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Data Exploration Story.ipynb
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{ | |
"nbformat": 4, | |
"nbformat_minor": 0, | |
"metadata": { | |
"colab": { | |
"provenance": [], | |
"authorship_tag": "ABX9TyOUFk8JtgaBngTJjkGkiAV/", | |
"include_colab_link": true | |
}, | |
"kernelspec": { | |
"name": "python3", | |
"display_name": "Python 3" | |
}, | |
"language_info": { | |
"name": "python" | |
} | |
}, | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "view-in-github", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"<a href=\"https://colab.research.google.com/gist/KaroAntonio/c9a3d64f998af0f372723a4ab4cdae89/data-exploration-story.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"# Ecological Footprint (EF) Data Exploration\n", | |
"\n", | |
"We're going to explore the dataset curated by the [Ecological Footpring Foundation](https://www.footprintnetwork.org/). This dataset measures the equivalent ecological hectare consumption and production by country. We want to explore what the dataset looks like, its correlations and relationships and determine what kinds of questions we could pursue with it. In general, we're interested in problems that might be of use to government orgs trying to decide where to direct ecological support initiatives from an economic standpoint.\n", | |
"\n", | |
"We follow these steps in exploration the dataset and attempting to form a hypothesis.\n", | |
"1. Load the dataset from [the API](https://data.footprintnetwork.org/?_ga=2.72383578.875083587.1711304119-1382432119.1711304119&_gac=1.128518654.1711304135.CjwKCAjwnv-vBhBdEiwABCYQA9_x0Q52xm5ikDIg1xDlrAOePKaCr1RV95lGilbmUqZxXGIRudT_ZxoCHR4QAvD_BwE#/api)\n", | |
"2. Explore the scope and coverage of the dataset\n", | |
"3. Determine the variables of top interest\n", | |
"\n", | |
"Proposed Hypothesis:\n", | |
"* How strongly is EF correlated to GDP?\n", | |
"* How well can we forecast the EF 5 years into the future as a function of all other vars?\n", | |
"* How well can we forecast GDP/HDI 5 years into the future as a function of all other vars?\n", | |
"\n", | |
"In this analysis we are using several macro metrics defined as follows: \n", | |
"(from the EF Network [Glossary](https://www.footprintnetwork.org/resources/glossary/) and [Recort Types Reference](https://data.footprintnetwork.org/?_ga=2.130421958.875083587.1711304119-1382432119.1711304119&_gac=1.49933908.1711304135.CjwKCAjwnv-vBhBdEiwABCYQA9_x0Q52xm5ikDIg1xDlrAOePKaCr1RV95lGilbmUqZxXGIRudT_ZxoCHR4QAvD_BwE#/abouttheData))\n", | |
"* BiocapPerCap: Biocapacity in global hectares (gha) divided by population\n", | |
"* EFConsPerCap: Ecological Footprint of consumption in global hectares (gha) divided by population\n", | |
"* Global Hectares(GHA): Productivity weighted biologically productive hectares\n", | |
"\n" | |
], | |
"metadata": { | |
"id": "I_USqW6p1sih" | |
} | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"### Get EF Data via API and organize it into a nicely shaped DF" | |
], | |
"metadata": { | |
"id": "QrNoxaxl7xmJ" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"import requests\n", | |
"from google.colab import userdata\n", | |
"from tqdm import tqdm\n", | |
"import matplotlib.pyplot as plt\n", | |
"import seaborn as sns\n", | |
"import pandas as pd\n", | |
"import numpy as np\n", | |
"from sklearn.preprocessing import MinMaxScaler" | |
], | |
"metadata": { | |
"id": "3Ol3LcKP19BX" | |
}, | |
"execution_count": 60, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"id": "UNtKcb6mwkUu" | |
}, | |
"outputs": [], | |
"source": [ | |
"USER_NAME = 'username' # likely irrelevant\n", | |
"\n", | |
"YEAR_DATA_URL = \"https://api.footprintnetwork.org/v1/years\"\n", | |
"\n", | |
"# Define the API endpoint\n", | |
"# needs a {year} appended to the end of the api endpoint path\n", | |
"def get_all_data_for_year_url(year):\n", | |
" return f\"https://api.footprintnetwork.org/v1/data/all/{year}\"\n", | |
"\n", | |
"def get_request_data(url):\n", | |
" # get data from an EF API url if no err\n", | |
" # Access the API key from Colab secrets\n", | |
" api_key = userdata.get('EF_API_KEY')\n", | |
"\n", | |
" # Request Headers\n", | |
" headers = {\"HTTP_ACCEPT\":\"application/json\"}\n", | |
"\n", | |
" response = requests.get(url, auth=(USER_NAME, api_key), headers=headers)\n", | |
"\n", | |
" # Check if the request was successful (status code 200)\n", | |
" if response.status_code == 200:\n", | |
" # Extract and print the response data\n", | |
" data = response.json()\n", | |
" return data\n", | |
" else:\n", | |
" # Print an error message if the request failed\n", | |
" print(\"Error:\", response.status_code)\n", | |
" return None" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# How many years do we have data for?\n", | |
"years_data = get_request_data(YEAR_DATA_URL)\n", | |
"print(f'Number of years: {len(years_data)}')\n", | |
"print(f\"End year: {years_data[0]['year']}\")\n", | |
"print(f\"Start year: {years_data[-1]['year']}\")" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "3N8f4UcT3EGk", | |
"outputId": "d43ae960-1e83-4541-e6c0-adf756fbb38a" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"Number of years: 62\n", | |
"End year: 2022\n", | |
"Start year: 1961\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# Get Country EF Data for all years\n", | |
"\n", | |
"all_data = {}\n", | |
"for year_i in tqdm(range(len(years_data))):\n", | |
" year = years_data[year_i]['year']\n", | |
" year_countries_data = get_request_data(get_all_data_for_year_url(year))\n", | |
" all_data[year] = year_countries_data" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "g5c3vtxn6Xkb", | |
"outputId": "798b843b-9218-4083-8212-793226ed75ad" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stderr", | |
"text": [ | |
"100%|██████████| 62/62 [03:32<00:00, 3.43s/it]\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# It looks like each row has country, year and value data so there should be no duplicates\n", | |
"all_data[2022][0]" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "ILGXLbnR83g-", | |
"outputId": "a07633b6-3dd2-4bca-a869-b5caf2211cab" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"{'value': 4743886.65337207,\n", | |
" 'year': 2022,\n", | |
" 'score': '3A',\n", | |
" 'shortName': 'Armenia',\n", | |
" 'record': 'EFProdTotGHA',\n", | |
" 'cropLand': 1102204.27158628,\n", | |
" 'grazingLand': 565515.557315312,\n", | |
" 'forestLand': 582553.993326381,\n", | |
" 'fishingGround': 3069.26450614146,\n", | |
" 'builtupLand': 145090.27814395,\n", | |
" 'carbon': 2345453.288494,\n", | |
" 'countryCode': 1,\n", | |
" 'countryName': 'Armenia',\n", | |
" 'isoa2': 'AM'}" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 5 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# Can we simply put all rows in a df?\n", | |
"all_rows = []\n", | |
"for year, year_countries_data in all_data.items():\n", | |
" all_rows.extend(year_countries_data)\n", | |
"\n", | |
"all_data_df = pd.DataFrame(all_rows)\n", | |
"all_data_df.info()" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "V4c8eeM58QkY", | |
"outputId": "b3b69b05-78bd-4a06-8833-640cf25eb703" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"<class 'pandas.core.frame.DataFrame'>\n", | |
"RangeIndex: 213632 entries, 0 to 213631\n", | |
"Data columns (total 14 columns):\n", | |
" # Column Non-Null Count Dtype \n", | |
"--- ------ -------------- ----- \n", | |
" 0 value 203879 non-null float64\n", | |
" 1 year 213632 non-null int64 \n", | |
" 2 score 180024 non-null object \n", | |
" 3 shortName 213632 non-null object \n", | |
" 4 record 213632 non-null object \n", | |
" 5 cropLand 170808 non-null float64\n", | |
" 6 grazingLand 180024 non-null float64\n", | |
" 7 forestLand 180024 non-null float64\n", | |
" 8 fishingGround 179874 non-null float64\n", | |
" 9 builtupLand 178687 non-null float64\n", | |
" 10 carbon 180024 non-null float64\n", | |
" 11 countryCode 213632 non-null int64 \n", | |
" 12 countryName 213632 non-null object \n", | |
" 13 isoa2 192022 non-null object \n", | |
"dtypes: float64(7), int64(2), object(5)\n", | |
"memory usage: 22.8+ MB\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# Count duplicates in the DataFrame\n", | |
"duplicate_count = all_data_df.duplicated().sum()\n", | |
"print(\"Number of duplicate rows:\", duplicate_count)" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "7TWoAonR8vLF", | |
"outputId": "d3f16c2e-8330-4fd0-c8f5-67d4ae42f3bf" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"Number of duplicate rows: 0\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# It looks like\n", | |
"all_data_df.groupby('countryName')['countryName'].count().describe()" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "AryaBWaD9C68", | |
"outputId": "9b2b1d32-c2d6-4407-a07b-6cc5e1b4cb02" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"count 259.000000\n", | |
"mean 824.833977\n", | |
"std 226.346255\n", | |
"min 32.000000\n", | |
"25% 773.000000\n", | |
"50% 944.000000\n", | |
"75% 986.000000\n", | |
"max 986.000000\n", | |
"Name: countryName, dtype: float64" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 8 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# Q: What does the 'value' col represent?\n", | |
"# is it the sum of all the other EF hectare cols?\n", | |
"# A: Yes: It appears to be the sum\n", | |
"test_row = all_data_df.iloc[0]\n", | |
"ef_hectare_cols = ['cropLand','grazingLand','forestLand','fishingGround','builtupLand','carbon']\n", | |
"value = test_row['value']\n", | |
"summed_ef_hectare_cols = all_data_df.iloc[0][ef_hectare_cols].sum()\n", | |
"print(f'EF value: {value}')\n", | |
"print(f'Summed EF hectare cols: {summed_ef_hectare_cols}')\n", | |
"\n", | |
"test_row = all_data_df.iloc[1]\n", | |
"ef_hectare_cols = ['cropLand','grazingLand','forestLand','fishingGround','builtupLand','carbon']\n", | |
"value = test_row['value']\n", | |
"summed_ef_hectare_cols = all_data_df.iloc[1][ef_hectare_cols].sum()\n", | |
"print(f'value: {value}')\n", | |
"print(f'Summed EF hectare cols: {summed_ef_hectare_cols}')" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "rbOQb1Kc9pO8", | |
"outputId": "f43fefcc-b491-4679-963f-3c7bc4c65bf5" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"EF value: 4743886.65337207\n", | |
"Summed EF hectare cols: 4743886.653372064\n", | |
"value: 1.70614561687657\n", | |
"Summed EF hectare cols: 1.7061456168765714\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# It looks like the 'value' is paired with 'record' as a key\n", | |
"# Q: How many record types do we have?\n", | |
"# A: 17\n", | |
"# Note: It looks like many of the vars are direct functions of EFProdTotGHA and EFConsTotGHA\n", | |
"# This would suggest that many of these vars are collinear.\n", | |
"all_data_df['record'].value_counts()" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "Us6m2TDv-kio", | |
"outputId": "df5428f1-7f20-4553-de5b-99f2450ec846" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"EFProdTotGHA 13848\n", | |
"EFConsPerCap 13848\n", | |
"Earths 13848\n", | |
"AreaPerCap 13848\n", | |
"AreaTotHA 13848\n", | |
"BiocapPerCap 13848\n", | |
"EFProdPerCap 13848\n", | |
"BiocapTotGHA 13848\n", | |
"EFConsTotGHA 13848\n", | |
"EFExportsPerCap 13848\n", | |
"EFExportsTotGHA 13848\n", | |
"EFImportsPerCap 13848\n", | |
"EFImportsTotGHA 13848\n", | |
"Population 12391\n", | |
"GDP-USD 7332\n", | |
"GDP-PPP 7163\n", | |
"HDI 6722\n", | |
"Name: record, dtype: int64" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 10 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# For each 'record' type we have 6 sub-components\n", | |
"# We have 17 'record' types, with 7 values (1 primary + 6 sub)\n", | |
"# this gives us 102 feature-like cols\n", | |
"# for simplicity, let's explore only the 'primary' record component for now" | |
], | |
"metadata": { | |
"id": "zbRD60RX_z5G" | |
}, | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# Let's set up a df with each primary record as a col\n", | |
"# Note: what is 'score' col?\n", | |
"label_cols = ['year','shortName','countryCode','countryName','isoa2']\n", | |
"reshaped_df = all_data_df.pivot_table(index=label_cols, columns='record', values='value').reset_index()\n", | |
"reshaped_df" | |
], | |
"metadata": { | |
"id": "YJrwDYuOEUKX", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 496 | |
}, | |
"outputId": "8f32400e-fd41-42ae-f6ee-b0182aa9cea8" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"record year shortName countryCode countryName isoa2 \\\n", | |
"0 1961 Afghanistan 2 Afghanistan AF \n", | |
"1 1961 Albania 3 Albania AL \n", | |
"2 1961 Algeria 4 Algeria DZ \n", | |
"3 1961 American Samoa 5 American Samoa AS \n", | |
"4 1961 Andorra 6 Andorra AD \n", | |
"... ... ... ... ... ... \n", | |
"12260 2022 Serbia 272 Serbia RS \n", | |
"12261 2022 Curaçao 279 Curaçao CW \n", | |
"12262 2022 St. Martin 281 Saint-Martin (French Part) MF \n", | |
"12263 2022 South Sudan 277 South Sudan SS \n", | |
"12264 2022 Sudan 276 Sudan SD \n", | |
"\n", | |
"record AreaPerCap AreaTotHA BiocapPerCap BiocapTotGHA EFConsPerCap \\\n", | |
"0 4.486106 3.943350e+07 1.653850 1.453757e+07 1.541933 \n", | |
"1 1.669784 2.953981e+06 1.202119 2.126645e+06 1.659196 \n", | |
"2 4.127992 4.787893e+07 1.476245 1.712238e+07 0.753608 \n", | |
"3 1.776399 3.664000e+04 NaN NaN NaN \n", | |
"4 4.111629 4.200440e+04 NaN NaN NaN \n", | |
"... ... ... ... ... ... \n", | |
"12260 0.909262 6.566120e+06 2.054992 1.483986e+07 3.830579 \n", | |
"12261 0.000366 7.000000e+01 NaN NaN NaN \n", | |
"12262 0.039005 1.240000e+03 NaN NaN NaN \n", | |
"12263 3.309002 3.611180e+07 1.782236 1.944990e+07 1.669044 \n", | |
"12264 1.930976 9.051295e+07 1.131661 5.304573e+07 1.141856 \n", | |
"\n", | |
"record ... EFExportsTotGHA EFImportsPerCap EFImportsTotGHA EFProdPerCap \\\n", | |
"0 ... 6.741815e+05 0.025379 2.230851e+05 1.593251 \n", | |
"1 ... 6.351327e+04 0.244443 4.324384e+05 1.450655 \n", | |
"2 ... 2.025257e+06 0.265653 3.081202e+06 0.662568 \n", | |
"3 ... NaN 0.000000 0.000000e+00 0.077915 \n", | |
"4 ... NaN 3.557293 3.634130e+04 2.765449 \n", | |
"... ... ... ... ... ... \n", | |
"12260 ... 1.085634e+07 1.128237 8.147416e+06 4.205705 \n", | |
"12261 ... NaN 0.142112 2.716656e+04 NaN \n", | |
"12262 ... NaN 0.200868 6.385810e+03 NaN \n", | |
"12263 ... 6.579355e+04 0.039940 4.358713e+05 1.635133 \n", | |
"12264 ... 6.904354e+06 0.102940 4.825249e+06 1.186211 \n", | |
"\n", | |
"record EFProdTotGHA Earths GDP-PPP GDP-USD HDI Population \n", | |
"0 1.400490e+07 0.485334 NaN NaN NaN 8790140.0 \n", | |
"1 2.566325e+06 0.522243 NaN NaN NaN 1769080.0 \n", | |
"2 7.684856e+06 0.237203 NaN NaN NaN 11598600.0 \n", | |
"3 1.607075e+03 NaN NaN NaN NaN 20626.0 \n", | |
"4 2.825182e+04 NaN NaN NaN NaN 10216.0 \n", | |
"... ... ... ... ... ... ... \n", | |
"12260 3.037095e+07 2.536445 2835.154541 9006.186523 NaN 7221370.0 \n", | |
"12261 NaN NaN NaN NaN NaN 191163.0 \n", | |
"12262 NaN NaN NaN NaN NaN 31791.0 \n", | |
"12263 1.784453e+07 1.105170 72.796524 525.052246 NaN 10913200.0 \n", | |
"12264 5.560268e+07 0.756088 81.157013 671.158081 NaN 46874200.0 \n", | |
"\n", | |
"[12265 rows x 22 columns]" | |
], | |
"text/html": [ | |
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" <div id=\"df-747efcc8-9d2f-4352-b2d7-71a016df9afb\" class=\"colab-df-container\">\n", | |
" <div>\n", | |
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"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th>record</th>\n", | |
" <th>year</th>\n", | |
" <th>shortName</th>\n", | |
" <th>countryCode</th>\n", | |
" <th>countryName</th>\n", | |
" <th>isoa2</th>\n", | |
" <th>AreaPerCap</th>\n", | |
" <th>AreaTotHA</th>\n", | |
" <th>BiocapPerCap</th>\n", | |
" <th>BiocapTotGHA</th>\n", | |
" <th>EFConsPerCap</th>\n", | |
" <th>...</th>\n", | |
" <th>EFExportsTotGHA</th>\n", | |
" <th>EFImportsPerCap</th>\n", | |
" <th>EFImportsTotGHA</th>\n", | |
" <th>EFProdPerCap</th>\n", | |
" <th>EFProdTotGHA</th>\n", | |
" <th>Earths</th>\n", | |
" <th>GDP-PPP</th>\n", | |
" <th>GDP-USD</th>\n", | |
" <th>HDI</th>\n", | |
" <th>Population</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>1961</td>\n", | |
" <td>Afghanistan</td>\n", | |
" <td>2</td>\n", | |
" <td>Afghanistan</td>\n", | |
" <td>AF</td>\n", | |
" <td>4.486106</td>\n", | |
" <td>3.943350e+07</td>\n", | |
" <td>1.653850</td>\n", | |
" <td>1.453757e+07</td>\n", | |
" <td>1.541933</td>\n", | |
" <td>...</td>\n", | |
" <td>6.741815e+05</td>\n", | |
" <td>0.025379</td>\n", | |
" <td>2.230851e+05</td>\n", | |
" <td>1.593251</td>\n", | |
" <td>1.400490e+07</td>\n", | |
" <td>0.485334</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>8790140.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>1961</td>\n", | |
" <td>Albania</td>\n", | |
" <td>3</td>\n", | |
" <td>Albania</td>\n", | |
" <td>AL</td>\n", | |
" <td>1.669784</td>\n", | |
" <td>2.953981e+06</td>\n", | |
" <td>1.202119</td>\n", | |
" <td>2.126645e+06</td>\n", | |
" <td>1.659196</td>\n", | |
" <td>...</td>\n", | |
" <td>6.351327e+04</td>\n", | |
" <td>0.244443</td>\n", | |
" <td>4.324384e+05</td>\n", | |
" <td>1.450655</td>\n", | |
" <td>2.566325e+06</td>\n", | |
" <td>0.522243</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>1769080.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>1961</td>\n", | |
" <td>Algeria</td>\n", | |
" <td>4</td>\n", | |
" <td>Algeria</td>\n", | |
" <td>DZ</td>\n", | |
" <td>4.127992</td>\n", | |
" <td>4.787893e+07</td>\n", | |
" <td>1.476245</td>\n", | |
" <td>1.712238e+07</td>\n", | |
" <td>0.753608</td>\n", | |
" <td>...</td>\n", | |
" <td>2.025257e+06</td>\n", | |
" <td>0.265653</td>\n", | |
" <td>3.081202e+06</td>\n", | |
" <td>0.662568</td>\n", | |
" <td>7.684856e+06</td>\n", | |
" <td>0.237203</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>11598600.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>1961</td>\n", | |
" <td>American Samoa</td>\n", | |
" <td>5</td>\n", | |
" <td>American Samoa</td>\n", | |
" <td>AS</td>\n", | |
" <td>1.776399</td>\n", | |
" <td>3.664000e+04</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.000000e+00</td>\n", | |
" <td>0.077915</td>\n", | |
" <td>1.607075e+03</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>20626.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>1961</td>\n", | |
" <td>Andorra</td>\n", | |
" <td>6</td>\n", | |
" <td>Andorra</td>\n", | |
" <td>AD</td>\n", | |
" <td>4.111629</td>\n", | |
" <td>4.200440e+04</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>3.557293</td>\n", | |
" <td>3.634130e+04</td>\n", | |
" <td>2.765449</td>\n", | |
" <td>2.825182e+04</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>10216.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>...</th>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>12260</th>\n", | |
" <td>2022</td>\n", | |
" <td>Serbia</td>\n", | |
" <td>272</td>\n", | |
" <td>Serbia</td>\n", | |
" <td>RS</td>\n", | |
" <td>0.909262</td>\n", | |
" <td>6.566120e+06</td>\n", | |
" <td>2.054992</td>\n", | |
" <td>1.483986e+07</td>\n", | |
" <td>3.830579</td>\n", | |
" <td>...</td>\n", | |
" <td>1.085634e+07</td>\n", | |
" <td>1.128237</td>\n", | |
" <td>8.147416e+06</td>\n", | |
" <td>4.205705</td>\n", | |
" <td>3.037095e+07</td>\n", | |
" <td>2.536445</td>\n", | |
" <td>2835.154541</td>\n", | |
" <td>9006.186523</td>\n", | |
" <td>NaN</td>\n", | |
" <td>7221370.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>12261</th>\n", | |
" <td>2022</td>\n", | |
" <td>Curaçao</td>\n", | |
" <td>279</td>\n", | |
" <td>Curaçao</td>\n", | |
" <td>CW</td>\n", | |
" <td>0.000366</td>\n", | |
" <td>7.000000e+01</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.142112</td>\n", | |
" <td>2.716656e+04</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>191163.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>12262</th>\n", | |
" <td>2022</td>\n", | |
" <td>St. Martin</td>\n", | |
" <td>281</td>\n", | |
" <td>Saint-Martin (French Part)</td>\n", | |
" <td>MF</td>\n", | |
" <td>0.039005</td>\n", | |
" <td>1.240000e+03</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.200868</td>\n", | |
" <td>6.385810e+03</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>31791.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>12263</th>\n", | |
" <td>2022</td>\n", | |
" <td>South Sudan</td>\n", | |
" <td>277</td>\n", | |
" <td>South Sudan</td>\n", | |
" <td>SS</td>\n", | |
" <td>3.309002</td>\n", | |
" <td>3.611180e+07</td>\n", | |
" <td>1.782236</td>\n", | |
" <td>1.944990e+07</td>\n", | |
" <td>1.669044</td>\n", | |
" <td>...</td>\n", | |
" <td>6.579355e+04</td>\n", | |
" <td>0.039940</td>\n", | |
" <td>4.358713e+05</td>\n", | |
" <td>1.635133</td>\n", | |
" <td>1.784453e+07</td>\n", | |
" <td>1.105170</td>\n", | |
" <td>72.796524</td>\n", | |
" <td>525.052246</td>\n", | |
" <td>NaN</td>\n", | |
" <td>10913200.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>12264</th>\n", | |
" <td>2022</td>\n", | |
" <td>Sudan</td>\n", | |
" <td>276</td>\n", | |
" <td>Sudan</td>\n", | |
" <td>SD</td>\n", | |
" <td>1.930976</td>\n", | |
" <td>9.051295e+07</td>\n", | |
" <td>1.131661</td>\n", | |
" <td>5.304573e+07</td>\n", | |
" <td>1.141856</td>\n", | |
" <td>...</td>\n", | |
" <td>6.904354e+06</td>\n", | |
" <td>0.102940</td>\n", | |
" <td>4.825249e+06</td>\n", | |
" <td>1.186211</td>\n", | |
" <td>5.560268e+07</td>\n", | |
" <td>0.756088</td>\n", | |
" <td>81.157013</td>\n", | |
" <td>671.158081</td>\n", | |
" <td>NaN</td>\n", | |
" <td>46874200.0</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>12265 rows × 22 columns</p>\n", | |
"</div>\n", | |
" <div class=\"colab-df-buttons\">\n", | |
"\n", | |
" <div class=\"colab-df-container\">\n", | |
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-747efcc8-9d2f-4352-b2d7-71a016df9afb')\"\n", | |
" title=\"Convert this dataframe to an interactive table.\"\n", | |
" style=\"display:none;\">\n", | |
"\n", | |
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n", | |
" <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n", | |
" </svg>\n", | |
" </button>\n", | |
"\n", | |
" <style>\n", | |
" .colab-df-container {\n", | |
" display:flex;\n", | |
" gap: 12px;\n", | |
" }\n", | |
"\n", | |
" .colab-df-convert {\n", | |
" background-color: #E8F0FE;\n", | |
" border: none;\n", | |
" border-radius: 50%;\n", | |
" cursor: pointer;\n", | |
" display: none;\n", | |
" fill: #1967D2;\n", | |
" height: 32px;\n", | |
" padding: 0 0 0 0;\n", | |
" width: 32px;\n", | |
" }\n", | |
"\n", | |
" .colab-df-convert:hover {\n", | |
" background-color: #E2EBFA;\n", | |
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n", | |
" fill: #174EA6;\n", | |
" }\n", | |
"\n", | |
" .colab-df-buttons div {\n", | |
" margin-bottom: 4px;\n", | |
" }\n", | |
"\n", | |
" [theme=dark] .colab-df-convert {\n", | |
" background-color: #3B4455;\n", | |
" fill: #D2E3FC;\n", | |
" }\n", | |
"\n", | |
" [theme=dark] .colab-df-convert:hover {\n", | |
" background-color: #434B5C;\n", | |
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n", | |
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n", | |
" fill: #FFFFFF;\n", | |
" }\n", | |
" </style>\n", | |
"\n", | |
" <script>\n", | |
" const buttonEl =\n", | |
" document.querySelector('#df-747efcc8-9d2f-4352-b2d7-71a016df9afb button.colab-df-convert');\n", | |
" buttonEl.style.display =\n", | |
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n", | |
"\n", | |
" async function convertToInteractive(key) {\n", | |
" const element = document.querySelector('#df-747efcc8-9d2f-4352-b2d7-71a016df9afb');\n", | |
" const dataTable =\n", | |
" await google.colab.kernel.invokeFunction('convertToInteractive',\n", | |
" [key], {});\n", | |
" if (!dataTable) return;\n", | |
"\n", | |
" const docLinkHtml = 'Like what you see? Visit the ' +\n", | |
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n", | |
" + ' to learn more about interactive tables.';\n", | |
" element.innerHTML = '';\n", | |
" dataTable['output_type'] = 'display_data';\n", | |
" await google.colab.output.renderOutput(dataTable, element);\n", | |
" const docLink = document.createElement('div');\n", | |
" docLink.innerHTML = docLinkHtml;\n", | |
" element.appendChild(docLink);\n", | |
" }\n", | |
" </script>\n", | |
" </div>\n", | |
"\n", | |
"\n", | |
"<div id=\"df-f247836f-0582-44d6-aadf-e575b39172db\">\n", | |
" <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-f247836f-0582-44d6-aadf-e575b39172db')\"\n", | |
" title=\"Suggest charts\"\n", | |
" style=\"display:none;\">\n", | |
"\n", | |
"<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n", | |
" width=\"24px\">\n", | |
" <g>\n", | |
" <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n", | |
" </g>\n", | |
"</svg>\n", | |
" </button>\n", | |
"\n", | |
"<style>\n", | |
" .colab-df-quickchart {\n", | |
" --bg-color: #E8F0FE;\n", | |
" --fill-color: #1967D2;\n", | |
" --hover-bg-color: #E2EBFA;\n", | |
" --hover-fill-color: #174EA6;\n", | |
" --disabled-fill-color: #AAA;\n", | |
" --disabled-bg-color: #DDD;\n", | |
" }\n", | |
"\n", | |
" [theme=dark] .colab-df-quickchart {\n", | |
" --bg-color: #3B4455;\n", | |
" --fill-color: #D2E3FC;\n", | |
" --hover-bg-color: #434B5C;\n", | |
" --hover-fill-color: #FFFFFF;\n", | |
" --disabled-bg-color: #3B4455;\n", | |
" --disabled-fill-color: #666;\n", | |
" }\n", | |
"\n", | |
" .colab-df-quickchart {\n", | |
" background-color: var(--bg-color);\n", | |
" border: none;\n", | |
" border-radius: 50%;\n", | |
" cursor: pointer;\n", | |
" display: none;\n", | |
" fill: var(--fill-color);\n", | |
" height: 32px;\n", | |
" padding: 0;\n", | |
" width: 32px;\n", | |
" }\n", | |
"\n", | |
" .colab-df-quickchart:hover {\n", | |
" background-color: var(--hover-bg-color);\n", | |
" box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n", | |
" fill: var(--button-hover-fill-color);\n", | |
" }\n", | |
"\n", | |
" .colab-df-quickchart-complete:disabled,\n", | |
" .colab-df-quickchart-complete:disabled:hover {\n", | |
" background-color: var(--disabled-bg-color);\n", | |
" fill: var(--disabled-fill-color);\n", | |
" box-shadow: none;\n", | |
" }\n", | |
"\n", | |
" .colab-df-spinner {\n", | |
" border: 2px solid var(--fill-color);\n", | |
" border-color: transparent;\n", | |
" border-bottom-color: var(--fill-color);\n", | |
" animation:\n", | |
" spin 1s steps(1) infinite;\n", | |
" }\n", | |
"\n", | |
" @keyframes spin {\n", | |
" 0% {\n", | |
" border-color: transparent;\n", | |
" border-bottom-color: var(--fill-color);\n", | |
" border-left-color: var(--fill-color);\n", | |
" }\n", | |
" 20% {\n", | |
" border-color: transparent;\n", | |
" border-left-color: var(--fill-color);\n", | |
" border-top-color: var(--fill-color);\n", | |
" }\n", | |
" 30% {\n", | |
" border-color: transparent;\n", | |
" border-left-color: var(--fill-color);\n", | |
" border-top-color: var(--fill-color);\n", | |
" border-right-color: var(--fill-color);\n", | |
" }\n", | |
" 40% {\n", | |
" border-color: transparent;\n", | |
" border-right-color: var(--fill-color);\n", | |
" border-top-color: var(--fill-color);\n", | |
" }\n", | |
" 60% {\n", | |
" border-color: transparent;\n", | |
" border-right-color: var(--fill-color);\n", | |
" }\n", | |
" 80% {\n", | |
" border-color: transparent;\n", | |
" border-right-color: var(--fill-color);\n", | |
" border-bottom-color: var(--fill-color);\n", | |
" }\n", | |
" 90% {\n", | |
" border-color: transparent;\n", | |
" border-bottom-color: var(--fill-color);\n", | |
" }\n", | |
" }\n", | |
"</style>\n", | |
"\n", | |
" <script>\n", | |
" async function quickchart(key) {\n", | |
" const quickchartButtonEl =\n", | |
" document.querySelector('#' + key + ' button');\n", | |
" quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n", | |
" quickchartButtonEl.classList.add('colab-df-spinner');\n", | |
" try {\n", | |
" const charts = await google.colab.kernel.invokeFunction(\n", | |
" 'suggestCharts', [key], {});\n", | |
" } catch (error) {\n", | |
" console.error('Error during call to suggestCharts:', error);\n", | |
" }\n", | |
" quickchartButtonEl.classList.remove('colab-df-spinner');\n", | |
" quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n", | |
" }\n", | |
" (() => {\n", | |
" let quickchartButtonEl =\n", | |
" document.querySelector('#df-f247836f-0582-44d6-aadf-e575b39172db button');\n", | |
" quickchartButtonEl.style.display =\n", | |
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n", | |
" })();\n", | |
" </script>\n", | |
"</div>\n", | |
"\n", | |
" <div id=\"id_c01f8377-951b-46b2-8ca0-bd3ee7c43ace\">\n", | |
" <style>\n", | |
" .colab-df-generate {\n", | |
" background-color: #E8F0FE;\n", | |
" border: none;\n", | |
" border-radius: 50%;\n", | |
" cursor: pointer;\n", | |
" display: none;\n", | |
" fill: #1967D2;\n", | |
" height: 32px;\n", | |
" padding: 0 0 0 0;\n", | |
" width: 32px;\n", | |
" }\n", | |
"\n", | |
" .colab-df-generate:hover {\n", | |
" background-color: #E2EBFA;\n", | |
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} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# We have a number of rows with null values\n", | |
"# Do the rows with null values follow a similiar pattern?\n", | |
"reshaped_df.info()" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "OHNTYOwwuGyJ", | |
"outputId": "107d9b83-c9d9-4a1d-f786-f64ef4cd3d73" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"<class 'pandas.core.frame.DataFrame'>\n", | |
"RangeIndex: 12265 entries, 0 to 12264\n", | |
"Data columns (total 22 columns):\n", | |
" # Column Non-Null Count Dtype \n", | |
"--- ------ -------------- ----- \n", | |
" 0 year 12265 non-null int64 \n", | |
" 1 shortName 12265 non-null object \n", | |
" 2 countryCode 12265 non-null int64 \n", | |
" 3 countryName 12265 non-null object \n", | |
" 4 isoa2 12265 non-null object \n", | |
" 5 AreaPerCap 12265 non-null float64\n", | |
" 6 AreaTotHA 12265 non-null float64\n", | |
" 7 BiocapPerCap 11003 non-null float64\n", | |
" 8 BiocapTotGHA 11003 non-null float64\n", | |
" 9 EFConsPerCap 11003 non-null float64\n", | |
" 10 EFConsTotGHA 11003 non-null float64\n", | |
" 11 EFExportsPerCap 11003 non-null float64\n", | |
" 12 EFExportsTotGHA 11003 non-null float64\n", | |
" 13 EFImportsPerCap 12265 non-null float64\n", | |
" 14 EFImportsTotGHA 12265 non-null float64\n", | |
" 15 EFProdPerCap 12074 non-null float64\n", | |
" 16 EFProdTotGHA 12074 non-null float64\n", | |
" 17 Earths 11003 non-null float64\n", | |
" 18 GDP-PPP 7163 non-null float64\n", | |
" 19 GDP-USD 7289 non-null float64\n", | |
" 20 HDI 5333 non-null float64\n", | |
" 21 Population 12265 non-null float64\n", | |
"dtypes: float64(17), int64(2), object(3)\n", | |
"memory usage: 2.1+ MB\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# Any of these cols could be used to uniquely id countries\n", | |
"reshaped_df[['shortName','countryCode','countryName']].nunique()" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "THJPTJfev1mj", | |
"outputId": "de061c7f-9c06-450b-adb0-cdae6039c1cc" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"record\n", | |
"shortName 229\n", | |
"countryCode 229\n", | |
"countryName 229\n", | |
"dtype: int64" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 14 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# We want a dataset with no nulls\n", | |
"# we only need to keep 1 contry name type col, keep=shortName\n", | |
"no_nulls_df = (reshaped_df\n", | |
" .drop(columns=['countryCode','countryName'])\n", | |
" .drop(columns=[\"HDI\"]) # Drop bc\n", | |
" .dropna())\n", | |
"no_nulls_df.info()" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "QqNyVlE_utiZ", | |
"outputId": "62f5d560-2e33-40ae-b00b-e0af23956e1a" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"<class 'pandas.core.frame.DataFrame'>\n", | |
"Int64Index: 7071 entries, 3238 to 12264\n", | |
"Data columns (total 19 columns):\n", | |
" # Column Non-Null Count Dtype \n", | |
"--- ------ -------------- ----- \n", | |
" 0 year 7071 non-null int64 \n", | |
" 1 shortName 7071 non-null object \n", | |
" 2 isoa2 7071 non-null object \n", | |
" 3 AreaPerCap 7071 non-null float64\n", | |
" 4 AreaTotHA 7071 non-null float64\n", | |
" 5 BiocapPerCap 7071 non-null float64\n", | |
" 6 BiocapTotGHA 7071 non-null float64\n", | |
" 7 EFConsPerCap 7071 non-null float64\n", | |
" 8 EFConsTotGHA 7071 non-null float64\n", | |
" 9 EFExportsPerCap 7071 non-null float64\n", | |
" 10 EFExportsTotGHA 7071 non-null float64\n", | |
" 11 EFImportsPerCap 7071 non-null float64\n", | |
" 12 EFImportsTotGHA 7071 non-null float64\n", | |
" 13 EFProdPerCap 7071 non-null float64\n", | |
" 14 EFProdTotGHA 7071 non-null float64\n", | |
" 15 Earths 7071 non-null float64\n", | |
" 16 GDP-PPP 7071 non-null float64\n", | |
" 17 GDP-USD 7071 non-null float64\n", | |
" 18 Population 7071 non-null float64\n", | |
"dtypes: float64(16), int64(1), object(2)\n", | |
"memory usage: 1.1+ MB\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# It looks like we've lost around 40 countries\n", | |
"no_nulls_df['shortName'].nunique()" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "eapQfIu0wfnk", | |
"outputId": "0e8703bb-d3f4-44f0-b188-8485ea8e36c7" | |
}, | |
"execution_count": null, | |
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{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"185" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 16 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# What are the countries that were removed?\n", | |
"# Set display option to turn off scientific notation\n", | |
"pd.set_option('display.float_format', lambda x: '%.2f' % x)\n", | |
"all_countries = reshaped_df['shortName'].unique()\n", | |
"remaining_countries = no_nulls_df['shortName'].unique()\n", | |
"removed_countries = np.setdiff1d(all_countries, remaining_countries)\n", | |
"print(f'Countries removed pop>1m 1961')\n", | |
"removed_country_pops = reshaped_df[reshaped_df['shortName'].isin(removed_countries) & (reshaped_df['year'] == 1961)][['shortName','Population']]\n", | |
"print(removed_country_pops[removed_country_pops['Population'] > 10**6].sort_values(by='Population', ascending=False))\n", | |
"print(f'Countries removed pop>1m 2021')\n", | |
"removed_country_pops = reshaped_df[reshaped_df['shortName'].isin(removed_countries) & (reshaped_df['year'] == 2021)][['shortName','Population']]\n", | |
"print(removed_country_pops[removed_country_pops['Population'] > 10**6].sort_values(by='Population', ascending=False))" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
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"outputId": "345c7f70-853b-4ce8-f854-76423794cada" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"Countries removed pop>1m 1961\n", | |
"record shortName Population\n", | |
"150 USSR 217671008.00\n", | |
"160 Yugoslavia 17791000.00\n", | |
"107 North Korea 11916500.00\n", | |
"135 Sudan (former) 11526400.00\n", | |
"156 Venezuela 8453110.00\n", | |
"34 Cuba 7418520.00\n", | |
"138 Syria 4751530.00\n", | |
"Countries removed pop>1m 2021\n", | |
"record shortName Population\n", | |
"11971 Venezuela 28199900.00\n", | |
"11925 North Korea 25971900.00\n", | |
"11954 Syria 21324400.00\n", | |
"11853 Cuba 11256400.00\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# Some of the features are raw vals, and some are per cap ratios\n", | |
"# let's seperate them out\n", | |
"ratio_cols = [\"AreaPerCap\",\"BiocapPerCap\",\"EFConsPerCap\",\"EFProdPerCap\",\"EFExportsPerCap\",\"EFImportsPerCap\"]\n", | |
"raw_cols = [col for col in no_nulls_df.columns if col not in ratio_cols]\n", | |
"no_nulls_df[raw_cols].describe()" | |
], | |
"metadata": { | |
"colab": { | |
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"height": 300 | |
}, | |
"id": "zPcr9zbf7jLO", | |
"outputId": "67b8f4a0-1572-4756-ad7c-662c4cd8378b" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"record year AreaTotHA BiocapTotGHA EFConsTotGHA EFExportsTotGHA \\\n", | |
"count 7071.00 7071.00 7071.00 7071.00 7071.00 \n", | |
"mean 2002.54 65933910.75 65545098.83 92961271.82 21336670.23 \n", | |
"std 12.07 178815432.78 203613374.65 345518527.10 53084948.92 \n", | |
"min 1980.00 1500.00 1267.18 13996.18 0.00 \n", | |
"25% 1993.00 3099782.25 2804566.34 4630081.59 641950.02 \n", | |
"50% 2003.00 16889674.25 15101608.98 15316587.85 2820247.88 \n", | |
"75% 2013.00 50438965.00 45992342.81 51162279.55 14561630.44 \n", | |
"max 2022.00 1517801079.79 1913609312.01 5275845240.14 668144626.27 \n", | |
"\n", | |
"record EFImportsTotGHA EFProdTotGHA Earths GDP-PPP GDP-USD \\\n", | |
"count 7071.00 7071.00 7071.00 7071.00 7071.00 \n", | |
"mean 24577776.72 89685168.15 1.97 20155.64 9239.85 \n", | |
"std 64947663.59 333813092.88 3.00 64161.60 15071.39 \n", | |
"min 0.00 15846.38 0.02 0.67 17.68 \n", | |
"25% 961342.97 3973274.17 0.71 236.40 910.30 \n", | |
"50% 3726391.07 14815047.99 1.30 1302.51 2942.75 \n", | |
"75% 17640300.24 50346609.11 2.55 7690.70 10266.07 \n", | |
"max 898215467.45 4951633977.43 107.96 859224.88 135718.98 \n", | |
"\n", | |
"record Population \n", | |
"count 7071.00 \n", | |
"mean 36048798.23 \n", | |
"std 134972105.99 \n", | |
"min 9609.00 \n", | |
"25% 2010105.00 \n", | |
"50% 6921070.00 \n", | |
"75% 22427300.00 \n", | |
"max 1457959936.00 " | |
], | |
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" <tr style=\"text-align: right;\">\n", | |
" <th>record</th>\n", | |
" <th>year</th>\n", | |
" <th>AreaTotHA</th>\n", | |
" <th>BiocapTotGHA</th>\n", | |
" <th>EFConsTotGHA</th>\n", | |
" <th>EFExportsTotGHA</th>\n", | |
" <th>EFImportsTotGHA</th>\n", | |
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" <th>Earths</th>\n", | |
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" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>count</th>\n", | |
" <td>7071.00</td>\n", | |
" <td>7071.00</td>\n", | |
" <td>7071.00</td>\n", | |
" <td>7071.00</td>\n", | |
" <td>7071.00</td>\n", | |
" <td>7071.00</td>\n", | |
" <td>7071.00</td>\n", | |
" <td>7071.00</td>\n", | |
" <td>7071.00</td>\n", | |
" <td>7071.00</td>\n", | |
" <td>7071.00</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>mean</th>\n", | |
" <td>2002.54</td>\n", | |
" <td>65933910.75</td>\n", | |
" <td>65545098.83</td>\n", | |
" <td>92961271.82</td>\n", | |
" <td>21336670.23</td>\n", | |
" <td>24577776.72</td>\n", | |
" <td>89685168.15</td>\n", | |
" <td>1.97</td>\n", | |
" <td>20155.64</td>\n", | |
" <td>9239.85</td>\n", | |
" <td>36048798.23</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>std</th>\n", | |
" <td>12.07</td>\n", | |
" <td>178815432.78</td>\n", | |
" <td>203613374.65</td>\n", | |
" <td>345518527.10</td>\n", | |
" <td>53084948.92</td>\n", | |
" <td>64947663.59</td>\n", | |
" <td>333813092.88</td>\n", | |
" <td>3.00</td>\n", | |
" <td>64161.60</td>\n", | |
" <td>15071.39</td>\n", | |
" <td>134972105.99</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>min</th>\n", | |
" <td>1980.00</td>\n", | |
" <td>1500.00</td>\n", | |
" <td>1267.18</td>\n", | |
" <td>13996.18</td>\n", | |
" <td>0.00</td>\n", | |
" <td>0.00</td>\n", | |
" <td>15846.38</td>\n", | |
" <td>0.02</td>\n", | |
" <td>0.67</td>\n", | |
" <td>17.68</td>\n", | |
" <td>9609.00</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>25%</th>\n", | |
" <td>1993.00</td>\n", | |
" <td>3099782.25</td>\n", | |
" <td>2804566.34</td>\n", | |
" <td>4630081.59</td>\n", | |
" <td>641950.02</td>\n", | |
" <td>961342.97</td>\n", | |
" <td>3973274.17</td>\n", | |
" <td>0.71</td>\n", | |
" <td>236.40</td>\n", | |
" <td>910.30</td>\n", | |
" <td>2010105.00</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>50%</th>\n", | |
" <td>2003.00</td>\n", | |
" <td>16889674.25</td>\n", | |
" <td>15101608.98</td>\n", | |
" <td>15316587.85</td>\n", | |
" <td>2820247.88</td>\n", | |
" <td>3726391.07</td>\n", | |
" <td>14815047.99</td>\n", | |
" <td>1.30</td>\n", | |
" <td>1302.51</td>\n", | |
" <td>2942.75</td>\n", | |
" <td>6921070.00</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>75%</th>\n", | |
" <td>2013.00</td>\n", | |
" <td>50438965.00</td>\n", | |
" <td>45992342.81</td>\n", | |
" <td>51162279.55</td>\n", | |
" <td>14561630.44</td>\n", | |
" <td>17640300.24</td>\n", | |
" <td>50346609.11</td>\n", | |
" <td>2.55</td>\n", | |
" <td>7690.70</td>\n", | |
" <td>10266.07</td>\n", | |
" <td>22427300.00</td>\n", | |
" </tr>\n", | |
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" <td>2022.00</td>\n", | |
" <td>1517801079.79</td>\n", | |
" <td>1913609312.01</td>\n", | |
" <td>5275845240.14</td>\n", | |
" <td>668144626.27</td>\n", | |
" <td>898215467.45</td>\n", | |
" <td>4951633977.43</td>\n", | |
" <td>107.96</td>\n", | |
" <td>859224.88</td>\n", | |
" <td>135718.98</td>\n", | |
" <td>1457959936.00</td>\n", | |
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} | |
}, | |
"metadata": {}, | |
"execution_count": 18 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"### Exploring Correlations of 'Raw' Features\n", | |
"We want to find out which features have strong correlation and which features are possibly colinear.\n", | |
"\n", | |
"We can see that for the 'raw' feature cols, roughly half of them are closely correlated and on closer inspection, they seem to be computed from another. This may indicate that there is multicollinearity to watch out for." | |
], | |
"metadata": { | |
"id": "61_g3DK-B9wZ" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# Compute the correlation matrix\n", | |
"correlation_matrix = no_nulls_df[raw_cols].corr(numeric_only=True)\n", | |
"\n", | |
"# Plot the correlation heatmap\n", | |
"plt.figure(figsize=(8, 6))\n", | |
"sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', fmt=\".2f\", square=True)\n", | |
"plt.title('Correlation Heatmap of Variables')\n", | |
"plt.show()" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 671 | |
}, | |
"id": "NVvn-a1Z9K6v", | |
"outputId": "4b0cd7e8-68c4-4f94-f8bc-533b44e1c74b" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 800x600 with 2 Axes>" | |
], | |
"image/png": 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\n" | |
}, | |
"metadata": {} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# Compute the correlation matrix\n", | |
"correlation_matrix = no_nulls_df[ratio_cols + ['Population']].corr(numeric_only=True)\n", | |
"\n", | |
"# Plot the correlation heatmap\n", | |
"plt.figure(figsize=(8, 6))\n", | |
"sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', fmt=\".2f\", square=True)\n", | |
"plt.title('Correlation Heatmap of Variables')\n", | |
"plt.show()" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 669 | |
}, | |
"id": "7UWMSuCF-hjl", | |
"outputId": "ea4b7ef9-8a48-4ab6-99e1-afc865e390f4" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 800x600 with 2 Axes>" | |
], | |
"image/png": 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\n" | |
}, | |
"metadata": {} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# What do the means of the 'Total' vars trend like over the years?\n", | |
"# Biocapacity is relatively flat, possibly even increasing.\n", | |
"# Total Area is flat as expected\n", | |
"# EF Consumption increases relatively linearly however seems to have slowed down/ peaked from 2015 onwards.\n", | |
"\n", | |
"total_vars = ['AreaTotHA','BiocapTotGHA','EFConsTotGHA']\n", | |
"sum_per_year = no_nulls_df.groupby('year')[total_vars].sum().reset_index().sort_values(by='year')\n", | |
"#selection_df = no_nulls_df[no_nulls_df['shortName'] == 'South Africa'][['BiocapPerCap','year']].sort_values(by='year')\n", | |
"\n", | |
"# Plot 'amt' vs 'year' using Matplotlib\n", | |
"plt.plot(sum_per_year['year'], sum_per_year['AreaTotHA'], marker='o')\n", | |
"plt.plot(sum_per_year['year'], sum_per_year['BiocapTotGHA'], marker='o')\n", | |
"plt.plot(sum_per_year['year'], sum_per_year['EFConsTotGHA'], marker='o')\n", | |
"plt.xlabel('Year')\n", | |
"plt.ylabel('TotGHA')\n", | |
"plt.title(str(total_vars) + ' x Year')\n", | |
"plt.legend(total_vars)\n", | |
"plt.grid(True)\n", | |
"plt.show()" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 487 | |
}, | |
"id": "WNnJZbZ_5p46", | |
"outputId": "580b099f-9093-41fb-ed36-d236a9fd9938" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
], | |
"image/png": 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\n" | |
}, | |
"metadata": {} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# What do the means of the GHA / Cap vars trend like over the years?\n", | |
"# Note: This style of mean-ing is not very correct because each values being meaned should be weighted by population\n", | |
"# EFCons and Prod seem to be slowly increasing with a recent spike\n", | |
"\n", | |
"mean_per_year = no_nulls_df.groupby('year')['BiocapPerCap', 'EFConsPerCap','EFProdPerCap','AreaPerCap'].mean().reset_index().sort_values(by='year')\n", | |
"#selection_df = no_nulls_df[no_nulls_df['shortName'] == 'South Africa'][['BiocapPerCap','year']].sort_values(by='year')\n", | |
"\n", | |
"# Plot 'amt' vs 'year' using Matplotlib\n", | |
"plt.plot(mean_per_year['year'], mean_per_year['BiocapPerCap'], marker='o')\n", | |
"plt.plot(mean_per_year['year'], mean_per_year['EFConsPerCap'], marker='o')\n", | |
"plt.plot(mean_per_year['year'], mean_per_year['EFProdPerCap'], marker='o')\n", | |
"plt.plot(mean_per_year['year'], mean_per_year['AreaPerCap'], marker='o')\n", | |
"plt.xlabel('Year')\n", | |
"plt.ylabel('GHA / cap')\n", | |
"plt.title('BiocapPerCap, EFConsPerCap, EFProdPerCap, AreaPerCap x Year')\n", | |
"plt.legend(['BiocapPerCap', 'EFConsPerCap', 'EFProdPerCap','AreaPerCap'])\n", | |
"plt.grid(True)\n", | |
"plt.show()" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 507 | |
}, | |
"id": "4PoF7NFn_WYH", | |
"outputId": "a1859d25-5d73-4a28-a881-0c4a53bc4727" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stderr", | |
"text": [ | |
"<ipython-input-21-3aacf7b04a57>:1: FutureWarning: Indexing with multiple keys (implicitly converted to a tuple of keys) will be deprecated, use a list instead.\n", | |
" mean_per_year = no_nulls_df.groupby('year')['BiocapPerCap', 'EFConsPerCap','EFProdPerCap','AreaPerCap'].mean().reset_index().sort_values(by='year')\n" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
], | |
"image/png": 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\n" | |
}, | |
"metadata": {} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# What do the GHA / Cap vars look like for a specific country?\n", | |
"\n", | |
"cols_to_plot = ['BiocapPerCap','EFConsPerCap','EFProdPerCap','AreaPerCap','year']\n", | |
"#mean_per_year = no_nulls_df.groupby('year')[cols_to_plot].mean().reset_index().sort_values(by='year')\n", | |
"selection_df = no_nulls_df[no_nulls_df['shortName'] == 'United States'][cols_to_plot].sort_values(by='year')\n", | |
"\n", | |
"df = selection_df\n", | |
"\n", | |
"plt.plot(df['year'], df['BiocapPerCap'], marker='o')\n", | |
"plt.plot(df['year'], df['EFConsPerCap'], marker='o')\n", | |
"plt.plot(df['year'], df['EFProdPerCap'], marker='o')\n", | |
"plt.plot(df['year'], df['AreaPerCap'], marker='o')\n", | |
"plt.xlabel('Year')\n", | |
"plt.ylabel('GHA / cap')\n", | |
"plt.title('BiocapPerCap, EFConsPerCap, EFProdPerCap, AreaPerCap x Year')\n", | |
"plt.legend(['BiocapPerCap', 'EFConsPerCap', 'EFProdPerCap','AreaPerCap'])\n", | |
"plt.grid(True)\n", | |
"plt.show()" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 472 | |
}, | |
"id": "dt30A-cXMEO7", | |
"outputId": "b99e4702-3927-44ef-a746-1622d5e5154c" | |
}, | |
"execution_count": 64, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
], | |
"image/png": 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\n" | |
}, | |
"metadata": {} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"### Explore the Hypothesis that EFCons/Cap is correlated with GDP/Cap.\n", | |
"The yearly % change is somewhat difficult to interpret visually, though a bit of stats analysis might reveal some correlation from this approach.\n", | |
"Directly comparing the normalized GDP/cap to EFCons/cap lets us see that for the US there is possibly a slight negative correlation of these two vars. Broader exploration shows that the correlation is generally positive. This would be an interesting hypothesis to explore as there seem to be some strong macro patterns with more subtle country by country patterns." | |
], | |
"metadata": { | |
"id": "TIYghH5Q3jX_" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"sel = no_nulls_df[no_nulls_df['shortName'] == 'United States']\n", | |
"\n", | |
"gdp_pct_change = sel['GDP-USD'].pct_change()\n", | |
"ef_cons_pct_change = sel['EFConsPerCap'].pct_change()" | |
], | |
"metadata": { | |
"id": "niZvcTQ13Nis" | |
}, | |
"execution_count": 69, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"df = pd.DataFrame({'gdp': gdp_pct_change, 'cons': ef_cons_pct_change, 'year': sel['year']})\n", | |
"plt.plot(df['year'], df['gdp'], marker='o')\n", | |
"plt.plot(df['year'], df['cons'], marker='o')\n", | |
"plt.xlabel('Year')\n", | |
"plt.ylabel('GHA / cap')\n", | |
"plt.title('GDP/cap & EF Cons/cap % Change x Year')\n", | |
"plt.legend(['gdp', 'cons'])\n", | |
"plt.grid(True)\n", | |
"plt.show()" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 472 | |
}, | |
"id": "HGW-wZHOEXqW", | |
"outputId": "22c5c2d0-15ff-44f2-ff21-9167b793c9eb" | |
}, | |
"execution_count": 70, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
], | |
"image/png": 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\n" | |
}, | |
"metadata": {} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# Compare GDP/cap with EF Consumption/cap\n", | |
"# Normalize them both to 0-1.0 for ease\n", | |
"cols_to_norm = ['GDP-USD', 'EFConsPerCap']\n", | |
"scaler = MinMaxScaler()\n", | |
"normed_ar = scaler.fit_transform(sel[cols_to_norm])\n", | |
"\n", | |
"df = pd.DataFrame({'gdp': normed_ar.T[0], 'cons': normed_ar.T[1], 'year': sel['year']})\n", | |
"plt.plot(df['year'], df['gdp'], marker='o')\n", | |
"plt.plot(df['year'], df['cons'], marker='o')\n", | |
"plt.xlabel('Year')\n", | |
"plt.ylabel('GHA / cap')\n", | |
"plt.title('Normed GDP/cap & EF Cons/cap x Year')\n", | |
"plt.legend(['gdp', 'cons'])\n", | |
"plt.grid(True)\n", | |
"plt.show()" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 472 | |
}, | |
"id": "Q2DvHxlYFhIg", | |
"outputId": "eae91476-59c5-4a72-eb1e-7ae799b59e33" | |
}, | |
"execution_count": 71, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
], | |
"image/png": 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\n" | |
}, | |
"metadata": {} | |
} | |
] | |
} | |
] | |
} |
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