From 951fc4fe157d287d8aa5635ddafb27401374fe4a Mon Sep 17 00:00:00 2001
From: Kevin Markham <justmarkham@gmail.com>
Date: Tue, 12 Mar 2019 11:40:11 -0400
Subject: [PATCH] fix path to stocks dataset

---
 pandas_multiindex.ipynb | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/pandas_multiindex.ipynb b/pandas_multiindex.ipynb
index bbd7e03..12c64d3 100644
--- a/pandas_multiindex.ipynb
+++ b/pandas_multiindex.ipynb
@@ -138,7 +138,7 @@
     }
    ],
    "source": [
-    "stocks = pd.read_csv('http://bit.ly/smallstocks')\n",
+    "stocks = pd.read_csv('data/stocks.csv')\n",
     "stocks"
    ]
   },
@@ -233,7 +233,7 @@
      "data": {
       "text/plain": [
        "MultiIndex(levels=[['AAPL', 'CSCO', 'MSFT'], ['2016-10-03', '2016-10-04', '2016-10-05']],\n",
-       "           labels=[[0, 0, 0, 1, 1, 1, 2, 2, 2], [0, 1, 2, 0, 1, 2, 0, 1, 2]],\n",
+       "           codes=[[0, 0, 0, 1, 1, 1, 2, 2, 2], [0, 1, 2, 0, 1, 2, 0, 1, 2]],\n",
        "           names=['Symbol', 'Date'])"
       ]
      },
@@ -795,7 +795,7 @@
      "data": {
       "text/plain": [
        "MultiIndex(levels=[['AAPL', 'CSCO', 'MSFT'], ['2016-10-03', '2016-10-04', '2016-10-05']],\n",
-       "           labels=[[1, 0, 2, 0, 2, 1, 2, 1, 0], [0, 0, 0, 1, 1, 1, 2, 2, 2]],\n",
+       "           codes=[[1, 0, 2, 0, 2, 1, 2, 1, 0], [0, 0, 0, 1, 1, 1, 2, 2, 2]],\n",
        "           names=['Symbol', 'Date'])"
       ]
      },
@@ -1454,7 +1454,7 @@
     }
    ],
    "source": [
-    "close = pd.read_csv('stocks.csv', usecols=[0, 1, 3], index_col=['Symbol', 'Date']).sort_index()\n",
+    "close = pd.read_csv('data/stocks.csv', usecols=[0, 1, 3], index_col=['Symbol', 'Date']).sort_index()\n",
     "close"
    ]
   },
@@ -1557,7 +1557,7 @@
     }
    ],
    "source": [
-    "volume = pd.read_csv('stocks.csv', usecols=[0, 2, 3], index_col=['Symbol', 'Date']).sort_index()\n",
+    "volume = pd.read_csv('data/stocks.csv', usecols=[0, 2, 3], index_col=['Symbol', 'Date']).sort_index()\n",
     "volume"
    ]
   },
@@ -1814,7 +1814,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.0"
+   "version": "3.7.2"
   }
  },
  "nbformat": 4,