West_Cameroon_Land_Sector_Analysis.ipynb

{
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  "metadata": {
    "colab": {
      "name": "West Cameroon Land Sector Analysis.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyODprMmFR3utPvWuZoi/VrR",
      "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/github/Simpleshell3/CMR-Land-Sector-Analysis/blob/main/West_Cameroon_Land_Sector_Analysis.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "i1s5d6ksF0mD"
      },
      "source": [
        "# Installing packages\n",
        "!pip install geopandas \n",
        "!pip install matplotlib\n",
        "!apt install proj-bin libproj-dev libgeos-dev\n",
        "!pip install -q https://github.com/matplotlib/basemap/archive/master.zip\n",
        "!pip install mapclassify\n",
        "!pip install geoplot\n",
        "!pip install seaborn\n",
        "!pip install rasterio\n",
        "!pip install folium\n",
        "!pip install ipyleaflet"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2mVqNxoYF9EF"
      },
      "source": [
        "#Importing packages\n",
        "from ipyleaflet import (Map, GeoData, basemaps, WidgetControl, GeoJSON,\n",
        " LayersControl, Icon, Marker,basemap_to_tiles, Choropleth,\n",
        " MarkerCluster, Heatmap,SearchControl, \n",
        " FullScreenControl)\n",
        "from ipywidgets import Text, HTML\n",
        "from branca.colormap import linear\n",
        "import geopandas as gpd\n",
        "import json\n",
        "import geopandas as gpd\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import mapclassify as mc\n",
        "import mapclassify\n",
        "from mpl_toolkits.basemap import Basemap\n",
        "import numpy as np\n",
        "import geoplot\n",
        "import geoplot.crs as gcrs\n",
        "import geoplot as gplt\n",
        "import seaborn as sns\n",
        "import io\n",
        "import requests\n",
        "import rasterio\n",
        "from rasterio.plot import show\n",
        "import folium\n",
        "\n",
        "%matplotlib inline"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 80
        },
        "id": "aTfVX5XUF_ij",
        "outputId": "d9f63f2e-6c92-49f7-f3df-f2a2cae06b5f"
      },
      "source": [
        "# Downloading and displaying West Cameroon's Adminitrative Boundaries\n",
        "url1 = \"https://datasets.mojaglobal.workers.dev/0:/Administrative/Boundaries/Level4%20by%20State/CMR/CMR_AL4_West.json\"\n",
        "\n",
        "a=requests.get(url1).content\n",
        "\n",
        "df_wcbo = gpd.read_file(io.StringIO(a.decode('utf-8')))\n",
        "df_wcbo"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>country</th>\n",
              "      <th>ISO3166_2</th>\n",
              "      <th>name</th>\n",
              "      <th>enname</th>\n",
              "      <th>locname</th>\n",
              "      <th>offname</th>\n",
              "      <th>boundary</th>\n",
              "      <th>adminlevel</th>\n",
              "      <th>wikidata</th>\n",
              "      <th>wikimedia</th>\n",
              "      <th>timestamp</th>\n",
              "      <th>geometry</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>CMR</td>\n",
              "      <td>CM-OU</td>\n",
              "      <td>West</td>\n",
              "      <td>West</td>\n",
              "      <td>Ouest</td>\n",
              "      <td></td>\n",
              "      <td>administrative</td>\n",
              "      <td>4</td>\n",
              "      <td>Q165784</td>\n",
              "      <td>fr:Région de l'Ouest (Cameroun)</td>\n",
              "      <td>2019-03-09T23:35:02</td>\n",
              "      <td>POLYGON ((9.83153 5.27559, 9.83165 5.27432, 9....</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "  country  ...                                           geometry\n",
              "0     CMR  ...  POLYGON ((9.83153 5.27559, 9.83165 5.27432, 9....\n",
              "\n",
              "[1 rows x 12 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "wsodq1VoGKeO",
        "outputId": "23e7a871-15c3-4270-d79c-346a1241c9d2"
      },
      "source": [
        "m = folium.Map(\n",
        "    location=[4, 14],\n",
        "    tiles=\"cartodbpositron\",\n",
        "    zoom_start=7,\n",
        ")\n",
        "\n",
        "folium.GeoJson(url1, name=\"adminlevel\").add_to(m)\n",
        "\n",
        "folium.LayerControl().add_to(m)\n",
        "\n",
        "\n",
        "m"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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8cd175d.overlays%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7Bposition%3A%20%27topright%27%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20collapsed%3A%20true%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20autoZIndex%3A%20true%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7D%29.addTo%28map_8652cf8073f14efeadbf180b32e0d9e9%29%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20%0A%20%20%20%20%20%20%20%20%0A%3C/script%3E onload=\"this.contentDocument.open();this.contentDocument.write(    decodeURIComponent(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
            ],
            "text/plain": [
              "<folium.folium.Map at 0x7f8489d5bdd0>"
            ]
          },
          "metadata": {},
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 111
        },
        "id": "8CY1o6hAGOtq",
        "outputId": "80c95ec7-9441-47ef-e5ae-9a9d9abc007b"
      },
      "source": [
        "# Downloading and displaying West Cameroon's Ecological Zones\n",
        "url2 = \"https://datasets.mojaglobal.workers.dev/0:/Administrative/Boundaries/Level4%20by%20State/CMR/CMR_AL4_West_GEZ.json\"\n",
        "\n",
        "a=requests.get(url2).content\n",
        "\n",
        "df_wcgez = gpd.read_file(io.StringIO(a.decode('utf-8')))\n",
        "\n",
        "df_wcgez"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>country</th>\n",
              "      <th>ISO3166_2</th>\n",
              "      <th>name</th>\n",
              "      <th>gez_name</th>\n",
              "      <th>gez_code</th>\n",
              "      <th>gez_abbrev</th>\n",
              "      <th>adminlevel</th>\n",
              "      <th>geometry</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>CMR</td>\n",
              "      <td>CM-OU</td>\n",
              "      <td>West</td>\n",
              "      <td>Tropical mountain system</td>\n",
              "      <td>16</td>\n",
              "      <td>TM</td>\n",
              "      <td>4</td>\n",
              "      <td>MULTIPOLYGON (((11.18554 6.25512, 11.18512 6.2...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>CMR</td>\n",
              "      <td>CM-OU</td>\n",
              "      <td>West</td>\n",
              "      <td>Tropical rainforest</td>\n",
              "      <td>11</td>\n",
              "      <td>TAr</td>\n",
              "      <td>4</td>\n",
              "      <td>MULTIPOLYGON (((11.26144 5.97477, 11.26129 5.9...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "  country  ...                                           geometry\n",
              "0     CMR  ...  MULTIPOLYGON (((11.18554 6.25512, 11.18512 6.2...\n",
              "1     CMR  ...  MULTIPOLYGON (((11.26144 5.97477, 11.26129 5.9...\n",
              "\n",
              "[2 rows x 8 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 863
        },
        "id": "82YrHDtNGcUs",
        "outputId": "26dded76-6313-497e-9158-96c35cf6a2ac"
      },
      "source": [
        "df_wcgez.plot(figsize= (15,15), column='gez_name', edgecolor='white', \n",
        "             legend=True, legend_kwds={\"loc\":\"upper left\",\"fontsize\": \"large\", \"title\":\"Ecological Zones\", \"title_fontsize\":\"large\"})\n",
        "plt.show()"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1080x1080 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 80
        },
        "id": "-2yDbBL7Gm1Q",
        "outputId": "b3d2707a-53f7-4ed1-a7c2-89c0e10018c5"
      },
      "source": [
        "# Downloading and displaying West Cameroon's Soil Resources\n",
        "url3 = \"https://datasets.mojaglobal.workers.dev/0:/Administrative/Boundaries/Level4%20by%20State/CMR/CMR_AL4_West_WSR.json\"\n",
        "\n",
        "a=requests.get(url3).content\n",
        "\n",
        "df_wcwsr = gpd.read_file(io.StringIO(a.decode('utf-8')))\n",
        "df_wcwsr"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>country</th>\n",
              "      <th>ISO3166_2</th>\n",
              "      <th>name</th>\n",
              "      <th>SNAME</th>\n",
              "      <th>mg_code</th>\n",
              "      <th>IPCC</th>\n",
              "      <th>adminlevel</th>\n",
              "      <th>geometry</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>CMR</td>\n",
              "      <td>CM-OU</td>\n",
              "      <td>West</td>\n",
              "      <td>AC</td>\n",
              "      <td>23</td>\n",
              "      <td>Acrisol</td>\n",
              "      <td>4</td>\n",
              "      <td>POLYGON ((11.19629 6.25899, 11.19682 6.25748, ...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "  country  ...                                           geometry\n",
              "0     CMR  ...  POLYGON ((11.19629 6.25899, 11.19682 6.25748, ...\n",
              "\n",
              "[1 rows x 8 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 863
        },
        "id": "xVWcVK3gG41k",
        "outputId": "d101d88e-a0cb-47f9-d2a0-c347c281e282"
      },
      "source": [
        "df_wcwsr.plot(figsize= (15,15), column='IPCC', edgecolor='white', \n",
        "             legend=True, legend_kwds={\"loc\":\"upper left\",\"fontsize\": \"large\", \"title\":\"Soil Resources\", \"title_fontsize\":\"large\"})\n",
        "plt.show()"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1080x1080 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "m0c9fBNLG_J9"
      },
      "source": [
        "# Downloading and displaying West Cameroon's Managed Forest Concessions\n",
        "url4 = \"https://datasets.mojaglobal.workers.dev/0:/LandCover/Forest/ManagedForestConcessions/ManagedForestConcessions_CMR.geojson\"\n",
        "\n",
        "a=requests.get(url4).content\n",
        "\n",
        "df_wcmfc = gpd.read_file(io.StringIO(a.decode('utf-8')))\n",
        "df_wcmfc"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BHvCTHC-HEl3"
      },
      "source": [
        "df_wcmfc1 = pd.merge(df_wcbo, df_wcmfc, how='outer', on = 'geometry')\n",
        "df_wcmfc1"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 185
        },
        "id": "ReOpvxCkHKJQ",
        "outputId": "6c340927-d223-480a-f966-9109a517e189"
      },
      "source": [
        "df_wcmfc2 = df_wcmfc1.loc[df_wcmfc1['province'] == 'West'] \n",
        "df_wcmfc2 = pd.merge(df_wcbo, df_wcmfc2, how='outer', on = 'geometry')\n",
        "df_wcmfc2"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>country</th>\n",
              "      <th>ISO3166_2_x</th>\n",
              "      <th>name</th>\n",
              "      <th>enname_x</th>\n",
              "      <th>locname_x</th>\n",
              "      <th>offname_x</th>\n",
              "      <th>boundary_x</th>\n",
              "      <th>adminlevel_x</th>\n",
              "      <th>wikidata_x</th>\n",
              "      <th>wikimedia_x</th>\n",
              "      <th>timestamp_x</th>\n",
              "      <th>geometry</th>\n",
              "      <th>country_x</th>\n",
              "      <th>ISO3166_2_y</th>\n",
              "      <th>name_x</th>\n",
              "      <th>enname_y</th>\n",
              "      <th>locname_y</th>\n",
              "      <th>offname_y</th>\n",
              "      <th>boundary_y</th>\n",
              "      <th>adminlevel_y</th>\n",
              "      <th>wikidata_y</th>\n",
              "      <th>wikimedia_y</th>\n",
              "      <th>timestamp_y</th>\n",
              "      <th>id</th>\n",
              "      <th>OBJECTID</th>\n",
              "      <th>country_y</th>\n",
              "      <th>name_y</th>\n",
              "      <th>company</th>\n",
              "      <th>group_comp</th>\n",
              "      <th>group_coun</th>\n",
              "      <th>legal_term</th>\n",
              "      <th>status</th>\n",
              "      <th>province</th>\n",
              "      <th>source</th>\n",
              "      <th>last_updat</th>\n",
              "      <th>Shape_Leng</th>\n",
              "      <th>AREA_GEO</th>\n",
              "      <th>Shape_Length</th>\n",
              "      <th>Shape_Area</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>CMR</td>\n",
              "      <td>CM-OU</td>\n",
              "      <td>West</td>\n",
              "      <td>West</td>\n",
              "      <td>Ouest</td>\n",
              "      <td></td>\n",
              "      <td>administrative</td>\n",
              "      <td>4</td>\n",
              "      <td>Q165784</td>\n",
              "      <td>fr:Région de l'Ouest (Cameroun)</td>\n",
              "      <td>2019-03-09T23:35:02</td>\n",
              "      <td>POLYGON ((9.83153 5.27559, 9.83165 5.27432, 9....</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>NaN</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>NaN</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>NaN</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",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "  country ISO3166_2_x  name  ... AREA_GEO Shape_Length Shape_Area\n",
              "0     CMR       CM-OU  West  ...      NaN          NaN        NaN\n",
              "\n",
              "[1 rows x 39 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    }
  ]
}