{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Namakan Lake Water Levels" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The purpose of this notebook is to create a data series for the water level on Namakan Lake. The data series is written to a file `NL.pkl` that can be read into other notebooks using `NL = pd.read_pickle('../data/NL.pkl')`.\n", "\n", "The data series is constructed using data from stations 05PA003 from the Water Survey of Canada." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Read Data from Water Survey of Canada" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Water Survey of Canada currently maintains a station on Namakan Lake recording lake level. Station 05PA003, located just upstream of Kettle Falls, has been in place since 1911.\n", "\n", "The data set is imported into the workspace by running the Water Survey of Canada notebook." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Display graphics inline with the notebook\n", "%matplotlib inline\n", "\n", "# Standard Python modules\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import os\n", "import datetime\n", "import requests\n", "\n", "import seaborn as sns\n", "sns.set_context('talk')\n", "\n", "# Modules to display images and data tables\n", "from IPython.display import Image\n", "from IPython.core.display import display\n", "\n", "WSC_STATIONS = pd.read_pickle('../data/WSC_STATIONS')\n", "WSC_LEVELS = pd.read_pickle('../data/WSC_LEVELS')\n", "\n", "def mapWSC(stationList):\n", " # returns a .png map image\n", " S = WSC_STATIONS.ix[stationList,['STATION_NAME','LATITUDE','LONGITUDE']]\n", " locs = [\"{0},{1}\".format(S.ix[s,'LATITUDE'], S.ix[s,'LONGITUDE']) \\\n", " for s in S.index]\n", " google_maps_url = \\\n", " \"https://maps.googleapis.com/maps/api/staticmap?\" + \\\n", " \"size=640x320\" + \\\n", " \"&maptype=terrain\" + \\\n", " \"&markers=color:red%7Csize:mid%7C\" + \"|\".join(locs)\n", " display(S)\n", " return Image(requests.get(google_maps_url).content)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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STATION_NAMELATITUDELONGITUDE
STATION_NUMBER
05PA003NAMAKAN LAKE ABOVE KETTLE FALLS DAM48.50000-92.63886
05PA013NAMAKAN LAKE AT SQUIRREL ISLAND48.49686-92.65856
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" ], "text/plain": [ " STATION_NAME LATITUDE LONGITUDE\n", "STATION_NUMBER \n", "05PA003 NAMAKAN LAKE ABOVE KETTLE FALLS DAM 48.50000 -92.63886\n", "05PA013 NAMAKAN LAKE AT SQUIRREL ISLAND 48.49686 -92.65856" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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u+c3WVLpFI/B60p2jgYUA5IIzOSaOp4OEul1ZjSScWSXS9NtWpys9FwGgyfLP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\n", "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kf = '05PA003'\n", "sq = '05PA013'\n", "mapWSC([kf,sq])" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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43+unv/or/PWHzy74mI4F/QP1cWknn1PsOZcUtb4+c2xuffkggOG/8WUYHEqx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\nbvBHNwyR/a4rIxzxUrv8pVJ+DwA/+oPX4FF706DTFpi2sdRpS+vWone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rFNx4oCQeHRjT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\n2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D6kdR43ctEgXYMDEstRH/G+Id0pK/JFETClPkz1Ksb+jOwPO4SZiDayoEzk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\n2gusMRhrYL9ghRpTx0SEgH89m0ybEasX5K5NlrRgu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HQDGayxZsDMbBONRlUdn55uII5T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\nO3FmAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,5))\n", "\n", "WSC_LEVELS[kf].plot(lw=1)\n", "WSC_LEVELS[sq].plot(lw=1)\n", "plt.legend([WSC_STATIONS.ix[kf,'STATION_NAME'] + ' (' + kf + ')',\n", " WSC_STATIONS.ix[sq,'STATION_NAME'] + ' (' + sq + ')'])\n", "plt.xlabel('Year')\n", "plt.ylabel('Level [meters]')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Overlap Period" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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CILyi+PQEkrJSAKhi9PrJn1RLqnoCyOU4kfwJb4dI/gRBEAThFeTIc9h4dTsA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\nkJCQQEZGB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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "st = datetime.datetime(2007,1,1)\n", "en = datetime.datetime(2008,12,31)\n", "\n", "plt.figure(figsize=(10,5))\n", "WSC_LEVELS[st:en][kf].plot()\n", "WSC_LEVELS[st:en][sq].plot()\n", "\n", "plt.legend([WSC_STATIONS.ix[kf,'STATION_NAME'] + ' (' + kf + ')',\n", " WSC_STATIONS.ix[sq,'STATION_NAME'] + ' (' + sq + ')'])\n", "plt.xlabel('Year')\n", "plt.ylabel('Level [meters]')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data Reconciliation" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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dAdahQwc0bNgQY8eOxahRo+Dn54cVK1bAZrNh8ODBea4PAKxcuRKXLl3C2LFj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\nujLCxsYKB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tPjHvc4vOc97znjO29+85vF71VV4ZWvfCVe+cpX7ruc80l3b8oYqsLSxmZL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\nAIk2giAIgiCIQcD/BwxRAqpcWkX2AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "NL = WSC_LEVELS[[kf,sq]].mean(axis=1)\n", "NL.name = 'NAMAKAN LAKE (RECONCILED)'\n", "\n", "fig,ax = plt.subplots(1,1,figsize=(10,5))\n", "NL.plot(lw=1)\n", "plt.ylabel('level [meters]')\n", "plt.title(NL.name \\\n", " + ' from ' + NL.index.min().strftime('%m-%d-%Y') \\\n", " + ' to ' + NL.index.max().strftime('%m-%d-%Y'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Writing the Namakan Lake Level Data Series to a File" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "NL.to_pickle('../data/NL.pkl')" ] } ], "metadata": { "kernelspec": { "display_name": "Python [default]", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 2 }