From f3cc29234ea039d12bcc57c88239ebcbfcefcadc Mon Sep 17 00:00:00 2001 From: Daniel Saavedra Date: Thu, 17 Dec 2020 18:46:01 -0300 Subject: [PATCH] Change Enumeration --- GPS_Panel/.gitignore | 3 +- .../ClassifierPanel_KML-checkpoint.ipynb | 482 +++--------------- GPS_Panel/ClassifierPanel_KML.ipynb | 482 +++--------------- GPS_Panel/Enumeration_KML.ipynb | 146 ++---- 4 files changed, 176 insertions(+), 937 deletions(-) diff --git a/GPS_Panel/.gitignore b/GPS_Panel/.gitignore index fb8e0bf..302830b 100644 --- a/GPS_Panel/.gitignore +++ b/GPS_Panel/.gitignore @@ -4,5 +4,4 @@ /El_Aguila /El_Aguila_2020 /Pampa - - +/Los_Loros diff --git a/GPS_Panel/.ipynb_checkpoints/ClassifierPanel_KML-checkpoint.ipynb b/GPS_Panel/.ipynb_checkpoints/ClassifierPanel_KML-checkpoint.ipynb index 71de65c..c759753 100644 --- a/GPS_Panel/.ipynb_checkpoints/ClassifierPanel_KML-checkpoint.ipynb +++ b/GPS_Panel/.ipynb_checkpoints/ClassifierPanel_KML-checkpoint.ipynb @@ -2,9 +2,21 @@ "cells": [ { "cell_type": "code", - "execution_count": 54, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/dlsaavedra/anaconda3/envs/new/lib/python3.7/site-packages/pysal/explore/segregation/network/network.py:16: UserWarning: You need pandana and urbanaccess to work with segregation's network module\n", + "You can install them with `pip install urbanaccess pandana` or `conda install -c udst pandana urbanaccess`\n", + " \"You need pandana and urbanaccess to work with segregation's network module\\n\"\n", + "/home/dlsaavedra/anaconda3/envs/new/lib/python3.7/site-packages/pysal/model/spvcm/abstracts.py:10: UserWarning: The `dill` module is required to use the sqlite backend fully.\n", + " from .sqlite import head_to_sql, start_sql\n" + ] + } + ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", @@ -46,16 +58,18 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ - "path_T = \"Pampa/THERMAL_01.tif\"\n", - "path_String = \"Pampa/BP-A-1.tif\"\n", - "ZonaPV = 'BP-A-1'\n", - "path_kml_panel = 'Pampa/KML/Paneles_' + ZonaPV +'_classifier.kml'\n", - "path_dict = 'Pampa/KML/Mesa_' + ZonaPV + '.pickle'\n", - "path_new_dict = 'Pampa/KML/Mesa_' + ZonaPV + '_classifier.pickle'\n", + "path_T = \"Los_Loros/TH_02_index_thermal_ir.tif\"\n", + "path_String = \"Los_Loros/Raster_Test.tif\"\n", + "ZonaPV = 'Test'\n", + "path_kml_panel = 'Los_Loros/KML/Paneles_' + ZonaPV +'.kml'\n", + "path_kml_mesa ='Los_Loros/KML/Mesa_' + ZonaPV +'.kml'\n", + "path_dict = 'Los_Loros/KML/Mesa_' + ZonaPV + '.pickle'\n", + "path_new_dict = 'Los_Loros/KML/Mesa_' + ZonaPV + '_classifier.pickle'\n", + "\n", "\n", "GR_String = gr.from_file(path_String)\n", "GR_T = gr.from_file(path_T)\n", @@ -74,7 +88,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -102,29 +116,36 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "10\n" + "1\n", + "2\n", + "3\n", + "4\n", + "5\n", + "6\n", + "7\n", + "8\n" ] }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 77, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -140,16 +161,16 @@ "epsilon = -2\n", "matrix_expand_bounds = [[-epsilon, -epsilon],[+epsilon, -epsilon], [+epsilon, +epsilon], [-epsilon, +epsilon]]\n", "\n", - "for string_key in ['10']:# L_strings_coord.keys():\n", + "for string_key in L_strings_coord.keys():\n", " print(string_key)\n", " string = L_strings_coord[string_key]\n", " for panel_key in string['panels'].keys():\n", " panel = string['panels'][panel_key]\n", " Points = Utils.gps2pixel(panel['points'], geot_T) + matrix_expand_bounds\n", " \n", - " if not GR_T.raster.data[0,Points[0][1] : Points[2][1], Points[0][0]: Points[2][0]].size == 0:\n", + " if not GR_T.raster.data[Points[0][1] : Points[2][1], Points[0][0]: Points[2][0]].size == 0:\n", " Im = np.zeros((img_height, img_width, 3))\n", - " Im[:,:,0] = cv2.resize(GR_T.raster.data[0,Points[0][1] : Points[2][1], Points[0][0]: Points[2][0]], (img_width, img_height))\n", + " Im[:,:,0] = cv2.resize(GR_T.raster.data[Points[0][1] : Points[2][1], Points[0][0]: Points[2][0]], (img_width, img_height))\n", " Im[:,:,1] = Im[:,:,0].copy()\n", " Im[:,:,2] = Im[:,:,0].copy()\n", " panel['status'], panel['prob'] = classifier(base_model, recognizer_SVM, le, Im)\n", @@ -157,27 +178,27 @@ " print('problem with coords panel: ', string_key, '_', panel_key)\n", "\n", "plt.figure(figsize=(6, 6))\n", - "plt.imshow(Im.astype(int))" + "plt.imshow(Im)" ] }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 83, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -189,402 +210,22 @@ } ], "source": [ - "epsilon = 100\n", + "epsilon = 10\n", "matrix_expand_bounds = [[-epsilon, -epsilon],[+epsilon, -epsilon], [+epsilon, +epsilon], [-epsilon, +epsilon]]\n", "\n", "\n", - "panel = string['panels']['29']\n", + "panel = string['panels']['2']\n", "Points = Utils.gps2pixel(panel['points'], geot_T) + matrix_expand_bounds\n", "plt.figure(figsize=(6, 6))\n", - "plt.imshow(GR_T.raster.data[0,Points[0][1] : Points[2][1], Points[0][0]: Points[2][0]],cmap = 'gray')\n" + "plt.imshow(GR_T.raster.data[Points[0][1] : Points[2][1], Points[0][0]: Points[2][0]],cmap = 'gray')\n" ] }, { "cell_type": "code", - "execution_count": 79, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'id': 'Mesa_010',\n", - " 'points': array([[-70.1137603 , -18.88374416],\n", - " [-70.1137603 , -18.8841109 ],\n", - " [-70.11373707, -18.8841109 ],\n", - " [-70.11373707, -18.88374416]]),\n", - " 'panels': {'1': {'id': 1,\n", - " 'points': array([[-70.1137603 , -18.88374416],\n", - " [-70.1137603 , -18.88375319],\n", - " [-70.11373852, -18.88375319],\n", - " [-70.11373852, -18.88374416]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9999999974582974,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '2': {'id': 2,\n", - " 'points': array([[-70.1137603 , -18.88375319],\n", - " [-70.1137603 , -18.88376222],\n", - " [-70.11373852, -18.88376222],\n", - " [-70.11373852, -18.88375319]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9999999999994424,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '3': {'id': 3,\n", - " 'points': array([[-70.1137603 , -18.88376222],\n", - " [-70.1137603 , -18.88377156],\n", - " [-70.11373852, -18.88377156],\n", - " [-70.11373852, -18.88376222]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9999997602535461,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '4': {'id': 4,\n", - " 'points': array([[-70.1137603 , -18.88377156],\n", - " [-70.1137603 , -18.88378059],\n", - " [-70.11373852, -18.88378059],\n", - " [-70.11373852, -18.88377156]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9999999999980936,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '5': {'id': 5,\n", - " 'points': array([[-70.1137603 , -18.88378059],\n", - " [-70.1137603 , -18.88378993],\n", - " [-70.11373852, -18.88378993],\n", - " [-70.11373852, -18.88378059]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9999999779162957,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '6': {'id': 6,\n", - " 'points': array([[-70.1137603 , -18.88378993],\n", - " [-70.1137603 , -18.88379895],\n", - " [-70.11373852, -18.88379895],\n", - " [-70.11373852, -18.88378993]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9999999999999447,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '7': {'id': 7,\n", - " 'points': array([[-70.1137603 , -18.88379895],\n", - " [-70.1137603 , -18.88380829],\n", - " [-70.11373852, -18.88380829],\n", - " [-70.11373852, -18.88379895]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.999999999128643,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '8': {'id': 8,\n", - " 'points': array([[-70.1137603 , -18.88380829],\n", - " [-70.1137603 , -18.88381732],\n", - " [-70.11373852, -18.88381732],\n", - " [-70.11373852, -18.88380829]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9999999999976773,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '9': {'id': 9,\n", - " 'points': array([[-70.1137603 , -18.88381732],\n", - " [-70.1137603 , -18.88382666],\n", - " [-70.11373852, -18.88382666],\n", - " [-70.11373852, -18.88381732]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9999999865502004,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '10': {'id': 10,\n", - " 'points': array([[-70.1137603 , -18.88382666],\n", - " [-70.1137603 , -18.88383569],\n", - " [-70.11373852, -18.88383569],\n", - " [-70.11373852, -18.88382666]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.6644867214270673,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '11': {'id': 11,\n", - " 'points': array([[-70.1137603 , -18.88383569],\n", - " [-70.1137603 , -18.88384472],\n", - " [-70.11373852, -18.88384472],\n", - " [-70.11373852, -18.88383569]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9999943922003554,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '12': {'id': 12,\n", - " 'points': array([[-70.1137603 , -18.88384472],\n", - " [-70.1137603 , -18.88385406],\n", - " [-70.11373852, -18.88385406],\n", - " [-70.11373852, -18.88384472]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9999930979888187,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '13': {'id': 13,\n", - " 'points': array([[-70.1137603 , -18.88385406],\n", - " [-70.1137603 , -18.88386309],\n", - " [-70.11373852, -18.88386309],\n", - " [-70.11373852, -18.88385406]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9745824938551096,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '14': {'id': 14,\n", - " 'points': array([[-70.1137603 , -18.88386309],\n", - " [-70.1137603 , -18.88387243],\n", - " [-70.11373852, -18.88387243],\n", - " [-70.11373852, -18.88386309]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9898600718156667,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '15': {'id': 15,\n", - " 'points': array([[-70.1137603 , -18.88387243],\n", - " [-70.1137603 , -18.88388145],\n", - " [-70.11373852, -18.88388145],\n", - " [-70.11373852, -18.88387243]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9806793434421213,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '16': {'id': 16,\n", - " 'points': array([[-70.1137603 , -18.88388145],\n", - " [-70.1137603 , -18.88389079],\n", - " [-70.11373852, -18.88389079],\n", - " [-70.11373852, -18.88388145]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.999999837090797,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '17': {'id': 17,\n", - " 'points': array([[-70.1137603 , -18.88389079],\n", - " [-70.1137603 , -18.88389982],\n", - " [-70.11373852, -18.88389982],\n", - " [-70.11373852, -18.88389079]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9924301909160113,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '18': {'id': 18,\n", - " 'points': array([[-70.1137603 , -18.88389982],\n", - " [-70.1137603 , -18.88390916],\n", - " [-70.11373852, -18.88390916],\n", - " [-70.11373852, -18.88389982]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9999999999942012,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '19': {'id': 19,\n", - " 'points': array([[-70.1137603 , -18.88390916],\n", - " [-70.1137603 , -18.88391819],\n", - " [-70.11373852, -18.88391819],\n", - " [-70.11373852, -18.88390916]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9999999919790152,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '20': {'id': 20,\n", - " 'points': array([[-70.1137603 , -18.88391819],\n", - " [-70.1137603 , -18.88392722],\n", - " [-70.11373852, -18.88392722],\n", - " [-70.11373852, -18.88391819]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9999904970847652,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '21': {'id': 21,\n", - " 'points': array([[-70.1137603 , -18.88392722],\n", - " [-70.1137603 , -18.88393656],\n", - " [-70.11373852, -18.88393656],\n", - " [-70.11373852, -18.88392722]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9999959942511066,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '22': {'id': 22,\n", - " 'points': array([[-70.1137603 , -18.88393656],\n", - " [-70.1137603 , -18.88394559],\n", - " [-70.11373852, -18.88394559],\n", - " [-70.11373852, -18.88393656]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9882801857680308,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '23': {'id': 23,\n", - " 'points': array([[-70.1137603 , -18.88394559],\n", - " [-70.1137603 , -18.88395493],\n", - " [-70.11373852, -18.88395493],\n", - " [-70.11373852, -18.88394559]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.8638580569876031,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '24': {'id': 24,\n", - " 'points': array([[-70.1137603 , -18.88395493],\n", - 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" [-70.11373852, -18.88398232]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9999993947400787,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '28': {'id': 28,\n", - " 'points': array([[-70.1137603 , -18.88399166],\n", - " [-70.1137603 , -18.88400069],\n", - " [-70.11373852, -18.88400069],\n", - " [-70.11373852, -18.88399166]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9905119422535897,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '29': {'id': 29,\n", - " 'points': array([[-70.1137603 , -18.88400069],\n", - " [-70.1137603 , -18.88401003],\n", - " [-70.11373852, -18.88401003],\n", - " [-70.11373852, -18.88400069]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.7757526418449818,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '30': {'id': 30,\n", - " 'points': array([[-70.1137603 , -18.88401003],\n", - " [-70.1137603 , -18.88401906],\n", - " [-70.11373852, -18.88401906],\n", - " [-70.11373852, -18.88401003]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9860332917154839,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '31': {'id': 31,\n", - " 'points': array([[-70.1137603 , -18.88401906],\n", - " [-70.1137603 , -18.88402809],\n", - " [-70.11373852, -18.88402809],\n", - " [-70.11373852, -18.88401906]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9999999561655515,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '32': {'id': 32,\n", - " 'points': array([[-70.1137603 , -18.88402809],\n", - " [-70.1137603 , -18.88403742],\n", - " [-70.11373852, -18.88403742],\n", - " [-70.11373852, -18.88402809]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9999999999999699,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '33': {'id': 33,\n", - " 'points': array([[-70.1137603 , -18.88403742],\n", - " [-70.1137603 , -18.88404645],\n", - " [-70.11373852, -18.88404645],\n", - " [-70.11373852, -18.88403742]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9999999999907283,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '34': {'id': 34,\n", - " 'points': array([[-70.1137603 , -18.88404645],\n", - " [-70.1137603 , -18.88405579],\n", - " [-70.11373852, -18.88405579],\n", - " [-70.11373852, -18.88404645]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9999999999999699,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '35': {'id': 35,\n", - " 'points': array([[-70.1137603 , -18.88405579],\n", - " [-70.1137603 , -18.88406482],\n", - " [-70.11373852, -18.88406482],\n", - " [-70.11373852, -18.88405579]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.999999992402474,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '36': {'id': 36,\n", - " 'points': array([[-70.1137603 , -18.88406482],\n", - " [-70.1137603 , -18.88407416],\n", - " [-70.11373852, -18.88407416],\n", - " [-70.11373852, -18.88406482]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.90917031183596,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '37': {'id': 37,\n", - " 'points': array([[-70.1137603 , -18.88407416],\n", - " [-70.1137603 , -18.88408319],\n", - " [-70.11373852, -18.88408319],\n", - " [-70.11373852, -18.88407416]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.8419277241921781,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '38': {'id': 38,\n", - " 'points': array([[-70.1137603 , -18.88408319],\n", - " [-70.1137603 , -18.88409253],\n", - " [-70.11373852, -18.88409253],\n", - " [-70.11373852, -18.88408319]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.8482129635733254,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '39': {'id': 39,\n", - " 'points': array([[-70.1137603 , -18.88409253],\n", - " [-70.1137603 , -18.88410156],\n", - " [-70.11373852, -18.88410156],\n", - " [-70.11373852, -18.88409253]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9999999999999699,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '40': {'id': 40,\n", - " 'points': array([[-70.1137603 , -18.88410156],\n", - " [-70.1137603 , -18.88411027],\n", - " [-70.11373852, -18.88411027],\n", - " [-70.11373852, -18.88410156]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.999999999978633,\n", - " 'T': 0,\n", - " 'severidad': 'default'}},\n", - " 'status': 'default',\n", - " 'T': 0}" - ] - }, - "execution_count": 79, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "string = L_strings_coord['10']\n", - "string" - ] + "outputs": [], + "source": [] }, { "cell_type": "markdown", @@ -595,9 +236,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Listo\n" + ] + } + ], "source": [ "\n", "kml=simplekml.Kml()\n", @@ -619,6 +268,7 @@ " pmt.extendeddata.newdata(name='Cód. Fall', value= 0)\n", " pmt.extendeddata.newdata(name= 'Tipo falla', value= panel['status'])\n", " pmt.extendeddata.newdata(name= 'Mesa', value= string['id'])\n", + " pmt.extendeddata.newdata(name= 'T°', value= panel['T'])\n", " \n", "kml.save(path_kml_panel)\n", "## Save List in coordinate latitud and longitude ###\n", @@ -643,22 +293,22 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 20, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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vdtyGti2sLvNYvF4fc3tSJM0wCJqvRsQ3i81bom9w83q2JPrVdeC8BNwj6YOSfg74NHCy4za07SRwuPj+MHBijG1JkSTgK8CFiPjSmn+a6L6NWs+WTL8iotMv4CDwI+A14I+7vn7Dffkag6Xq32VwN30Y2M0gM3OpeJ0ddzsT/fp1Bh+hzwFni6+Dk9434KPAvxb9Og/8SbG9cr88c8AswTMHzBIcOGYJDhyzBAeOWYIDxyzBgWOW4MAxS3DgmCX8P+JuB9xoXLxbAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -670,7 +320,7 @@ } ], "source": [ - "plt.imshow(GR_T.raster.data[0,Points[0][1] : Points[2][1], Points[0][0]: Points[2][0]].astype(int), cmap = 'gray')" + "plt.imshow(GR_T.raster.data[Points[0][1] : Points[2][1], Points[0][0]: Points[2][0]].astype(int), cmap = 'gray')" ] }, { diff --git a/GPS_Panel/ClassifierPanel_KML.ipynb b/GPS_Panel/ClassifierPanel_KML.ipynb index 71de65c..3bb0c40 100644 --- a/GPS_Panel/ClassifierPanel_KML.ipynb +++ b/GPS_Panel/ClassifierPanel_KML.ipynb @@ -2,9 +2,21 @@ "cells": [ { "cell_type": "code", - "execution_count": 54, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/dlsaavedra/anaconda3/envs/new/lib/python3.7/site-packages/pysal/explore/segregation/network/network.py:16: UserWarning: You need pandana and urbanaccess to work with segregation's network module\n", + "You can install them with `pip install urbanaccess pandana` or `conda install -c udst pandana urbanaccess`\n", + " \"You need pandana and urbanaccess to work with segregation's network module\\n\"\n", + "/home/dlsaavedra/anaconda3/envs/new/lib/python3.7/site-packages/pysal/model/spvcm/abstracts.py:10: UserWarning: The `dill` module is required to use the sqlite backend fully.\n", + " from .sqlite import head_to_sql, start_sql\n" + ] + } + ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", @@ -46,16 +58,18 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ - "path_T = \"Pampa/THERMAL_01.tif\"\n", - "path_String = \"Pampa/BP-A-1.tif\"\n", - "ZonaPV = 'BP-A-1'\n", - "path_kml_panel = 'Pampa/KML/Paneles_' + ZonaPV +'_classifier.kml'\n", - "path_dict = 'Pampa/KML/Mesa_' + ZonaPV + '.pickle'\n", - "path_new_dict = 'Pampa/KML/Mesa_' + ZonaPV + '_classifier.pickle'\n", + "path_T = \"Los_Loros/TH_02_index_thermal_ir.tif\"\n", + "path_String = \"Los_Loros/Raster_Test.tif\"\n", + "ZonaPV = 'Test'\n", + "path_kml_panel = 'Los_Loros/KML/Paneles_' + ZonaPV +'.kml'\n", + "path_kml_mesa ='Los_Loros/KML/Mesa_' + ZonaPV +'.kml'\n", + "path_dict = 'Los_Loros/KML/Mesa_' + ZonaPV + '.pickle'\n", + "path_new_dict = 'Los_Loros/KML/Mesa_' + ZonaPV + '_classifier.pickle'\n", + "\n", "\n", "GR_String = gr.from_file(path_String)\n", "GR_T = gr.from_file(path_T)\n", @@ -74,7 +88,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -102,29 +116,36 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "10\n" + "1\n", + "2\n", + "3\n", + "4\n", + "5\n", + "6\n", + "7\n", + "8\n" ] }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 77, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -140,16 +161,16 @@ "epsilon = -2\n", "matrix_expand_bounds = [[-epsilon, -epsilon],[+epsilon, -epsilon], [+epsilon, +epsilon], [-epsilon, +epsilon]]\n", "\n", - "for string_key in ['10']:# L_strings_coord.keys():\n", + "for string_key in L_strings_coord.keys():\n", " print(string_key)\n", " string = L_strings_coord[string_key]\n", " for panel_key in string['panels'].keys():\n", " panel = string['panels'][panel_key]\n", " Points = Utils.gps2pixel(panel['points'], geot_T) + matrix_expand_bounds\n", " \n", - " if not GR_T.raster.data[0,Points[0][1] : Points[2][1], Points[0][0]: Points[2][0]].size == 0:\n", + " if not GR_T.raster.data[Points[0][1] : Points[2][1], Points[0][0]: Points[2][0]].size == 0:\n", " Im = np.zeros((img_height, img_width, 3))\n", - " Im[:,:,0] = cv2.resize(GR_T.raster.data[0,Points[0][1] : Points[2][1], Points[0][0]: Points[2][0]], (img_width, img_height))\n", + " Im[:,:,0] = cv2.resize(GR_T.raster.data[Points[0][1] : Points[2][1], Points[0][0]: Points[2][0]], (img_width, img_height))\n", " Im[:,:,1] = Im[:,:,0].copy()\n", " Im[:,:,2] = Im[:,:,0].copy()\n", " panel['status'], panel['prob'] = classifier(base_model, recognizer_SVM, le, Im)\n", @@ -157,27 +178,27 @@ " print('problem with coords panel: ', string_key, '_', panel_key)\n", "\n", "plt.figure(figsize=(6, 6))\n", - "plt.imshow(Im.astype(int))" + "plt.imshow(Im)" ] }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 83, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -189,402 +210,22 @@ } ], "source": [ - "epsilon = 100\n", + "epsilon = 10\n", "matrix_expand_bounds = [[-epsilon, -epsilon],[+epsilon, -epsilon], [+epsilon, +epsilon], [-epsilon, +epsilon]]\n", "\n", "\n", - "panel = string['panels']['29']\n", + "panel = string['panels']['2']\n", "Points = Utils.gps2pixel(panel['points'], geot_T) + matrix_expand_bounds\n", "plt.figure(figsize=(6, 6))\n", - "plt.imshow(GR_T.raster.data[0,Points[0][1] : Points[2][1], Points[0][0]: Points[2][0]],cmap = 'gray')\n" + "plt.imshow(GR_T.raster.data[Points[0][1] : Points[2][1], Points[0][0]: Points[2][0]],cmap = 'gray')\n" ] }, { "cell_type": "code", - "execution_count": 79, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'id': 'Mesa_010',\n", - " 'points': array([[-70.1137603 , -18.88374416],\n", - " [-70.1137603 , -18.8841109 ],\n", - " [-70.11373707, -18.8841109 ],\n", - " [-70.11373707, -18.88374416]]),\n", - " 'panels': {'1': {'id': 1,\n", - " 'points': array([[-70.1137603 , -18.88374416],\n", - " [-70.1137603 , -18.88375319],\n", - " [-70.11373852, -18.88375319],\n", - " [-70.11373852, -18.88374416]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9999999974582974,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '2': {'id': 2,\n", - " 'points': array([[-70.1137603 , -18.88375319],\n", - " [-70.1137603 , -18.88376222],\n", - " [-70.11373852, -18.88376222],\n", - " [-70.11373852, -18.88375319]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9999999999994424,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '3': {'id': 3,\n", - " 'points': array([[-70.1137603 , -18.88376222],\n", - " [-70.1137603 , -18.88377156],\n", - " [-70.11373852, -18.88377156],\n", - " [-70.11373852, -18.88376222]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9999997602535461,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '4': {'id': 4,\n", - " 'points': array([[-70.1137603 , -18.88377156],\n", - " [-70.1137603 , -18.88378059],\n", - " [-70.11373852, -18.88378059],\n", - 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" 'T': 0,\n", - " 'severidad': 'default'},\n", - " '8': {'id': 8,\n", - " 'points': array([[-70.1137603 , -18.88380829],\n", - " [-70.1137603 , -18.88381732],\n", - " [-70.11373852, -18.88381732],\n", - " [-70.11373852, -18.88380829]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9999999999976773,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '9': {'id': 9,\n", - " 'points': array([[-70.1137603 , -18.88381732],\n", - " [-70.1137603 , -18.88382666],\n", - " [-70.11373852, -18.88382666],\n", - " [-70.11373852, -18.88381732]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9999999865502004,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '10': {'id': 10,\n", - " 'points': array([[-70.1137603 , -18.88382666],\n", - " [-70.1137603 , -18.88383569],\n", - " [-70.11373852, -18.88383569],\n", - " [-70.11373852, -18.88382666]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.6644867214270673,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '11': {'id': 11,\n", - " 'points': array([[-70.1137603 , -18.88383569],\n", - " [-70.1137603 , -18.88384472],\n", - " [-70.11373852, -18.88384472],\n", - " [-70.11373852, -18.88383569]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9999943922003554,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '12': {'id': 12,\n", - " 'points': array([[-70.1137603 , -18.88384472],\n", - " [-70.1137603 , -18.88385406],\n", - " [-70.11373852, -18.88385406],\n", - " [-70.11373852, -18.88384472]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9999930979888187,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '13': {'id': 13,\n", - " 'points': array([[-70.1137603 , -18.88385406],\n", - " [-70.1137603 , -18.88386309],\n", - " [-70.11373852, -18.88386309],\n", - " [-70.11373852, -18.88385406]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9745824938551096,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '14': {'id': 14,\n", - " 'points': array([[-70.1137603 , -18.88386309],\n", - " [-70.1137603 , -18.88387243],\n", - " [-70.11373852, -18.88387243],\n", - " [-70.11373852, -18.88386309]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9898600718156667,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '15': {'id': 15,\n", - " 'points': array([[-70.1137603 , -18.88387243],\n", - " [-70.1137603 , -18.88388145],\n", - " [-70.11373852, -18.88388145],\n", - " [-70.11373852, -18.88387243]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9806793434421213,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '16': {'id': 16,\n", - " 'points': array([[-70.1137603 , -18.88388145],\n", - " [-70.1137603 , -18.88389079],\n", - " [-70.11373852, -18.88389079],\n", - " [-70.11373852, -18.88388145]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.999999837090797,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '17': {'id': 17,\n", - " 'points': array([[-70.1137603 , -18.88389079],\n", - " [-70.1137603 , -18.88389982],\n", - " [-70.11373852, -18.88389982],\n", - " [-70.11373852, -18.88389079]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9924301909160113,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '18': {'id': 18,\n", - " 'points': array([[-70.1137603 , -18.88389982],\n", - " [-70.1137603 , -18.88390916],\n", - " [-70.11373852, -18.88390916],\n", - " [-70.11373852, -18.88389982]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9999999999942012,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '19': {'id': 19,\n", - " 'points': array([[-70.1137603 , -18.88390916],\n", - " [-70.1137603 , -18.88391819],\n", - " [-70.11373852, -18.88391819],\n", - " [-70.11373852, -18.88390916]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9999999919790152,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '20': {'id': 20,\n", - " 'points': array([[-70.1137603 , -18.88391819],\n", - " [-70.1137603 , -18.88392722],\n", - " [-70.11373852, -18.88392722],\n", - " [-70.11373852, -18.88391819]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9999904970847652,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '21': {'id': 21,\n", - " 'points': array([[-70.1137603 , -18.88392722],\n", - " [-70.1137603 , -18.88393656],\n", - " [-70.11373852, -18.88393656],\n", - " [-70.11373852, -18.88392722]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9999959942511066,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '22': {'id': 22,\n", - " 'points': array([[-70.1137603 , -18.88393656],\n", - " [-70.1137603 , -18.88394559],\n", - " [-70.11373852, -18.88394559],\n", - " [-70.11373852, -18.88393656]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9882801857680308,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '23': {'id': 23,\n", - " 'points': array([[-70.1137603 , -18.88394559],\n", - " [-70.1137603 , -18.88395493],\n", - " [-70.11373852, -18.88395493],\n", - " [-70.11373852, -18.88394559]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.8638580569876031,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '24': {'id': 24,\n", - " 'points': array([[-70.1137603 , -18.88395493],\n", - 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" [-70.11373852, -18.88398232]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9999993947400787,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '28': {'id': 28,\n", - " 'points': array([[-70.1137603 , -18.88399166],\n", - " [-70.1137603 , -18.88400069],\n", - " [-70.11373852, -18.88400069],\n", - " [-70.11373852, -18.88399166]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9905119422535897,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '29': {'id': 29,\n", - " 'points': array([[-70.1137603 , -18.88400069],\n", - " [-70.1137603 , -18.88401003],\n", - " [-70.11373852, -18.88401003],\n", - " [-70.11373852, -18.88400069]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.7757526418449818,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '30': {'id': 30,\n", - " 'points': array([[-70.1137603 , -18.88401003],\n", - " [-70.1137603 , -18.88401906],\n", - " [-70.11373852, -18.88401906],\n", - " [-70.11373852, -18.88401003]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9860332917154839,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '31': {'id': 31,\n", - " 'points': array([[-70.1137603 , -18.88401906],\n", - " [-70.1137603 , -18.88402809],\n", - " [-70.11373852, -18.88402809],\n", - " [-70.11373852, -18.88401906]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9999999561655515,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '32': {'id': 32,\n", - " 'points': array([[-70.1137603 , -18.88402809],\n", - " [-70.1137603 , -18.88403742],\n", - " [-70.11373852, -18.88403742],\n", - " [-70.11373852, -18.88402809]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9999999999999699,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '33': {'id': 33,\n", - " 'points': array([[-70.1137603 , -18.88403742],\n", - " [-70.1137603 , -18.88404645],\n", - " [-70.11373852, -18.88404645],\n", - " [-70.11373852, -18.88403742]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9999999999907283,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '34': {'id': 34,\n", - " 'points': array([[-70.1137603 , -18.88404645],\n", - " [-70.1137603 , -18.88405579],\n", - " [-70.11373852, -18.88405579],\n", - " [-70.11373852, -18.88404645]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9999999999999699,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '35': {'id': 35,\n", - " 'points': array([[-70.1137603 , -18.88405579],\n", - " [-70.1137603 , -18.88406482],\n", - " [-70.11373852, -18.88406482],\n", - " [-70.11373852, -18.88405579]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.999999992402474,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '36': {'id': 36,\n", - " 'points': array([[-70.1137603 , -18.88406482],\n", - " [-70.1137603 , -18.88407416],\n", - " [-70.11373852, -18.88407416],\n", - " [-70.11373852, -18.88406482]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.90917031183596,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '37': {'id': 37,\n", - " 'points': array([[-70.1137603 , -18.88407416],\n", - " [-70.1137603 , -18.88408319],\n", - " [-70.11373852, -18.88408319],\n", - " [-70.11373852, -18.88407416]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.8419277241921781,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '38': {'id': 38,\n", - " 'points': array([[-70.1137603 , -18.88408319],\n", - " [-70.1137603 , -18.88409253],\n", - " [-70.11373852, -18.88409253],\n", - " [-70.11373852, -18.88408319]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.8482129635733254,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '39': {'id': 39,\n", - " 'points': array([[-70.1137603 , -18.88409253],\n", - " [-70.1137603 , -18.88410156],\n", - " [-70.11373852, -18.88410156],\n", - " [-70.11373852, -18.88409253]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.9999999999999699,\n", - " 'T': 0,\n", - " 'severidad': 'default'},\n", - " '40': {'id': 40,\n", - " 'points': array([[-70.1137603 , -18.88410156],\n", - " [-70.1137603 , -18.88411027],\n", - " [-70.11373852, -18.88411027],\n", - " [-70.11373852, -18.88410156]]),\n", - " 'status': '1-Falla',\n", - " 'prob': 0.999999999978633,\n", - " 'T': 0,\n", - " 'severidad': 'default'}},\n", - " 'status': 'default',\n", - " 'T': 0}" - ] - }, - "execution_count": 79, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "string = L_strings_coord['10']\n", - "string" - ] + "outputs": [], + "source": [] }, { "cell_type": "markdown", @@ -595,9 +236,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Listo\n" + ] + } + ], "source": [ "\n", "kml=simplekml.Kml()\n", @@ -619,6 +268,7 @@ " pmt.extendeddata.newdata(name='Cód. Fall', value= 0)\n", " pmt.extendeddata.newdata(name= 'Tipo falla', value= panel['status'])\n", " pmt.extendeddata.newdata(name= 'Mesa', value= string['id'])\n", + " pmt.extendeddata.newdata(name= 'T°', value= panel['T'])\n", " \n", "kml.save(path_kml_panel)\n", "## Save List in coordinate latitud and longitude ###\n", @@ -643,22 +293,22 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 20, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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"text/plain": [ "
" ] @@ -670,7 +320,7 @@ } ], "source": [ - "plt.imshow(GR_T.raster.data[0,Points[0][1] : Points[2][1], Points[0][0]: Points[2][0]].astype(int), cmap = 'gray')" + "plt.imshow(GR_T.raster.data[Points[0][1] : Points[2][1], Points[0][0]: Points[2][0]].astype(int), cmap = 'gray')" ] }, { diff --git a/GPS_Panel/Enumeration_KML.ipynb b/GPS_Panel/Enumeration_KML.ipynb index 6384512..922b669 100644 --- a/GPS_Panel/Enumeration_KML.ipynb +++ b/GPS_Panel/Enumeration_KML.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 11, + "execution_count": 159, "metadata": {}, "outputs": [], "source": [ @@ -67,24 +67,26 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 221, "metadata": {}, "outputs": [], "source": [ "#path_T = \"Thermo.tif\"\n", "#path_String = \"Thermo_String_PV01.tif\"\n", "\n", - "path_T = \"Ocoa/Ocoa_T02.tif\"\n", - "path_String = \"Ocoa/Ocoa_Mesas.tif\"\n", - "ZonaPV = 'BP-A-1'\n", - "path_kml_panel = 'Ocoa/KML/Paneles_' + ZonaPV +'.kml'\n", - "path_kml_mesa ='Ocoa/KML/Mesa_' + ZonaPV +'.kml'\n", - "path_dict = 'Ocoa/KML/Mesa_' + ZonaPV + '.pickle'\n", + "path_T = \"Los_Loros/TH_02_index_thermal_ir.tif\"\n", + "path_String = \"Los_Loros/Raster_Test.tif\"\n", + "ZonaPV = 'Test'\n", + "path_kml_panel = 'Los_Loros/KML/Paneles_' + ZonaPV +'.kml'\n", + "path_kml_mesa ='Los_Loros/KML/Mesa_' + ZonaPV +'.kml'\n", + "path_dict = 'Los_Loros/KML/Mesa_' + ZonaPV + '.pickle'\n", "\n", - "panel_size = (29 , 50)\n", + "#panel_size = (11 , 21)\n", "#panel_size = (37 , 17) #weight, height size#\n", "#panel_size = (20 , 35)\n", - "overlap = 0\n", + "\n", + "split_Weight, split_Height = (10,2)\n", + "overlap = -0.005\n", "order_top_bottom = False # order top bottom or right left\n", "\n", "\n", @@ -101,7 +103,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 222, "metadata": {}, "outputs": [], "source": [ @@ -131,7 +133,7 @@ " 'points' : List_P, \n", " 'panels' : {}, \n", " 'status': 'default', \n", - " 'T':0}\n", + " 'T': np.mean(GR_T.raster.data[List_P[0][1]:List_P[2][1],List_P[0][0]:List_P[2][0]])}\n", "\n", "for string_key in L_strings.keys():\n", " \n", @@ -140,13 +142,13 @@ " Points = Utils.order_points_rect(string['points']).astype(np.int)\n", " \n", " ## If strings is vertical or horizontal\n", - " if (Points[2][0] - Points[0][0]) > (Points[2][1] - Points[0][1]):\n", - " split_Weight, split_Height = np.int((Points[2][0] - Points[0][0]) / panel_size[0]) , np.int((Points[2][1] - Points[0][1]) / panel_size[1])\n", - " else:\n", - " split_Weight, split_Height = np.int((Points[2][0] - Points[0][0]) / panel_size[1]) , np.int((Points[2][1] - Points[0][1]) / panel_size[0])\n", + " #if (Points[2][0] - Points[0][0]) > (Points[2][1] - Points[0][1]):\n", + " # split_Weight, split_Height = np.int((Points[2][0] - Points[0][0]) / panel_size[0]) , np.int((Points[2][1] - Points[0][1]) / panel_size[1])\n", + " #else:\n", + " # split_Weight, split_Height = np.int((Points[2][0] - Points[0][0]) / panel_size[1]) , np.int((Points[2][1] - Points[0][1]) / panel_size[0])\n", "\n", - " split_Weight = max(split_Weight, 1)\n", - " split_Height = max(split_Height, 1)\n", + " #split_Weight = max(split_Weight, 1)\n", + " #split_Height = max(split_Height, 1)\n", " M, maxWidth, maxHeight = Utils.perspectiveTransform(Points)\n", " sub_division = Utils.subdivision_rect([split_Weight, split_Height], maxWidth, maxHeight, overlap)\n", " sub_division_origin = np.uint(cv2.perspectiveTransform(np.array(sub_division), np.linalg.inv(M)))\n", @@ -155,7 +157,7 @@ " string['panels'][str(i)] = {'id' : i,\n", " 'points' : panels_coord,\n", " 'status': 'default', \n", - " 'T' : 0,\n", + " 'T' : np.mean(GR_T.raster.data[panels_coord[0][1]:panels_coord[2][1], panels_coord[0][0]:panels_coord[2][0]]),\n", " 'severidad': 'default'} \n" ] }, @@ -168,7 +170,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 223, "metadata": {}, "outputs": [], "source": [ @@ -194,16 +196,13 @@ " 'points': Utils.pixel2gps(points, geot), \n", " 'status': panel['status'], \n", " 'prob': 0.0, \n", - " 'T': 0, \n", + " 'T': panel['T'], \n", " 'severidad': 'default'}\n", " \n", " string_coord['panels'][panel_key] = panel_coord\n", " \n", " L_strings_coord[string_key] = string_coord\n", - "\n", - "## Save List in coordinate latitud and longitude ###\n", - "with open(path_dict, 'wb') as handle:\n", - " pickle.dump(L_strings_coord, handle, protocol=pickle.HIGHEST_PROTOCOL)" + "\n" ] }, { @@ -215,16 +214,11 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": {}, + "execution_count": 224, + "metadata": { + "scrolled": true + }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/dlsaavedra/anaconda3/envs/new/lib/python3.7/site-packages/ipykernel_launcher.py:40: UserWarning: Attempting to set identical bottom == top == -0.5 results in singular transformations; automatically expanding.\n" - ] - }, { "data": { "text/plain": [ @@ -236,7 +230,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] @@ -261,7 +255,7 @@ ], "source": [ "## Load List in coordinate latitud and longitude to pixels ###\n", - "string = L_strings_coord['22']\n", + "string = L_strings_coord['3']\n", "panels = string['panels']\n", "\n", "\n", @@ -299,8 +293,8 @@ " \n", "plt.figure(1)\n", "plt.figure(figsize=(16, 16))\n", - "plt.imshow(GR_T.raster[0,Points[0][1] : Points[2][1], Points[0][0]: Points[2][0]])\n", - "#plt.imshow(GR_T.raster[Points[0][1] : Points[2][1], Points[0][0]: Points[2][0]])\n", + "#plt.imshow(GR_T.raster[0,Points[0][1] : Points[2][1], Points[0][0]: Points[2][0]])\n", + "plt.imshow(GR_T.raster[Points[0][1] : Points[2][1], Points[0][0]: Points[2][0]])\n", "#plt.imshow((GR_RGB.raster[:3,:,:]).transpose((1, 2, 0))[Points[0][1] : Points[2][1], Points[0][0]: Points[2][0],:])\n", "\n", "plt.title('Subdive Origin Image')\n", @@ -328,7 +322,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 225, "metadata": {}, "outputs": [ { @@ -340,6 +334,10 @@ } ], "source": [ + "\n", + "## Save List in coordinate latitud and longitude ###\n", + "with open(path_dict, 'wb') as handle:\n", + " pickle.dump(L_strings_coord, handle, protocol=pickle.HIGHEST_PROTOCOL)\n", "\n", "## Load List in coordinate latitud and longitude ###\n", "with open(path_dict, \"rb\") as fp:\n", @@ -353,9 +351,11 @@ " string = L_strings_coord[string_key]\n", " points = string['points']\n", " \n", - " pmt = kml.newpolygon(name= string['id'], outerboundaryis = points)\n", + " pmt = kml.newpolygon(name= string['id'], \n", + " outerboundaryis = points)\n", " pmt.extendeddata.newdata(name='Mesa', value=string['id'])\n", - "\n", + " pmt.extendeddata.newdata(name= 'T°', value= string['T'])\n", + " \n", "kml.save(path_kml_mesa)\n", "\n", "\n", @@ -378,6 +378,7 @@ " pmt.extendeddata.newdata(name='Cód. Fall', value= 0)\n", " pmt.extendeddata.newdata(name= 'Tipo falla', value= panel['status'])\n", " pmt.extendeddata.newdata(name= 'Mesa', value= string['id'])\n", + " pmt.extendeddata.newdata(name= 'T°', value= panel['T'])\n", " \n", "kml.save(path_kml_panel)\n", "print('Listo')" @@ -390,67 +391,6 @@ "outputs": [], "source": [] }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/dlsaavedra/anaconda3/envs/new/lib/python3.7/site-packages/ipykernel_launcher.py:3: UserWarning: Attempting to set identical left == right == -0.5 results in singular transformations; automatically expanding.\n", - " This is separate from the ipykernel package so we can avoid doing imports until\n", - "/home/dlsaavedra/anaconda3/envs/new/lib/python3.7/site-packages/ipykernel_launcher.py:3: UserWarning: Attempting to set identical bottom == top == -0.5 results in singular transformations; automatically expanding.\n", - " This is separate from the ipykernel package so we can avoid doing imports until\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
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