diff --git a/.gitignore b/.gitignore
index 8ec5ae8..20a694b 100644
--- a/.gitignore
+++ b/.gitignore
@@ -18,3 +18,5 @@ import_graph.svg
 tmp/
 
 *.xlsx
+# Keep the example input
+!examples/example_input_excel.xlsx
diff --git a/Pipfile b/Pipfile
deleted file mode 100644
index fd1d27a..0000000
--- a/Pipfile
+++ /dev/null
@@ -1,33 +0,0 @@
-[[source]]
-url = "https://pypi.org/simple"
-verify_ssl = true
-name = "pypi"
-
-[packages]
-pydantic = "*"
-pandas = "*"
-requests = "*"
-dotenv = "*"
-pyyaml = "*"
-pydantic-settings = "*"
-pyetm = {file = ".", editable = true}
-xlsxwriter = "*"
-openpyxl = "*"
-
-[dev-packages]
-pytest = "*"
-pylint = "*"
-requests-mock = "*"
-ipykernel = "*"
-notebook = "*"
-pytest-cov = "*"
-pydeps = "*"
-
-[requires]
-python_version = "3.12"
-
-[scripts]
-test = "python -m pytest"
-test_with_coverage = "python -m pytest --cov=pyetm tests/ --cov-report=term-missing"
-linter = "python -m pylint pyetm"
-deptree = "pydeps src/pyetm --show-cycles --max-bacon=2 -o import_graph.svg -T svg"
diff --git a/Pipfile.lock b/Pipfile.lock
deleted file mode 100644
index c2ab727..0000000
--- a/Pipfile.lock
+++ /dev/null
@@ -1,1993 +0,0 @@
-{
-    "_meta": {
-        "hash": {
-            "sha256": "9c4a4dd242a69bb0fa72de6d543863742a6ac38a51db7cf772696af377dfa7bf"
-        },
-        "pipfile-spec": 6,
-        "requires": {
-            "python_version": "3.12"
-        },
-        "sources": [
-            {
-                "name": "pypi",
-                "url": "https://pypi.org/simple",
-                "verify_ssl": true
-            }
-        ]
-    },
-    "default": {
-        "annotated-types": {
-            "hashes": [
-                "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53",
-                "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"
-            ],
-            "markers": "python_version >= '3.8'",
-            "version": "==0.7.0"
-        },
-        "certifi": {
-            "hashes": [
-                "sha256:2e0c7ce7cb5d8f8634ca55d2ba7e6ec2689a2fd6537d8dec1296a477a4910057",
-                "sha256:d747aa5a8b9bbbb1bb8c22bb13e22bd1f18e9796defa16bab421f7f7a317323b"
-            ],
-            "markers": "python_version >= '3.7'",
-            "version": "==2025.6.15"
-        },
-        "charset-normalizer": {
-            "hashes": [
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-            "markers": "python_version >= '3.8'",
-            "version": "==1.8.0"
-        }
-    }
-}
diff --git a/README.md b/README.md
index 385b7ff..b0a1ca4 100644
--- a/README.md
+++ b/README.md
@@ -1,80 +1,143 @@
 # pyetm
 
-This package provides a set of tools for interaction with the Energy Transition Model's API. Learn more
-about the Energy Transition Model [here](https://energytransitionmodel.com/). The
-package is designed to be a modular tool that advanced users can incorporate into their workflows. The
-complete documentation is available [via the ETM documentation page](https://docs.energytransitionmodel.com/main/pyetm/introduction).
+This package provides a set of tools for interaction with the Energy Transition Model's API.
+Learn more about the Energy Transition Model [here](https://energytransitionmodel.com/).
+
+The package is designed to be a modular tool that advanced users can incorporate into their scenario workflows.
+The complete documentation is available [via the ETM documentation page](https://docs.energytransitionmodel.com/main/pyetm/introduction).
+
+---
 
 ## Installation
 
-You can clone the pyetm from [our Github](https://github.com/quintel/pyetm). The package is also
-available via pip like any other python package - install it and use it in your project!
-```
+You can install **pyetm** directly from PyPI:
+```bash
 pip install pyetm
 ```
 
-## Just running the Jupyter Notebooks - or a beginner friendly guide to PyETM
-If you are not planning on developing the tool, but would like to open and run our Jupyter notebooks
-in VS Code, follow the beginner friendly guide at [Running notebooks](running_notebooks.md).
+Or clone from [our GitHub repository](https://github.com/quintel/pyetm) if you want the latest development version:
+```bash
+git clone https://github.com/quintel/pyetm.git
+cd pyetm
+```
 
-## Getting started
-Make sure you have [Python 3](https://www.python.org/downloads/) installed. Then, install all required
-libraries by opening a terminal/command-prompt window in the `pyetm` folder (or navigate to this folder
-in the terminal using `cd "path/to/scenario-tools-folder"`). All following examples of running the tool
-expect you to be in this folder.
+---
 
-#### Using pipenv
-It is recommended (but not required) that you use [`pipenv`](https://pipenv.pypa.io/en/latest/) for
-running these tools. When using `pipenv` it will create a virtual environment for you. A virtual
-environment helps with keeping the libraries you install here separate of your global libraries (in
-other words your `pyetm` will be in a stable and isolated environment and are thus less
-likely to break when updating things elsewhere on your computer).
+## Running Jupyter Notebooks (Beginner Friendly)
 
-You can install `pipenv` with `pip` or `pip3` if you don't have it installed yet.
-```
-pip3 install pipenv
-```
+If you only want to open and run our Jupyter notebooks in VS Code without developing the package,
+follow the beginner guide here: [Running notebooks](running_notebooks.md).
 
-Then you can create a new environment and install all the libraries in one go by running:
-```
-pipenv install
-```
+---
 
-If you plan to develop with the tool, install the dev dependencies too:
-```
-pipenv install --dev
+## Development Setup (Using Poetry)
+
+We recommend using [Poetry](https://python-poetry.org/) to manage dependencies and virtual environments.
+Poetry ensures all dependencies are installed in an isolated environment, keeping your system clean.
+
+### Python
+Make sure you have **Python 3.12** or later installed:
+- **Windows**: [Download from python.org](https://www.python.org/downloads/windows/)
+- **macOS**: Install via [Homebrew](https://brew.sh/)
+  ```bash
+  brew install python@3.12
+  ```
+- **Linux**: Use your package manager or install from source.
+
+Check your version:
+```bash
+python3 --version
 ```
 
-#### Configuring your settings
+---
 
-You can set your API token and the base url for your requests (depending which
-[environment](https://docs.energytransitionmodel.com/api/intro#environments) you want to interact with)
-either directly in the ENV or via a config.yml file.
+### Poetry
+Follow the [official instructions](https://python-poetry.org/docs/#installation):
 
-##### config.yml
-pyetm uses a `config.yml` file in the project root to store your personal settings:
+```bash
+curl -sSL https://install.python-poetry.org | python3 -
+```
 
-1. Duplicate the example file provided (`examples/config.example.yml`) and rename it to `config.yml`.
-2. Open `config.yml` and fill in your values:
-   - **etm_api_token**: Your personal ETM API token (overridden by the `$ETM_API_TOKEN` environment variable if set).
-   - **base_url**: The API base URL for the target environment (overridden by the `$BASE_URL` environment
-    variable if set) e.g., default pro, a stable engine at `https://2025-01.engine.energytransitionmodel.com/api/v3`,
-    or beta at `https://beta.engine.energytransitionmodel.com/api/v3`.
-   - **local_engine_url** and **local_model_url**: URLs for a local ETM instance, if running locally.
-   - **proxy_servers**: (Optional) HTTP/HTTPS proxy URLs, if required by your network.
-   - **csv_separator** and **decimal_separator**: Defaults are `,` and `.`; adjust if your CSV exports
-    use different separators.
+After installation, ensure Poetry is available:
+```bash
+poetry --version
+```
 
-Your `config.yml` should reside in the root `pyetm/` folder.
 
-##### ENV variables
-If you use pyetm as a package, you may want to set your ENV variables using a custom flow. In that
-case, the variables you need to set are:
+#### Install Dependencies
 
-    $ETM_API_TOKEN - Your api token (specific to the environment you are interacting with)
-    $BASE_URL - The base url of the environment you are interacting with.
-    $LOCAL_ENGINE_URL - The local url of the engine if running locally.
-    $LOCAL_MODEL_URL - The local url of the model if running locally.
+Navigate to the `pyetm` folder and install all dependencies:
+```bash
+cd pyetm
+poetry install
+```
 
+This will:
+- Create a virtual environment
+- Install runtime dependencies
+If you want development dependencies (testing, linting, etc.) then append the
+"--with dev" flag to the install command.
+
+
+#### Activating the Environment
+You can either:
+- Run commands inside Poetry’s environment:
+  ```bash
+  poetry run pytest
+  poetry run pyetm
+  ```
+- Or activate the shell:
+  ```bash
+  eval $(poetry env activate)
+  ```
+  Then run commands normally:
+  ```bash
+  pytest
+  pyetm
+  ```
+
+
+## Configuring Your Settings
+
+You can configure your API token and base URL either with a **config.yml** file or environment variables. You can now simply set an `environment` and the base URL will be inferred for you.
+
+### Option 1: `config.yml`
+1. Duplicate the example file (`examples/example.config.yml`) and rename it to `config.yml`.
+2. Edit `config.yml`:
+   - **etm_api_token**: Your ETM API token (overridden by `$ETM_API_TOKEN` if set).
+   - **environment**: pro (default), beta, local, or a stable tag like `2025-01`. When set, `base_url` is inferred automatically.
+   - (optional) **base_url**: API base URL (overridden by `$BASE_URL` if set). If both `environment` and `base_url` are set, `base_url` wins.
+     Examples if you need a direct override:
+       - `https://engine.energytransitionmodel.com/api/v3` (pro)
+       - `https://beta.engine.energytransitionmodel.com/api/v3` (beta)
+       - `https://2025-01.engine.energytransitionmodel.com/api/v3` (stable tag)
+   - **proxy_servers**: (Optional) HTTP/HTTPS proxy URLs.
+   - **csv_separator** and **decimal_separator**: Defaults are `,` and `.`.
+
+Place `config.yml` in the project root (`pyetm/` folder).
+
+### Option 2: Environment Variables
+If you prefer, set these environment variables:
+```bash
+ETM_API_TOKEN=<your token>
+ENVIRONMENT=<pro|beta|local|YYYY-MM>
+# or provide a direct override instead of ENVIRONMENT
+BASE_URL=<api url>
+```
 
-#TODO - check links
+---
+
+## Cross-Platform Notes
+- **Windows**:
+  - Use `py` instead of `python3` if `python3` is not recognized.
+  - In PowerShell, set environment variables with:
+    ```powershell
+    $env:ETM_API_TOKEN="your-token"
+    ```
+- **macOS/Linux**:
+  - Use `python3` in commands.
+  - Set environment variables with:
+    ```bash
+    export ETM_API_TOKEN="your-token"
+  export ENVIRONMENT=beta   # or pro/local/2025-01
+    ```
diff --git a/examples/.gitkeep b/examples/.gitkeep
deleted file mode 100644
index e69de29..0000000
diff --git a/examples/advanced_examples/advanced_scenario_example.ipynb b/examples/advanced_examples/advanced_scenario_example.ipynb
deleted file mode 100644
index e9baefc..0000000
--- a/examples/advanced_examples/advanced_scenario_example.ipynb
+++ /dev/null
@@ -1,689 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "ddbe7ab2",
-   "metadata": {},
-   "source": [
-    "# Advanced Scenario Examples\n",
-    "\n",
-    "This notebook demonstrates how to use the `Scenario` object within the pyetm package to retrieve and \n",
-    "inspect data from an ETM scenario. These examples are slightly more advanced, including analytics and\n",
-    "data operations on the scenario object and its sub-models.\n",
-    "\n",
-    "Make sure you have a valid `ETM_API_TOKEN` set in your environment.\n",
-    "\n",
-    "## Structure\n",
-    "\n",
-    "This notebook is organized into two main sections:\n",
-    "1. **Setup & Initialization** - Run these cells first to set up your environment and load a scenario\n",
-    "2. **Exploration Examples** - After setup is complete, these cells can be run in any order to explore different aspects of scenario data"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "setup_header",
-   "metadata": {},
-   "source": [
-    "## Setup & Initialization\n",
-    "\n",
-    "**Run these cells first!** The following cells set up your environment and load a scenario. Complete this section before exploring the examples below."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "5ba2f542",
-   "metadata": {},
-   "source": [
-    "##### Environment Setup"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "dfa34991",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from example_helpers import setup_notebook\n",
-    "from pyetm.models import Scenario\n",
-    "\n",
-    "setup_notebook()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "f579be0a",
-   "metadata": {},
-   "source": [
-    "##### Load a scenario\n",
-    "\n",
-    "This cell connects to a specific scenario using its session ID and loads all its data.\n",
-    "\n",
-    "The scenario object will contain inputs, outputs, custom curves, and other configuration data."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "6a514b5d",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Connect to your scenario by supplying the session ID\n",
-    "scenario = Scenario.load(2690288)\n",
-    "\n",
-    "print(f\"  Scenario {scenario.id} loaded successfully\")\n",
-    "print(f\"  Total inputs: {len(scenario.inputs)}\")\n",
-    "print(f\"  User-modified inputs: {len(scenario.user_values())}\")\n",
-    "print(\"\\n Setup complete! You can now run any of the exploration examples below in any order.\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "exploration_header",
-   "metadata": {},
-   "source": [
-    "## Exploration Examples\n",
-    "\n",
-    "**The cells below can be run in any order** after completing the setup section above. Each cell demonstrates different ways to explore and analyze scenario data using the pyetm package to connect to the Energy Transition Model's API."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "basic_properties_section",
-   "metadata": {},
-   "source": [
-    "### Basic Scenario Properties"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "basic_properties",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Display basic scenario properties\n",
-    "# These properties define the fundamental characteristics of the scenario\n",
-    "\n",
-    "print(f\"Scenario ID:        {scenario.id}\")\n",
-    "print(f\"Area Code:          {scenario.area_code}\")\n",
-    "print(f\"End Year:           {scenario.end_year}\")\n",
-    "print(f\"Start Year:         {scenario.start_year}\")\n",
-    "print(f\"Created:            {scenario.created_at}\")\n",
-    "print(f\"Updated:            {scenario.updated_at}\")\n",
-    "print(f\"Private:            {scenario.private}\")\n",
-    "print(f\"Template:           {scenario.template}\")\n",
-    "print(f\"Source:             {scenario.source}\")\n",
-    "print(f\"URL:                {scenario.url}\")\n",
-    "print(f\"Keep Compatible:    {scenario.keep_compatible}\")\n",
-    "print(f\"Scaling:            {scenario.scaling}\")\n",
-    "print(f\"Version:            {scenario.version}\")\n",
-    "\n",
-    "# Show metadata if available\n",
-    "if scenario.metadata:\n",
-    "    print(\"\\nMetadata:\")\n",
-    "    print(scenario.metadata)\n",
-    "else:\n",
-    "    print(\"\\nNo additional metadata available\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "7418c5e1",
-   "metadata": {},
-   "source": [
-    "### Complete Scenario Metadata Export\n",
-    "\n",
-    "The `model_dump()` method provides a complete export of all scenario metadata in a structured format. This includes all properties and their current values."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "972bd7c5",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Export complete scenario metadata\n",
-    "# model_dump() returns a comprehensive dictionary containing all scenario metadata\n",
-    "\n",
-    "full_data = scenario.model_dump()\n",
-    "print(f\"Complete scenario metadata ({len(full_data)} fields):\")\n",
-    "print(\"\\n\" + \"-\"*70)\n",
-    "print(full_data)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "user_values_section",
-   "metadata": {},
-   "source": [
-    "### Exploring User-Modified Values\n",
-    "\n",
-    "The `user_values()` method returns a dictionary of all inputs that have been modified from their default values."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "user_values_example",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Display all user-modified input values\n",
-    "# This shows only the inputs that have been changed from their default values\n",
-    "# The format is {input_key: user_value}\n",
-    "\n",
-    "user_values = scenario.user_values()\n",
-    "print(f\"Found {len(user_values)} user-modified inputs:\")\n",
-    "print(\"\\n\" + \"-\"*70)\n",
-    "print(user_values)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "input_analysis_section",
-   "metadata": {},
-   "source": [
-    "### Analyzing Input Properties\n",
-    "\n",
-    "Each input in a scenario has various properties that define its behavior:\n",
-    "- `key`: Unique identifier for the input\n",
-    "- `unit`: The unit of measurement (e.g., 'MW', '%', 'PJ')\n",
-    "- `disabled`: Whether the input is currently disabled\n",
-    "- `user`: The value set by the user (if any)\n",
-    "- `default`: The default value for this input\n",
-    "\n",
-    "Additional properties for specific input types:\n",
-    "- **Float inputs**: `min` and `max` values defining valid ranges\n",
-    "- **Enumerable inputs**: `permitted_values` showing available options"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "input_collection_overview",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Overview of the input collection\n",
-    "# The inputs property provides access to all scenario inputs through an InputCollection\n",
-    "\n",
-    "print(f\"Input Collection Overview:\")\n",
-    "print(f\"  Total inputs: {len(scenario.inputs)}\")\n",
-    "print(f\"  Input collection type: {type(scenario.inputs)}\")\n",
-    "print(f\"  User-modified inputs: {len([inp for inp in scenario.inputs if inp.user is not None])}\")\n",
-    "print(f\"  Disabled inputs: {len([inp for inp in scenario.inputs if inp.disabled])}\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "6c4825ba",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Analyze units used across all inputs\n",
-    "# This gives you an overview of what types of measurements are used in the scenario\n",
-    "\n",
-    "# Count inputs by unit type\n",
-    "unit_counts = {}\n",
-    "for input in scenario.inputs:\n",
-    "    unit = input.unit or 'No unit'\n",
-    "    unit_counts[unit] = unit_counts.get(unit, 0) + 1\n",
-    "\n",
-    "total_inputs = len(scenario.inputs)\n",
-    "print(f\"Found {len(unit_counts)} different units used across {total_inputs:,} inputs:\")\n",
-    "print(\"\\n\" + \"-\"*70)\n",
-    "\n",
-    "# Sort by count (most common first) and show percentages\n",
-    "sorted_units = sorted(unit_counts.items(), key=lambda x: x[1], reverse=True)\n",
-    "for unit, count in sorted_units:\n",
-    "    percentage = (count / total_inputs) * 100\n",
-    "    print(f\"{unit:15}: {count:4,} inputs ({percentage:5.1f}%)\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "38fd7d1c",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Identify disabled inputs\n",
-    "# Disabled inputs are those that do not impact the scenario because of a coupling,\n",
-    "# or if you are not the owner/editor of the scenario\n",
-    "\n",
-    "disabled_inputs = [input.key for input in scenario.inputs if input.disabled]\n",
-    "print(f\"Found {len(disabled_inputs)} disabled inputs:\")\n",
-    "print(\"\\n\" + \"-\"*70)\n",
-    "print(disabled_inputs)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "f44d29ef",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Display default values for all inputs\n",
-    "# Default values represent the baseline scenario before user modifications\n",
-    "\n",
-    "default_values = { input.key: input.default for input in scenario.inputs }\n",
-    "print(f\"Default values for {len(default_values)} inputs:\")\n",
-    "print(\"\\n\" + \"-\"*70)\n",
-    "print(default_values)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "d980ed9b",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Explore Float input constraints\n",
-    "# Float inputs have minimum and maximum values that define valid ranges\n",
-    "# This information helps to understand input range-limitations and validation rules\n",
-    "\n",
-    "from pyetm.models.inputs import FloatInput\n",
-    "\n",
-    "float_inputs = [input for input in scenario.inputs if isinstance(input, FloatInput)]\n",
-    "print(f\"Found {len(float_inputs)} float inputs:\")\n",
-    "print(\"\\n\" + \"-\"*70)\n",
-    "\n",
-    "float_details = [input.model_dump() for input in float_inputs]\n",
-    "print(float_details)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "enumerable_inputs",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Explore Enumerable input options\n",
-    "# Some inputs have a limited set of permitted values (like dropdown selections)\n",
-    "# This is useful for understanding available choices for categorical inputs\n",
-    "\n",
-    "from pyetm.models.inputs import EnumInput\n",
-    "\n",
-    "enum_inputs = [input for input in scenario.inputs if isinstance(input, EnumInput)]\n",
-    "print(f\"Found {len(enum_inputs)} enumerable inputs:\")\n",
-    "print(\"\\n\" + \"-\"*70)\n",
-    "\n",
-    "enum_details = [input.model_dump() for input in enum_inputs]\n",
-    "print(enum_details)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "curves_section",
-   "metadata": {},
-   "source": [
-    "### Working with Custom Curves\n",
-    "\n",
-    "Custom curves represent time-series data that can be attached to specific inputs. These are typically used for:\n",
-    "- Load profiles (electricity demand over time)\n",
-    "- Production profiles (renewable energy output patterns)\n",
-    "- Availability curves (when technologies are available)\n",
-    "- Price curves (energy prices over time)\n",
-    "\n",
-    "The curves contain hourly data points for an entire year (8760 hours)."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "custom_curves_overview",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Overview of custom curves collection\n",
-    "# Custom curves are hourly time-series data used to define dynamic behaviour across a year\n",
-    "\n",
-    "print(f\"Custom Curves Collection Overview:\")\n",
-    "print(f\"  Collection type: {type(scenario.custom_curves)}\")\n",
-    "\n",
-    "# Show attached custom curves\n",
-    "attached_curves = list(scenario.custom_curves.attached_keys())\n",
-    "print(f\"\\nAttached custom curves ({len(attached_curves)}):\")\n",
-    "for i, curve_key in enumerate(attached_curves[:10]):\n",
-    "    print(f\"  {i+1}. {curve_key}\")\n",
-    "if len(attached_curves) > 10:\n",
-    "    print(f\"  ... and {len(attached_curves) - 10} more\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "f18f67df",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Example: Display data from a specific curve\n",
-    "# This shows how to access the actual time-series data from a custom curve\n",
-    "# The custom_curve_series() method returns the hourly values for the specified curve\n",
-    "# The curve is stored as a pandas Series\n",
-    "\n",
-    "curve_key = 'interconnector_1_import_availability'\n",
-    "if curve_key in scenario.custom_curves.attached_keys():\n",
-    "    curve_data = scenario.custom_curve_series(curve_key)\n",
-    "    print(f\"Curve data for '{curve_key}':\")\n",
-    "    print(f\"  Data points: {len(curve_data)}\")\n",
-    "    print(f\"  First 10 values: {curve_data.head(10).tolist()}\")\n",
-    "    print(f\"  Data type: {type(curve_data)}\")\n",
-    "    print(f\"  Min value: {curve_data.min()}\")\n",
-    "    print(f\"  Max value: {curve_data.max()}\")\n",
-    "    print(f\"  Mean value: {curve_data.mean():.4f}\")\n",
-    "else:\n",
-    "    print(f\"Curve '{curve_key}' not found in this scenario.\")\n",
-    "    print(\"Available curves:\", list(scenario.custom_curves.attached_keys()))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "all_custom_curves_analysis",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Analyze all custom curves in the scenario\n",
-    "# This iterates through max 5 attached curves and provides summary statistics\n",
-    "\n",
-    "print(\"Analysis of all custom curves in the scenario:\")\n",
-    "print(\"\\n\" + \"-\"*70)\n",
-    "\n",
-    "curve_count = 0\n",
-    "for curve_series in scenario.custom_curves_series():\n",
-    "    curve_count += 1\n",
-    "    print(f\"\\nCurve {curve_count}:\")\n",
-    "    print(f\"  Length: {len(curve_series)}\")\n",
-    "    print(f\"  Min: {curve_series.min():.4f}\")\n",
-    "    print(f\"  Max: {curve_series.max():.4f}\")\n",
-    "    print(f\"  Mean: {curve_series.mean():.4f}\")\n",
-    "    print(f\"  Standard deviation: {curve_series.std():.4f}\")\n",
-    "\n",
-    "    # Stop after first 5 to avoid overwhelming output\n",
-    "    if curve_count >= 5:\n",
-    "        total_curves = len(list(scenario.custom_curves.attached_keys()))\n",
-    "        if total_curves > 5:\n",
-    "            print(f\"\\n... {total_curves - 5} more curves\")\n",
-    "        break\n",
-    "\n",
-    "if curve_count == 0:\n",
-    "    print(\"No custom curves found in this scenario.\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "output_curves_section",
-   "metadata": {},
-   "source": [
-    "### Working with Output Curves\n",
-    "\n",
-    "Output curves represent time-series data for energy carriers (electricity, heat, gas, etc.) within the energy system. \n",
-    "\n",
-    "Each output curve represents an export from your scenario, so they are actually sets of curves, stored as a dataframe where each column is a curve and the index is a time series for each hour."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "output_curves_overview",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Overview of output curves collection\n",
-    "# Output curves represent energy flows and storage for different energy carriers\n",
-    "\n",
-    "print(f\"Output Curves Collection Overview:\")\n",
-    "print(f\"  Collection type: {type(scenario.output_curves)}\")\n",
-    "\n",
-    "# Show first 10 available output curve types\n",
-    "attached_output_curves = list(scenario.output_curves.attached_keys())\n",
-    "print(f\"\\nAttached output curves ({len(attached_output_curves)}):\")\n",
-    "for i, curve_key in enumerate(attached_output_curves[:10]):\n",
-    "    print(f\"  {i+1}. {curve_key}\")\n",
-    "if len(attached_output_curves) > 10:\n",
-    "    print(f\"  ... {len(attached_output_curves) - 10} more\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "all_output_curves_analysis",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Analyze all output curves in the scenario\n",
-    "# This provides a comprehensive overview of output curve behaviour and format\n",
-    "\n",
-    "print(\"Analysis of all output curves in the scenario:\")\n",
-    "print(\"\\n\" + \"-\"*70)\n",
-    "\n",
-    "curve_count = 0\n",
-    "attached_curve_keys = list(scenario.output_curves.attached_keys())\n",
-    "for curve_data in scenario.all_output_curves():\n",
-    "    curve_name = attached_curve_keys[curve_count] if curve_count < len(attached_curve_keys) else f\"Unknown Curve {curve_count + 1}\"\n",
-    "    curve_count += 1\n",
-    "    print(f\"\\n{curve_name}:\")\n",
-    "\n",
-    "    if curve_data is not None and not curve_data.empty:\n",
-    "        print(f\"  Shape (rows × columns): {curve_data.shape}\")\n",
-    "        print(f\"  Columns: {list(curve_data.columns)}\")\n",
-    "\n",
-    "        # For DataFrames, show summary stats differently\n",
-    "        numeric_cols = curve_data.select_dtypes(include=[float, int]).columns\n",
-    "        if len(numeric_cols) > 0:\n",
-    "            print(f\"  Summary for numeric columns:\")\n",
-    "            for col in numeric_cols[:3]:  # Show first 3 columns to avoid clutter\n",
-    "                col_data = curve_data[col]\n",
-    "                print(f\"    {col}:\")\n",
-    "                print(f\"      Min: {float(col_data.min()):.4f}\")\n",
-    "                print(f\"      Max: {float(col_data.max()):.4f}\")\n",
-    "                print(f\"      Mean: {float(col_data.mean()):.4f}\")\n",
-    "                print(f\"      Std: {float(col_data.std()):.4f}\")\n",
-    "            if len(numeric_cols) > 3:\n",
-    "                print(f\"    ... and {len(numeric_cols) - 3} more columns\")\n",
-    "        else:\n",
-    "            print(f\"  No numeric data available\")\n",
-    "    else:\n",
-    "        print(f\"  No data available\")\n",
-    "\n",
-    "    # Stop after first 5 to avoid overwhelming output\n",
-    "    if curve_count >= 5:\n",
-    "        total_curves = len(attached_curve_keys)\n",
-    "        if total_curves > 5:\n",
-    "            print(f\"\\n... and {total_curves - 5} more output curve exports\")\n",
-    "        break\n",
-    "\n",
-    "if curve_count == 0:\n",
-    "    print(\"No output curves found in this scenario.\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "sortables_section",
-   "metadata": {},
-   "source": [
-    "### Exploring Sortables\n",
-    "\n",
-    "Sortables represent ordered lists of technologies or components within the energy system. They define priority orders for:\n",
-    "- Merit order\n",
-    "- Forecast order\n",
-    "- Heat network order\n",
-    "- Hydrogen supply/demand\n",
-    "\n",
-    "The order of items in sortables affects how the energy system model calculates results."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "sortables_overview",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Overview of sortables collection\n",
-    "# Sortables define ordering and priority for various energy system components\n",
-    "\n",
-    "print(f\"Sortables Overview:\")\n",
-    "print(f\"  Data type: {type(scenario.sortables)}\")\n",
-    "\n",
-    "# Show all sortables\n",
-    "sortable_keys = list(scenario.sortables.as_dict().keys())\n",
-    "print(f\"\\nSortables ({len(sortable_keys)}):\")\n",
-    "for i, sortable_key in enumerate(sortable_keys):\n",
-    "    print(f\"  {i+1}. {sortable_key}\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "4c90688f",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Display sortable configurations\n",
-    "# Sortables define the order/priority of different technologies in the energy system\n",
-    "# For example, merit order determines which power plants are dispatched first\n",
-    "# The order directly affects energy system calculations and results\n",
-    "\n",
-    "sortables_data = scenario.sortables.as_dict()\n",
-    "print(f\"Found {len(sortables_data)} sortable orders:\")\n",
-    "print(\"\\n\" + \"-\"*70)\n",
-    "print(sortables_data)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "sortables_detailed_analysis",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Analysis of each sortable category\n",
-    "# This examines the structure and content of each sortable configuration\n",
-    "\n",
-    "sortables_data = scenario.sortables.as_dict()\n",
-    "print(\"Detailed analysis of sortables:\")\n",
-    "print(\"\\n\" + \"-\"*70)\n",
-    "\n",
-    "for category, sortables in sortables_data.items():\n",
-    "    print(f\"\\n{category.upper()}:\")\n",
-    "\n",
-    "    if sortables:\n",
-    "        print(f\"  Number of items: {len(sortables)}\")\n",
-    "        print(f\"  Sortables:\")\n",
-    "        for i, order in enumerate(sortables):\n",
-    "            print(f\"    {i+1}. {order}\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "f1f53bd1",
-   "metadata": {},
-   "source": [
-    "### Working with Gqueries\n",
-    "\n",
-    "Gqueries allow you to extract specific calculated values from the ETM.\n",
-    "\n",
-    "You can request multiple queries and execute them together for efficiency."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "6942e344",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "scenario.add_queries([\n",
-    "    \"dashboard_emissions\",\n",
-    "    \"dashboard_total_costs\",\n",
-    "    \"dashboard_renewability\"\n",
-    "])\n",
-    "\n",
-    "print(f\"Added {len(scenario._queries.query_keys())} queries:\")\n",
-    "for i, query in enumerate(scenario._queries.query_keys(), 1):\n",
-    "    print(f\"  {i}. {query}\")\n",
-    "\n",
-    "print(f\"\\nQueries ready: {scenario._queries.is_ready()}\")\n",
-    "\n",
-    "print(\"Gqueries Overview:\")\n",
-    "print(f\"  Queries requested: {scenario.queries_requested()}\")\n",
-    "\n",
-    "if scenario.queries_requested():\n",
-    "    print(f\"  Query keys: {scenario._queries.query_keys()}\")\n",
-    "    print(f\"  Queries ready: {scenario._queries.is_ready()}\")\n",
-    "\n",
-    "    # Get results if available\n",
-    "    results = scenario.results()\n",
-    "    if results is not None and not results.empty:\n",
-    "        print(f\"\\nQuery Results:\")\n",
-    "        print(f\"  Results shape: {results.shape}\")\n",
-    "        print(f\"  Columns: {list(results.columns)}\")\n",
-    "        print(f\"   \")\n",
-    "        print(results.head())\n",
-    "    else:\n",
-    "        print(\"\\nNo query results available\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "warnings_errors_section",
-   "metadata": {},
-   "source": [
-    "### Handling Warnings and Errors\n",
-    "\n",
-    "The scenario object can accumulate warnings during data fetching and processing. These warnings provide important information about non-breaking issues with data quality, your API configuration, or service-level issues."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "warnings_analysis",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Check for warnings and errors in the scenario\n",
-    "# Warnings can accumulate from API calls, data validation, or processing issues\n",
-    "\n",
-    "# Check if the scenario object has any warnings\n",
-    "if hasattr(scenario, 'warnings') and scenario.warnings:\n",
-    "    print(f\"  Total warnings: {len(scenario.warnings)}\")\n",
-    "    print(\"\\nWarnings:\")\n",
-    "    for i, warning in enumerate(scenario.warnings, 1):\n",
-    "        print(f\"  {i}. {warning}\")\n",
-    "else:\n",
-    "    print(f\"  No warnings found\")"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "pyetm-qKH2ozgc",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.12.9"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/examples/create_and_update_a_scenario.ipynb b/examples/create_and_update_a_scenario.ipynb
deleted file mode 100644
index 0fa51bd..0000000
--- a/examples/create_and_update_a_scenario.ipynb
+++ /dev/null
@@ -1,181 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "d9bff682",
-   "metadata": {},
-   "source": [
-    "Creating / Updating a scenario flow:\n",
-    "\n",
-    "#TODO: Expand descriptions etc, this is just to show the funnctionality"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "21347fc1",
-   "metadata": {},
-   "source": [
-    "# SETUP"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "3ada4b30",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from example_helpers import setup_notebook\n",
-    "from pyetm.models import Scenario\n",
-    "\n",
-    "setup_notebook()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "84571cab",
-   "metadata": {},
-   "source": [
-    "Create a new scenario:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "4770e6a9",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# scenario = Scenario.new(\"nl\", 2050, True)\n",
-    "\n",
-    "scenario = Scenario.new(\n",
-    "    area_code=\"nl2019\",\n",
-    "    end_year=2050,\n",
-    "    private=False,\n",
-    "    keep_compatible=False,\n",
-    "    source=\"pyetm\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "07461117",
-   "metadata": {},
-   "source": [
-    "Update inputs for a scenario:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "5a1549ac",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "scenario.update_user_values({\n",
-    "    \"co_firing_biocoal_share\": 80.0,\n",
-    "    \"external_coupling_industry_chemical_other_burner_crude_oil_share\": \"hello\"\n",
-    "})\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "af9d11bd",
-   "metadata": {},
-   "source": [
-    "View the changes (so you know it happened):"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "7fc4dc21",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "print(f\"Area: {scenario.area_code}\")\n",
-    "print(f\"End year: {scenario.end_year}\")\n",
-    "print(f\"Start year: {scenario.start_year}\")\n",
-    "print(f\"Version: {scenario.version}\")\n",
-    "user_vals = scenario.user_values()\n",
-    "print(f\"Modified inputs: {len(user_vals)}\")\n",
-    "print(f\"First input: {list(user_vals.keys())[0]} = {list(user_vals.values())[0]}\")\n",
-    "print(f\"Second input: {list(user_vals.keys())[1]} = {list(user_vals.values())[1]}\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "4dba3824",
-   "metadata": {},
-   "source": [
-    "Update the metadata for the scenario:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "c6a65f6a",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "scenario.update_metadata(\n",
-    "    private= True,\n",
-    "    keep_compatible= True,\n",
-    "    source= \"test_change_source\",\n",
-    "    end_year= 2040\n",
-    ")\n",
-    "\n",
-    "# You can also update the metadata attribute\n",
-    "scenario.update_metadata(\n",
-    "    metadata= {\n",
-    "        \"title\": \"Test scenario!\",\n",
-    "        \"description\": \"Updated scenario description\",\n",
-    "        \"author\": \"Ernie\"\n",
-    "    }\n",
-    "})\n",
-    "\n",
-    "print(scenario.private)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "3cd56ce2",
-   "metadata": {},
-   "source": [
-    "You can also remove inputs, which means the default value is then used."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "98ab2f5c",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "scenario.remove_user_values([\"co_firing_biocoal_share\"])\n",
-    "user_vals = scenario.user_values()\n",
-    "print(f\"Modified inputs: {len(user_vals)}\")"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "pyetm-qKH2ozgc",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.12.9"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/examples/full_multi_scenario_flow.ipynb b/examples/create_or_query_scenarios.ipynb
similarity index 83%
rename from examples/full_multi_scenario_flow.ipynb
rename to examples/create_or_query_scenarios.ipynb
index 4dd758a..a661cee 100644
--- a/examples/full_multi_scenario_flow.ipynb
+++ b/examples/create_or_query_scenarios.ipynb
@@ -31,9 +31,7 @@
     "\n",
     "In the example, there are two scenarios, with short names scen_a and scen_b. You can use short names in the parameters sheet to specify which inputs belong to which scenario. Because scen_a has no scenario_id, it is being created. It will be created with all the metadata included in the sheet, plus any of the inputs under the column with its short_name and any sortables and curves specified in the sheets named beside the sortables and custom_curves rows. The same goes for scen_b, but because it has a scenario_id (2690555) that scenario will be loaded, and then updated with anything as set in the excel.\n",
     "\n",
-    "**TODO**: Figure out how to manage the fact that for this example whatever scenario 2690555 is will be constantly updated etc by everyone who wants to try running the script on pro/beta. At the moment its just a local scenario.\n",
-    "\n",
-    "Everything in the ETM is structured via scenarios, and so is pyetm."
+    "**TODO**: Figure out how to manage the fact that for this example whatever scenario 2690555 is will be constantly updated etc by everyone who wants to try running this script on pro/beta. At the moment its just a local scenario."
    ]
   },
   {
@@ -45,7 +43,8 @@
    "source": [
     "from pyetm.models.scenarios import Scenarios\n",
     "\n",
-    "scenarios = Scenarios.from_excel(\"my_input_excel.xlsx\")"
+    "scenarios = Scenarios.from_excel(\"example_input_excel.xlsx\")\n",
+    "#scenario_a = Scenario.load(123456789) #TODO: Also load a scenario"
    ]
   },
   {
@@ -136,7 +135,7 @@
    "id": "86643b22",
    "metadata": {},
    "source": [
-    "We can directly modify any of the attributes using Pandas, or we can re-export the scenarios to excel and make modifications that way."
+    "We can directly modify any of the attributes using Pandas, or we can re-export the scenarios to excel and make modifications that way. When exporting to excel, more data will be available than was in the input, because the ETM results will be included by default. The 'output curves' will be stored in a separate excel workbook, separated by carrier type. By default everything is included, but you can also specify what you want."
    ]
   },
   {
@@ -146,7 +145,11 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "scenarios.to_excel(\"my_excel.xlsx\")"
+    "# Export the scenarios to excel\n",
+    "scenarios.to_excel(\"export.xlsx\") # This will create export.xlsx and export_output_curves.xlsx.\n",
+    "\n",
+    "# There are also options - decide whether to include the output_curves, specify where you want them and specify which carriers you're interested in.\n",
+    "scenarios.to_excel((\"export_with_options.xlsx\"), export_output_curves=True, output_curves_path=\"output_curves.xlsx\", carriers=[\"electricity\", \"heat\", \"hydrogen\"])"
    ]
   }
  ],
diff --git a/examples/example.config.yml b/examples/example.config.yml
index 75d6259..23a9221 100644
--- a/examples/example.config.yml
+++ b/examples/example.config.yml
@@ -10,13 +10,19 @@
 #
 etm_api_token: your.token.here
 
+# Select the environment; base_url will be inferred automatically if set.
+# Supported: pro (default), beta, local, or a stable tag like 2025-01
+environment: pro
+
+
 # Override the API base URL - here you can set which environment of the ETM you want to interact with.
 # Options include the default (pro), https://2025-01.engine.energytransitionmodel.com/api/v3 (a stable version) or
 # https://beta.engine.energytransitionmodel.com/api/v3	(the staging environment), or http://localhost:3000/api/v3
 # (your local environment).
 # For more information, see: https://docs.energytransitionmodel.com/api/intro#environments
 #
-BASE_URL: https://engine.energytransitionmodel.com/api/v3
+# Optional override: specify base_url directly instead of using 'environment'. E.g.
+# base_url: https://engine.energytransitionmodel.com/api/v3
 
 #TODO: Setup so the below is actually used
 # URLs of your proxy server addresses (replace the examples below by your own settings)
diff --git a/examples/example_input_excel.xlsx b/examples/example_input_excel.xlsx
new file mode 100644
index 0000000..7248474
Binary files /dev/null and b/examples/example_input_excel.xlsx differ
diff --git a/examples/excel_to_scenarios.ipynb b/examples/excel_to_scenarios.ipynb
deleted file mode 100644
index 20e681b..0000000
--- a/examples/excel_to_scenarios.ipynb
+++ /dev/null
@@ -1,1474 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "70d54062",
-   "metadata": {},
-   "source": [
-    "This notebook is for demonstrating and testing the excel to scenarios flow.\n",
-    "\n",
-    "Currently can only handle metadata and inputs."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "4866f9d1",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Environment setup complete\n",
-      "  Using ETM API at     http://localhost:3000/api/v3\n",
-      "  Token loaded?        True\n",
-      "API connection ready\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/louisparkes-talbot/Desktop/local_model/pyetm/src/pyetm/models/scenario.py:206: FutureWarning: Downcasting object dtype arrays on .fillna, .ffill, .bfill is deprecated and will change in a future version. Call result.infer_objects(copy=False) instead. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n",
-      "  self.update_user_values(series.fillna(\"reset\").to_dict())\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "{'total_scenarios': 2,\n",
-       " 'inputs': {'scenario_count': 2},\n",
-       " 'sortables': {'scenario_count': 2},\n",
-       " 'custom_curves': {'scenario_count': 2},\n",
-       " 'output_curves': {'scenario_count': 2},\n",
-       " 'scenario_ids': [2690555, 2690637]}"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "from example_helpers import setup_notebook\n",
-    "from pyetm.models.scenario_packer import ScenarioPacker\n",
-    "\n",
-    "setup_notebook()\n",
-    "packer = ScenarioPacker.from_excel(\"my_input_excel.xlsx\")\n",
-    "packer.get_summary()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "8205cd53",
-   "metadata": {},
-   "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 tr th {\n",
-       "        text-align: left;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead tr:last-of-type th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th>scen_a</th>\n",
-       "      <th>scen_b</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th>user</th>\n",
-       "      <th>user</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>input</th>\n",
-       "      <th>unit</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>climate_relevant_co2_biomass_gas_future</th>\n",
-       "      <th>%</th>\n",
-       "      <td>30.0</td>\n",
-       "      <td>35.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>climate_relevant_co2_biomass_gas_present</th>\n",
-       "      <th>%</th>\n",
-       "      <td>20.0</td>\n",
-       "      <td>None</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>climate_relevant_co2_biomass_liquid_future</th>\n",
-       "      <th>%</th>\n",
-       "      <td>30.0</td>\n",
-       "      <td>None</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>climate_relevant_co2_biomass_liquid_present</th>\n",
-       "      <th>%</th>\n",
-       "      <td>20.0</td>\n",
-       "      <td>None</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>climate_relevant_co2_biomass_solid_future</th>\n",
-       "      <th>%</th>\n",
-       "      <td>30.0</td>\n",
-       "      <td>None</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>capacity_of_energy_battery_wind_turbine_inland</th>\n",
-       "      <th>MW</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>capacity_of_energy_power_hybrid_wind_turbine_offshore</th>\n",
-       "      <th>MW</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>None</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>capacity_of_energy_power_wind_turbine_coastal</th>\n",
-       "      <th>MW</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>capacity_of_energy_power_wind_turbine_inland</th>\n",
-       "      <th>MW</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>20000.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>capacity_of_energy_power_wind_turbine_offshore</th>\n",
-       "      <th>MW</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>52000.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>1318 rows × 2 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                                        scen_a   scen_b\n",
-       "                                                          user     user\n",
-       "input                                              unit                \n",
-       "climate_relevant_co2_biomass_gas_future            %      30.0     35.0\n",
-       "climate_relevant_co2_biomass_gas_present           %      20.0     None\n",
-       "climate_relevant_co2_biomass_liquid_future         %      30.0     None\n",
-       "climate_relevant_co2_biomass_liquid_present        %      20.0     None\n",
-       "climate_relevant_co2_biomass_solid_future          %      30.0     None\n",
-       "...                                                        ...      ...\n",
-       "capacity_of_energy_battery_wind_turbine_inland     MW      NaN      0.0\n",
-       "capacity_of_energy_power_hybrid_wind_turbine_of... MW      NaN     None\n",
-       "capacity_of_energy_power_wind_turbine_coastal      MW      NaN      0.0\n",
-       "capacity_of_energy_power_wind_turbine_inland       MW      NaN  20000.0\n",
-       "capacity_of_energy_power_wind_turbine_offshore     MW      NaN  52000.0\n",
-       "\n",
-       "[1318 rows x 2 columns]"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "packer.inputs()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "cd08ff26",
-   "metadata": {},
-   "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 tr th {\n",
-       "        text-align: left;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead tr:last-of-type th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr>\n",
-       "      <th></th>\n",
-       "      <th colspan=\"7\" halign=\"left\">A: Create from excel</th>\n",
-       "      <th colspan=\"7\" halign=\"left\">B: Load a scenario by id</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th></th>\n",
-       "      <th>forecast_storage</th>\n",
-       "      <th>hydrogen_supply</th>\n",
-       "      <th>hydrogen_demand</th>\n",
-       "      <th>space_heating</th>\n",
-       "      <th>heat_network_lt</th>\n",
-       "      <th>heat_network_mt</th>\n",
-       "      <th>heat_network_ht</th>\n",
-       "      <th>forecast_storage</th>\n",
-       "      <th>hydrogen_supply</th>\n",
-       "      <th>hydrogen_demand</th>\n",
-       "      <th>space_heating</th>\n",
-       "      <th>heat_network_lt</th>\n",
-       "      <th>heat_network_mt</th>\n",
-       "      <th>heat_network_ht</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>sortables</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>households_flexibility_p2p_electricity</td>\n",
-       "      <td>energy_hydrogen_storage_depleted_gas_field</td>\n",
-       "      <td>energy_hydrogen_storage_depleted_gas_field</td>\n",
-       "      <td>households_space_heater_district_heating_lt_st...</td>\n",
-       "      <td>energy_heat_network_storage_lt_steam_hot_water</td>\n",
-       "      <td>energy_heat_network_storage_mt_steam_hot_water</td>\n",
-       "      <td>energy_heat_network_storage_ht_steam_hot_water</td>\n",
-       "      <td>energy_flexibility_pumped_storage_electricity</td>\n",
-       "      <td>energy_hydrogen_storage_depleted_gas_field</td>\n",
-       "      <td>energy_hydrogen_storage_depleted_gas_field</td>\n",
-       "      <td>households_space_heater_district_heating_lt_st...</td>\n",
-       "      <td>energy_heat_network_storage_lt_steam_hot_water</td>\n",
-       "      <td>energy_heat_network_storage_mt_steam_hot_water</td>\n",
-       "      <td>energy_heat_network_storage_ht_steam_hot_water</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>energy_flexibility_mv_batteries_electricity</td>\n",
-       "      <td>energy_hydrogen_storage_salt_cavern</td>\n",
-       "      <td>energy_hydrogen_storage_salt_cavern</td>\n",
-       "      <td>households_space_heater_heatpump_surface_water...</td>\n",
-       "      <td>energy_heat_boiler_lt_electricity</td>\n",
-       "      <td>energy_heat_boiler_mt_electricity</td>\n",
-       "      <td>energy_heat_boiler_ht_electricity</td>\n",
-       "      <td>transport_van_flexibility_p2p_electricity</td>\n",
-       "      <td>energy_hydrogen_storage_salt_cavern</td>\n",
-       "      <td>energy_hydrogen_storage_salt_cavern</td>\n",
-       "      <td>households_space_heater_heatpump_surface_water...</td>\n",
-       "      <td>energy_heat_boiler_lt_electricity</td>\n",
-       "      <td>energy_heat_boiler_mt_electricity</td>\n",
-       "      <td>energy_heat_boiler_ht_electricity</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>transport_car_flexibility_p2p_electricity</td>\n",
-       "      <td>energy_hydrogen_autothermal_reformer_dispatchable</td>\n",
-       "      <td>None</td>\n",
-       "      <td>households_space_heater_heatpump_air_water_ele...</td>\n",
-       "      <td>energy_heat_burner_lt_hydrogen</td>\n",
-       "      <td>energy_heat_burner_mt_coal</td>\n",
-       "      <td>energy_heat_burner_ht_coal</td>\n",
-       "      <td>transport_truck_flexibility_p2p_electricity</td>\n",
-       "      <td>energy_hydrogen_autothermal_reformer_dispatchable</td>\n",
-       "      <td>None</td>\n",
-       "      <td>households_space_heater_heatpump_air_water_ele...</td>\n",
-       "      <td>energy_heat_burner_lt_hydrogen</td>\n",
-       "      <td>energy_heat_burner_mt_coal</td>\n",
-       "      <td>energy_heat_burner_ht_coal</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>energy_flexibility_flow_batteries_electricity</td>\n",
-       "      <td>energy_hydrogen_steam_methane_reformer_dispatc...</td>\n",
-       "      <td>None</td>\n",
-       "      <td>households_space_heater_heatpump_ground_water_...</td>\n",
-       "      <td>energy_heat_heatpump_water_water_lt_electricity</td>\n",
-       "      <td>energy_heat_burner_mt_crude_oil</td>\n",
-       "      <td>energy_heat_burner_ht_crude_oil</td>\n",
-       "      <td>transport_bus_flexibility_p2p_electricity</td>\n",
-       "      <td>energy_hydrogen_steam_methane_reformer_dispatc...</td>\n",
-       "      <td>None</td>\n",
-       "      <td>households_space_heater_heatpump_ground_water_...</td>\n",
-       "      <td>energy_heat_heatpump_water_water_lt_electricity</td>\n",
-       "      <td>energy_heat_burner_mt_crude_oil</td>\n",
-       "      <td>energy_heat_burner_ht_crude_oil</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>energy_flexibility_hv_opac_electricity</td>\n",
-       "      <td>energy_hydrogen_ammonia_reformer_dispatchable</td>\n",
-       "      <td>None</td>\n",
-       "      <td>households_space_heater_heatpump_pvt_electricity</td>\n",
-       "      <td>energy_heat_heatpump_surface_water_water_ts_lt...</td>\n",
-       "      <td>energy_heat_burner_mt_hydrogen</td>\n",
-       "      <td>energy_heat_burner_ht_hydrogen</td>\n",
-       "      <td>energy_flexibility_hv_opac_electricity</td>\n",
-       "      <td>energy_hydrogen_ammonia_reformer_dispatchable</td>\n",
-       "      <td>None</td>\n",
-       "      <td>households_space_heater_heatpump_pvt_electricity</td>\n",
-       "      <td>energy_heat_heatpump_surface_water_water_ts_lt...</td>\n",
-       "      <td>energy_heat_burner_mt_hydrogen</td>\n",
-       "      <td>energy_heat_burner_ht_hydrogen</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>transport_bus_flexibility_p2p_electricity</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>households_space_heater_district_heating_mt_st...</td>\n",
-       "      <td>energy_heat_heatpump_waste_water_water_ts_lt_e...</td>\n",
-       "      <td>energy_heat_burner_mt_network_gas</td>\n",
-       "      <td>energy_heat_burner_ht_network_gas</td>\n",
-       "      <td>energy_flexibility_flow_batteries_electricity</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>households_space_heater_district_heating_mt_st...</td>\n",
-       "      <td>energy_heat_heatpump_waste_water_water_ts_lt_e...</td>\n",
-       "      <td>energy_heat_burner_mt_network_gas</td>\n",
-       "      <td>energy_heat_burner_ht_network_gas</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>transport_truck_flexibility_p2p_electricity</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>households_space_heater_hybrid_heatpump_air_wa...</td>\n",
-       "      <td>energy_heat_heatpump_drink_water_water_ts_lt_e...</td>\n",
-       "      <td>energy_heat_burner_mt_waste_mix</td>\n",
-       "      <td>energy_heat_burner_ht_waste_mix</td>\n",
-       "      <td>transport_car_flexibility_p2p_electricity</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>households_space_heater_hybrid_heatpump_air_wa...</td>\n",
-       "      <td>energy_heat_heatpump_drink_water_water_ts_lt_e...</td>\n",
-       "      <td>energy_heat_burner_mt_waste_mix</td>\n",
-       "      <td>energy_heat_burner_ht_waste_mix</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>transport_van_flexibility_p2p_electricity</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>households_space_heater_hybrid_hydrogen_heatpu...</td>\n",
-       "      <td>None</td>\n",
-       "      <td>energy_heat_burner_mt_wood_pellets</td>\n",
-       "      <td>energy_heat_burner_ht_wood_pellets</td>\n",
-       "      <td>energy_flexibility_mv_batteries_electricity</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>households_space_heater_hybrid_hydrogen_heatpu...</td>\n",
-       "      <td>None</td>\n",
-       "      <td>energy_heat_burner_mt_wood_pellets</td>\n",
-       "      <td>energy_heat_burner_ht_wood_pellets</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>energy_flexibility_pumped_storage_electricity</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>households_space_heater_hybrid_crude_oil_heatp...</td>\n",
-       "      <td>None</td>\n",
-       "      <td>energy_heat_heatpump_water_water_mt_electricity</td>\n",
-       "      <td>energy_heat_heatpump_water_water_ht_electricity</td>\n",
-       "      <td>households_flexibility_p2p_electricity</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>households_space_heater_hybrid_crude_oil_heatp...</td>\n",
-       "      <td>None</td>\n",
-       "      <td>energy_heat_heatpump_water_water_mt_electricity</td>\n",
-       "      <td>energy_heat_heatpump_water_water_ht_electricity</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>households_space_heater_district_heating_ht_st...</td>\n",
-       "      <td>None</td>\n",
-       "      <td>energy_heat_heatpump_surface_water_water_ts_mt...</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>households_space_heater_district_heating_ht_st...</td>\n",
-       "      <td>None</td>\n",
-       "      <td>energy_heat_heatpump_surface_water_water_ts_mt...</td>\n",
-       "      <td>None</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>households_space_heater_electricity</td>\n",
-       "      <td>None</td>\n",
-       "      <td>energy_heat_heatpump_waste_water_water_ts_mt_e...</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>households_space_heater_electricity</td>\n",
-       "      <td>None</td>\n",
-       "      <td>energy_heat_heatpump_waste_water_water_ts_mt_e...</td>\n",
-       "      <td>None</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>households_space_heater_combined_network_gas</td>\n",
-       "      <td>None</td>\n",
-       "      <td>energy_heat_heatpump_drink_water_water_ts_mt_e...</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>households_space_heater_combined_network_gas</td>\n",
-       "      <td>None</td>\n",
-       "      <td>energy_heat_heatpump_drink_water_water_ts_mt_e...</td>\n",
-       "      <td>None</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>households_space_heater_combined_hydrogen</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>households_space_heater_combined_hydrogen</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>households_space_heater_wood_pellets</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>households_space_heater_wood_pellets</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>households_space_heater_network_gas</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>households_space_heater_network_gas</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>households_space_heater_coal</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>households_space_heater_coal</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>households_space_heater_crude_oil</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>households_space_heater_crude_oil</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                    A: Create from excel  \\\n",
-       "                                        forecast_storage   \n",
-       "sortables                                                  \n",
-       "0                 households_flexibility_p2p_electricity   \n",
-       "1            energy_flexibility_mv_batteries_electricity   \n",
-       "2              transport_car_flexibility_p2p_electricity   \n",
-       "3          energy_flexibility_flow_batteries_electricity   \n",
-       "4                 energy_flexibility_hv_opac_electricity   \n",
-       "5              transport_bus_flexibility_p2p_electricity   \n",
-       "6            transport_truck_flexibility_p2p_electricity   \n",
-       "7              transport_van_flexibility_p2p_electricity   \n",
-       "8          energy_flexibility_pumped_storage_electricity   \n",
-       "9                                                   None   \n",
-       "10                                                  None   \n",
-       "11                                                  None   \n",
-       "12                                                  None   \n",
-       "13                                                  None   \n",
-       "14                                                  None   \n",
-       "15                                                  None   \n",
-       "16                                                  None   \n",
-       "\n",
-       "                                                              \\\n",
-       "                                             hydrogen_supply   \n",
-       "sortables                                                      \n",
-       "0                 energy_hydrogen_storage_depleted_gas_field   \n",
-       "1                        energy_hydrogen_storage_salt_cavern   \n",
-       "2          energy_hydrogen_autothermal_reformer_dispatchable   \n",
-       "3          energy_hydrogen_steam_methane_reformer_dispatc...   \n",
-       "4              energy_hydrogen_ammonia_reformer_dispatchable   \n",
-       "5                                                       None   \n",
-       "6                                                       None   \n",
-       "7                                                       None   \n",
-       "8                                                       None   \n",
-       "9                                                       None   \n",
-       "10                                                      None   \n",
-       "11                                                      None   \n",
-       "12                                                      None   \n",
-       "13                                                      None   \n",
-       "14                                                      None   \n",
-       "15                                                      None   \n",
-       "16                                                      None   \n",
-       "\n",
-       "                                                       \\\n",
-       "                                      hydrogen_demand   \n",
-       "sortables                                               \n",
-       "0          energy_hydrogen_storage_depleted_gas_field   \n",
-       "1                 energy_hydrogen_storage_salt_cavern   \n",
-       "2                                                None   \n",
-       "3                                                None   \n",
-       "4                                                None   \n",
-       "5                                                None   \n",
-       "6                                                None   \n",
-       "7                                                None   \n",
-       "8                                                None   \n",
-       "9                                                None   \n",
-       "10                                               None   \n",
-       "11                                               None   \n",
-       "12                                               None   \n",
-       "13                                               None   \n",
-       "14                                               None   \n",
-       "15                                               None   \n",
-       "16                                               None   \n",
-       "\n",
-       "                                                              \\\n",
-       "                                               space_heating   \n",
-       "sortables                                                      \n",
-       "0          households_space_heater_district_heating_lt_st...   \n",
-       "1          households_space_heater_heatpump_surface_water...   \n",
-       "2          households_space_heater_heatpump_air_water_ele...   \n",
-       "3          households_space_heater_heatpump_ground_water_...   \n",
-       "4           households_space_heater_heatpump_pvt_electricity   \n",
-       "5          households_space_heater_district_heating_mt_st...   \n",
-       "6          households_space_heater_hybrid_heatpump_air_wa...   \n",
-       "7          households_space_heater_hybrid_hydrogen_heatpu...   \n",
-       "8          households_space_heater_hybrid_crude_oil_heatp...   \n",
-       "9          households_space_heater_district_heating_ht_st...   \n",
-       "10                       households_space_heater_electricity   \n",
-       "11              households_space_heater_combined_network_gas   \n",
-       "12                 households_space_heater_combined_hydrogen   \n",
-       "13                      households_space_heater_wood_pellets   \n",
-       "14                       households_space_heater_network_gas   \n",
-       "15                              households_space_heater_coal   \n",
-       "16                         households_space_heater_crude_oil   \n",
-       "\n",
-       "                                                              \\\n",
-       "                                             heat_network_lt   \n",
-       "sortables                                                      \n",
-       "0             energy_heat_network_storage_lt_steam_hot_water   \n",
-       "1                          energy_heat_boiler_lt_electricity   \n",
-       "2                             energy_heat_burner_lt_hydrogen   \n",
-       "3            energy_heat_heatpump_water_water_lt_electricity   \n",
-       "4          energy_heat_heatpump_surface_water_water_ts_lt...   \n",
-       "5          energy_heat_heatpump_waste_water_water_ts_lt_e...   \n",
-       "6          energy_heat_heatpump_drink_water_water_ts_lt_e...   \n",
-       "7                                                       None   \n",
-       "8                                                       None   \n",
-       "9                                                       None   \n",
-       "10                                                      None   \n",
-       "11                                                      None   \n",
-       "12                                                      None   \n",
-       "13                                                      None   \n",
-       "14                                                      None   \n",
-       "15                                                      None   \n",
-       "16                                                      None   \n",
-       "\n",
-       "                                                              \\\n",
-       "                                             heat_network_mt   \n",
-       "sortables                                                      \n",
-       "0             energy_heat_network_storage_mt_steam_hot_water   \n",
-       "1                          energy_heat_boiler_mt_electricity   \n",
-       "2                                 energy_heat_burner_mt_coal   \n",
-       "3                            energy_heat_burner_mt_crude_oil   \n",
-       "4                             energy_heat_burner_mt_hydrogen   \n",
-       "5                          energy_heat_burner_mt_network_gas   \n",
-       "6                            energy_heat_burner_mt_waste_mix   \n",
-       "7                         energy_heat_burner_mt_wood_pellets   \n",
-       "8            energy_heat_heatpump_water_water_mt_electricity   \n",
-       "9          energy_heat_heatpump_surface_water_water_ts_mt...   \n",
-       "10         energy_heat_heatpump_waste_water_water_ts_mt_e...   \n",
-       "11         energy_heat_heatpump_drink_water_water_ts_mt_e...   \n",
-       "12                                                      None   \n",
-       "13                                                      None   \n",
-       "14                                                      None   \n",
-       "15                                                      None   \n",
-       "16                                                      None   \n",
-       "\n",
-       "                                                            \\\n",
-       "                                           heat_network_ht   \n",
-       "sortables                                                    \n",
-       "0           energy_heat_network_storage_ht_steam_hot_water   \n",
-       "1                        energy_heat_boiler_ht_electricity   \n",
-       "2                               energy_heat_burner_ht_coal   \n",
-       "3                          energy_heat_burner_ht_crude_oil   \n",
-       "4                           energy_heat_burner_ht_hydrogen   \n",
-       "5                        energy_heat_burner_ht_network_gas   \n",
-       "6                          energy_heat_burner_ht_waste_mix   \n",
-       "7                       energy_heat_burner_ht_wood_pellets   \n",
-       "8          energy_heat_heatpump_water_water_ht_electricity   \n",
-       "9                                                     None   \n",
-       "10                                                    None   \n",
-       "11                                                    None   \n",
-       "12                                                    None   \n",
-       "13                                                    None   \n",
-       "14                                                    None   \n",
-       "15                                                    None   \n",
-       "16                                                    None   \n",
-       "\n",
-       "                                B: Load a scenario by id  \\\n",
-       "                                        forecast_storage   \n",
-       "sortables                                                  \n",
-       "0          energy_flexibility_pumped_storage_electricity   \n",
-       "1              transport_van_flexibility_p2p_electricity   \n",
-       "2            transport_truck_flexibility_p2p_electricity   \n",
-       "3              transport_bus_flexibility_p2p_electricity   \n",
-       "4                 energy_flexibility_hv_opac_electricity   \n",
-       "5          energy_flexibility_flow_batteries_electricity   \n",
-       "6              transport_car_flexibility_p2p_electricity   \n",
-       "7            energy_flexibility_mv_batteries_electricity   \n",
-       "8                 households_flexibility_p2p_electricity   \n",
-       "9                                                   None   \n",
-       "10                                                  None   \n",
-       "11                                                  None   \n",
-       "12                                                  None   \n",
-       "13                                                  None   \n",
-       "14                                                  None   \n",
-       "15                                                  None   \n",
-       "16                                                  None   \n",
-       "\n",
-       "                                                              \\\n",
-       "                                             hydrogen_supply   \n",
-       "sortables                                                      \n",
-       "0                 energy_hydrogen_storage_depleted_gas_field   \n",
-       "1                        energy_hydrogen_storage_salt_cavern   \n",
-       "2          energy_hydrogen_autothermal_reformer_dispatchable   \n",
-       "3          energy_hydrogen_steam_methane_reformer_dispatc...   \n",
-       "4              energy_hydrogen_ammonia_reformer_dispatchable   \n",
-       "5                                                       None   \n",
-       "6                                                       None   \n",
-       "7                                                       None   \n",
-       "8                                                       None   \n",
-       "9                                                       None   \n",
-       "10                                                      None   \n",
-       "11                                                      None   \n",
-       "12                                                      None   \n",
-       "13                                                      None   \n",
-       "14                                                      None   \n",
-       "15                                                      None   \n",
-       "16                                                      None   \n",
-       "\n",
-       "                                                       \\\n",
-       "                                      hydrogen_demand   \n",
-       "sortables                                               \n",
-       "0          energy_hydrogen_storage_depleted_gas_field   \n",
-       "1                 energy_hydrogen_storage_salt_cavern   \n",
-       "2                                                None   \n",
-       "3                                                None   \n",
-       "4                                                None   \n",
-       "5                                                None   \n",
-       "6                                                None   \n",
-       "7                                                None   \n",
-       "8                                                None   \n",
-       "9                                                None   \n",
-       "10                                               None   \n",
-       "11                                               None   \n",
-       "12                                               None   \n",
-       "13                                               None   \n",
-       "14                                               None   \n",
-       "15                                               None   \n",
-       "16                                               None   \n",
-       "\n",
-       "                                                              \\\n",
-       "                                               space_heating   \n",
-       "sortables                                                      \n",
-       "0          households_space_heater_district_heating_lt_st...   \n",
-       "1          households_space_heater_heatpump_surface_water...   \n",
-       "2          households_space_heater_heatpump_air_water_ele...   \n",
-       "3          households_space_heater_heatpump_ground_water_...   \n",
-       "4           households_space_heater_heatpump_pvt_electricity   \n",
-       "5          households_space_heater_district_heating_mt_st...   \n",
-       "6          households_space_heater_hybrid_heatpump_air_wa...   \n",
-       "7          households_space_heater_hybrid_hydrogen_heatpu...   \n",
-       "8          households_space_heater_hybrid_crude_oil_heatp...   \n",
-       "9          households_space_heater_district_heating_ht_st...   \n",
-       "10                       households_space_heater_electricity   \n",
-       "11              households_space_heater_combined_network_gas   \n",
-       "12                 households_space_heater_combined_hydrogen   \n",
-       "13                      households_space_heater_wood_pellets   \n",
-       "14                       households_space_heater_network_gas   \n",
-       "15                              households_space_heater_coal   \n",
-       "16                         households_space_heater_crude_oil   \n",
-       "\n",
-       "                                                              \\\n",
-       "                                             heat_network_lt   \n",
-       "sortables                                                      \n",
-       "0             energy_heat_network_storage_lt_steam_hot_water   \n",
-       "1                          energy_heat_boiler_lt_electricity   \n",
-       "2                             energy_heat_burner_lt_hydrogen   \n",
-       "3            energy_heat_heatpump_water_water_lt_electricity   \n",
-       "4          energy_heat_heatpump_surface_water_water_ts_lt...   \n",
-       "5          energy_heat_heatpump_waste_water_water_ts_lt_e...   \n",
-       "6          energy_heat_heatpump_drink_water_water_ts_lt_e...   \n",
-       "7                                                       None   \n",
-       "8                                                       None   \n",
-       "9                                                       None   \n",
-       "10                                                      None   \n",
-       "11                                                      None   \n",
-       "12                                                      None   \n",
-       "13                                                      None   \n",
-       "14                                                      None   \n",
-       "15                                                      None   \n",
-       "16                                                      None   \n",
-       "\n",
-       "                                                              \\\n",
-       "                                             heat_network_mt   \n",
-       "sortables                                                      \n",
-       "0             energy_heat_network_storage_mt_steam_hot_water   \n",
-       "1                          energy_heat_boiler_mt_electricity   \n",
-       "2                                 energy_heat_burner_mt_coal   \n",
-       "3                            energy_heat_burner_mt_crude_oil   \n",
-       "4                             energy_heat_burner_mt_hydrogen   \n",
-       "5                          energy_heat_burner_mt_network_gas   \n",
-       "6                            energy_heat_burner_mt_waste_mix   \n",
-       "7                         energy_heat_burner_mt_wood_pellets   \n",
-       "8            energy_heat_heatpump_water_water_mt_electricity   \n",
-       "9          energy_heat_heatpump_surface_water_water_ts_mt...   \n",
-       "10         energy_heat_heatpump_waste_water_water_ts_mt_e...   \n",
-       "11         energy_heat_heatpump_drink_water_water_ts_mt_e...   \n",
-       "12                                                      None   \n",
-       "13                                                      None   \n",
-       "14                                                      None   \n",
-       "15                                                      None   \n",
-       "16                                                      None   \n",
-       "\n",
-       "                                                            \n",
-       "                                           heat_network_ht  \n",
-       "sortables                                                   \n",
-       "0           energy_heat_network_storage_ht_steam_hot_water  \n",
-       "1                        energy_heat_boiler_ht_electricity  \n",
-       "2                               energy_heat_burner_ht_coal  \n",
-       "3                          energy_heat_burner_ht_crude_oil  \n",
-       "4                           energy_heat_burner_ht_hydrogen  \n",
-       "5                        energy_heat_burner_ht_network_gas  \n",
-       "6                          energy_heat_burner_ht_waste_mix  \n",
-       "7                       energy_heat_burner_ht_wood_pellets  \n",
-       "8          energy_heat_heatpump_water_water_ht_electricity  \n",
-       "9                                                     None  \n",
-       "10                                                    None  \n",
-       "11                                                    None  \n",
-       "12                                                    None  \n",
-       "13                                                    None  \n",
-       "14                                                    None  \n",
-       "15                                                    None  \n",
-       "16                                                    None  "
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "packer.sortables()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "0d3e771e",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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-       "  <thead>\n",
-       "    <tr>\n",
-       "      <th></th>\n",
-       "      <th colspan=\"7\" halign=\"left\">A: Create from excel</th>\n",
-       "      <th colspan=\"14\" halign=\"left\">B: Load a scenario by id</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th></th>\n",
-       "      <th>interconnector_1_price</th>\n",
-       "      <th>interconnector_1_import_availability</th>\n",
-       "      <th>interconnector_1_export_availability</th>\n",
-       "      <th>interconnector_2_price</th>\n",
-       "      <th>interconnector_2_import_availability</th>\n",
-       "      <th>interconnector_2_export_availability</th>\n",
-       "      <th>interconnector_3_price</th>\n",
-       "      <th>interconnector_1_price</th>\n",
-       "      <th>interconnector_1_import_availability</th>\n",
-       "      <th>interconnector_1_export_availability</th>\n",
-       "      <th>...</th>\n",
-       "      <th>households_hot_water</th>\n",
-       "      <th>industry_ict</th>\n",
-       "      <th>industry_other_electricity</th>\n",
-       "      <th>weather/solar_pv_profile_1</th>\n",
-       "      <th>weather/solar_thermal</th>\n",
-       "      <th>weather/air_temperature</th>\n",
-       "      <th>weather/agriculture_heating</th>\n",
-       "      <th>weather/wind_offshore_baseline</th>\n",
-       "      <th>weather/wind_coastal_baseline</th>\n",
-       "      <th>weather/wind_inland_baseline</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>0.01</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>26.00</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.01</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
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-       "    <tr>\n",
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-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>0.01</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>14.48</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>0.01</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.01</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>0.01</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.02</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</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>8755</th>\n",
-       "      <td>0.01</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.01</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8756</th>\n",
-       "      <td>0.01</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.01</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8757</th>\n",
-       "      <td>0.01</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.01</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8758</th>\n",
-       "      <td>0.01</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.02</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8759</th>\n",
-       "      <td>0.01</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>9.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>8760 rows × 52 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "       A: Create from excel                                       \\\n",
-       "     interconnector_1_price interconnector_1_import_availability   \n",
-       "0                      0.01                                  1.0   \n",
-       "1                      0.01                                  1.0   \n",
-       "2                      0.01                                  1.0   \n",
-       "3                      0.01                                  1.0   \n",
-       "4                      0.01                                  1.0   \n",
-       "...                     ...                                  ...   \n",
-       "8755                   0.01                                  1.0   \n",
-       "8756                   0.01                                  1.0   \n",
-       "8757                   0.01                                  1.0   \n",
-       "8758                   0.01                                  1.0   \n",
-       "8759                   0.01                                  1.0   \n",
-       "\n",
-       "                                                                  \\\n",
-       "     interconnector_1_export_availability interconnector_2_price   \n",
-       "0                                     0.0                  26.00   \n",
-       "1                                     0.0                  26.00   \n",
-       "2                                     0.0                  14.48   \n",
-       "3                                     0.0                   0.01   \n",
-       "4                                     0.0                   0.02   \n",
-       "...                                   ...                    ...   \n",
-       "8755                                  0.0                   0.01   \n",
-       "8756                                  0.0                   0.01   \n",
-       "8757                                  0.0                   0.01   \n",
-       "8758                                  0.0                   0.02   \n",
-       "8759                                  0.0                   0.00   \n",
-       "\n",
-       "                                           \\\n",
-       "     interconnector_2_import_availability   \n",
-       "0                                     1.0   \n",
-       "1                                     1.0   \n",
-       "2                                     1.0   \n",
-       "3                                     1.0   \n",
-       "4                                     1.0   \n",
-       "...                                   ...   \n",
-       "8755                                  1.0   \n",
-       "8756                                  1.0   \n",
-       "8757                                  1.0   \n",
-       "8758                                  1.0   \n",
-       "8759                                  1.0   \n",
-       "\n",
-       "                                                                  \\\n",
-       "     interconnector_2_export_availability interconnector_3_price   \n",
-       "0                                     1.0                   0.01   \n",
-       "1                                     1.0                   0.00   \n",
-       "2                                     1.0                   0.00   \n",
-       "3                                     0.0                   0.00   \n",
-       "4                                     0.0                   0.00   \n",
-       "...                                   ...                    ...   \n",
-       "8755                                  0.0                   0.00   \n",
-       "8756                                  0.0                   0.00   \n",
-       "8757                                  0.0                   0.00   \n",
-       "8758                                  0.0                   0.00   \n",
-       "8759                                  0.0                   0.00   \n",
-       "\n",
-       "     B: Load a scenario by id                                       \\\n",
-       "       interconnector_1_price interconnector_1_import_availability   \n",
-       "0                         9.0                                  9.0   \n",
-       "1                         9.0                                  9.0   \n",
-       "2                         9.0                                  9.0   \n",
-       "3                         9.0                                  9.0   \n",
-       "4                         9.0                                  9.0   \n",
-       "...                       ...                                  ...   \n",
-       "8755                      9.0                                  9.0   \n",
-       "8756                      9.0                                  9.0   \n",
-       "8757                      9.0                                  9.0   \n",
-       "8758                      9.0                                  9.0   \n",
-       "8759                      9.0                                  9.0   \n",
-       "\n",
-       "                                           ...                       \\\n",
-       "     interconnector_1_export_availability  ... households_hot_water   \n",
-       "0                                     9.0  ...                  9.0   \n",
-       "1                                     9.0  ...                  9.0   \n",
-       "2                                     9.0  ...                  9.0   \n",
-       "3                                     9.0  ...                  9.0   \n",
-       "4                                     9.0  ...                  9.0   \n",
-       "...                                   ...  ...                  ...   \n",
-       "8755                                  9.0  ...                  9.0   \n",
-       "8756                                  9.0  ...                  9.0   \n",
-       "8757                                  9.0  ...                  9.0   \n",
-       "8758                                  9.0  ...                  9.0   \n",
-       "8759                                  9.0  ...                  9.0   \n",
-       "\n",
-       "                                                                         \\\n",
-       "     industry_ict industry_other_electricity weather/solar_pv_profile_1   \n",
-       "0             9.0                        9.0                        9.0   \n",
-       "1             9.0                        9.0                        9.0   \n",
-       "2             9.0                        9.0                        9.0   \n",
-       "3             9.0                        9.0                        9.0   \n",
-       "4             9.0                        9.0                        9.0   \n",
-       "...           ...                        ...                        ...   \n",
-       "8755          9.0                        9.0                        9.0   \n",
-       "8756          9.0                        9.0                        9.0   \n",
-       "8757          9.0                        9.0                        9.0   \n",
-       "8758          9.0                        9.0                        9.0   \n",
-       "8759          9.0                        9.0                        9.0   \n",
-       "\n",
-       "                                                    \\\n",
-       "     weather/solar_thermal weather/air_temperature   \n",
-       "0                      9.0                     9.0   \n",
-       "1                      9.0                     9.0   \n",
-       "2                      9.0                     9.0   \n",
-       "3                      9.0                     9.0   \n",
-       "4                      9.0                     9.0   \n",
-       "...                    ...                     ...   \n",
-       "8755                   9.0                     9.0   \n",
-       "8756                   9.0                     9.0   \n",
-       "8757                   9.0                     9.0   \n",
-       "8758                   9.0                     9.0   \n",
-       "8759                   9.0                     9.0   \n",
-       "\n",
-       "                                                                 \\\n",
-       "     weather/agriculture_heating weather/wind_offshore_baseline   \n",
-       "0                            9.0                            9.0   \n",
-       "1                            9.0                            9.0   \n",
-       "2                            9.0                            9.0   \n",
-       "3                            9.0                            9.0   \n",
-       "4                            9.0                            9.0   \n",
-       "...                          ...                            ...   \n",
-       "8755                         9.0                            9.0   \n",
-       "8756                         9.0                            9.0   \n",
-       "8757                         9.0                            9.0   \n",
-       "8758                         9.0                            9.0   \n",
-       "8759                         9.0                            9.0   \n",
-       "\n",
-       "                                                                 \n",
-       "     weather/wind_coastal_baseline weather/wind_inland_baseline  \n",
-       "0                              9.0                          9.0  \n",
-       "1                              9.0                          9.0  \n",
-       "2                              9.0                          9.0  \n",
-       "3                              9.0                          9.0  \n",
-       "4                              9.0                          9.0  \n",
-       "...                            ...                          ...  \n",
-       "8755                           9.0                          9.0  \n",
-       "8756                           9.0                          9.0  \n",
-       "8757                           9.0                          9.0  \n",
-       "8758                           9.0                          9.0  \n",
-       "8759                           9.0                          9.0  \n",
-       "\n",
-       "[8760 rows x 52 columns]"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "packer.custom_curves()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "54cc3f61",
-   "metadata": {},
-   "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 tr th {\n",
-       "        text-align: left;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead tr:last-of-type th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th>A: Create from excel</th>\n",
-       "      <th>B: Load a scenario by id</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th>future</th>\n",
-       "      <th>future</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>gquery</th>\n",
-       "      <th>unit</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>dashboard_emissions</th>\n",
-       "      <th>factor</th>\n",
-       "      <td>0.024027</td>\n",
-       "      <td>-0.947929</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>dashboard_co2_emissions_versus_start_year</th>\n",
-       "      <th>factor</th>\n",
-       "      <td>0.028299</td>\n",
-       "      <td>-0.997037</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>dashboard_total_costs</th>\n",
-       "      <th>bln_euro</th>\n",
-       "      <td>39.300293</td>\n",
-       "      <td>56.46303</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                                   A: Create from excel  \\\n",
-       "                                                                 future   \n",
-       "gquery                                    unit                            \n",
-       "dashboard_emissions                       factor               0.024027   \n",
-       "dashboard_co2_emissions_versus_start_year factor               0.028299   \n",
-       "dashboard_total_costs                     bln_euro            39.300293   \n",
-       "\n",
-       "                                                   B: Load a scenario by id  \n",
-       "                                                                     future  \n",
-       "gquery                                    unit                               \n",
-       "dashboard_emissions                       factor                  -0.947929  \n",
-       "dashboard_co2_emissions_versus_start_year factor                  -0.997037  \n",
-       "dashboard_total_costs                     bln_euro                 56.46303  "
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "packer.gquery_results()"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "pyetm-qKH2ozgc",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.12.9"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/examples/exploring_a_scenario.ipynb b/examples/exploring_a_scenario.ipynb
deleted file mode 100644
index 5fd681c..0000000
--- a/examples/exploring_a_scenario.ipynb
+++ /dev/null
@@ -1,211 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "ddbe7ab2",
-   "metadata": {},
-   "source": [
-    "# Scenario Examples\n",
-    "\n",
-    "This notebook demonstrates how to use the `Scenario` object within the pyetm package to retrieve and \n",
-    "inspect data from an ETM scenario.\n",
-    "\n",
-    "Make sure you have a valid `ETM_API_TOKEN` set in your environment.\n",
-    "\n",
-    "## Structure\n",
-    "\n",
-    "This notebook is organized into two main sections:\n",
-    "1. **Setup** - Run these cells first to set up your environment and load a scenario\n",
-    "2. **Examples** - After setup is complete, these cells can be run in any order to explore different aspects of scenario data\n",
-    "\n",
-    "## Setup:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "59514b1f",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Environment setup complete\n",
-      "  Using ETM API at     http://localhost:3000/api/v3\n",
-      "  Token loaded?        True\n",
-      "API connection ready\n"
-     ]
-    },
-    {
-     "ename": "ScenarioError",
-     "evalue": "Could not load scenario 2690288: [\"HTTPConnectionPool(host='localhost', port=3000): Max retries exceeded with url: /api/v3/scenarios/2690288 (Caused by NewConnectionError('<urllib3.connection.HTTPConnection object at 0x10d87b260>: Failed to establish a new connection: [Errno 61] Connection refused'))\"]",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[31mScenarioError\u001b[39m\u001b[31m:\u001b[39m Could not load scenario 2690288: [\"HTTPConnectionPool(host='localhost', port=3000): Max retries exceeded with url: /api/v3/scenarios/2690288 (Caused by NewConnectionError('<urllib3.connection.HTTPConnection object at 0x10d87b260>: Failed to establish a new connection: [Errno 61] Connection refused'))\"]\n"
-     ]
-    }
-   ],
-   "source": [
-    "from example_helpers import setup_notebook\n",
-    "from pyetm.models import Scenario\n",
-    "\n",
-    "setup_notebook()\n",
-    "\n",
-    "# Change the scenario id to anything you want! This is a scenario on pro.\n",
-    "scenario = Scenario.load(2690555)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "4056266c",
-   "metadata": {},
-   "source": [
-    "## Examples\n",
-    "\n",
-    "Basic scenario info:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "aca02e6c",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "print(f\"Area: {scenario.area_code}\")\n",
-    "print(f\"End year: {scenario.end_year}\")\n",
-    "print(f\"Version: {scenario.version}\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "b3026722",
-   "metadata": {},
-   "source": [
-    "User inputs"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "7b529ffa",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "user_vals = scenario.user_values()\n",
-    "print(f\"Modified inputs: {len(user_vals)}\")\n",
-    "print(f\"First input: {list(user_vals.keys())[0]} = {list(user_vals.values())[0]}\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "625977af",
-   "metadata": {},
-   "source": [
-    "Example Input"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "f9c453cf",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "first_input = next(iter(scenario.inputs))\n",
-    "print(f\"Key: {first_input.key}\")\n",
-    "print(f\"Unit: {first_input.unit}\")\n",
-    "print(f\"Default: {first_input.default}\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "50ef3d36",
-   "metadata": {},
-   "source": [
-    "Output curve (an export from the scenario)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "4289f9c4",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "carrier_keys = list(scenario.output_curves.attached_keys())\n",
-    "if carrier_keys:\n",
-    "    first_carrier = carrier_keys[0]\n",
-    "    carrier_data = list(scenario.all_output_curves())[0]\n",
-    "    print(f\"Carrier curve: {first_carrier}\")\n",
-    "    print(f\"Shape: {carrier_data.shape}\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "af75d6e6",
-   "metadata": {},
-   "source": [
-    "Sortables"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "411ce7e1",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "sortables = scenario.sortables.as_dict()\n",
-    "if sortables:\n",
-    "    first_sortable = list(sortables.keys())[0]\n",
-    "    print(f\"Sortable: {first_sortable}\")\n",
-    "    print(f\"Items: {len(sortables[first_sortable])}\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "73192cdf",
-   "metadata": {},
-   "source": [
-    "Gqueries"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "1dbe4e91",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "scenario.add_queries([\"dashboard_emissions\"])\n",
-    "results = scenario.results()\n",
-    "if results is not None:\n",
-    "    print(f\"Query present result: {results['present'].iloc[0]:.2f}\")\n",
-    "    print(f\"Query future result: {results['future'].iloc[0]:.2f}\")"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "pyetm-qKH2ozgc",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.12.9"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/examples/myc_notebook_for_tim.ipynb b/examples/myc_notebook_for_tim.ipynb
deleted file mode 100644
index 6545857..0000000
--- a/examples/myc_notebook_for_tim.ipynb
+++ /dev/null
@@ -1,1631 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "8128efd6",
-   "metadata": {},
-   "source": [
-    "This notebook mimics the myc_notebook from pyetm v1 to demonstrate how functionalities remain the same, despite being dressed up differently."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "53e5210e",
-   "metadata": {},
-   "source": [
-    "**Multi-year charts**\n",
-    "\n",
-    "The MYC function within the ETM allows users to view and edit multiple scenarios at once. This \n",
-    "feature is useful to compare different scenarios or to built a transition path that contains \n",
-    "scenarios with different end years, see https://myc.energytransitionmodel.com/\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "205371e8",
-   "metadata": {},
-   "source": [
-    "**Model Initialisation**\n",
-    "\n",
-    "Where you used to initialize the 'model' with the `model.from_excel()` function, now we work with a 'scenario' or 'scenarios' (TBC - what will we call the multiple scenario object?).\n",
-    "\n",
-    "You need to run the setup_notebook() command to get the API ready - this will also validate that you've set your API token correctly. You determine whether you connect with the beta, stable or live version of the ETM via the ETM_URL in the config."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "e3d108b6",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Environment setup complete\n",
-      "  Using ETM API at     https://beta.engine.energytransitionmodel.com/api/v3\n",
-      "  Token loaded?        True\n",
-      "API connection ready\n"
-     ]
-    }
-   ],
-   "source": [
-    "from example_helpers import setup_notebook\n",
-    "from pyetm.models import Scenario\n",
-    "\n",
-    "setup_notebook()\n",
-    "# put a comment how to make the setup"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "f87a2eef",
-   "metadata": {},
-   "source": [
-    "Then, you can create a scenario (or scenarios) with the Scenario.from_excel. For now this functionality is not implemented, so the example will continue by loading an individual scenario. Note that when multi-scenario functionality has been implemented, these same steps should work exactly the same way, but on the Scenarios object, rather than the Scenario object."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "76dce178",
-   "metadata": {},
-   "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>2690499</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>scenario</th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>end_year</th>\n",
-       "      <td>2040</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>private</th>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>area_code</th>\n",
-       "      <td>nl2019</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>template</th>\n",
-       "      <td>2402157</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "           2690499\n",
-       "scenario          \n",
-       "end_year      2040\n",
-       "private      False\n",
-       "area_code   nl2019\n",
-       "template   2402157"
-      ]
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "scenario = Scenario.load(2690499)\n",
-    "scenario.to_dataframe()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "5c8a7628",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "                                                    max  min user\n",
-      "input                                       unit                 \n",
-      "climate_relevant_co2_biomass_gas_future     %     100.0  0.0  0.0\n",
-      "climate_relevant_co2_biomass_gas_present    %     100.0  0.0  0.0\n",
-      "climate_relevant_co2_biomass_liquid_future  %     100.0  0.0  0.0\n",
-      "climate_relevant_co2_biomass_liquid_present %     100.0  0.0  0.0\n",
-      "climate_relevant_co2_biomass_solid_future   %     100.0  0.0  0.0\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Get scenario input parameters (incl. units)\n",
-    "inputs = scenario.inputs\n",
-    "# Give an explanation of available columns\n",
-    "print(inputs.to_dataframe(columns=['max', 'min', 'user']).head())"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "ba56a5f2",
-   "metadata": {},
-   "source": [
-    "You will notice that in the original pyetm this call was:\n",
-    "```\n",
-    "inputs = model.get_parameters(exclude=True)\n",
-    "inputs.head()\n",
-    "```\n",
-    "Pyetm v2 is more developer friendly, which means that each of the 'objects' on the model (for example the inputs) are still python objects until you call **to_dataframe()** on them. This is one of the more significant changes - you will have to specify (in the notebooks) what format you want the data in. For the flows from Excel --> ETM and ETM --> Excel, this is all taken care of internally."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "e3a3bfab",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'climate_relevant_co2_biomass_gas_future': 0.0,\n",
-       " 'climate_relevant_co2_biomass_gas_present': 0.0,\n",
-       " 'climate_relevant_co2_biomass_liquid_future': 0.0,\n",
-       " 'climate_relevant_co2_biomass_liquid_present': 0.0,\n",
-       " 'climate_relevant_co2_biomass_solid_future': 0.0,\n",
-       " 'climate_relevant_co2_biomass_solid_present': 0.0,\n",
-       " 'capacity_costs_energy_flexibility_flow_batteries_electricity': 0.0,\n",
-       " 'costs_bio_ethanol': 0.9482455192,\n",
-       " 'costs_biodiesel': 0.9588091368,\n",
-       " 'costs_biogas': 58.0,\n",
-       " 'costs_captured_biogenic_co2': 0.0,\n",
-       " 'costs_co2': 123.0,\n",
-       " 'costs_co2_free_allocation': 0.0,\n",
-       " 'costs_coal': 56.0,\n",
-       " 'costs_electricity_fallback_price': 3000.0,\n",
-       " 'costs_gas': 15.0,\n",
-       " 'costs_greengas': 61.0,\n",
-       " 'costs_heat_infra_indoors': 100.0,\n",
-       " 'costs_heat_infra_outdoors': 100.0,\n",
-       " 'costs_heat_network_storage_ht_steam_hot_water': 43.2,\n",
-       " 'costs_hydrogen': 30.0,\n",
-       " 'costs_hydrogen_transport_compressed_trucks': 50.0822647794,\n",
-       " 'costs_hydrogen_transport_pipelines': 1.5706418062,\n",
-       " 'costs_imported_ammonia': 43.2145152,\n",
-       " 'costs_imported_heat': 11.569444,\n",
-       " 'costs_industry_residual_heat': 0.0,\n",
-       " 'costs_infrastructure_electricity_hv_net': 364.0,\n",
-       " 'costs_infrastructure_electricity_interconnector_net': 364.0,\n",
-       " 'costs_infrastructure_electricity_lv_mv_trafo': 200.0,\n",
-       " 'costs_infrastructure_electricity_lv_net': 916.0,\n",
-       " 'costs_infrastructure_electricity_mv_hv_trafo': 250.0,\n",
-       " 'costs_infrastructure_electricity_mv_net': 690.0,\n",
-       " 'costs_infrastructure_electricity_offshore_net': 1159.0,\n",
-       " 'costs_oil': 61.0,\n",
-       " 'costs_uranium': 69.100026,\n",
-       " 'costs_wacc_households': 2.0,\n",
-       " 'costs_wacc_proven_technologies': 4.0,\n",
-       " 'costs_wacc_public_infrastructure': 3.0,\n",
-       " 'costs_wacc_unproven_technologies': 7.0,\n",
-       " 'costs_wood': 149.7799980001,\n",
-       " 'efficiency_agriculture_heatpump_water_water_electricity': 4.5,\n",
-       " 'efficiency_agriculture_heatpump_water_water_ts_electricity': 23.0000000001,\n",
-       " 'efficiency_ammonia_reforming': 68.5,\n",
-       " 'efficiency_buildings_space_heater_collective_heatpump_water_water_ts_electricity': 3.76,\n",
-       " 'efficiency_buildings_space_heater_combined_hydrogen': 108.6956522,\n",
-       " 'efficiency_buildings_space_heater_crude_oil': 85.0,\n",
-       " 'efficiency_buildings_space_heater_electricity': 100.0,\n",
-       " 'efficiency_buildings_space_heater_heatpump_air_water_electricity': 100.0,\n",
-       " 'efficiency_buildings_space_heater_hybrid_heatpump_air_water_electricity': 100.0,\n",
-       " 'efficiency_buildings_space_heater_hybrid_hydrogen_heatpump_air_water_electricity': 100.0,\n",
-       " 'efficiency_buildings_space_heater_network_gas': 106.7,\n",
-       " 'efficiency_buildings_space_heater_wood_pellets': 82.0,\n",
-       " 'efficiency_energy_chp_combined_cycle_network_gas_electricity': 43.3,\n",
-       " 'efficiency_energy_chp_combined_cycle_network_gas_heat': 30.5,\n",
-       " 'efficiency_energy_chp_local_engine_biogas_electricity': 42.0,\n",
-       " 'efficiency_energy_chp_local_engine_biogas_heat': 39.0,\n",
-       " 'efficiency_energy_chp_local_engine_network_gas_electricity': 42.0,\n",
-       " 'efficiency_energy_chp_local_engine_network_gas_heat': 50.0,\n",
-       " 'efficiency_energy_chp_local_wood_pellets_electricity': 18.3,\n",
-       " 'efficiency_energy_chp_local_wood_pellets_heat': 47.0,\n",
-       " 'efficiency_energy_chp_supercritical_waste_mix_electricity': 20.45,\n",
-       " 'efficiency_energy_chp_supercritical_waste_mix_heat': 19.9500000001,\n",
-       " 'efficiency_energy_chp_ultra_supercritical_coal_electricity': 44.0,\n",
-       " 'efficiency_energy_chp_ultra_supercritical_coal_heat': 13.0,\n",
-       " 'efficiency_energy_chp_ultra_supercritical_cofiring_coal_electricity': 40.0,\n",
-       " 'efficiency_energy_chp_ultra_supercritical_cofiring_coal_heat': 15.0,\n",
-       " 'efficiency_energy_power_combined_cycle_coal': 45.3000000001,\n",
-       " 'efficiency_energy_power_combined_cycle_hydrogen': 60.0,\n",
-       " 'efficiency_energy_power_combined_cycle_network_gas': 60.0,\n",
-       " 'efficiency_energy_power_engine_diesel': 38.0,\n",
-       " 'efficiency_energy_power_engine_network_gas': 48.0,\n",
-       " 'efficiency_energy_power_nuclear_gen2_uranium_oxide': 36.93,\n",
-       " 'efficiency_energy_power_nuclear_gen3_uranium_oxide': 36.93,\n",
-       " 'efficiency_energy_power_nuclear_small_modular_reactor_uranium_oxide': 28.0000000001,\n",
-       " 'efficiency_energy_power_solar_pv_solar_radiation': 23.0,\n",
-       " 'efficiency_energy_power_supercritical_coal': 36.0,\n",
-       " 'efficiency_energy_power_supercritical_waste_mix': 25.0,\n",
-       " 'efficiency_energy_power_turbine_hydrogen': 34.0,\n",
-       " 'efficiency_energy_power_turbine_network_gas': 34.0,\n",
-       " 'efficiency_energy_power_ultra_supercritical_coal': 46.0,\n",
-       " 'efficiency_energy_power_ultra_supercritical_cofiring_coal': 42.0,\n",
-       " 'efficiency_energy_power_ultra_supercritical_crude_oil': 45.0,\n",
-       " 'efficiency_energy_power_ultra_supercritical_network_gas': 40.0,\n",
-       " 'efficiency_households_space_heater_combined_hydrogen': 110.0000000001,\n",
-       " 'efficiency_households_space_heater_combined_network_gas': 107.0,\n",
-       " 'efficiency_households_space_heater_crude_oil': 85.0,\n",
-       " 'efficiency_households_space_heater_electricity': 100.0,\n",
-       " 'efficiency_households_space_heater_heatpump_air_water_electricity': 100.0,\n",
-       " 'efficiency_households_space_heater_heatpump_ground_water_electricity': 4.8000000001,\n",
-       " 'efficiency_households_space_heater_hybrid_heatpump_air_water_electricity': 100.0,\n",
-       " 'efficiency_households_space_heater_hybrid_hydrogen_heatpump_air_water_electricity': 100.0,\n",
-       " 'efficiency_households_space_heater_network_gas': 80.0,\n",
-       " 'efficiency_households_space_heater_wood_pellets': 82.0,\n",
-       " 'efficiency_hydrogen_electrolysis': 66.0,\n",
-       " 'efficiency_industry_chp_turbine_hydrogen_electricity': 33.4448160536,\n",
-       " 'efficiency_industry_chp_turbine_hydrogen_heat': 41.4715719064,\n",
-       " 'investment_costs_ammonia_reforming': 0.0,\n",
-       " 'investment_costs_co2_capture_industry': 0.0,\n",
-       " 'investment_costs_co2_ccs': 0.0,\n",
-       " 'investment_costs_co2_storage': 0.0,\n",
-       " 'investment_costs_co2_transport': 0.0,\n",
-       " 'investment_costs_co2_utilisation': 0.0,\n",
-       " 'investment_costs_combustion_biomass_plants': 0.0,\n",
-       " 'investment_costs_combustion_coal_plant': 0.0,\n",
-       " 'investment_costs_combustion_gas_plant': 0.0,\n",
-       " 'investment_costs_combustion_hydrogen_plant': 0.0,\n",
-       " 'investment_costs_combustion_oil_plant': 0.0,\n",
-       " 'investment_costs_combustion_waste_incinerator': 0.0,\n",
-       " 'investment_costs_electric_heat_pumps': 0.0,\n",
-       " 'investment_costs_electrolyzers': 0.0,\n",
-       " 'investment_costs_energy_flexibility_hv_opac_electricity': 0.0,\n",
-       " 'investment_costs_energy_flexibility_mv_batteries_electricity': 0.0,\n",
-       " 'investment_costs_flexibility_p2h_electricity': 0.0,\n",
-       " 'investment_costs_gas_heat_pumps': 0.0,\n",
-       " 'investment_costs_geothermal': 0.0,\n",
-       " 'investment_costs_households_flexibility_p2p_electricity': 0.0,\n",
-       " 'investment_costs_households_storage_space_heating': 154.7368,\n",
-       " 'investment_costs_households_storage_water_heating': 50.71375,\n",
-       " 'investment_costs_hydrogen_electrolysis': 0.0,\n",
-       " 'investment_costs_nuclear_nuclear_plant': 0.0,\n",
-       " 'investment_costs_nuclear_small_modular_reactor': 0.0,\n",
-       " 'investment_costs_solar_concentrated_solar_power': 0.0,\n",
-       " 'investment_costs_solar_solar_panels': 0.0,\n",
-       " 'investment_costs_solar_thermal': 0.0,\n",
-       " 'investment_costs_water_river': 0.0,\n",
-       " 'investment_costs_wind_offshore': 0.0,\n",
-       " 'investment_costs_wind_onshore': 0.0,\n",
-       " 'om_costs_co2_capture_industry': 0.0,\n",
-       " 'om_costs_co2_ccs': 0.0,\n",
-       " 'om_costs_co2_storage': 0.0,\n",
-       " 'om_costs_co2_transport': 0.0,\n",
-       " 'om_costs_co2_utilisation': 0.0,\n",
-       " 'om_costs_combustion_biomass_plant': 0.0,\n",
-       " 'om_costs_combustion_coal_plant': 0.0,\n",
-       " 'om_costs_combustion_gas_plant': 0.0,\n",
-       " 'om_costs_combustion_hydrogen_plant': 0.0,\n",
-       " 'om_costs_combustion_oil_plant': 0.0,\n",
-       " 'om_costs_combustion_waste_incinerator': 0.0,\n",
-       " 'om_costs_geothermal': 0.0,\n",
-       " 'om_costs_nuclear_nuclear_plant': 0.0,\n",
-       " 'om_costs_nuclear_small_modular_reactor': 0.0,\n",
-       " 'om_costs_solar_thermal': 0.0,\n",
-       " 'om_costs_water_river': 0.0,\n",
-       " 'om_costs_wind_offshore': 0.0,\n",
-       " 'om_costs_wind_onshore': 0.0,\n",
-       " 'volume_costs_energy_flexibility_flow_batteries_electricity': 0.0,\n",
-       " 'agriculture_burner_crude_oil_share': 0.0,\n",
-       " 'agriculture_burner_hydrogen_share': 0.0,\n",
-       " 'agriculture_burner_network_gas_share': 0.0,\n",
-       " 'agriculture_burner_wood_pellets_share': 10.0,\n",
-       " 'agriculture_final_demand_ht_central_steam_hot_water_share': 48.0,\n",
-       " 'agriculture_final_demand_local_steam_hot_water_share': 0.0,\n",
-       " 'agriculture_geothermal_share': 20.0,\n",
-       " 'agriculture_heatpump_water_water_electricity_share': 5.0,\n",
-       " 'agriculture_heatpump_water_water_ts_electricity_share': 17.0,\n",
-       " 'agriculture_useful_demand_electricity': 0.6,\n",
-       " 'agriculture_useful_demand_useable_heat': -1.7,\n",
-       " 'capacity_of_agriculture_flexibility_p2h_electricity': 0.0,\n",
-       " 'buildings_cooling_airconditioning_share': 82.0,\n",
-       " 'buildings_cooling_collective_heatpump_water_water_ts_electricity_share': 18.0,\n",
-       " 'buildings_cooling_heatpump_air_water_electricity_share': 0.0,\n",
-       " 'buildings_cooling_heatpump_air_water_network_gas_share': 0.0,\n",
-       " 'buildings_space_heater_coal_share': 0.0,\n",
-       " 'buildings_space_heater_collective_heatpump_water_water_ts_electricity_share': 4.56,\n",
-       " 'buildings_space_heater_combined_hydrogen_share': 0.0,\n",
-       " 'buildings_space_heater_crude_oil_share': 0.0,\n",
-       " 'buildings_space_heater_district_heating_ht_steam_hot_water_share': 18.05,\n",
-       " 'buildings_space_heater_electricity_share': 0.0,\n",
-       " 'buildings_space_heater_heatpump_air_water_electricity_share': 41.8,\n",
-       " 'buildings_space_heater_heatpump_air_water_network_gas_share': 0.0,\n",
-       " 'buildings_space_heater_hybrid_heatpump_air_water_electricity_share': 19.45,\n",
-       " 'buildings_space_heater_hybrid_hydrogen_heatpump_air_water_electricity_share': 0.0,\n",
-       " 'buildings_space_heater_network_gas_share': 14.75,\n",
-       " 'buildings_space_heater_solar_thermal_share': 40.0,\n",
-       " 'buildings_space_heater_wood_pellets_share': 1.39,\n",
-       " 'buildings_insulation_level_buildings_future': 169.44532976497808,\n",
-       " 'buildings_insulation_level_buildings_present': 217.2208864009762,\n",
-       " 'buildings_lighting_efficient_fluorescent_electricity_share': 2.0,\n",
-       " 'buildings_lighting_led_electricity_share': 98.0,\n",
-       " 'buildings_lighting_standard_fluorescent_electricity_share': 0.0,\n",
-       " 'buildings_lighting_savings_from_daylight_control_light': 45.0,\n",
-       " 'buildings_lighting_savings_from_motion_detection_light': 49.0,\n",
-       " 'buildings_useful_demand_cooling': -0.2972159969666939,\n",
-       " 'buildings_useful_demand_electricity': 0.0,\n",
-       " 'buildings_useful_demand_for_appliances': 1.1,\n",
-       " 'buildings_number_of_buildings_future': 122142.46602400357,\n",
-       " 'bunkers_allocated_percentage_aviation': 0.0,\n",
-       " 'bunkers_allocated_percentage_shipping': 0.0,\n",
-       " 'bunkers_plane_using_bio_kerosene_share': 42.67,\n",
-       " 'bunkers_plane_using_kerosene_share': 57.33,\n",
-       " 'bunkers_ship_using_ammonia_share': 0.0,\n",
-       " 'bunkers_ship_using_heavy_fuel_oil_share': 67.0,\n",
-       " 'bunkers_ship_using_hydrogen_share': 0.0,\n",
-       " 'bunkers_ship_using_lng_share': 33.0,\n",
-       " 'bunkers_useful_demand_planes': 0.0,\n",
-       " 'bunkers_useful_demand_ships': 0.0,\n",
-       " 'volume_of_baseload_export_hydrogen': 134.63050808711347,\n",
-       " 'households_cooker_halogen_electricity_share': 0.0,\n",
-       " 'households_cooker_induction_electricity_share': 88.35,\n",
-       " 'households_cooker_network_gas_share': 9.5,\n",
-       " 'households_cooker_resistive_electricity_share': 2.15,\n",
-       " 'households_cooker_wood_pellets_share': 0.0,\n",
-       " 'households_cooling_airconditioning_electricity_share': 81.9300000001,\n",
-       " 'households_cooling_heatpump_air_water_electricity_share': 9.67,\n",
-       " 'households_cooling_heatpump_ground_water_electricity_share': 8.4,\n",
-       " 'households_useful_demand_for_cooling': 0.0,\n",
-       " 'households_useful_demand_cooking_per_person': 0.0,\n",
-       " 'households_useful_demand_electric_appliances': 0.0,\n",
-       " 'households_useful_demand_lighting': 0.0,\n",
-       " 'households_appliances_electricity_efficiency': 13.770491803278606,\n",
-       " 'households_heater_coal_share': 0.0,\n",
-       " 'households_heater_combined_hydrogen_share': 0.0,\n",
-       " 'households_heater_combined_network_gas_share': 15.0,\n",
-       " 'households_heater_crude_oil_share': 0.0,\n",
-       " 'households_heater_district_heating_ht_steam_hot_water_share': 18.0,\n",
-       " 'households_heater_electricity_share': 2.8,\n",
-       " 'households_heater_heatpump_air_water_electricity_share': 33.6,\n",
-       " 'households_heater_heatpump_ground_water_electricity_share': 8.2,\n",
-       " 'households_heater_heatpump_pvt_electricity_share': 0.0,\n",
-       " 'households_heater_hybrid_heatpump_air_water_electricity_share': 19.5,\n",
-       " 'households_heater_hybrid_hydrogen_heatpump_air_water_electricity_share': 0.0,\n",
-       " 'households_heater_network_gas_share': 0.0,\n",
-       " 'households_heater_wood_pellets_share': 2.9,\n",
-       " 'households_useful_demand_hot_water_share': 0.0,\n",
-       " 'households_water_heater_solar_thermal_share': 32.5,\n",
-       " 'households_insulation_level_apartments_1945_1964': 187.26134107628562,\n",
-       " 'households_insulation_level_apartments_1965_1984': 160.57671114919341,\n",
-       " 'households_insulation_level_apartments_1985_2004': 128.26307690023407,\n",
-       " 'households_insulation_level_apartments_2005_present': 96.18100458657419,\n",
-       " 'households_insulation_level_apartments_before_1945': 256.6002436636793,\n",
-       " 'households_insulation_level_apartments_future': 53.92879181106722,\n",
-       " 'households_insulation_level_detached_houses_1945_1964': 194.75462565741475,\n",
-       " 'households_insulation_level_detached_houses_1965_1984': 162.1440300736066,\n",
-       " 'households_insulation_level_detached_houses_1985_2004': 128.41872640805985,\n",
-       " 'households_insulation_level_detached_houses_2005_present': 93.16911568453558,\n",
-       " 'households_insulation_level_detached_houses_before_1945': 237.0837495697443,\n",
-       " 'households_insulation_level_detached_houses_future': 44.03429181614837,\n",
-       " 'households_insulation_level_semi_detached_houses_1945_1964': 180.82152900785633,\n",
-       " 'households_insulation_level_semi_detached_houses_1965_1984': 156.09290631617938,\n",
-       " 'households_insulation_level_semi_detached_houses_1985_2004': 128.38268907671798,\n",
-       " 'households_insulation_level_semi_detached_houses_2005_present': 95.1754172419351,\n",
-       " 'households_insulation_level_semi_detached_houses_before_1945': 224.08322620338217,\n",
-       " 'households_insulation_level_semi_detached_houses_future': 45.8219794702538,\n",
-       " 'households_insulation_level_terraced_houses_1945_1964': 244.77387685870463,\n",
-       " 'households_insulation_level_terraced_houses_1965_1984': 190.10073010677155,\n",
-       " 'households_insulation_level_terraced_houses_1985_2004': 131.53138563876874,\n",
-       " 'households_insulation_level_terraced_houses_2005_present': 101.4220246175114,\n",
-       " 'households_insulation_level_terraced_houses_before_1945': 266.01945785021763,\n",
-       " 'households_insulation_level_terraced_houses_future': 47.969841149677144,\n",
-       " 'households_lighting_efficient_fluorescent_electricity_share': 8.25,\n",
-       " 'households_lighting_incandescent_electricity_share': 0.0,\n",
-       " 'households_lighting_led_electricity_share': 91.75,\n",
-       " 'households_number_of_apartments_future': 407270.7379999999,\n",
-       " 'households_number_of_detached_houses_future': 141946.5721,\n",
-       " 'households_number_of_inhabitants': 19.1,\n",
-       " 'households_number_of_semi_detached_houses_future': 246876.06719999993,\n",
-       " 'households_number_of_terraced_houses_future': 334197.6226999997,\n",
-       " 'capacity_of_industry_chemicals_fertilizers_flexibility_p2h_electricity': 0.0,\n",
-       " 'capacity_of_industry_chemicals_other_flexibility_p2h_electricity': 0.0,\n",
-       " 'capacity_of_industry_chemicals_refineries_flexibility_p2h_electricity': 0.0,\n",
-       " 'capacity_of_industry_other_food_flexibility_p2h_electricity': 700.0,\n",
-       " 'capacity_of_industry_other_paper_flexibility_p2h_electricity': 175.0,\n",
-       " 'industry_aggregated_other_industry_coal_share_energetic': 0.0,\n",
-       " 'industry_aggregated_other_industry_cokes_share_energetic': 0.0,\n",
-       " 'industry_aggregated_other_industry_crude_oil_share_energetic': 0.0,\n",
-       " 'industry_aggregated_other_industry_electricity_share': 80.0,\n",
-       " 'industry_aggregated_other_industry_hydrogen_share_energetic': 3.0,\n",
-       " 'industry_aggregated_other_industry_hydrogen_share_non_energetic': 0.0,\n",
-       " 'industry_aggregated_other_industry_network_gas_share_energetic': 17.0,\n",
-       " 'industry_aggregated_other_industry_useable_heat_share': 0.0,\n",
-       " 'industry_aggregated_other_industry_wood_pellets_share_energetic': 0.0,\n",
-       " 'industry_aluminium_carbothermalreduction_electricity_share': 0.0,\n",
-       " 'industry_aluminium_electrolysis_bat_electricity_share': 16.66666667,\n",
-       " 'industry_aluminium_electrolysis_current_electricity_share': 42.8571428601,\n",
-       " 'industry_aluminium_production': 0.0,\n",
-       " 'industry_aluminium_smeltoven_electricity_share': 40.47619048,\n",
-       " 'industry_chemicals_fertilizers_burner_coal_share': 0.0,\n",
-       " 'industry_chemicals_fertilizers_burner_crude_oil_share': 0.0,\n",
-       " 'industry_chemicals_fertilizers_burner_hydrogen_share': 0.0,\n",
-       " 'industry_chemicals_fertilizers_burner_network_gas_share': 78.7151702787,\n",
-       " 'industry_chemicals_fertilizers_burner_wood_pellets_share': 0.0,\n",
-       " 'industry_chemicals_fertilizers_central_ammonia_share': 0.0,\n",
-       " 'industry_chemicals_fertilizers_hydrogen_network_share': 0.0,\n",
-       " 'industry_chemicals_fertilizers_local_ammonia_central_hydrogen_share': 0.0,\n",
-       " 'industry_chemicals_fertilizers_local_ammonia_local_hydrogen_share': 100.0,\n",
-       " 'industry_chemicals_fertilizers_steam_methane_reformer_hydrogen_share': 100.0,\n",
-       " 'industry_chemicals_other_burner_coal_share': 0.0,\n",
-       " 'industry_chemicals_other_burner_crude_oil_share': 45.3258609475,\n",
-       " 'industry_chemicals_other_burner_hydrogen_share': 0.0,\n",
-       " 'industry_chemicals_other_burner_network_gas_share': 24.2727467215,\n",
-       " 'industry_chemicals_other_burner_wood_pellets_share': 0.0,\n",
-       " 'industry_chemicals_other_coal_non_energetic_share': 0.0,\n",
-       " 'industry_chemicals_other_crude_oil_non_energetic_share': 88.8015390165,\n",
-       " 'industry_chemicals_other_heater_electricity_share': 0.0,\n",
-       " 'industry_chemicals_other_heatpump_water_water_electricity_share': 0.0,\n",
-       " 'industry_chemicals_other_hydrogen_non_energetic_share': 0.0,\n",
-       " 'industry_chemicals_other_network_gas_non_energetic_share': 11.1984609836,\n",
-       " 'industry_chemicals_other_steam_recompression_electricity_share': 0.0,\n",
-       " 'industry_chemicals_other_wood_pellets_non_energetic_share': 0.0,\n",
-       " 'industry_chemicals_refineries_burner_coal_share': 0.0,\n",
-       " 'industry_chemicals_refineries_burner_crude_oil_share': 64.2192843659,\n",
-       " 'industry_chemicals_refineries_burner_hydrogen_share': 0.0,\n",
-       " 'industry_chemicals_refineries_burner_network_gas_share': 27.8138338165,\n",
-       " 'industry_chemicals_refineries_burner_wood_pellets_share': 0.0,\n",
-       " 'industry_final_demand_for_chemical_fertilizers_steam_hot_water_share': 21.2848297214,\n",
-       " 'industry_final_demand_for_chemical_other_steam_hot_water_share': 30.4013923311,\n",
-       " 'industry_final_demand_for_chemical_refineries_steam_hot_water_share': 7.9668818178,\n",
-       " 'industry_final_demand_for_other_food_steam_hot_water_share': 0.0,\n",
-       " 'industry_final_demand_for_other_paper_steam_hot_water_share': 0.0,\n",
-       " 'industry_other_food_burner_coal_share': 0.0,\n",
-       " 'industry_other_food_burner_crude_oil_share': 0.0,\n",
-       " 'industry_other_food_burner_hydrogen_share': 0.0,\n",
-       " 'industry_other_food_burner_network_gas_share': 57.6,\n",
-       " 'industry_other_food_burner_wood_pellets_share': 0.0,\n",
-       " 'industry_other_food_heater_electricity_share': 42.4,\n",
-       " 'industry_other_metals_process_electricity_efficiency': 0.0,\n",
-       " 'industry_other_metals_process_heat_useable_heat_efficiency': 13.023776445487979,\n",
-       " 'industry_other_metals_production': 0.0,\n",
-       " 'industry_other_paper_burner_coal_share': 0.0,\n",
-       " 'industry_other_paper_burner_crude_oil_share': 0.0,\n",
-       " 'industry_other_paper_burner_hydrogen_share': 0.0,\n",
-       " 'industry_other_paper_burner_network_gas_share': 60.0,\n",
-       " 'industry_other_paper_burner_wood_pellets_share': 0.0,\n",
-       " 'industry_other_paper_heater_electricity_share': 40.0,\n",
-       " 'industry_steel_blastfurnace_bof_share': 100.0,\n",
-       " 'industry_steel_cyclonefurnace_bof_share': 0.0,\n",
-       " 'industry_steel_cyclonefurnace_bof_wood_pellets_share': 0.0,\n",
-       " 'industry_steel_dri_hydrogen_share': 0.0,\n",
-       " 'industry_steel_dri_network_gas_share': 0.0,\n",
-       " 'industry_steel_production': 100.0,\n",
-       " 'industry_steel_scrap_hbi_eaf_share': 0.0,\n",
-       " 'industry_useful_demand_for_aggregated_other_energetic': 89.0,\n",
-       " 'industry_useful_demand_for_aggregated_other_non_energetic': 89.0,\n",
-       " 'industry_useful_demand_for_chemical_fertilizers': 100.0,\n",
-       " 'industry_useful_demand_for_chemical_fertilizers_electricity_efficiency': 0.0,\n",
-       " 'industry_useful_demand_for_chemical_fertilizers_useable_heat_efficiency': 0.0,\n",
-       " 'industry_useful_demand_for_chemical_other': 100.0,\n",
-       " 'industry_useful_demand_for_chemical_other_electricity_efficiency': 0.0,\n",
-       " 'industry_useful_demand_for_chemical_other_useable_heat_efficiency': 0.0,\n",
-       " 'industry_useful_demand_for_chemical_refineries': 100.0,\n",
-       " 'industry_useful_demand_for_chemical_refineries_electricity_efficiency': 0.0,\n",
-       " 'industry_useful_demand_for_chemical_refineries_useable_heat_efficiency': 0.0,\n",
-       " 'industry_useful_demand_for_other_food': 100.0,\n",
-       " 'industry_useful_demand_for_other_food_electricity_efficiency': 25.320234587005388,\n",
-       " 'industry_useful_demand_for_other_food_useable_heat_efficiency': 25.320234587005388,\n",
-       " 'industry_useful_demand_for_other_ict': 329.0,\n",
-       " 'industry_useful_demand_for_other_ict_efficiency': 0.0,\n",
-       " 'industry_useful_demand_for_other_paper': 100.0,\n",
-       " 'industry_useful_demand_for_other_paper_electricity_efficiency': 31.246207044055573,\n",
-       " 'industry_useful_demand_for_other_paper_useable_heat_efficiency': 31.246207044055573,\n",
-       " 'other_useful_demand_electricity': 0.0,\n",
-       " 'other_useful_demand_non_energetic': 0.0,\n",
-       " 'other_useful_demand_useable_heat': 0.0,\n",
-       " 'transport_planes_efficiency': 0.0,\n",
-       " 'transport_ships_efficiency': 0.4,\n",
-       " 'transport_trains_efficiency': 0.1,\n",
-       " 'transport_vehicle_combustion_engine_efficiency': 0.4,\n",
-       " 'transport_vehicle_using_electricity_efficiency': 0.3,\n",
-       " 'transport_vehicle_using_hydrogen_efficiency': 0.3,\n",
-       " 'transport_freight_train_using_coal_share': 0.0,\n",
-       " 'transport_freight_train_using_diesel_mix_share': 0.66,\n",
-       " 'transport_freight_train_using_electricity_share': 98.68,\n",
-       " 'transport_freight_train_using_hydrogen_share': 0.66,\n",
-       " 'transport_freight_trains_share': 1.7501397973,\n",
-       " 'transport_ship_using_ammonia_share': 0.0,\n",
-       " 'transport_ship_using_diesel_mix_share': 64.68,\n",
-       " 'transport_ship_using_electricity_share': 9.93,\n",
-       " 'transport_ship_using_hydrogen_share': 16.66,\n",
-       " 'transport_ship_using_lng_mix_share': 8.73,\n",
-       " 'transport_ships_share': 19.9593814327,\n",
-       " 'transport_truck_using_compressed_natural_gas_share': 2.33,\n",
-       " 'transport_truck_using_diesel_mix_share': 29.15,\n",
-       " 'transport_truck_using_electricity_share': 45.07,\n",
-       " 'transport_truck_using_gasoline_mix_share': 0.0,\n",
-       " 'transport_truck_using_hydrogen_share': 19.12,\n",
-       " 'transport_truck_using_lng_mix_share': 4.33,\n",
-       " 'transport_trucks_share': 77.6037449859,\n",
-       " 'transport_useful_demand_freight_tonne_kms': 0.5,\n",
-       " 'transport_van_using_compressed_natural_gas_share': 0.0,\n",
-       " 'transport_van_using_diesel_mix_share': 23.2,\n",
-       " 'transport_van_using_electricity_share': 74.81,\n",
-       " 'transport_van_using_gasoline_mix_share': 0.44,\n",
-       " 'transport_van_using_hydrogen_share': 0.0,\n",
-       " 'transport_van_using_lpg_share': 1.55,\n",
-       " 'transport_vans_share': 0.6867337843,\n",
-       " 'transport_rail_mixer_diesel_diesel_share': 55.24,\n",
-       " 'transport_road_mixer_diesel_biodiesel_share': 44.81,\n",
-       " 'transport_road_mixer_diesel_diesel_share': 55.19,\n",
-       " 'transport_road_mixer_gasoline_ethanol_share': 45.69,\n",
-       " 'transport_road_mixer_gasoline_gasoline_share': 54.31,\n",
-       " 'transport_road_mixer_lng_bio_lng_share': 33.0,\n",
-       " 'transport_road_mixer_lng_lng_share': 67.0,\n",
-       " 'transport_shipping_mixer_diesel_bio_ethanol_share': 0.0,\n",
-       " 'transport_shipping_mixer_diesel_bio_lng_share': 33.0,\n",
-       " 'transport_shipping_mixer_diesel_biodiesel_share': 14.7,\n",
-       " 'transport_shipping_mixer_diesel_diesel_share': 52.3,\n",
-       " 'transport_shipping_mixer_diesel_heavy_fuel_oil_share': 0.0,\n",
-       " 'transport_shipping_mixer_diesel_lng_share': 0.0,\n",
-       " 'transport_shipping_mixer_lng_bio_lng_share': 42.67,\n",
-       " 'transport_shipping_mixer_lng_lng_share': 57.33,\n",
-       " 'transport_bicycle_using_electricity_share': 40.67,\n",
-       " 'transport_bicycle_using_human_power_share': 59.33,\n",
-       " 'transport_bicycles_share': 8.5,\n",
-       " 'transport_bus_using_compressed_natural_gas_share': 0.0,\n",
-       " 'transport_bus_using_diesel_mix_share': 0.0,\n",
-       " 'transport_bus_using_electricity_share': 96.67,\n",
-       " 'transport_bus_using_gasoline_mix_share': 0.0,\n",
-       " 'transport_bus_using_hydrogen_share': 3.33,\n",
-       " 'transport_bus_using_lng_share': 0.0,\n",
-       " 'transport_busses_share': 7.34,\n",
-       " 'transport_car_using_compressed_natural_gas_share': 0.0,\n",
-       " 'transport_car_using_diesel_mix_share': 0.0,\n",
-       " 'transport_car_using_electricity_share': 67.97,\n",
-       " 'transport_car_using_gasoline_mix_share': 28.27,\n",
-       " 'transport_car_using_hydrogen_share': 3.76,\n",
-       " 'transport_car_using_lpg_share': 0.0,\n",
-       " 'transport_cars_share': 69.0717377,\n",
-       " 'transport_motorcycle_using_electricity_share': 63.0,\n",
-       " 'transport_motorcycle_using_gasoline_mix_share': 37.0,\n",
-       " 'transport_motorcycles_share': 2.9115407598,\n",
-       " 'transport_passenger_train_using_coal_share': 0.0,\n",
-       " 'transport_passenger_train_using_diesel_mix_share': 0.7,\n",
-       " 'transport_passenger_train_using_electricity_share': 98.6,\n",
-       " 'transport_passenger_train_using_hydrogen_share': 0.7,\n",
-       " 'transport_passenger_trains_share': 12.0,\n",
-       " 'transport_rail_mixer_diesel_biodiesel_share': 44.76,\n",
-       " 'transport_plane_using_bio_ethanol_share': 0.0,\n",
-       " 'transport_plane_using_electricity_share': 16.7,\n",
-       " 'transport_plane_using_gasoline_share': 3.28,\n",
-       " 'transport_plane_using_hydrogen_share': 16.7,\n",
-       " 'transport_plane_using_kerosene_share': 63.32,\n",
-       " 'transport_planes_share': 0.0787128481,\n",
-       " 'transport_trams_share': 0.0980087341,\n",
-       " 'transport_useful_demand_passenger_kms': 1.0,\n",
-       " 'demand_of_molecules_direct_air_capture_co2': 0.0,\n",
-       " 'share_of_energy_chp_supercritical_ccs_ht_waste_mix': 0.0,\n",
-       " 'share_of_energy_hydrogen_autothermal_reformer_ccs_must_run': 0.0,\n",
-       " 'share_of_energy_hydrogen_biomass_gasification_ccs': 100.0,\n",
-       " 'share_of_energy_hydrogen_steam_methane_reformer_ccs_must_run': 100.0,\n",
-       " 'share_of_energy_power_combined_cycle_ccs_coal': 0.0,\n",
-       " 'share_of_energy_power_combined_cycle_ccs_network_gas': 0.0,\n",
-       " 'share_of_energy_power_supercritical_ccs_waste_mix': 0.0,\n",
-       " 'share_of_energy_power_ultra_supercritical_ccs_coal': 0.0,\n",
-       " 'share_of_energy_power_ultra_supercritical_oxyfuel_ccs_lignite': 0.0,\n",
-       " 'share_of_industry_chemicals_fertilizers_captured_combustion_co2': 0.0,\n",
-       " 'share_of_industry_chemicals_fertilizers_captured_processes_co2': 65.0,\n",
-       " 'share_of_industry_chemicals_other_captured_co2': 0.0,\n",
-       " 'share_of_industry_chemicals_refineries_captured_co2': 0.0,\n",
-       " 'share_of_industry_other_food_captured_co2': 0.0,\n",
-       " 'share_of_industry_other_paper_captured_co2': 0.0,\n",
-       " 'share_of_industry_steel_captured_co2': 0.0,\n",
-       " 'share_of_energy_steel_chemical_feedstock_coal_gas': 0.0,\n",
-       " 'share_of_energy_steel_energy_production_coal_gas': 100.0,\n",
-       " 'share_of_molecules_transport_pipelines_co2': 50.0,\n",
-       " 'share_of_molecules_transport_ships_co2': 50.0,\n",
-       " 'demand_of_molecules_offshore_sequestration_co2': 5.9,\n",
-       " 'demand_of_molecules_other_utilisation_co2': 2.342574,\n",
-       " 'output_of_energy_production_synthetic_methanol': 0.0,\n",
-       " 'share_of_molecules_other_utilisation_delayed_emitted_co2': 100.0,\n",
-       " 'share_of_molecules_other_utilisation_delayed_indefinitely_co2': 0.0,\n",
-       " 'co2_emissions_of_imported_ammonia_future': 348.3870984,\n",
-       " 'co2_emissions_of_imported_hydrogen_future': 0.0,\n",
-       " 'change_in_energetic_emissions_other_ghg_agriculture': 117.0,\n",
-       " 'change_in_energetic_emissions_other_ghg_buildings': 100.0,\n",
-       " 'change_in_energetic_emissions_other_ghg_energy': 100.0,\n",
-       " 'change_in_energetic_emissions_other_ghg_households': 100.0,\n",
-       " 'change_in_energetic_emissions_other_ghg_industry': 34.0,\n",
-       " 'change_in_energetic_emissions_other_ghg_transport': 20.0,\n",
-       " 'change_in_indirect_emissions_co2': 100.0,\n",
-       " 'change_in_non_energetic_emissions_co2_agriculture_manure': 50.0,\n",
-       " 'change_in_non_energetic_emissions_co2_agriculture_soil_cultivation': 50.0,\n",
-       " 'change_in_non_energetic_emissions_co2_chemical_industry': 66.66666667,\n",
-       " 'change_in_non_energetic_emissions_co2_other_industry': 40.0,\n",
-       " 'change_in_non_energetic_emissions_co2_waste_management': 50.0,\n",
-       " 'change_in_non_energetic_emissions_other_ghg_agriculture_fermentation': 48.0,\n",
-       " 'change_in_non_energetic_emissions_other_ghg_agriculture_manure': 102.0,\n",
-       " 'change_in_non_energetic_emissions_other_ghg_agriculture_other': 48.0,\n",
-       " 'change_in_non_energetic_emissions_other_ghg_agriculture_soil_cultivation': 64.0,\n",
-       " 'change_in_non_energetic_emissions_other_ghg_chemical_industry': 34.0,\n",
-       " 'change_in_non_energetic_emissions_other_ghg_other_industry': 34.0,\n",
-       " 'change_in_non_energetic_emissions_other_ghg_waste_management': 34.0,\n",
-       " 'battery_capacity_always_on_solar_pv_solar_radiation': 100.0,\n",
-       " 'battery_capacity_always_on_wind_turbine_inland': 100.0,\n",
-       " 'capacity_of_energy_flexibility_flow_batteries_electricity': 6500.0,\n",
-       " 'capacity_of_energy_flexibility_hv_opac_electricity': 0.0,\n",
-       " 'capacity_of_energy_flexibility_mv_batteries_electricity': 18500.0,\n",
-       " 'capacity_of_energy_flexibility_pumped_storage_electricity': 0.0,\n",
-       " 'capacity_of_energy_heat_flexibility_p2h_boiler_electricity': 4500.0,\n",
-       " 'capacity_of_energy_heat_flexibility_p2h_heatpump_electricity': 3500.0,\n",
-       " 'capacity_of_energy_hydrogen_flexibility_p2g_electricity': 14475.0,\n",
-       " 'connection_capacity_always_on_solar_pv_solar_radiation': 25.0,\n",
-       " 'connection_capacity_always_on_wind_turbine_inland': 75.0,\n",
-       " 'settings_enable_storage_optimisation_energy_flexibility_flow_batteries_electricity': 1.0,\n",
-       " 'settings_enable_storage_optimisation_energy_flexibility_hv_opac_electricity': 0.0,\n",
-       " 'settings_enable_storage_optimisation_energy_flexibility_mv_batteries_electricity': 1.0,\n",
-       " 'settings_enable_storage_optimisation_energy_flexibility_pumped_storage_electricity': 0.0,\n",
-       " 'volume_of_energy_flexibility_flow_batteries_electricity': 41.052631579,\n",
-       " 'wta_of_energy_flexibility_flow_batteries_electricity': 6.4285714286,\n",
-       " 'wta_of_energy_flexibility_hv_opac_electricity': 5.375,\n",
-       " 'wta_of_energy_flexibility_mv_batteries_electricity': 4.9411764706,\n",
-       " 'wta_of_energy_flexibility_pumped_storage_electricity': 5.5,\n",
-       " 'wtp_of_agriculture_flexibility_p2h_electricity': 22.0,\n",
-       " 'wtp_of_energy_flexibility_flow_batteries_electricity': 4.5,\n",
-       " 'wtp_of_energy_flexibility_hv_opac_electricity': 4.3,\n",
-       " 'wtp_of_energy_flexibility_mv_batteries_electricity': 4.2,\n",
-       " 'wtp_of_energy_flexibility_pumped_storage_electricity': 4.4,\n",
-       " 'wtp_of_energy_heat_flexibility_p2h_boiler_electricity': 25.0,\n",
-       " 'wtp_of_energy_heat_flexibility_p2h_heatpump_electricity': 25.0,\n",
-       " 'wtp_of_energy_hydrogen_flexibility_p2g_electricity': 30.0,\n",
-       " 'flexibility_heat_pump_space_heating_cop_cutoff_gas': 2.6,\n",
-       " 'flexibility_heat_pump_water_heating_cop_cutoff': 6.0,\n",
-       " 'households_flexibility_consumer_electricity_price': 22.5,\n",
-       " 'households_flexibility_consumer_gas_price': 81.4,\n",
-       " 'households_flexibility_p2p_electricity_market_penetration': 30.0,\n",
-       " 'settings_enable_storage_optimisation_households_flexibility_p2p_electricity': 'optimizing_storage',\n",
-       " 'wta_of_households_flexibility_p2p_electricity': 10.0,\n",
-       " 'wtp_of_households_flexibility_p2p_electricity': 5.0,\n",
-       " 'electricity_interconnector_1_capacity': 4400.0,\n",
-       " 'electricity_interconnector_1_co2_emissions_future': 0.0,\n",
-       " 'electricity_interconnector_1_co2_emissions_present': 0.0,\n",
-       " 'electricity_interconnector_1_export_availability': 100.0,\n",
-       " 'electricity_interconnector_1_import_availability': 100.0,\n",
-       " 'electricity_interconnector_1_marginal_costs': 37.5999984001,\n",
-       " 'electricity_interconnector_10_capacity': 0.0,\n",
-       " 'electricity_interconnector_10_co2_emissions_future': 370.0000008,\n",
-       " 'electricity_interconnector_10_co2_emissions_present': 370.0000008,\n",
-       " 'electricity_interconnector_10_export_availability': 100.0,\n",
-       " 'electricity_interconnector_10_import_availability': 100.0,\n",
-       " 'electricity_interconnector_10_marginal_costs': 37.5999984001,\n",
-       " 'electricity_interconnector_11_capacity': 0.0,\n",
-       " 'electricity_interconnector_11_co2_emissions_future': 370.0000008,\n",
-       " 'electricity_interconnector_11_co2_emissions_present': 370.0000008,\n",
-       " 'electricity_interconnector_11_export_availability': 100.0,\n",
-       " 'electricity_interconnector_11_import_availability': 100.0,\n",
-       " 'electricity_interconnector_11_marginal_costs': 37.5999984001,\n",
-       " 'electricity_interconnector_12_capacity': 0.0,\n",
-       " 'electricity_interconnector_12_co2_emissions_future': 370.0000008,\n",
-       " 'electricity_interconnector_12_co2_emissions_present': 370.0000008,\n",
-       " 'electricity_interconnector_12_export_availability': 100.0,\n",
-       " 'electricity_interconnector_12_import_availability': 100.0,\n",
-       " 'electricity_interconnector_12_marginal_costs': 37.5999984001,\n",
-       " 'electricity_interconnector_2_capacity': 6000.0,\n",
-       " 'electricity_interconnector_2_co2_emissions_future': 369.0,\n",
-       " 'electricity_interconnector_2_co2_emissions_present': 370.0000008,\n",
-       " 'electricity_interconnector_2_export_availability': 100.0,\n",
-       " 'electricity_interconnector_2_import_availability': 100.0,\n",
-       " 'electricity_interconnector_2_marginal_costs': 37.5999984001,\n",
-       " 'electricity_interconnector_3_capacity': 700.0,\n",
-       " 'electricity_interconnector_3_co2_emissions_future': 0.0,\n",
-       " 'electricity_interconnector_3_co2_emissions_present': 370.0000008,\n",
-       " 'electricity_interconnector_3_export_availability': 100.0,\n",
-       " 'electricity_interconnector_3_import_availability': 100.0,\n",
-       " 'electricity_interconnector_3_marginal_costs': 37.5999984001,\n",
-       " 'electricity_interconnector_4_capacity': 0.0,\n",
-       " 'electricity_interconnector_4_co2_emissions_future': 0.0,\n",
-       " 'electricity_interconnector_4_co2_emissions_present': 370.0000008,\n",
-       " 'electricity_interconnector_4_export_availability': 100.0,\n",
-       " 'electricity_interconnector_4_import_availability': 100.0,\n",
-       " 'electricity_interconnector_4_marginal_costs': 37.5999984001,\n",
-       " 'electricity_interconnector_5_capacity': 700.0,\n",
-       " 'electricity_interconnector_5_co2_emissions_future': 0.0,\n",
-       " 'electricity_interconnector_5_co2_emissions_present': 370.0000008,\n",
-       " 'electricity_interconnector_5_export_availability': 100.0,\n",
-       " 'electricity_interconnector_5_import_availability': 100.0,\n",
-       " 'electricity_interconnector_5_marginal_costs': 37.5999984001,\n",
-       " 'electricity_interconnector_6_capacity': 0.0,\n",
-       " 'electricity_interconnector_6_co2_emissions_future': 0.0,\n",
-       " 'electricity_interconnector_6_co2_emissions_present': 370.0000008,\n",
-       " 'electricity_interconnector_6_export_availability': 100.0,\n",
-       " 'electricity_interconnector_6_import_availability': 100.0,\n",
-       " 'electricity_interconnector_6_marginal_costs': 37.5999984001,\n",
-       " 'electricity_interconnector_7_capacity': 1000.0,\n",
-       " 'electricity_interconnector_7_co2_emissions_future': 0.0,\n",
-       " 'electricity_interconnector_7_co2_emissions_present': 370.0000008,\n",
-       " 'electricity_interconnector_7_export_availability': 100.0,\n",
-       " 'electricity_interconnector_7_import_availability': 100.0,\n",
-       " 'electricity_interconnector_7_marginal_costs': 37.5999984001,\n",
-       " 'electricity_interconnector_8_capacity': 2000.0,\n",
-       " 'electricity_interconnector_8_co2_emissions_future': 0.0,\n",
-       " 'electricity_interconnector_8_co2_emissions_present': 370.0000008,\n",
-       " 'electricity_interconnector_8_export_availability': 100.0,\n",
-       " 'electricity_interconnector_8_import_availability': 100.0,\n",
-       " 'electricity_interconnector_8_marginal_costs': 37.5999984001,\n",
-       " 'electricity_interconnector_9_capacity': 0.0,\n",
-       " 'electricity_interconnector_9_co2_emissions_future': 370.0000008,\n",
-       " 'electricity_interconnector_9_co2_emissions_present': 370.0000008,\n",
-       " 'electricity_interconnector_9_export_availability': 100.0,\n",
-       " 'electricity_interconnector_9_import_availability': 100.0,\n",
-       " 'electricity_interconnector_9_marginal_costs': 37.5999984001,\n",
-       " 'capacity_of_industry_chemical_flexibility_load_shifting_electricity': 35.0,\n",
-       " 'capacity_of_industry_metal_flexibility_load_shifting_electricity': 35.0,\n",
-       " 'capacity_of_industry_other_flexibility_load_shifting_electricity': 35.0,\n",
-       " 'capacity_of_industry_other_ict_flexibility_load_shifting_electricity': 30.0,\n",
-       " 'deficit_limit_of_industry_chemical_flexibility_load_shifting_electricity': 72.0,\n",
-       " 'deficit_limit_of_industry_metal_flexibility_load_shifting_electricity': 72.0,\n",
-       " 'deficit_limit_of_industry_other_flexibility_load_shifting_electricity': 72.0,\n",
-       " 'deficit_limit_of_industry_other_ict_flexibility_load_shifting_electricity': 24.0,\n",
-       " 'input_capacity_of_industry_chemical_flexibility_load_shifting_electricity': 35.0,\n",
-       " 'input_capacity_of_industry_metal_flexibility_load_shifting_electricity': 35.0,\n",
-       " 'input_capacity_of_industry_other_flexibility_load_shifting_electricity': 35.0,\n",
-       " 'input_capacity_of_industry_other_ict_flexibility_load_shifting_electricity': 30.0,\n",
-       " 'wta_of_industry_chemical_flexibility_load_shifting_electricity': 100.0,\n",
-       " 'wta_of_industry_metal_flexibility_load_shifting_electricity': 100.0,\n",
-       " 'wta_of_industry_other_flexibility_load_shifting_electricity': 100.0,\n",
-       " 'wta_of_industry_other_ict_flexibility_load_shifting_electricity': 100.0,\n",
-       " 'wtp_of_industry_chemicals_fertilizers_flexibility_p2h_electricity': 22.0,\n",
-       " 'wtp_of_industry_chemicals_other_flexibility_p2h_electricity': 22.0,\n",
-       " 'wtp_of_industry_chemicals_refineries_flexibility_p2h_electricity': 22.0,\n",
-       " 'wtp_of_industry_other_food_flexibility_p2h_electricity': 22.0,\n",
-       " 'wtp_of_industry_other_paper_flexibility_p2h_electricity': 22.0,\n",
-       " 'flexibility_residual_load_curve_moving_average': 72.0,\n",
-       " 'curtailment_of_buildings_solar_pv_solar_radiation': 55.0,\n",
-       " 'curtailment_of_energy_power_solar_pv_offshore': 55.0,\n",
-       " 'curtailment_of_energy_power_solar_pv_solar_radiation': 55.0,\n",
-       " 'curtailment_of_households_solar_pv_solar_radiation': 45.0,\n",
-       " 'settings_enable_storage_optimisation_transport_car_flexibility_p2p_electricity': 1.0,\n",
-       " 'transport_bus_using_electricity_availability': 0.0,\n",
-       " 'transport_car_using_electricity_availability': 17.5,\n",
-       " 'transport_car_using_electricity_custom_profile_charging_share': 100.0,\n",
-       " 'transport_car_using_electricity_fast_charging_share': 0.0,\n",
-       " 'transport_car_using_electricity_home_charging_share': 0.0,\n",
-       " 'transport_car_using_electricity_public_charging_share': 0.0,\n",
-       " 'transport_car_using_electricity_work_charging_share': 0.0,\n",
-       " 'transport_truck_using_electricity_availability': 0.0,\n",
-       " 'transport_van_using_electricity_availability': 0.0,\n",
-       " 'wta_of_transport_car_flexibility_p2p_electricity': 10.0,\n",
-       " 'wtp_of_transport_car_flexibility_p2p_electricity': 5.0,\n",
-       " 'flexibility_outdoor_temperature': 0.2125175493,\n",
-       " 'settings_weather_curve_set': 'default',\n",
-       " 'flh_of_energy_hydrogen_wind_turbine_offshore': 4000.0,\n",
-       " 'flh_of_energy_power_wind_turbine_coastal': 3200.000003,\n",
-       " 'flh_of_energy_power_wind_turbine_coastal_user_curve': 3200.000003,\n",
-       " 'flh_of_energy_power_wind_turbine_inland': 3200.000003,\n",
-       " 'flh_of_energy_power_wind_turbine_inland_user_curve': 3200.000003,\n",
-       " 'flh_of_energy_power_wind_turbine_offshore': 4750.000003461496,\n",
-       " 'flh_of_energy_power_wind_turbine_offshore_user_curve': 4750.000003461496,\n",
-       " 'flh_of_solar_pv_solar_radiation': 1012.334936,\n",
-       " 'flh_of_solar_pv_solar_radiation_user_curve': 1012.334936,\n",
-       " 'initial_updates_interconnector_curves': 0.0,\n",
-       " 'initial_updates_interconnector_prices': 0.0,\n",
-       " 'settings_enable_merit_order': 1.0,\n",
-       " 'energy_mix_capacity_per_unit_wind_turbine_inland': 3.0,\n",
-       " 'external_coupling_energy_production_synthetic_kerosene_demand': 0.0,\n",
-       " 'external_coupling_energy_production_synthetic_methanol_demand': 0.0,\n",
-       " 'external_coupling_molecules_other_utilisation_demand': 3.29209488358461,\n",
-       " 'external_coupling_industry_chemical_fertilizers_burner_coal_share': 0.0,\n",
-       " 'external_coupling_industry_chemical_fertilizers_burner_crude_oil_share': 0.0,\n",
-       " 'external_coupling_industry_chemical_fertilizers_burner_hydrogen_share': 50.6732983222066,\n",
-       " 'external_coupling_industry_chemical_fertilizers_burner_network_gas_share': 46.3963051101963,\n",
-       " 'external_coupling_industry_chemical_fertilizers_burner_wood_pellets_share': 0.0,\n",
-       " 'external_coupling_industry_chemical_fertilizers_combustion_ccus_capture_potential': 100.0,\n",
-       " 'external_coupling_industry_chemical_fertilizers_combustion_ccus_captured_co2': 0.0,\n",
-       " 'external_coupling_industry_chemical_fertilizers_combustion_ccus_electricity_use': 0.229514968527056,\n",
-       " 'external_coupling_industry_chemical_fertilizers_electricity': 475.351855618162,\n",
-       " 'external_coupling_industry_chemical_fertilizers_non_energetic_coal_share': 0.0,\n",
-       " 'external_coupling_industry_chemical_fertilizers_non_energetic_crude_oil_share': 0.0,\n",
-       " 'external_coupling_industry_chemical_fertilizers_non_energetic_hydrogen_share': 83.584159630957,\n",
-       " 'external_coupling_industry_chemical_fertilizers_non_energetic_network_gas_share': 16.415840369043,\n",
-       " 'external_coupling_industry_chemical_fertilizers_non_energetic_wood_pellets_share': 0.0,\n",
-       " 'external_coupling_industry_chemical_fertilizers_p2h_capacity': 0.0,\n",
-       " 'external_coupling_industry_chemical_fertilizers_processes_ccus_capture_potential': 100.0,\n",
-       " 'external_coupling_industry_chemical_fertilizers_processes_ccus_captured_co2': 100.0,\n",
-       " 'external_coupling_industry_chemical_fertilizers_processes_ccus_electricity_use': 0.229514968527056,\n",
-       " 'external_coupling_industry_chemical_fertilizers_residual_heat_share': 18.520027186658,\n",
-       " 'external_coupling_industry_chemical_fertilizers_steam_hot_water_share': 2.93039656759714,\n",
-       " 'external_coupling_industry_chemical_fertilizers_total_excluding_electricity': 94.05517289851,\n",
-       " 'external_coupling_industry_chemical_fertilizers_total_useable_heat_share': 15.4869053374752,\n",
-       " 'external_coupling_energy_chemical_other_transformation_external_coupling_node_ammonia_input_share': 0.0,\n",
-       " 'external_coupling_energy_chemical_other_transformation_external_coupling_node_ammonia_output_share': 0.0,\n",
-       " 'external_coupling_energy_chemical_other_transformation_external_coupling_node_crude_oil_input_share': 0.0,\n",
-       " 'external_coupling_energy_chemical_other_transformation_external_coupling_node_diesel_output_share': 0.0,\n",
-       " 'external_coupling_energy_chemical_other_transformation_external_coupling_node_electricity_input_share': 0.0,\n",
-       " 'external_coupling_energy_chemical_other_transformation_external_coupling_node_gasoline_output_share': 0.0,\n",
-       " 'external_coupling_energy_chemical_other_transformation_external_coupling_node_greengas_input_share': 0.0,\n",
-       " 'external_coupling_energy_chemical_other_transformation_external_coupling_node_greengas_output_share': 2.5662122493785073,\n",
-       " 'external_coupling_energy_chemical_other_transformation_external_coupling_node_heavy_fuel_oil_output_share': 0.0,\n",
-       " 'external_coupling_energy_chemical_other_transformation_external_coupling_node_hydrogen_input_share': 0.0,\n",
-       " 'external_coupling_energy_chemical_other_transformation_external_coupling_node_hydrogen_output_share': 28.3253720842459,\n",
-       " 'external_coupling_energy_chemical_other_transformation_external_coupling_node_kerosene_output_share': 0.0,\n",
-       " 'external_coupling_energy_chemical_other_transformation_external_coupling_node_loss_output_share': 0.0,\n",
-       " 'external_coupling_energy_chemical_other_transformation_external_coupling_node_lpg_output_share': 0.0,\n",
-       " 'external_coupling_energy_chemical_other_transformation_external_coupling_node_methanol_input_share': 0.0,\n",
-       " 'external_coupling_energy_chemical_other_transformation_external_coupling_node_methanol_output_share': 0.0,\n",
-       " 'external_coupling_energy_chemical_other_transformation_external_coupling_node_natural_gas_input_share': 0.0,\n",
-       " 'external_coupling_energy_chemical_other_transformation_external_coupling_node_natural_gas_output_share': 69.10841566637559,\n",
-       " 'external_coupling_energy_chemical_other_transformation_external_coupling_node_not_defined_input_share': 100.0,\n",
-       " 'external_coupling_energy_chemical_other_transformation_external_coupling_node_steam_hot_water_input_share': 0.0,\n",
-       " 'external_coupling_energy_chemical_other_transformation_external_coupling_node_total_demand': 145.02798773572636,\n",
-       " 'external_coupling_energy_chemical_other_transformation_external_coupling_node_waste_mix_input_share': 0.0,\n",
-       " 'external_coupling_energy_chemical_other_transformation_external_coupling_node_wood_pellets_input_share': 0.0,\n",
-       " 'external_coupling_industry_chemical_other_burner_coal_share': 0.0,\n",
-       " 'external_coupling_industry_chemical_other_burner_crude_oil_share': 4.15140444622588,\n",
-       " 'external_coupling_industry_chemical_other_burner_hydrogen_share': 38.163121847451,\n",
-       " 'external_coupling_industry_chemical_other_burner_network_gas_share': 44.1422501321988,\n",
-       " 'external_coupling_industry_chemical_other_burner_wood_pellets_share': 0.0,\n",
-       " 'external_coupling_industry_chemical_other_ccus_capture_potential': 100.0,\n",
-       " 'external_coupling_industry_chemical_other_ccus_captured_co2': 6.11129600882643,\n",
-       " 'external_coupling_industry_chemical_other_ccus_electricity_use': 0.124294429762498,\n",
-       " 'external_coupling_industry_chemical_other_electricity': 277.599988376699,\n",
-       " 'external_coupling_industry_chemical_other_heater_electricity_share': 0.0,\n",
-       " 'external_coupling_industry_chemical_other_heatpump_water_water_electricity_share': 0.0,\n",
-       " 'external_coupling_industry_chemical_other_non_energetic_coal_share': 0.0,\n",
-       " 'external_coupling_industry_chemical_other_non_energetic_crude_oil_share': 56.6568218227432,\n",
-       " 'external_coupling_industry_chemical_other_non_energetic_hydrogen_share': 6.74856929748537,\n",
-       " 'external_coupling_industry_chemical_other_non_energetic_network_gas_share': 11.3846995406033,\n",
-       " 'external_coupling_industry_chemical_other_non_energetic_wood_pellets_share': 25.2099093391682,\n",
-       " 'external_coupling_industry_chemical_other_p2h_capacity': 522.183604084003,\n",
-       " 'external_coupling_industry_chemical_other_residual_heat_share': 15.4433084571522,\n",
-       " 'external_coupling_industry_chemical_other_steam_hot_water_share': 13.5432235741243,\n",
-       " 'external_coupling_industry_chemical_other_steam_recompression_electricity_share': 0.0,\n",
-       " 'external_coupling_industry_chemical_other_total_non_energetic': 45.7297367916897,\n",
-       " 'external_coupling_industry_chemical_other_useable_heat': 33.9923944655155,\n",
-       " 'external_coupling_energy_chemical_refineries_transformation_external_coupling_node_ammonia_input_share': 0.0,\n",
-       " 'external_coupling_energy_chemical_refineries_transformation_external_coupling_node_ammonia_output_share': 0.0,\n",
-       " 'external_coupling_energy_chemical_refineries_transformation_external_coupling_node_crude_oil_input_share': 100.0,\n",
-       " 'external_coupling_energy_chemical_refineries_transformation_external_coupling_node_diesel_output_share': 28.8754407902916,\n",
-       " 'external_coupling_energy_chemical_refineries_transformation_external_coupling_node_electricity_input_share': 0.0,\n",
-       " 'external_coupling_energy_chemical_refineries_transformation_external_coupling_node_gasoline_output_share': 6.23530119017238,\n",
-       " 'external_coupling_energy_chemical_refineries_transformation_external_coupling_node_greengas_input_share': 0.0,\n",
-       " 'external_coupling_energy_chemical_refineries_transformation_external_coupling_node_greengas_output_share': 0.0,\n",
-       " 'external_coupling_energy_chemical_refineries_transformation_external_coupling_node_heavy_fuel_oil_output_share': 14.7654523402727,\n",
-       " 'external_coupling_energy_chemical_refineries_transformation_external_coupling_node_hydrogen_input_share': 0.0,\n",
-       " 'external_coupling_energy_chemical_refineries_transformation_external_coupling_node_hydrogen_output_share': 0.0,\n",
-       " 'external_coupling_energy_chemical_refineries_transformation_external_coupling_node_kerosene_output_share': 14.7523934475443,\n",
-       " 'external_coupling_energy_chemical_refineries_transformation_external_coupling_node_loss_output_share': 0.0,\n",
-       " 'external_coupling_energy_chemical_refineries_transformation_external_coupling_node_lpg_output_share': 2.25239174447402,\n",
-       " 'external_coupling_energy_chemical_refineries_transformation_external_coupling_node_methanol_input_share': 0.0,\n",
-       " 'external_coupling_energy_chemical_refineries_transformation_external_coupling_node_methanol_output_share': 0.0,\n",
-       " 'external_coupling_energy_chemical_refineries_transformation_external_coupling_node_natural_gas_input_share': 0.0,\n",
-       " 'external_coupling_energy_chemical_refineries_transformation_external_coupling_node_natural_gas_output_share': 0.0,\n",
-       " 'external_coupling_energy_chemical_refineries_transformation_external_coupling_node_not_defined_input_share': 0.0,\n",
-       " 'external_coupling_energy_chemical_refineries_transformation_external_coupling_node_not_defined_output_share': 3.58796542047281,\n",
-       " 'external_coupling_energy_chemical_refineries_transformation_external_coupling_node_steam_hot_water_input_share': 0.0,\n",
-       " 'external_coupling_energy_chemical_refineries_transformation_external_coupling_node_total_demand': 1889.958629148879,\n",
-       " 'external_coupling_energy_chemical_refineries_transformation_external_coupling_node_waste_mix_input_share': 0.0,\n",
-       " 'external_coupling_energy_chemical_refineries_transformation_external_coupling_node_wood_pellets_input_share': 0.0,\n",
-       " 'external_coupling_industry_chemical_refineries_burner_coal_share': 0.0,\n",
-       " 'external_coupling_industry_chemical_refineries_burner_crude_oil_share': 8.55291494528118,\n",
-       " 'external_coupling_industry_chemical_refineries_burner_hydrogen_share': 80.3160063659157,\n",
-       " 'external_coupling_industry_chemical_refineries_burner_network_gas_share': 10.7766510976364,\n",
-       " 'external_coupling_industry_chemical_refineries_burner_wood_pellets_share': 0.0,\n",
-       " 'external_coupling_industry_chemical_refineries_ccus_capture_potential': 100.0,\n",
-       " 'external_coupling_industry_chemical_refineries_ccus_captured_co2': 100.0,\n",
-       " 'external_coupling_industry_chemical_refineries_ccus_electricity_use': 0.030510017109512,\n",
-       " 'external_coupling_industry_chemical_refineries_electricity': 105.933269100756,\n",
-       " 'external_coupling_industry_chemical_refineries_p2h_capacity': 455.06386174751,\n",
-       " 'external_coupling_industry_chemical_refineries_residual_heat_share': 28.7767084382513,\n",
-       " 'external_coupling_industry_chemical_refineries_steam_hot_water_share': 0.354427591166749,\n",
-       " 'external_coupling_industry_chemical_refineries_useable_heat': 62.5640162386857,\n",
-       " 'external_coupling_energy_distribution_coal_gas_chemical_feedstock_share': 0.0,\n",
-       " 'external_coupling_energy_distribution_coal_gas_energy_production_share': 99.99,\n",
-       " 'external_coupling_energy_distribution_coal_gas_final_demand_share': 0.010000000000005116,\n",
-       " 'external_coupling_industry_metal_steel_blastfurnace_bof_share': 0.0,\n",
-       " 'external_coupling_industry_metal_steel_ccus_capture_potential': 100.0,\n",
-       " 'external_coupling_industry_metal_steel_ccus_captured_co2': 52.5547546810199,\n",
-       " 'external_coupling_industry_metal_steel_ccus_electricity_use': 0.57,\n",
-       " 'external_coupling_industry_metal_steel_cyclonefurnace_bof_share': 0.0,\n",
-       " 'external_coupling_industry_metal_steel_dri_hydrogen_share': 0.0,\n",
-       " 'external_coupling_industry_metal_steel_dri_network_gas_share': 0.0,\n",
-       " 'external_coupling_industry_metal_steel_efficiency': 7.31410052617644,\n",
-       " 'external_coupling_industry_metal_steel_energetic_coal_gas_share': 0.0,\n",
-       " 'external_coupling_industry_metal_steel_energetic_coal_share': 7.76726831346224,\n",
-       " 'external_coupling_industry_metal_steel_energetic_cokes_share': 0.0,\n",
-       " 'external_coupling_industry_metal_steel_energetic_crude_oil_share': 0.0,\n",
-       " 'external_coupling_industry_metal_steel_energetic_electricity_share': 22.7926669333398,\n",
-       " 'external_coupling_industry_metal_steel_energetic_hydrogen_share': 23.6267669198569,\n",
-       " 'external_coupling_industry_metal_steel_energetic_network_gas_share': 45.813297833341,\n",
-       " 'external_coupling_industry_metal_steel_energetic_steam_hot_water_share': 0.0,\n",
-       " 'external_coupling_industry_metal_steel_energetic_wood_pellets_share': 0.0,\n",
-       " 'external_coupling_industry_metal_steel_external_coupling_share': 100.0,\n",
-       " 'external_coupling_industry_metal_steel_fixed_om_costs': 316684316.043427,\n",
-       " 'external_coupling_industry_metal_steel_investment_costs': 4309820685.96129,\n",
-       " 'external_coupling_industry_metal_steel_scrap_hbi_eaf_share': 0.0,\n",
-       " 'external_coupling_industry_metal_steel_technical_lifetime': 19.0,\n",
-       " 'external_coupling_industry_metal_steel_total_demand': 97.33,\n",
-       " 'external_coupling_industry_metal_steel_wacc': 0.08,\n",
-       " 'external_coupling_biogenic_waste_max_demand': 27.8493698855199,\n",
-       " 'external_coupling_energy_chp_supercritical_ccs_waste_mix_captured_co2': 58.8235294117647,\n",
-       " 'external_coupling_energy_chp_supercritical_ccs_waste_mix_electrical_efficiency': 15.3827945040516,\n",
-       " 'external_coupling_energy_chp_supercritical_ccs_waste_mix_heat_efficiency': 1.23427917997262,\n",
-       " 'external_coupling_energy_chp_supercritical_waste_mix_capacity': 133.04294558354,\n",
-       " 'external_coupling_energy_chp_supercritical_waste_mix_electrical_efficiency': 15.3827945040516,\n",
-       " 'external_coupling_energy_chp_supercritical_waste_mix_heat_efficiency': 1.23427917997262,\n",
-       " 'external_coupling_non_biogenic_waste_max_demand': 23.3679305603854,\n",
-       " 'external_coupling_waste_mix_biogenic_waste_share': 54.9694458639823,\n",
-       " 'external_coupling_waste_mix_non_biogenic_waste_share': 45.0305541360177,\n",
-       " 'capacity_of_energy_imported_ammonia_baseload': 0.0,\n",
-       " 'max_demand_of_biogenic_waste': 21.38166,\n",
-       " 'max_demand_of_dry_biomass': 62.16023,\n",
-       " 'max_demand_of_oily_biomass': 10.5,\n",
-       " 'max_demand_of_wet_biomass': 109.873,\n",
-       " 'co_firing_biocoal_share': 0.0,\n",
-       " 'co_firing_coal_share': 100.0,\n",
-       " 'capacity_of_energy_chp_ultra_supercritical_coal': 0.0,\n",
-       " 'capacity_of_energy_chp_ultra_supercritical_cofiring_coal': 0.0,\n",
-       " 'capacity_of_energy_power_combined_cycle_coal': 0.0,\n",
-       " 'capacity_of_energy_power_supercritical_coal': 0.0,\n",
-       " 'capacity_of_energy_power_ultra_supercritical_coal': 0.0,\n",
-       " 'capacity_of_energy_power_ultra_supercritical_cofiring_coal': 0.0,\n",
-       " 'capacity_of_energy_power_ultra_supercritical_lignite': 0.0,\n",
-       " 'capacity_of_energy_chp_combined_cycle_network_gas': 56.0,\n",
-       " 'capacity_of_energy_chp_local_engine_network_gas': 0.0,\n",
-       " 'capacity_of_energy_power_combined_cycle_network_gas': 5280.0,\n",
-       " 'capacity_of_energy_power_engine_network_gas': 0.0,\n",
-       " 'capacity_of_energy_power_turbine_network_gas': 9.0,\n",
-       " 'capacity_of_energy_power_ultra_supercritical_network_gas': 11.0,\n",
-       " 'capacity_of_energy_power_nuclear_gen2_uranium_oxide': 0.0,\n",
-       " 'capacity_of_energy_power_nuclear_gen3_uranium_oxide': 0.0,\n",
-       " 'capacity_of_energy_power_nuclear_small_modular_reactor_uranium_oxide': 0.0,\n",
-       " 'merit_order_subtype_of_energy_power_nuclear_uranium_oxide': 0.0,\n",
-       " 'capacity_of_energy_power_engine_diesel': 0.0,\n",
-       " 'capacity_of_energy_power_ultra_supercritical_crude_oil': 0.0,\n",
-       " 'energy_mixer_for_gas_power_fuel_bio_oil_share': 0.0,\n",
-       " 'energy_mixer_for_gas_power_fuel_crude_oil_share': 7.9728731956,\n",
-       " 'energy_mixer_for_gas_power_fuel_natural_gas_share': 92.0271268045,\n",
-       " 'fuel_production_coal': 0.0,\n",
-       " 'fuel_production_crude_oil': 0.0,\n",
-       " 'fuel_production_lignite': 0.0,\n",
-       " 'fuel_production_natural_gas': 26.0,\n",
-       " 'fuel_production_uranium_oxide': 0.0,\n",
-       " 'green_gas_total_share': 37.7,\n",
-       " 'natural_gas_total_share': 62.3,\n",
-       " 'energy_biogas_fermentation_share': 50.0,\n",
-       " 'energy_greengas_gasification_dry_biomass_share': 25.0259259,\n",
-       " 'energy_greengas_gasification_wet_biomass_share': 24.9740741,\n",
-       " 'energy_regasification_lng_share': 1.4544312017,\n",
-       " 'energy_treatment_natural_gas_share': 98.5455687984,\n",
-       " 'capacity_of_agriculture_chp_engine_biogas': 0.0,\n",
-       " 'capacity_of_agriculture_chp_engine_network_gas_dispatchable': 207.0,\n",
-       " 'capacity_of_agriculture_chp_engine_network_gas_must_run': 0.0,\n",
-       " 'capacity_of_agriculture_chp_wood_pellets': 0.0,\n",
-       " 'capacity_of_energy_heat_burner_ht_coal': 0.0,\n",
-       " 'capacity_of_energy_heat_burner_ht_crude_oil': 0.0,\n",
-       " 'capacity_of_energy_heat_burner_ht_hydrogen': 0.0,\n",
-       " 'capacity_of_energy_heat_burner_ht_network_gas': 1000.0,\n",
-       " 'capacity_of_energy_heat_burner_ht_waste_mix': 0.0,\n",
-       " 'capacity_of_energy_heat_burner_ht_wood_pellets': 200.0,\n",
-       " 'capacity_of_energy_heat_heatpump_water_water_ht_electricity': 1500.0,\n",
-       " 'capacity_of_energy_heat_solar_ht_solar_thermal': 2500.0,\n",
-       " 'capacity_of_energy_heat_well_deep_ht_geothermal': 1400.0,\n",
-       " 'volume_of_ht_imported_heat': 0.0,\n",
-       " 'volume_of_ht_residual_heat': 25.714236461457922,\n",
-       " 'energy_heat_network_storage_ht_loss_share': 30.0000068049,\n",
-       " 'energy_heat_network_storage_ht_steam_hot_water_output_capacity_share': 200.0,\n",
-       " 'heat_storage_enabled_ht': 1.0,\n",
-       " 'energy_heat_distribution_ht_loss_share': 15.0,\n",
-       " 'co2_emissions_of_imported_heat': 35.97,\n",
-       " 'capacity_of_industry_chp_combined_cycle_gas_power_fuelmix': 478.0,\n",
-       " 'capacity_of_industry_chp_engine_gas_power_fuelmix': 62.0,\n",
-       " 'capacity_of_industry_chp_turbine_gas_power_fuelmix': 647.0,\n",
-       " 'capacity_of_industry_chp_turbine_hydrogen': 0.0,\n",
-       " 'capacity_of_industry_chp_ultra_supercritical_coal': 0.0,\n",
-       " 'capacity_of_industry_chp_wood_pellets': 0.0,\n",
-       " 'capacity_of_industry_heat_burner_coal': 0.0,\n",
-       " 'capacity_of_industry_heat_burner_crude_oil': 0.0,\n",
-       " 'capacity_of_industry_heat_burner_hydrogen': 0.0,\n",
-       " 'capacity_of_industry_heat_burner_lignite': 0.0,\n",
-       " 'capacity_of_industry_heat_well_geothermal': 0.0,\n",
-       " 'capacity_of_energy_hydrogen_ammonia_reformer_must_run': 0.0,\n",
-       " 'capacity_of_energy_hydrogen_autothermal_reformer_must_run': 0.0,\n",
-       " 'capacity_of_energy_hydrogen_biomass_gasification': 201.59999999999997,\n",
-       " 'capacity_of_energy_hydrogen_solar_pv_solar_radiation': 0.0,\n",
-       " 'capacity_of_energy_hydrogen_steam_methane_reformer_must_run': 2422.711775504852,\n",
-       " 'capacity_of_energy_hydrogen_wind_turbine_offshore': 2640.0,\n",
-       " 'capacity_of_energy_imported_hydrogen_baseload': 5459.0,\n",
-       " 'capacity_of_energy_hydrogen_storage_salt_cavern': 428.64444379753854,\n",
-       " 'volume_of_energy_hydrogen_storage_salt_cavern': 11.151657026441995,\n",
-       " 'energy_hydrogen_distribution_compressed_trucks_share': 1.0,\n",
-       " 'energy_hydrogen_transport_pipelines_share': 99.0,\n",
-       " 'agriculture_bio_kerosene_in_crude_oil_share': 0.0,\n",
-       " 'agriculture_biodiesel_in_crude_oil_share': 53.5628368135,\n",
-       " 'agriculture_diesel_in_crude_oil_share': 42.975430639,\n",
-       " 'agriculture_kerosene_in_crude_oil_share': 0.0,\n",
-       " 'agriculture_lpg_in_crude_oil_share': 3.4617325477,\n",
-       " 'agriculture_other_bio_oil_in_crude_oil_share': 0.0,\n",
-       " 'agriculture_other_oil_in_crude_oil_share': 0.0,\n",
-       " 'buildings_bio_kerosene_in_crude_oil_share': 0.0,\n",
-       " 'buildings_biodiesel_in_crude_oil_share': 0.0,\n",
-       " 'buildings_diesel_in_crude_oil_share': 54.3798623065,\n",
-       " 'buildings_kerosene_in_crude_oil_share': 0.114329433,\n",
-       " 'buildings_lpg_in_crude_oil_share': 42.7920472269,\n",
-       " 'buildings_other_bio_oil_in_crude_oil_share': 2.3839238021,\n",
-       " 'buildings_other_oil_in_crude_oil_share': 0.3298372318,\n",
-       " 'households_bio_kerosene_in_crude_oil_share': 0.0,\n",
-       " 'households_biodiesel_in_crude_oil_share': 0.0,\n",
-       " 'households_diesel_in_crude_oil_share': 20.1462563364,\n",
-       " 'households_kerosene_in_crude_oil_share': 15.5535857733,\n",
-       " 'households_lpg_in_crude_oil_share': 64.3001578904,\n",
-       " 'households_other_bio_oil_in_crude_oil_share': 0.0,\n",
-       " 'households_other_oil_in_crude_oil_share': 0.0,\n",
-       " 'industry_bio_kerosene_in_crude_oil_share': 0.0,\n",
-       " 'industry_biodiesel_in_crude_oil_share': 0.035695073,\n",
-       " 'industry_diesel_in_crude_oil_share': 0.006797406,\n",
-       " 'industry_kerosene_in_crude_oil_share': 0.0,\n",
-       " 'industry_lpg_in_crude_oil_share': 0.526530287,\n",
-       " 'industry_other_bio_oil_in_crude_oil_share': 33.70284273,\n",
-       " 'industry_other_oil_in_crude_oil_share': 65.72813451,\n",
-       " 'capacity_of_energy_chp_local_engine_biogas': 105.2173341123,\n",
-       " 'capacity_of_energy_chp_local_wood_pellets_dispatchable': 49.4967396253,\n",
-       " 'capacity_of_energy_power_geothermal': 0.0,\n",
-       " 'capacity_of_energy_power_hydro_river': 37.0013815462,\n",
-       " 'capacity_of_energy_power_combined_cycle_hydrogen': 3520.0,\n",
-       " 'capacity_of_energy_power_turbine_hydrogen': 7040.0,\n",
-       " 'capacity_of_buildings_solar_pv_solar_radiation': 44300.0,\n",
-       " 'capacity_of_energy_battery_solar_pv_solar_radiation': 0.0,\n",
-       " 'capacity_of_energy_power_solar_pv_offshore': 0.0,\n",
-       " 'capacity_of_energy_power_solar_pv_solar_radiation': 41800.0,\n",
-       " 'capacity_of_households_solar_pv_solar_radiation': 40000.0,\n",
-       " 'capacity_of_energy_chp_supercritical_waste_mix': 894.6490091117,\n",
-       " 'capacity_of_energy_power_supercritical_waste_mix': 0.0,\n",
-       " 'capacity_of_energy_battery_wind_turbine_inland': 0.0,\n",
-       " 'capacity_of_energy_power_wind_turbine_coastal': 4000.0,\n",
-       " 'capacity_of_energy_power_wind_turbine_inland': 8100.0,\n",
-       " 'capacity_of_energy_power_wind_turbine_offshore': 32000.0}"
-      ]
-     },
-     "execution_count": 18,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# We also distinguish between inputs and user_values. Usually user values are more interesting:\n",
-    "user_values = scenario.user_values()\n",
-    "# Check if we can make this also to_dataframe\n",
-    "user_values"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "id": "fca99519",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Empty DataFrame\n",
-      "Columns: []\n",
-      "Index: []\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Execute gqueries to fetch data from ETM (incl. units)\n",
-    "gqueries = scenario.results()\n",
-    "print(gqueries)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "fd5267db",
-   "metadata": {},
-   "source": [
-    "There are no default gqueries, you need to specify them yourself - hence the empty dataframe ."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "id": "ed984767",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "                              future\n",
-      "gquery              unit            \n",
-      "dashboard_emissions factor -0.780545\n"
-     ]
-    }
-   ],
-   "source": [
-    "scenario.add_queries([\"dashboard_emissions\"])\n",
-    "gqueries = scenario.results()\n",
-    "print(gqueries)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "5b0d61ec",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Optional: Fetch hourly electricity price profiles from ETM\n",
-    "custom_curves = scenario.custom_curves_series()\n",
-    "for key in custom_curves: print(key)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "ddd8fa69",
-   "metadata": {},
-   "source": [
-    "#TODO: Discuss\n",
-    "\n",
-    "Do you want a convenient way to only get the custom curves related to electricity price? Or are you more interested in the carrier curves? "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "6a57a5bf",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'merit_order':       agriculture_chp_engine_biogas.output (MW)  \\\n",
-       " 0                                           0.0   \n",
-       " 1                                           0.0   \n",
-       " 2                                           0.0   \n",
-       " 3                                           0.0   \n",
-       " 4                                           0.0   \n",
-       " ...                                         ...   \n",
-       " 8755                                        0.0   \n",
-       " 8756                                        0.0   \n",
-       " 8757                                        0.0   \n",
-       " 8758                                        0.0   \n",
-       " 8759                                        0.0   \n",
-       " \n",
-       "       agriculture_chp_engine_network_gas_dispatchable.output (MW)  \\\n",
-       " 0                                                   0.0             \n",
-       " 1                                                   0.0             \n",
-       " 2                                                   0.0             \n",
-       " 3                                                   0.0             \n",
-       " 4                                                   0.0             \n",
-       " ...                                                 ...             \n",
-       " 8755                                                0.0             \n",
-       " 8756                                                0.0             \n",
-       " 8757                                                0.0             \n",
-       " 8758                                                0.0             \n",
-       " 8759                                                0.0             \n",
-       " \n",
-       "       agriculture_chp_engine_network_gas_must_run.output (MW)  \\\n",
-       " 0                                                   0.0         \n",
-       " 1                                                   0.0         \n",
-       " 2                                                   0.0         \n",
-       " 3                                                   0.0         \n",
-       " 4                                                   0.0         \n",
-       " ...                                                 ...         \n",
-       " 8755                                                0.0         \n",
-       " 8756                                                0.0         \n",
-       " 8757                                                0.0         \n",
-       " 8758                                                0.0         \n",
-       " 8759                                                0.0         \n",
-       " \n",
-       "       agriculture_chp_wood_pellets.output (MW)  \\\n",
-       " 0                                          0.0   \n",
-       " 1                                          0.0   \n",
-       " 2                                          0.0   \n",
-       " 3                                          0.0   \n",
-       " 4                                          0.0   \n",
-       " ...                                        ...   \n",
-       " 8755                                       0.0   \n",
-       " 8756                                       0.0   \n",
-       " 8757                                       0.0   \n",
-       " 8758                                       0.0   \n",
-       " 8759                                       0.0   \n",
-       " \n",
-       "       agriculture_flexibility_p2h_hydrogen_electricity.output (MW)  \\\n",
-       " 0                                                   0.0              \n",
-       " 1                                                   0.0              \n",
-       " 2                                                   0.0              \n",
-       " 3                                                   0.0              \n",
-       " 4                                                   0.0              \n",
-       " ...                                                 ...              \n",
-       " 8755                                                0.0              \n",
-       " 8756                                                0.0              \n",
-       " 8757                                                0.0              \n",
-       " 8758                                                0.0              \n",
-       " 8759                                                0.0              \n",
-       " \n",
-       "       agriculture_flexibility_p2h_network_gas_electricity.output (MW)  \\\n",
-       " 0                                                   0.0                 \n",
-       " 1                                                   0.0                 \n",
-       " 2                                                   0.0                 \n",
-       " 3                                                   0.0                 \n",
-       " 4                                                   0.0                 \n",
-       " ...                                                 ...                 \n",
-       " 8755                                                0.0                 \n",
-       " 8756                                                0.0                 \n",
-       " 8757                                                0.0                 \n",
-       " 8758                                                0.0                 \n",
-       " 8759                                                0.0                 \n",
-       " \n",
-       "       buildings_solar_pv_solar_radiation.output (MW)  \\\n",
-       " 0                                                0.0   \n",
-       " 1                                                0.0   \n",
-       " 2                                                0.0   \n",
-       " 3                                                0.0   \n",
-       " 4                                                0.0   \n",
-       " ...                                              ...   \n",
-       " 8755                                             0.0   \n",
-       " 8756                                             0.0   \n",
-       " 8757                                             0.0   \n",
-       " 8758                                             0.0   \n",
-       " 8759                                             0.0   \n",
-       " \n",
-       "       energy_battery_solar_electricity.output (MW)  \\\n",
-       " 0                                              0.0   \n",
-       " 1                                              0.0   \n",
-       " 2                                              0.0   \n",
-       " 3                                              0.0   \n",
-       " 4                                              0.0   \n",
-       " ...                                            ...   \n",
-       " 8755                                           0.0   \n",
-       " 8756                                           0.0   \n",
-       " 8757                                           0.0   \n",
-       " 8758                                           0.0   \n",
-       " 8759                                           0.0   \n",
-       " \n",
-       "       energy_battery_wind_electricity.output (MW)  \\\n",
-       " 0                                             0.0   \n",
-       " 1                                             0.0   \n",
-       " 2                                             0.0   \n",
-       " 3                                             0.0   \n",
-       " 4                                             0.0   \n",
-       " ...                                           ...   \n",
-       " 8755                                          0.0   \n",
-       " 8756                                          0.0   \n",
-       " 8757                                          0.0   \n",
-       " 8758                                          0.0   \n",
-       " 8759                                          0.0   \n",
-       " \n",
-       "       energy_chp_coal_gas.output (MW)  ...  \\\n",
-       " 0                                 0.0  ...   \n",
-       " 1                                 0.0  ...   \n",
-       " 2                                 0.0  ...   \n",
-       " 3                                 0.0  ...   \n",
-       " 4                                 0.0  ...   \n",
-       " ...                               ...  ...   \n",
-       " 8755                              0.0  ...   \n",
-       " 8756                              0.0  ...   \n",
-       " 8757                              0.0  ...   \n",
-       " 8758                              0.0  ...   \n",
-       " 8759                              0.0  ...   \n",
-       " \n",
-       "       transport_motorcycle_using_electricity.input (MW)  \\\n",
-       " 0                                                6.0868   \n",
-       " 1                                                2.2664   \n",
-       " 2                                                1.0671   \n",
-       " 3                                                0.7418   \n",
-       " 4                                                0.7422   \n",
-       " ...                                                 ...   \n",
-       " 8755                                            29.4081   \n",
-       " 8756                                            19.4375   \n",
-       " 8757                                            11.9942   \n",
-       " 8758                                            10.6178   \n",
-       " 8759                                             9.7232   \n",
-       " \n",
-       "       transport_passenger_train_using_electricity.input (MW)  \\\n",
-       " 0                                              100.6524        \n",
-       " 1                                               37.4773        \n",
-       " 2                                               17.6460        \n",
-       " 3                                               12.2670        \n",
-       " 4                                               12.2725        \n",
-       " ...                                                 ...        \n",
-       " 8755                                           486.2939        \n",
-       " 8756                                           321.4203        \n",
-       " 8757                                           198.3364        \n",
-       " 8758                                           175.5763        \n",
-       " 8759                                           160.7839        \n",
-       " \n",
-       "       transport_plane_using_electricity.input (MW)  \\\n",
-       " 0                                           2.0642   \n",
-       " 1                                           2.0642   \n",
-       " 2                                           2.0642   \n",
-       " 3                                           2.0642   \n",
-       " 4                                           2.0642   \n",
-       " ...                                            ...   \n",
-       " 8755                                        2.0642   \n",
-       " 8756                                        2.0642   \n",
-       " 8757                                        2.0642   \n",
-       " 8758                                        2.0642   \n",
-       " 8759                                        2.0642   \n",
-       " \n",
-       "       transport_ship_using_electricity.input (MW)  \\\n",
-       " 0                                         29.8321   \n",
-       " 1                                         30.9370   \n",
-       " 2                                         30.9370   \n",
-       " 3                                         30.9370   \n",
-       " 4                                         30.9370   \n",
-       " ...                                           ...   \n",
-       " 8755                                      33.7494   \n",
-       " 8756                                      31.9414   \n",
-       " 8757                                      26.5174   \n",
-       " 8758                                      26.5174   \n",
-       " 8759                                      26.5174   \n",
-       " \n",
-       "       transport_tram_using_electricity.input (MW)  \\\n",
-       " 0                                          1.8122   \n",
-       " 1                                          0.6748   \n",
-       " 2                                          0.3177   \n",
-       " 3                                          0.2209   \n",
-       " 4                                          0.2210   \n",
-       " ...                                           ...   \n",
-       " 8755                                       8.7557   \n",
-       " 8756                                       5.7871   \n",
-       " 8757                                       3.5710   \n",
-       " 8758                                       3.1612   \n",
-       " 8759                                       2.8949   \n",
-       " \n",
-       "       transport_truck_flexibility_p2p_electricity.input (MW)  \\\n",
-       " 0                                                   0.0        \n",
-       " 1                                                   0.0        \n",
-       " 2                                                   0.0        \n",
-       " 3                                                   0.0        \n",
-       " 4                                                   0.0        \n",
-       " ...                                                 ...        \n",
-       " 8755                                                0.0        \n",
-       " 8756                                                0.0        \n",
-       " 8757                                                0.0        \n",
-       " 8758                                                0.0        \n",
-       " 8759                                                0.0        \n",
-       " \n",
-       "       transport_truck_using_electricity.input (MW)  \\\n",
-       " 0                                         301.1724   \n",
-       " 1                                         255.8993   \n",
-       " 2                                         255.7102   \n",
-       " 3                                         255.7102   \n",
-       " 4                                         255.7562   \n",
-       " ...                                            ...   \n",
-       " 8755                                     3632.1744   \n",
-       " 8756                                     3654.7956   \n",
-       " 8757                                     3290.3259   \n",
-       " 8758                                     2912.0708   \n",
-       " 8759                                     2633.8673   \n",
-       " \n",
-       "       transport_van_flexibility_p2p_electricity.input (MW)  \\\n",
-       " 0                                                   0.0      \n",
-       " 1                                                   0.0      \n",
-       " 2                                                   0.0      \n",
-       " 3                                                   0.0      \n",
-       " 4                                                   0.0      \n",
-       " ...                                                 ...      \n",
-       " 8755                                                0.0      \n",
-       " 8756                                                0.0      \n",
-       " 8757                                                0.0      \n",
-       " 8758                                                0.0      \n",
-       " 8759                                                0.0      \n",
-       " \n",
-       "       transport_van_using_electricity.input (MW)  deficit  \n",
-       " 0                                       225.7143      0.0  \n",
-       " 1                                       183.4868      0.0  \n",
-       " 2                                       164.2823      0.0  \n",
-       " 3                                       152.3737      0.0  \n",
-       " 4                                       145.7294      0.0  \n",
-       " ...                                          ...      ...  \n",
-       " 8755                                   1951.6292      0.0  \n",
-       " 8756                                   1756.9386      0.0  \n",
-       " 8757                                   1423.4249      0.0  \n",
-       " 8758                                   1141.5322      0.0  \n",
-       " 8759                                   1016.2915      0.0  \n",
-       " \n",
-       " [8760 rows x 284 columns],\n",
-       " 'electricity_price':       Price (Euros)\n",
-       " 0             22.00\n",
-       " 1             22.00\n",
-       " 2             14.48\n",
-       " 3              0.01\n",
-       " 4              0.02\n",
-       " ...             ...\n",
-       " 8755           0.01\n",
-       " 8756           0.01\n",
-       " 8757           0.01\n",
-       " 8758           0.02\n",
-       " 8759           0.00\n",
-       " \n",
-       " [8760 rows x 1 columns],\n",
-       " 'residual_load':       Electricity imbalance (MW)  Heat network imbalance (MW)  \\\n",
-       " 0                  -13983.316952                 -7650.762461   \n",
-       " 1                  -15074.662973                 -2063.605451   \n",
-       " 2                  -16392.624827                  -236.749238   \n",
-       " 3                  -18084.064350                 -7257.637108   \n",
-       " 4                  -18698.295084                 -6777.697551   \n",
-       " ...                          ...                          ...   \n",
-       " 8755               -10461.245439                 -2908.084718   \n",
-       " 8756               -12120.991687                 -3196.334417   \n",
-       " 8757               -14277.783965                 -3698.939229   \n",
-       " 8758               -12769.564116                 -4265.195281   \n",
-       " 8759               -14036.141852                 -5382.621751   \n",
-       " \n",
-       "       Network gas imbalance (MW)  Hydrogen imbalance (MW)  \\\n",
-       " 0                   -4781.342416            -10122.196681   \n",
-       " 1                   -3483.696797             -9409.232452   \n",
-       " 2                   -3475.263835             -9413.765713   \n",
-       " 3                   -4570.081283            -10137.602583   \n",
-       " 4                   -4175.876527            -10138.862839   \n",
-       " ...                          ...                      ...   \n",
-       " 8755                -1895.359218            -10120.066139   \n",
-       " 8756                -2098.834088            -10121.282579   \n",
-       " 8757                -2551.241935            -10122.752998   \n",
-       " 8758                -2865.165589            -10123.043235   \n",
-       " 8759                -3823.803492            -10123.672193   \n",
-       " \n",
-       "       Network gas imbalance (short timescale) (MW)  \\\n",
-       " 0                                     -1833.873449   \n",
-       " 1                                      -574.860579   \n",
-       " 2                                      -605.611833   \n",
-       " 3                                     -1739.687791   \n",
-       " 4                                     -1383.891692   \n",
-       " ...                                            ...   \n",
-       " 8755                                   1241.238351   \n",
-       " 8756                                   1013.073005   \n",
-       " 8757                                    519.009108   \n",
-       " 8758                                    160.843578   \n",
-       " 8759                                   -837.070806   \n",
-       " \n",
-       "       Network gas imbalance (long timescale) (MW)  \\\n",
-       " 0                                    -2947.468967   \n",
-       " 1                                    -2908.836218   \n",
-       " 2                                    -2869.652003   \n",
-       " 3                                    -2830.393493   \n",
-       " 4                                    -2791.984835   \n",
-       " ...                                           ...   \n",
-       " 8755                                 -3136.597568   \n",
-       " 8756                                 -3111.907093   \n",
-       " 8757                                 -3070.251043   \n",
-       " 8758                                 -3026.009167   \n",
-       " 8759                                 -2986.732687   \n",
-       " \n",
-       "       Hydrogen imblanace (short timescale) (MW)  \\\n",
-       " 0                                   -171.967531   \n",
-       " 1                                    529.822127   \n",
-       " 2                                    514.208089   \n",
-       " 3                                   -220.919672   \n",
-       " 4                                   -232.647398   \n",
-       " ...                                         ...   \n",
-       " 8755                                 -83.391025   \n",
-       " 8756                                -103.105800   \n",
-       " 8757                                -122.762259   \n",
-       " 8758                                -140.510517   \n",
-       " 8759                                -159.955285   \n",
-       " \n",
-       "       Hydrogen imblanace (long timescale) (MW)  \n",
-       " 0                                 -9950.229150  \n",
-       " 1                                 -9939.054580  \n",
-       " 2                                 -9927.973802  \n",
-       " 3                                 -9916.682911  \n",
-       " 4                                 -9906.215441  \n",
-       " ...                                        ...  \n",
-       " 8755                             -10036.675114  \n",
-       " 8756                             -10018.176778  \n",
-       " 8757                              -9999.990739  \n",
-       " 8758                              -9982.532718  \n",
-       " 8759                              -9963.716908  \n",
-       " \n",
-       " [8760 rows x 8 columns]}"
-      ]
-     },
-     "execution_count": 21,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Optional: Fetch hourly carrier profiles from ETM\n",
-    "output_curves = scenario.get_output_curves(carrier_type='electricity')\n",
-    "# Also serval carriers at ones. One carrier per sheet, with carrier name as sheet name\n",
-    "output_curves"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "f29ee72f",
-   "metadata": {},
-   "source": [
-    "As you can see, this returns a dictionary of dataframes, including the merit_order, electricity_price and residual_load dataframes. If you want a specific output, just request it:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "5366a81c",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "electricity_price = scenario.output_curve(curve_name='electricity_price')\n",
-    "# Also in it's own sheet\n",
-    "# Hydrogen price also in it's own sheet\n",
-    "\n",
-    "# Nice to have: also make other downloads like sankey and energy_flows available\n",
-    "electricity_price"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "638116c5",
-   "metadata": {},
-   "source": [
-    "**Export scenarios to Excel**\n",
-    "\n",
-    "Just like with the original implementation, everything in the scenario can be exported to an excel file. This is done via a \"Scenario Packer\" which organises the data usefully to display via excel.\n",
-    "\n",
-    "This example is simplified in the sense that we just add everything in the scenario to the packer, but you can also add specific inputs, gqueries curves etc to a packer (see more examples in the scenario_to_excel notebook)."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "4266f27d",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from pyetm.models import ScenarioPacker\n",
-    "\n",
-    "packer = ScenarioPacker()\n",
-    "packer.add(scenario, scenario2, scenario3)\n",
-    "packer.to_excel('folder/my_excel.xlsx')\n",
-    "\n",
-    "# Specify explicitly what to export in to_excel\n",
-    "packer.to_excel('folder/my_excel.xlsx', include_curves=True)"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "pyetm-qKH2ozgc",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.12.9"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/examples/scenario_to_excel.ipynb b/examples/scenario_to_excel.ipynb
deleted file mode 100644
index 6071b68..0000000
--- a/examples/scenario_to_excel.ipynb
+++ /dev/null
@@ -1,215 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "930300db",
-   "metadata": {},
-   "source": [
-    "## Preamble"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "4e9a9e7c",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from example_helpers import setup_notebook\n",
-    "from pyetm.models import Scenario\n",
-    "\n",
-    "setup_notebook()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "1f4414c0",
-   "metadata": {},
-   "source": [
-    "## Picking my scenario"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "c3cd461f",
-   "metadata": {},
-   "source": [
-    "Use an API session ID to load up one of your scenarios.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "c4f42def",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Example beta scenario\n",
-    "scenario = Scenario.load(2690456)\n",
-    "\n",
-    "# Example pro scenario\n",
-    "# scenario = Scenario.load(1340415)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "8d946757",
-   "metadata": {},
-   "source": [
-    "## Create a Packer\n",
-    "\n",
-    "The scenario packer allows you to collect scenarios and define what information you want to extract from all of them. It helps to collect all info into dataframes or Excel.\n",
-    "\n",
-    "- **Main info** with `main_info()` you display all meta information about the scenarios, like area code and end years;\n",
-    "\n",
-    "- Input settings\n",
-    "    - **Inputs** `inputs()` displays all inputs for the scenario including their unit, default and user-set values;\n",
-    "    - **Custom curves** using `custom_curves()` you can retrieve and display the curves uploaded to the scenario;\n",
-    "    - **Sortables** `sortables()` shows all user sortables set for the scenario, like heat network orders, etc;\n",
-    "- Outputs:\n",
-    "    - **GQuery results** with `gquery_results()` you can retrieve the queries that were prepared for the scenarios;\n",
-    "    - **Output curves** `output_curves()` downloads and shows the carreir curves requested for the scenarios.\n",
-    "\n",
-    "\n",
-    "Scenarios can be added to a packer in multiple ways:\n",
-    "\n",
-    "- `add(*scenarios)`  will ready the scenario for all 6 packs (or Excel tabs) described above\n",
-    "- `add_inputs(*scenarios)` will only ready the scenarios for the inputs dataframe or Excel tab\n",
-    "- `add_sortables(*scenarios)` will only ready the scenarios for the sortables dataframe or Excel tab\n",
-    "- `add_custom_curves(*scenarios)` will only ready the scenarios for the custom_curves dataframe or Excel tab\n",
-    "- `add_output_curves(*scenarios)` will only ready the scenarios for the output_curves dataframe or Excel tab\n",
-    "\n",
-    "If a scenario is added in any of the individual packs, it will be automatically added for main info and prepared gqueries."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "a9d9214a",
-   "metadata": {},
-   "source": [
-    "-----------------\n",
-    "\n",
-    "NOTE: the packer currently only works for a single scenario!\n",
-    "\n",
-    "-----------------"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "fa8ac6ab",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from pyetm.models import ScenarioPacker\n",
-    "\n",
-    "packer = ScenarioPacker()\n",
-    "\n",
-    "scenario = Scenario.load(2690456)\n",
-    "scenario2 = Scenario.load(2690455)\n",
-    "# Ready the scenario for inputs\n",
-    "packer.add_inputs(scenario)\n",
-    "packer.add_inputs(scenario2)\n",
-    "\n",
-    "# Main info is automatically readied\n",
-    "print(packer.inputs())\n",
-    "print(packer.main_info())\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "ed1cefd4",
-   "metadata": {},
-   "source": [
-    "When you add gqueries to a scenario which is connected to the packer, these queries will be readied for the pack."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "739e2a12",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "scenario.add_queries(\n",
-    "    [\"dashboard_total_costs\", \"dashboard_co2_emissions_versus_start_year\"]\n",
-    ")\n",
-    "\n",
-    "print(packer.gquery_results())"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "c924ac3d",
-   "metadata": {},
-   "source": [
-    "Queries can be added on-the-go. When the packer is exported to Excel, all requested queries will show up."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "ce5e2bdb",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "scenario.add_queries(\n",
-    "    [\"dashboard_emissions\"]\n",
-    ")\n",
-    "\n",
-    "scenario2.add_queries(\n",
-    "    [\"dashboard_emissions\"]\n",
-    ")\n",
-    "\n",
-    "packer.to_excel('my_excel.xlsx')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "68ce86c3",
-   "metadata": {},
-   "source": [
-    "Output curves:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "bffd54b8",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "packer.add_output_curves(scenario)\n",
-    "packer.add_output_curves(scenario2)\n",
-    "packer.add_custom_curves(scenario)\n",
-    "packer.add_custom_curves(scenario2)\n",
-    "packer.add_sortables(scenario)\n",
-    "packer.add_sortables(scenario2)\n",
-    "\n",
-    "\n",
-    "# packer.to_excel('testing_output_curves.xlsx')"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "pyetm-qKH2ozgc",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.12.9"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/examples/serialization_deserialization.ipynb b/examples/serialization_deserialization.ipynb
deleted file mode 100644
index b2b130a..0000000
--- a/examples/serialization_deserialization.ipynb
+++ /dev/null
@@ -1,241 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "a1b2c3d4",
-   "metadata": {},
-   "source": [
-    "# Input Serialization/Deserialization\n",
-    "\n",
-    "This notebook demonstrates the serialization and deserialization capabilities of the `Inputs` model.\n",
-    "We'll load a scenario, serialize its inputs to a DataFrame, deserialize them back to objects,\n",
-    "and verify with some stats.\n",
-    "\n",
-    "## Setup"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "setup_cell",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Environment setup complete\n",
-      "  Using ETM API at     https://beta.engine.energytransitionmodel.com/api/v3\n",
-      "  Token loaded?        True\n",
-      "API connection ready\n"
-     ]
-    }
-   ],
-   "source": [
-    "from example_helpers import setup_notebook\n",
-    "from pyetm.models import Scenario\n",
-    "\n",
-    "setup_notebook()\n",
-    "scenario = Scenario.load(2690288)\n",
-    "scenario.update_user_values({\n",
-    "    \"climate_relevant_co2_biomass_gas_future\": 20.0\n",
-    "})"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "original_data",
-   "metadata": {},
-   "source": [
-    "## Step 1: Examine Original Inputs\n",
-    "\n",
-    "Let's look at the original inputs and collect some basic statistics:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "examine_original",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Some inputs:\n",
-      "  climate_relevant_co2_biomass_gas_future (%): default=0.0, user=20.0\n",
-      "  climate_relevant_co2_biomass_gas_present (%): default=0.0, user=None\n",
-      "  climate_relevant_co2_biomass_liquid_future (%): default=0.0, user=None\n"
-     ]
-    }
-   ],
-   "source": [
-    "original_inputs = scenario.inputs\n",
-    "\n",
-    "print(\"Some inputs:\")\n",
-    "for i, input in enumerate(original_inputs):\n",
-    "    if i < 3:\n",
-    "        print(f\"  {input.key} ({input.unit}): default={input.default}, user={input.user}\")\n",
-    "    elif i == 3:\n",
-    "        break"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "serialization",
-   "metadata": {},
-   "source": [
-    "## Step 2: Serialize to DataFrame\n",
-    "\n",
-    "Convert the inputs to a DataFrame for inspection and storage:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "serialize",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "DataFrame shape: (1318, 5)\n",
-      "DataFrame index: ['input', 'unit']\n",
-      "DataFrame columns: ['user', 'default', 'min', 'max', 'disabled']\n",
-      "                                                  user default  min    max  \\\n",
-      "input                                       unit                             \n",
-      "climate_relevant_co2_biomass_gas_future     %     20.0     0.0  0.0  100.0   \n",
-      "climate_relevant_co2_biomass_gas_present    %      NaN     0.0  0.0  100.0   \n",
-      "climate_relevant_co2_biomass_liquid_future  %      NaN     0.0  0.0  100.0   \n",
-      "climate_relevant_co2_biomass_liquid_present %      NaN     0.0  0.0  100.0   \n",
-      "climate_relevant_co2_biomass_solid_future   %      NaN     0.0  0.0  100.0   \n",
-      "\n",
-      "                                                  disabled  \n",
-      "input                                       unit            \n",
-      "climate_relevant_co2_biomass_gas_future     %        False  \n",
-      "climate_relevant_co2_biomass_gas_present    %        False  \n",
-      "climate_relevant_co2_biomass_liquid_future  %        False  \n",
-      "climate_relevant_co2_biomass_liquid_present %        False  \n",
-      "climate_relevant_co2_biomass_solid_future   %        False  \n"
-     ]
-    }
-   ],
-   "source": [
-    "# Serialize to DataFrame with multiple columns\n",
-    "df = original_inputs.to_dataframe(columns=[\"user\", \"default\", \"min\", \"max\", \"disabled\"])\n",
-    "\n",
-    "print(f\"DataFrame shape: {df.shape}\")\n",
-    "print(f\"DataFrame index: {df.index.names}\")\n",
-    "print(f\"DataFrame columns: {list(df.columns)}\")\n",
-    "\n",
-    "print(df.head())"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "deserialization",
-   "metadata": {},
-   "source": [
-    "## Step 3: Deserialize from DataFrame\n",
-    "\n",
-    "Convert the DataFrame back to Input objects:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "deserialize",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "DataFrame shape: (1318, 1)\n",
-      "DataFrame index: ['input', 'unit']\n",
-      "DataFrame columns: ['user']\n",
-      "                                                  user\n",
-      "input                                       unit      \n",
-      "climate_relevant_co2_biomass_gas_future     %     20.0\n",
-      "climate_relevant_co2_biomass_gas_present    %      NaN\n",
-      "climate_relevant_co2_biomass_liquid_future  %      NaN\n",
-      "climate_relevant_co2_biomass_liquid_present %      NaN\n",
-      "climate_relevant_co2_biomass_solid_future   %      NaN\n",
-      "                                                  user default  min    max  \\\n",
-      "input                                       unit                             \n",
-      "climate_relevant_co2_biomass_gas_future     %     20.0     0.0  0.0  100.0   \n",
-      "climate_relevant_co2_biomass_gas_present    %      NaN     0.0  0.0  100.0   \n",
-      "climate_relevant_co2_biomass_liquid_future  %      NaN     0.0  0.0  100.0   \n",
-      "climate_relevant_co2_biomass_liquid_present %      NaN     0.0  0.0  100.0   \n",
-      "climate_relevant_co2_biomass_solid_future   %      NaN     0.0  0.0  100.0   \n",
-      "\n",
-      "                                                  disabled  \n",
-      "input                                       unit            \n",
-      "climate_relevant_co2_biomass_gas_future     %        False  \n",
-      "climate_relevant_co2_biomass_gas_present    %        False  \n",
-      "climate_relevant_co2_biomass_liquid_future  %        False  \n",
-      "climate_relevant_co2_biomass_liquid_present %        False  \n",
-      "climate_relevant_co2_biomass_solid_future   %        False  \n",
-      "\n",
-      "No deserialization warnings!\n",
-      "Same inputs:\n",
-      "  climate_relevant_co2_biomass_gas_future (%): default=0.0, user=20.0\n",
-      "  climate_relevant_co2_biomass_gas_present (%): default=0.0, user=None\n",
-      "  climate_relevant_co2_biomass_liquid_future (%): default=0.0, user=None\n"
-     ]
-    }
-   ],
-   "source": [
-    "scenario.set_user_values_from_dataframe(df)\n",
-    "reconstructed_inputs = scenario.inputs\n",
-    "\n",
-    "print(f\"DataFrame shape: {reconstructed_inputs.to_dataframe().shape}\")\n",
-    "print(f\"DataFrame index: {reconstructed_inputs.to_dataframe().index.names}\")\n",
-    "print(f\"DataFrame columns: {list(reconstructed_inputs.to_dataframe().columns)}\")\n",
-    "\n",
-    "print(reconstructed_inputs.to_dataframe().head())\n",
-    "\n",
-    "df_again = reconstructed_inputs.to_dataframe(columns=[\"user\", \"default\", \"min\", \"max\", \"disabled\"])\n",
-    "\n",
-    "print(df_again.head())\n",
-    "\n",
-    "# Check for warnings during deserialization\n",
-    "if reconstructed_inputs.warnings:\n",
-    "    print(f\"\\nDeserialization warnings ({len(reconstructed_inputs.warnings)}):\")\n",
-    "    reconstructed_inputs.show_warnings()\n",
-    "else:\n",
-    "    print(\"\\nNo deserialization warnings!\")\n",
-    "\n",
-    "\n",
-    "print(\"Same inputs:\")\n",
-    "for i, input in enumerate(reconstructed_inputs):\n",
-    "    if i < 3:\n",
-    "        print(f\"  {input.key} ({input.unit}): default={input.default}, user={input.user}\")\n",
-    "    elif i == 3:\n",
-    "        break"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "pyetm-FWBOHxp3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.12.11"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 0000000..19a8b5d
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,3036 @@
+# This file is automatically @generated by Poetry 2.1.4 and should not be changed by hand.
+
+[[package]]
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+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
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+[[package]]
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+description = "High-level concurrency and networking framework on top of asyncio or Trio"
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
+files = [
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+    {file = "anyio-4.10.0.tar.gz", hash = "sha256:3f3fae35c96039744587aa5b8371e7e8e603c0702999535961dd336026973ba6"},
+]
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+[package.dependencies]
+idna = ">=2.8"
+sniffio = ">=1.1"
+typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
+
+[package.extras]
+trio = ["trio (>=0.26.1)"]
+
+[[package]]
+name = "appnope"
+version = "0.1.4"
+description = "Disable App Nap on macOS >= 10.9"
+optional = false
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+groups = ["dev"]
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+[[package]]
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+[package.dependencies]
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+[[package]]
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+
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+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+groups = ["main", "dev"]
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+optional = false
+python-versions = ">=3.7"
+groups = ["dev"]
+files = [
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+
+[[package]]
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+optional = false
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+groups = ["dev"]
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+
+[[package]]
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+optional = false
+python-versions = "*"
+groups = ["dev"]
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+[package.dependencies]
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+pure-eval = "*"
+
+[package.extras]
+tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
+
+[[package]]
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+description = "A list of Python Standard Libraries (2.7 through 3.13)."
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
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+[package.extras]
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+lint = ["mypy", "ruff"]
+support = ["sphobjinv"]
+test = ["coverage[toml]", "pytest", "pytest-cov"]
+
+[[package]]
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+description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library."
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
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+[package.dependencies]
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+tornado = ">=6.1.0"
+
+[package.extras]
+docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
+test = ["pre-commit", "pytest (>=7.0)", "pytest-timeout"]
+typing = ["mypy (>=1.6,<2.0)", "traitlets (>=5.11.1)"]
+
+[[package]]
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+description = "A tiny CSS parser"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
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+[package.dependencies]
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+
+[package.extras]
+doc = ["sphinx", "sphinx_rtd_theme"]
+test = ["pytest", "ruff"]
+
+[[package]]
+name = "tomlkit"
+version = "0.13.3"
+description = "Style preserving TOML library"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+files = [
+    {file = "tomlkit-0.13.3-py3-none-any.whl", hash = "sha256:c89c649d79ee40629a9fda55f8ace8c6a1b42deb912b2a8fd8d942ddadb606b0"},
+    {file = "tomlkit-0.13.3.tar.gz", hash = "sha256:430cf247ee57df2b94ee3fbe588e71d362a941ebb545dec29b53961d61add2a1"},
+]
+
+[[package]]
+name = "tornado"
+version = "6.5.2"
+description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
+files = [
+    {file = "tornado-6.5.2-cp39-abi3-macosx_10_9_universal2.whl", hash = "sha256:2436822940d37cde62771cff8774f4f00b3c8024fe482e16ca8387b8a2724db6"},
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+    {file = "tornado-6.5.2-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b0fe179f28d597deab2842b86ed4060deec7388f1fd9c1b4a41adf8af058907e"},
+    {file = "tornado-6.5.2-cp39-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:b186e85d1e3536d69583d2298423744740986018e393d0321df7340e71898882"},
+    {file = "tornado-6.5.2-cp39-abi3-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e792706668c87709709c18b353da1f7662317b563ff69f00bab83595940c7108"},
+    {file = "tornado-6.5.2-cp39-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:06ceb1300fd70cb20e43b1ad8aaee0266e69e7ced38fa910ad2e03285009ce7c"},
+    {file = "tornado-6.5.2-cp39-abi3-musllinux_1_2_i686.whl", hash = "sha256:74db443e0f5251be86cbf37929f84d8c20c27a355dd452a5cfa2aada0d001ec4"},
+    {file = "tornado-6.5.2-cp39-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:b5e735ab2889d7ed33b32a459cac490eda71a1ba6857b0118de476ab6c366c04"},
+    {file = "tornado-6.5.2-cp39-abi3-win32.whl", hash = "sha256:c6f29e94d9b37a95013bb669616352ddb82e3bfe8326fccee50583caebc8a5f0"},
+    {file = "tornado-6.5.2-cp39-abi3-win_amd64.whl", hash = "sha256:e56a5af51cc30dd2cae649429af65ca2f6571da29504a07995175df14c18f35f"},
+    {file = "tornado-6.5.2-cp39-abi3-win_arm64.whl", hash = "sha256:d6c33dc3672e3a1f3618eb63b7ef4683a7688e7b9e6e8f0d9aa5726360a004af"},
+    {file = "tornado-6.5.2.tar.gz", hash = "sha256:ab53c8f9a0fa351e2c0741284e06c7a45da86afb544133201c5cc8578eb076a0"},
+]
+
+[[package]]
+name = "traitlets"
+version = "5.14.3"
+description = "Traitlets Python configuration system"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+files = [
+    {file = "traitlets-5.14.3-py3-none-any.whl", hash = "sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f"},
+    {file = "traitlets-5.14.3.tar.gz", hash = "sha256:9ed0579d3502c94b4b3732ac120375cda96f923114522847de4b3bb98b96b6b7"},
+]
+
+[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"]
+
+[[package]]
+name = "types-python-dateutil"
+version = "2.9.0.20250809"
+description = "Typing stubs for python-dateutil"
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
+files = [
+    {file = "types_python_dateutil-2.9.0.20250809-py3-none-any.whl", hash = "sha256:768890cac4f2d7fd9e0feb6f3217fce2abbfdfc0cadd38d11fba325a815e4b9f"},
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+]
+
+[[package]]
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+version = "4.14.1"
+description = "Backported and Experimental Type Hints for Python 3.9+"
+optional = false
+python-versions = ">=3.9"
+groups = ["main", "dev"]
+files = [
+    {file = "typing_extensions-4.14.1-py3-none-any.whl", hash = "sha256:d1e1e3b58374dc93031d6eda2420a48ea44a36c2b4766a4fdeb3710755731d76"},
+    {file = "typing_extensions-4.14.1.tar.gz", hash = "sha256:38b39f4aeeab64884ce9f74c94263ef78f3c22467c8724005483154c26648d36"},
+]
+
+[[package]]
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+version = "0.4.1"
+description = "Runtime typing introspection tools"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "typing_inspection-0.4.1-py3-none-any.whl", hash = "sha256:389055682238f53b04f7badcb49b989835495a96700ced5dab2d8feae4b26f51"},
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+]
+
+[package.dependencies]
+typing-extensions = ">=4.12.0"
+
+[[package]]
+name = "tzdata"
+version = "2025.2"
+description = "Provider of IANA time zone data"
+optional = false
+python-versions = ">=2"
+groups = ["main"]
+files = [
+    {file = "tzdata-2025.2-py2.py3-none-any.whl", hash = "sha256:1a403fada01ff9221ca8044d701868fa132215d84beb92242d9acd2147f667a8"},
+    {file = "tzdata-2025.2.tar.gz", hash = "sha256:b60a638fcc0daffadf82fe0f57e53d06bdec2f36c4df66280ae79bce6bd6f2b9"},
+]
+
+[[package]]
+name = "uri-template"
+version = "1.3.0"
+description = "RFC 6570 URI Template Processor"
+optional = false
+python-versions = ">=3.7"
+groups = ["dev"]
+files = [
+    {file = "uri-template-1.3.0.tar.gz", hash = "sha256:0e00f8eb65e18c7de20d595a14336e9f337ead580c70934141624b6d1ffdacc7"},
+    {file = "uri_template-1.3.0-py3-none-any.whl", hash = "sha256:a44a133ea12d44a0c0f06d7d42a52d71282e77e2f937d8abd5655b8d56fc1363"},
+]
+
+[package.extras]
+dev = ["flake8", "flake8-annotations", "flake8-bandit", "flake8-bugbear", "flake8-commas", "flake8-comprehensions", "flake8-continuation", "flake8-datetimez", "flake8-docstrings", "flake8-import-order", "flake8-literal", "flake8-modern-annotations", "flake8-noqa", "flake8-pyproject", "flake8-requirements", "flake8-typechecking-import", "flake8-use-fstring", "mypy", "pep8-naming", "types-PyYAML"]
+
+[[package]]
+name = "urllib3"
+version = "2.5.0"
+description = "HTTP library with thread-safe connection pooling, file post, and more."
+optional = false
+python-versions = ">=3.9"
+groups = ["main", "dev"]
+files = [
+    {file = "urllib3-2.5.0-py3-none-any.whl", hash = "sha256:e6b01673c0fa6a13e374b50871808eb3bf7046c4b125b216f6bf1cc604cff0dc"},
+    {file = "urllib3-2.5.0.tar.gz", hash = "sha256:3fc47733c7e419d4bc3f6b3dc2b4f890bb743906a30d56ba4a5bfa4bbff92760"},
+]
+
+[package.extras]
+brotli = ["brotli (>=1.0.9) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\""]
+h2 = ["h2 (>=4,<5)"]
+socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
+zstd = ["zstandard (>=0.18.0)"]
+
+[[package]]
+name = "wcwidth"
+version = "0.2.13"
+description = "Measures the displayed width of unicode strings in a terminal"
+optional = false
+python-versions = "*"
+groups = ["dev"]
+files = [
+    {file = "wcwidth-0.2.13-py2.py3-none-any.whl", hash = "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859"},
+    {file = "wcwidth-0.2.13.tar.gz", hash = "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"},
+]
+
+[[package]]
+name = "webcolors"
+version = "24.11.1"
+description = "A library for working with the color formats defined by HTML and CSS."
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
+files = [
+    {file = "webcolors-24.11.1-py3-none-any.whl", hash = "sha256:515291393b4cdf0eb19c155749a096f779f7d909f7cceea072791cb9095b92e9"},
+    {file = "webcolors-24.11.1.tar.gz", hash = "sha256:ecb3d768f32202af770477b8b65f318fa4f566c22948673a977b00d589dd80f6"},
+]
+
+[[package]]
+name = "webencodings"
+version = "0.5.1"
+description = "Character encoding aliases for legacy web content"
+optional = false
+python-versions = "*"
+groups = ["dev"]
+files = [
+    {file = "webencodings-0.5.1-py2.py3-none-any.whl", hash = "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78"},
+    {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
+]
+
+[[package]]
+name = "websocket-client"
+version = "1.8.0"
+description = "WebSocket client for Python with low level API options"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+files = [
+    {file = "websocket_client-1.8.0-py3-none-any.whl", hash = "sha256:17b44cc997f5c498e809b22cdf2d9c7a9e71c02c8cc2b6c56e7c2d1239bfa526"},
+    {file = "websocket_client-1.8.0.tar.gz", hash = "sha256:3239df9f44da632f96012472805d40a23281a991027ce11d2f45a6f24ac4c3da"},
+]
+
+[package.extras]
+docs = ["Sphinx (>=6.0)", "myst-parser (>=2.0.0)", "sphinx-rtd-theme (>=1.1.0)"]
+optional = ["python-socks", "wsaccel"]
+test = ["websockets"]
+
+[[package]]
+name = "xlsxwriter"
+version = "3.2.5"
+description = "A Python module for creating Excel XLSX files."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "xlsxwriter-3.2.5-py3-none-any.whl", hash = "sha256:4f4824234e1eaf9d95df9a8fe974585ff91d0f5e3d3f12ace5b71e443c1c6abd"},
+    {file = "xlsxwriter-3.2.5.tar.gz", hash = "sha256:7e88469d607cdc920151c0ab3ce9cf1a83992d4b7bc730c5ffdd1a12115a7dbe"},
+]
+
+[metadata]
+lock-version = "2.1"
+python-versions = ">=3.12,<4.0"
+content-hash = "abe3b5271081c3ad44b715ed68207041ce87d3e9fee9512f9c14d93248e21a5d"
diff --git a/pyproject.toml b/pyproject.toml
index 4c3d1cb..6a76a4f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,58 +1,50 @@
 [build-system]
-requires = ["setuptools", "wheel"]
-build-backend = "setuptools.build_meta"
+requires = ["poetry-core>=1.0.0"]
+build-backend = "poetry.core.masonry.api"
 
-[project]
+[tool.poetry]
 name = "pyetm"
-version = "2.0-beta"
-
-description = "Python-ETM Connector"
-authors = [] # TODO: add us!
+version = "2.0"
+description = "A Python package for energy transition modeling."
+authors = ["Your Name <you@example.com>"]
+license = "MIT"
 readme = "README.md"
-requires-python = ">=3.12"
-license = {file = "LICENSE"}
-dependencies = [
-    # 'requests>=2.26',
-    # 'pandas[parquet]>=2.2',
-    # 'openpyxl>=3.0',
-    # 'xlsxwriter>=3.0',
-]
-keywords = ["ETM", "Energy Transition Model"]
-classifiers = [
-    'Development Status :: 4 - Beta',
-    'Intended Audience :: Developers',
-    'Intended Audience :: Education',
-    'Intended Audience :: Science/Research',
-    # 'License :: OSI Approved :: European Union Public Licence 1.2 (EUPL 1.2)',
-    'Natural Language :: English',
-    'Operating System :: OS Independent',
-    'Programming Language :: Python',
-    # 'Programming Language :: Python :: 3',
-    # 'Programming Language :: Python :: 3.10',
-    # 'Programming Language :: Python :: 3.11',
-    # 'Programming Language :: Python :: 3.12',
-]
+homepage = "https://github.com/quintel/pyetm"
+repository = "https://github.com/quintel/pyetm"
+documentation = "https://docs.energytransitionmodel.com/main/pyetm/introduction"
+keywords = ["energy", "transition", "modeling", "api"]
+packages = [{ include = "pyetm", from = "src" }]
 
-[project.urls]
-repository = "https://github.com/robcalon/pyetm"
+[tool.poetry.dependencies]
+python = ">=3.12,<4.0"
+pydantic = "*"
+pandas = "*"
+requests = "*"
+python-dotenv = "*"
+pyyaml = "*"
+pydantic-settings = "*"
+xlsxwriter = "*"
+openpyxl = "*"
 
-[project.optional-dependencies]
-async = ["aiohttp>=3.8"]
-dev = [
-    "pytest>=7.0",
-    "pylint>=3.0",
-    "requests-mock>=1.11"
-]
+[tool.poetry.group.dev.dependencies]
+pytest = "*"
+pylint = "*"
+requests-mock = "*"
+ipykernel = "*"
+notebook = "*"
+pytest-cov = "*"
+pydeps = "*"
 
-[tool.setuptools.package-data]
-"pyetm.data" = ["*.csv"]
+[tool.poetry.scripts]
+pyetm = "pyetm.__main__:main"
 
-[tool.pylint]
-max-args = 15
-max-local = 20
+[tool.poetry.urls]
+"Bug Tracker" = "https://github.com/quintel/pyetm/issues"
+"Documentation" = "https://docs.energytransitionmodel.com/main/pyetm/introduction"
 
 [tool.pytest.ini_options]
-minversion = "7.0"
-addopts = [
-    "--import-mode=importlib",
-]
+addopts = "--cov=pyetm --cov-report=term-missing"
+testpaths = ["tests"]
+
+[tool.pylint.main]
+fail-under = 8.0
diff --git a/running_notebooks.md b/running_notebooks.md
index e9af4a6..8fa45ba 100644
--- a/running_notebooks.md
+++ b/running_notebooks.md
@@ -1,9 +1,10 @@
 # Running Notebooks
 
 This guide will help you install everything you need to open and run our Jupyter notebooks in VS Code,
-even if you don’t have Python, Jupyter, or any VS Code extensions installed yet. If you'd like some
-additional guidance or you're having trouble, check out [this helpful guide from vscode](https://www.youtube.com/watch?v=suAkMeWJ1yE&ab_channel=VisualStudioCode).
-Just note that in the video they use venv, whereas we use pipenv (these are practically interchangable).
+even if you don’t have Python, Jupyter, or any VS Code extensions installed yet.
+
+If you'd like some additional guidance or you're having trouble, check out [this helpful guide from VS Code](https://www.youtube.com/watch?v=suAkMeWJ1yE&ab_channel=VisualStudioCode).
+Just note: in the video they use `venv`, whereas we use [Poetry](https://python-poetry.org/) for dependency management and virtual environments.
 
 ---
 
@@ -17,17 +18,20 @@ Just note that in the video they use venv, whereas we use pipenv (these are prac
 ## 2. Install Python
 
 Go to the [official Python download page](https://www.python.org/downloads/) and download the latest
-**Python 3.x** installer for your OS.
--  **Windows:** Run the installer, **check** "Add Python to PATH", and click **Install Now**.
--  **macOS/Linux:** Follow the on-screen instructions. On Linux, you can also use your package manager:
-
-   ```bash
-   # Ubuntu/Debian
-   sudo apt update && sudo apt install python3 python3-venv python3-pip
-   ```
+**Python 3.12+** installer for your OS.
+
+- **Windows:** Run the installer, **check** "Add Python to PATH", and click **Install Now**.
+- **macOS/Linux:** Follow the on-screen instructions. On macOS you can also use [Homebrew](https://brew.sh/):
+  ```bash
+  brew install python@3.12
+  ```
+  On Linux, you can use your package manager:
+  ```bash
+  # Ubuntu/Debian
+  sudo apt update && sudo apt install python3 python3-pip
+  ```
 
 Verify installation by opening a terminal and running:
-
 ```bash
 python3 --version
 # or on Windows
@@ -43,7 +47,6 @@ python --version
 3. (Optional) Check "Add to PATH" during installation for easier command-line use.
 
 Verify by running:
-
 ```bash
 code --version
 ```
@@ -53,39 +56,39 @@ code --version
 ## 4. Install Necessary VS Code Extensions
 
 1. Open VS Code.
-2. Click the **Extensions** icon (or press <kbd>Ctrl</kbd>+<kbd>Shift</kbd>+<kbd>X</kbd>).
+2. Click the **Extensions** icon (or press `Ctrl+Shift+X` / `Cmd+Shift+X` on macOS).
 3. Install:
-
    * **Python** (by Microsoft)
    * **Jupyter** (by Microsoft)
 
 ---
 
-## 5. Set Up a Python Environment (using Pipenv)
+## 5. Set Up a Python Environment (using Poetry)
 
-If you'd like to learn more about pipenv, [check out the docs here.](https://pipenv.pypa.io/en/latest/index.html)
-
-In your project folder:
-
-1. **Install Pipenv** (if you don’t have it already):
+We use [Poetry](https://python-poetry.org/) to manage dependencies and virtual environments.
 
+1. **Install Poetry** (if you don’t have it already):
    ```bash
-   pip install pipenv
+   curl -sSL https://install.python-poetry.org | python3 -
+   ```
+   Or on Windows (PowerShell):
+   ```powershell
+   (Invoke-WebRequest -Uri https://install.python-poetry.org -UseBasicParsing).Content | py -
    ```
-2. **Install dependencies** from `Pipfile`:
 
+2. **Install dependencies** from `pyproject.toml`:
    ```bash
-   pipenv install
+   poetry install --with dev
    ```
-3. **Activate** the Pipenv environment:
 
+3. **Activate** the Poetry environment:
    ```bash
-   pipenv shell
+   eval $(poetry env activate)
    ```
-4. When adding new packages:
 
+4. When adding new packages:
    ```bash
-   pipenv install <package>
+   poetry add <package>
    ```
 
 ---
@@ -93,13 +96,13 @@ In your project folder:
 ## 6. Open & Run the Notebook
 
 1. In VS Code, go to **File → Open Folder** and select this project’s root folder.
-2. Locate a `.ipynb` file in the Examples folder, and click to open it.
-3. At the top right of the notebook editor, click **Select Kernel** and choose the interpreter from
-your Pipenv environment (it will mention `Pipenv`).
-4. Run cells by clicking the ▶️ icon or pressing <kbd>Shift</kbd>+<kbd>Enter</kbd>.
+2. Locate a `.ipynb` file in the `examples` folder, and click to open it.
+3. At the top right of the notebook editor, click **Select Kernel** and choose the interpreter from your Poetry environment (it will mention `.venv` or the Poetry-managed path).
+4. Run cells by clicking the ▶️ icon or pressing `Shift+Enter`.
 
 ---
 
 ## 7. Important Notes
-After this setup you will be *almost* ready to run the Jupyter notebooks in the examples folder. You
-still need to configure your settings as [outlined in the main readme.](README.md)
+
+After this setup you will be *almost* ready to run the Jupyter notebooks in the examples folder.
+You still need to configure your settings as [outlined in the main README](README.md).
diff --git a/src/pyetm/config/settings.py b/src/pyetm/config/settings.py
index 3119b40..a04ed36 100644
--- a/src/pyetm/config/settings.py
+++ b/src/pyetm/config/settings.py
@@ -1,4 +1,5 @@
 from pathlib import Path
+import re
 import yaml, os
 from typing import Optional, ClassVar, List, Annotated
 from pydantic import Field, ValidationError, HttpUrl, field_validator
@@ -7,6 +8,7 @@
 PROJECT_ROOT = Path(__file__).resolve().parents[3]
 CONFIG_FILE = PROJECT_ROOT / "config.yml"
 
+
 class AppConfig(BaseSettings):
     """
     Application configuration loaded from YAML.
@@ -23,6 +25,13 @@ class AppConfig(BaseSettings):
         "https://engine.energytransitionmodel.com/api/v3",
         description="Base URL for the ETM API",
     )
+    environment: Optional[str] = Field(
+        None,
+        description=(
+            "ETM environment to target. One of: 'pro' (default), 'beta', 'local', or a stable tag 'YYYY-MM'. "
+            "When set and base_url is not provided, base_url will be inferred."
+        ),
+    )
     log_level: Optional[str] = Field(
         "INFO",
         description="App logging level",
@@ -32,7 +41,7 @@ class AppConfig(BaseSettings):
         env_file=None, extra="ignore", case_sensitive=False
     )
 
-    temp_folder: Optional[Path] = PROJECT_ROOT / 'tmp'
+    temp_folder: Optional[Path] = PROJECT_ROOT / "tmp"
 
     @field_validator("etm_api_token")
     @classmethod
@@ -84,10 +93,17 @@ def from_yaml(cls, path: Path) -> "AppConfig":
 
         data = {k.lower(): v for k, v in raw.items()}
 
-        for field in ("etm_api_token", "base_url", "log_level"):
+        # Collect environment variables overriding YAML
+        for field in ("etm_api_token", "base_url", "log_level", "environment"):
             if val := os.getenv(field.upper()):
                 data[field] = val
 
+        # If base_url wasn't explicitly provided, infer it from environment if present
+        if "base_url" not in data or not data["base_url"]:
+            env = (data.get("environment") or "").strip().lower()
+            if env:
+                data["base_url"] = _infer_base_url_from_env(env)
+
         return cls(**data)
 
 
@@ -111,3 +127,32 @@ def get_settings() -> AppConfig:
             f"{detail}\n\n"
             f"Please set them via environment variables or in `{CONFIG_FILE}`."
         ) from exc
+
+
+def _infer_base_url_from_env(environment: str) -> str:
+    """
+    Infers the ETM API base URL from an environment string.
+
+    Supported values (case-insensitive):
+      - 'pro'/'prod' (default): https://engine.energytransitionmodel.com/api/v3
+      - 'beta'/'staging':       https://beta.engine.energytransitionmodel.com/api/v3
+      - 'local'/'dev'/'development': http://localhost:3000/api/v3
+      - stable tags 'YYYY-MM':  https://{YYYY-MM}.engine.energytransitionmodel.com/api/v3
+
+    Falls back to the 'pro' URL if the input is empty or unrecognized.
+    """
+    env = (environment or "").strip().lower()
+
+    if env in ("", "pro", "prod"):  # default
+        return "https://engine.energytransitionmodel.com/api/v3"
+    if env in ("beta", "staging"):
+        return "https://beta.engine.energytransitionmodel.com/api/v3"
+    if env in ("local", "dev", "development"):
+        return "http://localhost:3000/api/v3"
+
+    # Stable tagged environments e.g., '2025-01'
+    if re.fullmatch(r"\d{4}-\d{2}", env):
+        return f"https://{env}.engine.energytransitionmodel.com/api/v3"
+
+    # Unrecognized: be conservative and return production
+    return "https://engine.energytransitionmodel.com/api/v3"
diff --git a/src/pyetm/models/packables/output_curves_pack.py b/src/pyetm/models/packables/output_curves_pack.py
index ff90d49..58b0a60 100644
--- a/src/pyetm/models/packables/output_curves_pack.py
+++ b/src/pyetm/models/packables/output_curves_pack.py
@@ -1,9 +1,10 @@
 import logging
-from typing import ClassVar, Any
-
+from typing import ClassVar, Any, Optional, Sequence, Tuple
+from xlsxwriter import Workbook
+from pyetm.models.output_curves import OutputCurves
 import pandas as pd
-
 from pyetm.models.packables.packable import Packable
+from pyetm.utils.excel import add_frame
 
 logger = logging.getLogger(__name__)
 
@@ -26,3 +27,97 @@ def _build_dataframe_for_scenario(self, scenario: Any, columns: str = "", **kwar
 
     def _to_dataframe(self, columns="", **kwargs) -> pd.DataFrame:
         return self.build_pack_dataframe(columns=columns, **kwargs)
+
+    def to_excel_per_carrier(
+        self, path: str, carriers: Optional[Sequence[str]] = None
+    ) -> None:
+
+        # Determine carrier selection
+        carrier_map = OutputCurves._load_carrier_mappings()
+        valid_carriers = list(carrier_map.keys())
+        selected = list(valid_carriers if carriers is None else carriers)
+        selected = [c for c in selected if c in valid_carriers]
+        if not selected:
+            selected = valid_carriers
+
+        # Nothing to do without scenarios
+        if not self.scenarios:
+            return
+
+        wrote_any = False
+        workbook = None
+        try:
+            # Sort scenarios for deterministic sheet layout
+            scenarios_sorted = sorted(self.scenarios, key=lambda s: s.id)
+
+            for carrier in selected:
+                series_entries: list[Tuple[Tuple[str, str], pd.Series]] = []
+
+                for scenario in scenarios_sorted:
+                    # Scenario label
+                    try:
+                        scenario_name = str(scenario.identifier())
+                    except Exception:
+                        scenario_name = str(getattr(scenario, "id", "scenario"))
+
+                    # Fetch curves mapping safely
+                    curves = None
+                    if hasattr(scenario, "get_output_curves") and callable(
+                        getattr(scenario, "get_output_curves")
+                    ):
+                        try:
+                            curves = scenario.get_output_curves(carrier)
+                        except Exception:
+                            curves = None
+                    if not isinstance(curves, dict) or not curves:
+                        continue
+
+                    for curve_name, df in curves.items():
+                        if df is None:
+                            continue
+                        try:
+                            if isinstance(df, pd.Series):
+                                s = df.copy()
+                                series_entries.append(((scenario_name, curve_name), s))
+                            elif isinstance(df, pd.DataFrame):
+                                if df.empty:
+                                    continue
+                                if df.shape[1] == 1:
+                                    s = df.iloc[:, 0].copy()
+                                    series_entries.append(
+                                        ((scenario_name, curve_name), s)
+                                    )
+                                else:
+                                    for col in df.columns:
+                                        s = df[col].copy()
+                                        sub_curve = f"{curve_name}:{col}"
+                                        series_entries.append(
+                                            ((scenario_name, sub_curve), s)
+                                        )
+                        except Exception:
+                            continue
+
+                if not series_entries:
+                    continue
+
+                cols: list[Tuple[str, str]] = [key for key, _ in series_entries]
+                frames = [s for _, s in series_entries]
+                combined = pd.concat(frames, axis=1)
+                combined.columns = pd.MultiIndex.from_tuples(
+                    cols, names=["Scenario", "Curve"]
+                )
+
+                # Lazily create the workbook on first real data
+                if workbook is None:
+                    workbook = Workbook(str(path))
+                add_frame(
+                    name=carrier.upper(),
+                    frame=combined,
+                    workbook=workbook,
+                    column_width=18,
+                    scenario_styling=True,
+                )
+                wrote_any = True
+        finally:
+            if workbook is not None and wrote_any:
+                workbook.close()
diff --git a/src/pyetm/models/scenario.py b/src/pyetm/models/scenario.py
index 36ab2ee..c87e6e4 100644
--- a/src/pyetm/models/scenario.py
+++ b/src/pyetm/models/scenario.py
@@ -111,15 +111,43 @@ def from_excel(cls, xlsx_path: PathLike | str) -> List["Scenario"]:
         scenarios.sort(key=lambda s: s.id)
         return scenarios
 
-    def to_excel(self, path: PathLike | str, *others: "Scenario") -> None:
+    def to_excel(
+        self,
+        path: PathLike | str,
+        *others: "Scenario",
+        export_output_curves: bool = True,
+        output_curves_path: str | None = None,
+        carriers: list[str] | None = None,
+    ) -> None:
         """
         Export this scenario – and optionally additional scenarios – to an Excel file.
+        Output curves are exported to a separate workbook by default, with one sheet
+        per carrier. Use carriers to filter which carriers to include.
         """
-        from pyetm.models.scenario_packer import ScenarioPacker
+        from pyetm.models.scenarios import Scenarios
+
+        Scenarios(items=[self, *others]).to_excel(
+            path,
+            export_output_curves=export_output_curves,
+            output_curves_path=output_curves_path,
+            carriers=carriers,
+        )
 
-        packer = ScenarioPacker()
-        packer.add(self, *others)
-        packer.to_excel(str(path))
+    # Deprecated helper retained for backwards compatibility: route to main to_excel
+    def to_output_curves_excel(
+        self,
+        path: PathLike | str,
+        *others: "Scenario",
+        carriers: list[str] | None = None,
+    ) -> None:
+        from pyetm.models.scenarios import Scenarios
+
+        Scenarios(items=[self, *others]).to_excel(
+            path,
+            export_output_curves=True,
+            output_curves_path=str(path),
+            carriers=carriers,
+        )
 
     def update_metadata(self, **kwargs) -> Dict[str, Any]:
         """
diff --git a/src/pyetm/models/scenario_packer.py b/src/pyetm/models/scenario_packer.py
index c024c5b..eef48c1 100644
--- a/src/pyetm/models/scenario_packer.py
+++ b/src/pyetm/models/scenario_packer.py
@@ -1,8 +1,9 @@
 import pandas as pd
 import logging
+from pathlib import Path
 from os import PathLike
 from pydantic import BaseModel
-from typing import Optional, Dict, Any
+from typing import Optional, Dict, Any, Sequence
 from xlsxwriter import Workbook
 
 from pyetm.models.packables.custom_curves_pack import CustomCurvesPack
@@ -55,7 +56,7 @@ def add_output_curves(self, *scenarios):
     # DataFrame outputs
 
     def main_info(self) -> pd.DataFrame:
-        """Create main info DataFrame"""
+        """Create main info DataFrame by concatenating scenario dataframes."""
         if len(self._scenarios()) == 0:
             return pd.DataFrame()
 
@@ -78,25 +79,35 @@ def custom_curves(self) -> pd.DataFrame:
     def output_curves(self) -> pd.DataFrame:
         return self._output_curves.to_dataframe()
 
-    def to_excel(self, path: str):
+    def to_excel(
+        self,
+        path: str,
+        *,
+        export_output_curves: bool = True,
+        output_curves_path: Optional[str] = None,
+        carriers: Optional[Sequence[str]] = None,
+    ):
         if len(self._scenarios()) == 0:
             raise ValueError("Packer was empty, nothing to export")
 
         workbook = Workbook(path)
 
-        # Main info sheet (handled separately as it doesn't use a pack)
-        df = self.main_info()
-        if not df.empty:
-            df_filled = df.fillna("").infer_objects(copy=False)
+        # Main info sheet: enrich with metadata and friendly headers for Excel only
+        df_main = self._build_excel_main_dataframe()
+        if not df_main.empty:
+            df_main = self._sanitize_dataframe_for_excel(df_main)
             add_frame(
                 name="MAIN",
-                frame=df_filled,
+                frame=df_main,
                 workbook=workbook,
                 column_width=18,
                 scenario_styling=True,
             )
 
         for pack in self.all_pack_data():
+            # Skip output curves in the main workbook; exported separately
+            if getattr(pack, "key", None) == OutputCurvesPack.key:
+                continue
             df = pack.to_dataframe()
             if not df.empty:
                 df_filled = df.fillna("").infer_objects(copy=False)
@@ -110,12 +121,37 @@ def to_excel(self, path: str):
 
         workbook.close()
 
+        # Export output curves to a separate workbook with one sheet per carrier
+        if export_output_curves:
+            oc_path = output_curves_path
+            if oc_path is None:
+                base = Path(path)
+                oc_path = str(base.with_name(f"{base.stem}_output_curves{base.suffix}"))
+            try:
+                self._output_curves.to_excel_per_carrier(oc_path, carriers)
+            except Exception as e:
+                logger.warning("Failed exporting output curves workbook: %s", e)
+
     def _scenarios(self) -> set["Scenario"]:
         """
-        All scenarios we are packing info for: for these we need to insert
-        their metadata
+        All scenarios we are packing info for across all packs.
         """
-        return set.union(*map(set, (pack.scenarios for pack in self.all_pack_data())))
+        all_scenarios: set["Scenario"] = set()
+        for pack in self.all_pack_data():
+            try:
+                items = getattr(pack, "scenarios", None)
+                if not items:
+                    continue
+                if isinstance(items, set):
+                    all_scenarios.update(items)
+                else:
+                    try:
+                        all_scenarios.update(list(items))
+                    except TypeError:
+                        continue
+            except Exception:
+                continue
+        return all_scenarios
 
     def all_pack_data(self):
         """Yields each subpack"""
@@ -503,3 +539,115 @@ def _setup_scenario_from_main_column(
         self._apply_metadata(scenario, meta_updates)
 
         return scenario
+
+    def _build_excel_main_dataframe(self) -> pd.DataFrame:
+        """Build a MAIN sheet DataFrame with rich metadata for Excel export only."""
+        scenarios = list(self._scenarios())
+        if not scenarios:
+            return pd.DataFrame()
+
+        def id_or_title(s):
+            try:
+                return s.identifier()
+            except Exception:
+                return getattr(s, "id", None)
+
+        columns: dict[Any, dict[str, Any]] = {}
+        all_keys: list[str] = []
+
+        def add_key(k: str):
+            if k not in all_keys:
+                all_keys.append(k)
+
+        for s in scenarios:
+            info: dict[str, Any] = {}
+
+            # Core identifiers and common fields
+            info["scenario_id"] = getattr(s, "id", None)
+            info["area_code"] = getattr(s, "area_code", None)
+            info["end_year"] = getattr(s, "end_year", None)
+            info["start_year"] = getattr(s, "start_year", None)
+            info["keep_compatible"] = getattr(s, "keep_compatible", None)
+            info["private"] = getattr(s, "private", None)
+            info["template"] = getattr(s, "template", None)
+            info["source"] = getattr(s, "source", None)
+            try:
+                info["title"] = s.title
+            except Exception:
+                info["title"] = None
+            meta = getattr(s, "metadata", None)
+            if isinstance(meta, dict):
+                desc = meta.get("description")
+                if desc is not None:
+                    info["description"] = desc
+            info["url"] = getattr(s, "url", None)
+            try:
+                info["version"] = s.version
+            except Exception:
+                info["version"] = None
+            info["created_at"] = getattr(s, "created_at", None)
+            info["updated_at"] = getattr(s, "updated_at", None)
+
+            # Flatten all other metadata keys
+            if isinstance(meta, dict):
+                for k, v in meta.items():
+                    if k in ("title", "description"):
+                        continue
+                    info[f"metadata.{k}"] = v
+
+            label = id_or_title(s)
+            columns[label] = info
+            for k in info.keys():
+                add_key(k)
+
+        # Preferred key order at top
+        preferred = [
+            "title",
+            "description",
+            "scenario_id",
+            "template",
+            "area_code",
+            "start_year",
+            "end_year",
+            "keep_compatible",
+            "private",
+            "source",
+            "url",
+            "version",
+            "created_at",
+            "updated_at",
+        ]
+        remaining = [k for k in all_keys if k not in preferred]
+        index_order = preferred + remaining
+
+        df = pd.DataFrame(
+            {col: {k: columns[col].get(k) for k in index_order} for col in columns}
+        )
+        df.index.name = "scenario"
+        return df
+
+    def _sanitize_dataframe_for_excel(self, df: pd.DataFrame) -> pd.DataFrame:
+        """Convert DataFrame values into Excel-safe primitives (str/number/bool/None)."""
+        import datetime as _dt
+
+        def _safe(v: Any):
+            if v is None:
+                return ""
+            if isinstance(v, (str, int, float, bool)):
+                return v
+            # Pandas Timestamp / datetime
+            if isinstance(v, (pd.Timestamp, _dt.datetime, _dt.date)):
+                try:
+                    return str(v)
+                except Exception:
+                    return ""
+            # Convert everything else to string
+            try:
+                return str(v)
+            except Exception:
+                return ""
+
+        out = df.copy()
+        out.index = out.index.map(lambda x: str(x) if x is not None else "")
+        out.columns = [str(c) if c is not None else "" for c in out.columns]
+        return out.map(_safe)
diff --git a/src/pyetm/models/scenarios.py b/src/pyetm/models/scenarios.py
index 94abc60..082b9f7 100644
--- a/src/pyetm/models/scenarios.py
+++ b/src/pyetm/models/scenarios.py
@@ -1,6 +1,6 @@
 from __future__ import annotations
 from os import PathLike
-from typing import Iterable, Iterator, List
+from typing import Iterable, Iterator, List, Optional, Sequence
 from pydantic import BaseModel, Field
 from .scenario import Scenario
 
@@ -28,21 +28,34 @@ def add(self, *scenarios: Scenario) -> None:
     def extend(self, scenarios: Iterable[Scenario]) -> None:
         self.items.extend(list(scenarios))
 
-    def to_excel(self, path: PathLike | str) -> None:
+    def to_excel(
+        self,
+        path: PathLike | str,
+        *,
+        export_output_curves: bool = True,
+        output_curves_path: Optional[str] = None,
+        carriers: Optional[Sequence[str]] = None,
+    ) -> None:
         """
         Export all scenarios in this collection to an Excel workbook.
+        Output curves are written to a separate workbook by default (one sheet per carrier).
         """
         from .scenario_packer import ScenarioPacker
 
         packer = ScenarioPacker()
         if self.items:
             packer.add(*self.items)
-        packer.to_excel(str(path))
+        packer.to_excel(
+            str(path),
+            export_output_curves=export_output_curves,
+            output_curves_path=output_curves_path,
+            carriers=carriers,
+        )
 
     @classmethod
     def from_excel(cls, xlsx_path: PathLike | str) -> "Scenarios":
         """
         Load or create scenarios from an Excel workbook and wrap them in Scenarios.
         """
-        scenarios = Scenario.load_from_excel(xlsx_path)
+        scenarios = Scenario.from_excel(xlsx_path)
         return cls(items=scenarios)
diff --git a/src/pyetm/services/scenario_runners/update_metadata.py b/src/pyetm/services/scenario_runners/update_metadata.py
index bb1b2b8..0794a26 100644
--- a/src/pyetm/services/scenario_runners/update_metadata.py
+++ b/src/pyetm/services/scenario_runners/update_metadata.py
@@ -17,20 +17,19 @@ class UpdateMetadataRunner(BaseRunner[Dict[str, Any]]):
         **kwargs: Additional arguments passed to the request
     """
 
-    # TODO: Investigate why end_year is not setting correctly
     META_KEYS = [
         "keep_compatible",
         "private",
         "source",
         "metadata",
         "end_year",
+        "title",
     ]
     UNSETTABLE_META_KEYS = [
         "id",
         "created_at",
         "updated_at",
         "area_code",
-        "title",
         "start_year",
         "scaling",
         "template",
diff --git a/src/pyetm/utils/excel.py b/src/pyetm/utils/excel.py
index a0d6be5..5e1f86b 100644
--- a/src/pyetm/utils/excel.py
+++ b/src/pyetm/utils/excel.py
@@ -78,8 +78,12 @@ def create_scenario_formats(workbook: Workbook) -> dict:
         "grey_header": workbook.add_format(
             {"bold": True, "bg_color": "#D9D9D9", "border": 1, "align": "center"}
         ),
-        "white_data": workbook.add_format({"bg_color": "#FFFFFF", "border": 1}),
-        "grey_data": workbook.add_format({"bg_color": "#D9D9D9", "border": 1}),
+        "white_data": workbook.add_format(
+            {"bg_color": "#FFFFFF", "border": 1, "align": "left"}
+        ),
+        "grey_data": workbook.add_format(
+            {"bg_color": "#D9D9D9", "border": 1, "align": "left"}
+        ),
         "bold": workbook.add_format({"bold": True}),
         "default": None,
     }
@@ -150,10 +154,6 @@ def add_frame(
     col_offset = frame.index.nlevels if index else 0
     row_offset = frame.columns.nlevels
 
-    # Adjust row offset if index has names
-    if index and frame.index.names != [None] * frame.index.nlevels:
-        row_offset += 1
-
     # Handle multi-index columns with scenario styling
     if isinstance(frame.columns, pd.MultiIndex) and scenario_styling:
         # Get scenario blocks for alternating colors
diff --git a/tests/services/scenario_runners/test_update_metadata.py b/tests/services/scenario_runners/test_update_metadata.py
index da6a652..10bb5b0 100644
--- a/tests/services/scenario_runners/test_update_metadata.py
+++ b/tests/services/scenario_runners/test_update_metadata.py
@@ -108,7 +108,7 @@ def test_update_metadata_runner_unsettable_keys_generate_warnings():
 
     metadata = {
         "id": 456,  # Unsettable
-        "title": "New Title",  # Unsettable
+        "title": "New Title",  # Settable
         "end_year": 2050,  # Settable
     }
 
@@ -121,7 +121,8 @@ def test_update_metadata_runner_unsettable_keys_generate_warnings():
         expected_payload = {
             "scenario": {
                 "end_year": 2050,
-                "metadata": {"existing": "value", "id": 456, "title": "New Title"},
+                "title": "New Title",
+                "metadata": {"existing": "value", "id": 456},
             }
         }
         mock_request.assert_called_once_with(
@@ -293,6 +294,7 @@ def test_update_metadata_runner_meta_keys_constants():
         "source",
         "metadata",
         "end_year",
+        "title",
     ]
 
     expected_unsettable_keys = [
@@ -300,7 +302,6 @@ def test_update_metadata_runner_meta_keys_constants():
         "created_at",
         "updated_at",
         "area_code",
-        "title",
         "start_year",
         "scaling",
         "template",