Agro_GIS.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Agro_GIS.ipynb",
      "version": "0.3.2",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/TheScienceUniverse/Agro_GIS/blob/master/Agro_GIS.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "metadata": {
        "id": "2oEVWibeS4uw",
        "colab_type": "code",
        "outputId": "3cd1b0f3-c2dc-4711-d3f7-ed68742f1fcf",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 168
        }
      },
      "cell_type": "code",
      "source": [
        "# Importing Full GitHub Repository Here\n",
        "!pwd\n",
        "!ls\n",
        "!rm -rf Agro_GIS\n",
        "!git clone https://github.com/TheScienceUniverse/Agro_GIS.git"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content\n",
            "Agro_GIS  sample_data\n",
            "Cloning into 'Agro_GIS'...\n",
            "remote: Enumerating objects: 40, done.\u001b[K\n",
            "remote: Counting objects: 100% (40/40), done.\u001b[K\n",
            "remote: Compressing objects: 100% (38/38), done.\u001b[K\n",
            "remote: Total 382 (delta 19), reused 0 (delta 0), pack-reused 342\u001b[K\n",
            "Receiving objects: 100% (382/382), 4.68 MiB | 7.03 MiB/s, done.\n",
            "Resolving deltas: 100% (228/228), done.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "XibXgMnXl9MK",
        "colab_type": "code",
        "outputId": "67d37587-fbe8-42b2-d94f-cf2d3dae27b1",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 562
        }
      },
      "cell_type": "code",
      "source": [
        "import sys as p_ss\n",
        "import numpy as p_np\n",
        "import cv2 as p_cv\n",
        "from matplotlib import pyplot as p_pt\n",
        "import csv\n",
        "# from Agro_GIS.mylib import mylib as p_ml\n",
        "\n",
        "def read_csv(f_nm):\n",
        "\tdata = []\n",
        "\twith open(f_nm, 'r') as csv_f:\n",
        "\t\tcsv_r = csv.reader(csv_f, delimiter=',')\n",
        "\t\tfor row in csv_r:\n",
        "\t\t\tdata.append(row)\n",
        "\tcsv_f.close()\n",
        "\treturn data\n",
        "\n",
        "def str2arr(A):\n",
        "\tA = A.split(',')\n",
        "\tA = [int(i) for i in A]\n",
        "\treturn A\n",
        "\n",
        "def comp_col(c0, c1):\n",
        "\treturn c0[0] == c1[0] and c0[1] == c1[1] and c0[2] == c1[2]\n",
        "    \n",
        "class Queue:\n",
        "\tdef __init__(self):\n",
        "\t\tself.items = []\n",
        "\tdef is_empty(self):\n",
        "\t\treturn self.items == []\n",
        "\tdef enQueue(self, data):\n",
        "\t\tself.items.append(data)\n",
        "\tdef deQueue(self):\n",
        "\t\treturn self.items.pop(0)\n",
        "\n",
        "def flood_fill (p, c):\n",
        "\tc.append(255)\n",
        "\tQ = Queue()\n",
        "\tQ.enQueue(p)\n",
        "\twhile (not Q.is_empty()):\n",
        "\t\tp = Q.deQueue()\n",
        "\t\tif img[p[0]][p[1]][3] == 0:\n",
        "\t\t\timg[p[0]][p[1]] = c\n",
        "\t\t\tQ.enQueue([p[0] - 1, p[1] - 1])\n",
        "\t\t\tQ.enQueue([p[0] - 1, p[1]])\n",
        "\t\t\tQ.enQueue([p[0] - 1, p[1] + 1])\n",
        "\t\t\tQ.enQueue([p[0], p[1] - 1])\n",
        "\t\t\tQ.enQueue([p[0], p[1] + 1])\n",
        "\t\t\tQ.enQueue([p[0] + 1, p[1] - 1])\n",
        "\t\t\tQ.enQueue([p[0] + 1, p[1]])\n",
        "\t\t\tQ.enQueue([p[0] + 1, p[1] + 1])\n",
        "\n",
        "img = p_cv.imread('Agro_GIS/img/india.png', -1)\n",
        "ih, iw, ic = img.shape\n",
        "print(ih, iw, ic)\n",
        "            \n",
        "D = read_csv('Agro_GIS/data/india.csv')\n",
        "for i in range(1, 37, 1):\n",
        "\tp = str2arr(D[i][11])\n",
        "\tc = str2arr(D[i][12])\n",
        "\t# print(p, c)\n",
        "\tc = [c[2], c[1], c[0]] # RGB -> BGR\n",
        "\tflood_fill([p[0] - 1, p[1] - 1], c)\n",
        "\n",
        "ret = p_cv.imwrite('./Agro_GIS/img/output.png', img)\n",
        "\n",
        "print('Different States and Unions in India:')\n",
        "\n",
        "from IPython.display import Image\n",
        "Image('./Agro_GIS/img/output.png', width=512, height=512)"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "1024 1024 4\n",
            "Different States and Unions in India:\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
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70Vw/RHNda531Q/RoXWvNWAAAAHgIC8BPE73N+i066YdoTbrWqiWjXp3dqNYP0VnXWkv6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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 512,
              "height": 512
            }
          },
          "execution_count": 12
        }
      ]
    },
    {
      "metadata": {
        "id": "0jh7okEzZ-w0",
        "colab_type": "code",
        "outputId": "36679620-1d24-404f-f6b6-d8f4b744f69a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 54
        }
      },
      "cell_type": "code",
      "source": [
        "#Listing All the Crop Names\n",
        "import csv\n",
        "\n",
        "C = []\n",
        "\n",
        "with open(\"Agro_GIS/data/data_statewise.csv\", 'r') as csv_f:\n",
        "\tcsv_r = csv.reader(csv_f, delimiter=',')\n",
        "\tfor row in csv_r:\n",
        "\t\tcrop = row[2]\n",
        "\t\tf = False\n",
        "\t\tfor i in range(len(C)):\n",
        "\t\t\tif crop == C[i]:\n",
        "\t\t\t\tf = True\n",
        "\t\t\t\tbreak\n",
        "\t\tif f == False:\n",
        "\t\t\tC.append(crop)\n",
        "csv_f.close()\n",
        "\n",
        "print(len(C), C)"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "20 ['Crop_Year', '2000', '2001', '2002', '2003', '2004', '2005', '2006', '2010', '1997', '1998', '1999', '2007', '2008', '2009', '2011', '2012', '2013', '2014', '2015']\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "iIBkItvvfSE2",
        "colab_type": "code",
        "outputId": "558fe1e4-1c98-456c-817b-76085c767e3c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 562
        }
      },
      "cell_type": "code",
      "source": [
        "import sys as p_ss\n",
        "import numpy as p_np\n",
        "import cv2 as p_cv\n",
        "from matplotlib import pyplot as p_pt\n",
        "import csv\n",
        "\n",
        "import Agro_GIS.lib.mylib as p_ml\n",
        "\n",
        "img = p_cv.imread('Agro_GIS/img/india.png', -1)\n",
        "ih, iw, ic = img.shape\n",
        "print(ih, iw, ic)\n",
        "\n",
        "C = p_ml.read_csv('Agro_GIS/data/data_state/Rice.csv')\n",
        "\n",
        "maxP = 0\n",
        "minP = 0\n",
        "Y = []\n",
        "\n",
        "for i in range(36):\n",
        "\tp = C[i][1:]\n",
        "\tp = [float(j) for j in p]\n",
        "\n",
        "\tm = 0\n",
        "\tfor j in range(19):\n",
        "\t\tm += p[j]\n",
        "\tm /= 19\n",
        "\tif m > maxP:\n",
        "\t\tmaxP = m\n",
        "\tY.append(m)\n",
        "\n",
        "r = maxP / 3\n",
        "D = p_ml.read_csv('Agro_GIS/data/india.csv')\n",
        "for i in range(36):\n",
        "\tif Y[i] >= 0:\n",
        "\t\tif Y[i] >= 0 and Y[i] < r:\n",
        "\t\t\tc = [127, 127, 255]\n",
        "\t\telif Y[i] >= r and Y[i] < 2 * r:\n",
        "\t\t\tc = [255, 127, 127]\n",
        "\t\telse:\n",
        "\t\t\tc = [127, 255, 127]\n",
        "\t\tp = str2arr(D[i + 1][11])\n",
        "\t\timg = p_ml.flood_fill(img, [p[0] - 1, p[1] - 1], c)\n",
        "\n",
        "ret = p_cv.imwrite('./Agro_GIS/img/output.png', img)\n",
        "\n",
        "print('Color Codes: Red => Minimum, Blue => Medium, Green => Maximum')\n",
        "\n",
        "from IPython.display import Image\n",
        "Image('./Agro_GIS/img/output.png', width=512, height=512)"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "1024 1024 4\n",
            "Color Codes: Red => Minimum, Blue => Medium, Green => Maximum\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "image/png": 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8za3OJtEvbnWF9dvoZBJ9lFu9wQIAAMDdWQBw3ehkEj2SW60mEf7mVqtJ5FY7rH+NTibR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\n6SvDhyBJkiRJT+j/AGOYisERtICbAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 512,
              "height": 512
            }
          },
          "execution_count": 14
        }
      ]
    }
  ]
}