{ "cells": [ { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "# Rule Curves for Rainy and Namakan Lakes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Initializations" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "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 seaborn as sns\n", "import matplotlib.dates as mdates\n", "import pandas as pd\n", "import os\n", "import datetime\n", "\n", "# Modules to display images and data tables\n", "from IPython.display import Image\n", "from IPython.core.display import display\n", "\n", "# set graphics context\n", "sns.set_context('talk')\n", "\n", "# directories\n", "dir = '../data/'\n", "img = '../images/'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting Functions" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "# plot rule curve with a specified color\n", "def plotRC(RC,color,alpha=0.5):\n", " plt.plot(RC.index,RC['EHW'],color=color,alpha=alpha)\n", " plt.plot(RC.index,RC['ELW'],color=color,alpha=alpha)\n", " plt.plot(RC.index,RC['AGO'],color+'--',alpha=alpha)\n", " RC['LRC'].plot(color=color,lw=3,alpha=alpha)\n", " RC['URC'].plot(color=color,lw=3,alpha=alpha)\n", " if 'EDL' in RC.columns:\n", " RC['EDL'].plot(color=color,lw=3,alpha=alpha)\n", " plt.fill_between(RC.index,\n", " RC['LRC'].tolist(),\n", " RC['URC'].tolist(),\n", " color=color, alpha=alpha)\n", " \n", " plt.ylabel('meters')\n", " plt.ylim(336,341.5)\n", " plt.gca().xaxis.set_major_locator(mdates.MonthLocator())\n", " plt.gca().xaxis.set_major_formatter(mdates.DateFormatter('%b'))\n", " \n", "# add right hand y-axis scaled in feet\n", "def twiny():\n", " ax1 = plt.gca()\n", " locs = ax1.get_yticks()\n", " y1,y2 = ax1.get_ylim()\n", " ax2 = plt.twinx()\n", " ax2.set_ylim(y1,y2)\n", " lbls = ['{0:.2f}'.format(y*3.2808) for y in locs]\n", " ax2.set_yticklabels(lbls)\n", " plt.grid(None)\n", " ax2.set_ylabel('feet')\n", "\n", "def saveRC(fname):\n", " fname = img + fname\n", " plt.savefig(fname)\n", " !convert $fname -trim $fname" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Definitions" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "* The rule curves consist of upper and lower bounds on the levels of Namakan and Rainy Lakes during normal conditions. The 1970 Supplementary Order requires the dam operator, insofar as possible, keep the lake levels between these bounds. The 2000 Supplementary Order further requires the dam operators to target the middle of the rule curve bands.\n", "* The 1970 Supplementary Order defines emergency conditions for Namakan and Rainy Lakes. A high water emergency conditions exists if a lake level exceeds a specified elevation when inflows are greater than the dam outflow capacity. The low water emergency condition occurs if the lake level falls below a threshold elevation when the lake outflow is below a specified minimum.\n", "* The 2000 Supplementary Order further specifies 'drought lines' for both lakes. Dam operators may further restrict outflow when lake levels fall below the drought line.\n", "* The 1970 Supplementary Order specified a threshold high water level for each lake such that, if the lake level exceeds the threshold, the dam operators must open all gates and fishways." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1949 Rule Curves for Rainy and Namakan Lakes" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "# Generic Year to represent data\n", "yr = 2014\n", "\n", "# Rainy Lake\n", "RL1949 = {\n", " datetime.datetime(yr, 1, 1): [1104.61, 1107.11, 1107.11, 1108.11, 1108.61],\n", " datetime.datetime(yr, 2, 1): [1104.61, 1106.61, 1106.61, 1108.11, 1108.61],\n", " datetime.datetime(yr, 3, 1): [1104.61, 1105.61, 1105.61, 1108.11, 1108.61],\n", " datetime.datetime(yr, 4, 1): [1104.61, 1104.61, 1104.61, 1108.11, 1108.61],\n", " datetime.datetime(yr, 5, 1): [1104.61, 1106.61, 1106.61, 1108.11, 1108.61],\n", " datetime.datetime(yr, 6, 1): [1104.61, 1107.61, 1107.61, 1108.11, 1108.61],\n", " datetime.datetime(yr, 7, 1): [1104.61, 1108.11, 1108.11, 1108.11, 1108.61],\n", " datetime.datetime(yr, 8, 1): [1104.61, 1108.11, 1108.11, 1108.11, 1108.61],\n", " datetime.datetime(yr, 9, 1): [1104.61, 1108.11, 1108.11, 1108.11, 1108.61],\n", " datetime.datetime(yr,10, 1): [1104.61, 1108.11, 1108.11, 1108.11, 1108.61],\n", " datetime.datetime(yr,11, 1): [1104.61, 1108.11, 1108.11, 1108.11, 1108.61],\n", " datetime.datetime(yr,12, 1): [1104.61, 1107.61, 1107.61, 1108.11, 1108.61],\n", " datetime.datetime(yr,12,31): [1104.61, 1107.11, 1107.11, 1108.11, 1108.61]\n", "}\n", "\n", "RL1949 = pd.DataFrame.from_dict(RL1949).transpose()/3.2808\n", "RL1949.columns = ['ELW','LRC','URC','EHW','AGO']\n", "RL1949 = RL1949.resample(rule='1D').interpolate()\n", "\n", "# Namakan Lake\n", "NL1949 = { \n", " datetime.datetime(yr, 1, 1): [1108.61, 1113.61, 1113.61, 1118.61, 1119.1],\n", " datetime.datetime(yr, 2, 1): [1108.61, 1111.91, 1111.91, 1118.61, 1119.1],\n", " datetime.datetime(yr, 3, 1): [1108.61, 1110.31, 1110.31, 1118.61, 1119.1],\n", " datetime.datetime(yr, 4, 1): [1108.61, 1108.61, 1108.61, 1118.61, 1119.1],\n", " datetime.datetime(yr, 5, 1): [1108.61, 1111.91, 1111.91, 1118.61, 1119.1],\n", " datetime.datetime(yr, 6, 1): [1108.61, 1115.31, 1115.31, 1118.61, 1119.1],\n", " datetime.datetime(yr, 7, 1): [1108.61, 1118.61, 1118.61, 1118.61, 1119.1],\n", " datetime.datetime(yr, 8, 1): [1108.61, 1118.61, 1118.61, 1118.61, 1119.1],\n", " datetime.datetime(yr, 9, 1): [1108.61, 1118.61, 1118.61, 1118.61, 1119.1],\n", " datetime.datetime(yr,10, 1): [1108.61, 1118.61, 1118.61, 1118.61, 1119.1],\n", " datetime.datetime(yr,11, 1): [1108.61, 1116.91, 1116.91, 1118.61, 1119.1],\n", " datetime.datetime(yr,12, 1): [1108.61, 1115.31, 1115.31, 1118.61, 1119.1],\n", " datetime.datetime(yr,12,31): [1108.61, 1113.61, 1113.61, 1118.61, 1119.1]\n", "}\n", "\n", "NL1949 = pd.DataFrame.from_dict(NL1949).transpose()/3.2808\n", "NL1949.columns = ['ELW','LRC','URC','EHW','AGO']\n", "NL1949 = NL1949.resample(rule='1D').interpolate()" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": 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hHnwwj6qqEKtWQZs2MYYPryAUgmiALhMN2nZPFuTYIbjxBzVuyN7Y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\n6ipi058lPvsVIiuW41ZXAQ5+WxtFzzxF0bNPkx41hsSUaSSOPFrrLkM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KPf6Cj9PzcNas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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,6))\n", "plotRC(NL1949,'b')\n", "plotRC(RL1949,'r')\n", "twiny()\n", "plt.title('Rule Curves for Namakan and Rainy Lakes: 1949-1957')\n", "saveRC('RuleCurve1949.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1957 Rule Curves for Rainy and Namakan Lakes\n", "\n", "The adjustments that created the 1957 rule curve orders were based on the following conclusions:\n", "\n", "1. The 1949 rule curve order was basically satisfactory, despite the flooding experienced in 1950 and 1954.\n", "2. The terms of the 1949 order were essentially met except for the flood years.\n", "3. No change in the curve order for Rainy Lake.\n", "4. Add more flexibility and a maximum level for Namakan for the period from October 1 to June 1.\n", "5. No changes recommended to the controls provided the operators make prompt changes in outflow." ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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MGD8e7ryzl9tum0h7+8nIPTRF+3McbW3Rsx2ia39Pj0NVVS4PPphg926Xgwdd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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Generic Year to represent data\n", "yr = 2014\n", "\n", "# Rainy Lake\n", "RL1957 = RL1949.copy()\n", "\n", "# Namakan Lake\n", "NL1957 = { \n", " datetime.datetime(yr, 1, 1): [1108.61, 1113.61, 1115.27, 1118.61, 1119.1],\n", " datetime.datetime(yr, 2, 1): [1108.61, 1111.91, 1114.14, 1118.61, 1119.1],\n", " datetime.datetime(yr, 3, 1): [1108.61, 1110.31, 1113.13, 1118.61, 1119.1],\n", " datetime.datetime(yr, 4, 1): [1108.61, 1108.61, 1112.00, 1118.61, 1119.1],\n", " datetime.datetime(yr, 4,21): [1108.61, 1110.91, 1112.00, 1118.61, 1119.1],\n", " datetime.datetime(yr, 5, 1): [1108.61, 1111.91, 1113.61, 1118.61, 1119.1],\n", " datetime.datetime(yr, 6, 1): [1108.61, 1115.31, 1118.61, 1118.61, 1119.1],\n", " datetime.datetime(yr, 7, 1): [1108.61, 1118.61, 1118.61, 1118.61, 1119.1],\n", " datetime.datetime(yr, 8, 1): [1108.61, 1118.61, 1118.61, 1118.61, 1119.1],\n", " datetime.datetime(yr, 9, 1): [1108.61, 1118.61, 1118.61, 1118.61, 1119.1],\n", " datetime.datetime(yr,10, 1): [1108.61, 1118.61, 1118.61, 1118.61, 1119.1],\n", " datetime.datetime(yr,11, 1): [1108.61, 1116.91, 1117.48, 1118.61, 1119.1],\n", " datetime.datetime(yr,12, 1): [1108.61, 1115.31, 1116.39, 1118.61, 1119.1],\n", " datetime.datetime(yr,12,31): [1108.61, 1113.61, 1116.39, 1118.61, 1119.1]\n", "}\n", "\n", "NL1957 = pd.DataFrame.from_dict(NL1957).transpose()/3.2808\n", "NL1957.columns = ['ELW','LRC','URC','EHW','AGO']\n", "NL1957 = NL1957.resample(rule='1D').interpolate()\n", "\n", "plt.figure(figsize=(10,6))\n", "plotRC(NL1957,'b')\n", "plotRC(RL1957,'r')\n", "twiny()\n", "plt.title('Rule Curves for Namakan and Rainy Lakes: 1957-1970')\n", "saveRC('RuleCurve1957.png')" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "\n", "## 1970 Rule Curves for Rainy and Namakan Lakes" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Text of the [1970 Rule Curve](http://www.ijc.org/files/tinymce/uploaded/1970-07-29_IJC_Order.pdf) rule curve order" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "# Generic Year to represent data\n", "yr = 2014\n", "\n", "# Rainy Lake\n", "RL1970 = {\n", " datetime.datetime(yr, 1, 1): [1104.6, 1106.6, 1107.1, 1108.1, 1108.6],\n", " datetime.datetime(yr, 2, 1): [1104.6, 1105.8, 1106.6, 1108.1, 1108.6],\n", " datetime.datetime(yr, 3, 1): [1104.6, 1105.2, 1106.2, 1108.1, 1108.6],\n", " datetime.datetime(yr, 4, 1): [1104.6, 1104.6, 1105.6, 1108.1, 1108.6],\n", " datetime.datetime(yr, 4,21): [1104.6, 1104.6, 1106.2, 1108.1, 1108.6],\n", " datetime.datetime(yr, 5, 1): [1104.6, 1105.1, 1106.6, 1108.1, 1108.6],\n", " datetime.datetime(yr, 6, 1): [1104.6, 1106.6, 1107.6, 1108.1, 1108.6],\n", " datetime.datetime(yr, 7, 1): [1104.6, 1107.4, 1108.1, 1108.1, 1108.6],\n", " datetime.datetime(yr, 8, 1): [1104.6, 1107.4, 1108.1, 1108.1, 1108.6],\n", " datetime.datetime(yr, 9, 1): [1104.6, 1107.4, 1108.1, 1108.1, 1108.6],\n", " datetime.datetime(yr,10, 1): [1104.6, 1107.4, 1108.1, 1108.1, 1108.6],\n", " datetime.datetime(yr,10,11): [1104.6, 1107.4, 1108.1, 1108.1, 1108.6],\n", " datetime.datetime(yr,11, 1): [1104.6, 1107.2, 1108.1, 1108.1, 1108.6],\n", " datetime.datetime(yr,12, 1): [1104.6, 1106.8, 1107.6, 1108.1, 1108.6],\n", " datetime.datetime(yr,12,31): [1104.6, 1106.4, 1107.1, 1108.1, 1108.6]\n", "}\n", "\n", "RL1970 = pd.DataFrame.from_dict(RL1970).transpose()/3.2808\n", "RL1970.columns = ['ELW','LRC','URC','EHW','AGO']\n", "\n", "# print rule curve in format portable to Simulink 1D Table Lookup\n", "# print(\"Breakpoints: \", RL1970.index.dayofyear, \"\\n\")\n", "# print(\"LRC: [\" + \", \".join([\"{0:.2f}\".format(d) for d in RL1970['LRC']]) + \"]\\n\")\n", "# print(\"URC: [\" + \", \".join([\"{0:.2f}\".format(d) for d in RL1970['URC']]) + \"]\\n\")\n", "\n", "RL1970 = RL1970.resample(rule='1D').interpolate()\n", "\n", "# Namakan Lake\n", "NL1970 = { \n", " datetime.datetime(yr, 1, 1): [1108.6, 1113.6, 1115.3, 1118.6, 1119.1],\n", " datetime.datetime(yr, 2, 1): [1108.6, 1111.9, 1114.1, 1118.6, 1119.1],\n", " datetime.datetime(yr, 3, 1): [1108.6, 1110.3, 1113.1, 1118.6, 1119.1],\n", " datetime.datetime(yr, 4, 1): [1108.6, 1108.6, 1112.0, 1118.6, 1119.1],\n", " datetime.datetime(yr, 4,21): [1108.6, 1108.6, 1113.1, 1118.6, 1119.1],\n", " datetime.datetime(yr, 5, 1): [1108.6, 1110.2, 1113.6, 1118.6, 1119.1],\n", " datetime.datetime(yr, 6, 1): [1108.6, 1115.3, 1116.6, 1118.6, 1119.1],\n", " datetime.datetime(yr, 6,21): [1108.6, 1117.5, 1118.6, 1118.6, 1119.1],\n", " datetime.datetime(yr, 7, 1): [1108.6, 1117.6, 1118.6, 1118.6, 1119.1],\n", " datetime.datetime(yr, 7,21): [1108.6, 1118.0, 1118.6, 1118.6, 1119.1],\n", " datetime.datetime(yr, 8, 1): [1108.6, 1118.0, 1118.6, 1118.6, 1119.1],\n", " datetime.datetime(yr, 9, 1): [1108.6, 1118.0, 1118.6, 1118.6, 1119.1],\n", " datetime.datetime(yr, 9,11): [1108.6, 1118.0, 1118.6, 1118.6, 1119.1],\n", " datetime.datetime(yr,10, 1): [1108.6, 1117.6, 1118.6, 1118.6, 1119.1],\n", " datetime.datetime(yr,11, 1): [1108.6, 1116.3, 1117.5, 1118.6, 1119.1],\n", " datetime.datetime(yr,12, 1): [1108.6, 1115.0, 1116.5, 1118.6, 1119.1],\n", " datetime.datetime(yr,12,31): [1108.6, 1113.6, 1115.3, 1118.6, 1119.1]\n", "}\n", "\n", "NL1970 = pd.DataFrame.from_dict(NL1970).transpose()/3.2808\n", "NL1970.columns = ['ELW','LRC','URC','EHW','AGO']\n", "NL1970 = NL1970.resample(rule='1D').interpolate()" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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NsD8IP6kbYJ0ma+2wrzOKMtqouFVGg79Bpgm/lbSsHYkNTOayM4zxPCJUXgk8V1uQDPBv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\nzMxuls/teS7eTXc/n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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,6))\n", "plotRC(NL1970,'b')\n", "plotRC(RL1970,'r')\n", "twiny()\n", "plt.title('Rule Curves for Namakan and Rainy Lakes: 1970-2000')\n", "saveRC('RuleCurve1970.png')" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## 2000 Rule Curves for Rainy and Namakan Lakes" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "The [2001 Consolidated Order](http://www.ijc.org/files/tinymce/uploaded/2001-01-18_IJC_Order.pdf) of the International Joint Commission establishes the rule curves for Namakan and Rainy Lakes, and operating constraints for the dams at Kettle Falls and International Falls. The consolidated order incorporates relevant language from the original [Order of 1949](http://www.ijc.org/files/tinymce/uploaded/1949-06-08_IJC_Order.pdf) and Supplemental Orders of [1957](http://www.ijc.org/files/tinymce/uploaded/1957-10-01_IJC_Order.pdf), [1970](http://www.ijc.org/files/tinymce/uploaded/1970-07-29_IJC_Order.pdf), and [2000](http://www.ijc.org/files/tinymce/uploaded/2000-01-05_IJC_Order.pdf), into a single document describing current regulations on the management of levels for Rainy Lake and the Namakan chain of lakes.\n", "\n", "### Namakan Lake Rule Curve 2000" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "# Namakan Lake\n", "\n", "ELW = {\n", " datetime.datetime(yr, 1, 1): 337.90,\n", " datetime.datetime(yr,12,31): 337.90\n", "}\n", "\n", "EDL = {\n", " datetime.datetime(yr, 1, 1): 338.95,\n", " datetime.datetime(yr, 6,30): 338.95,\n", " datetime.datetime(yr, 7, 1): 340.15,\n", " datetime.datetime(yr, 9,30): 340.15,\n", " datetime.datetime(yr,12,31): 338.95\n", "}\n", "\n", "LRC = {\n", " datetime.datetime(yr, 1, 1): 339.70,\n", " datetime.datetime(yr, 4, 1): 338.95,\n", " datetime.datetime(yr, 4,15): 338.95,\n", " datetime.datetime(yr, 6, 7): 340.70,\n", " datetime.datetime(yr, 9, 1): 340.45,\n", " datetime.datetime(yr,10, 1): 340.45,\n", " datetime.datetime(yr,12,31): 339.70\n", "}\n", "\n", "URC = {\n", " datetime.datetime(yr, 1, 1): 340.00,\n", " datetime.datetime(yr, 4, 1): 339.70,\n", " datetime.datetime(yr, 6, 1): 340.95,\n", " datetime.datetime(yr, 9, 1): 340.65,\n", " datetime.datetime(yr,10, 1): 340.65,\n", " datetime.datetime(yr,12,31): 340.00\n", "}\n", "\n", "EHW = {\n", " datetime.datetime(yr, 1, 1): 340.95,\n", " datetime.datetime(yr,12,31): 340.95\n", "}\n", "\n", "AGO = {\n", " datetime.datetime(yr, 1, 1): 341.10,\n", " datetime.datetime(yr,12,31): 341.10\n", "}\n", "\n", "NL2000 = pd.concat([pd.Series(ELW),pd.Series(EDL),pd.Series(LRC),\n", " pd.Series(URC),pd.Series(EHW),pd.Series(AGO)], axis=1)\n", "NL2000.columns = ['ELW','EDL','LRC','URC','EHW','AGO']\n", "NL2000 = NL2000.resample(rule='1D').interpolate()" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "### Rainy Lake Rule Curve 2000" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "# Rainy Lake\n", "\n", "ELW = {\n", " datetime.datetime(yr, 1, 1): 336.68,\n", " datetime.datetime(yr,12,31): 336.68\n", "}\n", "\n", "LRC = {\n", " datetime.datetime(yr, 1, 1): 337.20,\n", " datetime.datetime(yr, 4, 1): 336.70,\n", " datetime.datetime(yr, 5, 1): 336.80,\n", " datetime.datetime(yr, 6, 1): 337.30,\n", " datetime.datetime(yr, 7, 1): 337.50,\n", " datetime.datetime(yr, 8,15): 337.50,\n", " datetime.datetime(yr,12, 1): 337.30,\n", " datetime.datetime(yr,12,31): 337.20\n", "}\n", "\n", "URC = {\n", " datetime.datetime(yr, 1, 1): 337.45,\n", " datetime.datetime(yr, 4, 1): 337.00,\n", " datetime.datetime(yr, 5, 1): 337.40,\n", " datetime.datetime(yr, 6, 1): 337.60,\n", " datetime.datetime(yr, 7, 1): 337.75,\n", " datetime.datetime(yr, 8,15): 337.75,\n", " datetime.datetime(yr,12, 1): 337.60,\n", " datetime.datetime(yr,12,31): 337.45\n", "}\n", "\n", "EDL = {\n", " datetime.datetime(yr, 1, 1): 336.90,\n", " datetime.datetime(yr, 4, 1): 336.70,\n", " datetime.datetime(yr, 6,30): 336.70,\n", " datetime.datetime(yr, 7, 1): 337.20,\n", " datetime.datetime(yr,10,24): 337.20,\n", " datetime.datetime(yr,12,31): 336.90\n", "}\n", "\n", "EHW = {\n", " datetime.datetime(yr, 1, 1): 337.75,\n", " datetime.datetime(yr,12,31): 337.75\n", "}\n", "\n", "AGO = {\n", " datetime.datetime(yr, 1, 1): 337.90,\n", " datetime.datetime(yr,12,31): 337.90\n", "}\n", "\n", "RL2000 = pd.concat([pd.Series(ELW),pd.Series(LRC),pd.Series(URC),\n", " pd.Series(EDL),pd.Series(EHW),pd.Series(AGO)], axis=1)\n", "RL2000.columns = ['ELW','LRC','URC','EDL','EHW','AGO']\n", "RL2000 = RL2000.resample(rule='1D').interpolate()\n" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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cbYf42h9XuyG+tsfVbpj1Ord3Ax8IZtafRRLFUsDviiy/GXjcWpufblgPfNAY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\n/R2FUb4D8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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,6))\n", "plotRC(RL2000,'r')\n", "plotRC(NL2000,'b')\n", "twiny()\n", "plt.title('Rule Curves for Namakan and Rainy Lakes: 2000 - present')\n", "saveRC('RuleCurve2000.png')" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Graphical Comparison of 1970 and 2000 Rule Curves" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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74ANCiAJq5r0/jT7zX9G+HxFCfBH4hBDirSz02f9IKe+PtvUp1Ll+c12lgz8H/ugkE5z+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\nchtn1spsfK5MVlM487YqfxypcHKLzrn3PBVvPPR4Yu0AZ97mkKt7fO/pC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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "plt.figure(figsize=(10,6))\n", "plotRC(NL1970,'y')\n", "plotRC(RL1970,'g')\n", "plotRC(NL2000,'b')\n", "plotRC(RL2000,'r')\n", "\n", "plt.title('Comparison of 1970 and 2000 Rule Curves')\n", "\n", "import matplotlib.patches as mpatches\n", "\n", "gold_patch = mpatches.Patch(color='y', alpha = 0.5, label='Namakan 1970')\n", "blue_patch = mpatches.Patch(color='b', alpha = 0.5, label='Namakan 2000')\n", "green_patch = mpatches.Patch(color='g', alpha = 0.5, label='Rainy 1970')\n", "red_patch = mpatches.Patch(color='r', alpha = 0.5, label='Rainy 2000')\n", "\n", "nlegend = plt.legend(handles=[gold_patch,blue_patch],bbox_to_anchor=[1.0,0.55])\n", "plt.gca().add_artist(nlegend)\n", "plt.legend(handles=[green_patch,red_patch],loc=4)\n", "\n", "twiny()\n", "\n", "saveRC('RuleCurveComparison.png')" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Pickle Rule Curves to Data Files" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "NL1970.to_pickle(dir+'NL1970.pkl')\n", "RL1970.to_pickle(dir+'RL1970.pkl')\n", "\n", "NL2000.to_pickle(dir+'NL2000.pkl')\n", "RL2000.to_pickle(dir+'RL2000.pkl')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/html": [ "
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ELWLRCURCEDLEHWAGO
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" ], "text/plain": [ " ELW LRC URC EDL EHW AGO\n", "2014-01-01 336.68 337.200000 337.450 336.900000 337.75 337.9\n", "2014-01-02 336.68 337.194444 337.445 336.897778 337.75 337.9\n", "2014-01-03 336.68 337.188889 337.440 336.895556 337.75 337.9\n", "2014-01-04 336.68 337.183333 337.435 336.893333 337.75 337.9\n", "2014-01-05 336.68 337.177778 337.430 336.891111 337.75 337.9" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "RL2000.head()" ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda root]", "language": "python", "name": "conda-root-py" }, "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 }