UJIIndoorLoc.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2c90a0be",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.pyplot import MultipleLocator\n",
    "from mpl_toolkits import mplot3d\n",
    "import sklearn.cluster as skc\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.preprocessing import scale\n",
    "from sklearn.metrics import silhouette_samples\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.model_selection import cross_val_score\n",
    "from sklearn import svm, datasets\n",
    "from sklearn.svm import LinearSVC\n",
    "from sklearn import tree \n",
    "from sklearn.model_selection import GridSearchCV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8806aa4b",
   "metadata": {},
   "outputs": [],
   "source": [
    "path = r'C:\\\\Users\\\\Codex\\\\Desktop\\\\IPS\\\\组会\\\\UJIndoorLoc\\\\trainingData_B0.csv'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "27655bef",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(path,encoding='utf-8')as f:\n",
    "    data = np.loadtxt(path, dtype=str, delimiter=',')\n",
    "train_df = pd.read_csv(path, header=0)\n",
    "train_df = train_df[:]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6fe8592a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LONGITUDE   -7.605419e+03\n",
       "LATITUDE     4.864979e+06\n",
       "Name: 5, dtype: float64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_df.iloc[5,520:522]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "0f15f94d",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_df_features = np.asarray(train_df.iloc[:,0:520])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9f6fe1a6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[100, 100, 100, ..., 100, 100, 100],\n",
       "       [100, 100, 100, ..., 100, 100, 100],\n",
       "       [100, 100, 100, ..., 100, 100, 100],\n",
       "       ...,\n",
       "       [100, 100, 100, ..., 100, 100, 100],\n",
       "       [100, 100, 100, ..., 100, 100, 100],\n",
       "       [100, 100, 100, ..., 100, 100, 100]], dtype=int64)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_df_features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "663bddfd",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_df_label = np.asarray(train_df.iloc[:,522:523])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "315ae4f9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1],\n",
       "       [1],\n",
       "       [1],\n",
       "       ...,\n",
       "       [3],\n",
       "       [3],\n",
       "       [3]], dtype=int64)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_df_label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "fb9bae5a",
   "metadata": {},
   "outputs": [],
   "source": [
    "path = r'C:\\\\Users\\\\Codex\\\\Desktop\\\\IPS\\\\组会\\\\UJIndoorLoc\\\\validationData_B0.csv'\n",
    "with open(path,encoding='utf-8')as f:\n",
    "    data = np.loadtxt(path, dtype=str, delimiter=',')\n",
    "valid_df = pd.read_csv(path, header=0)\n",
    "valid_df = valid_df[:]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "180aaeed",
   "metadata": {},
   "outputs": [],
   "source": [
    "valid_df_features = np.asarray(valid_df.iloc[:,0:520])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ec643942",
   "metadata": {},
   "outputs": [],
   "source": [
    "valid_df_label = np.asarray(valid_df.iloc[:,522:523])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "b919303d",
   "metadata": {},
   "outputs": [
    {
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      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "valid_df_label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "f97c32ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train,X_test,y_train,y_test=train_df_features,valid_df_features,train_df_label,valid_df_label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "184cef24",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(5248, 520) (458, 520) (5248, 1) (458, 1)\n"
     ]
    }
   ],
   "source": [
    "print(X_train.shape,X_test.shape,y_train.shape,y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e616f5c3",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "model = LinearSVC(C=44)\n",
    "model.fit(X_train,y_train)\n",
    "pred = model.predict(X_test)\n",
    "SVM_score =model.score(X_test,y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "c63d6a43",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.4104803493449782"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SVM_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "aac5851b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.5\n",
      "30\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def test_LinearSVC_C(*data):\n",
    "    '''\n",
    "    测试 LinearSVC 的预测性能随参数 C 的影响\n",
    "    '''\n",
    "    X_train,X_test,y_train,y_test=data\n",
    "    Cs=np.logspace(-2,1)\n",
    "    train_scores=[]\n",
    "    test_scores=[]\n",
    "    for C in Cs:\n",
    "        cls=svm.LinearSVC(C=C)\n",
    "        cls.fit(X_train,y_train)\n",
    "        train_scores.append(cls.score(X_train,y_train))\n",
    "        test_scores.append(cls.score(X_test,y_test))\n",
    "\n",
    "    ## 绘图\n",
    "    \n",
    "    print(max(test_scores))\n",
    "    print(test_scores.index(max(test_scores)))\n",
    "    fig=plt.figure()\n",
    "    ax=fig.add_subplot(1,1,1)\n",
    "    ax.plot(Cs,train_scores,label=\"Traing score\")\n",
    "    ax.plot(Cs,test_scores,label=\"Testing score\")\n",
    "    ax.set_xlabel(r\"C\")\n",
    "    ax.set_ylabel(r\"score\")\n",
    "    ax.set_xscale('log')\n",
    "    ax.set_title(\"LinearSVC\")\n",
    "    ax.legend(loc='best')\n",
    "    plt.show()\n",
    "    \n",
    "# 调用 test_LinearSVC_C\n",
    "test_LinearSVC_C(X_train,X_test,y_train,y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "403b3714",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\neighbors\\_classification.py:198: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  return self._fit(X, y)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\neighbors\\_classification.py:198: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  return self._fit(X, y)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\neighbors\\_classification.py:198: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  return self._fit(X, y)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\neighbors\\_classification.py:198: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  return self._fit(X, y)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\neighbors\\_classification.py:198: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  return self._fit(X, y)\n",
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\neighbors\\_classification.py:198: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  return self._fit(X, y)\n"
     ]
    }
   ],
   "source": [
    "KNN=KNeighborsClassifier(n_neighbors=2)\n",
    "KNN.fit(X_train,y_train)\n",
    "KNN_score = KNN.score(X_test,y_test)\n",
    "scores = cross_val_score(KNN, X_train, y_train, cv=5, scoring='accuracy')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "f72d67e4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.4192139737991266"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "KNN_score "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "b535e882",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.74571429 0.73809524 0.76190476 0.76453765 0.76835081]\n",
      "0.7557205501838485\n"
     ]
    }
   ],
   "source": [
    "print(scores)\n",
    "print(scores.mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "3b22c49c",
   "metadata": {},
   "outputs": [],
   "source": [
    "clf = tree.DecisionTreeClassifier(max_depth=7,criterion = 'entropy',random_state=30,splitter=\"random\")\n",
    "clf = clf.fit(X_train,y_train)\n",
    "score = clf.score(X_test,y_test)\n",
    "result = clf.predict(X_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "9752124a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5480349344978166"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "fbd87fb3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[LONGITUDE      -7637.257\n",
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      "Name: 0, dtype: float64, LONGITUDE   -7.628135e+03\n",
      "LATITUDE     4.864977e+06\n",
      "Name: 1, dtype: float64, LONGITUDE   -7.622055e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 2, dtype: float64, LONGITUDE   -7.636206e+03\n",
      "LATITUDE     4.864967e+06\n",
      "Name: 3, dtype: float64, LONGITUDE   -7.633730e+03\n",
      "LATITUDE     4.864965e+06\n",
      "Name: 4, dtype: float64, LONGITUDE   -7.605419e+03\n",
      "LATITUDE     4.864979e+06\n",
      "Name: 5, dtype: float64, LONGITUDE   -7.607248e+03\n",
      "LATITUDE     4.864979e+06\n",
      "Name: 6, dtype: float64, LONGITUDE      -7616.556\n",
      "LATITUDE     4864975.879\n",
      "Name: 7, dtype: float64, LONGITUDE   -7.618587e+03\n",
      "LATITUDE     4.864975e+06\n",
      "Name: 8, dtype: float64, LONGITUDE   -7.592733e+03\n",
      "LATITUDE     4.864983e+06\n",
      "Name: 9, dtype: float64, LONGITUDE   -7.611056e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 10, dtype: float64, LONGITUDE   -7.592719e+03\n",
      "LATITUDE     4.864984e+06\n",
      "Name: 11, dtype: float64, LONGITUDE   -7.587041e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 12, dtype: float64, LONGITUDE   -7.589002e+03\n",
      "LATITUDE     4.864985e+06\n",
      "Name: 13, dtype: float64, LONGITUDE   -7.615528e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 14, dtype: float64, LONGITUDE   -7.632144e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 15, dtype: float64, LONGITUDE   -7.634500e+03\n",
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      "Name: 23, dtype: float64, LONGITUDE   -7.641625e+03\n",
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      "Name: 24, dtype: float64, LONGITUDE   -7.632239e+03\n",
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      "Name: 25, dtype: float64, LONGITUDE   -7.650166e+03\n",
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      "Name: 31, dtype: float64, LONGITUDE   -7.676627e+03\n",
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      "Name: 32, dtype: float64, LONGITUDE   -7.661736e+03\n",
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      "Name: 33, dtype: float64, LONGITUDE   -7.667340e+03\n",
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      "Name: 36, dtype: float64, LONGITUDE   -7.684282e+03\n",
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      "Name: 37, dtype: float64, LONGITUDE   -7.682544e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 38, dtype: float64, LONGITUDE   -7.685724e+03\n",
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      "Name: 39, dtype: float64, LONGITUDE   -7.643994e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 40, dtype: float64, LONGITUDE   -7.661897e+03\n",
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      "Name: 41, dtype: float64, LONGITUDE   -7.675352e+03\n",
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      "Name: 42, dtype: float64, LONGITUDE   -7.646339e+03\n",
      "LATITUDE     4.864932e+06\n",
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      "Name: 48, dtype: float64, LONGITUDE   -7.653343e+03\n",
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      "Name: 50, dtype: float64, LONGITUDE   -7.639136e+03\n",
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      "Name: 52, dtype: float64, LONGITUDE      -7640.704\n",
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      "Name: 53, dtype: float64, LONGITUDE      -7638.808\n",
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      "Name: 55, dtype: float64, LONGITUDE   -7.636298e+03\n",
      "LATITUDE     4.864898e+06\n",
      "Name: 56, dtype: float64, LONGITUDE   -7.637002e+03\n",
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      "Name: 57, dtype: float64, LONGITUDE      -7639.691\n",
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      "Name: 58, dtype: float64, LONGITUDE   -7.636342e+03\n",
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      "Name: 59, dtype: float64, LONGITUDE   -7.639180e+03\n",
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      "Name: 60, dtype: float64, LONGITUDE   -7.641330e+03\n",
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      "Name: 61, dtype: float64, LONGITUDE   -7.637556e+03\n",
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      "Name: 62, dtype: float64, LONGITUDE   -7.641812e+03\n",
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      "Name: 63, dtype: float64, LONGITUDE   -7.643428e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 64, dtype: float64, LONGITUDE   -7.643428e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 65, dtype: float64, LONGITUDE   -7.644035e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 66, dtype: float64, LONGITUDE   -7.656559e+03\n",
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      "Name: 70, dtype: float64, LONGITUDE   -7.646206e+03\n",
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      "Name: 71, dtype: float64, LONGITUDE   -7.669248e+03\n",
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      "Name: 87, dtype: float64, LONGITUDE   -7.633206e+03\n",
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      "Name: 88, dtype: float64, LONGITUDE   -7.645042e+03\n",
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      "Name: 91, dtype: float64, LONGITUDE      -7634.477\n",
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      "Name: 92, dtype: float64, LONGITUDE      -7637.178\n",
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      "Name: 94, dtype: float64, LONGITUDE      -7639.350\n",
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      "Name: 110, dtype: float64, LONGITUDE   -7.596203e+03\n",
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      "Name: 115, dtype: float64, LONGITUDE   -7.635680e+03\n",
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      "Name: 116, dtype: float64, LONGITUDE      -7634.477\n",
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      "Name: 119, dtype: float64, LONGITUDE   -7.633292e+03\n",
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      "Name: 120, dtype: float64, LONGITUDE      -7639.350\n",
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      "Name: 122, dtype: float64, LONGITUDE   -7.636668e+03\n",
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      "Name: 126, dtype: float64, LONGITUDE      -7642.446\n",
      "LATITUDE     4865016.688\n",
      "Name: 127, dtype: float64, LONGITUDE   -7.641573e+03\n",
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      "Name: 128, dtype: float64, LONGITUDE   -7.640290e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 130, dtype: float64, LONGITUDE   -7.634934e+03\n",
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      "Name: 132, dtype: float64, LONGITUDE   -7.641899e+03\n",
      "LATITUDE     4.865015e+06\n",
      "Name: 134, dtype: float64, LONGITUDE   -7.616689e+03\n",
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      "Name: 135, dtype: float64, LONGITUDE   -7.622055e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 136, dtype: float64, LONGITUDE   -7.631815e+03\n",
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      "Name: 137, dtype: float64, LONGITUDE   -7.618763e+03\n",
      "LATITUDE     4.864975e+06\n",
      "Name: 138, dtype: float64, LONGITUDE   -7.601616e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 139, dtype: float64, LONGITUDE   -7.603565e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 140, dtype: float64, LONGITUDE   -7.596203e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 141, dtype: float64, LONGITUDE   -7.609250e+03\n",
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      "Name: 142, dtype: float64, LONGITUDE      -7611.129\n",
      "LATITUDE     4864977.622\n",
      "Name: 143, dtype: float64, LONGITUDE   -7.587102e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 144, dtype: float64, LONGITUDE      -7594.737\n",
      "LATITUDE     4864983.902\n",
      "Name: 145, dtype: float64, LONGITUDE   -7.594264e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 146, dtype: float64, LONGITUDE   -7.589062e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 147, dtype: float64, LONGITUDE   -7.602096e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 148, dtype: float64, LONGITUDE   -7.596649e+03\n",
      "LATITUDE     4.864983e+06\n",
      "Name: 149, dtype: float64, LONGITUDE   -7.616946e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 151, dtype: float64, LONGITUDE   -7.604018e+03\n",
      "LATITUDE     4.864981e+06\n",
      "Name: 152, dtype: float64, LONGITUDE   -7.650166e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 154, dtype: float64, LONGITUDE   -7.644035e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 157, dtype: float64, LONGITUDE   -7.643428e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 158, dtype: float64, LONGITUDE   -7.641330e+03\n",
      "LATITUDE     4.864921e+06\n",
      "Name: 159, dtype: float64, LONGITUDE   -7.641812e+03\n",
      "LATITUDE     4.864922e+06\n",
      "Name: 160, dtype: float64, LONGITUDE   -7.639180e+03\n",
      "LATITUDE     4.864913e+06\n",
      "Name: 161, dtype: float64, LONGITUDE   -7.637002e+03\n",
      "LATITUDE     4.864906e+06\n",
      "Name: 162, dtype: float64, LONGITUDE      -7639.691\n",
      "LATITUDE     4864914.913\n",
      "Name: 163, dtype: float64, LONGITUDE   -7.636084e+03\n",
      "LATITUDE     4.864898e+06\n",
      "Name: 164, dtype: float64, LONGITUDE   -7.637556e+03\n",
      "LATITUDE     4.864907e+06\n",
      "Name: 165, dtype: float64, LONGITUDE      -7638.808\n",
      "LATITUDE     4864907.044\n",
      "Name: 166, dtype: float64, LONGITUDE   -7.636623e+03\n",
      "LATITUDE     4.864899e+06\n",
      "Name: 167, dtype: float64, LONGITUDE      -7638.276\n",
      "LATITUDE     4864905.187\n",
      "Name: 168, dtype: float64, LONGITUDE   -7.640679e+03\n",
      "LATITUDE     4.864914e+06\n",
      "Name: 169, dtype: float64, LONGITUDE   -7.646806e+03\n",
      "LATITUDE     4.864926e+06\n",
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      "LATITUDE     4.864907e+06\n",
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      "LATITUDE     4.864967e+06\n",
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      "LATITUDE     4864949.814\n",
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      "LATITUDE     4.864982e+06\n",
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      "LATITUDE     4.864994e+06\n",
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      "LATITUDE     4.864988e+06\n",
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      "LATITUDE     4.864921e+06\n",
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      "LATITUDE     4864913.563\n",
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      "LATITUDE     4.864903e+06\n",
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      "LATITUDE     4.864906e+06\n",
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      "LATITUDE     4864905.187\n",
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      "LATITUDE     4864907.044\n",
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      "LATITUDE     4.864906e+06\n",
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      "LATITUDE     4.864898e+06\n",
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      "LATITUDE     4.864907e+06\n",
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      "LATITUDE     4865016.688\n",
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      "Name: 1623, dtype: float64, LONGITUDE   -7.622055e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 1625, dtype: float64, LONGITUDE   -7.596649e+03\n",
      "LATITUDE     4.864983e+06\n",
      "Name: 1636, dtype: float64, LONGITUDE   -7.648530e+03\n",
      "LATITUDE     4.864943e+06\n",
      "Name: 1639, dtype: float64, LONGITUDE   -7.646286e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 1643, dtype: float64, LONGITUDE   -7.648530e+03\n",
      "LATITUDE     4.864943e+06\n",
      "Name: 1644, dtype: float64, LONGITUDE   -7.643428e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 1647, dtype: float64, LONGITUDE   -7.641812e+03\n",
      "LATITUDE     4.864922e+06\n",
      "Name: 1650, dtype: float64, LONGITUDE   -7.636623e+03\n",
      "LATITUDE     4.864899e+06\n",
      "Name: 1652, dtype: float64, LONGITUDE   -7.656488e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 1659, dtype: float64, LONGITUDE   -7.667352e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 1661, dtype: float64, LONGITUDE   -7.659935e+03\n",
      "LATITUDE     4.864939e+06\n",
      "Name: 1662, dtype: float64, LONGITUDE   -7.661753e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 1663, dtype: float64, LONGITUDE   -7.669248e+03\n",
      "LATITUDE     4.864936e+06\n",
      "Name: 1664, dtype: float64, LONGITUDE   -7.674972e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 1665, dtype: float64, LONGITUDE   -7.682559e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 1666, dtype: float64, LONGITUDE   -7.691338e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 1667, dtype: float64, LONGITUDE   -7.684298e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 1668, dtype: float64, LONGITUDE   -7.689513e+03\n",
      "LATITUDE     4.864929e+06\n",
      "Name: 1670, dtype: float64, LONGITUDE   -7.675372e+03\n",
      "LATITUDE     4.864933e+06\n",
      "Name: 1671, dtype: float64, LONGITUDE   -7.683856e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 1672, dtype: float64, LONGITUDE   -7.682084e+03\n",
      "LATITUDE     4.864931e+06\n",
      "Name: 1673, dtype: float64, LONGITUDE   -7.633387e+03\n",
      "LATITUDE     4.864970e+06\n",
      "Name: 1676, dtype: float64, LONGITUDE   -7.631895e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 1680, dtype: float64, LONGITUDE   -7.618763e+03\n",
      "LATITUDE     4.864975e+06\n",
      "Name: 1682, dtype: float64, LONGITUDE      -7611.129\n",
      "LATITUDE     4864977.622\n",
      "Name: 1683, dtype: float64, LONGITUDE   -7.601616e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 1685, dtype: float64, LONGITUDE   -7.635041e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 1693, dtype: float64, LONGITUDE      -7634.477\n",
      "LATITUDE     4864984.097\n",
      "Name: 1694, dtype: float64, LONGITUDE   -7.636666e+03\n",
      "LATITUDE     4.864992e+06\n",
      "Name: 1697, dtype: float64, LONGITUDE      -7637.178\n",
      "LATITUDE     4864993.521\n",
      "Name: 1698, dtype: float64, LONGITUDE      -7639.350\n",
      "LATITUDE     4865001.098\n",
      "Name: 1699, dtype: float64, LONGITUDE   -7.638831e+03\n",
      "LATITUDE     4.864999e+06\n",
      "Name: 1700, dtype: float64, LONGITUDE   -7.641573e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 1701, dtype: float64, LONGITUDE   -7.639715e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 1702, dtype: float64, LONGITUDE      -7642.446\n",
      "LATITUDE     4865016.688\n",
      "Name: 1703, dtype: float64, LONGITUDE   -7.640980e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 1704, dtype: float64, LONGITUDE   -7.640290e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 1705, dtype: float64, LONGITUDE   -7.644945e+03\n",
      "LATITUDE     4.864949e+06\n",
      "Name: 1706, dtype: float64, LONGITUDE   -7.637839e+03\n",
      "LATITUDE     4.865001e+06\n",
      "Name: 1707, dtype: float64, LONGITUDE      -7643.139\n",
      "LATITUDE     4864947.852\n",
      "Name: 1708, dtype: float64, LONGITUDE   -7.632034e+03\n",
      "LATITUDE     4.864988e+06\n",
      "Name: 1709, dtype: float64, LONGITUDE   -7.650166e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 1710, dtype: float64, LONGITUDE   -7.646308e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 1711, dtype: float64, LONGITUDE   -7.647266e+03\n",
      "LATITUDE     4.864945e+06\n",
      "Name: 1712, dtype: float64, LONGITUDE   -7.644035e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 1713, dtype: float64, LONGITUDE   -7.643428e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 1714, dtype: float64, LONGITUDE   -7.637002e+03\n",
      "LATITUDE     4.864906e+06\n",
      "Name: 1719, dtype: float64, LONGITUDE   -7.656763e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 1725, dtype: float64, LONGITUDE      -7638.808\n",
      "LATITUDE     4864907.044\n",
      "Name: 1726, dtype: float64, LONGITUDE   -7.646776e+03\n",
      "LATITUDE     4.864926e+06\n",
      "Name: 1727, dtype: float64, LONGITUDE   -7.669248e+03\n",
      "LATITUDE     4.864936e+06\n",
      "Name: 1730, dtype: float64, LONGITUDE   -7.674972e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 1731, dtype: float64, LONGITUDE   -7.659935e+03\n",
      "LATITUDE     4.864939e+06\n",
      "Name: 1732, dtype: float64, LONGITUDE   -7.684298e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 1733, dtype: float64, LONGITUDE   -7.676644e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 1734, dtype: float64, LONGITUDE   -7.682559e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 1736, dtype: float64, LONGITUDE   -7.689513e+03\n",
      "LATITUDE     4.864929e+06\n",
      "Name: 1737, dtype: float64, LONGITUDE   -7.682084e+03\n",
      "LATITUDE     4.864931e+06\n",
      "Name: 1738, dtype: float64, LONGITUDE   -7.683856e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 1740, dtype: float64, LONGITUDE   -7.675407e+03\n",
      "LATITUDE     4.864933e+06\n",
      "Name: 1741, dtype: float64, LONGITUDE   -7.656763e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 1742, dtype: float64, LONGITUDE   -7.587041e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 1751, dtype: float64, LONGITUDE   -7.641030e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 1761, dtype: float64, LONGITUDE   -7.638068e+03\n",
      "LATITUDE     4.865001e+06\n",
      "Name: 1766, dtype: float64, LONGITUDE   -7.641625e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 1767, dtype: float64, LONGITUDE   -7.674956e+03\n",
      "LATITUDE     4.864935e+06\n",
      "Name: 1776, dtype: float64, LONGITUDE   -7.641330e+03\n",
      "LATITUDE     4.864921e+06\n",
      "Name: 1802, dtype: float64, LONGITUDE   -7.661753e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 1812, dtype: float64, LONGITUDE   -7.674972e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 1815, dtype: float64, LONGITUDE   -7.676644e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 1816, dtype: float64, LONGITUDE   -7.669248e+03\n",
      "LATITUDE     4.864936e+06\n",
      "Name: 1818, dtype: float64, LONGITUDE   -7.682084e+03\n",
      "LATITUDE     4.864931e+06\n",
      "Name: 1819, dtype: float64, LONGITUDE   -7.683856e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 1823, dtype: float64, LONGITUDE   -7.689513e+03\n",
      "LATITUDE     4.864929e+06\n",
      "Name: 1824, dtype: float64, LONGITUDE   -7.645042e+03\n",
      "LATITUDE     4.864949e+06\n",
      "Name: 1827, dtype: float64, LONGITUDE   -7.647626e+03\n",
      "LATITUDE     4.864944e+06\n",
      "Name: 1828, dtype: float64, LONGITUDE   -7.633042e+03\n",
      "LATITUDE     4.864971e+06\n",
      "Name: 1829, dtype: float64, LONGITUDE   -7.643092e+03\n",
      "LATITUDE     4.864948e+06\n",
      "Name: 1831, dtype: float64, LONGITUDE   -7.640980e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 1840, dtype: float64, LONGITUDE   -7.633237e+03\n",
      "LATITUDE     4.864965e+06\n",
      "Name: 1857, dtype: float64, LONGITUDE   -7.632153e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 1861, dtype: float64, LONGITUDE   -7.636668e+03\n",
      "LATITUDE     4.864992e+06\n",
      "Name: 1864, dtype: float64, LONGITUDE      -7637.178\n",
      "LATITUDE     4864993.521\n",
      "Name: 1865, dtype: float64, LONGITUDE   -7.638814e+03\n",
      "LATITUDE     4.864999e+06\n",
      "Name: 1866, dtype: float64, LONGITUDE   -7.641573e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 1869, dtype: float64, LONGITUDE      -7639.350\n",
      "LATITUDE     4865001.098\n",
      "Name: 1871, dtype: float64, LONGITUDE   -7.640980e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 1872, dtype: float64, LONGITUDE   -7.641899e+03\n",
      "LATITUDE     4.865015e+06\n",
      "Name: 1873, dtype: float64, LONGITUDE   -7.634934e+03\n",
      "LATITUDE     4.865008e+06\n",
      "Name: 1874, dtype: float64, LONGITUDE   -7.641899e+03\n",
      "LATITUDE     4.865015e+06\n",
      "Name: 1876, dtype: float64, LONGITUDE   -7.640290e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 1877, dtype: float64, LONGITUDE   -7.631815e+03\n",
      "LATITUDE     4.864988e+06\n",
      "Name: 1879, dtype: float64, LONGITUDE   -7.637843e+03\n",
      "LATITUDE     4.865001e+06\n",
      "Name: 1880, dtype: float64, LONGITUDE   -7.596203e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 1887, dtype: float64, LONGITUDE   -7.589062e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 1890, dtype: float64, LONGITUDE   -7.616946e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 1892, dtype: float64, LONGITUDE   -7.648530e+03\n",
      "LATITUDE     4.864943e+06\n",
      "Name: 1896, dtype: float64, LONGITUDE   -7.648530e+03\n",
      "LATITUDE     4.864943e+06\n",
      "Name: 1898, dtype: float64, LONGITUDE   -7.650166e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 1899, dtype: float64, LONGITUDE   -7.636084e+03\n",
      "LATITUDE     4.864898e+06\n",
      "Name: 1911, dtype: float64, LONGITUDE   -7.659935e+03\n",
      "LATITUDE     4.864939e+06\n",
      "Name: 1914, dtype: float64, LONGITUDE   -7.656488e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 1917, dtype: float64, LONGITUDE   -7.676644e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 1918, dtype: float64, LONGITUDE   -7.682559e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 1919, dtype: float64, LONGITUDE   -7.669248e+03\n",
      "LATITUDE     4.864936e+06\n",
      "Name: 1920, dtype: float64, LONGITUDE   -7.667352e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 1921, dtype: float64, LONGITUDE   -7.674972e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 1922, dtype: float64, LONGITUDE   -7.684298e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 1923, dtype: float64, LONGITUDE   -7.689513e+03\n",
      "LATITUDE     4.864929e+06\n",
      "Name: 1925, dtype: float64, LONGITUDE   -7.661558e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 1927, dtype: float64, LONGITUDE   -7.635299e+03\n",
      "LATITUDE     4.864966e+06\n",
      "Name: 1928, dtype: float64, LONGITUDE   -7.675372e+03\n",
      "LATITUDE     4.864933e+06\n",
      "Name: 1930, dtype: float64, LONGITUDE   -7.628135e+03\n",
      "LATITUDE     4.864977e+06\n",
      "Name: 1932, dtype: float64, LONGITUDE   -7.631895e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 1934, dtype: float64, LONGITUDE   -7.622326e+03\n",
      "LATITUDE     4.864977e+06\n",
      "Name: 1935, dtype: float64, LONGITUDE   -7.601616e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 1943, dtype: float64, LONGITUDE   -7.636666e+03\n",
      "LATITUDE     4.864992e+06\n",
      "Name: 1950, dtype: float64, LONGITUDE      -7634.477\n",
      "LATITUDE     4864984.097\n",
      "Name: 1951, dtype: float64, LONGITUDE      -7637.178\n",
      "LATITUDE     4864993.521\n",
      "Name: 1952, dtype: float64, LONGITUDE   -7.635041e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 1953, dtype: float64, LONGITUDE      -7642.446\n",
      "LATITUDE     4865016.688\n",
      "Name: 1954, dtype: float64, LONGITUDE      -7639.350\n",
      "LATITUDE     4865001.098\n",
      "Name: 1955, dtype: float64, LONGITUDE   -7.641573e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 1956, dtype: float64, LONGITUDE   -7.640980e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 1957, dtype: float64, LONGITUDE   -7.638831e+03\n",
      "LATITUDE     4.864999e+06\n",
      "Name: 1958, dtype: float64, LONGITUDE   -7.641899e+03\n",
      "LATITUDE     4.865015e+06\n",
      "Name: 1960, dtype: float64, LONGITUDE   -7.637839e+03\n",
      "LATITUDE     4.865001e+06\n",
      "Name: 1961, dtype: float64, LONGITUDE   -7.640290e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 1962, dtype: float64, LONGITUDE   -7.644945e+03\n",
      "LATITUDE     4.864949e+06\n",
      "Name: 1963, dtype: float64, LONGITUDE      -7643.139\n",
      "LATITUDE     4864947.852\n",
      "Name: 1965, dtype: float64, LONGITUDE   -7.650166e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 1966, dtype: float64, LONGITUDE   -7.647266e+03\n",
      "LATITUDE     4.864945e+06\n",
      "Name: 1967, dtype: float64, LONGITUDE   -7.646308e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 1968, dtype: float64, LONGITUDE   -7.643428e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 1969, dtype: float64, LONGITUDE   -7.644035e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 1970, dtype: float64, LONGITUDE   -7.641330e+03\n",
      "LATITUDE     4.864921e+06\n",
      "Name: 1976, dtype: float64, LONGITUDE      -7638.808\n",
      "LATITUDE     4864907.044\n",
      "Name: 1977, dtype: float64, LONGITUDE   -7.636080e+03\n",
      "LATITUDE     4.864898e+06\n",
      "Name: 1980, dtype: float64, LONGITUDE   -7.646776e+03\n",
      "LATITUDE     4.864926e+06\n",
      "Name: 1981, dtype: float64, LONGITUDE   -7.656763e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 1983, dtype: float64, LONGITUDE   -7.659935e+03\n",
      "LATITUDE     4.864939e+06\n",
      "Name: 1984, dtype: float64, LONGITUDE   -7.661753e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 1985, dtype: float64, LONGITUDE   -7.669248e+03\n",
      "LATITUDE     4.864936e+06\n",
      "Name: 1986, dtype: float64, LONGITUDE   -7.667352e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 1987, dtype: float64, LONGITUDE   -7.674972e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 1988, dtype: float64, LONGITUDE   -7.676644e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 1989, dtype: float64, LONGITUDE   -7.684298e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 1990, dtype: float64, LONGITUDE   -7.691338e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 1991, dtype: float64, LONGITUDE   -7.683856e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 1992, dtype: float64, LONGITUDE   -7.689513e+03\n",
      "LATITUDE     4.864929e+06\n",
      "Name: 1993, dtype: float64, LONGITUDE   -7.682559e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 1994, dtype: float64, LONGITUDE   -7.661474e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 1995, dtype: float64, LONGITUDE   -7.682084e+03\n",
      "LATITUDE     4.864931e+06\n",
      "Name: 1996, dtype: float64, LONGITUDE   -7.675407e+03\n",
      "LATITUDE     4.864933e+06\n",
      "Name: 1997, dtype: float64, LONGITUDE   -7.656763e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 1998, dtype: float64, LONGITUDE   -7.641030e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 2017, dtype: float64, LONGITUDE   -7.639078e+03\n",
      "LATITUDE     4.865012e+06\n",
      "Name: 2023, dtype: float64, LONGITUDE   -7.674956e+03\n",
      "LATITUDE     4.864935e+06\n",
      "Name: 2030, dtype: float64, LONGITUDE   -7.682544e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 2036, dtype: float64, LONGITUDE   -7.653343e+03\n",
      "LATITUDE     4.864921e+06\n",
      "Name: 2050, dtype: float64, LONGITUDE   -7.659935e+03\n",
      "LATITUDE     4.864939e+06\n",
      "Name: 2066, dtype: float64, LONGITUDE   -7.669248e+03\n",
      "LATITUDE     4.864936e+06\n",
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      "LATITUDE     4.864932e+06\n",
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      "LATITUDE     4.864931e+06\n",
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      "LATITUDE     4.864944e+06\n",
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      "LATITUDE     4.865015e+06\n",
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      "LATITUDE     4.864980e+06\n",
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      "LATITUDE     4.864965e+06\n",
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      "LATITUDE     4864984.097\n",
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      "LATITUDE     4.864970e+06\n",
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      "LATITUDE     4.864966e+06\n",
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      "LATITUDE     4.864977e+06\n",
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      "LATITUDE     4864993.521\n",
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      "LATITUDE     4.864999e+06\n",
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      "LATITUDE     4.864992e+06\n",
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      "LATITUDE     4865001.098\n",
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      "LATITUDE     4.865015e+06\n",
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      "LATITUDE     4.865007e+06\n",
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      "LATITUDE     4.865008e+06\n",
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      "LATITUDE     4.865015e+06\n",
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      "LATITUDE     4.865001e+06\n",
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      "LATITUDE     4.864948e+06\n",
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      "LATITUDE     4.864943e+06\n",
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      "LATITUDE     4.864943e+06\n",
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      "LATITUDE     4.864922e+06\n",
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      "LATITUDE     4.864938e+06\n",
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      "LATITUDE     4.864938e+06\n",
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      "LATITUDE     4.864937e+06\n",
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      "LATITUDE     4.864936e+06\n",
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      "LATITUDE     4.864928e+06\n",
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      "LATITUDE     4.864932e+06\n",
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      "LATITUDE     4.864932e+06\n",
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      "LATITUDE     4.864933e+06\n",
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      "LATITUDE     4.864931e+06\n",
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      "LATITUDE     4.864930e+06\n",
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      "LATITUDE     4.864970e+06\n",
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      "LATITUDE     4.864977e+06\n",
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      "LATITUDE     4.864986e+06\n",
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      "LATITUDE     4.864992e+06\n",
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      "LATITUDE     4865001.098\n",
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      "LATITUDE     4864993.521\n",
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      "LATITUDE     4.864999e+06\n",
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      "LATITUDE     4.865009e+06\n",
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      "LATITUDE     4.865007e+06\n",
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      "LATITUDE     4.865009e+06\n",
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      "LATITUDE     4.865007e+06\n",
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      "LATITUDE     4865016.688\n",
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      "LATITUDE     4.865015e+06\n",
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      "LATITUDE     4864947.852\n",
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      "LATITUDE     4.865001e+06\n",
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      "LATITUDE     4.864949e+06\n",
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      "LATITUDE     4.864945e+06\n",
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      "LATITUDE     4.864930e+06\n",
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      "LATITUDE     4.864928e+06\n",
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      "LATITUDE     4.864937e+06\n",
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      "LATITUDE     4.864932e+06\n",
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      "LATITUDE     4.864921e+06\n",
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      "LATITUDE     4.864922e+06\n",
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      "LATITUDE     4.864913e+06\n",
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      "LATITUDE     4.864906e+06\n",
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      "LATITUDE     4.864898e+06\n",
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      "LATITUDE     4.864926e+06\n",
      "Name: 2238, dtype: float64, LONGITUDE   -7.659935e+03\n",
      "LATITUDE     4.864939e+06\n",
      "Name: 2239, dtype: float64, LONGITUDE   -7.674972e+03\n",
      "LATITUDE     4.864934e+06\n",
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      "LATITUDE     4.864938e+06\n",
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      "LATITUDE     4.864937e+06\n",
      "Name: 2243, dtype: float64, LONGITUDE   -7.669248e+03\n",
      "LATITUDE     4.864936e+06\n",
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      "LATITUDE     4.864932e+06\n",
      "Name: 2245, dtype: float64, LONGITUDE   -7.676644e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 2246, dtype: float64, LONGITUDE   -7.689513e+03\n",
      "LATITUDE     4.864929e+06\n",
      "Name: 2248, dtype: float64, LONGITUDE   -7.684298e+03\n",
      "LATITUDE     4.864932e+06\n",
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      "Name: 2250, dtype: float64, LONGITUDE   -7.682084e+03\n",
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      "Name: 2251, dtype: float64, LONGITUDE   -7.661474e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 2252, dtype: float64, LONGITUDE   -7.656763e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 2253, dtype: float64, LONGITUDE   -7.675407e+03\n",
      "LATITUDE     4.864933e+06\n",
      "Name: 2254, dtype: float64, LONGITUDE   -7.639078e+03\n",
      "LATITUDE     4.865012e+06\n",
      "Name: 2275, dtype: float64, LONGITUDE   -7.676627e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 2288, dtype: float64, LONGITUDE   -7.674956e+03\n",
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      "Name: 2289, dtype: float64, LONGITUDE   -7.636298e+03\n",
      "LATITUDE     4.864898e+06\n",
      "Name: 2306, dtype: float64, LONGITUDE   -7.667352e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 2324, dtype: float64, LONGITUDE   -7.661753e+03\n",
      "LATITUDE     4.864938e+06\n",
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      "LATITUDE     4.864934e+06\n",
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      "LATITUDE     4.864944e+06\n",
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      "Name: 2339, dtype: float64, LONGITUDE   -7.650166e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 2340, dtype: float64, LONGITUDE   -7.643092e+03\n",
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      "Name: 2341, dtype: float64, LONGITUDE   -7.638854e+03\n",
      "LATITUDE     4.864999e+06\n",
      "Name: 2346, dtype: float64, LONGITUDE   -7.641899e+03\n",
      "LATITUDE     4.865015e+06\n",
      "Name: 2351, dtype: float64, LONGITUDE   -7.639715e+03\n",
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      "Name: 2353, dtype: float64, LONGITUDE   -7.596203e+03\n",
      "LATITUDE     4.864982e+06\n",
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      "Name: 2369, dtype: float64, LONGITUDE   -7.635041e+03\n",
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      "Name: 2376, dtype: float64, LONGITUDE   -7.638814e+03\n",
      "LATITUDE     4.864999e+06\n",
      "Name: 2378, dtype: float64, LONGITUDE   -7.636668e+03\n",
      "LATITUDE     4.864992e+06\n",
      "Name: 2379, dtype: float64, LONGITUDE   -7.640980e+03\n",
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      "Name: 2380, dtype: float64, LONGITUDE      -7637.178\n",
      "LATITUDE     4864993.521\n",
      "Name: 2381, dtype: float64, LONGITUDE      -7639.350\n",
      "LATITUDE     4865001.098\n",
      "Name: 2382, dtype: float64, LONGITUDE   -7.641899e+03\n",
      "LATITUDE     4.865015e+06\n",
      "Name: 2383, dtype: float64, LONGITUDE      -7642.446\n",
      "LATITUDE     4865016.688\n",
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      "LATITUDE     4.865015e+06\n",
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      "Name: 2389, dtype: float64, LONGITUDE   -7.640290e+03\n",
      "LATITUDE     4.865009e+06\n",
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      "Name: 2443, dtype: float64, LONGITUDE   -7.622326e+03\n",
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      "Name: 2446, dtype: float64, LONGITUDE   -7.618763e+03\n",
      "LATITUDE     4.864975e+06\n",
      "Name: 2448, dtype: float64, LONGITUDE      -7634.477\n",
      "LATITUDE     4864984.097\n",
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      "LATITUDE     4865001.098\n",
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      "LATITUDE     4864993.521\n",
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      "LATITUDE     4.864992e+06\n",
      "Name: 2465, dtype: float64, LONGITUDE   -7.638831e+03\n",
      "LATITUDE     4.864999e+06\n",
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      "Name: 2468, dtype: float64, LONGITUDE      -7642.446\n",
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      "LATITUDE     4.865007e+06\n",
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      "Name: 2474, dtype: float64, LONGITUDE   -7.637839e+03\n",
      "LATITUDE     4.865001e+06\n",
      "Name: 2476, dtype: float64, LONGITUDE      -7643.139\n",
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      "Name: 2479, dtype: float64, LONGITUDE   -7.646308e+03\n",
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      "Name: 2480, dtype: float64, LONGITUDE   -7.641330e+03\n",
      "LATITUDE     4.864921e+06\n",
      "Name: 2483, dtype: float64, LONGITUDE   -7.643428e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 2484, dtype: float64, LONGITUDE   -7.644035e+03\n",
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      "Name: 2485, dtype: float64, LONGITUDE   -7.637002e+03\n",
      "LATITUDE     4.864906e+06\n",
      "Name: 2488, dtype: float64, LONGITUDE   -7.656763e+03\n",
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      "Name: 2494, dtype: float64, LONGITUDE   -7.659935e+03\n",
      "LATITUDE     4.864939e+06\n",
      "Name: 2496, dtype: float64, LONGITUDE   -7.646776e+03\n",
      "LATITUDE     4.864926e+06\n",
      "Name: 2497, dtype: float64, LONGITUDE   -7.682559e+03\n",
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      "Name: 2498, dtype: float64, LONGITUDE   -7.667352e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 2499, dtype: float64, LONGITUDE   -7.669248e+03\n",
      "LATITUDE     4.864936e+06\n",
      "Name: 2500, dtype: float64, LONGITUDE   -7.674972e+03\n",
      "LATITUDE     4.864934e+06\n",
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      "LATITUDE     4.864934e+06\n",
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      "LATITUDE     4.864932e+06\n",
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      "LATITUDE     4.864930e+06\n",
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      "LATITUDE     4.864929e+06\n",
      "Name: 2505, dtype: float64, LONGITUDE   -7.691338e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 2506, dtype: float64, LONGITUDE   -7.682084e+03\n",
      "LATITUDE     4.864931e+06\n",
      "Name: 2508, dtype: float64, LONGITUDE   -7.656763e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 2509, dtype: float64, LONGITUDE   -7.675407e+03\n",
      "LATITUDE     4.864933e+06\n",
      "Name: 2510, dtype: float64, LONGITUDE   -7.685724e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 2511, dtype: float64, LONGITUDE   -7.684282e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 2512, dtype: float64, LONGITUDE   -7.682544e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 2513, dtype: float64, LONGITUDE   -7.676627e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 2514, dtype: float64, LONGITUDE   -7.680135e+03\n",
      "LATITUDE     4.864931e+06\n",
      "Name: 2515, dtype: float64, LONGITUDE   -7.669234e+03\n",
      "LATITUDE     4.864936e+06\n",
      "Name: 2516, dtype: float64, LONGITUDE   -7.661897e+03\n",
      "LATITUDE     4.864935e+06\n",
      "Name: 2517, dtype: float64, LONGITUDE   -7.667340e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 2518, dtype: float64, LONGITUDE   -7.675352e+03\n",
      "LATITUDE     4.864933e+06\n",
      "Name: 2519, dtype: float64, LONGITUDE   -7.674956e+03\n",
      "LATITUDE     4.864935e+06\n",
      "Name: 2520, dtype: float64, LONGITUDE   -7.646339e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 2521, dtype: float64, LONGITUDE   -7.656636e+03\n",
      "LATITUDE     4.864938e+06\n",
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      "LATITUDE     4.864930e+06\n",
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      "LATITUDE     4.864938e+06\n",
      "Name: 2524, dtype: float64, LONGITUDE   -7.641772e+03\n",
      "LATITUDE     4.864922e+06\n",
      "Name: 2525, dtype: float64, LONGITUDE   -7.639650e+03\n",
      "LATITUDE     4.864915e+06\n",
      "Name: 2526, dtype: float64, LONGITUDE   -7.641286e+03\n",
      "LATITUDE     4.864921e+06\n",
      "Name: 2527, dtype: float64, LONGITUDE   -7.643385e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 2528, dtype: float64, LONGITUDE   -7.639136e+03\n",
      "LATITUDE     4.864913e+06\n",
      "Name: 2529, dtype: float64, LONGITUDE   -7.637729e+03\n",
      "LATITUDE     4.864903e+06\n",
      "Name: 2530, dtype: float64, LONGITUDE      -7637.176\n",
      "LATITUDE     4864901.255\n",
      "Name: 2531, dtype: float64, LONGITUDE   -7.636960e+03\n",
      "LATITUDE     4.864906e+06\n",
      "Name: 2532, dtype: float64, LONGITUDE      -7640.704\n",
      "LATITUDE     4864913.563\n",
      "Name: 2533, dtype: float64, LONGITUDE   -7.645089e+03\n",
      "LATITUDE     4.864949e+06\n",
      "Name: 2534, dtype: float64, LONGITUDE   -7.646245e+03\n",
      "LATITUDE     4.864926e+06\n",
      "Name: 2535, dtype: float64, LONGITUDE   -7.650166e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 2536, dtype: float64, LONGITUDE   -7.637226e+03\n",
      "LATITUDE     4.864994e+06\n",
      "Name: 2537, dtype: float64, LONGITUDE   -7.643202e+03\n",
      "LATITUDE     4.864948e+06\n",
      "Name: 2538, dtype: float64, LONGITUDE   -7.632239e+03\n",
      "LATITUDE     4.864988e+06\n",
      "Name: 2539, dtype: float64, LONGITUDE      -7636.633\n",
      "LATITUDE     4864991.831\n",
      "Name: 2540, dtype: float64, LONGITUDE   -7.634500e+03\n",
      "LATITUDE     4.864984e+06\n",
      "Name: 2541, dtype: float64, LONGITUDE   -7.641625e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 2542, dtype: float64, LONGITUDE   -7.639417e+03\n",
      "LATITUDE     4.865001e+06\n",
      "Name: 2543, dtype: float64, LONGITUDE   -7.638843e+03\n",
      "LATITUDE     4.864999e+06\n",
      "Name: 2544, dtype: float64, LONGITUDE   -7.639417e+03\n",
      "LATITUDE     4.865001e+06\n",
      "Name: 2545, dtype: float64, LONGITUDE   -7.638068e+03\n",
      "LATITUDE     4.865001e+06\n",
      "Name: 2546, dtype: float64, LONGITUDE   -7.638068e+03\n",
      "LATITUDE     4.865001e+06\n",
      "Name: 2547, dtype: float64, LONGITUDE   -7.640976e+03\n",
      "LATITUDE     4.865011e+06\n",
      "Name: 2548, dtype: float64, LONGITUDE   -7.641030e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 2549, dtype: float64, LONGITUDE   -7.632239e+03\n",
      "LATITUDE     4.864988e+06\n",
      "Name: 2550, dtype: float64, LONGITUDE   -7.618587e+03\n",
      "LATITUDE     4.864975e+06\n",
      "Name: 2551, dtype: float64, LONGITUDE   -7.607248e+03\n",
      "LATITUDE     4.864979e+06\n",
      "Name: 2552, dtype: float64, LONGITUDE      -7616.556\n",
      "LATITUDE     4864975.879\n",
      "Name: 2553, dtype: float64, LONGITUDE   -7.622055e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 2554, dtype: float64, LONGITUDE   -7.632144e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 2555, dtype: float64, LONGITUDE   -7.605419e+03\n",
      "LATITUDE     4.864979e+06\n",
      "Name: 2556, dtype: float64, LONGITUDE   -7.611056e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 2557, dtype: float64, LONGITUDE   -7.615528e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 2558, dtype: float64, LONGITUDE   -7.592719e+03\n",
      "LATITUDE     4.864984e+06\n",
      "Name: 2559, dtype: float64, LONGITUDE   -7.592719e+03\n",
      "LATITUDE     4.864984e+06\n",
      "Name: 2560, dtype: float64, LONGITUDE   -7.611056e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 2561, dtype: float64, LONGITUDE   -7.616689e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 2562, dtype: float64, LONGITUDE   -7.589002e+03\n",
      "LATITUDE     4.864985e+06\n",
      "Name: 2563, dtype: float64, LONGITUDE   -7.611056e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 2564, dtype: float64, LONGITUDE      -7611.129\n",
      "LATITUDE     4864977.622\n",
      "Name: 2565, dtype: float64, LONGITUDE   -7.603565e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 2566, dtype: float64, LONGITUDE   -7.609250e+03\n",
      "LATITUDE     4.864978e+06\n",
      "Name: 2567, dtype: float64, LONGITUDE   -7.601616e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 2568, dtype: float64, LONGITUDE   -7.587102e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 2569, dtype: float64, LONGITUDE      -7637.257\n",
      "LATITUDE     4864949.814\n",
      "Name: 2570, dtype: float64, LONGITUDE   -7.594264e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 2571, dtype: float64, LONGITUDE   -7.596203e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 2572, dtype: float64, LONGITUDE   -7.609250e+03\n",
      "LATITUDE     4.864978e+06\n",
      "Name: 2573, dtype: float64, LONGITUDE      -7611.129\n",
      "LATITUDE     4864977.622\n",
      "Name: 2574, dtype: float64, LONGITUDE   -7.616689e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 2575, dtype: float64, LONGITUDE   -7.603565e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 2576, dtype: float64, LONGITUDE   -7.618763e+03\n",
      "LATITUDE     4.864975e+06\n",
      "Name: 2577, dtype: float64, LONGITUDE   -7.589062e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 2578, dtype: float64, LONGITUDE   -7.594264e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 2579, dtype: float64, LONGITUDE   -7.601616e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 2580, dtype: float64, LONGITUDE   -7.587102e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 2581, dtype: float64, LONGITUDE   -7.596203e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 2582, dtype: float64, LONGITUDE   -7.616670e+03\n",
      "LATITUDE     4.864979e+06\n",
      "Name: 2583, dtype: float64, LONGITUDE   -7.596649e+03\n",
      "LATITUDE     4.864983e+06\n",
      "Name: 2584, dtype: float64, LONGITUDE      -7594.737\n",
      "LATITUDE     4864983.902\n",
      "Name: 2585, dtype: float64, LONGITUDE   -7.603192e+03\n",
      "LATITUDE     4.864981e+06\n",
      "Name: 2586, dtype: float64, LONGITUDE      -7637.178\n",
      "LATITUDE     4864993.521\n",
      "Name: 2587, dtype: float64, LONGITUDE      -7636.679\n",
      "LATITUDE     4864991.779\n",
      "Name: 2588, dtype: float64, LONGITUDE      -7634.477\n",
      "LATITUDE     4864984.097\n",
      "Name: 2589, dtype: float64, LONGITUDE   -7.635041e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 2590, dtype: float64, LONGITUDE   -7.638854e+03\n",
      "LATITUDE     4.864999e+06\n",
      "Name: 2591, dtype: float64, LONGITUDE   -7.641573e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 2592, dtype: float64, LONGITUDE   -7.640980e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 2593, dtype: float64, LONGITUDE      -7639.350\n",
      "LATITUDE     4865001.098\n",
      "Name: 2594, dtype: float64, LONGITUDE      -7642.446\n",
      "LATITUDE     4865016.688\n",
      "Name: 2595, dtype: float64, LONGITUDE   -7.621875e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 2596, dtype: float64, LONGITUDE      -7632.378\n",
      "LATITUDE     4864988.177\n",
      "Name: 2597, dtype: float64, LONGITUDE   -7.640290e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 2598, dtype: float64, LONGITUDE   -7.639715e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 2599, dtype: float64, LONGITUDE   -7.641899e+03\n",
      "LATITUDE     4.865015e+06\n",
      "Name: 2600, dtype: float64, LONGITUDE   -7.641812e+03\n",
      "LATITUDE     4.864922e+06\n",
      "Name: 2601, dtype: float64, LONGITUDE   -7.644035e+03\n",
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      "Name: 2602, dtype: float64, LONGITUDE   -7.632259e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 2603, dtype: float64, LONGITUDE   -7.643428e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 2604, dtype: float64, LONGITUDE   -7.637556e+03\n",
      "LATITUDE     4.864907e+06\n",
      "Name: 2605, dtype: float64, LONGITUDE      -7639.691\n",
      "LATITUDE     4864914.913\n",
      "Name: 2606, dtype: float64, LONGITUDE   -7.641330e+03\n",
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      "Name: 2607, dtype: float64, LONGITUDE   -7.639180e+03\n",
      "LATITUDE     4.864913e+06\n",
      "Name: 2608, dtype: float64, LONGITUDE   -7.640679e+03\n",
      "LATITUDE     4.864914e+06\n",
      "Name: 2609, dtype: float64, LONGITUDE      -7638.276\n",
      "LATITUDE     4864905.187\n",
      "Name: 2610, dtype: float64, LONGITUDE   -7.636298e+03\n",
      "LATITUDE     4.864898e+06\n",
      "Name: 2611, dtype: float64, LONGITUDE      -7638.808\n",
      "LATITUDE     4864907.044\n",
      "Name: 2612, dtype: float64, LONGITUDE   -7.637002e+03\n",
      "LATITUDE     4.864906e+06\n",
      "Name: 2613, dtype: float64, LONGITUDE   -7.646424e+03\n",
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      "Name: 2614, dtype: float64, LONGITUDE   -7.667352e+03\n",
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      "Name: 2615, dtype: float64, LONGITUDE   -7.661753e+03\n",
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      "Name: 2616, dtype: float64, LONGITUDE   -7.659935e+03\n",
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      "Name: 2617, dtype: float64, LONGITUDE   -7.676644e+03\n",
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      "Name: 2618, dtype: float64, LONGITUDE   -7.669248e+03\n",
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      "Name: 2619, dtype: float64, LONGITUDE   -7.674972e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 2620, dtype: float64, LONGITUDE   -7.669248e+03\n",
      "LATITUDE     4.864936e+06\n",
      "Name: 2621, dtype: float64, LONGITUDE   -7.676644e+03\n",
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      "Name: 2622, dtype: float64, LONGITUDE   -7.684298e+03\n",
      "LATITUDE     4.864932e+06\n",
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      "LATITUDE     4.864928e+06\n",
      "Name: 2624, dtype: float64, LONGITUDE   -7.682559e+03\n",
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      "Name: 2625, dtype: float64, LONGITUDE   -7.689513e+03\n",
      "LATITUDE     4.864929e+06\n",
      "Name: 2626, dtype: float64, LONGITUDE   -7.683856e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 2627, dtype: float64, LONGITUDE   -7.662008e+03\n",
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      "Name: 2628, dtype: float64, LONGITUDE   -7.656559e+03\n",
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      "Name: 2629, dtype: float64, LONGITUDE   -7.675407e+03\n",
      "LATITUDE     4.864933e+06\n",
      "Name: 2630, dtype: float64, LONGITUDE   -7.682084e+03\n",
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      "LATITUDE     4.864932e+06\n",
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      "Name: 2633, dtype: float64, LONGITUDE   -7.650166e+03\n",
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      "Name: 2634, dtype: float64, LONGITUDE   -7.647626e+03\n",
      "LATITUDE     4.864944e+06\n",
      "Name: 2635, dtype: float64, LONGITUDE   -7.628135e+03\n",
      "LATITUDE     4.864977e+06\n",
      "Name: 2636, dtype: float64, LONGITUDE   -7.633206e+03\n",
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      "Name: 2637, dtype: float64, LONGITUDE   -7.635453e+03\n",
      "LATITUDE     4.864966e+06\n",
      "Name: 2638, dtype: float64, LONGITUDE   -7.633042e+03\n",
      "LATITUDE     4.864971e+06\n",
      "Name: 2639, dtype: float64, LONGITUDE   -7.643092e+03\n",
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      "Name: 2640, dtype: float64, LONGITUDE   -7.643428e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 2641, dtype: float64, LONGITUDE   -7.641812e+03\n",
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      "Name: 2642, dtype: float64, LONGITUDE   -7.644035e+03\n",
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      "Name: 2643, dtype: float64, LONGITUDE   -7.641330e+03\n",
      "LATITUDE     4.864921e+06\n",
      "Name: 2644, dtype: float64, LONGITUDE      -7639.691\n",
      "LATITUDE     4864914.913\n",
      "Name: 2645, dtype: float64, LONGITUDE   -7.639180e+03\n",
      "LATITUDE     4.864913e+06\n",
      "Name: 2646, dtype: float64, LONGITUDE   -7.637002e+03\n",
      "LATITUDE     4.864906e+06\n",
      "Name: 2647, dtype: float64, LONGITUDE   -7.637556e+03\n",
      "LATITUDE     4.864907e+06\n",
      "Name: 2648, dtype: float64, LONGITUDE   -7.636084e+03\n",
      "LATITUDE     4.864898e+06\n",
      "Name: 2649, dtype: float64, LONGITUDE   -7.636623e+03\n",
      "LATITUDE     4.864899e+06\n",
      "Name: 2650, dtype: float64, LONGITUDE      -7638.276\n",
      "LATITUDE     4864905.187\n",
      "Name: 2651, dtype: float64, LONGITUDE   -7.640679e+03\n",
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      "Name: 2652, dtype: float64, LONGITUDE      -7638.808\n",
      "LATITUDE     4864907.044\n",
      "Name: 2653, dtype: float64, LONGITUDE   -7.659935e+03\n",
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      "Name: 2654, dtype: float64, LONGITUDE   -7.667352e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 2655, dtype: float64, LONGITUDE   -7.661753e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 2656, dtype: float64, LONGITUDE   -7.646806e+03\n",
      "LATITUDE     4.864926e+06\n",
      "Name: 2657, dtype: float64, LONGITUDE   -7.667352e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 2658, dtype: float64, LONGITUDE   -7.676644e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 2659, dtype: float64, LONGITUDE   -7.684298e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 2660, dtype: float64, LONGITUDE   -7.682559e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 2661, dtype: float64, LONGITUDE   -7.674972e+03\n",
      "LATITUDE     4.864934e+06\n",
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      "LATITUDE     4.864936e+06\n",
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      "LATITUDE     4.864928e+06\n",
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      "LATITUDE     4.864929e+06\n",
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      "LATITUDE     4.864930e+06\n",
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      "LATITUDE     4.864932e+06\n",
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      "LATITUDE     4.864932e+06\n",
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      "LATITUDE     4.864933e+06\n",
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      "LATITUDE     4.864931e+06\n",
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      "LATITUDE     4.864938e+06\n",
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      "LATITUDE     4.864934e+06\n",
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      "LATITUDE     4.864937e+06\n",
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      "LATITUDE     4.864948e+06\n",
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      "LATITUDE     4.864975e+06\n",
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      "LATITUDE     4.864943e+06\n",
      "Name: 2676, dtype: float64, LONGITUDE   -7.616689e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 2677, dtype: float64, LONGITUDE      -7611.129\n",
      "LATITUDE     4864977.622\n",
      "Name: 2678, dtype: float64, LONGITUDE   -7.609250e+03\n",
      "LATITUDE     4.864978e+06\n",
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      "LATITUDE     4.864980e+06\n",
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      "LATITUDE     4.864976e+06\n",
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      "LATITUDE     4.864980e+06\n",
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      "LATITUDE     4.864982e+06\n",
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      "LATITUDE     4.864982e+06\n",
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      "LATITUDE     4.864980e+06\n",
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      "LATITUDE     4.864986e+06\n",
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      "LATITUDE     4.864982e+06\n",
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      "LATITUDE     4.864983e+06\n",
      "Name: 2688, dtype: float64, LONGITUDE   -7.589062e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 2689, dtype: float64, LONGITUDE      -7594.737\n",
      "LATITUDE     4864983.902\n",
      "Name: 2690, dtype: float64, LONGITUDE   -7.604018e+03\n",
      "LATITUDE     4.864981e+06\n",
      "Name: 2691, dtype: float64, LONGITUDE   -7.616946e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 2692, dtype: float64, LONGITUDE      -7634.477\n",
      "LATITUDE     4864984.097\n",
      "Name: 2693, dtype: float64, LONGITUDE   -7.635041e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 2694, dtype: float64, LONGITUDE   -7.636668e+03\n",
      "LATITUDE     4.864992e+06\n",
      "Name: 2695, dtype: float64, LONGITUDE      -7637.178\n",
      "LATITUDE     4864993.521\n",
      "Name: 2696, dtype: float64, LONGITUDE      -7639.350\n",
      "LATITUDE     4865001.098\n",
      "Name: 2697, dtype: float64, LONGITUDE      -7639.350\n",
      "LATITUDE     4865001.098\n",
      "Name: 2698, dtype: float64, LONGITUDE   -7.638814e+03\n",
      "LATITUDE     4.864999e+06\n",
      "Name: 2699, dtype: float64, LONGITUDE      -7642.446\n",
      "LATITUDE     4865016.688\n",
      "Name: 2700, dtype: float64, LONGITUDE   -7.641573e+03\n",
      "LATITUDE     4.865009e+06\n",
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      "LATITUDE     4.865007e+06\n",
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      "LATITUDE     4.865009e+06\n",
      "Name: 2703, dtype: float64, LONGITUDE   -7.637843e+03\n",
      "LATITUDE     4.865001e+06\n",
      "Name: 2704, dtype: float64, LONGITUDE   -7.639715e+03\n",
      "LATITUDE     4.865007e+06\n",
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      "LATITUDE     4.865015e+06\n",
      "Name: 2706, dtype: float64, LONGITUDE   -7.631815e+03\n",
      "LATITUDE     4.864988e+06\n",
      "Name: 2707, dtype: float64, LONGITUDE   -7.640290e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 2708, dtype: float64, LONGITUDE   -7.632153e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 2709, dtype: float64, LONGITUDE   -7.632153e+03\n",
      "LATITUDE     4.864982e+06\n",
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      "LATITUDE     4.864976e+06\n",
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      "LATITUDE     4.864977e+06\n",
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      "LATITUDE     4.864966e+06\n",
      "Name: 2713, dtype: float64, LONGITUDE   -7.633237e+03\n",
      "LATITUDE     4.864965e+06\n",
      "Name: 2714, dtype: float64, LONGITUDE   -7.618763e+03\n",
      "LATITUDE     4.864975e+06\n",
      "Name: 2715, dtype: float64, LONGITUDE   -7.616689e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 2716, dtype: float64, LONGITUDE   -7.633292e+03\n",
      "LATITUDE     4.864970e+06\n",
      "Name: 2717, dtype: float64, LONGITUDE      -7611.129\n",
      "LATITUDE     4864977.622\n",
      "Name: 2718, dtype: float64, LONGITUDE   -7.601616e+03\n",
      "LATITUDE     4.864980e+06\n",
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      "LATITUDE     4.864978e+06\n",
      "Name: 2720, dtype: float64, LONGITUDE   -7.603565e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 2721, dtype: float64, LONGITUDE      -7594.737\n",
      "LATITUDE     4864983.902\n",
      "Name: 2722, dtype: float64, LONGITUDE   -7.596203e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 2723, dtype: float64, LONGITUDE   -7.594264e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 2724, dtype: float64, LONGITUDE   -7.587102e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 2725, dtype: float64, LONGITUDE   -7.589062e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 2726, dtype: float64, LONGITUDE   -7.603154e+03\n",
      "LATITUDE     4.864981e+06\n",
      "Name: 2727, dtype: float64, LONGITUDE   -7.617125e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 2728, dtype: float64, LONGITUDE   -7.596649e+03\n",
      "LATITUDE     4.864983e+06\n",
      "Name: 2729, dtype: float64, LONGITUDE      -7634.477\n",
      "LATITUDE     4864984.097\n",
      "Name: 2730, dtype: float64, LONGITUDE   -7.638831e+03\n",
      "LATITUDE     4.864999e+06\n",
      "Name: 2731, dtype: float64, LONGITUDE   -7.635041e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 2732, dtype: float64, LONGITUDE      -7637.178\n",
      "LATITUDE     4864993.521\n",
      "Name: 2733, dtype: float64, LONGITUDE   -7.636666e+03\n",
      "LATITUDE     4.864992e+06\n",
      "Name: 2734, dtype: float64, LONGITUDE      -7639.350\n",
      "LATITUDE     4865001.098\n",
      "Name: 2735, dtype: float64, LONGITUDE      -7642.446\n",
      "LATITUDE     4865016.688\n",
      "Name: 2736, dtype: float64, LONGITUDE   -7.641573e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 2737, dtype: float64, LONGITUDE   -7.641899e+03\n",
      "LATITUDE     4.865015e+06\n",
      "Name: 2738, dtype: float64, LONGITUDE   -7.640980e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 2739, dtype: float64, LONGITUDE   -7.637839e+03\n",
      "LATITUDE     4.865001e+06\n",
      "Name: 2740, dtype: float64, LONGITUDE   -7.640290e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 2741, dtype: float64, LONGITUDE   -7.622326e+03\n",
      "LATITUDE     4.864977e+06\n",
      "Name: 2742, dtype: float64, LONGITUDE   -7.632034e+03\n",
      "LATITUDE     4.864988e+06\n",
      "Name: 2743, dtype: float64, LONGITUDE   -7.639715e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 2744, dtype: float64, LONGITUDE   -7.628135e+03\n",
      "LATITUDE     4.864977e+06\n",
      "Name: 2745, dtype: float64, LONGITUDE   -7.631895e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 2746, dtype: float64, LONGITUDE   -7.633387e+03\n",
      "LATITUDE     4.864970e+06\n",
      "Name: 2747, dtype: float64, LONGITUDE   -7.633387e+03\n",
      "LATITUDE     4.864970e+06\n",
      "Name: 2748, dtype: float64, LONGITUDE   -7.633469e+03\n",
      "LATITUDE     4.864965e+06\n",
      "Name: 2749, dtype: float64, LONGITUDE   -7.644035e+03\n",
      "LATITUDE     4.864930e+06\n",
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      "Name: 2751, dtype: float64, LONGITUDE   -7.635299e+03\n",
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      "Name: 2752, dtype: float64, LONGITUDE   -7.644035e+03\n",
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      "Name: 2753, dtype: float64, LONGITUDE   -7.641812e+03\n",
      "LATITUDE     4.864922e+06\n",
      "Name: 2754, dtype: float64, LONGITUDE      -7639.691\n",
      "LATITUDE     4864914.913\n",
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      "LATITUDE     4.864921e+06\n",
      "Name: 2756, dtype: float64, LONGITUDE   -7.639180e+03\n",
      "LATITUDE     4.864913e+06\n",
      "Name: 2757, dtype: float64, LONGITUDE      -7638.276\n",
      "LATITUDE     4864905.187\n",
      "Name: 2758, dtype: float64, LONGITUDE      -7636.638\n",
      "LATITUDE     4864899.473\n",
      "Name: 2759, dtype: float64, LONGITUDE   -7.636080e+03\n",
      "LATITUDE     4.864898e+06\n",
      "Name: 2760, dtype: float64, LONGITUDE   -7.637002e+03\n",
      "LATITUDE     4.864906e+06\n",
      "Name: 2761, dtype: float64, LONGITUDE   -7.637556e+03\n",
      "LATITUDE     4.864907e+06\n",
      "Name: 2762, dtype: float64, LONGITUDE      -7638.808\n",
      "LATITUDE     4864907.044\n",
      "Name: 2763, dtype: float64, LONGITUDE   -7.661753e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 2764, dtype: float64, LONGITUDE   -7.640679e+03\n",
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      "Name: 2765, dtype: float64, LONGITUDE   -7.659935e+03\n",
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      "LATITUDE     4.864926e+06\n",
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      "Name: 2771, dtype: float64, LONGITUDE   -7.676644e+03\n",
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      "Name: 2777, dtype: float64, LONGITUDE   -7.682084e+03\n",
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      "Name: 2779, dtype: float64, LONGITUDE   -7.684298e+03\n",
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      "Name: 2780, dtype: float64, LONGITUDE   -7.650166e+03\n",
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      "Name: 2783, dtype: float64, LONGITUDE   -7.656763e+03\n",
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      "Name: 2784, dtype: float64, LONGITUDE   -7.646308e+03\n",
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      "Name: 2785, dtype: float64, LONGITUDE   -7.647266e+03\n",
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      "Name: 2786, dtype: float64, LONGITUDE      -7643.139\n",
      "LATITUDE     4864947.852\n",
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      "LATITUDE     4.864930e+06\n",
      "Name: 2789, dtype: float64, LONGITUDE   -7.674956e+03\n",
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      "Name: 2790, dtype: float64, LONGITUDE   -7.684282e+03\n",
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      "Name: 2792, dtype: float64, LONGITUDE   -7.680135e+03\n",
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      "Name: 2793, dtype: float64, LONGITUDE   -7.676627e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 2794, dtype: float64, LONGITUDE   -7.661897e+03\n",
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      "Name: 2795, dtype: float64, LONGITUDE   -7.667340e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 2796, dtype: float64, LONGITUDE   -7.669234e+03\n",
      "LATITUDE     4.864936e+06\n",
      "Name: 2797, dtype: float64, LONGITUDE   -7.675352e+03\n",
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      "Name: 2798, dtype: float64, LONGITUDE   -7.656636e+03\n",
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      "Name: 2800, dtype: float64, LONGITUDE   -7.643994e+03\n",
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      "Name: 2801, dtype: float64, LONGITUDE   -7.646339e+03\n",
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      "LATITUDE     4.864938e+06\n",
      "Name: 2803, dtype: float64, LONGITUDE   -7.641286e+03\n",
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      "Name: 2804, dtype: float64, LONGITUDE   -7.639650e+03\n",
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      "Name: 2805, dtype: float64, LONGITUDE   -7.641772e+03\n",
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      "Name: 2806, dtype: float64, LONGITUDE   -7.639136e+03\n",
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      "Name: 2807, dtype: float64, LONGITUDE      -7640.704\n",
      "LATITUDE     4864913.563\n",
      "Name: 2808, dtype: float64, LONGITUDE   -7.636960e+03\n",
      "LATITUDE     4.864906e+06\n",
      "Name: 2809, dtype: float64, LONGITUDE   -7.637729e+03\n",
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      "LATITUDE     4.864926e+06\n",
      "Name: 2811, dtype: float64, LONGITUDE      -7637.176\n",
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      "Name: 2812, dtype: float64, LONGITUDE   -7.645089e+03\n",
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      "Name: 2813, dtype: float64, LONGITUDE   -7.643202e+03\n",
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      "Name: 2815, dtype: float64, LONGITUDE   -7.632239e+03\n",
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      "Name: 2816, dtype: float64, LONGITUDE   -7.639417e+03\n",
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      "Name: 2817, dtype: float64, LONGITUDE   -7.641625e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 2818, dtype: float64, LONGITUDE   -7.637226e+03\n",
      "LATITUDE     4.864994e+06\n",
      "Name: 2819, dtype: float64, LONGITUDE   -7.634500e+03\n",
      "LATITUDE     4.864984e+06\n",
      "Name: 2820, dtype: float64, LONGITUDE      -7636.633\n",
      "LATITUDE     4864991.831\n",
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      "LATITUDE     4.865011e+06\n",
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      "LATITUDE     4.865001e+06\n",
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      "LATITUDE     4.864988e+06\n",
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      "LATITUDE     4.865007e+06\n",
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      "LATITUDE     4.865001e+06\n",
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      "LATITUDE     4.864975e+06\n",
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      "LATITUDE     4864975.879\n",
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      "LATITUDE     4.864976e+06\n",
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      "LATITUDE     4.864982e+06\n",
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      "LATITUDE     4.864982e+06\n",
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      "LATITUDE     4.864984e+06\n",
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      "LATITUDE     4.864982e+06\n",
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      "LATITUDE     4.864982e+06\n",
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      "LATITUDE     4.864982e+06\n",
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      "LATITUDE     4.864978e+06\n",
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      "LATITUDE     4.864980e+06\n",
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      "LATITUDE     4.864976e+06\n",
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      "LATITUDE     4.864980e+06\n",
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      "LATITUDE     4.864982e+06\n",
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      "LATITUDE     4864949.814\n",
      "Name: 2842, dtype: float64, LONGITUDE   -7.587102e+03\n",
      "LATITUDE     4.864986e+06\n",
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      "LATITUDE     4.864982e+06\n",
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      "LATITUDE     4.864975e+06\n",
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      "LATITUDE     4.864978e+06\n",
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      "LATITUDE     4864977.622\n",
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      "LATITUDE     4.864976e+06\n",
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      "LATITUDE     4.864982e+06\n",
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      "LATITUDE     4.864986e+06\n",
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      "LATITUDE     4.864980e+06\n",
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      "LATITUDE     4.864982e+06\n",
      "Name: 2852, dtype: float64, LONGITUDE   -7.603565e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 2853, dtype: float64, LONGITUDE      -7594.737\n",
      "LATITUDE     4864983.902\n",
      "Name: 2854, dtype: float64, LONGITUDE   -7.603192e+03\n",
      "LATITUDE     4.864981e+06\n",
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      "LATITUDE     4.864983e+06\n",
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      "LATITUDE     4.864979e+06\n",
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      "LATITUDE     4.864986e+06\n",
      "Name: 2858, dtype: float64, LONGITUDE      -7636.679\n",
      "LATITUDE     4864991.779\n",
      "Name: 2859, dtype: float64, LONGITUDE      -7637.178\n",
      "LATITUDE     4864993.521\n",
      "Name: 2860, dtype: float64, LONGITUDE      -7634.477\n",
      "LATITUDE     4864984.097\n",
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      "LATITUDE     4.864986e+06\n",
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      "LATITUDE     4.865007e+06\n",
      "Name: 2863, dtype: float64, LONGITUDE      -7639.350\n",
      "LATITUDE     4865001.098\n",
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      "LATITUDE     4.865009e+06\n",
      "Name: 2865, dtype: float64, LONGITUDE      -7642.446\n",
      "LATITUDE     4865016.688\n",
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      "LATITUDE     4.865015e+06\n",
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      "LATITUDE     4.865007e+06\n",
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      "LATITUDE     4864988.177\n",
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      "LATITUDE     4.864976e+06\n",
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      "LATITUDE     4.865009e+06\n",
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      "LATITUDE     4.864928e+06\n",
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      "LATITUDE     4.864921e+06\n",
      "Name: 2873, dtype: float64, LONGITUDE   -7.632259e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 2874, dtype: float64, LONGITUDE   -7.644035e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 2875, dtype: float64, LONGITUDE   -7.641812e+03\n",
      "LATITUDE     4.864922e+06\n",
      "Name: 2876, dtype: float64, LONGITUDE      -7639.691\n",
      "LATITUDE     4864914.913\n",
      "Name: 2877, dtype: float64, LONGITUDE   -7.637556e+03\n",
      "LATITUDE     4.864907e+06\n",
      "Name: 2878, dtype: float64, LONGITUDE   -7.637002e+03\n",
      "LATITUDE     4.864906e+06\n",
      "Name: 2879, dtype: float64, LONGITUDE   -7.639180e+03\n",
      "LATITUDE     4.864913e+06\n",
      "Name: 2880, dtype: float64, LONGITUDE      -7638.276\n",
      "LATITUDE     4864905.187\n",
      "Name: 2881, dtype: float64, LONGITUDE   -7.640679e+03\n",
      "LATITUDE     4.864914e+06\n",
      "Name: 2882, dtype: float64, LONGITUDE   -7.646424e+03\n",
      "LATITUDE     4.864926e+06\n",
      "Name: 2883, dtype: float64, LONGITUDE      -7638.808\n",
      "LATITUDE     4864907.044\n",
      "Name: 2884, dtype: float64, LONGITUDE   -7.636298e+03\n",
      "LATITUDE     4.864898e+06\n",
      "Name: 2885, dtype: float64, LONGITUDE   -7.669248e+03\n",
      "LATITUDE     4.864936e+06\n",
      "Name: 2886, dtype: float64, LONGITUDE   -7.661753e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 2887, dtype: float64, LONGITUDE   -7.659935e+03\n",
      "LATITUDE     4.864939e+06\n",
      "Name: 2888, dtype: float64, LONGITUDE   -7.667352e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 2889, dtype: float64, LONGITUDE   -7.691338e+03\n",
      "LATITUDE     4.864928e+06\n",
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      "LATITUDE     4.864934e+06\n",
      "Name: 2891, dtype: float64, LONGITUDE   -7.684298e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 2892, dtype: float64, LONGITUDE   -7.682559e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 2893, dtype: float64, LONGITUDE   -7.676644e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 2894, dtype: float64, LONGITUDE   -7.682084e+03\n",
      "LATITUDE     4.864931e+06\n",
      "Name: 2895, dtype: float64, LONGITUDE   -7.675407e+03\n",
      "LATITUDE     4.864933e+06\n",
      "Name: 2896, dtype: float64, LONGITUDE   -7.662008e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 2897, dtype: float64, LONGITUDE   -7.683856e+03\n",
      "LATITUDE     4.864930e+06\n",
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      "LATITUDE     4.864929e+06\n",
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      "LATITUDE     4.864971e+06\n",
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      "LATITUDE     4.864966e+06\n",
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      "LATITUDE     4.864965e+06\n",
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      "LATITUDE     4.864948e+06\n",
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      "LATITUDE     4.864922e+06\n",
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      "LATITUDE     4.864928e+06\n",
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      "LATITUDE     4.864906e+06\n",
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      "LATITUDE     4.864907e+06\n",
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      "LATITUDE     4.864914e+06\n",
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      "Name: 2919, dtype: float64, LONGITUDE      -7638.276\n",
      "LATITUDE     4864905.187\n",
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      "LATITUDE     4.864898e+06\n",
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      "LATITUDE     4.864978e+06\n",
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      "LATITUDE     4.864980e+06\n",
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      "LATITUDE     4.864982e+06\n",
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      "LATITUDE     4.864980e+06\n",
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      "LATITUDE     4.864986e+06\n",
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      "LATITUDE     4.864981e+06\n",
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      "LATITUDE     4864983.902\n",
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      "LATITUDE     4.864986e+06\n",
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      "LATITUDE     4.864980e+06\n",
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      "LATITUDE     4.864992e+06\n",
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      "LATITUDE     4864984.097\n",
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      "LATITUDE     4.864986e+06\n",
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      "LATITUDE     4864993.521\n",
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      "LATITUDE     4865016.688\n",
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      "LATITUDE     4.865007e+06\n",
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      "LATITUDE     4.864999e+06\n",
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      "LATITUDE     4865001.098\n",
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      "LATITUDE     4.865001e+06\n",
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      "LATITUDE     4.865015e+06\n",
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      "LATITUDE     4.864977e+06\n",
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      "LATITUDE     4.864977e+06\n",
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      "LATITUDE     4.864988e+06\n",
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      "LATITUDE     4.864970e+06\n",
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      "LATITUDE     4.864970e+06\n",
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      "LATITUDE     4.864930e+06\n",
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      "LATITUDE     4.864966e+06\n",
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      "LATITUDE     4.864921e+06\n",
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      "LATITUDE     4.864922e+06\n",
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      "LATITUDE     4.864928e+06\n",
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      "LATITUDE     4.864930e+06\n",
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      "LATITUDE     4.864907e+06\n",
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      "LATITUDE     4864899.473\n",
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      "LATITUDE     4864914.913\n",
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      "LATITUDE     4.864906e+06\n",
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      "LATITUDE     4.864898e+06\n",
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      "LATITUDE     4.864914e+06\n",
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      "LATITUDE     4.864939e+06\n",
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      "LATITUDE     4.864926e+06\n",
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      "LATITUDE     4864907.044\n",
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      "LATITUDE     4.864938e+06\n",
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      "LATITUDE     4.864934e+06\n",
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      "LATITUDE     4.864937e+06\n",
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      "LATITUDE     4.864934e+06\n",
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      "LATITUDE     4.864928e+06\n",
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      "LATITUDE     4.864932e+06\n",
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      "LATITUDE     4.864932e+06\n",
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      "LATITUDE     4.864932e+06\n",
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      "LATITUDE     4.864934e+06\n",
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      "LATITUDE     4.864931e+06\n",
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      "LATITUDE     4.864930e+06\n",
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      "LATITUDE     4.864933e+06\n",
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      "LATITUDE     4.864945e+06\n",
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      "LATITUDE     4.864932e+06\n",
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      "LATITUDE     4.864937e+06\n",
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      "LATITUDE     4.864938e+06\n",
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      "LATITUDE     4864947.852\n",
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      "LATITUDE     4.864932e+06\n",
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      "LATITUDE     4.864932e+06\n",
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      "LATITUDE     4.864930e+06\n",
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      "LATITUDE     4.864949e+06\n",
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      "LATITUDE     4.864933e+06\n",
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      "LATITUDE     4.864935e+06\n",
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      "LATITUDE     4.864931e+06\n",
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      "LATITUDE     4.864938e+06\n",
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      "LATITUDE     4.864936e+06\n",
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      "LATITUDE     4.864938e+06\n",
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      "LATITUDE     4.864937e+06\n",
      "Name: 3057, dtype: float64, LONGITUDE   -7.641772e+03\n",
      "LATITUDE     4.864922e+06\n",
      "Name: 3058, dtype: float64, LONGITUDE   -7.646339e+03\n",
      "LATITUDE     4.864932e+06\n",
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      "Name: 3061, dtype: float64, LONGITUDE   -7.641286e+03\n",
      "LATITUDE     4.864921e+06\n",
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      "LATITUDE     4.864906e+06\n",
      "Name: 3063, dtype: float64, LONGITUDE      -7637.176\n",
      "LATITUDE     4864901.255\n",
      "Name: 3064, dtype: float64, LONGITUDE   -7.639136e+03\n",
      "LATITUDE     4.864913e+06\n",
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      "LATITUDE     4.864903e+06\n",
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      "LATITUDE     4.864926e+06\n",
      "Name: 3068, dtype: float64, LONGITUDE   -7.645089e+03\n",
      "LATITUDE     4.864949e+06\n",
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      "LATITUDE     4864913.563\n",
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      "LATITUDE     4.864937e+06\n",
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      "LATITUDE     4.864994e+06\n",
      "Name: 3072, dtype: float64, LONGITUDE   -7.643202e+03\n",
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      "LATITUDE     4.864984e+06\n",
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      "LATITUDE     4864991.831\n",
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      "LATITUDE     4.864999e+06\n",
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      "LATITUDE     4.864982e+06\n",
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      "LATITUDE     4.864982e+06\n",
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      "Name: 3104, dtype: float64, LONGITUDE   -7.616689e+03\n",
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      "LATITUDE     4864949.814\n",
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      "Name: 3109, dtype: float64, LONGITUDE   -7.596203e+03\n",
      "LATITUDE     4.864982e+06\n",
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      "LATITUDE     4.864980e+06\n",
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      "Name: 3119, dtype: float64, LONGITUDE      -7637.178\n",
      "LATITUDE     4864993.521\n",
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      "LATITUDE     4.864986e+06\n",
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      "LATITUDE     4.864999e+06\n",
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      "Name: 3130, dtype: float64, LONGITUDE      -7632.378\n",
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      "LATITUDE     4.864907e+06\n",
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      "Name: 3140, dtype: float64, LONGITUDE   -7.636298e+03\n",
      "LATITUDE     4.864898e+06\n",
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      "LATITUDE     4864905.187\n",
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      "LATITUDE     4864907.044\n",
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      "LATITUDE     4864907.044\n",
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      "LATITUDE     4.864992e+06\n",
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      "LATITUDE     4.864929e+06\n",
      "Name: 3303, dtype: float64, LONGITUDE   -7.691338e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 3304, dtype: float64, LONGITUDE   -7.684298e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 3305, dtype: float64, LONGITUDE   -7.683856e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 3306, dtype: float64, LONGITUDE   -7.656763e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 3307, dtype: float64, LONGITUDE   -7.682084e+03\n",
      "LATITUDE     4.864931e+06\n",
      "Name: 3308, dtype: float64, LONGITUDE   -7.661474e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 3309, dtype: float64, LONGITUDE   -7.675407e+03\n",
      "LATITUDE     4.864933e+06\n",
      "Name: 3310, dtype: float64, LONGITUDE   -7.647266e+03\n",
      "LATITUDE     4.864945e+06\n",
      "Name: 3311, dtype: float64, LONGITUDE   -7.644945e+03\n",
      "LATITUDE     4.864949e+06\n",
      "Name: 3312, dtype: float64, LONGITUDE   -7.646308e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 3313, dtype: float64, LONGITUDE      -7643.139\n",
      "LATITUDE     4864947.852\n",
      "Name: 3314, dtype: float64, LONGITUDE   -7.650166e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 3315, dtype: float64, LONGITUDE   -7.684282e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 3316, dtype: float64, LONGITUDE   -7.682544e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 3317, dtype: float64, LONGITUDE   -7.685724e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 3318, dtype: float64, LONGITUDE   -7.680135e+03\n",
      "LATITUDE     4.864931e+06\n",
      "Name: 3319, dtype: float64, LONGITUDE   -7.674956e+03\n",
      "LATITUDE     4.864935e+06\n",
      "Name: 3320, dtype: float64, LONGITUDE   -7.669234e+03\n",
      "LATITUDE     4.864936e+06\n",
      "Name: 3321, dtype: float64, LONGITUDE   -7.667340e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 3322, dtype: float64, LONGITUDE   -7.675352e+03\n",
      "LATITUDE     4.864933e+06\n",
      "Name: 3323, dtype: float64, LONGITUDE   -7.676627e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 3324, dtype: float64, LONGITUDE   -7.656636e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 3325, dtype: float64, LONGITUDE   -7.646339e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 3326, dtype: float64, LONGITUDE   -7.661897e+03\n",
      "LATITUDE     4.864935e+06\n",
      "Name: 3327, dtype: float64, LONGITUDE   -7.661736e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 3328, dtype: float64, LONGITUDE   -7.643385e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 3329, dtype: float64, LONGITUDE   -7.643994e+03\n",
      "LATITUDE     4.864930e+06\n",
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      "LATITUDE     4.864915e+06\n",
      "Name: 3331, dtype: float64, LONGITUDE   -7.641286e+03\n",
      "LATITUDE     4.864921e+06\n",
      "Name: 3332, dtype: float64, LONGITUDE   -7.641772e+03\n",
      "LATITUDE     4.864922e+06\n",
      "Name: 3333, dtype: float64, LONGITUDE   -7.639136e+03\n",
      "LATITUDE     4.864913e+06\n",
      "Name: 3334, dtype: float64, LONGITUDE      -7637.176\n",
      "LATITUDE     4864901.255\n",
      "Name: 3335, dtype: float64, LONGITUDE   -7.637729e+03\n",
      "LATITUDE     4.864903e+06\n",
      "Name: 3336, dtype: float64, LONGITUDE      -7640.704\n",
      "LATITUDE     4864913.563\n",
      "Name: 3337, dtype: float64, LONGITUDE   -7.636960e+03\n",
      "LATITUDE     4.864906e+06\n",
      "Name: 3338, dtype: float64, LONGITUDE   -7.650166e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 3339, dtype: float64, LONGITUDE   -7.643202e+03\n",
      "LATITUDE     4.864948e+06\n",
      "Name: 3340, dtype: float64, LONGITUDE   -7.645089e+03\n",
      "LATITUDE     4.864949e+06\n",
      "Name: 3341, dtype: float64, LONGITUDE   -7.646245e+03\n",
      "LATITUDE     4.864926e+06\n",
      "Name: 3342, dtype: float64, LONGITUDE   -7.638843e+03\n",
      "LATITUDE     4.864999e+06\n",
      "Name: 3343, dtype: float64, LONGITUDE   -7.632239e+03\n",
      "LATITUDE     4.864988e+06\n",
      "Name: 3344, dtype: float64, LONGITUDE   -7.637226e+03\n",
      "LATITUDE     4.864994e+06\n",
      "Name: 3345, dtype: float64, LONGITUDE   -7.634500e+03\n",
      "LATITUDE     4.864984e+06\n",
      "Name: 3346, dtype: float64, LONGITUDE      -7636.633\n",
      "LATITUDE     4864991.831\n",
      "Name: 3347, dtype: float64, LONGITUDE   -7.641625e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 3348, dtype: float64, LONGITUDE   -7.639417e+03\n",
      "LATITUDE     4.865001e+06\n",
      "Name: 3349, dtype: float64, LONGITUDE   -7.641030e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 3350, dtype: float64, LONGITUDE   -7.640976e+03\n",
      "LATITUDE     4.865011e+06\n",
      "Name: 3351, dtype: float64, LONGITUDE   -7.639417e+03\n",
      "LATITUDE     4.865001e+06\n",
      "Name: 3352, dtype: float64, LONGITUDE   -7.638068e+03\n",
      "LATITUDE     4.865001e+06\n",
      "Name: 3353, dtype: float64, LONGITUDE   -7.638068e+03\n",
      "LATITUDE     4.865001e+06\n",
      "Name: 3354, dtype: float64, LONGITUDE   -7.632239e+03\n",
      "LATITUDE     4.864988e+06\n",
      "Name: 3355, dtype: float64, LONGITUDE   -7.632144e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3356, dtype: float64, LONGITUDE   -7.611056e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3357, dtype: float64, LONGITUDE   -7.607248e+03\n",
      "LATITUDE     4.864979e+06\n",
      "Name: 3358, dtype: float64, LONGITUDE   -7.618587e+03\n",
      "LATITUDE     4.864975e+06\n",
      "Name: 3359, dtype: float64, LONGITUDE   -7.622055e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 3360, dtype: float64, LONGITUDE      -7616.556\n",
      "LATITUDE     4864975.879\n",
      "Name: 3361, dtype: float64, LONGITUDE   -7.589002e+03\n",
      "LATITUDE     4.864985e+06\n",
      "Name: 3362, dtype: float64, LONGITUDE   -7.611056e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3363, dtype: float64, LONGITUDE   -7.616689e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 3364, dtype: float64, LONGITUDE   -7.611056e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3365, dtype: float64, LONGITUDE   -7.615528e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3366, dtype: float64, LONGITUDE   -7.603565e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 3367, dtype: float64, LONGITUDE      -7611.129\n",
      "LATITUDE     4864977.622\n",
      "Name: 3368, dtype: float64, LONGITUDE   -7.601616e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 3369, dtype: float64, LONGITUDE   -7.609250e+03\n",
      "LATITUDE     4.864978e+06\n",
      "Name: 3370, dtype: float64, LONGITUDE   -7.618763e+03\n",
      "LATITUDE     4.864975e+06\n",
      "Name: 3371, dtype: float64, LONGITUDE   -7.596203e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3372, dtype: float64, LONGITUDE   -7.587102e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 3373, dtype: float64, LONGITUDE   -7.594264e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3374, dtype: float64, LONGITUDE      -7637.257\n",
      "LATITUDE     4864949.814\n",
      "Name: 3375, dtype: float64, LONGITUDE   -7.603565e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 3376, dtype: float64, LONGITUDE   -7.616689e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 3377, dtype: float64, LONGITUDE   -7.609250e+03\n",
      "LATITUDE     4.864978e+06\n",
      "Name: 3378, dtype: float64, LONGITUDE      -7611.129\n",
      "LATITUDE     4864977.622\n",
      "Name: 3379, dtype: float64, LONGITUDE   -7.601616e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 3380, dtype: float64, LONGITUDE   -7.589062e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 3381, dtype: float64, LONGITUDE   -7.594264e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3382, dtype: float64, LONGITUDE   -7.596203e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3383, dtype: float64, LONGITUDE   -7.587102e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 3384, dtype: float64, LONGITUDE   -7.616670e+03\n",
      "LATITUDE     4.864979e+06\n",
      "Name: 3385, dtype: float64, LONGITUDE   -7.603192e+03\n",
      "LATITUDE     4.864981e+06\n",
      "Name: 3386, dtype: float64, LONGITUDE      -7634.477\n",
      "LATITUDE     4864984.097\n",
      "Name: 3387, dtype: float64, LONGITUDE      -7594.737\n",
      "LATITUDE     4864983.902\n",
      "Name: 3388, dtype: float64, LONGITUDE   -7.596649e+03\n",
      "LATITUDE     4.864983e+06\n",
      "Name: 3389, dtype: float64, LONGITUDE      -7637.178\n",
      "LATITUDE     4864993.521\n",
      "Name: 3390, dtype: float64, LONGITUDE      -7636.679\n",
      "LATITUDE     4864991.779\n",
      "Name: 3391, dtype: float64, LONGITUDE   -7.638854e+03\n",
      "LATITUDE     4.864999e+06\n",
      "Name: 3392, dtype: float64, LONGITUDE   -7.635041e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 3393, dtype: float64, LONGITUDE   -7.641573e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 3394, dtype: float64, LONGITUDE   -7.641899e+03\n",
      "LATITUDE     4.865015e+06\n",
      "Name: 3395, dtype: float64, LONGITUDE   -7.640980e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 3396, dtype: float64, LONGITUDE      -7639.350\n",
      "LATITUDE     4865001.098\n",
      "Name: 3397, dtype: float64, LONGITUDE      -7642.446\n",
      "LATITUDE     4865016.688\n",
      "Name: 3398, dtype: float64, LONGITUDE   -7.639715e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 3399, dtype: float64, LONGITUDE   -7.640290e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 3400, dtype: float64, LONGITUDE      -7632.378\n",
      "LATITUDE     4864988.177\n",
      "Name: 3401, dtype: float64, LONGITUDE   -7.621875e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 3402, dtype: float64, LONGITUDE   -7.632259e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3403, dtype: float64, LONGITUDE   -7.641330e+03\n",
      "LATITUDE     4.864921e+06\n",
      "Name: 3404, dtype: float64, LONGITUDE   -7.644035e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 3405, dtype: float64, LONGITUDE   -7.641812e+03\n",
      "LATITUDE     4.864922e+06\n",
      "Name: 3406, dtype: float64, LONGITUDE   -7.643428e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 3407, dtype: float64, LONGITUDE   -7.636298e+03\n",
      "LATITUDE     4.864898e+06\n",
      "Name: 3408, dtype: float64, LONGITUDE   -7.637002e+03\n",
      "LATITUDE     4.864906e+06\n",
      "Name: 3409, dtype: float64, LONGITUDE      -7639.691\n",
      "LATITUDE     4864914.913\n",
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      "LATITUDE     4.864907e+06\n",
      "Name: 3411, dtype: float64, LONGITUDE   -7.639180e+03\n",
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      "Name: 3412, dtype: float64, LONGITUDE   -7.646424e+03\n",
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      "Name: 3413, dtype: float64, LONGITUDE   -7.640679e+03\n",
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      "Name: 3414, dtype: float64, LONGITUDE      -7638.808\n",
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      "Name: 3417, dtype: float64, LONGITUDE   -7.659935e+03\n",
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      "Name: 3418, dtype: float64, LONGITUDE   -7.667352e+03\n",
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      "Name: 3420, dtype: float64, LONGITUDE   -7.669248e+03\n",
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      "Name: 3422, dtype: float64, LONGITUDE   -7.682559e+03\n",
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      "Name: 3423, dtype: float64, LONGITUDE   -7.684298e+03\n",
      "LATITUDE     4.864932e+06\n",
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      "LATITUDE     4.864934e+06\n",
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      "LATITUDE     4.864934e+06\n",
      "Name: 3426, dtype: float64, LONGITUDE   -7.689513e+03\n",
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      "Name: 3427, dtype: float64, LONGITUDE   -7.683856e+03\n",
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      "Name: 3431, dtype: float64, LONGITUDE   -7.662008e+03\n",
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      "Name: 3436, dtype: float64, LONGITUDE   -7.645042e+03\n",
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      "LATITUDE     4.864971e+06\n",
      "Name: 3439, dtype: float64, LONGITUDE   -7.633206e+03\n",
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      "Name: 3440, dtype: float64, LONGITUDE   -7.635453e+03\n",
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      "Name: 3441, dtype: float64, LONGITUDE   -7.641812e+03\n",
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      "Name: 3442, dtype: float64, LONGITUDE   -7.643428e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 3443, dtype: float64, LONGITUDE   -7.644035e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 3444, dtype: float64, LONGITUDE   -7.628135e+03\n",
      "LATITUDE     4.864977e+06\n",
      "Name: 3445, dtype: float64, LONGITUDE   -7.639180e+03\n",
      "LATITUDE     4.864913e+06\n",
      "Name: 3446, dtype: float64, LONGITUDE   -7.637556e+03\n",
      "LATITUDE     4.864907e+06\n",
      "Name: 3447, dtype: float64, LONGITUDE   -7.637002e+03\n",
      "LATITUDE     4.864906e+06\n",
      "Name: 3448, dtype: float64, LONGITUDE      -7639.691\n",
      "LATITUDE     4864914.913\n",
      "Name: 3449, dtype: float64, LONGITUDE   -7.641330e+03\n",
      "LATITUDE     4.864921e+06\n",
      "Name: 3450, dtype: float64, LONGITUDE   -7.636623e+03\n",
      "LATITUDE     4.864899e+06\n",
      "Name: 3451, dtype: float64, LONGITUDE      -7638.808\n",
      "LATITUDE     4864907.044\n",
      "Name: 3452, dtype: float64, LONGITUDE   -7.636084e+03\n",
      "LATITUDE     4.864898e+06\n",
      "Name: 3453, dtype: float64, LONGITUDE      -7638.276\n",
      "LATITUDE     4864905.187\n",
      "Name: 3454, dtype: float64, LONGITUDE   -7.640679e+03\n",
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      "Name: 3455, dtype: float64, LONGITUDE   -7.646806e+03\n",
      "LATITUDE     4.864926e+06\n",
      "Name: 3456, dtype: float64, LONGITUDE   -7.661753e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 3457, dtype: float64, LONGITUDE   -7.659935e+03\n",
      "LATITUDE     4.864939e+06\n",
      "Name: 3458, dtype: float64, LONGITUDE   -7.667352e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 3459, dtype: float64, LONGITUDE   -7.674972e+03\n",
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      "Name: 3460, dtype: float64, LONGITUDE   -7.669248e+03\n",
      "LATITUDE     4.864936e+06\n",
      "Name: 3461, dtype: float64, LONGITUDE   -7.667352e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 3462, dtype: float64, LONGITUDE   -7.684298e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 3463, dtype: float64, LONGITUDE   -7.682559e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 3464, dtype: float64, LONGITUDE   -7.676644e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 3465, dtype: float64, LONGITUDE   -7.684298e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 3466, dtype: float64, LONGITUDE   -7.683856e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 3467, dtype: float64, LONGITUDE   -7.689513e+03\n",
      "LATITUDE     4.864929e+06\n",
      "Name: 3468, dtype: float64, LONGITUDE   -7.682084e+03\n",
      "LATITUDE     4.864931e+06\n",
      "Name: 3469, dtype: float64, LONGITUDE   -7.691338e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 3470, dtype: float64, LONGITUDE   -7.656488e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 3471, dtype: float64, LONGITUDE   -7.661558e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 3472, dtype: float64, LONGITUDE   -7.650166e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 3473, dtype: float64, LONGITUDE   -7.646286e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 3474, dtype: float64, LONGITUDE   -7.675372e+03\n",
      "LATITUDE     4.864933e+06\n",
      "Name: 3475, dtype: float64, LONGITUDE   -7.618763e+03\n",
      "LATITUDE     4.864975e+06\n",
      "Name: 3476, dtype: float64, LONGITUDE   -7.643118e+03\n",
      "LATITUDE     4.864948e+06\n",
      "Name: 3477, dtype: float64, LONGITUDE   -7.648530e+03\n",
      "LATITUDE     4.864943e+06\n",
      "Name: 3478, dtype: float64, LONGITUDE   -7.616689e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 3479, dtype: float64, LONGITUDE   -7.603565e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 3480, dtype: float64, LONGITUDE   -7.603565e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 3481, dtype: float64, LONGITUDE   -7.609250e+03\n",
      "LATITUDE     4.864978e+06\n",
      "Name: 3482, dtype: float64, LONGITUDE   -7.616689e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 3483, dtype: float64, LONGITUDE      -7611.129\n",
      "LATITUDE     4864977.622\n",
      "Name: 3484, dtype: float64, LONGITUDE   -7.594264e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3485, dtype: float64, LONGITUDE   -7.587102e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 3486, dtype: float64, LONGITUDE   -7.601616e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 3487, dtype: float64, LONGITUDE   -7.596203e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3488, dtype: float64, LONGITUDE      -7594.737\n",
      "LATITUDE     4864983.902\n",
      "Name: 3489, dtype: float64, LONGITUDE   -7.596649e+03\n",
      "LATITUDE     4.864983e+06\n",
      "Name: 3490, dtype: float64, LONGITUDE   -7.604018e+03\n",
      "LATITUDE     4.864981e+06\n",
      "Name: 3491, dtype: float64, LONGITUDE   -7.589062e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 3492, dtype: float64, LONGITUDE   -7.602096e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3493, dtype: float64, LONGITUDE   -7.636668e+03\n",
      "LATITUDE     4.864992e+06\n",
      "Name: 3494, dtype: float64, LONGITUDE      -7634.477\n",
      "LATITUDE     4864984.097\n",
      "Name: 3495, dtype: float64, LONGITUDE      -7637.178\n",
      "LATITUDE     4864993.521\n",
      "Name: 3496, dtype: float64, LONGITUDE   -7.635041e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 3497, dtype: float64, LONGITUDE   -7.616946e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 3498, dtype: float64, LONGITUDE   -7.638814e+03\n",
      "LATITUDE     4.864999e+06\n",
      "Name: 3499, dtype: float64, LONGITUDE      -7639.350\n",
      "LATITUDE     4865001.098\n",
      "Name: 3500, dtype: float64, LONGITUDE   -7.640980e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 3501, dtype: float64, LONGITUDE      -7639.350\n",
      "LATITUDE     4865001.098\n",
      "Name: 3502, dtype: float64, LONGITUDE   -7.641899e+03\n",
      "LATITUDE     4.865015e+06\n",
      "Name: 3503, dtype: float64, LONGITUDE      -7642.446\n",
      "LATITUDE     4865016.688\n",
      "Name: 3504, dtype: float64, LONGITUDE   -7.641573e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 3505, dtype: float64, LONGITUDE   -7.641573e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 3506, dtype: float64, LONGITUDE   -7.640290e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 3507, dtype: float64, LONGITUDE   -7.639715e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 3508, dtype: float64, LONGITUDE   -7.632153e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3509, dtype: float64, LONGITUDE   -7.637843e+03\n",
      "LATITUDE     4.865001e+06\n",
      "Name: 3510, dtype: float64, LONGITUDE   -7.632153e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3511, dtype: float64, LONGITUDE   -7.635680e+03\n",
      "LATITUDE     4.864966e+06\n",
      "Name: 3512, dtype: float64, LONGITUDE   -7.628135e+03\n",
      "LATITUDE     4.864977e+06\n",
      "Name: 3513, dtype: float64, LONGITUDE   -7.622055e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 3514, dtype: float64, LONGITUDE   -7.633237e+03\n",
      "LATITUDE     4.864965e+06\n",
      "Name: 3515, dtype: float64, LONGITUDE   -7.633292e+03\n",
      "LATITUDE     4.864970e+06\n",
      "Name: 3516, dtype: float64, LONGITUDE   -7.609250e+03\n",
      "LATITUDE     4.864978e+06\n",
      "Name: 3517, dtype: float64, LONGITUDE   -7.618763e+03\n",
      "LATITUDE     4.864975e+06\n",
      "Name: 3518, dtype: float64, LONGITUDE   -7.616689e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 3519, dtype: float64, LONGITUDE   -7.603565e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 3520, dtype: float64, LONGITUDE      -7611.129\n",
      "LATITUDE     4864977.622\n",
      "Name: 3521, dtype: float64, LONGITUDE   -7.587102e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 3522, dtype: float64, LONGITUDE   -7.594264e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3523, dtype: float64, LONGITUDE   -7.601616e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 3524, dtype: float64, LONGITUDE   -7.596203e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3525, dtype: float64, LONGITUDE   -7.589062e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 3526, dtype: float64, LONGITUDE      -7594.737\n",
      "LATITUDE     4864983.902\n",
      "Name: 3527, dtype: float64, LONGITUDE   -7.603154e+03\n",
      "LATITUDE     4.864981e+06\n",
      "Name: 3528, dtype: float64, LONGITUDE   -7.596649e+03\n",
      "LATITUDE     4.864983e+06\n",
      "Name: 3529, dtype: float64, LONGITUDE      -7634.477\n",
      "LATITUDE     4864984.097\n",
      "Name: 3530, dtype: float64, LONGITUDE      -7637.178\n",
      "LATITUDE     4864993.521\n",
      "Name: 3531, dtype: float64, LONGITUDE   -7.636666e+03\n",
      "LATITUDE     4.864992e+06\n",
      "Name: 3532, dtype: float64, LONGITUDE   -7.635041e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 3533, dtype: float64, LONGITUDE   -7.617125e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 3534, dtype: float64, LONGITUDE      -7639.350\n",
      "LATITUDE     4865001.098\n",
      "Name: 3535, dtype: float64, LONGITUDE      -7642.446\n",
      "LATITUDE     4865016.688\n",
      "Name: 3536, dtype: float64, LONGITUDE   -7.641573e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 3537, dtype: float64, LONGITUDE   -7.640980e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 3538, dtype: float64, LONGITUDE   -7.638831e+03\n",
      "LATITUDE     4.864999e+06\n",
      "Name: 3539, dtype: float64, LONGITUDE   -7.641899e+03\n",
      "LATITUDE     4.865015e+06\n",
      "Name: 3540, dtype: float64, LONGITUDE   -7.640290e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 3541, dtype: float64, LONGITUDE   -7.639715e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 3542, dtype: float64, LONGITUDE   -7.637839e+03\n",
      "LATITUDE     4.865001e+06\n",
      "Name: 3543, dtype: float64, LONGITUDE   -7.632034e+03\n",
      "LATITUDE     4.864988e+06\n",
      "Name: 3544, dtype: float64, LONGITUDE   -7.628135e+03\n",
      "LATITUDE     4.864977e+06\n",
      "Name: 3545, dtype: float64, LONGITUDE   -7.631895e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3546, dtype: float64, LONGITUDE   -7.622326e+03\n",
      "LATITUDE     4.864977e+06\n",
      "Name: 3547, dtype: float64, LONGITUDE   -7.644035e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 3548, dtype: float64, LONGITUDE   -7.633469e+03\n",
      "LATITUDE     4.864965e+06\n",
      "Name: 3549, dtype: float64, LONGITUDE   -7.635299e+03\n",
      "LATITUDE     4.864966e+06\n",
      "Name: 3550, dtype: float64, LONGITUDE   -7.633387e+03\n",
      "LATITUDE     4.864970e+06\n",
      "Name: 3551, dtype: float64, LONGITUDE   -7.633387e+03\n",
      "LATITUDE     4.864970e+06\n",
      "Name: 3552, dtype: float64, LONGITUDE      -7639.691\n",
      "LATITUDE     4864914.913\n",
      "Name: 3553, dtype: float64, LONGITUDE   -7.641330e+03\n",
      "LATITUDE     4.864921e+06\n",
      "Name: 3554, dtype: float64, LONGITUDE   -7.644035e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 3555, dtype: float64, LONGITUDE   -7.641812e+03\n",
      "LATITUDE     4.864922e+06\n",
      "Name: 3556, dtype: float64, LONGITUDE   -7.643428e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 3557, dtype: float64, LONGITUDE   -7.637002e+03\n",
      "LATITUDE     4.864906e+06\n",
      "Name: 3558, dtype: float64, LONGITUDE   -7.636080e+03\n",
      "LATITUDE     4.864898e+06\n",
      "Name: 3559, dtype: float64, LONGITUDE   -7.637556e+03\n",
      "LATITUDE     4.864907e+06\n",
      "Name: 3560, dtype: float64, LONGITUDE   -7.639180e+03\n",
      "LATITUDE     4.864913e+06\n",
      "Name: 3561, dtype: float64, LONGITUDE      -7638.808\n",
      "LATITUDE     4864907.044\n",
      "Name: 3562, dtype: float64, LONGITUDE   -7.646776e+03\n",
      "LATITUDE     4.864926e+06\n",
      "Name: 3563, dtype: float64, LONGITUDE   -7.640679e+03\n",
      "LATITUDE     4.864914e+06\n",
      "Name: 3564, dtype: float64, LONGITUDE      -7638.276\n",
      "LATITUDE     4864905.187\n",
      "Name: 3565, dtype: float64, LONGITUDE      -7636.638\n",
      "LATITUDE     4864899.473\n",
      "Name: 3566, dtype: float64, LONGITUDE   -7.667352e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 3567, dtype: float64, LONGITUDE   -7.669248e+03\n",
      "LATITUDE     4.864936e+06\n",
      "Name: 3568, dtype: float64, LONGITUDE   -7.659935e+03\n",
      "LATITUDE     4.864939e+06\n",
      "Name: 3569, dtype: float64, LONGITUDE   -7.661753e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 3570, dtype: float64, LONGITUDE   -7.684298e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 3571, dtype: float64, LONGITUDE   -7.669248e+03\n",
      "LATITUDE     4.864936e+06\n",
      "Name: 3572, dtype: float64, LONGITUDE   -7.674972e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 3573, dtype: float64, LONGITUDE   -7.682559e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 3574, dtype: float64, LONGITUDE   -7.676644e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 3575, dtype: float64, LONGITUDE   -7.682084e+03\n",
      "LATITUDE     4.864931e+06\n",
      "Name: 3576, dtype: float64, LONGITUDE   -7.683856e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 3577, dtype: float64, LONGITUDE   -7.684298e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 3578, dtype: float64, LONGITUDE   -7.689513e+03\n",
      "LATITUDE     4.864929e+06\n",
      "Name: 3579, dtype: float64, LONGITUDE   -7.691338e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 3580, dtype: float64, LONGITUDE   -7.661474e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 3581, dtype: float64, LONGITUDE   -7.656763e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 3582, dtype: float64, LONGITUDE   -7.675407e+03\n",
      "LATITUDE     4.864933e+06\n",
      "Name: 3583, dtype: float64, LONGITUDE   -7.646308e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 3584, dtype: float64, LONGITUDE   -7.650166e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 3585, dtype: float64, LONGITUDE   -7.685724e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 3586, dtype: float64, LONGITUDE   -7.644945e+03\n",
      "LATITUDE     4.864949e+06\n",
      "Name: 3587, dtype: float64, LONGITUDE   -7.647266e+03\n",
      "LATITUDE     4.864945e+06\n",
      "Name: 3588, dtype: float64, LONGITUDE      -7643.139\n",
      "LATITUDE     4864947.852\n",
      "Name: 3589, dtype: float64, LONGITUDE   -7.680135e+03\n",
      "LATITUDE     4.864931e+06\n",
      "Name: 3590, dtype: float64, LONGITUDE   -7.676627e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 3591, dtype: float64, LONGITUDE   -7.682544e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 3592, dtype: float64, LONGITUDE   -7.684282e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 3593, dtype: float64, LONGITUDE   -7.675352e+03\n",
      "LATITUDE     4.864933e+06\n",
      "Name: 3594, dtype: float64, LONGITUDE   -7.674956e+03\n",
      "LATITUDE     4.864935e+06\n",
      "Name: 3595, dtype: float64, LONGITUDE   -7.661897e+03\n",
      "LATITUDE     4.864935e+06\n",
      "Name: 3596, dtype: float64, LONGITUDE   -7.667340e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 3597, dtype: float64, LONGITUDE   -7.669234e+03\n",
      "LATITUDE     4.864936e+06\n",
      "Name: 3598, dtype: float64, LONGITUDE   -7.661736e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 3599, dtype: float64, LONGITUDE   -7.646339e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 3600, dtype: float64, LONGITUDE   -7.643994e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 3601, dtype: float64, LONGITUDE   -7.656636e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 3602, dtype: float64, LONGITUDE   -7.643385e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 3603, dtype: float64, LONGITUDE   -7.641772e+03\n",
      "LATITUDE     4.864922e+06\n",
      "Name: 3604, dtype: float64, LONGITUDE   -7.641286e+03\n",
      "LATITUDE     4.864921e+06\n",
      "Name: 3605, dtype: float64, LONGITUDE   -7.639136e+03\n",
      "LATITUDE     4.864913e+06\n",
      "Name: 3606, dtype: float64, LONGITUDE   -7.639650e+03\n",
      "LATITUDE     4.864915e+06\n",
      "Name: 3607, dtype: float64, LONGITUDE   -7.636960e+03\n",
      "LATITUDE     4.864906e+06\n",
      "Name: 3608, dtype: float64, LONGITUDE   -7.646245e+03\n",
      "LATITUDE     4.864926e+06\n",
      "Name: 3609, dtype: float64, LONGITUDE   -7.637729e+03\n",
      "LATITUDE     4.864903e+06\n",
      "Name: 3610, dtype: float64, LONGITUDE      -7637.176\n",
      "LATITUDE     4864901.255\n",
      "Name: 3611, dtype: float64, LONGITUDE      -7640.704\n",
      "LATITUDE     4864913.563\n",
      "Name: 3612, dtype: float64, LONGITUDE   -7.634500e+03\n",
      "LATITUDE     4.864984e+06\n",
      "Name: 3613, dtype: float64, LONGITUDE   -7.650166e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 3614, dtype: float64, LONGITUDE   -7.643202e+03\n",
      "LATITUDE     4.864948e+06\n",
      "Name: 3615, dtype: float64, LONGITUDE   -7.632239e+03\n",
      "LATITUDE     4.864988e+06\n",
      "Name: 3616, dtype: float64, LONGITUDE   -7.645089e+03\n",
      "LATITUDE     4.864949e+06\n",
      "Name: 3617, dtype: float64, LONGITUDE   -7.639417e+03\n",
      "LATITUDE     4.865001e+06\n",
      "Name: 3618, dtype: float64, LONGITUDE   -7.637226e+03\n",
      "LATITUDE     4.864994e+06\n",
      "Name: 3619, dtype: float64, LONGITUDE   -7.638843e+03\n",
      "LATITUDE     4.864999e+06\n",
      "Name: 3620, dtype: float64, LONGITUDE      -7636.633\n",
      "LATITUDE     4864991.831\n",
      "Name: 3621, dtype: float64, LONGITUDE   -7.641625e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 3622, dtype: float64, LONGITUDE   -7.640976e+03\n",
      "LATITUDE     4.865011e+06\n",
      "Name: 3623, dtype: float64, LONGITUDE   -7.639417e+03\n",
      "LATITUDE     4.865001e+06\n",
      "Name: 3624, dtype: float64, LONGITUDE   -7.638068e+03\n",
      "LATITUDE     4.865001e+06\n",
      "Name: 3625, dtype: float64, LONGITUDE   -7.641030e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 3626, dtype: float64, LONGITUDE   -7.622055e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 3627, dtype: float64, LONGITUDE   -7.618587e+03\n",
      "LATITUDE     4.864975e+06\n",
      "Name: 3628, dtype: float64, LONGITUDE   -7.638068e+03\n",
      "LATITUDE     4.865001e+06\n",
      "Name: 3629, dtype: float64, LONGITUDE   -7.632239e+03\n",
      "LATITUDE     4.864988e+06\n",
      "Name: 3630, dtype: float64, LONGITUDE   -7.632144e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3631, dtype: float64, LONGITUDE   -7.592733e+03\n",
      "LATITUDE     4.864983e+06\n",
      "Name: 3632, dtype: float64, LONGITUDE   -7.607248e+03\n",
      "LATITUDE     4.864979e+06\n",
      "Name: 3633, dtype: float64, LONGITUDE   -7.605419e+03\n",
      "LATITUDE     4.864979e+06\n",
      "Name: 3634, dtype: float64, LONGITUDE      -7616.556\n",
      "LATITUDE     4864975.879\n",
      "Name: 3635, dtype: float64, LONGITUDE   -7.611056e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3636, dtype: float64, LONGITUDE   -7.592719e+03\n",
      "LATITUDE     4.864984e+06\n",
      "Name: 3637, dtype: float64, LONGITUDE   -7.611056e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3638, dtype: float64, LONGITUDE   -7.615528e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3639, dtype: float64, LONGITUDE   -7.611056e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3640, dtype: float64, LONGITUDE      -7611.129\n",
      "LATITUDE     4864977.622\n",
      "Name: 3641, dtype: float64, LONGITUDE   -7.616689e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 3642, dtype: float64, LONGITUDE   -7.592719e+03\n",
      "LATITUDE     4.864984e+06\n",
      "Name: 3643, dtype: float64, LONGITUDE   -7.589002e+03\n",
      "LATITUDE     4.864985e+06\n",
      "Name: 3644, dtype: float64, LONGITUDE   -7.609250e+03\n",
      "LATITUDE     4.864978e+06\n",
      "Name: 3645, dtype: float64, LONGITUDE   -7.603565e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 3646, dtype: float64, LONGITUDE   -7.596203e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3647, dtype: float64, LONGITUDE   -7.601616e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 3648, dtype: float64, LONGITUDE   -7.594264e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3649, dtype: float64, LONGITUDE   -7.587102e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 3650, dtype: float64, LONGITUDE   -7.618763e+03\n",
      "LATITUDE     4.864975e+06\n",
      "Name: 3651, dtype: float64, LONGITUDE      -7637.257\n",
      "LATITUDE     4864949.814\n",
      "Name: 3652, dtype: float64, LONGITUDE      -7611.129\n",
      "LATITUDE     4864977.622\n",
      "Name: 3653, dtype: float64, LONGITUDE   -7.603565e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 3654, dtype: float64, LONGITUDE   -7.609250e+03\n",
      "LATITUDE     4.864978e+06\n",
      "Name: 3655, dtype: float64, LONGITUDE   -7.616689e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 3656, dtype: float64, LONGITUDE   -7.594264e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3657, dtype: float64, LONGITUDE   -7.587102e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 3658, dtype: float64, LONGITUDE   -7.601616e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 3659, dtype: float64, LONGITUDE   -7.596203e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3660, dtype: float64, LONGITUDE   -7.589062e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 3661, dtype: float64, LONGITUDE   -7.603192e+03\n",
      "LATITUDE     4.864981e+06\n",
      "Name: 3662, dtype: float64, LONGITUDE      -7594.737\n",
      "LATITUDE     4864983.902\n",
      "Name: 3663, dtype: float64, LONGITUDE   -7.616670e+03\n",
      "LATITUDE     4.864979e+06\n",
      "Name: 3664, dtype: float64, LONGITUDE   -7.596649e+03\n",
      "LATITUDE     4.864983e+06\n",
      "Name: 3665, dtype: float64, LONGITUDE      -7636.679\n",
      "LATITUDE     4864991.779\n",
      "Name: 3666, dtype: float64, LONGITUDE      -7637.178\n",
      "LATITUDE     4864993.521\n",
      "Name: 3667, dtype: float64, LONGITUDE   -7.638854e+03\n",
      "LATITUDE     4.864999e+06\n",
      "Name: 3668, dtype: float64, LONGITUDE   -7.635041e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 3669, dtype: float64, LONGITUDE      -7634.477\n",
      "LATITUDE     4864984.097\n",
      "Name: 3670, dtype: float64, LONGITUDE   -7.641573e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 3671, dtype: float64, LONGITUDE      -7639.350\n",
      "LATITUDE     4865001.098\n",
      "Name: 3672, dtype: float64, LONGITUDE   -7.640980e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 3673, dtype: float64, LONGITUDE      -7642.446\n",
      "LATITUDE     4865016.688\n",
      "Name: 3674, dtype: float64, LONGITUDE   -7.621875e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 3675, dtype: float64, LONGITUDE   -7.641899e+03\n",
      "LATITUDE     4.865015e+06\n",
      "Name: 3676, dtype: float64, LONGITUDE   -7.639715e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 3677, dtype: float64, LONGITUDE      -7632.378\n",
      "LATITUDE     4864988.177\n",
      "Name: 3678, dtype: float64, LONGITUDE   -7.640290e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 3679, dtype: float64, LONGITUDE   -7.632259e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3680, dtype: float64, LONGITUDE   -7.641812e+03\n",
      "LATITUDE     4.864922e+06\n",
      "Name: 3681, dtype: float64, LONGITUDE   -7.643428e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 3682, dtype: float64, LONGITUDE   -7.644035e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 3683, dtype: float64, LONGITUDE      -7639.691\n",
      "LATITUDE     4864914.913\n",
      "Name: 3684, dtype: float64, LONGITUDE   -7.639180e+03\n",
      "LATITUDE     4.864913e+06\n",
      "Name: 3685, dtype: float64, LONGITUDE   -7.637556e+03\n",
      "LATITUDE     4.864907e+06\n",
      "Name: 3686, dtype: float64, LONGITUDE   -7.637002e+03\n",
      "LATITUDE     4.864906e+06\n",
      "Name: 3687, dtype: float64, LONGITUDE   -7.641330e+03\n",
      "LATITUDE     4.864921e+06\n",
      "Name: 3688, dtype: float64, LONGITUDE   -7.640679e+03\n",
      "LATITUDE     4.864914e+06\n",
      "Name: 3689, dtype: float64, LONGITUDE      -7638.808\n",
      "LATITUDE     4864907.044\n",
      "Name: 3690, dtype: float64, LONGITUDE      -7638.276\n",
      "LATITUDE     4864905.187\n",
      "Name: 3691, dtype: float64, LONGITUDE   -7.636298e+03\n",
      "LATITUDE     4.864898e+06\n",
      "Name: 3692, dtype: float64, LONGITUDE   -7.667352e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 3693, dtype: float64, LONGITUDE   -7.646424e+03\n",
      "LATITUDE     4.864926e+06\n",
      "Name: 3694, dtype: float64, LONGITUDE   -7.659935e+03\n",
      "LATITUDE     4.864939e+06\n",
      "Name: 3695, dtype: float64, LONGITUDE   -7.669248e+03\n",
      "LATITUDE     4.864936e+06\n",
      "Name: 3696, dtype: float64, LONGITUDE   -7.661753e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 3697, dtype: float64, LONGITUDE   -7.676644e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 3698, dtype: float64, LONGITUDE   -7.676644e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 3699, dtype: float64, LONGITUDE   -7.674972e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 3700, dtype: float64, LONGITUDE   -7.669248e+03\n",
      "LATITUDE     4.864936e+06\n",
      "Name: 3701, dtype: float64, LONGITUDE   -7.682559e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 3702, dtype: float64, LONGITUDE   -7.683856e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 3703, dtype: float64, LONGITUDE   -7.684298e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 3704, dtype: float64, LONGITUDE   -7.691338e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 3705, dtype: float64, LONGITUDE   -7.689513e+03\n",
      "LATITUDE     4.864929e+06\n",
      "Name: 3706, dtype: float64, LONGITUDE   -7.662008e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 3707, dtype: float64, LONGITUDE   -7.656559e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 3708, dtype: float64, LONGITUDE   -7.682084e+03\n",
      "LATITUDE     4.864931e+06\n",
      "Name: 3709, dtype: float64, LONGITUDE   -7.646206e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 3710, dtype: float64, LONGITUDE   -7.675407e+03\n",
      "LATITUDE     4.864933e+06\n",
      "Name: 3711, dtype: float64, LONGITUDE   -7.645042e+03\n",
      "LATITUDE     4.864949e+06\n",
      "Name: 3712, dtype: float64, LONGITUDE   -7.650166e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 3713, dtype: float64, LONGITUDE   -7.647626e+03\n",
      "LATITUDE     4.864944e+06\n",
      "Name: 3714, dtype: float64, LONGITUDE   -7.643092e+03\n",
      "LATITUDE     4.864948e+06\n",
      "Name: 3715, dtype: float64, LONGITUDE   -7.644035e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 3716, dtype: float64, LONGITUDE   -7.628135e+03\n",
      "LATITUDE     4.864977e+06\n",
      "Name: 3717, dtype: float64, LONGITUDE   -7.635453e+03\n",
      "LATITUDE     4.864966e+06\n",
      "Name: 3718, dtype: float64, LONGITUDE   -7.633206e+03\n",
      "LATITUDE     4.864965e+06\n",
      "Name: 3719, dtype: float64, LONGITUDE   -7.633042e+03\n",
      "LATITUDE     4.864971e+06\n",
      "Name: 3720, dtype: float64, LONGITUDE   -7.641330e+03\n",
      "LATITUDE     4.864921e+06\n",
      "Name: 3721, dtype: float64, LONGITUDE      -7639.691\n",
      "LATITUDE     4864914.913\n",
      "Name: 3722, dtype: float64, LONGITUDE   -7.643428e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 3723, dtype: float64, LONGITUDE   -7.641812e+03\n",
      "LATITUDE     4.864922e+06\n",
      "Name: 3724, dtype: float64, LONGITUDE   -7.636084e+03\n",
      "LATITUDE     4.864898e+06\n",
      "Name: 3725, dtype: float64, LONGITUDE   -7.637556e+03\n",
      "LATITUDE     4.864907e+06\n",
      "Name: 3726, dtype: float64, LONGITUDE   -7.637002e+03\n",
      "LATITUDE     4.864906e+06\n",
      "Name: 3727, dtype: float64, LONGITUDE   -7.639180e+03\n",
      "LATITUDE     4.864913e+06\n",
      "Name: 3728, dtype: float64, LONGITUDE   -7.636623e+03\n",
      "LATITUDE     4.864899e+06\n",
      "Name: 3729, dtype: float64, LONGITUDE      -7638.808\n",
      "LATITUDE     4864907.044\n",
      "Name: 3730, dtype: float64, LONGITUDE   -7.640679e+03\n",
      "LATITUDE     4.864914e+06\n",
      "Name: 3731, dtype: float64, LONGITUDE   -7.646806e+03\n",
      "LATITUDE     4.864926e+06\n",
      "Name: 3732, dtype: float64, LONGITUDE      -7638.276\n",
      "LATITUDE     4864905.187\n",
      "Name: 3733, dtype: float64, LONGITUDE   -7.669248e+03\n",
      "LATITUDE     4.864936e+06\n",
      "Name: 3734, dtype: float64, LONGITUDE   -7.667352e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 3735, dtype: float64, LONGITUDE   -7.659935e+03\n",
      "LATITUDE     4.864939e+06\n",
      "Name: 3736, dtype: float64, LONGITUDE   -7.661753e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 3737, dtype: float64, LONGITUDE   -7.667352e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 3738, dtype: float64, LONGITUDE   -7.674972e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 3739, dtype: float64, LONGITUDE   -7.676644e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 3740, dtype: float64, LONGITUDE   -7.682559e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 3741, dtype: float64, LONGITUDE   -7.684298e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 3742, dtype: float64, LONGITUDE   -7.684298e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 3743, dtype: float64, LONGITUDE   -7.689513e+03\n",
      "LATITUDE     4.864929e+06\n",
      "Name: 3744, dtype: float64, LONGITUDE   -7.691338e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 3745, dtype: float64, LONGITUDE   -7.683856e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 3746, dtype: float64, LONGITUDE   -7.682084e+03\n",
      "LATITUDE     4.864931e+06\n",
      "Name: 3747, dtype: float64, LONGITUDE   -7.646286e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 3748, dtype: float64, LONGITUDE   -7.656488e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 3749, dtype: float64, LONGITUDE   -7.661558e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 3750, dtype: float64, LONGITUDE   -7.650166e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 3751, dtype: float64, LONGITUDE   -7.675372e+03\n",
      "LATITUDE     4.864933e+06\n",
      "Name: 3752, dtype: float64, LONGITUDE   -7.616689e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 3753, dtype: float64, LONGITUDE   -7.648530e+03\n",
      "LATITUDE     4.864943e+06\n",
      "Name: 3754, dtype: float64, LONGITUDE   -7.618763e+03\n",
      "LATITUDE     4.864975e+06\n",
      "Name: 3755, dtype: float64, LONGITUDE   -7.643118e+03\n",
      "LATITUDE     4.864948e+06\n",
      "Name: 3756, dtype: float64, LONGITUDE   -7.609250e+03\n",
      "LATITUDE     4.864978e+06\n",
      "Name: 3757, dtype: float64, LONGITUDE   -7.603565e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 3758, dtype: float64, LONGITUDE      -7611.129\n",
      "LATITUDE     4864977.622\n",
      "Name: 3759, dtype: float64, LONGITUDE   -7.616689e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 3760, dtype: float64, LONGITUDE   -7.603565e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 3761, dtype: float64, LONGITUDE   -7.587102e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 3762, dtype: float64, LONGITUDE   -7.601616e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 3763, dtype: float64, LONGITUDE   -7.594264e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3764, dtype: float64, LONGITUDE   -7.596203e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3765, dtype: float64, LONGITUDE   -7.604018e+03\n",
      "LATITUDE     4.864981e+06\n",
      "Name: 3766, dtype: float64, LONGITUDE   -7.602096e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3767, dtype: float64, LONGITUDE   -7.589062e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 3768, dtype: float64, LONGITUDE      -7594.737\n",
      "LATITUDE     4864983.902\n",
      "Name: 3769, dtype: float64, LONGITUDE   -7.596649e+03\n",
      "LATITUDE     4.864983e+06\n",
      "Name: 3770, dtype: float64, LONGITUDE   -7.616946e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 3771, dtype: float64, LONGITUDE   -7.636668e+03\n",
      "LATITUDE     4.864992e+06\n",
      "Name: 3772, dtype: float64, LONGITUDE      -7634.477\n",
      "LATITUDE     4864984.097\n",
      "Name: 3773, dtype: float64, LONGITUDE   -7.635041e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 3774, dtype: float64, LONGITUDE      -7639.350\n",
      "LATITUDE     4865001.098\n",
      "Name: 3775, dtype: float64, LONGITUDE   -7.640980e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 3776, dtype: float64, LONGITUDE      -7639.350\n",
      "LATITUDE     4865001.098\n",
      "Name: 3777, dtype: float64, LONGITUDE      -7637.178\n",
      "LATITUDE     4864993.521\n",
      "Name: 3778, dtype: float64, LONGITUDE   -7.638814e+03\n",
      "LATITUDE     4.864999e+06\n",
      "Name: 3779, dtype: float64, LONGITUDE      -7642.446\n",
      "LATITUDE     4865016.688\n",
      "Name: 3780, dtype: float64, LONGITUDE   -7.641573e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 3781, dtype: float64, LONGITUDE   -7.641573e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 3782, dtype: float64, LONGITUDE   -7.641899e+03\n",
      "LATITUDE     4.865015e+06\n",
      "Name: 3783, dtype: float64, LONGITUDE   -7.631815e+03\n",
      "LATITUDE     4.864988e+06\n",
      "Name: 3784, dtype: float64, LONGITUDE   -7.640290e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 3785, dtype: float64, LONGITUDE   -7.639715e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 3786, dtype: float64, LONGITUDE   -7.632153e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3787, dtype: float64, LONGITUDE   -7.637843e+03\n",
      "LATITUDE     4.865001e+06\n",
      "Name: 3788, dtype: float64, LONGITUDE   -7.633292e+03\n",
      "LATITUDE     4.864970e+06\n",
      "Name: 3789, dtype: float64, LONGITUDE   -7.622055e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 3790, dtype: float64, LONGITUDE   -7.628135e+03\n",
      "LATITUDE     4.864977e+06\n",
      "Name: 3791, dtype: float64, LONGITUDE   -7.632153e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3792, dtype: float64, LONGITUDE   -7.616689e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 3793, dtype: float64, LONGITUDE   -7.633237e+03\n",
      "LATITUDE     4.864965e+06\n",
      "Name: 3794, dtype: float64, LONGITUDE   -7.618763e+03\n",
      "LATITUDE     4.864975e+06\n",
      "Name: 3795, dtype: float64, LONGITUDE      -7611.129\n",
      "LATITUDE     4864977.622\n",
      "Name: 3796, dtype: float64, LONGITUDE   -7.635680e+03\n",
      "LATITUDE     4.864966e+06\n",
      "Name: 3797, dtype: float64, LONGITUDE   -7.596203e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3798, dtype: float64, LONGITUDE   -7.603565e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 3799, dtype: float64, LONGITUDE   -7.609250e+03\n",
      "LATITUDE     4.864978e+06\n",
      "Name: 3800, dtype: float64, LONGITUDE   -7.601616e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 3801, dtype: float64, LONGITUDE   -7.596649e+03\n",
      "LATITUDE     4.864983e+06\n",
      "Name: 3802, dtype: float64, LONGITUDE   -7.594264e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3803, dtype: float64, LONGITUDE   -7.589062e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 3804, dtype: float64, LONGITUDE      -7594.737\n",
      "LATITUDE     4864983.902\n",
      "Name: 3805, dtype: float64, LONGITUDE   -7.587102e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 3806, dtype: float64, LONGITUDE      -7634.477\n",
      "LATITUDE     4864984.097\n",
      "Name: 3807, dtype: float64, LONGITUDE   -7.617125e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 3808, dtype: float64, LONGITUDE   -7.603154e+03\n",
      "LATITUDE     4.864981e+06\n",
      "Name: 3809, dtype: float64, LONGITUDE   -7.635041e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 3810, dtype: float64, LONGITUDE   -7.640980e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 3811, dtype: float64, LONGITUDE   -7.638831e+03\n",
      "LATITUDE     4.864999e+06\n",
      "Name: 3812, dtype: float64, LONGITUDE   -7.636666e+03\n",
      "LATITUDE     4.864992e+06\n",
      "Name: 3813, dtype: float64, LONGITUDE      -7637.178\n",
      "LATITUDE     4864993.521\n",
      "Name: 3814, dtype: float64, LONGITUDE      -7639.350\n",
      "LATITUDE     4865001.098\n",
      "Name: 3815, dtype: float64, LONGITUDE   -7.641573e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 3816, dtype: float64, LONGITUDE   -7.640290e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 3817, dtype: float64, LONGITUDE   -7.641899e+03\n",
      "LATITUDE     4.865015e+06\n",
      "Name: 3818, dtype: float64, LONGITUDE      -7642.446\n",
      "LATITUDE     4865016.688\n",
      "Name: 3819, dtype: float64, LONGITUDE   -7.639715e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 3820, dtype: float64, LONGITUDE   -7.632034e+03\n",
      "LATITUDE     4.864988e+06\n",
      "Name: 3821, dtype: float64, LONGITUDE   -7.622326e+03\n",
      "LATITUDE     4.864977e+06\n",
      "Name: 3822, dtype: float64, LONGITUDE   -7.637839e+03\n",
      "LATITUDE     4.865001e+06\n",
      "Name: 3823, dtype: float64, LONGITUDE   -7.631895e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3824, dtype: float64, LONGITUDE   -7.628135e+03\n",
      "LATITUDE     4.864977e+06\n",
      "Name: 3825, dtype: float64, LONGITUDE   -7.633387e+03\n",
      "LATITUDE     4.864970e+06\n",
      "Name: 3826, dtype: float64, LONGITUDE   -7.633469e+03\n",
      "LATITUDE     4.864965e+06\n",
      "Name: 3827, dtype: float64, LONGITUDE   -7.633387e+03\n",
      "LATITUDE     4.864970e+06\n",
      "Name: 3828, dtype: float64, LONGITUDE   -7.635299e+03\n",
      "LATITUDE     4.864966e+06\n",
      "Name: 3829, dtype: float64, LONGITUDE   -7.643428e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 3830, dtype: float64, LONGITUDE   -7.641330e+03\n",
      "LATITUDE     4.864921e+06\n",
      "Name: 3831, dtype: float64, LONGITUDE   -7.641812e+03\n",
      "LATITUDE     4.864922e+06\n",
      "Name: 3832, dtype: float64, LONGITUDE   -7.644035e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 3833, dtype: float64, LONGITUDE   -7.644035e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 3834, dtype: float64, LONGITUDE   -7.637002e+03\n",
      "LATITUDE     4.864906e+06\n",
      "Name: 3835, dtype: float64, LONGITUDE   -7.637556e+03\n",
      "LATITUDE     4.864907e+06\n",
      "Name: 3836, dtype: float64, LONGITUDE   -7.639180e+03\n",
      "LATITUDE     4.864913e+06\n",
      "Name: 3837, dtype: float64, LONGITUDE      -7639.691\n",
      "LATITUDE     4864914.913\n",
      "Name: 3838, dtype: float64, LONGITUDE   -7.636080e+03\n",
      "LATITUDE     4.864898e+06\n",
      "Name: 3839, dtype: float64, LONGITUDE   -7.640679e+03\n",
      "LATITUDE     4.864914e+06\n",
      "Name: 3840, dtype: float64, LONGITUDE      -7638.276\n",
      "LATITUDE     4864905.187\n",
      "Name: 3841, dtype: float64, LONGITUDE      -7638.808\n",
      "LATITUDE     4864907.044\n",
      "Name: 3842, dtype: float64, LONGITUDE      -7636.638\n",
      "LATITUDE     4864899.473\n",
      "Name: 3843, dtype: float64, LONGITUDE   -7.661753e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 3844, dtype: float64, LONGITUDE   -7.646776e+03\n",
      "LATITUDE     4.864926e+06\n",
      "Name: 3845, dtype: float64, LONGITUDE   -7.659935e+03\n",
      "LATITUDE     4.864939e+06\n",
      "Name: 3846, dtype: float64, LONGITUDE   -7.667352e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 3847, dtype: float64, LONGITUDE   -7.682559e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 3848, dtype: float64, LONGITUDE   -7.669248e+03\n",
      "LATITUDE     4.864936e+06\n",
      "Name: 3849, dtype: float64, LONGITUDE   -7.676644e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 3850, dtype: float64, LONGITUDE   -7.669248e+03\n",
      "LATITUDE     4.864936e+06\n",
      "Name: 3851, dtype: float64, LONGITUDE   -7.674972e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 3852, dtype: float64, LONGITUDE   -7.684298e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 3853, dtype: float64, LONGITUDE   -7.689513e+03\n",
      "LATITUDE     4.864929e+06\n",
      "Name: 3854, dtype: float64, LONGITUDE   -7.684298e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 3855, dtype: float64, LONGITUDE   -7.691338e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 3856, dtype: float64, LONGITUDE   -7.682084e+03\n",
      "LATITUDE     4.864931e+06\n",
      "Name: 3857, dtype: float64, LONGITUDE   -7.661474e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 3858, dtype: float64, LONGITUDE   -7.683856e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 3859, dtype: float64, LONGITUDE   -7.675407e+03\n",
      "LATITUDE     4.864933e+06\n",
      "Name: 3860, dtype: float64, LONGITUDE   -7.656763e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 3861, dtype: float64, LONGITUDE   -7.650166e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 3862, dtype: float64, LONGITUDE   -7.646308e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 3863, dtype: float64, LONGITUDE   -7.647266e+03\n",
      "LATITUDE     4.864945e+06\n",
      "Name: 3864, dtype: float64, LONGITUDE   -7.644945e+03\n",
      "LATITUDE     4.864949e+06\n",
      "Name: 3865, dtype: float64, LONGITUDE   -7.685724e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 3866, dtype: float64, LONGITUDE      -7643.139\n",
      "LATITUDE     4864947.852\n",
      "Name: 3867, dtype: float64, LONGITUDE   -7.680135e+03\n",
      "LATITUDE     4.864931e+06\n",
      "Name: 3868, dtype: float64, LONGITUDE   -7.684282e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 3869, dtype: float64, LONGITUDE   -7.682544e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 3870, dtype: float64, LONGITUDE   -7.675352e+03\n",
      "LATITUDE     4.864933e+06\n",
      "Name: 3871, dtype: float64, LONGITUDE   -7.674956e+03\n",
      "LATITUDE     4.864935e+06\n",
      "Name: 3872, dtype: float64, LONGITUDE   -7.669234e+03\n",
      "LATITUDE     4.864936e+06\n",
      "Name: 3873, dtype: float64, LONGITUDE   -7.676627e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 3874, dtype: float64, LONGITUDE   -7.656636e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 3875, dtype: float64, LONGITUDE   -7.667340e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 3876, dtype: float64, LONGITUDE   -7.646339e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 3877, dtype: float64, LONGITUDE   -7.661736e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 3878, dtype: float64, LONGITUDE   -7.661897e+03\n",
      "LATITUDE     4.864935e+06\n",
      "Name: 3879, dtype: float64, LONGITUDE   -7.641772e+03\n",
      "LATITUDE     4.864922e+06\n",
      "Name: 3880, dtype: float64, LONGITUDE   -7.639650e+03\n",
      "LATITUDE     4.864915e+06\n",
      "Name: 3881, dtype: float64, LONGITUDE   -7.643385e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 3882, dtype: float64, LONGITUDE   -7.643994e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 3883, dtype: float64, LONGITUDE   -7.641286e+03\n",
      "LATITUDE     4.864921e+06\n",
      "Name: 3884, dtype: float64, LONGITUDE   -7.636960e+03\n",
      "LATITUDE     4.864906e+06\n",
      "Name: 3885, dtype: float64, LONGITUDE   -7.639136e+03\n",
      "LATITUDE     4.864913e+06\n",
      "Name: 3886, dtype: float64, LONGITUDE      -7637.176\n",
      "LATITUDE     4864901.255\n",
      "Name: 3887, dtype: float64, LONGITUDE   -7.637729e+03\n",
      "LATITUDE     4.864903e+06\n",
      "Name: 3888, dtype: float64, LONGITUDE   -7.650166e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 3889, dtype: float64, LONGITUDE   -7.645089e+03\n",
      "LATITUDE     4.864949e+06\n",
      "Name: 3890, dtype: float64, LONGITUDE      -7640.704\n",
      "LATITUDE     4864913.563\n",
      "Name: 3891, dtype: float64, LONGITUDE   -7.643202e+03\n",
      "LATITUDE     4.864948e+06\n",
      "Name: 3892, dtype: float64, LONGITUDE   -7.646245e+03\n",
      "LATITUDE     4.864926e+06\n",
      "Name: 3893, dtype: float64, LONGITUDE   -7.634500e+03\n",
      "LATITUDE     4.864984e+06\n",
      "Name: 3894, dtype: float64, LONGITUDE   -7.632239e+03\n",
      "LATITUDE     4.864988e+06\n",
      "Name: 3895, dtype: float64, LONGITUDE   -7.637226e+03\n",
      "LATITUDE     4.864994e+06\n",
      "Name: 3896, dtype: float64, LONGITUDE      -7636.633\n",
      "LATITUDE     4864991.831\n",
      "Name: 3897, dtype: float64, LONGITUDE   -7.641625e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 3898, dtype: float64, LONGITUDE   -7.639417e+03\n",
      "LATITUDE     4.865001e+06\n",
      "Name: 3899, dtype: float64, LONGITUDE   -7.639417e+03\n",
      "LATITUDE     4.865001e+06\n",
      "Name: 3900, dtype: float64, LONGITUDE   -7.638843e+03\n",
      "LATITUDE     4.864999e+06\n",
      "Name: 3901, dtype: float64, LONGITUDE   -7.641030e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 3902, dtype: float64, LONGITUDE   -7.638068e+03\n",
      "LATITUDE     4.865001e+06\n",
      "Name: 3903, dtype: float64, LONGITUDE   -7.632239e+03\n",
      "LATITUDE     4.864988e+06\n",
      "Name: 3904, dtype: float64, LONGITUDE   -7.640976e+03\n",
      "LATITUDE     4.865011e+06\n",
      "Name: 3905, dtype: float64, LONGITUDE   -7.638068e+03\n",
      "LATITUDE     4.865001e+06\n",
      "Name: 3906, dtype: float64, LONGITUDE   -7.632144e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3907, dtype: float64, LONGITUDE      -7616.556\n",
      "LATITUDE     4864975.879\n",
      "Name: 3908, dtype: float64, LONGITUDE   -7.607248e+03\n",
      "LATITUDE     4.864979e+06\n",
      "Name: 3909, dtype: float64, LONGITUDE   -7.618587e+03\n",
      "LATITUDE     4.864975e+06\n",
      "Name: 3910, dtype: float64, LONGITUDE   -7.622055e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 3911, dtype: float64, LONGITUDE   -7.615528e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3912, dtype: float64, LONGITUDE   -7.611056e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3913, dtype: float64, LONGITUDE   -7.605419e+03\n",
      "LATITUDE     4.864979e+06\n",
      "Name: 3914, dtype: float64, LONGITUDE   -7.611056e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3915, dtype: float64, LONGITUDE   -7.611056e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3916, dtype: float64, LONGITUDE   -7.609250e+03\n",
      "LATITUDE     4.864978e+06\n",
      "Name: 3917, dtype: float64, LONGITUDE   -7.589002e+03\n",
      "LATITUDE     4.864985e+06\n",
      "Name: 3918, dtype: float64, LONGITUDE   -7.592719e+03\n",
      "LATITUDE     4.864984e+06\n",
      "Name: 3919, dtype: float64, LONGITUDE      -7611.129\n",
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      "Name: 3920, dtype: float64, LONGITUDE   -7.616689e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 3921, dtype: float64, LONGITUDE   -7.594264e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3922, dtype: float64, LONGITUDE   -7.596203e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3923, dtype: float64, LONGITUDE   -7.603565e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 3924, dtype: float64, LONGITUDE   -7.601616e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 3925, dtype: float64, LONGITUDE   -7.618763e+03\n",
      "LATITUDE     4.864975e+06\n",
      "Name: 3926, dtype: float64, LONGITUDE      -7611.129\n",
      "LATITUDE     4864977.622\n",
      "Name: 3927, dtype: float64, LONGITUDE   -7.587102e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 3928, dtype: float64, LONGITUDE   -7.616689e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 3929, dtype: float64, LONGITUDE      -7637.257\n",
      "LATITUDE     4864949.814\n",
      "Name: 3930, dtype: float64, LONGITUDE   -7.601616e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 3931, dtype: float64, LONGITUDE   -7.603565e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 3932, dtype: float64, LONGITUDE   -7.596203e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3933, dtype: float64, LONGITUDE   -7.609250e+03\n",
      "LATITUDE     4.864978e+06\n",
      "Name: 3934, dtype: float64, LONGITUDE      -7594.737\n",
      "LATITUDE     4864983.902\n",
      "Name: 3935, dtype: float64, LONGITUDE   -7.587102e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 3936, dtype: float64, LONGITUDE   -7.589062e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 3937, dtype: float64, LONGITUDE   -7.596649e+03\n",
      "LATITUDE     4.864983e+06\n",
      "Name: 3938, dtype: float64, LONGITUDE   -7.594264e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 3939, dtype: float64, LONGITUDE      -7634.477\n",
      "LATITUDE     4864984.097\n",
      "Name: 3940, dtype: float64, LONGITUDE   -7.616670e+03\n",
      "LATITUDE     4.864979e+06\n",
      "Name: 3941, dtype: float64, LONGITUDE   -7.635041e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 3942, dtype: float64, LONGITUDE   -7.603192e+03\n",
      "LATITUDE     4.864981e+06\n",
      "Name: 3943, dtype: float64, LONGITUDE      -7637.178\n",
      "LATITUDE     4864993.521\n",
      "Name: 3944, dtype: float64, LONGITUDE   -7.638854e+03\n",
      "LATITUDE     4.864999e+06\n",
      "Name: 3945, dtype: float64, LONGITUDE      -7639.350\n",
      "LATITUDE     4865001.098\n",
      "Name: 3946, dtype: float64, LONGITUDE   -7.640980e+03\n",
      "LATITUDE     4.865007e+06\n",
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      "LATITUDE     4864991.779\n",
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      "LATITUDE     4.865009e+06\n",
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      "LATITUDE     4.865007e+06\n",
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      "LATITUDE     4865016.688\n",
      "Name: 3951, dtype: float64, LONGITUDE   -7.640290e+03\n",
      "LATITUDE     4.865009e+06\n",
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      "LATITUDE     4.865015e+06\n",
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      "LATITUDE     4.864982e+06\n",
      "Name: 3954, dtype: float64, LONGITUDE      -7632.378\n",
      "LATITUDE     4864988.177\n",
      "Name: 3955, dtype: float64, LONGITUDE   -7.644035e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 3956, dtype: float64, LONGITUDE   -7.621875e+03\n",
      "LATITUDE     4.864976e+06\n",
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      "LATITUDE     4.864913e+06\n",
      "Name: 3958, dtype: float64, LONGITUDE      -7639.691\n",
      "LATITUDE     4864914.913\n",
      "Name: 3959, dtype: float64, LONGITUDE   -7.643428e+03\n",
      "LATITUDE     4.864928e+06\n",
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      "LATITUDE     4.864921e+06\n",
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      "LATITUDE     4.864922e+06\n",
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      "LATITUDE     4.864907e+06\n",
      "Name: 3963, dtype: float64, LONGITUDE      -7638.276\n",
      "LATITUDE     4864905.187\n",
      "Name: 3964, dtype: float64, LONGITUDE   -7.637002e+03\n",
      "LATITUDE     4.864906e+06\n",
      "Name: 3965, dtype: float64, LONGITUDE   -7.636298e+03\n",
      "LATITUDE     4.864898e+06\n",
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      "LATITUDE     4.864914e+06\n",
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      "LATITUDE     4.864926e+06\n",
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      "LATITUDE     4.864938e+06\n",
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      "LATITUDE     4.864939e+06\n",
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      "LATITUDE     4864907.044\n",
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      "LATITUDE     4.864936e+06\n",
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      "LATITUDE     4.864937e+06\n",
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      "LATITUDE     4.864936e+06\n",
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      "LATITUDE     4.864934e+06\n",
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      "LATITUDE     4.864934e+06\n",
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      "LATITUDE     4.864932e+06\n",
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      "LATITUDE     4.864934e+06\n",
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      "LATITUDE     4.864932e+06\n",
      "Name: 3979, dtype: float64, LONGITUDE   -7.691338e+03\n",
      "LATITUDE     4.864928e+06\n",
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      "LATITUDE     4.864933e+06\n",
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      "LATITUDE     4.864929e+06\n",
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      "LATITUDE     4.864930e+06\n",
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      "LATITUDE     4.864931e+06\n",
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      "LATITUDE     4.864938e+06\n",
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      "LATITUDE     4.864932e+06\n",
      "Name: 3986, dtype: float64, LONGITUDE   -7.647626e+03\n",
      "LATITUDE     4.864944e+06\n",
      "Name: 3987, dtype: float64, LONGITUDE   -7.650166e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 3988, dtype: float64, LONGITUDE   -7.662008e+03\n",
      "LATITUDE     4.864934e+06\n",
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      "LATITUDE     4.864966e+06\n",
      "Name: 3990, dtype: float64, LONGITUDE   -7.633042e+03\n",
      "LATITUDE     4.864971e+06\n",
      "Name: 3991, dtype: float64, LONGITUDE   -7.633206e+03\n",
      "LATITUDE     4.864965e+06\n",
      "Name: 3992, dtype: float64, LONGITUDE   -7.643092e+03\n",
      "LATITUDE     4.864948e+06\n",
      "Name: 3993, dtype: float64, LONGITUDE   -7.645042e+03\n",
      "LATITUDE     4.864949e+06\n",
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      "LATITUDE     4.864922e+06\n",
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      "LATITUDE     4.864977e+06\n",
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      "LATITUDE     4.864930e+06\n",
      "Name: 3997, dtype: float64, LONGITUDE   -7.643428e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 3998, dtype: float64, LONGITUDE   -7.641330e+03\n",
      "LATITUDE     4.864921e+06\n",
      "Name: 3999, dtype: float64, LONGITUDE      -7639.691\n",
      "LATITUDE     4864914.913\n",
      "Name: 4000, dtype: float64, LONGITUDE   -7.637002e+03\n",
      "LATITUDE     4.864906e+06\n",
      "Name: 4001, dtype: float64, LONGITUDE   -7.637556e+03\n",
      "LATITUDE     4.864907e+06\n",
      "Name: 4002, dtype: float64, LONGITUDE   -7.639180e+03\n",
      "LATITUDE     4.864913e+06\n",
      "Name: 4003, dtype: float64, LONGITUDE   -7.636084e+03\n",
      "LATITUDE     4.864898e+06\n",
      "Name: 4004, dtype: float64, LONGITUDE      -7638.276\n",
      "LATITUDE     4864905.187\n",
      "Name: 4005, dtype: float64, LONGITUDE   -7.636623e+03\n",
      "LATITUDE     4.864899e+06\n",
      "Name: 4006, dtype: float64, LONGITUDE      -7638.808\n",
      "LATITUDE     4864907.044\n",
      "Name: 4007, dtype: float64, LONGITUDE   -7.667352e+03\n",
      "LATITUDE     4.864937e+06\n",
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      "LATITUDE     4.864914e+06\n",
      "Name: 4009, dtype: float64, LONGITUDE   -7.659935e+03\n",
      "LATITUDE     4.864939e+06\n",
      "Name: 4010, dtype: float64, LONGITUDE   -7.661753e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 4011, dtype: float64, LONGITUDE   -7.646806e+03\n",
      "LATITUDE     4.864926e+06\n",
      "Name: 4012, dtype: float64, LONGITUDE   -7.674972e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 4013, dtype: float64, LONGITUDE   -7.667352e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 4014, dtype: float64, LONGITUDE   -7.682559e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 4015, dtype: float64, LONGITUDE   -7.669248e+03\n",
      "LATITUDE     4.864936e+06\n",
      "Name: 4016, dtype: float64, LONGITUDE   -7.676644e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 4017, dtype: float64, LONGITUDE   -7.684298e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 4018, dtype: float64, LONGITUDE   -7.689513e+03\n",
      "LATITUDE     4.864929e+06\n",
      "Name: 4019, dtype: float64, LONGITUDE   -7.684298e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 4020, dtype: float64, LONGITUDE   -7.691338e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 4021, dtype: float64, LONGITUDE   -7.646286e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 4022, dtype: float64, LONGITUDE   -7.683856e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 4023, dtype: float64, LONGITUDE   -7.675372e+03\n",
      "LATITUDE     4.864933e+06\n",
      "Name: 4024, dtype: float64, LONGITUDE   -7.661558e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 4025, dtype: float64, LONGITUDE   -7.682084e+03\n",
      "LATITUDE     4.864931e+06\n",
      "Name: 4026, dtype: float64, LONGITUDE   -7.656488e+03\n",
      "LATITUDE     4.864938e+06\n",
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      "LATITUDE     4.864943e+06\n",
      "Name: 4028, dtype: float64, LONGITUDE   -7.643118e+03\n",
      "LATITUDE     4.864948e+06\n",
      "Name: 4029, dtype: float64, LONGITUDE   -7.650166e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 4030, dtype: float64, LONGITUDE   -7.609250e+03\n",
      "LATITUDE     4.864978e+06\n",
      "Name: 4031, dtype: float64, LONGITUDE   -7.616689e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 4032, dtype: float64, LONGITUDE   -7.616689e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 4033, dtype: float64, LONGITUDE   -7.618763e+03\n",
      "LATITUDE     4.864975e+06\n",
      "Name: 4034, dtype: float64, LONGITUDE      -7611.129\n",
      "LATITUDE     4864977.622\n",
      "Name: 4035, dtype: float64, LONGITUDE   -7.601616e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 4036, dtype: float64, LONGITUDE   -7.603565e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 4037, dtype: float64, LONGITUDE   -7.596203e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 4038, dtype: float64, LONGITUDE   -7.603565e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 4039, dtype: float64, LONGITUDE   -7.596649e+03\n",
      "LATITUDE     4.864983e+06\n",
      "Name: 4040, dtype: float64, LONGITUDE   -7.594264e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 4041, dtype: float64, LONGITUDE   -7.587102e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 4042, dtype: float64, LONGITUDE      -7594.737\n",
      "LATITUDE     4864983.902\n",
      "Name: 4043, dtype: float64, LONGITUDE   -7.589062e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 4044, dtype: float64, LONGITUDE   -7.616946e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 4045, dtype: float64, LONGITUDE   -7.602096e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 4046, dtype: float64, LONGITUDE      -7634.477\n",
      "LATITUDE     4864984.097\n",
      "Name: 4047, dtype: float64, LONGITUDE   -7.604018e+03\n",
      "LATITUDE     4.864981e+06\n",
      "Name: 4048, dtype: float64, LONGITUDE   -7.635041e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 4049, dtype: float64, LONGITUDE   -7.636668e+03\n",
      "LATITUDE     4.864992e+06\n",
      "Name: 4050, dtype: float64, LONGITUDE   -7.638814e+03\n",
      "LATITUDE     4.864999e+06\n",
      "Name: 4051, dtype: float64, LONGITUDE      -7639.350\n",
      "LATITUDE     4865001.098\n",
      "Name: 4052, dtype: float64, LONGITUDE      -7637.178\n",
      "LATITUDE     4864993.521\n",
      "Name: 4053, dtype: float64, LONGITUDE   -7.641573e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 4054, dtype: float64, LONGITUDE   -7.640980e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 4055, dtype: float64, LONGITUDE   -7.641573e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 4056, dtype: float64, LONGITUDE      -7639.350\n",
      "LATITUDE     4865001.098\n",
      "Name: 4057, dtype: float64, LONGITUDE      -7642.446\n",
      "LATITUDE     4865016.688\n",
      "Name: 4058, dtype: float64, LONGITUDE   -7.637843e+03\n",
      "LATITUDE     4.865001e+06\n",
      "Name: 4059, dtype: float64, LONGITUDE   -7.641899e+03\n",
      "LATITUDE     4.865015e+06\n",
      "Name: 4060, dtype: float64, LONGITUDE   -7.640290e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 4061, dtype: float64, LONGITUDE   -7.639715e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 4062, dtype: float64, LONGITUDE   -7.632153e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 4063, dtype: float64, LONGITUDE   -7.635680e+03\n",
      "LATITUDE     4.864966e+06\n",
      "Name: 4064, dtype: float64, LONGITUDE   -7.632153e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 4065, dtype: float64, LONGITUDE   -7.622055e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 4066, dtype: float64, LONGITUDE   -7.628135e+03\n",
      "LATITUDE     4.864977e+06\n",
      "Name: 4067, dtype: float64, LONGITUDE   -7.618763e+03\n",
      "LATITUDE     4.864975e+06\n",
      "Name: 4068, dtype: float64, LONGITUDE      -7611.129\n",
      "LATITUDE     4864977.622\n",
      "Name: 4069, dtype: float64, LONGITUDE   -7.616689e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 4070, dtype: float64, LONGITUDE   -7.633237e+03\n",
      "LATITUDE     4.864965e+06\n",
      "Name: 4071, dtype: float64, LONGITUDE   -7.603565e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 4072, dtype: float64, LONGITUDE   -7.609250e+03\n",
      "LATITUDE     4.864978e+06\n",
      "Name: 4073, dtype: float64, LONGITUDE   -7.596203e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 4074, dtype: float64, LONGITUDE   -7.601616e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 4075, dtype: float64, LONGITUDE   -7.594264e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 4076, dtype: float64, LONGITUDE      -7594.737\n",
      "LATITUDE     4864983.902\n",
      "Name: 4077, dtype: float64, LONGITUDE   -7.596649e+03\n",
      "LATITUDE     4.864983e+06\n",
      "Name: 4078, dtype: float64, LONGITUDE   -7.587102e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 4079, dtype: float64, LONGITUDE   -7.589062e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 4080, dtype: float64, LONGITUDE   -7.636666e+03\n",
      "LATITUDE     4.864992e+06\n",
      "Name: 4081, dtype: float64, LONGITUDE   -7.603154e+03\n",
      "LATITUDE     4.864981e+06\n",
      "Name: 4082, dtype: float64, LONGITUDE      -7634.477\n",
      "LATITUDE     4864984.097\n",
      "Name: 4083, dtype: float64, LONGITUDE   -7.635041e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 4084, dtype: float64, LONGITUDE   -7.617125e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 4085, dtype: float64, LONGITUDE   -7.640980e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 4086, dtype: float64, LONGITUDE      -7637.178\n",
      "LATITUDE     4864993.521\n",
      "Name: 4087, dtype: float64, LONGITUDE      -7639.350\n",
      "LATITUDE     4865001.098\n",
      "Name: 4088, dtype: float64, LONGITUDE   -7.638831e+03\n",
      "LATITUDE     4.864999e+06\n",
      "Name: 4089, dtype: float64, LONGITUDE      -7642.446\n",
      "LATITUDE     4865016.688\n",
      "Name: 4090, dtype: float64, LONGITUDE   -7.640290e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 4091, dtype: float64, LONGITUDE   -7.641573e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 4092, dtype: float64, LONGITUDE   -7.639715e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 4093, dtype: float64, LONGITUDE   -7.641899e+03\n",
      "LATITUDE     4.865015e+06\n",
      "Name: 4094, dtype: float64, LONGITUDE   -7.622326e+03\n",
      "LATITUDE     4.864977e+06\n",
      "Name: 4095, dtype: float64, LONGITUDE   -7.631895e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 4096, dtype: float64, LONGITUDE   -7.637839e+03\n",
      "LATITUDE     4.865001e+06\n",
      "Name: 4097, dtype: float64, LONGITUDE   -7.632034e+03\n",
      "LATITUDE     4.864988e+06\n",
      "Name: 4098, dtype: float64, LONGITUDE   -7.635299e+03\n",
      "LATITUDE     4.864966e+06\n",
      "Name: 4099, dtype: float64, LONGITUDE   -7.628135e+03\n",
      "LATITUDE     4.864977e+06\n",
      "Name: 4100, dtype: float64, LONGITUDE   -7.633469e+03\n",
      "LATITUDE     4.864965e+06\n",
      "Name: 4101, dtype: float64, LONGITUDE   -7.633387e+03\n",
      "LATITUDE     4.864970e+06\n",
      "Name: 4102, dtype: float64, LONGITUDE   -7.633387e+03\n",
      "LATITUDE     4.864970e+06\n",
      "Name: 4103, dtype: float64, LONGITUDE   -7.643428e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 4104, dtype: float64, LONGITUDE   -7.644035e+03\n",
      "LATITUDE     4.864930e+06\n",
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      "LATITUDE     4.864922e+06\n",
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      "LATITUDE     4864907.044\n",
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      "LATITUDE     4.864983e+06\n",
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      "LATITUDE     4.864986e+06\n",
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      "LATITUDE     4864983.902\n",
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      "LATITUDE     4.864981e+06\n",
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      "LATITUDE     4865001.098\n",
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      "LATITUDE     4864993.521\n",
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      "LATITUDE     4865001.098\n",
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      "LATITUDE     4.864992e+06\n",
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      "LATITUDE     4.864999e+06\n",
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      "LATITUDE     4865016.688\n",
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      "LATITUDE     4.864982e+06\n",
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      "Name: 4426, dtype: float64, LONGITUDE   -7.675352e+03\n",
      "LATITUDE     4.864933e+06\n",
      "Name: 4427, dtype: float64, LONGITUDE   -7.661736e+03\n",
      "LATITUDE     4.864938e+06\n",
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      "LATITUDE     4.864938e+06\n",
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      "LATITUDE     4.864935e+06\n",
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      "LATITUDE     4.864932e+06\n",
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      "LATITUDE     4.864921e+06\n",
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      "LATITUDE     4.864922e+06\n",
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      "LATITUDE     4.864930e+06\n",
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      "LATITUDE     4.864928e+06\n",
      "Name: 4435, dtype: float64, LONGITUDE      -7637.176\n",
      "LATITUDE     4864901.255\n",
      "Name: 4436, dtype: float64, LONGITUDE   -7.639650e+03\n",
      "LATITUDE     4.864915e+06\n",
      "Name: 4437, dtype: float64, LONGITUDE   -7.636960e+03\n",
      "LATITUDE     4.864906e+06\n",
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      "LATITUDE     4.864913e+06\n",
      "Name: 4439, dtype: float64, LONGITUDE   -7.645089e+03\n",
      "LATITUDE     4.864949e+06\n",
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      "LATITUDE     4.864937e+06\n",
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      "LATITUDE     4.864926e+06\n",
      "Name: 4442, dtype: float64, LONGITUDE   -7.637729e+03\n",
      "LATITUDE     4.864903e+06\n",
      "Name: 4443, dtype: float64, LONGITUDE      -7640.704\n",
      "LATITUDE     4864913.563\n",
      "Name: 4444, dtype: float64, LONGITUDE   -7.634500e+03\n",
      "LATITUDE     4.864984e+06\n",
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      "LATITUDE     4.864988e+06\n",
      "Name: 4446, dtype: float64, LONGITUDE   -7.643202e+03\n",
      "LATITUDE     4.864948e+06\n",
      "Name: 4447, dtype: float64, LONGITUDE      -7636.633\n",
      "LATITUDE     4864991.831\n",
      "Name: 4448, dtype: float64, LONGITUDE   -7.639417e+03\n",
      "LATITUDE     4.865001e+06\n",
      "Name: 4449, dtype: float64, LONGITUDE   -7.637226e+03\n",
      "LATITUDE     4.864994e+06\n",
      "Name: 4450, dtype: float64, LONGITUDE   -7.638843e+03\n",
      "LATITUDE     4.864999e+06\n",
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      "LATITUDE     4.865001e+06\n",
      "Name: 4452, dtype: float64, LONGITUDE   -7.641625e+03\n",
      "LATITUDE     4.865009e+06\n",
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      "LATITUDE     4.865001e+06\n",
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      "LATITUDE     4.865007e+06\n",
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      "LATITUDE     4.865011e+06\n",
      "Name: 4456, dtype: float64, LONGITUDE   -7.632239e+03\n",
      "LATITUDE     4.864988e+06\n",
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      "LATITUDE     4.865001e+06\n",
      "Name: 4458, dtype: float64, LONGITUDE   -7.632144e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 4459, dtype: float64, LONGITUDE   -7.622055e+03\n",
      "LATITUDE     4.864976e+06\n",
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      "LATITUDE     4.864975e+06\n",
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      "LATITUDE     4.864982e+06\n",
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      "LATITUDE     4.864979e+06\n",
      "Name: 4463, dtype: float64, LONGITUDE   -7.592719e+03\n",
      "LATITUDE     4.864984e+06\n",
      "Name: 4464, dtype: float64, LONGITUDE      -7616.556\n",
      "LATITUDE     4864975.879\n",
      "Name: 4465, dtype: float64, LONGITUDE   -7.607248e+03\n",
      "LATITUDE     4.864979e+06\n",
      "Name: 4466, dtype: float64, LONGITUDE   -7.592719e+03\n",
      "LATITUDE     4.864984e+06\n",
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      "LATITUDE     4.864982e+06\n",
      "Name: 4468, dtype: float64, LONGITUDE   -7.611056e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 4469, dtype: float64, LONGITUDE   -7.611056e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 4470, dtype: float64, LONGITUDE   -7.616689e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 4471, dtype: float64, LONGITUDE      -7611.129\n",
      "LATITUDE     4864977.622\n",
      "Name: 4472, dtype: float64, LONGITUDE   -7.609250e+03\n",
      "LATITUDE     4.864978e+06\n",
      "Name: 4473, dtype: float64, LONGITUDE   -7.589002e+03\n",
      "LATITUDE     4.864985e+06\n",
      "Name: 4474, dtype: float64, LONGITUDE   -7.603565e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 4475, dtype: float64, LONGITUDE   -7.587102e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 4476, dtype: float64, LONGITUDE   -7.601616e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 4477, dtype: float64, LONGITUDE      -7637.257\n",
      "LATITUDE     4864949.814\n",
      "Name: 4478, dtype: float64, LONGITUDE   -7.594264e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 4479, dtype: float64, LONGITUDE   -7.596203e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 4480, dtype: float64, LONGITUDE   -7.609250e+03\n",
      "LATITUDE     4.864978e+06\n",
      "Name: 4481, dtype: float64, LONGITUDE   -7.616689e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 4482, dtype: float64, LONGITUDE      -7611.129\n",
      "LATITUDE     4864977.622\n",
      "Name: 4483, dtype: float64, LONGITUDE   -7.618763e+03\n",
      "LATITUDE     4.864975e+06\n",
      "Name: 4484, dtype: float64, LONGITUDE   -7.596203e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 4485, dtype: float64, LONGITUDE   -7.594264e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 4486, dtype: float64, LONGITUDE   -7.603565e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 4487, dtype: float64, LONGITUDE   -7.601616e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 4488, dtype: float64, LONGITUDE   -7.587102e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 4489, dtype: float64, LONGITUDE   -7.589062e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 4490, dtype: float64, LONGITUDE   -7.603192e+03\n",
      "LATITUDE     4.864981e+06\n",
      "Name: 4491, dtype: float64, LONGITUDE   -7.596649e+03\n",
      "LATITUDE     4.864983e+06\n",
      "Name: 4492, dtype: float64, LONGITUDE      -7594.737\n",
      "LATITUDE     4864983.902\n",
      "Name: 4493, dtype: float64, LONGITUDE      -7636.679\n",
      "LATITUDE     4864991.779\n",
      "Name: 4494, dtype: float64, LONGITUDE      -7634.477\n",
      "LATITUDE     4864984.097\n",
      "Name: 4495, dtype: float64, LONGITUDE      -7637.178\n",
      "LATITUDE     4864993.521\n",
      "Name: 4496, dtype: float64, LONGITUDE   -7.616670e+03\n",
      "LATITUDE     4.864979e+06\n",
      "Name: 4497, dtype: float64, LONGITUDE   -7.635041e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 4498, dtype: float64, LONGITUDE   -7.641573e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 4499, dtype: float64, LONGITUDE      -7639.350\n",
      "LATITUDE     4865001.098\n",
      "Name: 4500, dtype: float64, LONGITUDE   -7.638854e+03\n",
      "LATITUDE     4.864999e+06\n",
      "Name: 4501, dtype: float64, LONGITUDE   -7.640980e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 4502, dtype: float64, LONGITUDE      -7642.446\n",
      "LATITUDE     4865016.688\n",
      "Name: 4503, dtype: float64, LONGITUDE      -7632.378\n",
      "LATITUDE     4864988.177\n",
      "Name: 4504, dtype: float64, LONGITUDE   -7.641899e+03\n",
      "LATITUDE     4.865015e+06\n",
      "Name: 4505, dtype: float64, LONGITUDE   -7.640290e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 4506, dtype: float64, LONGITUDE   -7.639715e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 4507, dtype: float64, LONGITUDE   -7.643428e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 4508, dtype: float64, LONGITUDE   -7.644035e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 4509, dtype: float64, LONGITUDE   -7.632259e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 4510, dtype: float64, LONGITUDE   -7.621875e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 4511, dtype: float64, LONGITUDE   -7.637556e+03\n",
      "LATITUDE     4.864907e+06\n",
      "Name: 4512, dtype: float64, LONGITUDE   -7.641812e+03\n",
      "LATITUDE     4.864922e+06\n",
      "Name: 4513, dtype: float64, LONGITUDE   -7.641330e+03\n",
      "LATITUDE     4.864921e+06\n",
      "Name: 4514, dtype: float64, LONGITUDE      -7639.691\n",
      "LATITUDE     4864914.913\n",
      "Name: 4515, dtype: float64, LONGITUDE   -7.639180e+03\n",
      "LATITUDE     4.864913e+06\n",
      "Name: 4516, dtype: float64, LONGITUDE   -7.636298e+03\n",
      "LATITUDE     4.864898e+06\n",
      "Name: 4517, dtype: float64, LONGITUDE      -7638.276\n",
      "LATITUDE     4864905.187\n",
      "Name: 4518, dtype: float64, LONGITUDE      -7638.808\n",
      "LATITUDE     4864907.044\n",
      "Name: 4519, dtype: float64, LONGITUDE   -7.637002e+03\n",
      "LATITUDE     4.864906e+06\n",
      "Name: 4520, dtype: float64, LONGITUDE   -7.640679e+03\n",
      "LATITUDE     4.864914e+06\n",
      "Name: 4521, dtype: float64, LONGITUDE   -7.667352e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 4522, dtype: float64, LONGITUDE   -7.661753e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 4523, dtype: float64, LONGITUDE   -7.646424e+03\n",
      "LATITUDE     4.864926e+06\n",
      "Name: 4524, dtype: float64, LONGITUDE   -7.659935e+03\n",
      "LATITUDE     4.864939e+06\n",
      "Name: 4525, dtype: float64, LONGITUDE   -7.674972e+03\n",
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      "Name: 4526, dtype: float64, LONGITUDE   -7.669248e+03\n",
      "LATITUDE     4.864936e+06\n",
      "Name: 4527, dtype: float64, LONGITUDE   -7.676644e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 4528, dtype: float64, LONGITUDE   -7.676644e+03\n",
      "LATITUDE     4.864934e+06\n",
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      "LATITUDE     4.864936e+06\n",
      "Name: 4530, dtype: float64, LONGITUDE   -7.689513e+03\n",
      "LATITUDE     4.864929e+06\n",
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      "LATITUDE     4.864928e+06\n",
      "Name: 4532, dtype: float64, LONGITUDE   -7.684298e+03\n",
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      "LATITUDE     4.864977e+06\n",
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      "Name: 4553, dtype: float64, LONGITUDE   -7.637002e+03\n",
      "LATITUDE     4.864906e+06\n",
      "Name: 4554, dtype: float64, LONGITUDE   -7.636084e+03\n",
      "LATITUDE     4.864898e+06\n",
      "Name: 4555, dtype: float64, LONGITUDE   -7.639180e+03\n",
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      "Name: 4556, dtype: float64, LONGITUDE   -7.637556e+03\n",
      "LATITUDE     4.864907e+06\n",
      "Name: 4557, dtype: float64, LONGITUDE   -7.646806e+03\n",
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      "Name: 4558, dtype: float64, LONGITUDE   -7.636623e+03\n",
      "LATITUDE     4.864899e+06\n",
      "Name: 4559, dtype: float64, LONGITUDE      -7638.808\n",
      "LATITUDE     4864907.044\n",
      "Name: 4560, dtype: float64, LONGITUDE   -7.640679e+03\n",
      "LATITUDE     4.864914e+06\n",
      "Name: 4561, dtype: float64, LONGITUDE      -7638.276\n",
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      "Name: 4562, dtype: float64, LONGITUDE   -7.661753e+03\n",
      "LATITUDE     4.864938e+06\n",
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      "LATITUDE     4.864937e+06\n",
      "Name: 4564, dtype: float64, LONGITUDE   -7.667352e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 4565, dtype: float64, LONGITUDE   -7.659935e+03\n",
      "LATITUDE     4.864939e+06\n",
      "Name: 4566, dtype: float64, LONGITUDE   -7.674972e+03\n",
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      "Name: 4567, dtype: float64, LONGITUDE   -7.669248e+03\n",
      "LATITUDE     4.864936e+06\n",
      "Name: 4568, dtype: float64, LONGITUDE   -7.682559e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 4569, dtype: float64, LONGITUDE   -7.684298e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 4570, dtype: float64, LONGITUDE   -7.676644e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 4571, dtype: float64, LONGITUDE   -7.691338e+03\n",
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      "Name: 4572, dtype: float64, LONGITUDE   -7.683856e+03\n",
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      "Name: 4573, dtype: float64, LONGITUDE   -7.689513e+03\n",
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      "Name: 4574, dtype: float64, LONGITUDE   -7.684298e+03\n",
      "LATITUDE     4.864932e+06\n",
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      "Name: 4576, dtype: float64, LONGITUDE   -7.675372e+03\n",
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      "LATITUDE     4.864932e+06\n",
      "Name: 4578, dtype: float64, LONGITUDE   -7.661558e+03\n",
      "LATITUDE     4.864934e+06\n",
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      "LATITUDE     4.864976e+06\n",
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      "Name: 4582, dtype: float64, LONGITUDE   -7.643118e+03\n",
      "LATITUDE     4.864948e+06\n",
      "Name: 4583, dtype: float64, LONGITUDE   -7.618763e+03\n",
      "LATITUDE     4.864975e+06\n",
      "Name: 4584, dtype: float64, LONGITUDE   -7.648530e+03\n",
      "LATITUDE     4.864943e+06\n",
      "Name: 4585, dtype: float64, LONGITUDE   -7.609250e+03\n",
      "LATITUDE     4.864978e+06\n",
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      "LATITUDE     4.864976e+06\n",
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      "LATITUDE     4.864992e+06\n",
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      "LATITUDE     4865001.098\n",
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      "LATITUDE     4864993.521\n",
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      "LATITUDE     4.864982e+06\n",
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      "LATITUDE     4.864992e+06\n",
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      "LATITUDE     4.864907e+06\n",
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      "LATITUDE     4.864906e+06\n",
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      "LATITUDE     4864977.622\n",
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      "LATITUDE     4.864976e+06\n",
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      "LATITUDE     4.864984e+06\n",
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      "LATITUDE     4.864982e+06\n",
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      "LATITUDE     4.864980e+06\n",
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      "LATITUDE     4.864980e+06\n",
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      "LATITUDE     4.864978e+06\n",
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      "LATITUDE     4.864982e+06\n",
      "Name: 4754, dtype: float64, LONGITUDE   -7.616689e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 4755, dtype: float64, LONGITUDE      -7637.257\n",
      "LATITUDE     4864949.814\n",
      "Name: 4756, dtype: float64, LONGITUDE   -7.618763e+03\n",
      "LATITUDE     4.864975e+06\n",
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      "LATITUDE     4.864982e+06\n",
      "Name: 4758, dtype: float64, LONGITUDE   -7.587102e+03\n",
      "LATITUDE     4.864986e+06\n",
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      "LATITUDE     4.864980e+06\n",
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      "LATITUDE     4.864980e+06\n",
      "Name: 4761, dtype: float64, LONGITUDE   -7.609250e+03\n",
      "LATITUDE     4.864978e+06\n",
      "Name: 4762, dtype: float64, LONGITUDE      -7611.129\n",
      "LATITUDE     4864977.622\n",
      "Name: 4763, dtype: float64, LONGITUDE   -7.587102e+03\n",
      "LATITUDE     4.864986e+06\n",
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      "LATITUDE     4.864982e+06\n",
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      "LATITUDE     4.864986e+06\n",
      "Name: 4766, dtype: float64, LONGITUDE      -7594.737\n",
      "LATITUDE     4864983.902\n",
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      "LATITUDE     4.864982e+06\n",
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      "LATITUDE     4.864981e+06\n",
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      "LATITUDE     4.864986e+06\n",
      "Name: 4770, dtype: float64, LONGITUDE   -7.596649e+03\n",
      "LATITUDE     4.864983e+06\n",
      "Name: 4771, dtype: float64, LONGITUDE   -7.616670e+03\n",
      "LATITUDE     4.864979e+06\n",
      "Name: 4772, dtype: float64, LONGITUDE      -7634.477\n",
      "LATITUDE     4864984.097\n",
      "Name: 4773, dtype: float64, LONGITUDE      -7636.679\n",
      "LATITUDE     4864991.779\n",
      "Name: 4774, dtype: float64, LONGITUDE      -7639.350\n",
      "LATITUDE     4865001.098\n",
      "Name: 4775, dtype: float64, LONGITUDE   -7.638854e+03\n",
      "LATITUDE     4.864999e+06\n",
      "Name: 4776, dtype: float64, LONGITUDE      -7637.178\n",
      "LATITUDE     4864993.521\n",
      "Name: 4777, dtype: float64, LONGITUDE   -7.640980e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 4778, dtype: float64, LONGITUDE      -7642.446\n",
      "LATITUDE     4865016.688\n",
      "Name: 4779, dtype: float64, LONGITUDE   -7.641899e+03\n",
      "LATITUDE     4.865015e+06\n",
      "Name: 4780, dtype: float64, LONGITUDE   -7.641573e+03\n",
      "LATITUDE     4.865009e+06\n",
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      "LATITUDE     4.864976e+06\n",
      "Name: 4782, dtype: float64, LONGITUDE      -7632.378\n",
      "LATITUDE     4864988.177\n",
      "Name: 4783, dtype: float64, LONGITUDE   -7.640290e+03\n",
      "LATITUDE     4.865009e+06\n",
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      "LATITUDE     4.865007e+06\n",
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      "LATITUDE     4.864982e+06\n",
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      "LATITUDE     4.864921e+06\n",
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      "LATITUDE     4.864922e+06\n",
      "Name: 4788, dtype: float64, LONGITUDE      -7639.691\n",
      "LATITUDE     4864914.913\n",
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      "LATITUDE     4.864930e+06\n",
      "Name: 4790, dtype: float64, LONGITUDE   -7.643428e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 4791, dtype: float64, LONGITUDE   -7.637002e+03\n",
      "LATITUDE     4.864906e+06\n",
      "Name: 4792, dtype: float64, LONGITUDE   -7.637556e+03\n",
      "LATITUDE     4.864907e+06\n",
      "Name: 4793, dtype: float64, LONGITUDE   -7.639180e+03\n",
      "LATITUDE     4.864913e+06\n",
      "Name: 4794, dtype: float64, LONGITUDE   -7.636298e+03\n",
      "LATITUDE     4.864898e+06\n",
      "Name: 4795, dtype: float64, LONGITUDE   -7.640679e+03\n",
      "LATITUDE     4.864914e+06\n",
      "Name: 4796, dtype: float64, LONGITUDE      -7638.808\n",
      "LATITUDE     4864907.044\n",
      "Name: 4797, dtype: float64, LONGITUDE   -7.646424e+03\n",
      "LATITUDE     4.864926e+06\n",
      "Name: 4798, dtype: float64, LONGITUDE   -7.659935e+03\n",
      "LATITUDE     4.864939e+06\n",
      "Name: 4799, dtype: float64, LONGITUDE      -7638.276\n",
      "LATITUDE     4864905.187\n",
      "Name: 4800, dtype: float64, LONGITUDE   -7.674972e+03\n",
      "LATITUDE     4.864934e+06\n",
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      "LATITUDE     4.864936e+06\n",
      "Name: 4802, dtype: float64, LONGITUDE   -7.667352e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 4803, dtype: float64, LONGITUDE   -7.661753e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 4804, dtype: float64, LONGITUDE   -7.669248e+03\n",
      "LATITUDE     4.864936e+06\n",
      "Name: 4805, dtype: float64, LONGITUDE   -7.676644e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 4806, dtype: float64, LONGITUDE   -7.676644e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 4807, dtype: float64, LONGITUDE   -7.684298e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 4808, dtype: float64, LONGITUDE   -7.682559e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 4809, dtype: float64, LONGITUDE   -7.682084e+03\n",
      "LATITUDE     4.864931e+06\n",
      "Name: 4810, dtype: float64, LONGITUDE   -7.689513e+03\n",
      "LATITUDE     4.864929e+06\n",
      "Name: 4811, dtype: float64, LONGITUDE   -7.691338e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 4812, dtype: float64, LONGITUDE   -7.675407e+03\n",
      "LATITUDE     4.864933e+06\n",
      "Name: 4813, dtype: float64, LONGITUDE   -7.683856e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 4814, dtype: float64, LONGITUDE   -7.650166e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 4815, dtype: float64, LONGITUDE   -7.646206e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 4816, dtype: float64, LONGITUDE   -7.656559e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 4817, dtype: float64, LONGITUDE   -7.662008e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 4818, dtype: float64, LONGITUDE   -7.647626e+03\n",
      "LATITUDE     4.864944e+06\n",
      "Name: 4819, dtype: float64, LONGITUDE   -7.643092e+03\n",
      "LATITUDE     4.864948e+06\n",
      "Name: 4820, dtype: float64, LONGITUDE   -7.633206e+03\n",
      "LATITUDE     4.864965e+06\n",
      "Name: 4821, dtype: float64, LONGITUDE   -7.635453e+03\n",
      "LATITUDE     4.864966e+06\n",
      "Name: 4822, dtype: float64, LONGITUDE   -7.645042e+03\n",
      "LATITUDE     4.864949e+06\n",
      "Name: 4823, dtype: float64, LONGITUDE   -7.633042e+03\n",
      "LATITUDE     4.864971e+06\n",
      "Name: 4824, dtype: float64, LONGITUDE   -7.644035e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 4825, dtype: float64, LONGITUDE   -7.641812e+03\n",
      "LATITUDE     4.864922e+06\n",
      "Name: 4826, dtype: float64, LONGITUDE   -7.643428e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 4827, dtype: float64, LONGITUDE   -7.628135e+03\n",
      "LATITUDE     4.864977e+06\n",
      "Name: 4828, dtype: float64, LONGITUDE   -7.641330e+03\n",
      "LATITUDE     4.864921e+06\n",
      "Name: 4829, dtype: float64, LONGITUDE   -7.639180e+03\n",
      "LATITUDE     4.864913e+06\n",
      "Name: 4830, dtype: float64, LONGITUDE   -7.637556e+03\n",
      "LATITUDE     4.864907e+06\n",
      "Name: 4831, dtype: float64, LONGITUDE      -7639.691\n",
      "LATITUDE     4864914.913\n",
      "Name: 4832, dtype: float64, LONGITUDE   -7.636623e+03\n",
      "LATITUDE     4.864899e+06\n",
      "Name: 4833, dtype: float64, LONGITUDE      -7638.276\n",
      "LATITUDE     4864905.187\n",
      "Name: 4834, dtype: float64, LONGITUDE      -7638.808\n",
      "LATITUDE     4864907.044\n",
      "Name: 4835, dtype: float64, LONGITUDE   -7.637002e+03\n",
      "LATITUDE     4.864906e+06\n",
      "Name: 4836, dtype: float64, LONGITUDE   -7.636084e+03\n",
      "LATITUDE     4.864898e+06\n",
      "Name: 4837, dtype: float64, LONGITUDE   -7.659935e+03\n",
      "LATITUDE     4.864939e+06\n",
      "Name: 4838, dtype: float64, LONGITUDE   -7.661753e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 4839, dtype: float64, LONGITUDE   -7.640679e+03\n",
      "LATITUDE     4.864914e+06\n",
      "Name: 4840, dtype: float64, LONGITUDE   -7.646806e+03\n",
      "LATITUDE     4.864926e+06\n",
      "Name: 4841, dtype: float64, LONGITUDE   -7.667352e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 4842, dtype: float64, LONGITUDE   -7.669248e+03\n",
      "LATITUDE     4.864936e+06\n",
      "Name: 4843, dtype: float64, LONGITUDE   -7.676644e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 4844, dtype: float64, LONGITUDE   -7.667352e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 4845, dtype: float64, LONGITUDE   -7.674972e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 4846, dtype: float64, LONGITUDE   -7.684298e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 4847, dtype: float64, LONGITUDE   -7.684298e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 4848, dtype: float64, LONGITUDE   -7.682559e+03\n",
      "LATITUDE     4.864932e+06\n",
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      "LATITUDE     4.864928e+06\n",
      "Name: 4850, dtype: float64, LONGITUDE   -7.675372e+03\n",
      "LATITUDE     4.864933e+06\n",
      "Name: 4851, dtype: float64, LONGITUDE   -7.689513e+03\n",
      "LATITUDE     4.864929e+06\n",
      "Name: 4852, dtype: float64, LONGITUDE   -7.683856e+03\n",
      "LATITUDE     4.864930e+06\n",
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      "LATITUDE     4.864931e+06\n",
      "Name: 4854, dtype: float64, LONGITUDE   -7.661558e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 4855, dtype: float64, LONGITUDE   -7.650166e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 4856, dtype: float64, LONGITUDE   -7.646286e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 4857, dtype: float64, LONGITUDE   -7.643118e+03\n",
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      "Name: 4858, dtype: float64, LONGITUDE   -7.656488e+03\n",
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      "Name: 4859, dtype: float64, LONGITUDE   -7.616689e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 4860, dtype: float64, LONGITUDE   -7.648530e+03\n",
      "LATITUDE     4.864943e+06\n",
      "Name: 4861, dtype: float64, LONGITUDE   -7.616689e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 4862, dtype: float64, LONGITUDE   -7.618763e+03\n",
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      "Name: 4863, dtype: float64, LONGITUDE      -7611.129\n",
      "LATITUDE     4864977.622\n",
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      "LATITUDE     4.864980e+06\n",
      "Name: 4866, dtype: float64, LONGITUDE   -7.601616e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 4867, dtype: float64, LONGITUDE   -7.609250e+03\n",
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      "Name: 4869, dtype: float64, LONGITUDE   -7.587102e+03\n",
      "LATITUDE     4.864986e+06\n",
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      "Name: 4871, dtype: float64, LONGITUDE   -7.596203e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 4872, dtype: float64, LONGITUDE      -7594.737\n",
      "LATITUDE     4864983.902\n",
      "Name: 4873, dtype: float64, LONGITUDE   -7.604018e+03\n",
      "LATITUDE     4.864981e+06\n",
      "Name: 4874, dtype: float64, LONGITUDE   -7.602096e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 4875, dtype: float64, LONGITUDE      -7634.477\n",
      "LATITUDE     4864984.097\n",
      "Name: 4876, dtype: float64, LONGITUDE   -7.596649e+03\n",
      "LATITUDE     4.864983e+06\n",
      "Name: 4877, dtype: float64, LONGITUDE   -7.616946e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 4878, dtype: float64, LONGITUDE      -7637.178\n",
      "LATITUDE     4864993.521\n",
      "Name: 4879, dtype: float64, LONGITUDE   -7.638814e+03\n",
      "LATITUDE     4.864999e+06\n",
      "Name: 4880, dtype: float64, LONGITUDE   -7.635041e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 4881, dtype: float64, LONGITUDE   -7.636668e+03\n",
      "LATITUDE     4.864992e+06\n",
      "Name: 4882, dtype: float64, LONGITUDE      -7639.350\n",
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      "Name: 4883, dtype: float64, LONGITUDE      -7642.446\n",
      "LATITUDE     4865016.688\n",
      "Name: 4884, dtype: float64, LONGITUDE   -7.640980e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 4885, dtype: float64, LONGITUDE      -7639.350\n",
      "LATITUDE     4865001.098\n",
      "Name: 4886, dtype: float64, LONGITUDE   -7.641573e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 4887, dtype: float64, LONGITUDE   -7.639715e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 4888, dtype: float64, LONGITUDE   -7.640290e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 4889, dtype: float64, LONGITUDE   -7.637843e+03\n",
      "LATITUDE     4.865001e+06\n",
      "Name: 4890, dtype: float64, LONGITUDE   -7.631815e+03\n",
      "LATITUDE     4.864988e+06\n",
      "Name: 4891, dtype: float64, LONGITUDE   -7.632153e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 4892, dtype: float64, LONGITUDE   -7.628135e+03\n",
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      "Name: 4893, dtype: float64, LONGITUDE   -7.633292e+03\n",
      "LATITUDE     4.864970e+06\n",
      "Name: 4894, dtype: float64, LONGITUDE   -7.622055e+03\n",
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      "Name: 4895, dtype: float64, LONGITUDE   -7.632153e+03\n",
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      "Name: 4896, dtype: float64, LONGITUDE   -7.633237e+03\n",
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      "Name: 4897, dtype: float64, LONGITUDE      -7611.129\n",
      "LATITUDE     4864977.622\n",
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      "Name: 4900, dtype: float64, LONGITUDE   -7.616689e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 4901, dtype: float64, LONGITUDE   -7.601616e+03\n",
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      "Name: 4902, dtype: float64, LONGITUDE   -7.596203e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 4903, dtype: float64, LONGITUDE   -7.609250e+03\n",
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      "Name: 4904, dtype: float64, LONGITUDE   -7.603565e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 4905, dtype: float64, LONGITUDE   -7.587102e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 4906, dtype: float64, LONGITUDE      -7594.737\n",
      "LATITUDE     4864983.902\n",
      "Name: 4907, dtype: float64, LONGITUDE   -7.596649e+03\n",
      "LATITUDE     4.864983e+06\n",
      "Name: 4908, dtype: float64, LONGITUDE   -7.594264e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 4909, dtype: float64, LONGITUDE   -7.589062e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 4910, dtype: float64, LONGITUDE   -7.603154e+03\n",
      "LATITUDE     4.864981e+06\n",
      "Name: 4911, dtype: float64, LONGITUDE      -7634.477\n",
      "LATITUDE     4864984.097\n",
      "Name: 4912, dtype: float64, LONGITUDE   -7.635041e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 4913, dtype: float64, LONGITUDE   -7.617125e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 4914, dtype: float64, LONGITUDE   -7.638831e+03\n",
      "LATITUDE     4.864999e+06\n",
      "Name: 4915, dtype: float64, LONGITUDE   -7.640980e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 4916, dtype: float64, LONGITUDE      -7639.350\n",
      "LATITUDE     4865001.098\n",
      "Name: 4917, dtype: float64, LONGITUDE      -7637.178\n",
      "LATITUDE     4864993.521\n",
      "Name: 4918, dtype: float64, LONGITUDE   -7.636666e+03\n",
      "LATITUDE     4.864992e+06\n",
      "Name: 4919, dtype: float64, LONGITUDE   -7.640290e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 4920, dtype: float64, LONGITUDE   -7.641899e+03\n",
      "LATITUDE     4.865015e+06\n",
      "Name: 4921, dtype: float64, LONGITUDE      -7642.446\n",
      "LATITUDE     4865016.688\n",
      "Name: 4922, dtype: float64, LONGITUDE   -7.641573e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 4923, dtype: float64, LONGITUDE   -7.637839e+03\n",
      "LATITUDE     4.865001e+06\n",
      "Name: 4924, dtype: float64, LONGITUDE   -7.632034e+03\n",
      "LATITUDE     4.864988e+06\n",
      "Name: 4925, dtype: float64, LONGITUDE   -7.631895e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 4926, dtype: float64, LONGITUDE   -7.622326e+03\n",
      "LATITUDE     4.864977e+06\n",
      "Name: 4927, dtype: float64, LONGITUDE   -7.639715e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 4928, dtype: float64, LONGITUDE   -7.635299e+03\n",
      "LATITUDE     4.864966e+06\n",
      "Name: 4929, dtype: float64, LONGITUDE   -7.633387e+03\n",
      "LATITUDE     4.864970e+06\n",
      "Name: 4930, dtype: float64, LONGITUDE   -7.628135e+03\n",
      "LATITUDE     4.864977e+06\n",
      "Name: 4931, dtype: float64, LONGITUDE   -7.633387e+03\n",
      "LATITUDE     4.864970e+06\n",
      "Name: 4932, dtype: float64, LONGITUDE   -7.643428e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 4933, dtype: float64, LONGITUDE   -7.633469e+03\n",
      "LATITUDE     4.864965e+06\n",
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      "LATITUDE     4.864922e+06\n",
      "Name: 4935, dtype: float64, LONGITUDE   -7.644035e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 4936, dtype: float64, LONGITUDE   -7.644035e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 4937, dtype: float64, LONGITUDE   -7.637002e+03\n",
      "LATITUDE     4.864906e+06\n",
      "Name: 4938, dtype: float64, LONGITUDE      -7639.691\n",
      "LATITUDE     4864914.913\n",
      "Name: 4939, dtype: float64, LONGITUDE   -7.641330e+03\n",
      "LATITUDE     4.864921e+06\n",
      "Name: 4940, dtype: float64, LONGITUDE   -7.639180e+03\n",
      "LATITUDE     4.864913e+06\n",
      "Name: 4941, dtype: float64, LONGITUDE   -7.637556e+03\n",
      "LATITUDE     4.864907e+06\n",
      "Name: 4942, dtype: float64, LONGITUDE      -7636.638\n",
      "LATITUDE     4864899.473\n",
      "Name: 4943, dtype: float64, LONGITUDE      -7638.276\n",
      "LATITUDE     4864905.187\n",
      "Name: 4944, dtype: float64, LONGITUDE   -7.636080e+03\n",
      "LATITUDE     4.864898e+06\n",
      "Name: 4945, dtype: float64, LONGITUDE      -7638.808\n",
      "LATITUDE     4864907.044\n",
      "Name: 4946, dtype: float64, LONGITUDE   -7.667352e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 4947, dtype: float64, LONGITUDE   -7.646776e+03\n",
      "LATITUDE     4.864926e+06\n",
      "Name: 4948, dtype: float64, LONGITUDE   -7.661753e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 4949, dtype: float64, LONGITUDE   -7.659935e+03\n",
      "LATITUDE     4.864939e+06\n",
      "Name: 4950, dtype: float64, LONGITUDE   -7.640679e+03\n",
      "LATITUDE     4.864914e+06\n",
      "Name: 4951, dtype: float64, LONGITUDE   -7.669248e+03\n",
      "LATITUDE     4.864936e+06\n",
      "Name: 4952, dtype: float64, LONGITUDE   -7.676644e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 4953, dtype: float64, LONGITUDE   -7.669248e+03\n",
      "LATITUDE     4.864936e+06\n",
      "Name: 4954, dtype: float64, LONGITUDE   -7.674972e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 4955, dtype: float64, LONGITUDE   -7.684298e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 4956, dtype: float64, LONGITUDE   -7.682559e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 4957, dtype: float64, LONGITUDE   -7.691338e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 4958, dtype: float64, LONGITUDE   -7.691338e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 4959, dtype: float64, LONGITUDE   -7.684298e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 4960, dtype: float64, LONGITUDE   -7.682084e+03\n",
      "LATITUDE     4.864931e+06\n",
      "Name: 4961, dtype: float64, LONGITUDE   -7.689513e+03\n",
      "LATITUDE     4.864929e+06\n",
      "Name: 4962, dtype: float64, LONGITUDE   -7.675407e+03\n",
      "LATITUDE     4.864933e+06\n",
      "Name: 4963, dtype: float64, LONGITUDE   -7.683856e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 4964, dtype: float64, LONGITUDE   -7.646308e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 4965, dtype: float64, LONGITUDE   -7.656763e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 4966, dtype: float64, LONGITUDE   -7.661474e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 4967, dtype: float64, LONGITUDE   -7.650166e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 4968, dtype: float64, LONGITUDE   -7.647266e+03\n",
      "LATITUDE     4.864945e+06\n",
      "Name: 4969, dtype: float64, LONGITUDE      -7643.139\n",
      "LATITUDE     4864947.852\n",
      "Name: 4970, dtype: float64, LONGITUDE   -7.644945e+03\n",
      "LATITUDE     4.864949e+06\n",
      "Name: 4971, dtype: float64, LONGITUDE   -7.684282e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 4972, dtype: float64, LONGITUDE   -7.685724e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 4973, dtype: float64, LONGITUDE   -7.676627e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 4974, dtype: float64, LONGITUDE   -7.680135e+03\n",
      "LATITUDE     4.864931e+06\n",
      "Name: 4975, dtype: float64, LONGITUDE   -7.682544e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 4976, dtype: float64, LONGITUDE   -7.669234e+03\n",
      "LATITUDE     4.864936e+06\n",
      "Name: 4977, dtype: float64, LONGITUDE   -7.674956e+03\n",
      "LATITUDE     4.864935e+06\n",
      "Name: 4978, dtype: float64, LONGITUDE   -7.675352e+03\n",
      "LATITUDE     4.864933e+06\n",
      "Name: 4979, dtype: float64, LONGITUDE   -7.667340e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 4980, dtype: float64, LONGITUDE   -7.643994e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 4981, dtype: float64, LONGITUDE   -7.661897e+03\n",
      "LATITUDE     4.864935e+06\n",
      "Name: 4982, dtype: float64, LONGITUDE   -7.646339e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 4983, dtype: float64, LONGITUDE   -7.661736e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 4984, dtype: float64, LONGITUDE   -7.656636e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 4985, dtype: float64, LONGITUDE   -7.639650e+03\n",
      "LATITUDE     4.864915e+06\n",
      "Name: 4986, dtype: float64, LONGITUDE   -7.643385e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 4987, dtype: float64, LONGITUDE   -7.641772e+03\n",
      "LATITUDE     4.864922e+06\n",
      "Name: 4988, dtype: float64, LONGITUDE   -7.641286e+03\n",
      "LATITUDE     4.864921e+06\n",
      "Name: 4989, dtype: float64, LONGITUDE   -7.637729e+03\n",
      "LATITUDE     4.864903e+06\n",
      "Name: 4990, dtype: float64, LONGITUDE   -7.639136e+03\n",
      "LATITUDE     4.864913e+06\n",
      "Name: 4991, dtype: float64, LONGITUDE      -7637.176\n",
      "LATITUDE     4864901.255\n",
      "Name: 4992, dtype: float64, LONGITUDE   -7.636960e+03\n",
      "LATITUDE     4.864906e+06\n",
      "Name: 4993, dtype: float64, LONGITUDE      -7640.704\n",
      "LATITUDE     4864913.563\n",
      "Name: 4994, dtype: float64, LONGITUDE   -7.632239e+03\n",
      "LATITUDE     4.864988e+06\n",
      "Name: 4995, dtype: float64, LONGITUDE   -7.646245e+03\n",
      "LATITUDE     4.864926e+06\n",
      "Name: 4996, dtype: float64, LONGITUDE   -7.643202e+03\n",
      "LATITUDE     4.864948e+06\n",
      "Name: 4997, dtype: float64, LONGITUDE   -7.650166e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 4998, dtype: float64, LONGITUDE   -7.645089e+03\n",
      "LATITUDE     4.864949e+06\n",
      "Name: 4999, dtype: float64, LONGITUDE   -7.637226e+03\n",
      "LATITUDE     4.864994e+06\n",
      "Name: 5000, dtype: float64, LONGITUDE   -7.634500e+03\n",
      "LATITUDE     4.864984e+06\n",
      "Name: 5001, dtype: float64, LONGITUDE   -7.638843e+03\n",
      "LATITUDE     4.864999e+06\n",
      "Name: 5002, dtype: float64, LONGITUDE      -7636.633\n",
      "LATITUDE     4864991.831\n",
      "Name: 5003, dtype: float64, LONGITUDE   -7.639417e+03\n",
      "LATITUDE     4.865001e+06\n",
      "Name: 5004, dtype: float64, LONGITUDE   -7.641625e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 5005, dtype: float64, LONGITUDE   -7.641030e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 5006, dtype: float64, LONGITUDE   -7.639417e+03\n",
      "LATITUDE     4.865001e+06\n",
      "Name: 5007, dtype: float64, LONGITUDE   -7.640976e+03\n",
      "LATITUDE     4.865011e+06\n",
      "Name: 5008, dtype: float64, LONGITUDE   -7.632144e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 5009, dtype: float64, LONGITUDE   -7.638068e+03\n",
      "LATITUDE     4.865001e+06\n",
      "Name: 5010, dtype: float64, LONGITUDE   -7.638068e+03\n",
      "LATITUDE     4.865001e+06\n",
      "Name: 5011, dtype: float64, LONGITUDE   -7.632239e+03\n",
      "LATITUDE     4.864988e+06\n",
      "Name: 5012, dtype: float64, LONGITUDE      -7616.556\n",
      "LATITUDE     4864975.879\n",
      "Name: 5013, dtype: float64, LONGITUDE   -7.618587e+03\n",
      "LATITUDE     4.864975e+06\n",
      "Name: 5014, dtype: float64, LONGITUDE   -7.607248e+03\n",
      "LATITUDE     4.864979e+06\n",
      "Name: 5015, dtype: float64, LONGITUDE   -7.622055e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 5016, dtype: float64, LONGITUDE   -7.605419e+03\n",
      "LATITUDE     4.864979e+06\n",
      "Name: 5017, dtype: float64, LONGITUDE   -7.615528e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 5018, dtype: float64, LONGITUDE   -7.611056e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 5019, dtype: float64, LONGITUDE   -7.592719e+03\n",
      "LATITUDE     4.864984e+06\n",
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      "LATITUDE     4.864982e+06\n",
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      "LATITUDE     4.864982e+06\n",
      "Name: 5022, dtype: float64, LONGITUDE   -7.616689e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 5023, dtype: float64, LONGITUDE   -7.592719e+03\n",
      "LATITUDE     4.864984e+06\n",
      "Name: 5024, dtype: float64, LONGITUDE      -7611.129\n",
      "LATITUDE     4864977.622\n",
      "Name: 5025, dtype: float64, LONGITUDE   -7.589002e+03\n",
      "LATITUDE     4.864985e+06\n",
      "Name: 5026, dtype: float64, LONGITUDE   -7.601616e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 5027, dtype: float64, LONGITUDE   -7.596203e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 5028, dtype: float64, LONGITUDE   -7.594264e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 5029, dtype: float64, LONGITUDE   -7.603565e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 5030, dtype: float64, LONGITUDE   -7.609250e+03\n",
      "LATITUDE     4.864978e+06\n",
      "Name: 5031, dtype: float64, LONGITUDE   -7.616689e+03\n",
      "LATITUDE     4.864976e+06\n",
      "Name: 5032, dtype: float64, LONGITUDE   -7.587102e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 5033, dtype: float64, LONGITUDE      -7637.257\n",
      "LATITUDE     4864949.814\n",
      "Name: 5034, dtype: float64, LONGITUDE      -7611.129\n",
      "LATITUDE     4864977.622\n",
      "Name: 5035, dtype: float64, LONGITUDE   -7.618763e+03\n",
      "LATITUDE     4.864975e+06\n",
      "Name: 5036, dtype: float64, LONGITUDE   -7.601616e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 5037, dtype: float64, LONGITUDE   -7.609250e+03\n",
      "LATITUDE     4.864978e+06\n",
      "Name: 5038, dtype: float64, LONGITUDE   -7.596203e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 5039, dtype: float64, LONGITUDE   -7.603565e+03\n",
      "LATITUDE     4.864980e+06\n",
      "Name: 5040, dtype: float64, LONGITUDE   -7.589062e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 5041, dtype: float64, LONGITUDE   -7.596649e+03\n",
      "LATITUDE     4.864983e+06\n",
      "Name: 5042, dtype: float64, LONGITUDE   -7.594264e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 5043, dtype: float64, LONGITUDE   -7.587102e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 5044, dtype: float64, LONGITUDE      -7594.737\n",
      "LATITUDE     4864983.902\n",
      "Name: 5045, dtype: float64, LONGITUDE      -7636.679\n",
      "LATITUDE     4864991.779\n",
      "Name: 5046, dtype: float64, LONGITUDE      -7634.477\n",
      "LATITUDE     4864984.097\n",
      "Name: 5047, dtype: float64, LONGITUDE   -7.616670e+03\n",
      "LATITUDE     4.864979e+06\n",
      "Name: 5048, dtype: float64, LONGITUDE   -7.635041e+03\n",
      "LATITUDE     4.864986e+06\n",
      "Name: 5049, dtype: float64, LONGITUDE   -7.603192e+03\n",
      "LATITUDE     4.864981e+06\n",
      "Name: 5050, dtype: float64, LONGITUDE   -7.640980e+03\n",
      "LATITUDE     4.865007e+06\n",
      "Name: 5051, dtype: float64, LONGITUDE   -7.638854e+03\n",
      "LATITUDE     4.864999e+06\n",
      "Name: 5052, dtype: float64, LONGITUDE      -7637.178\n",
      "LATITUDE     4864993.521\n",
      "Name: 5053, dtype: float64, LONGITUDE      -7639.350\n",
      "LATITUDE     4865001.098\n",
      "Name: 5054, dtype: float64, LONGITUDE   -7.641573e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 5055, dtype: float64, LONGITUDE   -7.639715e+03\n",
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      "Name: 5056, dtype: float64, LONGITUDE   -7.641899e+03\n",
      "LATITUDE     4.865015e+06\n",
      "Name: 5057, dtype: float64, LONGITUDE   -7.640290e+03\n",
      "LATITUDE     4.865009e+06\n",
      "Name: 5058, dtype: float64, LONGITUDE      -7642.446\n",
      "LATITUDE     4865016.688\n",
      "Name: 5059, dtype: float64, LONGITUDE   -7.632259e+03\n",
      "LATITUDE     4.864982e+06\n",
      "Name: 5060, dtype: float64, LONGITUDE   -7.621875e+03\n",
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      "Name: 5061, dtype: float64, LONGITUDE   -7.643428e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 5062, dtype: float64, LONGITUDE      -7632.378\n",
      "LATITUDE     4864988.177\n",
      "Name: 5063, dtype: float64, LONGITUDE   -7.644035e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 5064, dtype: float64, LONGITUDE   -7.639180e+03\n",
      "LATITUDE     4.864913e+06\n",
      "Name: 5065, dtype: float64, LONGITUDE      -7639.691\n",
      "LATITUDE     4864914.913\n",
      "Name: 5066, dtype: float64, LONGITUDE   -7.641330e+03\n",
      "LATITUDE     4.864921e+06\n",
      "Name: 5067, dtype: float64, LONGITUDE   -7.641812e+03\n",
      "LATITUDE     4.864922e+06\n",
      "Name: 5068, dtype: float64, LONGITUDE   -7.637002e+03\n",
      "LATITUDE     4.864906e+06\n",
      "Name: 5069, dtype: float64, LONGITUDE      -7638.276\n",
      "LATITUDE     4864905.187\n",
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      "LATITUDE     4.864898e+06\n",
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      "LATITUDE     4864907.044\n",
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      "LATITUDE     4.864907e+06\n",
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      "LATITUDE     4.864938e+06\n",
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      "LATITUDE     4.864939e+06\n",
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      "LATITUDE     4.864932e+06\n",
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      "LATITUDE     4.864932e+06\n",
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      "LATITUDE     4.864933e+06\n",
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      "LATITUDE     4.864938e+06\n",
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      "LATITUDE     4.864971e+06\n",
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      "LATITUDE     4.864966e+06\n",
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      "LATITUDE     4.864922e+06\n",
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      "LATITUDE     4.864906e+06\n",
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      "LATITUDE     4.864898e+06\n",
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      "LATITUDE     4.864913e+06\n",
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      "LATITUDE     4.864907e+06\n",
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      "LATITUDE     4864905.187\n",
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      "LATITUDE     4864907.044\n",
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      "Name: 5229, dtype: float64, LONGITUDE   -7.669248e+03\n",
      "LATITUDE     4.864936e+06\n",
      "Name: 5230, dtype: float64, LONGITUDE   -7.674972e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 5231, dtype: float64, LONGITUDE   -7.676644e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 5232, dtype: float64, LONGITUDE   -7.691338e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 5233, dtype: float64, LONGITUDE   -7.684298e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 5234, dtype: float64, LONGITUDE   -7.691338e+03\n",
      "LATITUDE     4.864928e+06\n",
      "Name: 5235, dtype: float64, LONGITUDE   -7.684298e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 5236, dtype: float64, LONGITUDE   -7.682084e+03\n",
      "LATITUDE     4.864931e+06\n",
      "Name: 5237, dtype: float64, LONGITUDE   -7.675407e+03\n",
      "LATITUDE     4.864933e+06\n",
      "Name: 5238, dtype: float64, LONGITUDE   -7.689513e+03\n",
      "LATITUDE     4.864929e+06\n",
      "Name: 5239, dtype: float64, LONGITUDE   -7.683856e+03\n",
      "LATITUDE     4.864930e+06\n",
      "Name: 5240, dtype: float64, LONGITUDE   -7.647266e+03\n",
      "LATITUDE     4.864945e+06\n",
      "Name: 5241, dtype: float64, LONGITUDE   -7.650166e+03\n",
      "LATITUDE     4.864937e+06\n",
      "Name: 5242, dtype: float64, LONGITUDE   -7.661474e+03\n",
      "LATITUDE     4.864934e+06\n",
      "Name: 5243, dtype: float64, LONGITUDE   -7.656763e+03\n",
      "LATITUDE     4.864938e+06\n",
      "Name: 5244, dtype: float64, LONGITUDE   -7.646308e+03\n",
      "LATITUDE     4.864932e+06\n",
      "Name: 5245, dtype: float64, LONGITUDE   -7.644945e+03\n",
      "LATITUDE     4.864949e+06\n",
      "Name: 5246, dtype: float64, LONGITUDE      -7643.139\n",
      "LATITUDE     4864947.852\n",
      "Name: 5247, dtype: float64]\n"
     ]
    }
   ],
   "source": [
    "#把预测正确的坐标存到一个数组里面\n",
    "correct = pd.DataFrame()\n",
    "s = []\n",
    "res = 0\n",
    "for i in range(len(train_df_label)):\n",
    "    if result[i] == train_df_label[i]:\n",
    "        #如何转换成pd格式？\n",
    "        s.append(train_df.iloc[i,520:522])\n",
    "        res+=1\n",
    "print(s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "b0562932",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "test = []\n",
    "gini = []\n",
    "for i in range(50):\n",
    "    clf = tree.DecisionTreeClassifier(max_depth=i+1\n",
    "                                    ,criterion=\"entropy\"\n",
    "                                    ,random_state=30\n",
    "                                    ,splitter=\"random\"\n",
    "                                    )\n",
    "\n",
    "    clf = clf.fit(X_train, y_train)\n",
    "    score = clf.score(X_test, y_test)\n",
    "    test.append(score)\n",
    "    clf = tree.DecisionTreeClassifier(max_depth=i+1\n",
    "                                    ,criterion=\"gini\"\n",
    "                                    ,random_state=30\n",
    "                                    ,splitter=\"random\"\n",
    "                                    )\n",
    "\n",
    "    clf = clf.fit(X_train, y_train)\n",
    "    score = clf.score(X_test, y_test)\n",
    "    gini.append(score)\n",
    "    \n",
    "    \n",
    "plt.plot(range(1,51),test,color=\"red\",label=\"criterion=gini\",alpha=0.7)\n",
    "plt.plot(range(1,51),gini,color=\"blue\",label=\"criterion=entropy\",alpha=0.5)\n",
    "plt.xlabel('max_depth',fontsize = 15)\n",
    "plt.ylabel('score',fontsize = 15)\n",
    "plt.title('Comparison of gini and entropy',fontsize = 15)\n",
    "plt.legend()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8a9c0c9d",
   "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": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}