THESIS_plots4.ipynb

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      "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>#EventID</th>\n",
       "      <th>Time</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Depth/Km</th>\n",
       "      <th>Author</th>\n",
       "      <th>Catalog</th>\n",
       "      <th>Contributor</th>\n",
       "      <th>ContributorID</th>\n",
       "      <th>MagType</th>\n",
       "      <th>Magnitude</th>\n",
       "      <th>MagAuthor</th>\n",
       "      <th>EventLocationName</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>79</td>\n",
       "      <td>1985-01-02T22:57:43.090000</td>\n",
       "      <td>41.7150</td>\n",
       "      <td>13.9410</td>\n",
       "      <td>5.8</td>\n",
       "      <td>BULLETIN-VAX</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Md</td>\n",
       "      <td>2.6</td>\n",
       "      <td>--</td>\n",
       "      <td>6 km S Civitella Alfedena (AQ)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>89</td>\n",
       "      <td>1985-01-03T00:46:16.990000</td>\n",
       "      <td>41.6770</td>\n",
       "      <td>13.9310</td>\n",
       "      <td>6.1</td>\n",
       "      <td>BULLETIN-VAX</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Md</td>\n",
       "      <td>2.5</td>\n",
       "      <td>--</td>\n",
       "      <td>6 km NE Picinisco (FR)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>199</td>\n",
       "      <td>1985-01-04T16:57:40.240000</td>\n",
       "      <td>46.1580</td>\n",
       "      <td>7.1740</td>\n",
       "      <td>10.0</td>\n",
       "      <td>BULLETIN-VAX</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>M</td>\n",
       "      <td>3.8</td>\n",
       "      <td>--</td>\n",
       "      <td>Confine Italia-Svizzera (SVIZZERA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>229</td>\n",
       "      <td>1985-01-04T23:59:54.820000</td>\n",
       "      <td>45.3380</td>\n",
       "      <td>6.6410</td>\n",
       "      <td>5.0</td>\n",
       "      <td>BULLETIN-VAX</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>M</td>\n",
       "      <td>3.7</td>\n",
       "      <td>--</td>\n",
       "      <td>Confine Italia-Francia (FRANCIA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>239</td>\n",
       "      <td>1985-01-05T03:47:03.640000</td>\n",
       "      <td>45.4090</td>\n",
       "      <td>6.6270</td>\n",
       "      <td>10.0</td>\n",
       "      <td>BULLETIN-VAX</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>M</td>\n",
       "      <td>3.2</td>\n",
       "      <td>--</td>\n",
       "      <td>Confine Italia-Francia (FRANCIA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181772</th>\n",
       "      <td>24334191</td>\n",
       "      <td>2020-04-29T11:17:24.170000</td>\n",
       "      <td>45.9167</td>\n",
       "      <td>12.1917</td>\n",
       "      <td>10.1</td>\n",
       "      <td>SURVEY-INGV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ML</td>\n",
       "      <td>1.7</td>\n",
       "      <td>--</td>\n",
       "      <td>2 km SW Refrontolo (TV)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181773</th>\n",
       "      <td>24335541</td>\n",
       "      <td>2020-04-29T14:14:47.970000</td>\n",
       "      <td>38.4090</td>\n",
       "      <td>13.5617</td>\n",
       "      <td>28.2</td>\n",
       "      <td>SURVEY-INGV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ML</td>\n",
       "      <td>2.3</td>\n",
       "      <td>--</td>\n",
       "      <td>Costa Siciliana centro-settentrionale (Palermo)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181774</th>\n",
       "      <td>24336421</td>\n",
       "      <td>2020-04-29T16:23:40.010000</td>\n",
       "      <td>42.8882</td>\n",
       "      <td>13.0363</td>\n",
       "      <td>10.0</td>\n",
       "      <td>SURVEY-INGV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ML</td>\n",
       "      <td>1.8</td>\n",
       "      <td>--</td>\n",
       "      <td>1 km N Preci (PG)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181775</th>\n",
       "      <td>24336481</td>\n",
       "      <td>2020-04-29T16:30:14.850000</td>\n",
       "      <td>37.7683</td>\n",
       "      <td>14.6293</td>\n",
       "      <td>38.0</td>\n",
       "      <td>SURVEY-INGV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ML</td>\n",
       "      <td>2.2</td>\n",
       "      <td>--</td>\n",
       "      <td>3 km SE Troina (EN)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181776</th>\n",
       "      <td>24337031</td>\n",
       "      <td>2020-04-29T19:21:00.290000</td>\n",
       "      <td>37.8797</td>\n",
       "      <td>12.9638</td>\n",
       "      <td>10.0</td>\n",
       "      <td>SURVEY-INGV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ML</td>\n",
       "      <td>1.6</td>\n",
       "      <td>--</td>\n",
       "      <td>10 km E Calatafimi-Segesta (TP)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>181777 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        #EventID                        Time  Latitude  Longitude  Depth/Km  \\\n",
       "0             79  1985-01-02T22:57:43.090000   41.7150    13.9410       5.8   \n",
       "1             89  1985-01-03T00:46:16.990000   41.6770    13.9310       6.1   \n",
       "2            199  1985-01-04T16:57:40.240000   46.1580     7.1740      10.0   \n",
       "3            229  1985-01-04T23:59:54.820000   45.3380     6.6410       5.0   \n",
       "4            239  1985-01-05T03:47:03.640000   45.4090     6.6270      10.0   \n",
       "...          ...                         ...       ...        ...       ...   \n",
       "181772  24334191  2020-04-29T11:17:24.170000   45.9167    12.1917      10.1   \n",
       "181773  24335541  2020-04-29T14:14:47.970000   38.4090    13.5617      28.2   \n",
       "181774  24336421  2020-04-29T16:23:40.010000   42.8882    13.0363      10.0   \n",
       "181775  24336481  2020-04-29T16:30:14.850000   37.7683    14.6293      38.0   \n",
       "181776  24337031  2020-04-29T19:21:00.290000   37.8797    12.9638      10.0   \n",
       "\n",
       "              Author  Catalog  Contributor  ContributorID MagType  Magnitude  \\\n",
       "0       BULLETIN-VAX      NaN          NaN            NaN      Md        2.6   \n",
       "1       BULLETIN-VAX      NaN          NaN            NaN      Md        2.5   \n",
       "2       BULLETIN-VAX      NaN          NaN            NaN       M        3.8   \n",
       "3       BULLETIN-VAX      NaN          NaN            NaN       M        3.7   \n",
       "4       BULLETIN-VAX      NaN          NaN            NaN       M        3.2   \n",
       "...              ...      ...          ...            ...     ...        ...   \n",
       "181772   SURVEY-INGV      NaN          NaN            NaN      ML        1.7   \n",
       "181773   SURVEY-INGV      NaN          NaN            NaN      ML        2.3   \n",
       "181774   SURVEY-INGV      NaN          NaN            NaN      ML        1.8   \n",
       "181775   SURVEY-INGV      NaN          NaN            NaN      ML        2.2   \n",
       "181776   SURVEY-INGV      NaN          NaN            NaN      ML        1.6   \n",
       "\n",
       "       MagAuthor                                EventLocationName  \n",
       "0             --                   6 km S Civitella Alfedena (AQ)  \n",
       "1             --                           6 km NE Picinisco (FR)  \n",
       "2             --               Confine Italia-Svizzera (SVIZZERA)  \n",
       "3             --                 Confine Italia-Francia (FRANCIA)  \n",
       "4             --                 Confine Italia-Francia (FRANCIA)  \n",
       "...          ...                                              ...  \n",
       "181772        --                          2 km SW Refrontolo (TV)  \n",
       "181773        --  Costa Siciliana centro-settentrionale (Palermo)  \n",
       "181774        --                                1 km N Preci (PG)  \n",
       "181775        --                              3 km SE Troina (EN)  \n",
       "181776        --                  10 km E Calatafimi-Segesta (TP)  \n",
       "\n",
       "[181777 rows x 13 columns]"
      ]
     },
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   ],
   "source": [
    "import pandas as pd\n",
    "DATA=pd.read_csv(r\"C:\\\\Users\\Ogeid99\\Desktop\\cataloguess\\DATA_no_modify.csv\")\n",
    "DATA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from datetime import datetime\n",
    "import warnings\n",
    "DATA=DATA.sort_values(by='Time')\n",
    "counter=pd.Series([1 for i in range(len(DATA['Time']))])\n",
    "counter.name='Count'\n",
    "b=pd.concat([DATA,pd.Series(counter)],axis=1)\n",
    "tim=b['Count'].groupby(b['Time'])\n",
    "tim_sum=pd.Series(tim.sum())\n",
    "DATA['Time']=pd.to_datetime(DATA['Time'])\n",
    "#time_plot=[ z.strftime('%Y-%m-%d') for z in DATA['Time']]\n",
    "#sns.distplot(b_sum,kde=False) # frequency of earthquakes per count\n",
    "#b_sum.index().tolist(b_sum)\n",
    "dt = datetime.utcnow() \n",
    "dt64 = np.datetime64(dt)\n",
    "time_new=[]\n",
    "for i in DATA['Time']:\n",
    "    ts = (dt64 - np.datetime64(i)) / np.timedelta64(1, 's')\n",
    "    times=datetime.utcfromtimestamp(ts)\n",
    "    time_new.append(times)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "DATA['Time']=time_new\n",
    "\n",
    "tim_sum_index=tim_sum.index.values\n",
    "fig,axes=plt.subplots(1,1,figsize=(10,6))\n",
    "plt.hist(DATA['Time'],edgecolor='green',color='lawngreen',cumulative=True,bins=253) #edgecolor: bar color\n",
    "plt.xlabel('Time',fontsize=18,labelpad=5)\n",
    "plt.ylabel('N. of events',fontsize=18,labelpad=5)\n",
    "plt.title('Number of earthquakes $\\geq$ 1.5 from 1985 to 2020 (cumulative)',fontsize=16,pad=15.0)   \n",
    "plt.tick_params(labelsize=12)\n",
    "#plt.savefig(r\"C:\\\\Users\\Ogeid99\\Desktop\\tesi\\photos_thesis\\grafici_finali_jupyter\\number_of_events-time_cumulative.png\",bbox_inches='tight',dpi=600)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dep=b['Count'].groupby(b['Depth/Km'])\n",
    "dep_sum=pd.Series(dep.sum())\n",
    "dep_sum_index=dep_sum.index.values\n",
    "fig,axes=plt.subplots(1,1,figsize=(10,6))\n",
    "plt.hist(b['Depth/Km'],edgecolor='black', color='lightcoral',bins=50) #edgecolor: bar color\n",
    "plt.xlabel('Depth (km)',fontsize=18,labelpad=5)\n",
    "plt.ylabel('N. of events',fontsize=18,labelpad=5)\n",
    "plt.title('Number of earthquakes $\\geq$ 1.5 by depth',fontsize=17,pad=15.0)  \n",
    "plt.tick_params(labelsize=12)\n",
    "plt.xlim(0,600)\n",
    "fig.savefig(r\"C:\\\\Users\\Ogeid99\\Desktop\\tesi\\photos_thesis\\grafici_finali_jupyter\\number_of_events-depth.png\",bbox_inches='tight',dpi=600)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dep=b['Count'].groupby(b['Depth/Km'])\n",
    "dep_sum=pd.Series(dep.sum())\n",
    "dep_sum_index=dep_sum.index.values\n",
    "fig,axes=plt.subplots(1,1,figsize=(10,6))\n",
    "plt.hist(b['Depth/Km'],edgecolor='black', color='lightcoral',bins=50) #edgecolor: bar color\n",
    "plt.xlabel('Depth (km)',fontsize=18,labelpad=5)\n",
    "plt.ylabel('N. of events (log scale)',fontsize=18,labelpad=5)\n",
    "plt.title('Number of earthquakes $\\geq$ 1.5 by depth',fontsize=18,pad=15.0)  \n",
    "plt.tick_params(labelsize=12)\n",
    "plt.xlim(0,650)\n",
    "plt.yscale('log')\n",
    "fig.savefig(r\"C:\\\\Users\\Ogeid99\\Desktop\\tesi\\photos_thesis\\grafici_finali_jupyter\\number_of_events-depth_logscale.png\",bbox_inches='tight',dpi=600)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dep=b['Count'].groupby(b['Depth/Km'])\n",
    "dep_sum=pd.Series(dep.sum())\n",
    "dep_sum_index=dep_sum.index.values\n",
    "fig,axes=plt.subplots(1,1,figsize=(10,6))\n",
    "plt.hist(b['Depth/Km'],edgecolor='black', color='olive',bins=200) #edgecolor: bar color\n",
    "plt.xlabel('Depth (km)',fontsize=18,labelpad=5)\n",
    "plt.ylabel('N. of events',fontsize=18,labelpad=5)\n",
    "plt.title('Number of earthquakes $\\geq$ 1.5 by depth',fontsize=17,pad=15.0)  \n",
    "plt.tick_params(labelsize=12)\n",
    "plt.xlim(0,40)\n",
    "fig.savefig(r\"C:\\\\Users\\Ogeid99\\Desktop\\tesi\\photos_thesis\\grafici_finali_jupyter\\number_of_events-depth_min40_big.png\",bbox_inches='tight',dpi=600)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 500)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dep=b['Count'].groupby(b['Depth/Km'])\n",
    "dep_sum=pd.Series(dep.sum())\n",
    "dep_sum_index=dep_sum.index.values\n",
    "fig,axes=plt.subplots(1,1,figsize=(10,6))\n",
    "plt.hist(b['Depth/Km'],edgecolor='black' ,color='lightcoral',bins=100) #edgecolor: bar color\n",
    "plt.xlabel('Depth (km)',fontsize=18,labelpad=5)\n",
    "plt.ylabel('N. of events',fontsize=18,labelpad=5)\n",
    "plt.title('Number of earthquakes $\\geq$ 1.5 by depth',fontsize=17,pad=15.0)  \n",
    "plt.tick_params(labelsize=12)\n",
    "plt.xlim(40,650)\n",
    "plt.ylim(0,500)\n",
    "#fig.savefig(r\"C:\\\\Users\\Ogeid99\\Desktop\\tesi\\photos_thesis\\grafici_finali_jupyter\\number_of_events-depth_greater40.png\",bbox_inches='tight',dpi=600)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axes=plt.subplots(2,2,figsize=(20,12))\n",
    "sns.set(style=\"ticks\", palette=\"pastel\")\n",
    "fig.suptitle('Number of earthquakes $\\geq$ 1.5 by depth',fontsize=32)\n",
    "# Draw a nested boxplot \n",
    "axes[0][0].hist(b['Depth/Km'],edgecolor='black', color='lightcoral',bins=50)\n",
    "axes[1][0].hist(b['Depth/Km'],edgecolor='black', color='lightcoral',bins=1200)\n",
    "axes[0][1].hist(b['Depth/Km'],edgecolor='black', color='lightcoral',bins=50)\n",
    "axes[1][1].hist(b['Depth/Km'],edgecolor='black', color='lightcoral',bins=100)\n",
    "#plt.hist(DATA['Time'],ax=axes[0][])\n",
    "for i in range(2):\n",
    "    for j in range(2):\n",
    "        ax = axes[i,j]\n",
    "        if i == 0 and j==0:\n",
    "            ax.set_xlabel('Depth (km)',fontsize=19,labelpad=5)\n",
    "            ax.set_ylabel('N. of events',fontsize=19,labelpad=5)\n",
    "            ax.tick_params(labelsize=16) #change labelsize\n",
    "        elif i == 1 and j==0:\n",
    "            ax.set_xlabel('Depth (km)',fontsize=19,labelpad=5)\n",
    "            ax.set_ylabel('N. of events',fontsize=19,labelpad=5)\n",
    "            ax.tick_params(labelsize=16)\n",
    "            ax.set_xlim(0,40)\n",
    "        elif i == 0 and j==1:\n",
    "            ax.set_xlabel('Depth (km)',fontsize=19,labelpad=5)\n",
    "            ax.set_ylabel('N. of events (log scale)',fontsize=19,labelpad=5)\n",
    "            ax.set_yscale('log')\n",
    "            ax.set_xlim(0,650)\n",
    "            ax.tick_params(labelsize=16)\n",
    "        elif i==1 and j == 1:\n",
    "            ax.set_xlabel('Depth (km)',fontsize=19,labelpad=5)\n",
    "            ax.set_ylabel('N. of events',fontsize=19,labelpad=5)\n",
    "            ax.tick_params(labelsize=16)\n",
    "            ax.set_xlim(40,650)\n",
    "            ax.set_ylim(0,500)\n",
    "#ax1.title.set_text('First Plot') title of the first plot\n",
    "#comment this histograms\n",
    "fig.savefig(r\"C:\\\\Users\\Ogeid99\\Desktop\\tesi\\photos_thesis\\grafici_finali_jupyter\\united_numberofearthuqakesbydepth.png\",bbox_inches='tight',dpi=600)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 40)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dm=DATA[(DATA['Depth/Km']<5.1) & (DATA['Depth/Km']>4.8)]\n",
    "dep=b['Count'].groupby(b['Depth/Km'])\n",
    "dep_sum=pd.Series(dep.sum())\n",
    "dep_sum_index=dep_sum.index.values\n",
    "fig,axes=plt.subplots(1,1,figsize=(10,6))\n",
    "plt.hist(dm['Depth/Km'],edgecolor='black', color='lightcoral',bins=1200) #edgecolor: bar color\n",
    "plt.xlabel('Depth (km)',fontsize=18,labelpad=5)\n",
    "plt.ylabel('N. of events',fontsize=18,labelpad=5)\n",
    "plt.title('Number of earthquakes $\\geq$ 1.5 by depth',fontsize=17,pad=15.0)  \n",
    "plt.tick_params(labelsize=12)\n",
    "plt.xlim(0,40)\n",
    "#fig.savefig(r\"C:\\\\Users\\Ogeid99\\Desktop\\tesi\\photos_thesis\\grafici_finali_jupyter\\number_of_events-depth_min40.png\",bbox_inches='tight',dpi=600)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "dep_sum=pd.Series(dep.sum())\n",
    "dep_sum_index=dep_sum.index.values\n",
    "fig,axes=plt.subplots(1,1,figsize=(10,6))\n",
    "plt.scatter(dm['Longitude'],dm['Latitude'],edgecolor='black', color='lightcoral') #edgecolor: bar color\n",
    "plt.xlabel('Depth (km)',fontsize=18,labelpad=5)\n",
    "plt.ylabel('Latitude',fontsize=18,labelpad=5)\n",
    "plt.title('Number of earthquakes $\\geq$ 1.5 by depth',fontsize=17,pad=15.0)  \n",
    "plt.tick_params(labelsize=12)\n",
    "#plt.xlim(0,40)\n",
    "#fig.savefig(r\"C:\\\\Users\\Ogeid99\\Desktop\\tesi\\photos_thesis\\grafici_finali_jupyter\\number_of_events-depth_min40.png\",bbox_inches='tight',dpi=600)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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>#EventID</th>\n",
       "      <th>Time</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Depth/Km</th>\n",
       "      <th>Author</th>\n",
       "      <th>Catalog</th>\n",
       "      <th>Contributor</th>\n",
       "      <th>ContributorID</th>\n",
       "      <th>MagType</th>\n",
       "      <th>Magnitude</th>\n",
       "      <th>MagAuthor</th>\n",
       "      <th>EventLocationName</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>181362</th>\n",
       "      <td>24203291</td>\n",
       "      <td>2020-04-03 11:27:36.567044</td>\n",
       "      <td>39.0410</td>\n",
       "      <td>17.1492</td>\n",
       "      <td>5.0</td>\n",
       "      <td>SURVEY-INGV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ML</td>\n",
       "      <td>1.7</td>\n",
       "      <td>--</td>\n",
       "      <td>5 km SE Crotone (KR)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181272</th>\n",
       "      <td>24182571</td>\n",
       "      <td>2020-03-30 14:01:48.547044</td>\n",
       "      <td>37.5205</td>\n",
       "      <td>14.9428</td>\n",
       "      <td>5.0</td>\n",
       "      <td>SURVEY-INGV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ML</td>\n",
       "      <td>1.6</td>\n",
       "      <td>--</td>\n",
       "      <td>3 km W Motta Sant'Anastasia (CT)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181033</th>\n",
       "      <td>24102101</td>\n",
       "      <td>2020-03-15 04:33:23.617044</td>\n",
       "      <td>38.3467</td>\n",
       "      <td>14.5928</td>\n",
       "      <td>4.9</td>\n",
       "      <td>SURVEY-INGV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ML</td>\n",
       "      <td>2.0</td>\n",
       "      <td>--</td>\n",
       "      <td>Costa Siciliana nord-orientale (Messina)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180839</th>\n",
       "      <td>24026721</td>\n",
       "      <td>2020-02-28 07:24:48.127044</td>\n",
       "      <td>43.5877</td>\n",
       "      <td>13.4577</td>\n",
       "      <td>4.9</td>\n",
       "      <td>SURVEY-INGV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ML</td>\n",
       "      <td>2.4</td>\n",
       "      <td>--</td>\n",
       "      <td>6 km SW Ancona (AN)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180037</th>\n",
       "      <td>23748701</td>\n",
       "      <td>2020-01-07 00:33:59.127044</td>\n",
       "      <td>41.8552</td>\n",
       "      <td>15.3332</td>\n",
       "      <td>4.9</td>\n",
       "      <td>SURVEY-INGV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ML</td>\n",
       "      <td>2.3</td>\n",
       "      <td>--</td>\n",
       "      <td>2 km W Lesina (FG)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>1269</td>\n",
       "      <td>1985-01-14 02:19:54.587044</td>\n",
       "      <td>40.7830</td>\n",
       "      <td>15.4010</td>\n",
       "      <td>5.0</td>\n",
       "      <td>BULLETIN-VAX</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Md</td>\n",
       "      <td>2.9</td>\n",
       "      <td>--</td>\n",
       "      <td>3 km W Castelgrande (PZ)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>1109</td>\n",
       "      <td>1985-01-11 21:24:15.447044</td>\n",
       "      <td>43.4090</td>\n",
       "      <td>12.4840</td>\n",
       "      <td>5.0</td>\n",
       "      <td>BULLETIN-VAX</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Md</td>\n",
       "      <td>2.6</td>\n",
       "      <td>--</td>\n",
       "      <td>5 km SE Pietralunga (PG)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>1099</td>\n",
       "      <td>1985-01-11 20:30:52.517044</td>\n",
       "      <td>37.4040</td>\n",
       "      <td>14.4430</td>\n",
       "      <td>5.0</td>\n",
       "      <td>BULLETIN-VAX</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Md</td>\n",
       "      <td>3.3</td>\n",
       "      <td>--</td>\n",
       "      <td>2 km SW Aidone (EN)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>489</td>\n",
       "      <td>1985-01-06 17:23:14.527044</td>\n",
       "      <td>39.2910</td>\n",
       "      <td>16.7650</td>\n",
       "      <td>5.0</td>\n",
       "      <td>BULLETIN-VAX</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Md</td>\n",
       "      <td>3.0</td>\n",
       "      <td>--</td>\n",
       "      <td>2 km N Castelsilano (KR)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>229</td>\n",
       "      <td>1985-01-05 00:00:10.807044</td>\n",
       "      <td>45.3380</td>\n",
       "      <td>6.6410</td>\n",
       "      <td>5.0</td>\n",
       "      <td>BULLETIN-VAX</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>M</td>\n",
       "      <td>3.7</td>\n",
       "      <td>--</td>\n",
       "      <td>Confine Italia-Francia (FRANCIA)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>15474 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        #EventID                       Time  Latitude  Longitude  Depth/Km  \\\n",
       "181362  24203291 2020-04-03 11:27:36.567044   39.0410    17.1492       5.0   \n",
       "181272  24182571 2020-03-30 14:01:48.547044   37.5205    14.9428       5.0   \n",
       "181033  24102101 2020-03-15 04:33:23.617044   38.3467    14.5928       4.9   \n",
       "180839  24026721 2020-02-28 07:24:48.127044   43.5877    13.4577       4.9   \n",
       "180037  23748701 2020-01-07 00:33:59.127044   41.8552    15.3332       4.9   \n",
       "...          ...                        ...       ...        ...       ...   \n",
       "41          1269 1985-01-14 02:19:54.587044   40.7830    15.4010       5.0   \n",
       "35          1109 1985-01-11 21:24:15.447044   43.4090    12.4840       5.0   \n",
       "34          1099 1985-01-11 20:30:52.517044   37.4040    14.4430       5.0   \n",
       "10           489 1985-01-06 17:23:14.527044   39.2910    16.7650       5.0   \n",
       "3            229 1985-01-05 00:00:10.807044   45.3380     6.6410       5.0   \n",
       "\n",
       "              Author  Catalog  Contributor  ContributorID MagType  Magnitude  \\\n",
       "181362   SURVEY-INGV      NaN          NaN            NaN      ML        1.7   \n",
       "181272   SURVEY-INGV      NaN          NaN            NaN      ML        1.6   \n",
       "181033   SURVEY-INGV      NaN          NaN            NaN      ML        2.0   \n",
       "180839   SURVEY-INGV      NaN          NaN            NaN      ML        2.4   \n",
       "180037   SURVEY-INGV      NaN          NaN            NaN      ML        2.3   \n",
       "...              ...      ...          ...            ...     ...        ...   \n",
       "41      BULLETIN-VAX      NaN          NaN            NaN      Md        2.9   \n",
       "35      BULLETIN-VAX      NaN          NaN            NaN      Md        2.6   \n",
       "34      BULLETIN-VAX      NaN          NaN            NaN      Md        3.3   \n",
       "10      BULLETIN-VAX      NaN          NaN            NaN      Md        3.0   \n",
       "3       BULLETIN-VAX      NaN          NaN            NaN       M        3.7   \n",
       "\n",
       "       MagAuthor                         EventLocationName  \n",
       "181362        --                      5 km SE Crotone (KR)  \n",
       "181272        --          3 km W Motta Sant'Anastasia (CT)  \n",
       "181033        --  Costa Siciliana nord-orientale (Messina)  \n",
       "180839        --                       6 km SW Ancona (AN)  \n",
       "180037        --                        2 km W Lesina (FG)  \n",
       "...          ...                                       ...  \n",
       "41            --                  3 km W Castelgrande (PZ)  \n",
       "35            --                  5 km SE Pietralunga (PG)  \n",
       "34            --                       2 km SW Aidone (EN)  \n",
       "10            --                  2 km N Castelsilano (KR)  \n",
       "3             --          Confine Italia-Francia (FRANCIA)  \n",
       "\n",
       "[15474 rows x 13 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dm"
   ]
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  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
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