From 9000035f600b269c0816d0cc939be2ab7887452d Mon Sep 17 00:00:00 2001 From: Tobin Ford Date: Wed, 18 Dec 2024 14:03:20 -0700 Subject: [PATCH] reasonable aceleration factor calculated --- pvdeg/degradation.py | 8 +- testing-setpoints/standards_testing.ipynb | 203 +++++++++++----------- 2 files changed, 109 insertions(+), 102 deletions(-) diff --git a/pvdeg/degradation.py b/pvdeg/degradation.py index 84725f0..e687c1a 100644 --- a/pvdeg/degradation.py +++ b/pvdeg/degradation.py @@ -1000,10 +1000,10 @@ def deg( # inner integral # wavelength d lambda - irr_weighted = irr * np.exp(-C2 * wavelengths) # weight irradiances - irr_weighted *= wav_bin - irr_pow = irr_weighted ** p - wavelength_integral = np.sum(irr_pow, axis=1) # sum over wavelengths + irr_weighted = irr * np.exp(-C2 * wavelengths) # weight irradiances + irr_weighted *= wav_bin # multiply instantanous irradiance by bin size for rectangular integration + irr_pow = irr_weighted ** p # dependence on irradiance + wavelength_integral = np.sum(irr_pow, axis=1) # sum over wavelengths for integration # outer integral # arrhenius integral dt diff --git a/testing-setpoints/standards_testing.ipynb b/testing-setpoints/standards_testing.ipynb index d975715..6a87211 100644 --- a/testing-setpoints/standards_testing.ipynb +++ b/testing-setpoints/standards_testing.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 89, "metadata": {}, "outputs": [], "source": [ @@ -37,7 +37,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 90, "metadata": {}, "outputs": [], "source": [ @@ -48,7 +48,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 91, "metadata": {}, "outputs": [ { @@ -190,7 +190,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 92, "metadata": {}, "outputs": [ { @@ -219,7 +219,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 93, "metadata": {}, "outputs": [], "source": [ @@ -234,7 +234,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 94, "metadata": {}, "outputs": [ { @@ -279,7 +279,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 95, "metadata": {}, "outputs": [], "source": [ @@ -294,7 +294,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 96, "metadata": {}, "outputs": [ { @@ -341,7 +341,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 97, "metadata": {}, "outputs": [], "source": [ @@ -356,7 +356,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 98, "metadata": {}, "outputs": [ { @@ -407,7 +407,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 99, "metadata": {}, "outputs": [ { @@ -450,7 +450,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 100, "metadata": {}, "outputs": [], "source": [ @@ -468,7 +468,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 101, "metadata": {}, "outputs": [ { @@ -610,16 +610,16 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 102, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 14, + "execution_count": 102, "metadata": {}, "output_type": "execute_result" }, @@ -667,7 +667,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 103, "metadata": {}, "outputs": [], "source": [ @@ -685,7 +685,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 104, "metadata": {}, "outputs": [ { @@ -714,7 +714,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 105, "metadata": {}, "outputs": [ { @@ -845,7 +845,7 @@ "[72420 rows x 3 columns]" ] }, - "execution_count": 17, + "execution_count": 105, "metadata": {}, "output_type": "execute_result" } @@ -878,7 +878,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 106, "metadata": {}, "outputs": [ { @@ -887,7 +887,7 @@ "" ] }, - "execution_count": 18, + "execution_count": 106, "metadata": {}, "output_type": "execute_result" }, @@ -909,7 +909,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 107, "metadata": {}, "outputs": [ { @@ -918,7 +918,7 @@ "" ] }, - "execution_count": 19, + "execution_count": 107, "metadata": {}, "output_type": "execute_result" }, @@ -944,7 +944,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 108, "metadata": {}, "outputs": [], "source": [ @@ -962,7 +962,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 109, "metadata": {}, "outputs": [ { @@ -982,7 +982,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 110, "metadata": {}, "outputs": [], "source": [ @@ -996,7 +996,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 111, "metadata": {}, "outputs": [ { @@ -1016,7 +1016,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 112, "metadata": {}, "outputs": [ { @@ -1196,7 +1196,7 @@ "[72420 rows x 6 columns]" ] }, - "execution_count": 24, + "execution_count": 112, "metadata": {}, "output_type": "execute_result" } @@ -1210,7 +1210,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 113, "metadata": {}, "outputs": [], "source": [ @@ -1222,7 +1222,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 114, "metadata": {}, "outputs": [ { @@ -1390,7 +1390,7 @@ "[72420 rows x 5 columns]" ] }, - "execution_count": 26, + "execution_count": 114, "metadata": {}, "output_type": "execute_result" } @@ -1410,7 +1410,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 115, "metadata": {}, "outputs": [ { @@ -1439,7 +1439,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 116, "metadata": {}, "outputs": [], "source": [ @@ -1456,7 +1456,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 117, "metadata": {}, "outputs": [], "source": [ @@ -1490,7 +1490,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 118, "metadata": {}, "outputs": [ { @@ -1596,7 +1596,7 @@ "[72420 rows x 2 columns]" ] }, - "execution_count": 30, + "execution_count": 118, "metadata": {}, "output_type": "execute_result" } @@ -1617,16 +1617,16 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 129, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.00013780131919471138" + "2.2966886532444315e-06" ] }, - "execution_count": 31, + "execution_count": 129, "metadata": {}, "output_type": "execute_result" } @@ -1659,14 +1659,35 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 120, "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - " \r" + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[120], line 9\u001b[0m\n\u001b[0;32m 2\u001b[0m weather_id \u001b[38;5;241m=\u001b[39m (\u001b[38;5;241m25.783388\u001b[39m, \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m80.189029\u001b[39m) \u001b[38;5;66;03m# Miami\u001b[39;00m\n\u001b[0;32m 3\u001b[0m weather_arg \u001b[38;5;241m=\u001b[39m {\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mapi_key\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mDEMO_KEY\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[0;32m 4\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124memail\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124muser@mail.com\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[0;32m 5\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnames\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtmy\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[0;32m 6\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mattributes\u001b[39m\u001b[38;5;124m'\u001b[39m: [],\n\u001b[0;32m 7\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mmap_variables\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;28;01mTrue\u001b[39;00m}\n\u001b[1;32m----> 9\u001b[0m weather_df, meta \u001b[38;5;241m=\u001b[39m pvdeg\u001b[38;5;241m.\u001b[39mweather\u001b[38;5;241m.\u001b[39mget(weather_db, weather_id, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mweather_arg)\n", + "File \u001b[1;32m~\\dev\\PVDegradationTools\\pvdeg\\weather.py:76\u001b[0m, in \u001b[0;36mget\u001b[1;34m(database, id, geospatial, **kwargs)\u001b[0m\n\u001b[0;32m 74\u001b[0m meta \u001b[38;5;241m=\u001b[39m meta[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mlocation\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n\u001b[0;32m 75\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m database \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPSM3\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[1;32m---> 76\u001b[0m weather_df, meta \u001b[38;5;241m=\u001b[39m iotools\u001b[38;5;241m.\u001b[39mget_psm3(latitude\u001b[38;5;241m=\u001b[39mlat, longitude\u001b[38;5;241m=\u001b[39mlon, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 77\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m database \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mlocal\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[0;32m 78\u001b[0m fp \u001b[38;5;241m=\u001b[39m kwargs\u001b[38;5;241m.\u001b[39mpop(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfile\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", + "File \u001b[1;32mc:\\Users\\tford\\AppData\\Local\\miniconda3\\envs\\deg\\lib\\site-packages\\pvlib\\iotools\\psm3.py:215\u001b[0m, in \u001b[0;36mget_psm3\u001b[1;34m(latitude, longitude, api_key, email, names, interval, attributes, leap_day, full_name, affiliation, map_variables, url, timeout)\u001b[0m\n\u001b[0;32m 212\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 213\u001b[0m url \u001b[38;5;241m=\u001b[39m PSM_URL\n\u001b[1;32m--> 215\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[43mrequests\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparams\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mparams\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 216\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m response\u001b[38;5;241m.\u001b[39mok:\n\u001b[0;32m 217\u001b[0m \u001b[38;5;66;03m# if the API key is rejected, then the response status will be 403\u001b[39;00m\n\u001b[0;32m 218\u001b[0m \u001b[38;5;66;03m# Forbidden, and then the error is in the content and there is no JSON\u001b[39;00m\n\u001b[0;32m 219\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n", + "File \u001b[1;32mc:\\Users\\tford\\AppData\\Local\\miniconda3\\envs\\deg\\lib\\site-packages\\requests\\api.py:73\u001b[0m, in \u001b[0;36mget\u001b[1;34m(url, params, **kwargs)\u001b[0m\n\u001b[0;32m 62\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mget\u001b[39m(url, params\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[0;32m 63\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124;03m\"\"\"Sends a GET request.\u001b[39;00m\n\u001b[0;32m 64\u001b[0m \n\u001b[0;32m 65\u001b[0m \u001b[38;5;124;03m :param url: URL for the new :class:`Request` object.\u001b[39;00m\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 70\u001b[0m \u001b[38;5;124;03m :rtype: requests.Response\u001b[39;00m\n\u001b[0;32m 71\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[1;32m---> 73\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m request(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mget\u001b[39m\u001b[38;5;124m\"\u001b[39m, url, params\u001b[38;5;241m=\u001b[39mparams, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n", + "File \u001b[1;32mc:\\Users\\tford\\AppData\\Local\\miniconda3\\envs\\deg\\lib\\site-packages\\requests\\api.py:59\u001b[0m, in \u001b[0;36mrequest\u001b[1;34m(method, url, **kwargs)\u001b[0m\n\u001b[0;32m 55\u001b[0m \u001b[38;5;66;03m# By using the 'with' statement we are sure the session is closed, thus we\u001b[39;00m\n\u001b[0;32m 56\u001b[0m \u001b[38;5;66;03m# avoid leaving sockets open which can trigger a ResourceWarning in some\u001b[39;00m\n\u001b[0;32m 57\u001b[0m \u001b[38;5;66;03m# cases, and look like a memory leak in others.\u001b[39;00m\n\u001b[0;32m 58\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m sessions\u001b[38;5;241m.\u001b[39mSession() \u001b[38;5;28;01mas\u001b[39;00m session:\n\u001b[1;32m---> 59\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m session\u001b[38;5;241m.\u001b[39mrequest(method\u001b[38;5;241m=\u001b[39mmethod, url\u001b[38;5;241m=\u001b[39murl, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n", + "File \u001b[1;32mc:\\Users\\tford\\AppData\\Local\\miniconda3\\envs\\deg\\lib\\site-packages\\requests\\sessions.py:589\u001b[0m, in \u001b[0;36mSession.request\u001b[1;34m(self, method, url, params, data, headers, cookies, files, auth, timeout, allow_redirects, proxies, hooks, stream, verify, cert, json)\u001b[0m\n\u001b[0;32m 584\u001b[0m send_kwargs \u001b[38;5;241m=\u001b[39m {\n\u001b[0;32m 585\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtimeout\u001b[39m\u001b[38;5;124m\"\u001b[39m: timeout,\n\u001b[0;32m 586\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mallow_redirects\u001b[39m\u001b[38;5;124m\"\u001b[39m: allow_redirects,\n\u001b[0;32m 587\u001b[0m }\n\u001b[0;32m 588\u001b[0m send_kwargs\u001b[38;5;241m.\u001b[39mupdate(settings)\n\u001b[1;32m--> 589\u001b[0m resp \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msend(prep, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39msend_kwargs)\n\u001b[0;32m 591\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m resp\n", + "File \u001b[1;32mc:\\Users\\tford\\AppData\\Local\\miniconda3\\envs\\deg\\lib\\site-packages\\requests\\sessions.py:703\u001b[0m, in \u001b[0;36mSession.send\u001b[1;34m(self, request, **kwargs)\u001b[0m\n\u001b[0;32m 700\u001b[0m start \u001b[38;5;241m=\u001b[39m preferred_clock()\n\u001b[0;32m 702\u001b[0m \u001b[38;5;66;03m# Send the request\u001b[39;00m\n\u001b[1;32m--> 703\u001b[0m r \u001b[38;5;241m=\u001b[39m adapter\u001b[38;5;241m.\u001b[39msend(request, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 705\u001b[0m \u001b[38;5;66;03m# Total elapsed time of the request (approximately)\u001b[39;00m\n\u001b[0;32m 706\u001b[0m elapsed \u001b[38;5;241m=\u001b[39m preferred_clock() \u001b[38;5;241m-\u001b[39m start\n", + "File \u001b[1;32mc:\\Users\\tford\\AppData\\Local\\miniconda3\\envs\\deg\\lib\\site-packages\\requests\\adapters.py:667\u001b[0m, in \u001b[0;36mHTTPAdapter.send\u001b[1;34m(self, request, stream, timeout, verify, cert, proxies)\u001b[0m\n\u001b[0;32m 664\u001b[0m timeout \u001b[38;5;241m=\u001b[39m TimeoutSauce(connect\u001b[38;5;241m=\u001b[39mtimeout, read\u001b[38;5;241m=\u001b[39mtimeout)\n\u001b[0;32m 666\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 667\u001b[0m resp \u001b[38;5;241m=\u001b[39m \u001b[43mconn\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43murlopen\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 668\u001b[0m \u001b[43m \u001b[49m\u001b[43mmethod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 669\u001b[0m \u001b[43m \u001b[49m\u001b[43murl\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 670\u001b[0m \u001b[43m \u001b[49m\u001b[43mbody\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbody\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 671\u001b[0m \u001b[43m \u001b[49m\u001b[43mheaders\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mheaders\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 672\u001b[0m \u001b[43m \u001b[49m\u001b[43mredirect\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[0;32m 673\u001b[0m \u001b[43m \u001b[49m\u001b[43massert_same_host\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[0;32m 674\u001b[0m \u001b[43m \u001b[49m\u001b[43mpreload_content\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[0;32m 675\u001b[0m \u001b[43m \u001b[49m\u001b[43mdecode_content\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[0;32m 676\u001b[0m \u001b[43m \u001b[49m\u001b[43mretries\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmax_retries\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 677\u001b[0m \u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 678\u001b[0m \u001b[43m \u001b[49m\u001b[43mchunked\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mchunked\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 679\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 681\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m (ProtocolError, \u001b[38;5;167;01mOSError\u001b[39;00m) \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[0;32m 682\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mConnectionError\u001b[39;00m(err, request\u001b[38;5;241m=\u001b[39mrequest)\n", + "File \u001b[1;32mc:\\Users\\tford\\AppData\\Local\\miniconda3\\envs\\deg\\lib\\site-packages\\urllib3\\connectionpool.py:789\u001b[0m, in \u001b[0;36mHTTPConnectionPool.urlopen\u001b[1;34m(self, method, url, body, headers, retries, redirect, assert_same_host, timeout, pool_timeout, release_conn, chunked, body_pos, preload_content, decode_content, **response_kw)\u001b[0m\n\u001b[0;32m 786\u001b[0m response_conn \u001b[38;5;241m=\u001b[39m conn \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m release_conn \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m 788\u001b[0m \u001b[38;5;66;03m# Make the request on the HTTPConnection object\u001b[39;00m\n\u001b[1;32m--> 789\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_make_request(\n\u001b[0;32m 790\u001b[0m conn,\n\u001b[0;32m 791\u001b[0m method,\n\u001b[0;32m 792\u001b[0m url,\n\u001b[0;32m 793\u001b[0m timeout\u001b[38;5;241m=\u001b[39mtimeout_obj,\n\u001b[0;32m 794\u001b[0m body\u001b[38;5;241m=\u001b[39mbody,\n\u001b[0;32m 795\u001b[0m headers\u001b[38;5;241m=\u001b[39mheaders,\n\u001b[0;32m 796\u001b[0m chunked\u001b[38;5;241m=\u001b[39mchunked,\n\u001b[0;32m 797\u001b[0m retries\u001b[38;5;241m=\u001b[39mretries,\n\u001b[0;32m 798\u001b[0m response_conn\u001b[38;5;241m=\u001b[39mresponse_conn,\n\u001b[0;32m 799\u001b[0m preload_content\u001b[38;5;241m=\u001b[39mpreload_content,\n\u001b[0;32m 800\u001b[0m decode_content\u001b[38;5;241m=\u001b[39mdecode_content,\n\u001b[0;32m 801\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mresponse_kw,\n\u001b[0;32m 802\u001b[0m )\n\u001b[0;32m 804\u001b[0m \u001b[38;5;66;03m# Everything went great!\u001b[39;00m\n\u001b[0;32m 805\u001b[0m clean_exit \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n", + "File \u001b[1;32mc:\\Users\\tford\\AppData\\Local\\miniconda3\\envs\\deg\\lib\\site-packages\\urllib3\\connectionpool.py:466\u001b[0m, in \u001b[0;36mHTTPConnectionPool._make_request\u001b[1;34m(self, conn, method, url, body, headers, retries, timeout, chunked, response_conn, preload_content, decode_content, enforce_content_length)\u001b[0m\n\u001b[0;32m 463\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m 464\u001b[0m \u001b[38;5;66;03m# Trigger any extra validation we need to do.\u001b[39;00m\n\u001b[0;32m 465\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 466\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_validate_conn\u001b[49m\u001b[43m(\u001b[49m\u001b[43mconn\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 467\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m (SocketTimeout, BaseSSLError) \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m 468\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_raise_timeout(err\u001b[38;5;241m=\u001b[39me, url\u001b[38;5;241m=\u001b[39murl, timeout_value\u001b[38;5;241m=\u001b[39mconn\u001b[38;5;241m.\u001b[39mtimeout)\n", + "File \u001b[1;32mc:\\Users\\tford\\AppData\\Local\\miniconda3\\envs\\deg\\lib\\site-packages\\urllib3\\connectionpool.py:1095\u001b[0m, in \u001b[0;36mHTTPSConnectionPool._validate_conn\u001b[1;34m(self, conn)\u001b[0m\n\u001b[0;32m 1093\u001b[0m \u001b[38;5;66;03m# Force connect early to allow us to validate the connection.\u001b[39;00m\n\u001b[0;32m 1094\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m conn\u001b[38;5;241m.\u001b[39mis_closed:\n\u001b[1;32m-> 1095\u001b[0m \u001b[43mconn\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconnect\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1097\u001b[0m \u001b[38;5;66;03m# TODO revise this, see https://github.com/urllib3/urllib3/issues/2791\u001b[39;00m\n\u001b[0;32m 1098\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m conn\u001b[38;5;241m.\u001b[39mis_verified \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m conn\u001b[38;5;241m.\u001b[39mproxy_is_verified:\n", + "File \u001b[1;32mc:\\Users\\tford\\AppData\\Local\\miniconda3\\envs\\deg\\lib\\site-packages\\urllib3\\connection.py:730\u001b[0m, in \u001b[0;36mHTTPSConnection.connect\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 727\u001b[0m \u001b[38;5;66;03m# Remove trailing '.' from fqdn hostnames to allow certificate validation\u001b[39;00m\n\u001b[0;32m 728\u001b[0m server_hostname_rm_dot \u001b[38;5;241m=\u001b[39m server_hostname\u001b[38;5;241m.\u001b[39mrstrip(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m--> 730\u001b[0m sock_and_verified \u001b[38;5;241m=\u001b[39m \u001b[43m_ssl_wrap_socket_and_match_hostname\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 731\u001b[0m \u001b[43m \u001b[49m\u001b[43msock\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msock\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 732\u001b[0m \u001b[43m \u001b[49m\u001b[43mcert_reqs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcert_reqs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 733\u001b[0m \u001b[43m \u001b[49m\u001b[43mssl_version\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mssl_version\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 734\u001b[0m \u001b[43m \u001b[49m\u001b[43mssl_minimum_version\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mssl_minimum_version\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 735\u001b[0m \u001b[43m \u001b[49m\u001b[43mssl_maximum_version\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mssl_maximum_version\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 736\u001b[0m \u001b[43m \u001b[49m\u001b[43mca_certs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mca_certs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 737\u001b[0m \u001b[43m \u001b[49m\u001b[43mca_cert_dir\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mca_cert_dir\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 738\u001b[0m \u001b[43m \u001b[49m\u001b[43mca_cert_data\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mca_cert_data\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 739\u001b[0m \u001b[43m \u001b[49m\u001b[43mcert_file\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcert_file\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 740\u001b[0m \u001b[43m \u001b[49m\u001b[43mkey_file\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mkey_file\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 741\u001b[0m \u001b[43m \u001b[49m\u001b[43mkey_password\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mkey_password\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 742\u001b[0m \u001b[43m \u001b[49m\u001b[43mserver_hostname\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mserver_hostname_rm_dot\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 743\u001b[0m \u001b[43m \u001b[49m\u001b[43mssl_context\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mssl_context\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 744\u001b[0m \u001b[43m \u001b[49m\u001b[43mtls_in_tls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtls_in_tls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 745\u001b[0m \u001b[43m \u001b[49m\u001b[43massert_hostname\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43massert_hostname\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 746\u001b[0m \u001b[43m \u001b[49m\u001b[43massert_fingerprint\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43massert_fingerprint\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 747\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 748\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msock \u001b[38;5;241m=\u001b[39m sock_and_verified\u001b[38;5;241m.\u001b[39msocket\n\u001b[0;32m 750\u001b[0m \u001b[38;5;66;03m# If an error occurs during connection/handshake we may need to release\u001b[39;00m\n\u001b[0;32m 751\u001b[0m \u001b[38;5;66;03m# our lock so another connection can probe the origin.\u001b[39;00m\n", + "File \u001b[1;32mc:\\Users\\tford\\AppData\\Local\\miniconda3\\envs\\deg\\lib\\site-packages\\urllib3\\connection.py:909\u001b[0m, in \u001b[0;36m_ssl_wrap_socket_and_match_hostname\u001b[1;34m(sock, cert_reqs, ssl_version, ssl_minimum_version, ssl_maximum_version, cert_file, key_file, key_password, ca_certs, ca_cert_dir, ca_cert_data, assert_hostname, assert_fingerprint, server_hostname, ssl_context, tls_in_tls)\u001b[0m\n\u001b[0;32m 906\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m is_ipaddress(normalized):\n\u001b[0;32m 907\u001b[0m server_hostname \u001b[38;5;241m=\u001b[39m normalized\n\u001b[1;32m--> 909\u001b[0m ssl_sock \u001b[38;5;241m=\u001b[39m \u001b[43mssl_wrap_socket\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 910\u001b[0m \u001b[43m \u001b[49m\u001b[43msock\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msock\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 911\u001b[0m \u001b[43m \u001b[49m\u001b[43mkeyfile\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mkey_file\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 912\u001b[0m \u001b[43m \u001b[49m\u001b[43mcertfile\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcert_file\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 913\u001b[0m \u001b[43m \u001b[49m\u001b[43mkey_password\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mkey_password\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 914\u001b[0m \u001b[43m \u001b[49m\u001b[43mca_certs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mca_certs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 915\u001b[0m \u001b[43m \u001b[49m\u001b[43mca_cert_dir\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mca_cert_dir\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 916\u001b[0m \u001b[43m \u001b[49m\u001b[43mca_cert_data\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mca_cert_data\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 917\u001b[0m \u001b[43m \u001b[49m\u001b[43mserver_hostname\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mserver_hostname\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 918\u001b[0m \u001b[43m \u001b[49m\u001b[43mssl_context\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcontext\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 919\u001b[0m \u001b[43m \u001b[49m\u001b[43mtls_in_tls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtls_in_tls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 920\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 922\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m 923\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m assert_fingerprint:\n", + "File \u001b[1;32mc:\\Users\\tford\\AppData\\Local\\miniconda3\\envs\\deg\\lib\\site-packages\\urllib3\\util\\ssl_.py:469\u001b[0m, in \u001b[0;36mssl_wrap_socket\u001b[1;34m(sock, keyfile, certfile, cert_reqs, ca_certs, server_hostname, ssl_version, ciphers, ssl_context, ca_cert_dir, key_password, ca_cert_data, tls_in_tls)\u001b[0m\n\u001b[0;32m 465\u001b[0m context\u001b[38;5;241m.\u001b[39mload_cert_chain(certfile, keyfile, key_password)\n\u001b[0;32m 467\u001b[0m context\u001b[38;5;241m.\u001b[39mset_alpn_protocols(ALPN_PROTOCOLS)\n\u001b[1;32m--> 469\u001b[0m ssl_sock \u001b[38;5;241m=\u001b[39m \u001b[43m_ssl_wrap_socket_impl\u001b[49m\u001b[43m(\u001b[49m\u001b[43msock\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcontext\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtls_in_tls\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mserver_hostname\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 470\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m ssl_sock\n", + "File \u001b[1;32mc:\\Users\\tford\\AppData\\Local\\miniconda3\\envs\\deg\\lib\\site-packages\\urllib3\\util\\ssl_.py:513\u001b[0m, in \u001b[0;36m_ssl_wrap_socket_impl\u001b[1;34m(sock, ssl_context, tls_in_tls, server_hostname)\u001b[0m\n\u001b[0;32m 510\u001b[0m SSLTransport\u001b[38;5;241m.\u001b[39m_validate_ssl_context_for_tls_in_tls(ssl_context)\n\u001b[0;32m 511\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m SSLTransport(sock, ssl_context, server_hostname)\n\u001b[1;32m--> 513\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mssl_context\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mwrap_socket\u001b[49m\u001b[43m(\u001b[49m\u001b[43msock\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mserver_hostname\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mserver_hostname\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[1;32mc:\\Users\\tford\\AppData\\Local\\miniconda3\\envs\\deg\\lib\\ssl.py:501\u001b[0m, in \u001b[0;36mSSLContext.wrap_socket\u001b[1;34m(self, sock, server_side, do_handshake_on_connect, suppress_ragged_eofs, server_hostname, session)\u001b[0m\n\u001b[0;32m 495\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mwrap_socket\u001b[39m(\u001b[38;5;28mself\u001b[39m, sock, server_side\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m,\n\u001b[0;32m 496\u001b[0m do_handshake_on_connect\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m,\n\u001b[0;32m 497\u001b[0m suppress_ragged_eofs\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m,\n\u001b[0;32m 498\u001b[0m server_hostname\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, session\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[0;32m 499\u001b[0m \u001b[38;5;66;03m# SSLSocket class handles server_hostname encoding before it calls\u001b[39;00m\n\u001b[0;32m 500\u001b[0m \u001b[38;5;66;03m# ctx._wrap_socket()\u001b[39;00m\n\u001b[1;32m--> 501\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msslsocket_class\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_create\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 502\u001b[0m \u001b[43m \u001b[49m\u001b[43msock\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msock\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 503\u001b[0m \u001b[43m \u001b[49m\u001b[43mserver_side\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mserver_side\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 504\u001b[0m \u001b[43m \u001b[49m\u001b[43mdo_handshake_on_connect\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdo_handshake_on_connect\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 505\u001b[0m \u001b[43m \u001b[49m\u001b[43msuppress_ragged_eofs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msuppress_ragged_eofs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 506\u001b[0m \u001b[43m \u001b[49m\u001b[43mserver_hostname\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mserver_hostname\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 507\u001b[0m \u001b[43m \u001b[49m\u001b[43mcontext\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[0;32m 508\u001b[0m \u001b[43m \u001b[49m\u001b[43msession\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msession\u001b[49m\n\u001b[0;32m 509\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[1;32mc:\\Users\\tford\\AppData\\Local\\miniconda3\\envs\\deg\\lib\\ssl.py:1074\u001b[0m, in \u001b[0;36mSSLSocket._create\u001b[1;34m(cls, sock, server_side, do_handshake_on_connect, suppress_ragged_eofs, server_hostname, context, session)\u001b[0m\n\u001b[0;32m 1071\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m timeout \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m0.0\u001b[39m:\n\u001b[0;32m 1072\u001b[0m \u001b[38;5;66;03m# non-blocking\u001b[39;00m\n\u001b[0;32m 1073\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdo_handshake_on_connect should not be specified for non-blocking sockets\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m-> 1074\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdo_handshake\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1075\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m (\u001b[38;5;167;01mOSError\u001b[39;00m, \u001b[38;5;167;01mValueError\u001b[39;00m):\n\u001b[0;32m 1076\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mclose()\n", + "File \u001b[1;32mc:\\Users\\tford\\AppData\\Local\\miniconda3\\envs\\deg\\lib\\ssl.py:1343\u001b[0m, in \u001b[0;36mSSLSocket.do_handshake\u001b[1;34m(self, block)\u001b[0m\n\u001b[0;32m 1341\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m timeout \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m0.0\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m block:\n\u001b[0;32m 1342\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msettimeout(\u001b[38;5;28;01mNone\u001b[39;00m)\n\u001b[1;32m-> 1343\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_sslobj\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdo_handshake\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1344\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[0;32m 1345\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msettimeout(timeout)\n", + "\u001b[1;31mKeyboardInterrupt\u001b[0m: " ] } ], @@ -1695,7 +1716,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1723,7 +1744,7 @@ "Freq: h, Length: 8760, dtype: float64" ] }, - "execution_count": 33, + "execution_count": 81, "metadata": {}, "output_type": "execute_result" } @@ -1745,7 +1766,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1895,7 +1916,7 @@ "[8760 rows x 4 columns]" ] }, - "execution_count": 34, + "execution_count": 82, "metadata": {}, "output_type": "execute_result" } @@ -1924,13 +1945,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 136, "metadata": {}, "outputs": [], "source": [ "# the metadata contains information that tells us we are in UTC-5, this corresponds to GMT+5\n", "times = pd.date_range(\"2001-01-01 00:30:00\", freq='1h', periods=len(weather_df), tz=\"America/New_York\") # east coast time for miami, can replace with tz=\"Etc/GMT+5\"\n", "solpos = solarposition.get_solarposition(times, latitude=meta[\"latitude\"], longitude=meta[\"longitude\"])\n", + "# solpos = solarposition.get_solarposition(weather_df.index.tz_convert(\"America/New_York\"), latitude=meta[\"latitude\"], longitude=meta[\"longitude\"])\n", "\n", "tilt = 25.8\n", "azimuth = 180\n", @@ -1952,6 +1974,7 @@ " pressure=weather_df[\"pressure\"]\n", ")\n", "\n", + "# calculate spectrum for all timeseries results\n", "spectra = spectrum.spectrl2(\n", " # timeseries inputs\n", " apparent_zenith=solpos[\"apparent_zenith\"],\n", @@ -1977,44 +2000,7 @@ }, { "cell_type": "code", - "execution_count": 57, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ 300. , 305. , 310. , 315. , 320. , 325. , 330. , 335. ,\n", - " 340. , 345. , 350. , 360. , 370. , 380. , 390. , 400. ,\n", - " 410. , 420. , 430. , 440. , 450. , 460. , 470. , 480. ,\n", - " 490. , 500. , 510. , 520. , 530. , 540. , 550. , 570. ,\n", - " 593. , 610. , 630. , 656. , 667.6, 690. , 710. , 718. ,\n", - " 724.4, 740. , 752.5, 757.5, 762.5, 767.5, 780. , 800. ,\n", - " 816. , 823.7, 831.5, 840. , 860. , 880. , 905. , 915. ,\n", - " 925. , 930. , 937. , 948. , 965. , 980. , 993.5, 1040. ,\n", - " 1070. , 1100. , 1120. , 1130. , 1145. , 1161. , 1170. , 1200. ,\n", - " 1240. , 1270. , 1290. , 1320. , 1350. , 1395. , 1442.5, 1462.5,\n", - " 1477. , 1497. , 1520. , 1539. , 1558. , 1578. , 1592. , 1610. ,\n", - " 1630. , 1646. , 1678. , 1740. , 1800. , 1860. , 1920. , 1960. ,\n", - " 1985. , 2005. , 2035. , 2065. , 2100. , 2148. , 2198. , 2270. ,\n", - " 2360. , 2450. , 2500. , 2600. , 2700. , 2800. , 2900. , 3000. ,\n", - " 3100. , 3200. , 3300. , 3400. , 3500. , 3600. , 3700. , 3800. ,\n", - " 3900. , 4000. ])" - ] - }, - "execution_count": 57, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# spectra.keys()\n", - "\n", - "spectra[\"wavelength\"]" - ] - }, - { - "cell_type": "code", - "execution_count": 67, + "execution_count": 137, "metadata": {}, "outputs": [ { @@ -2371,7 +2357,7 @@ "[10 rows x 122 columns]" ] }, - "execution_count": 67, + "execution_count": 137, "metadata": {}, "output_type": "execute_result" } @@ -2391,16 +2377,16 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 138, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "2.002574069617825e-40" + "3.846823960851549e-06" ] }, - "execution_count": 68, + "execution_count": 138, "metadata": {}, "output_type": "execute_result" } @@ -2410,7 +2396,7 @@ "miami_res = pvdeg.degradation.degradation(\n", " spectra_df=miami_irr,\n", " # we calculated these above the irradiance calculation and they are representative of the conditions on the module\n", - " temp_module=temp_module,\n", + " temp_module=temp_module + 273.15, # convert to K\n", " rh_module=rh_module[\"RH_back_encap\"]\n", ")\n", "\n", @@ -2419,24 +2405,45 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 139, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(2.2966886532444315e-06, 3.846823960851549e-06)" + ] + }, + "execution_count": 139, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "chamber_res, miami_res" + ] + }, + { + "cell_type": "code", + "execution_count": 140, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "6.881209603448508e+35" + "0.597035028537159" ] }, - "execution_count": 70, + "execution_count": 140, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "# why does the chamber have less degradation\n", + "# chamber has less degradation than miami ^^^\n", "af = chamber_res / miami_res\n", "\n", - "# this is extremely large\n", "af" ] }