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predicting_collisions_api.ipynb
768 lines (768 loc) · 574 KB
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predicting_collisions_api.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Predicting Seattle Collisions"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# importing libraries\n",
"import matplotlib\n",
"import pandas as pd\n",
"import numpy as np\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"import functions as fn\n",
"import datetime\n",
"\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.metrics import mean_absolute_error\n",
"from sklearn.pipeline import make_pipeline\n",
"from sklearn.model_selection import GridSearchCV\n",
"from sklearn.model_selection import KFold\n",
"from sklearn.neighbors import KNeighborsRegressor\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Loading the dataset"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"# loading the data set\n",
"filepath = 'data/'\n",
"df = pd.read_csv(filepath + 'Collisions.csv')\n",
"weather = pd.read_csv(filepath + 'weather.csv')\n",
"df = df[pd.to_datetime(df.INCDATE).dt.year >= 2008]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We have a big dataset of over 200k collisions over the past 14 years. Since we are predicting collisions per day, we filtered the data for last 10 years to capture the recent trends in the modeling.\n",
"\n",
"In categorizing some of the data, we thought it would be useful in separating the lighting conditions into day and night because we found some patterns occur depending on different lighting conditions. We initially thought that this sinusoidal pattern from the EDA represented a trend in when collisions occur, but upon further exploring through the data we found it weird that temperature might be correlating with the collision occurrences. We realized that there could be a confounding variable. Both temperature and collisions that occur in the day and night are correlated with the number of hours of daylight that occur throughout the year. It makes sense that as winter approaches, the number of hours in daylight decreases. Lower hours of day, means there is less time for collisions in the day and drops in temperature due to less exposure from the sun. But we still found that this information might represent useful information so we grouped them to ‘Day’ and ‘Night’."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Data Prep: Adding Features"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"# Adding new columns to the data\n",
"\n",
"df['dayofweek'] = pd.to_datetime(df.INCDATE).dt.dayofweek\n",
"df['weekofyear'] = pd.to_datetime(df.INCDATE).dt.weekofyear\n",
"df['month'] = pd.to_datetime(df.INCDATE).dt.month\n",
"df = df.rename(columns={'INCDATE': 'DATE'})\n",
"df['LIGHTCOND'] = df.LIGHTCOND.replace('Dark - No Street Lights', 'Night')\n",
"df['LIGHTCOND'] = df.LIGHTCOND.replace('Dark - Street Lights Off', 'Night')\n",
"df['LIGHTCOND'] = df.LIGHTCOND.replace('Dark - Street Lights On', 'Night')\n",
"df['LIGHTCOND'] = df.LIGHTCOND.replace('Dawn', 'Day')\n",
"df['LIGHTCOND'] = df.LIGHTCOND.replace('Daylight', 'Day')\n",
"df['LIGHTCOND'] = df.LIGHTCOND.replace('Dusk', 'Day')\n",
"df = df.loc[df['LIGHTCOND'].isin(['Day','Night'])]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Since there could be seasonal differences in when collisions occur, we decided to group the information based on the date information such as weekofyear, month and day of week."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"# Grouping the data using date\n",
"df = df.groupby(['DATE','weekofyear','dayofweek','month', 'LIGHTCOND']).size().reset_index(name='collisions')\n",
"df['DATE'] = pd.to_datetime(df.DATE)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The weather data might also be important in determining when collisions occur such as precipitation (rain) and temperature so we included these in our model as well."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"# Merge weather with the collision data\n",
"weather['DATE'] = pd.to_datetime(weather.DATE)\n",
"df = pd.merge(df, weather[['DATE','PRCP','TMAX','TMIN']])"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"# Adding column to get the daylight hours\n",
"df['daylight_hrs'] = list(map(fn.hours_of_daylight, df.DATE))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## One Hot Encoding"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"# Encoding the data using One Hot Encoding\n",
"df_dum = pd.get_dummies(df, columns=['weekofyear','dayofweek','month','LIGHTCOND'])\n",
"df_dum = df_dum[df_dum.columns[2:80]]"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>PRCP</th>\n",
" <th>TMAX</th>\n",
" <th>TMIN</th>\n",
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],
"text/plain": [
" PRCP TMAX TMIN daylight_hrs weekofyear_1 weekofyear_2 weekofyear_3 \\\n",
"0 0.00 47 41 8.290187 1 0 0 \n",
"1 0.00 47 41 8.290187 1 0 0 \n",
"2 0.40 46 37 8.304641 1 0 0 \n",
"3 0.40 46 37 8.304641 1 0 0 \n",
"4 0.19 49 40 8.320386 1 0 0 \n",
"\n",
" weekofyear_4 weekofyear_5 weekofyear_6 ... month_5 \\\n",
"0 0 0 0 ... 0 \n",
"1 0 0 0 ... 0 \n",
"2 0 0 0 ... 0 \n",
"3 0 0 0 ... 0 \n",
"4 0 0 0 ... 0 \n",
"\n",
" month_6 month_7 month_8 month_9 month_10 month_11 month_12 \\\n",
"0 0 0 0 0 0 0 0 \n",
"1 0 0 0 0 0 0 0 \n",
"2 0 0 0 0 0 0 0 \n",
"3 0 0 0 0 0 0 0 \n",
"4 0 0 0 0 0 0 0 \n",
"\n",
" LIGHTCOND_Day LIGHTCOND_Night \n",
"0 1 0 \n",
"1 0 1 \n",
"2 1 0 \n",
"3 0 1 \n",
"4 1 0 \n",
"\n",
"[5 rows x 78 columns]"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_dum.head()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"# splitting the data into Training and Testing\n",
"train_features, test_features, train_outcomes, test_outcomes = train_test_split(\n",
" df_dum,\n",
" df['collisions'],\n",
" test_size = 0.3,\n",
" stratify=df.weekofyear\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Modeling: KNN Regressor"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We decided to use a KNN regressor for predicting our collisions."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/model_selection/_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
" warnings.warn(CV_WARNING, FutureWarning)\n",
"/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/preprocessing/data.py:323: DataConversionWarning: Data with input dtype uint8, int64, float64 were all converted to float64 by MinMaxScaler.\n",
" return self.partial_fit(X, y)\n",
"/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/preprocessing/data.py:323: DataConversionWarning: Data with input dtype uint8, int64, float64 were all converted to float64 by MinMaxScaler.\n",
" return self.partial_fit(X, y)\n",
"/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/preprocessing/data.py:323: DataConversionWarning: Data with input dtype uint8, int64, float64 were all converted to float64 by MinMaxScaler.\n",
" return self.partial_fit(X, y)\n",
"/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/preprocessing/data.py:323: DataConversionWarning: Data with input dtype uint8, int64, float64 were all converted to float64 by MinMaxScaler.\n",
" return self.partial_fit(X, y)\n",
"/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/preprocessing/data.py:323: DataConversionWarning: Data with input dtype uint8, int64, float64 were all converted to float64 by MinMaxScaler.\n",
" return self.partial_fit(X, y)\n",
"/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/preprocessing/data.py:323: DataConversionWarning: Data with input dtype uint8, int64, float64 were all converted to float64 by MinMaxScaler.\n",
" return self.partial_fit(X, y)\n",
"/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/preprocessing/data.py:323: DataConversionWarning: Data with input dtype uint8, int64, float64 were all converted to float64 by MinMaxScaler.\n",
" return self.partial_fit(X, y)\n",
"/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/preprocessing/data.py:323: DataConversionWarning: Data with input dtype uint8, int64, float64 were all converted to float64 by MinMaxScaler.\n",
" return self.partial_fit(X, y)\n",
"/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/preprocessing/data.py:323: DataConversionWarning: Data with input dtype uint8, int64, float64 were all converted to float64 by MinMaxScaler.\n",
" return self.partial_fit(X, y)\n",
"/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/preprocessing/data.py:323: DataConversionWarning: Data with input dtype uint8, int64, float64 were all converted to float64 by MinMaxScaler.\n",
" return self.partial_fit(X, y)\n",
"/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/preprocessing/data.py:323: DataConversionWarning: Data with input dtype uint8, int64, float64 were all converted to float64 by MinMaxScaler.\n",
" return self.partial_fit(X, y)\n",
"/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/preprocessing/data.py:323: DataConversionWarning: Data with input dtype uint8, int64, float64 were all converted to float64 by MinMaxScaler.\n",
" return self.partial_fit(X, y)\n",
"/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/preprocessing/data.py:323: DataConversionWarning: Data with input dtype uint8, int64, float64 were all converted to float64 by MinMaxScaler.\n",
" return self.partial_fit(X, y)\n",
"/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/preprocessing/data.py:323: DataConversionWarning: Data with input dtype uint8, int64, float64 were all converted to float64 by MinMaxScaler.\n",
" return self.partial_fit(X, y)\n",
"/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/preprocessing/data.py:323: DataConversionWarning: Data with input dtype uint8, int64, float64 were all converted to float64 by MinMaxScaler.\n",
" return self.partial_fit(X, y)\n",
"/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/preprocessing/data.py:323: DataConversionWarning: Data with input dtype uint8, int64, float64 were all converted to float64 by MinMaxScaler.\n",
" return self.partial_fit(X, y)\n",
"/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/preprocessing/data.py:323: DataConversionWarning: Data with input dtype uint8, int64, float64 were all converted to float64 by MinMaxScaler.\n",
" return self.partial_fit(X, y)\n",
"/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/preprocessing/data.py:323: DataConversionWarning: Data with input dtype uint8, int64, float64 were all converted to float64 by MinMaxScaler.\n",
" return self.partial_fit(X, y)\n",
"/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/preprocessing/data.py:323: DataConversionWarning: Data with input dtype uint8, int64, float64 were all converted to float64 by MinMaxScaler.\n",
" return self.partial_fit(X, y)\n",
"/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/preprocessing/data.py:323: DataConversionWarning: Data with input dtype uint8, int64, float64 were all converted to float64 by MinMaxScaler.\n",
" return self.partial_fit(X, y)\n",
"/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/preprocessing/data.py:323: DataConversionWarning: Data with input dtype uint8, int64, float64 were all converted to float64 by MinMaxScaler.\n",
" return self.partial_fit(X, y)\n",
"/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/preprocessing/data.py:323: DataConversionWarning: Data with input dtype uint8, int64, float64 were all converted to float64 by MinMaxScaler.\n",
" return self.partial_fit(X, y)\n",
"/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/preprocessing/data.py:323: DataConversionWarning: Data with input dtype uint8, int64, float64 were all converted to float64 by MinMaxScaler.\n",
" return self.partial_fit(X, y)\n",
"/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/preprocessing/data.py:323: DataConversionWarning: Data with input dtype uint8, int64, float64 were all converted to float64 by MinMaxScaler.\n",
" return self.partial_fit(X, y)\n",
"/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/preprocessing/data.py:323: DataConversionWarning: Data with input dtype uint8, int64, float64 were all converted to float64 by MinMaxScaler.\n",
" return self.partial_fit(X, y)\n"
]
},
{
"data": {
"text/plain": [
"{'kneighborsregressor__n_neighbors': 4,\n",
" 'kneighborsregressor__weights': 'distance'}"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.preprocessing import MinMaxScaler\n",
"\n",
"scaler = MinMaxScaler()\n",
"knn_reg = KNeighborsRegressor()\n",
"\n",
"pipe = make_pipeline(scaler, knn_reg)\n",
"\n",
"param_grid = {'kneighborsregressor__n_neighbors':range(1, 5), 'kneighborsregressor__weights':[\"uniform\", \"distance\"]}\n",
"\n",
"# Perform a grid search of your pipeline\n",
"grid = GridSearchCV(pipe, param_grid, scoring=\"neg_mean_absolute_error\")\n",
"grid.fit(train_features, train_outcomes)\n",
"grid.score(test_features, test_outcomes)\n",
"grid.best_params_"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"test_data = test_features.join(test_outcomes)\n",
"test_data['preds'] = grid.predict(test_features)\n",
"test_data = pd.merge(pd.DataFrame(df.DATE), test_data, left_index = True, right_index = True)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"-4.170325207673263"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 792x504 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.subplots(figsize=(11,7))\n",
"plt.title('Actual vs Predicted Collisions', fontsize=20)\n",
"plt.xlabel('Actual')\n",
"plt.ylabel('Predicted')\n",
"plt.scatter(test_data.preds, test_data.collisions, alpha=.4)\n",
"plt.plot([0, 40], [0, 40], 'red', alpha=0.7)\n",
"grid.score(test_features, test_outcomes)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In predicting the test data, our model is able to capture the trend but is unable to get an accuracte representation of the exact daily number of collisions as shown by the variance from the data points around the line. The predicted values are often over predicting, which we notice from the slope of the line in the regression plot. It still provides a general idea of the relative number of collisions that occur throughout."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
" return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
]
},
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Time series of Actual vs Predicted Collisions')"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1440x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.subplots(figsize=(20,8))\n",
"sns.lineplot(x=test_data.DATE, y=test_data.collisions, data=test_data, alpha=0.8)\n",
"sns.lineplot(x=test_data.DATE, y=test_data.preds, data=test_data, alpha=0.8)\n",
"plt.title('Time series of Actual vs Predicted Collisions', fontsize=20)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As shown by the time plot, we are able to decently capture the trend in the occurence of collisions. We are hoping to use this predictive model together with forecast data to predict the number of collisions that occur within a 5 day forecast given from the user."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Time Series of Predicted Residuals')"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.subplots(figsize=(20,8))\n",
"sns.lineplot(x=test_data.DATE, y=test_data.collisions - test_data.preds, data=test_data, alpha=0.8)\n",
"plt.title(\"Time Series of Predicted Residuals\", fontsize=20)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Predicted Residuals')"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.subplots(figsize=(20,8))\n",
"sns.scatterplot(data = test_data.collisions - test_data.preds, alpha=0.8)\n",
"plt.title(\"Predicted Residuals\", fontsize=20)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As shown the residuals are scattered evenly, showing that our predictions are generally on the spot in terms of capturing the trend that occurs with seattle collisions. There seems to be a large underprediction between 2008 and 2009, which is an outlier. The slightly higher number of collisions could be during the global financial crisis that occurs in 2008."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Future Prediction"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We created a function to generate the test dataset based on four parameters (Precipitation, Max Temperature, Min Temperature and Datetime). The above model is used to predict the number of collisions based on the given parameters."
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"from weather import Weather, Unit\n",
"\n",
"# accepts latitude, longitude and date in format of dd mmm yyyy e.g. 05 Dec 2018 and returns the weather condition\n",
"def get_weather(date):\n",
" weather = Weather(unit=Unit.FAHRENHEIT)\n",
" lookup = weather.lookup_by_location(\"seattle\")\n",
" condition = lookup.condition\n",
" forecasts = lookup.forecast\n",
" for forecast in forecasts:\n",
" if (forecast.date == date):\n",
" print([forecast.text, int(forecast.high), int(forecast.low)])\n",
" return [forecast.text, int(forecast.high), int(forecast.low)]"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['Sunny', 45, 33]\n"
]
}
],
"source": [
"forecast = get_weather('05 Dec 2018')\n",
"TMAX = forecast[1]\n",
"TMIN = forecast[2]"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Predicted Number of Collisions: [15]\n"
]
}
],
"source": [
"# predicting collisions by calling function. Parameters: Precipitation, Temp Max, Temp Min, Datetime\n",
"features = fn.predict_collisions(0, TMAX, TMIN, datetime.datetime.now())\n",
"print('Predicted Number of Collisions:', grid.predict(features).astype(int))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}