{
"cells": [
{
"cell_type": "markdown",
"id": "9b90701c",
"metadata": {},
"source": [
"# Getting Insights About Refrigeration Leaks"
]
},
{
"cell_type": "markdown",
"id": "72cff102",
"metadata": {},
"source": [
"**Table of contents**\n",
"\n",
"- Overview\n",
"- Setup\n",
" - Authorization Token\n",
"- Utility Functions\n",
"- Use Case Implementation\n",
" - Querying for the refrigeration use case\n",
" - Exploratory Data Analysis\n",
"- Related Links"
]
},
{
"cell_type": "markdown",
"id": "a5f30e36",
"metadata": {},
"source": [
"## Overview"
]
},
{
"cell_type": "markdown",
"id": "dd553936",
"metadata": {},
"source": [
"\n",
"The **IBM Envizi - Emissions API, Fugitive Emissions API** is used in this sample application.\n",
"\n",
"The notebook illustrates how to calculate fugitive emissions and perform a downstream analysis of fugitive emissions for organizations that operate large-scale and geographically-diverse refrigeration assets. These types of assets are fairly common in the food processing industry. The API requires the type of refrigerant and its consumption.\n",
"\n",
"**Business value**\n",
"\n",
"By leveraging these calculations, organizations can make data-driven decisions about refrigeration assets and their corresponding environmental impact.\n",
"\n",
"**Use Case**\n",
"\n",
"In this notebook, an example dataset of refrigeration assets will be used to demonstrate how the fugitive emissions API can get useful insights for an organization.\n"
]
},
{
"cell_type": "markdown",
"id": "9e05fe8b",
"metadata": {},
"source": [
"## Setup"
]
},
{
"cell_type": "markdown",
"id": "2f7c8515",
"metadata": {},
"source": [
"Ensure that Python 3+ is installed on your system.\n",
"\n",
"\n",
"Note: To run this notebook, you must first add your credentials to `'../../../auth/secrets.ini'` in the following format:\n",
"\n",
"```\n",
"[EAPI]\n",
"api.api_key = \n",
"api.tenant_id = \n",
"api.org_id = \n",
"\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "fc035034",
"metadata": {},
"outputs": [],
"source": [
"# Install the prerequisite Python packages\n",
"%pip install pandas configparser IPython geopy tqdm openpyxl matplotlib pycountry"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "1bcd131c",
"metadata": {},
"outputs": [],
"source": [
"import configparser\n",
"import pandas as pd\n",
"import numpy as np\n",
"import requests\n",
"import json\n",
"import time\n",
"from tqdm import tqdm\n",
"from geopy.geocoders import Nominatim\n",
"import pycountry"
]
},
{
"cell_type": "markdown",
"id": "ab145063",
"metadata": {},
"source": [
"### Authorization Token"
]
},
{
"cell_type": "markdown",
"id": "11812273",
"metadata": {},
"source": [
"Run the following code snippet to generate a Bearer Token by using your api_key configured in secrets.ini."
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "e72d2773",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Authentication Success\n"
]
}
],
"source": [
"config = configparser.RawConfigParser()\n",
"config.read(['../../../auth/secrets.ini','../../../auth/config.ini'])\n",
"\n",
"EAPI_API_KEY = config.get('EAPI', 'api.api_key')\n",
"EAPI_TENANT_ID = config.get('EAPI', 'api.tenant_id')\n",
"EAPI_CLIENT_ID = 'ghgemissions-' + EAPI_TENANT_ID\n",
"EAPI_ORG_ID = config.get('EAPI', 'api.org_id')\n",
"\n",
"EAPI_AUTH_CLIENT_ID = 'saascore-' + EAPI_TENANT_ID\n",
"EAPI_AUTH_ENDPOINT = config.get('EAPI', 'api.auth_endpoint')\n",
"\n",
"EAPI_BASE_URL = config.get('EAPI', 'api.base_url')\n",
"EAPI_ENDPOINT = f\"{EAPI_BASE_URL}/fugitive\"\n",
"\n",
"auth_request_headers: dict = {}\n",
"auth_request_headers[\"X-IBM-Client-Id\"] = EAPI_AUTH_CLIENT_ID\n",
"auth_request_headers[\"X-API-Key\"] = EAPI_API_KEY\n",
"\n",
"verify = True\n",
"\n",
"auth_url = f\"{EAPI_AUTH_ENDPOINT}/api-key?orgId={EAPI_ORG_ID}\"\n",
" \n",
"response = requests.get(url = auth_url,\n",
" headers = auth_request_headers,\n",
" verify = verify\n",
" )\n",
"if response.status_code == 200:\n",
" jwt_token = response.text\n",
" print(\"Authentication Success\")\n",
"else: \n",
" print(\"Authentication Failed\")\n",
" print(response.text)"
]
},
{
"cell_type": "markdown",
"id": "bf492068",
"metadata": {},
"source": [
"## Utility Functions"
]
},
{
"cell_type": "markdown",
"id": "d1424b8e",
"metadata": {},
"source": [
"\n",
"The following utility functions will be defined to help load, format, and submit data to the Fugitive Emissions API:\n",
"\n",
"- ```read_excel_file```: Reads the input Excel file and performs data formatting\n",
"- ```geo_coder```: Converts geolocation to address\n",
"- ```create_payload```: Converts dict or dataframe-row to json format expected by the API\n",
"- ```get_fugitive_emission_from_api```: Queries the API with a given payload and returns the CO2e"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "837087bb",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
Level 0
\n",
"
Level 1
\n",
"
Level 2
\n",
"
Lat
\n",
"
Long
\n",
"
Cap
\n",
"
GWP
\n",
"
Age
\n",
"
leak%
\n",
"
Start Date (YYYY-MM-DD)
\n",
"
End Date (YYYY-MM-DD)
\n",
"
Asset id
\n",
"
asset_type
\n",
"
Type
\n",
"
Consumption Quantity
\n",
"
Unit
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
name1
\n",
"
FOOD STORAGE
\n",
"
USA
\n",
"
42.93
\n",
"
-93.48
\n",
"
3900
\n",
"
1.273
\n",
"
19
\n",
"
25.25
\n",
"
2024-04-11
\n",
"
2025-04-11
\n",
"
14201
\n",
"
Refrigeration
\n",
"
R-448A
\n",
"
897.6
\n",
"
kg
\n",
"
\n",
"
\n",
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1
\n",
"
name1
\n",
"
FOOD STORAGE
\n",
"
USA
\n",
"
33.87
\n",
"
-95.23
\n",
"
3600
\n",
"
0.573
\n",
"
5
\n",
"
14.18
\n",
"
2024-04-12
\n",
"
2025-04-12
\n",
"
14202
\n",
"
Refrigeration
\n",
"
R-513A
\n",
"
502.2
\n",
"
kg
\n",
"
\n",
"
\n",
"
2
\n",
"
name1
\n",
"
FOOD STORAGE
\n",
"
USA
\n",
"
48.34
\n",
"
-95.43
\n",
"
3800
\n",
"
2.235
\n",
"
15
\n",
"
22.81
\n",
"
2024-04-13
\n",
"
2025-04-13
\n",
"
14203
\n",
"
Refrigeration
\n",
"
R-507A
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825.1
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kg
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\n",
" \n",
"
\n",
"
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],
"text/plain": [
" Level 0 Level 1 Level 2 Lat Long Cap GWP Age leak% \\\n",
"0 name1 FOOD STORAGE USA 42.93 -93.48 3900 1.273 19 25.25 \n",
"1 name1 FOOD STORAGE USA 33.87 -95.23 3600 0.573 5 14.18 \n",
"2 name1 FOOD STORAGE USA 48.34 -95.43 3800 2.235 15 22.81 \n",
"\n",
" Start Date (YYYY-MM-DD) End Date (YYYY-MM-DD) Asset id asset_type \\\n",
"0 2024-04-11 2025-04-11 14201 Refrigeration \n",
"1 2024-04-12 2025-04-12 14202 Refrigeration \n",
"2 2024-04-13 2025-04-13 14203 Refrigeration \n",
"\n",
" Type Consumption Quantity Unit \n",
"0 R-448A 897.6 kg \n",
"1 R-513A 502.2 kg \n",
"2 R-507A 825.1 kg "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def read_excel_file(excel_path, sheet_name):\n",
" \"\"\"\n",
" Reads the input excel file and performs data formatting\n",
" args:\n",
" excel_path: Path to the input spreadsheet file or a file like object\n",
" sheet_name: Sheet name to be read if there are multiple sheets\n",
" \"\"\"\n",
"\n",
" ## Read the excel file\n",
" if sheet_name:\n",
" data_orig_df = pd.read_excel(excel_path, sheet_name, header=[0,1],engine='openpyxl') \n",
" else:\n",
" data_orig_df = pd.read_excel(excel_path, header=[0,1],engine='openpyxl')\n",
" \n",
"\n",
" data_df = pd.DataFrame()\n",
"\n",
" ## process columns which require flatenning\n",
" column_dict = {}\n",
" column_dict['organisation' ] = data_orig_df['Organisation' ].columns\n",
" column_dict['geo_coordinates' ] = data_orig_df['Geo-coordinates' ].columns\n",
" column_dict['static_parameters' ] = data_orig_df['Static parameters' ].columns\n",
" column_dict['operational_parameters'] = data_orig_df['Operational parameters'].columns\n",
" column_dict['timestamp' ] = data_orig_df['Timestamp' ].columns\n",
"\n",
" data_df[column_dict['organisation' ]] = data_orig_df['Organisation' ][column_dict['organisation' ]]\n",
" data_df[column_dict['geo_coordinates' ]] = data_orig_df['Geo-coordinates' ][column_dict['geo_coordinates' ]]\n",
" data_df[column_dict['static_parameters' ]] = data_orig_df['Static parameters' ][column_dict['static_parameters' ]]\n",
" data_df[column_dict['operational_parameters']] = data_orig_df['Operational parameters'][column_dict['operational_parameters']]\n",
" data_df[column_dict['timestamp' ]] = data_orig_df['Timestamp' ][column_dict['timestamp' ]]\n",
"\n",
" ## Process/copy remaining columns that do not require flattening\n",
" data_df['Asset id' ] = data_orig_df['Asset id' ] ## Keeping the asset id column name same\n",
" data_df['asset_type' ] = data_orig_df['Asset type' ]\n",
" data_df['Type' ] = data_orig_df['Commodity type' ]\n",
"# data_df['commodity_usage' ] = data_orig_df['Commodity Usage' ]\n",
" data_df['Consumption Quantity'] = data_orig_df['Consumption Quantity']\n",
" data_df['Unit' ] = data_orig_df['Consumption unit' ]\n",
"\n",
" data_df['Asset id'] = data_df['Asset id'].apply(str)\n",
" if 'Emission' in data_orig_df.columns:\n",
" data_df[['emission']] = data_orig_df[['Emission']].values\n",
" \n",
" return data_df\n",
"\n",
"#reading refrigeration data(location,type etc)\n",
"read_excel_file('./refrigeration_leaks_insights.xlsx', 'Sheet1').head(3)\n",
"\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "1beb2a51",
"metadata": {},
"outputs": [],
"source": [
"def geo_coder(lat, long):\n",
" \"\"\"\n",
" Converts geolocation to address\n",
" args: \n",
" lat: lattitue of the location\n",
" long: longitute og the location\n",
" \n",
" returns:\n",
" country, state, city, zipcode\n",
" \"\"\"\n",
" geolocator = Nominatim(user_agent=\"geolocation_identifier_function\")\n",
" location = geolocator.reverse(str(lat)+\",\"+str(long),language='en')\n",
" try:\n",
" address = location.raw[\"address\"]\n",
" except:\n",
" address={}\n",
" print((lat, long))\n",
" \n",
" country = address['country' ] if 'country' in address else None\n",
" country = pycountry.countries.get(name=country).alpha_3\n",
" state = address['state' ] if 'state' in address else None\n",
" city = address['city' ] if 'city' in address else None\n",
" \n",
" if 'postcode' not in address: zipcode = None\n",
" else:\n",
" zipcode = address[\"postcode\"].split(':')[0] # use only first part of zipcode\n",
" if ' ' in zipcode: zipcode = zipcode.split(' ')[-1] # ignore the state code and use the last part of zipcode\n",
" if '-' in zipcode: zipcode = zipcode.split('-')[0] # use only first part of zipcode\n",
" \n",
" return (country, state, city, zipcode)\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "38140fc4",
"metadata": {},
"outputs": [],
"source": [
"def create_payload(data):\n",
" \"\"\"\n",
" Converts dict or a row of dataframe to json format accepted by the API\n",
" args:\n",
" data: python dict or dataframe row\n",
" returns:\n",
" payload: json format accepted by the API\n",
" \"\"\"\n",
" \n",
" ## Convert lat-long to address for payload[\"location\"]\n",
" country, state, city, zipcode = geo_coder(data[\"Lat\"], data[\"Long\"])\n",
" \n",
" ## create the JSON\n",
" payload = {}\n",
" \n",
" payload[\"activity\" ] = {\"type\": data[\"Type\"],\n",
" \"value\": data[\"Cap\"] - data[\"Consumption Quantity\"],\n",
" \"unit\": data[\"Unit\"]\n",
" }\n",
" payload[\"location\" ] = {\"country\": country, \"stateProvince\": state}\n",
" payload[\"time\" ] = {\"date\": str(data[\"Start Date (YYYY-MM-DD)\"].date())}\n",
" \n",
" return payload\n",
"\n",
"#display(create_payload(read_excel_file('./refrigeration_leaks_insights.xlsx', 'Sheet1').head(100).iloc[99]))\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "8ecabfd0",
"metadata": {},
"outputs": [],
"source": [
"def get_fugitive_emission_from_api(payload):\n",
" \"\"\"\n",
" Queries the fugitive emission APIs and returns the CO2e emissions\n",
" args:\n",
" payload: Payload for which CO2 is required\n",
" returns:\n",
" CO2 emissions for the payload\n",
" \"\"\"\n",
"\n",
" # Create the query headers\n",
" request_headers: dict = {}\n",
" \n",
" request_headers[\"Content-Type\"] = \"application/json\"\n",
" request_headers[\"x-ibm-client-id\"] = EAPI_CLIENT_ID\n",
" request_headers[\"Authorization\"] = \"Bearer \" + jwt_token\n",
"\n",
" try:\n",
" response = requests.post(EAPI_ENDPOINT, \n",
" headers = request_headers, \n",
" data = json.dumps(payload))\n",
" emissions = json.loads(response.text)\n",
" return emissions['totalCO2e']\n",
" except:\n",
" print('API call failed with ', response.status_code)\n",
" return np.nan ## Return NaN if call fails\n"
]
},
{
"cell_type": "markdown",
"id": "327dbdc9",
"metadata": {},
"source": [
"To see the expected values of the individual fields of the request payload, please see [Emissions API Developer Guide](https://developer.ibm.com/apis/catalog/ghgemissions--ibm-envizi-emissions-api/Introduction)."
]
},
{
"cell_type": "markdown",
"id": "25d55c34",
"metadata": {},
"source": [
"## Use Case Implementation"
]
},
{
"cell_type": "markdown",
"id": "267dce27",
"metadata": {},
"source": [
"### Querying for the refrigeration use case"
]
},
{
"cell_type": "markdown",
"id": "122a7d08",
"metadata": {},
"source": [
"\n",
"In this section, the fugitive emissions are calculated using the **Fugitive Emissions API** for all the data, that is, rows in the spreadsheet. The following actions are performed: \n",
"- The spreadsheet is read and processed by using ```read_excel_file```,\n",
"- The lat-long information is converted to addresses by using ```geo_coder```\n",
"- A payload is prepared by using ```create_payload```\n",
"- The fugitive emission is requested from the API by using ```get_fugitive_emission_from_api```"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "32b882df",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 73/73 [01:18<00:00, 1.08s/it]\n"
]
},
{
"data": {
"text/html": [
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
Level 0
\n",
"
Level 1
\n",
"
Level 2
\n",
"
Lat
\n",
"
Long
\n",
"
Cap
\n",
"
GWP
\n",
"
Age
\n",
"
leak%
\n",
"
Start Date (YYYY-MM-DD)
\n",
"
End Date (YYYY-MM-DD)
\n",
"
Asset id
\n",
"
asset_type
\n",
"
Type
\n",
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Consumption Quantity
\n",
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Unit
\n",
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CO2e
\n",
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\n",
" \n",
" \n",
"
\n",
"
0
\n",
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name1
\n",
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FOOD STORAGE
\n",
"
USA
\n",
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42.93
\n",
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-93.48
\n",
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3900
\n",
"
1.27
\n",
"
19
\n",
"
25.25
\n",
"
2024-04-11 00:00:00
\n",
"
2025-04-11 00:00:00
\n",
"
14201
\n",
"
Refrigeration
\n",
"
R-448A
\n",
"
897.60
\n",
"
kg
\n",
"
4486654.75
\n",
"
\n",
"
\n",
"
1
\n",
"
name1
\n",
"
FOOD STORAGE
\n",
"
USA
\n",
"
33.87
\n",
"
-95.23
\n",
"
3600
\n",
"
0.57
\n",
"
5
\n",
"
14.18
\n",
"
2024-04-12 00:00:00
\n",
"
2025-04-12 00:00:00
\n",
"
14202
\n",
"
Refrigeration
\n",
"
R-513A
\n",
"
502.20
\n",
"
kg
\n",
"
2086308.08
\n",
"
\n",
"
\n",
"
2
\n",
"
name1
\n",
"
FOOD STORAGE
\n",
"
USA
\n",
"
48.34
\n",
"
-95.43
\n",
"
3800
\n",
"
2.23
\n",
"
15
\n",
"
22.81
\n",
"
2024-04-13 00:00:00
\n",
"
2025-04-13 00:00:00
\n",
"
14203
\n",
"
Refrigeration
\n",
"
R-507A
\n",
"
825.10
\n",
"
kg
\n",
"
7838861.50
\n",
"
\n",
" \n",
"
\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = read_excel_file('./refrigeration_leaks_insights.xlsx', 'Sheet1')\n",
"\n",
"CO2e = []\n",
"\n",
"for i in tqdm(range(len(data))):\n",
" payload = create_payload(data.iloc[i])\n",
" CO2e.append(get_fugitive_emission_from_api(payload))\n",
" \n",
"data['CO2e'] = CO2e\n",
"\n",
"display(data.head(3).style.set_properties(subset=['CO2e'], **{'background-color': 'lightgreen'}).format(precision=2))"
]
},
{
"cell_type": "markdown",
"id": "eb677e36",
"metadata": {},
"source": [
"### Exploratory Data Analysis"
]
},
{
"cell_type": "markdown",
"id": "d94ab48d",
"metadata": {},
"source": [
"In this section, we demonstrate how you can use CO2 emissions data to generate valuable insights. We begin by examining scatter plots of CO2 emissions for various relevant parameters. This analysis helps to identify potential relationships between emissions and these parameters."
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "2322ed4a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"## Emissions vs Age\n",
"data.plot(\"Age\", \"CO2e\", kind=\"scatter\", figsize=(12,3), title=\"Emissions vs Age\", ax=plt.subplot(131), color='tab:blue')\n",
"\n",
"## Emissions vs Leak %\n",
"data.plot(\"leak%\", \"CO2e\", kind=\"scatter\", figsize=(12,3), title=\"Emissions vs Leak %\", ax=plt.subplot(132), color='tab:orange')\n",
"\n",
"## Emissions vs Consumption Quantity\n",
"data.plot(\"Consumption Quantity\", \"CO2e\", kind=\"scatter\", figsize=(12,3), title=\"Emissions vs Consumption\", ax=plt.subplot(133), color='#28b463')\n"
]
},
{
"cell_type": "markdown",
"id": "8969579e",
"metadata": {},
"source": [
"From these scatter plots plots, we can observe a few insights:\n",
" - A strong correlation between emission and consumption.\n",
" - A weak or no correlation of emission with Age and Leak%.\n",
" - Emission vs consumption appears to be made up of different lines.\n",
" \n",
" \n",
"Another way to look at the data is to use ```seaborn-pairplot```. This plot type is widely used in data analysis and provides useful insights across different features by providing a convenient way to look at both correlation and distribution of the available data. We can also apply the best fit line to the scatter plots.\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "d59e4a1d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"\n",
"sns.pairplot(data[[\"Age\", \"leak%\", \"Consumption Quantity\", \"CO2e\"]], \n",
" kind='reg', \n",
" height=1.5, \n",
" plot_kws={'line_kws':{'color':'tab:orange'}, 'marker':'.', 'color':'#3498db'},\n",
" diag_kws={'color':'#28b463', 'edgecolor':'#28b463', 'alpha':0.7})"
]
},
{
"cell_type": "markdown",
"id": "36112c56",
"metadata": {},
"source": [
"The sns-pairplot with the best fit line provides a lot more insights:\n",
"- The positive slope of best fit line shows correlation between leak% and emissions. This insight was not clear from the plain scatter plot.\n",
"- A small correlation between age and emissions can also be observed.\n",
"- A high correlation between leak% and consumption is seen. Intuitively, a higher leak value should result in higher consumption.\n",
"- We can also observe a positive slope in leak% vs age plot which suggests that older assets might have higher leakage.\n",
"- The histogram in the diagonal plane of the diagram provides the distribution of different features, for example, most of the assets are approximately 10 years old.\n",
"\n",
"These insights are quite useful when you select features for a model.\n",
"\n",
"In analyzing the data this far, it might be that the type of refrigerant used has an impact on the quantity of emission. Let's segregate the data by the refrigerant, which is commodity_type, to test this assumption:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "7a8921c2",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## segregate the data by the refrigerant(commodity_type)\n",
"\n",
"sns.pairplot(data[[\"Age\", \"leak%\", \"Consumption Quantity\", \"Type\", \"CO2e\"]], \n",
" kind='reg', \n",
" height=2, \n",
" diag_kind=\"hist\", \n",
" hue=\"Type\")\n"
]
},
{
"cell_type": "markdown",
"id": "dc13d27c",
"metadata": {},
"source": [
"These plots indicate that the assumption is correct. The type of refrigerant has an impact on the quantity of emission.\n",
"\n",
"- The refrigerant R-404A, which is indicated in purple, has the highest slope compared to the other types which means the highest emission per unit of refrigerant used.\n",
"- Phasing out R-404A units and replacing them with R-513A units, which are indicated in orange, or HFC-132A units, which are indicated in red, can reduce the overall CO2 Emissions of the organization."
]
},
{
"cell_type": "markdown",
"id": "44bc4857",
"metadata": {},
"source": [
"## Related Links\n"
]
},
{
"cell_type": "markdown",
"id": "27d73d8a",
"metadata": {},
"source": [
"[Emissions API Developer Guide](https://developer.ibm.com/apis/catalog/ghgemissions--ibm-envizi-emissions-api/Introduction)"
]
}
],
"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": "3.11.0"
}
},
"nbformat": 4,
"nbformat_minor": 5
}