EDA on df_Barcelona.ipynb

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  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1cd44ab3",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "01090bc0",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('C:\\\\Users\\\\Tune_bdx\\\\Documents\\\\Advanced-Regression-Starter-Data\\\\df_train.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
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       "   Unnamed: 0                 time  Madrid_wind_speed Valencia_wind_deg  \\\n",
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       "4           4  2015-01-01 15:00:00           1.000000           level_7   \n",
       "\n",
       "   Bilbao_rain_1h  Valencia_wind_speed  Seville_humidity  Madrid_humidity  \\\n",
       "0             0.0             0.666667         74.333333        64.000000   \n",
       "1             0.0             1.666667         78.333333        64.666667   \n",
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       "3             0.0             1.000000         65.333333        56.333333   \n",
       "4             0.0             1.000000         59.000000        57.000000   \n",
       "\n",
       "   Bilbao_clouds_all  Bilbao_wind_speed  ...  Madrid_temp_max  Barcelona_temp  \\\n",
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       "\n",
       "   Bilbao_temp_min  Bilbao_temp  Barcelona_temp_min  Bilbao_temp_max  \\\n",
       "0       269.338615   269.338615          281.013000       269.338615   \n",
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       "\n",
       "   Seville_temp_min Madrid_temp  Madrid_temp_min  load_shortfall_3h  \n",
       "0        274.254667  265.938000       265.938000        6715.666667  \n",
       "1        274.945000  266.386667       266.386667        4171.666667  \n",
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    "df.head()"
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   "id": "927a7ea6",
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     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 8763 entries, 0 to 8762\n",
      "Data columns (total 49 columns):\n",
      " #   Column                Non-Null Count  Dtype  \n",
      "---  ------                --------------  -----  \n",
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      " 1   time                  8763 non-null   object \n",
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      " 48  load_shortfall_3h     8763 non-null   float64\n",
      "dtypes: float64(45), int64(1), object(3)\n",
      "memory usage: 3.3+ MB\n"
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   "source": [
    "df.info()"
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  },
  {
   "cell_type": "code",
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       "time                       0\n",
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       "      <td>2.425729</td>\n",
       "      <td>0.135753</td>\n",
       "      <td>2.586272</td>\n",
       "      <td>62.658793</td>\n",
       "      <td>57.414717</td>\n",
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       "      <td>1.850356</td>\n",
       "      <td>13.714748</td>\n",
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       "      <td>1.850371</td>\n",
       "      <td>0.374901</td>\n",
       "      <td>2.411190</td>\n",
       "      <td>22.621226</td>\n",
       "      <td>24.335396</td>\n",
       "      <td>32.551044</td>\n",
       "      <td>1.695888</td>\n",
       "      <td>24.272482</td>\n",
       "      <td>102.056299</td>\n",
       "      <td>...</td>\n",
       "      <td>9.752047</td>\n",
       "      <td>6.528111</td>\n",
       "      <td>6.705672</td>\n",
       "      <td>6.818682</td>\n",
       "      <td>6.102593</td>\n",
       "      <td>7.105590</td>\n",
       "      <td>8.178220</td>\n",
       "      <td>9.346796</td>\n",
       "      <td>9.206237</td>\n",
       "      <td>5218.046404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8.333333</td>\n",
       "      <td>6.333333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>264.983333</td>\n",
       "      <td>270.816667</td>\n",
       "      <td>264.483333</td>\n",
       "      <td>267.483333</td>\n",
       "      <td>269.483333</td>\n",
       "      <td>269.063000</td>\n",
       "      <td>270.150000</td>\n",
       "      <td>264.983333</td>\n",
       "      <td>264.983333</td>\n",
       "      <td>-6618.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2190.500000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>44.333333</td>\n",
       "      <td>36.333333</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>73.333333</td>\n",
       "      <td>...</td>\n",
       "      <td>282.150000</td>\n",
       "      <td>284.973443</td>\n",
       "      <td>280.085167</td>\n",
       "      <td>281.374167</td>\n",
       "      <td>284.150000</td>\n",
       "      <td>282.836776</td>\n",
       "      <td>285.816667</td>\n",
       "      <td>281.404281</td>\n",
       "      <td>280.299167</td>\n",
       "      <td>7390.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>4381.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>65.666667</td>\n",
       "      <td>58.000000</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>147.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>288.116177</td>\n",
       "      <td>289.416667</td>\n",
       "      <td>284.816667</td>\n",
       "      <td>286.158333</td>\n",
       "      <td>288.150000</td>\n",
       "      <td>287.630000</td>\n",
       "      <td>290.816667</td>\n",
       "      <td>287.053333</td>\n",
       "      <td>286.083333</td>\n",
       "      <td>11114.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>6571.500000</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>3.666667</td>\n",
       "      <td>82.000000</td>\n",
       "      <td>78.666667</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>2.666667</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>234.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>296.816667</td>\n",
       "      <td>294.909000</td>\n",
       "      <td>289.816667</td>\n",
       "      <td>291.034167</td>\n",
       "      <td>292.966667</td>\n",
       "      <td>292.483333</td>\n",
       "      <td>297.150000</td>\n",
       "      <td>295.154667</td>\n",
       "      <td>293.884500</td>\n",
       "      <td>14498.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>8762.000000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>52.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.666667</td>\n",
       "      <td>97.333333</td>\n",
       "      <td>359.333333</td>\n",
       "      <td>...</td>\n",
       "      <td>314.483333</td>\n",
       "      <td>307.316667</td>\n",
       "      <td>309.816667</td>\n",
       "      <td>310.710000</td>\n",
       "      <td>304.816667</td>\n",
       "      <td>317.966667</td>\n",
       "      <td>314.816667</td>\n",
       "      <td>313.133333</td>\n",
       "      <td>310.383333</td>\n",
       "      <td>31904.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 46 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Unnamed: 0  Madrid_wind_speed  Bilbao_rain_1h  Valencia_wind_speed  \\\n",
       "count  8763.000000        8763.000000     8763.000000          8763.000000   \n",
       "mean   4381.000000           2.425729        0.135753             2.586272   \n",
       "std    2529.804538           1.850371        0.374901             2.411190   \n",
       "min       0.000000           0.000000        0.000000             0.000000   \n",
       "25%    2190.500000           1.000000        0.000000             1.000000   \n",
       "50%    4381.000000           2.000000        0.000000             1.666667   \n",
       "75%    6571.500000           3.333333        0.100000             3.666667   \n",
       "max    8762.000000          13.000000        3.000000            52.000000   \n",
       "\n",
       "       Seville_humidity  Madrid_humidity  Bilbao_clouds_all  \\\n",
       "count       8763.000000      8763.000000        8763.000000   \n",
       "mean          62.658793        57.414717          43.469132   \n",
       "std           22.621226        24.335396          32.551044   \n",
       "min            8.333333         6.333333           0.000000   \n",
       "25%           44.333333        36.333333          10.000000   \n",
       "50%           65.666667        58.000000          45.000000   \n",
       "75%           82.000000        78.666667          75.000000   \n",
       "max          100.000000       100.000000         100.000000   \n",
       "\n",
       "       Bilbao_wind_speed  Seville_clouds_all  Bilbao_wind_deg  ...  \\\n",
       "count        8763.000000         8763.000000      8763.000000  ...   \n",
       "mean            1.850356           13.714748       158.957511  ...   \n",
       "std             1.695888           24.272482       102.056299  ...   \n",
       "min             0.000000            0.000000         0.000000  ...   \n",
       "25%             0.666667            0.000000        73.333333  ...   \n",
       "50%             1.000000            0.000000       147.000000  ...   \n",
       "75%             2.666667           20.000000       234.000000  ...   \n",
       "max            12.666667           97.333333       359.333333  ...   \n",
       "\n",
       "       Madrid_temp_max  Barcelona_temp  Bilbao_temp_min  Bilbao_temp  \\\n",
       "count      8763.000000     8763.000000      8763.000000  8763.000000   \n",
       "mean        289.540309      289.855459       285.017973   286.422929   \n",
       "std           9.752047        6.528111         6.705672     6.818682   \n",
       "min         264.983333      270.816667       264.483333   267.483333   \n",
       "25%         282.150000      284.973443       280.085167   281.374167   \n",
       "50%         288.116177      289.416667       284.816667   286.158333   \n",
       "75%         296.816667      294.909000       289.816667   291.034167   \n",
       "max         314.483333      307.316667       309.816667   310.710000   \n",
       "\n",
       "       Barcelona_temp_min  Bilbao_temp_max  Seville_temp_min  Madrid_temp  \\\n",
       "count         8763.000000      8763.000000       8763.000000  8763.000000   \n",
       "mean           288.447422       287.966027        291.633356   288.419439   \n",
       "std              6.102593         7.105590          8.178220     9.346796   \n",
       "min            269.483333       269.063000        270.150000   264.983333   \n",
       "25%            284.150000       282.836776        285.816667   281.404281   \n",
       "50%            288.150000       287.630000        290.816667   287.053333   \n",
       "75%            292.966667       292.483333        297.150000   295.154667   \n",
       "max            304.816667       317.966667        314.816667   313.133333   \n",
       "\n",
       "       Madrid_temp_min  load_shortfall_3h  \n",
       "count      8763.000000        8763.000000  \n",
       "mean        287.202203       10673.857612  \n",
       "std           9.206237        5218.046404  \n",
       "min         264.983333       -6618.000000  \n",
       "25%         280.299167        7390.333333  \n",
       "50%         286.083333       11114.666667  \n",
       "75%         293.884500       14498.166667  \n",
       "max         310.383333       31904.000000  \n",
       "\n",
       "[8 rows x 46 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "a5b5da43",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      Barcelona_wind_speed  Barcelona_wind_deg  Barcelona_rain_1h  \\\n",
      "0                 6.333333           42.666667                0.0   \n",
      "1                 4.000000          139.000000                0.0   \n",
      "2                 2.000000          326.000000                0.0   \n",
      "3                 2.333333          273.000000                0.0   \n",
      "4                 4.333333          260.000000                0.0   \n",
      "...                    ...                 ...                ...   \n",
      "8758              1.666667           83.666667                0.0   \n",
      "8759              3.000000          213.333333                0.0   \n",
      "8760              5.333333          256.666667                0.0   \n",
      "8761              5.333333          250.000000                0.0   \n",
      "8762              4.333333          253.333333                0.0   \n",
      "\n",
      "      Barcelona_pressure  Barcelona_rain_3h  Barcelona_weather_id  \\\n",
      "0            1036.333333                0.0                 800.0   \n",
      "1            1037.333333                0.0                 800.0   \n",
      "2            1038.000000                0.0                 800.0   \n",
      "3            1037.000000                0.0                 800.0   \n",
      "4            1035.000000                0.0                 800.0   \n",
      "...                  ...                ...                   ...   \n",
      "8758         1021.000000                0.0                 801.0   \n",
      "8759         1019.000000                0.0                 801.0   \n",
      "8760         1015.666667                0.0                 801.0   \n",
      "8761         1015.000000                0.0                 800.0   \n",
      "8762         1016.000000                0.0                 800.0   \n",
      "\n",
      "      Barcelona_temp_max  Barcelona_temp  Barcelona_temp_min  \n",
      "0             281.013000      281.013000          281.013000  \n",
      "1             280.561667      280.561667          280.561667  \n",
      "2             281.583667      281.583667          281.583667  \n",
      "3             283.434104      283.434104          283.434104  \n",
      "4             284.213167      284.213167          284.213167  \n",
      "...                  ...             ...                 ...  \n",
      "8758          282.150000      281.276667          280.483333  \n",
      "8759          287.816667      287.483333          287.150000  \n",
      "8760          290.483333      289.816667          289.150000  \n",
      "8761          288.150000      287.523333          286.816667  \n",
      "8762          287.816667      287.483333          287.150000  \n",
      "\n",
      "[8763 rows x 9 columns]\n"
     ]
    }
   ],
   "source": [
    "Barcelona_Data = df.filter(like='Barcelona', axis=1)\n",
    "print (Barcelona_Data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "9112bf90",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Barcelona_wind_speed  Barcelona_wind_deg  Barcelona_rain_1h  \\\n",
      "count           8763.000000         8763.000000        8763.000000   \n",
      "mean               2.870497          190.544848           0.128906   \n",
      "std                1.792197           89.077337           0.634730   \n",
      "min                0.000000            0.000000           0.000000   \n",
      "25%                1.666667          118.166667           0.000000   \n",
      "50%                2.666667          200.000000           0.000000   \n",
      "75%                4.000000          260.000000           0.000000   \n",
      "max               12.666667          360.000000          12.000000   \n",
      "\n",
      "       Barcelona_pressure  Barcelona_rain_3h  Barcelona_weather_id  \\\n",
      "count        8.763000e+03        8763.000000           8763.000000   \n",
      "mean         1.377965e+03           0.000439            765.979687   \n",
      "std          1.407314e+04           0.003994             88.142235   \n",
      "min          6.706667e+02           0.000000            200.666667   \n",
      "25%          1.014000e+03           0.000000            800.000000   \n",
      "50%          1.018000e+03           0.000000            800.333333   \n",
      "75%          1.022000e+03           0.000000            801.000000   \n",
      "max          1.001411e+06           0.093000            804.000000   \n",
      "\n",
      "       Barcelona_temp_max  Barcelona_temp  Barcelona_temp_min  \n",
      "count         8763.000000     8763.000000         8763.000000  \n",
      "mean           291.157644      289.855459          288.447422  \n",
      "std              7.273538        6.528111            6.102593  \n",
      "min            272.150000      270.816667          269.483333  \n",
      "25%            285.483333      284.973443          284.150000  \n",
      "50%            290.150000      289.416667          288.150000  \n",
      "75%            296.855000      294.909000          292.966667  \n",
      "max            314.076667      307.316667          304.816667  \n"
     ]
    }
   ],
   "source": [
    "Barcelona_Summary = Barcelona_Data.describe()\n",
    "print (Barcelona_Summary)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c6ff8df0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "features = ['Barcelona_pressure', 'Barcelona_wind_speed', 'Barcelona_rain_1h', 'Barcelona_rain_3h', 'Barcelona_weather_id', 'Barcelona_temp','Barcelona_temp_min', 'Barcelona_temp_max'] # create a list of all numerical features\n",
    "df[features].hist(figsize=(10,10));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "7e8432b0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x='Barcelona_temp', data=df);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ccaf5308",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(x ='Barcelona_wind_speed', data = df, palette=\"hls\")\n",
    "plt.title(\"Barcelona Wind Speed\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "d08af667",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(x='Barcelona_pressure', data=df);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "aecda1bd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x = 'Barcelona_rain_1h', data = df[:500], palette=\"hls\")\n",
    "plt.title(\"Distribution of Rain_1hr\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "79ddd9d8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x = 'Barcelona_weather_id', data = df[:30], palette=\"hls\")\n",
    "plt.title(\"Barcelona Weather ID\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "cb764588",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Correlation Coefficients for Barcelona Data:\n",
      "                      Barcelona_pressure  Barcelona_wind_speed  \\\n",
      "Barcelona_pressure              1.000000              0.001280   \n",
      "Barcelona_wind_speed            0.001280              1.000000   \n",
      "Barcelona_rain_1h               0.053550              0.042136   \n",
      "Barcelona_rain_3h              -0.002796             -0.001722   \n",
      "Barcelona_weather_id           -0.013790             -0.048004   \n",
      "Barcelona_temp                 -0.033221              0.116240   \n",
      "Barcelona_temp_min             -0.029612              0.109268   \n",
      "Barcelona_temp_max             -0.034412              0.114497   \n",
      "\n",
      "                      Barcelona_rain_1h  Barcelona_rain_3h  \\\n",
      "Barcelona_pressure             0.053550          -0.002796   \n",
      "Barcelona_wind_speed           0.042136          -0.001722   \n",
      "Barcelona_rain_1h              1.000000          -0.020084   \n",
      "Barcelona_rain_3h             -0.020084           1.000000   \n",
      "Barcelona_weather_id          -0.525751           0.026554   \n",
      "Barcelona_temp                 0.060384          -0.042970   \n",
      "Barcelona_temp_min             0.023582          -0.029398   \n",
      "Barcelona_temp_max             0.083288          -0.051365   \n",
      "\n",
      "                      Barcelona_weather_id  Barcelona_temp  \\\n",
      "Barcelona_pressure               -0.013790       -0.033221   \n",
      "Barcelona_wind_speed             -0.048004        0.116240   \n",
      "Barcelona_rain_1h                -0.525751        0.060384   \n",
      "Barcelona_rain_3h                 0.026554       -0.042970   \n",
      "Barcelona_weather_id              1.000000        0.029239   \n",
      "Barcelona_temp                    0.029239        1.000000   \n",
      "Barcelona_temp_min                0.046167        0.964089   \n",
      "Barcelona_temp_max                0.018332        0.974480   \n",
      "\n",
      "                      Barcelona_temp_min  Barcelona_temp_max  \n",
      "Barcelona_pressure             -0.029612           -0.034412  \n",
      "Barcelona_wind_speed            0.109268            0.114497  \n",
      "Barcelona_rain_1h               0.023582            0.083288  \n",
      "Barcelona_rain_3h              -0.029398           -0.051365  \n",
      "Barcelona_weather_id            0.046167            0.018332  \n",
      "Barcelona_temp                  0.964089            0.974480  \n",
      "Barcelona_temp_min              1.000000            0.885911  \n",
      "Barcelona_temp_max              0.885911            1.000000  \n"
     ]
    }
   ],
   "source": [
    "# The columns for which to find correlation coefficients\n",
    "\n",
    "columns_to_correlate = ['Barcelona_pressure', 'Barcelona_wind_speed', 'Barcelona_rain_1h', 'Barcelona_rain_3h', 'Barcelona_weather_id', 'Barcelona_temp','Barcelona_temp_min', 'Barcelona_temp_max']\n",
    "\n",
    "# Calculate the correlation coefficients for the selected columns\n",
    "correlation_matrix = df[columns_to_correlate].corr()\n",
    "\n",
    "# Print the correlation coefficients\n",
    "print(\"Correlation Coefficients for Barcelona Data:\")\n",
    "print(correlation_matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "b5edfb4d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "columns_to_correlate = ['Barcelona_pressure', 'Barcelona_wind_speed', 'Barcelona_rain_1h', 'Barcelona_rain_3h', 'Barcelona_weather_id', 'Barcelona_temp','Barcelona_temp_min', 'Barcelona_temp_max']\n",
    "\n",
    "# Compute the correlation matrix\n",
    "correlation_matrix = Barcelona_Data[columns_to_correlate].corr()\n",
    "\n",
    "# Visualize the correlation matrix using a heatmap\n",
    "plt.figure(figsize=(10, 8))\n",
    "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', fmt='.2f', annot_kws={\"size\": 10})\n",
    "plt.title('Correlation Matrix HeatMap for Barcelona Data')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "5161816e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x='Barcelona_weather_id',y='Barcelona_temp',hue='Barcelona_wind_speed', data=df);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d3d3168d",
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.jointplot(x = 'Barcelona_pressure', y = 'Barcelona_weather_id', data = df);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "953116dc",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c8c1b748",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
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