{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/home/dhankar/anaconda2/envs/gisenv/bin/python\n", "3.4.5 |Continuum Analytics, Inc.| (default, Jul 2 2016, 17:47:47) \n", "[GCC 4.4.7 20120313 (Red Hat 4.4.7-1)]\n", "sys.version_info(major=3, minor=4, micro=5, releaselevel='final', serial=0)\n" ] } ], "source": [ "import sys\n", "print(sys.executable)\n", "print(sys.version)\n", "print(sys.version_info)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pysal as ps\n", "#import fiona\n", "import numpy as np\n", "import pandas as pd\n", "import geopandas as gpd\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/home/dhankar/Desktop/Geo_1\r\n" ] } ], "source": [ "!pwd " ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "['nyc_bikes',\n", " '10740',\n", " 'south',\n", " 'us_income',\n", " 'newHaven',\n", " 'Polygon',\n", " 'arcgis',\n", " 'taz',\n", " 'networks',\n", " 'londonhp',\n", " 'columbus',\n", " 'snow_maps',\n", " 'street_net_pts',\n", " 'calemp',\n", " 'sacramento2',\n", " 'georgia',\n", " 'stl',\n", " 'burkitt',\n", " 'geodanet',\n", " 'Point',\n", " 'Polygon_Holes',\n", " 'wmat',\n", " 'juvenile',\n", " 'nat',\n", " 'sids2',\n", " 'chicago',\n", " 'Line',\n", " 'book',\n", " 'baltim',\n", " 'mexico',\n", " 'clearwater',\n", " 'tokyo',\n", " 'desmith',\n", " 'virginia']" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ps.examples.available()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "{'description': None, 'explanation': None, 'name': 'nyc_bikes'}" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ps.examples.explain('nyc_bikes')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "{'description': None, 'explanation': None, 'name': 'tokyo'}" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ps.examples.explain('tokyo')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "{'description': 'Nominal per capita income for the lower 48 US states 1929-2009',\n", " 'explanation': ['* states48.gal: queen contiguity weights in GAL format.',\n", " '* us48.dbf: attribute data. (k=8)',\n", " '* us48.shp: Polygon shapefile. (n=48)',\n", " '* us48.shx: spatial index.',\n", " '* usjoin.csv: 48 US states nominal per capita income time series 1929-2009.'],\n", " 'name': 'us_income'}" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ps.examples.explain('us_income')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " \n", "\n" ] } ], "source": [ "print(ps.examples)\n", "#\n", "print(\" \"*90)\n", "#\n", "print(ps.examples.get_path)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "!cd /home/dhankar/anaconda2/envs/gisenv/lib/python3.4/site-packages/pysal/examples" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/home/dhankar/Desktop/Geo_1\r\n" ] } ], "source": [ "!pwd " ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "\"\"\"\n", "\n", "(gisenv) dhankar@dhankar-VPCEB44EN:~/Desktop/Geo_1$ \n", "(gisenv) dhankar@dhankar-VPCEB44EN:~/Desktop/Geo_1$ pwd\n", "/home/dhankar/Desktop/Geo_1\n", "(gisenv) dhankar@dhankar-VPCEB44EN:~/Desktop/Geo_1$ \n", "(gisenv) dhankar@dhankar-VPCEB44EN:~/Desktop/Geo_1$ cd /home/dhankar/anaconda2/envs/gisenv/lib/python3.4/site-packages/pysal/examples\n", "(gisenv) dhankar@dhankar-VPCEB44EN:~/anaconda2/envs/gisenv/lib/python3.4/site-packages/pysal/examples$ ls\n", "10740 burkitt columbus georgia londonhp newHaven Polygon_Holes sids2 street_net_pts tokyo\n", "arcgis calemp desmith __init__.py mexico nyc_bikes __pycache__ snow_maps taz us_income\n", "baltim chicago examples.txt juvenile nat Point README.txt south test_examples.py virginia\n", "book clearwater geodanet Line networks Polygon sacramento2 stl tmpIvIYa5.gwt wmat\n", "(gisenv) dhankar@dhankar-VPCEB44EN:~/anaconda2/envs/gisenv/lib/python3.4/site-packages/pysal/examples$ \n", "(gisenv) dhankar@dhankar-VPCEB44EN:~/anaconda2/envs/gisenv/lib/python3.4/site-packages/pysal/examples$ cd us_income\n", "(gisenv) dhankar@dhankar-VPCEB44EN:~/anaconda2/envs/gisenv/lib/python3.4/site-packages/pysal/examples/us_income$ ls\n", "README.md spi_download.csv states48.gal us48.dbf us48.shp us48.shx usjoin.csv\n", "(gisenv) dhankar@dhankar-VPCEB44EN:~/anaconda2/envs/gisenv/lib/python3.4/site-packages/pysal/examples/us_income$ \n", "(gisenv) dhankar@dhankar-VPCEB44EN:~/anaconda2/envs/gisenv/lib/python3.4/site-packages/pysal/examples/us_income$ pwd\n", "/home/dhankar/anaconda2/envs/gisenv/lib/python3.4/site-packages/pysal/examples/us_income\n", "(gisenv) dhankar@dhankar-VPCEB44EN:~/anaconda2/envs/gisenv/lib/python3.4/site-packages/pysal/examples/us_income$ \n", "(gisenv) dhankar@dhankar-VPCEB44EN:~/anaconda2/envs/gisenv/lib/python3.4/site-packages/pysal/examples/us_income$ \n", "\n", "\n", "\"\"\"" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CSV Local File Path___ /home/dhankar/anaconda2/envs/gisenv/lib/python3.4/site-packages/pysal/examples/us_income/usjoin.csv\n" ] } ], "source": [ "csv_path = ps.examples.get_path('usjoin.csv')\n", "print(\"CSV Local File Path___ \",csv_path)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " \n", "Name\n", " \n", "1932\n", " \n", "['Name', 'STATE_FIPS', '1929', '1930', '1931', '1932', '1933', '1934', '1935', '1936', '1937', '1938', '1939', '1940', '1941', '1942', '1943', '1944', '1945', '1946', '1947', '1948', '1949', '1950', '1951', '1952', '1953', '1954', '1955', '1956', '1957', '1958', '1959', '1960', '1961', '1962', '1963', '1964', '1965', '1966', '1967', '1968', '1969', '1970', '1971', '1972', '1973', '1974', '1975', '1976', '1977', '1978', '1979', '1980', '1981', '1982', '1983', '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']\n", " \n" ] } ], "source": [ "f = ps.open(csv_path)\n", "#\n", "print(\" \"*10)\n", "#\n", "print(f.header[0]) ## Column 1 of CVS File \n", "#\n", "print(\" \"*10)\n", "#\n", "print(f.header[5])\n", "#\n", "print(\" \"*10)\n", "#\n", "print(f.header)\n", "#\n", "print(\" \"*10)\n", "\n", "#print(type(f)) ## " ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[32274, 32077, 31493, 40902, 40093, 52736, 40135, 36565, 33086, 30987, 40933, 33174, 35983, 37036, 31250, 35151, 35268, 47159, 49590, 34280, 40920, 29318, 35106, 32699, 37057, 38009, 41882, 48123, 32197, 46844, 33564, 38672, 35018, 33708, 35210, 38827, 41283, 30835, 36499, 33512, 35674, 30107, 36752, 43211, 40619, 31843, 35676, 42504]\n" ] } ], "source": [ "year_09 = f.by_col('2009')\n", "print(year_09)\n", "\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "path_shp_file____ /media/dhankar/Dhankar_1/a1_18/a1____GeoSpatialANAL/GIS_DATA/ShapeFiles/tl_2010_02_place10.shp\n", "\n" ] } ], "source": [ "## What are .shp -SHAPE Files ? --- https://www.esri.com/library/whitepapers/pdfs/shapefile.pdf\n", "## PySAL reading -SHAPE Files --- \n", "## \n", "\n", "path_shp_file = \"/media/dhankar/Dhankar_1/a1_18/a1____GeoSpatialANAL/GIS_DATA/ShapeFiles/tl_2010_02_place10.shp\"\n", "\n", "print(\"path_shp_file____\",path_shp_file)\n", "#\n", "shp_f = ps.open(path_shp_file)\n", "#\n", "print(type(shp_f))\n", "#\n", "# " ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'Unused4': 0, 'File Code': 9994, 'Unused1': 0, 'BBOX Zmax': 0.0, 'BBOX Mmax': 0.0, 'BBOX Ymin': 51.800809, 'Unused2': 0, 'Unused3': 0, 'BBOX Zmin': 0.0, 'BBOX Xmax': 173.42992099999998, 'File Length': 2069820, 'BBOX Xmin': -176.713098, 'BBOX Mmin': 0.0, 'Version': 1000, 'Shape Type': 5, 'BBOX Ymax': 71.340257, 'Unused0': 0}\n", " \n" ] }, { "ename": "KeyError", "evalue": "0", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mKeyError\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 5\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\" \"\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0;31m#\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 7\u001b[0;31m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mshp_f\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mheader\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# Cant Index --PurePyShpWrapper -- like the - csvWrapper -- File Object above.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 8\u001b[0m \u001b[0;31m#\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 9\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\" \"\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mKeyError\u001b[0m: 0" ] } ], "source": [ "# Exploring SHAPE File\n", "\n", "print(shp_f.header)\n", "#\n", "print(\" \"*10)\n", "#\n", "print(shp_f.header[0]) # Cant Index --PurePyShpWrapper -- like the - csvWrapper -- File Object above. \n", "#\n", "print(\" \"*10)\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[-176.713098, 51.800809, 173.42992099999998, 71.340257]" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# The Bounding Boxes \n", "shp_f.bbox" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "355\n" ] } ], "source": [ "# Source -- http://nbviewer.jupyter.org/github/pysal/notebooks/blob/master/notebooks/PySAL_io.ipynb\n", "#\n", "ploygons_list =[]\n", "#\n", "for poly in shp_f:\n", "# print(\"Iterating over polygon: \", poly.id) \n", " ## OK Prints ALL POLYGON ID's\n", " ploygons_list.append(poly)\n", "print(len(ploygons_list))\n", "\n" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "poly1.area_____ 0.01069828264749495\n", "poly1.centroid_____ (-160.50972007241012, 55.316898375212034)\n", "poly1.holes_____ [[]]\n", "poly1.perimeter_____ 0.49487112845616443\n" ] } ], "source": [ "# Polygon - ONE of SHAPE File \n", "poly1 = shp_f[0]\n", "print(type(poly1))\n", "#\n", "print(\"poly1.area_____\",poly1.area)\n", "#\n", "print(\"poly1.centroid_____\",poly1.centroid)\n", "#\n", "print(\"poly1.holes_____\",poly1.holes)\n", "#\n", "print(\"poly1.perimeter_____\",poly1.perimeter)\n", "#" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "# Writing Own SHAPE Files -- Creating a COPY \n", "#\n", "# Create a NEW DUMMY SHAPE File on local DIR \n", "shp_f1 = ps.open('shp_test.shp', 'w')\n", "#\n", "# Copy the Headers\n", "shp_f1.header = shp_f.header\n", "#\n", "# Write ONE Polygon to New Shape File \n", "#\n", "shp_f1.write(poly1)\n", "shp_f1.close()\n", "#\n", "print(type(shp_f1))\n", "\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "ename": "AttributeError", "evalue": "'NoneType' object has no attribute 'get_shape'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mAttributeError\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 6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0;31m# Polygon - ONE of NEW SHAPE File == shp_f1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m \u001b[0mpoly_1_1\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mshp_f1\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 9\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpoly_1_1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[0;31m#\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/anaconda2/envs/gisenv/lib/python3.4/site-packages/pysal/core/FileIO.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 160\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 161\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__getitem__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 162\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mby_row\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__getitem__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 163\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 164\u001b[0m \u001b[0;34m@\u001b[0m\u001b[0mproperty\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/anaconda2/envs/gisenv/lib/python3.4/site-packages/pysal/core/FileIO.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 143\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mids\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 144\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 145\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 146\u001b[0m \u001b[0m__call__\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m__getitem__\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 147\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/anaconda2/envs/gisenv/lib/python3.4/site-packages/pysal/core/FileIO.py\u001b[0m in \u001b[0;36mget\u001b[0;34m(self, n)\u001b[0m\n\u001b[1;32m 267\u001b[0m \u001b[0mprevPos\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtell\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 268\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mseek\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mn\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 269\u001b[0;31m \u001b[0mobj\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__read\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 270\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mseek\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mprevPos\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 271\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mobj\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/anaconda2/envs/gisenv/lib/python3.4/site-packages/pysal/core/FileIO.py\u001b[0m in \u001b[0;36m__read\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 310\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__read\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 311\u001b[0m \u001b[0;34m\"\"\" Gets one row from the file handler, and if necessary casts it's objects \"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 312\u001b[0;31m \u001b[0mrow\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_read\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 313\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mrow\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 314\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mStopIteration\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/anaconda2/envs/gisenv/lib/python3.4/site-packages/pysal/core/IOHandlers/pyShpIO.py\u001b[0m in \u001b[0;36m_read\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 140\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_read\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 141\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 142\u001b[0;31m \u001b[0mrec\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataObj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_shape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpos\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 143\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mIndexError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 144\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mAttributeError\u001b[0m: 'NoneType' object has no attribute 'get_shape'" ] } ], "source": [ "shp_f1 = ps.open('/home/dhankar/Desktop/Geo_1/shp_test.shp', 'w')\n", "print(shp_f1)\n", "\n", "## WIP --- Check Below ----\n", "\n", "\n", "# Polygon - ONE of NEW SHAPE File == shp_f1\n", "poly_1_1 = shp_f1[0]\n", "print(type(poly_1_1))\n", "#\n", "print(\"poly1.area_____\",poly_1_1.area)\n", "#\n", "print(\"poly1.centroid_____\",poly_1_1.centroid)\n", "#\n", "print(\"poly1.holes_____\",poly_1_1.holes)\n", "#\n", "print(\"poly1.perimeter_____\",poly1.perimeter)\n", "#" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# DBF Files \n", "## The dBase - dbf Files Wiki --- https://en.wikipedia.org/wiki/DBase\n", "\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ ".dbf Local File Path___ /home/dhankar/anaconda2/envs/gisenv/lib/python3.4/site-packages/pysal/examples/us_income/us48.dbf\n" ] } ], "source": [ "dbf_path = ps.examples.get_path('us48.dbf')\n", "print(\".dbf Local File Path___ \",dbf_path)" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " \n", "AREA\n", " \n", "PERIMETER\n", " \n", "STATE_\n", " \n", "STATE_ID\n", " \n", "['STATE_NAME', 'STATE_FIPS', 'SUB_REGION']\n", " \n", "[('N', 12, 3), ('N', 12, 3), ('N', 11, 0), ('N', 11, 0), ('C', 25, 0), ('C', 2, 0), ('C', 7, 0), ('C', 2, 0)]\n" ] } ], "source": [ "# explore the .dbf file \n", "dbf_1 = ps.open(dbf_path)\n", "print(type(dbf_1))\n", "#\n", "print(\" \"*10)\n", "#\n", "print(dbf_1.header[0])\n", "#\n", "print(\" \"*10)\n", "#\n", "print(dbf_1.header[1])\n", "#\n", "print(\" \"*10)\n", "#\n", "print(dbf_1.header[2])\n", "#\n", "print(\" \"*10)\n", "#\n", "print(dbf_1.header[3])\n", "#\n", "print(\" \"*10)\n", "#\n", "print(dbf_1.header[4:7])\n", "#\n", "print(\" \"*10)\n", "#\n", "print(dbf_1.field_spec)\n", "#\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### SOURCE -- http://pysal.readthedocs.io/en/latest/library/core/IOHandlers/pyDbfIO.html\n", "\n", "field_spec == A list describing the data types of each field. \n", "It is comprised of a list of tuples, each tuple describing a field.\n", "The format for the tuples is (“Type”,len,precision). \n", "Valid Types are ‘C’ for characters, ‘L’ for bool, ‘D’ for data, ‘N’ or ‘F’ for number.\n", "\n" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 51]\n", " \n", "[1, 2, 3, 4, 5]\n", " \n", "\n" ] } ], "source": [ "# Print values from any ONE COLUMN - with COLUMN LABEL \n", "# We get LIST Object\n", "\n", "state_id = dbf_1.by_col(\"STATE_ID\")\n", "print(state_id)\n", "#\n", "print(\" \"*40)\n", "#\n", "print(state_id[0:5])\n", "\n", "#\n", "print(\" \"*40)\n", "#\n", "\n", "print(type(state_id))\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(8, 48)\n", "TRANSPOSED Shape == (48, 8)\n", " \n", "[['20.75' '45.132' '9.571' '21.874' '22.598' '27.966' '16.477' '24.391'\n", " '2.794' '25.577' '28.187' '2.677' '15.853' '2.309' '21.606' '13.875'\n", " '12.55' '1.392' '0.293' '2.057' '9.932' '29.969' '22.967' '41.533'\n", " '11.3' '15.396' '0.553' '6.493' '2.625' '28.041' '10.645' '21.982'\n", " '10.512' '18.648' '28.859' '18.031' '12.628' '10.876' '65.06' '30.936'\n", " '12.897' '11.871' '14.599' '7.794' '13.517' '11.225' '13.348' '16.928']\n", " ['34.956' '34.527' '18.899' '21.353' '22.746' '21.987' '21.891' '28.529'\n", " '8.45' '29.51' '24.787' '8.375' '18.79' '13.105' '23.383' '28.487'\n", " '16.841' '5.722' '3.643' '8.419' '16.11' '23.608' '19.992' '42.26'\n", " '16.13' '19.999' '4.075' '18.196' '21.881' '22.025' '21.152' '21.105'\n", " '31.199' '23.596' '23.257' '25.557' '34.583' '21.46' '64.807' '23.538'\n", " '17.238' '22.06' '20.103' '16.127' '20.877' '32.57' '41.085' '40.823']\n", " ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '11' '12' '13' '14' '15' '16'\n", " '17' '18' '19' '20' '21' '22' '23' '24' '25' '26' '28' '29' '30' '31'\n", " '32' '33' '34' '35' '36' '37' '38' '39' '40' '41' '42' '43' '44' '45'\n", " '46' '47' '48' '51']\n", " ['1' '2' '3' '4' '5' '6' '7' '8' '9' '10' '11' '12' '13' '14' '15' '16'\n", " '17' '18' '19' '20' '21' '22' '23' '24' '25' '26' '28' '29' '30' '31'\n", " '32' '33' '34' '35' '36' '37' '38' '39' '40' '41' '42' '43' '44' '45'\n", " '46' '47' '48' '51']\n", " ['Washington' 'Montana' 'Maine' 'North Dakota' 'South Dakota' 'Wyoming'\n", " 'Wisconsin' 'Idaho' 'Vermont' 'Minnesota' 'Oregon' 'New Hampshire'\n", " 'Iowa' 'Massachusetts' 'Nebraska' 'New York' 'Pennsylvania'\n", " 'Connecticut' 'Rhode Island' 'New Jersey' 'Indiana' 'Nevada' 'Utah'\n", " 'California' 'Ohio' 'Illinois' 'Delaware' 'West Virginia' 'Maryland'\n", " 'Colorado' 'Kentucky' 'Kansas' 'Virginia' 'Missouri' 'Arizona'\n", " 'Oklahoma' 'North Carolina' 'Tennessee' 'Texas' 'New Mexico' 'Alabama'\n", " 'Mississippi' 'Georgia' 'South Carolina' 'Arkansas' 'Louisiana'\n", " 'Florida' 'Michigan']\n", " ['53' '30' '23' '38' '46' '56' '55' '16' '50' '27' '41' '33' '19' '25'\n", " '31' '36' '42' '09' '44' '34' '18' '32' '49' '06' '39' '17' '10' '54'\n", " '24' '08' '21' '20' '51' '29' '04' '40' '37' '47' '48' '35' '01' '28'\n", " '13' '45' '05' '22' '12' '26']\n", " ['Pacific' 'Mtn' 'N Eng' 'W N Cen' 'W N Cen' 'Mtn' 'E N Cen' 'Mtn'\n", " 'N Eng' 'W N Cen' 'Pacific' 'N Eng' 'W N Cen' 'N Eng' 'W N Cen'\n", " 'Mid Atl' 'Mid Atl' 'N Eng' 'N Eng' 'Mid Atl' 'E N Cen' 'Mtn' 'Mtn'\n", " 'Pacific' 'E N Cen' 'E N Cen' 'S Atl' 'S Atl' 'S Atl' 'Mtn' 'E S Cen'\n", " 'W N Cen' 'S Atl' 'W N Cen' 'Mtn' 'W S Cen' 'S Atl' 'E S Cen' 'W S Cen'\n", " 'Mtn' 'E S Cen' 'E S Cen' 'S Atl' 'S Atl' 'W S Cen' 'W S Cen' 'S Atl'\n", " 'E N Cen']\n", " ['WA' 'MT' 'ME' 'ND' 'SD' 'WY' 'WI' 'ID' 'VT' 'MN' 'OR' 'NH' 'IA' 'MA'\n", " 'NE' 'NY' 'PA' 'CT' 'RI' 'NJ' 'IN' 'NV' 'UT' 'CA' 'OH' 'IL' 'DE' 'WV'\n", " 'MD' 'CO' 'KY' 'KS' 'VA' 'MO' 'AZ' 'OK' 'NC' 'TN' 'TX' 'NM' 'AL' 'MS'\n", " 'GA' 'SC' 'AR' 'LA' 'FL' 'MI']]\n", "TRANSPOSED== [['20.75' '34.956' '1' '1' 'Washington' '53' 'Pacific' 'WA']\n", " ['45.132' '34.527' '2' '2' 'Montana' '30' 'Mtn' 'MT']\n", " ['9.571' '18.899' '3' '3' 'Maine' '23' 'N Eng' 'ME']\n", " ['21.874' '21.353' '4' '4' 'North Dakota' '38' 'W N Cen' 'ND']\n", " ['22.598' '22.746' '5' '5' 'South Dakota' '46' 'W N Cen' 'SD']\n", " ['27.966' '21.987' '6' '6' 'Wyoming' '56' 'Mtn' 'WY']\n", " ['16.477' '21.891' '7' '7' 'Wisconsin' '55' 'E N Cen' 'WI']\n", " ['24.391' '28.529' '8' '8' 'Idaho' '16' 'Mtn' 'ID']\n", " ['2.794' '8.45' '9' '9' 'Vermont' '50' 'N Eng' 'VT']\n", " ['25.577' '29.51' '10' '10' 'Minnesota' '27' 'W N Cen' 'MN']\n", " ['28.187' '24.787' '11' '11' 'Oregon' '41' 'Pacific' 'OR']\n", " ['2.677' '8.375' '12' '12' 'New Hampshire' '33' 'N Eng' 'NH']\n", " ['15.853' '18.79' '13' '13' 'Iowa' '19' 'W N Cen' 'IA']\n", " ['2.309' '13.105' '14' '14' 'Massachusetts' '25' 'N Eng' 'MA']\n", " ['21.606' '23.383' '15' '15' 'Nebraska' '31' 'W N Cen' 'NE']\n", " ['13.875' '28.487' '16' '16' 'New York' '36' 'Mid Atl' 'NY']\n", " ['12.55' '16.841' '17' '17' 'Pennsylvania' '42' 'Mid Atl' 'PA']\n", " ['1.392' '5.722' '18' '18' 'Connecticut' '09' 'N Eng' 'CT']\n", " ['0.293' '3.643' '19' '19' 'Rhode Island' '44' 'N Eng' 'RI']\n", " ['2.057' '8.419' '20' '20' 'New Jersey' '34' 'Mid Atl' 'NJ']\n", " ['9.932' '16.11' '21' '21' 'Indiana' '18' 'E N Cen' 'IN']\n", " ['29.969' '23.608' '22' '22' 'Nevada' '32' 'Mtn' 'NV']\n", " ['22.967' '19.992' '23' '23' 'Utah' '49' 'Mtn' 'UT']\n", " ['41.533' '42.26' '24' '24' 'California' '06' 'Pacific' 'CA']\n", " ['11.3' '16.13' '25' '25' 'Ohio' '39' 'E N Cen' 'OH']\n", " ['15.396' '19.999' '26' '26' 'Illinois' '17' 'E N Cen' 'IL']\n", " ['0.553' '4.075' '28' '28' 'Delaware' '10' 'S Atl' 'DE']\n", " ['6.493' '18.196' '29' '29' 'West Virginia' '54' 'S Atl' 'WV']\n", " ['2.625' '21.881' '30' '30' 'Maryland' '24' 'S Atl' 'MD']\n", " ['28.041' '22.025' '31' '31' 'Colorado' '08' 'Mtn' 'CO']\n", " ['10.645' '21.152' '32' '32' 'Kentucky' '21' 'E S Cen' 'KY']\n", " ['21.982' '21.105' '33' '33' 'Kansas' '20' 'W N Cen' 'KS']\n", " ['10.512' '31.199' '34' '34' 'Virginia' '51' 'S Atl' 'VA']\n", " ['18.648' '23.596' '35' '35' 'Missouri' '29' 'W N Cen' 'MO']\n", " ['28.859' '23.257' '36' '36' 'Arizona' '04' 'Mtn' 'AZ']\n", " ['18.031' '25.557' '37' '37' 'Oklahoma' '40' 'W S Cen' 'OK']\n", " ['12.628' '34.583' '38' '38' 'North Carolina' '37' 'S Atl' 'NC']\n", " ['10.876' '21.46' '39' '39' 'Tennessee' '47' 'E S Cen' 'TN']\n", " ['65.06' '64.807' '40' '40' 'Texas' '48' 'W S Cen' 'TX']\n", " ['30.936' '23.538' '41' '41' 'New Mexico' '35' 'Mtn' 'NM']\n", " ['12.897' '17.238' '42' '42' 'Alabama' '01' 'E S Cen' 'AL']\n", " ['11.871' '22.06' '43' '43' 'Mississippi' '28' 'E S Cen' 'MS']\n", " ['14.599' '20.103' '44' '44' 'Georgia' '13' 'S Atl' 'GA']\n", " ['7.794' '16.127' '45' '45' 'South Carolina' '45' 'S Atl' 'SC']\n", " ['13.517' '20.877' '46' '46' 'Arkansas' '05' 'W S Cen' 'AR']\n", " ['11.225' '32.57' '47' '47' 'Louisiana' '22' 'W S Cen' 'LA']\n", " ['13.348' '41.085' '48' '48' 'Florida' '12' 'S Atl' 'FL']\n", " ['16.928' '40.823' '51' '51' 'Michigan' '26' 'E N Cen' 'MI']]\n" ] } ], "source": [ "# Get a NUMPY.nd.array from the dbf file columns \n", "\n", "ids_np_array = np.array([dbf_1.by_col(ids) for ids in dbf_1.header])\n", "#\n", "t_ids_np_array = np.array([dbf_1.by_col(ids) for ids in dbf_1.header]).T ### TRANSPOSED \n", "#\n", "print(ids_np_array.shape)\n", "#\n", "print(\"TRANSPOSED Shape ==\",t_ids_np_array.shape)\n", "\n", "#\n", "print(\" \"*90)\n", "#\n", "# As seen below - we have \"All Columns Values\" in a 2D Numpy Array - we dont have COLUMN LABELS\n", "# Not intelligent...\n", "print(ids_np_array)\n", "#\n", "print(\" \"*90)\n", "#\n", "# We TRANSPOSED the Numpy Array to show it in a DATAFRAME ROWS like format \n", "#\n", "print(\"TRANSPOSED==\",t_ids_np_array)\n", "#\n", "\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Washington', 'Montana', 'Maine', 'North Dakota', 'South Dakota', 'Wyoming', 'Wisconsin', 'Idaho', 'Vermont', 'Minnesota', 'Oregon', 'New Hampshire', 'Iowa', 'Massachusetts', 'Nebraska', 'New York', 'Pennsylvania', 'Connecticut', 'Rhode Island', 'New Jersey', 'Indiana', 'Nevada', 'Utah', 'California', 'Ohio', 'Illinois', 'Delaware', 'West Virginia', 'Maryland', 'Colorado', 'Kentucky', 'Kansas', 'Virginia', 'Missouri', 'Arizona', 'Oklahoma', 'North Carolina', 'Tennessee', 'Texas', 'New Mexico', 'Alabama', 'Mississippi', 'Georgia', 'South Carolina', 'Arkansas', 'Louisiana', 'Florida', 'Michigan']\n" ] } ], "source": [ "# Accessing all values within a COLUMN \n", "\n", "states = dbf_1.by_col(\"STATE_NAME\")\n", "print(states)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " \n", "SHAPE of the numpy Array ____ (48, 4)\n", " \n", "[[20.75 34.956 1. 1. ]\n", " [45.132 34.527 2. 2. ]\n", " [ 9.571 18.899 3. 3. ]\n", " [21.874 21.353 4. 4. ]\n", " [22.598 22.746 5. 5. ]\n", " [27.966 21.987 6. 6. ]\n", " [16.477 21.891 7. 7. ]\n", " [24.391 28.529 8. 8. ]\n", " [ 2.794 8.45 9. 9. ]\n", " [25.577 29.51 10. 10. ]\n", " [28.187 24.787 11. 11. ]\n", " [ 2.677 8.375 12. 12. ]\n", " [15.853 18.79 13. 13. ]\n", " [ 2.309 13.105 14. 14. ]\n", " [21.606 23.383 15. 15. ]\n", " [13.875 28.487 16. 16. ]\n", " [12.55 16.841 17. 17. ]\n", " [ 1.392 5.722 18. 18. ]\n", " [ 0.293 3.643 19. 19. ]\n", " [ 2.057 8.419 20. 20. ]\n", " [ 9.932 16.11 21. 21. ]\n", " [29.969 23.608 22. 22. ]\n", " [22.967 19.992 23. 23. ]\n", " [41.533 42.26 24. 24. ]\n", " [11.3 16.13 25. 25. ]\n", " [15.396 19.999 26. 26. ]\n", " [ 0.553 4.075 28. 28. ]\n", " [ 6.493 18.196 29. 29. ]\n", " [ 2.625 21.881 30. 30. ]\n", " [28.041 22.025 31. 31. ]\n", " [10.645 21.152 32. 32. ]\n", " [21.982 21.105 33. 33. ]\n", " [10.512 31.199 34. 34. ]\n", " [18.648 23.596 35. 35. ]\n", " [28.859 23.257 36. 36. ]\n", " [18.031 25.557 37. 37. ]\n", " [12.628 34.583 38. 38. ]\n", " [10.876 21.46 39. 39. ]\n", " [65.06 64.807 40. 40. ]\n", " [30.936 23.538 41. 41. ]\n", " [12.897 17.238 42. 42. ]\n", " [11.871 22.06 43. 43. ]\n", " [14.599 20.103 44. 44. ]\n", " [ 7.794 16.127 45. 45. ]\n", " [13.517 20.877 46. 46. ]\n", " [11.225 32.57 47. 47. ]\n", " [13.348 41.085 48. 48. ]\n", " [16.928 40.823 51. 51. ]]\n" ] } ], "source": [ "## Extracting Column Data -- with specific Value Types\n", "## Writing a List Comprehension\n", "## NUMERIC Only Columns \n", "\n", "num_cols = np.array([dbf_1.by_col(dbf_1.header[i]) for i in range(len(dbf_1.header)) if dbf_1.field_spec[i][0] == 'N']).T\n", "print(type(num_cols))\n", "print(\" \"*20)\n", "print(\"SHAPE of the numpy Array ____\",num_cols.shape) ## 2 D Array with SHAPE - (48, 4)\n", "print(\" \"*20)\n", "print(num_cols)\n" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " \n", "SHAPE of the numpy Array ____ (48, 4)\n", " \n", "[['Washington' '53' 'Pacific' 'WA']\n", " ['Montana' '30' 'Mtn' 'MT']\n", " ['Maine' '23' 'N Eng' 'ME']\n", " ['North Dakota' '38' 'W N Cen' 'ND']\n", " ['South Dakota' '46' 'W N Cen' 'SD']\n", " ['Wyoming' '56' 'Mtn' 'WY']\n", " ['Wisconsin' '55' 'E N Cen' 'WI']\n", " ['Idaho' '16' 'Mtn' 'ID']\n", " ['Vermont' '50' 'N Eng' 'VT']\n", " ['Minnesota' '27' 'W N Cen' 'MN']\n", " ['Oregon' '41' 'Pacific' 'OR']\n", " ['New Hampshire' '33' 'N Eng' 'NH']\n", " ['Iowa' '19' 'W N Cen' 'IA']\n", " ['Massachusetts' '25' 'N Eng' 'MA']\n", " ['Nebraska' '31' 'W N Cen' 'NE']\n", " ['New York' '36' 'Mid Atl' 'NY']\n", " ['Pennsylvania' '42' 'Mid Atl' 'PA']\n", " ['Connecticut' '09' 'N Eng' 'CT']\n", " ['Rhode Island' '44' 'N Eng' 'RI']\n", " ['New Jersey' '34' 'Mid Atl' 'NJ']\n", " ['Indiana' '18' 'E N Cen' 'IN']\n", " ['Nevada' '32' 'Mtn' 'NV']\n", " ['Utah' '49' 'Mtn' 'UT']\n", " ['California' '06' 'Pacific' 'CA']\n", " ['Ohio' '39' 'E N Cen' 'OH']\n", " ['Illinois' '17' 'E N Cen' 'IL']\n", " ['Delaware' '10' 'S Atl' 'DE']\n", " ['West Virginia' '54' 'S Atl' 'WV']\n", " ['Maryland' '24' 'S Atl' 'MD']\n", " ['Colorado' '08' 'Mtn' 'CO']\n", " ['Kentucky' '21' 'E S Cen' 'KY']\n", " ['Kansas' '20' 'W N Cen' 'KS']\n", " ['Virginia' '51' 'S Atl' 'VA']\n", " ['Missouri' '29' 'W N Cen' 'MO']\n", " ['Arizona' '04' 'Mtn' 'AZ']\n", " ['Oklahoma' '40' 'W S Cen' 'OK']\n", " ['North Carolina' '37' 'S Atl' 'NC']\n", " ['Tennessee' '47' 'E S Cen' 'TN']\n", " ['Texas' '48' 'W S Cen' 'TX']\n", " ['New Mexico' '35' 'Mtn' 'NM']\n", " ['Alabama' '01' 'E S Cen' 'AL']\n", " ['Mississippi' '28' 'E S Cen' 'MS']\n", " ['Georgia' '13' 'S Atl' 'GA']\n", " ['South Carolina' '45' 'S Atl' 'SC']\n", " ['Arkansas' '05' 'W S Cen' 'AR']\n", " ['Louisiana' '22' 'W S Cen' 'LA']\n", " ['Florida' '12' 'S Atl' 'FL']\n", " ['Michigan' '26' 'E N Cen' 'MI']]\n" ] } ], "source": [ "str_cols = np.array([dbf_1.by_col(dbf_1.header[i]) for i in range(len(dbf_1.header)) if dbf_1.field_spec[i][0] == 'C']).T\n", "print(type(str_cols))\n", "print(\" \"*20)\n", "print(\"SHAPE of the numpy Array ____\",str_cols.shape) ## 2 D Array with SHAPE - (48, 4)\n", "print(\" \"*20)\n", "print(str_cols)\n" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " AREA PERIMETER STATE_ STATE_ABBR STATE_FIPS STATE_ID STATE_NAME \\\n", "0 20.750 34.956 1 WA 53 1 Washington \n", "1 45.132 34.527 2 MT 30 2 Montana \n", "2 9.571 18.899 3 ME 23 3 Maine \n", "3 21.874 21.353 4 ND 38 4 North Dakota \n", "4 22.598 22.746 5 SD 46 5 South Dakota \n", "\n", " SUB_REGION \n", "0 Pacific \n", "1 Mtn \n", "2 N Eng \n", "3 W N Cen \n", "4 W N Cen \n", "_ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ _\n", " \n", " AREA PERIMETER STATE_ STATE_ABBR STATE_FIPS STATE_ID STATE_NAME \\\n", "43 7.794 16.127 45 SC 45 45 South Carolina \n", "44 13.517 20.877 46 AR 05 46 Arkansas \n", "45 11.225 32.570 47 LA 22 47 Louisiana \n", "46 13.348 41.085 48 FL 12 48 Florida \n", "47 16.928 40.823 51 MI 26 51 Michigan \n", "\n", " SUB_REGION \n", "43 S Atl \n", "44 W S Cen \n", "45 W S Cen \n", "46 S Atl \n", "47 E N Cen \n" ] } ], "source": [ "# Creating a DICTIONARY n then a PANADAS DataFrame from the Numpy Arrays\n", "#\n", "dic_1 = dict([(col, np.array(dbf_1.by_col(col))) for col in dbf_1.header])\n", "df_1 = pd.DataFrame(dic_1)\n", "\n", "# Print out Top Five and Bottom Five Observations / Rows\n", "\n", "print(df_1.head(5))\n", "print(\"_ _\"*60)\n", "print(\" \"*60)\n", "print(df_1.tail(5))\n", "\n" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " \n", " AREA PERIMETER STATE_ STATE_ABBR STATE_FIPS STATE_ID STATE_NAME \\\n", "0 20.750 34.956 1 WA 53 1 Washington \n", "1 45.132 34.527 2 MT 30 2 Montana \n", "2 9.571 18.899 3 ME 23 3 Maine \n", "3 21.874 21.353 4 ND 38 4 North Dakota \n", "4 22.598 22.746 5 SD 46 5 South Dakota \n", "\n", " SUB_REGION \n", "0 Pacific \n", "1 Mtn \n", "2 N Eng \n", "3 W N Cen \n", "4 W N Cen \n", "_ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ __ _\n", " \n", " AREA PERIMETER STATE_ STATE_ABBR STATE_FIPS STATE_ID STATE_NAME \\\n", "43 7.794 16.127 45 SC 45 45 South Carolina \n", "44 13.517 20.877 46 AR 05 46 Arkansas \n", "45 11.225 32.570 47 LA 22 47 Louisiana \n", "46 13.348 41.085 48 FL 12 48 Florida \n", "47 16.928 40.823 51 MI 26 51 Michigan \n", "\n", " SUB_REGION \n", "43 S Atl \n", "44 W S Cen \n", "45 W S Cen \n", "46 S Atl \n", "47 E N Cen \n" ] } ], "source": [ "# to get Original Order of Columns - pass the dbf_1.header , LIST , to the PANDAS DF as a LIST index \n", "#\n", "print(type(dbf_1.header))\n", "print(\" \"*60)\n", "\n", "#df_1 = df_1[dbf_1.header]\n", "\n", "print(df_1.head(5))\n", "print(\"_ _\"*60)\n", "print(\" \"*60)\n", "print(df_1.tail(5))\n" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " AREA PERIMETER STATE_ STATE_ID\n", "count 48.000000 48.000000 48.000000 48.000000\n", "mean 17.022792 22.912771 25.000000 25.000000\n", "std 12.475875 10.849594 14.510451 14.510451\n", "min 0.293000 3.643000 1.000000 1.000000\n", "25% 10.367000 17.956500 12.750000 12.750000\n", "50% 14.237000 21.886000 24.500000 24.500000\n", "75% 22.690250 26.289500 37.250000 37.250000\n", "max 65.060000 64.807000 51.000000 51.000000\n", " \n", " count mean std min 25% 50% 75% \\\n", "AREA 48.0 17.022792 12.475875 0.293 10.3670 14.237 22.69025 \n", "PERIMETER 48.0 22.912771 10.849594 3.643 17.9565 21.886 26.28950 \n", "STATE_ 48.0 25.000000 14.510451 1.000 12.7500 24.500 37.25000 \n", "STATE_ID 48.0 25.000000 14.510451 1.000 12.7500 24.500 37.25000 \n", "\n", " max \n", "AREA 65.060 \n", "PERIMETER 64.807 \n", "STATE_ 51.000 \n", "STATE_ID 51.000 \n" ] } ], "source": [ "print(df_1.describe())\n", "print(\" \"*60)\n", "print(df_1.describe().T)" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ ".dbf Local File Path___ /home/dhankar/anaconda2/envs/gisenv/lib/python3.4/site-packages/pysal/examples/us_income/us48.shp\n" ] } ], "source": [ "us_income_sh_path = ps.examples.get_path('us48.shp')\n", "print(\".dbf Local File Path___ \",us_income_sh_path)" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualizing the POLYGONS \n", "#\n", "%matplotlib inline\n", "\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "from pysal.contrib.viz import mapping as maps\n", "#\n", "fig = plt.figure()\n", "#\n", "\n", "#path_shp_file = \"/media/dhankar/Dhankar_1/a1_18/a1____GeoSpatialANAL/GIS_DATA/ShapeFiles/tl_2010_02_place10.shp\"\n", "#\n", "#print(\"path_shp_file____\",path_shp_file)\n", "#\n", "shp_f = ps.open(us_income_sh_path)\n", "#\n", "print(type(shp_f))\n", "#\n", "base = maps.map_poly_shp(shp_f)\n", "base.set_facecolor('blue')\n", "base.set_linewidth(0.75)\n", "base.set_edgecolor('0.3') ## 0.8 --- gives Light Greyish edges \n", "\n", "\n", "ax = maps.setup_ax([base],[shp_f.bbox, shp_f.bbox, shp_f.bbox])\n", "print(type(ax))\n", "\n", "fig.add_axes(ax)\n", "plt.show()\n", "\n", "#maps.plot_poly_lines(path_shp_file)\n" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ ".shp Local File Path___ /home/dhankar/anaconda2/envs/gisenv/lib/python3.4/site-packages/pysal/examples/londonhp/londonhp.shp\n" ] } ], "source": [ "london_hp = ps.examples.get_path('londonhp.shp') \n", "## This FUNC searches in the \"examples\" DIR for File Name STRING being passed.\n", "print(\".shp Local File Path___ \",london_hp)" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "ename": "AttributeError", "evalue": "'Point' object has no attribute 'parts'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mAttributeError\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 18\u001b[0m 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"\u001b[0;32m~/anaconda2/envs/gisenv/lib/python3.4/site-packages/pysal/contrib/viz/mapping.py\u001b[0m in \u001b[0;36mmap_poly_shp\u001b[0;34m(shp, which, bbox)\u001b[0m\n\u001b[1;32m 202\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mwhich\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'all'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 203\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mshape\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mshp\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 204\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mring\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mshape\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparts\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 205\u001b[0m \u001b[0mxy\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mring\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 206\u001b[0m \u001b[0mpatches\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mxy\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mAttributeError\u001b[0m: 'Point' object has no attribute 'parts'" ] }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualizing the POLYGONS \n", "#\n", "%matplotlib inline\n", "\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "from pysal.contrib.viz import mapping as maps\n", "#\n", "fig1 = plt.figure()\n", "#\n", "\n", "shp_f1 = ps.open(london_hp)\n", "#\n", "print(type(shp_f1))\n", "#\n", "base = maps.map_poly_shp(shp_f1)\n", "base.set_facecolor('blue')\n", "base.set_linewidth(0.75)\n", "base.set_edgecolor('0.3') ## 0.8 --- gives Light Greyish edges \n", "\n", "\n", "ax1 = maps.setup_ax([base],[shp_f1.bbox, shp_f1.bbox, shp_f1.bbox])\n", "print(type(ax1))\n", "\n", "fig1.add_axes(ax1)\n", "plt.show()\n", "\n", "#maps.plot_poly_lines(path_shp_file)\n" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ ".shp Local File Path___ /home/dhankar/anaconda2/envs/gisenv/lib/python3.4/site-packages/pysal/examples/nat/natregimes.shp\n" ] } ], "source": [ "natregimes_shp = ps.examples.get_path('natregimes.shp') \n", "## This FUNC searches in the \"examples\" DIR for File Name STRING being passed.\n", "print(\".shp Local File Path___ \",natregimes_shp)" ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualizing the POLYGONS \n", "#\n", "%matplotlib inline\n", "\n", "import random as rdm\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "from pysal.contrib.viz import mapping as maps\n", "#\n", "fig2 = plt.figure(figsize=(9, 9), dpi=100)\n", "\n", "#\n", "\n", "shp_f2 = ps.open(natregimes_shp)\n", "#\n", "print(type(shp_f2))\n", "#\n", "base = maps.map_poly_shp(shp_f2)\n", "base.set_facecolor('pink')\n", "base.set_linewidth(0.25)\n", "base.set_edgecolor('0.3') ## 0.8 --- gives Light Greyish edges \n", "\n", "\n", "ax2 = maps.setup_ax([base],[shp_f2.bbox, shp_f2.bbox, shp_f2.bbox])\n", "print(type(ax2))\n", "\n", "# examples.get_path('natregimes.shp') \n", "\n", "fig2.add_axes(ax2)\n", "plt.show()\n", "\n" ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/home/dhankar/anaconda2/envs/gisenv/lib/python3.4/site-packages/pysal/examples/networks/eberly_net.shp\n", "/home/dhankar/anaconda2/envs/gisenv/lib/python3.4/site-packages/pysal/examples/networks/eberly_net.dbf\n", "/home/dhankar/anaconda2/envs/gisenv/lib/python3.4/site-packages/pysal/examples/networks/eberly_net_pts_onnetwork.shp\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/dhankar/anaconda2/envs/gisenv/lib/python3.4/site-packages/matplotlib/cbook/deprecation.py:106: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", " warnings.warn(message, mplDeprecation, stacklevel=1)\n" ] }, { "ename": "ValueError", "evalue": "The Axes must have been created in the present figure", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mValueError\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 27\u001b[0m \u001b[0;31m#\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 28\u001b[0m \u001b[0max\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmaps\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msetup_ax\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mnetc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mptsm\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m 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\u001b[0mself\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 952\u001b[0m \u001b[0mmsg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"The Axes must have been created in the present figure\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 953\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmsg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 954\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 955\u001b[0m \u001b[0mrect\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mValueError\u001b[0m: The Axes must have been created in the present figure" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Level TWO Visualization with PySAL \n", "# SOURCE --- http://darribas.org/gds_scipy16/ipynb_md/02_geovisualization.html\n", "#\n", "#\n", "net_link = ps.examples.get_path('eberly_net.shp')\n", "net_link_dbf = ps.examples.get_path('eberly_net.dbf')\n", "print(net_link)\n", "print(net_link_dbf)\n", "#\n", "net = ps.open(net_link)\n", "values = np.array(ps.open(net_link.replace('.shp', '.dbf')).by_col('TNODE'))\n", "# Above line of Code == stores VALUES of COLUMN TNODE - from dbase .dbf File \n", "#\n", "pts_link = ps.examples.get_path('eberly_net_pts_onnetwork.shp')\n", "print(pts_link)\n", "pts = ps.open(pts_link)\n", "#\n", "fig_l2 = plt.figure(figsize=(9,9)) ### CHECK --- BOKEH or MATPLOTLIB Figure ? \n", "#\n", "netm = maps.map_line_shp(net)\n", "netc = maps.base_choropleth_unique(netm, values)\n", "#\n", "ptsm = maps.map_point_shp(pts)\n", "ptsm = maps.base_choropleth_classif(ptsm, values)\n", "ptsm.set_alpha(0.5)\n", "ptsm.set_linewidth(0.)\n", "#\n", "ax = maps.setup_ax([netc, ptsm], [net.bbox, net.bbox])\n", "fig.add_axes(ax)\n", "show()\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " \n", "{'BBOX Mmax': 0.0, 'Unused2': 0, 'File Length': 470462, 'BBOX Ymax': 36.500704, 'BBOX Zmax': 0.0, 'BBOX Zmin': 0.0, 'BBOX Mmin': 0.0, 'Unused3': 0, 'Unused1': 0, 'BBOX Ymin': 25.837163999999998, 'Shape Type': 5, 'BBOX Xmin': -106.645646, 'Unused4': 0, 'File Code': 9994, 'BBOX Xmax': -93.508039, 'Unused0': 0, 'Version': 1000}\n", " \n" ] }, { "ename": "KeyError", "evalue": "0", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mKeyError\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 24\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\" \"\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 25\u001b[0m \u001b[0;31m#\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 26\u001b[0;31m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mshp_tex\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mheader\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# Cant Index --PurePyShpWrapper -- like the - csvWrapper -- File Object above.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 27\u001b[0m \u001b[0;31m#\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 28\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\" \"\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mKeyError\u001b[0m: 0" ] } ], "source": [ "# Online TEXAS Shape Files \n", "\"\"\"\n", "blockgroup: https://www2.census.gov/geo/tiger/TIGER2010/BG/2010/tl_2010_48_bg10.zip\n", "state: https://www2.census.gov/geo/tiger/TIGER2010/STATE/2010/tl_2010_48_state10.zip\n", "county: https://www2.census.gov/geo/tiger/TIGER2010/COUNTY/2010/tl_2010_48_county10.zip\n", "tract: https://www2.census.gov/geo/tiger/TIGER2010/TRACT/2010/tl_2010_48_tract10.zip\n", "cd: https://www2.census.gov/geo/tiger/TIGER2010/CD/111/tl_2010_48_cd111.zip\n", "block: https://www2.census.gov/geo/tiger/TIGER2010/TABBLOCK/2010/tl_2010_48_tabblock10.zip\n", "zcta: https://www2.census.gov/geo/tiger/TIGER2010/ZCTA5/2010/tl_2010_48_zcta510.zip\n", "\n", "\"\"\"\n", "\n", "\n", "tex_shp = \"/home/dhankar/Desktop/Geo_1/data/texas.shp\"\n", "#\n", "shp_tex = ps.open(tex_shp)\n", "#\n", "print(type(shp_tex))\n", "#\n", "print(\" \"*10)\n", "#\n", "print(shp_tex.header)\n", "#\n", "print(\" \"*10)\n", "#\n", "print(shp_tex.header[0]) # Cant Index --PurePyShpWrapper -- like the - csvWrapper -- File Object above. \n", "#\n", "print(\" \"*10)\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[-106.645646, 25.837163999999998, -93.508039, 36.500704]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# The Bounding Boxes \n", "shp_tex.bbox" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1\n" ] } ], "source": [ "# Source -- http://nbviewer.jupyter.org/github/pysal/notebooks/blob/master/notebooks/PySAL_io.ipynb\n", "# We got only the EXTERNAL STATE Boundary Polygon for TEXAS ? \n", "\n", "ploygons_list =[]\n", "#\n", "for poly in shp_tex:\n", "# print(\"Iterating over polygon: \", poly.id) \n", " ## OK Prints ALL POLYGON ID's\n", " ploygons_list.append(poly)\n", "print(len(ploygons_list))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "poly1.area_____ 66.05431238211992\n", "poly1.centroid_____ (-99.31713666448327, 31.44721459329732)\n", "poly1.holes_____ [[]]\n", "poly1.perimeter_____ 56.71194507300427\n" ] } ], "source": [ "# Polygon - ONE of SHAPE File \n", "poly1 = shp_tex[0]\n", "print(type(poly1))\n", "#\n", "print(\"poly1.area_____\",poly1.area)\n", "#\n", "print(\"poly1.centroid_____\",poly1.centroid)\n", "#\n", "print(\"poly1.holes_____\",poly1.holes)\n", "#\n", "print(\"poly1.perimeter_____\",poly1.perimeter)\n", "#" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " \n", "['REGION10', 'DIVISION10', 'STATEFP10', 'STATENS10', 'GEOID10', 'STUSPS10', 'NAME10', 'LSAD10', 'MTFCC10', 'FUNCSTAT10', 'ALAND10', 'AWATER10', 'INTPTLAT10', 'INTPTLON10']\n", "['STATEFP10', 'COUNTYFP10', 'COUNTYNS10', 'GEOID10', 'NAME10', 'NAMELSAD10', 'LSAD10', 'CLASSFP10', 'MTFCC10', 'CSAFP10', 'CBSAFP10', 'METDIVFP10', 'FUNCSTAT10', 'ALAND10', 'AWATER10', 'INTPTLAT10', 'INTPTLON10']\n", " \n", "REGION10\n", "STATEFP10\n", " \n", "(14, 1)\n", "TRANSPOSED Shape == (1, 14)\n", "(17, 254)\n", "TRANSPOSED Shape == (254, 17)\n", " \n" ] }, { "ename": "NameError", "evalue": "name 'ids_np_array' is not defined", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mNameError\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 52\u001b[0m \u001b[0;31m# As seen below - we have \"All Columns Values\" in a 2D Numpy Array - we dont have COLUMN LABELS\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 53\u001b[0m \u001b[0;31m# Not intelligent...\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 54\u001b[0;31m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mids_np_array\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 55\u001b[0m \u001b[0;31m#\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 56\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\" \"\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0;36m90\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mNameError\u001b[0m: name 'ids_np_array' is not defined" ] } ], "source": [ "%matplotlib inline\n", "import numpy as np\n", "import pysal as ps\n", "import random as rdm\n", "\n", "from pysal.contrib.viz import mapping as maps\n", "\n", "tex_shp_path = \"/home/dhankar/Desktop/Geo_1/data/texas.shp\"\n", "tex_cnts_shp_path = \"/home/dhankar/Desktop/Geo_1/data/texas_counties/tl_2010_48_county10.shp\"\n", "\n", "tex_dbf_path = '/home/dhankar/Desktop/Geo_1/data/texas.dbf'\n", "tex_cnts_dbf_path = '/home/dhankar/Desktop/Geo_1/data/texas_counties/tl_2010_48_county10.dbf'\n", "\n", "tex_dbf = ps.open(tex_dbf_path)\n", "tex_cnts_dbf = ps.open(tex_cnts_dbf_path)\n", "\n", "#\n", "# explore the .dbf file \n", "print(type(tex_dbf))\n", "#\n", "print(\" \"*10)\n", "#\n", "print(tex_dbf.header)\n", "print(tex_cnts_dbf.header)\n", "#\n", "print(\" \"*60)\n", "#\n", "print(tex_dbf.header[0])\n", "print(tex_cnts_dbf.header[0])\n", "#\n", "print(\" \"*60)\n", "#\n", "# Get a NUMPY.nd.array from the dbf file columns \n", "#\n", "tex_np_array = np.array([tex_dbf.by_col(ids) for ids in tex_dbf.header]) ## Texas State\n", "t_tex_np_array = np.array([tex_dbf.by_col(ids) for ids in tex_dbf.header]).T ## TRANSPOSED - Texas State\n", "#\n", "#\n", "tex_cnts_np_array = np.array([tex_cnts_dbf.by_col(ids) for ids in tex_cnts_dbf.header]) ## Texas State Counties\n", "t_tex_cnts_np_array = np.array([tex_cnts_dbf.by_col(ids) for ids in tex_cnts_dbf.header]).T ## TRANSPOSED - Texas State Counties\n", "#\n", "\n", "#\n", "print(tex_np_array.shape)\n", "print(\"TRANSPOSED Shape ==\",t_tex_np_array.shape)\n", "print(tex_cnts_np_array.shape)\n", "print(\"TRANSPOSED Shape ==\",t_tex_cnts_np_array.shape)\n", "#\n", "#\n", "print(\" \"*60)\n", "#\n", "# As seen below - we have \"All Columns Values\" in a 2D Numpy Array - we dont have COLUMN LABELS\n", "# Not intelligent...\n", "print(ids_np_array)\n", "#\n", "print(\" \"*90)\n", "#\n", "# We TRANSPOSED the Numpy Array to show it in a DATAFRAME ROWS like format \n", "#\n", "print(\"TRANSPOSED==\",t_ids_np_array)\n", "\n", "values = np.array(ps.open('/home/dhankar/Desktop/Geo_1/data/texas.dbf').by_col('NAME10'))\n", "\n", "types = ['classless', 'unique_values', 'quantiles', 'equal_interval', 'fisher_jenks']\n", "\n", "for typ in types:\n", " #\n", " maps.plot_choropleth(tex_shp,values,typ)\n", "#\n" ] }, { "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": [ "# Online TEXAS Shape Files \n", "\"\"\"\n", "blockgroup: https://www2.census.gov/geo/tiger/TIGER2010/BG/2010/tl_2010_48_bg10.zip\n", "state: https://www2.census.gov/geo/tiger/TIGER2010/STATE/2010/tl_2010_48_state10.zip\n", "county: https://www2.census.gov/geo/tiger/TIGER2010/COUNTY/2010/tl_2010_48_county10.zip\n", "tract: https://www2.census.gov/geo/tiger/TIGER2010/TRACT/2010/tl_2010_48_tract10.zip\n", "cd: https://www2.census.gov/geo/tiger/TIGER2010/CD/111/tl_2010_48_cd111.zip\n", "block: https://www2.census.gov/geo/tiger/TIGER2010/TABBLOCK/2010/tl_2010_48_tabblock10.zip\n", "zcta: https://www2.census.gov/geo/tiger/TIGER2010/ZCTA5/2010/tl_2010_48_zcta510.zip\n", "\n", "\"\"\"\n", "\n", "\n", "tex_shp = \"/home/dhankar/Desktop/Geo_1/data/texas.shp\"\n", "\n", "shp_tex = ps.open(tex_shp)\n", "#\n", "print(type(shp_tex))\n", "\n", "\"\"\"\n", "# Without Specifically asking for a .shx file --- the package is searching for a .shx file when .shp is passed...\n", "\n", "---------------------------------------------------------------------------\n", "FileNotFoundError Traceback (most recent call last)\n", " in ()\n", " 14 tex_shp = \"/home/dhankar/Desktop/Geo_1/data/texas.shp\"\n", " 15 \n", "---> 16 shp_tex = ps.open(tex_shp)\n", " 17 #\n", " 18 print(type(shp_tex))\n", "\n", "~/anaconda2/envs/gisenv/lib/python3.4/site-packages/pysal/core/IOHandlers/pyShpIO.py in __init__(self, *args, **kwargs)\n", " 66 self.dataObj = None\n", " 67 if self.mode == 'r' or self.mode == 'rb':\n", "---> 68 self.__open()\n", " 69 elif self.mode == 'w' or self.mode == 'wb':\n", " 70 self.__create()\n", "\n", "~/anaconda2/envs/gisenv/lib/python3.4/site-packages/pysal/core/IOHandlers/pyShpIO.py in __open(self)\n", " 77 \n", " 78 def __open(self):\n", "---> 79 self.dataObj = shp_file(self.dataPath)\n", " 80 self.header = self.dataObj.header\n", " 81 self.bbox = self.dataObj.bbox\n", "\n", "~/anaconda2/envs/gisenv/lib/python3.4/site-packages/pysal/core/util/shapefile.py in __init__(self, fileName, mode, shape_type)\n", " 219 \n", " 220 if mode == 'r':\n", "--> 221 self._open_shp_file()\n", " 222 elif mode == 'w':\n", " 223 if shape_type not in self.SHAPE_TYPES:\n", "\n", "~/anaconda2/envs/gisenv/lib/python3.4/site-packages/pysal/core/util/shapefile.py in _open_shp_file(self)\n", " 249 fileName = self.fileName\n", " 250 self.fileObj = open(fileName + '.shp', 'rb')\n", "--> 251 self._shx = shx_file(fileName)\n", " 252 self.header = _unpackDict(UHEADERSTRUCT, self.fileObj)\n", " 253 self.shape = TYPE_DISPATCH[self.header['Shape Type']]\n", "\n", "~/anaconda2/envs/gisenv/lib/python3.4/site-packages/pysal/core/util/shapefile.py in __init__(self, fileName, mode)\n", " 440 \n", " 441 if mode == 'r':\n", "--> 442 self._open_shx_file()\n", " 443 elif mode == 'w':\n", " 444 self._create_shx_file()\n", "\n", "~/anaconda2/envs/gisenv/lib/python3.4/site-packages/pysal/core/util/shapefile.py in _open_shx_file(self)\n", " 462 \n", " 463 self.__isreadable()\n", "--> 464 self.fileObj = open(self.fileName + '.shx', 'rb')\n", " 465 self._header = _unpackDict(UHEADERSTRUCT, self.fileObj)\n", " 466 self.numRecords = numRecords = (self._header['File Length'] - 50) // 4\n", "\n", "FileNotFoundError: [Errno 2] No such file or directory: '/home/dhankar/Desktop/Geo_1/data/texas.shx'\n", "\n", "\"\"\"\n", "\n", "\n" ] }, { "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": "code", "execution_count": 79, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "### GET DATA Points out of this FILE only for TEXAS ...\n", "\n", "\n", "\n", "\n", "# Visualizing the POLYGONS of NAT.shp \n", "#\n", "%matplotlib inline\n", "\n", "import random as rdm\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "from pysal.contrib.viz import mapping as maps\n", "#\n", "fig3 = plt.figure(figsize=(9, 9), dpi=100)\n", "\n", "#\n", "\n", "shp_f3 = ps.open(nat_shp)\n", "#\n", "print(type(shp_f3))\n", "#\n", "base = maps.map_poly_shp(shp_f3)\n", "base.set_facecolor('white')\n", "base.set_linewidth(0.25)\n", "base.set_edgecolor('0.2') ## 0.8 --- gives Light Greyish edges \n", "\n", "\n", "ax3 = maps.setup_ax([base],[shp_f3.bbox, shp_f3.bbox, shp_f3.bbox])\n", "print(type(ax3))\n", "\n", "\n", "fig3.add_axes(ax3)\n", "plt.show()\n", "\n" ] }, { "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": "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": "code", "execution_count": 43, "metadata": { "collapsed": false }, "outputs": [ { "ename": "NameError", "evalue": "name 'figure' is not defined", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mNameError\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[0mf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfigure\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 2\u001b[0m \u001b[0max\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madd_subplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m111\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mpoly_collection\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mviz\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmap_poly_shp\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mps\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpath_shp_file\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mpoly_collection\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_facecolor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'none'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madd_collection\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpoly_collection\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mNameError\u001b[0m: name 'figure' is not defined" ] } ], "source": [ "#SOURCE -- https://github.com/pysal/notebooks/blob/master/notebooks/PySAL_io.ipynb\n", "# Hold for now \n", "\n", "\"\"\"\n", "f = figure()\n", "ax = f.add_subplot(111)\n", "poly_collection = viz.map_poly_shp(ps.open(path_shp_file))\n", "poly_collection.set_facecolor('none')\n", "ax.add_collection(poly_collection)\n", "ax.autoscale_view()\n", "ax.set_frame_on(False)\n", "ax.axes.get_yaxis().set_visible(False)\n", "ax.axes.get_xaxis().set_visible(False)\n", "show()\n", "\"\"\"\n" ] }, { "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": [ "## What are .shp -SHAPE Files ? --- https://www.esri.com/library/whitepapers/pdfs/shapefile.pdf\n", "## PySAL reading -SHAPE Files --- \n", "## \n", "\n", "path_shp_file = \"/media/dhankar/Dhankar_1/a1_18/a1____GeoSpatialANAL/GIS_DATA/ShapeFiles/tl_2010_02_place10.shp\"\n", "\n", "print(\"path_shp_file____\",path_shp_file)\n", "#\n", "shp_f = ps.open(path_shp_file)\n", "#\n", "print(type(shp_f))\n", "#\n", "# " ] }, { "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": "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": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## MARKOV based methods - significance in GEOMATICS \n", "#\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "## MARKOV based methods - significance in GEOMATICS \n", "# https://brilliant.org/wiki/markov-chains/\n", "# https://en.wikipedia.org/wiki/Markov_chain\n", "\n", "# Cross refer the CRAN -- \n", "# https://cran.r-project.org/web/packages/markovchain/vignettes/an_introduction_to_markovchain_package.pdf\n" ] }, { "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": "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": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [conda env:gisenv]", "language": "python", "name": "conda-env-gisenv-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.4.5" } }, "nbformat": 4, "nbformat_minor": 1 }