Data.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Open a CSV file using Pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>se</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5.4</td>\n",
       "      <td>3.9</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.4</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>4.4</td>\n",
       "      <td>2.9</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.1</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>5.4</td>\n",
       "      <td>3.7</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>4.8</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>4.8</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.1</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>4.3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>5.8</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>5.7</td>\n",
       "      <td>4.4</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.4</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>5.4</td>\n",
       "      <td>3.9</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>5.7</td>\n",
       "      <td>3.8</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.3</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.8</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.3</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    sepal_length  sepal_width  petal_length  petal_width species\n",
       "0            5.1          3.5           1.4          0.2      se\n",
       "1            4.9          3.0           1.4          0.2  setosa\n",
       "2            4.7          3.2           1.3          0.2  setosa\n",
       "3            4.6          3.1           1.5          0.2  setosa\n",
       "4            5.0          3.6           1.4          0.2  setosa\n",
       "5            5.4          3.9           1.7          0.4  setosa\n",
       "6            4.6          3.4           1.4          0.3  setosa\n",
       "7            5.0          3.4           1.5          0.2  setosa\n",
       "8            4.4          2.9           1.4          0.2  setosa\n",
       "9            4.9          3.1           1.5          0.1  setosa\n",
       "10           5.4          3.7           1.5          0.2  setosa\n",
       "11           4.8          3.4           1.6          0.2  setosa\n",
       "12           4.8          3.0           1.4          0.1  setosa\n",
       "13           4.3          3.0           1.1          0.1  setosa\n",
       "14           5.8          4.0           1.2          0.2  setosa\n",
       "15           5.7          4.4           1.5          0.4  setosa\n",
       "16           5.4          3.9           1.3          0.4  setosa\n",
       "17           5.1          3.5           1.4          0.3  setosa\n",
       "18           5.7          3.8           1.7          0.3  setosa\n",
       "19           5.1          3.8           1.5          0.3  setosa"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas\n",
    "df = pandas.read_csv('../data/iris.csv')\n",
    "df.head(20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Read a GeoJSON file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "\n",
    "with open('../data/Museums_in_DC.geojson') as f:\n",
    "    s = json.loads(f.read())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'features': [{'geometry': {'coordinates': [-76.995003703568,\n",
       "     38.9328428790235],\n",
       "    'type': 'Point'},\n",
       "   'properties': {'ADDRESS': '716 MONROE STREET NE',\n",
       "    'ADDRESS_ID': 309744,\n",
       "    'ALTNAME': 'AMERICAN POETRY MUSEUM',\n",
       "    'LEGALNAME': 'HERITAGE US',\n",
       "    'NAME': 'AMERICAN POETRY MUSEUM',\n",
       "    'OBJECTID': 1,\n",
       "    'WEBURL': ' http://americanpoetrymuseum.org/'},\n",
       "   'type': 'Feature'},\n",
       "  {'geometry': {'coordinates': [-77.01958878310639, 38.89911061096782],\n",
       "    'type': 'Point'},\n",
       "   'properties': {'ADDRESS': '719 6TH STREET NW',\n",
       "    'ADDRESS_ID': 238949,\n",
       "    'ALTNAME': ' ',\n",
       "    'LEGALNAME': 'CORCORAN GALLERY OF ART',\n",
       "    'NAME': 'GERMAN-AMERICAN HERITAGE MUSEUM',\n",
       "    'OBJECTID': 2,\n",
       "    'WEBURL': 'http://gahmusa.org/'},\n",
       "   'type': 'Feature'},\n",
       "  {'geometry': {'coordinates': [-77.04460619923155, 38.908030206509885],\n",
       "    'type': 'Point'},\n",
       "   'properties': {'ADDRESS': '1307 NEW HAMPSHIRE AVENUE NW',\n",
       "    'ADDRESS_ID': 241060,\n",
       "    'ALTNAME': 'HEURICH HOUSE FOUNDATION',\n",
       "    'LEGALNAME': 'U.S. DEPARTMENT OF THE INTERIOR MUSEUM',\n",
       "    'NAME': 'HEURICH HOUSE FOUNDATION',\n",
       "    'OBJECTID': 3,\n",
       "    'WEBURL': 'HTTP://HEURICHHOUSE.ORG'},\n",
       "   'type': 'Feature'},\n",
       "  {'geometry': {'coordinates': [-77.02550917725944, 38.88796214949963],\n",
       "    'type': 'Point'},\n",
       "   'properties': {'ADDRESS': '950 INDEPENDENCE AVENUE SW',\n",
       "    'ADDRESS_ID': 293262,\n",
       "    'ALTNAME': 'NATIONAL MUSEUM OF AFRICAN ART',\n",
       "    'LEGALNAME': 'BUILDING PRESERVATION FOUNDATION',\n",
       "    'NAME': 'NATIONAL MUSEUM OF AFRICAN ART',\n",
       "    'OBJECTID': 4,\n",
       "    'WEBURL': 'HTTP://AFRICA.SI.EDU/'},\n",
       "   'type': 'Feature'},\n",
       "  {'geometry': {'coordinates': [-77.03820629325264, 38.899842529027275],\n",
       "    'type': 'Point'},\n",
       "   'properties': {'ADDRESS': '740 JACKSON PLACE NW',\n",
       "    'ADDRESS_ID': 218748,\n",
       "    'ALTNAME': 'THE WHITE HOUSE ENDOWMENT TRUST',\n",
       "    'LEGALNAME': 'NATIONAL BUILDING MUSEUM',\n",
       "    'NAME': 'THE WHITE HOUSE ENDOWMENT TRUST',\n",
       "    'OBJECTID': 5,\n",
       "    'WEBURL': 'HTTP://WWW.WHITEHOUSEHISTORY.ORG'},\n",
       "   'type': 'Feature'},\n",
       "  {'geometry': {'coordinates': [-76.99314290714912, 38.8829885933721],\n",
       "    'type': 'Point'},\n",
       "   'properties': {'ADDRESS': '921 PENNSYLVANIA AVENUE SE',\n",
       "    'ADDRESS_ID': 82564,\n",
       "    'ALTNAME': 'OLD NAVAL HOSPITAL FOUNDATION',\n",
       "    'LEGALNAME': 'JEWISH WAR VETERANS NATIONAL MEMORIAL MUSEUM ARCHIVES AND LI',\n",
       "    'NAME': 'OLD NAVAL HOSPITAL FOUNDATION',\n",
       "    'OBJECTID': 6,\n",
       "    'WEBURL': 'http://hillcenterdc.org/home/'},\n",
       "   'type': 'Feature'},\n",
       "  {'geometry': {'coordinates': [-77.04831079505838, 38.894135140073566],\n",
       "    'type': 'Point'},\n",
       "   'properties': {'ADDRESS': '2201 C STREET NW',\n",
       "    'ADDRESS_ID': 243360,\n",
       "    'ALTNAME': 'DIPLOMATIC ROOMS FOUNDATION',\n",
       "    'LEGALNAME': 'NATIONAL PLASTICS MUSEUM INC',\n",
       "    'NAME': 'DIPLOMATIC ROOMS FOUNDATION',\n",
       "    'OBJECTID': 7,\n",
       "    'WEBURL': 'https://diplomaticrooms.state.gov/home.aspx'},\n",
       "   'type': 'Feature'},\n",
       "  {'geometry': {'coordinates': [-77.08841712551974, 38.9390892139132],\n",
       "    'type': 'Point'},\n",
       "   'properties': {'ADDRESS': '4400 MASSACHUSETTS AVENUE NW',\n",
       "    'ADDRESS_ID': 223994,\n",
       "    'ALTNAME': 'AMERICAN UNIVERSITY MUSEUM AT THE KATZEN ARTS CENTER',\n",
       "    'LEGALNAME': 'VERNISSAGE FOUNDATION',\n",
       "    'NAME': 'AMERICAN UNIVERSITY MUSEUM AT THE KATZEN ARTS CENTER',\n",
       "    'OBJECTID': 8,\n",
       "    'WEBURL': 'HTTP://WWW.AMERICAN.EDU/CAS/MUSEUM/'},\n",
       "   'type': 'Feature'},\n",
       "  {'geometry': {'coordinates': [-77.0464284034822, 38.89880233850966],\n",
       "    'type': 'Point'},\n",
       "   'properties': {'ADDRESS': '2320 S STREET NW',\n",
       "    'ADDRESS_ID': 243164,\n",
       "    'ALTNAME': 'TEXTILE MUSEUM',\n",
       "    'LEGALNAME': 'SMITHSONIAN INSTITUTION, S. DILLON RIPLEY CENTER',\n",
       "    'NAME': 'TEXTILE MUSEUM',\n",
       "    'OBJECTID': 9,\n",
       "    'WEBURL': 'HTTP://WWW.TEXTILEMUSEUM.ORG'},\n",
       "   'type': 'Feature'},\n",
       "  {'geometry': {'coordinates': [-77.03815544194862, 38.90519711304962],\n",
       "    'type': 'Point'},\n",
       "   'properties': {'ADDRESS': '1145 17TH STREET NW',\n",
       "    'ADDRESS_ID': 290192,\n",
       "    'ALTNAME': ' ',\n",
       "    'LEGALNAME': 'CAPITOL HILL RESTORATION SOCIETY INC',\n",
       "    'NAME': 'NATIONAL GEOGRAPHIC MUSEUM',\n",
       "    'OBJECTID': 10,\n",
       "    'WEBURL': 'HTTP://WWW.NATIONALGEOGRAPHIC.COM'},\n",
       "   'type': 'Feature'},\n",
       "  {'geometry': {'coordinates': [-76.96989266812075, 38.91241055669072],\n",
       "    'type': 'Point'},\n",
       "   'properties': {'ADDRESS': '3501 NEW YORK AVENUE NE',\n",
       "    'ADDRESS_ID': 293238,\n",
       "    'ALTNAME': ' ',\n",
       "    'LEGALNAME': 'NATIONAL BONSAI FOUNDATION',\n",
       "    'NAME': 'THE NATIONAL BONSAI & PENJING MUSEUM',\n",
       "    'OBJECTID': 11,\n",
       "    'WEBURL': 'https://www.bonsai-nbf.org/contact-us/'},\n",
       "   'type': 'Feature'},\n",
       "  {'geometry': {'coordinates': [-77.04592748104784, 38.90839101941751],\n",
       "    'type': 'Point'},\n",
       "   'properties': {'ADDRESS': '2020 O STREET NW',\n",
       "    'ADDRESS_ID': 243057,\n",
       "    'ALTNAME': ' ',\n",
       "    'LEGALNAME': 'LEPIDOPTERISTS SOCIETY',\n",
       "    'NAME': 'O STREET MUSEUM',\n",
       "    'OBJECTID': 12,\n",
       "    'WEBURL': 'http://www.omuseum.org/museum/'},\n",
       "   'type': 'Feature'},\n",
       "  {'geometry': {'coordinates': [-77.0476448925699, 38.89296693766957],\n",
       "    'type': 'Point'},\n",
       "   'properties': {'ADDRESS': '2101 CONSTITUTION AVENUE NW',\n",
       "    'ADDRESS_ID': 242716,\n",
       "    'ALTNAME': 'NATIONAL ACADEMY OF SCIENCES',\n",
       "    'LEGALNAME': 'SMITHSONIAN INSTITUTION, NATURAL HISTORY MUSEUM',\n",
       "    'NAME': 'NATIONAL ACADEMY OF SCIENCES',\n",
       "    'OBJECTID': 13,\n",
       "    'WEBURL': 'WWW.NATIONALACADEMIES.ORG/NAS/ARTS'},\n",
       "   'type': 'Feature'},\n",
       "  {'geometry': {'coordinates': [-77.08878098790044, 38.92191197499568],\n",
       "    'type': 'Point'},\n",
       "   'properties': {'ADDRESS': '2401 FOXHALL ROAD NW',\n",
       "    'ADDRESS_ID': 271251,\n",
       "    'ALTNAME': 'KREEGER MUSEUM',\n",
       "    'LEGALNAME': 'CONGRESSIONAL CEMETERY',\n",
       "    'NAME': 'KREEGER MUSEUM',\n",
       "    'OBJECTID': 14,\n",
       "    'WEBURL': 'HTTP://WWW.KREEGERMUSEUM.ORG/'},\n",
       "   'type': 'Feature'},\n",
       "  {'geometry': {'coordinates': [-77.029163689541, 38.90005647268176],\n",
       "    'type': 'Point'},\n",
       "   'properties': {'ADDRESS': '1250 NEW YORK AVENUE NW',\n",
       "    'ADDRESS_ID': 279010,\n",
       "    'ALTNAME': 'THE NATIONAL MUSEUM OF WOMEN IN THE ART',\n",
       "    'LEGALNAME': 'NATIONAL MUSEUM OF HEALTH AND MEDICINE',\n",
       "    'NAME': 'THE NATIONAL MUSEUM OF WOMEN IN THE ART',\n",
       "    'OBJECTID': 15,\n",
       "    'WEBURL': 'HTTP://WWW.NMWA.ORG'},\n",
       "   'type': 'Feature'},\n",
       "  {'geometry': {'coordinates': [-77.02446647929001, 38.888201004559114],\n",
       "    'type': 'Point'},\n",
       "   'properties': {'ADDRESS': '900 JEFFERSON DRIVE SW',\n",
       "    'ADDRESS_ID': 293260,\n",
       "    'ALTNAME': ' ',\n",
       "    'LEGALNAME': 'ANACOSTIA COMMUNITY MUSEUM',\n",
       "    'NAME': 'ARTS AND INDUSTRIES BUILDING',\n",
       "    'OBJECTID': 16,\n",
       "    'WEBURL': 'http://www.si.edu/Museums/arts-and-industries-building'},\n",
       "   'type': 'Feature'},\n",
       "  {'geometry': {'coordinates': [-76.99526950368147, 38.87303084860059],\n",
       "    'type': 'Point'},\n",
       "   'properties': {'ADDRESS': '736 SICARD STREET SE',\n",
       "    'ADDRESS_ID': 311896,\n",
       "    'ALTNAME': 'NATIONAL MUSEUM OF UNITED STATES NAVY',\n",
       "    'LEGALNAME': 'BLACK SPORTS LEGENDS FOUNDATION',\n",
       "    'NAME': 'NATIONAL MUSEUM OF UNITED STATES NAVY',\n",
       "    'OBJECTID': 17,\n",
       "    'WEBURL': 'http://www.history.navy.mil/museums/NationalMuseum/org8-1.htm'},\n",
       "   'type': 'Feature'},\n",
       "  {'geometry': {'coordinates': [-77.0397427304576, 38.895854463821884],\n",
       "    'type': 'Point'},\n",
       "   'properties': {'ADDRESS': '500 17TH STREET NW',\n",
       "    'ADDRESS_ID': 279802,\n",
       "    'ALTNAME': 'CORCORAN GALLERY OF ART',\n",
       "    'LEGALNAME': 'SMITHSONIAN INSTITUTION, NATIONAL ZOOLOGICAL PARK',\n",
       "    'NAME': 'CORCORAN GALLERY OF ART',\n",
       "    'OBJECTID': 18,\n",
       "    'WEBURL': 'http://www.corcoran.org/'},\n",
       "   'type': 'Feature'},\n",
       "  {'geometry': {'coordinates': [-77.04573426864144, 38.90157618582308],\n",
       "    'type': 'Point'},\n",
       "   'properties': {'ADDRESS': '2017 I STREET NW',\n",
       "    'ADDRESS_ID': 285527,\n",
       "    'ALTNAME': 'THE ARTS CLUB OF WASHINGTON',\n",
       "    'LEGALNAME': 'SMITHSONIAN INSTITUTION, NATIONAL MUSEUM OF AFRICAN AMERICAN HISTORY AND CULTURE',\n",
       "    'NAME': 'THE ARTS CLUB OF WASHINGTON',\n",
       "    'OBJECTID': 19,\n",
       "    'WEBURL': 'HTTP://WWW.ARTSCLUBOFWASHINGTON.ORG'},\n",
       "   'type': 'Feature'},\n",
       "  {'geometry': {'coordinates': [-77.01493675564363, 38.89857205791096],\n",
       "    'type': 'Point'},\n",
       "   'properties': {'ADDRESS': '701 3RD STREET NW',\n",
       "    'ADDRESS_ID': 293253,\n",
       "    'ALTNAME': ' ',\n",
       "    'LEGALNAME': 'LILLIAN AND ALBERT SMALL JEWISH MUSEUM',\n",
       "    'NAME': 'LILLIAN AND ALBERT SMALL JEWISH MUSEUM',\n",
       "    'OBJECTID': 20,\n",
       "    'WEBURL': 'http://www.jhsgw.org/'},\n",
       "   'type': 'Feature'},\n",
       "  {'geometry': {'coordinates': [-77.00110470253333, 38.891131915241964],\n",
       "    'type': 'Point'},\n",
       "   'properties': {'ADDRESS': '320 A STREET NE',\n",
       "    'ADDRESS_ID': 38979,\n",
       "    'ALTNAME': ' ',\n",
       "    'LEGALNAME': 'COSMOS CLUB HISTORIC PRESERVATION FOUNDATION',\n",
       "    'NAME': 'FREDERICK DOUGLASS MUSEUM',\n",
       "    'OBJECTID': 21,\n",
       "    'WEBURL': 'http://www3.nahc.org/fd/'},\n",
       "   'type': 'Feature'},\n",
       "  {'geometry': {'coordinates': [-77.03108432435003, 38.89804891426683],\n",
       "    'type': 'Point'},\n",
       "   'properties': {'ADDRESS': '1334 G STREET NW',\n",
       "    'ADDRESS_ID': 240658,\n",
       "    'ALTNAME': 'ARMENIAN GENOCIDE MUSEUM AND MEMORIAL',\n",
       "    'LEGALNAME': 'GERMAN-AMERICAN HERITAGE MUSEUM',\n",
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