exploring_weather_trends.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploring weather trends\n",
    "In this project, I analyzed local and global temperature data and compared the temperature trends where I live to overall global temperature trends.\n",
    "## Table of Contents\n",
    "<ul>\n",
    "<li><a href=\"#extract\">Extract the data from the database</a></li>\n",
    "<li><a href=\"#open\">Open up the CSV</a></li>\n",
    "<li><a href=\"#linechart\">Create a line chart</a></li>\n",
    "<li><a href=\"#analysis\">Analysis of data</a></li>\n",
    "</ul>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='extract'></a>\n",
    "## Extract the data from the database\n",
    "Udacity provided a workspace with a database of average annual temperature data for the world as well as for different cities all over the planet. I got a list of Uzbekistan cities with the following SQL command.\n",
    "```sql\n",
    "SELECT * FROM city_list WHERE country = 'Uzbekistan'\n",
    "```\n",
    "I live in Tashkent. Fortunately, the city was on the list. So, I chose it for the analysis.\n",
    "\n",
    "I obtained Tashkent and global temperatures using\n",
    "```sql\n",
    "SELECT\n",
    "  c.year \"Year\",\n",
    "  c.avg_temp \"Tashkent\",\n",
    "  g.avg_temp \"Global\"\n",
    "FROM global_data g\n",
    "JOIN city_data c ON c.year = g.year\n",
    "WHERE\n",
    "  c.city = 'Tashkent'\n",
    "```\n",
    "As the goal of the project was comparison, I obtained data only for years when both temperatures were available by using ***INNER JOIN*** with two tables ***ON*** year.\n",
    "I downloaded data in CSV format to the file ***Temperature.csv***."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='open'></a>\n",
    "## Open up the CSV\n",
    "Udacity suggested using Excel or Google sheets. But I decided to make this project more challenging and selected Python for data processing and visualisation. Python has a lot of great libraries for such tasks. I chose ***pandas*** for data processing and ***matplotlib*** for visualisation. Also I decided to use ***Jupyter Notebooks*** to create this document.\n",
    "\n",
    "First of all, I had to import libraries to the Python script."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'retina'\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then I used pandas to import data from the CSV file and got the pandas dataframe. `index_col=0` parameter points pandas to use the year column for index."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"Temperature.csv\", index_col=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### First 5 rows of DataFrame"
   ]
  },
  {
   "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>Tashkent</th>\n",
       "      <th>Global</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Year</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1832</th>\n",
       "      <td>9.48</td>\n",
       "      <td>7.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1833</th>\n",
       "      <td>9.93</td>\n",
       "      <td>8.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1834</th>\n",
       "      <td>9.95</td>\n",
       "      <td>8.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1835</th>\n",
       "      <td>9.15</td>\n",
       "      <td>7.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1836</th>\n",
       "      <td>9.65</td>\n",
       "      <td>7.70</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Tashkent  Global\n",
       "Year                  \n",
       "1832      9.48    7.45\n",
       "1833      9.93    8.01\n",
       "1834      9.95    8.15\n",
       "1835      9.15    7.39\n",
       "1836      9.65    7.70"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### DataFrame information"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 182 entries, 1832 to 2013\n",
      "Data columns (total 2 columns):\n",
      " #   Column    Non-Null Count  Dtype  \n",
      "---  ------    --------------  -----  \n",
      " 0   Tashkent  182 non-null    float64\n",
      " 1   Global    182 non-null    float64\n",
      "dtypes: float64(2)\n",
      "memory usage: 4.3 KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='linechart'></a>\n",
    "## Create a line chart\n",
    "To create a line chart, I had to calculate the moving average for temperatures. Pandas has an integrated method to calculate it. So I simply replaced data in the dataframe with calculated numbers. `window=25` sets a 25-year window for the moving average. I selected this value because it smoothed the result chart optimally for further analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Tashkent'] = df.rolling(window=25)['Tashkent'].mean()\n",
    "df['Global'] = df.rolling(window=25)['Global'].mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then I configured the size parameters for the result graph."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "params = {\n",
    "    'legend.fontsize': 24,\n",
    "    'figure.figsize': (20, 10),\n",
    "    'axes.labelsize': 24,\n",
    "    'axes.titlesize': 28,\n",
    "    'xtick.labelsize': 'xx-large',\n",
    "    'ytick.labelsize': 'xx-large'\n",
    "}\n",
    "plt.rcParams.update(params)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally I could plot the dataframe and give the proper title and y-axis label to the line chart."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 667,
       "width": 1219
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot()\n",
    "plt.title('\\nLine Chart of Global vs. Tashkent Temperature')\n",
    "plt.ylabel('Temperature (°C)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='analysis'></a>\n",
    "## Analysis of data\n",
    "This graph shows temperature changes both globaly and in Tashkent city, covering the period from 1840 to 2015.\n",
    "\n",
    "We can see that generally, Tashkent and global temperatures have been increasing throughout the whole period. There was a rapid rise of temperature between 1900 and 1950. Then we can observe the temperature cooling down untill 1980. After this period, the temperature began to climb again untill 2015. This cooling was associated with high concentrations of [atmospheric aerosols](https://www.nasa.gov/centers/langley/news/factsheets/Aerosols.html), which were increased after the start of the Industrial Revolution. Also [a large volcanic eruption occured in 1963](https://en.wikipedia.org/wiki/Mount_Agung) that affected climate significantly.\n",
    "\n",
    "The temperature in Tashkent increased by"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.76 °C.\n"
     ]
    }
   ],
   "source": [
    "print(round(df['Tashkent'].max() - df['Tashkent'].min(), 2), \"°C.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Global temperature increased by"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.45 °C.\n"
     ]
    }
   ],
   "source": [
    "print(round(df['Global'].max() - df['Global'].min(), 2), \"°C.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On average, the temperature in Tashkent is hotter than the global temperature by"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.8 °C.\n"
     ]
    }
   ],
   "source": [
    "print(round(df['Tashkent'].sub(df['Global'], axis=0).mean(), 2), \"°C.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Tashkent / global temperature ratio is"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.21.\n"
     ]
    }
   ],
   "source": [
    "print(\"{:.2f}.\".format(df['Tashkent'].div(df['Global'], axis=0).mean()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Overall changes in temperatures are similar. The correlation coefficient is"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.95.\n"
     ]
    }
   ],
   "source": [
    "print(\"{:.2f}.\".format(df['Tashkent'].corr(df['Global']), 2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As the correlation coefficient is pretty high, we can estimate the temperature in Tashkent based on the global temperature by multiplying it by calculated ratio coefficient."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}