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@jiaweih
Created January 12, 2014 06:26
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{
"metadata": {
"name": "Snow_Water_Equivalent ( Homework 2)"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": "%matplotlib inline\nimport matplotlib.pylab as plt\nimport pandas as pd\nfrom datetime import datetime\nimport numpy as np",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": "pillows_header = ['year', 'month', 'day', 'hr', 'minute', 'second', 'Tuolumne_SWE', 'Dana_SWE']\npillows_start = datetime(1996,10,1)\npillows_end = datetime(2007,10,1)\npillows_dates = pd.date_range(start = pillows_start, end = pillows_end, freq = 'D')\ncourse_header = ['year', 'month', 'day', 'hr', 'minute', 'second', 'SWE']",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": "pillows_data = np.genfromtxt('Snow_Pillows', delimiter='\\t')\ncourse_data = np.genfromtxt('Dana_Snow_Course', delimiter='\\t')",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": "course_df = pd.DataFrame(course_data, columns=course_header)\npillows_df = pd.DataFrame(pillows_data, index = pillows_dates, columns = pillows_header)",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": "yy = course_df['year']\nmm = course_df['month']\ndd = course_df['day']\ncourse_dates = []\nfor i in range(len(yy)):\n course_dates.append(datetime(int(yy[i]),int(mm[i]),int(dd[i])))",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": "fig1 = plt.figure(figsize = (12,8))\nax = fig1.add_subplot(111)\nax.plot(pillows_df.index,pillows_df['Dana_SWE'],label = 'Dana Pillow Measurements')\nax.plot(course_dates,course_df['SWE'],'k*',label = 'Dana Course Measurements')\nax.set_xlabel('Year')\nax.set_ylabel('SWE(mm)')\nax.legend(loc = 'best')\n",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 12,
"text": "<matplotlib.legend.Legend at 0x39697d0>"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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ammq+zpMliIiIXI+fxc6Xk5NjM3s2RZZg/fLLL8PPzw/33XefZOu0DNZERERE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\ngg==\n",
"text": "<matplotlib.figure.Figure at 0x261b2d0>"
}
],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": "fig2 = plt.figure(figsize = (12,8))\nax = fig2.add_subplot(111)\nax.plot(pillows_df.index,pillows_df['Dana_SWE'],label = 'Dana Pillow Measurements')\nax.plot(course_dates,course_df['SWE'],'k*',label = 'Dana Course Measurements')\nax.plot(pillows_df.index, pillows_df['Tuolumne_SWE'], label = 'Tuolumne Pillow Measurements')\nax.set_xlabel('Year')\nax.set_ylabel('SWE(mm)')\nax.legend(loc = 'best')",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 13,
"text": "<matplotlib.legend.Legend at 0x3abd210>"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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NldERI0bQo0cPsrKyWLt2La+//rpTAnwp+/7888959NFHyczMpE+fPtx22224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\nyUUgxXrrVki3rea0+adx1J5Hu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Vxv2gSvvQbz58PXr/cvbg/EIday4q4loiNmKdaAEA+N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\n67KJ9fA1YRPsctGb7iUmtfk+XxdaQbxWrHv6VdAjvhfrjQc7BceGn4p1M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"text": "<matplotlib.figure.Figure at 0x261b210>"
}
],
"prompt_number": 13
}
],
"metadata": {}
}
]
}
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