",
+       " {'lat': 39.039903,\n",
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+       "  'spot_name': \"Nun's Beach\",\n",
+       "  'street_address': 'Stone Harbor, New Jersey'},\n",
+       " {'lat': 38.929441,\n",
+       "  'lng': -74.93129,\n",
+       "  'spot_name': 'Broadway Beach',\n",
+       "  'street_address': 'Cape May, New Jersey'},\n",
+       " {'lat': 39.327688,\n",
+       "  'lng': -74.49524,\n",
+       "  'spot_name': 'Margate Pier Northside',\n",
+       "  'street_address': 'Margate City, New Jersey'},\n",
+       " {'lat': 39.321896,\n",
+       "  'lng': -74.506191,\n",
+       "  'spot_name': 'Sumner Avenue',\n",
+       "  'street_address': 'Margate City, New Jersey'},\n",
+       " {'lat': 39.552472,\n",
+       "  'lng': -74.24344,\n",
+       "  'spot_name': 'Holyoke',\n",
+       "  'street_address': 'Beach Haven, New Jersey'},\n",
+       " {'lat': 39.27303224775323,\n",
+       "  'lng': -74.57477,\n",
+       "  'spot_name': '11th St.',\n",
+       "  'street_address': 'Ocean City, New Jersey'},\n",
+       " {'lat': 39.15926332984506,\n",
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+       "  'spot_name': '34th St.',\n",
+       "  'street_address': 'Sea Isle City, New Jersey'},\n",
+       " {'lat': 39.093673,\n",
+       "  'lng': -74.71653,\n",
+       "  'spot_name': '26th to 30th Street Pier',\n",
+       "  'street_address': 'Avalon, New Jersey'},\n",
+       " {'lat': 39.336276,\n",
+       "  'lng': -74.47782,\n",
+       "  'spot_name': 'Ventnor Pier',\n",
+       "  'street_address': 'Ventnor City, New Jersey'},\n",
+       " {'lat': 39.413485,\n",
+       "  'lng': -74.35476,\n",
+       "  'spot_name': '14th Street North',\n",
+       "  'street_address': 'Brigantine, New Jersey'},\n",
+       " {'lat': 39.37274173278517,\n",
+       "  'lng': -74.40454,\n",
+       "  'spot_name': 'Brigantine Jetty',\n",
+       "  'street_address': 'Brigantine, New Jersey'},\n",
+       " {'lat': 38.99931,\n",
+       "  'lng': -74.78814,\n",
+       "  'spot_name': '2nd St. to 10th St.',\n",
+       "  'street_address': 'North Wildwood, New Jersey'},\n",
+       " {'lat': 39.31443,\n",
+       "  'lng': -74.51863,\n",
+       "  'spot_name': '32nd Street',\n",
+       "  'street_address': 'Longport, New Jersey'},\n",
+       " {'lat': 39.15774,\n",
+       "  'lng': -74.68639,\n",
+       "  'spot_name': '36th Street to 42nd Street',\n",
+       "  'street_address': 'Sea Isle City, New Jersey'},\n",
+       " {'lat': 39.274154402581395,\n",
+       "  'lng': -74.57061,\n",
+       "  'spot_name': 'Central OC',\n",
+       "  'street_address': 'Ocean City, New Jersey'},\n",
+       " {'lat': 39.36353,\n",
+       "  'lng': -74.40873,\n",
+       "  'spot_name': 'Crystals',\n",
+       "  'street_address': 'Atlantic City, New Jersey'},\n",
+       " {'lat': 39.274010019324514,\n",
+       "  'lng': -74.57325,\n",
+       "  'spot_name': '10th St.',\n",
+       "  'street_address': 'Ocean City, New Jersey'},\n",
+       " {'lat': 38.95484107377607,\n",
+       "  'lng': -74.84736,\n",
+       "  'spot_name': 'Diamond Beach',\n",
+       "  'street_address': 'Wildwood Gables, New Jersey'},\n",
+       " {'lat': 38.928934874358276,\n",
+       "  'lng': -74.93582,\n",
+       "  'spot_name': 'The Cove',\n",
+       "  'street_address': 'Cape May, New Jersey'},\n",
+       " {'lat': 39.222710360084214,\n",
+       "  'lng': -74.63431,\n",
+       "  'spot_name': 'South End OC',\n",
+       "  'street_address': 'Ocean City, New Jersey'},\n",
+       " {'lat': 39.37854673852825,\n",
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+       "  'spot_name': 'Seaside Road',\n",
+       "  'street_address': 'Brigantine, New Jersey'},\n",
+       " {'lat': 39.3554,\n",
+       "  'lng': -74.4247,\n",
+       "  'spot_name': 'St. James',\n",
+       "  'street_address': 'Atlantic City, New Jersey'},\n",
+       " {'lat': 39.576784061942895,\n",
+       "  'lng': -74.22471,\n",
+       "  'spot_name': 'Long Beach Township',\n",
+       "  'street_address': 'Beach Haven, New Jersey'},\n",
+       " {'lat': 39.356505,\n",
+       "  'lng': -74.42263,\n",
+       "  'spot_name': 'South Carolina Avenue',\n",
+       "  'street_address': 'Atlantic City, New Jersey'},\n",
+       " {'lat': 39.65080599934257,\n",
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+       "  'spot_name': 'Ship Bottom',\n",
+       "  'street_address': 'Beach Haven, New Jersey'},\n",
+       " {'lat': 39.692364,\n",
+       "  'lng': -74.14068,\n",
+       "  'spot_name': 'Hudson Ave.',\n",
+       "  'street_address': 'Harvey Cedars, New Jersey'},\n",
+       " {'lat': 38.92870117926206,\n",
+       "  'lng': -74.92116,\n",
+       "  'spot_name': 'Grant Street Beach',\n",
+       "  'street_address': 'Cape May, New Jersey'},\n",
+       " {'lat': 38.96768,\n",
+       "  'lng': -74.82565,\n",
+       "  'spot_name': 'Rambler Road',\n",
+       "  'street_address': 'North Wildwood, New Jersey'},\n",
+       " {'lat': 38.93036,\n",
+       "  'lng': -74.91257,\n",
+       "  'spot_name': 'Queen Street',\n",
+       "  'street_address': 'Cape May, New Jersey'},\n",
+       " {'lat': 39.19318938537776,\n",
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+       "  'spot_name': 'Sherman Ave.',\n",
+       "  'street_address': 'Strathmere, New Jersey'},\n",
+       " {'lat': 39.1438443349055,\n",
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+       "  'spot_name': '57th St.',\n",
+       "  'street_address': 'Sea Isle City, New Jersey'},\n",
+       " {'lat': 39.7506,\n",
+       "  'lng': -74.1005,\n",
+       "  'spot_name': 'Barnegat Light',\n",
+       "  'street_address': 'Barnegat Light, New Jersey'},\n",
+       " {'lat': 39.35929751441085,\n",
+       "  'lng': -74.41683,\n",
+       "  'spot_name': 'States Avenue',\n",
+       "  'street_address': 'Atlantic City, New Jersey'},\n",
+       " {'lat': 39.15890851995666,\n",
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+       "  'spot_name': '35th St. North',\n",
+       "  'street_address': 'Sea Isle City, New Jersey'},\n",
+       " {'lat': 38.929886,\n",
+       "  'lng': -74.91718,\n",
+       "  'spot_name': 'Stockton Avenue',\n",
+       "  'street_address': 'Cape May, New Jersey'},\n",
+       " {'lat': 39.28223089949212,\n",
+       "  'lng': -74.55766,\n",
+       "  'spot_name': 'North End OC',\n",
+       "  'street_address': 'Ocean City, New Jersey'},\n",
+       " {'lat': 39.531319,\n",
+       "  'lng': -74.263252,\n",
+       "  'spot_name': 'The Wooden Jetty',\n",
+       "  'street_address': 'Long Beach Township, New Jersey'},\n",
+       " {'lat': 40.20175,\n",
+       "  'lng': -74.01263,\n",
+       "  'spot_name': 'Borough of Bradley Beach',\n",
+       "  'street_address': 'Bradley Beach, New Jersey'},\n",
+       " {'lat': 40.2497,\n",
+       "  'lng': -73.99735,\n",
+       "  'spot_name': 'Borough of Deal',\n",
+       "  'street_address': 'Deal, New Jersey'},\n",
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+       "  'spot_name': 'Borough of Monmouth Beach',\n",
+       "  'street_address': 'Monmouth Beach, New Jersey'},\n",
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+       "  'spot_name': 'Ocean Grove',\n",
+       "  'street_address': 'Ocean Grove, New Jersey'},\n",
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+       "  'spot_name': 'Borough of Highlands',\n",
+       "  'street_address': 'Highlands, New Jersey'},\n",
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+       "  'spot_name': 'Borough of Spring Lake',\n",
+       "  'street_address': 'Spring Lake, New Jersey'},\n",
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+       "  'lng': -74.03333,\n",
+       "  'spot_name': 'Borough of Sea Girt',\n",
+       "  'street_address': 'Sea Girt, New Jersey'},\n",
+       " {'lat': 40.22263,\n",
+       "  'lng': -74.01085,\n",
+       "  'spot_name': 'City of Asbury Park',\n",
+       "  'street_address': 'Asbury Park, New Jersey'},\n",
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+       "  'lng': -74.01508,\n",
+       "  'spot_name': 'Borough of Avon-by-the-Sea',\n",
+       "  'street_address': 'Avon-by-the-Sea, New Jersey'},\n",
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+       "  'lng': -74.02428,\n",
+       "  'spot_name': 'Borough of Belmar',\n",
+       "  'street_address': 'Belmar, New Jersey'},\n",
+       " {'lat': 39.15368,\n",
+       "  'lng': -74.69654,\n",
+       "  'spot_name': 'City of Sea Isle City',\n",
+       "  'street_address': 'Sea Isle City, New Jersey'},\n",
+       " {'lat': 39.26914,\n",
+       "  'lng': -74.60196,\n",
+       "  'spot_name': 'City of Ocean City',\n",
+       "  'street_address': 'Ocean City, New Jersey'},\n",
+       " {'lat': 38.93872,\n",
+       "  'lng': -74.94184,\n",
+       "  'spot_name': 'West Cape May',\n",
+       "  'street_address': 'West Cape May, New Jersey'},\n",
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+       "  'lng': -74.83822,\n",
+       "  'spot_name': 'Borough of Wildwood Crest',\n",
+       "  'street_address': 'Wildwood Crest, New Jersey'},\n",
+       " {'lat': 39.00468,\n",
+       "  'lng': -74.79963,\n",
+       "  'spot_name': 'City of North Wildwood',\n",
+       "  'street_address': 'North Wildwood, New Jersey'},\n",
+       " {'lat': 39.04214,\n",
+       "  'lng': -74.76968,\n",
+       "  'spot_name': 'Borough of Stone Harbor',\n",
+       "  'street_address': 'Stone Harbor, New Jersey'},\n",
+       " {'lat': 38.94083,\n",
+       "  'lng': -74.90408,\n",
+       "  'spot_name': 'City of Cape May',\n",
+       "  'street_address': 'Cape May, New Jersey'},\n",
+       " {'lat': 39.09081,\n",
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+       "  'spot_name': 'Borough of Avalon',\n",
+       "  'street_address': 'Avalon, New Jersey'},\n",
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+       "  'spot_name': 'Borough of Ship Bottom',\n",
+       "  'street_address': 'Beach Haven, New Jersey'},\n",
+       " {'lat': 39.69949,\n",
+       "  'lng': -74.14202,\n",
+       "  'spot_name': 'Borough of Harvey Cedars',\n",
+       "  'street_address': 'Beach Haven, New Jersey'},\n",
+       " {'lat': 39.62095,\n",
+       "  'lng': -74.19708,\n",
+       "  'spot_name': 'Brant Beach',\n",
+       "  'street_address': 'Long Beach Township, New Jersey'},\n",
+       " {'lat': 39.99123,\n",
+       "  'lng': -74.06375,\n",
+       "  'spot_name': 'Dover Beaches North',\n",
+       "  'street_address': 'Toms River, New Jersey'},\n",
+       " {'lat': 40.0928,\n",
+       "  'lng': -74.04571,\n",
+       "  'spot_name': 'Borough of Point Pleasant Beach',\n",
+       "  'street_address': 'Point Pleasant, New Jersey'},\n",
+       " {'lat': 39.66206,\n",
+       "  'lng': -74.16514,\n",
+       "  'spot_name': 'Surf City',\n",
+       "  'street_address': 'Beach Haven, New Jersey'},\n",
+       " {'lat': 39.94514,\n",
+       "  'lng': -74.07869,\n",
+       "  'spot_name': 'Borough of Seaside Heights',\n",
+       "  'street_address': 'Seaside Heights, New Jersey'},\n",
+       " {'lat': 39.95567,\n",
+       "  'lng': -74.0743,\n",
+       "  'spot_name': 'Dover Beaches South',\n",
+       "  'street_address': 'Toms River, New Jersey'},\n",
+       " {'lat': 40.05995,\n",
+       "  'lng': -74.10992,\n",
+       "  'spot_name': 'Brick Township',\n",
+       "  'street_address': 'Brick, New Jersey'},\n",
+       " {'lat': 39.96968,\n",
+       "  'lng': -74.07234,\n",
+       "  'spot_name': 'Borough of Lavallette',\n",
+       "  'street_address': 'Lavallette, New Jersey'},\n",
+       " {'lat': 40.06985,\n",
+       "  'lng': -74.04786,\n",
+       "  'spot_name': 'Borough of Bay Head',\n",
+       "  'street_address': 'Bay Head, New Jersey'},\n",
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+       "  'spot_name': 'Borough of Seaside Park',\n",
+       "  'street_address': 'Seaside Park, New Jersey'},\n",
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+       "  'spot_name': 'Waretown',\n",
+       "  'street_address': 'Waretown, New Jersey'},\n",
+       " {'lat': 40.17202,\n",
+       "  'lng': -74.01503,\n",
+       "  'spot_name': '16th Ave., Belmar',\n",
+       "  'street_address': 'Belmar, New Jersey'},\n",
+       " {'lat': 40.22788,\n",
+       "  'lng': -73.99582,\n",
+       "  'spot_name': 'Dog Park',\n",
+       "  'street_address': 'Asbury Park, New Jersey'},\n",
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+       "  'spot_name': 'Long Branch',\n",
+       "  'street_address': 'Long Branch, New Jersey'},\n",
+       " {'lat': 40.217443,\n",
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+       "  'spot_name': 'Asbury Park',\n",
+       "  'street_address': 'Ocean Grove, New Jersey'},\n",
+       " {'lat': 40.028403115215,\n",
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+       "  'spot_name': 'Mantoloking',\n",
+       "  'street_address': 'Mantoloking, New Jersey'},\n",
+       " {'lat': 40.229841,\n",
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+       "  'spot_name': 'Loch Arbour and Deal',\n",
+       "  'street_address': 'Asbury Park, New Jersey'},\n",
+       " {'lat': 39.98313468342945,\n",
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+       "  'spot_name': 'Lavallette',\n",
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+       " {'lat': 40.0699319967757,\n",
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+       "  'spot_name': 'Bay Head',\n",
+       "  'street_address': 'Point Pleasant, New Jersey'},\n",
+       " {'lat': 40.330474,\n",
+       "  'lng': -73.9734,\n",
+       "  'spot_name': 'Monmouth Beach',\n",
+       "  'street_address': 'Monmouth Beach, New Jersey'},\n",
+       " {'lat': 39.91813588078152,\n",
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+       "  'spot_name': 'Seaside Park',\n",
+       "  'street_address': 'Seaside Park, New Jersey'},\n",
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+       "  'spot_name': 'Avon',\n",
+       "  'street_address': 'Avon-by-the-Sea, New Jersey'},\n",
+       " {'lat': 40.094041,\n",
+       "  'lng': -74.034859,\n",
+       "  'spot_name': \"Jenkinson's\",\n",
+       "  'street_address': 'Point Pleasant, New Jersey'},\n",
+       " {'lat': 40.1319,\n",
+       "  'lng': -74.02788,\n",
+       "  'spot_name': 'Sea Girt',\n",
+       "  'street_address': 'Sea Girt, New Jersey'},\n",
+       " {'lat': 40.152504,\n",
+       "  'lng': -74.021383,\n",
+       "  'spot_name': 'Spring Lake',\n",
+       "  'street_address': 'Spring Lake, New Jersey'},\n",
+       " {'lat': 40.241,\n",
+       "  'lng': -73.9922,\n",
+       "  'spot_name': 'Deal',\n",
+       "  'street_address': 'Deal, New Jersey'},\n",
+       " {'lat': 40.217315,\n",
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+       "  'spot_name': 'Casino',\n",
+       "  'street_address': 'Ocean Grove, New Jersey'},\n",
+       " {'lat': 39.95745637606704,\n",
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+       "  'spot_name': 'Ortley Beach',\n",
+       "  'street_address': 'Dover Beaches South, New Jersey'},\n",
+       " {'lat': 40.41754,\n",
+       "  'lng': -73.97935,\n",
+       "  'spot_name': 'Sandy Hook',\n",
+       "  'street_address': 'Middletown Township, New Jersey'},\n",
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+       "  'lng': -73.99704,\n",
+       "  'spot_name': 'Boardwalk',\n",
+       "  'street_address': 'Asbury Park, New Jersey'},\n",
+       " {'lat': 40.213,\n",
+       "  'lng': -74.0009,\n",
+       "  'spot_name': 'Ocean Grove',\n",
+       "  'street_address': 'Ocean Grove, New Jersey'},\n",
+       " {'lat': 40.1974229100932,\n",
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+       "  'spot_name': 'Bradley Beach',\n",
+       "  'street_address': 'Bradley Beach, New Jersey'},\n",
+       " {'lat': 40.113,\n",
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+       "  'spot_name': 'Manasquan Inlet',\n",
+       "  'street_address': 'Manasquan, New Jersey'},\n",
+       " {'lat': 39.941519877445664,\n",
+       "  'lng': -74.06829,\n",
+       "  'spot_name': 'Casino Pier',\n",
+       "  'street_address': 'Seaside Heights, New Jersey'},\n",
+       " {'lat': 39.946638,\n",
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+       "  'spot_name': 'Seaside Heights',\n",
+       "  'street_address': 'Seaside Heights, New Jersey'},\n",
+       " {'lat': 39.79614,\n",
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+       "  'spot_name': 'Island Beach State Park',\n",
+       "  'street_address': 'Berkeley Township, New Jersey'},\n",
+       " {'lat': 48.2717,\n",
+       "  'lng': -124.683,\n",
+       "  'spot_name': 'Shi Shi Beach',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 46.35185177248545,\n",
+       "  'lng': -124.06747,\n",
+       "  'spot_name': 'Long Beach Peninsula',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 48.217295039974026,\n",
+       "  'lng': -122.7679,\n",
+       "  'spot_name': 'Fort Ebey',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 46.9421,\n",
+       "  'lng': -124.1182,\n",
+       "  'spot_name': 'Damon Point',\n",
+       "  'street_address': 'Ocean Shores, Washington'},\n",
+       " {'lat': 48.3209,\n",
+       "  'lng': -124.6722,\n",
+       "  'spot_name': 'Cape Flattery',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 47.9216,\n",
+       "  'lng': -124.6412,\n",
+       "  'spot_name': 'Rialto Beach',\n",
+       "  'street_address': 'La Push, Washington'},\n",
+       " {'lat': 48.3374,\n",
+       "  'lng': -124.6679,\n",
+       "  'spot_name': 'Hobuck Beach',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 47.7109,\n",
+       "  'lng': -124.4155,\n",
+       "  'spot_name': 'Ruby Beach',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 46.8907710233147,\n",
+       "  'lng': -124.12964,\n",
+       "  'spot_name': 'Westport/Olympic Peninsula',\n",
+       "  'street_address': 'Westport, Washington'},\n",
+       " {'lat': 46.9574,\n",
+       "  'lng': -124.175,\n",
+       "  'spot_name': 'Ocean Shores',\n",
+       "  'street_address': 'Ocean Shores, Washington'},\n",
+       " {'lat': 46.2932,\n",
+       "  'lng': -124.0775,\n",
+       "  'spot_name': 'Cape Disappointment State Park',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 48.3105,\n",
+       "  'lng': -124.6654,\n",
+       "  'spot_name': 'Tsoo-Yess Beach',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 47.90649175554033,\n",
+       "  'lng': -124.6370864743483,\n",
+       "  'spot_name': 'La Push',\n",
+       "  'street_address': 'La Push, Washington'},\n",
+       " {'lat': 48.1613,\n",
+       "  'lng': -123.7108,\n",
+       "  'spot_name': 'Crescent Beach',\n",
+       "  'street_address': 'Port Crescent, Washington'},\n",
+       " {'lat': 47.1949,\n",
+       "  'lng': -124.2045,\n",
+       "  'spot_name': 'Seabrook Beach',\n",
+       "  'street_address': 'Moclips, Washington'},\n",
+       " {'lat': 48.1648,\n",
+       "  'lng': -123.9503,\n",
+       "  'spot_name': 'Twin Rivers',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 46.9062,\n",
+       "  'lng': -124.1218,\n",
+       "  'spot_name': 'Half Moon Bay - Westhaven',\n",
+       "  'street_address': 'Westport, Washington'},\n",
+       " {'lat': 43.302676,\n",
+       "  'lng': -70.5652,\n",
+       "  'spot_name': 'Wells Beach',\n",
+       "  'street_address': 'Wells, Maine'},\n",
+       " {'lat': 43.561068973577115,\n",
+       "  'lng': -70.2178,\n",
+       "  'spot_name': 'Kettle Kove',\n",
+       "  'street_address': 'Cape Elizabeth, Maine'},\n",
+       " {'lat': 44.314,\n",
+       "  'lng': -68.183,\n",
+       "  'spot_name': 'Acadia National Park',\n",
+       "  'street_address': 'Bar Harbor, Maine'},\n",
+       " {'lat': 43.163135,\n",
+       "  'lng': -70.61689,\n",
+       "  'spot_name': 'Long Sands Beach',\n",
+       "  'street_address': 'York, Maine'},\n",
+       " {'lat': 43.514481,\n",
+       "  'lng': -70.372146,\n",
+       "  'spot_name': 'Old Orchard Beach',\n",
+       "  'street_address': 'Old Orchard Beach, Maine'},\n",
+       " {'lat': 43.284112046429236,\n",
+       "  'lng': -70.56734,\n",
+       "  'spot_name': 'Moody Point',\n",
+       "  'street_address': 'Wells, Maine'},\n",
+       " {'lat': 43.2629,\n",
+       "  'lng': -70.5867,\n",
+       "  'spot_name': 'Footbridge Beach',\n",
+       "  'street_address': 'Ogunquit, Maine'},\n",
+       " {'lat': 43.1322,\n",
+       "  'lng': -70.6367,\n",
+       "  'spot_name': 'Harbor Beach',\n",
+       "  'street_address': 'York, Maine'},\n",
+       " {'lat': 43.251076,\n",
+       "  'lng': -70.59144,\n",
+       "  'spot_name': 'Ogunquit',\n",
+       "  'street_address': 'Ogunquit, Maine'},\n",
+       " {'lat': 43.3434,\n",
+       "  'lng': -70.4984,\n",
+       "  'spot_name': \"Mother's Beach\",\n",
+       "  'street_address': 'Kennebunk, Maine'},\n",
+       " {'lat': 43.429,\n",
+       "  'lng': -70.372,\n",
+       "  'spot_name': 'Fortunes Rock',\n",
+       "  'street_address': 'Biddeford, Maine'},\n",
+       " {'lat': 43.55902946610303,\n",
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+       "  'spot_name': 'Higgins Beach',\n",
+       "  'street_address': 'Scarborough, Maine'},\n",
+       " {'lat': 43.545359,\n",
+       "  'lng': -70.30479,\n",
+       "  'spot_name': 'Scarborough Beach State Park',\n",
+       "  'street_address': 'Scarborough, Maine'},\n",
+       " {'lat': 43.7776,\n",
+       "  'lng': -69.7272,\n",
+       "  'spot_name': 'Reid State Park',\n",
+       "  'street_address': 'Georgetown, Maine'},\n",
+       " {'lat': 43.34711,\n",
+       "  'lng': -70.48165,\n",
+       "  'spot_name': \"Gooch's Beach\",\n",
+       "  'street_address': 'Kennebunk, Maine'},\n",
+       " {'lat': 43.5404,\n",
+       "  'lng': -70.3331,\n",
+       "  'spot_name': 'Pine Point Beach',\n",
+       "  'street_address': 'Scarborough, Maine'},\n",
+       " {'lat': 43.2938,\n",
+       "  'lng': -70.5676,\n",
+       "  'spot_name': 'Crescent Beach',\n",
+       "  'street_address': 'Wells, Maine'},\n",
+       " {'lat': 43.175394,\n",
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+       "  'spot_name': 'Short Sands Beach',\n",
+       "  'street_address': 'York, Maine'},\n",
+       " {'lat': 43.3213,\n",
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+       "  'spot_name': 'Drakes Island',\n",
+       "  'street_address': 'Wells, Maine'},\n",
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+       "  'spot_name': 'Popham Beach',\n",
+       "  'street_address': 'Phippsburg, Maine'},\n",
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+       "  'lng': -68.2116,\n",
+       "  'spot_name': 'Little Hunters Beach',\n",
+       "  'street_address': 'Bar Harbor, Maine'},\n",
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+       "  'lng': -70.56684,\n",
+       "  'spot_name': 'Town of Ogunquit',\n",
+       "  'street_address': 'Ogunquit, Maine'},\n",
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+       "  'lng': -70.34041,\n",
+       "  'spot_name': 'Town of Old Orchard Beach',\n",
+       "  'street_address': 'Old Orchard Beach, Maine'},\n",
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+       "  'spot_name': 'Wells Beach Station',\n",
+       "  'street_address': 'Wells, Maine'},\n",
+       " {'lat': 43.15819,\n",
+       "  'lng': -70.58525,\n",
+       "  'spot_name': 'Town of York',\n",
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+       "  'spot_name': 'Town of Wells',\n",
+       "  'street_address': 'Wells, Maine'},\n",
+       " {'lat': 43.44398,\n",
+       "  'lng': -70.39815,\n",
+       "  'spot_name': 'City of Biddeford',\n",
+       "  'street_address': 'Biddeford, Maine'},\n",
+       " {'lat': 43.36543,\n",
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+       "  'spot_name': 'Town of Kennebunkport',\n",
+       "  'street_address': 'Kennebunkport, Maine'},\n",
+       " {'lat': 44.38559,\n",
+       "  'lng': -68.26579,\n",
+       "  'spot_name': 'Town of Bar Harbor',\n",
+       "  'street_address': 'Bar Harbor, Maine'},\n",
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+       "  'lng': -69.83156,\n",
+       "  'spot_name': 'Town of Phippsburg',\n",
+       "  'street_address': 'Phippsburg, Maine'},\n",
+       " {'lat': 43.63179,\n",
+       "  'lng': -70.28619,\n",
+       "  'spot_name': 'City of South Portland',\n",
+       "  'street_address': 'South Portland, Maine'},\n",
+       " {'lat': 43.64147,\n",
+       "  'lng': -70.24088,\n",
+       "  'spot_name': 'South Portland',\n",
+       "  'street_address': 'South Portland, Maine'},\n",
+       " {'lat': 43.80064,\n",
+       "  'lng': -70.18672,\n",
+       "  'spot_name': 'Yarmouth',\n",
+       "  'street_address': 'Yarmouth, Maine'},\n",
+       " {'lat': 30.2302988,\n",
+       "  'lng': -87.91913,\n",
+       "  'spot_name': 'Morgantown Beach',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 30.27,\n",
+       "  'lng': -87.562,\n",
+       "  'spot_name': 'Alabama Point',\n",
+       "  'street_address': 'Orange Beach, Alabama'},\n",
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+       "  'spot_name': 'Spuds',\n",
+       "  'street_address': 'Orange Beach, Alabama'},\n",
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+       "  'spot_name': \"Terry's Cove\",\n",
+       "  'street_address': 'Orange Beach, Alabama'},\n",
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+       "  'spot_name': 'Dauphin Island',\n",
+       "  'street_address': 'Dauphin Island, Alabama'},\n",
+       " {'lat': 30.239,\n",
+       "  'lng': -87.737,\n",
+       "  'spot_name': 'West Pass',\n",
+       "  'street_address': 'Gulf Shores, Alabama'},\n",
+       " {'lat': 30.79836,\n",
+       "  'lng': -81.56589,\n",
+       "  'spot_name': 'Kings Bay Base',\n",
+       "  'street_address': 'Kings Bay Base, Georgia'},\n",
+       " {'lat': 31.85953587631629,\n",
+       "  'lng': -80.99031310336719,\n",
+       "  'spot_name': 'Wassaw Island/South End',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 31.9812255780179,\n",
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+       "  'spot_name': 'South Tybee Sandbars',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 31.90593619092352,\n",
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+       "  'spot_name': 'Wassaw Island/North End',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 31.76502169596568,\n",
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+       "  'spot_name': 'Ossabaw Island',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 32.0239,\n",
+       "  'lng': -80.8413,\n",
+       "  'spot_name': 'North Jetty',\n",
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+       " {'lat': 30.85132684893727,\n",
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+       "  'spot_name': 'Cumberland Island',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 31.20076299997009,\n",
+       "  'lng': -81.32629,\n",
+       "  'spot_name': 'Sea Island',\n",
+       "  'street_address': 'nan'},\n",
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+       "  'spot_name': 'St. Catherines Island',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 31.33550077186516,\n",
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+       "  'spot_name': 'Wolf Island',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 31.96738675414547,\n",
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+       "  'spot_name': 'Little Tybee Island',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 31.4231993614213,\n",
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+       "  'spot_name': 'Cabretta Island',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 31.39261761368919,\n",
+       "  'lng': -81.26190520231917,\n",
+       "  'spot_name': 'Sapelo Island',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 31.13553222995767,\n",
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+       "  'spot_name': 'St. Simons Island',\n",
+       "  'street_address': 'St. Simons, Georgia'},\n",
+       " {'lat': 31.98722842396969,\n",
+       "  'lng': -80.84773,\n",
+       "  'spot_name': '18th St. Jetty',\n",
+       "  'street_address': 'Tybee Island, Georgia'},\n",
+       " {'lat': 32.01226,\n",
+       "  'lng': -80.83983,\n",
+       "  'spot_name': 'Sugar Shack',\n",
+       "  'street_address': 'Tybee Island, Georgia'},\n",
+       " {'lat': 31.10585419260024,\n",
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+       "  'spot_name': 'Jekyll Island',\n",
+       "  'street_address': 'Jekyll Island, Georgia'},\n",
+       " {'lat': 31.99153112815895,\n",
+       "  'lng': -80.84543050470074,\n",
+       "  'spot_name': 'Tybee Island Pier',\n",
+       "  'street_address': 'Tybee Island, Georgia'},\n",
+       " {'lat': 31.16212806376699,\n",
+       "  'lng': -81.32512426500224,\n",
+       "  'spot_name': 'Harbor Marker Buoys',\n",
+       "  'street_address': 'Saint Simons, Georgia'},\n",
+       " {'lat': 31.46684389030369,\n",
+       "  'lng': -81.2100056410468,\n",
+       "  'spot_name': 'Blackbeard Island',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 31.2704493877174,\n",
+       "  'lng': -81.27324039152315,\n",
+       "  'spot_name': 'Little St. Simons Island',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 46.661215,\n",
+       "  'lng': -86.06782,\n",
+       "  'spot_name': 'Grand Sable Dunes',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 46.679969,\n",
+       "  'lng': -85.627584,\n",
+       "  'spot_name': 'Muskallonge Lake State Park',\n",
+       "  'street_address': 'McMillan Township, Michigan'},\n",
+       " {'lat': 46.693919,\n",
+       "  'lng': -89.996978,\n",
+       "  'spot_name': 'Porcupine Mountains State Park',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 46.640818,\n",
+       "  'lng': -87.480239,\n",
+       "  'spot_name': 'Little Presque Isle Beach',\n",
+       "  'street_address': 'Marquette Township, Michigan'},\n",
+       " {'lat': 46.453772,\n",
+       "  'lng': -84.783383,\n",
+       "  'spot_name': 'Whitefish Bay',\n",
+       "  'street_address': 'Bay Mills Township, Michigan'},\n",
+       " {'lat': 46.681809,\n",
+       "  'lng': -85.973937,\n",
+       "  'spot_name': 'Grand Marais Beach, Michigan',\n",
+       "  'street_address': 'Grand Marais, Michigan'},\n",
+       " {'lat': 46.6798,\n",
+       "  'lng': -85.745064,\n",
+       "  'spot_name': 'Lake Superior Campground Beach',\n",
+       "  'street_address': 'McMillan Township, Michigan'},\n",
+       " {'lat': 46.448116,\n",
+       "  'lng': -86.855181,\n",
+       "  'spot_name': 'Au Train Bay',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 47.374906,\n",
+       "  'lng': -87.961592,\n",
+       "  'spot_name': 'Bete Grise Bay',\n",
+       "  'street_address': 'Grant Township, Michigan'},\n",
+       " {'lat': 46.587725,\n",
+       "  'lng': -86.361455,\n",
+       "  'spot_name': 'Twelve Mile Beach',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 46.536332,\n",
+       "  'lng': -87.012153,\n",
+       "  'spot_name': 'Laughing Fish Point Beach',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 46.557578,\n",
+       "  'lng': -87.379746,\n",
+       "  'spot_name': 'Shiras Park',\n",
+       "  'street_address': 'Marquette, Michigan'},\n",
+       " {'lat': 46.572427,\n",
+       "  'lng': -87.390601,\n",
+       "  'spot_name': 'Hot Pond Beach',\n",
+       "  'street_address': 'Marquette, Michigan'},\n",
+       " {'lat': 46.829376,\n",
+       "  'lng': -87.70901,\n",
+       "  'spot_name': 'Big Bay',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 46.473489,\n",
+       "  'lng': -86.941604,\n",
+       "  'spot_name': 'Shelter Bay',\n",
+       "  'street_address': 'Onota, Michigan'},\n",
+       " {'lat': 47.23919,\n",
+       "  'lng': -88.60812,\n",
+       "  'spot_name': 'McLain State Park',\n",
+       "  'street_address': 'Hancock Township, Michigan'},\n",
+       " {'lat': 47.379377,\n",
+       "  'lng': -88.44797,\n",
+       "  'spot_name': 'Great Sand Bay',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 46.858859,\n",
+       "  'lng': -88.364278,\n",
+       "  'spot_name': 'Sand Bay',\n",
+       "  'street_address': \"L'Anse Township, Michigan\"},\n",
+       " {'lat': 46.998577,\n",
+       "  'lng': -89.012007,\n",
+       "  'spot_name': 'Misery Bay',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 41.802809,\n",
+       "  'lng': -86.74923,\n",
+       "  'spot_name': 'New Buffalo',\n",
+       "  'street_address': 'New Buffalo, Michigan'},\n",
+       " {'lat': 41.829739,\n",
+       "  'lng': -86.705452,\n",
+       "  'spot_name': 'Gordon Beach',\n",
+       "  'street_address': 'Chikaming Township, Michigan'},\n",
+       " {'lat': 43.796633,\n",
+       "  'lng': -86.436163,\n",
+       "  'spot_name': 'Charles Mears State Park',\n",
+       "  'street_address': 'Pentwater Township, Michigan'},\n",
+       " {'lat': 42.403271,\n",
+       "  'lng': -86.287864,\n",
+       "  'spot_name': 'South Haven North Beach',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 43.376235,\n",
+       "  'lng': -86.428906,\n",
+       "  'spot_name': 'White Lake Channel',\n",
+       "  'street_address': 'Montague, Michigan'},\n",
+       " {'lat': 44.030404,\n",
+       "  'lng': -86.508842,\n",
+       "  'spot_name': 'Ludington State Park',\n",
+       "  'street_address': 'Ludington, Michigan'},\n",
+       " {'lat': 43.280503,\n",
+       "  'lng': -86.373022,\n",
+       "  'spot_name': 'Pioneer Park',\n",
+       "  'street_address': 'Muskegon, Michigan'},\n",
+       " {'lat': 42.29864,\n",
+       "  'lng': -86.330405,\n",
+       "  'spot_name': 'Covert Park Beach',\n",
+       "  'street_address': 'Covert, Michigan'},\n",
+       " {'lat': 43.05688,\n",
+       "  'lng': -86.258143,\n",
+       "  'spot_name': 'Grand Haven',\n",
+       "  'street_address': 'Spring Lake, Michigan'},\n",
+       " {'lat': 42.701059,\n",
+       "  'lng': -86.20926,\n",
+       "  'spot_name': 'Saugatuck Dunes',\n",
+       "  'street_address': 'Laketown Township, Michigan'},\n",
+       " {'lat': 42.663917,\n",
+       "  'lng': -86.21917,\n",
+       "  'spot_name': 'Oval Beach',\n",
+       "  'street_address': 'Saugatuck, Michigan'},\n",
+       " {'lat': 42.772947,\n",
+       "  'lng': -86.217218,\n",
+       "  'spot_name': 'Holland Light House',\n",
+       "  'street_address': 'Macatawa, Michigan'},\n",
+       " {'lat': 43.655288,\n",
+       "  'lng': -86.541582,\n",
+       "  'spot_name': 'Silver Lake',\n",
+       "  'street_address': 'Golden Township, Michigan'},\n",
+       " {'lat': 42.110791,\n",
+       "  'lng': -86.490659,\n",
+       "  'spot_name': 'St. Joseph South Beach',\n",
+       "  'street_address': 'Saint Joseph, Michigan'},\n",
+       " {'lat': 42.910483,\n",
+       "  'lng': -86.217384,\n",
+       "  'spot_name': 'Port Sheldon',\n",
+       "  'street_address': 'Port Sheldon, Michigan'},\n",
+       " {'lat': 42.337746,\n",
+       "  'lng': -86.310422,\n",
+       "  'spot_name': 'Van Buren State Park',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 43.24323,\n",
+       "  'lng': -86.349987,\n",
+       "  'spot_name': 'Muskegon',\n",
+       "  'street_address': 'Muskegon, Michigan'},\n",
+       " {'lat': 43.339428,\n",
+       "  'lng': -86.408504,\n",
+       "  'spot_name': 'Duck Lake',\n",
+       "  'street_address': 'Whitehall, Michigan'},\n",
+       " {'lat': 41.920929,\n",
+       "  'lng': -86.607581,\n",
+       "  'spot_name': 'Warren Dunes',\n",
+       "  'street_address': 'Lake, Michigan'},\n",
+       " {'lat': 42.136097,\n",
+       "  'lng': -86.46717,\n",
+       "  'spot_name': 'St. Joseph North Beach',\n",
+       "  'street_address': 'Benton Charter Township, Michigan'},\n",
+       " {'lat': 43.164465,\n",
+       "  'lng': -86.29823,\n",
+       "  'spot_name': 'Norton Shores',\n",
+       "  'street_address': 'Muskegon, Michigan'},\n",
+       " {'lat': 44.633959,\n",
+       "  'lng': -86.247846,\n",
+       "  'spot_name': 'Frankfort Beach',\n",
+       "  'street_address': 'Frankfort, Michigan'},\n",
+       " {'lat': 44.62401,\n",
+       "  'lng': -86.2435,\n",
+       "  'spot_name': 'Elberta Beach',\n",
+       "  'street_address': 'Elberta, Michigan'},\n",
+       " {'lat': 45.320789,\n",
+       "  'lng': -85.26552,\n",
+       "  'spot_name': 'Charlevoix',\n",
+       "  'street_address': 'Charlevoix, Michigan'},\n",
+       " {'lat': 44.865247,\n",
+       "  'lng': -86.072838,\n",
+       "  'spot_name': 'Sleeping Bear Dunes',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 45.785591,\n",
+       "  'lng': -84.74835,\n",
+       "  'spot_name': 'Fort Wilkins State Park',\n",
+       "  'street_address': 'Mattawan, Michigan'},\n",
+       " {'lat': 44.281601,\n",
+       "  'lng': -86.317972,\n",
+       "  'spot_name': 'Orchard Beach',\n",
+       "  'street_address': 'Parkdale, Michigan'},\n",
+       " {'lat': 44.734287,\n",
+       "  'lng': -86.106607,\n",
+       "  'spot_name': 'Empire Beach',\n",
+       "  'street_address': 'Lake Township, Michigan'},\n",
+       " {'lat': 45.754538,\n",
+       "  'lng': -84.794644,\n",
+       "  'spot_name': 'Trails End Bay',\n",
+       "  'street_address': 'Mackinaw City, Michigan'},\n",
+       " {'lat': 44.252841,\n",
+       "  'lng': -86.345552,\n",
+       "  'spot_name': 'Manistee Pier',\n",
+       "  'street_address': 'Manistee, Michigan'},\n",
+       " {'lat': 44.64546,\n",
+       "  'lng': -83.29504,\n",
+       "  'spot_name': 'Harrisville',\n",
+       "  'street_address': 'Harrisville Township, Michigan'},\n",
+       " {'lat': 45.963169,\n",
+       "  'lng': -84.050696,\n",
+       "  'spot_name': 'De Tour',\n",
+       "  'street_address': 'Detour Township, Michigan'},\n",
+       " {'lat': 45.419559,\n",
+       "  'lng': -83.8062,\n",
+       "  'spot_name': 'Rogers City Beach',\n",
+       "  'street_address': 'Rogers City, Michigan'},\n",
+       " {'lat': 43.67366,\n",
+       "  'lng': -83.90739,\n",
+       "  'spot_name': 'Bay City Beach',\n",
+       "  'street_address': 'Bay City, Michigan'},\n",
+       " {'lat': 45.468502,\n",
+       "  'lng': -83.87992,\n",
+       "  'spot_name': 'P.H. Hoeft State Park',\n",
+       "  'street_address': 'Rogers City, Michigan'},\n",
+       " {'lat': 44.48698,\n",
+       "  'lng': -83.31665,\n",
+       "  'spot_name': 'Oscoda Beach Park',\n",
+       "  'street_address': 'Oscoda Township, Michigan'},\n",
+       " {'lat': 43.499324,\n",
+       "  'lng': -82.5655,\n",
+       "  'spot_name': 'Forester',\n",
+       "  'street_address': 'Forester, Michigan'},\n",
+       " {'lat': 44.24627,\n",
+       "  'lng': -83.456602,\n",
+       "  'spot_name': 'Tawas Point',\n",
+       "  'street_address': 'East Tawas, Michigan'},\n",
+       " {'lat': 43.1264,\n",
+       "  'lng': -82.4917,\n",
+       "  'spot_name': 'Lakeport',\n",
+       "  'street_address': 'Fort Gratiot, Michigan'},\n",
+       " {'lat': 43.99913,\n",
+       "  'lng': -83.12593,\n",
+       "  'spot_name': 'Oak Beach',\n",
+       "  'street_address': 'Port Austin, Michigan'},\n",
+       " {'lat': 44.00224,\n",
+       "  'lng': -83.07329,\n",
+       "  'spot_name': 'Port Crescent State Park',\n",
+       "  'street_address': 'Port Austin, Michigan'},\n",
+       " {'lat': 43.98299,\n",
+       "  'lng': -83.208041,\n",
+       "  'spot_name': 'Albert Sleeper State Park',\n",
+       "  'street_address': 'Lake, Michigan'},\n",
+       " {'lat': 45.350468,\n",
+       "  'lng': -83.575278,\n",
+       "  'spot_name': 'Thompson Park',\n",
+       "  'street_address': 'Rogers City, Michigan'},\n",
+       " {'lat': 43.02074,\n",
+       "  'lng': -82.427703,\n",
+       "  'spot_name': 'Lakeside Park',\n",
+       "  'street_address': 'Port Huron, Michigan'},\n",
+       " {'lat': 45.05778,\n",
+       "  'lng': -83.43158,\n",
+       "  'spot_name': 'Bayview Park',\n",
+       "  'street_address': 'Alpena, Michigan'},\n",
+       " {'lat': 43.26207,\n",
+       "  'lng': -82.5262,\n",
+       "  'spot_name': 'Lexington',\n",
+       "  'street_address': 'Lexington, Michigan'},\n",
+       " {'lat': 45.86727,\n",
+       "  'lng': -84.610387,\n",
+       "  'spot_name': 'Mackinac Island',\n",
+       "  'street_address': 'Mackinac Island, Michigan'},\n",
+       " {'lat': 45.95395,\n",
+       "  'lng': -84.72917,\n",
+       "  'spot_name': 'Horseshoe Bay',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 41.808687,\n",
+       "  'lng': -83.44068,\n",
+       "  'spot_name': 'Luna Pier',\n",
+       "  'street_address': 'Luna Pier, Michigan'},\n",
+       " {'lat': 41.83313,\n",
+       "  'lng': -83.407476,\n",
+       "  'spot_name': 'Toledo Beach',\n",
+       "  'street_address': 'La Salle, Michigan'},\n",
+       " {'lat': 41.90971,\n",
+       "  'lng': -83.331182,\n",
+       "  'spot_name': 'Sterling State Park',\n",
+       "  'street_address': 'Monroe, Michigan'},\n",
+       " {'lat': 32.57713,\n",
+       "  'lng': -80.17065,\n",
+       "  'spot_name': 'Seabrook Island',\n",
+       "  'street_address': 'Seabrook Island, South Carolina'},\n",
+       " {'lat': 32.43158,\n",
+       "  'lng': -80.66983,\n",
+       "  'spot_name': 'Beaufort',\n",
+       "  'street_address': 'Beaufort, South Carolina'},\n",
+       " {'lat': 32.37908,\n",
+       "  'lng': -80.69261,\n",
+       "  'spot_name': 'Port Royal',\n",
+       "  'street_address': 'Port Royal, South Carolina'},\n",
+       " {'lat': 33.39537062495087,\n",
+       "  'lng': -79.13835037835189,\n",
+       "  'spot_name': 'The South End',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 32.78452968219067,\n",
+       "  'lng': -79.78540233488354,\n",
+       "  'spot_name': 'The Pier/Windjammer',\n",
+       "  'street_address': 'Isle of Palms, South Carolina'},\n",
+       " {'lat': 32.366270751262,\n",
+       "  'lng': -80.43911,\n",
+       "  'spot_name': 'Hunting Island',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 32.65337734408365,\n",
+       "  'lng': -79.93983,\n",
+       "  'spot_name': 'Folly Beach Pier',\n",
+       "  'street_address': 'Folly Beach, South Carolina'},\n",
+       " {'lat': 33.8005,\n",
+       "  'lng': -78.7108,\n",
+       "  'spot_name': '27th Ave/North Myrtle',\n",
+       "  'street_address': 'North Myrtle Beach, South Carolina'},\n",
+       " {'lat': 33.68628680045124,\n",
+       "  'lng': -78.883460274301,\n",
+       "  'spot_name': 'Myrtle Beach',\n",
+       "  'street_address': 'Myrtle Beach, South Carolina'},\n",
+       " {'lat': 33.45423621397969,\n",
+       "  'lng': -79.10497798178424,\n",
+       "  'spot_name': 'South Litchfield',\n",
+       "  'street_address': 'Litchfield Beach, South Carolina'},\n",
+       " {'lat': 33.29001727666697,\n",
+       "  'lng': -79.17190003352977,\n",
+       "  'spot_name': 'North Island',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 32.595,\n",
+       "  'lng': -80.088,\n",
+       "  'spot_name': 'Kiawah Island/Seabrook Island',\n",
+       "  'street_address': 'Kiawah Island, South Carolina'},\n",
+       " {'lat': 32.1917,\n",
+       "  'lng': -80.6953,\n",
+       "  'spot_name': 'Burkes Beach',\n",
+       "  'street_address': 'Hilton Head Island, South Carolina'},\n",
+       " {'lat': 33.03478144356316,\n",
+       "  'lng': -79.35021028265125,\n",
+       "  'spot_name': 'Cape Romain',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 33.65594,\n",
+       "  'lng': -78.91747,\n",
+       "  'spot_name': 'Springmaid Beach',\n",
+       "  'street_address': 'Myrtle Beach, South Carolina'},\n",
+       " {'lat': 33.3827,\n",
+       "  'lng': -79.147,\n",
+       "  'spot_name': 'Debordieu',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 32.66829212943039,\n",
+       "  'lng': -79.90735,\n",
+       "  'spot_name': 'Washout',\n",
+       "  'street_address': 'Folly Beach, South Carolina'},\n",
+       " {'lat': 32.75733539419244,\n",
+       "  'lng': -79.83258856064796,\n",
+       "  'spot_name': \"Bert's Bar\",\n",
+       "  'street_address': \"Sullivan's Island, South Carolina\"},\n",
+       " {'lat': 32.31115640606869,\n",
+       "  'lng': -80.48564,\n",
+       "  'spot_name': 'Fripp Island',\n",
+       "  'street_address': 'Fripp Island, South Carolina'},\n",
+       " {'lat': 32.66166297145973,\n",
+       "  'lng': -79.91951806398808,\n",
+       "  'spot_name': '10th Street',\n",
+       "  'street_address': 'Folly Beach, South Carolina'},\n",
+       " {'lat': 33.41209545530049,\n",
+       "  'lng': -79.13026341393126,\n",
+       "  'spot_name': 'South Jetty',\n",
+       "  'street_address': 'Pawleys Island, South Carolina'},\n",
+       " {'lat': 33.49041958261793,\n",
+       "  'lng': -79.07666070599386,\n",
+       "  'spot_name': 'North End',\n",
+       "  'street_address': 'Pawleys Island, South Carolina'},\n",
+       " {'lat': 33.16729555197199,\n",
+       "  'lng': -79.19829236867845,\n",
+       "  'spot_name': 'South Island',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 33.5754,\n",
+       "  'lng': -78.9964,\n",
+       "  'spot_name': 'Garden City Pier',\n",
+       "  'street_address': 'Murrells Inlet, South Carolina'},\n",
+       " {'lat': 32.90929771158952,\n",
+       "  'lng': -79.57810400297359,\n",
+       "  'spot_name': 'Bull Island',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 33.7535,\n",
+       "  'lng': -78.7953,\n",
+       "  'spot_name': 'Dunes Cove',\n",
+       "  'street_address': 'Myrtle Beach, South Carolina'},\n",
+       " {'lat': 33.82924423172106,\n",
+       "  'lng': -78.62813,\n",
+       "  'spot_name': 'Cherry Grove Pier',\n",
+       "  'street_address': 'North Myrtle Beach, South Carolina'},\n",
+       " {'lat': 32.51356930575787,\n",
+       "  'lng': -80.28223,\n",
+       "  'spot_name': 'Edisto Beach',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 32.14365226036034,\n",
+       "  'lng': -80.74402,\n",
+       "  'spot_name': 'Hilton Head Island',\n",
+       "  'street_address': 'Hilton Head Island, South Carolina'},\n",
+       " {'lat': 33.43231073271028,\n",
+       "  'lng': -79.11789,\n",
+       "  'spot_name': 'The Pier',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 32.831,\n",
+       "  'lng': -79.71,\n",
+       "  'spot_name': 'Dewees Island',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 32.80251718689188,\n",
+       "  'lng': -79.73221919500764,\n",
+       "  'spot_name': 'Wild Dunes',\n",
+       "  'street_address': 'Isle of Palms, South Carolina'},\n",
+       " {'lat': 33.6027,\n",
+       "  'lng': -78.9717,\n",
+       "  'spot_name': 'Surfside Beach',\n",
+       "  'street_address': 'Surfside Beach, South Carolina'},\n",
+       " {'lat': 33.551,\n",
+       "  'lng': -79.04143,\n",
+       "  'spot_name': 'Murrells Inlet',\n",
+       "  'street_address': 'Murrells Inlet, South Carolina'},\n",
+       " {'lat': 22.096150401123737,\n",
+       "  'lng': -159.30328433528325,\n",
+       "  'spot_name': 'Kealia',\n",
+       "  'street_address': 'Kapaa, Hawaii'},\n",
+       " {'lat': 22.148,\n",
+       "  'lng': -159.301,\n",
+       "  'spot_name': 'Anahola Bay',\n",
+       "  'street_address': 'Anahola, Hawaii'},\n",
+       " {'lat': 22.2242,\n",
+       "  'lng': -159.4098,\n",
+       "  'spot_name': 'Kauapea Beach',\n",
+       "  'street_address': 'Kilauea, Hawaii'},\n",
+       " {'lat': 21.874,\n",
+       "  'lng': -159.4372,\n",
+       "  'spot_name': 'Shipwrecks',\n",
+       "  'street_address': 'Koloa, Hawaii'},\n",
+       " {'lat': 22.101,\n",
+       "  'lng': -159.747,\n",
+       "  'spot_name': 'Polihale',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 22.216,\n",
+       "  'lng': -159.502,\n",
+       "  'spot_name': 'Hanalei Bay',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 21.9600952,\n",
+       "  'lng': -159.35027,\n",
+       "  'spot_name': 'Kalapaki Beach',\n",
+       "  'street_address': 'Lihue, Hawaii'},\n",
+       " {'lat': 21.87379,\n",
+       "  'lng': -159.43559,\n",
+       "  'spot_name': 'Shipwrecks',\n",
+       "  'street_address': 'Koloa, Hawaii'},\n",
+       " {'lat': 22.225,\n",
+       "  'lng': -159.567,\n",
+       "  'spot_name': \"Ha'Ena Bay (Cannons/Tunnels)\",\n",
+       "  'street_address': 'Haena, Hawaii'},\n",
+       " {'lat': 22.013,\n",
+       "  'lng': -159.785,\n",
+       "  'spot_name': 'Mana Point',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 21.9600952,\n",
+       "  'lng': -159.35027,\n",
+       "  'spot_name': 'Kalapaki Beach',\n",
+       "  'street_address': 'Lihue, Hawaii'},\n",
+       " {'lat': 22.2242,\n",
+       "  'lng': -159.4098,\n",
+       "  'spot_name': 'Kauapea Beach',\n",
+       "  'street_address': 'Kilauea, Hawaii'},\n",
+       " {'lat': 21.274598513189574,\n",
+       "  'lng': -157.82678,\n",
+       "  'spot_name': 'Waikiki Beach',\n",
+       "  'street_address': 'Honolulu, Hawaii'},\n",
+       " {'lat': 21.4636,\n",
+       "  'lng': -158.2136,\n",
+       "  'spot_name': 'Papaoneone',\n",
+       "  'street_address': 'Makaha, Hawaii'},\n",
+       " {'lat': 21.25696,\n",
+       "  'lng': -157.82366,\n",
+       "  'spot_name': \"Tongg's\",\n",
+       "  'street_address': 'Honolulu, Hawaii'},\n",
+       " {'lat': 21.2745,\n",
+       "  'lng': -157.8395,\n",
+       "  'spot_name': \"Four's\",\n",
+       "  'street_address': 'Honolulu, Hawaii'},\n",
+       " {'lat': 21.277,\n",
+       "  'lng': -157.841,\n",
+       "  'spot_name': \"Kaiser's\",\n",
+       "  'street_address': 'Honolulu, Hawaii'},\n",
+       " {'lat': 21.271082,\n",
+       "  'lng': -157.82401,\n",
+       "  'spot_name': 'The Wall',\n",
+       "  'street_address': 'Honolulu, Hawaii'},\n",
+       " {'lat': 21.286357895152136,\n",
+       "  'lng': -157.8515,\n",
+       "  'spot_name': 'South Shore - Ala Moana Park',\n",
+       "  'street_address': 'Honolulu, Hawaii'},\n",
+       " {'lat': 21.252,\n",
+       "  'lng': -157.805,\n",
+       "  'spot_name': 'Diamond Head',\n",
+       "  'street_address': 'Urban Honolulu, Hawaii'},\n",
+       " {'lat': 21.27394674233747,\n",
+       "  'lng': -157.82777,\n",
+       "  'spot_name': 'Canoes',\n",
+       "  'street_address': 'Honolulu, Hawaii'},\n",
+       " {'lat': 21.287874987990282,\n",
+       "  'lng': -157.8591,\n",
+       "  'spot_name': 'Kewalos',\n",
+       "  'street_address': 'Honolulu, Hawaii'},\n",
+       " {'lat': 21.25996,\n",
+       "  'lng': -157.82482,\n",
+       "  'spot_name': \"Old Man's\",\n",
+       "  'street_address': 'Honolulu, Hawaii'},\n",
+       " {'lat': 21.25460513357954,\n",
+       "  'lng': -157.79432,\n",
+       "  'spot_name': 'Black Point',\n",
+       "  'street_address': 'Urban Honolulu, Hawaii'},\n",
+       " {'lat': 21.393,\n",
+       "  'lng': -157.7151,\n",
+       "  'spot_name': 'Lanikai Beach',\n",
+       "  'street_address': 'Kailua, Hawaii'},\n",
+       " {'lat': 21.26841992117695,\n",
+       "  'lng': -157.82329,\n",
+       "  'spot_name': 'Publics',\n",
+       "  'street_address': 'Honolulu, Hawaii'},\n",
+       " {'lat': 21.295,\n",
+       "  'lng': -158.107,\n",
+       "  'spot_name': 'Barbers Point',\n",
+       "  'street_address': 'Kapolei, Hawaii'},\n",
+       " {'lat': 21.272,\n",
+       "  'lng': -157.832,\n",
+       "  'spot_name': 'Populars',\n",
+       "  'street_address': 'Honolulu, Hawaii'},\n",
+       " {'lat': 21.276618032562773,\n",
+       "  'lng': -157.83386,\n",
+       "  'spot_name': \"Three's\",\n",
+       "  'street_address': 'Honolulu, Hawaii'},\n",
+       " {'lat': 21.302,\n",
+       "  'lng': -158.002,\n",
+       "  'spot_name': 'Ewa Beach',\n",
+       "  'street_address': 'Ewa Beach, Hawaii'},\n",
+       " {'lat': 21.281416779283845,\n",
+       "  'lng': -157.8457,\n",
+       "  'spot_name': 'Ala Moana Bowls',\n",
+       "  'street_address': 'Honolulu, Hawaii'},\n",
+       " {'lat': 21.267080507181625,\n",
+       "  'lng': -157.82360360082407,\n",
+       "  'spot_name': 'Waikiki - Kapiolani Park',\n",
+       "  'street_address': 'Honolulu, Hawaii'},\n",
+       " {'lat': 21.3023,\n",
+       "  'lng': -158.0454,\n",
+       "  'spot_name': 'White Plains Beach',\n",
+       "  'street_address': 'Ewa Beach, Hawaii'},\n",
+       " {'lat': 21.308209,\n",
+       "  'lng': -158.04112,\n",
+       "  'spot_name': 'The LineUp at Wai Kai',\n",
+       "  'street_address': 'Ewa Beach, Hawaii'},\n",
+       " {'lat': 21.273658410008455,\n",
+       "  'lng': -157.8263,\n",
+       "  'spot_name': \"Queen's\",\n",
+       "  'street_address': 'Honolulu, Hawaii'},\n",
+       " {'lat': 21.280537020769913,\n",
+       "  'lng': -157.84107,\n",
+       "  'spot_name': 'Rockpiles',\n",
+       "  'street_address': 'Honolulu, Hawaii'},\n",
+       " {'lat': 21.299,\n",
+       "  'lng': -157.875,\n",
+       "  'spot_name': 'Sand Island',\n",
+       "  'street_address': 'Honolulu, Hawaii'},\n",
+       " {'lat': 20.866,\n",
+       "  'lng': -156.166,\n",
+       "  'spot_name': 'Honomanu Bay',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 20.904,\n",
+       "  'lng': -156.463,\n",
+       "  'spot_name': 'Kahului Harbor',\n",
+       "  'street_address': 'Kihei, Hawaii'},\n",
+       " {'lat': 20.905,\n",
+       "  'lng': -156.442,\n",
+       "  'spot_name': 'Kanaha',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 20.76,\n",
+       "  'lng': -155.983,\n",
+       "  'spot_name': 'Hana Bay',\n",
+       "  'street_address': 'Hana, Hawaii'},\n",
+       " {'lat': 20.936,\n",
+       "  'lng': -156.359,\n",
+       "  'spot_name': \"Ho'okipa\",\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 20.922,\n",
+       "  'lng': -156.374,\n",
+       "  'spot_name': 'Tavares Bay',\n",
+       "  'street_address': 'Paia, Hawaii'},\n",
+       " {'lat': 20.9374,\n",
+       "  'lng': -156.356,\n",
+       "  'spot_name': 'Pavilions',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 20.917024,\n",
+       "  'lng': -156.49129,\n",
+       "  'spot_name': 'Waiehu Beach',\n",
+       "  'street_address': 'Wailuku, Hawaii'},\n",
+       " {'lat': 20.945,\n",
+       "  'lng': -156.298,\n",
+       "  'spot_name': 'Peahi (Jaws)',\n",
+       "  'street_address': 'Haʻikū, Hawaii'},\n",
+       " {'lat': 19.606,\n",
+       "  'lng': -155.978,\n",
+       "  'spot_name': 'Banyans',\n",
+       "  'street_address': 'Kailua Kona, Hawaii'},\n",
+       " {'lat': 19.581,\n",
+       "  'lng': -155.969,\n",
+       "  'spot_name': \"Kahalu'u Bay\",\n",
+       "  'street_address': 'Kailua Kona, Hawaii'},\n",
+       " {'lat': 19.658207410571208,\n",
+       "  'lng': -156.03269406981858,\n",
+       "  'spot_name': 'Kaiwi Point',\n",
+       "  'street_address': 'Kailua Kona, Hawaii'},\n",
+       " {'lat': 19.695,\n",
+       "  'lng': -156.046,\n",
+       "  'spot_name': 'Pinetrees',\n",
+       "  'street_address': 'Kailua Kona, Hawaii'},\n",
+       " {'lat': 19.993,\n",
+       "  'lng': -155.827,\n",
+       "  'spot_name': 'Hapuna Bay',\n",
+       "  'street_address': 'Kawaihae, Hawaii'},\n",
+       " {'lat': 19.67443,\n",
+       "  'lng': -156.02707,\n",
+       "  'spot_name': 'Honokohau Beach',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 19.602998314865218,\n",
+       "  'lng': -155.97515,\n",
+       "  'spot_name': \"Lyman's\",\n",
+       "  'street_address': 'Kailua Kona, Hawaii'},\n",
+       " {'lat': 19.0106,\n",
+       "  'lng': -155.7974,\n",
+       "  'spot_name': 'Pohue Bay Beach',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 19.628229345976486,\n",
+       "  'lng': -155.98827,\n",
+       "  'spot_name': \"Honl's\",\n",
+       "  'street_address': 'Kailua Kona, Hawaii'},\n",
+       " {'lat': 20.029,\n",
+       "  'lng': -155.831,\n",
+       "  'spot_name': 'Kawaihae',\n",
+       "  'street_address': 'Kawaihae, Hawaii'},\n",
+       " {'lat': 19.594,\n",
+       "  'lng': -155.973,\n",
+       "  'spot_name': 'Magic Sands Beach',\n",
+       "  'street_address': 'Kailua Kona, Hawaii'},\n",
+       " {'lat': 19.643194,\n",
+       "  'lng': -156.01492,\n",
+       "  'spot_name': 'Old Kona Airport',\n",
+       "  'street_address': 'Kailua Kona, Hawaii'},\n",
+       " {'lat': 21.417,\n",
+       "  'lng': -158.185,\n",
+       "  'spot_name': \"Ma'ili\",\n",
+       "  'street_address': 'Nanakuli, Hawaii'},\n",
+       " {'lat': 21.3596,\n",
+       "  'lng': -158.133,\n",
+       "  'spot_name': 'Tracks',\n",
+       "  'street_address': 'Kapolei, Hawaii'},\n",
+       " {'lat': 21.544,\n",
+       "  'lng': -158.243,\n",
+       "  'spot_name': 'Yokohama Bay / Keawa’ula ',\n",
+       "  'street_address': 'Waianae, Hawaii'},\n",
+       " {'lat': 21.475,\n",
+       "  'lng': -158.227,\n",
+       "  'spot_name': 'Makaha',\n",
+       "  'street_address': 'Waianae, Hawaii'},\n",
+       " {'lat': 21.420918,\n",
+       "  'lng': -157.74242,\n",
+       "  'spot_name': 'Castles',\n",
+       "  'street_address': 'Kailua, Hawaii'},\n",
+       " {'lat': 21.6312,\n",
+       "  'lng': -157.921,\n",
+       "  'spot_name': 'Laie Beach Park',\n",
+       "  'street_address': 'Laie, Hawaii'},\n",
+       " {'lat': 21.679,\n",
+       "  'lng': -157.935,\n",
+       "  'spot_name': 'Kahuku',\n",
+       "  'street_address': 'Kahuku, Hawaii'},\n",
+       " {'lat': 21.41,\n",
+       "  'lng': -157.74,\n",
+       "  'spot_name': 'Kailua',\n",
+       "  'street_address': 'Kailua, Hawaii'},\n",
+       " {'lat': 21.284,\n",
+       "  'lng': -157.673,\n",
+       "  'spot_name': 'Sandy Beach',\n",
+       "  'street_address': 'Urban Honolulu, Hawaii'},\n",
+       " {'lat': 21.45582460919004,\n",
+       "  'lng': -157.74446725845337,\n",
+       "  'spot_name': 'North Beach',\n",
+       "  'street_address': 'Kailua, Hawaii'},\n",
+       " {'lat': 21.401,\n",
+       "  'lng': -157.718,\n",
+       "  'spot_name': 'Popoia Island Kailua',\n",
+       "  'street_address': 'Kailua, Hawaii'},\n",
+       " {'lat': 21.566,\n",
+       "  'lng': -157.861,\n",
+       "  'spot_name': 'Crouching Lion',\n",
+       "  'street_address': 'Ka‘a‘awa, Hawaii'},\n",
+       " {'lat': 21.31110306220024,\n",
+       "  'lng': -157.6590697786346,\n",
+       "  'spot_name': \"Makapu'u\",\n",
+       "  'street_address': 'Waimanalo Beach, Hawaii'},\n",
+       " {'lat': 21.393,\n",
+       "  'lng': -157.7151,\n",
+       "  'spot_name': 'Lanikai Beach',\n",
+       "  'street_address': 'Kailua, Hawaii'},\n",
+       " {'lat': 21.872,\n",
+       "  'lng': -159.462,\n",
+       "  'spot_name': 'Poipu Outer Reef',\n",
+       "  'street_address': 'Koloa, Hawaii'},\n",
+       " {'lat': 21.880277061272192,\n",
+       "  'lng': -159.47478,\n",
+       "  'spot_name': 'PKs/Centers',\n",
+       "  'street_address': 'Poipu, Hawaii'},\n",
+       " {'lat': 21.936,\n",
+       "  'lng': -159.652,\n",
+       "  'spot_name': 'Pakala',\n",
+       "  'street_address': 'Pakala Village, Hawaii'},\n",
+       " {'lat': 21.812,\n",
+       "  'lng': -160.246,\n",
+       "  'spot_name': 'Kamalino, Niihau',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 20.84204,\n",
+       "  'lng': -156.65284,\n",
+       "  'spot_name': 'Launiupoko',\n",
+       "  'street_address': 'Lahaina, Hawaii'},\n",
+       " {'lat': 20.9374,\n",
+       "  'lng': -156.356,\n",
+       "  'spot_name': 'Pavilions',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 20.948,\n",
+       "  'lng': -156.693,\n",
+       "  'spot_name': 'Rainbows',\n",
+       "  'street_address': 'Lahaina, Hawaii'},\n",
+       " {'lat': 20.917672,\n",
+       "  'lng': -156.69711,\n",
+       "  'spot_name': \"Ka'anapali Point\",\n",
+       "  'street_address': 'Lahaina, Hawaii'},\n",
+       " {'lat': 20.6412,\n",
+       "  'lng': -156.4462,\n",
+       "  'spot_name': 'Oneuli Beach',\n",
+       "  'street_address': 'Makena, Hawaii'},\n",
+       " {'lat': 20.9688,\n",
+       "  'lng': -156.68088,\n",
+       "  'spot_name': 'S Turns',\n",
+       "  'street_address': 'Kahana, Hawaii'},\n",
+       " {'lat': 21.0239,\n",
+       "  'lng': -156.628,\n",
+       "  'spot_name': 'Windmills',\n",
+       "  'street_address': 'Lahaina, Hawaii'},\n",
+       " {'lat': 20.9673218,\n",
+       "  'lng': -156.68296,\n",
+       "  'spot_name': 'S Turns',\n",
+       "  'street_address': 'Lahaina, Hawaii'},\n",
+       " {'lat': 21.024,\n",
+       "  'lng': -156.61,\n",
+       "  'spot_name': 'Honokohau Bay',\n",
+       "  'street_address': 'Lahaina, Hawaii'},\n",
+       " {'lat': 20.9972,\n",
+       "  'lng': -156.668,\n",
+       "  'spot_name': 'Little Makaha',\n",
+       "  'street_address': 'Lahaina, Hawaii'},\n",
+       " {'lat': 21.024,\n",
+       "  'lng': -156.642,\n",
+       "  'spot_name': 'Honolua Bay',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 21.0239,\n",
+       "  'lng': -156.628,\n",
+       "  'spot_name': 'Windmills',\n",
+       "  'street_address': 'Lahaina, Hawaii'},\n",
+       " {'lat': 20.9972,\n",
+       "  'lng': -156.668,\n",
+       "  'spot_name': 'Little Makaha',\n",
+       "  'street_address': 'Lahaina, Hawaii'},\n",
+       " {'lat': 20.632,\n",
+       "  'lng': -156.4473,\n",
+       "  'spot_name': 'Makena Beach',\n",
+       "  'street_address': 'Makena, Hawaii'},\n",
+       " {'lat': 20.804,\n",
+       "  'lng': -156.807,\n",
+       "  'spot_name': 'Lopa Beach',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 20.931,\n",
+       "  'lng': -156.997,\n",
+       "  'spot_name': 'Pohakuloa',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 20.736,\n",
+       "  'lng': -156.894,\n",
+       "  'spot_name': 'Manele Bay',\n",
+       "  'street_address': 'Manele, Hawaii'},\n",
+       " {'lat': 20.918,\n",
+       "  'lng': -156.901,\n",
+       "  'spot_name': 'Kaiolohia Bay/Shipwreck Beach',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 19.0106,\n",
+       "  'lng': -155.7974,\n",
+       "  'spot_name': 'Pohue Bay Beach',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 18.91,\n",
+       "  'lng': -155.678,\n",
+       "  'spot_name': 'South Point',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 21.201,\n",
+       "  'lng': -157.152,\n",
+       "  'spot_name': 'Kawa',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 21.198,\n",
+       "  'lng': -156.984,\n",
+       "  'spot_name': 'Kalaupapa',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 21.189,\n",
+       "  'lng': -157.249,\n",
+       "  'spot_name': 'Kepuhi Bay',\n",
+       "  'street_address': 'Maunaloa, Hawaii'},\n",
+       " {'lat': 21.079,\n",
+       "  'lng': -157.031,\n",
+       "  'spot_name': 'Kaunakakai (The Wharf)',\n",
+       "  'street_address': 'Kaunakakai, Hawaii'},\n",
+       " {'lat': 21.085,\n",
+       "  'lng': -157.245,\n",
+       "  'spot_name': 'Halena Beach',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 21.159,\n",
+       "  'lng': -156.736,\n",
+       "  'spot_name': 'Halawa Bay',\n",
+       "  'street_address': 'Kaunakakai, Hawaii'},\n",
+       " {'lat': 21.65870453806827,\n",
+       "  'lng': -158.06058,\n",
+       "  'spot_name': 'Log Cabins',\n",
+       "  'street_address': 'Haleiwa, Hawaii'},\n",
+       " {'lat': 21.670550036401,\n",
+       "  'lng': -158.0482,\n",
+       "  'spot_name': 'Rocky Point',\n",
+       "  'street_address': 'Haleiwa, Hawaii'},\n",
+       " {'lat': 21.62,\n",
+       "  'lng': -158.088,\n",
+       "  'spot_name': 'Laniakea',\n",
+       "  'street_address': 'Haleiwa, Hawaii'},\n",
+       " {'lat': 21.586,\n",
+       "  'lng': -158.191,\n",
+       "  'spot_name': 'Mokuleia',\n",
+       "  'street_address': 'Mokuleia, Hawaii'},\n",
+       " {'lat': 21.597,\n",
+       "  'lng': -158.109,\n",
+       "  'spot_name': \"Hale'iwa\",\n",
+       "  'street_address': 'Haleiwa, Hawaii'},\n",
+       " {'lat': 21.6312,\n",
+       "  'lng': -157.921,\n",
+       "  'spot_name': 'Laie Beach Park',\n",
+       "  'street_address': 'Laie, Hawaii'},\n",
+       " {'lat': 21.66558,\n",
+       "  'lng': -158.05185,\n",
+       "  'spot_name': 'Ehukai Beach Park',\n",
+       "  'street_address': 'Haleiwa, Hawaii'},\n",
+       " {'lat': 21.604,\n",
+       "  'lng': -158.109,\n",
+       "  'spot_name': \"Pua'ena Point\",\n",
+       "  'street_address': 'Haleiwa, Hawaii'},\n",
+       " {'lat': 21.682872,\n",
+       "  'lng': -158.03326,\n",
+       "  'spot_name': 'Freddieland',\n",
+       "  'street_address': 'Haleiwa, Hawaii'},\n",
+       " {'lat': 21.576,\n",
+       "  'lng': -158.282,\n",
+       "  'spot_name': 'Kaena Point',\n",
+       "  'street_address': 'Mokuleia, Hawaii'},\n",
+       " {'lat': 21.643,\n",
+       "  'lng': -158.067,\n",
+       "  'spot_name': 'Waimea Bay',\n",
+       "  'street_address': 'Haleiwa, Hawaii'},\n",
+       " {'lat': 21.625,\n",
+       "  'lng': -158.083,\n",
+       "  'spot_name': \"Chun's\",\n",
+       "  'street_address': 'Haleiwa, Hawaii'},\n",
+       " {'lat': 21.622,\n",
+       "  'lng': -158.087,\n",
+       "  'spot_name': \"Hultin's\",\n",
+       "  'street_address': 'Haleiwa, Hawaii'},\n",
+       " {'lat': 21.668,\n",
+       "  'lng': -158.05,\n",
+       "  'spot_name': 'Chambers',\n",
+       "  'street_address': 'Haleiwa, Hawaii'},\n",
+       " {'lat': 21.665,\n",
+       "  'lng': -158.054,\n",
+       "  'spot_name': 'Backdoor',\n",
+       "  'street_address': 'Haleiwa, Hawaii'},\n",
+       " {'lat': 21.685,\n",
+       "  'lng': -158.033,\n",
+       "  'spot_name': 'Velzyland',\n",
+       "  'street_address': 'Haleiwa, Hawaii'},\n",
+       " {'lat': 21.623,\n",
+       "  'lng': -158.085,\n",
+       "  'spot_name': \"Jocko's\",\n",
+       "  'street_address': 'Haleiwa, Hawaii'},\n",
+       " {'lat': 21.66203493640557,\n",
+       "  'lng': -158.05495,\n",
+       "  'spot_name': 'Off-The-Wall',\n",
+       "  'street_address': 'Haleiwa, Hawaii'},\n",
+       " {'lat': 21.707393337051556,\n",
+       "  'lng': -157.99598,\n",
+       "  'spot_name': 'Turtle Bay East',\n",
+       "  'street_address': 'Kahuku, Hawaii'},\n",
+       " {'lat': 21.705402859819525,\n",
+       "  'lng': -158.00333,\n",
+       "  'spot_name': 'Turtle Bay West',\n",
+       "  'street_address': 'Kahuku, Hawaii'},\n",
+       " {'lat': 21.66771,\n",
+       "  'lng': -158.04967,\n",
+       "  'spot_name': 'Pupukea',\n",
+       "  'street_address': 'Haleiwa, Hawaii'},\n",
+       " {'lat': 21.66522,\n",
+       "  'lng': -158.0526,\n",
+       "  'spot_name': 'Pipeline',\n",
+       "  'street_address': 'Haleiwa, Hawaii'},\n",
+       " {'lat': 21.662,\n",
+       "  'lng': -158.057,\n",
+       "  'spot_name': 'Rockpile',\n",
+       "  'street_address': 'Haleiwa, Hawaii'},\n",
+       " {'lat': 21.679,\n",
+       "  'lng': -158.042,\n",
+       "  'spot_name': 'Sunset Beach',\n",
+       "  'street_address': 'Haleiwa, Hawaii'},\n",
+       " {'lat': 20.6412,\n",
+       "  'lng': -156.4462,\n",
+       "  'spot_name': 'Oneuli Beach',\n",
+       "  'street_address': 'Makena, Hawaii'},\n",
+       " {'lat': 20.808,\n",
+       "  'lng': -156.624,\n",
+       "  'spot_name': 'Olowalu',\n",
+       "  'street_address': 'Lahaina, Hawaii'},\n",
+       " {'lat': 20.84204,\n",
+       "  'lng': -156.65284,\n",
+       "  'spot_name': 'Launiupoko',\n",
+       "  'street_address': 'Lahaina, Hawaii'},\n",
+       " {'lat': 20.613,\n",
+       "  'lng': -156.438,\n",
+       "  'spot_name': 'Dumps',\n",
+       "  'street_address': 'Kihei, Hawaii'},\n",
+       " {'lat': 20.795589300073612,\n",
+       "  'lng': -156.58179,\n",
+       "  'spot_name': 'Ukumehame',\n",
+       "  'street_address': 'Lahaina, Hawaii'},\n",
+       " {'lat': 20.728,\n",
+       "  'lng': -156.453,\n",
+       "  'spot_name': 'The Cove',\n",
+       "  'street_address': 'Kihei, Hawaii'},\n",
+       " {'lat': 20.791,\n",
+       "  'lng': -156.509,\n",
+       "  'spot_name': \"Ma'alaea Harbor\",\n",
+       "  'street_address': 'Wailuku, Hawaii'},\n",
+       " {'lat': 20.632583,\n",
+       "  'lng': -156.44906,\n",
+       "  'spot_name': 'Makena Beach',\n",
+       "  'street_address': 'Kihei, Hawaii'},\n",
+       " {'lat': 20.869,\n",
+       "  'lng': -156.679,\n",
+       "  'spot_name': 'Lahaina Harbor - Breakwall',\n",
+       "  'street_address': 'Lahaina, Hawaii'},\n",
+       " {'lat': 20.63474,\n",
+       "  'lng': -156.45211,\n",
+       "  'spot_name': 'Little Beach',\n",
+       "  'street_address': 'Wailea, Hawaii'},\n",
+       " {'lat': 20.591,\n",
+       "  'lng': -156.415,\n",
+       "  'spot_name': 'La Perouse Bay',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 19.72991,\n",
+       "  'lng': -155.09073,\n",
+       "  'spot_name': 'Hilo',\n",
+       "  'street_address': 'Hilo, Hawaii'},\n",
+       " {'lat': 19.456,\n",
+       "  'lng': -154.842,\n",
+       "  'spot_name': 'Pohoiki',\n",
+       "  'street_address': 'Pahoa, Hawaii'},\n",
+       " {'lat': 19.756,\n",
+       "  'lng': -155.09,\n",
+       "  'spot_name': \"Honoli'i\",\n",
+       "  'street_address': 'Hilo, Hawaii'},\n",
+       " {'lat': 19.884,\n",
+       "  'lng': -155.117,\n",
+       "  'spot_name': 'Kolekole',\n",
+       "  'street_address': 'Hakalau, Hawaii'},\n",
+       " {'lat': 21.67011,\n",
+       "  'lng': -158.04567,\n",
+       "  'spot_name': 'Sunset Beach',\n",
+       "  'street_address': 'Haleiwa, Hawaii'},\n",
+       " {'lat': 45.72927,\n",
+       "  'lng': -123.94069,\n",
+       "  'spot_name': 'Neahkahnie Beach',\n",
+       "  'street_address': 'Nehalem, Oregon'},\n",
+       " {'lat': 45.88179930310263,\n",
+       "  'lng': -123.96681,\n",
+       "  'spot_name': 'Cannon Beach',\n",
+       "  'street_address': 'Cannon Beach, Oregon'},\n",
+       " {'lat': 45.61468496266301,\n",
+       "  'lng': -123.94643,\n",
+       "  'spot_name': 'Rockaway Beach',\n",
+       "  'street_address': 'Rockaway Beach, Oregon'},\n",
+       " {'lat': 44.658023,\n",
+       "  'lng': -124.06324,\n",
+       "  'spot_name': 'Agate Beach',\n",
+       "  'street_address': 'Newport, Oregon'},\n",
+       " {'lat': 44.307722,\n",
+       "  'lng': -124.10708,\n",
+       "  'spot_name': 'Yachats',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 44.95857310226525,\n",
+       "  'lng': -124.0219017690976,\n",
+       "  'spot_name': 'Lincoln City',\n",
+       "  'street_address': 'Lincoln City, Oregon'},\n",
+       " {'lat': 45.928,\n",
+       "  'lng': -123.981,\n",
+       "  'spot_name': 'Indian Beach',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 43.3467,\n",
+       "  'lng': -124.361,\n",
+       "  'spot_name': 'Coos Bay',\n",
+       "  'street_address': 'Coos Bay, Oregon'},\n",
+       " {'lat': 43.6633,\n",
+       "  'lng': -124.213,\n",
+       "  'spot_name': 'Winchester Bay',\n",
+       "  'street_address': 'Winchester Bay, Oregon'},\n",
+       " {'lat': 45.2164,\n",
+       "  'lng': -123.977,\n",
+       "  'spot_name': 'Cape Kiwanda',\n",
+       "  'street_address': 'Pacific City, Oregon'},\n",
+       " {'lat': 45.20252914186085,\n",
+       "  'lng': -123.96975,\n",
+       "  'spot_name': 'Pacific City',\n",
+       "  'street_address': 'Pacific City, Oregon'},\n",
+       " {'lat': 42.41812540774362,\n",
+       "  'lng': -124.42945,\n",
+       "  'spot_name': 'Gold Beach South Jetty',\n",
+       "  'street_address': 'Gold Beach, Oregon'},\n",
+       " {'lat': 42.74071837900346,\n",
+       "  'lng': -124.4983727491047,\n",
+       "  'spot_name': 'Port Orford',\n",
+       "  'street_address': 'Port Orford, Oregon'},\n",
+       " {'lat': 44.01532689312291,\n",
+       "  'lng': -124.13865,\n",
+       "  'spot_name': 'Florence South Jetty',\n",
+       "  'street_address': 'Florence, Oregon'},\n",
+       " {'lat': 44.724734,\n",
+       "  'lng': -124.060801,\n",
+       "  'spot_name': 'Beverly Beach',\n",
+       "  'street_address': 'Newport, Oregon'},\n",
+       " {'lat': 45.76,\n",
+       "  'lng': -123.968,\n",
+       "  'spot_name': 'Short Sands',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 45.97874,\n",
+       "  'lng': -123.93913,\n",
+       "  'spot_name': 'The Cove',\n",
+       "  'street_address': 'Seaside, Oregon'},\n",
+       " {'lat': 44.63792761362982,\n",
+       "  'lng': -124.0657,\n",
+       "  'spot_name': 'Newport',\n",
+       "  'street_address': 'Newport, Oregon'},\n",
+       " {'lat': 45.4747924,\n",
+       "  'lng': -123.9711,\n",
+       "  'spot_name': 'Short Beach',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 44.997,\n",
+       "  'lng': -124.018,\n",
+       "  'spot_name': 'Roads End',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 45.712165,\n",
+       "  'lng': -123.94459,\n",
+       "  'spot_name': 'Manzanita',\n",
+       "  'street_address': 'Manzanita, Oregon'},\n",
+       " {'lat': 44.75256978367964,\n",
+       "  'lng': -124.06527,\n",
+       "  'spot_name': 'Otter Rock ',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 45.97664,\n",
+       "  'lng': -123.94245,\n",
+       "  'spot_name': 'Seaside',\n",
+       "  'street_address': 'Seaside, Oregon'},\n",
+       " {'lat': 45.3374,\n",
+       "  'lng': -123.978,\n",
+       "  'spot_name': 'Cape Lookout',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 42.04368239985442,\n",
+       "  'lng': -124.26828,\n",
+       "  'spot_name': 'Brookings Jetty',\n",
+       "  'street_address': 'Brookings, Oregon'},\n",
+       " {'lat': 45.20246648135761,\n",
+       "  'lng': -123.96953344345093,\n",
+       "  'spot_name': 'Oceanside, OR',\n",
+       "  'street_address': 'Pacific City, Oregon'},\n",
+       " {'lat': 44.6998,\n",
+       "  'lng': -124.0654,\n",
+       "  'spot_name': 'Moolack Beach',\n",
+       "  'street_address': 'Newport, Oregon'},\n",
+       " {'lat': 42.161137,\n",
+       "  'lng': -80.13096,\n",
+       "  'spot_name': 'Stone Jetty',\n",
+       "  'street_address': 'Millcreek, Pennsylvania'},\n",
+       " {'lat': 42.115625,\n",
+       "  'lng': -80.156725,\n",
+       "  'spot_name': 'Presque Isle State Park',\n",
+       "  'street_address': 'Millcreek Township, Pennsylvania'},\n",
+       " {'lat': 42.24236,\n",
+       "  'lng': -79.833447,\n",
+       "  'spot_name': 'Freeport',\n",
+       "  'street_address': 'North East, Pennsylvania'},\n",
+       " {'lat': 42.162313,\n",
+       "  'lng': -80.07839,\n",
+       "  'spot_name': 'Beach 11',\n",
+       "  'street_address': 'Millcreek Township, Pennsylvania'},\n",
+       " {'lat': 41.24374,\n",
+       "  'lng': -70.05947,\n",
+       "  'spot_name': 'Nantucket',\n",
+       "  'street_address': 'Nantucket, Massachusetts'},\n",
+       " {'lat': 41.859,\n",
+       "  'lng': -69.948927,\n",
+       "  'spot_name': 'Nauset Light Beach',\n",
+       "  'street_address': 'Eastham, Massachusetts'},\n",
+       " {'lat': 41.891853,\n",
+       "  'lng': -69.95944,\n",
+       "  'spot_name': 'Marconi Beach',\n",
+       "  'street_address': 'Wellfleet, Massachusetts'},\n",
+       " {'lat': 41.242659,\n",
+       "  'lng': -70.04464,\n",
+       "  'spot_name': 'Madaquecham',\n",
+       "  'street_address': 'Nantucket, Massachusetts'},\n",
+       " {'lat': 41.349542,\n",
+       "  'lng': -70.53112,\n",
+       "  'spot_name': 'South Beach State Park',\n",
+       "  'street_address': 'Edgartown, Massachusetts'},\n",
+       " {'lat': 41.817,\n",
+       "  'lng': -69.935,\n",
+       "  'spot_name': 'Cape Cod',\n",
+       "  'street_address': 'Eastham, Massachusetts'},\n",
+       " {'lat': 41.843765,\n",
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+       "  'spot_name': 'Coast Guard Beach',\n",
+       "  'street_address': 'Eastham, Massachusetts'},\n",
+       " {'lat': 41.315015,\n",
+       "  'lng': -70.76408,\n",
+       "  'spot_name': 'Squibnocket',\n",
+       "  'street_address': 'Gay Head, Massachusetts'},\n",
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+       "  'spot_name': 'Long Point',\n",
+       "  'street_address': 'Vineyard Haven, Massachusetts'},\n",
+       " {'lat': 42.0757,\n",
+       "  'lng': -70.645,\n",
+       "  'spot_name': 'Green Harbor',\n",
+       "  'street_address': 'Marshfield, Massachusetts'},\n",
+       " {'lat': 41.495,\n",
+       "  'lng': -71.04,\n",
+       "  'spot_name': \"Chandy's\",\n",
+       "  'street_address': 'Westport, Massachusetts'},\n",
+       " {'lat': 41.9217,\n",
+       "  'lng': -69.9733,\n",
+       "  'spot_name': 'Maguire Landing Beach',\n",
+       "  'street_address': 'Wellfleet, Massachusetts'},\n",
+       " {'lat': 41.339007,\n",
+       "  'lng': -70.72429,\n",
+       "  'spot_name': 'Lucy Vincent',\n",
+       "  'street_address': 'Gay Head, Massachusetts'},\n",
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+       "  'lng': -70.67765,\n",
+       "  'spot_name': 'Rexhame',\n",
+       "  'street_address': 'Marshfield, Massachusetts'},\n",
+       " {'lat': 41.270684,\n",
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+       "  'spot_name': 'Madaket',\n",
+       "  'street_address': 'Nantucket, Massachusetts'},\n",
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+       "  'spot_name': 'Head of the Meadow Beach',\n",
+       "  'street_address': 'North Truro, Massachusetts'},\n",
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+       "  'lng': -70.2911,\n",
+       "  'spot_name': 'Keyes Memorial Beach',\n",
+       "  'street_address': 'Barnstable, Massachusetts'},\n",
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+       "  'lng': -69.9839,\n",
+       "  'spot_name': 'Cahoon Hollow Beach',\n",
+       "  'street_address': 'Wellfleet, Massachusetts'},\n",
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+       "  'spot_name': 'Nauset Beach',\n",
+       "  'street_address': 'Orleans, Massachusetts'},\n",
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+       "  'spot_name': 'Scituate',\n",
+       "  'street_address': 'Scituate, Massachusetts'},\n",
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+       "  'spot_name': 'Plymouth Beach',\n",
+       "  'street_address': 'Plymouth, Massachusetts'},\n",
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+       "  'lng': -70.15372,\n",
+       "  'spot_name': 'Cisco',\n",
+       "  'street_address': 'Nantucket, Massachusetts'},\n",
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+       "  'lng': -70.7076,\n",
+       "  'spot_name': 'Abels Hill',\n",
+       "  'street_address': 'Gay Head, Massachusetts'},\n",
+       " {'lat': 41.24292,\n",
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+       "  'spot_name': 'Miacomet Rd.',\n",
+       "  'street_address': 'Nantucket, Massachusetts'},\n",
+       " {'lat': 41.243801,\n",
+       "  'lng': -70.06894,\n",
+       "  'spot_name': 'Nobadeer',\n",
+       "  'street_address': 'Nantucket, Massachusetts'},\n",
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+       "  'spot_name': 'City of Winthrop Town',\n",
+       "  'street_address': 'Winthrop, Massachusetts'},\n",
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+       "  'spot_name': 'Egypt Beach',\n",
+       "  'street_address': 'Scituate, Massachusetts'},\n",
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+       "  'spot_name': 'Salisbury',\n",
+       "  'street_address': 'Salisbury, Massachusetts'},\n",
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+       "  'spot_name': 'Cape Ann',\n",
+       "  'street_address': 'Gloucester, Massachusetts'},\n",
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+       "  'spot_name': 'Wingaersheek Beach',\n",
+       "  'street_address': 'Gloucester, Massachusetts'},\n",
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+       "  'spot_name': 'Crane Beach',\n",
+       "  'street_address': 'Ipswich, Massachusetts'},\n",
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+       "  'spot_name': 'Plum Island Point',\n",
+       "  'street_address': 'Newbury, Massachusetts'},\n",
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+       "  'spot_name': 'Lynn Beach',\n",
+       "  'street_address': 'Swampscott, Massachusetts'},\n",
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+       "  'spot_name': 'Devereux',\n",
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+       "  'spot_name': 'Winthrop Jetty',\n",
+       "  'street_address': 'Winthrop Town, Massachusetts'},\n",
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+       "  'spot_name': 'Revere Beach',\n",
+       "  'street_address': 'Revere, Massachusetts'},\n",
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+       "  'spot_name': 'Yirrell Beach',\n",
+       "  'street_address': 'Winthrop Town, Massachusetts'},\n",
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+       "  'spot_name': 'Nahant Beach',\n",
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+       "  'spot_name': 'Nantasket Beach',\n",
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+       "  'spot_name': 'Good Harbor Beach',\n",
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+       "  'spot_name': 'Good Rats',\n",
+       "  'street_address': 'nan'},\n",
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+       "  'spot_name': 'Neva Bay',\n",
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+       "  'spot_name': 'Kodiak, Alaska',\n",
+       "  'street_address': 'nan'},\n",
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+       "  'spot_name': 'The Wall',\n",
+       "  'street_address': 'Sitka, Alaska'},\n",
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+       "  'spot_name': 'Port Mary',\n",
+       "  'street_address': 'Sitka, Alaska'},\n",
+       " {'lat': 57.0492,\n",
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+       "  'spot_name': 'Red Tree Reef',\n",
+       "  'street_address': 'nan'},\n",
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+       "  'spot_name': 'Sealion Cove',\n",
+       "  'street_address': 'nan'},\n",
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+       "  'spot_name': 'Fossil Beach',\n",
+       "  'street_address': 'nan'},\n",
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+       "  'spot_name': 'Shoals Reef/Wall',\n",
+       "  'street_address': 'nan'},\n",
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+       "  'spot_name': 'Akbar',\n",
+       "  'street_address': 'nan'},\n",
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+       "  'spot_name': 'Shoals Point',\n",
+       "  'street_address': 'nan'},\n",
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+       "  'spot_name': 'Sandy Beach - Sitka, Alaska',\n",
+       "  'street_address': 'Sitka, Alaska'},\n",
+       " {'lat': 57.0085,\n",
+       "  'lng': -135.612,\n",
+       "  'spot_name': 'Low Island',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 57.0624,\n",
+       "  'lng': -135.844,\n",
+       "  'spot_name': \"Kai's Place\",\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 59.495,\n",
+       "  'lng': -139.787,\n",
+       "  'spot_name': 'Cannon Beach',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 38.54511,\n",
+       "  'lng': -75.08907,\n",
+       "  'spot_name': 'Ocean View',\n",
+       "  'street_address': 'Ocean View, Delaware'},\n",
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+       "  'spot_name': 'Rehoboth Beach',\n",
+       "  'street_address': 'Rehoboth Beach, Delaware'},\n",
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+       "  'spot_name': 'Gordons Pond',\n",
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+       "  'spot_name': 'Indian River Inlet',\n",
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+       "  'spot_name': 'Dewey Beach',\n",
+       "  'street_address': 'Dewey Beach, Delaware'},\n",
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+       "  'spot_name': 'Bethany Beach',\n",
+       "  'street_address': 'Bethany Beach, Delaware'},\n",
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+       "  'spot_name': 'Fenwick Island',\n",
+       "  'street_address': 'Fenwick Island, Delaware'},\n",
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+       "  'spot_name': 'Naval Jetties',\n",
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+       "  'spot_name': 'Matunuck',\n",
+       "  'street_address': 'South Kingstown, Rhode Island'},\n",
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+       "  'spot_name': 'South Shore Beach',\n",
+       "  'street_address': 'Little Compton, Rhode Island'},\n",
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+       "  'spot_name': 'First Beach',\n",
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+       "  'spot_name': \"Bailey's Beach\",\n",
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+       "  'spot_name': 'Salty Brine State Beach',\n",
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+       "  'spot_name': 'Point Judith North',\n",
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+       "  'spot_name': 'Sakonnet',\n",
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+       "  'spot_name': 'Breachway',\n",
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+       "  'spot_name': 'Ruggles - Newport',\n",
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+       "  'spot_name': 'Misquamicut State Beach',\n",
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+       "  'spot_name': 'K38/39',\n",
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+       "  'spot_name': 'Black Rock Point',\n",
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+       "  'spot_name': 'Point Judith',\n",
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+       "  'spot_name': 'Weekapaug',\n",
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+       "  'spot_name': 'Isla Blanca State Park',\n",
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+       "  'spot_name': 'South Padre Island',\n",
+       "  'street_address': 'South Padre Island, Texas'},\n",
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+       "  'spot_name': \"Meacom's Pier\",\n",
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+       "  'spot_name': 'Assholes',\n",
+       "  'street_address': 'Surfside Beach, Texas'},\n",
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+       "  'spot_name': '61st Street',\n",
+       "  'street_address': 'Galveston, Texas'},\n",
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+       "  'spot_name': 'Quintana',\n",
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+       "  'spot_name': 'West Galveston',\n",
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+       "  'spot_name': 'A-Frames',\n",
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+       "  'spot_name': '91st St Pier',\n",
+       "  'street_address': 'Galveston, Texas'},\n",
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+       "  'spot_name': 'Flagship',\n",
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+       "  'spot_name': 'Jamaica Beach',\n",
+       "  'street_address': 'Jamaica Beach, Texas'},\n",
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+       "  'spot_name': '28th St',\n",
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+       "  'spot_name': 'Boilers',\n",
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+       "  'spot_name': 'Matagorda',\n",
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+       "  'spot_name': '33rd St',\n",
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+       "  'spot_name': 'North Padre Seawall',\n",
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+       "  'spot_name': \"Port O'Connor Jetties\",\n",
+       "  'street_address': 'nan'},\n",
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+       "  'spot_name': 'Packery Channel Jetties',\n",
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+       "  'spot_name': 'Horace Caldwell Pier',\n",
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+       "  'spot_name': 'Bob Hall Pier',\n",
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+       "  'spot_name': \"St. Joe's Island\",\n",
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+       "  'spot_name': 'North Point Beach-Winthrop Harbor',\n",
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+       "  'spot_name': 'Promontory Point/57th Street Beach',\n",
+       "  'street_address': 'Chicago, Illinois'},\n",
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+       "  'spot_name': 'Lake Forest Beach',\n",
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+       "  'spot_name': 'Seol Choix Point',\n",
+       "  'street_address': 'Mueller Township, Michigan'},\n",
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+       "  'spot_name': 'Touhy Beach',\n",
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+       "  'spot_name': 'Grand Marais Beach, Minnesota',\n",
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+       "  'spot_name': 'Magney State Park',\n",
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+       "  'spot_name': 'Knife River',\n",
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+       "  'spot_name': 'Temperance River Mouth',\n",
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+       "  'spot_name': 'The Zoo',\n",
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+       "  'spot_name': 'Lester River',\n",
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+       "  'spot_name': 'Park Point',\n",
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+       "  'spot_name': 'Gooseberry Falls State Park',\n",
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+       "  'spot_name': 'Carmel Valley Village',\n",
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+       "  'spot_name': 'BSR Overview',\n",
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+       " {'lat': 36, 'lng': -120, 'spot_name': 'Surf Ranch', 'street_address': 'nan'},\n",
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+       "  'spot_name': 'Santa Monica Beach North',\n",
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+       "  'spot_name': 'Burnout Beach',\n",
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+       "  'spot_name': 'RAT Beach',\n",
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+       "  'spot_name': 'Torrance Beach',\n",
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+       "  'spot_name': 'Bay St.',\n",
+       "  'street_address': 'Santa Monica, California'},\n",
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+       "  'spot_name': 'Will Rogers State Beach',\n",
+       "  'street_address': 'Los Angeles, California'},\n",
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+       "  'spot_name': \"Haggerty's\",\n",
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+       "  'spot_name': '64th Place',\n",
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+       "  'spot_name': 'Dockweiler Beach',\n",
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+       "  'spot_name': 'Santa Monica Beach South',\n",
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+       " {'lat': 33.70877301002487,\n",
+       "  'lng': -118.2840112858389,\n",
+       "  'spot_name': 'Cabrillo Beach',\n",
+       "  'street_address': 'Los Angeles, California'},\n",
+       " {'lat': 34.00750300824362,\n",
+       "  'lng': -118.4971783496269,\n",
+       "  'spot_name': 'Santa Monica Pier',\n",
+       "  'street_address': 'Santa Monica, California'},\n",
+       " {'lat': 33.9108528052242,\n",
+       "  'lng': -118.4279133138721,\n",
+       "  'spot_name': 'Hammerland',\n",
+       "  'street_address': 'El Segundo, California'},\n",
+       " {'lat': 33.79294656286144,\n",
+       "  'lng': -118.4070316699825,\n",
+       "  'spot_name': 'PV Cove',\n",
+       "  'street_address': 'Rolling Hills Estates, California'},\n",
+       " {'lat': 33.98480211231971,\n",
+       "  'lng': -118.47442296131881,\n",
+       "  'spot_name': 'Venice Breakwater',\n",
+       "  'street_address': 'Los Angeles, California'},\n",
+       " {'lat': 33.52253,\n",
+       "  'lng': -117.70755,\n",
+       "  'spot_name': 'Laguna Niguel',\n",
+       "  'street_address': 'Laguna Niguel, California'},\n",
+       " {'lat': 33.61169,\n",
+       "  'lng': -117.83672,\n",
+       "  'spot_name': 'San Joaquin Hills',\n",
+       "  'street_address': 'Newport Beach, California'},\n",
+       " {'lat': 33.5753,\n",
+       "  'lng': -117.84144,\n",
+       "  'spot_name': 'Crystal Cove',\n",
+       "  'street_address': 'Newport Beach, California'},\n",
+       " {'lat': 37.09520872681598,\n",
+       "  'lng': -122.2805474707768,\n",
+       "  'spot_name': 'Waddell Creek',\n",
+       "  'street_address': 'Davenport, California'},\n",
+       " {'lat': 36.95782765000708,\n",
+       "  'lng': -121.9672887511276,\n",
+       "  'spot_name': \"Jack's\",\n",
+       "  'street_address': 'Santa Cruz, California'},\n",
+       " {'lat': 36.936007,\n",
+       "  'lng': -121.86856,\n",
+       "  'spot_name': 'La Selva',\n",
+       "  'street_address': 'Watsonville, California'},\n",
+       " {'lat': 36.9536,\n",
+       "  'lng': -121.9762,\n",
+       "  'spot_name': 'Wind and Sea',\n",
+       "  'street_address': 'Santa Cruz, California'},\n",
+       " {'lat': 37.04122807048655,\n",
+       "  'lng': -122.2333684729756,\n",
+       "  'spot_name': 'Scott Creek',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 36.9543,\n",
+       "  'lng': -121.9749,\n",
+       "  'spot_name': 'Rockview',\n",
+       "  'street_address': 'Santa Cruz, California'},\n",
+       " {'lat': 37.02350229387179,\n",
+       "  'lng': -122.21908,\n",
+       "  'spot_name': 'Davenport',\n",
+       "  'street_address': 'Davenport, California'},\n",
+       " {'lat': 36.949133,\n",
+       "  'lng': -122.04759,\n",
+       "  'spot_name': 'Swift Street',\n",
+       "  'street_address': 'Santa Cruz, California'},\n",
+       " {'lat': 36.96001,\n",
+       "  'lng': -121.99468,\n",
+       "  'spot_name': 'Blacks Beach',\n",
+       "  'street_address': 'Santa Cruz, California'},\n",
+       " {'lat': 36.95154854910425,\n",
+       "  'lng': -122.0420693940968,\n",
+       "  'spot_name': \"Mitchell's Cove\",\n",
+       "  'street_address': 'Santa Cruz, California'},\n",
+       " {'lat': 36.96126755026867,\n",
+       "  'lng': -122.1141016324793,\n",
+       "  'spot_name': 'Three Mile',\n",
+       "  'street_address': 'Santa Cruz, California'},\n",
+       " {'lat': 36.9572312370203,\n",
+       "  'lng': -121.98177,\n",
+       "  'spot_name': '26th Ave',\n",
+       "  'street_address': 'Santa Cruz, California'},\n",
+       " {'lat': 36.95997,\n",
+       "  'lng': -121.98957,\n",
+       "  'spot_name': 'Sunny Cove',\n",
+       "  'street_address': 'Twin Lakes, California'},\n",
+       " {'lat': 36.95188851423011,\n",
+       "  'lng': -122.02522,\n",
+       "  'spot_name': 'Steamer Lane',\n",
+       "  'street_address': 'Santa Cruz, California'},\n",
+       " {'lat': 36.91899972819882,\n",
+       "  'lng': -121.85536,\n",
+       "  'spot_name': 'Manresa',\n",
+       "  'street_address': 'Watsonville, California'},\n",
+       " {'lat': 36.95918781542251,\n",
+       "  'lng': -122.02489,\n",
+       "  'spot_name': 'Cowells',\n",
+       "  'street_address': 'Santa Cruz, California'},\n",
+       " {'lat': 36.96512852130351,\n",
+       "  'lng': -122.1252825495626,\n",
+       "  'spot_name': 'Four Mile',\n",
+       "  'street_address': 'Santa Cruz, California'},\n",
+       " {'lat': 36.959,\n",
+       "  'lng': -121.964,\n",
+       "  'spot_name': 'The Hook',\n",
+       "  'street_address': 'Pleasure Point, California'},\n",
+       " {'lat': 36.971492,\n",
+       "  'lng': -121.9486,\n",
+       "  'spot_name': 'Capitola',\n",
+       "  'street_address': 'Capitola, California'},\n",
+       " {'lat': 36.95468082526536,\n",
+       "  'lng': -121.97234,\n",
+       "  'spot_name': 'Pleasure Point',\n",
+       "  'street_address': 'Santa Cruz, California'},\n",
+       " {'lat': 36.94905295955728,\n",
+       "  'lng': -122.0611823912244,\n",
+       "  'spot_name': 'Natural Bridges',\n",
+       "  'street_address': 'Santa Cruz, California'},\n",
+       " {'lat': 36.964344,\n",
+       "  'lng': -121.96017,\n",
+       "  'spot_name': 'Privates',\n",
+       "  'street_address': 'Santa Cruz, California'},\n",
+       " {'lat': 34.45747731928454,\n",
+       "  'lng': -120.34242,\n",
+       "  'spot_name': 'The Ranch',\n",
+       "  'street_address': 'nan'},\n",
+       " {'lat': 34.50875036590315,\n",
+       "  'lng': -120.50348,\n",
+       "  'spot_name': 'Jalama',\n",
+       "  'street_address': 'Jalama, California'},\n",
+       " {'lat': 34.68700870220497,\n",
+       "  'lng': -120.6111611019887,\n",
+       "  'spot_name': 'Surf Beach',\n",
+       "  'street_address': 'Surf, California'},\n",
+       " ...]"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "updated_spots"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -747,7 +4777,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -756,16 +4786,41 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 17,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "AttributeError",
+     "evalue": "'list' object has no attribute 'content'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[17], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mresponse\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcontent\u001b[49m\n",
+      "\u001b[0;31mAttributeError\u001b[0m: 'list' object has no attribute 'content'"
+     ]
+    }
+   ],
    "source": []
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "AttributeError",
+     "evalue": "'str' object has no attribute 'read'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[4], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m spots_json \u001b[38;5;241m=\u001b[39m \u001b[43mjson\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mload\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m./data/legacy_spot_dict.json\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m/usr/lib/python3.10/json/__init__.py:293\u001b[0m, in \u001b[0;36mload\u001b[0;34m(fp, cls, object_hook, parse_float, parse_int, parse_constant, object_pairs_hook, **kw)\u001b[0m\n\u001b[1;32m    274\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mload\u001b[39m(fp, \u001b[38;5;241m*\u001b[39m, \u001b[38;5;28mcls\u001b[39m\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, object_hook\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, parse_float\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m    275\u001b[0m         parse_int\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, parse_constant\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, object_pairs_hook\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkw):\n\u001b[1;32m    276\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"Deserialize ``fp`` (a ``.read()``-supporting file-like object containing\u001b[39;00m\n\u001b[1;32m    277\u001b[0m \u001b[38;5;124;03m    a JSON document) to a Python object.\u001b[39;00m\n\u001b[1;32m    278\u001b[0m \n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    291\u001b[0m \u001b[38;5;124;03m    kwarg; otherwise ``JSONDecoder`` is used.\u001b[39;00m\n\u001b[1;32m    292\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m--> 293\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m loads(\u001b[43mfp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread\u001b[49m(),\n\u001b[1;32m    294\u001b[0m         \u001b[38;5;28mcls\u001b[39m\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mcls\u001b[39m, object_hook\u001b[38;5;241m=\u001b[39mobject_hook,\n\u001b[1;32m    295\u001b[0m         parse_float\u001b[38;5;241m=\u001b[39mparse_float, parse_int\u001b[38;5;241m=\u001b[39mparse_int,\n\u001b[1;32m    296\u001b[0m         parse_constant\u001b[38;5;241m=\u001b[39mparse_constant, object_pairs_hook\u001b[38;5;241m=\u001b[39mobject_pairs_hook, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkw)\n",
+      "\u001b[0;31mAttributeError\u001b[0m: 'str' object has no attribute 'read'"
+     ]
+    }
+   ],
    "source": [
     "spots_json = json.load('./data/legacy_spot_dict.json')"
    ]
@@ -817,7 +4872,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.0"
+   "version": "3.10.12"
   }
  },
  "nbformat": 4,
diff --git a/nbs/python/240329_sl_api.ipynb b/nbs/python/240329_sl_api.ipynb
index 644e71a..c88b98a 100644
--- a/nbs/python/240329_sl_api.ipynb
+++ b/nbs/python/240329_sl_api.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -25,19 +25,11 @@
     "from sqlalchemy.ext.declarative import declarative_base\n",
     "from sqlalchemy.orm import declarative_base, sessionmaker\n",
     "# from utils.models import SlSpots\n",
-    "\n",
     "from utils.schemas import SlApiEndpoints, SlApiParams\n",
     "from utils.sl_data import SurflineSpots, SpotForecast\n",
     "from utils.utils import LOCAL_AIRFLOW_PG_URI, LOCAL_PG_URI"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
   {
    "cell_type": "code",
    "execution_count": 2,
@@ -206,66 +198,66 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>0</td>\n",
-       "      <td>5842041f4e65fad6a7708aa3</td>\n",
-       "      <td>Ft. Pierce Inlet</td>\n",
-       "      <td>-80.289140</td>\n",
-       "      <td>27.475313</td>\n",
-       "      <td>https://www.surfline.com/surf-report/ft-pierce...</td>\n",
+       "      <td>584204204e65fad6a7709b5d</td>\n",
+       "      <td>Dauphin Island</td>\n",
+       "      <td>-88.11700</td>\n",
+       "      <td>30.229000</td>\n",
+       "      <td>https://www.surfline.com/surf-report/dauphin-i...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>1</td>\n",
-       "      <td>5842041f4e65fad6a7708aab</td>\n",
-       "      <td>Lori Wilson Park</td>\n",
-       "      <td>-80.605680</td>\n",
-       "      <td>28.336757</td>\n",
-       "      <td>https://www.surfline.com/surf-report/lori-wils...</td>\n",
+       "      <td>584204204e65fad6a7709b61</td>\n",
+       "      <td>Spuds</td>\n",
+       "      <td>-87.54900</td>\n",
+       "      <td>30.273000</td>\n",
+       "      <td>https://www.surfline.com/surf-report/spuds/584...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>2</td>\n",
-       "      <td>5842041f4e65fad6a7708ab1</td>\n",
-       "      <td>Vero Pier</td>\n",
-       "      <td>-80.360270</td>\n",
-       "      <td>27.670122</td>\n",
-       "      <td>https://www.surfline.com/surf-report/vero-pier...</td>\n",
+       "      <td>584204204e65fad6a7709b62</td>\n",
+       "      <td>Alabama Point</td>\n",
+       "      <td>-87.56200</td>\n",
+       "      <td>30.270000</td>\n",
+       "      <td>https://www.surfline.com/surf-report/alabama-p...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>3</td>\n",
-       "      <td>584204214e65fad6a7709cc4</td>\n",
-       "      <td>Millennium Beach Park</td>\n",
-       "      <td>-80.580575</td>\n",
-       "      <td>28.142895</td>\n",
-       "      <td>https://www.surfline.com/surf-report/millenniu...</td>\n",
+       "      <td>584204204e65fad6a7709b60</td>\n",
+       "      <td>West Pass</td>\n",
+       "      <td>-87.73700</td>\n",
+       "      <td>30.239000</td>\n",
+       "      <td>https://www.surfline.com/surf-report/west-pass...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>4</td>\n",
-       "      <td>5842041f4e65fad6a7708aa7</td>\n",
-       "      <td>Playalinda</td>\n",
-       "      <td>-80.623290</td>\n",
-       "      <td>28.643973</td>\n",
-       "      <td>https://www.surfline.com/surf-report/playalind...</td>\n",
+       "      <td>65948156c329a78a0914a15e</td>\n",
+       "      <td>Morgantown Beach</td>\n",
+       "      <td>-87.91913</td>\n",
+       "      <td>30.230299</td>\n",
+       "      <td>https://www.surfline.com/surf-report/morgantow...</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "   Unnamed: 0                       ids                  names        lon  \\\n",
-       "0           0  5842041f4e65fad6a7708aa3       Ft. Pierce Inlet -80.289140   \n",
-       "1           1  5842041f4e65fad6a7708aab       Lori Wilson Park -80.605680   \n",
-       "2           2  5842041f4e65fad6a7708ab1              Vero Pier -80.360270   \n",
-       "3           3  584204214e65fad6a7709cc4  Millennium Beach Park -80.580575   \n",
-       "4           4  5842041f4e65fad6a7708aa7             Playalinda -80.623290   \n",
+       "   Unnamed: 0                       ids             names       lon  \\\n",
+       "0           0  584204204e65fad6a7709b5d    Dauphin Island -88.11700   \n",
+       "1           1  584204204e65fad6a7709b61             Spuds -87.54900   \n",
+       "2           2  584204204e65fad6a7709b62     Alabama Point -87.56200   \n",
+       "3           3  584204204e65fad6a7709b60         West Pass -87.73700   \n",
+       "4           4  65948156c329a78a0914a15e  Morgantown Beach -87.91913   \n",
        "\n",
        "         lat                                               urls  \n",
-       "0  27.475313  https://www.surfline.com/surf-report/ft-pierce...  \n",
-       "1  28.336757  https://www.surfline.com/surf-report/lori-wils...  \n",
-       "2  27.670122  https://www.surfline.com/surf-report/vero-pier...  \n",
-       "3  28.142895  https://www.surfline.com/surf-report/millenniu...  \n",
-       "4  28.643973  https://www.surfline.com/surf-report/playalind...  "
+       "0  30.229000  https://www.surfline.com/surf-report/dauphin-i...  \n",
+       "1  30.273000  https://www.surfline.com/surf-report/spuds/584...  \n",
+       "2  30.270000  https://www.surfline.com/surf-report/alabama-p...  \n",
+       "3  30.239000  https://www.surfline.com/surf-report/west-pass...  \n",
+       "4  30.230299  https://www.surfline.com/surf-report/morgantow...  "
       ]
      },
      "execution_count": 10,
@@ -465,7 +457,7 @@
     {
      "data": {
       "text/plain": [
-       "DateTime(2024, 7, 1, 4, 0, 0, tzinfo=Timezone('UTC'))"
+       "DateTime(2024, 6, 10, 4, 0, 0, tzinfo=Timezone('UTC'))"
       ]
      },
      "execution_count": 21,
@@ -485,7 +477,7 @@
     {
      "data": {
       "text/plain": [
-       "DateTime(2024, 7, 2, 3, 0, 0, tzinfo=Timezone('UTC'))"
+       "DateTime(2024, 6, 11, 3, 0, 0, tzinfo=Timezone('UTC'))"
       ]
      },
      "execution_count": 22,
@@ -544,47 +536,47 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>0</td>\n",
-       "      <td>5842041f4e65fad6a7708aa3</td>\n",
-       "      <td>Ft. Pierce Inlet</td>\n",
-       "      <td>-80.289140</td>\n",
-       "      <td>27.475313</td>\n",
-       "      <td>https://www.surfline.com/surf-report/ft-pierce...</td>\n",
+       "      <td>584204204e65fad6a7709b5d</td>\n",
+       "      <td>Dauphin Island</td>\n",
+       "      <td>-88.117000</td>\n",
+       "      <td>30.229000</td>\n",
+       "      <td>https://www.surfline.com/surf-report/dauphin-i...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>1</td>\n",
-       "      <td>5842041f4e65fad6a7708aab</td>\n",
-       "      <td>Lori Wilson Park</td>\n",
-       "      <td>-80.605680</td>\n",
-       "      <td>28.336757</td>\n",
-       "      <td>https://www.surfline.com/surf-report/lori-wils...</td>\n",
+       "      <td>584204204e65fad6a7709b61</td>\n",
+       "      <td>Spuds</td>\n",
+       "      <td>-87.549000</td>\n",
+       "      <td>30.273000</td>\n",
+       "      <td>https://www.surfline.com/surf-report/spuds/584...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>2</td>\n",
-       "      <td>5842041f4e65fad6a7708ab1</td>\n",
-       "      <td>Vero Pier</td>\n",
-       "      <td>-80.360270</td>\n",
-       "      <td>27.670122</td>\n",
-       "      <td>https://www.surfline.com/surf-report/vero-pier...</td>\n",
+       "      <td>584204204e65fad6a7709b62</td>\n",
+       "      <td>Alabama Point</td>\n",
+       "      <td>-87.562000</td>\n",
+       "      <td>30.270000</td>\n",
+       "      <td>https://www.surfline.com/surf-report/alabama-p...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>3</td>\n",
-       "      <td>584204214e65fad6a7709cc4</td>\n",
-       "      <td>Millennium Beach Park</td>\n",
-       "      <td>-80.580575</td>\n",
-       "      <td>28.142895</td>\n",
-       "      <td>https://www.surfline.com/surf-report/millenniu...</td>\n",
+       "      <td>584204204e65fad6a7709b60</td>\n",
+       "      <td>West Pass</td>\n",
+       "      <td>-87.737000</td>\n",
+       "      <td>30.239000</td>\n",
+       "      <td>https://www.surfline.com/surf-report/west-pass...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>4</td>\n",
-       "      <td>5842041f4e65fad6a7708aa7</td>\n",
-       "      <td>Playalinda</td>\n",
-       "      <td>-80.623290</td>\n",
-       "      <td>28.643973</td>\n",
-       "      <td>https://www.surfline.com/surf-report/playalind...</td>\n",
+       "      <td>65948156c329a78a0914a15e</td>\n",
+       "      <td>Morgantown Beach</td>\n",
+       "      <td>-87.919130</td>\n",
+       "      <td>30.230299</td>\n",
+       "      <td>https://www.surfline.com/surf-report/morgantow...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -596,96 +588,83 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
+       "      <th>1298</th>\n",
+       "      <td>1298</td>\n",
+       "      <td>640a2d14451905376297f483</td>\n",
+       "      <td>Rutherford Beach</td>\n",
+       "      <td>-93.124300</td>\n",
+       "      <td>29.758500</td>\n",
+       "      <td>https://www.surfline.com/surf-report/rutherfor...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1299</th>\n",
+       "      <td>1299</td>\n",
+       "      <td>5842041f4e65fad6a7708a1a</td>\n",
+       "      <td>Assateague</td>\n",
+       "      <td>-75.177040</td>\n",
+       "      <td>38.148058</td>\n",
+       "      <td>https://www.surfline.com/surf-report/assateagu...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1300</th>\n",
+       "      <td>1300</td>\n",
+       "      <td>5842041f4e65fad6a770886d</td>\n",
+       "      <td>Ocean City Boardwalk</td>\n",
+       "      <td>-75.081170</td>\n",
+       "      <td>38.338461</td>\n",
+       "      <td>https://www.surfline.com/surf-report/ocean-cit...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
        "      <th>1301</th>\n",
        "      <td>1301</td>\n",
-       "      <td>640a2d1945190521d497f5d8</td>\n",
-       "      <td>Touhy Beach</td>\n",
-       "      <td>-87.660750</td>\n",
-       "      <td>42.012040</td>\n",
-       "      <td>https://www.surfline.com/surf-report/touhy-bea...</td>\n",
+       "      <td>5842041f4e65fad6a7708a1b</td>\n",
+       "      <td>North End to Ocean City Inlet</td>\n",
+       "      <td>-75.080177</td>\n",
+       "      <td>38.338890</td>\n",
+       "      <td>https://www.surfline.com/surf-report/north-end...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1302</th>\n",
        "      <td>1302</td>\n",
-       "      <td>584204204e65fad6a7709508</td>\n",
-       "      <td>Tower Road</td>\n",
-       "      <td>-87.729836</td>\n",
-       "      <td>42.116911</td>\n",
-       "      <td>https://www.surfline.com/surf-report/tower-roa...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1303</th>\n",
-       "      <td>1303</td>\n",
-       "      <td>584204204e65fad6a7709500</td>\n",
-       "      <td>Promontory Point/57th Street Beach</td>\n",
-       "      <td>-87.576692</td>\n",
-       "      <td>41.794601</td>\n",
-       "      <td>https://www.surfline.com/surf-report/promontor...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1304</th>\n",
-       "      <td>1304</td>\n",
-       "      <td>584204204e65fad6a7709509</td>\n",
-       "      <td>Dempster Street</td>\n",
-       "      <td>-87.669695</td>\n",
-       "      <td>42.041746</td>\n",
-       "      <td>https://www.surfline.com/surf-report/dempster-...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1305</th>\n",
-       "      <td>1305</td>\n",
-       "      <td>584204204e65fad6a770950a</td>\n",
-       "      <td>Lake Forest Beach</td>\n",
-       "      <td>-87.824268</td>\n",
-       "      <td>42.261008</td>\n",
-       "      <td>https://www.surfline.com/surf-report/lake-fore...</td>\n",
+       "      <td>6307df22782926254d3d5210</td>\n",
+       "      <td>Midtown</td>\n",
+       "      <td>-75.070130</td>\n",
+       "      <td>38.365051</td>\n",
+       "      <td>https://www.surfline.com/surf-report/midtown/6...</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>1306 rows × 6 columns</p>\n",
+       "<p>1303 rows × 6 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "      Unnamed: 0                       ids  \\\n",
-       "0              0  5842041f4e65fad6a7708aa3   \n",
-       "1              1  5842041f4e65fad6a7708aab   \n",
-       "2              2  5842041f4e65fad6a7708ab1   \n",
-       "3              3  584204214e65fad6a7709cc4   \n",
-       "4              4  5842041f4e65fad6a7708aa7   \n",
-       "...          ...                       ...   \n",
-       "1301        1301  640a2d1945190521d497f5d8   \n",
-       "1302        1302  584204204e65fad6a7709508   \n",
-       "1303        1303  584204204e65fad6a7709500   \n",
-       "1304        1304  584204204e65fad6a7709509   \n",
-       "1305        1305  584204204e65fad6a770950a   \n",
-       "\n",
-       "                                   names        lon        lat  \\\n",
-       "0                       Ft. Pierce Inlet -80.289140  27.475313   \n",
-       "1                       Lori Wilson Park -80.605680  28.336757   \n",
-       "2                              Vero Pier -80.360270  27.670122   \n",
-       "3                  Millennium Beach Park -80.580575  28.142895   \n",
-       "4                             Playalinda -80.623290  28.643973   \n",
-       "...                                  ...        ...        ...   \n",
-       "1301                         Touhy Beach -87.660750  42.012040   \n",
-       "1302                          Tower Road -87.729836  42.116911   \n",
-       "1303  Promontory Point/57th Street Beach -87.576692  41.794601   \n",
-       "1304                     Dempster Street -87.669695  42.041746   \n",
-       "1305                   Lake Forest Beach -87.824268  42.261008   \n",
-       "\n",
-       "                                                   urls  \n",
-       "0     https://www.surfline.com/surf-report/ft-pierce...  \n",
-       "1     https://www.surfline.com/surf-report/lori-wils...  \n",
-       "2     https://www.surfline.com/surf-report/vero-pier...  \n",
-       "3     https://www.surfline.com/surf-report/millenniu...  \n",
-       "4     https://www.surfline.com/surf-report/playalind...  \n",
-       "...                                                 ...  \n",
-       "1301  https://www.surfline.com/surf-report/touhy-bea...  \n",
-       "1302  https://www.surfline.com/surf-report/tower-roa...  \n",
-       "1303  https://www.surfline.com/surf-report/promontor...  \n",
-       "1304  https://www.surfline.com/surf-report/dempster-...  \n",
-       "1305  https://www.surfline.com/surf-report/lake-fore...  \n",
-       "\n",
-       "[1306 rows x 6 columns]"
+       "      Unnamed: 0                       ids                          names  \\\n",
+       "0              0  584204204e65fad6a7709b5d                 Dauphin Island   \n",
+       "1              1  584204204e65fad6a7709b61                          Spuds   \n",
+       "2              2  584204204e65fad6a7709b62                  Alabama Point   \n",
+       "3              3  584204204e65fad6a7709b60                      West Pass   \n",
+       "4              4  65948156c329a78a0914a15e               Morgantown Beach   \n",
+       "...          ...                       ...                            ...   \n",
+       "1298        1298  640a2d14451905376297f483               Rutherford Beach   \n",
+       "1299        1299  5842041f4e65fad6a7708a1a                     Assateague   \n",
+       "1300        1300  5842041f4e65fad6a770886d           Ocean City Boardwalk   \n",
+       "1301        1301  5842041f4e65fad6a7708a1b  North End to Ocean City Inlet   \n",
+       "1302        1302  6307df22782926254d3d5210                        Midtown   \n",
+       "\n",
+       "            lon        lat                                               urls  \n",
+       "0    -88.117000  30.229000  https://www.surfline.com/surf-report/dauphin-i...  \n",
+       "1    -87.549000  30.273000  https://www.surfline.com/surf-report/spuds/584...  \n",
+       "2    -87.562000  30.270000  https://www.surfline.com/surf-report/alabama-p...  \n",
+       "3    -87.737000  30.239000  https://www.surfline.com/surf-report/west-pass...  \n",
+       "4    -87.919130  30.230299  https://www.surfline.com/surf-report/morgantow...  \n",
+       "...         ...        ...                                                ...  \n",
+       "1298 -93.124300  29.758500  https://www.surfline.com/surf-report/rutherfor...  \n",
+       "1299 -75.177040  38.148058  https://www.surfline.com/surf-report/assateagu...  \n",
+       "1300 -75.081170  38.338461  https://www.surfline.com/surf-report/ocean-cit...  \n",
+       "1301 -75.080177  38.338890  https://www.surfline.com/surf-report/north-end...  \n",
+       "1302 -75.070130  38.365051  https://www.surfline.com/surf-report/midtown/6...  \n",
+       "\n",
+       "[1303 rows x 6 columns]"
       ]
      },
      "execution_count": 23,
@@ -735,7 +714,7 @@
     {
      "data": {
       "text/plain": [
-       "DateTime(2024, 7, 1, 22, 23, 2, 363663, tzinfo=Timezone('UTC'))"
+       "DateTime(2024, 6, 10, 15, 39, 49, 840119, tzinfo=Timezone('UTC'))"
       ]
      },
      "execution_count": 26,
@@ -811,7 +790,7 @@
     {
      "data": {
       "text/plain": [
-       "DateTime(2024, 7, 1, 4, 0, 0, tzinfo=Timezone('UTC'))"
+       "DateTime(2024, 6, 10, 4, 0, 0, tzinfo=Timezone('UTC'))"
       ]
      },
      "execution_count": 31,
@@ -870,53 +849,53 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>1719806400</td>\n",
-       "      <td>-4</td>\n",
-       "      <td>POOR</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>5842041f4e65fad6a7708aa3</td>\n",
-       "      <td>Ft. Pierce Inlet</td>\n",
-       "      <td>2024-07-01</td>\n",
+       "      <td>1717995600</td>\n",
+       "      <td>-5</td>\n",
+       "      <td>VERY_POOR</td>\n",
+       "      <td>0</td>\n",
+       "      <td>584204204e65fad6a7709b5d</td>\n",
+       "      <td>Dauphin Island</td>\n",
+       "      <td>2024-06-10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>1719810000</td>\n",
-       "      <td>-4</td>\n",
-       "      <td>POOR</td>\n",
-       "      <td>0.833333</td>\n",
-       "      <td>5842041f4e65fad6a7708aa3</td>\n",
-       "      <td>Ft. Pierce Inlet</td>\n",
-       "      <td>2024-07-01</td>\n",
+       "      <td>1717999200</td>\n",
+       "      <td>-5</td>\n",
+       "      <td>VERY_POOR</td>\n",
+       "      <td>0</td>\n",
+       "      <td>584204204e65fad6a7709b5d</td>\n",
+       "      <td>Dauphin Island</td>\n",
+       "      <td>2024-06-10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>1719813600</td>\n",
-       "      <td>-4</td>\n",
-       "      <td>POOR</td>\n",
-       "      <td>0.666667</td>\n",
-       "      <td>5842041f4e65fad6a7708aa3</td>\n",
-       "      <td>Ft. Pierce Inlet</td>\n",
-       "      <td>2024-07-01</td>\n",
+       "      <td>1718002800</td>\n",
+       "      <td>-5</td>\n",
+       "      <td>VERY_POOR</td>\n",
+       "      <td>0</td>\n",
+       "      <td>584204204e65fad6a7709b5d</td>\n",
+       "      <td>Dauphin Island</td>\n",
+       "      <td>2024-06-10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>1719817200</td>\n",
-       "      <td>-4</td>\n",
-       "      <td>POOR</td>\n",
-       "      <td>0.500000</td>\n",
-       "      <td>5842041f4e65fad6a7708aa3</td>\n",
-       "      <td>Ft. Pierce Inlet</td>\n",
-       "      <td>2024-07-01</td>\n",
+       "      <td>1718006400</td>\n",
+       "      <td>-5</td>\n",
+       "      <td>VERY_POOR</td>\n",
+       "      <td>0</td>\n",
+       "      <td>584204204e65fad6a7709b5d</td>\n",
+       "      <td>Dauphin Island</td>\n",
+       "      <td>2024-06-10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>1719820800</td>\n",
-       "      <td>-4</td>\n",
+       "      <td>1718010000</td>\n",
+       "      <td>-5</td>\n",
        "      <td>VERY_POOR</td>\n",
-       "      <td>0.333333</td>\n",
-       "      <td>5842041f4e65fad6a7708aa3</td>\n",
-       "      <td>Ft. Pierce Inlet</td>\n",
-       "      <td>2024-07-01</td>\n",
+       "      <td>0</td>\n",
+       "      <td>584204204e65fad6a7709b5d</td>\n",
+       "      <td>Dauphin Island</td>\n",
+       "      <td>2024-06-10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -930,53 +909,53 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>67</th>\n",
-       "      <td>1719874800</td>\n",
-       "      <td>-4</td>\n",
-       "      <td>POOR</td>\n",
-       "      <td>0.666667</td>\n",
-       "      <td>5842041f4e65fad6a7708ab1</td>\n",
-       "      <td>Vero Pier</td>\n",
-       "      <td>2024-07-01</td>\n",
+       "      <td>1718064000</td>\n",
+       "      <td>-5</td>\n",
+       "      <td>VERY_POOR</td>\n",
+       "      <td>0</td>\n",
+       "      <td>584204204e65fad6a7709b62</td>\n",
+       "      <td>Alabama Point</td>\n",
+       "      <td>2024-06-10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>68</th>\n",
-       "      <td>1719878400</td>\n",
-       "      <td>-4</td>\n",
-       "      <td>POOR</td>\n",
-       "      <td>0.833333</td>\n",
-       "      <td>5842041f4e65fad6a7708ab1</td>\n",
-       "      <td>Vero Pier</td>\n",
-       "      <td>2024-07-01</td>\n",
+       "      <td>1718067600</td>\n",
+       "      <td>-5</td>\n",
+       "      <td>VERY_POOR</td>\n",
+       "      <td>0</td>\n",
+       "      <td>584204204e65fad6a7709b62</td>\n",
+       "      <td>Alabama Point</td>\n",
+       "      <td>2024-06-10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>69</th>\n",
-       "      <td>1719882000</td>\n",
-       "      <td>-4</td>\n",
-       "      <td>POOR</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>5842041f4e65fad6a7708ab1</td>\n",
-       "      <td>Vero Pier</td>\n",
-       "      <td>2024-07-01</td>\n",
+       "      <td>1718071200</td>\n",
+       "      <td>-5</td>\n",
+       "      <td>VERY_POOR</td>\n",
+       "      <td>0</td>\n",
+       "      <td>584204204e65fad6a7709b62</td>\n",
+       "      <td>Alabama Point</td>\n",
+       "      <td>2024-06-10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>70</th>\n",
-       "      <td>1719885600</td>\n",
-       "      <td>-4</td>\n",
-       "      <td>POOR</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>5842041f4e65fad6a7708ab1</td>\n",
-       "      <td>Vero Pier</td>\n",
-       "      <td>2024-07-01</td>\n",
+       "      <td>1718074800</td>\n",
+       "      <td>-5</td>\n",
+       "      <td>VERY_POOR</td>\n",
+       "      <td>0</td>\n",
+       "      <td>584204204e65fad6a7709b62</td>\n",
+       "      <td>Alabama Point</td>\n",
+       "      <td>2024-06-10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>71</th>\n",
-       "      <td>1719889200</td>\n",
-       "      <td>-4</td>\n",
+       "      <td>1718078400</td>\n",
+       "      <td>-5</td>\n",
        "      <td>POOR</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>5842041f4e65fad6a7708ab1</td>\n",
-       "      <td>Vero Pier</td>\n",
-       "      <td>2024-07-01</td>\n",
+       "      <td>1</td>\n",
+       "      <td>584204204e65fad6a7709b62</td>\n",
+       "      <td>Alabama Point</td>\n",
+       "      <td>2024-06-10</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -985,30 +964,30 @@
       ],
       "text/plain": [
        "     timestamp  utcOffset rating.key  rating.value                   spot_id  \\\n",
-       "0   1719806400         -4       POOR      1.000000  5842041f4e65fad6a7708aa3   \n",
-       "1   1719810000         -4       POOR      0.833333  5842041f4e65fad6a7708aa3   \n",
-       "2   1719813600         -4       POOR      0.666667  5842041f4e65fad6a7708aa3   \n",
-       "3   1719817200         -4       POOR      0.500000  5842041f4e65fad6a7708aa3   \n",
-       "4   1719820800         -4  VERY_POOR      0.333333  5842041f4e65fad6a7708aa3   \n",
+       "0   1717995600         -5  VERY_POOR             0  584204204e65fad6a7709b5d   \n",
+       "1   1717999200         -5  VERY_POOR             0  584204204e65fad6a7709b5d   \n",
+       "2   1718002800         -5  VERY_POOR             0  584204204e65fad6a7709b5d   \n",
+       "3   1718006400         -5  VERY_POOR             0  584204204e65fad6a7709b5d   \n",
+       "4   1718010000         -5  VERY_POOR             0  584204204e65fad6a7709b5d   \n",
        "..         ...        ...        ...           ...                       ...   \n",
-       "67  1719874800         -4       POOR      0.666667  5842041f4e65fad6a7708ab1   \n",
-       "68  1719878400         -4       POOR      0.833333  5842041f4e65fad6a7708ab1   \n",
-       "69  1719882000         -4       POOR      1.000000  5842041f4e65fad6a7708ab1   \n",
-       "70  1719885600         -4       POOR      1.000000  5842041f4e65fad6a7708ab1   \n",
-       "71  1719889200         -4       POOR      1.000000  5842041f4e65fad6a7708ab1   \n",
-       "\n",
-       "           spot_name utc_fetch_date  \n",
-       "0   Ft. Pierce Inlet     2024-07-01  \n",
-       "1   Ft. Pierce Inlet     2024-07-01  \n",
-       "2   Ft. Pierce Inlet     2024-07-01  \n",
-       "3   Ft. Pierce Inlet     2024-07-01  \n",
-       "4   Ft. Pierce Inlet     2024-07-01  \n",
-       "..               ...            ...  \n",
-       "67         Vero Pier     2024-07-01  \n",
-       "68         Vero Pier     2024-07-01  \n",
-       "69         Vero Pier     2024-07-01  \n",
-       "70         Vero Pier     2024-07-01  \n",
-       "71         Vero Pier     2024-07-01  \n",
+       "67  1718064000         -5  VERY_POOR             0  584204204e65fad6a7709b62   \n",
+       "68  1718067600         -5  VERY_POOR             0  584204204e65fad6a7709b62   \n",
+       "69  1718071200         -5  VERY_POOR             0  584204204e65fad6a7709b62   \n",
+       "70  1718074800         -5  VERY_POOR             0  584204204e65fad6a7709b62   \n",
+       "71  1718078400         -5       POOR             1  584204204e65fad6a7709b62   \n",
+       "\n",
+       "         spot_name utc_fetch_date  \n",
+       "0   Dauphin Island     2024-06-10  \n",
+       "1   Dauphin Island     2024-06-10  \n",
+       "2   Dauphin Island     2024-06-10  \n",
+       "3   Dauphin Island     2024-06-10  \n",
+       "4   Dauphin Island     2024-06-10  \n",
+       "..             ...            ...  \n",
+       "67   Alabama Point     2024-06-10  \n",
+       "68   Alabama Point     2024-06-10  \n",
+       "69   Alabama Point     2024-06-10  \n",
+       "70   Alabama Point     2024-06-10  \n",
+       "71   Alabama Point     2024-06-10  \n",
        "\n",
        "[72 rows x 7 columns]"
       ]
@@ -1085,53 +1064,53 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>2024-07-01 04:00:00</td>\n",
-       "      <td>-4</td>\n",
-       "      <td>POOR</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>5842041f4e65fad6a7708aa3</td>\n",
-       "      <td>Ft. Pierce Inlet</td>\n",
-       "      <td>2024-07-01</td>\n",
+       "      <td>2024-06-10 05:00:00</td>\n",
+       "      <td>-5</td>\n",
+       "      <td>VERY_POOR</td>\n",
+       "      <td>0</td>\n",
+       "      <td>584204204e65fad6a7709b5d</td>\n",
+       "      <td>Dauphin Island</td>\n",
+       "      <td>2024-06-10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>2024-07-01 05:00:00</td>\n",
-       "      <td>-4</td>\n",
-       "      <td>POOR</td>\n",
-       "      <td>0.833333</td>\n",
-       "      <td>5842041f4e65fad6a7708aa3</td>\n",
-       "      <td>Ft. Pierce Inlet</td>\n",
-       "      <td>2024-07-01</td>\n",
+       "      <td>2024-06-10 06:00:00</td>\n",
+       "      <td>-5</td>\n",
+       "      <td>VERY_POOR</td>\n",
+       "      <td>0</td>\n",
+       "      <td>584204204e65fad6a7709b5d</td>\n",
+       "      <td>Dauphin Island</td>\n",
+       "      <td>2024-06-10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>2024-07-01 06:00:00</td>\n",
-       "      <td>-4</td>\n",
-       "      <td>POOR</td>\n",
-       "      <td>0.666667</td>\n",
-       "      <td>5842041f4e65fad6a7708aa3</td>\n",
-       "      <td>Ft. Pierce Inlet</td>\n",
-       "      <td>2024-07-01</td>\n",
+       "      <td>2024-06-10 07:00:00</td>\n",
+       "      <td>-5</td>\n",
+       "      <td>VERY_POOR</td>\n",
+       "      <td>0</td>\n",
+       "      <td>584204204e65fad6a7709b5d</td>\n",
+       "      <td>Dauphin Island</td>\n",
+       "      <td>2024-06-10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>2024-07-01 07:00:00</td>\n",
-       "      <td>-4</td>\n",
-       "      <td>POOR</td>\n",
-       "      <td>0.500000</td>\n",
-       "      <td>5842041f4e65fad6a7708aa3</td>\n",
-       "      <td>Ft. Pierce Inlet</td>\n",
-       "      <td>2024-07-01</td>\n",
+       "      <td>2024-06-10 08:00:00</td>\n",
+       "      <td>-5</td>\n",
+       "      <td>VERY_POOR</td>\n",
+       "      <td>0</td>\n",
+       "      <td>584204204e65fad6a7709b5d</td>\n",
+       "      <td>Dauphin Island</td>\n",
+       "      <td>2024-06-10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>2024-07-01 08:00:00</td>\n",
-       "      <td>-4</td>\n",
+       "      <td>2024-06-10 09:00:00</td>\n",
+       "      <td>-5</td>\n",
        "      <td>VERY_POOR</td>\n",
-       "      <td>0.333333</td>\n",
-       "      <td>5842041f4e65fad6a7708aa3</td>\n",
-       "      <td>Ft. Pierce Inlet</td>\n",
-       "      <td>2024-07-01</td>\n",
+       "      <td>0</td>\n",
+       "      <td>584204204e65fad6a7709b5d</td>\n",
+       "      <td>Dauphin Island</td>\n",
+       "      <td>2024-06-10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -1145,53 +1124,53 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>67</th>\n",
-       "      <td>2024-07-01 23:00:00</td>\n",
-       "      <td>-4</td>\n",
-       "      <td>POOR</td>\n",
-       "      <td>0.666667</td>\n",
-       "      <td>5842041f4e65fad6a7708ab1</td>\n",
-       "      <td>Vero Pier</td>\n",
-       "      <td>2024-07-01</td>\n",
+       "      <td>2024-06-11 00:00:00</td>\n",
+       "      <td>-5</td>\n",
+       "      <td>VERY_POOR</td>\n",
+       "      <td>0</td>\n",
+       "      <td>584204204e65fad6a7709b62</td>\n",
+       "      <td>Alabama Point</td>\n",
+       "      <td>2024-06-10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>68</th>\n",
-       "      <td>2024-07-02 00:00:00</td>\n",
-       "      <td>-4</td>\n",
-       "      <td>POOR</td>\n",
-       "      <td>0.833333</td>\n",
-       "      <td>5842041f4e65fad6a7708ab1</td>\n",
-       "      <td>Vero Pier</td>\n",
-       "      <td>2024-07-01</td>\n",
+       "      <td>2024-06-11 01:00:00</td>\n",
+       "      <td>-5</td>\n",
+       "      <td>VERY_POOR</td>\n",
+       "      <td>0</td>\n",
+       "      <td>584204204e65fad6a7709b62</td>\n",
+       "      <td>Alabama Point</td>\n",
+       "      <td>2024-06-10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>69</th>\n",
-       "      <td>2024-07-02 01:00:00</td>\n",
-       "      <td>-4</td>\n",
-       "      <td>POOR</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>5842041f4e65fad6a7708ab1</td>\n",
-       "      <td>Vero Pier</td>\n",
-       "      <td>2024-07-01</td>\n",
+       "      <td>2024-06-11 02:00:00</td>\n",
+       "      <td>-5</td>\n",
+       "      <td>VERY_POOR</td>\n",
+       "      <td>0</td>\n",
+       "      <td>584204204e65fad6a7709b62</td>\n",
+       "      <td>Alabama Point</td>\n",
+       "      <td>2024-06-10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>70</th>\n",
-       "      <td>2024-07-02 02:00:00</td>\n",
-       "      <td>-4</td>\n",
-       "      <td>POOR</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>5842041f4e65fad6a7708ab1</td>\n",
-       "      <td>Vero Pier</td>\n",
-       "      <td>2024-07-01</td>\n",
+       "      <td>2024-06-11 03:00:00</td>\n",
+       "      <td>-5</td>\n",
+       "      <td>VERY_POOR</td>\n",
+       "      <td>0</td>\n",
+       "      <td>584204204e65fad6a7709b62</td>\n",
+       "      <td>Alabama Point</td>\n",
+       "      <td>2024-06-10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>71</th>\n",
-       "      <td>2024-07-02 03:00:00</td>\n",
-       "      <td>-4</td>\n",
+       "      <td>2024-06-11 04:00:00</td>\n",
+       "      <td>-5</td>\n",
        "      <td>POOR</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>5842041f4e65fad6a7708ab1</td>\n",
-       "      <td>Vero Pier</td>\n",
-       "      <td>2024-07-01</td>\n",
+       "      <td>1</td>\n",
+       "      <td>584204204e65fad6a7709b62</td>\n",
+       "      <td>Alabama Point</td>\n",
+       "      <td>2024-06-10</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -1200,30 +1179,30 @@
       ],
       "text/plain": [
        "             timestamp  utcOffset rating.key  rating.value  \\\n",
-       "0  2024-07-01 04:00:00         -4       POOR      1.000000   \n",
-       "1  2024-07-01 05:00:00         -4       POOR      0.833333   \n",
-       "2  2024-07-01 06:00:00         -4       POOR      0.666667   \n",
-       "3  2024-07-01 07:00:00         -4       POOR      0.500000   \n",
-       "4  2024-07-01 08:00:00         -4  VERY_POOR      0.333333   \n",
+       "0  2024-06-10 05:00:00         -5  VERY_POOR             0   \n",
+       "1  2024-06-10 06:00:00         -5  VERY_POOR             0   \n",
+       "2  2024-06-10 07:00:00         -5  VERY_POOR             0   \n",
+       "3  2024-06-10 08:00:00         -5  VERY_POOR             0   \n",
+       "4  2024-06-10 09:00:00         -5  VERY_POOR             0   \n",
        "..                 ...        ...        ...           ...   \n",
-       "67 2024-07-01 23:00:00         -4       POOR      0.666667   \n",
-       "68 2024-07-02 00:00:00         -4       POOR      0.833333   \n",
-       "69 2024-07-02 01:00:00         -4       POOR      1.000000   \n",
-       "70 2024-07-02 02:00:00         -4       POOR      1.000000   \n",
-       "71 2024-07-02 03:00:00         -4       POOR      1.000000   \n",
-       "\n",
-       "                     spot_id         spot_name utc_fetch_date  \n",
-       "0   5842041f4e65fad6a7708aa3  Ft. Pierce Inlet     2024-07-01  \n",
-       "1   5842041f4e65fad6a7708aa3  Ft. Pierce Inlet     2024-07-01  \n",
-       "2   5842041f4e65fad6a7708aa3  Ft. Pierce Inlet     2024-07-01  \n",
-       "3   5842041f4e65fad6a7708aa3  Ft. Pierce Inlet     2024-07-01  \n",
-       "4   5842041f4e65fad6a7708aa3  Ft. Pierce Inlet     2024-07-01  \n",
-       "..                       ...               ...            ...  \n",
-       "67  5842041f4e65fad6a7708ab1         Vero Pier     2024-07-01  \n",
-       "68  5842041f4e65fad6a7708ab1         Vero Pier     2024-07-01  \n",
-       "69  5842041f4e65fad6a7708ab1         Vero Pier     2024-07-01  \n",
-       "70  5842041f4e65fad6a7708ab1         Vero Pier     2024-07-01  \n",
-       "71  5842041f4e65fad6a7708ab1         Vero Pier     2024-07-01  \n",
+       "67 2024-06-11 00:00:00         -5  VERY_POOR             0   \n",
+       "68 2024-06-11 01:00:00         -5  VERY_POOR             0   \n",
+       "69 2024-06-11 02:00:00         -5  VERY_POOR             0   \n",
+       "70 2024-06-11 03:00:00         -5  VERY_POOR             0   \n",
+       "71 2024-06-11 04:00:00         -5       POOR             1   \n",
+       "\n",
+       "                     spot_id       spot_name utc_fetch_date  \n",
+       "0   584204204e65fad6a7709b5d  Dauphin Island     2024-06-10  \n",
+       "1   584204204e65fad6a7709b5d  Dauphin Island     2024-06-10  \n",
+       "2   584204204e65fad6a7709b5d  Dauphin Island     2024-06-10  \n",
+       "3   584204204e65fad6a7709b5d  Dauphin Island     2024-06-10  \n",
+       "4   584204204e65fad6a7709b5d  Dauphin Island     2024-06-10  \n",
+       "..                       ...             ...            ...  \n",
+       "67  584204204e65fad6a7709b62   Alabama Point     2024-06-10  \n",
+       "68  584204204e65fad6a7709b62   Alabama Point     2024-06-10  \n",
+       "69  584204204e65fad6a7709b62   Alabama Point     2024-06-10  \n",
+       "70  584204204e65fad6a7709b62   Alabama Point     2024-06-10  \n",
+       "71  584204204e65fad6a7709b62   Alabama Point     2024-06-10  \n",
        "\n",
        "[72 rows x 7 columns]"
       ]
@@ -1285,58 +1264,58 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>2024-07-01 04:00:00</td>\n",
-       "      <td>-4</td>\n",
-       "      <td>POOR</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>5842041f4e65fad6a7708aa3</td>\n",
-       "      <td>Ft. Pierce Inlet</td>\n",
-       "      <td>2024-07-01</td>\n",
-       "      <td>2024-07-01 00:00:00</td>\n",
+       "      <td>2024-06-10 05:00:00</td>\n",
+       "      <td>-5</td>\n",
+       "      <td>VERY_POOR</td>\n",
+       "      <td>0</td>\n",
+       "      <td>584204204e65fad6a7709b5d</td>\n",
+       "      <td>Dauphin Island</td>\n",
+       "      <td>2024-06-10</td>\n",
+       "      <td>2024-06-10 00:00:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>2024-07-01 05:00:00</td>\n",
-       "      <td>-4</td>\n",
-       "      <td>POOR</td>\n",
-       "      <td>0.833333</td>\n",
-       "      <td>5842041f4e65fad6a7708aa3</td>\n",
-       "      <td>Ft. Pierce Inlet</td>\n",
-       "      <td>2024-07-01</td>\n",
-       "      <td>2024-07-01 01:00:00</td>\n",
+       "      <td>2024-06-10 06:00:00</td>\n",
+       "      <td>-5</td>\n",
+       "      <td>VERY_POOR</td>\n",
+       "      <td>0</td>\n",
+       "      <td>584204204e65fad6a7709b5d</td>\n",
+       "      <td>Dauphin Island</td>\n",
+       "      <td>2024-06-10</td>\n",
+       "      <td>2024-06-10 01:00:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>2024-07-01 06:00:00</td>\n",
-       "      <td>-4</td>\n",
-       "      <td>POOR</td>\n",
-       "      <td>0.666667</td>\n",
-       "      <td>5842041f4e65fad6a7708aa3</td>\n",
-       "      <td>Ft. Pierce Inlet</td>\n",
-       "      <td>2024-07-01</td>\n",
-       "      <td>2024-07-01 02:00:00</td>\n",
+       "      <td>2024-06-10 07:00:00</td>\n",
+       "      <td>-5</td>\n",
+       "      <td>VERY_POOR</td>\n",
+       "      <td>0</td>\n",
+       "      <td>584204204e65fad6a7709b5d</td>\n",
+       "      <td>Dauphin Island</td>\n",
+       "      <td>2024-06-10</td>\n",
+       "      <td>2024-06-10 02:00:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>2024-07-01 07:00:00</td>\n",
-       "      <td>-4</td>\n",
-       "      <td>POOR</td>\n",
-       "      <td>0.500000</td>\n",
-       "      <td>5842041f4e65fad6a7708aa3</td>\n",
-       "      <td>Ft. Pierce Inlet</td>\n",
-       "      <td>2024-07-01</td>\n",
-       "      <td>2024-07-01 03:00:00</td>\n",
+       "      <td>2024-06-10 08:00:00</td>\n",
+       "      <td>-5</td>\n",
+       "      <td>VERY_POOR</td>\n",
+       "      <td>0</td>\n",
+       "      <td>584204204e65fad6a7709b5d</td>\n",
+       "      <td>Dauphin Island</td>\n",
+       "      <td>2024-06-10</td>\n",
+       "      <td>2024-06-10 03:00:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>2024-07-01 08:00:00</td>\n",
-       "      <td>-4</td>\n",
+       "      <td>2024-06-10 09:00:00</td>\n",
+       "      <td>-5</td>\n",
        "      <td>VERY_POOR</td>\n",
-       "      <td>0.333333</td>\n",
-       "      <td>5842041f4e65fad6a7708aa3</td>\n",
-       "      <td>Ft. Pierce Inlet</td>\n",
-       "      <td>2024-07-01</td>\n",
-       "      <td>2024-07-01 04:00:00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>584204204e65fad6a7709b5d</td>\n",
+       "      <td>Dauphin Island</td>\n",
+       "      <td>2024-06-10</td>\n",
+       "      <td>2024-06-10 04:00:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -1351,58 +1330,58 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>67</th>\n",
-       "      <td>2024-07-01 23:00:00</td>\n",
-       "      <td>-4</td>\n",
-       "      <td>POOR</td>\n",
-       "      <td>0.666667</td>\n",
-       "      <td>5842041f4e65fad6a7708ab1</td>\n",
-       "      <td>Vero Pier</td>\n",
-       "      <td>2024-07-01</td>\n",
-       "      <td>2024-07-01 19:00:00</td>\n",
+       "      <td>2024-06-11 00:00:00</td>\n",
+       "      <td>-5</td>\n",
+       "      <td>VERY_POOR</td>\n",
+       "      <td>0</td>\n",
+       "      <td>584204204e65fad6a7709b62</td>\n",
+       "      <td>Alabama Point</td>\n",
+       "      <td>2024-06-10</td>\n",
+       "      <td>2024-06-10 19:00:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>68</th>\n",
-       "      <td>2024-07-02 00:00:00</td>\n",
-       "      <td>-4</td>\n",
-       "      <td>POOR</td>\n",
-       "      <td>0.833333</td>\n",
-       "      <td>5842041f4e65fad6a7708ab1</td>\n",
-       "      <td>Vero Pier</td>\n",
-       "      <td>2024-07-01</td>\n",
-       "      <td>2024-07-01 20:00:00</td>\n",
+       "      <td>2024-06-11 01:00:00</td>\n",
+       "      <td>-5</td>\n",
+       "      <td>VERY_POOR</td>\n",
+       "      <td>0</td>\n",
+       "      <td>584204204e65fad6a7709b62</td>\n",
+       "      <td>Alabama Point</td>\n",
+       "      <td>2024-06-10</td>\n",
+       "      <td>2024-06-10 20:00:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>69</th>\n",
-       "      <td>2024-07-02 01:00:00</td>\n",
-       "      <td>-4</td>\n",
-       "      <td>POOR</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>5842041f4e65fad6a7708ab1</td>\n",
-       "      <td>Vero Pier</td>\n",
-       "      <td>2024-07-01</td>\n",
-       "      <td>2024-07-01 21:00:00</td>\n",
+       "      <td>2024-06-11 02:00:00</td>\n",
+       "      <td>-5</td>\n",
+       "      <td>VERY_POOR</td>\n",
+       "      <td>0</td>\n",
+       "      <td>584204204e65fad6a7709b62</td>\n",
+       "      <td>Alabama Point</td>\n",
+       "      <td>2024-06-10</td>\n",
+       "      <td>2024-06-10 21:00:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>70</th>\n",
-       "      <td>2024-07-02 02:00:00</td>\n",
-       "      <td>-4</td>\n",
-       "      <td>POOR</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>5842041f4e65fad6a7708ab1</td>\n",
-       "      <td>Vero Pier</td>\n",
-       "      <td>2024-07-01</td>\n",
-       "      <td>2024-07-01 22:00:00</td>\n",
+       "      <td>2024-06-11 03:00:00</td>\n",
+       "      <td>-5</td>\n",
+       "      <td>VERY_POOR</td>\n",
+       "      <td>0</td>\n",
+       "      <td>584204204e65fad6a7709b62</td>\n",
+       "      <td>Alabama Point</td>\n",
+       "      <td>2024-06-10</td>\n",
+       "      <td>2024-06-10 22:00:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>71</th>\n",
-       "      <td>2024-07-02 03:00:00</td>\n",
-       "      <td>-4</td>\n",
+       "      <td>2024-06-11 04:00:00</td>\n",
+       "      <td>-5</td>\n",
        "      <td>POOR</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>5842041f4e65fad6a7708ab1</td>\n",
-       "      <td>Vero Pier</td>\n",
-       "      <td>2024-07-01</td>\n",
-       "      <td>2024-07-01 23:00:00</td>\n",
+       "      <td>1</td>\n",
+       "      <td>584204204e65fad6a7709b62</td>\n",
+       "      <td>Alabama Point</td>\n",
+       "      <td>2024-06-10</td>\n",
+       "      <td>2024-06-10 23:00:00</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -1411,43 +1390,43 @@
       ],
       "text/plain": [
        "             timestamp  utcOffset rating.key  rating.value  \\\n",
-       "0  2024-07-01 04:00:00         -4       POOR      1.000000   \n",
-       "1  2024-07-01 05:00:00         -4       POOR      0.833333   \n",
-       "2  2024-07-01 06:00:00         -4       POOR      0.666667   \n",
-       "3  2024-07-01 07:00:00         -4       POOR      0.500000   \n",
-       "4  2024-07-01 08:00:00         -4  VERY_POOR      0.333333   \n",
+       "0  2024-06-10 05:00:00         -5  VERY_POOR             0   \n",
+       "1  2024-06-10 06:00:00         -5  VERY_POOR             0   \n",
+       "2  2024-06-10 07:00:00         -5  VERY_POOR             0   \n",
+       "3  2024-06-10 08:00:00         -5  VERY_POOR             0   \n",
+       "4  2024-06-10 09:00:00         -5  VERY_POOR             0   \n",
        "..                 ...        ...        ...           ...   \n",
-       "67 2024-07-01 23:00:00         -4       POOR      0.666667   \n",
-       "68 2024-07-02 00:00:00         -4       POOR      0.833333   \n",
-       "69 2024-07-02 01:00:00         -4       POOR      1.000000   \n",
-       "70 2024-07-02 02:00:00         -4       POOR      1.000000   \n",
-       "71 2024-07-02 03:00:00         -4       POOR      1.000000   \n",
-       "\n",
-       "                     spot_id         spot_name utc_fetch_date  \\\n",
-       "0   5842041f4e65fad6a7708aa3  Ft. Pierce Inlet     2024-07-01   \n",
-       "1   5842041f4e65fad6a7708aa3  Ft. Pierce Inlet     2024-07-01   \n",
-       "2   5842041f4e65fad6a7708aa3  Ft. Pierce Inlet     2024-07-01   \n",
-       "3   5842041f4e65fad6a7708aa3  Ft. Pierce Inlet     2024-07-01   \n",
-       "4   5842041f4e65fad6a7708aa3  Ft. Pierce Inlet     2024-07-01   \n",
-       "..                       ...               ...            ...   \n",
-       "67  5842041f4e65fad6a7708ab1         Vero Pier     2024-07-01   \n",
-       "68  5842041f4e65fad6a7708ab1         Vero Pier     2024-07-01   \n",
-       "69  5842041f4e65fad6a7708ab1         Vero Pier     2024-07-01   \n",
-       "70  5842041f4e65fad6a7708ab1         Vero Pier     2024-07-01   \n",
-       "71  5842041f4e65fad6a7708ab1         Vero Pier     2024-07-01   \n",
+       "67 2024-06-11 00:00:00         -5  VERY_POOR             0   \n",
+       "68 2024-06-11 01:00:00         -5  VERY_POOR             0   \n",
+       "69 2024-06-11 02:00:00         -5  VERY_POOR             0   \n",
+       "70 2024-06-11 03:00:00         -5  VERY_POOR             0   \n",
+       "71 2024-06-11 04:00:00         -5       POOR             1   \n",
+       "\n",
+       "                     spot_id       spot_name utc_fetch_date  \\\n",
+       "0   584204204e65fad6a7709b5d  Dauphin Island     2024-06-10   \n",
+       "1   584204204e65fad6a7709b5d  Dauphin Island     2024-06-10   \n",
+       "2   584204204e65fad6a7709b5d  Dauphin Island     2024-06-10   \n",
+       "3   584204204e65fad6a7709b5d  Dauphin Island     2024-06-10   \n",
+       "4   584204204e65fad6a7709b5d  Dauphin Island     2024-06-10   \n",
+       "..                       ...             ...            ...   \n",
+       "67  584204204e65fad6a7709b62   Alabama Point     2024-06-10   \n",
+       "68  584204204e65fad6a7709b62   Alabama Point     2024-06-10   \n",
+       "69  584204204e65fad6a7709b62   Alabama Point     2024-06-10   \n",
+       "70  584204204e65fad6a7709b62   Alabama Point     2024-06-10   \n",
+       "71  584204204e65fad6a7709b62   Alabama Point     2024-06-10   \n",
        "\n",
        "         timestamp_utc  \n",
-       "0  2024-07-01 00:00:00  \n",
-       "1  2024-07-01 01:00:00  \n",
-       "2  2024-07-01 02:00:00  \n",
-       "3  2024-07-01 03:00:00  \n",
-       "4  2024-07-01 04:00:00  \n",
+       "0  2024-06-10 00:00:00  \n",
+       "1  2024-06-10 01:00:00  \n",
+       "2  2024-06-10 02:00:00  \n",
+       "3  2024-06-10 03:00:00  \n",
+       "4  2024-06-10 04:00:00  \n",
        "..                 ...  \n",
-       "67 2024-07-01 19:00:00  \n",
-       "68 2024-07-01 20:00:00  \n",
-       "69 2024-07-01 21:00:00  \n",
-       "70 2024-07-01 22:00:00  \n",
-       "71 2024-07-01 23:00:00  \n",
+       "67 2024-06-10 19:00:00  \n",
+       "68 2024-06-10 20:00:00  \n",
+       "69 2024-06-10 21:00:00  \n",
+       "70 2024-06-10 22:00:00  \n",
+       "71 2024-06-10 23:00:00  \n",
        "\n",
        "[72 rows x 8 columns]"
       ]
@@ -1472,7 +1451,7 @@
        "timestamp         datetime64[ns]\n",
        "utcOffset                  int64\n",
        "rating.key                object\n",
-       "rating.value             float64\n",
+       "rating.value               int64\n",
        "spot_id                   object\n",
        "spot_name                 object\n",
        "utc_fetch_date            object\n",
@@ -1493,65 +1472,7 @@
    "cell_type": "code",
    "execution_count": 40,
    "metadata": {},
-   "outputs": [
-    {
-     "ename": "OperationalError",
-     "evalue": "(psycopg2.OperationalError) connection to server at \"localhost\" (::1), port 5432 failed: Connection refused\n\tIs the server running on that host and accepting TCP/IP connections?\nconnection to server at \"localhost\" (127.0.0.1), port 5432 failed: Connection refused\n\tIs the server running on that host and accepting TCP/IP connections?\n\n(Background on this error at: https://sqlalche.me/e/14/e3q8)",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mOperationalError\u001b[0m                          Traceback (most recent call last)",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/engine/base.py:3371\u001b[0m, in \u001b[0;36mEngine._wrap_pool_connect\u001b[0;34m(self, fn, connection)\u001b[0m\n\u001b[1;32m   3370\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-> 3371\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   3372\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m dialect\u001b[38;5;241m.\u001b[39mdbapi\u001b[38;5;241m.\u001b[39mError \u001b[38;5;28;01mas\u001b[39;00m e:\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/pool/base.py:327\u001b[0m, in \u001b[0;36mPool.connect\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    320\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Return a DBAPI connection from the pool.\u001b[39;00m\n\u001b[1;32m    321\u001b[0m \n\u001b[1;32m    322\u001b[0m \u001b[38;5;124;03mThe connection is instrumented such that when its\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    325\u001b[0m \n\u001b[1;32m    326\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m--> 327\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_ConnectionFairy\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_checkout\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/pool/base.py:894\u001b[0m, in \u001b[0;36m_ConnectionFairy._checkout\u001b[0;34m(cls, pool, threadconns, fairy)\u001b[0m\n\u001b[1;32m    893\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m fairy:\n\u001b[0;32m--> 894\u001b[0m     fairy \u001b[38;5;241m=\u001b[39m \u001b[43m_ConnectionRecord\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcheckout\u001b[49m\u001b[43m(\u001b[49m\u001b[43mpool\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    896\u001b[0m     fairy\u001b[38;5;241m.\u001b[39m_pool \u001b[38;5;241m=\u001b[39m pool\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/pool/base.py:493\u001b[0m, in \u001b[0;36m_ConnectionRecord.checkout\u001b[0;34m(cls, pool)\u001b[0m\n\u001b[1;32m    491\u001b[0m \u001b[38;5;129m@classmethod\u001b[39m\n\u001b[1;32m    492\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mcheckout\u001b[39m(\u001b[38;5;28mcls\u001b[39m, pool):\n\u001b[0;32m--> 493\u001b[0m     rec \u001b[38;5;241m=\u001b[39m \u001b[43mpool\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_do_get\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    494\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/pool/impl.py:145\u001b[0m, in \u001b[0;36mQueuePool._do_get\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    144\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m:\n\u001b[0;32m--> 145\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;28;43;01mwith\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mutil\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msafe_reraise\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m:\u001b[49m\n\u001b[1;32m    146\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_dec_overflow\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/util/langhelpers.py:70\u001b[0m, in \u001b[0;36msafe_reraise.__exit__\u001b[0;34m(self, type_, value, traceback)\u001b[0m\n\u001b[1;32m     69\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mwarn_only:\n\u001b[0;32m---> 70\u001b[0m         \u001b[43mcompat\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mraise_\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m     71\u001b[0m \u001b[43m            \u001b[49m\u001b[43mexc_value\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     72\u001b[0m \u001b[43m            \u001b[49m\u001b[43mwith_traceback\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mexc_tb\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     73\u001b[0m \u001b[43m        \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     74\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/util/compat.py:211\u001b[0m, in \u001b[0;36mraise_\u001b[0;34m(***failed resolving arguments***)\u001b[0m\n\u001b[1;32m    210\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 211\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m exception\n\u001b[1;32m    212\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[1;32m    213\u001b[0m     \u001b[38;5;66;03m# credit to\u001b[39;00m\n\u001b[1;32m    214\u001b[0m     \u001b[38;5;66;03m# https://cosmicpercolator.com/2016/01/13/exception-leaks-in-python-2-and-3/\u001b[39;00m\n\u001b[1;32m    215\u001b[0m     \u001b[38;5;66;03m# as the __traceback__ object creates a cycle\u001b[39;00m\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/pool/impl.py:143\u001b[0m, in \u001b[0;36mQueuePool._do_get\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    142\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 143\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_create_connection\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    144\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m:\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/pool/base.py:273\u001b[0m, in \u001b[0;36mPool._create_connection\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    271\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Called by subclasses to create a new ConnectionRecord.\"\"\"\u001b[39;00m\n\u001b[0;32m--> 273\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_ConnectionRecord\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/pool/base.py:388\u001b[0m, in \u001b[0;36m_ConnectionRecord.__init__\u001b[0;34m(self, pool, connect)\u001b[0m\n\u001b[1;32m    387\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m connect:\n\u001b[0;32m--> 388\u001b[0m     \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m__connect\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    389\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfinalize_callback \u001b[38;5;241m=\u001b[39m deque()\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/pool/base.py:690\u001b[0m, in \u001b[0;36m_ConnectionRecord.__connect\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    689\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mBaseException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m--> 690\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;28;43;01mwith\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mutil\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msafe_reraise\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m:\u001b[49m\n\u001b[1;32m    691\u001b[0m \u001b[43m        \u001b[49m\u001b[43mpool\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlogger\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdebug\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mError on connect(): \u001b[39;49m\u001b[38;5;132;43;01m%s\u001b[39;49;00m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43me\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/util/langhelpers.py:70\u001b[0m, in \u001b[0;36msafe_reraise.__exit__\u001b[0;34m(self, type_, value, traceback)\u001b[0m\n\u001b[1;32m     69\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mwarn_only:\n\u001b[0;32m---> 70\u001b[0m         \u001b[43mcompat\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mraise_\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m     71\u001b[0m \u001b[43m            \u001b[49m\u001b[43mexc_value\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     72\u001b[0m \u001b[43m            \u001b[49m\u001b[43mwith_traceback\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mexc_tb\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     73\u001b[0m \u001b[43m        \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     74\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/util/compat.py:211\u001b[0m, in \u001b[0;36mraise_\u001b[0;34m(***failed resolving arguments***)\u001b[0m\n\u001b[1;32m    210\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 211\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m exception\n\u001b[1;32m    212\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[1;32m    213\u001b[0m     \u001b[38;5;66;03m# credit to\u001b[39;00m\n\u001b[1;32m    214\u001b[0m     \u001b[38;5;66;03m# https://cosmicpercolator.com/2016/01/13/exception-leaks-in-python-2-and-3/\u001b[39;00m\n\u001b[1;32m    215\u001b[0m     \u001b[38;5;66;03m# as the __traceback__ object creates a cycle\u001b[39;00m\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/pool/base.py:686\u001b[0m, in \u001b[0;36m_ConnectionRecord.__connect\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    685\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mstarttime \u001b[38;5;241m=\u001b[39m time\u001b[38;5;241m.\u001b[39mtime()\n\u001b[0;32m--> 686\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdbapi_connection \u001b[38;5;241m=\u001b[39m connection \u001b[38;5;241m=\u001b[39m \u001b[43mpool\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_invoke_creator\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m    687\u001b[0m pool\u001b[38;5;241m.\u001b[39mlogger\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCreated new connection \u001b[39m\u001b[38;5;132;01m%r\u001b[39;00m\u001b[38;5;124m\"\u001b[39m, connection)\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/engine/create.py:574\u001b[0m, in \u001b[0;36mcreate_engine.<locals>.connect\u001b[0;34m(connection_record)\u001b[0m\n\u001b[1;32m    573\u001b[0m             \u001b[38;5;28;01mreturn\u001b[39;00m connection\n\u001b[0;32m--> 574\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mdialect\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconnect\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mcargs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mcparams\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/engine/default.py:598\u001b[0m, in \u001b[0;36mDefaultDialect.connect\u001b[0;34m(self, *cargs, **cparams)\u001b[0m\n\u001b[1;32m    596\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mconnect\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39mcargs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mcparams):\n\u001b[1;32m    597\u001b[0m     \u001b[38;5;66;03m# inherits the docstring from interfaces.Dialect.connect\u001b[39;00m\n\u001b[0;32m--> 598\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdbapi\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconnect\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mcargs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mcparams\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/psycopg2/__init__.py:122\u001b[0m, in \u001b[0;36mconnect\u001b[0;34m(dsn, connection_factory, cursor_factory, **kwargs)\u001b[0m\n\u001b[1;32m    121\u001b[0m dsn \u001b[38;5;241m=\u001b[39m _ext\u001b[38;5;241m.\u001b[39mmake_dsn(dsn, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m--> 122\u001b[0m conn \u001b[38;5;241m=\u001b[39m \u001b[43m_connect\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdsn\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconnection_factory\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mconnection_factory\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwasync\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    123\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m cursor_factory \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n",
-      "\u001b[0;31mOperationalError\u001b[0m: connection to server at \"localhost\" (::1), port 5432 failed: Connection refused\n\tIs the server running on that host and accepting TCP/IP connections?\nconnection to server at \"localhost\" (127.0.0.1), port 5432 failed: Connection refused\n\tIs the server running on that host and accepting TCP/IP connections?\n",
-      "\nThe above exception was the direct cause of the following exception:\n",
-      "\u001b[0;31mOperationalError\u001b[0m                          Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[40], line 5\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m spot \u001b[38;5;129;01min\u001b[39;00m df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnames\u001b[39m\u001b[38;5;124m'\u001b[39m]:\n\u001b[1;32m      4\u001b[0m     stmt \u001b[38;5;241m=\u001b[39m text(\u001b[38;5;124m\"\"\"\u001b[39m\u001b[38;5;124mselect * from spots where spot_name like :spot\u001b[39m\u001b[38;5;124m\"\"\"\u001b[39m)\n\u001b[0;32m----> 5\u001b[0m     result \u001b[38;5;241m=\u001b[39m \u001b[43mdb\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexecute\u001b[49m\u001b[43m(\u001b[49m\u001b[43mstmt\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m{\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mspot\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mspot\u001b[49m\u001b[43m}\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39mfetchall()\n\u001b[1;32m      6\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(result) \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[1;32m      7\u001b[0m         matching_spots\u001b[38;5;241m.\u001b[39mappend(result)\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/orm/session.py:1716\u001b[0m, in \u001b[0;36mSession.execute\u001b[0;34m(self, statement, params, execution_options, bind_arguments, _parent_execute_state, _add_event, **kw)\u001b[0m\n\u001b[1;32m   1712\u001b[0m     execution_options \u001b[38;5;241m=\u001b[39m execution_options\u001b[38;5;241m.\u001b[39munion(\n\u001b[1;32m   1713\u001b[0m         \u001b[38;5;28mdict\u001b[39m(future_result\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[1;32m   1714\u001b[0m     )\n\u001b[1;32m   1715\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m-> 1716\u001b[0m     conn \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_connection_for_bind\u001b[49m\u001b[43m(\u001b[49m\u001b[43mbind\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1717\u001b[0m result \u001b[38;5;241m=\u001b[39m conn\u001b[38;5;241m.\u001b[39m_execute_20(statement, params \u001b[38;5;129;01mor\u001b[39;00m {}, execution_options)\n\u001b[1;32m   1719\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m compile_state_cls:\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/orm/session.py:1555\u001b[0m, in \u001b[0;36mSession._connection_for_bind\u001b[0;34m(self, engine, execution_options, **kw)\u001b[0m\n\u001b[1;32m   1552\u001b[0m TransactionalContext\u001b[38;5;241m.\u001b[39m_trans_ctx_check(\u001b[38;5;28mself\u001b[39m)\n\u001b[1;32m   1554\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_transaction \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_autobegin():\n\u001b[0;32m-> 1555\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_transaction\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_connection_for_bind\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m   1556\u001b[0m \u001b[43m        \u001b[49m\u001b[43mengine\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mexecution_options\u001b[49m\n\u001b[1;32m   1557\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1559\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_transaction \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m   1560\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mautocommit\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/orm/session.py:750\u001b[0m, in \u001b[0;36mSessionTransaction._connection_for_bind\u001b[0;34m(self, bind, execution_options)\u001b[0m\n\u001b[1;32m    745\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m sa_exc\u001b[38;5;241m.\u001b[39mInvalidRequestError(\n\u001b[1;32m    746\u001b[0m                 \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSession already has a Connection associated for the \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    747\u001b[0m                 \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mgiven Connection\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms Engine\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    748\u001b[0m             )\n\u001b[1;32m    749\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 750\u001b[0m         conn \u001b[38;5;241m=\u001b[39m \u001b[43mbind\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconnect\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    751\u001b[0m         local_connect \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[1;32m    753\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/engine/base.py:3325\u001b[0m, in \u001b[0;36mEngine.connect\u001b[0;34m(self, close_with_result)\u001b[0m\n\u001b[1;32m   3310\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mconnect\u001b[39m(\u001b[38;5;28mself\u001b[39m, close_with_result\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m):\n\u001b[1;32m   3311\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"Return a new :class:`_engine.Connection` object.\u001b[39;00m\n\u001b[1;32m   3312\u001b[0m \n\u001b[1;32m   3313\u001b[0m \u001b[38;5;124;03m    The :class:`_engine.Connection` object is a facade that uses a DBAPI\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m   3322\u001b[0m \n\u001b[1;32m   3323\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m-> 3325\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_connection_cls\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mclose_with_result\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mclose_with_result\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/engine/base.py:96\u001b[0m, in \u001b[0;36mConnection.__init__\u001b[0;34m(self, engine, connection, close_with_result, _branch_from, _execution_options, _dispatch, _has_events, _allow_revalidate)\u001b[0m\n\u001b[1;32m     91\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_has_events \u001b[38;5;241m=\u001b[39m _branch_from\u001b[38;5;241m.\u001b[39m_has_events\n\u001b[1;32m     92\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m     93\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_dbapi_connection \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m     94\u001b[0m         connection\n\u001b[1;32m     95\u001b[0m         \u001b[38;5;28;01mif\u001b[39;00m connection \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m---> 96\u001b[0m         \u001b[38;5;28;01melse\u001b[39;00m \u001b[43mengine\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mraw_connection\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     97\u001b[0m     )\n\u001b[1;32m     99\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_transaction \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_nested_transaction \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m    100\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m__savepoint_seq \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/engine/base.py:3404\u001b[0m, in \u001b[0;36mEngine.raw_connection\u001b[0;34m(self, _connection)\u001b[0m\n\u001b[1;32m   3382\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mraw_connection\u001b[39m(\u001b[38;5;28mself\u001b[39m, _connection\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[1;32m   3383\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"Return a \"raw\" DBAPI connection from the connection pool.\u001b[39;00m\n\u001b[1;32m   3384\u001b[0m \n\u001b[1;32m   3385\u001b[0m \u001b[38;5;124;03m    The returned object is a proxied version of the DBAPI\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m   3402\u001b[0m \n\u001b[1;32m   3403\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m-> 3404\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_wrap_pool_connect\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpool\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconnect\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m_connection\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/engine/base.py:3374\u001b[0m, in \u001b[0;36mEngine._wrap_pool_connect\u001b[0;34m(self, fn, connection)\u001b[0m\n\u001b[1;32m   3372\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m dialect\u001b[38;5;241m.\u001b[39mdbapi\u001b[38;5;241m.\u001b[39mError \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m   3373\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m connection \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m-> 3374\u001b[0m         \u001b[43mConnection\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_handle_dbapi_exception_noconnection\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m   3375\u001b[0m \u001b[43m            \u001b[49m\u001b[43me\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdialect\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\n\u001b[1;32m   3376\u001b[0m \u001b[43m        \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   3377\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m   3378\u001b[0m         util\u001b[38;5;241m.\u001b[39mraise_(\n\u001b[1;32m   3379\u001b[0m             sys\u001b[38;5;241m.\u001b[39mexc_info()[\u001b[38;5;241m1\u001b[39m], with_traceback\u001b[38;5;241m=\u001b[39msys\u001b[38;5;241m.\u001b[39mexc_info()[\u001b[38;5;241m2\u001b[39m]\n\u001b[1;32m   3380\u001b[0m         )\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/engine/base.py:2208\u001b[0m, in \u001b[0;36mConnection._handle_dbapi_exception_noconnection\u001b[0;34m(cls, e, dialect, engine)\u001b[0m\n\u001b[1;32m   2206\u001b[0m     util\u001b[38;5;241m.\u001b[39mraise_(newraise, with_traceback\u001b[38;5;241m=\u001b[39mexc_info[\u001b[38;5;241m2\u001b[39m], from_\u001b[38;5;241m=\u001b[39me)\n\u001b[1;32m   2207\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m should_wrap:\n\u001b[0;32m-> 2208\u001b[0m     \u001b[43mutil\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mraise_\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m   2209\u001b[0m \u001b[43m        \u001b[49m\u001b[43msqlalchemy_exception\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mwith_traceback\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mexc_info\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m2\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfrom_\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43me\u001b[49m\n\u001b[1;32m   2210\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   2211\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m   2212\u001b[0m     util\u001b[38;5;241m.\u001b[39mraise_(exc_info[\u001b[38;5;241m1\u001b[39m], with_traceback\u001b[38;5;241m=\u001b[39mexc_info[\u001b[38;5;241m2\u001b[39m])\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/util/compat.py:211\u001b[0m, in \u001b[0;36mraise_\u001b[0;34m(***failed resolving arguments***)\u001b[0m\n\u001b[1;32m    208\u001b[0m     exception\u001b[38;5;241m.\u001b[39m__cause__ \u001b[38;5;241m=\u001b[39m replace_context\n\u001b[1;32m    210\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 211\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m exception\n\u001b[1;32m    212\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[1;32m    213\u001b[0m     \u001b[38;5;66;03m# credit to\u001b[39;00m\n\u001b[1;32m    214\u001b[0m     \u001b[38;5;66;03m# https://cosmicpercolator.com/2016/01/13/exception-leaks-in-python-2-and-3/\u001b[39;00m\n\u001b[1;32m    215\u001b[0m     \u001b[38;5;66;03m# as the __traceback__ object creates a cycle\u001b[39;00m\n\u001b[1;32m    216\u001b[0m     \u001b[38;5;28;01mdel\u001b[39;00m exception, replace_context, from_, with_traceback\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/engine/base.py:3371\u001b[0m, in \u001b[0;36mEngine._wrap_pool_connect\u001b[0;34m(self, fn, connection)\u001b[0m\n\u001b[1;32m   3369\u001b[0m dialect \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdialect\n\u001b[1;32m   3370\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-> 3371\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   3372\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m dialect\u001b[38;5;241m.\u001b[39mdbapi\u001b[38;5;241m.\u001b[39mError \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m   3373\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m connection \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/pool/base.py:327\u001b[0m, in \u001b[0;36mPool.connect\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    319\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mconnect\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m    320\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"Return a DBAPI connection from the pool.\u001b[39;00m\n\u001b[1;32m    321\u001b[0m \n\u001b[1;32m    322\u001b[0m \u001b[38;5;124;03m    The connection is instrumented such that when its\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    325\u001b[0m \n\u001b[1;32m    326\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m--> 327\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_ConnectionFairy\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_checkout\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/pool/base.py:894\u001b[0m, in \u001b[0;36m_ConnectionFairy._checkout\u001b[0;34m(cls, pool, threadconns, fairy)\u001b[0m\n\u001b[1;32m    891\u001b[0m \u001b[38;5;129m@classmethod\u001b[39m\n\u001b[1;32m    892\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_checkout\u001b[39m(\u001b[38;5;28mcls\u001b[39m, pool, threadconns\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, fairy\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[1;32m    893\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m fairy:\n\u001b[0;32m--> 894\u001b[0m         fairy \u001b[38;5;241m=\u001b[39m \u001b[43m_ConnectionRecord\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcheckout\u001b[49m\u001b[43m(\u001b[49m\u001b[43mpool\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    896\u001b[0m         fairy\u001b[38;5;241m.\u001b[39m_pool \u001b[38;5;241m=\u001b[39m pool\n\u001b[1;32m    897\u001b[0m         fairy\u001b[38;5;241m.\u001b[39m_counter \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/pool/base.py:493\u001b[0m, in \u001b[0;36m_ConnectionRecord.checkout\u001b[0;34m(cls, pool)\u001b[0m\n\u001b[1;32m    491\u001b[0m \u001b[38;5;129m@classmethod\u001b[39m\n\u001b[1;32m    492\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mcheckout\u001b[39m(\u001b[38;5;28mcls\u001b[39m, pool):\n\u001b[0;32m--> 493\u001b[0m     rec \u001b[38;5;241m=\u001b[39m \u001b[43mpool\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_do_get\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    494\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m    495\u001b[0m         dbapi_connection \u001b[38;5;241m=\u001b[39m rec\u001b[38;5;241m.\u001b[39mget_connection()\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/pool/impl.py:145\u001b[0m, in \u001b[0;36mQueuePool._do_get\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    143\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_create_connection()\n\u001b[1;32m    144\u001b[0m     \u001b[38;5;28;01mexcept\u001b[39;00m:\n\u001b[0;32m--> 145\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;28;43;01mwith\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mutil\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msafe_reraise\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m:\u001b[49m\n\u001b[1;32m    146\u001b[0m \u001b[43m            \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_dec_overflow\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    147\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/util/langhelpers.py:70\u001b[0m, in \u001b[0;36msafe_reraise.__exit__\u001b[0;34m(self, type_, value, traceback)\u001b[0m\n\u001b[1;32m     68\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_exc_info \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m  \u001b[38;5;66;03m# remove potential circular references\u001b[39;00m\n\u001b[1;32m     69\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mwarn_only:\n\u001b[0;32m---> 70\u001b[0m         \u001b[43mcompat\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mraise_\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m     71\u001b[0m \u001b[43m            \u001b[49m\u001b[43mexc_value\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     72\u001b[0m \u001b[43m            \u001b[49m\u001b[43mwith_traceback\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mexc_tb\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     73\u001b[0m \u001b[43m        \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     74\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m     75\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m compat\u001b[38;5;241m.\u001b[39mpy3k \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_exc_info \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_exc_info[\u001b[38;5;241m1\u001b[39m]:\n\u001b[1;32m     76\u001b[0m         \u001b[38;5;66;03m# emulate Py3K's behavior of telling us when an exception\u001b[39;00m\n\u001b[1;32m     77\u001b[0m         \u001b[38;5;66;03m# occurs in an exception handler.\u001b[39;00m\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/util/compat.py:211\u001b[0m, in \u001b[0;36mraise_\u001b[0;34m(***failed resolving arguments***)\u001b[0m\n\u001b[1;32m    208\u001b[0m     exception\u001b[38;5;241m.\u001b[39m__cause__ \u001b[38;5;241m=\u001b[39m replace_context\n\u001b[1;32m    210\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 211\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m exception\n\u001b[1;32m    212\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[1;32m    213\u001b[0m     \u001b[38;5;66;03m# credit to\u001b[39;00m\n\u001b[1;32m    214\u001b[0m     \u001b[38;5;66;03m# https://cosmicpercolator.com/2016/01/13/exception-leaks-in-python-2-and-3/\u001b[39;00m\n\u001b[1;32m    215\u001b[0m     \u001b[38;5;66;03m# as the __traceback__ object creates a cycle\u001b[39;00m\n\u001b[1;32m    216\u001b[0m     \u001b[38;5;28;01mdel\u001b[39;00m exception, replace_context, from_, with_traceback\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/pool/impl.py:143\u001b[0m, in \u001b[0;36mQueuePool._do_get\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    141\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_inc_overflow():\n\u001b[1;32m    142\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 143\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_create_connection\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    144\u001b[0m     \u001b[38;5;28;01mexcept\u001b[39;00m:\n\u001b[1;32m    145\u001b[0m         \u001b[38;5;28;01mwith\u001b[39;00m util\u001b[38;5;241m.\u001b[39msafe_reraise():\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/pool/base.py:273\u001b[0m, in \u001b[0;36mPool._create_connection\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    270\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_create_connection\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m    271\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"Called by subclasses to create a new ConnectionRecord.\"\"\"\u001b[39;00m\n\u001b[0;32m--> 273\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_ConnectionRecord\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/pool/base.py:388\u001b[0m, in \u001b[0;36m_ConnectionRecord.__init__\u001b[0;34m(self, pool, connect)\u001b[0m\n\u001b[1;32m    386\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m__pool \u001b[38;5;241m=\u001b[39m pool\n\u001b[1;32m    387\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m connect:\n\u001b[0;32m--> 388\u001b[0m     \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m__connect\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    389\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfinalize_callback \u001b[38;5;241m=\u001b[39m deque()\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/pool/base.py:690\u001b[0m, in \u001b[0;36m_ConnectionRecord.__connect\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    688\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfresh \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[1;32m    689\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mBaseException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m--> 690\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;28;43;01mwith\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mutil\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msafe_reraise\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m:\u001b[49m\n\u001b[1;32m    691\u001b[0m \u001b[43m        \u001b[49m\u001b[43mpool\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlogger\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdebug\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mError on connect(): \u001b[39;49m\u001b[38;5;132;43;01m%s\u001b[39;49;00m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43me\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    692\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    693\u001b[0m     \u001b[38;5;66;03m# in SQLAlchemy 1.4 the first_connect event is not used by\u001b[39;00m\n\u001b[1;32m    694\u001b[0m     \u001b[38;5;66;03m# the engine, so this will usually not be set\u001b[39;00m\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/util/langhelpers.py:70\u001b[0m, in \u001b[0;36msafe_reraise.__exit__\u001b[0;34m(self, type_, value, traceback)\u001b[0m\n\u001b[1;32m     68\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_exc_info \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m  \u001b[38;5;66;03m# remove potential circular references\u001b[39;00m\n\u001b[1;32m     69\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mwarn_only:\n\u001b[0;32m---> 70\u001b[0m         \u001b[43mcompat\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mraise_\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m     71\u001b[0m \u001b[43m            \u001b[49m\u001b[43mexc_value\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     72\u001b[0m \u001b[43m            \u001b[49m\u001b[43mwith_traceback\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mexc_tb\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     73\u001b[0m \u001b[43m        \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     74\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m     75\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m compat\u001b[38;5;241m.\u001b[39mpy3k \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_exc_info \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_exc_info[\u001b[38;5;241m1\u001b[39m]:\n\u001b[1;32m     76\u001b[0m         \u001b[38;5;66;03m# emulate Py3K's behavior of telling us when an exception\u001b[39;00m\n\u001b[1;32m     77\u001b[0m         \u001b[38;5;66;03m# occurs in an exception handler.\u001b[39;00m\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/util/compat.py:211\u001b[0m, in \u001b[0;36mraise_\u001b[0;34m(***failed resolving arguments***)\u001b[0m\n\u001b[1;32m    208\u001b[0m     exception\u001b[38;5;241m.\u001b[39m__cause__ \u001b[38;5;241m=\u001b[39m replace_context\n\u001b[1;32m    210\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 211\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m exception\n\u001b[1;32m    212\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[1;32m    213\u001b[0m     \u001b[38;5;66;03m# credit to\u001b[39;00m\n\u001b[1;32m    214\u001b[0m     \u001b[38;5;66;03m# https://cosmicpercolator.com/2016/01/13/exception-leaks-in-python-2-and-3/\u001b[39;00m\n\u001b[1;32m    215\u001b[0m     \u001b[38;5;66;03m# as the __traceback__ object creates a cycle\u001b[39;00m\n\u001b[1;32m    216\u001b[0m     \u001b[38;5;28;01mdel\u001b[39;00m exception, replace_context, from_, with_traceback\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/pool/base.py:686\u001b[0m, in \u001b[0;36m_ConnectionRecord.__connect\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    684\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m    685\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mstarttime \u001b[38;5;241m=\u001b[39m time\u001b[38;5;241m.\u001b[39mtime()\n\u001b[0;32m--> 686\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdbapi_connection \u001b[38;5;241m=\u001b[39m connection \u001b[38;5;241m=\u001b[39m \u001b[43mpool\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_invoke_creator\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m    687\u001b[0m     pool\u001b[38;5;241m.\u001b[39mlogger\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCreated new connection \u001b[39m\u001b[38;5;132;01m%r\u001b[39;00m\u001b[38;5;124m\"\u001b[39m, connection)\n\u001b[1;32m    688\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfresh \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/engine/create.py:574\u001b[0m, in \u001b[0;36mcreate_engine.<locals>.connect\u001b[0;34m(connection_record)\u001b[0m\n\u001b[1;32m    572\u001b[0m         \u001b[38;5;28;01mif\u001b[39;00m connection \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    573\u001b[0m             \u001b[38;5;28;01mreturn\u001b[39;00m connection\n\u001b[0;32m--> 574\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mdialect\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconnect\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mcargs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mcparams\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/sqlalchemy/engine/default.py:598\u001b[0m, in \u001b[0;36mDefaultDialect.connect\u001b[0;34m(self, *cargs, **cparams)\u001b[0m\n\u001b[1;32m    596\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mconnect\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39mcargs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mcparams):\n\u001b[1;32m    597\u001b[0m     \u001b[38;5;66;03m# inherits the docstring from interfaces.Dialect.connect\u001b[39;00m\n\u001b[0;32m--> 598\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdbapi\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconnect\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mcargs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mcparams\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/peter-projects/bodhi-cast/backend/.venv/lib/python3.11/site-packages/psycopg2/__init__.py:122\u001b[0m, in \u001b[0;36mconnect\u001b[0;34m(dsn, connection_factory, cursor_factory, **kwargs)\u001b[0m\n\u001b[1;32m    119\u001b[0m     kwasync[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124masync_\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m kwargs\u001b[38;5;241m.\u001b[39mpop(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124masync_\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m    121\u001b[0m dsn \u001b[38;5;241m=\u001b[39m _ext\u001b[38;5;241m.\u001b[39mmake_dsn(dsn, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m--> 122\u001b[0m conn \u001b[38;5;241m=\u001b[39m \u001b[43m_connect\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdsn\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconnection_factory\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mconnection_factory\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwasync\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    123\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m cursor_factory \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    124\u001b[0m     conn\u001b[38;5;241m.\u001b[39mcursor_factory \u001b[38;5;241m=\u001b[39m cursor_factory\n",
-      "\u001b[0;31mOperationalError\u001b[0m: (psycopg2.OperationalError) connection to server at \"localhost\" (::1), port 5432 failed: Connection refused\n\tIs the server running on that host and accepting TCP/IP connections?\nconnection to server at \"localhost\" (127.0.0.1), port 5432 failed: Connection refused\n\tIs the server running on that host and accepting TCP/IP connections?\n\n(Background on this error at: https://sqlalche.me/e/14/e3q8)"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "with SessionLocal() as db:\n",
     "    matching_spots = []\n",
@@ -1571,7 +1492,7 @@
     {
      "data": {
       "text/plain": [
-       "0"
+       "1302"
       ]
      },
      "execution_count": 41,
@@ -1610,7 +1531,7 @@
        " 'location': {'lon': -75.96648, 'lat': 36.83036135089083},\n",
        " 'forecastLocation': {'lon': -75.947, 'lat': 36.847},\n",
        " 'offshoreLocation': {'lon': -75.75, 'lat': 37},\n",
-       " 'runInitializationTimestamp': 1719835200}"
+       " 'runInitializationTimestamp': 1717977600}"
       ]
      },
      "execution_count": 43,
@@ -1755,7 +1676,7 @@
        "      <td>36.847</td>\n",
        "      <td>-75.75</td>\n",
        "      <td>37</td>\n",
-       "      <td>1719835200</td>\n",
+       "      <td>1717977600</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -1782,7 +1703,7 @@
        "0                           -75.75                               37   \n",
        "\n",
        "   associated.runInitializationTimestamp         associated.spotId  \n",
-       "0                             1719835200  584204214e65fad6a7709ce7  "
+       "0                             1717977600  584204214e65fad6a7709ce7  "
       ]
      },
      "execution_count": 51,
@@ -1861,362 +1782,362 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>1719806400</td>\n",
+       "      <td>1717992000</td>\n",
        "      <td>100.000000</td>\n",
        "      <td>-4</td>\n",
-       "      <td>47.76132</td>\n",
+       "      <td>8.29922</td>\n",
+       "      <td>1</td>\n",
        "      <td>2</td>\n",
-       "      <td>3</td>\n",
        "      <td>False</td>\n",
-       "      <td>Thigh to waist</td>\n",
-       "      <td>1.54921</td>\n",
-       "      <td>2.51640</td>\n",
-       "      <td>2</td>\n",
+       "      <td>Knee to thigh</td>\n",
+       "      <td>0.03281</td>\n",
+       "      <td>1.03281</td>\n",
+       "      <td>0</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>1719810000</td>\n",
+       "      <td>1717995600</td>\n",
        "      <td>100.000000</td>\n",
        "      <td>-4</td>\n",
-       "      <td>42.69708</td>\n",
+       "      <td>5.13194</td>\n",
+       "      <td>1</td>\n",
        "      <td>2</td>\n",
-       "      <td>3</td>\n",
        "      <td>False</td>\n",
-       "      <td>Thigh to waist</td>\n",
-       "      <td>1.44127</td>\n",
-       "      <td>2.44127</td>\n",
-       "      <td>2</td>\n",
+       "      <td>Knee to thigh</td>\n",
+       "      <td>0.03281</td>\n",
+       "      <td>1.03281</td>\n",
+       "      <td>0</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>1719813600</td>\n",
+       "      <td>1717999200</td>\n",
        "      <td>100.000000</td>\n",
        "      <td>-4</td>\n",
-       "      <td>31.29579</td>\n",
+       "      <td>8.76772</td>\n",
+       "      <td>1</td>\n",
        "      <td>2</td>\n",
-       "      <td>3</td>\n",
        "      <td>False</td>\n",
-       "      <td>Thigh to waist</td>\n",
-       "      <td>1.23491</td>\n",
-       "      <td>2.23491</td>\n",
-       "      <td>2</td>\n",
+       "      <td>Knee to thigh</td>\n",
+       "      <td>0.06562</td>\n",
+       "      <td>1.03281</td>\n",
+       "      <td>0</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>1719817200</td>\n",
-       "      <td>96.666667</td>\n",
+       "      <td>1718002800</td>\n",
+       "      <td>100.000000</td>\n",
        "      <td>-4</td>\n",
-       "      <td>24.76881</td>\n",
+       "      <td>5.51770</td>\n",
+       "      <td>1</td>\n",
        "      <td>2</td>\n",
-       "      <td>3</td>\n",
        "      <td>False</td>\n",
-       "      <td>Thigh to waist</td>\n",
-       "      <td>1.06135</td>\n",
-       "      <td>2.02854</td>\n",
-       "      <td>2</td>\n",
+       "      <td>Knee to thigh</td>\n",
+       "      <td>0.06562</td>\n",
+       "      <td>1.03281</td>\n",
+       "      <td>0</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>1719820800</td>\n",
-       "      <td>96.666667</td>\n",
+       "      <td>1718006400</td>\n",
+       "      <td>100.000000</td>\n",
        "      <td>-4</td>\n",
-       "      <td>21.73813</td>\n",
+       "      <td>5.29797</td>\n",
        "      <td>1</td>\n",
        "      <td>2</td>\n",
        "      <td>False</td>\n",
        "      <td>Knee to thigh</td>\n",
-       "      <td>0.92060</td>\n",
-       "      <td>1.92060</td>\n",
+       "      <td>0.03281</td>\n",
+       "      <td>1.03281</td>\n",
        "      <td>0</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
-       "      <td>1719824400</td>\n",
-       "      <td>96.666667</td>\n",
+       "      <td>1718010000</td>\n",
+       "      <td>100.000000</td>\n",
        "      <td>-4</td>\n",
-       "      <td>19.17754</td>\n",
+       "      <td>5.05425</td>\n",
+       "      <td>0</td>\n",
        "      <td>1</td>\n",
-       "      <td>2</td>\n",
        "      <td>False</td>\n",
-       "      <td>Knee to thigh</td>\n",
-       "      <td>0.84547</td>\n",
-       "      <td>1.81266</td>\n",
+       "      <td>Shin to knee</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>1.00000</td>\n",
        "      <td>0</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
-       "      <td>1719828000</td>\n",
-       "      <td>100.000000</td>\n",
+       "      <td>1718013600</td>\n",
+       "      <td>93.333333</td>\n",
        "      <td>-4</td>\n",
-       "      <td>16.83793</td>\n",
+       "      <td>4.78188</td>\n",
+       "      <td>0</td>\n",
        "      <td>1</td>\n",
-       "      <td>2</td>\n",
        "      <td>False</td>\n",
-       "      <td>Knee to thigh</td>\n",
+       "      <td>Shin to knee</td>\n",
+       "      <td>0.00000</td>\n",
        "      <td>1.00000</td>\n",
-       "      <td>2.00000</td>\n",
        "      <td>0</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
-       "      <td>1719831600</td>\n",
-       "      <td>100.000000</td>\n",
+       "      <td>1718017200</td>\n",
+       "      <td>93.333333</td>\n",
        "      <td>-4</td>\n",
-       "      <td>14.87370</td>\n",
+       "      <td>4.43998</td>\n",
+       "      <td>0</td>\n",
        "      <td>1</td>\n",
-       "      <td>2</td>\n",
        "      <td>False</td>\n",
-       "      <td>Knee to thigh</td>\n",
+       "      <td>Shin to knee</td>\n",
+       "      <td>-0.01094</td>\n",
        "      <td>1.00000</td>\n",
-       "      <td>2.00000</td>\n",
        "      <td>0</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
-       "      <td>1719835200</td>\n",
-       "      <td>100.000000</td>\n",
+       "      <td>1718020800</td>\n",
+       "      <td>93.333333</td>\n",
        "      <td>-4</td>\n",
-       "      <td>17.57871</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
+       "      <td>4.20277</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>False</td>\n",
-       "      <td>Thigh to waist</td>\n",
-       "      <td>1.47244</td>\n",
-       "      <td>2.47244</td>\n",
-       "      <td>2</td>\n",
+       "      <td>Shin to knee</td>\n",
+       "      <td>-0.05468</td>\n",
+       "      <td>1.00000</td>\n",
+       "      <td>0</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
-       "      <td>1719838800</td>\n",
+       "      <td>1718024400</td>\n",
        "      <td>100.000000</td>\n",
        "      <td>-4</td>\n",
-       "      <td>19.94126</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
+       "      <td>4.09542</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>False</td>\n",
-       "      <td>Thigh to waist</td>\n",
-       "      <td>1.58399</td>\n",
-       "      <td>2.58399</td>\n",
-       "      <td>2</td>\n",
+       "      <td>Shin to knee</td>\n",
+       "      <td>-0.06562</td>\n",
+       "      <td>1.00000</td>\n",
+       "      <td>0</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
-       "      <td>1719842400</td>\n",
+       "      <td>1718028000</td>\n",
        "      <td>100.000000</td>\n",
        "      <td>-4</td>\n",
-       "      <td>17.36958</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
+       "      <td>3.03686</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>False</td>\n",
-       "      <td>Thigh to waist</td>\n",
-       "      <td>1.36745</td>\n",
-       "      <td>2.36745</td>\n",
-       "      <td>2</td>\n",
+       "      <td>Shin to knee</td>\n",
+       "      <td>-0.04374</td>\n",
+       "      <td>1.00000</td>\n",
+       "      <td>0</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
-       "      <td>1719846000</td>\n",
+       "      <td>1718031600</td>\n",
        "      <td>100.000000</td>\n",
        "      <td>-4</td>\n",
-       "      <td>16.98552</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
+       "      <td>2.89917</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>False</td>\n",
-       "      <td>Thigh to waist</td>\n",
-       "      <td>1.15092</td>\n",
-       "      <td>2.15092</td>\n",
-       "      <td>2</td>\n",
+       "      <td>Shin to knee</td>\n",
+       "      <td>-0.02187</td>\n",
+       "      <td>1.00000</td>\n",
+       "      <td>0</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
-       "      <td>1719849600</td>\n",
+       "      <td>1718035200</td>\n",
        "      <td>100.000000</td>\n",
        "      <td>-4</td>\n",
-       "      <td>15.42143</td>\n",
+       "      <td>2.69302</td>\n",
+       "      <td>0</td>\n",
        "      <td>1</td>\n",
-       "      <td>2</td>\n",
        "      <td>False</td>\n",
-       "      <td>Knee to thigh</td>\n",
+       "      <td>Shin to knee</td>\n",
+       "      <td>0.00000</td>\n",
        "      <td>1.00000</td>\n",
-       "      <td>2.00000</td>\n",
        "      <td>0</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
-       "      <td>1719853200</td>\n",
+       "      <td>1718038800</td>\n",
        "      <td>100.000000</td>\n",
        "      <td>-4</td>\n",
-       "      <td>15.14121</td>\n",
+       "      <td>2.69945</td>\n",
+       "      <td>0</td>\n",
        "      <td>1</td>\n",
-       "      <td>2</td>\n",
        "      <td>False</td>\n",
-       "      <td>Knee to thigh</td>\n",
-       "      <td>1.00000</td>\n",
-       "      <td>2.00000</td>\n",
+       "      <td>Shin to knee</td>\n",
+       "      <td>-0.02187</td>\n",
+       "      <td>0.96172</td>\n",
        "      <td>0</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
-       "      <td>1719856800</td>\n",
+       "      <td>1718042400</td>\n",
        "      <td>100.000000</td>\n",
        "      <td>-4</td>\n",
-       "      <td>14.24776</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
+       "      <td>2.69265</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>False</td>\n",
-       "      <td>Thigh to waist</td>\n",
-       "      <td>1.02216</td>\n",
-       "      <td>2.02216</td>\n",
-       "      <td>2</td>\n",
+       "      <td>Shin to knee</td>\n",
+       "      <td>-0.04374</td>\n",
+       "      <td>0.92345</td>\n",
+       "      <td>0</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
-       "      <td>1719860400</td>\n",
-       "      <td>96.666667</td>\n",
+       "      <td>1718046000</td>\n",
+       "      <td>100.000000</td>\n",
        "      <td>-4</td>\n",
-       "      <td>13.97964</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
+       "      <td>3.70320</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>False</td>\n",
-       "      <td>Thigh to waist</td>\n",
-       "      <td>1.01150</td>\n",
-       "      <td>2.01150</td>\n",
-       "      <td>2</td>\n",
+       "      <td>Shin to knee</td>\n",
+       "      <td>-0.06562</td>\n",
+       "      <td>0.85236</td>\n",
+       "      <td>0</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
-       "      <td>1719864000</td>\n",
-       "      <td>96.666667</td>\n",
+       "      <td>1718049600</td>\n",
+       "      <td>100.000000</td>\n",
        "      <td>-4</td>\n",
-       "      <td>12.41083</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
+       "      <td>4.17313</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>False</td>\n",
-       "      <td>Thigh to waist</td>\n",
-       "      <td>1.00085</td>\n",
-       "      <td>2.03366</td>\n",
-       "      <td>2</td>\n",
+       "      <td>Shin to knee</td>\n",
+       "      <td>-0.08749</td>\n",
+       "      <td>0.81409</td>\n",
+       "      <td>0</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
-       "      <td>1719867600</td>\n",
-       "      <td>96.666667</td>\n",
+       "      <td>1718053200</td>\n",
+       "      <td>100.000000</td>\n",
        "      <td>-4</td>\n",
-       "      <td>12.12309</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
+       "      <td>7.52460</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>False</td>\n",
-       "      <td>Thigh to waist</td>\n",
-       "      <td>1.02300</td>\n",
-       "      <td>2.02300</td>\n",
-       "      <td>2</td>\n",
+       "      <td>Shin to knee</td>\n",
+       "      <td>-0.10936</td>\n",
+       "      <td>0.84143</td>\n",
+       "      <td>0</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
-       "      <td>1719871200</td>\n",
-       "      <td>96.666667</td>\n",
+       "      <td>1718056800</td>\n",
+       "      <td>93.444444</td>\n",
        "      <td>-4</td>\n",
-       "      <td>11.77138</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
+       "      <td>2.89740</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>False</td>\n",
-       "      <td>Thigh to waist</td>\n",
-       "      <td>1.04516</td>\n",
-       "      <td>2.04516</td>\n",
-       "      <td>2</td>\n",
+       "      <td>Shin to knee</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>1.00000</td>\n",
+       "      <td>0</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
-       "      <td>1719874800</td>\n",
-       "      <td>96.666667</td>\n",
+       "      <td>1718060400</td>\n",
+       "      <td>93.444444</td>\n",
        "      <td>-4</td>\n",
-       "      <td>11.03260</td>\n",
+       "      <td>4.80975</td>\n",
+       "      <td>1</td>\n",
        "      <td>2</td>\n",
-       "      <td>3</td>\n",
        "      <td>False</td>\n",
-       "      <td>Thigh to waist</td>\n",
-       "      <td>1.10012</td>\n",
-       "      <td>2.10012</td>\n",
-       "      <td>2</td>\n",
+       "      <td>Knee to thigh</td>\n",
+       "      <td>0.13397</td>\n",
+       "      <td>1.13670</td>\n",
+       "      <td>0</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
-       "      <td>1719878400</td>\n",
-       "      <td>96.666667</td>\n",
+       "      <td>1718064000</td>\n",
+       "      <td>93.444444</td>\n",
        "      <td>-4</td>\n",
-       "      <td>11.41089</td>\n",
+       "      <td>6.66968</td>\n",
+       "      <td>1</td>\n",
        "      <td>2</td>\n",
-       "      <td>3</td>\n",
        "      <td>False</td>\n",
-       "      <td>Thigh to waist</td>\n",
-       "      <td>1.15509</td>\n",
-       "      <td>2.18790</td>\n",
-       "      <td>2</td>\n",
+       "      <td>Knee to thigh</td>\n",
+       "      <td>0.23513</td>\n",
+       "      <td>1.20779</td>\n",
+       "      <td>0</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21</th>\n",
-       "      <td>1719882000</td>\n",
-       "      <td>96.666667</td>\n",
+       "      <td>1718067600</td>\n",
+       "      <td>90.222222</td>\n",
        "      <td>-4</td>\n",
-       "      <td>10.99711</td>\n",
+       "      <td>8.01598</td>\n",
+       "      <td>1</td>\n",
        "      <td>2</td>\n",
-       "      <td>3</td>\n",
        "      <td>False</td>\n",
-       "      <td>Thigh to waist</td>\n",
-       "      <td>1.24286</td>\n",
-       "      <td>2.27567</td>\n",
-       "      <td>2</td>\n",
-       "      <td>584204214e65fad6a7709ce7</td>\n",
+       "      <td>Knee to thigh</td>\n",
+       "      <td>0.27067</td>\n",
+       "      <td>1.24606</td>\n",
+       "      <td>0</td>\n",
+       "      <td>584204214e65fad6a7709ce7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22</th>\n",
-       "      <td>1719885600</td>\n",
-       "      <td>96.666667</td>\n",
+       "      <td>1718071200</td>\n",
+       "      <td>90.222222</td>\n",
        "      <td>-4</td>\n",
-       "      <td>13.19154</td>\n",
+       "      <td>8.78504</td>\n",
+       "      <td>1</td>\n",
        "      <td>2</td>\n",
-       "      <td>3</td>\n",
        "      <td>False</td>\n",
-       "      <td>Thigh to waist</td>\n",
-       "      <td>1.33063</td>\n",
-       "      <td>2.33063</td>\n",
-       "      <td>2</td>\n",
+       "      <td>Knee to thigh</td>\n",
+       "      <td>0.24059</td>\n",
+       "      <td>1.25153</td>\n",
+       "      <td>0</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23</th>\n",
-       "      <td>1719889200</td>\n",
-       "      <td>96.666667</td>\n",
+       "      <td>1718074800</td>\n",
+       "      <td>90.222222</td>\n",
        "      <td>-4</td>\n",
-       "      <td>8.22715</td>\n",
+       "      <td>7.04141</td>\n",
+       "      <td>1</td>\n",
        "      <td>2</td>\n",
-       "      <td>3</td>\n",
        "      <td>False</td>\n",
-       "      <td>Thigh to waist</td>\n",
-       "      <td>1.38560</td>\n",
-       "      <td>2.41840</td>\n",
-       "      <td>2</td>\n",
+       "      <td>Knee to thigh</td>\n",
+       "      <td>0.24333</td>\n",
+       "      <td>1.22419</td>\n",
+       "      <td>0</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -2225,82 +2146,82 @@
       ],
       "text/plain": [
        "     timestamp  probability  utcOffset  wave_power  surf.min  surf.max  \\\n",
-       "0   1719806400   100.000000         -4    47.76132         2         3   \n",
-       "1   1719810000   100.000000         -4    42.69708         2         3   \n",
-       "2   1719813600   100.000000         -4    31.29579         2         3   \n",
-       "3   1719817200    96.666667         -4    24.76881         2         3   \n",
-       "4   1719820800    96.666667         -4    21.73813         1         2   \n",
-       "5   1719824400    96.666667         -4    19.17754         1         2   \n",
-       "6   1719828000   100.000000         -4    16.83793         1         2   \n",
-       "7   1719831600   100.000000         -4    14.87370         1         2   \n",
-       "8   1719835200   100.000000         -4    17.57871         2         3   \n",
-       "9   1719838800   100.000000         -4    19.94126         2         3   \n",
-       "10  1719842400   100.000000         -4    17.36958         2         3   \n",
-       "11  1719846000   100.000000         -4    16.98552         2         3   \n",
-       "12  1719849600   100.000000         -4    15.42143         1         2   \n",
-       "13  1719853200   100.000000         -4    15.14121         1         2   \n",
-       "14  1719856800   100.000000         -4    14.24776         2         3   \n",
-       "15  1719860400    96.666667         -4    13.97964         2         3   \n",
-       "16  1719864000    96.666667         -4    12.41083         2         3   \n",
-       "17  1719867600    96.666667         -4    12.12309         2         3   \n",
-       "18  1719871200    96.666667         -4    11.77138         2         3   \n",
-       "19  1719874800    96.666667         -4    11.03260         2         3   \n",
-       "20  1719878400    96.666667         -4    11.41089         2         3   \n",
-       "21  1719882000    96.666667         -4    10.99711         2         3   \n",
-       "22  1719885600    96.666667         -4    13.19154         2         3   \n",
-       "23  1719889200    96.666667         -4     8.22715         2         3   \n",
+       "0   1717992000   100.000000         -4     8.29922         1         2   \n",
+       "1   1717995600   100.000000         -4     5.13194         1         2   \n",
+       "2   1717999200   100.000000         -4     8.76772         1         2   \n",
+       "3   1718002800   100.000000         -4     5.51770         1         2   \n",
+       "4   1718006400   100.000000         -4     5.29797         1         2   \n",
+       "5   1718010000   100.000000         -4     5.05425         0         1   \n",
+       "6   1718013600    93.333333         -4     4.78188         0         1   \n",
+       "7   1718017200    93.333333         -4     4.43998         0         1   \n",
+       "8   1718020800    93.333333         -4     4.20277         0         1   \n",
+       "9   1718024400   100.000000         -4     4.09542         0         1   \n",
+       "10  1718028000   100.000000         -4     3.03686         0         1   \n",
+       "11  1718031600   100.000000         -4     2.89917         0         1   \n",
+       "12  1718035200   100.000000         -4     2.69302         0         1   \n",
+       "13  1718038800   100.000000         -4     2.69945         0         1   \n",
+       "14  1718042400   100.000000         -4     2.69265         0         1   \n",
+       "15  1718046000   100.000000         -4     3.70320         0         1   \n",
+       "16  1718049600   100.000000         -4     4.17313         0         1   \n",
+       "17  1718053200   100.000000         -4     7.52460         0         1   \n",
+       "18  1718056800    93.444444         -4     2.89740         0         1   \n",
+       "19  1718060400    93.444444         -4     4.80975         1         2   \n",
+       "20  1718064000    93.444444         -4     6.66968         1         2   \n",
+       "21  1718067600    90.222222         -4     8.01598         1         2   \n",
+       "22  1718071200    90.222222         -4     8.78504         1         2   \n",
+       "23  1718074800    90.222222         -4     7.04141         1         2   \n",
        "\n",
        "    surf.plus surf.humanRelation  surf.raw.min  surf.raw.max  \\\n",
-       "0       False     Thigh to waist       1.54921       2.51640   \n",
-       "1       False     Thigh to waist       1.44127       2.44127   \n",
-       "2       False     Thigh to waist       1.23491       2.23491   \n",
-       "3       False     Thigh to waist       1.06135       2.02854   \n",
-       "4       False      Knee to thigh       0.92060       1.92060   \n",
-       "5       False      Knee to thigh       0.84547       1.81266   \n",
-       "6       False      Knee to thigh       1.00000       2.00000   \n",
-       "7       False      Knee to thigh       1.00000       2.00000   \n",
-       "8       False     Thigh to waist       1.47244       2.47244   \n",
-       "9       False     Thigh to waist       1.58399       2.58399   \n",
-       "10      False     Thigh to waist       1.36745       2.36745   \n",
-       "11      False     Thigh to waist       1.15092       2.15092   \n",
-       "12      False      Knee to thigh       1.00000       2.00000   \n",
-       "13      False      Knee to thigh       1.00000       2.00000   \n",
-       "14      False     Thigh to waist       1.02216       2.02216   \n",
-       "15      False     Thigh to waist       1.01150       2.01150   \n",
-       "16      False     Thigh to waist       1.00085       2.03366   \n",
-       "17      False     Thigh to waist       1.02300       2.02300   \n",
-       "18      False     Thigh to waist       1.04516       2.04516   \n",
-       "19      False     Thigh to waist       1.10012       2.10012   \n",
-       "20      False     Thigh to waist       1.15509       2.18790   \n",
-       "21      False     Thigh to waist       1.24286       2.27567   \n",
-       "22      False     Thigh to waist       1.33063       2.33063   \n",
-       "23      False     Thigh to waist       1.38560       2.41840   \n",
+       "0       False      Knee to thigh       0.03281       1.03281   \n",
+       "1       False      Knee to thigh       0.03281       1.03281   \n",
+       "2       False      Knee to thigh       0.06562       1.03281   \n",
+       "3       False      Knee to thigh       0.06562       1.03281   \n",
+       "4       False      Knee to thigh       0.03281       1.03281   \n",
+       "5       False       Shin to knee       0.00000       1.00000   \n",
+       "6       False       Shin to knee       0.00000       1.00000   \n",
+       "7       False       Shin to knee      -0.01094       1.00000   \n",
+       "8       False       Shin to knee      -0.05468       1.00000   \n",
+       "9       False       Shin to knee      -0.06562       1.00000   \n",
+       "10      False       Shin to knee      -0.04374       1.00000   \n",
+       "11      False       Shin to knee      -0.02187       1.00000   \n",
+       "12      False       Shin to knee       0.00000       1.00000   \n",
+       "13      False       Shin to knee      -0.02187       0.96172   \n",
+       "14      False       Shin to knee      -0.04374       0.92345   \n",
+       "15      False       Shin to knee      -0.06562       0.85236   \n",
+       "16      False       Shin to knee      -0.08749       0.81409   \n",
+       "17      False       Shin to knee      -0.10936       0.84143   \n",
+       "18      False       Shin to knee       0.00000       1.00000   \n",
+       "19      False      Knee to thigh       0.13397       1.13670   \n",
+       "20      False      Knee to thigh       0.23513       1.20779   \n",
+       "21      False      Knee to thigh       0.27067       1.24606   \n",
+       "22      False      Knee to thigh       0.24059       1.25153   \n",
+       "23      False      Knee to thigh       0.24333       1.22419   \n",
        "\n",
        "    surf.optimalScore               data.spotId  \n",
-       "0                   2  584204214e65fad6a7709ce7  \n",
-       "1                   2  584204214e65fad6a7709ce7  \n",
-       "2                   2  584204214e65fad6a7709ce7  \n",
-       "3                   2  584204214e65fad6a7709ce7  \n",
+       "0                   0  584204214e65fad6a7709ce7  \n",
+       "1                   0  584204214e65fad6a7709ce7  \n",
+       "2                   0  584204214e65fad6a7709ce7  \n",
+       "3                   0  584204214e65fad6a7709ce7  \n",
        "4                   0  584204214e65fad6a7709ce7  \n",
        "5                   0  584204214e65fad6a7709ce7  \n",
        "6                   0  584204214e65fad6a7709ce7  \n",
        "7                   0  584204214e65fad6a7709ce7  \n",
-       "8                   2  584204214e65fad6a7709ce7  \n",
-       "9                   2  584204214e65fad6a7709ce7  \n",
-       "10                  2  584204214e65fad6a7709ce7  \n",
-       "11                  2  584204214e65fad6a7709ce7  \n",
+       "8                   0  584204214e65fad6a7709ce7  \n",
+       "9                   0  584204214e65fad6a7709ce7  \n",
+       "10                  0  584204214e65fad6a7709ce7  \n",
+       "11                  0  584204214e65fad6a7709ce7  \n",
        "12                  0  584204214e65fad6a7709ce7  \n",
        "13                  0  584204214e65fad6a7709ce7  \n",
-       "14                  2  584204214e65fad6a7709ce7  \n",
-       "15                  2  584204214e65fad6a7709ce7  \n",
-       "16                  2  584204214e65fad6a7709ce7  \n",
-       "17                  2  584204214e65fad6a7709ce7  \n",
-       "18                  2  584204214e65fad6a7709ce7  \n",
-       "19                  2  584204214e65fad6a7709ce7  \n",
-       "20                  2  584204214e65fad6a7709ce7  \n",
-       "21                  2  584204214e65fad6a7709ce7  \n",
-       "22                  2  584204214e65fad6a7709ce7  \n",
-       "23                  2  584204214e65fad6a7709ce7  "
+       "14                  0  584204214e65fad6a7709ce7  \n",
+       "15                  0  584204214e65fad6a7709ce7  \n",
+       "16                  0  584204214e65fad6a7709ce7  \n",
+       "17                  0  584204214e65fad6a7709ce7  \n",
+       "18                  0  584204214e65fad6a7709ce7  \n",
+       "19                  0  584204214e65fad6a7709ce7  \n",
+       "20                  0  584204214e65fad6a7709ce7  \n",
+       "21                  0  584204214e65fad6a7709ce7  \n",
+       "22                  0  584204214e65fad6a7709ce7  \n",
+       "23                  0  584204214e65fad6a7709ce7  "
       ]
      },
      "execution_count": 54,
@@ -2368,40 +2289,40 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>3.54331</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.6500</td>\n",
-       "      <td>44.51717</td>\n",
-       "      <td>160.51</td>\n",
-       "      <td>143.34</td>\n",
+       "      <td>0.00000</td>\n",
        "      <td>0</td>\n",
-       "      <td>1719806400</td>\n",
+       "      <td>0.0000</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1717992000</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>0.88583</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0.3191</td>\n",
-       "      <td>3.24415</td>\n",
-       "      <td>107.79</td>\n",
-       "      <td>103.01</td>\n",
+       "      <td>1.34514</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0.6454</td>\n",
+       "      <td>7.33609</td>\n",
+       "      <td>138.02</td>\n",
+       "      <td>128.410</td>\n",
        "      <td>0</td>\n",
-       "      <td>1719806400</td>\n",
+       "      <td>1717992000</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>0.45932</td>\n",
+       "      <td>9</td>\n",
+       "      <td>0.3126</td>\n",
+       "      <td>0.96313</td>\n",
+       "      <td>74.20</td>\n",
+       "      <td>69.005</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.0000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1719806400</td>\n",
+       "      <td>1717992000</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
@@ -2412,9 +2333,9 @@
        "      <td>0.0000</td>\n",
        "      <td>0.00000</td>\n",
        "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
+       "      <td>0.000</td>\n",
        "      <td>0</td>\n",
-       "      <td>1719806400</td>\n",
+       "      <td>1717992000</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "      <td>3</td>\n",
        "    </tr>\n",
@@ -2425,9 +2346,9 @@
        "      <td>0.0000</td>\n",
        "      <td>0.00000</td>\n",
        "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
+       "      <td>0.000</td>\n",
        "      <td>0</td>\n",
-       "      <td>1719806400</td>\n",
+       "      <td>1717992000</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "      <td>4</td>\n",
        "    </tr>\n",
@@ -2436,19 +2357,19 @@
        "</div>"
       ],
       "text/plain": [
-       "    height  period  impact     power  direction  directionMin  optimalScore  \\\n",
-       "0  3.54331       5  0.6500  44.51717     160.51        143.34             0   \n",
-       "1  0.88583       8  0.3191   3.24415     107.79        103.01             0   \n",
-       "2  0.00000       0  0.0000   0.00000       0.00          0.00             0   \n",
-       "3  0.00000       0  0.0000   0.00000       0.00          0.00             0   \n",
-       "4  0.00000       0  0.0000   0.00000       0.00          0.00             0   \n",
+       "    height  period  impact    power  direction  directionMin  optimalScore  \\\n",
+       "0  0.00000       0  0.0000  0.00000       0.00         0.000             0   \n",
+       "1  1.34514       6  0.6454  7.33609     138.02       128.410             0   \n",
+       "2  0.45932       9  0.3126  0.96313      74.20        69.005             0   \n",
+       "3  0.00000       0  0.0000  0.00000       0.00         0.000             0   \n",
+       "4  0.00000       0  0.0000  0.00000       0.00         0.000             0   \n",
        "\n",
        "  data.wave.timestamp               data.spotId  swells_idx  \n",
-       "0          1719806400  584204214e65fad6a7709ce7           0  \n",
-       "1          1719806400  584204214e65fad6a7709ce7           1  \n",
-       "2          1719806400  584204214e65fad6a7709ce7           2  \n",
-       "3          1719806400  584204214e65fad6a7709ce7           3  \n",
-       "4          1719806400  584204214e65fad6a7709ce7           4  "
+       "0          1717992000  584204214e65fad6a7709ce7           0  \n",
+       "1          1717992000  584204214e65fad6a7709ce7           1  \n",
+       "2          1717992000  584204214e65fad6a7709ce7           2  \n",
+       "3          1717992000  584204214e65fad6a7709ce7           3  \n",
+       "4          1717992000  584204214e65fad6a7709ce7           4  "
       ]
      },
      "execution_count": 56,
@@ -2477,30 +2398,30 @@
     {
      "data": {
       "text/plain": [
-       "1719806400    6\n",
-       "1719810000    6\n",
-       "1719885600    6\n",
-       "1719882000    6\n",
-       "1719878400    6\n",
-       "1719874800    6\n",
-       "1719871200    6\n",
-       "1719867600    6\n",
-       "1719864000    6\n",
-       "1719860400    6\n",
-       "1719856800    6\n",
-       "1719853200    6\n",
-       "1719849600    6\n",
-       "1719846000    6\n",
-       "1719842400    6\n",
-       "1719838800    6\n",
-       "1719835200    6\n",
-       "1719831600    6\n",
-       "1719828000    6\n",
-       "1719824400    6\n",
-       "1719820800    6\n",
-       "1719817200    6\n",
-       "1719813600    6\n",
-       "1719889200    6\n",
+       "1717992000    6\n",
+       "1717995600    6\n",
+       "1718071200    6\n",
+       "1718067600    6\n",
+       "1718064000    6\n",
+       "1718060400    6\n",
+       "1718056800    6\n",
+       "1718053200    6\n",
+       "1718049600    6\n",
+       "1718046000    6\n",
+       "1718042400    6\n",
+       "1718038800    6\n",
+       "1718035200    6\n",
+       "1718031600    6\n",
+       "1718028000    6\n",
+       "1718024400    6\n",
+       "1718020800    6\n",
+       "1718017200    6\n",
+       "1718013600    6\n",
+       "1718010000    6\n",
+       "1718006400    6\n",
+       "1718002800    6\n",
+       "1717999200    6\n",
+       "1718074800    6\n",
        "Name: data.wave.timestamp, dtype: int64"
       ]
      },
@@ -2572,7 +2493,7 @@
        "      <td>36.847</td>\n",
        "      <td>-75.75</td>\n",
        "      <td>37</td>\n",
-       "      <td>1719835200</td>\n",
+       "      <td>1717977600</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -2599,7 +2520,7 @@
        "0                           -75.75                               37   \n",
        "\n",
        "   associated.runInitializationTimestamp         associated.spotId  \n",
-       "0                             1719835200  584204214e65fad6a7709ce7  "
+       "0                             1717977600  584204214e65fad6a7709ce7  "
       ]
      },
      "execution_count": 59,
@@ -2654,76 +2575,76 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>1719806400</td>\n",
-       "      <td>100.000000</td>\n",
+       "      <td>1717992000</td>\n",
+       "      <td>100.0</td>\n",
        "      <td>-4</td>\n",
-       "      <td>47.76132</td>\n",
+       "      <td>8.29922</td>\n",
+       "      <td>1</td>\n",
        "      <td>2</td>\n",
-       "      <td>3</td>\n",
        "      <td>False</td>\n",
-       "      <td>Thigh to waist</td>\n",
-       "      <td>1.54921</td>\n",
-       "      <td>2.51640</td>\n",
-       "      <td>2</td>\n",
+       "      <td>Knee to thigh</td>\n",
+       "      <td>0.03281</td>\n",
+       "      <td>1.03281</td>\n",
+       "      <td>0</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>1719810000</td>\n",
-       "      <td>100.000000</td>\n",
+       "      <td>1717995600</td>\n",
+       "      <td>100.0</td>\n",
        "      <td>-4</td>\n",
-       "      <td>42.69708</td>\n",
+       "      <td>5.13194</td>\n",
+       "      <td>1</td>\n",
        "      <td>2</td>\n",
-       "      <td>3</td>\n",
        "      <td>False</td>\n",
-       "      <td>Thigh to waist</td>\n",
-       "      <td>1.44127</td>\n",
-       "      <td>2.44127</td>\n",
-       "      <td>2</td>\n",
+       "      <td>Knee to thigh</td>\n",
+       "      <td>0.03281</td>\n",
+       "      <td>1.03281</td>\n",
+       "      <td>0</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>1719813600</td>\n",
-       "      <td>100.000000</td>\n",
+       "      <td>1717999200</td>\n",
+       "      <td>100.0</td>\n",
        "      <td>-4</td>\n",
-       "      <td>31.29579</td>\n",
+       "      <td>8.76772</td>\n",
+       "      <td>1</td>\n",
        "      <td>2</td>\n",
-       "      <td>3</td>\n",
        "      <td>False</td>\n",
-       "      <td>Thigh to waist</td>\n",
-       "      <td>1.23491</td>\n",
-       "      <td>2.23491</td>\n",
-       "      <td>2</td>\n",
+       "      <td>Knee to thigh</td>\n",
+       "      <td>0.06562</td>\n",
+       "      <td>1.03281</td>\n",
+       "      <td>0</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>1719817200</td>\n",
-       "      <td>96.666667</td>\n",
+       "      <td>1718002800</td>\n",
+       "      <td>100.0</td>\n",
        "      <td>-4</td>\n",
-       "      <td>24.76881</td>\n",
+       "      <td>5.51770</td>\n",
+       "      <td>1</td>\n",
        "      <td>2</td>\n",
-       "      <td>3</td>\n",
        "      <td>False</td>\n",
-       "      <td>Thigh to waist</td>\n",
-       "      <td>1.06135</td>\n",
-       "      <td>2.02854</td>\n",
-       "      <td>2</td>\n",
+       "      <td>Knee to thigh</td>\n",
+       "      <td>0.06562</td>\n",
+       "      <td>1.03281</td>\n",
+       "      <td>0</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>1719820800</td>\n",
-       "      <td>96.666667</td>\n",
+       "      <td>1718006400</td>\n",
+       "      <td>100.0</td>\n",
        "      <td>-4</td>\n",
-       "      <td>21.73813</td>\n",
+       "      <td>5.29797</td>\n",
        "      <td>1</td>\n",
        "      <td>2</td>\n",
        "      <td>False</td>\n",
        "      <td>Knee to thigh</td>\n",
-       "      <td>0.92060</td>\n",
-       "      <td>1.92060</td>\n",
+       "      <td>0.03281</td>\n",
+       "      <td>1.03281</td>\n",
        "      <td>0</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "    </tr>\n",
@@ -2733,24 +2654,24 @@
       ],
       "text/plain": [
        "    timestamp  probability  utcOffset  wave_power  surf.min  surf.max  \\\n",
-       "0  1719806400   100.000000         -4    47.76132         2         3   \n",
-       "1  1719810000   100.000000         -4    42.69708         2         3   \n",
-       "2  1719813600   100.000000         -4    31.29579         2         3   \n",
-       "3  1719817200    96.666667         -4    24.76881         2         3   \n",
-       "4  1719820800    96.666667         -4    21.73813         1         2   \n",
+       "0  1717992000        100.0         -4     8.29922         1         2   \n",
+       "1  1717995600        100.0         -4     5.13194         1         2   \n",
+       "2  1717999200        100.0         -4     8.76772         1         2   \n",
+       "3  1718002800        100.0         -4     5.51770         1         2   \n",
+       "4  1718006400        100.0         -4     5.29797         1         2   \n",
        "\n",
        "   surf.plus surf.humanRelation  surf.raw.min  surf.raw.max  \\\n",
-       "0      False     Thigh to waist       1.54921       2.51640   \n",
-       "1      False     Thigh to waist       1.44127       2.44127   \n",
-       "2      False     Thigh to waist       1.23491       2.23491   \n",
-       "3      False     Thigh to waist       1.06135       2.02854   \n",
-       "4      False      Knee to thigh       0.92060       1.92060   \n",
+       "0      False      Knee to thigh       0.03281       1.03281   \n",
+       "1      False      Knee to thigh       0.03281       1.03281   \n",
+       "2      False      Knee to thigh       0.06562       1.03281   \n",
+       "3      False      Knee to thigh       0.06562       1.03281   \n",
+       "4      False      Knee to thigh       0.03281       1.03281   \n",
        "\n",
        "   surf.optimalScore               data.spotId  \n",
-       "0                  2  584204214e65fad6a7709ce7  \n",
-       "1                  2  584204214e65fad6a7709ce7  \n",
-       "2                  2  584204214e65fad6a7709ce7  \n",
-       "3                  2  584204214e65fad6a7709ce7  \n",
+       "0                  0  584204214e65fad6a7709ce7  \n",
+       "1                  0  584204214e65fad6a7709ce7  \n",
+       "2                  0  584204214e65fad6a7709ce7  \n",
+       "3                  0  584204214e65fad6a7709ce7  \n",
        "4                  0  584204214e65fad6a7709ce7  "
       ]
      },
@@ -2804,40 +2725,40 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>3.54331</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.6500</td>\n",
-       "      <td>44.51717</td>\n",
-       "      <td>160.51</td>\n",
-       "      <td>143.340</td>\n",
+       "      <td>0.00000</td>\n",
        "      <td>0</td>\n",
-       "      <td>1719806400</td>\n",
+       "      <td>0.0000</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1717992000</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>0.88583</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0.3191</td>\n",
-       "      <td>3.24415</td>\n",
-       "      <td>107.79</td>\n",
-       "      <td>103.010</td>\n",
+       "      <td>1.34514</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0.6454</td>\n",
+       "      <td>7.33609</td>\n",
+       "      <td>138.02</td>\n",
+       "      <td>128.410</td>\n",
        "      <td>0</td>\n",
-       "      <td>1719806400</td>\n",
+       "      <td>1717992000</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>0.45932</td>\n",
+       "      <td>9</td>\n",
+       "      <td>0.3126</td>\n",
+       "      <td>0.96313</td>\n",
+       "      <td>74.20</td>\n",
+       "      <td>69.005</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.0000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1719806400</td>\n",
+       "      <td>1717992000</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
@@ -2850,7 +2771,7 @@
        "      <td>0.00</td>\n",
        "      <td>0.000</td>\n",
        "      <td>0</td>\n",
-       "      <td>1719806400</td>\n",
+       "      <td>1717992000</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "      <td>3</td>\n",
        "    </tr>\n",
@@ -2863,72 +2784,72 @@
        "      <td>0.00</td>\n",
        "      <td>0.000</td>\n",
        "      <td>0</td>\n",
-       "      <td>1719806400</td>\n",
+       "      <td>1717992000</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0</td>\n",
+       "      <td>0.68898</td>\n",
+       "      <td>3</td>\n",
        "      <td>0.0000</td>\n",
        "      <td>0.00000</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.000</td>\n",
+       "      <td>4.98</td>\n",
+       "      <td>-12.885</td>\n",
        "      <td>0</td>\n",
-       "      <td>1719806400</td>\n",
+       "      <td>1717992000</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
-       "      <td>3.31365</td>\n",
-       "      <td>6</td>\n",
-       "      <td>0.6496</td>\n",
-       "      <td>39.48062</td>\n",
-       "      <td>156.74</td>\n",
-       "      <td>140.175</td>\n",
+       "      <td>0.62336</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.0351</td>\n",
+       "      <td>0.01456</td>\n",
+       "      <td>19.55</td>\n",
+       "      <td>9.195</td>\n",
        "      <td>0</td>\n",
-       "      <td>1719810000</td>\n",
+       "      <td>1717995600</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
-       "      <td>0.88583</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0.3194</td>\n",
-       "      <td>3.21646</td>\n",
-       "      <td>108.01</td>\n",
-       "      <td>103.220</td>\n",
+       "      <td>0.19685</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0.0000</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>281.95</td>\n",
+       "      <td>274.545</td>\n",
        "      <td>0</td>\n",
-       "      <td>1719810000</td>\n",
+       "      <td>1717995600</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>0.45932</td>\n",
+       "      <td>9</td>\n",
+       "      <td>0.2286</td>\n",
+       "      <td>0.70432</td>\n",
+       "      <td>75.04</td>\n",
+       "      <td>69.505</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.0000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1719810000</td>\n",
+       "      <td>1717995600</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.0000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.000</td>\n",
+       "      <td>1.04987</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.3495</td>\n",
+       "      <td>2.04041</td>\n",
+       "      <td>151.70</td>\n",
+       "      <td>145.145</td>\n",
        "      <td>0</td>\n",
-       "      <td>1719810000</td>\n",
+       "      <td>1717995600</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "      <td>3</td>\n",
        "    </tr>\n",
@@ -2937,29 +2858,29 @@
        "</div>"
       ],
       "text/plain": [
-       "    height  period  impact     power  direction  directionMin  optimalScore  \\\n",
-       "0  3.54331       5  0.6500  44.51717     160.51       143.340             0   \n",
-       "1  0.88583       8  0.3191   3.24415     107.79       103.010             0   \n",
-       "2  0.00000       0  0.0000   0.00000       0.00         0.000             0   \n",
-       "3  0.00000       0  0.0000   0.00000       0.00         0.000             0   \n",
-       "4  0.00000       0  0.0000   0.00000       0.00         0.000             0   \n",
-       "5  0.00000       0  0.0000   0.00000       0.00         0.000             0   \n",
-       "6  3.31365       6  0.6496  39.48062     156.74       140.175             0   \n",
-       "7  0.88583       8  0.3194   3.21646     108.01       103.220             0   \n",
-       "8  0.00000       0  0.0000   0.00000       0.00         0.000             0   \n",
-       "9  0.00000       0  0.0000   0.00000       0.00         0.000             0   \n",
+       "    height  period  impact    power  direction  directionMin  optimalScore  \\\n",
+       "0  0.00000       0  0.0000  0.00000       0.00         0.000             0   \n",
+       "1  1.34514       6  0.6454  7.33609     138.02       128.410             0   \n",
+       "2  0.45932       9  0.3126  0.96313      74.20        69.005             0   \n",
+       "3  0.00000       0  0.0000  0.00000       0.00         0.000             0   \n",
+       "4  0.00000       0  0.0000  0.00000       0.00         0.000             0   \n",
+       "5  0.68898       3  0.0000  0.00000       4.98       -12.885             0   \n",
+       "6  0.62336       2  0.0351  0.01456      19.55         9.195             0   \n",
+       "7  0.19685       3  0.0000  0.00000     281.95       274.545             0   \n",
+       "8  0.45932       9  0.2286  0.70432      75.04        69.505             0   \n",
+       "9  1.04987       5  0.3495  2.04041     151.70       145.145             0   \n",
        "\n",
        "  data.wave.timestamp               data.spotId  swells_idx  \n",
-       "0          1719806400  584204214e65fad6a7709ce7           0  \n",
-       "1          1719806400  584204214e65fad6a7709ce7           1  \n",
-       "2          1719806400  584204214e65fad6a7709ce7           2  \n",
-       "3          1719806400  584204214e65fad6a7709ce7           3  \n",
-       "4          1719806400  584204214e65fad6a7709ce7           4  \n",
-       "5          1719806400  584204214e65fad6a7709ce7           5  \n",
-       "6          1719810000  584204214e65fad6a7709ce7           0  \n",
-       "7          1719810000  584204214e65fad6a7709ce7           1  \n",
-       "8          1719810000  584204214e65fad6a7709ce7           2  \n",
-       "9          1719810000  584204214e65fad6a7709ce7           3  "
+       "0          1717992000  584204214e65fad6a7709ce7           0  \n",
+       "1          1717992000  584204214e65fad6a7709ce7           1  \n",
+       "2          1717992000  584204214e65fad6a7709ce7           2  \n",
+       "3          1717992000  584204214e65fad6a7709ce7           3  \n",
+       "4          1717992000  584204214e65fad6a7709ce7           4  \n",
+       "5          1717992000  584204214e65fad6a7709ce7           5  \n",
+       "6          1717995600  584204214e65fad6a7709ce7           0  \n",
+       "7          1717995600  584204214e65fad6a7709ce7           1  \n",
+       "8          1717995600  584204214e65fad6a7709ce7           2  \n",
+       "9          1717995600  584204214e65fad6a7709ce7           3  "
       ]
      },
      "execution_count": 61,
@@ -3058,88 +2979,88 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>1719806400</td>\n",
+       "      <td>1717992000</td>\n",
        "      <td>100.0</td>\n",
        "      <td>-4</td>\n",
-       "      <td>47.76132</td>\n",
+       "      <td>8.29922</td>\n",
+       "      <td>1</td>\n",
        "      <td>2</td>\n",
-       "      <td>3</td>\n",
        "      <td>False</td>\n",
-       "      <td>Thigh to waist</td>\n",
-       "      <td>1.54921</td>\n",
-       "      <td>2.5164</td>\n",
+       "      <td>Knee to thigh</td>\n",
+       "      <td>0.03281</td>\n",
+       "      <td>1.03281</td>\n",
        "      <td>...</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
-       "      <td>3.54331</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.6500</td>\n",
-       "      <td>44.51717</td>\n",
-       "      <td>160.51</td>\n",
-       "      <td>143.34</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0000</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000</td>\n",
        "      <td>0</td>\n",
-       "      <td>1719806400</td>\n",
+       "      <td>1717992000</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>1719806400</td>\n",
+       "      <td>1717992000</td>\n",
        "      <td>100.0</td>\n",
        "      <td>-4</td>\n",
-       "      <td>47.76132</td>\n",
+       "      <td>8.29922</td>\n",
+       "      <td>1</td>\n",
        "      <td>2</td>\n",
-       "      <td>3</td>\n",
        "      <td>False</td>\n",
-       "      <td>Thigh to waist</td>\n",
-       "      <td>1.54921</td>\n",
-       "      <td>2.5164</td>\n",
+       "      <td>Knee to thigh</td>\n",
+       "      <td>0.03281</td>\n",
+       "      <td>1.03281</td>\n",
        "      <td>...</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
-       "      <td>0.88583</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0.3191</td>\n",
-       "      <td>3.24415</td>\n",
-       "      <td>107.79</td>\n",
-       "      <td>103.01</td>\n",
+       "      <td>1.34514</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0.6454</td>\n",
+       "      <td>7.33609</td>\n",
+       "      <td>138.02</td>\n",
+       "      <td>128.410</td>\n",
        "      <td>0</td>\n",
-       "      <td>1719806400</td>\n",
+       "      <td>1717992000</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>1719806400</td>\n",
+       "      <td>1717992000</td>\n",
        "      <td>100.0</td>\n",
        "      <td>-4</td>\n",
-       "      <td>47.76132</td>\n",
+       "      <td>8.29922</td>\n",
+       "      <td>1</td>\n",
        "      <td>2</td>\n",
-       "      <td>3</td>\n",
        "      <td>False</td>\n",
-       "      <td>Thigh to waist</td>\n",
-       "      <td>1.54921</td>\n",
-       "      <td>2.5164</td>\n",
+       "      <td>Knee to thigh</td>\n",
+       "      <td>0.03281</td>\n",
+       "      <td>1.03281</td>\n",
        "      <td>...</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.0000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
+       "      <td>0.45932</td>\n",
+       "      <td>9</td>\n",
+       "      <td>0.3126</td>\n",
+       "      <td>0.96313</td>\n",
+       "      <td>74.20</td>\n",
+       "      <td>69.005</td>\n",
        "      <td>0</td>\n",
-       "      <td>1719806400</td>\n",
+       "      <td>1717992000</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>1719806400</td>\n",
+       "      <td>1717992000</td>\n",
        "      <td>100.0</td>\n",
        "      <td>-4</td>\n",
-       "      <td>47.76132</td>\n",
+       "      <td>8.29922</td>\n",
+       "      <td>1</td>\n",
        "      <td>2</td>\n",
-       "      <td>3</td>\n",
        "      <td>False</td>\n",
-       "      <td>Thigh to waist</td>\n",
-       "      <td>1.54921</td>\n",
-       "      <td>2.5164</td>\n",
+       "      <td>Knee to thigh</td>\n",
+       "      <td>0.03281</td>\n",
+       "      <td>1.03281</td>\n",
        "      <td>...</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "      <td>0.00000</td>\n",
@@ -3147,23 +3068,23 @@
        "      <td>0.0000</td>\n",
        "      <td>0.00000</td>\n",
        "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
+       "      <td>0.000</td>\n",
        "      <td>0</td>\n",
-       "      <td>1719806400</td>\n",
+       "      <td>1717992000</td>\n",
        "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>1719806400</td>\n",
+       "      <td>1717992000</td>\n",
        "      <td>100.0</td>\n",
        "      <td>-4</td>\n",
-       "      <td>47.76132</td>\n",
+       "      <td>8.29922</td>\n",
+       "      <td>1</td>\n",
        "      <td>2</td>\n",
-       "      <td>3</td>\n",
        "      <td>False</td>\n",
-       "      <td>Thigh to waist</td>\n",
-       "      <td>1.54921</td>\n",
-       "      <td>2.5164</td>\n",
+       "      <td>Knee to thigh</td>\n",
+       "      <td>0.03281</td>\n",
+       "      <td>1.03281</td>\n",
        "      <td>...</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
        "      <td>0.00000</td>\n",
@@ -3171,9 +3092,9 @@
        "      <td>0.0000</td>\n",
        "      <td>0.00000</td>\n",
        "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
+       "      <td>0.000</td>\n",
        "      <td>0</td>\n",
-       "      <td>1719806400</td>\n",
+       "      <td>1717992000</td>\n",
        "      <td>4</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -3183,32 +3104,32 @@
       ],
       "text/plain": [
        "    timestamp  probability  utcOffset  wave_power  surf.min  surf.max  \\\n",
-       "0  1719806400        100.0         -4    47.76132         2         3   \n",
-       "1  1719806400        100.0         -4    47.76132         2         3   \n",
-       "2  1719806400        100.0         -4    47.76132         2         3   \n",
-       "3  1719806400        100.0         -4    47.76132         2         3   \n",
-       "4  1719806400        100.0         -4    47.76132         2         3   \n",
+       "0  1717992000        100.0         -4     8.29922         1         2   \n",
+       "1  1717992000        100.0         -4     8.29922         1         2   \n",
+       "2  1717992000        100.0         -4     8.29922         1         2   \n",
+       "3  1717992000        100.0         -4     8.29922         1         2   \n",
+       "4  1717992000        100.0         -4     8.29922         1         2   \n",
        "\n",
        "   surf.plus surf.humanRelation  surf.raw.min  surf.raw.max  ...  \\\n",
-       "0      False     Thigh to waist       1.54921        2.5164  ...   \n",
-       "1      False     Thigh to waist       1.54921        2.5164  ...   \n",
-       "2      False     Thigh to waist       1.54921        2.5164  ...   \n",
-       "3      False     Thigh to waist       1.54921        2.5164  ...   \n",
-       "4      False     Thigh to waist       1.54921        2.5164  ...   \n",
-       "\n",
-       "                data.spotId   height  period  impact     power  direction  \\\n",
-       "0  584204214e65fad6a7709ce7  3.54331       5  0.6500  44.51717     160.51   \n",
-       "1  584204214e65fad6a7709ce7  0.88583       8  0.3191   3.24415     107.79   \n",
-       "2  584204214e65fad6a7709ce7  0.00000       0  0.0000   0.00000       0.00   \n",
-       "3  584204214e65fad6a7709ce7  0.00000       0  0.0000   0.00000       0.00   \n",
-       "4  584204214e65fad6a7709ce7  0.00000       0  0.0000   0.00000       0.00   \n",
+       "0      False      Knee to thigh       0.03281       1.03281  ...   \n",
+       "1      False      Knee to thigh       0.03281       1.03281  ...   \n",
+       "2      False      Knee to thigh       0.03281       1.03281  ...   \n",
+       "3      False      Knee to thigh       0.03281       1.03281  ...   \n",
+       "4      False      Knee to thigh       0.03281       1.03281  ...   \n",
+       "\n",
+       "                data.spotId   height  period  impact    power  direction  \\\n",
+       "0  584204214e65fad6a7709ce7  0.00000       0  0.0000  0.00000       0.00   \n",
+       "1  584204214e65fad6a7709ce7  1.34514       6  0.6454  7.33609     138.02   \n",
+       "2  584204214e65fad6a7709ce7  0.45932       9  0.3126  0.96313      74.20   \n",
+       "3  584204214e65fad6a7709ce7  0.00000       0  0.0000  0.00000       0.00   \n",
+       "4  584204214e65fad6a7709ce7  0.00000       0  0.0000  0.00000       0.00   \n",
        "\n",
        "   directionMin  optimalScore  data.wave.timestamp swells_idx  \n",
-       "0        143.34             0           1719806400          0  \n",
-       "1        103.01             0           1719806400          1  \n",
-       "2          0.00             0           1719806400          2  \n",
-       "3          0.00             0           1719806400          3  \n",
-       "4          0.00             0           1719806400          4  \n",
+       "0         0.000             0           1717992000          0  \n",
+       "1       128.410             0           1717992000          1  \n",
+       "2        69.005             0           1717992000          2  \n",
+       "3         0.000             0           1717992000          3  \n",
+       "4         0.000             0           1717992000          4  \n",
        "\n",
        "[5 rows x 21 columns]"
       ]
@@ -3295,14 +3216,14 @@
        "      <td>-75.947</td>\n",
        "      <td>...</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
-       "      <td>3.54331</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.6500</td>\n",
-       "      <td>44.51717</td>\n",
-       "      <td>160.51</td>\n",
-       "      <td>143.340</td>\n",
+       "      <td>0.00000</td>\n",
        "      <td>0</td>\n",
-       "      <td>1719806400</td>\n",
+       "      <td>0.0000</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1717992000</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -3319,14 +3240,14 @@
        "      <td>-75.947</td>\n",
        "      <td>...</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
-       "      <td>0.88583</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0.3191</td>\n",
-       "      <td>3.24415</td>\n",
-       "      <td>107.79</td>\n",
-       "      <td>103.010</td>\n",
+       "      <td>1.34514</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0.6454</td>\n",
+       "      <td>7.33609</td>\n",
+       "      <td>138.02</td>\n",
+       "      <td>128.410</td>\n",
        "      <td>0</td>\n",
-       "      <td>1719806400</td>\n",
+       "      <td>1717992000</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -3343,14 +3264,14 @@
        "      <td>-75.947</td>\n",
        "      <td>...</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>0.45932</td>\n",
+       "      <td>9</td>\n",
+       "      <td>0.3126</td>\n",
+       "      <td>0.96313</td>\n",
+       "      <td>74.20</td>\n",
+       "      <td>69.005</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.0000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1719806400</td>\n",
+       "      <td>1717992000</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -3374,7 +3295,7 @@
        "      <td>0.00</td>\n",
        "      <td>0.000</td>\n",
        "      <td>0</td>\n",
-       "      <td>1719806400</td>\n",
+       "      <td>1717992000</td>\n",
        "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -3398,7 +3319,7 @@
        "      <td>0.00</td>\n",
        "      <td>0.000</td>\n",
        "      <td>0</td>\n",
-       "      <td>1719806400</td>\n",
+       "      <td>1717992000</td>\n",
        "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -3446,7 +3367,7 @@
        "      <td>0.00</td>\n",
        "      <td>0.000</td>\n",
        "      <td>0</td>\n",
-       "      <td>1719889200</td>\n",
+       "      <td>1718074800</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -3463,14 +3384,14 @@
        "      <td>-75.947</td>\n",
        "      <td>...</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
-       "      <td>1.57480</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.3241</td>\n",
-       "      <td>3.76677</td>\n",
-       "      <td>48.39</td>\n",
-       "      <td>37.495</td>\n",
+       "      <td>0.42651</td>\n",
+       "      <td>8</td>\n",
+       "      <td>0.1750</td>\n",
+       "      <td>0.41736</td>\n",
+       "      <td>77.72</td>\n",
+       "      <td>71.530</td>\n",
        "      <td>0</td>\n",
-       "      <td>1719889200</td>\n",
+       "      <td>1718074800</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -3487,14 +3408,14 @@
        "      <td>-75.947</td>\n",
        "      <td>...</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.0000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.000</td>\n",
+       "      <td>2.19816</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.4051</td>\n",
+       "      <td>5.45579</td>\n",
+       "      <td>159.88</td>\n",
+       "      <td>146.175</td>\n",
        "      <td>0</td>\n",
-       "      <td>1719889200</td>\n",
+       "      <td>1718074800</td>\n",
        "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -3511,14 +3432,14 @@
        "      <td>-75.947</td>\n",
        "      <td>...</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
-       "      <td>0.88583</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0.3983</td>\n",
-       "      <td>3.77554</td>\n",
-       "      <td>109.16</td>\n",
-       "      <td>104.095</td>\n",
+       "      <td>0.72178</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0.2412</td>\n",
+       "      <td>0.91796</td>\n",
+       "      <td>136.16</td>\n",
+       "      <td>128.805</td>\n",
        "      <td>0</td>\n",
-       "      <td>1719889200</td>\n",
+       "      <td>1718074800</td>\n",
        "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -3535,14 +3456,14 @@
        "      <td>-75.947</td>\n",
        "      <td>...</td>\n",
        "      <td>584204214e65fad6a7709ce7</td>\n",
-       "      <td>0.65617</td>\n",
-       "      <td>6</td>\n",
-       "      <td>0.2481</td>\n",
-       "      <td>0.68484</td>\n",
-       "      <td>143.58</td>\n",
-       "      <td>137.240</td>\n",
+       "      <td>0.29528</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.1623</td>\n",
+       "      <td>0.25030</td>\n",
+       "      <td>108.68</td>\n",
+       "      <td>105.155</td>\n",
        "      <td>0</td>\n",
-       "      <td>1719889200</td>\n",
+       "      <td>1718074800</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -3604,43 +3525,43 @@
        "143                    -4                -75.96648                36.830361   \n",
        "\n",
        "     associated.forecastLocation.lon  ...               data.spotId   height  \\\n",
-       "0                            -75.947  ...  584204214e65fad6a7709ce7  3.54331   \n",
-       "1                            -75.947  ...  584204214e65fad6a7709ce7  0.88583   \n",
-       "2                            -75.947  ...  584204214e65fad6a7709ce7  0.00000   \n",
+       "0                            -75.947  ...  584204214e65fad6a7709ce7  0.00000   \n",
+       "1                            -75.947  ...  584204214e65fad6a7709ce7  1.34514   \n",
+       "2                            -75.947  ...  584204214e65fad6a7709ce7  0.45932   \n",
        "3                            -75.947  ...  584204214e65fad6a7709ce7  0.00000   \n",
        "4                            -75.947  ...  584204214e65fad6a7709ce7  0.00000   \n",
        "..                               ...  ...                       ...      ...   \n",
        "139                          -75.947  ...  584204214e65fad6a7709ce7  0.00000   \n",
-       "140                          -75.947  ...  584204214e65fad6a7709ce7  1.57480   \n",
-       "141                          -75.947  ...  584204214e65fad6a7709ce7  0.00000   \n",
-       "142                          -75.947  ...  584204214e65fad6a7709ce7  0.88583   \n",
-       "143                          -75.947  ...  584204214e65fad6a7709ce7  0.65617   \n",
-       "\n",
-       "     period  impact     power direction  directionMin  optimalScore  \\\n",
-       "0         5  0.6500  44.51717    160.51       143.340             0   \n",
-       "1         8  0.3191   3.24415    107.79       103.010             0   \n",
-       "2         0  0.0000   0.00000      0.00         0.000             0   \n",
-       "3         0  0.0000   0.00000      0.00         0.000             0   \n",
-       "4         0  0.0000   0.00000      0.00         0.000             0   \n",
-       "..      ...     ...       ...       ...           ...           ...   \n",
-       "139       0  0.0000   0.00000      0.00         0.000             0   \n",
-       "140       5  0.3241   3.76677     48.39        37.495             0   \n",
-       "141       0  0.0000   0.00000      0.00         0.000             0   \n",
-       "142       8  0.3983   3.77554    109.16       104.095             0   \n",
-       "143       6  0.2481   0.68484    143.58       137.240             0   \n",
+       "140                          -75.947  ...  584204214e65fad6a7709ce7  0.42651   \n",
+       "141                          -75.947  ...  584204214e65fad6a7709ce7  2.19816   \n",
+       "142                          -75.947  ...  584204214e65fad6a7709ce7  0.72178   \n",
+       "143                          -75.947  ...  584204214e65fad6a7709ce7  0.29528   \n",
+       "\n",
+       "     period  impact    power direction  directionMin  optimalScore  \\\n",
+       "0         0  0.0000  0.00000      0.00         0.000             0   \n",
+       "1         6  0.6454  7.33609    138.02       128.410             0   \n",
+       "2         9  0.3126  0.96313     74.20        69.005             0   \n",
+       "3         0  0.0000  0.00000      0.00         0.000             0   \n",
+       "4         0  0.0000  0.00000      0.00         0.000             0   \n",
+       "..      ...     ...      ...       ...           ...           ...   \n",
+       "139       0  0.0000  0.00000      0.00         0.000             0   \n",
+       "140       8  0.1750  0.41736     77.72        71.530             0   \n",
+       "141       4  0.4051  5.45579    159.88       146.175             0   \n",
+       "142       6  0.2412  0.91796    136.16       128.805             0   \n",
+       "143      10  0.1623  0.25030    108.68       105.155             0   \n",
        "\n",
        "     data.wave.timestamp  swells_idx  \n",
-       "0             1719806400           0  \n",
-       "1             1719806400           1  \n",
-       "2             1719806400           2  \n",
-       "3             1719806400           3  \n",
-       "4             1719806400           4  \n",
+       "0             1717992000           0  \n",
+       "1             1717992000           1  \n",
+       "2             1717992000           2  \n",
+       "3             1717992000           3  \n",
+       "4             1717992000           4  \n",
        "..                   ...         ...  \n",
-       "139           1719889200           1  \n",
-       "140           1719889200           2  \n",
-       "141           1719889200           3  \n",
-       "142           1719889200           4  \n",
-       "143           1719889200           5  \n",
+       "139           1718074800           1  \n",
+       "140           1718074800           2  \n",
+       "141           1718074800           3  \n",
+       "142           1718074800           4  \n",
+       "143           1718074800           5  \n",
        "\n",
        "[144 rows x 36 columns]"
       ]
@@ -3668,19 +3589,7 @@
    "cell_type": "code",
    "execution_count": 68,
    "metadata": {},
-   "outputs": [
-    {
-     "ename": "NameError",
-     "evalue": "name 'SlSpots' is not defined",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[68], line 2\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m SessionLocal() \u001b[38;5;28;01mas\u001b[39;00m db:\n\u001b[0;32m----> 2\u001b[0m     stmt \u001b[38;5;241m=\u001b[39m select(\u001b[43mSlSpots\u001b[49m\u001b[38;5;241m.\u001b[39mspot_id)\n\u001b[1;32m      3\u001b[0m     spots \u001b[38;5;241m=\u001b[39m db\u001b[38;5;241m.\u001b[39mexecute(stmt)\u001b[38;5;241m.\u001b[39mscalars()\u001b[38;5;241m.\u001b[39mall()\n",
-      "\u001b[0;31mNameError\u001b[0m: name 'SlSpots' is not defined"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "with SessionLocal() as db:\n",
     "    stmt = select(SlSpots.spot_id)\n",
@@ -3736,19 +3645,7 @@
    "cell_type": "code",
    "execution_count": 70,
    "metadata": {},
-   "outputs": [
-    {
-     "ename": "NameError",
-     "evalue": "name 'spots' is not defined",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[70], line 2\u001b[0m\n\u001b[1;32m      1\u001b[0m data \u001b[38;5;241m=\u001b[39m []\n\u001b[0;32m----> 2\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m spot \u001b[38;5;129;01min\u001b[39;00m \u001b[43mspots\u001b[49m[:\u001b[38;5;241m2\u001b[39m]:\n\u001b[1;32m      3\u001b[0m     result \u001b[38;5;241m=\u001b[39m fetch_from_sl_api(SlApiEndpoints\u001b[38;5;241m.\u001b[39mWAVE\u001b[38;5;241m.\u001b[39mvalue, SlApiParams\u001b[38;5;241m.\u001b[39mSPOT_ID\u001b[38;5;241m.\u001b[39mvalue, param\u001b[38;5;241m=\u001b[39mspot)\n\u001b[1;32m      4\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m result\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124massociated\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n",
-      "\u001b[0;31mNameError\u001b[0m: name 'spots' is not defined"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "data = []\n",
     "for spot in spots[:2]:\n",
@@ -3761,7 +3658,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 71,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3770,34 +3667,519 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 72,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>associated.units.temperature</th>\n",
+       "      <th>associated.units.tideHeight</th>\n",
+       "      <th>associated.units.swellHeight</th>\n",
+       "      <th>associated.units.waveHeight</th>\n",
+       "      <th>associated.units.windSpeed</th>\n",
+       "      <th>associated.units.pressure</th>\n",
+       "      <th>associated.utcOffset</th>\n",
+       "      <th>associated.location.lon</th>\n",
+       "      <th>associated.location.lat</th>\n",
+       "      <th>associated.forecastLocation.lon</th>\n",
+       "      <th>...</th>\n",
+       "      <th>data.spotId</th>\n",
+       "      <th>height</th>\n",
+       "      <th>period</th>\n",
+       "      <th>impact</th>\n",
+       "      <th>swell_power</th>\n",
+       "      <th>direction</th>\n",
+       "      <th>directionMin</th>\n",
+       "      <th>optimalScore</th>\n",
+       "      <th>data.wave.timestamp</th>\n",
+       "      <th>swells_idx</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>F</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>KTS</td>\n",
+       "      <td>MB</td>\n",
+       "      <td>-7</td>\n",
+       "      <td>-124.6654</td>\n",
+       "      <td>48.3105</td>\n",
+       "      <td>-124.6654</td>\n",
+       "      <td>...</td>\n",
+       "      <td>584204214e65fad6a7709ce7</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0000</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1717992000</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>F</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>KTS</td>\n",
+       "      <td>MB</td>\n",
+       "      <td>-7</td>\n",
+       "      <td>-124.6654</td>\n",
+       "      <td>48.3105</td>\n",
+       "      <td>-124.6654</td>\n",
+       "      <td>...</td>\n",
+       "      <td>584204214e65fad6a7709ce7</td>\n",
+       "      <td>1.34514</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0.6454</td>\n",
+       "      <td>7.33609</td>\n",
+       "      <td>138.02</td>\n",
+       "      <td>128.410</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1717992000</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>F</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>KTS</td>\n",
+       "      <td>MB</td>\n",
+       "      <td>-7</td>\n",
+       "      <td>-124.6654</td>\n",
+       "      <td>48.3105</td>\n",
+       "      <td>-124.6654</td>\n",
+       "      <td>...</td>\n",
+       "      <td>584204214e65fad6a7709ce7</td>\n",
+       "      <td>0.45932</td>\n",
+       "      <td>9</td>\n",
+       "      <td>0.3126</td>\n",
+       "      <td>0.96313</td>\n",
+       "      <td>74.20</td>\n",
+       "      <td>69.005</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1717992000</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>F</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>KTS</td>\n",
+       "      <td>MB</td>\n",
+       "      <td>-7</td>\n",
+       "      <td>-124.6654</td>\n",
+       "      <td>48.3105</td>\n",
+       "      <td>-124.6654</td>\n",
+       "      <td>...</td>\n",
+       "      <td>584204214e65fad6a7709ce7</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0000</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1717992000</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>F</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>KTS</td>\n",
+       "      <td>MB</td>\n",
+       "      <td>-7</td>\n",
+       "      <td>-124.6654</td>\n",
+       "      <td>48.3105</td>\n",
+       "      <td>-124.6654</td>\n",
+       "      <td>...</td>\n",
+       "      <td>584204214e65fad6a7709ce7</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0000</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1717992000</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>139</th>\n",
+       "      <td>F</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>KTS</td>\n",
+       "      <td>MB</td>\n",
+       "      <td>-7</td>\n",
+       "      <td>-124.6830</td>\n",
+       "      <td>48.2717</td>\n",
+       "      <td>-124.6830</td>\n",
+       "      <td>...</td>\n",
+       "      <td>584204214e65fad6a7709ce7</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0000</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1718074800</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>140</th>\n",
+       "      <td>F</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>KTS</td>\n",
+       "      <td>MB</td>\n",
+       "      <td>-7</td>\n",
+       "      <td>-124.6830</td>\n",
+       "      <td>48.2717</td>\n",
+       "      <td>-124.6830</td>\n",
+       "      <td>...</td>\n",
+       "      <td>584204214e65fad6a7709ce7</td>\n",
+       "      <td>0.42651</td>\n",
+       "      <td>8</td>\n",
+       "      <td>0.1750</td>\n",
+       "      <td>0.41736</td>\n",
+       "      <td>77.72</td>\n",
+       "      <td>71.530</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1718074800</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>141</th>\n",
+       "      <td>F</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>KTS</td>\n",
+       "      <td>MB</td>\n",
+       "      <td>-7</td>\n",
+       "      <td>-124.6830</td>\n",
+       "      <td>48.2717</td>\n",
+       "      <td>-124.6830</td>\n",
+       "      <td>...</td>\n",
+       "      <td>584204214e65fad6a7709ce7</td>\n",
+       "      <td>2.19816</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.4051</td>\n",
+       "      <td>5.45579</td>\n",
+       "      <td>159.88</td>\n",
+       "      <td>146.175</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1718074800</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>142</th>\n",
+       "      <td>F</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>KTS</td>\n",
+       "      <td>MB</td>\n",
+       "      <td>-7</td>\n",
+       "      <td>-124.6830</td>\n",
+       "      <td>48.2717</td>\n",
+       "      <td>-124.6830</td>\n",
+       "      <td>...</td>\n",
+       "      <td>584204214e65fad6a7709ce7</td>\n",
+       "      <td>0.72178</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0.2412</td>\n",
+       "      <td>0.91796</td>\n",
+       "      <td>136.16</td>\n",
+       "      <td>128.805</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1718074800</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>143</th>\n",
+       "      <td>F</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>KTS</td>\n",
+       "      <td>MB</td>\n",
+       "      <td>-7</td>\n",
+       "      <td>-124.6830</td>\n",
+       "      <td>48.2717</td>\n",
+       "      <td>-124.6830</td>\n",
+       "      <td>...</td>\n",
+       "      <td>584204214e65fad6a7709ce7</td>\n",
+       "      <td>0.29528</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.1623</td>\n",
+       "      <td>0.25030</td>\n",
+       "      <td>108.68</td>\n",
+       "      <td>105.155</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1718074800</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>288 rows × 36 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    associated.units.temperature associated.units.tideHeight  \\\n",
+       "0                              F                          FT   \n",
+       "1                              F                          FT   \n",
+       "2                              F                          FT   \n",
+       "3                              F                          FT   \n",
+       "4                              F                          FT   \n",
+       "..                           ...                         ...   \n",
+       "139                            F                          FT   \n",
+       "140                            F                          FT   \n",
+       "141                            F                          FT   \n",
+       "142                            F                          FT   \n",
+       "143                            F                          FT   \n",
+       "\n",
+       "    associated.units.swellHeight associated.units.waveHeight  \\\n",
+       "0                             FT                          FT   \n",
+       "1                             FT                          FT   \n",
+       "2                             FT                          FT   \n",
+       "3                             FT                          FT   \n",
+       "4                             FT                          FT   \n",
+       "..                           ...                         ...   \n",
+       "139                           FT                          FT   \n",
+       "140                           FT                          FT   \n",
+       "141                           FT                          FT   \n",
+       "142                           FT                          FT   \n",
+       "143                           FT                          FT   \n",
+       "\n",
+       "    associated.units.windSpeed associated.units.pressure  \\\n",
+       "0                          KTS                        MB   \n",
+       "1                          KTS                        MB   \n",
+       "2                          KTS                        MB   \n",
+       "3                          KTS                        MB   \n",
+       "4                          KTS                        MB   \n",
+       "..                         ...                       ...   \n",
+       "139                        KTS                        MB   \n",
+       "140                        KTS                        MB   \n",
+       "141                        KTS                        MB   \n",
+       "142                        KTS                        MB   \n",
+       "143                        KTS                        MB   \n",
+       "\n",
+       "     associated.utcOffset  associated.location.lon  associated.location.lat  \\\n",
+       "0                      -7                -124.6654                  48.3105   \n",
+       "1                      -7                -124.6654                  48.3105   \n",
+       "2                      -7                -124.6654                  48.3105   \n",
+       "3                      -7                -124.6654                  48.3105   \n",
+       "4                      -7                -124.6654                  48.3105   \n",
+       "..                    ...                      ...                      ...   \n",
+       "139                    -7                -124.6830                  48.2717   \n",
+       "140                    -7                -124.6830                  48.2717   \n",
+       "141                    -7                -124.6830                  48.2717   \n",
+       "142                    -7                -124.6830                  48.2717   \n",
+       "143                    -7                -124.6830                  48.2717   \n",
+       "\n",
+       "     associated.forecastLocation.lon  ...               data.spotId   height  \\\n",
+       "0                          -124.6654  ...  584204214e65fad6a7709ce7  0.00000   \n",
+       "1                          -124.6654  ...  584204214e65fad6a7709ce7  1.34514   \n",
+       "2                          -124.6654  ...  584204214e65fad6a7709ce7  0.45932   \n",
+       "3                          -124.6654  ...  584204214e65fad6a7709ce7  0.00000   \n",
+       "4                          -124.6654  ...  584204214e65fad6a7709ce7  0.00000   \n",
+       "..                               ...  ...                       ...      ...   \n",
+       "139                        -124.6830  ...  584204214e65fad6a7709ce7  0.00000   \n",
+       "140                        -124.6830  ...  584204214e65fad6a7709ce7  0.42651   \n",
+       "141                        -124.6830  ...  584204214e65fad6a7709ce7  2.19816   \n",
+       "142                        -124.6830  ...  584204214e65fad6a7709ce7  0.72178   \n",
+       "143                        -124.6830  ...  584204214e65fad6a7709ce7  0.29528   \n",
+       "\n",
+       "     period  impact swell_power direction  directionMin  optimalScore  \\\n",
+       "0         0  0.0000     0.00000      0.00         0.000             0   \n",
+       "1         6  0.6454     7.33609    138.02       128.410             0   \n",
+       "2         9  0.3126     0.96313     74.20        69.005             0   \n",
+       "3         0  0.0000     0.00000      0.00         0.000             0   \n",
+       "4         0  0.0000     0.00000      0.00         0.000             0   \n",
+       "..      ...     ...         ...       ...           ...           ...   \n",
+       "139       0  0.0000     0.00000      0.00         0.000             0   \n",
+       "140       8  0.1750     0.41736     77.72        71.530             0   \n",
+       "141       4  0.4051     5.45579    159.88       146.175             0   \n",
+       "142       6  0.2412     0.91796    136.16       128.805             0   \n",
+       "143      10  0.1623     0.25030    108.68       105.155             0   \n",
+       "\n",
+       "     data.wave.timestamp  swells_idx  \n",
+       "0             1717992000           0  \n",
+       "1             1717992000           1  \n",
+       "2             1717992000           2  \n",
+       "3             1717992000           3  \n",
+       "4             1717992000           4  \n",
+       "..                   ...         ...  \n",
+       "139           1718074800           1  \n",
+       "140           1718074800           2  \n",
+       "141           1718074800           3  \n",
+       "142           1718074800           4  \n",
+       "143           1718074800           5  \n",
+       "\n",
+       "[288 rows x 36 columns]"
+      ]
+     },
+     "execution_count": 72,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "full_df"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 73,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['associated.units.temperature', 'associated.units.tideHeight',\n",
+       "       'associated.units.swellHeight', 'associated.units.waveHeight',\n",
+       "       'associated.units.windSpeed', 'associated.units.pressure',\n",
+       "       'associated.utcOffset', 'associated.location.lon',\n",
+       "       'associated.location.lat', 'associated.forecastLocation.lon',\n",
+       "       'associated.forecastLocation.lat', 'associated.offshoreLocation.lon',\n",
+       "       'associated.offshoreLocation.lat',\n",
+       "       'associated.runInitializationTimestamp', 'associated.spotId',\n",
+       "       'timestamp', 'probability', 'utcOffset', 'wave_power', 'surf.min',\n",
+       "       'surf.max', 'surf.plus', 'surf.humanRelation', 'surf.raw.min',\n",
+       "       'surf.raw.max', 'surf.optimalScore', 'data.spotId', 'height', 'period',\n",
+       "       'impact', 'swell_power', 'direction', 'directionMin', 'optimalScore',\n",
+       "       'data.wave.timestamp', 'swells_idx'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 73,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "full_df.columns"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 74,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "associated.units.temperature              object\n",
+       "associated.units.tideHeight               object\n",
+       "associated.units.swellHeight              object\n",
+       "associated.units.waveHeight               object\n",
+       "associated.units.windSpeed                object\n",
+       "associated.units.pressure                 object\n",
+       "associated.utcOffset                       int64\n",
+       "associated.location.lon                  float64\n",
+       "associated.location.lat                  float64\n",
+       "associated.forecastLocation.lon          float64\n",
+       "associated.forecastLocation.lat          float64\n",
+       "associated.offshoreLocation.lon          float64\n",
+       "associated.offshoreLocation.lat          float64\n",
+       "associated.runInitializationTimestamp      int64\n",
+       "associated.spotId                         object\n",
+       "timestamp                                 object\n",
+       "probability                              float64\n",
+       "utcOffset                                  int64\n",
+       "wave_power                               float64\n",
+       "surf.min                                   int64\n",
+       "surf.max                                   int64\n",
+       "surf.plus                                   bool\n",
+       "surf.humanRelation                        object\n",
+       "surf.raw.min                             float64\n",
+       "surf.raw.max                             float64\n",
+       "surf.optimalScore                          int64\n",
+       "data.spotId                               object\n",
+       "height                                   float64\n",
+       "period                                     int64\n",
+       "impact                                   float64\n",
+       "swell_power                              float64\n",
+       "direction                                float64\n",
+       "directionMin                             float64\n",
+       "optimalScore                               int64\n",
+       "data.wave.timestamp                       object\n",
+       "swells_idx                                 int64\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 74,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "full_df.dtypes"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 75,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3845,7 +4227,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 76,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3854,7 +4236,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 77,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3963,7 +4345,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 78,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3972,7 +4354,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 79,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -4050,7 +4432,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.0"
+   "version": "3.10.12"
   }
  },
  "nbformat": 4,