{
"metadata": {
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.5-final"
},
"orig_nbformat": 2,
"kernelspec": {
"name": "python3",
"display_name": "Python 3",
"language": "python"
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"cells": [
{
"source": [
"## Sales Order Example"
],
"cell_type": "markdown",
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd\n",
"\n",
"from hotstepper import Steps"
]
},
{
"source": [
"Read the data file into a dataframe so we can filter some of the columns out and parse the key dates."
],
"cell_type": "markdown",
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" Order Date Ship Date Sales Quantity Profit\n",
"0 2016-11-08 2016-11-11 261.9600 2 41.9136\n",
"1 2016-11-08 2016-11-11 731.9400 3 219.5820\n",
"2 2016-06-12 2016-06-16 14.6200 2 6.8714\n",
"3 2015-10-11 2015-10-18 957.5775 5 -383.0310\n",
"4 2015-10-11 2015-10-18 22.3680 2 2.5164"
],
"text/html": "
\n\n
\n \n \n \n Order Date \n Ship Date \n Sales \n Quantity \n Profit \n \n \n \n \n 0 \n 2016-11-08 \n 2016-11-11 \n 261.9600 \n 2 \n 41.9136 \n \n \n 1 \n 2016-11-08 \n 2016-11-11 \n 731.9400 \n 3 \n 219.5820 \n \n \n 2 \n 2016-06-12 \n 2016-06-16 \n 14.6200 \n 2 \n 6.8714 \n \n \n 3 \n 2015-10-11 \n 2015-10-18 \n 957.5775 \n 5 \n -383.0310 \n \n \n 4 \n 2015-10-11 \n 2015-10-18 \n 22.3680 \n 2 \n 2.5164 \n \n \n
\n
"
},
"metadata": {},
"execution_count": 2
}
],
"source": [
"\n",
"df_orders = pd.read_excel(r'https://raw.githubusercontent.com/TangleSpace/hotstepper-data/master/data/superstore.xls',parse_dates=['Order Date', 'Ship Date'])\n",
"df_orders = df_orders[['Order Date', 'Ship Date','Sales','Quantity','Profit']]\n",
"df_orders.head()"
]
},
{
"source": [
"We can quick visualise the data and apply a smoothing curve to get a feel for the shape and typical nature of the number of open sales orders."
],
"cell_type": "markdown",
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
""
]
},
"metadata": {},
"execution_count": 3
},
{
"output_type": "display_data",
"data": {
"text/plain": "",
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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"orders_steps = Steps(True).read_dataframe(df_orders,'Order Date','Ship Date')\n",
"ax = orders_steps.plot()\n",
"ax.set_title('Open Orders')\n",
"ax.set_xlabel('Date')\n",
"ax.set_ylabel('Order Count')\n",
"orders_steps.smooth_plot(ax=ax,linewidth=5)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "",
"image/svg+xml": "\r\n\r\n\r\n\r\n \r\n \r\n \r\n \r\n 2021-03-17T12:00:48.642619 \r\n image/svg+xml \r\n \r\n \r\n Matplotlib v3.3.4, https://matplotlib.org/ \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n 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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"orders_steps.summary();"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
""
]
},
"metadata": {},
"execution_count": 5
},
{
"output_type": "display_data",
"data": {
"text/plain": "",
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kZljESpIkSZKaYRErSZIkSWqGRawkSZIkqRkWsZIkSZKkZljESpIkSZKaYRErSZIkSWqGRawkSZIkqRkWsZIkSZKkZljESpIkSZKaYRErSZIkSWqGRawkSZIkqRkWsZIkSZKkZiwZOoA0lIMyP++7T83P+0qSJEnySqwkSZIkqSEWsZIkSZKkZljESpIkSZKaYRErSZIkSWqGRawkSZIkqRkWsZIkSZKkZljESpIkSZKaYRErSZIkSWqGRawkSZIkqRkWsZIkSZKkZljESpIkSZKaYRErSZIkSWqGRawkSZIkqRkWsZIkSZKkZljESpIkSZKaYRErSZIkSWqGRawkSZIkqRkWsZIkSZKkZljESpIkSZKaYRErSZIkSWqGRawkSZIkqRkWsZIkSZKkZljESpIkSZKaYRErSZIkSWqGRawkSZIkqRkWsZIkSZKkZljESpIkSZKaYRErSZIkSWqGRawkSZIkqRkWsZIkSZKkZljESpIkSZKaYRErSZIkSWrGSovYJO9P8qskZ0zM2yzJMUl+1P+76Syv3btf50dJ9u7nbZDk80nOSPKPE+sekOQ+N8cvJUmSJElanFblSuzBwO7T5r0M+FJV3Rn4Uv/8RpJsBuwPPAC4P7B/X+w+CvgGcC/g6f26OwHrVtVJc/s1JEmSJElrg5UWsVX1NeCSabP3Aj7QT38AeOwML30UcExVXVJVlwLH0BXDVwNLgfWA9Ou+Fvj31Q0vSZIkSVq7zPWe2C2r6uf99C+ALWdYZ2vgvInn5/fzjgG2A44D3pZkT+CkqrpwZT80yb5JTkhywkUXXTTH6JIkSZKkVi1Z0zeoqkpSq7H+NcBTAZKsB3wB2CvJm4BtgUOq6shZXnsAcADA8uXLV/lnSpIkSZIWh7leif1lkq0A+n9/NcM6FwDbTDxf1s+b9I/AIcADgcuBJwEvmmMmSZIkSdIiN9ci9khg7356b+BTM6zzBWC3JJv2HTrt1s8DoJ/3GLoidilwHVDAhnPMJEmSJEla5FZliJ3DgG8Dd0lyfpJ9gDcAj0zyI+AR/XOSLE9yIEBVXULXYdPx/eM1/bwprwReV1XX0RW3DwFOBz54c/1ykiRJkqTFZaX3xFbVU2ZZtOsM654APHvi+fuB98/yvv88Mf17uiu1kiRJkiTNaq7NiSVJkiRJWnAWsZIkSZKkZljESpIkSZKaYRErSZIkSWqGRawkSZIkqRkr7Z1Ywzgo8/O++9T8vK8kSZIkLQSvxEqSJEmSmmERK0mSJElqhkWsJEmSJKkZFrGSJEmSpGZYxEqSJEmSmmERK0mSJElqhkWsJEmSJKkZFrGSJEmSpGZYxEqSJEmSmmERK0mSJElqhkWsJEmSJKkZFrGSJEmSpGZYxEqSJEmSmmERK0mSJElqhkWsJEmSJKkZFrGSJEmSpGZYxEqSJEmSmmERK0mSJElqhkWsJEmSJKkZFrGSJEmSpGZYxEqSJEmSmmERK0mSJElqhkWsJEmSJKkZFrGSJEmSpGYsGTqApMXroMzfe+9T8/fekiRJGi+vxEqSJEmSmmERK0mSJElqhkWsJEmSJKkZFrGSJEmSpGZYxEqSJEmSmmERK0mSJElqhkWsJEmSJKkZFrGSJEmSpGZYxEqSJEmSmrFk6ACSNCYHZX7ed5+an/eVJEla23glVpIkSZLUDItYSZIkSVIzLGIlSZIkSc2wiJUkSZIkNcMiVpIkSZLUDItYSZIkSVIz1qiITfLPSc5MckaSw5LcYtryDZIcnuTsJN9Jsl0/f+ckpyU5Icmd+3mbJDk6iYW1JEmSJGlGcy4Yk2wNPB9YXlX3ANYFnjxttX2AS6vqTsCbgTf2818E7AG8EHhOP28/4PVVdd1cM0mSJEmSFrc1veq5BNgwyRJgKXDhtOV7AR/op48Adk0S4Op+/aXA1Ul2ALapqmPXMI8kSZIkaRFbMtcXVtUFSf4bOBe4Cji6qo6ettrWwHn9+tckuRy4DfAfwCH9654O/DfdldgVSrIvsC/Atttuu8pZD8oqr7pa9qn5eV9JkiRJ0szWpDnxpnRXWrcHbg/cMsnTVuW1VXVKVT2wqnYB7gj8vHvLHJ7kQ0m2nOV1B1TV8qpavsUWW8w1uiRJkiSpUWvSnPgRwDlVdVFVXQ18HPizaetcAGwD0Dc53hj49dTCvmnxfsBrgf2BlwLvo7vXVpIkSZKkG1mTIvZc4IFJlvbF6K7AWdPWORLYu59+PPDlqppshPsM4KiquoTu/tjr+sfSNcglSZIkSVqk1uSe2O8kOQI4CbgGOBk4IMlrgBOq6kjgIOCDSc4GLmGi9+IkS4FnArv1s94EHAX8EXjqXHNJkiRJkhavORexAFW1P10z4EmvnFj+e+AJs7z2SmCXiedfB+65JnkkSZIkSYvbmg6xI0mSJEnSgrGIlSRJkiQ1wyJWkiRJktQMi1hJkiRJUjMsYiVJkiRJzbCIlSRJkiQ1wyJWkiRJktQMi1hJkiRJUjMsYiVJkiRJzbCIlSRJkiQ1wyJWkiRJktQMi1hJkiRJUjMsYiVJkiRJzbCIlSRJkiQ1wyJWkiRJktQMi1hJkiRJUjMsYiVJkiRJzbCIlSRJkiQ1wyJWkiRJktQMi1hJkiRJUjMsYiVJkiRJzbCIlSRJkiQ1wyJWkiRJktQMi1hJkiRJUjMsYiVJkiRJzbCIlSRJkiQ1wyJWkiRJktQMi1hJkiRJUjMsYiVJkiRJzbCIlSRJkiQ1wyJWkiRJktQMi1hJkiRJUjMsYiVJkiRJzbCIlSRJkiQ1wyJWkiRJktQMi1hJkiRJUjMsYiVJkiRJzbCIlSRJkiQ1wyJWkiRJktQMi1hJkiRJUjMsYiVJkiRJzbCIlSRJkiQ1wyJWkiRJktQMi1hJkiRJUjMsYiVJkiRJzbCIlSRJkiQ1wyJWkiRJktSMNSpik2yS5Igk309yVpIHTVueJG9LcnaS05Lcp59/lyQn9vMe1M9bkuSLSZauSSZJkiRJ0uK1pldi3wp8vqruCuwEnDVt+aOBO/ePfYF39/P/HngBsAfw4n7ePwAfqqor1zCTJEmSJGmRWjLXFybZGPhz4JkAVfVH4I/TVtsLOKSqCjiuv3K7FXA1sLR/XJ1kE+Avgd3nmkeSJEmStPjNuYgFtgcuAv43yU7AicALquqKiXW2Bs6beH5+P++dwCHABnRXZf8deH1VXbcGeSRJkiRJi9yaNCdeAtwHeHdV/SlwBfCyVXlhVZ1bVQ+rqgcBVwLLgLOSfDDJ4Ul2nOl1SfZNckKSEy666KI1iC5JkiRJatGaFLHnA+dX1Xf650fQFbWTLgC2mXi+rJ836XXAfsDzgQOBlwL7z/QDq+qAqlpeVcu32GKLNYguSZIkSWrRnIvYqvoFcF6Su/SzdgW+N221I4Fn9L0UPxC4vKp+PrUwyUOBC6vqR3T3x17XP+yhWJIkSZJ0E2tyTyzAPwGHJlkf+AnwrCTPAaiq9wBH0fVAfDZds+FnTb0wSeiuwD6pn3UAcGif6R/WMJckSZIkaRFaoyK2qk4Blk+b/Z6J5QU8d5bXFvDIiedncdPmyJIkSZIkXW9Nx4mVJEmSJGnBWMRKkiRJkpphEStJkiRJaoZFrCRJkiSpGRaxkiRJkqRmWMRKkiRJkpphEStJkiRJaoZFrCRJkiSpGRaxkiRJkqRmWMRKkiRJkpphEStJkiRJaoZFrCRJkiSpGRaxkiRJkqRmWMRKkiRJkpqxZOgAkqS1y0GZn/fdp+bnfSVJ0rh4JVaSJEmS1AyLWEmSJElSMyxiJUmSJEnNsIiVJEmSJDXDIlaSJEmS1AyLWEmSJElSMyxiJUmSJEnNsIiVJEmSJDXDIlaSJEmS1AyLWEmSJElSMyxiJUmSJEnNsIiVJEmSJDXDIlaSJEmS1IwlQweQJM3dQZm/996n5u+9JUmS5sorsZIkSZKkZljESpIkSZKaYRErSZIkSWqGRawkSZIkqRkWsZIkSZKkZljESpIkSZKaYRErSZIkSWqGRawkSZIkqRkWsZIkSZKkZljESpIkSZKaYRErSZIkSWqGRawkSZIkqRkWsZIkSZKkZiwZOoAkSWN3UObnffep+XlfSZIWM6/ESpIkSZKaYRErSZIkSWqGRawkSZIkqRkWsZIkSZKkZqxxEZtk3SQnJ/nMDMs2SHJ4krOTfCfJdv38nZOcluSEJHfu522S5OgkFtaSJEmSpBndHAXjC4CzZlm2D3BpVd0JeDPwxn7+i4A9gBcCz+nn7Qe8vqquuxkySZIkSZIWoTUqYpMsA/4COHCWVfYCPtBPHwHsmiTA1cDS/nF1kh2Abarq2DXJI0mSJEla3NZ0nNi3AC8FbjXL8q2B8wCq6poklwO3Af4DOAS4Cng68N90V2IlSZIkSZrVnK/EJnkM8KuqOnF1X1tVp1TVA6tqF+COwM+7t8zhST6UZMtZfua+/X20J1x00UVzjS5JkiRJatSaNCfeGdgzyU+BDwMPT/KhaetcAGwDkGQJsDHw66mFfdPi/YDXAvvTXdV9H/D8mX5gVR1QVcuravkWW2yxBtElSZIkSS2acxFbVf9WVcuqajvgycCXq+pp01Y7Eti7n358v05NLH8GcFRVXUJ3f+x1/WPpXHNJkiRJkhavNb0n9iaSvAY4oaqOBA4CPpjkbOASumJ3ar2lwDOB3fpZbwKOAv4IPPXmziVJkiRJat/NUsT2vQof20+/cmL+74EnzPKaK4FdJp5/HbjnzZFHkiRJkrQ43RzjxEqSJEmStCAsYiVJkiRJzbCIlSRJkiQ1wyJWkiRJktQMi1hJkiRJUjMsYiVJkiRJzbCIlSRJkiQ1wyJWkiRJktQMi1hJkiRJUjMsYiVJkiRJzbCIlSRJkiQ1wyJWkiRJktQMi1hJkiRJUjMsYiVJkiRJzbCIlSRJkiQ1wyJWkiRJktQMi1hJkiRJUjMsYiVJkiRJzbCIlSRJkiQ1Y8nQASRJ0s3roMzfe+9T8/fekiStCq/ESpIkSZKaYRErSZIkSWqGRawkSZIkqRkWsZIkSZKkZljESpIkSZKaYRErSZIkSWqGRawkSZIkqRkWsZIkSZKkZljESpIkSZKaYRErSZIkSWqGRawkSZIkqRkWsZIkSZKkZljESpIkSZKaYRErSZIkSWqGRawkSZIkqRkWsZIkSZKkZljESpIkSZKasWToAJIkSQdlft53n5qf95UkDccrsZIkSZKkZljESpIkSZKaYRErSZIkSWqGRawkSZIkqRkWsZIkSZKkZljESpIkSZKaYRErSZIkSWqGRawkSZIkqRkWsZIkSZKkZiwZOoAkSVKLDsr8vO8+NT/vK0mLxZyvxCbZJslXknwvyZlJXjDDOknytiRnJzktyX36+XdJcmI/70H9vCVJvphk6dx/HUmSJEnSYrYmzYmvAV5UVXcHHgg8N8ndp63zaODO/WNf4N39/L8HXgDsAby4n/cPwIeq6so1yCRJkiRJWsTm3Jy4qn4O/Lyf/m2Ss4Ctge9NrLYXcEhVFXBckk2SbAVcDSztH1cn2QT4S2D3ueaRJEmSJC1+N8s9sUm2A/4U+M60RVsD5008P7+f907gEGADuquy/w68vqquW8nP2Zfuii7bbrvtzRFdkiRJktSQNe6dOMlGwMeAF1bVb1blNVV1blU9rKoeBFwJLAPOSvLBJIcn2XGW1x1QVcuravkWW2yxptElSZIkSY1ZoyI2yXp0BeyhVfXxGVa5ANhm4vmyft6k1wH7Ac8HDgReCuy/JrkkSZIkSYvTmvROHOAg4KyqetMsqx0JPKPvpfiBwOX9vbRT7/FQ4MKq+hHd/bHX9Q97KJYkSZIk3cSa3BO7M/B04PQkp/TzXg5sC1BV7wGOouuB+Gy6ZsPPmnpxXwTvBzypn3UAcGif6R/WIJckSZIkaZFak96JvwGscJjvvlfi565g2SMnnp8F3GeueSRJkiRJi98ad+wkSZIkSdJCsYiVJEmSJDXDIlaSJEmS1AyLWEmSJElSMyxiJUmSJEnNsIiVJEmSJDXDIlaSJEmS1AyLWEmSJElSMyxiJUmSJEnNsIiVJEmSJDXDIlaSJEmS1AyLWEmSJElSMyxiJUmSJEnNWDJ0AEmSJM2/gzJ/771Pzd97S9J0XomVJEmSJDXDIlaSJEmS1AyLWEmSJElSMyxiJUmSJEnNsIiVJEmSJDXDIlaSJEmS1AyLWEmSJElSMyxiJUmSJEnNsIiVJEmSJDXDIlaSJEmS1AyLWEmSJElSMyxiJUmSJEnNsIiVJEmSJDXDIlaSJEmS1AyLWEmSJElSMyxiJUmSJEnNsIiVJEmSJDXDIlaSJEmS1AyLWEmSJElSMyxiJUmSJEnNsIiVJEmSJDXDIlaSJEmS1AyLWEmSJElSMyxiJUmSJEnNsIiVJEmSJDXDIlaSJEmS1AyLWEmSJElSMyxiJUmSJEnNsIiVJEmSJDVjydABJEmSpMXioMzP++5T8/O+LWpxG7eYecy8EitJkiRJaoZXYiVJkjRKXr2af/O1jcHtrPnjlVhJkiRJUjPWqIhNsnuSHyQ5O8nLZli+QZLD++XfSbJdP3/nJKclOSHJnft5myQ5OomFtSRJkiRpRnMuGJOsC7wTeDRwd+ApSe4+bbV9gEur6k7Am4E39vNfBOwBvBB4Tj9vP+D1VXXdXDNJkiRJkha3Nbkn9v7A2VX1E4AkHwb2Ar43sc5ewKv66SOAdyQJcDWwtH9cnWQHYJuqOnYN8kiSJEmS1tDY70dfkyJ2a+C8iefnAw+YbZ2quibJ5cBtgP8ADgGuAp4O/DfdlVhJkiRJkmaVqrmVw0keD+xeVc/unz8deEBVPW9inTP6dc7vn/+4X+fiiXX+HHgc8G7gtXRXaV9UVb+c4WfuC+zbP70L8IM5hV+xzYGLV7rWuLSWubW8YOaF0FpeMPNCaC0vmHkhtJYX2svcWl4w80JoLS+YeSHMZ947VNUW02euyZXYC4BtJp4v6+fNtM75SZYAGwO/nlrYNy3eD3gy8HbgpcB2wPOBV0z/gVV1AHDAGmReqSQnVNXy+fwZN7fWMreWF8y8EFrLC2ZeCK3lBTMvhNbyQnuZW8sLZl4IreUFMy+EIfKuSU/AxwN3TrJ9kvXpCtEjp61zJLB3P/144Mt140u/zwCOqqpL6O6Pva5/LF2DXJIkSZKkRWrOV2L7e1yfB3wBWBd4f1WdmeQ1wAlVdSRwEPDBJGcDl9AVugAkWQo8E9itn/Um4Cjgj8BT55pLkiRJkrR4rUlzYqrqKLrCc3LeKyemfw88YZbXXgnsMvH868A91yTPzWRemyvPk9Yyt5YXzLwQWssLZl4IreUFMy+E1vJCe5lbywtmXgit5QUzL4QFzzvnjp0kSZIkSVpoa3JPrCRJkiRJC8oiVpIkSZLUjDW6J3axSLIOsBNwe+Aq4Iyq+tWwqVYsyXLgIUxkBo6pqksHDbbIJNmUG7bxT6vquoEjrVBr+3JreScluSXw+6q6dugsGo/W9ovW8kJbmVs7xrWWd0pr52poL3NreaHNzNDWMQ6Gy7tW3xObZAfgX4FHAD8CLgJuAewIXAm8F/jAmHb6JM8C/gk4BzgR+BU3ZN6Zrpj996o6d7CQ0yR5EPA0uqJ7K24ouj8LfKiqLh8w3k0k2Rh4LvAUYH1u2C+2BI4D3lVVXxku4U21ti+3lheu/3D3ZOBvgPsBfwA2oBvc+7PAe6vq7OESzqzBv7/W8ja1X7SWF5rN3NQxrrW80Oy5uqnMreWFZjM3dYwbS961vYg9DHg38PVp49eS5LZ0Q/1cWlUfGCLfTJI8l244o6tmWX5v4DZV9aUFDTaLJJ8DLgQ+BZzAjYvuXYC/BN7UD8k0CkmOAQ4BPl1Vl01bdl/g6cDpVXXQAPFm1Nq+3FpegCRfBb5Ity+fMfVhLslmdPvyU4FPVNWHhkt5Y639/bWWF9rbL1rLC81mbuoY11peaPZc3VTm1vJCs5mbOsaNJe9aXcRq/iXZvKouXtN1pKElWa+qrl7TdRZSa39/reWF9vaL1vJCm5klaVW1dowbS147dpqQZPskf5XkrkNnmYskr1z5WgtrVT5sjukD6aQk680wb/MhsqyuFvblJPdPcr9++u5J/iXJHkPnms1MB+P+W8cVrjOkmf62kuy5snWG0uLxorX9orW8cNM8Se6U5K+T3H22dcZm7MfkJHsmucXQOdZEko2S3CfJJkNnWZEkf57kLv30zklenOQvhs61KlrZxtD1HZPkcf2+Pcq/uymtHZer6up0HtAf1/6qn87kOvOdY60uYpN8cmJ6L+DLdM3VPpXkmQPFWhPPHjrAdEn+dmJ6WZIvJbksybeS7Dhkttkk2SXJ+cDPkxydZLuJxUcPFGuFWtuXk+wPvA14d5L/AN4B3BJ4WZJXDBpuFkn2m5i+e5IfAicm+WmSBwwYbVYTJ5epx18DB0w9HzrfdI0eL5raL1rLC5DkK1NfICZ5OnAU8Gjg8CT/NGi4WbR2TAYOB85P8sEkeyRZd+hAK5PkXRPTDwa+B/wPcPpYvxBN8hbgDcAHk7wW+C9gQ+Cfk/zXkNlm0ug2fmiSE+i28/uBfYGDkhybZJth082steNykt3o7p1/FbBH/3g18KN+2cKoqrX2AZw8Mf0tYPt+enPg1KHzzZL5N7M8fgtcM3S+GfKeNDH9EbqDyTrA44AvDZ1vlszHA3/STz+e7g/1gdP3mTE9WtuXgdOBdYGl/f57637+hsBpQ+ebJfPkvvxZ4NH99P2Bbw2db5bMVwOfoTuR/2//+G3/7/uHzreSbdzK8aKp/aK1vH22Myamj6fr94H++DHW48XJE9MtHJNPBjYF/g74EvBL4D3AQ4fOtoLMk/vyV4D79NN3BE4YOt8smc8E0u+7lwJL+/nrTe7nY3k0uo1PBrbop7enuzcT4JHA0UPnW4XtPPrjMnAWsN0M87cHzlqoHGv1lVhg8obgJVV1DlzfXG00PfBNcxlw56q69bTHrYCfD5xtZXasqgOq6rqq+gSw2UpfMYz1q+pMgKo6Angs8IEkj+XG+8yYtLYvX1NV11bVlcCPq+o3ANV1WDbGvNPdvqo+B1BV36Urvsfoz+iyHV9Vz6qqZwEX99N/u5LXDq2V48WkVvaLKa3kvTrJ1v3074Ar+uk/0H0ZNkatHZOrqi6tqvdV1a50w+x8D3hDkvMGzrYqbl1VJwFU1U8Yb0vDqu7T/tQ+MLWfXMd4M09pZRuvW1UX9dPnAncAqKpjgK1nfdV4tHBcXgKcP8P8C+i+kFmwEGuznZL8hu5bsQ2SbFVVP0+yPuM9MR5C9wf5yxmW/d8CZ1kVy5K8jW4bb5Eb3+i9YDv6aro6ye2q6hcAVXVmkl3prmjtMGy0WbW2L/8xydK+iL3v1Mx0XeOP8QMewB2THEm3jZdN5IeR7stVdXySRwL/lOQrdENojPWLGGjzeNHaftFaXoB/Bo5O8jG6K1lfTvIF4MF0rQrGqLVjciaf9Oe/twFvS3KHYSKt1F2TnEaXfbskm1bVpemG/1h/4Gyz+WySr9P1un4g8JEkxwEPBb42aLKZtbiNT0hyEF0T/j2BYwGSLGWcf3vQ3nH5/cDxST4MTH3JtQ3dsDsL1uuzvRPPIN0N63erqm8PnaV1SfaeNuvI/gB4O+D5VfXyIXKtSJJHABdV1anT5m8MPK+qXjdMstU31n05yQZV9YcZ5m8ObFVVpw8Qa4WSPHTarBOr6ndJtgQeX1XvHCLXqkpye+AtwPKquuPAcWbU6PGiqf1ihrwnVdVvx5p3Sn/8fSrdcEtTVwE+VVXfHzTYahrxMflhVXXs0DlWxwzF9YXVdTizOfDnVfXxIXKtTLqxsKuqjks3Pu/j6K4YHlEjGocXZtzGP6+qP455G6frlPPvgLsDp9LdOnNtkg2B21bVzwYNOIPWziMASe4G7MUNV7cvoDtnf2/BMljESpIkSdI4JLltVf1q6BxjNtb27AuixZ4wVyTJSUNnmC5d9+ab9dNbJDkkyelJDk+ybOh8qyvJq4bOMJMklyQ5MMmuSbLyV4xXks8MnWEm6brr/0qSDyXZJskxSS5PcnySew+db3Ul2XfoDDNJ1zv4O5J8KsnHk7whyZ2GzjUXY9zGSTbut+n3++PGr5Oc1c/bZOh8q2uM23hlkoyupcmKJDlg6AwzSXLrJP+Rrkflp05b9q7ZXjdWY9zOSe6a5HNJPptkhyQH95+Tv9tfiWvKiD/DbTb9AXw3yaaZNtTO2C3kNl6ri1jgeRPTb6LrYn4zui7P3z1IojVQVfcZOsMMXldVl/TT76DrNe7RwOcY771MK3Li0AFmcRFwCvAaumES3prkgcNGmrO/GzrALN4F/Cddz4HfAt5bVRsDL6PB4wXT7oEbg3TDLT0DOI6uZ+Uf94+PJnnCkNnmaHTbmK7X50uBh1XVZlV1G2CXft5HBk02N2PcxjMNbzU5zNXths63mt47dIBZ/C/d///HgCcn+ViSDfplLZ7/xridD6A7932I7h7Tz9P1Yv1aus90rRnrZ7iL6bJNPrYGTgJOGDDXXCzYNl6rmxMnOWmq8EtySlXde2LZyVX1p4OFWwVJNgWunerZdYyS/KCqpgb1PrGqJjvxudE219xN25e3pbu5/snAJsCHx3gvYWsmjwlJzq2qbWdaprlLcnpV3bOfXgJ8tap27o91X6+qewybsH2Tx+TVWabVk+Rq4FBm7kjt8f2IAloDM3xuewXdeJV7AseM9Iv9pkw7751dVXeaWHaS2/jmkeRFdEMAvWSqT5Ak51TV9sMmG7e1/UrssiRvS/J2+p4wJ5aNsTcwkty+b5J7Od03N2ckOTfJq6blH4tjk7wm3Q31xyZ5HHRNBoHLh402syR3TPL+JP8vyUZJ3pfkjCQfTbLd0Plmcf3ViKo6t6r+sz+57EE3DMWoJDkpyX7pOrVoxe+T7NZfEax0Qy5Ndchw7aDJZpHkAUlu3U9vmOTVST6d5I3pOsoZm+smmk7dnr4nyaq6lJFecZsuyYOT/EsWcsD31fOzJC9N12EIAEm2TPKv3NDL5Ogl+fLQGVbiNOC/p4a2mnzQDZU3Kklul+TdSd6Z5Db9Z4rTk3wkyVZD55vFBul6yQWg73TxfXS9/N5msFQrkGTdJH+f5LVJdp62bL+hcq3AZG++b5q2bKy9E88qySuHzjCTqvof4NnAK5O8KcmtGPdIArNayG28thexL6G77H0C8HJgI+gO5sCRA+ZakQ/R9bS2MfAEumY0d6PrrXF0vZfRNdm+DvgBfd4kv6VrMvr0IYOtwMHA8XTjER4HfJ+uCfTn6boVH6OvzDSzqr5fVa9e6DCrYFO6q8Rf6e+t+ed0veeO2XOAFwF/CzwK2CXJZXRNrV4wYK4VeT8w1U3/W4GNgTf288bYnP/1wMlJjgG+QddkjSRb0PUyOTpJvjsx/Xd0TexuBeyf5GWDBZvdk+g+4H813T2xl9ANQbEZ8MQhg80myWnTHqcDO089HzrfLF4IzNZK6nELmGNVHUw3Lux5dOeTq+i+BP068J7hYq3Qp4GHT86oqoPpjtN/HCLQKngv3XA6v6YbvmiyMPyrYSKt0DuTbARQVdffZ5yun4IvDpZq7p49dIDZVNX5VfUEuuPxMcDSYRPN2YJt47W6OXGLkpxaVTtNPL++iW6S71fVXYdLt2L9lZ8lVfXrobOsiM1G59+05s8PAZ5CdwI/CzisqkbXwUWLkpxVVXfrp2/U9Guszfn7K7F3BM6uqssGjrNS044XxwN7VNVFSW4JHDfVPFpzl278xN8A/4+uuApdcfVggDEOmdGalZz3RnmsaFGS06rqXv30ErovQTenOwce5+eLNZdufOYZFwEbVtWShcwzF33rxR2q6oyhs8xkLNt4bb8SO6skjxk6wywuSvK0JFsn+SfgpwBJwsj/P6vq8rEXsL3rkuyY5H7A0iTL4fpvHsc6UPasRrwvA1BVX6+qf6TrxOCNwIMGjrTakoz1vqAzkjyrnz51Yl/eka7jpNGpqkuq6oQWCtjeOul6kLwN3RfDFwFU1RXANcNGWz1j3Y+rak+6VkcHADtV1U+Bq6vqZy0WsCM9Jk9+fjhkBcuaMNZ9mYkmuFV1TVXtS9cp45fpWwO2YqT7MXTN9e9cVbee9rgV8POBs62SqrpqqoAd6b58GSPYxs0dmBbQ/YYOMIu/peu04AvAA7ihh+XNgH8bKtRcZIRDAvVeStdM6RDgscC/JTmbrkfafx8w11yNcV/+4fQZVXVtVX2+v2esNf8wdIBZPBt4aJIf0w38/u0kP6G7b2y0zapmMuLjxcbccFvKZlP3D/ZN8Jq4j3fCWPdjquoTdLd1PCzJp2jwfrwJYzwmf2qi2ej192b2X97e5HjdgLHuyyck2X1yRlW9hu72ju0GSTR3Y9yPofvsdodZlv3fQga5mYxxXx7FNrY5sbQKkmwOXFpVo+zAR1qRvnOn7enunT+/qn45cKRFL8lSYMuqOmfoLItNkp2AB1XVWO/VlCTNM6/ETpNkejMa3czS2MDNAFV1cVVdm+SRQ2eZTbqB32/S22+Sew2RZ2XSDaK+69S3/xPzd5/tNWOVZMz3oq8D/K6qTgVOB7Ye+99g31vuffrHlit/xbgk+cequnKsBWySjZM8KV0vyv/ST28ydK7V8GPgu2PPnK53+8f3Hdc9P8numehNd0zSXk/mACT58yRTw/jtnOTFSf5i6FyzSbJnklsMnWNVtZZ3SoP7xfr9bYFTz3dJ8qIkjx4y18okWZ7kcf1+suCfg9bqK7F9ZxE3mkU36PuX4fr7cLQG0nUhfyBdD8V/S9cxxx3pmoI9saq+PWC81Ta9w4uxSPJE4C3Ar+iGh3pmVR3fLxvdWG5Jng88l64jp3sDL6iqT/XLRpd3ZUa8XzyWrjfM6+h6V345Xa/bdwH+oao+PVy6m0pyb7qeUDcGLuhnL6O7/+Yfq2p0TYqT/Mv0WXS3drweoKqmD0sxqCTPAPYHjubG2/iRwKuranRf5CZ5V3/fPEkeTNdc7cfAnYC/r6qjhsw3k/6Y/GK6oXZ2obsdZR3gnsDTqmpUvSonOZPufuNrkhxA14P5EcCu/fzR9Zyb5C3A/elamHyBLuvn6Hr/PbmqXjJcupkluQq4gi7nYcAXxtzCq7W80Ox+cSrwsKq6NMlL6HowP4ou84lVNaqe7tMNLfg/dOfm+wLfpBt14mrg6VW1IMO1re1F7El0XcofSDceU+j+SJ8MUFVfHS7d4pBu+Il96Dos+DTw2Kr6Rn+j+turaucVvsEAZvhy4/pFwMOr6pYLmWdVJDkFeHRV/TzJ/enuV/i3qvpERtijcrohMh5UVb9LN/buEcAHq+qtY8wLkORtsy0C9q6qWy9knlWR5GS6+wg3pBui5n5V9YMkdwA+VlXLBw04Tb8f/31VfWfa/AcC753smX0s0g0ZdhRwJjfcA/tCui+VqJENcZXkB8ADpneclWRT4DtVteMgwVYgN+7N/CvAi6rqpCR3BD4ytv0Yul5ogQdW1ZX97SiHVtWj+pYx76mqPxs44o2kzZ7MzwTuQXd8uwDYut/e69EVK/cYNOAM+mPyw4HH033WvAfwCbpe+Uf3mbO1vNDsfnHGVK4kJwAPqaqr0vVgfdJUj9Zj0e8Xu1XXE//2wJuq6nF9a8WXVNWCjJM++m6m59lyuvEdX0G30U9JctVY/zBXJMlewC+mf/gbgfWq6nSAJBdV1TcA+g8gGw4bbVYPAZ5Gd8VqUui+3Rujdavq5wBV9d0kuwCfSbIN4xwwe52q+h1AVf00ycOAI/riaqyd4TyLbvzBP8yw7CkLnGWVVdUv4PqrxT/o5/1spM0abznTMayqjks3ZM0Y/QndN9K3pLuSeWWSvcdWvE4IMx8TrmO8f3uTbj11Rb6qfjLS/Ri6bXlVP30FcFuAqjptqtnuyJyR5FlV9b/0PZlX1QkZcU/mQFVVJblu6nn/73WM93a5qqpL6TrXe1+S29GNz/yGJMuqapth491Ea3mhzf3iN0nuUV2PxBcDt6A7fixhnJnXrb4nfuBc+k6equqY/kr4gliri9iqug54c5KP9v/+kna3yQOAeyZZUlVjakM/+cc3vffksfYueRxw5UxfZvRXMcbot0l2qKofA/RXZB8GfJLuQ/bY/DLJvavqFID+iuxjgPfTNbcbo+OBM6rqW9MXJHnVwsdZNUnW6Y91fzsxb13G+ff3uSSfpWtJMNUcaRvgGcDnB0u1AlV1LvCE/ovEY5K8eehMK/E64KQkR3PDNt6WrjnxawdLtWJ37a9sBtguyaZ9s7t1GOd+DN3V+c8n+RqwO/BRuL5PiDF+WfBs4K1J9qP7EP3tJOfR7SNj7cn8s0m+TveB/0DgI0mOo2uC+bVBk83uRv/3/ZeMbwPe1n+JOzat5YU294vnAIf2zYp/RdeL9dfoPg+9ftBkMzshyUF0t1/uCRwL13douGBDUa7VzYmnS3fT985V9fKhsywWSfYEvlhVV06bvwPw11X1n8MkW1zS9dZ5ZVX9aNr89ejuPT50mGQzS7IMuGbqKuG0ZTtX1TcHiLVC/YfP30/fl8cs3VjHp1fV76fN3w54cFV9aJBgK5CuI4u96MYNhq452JFjvO9xuv5q8avomuv++cBxZtU3HX4UN97GX+ivuIzODB+WL6yqq/tmun9eVR8fItfKJNmDbmirU6vqmH7eOnQtlGZq0TG4NNaTeZIH0V15O67/XPE4uitDR/Rf3o1KkodV1bFD51hVreWd0tp+Add/ubwbsCP93x/dcfmyIXPNpP9s+Xf0xzfg/dV1frohcNtaoPG7LWIb17dF/1Pge1X1/aHzSNLNKcltq+pXQ+eQNG59AX5n4Cdj/UJGWlVJNq+qi4fOMWZjbGetFUjyyYnpvegu5f8lcGSSZw4Ua07S9YCom0GSbZJ8OMnXk7y8/5ZsatknB4y2aKQbEuhzST6bZIckBye5LMl3k9xt6HyLQZLNpj/ohlLZNCMfFqgVSSablW+d5EtJLk3yrf7+R90Mpm3nZf12vsztfPNJ8qH+ajxJHgWcAbwROCXJEwYNt0gkuSTJgemGwxtjM/hFIcmjk5yT5BtJ/jRd51TfSXJ+kl2HzjdWXoltTCZ6bk3yLeBvquqc/kD+pbH13rmCD56ha2K1bCHzLFZJjgE+Rnc/7z50XZ7/ZVX9OiPt7bc1/f0p/0XX0/YbgH8FDgceA7ywqjzRrKF0HXFMb4a0jK5ZVVXVHRc+1eKSG/f0+xHgi3T3je0FPM/9+Obhdp5/SU6vqnv2098Cntp3FDjKz0MtStcPyNvpOi/cjm4kgcOq6rghcy026XrmfwqwCfAZ4C/6ptB3o+vZvKlhBxeKV2LbM/mtw5KqOgegb3Iwxnb+FwEnACdOPE7oH7cdMNdis0VVvaeqTqmqfwLeBXytvxfEb6puHreqqk9X1WHA1VX14ep8mm58NK25lwA/APasqu2ranu6+/K2t4CdFztW1QFVdV1VfQLwavf8cDvPj3VyQ0/P19Hd8zj1eajVTjrH5oqqekd1wyE+iO7++Xcl+UmSMXY41Krrquqsqvo2Xf8mxwFU1VlYq83KP/IZJPkiXZfy76yqzwydZ5qdkvyG7krmBkm26nuiXZ8F7BFsNfwE2LXvwfNG+p4Pm5HkA3QDwL+z7wZ9TNZLcoupDnyq6kNJfkE30PdYhya5iZH/7U3+fb1p2rKx9pA6o/7Dx+XAgVX166HzTKmq/0lyOF1v8ecB+9PolzBj3cbAsnRjHgfYIsl6VTU1hMp6K3jd6Ix4G8Mi2c4jPya/GvhKkncC3wQ+mm6c910YaW/msxnx54vrmxD3n+P+E/jPJHcFnjRYqjkY8TYGuCzJ3wO3Bi5N8s/AR4BHcNPhHkdroY/JVvczewawH/24R2NSVetW1a2r6lZVtX71Y4MCS4G/HzLbLN7C7FepWuuZ+B10TcKePnSQGRxIN8zS9arqi8AT6O4TasVo//aAdybZCKCq3jU1M8md6PaLlnwXuAYY3XAwVXV+VT2Brsv+Y+iObS0a6zZ+CTe0iHk5XfN40o3/eOSAueZirNsYFs92Hu0xuao+QldI3YWuR9f1gQfSNXd90ZDZ5mCsny++MtPMqvp+jXcs7NmMdRsD7A3cB7gjXQ/F0F2EeCJdL8CtWNBjsvfE9qbu3ayqS4bOIkmCvrv+HUb4rbkkSRrQWn0lNsm2fY+uFwHfoesF81f9vO0Gjjcjezycf0nuNTG9XpL9khyZ5PXpBnLWGkqy+8T0xkkOSnJakv9LsuWQ2RaTqZ47J54/LcnbkuzbQk+TVXXV2AvY1rdxC9zG889j8sLw88X8cxvPv7Eck9fqIpauZ9FPALerqjtX1Z2ArYBPAh8eMtgKPG9i+k10v8NmdL2mvnuQRIvPwRPTbwDuBPwPsCHwniECLUKTHUL8D/BzuqGijgfeO0iixenoqYkk+9E1ozoReCQ3va9Xc+M2nn9u4/nnMXlhHDwx7eeL+XHwxLTbeH6M4pi8tnfstHlVHT45o6quBT6c5LUDZVodO1bVE/vpTyR55aBpFo/Jb5F2Be5XVVf3Q6ycOlCmxWx5Vd27n35zkr2HDLPITO7LfwU8pKquSPJ/wEkDZVps3Mbzz228sDwmzx8/X8w/t/H8G8UxeW0vYk9M8i7gA8BUT7nb0N1gffJgqVZssfR4uBVwSVX9YegsM9g4yePoWipsMLV9q6qSNHUTeZK9gF9U1XeGzjLNbZP8C91+fOskqRtu0G+qhciItzHAhkn+lG6brltVVwD0J/Rrh4226pIsBy6sqguHzjKDxbKN3Y8XwIi3s8fkhbEoPl+4jRfGiLfzKI7Ja3sR+wxgH7pu2rfu550PfBo4aKhQK/GSiekT6Ho8vLTBHg8/COyQ5GNV9eKhw0zzVWDPfvq4JFtW1S/7bXzxgLnm4gHAPZMsqapHDx1mwvuAW/XTHwA2By7qt/EpQ4Wao7FuY+iaBE417bkkNwzJdRu6HgRb8U/AvZL8sKrGNqzDYtnG7scLY6zb2WPywlgsny/cxgtjrNt5FMdkeyfWYPqbv+9eVWcOnUVamyRZB7hFVV05dJbVkeRWVfXboXOsiiTr0l0FaGobt8RtLEnjsdDH5KaaiCykJI8ZOsPqajDzLcdYwKbrtfoW/XSSPCvJ25P8Q5LRtl5IcuskO8ww/14zrT+kJM9PsmzoHKsryf2T3K+fvnuSf0myx9C5ViTJnye5Sz+9c5IXA49u5YN/usHTARhzAZtkeZLHJdkzyV2r6toWtnGS7ZP8VZK7Dp1lRdL1mPuk/m/uX5I8CbjVWLdxq+eRmSR51tAZZtL/rd1i6Byrq7Fz9fpJnpHkEf3zpyZ5R5LnJhntLWyNnqs3SvL4JP/cf0bavf/CuQlJXr/Q5z2vxM4iyaurav+hc6yO1jInObeqth06x3RJzgDuX1VXJnkjsANdj9UPB6iqv13ByweR5InAW4Bf0d0b/cyqOr5fdlJV3WfAeDeR5HLgCuDHwGHAR6vqomFTrViS/YFH092GcQxdM5+v0PXG94Wqet2A8WaU5C3A/ekyf4Guk4vPAQ8FTq6ql8z+6oWX7n7/G82i6/XwEICqev6Ch1qJJA+l6/nyMuC+wDeBTYGrgadX1Xmzv3rhJflkVT22n96L7rhxLLAz8PqqOniobLNJ8gxgf7oeMS/oZy+j+9t7dVUdMlS22bR4HpnNiM/VV9GdRz5Hdx75Qt8552g1eK4+lO78sZTuGLcR8HG6c0mqanSdfjV6rn4i8GLgNGAX4Ft0FxrvCTytqk4bMN5NjOVcbRGreZWuo4gZFwGvqKrNFjLPqkjyvaq6ez99Il3Pdtf1z0+tqp0GDTiDJKfQXV37eZL70x1I/q2qPpHk5Kr602ET3liSk+k+8D8CeBLd/Ssn0n0Q+fgYr7glOR24N7AB8AtgWVX9JsmGwHeqaozfop8J3INuaIELgK37D9Xr0RWx9xg04DRJzqO7n+lobuj98L/pTu5U1QcGijarfl/eraouSrI98KaqelySRwIvqardBo54I5PHgyTfAv6mqs5JN+7fl0Z6fPsB8ICqumza/E3p/vZGN0Z6a+eRJLN9SA7dSAgbLGSeVdH/7T0ceDzwZLpj3SeAw6rqq0Nmm02D5+rTqupefeuBC4DbV9W1SQKcOtLzXovn6tOAB/bn582BQ6vqUf3V+fdU1Z8NHPFGxnKubqpJy3zom1DtxQ0dO10AHFlVZw2XavUkOaSqnjF0jlm8nm4M25lu9B5rM4nzkjy8qr4M/JSux+qfpbthfazWraqfA1TVd5PsAnwmyTbAGL+pqv4D3dHA0X1R9WjgKXQHwi2GDDeLa/pv+a9M8uOq+g1AVV2V5LqBs82m+h4Zp/JN7QvXMc6/v7sDrwV2B15cVRcm2X+MxeuEdSdaEZwL3AGgqo7pr4SPzeTxYElVnQNQVRePeD8OMx/HruPGQz2MSWvnkS2BRwGXTpsfuqtCY1RVdSldp1TvS9dxzxOBNyRZVlXbDBtvRq2dq9dJsj5wS7qrsRsDl9AViGNtTtziuTrAVf30FcBtAarqtCS3HizV7EZxrl6ri9gk/0r3ofnDwHf72cuAw5J8uKreMFi4WSSZ3gNxgF2SbAJQVXve5EXDOgn4ZFWdOH1BkmcPkGdVPBs4JMmrgMuBU/pvTzcBZruyPLTfJtmhqn4M0H/L+zC65mt/MmCu2dzog2d1XeAfCRyZZOkwkVbqj0mW9vd73HdqZpKN6T5Mj9Fnk3wduAVwIPCRJMfRNSf+2qDJZtBfgX9hkvsChyb5LOMstiedkOQg4Mt0LQqOBej343UHzDWbnZL8hu5vcIPc0Kvk+owzL8DrgJOSHM0Nw+FtS9c8cKxjurd2HvkMsFFVnTJ9QZJjFzzNqpl+HvkF8DbgbUnuMEyklWrtXH0Q8H26Y8MrgI8m+QnwQLrPzmPU4rn6KODz6cay3R34KECSzRjhF3VjOVev1c2Jk/wQ+JO6YZzVqfnrA2dW1Z2HSTa7JCcB36P7QFp0O/dhdE1pGFsTmnQdyvy6qm7SrXn6bs8HiLVKktwN2JHuy57zgeOnmoONTZKdgCuq6uxp89cDnlhVhw6TbGZJdqyqHw6dY3Uk2aBmGNe4b/qzVVWdPkCslUryILorFsel60zkcXRXDI8Y6/4M1/de/o/Ag6rqaUPnmU3/N/Z3dN9Mnwq8v29utyFw26r62aABV1H/RejdqurbQ2eZSd90+FHcuNXUF/orcaPV0nmkNUkeVlXHDp1jdbR2rgZIcnuA/mrbJnS3AZ1bVd9d4QsH0vC5eg/680hVHdPPWwdYb6bfZyyGPFev7UXs94FHTf+Q0X+Dd3RV3WWYZLPrd+gXAHvQ3W91SpKfVNUdB44mSZIkSfNu7M205tsLgS8l+VySA/rH54Ev0RWKo1NV11XVm4FnAa9I8g4abRaeZN+hM6yuJAcMnWF1tZY5yWeGzrC6Gs3c2n7RVF6AvilpMxrdxmaeZx7fFkZrmRvdL1rM3Np+sWB5myx+bi5V9fkkO9INQTHZROn4Gnk37VV1PvCEJH8B/GboPHM0unb+q+C9QweYg9Yy/93QAeagxcyt7Ret5YWux+2WtLiNzTz/PL4tjNYyt7hftJi5tf1iwfKu1c2JJUmSFkKS21bVr4bOIUmLwVrdnLjvJGmN11lIjWa+Y5IXJ3lrkjclec5IuwwHIMntkrw7yTuT3CbJq5KcnuQjSbYaOt9MkixP8pUkH0qyTZJjklye5Pgkoxp3DiDJrZP8R5IPJnnqtGXvGirXiiQ5Kcl+fedIzRtjE6Ukz+s73yDJnZJ8LcllSb6T5J5D55tJkiVJ/j7J55Oc1j8+1x/nRjcERbpxB6em1+v36SOTvD4j7Rk8ycZJ3pDk+0kuSfLrJGf18zYZOt9Mkmw27XEb4LtJNk3X4+ioJNkoyWuSnNmfOy5KclySZw6dbTaeq+ef5+rhea5eQY61+UpskquAH61oFWDjqtp2gSKtVGuZkzwfeAzdcB57ACcDl9H1kPqPY+xZMN190Z+lGxftqcChwP8BjwUeUVV7DZduZkm+C+xPN3zDfwL/XFVHJNkV+H9V9aAh802X5GN0+/FxwN8CVwNPrao/JDmpqu4zaMAZJDkH+BjdOIS/oOsV/PCqunDQYCuwgg/LUwPVL1vIPCuT5Myq+pN++rPAgVX1iXRDULyuqnYeMt9MkhxGd0z7AF3vs9AN1bY3sFlVPWmgaDOa/PtK8j/AbYD/pTu+3WaMY44n+QLdEEYf6IdRId2YoHsDu1bVbkPmm0m68Sin90y9jG4fqbF1xpjkU8AngC/SHeNuSTeEyn7ABVX18gHjzchz9fzzXL0wPFfPMcdaXsSuyjhi1/b3n45Ca5mTnA7cux9yYilwVFU9LMm2wKeqaozfPJ48lSvJuZNfCCQ5paruPVi4Wawk88lj287Tt2OSV9B9ybEncMxIT4yTH/4fQjfG9F8BZwGHVdUYvy29lu6D9OT951NDc21dVesPEmwWSX4w1St8kuOr6n4Ty06rqnvN/uphJPlhVe24usuGMu1YcQpwv6q6OsnUh6UxbuPr94vVWTakJC+iG8f2JVNDeiQ5p6q2HzbZzJKcWlU7TTw/vqrul25EhO9V1V0HjDcjz9Xzz3P1wvBcPTdre8dOTYzfN6nFzHT72bXABsBGAFV1bkbY1K432cz+kBUsG5PfJ9kN2BioJI+tqk8meSjdth+bDZKsMzVeYlW9LskFdFfsNxo22spV1deBryf5J7oPqk8CRndiBH5Cd6Xq3OkLkpw3QJ6VOSLJwcBrgE8keSHd1aGH041tO0aXJHkC8LGp/bn/4P8EYIxjmG6c5HF0x7INqh8nvaoqyVi/1f5ZkpfSXYn9JUCSLYFnAmPcj6mq/0lyOPDm/m9tf7oPpWN1RZIHV9U3kuwJXALdiAj9Fxxj5Ll6/nmuXhieq+dgrS5itSAOBI5P8h3gIcAbAZJsQX+SHKFPJdmoqn5XVftNzUxyJ+CHA+ZakefQNU26DngU8A/9AeYCYIxDGX2a7mD3xakZVXVwkl8Abx8s1Yrd5P++78X88/1jjN4CbMrMJ5X/XNgoK1dVr0h3D95hwA50X3ztC3wS+Jvhkq3Qk+mOa+9KMlW0bkrX/PXJg6Wa3VfprqIAHJdky6r6Zd889+IBc63Ik4CXAV9Nctt+3i+BI+maDI7SxCgCewLHAKO857j3HODAJHcGzgT2gevP1e8cMtgKeK6ef56rF8ZbaO9c/SwGPlev1c2JtTCS/AlwN+CMqvr+0HkkaT6k67yHqvr10Fk0Lkk2BHaoqjOGziJJi8FYm1toEamqM6vqiMVQwPbfPDVlrJmT3DXJrkk2mjZ/96EyrUyjme+f5H799N2T/EuSPYbONZvW8k6qql9X1a+TTG/aOGoN5n1wv1+MrkOnFbgvsFsrmVvYxkkekH6kgyQbJnl1kk8neWOSjYfON5PWMid5fpJRdSq0Mn3mbYbOsTqSrJ/kGUke0T9/apJ3JHnuGG+9m8i7a/98kLxeidW8yir0Xrcq64xFpnXE0IIxZk7Xa/Vz6TpauDfwgqr6VL9slPtDo5n3Bx5Nd+vIMcADgK/Q3Rv0hap63YDxbqK1vABJjpw+C9iFrjkxVbXnTV40oNbyQteja1Xdv5/+O7q/w08AuwGfrqo3DJlvJq1lbi0vdD2kAjtV1TXphiG5EjgC2LWf/1eDBpxBa5mTXA5cAfyYrunoR6vqomFTrVijmQ+lO+8tpevtfiPg43T7Rapq7+HS3dRY8lrEal6lsSGBoOtZbbZFwI5VtcFC5lkVrWVO12v1g6rqd0m2ozuJf7Cq3poR9tAITWe+N939Kr8AllXVb/qmjd8ZW0+0reWF7gsM4Ht09/9P9SZ5GP39sFX11eHS3VRreeEmPboeD+xRVRcluSVwXFWNbgzh1jK3lhcgyVlVdbd++kZfJGa8vRM3lTnJyXStCB5Bd2/6nsCJdMeMj1fVbweMN6NGM59WVfdKsoTu/ujbVzeqxyh7jR9LXjt20nxblW75x9Yj35Z0HS5M71k0wLcWPs4qaS3zOlX1O4Cq+mm6scWOSDeE1Gh7wmww8zV9hxZXJvlxVf0GoKquSjeO5di0lhdgOfAC4BV0w6mckuSqMRaDvdbyAqyTZFO6W6AydVWlqq5Ics2w0WbVWubW8gKckeRZVfW/wKlJllfVCUl2pBvPdIxay1x9z8RHA0f3TUUfTTdszX8DWwwZbhYtZl4nyfp0Yx4vpeu9+hK6L3RH15yYkeS1iNW8qjaHBPoMsFFVnTJ9QZJjFzzNqmkt8y+T3Hsqb3918zHA+4HRfePfazHzH5Msraor6b6ZBqC/92qMRWFreek/LL05yUf7f3/JiM+treXtbUx3JSV0w5JsVVU/T3dv+li/QGotc2t5AZ4NvDXJfnQ9a3873XAk5/XLxqi1zDf6v69uSK4jgSOTjLW37RYzHwR8H1iX7gvGjyb5CfBA4MNDBpvFKPLanFjSgkvXUcQ1VfWLGZbtXFXfHCDWCjWaeYOq+sMM8zcHtqqq0weINavW8s4kyV8AO1fVy4fOsipayzup/0C6ZVWdM3SWVdVa5hbypusoaXu6L2POr34s4TFrJXOSHatqrMMVzajFzABJbg9QVRcm2YSuOfS5VfXdQYPNYgx5LWIlSZIkSc1wiB1pmr7jkzVeZyG1lrm1vGDmhdBaXmgvc2t5wcwLobW8YOaF0FpeMPNCGEter8RK06TNHpWbytxaXjDzQmgtL7SXubW8YOaF0FpeMPNCaC0vmHkhjCXv2DtzkIbQYo/KrWVuLS+YeSG0lhfay9xaXjDzQmgtL5h5IbSWF8y8EEaR1yuxkiRJkqRmeE+sJEmSJKkZFrGSJEmSpGZYxEqStBqSvCLJmUlOS3JKkgf081/Yj6s5Xz93uyRX9T/ze0kOSbLefP08SZLGyiJWkqRVlORBwGOA+1TVvegGeD+vX/xCYN6K2N6Pq+rewD2BZcAT5/nnSZI0OhaxkiStuq2Ai6vqDwBVdXFVXZjk+cDtga8k+QpAkt2SfDvJSUk+mmSjfv5Pk/xnktOTfDfJnfr5T0hyRpJTk3xtRSGq6lrgu8DW/Wv/Msl3kpyc5ItJtuznvyrJ+5Mcm+QnfU76Zf+e5AdJvpHksCQv7ufvkOTzSU5M8vUkq9ITpSRJC8YiVpKkVXc0sE2SHyZ5V5KHAlTV24ALgV2qapckmwP7AY+oqvsAJwD/MvE+l1fVPYF3AG/p570SeFRV7QTsuaIQSW4BPAD4fD/rG8ADq+pPgQ8DL51Y/a7Ao4D7A/snWS/J/YC/BnYCHg0sn1j/AOCfquq+wIuBd63appEkaWE4TqwkSauoqn6X5L7AQ4BdgMOTvKyqDp626gOBuwPfTAKwPvDtieWHTfz75n76m8DBST4CfHyWCDskOQXYHvhsVZ3Wz1/WZ9mq/1nnTLzms/2V4z8k+RWwJbAz8Kmq+j3w+ySfBuivFv8Z8NE+N8AGK94qkiQtLItYSZJWQ9+U91jg2CSnA3sDB09bLcAxVfWU2d5m+nRVPafvJOovgBOT3Leqfj3tdT+uqnv3V3q/mWTPqjoSeDvwpqo6MsnDgFdNvOYPE9PXsuJz/zrAZf19t5IkjZLNiSVJWkVJ7pLkzhOz7g38rJ/+LXCrfvo4YOeJ+11vmWTHidc9aeLfb/fr7FBV36mqVwIXAdvMlqOqLgZeBvxbP2tj4IJ+eu9V+FW+Cfxlklv0V18f07/vb4Bzkjyhz5QkO63C+0mStGC8EitJ0qrbCHh7kk2Aa4CzgX37ZQcAn09yYX9f7DOBw5JMNcfdD/hhP71pktPorpJOXa39r75ADvAl4NSVZPkk8KokD6G78vrRJJcCX6Zrbjyrqjo+yZHAacAvgdOBy/vFfwO8O8l+wHp099iuLIskSQsmVbXytSRJ0s0iyU+B5f3V1CFzbNTf47sU+Bqwb1WdNGQmSZJWhVdiJUlaOx2Q5O7ALYAPWMBKklrhlVhJkiRJUjPs2EmSJEmS1AyLWEmSJElSMyxiJUmSJEnNsIiVJEmSJDXDIlaSJEmS1AyLWEmSJElSM/4/DMYuQICwWyUAAAAASUVORK5CYII=\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"orders_steps.histogram_plot()"
]
},
{
"source": [
"We can also generate an Empirical Cummulative Distribution to see how the values count change across the range."
],
"cell_type": "markdown",
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
""
]
},
"metadata": {},
"execution_count": 6
},
{
"output_type": "display_data",
"data": {
"text/plain": "",
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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"orders_steps.ecdf_plot()"
]
},
{
"source": [
"We can quickly answer questions like, what percentage of the time are there more than 40 unshipped orders. We can filter for the times where there are more than 40 open orders, integrate this and divide by the interal of the total dataset."
],
"cell_type": "markdown",
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"0.3865968956974568"
]
},
"metadata": {},
"execution_count": 7
}
],
"source": [
"((orders_steps> 40).integrate())/(orders_steps.integrate())"
]
},
{
"source": [
"We can also generate a quick overview of the key statistics of the dataset using the describe method."
],
"cell_type": "markdown",
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" Metric Value\n",
"0 Count 1434\n",
"1 Mean 27.04\n",
"2 Median 24.0\n",
"3 Mode 17.0\n",
"4 Std 16.14\n",
"5 Var 260.63\n",
"6 Min 0.0\n",
"7 25% 15.0\n",
"8 75% 36.0\n",
"9 Max 91.0\n",
"10 Area 949392.0\n",
"11 Start 2014-01-03 00:00:00\n",
"12 End 2018-01-05 00:00:00"
],
"text/html": "\n\n
\n \n \n \n Metric \n Value \n \n \n \n \n 0 \n Count \n 1434 \n \n \n 1 \n Mean \n 27.04 \n \n \n 2 \n Median \n 24.0 \n \n \n 3 \n Mode \n 17.0 \n \n \n 4 \n Std \n 16.14 \n \n \n 5 \n Var \n 260.63 \n \n \n 6 \n Min \n 0.0 \n \n \n 7 \n 25% \n 15.0 \n \n \n 8 \n 75% \n 36.0 \n \n \n 9 \n Max \n 91.0 \n \n \n 10 \n Area \n 949392.0 \n \n \n 11 \n Start \n 2014-01-03 00:00:00 \n \n \n 12 \n End \n 2018-01-05 00:00:00 \n \n \n
\n
"
},
"metadata": {},
"execution_count": 8
}
],
"source": [
"orders_steps.describe()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
]
}