Data_Plotting.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c723689a-ece7-4ac0-b256-f726d59f28ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "cce55e90-1ab0-45a9-aa88-2b86d1b50426",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\hp\\AppData\\Local\\Temp\\ipykernel_3776\\3462023764.py:2: DtypeWarning: Columns (1,2) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  data=pd.read_csv(\"D:/SupplementaryMaterial.csv\");\n"
     ]
    },
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>No.</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>DateTime</th>\n",
       "      <th>Serving RSRP_4G</th>\n",
       "      <th>Serving RSRQ_4G</th>\n",
       "      <th>Serving RSSI_4G</th>\n",
       "      <th>Serving PCC SINR_4G</th>\n",
       "      <th>Serving PCI_4G</th>\n",
       "      <th>Serving DL EARFCN_4G</th>\n",
       "      <th>...</th>\n",
       "      <th>LTEInterFreqHOSuc_4G</th>\n",
       "      <th>LTEIntraFreqHOAttempt_4G</th>\n",
       "      <th>LTEIntraFreqHOSuc_4G</th>\n",
       "      <th>LTEIntraFreqHOFail_4G</th>\n",
       "      <th>LTERRCReestablishAttempt_4G</th>\n",
       "      <th>LTERRCReestablishSuc_4G</th>\n",
       "      <th>LTERRCReestablishFail_4G</th>\n",
       "      <th>LTERRCSetupReq_4G</th>\n",
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       "      <td>-65.38</td>\n",
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       "<p>42498 rows × 68 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         No. Longitude  Latitude                   DateTime Serving RSRP_4G  \\\n",
       "0          1  3.502389  6.437201  2021-08-14 08:20:09.500\\t          -62.50   \n",
       "1          2  3.502389  6.437201  2021-08-14 08:20:10.500\\t          -65.69   \n",
       "2          3  3.502389  6.437201  2021-08-14 08:20:11.500\\t          -65.38   \n",
       "3          4  3.502389  6.437201  2021-08-14 08:20:12.500\\t          -61.81   \n",
       "4          5  3.502389  6.437201  2021-08-14 08:20:13.500\\t          -65.06   \n",
       "...      ...       ...       ...                        ...             ...   \n",
       "42493  42494   3.41584  6.436213  2021-08-16 20:44:44.552\\t              \\t   \n",
       "42494  42495   3.41584  6.436213  2021-08-16 20:44:44.600\\t              \\t   \n",
       "42495  42496   3.41584  6.436213  2021-08-16 20:44:44.621\\t              \\t   \n",
       "42496  42497   3.41584  6.436213  2021-08-16 20:44:44.649\\t              \\t   \n",
       "42497  42498  3.415965  6.436205  2021-08-16 20:44:45.500\\t          -84.50   \n",
       "\n",
       "      Serving RSRQ_4G Serving RSSI_4G Serving PCC SINR_4G Serving PCI_4G  \\\n",
       "0               -5.88          -39.56               16.50            194   \n",
       "1               -8.69          -39.88               20.00            194   \n",
       "2               -9.75          -38.38               18.50            194   \n",
       "3               -8.19          -36.63               22.00            194   \n",
       "4               -9.56          -37.81               21.00            194   \n",
       "...               ...             ...                 ...            ...   \n",
       "42493              \\t              \\t                  \\t             \\t   \n",
       "42494              \\t              \\t                  \\t             \\t   \n",
       "42495              \\t              \\t                  \\t             \\t   \n",
       "42496              \\t              \\t                  \\t             \\t   \n",
       "42497           -8.63          -58.88                6.00            181   \n",
       "\n",
       "      Serving DL EARFCN_4G  ... LTEInterFreqHOSuc_4G LTEIntraFreqHOAttempt_4G  \\\n",
       "0                     9460  ...                   \\t                       \\t   \n",
       "1                     9460  ...                   \\t                       \\t   \n",
       "2                     9460  ...                   \\t                       \\t   \n",
       "3                     9460  ...                   \\t                       \\t   \n",
       "4                     9460  ...                   \\t                       \\t   \n",
       "...                    ...  ...                  ...                      ...   \n",
       "42493                   \\t  ...                   \\t                       \\t   \n",
       "42494                   \\t  ...                   \\t  LTEIntraFreqHOAttempt\\t   \n",
       "42495                   \\t  ...                   \\t                       \\t   \n",
       "42496                   \\t  ...                   \\t                       \\t   \n",
       "42497                 1449  ...                   \\t                       \\t   \n",
       "\n",
       "      LTEIntraFreqHOSuc_4G LTEIntraFreqHOFail_4G LTERRCReestablishAttempt_4G  \\\n",
       "0                       \\t                    \\t                          \\t   \n",
       "1                       \\t                    \\t                          \\t   \n",
       "2                       \\t                    \\t                          \\t   \n",
       "3                       \\t                    \\t                          \\t   \n",
       "4                       \\t                    \\t                          \\t   \n",
       "...                    ...                   ...                         ...   \n",
       "42493                   \\t                    \\t                          \\t   \n",
       "42494                   \\t                    \\t                          \\t   \n",
       "42495  LTEIntraFreqHOSuc\\t                    \\t                          \\t   \n",
       "42496                   \\t                    \\t                          \\t   \n",
       "42497                   \\t                    \\t                          \\t   \n",
       "\n",
       "      LTERRCReestablishSuc_4G LTERRCReestablishFail_4G LTERRCSetupReq_4G  \\\n",
       "0                          \\t                       \\t                \\t   \n",
       "1                          \\t                       \\t                \\t   \n",
       "2                          \\t                       \\t                \\t   \n",
       "3                          \\t                       \\t                \\t   \n",
       "4                          \\t                       \\t                \\t   \n",
       "...                       ...                      ...               ...   \n",
       "42493                      \\t                       \\t                \\t   \n",
       "42494                      \\t                       \\t                \\t   \n",
       "42495                      \\t                       \\t                \\t   \n",
       "42496                      \\t                       \\t                \\t   \n",
       "42497                      \\t                       \\t                \\t   \n",
       "\n",
       "      LTERRCSetupSuc_4G LTE HandoverSucc_4G  \n",
       "0                    \\t                  \\t  \n",
       "1                    \\t                  \\t  \n",
       "2                    \\t                  \\t  \n",
       "3                    \\t                  \\t  \n",
       "4                    \\t                  \\t  \n",
       "...                 ...                 ...  \n",
       "42493                \\t                  \\t  \n",
       "42494                \\t                  \\t  \n",
       "42495                \\t                  \\t  \n",
       "42496                \\t  LTE HandoverSucc\\t  \n",
       "42497                \\t                  \\t  \n",
       "\n",
       "[42498 rows x 68 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#All the Data in SupplementaryMaterial\n",
    "data=pd.read_csv(\"D:/SupplementaryMaterial.csv\");\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5abb7a13-3224-44a1-8220-8ba7a49438ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['No.', 'Longitude', 'Latitude', 'DateTime', 'Serving RSRP_4G',\n",
       "       'Serving RSRQ_4G', 'Serving RSSI_4G', 'Serving PCC SINR_4G',\n",
       "       'Serving PCI_4G', 'Serving DL EARFCN_4G', 'Serving SCC1 RSRP_4G',\n",
       "       'Serving SCC1 RSRQ_4G', 'Serving SCC1 RSSI_4G', 'Serving SCC1 PCI_4G',\n",
       "       'Serving SCC1 SINR_4G', 'Serving SCC1 DL EARFCN_4G',\n",
       "       '1st RSRP in Neighboring Cells_4G', '2nd RSRP in Neighboring Cells_4G',\n",
       "       '3rd RSRP in Neighboring Cells_4G', '1st RSRQ in Neighboring Cells_4G',\n",
       "       '2nd RSRQ in Neighboring Cells_4G', '3rd RSRQ in Neighboring Cells_4G',\n",
       "       '1st RSSI in Neighboring Cells_4G', '2nd RSSI in Neighboring Cells_4G',\n",
       "       '3rd RSSI in Neighboring Cells_4G', '1st PCI in Neighboring Cells_4G',\n",
       "       '2nd PCI in Neighboring Cells_4G', '3rd PCI in Neighboring Cells_4G',\n",
       "       '1st EARFCN in Neighboring Cells_4G',\n",
       "       '2nd EARFCN in Neighboring Cells_4G',\n",
       "       '3rd EARFCN in Neighboring Cells_4G', '1st RSRP in Detected Cells_4G',\n",
       "       '2nd RSRP in Detected Cells_4G', '3rd RSRP in Detected Cells_4G',\n",
       "       '1st RSRQ in Detected Cells_4G', '2nd RSRQ in Detected Cells_4G',\n",
       "       '3rd RSRQ in Detected Cells_4G', '1st RSSI in Detected Cells_4G',\n",
       "       '2nd RSSI in Detected Cells_4G', '3rd RSSI in Detected Cells_4G',\n",
       "       '1st PCI in Detected Cells_4G', '2nd PCI in Detected Cells_4G',\n",
       "       '3rd PCI in Detected Cells_4G', 'PCC PUSCH Power_4G',\n",
       "       'PCC PUCCH Power_4G', 'PDCP Throughput DL_4G',\n",
       "       'LTE RLC Throughput DL_4G', 'eNodeBID_4G', 'CellID_4G',\n",
       "       'Freq Band Indicator_4G', 'LTEHandoverAttempt_4G', 'LTEHandoverSuc_4G',\n",
       "       'LTEHandoverFail_4G', 'LTEHOA3Measurement_4G',\n",
       "       'LTEInter-eNodeBHOAttempt_4G', 'LTEInter-eNodeBHOSuc_4G',\n",
       "       'LTEInter-eNodeBHOFail_4G', 'LTEInterFreqHOAttempt_4G',\n",
       "       'LTEInterFreqHOSuc_4G', 'LTEIntraFreqHOAttempt_4G',\n",
       "       'LTEIntraFreqHOSuc_4G', 'LTEIntraFreqHOFail_4G',\n",
       "       'LTERRCReestablishAttempt_4G', 'LTERRCReestablishSuc_4G',\n",
       "       'LTERRCReestablishFail_4G', 'LTERRCSetupReq_4G', 'LTERRCSetupSuc_4G',\n",
       "       'LTE HandoverSucc_4G'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#All the columns in Data file\n",
    "data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a948e1f3-8550-4422-ae96-5c62482bef3e",
   "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>Longitude</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Serving RSSI_4G</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3.502389</td>\n",
       "      <td>6.437201</td>\n",
       "      <td>-39.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3.502389</td>\n",
       "      <td>6.437201</td>\n",
       "      <td>-39.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3.502389</td>\n",
       "      <td>6.437201</td>\n",
       "      <td>-38.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.502389</td>\n",
       "      <td>6.437201</td>\n",
       "      <td>-36.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3.502389</td>\n",
       "      <td>6.437201</td>\n",
       "      <td>-37.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42493</th>\n",
       "      <td>3.41584</td>\n",
       "      <td>6.436213</td>\n",
       "      <td>\\t</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42494</th>\n",
       "      <td>3.41584</td>\n",
       "      <td>6.436213</td>\n",
       "      <td>\\t</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42495</th>\n",
       "      <td>3.41584</td>\n",
       "      <td>6.436213</td>\n",
       "      <td>\\t</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42496</th>\n",
       "      <td>3.41584</td>\n",
       "      <td>6.436213</td>\n",
       "      <td>\\t</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42497</th>\n",
       "      <td>3.415965</td>\n",
       "      <td>6.436205</td>\n",
       "      <td>-58.88</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>42498 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Longitude  Latitude Serving RSSI_4G\n",
       "0      3.502389  6.437201          -39.56\n",
       "1      3.502389  6.437201          -39.88\n",
       "2      3.502389  6.437201          -38.38\n",
       "3      3.502389  6.437201          -36.63\n",
       "4      3.502389  6.437201          -37.81\n",
       "...         ...       ...             ...\n",
       "42493   3.41584  6.436213              \\t\n",
       "42494   3.41584  6.436213              \\t\n",
       "42495   3.41584  6.436213              \\t\n",
       "42496   3.41584  6.436213              \\t\n",
       "42497  3.415965  6.436205          -58.88\n",
       "\n",
       "[42498 rows x 3 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "features=data[['Longitude','Latitude','Serving RSSI_4G']]\n",
    "features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "987e0b46-ca12-420f-96c8-350edc908428",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\hp\\AppData\\Local\\Temp\\ipykernel_3776\\3041483179.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  features.replace('\\t',pd.NA,inplace=True)\n",
      "C:\\Users\\hp\\AppData\\Local\\Temp\\ipykernel_3776\\3041483179.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  features.replace(' ',pd.NA,inplace=True)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Heatmap of features\n",
    "features.replace('\\t',pd.NA,inplace=True)\n",
    "features.replace(' ',pd.NA,inplace=True)\n",
    "features=features.apply(pd.to_numeric,errors='coerce')\n",
    "\n",
    "p1=sns.heatmap(features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c19a8b88-30ad-4cf4-b106-28f2b4ba5e9a",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\hp\\AppData\\Local\\Temp\\ipykernel_3776\\1801343013.py:18: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n",
      "  plt.scatter(x,y,s=10,c=colors,cmap=plt.cm.get_cmap(\"cool\",5))\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Scatter Plot of features\n",
    "x=data['Latitude']\n",
    "x.replace('\\t',pd.NA,inplace=True)\n",
    "x.replace(' ',pd.NA,inplace=True)\n",
    "x=x.apply(pd.to_numeric,errors='coerce')\n",
    "\n",
    "c=data['Longitude']\n",
    "c.replace('\\t',pd.NA,inplace=True)\n",
    "c.replace(' ',pd.NA,inplace=True)\n",
    "c=c.apply(pd.to_numeric,errors='coerce')\n",
    "\n",
    "colors=c\n",
    "\n",
    "y=data['Serving RSRP_4G']\n",
    "y.replace('\\t',pd.NA,inplace=True)\n",
    "y.replace(' ',pd.NA,inplace=True)\n",
    "y=y.apply(pd.to_numeric,errors='coerce')\n",
    "plt.scatter(x,y,s=10,c=colors,cmap=plt.cm.get_cmap(\"cool\",5))\n",
    "cbar=plt.colorbar(orientation=\"vertical\", extend=\"both\" , pad=0.05,shrink=1,aspect=10, format=\"%.3f\")\n",
    "cbar.set_label(label=\"Longitude\",size=12)\n",
    "plt.clim(40,50)\n",
    "plt.xlabel(\"Latitude\")\n",
    "plt.ylabel(\"Serving RSRP_4G\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "fcf6ed59-0a42-4b49-8320-538d4ee0708b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\hp\\AppData\\Local\\Temp\\ipykernel_3776\\3908860635.py:9: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  x.replace('\\t',pd.NA,inplace=True)\n",
      "C:\\Users\\hp\\AppData\\Local\\Temp\\ipykernel_3776\\3908860635.py:10: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  x.replace(' ',pd.NA,inplace=True)\n",
      "C:\\Users\\hp\\AppData\\Local\\Temp\\ipykernel_3776\\3908860635.py:13: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  y.replace('\\t',pd.NA,inplace=True)\n",
      "C:\\Users\\hp\\AppData\\Local\\Temp\\ipykernel_3776\\3908860635.py:14: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  y.replace(' ',pd.NA,inplace=True)\n",
      "C:\\Users\\hp\\AppData\\Local\\Temp\\ipykernel_3776\\3908860635.py:17: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  z.replace('\\t',pd.NA,inplace=True)\n",
      "C:\\Users\\hp\\AppData\\Local\\Temp\\ipykernel_3776\\3908860635.py:18: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  z.replace(' ',pd.NA,inplace=True)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x16b932a8e00>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits import mplot3d\n",
    "\n",
    "fig=plt.figure()\n",
    "ax=plt.axes(projection='3d')\n",
    "x=data[['Latitude']]\n",
    "y=data[['Longitude']]\n",
    "z=data[['Serving RSRP_4G']]\n",
    "\n",
    "x.replace('\\t',pd.NA,inplace=True)\n",
    "x.replace(' ',pd.NA,inplace=True)\n",
    "x=x.apply(pd.to_numeric,errors='coerce')\n",
    "\n",
    "y.replace('\\t',pd.NA,inplace=True)\n",
    "y.replace(' ',pd.NA,inplace=True)\n",
    "y=y.apply(pd.to_numeric,errors='coerce')\n",
    "\n",
    "z.replace('\\t',pd.NA,inplace=True)\n",
    "z.replace(' ',pd.NA,inplace=True)\n",
    "z=z.apply(pd.to_numeric,errors='coerce')\n",
    "\n",
    "\n",
    "ax.scatter(x,y,z,c=z,cmap='viridis',linewidth=0.8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6f1ef43c-db3b-47c7-8539-d941783828fd",
   "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",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}