diff --git a/TDA_Voting.ipynb b/TDA_Voting.ipynb index 30a4426d102116037692150414776220a226b18c..a22fbf1263571f14e1fe1cdaee52f9111e8d7918 100644 --- a/TDA_Voting.ipynb +++ b/TDA_Voting.ipynb @@ -32,21 +32,24 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 53, "metadata": {}, "outputs": [], "source": [ + "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", - "from sklearn.preprocessing import MinMaxScaler\n", + "\n", + "from sklearn import preprocessing\n", "\n", "from ripser import ripser\n", + "from ripser import Rips\n", "from persim import plot_diagrams" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 36, "metadata": {}, "outputs": [ { @@ -187,7 +190,7 @@ "9 Accomack,VA 2008 7607 7833 37.767140 -75.666820" ] }, - "execution_count": 2, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } @@ -202,7 +205,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 37, "metadata": {}, "outputs": [ { @@ -241,8 +244,8 @@ " <td>2004</td>\n", " <td>4389</td>\n", " <td>5436</td>\n", - " <td>0.498201</td>\n", - " <td>0.837296</td>\n", + " <td>-0.821996</td>\n", + " <td>0.790159</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", @@ -250,8 +253,8 @@ " <td>2008</td>\n", " <td>4593</td>\n", " <td>6264</td>\n", - " <td>0.498201</td>\n", - " <td>0.837296</td>\n", + " <td>-0.821996</td>\n", + " <td>0.790159</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", @@ -259,8 +262,8 @@ " <td>2012</td>\n", " <td>4543</td>\n", " <td>5981</td>\n", - " <td>0.498201</td>\n", - " <td>0.837296</td>\n", + " <td>-0.821996</td>\n", + " <td>0.790159</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", @@ -268,8 +271,8 @@ " <td>2016</td>\n", " <td>3712</td>\n", " <td>6742</td>\n", - " <td>0.498201</td>\n", - " <td>0.837296</td>\n", + " <td>-0.821996</td>\n", + " <td>0.790159</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", @@ -277,8 +280,8 @@ " <td>2004</td>\n", " <td>8937</td>\n", " <td>16083</td>\n", - " <td>0.361573</td>\n", - " <td>0.729288</td>\n", + " <td>-1.641374</td>\n", + " <td>-0.057700</td>\n", " </tr>\n", " <tr>\n", " <th>5</th>\n", @@ -286,8 +289,8 @@ " <td>2008</td>\n", " <td>7028</td>\n", " <td>19229</td>\n", - " <td>0.361573</td>\n", - " <td>0.729288</td>\n", + " <td>-1.641374</td>\n", + " <td>-0.057700</td>\n", " </tr>\n", " <tr>\n", " <th>6</th>\n", @@ -295,8 +298,8 @@ " <td>2012</td>\n", " <td>6560</td>\n", " <td>19931</td>\n", - " <td>0.361573</td>\n", - " <td>0.729288</td>\n", + " <td>-1.641374</td>\n", + " <td>-0.057700</td>\n", " </tr>\n", " <tr>\n", " <th>7</th>\n", @@ -304,8 +307,8 @@ " <td>2016</td>\n", " <td>5638</td>\n", " <td>21159</td>\n", - " <td>0.361573</td>\n", - " <td>0.729288</td>\n", + " <td>-1.641374</td>\n", + " <td>-0.057700</td>\n", " </tr>\n", " <tr>\n", " <th>8</th>\n", @@ -313,8 +316,8 @@ " <td>2004</td>\n", " <td>5518</td>\n", " <td>7726</td>\n", - " <td>0.618633</td>\n", - " <td>0.911373</td>\n", + " <td>-0.099749</td>\n", + " <td>1.371666</td>\n", " </tr>\n", " <tr>\n", " <th>9</th>\n", @@ -322,8 +325,8 @@ " <td>2008</td>\n", " <td>7607</td>\n", " <td>7833</td>\n", - " <td>0.618633</td>\n", - " <td>0.911373</td>\n", + " <td>-0.099749</td>\n", + " <td>1.371666</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", @@ -331,35 +334,39 @@ ], "text/plain": [ " county_state year vote_dem vote_rep lat lng\n", - "0 Abbeville,SC 2004 4389 5436 0.498201 0.837296\n", - "1 Abbeville,SC 2008 4593 6264 0.498201 0.837296\n", - "2 Abbeville,SC 2012 4543 5981 0.498201 0.837296\n", - "3 Abbeville,SC 2016 3712 6742 0.498201 0.837296\n", - "4 Acadia,LA 2004 8937 16083 0.361573 0.729288\n", - "5 Acadia,LA 2008 7028 19229 0.361573 0.729288\n", - "6 Acadia,LA 2012 6560 19931 0.361573 0.729288\n", - "7 Acadia,LA 2016 5638 21159 0.361573 0.729288\n", - "8 Accomack,VA 2004 5518 7726 0.618633 0.911373\n", - "9 Accomack,VA 2008 7607 7833 0.618633 0.911373" + "0 Abbeville,SC 2004 4389 5436 -0.821996 0.790159\n", + "1 Abbeville,SC 2008 4593 6264 -0.821996 0.790159\n", + "2 Abbeville,SC 2012 4543 5981 -0.821996 0.790159\n", + "3 Abbeville,SC 2016 3712 6742 -0.821996 0.790159\n", + "4 Acadia,LA 2004 8937 16083 -1.641374 -0.057700\n", + "5 Acadia,LA 2008 7028 19229 -1.641374 -0.057700\n", + "6 Acadia,LA 2012 6560 19931 -1.641374 -0.057700\n", + "7 Acadia,LA 2016 5638 21159 -1.641374 -0.057700\n", + "8 Accomack,VA 2004 5518 7726 -0.099749 1.371666\n", + "9 Accomack,VA 2008 7607 7833 -0.099749 1.371666" ] }, - "execution_count": 3, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# normalize data\n", - "df[['lat','lng']] = MinMaxScaler().fit_transform(df[['lat','lng']])\n", + "scaler = preprocessing.StandardScaler()\n", "\n", - "# print first 10 rows\n", + "df[['lat','lng']] = scaler.fit_transform(df[['lat','lng']])\n", + "\n", + "# print first ten rows\n", "df.head(10)" ] }, { "cell_type": "code", - "execution_count": 26, - "metadata": {}, + "execution_count": 38, + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { @@ -398,8 +405,8 @@ " <td>2004</td>\n", " <td>4389</td>\n", " <td>5436</td>\n", - " <td>0.498201</td>\n", - " <td>0.837296</td>\n", + " <td>-0.821996</td>\n", + " <td>0.790159</td>\n", " <td>0.807395</td>\n", " </tr>\n", " <tr>\n", @@ -408,8 +415,8 @@ " <td>2008</td>\n", " <td>4593</td>\n", " <td>6264</td>\n", - " <td>0.498201</td>\n", - " <td>0.837296</td>\n", + " <td>-0.821996</td>\n", + " <td>0.790159</td>\n", " <td>0.733238</td>\n", " </tr>\n", " <tr>\n", @@ -418,8 +425,8 @@ " <td>2012</td>\n", " <td>4543</td>\n", " <td>5981</td>\n", - " <td>0.498201</td>\n", - " <td>0.837296</td>\n", + " <td>-0.821996</td>\n", + " <td>0.790159</td>\n", " <td>0.759572</td>\n", " </tr>\n", " <tr>\n", @@ -428,8 +435,8 @@ " <td>2016</td>\n", " <td>3712</td>\n", " <td>6742</td>\n", - " <td>0.498201</td>\n", - " <td>0.837296</td>\n", + " <td>-0.821996</td>\n", + " <td>0.790159</td>\n", " <td>0.550578</td>\n", " </tr>\n", " <tr>\n", @@ -438,8 +445,8 @@ " <td>2004</td>\n", " <td>8937</td>\n", " <td>16083</td>\n", - " <td>0.361573</td>\n", - " <td>0.729288</td>\n", + " <td>-1.641374</td>\n", + " <td>-0.057700</td>\n", " <td>0.555680</td>\n", " </tr>\n", " <tr>\n", @@ -448,8 +455,8 @@ " <td>2008</td>\n", " <td>7028</td>\n", " <td>19229</td>\n", - " <td>0.361573</td>\n", - " <td>0.729288</td>\n", + " <td>-1.641374</td>\n", + " <td>-0.057700</td>\n", " <td>0.365490</td>\n", " </tr>\n", " <tr>\n", @@ -458,8 +465,8 @@ " <td>2012</td>\n", " <td>6560</td>\n", " <td>19931</td>\n", - " <td>0.361573</td>\n", - " <td>0.729288</td>\n", + " <td>-1.641374</td>\n", + " <td>-0.057700</td>\n", " <td>0.329136</td>\n", " </tr>\n", " <tr>\n", @@ -468,8 +475,8 @@ " <td>2016</td>\n", " <td>5638</td>\n", " <td>21159</td>\n", - " <td>0.361573</td>\n", - " <td>0.729288</td>\n", + " <td>-1.641374</td>\n", + " <td>-0.057700</td>\n", " <td>0.266459</td>\n", " </tr>\n", " <tr>\n", @@ -478,8 +485,8 @@ " <td>2004</td>\n", " <td>5518</td>\n", " <td>7726</td>\n", - " <td>0.618633</td>\n", - " <td>0.911373</td>\n", + " <td>-0.099749</td>\n", + " <td>1.371666</td>\n", " <td>0.714212</td>\n", " </tr>\n", " <tr>\n", @@ -488,8 +495,8 @@ " <td>2008</td>\n", " <td>7607</td>\n", " <td>7833</td>\n", - " <td>0.618633</td>\n", - " <td>0.911373</td>\n", + " <td>-0.099749</td>\n", + " <td>1.371666</td>\n", " <td>0.971148</td>\n", " </tr>\n", " </tbody>\n", @@ -498,19 +505,19 @@ ], "text/plain": [ " county_state year vote_dem vote_rep lat lng dem_rep\n", - "0 Abbeville,SC 2004 4389 5436 0.498201 0.837296 0.807395\n", - "1 Abbeville,SC 2008 4593 6264 0.498201 0.837296 0.733238\n", - "2 Abbeville,SC 2012 4543 5981 0.498201 0.837296 0.759572\n", - "3 Abbeville,SC 2016 3712 6742 0.498201 0.837296 0.550578\n", - "4 Acadia,LA 2004 8937 16083 0.361573 0.729288 0.555680\n", - "5 Acadia,LA 2008 7028 19229 0.361573 0.729288 0.365490\n", - "6 Acadia,LA 2012 6560 19931 0.361573 0.729288 0.329136\n", - "7 Acadia,LA 2016 5638 21159 0.361573 0.729288 0.266459\n", - "8 Accomack,VA 2004 5518 7726 0.618633 0.911373 0.714212\n", - "9 Accomack,VA 2008 7607 7833 0.618633 0.911373 0.971148" + "0 Abbeville,SC 2004 4389 5436 -0.821996 0.790159 0.807395\n", + "1 Abbeville,SC 2008 4593 6264 -0.821996 0.790159 0.733238\n", + "2 Abbeville,SC 2012 4543 5981 -0.821996 0.790159 0.759572\n", + "3 Abbeville,SC 2016 3712 6742 -0.821996 0.790159 0.550578\n", + "4 Acadia,LA 2004 8937 16083 -1.641374 -0.057700 0.555680\n", + "5 Acadia,LA 2008 7028 19229 -1.641374 -0.057700 0.365490\n", + "6 Acadia,LA 2012 6560 19931 -1.641374 -0.057700 0.329136\n", + "7 Acadia,LA 2016 5638 21159 -1.641374 -0.057700 0.266459\n", + "8 Accomack,VA 2004 5518 7726 -0.099749 1.371666 0.714212\n", + "9 Accomack,VA 2008 7607 7833 -0.099749 1.371666 0.971148" ] }, - "execution_count": 26, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" } @@ -525,8 +532,10 @@ }, { "cell_type": "code", - "execution_count": 27, - "metadata": {}, + "execution_count": 39, + "metadata": { + "scrolled": true + }, "outputs": [ { "name": "stdout", @@ -555,6 +564,27 @@ "print('df16 shape:', df16.shape)" ] }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.07724679696998037\n", + "9.548833270605947\n" + ] + } + ], + "source": [ + "print(df04.loc[df04['dem_rep'] == df04['dem_rep'].min(), 'dem_rep'].iloc[0])\n", + "print(df04.loc[df04['dem_rep'] == df04['dem_rep'].max(), 'dem_rep'].iloc[0])" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -564,14 +594,25 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 23, "metadata": {}, "outputs": [ + { + "ename": "IndexError", + "evalue": "list index out of range", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m<ipython-input-23-e970c5936800>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 13\u001b[0m \u001b[0;31m#plot\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 14\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscatter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf04\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'lng'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdf04\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'lat'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m,\u001b[0m \u001b[0mmarker\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'.'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcmap\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf04\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstart\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 15\u001b[0m \u001b[0mcbar\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolorbar\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mIndexError\u001b[0m: list index out of range" + ] + }, { "data": { - "image/png": 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\n", 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"text/plain": [ - "<Figure size 1440x720 with 2 Axes>" + "<Figure size 1440x720 with 1 Axes>" ] }, "metadata": { @@ -591,13 +632,130 @@ "ax1.set_title('2004 Presidential Election Results')\n", "\n", "#c sequence\n", - "c = df04['dem_rep']\n", - "\n", + "c = ['red', 'blue']\n", "\n", "#plot\n", - "plt.scatter(df04['lng'], df04['lat'] , c = c, marker = '.', cmap = 'RdBu', alpha =1)\n", - "cbar = plt.colorbar()\n", - "cbar.set_label('Color Intensity')" + "plt.scatter(df04['lng'], df04['lat'] , marker = '.', cmap = , start=1)\n", + "cbar = plt.colorbar()" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "RGBA values should be within 0-1 range", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m<ipython-input-46-62e9b8052939>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 15\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 16\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mx\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf04\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 17\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscatter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf04\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'lng'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdf04\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'lat'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m,\u001b[0m \u001b[0mmarker\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'.'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcmap\u001b[0m \u001b[0;34m=\u001b[0m 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\u001b[0;34m(\u001b[0m\u001b[0malpha\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 247\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0many\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0melem\u001b[0m \u001b[0;34m<\u001b[0m \u001b[0;36m0\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0melem\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0melem\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mc\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 248\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"RGBA values should be within 0-1 range\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 249\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mc\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 250\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mValueError\u001b[0m: RGBA values should be within 0-1 range" + ] + }, + { + "data": { + "image/png": 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/XngNXcPC+ESR5uQ4MAkjMgwdavCByTfBIGY1n+x+HcwiX71WzKSy3WgDgll/B6Cu/6q8H7qrWVbd2Y7G9dS3/rlkuxghOPrmjiOcPG74k+s6Az0iD2Yv4/nye5kzml2RuKt/2fchm1gKDmeeiD08WgSZZoQ8RgCOreXDOHVxUKWP680hzmoP2lIeAYN4CMdgWD07pZyc6MHMESCQQiYACCSxcGlm4epZzjKQCFYWwEvjShk8MPlmYo4BOlZskJZtz9k3dwLVkV2YtbybbaU2pWXdrU1A3LU+JfrSI3bGq+iY+9o4Bg3bSFTFMYZK76SizhoHICNmoWkHOI8EOa4soKtnUBmgxGAy4oyUYCs2pjfVrzvrIrYuABOlRIRGPcy03Yqzh9E3d0LVpHWhX01rpdIjcnQPoFr+IOMeiMXR41O/Ttf8ke5f9n3ICdpt47oQeCL28GgRzw69hBN/vwNbKx/J/tVIpR6ryKVsLe3PutuDhEgpkjaMvbXPVe2WelyplSbgNbU/8RmGU4Wdqdqsa6Uv1MywRFIwzDGI2HTS0RXe80f2KxIBryG+UTYcokyldpKWbdTaZEfsDBx5abrRX/kEk50voLp8XUJQSIRo9aJOkTcQLUoADPHTBPaK+wiOAByQpEuCLSEUM+vOVGdmSBTfq4f3GPOijQlNw3sMk5EdQy9hemwQ1ZFdalFD3/Ppzh3mNVolC1uxntwDsZ/H46+Mmr9Z/842fnmQ0W4b14XAE7GHR4uYHjuCzZVRAOTjwRAgkiniasOIo157kE0oVLtVD/meQVwrHkDH3NdCPS1Ty5Ta1ZFFeHZqPT93RUabVU2olE8/9Mldq8FABvt6bAOQrNYm+4F4rXgAQ+X3pII5wmDlY8xX8mqhQ9vPFg8iP3cFmyuj4DyppT/5uyN4PP5KEmrS163X8lecFfX3gAEx5waB6+QIAPPL14IBGCh/ILIH5b9FBHmvLg6iKDMNK84e1pywRAr/Zu+rqb8BXURn1LMrNeWydnXqKDbJfTFeFfvWavku73LdAUyvjx8r/DjVd+4h0Epb2e2AJ2IPjxYhiCxW0eh0vg+bq5MiigLHst+dUr7ROrIEM/pDmd+8jqHSO5JQ0p7G9nCG2eJBEZE5zjNrpW+n1jdXRpUnNZGC3aZULzIDsj2UiVyabW2yW6/mRz5ER4Oe3YHyB4psjhdeA7oHZD8xOVLBSEXbPt7R5HjKm5vfvI7ClVE8XTuHwcrHImVfYeDlEbVQouwBRf2ByCEggrDcjDgz6sAxGOatVL3ura2L6WjREqwsIADZeIp9VeW0LvpbXNP3Ijpe2qe8y6vIoeOlfagYmQmAdz3hSXiJwhOxh0eLsCPNyqpeROXTKqU5WPkY8yNjGL2opTFlnTBLMENpxqdGdinxkW6RmUXiREJV3d1JQ5aphD62MeQx4htlRQp0LL29yq5F6pFZlqGHItQGU5TqYaLwiop2Qx6nBmS46s24UdbMOoQNCKWiZ3rMQQtdQEqNzWYvYVv5sDE+MUnZR4gRgmtRM8AQIlJ13hwDahwoBY+hO/7K6k1Op+rp/gYrCyIlLydrUVYgBhBq+9bFfPUGSGT1pHssPXgi9vBoES5Dj2hkBAEXD27xwJ3H85N/phTOUfl9MBnVkdLa9kM2xUdJKjWrvWIxas+u4d24NfKBiqCyrCHT84JNoVYzdpYLSfvZddZT/fvAS+OpARlZx7ZT43o0TXVyUiInauzIiGyJgGMOJaQLARS7f4Jw/lvk564AEP7iIahMkWz3xaMvYW3pXSPlzzXxl02oytdaYvaiuN5A2zfVfjl4Knq2B0jYqfv54oFU77rH0oAnYg+PNoMexFymrwGASdEP51zNxD3xP72CzZVR1aJjq49dNV2dcBej9swy+rBrurqBxMzOtFArq+bbinuUa3v7muMbZcAxICOr3kwGI9+t6cPW0rvSJESkp+32KfKwhlafp/nFQDLjlcme62D+Ogaof1jeL8YEYQOQvdlA4cooPuscwvzytYg7VuGhq1P4bk0fni8dApPGJDqhmvOTI1W/phLIeOcPcevRLQhWFsBaEGBtKY+gAzWgAsyPHMY03n2gyXgp9lR7IvbwaBGukXwk+OEcSv3MEYDJMXoRQlwOHsdT8RcIGJDnUWoOrq0+JoKyjS/0Outi1J4uow+9H9Y2kJjZeQgdL+2Tal8Zwc1eSurhlmo4Kw1vv+/qfW0U6darNxsGI6VPcbL7ddnaJNLT46WXNZKnDl7RNiYWS6J9ye7tjbn4HvURh5Sa5pwrwq7Jhdj3a2eA2hlUKyE4GELEiErjRtTLugdRLYtJTzEY8oiU1iCIbhnfe/XpH4GVxrHl/FtiXw0EWDRCMY+aWhDmePRAu3MtBfMOFzwRe3i0CDtay89dAQeTrUdQ83GL3f9cpTA3V0axIb4EBqjtXEMisghNN77IEm+1giyjD8Ma0mEgQREoeS1vL7+fqk83Spnb79sDGepFulkLD3eKX6jCC1dGDaW07lbFjSiY41hhJ9bMfobe2hlVl6XvCxCK6/zcFW0SVIjP88+irzqJQEau37JOdPHvhDkLBPlxObzCjHpj8NK4aoECgO3l91RN+bnqadQQ4ljhx0pjQL3eYvGWLcDSRyhSWh1ApjvXg4KlYN7hgidiD48WYfe7bq6MIkAMgCECl2IdBrZiFXb8i79C8e19CM8XVWvJudwm9NTOK/GRbt6gI8v4YrGoZ/Shq6Wnx444Z+o+O/QSilNHU2lieqA1Spnb79vGGPWU1fZCRU+t0/XM9u9FhECpwp+unVM+0hwMUcfDxsQn3WyDdQ+iR6vLRmD4IngCG+JLWhvVR+J9CGL+fvUzRXYBOB7m36XIL5bDK6gOHPI4MRCR9qUT/XtRLX9oTHbiPAbvegJcCtAobR5rSnAXTL0B8DV7BF+ufA4AsKXykXRwS9zRHhQyTvWq6xmduwhPxB4eLUJPCS/73Sn1YIu40OfWOFBF3mlUUUUO/I/+HBeAFPHZaKfjT1bEmCX0sa/TjkDrnVujlLlrmlOrymp9MWHXteMbZZwsvKp6kAPOMdH5An6/8gkCRBguHVRjDnWzDeoBpjGMRKzr4y/BwRDL9DNFyqQ4Z5qwCxDKZiXcAhAjwPHuXUaNGBD7JiGZXprQJzuRSjzqeBjkqR0jUJ91TWSaHjuCYPayjNpFmnwdv4o1FZEZSIRnpujubpNRs1hojVcfqkLe3q6Mzt2oITNOfzF3ENu3b+fHjh2748f18GgnpseO4OmR14UQRiIGECPEif5fYscf/8LYdjEPj3qpWCDb15m2NZy0+vcmNVQ5YGIhD5zb/cCqt//i2/swdP5XRl1bOZvtTPyV6RrHCy+rqVVUx69xke6Pu9ZrgjWaRyzS0ao+DFHzjymVLa1AiRTFO8n2+k/9/Ez7TVFfZuDC1lL2MNN3eq14ANvKI6I1ClCWm592voCBSlFee4CxZ35utJ49NbJLpbD1OrcQpAlVv4ioxaLC3sdSBfXNbymPGFkE3XTG9RlbkGj/PejXn3JFW+B/Gy4wxo5zzre73vMRsYdHi1D/ccvWF1LM0oNNd3EiuNKszRCZa/wgkBho0DhDUl67IhuXAtkWhS30HjT6/GIWIPVENVl1bX1hoo+TXA2gOvKhZSkZqOlVpqOZSOU+wmdVelsQFsdk5zBy0Ry+W9OHcP5b6REeKaGW3sIEiPqyeC9SJQvISDVW06BE3XjL5H5BMLJcAAB5LTqnOnZ1+TpUK2l1PV03OXHpHtaUyuYAIL3JxYnGTp/ypQD9b2f24ji2Tb6BUN5rGoJCPdnR+bfwSfFVQ7hmZ01073R7znSjDoXbDU/EHh4tIKv1RQ6vUxaLrgEMthraJhrAHdna244XXtbESIn4J+vB4UojL8bSr9lzb0Wh2qh9yVb6utLbqWNaEY1tKclmL2lREZOCO65SuTWEmM5vRp/mmtZf+QQBOKqlT+VEqEilqlkqJU0Rb4wQQk0tVNccOdmrDFkLhkxx699joOhdIJLqaXQPYAJQHtf6/V72u1PKiQtIzkecS4ycPLelCDvLoy82Q8Rq0UsCOnF3BbmGPMYPyn+LaGQEoxdFNkr/G7IHdthzpnXXubthguKJ2MOjBZgEkbS+AEgZ9hNchGQTje2UVE+F3DH3taoX0kShMGMBALTf1L7Zc68XXWQ9dOnz+pzhLKWvq21p/sh+5fPMeBWzxYOJeYcUNnX1DAIQqV8ScUFGi6HcFwmlonAZ4ipT6dycdNCi7yG0SE/VlpVaiydtbWA43bkDA5Wi5W3NZcqbI5ZtY1QXjmQLXIQQk50vAEASOSOHGewx/sY6UAVgpsbJkMSubevXebfVw40Wm9Dq8OJ2C9m4bnYiJnUJU5bpnsEUqZ7sfh0PXZ0Ss64B4++Psk13awCEJ2IPjxbgGmggBEGiL/hWpSM1fclFSCkBl8MpyaVC1lXasZwo1NWE0KleBNxq+rjZc8+KLlx92Hkr+h0sf6iukcirXrpQb9fRvZm3lt8HHxnBJpmziMBUOj9ErKJWu8YbcxFFBtEtrTVNPPFp7GR1+TrElYSk6T2m/VS/k79cNj8rFxiCRsa6f4Jg/jq2lg9La1NRM36+/LdqFCNHgDP557C5MioWAqp9KbkX4m+saqiqGaAWawwc4LLWLK9NvL80JjLZ/43oqWNKo3Nek0Y5MJzPaDlM95nJhcWavhcNdfxWx6zrzNLOHV6UeCL28GgBLkcqajcRRh1ponC1TAAw6rRJDbO+Cpl6e/WJQu1OMzciYztqyDr3rOjCfuhyKbKiz5NhBl3j/PK1mTVRvV5P/tKUttRVzYkPNAfjEQARDQqlO9d6uqFak/KIsLkqjKiFUEpElREXkW1+7ooifQYgAhRREKnX6Fzkfvuqk+r9GBG2lt5VhjChPPdQtS4ldeG+6qSxUNB7zwEgWFkwonMAqCHA+Vwvyut2CDcv7TvMIVbCQt3T/G7BXrTZqWMAhqubvtgI1H1m4LJjgWZi0zCQi7OfaZkSfda1uGH63O27kRnwROzh0SKMXlY5lnBr+XBmelj3/NVbJmZ2HjKUqo1afki05ertrYd6EW+jWmwz96DeubsWCfZDd/XwHsxgj+HdrV+j/b6rBh0hUC5UFEFR+w8gTDVoEhMpnalmq297MfcMNtY+Vw97poW1YtgDV1mJHAShJ0MhktQvkWWEUG7HjbS1IFmxcNMXInb0p5MNLRQ4Akx0DmPlH/5LdS/iG2XE0jSEjsF4jN7a53imdE50MjuO7xIW3g1kpoS17/pm55OI5sYB6XxGcI3t1GdihzxGb+0MArktff+xnLgFIFPbcafgidjDYxGgKTcni2JF7jLmIKyofIEQkeHTbJv0N7MaHy+8LBKL3QNA8SA+KR6oa3PYrPp4Ma5LLqMNmzTNyUAu16ykbuey+rRhG55MSEXzzd5XjXQ9KW6TAYVQrUSnO3dgbtUzqsc3nP8WcfkcIpnGTcRXIo0czn+L1bNT2Kg5b7mU0rGMRmtBB56bnzSEXBFnciHAjIUGjbSMO1ZhqPQOkmWEVgcFEIPjucoYZrR7EawsSDFSZAygoBpwjACQCnD9fO+2Yjr1t9Kg/S4Gw9dsDdbxq6okcC63CfyP/twc2wlhh5qYowgS/iJYjyfjLyHuYth0aed2wxOxh8cikFLpWvVhfRvq7axZacVmj6Mib/mIZuX3kZdRWZaZf6N2DNucZLDy8aLSdFmKaudioI6gTc8WZC0mXLXzEDGqk59ipueQMi9hs5ekxSUQcalYltHglspHYJWPRN9w6biRXtbBECsjjhxqBknrYwrFtiL1u7F2Rom/1PQkBPi0c1jtt7p8HXBxXBlM0LQuPYK1e5PtuczkrR3I8ZkRuIoYuVwUnMk/h2erU3L5kfQVn+7cgVtT5sjLO4VmyyL63zDnwDr+jbr/DMDTtXM4oU2Wchl3hDwCwPBkfFm0izGgJsd/3o2asA1PxB4ei0AzfYe0DVlcTi3fpmb5NgN6YG3SfIapzqWb+TfTukTjDu3VP5u9pFpzVMR087pz26xzNGu12v0Amr5Hrm3qvafEOGCGLzYJvlxtZnS/9JRvmJFeZtr74CLFrLcrkUkG5+nUc85BpCG9Q5IAACAASURBVAHnGKx8DFL8xhWGoPxbo66caj1SwiuoNihX72uo6uPJ3wWJ1p6rnjYETrGMhjdXRhGeL94V32nze82226S/YT261XUAeR5hqPwe5kc+NAeIyP7y03NXhFLdEuTxJdQ/7YnYw2MRaKbv0N6mFRIGzAetbc5AYpMawoatS4a7kBWt6iQvHt5xYgXZRA+wq1bbaGpSo/uouyLZ5gsut7BqOakr6xOS7DYzwFTawvGTyI9+RlJpnNMWKjEX931i1R9i2/UjcnGUCL7sn7GmvDZNOkzjDUOUBQAIVC8yB8AtgdWavhcRnX8LTNavAUFO4jqFLMxOo4u9mhabd1qolHznwmRl89wJzEu7TcDsSyeNxdby+6qez8FU7Z+yBOYAkapzvrT4LqX73V2OhAmeiD08FoFm+g4X25uokxT1mzLpy0TWi6f69zkfKrbHdFa0are9BBpRuJTgOuxa7bHCj8G7nrDqv63dIwBGyt+2Miy+vS/lFjbRL2YQU42YBF96mxlU/6wZrQL6+EqhpNapm4GUznYammPg+t+DU4Qrv48aRHtUTdpyRLJhiGsRNaClrKWw63TnDgxWPkbAKfMB6FE49R+7BFY0XnGy8wV0zM/i2epUQuDaNSb7EYNKFlIqaQfoO58/sh+b506ovzW7L330opwG1j0AXh5R9f3j3btQuDKKp2vnEMhFSC1crhaC5mQtkb2oIcTJgnDgWiokDLSJiBlj/xbATgD/xDnvb8c+PTzuFTRTY2pmmyx1s05S5AYVKqIUqUr9wVxvKpHL1k8n+S+DbjwelxDwWFlBNnpIu1TQWarvZu+Ri2h1hbkr5a6ifVkjJsEXvafax7SeWp2MIw6Q97NOfMlP0edLwx8Cpo84TL6PWJK9MPVI/i16h0N1bDLbmAmexNUVG0S9uHsA0aQYTkH1XZGW5kpFbQusxEIoVmnawcrHcpnGUwsOO81NC4eT3a+D3eFasfo77X0V85OfqglYZl96YmNJCyrRlhZhqPSOrIszTOf7sKk6jYFKUY0MjToexlDpHWHMglBNOXthCREwoV0R8f8O4K8AHGjT/jw8lixaGbjQyj7rCVfM9iXTM1lP11KLVK8yhzCnErnUyOOFl9Ex9zU2V0bxRPylfJD9M6B7oK6hvn5u7XYjstOteqrapbwW7SpVea1V4/vp6hk0Jixtmdwvo1Rm9d4mkbArZS0bi+TAy0QsFIEh4Ik4Sut4Mv4NMJxa9SJW3ZjBM7WzsscZeDL+Aj2VLxBXGOLy+2DSyjHxqY6V6EtE5qaUjBYlAZ8HQ6KUFp7WXLbt0PUlaflY23ao9A4YeNtqxY1MYmyR44TTF9z0iKZeYRqioc+Rfq56GrTwAOdYPTuFntp5w/hGH8Ky1NAWIuac/yfGWE879uXhsZRh1EObGLjQLJo1m7drvvqgg6dGdmEZ5jUzCfHAqnHu9JjONsUXs4+HW3hw3S7lKZHO7MVxI7qnOiJBN7QIwcFvXjfdu/r3AgB4aVzZVHIuphMFivS4U6lMNV5duEXv1ThQZqvxPf5NpspZr7tvv/53KWV2Tu1Xzh+W31nynST7AUTPs/738ezQSxi9uBfPT/4ZQsQqkgbEA57S41TO0P82OCdvsUiS2MJrxa5MjD6MAYBRJtH/3lGaALrWY/biOOIbZTWwQ2U6eDIVi1rJhkrvIOCREsEBUN//ptoZrda+NHql68HXiD08WoD+AGlm4EKzaMVs3kV6lMrVzSSqyBv+unZNrJ4pfqutVY2i4VZtNPV0a8hjS4STriNOFF5RhhY1zvDQ1SlnepNq7BThVhGq+iIgUp6hNPsIIUg4QogIidJaF2GJARHfOKNoW/Blq6ltgZb9nd3qeARbrh9N9Qa7en+JaGjh8A3rwjp+VaXHOZIFBBmNfJ5/VrY00VCKhdeKsxZ1IY8xVH4PtZHDAJJF62z/XumjLb6TLeUR5MqJDalu0HGy+3U8+bsjeDz+StX5l18/r8ZBMp4sMMhq1Pzv4O5beDbCHSNixtjPAPwMADZs2HCnDuvh0VbYvatA/YELzWIh6V2d3GxB14XcRpTX7cDW0ruqbmoPkLfJv9Fs16xzaNQL2my/aNb1VJHDzd5XUZ38VL22/a05OOaRV3XGZPuqTO+KMYQ0rjKQUeFk5wvGWEPyJealcWwrjyj3LBfIbMOuw9oabZUK1hTYerqYtqJarfjOqgjnkrnIejrZlJEJJPdrHiGAtVavbaL8DnApWI/18ZdGS1ONA6XgMXzZ96cLEjGZizoYfdakyiayBK9i9fTfqGwHqZp1G1LweWyf/FdC3Cavm/YZgGNr5SPRkoYAXwZPYH38JQJJ6jmZFQCA8c4fGg5kSxV3jIg5538N4K8BYPv27bzB5h4eSxIudW+7aqOtpHddBhgzOw8p04+NtbPK2jCrPSVrlGDW8VzX2Uoftb6N7qLlGgtJ16Of27TmgGT7W68e3oOJi4NKNb3jj3+BUUBGwpHqv9UNNmJlAhIhLB1HDKGqPT33NTpvXUEoU9g52Qpk9xzbAigiWLeVZHI/GJJ0sd7bWuNci+S58VlzX+mecUpPb5/8V4AyLzEjcQZhNPJU/IXZIiXvy+PxV1g7+WZqwdYM9Jq+SHTHKvKPebJoodQxWU66+qaT74kb5QD7emjYypPxJW2xkniC1zjDrUe3YNsSJ2HAp6Y9PFpGijDvwn/oLnIb/ul+FKeOIizH1oxdkc60zTz0mt7VqaMYlfU5m2zrRbQL6aMmQ/7ssZDC3KHjpX2qnqjUvIaNobkg0lXT0z2DYuawZm9YCh5Dd/yVHAwhsga6r7R4sNewtfKROkZacOX4CXF/r7ACuvmVzO1Mgk7KGkSGHAy3Oh4Bn2OGeUdo7SsEVyMddejpaS73x8EAWQe2FwjUzvNl8Bieii811arWDMTRQmUTStBJN9RImhYFEWf4LL8ZXVEZj8cld5sXQqXod413jDl5gotau+s+LUW0q33pEID/DMBaxtglAP8D5/zftGPfHh73KrKiyFbrpS5kEWBq0hOE3SEDT+bYyt7Mgck3lZEHCYh0Aw8A2W5ZmlCo1R5h3ZA/PRYyMXeojbwOIFsMV6/diRYYNNO4ijy+7PtTrJVtTFXkUF63A98vnUk97HVXKnuur15r1aO1gMfo5lfU511iLbtnGBBlDapbk5hLT0dD60nWRXgu8dGavhdRO/8WmFQbi+EGkXMhEUOQ3nxHF/orn6ga90K9p6mmryu2iYQD6/oTsxLh/fyETCtHCLCpOp2yEE3EbsLg5FjhNcQdq7QeYr3VTtTYhQo8xsACI/w7jXappne1Yz8eHksdzZJrVhS5kLGDLmQRYLZ3dDIOEJoDEZkd6MrdvMMi0uWWpZ9LKz3CZMivLyJc5g7QxhVmpbQJWX3FTDYbfdY5hK6eQUwgMf1g1sQimzABu54rfbGkOMgWY2WlqvXRihGS0YTB/HUwMOTnrmBL5aNUKpsiZ71+KgjM7aJGoEg4tBTXxk9wbK5OglfNiPRk4dUF9dnq95/EWvrIRvqdug55nhviywhAtXBy+kovYHQr1zWzn6Gndl55rh8rvAbWPahU1oXpv0HQBhX4nYRPTXt4NImsgQZ676471WoPcG/cptQMsgiQJkI9ff4tpRC2RwPqYiZdJVyTfsxrtPmtWW5ZC0X9RQQwP7ILeWMkYJyZ0nYtQMyoW/SZbql8hOrIqLgHcjDERP9eKfCaN9PAoP7g5LXIFiQ2k9C2IxABE5j1k0YTbqqdwfdLZ1RN2u5d1i0xudwDeVnHHDjducNZ97xWPIAcIqkcF2dnp7iz6tgRB+aRV21GrcAespCfu4LNlVFwOWhhonMYc6uewQ9KvwGTBidUr9azCtSylfQ+awRO0TFg1JfBOXjXE1jdMygsMM//azUIZTER/p2GJ2IPjybhmt07WP7Q6N1Np1qzU8e3s62CUoUU6Ux2voDNlVH1PplczBYPIj93xfjs5sooNtY+hz2qr53pvXpjE+3aL40HZKWJzBR5ap8wx+DpoiuKsFGawGedQxioFKX9SdJX7GozcgunktcEm+TsNiVdbKSriXVnL/EvGHN3qV69uTKK6bEjqYzM1vJhtfAipTEQ4HS+D/MdXWrbzZVRhHLecVLnDgz/6mZh+4wDYqFD3ckAF393lVEE8oz01L/u9BXJRUkIhioC9TcbyPiZFj66b7beM278dwix71OFnUvKyjILnog9PJqETaI0WMDVs9hM6vh2zj+1z3V++VqElaSGR8cfKH+gxjNGInkNcuNayKSoVpGZqtdIeqD8AfKOFLkuPgPMlDXdZzU6ksdGhB0hEL2rND7AIQyy+4GVLaT12hZjuaYlAQEuhk+hJ5oBeAyXiptiZ90YhN7TU8u2oQddOy28qJc2cZ2aRFCV9X/kcbx7l7B+lPVjsYDEgkwv7L56Oi5NpQoZB+ORIUyzFeRyphVOd+7AQKWozjsXzcn0ev3BGIUro8Z/h8nigomZ3fcAPBF7eDQJm0S7ADVYIEKgzOR10s1KHd/umpV9rna7j+5ulNSJOWqas9NCJkW1CjvLMFs8iKJGqFkDJXRvad3hLDr/FkaLOxN7zuE9uIA9qXazxLObOx/uRGhiVIMQFjFAGiZKe0iY6WklLrLeDyGGPmyMLhj9wKLVRh8CwQ2Rkk5YutDLlUkhYRrVY2MwhFz05yY+2Bx5XsWTvzti1Gtj7q79ZyGr39te6Nj/pklJdr06J9PS88vXolpJvNDT5RMhcitJlTehsmwdqrWLyuJTr4M/UGItD48HBfVaaJaamXy9c6V6rK5UJhep4927Mt242g37Qb6lPIKwnBBq0D1gDKqghU7x7X0qTa07nAknp9+ClX8rHJqkvWUwexnXigfAugcBAKx7ENVy4tlN0ElQJFfJv1j8Xh/uoEdpNrnY77vS3BQpx7K9yO6VVeYj8txIZXx1xVNYqd3D6bEjUpgWyUUCB0cO0x2b0Tc/aUT2IbgY6qFda9xCWtrV761PvQKQ+e/V038jVc5RKrPAwcC6BzEznCyadgy9hFG5j+/W9IGtWCXakUoTWF/+UinO51Y9g88ADFQ+NrzDxRCMe0Osxbi+7LpD2L59Oz927NgdP66HRzvQjvajpYDpsSO4VjyAjrmv0V/5RKlQSXFbRQ4zO2//sHi6nxSl5lislLW30GHadEr/a30esYq4kI64alzQaSjrk0CSorWtE12ECojzqMkkck6mc3Uhl+u1yxHLfh059knK7ADJtKFQS1ET5pHDhZ3vqkXJ0Pn/TfVDi+sOMLV8K/rmTqjf07GZRfg1HmDsmZ8b063s74aiZV3VHnGG8c4f4rnKmPE90N+R69/UqiWWCyFOrXoRW64fRYAY88hjZqfWNiezHh2oIpb+0ltL76pSig792vT7VEWIE4Wdbdc4LASMseOc8+3O9zwRe3g0D3sgvU1UzUydWQokrl+H7g0ccaaiy3oPaNpHOz2m6ZzoQUtCs1j2Q9v3m6ZNcXCzr1RYOqiaNzlkASZBUz2chgnoRAmYlpWkbs5JQpfVVYvgRXJZEGls7M/+SdsS0dJkIQCqnYeImlTAdE6AuC9jhdfAwNB5/Sw2VyeN84gQYrLzBfRXPlFEr19PJJ29iBBP9P8yNZ3ItdgJERkZBNWrzriM4Fnq78j+NwCp7A5wLteL3trnTmK35wnHSD6bVUPX75MwSRHnfacWlfVQj4h9atrDowXUaz9q1CPcrh7idl+HPvChWf/sdnpME6iufePv/wJbKx9JEwdBG9QTqteQAUghF03mEcnZc7lNKK/bAbZiFfjN60bbDABlDhFL/2l6DbhrvpTypsUBIKb9MO01pZsjzg1lb5aCWpBvrFLEpHImkhGf55joHMZApaisMJN0MsNQ+T0jMkxqo4K8BysfacYgZoSfQ6wWH3GG8cVs8SCWYR4BE4YlHOn0ObRrYBDWnZwnwzVizg3zkmQetIiOxcKJq+96oFIEwJVYkM6bpihx6Zpljq/U6vOp7AFXY0CXcoo6aLyJh4cHYU3fi6gihxoPUkR1VXOMykP+h6+h0ft3EuZ15HGi/5cYe+bnuLDzXVzY+S7Gnvm5ShMW396H6bEjxuebuZasbabHjjj3CQgyvvXoFiGOYiJdGyNEjQeqhjx0/ld4amQXrhUPqF5hQIqREKG39jm2lt5FsLKAraV3AUnSHMmDWuh00w9wSgMn20FFYzGYUuXarwFR8yRld6T9DkDqNZGvfSwin0geo/PWFUBGk4RYtjjRwsAmn8C6lsC6pjD1kyOPecwf2Y/psSOYHjuC0b/8KbaW31fkz5AYm3AEqCFEjTOQt7P4rkSb3Llcr7rHHGIWMP1NnerfJ1Pu4vxDqfSm86MFBwmzzoc9xv0a6/4JjhVew1RHv8x4mNDJ+UL4tBQeLv0JTD4i9vBoAfXajxr1CC+kh7jV1G6z27oU4ESUJPJqt8f0mr4X6zqO6UpcMUAgMsRjtXA5BipFlY3omPsawsLSbCsid7BkdCJXqWjbdznLDUtXUSdGHVz9v0h9k5paJEBJ3MVVkjkBs38a+4Xa70TnD/H7lSJCxGpRISLL5HzAoaJxIyqEeQ1Z7ViunyGAvrnjiKStaB61lIpcTVVSmnAmlyNJH/Dmyqjx2RoXs4CVWcuR/WoedMwTIxM9mo9lcp+B45noorpfEWcoXBlFT+288/zoWmIuSglPRl8gkB3in3UOGQK3pQZfI/bwaCPaWSNuVI9e6LZZnyVRDNULhQjoVzJ9na4XL6RG7Nrnmr4XjXOf6N+LLZP7kUcNNemUTaIfJqMoEpXlECkhTzj/rVBdS6HZRP/epMVJfpbqpTZK7HtYx79O1XYJNNHHFnTp9U8giZazxF82eRKI6L5mj+BR/k3apxpJjTm5J4m8y64B2yTV7E97nq99H+hc7UlIMRj+MViPJ+PLShxGoriJ/r3gpXHRzy1rzBFExBsgVnV3mXxHyNK+3nptXZ/aRK8JJM4C4BT+3c06sa8Re3jcITTqEW6lh7gVO8zFWGdenTqKTdLOMuARtk2+gemewcyoVyfXLCFX1vW69mmf+4qzhxHKPtdQ1naFC5VgCRGBUsuPMH9gK1ah6/n/EieLIh7tGt5tjE4MZi/j+fJ7me1G3fyfxL6tWq4+cEBPQVMUCEp5a+zKtW3ppx6luggvllHp9/g3xv2z3bjE/hmOd+9C4cooHo6uoptfMQg+ZWxR51zs9+36uB7BmwsD0a/MuEgtB5zjqfiSdl8CTHQOo/r0j5TyWZ99/DVbg5tsJTbElxWx/2OwHuvjEgJOUrj0eRAx0+Sok4VX1fxo+t5fkBmW6siHhrPaUm5l8kTs4bFE0UoqezHWmcHKghLMMAYwOe92+Kf7073HixScuVL79hCIxMjBNIkAoGqKjMuoSnpjGz7UyGEGu40Fw+zFcfDy+4i4EBG5UtBmipoZ98ROn4pzoZ5d05iDIldDqa3dA4oWORi4FDup78Ii0al8P75f/Qw5SU5icRLhB6XfGIptHXRtWZGvLUzTI+mshYpN3gAwne/Ds9UpMHkNiUJaVIefq4zhswtQgi+6rhDAo/wbQC46aF7xhviyWMTAXHjoaWf6vi/kNuLas3+CFyylt/13pjurLeU6sSdiD482o10tSq3YYS7GOjO+UUaExHQCCBDMXk78jFNWiguLvLMiafvc9UiWSHTF2cMI41vom5809klyHV4aN3yoZ4sHMVD+QHggS+ctJuuFNdkWo0MnmBoCXAoex5PxZUOdqxMcfUa07XAVBdMgghgA0/aZIjih/029r5NPjQOVVb3g5enk3GjhoImc6HN6yli/JptE7ahfjzpdUTIZiTwVX0qEYJzjueppRAjwZfCEMAnhSe+zUCpXMVApmpGto6ZLoHQ+4CZhADgf9mBD9AU21s6i2sA1S9c6LIWWwXrwNWIPjxbhGnmomx4stFZ7tzA9dgRPj7yOHPQ5tum+Xdp2Idfn+hzgHmmY9bkIgewRphENZMsZ4HjhNcOT+mLuGWysnUGOJcMU7P7WevVSV7Toqi3Xg12/1H9nH8/VxwwAJzv/QAnUqE+XS8V3PbiIzlWfdtWuXfeCg4w40p+ltrELuY0or9uBraV3VR8wky1itBhwnUfWa9c56b3Ejfrclxp8jdjDo02wU7OjF4UgiF6PF16uGzEuldW5vXgAKKVKc2y58/yzIu9G15U1uapRitv8nKApDqZS1pHsTe0a3o0Z7E5GUspReZSKjZDUdGMtJWzPFLZrsnbdVVc7NxI/6eIugPYlE7fcJJcrbA3W8auGyCvion2J2qQYXb2Mlm9gBR7GTWeU6YoobVJLzqn+ezQXOet90hZsqp3BhtJF5YR2q+MRbL/+d0Y63EWuWa/1a1LXwrmwYOF8SaeaW4UnYg+PFuASFukpUQZmeCPrD4pW6qvtdq2yP6efx3jhZSWOijnNhM2e5ZrysK5zXXSOwcqCcV9ocpVOzEXHtbgGztMEKYodGThmiwfRNbwbcdd6hOX0cHlSFtNMYXd1NYFdZzVTtVK9LX9J79nTmOyf1P9r7zMAx1r+TUpAFYBjY+1ziMVDQuwk7FqJm2rbLDW2/juKtrMiX9qeeqSVgpyb98HOEuiLl2V8Hj8o/UbsbC5d7+UyqtdT9/b0K9e1qHuMHE717xMDPZZwqrlVeCL28GgBtihKFxZVkVORmYsgm62v3g7XKh32eeiLh6TNJ6EqO3q2ry3ruoxzlO1E9AC1J1dtLR9GWI5VlkF/0FIEriYucUp7xioaGyr/FtHI+xjr/om8Fum2ZUW4WUMb9J8RZ7jGHsYj/HoqZUo1WDUzWCMl3Wvald6l1K4rDaunbynq5qDUO1QUaKfdsyJaV2raTserBYIV4YPMNuqkiI39ITkWQyKoyzo3Sq3TvaJtIpntCGWvt03Ip/P9yP0X/+M9MV+4VXgi9vBoAY2ERVQzdqFZZXMzhL0Y0ZR9HrR4uFY8gDWznwkTCSZah1yip17EBvlnXZd9jvGNstmHTAQrW4vEdlVsm3wDDNw9n5jakSQp6+0pjEcYKr2Dse6foHBlFM/Uzqo2Jzv1TKRn/4xlJLqaXweQpZhOSMomJTulbS8EUrVh+b49m5hGGYJzw9TkuzV9WH79PMLamaZSzfr7ruMDFpGKzLmzvUkHR6J2zmrHYtp7et3bNbkq4sClYD3Wx1+mxGYxgNHu3fjhv/ir9IncJ/BE7OHRIuzUrD3IPitSbVbZvFDXqlbO39WWNFj+EHnZ70m2gBzcOW5QJ/+s68py1rJr0+geQLX8gUo/J6pbd42aXo9CjNbbWPscIeeq9Wqo9A5Ca9ABQUWs8rX9k2ATrfoJyPYnpoYz2KRF5KNS0dr7OuGL9C+QaI31FiiOnPKwirC99I5Iy5eOK8lUQ4K1rgFIX49rYcARIEKMnINgCSLNH6AKhoDr3tKxEe2Sj3keUSqFby9CNsg+ZD2aF+cVgK1YhfsZnog9PNqIRkMhFtuKpO9jZufC2pXoGO62JEHCU8u3oeOlfVgNoDryIfSe3mZ7Mu3rAKAWKfH5fw0ahwcEmM73obKqF+gewMDkm4q8g5UFFN/el1KoqzQ1aokXFhfexvbQe1dqOmsYgyui04mKJiV9yzqxin+n9geYZBYhBE1WMmvVAiKVzbXPmWlr83y5WFhY56gji2D1f9cj6cg6NwYGznkqOiVQL/eFXC8qy9Zhc2WUKr+IwFWq/VKwHreCleitnVH37mv2CAr8mljQKDU2T2UTgMS/+34RZWXBty95eLQRWe099X5/OywvWzlfm9hc4wbr1YibPS/d3tJFGDRjl45hn5NuWSmEW5F8uDNMdP4QuWgOtzoewZbrR8EQI0KI05075KzlSKmnG80RjhDiTP45YVaRMc6QPkfQ25D+MXgCpUf/EM+XDiGHmvH5LIW1az+20lg/x6x9Au5Usr1/gn1drvPJiooh7wOXVpWhmpiUHg+pt3HpxxJjEbmxoLHPU5+9fC/Dty95eNwhPDv0EkYv7sWKs4dxs/dVdEEQUDB72VAJX506immgJcHVYurCLtQTUz2bkQ4G0HK92lZOU13XJpC8VE+/8N8eAKQvtX7PdIW6SA3LqBFckm2MYI4rcjjevQvB/HWgIlOgCHA+14vrK5+SZB0BCFBDMvWHIsBN1WlAkjARiU6+OYtIVeQNoCe+hPWldwBtf3ZkSenYLHW2naomRDKdDaSjVVfUapO9vQDKqm0baW/tOPY+c0yMc6QxmlXk8FnnELZUPkplIexjkk1liEhE39pCQj+PkMdL1pqyXfBE7OHRRkyPHUkGDUyOA5NC3ETj8UT6lCFYWWiZWBdTF3ahoZiqyWjdPi89nQzAIPuT3a+j+3f/N3riL9LkAGBbeUQ5etVTqItqdWIWQRN9dHIYknVVNS6Qx9hUO4Po+jlZhxbzgwMtLWr6W5tEYpOvfu4EIpMclwMZHBGwUF4LolXpYNqf+gyXFpjJAQKZDtaPk5V+ziJfep2qfde5Lv1ztODQt4sRYLLzBQDA/PK1iDtWIap8gphHxmIjWXwkBiDXVz6Fbdf/zjiHpMYeABz3Vb9wFjwRe3i0ETq50UNTmGMAE53D+P3KJwjkIPaJ/r3OnuMsAlyMjaULTRNog2jd2WLkNDipKiEVkBblAGb0U0+hTscxa9disg+NPEx6js1aMXgk3KC4UCbnDBtLEaWJ84qMFqgs0gLcdpFif2kxl4iyecrwI+IARyAGKcjPc9e+66Rx652j6zOulHSq9Soj1U2EGSDGYOVjIdaq0PWxpF8YXDliCW9u8Zne2ucIrp9R+9LPMUaA/6/7n4OtWHVf9QtnwROxh8cC4SJMndz0gQVV5FBdvg5BJZbzcquIb5Qx0Z+ksXc0MVSh2elNzUSzzRNo42idzstOJ+s9ymTI4RLlJA9gZvhc24p0/ZpGAXXv43h5WwAAIABJREFUIP99q+MRLJv/Bt+t6cPzpUOKdC8Fj+OJ+EvkJMmFkhCYTFDnWDIV6MuVz6H69I/AS+N4+Ntz+L35qSR1baWi6bUiXJi/dw1YEDVXhhrnhgFIDTmc7tyBwcrHatqUMFfhRvo6Nce4DoFm1aLp3/VI3lVLTntmi3upi9nET27tk2f8O31u9JewtfTuPWER2w54IvbwWACyCDNVI+4ZxLXiAfHA73hYTfQJwcFvXseW82+JubuTp/BJaRwAFl0HbtbsQye2q1NHUwQaIZBTjppXrdpRNroHMAGAgyPuWIWh0jsAF17R0/k+5Pm8UtQSwTxffg/VkQ9SDl0ua1FVAoBMT8/JqUylcWm6IdqAxGQf06EqcRILUeMxQnA8yr/Bo5WPUJ38BBwsNYBe1XTl9WbVdG2i1gmPyfuh16c5Ahzv3oXl18+DayQdQ0TJNQCBNanJjiKzCNeVtqb37AWEaq+CWbvOGq3Y6uIgbR5C6W2T6HMMC/77vxfhidjDYwGo5yalIsvJT3Gy/DqGyiPyYZsQQY0zFK6MogM1MAbkeYQflP8WVUEni6qNNVN7tolt1kqTo3sAKI+AHKTqITUEwxFlU3aAXKJjcGysnsFE/17Ma25ZlE62bS/rWYvSGL5EQMQR8JpoEdIitMShSpCusPEUoq4nf3cEj8clhJJN8jKSTnlOy2tOp3IFldW4INgL4VN4OpoBkzVoZX8JGUUykSmh1HPEY/yg9O9US1Os/lZouhNTx242irVTy+66thgioWrk8reutix7v65INuv3NLDC/nuiDME/Bk+K+y/LAfUsVu9H2MNBPDw8msCavhdRRQ41HhhmFfNH9iOPKnIsRh5V7Cj9O+QQIWRcqHohIxGEqCxbZ+wzYMIe8FRhJ8ae+fmC03Kuc7OhR8B5CKHWzM5D6rjxjbLynw4h67YOEKEPnf8VnhrZpVLKwz/dj/hGWR0jh0j8j2rBDMZxjxV+jE87X0ANIWo8ULaXtF9SXNM13ex9Vb5OCMqIDGHWZmscqCKPse6f4Fxuk2wqEsTwfOkQHo+/UtvrafLIIiD6mYr4xJERQtY/owuAXHydzvfjXO77QvFsi6yQECCleMVxuHUtPBUBE3SRk36e+jnqP/Xr4ZbhiCvK1qPoLNIPtH27CFxdg/V7ipA3xF8AACY6f4gqQlinet/DR8QeHgtAlllFh+ZMxRGAaUYMQBIBnO7cgerTPwImPzKEQmQ5ebvnGLsU2EY9FshUaNspbT1SnS0eVFGsu16eCKpIIDZbPCi8pqW6/HjhNQDQbC9r6Xr6H/8CowAen/o1uuOScoGiKJg8oQP5+1LQjS8efQlbS+9iGeYTBycuZEW0Hf2+xhMyp++tbgoYabOQnIx6n6ueRk0uw7hUU9M+7f0l+2Qyfe2OSLM/545eXectfrrbpBjLTiPb+3b9fTPreC7Ftji6gDh+hFw0p1TsD0LbEsETsYfHAqETV/HtfehFTZkaTC3fhu/W9GGo9I58+Ar/IBILba6M4mRpLWIwlTYlN6t2iFMaibpcCwndwareuMOslHaEAFvKI2p4w8zOQwZ5AkJQ9d2aPrAVq1Tq2iRGIO5aL0hcDoUgwtZT/qMABibflAsfkeqPlNo5Timpu+Ov8Bi1M2n1Sn07PbJmspJbr7YJJFaVAEvsHS3SEqn2CP8YrMdT8aUGYrUkhRvCTYL65+waL/1M9SU7omTxb+70lU6ifEf0b+2LxGcxIKxGYR8jHcU7CRpBaojKg5Ka9kTs4dEGuHpet06+iUAO3jvR/0vw0jiGyu+JNDWP0TH3tYySYlSRbxsJNwsi63rCs0bmHZRavjp1FGz2EraX30/NHNYFVSFiVEufqs/kUTMMHvToXF8IxJaYjGrEoWXJSee4pu9FzF4c1yJmrhlPxEo1TbAjX/KIJq/ky0E3noi/VIIpFfVBpJRFW44QVYWWwlqknjnWxyXUECJvRcU60TF5bNtq03byss/bZczRTC03kFkE9Tk0TjPrv4skCcvY3ag3u6J4e78qGwTg084X0NUziJme9rXo3StoS42YMfZHjLF/YIydZYztbcc+PTzuNUwUXsFE5zAmCq8ApQlFFAwxVpw9DNY9iHnkVQ2U/Hk5Akz07zWizuLb+zKnOLUbdr04qx4MuOvPVBNePbzHeE+fOZzUiJNj6PuaRw5jhdeMujjtl8w9IgTKDOJm76vyNQAwFXHPFg+CzV7C7MVxDEy+icfjr5SpRIQQY90/QSl4TInmQohzI6LQ7RwjiHYmANgQX0YOSX+vnlKlnyKKjY06sF5bDRHhW9YpolbreHqtWa/ZQmuvou2Y9e8skrSPb3/edTz6d5YYTNSVReQuFilCXpZjal5UKgon2Ps1twkwUCniqZFdAKC+9wcFi46IGWMhgP8VwH8O4BKAMcbYe5zzqcXu28PjXgBFlFQfjioiTUpOWiE4+uZOCBV19+t46OoUauFyDFSKMlLjiG+UjX0tZM5wq+d81VHLdQ1a0FEvZX116ihm68wcBgBuDYwYL7wMBoau4d14oYnr1FW3TDlTxdg6+QYwCeSlWUhUfl8Qo+xnDeT2z5cOJb7TRmo6NvqNQ5lmXse/cbbx2O1MERcxdIQAASd6MgkyAPCIHK9I219m38MG/lVm7TXi3Jnutv+dZcKRVS/Oqu/akbPrmCJCN+1CIy2170qLZ6Wm6fdUMniQWpZ0tCM1/QMAZznn5wGAMfY3AP4ZAE/EHg8EKF1LD/2crAmey20CAGysfS5/V8UPSr+BMGcky0uzTandftIu2GQ/0b9XESJNP8rXWQjYKWvbs9oYGGHVoV2TmKrIYQa7U+eok724L7ES8aw4e1gNoAcSS0kV+XFREgBPLC4T68qEnClJTGMHN8SXVM1VbGsShj7G0CYj8pH6mq3BOv5NymOZzi1RYseChOGu61KtWk/31lNO6z9dvcOuz7sIUh07Q4TFmNA6bKqdAbt+BhGSDIH9GfsYWTV3PZIOVhbwoKEdRLwewBfa60sAdrRhvx4e9wSSiLIqFcGibthb+xw1hEJERCQgySPgEU52/gFuPbql4QzfdsMk+yq2Tb4BBmHYPwGkhlM0WgjYiwfq/w1WFlJDJKbl9mz2EjahKoVMVaNnGEjba+r3mIPhuzV9qJXGEfAaAChbSqq/1pDD8e5dKFwZxTO1swg4T3qZeTKrmMg5a0yiXgu2Mq3IIcbG2ufg189pdpqRiqKzRFYkZ8pZx6IarX4+VKu2bTazCJPes3+fRdT6v7PqyKrmLH9vj5Ykv28zpe5OQdvHsIdekP3rdM+gT023CPvvEwB4aiPGfgbgZwCwYcOGNhzWw2NpgNK1s8WDyM9dQeetK+itfa4ezDSiL4huYXN1Un2u89YVrLzNftIu6GRvm2hwScitLAR0kgTE4IawLCLRCEyRKaDNIwYzXMa2lUcQlLlmr1lVWYTZ4kHEXevxTffrapDD1tK7imhrQQe+fXgj4o5VKFwZRWXZOlSf/hG2Tr6JPKopYRahxgFKdjNO4iwhiiIV9sXcMyqj4SJqEoFxMMRyH9Q+RQSj151jLmb0dsdfAVLRnYo+oUWHesSItJIZMI9F79WLhJtJR+updw6mepxrnOFcbhN6aueR45H4jnlabJQVgRMClrSI6e8HTEzhetDS0+0g4ksAntRePwHgS3sjzvlfA/hrQMwjbsNxPTyWFAbKH8hB9SbJ9Fc+kaQUoIpQtcr01j7H/Mgulf7V07H6FCQbrcwwdsHpfiWJd/XwHsxgT0v7J1vPbZNvUPyvHsQ5xsFkxMu7nlCRsxi4kJAWTU8Cr6Fj7mtFUCE4tpbfR1DmxqIhLwdIkFwoLp9OiL92EROldTKy54o49YlIEWeSBGJlJVlDiJOFHwPdA4hvlEWKtDSBuHxO1UD11DSTr2MEKnIFknow/ZsGIHCpuH4ivowIISY6f4hl1Vn83vyUcgfT1ctEyFn16SSKTI4Fx7/t36UiXQdp6tG7tPyQ1xLgatdzKHfsEK15MGvDqc9r52HbWAZy/4xxNfBiMY5y9zLaQcRjADYxxp4GcBnAnwD4SRv26+Fxz0BPz4reUhfJAMcLr2FF5QtsnjshCaW12cSLFXO5yH66ZxCzxYPg4FiN5gdL6PtccfZwqkeXiCQAx9byYZzq3mf0HAOA2fMrhFzzy9cirjBp7yjS+dSmRHNvRa9trEWq3CD+/NwVeaxqEnXK803MVmKVHhaRrmANIuGBBhE1IPYZaqMWgYRIE8LhhsiMNAQ0iUtHKhLWItYso4x6P+vVh+sJu+j8yaKTIvsAMbZLIRy1Wdlp6XqRuZGyB2RELb7Xse6fPDDTlmwsmog55zXG2H8D4P+CyOr8W8756UWfmYfHPYQ1fS8iOv8WQp4MmKeWGQ6GUCOcm72vYn7yU+RlvbPRbOJ6TlatpPDqkThF89WRD1sid9pnnhTjnEnrEhEJ0sM65BFWnD2MCU1VDcAp5FoNYH7kQ+Qdamv6fDIGsSq9iZMsRACOzZVRHO/ehYeuTiGIbuG56qT0+AZKwWPKZUuv6wNwRt96NGqnpgONwI2aqPbaJlUywND3D9Sv6QJQbUO2irrh5xr820mcSEfbYtHBwbRz1rdx7VffjvqgmXYvSbjGHrBpSzbaYujBOf8AwAft2JeHx72IZ4dewmhxJ4bKv7Xqegyn+veBl8axtXxYTBYqf4CTst7JmphNXG84Q1YKz5W+ziLxVsjdrWauyVopQyl4DN3xV/K1SPzGsp1n89wJzE9+ion+vUbrlCsdn6W23qEtTiZKr4CmOj10dQqhJFwifnF/uSwVJGTwePwVvlc6JGxGl69D1PGwmpNMafUk+o6NmcRJu5IZ3WUJpqBtU9PIKJZ113rRqx3FugYx1GtJalQfps/o5+hyEMtqjWq0/3r3IyF8UaLISY3Cg1YbJnhnLQ+PNqFreDeqIyPokEpeIoT4RhnoegJhOVZk99DVKdEyIx9AukNVPfLM2k5HVuSbpchuVqnt2i9lAsS4xBBf9v0p1k6+qfZFFpdJKj5RaUfn3wIA9CJOReip9LisoRff3uec6hTKJpoaQgRW6lr07OpRrZjONFj5GPOVPCYKrxhuVsLhK4+T3a8r1XUoU8iU3qafNC7QJjD9dcQZxqVgr2/uhJwOlbhrGXVUi/DtCNaVTla2mLyOXSVrHDlHqO/wlDXqMOsc67UvES6xR9HNr6Bm9Zc/aPBE7OHRJriiYoCph4vdflMtmZ66rtpso+EMLmRFuPas5B2aQEw34shKDbr2S9dGNVDbolAcYxDzI7vUqEMiSKFU5kqkpbcw2eegLwL0tDHjHADXarwBJjqHAQg/b0ijjgBceUEToVCNnkvJEeMiej6f60V53Q5sLb2rTFpswZSdqlbEzEV/8eXgcayPv0TAOWoIUX36R6iWJhDNjYPU0oAjepX7ySLErLorZB3bniOcFaHSsfXf5zK2VRGw43OuyNmuZWddBwA8yb+SIx+Fu9yOBzAaBjwRe3i0FXZUTKaIurKY6mHkskWk6MJC2pmyIlx7VjINTnAZcTS7X9tog1qN7EESFMXzm9cxVHoHNS4iWOFExdXYQxoYYdep9UWAnjYGkpopYwDjMQYqRXXvLwWP4/G4BEFUIY6tehGrbszg6do5BNR21LEKAJSpx8ba53imdM6o4dqpW/unTkg5xHhSMwZh4NgyuR8hxKLANvwA0gSr/85+3yZLe5Ggv0dw1YNd+1DHgHldLmK3z4uQwb0pJLViDs4Td7kHEZ6IPTzaCDsqDrRRbvGNspaOrqoaZnXy07oGBq2qmLPI245oaXBCs8Iv1371cYn69CU77TyzU6SxnxrZRZ5ialDC8cKPAZhjD+1zsRcBJ1VPceKolUSHsXq9Ib6kCKXGY+mAxdXEJIZY9Sa7eoMjSvfCSstar22TC13UZTt6fY9/Y/Qs077Ua0c0aiMr4q2nWK63P/t9e3BDo7pv1jFd29uLATEr+sFNSwOeiD082o/uAbDyb8UDGVxZ9tlGGpSivR0ilWbS3AsZOWfvVydnffoSk0/ZUL8+QFqB6pFQ7Bx7aJ+LvQhgU4JQbQtKOz2q132TliUu+4i5NJYwpzKRmYeIkAWyUtK6MA9IyNS2wuRggDTAoD7mb1knVvEKQnk+FCm7zDn0f4vrSWrIYpEhFyF1olU72s2KhhsJwGjfWVG169h2nVr/97nc98H/6M8fSLU0wROxh0ebEd8oa3OGmUq5uYw07uTcVZvMdgy9hOmewUW7eOnjFKsjH6roGADsIQ+mFWj22MNG52K6eTH8Q74PvdVphDLl/Q/5Pmyqfqbaxsiog+65PoeYyx7WcP5b5OeuYH75WgDA9vL7qb5oO2rVSYhMQiLZIVuDaKUi5TxKEyJjIGvED/Pv1MCIAFxFyjYR6schXGMP49Ky76N/7gTAuYqsbeiEqC9OXCl1V9RrW2va71N/sVhocKM+nVoAOBYJALAsvoE5x7k/SGDc/obvALZv386PHTt2x4/r4XEnkPTW1ozeV5tgpseOJEYaw3vui4hAb28CkCJWet/lQ91ov/o9ndl5CLMXx7Ft8g0EiDEvVc7UEpZEtBGqyOHCzncBQNmQzi9fi7hjlbE9IOcla6lvJt/hEJFtma3G9/g3qd5gjqRvOmSmrWWNMxwrvAbe9QT4zet48ndH5Ixk8d7XbI2xTxfsNHC9bbLI206n1ztGVq3Y3lapxuWexfYmIbvOz46Y59Bx3/cQM8aOc863u97zEbGHR5vhtJDMcMJqZKSxWDvLO4VMe84Gk5tcn3ddp1MJDoBGHeatljAx2IGrGu214gEMlj80RlVyBJr6Otme6veBZt8YSCHYOhm1UhSrD4XQRx8S4VF5Qnhpy55k2ddM9piP8FkVdZKdZGCRqSA9lnLwajZVzOgkkSbqrIiVrtt+z3ifrp1EbTCv3bV/e1+MPZj+0jo8EXt43AYQ4Yz+5U+xDPPOWauNjDTu1GzixWIh52lHzq7P15uZbKa60zVv2zazY+5rdMhpT2lBFkWzYnBDQtDpyC1kyeCDp2vnkJNiMdfIQ/qp23QmtXEiMQ5o7VGKijWSTaLThOgJdgo7NV5QI8GslLGOep/TW5GM32vnkeWHXS8ajrkXa3ki9vC4TZgeO4It5RH1oIoQGA+bRkYad2I2cTvQ7HnqaWnVNqWmLZmft723Z3YeMoxM6Lh6/3MXgInSK8JnWjpmPXR1Ct+t6cPzpUPKAhNIolFAkGRORqoxApxa9SK2XD8KziPVdwzpAMWszyViMMtHWTsOJ9NPWUPVpyUF2mJAH/qgQ4mbHKQL6zP1Us/q3Bps51JD6z/t3+ufsWvKjX5+xR7B9XAtrj37Jw9sDzHgidjD47aBemxJyHOy8CpesBTHusFGF5K+23pOWEsNzZxnliEHeA0MLGXbWc88ZPbiuCJyIcR6Vf2OUs9xRVpRgoGXTiGQ30OspXgDGY3aKu4t148iQIxY9h2L10mtOI8IvbUzBvF+ETyBJ+NLRm8wQOcQIweqMzNcCHvQG13QUtgcMWS91UGA9G97ypL4kYxftCNWex92v7FL4Wxvb7+fVffVQUTvqjnTv2kwymP8GzxW+wbzk/sfuBnEOjwRe3jcJtgEtXp4j/G+brARTY4Dk2m7x4XMJr7TdeVmztNtyCFmH3cN78YMdmf2J1eRQ7Cy4CTykMcYKr+HuDxiGHAQIVIK2p7aJJTDIg1d09qWAIZQTsvinGPVjRkjTZ1y1JKp6q/WPI9Hy/+EDp44cQF0DslnGefYGF00LDcDLdoFsluG7LQzOWoRsoRR9F69GrKd4s6qGder+9p16CwSpgUI+XoDQG4JZ3zuBDwRe3jcJjQiKJ2cbLtH3Zay1ZGEd6Ou3Og87UWJPkUptscyOmw346mjynyEiBxcjB9U/chGL7B40Nc032g9Tc14hBgBJjtfMM6zv/KJ1p7E8UztbCqlrXtL12TqOe5YhYnCK+i8fhbPVk8j1FhMb3liWt7WVZ/Vf58iP1ivHREw/d4VveqRqr2fRtFu1jY6XMQbyQMzJFO57G24vIdLNeNzJ+CJ2MPjNqIeQenkZIuLFvpQWqp15ZTP9R//wmxJkosGQKsNa7ab04AxXOJ49y4UroxKq0pukDu/eV2RLluxCsHKArZS5qE0Ln2xOfKIMFj5SLXfxFKklUScYnGkkwalhxlEmhkyOh8uHUQEQbg0YVikokXLk21pmfTfimhYr6vS+5wn5Oki0SyhlS6C0j/rUkDXM+EgxGByoVg/gtb3p0ftHAyTy7dh89xJBDxWCwr6XIQAx/v/e18j9vDwuPOwI2Yg3XfbKhZTV76dKW3b55qMRFwtSfUWEjSQ/vnSIeXdfC7XK8Q+NrmXPlUCr7yWeQCg1YXN+jDXaq62mYed7g24IPTEGtPcJ7U86ZaWIjEuiC1UteEQp6QHdsir6IkuqojadvTKinD19/T0r74P/XP6/rLIOFl8mMzsSmln/Z5S/ANzx+ViJxn/CACn8/2o/N5/hfhGGdNjR3yN2MPD487DNe5vsftbaF252ZR2q4Q9PXYE80f2I4+q7PGt4lrxANYM72nYkqQvUPThEvrYwt7a55iffBOjgPTPrirr0GvFAwgghkuIp78gA1cKm0xAKOqlFPjloBtPxF/K4+pp10C+FsKvZF+mzWXiZEWxOEOZrcZa/o009YiUQCxQTUomsRGJX2KP4iHcwGp+3WnvCaQJ2VYy07/t9xu1M9G+bfKO5XUFPBGN2ROYaLFjj6R8tjqFaHJaGKks4Ra92w1PxB4e9xlscm+GOFtpQbIJmz5fb3whqZkp5bu1fBinLg5iovBKylnMtZBwpfFz0rtZn3NMZCaIVU50kpEzJWo5AhwrvAbWPQiUJtB5/SzyfB6VZeswUClKNyzga7YGj/BZbIgvCyU2gBpCnMk/h4eia3g8LoFBRNGn85sx39EFAKguXwd0DyB/4T9ioPIxQiIoleaOVJTMOaWzo5QgTCe6UFL4Bv6Vurcq+oRJtDb0VLCdOo4QYDrfh+eqp2WEn52idom3RAsWlzORocZJMnlm9kQocS1i8cJkxiAnv8OlVEq50/BE7OFxB9GIFNudHm420m02pW0TNjlW/f/tnX9wHdd13z933wNEkTYpCqIkiBRJ8YdMkTRISqQkZtqZWmZap5aVJp2MrWRkT/OHa0/TaSfJpDLVaTvjmlWbNumk7WQST91aGllxZ9LYDmh3bEZO03EgBvwtiIT5S6RJCrQpSCQlUBTe2z394967e3exD78egAcC5zMjA3hv39u7DzS+e84953savb8/3kZDWf9sRWI3EtLu754nqygv21cv7jED3NH/J+k4QwPWCcvYSHQgupcrt6+ha6iHqkmIJdsnRRJkyQruWL2FB/r20I4dWVmrn0kj50qJ97MVyoSP1E5Q8TvELvW6sdaHqVmhqQ9VeP3mFTYN7U/TusXoMzS+sFGijdJhZLrXC2RZdFpWqVw04/CE4m77mw3nKqvYUDuOabDOMq/psP0ocs9nc5kTFyFLrr0rjJITJM0YiN2Vx1fQz9eCLRViRZkhxhLF6ah4Hm+kO96UdlGwDWbUUYqNCtImOn1qRKsX5CJdcTYbvkDovuQy9wz9DMhSxZBFgb5XeT1xKlYVSTi66OdY9v5Z7ksGRqR+/desvals/KEQSZ2tQz/KibgXnf62jTxYO0GbxLn1vBl1sjK5OMKZyr9/eP5iZFrmggUjjyVYj71xEdbGb+Qez463Cm8Kr0vPSTbCMVwHYi09yyquvX1n1WSp9ixD8eSc8VufDCrEijJDjCWK01HxPJHirfH6QIeCvQRGjC8c7Xh/neOZPhW+T6NWr6K7lMkJYuwqmK0rlt+jfH3RY3zg1lCnQiQ2IhZ8+5K9ZagL4EYnVlykbd+tcdpWCusRIV2DQVhbO8nJtofYWOtLo/cIYYWbm1x8H3HJ72p6rT4ENvy4up4H66dAsn3tovhBNpghV/1dEl2Hr/NpdP/ciOcLaXR/3Gj7zmcrq1kV/4RYkvQ67I2YzVDMVxEGFWJFmTHGEsXpcNKabPGWp2GUHkbyBaEt9Y0m20dO+4Vd5bTvJe536y0777XNz6buW7ZISqhIPEKAiinVisl6fUWEmIhNQ/upnO2hRpWDnU+z6vL3uFfewriWpqz1xnC8bSPra/1IEMWHadbizYD/HslHn17Y2qTmUsGhmCdpxfXISFKyHmT3xv7xDfWTactUdnz2eYQtRBOxrRzLZSv8nItr9l8HzDLulbdsAZd7fm38RnobEXtvsybb9eYKKsSKMkOMJYrNiuZo551sZD2eKD18/56v7x7TN9qLsxfoYi/xhh27Rpw3uTFoRx+6MYabh17NenpNtudpsP29F6P7WJ4MOC/nbN7wHdeOs7Z+ykViNR4deImKj1mLe6siPFR7nZiIM9V1XF+4iq3XX6EucS7VLWlLUuLOH1EhGRF92r3gfK+yTRGPNP0IjydInxdT0EUBb/S1XOSzvdtwnUUBLj4Wu+7gcNpU8fhOuZJuRfjirbAVKxLhYMenSJYsn/WTxWYCFWJFmUHGEsVmRHM6mGiUXnb81Z4XWO8mH413AlWj83YNfjetwA4Fy5tx2JS0sDK55CYqgSHmkQFb3V11sVjdiVylIHKxe40vkPIp7vX1k5jrJ0ekutM0LllbjhHJtegkbh/4rBPzbdf/Aj8HPmxtSsiGQti2qfuomzbWOl9qII2AixFo6PQVPh8y2n6xuIKp4nNlPdR+a6BYNFbcMzeSuGpq/+mEn3PEkp3PzHsB9qgQK0oLmC1zhsdax0Sj9LI94W2De9PWpQRDdO1Sat7QSHD9+1zredG2N5GvwPYCXKfC4Y5PYjq3sLVvD0bqLiUtuWpj4/aB7b6sYSC6lwv37OKRgZdpT/eIDYcX76Lr+g9pw75PcSpIqu8OAAAgAElEQVRSmOr2Fpvetzqm4r76orQ4jRqrJKytn6Ry/WTu88qEMBs+EQERCauSi+lxYTrc/5yLfIG672v2JWymsfim5w72hMPn/XV7/LmzkZGk5ij+vfxAiwfi82klu/28JOfOlaAUMVJ26zTNbN++XQ4cODDj51WU2UDO/SmwcZyL6+j5+m52nP1DqiZxLS/2z3vOvrLBzUC4vpiI1xc9Zvd3iQHDj9s28t7idSzZ+QwAD3R/OhXQsgIlyCYvxVgDj9cXPUb78DU21I6TSYwV8kTgfLSC+5LLVLCiGmO9q49tfhYZOJr2Kfv1AQwvuAvTuYU7+v+E9fWTpTN6YWS62FN2XNnz4Mu2sjYov/YwBR0yYk84eL1/PsbOW15XP5W+lz/Of/Wfb7ge/5ytB7eNW5H7jXtjS0mrpiN613wxrReYDxhjDorI9rLnNCJWlBmmmeroqYykZ8KXOox4G7Us+XR8f+++3BjIcH0VSdg69CPqdmYPkLCx1kcy+Dr17m7OVdfYtLMTpCvOjMMXdBkXyb5rFvFheY+qESquzchNHXb7rdm+pwGWJwO5wRDDC+7ijp2f5TG33sM90H7zLTYN7WfL0F9bkR8yxIN7Xco6E7+ytHHYW+3PW5xtPMKEwz0fiqFP99oUc5yeu+BOmVK0wcwVcmEYum0Z9fpZcKYpRavNSmFNkD1XdVGwHfRgqRi/HVChLvO7Z7gMFWJFmWEapWPHY/YxlX3GMzHvOExVj9ayVHZtfn3GjRb09paQ94iOpJ7OB47FRrx3yTskRPwkWpEWbVUQFstQbnqSTSvbSNi7PYXFS22SHwwxPNTGeT47Yr6yCUYwVt2aIEspn2jfTBzdxgftd7LsvROsSC6lEaZAqmYxhgvRcu5P3kyLyMpMNRJMtkftzvFGdS2Dyx7j0YGXUiMR3ygUthkVi7aC02MMVIObnp9EK1iRXCKSZMTUqQqU9jnbNi9D5iRmfy8+k+Anaun+cIYKsaLMMGX7ruMR2amOYKerSjtkRE+xa1kqnq/s2nZ+bg/9vMzVnhdsCliSdP9V3P5rsU1pILqXzuQyVSOIxKxKLlKjyoVoOauSi7m0Lfh0rkkdnsuixFD020qGU/g5xrFkblLhexhg/fAJKiREN6Vh2hysGcbK5GLu+TC7nNsTLojh2vop1gycSauyAYy4qm7JfKBDiuIcRrdtErMquZDeMKSfmUvgJy4Z7fe3feW6T/2DAfc7O+QMO+bzhKXRUCFWlBZQrI4uE6Kw93a0wqapXMdUMp4eZE/ZtaUivvOzHDm3hdtP7+W9pRupDL+LICTti+n86V+yOrlghRK4Xu3gnuGfkUicRoIVibk/eTMXVXo/aQPOZHFkK0+6py2Sin5MRLSwAxk46uww/fAHoUq2Bx2mk2MhTZuHad2wItkTPu8Jo9bEi69dJXVII+eqkfS6U4ElK8QCSiPhUhesQro5/OqLtOy1ZTcfttFKXHtSKsUIZl67Zo0HFWJFmQUUhSha2NHAGGN6I9ipZCIRfFm1tb/++OwfAdZasjJgx+nVXSdvG1kKWAQeGu7LRXCx+PKrLO1s91Ft5bNxE53CNqOq6wE2wOHFHyduW8jDg91UnIvy1r49aYHWsUU7Wfr+eVal9pRZZA1W7BMqRCTgolI/6en1RY+xeejV1O7SU2xJKqun9d7dYdo5jJ7L+on9e4/2WHjzgEvXl7VLhWYh/mff91x32wD+8YrE83aYw3iJxj5EUZTpZsOOXZx/8mV613yR80++THJjMPVwbiNLh/rI+J3jr9Dfu29c7+2LoMZ7/ERf1+i4pRufoEaVukTjiuA37NjFzs/tSQu1/PVXie1/xv5xrxhJH4ucmISRrP/q5c26GUtOlG3V9UPUqbjUsiWtDHYPbb3+iis6shOCKiTpuirEdA31sLpgT5kKnF0Jxplf2IriiDPV9RzsfJoP7tnKgc5fdUVW+df6vd1iq094vd5IpCx6TgriHUa5jURV3PnyrUtR+jkWI/fwMd9K9tqixzlTXW/r2tP3jbQwaww0IlaUWUKYtu3Hz+Wt2X23hR328QkWbE22wGu8rxvtuGYi+OKwCIO4Ct4sogQQyVqHNg3tT3t3vWGHcdXQddc7nA1zSFLXrLfMUpbJ21SM7Qf25ha2/zhBkHS8n69MTovGgv3YsFgp6z2WNFUNtthsff0kDw6cxNY222srulpl+9IjI1bA12O7MrF8ujsh4pK5m5VyedRU9IhCLfL70baFS9Ibk6Jwx4Bx4yb7Fj3OpqH9dA31EBMRUwWJESIObX5O94bHoCkhNsb8CvBvgIeAR0VEm4MVZQrwY//8jN2uvufTQqeJFGxNtsBrvK8b67jxDpIou/6w2npr357UtOJsdR1XN3wGsKMQh25bxsKP/SZHzh3l9tN7+aD9Tm4bfpv3lm60jloSkxBxrdLBimQgEDvrmuXHHXqjjtcXbGXzzUOI2Fg6aV8MZHutvl/YDojIC5SdY3wnHXLV2WtaYTSSxbZZm49QF1v6lKahyRdiFdPUWUpYRqSQwQtpks4tbmjgEXwtCrM/Ni0Ko+KK47LnwE9fsjcuwwvuojKUuH8HcLDjqdS+UkV4bJqNiPuAXwb+aArWoihKQHJj0KY1g2rdqbCcLFImiuM9z2QKyMYbbXsR7/n6bltx7CLU9fWT1Pr24Ic0UD9JrftVG6kSU7lpnZzqA0ddP609bmOtD8iEJ2xhytLWMV03DzozCkiIXTtQklYS+97jyNljJi6t6wvGlsnbQWpXiIEzlQdYHZ+jQla1nY1nzPLIvkgs3Hv14n6XvENFJLf+KK33zq6rbIBEmRiHjxe/D9+vb9HjLPrgCuvqJ0dE6L4Ybum1E2nxWo2q2ldOkKaEWEROAJhiTbyiKE1TJnLNWk4Wj28kiuM9z2TSz42i6EZRclk/cdUZTfg/PVVX8BTOBcYZWxQrf/1+ZpbODucj54/1aWwoVhJn848Ntk+4mgzn3KiydLTwQHwOyIqa+ts2sTgetD3OQYq4rODKi3vsJwCLtdM8V12TDrAIbyxSw48gim40LrJs37fI0vfP23UGx/ibiFgMFYS19VPEVDjY8ZSK8CSYEotLY8xfAr893tS0WlwqyviYbk/q0IJypmwHy6w1gVHtNvt793G154W0etlZcKTVuXW/d+s6jRNcShjcTqztbU2IeKO6lqsbPsOS1Vu42vOC7Yrt7KKr73naqNmolaxYyvf0+siX1LcqE27BpnB9ZXUYmvioFjeYInHrqJAEZVrZsTByP9YL+NFFP2ctNN2at/btod1Vjo+Xsv7l8Nzh+SFLl4drqC1YRtvNKyz64Ep6MzAfbSsnQlMWl8aYfcC9JU89JyLfnsAiPg98HmDlypXjfZmizGumexrTdLlrjXYDURZFl41PLF63Tx7bnl1JK4oFUulLo0nsoIUY2z50aPETLL5xngfqZ1hbP03ctwf6SNuQjgCHOz9Nx5X9rKmfToX7YrScFcklqm6Iga+69kKfuMd92tqTTnHCD7uopAJdQdKpT96O871oiU1dBz26YZTr94U3D72KDBkqJNQGv8vrix5j69CPcpEujB71lj1WFOewkjosJPOGKlvdDZEtzKqAzhVuCo2IFWUO0EzkHL4WGNf7jHa+yQyTGO01/rnbGM4VLBWjxTANHT5XD+YAZ0VOVokaDTXIt/RE6R7xiD3WktdBPhUci+F0MEQByJ3TR92hd3RIMSL111kXO5xhdf1sOpSi7HUhjaLh8TwXu2K20AClLhEHOj6FLFlxS/S2txId+qAoc4QyAWzWgzocujDa+/hze8/oRseNVUlddg2N9pr7e/cxvG+PnUFciBL9PmXYzuTbl7zntK8q9rOK/et9G1KjoQZhIZe46ueyqmPv0HWm+iAP1M+kUbFPP9vK6YjrC1ch10+n1c0xcIPbWcj7aXq7WAhlStYk2HYh7529tn6KhIgL0XJWOH9qwdC34GE23Tycum6FNIx+R9zc2Oczpy+TuyGx/tFVdc2aApptX/ol4L8Ay4C9xpgjIvL3pmRliqLkaCSUkxG+MkZ7n+KQAy9sZXaco6W7x+o7Lq7bRsm1NMULNkI9vPjj3Db8dq5VKbS+9Clmmz61SWXj7R/d+4cjEP383LoTHL+3LOKtG50fdUnVcQW4uuEzHAbuPv4/uD+YI+zFa/v1H+QksQJ8mPeBrLgqK4DKF1vZGcBR2poUEWUp88BTO4vkhc03D0FQzObX6r+GKezifrR/3F+3n6QkZFOhwjYybU9qnmarpv8M+LMpWouiKKPQSCgnK3xFRnuf8Nx1sdGeiJTacZ5/8mXOP1leST2Rvubs2LydIyJsvf6Kjc5u2vagovVllayqOhLvU2WpGOuFnE1VytLL1sdZ8kMXjK189gJejCYTgbuPf437kzcLvtXFSu4GES9W2C5F97E8mLoU4tuwfBX3iuQSkA2ayNlcuovxxiQhZWIc7kf7TyLNEKTWIdln4n8Xa+unqbn+do2Im0NT04pyi9BIKEdrIWrG77mshcifOxxnlwR2lOHkpPEOdwgJo/eiuxaQazXKxg56oRNw4uefi8P94ULaueheVRRML1qhU1axDci3G612UbApPA4jU+nFfWZj7OjBlbmotriebG85uzGQTCYDvQ2LqirOoHK0wQ65Gwsk91hZ61eSOpbJmP+mlPGhQqwotwijCeVEphqNdY6y9ymeO0xHZnacY59jtGsoRu/FyPqac856b+lGtg18E6Tm7CyzcYCJSyvXXTrXz+jdNvBN2pygZ/3D9dKBBmH/bT0QVC9wfigEjKxMFheJ+lm89vVuVCBZAZWPKhNnnRnuU/vzF4c+lBmRJCI5i0sfsb5tlnCXvF26/1sWlUO+x9hHxyKSW8NPouUM3PMx9/lP3xzr+caUVE1PFK2aVpSZY7p7kYvnAEq/H+vco/U0F6uqD3d+mg+9c5wP2u9k8Y3zruXIDa93iVw/ktCLL8Dwgru4Y+dn7ff79rDx5sFcL3BYAe33ln00HQtcMXdyl7w94jWe2J276tLLiXs2NPkI/+SGKWm//uJ7pgLsCrUuRZ2sSN5Mz2HPm41HLFZgl0XDo31fRriGYdpyGRFNS4+P0aqmVYgVRUlpVrRDwczSo8m42phGa2HKi3S+HSk03WjUzpQJVCYkbW/8BduGfpSev9jydKa63lZCk/UHh0KXuIKlwWWPpYViANsH/5yqSXJC7YUyPBfk1+aPLUarfu87jeSdANv0fN7f2otzWcQ72mNln4FfX/F4Ne6YHNq+pCjKmEymDaoo3OGetB8gXxnnXuJ496ht1XY8Yo83qz7O2pm8FWZ2rNAmw2zv+3K6H1pM+daF9PWRm67k94bTFDDWMGRt/RQrB85xbPOzMHCU9ptvpZOafLo5NwiCzBrTU9yjLlZLe7H/0DvHqRJTMZJWd9fFprz94IpG+79lIuxp5EntCUcuGkHT0dOACrGiKMDEJzWVCXdZgZVMwHVptD3q/eeeTacrbb/+g1wxVUyFwx2fgs4uGDhmy5g6t8DAMbYN/jkVN0LReyNDfniCOFn2TToGYV39FBGSCrtBqLoWqHCCElLjkb5/m0aqNSqcaNvEhtpxkCQ3CCLszwXXIiT5rz4t7cV+XTo2Md/mZKu9DUlwoxHub8cCV81i7pTr6fkaFWz5x4r4mw5BSKhwuOOT2jc8DagQK4oCTKyiuVH/8s7P7clFtTD+PeJG9Pfu41rPi6mtoty00Vm671o4vmvwu7RRQwa76e38VVc8ZfdjB80d6exhW3wFuCrgCl7AhKrbF/Yp6qHblll7SXy0apxI+/Nnc4mrEvNQ7XVgpFD6diUIi8EMsSvm8o+XVXHn5ypfdpGxc9x2LVrnKqtSq8wIWCzv2bi/WFA2jkg5fN63TcmSFSrC04DuESuKktJoj3gygxrG+96jHX+15wW2De6ljXpQyTzSstLvx9rINU6LqRIX46YTisjbSI58PutFtq0/TvSDc3lxrpl2NtSO44dKFCmKm+9XjkoeL/YY+8fDwqsYG5mHe8UxEafaNtjo291MFPeayxjtOV8CFn5OMVCjfVx2pUo5WqylKMqECYXzneOvlFY0j1dcJ+o/7Y9vd65aZVW7DBxj62B3zryjLtmwBV+0lVD0mc6Ku7yoG+wMY9/utOD6WbqGenIGHUWhLp73YrScBXIjV1VN8NqyaujE7QOXmXiEVdx1KvQtejwV4ASTMwAJP6Pi+UYrvCprZSoekwicqj6IfOLfqQg3gRZrKYoyIYr7v9c2P0uN6oi09XinQ5WlsUNbzOIfeH98OpTBCcOJtk28t3gtd6zewoZf+a1c1FwRGyGebt/AR4aPY0RIiOjt/FUqw+/a1LZkwxHEiWDfoscB2DS0n3X1Uzw4cHJEVOlnGB/peBKARwa/k/OuTojoTC47cc72cf15YGQk7NPqPzN3ca/8bMRQidBMI5KEZe/b4Q4+el+dXIDcGv1es22humTuZqVcHnHOsu/Dn0cINbC6fpY3xvwtK5NFhVhRlBEUhTO5MdjQtnI8FPefi7aY+8/l+1KjhR12wEEueoWP1E5gBo9T6/4e/dj0uCxZwZHO3cjAUbYN7uUjw8ddD7FNLD8y8DJHOp7kyObd3H56L5tuHqJihERs5Nw11JPzzw5F0E8c6m/byNDidSzZ+QwAcXc3RpI0fVshthaZwT5uZ3I5tecEiKQ8Or1XfpaaZuRS02n1tC0wuy8ZyBd1BWuMqfBGdS03qx9m881DGBJWymWgPOL1ayiupVFVdUUSddCaRlSIFUUZQVnhVjOzkYutSXlbzBoP930Fg6Si3NX3PJFzfa5hiERSa8uqEYzUuPHD3+OhoV7WuZ7lc9U1aXtPOOawInV2DH6L2mA3ry96jDoVxFU/Q5IWQYXezCK2uMtgK6k31fqIB1+n1v1dmxYnSzOHkW7dCfeFe3Zx98DLGImpU+Fg59M8OvASFclS0KFDlnfaCovPfIHZ2eo61tZPUXXFWWl/s7Pz9LOY19VPEdm+plJhbRTxFp8rVlTXRVuWphvdI1YUpZTpdOQK94xDga1LxPEF29h483C6H+3n3UYLO9jat4d26oD3U5YRhVi+qAny+7h+37ROxQ0zSHLHD0T3sjK5mJshvLZ+OjXnMCXRbt7oAlefbc9hEKpYIT7U8SRJ+2IeHXgp3XduNH/Yvx9k+7N25nBmjHK15wV2DH6bSiDiZfOS/XuNFvU22kMGb1xS4dDm53jsV35rkr9tBXSPWFGUSdBMBDye9/YRsp9v7KPv99d9klrfa+nPYd/q/oFj7Bj8VjqFSYiIJUlNO+piOL7gYdp37Qbgxg9/j66hnjSNHLk0K2Rp5DPV9ayun2VFcskZelhhHrptGUn9TGFMoXBfcjntL7aFYJKuxQ+jIJi81CYxOwa/44YlyIi2pGLKGIKoFVhfP2mj6o6nWLLzGddTfZRo8NtpO1SNCpHEee9sysV5NFEuRst+4ERyY3Bq/wEoOVSIFUVpCaHQ96/ekhsoEf7sRbi/dx+CHb1YcSYhYfW0L9Z6f9H9tLtzPDTU60YuGBJ877CNlr3RyDtLHmLt4Ol0P/dCtJz7kstsGfprImdcWXN7sOvqp9L95YvRcn66dHtqItJ28wqbhvYjbh32JN7Zy84NDl21fEFXOJXJEwNDZhGLZSgV8zuuHU+bpJIbg2kvdV0Mhzs+xe1DF9h082BqewkRInknr0HzYTrk3RH70Nl5nVe2u1mxn1ekaelpRoVYUZSWU4y+iz+HVdwxURodPrZjF/29+zjcI7TffItNQ/t5ZPA71Lq/y9GOX8hVXieAuP3aBdfPsuiDK1zd8BnuWL2FuNtWXUfA/cmbmFQ8s6plsO1Lkdhd2VXJRe4fvEQ8+Ocu1W0F/9iindQe+DgycJQPv3uGjwwfd0pom6TSiBgXtZJFr4nAT6IVdCaX+bAM5T6j9fWTfND9NP28HBSzCb5k7IP2O4luZu9dZ+Tghw55N/ezCZ4HMAIXovtYFaToD3d8kse1SGtaUSFWFGVWMNqedL6KG5Ily216OxDo0IMaqdF+8y0bCTvB8e5Qjw68lPbtDvft4Qi7OVddw/r6SZfyTkoi18zyEsLUrRBJOPPXVmHHffupYFul/IiGdHpwSYuSPY9NiX8QLaSaxCO8p21kXMP8ny+xrX4mvYaImEcGv5Vz5krEDtvIzU0O9oIbpacTDMuTgXSdMVE6rUqZPhrVCiiKoswYXlB3nP1DVnU/TX/vvtzzSzc+QY0qdYlyFbzvBNXXhiz1W0HYPPQqhoSEiBoV6hKljlzGWAGqUufhvq+wrn4q3R+2ox6c3SXwrvlQmgaGkS1G4WPG2Japquv3BXsDEFkjyoatQwnwllmKQVjrBD9xldvnoxVu/cbdEJykjTi9BrD2l7l14Fuf/DjHTIBtAZZPX+fXcLa6Lv18gFLHMGXqUSFWFKXlhILahhs4EbBhxy7OP/kyvWu+mHPlCgVaqNgJQcameiuuEhvgUMeT9K75Ioc2P0eNaipKgrGRqxFiDBeiFdgGpCzFu1jeIyJriaqLrYo+sPjnOVV90IkkwXO2VjsuCB3khdvjC67ulrdpCwQc7NCHlcklBFtUFmNsxM/IFqOy9zfuf/3nAvZcEVlqPFzD9YWrclF7RMK1nhfH9TtUJo+mphVFaTljDZyA8irusurrtpLJTz69+s7xVzjY+TQdV/ZTM+08WDthzTjEumPdn1xKI9dw9GFdYCC6lwv37KIy/C5tN6/Qdf2Hqd/zwY5/AJ1diBuFaKNxG41GZD7Wb5slLJOr6frD84Rp5PBnu1edcHXJRmqD5/CTrV5f9Bi1Bcugs4vkxqDdNx44ysOD3YUpUYmrLs+sP+1nk6+qjgW2Xn8lnavsI+utg9309+5Te8tpRIVYUZSWM9os4iLFveRG1ddA7vtV3U+z3nlXxy5569OwseBE8p0RhUy+qvm+5DJ3D1g3r3AIBSLcPnSB9+liy+D3cv7YfiYz2HT5nXItdy1eoBMiVyyW9TyH85VrVFmy8xnO80x6TQ+XfEb9vfuQ7r2ZT3Xa3mQ42baRDbXXqQRr8ufwx4kbmBG6d6mr1vSjQqwoyqzAijGpD3WZGJfNQN4wSrW1//7VP/gs66mlldDWjCOL/CLgLjczOD/T1/CuWcRieW9Ef7AXywrCppuHSPqOpH3EYZFVmIaOxBZvebtLv58tCD+JlrM8GSASISayvtYu2s3dnIwiiLaoLUmNPryYRpJYe1BsAVZ/20aG25ew9P3zrE4uBmvJXuc/G4BoYce4fofK5FAhVhRlVjCWyEL58IiiMBUj5v7efWwb3JumiCEvUongRiHa6Pctcyd3yrU0QrV7xH4f1u63ikg6HhHX6oQkqT927IZJfHSoJ+3Jta+G1xY8QtfNgznzjKokrEoukmA4tujnWPix3+SxSUSgYYo/8ZXart3K3yR4z+6olqTFWLlKbr/W9OeErr7n6V+9RdPT04QWaymKMisYq2ALyqun+3v30fP13fT37stVXz/Q/Wn2/8HnuNrzAlVXZQy+QCkz+LB10lkKepm8kztnxRV/GTeU0PcKv1FdCzn7TFcU5Y5Z+LHf5FDHU/ZsJqtMvnP4Tft+phAtGxsddw31TPoz9EVtBzo+lVqHRi7i9m5gOQcwGheShXvXjX4fytSgQqwoyqygKLLRwo5UYD3F6mkg1/Z0teeFVMzbscMeHh7szkXDkWsnCs0sYgwDUWfaplT1HlM5C0jra10h5qNDr7o2o6yK+tiinUTOwrKC3VddsvMZhoMq7Qi71+z3b8PiLL+WyL12smzYsQtZsoKKS1GDjfZjrP2nrRxvc61aeUvMkLfNh9O2Lx36ML1oalpRlFlBaQV0SZo63Afu+fruXKraYAubjNQyUZSEhMzbuViVLC7lfOGeXdw18E3apJabWQyZA1YYUfppSN7beiFQ636a4sSqfr7JtZ4XuePa8dQisy4QuejZE/pLN7snm6Wo7bXYgq822nftpstZiF7reZFHBr+dVon7rim/jqXynrvBeJzhBXdxR1MrUkZDhVhRlFmDF9mer+8OxiSW7wXDyLYnX1l8tecFtg3uTf2nwbbxJH7usIuQw33QbQPf5HDnp7n/p/voTAaojmhhsqL73tKN7Bj4BnVJUnFL/bBLKr/9NfX37mO4+2napO7i8TiXBvaFXXUxTQ9ZKN7UFAu+NuzYRc/xV2Awb1ASY6PnrG3KRv9mSNIZ0LpPPPWoECuKMusYT18xjGx7AteytPOzHDm3hdtP7+X9dZ9kyeotXO15gaXXTrC2fmrEzF1vH7lj4BtEzr3ZD07w/tJ+MtQ2Nys5IeLY5mdzRVWjTawqiuPWvj20ix3pWLdxaTrMYirSwGNNz8o+4+HUHjMcQlGM/ke7IVKaQ4VYUZRZx0T6isOIMx0McfaPALtXW+t7jWM8m+vxTScegbO29LaQWWVxVpwVpelZM3CMtnSQxMTHAxZ7nq/1vIggOcOR6Zj/3Ggt/bzM8L49bLp5KJ3kdKa6nqHblqVmIeGISt0nnh5UiBVFmZVMdB5y2NpkW3bEDXGoc/vpvamA1sUwEN3Lfclla20pmeQWI8FiejYmsqluoWlhKr2+GY42fe+2T5nHRKyun6VSP01tqMr5nc9wjGfTzMJkWqqUsVEhVhRlThCms2MiO8rQ7RG/t3QjMnAknXB05fY13D10BXFWkIK4PuIsIrSzhf3IBOs4hWBbg5asmLHIdbrJpcyvXeKRwe+ke/NXe15gy+D3bNFc32vaSzxNNCXExpjfBT4FDANngH8kEhipKoqizBAbduxi/zkbvb23dCOPDLzsxtyL+z4BV6ncNdRDks4oStJIOCFibf001E+5neL88963eq6JkY+Mr/a8QOJMSQDab741rqI5pTmajYh/AHxJROrGmH8PfAn4FxUl7sIAAA8aSURBVM0vS1EUZWL09+5LW55k4IgtunLtS4BLQ1vTjCwlbdPXicDFaDkrkjftDCcDcTA4IWxTmmsiDKGrWda6BQkfdeYi/iZE94inh6YMPUTk+yKu7A9eBVY0vyRFUZSJk59NbKua7X6vnVRcl4g6Fftf8L1311qRvJkz8RDXk2wNLdrmrAiD/+xq6QjGbF5z4mw8Dcc2Pztnr7/VTOUe8a8D35zC91MURRk3xZanw52fZsfAN9KU9JnqOq5u+AxAWnzU9sZfsHXoR66oy1pT+mEQCRFHNu8eOXRhDhIt7Eh7q2Gk21dFEhg41prFzQPGFGJjzD7g3pKnnhORb7tjngPqwEujvM/ngc8DrFy5clKLVRRFaUSx5ckcfwXjbClFYtbXT1Lr2wPYtqak74jrEvbjCCPejDq5P7lIxbhJSTcG2fm5Pa29sBkguTGYuo/VBc5UH6Q9ucHq5GJ6TNvNK/R8ffecvylpBWMKsYiM+okbYz4HPAl8XCS8jxrxPn8M/DHA9u3bGx6nKIoyWXJ9ukDt7FdzdpdVidN94XD6kZ3GJNyfXMrNAJ4ve6LRwo50LnEFuLrhMyxZvYXh7k9TdU5gm4deJTrb03AyljJ5mtojNsZ8Aluc9ZSI3JiaJSmKojRPOiCi4ymG3V5vnQo1qsRu4EFm72gLtyrGjjc8vuBhzj85f8TGRsQmHYCR3Bhkw45dNjVPhQihjXjUyVjK5Gl2j/i/ArcBPzDWNPVVEflC06tSFEWZAkLXrdAG81rPi2wd7KYiMWA4V1nF2vgN5zstvL/uk3TNExEGu78+fPartEnNDkx8/zo9X9+NuXYxl0GI51mmYKZoSohFZN1ULURRFGW6GOFi5cTZD4dYE78BTN3QhVuRE4t20DXUgyFm58CLJBjqVFInsZiIwx2fnJN91K1GnbUURZm3LBy6SJW4EPG1zauIz/cQ38ZwOgEqm76UcLDjKZIly1m68QnuwLY69YOK8RSiQqwoyrwijIQr1NMiJYCji36OhR/7zXklMt6jO7sZIVewtmTnM7YiPRiqoQVbU4sKsaIocx6/Rxwt7KCr73nWuylMPvrzKekP7tnKw/NMXLL+6xpgOLZoJzcXr+FD7xzPDXqwgu1MP6SmdpdTiAqxoihzmjCSE0wwVYmcgUVMZV6lpD3eo/vhvq9gSNg0tB+G9lMhIe47yv6BY9DZxW0/PZKaflQQooUdrV76nEGFWFGUOU04HtGPOKw7BfZ+1LEYDnd8ksfnaYSX3BhMzU+MxIDdI65Iwo7Bb2EGv5U6UM/ngrbpoqk+YkVRlNnO0o1P5DyjD21+jt41X+RvOn+NmAp1MQzTxh07P9vqpbaMpRufsLOWxaQzlxOnvJHJf00EhEgj4ilEI2JFUeY0uXm7CztIbgzaveKzX8WQIEQc2/ysDr2HdGykITM/9MVbXqQjBENCV9/zOp94ilAhVhRlXhBdu8TWs39EhSTdK64aIZYEGTja6uW1FJu+t2l648ZGGuc7bTDECEJE36LH6RrqcQVbOp94qtDUtKIocxpfrLVj8Fu0B2MSwaROWtsG99Lfu6/VS20ZPn1ftP40diQGVQOGhOEFdwVpfnXYmipUiBVFmdP4OcV+j9ObdhxbtBPBjfkjmdf+yd6X+0DHL1KjQuyctA4t3hUMgxBM5xaObX6W4wu26XziKURT04qizGnCOcUJhjeqa9PpQh9099Lm5hfP9+jO7qWDdHdjgDoRcdtCEgwVI7bifOAoWwa/Rxt1an2v6R7xFKERsaIocxof7R3seArBsLZ+mq6+5wE0uivwzvFXqLi94oqdx8QwbWnFucHQ5tL7OoVp6tCIWFGUOc+GHbvoOf4KlcGEqklAapj/8yW21s9SIdHozhFmD7y95XmeSSdXLQFq3d9Nn5/vWYSpQoVYUZR5QWjlWEFYVz9JhN0jNlLjWs+L874CeESrlxPgnZ/bkx6z/9yz3H56b87+UmkOFWJFUeYFXmSG9+1h481DVAObywhh62A3/b375n1U7PeKV3U/bfeCgwEP/b376Op7XveIpxjdI1YUZd6wYccu2nftpub2PWMi28ikldM5fKV5cS+40eNKc6gQK4oyr/DFW71rvsjBzf+SYdq1L7ZA3hY0+1yKVpj6eU0NmppWFGXesWHHrnQ/uH/1lrQYSdOslnCvuOxzCS0wleZRIVYUZV4TirKSUfa5hFaYFUnU4nKK0NS0oiiKMi4apayV5tCIWFEURRkXY6WslcmhQqwoiqKMG03lTz2amlYURVGUFqJCrCiKoigtRFPTiqIoyqj09+7TfeFpRIVYURRFaUh/7z5WdT/NuoLdpTJ1aGpaURRFaYjaWk4/KsSKoihKQ7R3ePrR1LSiKIrSEO0dnn5UiBVFUZRR0d7h6UVT04qiKIrSQlSIFUVRFKWFNCXExpgvG2OOGWOOGGO+b4y5b6oWpiiKoijzgWYj4t8VkS4R2Qp0A/9qCtakKIqiKPOGpoRYRK4HPy4CnRatKIqiKBOh6appY8xXgM8C14CPNb0iRVEURZlHjBkRG2P2GWP6Sv77RQAReU5E7gdeAn5jlPf5vDHmgDHmwJUrV6buChRFURTlFsaITE022RizCtgrIpvHOnb79u1y4MCBKTmvoiiKosx2jDEHRWR72XPNVk2vD358Cuhv5v0URVEUZb7R7B7x88aYjwAJcB74QvNLUhRFUZT5Q1NCLCL/cKoWoiiKoijzEXXWUhRFUZQWokKsKIqiKC1EhVhRFEVRWogKsaIoiqK0EBViRVEURWkhKsSKoiiK0kKa9pqeLfT37uOd46+wdOMTbNixq9XLURRFUZRxMSeEuL93H6u6n2YddWpnv0o/L6sYK4qiKLcEcyI1/c7xV2ijTtUktFHnneOvtHpJiqIoijIu5oQQL934BDWq1CWiRpWlG59o9ZIURVEUZVzMidT0hh276Odl3SNWFEVRbjnmhBCDFWNKBFiLuBRFUZTZzJwR4jK0iEtRFEWZ7cyJPeJGaBGXoiiKMtuZ00KsRVyKoijKbGdOp6a1iEtRFEWZ7cxpIYbGRVyghVyKoihK65nzQtwILeRSFEVRZgNzeo94NLSQS1EURZkNzFsh1kIuRVEUZTYwb1PTWsilKIqizAbmrRDD6IVciqIoijITzNvUtKIoiqLMBlSIFUVRFKWFqBAriqIoSgtRIVYURVGUFjKvi7XKULctRVEUZSZRIQ5Qty1FURRlptHUdIC6bSmKoigzjQpxgLptKYqiKDONpqYD1G1LURRFmWlUiAuo25aiKIoyk0xJatoY89vGGDHG3DUV76coiqIo84WmhdgYcz/w88BPml+OoiiKoswvpiIi/n3gdwCZgvdSFEVRlHlFU0JsjHkKuCQiR6doPYqiKIoyrxizWMsYsw+4t+Sp54DdwN8dz4mMMZ8HPg+wcuXKCSxRURRFUeYuRmRyGWVjzEeBvwBuuIdWAG8Cj4rI5dFeu337djlw4MCkzqsoiqIotxrGmIMisr3suUm3L4nIa8DdwUnOAdtF5K3JvqeiKIqizDfUWUtRFEVRWsiUGXqIyOqpei9FURRFmS9oRKwoiqIoLWTSxVpNndSYK8D5cR5+FzBX9p31WmYvc+l69FpmJ3PpWmBuXc9MXMsqEVlW9kRLhHgiGGMONKo0u9XQa5m9zKXr0WuZncyla4G5dT2tvhZNTSuKoihKC1EhVhRFUZQWcisI8R+3egFTiF7L7GUuXY9ey+xkLl0LzK3raem1zPo9YkVRFEWZy9wKEbGiKIqizFluCSE2xvxTY8yPjTGvG2P+Q6vX0wzGmH9jjLlkjDni/vv7rV5TsxhjftsYI8aYu1q9lslijPmyMeaY+5183xhzX6vX1AzGmN81xvS7a/ozY8wdrV7TZDHG/Ir7/35ijLklq3SNMZ9wf8NOG2OebfV6msEY8zVjzM+MMX2tXkuzGGPuN8b80Bhzwv0b+2etWMesF2JjzMeAXwS6RGQT8B9bvKSp4PdFZKv777utXkwzGGPuB34e+Emr19IkvysiXSKyFegG/lWrF9QkPwA2i0gXcBL4UovX0wx9wC8Df9XqhUwGY0wF+G/ALwAbgaeNMRtbu6qm+J/AJ1q9iCmiDvyWiDwEPA78k1b8bma9EANfBJ4XkQ8ARORnLV6Pkuf3gd8BbuliAxG5Hvy4iFv/er4vInX346vY6Wi3JCJyQkR+3Op1NMGjwGkROSsiw8CfYIOLWxIR+Svg7VavYyoQkQEROeS+fxc4ASyf6XXcCkL8IPC3jTH7jTH/1xizo9ULmgJ+w6UMv2aMWdrqxUwWY8xTwCUROdrqtUwFxpivGGMuAL/GrR8Rh/w68L1WL2Iesxy4EPx8kRb8sVdGxxizGtgG7J/pc0/Z0IdmMMbsA+4teeo57BqXYtMGO4D/ZYxZI7O43HuM6/lD4MvYiOvLwH/C/qGclYxxLbuBvzuzK5o8o12LiHxbRJ4DnjPGfAn4DeBfz+gCJ8hY1+OOeQ6bfntpJtc2UcZzLbcwpuSxWfv3az5ijPkQ8KfAPy9kx2aEWSHEIrKr0XPGmC8C/9sJ798YYxKsL+iVmVrfRBntekKMMV/F7kfOWhpdizHmo8ADwFFjDNjU5yFjzKMicnkGlzhuxvt7Ab4B7GWWC/FY12OM+RzwJPDx2XzjChP63dyKXATuD35eAbzZorUoBYwxbVgRfklE/ncr1nArpKa/BTwBYIx5EGjnFjYaN8Z0Bj/+ErYQ5ZZDRF4TkbtFZLUbgXkReHi2ivBYGGPWBz8+BfS3ai1TgTHmE8C/AJ4SkRutXs88pxdYb4x5wBjTDnwG+E6L16QAxkYR/x04ISK/17J1zPIbZdw/3K8BW4Fh4LdF5JXWrmryGGNexF6LAOeAfywiAy1d1BRgjDkHbBeRW/ImyRjzp8BHgAQ7GewLInKptauaPMaY08BtwKB76FUR+UILlzRpjDG/BPwXYBlwFTgiIn+vtauaGK5N8T8DFeBrIvKVFi9p0hhjXgb+DjYz+VPgX4vIf2/poiaJMeZvAf8PeA37/32A3TPdzTLrhVhRFEVR5jK3QmpaURRFUeYsKsSKoiiK0kJUiBVFURSlhagQK4qiKEoLUSFWFEVRlBaiQqwoiqIoLUSFWFEURVFaiAqxoiiKorSQ/w/RGGK04C4NLgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "<Figure size 576x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib as mpl\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "def colorFader(c1,c2,mix=0): \n", + " c1=np.array(mpl.colors.to_rgb(c1))\n", + " c2=np.array(mpl.colors.to_rgb(c2))\n", + " return mpl.colors.to_hex((1-mix)*c1 + mix*c2)\n", + "\n", + "c1 = 'blue' # blue\n", + "c2 = 'red' # red\n", + "n = 500\n", + "\n", + "fig, ax = plt.subplots(figsize=(8, 5))\n", + "\n", + "for x in range(len(df04)):\n", + " plt.scatter(df04['lng'], df04['lat'] , marker = '.', cmap = colorFader(c1,c2,x)) \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [], + "source": [ + "df_04 = df04[['lat','lng','dem_rep']].head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[-0.82199605 0.79015875 0.80739514]\n", + " [-1.64137378 -0.0577002 0.55567991]\n", + " [-0.09974873 1.37166562 0.71421175]\n", + " [ 1.0926624 -2.09190614 0.61836836]\n", + " [ 0.63483692 -0.23351273 0.76769359]\n", + " [-0.23466476 0.54927756 0.31343284]\n", + " [ 0.39077972 -0.06656442 0.77556149]\n", + " [-0.47703733 -0.25329004 0.51538926]\n", + " [ 0.33020307 -1.1216377 1.0487013 ]\n", + " [ 0.57311262 -0.25383743 0.74183751]]\n" + ] + } + ], + "source": [ + "arr = df_04.to_numpy()\n", + "print(arr)" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Rips(maxdim=1, thresh=inf, coeff=2, do_cocycles=False, n_perm = None, verbose=True)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "rips = Rips()\n", + "diagrams = rips.fit_transform(arr)\n", + "rips.plot(diagrams)" ] }, {