diff --git a/examples/analyse_india_data.ipynb b/examples/analyse_india_data.ipynb
new file mode 100644
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+++ b/examples/analyse_india_data.ipynb
@@ -0,0 +1,2987 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import plotly as py\n",
+ "import plotly.express as px\n",
+ "import plotly.graph_objects as go\n",
+ "\n",
+ "output_filename = \"/Users/dragonflyiterations/Desktop/open-climate-fix/pvoutput/pvoutput/examples/pv_data/PVOutput_India_timeseries_one.hdf5\"\n",
+ "\n",
+ "with pd.HDFStore(output_filename, mode=\"r\", complevel=9) as store:\n",
+ " keys = store.keys()\n",
+ " print(keys)\n",
+ "\n",
+ " df = store.get(key=\"/timeseries/100451\")\n",
+ "print(df.head())\n",
+ "\n",
+ " \n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "#### Histogram of site capacities"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# get csv file with system metadata from pvoutput\n",
+ "# get plotly to work\n",
+ "# system id and capacity\n",
+ "# plot the data as histogram in plotly\n",
+ "import plotly.express as px\n",
+ "\n",
+ "file = \"../examples/pv_data/PVOutput_India_systems.csv\"\n",
+ "data = pd.read_csv(file)\n",
+ "df = pd.DataFrame(data, columns=[\"system_id\", \"system_size_W\"])\n",
+ "df[\"system_id\"] = df[\"system_id\"].astype(str)\n",
+ "df[\"system_size_W\"] = (df[\"system_size_W\"] / 1000).astype(float)\n",
+ "#rename columns titles\n",
+ "df.rename(\n",
+ " columns={\"system_id\": \"System ID\", \"system_size_W\": \"System Capacity (kW)\"},\n",
+ " inplace=True,\n",
+ ")\n",
+ "fig = px.histogram(\n",
+ " df, x=\"System ID\", y=\"System Capacity (kW)\", title=\"PVOutput India System Capacities\"\n",
+ ")\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### Heatmap of data availability"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 126,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "['2530', '2553', '2555', '2556', '3035', '3323', '7219', '14351', '30432', '35948', '35987', '45628', '46732', '47522', '49660', '50492', '55087', '56151', '56709', '58780', '59687', '59710', '59838', '60294', '60602', '60673', '62846', '65138', '66634', '66705', '67861', '71120', '72742', '73140', '73347', '74429', '77684', '77710', '78186', '78245', '78571', '79121', '79612', '81408', '82026', '82081', '82574', '85738', '86244', '87345', '87410', '90559', '91554', '97094', '99833', '100451']\n",
+ " system_id\n",
+ "0 2530\n",
+ "1 2553\n",
+ "2 2555\n",
+ "3 2556\n",
+ "4 3035\n",
+ "5 3323\n",
+ "6 7219\n",
+ "7 14351\n",
+ "8 30432\n",
+ "9 35948\n",
+ "10 35987\n",
+ "11 45628\n",
+ "12 46732\n",
+ "13 47522\n",
+ "14 49660\n",
+ "15 50492\n",
+ "16 55087\n",
+ "17 56151\n",
+ "18 56709\n",
+ "19 58780\n",
+ "20 59687\n",
+ "21 59710\n",
+ "22 59838\n",
+ "23 60294\n",
+ "24 60602\n",
+ "25 60673\n",
+ "26 62846\n",
+ "27 65138\n",
+ "28 66634\n",
+ "29 66705\n",
+ "30 67861\n",
+ "31 71120\n",
+ "32 72742\n",
+ "33 73140\n",
+ "34 73347\n",
+ "35 74429\n",
+ "36 77684\n",
+ "37 77710\n",
+ "38 78186\n",
+ "39 78245\n",
+ "40 78571\n",
+ "41 79121\n",
+ "42 79612\n",
+ "43 81408\n",
+ "44 82026\n",
+ "45 82081\n",
+ "46 82574\n",
+ "47 85738\n",
+ "48 86244\n",
+ "49 87345\n",
+ "50 87410\n",
+ "51 90559\n",
+ "52 91554\n",
+ "53 97094\n",
+ "54 99833\n",
+ "55 100451\n",
+ "systesms with no data []\n",
+ "0\n",
+ "systems with data ['14351', '49660', '56151', '56709', '58780', '59687', '59710', '60294', '60602', '60673', '66634', '67861', '71120', '72742', '73347', '77684', '77710', '78186', '79612', '81408', '82081', '85738', '86244', '87410', '90559', '91554', '97094', '99833', '100451']\n"
+ ]
+ }
+ ],
+ "source": [
+ "# plot data availability by year per system as heatmap in plotly\n",
+ "# read hdf file with missing dates and with keys\n",
+ "# create plotly heatmap for one year for one system\n",
+ "# write function to create heatmap for all years for one system\n",
+ "# write function to create heatmap for all years for all systems\n",
+ "# put system ids in a list\n",
+ "# check that id exists as a timeseries key\n",
+ "# loop through list and create heatmap of data availability for each system\n",
+ "frames = []\n",
+ "systems_with_no_data = []\n",
+ "systems_with_data = []\n",
+ "file = \"../examples/pv_data/PVOutput_India_systems.csv\"\n",
+ "data = pd.read_csv(file)\n",
+ "df = pd.DataFrame(data, columns=[\"system_id\"])\n",
+ "if \"system_id\" in df.columns:\n",
+ " system_ids = df[\"system_id\"].values.astype(str).tolist()\n",
+ " print(system_ids)\n",
+ "\n",
+ "with pd.HDFStore(output_filename, mode=\"r\", complevel=9) as store:\n",
+ " for system_id in system_ids:\n",
+ " if \"/timeseries/\" + system_id in store.keys():\n",
+ " systems_with_data.append(system_id)\n",
+ " \n",
+ " \n",
+ " \n",
+ "\n",
+ "\n",
+ "print(df)\n",
+ "print(\"systesms with no data\", systems_with_no_data)\n",
+ "print(len(systems_with_no_data))\n",
+ "print(\"systems with data\", systems_with_data)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### Plot production for one site "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 171,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 1626970800000000000 7.0 89.0 \n",
+ "1 1626971100000000000 15.0 90.0 \n",
+ "2 1626971400000000000 22.0 89.0 \n",
+ "3 1626971700000000000 29.0 89.0 \n",
+ "4 1626972000000000000 29.0 0.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 NaN NaN 1699016973760975 1635811200 \n",
+ "1 NaN NaN 1699016973760975 1635811200 \n",
+ "2 NaN NaN 1699016973760975 1635811200 \n",
+ "3 NaN NaN 1699016973760975 1635811200 \n",
+ "4 NaN NaN 1699016973760975 1635811200 \n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 2021-07-22 16:20:00 7.0 89.0 \n",
+ "1 2021-07-22 16:25:00 15.0 90.0 \n",
+ "2 2021-07-22 16:30:00 22.0 89.0 \n",
+ "3 2021-07-22 16:35:00 29.0 89.0 \n",
+ "4 2021-07-22 16:40:00 29.0 0.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 NaN NaN 1699016973760975 1635811200 \n",
+ "1 NaN NaN 1699016973760975 1635811200 \n",
+ "2 NaN NaN 1699016973760975 1635811200 \n",
+ "3 NaN NaN 1699016973760975 1635811200 \n",
+ "4 NaN NaN 1699016973760975 1635811200 \n",
+ "[{'System ID': '14351', 'Start': Timestamp('2021-07-22 16:20:00'), 'Finish': Timestamp('2021-07-22 17:00:00')}]\n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 1509693600000000000 40.0 1452.0 \n",
+ "1 1509693900000000000 40.0 0.0 \n",
+ "2 1509694200000000000 40.0 0.0 \n",
+ "3 1509694500000000000 40.0 0.0 \n",
+ "4 1509694800000000000 40.0 0.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 NaN NaN 1699017257803836 1541203200 \n",
+ "1 NaN NaN 1699017257803836 1541203200 \n",
+ "2 NaN NaN 1699017257803836 1541203200 \n",
+ "3 NaN NaN 1699017257803836 1541203200 \n",
+ "4 NaN NaN 1699017257803836 1541203200 \n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 2017-11-03 07:20:00 40.0 1452.0 \n",
+ "1 2017-11-03 07:25:00 40.0 0.0 \n",
+ "2 2017-11-03 07:30:00 40.0 0.0 \n",
+ "3 2017-11-03 07:35:00 40.0 0.0 \n",
+ "4 2017-11-03 07:40:00 40.0 0.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 NaN NaN 1699017257803836 1541203200 \n",
+ "1 NaN NaN 1699017257803836 1541203200 \n",
+ "2 NaN NaN 1699017257803836 1541203200 \n",
+ "3 NaN NaN 1699017257803836 1541203200 \n",
+ "4 NaN NaN 1699017257803836 1541203200 \n",
+ "[{'System ID': '14351', 'Start': Timestamp('2021-07-22 16:20:00'), 'Finish': Timestamp('2021-07-22 17:00:00')}, {'System ID': '49660', 'Start': Timestamp('2017-11-03 07:20:00'), 'Finish': Timestamp('2017-12-07 22:00:00')}]\n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 1513945500000000000 42500.0 14500.0 \n",
+ "1 1513945800000000000 43900.0 14200.0 \n",
+ "2 1513946100000000000 44500.0 0.0 \n",
+ "3 1513946400000000000 45000.0 14300.0 \n",
+ "4 1513946700000000000 46200.0 14500.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 NaN 526.0 1699017386551423 1541203200 \n",
+ "1 NaN 536.0 1699017386551423 1541203200 \n",
+ "2 NaN 652.0 1699017386551423 1541203200 \n",
+ "3 NaN 522.0 1699017386551423 1541203200 \n",
+ "4 NaN 516.0 1699017386551423 1541203200 \n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 2017-12-22 12:25:00 42500.0 14500.0 \n",
+ "1 2017-12-22 12:30:00 43900.0 14200.0 \n",
+ "2 2017-12-22 12:35:00 44500.0 0.0 \n",
+ "3 2017-12-22 12:40:00 45000.0 14300.0 \n",
+ "4 2017-12-22 12:45:00 46200.0 14500.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 NaN 526.0 1699017386551423 1541203200 \n",
+ "1 NaN 536.0 1699017386551423 1541203200 \n",
+ "2 NaN 652.0 1699017386551423 1541203200 \n",
+ "3 NaN 522.0 1699017386551423 1541203200 \n",
+ "4 NaN 516.0 1699017386551423 1541203200 \n",
+ "[{'System ID': '14351', 'Start': Timestamp('2021-07-22 16:20:00'), 'Finish': Timestamp('2021-07-22 17:00:00')}, {'System ID': '49660', 'Start': Timestamp('2017-11-03 07:20:00'), 'Finish': Timestamp('2017-12-07 22:00:00')}, {'System ID': '56151', 'Start': Timestamp('2017-12-22 12:25:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}]\n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 1516728000000000000 7770.0 159.0 \n",
+ "1 1516728300000000000 7780.0 91.0 \n",
+ "2 1516728600000000000 7790.0 124.0 \n",
+ "3 1516729500000000000 7810.0 103.0 \n",
+ "4 1516729800000000000 7820.0 93.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 39.5 247.2 1699017430495614 1541203200 \n",
+ "1 39.1 248.0 1699017430495614 1541203200 \n",
+ "2 38.6 248.8 1699017430495614 1541203200 \n",
+ "3 37.9 247.2 1699017430495614 1541203200 \n",
+ "4 37.6 247.2 1699017430495614 1541203200 \n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 2018-01-23 17:20:00 7770.0 159.0 \n",
+ "1 2018-01-23 17:25:00 7780.0 91.0 \n",
+ "2 2018-01-23 17:30:00 7790.0 124.0 \n",
+ "3 2018-01-23 17:45:00 7810.0 103.0 \n",
+ "4 2018-01-23 17:50:00 7820.0 93.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 39.5 247.2 1699017430495614 1541203200 \n",
+ "1 39.1 248.0 1699017430495614 1541203200 \n",
+ "2 38.6 248.8 1699017430495614 1541203200 \n",
+ "3 37.9 247.2 1699017430495614 1541203200 \n",
+ "4 37.6 247.2 1699017430495614 1541203200 \n",
+ "[{'System ID': '14351', 'Start': Timestamp('2021-07-22 16:20:00'), 'Finish': Timestamp('2021-07-22 17:00:00')}, {'System ID': '49660', 'Start': Timestamp('2017-11-03 07:20:00'), 'Finish': Timestamp('2017-12-07 22:00:00')}, {'System ID': '56151', 'Start': Timestamp('2017-12-22 12:25:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '56709', 'Start': Timestamp('2018-01-23 17:20:00'), 'Finish': Timestamp('2021-09-10 12:45:00')}]\n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 1525147200000000000 200.0 551.0 \n",
+ "1 1525147500000000000 200.0 626.0 \n",
+ "2 1525147800000000000 300.0 726.0 \n",
+ "3 1525148100000000000 300.0 944.0 \n",
+ "4 1525148400000000000 400.0 998.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 32.1 232.0 1699017472581195 1541203200 \n",
+ "1 32.3 250.8 1699017472581195 1541203200 \n",
+ "2 32.5 249.3 1699017472581195 1541203200 \n",
+ "3 32.9 249.2 1699017472581195 1541203200 \n",
+ "4 33.3 240.6 1699017472581195 1541203200 \n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 2018-05-01 04:00:00 200.0 551.0 \n",
+ "1 2018-05-01 04:05:00 200.0 626.0 \n",
+ "2 2018-05-01 04:10:00 300.0 726.0 \n",
+ "3 2018-05-01 04:15:00 300.0 944.0 \n",
+ "4 2018-05-01 04:20:00 400.0 998.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 32.1 232.0 1699017472581195 1541203200 \n",
+ "1 32.3 250.8 1699017472581195 1541203200 \n",
+ "2 32.5 249.3 1699017472581195 1541203200 \n",
+ "3 32.9 249.2 1699017472581195 1541203200 \n",
+ "4 33.3 240.6 1699017472581195 1541203200 \n",
+ "[{'System ID': '14351', 'Start': Timestamp('2021-07-22 16:20:00'), 'Finish': Timestamp('2021-07-22 17:00:00')}, {'System ID': '49660', 'Start': Timestamp('2017-11-03 07:20:00'), 'Finish': Timestamp('2017-12-07 22:00:00')}, {'System ID': '56151', 'Start': Timestamp('2017-12-22 12:25:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '56709', 'Start': Timestamp('2018-01-23 17:20:00'), 'Finish': Timestamp('2021-09-10 12:45:00')}, {'System ID': '58780', 'Start': Timestamp('2018-05-01 04:00:00'), 'Finish': Timestamp('2021-11-03 13:30:00')}]\n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 1528444500000000000 234.0 371.0 \n",
+ "1 1528444800000000000 272.0 370.0 \n",
+ "2 1528445100000000000 294.0 359.0 \n",
+ "3 1528445400000000000 339.0 421.0 \n",
+ "4 1528446000000000000 400.0 456.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 NaN NaN 1699017522051653 1541203200 \n",
+ "1 NaN NaN 1699017522051653 1541203200 \n",
+ "2 NaN NaN 1699017522051653 1541203200 \n",
+ "3 NaN NaN 1699017522051653 1541203200 \n",
+ "4 NaN NaN 1699017522051653 1541203200 \n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 2018-06-08 07:55:00 234.0 371.0 \n",
+ "1 2018-06-08 08:00:00 272.0 370.0 \n",
+ "2 2018-06-08 08:05:00 294.0 359.0 \n",
+ "3 2018-06-08 08:10:00 339.0 421.0 \n",
+ "4 2018-06-08 08:20:00 400.0 456.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 NaN NaN 1699017522051653 1541203200 \n",
+ "1 NaN NaN 1699017522051653 1541203200 \n",
+ "2 NaN NaN 1699017522051653 1541203200 \n",
+ "3 NaN NaN 1699017522051653 1541203200 \n",
+ "4 NaN NaN 1699017522051653 1541203200 \n",
+ "[{'System ID': '14351', 'Start': Timestamp('2021-07-22 16:20:00'), 'Finish': Timestamp('2021-07-22 17:00:00')}, {'System ID': '49660', 'Start': Timestamp('2017-11-03 07:20:00'), 'Finish': Timestamp('2017-12-07 22:00:00')}, {'System ID': '56151', 'Start': Timestamp('2017-12-22 12:25:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '56709', 'Start': Timestamp('2018-01-23 17:20:00'), 'Finish': Timestamp('2021-09-10 12:45:00')}, {'System ID': '58780', 'Start': Timestamp('2018-05-01 04:00:00'), 'Finish': Timestamp('2021-11-03 13:30:00')}, {'System ID': '59687', 'Start': Timestamp('2018-06-08 07:55:00'), 'Finish': Timestamp('2023-11-02 20:40:00')}]\n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 1529993700000000000 1.0 4.0 \n",
+ "1 1529994600000000000 10.0 36.0 \n",
+ "2 1529995500000000000 29.0 76.0 \n",
+ "3 1529996400000000000 69.0 160.0 \n",
+ "4 1529997300000000000 129.0 238.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 NaN NaN 1699017562283885 1541203200 \n",
+ "1 NaN NaN 1699017562283885 1541203200 \n",
+ "2 NaN NaN 1699017562283885 1541203200 \n",
+ "3 NaN NaN 1699017562283885 1541203200 \n",
+ "4 NaN NaN 1699017562283885 1541203200 \n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 2018-06-26 06:15:00 1.0 4.0 \n",
+ "1 2018-06-26 06:30:00 10.0 36.0 \n",
+ "2 2018-06-26 06:45:00 29.0 76.0 \n",
+ "3 2018-06-26 07:00:00 69.0 160.0 \n",
+ "4 2018-06-26 07:15:00 129.0 238.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 NaN NaN 1699017562283885 1541203200 \n",
+ "1 NaN NaN 1699017562283885 1541203200 \n",
+ "2 NaN NaN 1699017562283885 1541203200 \n",
+ "3 NaN NaN 1699017562283885 1541203200 \n",
+ "4 NaN NaN 1699017562283885 1541203200 \n",
+ "[{'System ID': '14351', 'Start': Timestamp('2021-07-22 16:20:00'), 'Finish': Timestamp('2021-07-22 17:00:00')}, {'System ID': '49660', 'Start': Timestamp('2017-11-03 07:20:00'), 'Finish': Timestamp('2017-12-07 22:00:00')}, {'System ID': '56151', 'Start': Timestamp('2017-12-22 12:25:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '56709', 'Start': Timestamp('2018-01-23 17:20:00'), 'Finish': Timestamp('2021-09-10 12:45:00')}, {'System ID': '58780', 'Start': Timestamp('2018-05-01 04:00:00'), 'Finish': Timestamp('2021-11-03 13:30:00')}, {'System ID': '59687', 'Start': Timestamp('2018-06-08 07:55:00'), 'Finish': Timestamp('2023-11-02 20:40:00')}, {'System ID': '59710', 'Start': Timestamp('2018-06-26 06:15:00'), 'Finish': Timestamp('2019-09-21 19:00:00')}]\n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 1570691400000000000 111.0 224.0 \n",
+ "1 1570691700000000000 129.0 238.0 \n",
+ "2 1570692000000000000 155.0 284.0 \n",
+ "3 1570692300000000000 176.0 217.0 \n",
+ "4 1570692600000000000 192.0 182.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 NaN NaN 1699017635354609 1572739200 \n",
+ "1 NaN NaN 1699017635354609 1572739200 \n",
+ "2 NaN NaN 1699017635354609 1572739200 \n",
+ "3 NaN NaN 1699017635354609 1572739200 \n",
+ "4 NaN NaN 1699017635354609 1572739200 \n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 2019-10-10 07:10:00 111.0 224.0 \n",
+ "1 2019-10-10 07:15:00 129.0 238.0 \n",
+ "2 2019-10-10 07:20:00 155.0 284.0 \n",
+ "3 2019-10-10 07:25:00 176.0 217.0 \n",
+ "4 2019-10-10 07:30:00 192.0 182.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 NaN NaN 1699017635354609 1572739200 \n",
+ "1 NaN NaN 1699017635354609 1572739200 \n",
+ "2 NaN NaN 1699017635354609 1572739200 \n",
+ "3 NaN NaN 1699017635354609 1572739200 \n",
+ "4 NaN NaN 1699017635354609 1572739200 \n",
+ "[{'System ID': '14351', 'Start': Timestamp('2021-07-22 16:20:00'), 'Finish': Timestamp('2021-07-22 17:00:00')}, {'System ID': '49660', 'Start': Timestamp('2017-11-03 07:20:00'), 'Finish': Timestamp('2017-12-07 22:00:00')}, {'System ID': '56151', 'Start': Timestamp('2017-12-22 12:25:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '56709', 'Start': Timestamp('2018-01-23 17:20:00'), 'Finish': Timestamp('2021-09-10 12:45:00')}, {'System ID': '58780', 'Start': Timestamp('2018-05-01 04:00:00'), 'Finish': Timestamp('2021-11-03 13:30:00')}, {'System ID': '59687', 'Start': Timestamp('2018-06-08 07:55:00'), 'Finish': Timestamp('2023-11-02 20:40:00')}, {'System ID': '59710', 'Start': Timestamp('2018-06-26 06:15:00'), 'Finish': Timestamp('2019-09-21 19:00:00')}, {'System ID': '60294', 'Start': Timestamp('2019-10-10 07:10:00'), 'Finish': Timestamp('2023-11-02 18:20:00')}]\n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 1533534600000000000 0.0 5.0 \n",
+ "1 1533534900000000000 1.0 14.0 \n",
+ "2 1533535200000000000 3.0 19.0 \n",
+ "3 1533535500000000000 5.0 19.0 \n",
+ "4 1533535800000000000 8.0 34.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 NaN 229.9 1699017692462479 1541203200 \n",
+ "1 NaN 230.3 1699017692462479 1541203200 \n",
+ "2 NaN 229.6 1699017692462479 1541203200 \n",
+ "3 NaN 230.0 1699017692462479 1541203200 \n",
+ "4 NaN 229.2 1699017692462479 1541203200 \n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 2018-08-06 05:50:00 0.0 5.0 \n",
+ "1 2018-08-06 05:55:00 1.0 14.0 \n",
+ "2 2018-08-06 06:00:00 3.0 19.0 \n",
+ "3 2018-08-06 06:05:00 5.0 19.0 \n",
+ "4 2018-08-06 06:10:00 8.0 34.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 NaN 229.9 1699017692462479 1541203200 \n",
+ "1 NaN 230.3 1699017692462479 1541203200 \n",
+ "2 NaN 229.6 1699017692462479 1541203200 \n",
+ "3 NaN 230.0 1699017692462479 1541203200 \n",
+ "4 NaN 229.2 1699017692462479 1541203200 \n",
+ "[{'System ID': '14351', 'Start': Timestamp('2021-07-22 16:20:00'), 'Finish': Timestamp('2021-07-22 17:00:00')}, {'System ID': '49660', 'Start': Timestamp('2017-11-03 07:20:00'), 'Finish': Timestamp('2017-12-07 22:00:00')}, {'System ID': '56151', 'Start': Timestamp('2017-12-22 12:25:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '56709', 'Start': Timestamp('2018-01-23 17:20:00'), 'Finish': Timestamp('2021-09-10 12:45:00')}, {'System ID': '58780', 'Start': Timestamp('2018-05-01 04:00:00'), 'Finish': Timestamp('2021-11-03 13:30:00')}, {'System ID': '59687', 'Start': Timestamp('2018-06-08 07:55:00'), 'Finish': Timestamp('2023-11-02 20:40:00')}, {'System ID': '59710', 'Start': Timestamp('2018-06-26 06:15:00'), 'Finish': Timestamp('2019-09-21 19:00:00')}, {'System ID': '60294', 'Start': Timestamp('2019-10-10 07:10:00'), 'Finish': Timestamp('2023-11-02 18:20:00')}, {'System ID': '60602', 'Start': Timestamp('2018-08-06 05:50:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}]\n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 1533665700000000000 10.0 117.0 \n",
+ "1 1533666000000000000 19.0 102.0 \n",
+ "2 1533666300000000000 25.0 73.0 \n",
+ "3 1533666600000000000 30.0 58.0 \n",
+ "4 1533666900000000000 31.0 14.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 NaN 231.0 1699017730950238 1541203200 \n",
+ "1 NaN 229.1 1699017730950238 1541203200 \n",
+ "2 NaN 230.3 1699017730950238 1541203200 \n",
+ "3 NaN 230.4 1699017730950238 1541203200 \n",
+ "4 NaN 229.6 1699017730950238 1541203200 \n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 2018-08-07 18:15:00 10.0 117.0 \n",
+ "1 2018-08-07 18:20:00 19.0 102.0 \n",
+ "2 2018-08-07 18:25:00 25.0 73.0 \n",
+ "3 2018-08-07 18:30:00 30.0 58.0 \n",
+ "4 2018-08-07 18:35:00 31.0 14.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 NaN 231.0 1699017730950238 1541203200 \n",
+ "1 NaN 229.1 1699017730950238 1541203200 \n",
+ "2 NaN 230.3 1699017730950238 1541203200 \n",
+ "3 NaN 230.4 1699017730950238 1541203200 \n",
+ "4 NaN 229.6 1699017730950238 1541203200 \n",
+ "[{'System ID': '14351', 'Start': Timestamp('2021-07-22 16:20:00'), 'Finish': Timestamp('2021-07-22 17:00:00')}, {'System ID': '49660', 'Start': Timestamp('2017-11-03 07:20:00'), 'Finish': Timestamp('2017-12-07 22:00:00')}, {'System ID': '56151', 'Start': Timestamp('2017-12-22 12:25:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '56709', 'Start': Timestamp('2018-01-23 17:20:00'), 'Finish': Timestamp('2021-09-10 12:45:00')}, {'System ID': '58780', 'Start': Timestamp('2018-05-01 04:00:00'), 'Finish': Timestamp('2021-11-03 13:30:00')}, {'System ID': '59687', 'Start': Timestamp('2018-06-08 07:55:00'), 'Finish': Timestamp('2023-11-02 20:40:00')}, {'System ID': '59710', 'Start': Timestamp('2018-06-26 06:15:00'), 'Finish': Timestamp('2019-09-21 19:00:00')}, {'System ID': '60294', 'Start': Timestamp('2019-10-10 07:10:00'), 'Finish': Timestamp('2023-11-02 18:20:00')}, {'System ID': '60602', 'Start': Timestamp('2018-08-06 05:50:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '60673', 'Start': Timestamp('2018-08-07 18:15:00'), 'Finish': Timestamp('2019-02-27 14:00:00')}]\n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 1555859100000000000 213.0 2553.0 \n",
+ "1 1555859400000000000 422.0 2509.0 \n",
+ "2 1555859700000000000 628.0 2469.0 \n",
+ "3 1555860000000000000 830.0 2422.0 \n",
+ "4 1555860300000000000 1028.0 2372.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 NaN NaN 1699017831870679 1572739200 \n",
+ "1 NaN NaN 1699017831870679 1572739200 \n",
+ "2 NaN NaN 1699017831870679 1572739200 \n",
+ "3 NaN NaN 1699017831870679 1572739200 \n",
+ "4 NaN NaN 1699017831870679 1572739200 \n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 2019-04-21 15:05:00 213.0 2553.0 \n",
+ "1 2019-04-21 15:10:00 422.0 2509.0 \n",
+ "2 2019-04-21 15:15:00 628.0 2469.0 \n",
+ "3 2019-04-21 15:20:00 830.0 2422.0 \n",
+ "4 2019-04-21 15:25:00 1028.0 2372.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 NaN NaN 1699017831870679 1572739200 \n",
+ "1 NaN NaN 1699017831870679 1572739200 \n",
+ "2 NaN NaN 1699017831870679 1572739200 \n",
+ "3 NaN NaN 1699017831870679 1572739200 \n",
+ "4 NaN NaN 1699017831870679 1572739200 \n",
+ "[{'System ID': '14351', 'Start': Timestamp('2021-07-22 16:20:00'), 'Finish': Timestamp('2021-07-22 17:00:00')}, {'System ID': '49660', 'Start': Timestamp('2017-11-03 07:20:00'), 'Finish': Timestamp('2017-12-07 22:00:00')}, {'System ID': '56151', 'Start': Timestamp('2017-12-22 12:25:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '56709', 'Start': Timestamp('2018-01-23 17:20:00'), 'Finish': Timestamp('2021-09-10 12:45:00')}, {'System ID': '58780', 'Start': Timestamp('2018-05-01 04:00:00'), 'Finish': Timestamp('2021-11-03 13:30:00')}, {'System ID': '59687', 'Start': Timestamp('2018-06-08 07:55:00'), 'Finish': Timestamp('2023-11-02 20:40:00')}, {'System ID': '59710', 'Start': Timestamp('2018-06-26 06:15:00'), 'Finish': Timestamp('2019-09-21 19:00:00')}, {'System ID': '60294', 'Start': Timestamp('2019-10-10 07:10:00'), 'Finish': Timestamp('2023-11-02 18:20:00')}, {'System ID': '60602', 'Start': Timestamp('2018-08-06 05:50:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '60673', 'Start': Timestamp('2018-08-07 18:15:00'), 'Finish': Timestamp('2019-02-27 14:00:00')}, {'System ID': '66634', 'Start': Timestamp('2019-04-21 15:05:00'), 'Finish': Timestamp('2023-11-02 18:25:00')}]\n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 1560059400000000000 0.0 24.0 \n",
+ "1 1560059700000000000 2.0 24.0 \n",
+ "2 1560060000000000000 4.0 24.0 \n",
+ "3 1560060300000000000 6.0 32.0 \n",
+ "4 1560060600000000000 8.0 34.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 NaN 227.3 1699017898041555 1572739200 \n",
+ "1 NaN 230.4 1699017898041555 1572739200 \n",
+ "2 NaN 230.5 1699017898041555 1572739200 \n",
+ "3 NaN 229.0 1699017898041555 1572739200 \n",
+ "4 NaN 229.3 1699017898041555 1572739200 \n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 2019-06-09 05:50:00 0.0 24.0 \n",
+ "1 2019-06-09 05:55:00 2.0 24.0 \n",
+ "2 2019-06-09 06:00:00 4.0 24.0 \n",
+ "3 2019-06-09 06:05:00 6.0 32.0 \n",
+ "4 2019-06-09 06:10:00 8.0 34.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 NaN 227.3 1699017898041555 1572739200 \n",
+ "1 NaN 230.4 1699017898041555 1572739200 \n",
+ "2 NaN 230.5 1699017898041555 1572739200 \n",
+ "3 NaN 229.0 1699017898041555 1572739200 \n",
+ "4 NaN 229.3 1699017898041555 1572739200 \n",
+ "[{'System ID': '14351', 'Start': Timestamp('2021-07-22 16:20:00'), 'Finish': Timestamp('2021-07-22 17:00:00')}, {'System ID': '49660', 'Start': Timestamp('2017-11-03 07:20:00'), 'Finish': Timestamp('2017-12-07 22:00:00')}, {'System ID': '56151', 'Start': Timestamp('2017-12-22 12:25:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '56709', 'Start': Timestamp('2018-01-23 17:20:00'), 'Finish': Timestamp('2021-09-10 12:45:00')}, {'System ID': '58780', 'Start': Timestamp('2018-05-01 04:00:00'), 'Finish': Timestamp('2021-11-03 13:30:00')}, {'System ID': '59687', 'Start': Timestamp('2018-06-08 07:55:00'), 'Finish': Timestamp('2023-11-02 20:40:00')}, {'System ID': '59710', 'Start': Timestamp('2018-06-26 06:15:00'), 'Finish': Timestamp('2019-09-21 19:00:00')}, {'System ID': '60294', 'Start': Timestamp('2019-10-10 07:10:00'), 'Finish': Timestamp('2023-11-02 18:20:00')}, {'System ID': '60602', 'Start': Timestamp('2018-08-06 05:50:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '60673', 'Start': Timestamp('2018-08-07 18:15:00'), 'Finish': Timestamp('2019-02-27 14:00:00')}, {'System ID': '66634', 'Start': Timestamp('2019-04-21 15:05:00'), 'Finish': Timestamp('2023-11-02 18:25:00')}, {'System ID': '67861', 'Start': Timestamp('2019-06-09 05:50:00'), 'Finish': Timestamp('2019-06-15 21:45:00')}]\n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 1572846300000000000 2.0 24.0 \n",
+ "1 1572846600000000000 2.0 0.0 \n",
+ "2 1572846900000000000 4.0 29.0 \n",
+ "3 1572847200000000000 4.0 0.0 \n",
+ "4 1572847500000000000 4.0 0.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 NaN 252.6 1699017930827599 1604275200 \n",
+ "1 NaN 252.0 1699017930827599 1604275200 \n",
+ "2 NaN 252.8 1699017930827599 1604275200 \n",
+ "3 NaN 252.4 1699017930827599 1604275200 \n",
+ "4 NaN 251.6 1699017930827599 1604275200 \n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 2019-11-04 05:45:00 2.0 24.0 \n",
+ "1 2019-11-04 05:50:00 2.0 0.0 \n",
+ "2 2019-11-04 05:55:00 4.0 29.0 \n",
+ "3 2019-11-04 06:00:00 4.0 0.0 \n",
+ "4 2019-11-04 06:05:00 4.0 0.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 NaN 252.6 1699017930827599 1604275200 \n",
+ "1 NaN 252.0 1699017930827599 1604275200 \n",
+ "2 NaN 252.8 1699017930827599 1604275200 \n",
+ "3 NaN 252.4 1699017930827599 1604275200 \n",
+ "4 NaN 251.6 1699017930827599 1604275200 \n",
+ "[{'System ID': '14351', 'Start': Timestamp('2021-07-22 16:20:00'), 'Finish': Timestamp('2021-07-22 17:00:00')}, {'System ID': '49660', 'Start': Timestamp('2017-11-03 07:20:00'), 'Finish': Timestamp('2017-12-07 22:00:00')}, {'System ID': '56151', 'Start': Timestamp('2017-12-22 12:25:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '56709', 'Start': Timestamp('2018-01-23 17:20:00'), 'Finish': Timestamp('2021-09-10 12:45:00')}, {'System ID': '58780', 'Start': Timestamp('2018-05-01 04:00:00'), 'Finish': Timestamp('2021-11-03 13:30:00')}, {'System ID': '59687', 'Start': Timestamp('2018-06-08 07:55:00'), 'Finish': Timestamp('2023-11-02 20:40:00')}, {'System ID': '59710', 'Start': Timestamp('2018-06-26 06:15:00'), 'Finish': Timestamp('2019-09-21 19:00:00')}, {'System ID': '60294', 'Start': Timestamp('2019-10-10 07:10:00'), 'Finish': Timestamp('2023-11-02 18:20:00')}, {'System ID': '60602', 'Start': Timestamp('2018-08-06 05:50:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '60673', 'Start': Timestamp('2018-08-07 18:15:00'), 'Finish': Timestamp('2019-02-27 14:00:00')}, {'System ID': '66634', 'Start': Timestamp('2019-04-21 15:05:00'), 'Finish': Timestamp('2023-11-02 18:25:00')}, {'System ID': '67861', 'Start': Timestamp('2019-06-09 05:50:00'), 'Finish': Timestamp('2019-06-15 21:45:00')}, {'System ID': '71120', 'Start': Timestamp('2019-11-04 05:45:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}]\n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 1598627700000000000 0.0 2927.0 \n",
+ "1 1598628000000000000 244.0 2927.0 \n",
+ "2 1598628300000000000 468.0 2684.0 \n",
+ "3 1598628600000000000 684.0 2591.0 \n",
+ "4 1598628900000000000 900.0 2591.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 NaN NaN 1699017974223400 1604275200 \n",
+ "1 NaN NaN 1699017974223400 1604275200 \n",
+ "2 NaN NaN 1699017974223400 1604275200 \n",
+ "3 NaN NaN 1699017974223400 1604275200 \n",
+ "4 NaN NaN 1699017974223400 1604275200 \n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 2020-08-28 15:15:00 0.0 2927.0 \n",
+ "1 2020-08-28 15:20:00 244.0 2927.0 \n",
+ "2 2020-08-28 15:25:00 468.0 2684.0 \n",
+ "3 2020-08-28 15:30:00 684.0 2591.0 \n",
+ "4 2020-08-28 15:35:00 900.0 2591.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 NaN NaN 1699017974223400 1604275200 \n",
+ "1 NaN NaN 1699017974223400 1604275200 \n",
+ "2 NaN NaN 1699017974223400 1604275200 \n",
+ "3 NaN NaN 1699017974223400 1604275200 \n",
+ "4 NaN NaN 1699017974223400 1604275200 \n",
+ "[{'System ID': '14351', 'Start': Timestamp('2021-07-22 16:20:00'), 'Finish': Timestamp('2021-07-22 17:00:00')}, {'System ID': '49660', 'Start': Timestamp('2017-11-03 07:20:00'), 'Finish': Timestamp('2017-12-07 22:00:00')}, {'System ID': '56151', 'Start': Timestamp('2017-12-22 12:25:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '56709', 'Start': Timestamp('2018-01-23 17:20:00'), 'Finish': Timestamp('2021-09-10 12:45:00')}, {'System ID': '58780', 'Start': Timestamp('2018-05-01 04:00:00'), 'Finish': Timestamp('2021-11-03 13:30:00')}, {'System ID': '59687', 'Start': Timestamp('2018-06-08 07:55:00'), 'Finish': Timestamp('2023-11-02 20:40:00')}, {'System ID': '59710', 'Start': Timestamp('2018-06-26 06:15:00'), 'Finish': Timestamp('2019-09-21 19:00:00')}, {'System ID': '60294', 'Start': Timestamp('2019-10-10 07:10:00'), 'Finish': Timestamp('2023-11-02 18:20:00')}, {'System ID': '60602', 'Start': Timestamp('2018-08-06 05:50:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '60673', 'Start': Timestamp('2018-08-07 18:15:00'), 'Finish': Timestamp('2019-02-27 14:00:00')}, {'System ID': '66634', 'Start': Timestamp('2019-04-21 15:05:00'), 'Finish': Timestamp('2023-11-02 18:25:00')}, {'System ID': '67861', 'Start': Timestamp('2019-06-09 05:50:00'), 'Finish': Timestamp('2019-06-15 21:45:00')}, {'System ID': '71120', 'Start': Timestamp('2019-11-04 05:45:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '72742', 'Start': Timestamp('2020-08-28 15:15:00'), 'Finish': Timestamp('2023-11-02 17:55:00')}]\n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 1581057600000000000 0.0 374.0 \n",
+ "1 1581057900000000000 15.0 184.0 \n",
+ "2 1581058200000000000 37.0 259.0 \n",
+ "3 1581058500000000000 60.0 277.0 \n",
+ "4 1581058800000000000 74.0 166.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 NaN NaN 1699020285773460 1604275200 \n",
+ "1 NaN NaN 1699020285773460 1604275200 \n",
+ "2 NaN NaN 1699020285773460 1604275200 \n",
+ "3 NaN NaN 1699020285773460 1604275200 \n",
+ "4 NaN NaN 1699020285773460 1604275200 \n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 2020-02-07 06:40:00 0.0 374.0 \n",
+ "1 2020-02-07 06:45:00 15.0 184.0 \n",
+ "2 2020-02-07 06:50:00 37.0 259.0 \n",
+ "3 2020-02-07 06:55:00 60.0 277.0 \n",
+ "4 2020-02-07 07:00:00 74.0 166.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 NaN NaN 1699020285773460 1604275200 \n",
+ "1 NaN NaN 1699020285773460 1604275200 \n",
+ "2 NaN NaN 1699020285773460 1604275200 \n",
+ "3 NaN NaN 1699020285773460 1604275200 \n",
+ "4 NaN NaN 1699020285773460 1604275200 \n",
+ "[{'System ID': '14351', 'Start': Timestamp('2021-07-22 16:20:00'), 'Finish': Timestamp('2021-07-22 17:00:00')}, {'System ID': '49660', 'Start': Timestamp('2017-11-03 07:20:00'), 'Finish': Timestamp('2017-12-07 22:00:00')}, {'System ID': '56151', 'Start': Timestamp('2017-12-22 12:25:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '56709', 'Start': Timestamp('2018-01-23 17:20:00'), 'Finish': Timestamp('2021-09-10 12:45:00')}, {'System ID': '58780', 'Start': Timestamp('2018-05-01 04:00:00'), 'Finish': Timestamp('2021-11-03 13:30:00')}, {'System ID': '59687', 'Start': Timestamp('2018-06-08 07:55:00'), 'Finish': Timestamp('2023-11-02 20:40:00')}, {'System ID': '59710', 'Start': Timestamp('2018-06-26 06:15:00'), 'Finish': Timestamp('2019-09-21 19:00:00')}, {'System ID': '60294', 'Start': Timestamp('2019-10-10 07:10:00'), 'Finish': Timestamp('2023-11-02 18:20:00')}, {'System ID': '60602', 'Start': Timestamp('2018-08-06 05:50:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '60673', 'Start': Timestamp('2018-08-07 18:15:00'), 'Finish': Timestamp('2019-02-27 14:00:00')}, {'System ID': '66634', 'Start': Timestamp('2019-04-21 15:05:00'), 'Finish': Timestamp('2023-11-02 18:25:00')}, {'System ID': '67861', 'Start': Timestamp('2019-06-09 05:50:00'), 'Finish': Timestamp('2019-06-15 21:45:00')}, {'System ID': '71120', 'Start': Timestamp('2019-11-04 05:45:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '72742', 'Start': Timestamp('2020-08-28 15:15:00'), 'Finish': Timestamp('2023-11-02 17:55:00')}, {'System ID': '73347', 'Start': Timestamp('2020-02-07 06:40:00'), 'Finish': Timestamp('2023-11-02 17:40:00')}]\n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 1600590600000000000 23.0 10.0 \n",
+ "1 1600936200000000000 23.0 10.0 \n",
+ "2 1601280600000000000 96.0 36.0 \n",
+ "3 1601368200000000000 29.0 49.0 \n",
+ "4 1601454600000000000 23.0 10.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 8.0 3.0 1699020354373588 1604275200 \n",
+ "1 8.0 3.0 1699020354373588 1604275200 \n",
+ "2 10.0 NaN 1699020354373588 1604275200 \n",
+ "3 8.0 3.0 1699020354373588 1604275200 \n",
+ "4 8.0 3.0 1699020354373588 1604275200 \n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 2020-09-20 08:30:00 23.0 10.0 \n",
+ "1 2020-09-24 08:30:00 23.0 10.0 \n",
+ "2 2020-09-28 08:10:00 96.0 36.0 \n",
+ "3 2020-09-29 08:30:00 29.0 49.0 \n",
+ "4 2020-09-30 08:30:00 23.0 10.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 8.0 3.0 1699020354373588 1604275200 \n",
+ "1 8.0 3.0 1699020354373588 1604275200 \n",
+ "2 10.0 NaN 1699020354373588 1604275200 \n",
+ "3 8.0 3.0 1699020354373588 1604275200 \n",
+ "4 8.0 3.0 1699020354373588 1604275200 \n",
+ "[{'System ID': '14351', 'Start': Timestamp('2021-07-22 16:20:00'), 'Finish': Timestamp('2021-07-22 17:00:00')}, {'System ID': '49660', 'Start': Timestamp('2017-11-03 07:20:00'), 'Finish': Timestamp('2017-12-07 22:00:00')}, {'System ID': '56151', 'Start': Timestamp('2017-12-22 12:25:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '56709', 'Start': Timestamp('2018-01-23 17:20:00'), 'Finish': Timestamp('2021-09-10 12:45:00')}, {'System ID': '58780', 'Start': Timestamp('2018-05-01 04:00:00'), 'Finish': Timestamp('2021-11-03 13:30:00')}, {'System ID': '59687', 'Start': Timestamp('2018-06-08 07:55:00'), 'Finish': Timestamp('2023-11-02 20:40:00')}, {'System ID': '59710', 'Start': Timestamp('2018-06-26 06:15:00'), 'Finish': Timestamp('2019-09-21 19:00:00')}, {'System ID': '60294', 'Start': Timestamp('2019-10-10 07:10:00'), 'Finish': Timestamp('2023-11-02 18:20:00')}, {'System ID': '60602', 'Start': Timestamp('2018-08-06 05:50:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '60673', 'Start': Timestamp('2018-08-07 18:15:00'), 'Finish': Timestamp('2019-02-27 14:00:00')}, {'System ID': '66634', 'Start': Timestamp('2019-04-21 15:05:00'), 'Finish': Timestamp('2023-11-02 18:25:00')}, {'System ID': '67861', 'Start': Timestamp('2019-06-09 05:50:00'), 'Finish': Timestamp('2019-06-15 21:45:00')}, {'System ID': '71120', 'Start': Timestamp('2019-11-04 05:45:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '72742', 'Start': Timestamp('2020-08-28 15:15:00'), 'Finish': Timestamp('2023-11-02 17:55:00')}, {'System ID': '73347', 'Start': Timestamp('2020-02-07 06:40:00'), 'Finish': Timestamp('2023-11-02 17:40:00')}, {'System ID': '77684', 'Start': Timestamp('2020-09-20 08:30:00'), 'Finish': Timestamp('2020-12-11 14:10:00')}]\n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 1595923500000000000 598.0 3707.0 \n",
+ "1 1595923800000000000 915.0 3428.0 \n",
+ "2 1595924100000000000 1811.0 804.0 \n",
+ "3 1595924400000000000 2177.0 1634.0 \n",
+ "4 1595924700000000000 2279.0 2445.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 4.0 1.0 1699020382895354 1604275200 \n",
+ "1 9.0 8.0 1699020382895354 1604275200 \n",
+ "2 5.0 2.0 1699020382895354 1604275200 \n",
+ "3 3.0 5.0 1699020382895354 1604275200 \n",
+ "4 5.0 4.0 1699020382895354 1604275200 \n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 2020-07-28 08:05:00 598.0 3707.0 \n",
+ "1 2020-07-28 08:10:00 915.0 3428.0 \n",
+ "2 2020-07-28 08:15:00 1811.0 804.0 \n",
+ "3 2020-07-28 08:20:00 2177.0 1634.0 \n",
+ "4 2020-07-28 08:25:00 2279.0 2445.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 4.0 1.0 1699020382895354 1604275200 \n",
+ "1 9.0 8.0 1699020382895354 1604275200 \n",
+ "2 5.0 2.0 1699020382895354 1604275200 \n",
+ "3 3.0 5.0 1699020382895354 1604275200 \n",
+ "4 5.0 4.0 1699020382895354 1604275200 \n",
+ "[{'System ID': '14351', 'Start': Timestamp('2021-07-22 16:20:00'), 'Finish': Timestamp('2021-07-22 17:00:00')}, {'System ID': '49660', 'Start': Timestamp('2017-11-03 07:20:00'), 'Finish': Timestamp('2017-12-07 22:00:00')}, {'System ID': '56151', 'Start': Timestamp('2017-12-22 12:25:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '56709', 'Start': Timestamp('2018-01-23 17:20:00'), 'Finish': Timestamp('2021-09-10 12:45:00')}, {'System ID': '58780', 'Start': Timestamp('2018-05-01 04:00:00'), 'Finish': Timestamp('2021-11-03 13:30:00')}, {'System ID': '59687', 'Start': Timestamp('2018-06-08 07:55:00'), 'Finish': Timestamp('2023-11-02 20:40:00')}, {'System ID': '59710', 'Start': Timestamp('2018-06-26 06:15:00'), 'Finish': Timestamp('2019-09-21 19:00:00')}, {'System ID': '60294', 'Start': Timestamp('2019-10-10 07:10:00'), 'Finish': Timestamp('2023-11-02 18:20:00')}, {'System ID': '60602', 'Start': Timestamp('2018-08-06 05:50:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '60673', 'Start': Timestamp('2018-08-07 18:15:00'), 'Finish': Timestamp('2019-02-27 14:00:00')}, {'System ID': '66634', 'Start': Timestamp('2019-04-21 15:05:00'), 'Finish': Timestamp('2023-11-02 18:25:00')}, {'System ID': '67861', 'Start': Timestamp('2019-06-09 05:50:00'), 'Finish': Timestamp('2019-06-15 21:45:00')}, {'System ID': '71120', 'Start': Timestamp('2019-11-04 05:45:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '72742', 'Start': Timestamp('2020-08-28 15:15:00'), 'Finish': Timestamp('2023-11-02 17:55:00')}, {'System ID': '73347', 'Start': Timestamp('2020-02-07 06:40:00'), 'Finish': Timestamp('2023-11-02 17:40:00')}, {'System ID': '77684', 'Start': Timestamp('2020-09-20 08:30:00'), 'Finish': Timestamp('2020-12-11 14:10:00')}, {'System ID': '77710', 'Start': Timestamp('2020-07-28 08:05:00'), 'Finish': Timestamp('2020-11-27 13:05:00')}]\n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 1598111700000000000 25.0 304.0 \n",
+ "1 1598112300000000000 164.0 835.0 \n",
+ "2 1598112600000000000 186.0 266.0 \n",
+ "3 1598112900000000000 202.0 195.0 \n",
+ "4 1598113800000000000 228.0 103.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 38.0 249.0 1699020416383053 1604275200 \n",
+ "1 38.0 246.0 1699020416383053 1604275200 \n",
+ "2 38.0 250.0 1699020416383053 1604275200 \n",
+ "3 38.0 249.0 1699020416383053 1604275200 \n",
+ "4 38.0 248.0 1699020416383053 1604275200 \n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 2020-08-22 15:55:00 25.0 304.0 \n",
+ "1 2020-08-22 16:05:00 164.0 835.0 \n",
+ "2 2020-08-22 16:10:00 186.0 266.0 \n",
+ "3 2020-08-22 16:15:00 202.0 195.0 \n",
+ "4 2020-08-22 16:30:00 228.0 103.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 38.0 249.0 1699020416383053 1604275200 \n",
+ "1 38.0 246.0 1699020416383053 1604275200 \n",
+ "2 38.0 250.0 1699020416383053 1604275200 \n",
+ "3 38.0 249.0 1699020416383053 1604275200 \n",
+ "4 38.0 248.0 1699020416383053 1604275200 \n",
+ "[{'System ID': '14351', 'Start': Timestamp('2021-07-22 16:20:00'), 'Finish': Timestamp('2021-07-22 17:00:00')}, {'System ID': '49660', 'Start': Timestamp('2017-11-03 07:20:00'), 'Finish': Timestamp('2017-12-07 22:00:00')}, {'System ID': '56151', 'Start': Timestamp('2017-12-22 12:25:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '56709', 'Start': Timestamp('2018-01-23 17:20:00'), 'Finish': Timestamp('2021-09-10 12:45:00')}, {'System ID': '58780', 'Start': Timestamp('2018-05-01 04:00:00'), 'Finish': Timestamp('2021-11-03 13:30:00')}, {'System ID': '59687', 'Start': Timestamp('2018-06-08 07:55:00'), 'Finish': Timestamp('2023-11-02 20:40:00')}, {'System ID': '59710', 'Start': Timestamp('2018-06-26 06:15:00'), 'Finish': Timestamp('2019-09-21 19:00:00')}, {'System ID': '60294', 'Start': Timestamp('2019-10-10 07:10:00'), 'Finish': Timestamp('2023-11-02 18:20:00')}, {'System ID': '60602', 'Start': Timestamp('2018-08-06 05:50:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '60673', 'Start': Timestamp('2018-08-07 18:15:00'), 'Finish': Timestamp('2019-02-27 14:00:00')}, {'System ID': '66634', 'Start': Timestamp('2019-04-21 15:05:00'), 'Finish': Timestamp('2023-11-02 18:25:00')}, {'System ID': '67861', 'Start': Timestamp('2019-06-09 05:50:00'), 'Finish': Timestamp('2019-06-15 21:45:00')}, {'System ID': '71120', 'Start': Timestamp('2019-11-04 05:45:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '72742', 'Start': Timestamp('2020-08-28 15:15:00'), 'Finish': Timestamp('2023-11-02 17:55:00')}, {'System ID': '73347', 'Start': Timestamp('2020-02-07 06:40:00'), 'Finish': Timestamp('2023-11-02 17:40:00')}, {'System ID': '77684', 'Start': Timestamp('2020-09-20 08:30:00'), 'Finish': Timestamp('2020-12-11 14:10:00')}, {'System ID': '77710', 'Start': Timestamp('2020-07-28 08:05:00'), 'Finish': Timestamp('2020-11-27 13:05:00')}, {'System ID': '78186', 'Start': Timestamp('2020-08-22 15:55:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}]\n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 1603973100000000000 118830.0 53710.0 \n",
+ "1 1603975200000000000 118830.0 0.0 \n",
+ "2 1603983000000000000 132310.0 6222.0 \n",
+ "3 1603987200000000000 152880.0 17631.0 \n",
+ "4 1604051400000000000 11560.0 0.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 NaN NaN 1699020541056141 1604275200 \n",
+ "1 NaN NaN 1699020541056141 1604275200 \n",
+ "2 NaN NaN 1699020541056141 1604275200 \n",
+ "3 NaN NaN 1699020541056141 1604275200 \n",
+ "4 NaN NaN 1699020541056141 1604275200 \n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 2020-10-29 12:05:00 118830.0 53710.0 \n",
+ "1 2020-10-29 12:40:00 118830.0 0.0 \n",
+ "2 2020-10-29 14:50:00 132310.0 6222.0 \n",
+ "3 2020-10-29 16:00:00 152880.0 17631.0 \n",
+ "4 2020-10-30 09:50:00 11560.0 0.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 NaN NaN 1699020541056141 1604275200 \n",
+ "1 NaN NaN 1699020541056141 1604275200 \n",
+ "2 NaN NaN 1699020541056141 1604275200 \n",
+ "3 NaN NaN 1699020541056141 1604275200 \n",
+ "4 NaN NaN 1699020541056141 1604275200 \n",
+ "[{'System ID': '14351', 'Start': Timestamp('2021-07-22 16:20:00'), 'Finish': Timestamp('2021-07-22 17:00:00')}, {'System ID': '49660', 'Start': Timestamp('2017-11-03 07:20:00'), 'Finish': Timestamp('2017-12-07 22:00:00')}, {'System ID': '56151', 'Start': Timestamp('2017-12-22 12:25:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '56709', 'Start': Timestamp('2018-01-23 17:20:00'), 'Finish': Timestamp('2021-09-10 12:45:00')}, {'System ID': '58780', 'Start': Timestamp('2018-05-01 04:00:00'), 'Finish': Timestamp('2021-11-03 13:30:00')}, {'System ID': '59687', 'Start': Timestamp('2018-06-08 07:55:00'), 'Finish': Timestamp('2023-11-02 20:40:00')}, {'System ID': '59710', 'Start': Timestamp('2018-06-26 06:15:00'), 'Finish': Timestamp('2019-09-21 19:00:00')}, {'System ID': '60294', 'Start': Timestamp('2019-10-10 07:10:00'), 'Finish': Timestamp('2023-11-02 18:20:00')}, {'System ID': '60602', 'Start': Timestamp('2018-08-06 05:50:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '60673', 'Start': Timestamp('2018-08-07 18:15:00'), 'Finish': Timestamp('2019-02-27 14:00:00')}, {'System ID': '66634', 'Start': Timestamp('2019-04-21 15:05:00'), 'Finish': Timestamp('2023-11-02 18:25:00')}, {'System ID': '67861', 'Start': Timestamp('2019-06-09 05:50:00'), 'Finish': Timestamp('2019-06-15 21:45:00')}, {'System ID': '71120', 'Start': Timestamp('2019-11-04 05:45:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '72742', 'Start': Timestamp('2020-08-28 15:15:00'), 'Finish': Timestamp('2023-11-02 17:55:00')}, {'System ID': '73347', 'Start': Timestamp('2020-02-07 06:40:00'), 'Finish': Timestamp('2023-11-02 17:40:00')}, {'System ID': '77684', 'Start': Timestamp('2020-09-20 08:30:00'), 'Finish': Timestamp('2020-12-11 14:10:00')}, {'System ID': '77710', 'Start': Timestamp('2020-07-28 08:05:00'), 'Finish': Timestamp('2020-11-27 13:05:00')}, {'System ID': '78186', 'Start': Timestamp('2020-08-22 15:55:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '79612', 'Start': Timestamp('2020-10-29 12:05:00'), 'Finish': Timestamp('2020-11-27 13:20:00')}]\n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 1611044700000000000 60.0 239.0 \n",
+ "1 1611045300000000000 106.0 275.0 \n",
+ "2 1611045900000000000 143.0 219.0 \n",
+ "3 1611046200000000000 166.0 276.0 \n",
+ "4 1611046500000000000 191.0 298.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 NaN 239.3 1699020562612063 1635811200 \n",
+ "1 NaN 240.6 1699020562612063 1635811200 \n",
+ "2 NaN 241.0 1699020562612063 1635811200 \n",
+ "3 NaN 240.1 1699020562612063 1635811200 \n",
+ "4 NaN 240.0 1699020562612063 1635811200 \n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 2021-01-19 08:25:00 60.0 239.0 \n",
+ "1 2021-01-19 08:35:00 106.0 275.0 \n",
+ "2 2021-01-19 08:45:00 143.0 219.0 \n",
+ "3 2021-01-19 08:50:00 166.0 276.0 \n",
+ "4 2021-01-19 08:55:00 191.0 298.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 NaN 239.3 1699020562612063 1635811200 \n",
+ "1 NaN 240.6 1699020562612063 1635811200 \n",
+ "2 NaN 241.0 1699020562612063 1635811200 \n",
+ "3 NaN 240.1 1699020562612063 1635811200 \n",
+ "4 NaN 240.0 1699020562612063 1635811200 \n",
+ "[{'System ID': '14351', 'Start': Timestamp('2021-07-22 16:20:00'), 'Finish': Timestamp('2021-07-22 17:00:00')}, {'System ID': '49660', 'Start': Timestamp('2017-11-03 07:20:00'), 'Finish': Timestamp('2017-12-07 22:00:00')}, {'System ID': '56151', 'Start': Timestamp('2017-12-22 12:25:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '56709', 'Start': Timestamp('2018-01-23 17:20:00'), 'Finish': Timestamp('2021-09-10 12:45:00')}, {'System ID': '58780', 'Start': Timestamp('2018-05-01 04:00:00'), 'Finish': Timestamp('2021-11-03 13:30:00')}, {'System ID': '59687', 'Start': Timestamp('2018-06-08 07:55:00'), 'Finish': Timestamp('2023-11-02 20:40:00')}, {'System ID': '59710', 'Start': Timestamp('2018-06-26 06:15:00'), 'Finish': Timestamp('2019-09-21 19:00:00')}, {'System ID': '60294', 'Start': Timestamp('2019-10-10 07:10:00'), 'Finish': Timestamp('2023-11-02 18:20:00')}, {'System ID': '60602', 'Start': Timestamp('2018-08-06 05:50:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '60673', 'Start': Timestamp('2018-08-07 18:15:00'), 'Finish': Timestamp('2019-02-27 14:00:00')}, {'System ID': '66634', 'Start': Timestamp('2019-04-21 15:05:00'), 'Finish': Timestamp('2023-11-02 18:25:00')}, {'System ID': '67861', 'Start': Timestamp('2019-06-09 05:50:00'), 'Finish': Timestamp('2019-06-15 21:45:00')}, {'System ID': '71120', 'Start': Timestamp('2019-11-04 05:45:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '72742', 'Start': Timestamp('2020-08-28 15:15:00'), 'Finish': Timestamp('2023-11-02 17:55:00')}, {'System ID': '73347', 'Start': Timestamp('2020-02-07 06:40:00'), 'Finish': Timestamp('2023-11-02 17:40:00')}, {'System ID': '77684', 'Start': Timestamp('2020-09-20 08:30:00'), 'Finish': Timestamp('2020-12-11 14:10:00')}, {'System ID': '77710', 'Start': Timestamp('2020-07-28 08:05:00'), 'Finish': Timestamp('2020-11-27 13:05:00')}, {'System ID': '78186', 'Start': Timestamp('2020-08-22 15:55:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '79612', 'Start': Timestamp('2020-10-29 12:05:00'), 'Finish': Timestamp('2020-11-27 13:20:00')}, {'System ID': '81408', 'Start': Timestamp('2021-01-19 08:25:00'), 'Finish': Timestamp('2023-11-02 19:35:00')}]\n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 1613887200000000000 0.0 4.0 \n",
+ "1 1613887500000000000 1.0 9.0 \n",
+ "2 1613887800000000000 2.0 14.0 \n",
+ "3 1613888100000000000 4.0 23.0 \n",
+ "4 1613888400000000000 7.0 38.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 27.0 244.7 1699020620548072 1635811200 \n",
+ "1 27.0 246.5 1699020620548072 1635811200 \n",
+ "2 27.0 246.1 1699020620548072 1635811200 \n",
+ "3 28.0 245.3 1699020620548072 1635811200 \n",
+ "4 28.0 244.0 1699020620548072 1635811200 \n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 2021-02-21 06:00:00 0.0 4.0 \n",
+ "1 2021-02-21 06:05:00 1.0 9.0 \n",
+ "2 2021-02-21 06:10:00 2.0 14.0 \n",
+ "3 2021-02-21 06:15:00 4.0 23.0 \n",
+ "4 2021-02-21 06:20:00 7.0 38.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 27.0 244.7 1699020620548072 1635811200 \n",
+ "1 27.0 246.5 1699020620548072 1635811200 \n",
+ "2 27.0 246.1 1699020620548072 1635811200 \n",
+ "3 28.0 245.3 1699020620548072 1635811200 \n",
+ "4 28.0 244.0 1699020620548072 1635811200 \n",
+ "[{'System ID': '14351', 'Start': Timestamp('2021-07-22 16:20:00'), 'Finish': Timestamp('2021-07-22 17:00:00')}, {'System ID': '49660', 'Start': Timestamp('2017-11-03 07:20:00'), 'Finish': Timestamp('2017-12-07 22:00:00')}, {'System ID': '56151', 'Start': Timestamp('2017-12-22 12:25:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '56709', 'Start': Timestamp('2018-01-23 17:20:00'), 'Finish': Timestamp('2021-09-10 12:45:00')}, {'System ID': '58780', 'Start': Timestamp('2018-05-01 04:00:00'), 'Finish': Timestamp('2021-11-03 13:30:00')}, {'System ID': '59687', 'Start': Timestamp('2018-06-08 07:55:00'), 'Finish': Timestamp('2023-11-02 20:40:00')}, {'System ID': '59710', 'Start': Timestamp('2018-06-26 06:15:00'), 'Finish': Timestamp('2019-09-21 19:00:00')}, {'System ID': '60294', 'Start': Timestamp('2019-10-10 07:10:00'), 'Finish': Timestamp('2023-11-02 18:20:00')}, {'System ID': '60602', 'Start': Timestamp('2018-08-06 05:50:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '60673', 'Start': Timestamp('2018-08-07 18:15:00'), 'Finish': Timestamp('2019-02-27 14:00:00')}, {'System ID': '66634', 'Start': Timestamp('2019-04-21 15:05:00'), 'Finish': Timestamp('2023-11-02 18:25:00')}, {'System ID': '67861', 'Start': Timestamp('2019-06-09 05:50:00'), 'Finish': Timestamp('2019-06-15 21:45:00')}, {'System ID': '71120', 'Start': Timestamp('2019-11-04 05:45:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '72742', 'Start': Timestamp('2020-08-28 15:15:00'), 'Finish': Timestamp('2023-11-02 17:55:00')}, {'System ID': '73347', 'Start': Timestamp('2020-02-07 06:40:00'), 'Finish': Timestamp('2023-11-02 17:40:00')}, {'System ID': '77684', 'Start': Timestamp('2020-09-20 08:30:00'), 'Finish': Timestamp('2020-12-11 14:10:00')}, {'System ID': '77710', 'Start': Timestamp('2020-07-28 08:05:00'), 'Finish': Timestamp('2020-11-27 13:05:00')}, {'System ID': '78186', 'Start': Timestamp('2020-08-22 15:55:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '79612', 'Start': Timestamp('2020-10-29 12:05:00'), 'Finish': Timestamp('2020-11-27 13:20:00')}, {'System ID': '81408', 'Start': Timestamp('2021-01-19 08:25:00'), 'Finish': Timestamp('2023-11-02 19:35:00')}, {'System ID': '82081', 'Start': Timestamp('2021-02-21 06:00:00'), 'Finish': Timestamp('2022-09-24 22:00:00')}]\n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 1629829500000000000 51.0 611.0 \n",
+ "1 1629829800000000000 87.0 429.0 \n",
+ "2 1629830100000000000 110.0 273.0 \n",
+ "3 1629830400000000000 132.0 259.0 \n",
+ "4 1629830700000000000 143.0 133.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 NaN NaN 1699020680515718 1635811200 \n",
+ "1 NaN NaN 1699020680515718 1635811200 \n",
+ "2 NaN NaN 1699020680515718 1635811200 \n",
+ "3 NaN NaN 1699020680515718 1635811200 \n",
+ "4 NaN NaN 1699020680515718 1635811200 \n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 2021-08-24 18:25:00 51.0 611.0 \n",
+ "1 2021-08-24 18:30:00 87.0 429.0 \n",
+ "2 2021-08-24 18:35:00 110.0 273.0 \n",
+ "3 2021-08-24 18:40:00 132.0 259.0 \n",
+ "4 2021-08-24 18:45:00 143.0 133.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 NaN NaN 1699020680515718 1635811200 \n",
+ "1 NaN NaN 1699020680515718 1635811200 \n",
+ "2 NaN NaN 1699020680515718 1635811200 \n",
+ "3 NaN NaN 1699020680515718 1635811200 \n",
+ "4 NaN NaN 1699020680515718 1635811200 \n",
+ "[{'System ID': '14351', 'Start': Timestamp('2021-07-22 16:20:00'), 'Finish': Timestamp('2021-07-22 17:00:00')}, {'System ID': '49660', 'Start': Timestamp('2017-11-03 07:20:00'), 'Finish': Timestamp('2017-12-07 22:00:00')}, {'System ID': '56151', 'Start': Timestamp('2017-12-22 12:25:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '56709', 'Start': Timestamp('2018-01-23 17:20:00'), 'Finish': Timestamp('2021-09-10 12:45:00')}, {'System ID': '58780', 'Start': Timestamp('2018-05-01 04:00:00'), 'Finish': Timestamp('2021-11-03 13:30:00')}, {'System ID': '59687', 'Start': Timestamp('2018-06-08 07:55:00'), 'Finish': Timestamp('2023-11-02 20:40:00')}, {'System ID': '59710', 'Start': Timestamp('2018-06-26 06:15:00'), 'Finish': Timestamp('2019-09-21 19:00:00')}, {'System ID': '60294', 'Start': Timestamp('2019-10-10 07:10:00'), 'Finish': Timestamp('2023-11-02 18:20:00')}, {'System ID': '60602', 'Start': Timestamp('2018-08-06 05:50:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '60673', 'Start': Timestamp('2018-08-07 18:15:00'), 'Finish': Timestamp('2019-02-27 14:00:00')}, {'System ID': '66634', 'Start': Timestamp('2019-04-21 15:05:00'), 'Finish': Timestamp('2023-11-02 18:25:00')}, {'System ID': '67861', 'Start': Timestamp('2019-06-09 05:50:00'), 'Finish': Timestamp('2019-06-15 21:45:00')}, {'System ID': '71120', 'Start': Timestamp('2019-11-04 05:45:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '72742', 'Start': Timestamp('2020-08-28 15:15:00'), 'Finish': Timestamp('2023-11-02 17:55:00')}, {'System ID': '73347', 'Start': Timestamp('2020-02-07 06:40:00'), 'Finish': Timestamp('2023-11-02 17:40:00')}, {'System ID': '77684', 'Start': Timestamp('2020-09-20 08:30:00'), 'Finish': Timestamp('2020-12-11 14:10:00')}, {'System ID': '77710', 'Start': Timestamp('2020-07-28 08:05:00'), 'Finish': Timestamp('2020-11-27 13:05:00')}, {'System ID': '78186', 'Start': Timestamp('2020-08-22 15:55:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '79612', 'Start': Timestamp('2020-10-29 12:05:00'), 'Finish': Timestamp('2020-11-27 13:20:00')}, {'System ID': '81408', 'Start': Timestamp('2021-01-19 08:25:00'), 'Finish': Timestamp('2023-11-02 19:35:00')}, {'System ID': '82081', 'Start': Timestamp('2021-02-21 06:00:00'), 'Finish': Timestamp('2022-09-24 22:00:00')}, {'System ID': '85738', 'Start': Timestamp('2021-08-24 18:25:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}]\n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 1632395100000000000 24.0 285.0 \n",
+ "1 1632395400000000000 47.0 280.0 \n",
+ "2 1632395700000000000 66.0 231.0 \n",
+ "3 1632396000000000000 86.0 237.0 \n",
+ "4 1632396300000000000 111.0 297.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 36.0 219.6 1699020705182740 1635811200 \n",
+ "1 36.0 226.0 1699020705182740 1635811200 \n",
+ "2 36.0 227.5 1699020705182740 1635811200 \n",
+ "3 36.0 227.9 1699020705182740 1635811200 \n",
+ "4 36.0 228.7 1699020705182740 1635811200 \n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 2021-09-23 11:05:00 24.0 285.0 \n",
+ "1 2021-09-23 11:10:00 47.0 280.0 \n",
+ "2 2021-09-23 11:15:00 66.0 231.0 \n",
+ "3 2021-09-23 11:20:00 86.0 237.0 \n",
+ "4 2021-09-23 11:25:00 111.0 297.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 36.0 219.6 1699020705182740 1635811200 \n",
+ "1 36.0 226.0 1699020705182740 1635811200 \n",
+ "2 36.0 227.5 1699020705182740 1635811200 \n",
+ "3 36.0 227.9 1699020705182740 1635811200 \n",
+ "4 36.0 228.7 1699020705182740 1635811200 \n",
+ "[{'System ID': '14351', 'Start': Timestamp('2021-07-22 16:20:00'), 'Finish': Timestamp('2021-07-22 17:00:00')}, {'System ID': '49660', 'Start': Timestamp('2017-11-03 07:20:00'), 'Finish': Timestamp('2017-12-07 22:00:00')}, {'System ID': '56151', 'Start': Timestamp('2017-12-22 12:25:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '56709', 'Start': Timestamp('2018-01-23 17:20:00'), 'Finish': Timestamp('2021-09-10 12:45:00')}, {'System ID': '58780', 'Start': Timestamp('2018-05-01 04:00:00'), 'Finish': Timestamp('2021-11-03 13:30:00')}, {'System ID': '59687', 'Start': Timestamp('2018-06-08 07:55:00'), 'Finish': Timestamp('2023-11-02 20:40:00')}, {'System ID': '59710', 'Start': Timestamp('2018-06-26 06:15:00'), 'Finish': Timestamp('2019-09-21 19:00:00')}, {'System ID': '60294', 'Start': Timestamp('2019-10-10 07:10:00'), 'Finish': Timestamp('2023-11-02 18:20:00')}, {'System ID': '60602', 'Start': Timestamp('2018-08-06 05:50:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '60673', 'Start': Timestamp('2018-08-07 18:15:00'), 'Finish': Timestamp('2019-02-27 14:00:00')}, {'System ID': '66634', 'Start': Timestamp('2019-04-21 15:05:00'), 'Finish': Timestamp('2023-11-02 18:25:00')}, {'System ID': '67861', 'Start': Timestamp('2019-06-09 05:50:00'), 'Finish': Timestamp('2019-06-15 21:45:00')}, {'System ID': '71120', 'Start': Timestamp('2019-11-04 05:45:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '72742', 'Start': Timestamp('2020-08-28 15:15:00'), 'Finish': Timestamp('2023-11-02 17:55:00')}, {'System ID': '73347', 'Start': Timestamp('2020-02-07 06:40:00'), 'Finish': Timestamp('2023-11-02 17:40:00')}, {'System ID': '77684', 'Start': Timestamp('2020-09-20 08:30:00'), 'Finish': Timestamp('2020-12-11 14:10:00')}, {'System ID': '77710', 'Start': Timestamp('2020-07-28 08:05:00'), 'Finish': Timestamp('2020-11-27 13:05:00')}, {'System ID': '78186', 'Start': Timestamp('2020-08-22 15:55:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '79612', 'Start': Timestamp('2020-10-29 12:05:00'), 'Finish': Timestamp('2020-11-27 13:20:00')}, {'System ID': '81408', 'Start': Timestamp('2021-01-19 08:25:00'), 'Finish': Timestamp('2023-11-02 19:35:00')}, {'System ID': '82081', 'Start': Timestamp('2021-02-21 06:00:00'), 'Finish': Timestamp('2022-09-24 22:00:00')}, {'System ID': '85738', 'Start': Timestamp('2021-08-24 18:25:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '86244', 'Start': Timestamp('2021-09-23 11:05:00'), 'Finish': Timestamp('2021-10-24 08:40:00')}]\n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 1659333600000000000 0.0 105.0 \n",
+ "1 1659333900000000000 10.0 172.0 \n",
+ "2 1659334200000000000 20.0 204.0 \n",
+ "3 1659334500000000000 40.0 258.0 \n",
+ "4 1659334800000000000 60.0 263.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 23.6 NaN 1699020739285657 1667347200 \n",
+ "1 23.6 NaN 1699020739285657 1667347200 \n",
+ "2 24.0 NaN 1699020739285657 1667347200 \n",
+ "3 23.6 NaN 1699020739285657 1667347200 \n",
+ "4 23.6 NaN 1699020739285657 1667347200 \n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 2022-08-01 06:00:00 0.0 105.0 \n",
+ "1 2022-08-01 06:05:00 10.0 172.0 \n",
+ "2 2022-08-01 06:10:00 20.0 204.0 \n",
+ "3 2022-08-01 06:15:00 40.0 258.0 \n",
+ "4 2022-08-01 06:20:00 60.0 263.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 23.6 NaN 1699020739285657 1667347200 \n",
+ "1 23.6 NaN 1699020739285657 1667347200 \n",
+ "2 24.0 NaN 1699020739285657 1667347200 \n",
+ "3 23.6 NaN 1699020739285657 1667347200 \n",
+ "4 23.6 NaN 1699020739285657 1667347200 \n",
+ "[{'System ID': '14351', 'Start': Timestamp('2021-07-22 16:20:00'), 'Finish': Timestamp('2021-07-22 17:00:00')}, {'System ID': '49660', 'Start': Timestamp('2017-11-03 07:20:00'), 'Finish': Timestamp('2017-12-07 22:00:00')}, {'System ID': '56151', 'Start': Timestamp('2017-12-22 12:25:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '56709', 'Start': Timestamp('2018-01-23 17:20:00'), 'Finish': Timestamp('2021-09-10 12:45:00')}, {'System ID': '58780', 'Start': Timestamp('2018-05-01 04:00:00'), 'Finish': Timestamp('2021-11-03 13:30:00')}, {'System ID': '59687', 'Start': Timestamp('2018-06-08 07:55:00'), 'Finish': Timestamp('2023-11-02 20:40:00')}, {'System ID': '59710', 'Start': Timestamp('2018-06-26 06:15:00'), 'Finish': Timestamp('2019-09-21 19:00:00')}, {'System ID': '60294', 'Start': Timestamp('2019-10-10 07:10:00'), 'Finish': Timestamp('2023-11-02 18:20:00')}, {'System ID': '60602', 'Start': Timestamp('2018-08-06 05:50:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '60673', 'Start': Timestamp('2018-08-07 18:15:00'), 'Finish': Timestamp('2019-02-27 14:00:00')}, {'System ID': '66634', 'Start': Timestamp('2019-04-21 15:05:00'), 'Finish': Timestamp('2023-11-02 18:25:00')}, {'System ID': '67861', 'Start': Timestamp('2019-06-09 05:50:00'), 'Finish': Timestamp('2019-06-15 21:45:00')}, {'System ID': '71120', 'Start': Timestamp('2019-11-04 05:45:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '72742', 'Start': Timestamp('2020-08-28 15:15:00'), 'Finish': Timestamp('2023-11-02 17:55:00')}, {'System ID': '73347', 'Start': Timestamp('2020-02-07 06:40:00'), 'Finish': Timestamp('2023-11-02 17:40:00')}, {'System ID': '77684', 'Start': Timestamp('2020-09-20 08:30:00'), 'Finish': Timestamp('2020-12-11 14:10:00')}, {'System ID': '77710', 'Start': Timestamp('2020-07-28 08:05:00'), 'Finish': Timestamp('2020-11-27 13:05:00')}, {'System ID': '78186', 'Start': Timestamp('2020-08-22 15:55:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '79612', 'Start': Timestamp('2020-10-29 12:05:00'), 'Finish': Timestamp('2020-11-27 13:20:00')}, {'System ID': '81408', 'Start': Timestamp('2021-01-19 08:25:00'), 'Finish': Timestamp('2023-11-02 19:35:00')}, {'System ID': '82081', 'Start': Timestamp('2021-02-21 06:00:00'), 'Finish': Timestamp('2022-09-24 22:00:00')}, {'System ID': '85738', 'Start': Timestamp('2021-08-24 18:25:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '86244', 'Start': Timestamp('2021-09-23 11:05:00'), 'Finish': Timestamp('2021-10-24 08:40:00')}, {'System ID': '87410', 'Start': Timestamp('2022-08-01 06:00:00'), 'Finish': Timestamp('2023-11-02 19:45:00')}]\n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 1659335100000000000 1.0 11.0 \n",
+ "1 1659335400000000000 4.0 32.0 \n",
+ "2 1659335700000000000 9.0 63.0 \n",
+ "3 1659336000000000000 16.0 87.0 \n",
+ "4 1659336300000000000 25.0 104.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 NaN NaN 1699020761818229 1667347200 \n",
+ "1 NaN NaN 1699020761818229 1667347200 \n",
+ "2 NaN NaN 1699020761818229 1667347200 \n",
+ "3 NaN NaN 1699020761818229 1667347200 \n",
+ "4 NaN NaN 1699020761818229 1667347200 \n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 2022-08-01 06:25:00 1.0 11.0 \n",
+ "1 2022-08-01 06:30:00 4.0 32.0 \n",
+ "2 2022-08-01 06:35:00 9.0 63.0 \n",
+ "3 2022-08-01 06:40:00 16.0 87.0 \n",
+ "4 2022-08-01 06:45:00 25.0 104.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 NaN NaN 1699020761818229 1667347200 \n",
+ "1 NaN NaN 1699020761818229 1667347200 \n",
+ "2 NaN NaN 1699020761818229 1667347200 \n",
+ "3 NaN NaN 1699020761818229 1667347200 \n",
+ "4 NaN NaN 1699020761818229 1667347200 \n",
+ "[{'System ID': '14351', 'Start': Timestamp('2021-07-22 16:20:00'), 'Finish': Timestamp('2021-07-22 17:00:00')}, {'System ID': '49660', 'Start': Timestamp('2017-11-03 07:20:00'), 'Finish': Timestamp('2017-12-07 22:00:00')}, {'System ID': '56151', 'Start': Timestamp('2017-12-22 12:25:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '56709', 'Start': Timestamp('2018-01-23 17:20:00'), 'Finish': Timestamp('2021-09-10 12:45:00')}, {'System ID': '58780', 'Start': Timestamp('2018-05-01 04:00:00'), 'Finish': Timestamp('2021-11-03 13:30:00')}, {'System ID': '59687', 'Start': Timestamp('2018-06-08 07:55:00'), 'Finish': Timestamp('2023-11-02 20:40:00')}, {'System ID': '59710', 'Start': Timestamp('2018-06-26 06:15:00'), 'Finish': Timestamp('2019-09-21 19:00:00')}, {'System ID': '60294', 'Start': Timestamp('2019-10-10 07:10:00'), 'Finish': Timestamp('2023-11-02 18:20:00')}, {'System ID': '60602', 'Start': Timestamp('2018-08-06 05:50:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '60673', 'Start': Timestamp('2018-08-07 18:15:00'), 'Finish': Timestamp('2019-02-27 14:00:00')}, {'System ID': '66634', 'Start': Timestamp('2019-04-21 15:05:00'), 'Finish': Timestamp('2023-11-02 18:25:00')}, {'System ID': '67861', 'Start': Timestamp('2019-06-09 05:50:00'), 'Finish': Timestamp('2019-06-15 21:45:00')}, {'System ID': '71120', 'Start': Timestamp('2019-11-04 05:45:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '72742', 'Start': Timestamp('2020-08-28 15:15:00'), 'Finish': Timestamp('2023-11-02 17:55:00')}, {'System ID': '73347', 'Start': Timestamp('2020-02-07 06:40:00'), 'Finish': Timestamp('2023-11-02 17:40:00')}, {'System ID': '77684', 'Start': Timestamp('2020-09-20 08:30:00'), 'Finish': Timestamp('2020-12-11 14:10:00')}, {'System ID': '77710', 'Start': Timestamp('2020-07-28 08:05:00'), 'Finish': Timestamp('2020-11-27 13:05:00')}, {'System ID': '78186', 'Start': Timestamp('2020-08-22 15:55:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '79612', 'Start': Timestamp('2020-10-29 12:05:00'), 'Finish': Timestamp('2020-11-27 13:20:00')}, {'System ID': '81408', 'Start': Timestamp('2021-01-19 08:25:00'), 'Finish': Timestamp('2023-11-02 19:35:00')}, {'System ID': '82081', 'Start': Timestamp('2021-02-21 06:00:00'), 'Finish': Timestamp('2022-09-24 22:00:00')}, {'System ID': '85738', 'Start': Timestamp('2021-08-24 18:25:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '86244', 'Start': Timestamp('2021-09-23 11:05:00'), 'Finish': Timestamp('2021-10-24 08:40:00')}, {'System ID': '87410', 'Start': Timestamp('2022-08-01 06:00:00'), 'Finish': Timestamp('2023-11-02 19:45:00')}, {'System ID': '90559', 'Start': Timestamp('2022-08-01 06:25:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}]\n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 1659335400000000000 0.0 2.0 \n",
+ "1 1659335700000000000 1.0 10.0 \n",
+ "2 1659336000000000000 3.0 18.0 \n",
+ "3 1659336300000000000 5.0 26.0 \n",
+ "4 1659336600000000000 8.0 33.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 NaN NaN 1699020782611243 1667347200 \n",
+ "1 NaN NaN 1699020782611243 1667347200 \n",
+ "2 NaN NaN 1699020782611243 1667347200 \n",
+ "3 NaN NaN 1699020782611243 1667347200 \n",
+ "4 NaN NaN 1699020782611243 1667347200 \n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 2022-08-01 06:30:00 0.0 2.0 \n",
+ "1 2022-08-01 06:35:00 1.0 10.0 \n",
+ "2 2022-08-01 06:40:00 3.0 18.0 \n",
+ "3 2022-08-01 06:45:00 5.0 26.0 \n",
+ "4 2022-08-01 06:50:00 8.0 33.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 NaN NaN 1699020782611243 1667347200 \n",
+ "1 NaN NaN 1699020782611243 1667347200 \n",
+ "2 NaN NaN 1699020782611243 1667347200 \n",
+ "3 NaN NaN 1699020782611243 1667347200 \n",
+ "4 NaN NaN 1699020782611243 1667347200 \n",
+ "[{'System ID': '14351', 'Start': Timestamp('2021-07-22 16:20:00'), 'Finish': Timestamp('2021-07-22 17:00:00')}, {'System ID': '49660', 'Start': Timestamp('2017-11-03 07:20:00'), 'Finish': Timestamp('2017-12-07 22:00:00')}, {'System ID': '56151', 'Start': Timestamp('2017-12-22 12:25:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '56709', 'Start': Timestamp('2018-01-23 17:20:00'), 'Finish': Timestamp('2021-09-10 12:45:00')}, {'System ID': '58780', 'Start': Timestamp('2018-05-01 04:00:00'), 'Finish': Timestamp('2021-11-03 13:30:00')}, {'System ID': '59687', 'Start': Timestamp('2018-06-08 07:55:00'), 'Finish': Timestamp('2023-11-02 20:40:00')}, {'System ID': '59710', 'Start': Timestamp('2018-06-26 06:15:00'), 'Finish': Timestamp('2019-09-21 19:00:00')}, {'System ID': '60294', 'Start': Timestamp('2019-10-10 07:10:00'), 'Finish': Timestamp('2023-11-02 18:20:00')}, {'System ID': '60602', 'Start': Timestamp('2018-08-06 05:50:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '60673', 'Start': Timestamp('2018-08-07 18:15:00'), 'Finish': Timestamp('2019-02-27 14:00:00')}, {'System ID': '66634', 'Start': Timestamp('2019-04-21 15:05:00'), 'Finish': Timestamp('2023-11-02 18:25:00')}, {'System ID': '67861', 'Start': Timestamp('2019-06-09 05:50:00'), 'Finish': Timestamp('2019-06-15 21:45:00')}, {'System ID': '71120', 'Start': Timestamp('2019-11-04 05:45:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '72742', 'Start': Timestamp('2020-08-28 15:15:00'), 'Finish': Timestamp('2023-11-02 17:55:00')}, {'System ID': '73347', 'Start': Timestamp('2020-02-07 06:40:00'), 'Finish': Timestamp('2023-11-02 17:40:00')}, {'System ID': '77684', 'Start': Timestamp('2020-09-20 08:30:00'), 'Finish': Timestamp('2020-12-11 14:10:00')}, {'System ID': '77710', 'Start': Timestamp('2020-07-28 08:05:00'), 'Finish': Timestamp('2020-11-27 13:05:00')}, {'System ID': '78186', 'Start': Timestamp('2020-08-22 15:55:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '79612', 'Start': Timestamp('2020-10-29 12:05:00'), 'Finish': Timestamp('2020-11-27 13:20:00')}, {'System ID': '81408', 'Start': Timestamp('2021-01-19 08:25:00'), 'Finish': Timestamp('2023-11-02 19:35:00')}, {'System ID': '82081', 'Start': Timestamp('2021-02-21 06:00:00'), 'Finish': Timestamp('2022-09-24 22:00:00')}, {'System ID': '85738', 'Start': Timestamp('2021-08-24 18:25:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '86244', 'Start': Timestamp('2021-09-23 11:05:00'), 'Finish': Timestamp('2021-10-24 08:40:00')}, {'System ID': '87410', 'Start': Timestamp('2022-08-01 06:00:00'), 'Finish': Timestamp('2023-11-02 19:45:00')}, {'System ID': '90559', 'Start': Timestamp('2022-08-01 06:25:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '91554', 'Start': Timestamp('2022-08-01 06:30:00'), 'Finish': Timestamp('2023-11-02 18:05:00')}]\n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 1677225000000000000 0.0 678.0 \n",
+ "1 1677225300000000000 61.0 735.0 \n",
+ "2 1677225600000000000 127.0 792.0 \n",
+ "3 1677225900000000000 197.0 843.0 \n",
+ "4 1677226200000000000 274.0 922.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 NaN NaN 1699020795566684 1698883200 \n",
+ "1 NaN NaN 1699020795566684 1698883200 \n",
+ "2 NaN NaN 1699020795566684 1698883200 \n",
+ "3 NaN NaN 1699020795566684 1698883200 \n",
+ "4 NaN NaN 1699020795566684 1698883200 \n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 2023-02-24 07:50:00 0.0 678.0 \n",
+ "1 2023-02-24 07:55:00 61.0 735.0 \n",
+ "2 2023-02-24 08:00:00 127.0 792.0 \n",
+ "3 2023-02-24 08:05:00 197.0 843.0 \n",
+ "4 2023-02-24 08:10:00 274.0 922.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 NaN NaN 1699020795566684 1698883200 \n",
+ "1 NaN NaN 1699020795566684 1698883200 \n",
+ "2 NaN NaN 1699020795566684 1698883200 \n",
+ "3 NaN NaN 1699020795566684 1698883200 \n",
+ "4 NaN NaN 1699020795566684 1698883200 \n",
+ "[{'System ID': '14351', 'Start': Timestamp('2021-07-22 16:20:00'), 'Finish': Timestamp('2021-07-22 17:00:00')}, {'System ID': '49660', 'Start': Timestamp('2017-11-03 07:20:00'), 'Finish': Timestamp('2017-12-07 22:00:00')}, {'System ID': '56151', 'Start': Timestamp('2017-12-22 12:25:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '56709', 'Start': Timestamp('2018-01-23 17:20:00'), 'Finish': Timestamp('2021-09-10 12:45:00')}, {'System ID': '58780', 'Start': Timestamp('2018-05-01 04:00:00'), 'Finish': Timestamp('2021-11-03 13:30:00')}, {'System ID': '59687', 'Start': Timestamp('2018-06-08 07:55:00'), 'Finish': Timestamp('2023-11-02 20:40:00')}, {'System ID': '59710', 'Start': Timestamp('2018-06-26 06:15:00'), 'Finish': Timestamp('2019-09-21 19:00:00')}, {'System ID': '60294', 'Start': Timestamp('2019-10-10 07:10:00'), 'Finish': Timestamp('2023-11-02 18:20:00')}, {'System ID': '60602', 'Start': Timestamp('2018-08-06 05:50:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '60673', 'Start': Timestamp('2018-08-07 18:15:00'), 'Finish': Timestamp('2019-02-27 14:00:00')}, {'System ID': '66634', 'Start': Timestamp('2019-04-21 15:05:00'), 'Finish': Timestamp('2023-11-02 18:25:00')}, {'System ID': '67861', 'Start': Timestamp('2019-06-09 05:50:00'), 'Finish': Timestamp('2019-06-15 21:45:00')}, {'System ID': '71120', 'Start': Timestamp('2019-11-04 05:45:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '72742', 'Start': Timestamp('2020-08-28 15:15:00'), 'Finish': Timestamp('2023-11-02 17:55:00')}, {'System ID': '73347', 'Start': Timestamp('2020-02-07 06:40:00'), 'Finish': Timestamp('2023-11-02 17:40:00')}, {'System ID': '77684', 'Start': Timestamp('2020-09-20 08:30:00'), 'Finish': Timestamp('2020-12-11 14:10:00')}, {'System ID': '77710', 'Start': Timestamp('2020-07-28 08:05:00'), 'Finish': Timestamp('2020-11-27 13:05:00')}, {'System ID': '78186', 'Start': Timestamp('2020-08-22 15:55:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '79612', 'Start': Timestamp('2020-10-29 12:05:00'), 'Finish': Timestamp('2020-11-27 13:20:00')}, {'System ID': '81408', 'Start': Timestamp('2021-01-19 08:25:00'), 'Finish': Timestamp('2023-11-02 19:35:00')}, {'System ID': '82081', 'Start': Timestamp('2021-02-21 06:00:00'), 'Finish': Timestamp('2022-09-24 22:00:00')}, {'System ID': '85738', 'Start': Timestamp('2021-08-24 18:25:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '86244', 'Start': Timestamp('2021-09-23 11:05:00'), 'Finish': Timestamp('2021-10-24 08:40:00')}, {'System ID': '87410', 'Start': Timestamp('2022-08-01 06:00:00'), 'Finish': Timestamp('2023-11-02 19:45:00')}, {'System ID': '90559', 'Start': Timestamp('2022-08-01 06:25:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}, {'System ID': '91554', 'Start': Timestamp('2022-08-01 06:30:00'), 'Finish': Timestamp('2023-11-02 18:05:00')}, {'System ID': '97094', 'Start': Timestamp('2023-02-24 07:50:00'), 'Finish': Timestamp('2023-11-02 22:00:00')}]\n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 1687594800000000000 57.0 681.0 \n",
+ "1 1687595100000000000 120.0 753.0 \n",
+ "2 1687597500000000000 450.0 1320.0 \n",
+ "3 1687598700000000000 741.0 1163.0 \n",
+ "4 1687599000000000000 838.0 1163.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 46.0 250.0 1699020812093743 1698883200 \n",
+ "1 47.0 239.0 1699020812093743 1698883200 \n",
+ "2 54.0 224.0 1699020812093743 1698883200 \n",
+ "3 56.0 219.0 1699020812093743 1698883200 \n",
+ "4 56.0 219.0 1699020812093743 1698883200 \n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 2023-06-24 08:20:00 57.0 681.0 \n",
+ "1 2023-06-24 08:25:00 120.0 753.0 \n",
+ "2 2023-06-24 09:05:00 450.0 1320.0 \n",
+ "3 2023-06-24 09:25:00 741.0 1163.0 \n",
+ "4 2023-06-24 09:30:00 838.0 1163.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 46.0 250.0 1699020812093743 1698883200 \n",
+ "1 47.0 239.0 1699020812093743 1698883200 \n",
+ "2 54.0 224.0 1699020812093743 1698883200 \n",
+ "3 56.0 219.0 1699020812093743 1698883200 \n",
+ "4 56.0 219.0 1699020812093743 1698883200 \n",
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+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 1690901100000000000 7900.0 1354.0 \n",
+ "1 1690902000000000000 8300.0 1391.0 \n",
+ "2 1690902600000000000 8500.0 1340.0 \n",
+ "3 1690903200000000000 8700.0 1725.0 \n",
+ "4 1690903800000000000 8900.0 671.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 0.0 269.2 1699020827334845 1698883200 \n",
+ "1 0.0 278.2 1699020827334845 1698883200 \n",
+ "2 0.0 275.2 1699020827334845 1698883200 \n",
+ "3 0.0 273.9 1699020827334845 1698883200 \n",
+ "4 0.0 262.3 1699020827334845 1698883200 \n",
+ " index cumulative_energy_gen_Wh instantaneous_power_gen_W \\\n",
+ "0 2023-08-01 14:45:00 7900.0 1354.0 \n",
+ "1 2023-08-01 15:00:00 8300.0 1391.0 \n",
+ "2 2023-08-01 15:10:00 8500.0 1340.0 \n",
+ "3 2023-08-01 15:20:00 8700.0 1725.0 \n",
+ "4 2023-08-01 15:30:00 8900.0 671.0 \n",
+ "\n",
+ " temperature_C voltage datetime_of_API_request query_date \n",
+ "0 0.0 269.2 1699020827334845 1698883200 \n",
+ "1 0.0 278.2 1699020827334845 1698883200 \n",
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+ "frames = []\n",
+ "systems_with_data = [\n",
+ " \"14351\",\n",
+ " \"49660\",\n",
+ " \"56151\",\n",
+ " \"56709\",\n",
+ " \"58780\",\n",
+ " \"59687\",\n",
+ " \"59710\",\n",
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+ " \"91554\",\n",
+ " \"97094\",\n",
+ " \"99833\",\n",
+ " \"100451\",\n",
+ "]\n",
+ "\n",
+ "with h5py.File(output_filename, \"r\") as f:\n",
+ " for system_id in systems_with_data:\n",
+ " df = pd.DataFrame(np.array(f[\"timeseries\"][system_id][\"table\"]))\n",
+ " print(df.head())\n",
+ " df[\"index\"] = pd.to_datetime(df[\"index\"], unit=\"ns\")\n",
+ " dictionary = {} \n",
+ " dictionary[\"System ID\"] = system_id\n",
+ " dictionary[\"Start\"] = df[\"index\"][0]\n",
+ " dictionary[\"Finish\"] = df[\"index\"][len(df[\"index\"])-1]\n",
+ " frames.append(dictionary)\n",
+ " fig = px.timeline(frames, x_start=\"Start\", x_end=\"Finish\", y=\"System ID\")\n",
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+ "\n",
+ " "
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+ "2023-11-13 15:57:39.582464\n",
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+ "source": [
+ "# PLOTLY EXAMPLE OF HEATMAP\n",
+ "import plotly.graph_objects as go\n",
+ "import datetime\n",
+ "import numpy as np\n",
+ "\n",
+ "system_ids = [\n",
+ " \"14351\",\n",
+ "]\n",
+ "\n",
+ "base = datetime.datetime.today()\n",
+ "print(base)\n",
+ "dates = base - np.arange(365) * datetime.timedelta(days=1)\n",
+ "\n",
+ "with h5py.File(output_filename, \"r\") as f:\n",
+ " df = pd.DataFrame(np.array(f[\"timeseries\"][\"14351\"][\"table\"]))\n",
+ " df[\"index\"]= pd.to_datetime(df[\"index\"], unit=\"ns\")\n",
+ " df.rename(columns={\"index\": \"datetime\"}, inplace=True)\n",
+ " df[\"z\"] = (df[\"instantaneous_power_gen_W\"]/df[\"instantaneous_power_gen_W\"]).astype(float)\n",
+ " df = df[[\"datetime\", \"instantaneous_power_gen_W\", \"z\"]]\n",
+ " print(df.head())\n",
+ "\n",
+ " fig = px.line(df, x=\"datetime\", y=\"instantaneous_power_gen_W\")\n",
+ " fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "frames = []\n",
+ "systems_with_no_data = []\n",
+ "file = \"../examples/pv_data/PVOutput_India_systems.csv\"\n",
+ "data = pd.read_csv(file)\n",
+ "df = pd.DataFrame(data, columns=[\"system_id\"])\n",
+ "if \"system_id\" in df.columns:\n",
+ " system_ids = df[\"system_id\"].values.astype(str).tolist()\n",
+ " print(system_ids)\n",
+ "\n",
+ "with pd.HDFStore(output_filename, mode=\"r\", complevel=9) as store:\n",
+ " for system_id in system_ids:\n",
+ " if \"/timeseries/\" + system_id in store.keys():\n",
+ " df = store.get(key=\"/timeseries/\" + system_id)\n",
+ " # plot heatmap\n",
+ " frames.append(df)"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "pvoutput-venv",
+ "language": "python",
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