Analysis of Chennai water management system Using python
Create New

Analysis of Chennai water management system Using python



Analysis of Chennai water management system Using python
Analysis of Chennai water management system Using python

Project Rating

Overall Rating
5
0
0
0
0

Chennai also is known as Madras is the capital of the Indian state of Tamil Nadu. Located on the Coromandel Coast of the Bay of Bengal, it is the biggest cultural, economic and educational centre of south India.

The city is facing an acute water shortage now (June 2019). Chennai is entirely dependent on groundwater resources to meet its water needs. There are four reservoirs in the city, namely, Red Hills, Cholavaram, Poondi and Chembarambakkam, with a combined capacity of 11,057 mcft. These are the major sources of freshwater for the city.

Apart from the reservoirs, the other sources of freshwater are desalination plants at Nemelli and Minjur; aquifers in Neyveli, Minjur and Panchetty and Cauvery water from Veeranam lake.

Here is an attempt to put together a dataset that has information about the various water sources available in the city.

Why: Problem statement

People are not aware of the acute water shortage in Chennai. The water crisis is increasing year by year. People are using more water without understanding the availability of water. 

How: Solution description

This dataset has details about the water availability level and rainfall in the four main reservoirs over the last 15 years

Poondi

Cholavaram

Redhills

Chembarambakkam

The data is available on a daily basis and the unit is million cubic feet.

The data is available from 1st January 2004 to 17th June 2019.

I used Data Science for analysis. Data Science is increasingly being used as a scientific language. Once I understood what the dataset is about, I started an analysis based on my data.

No. of data available for Reservoir Levels and Reservoir Rainfall: 5647


  1. Cholavaram Lake is a smaller one while compared to others.

  2. Redhills Lake maintains a higher average water level.

 

In the last few years, 2004 to 2018 (15 years), on an average, Redhills gives 36.7 %, Chembarambakam 31.1%, Poondi 26.5% and Cholavaram 5.6% of water supply to Chennai Corporation. From the results obtained, Redhills provides the maximum amount of drinking water.


Average rainfall in the past 15 years (2004-2018).

Rainfall in the past 2 years (2018 and 2019). There is an acute water shortage in the year 2019 as there is a considerable decrease in rainfall in the year 2019.


After 2011, all 4 major lakes have not received good rainfall. Their water level gradually decreased after 2011. In 2004 and 2019 all water levels met 0 levels. In 2011, all water levels reached their peak. 


4 Major lakes are at peak levels in the months of November, December and January. Then water levels gradually decreased till August. It started to increase from September.


From 2005 to 2011 total water levels were above 5000 in the month of May. It decreased from 2012 to till date. In 2019 rainfall levels almost decreased to 0.

This plot clearly states that when rainfall is avg we can maintain water level above 5000 (the year 2005 - 2011). In 2015 rainfall reached peak levels but total water capacity has not increased.

How is it different from competition

We used data science and Machine Learning to perform this analysis. By these analyses, we were able to arrive at some significant findings like:

  1. Decrease in water levels from 2012 to till date.
  2. Highest rainfall and water levels in Red hills lake.

  3. Highest level of water supply from Red hills lake and the lowest level of water supply from Cholavaram lake.

Who are your customers

Chennai Metropolitan Water Supply & Sewerage Board (CMWSSB) and common people are our customers.

Project Phases and Schedule

Phase 1: Data Collection

Phase 2: Data Cleaning

Phase 3: Data Analysis

Phase 4: Data Visualisation

Resources Required

Anaconda Tool

Python 3.7 version

Download:
Project Code Code copy
/* Your file Name : Chennai_Water_Management.ipynb */
/* Your coding Language : python */
/* Your code snippet start here */
{
 "cells": [
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np=45[]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "dl = pd.read_csv('chennai_reservoir_levels (1).csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>POONDI</th>\n",
       "      <th>CHOLAVARAM</th>\n",
       "      <th>REDHILLS</th>\n",
       "      <th>CHEMBARAMBAKKAM</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>01-01-2004</td>\n",
       "      <td>3.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>268.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>02-01-2004</td>\n",
       "      <td>3.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>268.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>03-01-2004</td>\n",
       "      <td>3.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>267.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>04-01-2004</td>\n",
       "      <td>3.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>267.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>05-01-2004</td>\n",
       "      <td>3.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>267.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Date  POONDI  CHOLAVARAM  REDHILLS  CHEMBARAMBAKKAM\n",
       "0  01-01-2004     3.9         0.0     268.0              0.0\n",
       "1  02-01-2004     3.9         0.0     268.0              0.0\n",
       "2  03-01-2004     3.9         0.0     267.0              0.0\n",
       "3  04-01-2004     3.9         0.0     267.0              0.0\n",
       "4  05-01-2004     3.8         0.0     267.0              0.0"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dl.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "dr = pd.read_csv('chennai_reservoir_rainfall.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>POONDI</th>\n",
       "      <th>CHOLAVARAM</th>\n",
       "      <th>REDHILLS</th>\n",
       "      <th>CHEMBARAMBAKKAM</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>01-01-2004</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>02-01-2004</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>03-01-2004</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>04-01-2004</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>05-01-2004</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Date  POONDI  CHOLAVARAM  REDHILLS  CHEMBARAMBAKKAM\n",
       "0  01-01-2004     0.0         0.0       0.0              0.0\n",
       "1  02-01-2004     0.0         0.0       0.0              0.0\n",
       "2  03-01-2004     0.0         0.0       0.0              0.0\n",
       "3  04-01-2004     0.0         0.0       0.0              0.0\n",
       "4  05-01-2004     0.0         0.0       0.0              0.0"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dr.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>POONDI</th>\n",
       "      <td>5647.0</td>\n",
       "      <td>1133.272203</td>\n",
       "      <td>1026.009311</td>\n",
       "      <td>0.9</td>\n",
       "      <td>213.0</td>\n",
       "      <td>782.0</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>3231.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CHOLAVARAM</th>\n",
       "      <td>5647.0</td>\n",
       "      <td>240.020572</td>\n",
       "      <td>274.601731</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22.3</td>\n",
       "      <td>92.0</td>\n",
       "      <td>460.0</td>\n",
       "      <td>896.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>REDHILLS</th>\n",
       "      <td>5647.0</td>\n",
       "      <td>1568.345573</td>\n",
       "      <td>890.363617</td>\n",
       "      <td>0.0</td>\n",
       "      <td>849.0</td>\n",
       "      <td>1630.0</td>\n",
       "      <td>2236.0</td>\n",
       "      <td>3300.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CHEMBARAMBAKKAM</th>\n",
       "      <td>5647.0</td>\n",
       "      <td>1321.381645</td>\n",
       "      <td>957.057834</td>\n",
       "      <td>0.0</td>\n",
       "      <td>471.5</td>\n",
       "      <td>1225.0</td>\n",
       "      <td>2083.0</td>\n",
       "      <td>3396.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  count         mean          std  min    25%     50%     75%  \\\n",
       "POONDI           5647.0  1133.272203  1026.009311  0.9  213.0   782.0  2006.0   \n",
       "CHOLAVARAM       5647.0   240.020572   274.601731  0.0   22.3    92.0   460.0   \n",
       "REDHILLS         5647.0  1568.345573   890.363617  0.0  849.0  1630.0  2236.0   \n",
       "CHEMBARAMBAKKAM  5647.0  1321.381645   957.057834  0.0  471.5  1225.0  2083.0   \n",
       "\n",
       "                    max  \n",
       "POONDI           3231.0  \n",
       "CHOLAVARAM        896.0  \n",
       "REDHILLS         3300.0  \n",
       "CHEMBARAMBAKKAM  3396.0  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dl.describe().transpose()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1.Cholavaram Lake is smaller one while compare to others.\n",
    "\n",
    "2.Redhills Lake maintains higher average water level."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:1: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "dl.Timestamp = pd.to_datetime(dl.Date,format='%d-%m-%Y') \n",
    "dl.index = dl.Timestamp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:1: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "dr.Timestamp = pd.to_datetime(dr.Date,format='%d-%m-%Y') \n",
    "dr.index = dr.Timestamp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "poondi=dl[\"2004\":\"2018\"].POONDI.mean()\n",
    "chembar=dl[\"2004\":\"2018\"].CHEMBARAMBAKKAM.mean()\n",
    "chola=dl[\"2004\":\"2018\"].CHOLAVARAM.mean()\n",
    "red=dl[\"2004\":\"2018\"].REDHILLS.mean()\n",
    "\n",
    "sizes1=[poondi,chembar,chola,red]\n",
    "labels=[\"Poondi\",\"Chembarambakam\",\"Cholavaram\",\"Redhills\"]\n",
    " \n",
    "fig1, ax1 = plt.subplots()\n",
    "ax1.pie(sizes1, labels=labels, autopct='%1.1f%%', startangle=50)\n",
    "#centre_circle = plt.Circle((0,0),0.70,fc='white')\n",
    "#fig = plt.gcf()\n",
    "#fig.gca().add_artist(centre_circle)\n",
    "ax1.axis('equal')  \n",
    "plt.title(\"Mean\")\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The last 2004-2018 (15 years) as Average Redhills gives 36.7% , Chembarambakam 31.1%, Poondi 26.5% , Cholavaram 5.6%\n",
    "Redhills Plays a Major Role for Providing water."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "poondi18=dl[\"2018\"].POONDI.mean()\n",
    "chembar18=dl[\"2018\"].CHEMBARAMBAKKAM.mean()\n",
    "chola18=dl[\"2018\"].CHOLAVARAM.mean()\n",
    "red18=dl[\"2018\"].REDHILLS.mean()\n",
    "\n",
    "sizes1=[poondi18,chembar18,chola18,red18]\n",
    "labels=[\"Poondi\",\"Chembarambakam\",\"Cholavaram\",\"Redhills\"]\n",
    " \n",
    "fig1, ax1 = plt.subplots()\n",
    "ax1.pie(sizes1, labels=labels, autopct='%1.1f%%', startangle=50)\n",
    "ax1.axis('equal')  \n",
    "plt.title(\"2018\")\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "\n",
    "\n",
    "poondi19=dl[\"2019\"].POONDI.mean()\n",
    "chembar19=dl[\"2019\"].CHEMBARAMBAKKAM.mean()\n",
    "chola19=dl[\"2019\"].CHOLAVARAM.mean()\n",
    "red19=dl[\"2019\"].REDHILLS.mean()\n",
    "\n",
    "sizes2=[poondi19,chembar19,chola19,red19]\n",
    "labels=[\"Poondi\",\"Chembarambakam\",\"Cholavaram\",\"Redhills\"]\n",
    " \n",
    "fig1, ax1 = plt.subplots()\n",
    "ax1.pie(sizes2, labels=labels, autopct='%1.1f%%', startangle=50)\n",
    "\n",
    "ax1.axis('equal')  \n",
    "plt.title(\"2019\")\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It looks Lots of Shortage in 2019"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "poondi=dr[\"2004\":\"2018\"].POONDI.mean()\n",
    "chembar=dr[\"2004\":\"2018\"].CHEMBARAMBAKKAM.mean()\n",
    "chola=dr[\"2004\":\"2018\"].CHOLAVARAM.mean()\n",
    "red=dr[\"2004\":\"2018\"].REDHILLS.mean()\n",
    "\n",
    "sizes1=[poondi,chembar,chola,red]\n",
    "labels=[\"Poondi\",\"Chembarambakam\",\"Cholavaram\",\"Redhills\"]\n",
    " \n",
    "fig1, ax1 = plt.subplots()\n",
    "ax1.pie(sizes1, labels=labels, autopct='%1.1f%%', startangle=50)\n",
    "ax1.axis('equal')  \n",
    "plt.title(\"Mean\")\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The last 2004-2018 (15 years) as Average rainfall."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "poondi18=dr[\"2018\"].POONDI.mean()\n",
    "chembar18=dr[\"2018\"].CHEMBARAMBAKKAM.mean()\n",
    "chola18=dr[\"2018\"].CHOLAVARAM.mean()\n",
    "red18=dr[\"2018\"].REDHILLS.mean()\n",
    "\n",
    "sizes1=[poondi18,chembar18,chola18,red18]\n",
    "labels=[\"Poondi\",\"Chembarambakam\",\"Cholavaram\",\"Redhills\"]\n",
    " \n",
    "fig1, ax1 = plt.subplots()\n",
    "ax1.pie(sizes1, labels=labels, autopct='%1.1f%%', startangle=50)\n",
    "ax1.axis('equal')  \n",
    "plt.title(\"2018\")\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "poondi19=dr[\"2019\"].POONDI.mean()\n",
    "chembar19=dr[\"2019\"].CHEMBARAMBAKKAM.mean()\n",
    "chola19=dr[\"2019\"].CHOLAVARAM.mean()\n",
    "red19=dr[\"2019\"].REDHILLS.mean()\n",
    "\n",
    "sizes2=[poondi19,chembar19,chola19,red19]\n",
    "labels=[\"Poondi\",\"Chembarambakam\",\"Cholavaram\",\"Redhills\"]\n",
    " \n",
    "fig1, ax1 = plt.subplots()\n",
    "ax1.pie(sizes2, labels=labels, autopct='%1.1f%%', startangle=50)\n",
    "ax1.axis('equal')  \n",
    "plt.title(\"2019\")\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It looks Lots of rainfall Shortage in 2019. chembarambakam gives 0% and Redhills gives 0.5% rainfall."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>POONDI</th>\n",
       "      <th>CHOLAVARAM</th>\n",
       "      <th>REDHILLS</th>\n",
       "      <th>CHEMBARAMBAKKAM</th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2004-01-01</th>\n",
       "      <td>2004-01-01</td>\n",
       "      <td>3.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>268.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2004</td>\n",
       "      <td>Jan</td>\n",
       "      <td>271.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-02</th>\n",
       "      <td>2004-02-01</td>\n",
       "      <td>3.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>268.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2004</td>\n",
       "      <td>Feb</td>\n",
       "      <td>271.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-03</th>\n",
       "      <td>2004-03-01</td>\n",
       "      <td>3.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>267.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2004</td>\n",
       "      <td>Mar</td>\n",
       "      <td>270.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-04</th>\n",
       "      <td>2004-04-01</td>\n",
       "      <td>3.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>267.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2004</td>\n",
       "      <td>Apr</td>\n",
       "      <td>270.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-05</th>\n",
       "      <td>2004-05-01</td>\n",
       "      <td>3.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>267.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2004</td>\n",
       "      <td>May</td>\n",
       "      <td>270.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-06</th>\n",
       "      <td>2004-06-01</td>\n",
       "      <td>3.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>266.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2004</td>\n",
       "      <td>Jun</td>\n",
       "      <td>269.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-07</th>\n",
       "      <td>2004-07-01</td>\n",
       "      <td>3.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>266.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2004</td>\n",
       "      <td>Jul</td>\n",
       "      <td>269.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-08</th>\n",
       "      <td>2004-08-01</td>\n",
       "      <td>3.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>265.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2004</td>\n",
       "      <td>Aug</td>\n",
       "      <td>268.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-09</th>\n",
       "      <td>2004-09-01</td>\n",
       "      <td>3.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>264.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2004</td>\n",
       "      <td>Sep</td>\n",
       "      <td>267.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-10</th>\n",
       "      <td>2004-10-01</td>\n",
       "      <td>3.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>264.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2004</td>\n",
       "      <td>Oct</td>\n",
       "      <td>267.7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Date  POONDI  CHOLAVARAM  REDHILLS  CHEMBARAMBAKKAM  Year  \\\n",
       "Date                                                                         \n",
       "2004-01-01 2004-01-01     3.9         0.0     268.0              0.0  2004   \n",
       "2004-01-02 2004-02-01     3.9         0.0     268.0              0.0  2004   \n",
       "2004-01-03 2004-03-01     3.9         0.0     267.0              0.0  2004   \n",
       "2004-01-04 2004-04-01     3.9         0.0     267.0              0.0  2004   \n",
       "2004-01-05 2004-05-01     3.8         0.0     267.0              0.0  2004   \n",
       "2004-01-06 2004-06-01     3.8         0.0     266.0              0.0  2004   \n",
       "2004-01-07 2004-07-01     3.8         0.0     266.0              0.0  2004   \n",
       "2004-01-08 2004-08-01     3.7         0.0     265.0              0.0  2004   \n",
       "2004-01-09 2004-09-01     3.7         0.0     264.0              0.0  2004   \n",
       "2004-01-10 2004-10-01     3.7         0.0     264.0              0.0  2004   \n",
       "\n",
       "           Month  Total  \n",
       "Date                     \n",
       "2004-01-01   Jan  271.9  \n",
       "2004-01-02   Feb  271.9  \n",
       "2004-01-03   Mar  270.9  \n",
       "2004-01-04   Apr  270.9  \n",
       "2004-01-05   May  270.8  \n",
       "2004-01-06   Jun  269.8  \n",
       "2004-01-07   Jul  269.8  \n",
       "2004-01-08   Aug  268.7  \n",
       "2004-01-09   Sep  267.7  \n",
       "2004-01-10   Oct  267.7  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Add Three more columns (Year, Month, quarter,, Total)\n",
    "dl['Date'] = pd.to_datetime(dl['Date'], errors='coerce')\n",
    "dl['Year'] = dl.Date.dt.year\n",
    "dl['Month'] = dl.Date.dt.month\n",
    "dl['Total'] = dl.POONDI + dl.CHOLAVARAM + dl.REDHILLS + dl.CHEMBARAMBAKKAM\n",
    "\n",
    "dl.Month.replace([1,2,3,4,5,6,7,8,9,10,11,12],\n",
    "             ['Jan','Feb','Mar','Apr','May','Jun','Jul','Aug','Sep','Oct','Nov','Dec'], inplace = True)\n",
    "\n",
    "dl.Month = pd.Categorical(dl.Month,\n",
    "                                   ['Jan','Feb','Mar','Apr','May','Jun','Jul','Aug','Sep','Oct','Nov','Dec'], \n",
    "                                   ordered = True )\n",
    "\n",
    "\n",
    "\n",
    "lakes = ['POONDI','CHOLAVARAM','REDHILLS','CHEMBARAMBAKKAM','Total']\n",
    "dl.head(10)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>POONDI</th>\n",
       "      <th>CHOLAVARAM</th>\n",
       "      <th>REDHILLS</th>\n",
       "      <th>CHEMBARAMBAKKAM</th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2004-01-01</th>\n",
       "      <td>2004-01-01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2004</td>\n",
       "      <td>Jan</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-02</th>\n",
       "      <td>2004-02-01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2004</td>\n",
       "      <td>Feb</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-03</th>\n",
       "      <td>2004-03-01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2004</td>\n",
       "      <td>Mar</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-04</th>\n",
       "      <td>2004-04-01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2004</td>\n",
       "      <td>Apr</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-05</th>\n",
       "      <td>2004-05-01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2004</td>\n",
       "      <td>May</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-06</th>\n",
       "      <td>2004-06-01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2004</td>\n",
       "      <td>Jun</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-07</th>\n",
       "      <td>2004-07-01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2004</td>\n",
       "      <td>Jul</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-08</th>\n",
       "      <td>2004-08-01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2004</td>\n",
       "      <td>Aug</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-09</th>\n",
       "      <td>2004-09-01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2004</td>\n",
       "      <td>Sep</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-10</th>\n",
       "      <td>2004-10-01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2004</td>\n",
       "      <td>Oct</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Date  POONDI  CHOLAVARAM  REDHILLS  CHEMBARAMBAKKAM  Year  \\\n",
       "Date                                                                         \n",
       "2004-01-01 2004-01-01     0.0         0.0       0.0              0.0  2004   \n",
       "2004-01-02 2004-02-01     0.0         0.0       0.0              0.0  2004   \n",
       "2004-01-03 2004-03-01     0.0         0.0       0.0              0.0  2004   \n",
       "2004-01-04 2004-04-01     0.0         0.0       0.0              0.0  2004   \n",
       "2004-01-05 2004-05-01     0.0         0.0       0.0              0.0  2004   \n",
       "2004-01-06 2004-06-01     0.0         0.0       0.0              0.0  2004   \n",
       "2004-01-07 2004-07-01     0.0         0.0       0.0              0.0  2004   \n",
       "2004-01-08 2004-08-01     0.0         0.0       0.0              0.0  2004   \n",
       "2004-01-09 2004-09-01     0.0         0.0       0.0              0.0  2004   \n",
       "2004-01-10 2004-10-01     0.0         0.0       0.0              0.0  2004   \n",
       "\n",
       "           Month  Total  \n",
       "Date                     \n",
       "2004-01-01   Jan    0.0  \n",
       "2004-01-02   Feb    0.0  \n",
       "2004-01-03   Mar    0.0  \n",
       "2004-01-04   Apr    0.0  \n",
       "2004-01-05   May    0.0  \n",
       "2004-01-06   Jun    0.0  \n",
       "2004-01-07   Jul    0.0  \n",
       "2004-01-08   Aug    0.0  \n",
       "2004-01-09   Sep    0.0  \n",
       "2004-01-10   Oct    0.0  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dr['Date'] = pd.to_datetime(dr['Date'], errors='coerce')\n",
    "dr['Year'] = dr.Date.dt.year\n",
    "dr['Month'] = dr.Date.dt.month\n",
    "dr['Total'] = dr.POONDI + dr.CHOLAVARAM + dr.REDHILLS + dr.CHEMBARAMBAKKAM\n",
    "\n",
    "dr.Month.replace([1,2,3,4,5,6,7,8,9,10,11,12],\n",
    "             ['Jan','Feb','Mar','Apr','May','Jun','Jul','Aug','Sep','Oct','Nov','Dec'], inplace = True)\n",
    "\n",
    "dr.Month = pd.Categorical(dr.Month,\n",
    "                                   ['Jan','Feb','Mar','Apr','May','Jun','Jul','Aug','Sep','Oct','Nov','Dec'], \n",
    "                                   ordered = True )\n",
    "\n",
    "\n",
    "\n",
    "lakes = ['POONDI','CHOLAVARAM','REDHILLS','CHEMBARAMBAKKAM','Total']\n",
    "dr.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x2520 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "year = dr.groupby('Year').sum().reset_index()\n",
    "plt.figure(figsize = (15,35))\n",
    "\n",
    "i = 0\n",
    "for lake in lakes:\n",
    "    plt.subplot(6,2, i+1)\n",
    "    sns.barplot( x= 'Year' ,y = lake, data = year)\n",
    "    plt.xticks(rotation = 45)\n",
    "    plt.xlabel('Year')\n",
    "    plt.ylabel(lake)\n",
    "    plt.title(lake + ' vs Year', size = 10)\n",
    "             \n",
    "    plt.subplot(6,2, i+2)\n",
    "    sns.lineplot(x = 'Year', y = lake, data = dr,ci = False)\n",
    "    plt.xticks(rotation = 45)\n",
    "    plt.xlabel('Year')\n",
    "    plt.ylabel(lake)\n",
    "    plt.title(lake + ' vs Year', size = 10)\n",
    "    plt.subplots_adjust(hspace = 0.5)\n",
    "    i+=2\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1.After 2011 all 4 major lakes are not performing well.\n",
    "\n",
    "2.There water level gradually decreased.\n",
    "\n",
    "3.In 2004 and 2019 all most water level met 0 level and 2011 all are met its peek.\n",
    "\n",
    "4.Cholavaram Lake performing well on 2006 and 2008 rather than 2011."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x2520 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#EDA - Month\n",
    "month = dl.groupby('Month').mean().reset_index()\n",
    "\n",
    "plt.figure(figsize = (15,35))\n",
    "\n",
    "i = 0\n",
    "for lake in lakes:\n",
    "    plt.subplot(6,2, i+1)\n",
    "    sns.barplot( x= 'Month' ,y = lake, data = month)\n",
    "    plt.xticks(rotation = 45)\n",
    "    plt.xlabel('Month')\n",
    "    plt.ylabel(lake)\n",
    "    plt.title(lake + ' vs Month', size = 10)\n",
    "        \n",
    "    plt.subplot(6,2, i+2)\n",
    "    sns.lineplot(x = 'Month', y = lake, data = dl, ci = False)\n",
    "    plt.xticks(rotation = 45)\n",
    "    plt.xlabel('Month')\n",
    "    plt.ylabel('Water_level')\n",
    "    plt.title(lake + ' vs Month', size = 10)\n",
    "    plt.subplots_adjust(hspace = 0.5)\n",
    "    i+=2\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "4 Major lakes are at peek at Nov, Dec and Jan. Then waterlever gradually decreased till Aug. It starts increased from sep"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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