From 116026a3b81ec0641027ee089c7fca614c5b0d9e Mon Sep 17 00:00:00 2001
From: Jack <jackbow@users.noreply.github.com>
Date: Tue, 13 Feb 2018 02:06:29 -0500
Subject: [PATCH] Minor fixes to midas_demo.ipynb

a couple things weren't working and now they are
---
 midas_demo.ipynb | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/midas_demo.ipynb b/midas_demo.ipynb
index 4f8ad06..64d25c7 100644
--- a/midas_demo.ipynb
+++ b/midas_demo.ipynb
@@ -20,7 +20,7 @@
    },
    "outputs": [],
    "source": [
-    "from midas import Midas\n",
+    "from midas import MIDAS\n",
     "from sklearn.preprocessing import MinMaxScaler\n",
     "import numpy as np\n",
     "import pandas as pd\n",
@@ -52,7 +52,7 @@
     "    return spike_in\n",
     "\n",
     "spike_in = spike_in_generation(data_0)\n",
-    "original value = data_0.iloc[50, 0]\n",
+    "original_value = data_0.iloc[50, 0]\n",
     "data_0[spike_in == 1] = np.nan"
    ]
   },
@@ -148,7 +148,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "??Midas.generate_samples()"
+    "??MIDAS.generate_samples()"
    ]
   },
   {
@@ -157,7 +157,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "??Midas"
+    "??MIDAS"
    ]
   },
   {
@@ -225,7 +225,7 @@
     "print(\"Imputed values:\")\n",
     "print(imputed_vals)\n",
     "print(\"Imputation mean:\", np.mean(imputed_vals))\n",
-    "print(\"Imputation standard deviation:\", np.stddev(imputed_vals))"
+    "print(\"Imputation standard deviation:\", np.std(imputed_vals))"
    ]
   },
   {