{
"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": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Date | \n",
" POONDI | \n",
" CHOLAVARAM | \n",
" REDHILLS | \n",
" CHEMBARAMBAKKAM | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 01-01-2004 | \n",
" 3.9 | \n",
" 0.0 | \n",
" 268.0 | \n",
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" 0.0 | \n",
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" 3.9 | \n",
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" 4 | \n",
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"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": {
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" \n",
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" | \n",
" Date | \n",
" POONDI | \n",
" CHOLAVARAM | \n",
" REDHILLS | \n",
" CHEMBARAMBAKKAM | \n",
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"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"
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},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dr.head()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" count | \n",
" mean | \n",
" std | \n",
" min | \n",
" 25% | \n",
" 50% | \n",
" 75% | \n",
" max | \n",
"
\n",
" \n",
" \n",
" \n",
" POONDI | \n",
" 5647.0 | \n",
" 1133.272203 | \n",
" 1026.009311 | \n",
" 0.9 | \n",
" 213.0 | \n",
" 782.0 | \n",
" 2006.0 | \n",
" 3231.0 | \n",
"
\n",
" \n",
" CHOLAVARAM | \n",
" 5647.0 | \n",
" 240.020572 | \n",
" 274.601731 | \n",
" 0.0 | \n",
" 22.3 | \n",
" 92.0 | \n",
" 460.0 | \n",
" 896.0 | \n",
"
\n",
" \n",
" REDHILLS | \n",
" 5647.0 | \n",
" 1568.345573 | \n",
" 890.363617 | \n",
" 0.0 | \n",
" 849.0 | \n",
" 1630.0 | \n",
" 2236.0 | \n",
" 3300.0 | \n",
"
\n",
" \n",
" CHEMBARAMBAKKAM | \n",
" 5647.0 | \n",
" 1321.381645 | \n",
" 957.057834 | \n",
" 0.0 | \n",
" 471.5 | \n",
" 1225.0 | \n",
" 2083.0 | \n",
" 3396.0 | \n",
"
\n",
" \n",
"
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"
],
"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": {
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\n",
"text/plain": [
""
]
},
"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": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"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": [
""
]
},
"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": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"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": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Date | \n",
" POONDI | \n",
" CHOLAVARAM | \n",
" REDHILLS | \n",
" CHEMBARAMBAKKAM | \n",
" Year | \n",
" Month | \n",
" Total | \n",
"
\n",
" \n",
" Date | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 2004-01-01 | \n",
" 2004-01-01 | \n",
" 3.9 | \n",
" 0.0 | \n",
" 268.0 | \n",
" 0.0 | \n",
" 2004 | \n",
" Jan | \n",
" 271.9 | \n",
"
\n",
" \n",
" 2004-01-02 | \n",
" 2004-02-01 | \n",
" 3.9 | \n",
" 0.0 | \n",
" 268.0 | \n",
" 0.0 | \n",
" 2004 | \n",
" Feb | \n",
" 271.9 | \n",
"
\n",
" \n",
" 2004-01-03 | \n",
" 2004-03-01 | \n",
" 3.9 | \n",
" 0.0 | \n",
" 267.0 | \n",
" 0.0 | \n",
" 2004 | \n",
" Mar | \n",
" 270.9 | \n",
"
\n",
" \n",
" 2004-01-04 | \n",
" 2004-04-01 | \n",
" 3.9 | \n",
" 0.0 | \n",
" 267.0 | \n",
" 0.0 | \n",
" 2004 | \n",
" Apr | \n",
" 270.9 | \n",
"
\n",
" \n",
" 2004-01-05 | \n",
" 2004-05-01 | \n",
" 3.8 | \n",
" 0.0 | \n",
" 267.0 | \n",
" 0.0 | \n",
" 2004 | \n",
" May | \n",
" 270.8 | \n",
"
\n",
" \n",
" 2004-01-06 | \n",
" 2004-06-01 | \n",
" 3.8 | \n",
" 0.0 | \n",
" 266.0 | \n",
" 0.0 | \n",
" 2004 | \n",
" Jun | \n",
" 269.8 | \n",
"
\n",
" \n",
" 2004-01-07 | \n",
" 2004-07-01 | \n",
" 3.8 | \n",
" 0.0 | \n",
" 266.0 | \n",
" 0.0 | \n",
" 2004 | \n",
" Jul | \n",
" 269.8 | \n",
"
\n",
" \n",
" 2004-01-08 | \n",
" 2004-08-01 | \n",
" 3.7 | \n",
" 0.0 | \n",
" 265.0 | \n",
" 0.0 | \n",
" 2004 | \n",
" Aug | \n",
" 268.7 | \n",
"
\n",
" \n",
" 2004-01-09 | \n",
" 2004-09-01 | \n",
" 3.7 | \n",
" 0.0 | \n",
" 264.0 | \n",
" 0.0 | \n",
" 2004 | \n",
" Sep | \n",
" 267.7 | \n",
"
\n",
" \n",
" 2004-01-10 | \n",
" 2004-10-01 | \n",
" 3.7 | \n",
" 0.0 | \n",
" 264.0 | \n",
" 0.0 | \n",
" 2004 | \n",
" Oct | \n",
" 267.7 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"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": [
"\n",
"\n",
"
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" \n",
" \n",
" | \n",
" Date | \n",
" POONDI | \n",
" CHOLAVARAM | \n",
" REDHILLS | \n",
" CHEMBARAMBAKKAM | \n",
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" Month | \n",
" Total | \n",
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" \n",
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" Jan | \n",
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\n",
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" 2004-02-01 | \n",
" 0.0 | \n",
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" 0.0 | \n",
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" 2004 | \n",
" Feb | \n",
" 0.0 | \n",
"
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" \n",
" 2004-01-03 | \n",
" 2004-03-01 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 2004 | \n",
" Mar | \n",
" 0.0 | \n",
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" \n",
" 2004-01-04 | \n",
" 2004-04-01 | \n",
" 0.0 | \n",
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" 2004 | \n",
" May | \n",
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" \n",
" 2004-01-06 | \n",
" 2004-06-01 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
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" Jun | \n",
" 0.0 | \n",
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" \n",
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" 2004-07-01 | \n",
" 0.0 | \n",
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" 0.0 | \n",
" 2004 | \n",
" Jul | \n",
" 0.0 | \n",
"
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" \n",
" 2004-01-08 | \n",
" 2004-08-01 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 2004 | \n",
" Aug | \n",
" 0.0 | \n",
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" \n",
" 2004-01-09 | \n",
" 2004-09-01 | \n",
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" Sep | \n",
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],
"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": {
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\n",
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