diff --git a/codegreen_core/tools/carbon_emission.py b/codegreen_core/tools/carbon_emission.py
index 875328e..e2c8051 100644
--- a/codegreen_core/tools/carbon_emission.py
+++ b/codegreen_core/tools/carbon_emission.py
@@ -6,7 +6,6 @@
 
 from .carbon_intensity import compute_ci
 
-
 def compute_ce(
     server: dict,
     start_time: datetime,
@@ -46,7 +45,6 @@ def compute_ce(
     ce_total, ce_df = compute_ce_from_energy(server, ci_ts)
     return ce_total, ce_df
 
-
 def _compute_energy_used(
     runtime_minutes,
     number_core,
diff --git a/codegreen_core/tools/carbon_intensity.py b/codegreen_core/tools/carbon_intensity.py
index d5e67f5..0c64799 100644
--- a/codegreen_core/tools/carbon_intensity.py
+++ b/codegreen_core/tools/carbon_intensity.py
@@ -118,13 +118,24 @@ def _calculate_ci_from_energy_mix(energy_mix):
 
 def compute_ci(country: str, start_time: datetime, end_time: datetime) -> pd.DataFrame:
     """
-    Computes carbon intensity data for a given country and time period.
+    Computes the carbon intensity (CI) for a given country and time period.
 
-    If energy data is available, the carbon intensity is calculated from actual energy data for the specified  time range.
-    If energy data is not available for the country, a default carbon intensity value is used instead.
-    The default CI values for all countries are stored in utilities/ci_default_values.csv.
+    This function determines the energy data source for the country. 
+    - If energy data is available (e.g., from ENTSOE), it calculates CI using actual energy data.
+    - If energy data is unavailable, it uses default CI values from `ci_default_values.csv` for the country.
+
+    :param country: The 2 letter country code.
+    :type country: str
+    :param start_time: The start of the time range for which CI is computed.
+    :type start_time: datetime
+    :param end_time: The end of the time range for which CI is computed.
+    :type end_time: datetime
+
+    :returns: A pandas DataFrame containing timestamps (`startTimeUTC`) and corresponding carbon intensity values.
+    :rtype: pd.DataFrame
 
     """
+
     if not isinstance(country, str):
         raise ValueError("Invalid country")
 
@@ -133,6 +144,10 @@ def compute_ci(country: str, start_time: datetime, end_time: datetime) -> pd.Dat
 
     if not isinstance(end_time, datetime):
         raise ValueError("Invalid end_time")
+    
+    if start_time >= end_time:
+        raise ValueError("start_time must be before end_time")
+    
 
     e_source = get_country_energy_source(country)
     if e_source == "ENTSOE":
@@ -190,6 +205,7 @@ def compute_ci_from_energy(
         - `Nuclear` (float): Base carbon intensity value for nuclear energy.
         - `Solar` (float): Base carbon intensity value for solar energy.
         - `Wind` (float): Base carbon intensity value for wind energy.
+    
     """
 
     if not isinstance(energy_data, pd.DataFrame):
diff --git a/codegreen_core/tools/loadshift_location.py b/codegreen_core/tools/loadshift_location.py
index debd4e5..0368848 100644
--- a/codegreen_core/tools/loadshift_location.py
+++ b/codegreen_core/tools/loadshift_location.py
@@ -11,10 +11,7 @@ def predict_optimal_location_now(
     percent_renewable: int,
     hard_finish_date: datetime,
 ) -> tuple:
-    """
-    Given a list of countries, returns the best location where a computation can be run based on the input criteria
-    """
-    print()
+    # Given a list of countries, returns the best location where a computation can be run based on the input criteria
     # first get data
     start_time = datetime.now()
     forecast_data = (
@@ -45,9 +42,8 @@ def predict_optimal_location(
     hard_finish_date,
     request_date=None,
 ):
-    """
-    Determines the optimal location and time  to run a computation using  energy data of the selected locations
-    """
+    
+    #Determines the optimal location and time  to run a computation using  energy data of the selected locations
     ## obtain the optimal start time for each country
     best_values = {}
     current_best = -1
diff --git a/codegreen_core/tools/loadshift_time.py b/codegreen_core/tools/loadshift_time.py
index e8aae72..45f752d 100644
--- a/codegreen_core/tools/loadshift_time.py
+++ b/codegreen_core/tools/loadshift_time.py
@@ -16,7 +16,6 @@
 
 # ========= the main methods  ============
 
-
 def _get_energy_data(country, start, end):
     """
     Get energy data and check if it must be cached based on the options set
@@ -129,7 +128,7 @@ def predict_optimal_time(
     request_time: datetime = None,
 ) -> tuple:
     """
-    Predicts the optimal time window to run a task based in energy data, run time estimates and renewable energy target.
+    Predicts the optimal time window to run a task within the given energy data time frame the run time estimate .
 
     :param energy_data: A DataFrame containing the energy data including startTimeUTC, totalRenewable,total,percent_renewable,posix_timestamp
     :param estimated_runtime_hours: The estimated runtime in hours
diff --git a/docs/Tutorials.ipynb b/docs/Tutorials.ipynb
new file mode 100644
index 0000000..f2789fd
--- /dev/null
+++ b/docs/Tutorials.ipynb
@@ -0,0 +1,1270 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "b902f880-c2bd-41bb-b757-b998b9dfcaef",
+   "metadata": {},
+   "source": [
+    "# Tutorials for using the codegreen_core package. \n",
+    "\n",
+    "<hr>\n",
+    "\n",
+    "This tutorial has many independent parts demonstrating various ways to use the package, including getting energy data, analyzing it, and using the available tools."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "973b9998-8706-44c2-9156-5db407139bae",
+   "metadata": {},
+   "source": [
+    "## Prerequisite \n",
+    "Before beginning the tutorial, make sure you have successfully installed and configured the package.\n",
+    "The details to set up can be found here"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a91a462a-51f6-447f-8c46-e293646c56fe",
+   "metadata": {
+    "jp-MarkdownHeadingCollapsed": true
+   },
+   "source": [
+    "## Gathering energy data\n",
+    "\n",
+    "Lets start by finding out  how much energy was produced in Germany in January 2025"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "0ca45104-86c7-4ace-98e7-6532f2a718ed",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from codegreen_core.data import energy\n",
+    "from datetime import datetime\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "53dc3945-4bc5-4821-bda5-ce17b270d2e7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "de1 = energy(\"DE\",datetime(2025,1,1),datetime(2025,1,31),\"generation\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "35ca3cb6-7163-42a9-a8be-cbef9542bf57",
+   "metadata": {},
+   "source": [
+    "The 2 main components of  `de_jan25` are `data` (a dataframe) and `columns` (the list of columns categories)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "95bc7d79-4b3d-4623-92d3-b9080a03d0a9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'renewable': ['Wind Onshore',\n",
+       "  'Hydro Water Reservoir',\n",
+       "  'Biomass',\n",
+       "  'Other renewable',\n",
+       "  'Waste',\n",
+       "  'Geothermal',\n",
+       "  'Solar',\n",
+       "  'Hydro Pumped Storage',\n",
+       "  'Hydro Run-of-river and poundage',\n",
+       "  'Wind Offshore'],\n",
+       " 'nonRenewable': ['Fossil Gas',\n",
+       "  'Fossil Oil',\n",
+       "  'Fossil Coal-derived gas',\n",
+       "  'Other',\n",
+       "  'Fossil Brown coal/Lignite',\n",
+       "  'Fossil Hard coal'],\n",
+       " 'percentage': ['Wind_per',\n",
+       "  'Solar_per',\n",
+       "  'Nuclear_per',\n",
+       "  'Hydroelectricity_per',\n",
+       "  'Geothermal_per',\n",
+       "  'Natural Gas_per',\n",
+       "  'Petroleum_per',\n",
+       "  'Coal_per',\n",
+       "  'Biomass_per']}"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "de1[\"columns\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "d4a045e9-773b-4de3-bcaf-0571eaff378c",
+   "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>startTime</th>\n",
+       "      <th>startTimeUTC</th>\n",
+       "      <th>Biomass</th>\n",
+       "      <th>Fossil Brown coal/Lignite</th>\n",
+       "      <th>Fossil Coal-derived gas</th>\n",
+       "      <th>Fossil Gas</th>\n",
+       "      <th>Fossil Hard coal</th>\n",
+       "      <th>Fossil Oil</th>\n",
+       "      <th>Geothermal</th>\n",
+       "      <th>Hydro Pumped Storage</th>\n",
+       "      <th>...</th>\n",
+       "      <th>percentRenewableWS</th>\n",
+       "      <th>Wind_per</th>\n",
+       "      <th>Solar_per</th>\n",
+       "      <th>Nuclear_per</th>\n",
+       "      <th>Hydroelectricity_per</th>\n",
+       "      <th>Geothermal_per</th>\n",
+       "      <th>Natural Gas_per</th>\n",
+       "      <th>Petroleum_per</th>\n",
+       "      <th>Coal_per</th>\n",
+       "      <th>Biomass_per</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>group_id</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",
+       "      <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>2025-01-01 00:00:00+01:00</td>\n",
+       "      <td>202412312300</td>\n",
+       "      <td>4046.00</td>\n",
+       "      <td>3269.50</td>\n",
+       "      <td>595.75</td>\n",
+       "      <td>4692.50</td>\n",
+       "      <td>2806.50</td>\n",
+       "      <td>382.0</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>458.00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>66</td>\n",
+       "      <td>66</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2025-01-01 01:00:00+01:00</td>\n",
+       "      <td>202501010000</td>\n",
+       "      <td>3989.25</td>\n",
+       "      <td>3739.25</td>\n",
+       "      <td>570.00</td>\n",
+       "      <td>4327.50</td>\n",
+       "      <td>2719.00</td>\n",
+       "      <td>382.0</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>144.25</td>\n",
+       "      <td>...</td>\n",
+       "      <td>67</td>\n",
+       "      <td>67</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2025-01-01 02:00:00+01:00</td>\n",
+       "      <td>202501010100</td>\n",
+       "      <td>3982.25</td>\n",
+       "      <td>3265.00</td>\n",
+       "      <td>538.00</td>\n",
+       "      <td>4217.75</td>\n",
+       "      <td>2717.00</td>\n",
+       "      <td>382.0</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>68</td>\n",
+       "      <td>68</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2025-01-01 03:00:00+01:00</td>\n",
+       "      <td>202501010200</td>\n",
+       "      <td>3955.00</td>\n",
+       "      <td>3226.50</td>\n",
+       "      <td>494.50</td>\n",
+       "      <td>4279.50</td>\n",
+       "      <td>2639.00</td>\n",
+       "      <td>382.0</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>97.00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>67</td>\n",
+       "      <td>67</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2025-01-01 04:00:00+01:00</td>\n",
+       "      <td>202501010300</td>\n",
+       "      <td>3915.25</td>\n",
+       "      <td>3237.50</td>\n",
+       "      <td>474.00</td>\n",
+       "      <td>4335.00</td>\n",
+       "      <td>2583.25</td>\n",
+       "      <td>382.0</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>3.25</td>\n",
+       "      <td>...</td>\n",
+       "      <td>67</td>\n",
+       "      <td>67</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>7</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>715</th>\n",
+       "      <td>2025-01-30 19:00:00+01:00</td>\n",
+       "      <td>202501301800</td>\n",
+       "      <td>4479.25</td>\n",
+       "      <td>10649.75</td>\n",
+       "      <td>369.50</td>\n",
+       "      <td>14320.50</td>\n",
+       "      <td>6380.00</td>\n",
+       "      <td>366.0</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>2851.00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0</td>\n",
+       "      <td>25</td>\n",
+       "      <td>0</td>\n",
+       "      <td>30</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>716</th>\n",
+       "      <td>2025-01-30 20:00:00+01:00</td>\n",
+       "      <td>202501301900</td>\n",
+       "      <td>4459.75</td>\n",
+       "      <td>10623.00</td>\n",
+       "      <td>332.75</td>\n",
+       "      <td>13967.50</td>\n",
+       "      <td>6354.00</td>\n",
+       "      <td>366.0</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>1289.00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>30</td>\n",
+       "      <td>29</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>25</td>\n",
+       "      <td>0</td>\n",
+       "      <td>30</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>717</th>\n",
+       "      <td>2025-01-30 21:00:00+01:00</td>\n",
+       "      <td>202501302000</td>\n",
+       "      <td>4413.00</td>\n",
+       "      <td>10607.25</td>\n",
+       "      <td>350.75</td>\n",
+       "      <td>12322.25</td>\n",
+       "      <td>6247.00</td>\n",
+       "      <td>366.0</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>337.75</td>\n",
+       "      <td>...</td>\n",
+       "      <td>32</td>\n",
+       "      <td>32</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>23</td>\n",
+       "      <td>0</td>\n",
+       "      <td>30</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>718</th>\n",
+       "      <td>2025-01-30 22:00:00+01:00</td>\n",
+       "      <td>202501302100</td>\n",
+       "      <td>4420.50</td>\n",
+       "      <td>10414.25</td>\n",
+       "      <td>347.25</td>\n",
+       "      <td>10280.25</td>\n",
+       "      <td>5735.75</td>\n",
+       "      <td>366.0</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>80.50</td>\n",
+       "      <td>...</td>\n",
+       "      <td>36</td>\n",
+       "      <td>36</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>20</td>\n",
+       "      <td>0</td>\n",
+       "      <td>30</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>719</th>\n",
+       "      <td>2025-01-30 23:00:00+01:00</td>\n",
+       "      <td>202501302200</td>\n",
+       "      <td>4400.25</td>\n",
+       "      <td>10577.50</td>\n",
+       "      <td>339.50</td>\n",
+       "      <td>8504.00</td>\n",
+       "      <td>5093.25</td>\n",
+       "      <td>366.0</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>71.50</td>\n",
+       "      <td>...</td>\n",
+       "      <td>37</td>\n",
+       "      <td>37</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>17</td>\n",
+       "      <td>0</td>\n",
+       "      <td>31</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>720 rows × 33 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                         startTime  startTimeUTC  Biomass  \\\n",
+       "group_id                                                    \n",
+       "0        2025-01-01 00:00:00+01:00  202412312300  4046.00   \n",
+       "1        2025-01-01 01:00:00+01:00  202501010000  3989.25   \n",
+       "2        2025-01-01 02:00:00+01:00  202501010100  3982.25   \n",
+       "3        2025-01-01 03:00:00+01:00  202501010200  3955.00   \n",
+       "4        2025-01-01 04:00:00+01:00  202501010300  3915.25   \n",
+       "...                            ...           ...      ...   \n",
+       "715      2025-01-30 19:00:00+01:00  202501301800  4479.25   \n",
+       "716      2025-01-30 20:00:00+01:00  202501301900  4459.75   \n",
+       "717      2025-01-30 21:00:00+01:00  202501302000  4413.00   \n",
+       "718      2025-01-30 22:00:00+01:00  202501302100  4420.50   \n",
+       "719      2025-01-30 23:00:00+01:00  202501302200  4400.25   \n",
+       "\n",
+       "          Fossil Brown coal/Lignite  Fossil Coal-derived gas  Fossil Gas  \\\n",
+       "group_id                                                                   \n",
+       "0                           3269.50                   595.75     4692.50   \n",
+       "1                           3739.25                   570.00     4327.50   \n",
+       "2                           3265.00                   538.00     4217.75   \n",
+       "3                           3226.50                   494.50     4279.50   \n",
+       "4                           3237.50                   474.00     4335.00   \n",
+       "...                             ...                      ...         ...   \n",
+       "715                        10649.75                   369.50    14320.50   \n",
+       "716                        10623.00                   332.75    13967.50   \n",
+       "717                        10607.25                   350.75    12322.25   \n",
+       "718                        10414.25                   347.25    10280.25   \n",
+       "719                        10577.50                   339.50     8504.00   \n",
+       "\n",
+       "          Fossil Hard coal  Fossil Oil  Geothermal  Hydro Pumped Storage  ...  \\\n",
+       "group_id                                                                  ...   \n",
+       "0                  2806.50       382.0        27.0                458.00  ...   \n",
+       "1                  2719.00       382.0        27.0                144.25  ...   \n",
+       "2                  2717.00       382.0        27.0                  1.00  ...   \n",
+       "3                  2639.00       382.0        27.0                 97.00  ...   \n",
+       "4                  2583.25       382.0        27.0                  3.25  ...   \n",
+       "...                    ...         ...         ...                   ...  ...   \n",
+       "715                6380.00       366.0        27.0               2851.00  ...   \n",
+       "716                6354.00       366.0        27.0               1289.00  ...   \n",
+       "717                6247.00       366.0        27.0                337.75  ...   \n",
+       "718                5735.75       366.0        27.0                 80.50  ...   \n",
+       "719                5093.25       366.0        27.0                 71.50  ...   \n",
+       "\n",
+       "          percentRenewableWS  Wind_per  Solar_per  Nuclear_per  \\\n",
+       "group_id                                                         \n",
+       "0                         66        66          0            0   \n",
+       "1                         67        67          0            0   \n",
+       "2                         68        68          0            0   \n",
+       "3                         67        67          0            0   \n",
+       "4                         67        67          0            0   \n",
+       "...                      ...       ...        ...          ...   \n",
+       "715                       26        26          0            0   \n",
+       "716                       30        29          0            0   \n",
+       "717                       32        32          0            0   \n",
+       "718                       36        36          0            0   \n",
+       "719                       37        37          0            0   \n",
+       "\n",
+       "          Hydroelectricity_per  Geothermal_per  Natural Gas_per  \\\n",
+       "group_id                                                          \n",
+       "0                            3               0                9   \n",
+       "1                            2               0                8   \n",
+       "2                            2               0                8   \n",
+       "3                            2               0                9   \n",
+       "4                            2               0                9   \n",
+       "...                        ...             ...              ...   \n",
+       "715                          7               0               25   \n",
+       "716                          4               0               25   \n",
+       "717                          3               0               23   \n",
+       "718                          2               0               20   \n",
+       "719                          3               0               17   \n",
+       "\n",
+       "          Petroleum_per  Coal_per  Biomass_per  \n",
+       "group_id                                        \n",
+       "0                     0        11            7  \n",
+       "1                     0        11            7  \n",
+       "2                     0        10            7  \n",
+       "3                     0        11            7  \n",
+       "4                     0        11            7  \n",
+       "...                 ...       ...          ...  \n",
+       "715                   0        30            7  \n",
+       "716                   0        30            7  \n",
+       "717                   0        30            8  \n",
+       "718                   0        30            8  \n",
+       "719                   0        31            8  \n",
+       "\n",
+       "[720 rows x 33 columns]"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "de1[\"data\"]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "da03e130-ab37-4dd3-914a-a8db4c0ae978",
+   "metadata": {},
+   "source": [
+    "Let's find out answers to some questions like :\n",
+    "- what is the total amount of energy produced in the month of January 25 in Germany ?\n",
+    "- What percantage of energy was produced from renewable sources\n",
+    "\n",
+    "We draw some plots to answer these questions."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "726ba471-5c8b-484e-a540-426ff2b00210",
+   "metadata": {},
+   "source": [
+    "**Total energy produced from renewable and non renewable sources**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "51417478-c3f4-43db-b372-e3160c364dee",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "22218361.25\n",
+      "18472372.25\n"
+     ]
+    }
+   ],
+   "source": [
+    "total_renewable = de1[\"data\"][de1[\"columns\"][\"renewable\"]].sum().sum()\n",
+    "total_non_renewable = de1[\"data\"][de1[\"columns\"][\"nonRenewable\"]].sum().sum()\n",
+    "print(total_renewable)\n",
+    "print(total_non_renewable)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "d1d58fdf-7172-4c93-8972-82ec5cc1d663",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(5, 5))\n",
+    "plt.pie([total_renewable, total_non_renewable], labels=[\"Renewable\", \"Non-Renewable\"], autopct='%1.1f%%', colors=[\"green\", \"red\"], startangle=140)\n",
+    "plt.title(\"Percentage of Renewable vs Non-Renewable Energy\")\n",
+    "plt.axis(\"equal\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "0f131525-1880-4223-9ca1-6bb7dc5acd69",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(8,8))\n",
+    "plt.pie(de1[\"data\"][de1[\"columns\"][\"renewable\"]].sum(), labels=de1[\"columns\"][\"renewable\"], autopct='%1.1f%%', startangle=140)\n",
+    "plt.title(\"Breakdown of Renewable Energy Sources\")\n",
+    "plt.axis(\"equal\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e39d2ac2-03a8-432c-8b33-67cb0a754ad3",
+   "metadata": {},
+   "source": [
+    "We can also observe the trend of energy generation (renewable vs non renewable) as a time series "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "e9864bcb-96ce-4e79-ab52-d8b96a1f23d3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 2000x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Line chart for percentageRen\n",
+    "plt.figure(figsize=(20, 5))\n",
+    "plt.plot(de1[\"data\"][\"startTime\"], de1[\"data\"][\"percentRenewable\"], linestyle=\"-\", color=\"green\")\n",
+    "plt.xlabel(\"Date\")\n",
+    "plt.ylabel(\"Percentage of Renewable Energy (%)\")\n",
+    "plt.title(\"Percentage of Renewable Energy Over Time\")\n",
+    "plt.grid(True)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "300fb935-245c-479e-855b-00bf4adeba43",
+   "metadata": {},
+   "source": [
+    "## Finding the carbon intensity of energy\n",
+    "\n",
+    "Now that we have the time series of energy production data, we can also calculate the carbon intensity for it using one of our tools.\n",
+    "\n",
+    "\n",
+    "What is carbon intensity? \n",
+    "Basic definiton (for more see documentation)\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "aca6750a-5f35-4b72-a841-12881fe081f8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from codegreen_core.tools.carbon_intensity import compute_ci_from_energy"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "d49fd86d-4e25-492a-8ea7-966eebecaf6b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ci1 =  compute_ci_from_energy(de1[\"data\"])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "4f3ac72a-2701-4eb1-ad41-02f6c2584963",
+   "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>ci_codecarbon</th>\n",
+       "      <th>ci_ipcc_lifecycle_min</th>\n",
+       "      <th>ci_ipcc_lifecycle_mean</th>\n",
+       "      <th>ci_ipcc_lifecycle_max</th>\n",
+       "      <th>ci_eu_comm</th>\n",
+       "      <th>startTime</th>\n",
+       "      <th>startTimeUTC</th>\n",
+       "      <th>Biomass</th>\n",
+       "      <th>Fossil Brown coal/Lignite</th>\n",
+       "      <th>Fossil Coal-derived gas</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Wind_per</th>\n",
+       "      <th>Solar_per</th>\n",
+       "      <th>Nuclear_per</th>\n",
+       "      <th>Hydroelectricity_per</th>\n",
+       "      <th>Geothermal_per</th>\n",
+       "      <th>Natural Gas_per</th>\n",
+       "      <th>Petroleum_per</th>\n",
+       "      <th>Coal_per</th>\n",
+       "      <th>Biomass_per</th>\n",
+       "      <th>ci_default</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>194.26</td>\n",
+       "      <td>149.53</td>\n",
+       "      <td>176.56</td>\n",
+       "      <td>300.48</td>\n",
+       "      <td>157.33</td>\n",
+       "      <td>2025-01-01 00:00:00+01:00</td>\n",
+       "      <td>202412312300</td>\n",
+       "      <td>4046.00</td>\n",
+       "      <td>3269.50</td>\n",
+       "      <td>595.75</td>\n",
+       "      <td>...</td>\n",
+       "      <td>66</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>7</td>\n",
+       "      <td>176.56</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>186.83</td>\n",
+       "      <td>145.50</td>\n",
+       "      <td>171.53</td>\n",
+       "      <td>272.44</td>\n",
+       "      <td>153.00</td>\n",
+       "      <td>2025-01-01 01:00:00+01:00</td>\n",
+       "      <td>202501010000</td>\n",
+       "      <td>3989.25</td>\n",
+       "      <td>3739.25</td>\n",
+       "      <td>570.00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>67</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>7</td>\n",
+       "      <td>171.53</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177.14</td>\n",
+       "      <td>138.17</td>\n",
+       "      <td>163.45</td>\n",
+       "      <td>263.79</td>\n",
+       "      <td>143.41</td>\n",
+       "      <td>2025-01-01 02:00:00+01:00</td>\n",
+       "      <td>202501010100</td>\n",
+       "      <td>3982.25</td>\n",
+       "      <td>3265.00</td>\n",
+       "      <td>538.00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>68</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10</td>\n",
+       "      <td>7</td>\n",
+       "      <td>163.45</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>194.26</td>\n",
+       "      <td>149.59</td>\n",
+       "      <td>176.44</td>\n",
+       "      <td>278.94</td>\n",
+       "      <td>157.25</td>\n",
+       "      <td>2025-01-01 03:00:00+01:00</td>\n",
+       "      <td>202501010200</td>\n",
+       "      <td>3955.00</td>\n",
+       "      <td>3226.50</td>\n",
+       "      <td>494.50</td>\n",
+       "      <td>...</td>\n",
+       "      <td>67</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>7</td>\n",
+       "      <td>176.44</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>194.26</td>\n",
+       "      <td>149.59</td>\n",
+       "      <td>176.44</td>\n",
+       "      <td>278.94</td>\n",
+       "      <td>157.25</td>\n",
+       "      <td>2025-01-01 04:00:00+01:00</td>\n",
+       "      <td>202501010300</td>\n",
+       "      <td>3915.25</td>\n",
+       "      <td>3237.50</td>\n",
+       "      <td>474.00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>67</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>7</td>\n",
+       "      <td>176.44</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>715</th>\n",
+       "      <td>492.83</td>\n",
+       "      <td>352.77</td>\n",
+       "      <td>407.12</td>\n",
+       "      <td>647.18</td>\n",
+       "      <td>405.99</td>\n",
+       "      <td>2025-01-30 19:00:00+01:00</td>\n",
+       "      <td>202501301800</td>\n",
+       "      <td>4479.25</td>\n",
+       "      <td>10649.75</td>\n",
+       "      <td>369.50</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0</td>\n",
+       "      <td>25</td>\n",
+       "      <td>0</td>\n",
+       "      <td>30</td>\n",
+       "      <td>7</td>\n",
+       "      <td>407.12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>716</th>\n",
+       "      <td>492.83</td>\n",
+       "      <td>352.96</td>\n",
+       "      <td>406.75</td>\n",
+       "      <td>582.54</td>\n",
+       "      <td>405.75</td>\n",
+       "      <td>2025-01-30 20:00:00+01:00</td>\n",
+       "      <td>202501301900</td>\n",
+       "      <td>4459.75</td>\n",
+       "      <td>10623.00</td>\n",
+       "      <td>332.75</td>\n",
+       "      <td>...</td>\n",
+       "      <td>29</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>25</td>\n",
+       "      <td>0</td>\n",
+       "      <td>30</td>\n",
+       "      <td>7</td>\n",
+       "      <td>406.75</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>717</th>\n",
+       "      <td>478.49</td>\n",
+       "      <td>348.73</td>\n",
+       "      <td>401.90</td>\n",
+       "      <td>555.46</td>\n",
+       "      <td>398.04</td>\n",
+       "      <td>2025-01-30 21:00:00+01:00</td>\n",
+       "      <td>202501302000</td>\n",
+       "      <td>4413.00</td>\n",
+       "      <td>10607.25</td>\n",
+       "      <td>350.75</td>\n",
+       "      <td>...</td>\n",
+       "      <td>32</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>23</td>\n",
+       "      <td>0</td>\n",
+       "      <td>30</td>\n",
+       "      <td>8</td>\n",
+       "      <td>401.90</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>718</th>\n",
+       "      <td>456.98</td>\n",
+       "      <td>336.72</td>\n",
+       "      <td>387.42</td>\n",
+       "      <td>515.78</td>\n",
+       "      <td>385.54</td>\n",
+       "      <td>2025-01-30 22:00:00+01:00</td>\n",
+       "      <td>202501302100</td>\n",
+       "      <td>4420.50</td>\n",
+       "      <td>10414.25</td>\n",
+       "      <td>347.25</td>\n",
+       "      <td>...</td>\n",
+       "      <td>36</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>20</td>\n",
+       "      <td>0</td>\n",
+       "      <td>30</td>\n",
+       "      <td>8</td>\n",
+       "      <td>387.42</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>719</th>\n",
+       "      <td>445.16</td>\n",
+       "      <td>331.90</td>\n",
+       "      <td>381.27</td>\n",
+       "      <td>527.84</td>\n",
+       "      <td>382.79</td>\n",
+       "      <td>2025-01-30 23:00:00+01:00</td>\n",
+       "      <td>202501302200</td>\n",
+       "      <td>4400.25</td>\n",
+       "      <td>10577.50</td>\n",
+       "      <td>339.50</td>\n",
+       "      <td>...</td>\n",
+       "      <td>37</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>17</td>\n",
+       "      <td>0</td>\n",
+       "      <td>31</td>\n",
+       "      <td>8</td>\n",
+       "      <td>381.27</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>720 rows × 39 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     ci_codecarbon  ci_ipcc_lifecycle_min  ci_ipcc_lifecycle_mean  \\\n",
+       "0           194.26                 149.53                  176.56   \n",
+       "1           186.83                 145.50                  171.53   \n",
+       "2           177.14                 138.17                  163.45   \n",
+       "3           194.26                 149.59                  176.44   \n",
+       "4           194.26                 149.59                  176.44   \n",
+       "..             ...                    ...                     ...   \n",
+       "715         492.83                 352.77                  407.12   \n",
+       "716         492.83                 352.96                  406.75   \n",
+       "717         478.49                 348.73                  401.90   \n",
+       "718         456.98                 336.72                  387.42   \n",
+       "719         445.16                 331.90                  381.27   \n",
+       "\n",
+       "     ci_ipcc_lifecycle_max  ci_eu_comm                 startTime  \\\n",
+       "0                   300.48      157.33 2025-01-01 00:00:00+01:00   \n",
+       "1                   272.44      153.00 2025-01-01 01:00:00+01:00   \n",
+       "2                   263.79      143.41 2025-01-01 02:00:00+01:00   \n",
+       "3                   278.94      157.25 2025-01-01 03:00:00+01:00   \n",
+       "4                   278.94      157.25 2025-01-01 04:00:00+01:00   \n",
+       "..                     ...         ...                       ...   \n",
+       "715                 647.18      405.99 2025-01-30 19:00:00+01:00   \n",
+       "716                 582.54      405.75 2025-01-30 20:00:00+01:00   \n",
+       "717                 555.46      398.04 2025-01-30 21:00:00+01:00   \n",
+       "718                 515.78      385.54 2025-01-30 22:00:00+01:00   \n",
+       "719                 527.84      382.79 2025-01-30 23:00:00+01:00   \n",
+       "\n",
+       "     startTimeUTC  Biomass  Fossil Brown coal/Lignite  \\\n",
+       "0    202412312300  4046.00                    3269.50   \n",
+       "1    202501010000  3989.25                    3739.25   \n",
+       "2    202501010100  3982.25                    3265.00   \n",
+       "3    202501010200  3955.00                    3226.50   \n",
+       "4    202501010300  3915.25                    3237.50   \n",
+       "..            ...      ...                        ...   \n",
+       "715  202501301800  4479.25                   10649.75   \n",
+       "716  202501301900  4459.75                   10623.00   \n",
+       "717  202501302000  4413.00                   10607.25   \n",
+       "718  202501302100  4420.50                   10414.25   \n",
+       "719  202501302200  4400.25                   10577.50   \n",
+       "\n",
+       "     Fossil Coal-derived gas  ...  Wind_per  Solar_per  Nuclear_per  \\\n",
+       "0                     595.75  ...        66          0            0   \n",
+       "1                     570.00  ...        67          0            0   \n",
+       "2                     538.00  ...        68          0            0   \n",
+       "3                     494.50  ...        67          0            0   \n",
+       "4                     474.00  ...        67          0            0   \n",
+       "..                       ...  ...       ...        ...          ...   \n",
+       "715                   369.50  ...        26          0            0   \n",
+       "716                   332.75  ...        29          0            0   \n",
+       "717                   350.75  ...        32          0            0   \n",
+       "718                   347.25  ...        36          0            0   \n",
+       "719                   339.50  ...        37          0            0   \n",
+       "\n",
+       "     Hydroelectricity_per  Geothermal_per  Natural Gas_per  Petroleum_per  \\\n",
+       "0                       3               0                9              0   \n",
+       "1                       2               0                8              0   \n",
+       "2                       2               0                8              0   \n",
+       "3                       2               0                9              0   \n",
+       "4                       2               0                9              0   \n",
+       "..                    ...             ...              ...            ...   \n",
+       "715                     7               0               25              0   \n",
+       "716                     4               0               25              0   \n",
+       "717                     3               0               23              0   \n",
+       "718                     2               0               20              0   \n",
+       "719                     3               0               17              0   \n",
+       "\n",
+       "     Coal_per  Biomass_per  ci_default  \n",
+       "0          11            7      176.56  \n",
+       "1          11            7      171.53  \n",
+       "2          10            7      163.45  \n",
+       "3          11            7      176.44  \n",
+       "4          11            7      176.44  \n",
+       "..        ...          ...         ...  \n",
+       "715        30            7      407.12  \n",
+       "716        30            7      406.75  \n",
+       "717        30            8      401.90  \n",
+       "718        30            8      387.42  \n",
+       "719        31            8      381.27  \n",
+       "\n",
+       "[720 rows x 39 columns]"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ci1"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5843e439-8805-44d1-83a4-82afd6a60ded",
+   "metadata": {},
+   "source": [
+    "You will find in the data carbon intensity values calcuated using various base values obtained from dfifferent sources.\n",
+    "You will also find \"ci_default\" column (at the end) which we use futher\n",
+    "\n",
+    " "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "7cfb9afb-ae60-45e4-969e-88c8d981dfbc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 2000x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Line chart for carbon intensity \n",
+    "plt.figure(figsize=(20, 5))\n",
+    "plt.plot(ci1[\"startTime\"], ci1[\"ci_default\"], linestyle=\"-\", color=\"blue\")\n",
+    "plt.xlabel(\"Date\")\n",
+    "plt.ylabel(\"Percentage of Renewable Energy (%)\")\n",
+    "plt.title(\"Percentage of Renewable Energy Over Time\")\n",
+    "plt.grid(True)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f25c2de7-e466-4730-b772-8458d2b50219",
+   "metadata": {},
+   "source": [
+    "We can also compare the Carbon emissions values with the percentage of green energy "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "id": "59ff1def-9ace-4439-89a7-439ada6ada92",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 2000x500 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Create a figure and a twin y-axis\n",
+    "fig, ax1 = plt.subplots(figsize=(20, 5))\n",
+    "\n",
+    "# Plot percentage values on the first y-axis\n",
+    "ax1.set_xlabel(\"Date\")\n",
+    "ax1.set_ylabel(\"Percentage of Renewable Energy (%)\", color=\"green\")\n",
+    "ax1.plot(de1[\"data\"][\"startTime\"], de1[\"data\"][\"percentRenewable\"],  color=\"green\", label=\"Renewable Percentage\")\n",
+    "ax1.tick_params(axis='y', labelcolor=\"green\")\n",
+    "\n",
+    "# Create a second y-axis for numerical values\n",
+    "ax2 = ax1.twinx()\n",
+    "ax2.set_ylabel(\"Carbon Intensity\", color=\"blue\")\n",
+    "ax2.plot(ci1[\"startTime\"], ci1[\"ci_default\"],  linestyle=\"--\", color=\"blue\", label=\"Carbon Intensity\")\n",
+    "ax2.tick_params(axis='y', labelcolor=\"blue\")\n",
+    "\n",
+    "# Title and grid\n",
+    "plt.title(\"Renewable Energy Percentage and Carbon intensity Over Time\")\n",
+    "fig.tight_layout()\n",
+    "plt.grid(True)\n",
+    "plt.show()\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e2bdc34d-68c1-4b74-a4c8-a4ebd4413704",
+   "metadata": {},
+   "source": [
+    "We can see that a higher percentage of renewable energy results in lower carbon intensity value."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a5acb43a-7241-48ef-8422-b7ea1fcd7018",
+   "metadata": {},
+   "source": [
+    "## Finding an optimal time to perform a computation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6cb5de36-4e41-45c4-b179-3b907da7c9cb",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6cf48327-817a-4b88-8c93-d41743b4101a",
+   "metadata": {},
+   "source": [
+    "## Calculating carbon emissions of a compuational task"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "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": "3.11.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/docs/_static/custom.css b/docs/_static/custom.css
new file mode 100644
index 0000000..5a793e2
--- /dev/null
+++ b/docs/_static/custom.css
@@ -0,0 +1,5 @@
+div.highlight pre {
+  white-space: pre-wrap !important; /* Allows text wrapping */
+  word-wrap: break-word !important; /* Ensures words break if needed */
+  overflow-x: auto; /* Enables scrolling only if necessary */
+}
\ No newline at end of file
diff --git a/docs/api.rst b/docs/api.rst
index b736c41..7ec5028 100644
--- a/docs/api.rst
+++ b/docs/api.rst
@@ -17,6 +17,9 @@ The core package contains 2 main module :
 `tools` module
 ---------------
 
+  Methods vary depending on the type of input (e.g, country name vs energy data) and the output (e.g single value vs time series DataFrame). Most tools  depend on the data from the `data` sub package.
+  As a convention, methods that primarily accept DataFrame as an input (along with other parameters) and return  a DataFrame are prefixed with `_df`. 
+
 .. automodule:: codegreen_core.tools
    :members:
 
diff --git a/docs/conf.py b/docs/conf.py
index d10c0ee..634601b 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -13,7 +13,7 @@
 # https://www.sphinx-doc.org/en/master/usage/configuration.html#project-information
 
 project = "codegreen_core"
-copyright = "2024, Dr. Anne Hartebrodt"
+copyright = "2025, Dr. Anne Hartebrodt"
 author = "Dr. Anne Hartebrodt"
 
 # -- General configuration ---------------------------------------------------
@@ -46,6 +46,7 @@
 
 html_theme = "alabaster"
 html_static_path = ["_static"]
+html_css_files = ["custom.css"]
 
 html_theme_options = {
     "github_user": "codegreen-framework",
diff --git a/docs/features.rst b/docs/features.rst
new file mode 100644
index 0000000..1dfe483
--- /dev/null
+++ b/docs/features.rst
@@ -0,0 +1,58 @@
+Features of `codegreen-core`
+=============================
+
+**Gather energy production data**
+
+Energy is produced from multiple sources, some of these sources are non-renewable, such as fossil fuels and coal, and others are renewable, like wind and solar. The combination of energy produced from different sources (or the energy mix) varies from country to country and season to season. The amount of carbon emissions generated from energy production depends on this energy mix. When more energy is derived from renewable sources, carbon emissions are lower, making the energy more 'green.' (and vice versa). This relationship is measured by carbon intensity, which quantifies the amount of carbon dioxide emitted per unit of energy produced.
+
+The codegreen-core package offers tools to collect time series data of the energy mix for various countries, which can also be used to calculate the carbon intensity of energy.
+
+.. image:: _static/DE_1.png
+   :alt: Germany example 1
+   :width: 600px  
+   :align: center  
+
+The figure above shows the percentage of energy generated from renewable (green) and non renewable (red) sources in Germany on 1st and 2nd June 2024.
+
+This data helps analyze the energy production in a country over a period of time to  identify patterns and compare energy data for  multiple countries. 
+
+.. image:: _static/multiple_2.png
+   :alt: Multiple example 1
+   :width: 800px  
+   :align: center 
+
+The figure above shows the percentage of energy generated from renewable sources in four countries (Germany, France, Italy, and Spain) from June 1 to June 24, 2024.
+
+An interesting observation is that the amount of green energy changes almost every hour. This presents two approaches to reducing carbon emissions:
+
+- **Time Shifting**: Adjusting the timing of computations to align with periods of greater availability of green energy.
+- **Location Shifting**: Moving computational tasks to locations that utilize more green energy.
+
+
+**Calculating carbon emission of a computational task**
+
+Given the time taken by a computational task, the location where it was performed, and the hardware specifications (number of cores/GPUs used and size of memory), the codegreen-core package provides an estimate of the carbon emissions produced by the task
+
+
+.. image:: _static/CE_DE_1.png
+   :alt: CE DE example 1
+   :width: 600px  
+   :align: center 
+
+The figure above shows the carbon emissions produced by a 12-hour computational task performed on 124 cores with 64 GB of memory in Germany
+
+
+**Predicting the optimal time/location to start the computational task**
+
+Given the approximate run time of the task, the hardware specifications, the location, and a specified criteria,  `codegreen-core`  predicts an optimal time based on energy production forecast data. It is designed to be fault-tolerant, and if no optimal time exists, the current time is returned. The user provides a criteria, such as the minimum percentage of renewable energy for the entire duration, which is used to predict the optimal time. 
+
+.. image:: _static/optimal_it_1.png
+   :alt: optimal eg 1
+   :width: 800px  
+   :align: center 
+
+The figure above shows the carbon emissions produced by an 8-hour computational task performed on 124 cores with 64 GB of memory in Italy, along with the potential savings in carbon emissions when the computation is started at suggested times using three different criteria (values of percentage renewable energy).
+
+..
+  // Challenges and future plans 
+  // One of the main challenges is the availability of time series of energy produced using renewable and non renewable sources for different coutnreis. The current energy forecasts are also limited to the next 24 hours which limits the optimal time decitions within the next 24 hours.  In future, we plan to integrate data for Non EU counties as well as train predication models that can generate time series forecasts of for longer periods of time. 
\ No newline at end of file
diff --git a/docs/index.rst b/docs/index.rst
index c760d53..495615b 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -11,11 +11,12 @@ Welcome to codegreen_core's documentation!
    :caption: Contents:
 
    introduction
-   methodology
-   getting_started
-   api
+   features
+   installation
+   setup
+   Tutorial <https://github.com/codegreen-framework/codegreen-core/blob/main/docs/Tutorials.ipynb>
+   api 
    status
+   methodology
    references
-   version_history
-
-
+   version_history
\ No newline at end of file
diff --git a/docs/installation.rst b/docs/installation.rst
new file mode 100644
index 0000000..c7bce0c
--- /dev/null
+++ b/docs/installation.rst
@@ -0,0 +1,15 @@
+Installation 
+==============
+
+You can install the package using pip : 
+
+.. code-block:: python
+
+  pip install codegreen_core
+
+Alternatively, you can clone the Git repository and install the package manually:  
+
+.. code-block:: bash
+
+  git clone https://github.com/codegreen-framework/codegreen-core.git
+  pip install -e  . 
diff --git a/docs/introduction.rst b/docs/introduction.rst
index 34b105e..2ff38d5 100644
--- a/docs/introduction.rst
+++ b/docs/introduction.rst
@@ -11,68 +11,3 @@ The carbon footprint of a computer depends on two main factors : its hardware sp
 
 The `codegreen-core` package is a comprehensive tool that enables users to calculate the carbon emissions of a computational task and provides strategies for minimizing those emissions. 
 
-Features of `codegreen-core`
------------------------------
-
-**Gather energy production data**
-
-Energy is produced from multiple sources, some of these sources are non-renewable, such as fossil fuels and coal, and others are renewable, like wind and solar. The combination of energy produced from different sources (or the energy mix) varies from country to country and season to season. The amount of carbon emissions generated from energy production depends on this energy mix. When more energy is derived from renewable sources, carbon emissions are lower, making the energy more 'green.' (and vice versa). This relationship is measured by carbon intensity, which quantifies the amount of carbon dioxide emitted per unit of energy produced.
-
-The codegreen-core package offers tools to collect time series data of the energy mix for various countries, which can also be used to calculate the carbon intensity of energy.
-
-.. image:: _static/DE_1.png
-   :alt: Germany example 1
-   :width: 600px  
-   :align: center  
-
-The figure above shows the percentage of energy generated from renewable (green) and non renewable (red) sources in Germany on 1st and 2nd June 2024.
-
-This data helps analyze the energy production in a country over a period of time to  identify patterns and compare energy data for  multiple countries. 
-
-.. image:: _static/multiple_2.png
-   :alt: Multiple example 1
-   :width: 800px  
-   :align: center 
-
-The figure above shows the percentage of energy generated from renewable sources in four countries (Germany, France, Italy, and Spain) from June 1 to June 24, 2024.
-
-An interesting observation is that the amount of green energy changes almost every hour. This presents two approaches to reducing carbon emissions:
-
-- **Time Shifting**: Adjusting the timing of computations to align with periods of greater availability of green energy.
-- **Location Shifting**: Moving computational tasks to locations that utilize more green energy.
-
-
-**Calculating carbon emission of a computational task**
-
-Given the time taken by a computational task, the location where it was performed, and the hardware specifications (number of cores/GPUs used and size of memory), the codegreen-core package provides an estimate of the carbon emissions produced by the task
-
-
-.. image:: _static/CE_DE_1.png
-   :alt: CE DE example 1
-   :width: 600px  
-   :align: center 
-
-The figure above shows the carbon emissions produced by a 12-hour computational task performed on 124 cores with 64 GB of memory in Germany
-
-
-**Predicting the optimal time/location to start the computational task**
-
-Given the approximate run time of the task, the hardware specifications, the location, and a specified criteria,  `codegreen-core`  predicts an optimal time based on energy production forecast data. It is designed to be fault-tolerant, and if no optimal time exists, the current time is returned. The user provides a criteria, such as the minimum percentage of renewable energy for the entire duration, which is used to predict the optimal time. 
-
-.. image:: _static/optimal_it_1.png
-   :alt: optimal eg 1
-   :width: 800px  
-   :align: center 
-
-The figure above shows the carbon emissions produced by an 8-hour computational task performed on 124 cores with 64 GB of memory in Italy, along with the potential savings in carbon emissions when the computation is started at suggested times using three different criteria (values of percentage renewable energy).
-
-
-
-..
-  // Challenges and future plans 
-  // One of the main challenges is the availablilty of time series of energy produced using renewable and non renewable sources for different coutnreis. The current energy forecasts are also limited to the next 24 hours which limits the optimal time decitions within the next 24 hours.  In future, we plan to integrate data for Non EU counties as well as train predication models that can generate time series forecasts of for longer periods of time. 
-
-Next step
-----------
-
-See the  Getting started guide for installation and setup.
diff --git a/docs/methodology.rst b/docs/methodology.rst
index cdb7414..9056eb6 100644
--- a/docs/methodology.rst
+++ b/docs/methodology.rst
@@ -1,23 +1,7 @@
 Methodology
 ============
 
-Here we describe how we calcualte stuff
-
-
-
-``tools`` Module
-------------------
-
-This subpackage  provides tools and methods for tasks like calculating the carbon intensity of energy production and calculating the emissions produced due to a computation. 
-
-Each tool is implemented in a separate module and must be imported individually (See below). 
-
-..
-  Methods vary depending on the type of input (e.g, country name vs energy data) and the output (e.g single value vs time series DataFrame). Most tools  depend on the data from the `data` sub package.
-  As a convention, methods that primarily accept DataFrame as an input (along with other parameters) and return  a DataFrame are prefixed with `_df`. 
-
-
-
+This page describes the working of various tools and how they compute values. 
 
 Carbon Intensity of Energy
 ---------------------------
@@ -52,11 +36,10 @@ One challenge with the carbon intensity calculation is that the values can vary
 When energy generation data is not available for a country, the average values of Carbon Intensity is used. The source of this data is Carbon Footprint Ltd [8]
 
 
-
 Carbon emission of a job
 -------------------------
 
-**The Methodology for calculating carbon emissions** (Based on [7])
+The Methodology for calculating carbon emissions is based on [7]
 
 Carbon emission of a job depends on 2 factors : Energy consumed by the hardware to run the computation and the emissions generated to produce this energy. The unit used is CO2e or Carbon dioxide equivalent.
 
@@ -73,4 +56,3 @@ Carbon emission of a job depends on 2 factors : Energy consumed by the hardware
    
 - Emissions related to the production of the energy : represented by the Carbon Intensity of the energy mix during that period. Already implemented above
 - The result is Carbon emission in CO2e
-
diff --git a/docs/references.rst b/docs/references.rst
index 30f7ed8..200d0d7 100644
--- a/docs/references.rst
+++ b/docs/references.rst
@@ -4,8 +4,8 @@ References
 This page lists out all the references to external sources used in the documentation.
 
 
-- [1] J. Malmodin, N. Lövehagen, P. Bergmark, and D. Lundén, ‘ICT sector electricity consumption and greenhouse gas emissions – 2020 outcome’, Telecommunications Policy, vol. 48, no. 3, p. 102701, Apr. 2024, doi: 10.1016/j.telpol.2023.102701.
-- [2] E. Strubell, A. Ganesh, and A. McCallum, ‘Energy and Policy Considerations for Deep Learning in NLP’, Jun. 05, 2019, arXiv: arXiv:1906.02243. Accessed: Oct. 11, 2024. [Online]. Available: http://arxiv.org/abs/1906.02243
+- [1] J. Malmodin, N. Lövehagen, P. Bergmark, and D. Lundén, 'ICT sector electricity consumption and greenhouse gas emissions - 2020 outcome', Telecommunications Policy, vol. 48, no. 3, p. 102701, Apr. 2024, doi: 10.1016/j.telpol.2023.102701.
+- [2] E. Strubell, A. Ganesh, and A. McCallum, 'Energy and Policy Considerations for Deep Learning in NLP', Jun. 05, 2019, arXiv: arXiv:1906.02243. Accessed: Oct. 11, 2024. [Online]. Available: http://arxiv.org/abs/1906.02243
 - [3] Carbon intensity of electricity generation https://ourworldindata.org/grapher/carbon-intensity-electricity (Accessed 11-10-24)
 - [4] N. Scarlat, M. Prussi, and M. Padella, “Quantification of the carbon intensity of electricity produced and used in Europe,” Applied Energy, vol. 305. Elsevier BV, p. 117901, Jan. 2022. doi: 10.1016/j.apenergy.2021.117901.
 - [5] Schlömer S., T. Bruckner, L. Fulton, E. Hertwich, A. McKinnon, D. Perczyk, J. Roy, R. Schaeffer, R. Sims, P. Smith, and R. Wiser, 2014: Annex III: Technology-specific cost and performance parameters. In: Climate Change 2014: Mitigation of Climate Change. Contribution of Working Group III to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change [Edenhofer, O., R. Pichs-Madruga, Y. Sokona, E. Farahani, S. Kadner, K. Seyboth, A. Adler, I. Baum, S. Brunner, P. Eickemeier, B. Kriemann, J. Savolainen, S. Schlömer, C. von Stechow, T. Zwickel and J.C. Minx (eds.)]. Cambridge University Press, Cambridge, United Kingdom and New York, NY, USA. (https://www.ipcc.ch/site/assets/uploads/2018/02/ipcc_wg3_ar5_annex-iii.pdf#page=7) (Accessed 11-10-24)
diff --git a/docs/setup.rst b/docs/setup.rst
new file mode 100644
index 0000000..dd58824
--- /dev/null
+++ b/docs/setup.rst
@@ -0,0 +1,157 @@
+Setting up the package
+=======================
+
+The package requires a configuration file where all settings are defined.  
+Create a new file named `.codegreencore.config` in your root directory or project root. 
+This file will contain all the configurations required to run the package successfully. 
+
+This section describes how to set up the package. 
+
+Configuration options available
+--------------------------------
+
+The table below summarizes all available configs : 
+
+.. list-table:: Available Configuration Options
+   :header-rows: 1
+   :widths: 20 50 10 20
+
+   * - Name
+     - Description
+     - Default 
+     - Possible Values
+   * - `ENTSOE_token`
+     - The token required to fetch data from the ENTSO-E portal. Follow the steps at https://transparency.entsoe.eu to create a free account and obtain an API token.
+     - None
+     - String
+   * - `default_energy_mode`
+     - Defines the source of energy forecasts to be used for making optimal time predictions
+     - public_data
+     - public_data / local_prediction
+   * - `enable_energy_caching`
+     - Enables or disables local caching of energy data
+     - false
+     - true/false
+   * - `energy_redis_path`
+     - Path to Redis instance for caching
+     - None
+     - String (Redis URL, redis://localhost:6379 )
+   * - `enable_offline_energy_generation`
+     - To enable storing and periodic update of historical energy in csv files
+     - false
+     - true/false
+   * - `offline_data_dir_path`
+     - Path to the folder where historical energy data will be stored
+     - None
+     - String 
+   * - `offline_data_start_date`
+     - The start date from which historical energy data must be downloaded and stored
+     - None
+     - String (`YYYY-mm-dd` format) 
+
+
+
+Basic Configuration 
+--------------------
+Below is the template for the basic configuration 
+
+.. code-block:: bash
+
+  [codegreen]
+    ENTSOE_token = token-here
+
+This configuration will allow you to fetch data online and use it.  
+It is recommended to start with the basic setup and explore the available APIs before making advanced customizations.  
+Please refer to the above table for details about the configuration options. 
+
+Using predication models for energy forecasts 
+-----------------------------------------------
+
+By default we use energy data that is available from public sources. While this data is very useful, it may sometimes by inadequate to make better decisions. 
+
+The codegreen_core package includes built in predication models that generate energy forecasts. One advantage of our models is that we have trained different models for each country. They also provide forecasts for more that 24 hours in the future. 
+
+To enable the use  prediction model where the package requires energy forecast data, set the `default_energy_mode` to `local_prediction`
+
+Note : This feature is still under development and models may not be available for all countries. If a model is unavailable, the system will fall back to using publicly available energy data.
+
+Setting up energy data caching
+---------------------------
+
+Some methods in the tools module rely of energy data provided by the data module. 
+By default, every time a method is called, data is fetched from online sources. 
+To avoid repeatedly fetching the same data, the package allows storing recent energy data in a Redis cache.
+
+**To enable this feature**  
+
+- Set `enable_energy_caching` to `true` 
+- Provide the path to Redis cache in `energy_redis_path` configuration
+- Ensure that the Redis cache is running ; otherwise an exception will be thrown.
+
+**How caching works** 
+
+Forecast data is synced in the cache whenever a method request data. The first request may take some time as it triggers the cache sync process.
+
+To sync energy generation data run the following piece of code (either manually or via a CRON Job):
+
+.. code-block:: python
+
+  from codegreen_core.data import sync_offline_data
+  sync_offline_data(cache=True)
+
+Cached data includes : 
+
+- Recent energy forecasts for all available countries (up to 24 hours ahead)
+- Recent energy production data ( last 72 hours up until 5 hours before the last sync time since different countries have different upload schedules) 
+- Recent forecast data generated by the predication models  (up to 72 hours ahead in time, if that option is enabled)
+
+
+Setting offline storage of energy data
+---------------------------------------
+
+If you work with energy generation data for longer periods , you have the option to store it offline for quick access. 
+The package  supports long term storage of generation data only.
+
+**To enable this feature**
+
+- Set `enable_offline_energy_generation` to `true`
+- Provide a folder path in `offline_data_dir_path` where data will be stored. 
+- Specify the start date from which  data should be stored using  `offline_data_start_date`  configuration in `YYYY-MM-DD` format. 
+
+After configuring these settings , manually start the initial sync using following code :
+
+.. code-block:: python
+
+  from codegreen_core.data import sync_offline_data
+  sync_offline_data(file=True)
+
+**How Offline Storage Works**
+
+This  setup  will create initial files for each available country. 
+Each  country will have two files : A CSV file with the data and JSON containing metadata for easier syncing. 
+Syncing may take time depending on the selected start date.
+
+If you want to back fill data from an earlier time, modify `offline_data_start_date` 
+
+
+**Keeping offline storage up-to-date**
+
+Date files needs to be updated with latest data regularly. You can update them manually (by running the above command) or set up a CRON job to call the sync method periodically 
+
+
+
+**Using Preprocessed Data for Faster Setup**
+
+Since initial setup can take a long time, you can also download preprocessed data from our Github repo and use it as a starting point. 
+
+Steps : 
+
+- Download the zip file
+- Extract the folder and place the data in the desired location 
+- Update the config file if required (`offline_data_dir_path` and `offline_data_start_date`)
+- Run the sync code to ensure the files are updated with the latest available data.
+
+Available preprocessed data: 
+
+- Data since Jan 1, 2025 : Link to the zip file   https://github.com/codegreen-framework/energy-data/raw/refs/heads/main/2025.zip
+- Data since Jan 1, 2020 : Under development
diff --git a/docs/getting_started.rst b/docs/use_codegreen.rst
similarity index 100%
rename from docs/getting_started.rst
rename to docs/use_codegreen.rst