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": [
-       "<matplotlib.legend.Legend at 0x263e598bbe0>"
+       "<matplotlib.legend.Legend at 0x20f383aefa0>"
       ]
      },
-     "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 @@
        "<Axes: title={'center': 'rh setpoints : contain nans'}>"
       ]
      },
-     "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 @@
        "<Axes: title={'center': 'rh setpoints : nans fixed'}>"
       ]
      },
-     "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"
    ]
   }