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Minor fixes to midas_demo.ipynb #2

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Minor fixes to midas_demo.ipynb #2

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10 changes: 5 additions & 5 deletions midas_demo.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -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",
Expand Down Expand Up @@ -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"
]
},
Expand Down Expand Up @@ -148,7 +148,7 @@
"metadata": {},
"outputs": [],
"source": [
"??Midas.generate_samples()"
"??MIDAS.generate_samples()"
]
},
{
Expand All @@ -157,7 +157,7 @@
"metadata": {},
"outputs": [],
"source": [
"??Midas"
"??MIDAS"
]
},
{
Expand Down Expand Up @@ -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))"
]
},
{
Expand Down