From fb14f9473a821433aa41ff95ff8f4390b5dcca14 Mon Sep 17 00:00:00 2001 From: David Kroodsma Date: Tue, 26 Jul 2016 07:59:42 -0700 Subject: [PATCH] Area calculatoin in a Jupyter Notebook --- .gitignore | 5 +- .../analysis_by_county-checkpoint.ipynb | 6 - JupyterNotebooks/analysis_by_county.ipynb | 335 -- JupyterNotebooks/area-by-county.ipynb | 3729 +++++++++++++++++ JupyterNotebooks/area_calculation.ipynb | 396 ++ JupyterNotebooks/counties.obj | 2592 ++++++++++++ JupyterNotebooks/county_areas.csv | 1 + 7 files changed, 6722 insertions(+), 342 deletions(-) delete mode 100644 JupyterNotebooks/.ipynb_checkpoints/analysis_by_county-checkpoint.ipynb delete mode 100644 JupyterNotebooks/analysis_by_county.ipynb create mode 100644 JupyterNotebooks/area-by-county.ipynb create mode 100644 JupyterNotebooks/area_calculation.ipynb create mode 100644 JupyterNotebooks/counties.obj create mode 100644 JupyterNotebooks/county_areas.csv diff --git a/.gitignore b/.gitignore index b6522ed..7d8b368 100644 --- a/.gitignore +++ b/.gitignore @@ -54,4 +54,7 @@ docs/_build/ target/ -.idea \ No newline at end of file +.idea + +# jupyter notebooks +.ipynb_checkpoints diff --git a/JupyterNotebooks/.ipynb_checkpoints/analysis_by_county-checkpoint.ipynb b/JupyterNotebooks/.ipynb_checkpoints/analysis_by_county-checkpoint.ipynb deleted file mode 100644 index 286dcb3..0000000 --- a/JupyterNotebooks/.ipynb_checkpoints/analysis_by_county-checkpoint.ipynb +++ /dev/null @@ -1,6 +0,0 @@ -{ - "cells": [], - "metadata": {}, - "nbformat": 4, - "nbformat_minor": 0 -} diff --git a/JupyterNotebooks/analysis_by_county.ipynb b/JupyterNotebooks/analysis_by_county.ipynb deleted file mode 100644 index d736721..0000000 --- a/JupyterNotebooks/analysis_by_county.ipynb +++ /dev/null @@ -1,335 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import ee" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "ee.Initialize()\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 76, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "'''###########################################/\n", - " This script was created by SkyTruth to identify possible active mountaintop removal \n", - " and other surface coal mining.\n", - " \n", - " Playground code: https:#code.earthengine.google.com/02cbf97172a6dd9d1062ca0c6c122137\n", - "###########################################'''\n", - "\n", - "'''------------------------------------ IMPORT STUDY AREA ----------------------------'''\n", - "campagna_study_area = ee.FeatureCollection('ft:1Qo6AmhdEN44vPUpyGtzPtQUUO4rygWv4MljZ-MiE');\n", - "# Get the link here: https:#www.google.com/fusiontables/DataSource?docid=1Qo6AmhdEN44vPUpyGtzPtQUUO4rygWv4MljZ-MiE\n", - "\n", - "'''------------------------------------ SET NDVI THRESHOLD ---------------------------'''\n", - "NDVI_Threshold = 0.51;\n", - "\n", - "'''------------------------------------- IMPORT MASK ---------------------------------'''\n", - "mask_input_60m_2015 = ee.Image('users/jerrilyn/2015mask-PM-fullstudy-area');\n", - "# Get the link here: https:#drive.google.com/file/d/0B_MArPTqurHudFp6STU4ZzJHRmc/view\n", - "\n", - "''' ----------------------------------- VISUALIZATION / SETUP ------------------------------\n", - "Adds Campagna study area; various areas of interest '''\n", - "\n", - "# Map.addLayer(campagna_study_area, {}, \"Study area\");\n", - "\n", - "# Choose your favorite area of interest! Comment out all but one:\n", - "#Map.centerObject(campagna_study_area); # Full study extent\n", - "#Map.setCenter(-81.971744, 38.094253, 12); # Near Spurlockville, WV\n", - "# Map.setCenter(-82.705444, 37.020257, 12); # Near Addington, VA\n", - "#Map.setCenter(-83.224567, 37.355144, 11); # Near Dice, KY\n", - "#Map.setCenter(-83.931184, 36.533646, 12); # Near Log Mountain, TN\n", - "\n", - "# This list will contain all output images, so as to build an ImageCollection later for video export\n", - "allMTR_list = [];\n", - "\n", - "# This empty 2D array will be used for area calculation later (if performed)\n", - "MTR_area = [[],[]];\n", - "\n", - "# Subregions for exporting images/videos\n", - "# geometryI = ee.Geometry.Rectangle([-79.612, 37.3525, -82.421, 39.037])#.toGeoJSON();\n", - "# geometryII = ee.Geometry.Rectangle([-82.421, 37.3525, -84.993, 38.942]).toGeoJSON();\n", - "# geometryIII = ee.Geometry.Rectangle([-82.421, 35.367, -85.811, 37.3525]).toGeoJSON();\n", - "# geometryIV = ee.Geometry.Rectangle([-79.849, 35.763, -82.421, 37.3525]).toGeoJSON();\n", - "# exportbounds = campagna_study_area.geometry().bounds().getInfo();\n", - "\n", - "counties = ee.FeatureCollection('ft:1S4EB6319wWW2sWQDPhDvmSBIVrD3iEmCLYB7nMM');\n", - "boon = counties.filterMetadata('FIPS', 'equals', 54005);\n", - "\n", - "'''--------------------------------- IMAGE PROCESSING ---------------------------------'''\n", - "for year in range(1984,2016): # Years of interest for the study\n", - " \n", - "\n", - " # Determine what imagery dataset to use, based off year loop; and what threshold to use\n", - " if year <= 2011:\n", - " imagery = ee.ImageCollection(\"LANDSAT/LT5_L1T_ANNUAL_GREENEST_TOA\");\n", - " NDVIbands = 43;\n", - " \n", - " elif year == 2012:\n", - " imagery = ee.ImageCollection(\"LANDSAT/LE7_L1T_ANNUAL_GREENEST_TOA\");\n", - " NDVIbands = 43;\n", - " \n", - " elif year >= 2013:\n", - " imagery = ee.ImageCollection(\"LANDSAT/LC8_L1T_ANNUAL_GREENEST_TOA\");\n", - " NDVIbands = 54; # Because different bands are needed for LS8\n", - "\n", - " # Select specific year for analysis\n", - " yearImg = ee.Image(imagery.filterDate(str(year)+\"-01-01\", str(year)+\"-12-31\").first()).clip(campagna_study_area);\n", - "\n", - " # Calculate NDVI (using normalizedDifference function; select correct bands per sensor)\n", - " if NDVIbands == 54:\n", - " NDVI = yearImg.normalizedDifference([\"B5\",\"B4\"]).clip(campagna_study_area);\n", - " else:\n", - " NDVI = yearImg.normalizedDifference([\"B4\",\"B3\"]).clip(campagna_study_area);\n", - " \n", - "\n", - " # Create a mask of areas that ARE NOT mines (value of 1 to locations where NDVI is <= threshold)\n", - " lowNDVI = NDVI.where(NDVI.lte(NDVI_Threshold),1).where(NDVI.gt(NDVI_Threshold),0);\n", - "\n", - " # Create binary image containing the intersection between the LowNDVI and anywhere the inverted mask is 1\n", - " MTR = lowNDVI.And(mask_input_60m_2015.eq(0));\n", - "\n", - " # Erode/dilate MTR sites to remove outliers (pixel clean-up)\n", - " MTR_eroded_dialated_dialated_eroded = MTR.reduceNeighborhood(ee.Reducer.max(), ee.Kernel.euclidean(30, 'meters'))\\\n", - " .reduceNeighborhood(ee.Reducer.min(), ee.Kernel.euclidean(30, 'meters'))\\\n", - " .reduceNeighborhood(ee.Reducer.min(), ee.Kernel.euclidean(30, 'meters'))\\\n", - " .reduceNeighborhood(ee.Reducer.max(), ee.Kernel.euclidean(30, 'meters'));\n", - "\n", - " MTR_masked = MTR_eroded_dialated_dialated_eroded.updateMask(MTR_eroded_dialated_dialated_eroded);\n", - "\n", - " # Get a pixel area image, which will apply to any scale you provide\n", - " Area = ee.Image.pixelArea();\n", - "\n", - " # The area calculation, which currently burns out the server\n", - " areaAll = MTR_masked.multiply(Area).reduceRegion(reducer=ee.Reducer.sum(),geometry=boon, \n", - " scale= 30,crs= 'EPSG:3857',maxPixels= 1e9)\n", - " areaKmSq = ee.Number(areaAll.get('constant')).divide(1000*1000);\n", - " \n", - "\n", - " # Add these areas and their corresponding year to 2D array\n", - " MTR_area[0].append(year);\n", - " MTR_area[1].append(areaKmSq);\n", - " allMTR_list.append(MTR_masked);\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "['And',\n", - " 'Not',\n", - " 'Or',\n", - " '__class__',\n", - " '__delattr__',\n", - " '__dict__',\n", - " '__doc__',\n", - " '__eq__',\n", - " '__format__',\n", - " '__getattribute__',\n", - " '__hash__',\n", - " '__init__',\n", - " '__module__',\n", - " '__ne__',\n", - " '__new__',\n", - " '__reduce__',\n", - " '__reduce_ex__',\n", - " '__repr__',\n", - " '__setattr__',\n", - " '__sizeof__',\n", - " '__str__',\n", - " '__subclasshook__',\n", - " '__weakref__',\n", - " '_cast',\n", - " '_initialized',\n", - " '_number',\n", - " 'abs',\n", - " 'acos',\n", - " 'add',\n", - " 'args',\n", - " 'aside',\n", - " 'asin',\n", - " 'atan',\n", - " 'atan2',\n", - " 'bitCount',\n", - " 'bitwiseAnd',\n", - " 'bitwiseNot',\n", - " 'bitwiseOr',\n", - " 'bitwiseXor',\n", - " 'bitwise_and',\n", - " 'bitwise_not',\n", - " 'bitwise_or',\n", - " 'bitwise_xor',\n", - " 'byte',\n", - " 'cbrt',\n", - " 'ceil',\n", - " 'cos',\n", - " 'cosh',\n", - " 'digamma',\n", - " 'divide',\n", - " 'double',\n", - " 'encode',\n", - " 'eq',\n", - " 'erf',\n", - " 'erfInv',\n", - " 'erfc',\n", - " 'erfcInv',\n", - " 'exp',\n", - " 'first',\n", - " 'firstNonZero',\n", - " 'first_nonzero',\n", - " 'float',\n", - " 'floor',\n", - " 'format',\n", - " 'freeze',\n", - " 'func',\n", - " 'gamma',\n", - " 'getInfo',\n", - " 'gt',\n", - " 'gte',\n", - " 'hypot',\n", - " 'initialize',\n", - " 'int',\n", - " 'int16',\n", - " 'int32',\n", - " 'int64',\n", - " 'int8',\n", - " 'isVariable',\n", - " 'lanczos',\n", - " 'leftShift',\n", - " 'left_shift',\n", - " 'log',\n", - " 'log10',\n", - " 'long',\n", - " 'lt',\n", - " 'lte',\n", - " 'max',\n", - " 'min',\n", - " 'mod',\n", - " 'multiply',\n", - " 'name',\n", - " 'neq',\n", - " 'parse',\n", - " 'pow',\n", - " 'reset',\n", - " 'rightShift',\n", - " 'right_shift',\n", - " 'round',\n", - " 'serialize',\n", - " 'short',\n", - " 'sin',\n", - " 'sinh',\n", - " 'sqrt',\n", - " 'subtract',\n", - " 'tan',\n", - " 'tanh',\n", - " 'toByte',\n", - " 'toDouble',\n", - " 'toFloat',\n", - " 'toInt',\n", - " 'toInt16',\n", - " 'toInt32',\n", - " 'toInt64',\n", - " 'toInt8',\n", - " 'toLong',\n", - " 'toShort',\n", - " 'toUint16',\n", - " 'toUint32',\n", - " 'toUint8',\n", - " 'trigamma',\n", - " 'uint16',\n", - " 'uint32',\n", - " 'uint8',\n", - " 'varName']" - ] - }, - "execution_count": 47, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "dir(MTR_area[1][0])" - ] - }, - { - "cell_type": "code", - "execution_count": 117, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "ename": "EEException", - "evalue": "Dictionary.get: Dictionary does not contain key: constant.", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mEEException\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mMTR_area\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetInfo\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/ee/computedobject.pyc\u001b[0m in \u001b[0;36mgetInfo\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 93\u001b[0m \u001b[0mThe\u001b[0m \u001b[0mobject\u001b[0m \u001b[0mcan\u001b[0m \u001b[0mevaluate\u001b[0m \u001b[0mto\u001b[0m \u001b[0manything\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 94\u001b[0m \"\"\"\n\u001b[0;32m---> 95\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetValue\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m{\u001b[0m\u001b[0;34m'json'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mserialize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 96\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 97\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mencode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencoder\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/ee/data.pyc\u001b[0m in \u001b[0;36mgetValue\u001b[0;34m(params)\u001b[0m\n\u001b[1;32m 239\u001b[0m \"\"\"\n\u001b[1;32m 240\u001b[0m \u001b[0mparams\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'json_format'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'v2'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 241\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0msend_\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'/value'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mparams\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 242\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 243\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/ee/data.pyc\u001b[0m in \u001b[0;36msend_\u001b[0;34m(path, params, opt_method, opt_raw)\u001b[0m\n\u001b[1;32m 719\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mee_exception\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mEEException\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Invalid JSON: %s'\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mcontent\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 720\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;34m'error'\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mjson_content\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 721\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mee_exception\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mEEException\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mjson_content\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'error'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'message'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 722\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;34m'data'\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mcontent\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 723\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mee_exception\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mEEException\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Malformed response: '\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcontent\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mEEException\u001b[0m: Dictionary.get: Dictionary does not contain key: constant." - ] - } - ], - "source": [ - "print(MTR_area[1][0].getInfo())" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 2", - "language": "python", - "name": "python2" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.3" - } - }, - "nbformat": 4, - "nbformat_minor": 0 -} diff --git a/JupyterNotebooks/area-by-county.ipynb b/JupyterNotebooks/area-by-county.ipynb new file mode 100644 index 0000000..c421c02 --- /dev/null +++ b/JupyterNotebooks/area-by-county.ipynb @@ -0,0 +1,3729 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import ee\n", + "import datetime\n", + "import time\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib\n", + "import matplotlib.gridspec as gridspec\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The counties in our [Region of Interest](https://docs.google.com/document/d/10Kd-6qcMn3c0S7YfY2aAZJZ8eJi1Q0oRvd5tea-ykUM/edit)." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "ee.Initialize()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# from https://www.census.gov/geo/reference/codes/cou.html\n", + "# http://www2.census.gov/geo/docs/reference/codes/files/st54_wv_cou.txt\n", + "# http://www2.census.gov/geo/docs/reference/codes/files/st21_ky_cou.txt\n", + "# http://www2.census.gov/geo/docs/reference/codes/files/st47_tn_cou.txt\n", + "# http://www2.census.gov/geo/docs/reference/codes/files/st51_va_cou.txt\n", + "\n", + "va_counties_raw = '''VA,51,001,Accomack County,H1\n", + "VA,51,003,Albemarle County,H1\n", + "VA,51,005,Alleghany County,H1\n", + "VA,51,007,Amelia County,H1\n", + "VA,51,009,Amherst County,H1\n", + "VA,51,011,Appomattox County,H1\n", + "VA,51,013,Arlington County,H1\n", + "VA,51,015,Augusta County,H1\n", + "VA,51,017,Bath County,H1\n", + "VA,51,019,Bedford County,H1\n", + "VA,51,021,Bland County,H1\n", + "VA,51,023,Botetourt County,H1\n", + "VA,51,025,Brunswick County,H1\n", + "VA,51,027,Buchanan County,H1\n", + "VA,51,029,Buckingham County,H1\n", + "VA,51,031,Campbell County,H1\n", + "VA,51,033,Caroline County,H1\n", + "VA,51,035,Carroll County,H1\n", + "VA,51,036,Charles City County,H1\n", + "VA,51,037,Charlotte County,H1\n", + "VA,51,041,Chesterfield County,H1\n", + "VA,51,043,Clarke County,H1\n", + "VA,51,045,Craig County,H1\n", + "VA,51,047,Culpeper County,H1\n", + "VA,51,049,Cumberland County,H1\n", + "VA,51,051,Dickenson County,H1\n", + "VA,51,053,Dinwiddie County,H1\n", + "VA,51,057,Essex County,H1\n", + "VA,51,059,Fairfax County,H1\n", + "VA,51,061,Fauquier County,H1\n", + "VA,51,063,Floyd County,H1\n", + "VA,51,065,Fluvanna County,H1\n", + "VA,51,067,Franklin County,H1\n", + "VA,51,069,Frederick County,H1\n", + "VA,51,071,Giles County,H1\n", + "VA,51,073,Gloucester County,H1\n", + "VA,51,075,Goochland County,H1\n", + "VA,51,077,Grayson County,H1\n", + "VA,51,079,Greene County,H1\n", + "VA,51,081,Greensville County,H1\n", + "VA,51,083,Halifax County,H1\n", + "VA,51,085,Hanover County,H1\n", + "VA,51,087,Henrico County,H1\n", + "VA,51,089,Henry County,H1\n", + "VA,51,091,Highland County,H1\n", + "VA,51,093,Isle of Wight County,H1\n", + "VA,51,095,James City County,H1\n", + "VA,51,097,King and Queen County,H1\n", + "VA,51,099,King George County,H1\n", + "VA,51,101,King William County,H1\n", + "VA,51,103,Lancaster County,H1\n", + "VA,51,105,Lee County,H1\n", + "VA,51,107,Loudoun County,H1\n", + "VA,51,109,Louisa County,H1\n", + "VA,51,111,Lunenburg County,H1\n", + "VA,51,113,Madison County,H1\n", + "VA,51,115,Mathews County,H1\n", + "VA,51,117,Mecklenburg County,H1\n", + "VA,51,119,Middlesex County,H1\n", + "VA,51,121,Montgomery County,H1\n", + "VA,51,125,Nelson County,H1\n", + "VA,51,127,New Kent County,H1\n", + "VA,51,131,Northampton County,H1\n", + "VA,51,133,Northumberland County,H1\n", + "VA,51,135,Nottoway County,H1\n", + "VA,51,137,Orange County,H1\n", + "VA,51,139,Page County,H1\n", + "VA,51,141,Patrick County,H1\n", + "VA,51,143,Pittsylvania County,H1\n", + "VA,51,145,Powhatan County,H1\n", + "VA,51,147,Prince Edward County,H1\n", + "VA,51,149,Prince George County,H1\n", + "VA,51,153,Prince William County,H1\n", + "VA,51,155,Pulaski County,H1\n", + "VA,51,157,Rappahannock County,H1\n", + "VA,51,159,Richmond County,H1\n", + "VA,51,161,Roanoke County,H1\n", + "VA,51,163,Rockbridge County,H1\n", + "VA,51,165,Rockingham County,H1\n", + "VA,51,167,Russell County,H1\n", + "VA,51,169,Scott County,H1\n", + "VA,51,171,Shenandoah County,H1\n", + "VA,51,173,Smyth County,H1\n", + "VA,51,175,Southampton County,H1\n", + "VA,51,177,Spotsylvania County,H1\n", + "VA,51,179,Stafford County,H1\n", + "VA,51,181,Surry County,H1\n", + "VA,51,183,Sussex County,H1\n", + "VA,51,185,Tazewell County,H1\n", + "VA,51,187,Warren County,H1\n", + "VA,51,191,Washington County,H1\n", + "VA,51,193,Westmoreland County,H1\n", + "VA,51,195,Wise County,H1\n", + "VA,51,197,Wythe County,H1\n", + "VA,51,199,York County,H1\n", + "VA,51,510,Alexandria city,C7\n", + "VA,51,515,Bedford city,C7\n", + "VA,51,520,Bristol city,C7\n", + "VA,51,530,Buena Vista city,C7\n", + "VA,51,540,Charlottesville city,C7\n", + "VA,51,550,Chesapeake city,C7\n", + "VA,51,570,Colonial Heights city,C7\n", + "VA,51,580,Covington city,C7\n", + "VA,51,590,Danville city,C7\n", + "VA,51,595,Emporia city,C7\n", + "VA,51,600,Fairfax city,C7\n", + "VA,51,610,Falls Church city,C7\n", + "VA,51,620,Franklin city,C7\n", + "VA,51,630,Fredericksburg city,C7\n", + "VA,51,640,Galax city,C7\n", + "VA,51,650,Hampton city,C7\n", + "VA,51,660,Harrisonburg city,C7\n", + "VA,51,670,Hopewell city,C7\n", + "VA,51,678,Lexington city,C7\n", + "VA,51,680,Lynchburg city,C7\n", + "VA,51,683,Manassas city,C7\n", + "VA,51,685,Manassas Park city,C7\n", + "VA,51,690,Martinsville city,C7\n", + "VA,51,700,Newport News city,C7\n", + "VA,51,710,Norfolk city,C7\n", + "VA,51,720,Norton city,C7\n", + "VA,51,730,Petersburg city,C7\n", + "VA,51,735,Poquoson city,C7\n", + "VA,51,740,Portsmouth city,C7\n", + "VA,51,750,Radford city,C7\n", + "VA,51,760,Richmond city,C7\n", + "VA,51,770,Roanoke city,C7\n", + "VA,51,775,Salem city,C7\n", + "VA,51,790,Staunton city,C7\n", + "VA,51,800,Suffolk city,C7\n", + "VA,51,810,Virginia Beach city,C7\n", + "VA,51,820,Waynesboro city,C7\n", + "VA,51,830,Williamsburg city,C7\n", + "VA,51,840,Winchester city,C7'''.split(\"\\n\")\n", + "\n", + "wv_counties_raw = '''WV,54,001,Barbour County,H1\n", + "WV,54,003,Berkeley County,H1\n", + "WV,54,005,Boone County,H1\n", + "WV,54,007,Braxton County,H1\n", + "WV,54,009,Brooke County,H1\n", + "WV,54,011,Cabell County,H1\n", + "WV,54,013,Calhoun County,H1\n", + "WV,54,015,Clay County,H1\n", + "WV,54,017,Doddridge County,H1\n", + "WV,54,019,Fayette County,H1\n", + "WV,54,021,Gilmer County,H1\n", + "WV,54,023,Grant County,H1\n", + "WV,54,025,Greenbrier County,H1\n", + "WV,54,027,Hampshire County,H1\n", + "WV,54,029,Hancock County,H1\n", + "WV,54,031,Hardy County,H1\n", + "WV,54,033,Harrison County,H1\n", + "WV,54,035,Jackson County,H1\n", + "WV,54,037,Jefferson County,H1\n", + "WV,54,039,Kanawha County,H1\n", + "WV,54,041,Lewis County,H1\n", + "WV,54,043,Lincoln County,H1\n", + "WV,54,045,Logan County,H1\n", + "WV,54,047,McDowell County,H1\n", + "WV,54,049,Marion County,H1\n", + "WV,54,051,Marshall County,H1\n", + "WV,54,053,Mason County,H1\n", + "WV,54,055,Mercer County,H1\n", + "WV,54,057,Mineral County,H1\n", + "WV,54,059,Mingo County,H1\n", + "WV,54,061,Monongalia County,H1\n", + "WV,54,063,Monroe County,H1\n", + "WV,54,065,Morgan County,H1\n", + "WV,54,067,Nicholas County,H1\n", + "WV,54,069,Ohio County,H1\n", + "WV,54,071,Pendleton County,H1\n", + "WV,54,073,Pleasants County,H1\n", + "WV,54,075,Pocahontas County,H1\n", + "WV,54,077,Preston County,H1\n", + "WV,54,079,Putnam County,H1\n", + "WV,54,081,Raleigh County,H1\n", + "WV,54,083,Randolph County,H1\n", + "WV,54,085,Ritchie County,H1\n", + "WV,54,087,Roane County,H1\n", + "WV,54,089,Summers County,H1\n", + "WV,54,091,Taylor County,H1\n", + "WV,54,093,Tucker County,H1\n", + "WV,54,095,Tyler County,H1\n", + "WV,54,097,Upshur County,H1\n", + "WV,54,099,Wayne County,H1\n", + "WV,54,101,Webster County,H1\n", + "WV,54,103,Wetzel County,H1\n", + "WV,54,105,Wirt County,H1\n", + "WV,54,107,Wood County,H1\n", + "WV,54,109,Wyoming County,H1'''.split(\"\\n\")\n", + "\n", + "ky_counties_raw = '''KY,21,001,Adair County,H1\n", + "KY,21,003,Allen County,H1\n", + "KY,21,005,Anderson County,H1\n", + "KY,21,007,Ballard County,H1\n", + "KY,21,009,Barren County,H1\n", + "KY,21,011,Bath County,H1\n", + "KY,21,013,Bell County,H1\n", + "KY,21,015,Boone County,H1\n", + "KY,21,017,Bourbon County,H1\n", + "KY,21,019,Boyd County,H1\n", + "KY,21,021,Boyle County,H1\n", + "KY,21,023,Bracken County,H1\n", + "KY,21,025,Breathitt County,H1\n", + "KY,21,027,Breckinridge County,H1\n", + "KY,21,029,Bullitt County,H1\n", + "KY,21,031,Butler County,H1\n", + "KY,21,033,Caldwell County,H1\n", + "KY,21,035,Calloway County,H1\n", + "KY,21,037,Campbell County,H1\n", + "KY,21,039,Carlisle County,H1\n", + "KY,21,041,Carroll County,H1\n", + "KY,21,043,Carter County,H1\n", + "KY,21,045,Casey County,H1\n", + "KY,21,047,Christian County,H1\n", + "KY,21,049,Clark County,H1\n", + "KY,21,051,Clay County,H1\n", + "KY,21,053,Clinton County,H1\n", + "KY,21,055,Crittenden County,H1\n", + "KY,21,057,Cumberland County,H1\n", + "KY,21,059,Daviess County,H1\n", + "KY,21,061,Edmonson County,H1\n", + "KY,21,063,Elliott County,H1\n", + "KY,21,065,Estill County,H1\n", + "KY,21,067,Fayette County,H6\n", + "KY,21,069,Fleming County,H1\n", + "KY,21,071,Floyd County,H1\n", + "KY,21,073,Franklin County,H1\n", + "KY,21,075,Fulton County,H1\n", + "KY,21,077,Gallatin County,H1\n", + "KY,21,079,Garrard County,H1\n", + "KY,21,081,Grant County,H1\n", + "KY,21,083,Graves County,H1\n", + "KY,21,085,Grayson County,H1\n", + "KY,21,087,Green County,H1\n", + "KY,21,089,Greenup County,H1\n", + "KY,21,091,Hancock County,H1\n", + "KY,21,093,Hardin County,H1\n", + "KY,21,095,Harlan County,H1\n", + "KY,21,097,Harrison County,H1\n", + "KY,21,099,Hart County,H1\n", + "KY,21,101,Henderson County,H1\n", + "KY,21,103,Henry County,H1\n", + "KY,21,105,Hickman County,H1\n", + "KY,21,107,Hopkins County,H1\n", + "KY,21,109,Jackson County,H1\n", + "KY,21,111,Jefferson County,H1\n", + "KY,21,113,Jessamine County,H1\n", + "KY,21,115,Johnson County,H1\n", + "KY,21,117,Kenton County,H1\n", + "KY,21,119,Knott County,H1\n", + "KY,21,121,Knox County,H1\n", + "KY,21,123,Larue County,H1\n", + "KY,21,125,Laurel County,H1\n", + "KY,21,127,Lawrence County,H1\n", + "KY,21,129,Lee County,H1\n", + "KY,21,131,Leslie County,H1\n", + "KY,21,133,Letcher County,H1\n", + "KY,21,135,Lewis County,H1\n", + "KY,21,137,Lincoln County,H1\n", + "KY,21,139,Livingston County,H1\n", + "KY,21,141,Logan County,H1\n", + "KY,21,143,Lyon County,H1\n", + "KY,21,145,McCracken County,H1\n", + "KY,21,147,McCreary County,H1\n", + "KY,21,149,McLean County,H1\n", + "KY,21,151,Madison County,H1\n", + "KY,21,153,Magoffin County,H1\n", + "KY,21,155,Marion County,H1\n", + "KY,21,157,Marshall County,H1\n", + "KY,21,159,Martin County,H1\n", + "KY,21,161,Mason County,H1\n", + "KY,21,163,Meade County,H1\n", + "KY,21,165,Menifee County,H1\n", + "KY,21,167,Mercer County,H1\n", + "KY,21,169,Metcalfe County,H1\n", + "KY,21,171,Monroe County,H1\n", + "KY,21,173,Montgomery County,H1\n", + "KY,21,175,Morgan County,H1\n", + "KY,21,177,Muhlenberg County,H1\n", + "KY,21,179,Nelson County,H1\n", + "KY,21,181,Nicholas County,H1\n", + "KY,21,183,Ohio County,H1\n", + "KY,21,185,Oldham County,H1\n", + "KY,21,187,Owen County,H1\n", + "KY,21,189,Owsley County,H1\n", + "KY,21,191,Pendleton County,H1\n", + "KY,21,193,Perry County,H1\n", + "KY,21,195,Pike County,H1\n", + "KY,21,197,Powell County,H1\n", + "KY,21,199,Pulaski County,H1\n", + "KY,21,201,Robertson County,H1\n", + "KY,21,203,Rockcastle County,H1\n", + "KY,21,205,Rowan County,H1\n", + "KY,21,207,Russell County,H1\n", + "KY,21,209,Scott County,H1\n", + "KY,21,211,Shelby County,H1\n", + "KY,21,213,Simpson County,H1\n", + "KY,21,215,Spencer County,H1\n", + "KY,21,217,Taylor County,H1\n", + "KY,21,219,Todd County,H1\n", + "KY,21,221,Trigg County,H1\n", + "KY,21,223,Trimble County,H1\n", + "KY,21,225,Union County,H1\n", + "KY,21,227,Warren County,H1\n", + "KY,21,229,Washington County,H1\n", + "KY,21,231,Wayne County,H1\n", + "KY,21,233,Webster County,H1\n", + "KY,21,235,Whitley County,H1\n", + "KY,21,237,Wolfe County,H1\n", + "KY,21,239,Woodford County,H1'''.split(\"\\n\")\n", + "\n", + "\n", + "tn_counties_raw = '''TN,47,001,Anderson County,H1\n", + "TN,47,003,Bedford County,H1\n", + "TN,47,005,Benton County,H1\n", + "TN,47,007,Bledsoe County,H1\n", + "TN,47,009,Blount County,H1\n", + "TN,47,011,Bradley County,H1\n", + "TN,47,013,Campbell County,H1\n", + "TN,47,015,Cannon County,H1\n", + "TN,47,017,Carroll County,H1\n", + "TN,47,019,Carter County,H1\n", + "TN,47,021,Cheatham County,H1\n", + "TN,47,023,Chester County,H1\n", + "TN,47,025,Claiborne County,H1\n", + "TN,47,027,Clay County,H1\n", + "TN,47,029,Cocke County,H1\n", + "TN,47,031,Coffee County,H1\n", + "TN,47,033,Crockett County,H1\n", + "TN,47,035,Cumberland County,H1\n", + "TN,47,037,Davidson County,H6\n", + "TN,47,039,Decatur County,H1\n", + "TN,47,041,DeKalb County,H1\n", + "TN,47,043,Dickson County,H1\n", + "TN,47,045,Dyer County,H1\n", + "TN,47,047,Fayette County,H1\n", + "TN,47,049,Fentress County,H1\n", + "TN,47,051,Franklin County,H1\n", + "TN,47,053,Gibson County,H1\n", + "TN,47,055,Giles County,H1\n", + "TN,47,057,Grainger County,H1\n", + "TN,47,059,Greene County,H1\n", + "TN,47,061,Grundy County,H1\n", + "TN,47,063,Hamblen County,H1\n", + "TN,47,065,Hamilton County,H1\n", + "TN,47,067,Hancock County,H1\n", + "TN,47,069,Hardeman County,H1\n", + "TN,47,071,Hardin County,H1\n", + "TN,47,073,Hawkins County,H1\n", + "TN,47,075,Haywood County,H1\n", + "TN,47,077,Henderson County,H1\n", + "TN,47,079,Henry County,H1\n", + "TN,47,081,Hickman County,H1\n", + "TN,47,083,Houston County,H1\n", + "TN,47,085,Humphreys County,H1\n", + "TN,47,087,Jackson County,H1\n", + "TN,47,089,Jefferson County,H1\n", + "TN,47,091,Johnson County,H1\n", + "TN,47,093,Knox County,H1\n", + "TN,47,095,Lake County,H1\n", + "TN,47,097,Lauderdale County,H1\n", + "TN,47,099,Lawrence County,H1\n", + "TN,47,101,Lewis County,H1\n", + "TN,47,103,Lincoln County,H1\n", + "TN,47,105,Loudon County,H1\n", + "TN,47,107,McMinn County,H1\n", + "TN,47,109,McNairy County,H1\n", + "TN,47,111,Macon County,H1\n", + "TN,47,113,Madison County,H1\n", + "TN,47,115,Marion County,H1\n", + "TN,47,117,Marshall County,H1\n", + "TN,47,119,Maury County,H1\n", + "TN,47,121,Meigs County,H1\n", + "TN,47,123,Monroe County,H1\n", + "TN,47,125,Montgomery County,H1\n", + "TN,47,127,Moore County,H6\n", + "TN,47,129,Morgan County,H1\n", + "TN,47,131,Obion County,H1\n", + "TN,47,133,Overton County,H1\n", + "TN,47,135,Perry County,H1\n", + "TN,47,137,Pickett County,H1\n", + "TN,47,139,Polk County,H1\n", + "TN,47,141,Putnam County,H1\n", + "TN,47,143,Rhea County,H1\n", + "TN,47,145,Roane County,H1\n", + "TN,47,147,Robertson County,H1\n", + "TN,47,149,Rutherford County,H1\n", + "TN,47,151,Scott County,H1\n", + "TN,47,153,Sequatchie County,H1\n", + "TN,47,155,Sevier County,H1\n", + "TN,47,157,Shelby County,H1\n", + "TN,47,159,Smith County,H1\n", + "TN,47,161,Stewart County,H1\n", + "TN,47,163,Sullivan County,H1\n", + "TN,47,165,Sumner County,H1\n", + "TN,47,167,Tipton County,H1\n", + "TN,47,169,Trousdale County,H6\n", + "TN,47,171,Unicoi County,H1\n", + "TN,47,173,Union County,H1\n", + "TN,47,175,Van Buren County,H1\n", + "TN,47,177,Warren County,H1\n", + "TN,47,179,Washington County,H1\n", + "TN,47,181,Wayne County,H1\n", + "TN,47,183,Weakley County,H1\n", + "TN,47,185,White County,H1\n", + "TN,47,187,Williamson County,H1\n", + "TN,47,189,Wilson County,H1'''.split(\"\\n\")\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "fips_codes_in_roi = [21013,21019,21025,21043,21051,21053,21063,21065,21071,21089,21095,21109,\n", + " 21115,21119,21121,21125,21127,21129,21131,21133,21135,21147,21153,21159,\n", + " 21165,21175,21189,21193,21195,21197,21199,21203,21205,21231,21235,21237,\n", + " 47001,47013,47025,47035,47049,47129,47133,47137,47141,47145,47151,51027,\n", + " 51051,51105,51167,51169,51185,51195,51720 ,54005,54011,54015,54019,54025,\n", + " 54039,54043,54045,54047,54053,54055,54059,54067,54075,54081,54089,54099,54101,54109]\n", + "\n", + "counties_in_roi = {}\n", + "\n", + "for c in (tn_counties_raw + wv_counties_raw + va_counties_raw + ky_counties_raw):\n", + " c = c.split(\",\")\n", + " fips_code = int(c[1]+c[2]) \n", + " if fips_code in fips_codes_in_roi:\n", + " counties_in_roi[c[3].replace(\" County\", \" \"+c[0])] = fips_code\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# fips_wv = [54005,54011,54015,54019,54025,54039,54043,\n", + "# 54045,54047,54053,54055,54059,54067,54075,\n", + "# 54081,54089,54099,54101,54109]\n", + "\n", + "# wv_counties = {\n", + "# 'Boone':54005,\n", + "# 'Logan':54045,\n", + "# 'Kanawha':54039,\n", + "# 'McDowell':54047,\n", + "# 'Lincoln': 54043\n", + "# }\n", + "\n", + "NDVI_Threshold = 0.51;\n", + "\n", + "mask_input_60m_2015 = ee.Image('users/jerrilyn/2015mask-PM-fullstudy-area');\n", + "# Get the link here: https:#drive.google.com/file/d/0B_MArPTqurHudFp6STU4ZzJHRmc/view\n", + "\n", + "counties = ee.FeatureCollection('ft:1S4EB6319wWW2sWQDPhDvmSBIVrD3iEmCLYB7nMM');\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "\n", + "\n", + "'''--------------------------------- IMAGE PROCESSING ---------------------------------'''\n", + "def getMTR_area(fips):\n", + " the_county = counties.filterMetadata('FIPS', 'equals', fips);\n", + " \n", + " MTR_area = [[],[]];\n", + "\n", + " for year in range(1984,2016): # Years of interest for the study\n", + "\n", + " # Determine what imagery dataset to use, based off year loop; and what threshold to use\n", + " if year <= 2011:\n", + " imagery = ee.ImageCollection(\"LANDSAT/LT5_L1T_ANNUAL_GREENEST_TOA\");\n", + " NDVIbands = 43;\n", + "\n", + " elif year == 2012:\n", + " imagery = ee.ImageCollection(\"LANDSAT/LE7_L1T_ANNUAL_GREENEST_TOA\");\n", + " NDVIbands = 43;\n", + "\n", + " elif year >= 2013:\n", + " imagery = ee.ImageCollection(\"LANDSAT/LC8_L1T_ANNUAL_GREENEST_TOA\");\n", + " NDVIbands = 54; # Because different bands are needed for LS8\n", + "\n", + " # Select specific year for analysis\n", + " yearImg = ee.Image(imagery.filterDate(str(year)+\"-01-01\", str(year)+\"-12-31\").first()).clip(the_county);\n", + "\n", + " # Calculate NDVI (using normalizedDifference function; select correct bands per sensor)\n", + " if NDVIbands == 54:\n", + " NDVI = yearImg.normalizedDifference([\"B5\",\"B4\"]).clip(the_county);\n", + " else:\n", + " NDVI = yearImg.normalizedDifference([\"B4\",\"B3\"]).clip(the_county);\n", + "\n", + "\n", + " # Create a mask of areas that ARE NOT mines (value of 1 to locations where NDVI is <= threshold)\n", + " lowNDVI = NDVI.where(NDVI.lte(NDVI_Threshold),1).where(NDVI.gt(NDVI_Threshold),0);\n", + "\n", + " # Create binary image containing the intersection between the LowNDVI and anywhere the inverted mask is 1\n", + " MTR = lowNDVI.And(mask_input_60m_2015.eq(0));\n", + "\n", + " # Erode/dilate MTR sites to remove outliers (pixel clean-up)\n", + " MTR_eroded_dialated_dialated_eroded = MTR.reduceNeighborhood(ee.Reducer.max(), ee.Kernel.euclidean(30, 'meters'))\\\n", + " .reduceNeighborhood(ee.Reducer.min(), ee.Kernel.euclidean(60, 'meters'))\\\n", + " .reduceNeighborhood(ee.Reducer.max(), ee.Kernel.euclidean(30, 'meters'));\n", + "\n", + " MTR_masked = MTR_eroded_dialated_dialated_eroded.updateMask(MTR_eroded_dialated_dialated_eroded);\n", + "\n", + "\n", + " # Get a pixel area image, which will apply to any scale you provide\n", + " Area = ee.Image.pixelArea();\n", + "\n", + " # The area calculation, which currently burns out the server\n", + " areaAll = MTR_masked.multiply(Area).reduceRegion(reducer=ee.Reducer.sum(),geometry=the_county, \n", + " scale= 30,crs= 'EPSG:3857',maxPixels= 1e9)\n", + " areaKmSq = ee.Number(areaAll.get(MTR_masked.bandNames().getInfo()[0])).divide(1000*1000);\n", + "\n", + "\n", + " # Add these areas and their corresponding year to 2D array\n", + " MTR_area[0].append(year);\n", + " MTR_area[1].append(areaKmSq);\n", + "\n", + " return MTR_area" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [], + "source": [ + "def get_area_list(MTR_area):\n", + " county_areas = []\n", + " for i in range(len(MTR_area[1])):\n", + " print MTR_area[0][i],\"\\t\",\n", + " try:\n", + " the_area = MTR_area[1][i].getInfo()\n", + " county_areas.append(the_area)\n", + " except:\n", + " time.sleep(20)\n", + " the_area = MTR_area[1][i].getInfo()\n", + " county_areas.append(the_area)\n", + " print the_area\n", + " time.sleep(15)\n", + " return county_areas" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "county_areas = {}\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": false, + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Overton TN\n", + "1984 \t10.4720279355\n", + "1985 \t6.11560031964\n", + "1986 \t1.61974591846\n", + "1987 \t10.8674139453\n", + "1988 \t1.40174560138\n", + "1989 \t1.59293971088\n", + "1990 \t2.43683645361\n", + "1991 \t9.09310187878\n", + "1992 \t3.05370806317\n", + "1993 \t3.25001392902\n", + "1994 \t1.556442125\n", + "1995 \t2.05065550958\n", + "1996 \t4.2388233728\n", + "1997 \t2.38428460754\n", + "1998 \t1.59052536182\n", + "1999 \t2.65974545978\n", + "2000 \t2.25917569415\n", + "2001 \t2.05117426373\n", + "2002 \t9.51867058319\n", + "2003 \t2.46042851056\n", + "2004 \t2.02896183661\n", + "2005 \t2.49260439484\n", + "2006 \t3.04375773993\n", + "2007 \t4.83848429156\n", + "2008 \t3.97958510675\n", + "2009 \t4.10179179565\n", + "2010 \t3.71089343402\n", + "2011 \t4.59218602319\n", + "2012 \t3.67396792468\n", + "2013 \t2.28137177478\n", + "2014 \t1.80504072876\n", + "2015 \t2.36718432568\n", + "Pickett TN\n", + "1984 \t2.76288563257\n", + "1985 \t2.21983387402\n", + "1986 \t1.43320282123\n", + "1987 \t2.21135549054\n", + "1988 \t1.42845162317\n", + "1989 \t1.51480668524\n", + "1990 \t1.5213476153\n", + "1991 \t7.12514741321\n", + "1992 \t1.55714219275\n", + "1993 \t1.53686071704\n", + "1994 \t1.47843517749\n", + "1995 \t1.5224627876\n", + "1996 \t1.75884269757\n", + "1997 \t1.73844264606\n", + "1998 \t1.4088832381\n", + "1999 \t1.7113575976\n", + "2000 \t1.49631196979\n", + "2001 \t1.66029175378\n", + "2002 \t10.3944902616\n", + "2003 \t1.6429535401\n", + "2004 \t1.53978233087\n", + "2005 \t1.95028131049\n", + "2006 \t1.85372343689\n", + "2007 \t2.29851228113\n", + "2008 \t2.03960071234\n", + "2009 \t1.86639894147\n", + "2010 \t1.61558979303\n", + "2011 \t1.75106054846\n", + "2012 \t1.57631146405\n", + "2013 \t1.39494059125\n", + "2014 \t1.38162725616\n", + "2015 \t1.65039980688\n", + "Buchanan VA\n", + "1984 \t5.28645280933\n", + "1985 \t3.1393215849\n", + "1986 \t2.77674247638\n", + "1987 \t3.01064931738\n", + "1988 \t3.42677450354\n", + "1989 \t10.132646903\n", + "1990 \t3.39052539014\n", + "1991 \t4.79191729242\n", + "1992 \t3.38940597369\n", + "1993 \t2.81873121222\n", + "1994 \t11.6388475571\n", + "1995 \t3.40007224683\n", + "1996 \t2.95483901263\n", + "1997 \t2.69055551898\n", + "1998 \t3.43030285516\n", + "1999 \t5.25182782648\n", + "2000 \t5.43716812103\n", + "2001 \t4.52473549634\n", + "2002 \t7.69207707959\n", + "2003 \t5.12980681726\n", + "2004 \t6.41173491284\n", + "2005 \t7.51509396252\n", + "2006 \t7.69471304242\n", + "2007 \t11.0655388549\n", + "2008 \t10.4527383035\n", + "2009 \t14.0367574529\n", + "2010 \t9.55216757715\n", + "2011 \t9.48839209515\n", + "2012 \t8.12089082965\n", + "2013 \t8.1857431261\n", + "2014 \t7.85534849988\n", + "2015 \t8.17046947839\n", + "Rowan KY\n", + "1984 \t6.9392408009\n", + "1985 \t16.2971033757\n", + "1986 \t3.90421767426\n", + "1987 \t3.92637073376\n", + "1988 \t4.38609171436\n", + "1989 \t12.7397762982\n", + "1990 \t4.28280450598\n", + "1991 \t4.02099324072\n", + "1992 \t6.12257496088\n", + "1993 \t4.0029199234\n", + "1994 \t4.06023866254\n", + "1995 \t4.11213822284\n", + "1996 \t4.18464110901\n", + "1997 \t4.48882947614\n", + "1998 \t4.48046131409\n", + "1999 \t6.18225170746\n", + "2000 \t4.87345016443\n", + "2001 \t5.03192331488\n", + "2002 \t5.13229104236\n", + "2003 \t4.617333185\n", + "2004 \t4.74288522144\n", + "2005 \t5.50911583301\n", + "2006 \t5.75337080872\n", + "2007 \t5.73878669543\n", + "2008 \t5.44864166064\n", + "2009 \t5.77994888354\n", + "2010 \t5.60890882678\n", + "2011 \t4.94584755548\n", + "2012 \t5.11130519177\n", + "2013 \t4.73835539337\n", + "2014 \t4.55835612866\n", + "2015 \t4.72701291418\n", + "McDowell WV\n", + "1984 \t5.98914591064\n", + "1985 \t6.0397653244\n", + "1986 \t4.08522258716\n", + "1987 \t4.28933562085\n", + "1988 \t4.72617390582\n", + "1989 \t6.77120556158\n", + "1990 \t3.194970388\n", + "1991 \t6.32308733258\n", + "1992 \t3.65559084753\n", + "1993 \t4.54295026685\n", + "1994 \t13.4348994281\n", + "1995 \t4.16735707935\n", + "1996 \t3.9338106944\n", + "1997 \t4.34086746783\n", + "1998 \t4.34926180804\n", + "1999 \t6.51268892725\n", + "2000 \t5.62234165002\n", + "2001 \t6.03813649249\n", + "2002 \t8.52432020886\n", + "2003 \t7.70648532581\n", + "2004 \t6.91967959985\n", + "2005 \t8.93136897278\n", + "2006 \t10.4277909763\n", + "2007 \t11.9288570471\n", + "2008 \t12.0493805587\n", + "2009 \t10.4398256452\n", + "2010 \t10.7028531917\n", + "2011 \t10.6987685384\n", + "2012 \t10.8774405383\n", + "2013 \t9.31556529742\n", + "2014 \t10.8416229172\n", + "2015 \t10.1253976022\n", + "Wyoming WV\n", + "1984 \t5.34985770074\n", + "1985 \t5.45562021179\n", + "1986 \t5.12761053473\n", + "1987 \t5.43483539716\n", + "1988 \t6.26848856512\n", + "1989 \t18.0246569999\n", + "1990 \t4.82919918854\n", + "1991 \t7.3106461521\n", + "1992 \t3.98684643579\n", + "1993 \t3.79237485919\n", + "1994 \t11.6442183339\n", + "1995 \t2.9614483064\n", + "1996 \t1.99284715228\n", + "1997 \t2.96964966119\n", + "1998 \t5.36501002698\n", + "1999 \t7.67245491302\n", + "2000 \t8.60929313281\n", + "2001 \t8.59381282648\n", + "2002 \t10.1633378806\n", + "2003 \t10.3835881427\n", + "2004 \t10.6373400308\n", + "2005 \t11.3452883554\n", + "2006 \t10.3119144003\n", + "2007 \t15.7559778036\n", + "2008 \t12.6409971488\n", + "2009 \t12.3549595463\n", + "2010 \t9.73042173468\n", + "2011 \t9.00740907294\n", + "2012 \t6.63953012512\n", + "2013 \t5.45121701794\n", + "2014 \t5.00389016467\n", + "2015 \t4.71787748071\n", + "Breathitt KY\n", + "1984 \t23.6648651868\n", + "1985 \t63.7329405445\n", + "1986 \t21.5074488053\n", + "1987 \t20.5106030244\n", + "1988 \t23.2464980825\n", + "1989 \t106.90071323\n", + "1990 \t18.0369733177\n", + "1991 \t16.4586058372\n", + "1992 \t23.065132597\n", + "1993 \t16.563867841\n", + "1994 \t15.7681076605\n", + "1995 \t11.5851533375\n", + "1996 \t12.2182869044\n", + "1997 \t18.5331561329\n", + "1998 \t12.7444029846\n", + "1999 \t13.4254486854\n", + "2000 \t10.420376088\n", + "2001 \t9.94688196997\n", + "2002 \t11.1608846851\n", + "2003 \t5.5393732085\n", + "2004 \t7.19028695667\n", + "2005 \t13.402734407\n", + "2006 \t8.50712274835\n", + "2007 \t13.7929837729\n", + "2008 \t11.9744725278\n", + "2009 \t9.2047064422\n", + "2010 \t8.64107616547\n", + "2011 \t6.95776955823\n", + "2012 \t7.86380540973\n", + "2013 \t7.98348406659\n", + "2014 \t7.91031961011\n", + "2015 \t7.6256209707\n", + "Knox KY\n", + "1984 \t14.3907151027\n", + "1985 \t50.6217989895\n", + "1986 \t7.48110980579\n", + "1987 \t7.58022431793\n", + "1988 \t8.59035181689\n", + "1989 \t54.6718991923\n", + "1990 \t3.17561405908\n", + "1991 \t2.63886559662\n", + "1992 \t5.83976655737\n", + "1993 \t2.62427665112\n", + "1994 \t2.03226214417\n", + "1995 \t1.42810173065\n", + "1996 \t3.50467889368\n", + "1997 \t1.44952249744\n", + "1998 \t3.81084114917\n", + "1999 \t1.79551817401\n", + "2000 \t1.90538450385\n", + "2001 \t1.57736255511\n", + "2002 \t2.93296753833\n", + "2003 \t1.42769518231\n", + "2004 \t2.18059304236\n", + "2005 \t3.2887050025\n", + "2006 \t2.93396268451\n", + "2007 \t4.28151196179\n", + "2008 \t3.85391349438\n", + "2009 \t3.38569238922\n", + "2010 \t3.31063010144\n", + "2011 \t3.11020529028\n", + "2012 \t2.75240121436\n", + "2013 \t1.75876367682\n", + "2014 \t1.48094822058\n", + "2015 \t1.28049447711\n", + "Lincoln WV\n", + "1984 \t0.29822978125\n", + "1985 \t0.0859769191284\n", + "1986 \t0.0738786595459\n", + "1987 \t0.0387854198608\n", + "1988 \t0.469507612976\n", + "1989 \t141.083905242\n", + "1990 \t0.422292192505\n", + "1991 \t0.776241977051\n", + "1992 \t0.420318549866\n", + "1993 \t0.573366504822\n", + "1994 \t1.43899579846\n", + "1995 \t0.880780286011\n", + "1996 \t0.168162218079\n", + "1997 \t0.496437723755\n", + "1998 \t1.06601834033\n", + "1999 \t2.9607414519\n", + "2000 \t4.36364174402\n", + "2001 \t4.82174725739\n", + "2002 \t7.46772135339\n", + "2003 \t5.45470099957\n", + "2004 \t5.99681258856\n", + "2005 \t7.1513564718\n", + "2006 \t7.66863942023\n", + "2007 \t9.71958562225\n", + "2008 \t10.4890362183\n", + "2009 \t11.4399541648\n", + "2010 \t10.7625227469\n", + "2011 \t10.6662209079\n", + "2012 \t11.4450100061\n", + "2013 \t8.47554923053\n", + "2014 \t7.87580536853\n", + "2015 \t8.71206880743\n", + "Cabell WV\n", + "1984 \t0.710644735413\n", + "1985 \t0.500541474915\n", + "1986 \t0.400497700745\n", + "1987 \t0.398842614624\n", + "1988 \t0.551531072327\n", + "1989 \t7.53054996613\n", + "1990 \t0.442309864319\n", + "1991 \t0.596186377563\n", + "1992 \t0.557141918457\n", + "1993 \t0.532652161133\n", + "1994 \t0.605482496887\n", + "1995 \t0.547907954956\n", + "1996 \t0.554312231567\n", + "1997 \t0.680101506592\n", + "1998 \t0.577769692932\n", + "1999 \t0.886175757324\n", + "2000 \t0.920702462463\n", + "2001 \t0.816758225159\n", + "2002 \t1.12535714886\n", + "2003 \t0.494612213684\n", + "2004 \t0.552635456848\n", + "2005 \t0.663491870972\n", + "2006 \t0.627718471863\n", + "2007 \t0.755106022705\n", + "2008 \t0.458739784729\n", + "2009 \t0.796543060181\n", + "2010 \t0.698883072815\n", + "2011 \t0.681928450562\n", + "2012 \t0.710246894409\n", + "2013 \t0.576342886414\n", + "2014 \t0.509530650391\n", + "2015 \t0.52658382843\n", + "Logan WV\n", + "1984 \t6.76530422284\n", + "1985 \t4.77199791986\n", + "1986 \t5.5677223266\n", + "1987 \t7.59614977625\n", + "1988 \t10.2638907033\n", + "1989 \t66.5463968494\n", + "1990 \t14.7803333622\n", + "1991 \t23.4829373445\n", + "1992 \t16.7997905369\n", + "1993 \t18.2318701893\n", + "1994 \t36.2481106345\n", + "1995 \t25.2762954959\n", + "1996 \t19.8985748009\n", + "1997 \t21.7433416453\n", + "1998 \t22.6253770876\n", + "1999 \t31.027970129\n", + "2000 \t25.7355666122\n", + "2001 \t20.804021822\n", + "2002 \t25.9957669281\n", + "2003 \t17.9303703859\n", + "2004 \t18.659354503\n", + "2005 \t25.5050118687\n", + "2006 \t25.306281412\n", + "2007 \t32.9224296438\n", + "2008 \t30.9666569708\n", + "2009 \t36.0495470729\n", + "2010 \t28.1158781853\n", + "2011 \t26.3531492194\n", + "2012 \t25.3107548126\n", + "2013 \t20.0512951489\n", + "2014 \t18.61076929\n", + "2015 \t20.5349180425\n", + "Elliott KY\n", + "1984 \t6.41981913623\n", + "1985 \t14.1383500314\n", + "1986 \t2.17528563306\n", + "1987 \t1.27163071582\n", + "1988 \t1.51198423029\n", + "1989 \t11.7932245445\n", + "1990 \t0.531570227539\n", + "1991 \t1.01197711578\n", + "1992 \t0.925529617188\n", + "1993 \t0.388435058411\n", + "1994 \t0.318120866455\n", + "1995 \t0.126177927429\n", + "1996 \t0.243226569824\n", + "1997 \t0.57540629364\n", + "1998 \t0.245780818665\n", + "1999 \t1.20687475842\n", + "2000 \t0.299714713318\n", + "2001 \t0.158490617554\n", + "2002 \t0.791449232056\n", + "2003 \t0.46541044928\n", + "2004 \t0.540423959412\n", + "2005 \t0.58269998114\n", + "2006 \t0.511836062683\n", + "2007 \t0.609571672363\n", + "2008 \t0.642373354309\n", + "2009 \t0.664116859802\n", + "2010 \t0.37481912793\n", + "2011 \t0.190186221802\n", + "2012 \t0.42735056842\n", + "2013 \t0.173086582703\n", + "2014 \t0.363291474304\n", + "2015 \t0.344677286621\n", + "Powell KY\n", + "1984 \t1.06380257861\n", + "1985 \t9.97883530316\n", + "1986 \t1.04272456982\n", + "1987 \t0.969434811768\n", + "1988 \t1.03166150848\n", + "1989 \t15.7680745001\n", + "1990 \t1.33534590881\n", + "1991 \t1.18297475751\n", + "1992 \t2.25413349292\n", + "1993 \t1.19259441498\n", + "1994 \t1.32799581183\n", + "1995 \t1.06019211676\n", + "1996 \t1.08714822968\n", + "1997 \t1.11785674512\n", + "1998 \t1.26247472522\n", + "1999 \t2.47230259955\n", + "2000 \t1.36914731262\n", + "2001 \t1.40095928076\n", + "2002 \t1.65020732544\n", + "2003 \t1.01723710291\n", + "2004 \t1.053699198\n", + "2005 \t1.28516208215\n", + "2006 \t1.33457962097\n", + "2007 \t1.30201918146\n", + "2008 \t1.2140766546\n", + "2009 \t1.51065403058\n", + "2010 \t1.12784675702\n", + "2011 \t1.26641847931\n", + "2012 \t1.603431125\n", + "2013 \t0.808048191284\n", + "2014 \t0.804173004028\n", + "2015 \t0.895387177551\n", + "Knott KY\n", + "1984 \t15.3197969254\n", + "1985 \t15.5877723477\n", + "1986 \t13.6241691411\n", + "1987 \t15.5272044251\n", + "1988 \t17.1481100068\n", + "1989 \t16.3170318491\n", + "1990 \t15.0310752914\n", + "1991 \t14.7763475936\n", + "1992 \t15.8544028123\n", + "1993 \t17.4551069738\n", + "1994 \t19.7328542526\n", + "1995 \t20.1216329329\n", + "1996 \t21.4581777358\n", + "1997 \t23.9760689995\n", + "1998 \t25.2193636722\n", + "1999 \t30.2750806995\n", + "2000 \t27.392452341\n", + "2001 \t25.8737825393\n", + "2002 \t34.1023179614\n", + "2003 \t23.8181278498\n", + "2004 \t24.6227936245\n", + "2005 \t31.2881952366\n", + "2006 \t22.7259701477\n", + "2007 \t34.6805732394\n", + "2008 \t31.8259307924\n", + "2009 \t19.5739597967\n", + "2010 \t21.3248867869\n", + "2011 \t15.2192074578\n", + "2012 \t16.9829569385\n", + "2013 \t10.382406483\n", + "2014 \t10.0682892628\n", + "2015 \t10.018482259\n", + "Kanawha WV\n", + "1984 \t7.7429221767\n", + "1985 \t8.21376412372\n", + "1986 \t7.71455778473\n", + "1987 \t9.48310028894\n", + "1988 \t11.4058874329\n", + "1989 \t104.515198341\n", + "1990 \t11.2637027134\n", + "1991 \t13.1783347053\n", + "1992 \t11.7432065147\n", + "1993 \t10.4121431651\n", + "1994 \t11.8956016407\n", + "1995 \t9.43023962817\n", + "1996 \t7.24585711206\n", + "1997 \t9.31410275848\n", + "1998 \t8.59322373254\n", + "1999 \t10.1159008305\n", + "2000 \t9.6689977439\n", + "2001 \t9.53033982837\n", + "2002 \t12.2147856761\n", + "2003 \t10.4854234672\n", + "2004 \t10.8595867711\n", + "2005 \t12.4068454928\n", + "2006 \t13.1716947535\n", + "2007 \t15.2971029355\n", + "2008 \t14.7547367446\n", + "2009 \t16.1097081967\n", + "2010 \t13.0013339926\n", + "2011 \t13.0150945117\n", + "2012 \t14.4383886713\n", + "2013 \t11.650732874\n", + "2014 \t11.4436079654\n", + "2015 \t12.5698581921\n", + "Roane TN\n", + "1984 \t7.73246968341\n", + "1985 \t31.8032137713\n", + "1986 \t5.31910404108\n", + "1987 \t5.3605022027\n", + "1988 \t5.33623587427\n", + "1989 \t7.42375243604\n", + "1990 \t4.05732152759\n", + "1991 \t4.41531156604\n", + "1992 \t4.0775985954\n", + "1993 \t5.01699178601\n", + "1994 \t8.70957037506\n", + "1995 \t6.48064677289\n", + "1996 \t3.96303562982\n", + "1997 \t4.06840199304\n", + "1998 \t4.6030029292\n", + "1999 \t4.80021948035\n", + "2000 \t4.81449939343\n", + "2001 \t5.32512149231\n", + "2002 \t5.61922392078\n", + "2003 \t5.27950947424\n", + "2004 \t5.28743947113\n", + "2005 \t5.03730930859\n", + "2006 \t5.00007818958\n", + "2007 \t7.74640874066\n", + "2008 \t5.00424728595\n", + "2009 \t5.29686489233\n", + "2010 \t5.20941595325\n", + "2011 \t5.64948420197\n", + "2012 \t4.31955361432\n", + "2013 \t4.38479981732\n", + "2014 \t3.8049906795\n", + "2015 \t3.87388372803\n", + "Clay KY\n", + "1984 \t16.2699753477\n", + "1985 \t15.935355415\n", + "1986 \t6.84240957513\n", + "1987 \t5.29443100055\n", + "1988 \t8.24052122784\n", + "1989 \t28.7487669891\n", + "1990 \t3.6748505271\n", + "1991 \t4.14738893329\n", + "1992 \t12.9913258146\n", + "1993 \t2.6063177951\n", + "1994 \t3.07234640735\n", + "1995 \t2.47931931506\n", + "1996 \t2.17449488965\n", + "1997 \t1.47386295044\n", + "1998 \t2.38701661334\n", + "1999 \t3.1846840835\n", + "2000 \t1.79752520551\n", + "2001 \t1.55625486938\n", + "2002 \t2.19424217493\n", + "2003 \t1.13180205914\n", + "2004 \t1.74031148517\n", + "2005 \t2.39792011292\n", + "2006 \t1.85655215466\n", + "2007 \t2.04699065155\n", + "2008 \t2.1135703396\n", + "2009 \t2.17943692926\n", + "2010 \t2.70043694812\n", + "2011 \t3.00364946698\n", + "2012 \t3.07955927307\n", + "2013 \t2.65948725079\n", + "2014 \t1.91479490131\n", + "2015 \t1.36637440417\n", + "Anderson TN\n", + "1984 \t6.67160275293\n", + "1985 \t126.332864071\n", + "1986 \t4.68900300482\n", + "1987 \t5.34483014532\n", + "1988 \t5.65760553467\n", + "1989 \t6.90222492859\n", + "1990 \t5.05873651886\n", + "1991 \t5.75077798511\n", + "1992 \t5.38384450397\n", + "1993 \t5.69156806488\n", + "1994 \t6.59334322211\n", + "1995 \t6.97185112207\n", + "1996 \t6.32127039252\n", + "1997 \t5.87460262579\n", + "1998 \t7.1446845401\n", + "1999 \t5.93677328137\n", + "2000 \t5.76302302979\n", + "2001 \t6.3850740556\n", + "2002 \t7.19952188312\n", + "2003 \t5.51427414935\n", + "2004 \t6.30213708435\n", + "2005 \t7.14022822595\n", + "2006 \t7.65600919196\n", + "2007 \t8.02605085651\n", + "2008 \t8.33746239191\n", + "2009 \t7.68330380005\n", + "2010 \t7.28702425378\n", + "2011 \t6.98380213678\n", + "2012 \t6.4126054776\n", + "2013 \t6.63405982117\n", + "2014 \t6.07553332562\n", + "2015 \t5.78455593695\n", + "Carter KY\n", + "1984 \t10.7353478956\n", + "1985 \t4.37475251099\n", + "1986 \t2.8966862298\n", + "1987 \t2.89464615002\n", + "1988 \t5.80629166827\n", + "1989 \t40.7380319308\n", + "1990 \t3.06655841754\n", + "1991 \t2.32552629126\n", + "1992 \t3.16022971771\n", + "1993 \t3.27694384747\n", + "1994 \t2.29838415234\n", + "1995 \t1.91076310797\n", + "1996 \t2.3876282594\n", + "1997 \t3.61553621051\n", + "1998 \t3.44277220953\n", + "1999 \t6.61650033093\n", + "2000 \t3.80909595227\n", + "2001 \t3.36282646893\n", + "2002 \t2.90752697693\n", + "2003 \t2.64156131549\n", + "2004 \t2.74600738428\n", + "2005 \t2.96416208551\n", + "2006 \t2.96246352118\n", + "2007 \t2.99904111456\n", + "2008 \t2.99202024353\n", + "2009 \t2.78012208087\n", + "2010 \t3.22500970966\n", + "2011 \t2.89421885278\n", + "2012 \t2.67013513104\n", + "2013 \t2.2581748764\n", + "2014 \t2.30040580133\n", + "2015 \t2.410626888\n", + "Scott TN\n", + "1984 \t15.442106782\n", + "1985 \t19.2701262407\n", + "1986 \t5.78405199365\n", + "1987 \t5.57024114978\n", + "1988 \t3.47510097766\n", + "1989 \t4.58996204242\n", + "1990 \t2.88520048596\n", + "1991 \t2.97233207635\n", + "1992 \t2.30099068329\n", + "1993 \t1.63540490759\n", + "1994 \t1.53839544043\n", + "1995 \t1.69735932672\n", + "1996 \t1.59551032153\n", + "1997 \t1.9134769353\n", + "1998 \t2.08946289307\n", + "1999 \t2.12711395099\n", + "2000 \t2.55934485864\n", + "2001 \t2.98845344666\n", + "2002 \t4.77198683289\n", + "2003 \t2.91249631378\n", + "2004 \t3.0308639151\n", + "2005 \t5.26420715863\n", + "2006 \t4.33595806787\n", + "2007 \t5.60382658173\n", + "2008 \t4.11992599805\n", + "2009 \t3.91402812146\n", + "2010 \t3.85300526715\n", + "2011 \t3.07878472809\n", + "2012 \t3.00367371692\n", + "2013 \t1.91372448529\n", + "2014 \t1.89826803693\n", + "2015 \t2.03556437146\n", + "Clinton KY\n", + "1984 \t15.5889212073\n", + "1985 \t5.64154059595\n", + "1986 \t2.21186409131\n", + "1987 \t2.81192641272\n", + "1988 \t2.06527638477\n", + "1989 \t2.19155379303\n", + "1990 \t2.43618493719\n", + "1991 \t6.03620581665\n", + "1992 \t2.37201374994\n", + "1993 \t2.20377511212\n", + "1994 \t2.008015935\n", + "1995 \t1.99151491479\n", + "1996 \t2.42353774445\n", + "1997 \t2.30966856805\n", + "1998 \t2.88968981\n", + "1999 \t3.20678580463\n", + "2000 \t3.15198861591\n", + "2001 \t1.39562242145\n", + "2002 \t11.0869548951\n", + "2003 \t3.15641533734\n", + "2004 \t2.8699280658\n", + "2005 \t3.04709403052\n", + "2006 \t3.37707856836\n", + "2007 \t4.48940597858\n", + "2008 \t3.80189292139\n", + "2009 \t3.10420246564\n", + "2010 \t3.32742081445\n", + "2011 \t4.67062746979\n", + "2012 \t3.40878646057\n", + "2013 \t2.97391856567\n", + "2014 \t2.89303183411\n", + "2015 \t3.5354066449\n", + "Scott VA\n", + "1984 \t3.4857870849\n", + "1985 \t1.27339931232\n", + "1986 \t0.462845696838\n", + "1987 \t0.789719195068\n", + "1988 \t1.48968344849\n", + "1989 \t14.027592299\n", + "1990 \t1.5671352735\n", + "1991 \t1.85524746271\n", + "1992 \t3.8982877207\n", + "1993 \t0.96066758374\n", + "1994 \t1.49747260638\n", + "1995 \t1.88551794507\n", + "1996 \t0.592638443787\n", + "1997 \t0.680148958252\n", + "1998 \t1.00565467957\n", + "1999 \t1.16279038232\n", + "2000 \t1.91264341785\n", + "2001 \t1.51524367444\n", + "2002 \t1.89535725299\n", + "2003 \t1.57357624005\n", + "2004 \t1.20971065503\n", + "2005 \t1.32922652661\n", + "2006 \t1.63824937695\n", + "2007 \t2.2351053269\n", + "2008 \t3.08879023676\n", + "2009 \t2.09619101025\n", + "2010 \t1.25076988678\n", + "2011 \t1.08844196136\n", + "2012 \t1.45537034741\n", + "2013 \t0.821705881409\n", + "2014 \t0.934749890503\n", + "2015 \t1.06406133875\n", + "Mingo WV\n", + "1984 \t5.6784801131\n", + "1985 \t4.88254489661\n", + "1986 \t5.32841332196\n", + "1987 \t6.23870672589\n", + "1988 \t10.1173082126\n", + "1989 \t70.3208982272\n", + "1990 \t14.4093816746\n", + "1991 \t26.0402996505\n", + "1992 \t17.9554420374\n", + "1993 \t18.5015353931\n", + "1994 \t24.0656382052\n", + "1995 \t17.5492210602\n", + "1996 \t11.8247144663\n", + "1997 \t13.8546573538\n", + "1998 \t15.0725041112\n", + "1999 \t23.1369003309\n", + "2000 \t19.3161523922\n", + "2001 \t18.061297816\n", + "2002 \t24.0681295448\n", + "2003 \t15.6205788226\n", + "2004 \t14.9328215079\n", + "2005 \t22.0077831034\n", + "2006 \t22.6605007905\n", + "2007 \t30.6802984738\n", + "2008 \t27.2754322418\n", + "2009 \t31.2291905154\n", + "2010 \t26.60354954\n", + "2011 \t23.8978940128\n", + "2012 \t24.2325136542\n", + "2013 \t17.5703834681\n", + "2014 \t15.3321327609\n", + "2015 \t14.3713248494\n", + "Lee VA\n", + "1984 \t2.17361542596\n", + "1985 \t8.19816809369\n", + "1986 \t0.495434604492\n", + "1987 \t0.738362309509\n", + "1988 \t0.681935298767\n", + "1989 \t4.41979776379\n", + "1990 \t0.825559183289\n", + "1991 \t0.968453181946\n", + "1992 \t0.794851835022\n", + "1993 \t0.738319294006\n", + "1994 \t0.958254681946\n", + "1995 \t1.56536056049\n", + "1996 \t1.43793556622\n", + "1997 \t1.8282050448\n", + "1998 \t2.38387427002\n", + "1999 \t1.17966971185\n", + "2000 \t0.894607873596\n", + "2001 \t1.1104643324\n", + "2002 \t1.41014454089\n", + "2003 \t1.37562729828\n", + "2004 \t1.91372539172\n", + "2005 \t2.31949340436\n", + "2006 \t2.34255136688\n", + "2007 \t3.31628807703\n", + "2008 \t3.19583829523\n", + "2009 \t2.74155765948\n", + "2010 \t2.09255076343\n", + "2011 \t2.07279657642\n", + "2012 \t2.34235904431\n", + "2013 \t1.68734692346\n", + "2014 \t1.71760957227\n", + "2015 \t1.72336107507\n", + "Mercer WV\n", + "1984 \t1.93563517053\n", + "1985 \t1.87458046216\n", + "1986 \t1.71063871667\n", + "1987 \t1.86223484918\n", + "1988 \t1.93887881921\n", + "1989 \t1.57084505823\n", + "1990 \t1.62370037762\n", + "1991 \t1.55000392163\n", + "1992 \t2.01386576794\n", + "1993 \t2.47089425031\n", + "1994 \t2.59560728864\n", + "1995 \t1.62368866919\n", + "1996 \t1.78831696631\n", + "1997 \t1.47152716064\n", + "1998 \t1.76810623206\n", + "1999 \t2.25567555176\n", + "2000 \t2.12082473962\n", + "2001 \t2.00051454492\n", + "2002 \t3.0454226441\n", + "2003 \t1.81306023785\n", + "2004 \t1.6780126994\n", + "2005 \t2.28498528949\n", + "2006 \t2.08938728564\n", + "2007 \t2.79137717773\n", + "2008 \t2.45783703149\n", + "2009 \t1.72656991467\n", + "2010 \t2.34492589874\n", + "2011 \t2.44009572742\n", + "2012 \t2.32009883997\n", + "2013 \t1.86751957086\n", + "2014 \t2.30270686438\n", + "2015 \t2.14731577045\n", + "Tazewell VA\n", + "1984 \t1.3322939964\n", + "1985 \t1.38036805695\n", + "1986 \t1.00512381274\n", + "1987 \t1.35238184625\n", + "1988 \t1.44191657684\n", + "1989 \t1.59067482104\n", + "1990 \t1.44463905505\n", + "1991 \t2.15566754974\n", + "1992 \t1.80441148065\n", + "1993 \t1.7386028703\n", + "1994 \t6.49470123645\n", + "1995 \t1.505351026\n", + "1996 \t1.43030788855\n", + "1997 \t1.54483753857\n", + "1998 \t1.49399107373\n", + "1999 \t1.60925631085\n", + "2000 \t2.29076358557\n", + "2001 \t1.66333463434\n", + "2002 \t10.2324954951\n", + "2003 \t2.2885579577\n", + "2004 \t2.65454605273\n", + "2005 \t2.89518929962\n", + "2006 \t2.75609330188\n", + "2007 \t3.88661765997\n", + "2008 \t3.11453074255\n", + "2009 \t14.5998632809\n", + "2010 \t2.70345422577\n", + "2011 \t2.91736792291\n", + "2012 \t3.38578940479\n", + "2013 \t3.16767447803\n", + "2014 \t3.34882915198\n", + "2015 \t3.48869989813\n", + "Morgan TN\n", + "1984 \t6.71681406769\n", + "1985 \t17.0419614619\n", + "1986 \t3.23911775708\n", + "1987 \t4.69164243732\n", + "1988 \t2.20811201038\n", + "1989 \t2.69568883417\n", + "1990 \t1.79336590356\n", + "1991 \t2.64517457703\n", + "1992 \t2.0184613139\n", + "1993 \t2.69632508923\n", + "1994 \t2.01526728027\n", + "1995 \t2.81359925989\n", + "1996 \t4.54166646661\n", + "1997 \t7.86310308209\n", + "1998 \t6.11909016547\n", + "1999 \t5.00847600458\n", + "2000 \t8.59433633038\n", + "2001 \t9.36937771063\n", + "2002 \t6.70460812292\n", + "2003 \t4.11454668365\n", + "2004 \t1.60881345789\n", + "2005 \t4.49347408282\n", + "2006 \t3.19891175867\n", + "2007 \t2.69266278894\n", + "2008 \t2.47841024677\n", + "2009 \t1.82683504242\n", + "2010 \t1.63270086682\n", + "2011 \t1.83617572601\n", + "2012 \t2.22670641455\n", + "2013 \t1.5676784668\n", + "2014 \t1.59858464691\n", + "2015 \t1.54660132959\n", + "Fentress TN\n", + "1984 \t13.9531782646\n", + "1985 \t10.2112934808\n", + "1986 \t4.46905540143\n", + "1987 \t35.2125349451\n", + "1988 \t3.63711557739\n", + "1989 \t5.12417040222\n", + "1990 \t5.28446222644\n", + "1991 \t14.782477096\n", + "1992 \t6.19327061005\n", + "1993 \t5.71311714667\n", + "1994 \t2.86990388055\n", + "1995 \t3.83521758887\n", + "1996 \t9.24072465613\n", + "1997 \t9.75532045746\n", + "1998 \t6.92912985132\n", + "1999 \t8.53714876984\n", + "2000 \t5.60805794598\n", + "2001 \t7.01103033002\n", + "2002 \t19.4017771648\n", + "2003 \t14.4478081923\n", + "2004 \t8.72618112775\n", + "2005 \t8.12781460773\n", + "2006 \t5.82745899713\n", + "2007 \t9.07102189551\n", + "2008 \t6.55059206976\n", + "2009 \t6.96715581494\n", + "2010 \t6.97131762128\n", + "2011 \t5.87706297974\n", + "2012 \t6.92065059424\n", + "2013 \t3.52415148608\n", + "2014 \t3.45457838702\n", + "2015 \t3.15387012598\n", + "Bell KY\n", + "1984 \t20.6232927978\n", + "1985 \t304.639245763\n", + "1986 \t14.6913423755\n", + "1987 \t17.5303502493\n", + "1988 \t18.8656548241\n", + "1989 \t32.5141305073\n", + "1990 \t12.4259740272\n", + "1991 \t10.7045488676\n", + "1992 \t8.58611864545\n", + "1993 \t8.48873493823\n", + "1994 \t6.48949381989\n", + "1995 \t7.71169616632\n", + "1996 \t9.14410525592\n", + "1997 \t9.73058997815\n", + "1998 \t13.8369539836\n", + "1999 \t12.5048393664\n", + "2000 \t10.4390678867\n", + "2001 \t8.25595508966\n", + "2002 \t12.2558031521\n", + "2003 \t4.99784933185\n", + "2004 \t6.5635264447\n", + "2005 \t9.29532219995\n", + "2006 \t8.26004778601\n", + "2007 \t10.4725761122\n", + "2008 \t9.34396739258\n", + "2009 \t8.57598014978\n", + "2010 \t10.4581607595\n", + "2011 \t8.89597076923\n", + "2012 \t9.29129564423\n", + "2013 \t7.26978624384\n", + "2014 \t7.21563752148\n", + "2015 \t6.11428305096\n", + "Magoffin KY\n", + "1984 \t11.1083843398\n", + "1985 \t23.1911886978\n", + "1986 \t5.31382858746\n", + "1987 \t3.65281144434\n", + "1988 \t3.88839654285\n", + "1989 \t36.8082973355\n", + "1990 \t2.30366939154\n", + "1991 \t2.74274436096\n", + "1992 \t2.756020927\n", + "1993 \t1.2949561076\n", + "1994 \t0.843038635071\n", + "1995 \t1.2366634751\n", + "1996 \t1.57084370648\n", + "1997 \t2.17181601904\n", + "1998 \t2.18966140704\n", + "1999 \t2.25980302814\n", + "2000 \t1.85600562372\n", + "2001 \t1.64083909625\n", + "2002 \t2.02933157489\n", + "2003 \t1.84957243121\n", + "2004 \t2.49709726215\n", + "2005 \t4.00070536609\n", + "2006 \t2.70441225702\n", + "2007 \t3.98405898602\n", + "2008 \t5.18905073773\n", + "2009 \t5.83057821857\n", + "2010 \t4.4456088877\n", + "2011 \t3.99319183936\n", + "2012 \t4.8405865498\n", + "2013 \t3.90090380261\n", + "2014 \t3.70925082745\n", + "2015 \t3.33005826147\n", + "Estill KY\n", + "1984 \t3.01770710724\n", + "1985 \t6.71816853839\n", + "1986 \t1.45037477277\n", + "1987 \t1.20116933167\n", + "1988 \t1.25525615167\n", + "1989 \t12.321205254\n", + "1990 \t1.24918377899\n", + "1991 \t1.24352826892\n", + "1992 \t1.41411148096\n", + "1993 \t1.1743602663\n", + "1994 \t1.28176689386\n", + "1995 \t1.11824286768\n", + "1996 \t1.2866264801\n", + "1997 \t1.34723346234\n", + "1998 \t1.31698310345\n", + "1999 \t2.43347130829\n", + "2000 \t1.41699785846\n", + "2001 \t1.30480393695\n", + "2002 \t1.74934409906\n", + "2003 \t1.07885969666\n", + "2004 \t1.0585239837\n", + "2005 \t1.32682662585\n", + "2006 \t1.17663875049\n", + "2007 \t1.45444460291\n", + "2008 \t1.26838084351\n", + "2009 \t1.23113492676\n", + "2010 \t1.01912996417\n", + "2011 \t0.937548324951\n", + "2012 \t1.19743714606\n", + "2013 \t0.697573145508\n", + "2014 \t0.772390305786\n", + "2015 \t1.16467982855\n", + "Lawrence KY\n", + "1984 \t4.04761353741\n", + "1985 \t3.56507223145\n", + "1986 \t2.78806401825\n", + "1987 \t2.56895616742\n", + "1988 \t2.91023305365\n", + "1989 \t5.6808067149\n", + "1990 \t0.857049862854\n", + "1991 \t1.05616981427\n", + "1992 \t0.615052994751\n", + "1993 \t0.522998829224\n", + "1994 \t0.837727118225\n", + "1995 \t1.17986074518\n", + "1996 \t1.16244484448\n", + "1997 \t1.39744597351\n", + "1998 \t1.72301260828\n", + "1999 \t2.43028180219\n", + "2000 \t1.68256294873\n", + "2001 \t1.85068466742\n", + "2002 \t3.80386015704\n", + "2003 \t1.05192605682\n", + "2004 \t1.55242933203\n", + "2005 \t2.59159578265\n", + "2006 \t3.59266085291\n", + "2007 \t4.66887732562\n", + "2008 \t3.36578375751\n", + "2009 \t4.25199347406\n", + "2010 \t2.72778973645\n", + "2011 \t1.71157862158\n", + "2012 \t2.18783577985\n", + "2013 \t1.39490110883\n", + "2014 \t1.72313145319\n", + "2015 \t1.81044273889\n", + "Nicholas WV\n", + "1984 \t5.34239734583\n", + "1985 \t5.67872072235\n", + "1986 \t6.39209823553\n", + "1987 \t8.84448587079\n", + "1988 \t12.5660092106\n", + "1989 \t11.9673135118\n", + "1990 \t11.5205440644\n", + "1991 \t12.2493924051\n", + "1992 \t11.2552332426\n", + "1993 \t10.8078213262\n", + "1994 \t10.9597229043\n", + "1995 \t8.31887045276\n", + "1996 \t8.61340970599\n", + "1997 \t9.87729643359\n", + "1998 \t22.850944561\n", + "1999 \t12.1177144919\n", + "2000 \t12.627584485\n", + "2001 \t17.0052186411\n", + "2002 \t17.2569570494\n", + "2003 \t21.3011447935\n", + "2004 \t16.6615770913\n", + "2005 \t19.8751948164\n", + "2006 \t21.2733992061\n", + "2007 \t24.889301748\n", + "2008 \t28.7244276335\n", + "2009 \t24.3490107837\n", + "2010 \t20.695439769\n", + "2011 \t19.2415414185\n", + "2012 \t19.1566099786\n", + "2013 \t17.4401363098\n", + "2014 \t13.9492548992\n", + "2015 \t10.9711616785\n", + "Putnam TN\n", + "1984 \t10.2069598459\n", + "1985 \t8.17627638354\n", + "1986 \t2.47743508527\n", + "1987 \t29.0357372265\n", + "1988 \t2.05108739899\n", + "1989 \t2.99010363086\n", + "1990 \t4.24442209064\n", + "1991 \t15.0466494\n", + "1992 \t2.87692815802\n", + "1993 \t3.34807112231\n", + "1994 \t2.34767380884\n", + "1995 \t2.5002513689\n", + "1996 \t6.40886689178\n", + "1997 \t3.32667602606\n", + "1998 \t2.23340823444\n", + "1999 \t3.91410583051\n", + "2000 \t2.56034738165\n", + "2001 \t2.89223018939\n", + "2002 \t8.87462443347\n", + "2003 \t2.96894268671\n", + "2004 \t2.99340420087\n", + "2005 \t3.36535461853\n", + "2006 \t4.77360904169\n", + "2007 \t4.89829048413\n", + "2008 \t4.20111519238\n", + "2009 \t4.72812085675\n", + "2010 \t4.7153824187\n", + "2011 \t6.48280051575\n", + "2012 \t4.86061039819\n", + "2013 \t3.06599399176\n", + "2014 \t2.44496413031\n", + "2015 \t3.47100212195\n", + "Dickenson VA\n", + "1984 \t2.53109602698\n", + "1985 \t1.64898949847\n", + "1986 \t1.69908669189\n", + "1987 \t1.7049633111\n", + "1988 \t2.47209106824\n", + "1989 \t3.11625073883\n", + "1990 \t2.1815347536\n", + "1991 \t3.50176372394\n", + "1992 \t3.49563958148\n", + "1993 \t2.57227182538\n", + "1994 \t4.89921183661\n", + "1995 \t2.9762671554\n", + "1996 \t3.31068526581\n", + "1997 \t1.56080483984\n", + "1998 \t2.22355094116\n", + "1999 \t4.81480415027\n", + "2000 \t4.56165824609\n", + "2001 \t1.39058464575\n", + "2002 \t6.29630239557\n", + "2003 \t1.13255323383\n", + "2004 \t1.2642409751\n", + "2005 \t1.53964249414\n", + "2006 \t1.91171150604\n", + "2007 \t3.57777277838\n", + "2008 \t3.66202209125\n", + "2009 \t4.46205538892\n", + "2010 \t3.26551881702\n", + "2011 \t3.93797791156\n", + "2012 \t3.72831183478\n", + "2013 \t3.29086691058\n", + "2014 \t2.8553986001\n", + "2015 \t3.36660053235\n", + "Pulaski KY\n", + "1984 \t20.6838097227\n", + "1985 \t10.5083778951\n", + "1986 \t4.59481904706\n", + "1987 \t5.80326740088\n", + "1988 \t4.04262769501\n", + "1989 \t6.15795869006\n", + "1990 \t4.00928246716\n", + "1991 \t6.7893670885\n", + "1992 \t3.90360948053\n", + "1993 \t3.37543069537\n", + "1994 \t4.05006431732\n", + "1995 \t2.99312239923\n", + "1996 \t3.73322688922\n", + "1997 \t3.5137435155\n", + "1998 \t4.12909292822\n", + "1999 \t5.82947319904\n", + "2000 \t3.78725875562\n", + "2001 \t2.36337049738\n", + "2002 \t47.9200964746\n", + "2003 \t3.41206405396\n", + "2004 \t3.78073639502\n", + "2005 \t4.07516501953\n", + "2006 \t4.02486127203\n", + "2007 \t7.19347661554\n", + "2008 \t8.11919445892\n", + "2009 \t5.39771405048\n", + "2010 \t3.3655636106\n", + "2011 \t4.33334846027\n", + "2012 \t4.31942103339\n", + "2013 \t2.91935029456\n", + "2014 \t2.89842498236\n", + "2015 \t3.25399682013\n", + "Jackson KY\n", + "1984 \t6.80212574445\n", + "1985 \t8.04059375836\n", + "1986 \t3.13955082593\n", + "1987 \t1.88894596637\n", + "1988 \t2.43064981732\n", + "1989 \t17.3932495213\n", + "1990 \t1.23265135657\n", + "1991 \t1.73061627856\n", + "1992 \t1.54851834949\n", + "1993 \t0.555078180603\n", + "1994 \t0.7198354953\n", + "1995 \t0.549984911133\n", + "1996 \t0.33730317981\n", + "1997 \t0.489558817322\n", + "1998 \t0.504815374756\n", + "1999 \t1.48802084943\n", + "2000 \t0.671669229675\n", + "2001 \t0.580102026978\n", + "2002 \t0.992425154114\n", + "2003 \t0.451966675232\n", + "2004 \t0.68946009259\n", + "2005 \t1.5627638421\n", + "2006 \t1.51052809052\n", + "2007 \t1.47775349725\n", + "2008 \t2.0041473075\n", + "2009 \t1.00910315216\n", + "2010 \t0.743281042786\n", + "2011 \t0.436208447205\n", + "2012 \t0.464685624695\n", + "2013 \t0.81183753595\n", + "2014 \t0.483221005615\n", + "2015 \t0.377015973877\n", + "Laurel KY\n", + "1984 \t21.693305889\n", + "1985 \t20.3754849968\n", + "1986 \t7.98090282428\n", + "1987 \t6.45870275378\n", + "1988 \t8.78772137122\n", + "1989 \t38.4333888753\n", + "1990 \t3.48200000055\n", + "1991 \t3.26172056366\n", + "1992 \t4.0116174444\n", + "1993 \t2.51679759625\n", + "1994 \t3.38600274054\n", + "1995 \t3.59722041156\n", + "1996 \t2.83828217407\n", + "1997 \t2.80191875671\n", + "1998 \t3.45167156799\n", + "1999 \t6.28769799835\n", + "2000 \t4.03850930469\n", + "2001 \t3.58038285791\n", + "2002 \t4.79392480072\n", + "2003 \t2.33985569739\n", + "2004 \t2.50154245422\n", + "2005 \t5.30011253589\n", + "2006 \t4.08648987866\n", + "2007 \t7.34632231976\n", + "2008 \t5.42292106299\n", + "2009 \t2.97592855914\n", + "2010 \t2.84190099603\n", + "2011 \t2.61688263379\n", + "2012 \t2.30712853027\n", + "2013 \t2.23033667029\n", + "2014 \t1.97377087732\n", + "2015 \t1.89102353143\n", + "Clay WV\n", + "1984 \t0.677694761169\n", + "1985 \t0.672593781799\n", + "1986 \t0.524786242249\n", + "1987 \t0.589337791626\n", + "1988 \t0.879085552185\n", + "1989 \t1.45391611652\n", + "1990 \t0.761537344238\n", + "1991 \t0.671661315247\n", + "1992 \t0.691048653564\n", + "1993 \t1.13083073102\n", + "1994 \t2.01093253137\n", + "1995 \t1.87851562427\n", + "1996 \t2.85880055469\n", + "1997 \t2.70684943994\n", + "1998 \t4.08890373322\n", + "1999 \t4.82252265167\n", + "2000 \t4.17702652142\n", + "2001 \t5.00244068304\n", + "2002 \t5.08631620465\n", + "2003 \t4.61373464203\n", + "2004 \t5.71505299591\n", + "2005 \t6.28661942938\n", + "2006 \t6.44663327551\n", + "2007 \t7.99661368658\n", + "2008 \t6.95647304181\n", + "2009 \t5.92610117969\n", + "2010 \t5.18095319238\n", + "2011 \t4.66324240186\n", + "2012 \t4.50090188464\n", + "2013 \t2.6263709071\n", + "2014 \t2.56346373065\n", + "2015 \t1.65913707648\n", + "Martin KY\n", + "1984 \t28.2594267376\n", + "1985 \t24.780282075\n", + "1986 \t24.1551453577\n", + "1987 \t22.9099212062\n", + "1988 \t25.8616054771\n", + "1989 \t26.3905232143\n", + "1990 \t17.8647901497\n", + "1991 \t19.3229844152\n", + "1992 \t15.7400004667\n", + "1993 \t16.6911288409\n", + "1994 \t17.9538534886\n", + "1995 \t16.9073108361\n", + "1996 \t16.9017259615\n", + "1997 \t20.4629383455\n", + "1998 \t21.6450432371\n", + "1999 \t35.7971069126\n", + "2000 \t25.3507294411\n", + "2001 \t21.6623798108\n", + "2002 \t25.4592109258\n", + "2003 \t13.583079931\n", + "2004 \t17.5513570207\n", + "2005 \t21.1344180157\n", + "2006 \t14.758171199\n", + "2007 \t16.5905956973\n", + "2008 \t15.6186935912\n", + "2009 \t12.15036774\n", + "2010 \t11.1989666505\n", + "2011 \t9.92510280518\n", + "2012 \t10.7107105519\n", + "2013 \t4.62036322614\n", + "2014 \t3.78052769531\n", + "2015 \t2.89874303113\n", + "Lewis KY\n", + "1984 \t5.29276106372\n", + "1985 \t2.4541542605\n", + "1986 \t0.726754471863\n", + "1987 \t0.578372731506\n", + "1988 \t4.61424874432\n", + "1989 \t63.8004042691\n", + "1990 \t2.14996986517\n", + "1991 \t0.520688904907\n", + "1992 \t1.73110041626\n", + "1993 \t0.917064686157\n", + "1994 \t0.53400687323\n", + "1995 \t0.421673405212\n", + "1996 \t0.560257041382\n", + "1997 \t0.935992131836\n", + "1998 \t0.644732152039\n", + "1999 \t5.84086970929\n", + "2000 \t1.39552035699\n", + "2001 \t0.827305588562\n", + "2002 \t0.908964232239\n", + "2003 \t1.00680254419\n", + "2004 \t0.582523417786\n", + "2005 \t0.738113077087\n", + "2006 \t0.736339508301\n", + "2007 \t0.747915438293\n", + "2008 \t0.932912703369\n", + "2009 \t0.593071881348\n", + "2010 \t0.83382664978\n", + "2011 \t0.719265768799\n", + "2012 \t0.900238548157\n", + "2013 \t0.537524799683\n", + "2014 \t0.467734346252\n", + "2015 \t0.416585268127\n", + "Campbell TN\n", + "1984 \t19.9440564991\n", + "1985 \t143.311631741\n", + "1986 \t9.65141443738\n", + "1987 \t10.0371591416\n", + "1988 \t9.50140385492\n", + "1989 \t17.4607352725\n", + "1990 \t7.78584836847\n", + "1991 \t6.27531126453\n", + "1992 \t5.61033708032\n", + "1993 \t5.36766459882\n", + "1994 \t4.593387401\n", + "1995 \t5.0756269209\n", + "1996 \t4.24829563916\n", + "1997 \t4.4972256618\n", + "1998 \t5.12952377722\n", + "1999 \t4.40639114026\n", + "2000 \t4.44476237067\n", + "2001 \t4.79772371716\n", + "2002 \t5.39097329895\n", + "2003 \t4.05271992365\n", + "2004 \t4.33026654486\n", + "2005 \t5.5709848252\n", + "2006 \t5.96421876837\n", + "2007 \t6.20184898511\n", + "2008 \t5.86554801208\n", + "2009 \t5.40238150769\n", + "2010 \t5.88021854559\n", + "2011 \t5.5843113056\n", + "2012 \t5.30262104211\n", + "2013 \t4.93324698492\n", + "2014 \t4.53803422382\n", + "2015 \t3.41490843671\n", + "Boone WV\n", + "1984 \t9.23601821741\n", + "1985 \t8.02022179779\n", + "1986 \t7.18803206128\n", + "1987 \t9.2226067121\n", + "1988 \t11.3375950547\n", + "1989 \t55.2565547973\n", + "1990 \t11.6141617456\n", + "1991 \t17.2319268685\n", + "1992 \t15.4933439784\n", + "1993 \t16.3517029315\n", + "1994 \t41.0888527056\n", + "1995 \t21.8699163802\n", + "1996 \t16.885024322\n", + "1997 \t21.5153643935\n", + "1998 \t23.7781127682\n", + "1999 \t36.6351606316\n", + "2000 \t31.8016700395\n", + "2001 \t28.7702481332\n", + "2002 \t40.8483503223\n", + "2003 \t30.1460981404\n", + "2004 \t31.2353377618\n", + "2005 \t42.5068674831\n", + "2006 \t44.0977618657\n", + "2007 \t55.5083347388\n", + "2008 \t47.5403419892\n", + "2009 \t54.6305733054\n", + "2010 \t45.2313633561\n", + "2011 \t44.7960979115\n", + "2012 \t44.8211814515\n", + "2013 \t32.5717978997\n", + "2014 \t30.2949169891\n", + "2015 \t33.959736871\n", + "Harlan KY\n", + "1984 \t6.71928445105\n", + "1985 \t96.9981489042\n", + "1986 \t5.11140257428\n", + "1987 \t6.33610483838\n", + "1988 \t8.08655028271\n", + "1989 \t17.1631565943\n", + "1990 \t4.66365299213\n", + "1991 \t3.56742352863\n", + "1992 \t4.23896329108\n", + "1993 \t4.28494357062\n", + "1994 \t4.56847314496\n", + "1995 \t4.74287535974\n", + "1996 \t4.92483192139\n", + "1997 \t5.0266742428\n", + "1998 \t7.77927300226\n", + "1999 \t7.09950444574\n", + "2000 \t7.58162762982\n", + "2001 \t6.97727668036\n", + "2002 \t10.4747802519\n", + "2003 \t4.7920776922\n", + "2004 \t9.37303418616\n", + "2005 \t12.0581264464\n", + "2006 \t11.2305009205\n", + "2007 \t14.2974589223\n", + "2008 \t14.3416539727\n", + "2009 \t13.7940464902\n", + "2010 \t12.5992609214\n", + "2011 \t12.5421897478\n", + "2012 \t13.0662725099\n", + "2013 \t10.6295139509\n", + "2014 \t9.92173895471\n", + "2015 \t8.44171944434\n", + "Pike KY\n", + "1984 \t19.8047576273\n", + "1985 \t14.5072982672\n", + "1986 \t14.9719946417\n", + "1987 \t17.0915232866\n", + "1988 \t20.8130283193\n", + "1989 \t78.5576767524\n", + "1990 \t24.89698603\n", + "1991 \t38.0308871406\n", + "1992 \t27.4160197178\n", + "1993 \t28.0910829144\n", + "1994 \t56.0660746943\n", + "1995 \t38.8431347976\n", + "1996 \t34.9411500262\n", + "1997 \t38.1751469072\n", + "1998 \t42.5220816682\n", + "1999 \t69.6750122126\n", + "2000 \t67.8265472499\n", + "2001 \t56.3671549171\n", + "2002 \t70.2099801393\n", + "2003 \t46.673946995\n", + "2004 \t54.2386191357\n", + "2005 \t63.6350276807\n", + "2006 \t53.5414630665\n", + "2007 \t76.9605890679\n", + "2008 \t57.7915056089\n", + "2009 \t55.8529875245\n", + "2010 \t46.7417993776\n", + "2011 \t42.6430380047\n", + "2012 \t47.9691111218\n", + "2013 \t34.5805931735\n", + "2014 \t33.6444757408\n", + "2015 \t31.407649065\n", + "Wayne WV\n", + "1984 \t1.00416984753\n", + "1985 \t0.787882899231\n", + "1986 \t0.813826912109\n", + "1987 \t0.962195876038\n", + "1988 \t1.10067002509\n", + "1989 \t16.8728399468\n", + "1990 \t2.37917277081\n", + "1991 \t3.9380058728\n", + "1992 \t2.64712102808\n", + "1993 \t3.10754358337\n", + "1994 \t4.11861003729\n", + "1995 \t3.33832888654\n", + "1996 \t3.13124684656\n", + "1997 \t2.32502309814\n", + "1998 \t2.62227871637\n", + "1999 \t4.21853826434\n", + "2000 \t2.74737922565\n", + "2001 \t2.84630679907\n", + "2002 \t4.68593294586\n", + "2003 \t1.85232009314\n", + "2004 \t2.32438182898\n", + "2005 \t2.47667477631\n", + "2006 \t2.36173431848\n", + "2007 \t2.58645396564\n", + "2008 \t2.22519322839\n", + "2009 \t2.55050595117\n", + "2010 \t2.47646567731\n", + "2011 \t2.43649923749\n", + "2012 \t3.48576031793\n", + "2013 \t2.16258135852\n", + "2014 \t2.23642101685\n", + "2015 \t2.19023360937\n", + "Morgan KY\n", + "1984 \t13.7571106906\n", + "1985 \t32.8225779815\n", + "1986 \t5.41664854095\n", + "1987 \t2.70289081146\n", + "1988 \t2.99211066785\n", + "1989 \t55.834462921\n", + "1990 \t1.64461739307\n", + "1991 \t1.83029932312\n", + "1992 \t10.0202334807\n", + "1993 \t1.55699587567\n", + "1994 \t1.50332899536\n", + "1995 \t1.0323678786\n", + "1996 \t1.42455492627\n", + "1997 \t1.72956353485\n", + "1998 \t1.45537120007\n", + "1999 \t2.69292949518\n", + "2000 \t1.07890205109\n", + "2001 \t1.31049104724\n", + "2002 \t1.42915583295\n", + "2003 \t0.907798979919\n", + "2004 \t1.11169978497\n", + "2005 \t1.65935481512\n", + "2006 \t1.63626068726\n", + "2007 \t1.97770608203\n", + "2008 \t2.18733767139\n", + "2009 \t2.19380892133\n", + "2010 \t1.94878173254\n", + "2011 \t1.62161149048\n", + "2012 \t2.85707999426\n", + "2013 \t1.53570268744\n", + "2014 \t1.28181080725\n", + "2015 \t1.25597108667\n", + "Whitley KY\n", + "1984 \t17.2533025225\n", + "1985 \t71.9979218734\n", + "1986 \t10.5646227004\n", + "1987 \t10.1527210792\n", + "1988 \t9.47513232648\n", + "1989 \t33.3566698989\n", + "1990 \t5.1256522608\n", + "1991 \t4.64480228308\n", + "1992 \t4.06789391656\n", + "1993 \t3.39514984009\n", + "1994 \t2.84006547223\n", + "1995 \t3.95054935382\n", + "1996 \t3.56409810541\n", + "1997 \t2.35009124451\n", + "1998 \t2.30819861285\n", + "1999 \t2.61612493994\n", + "2000 \t2.21304472284\n", + "2001 \t2.05494525958\n", + "2002 \t3.65894243646\n", + "2003 \t1.42160896423\n", + "2004 \t1.92845279547\n", + "2005 \t3.22381906763\n", + "2006 \t2.6098934845\n", + "2007 \t3.58446865436\n", + "2008 \t2.98065850012\n", + "2009 \t1.85312892133\n", + "2010 \t1.69610615088\n", + "2011 \t1.29728579742\n", + "2012 \t2.08650007922\n", + "2013 \t1.71590533344\n", + "2014 \t2.11873563922\n", + "2015 \t2.24030723926\n", + "Letcher KY\n", + "1984 \t14.0515078447\n", + "1985 \t12.0148035848\n", + "1986 \t10.7577966147\n", + "1987 \t10.9796653013\n", + "1988 \t12.3331617227\n", + "1989 \t12.8355288306\n", + "1990 \t13.3761965732\n", + "1991 \t12.5294671929\n", + "1992 \t11.6715713527\n", + "1993 \t11.6767398431\n", + "1994 \t13.6330330612\n", + "1995 \t12.2695243022\n", + "1996 \t11.0777054609\n", + "1997 \t12.4707386736\n", + "1998 \t14.3657202923\n", + "1999 \t19.5839144674\n", + "2000 \t20.3606046281\n", + "2001 \t19.2372273414\n", + "2002 \t21.097494508\n", + "2003 \t13.3801306392\n", + "2004 \t14.9240173883\n", + "2005 \t22.3632142084\n", + "2006 \t16.7924121324\n", + "2007 \t27.1104783627\n", + "2008 \t20.7397081627\n", + "2009 \t15.1827780439\n", + "2010 \t14.454209053\n", + "2011 \t12.3325551314\n", + "2012 \t12.3788602245\n", + "2013 \t8.77847028668\n", + "2014 \t8.59824468579\n", + "2015 \t8.44961647998\n", + "Boyd KY\n", + "1984 \t5.76918195142\n", + "1985 \t3.46714712592\n", + "1986 \t3.22829084894\n", + "1987 \t3.35443392932\n", + "1988 \t4.28408830438\n", + "1989 \t3.86895939001\n", + "1990 \t2.93746017316\n", + "1991 \t2.59896649573\n", + "1992 \t2.30054371173\n", + "1993 \t2.57402989526\n", + "1994 \t3.01354002209\n", + "1995 \t2.09941458521\n", + "1996 \t2.39161737115\n", + "1997 \t2.74817224835\n", + "1998 \t3.8932075647\n", + "1999 \t4.03123437225\n", + "2000 \t2.88285254095\n", + "2001 \t2.59045787268\n", + "2002 \t2.93823978607\n", + "2003 \t2.14395792151\n", + "2004 \t2.04288598584\n", + "2005 \t2.52384480267\n", + "2006 \t2.21574012469\n", + "2007 \t2.83381417194\n", + "2008 \t2.7239614707\n", + "2009 \t2.4093059696\n", + "2010 \t2.05294754126\n", + "2011 \t1.91612956934\n", + "2012 \t1.95751101404\n", + "2013 \t1.74378620831\n", + "2014 \t1.70904947717\n", + "2015 \t1.90459831488\n", + "Wayne KY\n", + "1984 \t30.5809565847\n", + "1985 \t21.4839729485\n", + "1986 \t11.8030422723\n", + "1987 \t14.2948497512\n", + "1988 \t9.00667845496\n", + "1989 \t8.35357289197\n", + "1990 \t7.42460820294\n", + "1991 \t14.7950020181\n", + "1992 \t8.77127384839\n", + "1993 \t8.03337992108\n", + "1994 \t7.31557561469\n", + "1995 \t6.97355118951\n", + "1996 \t7.51914526886\n", + "1997 \t7.30323610345\n", + "1998 \t7.21383391486\n", + "1999 \t7.91604806842\n", + "2000 \t7.38699372241\n", + "2001 \t3.42581772009\n", + "2002 \t20.6763653207\n", + "2003 \t7.59767722479\n", + "2004 \t7.6495029187\n", + "2005 \t8.22698473059\n", + "2006 \t8.50109617749\n", + "2007 \t11.0695758171\n", + "2008 \t10.5030704045\n", + "2009 \t8.35087581146\n", + "2010 \t7.63416823669\n", + "2011 \t8.49165360858\n", + "2012 \t8.21387089044\n", + "2013 \t7.12275331256\n", + "2014 \t7.1414735495\n", + "2015 \t7.63509406488\n", + "Greenup KY\n", + "1984 \t6.64684835443\n", + "1985 \t3.33172776001\n", + "1986 \t4.07578922461\n", + "1987 \t5.05306920953\n", + "1988 \t9.58661444635\n", + "1989 \t34.3312275933\n", + "1990 \t5.16021566888\n", + "1991 \t4.68520297449\n", + "1992 \t5.45264877777\n", + "1993 \t5.89557725732\n", + "1994 \t2.93869908954\n", + "1995 \t1.55635028149\n", + "1996 \t1.67765038495\n", + "1997 \t1.67156309064\n", + "1998 \t3.27012015411\n", + "1999 \t3.91097802325\n", + "2000 \t2.96295055444\n", + "2001 \t1.43560727466\n", + "2002 \t1.82902573779\n", + "2003 \t1.21702278839\n", + "2004 \t1.51522556232\n", + "2005 \t2.08555594177\n", + "2006 \t1.95614175238\n", + "2007 \t2.38473034924\n", + "2008 \t1.62469663715\n", + "2009 \t1.59451886072\n", + "2010 \t1.14654513745\n", + "2011 \t0.926479467041\n", + "2012 \t1.12977427148\n", + "2013 \t0.696930444336\n", + "2014 \t0.767848594421\n", + "2015 \t0.824294434204\n", + "Mason WV\n", + "1984 \t7.58925812659\n", + "1985 \t3.17925819592\n", + "1986 \t3.48037327179\n", + "1987 \t4.3938437124\n", + "1988 \t6.89831236047\n", + "1989 \t6.70484676013\n", + "1990 \t5.8859962431\n", + "1991 \t9.10480830475\n", + "1992 \t4.79388126508\n", + "1993 \t4.56467802722\n", + "1994 \t4.66711345386\n", + "1995 \t4.4048411062\n", + "1996 \t3.8202566319\n", + "1997 \t3.80272194983\n", + "1998 \t5.19577669318\n", + "1999 \t4.98861906647\n", + "2000 \t5.71393012329\n", + "2001 \t4.19884680664\n", + "2002 \t" + ] + }, + { + "ename": "EEException", + "evalue": "An internal server error has occurred.", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mEEException\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mfips\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcounties_in_roi\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcounty\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mMTR_area\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgetMTR_area\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfips\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0marea_list\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_area_list\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mMTR_area\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 7\u001b[0m \u001b[0mcounty_areas\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcounty\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0marea_list\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m\u001b[0m in \u001b[0;36mget_area_list\u001b[0;34m(MTR_area)\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0;32mexcept\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 9\u001b[0m \u001b[0mtime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msleep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m20\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 10\u001b[0;31m \u001b[0mthe_area\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mMTR_area\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetInfo\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 11\u001b[0m \u001b[0mcounty_areas\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mthe_area\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0;32mprint\u001b[0m \u001b[0mthe_area\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/ee/computedobject.pyc\u001b[0m in \u001b[0;36mgetInfo\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 93\u001b[0m \u001b[0mThe\u001b[0m \u001b[0mobject\u001b[0m \u001b[0mcan\u001b[0m \u001b[0mevaluate\u001b[0m \u001b[0mto\u001b[0m \u001b[0manything\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 94\u001b[0m \"\"\"\n\u001b[0;32m---> 95\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetValue\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m{\u001b[0m\u001b[0;34m'json'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mserialize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 96\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 97\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mencode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencoder\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/ee/data.pyc\u001b[0m in \u001b[0;36mgetValue\u001b[0;34m(params)\u001b[0m\n\u001b[1;32m 239\u001b[0m \"\"\"\n\u001b[1;32m 240\u001b[0m \u001b[0mparams\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'json_format'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'v2'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 241\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0msend_\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'/value'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mparams\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 242\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 243\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/ee/data.pyc\u001b[0m in \u001b[0;36msend_\u001b[0;34m(path, params, opt_method, opt_raw)\u001b[0m\n\u001b[1;32m 719\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mee_exception\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mEEException\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Invalid JSON: %s'\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mcontent\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 720\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;34m'error'\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mjson_content\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 721\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mee_exception\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mEEException\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mjson_content\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'error'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'message'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 722\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;34m'data'\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mcontent\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 723\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mee_exception\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mEEException\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Malformed response: '\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcontent\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mEEException\u001b[0m: An internal server error has occurred." + ] + } + ], + "source": [ + "for county in counties_in_roi:\n", + " if county not in county_areas:\n", + " print county\n", + " fips = counties_in_roi[county]\n", + " MTR_area = getMTR_area(fips)\n", + " area_list = get_area_list(MTR_area)\n", + " county_areas[county] = area_list" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": false, + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Overton TN 32\n", + "Pickett TN 32\n", + "Buchanan VA 32\n", + "Rowan KY 32\n", + "McDowell WV 32\n", + "Wyoming WV 32\n", + "Fentress TN 32\n", + "Knox KY 32\n", + "Lincoln WV 32\n", + "Cabell WV 32\n", + "Logan WV 32\n", + "Powell KY 32\n", + "Knott KY 32\n", + "Kanawha WV 32\n", + "Roane TN 32\n", + "Clay KY 32\n", + "Anderson TN 32\n", + "Carter KY 32\n", + "Scott TN 32\n", + "Clinton KY 32\n", + "Scott VA 32\n", + "Mingo WV 32\n", + "Lee VA 32\n", + "Mercer WV 32\n", + "Tazewell VA 32\n", + "Morgan TN 32\n", + "Breathitt KY 32\n", + "Bell KY 32\n", + "Magoffin KY 32\n", + "Estill KY 32\n", + "Lawrence KY 32\n", + "Nicholas WV 32\n", + "Putnam TN 32\n", + "Dickenson VA 32\n", + "Jackson KY 32\n", + "Laurel KY 32\n", + "Clay WV 32\n", + "Martin KY 32\n", + "Lewis KY 32\n", + "Campbell TN 32\n", + "Boone WV 32\n", + "Harlan KY 32\n", + "Pike KY 32\n", + "Wayne WV 32\n", + "Morgan KY 32\n", + "Whitley KY 32\n", + "Letcher KY 32\n", + "Boyd KY 32\n", + "Wayne KY 32\n", + "Greenup KY 32\n", + "Elliott KY 32\n", + "Pulaski KY 32\n" + ] + } + ], + "source": [ + "for c in county_areas:\n", + " print c, len(county_areas[c])" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mason WV\n", + "1984 \t7.58925812659\n", + "1985 \t3.17925819592\n", + "1986 \t3.48037327179\n", + "1987 \t4.3938437124\n", + "1988 \t6.89831236047\n", + "1989 \t6.70484676013\n", + "1990 \t5.8859962431\n", + "1991 \t9.10480830475\n", + "1992 \t4.79388126508\n", + "1993 \t4.56467802722\n", + "1994 \t4.66711345386\n", + "1995 \t4.4048411062\n", + "1996 \t3.8202566319\n", + "1997 \t3.80272194983\n", + "1998 \t5.19577669318\n", + "1999 \t4.98861906647\n", + "2000 \t5.71393012329\n", + "2001 \t4.19884680664\n", + "2002 \t8.04476594019\n", + "2003 \t4.07712822614\n", + "2004 \t3.56611739844\n", + "2005 \t5.18085575421\n", + "2006 \t4.22226793066\n", + "2007 \t4.78045291724\n", + "2008 \t3.65556262665\n", + "2009 \t7.7129442948\n", + "2010 \t4.65306979071\n", + "2011 \t3.77201671765\n", + "2012 \t4.95619750098\n", + "2013 \t3.46160187531\n", + "2014 \t3.3867007868\n", + "2015 \t3.58519833563\n", + "Cumberland TN\n", + "1984 \t15.5033844893\n", + "1985 \t13.7264969254\n", + "1986 \t8.68274235846\n", + "1987 \t97.3381599258\n", + "1988 \t4.56881636292\n", + "1989 \t10.6593573647\n", + "1990 \t8.55102220898\n", + "1991 \t60.752919013\n", + "1992 \t8.77338648889\n", + "1993 \t9.50700665228\n", + "1994 \t4.50144199414\n", + "1995 \t5.3356136734\n", + "1996 \t10.7383786978\n", + "1997 \t8.33365887744\n", + "1998 \t6.76131578571\n", + "1999 \t10.3381304342\n", + "2000 \t8.90015199268\n", + "2001 \t16.9549415311\n", + "2002 \t23.2096431082\n", + "2003 \t20.4848017939\n", + "2004 \t9.15004749261\n", + "2005 \t14.450778326\n", + "2006 \t10.4081896147\n", + "2007 \t18.5210078058\n", + "2008 \t10.6603712545\n", + "2009 \t13.2249568895\n", + "2010 \t11.0652898295\n", + "2011 \t12.153788801\n", + "2012 \t13.6975832656\n", + "2013 \t6.26452226929\n", + "2014 \t6.54493501898\n", + "2015 \t8.14030410657\n", + "Rockcastle KY\n", + "1984 \t6.00128918152\n", + "1985 \t4.71145814417\n", + "1986 \t3.81555163794\n", + "1987 \t2.96780566211\n", + "1988 \t1.90690079523\n", + "1989 \t1.99764120844\n", + "1990 \t0.975025667603\n", + "1991 \t1.05459516418\n", + "1992 \t0.987203262512\n", + "1993 \t0.924453539673\n", + "1994 \t0.945050022461\n", + "1995 \t0.61893058374\n", + "1996 \t0.600081330688\n", + "1997 \t0.698456692505\n", + "1998 \t0.393932570862\n", + "1999 \t0.739499217346\n", + "2000 \t0.683544398071\n", + "2001 \t0.509785709167\n", + "2002 \t0.984831600891\n", + "2003 \t0.269564332947\n", + "2004 \t0.59471553064\n", + "2005 \t0.654391926147\n", + "2006 \t0.721829423645\n", + "2007 \t1.46270021973\n", + "2008 \t1.14598998779\n", + "2009 \t0.685511599731\n", + "2010 \t0.7812066521\n", + "2011 \t0.868866856079\n", + "2012 \t0.858704381714\n", + "2013 \t0.644393184021\n", + "2014 \t0.58310522168\n", + "2015 \t0.656849089844\n", + "Summers WV\n", + "1984 \t0.305148080872\n", + "1985 \t2.20694321539\n", + "1986 \t0.570923383423\n", + "1987 \t0.565923731445\n", + "1988 \t0.770115202637\n", + "1989 \t0.336677648926\n", + "1990 \t0.32579064801\n", + "1991 \t0.655062733521\n", + "1992 \t0.555749181152\n", + "1993 \t1.67585731348\n", + "1994 \t0.869557155701\n", + "1995 \t0.269166052124\n", + "1996 \t0.233678729187\n", + "1997 \t0.248295210449\n", + "1998 \t6.8494592951\n", + "1999 \t0.594498504089\n", + "2000 \t0.267067075806\n", + "2001 \t0.361992517517\n", + "2002 \t0.317600676575\n", + "2003 \t0.228063669128\n", + "2004 \t0.277618857849\n", + "2005 \t0.319339288513\n", + "2006 \t0.350398048645\n", + "2007 \t0.769342085144\n", + "2008 \t7.79458020673\n", + "2009 \t0.194574085693\n", + "2010 \t0.336891438049\n", + "2011 \t0.378180407593\n", + "2012 \t0.251777444946\n", + "2013 \t0.0917485999756\n", + "2014 \t0.14584602301\n", + "2015 \t0.0985902286987\n", + "Menifee KY\n", + "1984 \t2.41787506708\n", + "1985 \t32.5683520085\n", + "1986 \t0.808335223206\n", + "1987 \t0.561928030945\n", + "1988 \t0.688809274231\n", + "1989 \t14.7132736082\n", + "1990 \t0.659205525391\n", + "1991 \t1.06408688232\n", + "1992 \t2.9793315083\n", + "1993 \t0.842644700378\n", + "1994 \t0.697781069031\n", + "1995 \t0.523941822937\n", + "1996 \t0.661452038574\n", + "1997 \t0.776082869934\n", + "1998 \t1.04257365363\n", + "1999 \t1.27096596576\n", + "2000 \t0.616732632019\n", + "2001 \t0.713864769287\n", + "2002 \t1.07664145557\n", + "2003 \t0.8039067724\n", + "2004 \t0.778201443481\n", + "2005 \t0.947905585815\n", + "2006 \t0.773208298523\n", + "2007 \t0.83081961261\n", + "2008 \t1.02890772723\n", + "2009 \t0.858676968445\n", + "2010 \t0.720586210449\n", + "2011 \t0.614413418762\n", + "2012 \t0.651916996277\n", + "2013 \t0.703880790588\n", + "2014 \t0.622890128113\n", + "2015 \t0.579237652466\n", + "Owsley KY\n", + "1984 \t6.51169668036\n", + "1985 \t67.007707791\n", + "1986 \t4.79439323181\n", + "1987 \t4.35876592279\n", + "1988 \t5.16992475696\n", + "1989 \t20.2956311063\n", + "1990 \t3.25240847949\n", + "1991 \t2.61570836249\n", + "1992 \t2.36559119568\n", + "1993 \t0.973231698486\n", + "1994 \t1.08287481818\n", + "1995 \t1.25334965039\n", + "1996 \t1.14616089636\n", + "1997 \t1.74050528668\n", + "1998 \t1.01547426337\n", + "1999 \t1.63871824207\n", + "2000 \t0.569115022766\n", + "2001 \t0.414135041626\n", + "2002 \t0.808289730896\n", + "2003 \t0.3893744151\n", + "2004 \t0.492239670654\n", + "2005 \t0.756610417969\n", + "2006 \t0.831940728516\n", + "2007 \t1.10989668311\n", + "2008 \t1.17275672351\n", + "2009 \t1.00349538464\n", + "2010 \t0.494707705872\n", + "2011 \t0.545849298584\n", + "2012 \t0.728827840881\n", + "2013 \t0.472770587585\n", + "2014 \t0.309692486572\n", + "2015 \t0.270692892151\n", + "Raleigh WV\n", + "1984 \t3.69892035315\n", + "1985 \t3.73151919556\n", + "1986 \t2.78160661963\n", + "1987 \t3.01339583289\n", + "1988 \t3.31753347638\n", + "1989 \t4.98312001703\n", + "1990 \t3.02010451837\n", + "1991 \t3.58250132996\n", + "1992 \t3.22518360114\n", + "1993 \t3.56545902386\n", + "1994 \t13.4434880194\n", + "1995 \t2.77115760712\n", + "1996 \t2.40723960297\n", + "1997 \t2.28322223767\n", + "1998 \t3.57573280151\n", + "1999 \t4.3814828916\n", + "2000 \t4.21968345874\n", + "2001 \t4.44005884375\n", + "2002 \t6.20636340576\n", + "2003 \t5.91963714801\n", + "2004 \t7.5540401687\n", + "2005 \t9.05218240564\n", + "2006 \t10.3119490501\n", + "2007 \t13.2479309366\n", + "2008 \t14.6509031376\n", + "2009 \t16.2571847994\n", + "2010 \t15.1960850375\n", + "2011 \t17.0982550098\n", + "2012 \t17.607299005\n", + "2013 \t13.7528048492\n", + "2014 \t14.8619370103\n", + "2015 \t15.8031989619\n", + "Pocahontas WV\n", + "1984 \t1.07076660876\n", + "1985 \t3.61755922729\n", + "1986 \t5.56966599567\n", + "1987 \t1.49121189795\n", + "1988 \t48.2427552137\n", + "1989 \t1.59009308289\n", + "1990 \t1.61339203699\n", + "1991 \t27.6029386726\n", + "1992 \t1.80669490198\n", + "1993 \t0.952823811035\n", + "1994 \t5.48174106628\n", + "1995 \t0.614138651001\n", + "1996 \t5.45972118359\n", + "1997 \t0.856857651184\n", + "1998 \t83.8255787395\n", + "1999 \t1.14427961926\n", + "2000 \t1.1545672511\n", + "2001 \t1.05224207526\n", + "2002 \t1.4254433125\n", + "2003 \t308.963255699\n", + "2004 \t20.2888535491\n", + "2005 \t0.587138906494\n", + "2006 \t9.09582815942\n", + "2007 \t1.35021442743\n", + "2008 \t27.6963666073\n", + "2009 \t0.59581310907\n", + "2010 \t0.912862394409\n", + "2011 \t2.42300821783\n", + "2012 \t1.16032036438\n", + "2013 \t24.9984236594\n", + "2014 \t0.878921813232\n", + "2015 \t0.352674213745\n", + "Perry KY\n", + "1984 \t26.9886239448\n", + "1985 \t32.8501924545\n", + "1986 \t24.9729802376\n", + "1987 \t27.296801392\n", + "1988 \t33.8362621826\n", + "1989 \t80.9685977405\n", + "1990 \t30.5059648682\n", + "1991 \t30.1167781705\n", + "1992 \t34.140554103\n", + "1993 \t31.2508555129\n", + "1994 \t31.0959386542\n", + "1995 \t29.9652489477\n", + "1996 \t28.2413012243\n", + "1997 \t32.1637814415\n", + "1998 \t30.3356983754\n", + "1999 \t43.2000043057\n", + "2000 \t32.4733061116\n", + "2001 \t28.6100001885\n", + "2002 \t39.1754088186\n", + "2003 \t25.7179794733\n", + "2004 \t29.7056864511\n", + "2005 \t38.7720197149\n", + "2006 \t30.8578965939\n", + "2007 \t45.9359818623\n", + "2008 \t42.3186292914\n", + "2009 \t36.0185331635\n", + "2010 \t37.8363926589\n", + "2011 \t32.2651981238\n", + "2012 \t33.5153818864\n", + "2013 \t27.9975535336\n", + "2014 \t22.0591286804\n", + "2015 \t20.9932389258\n", + "Russell VA\n", + "1984 \t6.32189030682\n", + "1985 \t3.05466024646\n", + "1986 \t2.08511642987\n", + "1987 \t1.87740229279\n", + "1988 \t2.46517084259\n", + "1989 \t7.53791781598\n", + "1990 \t2.53208081146\n", + "1991 \t28.3572607758\n", + "1992 \t4.71040544598\n", + "1993 \t3.21940472192\n", + "1994 \t9.56534365436\n", + "1995 \t3.40331726788\n", + "1996 \t3.33854984155\n", + "1997 \t2.94533113147\n", + "1998 \t2.72296527094\n", + "1999 \t6.74156033252\n", + "2000 \t6.3222194425\n", + "2001 \t2.58399454645\n", + "2002 \t19.9170092394\n", + "2003 \t2.83814331238\n", + "2004 \t2.60675520123\n", + "2005 \t2.98980912317\n", + "2006 \t3.4953003775\n", + "2007 \t8.96559904077\n", + "2008 \t4.6510204671\n", + "2009 \t5.28914965845\n", + "2010 \t3.15014534668\n", + "2011 \t3.08255559296\n", + "2012 \t2.50505328485\n", + "2013 \t2.02735396423\n", + "2014 \t2.0846045415\n", + "2015 \t2.2761504314\n", + "Wolfe KY\n", + "1984 \t3.50279283936\n", + "1985 \t20.2169810377\n", + "1986 \t3.22620580627\n", + "1987 \t2.45145044708\n", + "1988 \t2.36066595752\n", + "1989 \t41.4232303744\n", + "1990 \t1.51772987573\n", + "1991 \t2.18549016223\n", + "1992 \t4.15704933453\n", + "1993 \t3.12391466772\n", + "1994 \t4.53431480194\n", + "1995 \t3.59727018378\n", + "1996 \t3.46314443604\n", + "1997 \t3.33743443475\n", + "1998 \t3.67743721143\n", + "1999 \t5.62198283307\n", + "2000 \t2.4124473103\n", + "2001 \t0.991431761414\n", + "2002 \t3.03407459045\n", + "2003 \t0.467492542236\n", + "2004 \t0.598449687134\n", + "2005 \t1.36702164001\n", + "2006 \t0.642302362427\n", + "2007 \t1.88931303851\n", + "2008 \t1.27530379431\n", + "2009 \t2.03023076135\n", + "2010 \t0.993350570862\n", + "2011 \t0.563591278503\n", + "2012 \t0.688311610291\n", + "2013 \t0.566304971191\n", + "2014 \t0.35507486908\n", + "2015 \t0.294349292358\n", + "Lee KY\n", + "1984 \t4.79941568604\n", + "1985 \t127.28603447\n", + "1986 \t2.95423989917\n", + "1987 \t1.67693957684\n", + "1988 \t2.48629092993\n", + "1989 \t32.0703419906\n", + "1990 \t1.60915818896\n", + "1991 \t1.57527008215\n", + "1992 \t4.08910369012\n", + "1993 \t1.37114470288\n", + "1994 \t1.90232798633\n", + "1995 \t1.15559800525\n", + "1996 \t1.15603857904\n", + "1997 \t1.271355125\n", + "1998 \t1.02156719379\n", + "1999 \t2.14285442719\n", + "2000 \t1.40136542084\n", + "2001 \t0.860214617859\n", + "2002 \t1.23798339044\n", + "2003 \t0.994430312256\n", + "2004 \t0.854476221008\n", + "2005 \t1.06240341742\n", + "2006 \t0.799909936584\n", + "2007 \t1.1910841983\n", + "2008 \t1.00981677985\n", + "2009 \t0.769588826111\n", + "2010 \t0.508268089417\n", + "2011 \t0.463156022644\n", + "2012 \t0.487886830017\n", + "2013 \t0.487390462402\n", + "2014 \t0.294483771851\n", + "2015 \t0.355393563538\n", + "Leslie KY\n", + "1984 \t14.1728179329\n", + "1985 \t98.9070196564\n", + "1986 \t7.78160566071\n", + "1987 \t7.37064471301\n", + "1988 \t8.66424946539\n", + "1989 \t38.5224582639\n", + "1990 \t6.48397520966\n", + "1991 \t" + ] + }, + { + "ename": "EEException", + "evalue": "User memory limit exceeded.", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mEEException\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mfips\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcounties_in_roi\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcounty\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mMTR_area\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgetMTR_area\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfips\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0marea_list\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_area_list\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mMTR_area\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 7\u001b[0m \u001b[0mcounty_areas\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcounty\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0marea_list\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m\u001b[0m in \u001b[0;36mget_area_list\u001b[0;34m(MTR_area)\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0;32mexcept\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 9\u001b[0m \u001b[0mtime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msleep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m20\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 10\u001b[0;31m \u001b[0mthe_area\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mMTR_area\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetInfo\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 11\u001b[0m \u001b[0mcounty_areas\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mthe_area\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0;32mprint\u001b[0m \u001b[0mthe_area\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/ee/computedobject.pyc\u001b[0m in \u001b[0;36mgetInfo\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 93\u001b[0m \u001b[0mThe\u001b[0m \u001b[0mobject\u001b[0m \u001b[0mcan\u001b[0m \u001b[0mevaluate\u001b[0m \u001b[0mto\u001b[0m \u001b[0manything\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 94\u001b[0m \"\"\"\n\u001b[0;32m---> 95\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetValue\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m{\u001b[0m\u001b[0;34m'json'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mserialize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 96\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 97\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mencode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencoder\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/ee/data.pyc\u001b[0m in \u001b[0;36mgetValue\u001b[0;34m(params)\u001b[0m\n\u001b[1;32m 239\u001b[0m \"\"\"\n\u001b[1;32m 240\u001b[0m \u001b[0mparams\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'json_format'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'v2'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 241\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0msend_\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'/value'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mparams\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 242\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 243\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/ee/data.pyc\u001b[0m in \u001b[0;36msend_\u001b[0;34m(path, params, opt_method, opt_raw)\u001b[0m\n\u001b[1;32m 719\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mee_exception\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mEEException\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Invalid JSON: %s'\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mcontent\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 720\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;34m'error'\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mjson_content\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 721\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mee_exception\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mEEException\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mjson_content\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'error'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'message'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 722\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;34m'data'\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mcontent\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 723\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mee_exception\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mEEException\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Malformed response: '\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcontent\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mEEException\u001b[0m: User memory limit exceeded." + ] + } + ], + "source": [ + "for county in counties_in_roi:\n", + " if county not in county_areas:\n", + " print county\n", + " fips = counties_in_roi[county]\n", + " MTR_area = getMTR_area(fips)\n", + " area_list = get_area_list(MTR_area)\n", + " county_areas[county] = area_list" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": { + "collapsed": false, + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Leslie KY\n", + "1984 \t14.1728179329\n", + "1985 \t98.9070196564\n", + "1986 \t7.78160566071\n", + "1987 \t7.37064471301\n", + "1988 \t8.66424946539\n", + "1989 \t38.5224582639\n", + "1990 \t6.48397520966\n", + "1991 \t6.37329065619\n", + "1992 \t9.52620609662\n", + "1993 \t6.54163457513\n", + "1994 \t6.63164271082\n", + "1995 \t6.47985769916\n", + "1996 \t7.91486322418\n", + "1997 \t9.49620167194\n", + "1998 \t14.189321587\n", + "1999 \t14.345648655\n", + "2000 \t12.2517521702\n", + "2001 \t9.10277606262\n", + "2002 \t15.2262528104\n", + "2003 \t8.67399301788\n", + "2004 \t10.5869071764\n", + "2005 \t13.7879183897\n", + "2006 \t12.2205920279\n", + "2007 \t15.9081983073\n", + "2008 \t16.5791638137\n", + "2009 \t13.9229472675\n", + "2010 \t15.6382292849\n", + "2011 \t14.8447951479\n", + "2012 \t15.8939158176\n", + "2013 \t13.2432421114\n", + "2014 \t8.96036615338\n", + "2015 \t7.81300711786\n", + "Claiborne TN\n", + "1984 \t10.3425260529\n", + "1985 \t163.466956892\n", + "1986 \t5.09812958569\n", + "1987 \t5.907537414\n", + "1988 \t5.48082802771\n", + "1989 \t16.484793421\n", + "1990 \t5.43399516815\n", + "1991 \t4.44925782971\n", + "1992 \t5.25083366443\n", + "1993 \t5.91491843304\n", + "1994 \t5.0002078316\n", + "1995 \t6.82398565204\n", + "1996 \t7.17482384161\n", + "1997 \t6.53051082043\n", + "1998 \t10.1419850531\n", + "1999 \t6.32759774982\n", + "2000 \t6.86590941296\n", + "2001 \t6.51242285846\n", + "2002 \t9.16722654651\n", + "2003 \t7.06904706525\n", + "2004 \t7.22209939557\n", + "2005 \t9.18656238739\n", + "2006 \t8.9447883324\n", + "2007 \t9.85013217084\n", + "2008 \t9.00137173956\n", + "2009 \t7.79721411444\n", + "2010 \t6.9353425011\n", + "2011 \t5.6118015506\n", + "2012 \t5.12128106274\n", + "2013 \t5.7919763241\n", + "2014 \t4.90151448737\n", + "2015 \t4.91322865381\n", + "Johnson KY\n", + "1984 \t6.3175323656\n", + "1985 \t3.30211121362\n", + "1986 \t1.88365094507\n", + "1987 \t1.88169542187\n", + "1988 \t2.38152270233\n", + "1989 \t2.70266014362\n", + "1990 \t1.44671408154\n", + "1991 \t1.61907613489\n", + "1992 \t1.51160228473\n", + "1993 \t1.57437388696\n", + "1994 \t1.64614304736\n", + "1995 \t1.06412313275\n", + "1996 \t0.932901640442\n", + "1997 \t0.986259507874\n", + "1998 \t1.05305953741\n", + "1999 \t2.57635550409\n", + "2000 \t1.79113780548\n", + "2001 \t1.89389804944\n", + "2002 \t3.19559524731\n", + "2003 \t1.71338133435\n", + "2004 \t2.38478958679\n", + "2005 \t3.0397348338\n", + "2006 \t2.54845398737\n", + "2007 \t2.9220432251\n", + "2008 \t3.49345569189\n", + "2009 \t3.98379211737\n", + "2010 \t3.7064898819\n", + "2011 \t3.37647649731\n", + "2012 \t3.68399963135\n", + "2013 \t2.67445819952\n", + "2014 \t2.59326758929\n", + "2015 \t2.38393114722\n", + "Floyd KY\n", + "1984 \t8.39004240265\n", + "1985 \t8.90757783234\n", + "1986 \t9.18580302747\n", + "1987 \t10.2934205595\n", + "1988 \t12.078272759\n", + "1989 \t12.7239864572\n", + "1990 \t11.6418215319\n", + "1991 \t11.6494084359\n", + "1992 \t9.93056424249\n", + "1993 \t9.83662411823\n", + "1994 \t10.253650006\n", + "1995 \t9.83596119427\n", + "1996 \t8.55336425555\n", + "1997 \t9.31697433728\n", + "1998 \t7.38864029199\n", + "1999 \t11.3291990635\n", + "2000 \t5.78603073199\n", + "2001 \t3.56568490765\n", + "2002 \t4.70236480157\n", + "2003 \t2.44474774207\n", + "2004 \terror for Floyd KY\n", + "Webster WV\n", + "1984 \t1.62759895453\n", + "1985 \t2.85452143024\n", + "1986 \t3.64720062927\n", + "1987 \t2.24406066302\n", + "1988 \t4.31781502094\n", + "1989 \t6.71717606812\n", + "1990 \t5.39360800055\n", + "1991 \t4.3318637785\n", + "1992 \t3.88101949005\n", + "1993 \t4.55085468097\n", + "1994 \t4.24397780701\n", + "1995 \t3.59748468353\n", + "1996 \t3.51825356061\n", + "1997 \t4.3422199986\n", + "1998 \t64.7307812049\n", + "1999 \t6.09063658069\n", + "2000 \t4.76192877045\n", + "2001 \t6.0008272132\n", + "2002 \t6.51731520953\n", + "2003 \t52.5611853832\n", + "2004 \t8.01591203894\n", + "2005 \t8.27732275714\n", + "2006 \t11.4843486092\n", + "2007 \t12.0967584278\n", + "2008 \t20.8285305696\n", + "2009 \t12.5479888786\n", + "2010 \t12.988087968\n", + "2011 \t11.9547906528\n", + "2012 \t12.6785452117\n", + "2013 \t31.7217225386\n", + "2014 \t7.74833124982\n", + "2015 \t5.2839732887\n", + "McCreary KY\n", + "1984 \t6.04737424548\n", + "1985 \t5.10153955347\n", + "1986 \t3.04071015314\n", + "1987 \t2.93720524683\n", + "1988 \t2.45137281305\n", + "1989 \t2.62770189691\n", + "1990 \t1.58217891156\n", + "1991 \t1.67856676447\n", + "1992 \t1.24573373486\n", + "1993 \t1.38293884277\n", + "1994 \t1.36570975653\n", + "1995 \t1.2183595257\n", + "1996 \t0.862356590088\n", + "1997 \t0.896296286438\n", + "1998 \t0.915240012695\n", + "1999 \t1.00838117798\n", + "2000 \t1.2456810553\n", + "2001 \t0.887221827271\n", + "2002 \t1.86326813324\n", + "2003 \t1.25212295862\n", + "2004 \t1.17732090338\n", + "2005 \t1.72815900629\n", + "2006 \t1.5187540459\n", + "2007 \t2.13238999408\n", + "2008 \t1.79165655029\n", + "2009 \t1.67346613184\n", + "2010 \t1.27861116931\n", + "2011 \t1.25329149219\n", + "2012 \t2.1197941297\n", + "2013 \t0.803612521667\n", + "2014 \t0.805322950317\n", + "2015 \t0.886441877747\n", + "Wise VA\n", + "1984 \t25.1098699888\n", + "1985 \t20.0004803242\n", + "1986 \t16.3605761772\n", + "1987 \t15.0083668572\n", + "1988 \t16.7171726497\n", + "1989 \t20.6853365046\n", + "1990 \t16.5270460786\n", + "1991 \t41.7047263052\n", + "1992 \t24.140306688\n", + "1993 \t13.1038599556\n", + "1994 \t20.5716232694\n", + "1995 \t16.8599023587\n", + "1996 \t15.8393773575\n", + "1997 \t16.4813941299\n", + "1998 \t19.9134593218\n", + "1999 \t25.0912823029\n", + "2000 \t25.64598801\n", + "2001 \t22.717169441\n", + "2002 \t31.0785765947\n", + "2003 \t23.2430206915\n", + "2004 \t24.2337891439\n", + "2005 \t28.4991172356\n", + "2006 \t29.6648283469\n", + "2007 \t37.6523692242\n", + "2008 \t35.7760240507\n", + "2009 \t33.832585013\n", + "2010 \t34.2544725679\n", + "2011 \t30.350548541\n", + "2012 \t30.2577472789\n", + "2013 \t23.4308925275\n", + "2014 \t21.230269837\n", + "2015 \t20.9316499545\n", + "Fayette WV\n", + "1984 \t8.80759734491\n", + "1985 \t8.31599341541\n", + "1986 \t5.37544398639\n", + "1987 \t6.26861445654\n", + "1988 \t7.0165702298\n", + "1989 \t6.70338646899\n", + "1990 \t7.22972007861\n", + "1991 \t8.80808876843\n", + "1992 \t8.21452725922\n", + "1993 \t8.10293887366\n", + "1994 \t8.88854822644\n", + "1995 \t7.25233840308\n", + "1996 \t6.78578255389\n", + "1997 \t7.30549345294\n", + "1998 \t8.00824061591\n", + "1999 \t8.85633469153\n", + "2000 \t6.05687311664\n", + "2001 \t7.18423642609\n", + "2002 \t7.82481890607\n", + "2003 \t6.76867124359\n", + "2004 \t6.58758967816\n", + "2005 \t8.42106381866\n", + "2006 \t9.88740924658\n", + "2007 \t11.5435065267\n", + "2008 \t11.9879711917\n", + "2009 \t11.6473422102\n", + "2010 \t11.1083929723\n", + "2011 \t14.0038984592\n", + "2012 \t14.8392911669\n", + "2013 \t10.5757203865\n", + "2014 \t10.3367110261\n", + "2015 \t8.84578303668\n", + "Norton city\n", + "1984 \t0.0212303603516\n", + "1985 \t0.0212303603516\n", + "1986 \t0.0195089857788\n", + "1987 \t0.0195089857788\n", + "1988 \t0.0218041454468\n", + "1989 \t0.0195089857788\n", + "1990 \t0.0223778983154\n", + "1991 \t0.0269681726074\n", + "1992 \t0.029263319397\n", + "1993 \t0.0195089857788\n", + "1994 \t0.0935483013916\n", + "1995 \t0.0361553280029\n", + "1996 \t0.010328237854\n", + "1997 \t0.0\n", + "1998 \t0.0154924804688\n", + "1999 \t0.0195089857788\n", + "2000 \t0.0183614155884\n", + "2001 \t0.0441860737915\n", + "2002 \t0.0172139033203\n", + "2003 \t0.0\n", + "2004 \t0.0126235067749\n", + "2005 \t0.00688551763916\n", + "2006 \t0.00688551763916\n", + "2007 \t0.0086068729248\n", + "2008 \t0.0\n", + "2009 \t0.0\n", + "2010 \t0.010328237854\n", + "2011 \t0.010328237854\n", + "2012 \t0.0\n", + "2013 \t0.00459038360596\n", + "2014 \t0.0\n", + "2015 \t0.0\n", + "Greenbrier WV\n", + "1984 \t6.08678762799\n", + "1985 \t47.8339532726\n", + "1986 \t4.50544271051\n", + "1987 \t5.64249705969\n", + "1988 \t11.9697657975\n", + "1989 \t5.31356166003\n", + "1990 \t4.31116076923\n", + "1991 \t5.62387789349\n", + "1992 \t5.18884504071\n", + "1993 \t5.31280112073\n", + "1994 \t7.39918671948\n", + "1995 \t4.20285027972\n", + "1996 \t3.99422489471\n", + "1997 \t7.82142649878\n", + "1998 \t68.34119898\n", + "1999 \t6.45882025592\n", + "2000 \t4.57408723663\n", + "2001 \t5.8618967052\n", + "2002 \t5.96684832825\n", + "2003 \t87.5209010624\n", + "2004 \t11.8778771002\n", + "2005 \t3.84718987158\n", + "2006 \t11.9980875228\n", + "2007 \t4.94683643829\n", + "2008 \t33.3984352822\n", + "2009 \t6.96623181512\n", + "2010 \t6.20552356885\n", + "2011 \t6.32620346326\n", + "2012 \t9.69066256824\n", + "2013 \t13.8689112006\n", + "2014 \t7.36293131659\n", + "2015 \t5.2428476311\n" + ] + } + ], + "source": [ + "for county in counties_in_roi:\n", + " if county not in county_areas:\n", + " print county\n", + " try:\n", + " fips = counties_in_roi[county]\n", + " MTR_area = getMTR_area(fips)\n", + " area_list = get_area_list(MTR_area)\n", + " county_areas[county] = area_list\n", + " except:\n", + " print \"error for \",county" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": { + "collapsed": false, + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Floyd KY\n", + "1984 \t8.39004240265\n", + "1985 \t8.90757783234\n", + "1986 \t9.18580302747\n", + "1987 \t10.2934205595\n", + "1988 \t12.078272759\n", + "1989 \t12.7239864572\n", + "1990 \t11.6418215319\n", + "1991 \t11.6494084359\n", + "1992 \t9.93056424249\n", + "1993 \t9.83662411823\n", + "1994 \t10.253650006\n", + "1995 \t9.83596119427\n", + "1996 \t8.55336425555\n", + "1997 \t9.31697433728\n", + "1998 \t7.38864029199\n", + "1999 \t11.3291990635\n", + "2000 \t5.78603073199\n", + "2001 \t3.56568490765\n", + "2002 \t4.70236480157\n", + "2003 \t2.44474774207\n", + "2004 \t4.17721898431\n", + "2005 \t6.31181590979\n", + "2006 \t5.65592207733\n", + "2007 \t11.2834666869\n", + "2008 \t13.5643977434\n", + "2009 \t12.6200209185\n", + "2010 \t10.8661543764\n", + "2011 \t9.57733449835\n", + "2012 \t11.5762316987\n", + "2013 \t7.81196757593\n", + "2014 \t7.15846294476\n", + "2015 \t6.02972456061\n" + ] + } + ], + "source": [ + "for county in counties_in_roi:\n", + " if county not in county_areas:\n", + " print county\n", + " try:\n", + " fips = counties_in_roi[county]\n", + " MTR_area = getMTR_area(fips)\n", + " area_list = get_area_list(MTR_area)\n", + " county_areas[county] = area_list\n", + " except:\n", + " print \"error for \",county" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "c_ordered = []\n", + "for c in counties_in_roi:\n", + " n = c.split(\" \")\n", + " c_ordered.append({'name':n[0],'state':n[-1]})" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "c_ordered = sorted(c_ordered, key=lambda k: k['name']) \n", + "c_ordered = sorted(c_ordered, key=lambda k: k['state']) " + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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LecbQdj20Wz6wMD3+p8Anql6rJ3XQJIaefBaAo4Gr08/pRmBJK/VAwbnH+cf5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W1ST25KLCLtpZMrV9IZ8vy/ookq0tXJ+WfTpk0sXXo2O3dunl42Z85CNmz4NIsWVbqjg4hkJenc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E/S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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.rcParams[\"figure.figsize\"] = [15,24]\n", + "fig = plt.figure()\n", + "\n", + "ky = [c['name']+\" \"+c['state'] for c in c_ordered if c['state'] == 'KY']\n", + "gs = gridspec.GridSpec(len(ky)/3, 3 , wspace=0.1, hspace=0.50)\n", + "\n", + "for g,c in zip(gs,ky):\n", + " ax = plt.subplot(g)\n", + " x = [i for i in range(1984,2016)]\n", + " y = county_areas[c]\n", + " ax.scatter(x,y)\n", + " ax.set_title(c)\n", + " ax.yaxis.major.locator.set_params(nbins=5)\n", + " ax.yaxis.major.locator.set_params(nbins=5)\n", + "plt.show()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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KfvVeq1bp6/X5GZorKN3UjXlteZ/bJ5KVQg7LLGt1GdzJycm6wy/z0HUrUmQa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\nMVQjhtjtK4ZiTHRxJyK183Nm9pCZfdjMtsQORkRERKRMKu5EZGyY2WfMb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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.rcParams[\"figure.figsize\"] = [15,15]\n", + "fig = plt.figure()\n", + "\n", + "ky = [c['name']+\" \"+c['state'] for c in c_ordered if c['state'] == 'WV']\n", + "gs = gridspec.GridSpec(len(ky)/3, 3 , wspace=0.1, hspace=0.50)\n", + "\n", + "for g,c in zip(gs,ky):\n", + " ax = plt.subplot(g)\n", + " x = [i for i in range(1984,2016)]\n", + " y = county_areas[c]\n", + " ax.scatter(x,y)\n", + " ax.set_title(c)\n", + " ax.yaxis.major.locator.set_params(nbins=5)\n", + " ax.yaxis.major.locator.set_params(nbins=5)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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H7r4CwMwuBr7t7l+pT0PxR0Tq9cRDzFvJowInItKI4o+INOPu89vc9HPAN8L7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\nMWyoaqyfxD7Xr5w2DSkyuWupNn95S9PCk6vJ/CbbJLX54lLb224aDXO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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.rcParams[\"figure.figsize\"] = [15,7]\n", + "fig = plt.figure()\n", + "\n", + "ky = [c['name']+\" \"+c['state'] for c in c_ordered if c['state'] == 'TN']\n", + "gs = gridspec.GridSpec(len(ky)/3, 3 , wspace=0.1, hspace=0.50)\n", + "\n", + "for g,c in zip(gs,ky):\n", + " ax = plt.subplot(g)\n", + " x = [i for i in range(1984,2016)]\n", + " y = county_areas[c]\n", + " ax.scatter(x,y)\n", + " ax.set_title(c)\n", + " ax.yaxis.major.locator.set_params(nbins=5)\n", + " ax.yaxis.major.locator.set_params(nbins=5)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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bmppiYGAJ09MbgKXAZvr6VjAxsYX+/v68wxNpyMxwd8tgO8o/XbRp0yZOOOFdbNt2085l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\ndJrEzGwfYA93f8LM9gWuBc5192vr1lP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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.rcParams[\"figure.figsize\"] = [15,4]\n", + "fig = plt.figure()\n", + "\n", + "ky = [c['name']+\" \"+c['state'] for c in c_ordered if c['state'] == 'VA']\n", + "gs = gridspec.GridSpec(len(ky)/3, 3 , wspace=0.1, hspace=0.50)\n", + "\n", + "for g,c in zip(gs,ky):\n", + " ax = plt.subplot(g)\n", + " x = [i for i in range(1984,2016)]\n", + " y = county_areas[c]\n", + " ax.scatter(x,y)\n", + " ax.set_title(c)\n", + " ax.yaxis.major.locator.set_params(nbins=5)\n", + " ax.yaxis.major.locator.set_params(nbins=5)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import cPickle as pickle\n", + "with open(\"counties.obj\", 'wb') as fp:\n", + " pickle.dump(county_areas, fp)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Now get rid of Noisy Years\n", + "85, 89, 94, 07, 12\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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olUol1bJEpHdmhme0kIDyj4hU9VPuEZFyCZl/Sn8Gbv36DYyMLGPl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\nN7M/MbMJM/uTmu0vNbM1nYhFRNpnZhvN7O0pX6Yj+aUVOt6RWmrAdTk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Pi8LM9jKzm83s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hS/1e1kXIQ97pKw/FyUPe6buHjT+aAyciheXu3wPur7Mp9SvoIiJFNzMzw+TkJDMzM3lnRUQy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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.rcParams[\"figure.figsize\"] = [15,24]\n", + "fig = plt.figure()\n", + "\n", + "ky = [c['name']+\" \"+c['state'] for c in c_ordered if c['state'] == 'KY']\n", + "gs = gridspec.GridSpec(len(ky)/3, 3 , wspace=0.1, hspace=0.50)\n", + "\n", + "for g,c in zip(gs,ky):\n", + " ax = plt.subplot(g)\n", + " x = [1984]+[i for i in range(1986,1989)] +[i for i in range (1990, 1994)] + [i for i in range(1995,2007)] + [i for i in range(2008,2012)] + \\\n", + " [i for i in range(2013,2016)] \n", + " y = county_areas[c]\n", + " y2 = y[:1]+y[2:5]+y[6:10]+y[11:23]+y[24:28]+y[29:]\n", + " ax.scatter(x,y2)\n", + " ax.set_title(c)\n", + " ax.yaxis.major.locator.set_params(nbins=5)\n", + " ax.yaxis.major.locator.set_params(nbins=5)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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GR0d7FZeIFMzExAQTExOpvqaZzQeOdPd3ALj774BHUj2ISJdmNjgfQLzBeWRkhKVLj0m1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\ndbvdsbbP2v7pdrvWas0anDMwg3PWas1at9sd+VmDYvNtf6V9z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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.rcParams[\"figure.figsize\"] = [15,15]\n", + "fig = plt.figure()\n", + "\n", + "ky = [c['name']+\" \"+c['state'] for c in c_ordered if c['state'] == 'WV']\n", + "gs = gridspec.GridSpec(len(ky)/3, 3 , wspace=0.1, hspace=0.50)\n", + "\n", + "for g,c in zip(gs,ky):\n", + " ax = plt.subplot(g)\n", + " x = [1984]+[i for i in range(1986,1989)] +[i for i in range (1990, 1994)] + [i for i in range(1995,2007)] + [i for i in range(2008,2012)] + \\\n", + " [i for i in range(2013,2016)] \n", + " y = county_areas[c]\n", + " y2 = y[:1]+y[2:5]+y[6:10]+y[11:23]+y[24:28]+y[29:]\n", + " ax.scatter(x,y2)\n", + " ax.set_title(c)\n", + " ax.yaxis.major.locator.set_params(nbins=5)\n", + " ax.yaxis.major.locator.set_params(nbins=5)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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eyiDJiBP/WtkuL5KOPWkGr9uABXWeT/7spCztL3WRbpdQclc39nhB40871GrE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\nMHfqyikiIiIi0gs17uQga9eew/T0LrZu/TTT07s0mUoX5mvAzddg7nU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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.rcParams[\"figure.figsize\"] = [15,7]\n", + "fig = plt.figure()\n", + "\n", + "ky = [c['name']+\" \"+c['state'] for c in c_ordered if c['state'] == 'TN']\n", + "gs = gridspec.GridSpec(len(ky)/3, 3 , wspace=0.1, hspace=0.50)\n", + "\n", + "for g,c in zip(gs,ky):\n", + " ax = plt.subplot(g)\n", + " x = [1984]+[i for i in range(1986,1989)] +[i for i in range (1990, 1994)] + [i for i in range(1995,2007)] + [i for i in range(2008,2012)] + \\\n", + " [i for i in range(2013,2016)] \n", + " y = county_areas[c]\n", + " y2 = y[:1]+y[2:5]+y[6:10]+y[11:23]+y[24:28]+y[29:]\n", + " ax.scatter(x,y2)\n", + " ax.set_title(c)\n", + " ax.yaxis.major.locator.set_params(nbins=5)\n", + " ax.yaxis.major.locator.set_params(nbins=5)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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mz5/PI4+MAzviPXewZ88Ew8PDTd9/eHi4J6/ppMHV6v1mGw7ZqJw0v5OIiIiI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\n3ZZ3PCLSX9oaQmlmQ8BViStwO4GT3X2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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.rcParams[\"figure.figsize\"] = [15,4]\n", + "fig = plt.figure()\n", + "\n", + "ky = [c['name']+\" \"+c['state'] for c in c_ordered if c['state'] == 'VA']\n", + "gs = gridspec.GridSpec(len(ky)/3, 3 , wspace=0.1, hspace=0.50)\n", + "\n", + "for g,c in zip(gs,ky):\n", + " ax = plt.subplot(g)\n", + " x = [1984]+[i for i in range(1986,1989)] +[i for i in range (1990, 1994)] + [i for i in range(1995,2007)] + [i for i in range(2008,2012)] + \\\n", + " [i for i in range(2013,2016)] \n", + " y = county_areas[c]\n", + " y2 = y[:1]+y[2:5]+y[6:10]+y[11:23]+y[24:28]+y[29:]\n", + " ax.scatter(x,y2)\n", + " ax.set_title(c)\n", + " ax.yaxis.major.locator.set_params(nbins=5)\n", + " ax.yaxis.major.locator.set_params(nbins=5)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "metadata": { + "collapsed": false, + "scrolled": true + }, + "outputs": [], + "source": [ + "import csv\n", + "with open('county_areas.csv', 'wb') as output_file:\n", + " writer = csv.writer(output_file)\n", + " writer.writerow([\"County\",\"State\"]+[i for i in range(1984,2016)])\n", + " for c in c_ordered:\n", + " writer.writerow([c['name'],c['state']]+[a for a in county_areas[c['name']+\" \"+c['state']]])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/JupyterNotebooks/area_calculation.ipynb b/JupyterNotebooks/area_calculation.ipynb new file mode 100644 index 0000000..804b7a0 --- /dev/null +++ b/JupyterNotebooks/area_calculation.ipynb @@ -0,0 +1,396 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 153, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import ee\n", + "import datetime\n", + "import time\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "ee.Initialize()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 139, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [], + "source": [ + "'''###########################################/\n", + " This script was created by SkyTruth to identify possible active mountaintop removal \n", + " and other surface coal mining.\n", + " \n", + " Playground code: https:#code.earthengine.google.com/02cbf97172a6dd9d1062ca0c6c122137\n", + "###########################################'''\n", + "\n", + "'''------------------------------------ IMPORT STUDY AREA ----------------------------'''\n", + "campagna_study_area = ee.FeatureCollection('ft:1Qo6AmhdEN44vPUpyGtzPtQUUO4rygWv4MljZ-MiE');\n", + "# Get the link here: https:#www.google.com/fusiontables/DataSource?docid=1Qo6AmhdEN44vPUpyGtzPtQUUO4rygWv4MljZ-MiE\n", + "\n", + "'''------------------------------------ SET NDVI THRESHOLD ---------------------------'''\n", + "NDVI_Threshold = 0.51;\n", + "\n", + "'''------------------------------------- IMPORT MASK ---------------------------------'''\n", + "mask_input_60m_2015 = ee.Image('users/jerrilyn/2015mask-PM-fullstudy-area');\n", + "# Get the link here: https:#drive.google.com/file/d/0B_MArPTqurHudFp6STU4ZzJHRmc/view\n", + "\n", + "''' ----------------------------------- VISUALIZATION / SETUP ------------------------------\n", + "Adds Campagna study area; various areas of interest '''\n", + "\n", + "# Map.addLayer(campagna_study_area, {}, \"Study area\");\n", + "\n", + "# Choose your favorite area of interest! Comment out all but one:\n", + "#Map.centerObject(campagna_study_area); # Full study extent\n", + "#Map.setCenter(-81.971744, 38.094253, 12); # Near Spurlockville, WV\n", + "# Map.setCenter(-82.705444, 37.020257, 12); # Near Addington, VA\n", + "#Map.setCenter(-83.224567, 37.355144, 11); # Near Dice, KY\n", + "#Map.setCenter(-83.931184, 36.533646, 12); # Near Log Mountain, TN\n", + "\n", + "# This list will contain all output images, so as to build an ImageCollection later for video export\n", + "allMTR_list = [];\n", + "\n", + "# This empty 2D array will be used for area calculation later (if performed)\n", + "MTR_area = [[],[]];\n", + "\n", + "# Subregions for exporting images/videos\n", + "# geometryI = ee.Geometry.Rectangle([-79.612, 37.3525, -82.421, 39.037])#.toGeoJSON();\n", + "# geometryII = ee.Geometry.Rectangle([-82.421, 37.3525, -84.993, 38.942]).toGeoJSON();\n", + "# geometryIII = ee.Geometry.Rectangle([-82.421, 35.367, -85.811, 37.3525]).toGeoJSON();\n", + "# geometryIV = ee.Geometry.Rectangle([-79.849, 35.763, -82.421, 37.3525]).toGeoJSON();\n", + "# exportbounds = campagna_study_area.geometry().bounds().getInfo();\n", + "\n", + "counties = ee.FeatureCollection('ft:1S4EB6319wWW2sWQDPhDvmSBIVrD3iEmCLYB7nMM');\n", + "boon = counties.filterMetadata('FIPS', 'equals', 54005);\n", + "\n", + "'''--------------------------------- IMAGE PROCESSING ---------------------------------'''\n", + "for year in range(1984,2016): # Years of interest for the study\n", + " \n", + "\n", + " # Determine what imagery dataset to use, based off year loop; and what threshold to use\n", + " if year <= 2011:\n", + " imagery = ee.ImageCollection(\"LANDSAT/LT5_L1T_ANNUAL_GREENEST_TOA\");\n", + " NDVIbands = 43;\n", + " \n", + " elif year == 2012:\n", + " imagery = ee.ImageCollection(\"LANDSAT/LE7_L1T_ANNUAL_GREENEST_TOA\");\n", + " NDVIbands = 43;\n", + " \n", + " elif year >= 2013:\n", + " imagery = ee.ImageCollection(\"LANDSAT/LC8_L1T_ANNUAL_GREENEST_TOA\");\n", + " NDVIbands = 54; # Because different bands are needed for LS8\n", + "\n", + " # Select specific year for analysis\n", + " yearImg = ee.Image(imagery.filterDate(str(year)+\"-01-01\", str(year)+\"-12-31\").first()).clip(campagna_study_area);\n", + "\n", + " # Calculate NDVI (using normalizedDifference function; select correct bands per sensor)\n", + " if NDVIbands == 54:\n", + " NDVI = yearImg.normalizedDifference([\"B5\",\"B4\"]).clip(campagna_study_area);\n", + " else:\n", + " NDVI = yearImg.normalizedDifference([\"B4\",\"B3\"]).clip(campagna_study_area);\n", + " \n", + "\n", + " # Create a mask of areas that ARE NOT mines (value of 1 to locations where NDVI is <= threshold)\n", + " lowNDVI = NDVI.where(NDVI.lte(NDVI_Threshold),1).where(NDVI.gt(NDVI_Threshold),0);\n", + "\n", + " # Create binary image containing the intersection between the LowNDVI and anywhere the inverted mask is 1\n", + " MTR = lowNDVI.And(mask_input_60m_2015.eq(0));\n", + "\n", + " # Erode/dilate MTR sites to remove outliers (pixel clean-up)\n", + " MTR_eroded_dialated_dialated_eroded = MTR.reduceNeighborhood(ee.Reducer.max(), ee.Kernel.euclidean(30, 'meters'))\\\n", + " .reduceNeighborhood(ee.Reducer.min(), ee.Kernel.euclidean(30, 'meters'))\\\n", + " .reduceNeighborhood(ee.Reducer.min(), ee.Kernel.euclidean(30, 'meters'))\\\n", + " .reduceNeighborhood(ee.Reducer.max(), ee.Kernel.euclidean(30, 'meters'));\n", + "\n", + " MTR_masked = MTR_eroded_dialated_dialated_eroded.updateMask(MTR_eroded_dialated_dialated_eroded);\n", + "\n", + "\n", + "# Get a pixel area image, which will apply to any scale you provide\n", + " Area = ee.Image.pixelArea();\n", + "\n", + " # The area calculation, which currently burns out the server\n", + " areaAll = MTR_masked.multiply(Area).reduceRegion(reducer=ee.Reducer.sum(),geometry=boon, \n", + " scale= 30,crs= 'EPSG:3857',maxPixels= 1e9)\n", + " areaKmSq = ee.Number(areaAll.get(MTR_masked.bandNames().getInfo()[0])).divide(1000*1000);\n", + " \n", + "\n", + " # Add these areas and their corresponding year to 2D array\n", + " MTR_area[0].append(year);\n", + " MTR_area[1].append(areaKmSq);\n", + " \n", + "\n", + " start_time = datetime.date(\n", + " year=year,\n", + " month=1,\n", + " day=1)\n", + " \n", + " end_time = start_time + datetime.timedelta(days=364)\n", + "\n", + " \n", + " MTR_masked = MTR_masked.set('system:time_start',1000*time.mktime(start_time.timetuple()))\n", + " MTR_masked = MTR_masked.set('system:time_end',1000*time.mktime(end_time.timetuple()))\n", + " allMTR_list.append(MTR_masked);\n" + ] + }, + { + "cell_type": "code", + "execution_count": 147, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "county = []" + ] + }, + { + "cell_type": "code", + "execution_count": 148, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "for i in range(len(MTR_area[1])):\n", + " try:\n", + " county.append(MTR_area[1][i].getInfo())\n", + " except:\n", + " time.sleep(20)\n", + " county.append(MTR_area[1][i].getInfo())\n", + " time.sleep(15)" + ] + }, + { + "cell_type": "code", + "execution_count": 156, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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iUPXqxWMepyBJ4h0RGQw0EZH+wDO4leVMDGRLEv7CQ+Vcmli40E3HkbxIS5xK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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(MTR_area[0],county)\n", + "plt.ylabel(\"square km of non-green likely mines\")\n", + "plt.title(\"Mined area in Boone County, WV\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# The stuff below here doesn't work" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "allMTR = ee.ImageCollection(allMTR_list)" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def getMean(img):\n", + " return img.reduceRegions(boon, ee.Reducer.mean(),100)\n", + "# ans = ee.FeatureCollection(landsat8Toa.map(getMean)).flatten().aggregate_array('.all').getInfo()\n", + "ans = ee.FeatureCollection(allMTR.map(getMean)).flatten().aggregate_array('.all').getInfo()\n", + "\n", + "# data = [x['properties']['values'] for x in ans]\n", + "# x_ = range(0,7)\n", + "# labels = ['B{0}'.format(x) for x in range(1,8)]\n", + "\n", + "# plt.plot(data)\n", + "# plt.xticks(range(len(plt.xticks()[0])),[datetime.datetime.strptime(x['id'][:-2], \"%Y%m%d\").strftime('%b %Y') for x in ans])\n", + "# plt.legend(plt.plot(data),['B{0}'.format(x) for x in range(1,8)])\n", + "# plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "geometry {u'type': u'Polygon', u'geodesic': True, u'coordinates': [[[-81.97856890000001, 37.996849], [-81.972855, 37.979816], [-81.959503, 37.971684], [-81.9244, 37.971142], [-81.91407, 37.954727000000005], [-81.820595, 37.94490799999999], [-81.784088, 37.929859], [-81.759315, 37.895336], [-81.77825900000002, 37.86971700000001], [-81.743202, 37.82829300000001], [-81.7172159, 37.812405], [-81.6829829, 37.825832], [-81.678818, 37.834599000000004], [-81.65244300000002, 37.832321], [-81.615089, 37.790031], [-81.580795, 37.781204], [-81.574615, 37.764168], [-81.516403, 37.797401000000015], [-81.526344, 37.830193], [-81.558975, 37.829563], [-81.565201, 37.8579409], [-81.556679, 37.894062], [-81.5655139, 37.937778], [-81.516647, 37.984303], [-81.496758, 37.97316], [-81.480209, 37.980503], [-81.454811, 37.97543], [-81.45145400000001, 38.01092100000001], [-81.481865, 38.065281000000006], [-81.495979, 38.06663500000001], [-81.510719, 38.057991], [-81.533371, 38.076297999999994], [-81.538589, 38.086105], [-81.52359, 38.111548899999995], [-81.544273, 38.136276], [-81.590797, 38.151516], [-81.61105299999998, 38.17851300000002], [-81.6391529, 38.1780199], [-81.652214, 38.222492], [-81.676765, 38.221207], [-81.722527, 38.231892], [-81.742859, 38.198071], [-81.752777, 38.197273], [-81.767433, 38.227615], [-81.7792429, 38.229019000000015], [-81.784012, 38.210251], [-81.813057, 38.205604999999984], [-81.804604, 38.181399899999995], [-81.820366, 38.190376], [-81.821114, 38.20305300000001], [-81.833397, 38.212601], [-81.844589, 38.193604], [-81.839722, 38.180618], [-81.851173, 38.176128], [-81.879761, 38.183731], [-81.88478099999999, 38.149979], [-81.90023799999999, 38.143978], [-81.924637, 38.15036], [-81.936897, 38.139935], [-81.94417599999998, 38.105186], [-81.97618899999999, 38.0636409], [-81.964218, 38.049557], [-81.914421, 38.038654], [-81.91571, 38.030895], [-81.945175, 38.024841], [-81.97856890000001, 37.996849]]]}\n", + "type Feature\n", + "id 0_3294_3350\n", + "properties {u'SBO415207': 3.1, u'VET605210': 1933.0, u'RHI505210': 0.0, u'PVY020210': 19.3, u'StateFips': 54.0, u'POP050210': -3.5, u'HSD310210': 2.47, u'BZA010209': 313.0, u'RTN130207': 190618.0, u'EDU685210': 8.2, u'SBO215207': 0.0, u'Latitude': {u'type': u'Point', u'geodesic': True, u'coordinates': [-81.733571, 38.063291]}, u'AGE765210': 14.2, u'POP715210': 90.2, u'POP010200': 25535.0, u'HSD410210': 10023.0, u'HSG030210': 11070.0, u'POP010210': 24629.0, u'HSG096210': 4.8, u'PST045211': 0.0, u'AGE115210': 6.2, u'SBO315207': 0.0, u'POP060210': 49.1, u'Water Area (square miles)': 0.19655, u'RHI205210': 0.5, u'StateName': u'West Virginia', u'INC910210': 20457.0, u'POP815210': 0.5, u'LND110210': 501.54, u'HSG495210': 76400.0, u'State Postal Abbreviation': u'WV', u'Fips': 54005.0, u'Census 2000 Housing Units': 11575.0, u'SEX205210': 50.3, u'County Name': {u'type': u'MultiPoint', u'geodesic': True, u'coordinates': []}, u'LFE305210': 29.1, u'SBO015207': 33.5, u'Census 2000 Population': 25535.0, u'POP645210': 0.1, u'Longitude': -81.733571, u'RHI305210': 0.1, u'FIPS': 54005.0, u'BZA115209': 31.3, u'MAN450207': 0.0, u'WTN220207': 0.0, u'RHI405210': 0.1, u'RTN131207': 7589.0, u'RHI805210': 98.3, u'BPS030210': 54.0, u'FED110209': 207606.0, u'INC110210': 39783.0, u'SBO115207': 0.0, u'NES010209': 747.0, u'Land Area (square miles)': 502.984441, u'AGE275210': 22.8, u'RHI705210': 0.4, u'CntyFips': 5.0, u'RHI105210': 98.5, u'HSG445210': 76.2, u'EDU635210': 71.5, u'SBO515207': 0.0, u'AFN120207': 13226.0, u'BZA110209': 7251.0, u'RHI605210': 0.6, u'SBO001207': 1119.0}\n" + ] + } + ], + "source": [ + "for a in ans[0]:\n", + " print a, ans[0][a]" + ] + }, + { + "cell_type": "code", + "execution_count": 131, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def getArea(img):\n", + " Area = ee.Image.pixelArea()\n", + " # The area calculation, which currently burns out the server\n", + "# areaAll = MTR_masked.multiply(Area).reduceRegion(reducer=ee.Reducer.sum(),geometry=boon, \n", + "# scale= 30,crs= 'EPSG:3857',maxPixels= 1e9)\n", + "\n", + " areaAll = img.multiply(Area).reduceRegions(boon, ee.Reducer.sum(), 100,'EPSG:3857')\n", + " \n", + " \n", + " areaKmSq = ee.Number(areaAll.get('nd_max_min_max')).divide(1000*1000)\n", + " return areaKmSq\n", + "# return areaAll" + ] + }, + { + "cell_type": "code", + "execution_count": 132, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "ename": "EEException", + "evalue": "Collection.map: A mapped algorithm must return a Feature or Image.", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mEEException\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mans\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mee\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mFeatureCollection\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mallMTR\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgetArea\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mflatten\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maggregate_array\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'.all'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetInfo\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/ee/computedobject.pyc\u001b[0m in \u001b[0;36mgetInfo\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 93\u001b[0m \u001b[0mThe\u001b[0m \u001b[0mobject\u001b[0m \u001b[0mcan\u001b[0m \u001b[0mevaluate\u001b[0m \u001b[0mto\u001b[0m \u001b[0manything\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 94\u001b[0m \"\"\"\n\u001b[0;32m---> 95\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetValue\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m{\u001b[0m\u001b[0;34m'json'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mserialize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 96\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 97\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mencode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencoder\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/ee/data.pyc\u001b[0m in \u001b[0;36mgetValue\u001b[0;34m(params)\u001b[0m\n\u001b[1;32m 239\u001b[0m \"\"\"\n\u001b[1;32m 240\u001b[0m \u001b[0mparams\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'json_format'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'v2'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 241\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0msend_\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'/value'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mparams\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 242\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 243\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/ee/data.pyc\u001b[0m in \u001b[0;36msend_\u001b[0;34m(path, params, opt_method, opt_raw)\u001b[0m\n\u001b[1;32m 719\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mee_exception\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mEEException\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Invalid JSON: %s'\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mcontent\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 720\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;34m'error'\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mjson_content\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 721\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mee_exception\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mEEException\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mjson_content\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'error'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'message'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 722\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;34m'data'\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mcontent\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 723\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mee_exception\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mEEException\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Malformed response: '\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcontent\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mEEException\u001b[0m: Collection.map: A mapped algorithm must return a Feature or Image." + ] + } + ], + "source": [ + "ans = ee.FeatureCollection(allMTR.map(getArea)).flatten().aggregate_array('.all').getInfo()" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]\n" + ] + } + ], + "source": [ + "print [a['properties']['sum'] for a in ans]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/JupyterNotebooks/counties.obj b/JupyterNotebooks/counties.obj new file mode 100644 index 0000000..7f8dc23 --- /dev/null +++ b/JupyterNotebooks/counties.obj @@ -0,0 +1,2592 @@ +(dp1 +S'Overton TN' +p2 +(lp3 +F10.472027935485841 +aF6.1156003196411133 +aF1.6197459184570313 +aF10.867413945251466 +aF1.4017456013793945 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+aF2.9931223992309572 +aF3.7332268892211915 +aF3.5137435155029295 +aF4.1290929282226561 +aF5.8294731990356441 +aF3.7872587556152344 +aF2.3633704973754881 +aF47.920096474609373 +aF3.4120640539550782 +aF3.7807363950195314 +aF4.0751650195312497 +aF4.0248612720336912 +aF7.1934766155395504 +aF8.1191944589233405 +aF5.3977140504760746 +aF3.3655636105957032 +aF4.3333484602661132 +aF4.3194210333862308 +aF2.919350294555664 +aF2.8984249823608397 +aF3.2539968201293945 +as. \ No newline at end of file diff --git a/JupyterNotebooks/county_areas.csv b/JupyterNotebooks/county_areas.csv new file mode 100644 index 0000000..1eb681c --- /dev/null +++ b/JupyterNotebooks/county_areas.csv @@ -0,0 +1 @@ +County,State,1984,1985,1986,1987,1988,1989,1990,1991,1992,1993,1994,1995,1996,1997,1998,1999,2000,2001,2002,2003,2004,2005,2006,2007,2008,2009,2010,2011,2012,2013,2014,2015 Bell,KY,20.6232928,304.6392458,14.69134238,17.53035025,18.86565482,32.51413051,12.42597403,10.70454887,8.586118645,8.488734938,6.48949382,7.711696166,9.144105256,9.730589978,13.83695398,12.50483937,10.43906789,8.25595509,12.25580315,4.997849332,6.563526445,9.2953222,8.260047786,10.47257611,9.343967393,8.57598015,10.45816076,8.895970769,9.291295644,7.269786244,7.215637521,6.114283051 Boyd,KY,5.769181951,3.467147126,3.228290849,3.354433929,4.284088304,3.86895939,2.937460173,2.598966496,2.300543712,2.574029895,3.013540022,2.099414585,2.391617371,2.748172248,3.893207565,4.031234372,2.882852541,2.590457873,2.938239786,2.143957922,2.042885986,2.523844803,2.215740125,2.833814172,2.723961471,2.40930597,2.052947541,1.916129569,1.957511014,1.743786208,1.709049477,1.904598315 Breathitt,KY,23.66486519,63.73294054,21.50744881,20.51060302,23.24649808,106.9007132,18.03697332,16.45860584,23.0651326,16.56386784,15.76810766,11.58515334,12.2182869,18.53315613,12.74440298,13.42544869,10.42037609,9.94688197,11.16088469,5.539373208,7.190286957,13.40273441,8.507122748,13.79298377,11.97447253,9.204706442,8.641076165,6.957769558,7.86380541,7.983484067,7.91031961,7.625620971 Carter,KY,10.7353479,4.374752511,2.89668623,2.89464615,5.806291668,40.73803193,3.066558418,2.325526291,3.160229718,3.276943847,2.298384152,1.910763108,2.387628259,3.615536211,3.44277221,6.616500331,3.809095952,3.362826469,2.907526977,2.641561315,2.746007384,2.964162086,2.962463521,2.999041115,2.992020244,2.780122081,3.22500971,2.894218853,2.670135131,2.258174876,2.300405801,2.410626888 Clay,KY,16.26997535,15.93535542,6.842409575,5.294431001,8.240521228,28.74876699,3.674850527,4.147388933,12.99132581,2.606317795,3.072346407,2.479319315,2.17449489,1.47386295,2.387016613,3.184684083,1.797525206,1.556254869,2.194242175,1.131802059,1.740311485,2.397920113,1.856552155,2.046990652,2.11357034,2.179436929,2.700436948,3.003649467,3.079559273,2.659487251,1.914794901,1.366374404 Clinton,KY,15.58892121,5.641540596,2.211864091,2.811926413,2.065276385,2.191553793,2.436184937,6.036205817,2.37201375,2.203775112,2.008015935,1.991514915,2.423537744,2.309668568,2.88968981,3.206785805,3.151988616,1.395622421,11.0869549,3.156415337,2.869928066,3.047094031,3.377078568,4.489405979,3.801892921,3.104202466,3.327420814,4.67062747,3.408786461,2.973918566,2.893031834,3.535406645 Elliott,KY,6.419819136,14.13835003,2.175285633,1.271630716,1.51198423,11.79322454,0.531570228,1.011977116,0.925529617,0.388435058,0.318120866,0.126177927,0.24322657,0.575406294,0.245780819,1.206874758,0.299714713,0.158490618,0.791449232,0.465410449,0.540423959,0.582699981,0.511836063,0.609571672,0.642373354,0.66411686,0.374819128,0.190186222,0.427350568,0.173086583,0.363291474,0.344677287 Estill,KY,3.017707107,6.718168538,1.450374773,1.201169332,1.255256152,12.32120525,1.249183779,1.243528269,1.414111481,1.174360266,1.281766894,1.118242868,1.28662648,1.347233462,1.316983103,2.433471308,1.416997858,1.304803937,1.749344099,1.078859697,1.058523984,1.326826626,1.17663875,1.454444603,1.268380844,1.231134927,1.019129964,0.937548325,1.197437146,0.697573146,0.772390306,1.164679829 Floyd,KY,8.390042403,8.907577832,9.185803027,10.29342056,12.07827276,12.72398646,11.64182153,11.64940844,9.930564242,9.836624118,10.25365001,9.835961194,8.553364256,9.316974337,7.388640292,11.32919906,5.786030732,3.565684908,4.702364802,2.444747742,4.177218984,6.31181591,5.655922077,11.28346669,13.56439774,12.62002092,10.86615438,9.577334498,11.5762317,7.811967576,7.158462945,6.029724561 Greenup,KY,6.646848354,3.33172776,4.075789225,5.05306921,9.586614446,34.33122759,5.160215669,4.685202974,5.452648778,5.895577257,2.93869909,1.556350281,1.677650385,1.671563091,3.270120154,3.910978023,2.962950554,1.435607275,1.829025738,1.217022788,1.515225562,2.085555942,1.956141752,2.384730349,1.624696637,1.594518861,1.146545137,0.926479467,1.129774271,0.696930444,0.767848594,0.824294434 Harlan,KY,6.719284451,96.9981489,5.111402574,6.336104838,8.086550283,17.16315659,4.663652992,3.567423529,4.238963291,4.284943571,4.568473145,4.74287536,4.924831921,5.026674243,7.779273002,7.099504446,7.58162763,6.97727668,10.47478025,4.792077692,9.373034186,12.05812645,11.23050092,14.29745892,14.34165397,13.79404649,12.59926092,12.54218975,13.06627251,10.62951395,9.921738955,8.441719444 Jackson,KY,6.802125744,8.040593758,3.139550826,1.888945966,2.430649817,17.39324952,1.232651357,1.730616279,1.548518349,0.555078181,0.719835495,0.549984911,0.33730318,0.489558817,0.504815375,1.488020849,0.67166923,0.580102027,0.992425154,0.451966675,0.689460093,1.562763842,1.510528091,1.477753497,2.004147307,1.009103152,0.743281043,0.436208447,0.464685625,0.811837536,0.483221006,0.377015974 Johnson,KY,6.317532366,3.302111214,1.883650945,1.881695422,2.381522702,2.702660144,1.446714082,1.619076135,1.511602285,1.574373887,1.646143047,1.064123133,0.93290164,0.986259508,1.053059537,2.576355504,1.791137805,1.893898049,3.195595247,1.713381334,2.384789587,3.039734834,2.548453987,2.922043225,3.493455692,3.983792117,3.706489882,3.376476497,3.683999631,2.6744582,2.593267589,2.383931147 Knott,KY,15.31979693,15.58777235,13.62416914,15.52720443,17.14811001,16.31703185,15.03107529,14.77634759,15.85440281,17.45510697,19.73285425,20.12163293,21.45817774,23.976069,25.21936367,30.2750807,27.39245234,25.87378254,34.10231796,23.81812785,24.62279362,31.28819524,22.72597015,34.68057324,31.82593079,19.5739598,21.32488679,15.21920746,16.98295694,10.38240648,10.06828926,10.01848226 Knox,KY,14.3907151,50.62179899,7.481109806,7.580224318,8.590351817,54.67189919,3.175614059,2.638865597,5.839766557,2.624276651,2.032262144,1.428101731,3.504678894,1.449522497,3.810841149,1.795518174,1.905384504,1.577362555,2.932967538,1.427695182,2.180593042,3.288705003,2.933962685,4.281511962,3.853913494,3.385692389,3.310630101,3.11020529,2.752401214,1.758763677,1.480948221,1.280494477 Laurel,KY,21.69330589,20.375485,7.980902824,6.458702754,8.787721371,38.43338888,3.482000001,3.261720564,4.011617444,2.516797596,3.386002741,3.597220412,2.838282174,2.801918757,3.451671568,6.287697998,4.038509305,3.580382858,4.793924801,2.339855697,2.501542454,5.300112536,4.086489879,7.34632232,5.422921063,2.975928559,2.841900996,2.616882634,2.30712853,2.23033667,1.973770877,1.891023531 Lawrence,KY,4.047613537,3.565072231,2.788064018,2.568956167,2.910233054,5.680806715,0.857049863,1.056169814,0.615052995,0.522998829,0.837727118,1.179860745,1.162444844,1.397445974,1.723012608,2.430281802,1.682562949,1.850684667,3.803860157,1.051926057,1.552429332,2.591595783,3.592660853,4.668877326,3.365783758,4.251993474,2.727789736,1.711578622,2.18783578,1.394901109,1.723131453,1.810442739 Lee,KY,4.799415686,127.2860345,2.954239899,1.676939577,2.48629093,32.07034199,1.609158189,1.575270082,4.08910369,1.371144703,1.902327986,1.155598005,1.156038579,1.271355125,1.021567194,2.142854427,1.401365421,0.860214618,1.23798339,0.994430312,0.854476221,1.062403417,0.799909937,1.191084198,1.00981678,0.769588826,0.508268089,0.463156023,0.48788683,0.487390462,0.294483772,0.355393564 Leslie,KY,14.17281793,98.90701966,7.781605661,7.370644713,8.664249465,38.52245826,6.48397521,6.373290656,9.526206097,6.541634575,6.631642711,6.479857699,7.914863224,9.496201672,14.18932159,14.34564866,12.25175217,9.102776063,15.22625281,8.673993018,10.58690718,13.78791839,12.22059203,15.90819831,16.57916381,13.92294727,15.63822928,14.84479515,15.89391582,13.24324211,8.960366153,7.813007118 Letcher,KY,14.05150784,12.01480358,10.75779661,10.9796653,12.33316172,12.83552883,13.37619657,12.52946719,11.67157135,11.67673984,13.63303306,12.2695243,11.07770546,12.47073867,14.36572029,19.58391447,20.36060463,19.23722734,21.09749451,13.38013064,14.92401739,22.36321421,16.79241213,27.11047836,20.73970816,15.18277804,14.45420905,12.33255513,12.37886022,8.778470287,8.598244686,8.44961648 Lewis,KY,5.292761064,2.45415426,0.726754472,0.578372732,4.614248744,63.80040427,2.149969865,0.520688905,1.731100416,0.917064686,0.534006873,0.421673405,0.560257041,0.935992132,0.644732152,5.840869709,1.395520357,0.827305589,0.908964232,1.006802544,0.582523418,0.738113077,0.736339508,0.747915438,0.932912703,0.593071881,0.83382665,0.719265769,0.900238548,0.5375248,0.467734346,0.416585268 Magoffin,KY,11.10838434,23.1911887,5.313828587,3.652811444,3.888396543,36.80829734,2.303669392,2.742744361,2.756020927,1.294956108,0.843038635,1.236663475,1.570843706,2.171816019,2.189661407,2.259803028,1.856005624,1.640839096,2.029331575,1.849572431,2.497097262,4.000705366,2.704412257,3.984058986,5.189050738,5.830578219,4.445608888,3.993191839,4.84058655,3.900903803,3.709250827,3.330058261 Martin,KY,28.25942674,24.78028207,24.15514536,22.90992121,25.86160548,26.39052321,17.86479015,19.32298442,15.74000047,16.69112884,17.95385349,16.90731084,16.90172596,20.46293835,21.64504324,35.79710691,25.35072944,21.66237981,25.45921093,13.58307993,17.55135702,21.13441802,14.7581712,16.5905957,15.61869359,12.15036774,11.19896665,9.925102805,10.71071055,4.620363226,3.780527695,2.898743031 McCreary,KY,6.047374245,5.101539553,3.040710153,2.937205247,2.451372813,2.627701897,1.582178912,1.678566764,1.245733735,1.382938843,1.365709757,1.218359526,0.86235659,0.896296286,0.915240013,1.008381178,1.245681055,0.887221827,1.863268133,1.252122959,1.177320903,1.728159006,1.518754046,2.132389994,1.79165655,1.673466132,1.278611169,1.253291492,2.11979413,0.803612522,0.80532295,0.886441878 Menifee,KY,2.417875067,32.56835201,0.808335223,0.561928031,0.688809274,14.71327361,0.659205525,1.064086882,2.979331508,0.8426447,0.697781069,0.523941823,0.661452039,0.77608287,1.042573654,1.270965966,0.616732632,0.713864769,1.076641456,0.803906772,0.778201443,0.947905586,0.773208299,0.830819613,1.028907727,0.858676968,0.72058621,0.614413419,0.651916996,0.703880791,0.622890128,0.579237652 Morgan,KY,13.75711069,32.82257798,5.416648541,2.702890811,2.992110668,55.83446292,1.644617393,1.830299323,10.02023348,1.556995876,1.503328995,1.032367879,1.424554926,1.729563535,1.4553712,2.692929495,1.078902051,1.310491047,1.429155833,0.90779898,1.111699785,1.659354815,1.636260687,1.977706082,2.187337671,2.193808921,1.948781733,1.62161149,2.857079994,1.535702687,1.281810807,1.255971087 Owsley,KY,6.51169668,67.00770779,4.794393232,4.358765923,5.169924757,20.29563111,3.252408479,2.615708362,2.365591196,0.973231698,1.082874818,1.25334965,1.146160896,1.740505287,1.015474263,1.638718242,0.569115023,0.414135042,0.808289731,0.389374415,0.492239671,0.756610418,0.831940729,1.109896683,1.172756724,1.003495385,0.494707706,0.545849299,0.728827841,0.472770588,0.309692487,0.270692892 Perry,KY,26.98862394,32.85019245,24.97298024,27.29680139,33.83626218,80.96859774,30.50596487,30.11677817,34.1405541,31.25085551,31.09593865,29.96524895,28.24130122,32.16378144,30.33569838,43.20000431,32.47330611,28.61000019,39.17540882,25.71797947,29.70568645,38.77201971,30.85789659,45.93598186,42.31862929,36.01853316,37.83639266,32.26519812,33.51538189,27.99755353,22.05912868,20.99323893 Pike,KY,19.80475763,14.50729827,14.97199464,17.09152329,20.81302832,78.55767675,24.89698603,38.03088714,27.41601972,28.09108291,56.06607469,38.8431348,34.94115003,38.17514691,42.52208167,69.67501221,67.82654725,56.36715492,70.20998014,46.67394699,54.23861914,63.63502768,53.54146307,76.96058907,57.79150561,55.85298752,46.74179938,42.643038,47.96911112,34.58059317,33.64447574,31.40764907 Powell,KY,1.063802579,9.978835303,1.04272457,0.969434812,1.031661508,15.7680745,1.335345909,1.182974758,2.254133493,1.192594415,1.327995812,1.060192117,1.08714823,1.117856745,1.262474725,2.4723026,1.369147313,1.400959281,1.650207325,1.017237103,1.053699198,1.285162082,1.334579621,1.302019181,1.214076655,1.510654031,1.127846757,1.266418479,1.603431125,0.808048191,0.804173004,0.895387178 Pulaski,KY,20.68380972,10.5083779,4.594819047,5.803267401,4.042627695,6.15795869,4.009282467,6.789367089,3.903609481,3.375430695,4.050064317,2.993122399,3.733226889,3.513743516,4.129092928,5.829473199,3.787258756,2.363370497,47.92009647,3.412064054,3.780736395,4.07516502,4.024861272,7.193476616,8.119194459,5.39771405,3.365563611,4.33334846,4.319421033,2.919350295,2.898424982,3.25399682 Rockcastle,KY,6.001289182,4.711458144,3.815551638,2.967805662,1.906900795,1.997641208,0.975025668,1.054595164,0.987203263,0.92445354,0.945050022,0.618930584,0.600081331,0.698456693,0.393932571,0.739499217,0.683544398,0.509785709,0.984831601,0.269564333,0.594715531,0.654391926,0.721829424,1.46270022,1.145989988,0.6855116,0.781206652,0.868866856,0.858704382,0.644393184,0.583105222,0.65684909 Rowan,KY,6.939240801,16.29710338,3.904217674,3.926370734,4.386091714,12.7397763,4.282804506,4.020993241,6.122574961,4.002919923,4.060238663,4.112138223,4.184641109,4.488829476,4.480461314,6.182251707,4.873450164,5.031923315,5.132291042,4.617333185,4.742885221,5.509115833,5.753370809,5.738786695,5.448641661,5.779948884,5.608908827,4.945847555,5.111305192,4.738355393,4.558356129,4.727012914 Wayne,KY,30.58095658,21.48397295,11.80304227,14.29484975,9.006678455,8.353572892,7.424608203,14.79500202,8.771273848,8.033379921,7.315575615,6.97355119,7.519145269,7.303236103,7.213833915,7.916048068,7.386993722,3.42581772,20.67636532,7.597677225,7.649502919,8.226984731,8.501096177,11.06957582,10.5030704,8.350875811,7.634168237,8.491653609,8.21387089,7.122753313,7.141473549,7.635094065 Whitley,KY,17.25330252,71.99792187,10.5646227,10.15272108,9.475132326,33.3566699,5.125652261,4.644802283,4.067893917,3.39514984,2.840065472,3.950549354,3.564098105,2.350091245,2.308198613,2.61612494,2.213044723,2.05494526,3.658942436,1.421608964,1.928452795,3.223819068,2.609893484,3.584468654,2.9806585,1.853128921,1.696106151,1.297285797,2.086500079,1.715905333,2.118735639,2.240307239 Wolfe,KY,3.502792839,20.21698104,3.226205806,2.451450447,2.360665958,41.42323037,1.517729876,2.185490162,4.157049335,3.123914668,4.534314802,3.597270184,3.463144436,3.337434435,3.677437211,5.621982833,2.41244731,0.991431761,3.03407459,0.467492542,0.598449687,1.36702164,0.642302362,1.889313039,1.275303794,2.030230761,0.993350571,0.563591279,0.68831161,0.566304971,0.355074869,0.294349292 Anderson,TN,6.671602753,126.3328641,4.689003005,5.344830145,5.657605535,6.902224929,5.058736519,5.750777985,5.383844504,5.691568065,6.593343222,6.971851122,6.321270393,5.874602626,7.14468454,5.936773281,5.76302303,6.385074056,7.199521883,5.514274149,6.302137084,7.140228226,7.656009192,8.026050857,8.337462392,7.6833038,7.287024254,6.983802137,6.412605478,6.634059821,6.075533326,5.784555937 Campbell,TN,19.9440565,143.3116317,9.651414437,10.03715914,9.501403855,17.46073527,7.785848368,6.275311265,5.61033708,5.367664599,4.593387401,5.075626921,4.248295639,4.497225662,5.129523777,4.40639114,4.444762371,4.797723717,5.390973299,4.052719924,4.330266545,5.570984825,5.964218768,6.201848985,5.865548012,5.402381508,5.880218546,5.584311306,5.302621042,4.933246985,4.538034224,3.414908437 Claiborne,TN,10.34252605,163.4669569,5.098129586,5.907537414,5.480828028,16.48479342,5.433995168,4.44925783,5.250833664,5.914918433,5.000207832,6.823985652,7.174823842,6.53051082,10.14198505,6.32759775,6.865909413,6.512422858,9.167226547,7.069047065,7.222099396,9.186562387,8.944788332,9.850132171,9.00137174,7.797214114,6.935342501,5.611801551,5.121281063,5.791976324,4.901514487,4.913228654 Cumberland,TN,15.50338449,13.72649693,8.682742358,97.33815993,4.568816363,10.65935736,8.551022209,60.75291901,8.773386489,9.507006652,4.501441994,5.335613673,10.7383787,8.333658877,6.761315786,10.33813043,8.900151993,16.95494153,23.20964311,20.48480179,9.150047493,14.45077833,10.40818961,18.52100781,10.66037125,13.22495689,11.06528983,12.1537888,13.69758327,6.264522269,6.544935019,8.140304107 Fentress,TN,13.95317826,10.21129348,4.469055401,35.21253495,3.637115577,5.124170402,5.284462226,14.7824771,6.19327061,5.713117147,2.869903881,3.835217589,9.240724656,9.755320457,6.929129851,8.53714877,5.608057946,7.01103033,19.40177716,14.44780819,8.726181128,8.127814608,5.827458997,9.071021896,6.55059207,6.967155815,6.971317621,5.87706298,6.920650594,3.524151486,3.454578387,3.153870126 Morgan,TN,6.716814068,17.04196146,3.239117757,4.691642437,2.20811201,2.695688834,1.793365904,2.645174577,2.018461314,2.696325089,2.01526728,2.81359926,4.541666467,7.863103082,6.119090165,5.008476005,8.59433633,9.369377711,6.704608123,4.114546684,1.608813458,4.493474083,3.198911759,2.692662789,2.478410247,1.826835042,1.632700867,1.836175726,2.226706415,1.567678467,1.598584647,1.54660133 Overton,TN,10.47202794,6.11560032,1.619745918,10.86741395,1.401745601,1.592939711,2.436836454,9.093101879,3.053708063,3.250013929,1.556442125,2.05065551,4.238823373,2.384284608,1.590525362,2.65974546,2.259175694,2.051174264,9.518670583,2.460428511,2.028961837,2.492604395,3.04375774,4.838484292,3.979585107,4.101791796,3.710893434,4.592186023,3.673967925,2.281371775,1.805040729,2.367184326 Pickett,TN,2.762885633,2.219833874,1.433202821,2.211355491,1.428451623,1.514806685,1.521347615,7.125147413,1.557142193,1.536860717,1.478435177,1.522462788,1.758842698,1.738442646,1.408883238,1.711357598,1.49631197,1.660291754,10.39449026,1.64295354,1.539782331,1.95028131,1.853723437,2.298512281,2.039600712,1.866398941,1.615589793,1.751060548,1.576311464,1.394940591,1.381627256,1.650399807 Putnam,TN,10.20695985,8.176276384,2.477435085,29.03573723,2.051087399,2.990103631,4.244422091,15.0466494,2.876928158,3.348071122,2.347673809,2.500251369,6.408866892,3.326676026,2.233408234,3.914105831,2.560347382,2.892230189,8.874624433,2.968942687,2.993404201,3.365354619,4.773609042,4.898290484,4.201115192,4.728120857,4.715382419,6.482800516,4.860610398,3.065993992,2.44496413,3.471002122 Roane,TN,7.732469683,31.80321377,5.319104041,5.360502203,5.336235874,7.423752436,4.057321528,4.415311566,4.077598595,5.016991786,8.709570375,6.480646773,3.96303563,4.068401993,4.603002929,4.80021948,4.814499393,5.325121492,5.619223921,5.279509474,5.287439471,5.037309309,5.00007819,7.746408741,5.004247286,5.296864892,5.209415953,5.649484202,4.319553614,4.384799817,3.80499068,3.873883728 Scott,TN,15.44210678,19.27012624,5.784051994,5.57024115,3.475100978,4.589962042,2.885200486,2.972332076,2.300990683,1.635404908,1.53839544,1.697359327,1.595510322,1.913476935,2.089462893,2.127113951,2.559344859,2.988453447,4.771986833,2.912496314,3.030863915,5.264207159,4.335958068,5.603826582,4.119925998,3.914028121,3.853005267,3.078784728,3.003673717,1.913724485,1.898268037,2.035564371 Buchanan,VA,5.286452809,3.139321585,2.776742476,3.010649317,3.426774504,10.1326469,3.39052539,4.791917292,3.389405974,2.818731212,11.63884756,3.400072247,2.954839013,2.690555519,3.430302855,5.251827826,5.437168121,4.524735496,7.69207708,5.129806817,6.411734913,7.515093963,7.694713042,11.06553885,10.4527383,14.03675745,9.552167577,9.488392095,8.12089083,8.185743126,7.8553485,8.170469478 Dickenson,VA,2.531096027,1.648989498,1.699086692,1.704963311,2.472091068,3.116250739,2.181534754,3.501763724,3.495639581,2.572271825,4.899211837,2.976267155,3.310685266,1.56080484,2.223550941,4.81480415,4.561658246,1.390584646,6.296302396,1.132553234,1.264240975,1.539642494,1.911711506,3.577772778,3.662022091,4.462055389,3.265518817,3.937977912,3.728311835,3.290866911,2.8553986,3.366600532 Lee,VA,2.173615426,8.198168094,0.495434604,0.73836231,0.681935299,4.419797764,0.825559183,0.968453182,0.794851835,0.738319294,0.958254682,1.56536056,1.437935566,1.828205045,2.38387427,1.179669712,0.894607874,1.110464332,1.410144541,1.375627298,1.913725392,2.319493404,2.342551367,3.316288077,3.195838295,2.741557659,2.092550763,2.072796576,2.342359044,1.687346923,1.717609572,1.723361075 Russell,VA,6.321890307,3.054660246,2.08511643,1.877402293,2.465170843,7.537917816,2.532080811,28.35726078,4.710405446,3.219404722,9.565343654,3.403317268,3.338549842,2.945331131,2.722965271,6.741560333,6.322219443,2.583994546,19.91700924,2.838143312,2.606755201,2.989809123,3.495300378,8.965599041,4.651020467,5.289149658,3.150145347,3.082555593,2.505053285,2.027353964,2.084604542,2.276150431 Scott,VA,3.485787085,1.273399312,0.462845697,0.789719195,1.489683448,14.0275923,1.567135273,1.855247463,3.898287721,0.960667584,1.497472606,1.885517945,0.592638444,0.680148958,1.00565468,1.162790382,1.912643418,1.515243674,1.895357253,1.57357624,1.209710655,1.329226527,1.638249377,2.235105327,3.088790237,2.09619101,1.250769887,1.088441961,1.455370347,0.821705881,0.934749891,1.064061339 Tazewell,VA,1.332293996,1.380368057,1.005123813,1.352381846,1.441916577,1.590674821,1.444639055,2.15566755,1.804411481,1.73860287,6.494701236,1.505351026,1.430307889,1.544837539,1.493991074,1.609256311,2.290763586,1.663334634,10.2324955,2.288557958,2.654546053,2.8951893,2.756093302,3.88661766,3.114530743,14.59986328,2.703454226,2.917367923,3.385789405,3.167674478,3.348829152,3.488699898 Wise,VA,25.10986999,20.00048032,16.36057618,15.00836686,16.71717265,20.6853365,16.52704608,41.70472631,24.14030669,13.10385996,20.57162327,16.85990236,15.83937736,16.48139413,19.91345932,25.0912823,25.64598801,22.71716944,31.07857659,23.24302069,24.23378914,28.49911724,29.66482835,37.65236922,35.77602405,33.83258501,34.25447257,30.35054854,30.25774728,23.43089253,21.23026984,20.93164995 Norton city,VA,0.02123036,0.02123036,0.019508986,0.019508986,0.021804145,0.019508986,0.022377898,0.026968173,0.029263319,0.019508986,0.093548301,0.036155328,0.010328238,0,0.01549248,0.019508986,0.018361416,0.044186074,0.017213903,0,0.012623507,0.006885518,0.006885518,0.008606873,0,0,0.010328238,0.010328238,0,0.004590384,0,0 Boone,WV,9.236018217,8.020221798,7.188032061,9.222606712,11.33759505,55.2565548,11.61416175,17.23192687,15.49334398,16.35170293,41.08885271,21.86991638,16.88502432,21.51536439,23.77811277,36.63516063,31.80167004,28.77024813,40.84835032,30.14609814,31.23533776,42.50686748,44.09776187,55.50833474,47.54034199,54.63057331,45.23136336,44.79609791,44.82118145,32.5717979,30.29491699,33.95973687 Cabell,WV,0.710644735,0.500541475,0.400497701,0.398842615,0.551531072,7.530549966,0.442309864,0.596186378,0.557141918,0.532652161,0.605482497,0.547907955,0.554312232,0.680101507,0.577769693,0.886175757,0.920702462,0.816758225,1.125357149,0.494612214,0.552635457,0.663491871,0.627718472,0.755106023,0.458739785,0.79654306,0.698883073,0.681928451,0.710246894,0.576342886,0.50953065,0.526583828 Clay,WV,0.677694761,0.672593782,0.524786242,0.589337792,0.879085552,1.453916117,0.761537344,0.671661315,0.691048654,1.130830731,2.010932531,1.878515624,2.858800555,2.70684944,4.088903733,4.822522652,4.177026521,5.002440683,5.086316205,4.613734642,5.715052996,6.286619429,6.446633276,7.996613687,6.956473042,5.92610118,5.180953192,4.663242402,4.500901885,2.626370907,2.563463731,1.659137076 Fayette,WV,8.807597345,8.315993415,5.375443986,6.268614457,7.01657023,6.703386469,7.229720079,8.808088768,8.214527259,8.102938874,8.888548226,7.252338403,6.785782554,7.305493453,8.008240616,8.856334692,6.056873117,7.184236426,7.824818906,6.768671244,6.587589678,8.421063819,9.887409247,11.54350653,11.98797119,11.64734221,11.10839297,14.00389846,14.83929117,10.57572039,10.33671103,8.845783037 Greenbrier,WV,6.086787628,47.83395327,4.505442711,5.64249706,11.9697658,5.31356166,4.311160769,5.623877893,5.188845041,5.312801121,7.399186719,4.20285028,3.994224895,7.821426499,68.34119898,6.458820256,4.574087237,5.861896705,5.966848328,87.52090106,11.8778771,3.847189872,11.99808752,4.946836438,33.39843528,6.966231815,6.205523569,6.326203463,9.690662568,13.8689112,7.362931317,5.242847631 Kanawha,WV,7.742922177,8.213764124,7.714557785,9.483100289,11.40588743,104.5151983,11.26370271,13.17833471,11.74320651,10.41214317,11.89560164,9.430239628,7.245857112,9.314102758,8.593223733,10.11590083,9.668997744,9.530339828,12.21478568,10.48542347,10.85958677,12.40684549,13.17169475,15.29710294,14.75473674,16.1097082,13.00133399,13.01509451,14.43838867,11.65073287,11.44360797,12.56985819 Lincoln,WV,0.298229781,0.085976919,0.07387866,0.03878542,0.469507613,141.0839052,0.422292193,0.776241977,0.42031855,0.573366505,1.438995798,0.880780286,0.168162218,0.496437724,1.06601834,2.960741452,4.363641744,4.821747257,7.467721353,5.454701,5.996812589,7.151356472,7.66863942,9.719585622,10.48903622,11.43995416,10.76252275,10.66622091,11.44501001,8.475549231,7.875805369,8.712068807 Logan,WV,6.765304223,4.77199792,5.567722327,7.596149776,10.2638907,66.54639685,14.78033336,23.48293734,16.79979054,18.23187019,36.24811063,25.2762955,19.8985748,21.74334165,22.62537709,31.02797013,25.73556661,20.80402182,25.99576693,17.93037039,18.6593545,25.50501187,25.30628141,32.92242964,30.96665697,36.04954707,28.11587819,26.35314922,25.31075481,20.05129515,18.61076929,20.53491804 Mason,WV,7.589258127,3.179258196,3.480373272,4.393843712,6.89831236,6.70484676,5.885996243,9.104808305,4.793881265,4.564678027,4.667113454,4.404841106,3.820256632,3.80272195,5.195776693,4.988619066,5.713930123,4.198846807,8.04476594,4.077128226,3.566117398,5.180855754,4.222267931,4.780452917,3.655562627,7.712944295,4.653069791,3.772016718,4.956197501,3.461601875,3.386700787,3.585198336 McDowell,WV,5.989145911,6.039765324,4.085222587,4.289335621,4.726173906,6.771205562,3.194970388,6.323087333,3.655590848,4.542950267,13.43489943,4.167357079,3.933810694,4.340867468,4.349261808,6.512688927,5.62234165,6.038136492,8.524320209,7.706485326,6.9196796,8.931368973,10.42779098,11.92885705,12.04938056,10.43982565,10.70285319,10.69876854,10.87744054,9.315565297,10.84162292,10.1253976 Mercer,WV,1.935635171,1.874580462,1.710638717,1.862234849,1.938878819,1.570845058,1.623700378,1.550003922,2.013865768,2.47089425,2.595607289,1.623688669,1.788316966,1.471527161,1.768106232,2.255675552,2.12082474,2.000514545,3.045422644,1.813060238,1.678012699,2.284985289,2.089387286,2.791377178,2.457837031,1.726569915,2.344925899,2.440095727,2.32009884,1.867519571,2.302706864,2.14731577 Mingo,WV,5.678480113,4.882544897,5.328413322,6.238706726,10.11730821,70.32089823,14.40938167,26.04029965,17.95544204,18.50153539,24.06563821,17.54922106,11.82471447,13.85465735,15.07250411,23.13690033,19.31615239,18.06129782,24.06812954,15.62057882,14.93282151,22.0077831,22.66050079,30.68029847,27.27543224,31.22919052,26.60354954,23.89789401,24.23251365,17.57038347,15.33213276,14.37132485 Nicholas,WV,5.342397346,5.678720722,6.392098236,8.844485871,12.56600921,11.96731351,11.52054406,12.24939241,11.25523324,10.80782133,10.9597229,8.318870453,8.613409706,9.877296434,22.85094456,12.11771449,12.62758449,17.00521864,17.25695705,21.30114479,16.66157709,19.87519482,21.27339921,24.88930175,28.72442763,24.34901078,20.69543977,19.24154142,19.15660998,17.44013631,13.9492549,10.97116168 Pocahontas,WV,1.070766609,3.617559227,5.569665996,1.491211898,48.24275521,1.590093083,1.613392037,27.60293867,1.806694902,0.952823811,5.481741066,0.614138651,5.459721184,0.856857651,83.82557874,1.144279619,1.154567251,1.052242075,1.425443313,308.9632557,20.28885355,0.587138906,9.095828159,1.350214427,27.69636661,0.595813109,0.912862394,2.423008218,1.160320364,24.99842366,0.878921813,0.352674214 Raleigh,WV,3.698920353,3.731519196,2.78160662,3.013395833,3.317533476,4.983120017,3.020104518,3.58250133,3.225183601,3.565459024,13.44348802,2.771157607,2.407239603,2.283222238,3.575732802,4.381482892,4.219683459,4.440058844,6.206363406,5.919637148,7.554040169,9.052182406,10.31194905,13.24793094,14.65090314,16.2571848,15.19608504,17.09825501,17.60729901,13.75280485,14.86193701,15.80319896 Summers,WV,0.305148081,2.206943215,0.570923383,0.565923731,0.770115203,0.336677649,0.325790648,0.655062734,0.555749181,1.675857313,0.869557156,0.269166052,0.233678729,0.24829521,6.849459295,0.594498504,0.267067076,0.361992518,0.317600677,0.228063669,0.277618858,0.319339289,0.350398049,0.769342085,7.794580207,0.194574086,0.336891438,0.378180408,0.251777445,0.0917486,0.145846023,0.098590229 Wayne,WV,1.004169848,0.787882899,0.813826912,0.962195876,1.100670025,16.87283995,2.379172771,3.938005873,2.647121028,3.107543583,4.118610037,3.338328887,3.131246847,2.325023098,2.622278716,4.218538264,2.747379226,2.846306799,4.685932946,1.852320093,2.324381829,2.476674776,2.361734318,2.586453966,2.225193228,2.550505951,2.476465677,2.436499237,3.485760318,2.162581359,2.236421017,2.190233609 Webster,WV,1.627598955,2.85452143,3.647200629,2.244060663,4.317815021,6.717176068,5.393608001,4.331863779,3.88101949,4.550854681,4.243977807,3.597484684,3.518253561,4.342219999,64.7307812,6.090636581,4.76192877,6.000827213,6.51731521,52.56118538,8.015912039,8.277322757,11.48434861,12.09675843,20.82853057,12.54798888,12.98808797,11.95479065,12.67854521,31.72172254,7.74833125,5.283973289 Wyoming,WV,5.349857701,5.455620212,5.127610535,5.434835397,6.268488565,18.024657,4.829199189,7.310646152,3.986846436,3.792374859,11.64421833,2.961448306,1.992847152,2.969649661,5.365010027,7.672454913,8.609293133,8.593812826,10.16333788,10.38358814,10.63734003,11.34528836,10.3119144,15.7559778,12.64099715,12.35495955,9.730421735,9.007409073,6.639530125,5.451217018,5.003890165,4.717877481 \ No newline at end of file