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@turingDH
Last active March 30, 2018 00:39
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UCI Air Quality = initial EDA
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<style>.container {width:100%;}</style>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from IPython.core.display import display, HTML\n",
"display(HTML(\"<style>.container {width:100%;}</style>\"))\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd\n",
"import re\n",
"import seaborn as sns\n",
"\n",
"from requests import get\n",
"from io import BytesIO\n",
"from zipfile import ZipFile\n",
"\n",
"%matplotlib inline "
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Date</th>\n",
" <th>Time</th>\n",
" <th>CO(GT)</th>\n",
" <th>PT08.S1(CO)</th>\n",
" <th>NMHC(GT)</th>\n",
" <th>C6H6(GT)</th>\n",
" <th>PT08.S2(NMHC)</th>\n",
" <th>NOx(GT)</th>\n",
" <th>PT08.S3(NOx)</th>\n",
" <th>NO2(GT)</th>\n",
" <th>PT08.S4(NO2)</th>\n",
" <th>PT08.S5(O3)</th>\n",
" <th>T</th>\n",
" <th>RH</th>\n",
" <th>AH</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>10/03/2004</td>\n",
" <td>18.00.00</td>\n",
" <td>2,6</td>\n",
" <td>1360.0</td>\n",
" <td>150.0</td>\n",
" <td>11,9</td>\n",
" <td>1046.0</td>\n",
" <td>166.0</td>\n",
" <td>1056.0</td>\n",
" <td>113.0</td>\n",
" <td>1692.0</td>\n",
" <td>1268.0</td>\n",
" <td>13,6</td>\n",
" <td>48,9</td>\n",
" <td>0,7578</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>10/03/2004</td>\n",
" <td>19.00.00</td>\n",
" <td>2</td>\n",
" <td>1292.0</td>\n",
" <td>112.0</td>\n",
" <td>9,4</td>\n",
" <td>955.0</td>\n",
" <td>103.0</td>\n",
" <td>1174.0</td>\n",
" <td>92.0</td>\n",
" <td>1559.0</td>\n",
" <td>972.0</td>\n",
" <td>13,3</td>\n",
" <td>47,7</td>\n",
" <td>0,7255</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>10/03/2004</td>\n",
" <td>20.00.00</td>\n",
" <td>2,2</td>\n",
" <td>1402.0</td>\n",
" <td>88.0</td>\n",
" <td>9,0</td>\n",
" <td>939.0</td>\n",
" <td>131.0</td>\n",
" <td>1140.0</td>\n",
" <td>114.0</td>\n",
" <td>1555.0</td>\n",
" <td>1074.0</td>\n",
" <td>11,9</td>\n",
" <td>54,0</td>\n",
" <td>0,7502</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>10/03/2004</td>\n",
" <td>21.00.00</td>\n",
" <td>2,2</td>\n",
" <td>1376.0</td>\n",
" <td>80.0</td>\n",
" <td>9,2</td>\n",
" <td>948.0</td>\n",
" <td>172.0</td>\n",
" <td>1092.0</td>\n",
" <td>122.0</td>\n",
" <td>1584.0</td>\n",
" <td>1203.0</td>\n",
" <td>11,0</td>\n",
" <td>60,0</td>\n",
" <td>0,7867</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>10/03/2004</td>\n",
" <td>22.00.00</td>\n",
" <td>1,6</td>\n",
" <td>1272.0</td>\n",
" <td>51.0</td>\n",
" <td>6,5</td>\n",
" <td>836.0</td>\n",
" <td>131.0</td>\n",
" <td>1205.0</td>\n",
" <td>116.0</td>\n",
" <td>1490.0</td>\n",
" <td>1110.0</td>\n",
" <td>11,2</td>\n",
" <td>59,6</td>\n",
" <td>0,7888</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Date Time CO(GT) PT08.S1(CO) NMHC(GT) C6H6(GT) PT08.S2(NMHC) \\\n",
"0 10/03/2004 18.00.00 2,6 1360.0 150.0 11,9 1046.0 \n",
"1 10/03/2004 19.00.00 2 1292.0 112.0 9,4 955.0 \n",
"2 10/03/2004 20.00.00 2,2 1402.0 88.0 9,0 939.0 \n",
"3 10/03/2004 21.00.00 2,2 1376.0 80.0 9,2 948.0 \n",
"4 10/03/2004 22.00.00 1,6 1272.0 51.0 6,5 836.0 \n",
"\n",
" NOx(GT) PT08.S3(NOx) NO2(GT) PT08.S4(NO2) PT08.S5(O3) T RH \\\n",
"0 166.0 1056.0 113.0 1692.0 1268.0 13,6 48,9 \n",
"1 103.0 1174.0 92.0 1559.0 972.0 13,3 47,7 \n",
"2 131.0 1140.0 114.0 1555.0 1074.0 11,9 54,0 \n",
"3 172.0 1092.0 122.0 1584.0 1203.0 11,0 60,0 \n",
"4 131.0 1205.0 116.0 1490.0 1110.0 11,2 59,6 \n",
"\n",
" AH \n",
"0 0,7578 \n",
"1 0,7255 \n",
"2 0,7502 \n",
"3 0,7867 \n",
"4 0,7888 "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"##### UCI csv in zip file with another (Excel). Save csv as text and create Pandas DF\n",
"request = get('https://archive.ics.uci.edu/ml/machine-learning-databases/00360/AirQualityUCI.zip')\n",
"zip_file = ZipFile(BytesIO(request.content))\n",
"files = zip_file.namelist()\n",
"\n",
"for i, v in enumerate(files):\n",
" if bool(re.search(r'\\.csv$', files[i])) != True:\n",
" del files[i]\n",
"\n",
"s=str(zip_file.read(files[0]),'utf-8')\n",
"file = open(\"AirQualityUCI.txt\",\"w\") \n",
"file.write(s)\n",
"\n",
"airQuality = pd.read_csv('AirQualityUCI.txt', sep=';', header=0)\n",
"airQuality = airQuality.loc[:, ~airQuality.columns.str.contains('^Unnamed')]\n",
"airQuality.head()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"114\n",
"114\n",
"114\n",
"0\n"
]
}
],
"source": [
"##### What do we have for NaNs\n",
"print(airQuality['T'].isnull().sum())\n",
"print(airQuality['C6H6(GT)'].isnull().sum())\n",
"print(airQuality.shape[0] - airQuality[~airQuality['Date'].isnull()].shape[0])\n",
"\n",
"# just remove NaN records\n",
"airQuality = airQuality[~airQuality['Date'].isnull()]\n",
"print(airQuality[airQuality['Date'].isnull()].shape[0])"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"Date object\n",
"Time object\n",
"CO(GT) object\n",
"PT08.S1(CO) float64\n",
"NMHC(GT) float64\n",
"C6H6(GT) object\n",
"PT08.S2(NMHC) float64\n",
"NOx(GT) float64\n",
"PT08.S3(NOx) float64\n",
"NO2(GT) float64\n",
"PT08.S4(NO2) float64\n",
"PT08.S5(O3) float64\n",
"T object\n",
"RH object\n",
"AH object\n",
"dtype: object"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"airQuality.dtypes"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"##### curious about the two NO variables. They both have records with value of -200 as minimum. Maybe those are erroneous? Removing them and exploring further.\n",
"aQ2_noMinNO = airQuality[ (airQuality['NOx(GT)']!=airQuality['NOx(GT)'].min()) & (airQuality['NO2(GT)']!=airQuality['NO2(GT)'].min())]\n",
"aQ2_noMinNO_pearsonr = round(np.corrcoef(aQ2_noMinNO['NOx(GT)'], aQ2_noMinNO['NO2(GT)'])[0,1], 3)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"def ecdf(data):\n",
" \"\"\"ECDF for 1-dim array of measurements. Unpack x, y when calling\"\"\"\n",
" n = len(data)\n",
" x = np.sort(data)\n",
" y = np.arange(1, n+1) / n\n",
" return x, y"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"##### ECDF; percentiles of interest; overlay Normal Dist with mean and std from df, just for fun\n",
"x_NOx, y_NOx = ecdf(aQ2_noMinNO['NOx(GT)'])\n",
"x_NO2, y_NO2 = ecdf(aQ2_noMinNO['NO2(GT)'])\n",
"\n",
"percentiles = np.array([2.5, 25, 50, 75, 97.5])\n",
"ptiles_NOx = np.percentile(aQ2_noMinNO['NOx(GT)'], percentiles)\n",
"ptiles_NO2 = np.percentile(aQ2_noMinNO['NO2(GT)'], percentiles)\n",
"\n",
"def overlayDist(data):\n",
" mu = np.mean(data)\n",
" sigma = np.std(data) \n",
" GaussSamples = np.random.normal(mu, sigma, size=10000)\n",
" x_theor, y_theor = ecdf(GaussSamples)\n",
" #ExponSamples = np.random.exponential(mu, size=10000) \n",
" #x_theor, y_theor = ecdf(ExponSamples)\n",
" _ = plt.plot(x_theor, y_theor)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
"<matplotlib.figure.Figure at 0x7f0dd6576860>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"##### ECDF and percentiles Seaborns. Obviously different x-scales. Smart to normalize x ranges?\n",
"_= plt.rcParams[\"figure.figsize\"] = (28, 7)\n",
"sns.set()\n",
"\n",
"\n",
"_= plt.subplot(1, 2, 1)\n",
"_= plt.plot(x_NOx, y_NOx, marker='.', linestyle='none', alpha=.3)\n",
"_= plt.plot(ptiles_NOx, percentiles/100, marker='D', color='red', linestyle='none', alpha=.75)\n",
"overlayDist(aQ2_noMinNO['NOx(GT)'])\n",
"_= plt.xlabel('NOx')\n",
"_= plt.ylabel('ECDF & Gaussian Overlay')\n",
"_= plt.margins(.02)\n",
"#r'This is an expression $e^{\\sin(\\omega\\phi)}$'\n",
"#print('Pearson R: {0:.3f} \\nr^2: {1:.3f}'.format(aQ2_noMinNO_pearsonr, aQ2_noMinNO_pearsonr**2))\n",
"\n",
"\n",
"_= plt.subplot(1, 2, 2)\n",
"_= plt.plot(x_NO2, y_NO2, marker='.', linestyle='none', alpha=.3)\n",
"_= plt.plot(ptiles_NO2, percentiles/100, marker='D', color='red', linestyle='none', alpha=.75)\n",
"overlayDist(aQ2_noMinNO['NO2(GT)'])\n",
"_= plt.xlabel('NO2')\n",
"_= plt.ylabel('ECDF & Gaussian Overlay')\n",
"\n",
"\n",
"_= plt.margins(.02)\n",
"_= plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x7f0dde829208>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_ = plt.plot(aQ2_noMinNO['NO2(GT)'], aQ2_noMinNO['NOx(GT)'], marker='.', linestyle='none')\n",
"\n",
"a, b = np.polyfit(aQ2_noMinNO['NO2(GT)'], aQ2_noMinNO['NOx(GT)'], 1)\n",
"\n",
"x = np.array([0, aQ2_noMinNO['NO2(GT)'].max()])\n",
"y = a*x + b\n",
"\n",
"_ = plt.plot(x, y)\n",
"_ = plt.xlabel('NO2(GT)')\n",
"_ = plt.ylabel('NOx(GT)')\n",
"plt.text(0, aQ2_noMinNO['NOx(GT)'].max()*.8, '{4} (Pearson R): {0:.3f} \\nr^2: {1:.3f} \\n\\nslope: {2:.3f} \\nIntercept: {3:.3f}'.format(aQ2_noMinNO_pearsonr, aQ2_noMinNO_pearsonr**2, a, b, chr(961)))\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x7f0dd6109dd8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"variousSlopes = np.linspace(1, 4.5, 1000)\n",
"\n",
"rss = np.empty_like(variousSlopes)\n",
"\n",
"for i, v in enumerate(variousSlopes):\n",
" rss[i] = np.sum((aQ2_noMinNO['NOx(GT)'] - v*aQ2_noMinNO['NO2(GT)'] - 2) ** 2)\n",
"\n",
"# Plot the RSS\n",
"plt.plot(variousSlopes, rss, '-')\n",
"plt.xlabel('slope (NOx(GT) / NO2(GT))')\n",
"plt.ylabel('sum of square of residuals')\n",
"plt.annotate('Min Calculated Slope', \n",
" xy=(variousSlopes[np.argmin(rss)], np.sum((aQ2_noMinNO['NOx(GT)'] - variousSlopes[np.argmin(rss)] * aQ2_noMinNO['NO2(GT)'] - 2) ** 2)), \n",
" xytext=(variousSlopes[np.argmin(rss)] * 1.1, np.sum((aQ2_noMinNO['NOx(GT)'] - variousSlopes[np.argmin(rss)] * aQ2_noMinNO['NO2(GT)'] - 2) ** 2) * 1.25), \n",
" arrowprops={'facecolor':'black', 'alpha':.5})\n",
"plt.annotate('Min Slope Polyfit(1)', \n",
" xy=(a, np.sum((aQ2_noMinNO['NOx(GT)'] - a * aQ2_noMinNO['NO2(GT)'] - 2) ** 2)), \n",
" xytext=(a * .85, np.sum((aQ2_noMinNO['NOx(GT)'] - a * aQ2_noMinNO['NO2(GT)'] - 2) ** 2) * 1.1), \n",
" arrowprops={'facecolor':'black', 'alpha':.5})\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"slope of 3.361 has RSS of 287,025,372\n",
"slope of 2.349 has RSS of 167,963,716\n"
]
}
],
"source": [
"print('slope of {0:.3f} has RSS of {1:,}'.format(a, int(np.rint(np.sum((aQ2_noMinNO['NOx(GT)'] - a * aQ2_noMinNO['NO2(GT)'] - 2) ** 2)))))\n",
"print('slope of {0:.3f} has RSS of {1:,}'.format(variousSlopes[np.argmin(rss)], int(np.rint(np.sum((aQ2_noMinNO['NOx(GT)'] - variousSlopes[np.argmin(rss)] * aQ2_noMinNO['NO2(GT)'] - 2) ** 2)))))"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"# TODO: I assumed the slopes would be the same. Perhaps RSS calculation is incorrect, or I need to force zero intercept, ..."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"bs slope: 3.337 \tData Slope 3.361 \t\tDelta from data: -0.007% \n",
"bs intercept: -128.916 \tData intercept: -133.112 \tDelta from data: 0.994%\n"
]
}
],
"source": [
"##### pairs bootstrap via indices once\n",
"inds = np.arange(len(aQ2_noMinNO['NO2(GT)']))\n",
"bs_indices = np.random.choice(inds, len(inds))\n",
"\n",
"aQ2_noMinNO_NO2_GT = aQ2_noMinNO['NO2(GT)'].iloc[bs_indices]\n",
"aQ2_noMinNO_NOx_GT = aQ2_noMinNO['NOx(GT)'].iloc[bs_indices]\n",
"\n",
"bs_slope, bs_intercept = np.polyfit(aQ2_noMinNO_NO2_GT, aQ2_noMinNO_NOx_GT, 1)\n",
"print('bs slope: {0:.3f} \\tData Slope {1:.3f} \\t\\tDelta from data: {2:.3f}% \\nbs intercept: {3:.3f} \\tData intercept: {4:.3f} \\tDelta from data: {5:.3f}%'\\\n",
" .format(bs_slope, a, (bs_slope-a)/a , bs_intercept, b, (bs_intercept-a)/b))\n"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x7f0dd6115e10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"##### loop through pairs bootstrap and plot confidence ints for both lin reg params\n",
"\n",
"def draw_bs_pairs_linreg(x, y, size=2):\n",
" \"\"\"Perform pairs bootstrap for linear regression.\"\"\"\n",
"\n",
" # Set up array of indices to sample from: inds\n",
" inds = np.arange(len(x))\n",
"\n",
" # Initialize replicates: bs_slope_reps, bs_intercept_reps\n",
" bs_slope_reps = np.empty(size)\n",
" bs_intercept_reps = np.empty(size)\n",
"\n",
" # Generate replicates\n",
" for i in range(size):\n",
" bs_inds = np.random.choice(inds, size=len(inds))\n",
" bs_x, bs_y = x.iloc[bs_inds], y.iloc[bs_inds]\n",
" bs_slope_reps[i], bs_intercept_reps[i] = np.polyfit(bs_x, bs_y, 1)\n",
"\n",
" return bs_slope_reps, bs_intercept_reps\n",
"\n",
"\n",
"\n",
"# Generate replicates of slope and intercept using pairs bootstrap\n",
"bs_slope_reps, bs_intercept_reps = draw_bs_pairs_linreg(aQ2_noMinNO['NO2(GT)'], aQ2_noMinNO['NOx(GT)'], 1000)\n",
"\n",
"\n",
"\n",
"def bs_confInts_plots(whichLinRegPar, parLabel):\n",
" \"\"\"Compute and print 95% CI for either bs slope or bs intercept. Plot normed hist\"\"\"\n",
" \n",
" confIntLower, confIntHigher = np.percentile(whichLinRegPar, [2.5, 97.5])\n",
"\n",
" # Plot the histogram. n, bins, patches...use max n for test height\n",
" n, b, p = plt.hist(whichLinRegPar, bins=100, normed=True, alpha=.75)\n",
" _ = plt.axvline(confIntLower, color='k', linestyle='dashed', linewidth=.5)\n",
" _ = plt.text(confIntLower + abs(confIntLower * 0.0005), n.max(), 'Lower @ 95% Confidence')\n",
"\n",
" _ = plt.axvline(confIntHigher, color='k', linestyle='dashed', linewidth=.5)\n",
" _ = plt.text(confIntHigher + abs(confIntHigher * 0.0005), n.max(), 'Upper @ 95% Confidence')\n",
" \n",
" _ = plt.xlabel(parLabel)\n",
" _ = plt.ylabel('PDF')\n",
"\n",
"\n",
"_ = plt.subplot(1, 2, 1)\n",
"bs_confInts_plots(bs_slope_reps, 'slope')\n",
"\n",
"_ = plt.subplot(1, 2, 2)\n",
"bs_confInts_plots(bs_intercept_reps, 'intercept')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x7f0dd6181b70>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## reg lin end points\n",
"x = np.array([0, int(aQ2_noMinNO['NO2(GT)'].max())])\n",
"\n",
"# Plot the bootstrap lines\n",
"for i in range(int(aQ2_noMinNO['NO2(GT)'].max())):\n",
" _ = plt.plot(x, bs_slope_reps[i]*x + bs_intercept_reps[i], linewidth=0.5, alpha=0.3, color='red')\n",
"\n",
"_ = plt.plot(aQ2_noMinNO['NO2(GT)'], aQ2_noMinNO['NOx(GT)'], marker='.', linestyle='none')\n",
"_ = plt.xlabel('NO2(GT)')\n",
"_ = plt.ylabel('NOx(GT)')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.6.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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