{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Setting up your simulation\n", "\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "from dotter.models import DotterModel\n", "%matplotlib notebook" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All parameters, geometry and boundary conditions are saved in configuration files. Three files are always required:\n", "\n", "- the main configuration file (here: config.ini)\n", "- the geometry file (here: stream.xlsx)\n", "- the measurements file (here: measurements.csv)\n", "\n", "Other files are optional and not used in this notebook:\n", "\n", "- vegetation configuration file\n", "- events configuration file\n", "- lateral input file\n", "\n", "## Loading a model\n", "\n", "First, we load the example configuration files. This is done by initialising a `DotterModel` object with the path to the main configuration file:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "stream = DotterModel('config/basic_config.ini', loggerlevel='silent')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Inspecting model parameters \n", "\n", "The parameters of the simulation were specified in the configuration file. They can be retrieved from the stream object:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Parameters(g=9.81, dx=40, dt=2, tstart=datetime.datetime(2016, 1, 1, 0, 0), tstop=datetime.datetime(2016, 12, 31, 0, 0), geometrytype=1, frictionmodel='stationary', growthmodel='logistic', blockagemodel='PitloGriffioenLinear', datetimefmt='%d/%m/%Y')" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stream.parameters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The parameter `tstart` and `tstop` indicate the start and stop time of the simulation. In this case, the simulation span is:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'365 days, 0:00:00'" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "str(stream.parameters.tstop - stream.parameters.tstart)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The parameter `dt` specified the timestep in days. Therefore, the number of steps the model will take is:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "182.5" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(stream.parameters.tstop - stream.parameters.tstart).days / stream.parameters.dt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `DotterModel.parameters.frictionmodel` variable specifies how friction will behave over time. By default, the model uses the Manning model to resolve hydraulic resistance. It the variable is `stationary` the Manning coefficient will remain constant over time. However, a non-uniform (varying along the stream) friction can be given in the geometry configuration file. To inspect the friction, type:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
| \n", " | 0.0 | \n", "40.0 | \n", "80.0 | \n", "120.0 | \n", "160.0 | \n", "200.0 | \n", "240.0 | \n", "280.0 | \n", "320.0 | \n", "360.0 | \n", "... | \n", "2920.0 | \n", "2960.0 | \n", "3000.0 | \n", "3040.0 | \n", "3080.0 | \n", "3120.0 | \n", "3160.0 | \n", "3200.0 | \n", "3240.0 | \n", "3280.0 | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2016-01-01 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-01-03 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-01-05 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-01-07 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-01-09 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-01-11 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-01-13 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-01-15 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-01-17 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-01-19 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-01-21 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-01-23 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-01-25 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-01-27 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-01-29 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-01-31 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-02-02 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-02-04 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-02-06 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-02-08 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-02-10 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-02-12 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-02-14 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-02-16 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-02-18 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-02-20 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-02-22 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-02-24 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-02-26 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-02-28 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 2016-11-02 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-11-04 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-11-06 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-11-08 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-11-10 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-11-12 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-11-14 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-11-16 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-11-18 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-11-20 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-11-22 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-11-24 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-11-26 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-11-28 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-11-30 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-12-02 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-12-04 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-12-06 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-12-08 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-12-10 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-12-12 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-12-14 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-12-16 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-12-18 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-12-20 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-12-22 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-12-24 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-12-26 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-12-28 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
| 2016-12-30 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "... | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "0.1 | \n", "
183 rows × 83 columns
\n", "