From 79d69b8870549e3304925c3dd7bc88cbaecc36f7 Mon Sep 17 00:00:00 2001 From: 082aa0aa9507b80b621099010e33de9d <082aa0aa9507b80b621099010e33de9d@app-learninglab.inria.fr> Date: Mon, 1 Jul 2024 17:25:30 +0000 Subject: [PATCH] Final submit finish --- module3/exo3/exercice_en.ipynb | 4265 +++++--------------------------- 1 file changed, 671 insertions(+), 3594 deletions(-) diff --git a/module3/exo3/exercice_en.ipynb b/module3/exo3/exercice_en.ipynb index 0e66845..286607a 100644 --- a/module3/exo3/exercice_en.ipynb +++ b/module3/exo3/exercice_en.ipynb @@ -3,8 +3,8 @@ { "cell_type": "markdown", "metadata": { - "hideCode": true, - "hidePrompt": true + "hideCode": false, + "hidePrompt": false }, "source": [ "# Covid-19" @@ -14,15 +14,22 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "I am wrong some where, the data was not correcy analysised" + "## I. Analysis number of cases covid-19" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1.1 Import raw data" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 1, "metadata": { - "hideCode": true, - "hidePrompt": true + "hideCode": false, + "hidePrompt": false }, "outputs": [ { @@ -1795,7 +1802,7 @@ "[289 rows x 1147 columns]" ] }, - "execution_count": 5, + "execution_count": 1, "metadata": {}, "output_type": "execute_result" } @@ -1809,12 +1816,19 @@ "df" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1.2 Sorting by chosen country" + ] + }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 2, "metadata": { - "hideCode": true, - "hidePrompt": true + "hideCode": false, + "hidePrompt": false }, "outputs": [ { @@ -3587,7 +3601,7 @@ "[75 rows x 1147 columns]" ] }, - "execution_count": 6, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -3603,12 +3617,19 @@ "filtered_data" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1.3 Remove no-needed data" + ] + }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 3, "metadata": { - "hideCode": true, - "hidePrompt": true + "hideCode": false, + "hidePrompt": false }, "outputs": [ { @@ -5381,7 +5402,7 @@ "[75 rows x 1144 columns]" ] }, - "execution_count": 7, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -5392,12 +5413,19 @@ "filtered_data\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1.4 Data in chosen country" + ] + }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 4, "metadata": { - "hideCode": true, - "hidePrompt": true + "hideCode": false, + "hidePrompt": false }, "outputs": [ { @@ -5854,7 +5882,7 @@ "[13 rows x 1143 columns]" ] }, - "execution_count": 8, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -5865,12 +5893,26 @@ "grouped_data\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1.5 Plot the graph" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 1.5.1 Graph linear day by day" + ] + }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 5, "metadata": { - "hideCode": true, - "hidePrompt": true + "hideCode": false, + "hidePrompt": false }, "outputs": [ { @@ -5895,7 +5937,7 @@ "\n", "for country in countries_of_interest:\n", " if country in grouped_data.index:\n", - " plt.plot(date_columns, grouped_data.loc[country, date_columns], label=country)\n", + " plt.plot(date_columns, grouped_data.loc[country], label=country)\n", "\n", "plt.xlabel('Date')\n", "plt.ylabel('Cumulative Number of Cases')\n", @@ -5906,12 +5948,19 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 1.5.2 Graph linear with better x-axis visualization (by months)" + ] + }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 104, "metadata": { - "hideCode": true, - "hidePrompt": true + "hideCode": false, + "hidePrompt": false }, "outputs": [ { @@ -5928,9 +5977,7 @@ } ], "source": [ - "# Convert date columns to datetime for better plotting\n", "date_columns = pd.to_datetime(date_columns)\n", - "\n", "# Plot the data\n", "plt.figure(figsize=(14, 8))\n", "\n", @@ -5954,17 +6001,24 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 1.5.3 Graph logarit with better x-axis visualization (by months)" + ] + }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 7, "metadata": { - "hideCode": true, - "hidePrompt": true + "hideCode": false, + "hidePrompt": false }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -5977,7 +6031,7 @@ ], "source": [ "# Convert date columns to datetime for better plotting\n", - "date_columns = pd.to_datetime(date_columns)\n", + "#date_columns = pd.to_datetime(date_columns)\n", "\n", "# Plot the data\n", "plt.figure(figsize=(14, 8))\n", @@ -6003,12 +6057,26 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## II. Analysis the dead data from covid-19" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1. Import data and filter by chosen countries" + ] + }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 8, "metadata": { - "hideCode": true, - "hidePrompt": true + "hideCode": false, + "hidePrompt": false }, "outputs": [ { @@ -6449,7 +6517,7 @@ "[13 rows x 1143 columns]" ] }, - "execution_count": 24, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -6468,12 +6536,19 @@ "grouped_death_data\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2. Plot the graph" + ] + }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 9, "metadata": { - "hideCode": true, - "hidePrompt": true + "hideCode": false, + "hidePrompt": false }, "outputs": [ { @@ -6518,13 +6593,17 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3. Export only France data" + ] + }, { "cell_type": "code", - "execution_count": 45, - "metadata": { - "hideCode": true, - "hidePrompt": true - }, + "execution_count": 10, + "metadata": {}, "outputs": [ { "data": { @@ -6546,92 +6625,57 @@ "\n", " \n", " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -6642,15 +6686,244 @@ " \n", " \n", " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + "
1/22/201/23/201/24/201/25/201/26/201/27/201/28/201/29/201/30/201/31/20...2/28/233/1/233/2/233/3/233/4/233/5/233/6/233/7/233/8/233/9/23
Country/RegionBelgiumChinaFranceGermanyIranItalyJapanKorea, SouthNetherlandsPortugalSpainUSUnited Kingdom
2020-01-2201700000000000
2020-01-2301800000000000
2020-01-2402600000000000
2020-01-2504200000000000
2020-01-260560France000000...166004166029166050166071166071166071166114166138166165166176
2020-01-270820000
\n", + "

1 rows × 1143 columns

\n", + "" + ], + "text/plain": [ + " 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 1/28/20 \\\n", + "Country/Region \n", + "France 0 0 0 0 0 0 0 \n", + "\n", + " 1/29/20 1/30/20 1/31/20 ... 2/28/23 3/1/23 3/2/23 \\\n", + "Country/Region ... \n", + "France 0 0 0 ... 166004 166029 166050 \n", + "\n", + " 3/3/23 3/4/23 3/5/23 3/6/23 3/7/23 3/8/23 3/9/23 \n", + "Country/Region \n", + "France 166071 166071 166071 166114 166138 166165 166176 \n", + "\n", + "[1 rows x 1143 columns]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Load data\n", + "death_data = pd.read_csv('https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv')\n", + "\n", + "# Filter by country\n", + "filtered_france_death_data = death_data[death_data['Country/Region'].isin([\"France\"])]\n", + "\n", + "# Filter country and value\n", + "filtered_france_death_data = filtered_france_death_data.drop(columns=['Province/State', 'Lat', 'Long'])\n", + "\n", + "grouped_france_death_data = filtered_france_death_data.groupby('Country/Region').sum()\n", + "grouped_france_death_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 4. Plot only france data" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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"2022-05-31 200321 \n", - "2022-06-30 201790 \n", - "2022-07-31 205481 \n", - "2022-08-31 207831 \n", - "2022-09-30 209268 \n", - "2022-10-31 212350 \n", - "2022-11-30 214179 \n", - "2022-12-31 217054 \n", - "2023-01-31 220064 \n", - "2023-02-28 220721 \n", - "2023-03-31 220721 " - ] - }, - "execution_count": 49, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Resample the data to get the last available value for each month\n", - "monthly_death_data = grouped_death_data.resample('M').ffill()\n", - "monthly_death_data\n" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": { - "hideCode": true, - "hidePrompt": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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2020-01-31 00:00:002020-02-29 00:00:002020-03-31 00:00:002020-04-30 00:00:002020-05-31 00:00:002020-06-30 00:00:002020-07-31 00:00:002020-08-31 00:00:002020-09-30 00:00:002020-10-31 00:00:00...2022-06-30 00:00:002022-07-31 00:00:002022-08-31 00:00:002022-09-30 00:00:002022-10-31 00:00:002022-11-30 00:00:002022-12-31 00:00:002023-01-31 00:00:002023-02-28 00:00:002023-03-31 00:00:00
Country/Region
Belgium00705759494679747984198951001611625...31918322283251632673329023306133228335573371733814
China213283733234697470847134733479648134814...1492715046152401571315952159861710297663101048101056
France02352624349288052984630268306463197836827...150572153023155133156152158034159990163003165274166004166176
Germany0058362888500897391419298948810452...141105143855147404149948153544157791161465165711168086168935
Iran0432898602877971081716766215712616934864...141389141998143867144426144576144633144685144749144845144933
Italy0291242827967334153476735141354833589438618...168353172086175595177092179101181098184642186833188094188322
Japan06674818989741013130015751770...31281326133994244918467654965257274680997239572997
Korea, South016162248271282301324415466...24555250682687628445292093056832219334863398834093
Netherlands0010404811597561326166625264577459...23000231222323923292234592356823697237022370523705
Portugal00160989141015761735182219712507...24149245922485525031252282545025714260222611726266
Spain00846424543271272835528445290943179135878...107906110719112600114179115078115901117095118434119380119479
US01535966638107857127432153969182794205957230545...1017377103008810462401059507107037610804661092764110868811199171123836
United Kingdom13514539062525695628457434579845887564308...201790205481207831209268212350214179217054220064220721220721
\n", - "

13 rows × 39 columns

\n", - "
" - ], - "text/plain": [ - " 2020-01-31 2020-02-29 2020-03-31 2020-04-30 2020-05-31 \\\n", - "Country/Region \n", - "Belgium 0 0 705 7594 9467 \n", - "China 213 2837 3323 4697 4708 \n", - "France 0 2 3526 24349 28805 \n", - "Germany 0 0 583 6288 8500 \n", - "Iran 0 43 2898 6028 7797 \n", - "Italy 0 29 12428 27967 33415 \n", - "Japan 0 6 67 481 898 \n", - "Korea, South 0 16 162 248 271 \n", - "Netherlands 0 0 1040 4811 5975 \n", - "Portugal 0 0 160 989 1410 \n", - "Spain 0 0 8464 24543 27127 \n", - "US 0 1 5359 66638 107857 \n", - "United Kingdom 1 3 5145 39062 52569 \n", - "\n", - " 2020-06-30 2020-07-31 2020-08-31 2020-09-30 2020-10-31 \\\n", - "Country/Region \n", - "Belgium 9747 9841 9895 10016 11625 \n", - "China 4713 4733 4796 4813 4814 \n", - "France 29846 30268 30646 31978 36827 \n", - "Germany 8973 9141 9298 9488 10452 \n", - "Iran 10817 16766 21571 26169 34864 \n", - "Italy 34767 35141 35483 35894 38618 \n", - "Japan 974 1013 1300 1575 1770 \n", - "Korea, South 282 301 324 415 466 \n", - "Netherlands 6132 6166 6252 6457 7459 \n", - "Portugal 1576 1735 1822 1971 2507 \n", - "Spain 28355 28445 29094 31791 35878 \n", - "US 127432 153969 182794 205957 230545 \n", - "United Kingdom 56284 57434 57984 58875 64308 \n", - "\n", - " ... 2022-06-30 2022-07-31 2022-08-31 2022-09-30 \\\n", - "Country/Region ... \n", - "Belgium ... 31918 32228 32516 32673 \n", - "China ... 14927 15046 15240 15713 \n", - "France ... 150572 153023 155133 156152 \n", - "Germany ... 141105 143855 147404 149948 \n", - "Iran ... 141389 141998 143867 144426 \n", - "Italy ... 168353 172086 175595 177092 \n", - "Japan ... 31281 32613 39942 44918 \n", - "Korea, South ... 24555 25068 26876 28445 \n", - "Netherlands ... 23000 23122 23239 23292 \n", - "Portugal ... 24149 24592 24855 25031 \n", - "Spain ... 107906 110719 112600 114179 \n", - "US ... 1017377 1030088 1046240 1059507 \n", - "United Kingdom ... 201790 205481 207831 209268 \n", - "\n", - " 2022-10-31 2022-11-30 2022-12-31 2023-01-31 2023-02-28 \\\n", - "Country/Region \n", - "Belgium 32902 33061 33228 33557 33717 \n", - "China 15952 15986 17102 97663 101048 \n", - "France 158034 159990 163003 165274 166004 \n", - "Germany 153544 157791 161465 165711 168086 \n", - "Iran 144576 144633 144685 144749 144845 \n", - "Italy 179101 181098 184642 186833 188094 \n", - "Japan 46765 49652 57274 68099 72395 \n", - "Korea, South 29209 30568 32219 33486 33988 \n", - "Netherlands 23459 23568 23697 23702 23705 \n", - "Portugal 25228 25450 25714 26022 26117 \n", - "Spain 115078 115901 117095 118434 119380 \n", - "US 1070376 1080466 1092764 1108688 1119917 \n", - "United Kingdom 212350 214179 217054 220064 220721 \n", - "\n", - " 2023-03-31 \n", - "Country/Region \n", - "Belgium 33814 \n", - "China 101056 \n", - "France 166176 \n", - "Germany 168935 \n", - "Iran 144933 \n", - "Italy 188322 \n", - "Japan 72997 \n", - "Korea, South 34093 \n", - "Netherlands 23705 \n", - "Portugal 26266 \n", - "Spain 119479 \n", - "US 1123836 \n", - "United Kingdom 220721 \n", - "\n", - "[13 rows x 39 columns]" - ] - }, - "execution_count": 50, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Transpose back to have countries as rows\n", - "monthly_death_data = monthly_death_data.transpose()\n", - "monthly_death_data" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": { - "hideCode": true, - "hidePrompt": true - }, - "outputs": [ - { - "data": { - "image/png": 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PI/4AZ6joNmAthXtcAd4F2rpDLL8uWtk1E2dCuV22wERj1trpOL2XnxpnyPxq3J8CK8c+5OIkhaEFlq3HSXbmAilUzGRZH+Mc79/cf0+720rASWZfxRlmvgEYWd5GrbV7cJ4vvh/nxsdDwABrbXo56y8C+rj/fjPGZOBM5PWtu/4oTsK9BfgfsB8nsf27tfaFIm2l4iQwNSljaLFrn3FmCl+FM2x2qLV2cinlW+AMj85/TvsIsK7A+htwnsneDfQFLnbjL26/M3CeIc4G/meMOQB8j9M7vgH4L85z0utxrtssCg+tvhRYY4w5iDM53NXW2ixr7RacESJj+ePz9yDO3ys+OOdpO86jFxfifH6Kiy8FZ5hxe5zP6g6cm1L9Cg7DdvfvK5xz9HGB5QdwEqqr3e3txPmMlDbp2mlxgtf8DGAZzs3Fb3C+L/Lb24ozGWPBR13KisFaa793r4Oi69bhJPqv4DxeMBAYaK09Vo52k3FGM/zmfpeVNlT/ZLyBc/3n/zuuGdNLu07da+dunJsUe3FGKpXn8ywigrHF/3SriIiIiJwFjDGTcWZJf8zbsYiInM1OdtIjEREREamkjDHhOD+jeEK/IiEiIhVHw9pFREREzkLGmH/iPMbygrX2d2/HIyJyttOwdhEREREREREvU8+5iIiIiIiIiJfpmfNyCAsLs+Hh4d4OQ0RERERERCqZZcuWpVtr65VVTsl5OYSHh5OQkODtMERERERERKSSMcZsKk85DWsXERERERER8TIl5yIiIiIiIiJepuRcRERERERExMv0zPkJys7OZuvWrWRlZXk7FDlJgYGBNG3aFD8/P2+HIiIiIiIiZykl5ydo69at1KpVi/DwcIwx3g5HTpC1lj179rB161Zatmzp7XBEREREROQspWHtJygrK4u6desqMa/kjDHUrVtXIyBERERERMSrlJyfBCXmVYPOo4iIiIiIeJuScxEREREREREvU3Jeifn6+hIXF0f79u3p2LEjixYtKrNOUFBQmWVuvvlm1q5dWxEhioiIiIiISDloQrhKrHr16iQmJgLw3//+l0cffZQff/zxpNt95513TroNERERERERKT/1nFcR+/fvJyQkxPP+hRdeoHPnzsTGxvLkk0/+qXxeXh6333477dq1Y8CAAfzlL39h2rRpAPTq1YuEhASgcE/7tGnTGDlyJAAjR47ktttuo3fv3rRq1Yoff/yRm266iaioKE8ZERERERERKR/1nFeAp/69hrXb91dom20bB/PkwHalljly5AhxcXFkZWWxY8cO5s2bB8Ds2bNJSUlhyZIlWGsZNGgQCxYs4IILLvDU/eqrr0hNTWXVqlXs3r2bqKgobrrppuOKce/evcybN4+ZM2cycOBAFi5cyDvvvEPnzp1JTEwkLi7u+HdcRERERETkLKSe80osf1h7cnIy3333HcOHD8day+zZs5k9ezYdOnSgY8eOJCcnk5KSUqjuzz//zNChQ/Hx8aFhw4b07t37uLc/cOBAjDHExMTQoEEDYmJi8PHxoV27dqSmplbQXoqIiIiIiFR96jmvAGX1cJ8O3bp1Iz09nbS0NKy1PProo9x6660llrfWlqvdgj8zVvS3wAMCAgDw8fHxvM5/n5OTczzhi4iIiIiInNXUc15FJCcnk5ubS926denXrx+TJ0/m4MGDAGzbto3du3cXKt+zZ0++/PJL8vLy2LVrF/Pnzy+23QYNGpCUlEReXh7Tp08/1bshIiIiIiJyVlLPeSWW/8w5OD3hU6ZMwdfXl0suuYSkpCS6desGOJO6ffTRR9SvX99T98orr+T7778nOjqaiIgIzjvvPGrXrv2nbTz77LMMGDCAZs2aER0d7Un4RUREREREpOKY8g5vPpvFx8fb/NnL8yUlJREVFeWliCrGwYMHCQoKYs+ePXTp0oWFCxfSsGFDb4flFVXhfIqIiIiIyJnHGLPMWhtfVjn1nJ/FBgwYwL59+zh27BiPP/74WZuYi4iIiIiIeJuS87NYSc+Zi4iIiIiIyOml5FxERERERETOCLl5uRzMPsj+o/vJPJbJ/qP72X/M+Zd5NNPzOn/9U92eollwM2+HXSGUnIuIiIiIiEiFs9ay49AONh/Y7Emyi0uwCybgB48dxFLyvGgBvgHU9q9NcEAwwf7BHMs7dhr36NRSci4iIiIiIiIn7cCxA6xOX82q9FWsSlvFqvRV7Mna86dy1XyqFUqww6qH0bpOa4L9gwkOCC60Ltg/mNoBtT3rAnwDvLBnp4eScxERERERETku2XnZpOxNYVXaKlamr2RV+ip+z/zdsz48OJweTXoQExZD6zqt/0iw/YOpXq06xhgvRn9mUnJeie3cuZN77rmHpUuXEhAQQHh4OIMHD2bmzJnMmjXrT+Vvvvlm7rvvPtq2beuFaEVEREREpDKy1rL90PY/EvG0VSRlJHE09ygAoYGhxITFcFnLy4ipF0N0WDTB/sFejrryUXJeSVlrGTJkCCNGjODTTz8FIDExkX//+98l1nnnnXdOV3giIiIiIlJJ7T+23xme7g5NX5W+ioysDMB55jsqNIphkcOIDYslpl4MjWs2Vk94BVByXkn98MMP+Pn5MXr0aM+yuLg49u3bx/fff89VV13F6tWr6dSpEx999BHGGHr16sWLL75IfHw8QUFBjBkzhlmzZlG9enVmzJhBgwYN+Pe//83TTz/NsWPHqFu3LlOnTqVBgwZe3FMRERERETmVjuQcYdmuZSzavojF2xezYd8Gz7pWtVvRs0lPTyJ+bsi5+Pn4eTHaqkvJeUX4zyOwc1XFttkwBvo/W+Lq/MS7OCtWrGDNmjU0btyYHj16sHDhQnr27FmozKFDh+jatSvjx4/noYceYtKkSTz22GP07NmTX375BWMM77zzDs8//zz/93//V6G7JiIiIiIi3pNn81i/dz2Lti9i0fZFLN+1nOy8bPx9/OnUoBP9W/YnJswZnl7Lv5a3wz1rKDmvgrp06ULTpk0Bpzc9NTX1T8m5v78/AwYMAKBTp07MmTMHgK1bt/LXv/6VHTt2cOzYMVq2bHl6gxcRERERkQqXfiSdxdsXe3rH82dRPzfkXK5tcy3dG3enY4OOBFYL9HKkZy8l5xWhlB7uU6Vdu3ZMmzat2HUBAX/8vICvry85OTl/KuPn5+d5LqRgmbvuuov77ruPQYMGMX/+fMaNG1fxwYuIiIiIyCmVlZPF8t3LPQn5+r3rAWfytq6NutK9cXe6Ne5G/Rr1vRyp5FNyXkn16dOHsWPHMmnSJEaNGgXA0qVL+fHHH0+q3czMTJo0aQLAlClTTjpOERERERE59ay1bNi3wTNUfdmuZRzNPYqfjx8d63fkno730L1xdyJDI/ExPt4OV4qh5LySMsYwffp07rnnHp599lkCAwM9P6V2MsaNG8fQoUNp0qQJXbt25ffffy+7koiIiIiInHZ7juzhlx2/eIaqpx1JA5xJ3IZGDKVb427EN4inhl8NL0cq5WGstd6O4YwXHx9vExISCi1LSkoiKirKSxFJRdP5FBEREZEzWZ7NIzUz1fPTZr+m/UpyRjIAtQNq061RN89Q9YY1G3o5WinIGLPMWhtfVjn1nIuIiIiIiJxhdh/e7STiaatYnb6aNXvWcDD7IAA1/WoSXTeauzrcRffG3YkKjcLXx9fLEcvJUnIuIiIiIiLiRQePHWTtnrWsTF/J6vTVrEpfxe7DuwGoZqoRERrBZa0uIzosmpiwGMKDw5WMV0FKzkVERERERE6T7Lxs1u9dz+o0Jwlfnb6a3zJ/w+I8bty8VnPiG8R7fmc8qm4UAb4BZbQqVYGScxERERERkVPAWsvWA1sL9Ygn7UniWN4xwPlZs+iwaPq17Ock43WjqRNYx8tRi7coORcRERERETlJB48dZMO+Dazfu97zL2Vviuc58UDfQNrWbcvVba4mpl4MMWExNK7ZGGOMlyOXM4WScxERERERkXLKzctl84HNpOxNKZSIbzu4zVMmyC+IiBDnOfHI0Ehiw2JpXac11XyUfknJdHVUYr6+vsTExHjef/3114SHh3svIBERERGRKmRv1t4/JeEb920kKzcLAB/jQ3hwODFhMVx57pVEhEQQERJBw5oN1SMux03JeSVWvXp1EhMTS1yfk5NDtWo6xSIiIiIipcnOy+b3zN8LD0nPSGH3kd2eMiEBIUSERjA0cqgnCW9VuxWB1QK9GLlUJcrcqpj333+fb775hqysLA4dOsTMmTO5/PLL2bt3L9nZ2Tz99NNcfvnlpKam0r9/f3r27MmiRYto0qQJM2bMoHr16mzYsIHRo0eTlpaGr68vX3zxBa1bt+aFF17g888/5+jRowwZMoSnnnrK27srIiIiInJc9h/bz/qM9azbu47kjGTWZaxjw74NZOdlA+Dn40frOq3p2rgrESERnFvnXCJCI6gbWFe94XJKKTmvAM8teY7kjOQKbbNNaBse7vJwqWWOHDlCXFwcAC1btmT69OkALF68mJUrVxIaGkpOTg7Tp08nODiY9PR0unbtyqBBgwBISUnhk08+YdKkSQwbNowvv/yS66+/nuuuu45HHnmEIUOGkJWVRV5eHrNnzyYlJYUlS5ZgrWXQoEEsWLCACy64oEL3W0RERESkIlhr2XFohycBT85IZt3edYWeDQ8NDKVNaBuub3s9kSGRRIZE0qJ2C/x8/LwYuZytlJxXYiUNa7/44osJDQ0FnC+lsWPHsmDBAnx8fNi2bRu7du0CnIQ+P7nv1KkTqampHDhwgG3btjFkyBAAAgOdYTqzZ89m9uzZdOjQAYCDBw+SkpKi5FxEREREvC47N5uNmRs9iXh+r/iBYwcAMBhaBLcgJiyGqyKuIjIkkjahbQirHqbecDljKDmvAGX1cJ9uNWvW9LyeOnUqaWlpLFu2DD8/P8LDw8nKciawCAgI8JTz9fXlyJEjWGuLbdNay6OPPsqtt956aoMXERERESlF5tHMQgn4uox1bMzcSE5eDgDVq1Xn3Drncmn4pbQJbUNkaCTn1jmXGn41vBy5SOmUnFdxmZmZ1K9fHz8/P3744Qc2bdpUavng4GCaNm3K119/zeDBgzl69Ci5ubn069ePxx9/nOuuu46goCC2bduGn58f9evXP017IiIiIiJnG2stmw9sZvmu5SzfvZwVu1ewaf8ff8+GVQ8jMjSSnk16ehLx5rWa4+vj68WoRU6MkvMq7rrrrmPgwIHEx8cTFxdHmzZtyqzz4Ycfcuutt/LEE0/g5+fHF198wSWXXEJSUhLdunUDICgoiI8++kjJuYiIiIhUmJy8HNZlrPMk4st3LWdP1h4AagfUpkP9Dgw+ZzBtQ9sSERpBWPUwL0csUnFMScOY5Q/x8fE2ISGh0LKkpCSioqK8FJFUNJ1PERERkdPvcPZhVqWv8vSM/5r2K0dyjgDQJKgJHet3pEODDnSq34nw2uH4GB8vRyxy/Iwxy6y18WWVU8+5iIiIiIicFhlZGazYtYLlu5ezfNdykjKSyLW5GAwRIRFc3vpyOjXoRFz9OBrWbOjtcEVOKyXnIiIiIiJS4ay1bD2w1UnE3WQ8dX8qAP4+/sTUi+Gm6JvoUL8DcfXjqOVfy7sBi3iZknMREREREakQGVkZLN6+mEXbF/HL9l/YfWQ3AMH+wZ7nxTs16ETbum3x9/X3crQiZxYl5yIiIiIickKy87JZmbaShdsWsnD7QpL2JGGx1A6oTbdG3ejcsDMd6negdZ3Wel5cpAxKzkVEREREpNy2HtjKou2LWLhtIf/b+T8OZR/C1/gSWy+W2+Nup0fjHrSt21Y/ZyZynJSci4iIiIhIiQ5nHyZhVwI/b/uZRdsXeX5nvFHNRvRv2Z8ejXvQpVEXgv2DvRypSOWm5LwS27VrF/feey+//PILISEh+Pv789BDDzFkyBBvhyYiIiIilZS1lvV717Nw+0IWbVvE8t3Lyc7LJtA3kPiG8VwdeTXdm3SnZXBLjDHeDlekylByXklZaxk8eDAjRozg448/BmDTpk3MnDmzXPVzc3Px9dVQIxEREREpPJHbou2LSD+SDsC5IedyXdR1dG/cnY4NOhLgG+DlSEWqLiXnldS8efPw9/dn9OjRnmUtWrTgrrvkWdVHAAAgAElEQVTuIjc3l0ceeYT58+dz9OhR7rjjDm699Vbmz5/PU089RaNGjUhMTOTbb7/l0ksvpWfPnvzyyy+0b9+eG2+8kSeffJLdu3czdepUunTpwpIlS7jnnns4cuQI1atX57333iMyMpL333+fmTNncvjwYTZu3MiQIUN4/vnneffdd1m9ejUTJkwAYNKkSSQlJfHSSy9563CJiIiISAE7D+1kZdpKVqWvYunOpazds7bQRG7dG3ene+PuNKjZwNuhipw1lJxXgJ3PPMPRpOQKbTMgqg0Nx44tcf2aNWvo2LFjseveffddateuzdKlSzl69Cg9evTgkksuAWDJkiWsXr2ali1bkpqayoYNG/jiiy94++236dy5Mx9//DE///wzM2fO5JlnnuHrr7+mTZs2LFiwgGrVqjF37lzGjh3Ll19+CUBiYiIrVqwgICCAyMhI7rrrLq6++mpiY2N5/vnn8fPz47333uOtt96q0OMjIiIiIuWTlZPF2j1rWZm2kpXpK/k17Vd2H3Z+4szPx4/osGhN5CZyBlByXkXccccd/Pzzz/j7+9OiRQtWrlzJtGnTAMjMzCQlJQV/f3+6dOlCy5YtPfVatmxJTEwMAO3ataNv374YY4iJiSE1NdVTf8SIEaSkpGCMITs721O/b9++1K5dG4C2bduyadMmmjVrRp8+fZg1axZRUVFkZ2d7tiEiIiIip461li0HtvBr2q+eZHx9xnpybA4ATYKa0KlBJ9rXa09sWCyRoZH6vXGRM4SS8wpQWg/3qdKuXTtP7zXAa6+9Rnp6OvHx8TRv3pxXXnmFfv36Faozf/58atasWWhZQMAfzw35+Ph43vv4+JCT43yJP/744/Tu3Zvp06eTmppKr169iq3v6+vrqXPzzTfzzDPP0KZNG2688caK2WkRERERKeTgsYOsSl/lScRXpa1i79G9AFSvVp2YsBhGRo8kNiyWmHoxhFUP83LEIlISJeeVVJ8+fRg7dixvvPEGt912GwCHDx8GoF+/frzxxhv06dMHPz8/1q9fT5MmTU54W5mZmZ7677//frnqnHfeeWzZsoXly5ezcuXKE962iIiIiDhy83L5LfM3TyK+Mm0lG/dtxGIBaFW7FRc2u5DYerHEhsVyTp1zNERdpBJRcl5JGWP4+uuvuffee3n++eepV68eNWvW5LnnnmPo0KGkpqbSsWNHrLXUq1ePr7/++oS39dBDDzFixAheeukl+vTpU+56w4YNIzExkZCQkBPetoiIiMjZ6FjuMTbu28i6vetYl7GO9XvXs2bPGg5lHwIg2D+Y2HqxXBJ+Ce3D2hNdL1q/My5SyRlrrbdjOOPFx8fbhISEQsuSkpKIioryUkSVw4ABA7j33nvp27evt0Mpk86niIiIeEv6kXTWZaxj3V4nCV+XsY7UzFTPc+KBvoGcU+cc2oW18/SKtwhuod8YF6kkjDHLrLXxZZVTz7lUuH379tGlSxfat29fKRJzERERkdMhOy+b3zN/9/SE5yfkGVkZnjINajQgMjSS3s16ExEaQURIBC1qtdDwdJGzgJJzqXB16tRh/fr13g5DRERExGv2Zu0tNCR9XcY6NmZuJCfP6Q339/GndZ3WXND0AiJCIogMiSQiJII6gXW8HLmIeMspS86NMZOBAcBua220uywU+AwIB1KBYdbave66R4G/AbnA3dba/7rLOwHvA9WBb4Ex1lprjAkAPgA6AXuAv1prU906I4DH3FCettZOcZe3BD4FQoHlwA3W2mOn6hiIiIiISNWWZ/PYemAryRnJnn/rMtax+8huT5l61esRERpB9ybdiQyJJDIkkvDa4VTzUT+ZiPzhVH4jvA+8ipNA53sE+N5a+6wx5hH3/cPGmLbA1UA7oDEw1xgTYa3NBd4AbgF+wUnOLwX+g5PI77XWnmOMuRp4DvirewPgSSAesMAyY8xM9ybAc8AEa+2nxpg33TbeOIXHQERERESqiGO5x9iwbwPrMtaRlJHkGZaeP0mbr/GlVZ1WnNfoPCJDnZ7wyNBIQgNDvRy5iFQGpyw5t9YuMMaEF1l8OdDLfT0FmA887C7/1Fp7FPjdGLMB6GKMSQWCrbWLAYwxHwCDcZLzy4FxblvTgFeNMytGP2COtTbDrTMHuNQY8ynQB7i2wPbHoeRcRERERIrYf2w/6zLWFeoR/23fb55J2mpUq0FkaCSDWg+iTWgbIkMjOafOOQT4Bng5chGprE73WJoG1todANbaHcaY+u7yJjg94/m2usuy3ddFl+fX2eK2lWOMyQTqFlxepE5dYJ+17jdq4bZERERE5CxkrWXX4V0k7UkieW8yyXuSWbd3HdsObvOUqVe9HpGhkVzY9EIiQyNpE9qGZrWa4WN8vBi5iFQ1Z8qDLsX9DoQtZfmJ1CmtrT8HZMwtOMPpad68eUnFvCooKIiDBw96OwwRERGRSiMjK4PE3YkkpiWyNn0tyXuTyTyaCYDB0CK4BTFhMVwVcRVRoVFEhkYSVj3My1GLyNngdCfnu4wxjdxe80ZA/kwZW4FmBco1Bba7y5sWs7xgna3GmGpAbSDDXd6rSJ35QDpQxxhTze09L9jWn1hr3wbeBud3zo97T70kNzcXX1/91IaIiIiItZbfM39nxe4VrNi9gsS0RDbt3wSAn48fESERXNT8ItqEtqFNaBsiQiKo4VfDy1GLyNnqdCfnM4ERwLPuf2cUWP6xMeYlnAnhzgWWWGtzjTEHjDFdgf8Bw4FXirS1GLgKmOfO4v5f4BljTIhb7hLgUXfdD27ZT4tsv1KbP38+Tz31FI0aNSIxMZG1a9cyePBgtmzZQlZWFmPGjOGWW24BnN72MWPGMGvWLKpXr86MGTNo0KCBl/dARERE5ORl5WSxZs8aJxF3e8fze8XrBNQhrn4cV5x7BR3qd6Bt3bZ6PlxEziin8qfUPsHpwQ4zxmzFmUH9WeBzY8zfgM3AUABr7RpjzOfAWiAHuMOdqR3gNv74KbX/uP8A3gU+dCePy8CZ7R1rbYYx5p/AUrfcP/Inh8OZfO5TY8zTwAq3jZP20+frSd9SscPLw5oFcf6wiHKXX7JkCatXr6Zly5YATJ48mdDQUI4cOULnzp258sorqVu3LocOHaJr166MHz+ehx56iEmTJvHYY4+V0bqIiIjImSf9SDqJuxM9yfjajLWe3xEPDw6nT7M+dKjfgbj6cYQHh+PMHSwicmY6lbO1X1PCqr4llB8PjC9meQIQXczyLNzkvph1k4HJxSz/DehSctSVV5cuXTyJOcDEiROZPn06AFu2bCElJYW6devi7+/PgAEDAOjUqRNz5szxSrwiIiIixyPP5vHbvt9YkbbCk5BvOeDMAezv4090WDTD2w6nQ/0OtK/XnpDAkDJaFBE5s5wpE8JVasfTw32q1KxZ0/N6/vz5zJ07l8WLF1OjRg169epFVlYWAH5+fp67xr6+vuTk5BTbnoiIiIi3WWuZs2kO0zdM59e0Xzlw7AAAoYGhxNWLY1jEMOLqx9G2blv8ff29HK2IyMlRcl4FZWZmEhISQo0aNUhOTuaXX34pu5KIiIjIGWR1+mqeX/o8K3avoGlQUy5pcYlniHrzWs01RF1Eqhwl51XQpZdeyptvvklsbCyRkZF07drV2yGJiIiIlMvOQzv51/J/Meu3WdQNrMu4buMYfM5gfH30azQiUrUZayvNr4R5TXx8vE1ISCi0LCkpiaioKC9FJBVN51NERMS7DmcfZvLqyUxZM4U8m8fwdsO5OeZmavrVLLuyiMgZzBizzFobX1Y59ZyLiIiIiNfk2TxmbJjBKyteIe1IGv3D+3NPp3toHNTY26GJiJxWSs5FRERExCuW7lzKC0tfICkjidh6sbzU6yXi6sd5OywREa9Qci4iIiIip9Wm/Zt4KeEl5m2ZR6OajXju/Ofo37K/JnkTkbOaknMREREROS0yj2by1sq3+CT5E/x9/Lm7w93c0PYGAqsFejs0ERGvU3IuIiIiIqdUdl42n6/7nDd+fYP9R/dzxblXcGeHOwmrHubt0EREzhhKzkVERETklLDWsmDrAl5MeJHU/amc1+g8Hox/kMjQSG+HJiJyxvHxdgBy4oKCggBITU3l448/LrN8amoq0dHRpzosEREREdZlrOOWObdw57w7AXilzytMuniSEnMRkRKo57wKyE/Or732Wm+HIiIiIme59CPpvLriVaZvmE6QXxCPdHmEYZHD8PPx83ZoIiJnNPWcVwGPPPIIP/30E3FxcUyYMIHU1FTOP/98OnbsSMeOHVm0aNGf6px//vkkJiZ63vfo0YOVK1eezrBFRESkCsnKyeKdVe9w2VeXMWPDDK5tcy3fXvEt10Vdp8RcRKQc1HNeAX54/212b/qtQtus36IVvUfeUq6yzz77LC+++CKzZs0C4PDhw8yZM4fAwEBSUlK45pprSEhIKFTn5ptv5v333+fll19m/fr1HD16lNjY2ArdBxERETk7ZB7NZMR/RrAxcyO9m/Xmvk73EV473NthiYhUKuo5r4Kys7MZNWoUMTExDB06lLVr1/6pzNChQ5k1axbZ2dlMnjyZkSNHnv5ARUREpNLLzs3m3vn3svnAZl7r+xoT+0xUYi4icgLUc14BytvDfbpMmDCBBg0a8Ouvv5KXl0dg4J9/O7RGjRpcfPHFzJgxg88///xPPesiIiIiZbHWMm7xOJbuXMozPZ/hgqYXeDskEZFKS8l5FVCrVi0OHDjgeZ+ZmUnTpk3x8fFhypQp5ObmFlvv5ptvZuDAgZx//vmEhoaernBFRESkipi0ahIzN87ktva3MbD1QG+HIyJSqWlYexUQGxtLtWrVaN++PRMmTOD2229nypQpdO3alfXr11OzZs1i63Xq1Ing4GBuvPHG0xyxiIiIVHbf/f4dr6x4hctaXcZt7W/zdjgiIpWesdZ6O4YzXnx8vC067DspKYmoqCgvRVQxtm/fTq9evUhOTsbH5+y+T1MVzqeIiMjpkrg7kb/9929Eh0Uz6ZJJ+Pv6ezskEZEzljFmmbU2vqxyZ3dGdhb74IMPOO+88xg/fvxZn5iLiIhI+W05sIUxP4yhQc0GvNz7ZSXmIiIVRM+cn6WGDx/O8OHDvR2GiIiIVCL7j+3nju/vICcvh9f6vkZIYIi3QxIRqTKUnIuIiIhImbLzsrlv/n1sObCFty9+m5a1W3o7JBGRKkXJuYiIiIiUylrL+F/G878d/+PpHk/TuWFnb4ckIlLl6GFjERERESnVe2ve48uULxkVM4rLz7nc2+GIiFRJSs5FREREpERzNs1hwrIJXBp+KXd2uNPb4YiIVFlKziuxoKAgb4cgIiIiVdiqtFU8+tOjtK/Xnqd7Po2P0Z+OIiKnir5hRURERORPth/czl3z7iKsehgT+0wkwDfA2yGJiFRpSs4ruYMHD9K3b186duxITEwMM2bMACA1NZU2bdowYsQIYmNjueqqqzh8+DAA//jHP+jcuTPR0dHccsstWGsB6NWrFw8//DBdunQhIiKCn376yWv7JSIiIt5z4NgB7vj+Do7lHuP1vq8TGhjq7ZBERKo8zdZeAfb9eyPHth+q0Db9G9ekzsDWZZYLDAxk+vTpBAcHk56eTteuXRk0aBAA69at491336VHjx7cdNNNvP766zzwwAPceeedPPHEEwDccMMNzJo1i4EDBwKQk5PDkiVL+Pbbb3nqqaeYO3duhe6XiIiInNly8nJ48McHSc1M5Y2L36BVnVbeDklE5KygnvNKzlrL2LFjiY2N5aKLLmLbtm3s2rULgGbNmtGjRw8Arr/+en7++WcAfvjhB8477zxiYmKYN28ea9as8bR3xRVXANCpUydSU1NP786IiIiIV1lr+X//+38s3L6Qx7s9TtdGXb0dkojIWUM95xWgPD3cp8rUqVNJS0tj2bJl+Pn5ER4eTlZWFgDGmEJljTFkZWVx++23k5CQQLNmzRg3bpynPEBAgPM8ma+vLzk5OadvR0RERMTrPlz7IZ+v/5ybom/iinOv8HY4IiJnFfWcV3KZmZnUr18fPz8/fvjhBzZt2uRZt3nzZhYvXgzAJ598Qs+ePT2JeFhYGAcPHmTatGleiVtERETOLPM2z+PFhBe5uMXFjOk4xtvhiIicdZScV1I5OTkEBARw3XXXkZCQQHx8PFOnTqVNmzaeMlFRUUyZMoXY2FgyMjK47bbbqFOnDqNGjSImJobBgwfTuXNnL+6FiIiInAnW7FnDIz89QnRYNM/0fEY/mSYi4gUmf6ZuKVl8fLxNSEgotCwpKYmoqCgvRQS//voro0aNYsmSJcWuT01NZcCAAaxevfo0R1Y5eft8ioiIeMvOQzu59ptr8fPxY+plUwmrHubtkEREqhRjzDJrbXxZ5XRbtBJ68803ueaaa3j66ae9HYqIiIhUYoeyD3HH93dwJOcIr/Z9VYm5iIgXaUK4Smj06NGMHj261DLh4eHqNRcREZES5f9k2sZ9G3m97+ucG3Kut0MSETmrqedcRERE5CxjreWFpS/w07afGHveWLo36e7tkEREznpKzkVERETOMpNXT+bj5I8Z0XYEwyKHeTscERFBybmIiIjIWeWrlK94efnL9G/Zn/vi7/N2OCIi4lJyLiIiInKW+H7z9zy1+Cl6NO7B+B7j9ZNpIiJnEH0jV2JBQUGe199++y3nnnsumzdv9koskydPJiYmhtjYWKKjo5kxY8YJtZOYmMi3337reT9u3DhefPHFigpTRETkrLV051Ie+vEhoutG81Kvl/Dz9fN2SCIiUoBma68Cvv/+e+666y5mz55N8+bNy1UnJyeHatUq5vRv3bqV8ePHs3z5cmrXrs3BgwdJS0s7obYSExNJSEjgL3/5S4XEJiIiIpC0J4m7591N01pNea3va9Twq+HtkEREpAj1nFdyP/30E6NGjeKbb76hdevWAGzatIm+ffsSGxtL3759Pb3pI0eO5L777qN37948/PDDHDp0iJtuuonOnTvToUMHT293amoq559/Ph07dqRjx44sWrSo1Bh2795NrVq1PD35QUFBtGzZEnCS7a5duxIbG8uQIUPYu3cvAL169SIhIQGA9PR0wsPDOXbsGE888QSfffYZcXFxfPbZZwCsXbuWXr160apVKyZOnFjBR1BERKRq27x/M6PnjibIP4i3Ln6LOoF1vB2SiIgUQz3nFeA///kPO3furNA2GzZsSP/+/Ustc/ToUS6//HLmz59PmzZtPMvvvPNOhg8fzogRI5g8eTJ33303X3/9NQDr169n7ty5+Pr6MnbsWPr06cPkyZPZt28fXbp04aKLLqJ+/frMmTOHwMBAUlJSuOaaazyJdHHat29PgwYNaNmyJX379uWKK65g4MCBAAwfPpxXXnmFCy+8kCeeeIKnnnqKl19+udh2/P39+cc//kFCQgKvvvoq4AxrT05O5ocffuDAgQNERkZy22234eenoXgiIiJlSTucxi1zbiHP5vHWxW/RsGZDb4ckIiIlUM95Jebn50f37t159913Cy1fvHgx1157LQA33HADP//8s2fd0KFD8fX1BWD27Nk8++yzxMXF0atXL7Kysti8eTPZ2dmMGjWKmJgYhg4dytq1a0uNw9fXl++++45p06YRERHBvffey7hx48jMzGTfvn1ceOGFAIwYMYIFCxYc935edtllBAQEEBYWRv369dm1a9dxtyEiInK22X9sP6PnjiYjK4M3LnqDVrVbeTskEREphXrOK0BZPdynio+PD59//jkXXXQRzzzzDGPHji22nDHG87pmzZqe19ZavvzySyIjIwuVHzduHA0aNODXX38lLy+PwMDAMmMxxtClSxe6dOnCxRdfzI033si9995bYvlq1aqRl5cHQFZWVqltBwQEeF77+vqSk5NTZjwiIiJns6ycLO76/i5+y/yN1/u+TnRYtLdDEhGRMqjnvJKrUaMGs2bNYurUqZ4e9O7du/Ppp58CMHXqVHr27Fls3X79+vHKK69grQVgxYoVAGRmZtKoUSN8fHz48MMPyc3N9dQpOHw+3/bt21m+fLnnfWJiIi1atKB27dqEhITw008/AfDhhx96etHDw8NZtmwZANOmTfPUrVWrFgcOHDixgyEiIiLk5OXw4I8PsmL3Cp49/1m6Ne7m7ZBERKQc1HNeBYSGhvLdd99xwQUXEBYWxsSJE7npppt44YUXqFevHu+9916x9R5//HHuueceYmNjsdYSHh7OrFmzuP3227nyyiv54osv6N27t6e3PT093ZPIF5Sdnc0DDzzA9u3bCQwMpF69erz55psATJkyhdGjR3P48GFatWrlieWBBx5g2LBhfPjhh/Tp08fTVu/evT1D7R999NGKPlQiIiJVWp7N48lFTzJ/63weO+8x+oX383ZIIiJSTqa4ZEsKi4+Pt0UnREtKSiIqKspLEXnHrFmz+O2337j77ru9HUqFOxvPp4iIVD3/l/B/vL/mfW6Pu53b2t/m7XBERAQwxiyz1saXVU4951JuAwYM8HYIIiIiUoLJqyfz/pr3uabNNYyOHe3tcERE5DjpmXMRERGRSm56ynQmLJtA//D+PNLlkUKTwYqISOWg5FxERESkEpu3eR7jFo+je+PujO85Hh+jP+9ERCojfXuLiIiIVFJLdy7lwR8fJLpuNBN6TcDP18/bIYmIyAlSci4iIiJSCSVnJHP3vLtpWqspr/V9jRp+NbwdkoiInAQl5yIiIiKVzJb9Wxg9ZzRB/kG8dfFb1Ams4+2QRETkJCk5r8SMMdx///2e9y+++CLjxo0rtc78+fNZtGiR5/3IkSOZNm3aScURHh5Oenr6SbWRLygoqELaERERqarSDqdxy5xbyLW5vHXxWzSs2dDbIYmISAVQcl6JBQQE8NVXXx1XYlw0OT8Z1lry8vIqpC0REREp2/5j+xk9dzR7svbwet/XaVW7lbdDEhGRCqLkvBKrVq0at9xyCxMmTPjTurS0NK688ko6d+5M586dWbhwIampqbz55ptMmDCBuLg4fvrpJwAWLFhA9+7dadWqVaFe9BdeeIHOnTsTGxvLk08+CUBqaipRUVHcfvvtdOzYkS1bthTa7uDBg+nUqRPt2rXj7bff9iwPCgri73//O+3bt6dr167s2rULgN9//51u3brRuXNnHn/8cU/5HTt2cMEFFxAXF0d0dLQnVhERkbNVVk4Wd31/F79l/sbLvV8mpl6Mt0MSEZEKVM3bAVQF69f/kwMHkyq0zVpBUUREPF5muTvuuIPY2FgeeuihQsvHjBnDvffeS8+ePdm8eTP9+vUjKSmJ0aNHExQUxAMPPADAu+++y44dO/j5559JTk5m0KBBXHXVVcyePZuUlBSWLFmCtZZBgwaxYMECmjdvzrp163jvvfd4/fXX/xTP5MmTCQ0N5ciRI3Tu3Jkrr7ySunXrcujQIbp27cr48eN56KGHmDRpEo899hhjxozhtttuY/jw4bz22muedj7++GP69evH3//+d3Jzczl8+PBJHlEREZHKKycvhwd/fJAVu1fw/AXP071xd2+HJCIiFUzJeSUXHBzM8OHDmThxItWrV/csnzt3LmvXrvW8379/PwcOHCi2jcGDB+Pj40Pbtm09PdqzZ89m9uzZdOjQAYCDBw+SkpJC8+bNadGiBV27di22rYkTJzJ9+nQAtmzZQkpKCnXr1sXf358BAwYA0KlTJ+bMmQPAwoUL+fLLLwG44YYbePjhhwHo3LkzN910E9nZ2QwePJi4uLgTPkYiIiKVmbWWcYvGMX/rfP5+3t+5tOWl3g5JREROASXnFaA8Pdyn0j333EPHjh258cYbPcvy8vJYvHhxoYS9JAEBAZ7X1lrPfx999FFuvfXWQmVTU1OpWbNmse3Mnz+fuXPnsnjxYmrUqEGvXr3IysoCwM/PD2MMAL6+vuTk5Hjq5S8v6IILLmDBggV888033HDDDTz44IMMHz68zH0RERGpaiYsm8CMjTO4vf3tXN3mam+HIyIip4ieOa8CQkNDGTZsGO+++65n2SWXXMKrr77qeZ+YmAhArVq1SuxBL6hfv35MnjyZgwcPArBt2zZ2795dap3MzExCQkKoUaMGycnJ/PLLL2Vup0ePHnz66acATJ061bN806ZN1K9fn1GjRvG3v/2N5cuXl9mWiIhIVZKTl8OLS1/kvTXvcXXk1YxuP9rbIYmIyCmk5LyKuP/++wvN2j5x4kQSEhKIjY2lbdu2vPnmmwAMHDiQ6dOnF5oQrjiXXHIJ1157Ld26dSMmJoarrrqqzKT+0ksvJScnh9jYWB5//PESh74X9K9//YvXXnuNzp07k5mZ6Vk+f/584uLi6NChA19++SVjxowpsy0REZGqIiMrg9FzRjNl7RSujryaR7o8UuxIMxERqTpM/jBmKVl8fLxNSEgotCwpKYmoqCgvRSQVTedTRETOFGv2rOHeH+5lz5E9PN7tcQafM9jbIYmIyEkwxiyz1saXVU7PnIuIiIicIb7e8DX/XPxPQquH8kH/D2gX1s7bIYmIyGmi5FxERETEy7Jzs3lu6XN8tu4zzmt4Hs9f+DyhgaHeDktERE4jJeciIiIiXrT78G7un38/iWmJjPz/7N13lFXV3YfxZ88wNOmgiCAMCFIEFKRpUMECJBrsseUVE8UaRY0tVtRoMGIMaizYMQrWqLElKCCigoJiBRQVEUSRIr3MMPv9Yy44Ehgu5c6ZYZ7PWnfdc/c5+5zv1bV0fnfvs88epzCg4wAqZPknmiSVN/6XX5IkKSHvz32fC8dcyLK8Zdy8/80+w1ySyrFEVmsPIVwQQvgkhPBxCGF4CKFyCKFOCGFkCOHz1HvtIsf/KYQwPYQwLYTQu0j73iGEj1L7bgupZUxDCJVCCI+n2ieEEHKL9OmXusbnIYR+Jfm9JUmSAGKMjJg6gt+/8nuqVKjCo7961MJcksq5Ei/OQwgNgYHDOAsAACAASURBVPOATjHGtkA2cDxwGfBajLEF8FrqMyGENqn9ewB9gDtDCNmp090FnA60SL3W/l/tVGBhjLE5cCtwU+pcdYBrgK5AF+Caoj8CSJIkZdrK/JVc9eZV3DDhBvbZZR9GHDaCFrVbJB1LkpSwpJ5zXgGoEkKoAFQFvgUOBx5O7X8YWPvckMOBETHGVTHGr4DpQJcQQgOgRozx7Vj4PLhh6/VZe66ngINSo+q9gZExxgUxxoXASH4q6Muc7Oxs9tprL9q2bcuxxx7L8uXLN6v/jTfemJFcM2bMoG3bthk5tyRJZdm3S7+l3yv9eO6L5zhzzzO546A7qFGxRtKxJEmlQIkX5zHG2cBgYCYwB1gUY/wvUD/GOCd1zBxgp1SXhsA3RU4xK9XWMLW9fvvP+sQY84FFQN1izlUmValShcmTJ/Pxxx9TsWJF7r777rT6xRgpKCjIWHEuSZL+1/g54zn+heOZuXgmt/W8jXP2OoeskNQ4iSSptEliWnttCke2mwK7ADuEEH5bXJcNtMVi2re0z/o5Tw8hTAwhTPzhhx+KiVc67LfffkyfPh2Av/3tb7Rt25a2bdvy97//HSgczW7dujVnn302HTt25NRTT2XFihXstddenHTSSf8z2j148GAGDhwIwLvvvkv79u3ZZ599uPjii9cdN2PGDPbbbz86duxIx44deeutt0r2S0uSVAbEGHnw4wc5Y+QZ1K5cm8cOfYyejXsmHUuSVMoksVr7wcBXMcYfAEIIzwD7At+HEBrEGOekpqzPTR0/C9i1SP9GFE6Dn5XaXr+9aJ9ZqanzNYEFqfYe6/UZs6GQMcahwFCATp06bbCAX+uqz2fx8dIVxR2y2dpWq8L1LRpt+kAgPz+fl19+mT59+jBp0iQefPBBJkyYQIyRrl27csABB1C7dm2mTZvGgw8+yJ133gnAk08+yeTJk4HCQntjfve73zF06FD23XdfLrvssnXtO+20EyNHjqRy5cp8/vnnnHDCCUycOHHLv7QkSduZ5XnLufqtq/nPjP9wSJNDuP4X17NDzg5Jx5IklUJJzKWaCXQLIVRN3Qd+EDAFeB5Yu3p6P+C51PbzwPGpFdibUrjw2zupqe9LQgjdUuc5eb0+a891DDAqdV/6f4BeIYTaqRH8Xqm2MmntyHenTp1o3Lgxp556KuPGjePII49khx12oFq1ahx11FG88cYbADRp0oRu3bpt1jV+/PFHlixZwr777gvAiSeeuG5fXl4e/fv3p127dhx77LF8+umn2+7LSZJUxs1cPJOTXjqJkV+P5PyO53PLAbdYmEuSNqrER85jjBNCCE8B7wH5wPsUjlBXA54IIZxKYQF/bOr4T0IITwCfpo4/J8a4JnW6s4CHgCrAy6kXwP3AIyGE6RSOmB+fOteCEML1wLup466LMS7Y2u+U7gj3trb2nvOiCn+D2LAddtj4HwQVKlSgoKBg3eeVK1du8ny33nor9evX54MPPqCgoIDKlSunG12SpO3a2FljuWzsZWRlZXHXwXex7y77Jh1JklTKJbIKSYzxmhhjqxhj2xjj/6VWYp8fYzwoxtgi9b6gyPE3xBh3izG2jDG+XKR9Yuocu8UY/5AaHSfGuDLGeGyMsXmMsUuM8csifR5ItTePMT5Yst888/bff3+effZZli9fzrJly/jXv/7Ffvvtt8Fjc3JyyMvLA6B+/frMnTuX+fPns2rVKl544QUAateuTfXq1Rk/fjwAI0aMWNd/0aJFNGjQgKysLB555BHWrFnzvxeRJKkcKYgF3DX5Ls557RwaVm/IiENHWJhLktLiEqHbmY4dO3LKKafQpUsXunbtymmnnUaHDh02eOzpp59O+/btOemkk8jJyeHqq6+ma9euHHbYYbRq1Wrdcffffz+nn346++yzDzFGatasCcDZZ5/Nww8/TLdu3fjss8+KHZmXJGl7t2T1EgaMGsCdH9zJYc0OY9gvh9GoejKz6yRJZU8obtqyCnXq1Cmuv9DZlClTaN26dUKJStbSpUupVq0aAIMGDWLOnDkMGTIk4VTbVnn69ylJ2vamL5zO+WPOZ/aS2VzU+SJObHUihUviSJLKuxDCpBhjp00dl8Rq7SpjXnzxRf7yl7+Qn59PkyZNeOihh5KOJElSqbAyfyX3fXQfD3z8ANUrVufeXvfSaedN/v0lSdL/sDjXJh133HEcd9xxSceQJKlUGTd7HDdOuJFvlnzDr5r+ios7X0y9KvWSjiVJKqMsziVJkjbD98u+56/v/pX/fv1fcmvkcm+ve+nWYPMeVSpJ0vosziVJktKQX5DPiKkjuP3928kvyOecvc7h921/T8XsiklHkyRtByzOJUmSNuHDHz7k+vHXM3XBVH7R8Bdc0eUKdq2xa9KxJEnbEYtzSZKkjVi0ahFD3hvCU589xY5VdmTwAYPp1aSXK7FLkrY5n3Neht1www3ssccetG/fnr322osJEyZs9jmef/55Bg0alIF0kiSVXTFGnv/iefo+25enP3+ak1qfxHNHPEfv3N4W5pKkjHDkvIx6++23eeGFF3jvvfeoVKkS8+bNY/Xq1Zt9nr59+9K3b98MJJQkqWz68scv+fOEP/Pud+/Svl577jnkHlrVaZV0LEnSds6R8zJqzpw51KtXj0qVKgFQr149dtllF3Jzc7n00kvp0qULXbp0Yfr06QD8+9//pmvXrnTo0IGDDz6Y77//HoCHHnqIP/zhDwCccsopnHfeeey77740a9aMp556KpkvJ0lSAlbkr2DIe0M4+t9HM3XBVK7e52oe+dUjFuaSpBLhyPk2cO2/P+HTbxdv03O22aUG1/x6j43u79WrF9dddx277747Bx98MMcddxwHHHAAADVq1OCdd95h2LBhnH/++bzwwgt0796d8ePHE0Lgvvvu469//Su33HLL/5x3zpw5jBs3jqlTp9K3b1+OOeaYbfq9JEkqjcbOGsuNE25k9tLZ9N2tLxfufSF1q9RNOpYkqRyxOC+jqlWrxqRJk3jjjTcYPXo0xx133Lp7x0844YR17xdccAEAs2bN4rjjjmPOnDmsXr2apk2bbvC8RxxxBFlZWbRp02bd6LokSdur75Z9x6B3BvHazNdoVrMZD/R+gM47d046liSpHLI43waKG+HOpOzsbHr06EGPHj1o164dDz/8MMDPFqpZu33uuedy4YUX0rdvX8aMGcPAgQM3eM610+ShcDEcSZK2R3kFeTz66aPc+cGdxBgZ0HEA/dr0Iyc7J+lokqRyynvOy6hp06bx+eefr/s8efJkmjRpAsDjjz++7n2fffYBYNGiRTRs2BBgXREvSVJ59P7c9znuheO4ZdItdNm5C88e8SyntTvNwlySlKjNGjkPIWQB1WKM2/YGa222pUuXcu655/Ljjz9SoUIFmjdvztChQ3nhhRdYtWoVXbt2paCggOHDhwMwcOBAjj32WBo2bEi3bt346quvEv4GkiSVrIJYwO3v3859H91H/ar1+XvPv3Pgrgf6aDRJUqkQNjV1OYTwGHAmsAaYBNQE/hZjvDnz8UqHTp06xYkTJ/6sbcqUKbRu3TqhRBuXm5vLxIkTqVevXtJRypTS+u9TkrRtLMtbxmVjL2PMrDEc3eJoLul8CVVzqiYdS5JUDoQQJsUYO23quHSmtbdJjZQfAbwENAb+byvzSZIklYhvlnzDb1/6LW/MfoPLu17ONftcY2EuSSp10pnWnhNCyKGwOL8jxpgXQnClsFJqxowZSUeQJKnUePe7d7lwzIUUxALuPuRuujXolnQkSZI2KJ2R83uAGcAOwNgQQhPAe84lSVKp9uRnT3L6f0+nduXaPHboYxbmkqRSbZMj5zHG24DbijR9HULomblIkiRJWy6/IJ+/vvtXhk8dzi8a/oKb97+Z6hWrJx1LkqRibXLkPIRQP4Rwfwjh5dTnNkC/jCeTJEnaTItWLeLMV89k+NTh9GvTj38c+A8Lc0lSmZDOtPaHgP8Au6Q+fwacn6lAkiRJW+LLRV9y4osn8t7373H9L67nos4XkZ2VnXQsSZLSkk5xXi/G+ARQABBjzKfwsWpK0IwZM2jbtu3P2gYOHMjgwYOL7Tdx4kTOO+88AMaMGcNbb7212dfOzc1l3rx5xbZPmjSJpk2b8v777/P8888zaNCgzb7OhowZM4bDDjtsm5xLkrT9eGPWG5z04kkszVvKA70f4IjmRyQdSZKkzZLOau3LQgh1gQgQQugGLMpoKmVMp06d6NSp8BF7Y8aMoVq1auy7777b9BoffvghxxxzDI8//jgdOnSgQ4cO9O3bd5teQ5IkgBgjwz4dxt8m/Y0WtVpw+4G306Bag6RjSZK02dIZOb8QeB7YLYTwJjAMODejqbTVevTowaWXXkqXLl3YfffdeeONN4CfRp5nzJjB3Xffza233spee+3FG2+8wQ8//MDRRx9N586d6dy5M2+++SYA8+fPp1evXnTo0IEzzjiDGDf+JL0pU6ZwxBFH8Mgjj9ClSxcAHnroIf7whz8AcMopp3Deeeex77770qxZM5566ikACgoKOPvss9ljjz047LDD+NWvfrVu3yuvvEKrVq3o3r07zzzzzLprLViwgCOOOIL27dvTrVs3PvzwQ6BwBkG/fv3o1asXubm5PPPMM1xyySW0a9eOPn36kJeXt43/aUuSkrB6zWquevMqBk8czEGND2LYL4dZmEuSyqx0Vmt/L4RwANASCMC0GKPVTVEvXwbffbRtz7lzO/jl1k0Fz8/P55133uGll17i2muv5dVXX123Lzc3lzPPPJNq1apx0UUXAXDiiSdywQUX0L17d2bOnEnv3r2ZMmUK1157Ld27d+fqq6/mxRdfZOjQoRu95uGHH84///lPunfvvtFj5syZw7hx45g6dSp9+/blmGOO4ZlnnmHGjBl89NFHzJ07l9atW/P73/+elStX0r9/f0aNGkXz5s057rjj1p3nmmuuoUOHDjz77LOMGjWKk08+mcmTJwPwxRdfMHr0aD799FP22Wcfnn76af76179y5JFH8uKLL3LEEU53lKSybN6KeVww+gIm/zCZM/c8k7P2PIuskM6YgyRJpdMmi/MQwrHAKzHGT0IIVwIdQwh/jjG+l/l42pgQwibbjzrqKAD23ntvZsyYsclzvvrqq3z66afrPi9evJglS5YwduzYdSPWhx56KLVr197oOQ4++GDuu+8+evfuTXb2hhfhOeKII8jKyqJNmzZ8//33AIwbN45jjz2WrKwsdt55Z3r2LHxa39SpU2natCktWrQA4Le//e26HwfGjRvH008/DcCBBx7I/PnzWbSo8I6LX/7yl+Tk5NCuXTvWrFlDnz59AGjXrl1a/ywkSaXXlPlTOG/0efy48kcGHzCY3rm9k44kSdJWS+ee86tijE+GELoDvYHBwF1A14wmK0u2coR7S9StW5eFCxf+rG3BggU0bdp03edKlSoBkJ2dTX5+/ibPWVBQwNtvv02VKlX+Z9/GfgxY3x133MGZZ57J2WefzT333LPBY9bmAtZNkS9uqvzGrr2hPmuPXXuNrKwscnJy1rVnZWWl9c9CklQ6jfx6JFeMu4IaFWvw8C8fpk3dNklHkiRpm0hn/tfaldkPBe6KMT4HVMxcJKWjWrVqNGjQgNdeew0oLMxfeeWVYqeTr6969eosWbJk3edevXpxxx13rPu8dor4/vvvz6OPPgrAyy+//D8/ChSVlZXF8OHDmTZtGldffXXaWbp3787TTz9NQUEB33//PWPGjAGgVatWfPXVV3zxxRcADB8+fF2fornGjBlDvXr1qFGjRtrXlCSVHTFG7vrgLi4ccyEtardgxGEjLMwlSduVdIrz2SGEe4DfAC+FECql2U8ZNmzYMP785z+z1157ceCBB3LNNdew2267pd3/17/+Nf/617/WLQh32223MXHiRNq3b0+bNm24++67gcJ7u8eOHUvHjh3573//S+PGjYs9b6VKlXjuued4/vnn+cc//pFWlqOPPppGjRrRtm1bzjjjDLp27UrNmjWpXLkyQ4cO5dBDD6V79+40adJkXZ+BAweuy3vZZZfx8MMPp/3dJUllx4r8FVz0+kXcOflOft3s1zzQ+wHqVamXdCxJkrapUNx0YoAQQlWgD/BRjPHzEEIDoF2M8b8lEbA06NSpU5w4ceLP2qZMmULr1q0TSrR9Wrp0KdWqVWP+/Pl06dKFN998k5133rlEru2/T0kqnb5b9h3njTqPqQumcsHeF3DKHqekfauVJEmlQQhhUoyx06aOS2e19uXAMyGEnUIIa4dMp25tQGl9hx12GD/++COrV6/mqquuKrHCXJJUOn3wwwcMGDWAlWtWcvuBt3PArgckHUmSpIxJZ7X2vsAtwC7AXKAxhcX5HpmNpvJm7X3mkiS9+OWLXPXmVdSvWp/7et1H89rNk44kSVJGpXPv+PVAN+CzGGNT4GDgzYymkiRJ5dZLX77En974E3vuuCfDDx1uYS5JKhfSKc7zYozzgawQQlaMcTSwV4ZzSZKkcmj0zNFcPu5yOtbvyJ0H30mtyrWSjiRJUolI5znnP4YQqgFjgUdDCHMBHxQtSZK2qbe/fZs/vv5HWtdpzR0H3kGVClWSjiRJUolJZ+T8cGA5cAHwCvAF8OtMhpIkSeXLe9+/x4DRA8itmcvdh9xNtYrVko4kSVKJ2mhxHkJoHkL4RYxxWYyxIMaYH2N8GJgMOMesFJgxYwZt27b9WdvAgQMZPHgw48ePp2vXruy11160bt2agQMHJhNSkqRN+GT+J5zz2jnUr1qfoYcMpWalmklHkiSpxBU3rf3vwOUbaF+e2ufoeSnWr18/nnjiCfbcc0/WrFnDtGnTko4kSdL/mL5wOmeOPJMaFWtwb697qVelXtKRJElKRHHT2nNjjB+u3xhjnAjkZiyRtom5c+fSoEEDALKzs2nTpk3CiSRJ+rmZi2fSf2R/crJyuK/Xfey8w85JR5IkKTHFjZxXLmafK7QUcdM7NzF1wdRtes5WdVpxaZdLt7j/BRdcQMuWLenRowd9+vShX79+VK5c3L9SSZJKzpylczjtv6eRX5DPQ30eYtcauyYdSZKkRBU3cv5uCKH/+o0hhFOBSZmLpHSFEDbafvXVVzNx4kR69erFY489Rp8+fUo4nSRJGzZvxTz6j+zPktVLuOeQe9it1m5JR5IkKXHFjZyfD/wrhHASPxXjnYCKwJGZDlaWbM0I99aoW7cuCxcu/FnbggULaNq0KQC77bYbZ511Fv3792fHHXdk/vz51K1bN4mokiQB8OPKH+n/3/7MXT6XoYcMpU1db7uSJAmKGTmPMX4fY9wXuBaYkXpdG2PcJ8b4XcnEU3GqVatGgwYNeO2114DCwvyVV16he/fuvPjii8QYAfj888/Jzs6mVi0X2ZckJWfp6qWc+eqZzFw8k9sOvI29dtor6UiSJJUaxY2cAxBjHA2MLoEs2gLDhg3jnHPO4Y9//CMA11xzDbvtthtXXHEFF1xwAVWrVqVChQo8+uijZGdnJ5xWklReLc9bzjmvncO0BdO4teetdGvQLelIkiSVKpsszlW6tWnThtGj//e3kxEjRiSQRpKk/7V6zWrOH30+k3+YzE373USPXXskHUmSpFJno9PaQwiVSjKIJEna/uQV5HHR6xfx9py3GbjPQPo0dYFSSZI2pLjV2t8GCCE8UkJZJEnSdmRNwRquHHclo78ZzWVdLuPIFq4nK0nSxhQ3rb1iCKEfsG8I4aj1d8YYn8lcrLIhxrjRx5mp7Fi7cJ4kaduJMXL9+Ot56auXGNBxACe1PinpSJIklWrFFednAicBtYBfr7cvAuW6OK9cufK6R5NZoJddMUbmz59P5cqVk44iSduNGCM3T7yZpz9/mtPancZp7U5LOpIkSaXeRovzGOM4YFwIYWKM8f4SzFQmNGrUiFmzZvHDDz8kHUVbqXLlyjRq1CjpGJK03bjzgzt55NNHOLHViZzX4byk40iSVCaks1r7IyGE84D9U59fB+6OMeZlLlbpl5OTQ9OmTZOOIUlSqfLgxw9y9wd3c2TzI7m0y6XOLpMkKU3pFOd3Ajmpd4D/A+4CnKMmSZLWGTF1BH+b9Df65Pbhmn2uISsUt+6sJEkqKp3ivHOMcc8in0eFED7IVCBJklT2PP/F89ww4QZ6NOrBjfvdSHZWdtKRJEkqU9L5SXtNCGG3tR9CCM2ANZmLJEmSypKRX4/kqjevomuDrgzuMZicrJykI0mSVOakM3J+MTA6hPAlEIAmwO8ymkqSJJV6y/KWMWLqCO6YfAft67Xntp63USm7UtKxJEkqkzZZnMcYXwshtABaUlicT40xrsp4MkmSVCotXr2Y4VOG88iUR1i0ahHdG3bnpv1vompO1aSjSZJUZqUzck6qGP8ww1kkSVIp9uPKH3lkyiM8NuUxluYtpUejHvRv35/2O7ZPOpokSWVeWsW5JEkqv+atmMewT4YxYtoIVuSv4JAmh3B6+9NpVadV0tEkSdpuFFuch8KHkzaKMX5TQnkkSVIp8d2y73jok4d46rOnyCvIo09uH/q360/z2s2TjiZJ0nan2OI8xhhDCM8Ce5dQHkmSlLBZS2bxwMcP8Oz0Z4kxcthuh3Fau9NoUqNJ0tEkSdpupTOtfXwIoXOM8d2Mp5EkSYn5evHX3Pvhvbzw5QtkhSyObH4kv2/3expWa5h0NEmStnvpFOc9gTNDCDOAZRSu2B5jjK7+IknSdmD6wukM/Wgo/5nxH3Kycjih1Qn026MfO++wc9LRJEkqN9Ipzn+Z8RSSJKnETZk/haEfDuXVma9SpUIV+u3Rj5PbnEy9KvWSjiZJUrmTznPOvw4hdAdaxBgfDCHsCFTLfDRJkpQJH/7wIUM/HMrrs16nek51zmh/Br9t/VtqVa6VdDRJksqtTRbnIYRrgE5AS+BBIAf4J/CLzEaTJEnb0sTvJjL0w6G8PedtalaqybkdzuX4VsdTo2KNpKNJklTupTOt/UigA/AeQIzx2xBC9YymkiRJW2zhyoXMWDyDGYtmrHv/ctGXzFg8gzqV63Dh3hdyXMvjqJpTNemokiQpJZ3ifHXqkWoRIISww9ZeNIRQC7gPaAtE4PfANOBxIBeYAfwmxrgwdfyfgFOBNcB5Mcb/pNr3Bh4CqgAvAQNSWSsBwyh8BNx84LgY44xUn37Alakof44xPry130eSpJK2as0qZi6eydeLv2bG4hl8teirdduLVi1ad1yFrAo0rt6YZjWbcUKrEziqxVFUrlA5weSSJGlD0inOnwgh3APUCiH0p7CQvncrrzsEeCXGeEwIoSJQFbgceC3GOCiEcBlwGXBpCKENcDywB7AL8GoIYfcY4xrgLuB0YDyFxXkf4GUKC/mFMcbmIYTjgZuA40IIdYC10/QjMCmE8PzaHwEkSSpNYox8v/z7n4+Cp7a/Xfotkbju2J2q7ERuzVx6NelFbo1ccmvm0rRGUxpUa0CFrHT+dy9JkpKUzoJwg0MIhwCLgd2Bq2OMI7f0giGEGsD+wCmp868GVocQDgd6pA57GBgDXAocDoyIMa4CvgohTAe6pB7tViPG+HbqvMOAIygszg8HBqbO9RRwRwghAL2BkTHGBak+Iyks6Idv6feRJGlrFcQCZi+ZzbSF0/hs4Wd8tegrZiyewdeLv2ZF/op1x1WpUIXcGrm0r9eevrv1pUmNJuTWzCW3Ri475Gz1xDZJkpSgdH9K/4jCqeMxtb01mgE/AA+GEPYEJgEDgPoxxjkAMcY5IYSdUsc3pHBkfK1Zqba81Pb67Wv7fJM6V34IYRFQt2j7BvpIkpRxK/JXMH3hdKYtnMa0BdPWFeTL8pYBkBWy2GWHXcitmUun+p3WjYLn1shlp6o7UfhbsyRJ2t6ks1r7acDVwCggALeHEK6LMT6wFdfsCJwbY5wQQhhC4RT2jUbYQFsspn1L+/z8oiGcTuGUeRo3blxMPEmS/leMkXkr5jFt4TSmLpjKZws+Y+rCqXy9+GsKYgEAO+TswO61d+fXzX5NyzotaVWnFbvV2o0qFaoknF6SJJW0dEbOLwY6xBjnA4QQ6gJvAVtanM8CZsUYJ6Q+P0Vhcf59CKFBatS8ATC3yPG7FunfCPg21d5oA+1F+8wKIVQAagILUu091uszZkMhY4xDgaEAnTp12mABL0kSQF5BHjMWzfhpNDw1Ir5g5YJ1x+yywy7sXmd3euf2pmXtlrSs05KG1RqSFbISTC5JkkqLdIrzWcCSIp+X8POp4ZslxvhdCOGbEELLGOM04CDg09SrHzAo9f5cqsvzwGMhhL9RuCBcC+CdGOOaEMKSEEI3YAJwMnB7kT79gLeBY4BRqVXc/wPcGEKonTquF/CnLf0ukqTyad6KeYydNZbJcyczdcFUvvjxC1YXrAYgJyuH5rWas3+j/dcV4bvX3p2alWomnFqSJJVmGy3OQwgXpjZnAxNCCM9ROAX8cOCdrbzuucCjqZXavwR+B2RRuDL8qcBM4FiAGOMnIYQnKCze84FzUiu1A5zFT49Sezn1ArgfeCS1eNwCCld7J8a4IIRwPfBu6rjr1i4OJ0lScb5e/DWjZo5i1MxRfPDDB0QitSvVpmWdlpzY+kR2r707req0IrdmLjlZOUnHlSRJZUyIccMztkMI1xTXMcZ4bUYSlUKdOnWKEydOTDqGJKkEFcQCPpn3CaO+GcXomaP5YtEXALSu05qejXty4K4Hsnvt3V2gTZIkFSuEMCnG2GlTx2105Lw8Fd+SJAHkrcnjne/eYfQ3oxk9czRzV8wlO2TTqX4njm15LD137cku1XZJOqYkSdoOpbNaeyfgCqBJ0eNjjO0zmEuSpBKxZPUSxs0ex+iZo3lj9hsszVtKlQpV6N6wOz137cn+jfb3fnFJkpRx6SwI9yiFK7Z/BBRkNo4kSZk3d/lcxnwzhlEzRzHhuwnk9j/L0gAAIABJREFUF+RTp3Ideuf2pueuPenaoCuVK1ROOqYkSSpH0inOf4gxPp/xJJIkZUiMkS8Xfcnob0YzauYoPpr3EQCNqzfmt61/y4GND6R9vfZkZ2UnnFSSJJVX6RTn14QQ7gNeA1atbYwxPpOxVJIkbQMzF8/k6c+f5rWZr/H14q8BaFevHed1OI8DGx9Is5rNXNBNkiSVCukU578DWgE5/DStPQIW55KkUqcgFvDm7DcZPnU442aPIztk06VBF/6v9f/RY9ce1N+hftIRJUmS/kc6xfmeMcZ2GU8iSdJWWLx6Mc9Nf44RU0cwc8lM6lWpx1l7nsUxux/DjlV3TDqeJElSsdIpzseHENrEGD/NeBpJkjbT5ws/Z/jU4bzw5QusyF9Bh5068IcOf+DgxgeTk52TdDxJkqS0pFOcdwf6hRC+ovCe8wBEH6UmSUpKfkE+o78ZzfCpw3n3u3eplF2JXzX9Fce3Op42ddskHU+SJGmzpVOc98l4CkmS0jB/xXye+fwZHp/2ON8v/55ddtiFC/a+gKOaH0WtyrWSjidJkrTF0inOY8ZTSJJUjI/nfczwqcN5+auXySvIo1uDblze9XIOaHSAjz+TJEnbhXSK8xcpLNADUBloCkwD9shgLklSObd6zWr+M+M/jJg6gg/nfUjVClU5usXRnNDqBJrVapZ0PEmSpG1qk8X5+iu1hxA6AmdkLJEkqVz7btl3PPnZkzz12VMsWLmA3Bq5XNblMg7f7XCqVayWdDxJkqSMSGfk/GdijO+FEDpnIowkqfz66IePePCTBxk1cxQFsYADGh3ACa1PoFuDbmSFrKTjSZIkZdQmi/MQwoVFPmYBHYEfMpZIklSuLF69mCGThvDEZ09Qo2INTm5zMr9p+RsaVW+UdDRJkqQSk87IefUi2/kU3oP+dGbiSJLKixgj//36vwx6ZxALVi7gt61/yx86/IEdcnZIOpokSVKJS+ee82tLIogkqfz4dum33DDhBsbOGkvrOq2546A72KOu64xKkqTya6PFeQjhQTb+GLUYYzw1M5EkSdur/IJ8Hp3yKP+Y/A8ALu50MSe2PpEKWZu9BIokSdJ2pbi/hl7YQFtj4HzAh8pKkjbLJ/M+4dq3r2XKgikc0OgALu96ObtU2yXpWJIkSaXCRovzGOO6+8pDCM2Ay4H9gUHA/ZmPJknaHizLW8Yd79/BY1Mfo27lutxywC0c0uQQQghJR5MkSSo1ip1HGEJoDVwBdABuBs6MMeaXRDBJUtk3euZobphwA3OXz+U3LX/DgI4DqF6x+qY7SpIklTPF3XP+JNAJGAxcAKwBaqwd6YgxLiiJgJKksuf7Zd8z6J1BvDrzVZrXas7gAwaz1057JR1LkiSp1Cpu5LwzhQvCXQT8MdW2dg5iBJplMJckqQxaU7CGJz57giHvDSG/IJ8BHQfQb49+5GTlJB1NkiSpVCvunvPcEswhSSrjpi2YxnVvX8eH8z5knwb7cFW3q9i1xq5Jx5IkSSoTfHaNJGmrrMhfwV0f3MWwT4ZRs1JN/rLfXzi06aEu+CZJkrQZLM4lSVvszdlvcv3465m9dDZHNj+SP3b6IzUr1Uw6liRJUpljcS5J2mzzVszjr+/+lZe/epncGrk80PsBOu/cOelYkiRJZVZaxXkIoTvQIsb4YAhhR6BajPGrzEaTJJU2MUaenf4sN0+8mZX5Kzl7z7M5td2pVMyumHQ0SZKkMm2TxXkI4RoKH6nWEngQyAH+Cfwis9EkSaXNk589yfXjr6dT/U5ctc9VNKvpgzskSZK2hXRGzo8EOgDvAcQYvw0hVM9oKklSqTPp+0n8ZcJf2K/hftx+4O1kZ2UnHUmSJGm7kZXGMatjjJHCZ5sTQtghs5EkSaXNd8u+48IxF9KwekMG7T/IwlySJGkbS6c4fyKEcA9QK4TQH3gVuDezsSRJpcWqNas4f/T5rFqzitt63kaNijWSjiRJkrTd2eS09hjj4BDCIcBiCu87vzrGODLjySRJiYsxct3b1/HJ/E8Y0nMIzWp5j7kkSVImpLMg3AXAkxbkklT+PDb1MZ7/4nnO3vNsDmx8YNJxJEmStlvpTGuvAfwnhPBGCOGcEEL9TIeSJCXvnTnvcPO7N9Nz156csecZSceRJEnarm2yOI8xXhtj3AM4B9gFeD2E8GrGk0mSEjN76Wz++PofaVKjCTd2v5GskM5vuZIkSdpSm/PX1lzgO2A+sFNm4kiSkrYifwXnjz6fNQVrGNJzCNUqVks6kiRJ0nZvk8V5COGsEMIY4DWgHtA/xtg+08EkSSUvxsg1b13DtAXTGLT/IHJr5iYdSZIkqVzY5IJwQBPg/Bjj5EyHkSQl6+FPHublr15mQMcB7N9o/6TjSJIklRsbLc5DCDVijIuBv6Y+1ym6P8a4IMPZJEkl6K3Zb3Hre7fSq0kvTm17atJxJEmSypXiRs4fAw4DJgERCEX2RcCH3UrSduKbxd9w8diL2a3Wblz/i+sJIWy6kyRJkraZjRbnMcbDUu9NSy6OJKmkLc9bznmjzyOEwJCeQ6iaUzXpSJIkSeVOOgvCvZZOmySp7IkxcuWbV/Lloi+5ef+b2bX6rklHkiRJKpeKu+e8MlAVqBdCqM1P09prUPi8c0lSGXffR/cx8uuRXNTpIvbZZZ+k40iSJJVbxd1zfgZwPoWF+CR+Ks4XA//IcC5JUoaNnTWW29+/nUObHcrJbU5OOo4kSVK5Vtw950OAISGEc2OMt5dgJklShn216CsuHXspreq0YuA+A10ATpIkKWGbfM55jPH2EEJboA1QuUj7sEwGkyRlxtLVSxkwegAVsysypOcQKleovOlOkiRJyqhNFuchhGuAHhQW5y8BvwTGARbnklTGFMQC/jTuT8xcPJN7e91Lg2oNko4kSZIk0litHTgGOAj4Lsb4O2BPoFJGU0mSMuLuD+5mzDdjuKTzJXTeuXPScSRJkpSSTnG+IsZYAOSHEGoAc4FmmY0lSdrWXpv5Gnd9cBdHND+CE1qdkHQcSZIkFbHJae3AxBBCLeBeCldtXwq8k9FUkqRt6osfv+DyNy6nXb12XNntSheAkyRJKmXSWRDu7NTm3SGEV4AaMcYPMxtLkrStLF69mPNGnUeVClW4tcetVMr2ziRJkqTSZqPFeQihY3H7YozvZSaSJGlbWVOwhkvHXsq3y77lgd4PUH+H+klHkiRJ0gYUN3J+SzH7InDgNs4iSdrG/jnln4ybPY6rul1Fh506JB1HkiRJG7HR4jzG2LMkg0iStq3vl33PnZPvZL+G+3Hs7scmHUeSJEnFSOc55ydvqD3G6HPOJakUGzxxMPkF+fypy59cAE6SJKmUS2e19qIPwq1M4TPP3wMsziWplBo/ZzyvzHiFs/c8m11r7Jp0HEmSJG1COqu1n1v0cwihJvBIxhJJkrbK6jWruWH8DexafVd+3+73SceRJElSGtIZOV/fcqDFtg4iSdo2hn06jBmLZ3DnQXf62DRJkqQyIp17zv9N4ersAFlAG+CJTIaSJG2Zb5d+yz0f3MNBjQ9iv0b7JR1HkiRJaUpn5Hxwke184OsY46wM5ZEkbYWb3rmJEAKXdr406SiSJEnaDOncc/46QAihxtrjQwh1YowLMpxNkrQZxs4ay6hvRjGg4wAaVGuQdBxJkiRthnSmtZ8OXA+sAAqAQOE092aZjSZJStfK/JX8ZcJfaFqzKf3a9Es6jiRJkjZTOtPaLwb2iDHOy3QYSdKWeeDjB5i1dBb39bqPnOycpONIkiRpM2WlccwXFK7QLkkqhb5Z/A33f3Q/v8z9JV0bdE06jiRJkrZAOiPnfwLeCiFMAFatbYwxnpexVJKktMQYufGdG8nJzuGizhclHUeSJElbKJ3i/B5gFPARhfecS5JKiVEzRzFu9jgu7nQxO1XdKek4kiRJ2kLpFOf5McYLM55EkrRZluctZ9C7g2hRuwUntj4x6TiSJEnaCunccz46hHB6CKFBCKHO2tfWXjiEkB1CeD+E8ELqc50QwsgQwuep99pFjv1TCGF6CGFaCKF3kfa9QwgfpfbdFkIIqfZKIYTHU+0TQgi5Rfr0S13j8xCCSxpLKrOGfjiU75Z9x5Vdr6RCVjq/tUqSJKm0Sqc4P5HUfefApNRr4ja49gBgSpHPlwGvxRhbAK+lPhNCaAMcD+wB9AHuDCFkp/rcBZwOtEi9+qTaTwUWxhibA7cCN6XOVQe4BugKdAGuKfojgCSVFV8u+pKHP32Yvrv1pWP9jknHkSRJ0lbaZHEeY2y6gddWPeM8hNAIOBS4r0jz4cDDqe2HgSOKtI+IMa6KMX4FTAe6hBAaADVijG/HGCMwbL0+a8/1FHBQalS9NzAyxrggxrgQGMlPBb0klQkxRm4cfyNVKlThwr2960iSJGl7sMl5kCGEkzfUHmMcthXX/TtwCVC9SFv9GOOc1LnnhBDWrmzUEBhf5LhZqba81Pb67Wv7fJM6V34IYRFQt2j7Bvr8TAjhdApH5WncuPFmfj1JypxXZrzChO8mcEXXK6hbpW7ScSRJkrQNpHOTYuci25WBg4D3KByp3mwhhMOAuTHGSSGEHul02UBbLKZ9S/v8vDHGocBQgE6dOm3wGEkqaUtXL+Xmd2+mTd02HLv7sUnHkSRJ0jayyeI8xnhu0c8hhJrAI1txzV8AfUMIv6Kw2K8RQvgn8H0IoUFq1LwBMDd1/Cxg1yL9GwHfptobbaC9aJ9ZIYQKQE1gQaq9x3p9xmzFd5GkEnXnB3cyb8U8hvQcQnZW9qY7SJIkqUxIZ0G49S2ncPG1LRJj/FOMsVGMMZfChd5GxRh/CzwPrF09vR/wXGr7eeD41ArsTVPXfic1BX5JCKFb6n7yk9frs/Zcx6SuEYH/AL1CCLVTC8H1SrVJUqn32cLPeGzKYxy9+9G027Fd0nEkSZK0DaVzz/m/+WnqdxbQBngiA1kGAU+EEE4FZgLHAsQYPwkhPAF8CuQD58QY16T6nAU8BFQBXk69AO4HHgkhTKdwxPz41LkWhBCuB95NHXddjHFBBr6LJG1TMUZuGH8D1StWZ0CHAUnHkSRJ0jYWCgeUizkghAOKfMwHvo4xztrY8dujTp06xYkTt8XT4yRpyzw3/TmufPNKrt33Wo5qcVTScSRJkpSmEMKkGGOnTR230ZHzEEJzCldQf3299v1CCJVijF9sg5ySpE1YtGoRf5v0N/bccU+OaH7EpjtIkiSpzCnunvO/A0s20L4itU+SVAJuf/92flz1I1d2u5KssCVLhUiSJKm0K+6vvNwY44frN8YYJwK5GUskSVrnk/mf8MS0Jzi+5fG0qtMq6TiSJEnKkOKK88rF7KuyrYNIkn6uIBZww/gbqFO5Dn/o8Iek40iSJCmDiivO3w0h9F+/MbWa+qTMRZIkATz9+dN8NO8j/tjpj1SvWD3pOJIkScqg4h6ldj7wrxDCSfxUjHcCKgJHZjqYJJVnC1cuZMh7Q+hUvxOHNTss6TiSJEnKsI0W5zHG74F9Qwg9gbap5hdjjKNKJJkklWN/f+/vLFu9jCu6XkEIIek4kiRJyrDiRs4BiDGOBkaXQBZJEjB57mSe+fwZTtnjFJrXbp50HEmSJJUAn8kjSaVIfkE+N0y4gZ2q7sRZe56VdBxJkiSVEItzSSpFHp/2OFMXTOWSzpdQNadq0nEkSZJUQizOJamUmLdiHne8fwf7NNiHXk16JR1HkiRJJcjiXJJKiVsm3sKqNau4vOvlLgInSZJUzlicS1Ip8O537/LCly9wyh6nkFszN+k4kiRJKmEW55KUsGV5yxj41kAaVmtI//b9k44jSZKkBGzyUWqSpMy6YfwNzFo6iwd6P0CVClWSjiNJkqQEOHIuSQn69xf/5t9f/psz25/J3vX3TjqOJEmSEmJxLkkJmbl4Jn8e/2c67tTR6eySJEnlnMW5JCUgb00el4y9hApZFRi03yAqZHmXkSRJUnnmX4OSlIDb37+dT+Z/wq09bqVBtQZJx5EkSVLCHDmXpBL21uy3ePCTB/nN7r/h4CYHJx1HkiRJpYDFuSSVoHkr5nH5uMtpXqs5F3e+OOk4kiRJKiWc1i5JJaQgFnDlm1eyNG8p9/a6l8oVKicdSZIkSaWEI+eSVEIe+fQR3pz9Jhd3upgWtVskHUeSJEmliMW5JJWAT+Z/wt/f+zsH7nogv2n5m6TjSJIkqZSxOJekDFuWt4xLXr+EupXrct0vriOEkHQkSZIklTLecy5JGXbjhBuZtXQW9/W6j5qVaiYdR5IkSaWQI+eSlEEvfPkCz3/xPKe3P53OO3dOOo4kSZJKKYtzScqQbxZ/w5/H/5kOO3XgjPZnJB1HkiRJpZjFuSRlQN6aPC4ZewlZIYtB+w2iQpZ3EUmSJGnj/GtRkjLgjsl38PH8j7nlgFvYpdouSceRJElSKefIuSRtY299+xYPfPwAx+x+DL1yeyUdR5IkSWWAxbkkbUPzV8zninFX0KxmMy7pfEnScSRJklRGOK1dkraRgljAlW9eyeJVi7n74LupUqFK0pEkSZJURjhyLknbyKNTHmXc7HFc1PkiWtZpmXQcSZIklSEW55K0DXw6/1P+Nulv9Ni1B8e3PD7pOJIkSSpjLM4laSstz1vOpWMvpU7lOly/7/WEEJKOJEmSpDLGe84laSv95Z2/8PXir7m/9/3Uqlwr6TiSJEkqgxw5l6St8NKXL/Hs9Gfp374/nXfunHQcSZIklVEW55K0hb5Z8g3Xj7+ePXfck7P2PCvpOJIkSSrDLM4laQvkFeRx2djLCARu2v8mKmR5l5AkSZK2nH9NStIWuHPynXw470MGHzCYhtUaJh1HkiRJZZwj55K0mcbPGc/9H93P0S2Opndu76TjSJIkaTtgcS5Jm2HBygVc/sbl5NbM5ZLOlyQdR5IkSdsJp7VLUppWrVnFFeOu4MdVP3LXwXdRNadq0pEkSZK0nXDkXJLS8NnCzzj+heMZN3scl3a+lJZ1WiYdSZIkSdsRR84lqRgxRh6d8ii3TrqV6hWrc+dBd7Jfo/2SjiVJkqTtjMW5JG3EvBXzuPLNK3lz9psc0OgArt33WupWqZt0LEmSJG2HLM4laQNe/+Z1rnrzKpbnL+eKrldwXMvjCCEkHUuSJEnbKYtzSSpiRf4Kbpl4C49Pe5yWtVty0/43sVut3ZKOJUmSpO2cxbkkpUxdMJVLx17Kl4u+5OQ2JzOg4wAqZldMOpYkSZLKAYtzSeVeQSzgkU8fYch7Q6hVqRb3HHIP++6yb9KxJEmSVI5YnEsq1+Yun8sV465g/Jzx9Ny1J9fuey21K9dOOpYkSZLKGYtzSeXWazNfY+BbA1mZv5Kr97maY1oc46JvkiRJSoTFuaRyZ3necm6eeDNPffYUreu0ZtD+g2hWs1nSsSRJklSOWZxLKlc+nf8pl469lK8Xf83v2v6Oc/c6l5zsnKRjSZIkqZyzOJdULhTEAh765CFuf/926lSuw7297qVrg65Jx5IkSZIAi3NJ5cB3y77jinFX8M5373BIk0O4utvV1KpcK+lYkiRJ0joW55K2ayO/HsnAtwaSV5DHdftexxHNj3DRN0mSJJU6FueStkvL85Yz6J1B/Gv6v2hbty2D9h9EkxpNko4lSZIkbZDFuaTtyuyls3l86uM8M/0ZFq9aTP92/Tlrr7PIyXLRN0mSJJVeFueSyrwYI2/PeZvhU4fz+jevkxWyOLDxgfTbox977rhn0vEkSZKkTbI4l1RmLV29lOe/eJ7hU4czY/EM6lSuw2ntTuM3LX/DzjvsnHQ8SZIkKW0W55LKnC8XfcmIqSN4bvpzLM9fTrt67bix+430zu1NxeyKSceTJEkqe2KEvBWweinkr4K4BgpSr7jee1pt+antgsJzZ0qLQ6BqncydvwRZnEsqE9YUrOH1Wa8zfOpwxs8ZT05WDn1y+3BCqxNot2O7pONJkiSVvIKCwmJ61ZLU+1JYvaTwfV1bkfcN7i/SFtck/Y023+ljLM4lqST8uPJHnpn+DI9PfZxvl31L/ar1Oa/DeRzV4ijqVqmbdDxJkqT0rckvLIhXL4XVy34qjDe4veynonn1siKF9rKfiuq8ZeldN2RDpWpQsTpUql64Xak61GgAlWpAxWqp/an2CpUK+2RlQ1YFCFmF2yH1OSt7I23ZkJWV6pP9U1smH2Nbo2Hmzl3CLM4llUpT5k9h+NThvPTVS6xas4rOO3fmos4X0XPXnlTI8j9dkiRpG4ixcAr3qiWFhXDeSsgv+lpVONU7f9XP2/OK7M8vsn9D7XnLUwX20sJ96aqYKpYr7vBTYV29QWp7h1ShnSqmK673XrTQrlQdKlTObIGsbcK/cCWVGnlr8nh15qs8NuUxJv8wmSoVqtB3t76c0OoEWtRukXQ8SZJUWuSvSk3NXrzetO0l/zuN+3+OWfpTMb5qSeG90VsiuyJUqFI4ylyhMuRU/mm7QmWoWq/wc06VIiPT1YsU29V+PmJddDunauEItMoVi3NJifth+Q88+dmTPPnZk8xbMY/G1RtzSedLOLz54dSoWCPpeJIkqagYC0eAVy8vHBXOW1E4vTpvReHn1ct/2l6zurCQXrP6p1f+alizqsh20X2rYE1e4f51+1Jta/flryhsT8eGRpd32PGnEeWio8sVqxUW0usK7bXF9voFeGXIrmTxrG2uxIvzEMKuwDBgZ6AAGBpjHBJCqAM8DuQCM4DfxBgXpvr8CTgVWAOcF2P8T6p9b+AhoArwEjAgxhhDCJVS19gbmA8cF2OckerTD7gyFefPMcaHM/yVJW1AjJFJ30/iiWlPMPLrkeTHfPZruB8ntDqBXzT8BVnB/+FJ+n/23jxKsqO+8/3c/eaelbVXr9WbulsbQgIsiUUsT5YAg4cdBhs41tieee/5eY7xAfywDR6wPeM5HuY8PzzGZjDj5RkweAwGYbA9OgYhLIRY1IvU3areu5auLatyu3mXeH/EzZuZtXS3WtVd3dXxkUIR8Yu4NyPrlCrze3+/+IVCoVgTwkB6j+tz0Ch3lHlZe4txlu4Oge3XVhbbrXK5GLYUtoYlBa9hxX0bTDset8Eqdo8nY460twR1l8DOdwtxO6sEtOK6Yj085wHwK0KIJzVNywHf1zTtm8B7gX8UQvyupmkfBD4IfEDTtP3AO4CbgRHgHzRN2yOECIE/BH4e+C5SnD8APIwU8nNCiF2apr0D+I/A2+MHAL8J3AWI+LW/3HoIoFAorjyVZoWvjH2Fzz/zeY7NHyNn53jnvnfyjpvewdb81vVenkKhUCgU1w5CyJDrlufZW1wurDtLfakt7jcrF3khTYZR22npObYycZ2WXuZi3Lbicbtj/EK2lhe6JbgNS+17ViguwFUX50KIcWA8bi9qmnYY2AS8EbgvnvZZ4BHgA7H9r4QQHnBc07RjwIs1TTsB5IUQjwFomvY/gJ9GivM3Ah+J7/XXwB9omqYBPwl8UwgxG1/zTaSg//+u3DtWKBQAz8w+w+ee+Rx/N/Z31IM6+3v381v3/BYPjD5Aykyt9/IUCoVCoVhOFMkQar+jXLTfkHVXmPaS9mqh28HSEO4m0p90CTgFcAuQKoBbhNKo7LvFuO4oqSU2O6tEs0JxDbCue841TdsO3AH8CzAYC3eEEOOapg3E0zYhPeMtzsQ2P24vtbeuOR3fK9A0rQz0dtpXuGbp2n4e6ZVn61blzVMoLgcv9PjGiW/w+Wc+zw/P/xDHcHhw9EHeftPbuaXvlvVenkKhUCg2OkETquehOgWV81CZbLerU+1w7tWEduhd3uvq5pLQ7c623a4vGLptLw/3trPLhbVblGHcurG2PzuFQnHVWTdxrmlaFvgi8MtCiAVt9ad1Kw2IC9gv95puoxCfAj4FcNddd13iI0uFQgFwevE0XzjyBf7n0f/JnDfHtvw2fvWuX+WNu95IwSms9/IUCoVCcT0T+lCdjoV2LLgrUyu366vsXHTyMlzbzctkX24BckMdycDSMvGXlV6ln+oI204t7xsq57JCoXjurMtfDk3TLKQw/wshxJdi86SmacOx13wYmIrtZ4AtHZdvBs7F9s0r2DuvOaNpmgkUgNnYft+Sax5Zo7elUNzQhFHIt85+i8898zkePfsouqZz35b7ePtNb+clwy9RCd4UCoVCsRwhZHKx2gzUZtt1fXaJbbrt+a7PrnwvOwfZfsgMQN8e2P5S2c62yqAU5NkBKaIVCoXiGmM9srVrwKeBw0KI3+8Y+jLwHuB34/pvO+x/qWna7yMTwu0GHhdChJqmLWqa9hPIsPifBf6fJfd6DHgL8E9xFve/B35b07SeeN79wIeu0FtVKG4IpuvT/M3Rv+Gvj/w156rn6E/184u3/yJv3v1mBjOD6708hUKhUFwthJDZvmszstRnY3E9u8Q2A7W5tm3V0HFNhnCne2Xp2wXb7mmL7UwsuFuC3E5f1berUCgUa816eM7vBX4GeErTtB/Gtl9DivLPa5r2c8Ap4K0AQoiDmqZ9HjiEzPT+v8eZ2gH+Le2j1B6OC0jx/2dx8rhZZLZ3hBCzmqb9B+B78bzfaiWHUygUl44QgiennuRzT3+Ob576JkEU8JKhl/D+F72f+7bch6Vb671EhUKhUDwfokhm+k682LPdgrtTeHfaVj17WoNUT1toF7fAyO2QKrVt6Y52qiSFudpHrVCsOVEUEjSbBJ6H73my3fTwvQZBs4nf9Ah9X5YgIAoCwiAgDHzZDuN+Mu7H4625fjK/ZYvCEISQ+4mFQAi5a1gI0WWHeEyAIB6Tg8vsreve/KGP0r9tdJ1+mmuL1vrBKFbnrrvuEk888cR6L0OhWHeWHYNm5Xjjrjfy1pveyo7CjvVenkKhUCguRBjA4jiUz8iycEbu3V4qsGuz8V7tVb4jaoYU0qlSW1CnejraKwhut6CEtkLxHBFRRLPRwKtV8KpVvFqr1PA3gsoaAAAgAElEQVSqFbxaLRbVHoHnyXaz1W4ub8f9MAie99oMy8IwTXTTwoxrwzRjmxm3rWSepuuAFh8KoKFpGmigocmTAjRNJgfT4jGI5yy1x9fFbU2Dn3jTO8j3D6y80GsETdO+L4S462LzVLYKhUJxUSark3zm4Gf40tEvJcegffSej/LA9gdIWyqMUKFQKNYdIaSgLp+BhbOxAD/dFuLlM1KYi6j7OjPVIbR7oHBrW3QnIrtjPN0rk6mpY7cUilURQhAGgRTDzSa+1+gW111Cu7rCWE0K8lot9iavjqbrWI6DacvSbtu4mSxmTy+mbUt7PGbZrbbd0e62m5bdLbQtKxHcmq5zgWTeiueBEucKhWJVJqoTfPqpT/Olo18iEhGv3fFa3rn3neoYNIVCobjaBF6H6F6l+NXuawwb8pugsBlGXy7rpGyB/Ig8gkuh2OCIKCLwm3H4djMRzSvaLtBOvM8rzmu2PdfN5kVFNQCahpNK42QycZ0l19dPfzqDk8nipNM46Qx2OoObyeCkY1smk9hNS20l3Egoca5QKJYxXhnn0wekKBdC8MZdb+ShWx9ic27zxS9WKBQKxeq0spPX52RphZCvWOZl3TqneymZASm0+/fArld3i+/8ZpmZXFcnZSjWDyFEsi85DPyOfcw+gR/vX/Z9gqBtT+Z39lvt1vyWqPb9FcVyuER0P58wbsM0E0+0LO22nUqTLhQxLXvVOS1vtpPJ4qYz2Ok0biaLk8lgu6k43FuhkChxrlAoEs5VzvEnT/0Jf3PsbwD46V0/zUO3PsSm7KZ1XplCoVBcgwReO+N4dToW1LPdwnqlsmrSNMBw2mHkqR4ojcLmO6Wnu7C57QnPb5LnbisUVwghBIHfpFmr0ahWaLb2OddrFwjLrnXZmo36pXmQLxEZWi33MS8VwZZt42YyMhw7EcbxHKtTNFvd4tnqFNLLxbWuciUoriJKnCsUCs5WzvLHP/5j/vZZeYLhm3a9iYdufYjh7PA6r0yhUCiuEkKAt9BOkFabbovuWmyrTrfP3K7NyvmrYWeluE4VZd1/U9y/SFHnbyvWkKDZpFFtJROrJO2ldTvhWHuvc7NWvajHWdN1nHQmDsuWdXFwKAm/ttNpKZYtqy2sW/uXLQszFtq6aSbtleYZpoVuGGqfs2LDo8S5QnEDc3rxNH/y1J/w5WNfRtM03rz7zTx060MMZYbWe2kKhULx/Ai8jvO1W6J6tkNwx/bqTNv7Hfkr38t0Id0nPdqZPijtkInRMr2xvVfaUz1tj7dpX933q9gQtMLAA7+ZhHMHvk8Y97269Ew3KpXYO12hUZW1V63QqFXx4rFGtULor/I7HWM6Dm6yvzlDOp+nZ3hk2V5nO52JQ7Jb/TRuOovpOEowK1ZFRBGiXieq1xGehwhDRBBCFMbtAELZZtWxCMJA2jrmiTCAMEKEAYXXvx6zr2+93+6aoMS5QnEDcnrhNJ966lN85dmvYGgGb7vpbbzvlvcpUa5QKK5NkjO3Z7rDyJN+h6e7NiMFd3Nx9fu5BSmqM33Qsx02vVC2071te7rUbltplZ1cgYgimXW7XqNZq9Os12S7XqNZq3X06/iNOkEz3lvdbMZ7p5sEfpAI7cBvxsK7Lb6f695oTdeTvcxOvI85V+rDyWTkvubY7mZadTYZU8nEFEuJPI9wfh5vbprmQpmwWiWsVQmqFaJ6nahWJazViGo1RK0mRXdNFhqNuPag3kCre2gN76qsO7x1DwNKnCsUiuuNkwsn+dSPP8VXx76KqZu8c+87ed8t72MgfW2fDalQKDYQrYRo1SXe7E5x3RLYrXZ9dvkRYC3MVIeY7oXSzu4zthPR3ds+g9tQX39uRHyvQX1xkUZFlvriIl6tKsV1XLyW6E7s9ViM1y55/3TncVaGZXaEdduYlomTTmOYcs+0YVmY8VjSbo2ZFoYdh37HfTuV6hLYlptSnusbjEhE1PwaFb9CLajRCBpJqYd1WXsVgvl5wvI8YbmMmF9EW6igL1bRF2qYi3WsqodT8XCqPqlaQLoW4fiXlh+gYcni2XFtQcPWaNjg9UBjsDVHo2FreBb4JgQ6RHEJdYi0uO7qa3JOPNYaX9bXIYxtn9mSZaN8k1WfTgrFDcDx8nH++Md/zFePfxVbt3nXvnfxvpvfR3+6f72XplAormeEkOHjjfJygd0prjv3addmIGisfD/NaHus070yC3niye4Q3OmOvp2+uu9Zse5EYSjFdWWRxmKrXpB1Yltoj8W2wL9AIj7AclM4qRR2Su6VtlNpsj292Kl0sn/aTqVxUmnsVGpJPx53Uxim+nqt6MYPfap+lWpQpepXE3Hdalf9qhTbcbsaVKk2KgSVBaLFRViswmIFvVrHrDXJNCDTEGQakK1DtgG5uiBbh4GG7K9GpEE9bdDIWHgZG78vTy3rMpVLEeUziHwW8lnIZiDlgutC2kVLuZBKoadcDMPC0Ax0XcfUTBzNoEc3pE3TMXUTXdMxNCNp65qOhnyQ1HqgpLX+6ejLfzvGl8yNh5IxDY2+1MbwmoMS5wrFhmasPMYf/eiP+PqJr2PrNj+z72d47y3v3VB/xBQKxWUSRdCsyKRmjQXwFuN2WdbeYmxf0m6UO+YurL5PG8ApxPuye2V28aHbur3Yrb3aLdHtFNTRXzcYIoqoVxapLy7IslCO6wXqi+W4jksssr1addX76YaBm83hZnOkcjkKA0MM7thFKpeXtmwONxfX2VxylrTluior9w2AEIJABHiBhxd6NMMmjbBBM2zihdLWCBpJu7PfCBvJda12I4znxu3W/Vr90GvgLHg49YBsA9KeiIU1pD3INgTpBmQ86G3ANk8j50G6IXA8gX4RR3aUdonyGSjk0Pvy6IUCZrEHs6cHu1jC7e3H7unFLBYx4qJns+r4tmsYJc4Vig3Is/PPJqLcNV3es/89vOfm99Cb6l3vpSkUiiiSIdpJCbv7UQShJ73LgQd+XdatftDoKM9xXrPaLbi5yDc/TQcnJ0Wzm5ft3LDMPO7EfTcf7+FuCe4OsW2o/aw3EkIIGTreKahbYntxgdpCh9iO7Y1KBbHKlgXLTZHK5Unn87i5PD3Dm2JhncfNZnFz+URkp3I53GweO6XCvNcTIQRBFCSitRE0CKJAFhEQRiF+5BNEAaEIu8Za7S77kmuDKJDXLxHYnWJ6JcHdOS9abYvMhd8YbhOKnkGfZ1P0TIoNg4GGTqGuka0LsnVBphaRqgakqj5OpYnZDC9833QKLZfDyOcw+wuY+QJGPoeey2Pk8+j5HEauXRv5HHo+Hstk0Az1QGmjocS5QrGBODhzkM8c+AzfOPENXNPlfbe8j/fc/B5Kbmm9l6ZQrEyzJvcT1+KzoZtV6YkNfYiCuI77STvomBP3w+YKYx3XJ+JXLBHGK9mW9LmUa1rCOlwyFi6fc6XQTZlV3HTi2u3u21nIDkpR7ea7xXWXraNtZ1QiNMUywiBgfnKc2bOnmT17htlzcTl7hma9tuI1umGQyuVlyRfo27o9acs6TzpXIJXPJ/NMW2W8XysiEcm9yEGdRtig7tepBx0lrCditx7Uuz3GQaPLQ9w5txE2uuZ5oUcoLiJInye6FodSmw6O0V1sw8Y1XDJWpt03XWzdxjEcXGGSaQjSDYHbiHDrEU7dx64HWLUmVrWJuVjHWKyhLVTQyhVYWCCaK0MQACGwfHuE9FjH3unBIkZPj2y36kIBo5CPRXcOPZfDyOXQ1BYIxRLUb4RCcZ0jhODbZ7/Nnx78Ux6feJyMleHnbv05fnb/z9Lj9qz38hQ3Ckk27dkOsb1aPdfur7b3+FLQLemZ1S2Z4Cvpm8vtuiG9wK2iG8iNbfoqRVtSr1DQZAj2sjGj+9qlr53MWXLvznmJwF5au8v7lguGo5KcKdYcr1ZNRPfs2dPMnjvDzNkzlCfHicK2AMv29lEa2cz+l7+KfF9/IrZTHWLbSWduaI92JKLEY+yH0vPrh3Ff+Mtt0cp1SzzXgpoU1X4stjuFdiy8l9qfK7qm4xourukm4jdlpmTbdCg6xUQgJ/aOtmu62IaNpVuYuimLZibt1n7kzjFDlzZLt5JxQzfkdSEy+3fDI6pWCRfkfuxwYZGoEteLC111uLhAtFiR9cIiwrtI9nDDSMK/jWIRY3QHRrEohfdSwd1q5/PKg61YM9QnuUJxneKHPl87/jX+9OCfcmz+GAPpAX7lzl/hzXveTM7OrffyFBuRZg2e/Sc49k1YGO8W3fV5Vg2R1gx57nO6JDNlF7fC8AsgHZ8J3bKnS9JTa9grCO4VBPgN/EVfoVgrhBBUZmeY6fSCx0K8OjebzNMNk57hEfo2b2XPS+6ltGkzpZHNlEY2Yaeu36R8fuRLIdvyKsd1Kwt2p62zJMK3Qxx3XtsMm13C+rJCqS+CpVukzNSyUnAKDGWGumyu6XbPs1KkzTSu4SbjrukmYtw1XEzdvKwHKkIIhOdJ8VypEFXl0VtRvYaoVeWRXImtLutaVZ6HXZW2eq17XNRqiIuc2S5/KBZG7JXW83mMXA5reET24/BxWefbdTaLEc/V0ukb+iGSYv1R4lyhuM5YbC7yhSNf4C8O/QVT9Sl29+zm4y/9OA9ufxBL7e9UrDWNMhz5Bhz+Mhz7B3kEllOAnm1STBe2dIvrrjoW305eJflSKNaZwPeZnzjX9oQnIvwsfqPtVXXSGUqbNrP9thdKAb5pC6WRzRQHh9CvQe9gJCIqfoXF5iIL3gILzQXZbi4k/S5bq+3JuhldOIP7UnRNbwtewyVlpUgZsp9P55OxlsfYMixMzcQyLOlBjttJHXuJV6pXsnWKaVO/Ml/jRRQRVasECwuEi4vSO724GHuqK8u80W2vdTxvcREuRUgDGAZ6Oi1LKoWeTqOlUxilHqxNm9pj6XgslUJLpdFSGYx8Fj0rRXhLYGPbSaZvkfxHPjBov8GOR8lCIIQMVg8Bqt3nzAu6r+sau0DKDnGxI/dWGF5+yfJJF72tWH29z+X1usaWve8LrKv18243LvK64qKvd9HXBErDGSzn2vv7dDkoca5QXCdMVCf480N/zl8f/WuqfpWXDL+Ej977Ue4duVc95VWsLdVpeOZrcPgrMPaI3M+dHYTb3wn7fgq2v1Ql+lIorlHqiwtL9oFLL3h5crIr8Vqur5/SyGZueeVr6I0FeGnTFtKF4lX/TIlE1CWuy81yt7juENld7eYClWalW0AtQdd08naenJ0jb+fJ23mG0kPkHWnLWtlEZLuGK73JHV7mpR5nS7euuc9cEYYd3uhq4mmOWqVaJazWCGs1omqdsFYjrNUJaw2iej1u1/GrDYJak6DRJNJNIt1KSrikL5wUws0g3BEiO43odYkGXYRpExk2kWERaSahZiLibT5C0xHxdiIhQGhaO0WHEIhIxP2OuioQi93jbUJgPi6KG5m3fuguBrbl13sZa4IS5wrFNc4zs8/w2YOf5eHjDyMQ3L/9ft5783vZ37t/vZem2EiUz8LTfycF+clH5bel4lZ48c/DvjfA5hcp77dCcY0QRSELU1Nd4rvlEa8vLiTzDMuiNLyJgdFd7L33vnYo+vAmLNdd83U1ggazjVnKXrlLTJeb5bbwXmGsJbA1oWGFLnboYgcudpjCDl3SUZacViBlpCnqvQzraVwjhau72JqLozk4uoOtOdiajYWNqVlYWOiYiIYgqkpxF0WCKGy324JPEApYELBAy1NXA1FLxlvCUAgSt13b1tHvcNkKQXxCg0BEEURCPiSJxWbXmBBte+eclr1TwIqO10aTJc5jIdA72iZCK4K2SmJYA8jF5TIwLR0jLrJtyNrUcWxZa7qGpoGua6Bp8qNE09Bju9ZZ6/HZ1TpxvcIcLW5r0HHodddOp64HKB3nYiftC8xd/uxF65i7+s9i2dhFHuJcyjOeFR8EXeS67ku0C4wtv1f3pctfKDF1/kxXu9clXN91j5XeqrZyR1vSKPSnll98naLEuUJxDSKE4Lvj3+WzBz/Lo+ceJWWmeMfed/Du/e9mU3bTei9PsVGYeVaK8cNfhrPfl7b+vfCy90sP+dCtal+3QnGVCQMfr1bDq1biukqtPNcVjj43cY6wI2w4lS9QGtnMrhffHXvAN9O7aQu5vv41P7u75tc4vXiaU4unOLVwql0vnKK8UMEJU9iBFNUtcW0HLm6YIUuBjNjC5igr54UuZuCg+xZa0wD/8h4A+kCoa9QNDV2P0A0PTW+i6xq6IQVeV9uIhWGH0GuLNtnQ9dgQRRAFiDCAIIzrAMIAEci2rH1Z+37SJwohWhLvu5QOV3DXX1tdk0nGDANN1+O2rHXLkLUpi2aZ6JYp7a22bbVrx5a1baNbZpfwlYJZvl/TjkW2aWDYOqa5VHjrmJYRz9HRTe2aiyJQKK53lDhXKK4h/MjnGye+wWcPfpbDs4fpdXv5pTt+ibfd9DYKTmG9l6e43hECJg/GgvwrMHVQ2kfugFf/Buz9Kejfs75rVCiuY4QQBH6TZq1Go1rBq1bxatW20E7a1USAN2pVvGqVZq1Ko1YlWCWbtKbpFIeG6BnZzPYX3Bl7wbdQGtlEKre24ZxVv8qphVMcP3+KM1MTTM5MMzM7z+JCnaAmSPlZXD9Lys+RDfdyW/Ai7my6aOLC4tqwdOyUiZMysV0DO2UmxXFN7FSHzY3npaTdcsy2qI7rVlt6US8uEsNKlWBqkmBykmBqCn9yinB+nrBcJmpl9i7H+6zj/dZEF07k1trr3Eo+phfy8lzqbBbdddFSLroT124K3XXQVqpTLprrymscB01FKikUNyRKnCsU1wBVv8qXjn6JPzv0Z4xXxxktjPLRez7K63a8Dsdw1nt5iusZIeDsk3D4b6Ugnx0DNNh2Dzzwu7D3dTJ8XaG4DhFxOHAYBkRBSBQGRGFIGAREQSDtYUgUtOx+0g98n8BvEvo+QbNJGMR1Ym8SNNtzVrO3ax+/XiMMgguuWTdMnEwGN5PBTmVwMhlyPb04mQx2OoObljY7lcZy01hOGjuVI1caQDPMZSHZlXnB4uwCUdi2RZFALOlHYRwWHQrCUFBr1pitzzEzN8f8fIXqYoNmJULUdaxmCjfIYggL2EKJLXQGReuOwMmaZEsumXyKdM7CzdmkshZuxuoQ2EZbjKdMDPPKCE4RBPgzMwSTk/iTkwSTU7EAn8Sfmkr6UbW67FrNdbtEtdHfh71zZ5ztO4eRL8QZvvPxOdUyw3cry7c6QkuhUKwlSpwrFOvI+dp5/vLpv+Rzz3yOxeYiLxx4Ib/2kl/j5Ztfjq6pp+aK58n8Kfjq++Ho38ujx0ZfAff8khTk2YH1Xp3iOiKKwkT8hrG4DWPBG4XBMrHbLVqbhM1uERsuFbYtcez7hM1mbA9iMR0Qtl47COLXa6/loumLLwPDNDEsC8OyMS0b0261ZW2YNqadRtNN0EzAAGGgGTa66WIYLrrhoukOmu6C5qDhILCJIoMoFIR+ROBHhH7EQjkinI4IAtkP/YgwiIB6XGaAE2v+PiUmnuEQ2hGGG2L2aKRzGoWiRl9PnqG+forFLKmsTSpnkcraGNbV+3yKajX8iQn88XEpsqempOhuCfDJSYKZmeUebtPE7O/HGhjA2bWLzL33Yg0OYA4OYvYPYA4OYA0Ooqev32PgFArFxkOJc4XiKiOE4MfTP+ZLR7/EV579CqEIefXWV/Pem9/Lbf23rffyFBuBMIDH/wj+6eOyf//H4I6fgVRxfde1AUk8t75PGEgxGQZ+u+/H/aQddPVbojaKba12FEUywZSI4gRQgiiKOvpROzlUFMp2vJZ2HS2zSTEdLvM0JwI48KX4vsIC2LAsTMuOBbBsm5aFYdsYpoWdSmPkpEDWDRPDMNBNC8M00A0T3TDQTRPDjNurzDFME900O8alPQo1olAnDHXCQCP0dUJfw29q+E3w6xFe3cerBTTrAV49wKsF1OsB3lxw0SOKANBo79k1dQwrwrSaSd+0dNy02d7T27G/1zA79vmasnTundZ0qIZV5rw55v1ZZr1ZZrwZpr3zzDRmOO9N0YjqCCIiLUJoESkrRV+mj4FMPwPZfgazgwxlB9nat5ntpa2krasvUoXvy/DyiQn8c+P4E+ME4+P447EYHx8nLJeXXacXClgDUmg7N+3BHJBC2xwYTES3USqp0HCFQnHdocS5QnGVODJ3hIePP8zDxx/mbOUsruHypt1v4j3738OW/Jb1Xp5io3Duh/CVX4LxH8GeB+C1/xmK6vfruRD4PrXyPLXyPNX5uZXr8jy1+Tm8em3NhatuGOh6nARK19A0Xe6n1WWt6919TdOlTZfZmaVNzuucI4WdTCBlOS5Gui1WO8WrEYvZRAAbxsr9JeK427vcEt+x19m0MG079jqbVySJlBACvxFSLXtU5z2q5WZce9TKzdheo1puEvoX3kdsuQZOysRJy3DsbI9L74iJnTa77E7axElbSdi25RhJ4izdeO7JsoQQVPwKc405Kbwb88w2ZplpzHCuck6W6jnGK+M0wkbXtQWnwEh+hJGREfZl72IkM8JIdoRN2U0MZ4fJ21f3mCEhBOHcHP65cYKJ8Vh8T+CPnyNoie/z55d5vPV8Hmt4GGtoiNQdL8AaGsYaGcYcHIwF+AB6auNkZlYoFIpOlDhXKK4gpxdPJ4L82PwxDM3gJcMv4Rdv/0VevfXV5OzLPLtEoVhKswr/67fhu5+ETD+89bOw/40q23pMGPjUyuVYWM9JkT0v27X5biHeqFZWvIeTzpAu9pApFOnfNkrmtjtw0mkM00I3zUSU6qaJaVrSi2tZMkTatNqh0p11x7V6PEdlP15OsxG0BXbZozov27WWCC/LOvDCZdeajkG26JAp2AyOFsgUHdI5GycTi+uUFNgtsW27BrqxNh7XZthMhPZcY455T4rteW9e2mNbMt6YJxAr71nvcXoYyY6wq7iLl296OSPZkXbJjJC1s2uy5oshhCBaWCCYniY4Py3r6fOEcd+fnJTe74kJxJLkdpptYw0PYw4Pk7nnHqzhIczhYSnAh4cwh4Yxspmr8j4UCoXiWkQTV2Cv1kbjrrvuEk888cR6L0NxnXC+dp6vn/g6Dx9/mKemnwLgjoE7eHD0Qe7fdj+9qd51XqFiw3HkG/DVX4HyKbjzffCaj9ywIexCCCqzM0yMHWXy2WNMjh1l6sQYtfL8ivPtVIpMsYd0oUim0EO62FF32gtFTNu+yu/mxsP3QqZOLDA+VmZyrMz8VJ1a2aPZWEF0WzrpWHRnig6ZQlyKdlw7pAs2lmMQiIAg6i7NqEkzlGVp3498mlETP/Tb/bCZ2Dr7rXE/9Fn0F5lvtMV2Lait+D41NApOgaJTpMftocfpkbXbs8xWdIqU3NIVDzuP6nWCmRmC8+cJpqcTsS3Fd4cIPz+N6DjGLXlPloXR1ye928NDWMMjWEND0usde7+Nnh718EmhuA6IIkEzjAgjQRAKgigiiAR+bPNDEdfSHkZRty0UBFF8XdyO4mMFRbwvqFOCJgcOCi46p2XsVLCvvXWYvuy1nUBZ07TvCyHuutg85TlXKNaAslfmH07+Aw8ff5jHJx5HINhb2su/v/Pf88D2BxjJjqz3EhUbkcVJ+PoH4eCXoO8meN/XYdvd672qq0p1fo7JsWNMPHuUybGjTI4dozo/B4Cm6/Rt2cboHXeR7xuQYjsW35likXShiOW46/wONj5CCBphg5pfox7UqQWyrjarlGfqLJxqUjkd0TxnEE1bIKR48/NVmoUFmlvq+G4Nz6nScCrUnUXqzgINrUbAEtE9HxDMxm0R4Ec+QXTh7OmXg6EZ2IaNpVtYuoVt2NiGTcbK0OP0sK2wrUtw9zhtkV10i+TtPKZ+db6CCd8nOH++I4v5RHcytVh4R5UVIkY0DaO3F7O3F7OvD2d0FLO/D6OvD7OvH7OvD7O/D7OvDz2fV8JboehACClWg1YJpYANogg/EPixcPXDKBG5fmtO59zE1j03CCOayVw5pxlG+MGSfiyWm8m8+PXDqMMm5HUdIvt64o4tPde8OL9UlDhXKC6Tml/jkdOP8PDxh/n2uW8TRAHb8tv4hdt/gQe3P8iO4o71XqJioxJF8IM/g2/+Ovh1eOX/Dff+X2BujA+m1agvLjA5diwR4xNjR6nMTMtBTaN30xa23XYHgzt2M7RzF/3bd2DZG/tnstYIIfBCj6pfpebXqAU1qn5V9oPaclvcb9X1oL6sXQ/qCARGZNJf2cJgZTuDi6MMLm4n4xcAB1/3mMyeYHLkOLOFsyz2TGGkwDEcTN3E0i1M3UyKq9lk9fSysa55mrmyPe63RHUirnUby7C6+okANzrm6BaGfm0cnxVWKonI9hPh3T5KzJ+cJJyZWZYXQbNtmbV8cAB3/74VxbbZ1yc93ab6qqi4cgghRWMziEvc9oLuuhlGeH6YjLc9tlK0hpEgFJ39jvGkjrrmL7V320Ria/eXz1u9H3G19K1laFiGnhTb0LBMHVOXdttsjWlkHRO7NdeUNkvXscx4bjxmxvc0dQ0zvtbQ5Vyz1Tb0uNYw9fbcLpuhSbuuo+skD/Baj/E6n+dpsbVl09oDF52TT1lr/nNdL9RfXIXiOdAMmzx69lEePv4wj5x5hHpQZyA9wLv2vovX7ngt+0v7ledAcWU5/wx85Zfh1Hdg20vhpz4BfbvXe1VrjlerMjn2LJNjRxOveHlqMhnvGR5h896bGdq5m8EduxgY3YntXvtJoiIR4Uc+XujJcOjQb4dTd4RRByIgEhFhFHa1QxGXuB2JiCCKx5eMdbXj2gu9RFzXfCmqq4EU2nVferVDsTyEfCUs3SJjZUibadJWmrSZJmWlKDpFUmaKbLNIerYPZ76IPpVBnHcgkn8f7R7I77MobU8xMJpjcHORjPNSUmbqqnmUrweC2Vm8I0doHj+OP9ES4RMXPLfbKBSk8B4axN2/ryuDuTk0hDkwgFEuIy8AACAASURBVFEsqs8qRUIQRtT8kIYf4vlSEHtBSMOXtRdIYSzrFcaCqOPa5WNeELbFd6fwjoX2laIlKE1dj2utXcfiUddojxsauqa1hailY8Si09A1DK11XbtvdryG3tWX92q/lpzTEtItwdtt0xIR3RK2djy3JbQtoy2WW+JZ/b+8sVCfgArFRQijkO9Nfo+Hjz/MN09+k8XmIkWnyOt3vJ4HRx/kzsE71ZnkiitP4MG3fh++/ftgpeENfwB3vHtDJHxr1mtMHR9j8ngrPP0Yc+Nnk/HCwCCDO3Zz22seZGjnbgZGd+Jmrk7yKz/ymW/MM9OYYbYus2bPNmaTUvWryT7llrj2Qq+9F3mJ+L4SIdYXwtAMdE3H1E10TccxHNJmmoyVIWNlKLgFRswRKbJjgd1qdwrvVrt1XdpMYxltT0UYREyfrjAxVmbi2TITY2UqczIZmGHpDGzLMXR7gaEdsqTzav9+J1GjgXfsWbwjR/CeeQbv6BEaR44STk+3Jy09t/ul93YfHxYLb91VWzU2MlEkqPkhNS+g2gypeoEszYCqF1JrBlS8JeNNOaeWzA8TW7UZPi+BrGngmgaOpeOYOq5l4Jg6jmnEfZ1CysKOPbi2KeclbaNlMxKbbawwr3NOy+sbHy3YFt1tEa7r1/9no+LGRIlzheICfG/ie/z6o7/O2cpZ0maaV219FQ+OPsjdI3dj6RsnhEZxjXPiUfi7X4bpI3DrW+Enfwey/eu9qsui2agzdfzZxCs+OXaM2fGzSdhtttTL0M7d7H/5qxjasYuBHbtI5wtr9vpCCBb9xW6hXZ9NjqvqFN6zjVnK3vIzlgFM3aTklshaWRzDkWHPuk3WzlLSS0kYtGM4y8KkO0OpVxs3NANDN2TdIbBbfUPvFt2d9s5rrqRHZWG6zskDM5x4apqzR+aT48myPQ5DOwsMjRYY2lmgb3MWw1QPMAFEFOGfPk3jyJFYiMu6eepUcqSY5jg4u3aRfdnLcG7ag7tnD/bOXZh9vWjGtRFOf6Pih1HiRW50eJMb/hIPctAdgu0Fq4dty3644pxkXkdId+MixwB2Yhs6GccgbZtkHZO0Y5CxTfpzDhk77jumbNsGTiKsu0W2a8ViewUBbl3GkYEKhWJ1lDhXKFbAD33+4Id/wGcOfIat+a383it+j1dsfgUp89oPm1VsIOpz8M3fgCf/BxS3wbu/CLtes96rumS6hPjxY0w+e3SZEB/csYu9976CwZ27GBzdRabY87xeUwjBbGOW4+XjjJXHOF4+zomFE8zUZxLxvZr3uuAUKLklSm6JXcVdlNwSvW6vrFO9yVgpVSJn5W64L6RRGDExtsCJp6Y5eWCG2XMypLowkOLml44wvKvI0I482R7luYV2SLp35AiNZ57BO3IU79gxRL0uJ2ga1tYtuHv2kH/d63D27MHZsxt761Ylwi8RIUQiiOt+SL25ct2I2zU/pNEa80PqzYhGEHaFbMv+yuHZzzdJlqYhvcGGjh17ljs9xS0PcdY1l3ua437KNsnYsaiOxXbGkeJaCnCTrG2SsqWXWaFQXF8oca5QLGGsPMYH//mDHJ49zFv2vIVfvetXr/gRNgpFF0LAgS/KTOy1WZns7RUfBPva/T1sNupMnRiTx5cdl0nbZs+daQvxnhIDLSG+YxeDO56fEA+jkHOVc4kAb9XHF453ebtdw2V7YTsD6QFuKt3UFtix4G6J76JbVNEwK9Co+pw6OMOJp2Y4dXAGrxag6xrDu4vc+5Zhtt/aR3Hw2v29vJKIMCScncWfmiKYmiKYnKJ54gTekWeWhaQbpRLOnj30vO2tsQjfg7NzJ3r6xvnZNYOIWnNJKHYcXr1SKHYtDtNuhWXXmsvFdt0Pn3PSLU2DlGWQsgxcyyBlt73FjmnQm7FX9RJfyIPsmHrieW7NWyq81f5gxQ2BEBA0oD4PjTI04tpf+WjJNWHHfZB6fg/3rxWUOFcoYoQQfOHIF/i97/0erunyX1/5X3nV1let97IUNxpzJ+WZ5ce+CSN3wLu/BMO3rfequmgJ8amxY0yMLRfimZ4Sgzt2cdPdL0uEeLandFmvVQ/qnCifWCbAT5ZP0oyaybySW2JHYQf3b7uf0cIoOwo7GC2MMpQZUjkhngNCCGbPVZNw9YlnywgBqZzF6O19bLuljy37Szipjfv1QQhBOD9PMHWeYGpSCu+pqViEn0/6wfQ0hN3J85KQ9Je/HGfPbtxYiJt9fev0bq4MQgjmaz5n5+uca5Vyg7Pzdco1n0qnuG4G1DwZkn2pZGyDtNPhIbZNetI2m4pSVKfsdu3GQjttL++7nXM7hLgSyArFRYgi8MqxwI7F9VKxfaF+2Lz4a6wlP/+IEucKxUZitjHLbz76mzxy5hHuGbmHj937MfrT1+eeXsV1ShjAdz8Jj/wOaDo88B/hxf8G1vHIpigMmRs/x/TpE0yfPsn0qRNMnzrJ/NREtxAf3clNd7+UwR27L0uId4aiH184ztj8GMcXjnN8/jjnqueSebqmszm7mdHCKC8deSmjhdGkFJy125d+oxH4IWefmZfh6k/NsDjbAKBvS5Y7H9zOtlt7GdyWR7vOEiyJKEI0GkSeh/C8rnZUqcizv5cK7rgI3192P6NYxBwYwBwYwNm9G3OgP07INtAufX0bIiS9GURMxGK7Lb7rnJlr9RvU/e4HE46pM1JM0ZO2yLkmQ3k3Cb2We55lnVmyz1nOaYdopyxDJfNSKNaTZg0++3o4+/3V52gGpIrgFsCN68Lm7n7XeBGs1JVLYtuz/crcdx1Q4lxxw/Pts9/mw9/+MIvNRT7wog/wrn3vUp42xdWhWYWxR+DI1+HI30NlEvY8CK/7z/JD7iohhKAyO8P0qROcP3WCmdMnOX/6JLNnTxPGIkXTdIrDIwxs38G+l72SwR07GRzdRbbUe8mvE0Yh56rnpAjv8ISPlce6QtFTZort+e28YOAF/KvCv0q84FvzW3EMdW75WlCZ8zh5YJoTT81w5ulZgmaEaets3lvizge3se2WPrI9l/ezFmGI8H1Es3lJddRsQlx3j/tSVDc9ooYU153tRGh7DUSj1Y7ned6KAnsl9ExGHj02MEDqzhdidYrtgQGZDb2/D925vn/3hBBUmyHluk+55rPQ8Jmv+UyU217vlhCfWvSWHo1OX9ZmpJhiz2CO+24aYKSYYlPRZaSYYqSYojdjK4+0QrER+MaHpTC/70NQ3Lqy2LYzG+K0mGsRJc4VNyyNoMEnnvwEf3H4L9hV3MWn7v8Ue3r2rPeyFBud+dNtMX78nyH0wMnDrlfDbW+HPQ9c0Q+8RrUSe8FjT/jpk0yfPoHXcV5ytqdE39btbLv1BfRt2Ubflm2UNm/Bsi9NnDSCBicXTi4T4CcXTuKFXjKv5JYYLYzeUKHootkkqtdlqdWIanVEvRb3pV006gg/QEQhhCEijCAKEUEo6zCCMOiyy7kRIgziOr42ivADqIUOjchlRvQyyTALuoxuSEWLbApOMdA8Ral5FuOcj/iHkKlIMBWGCBFBGEEUIaKldQiRSF6nJaqXhno/XzTLQnNdNNdBtx0010V3HDTHQXMdrEIBzXHQXQfNcZe0bXQnvtaJba6DnkpjDvRj9g9gZDNrut4rSRQJFr2AhbovRXZHWc220AiSdrDKBm3b1NlUTDFSdHn57n4pvHtSsS3FcMHFta7/iACFQnERDv8dPPFpuOf/hPs+uN6ruSFR4lxxQ/LM7DN88Fsf5Nj8Md6979388p2/rDxyiitDFMLZJ+HIw1KQTx6Q9tIOeNFDsOcnYds9YKx9MrJGpcKZpw9y7shhpk8eZ/r0KRZnzifjdipN39bt3HT3y+jbup3+Ldvp3bqNVDZ3Sfcve2XGymMyDL1DiJ+tnEUgRYCGxqbsJnYUd3D38N3sKO5IRPj1FIouhCCqVmUI9PR5gvPnCaenCcsLbaFdryE6RHZUryNqtbYYr9chWINzzk0TTdcRhkFoZ2m4JTyniOcW8awiDTuPZxVomDkaZo5Qj/+2aaAR0RNMsrf5OAPRGXIsouk6mq2DmwFDR9N0MAwZxq4boGtougG6jqbroOsd81o2A822pZC2LTTLjmsrseu2DXGd2Dvbq9X6839QE0WCIBKEkSCIIvxIUI8EUSQIy3XCSBBFEAo5J4rrpIh4btJmmS2MX8MPIvxQlmYoZDto94OlY61+sKQftu/VCELKNZ9FL1jm0e7E0DUKKYtCyiIfly2ldGLrHGu1hwqu8norFAoon4Uv/x8w/AJ41W+s92puWJQ4V9xQRCLizw/9OZ948hMUnAL/7TX/jXs33bvey1JsNBoLMPa/pBg/8vdQm5b7s7beDfd/THrH+3av+cvWFxc4c/gAZw4d4PThA5w/eRyEQDdMejdtZvO+m+nbul16w7duI9fbf0lfyMMo5OTCSQ7OHOTQzCGenn2asfIYs43ZZI6t22wvbOeWvlt4w843JHvBt+W34ZrX7tFarYzbwfQ0wfnzcelot+zT0+0jsJagpVLorZJOo6VT6Kk0VqGAnkolfTku58lr0t39dFoW10UYBl5DUF0MqSwG1Mo+lQWf6nyTynyDypxHdc4jWHLmsaZBuuDIs8aLDpkeh2zRJdsj26XhDG7mymal98MoyajdiI+qqjfjfhBRb4Z4LdtiSN2XR2E1/CYNfyG+Vt7DD+XxVUEoRXUisENZ+1HU1Q9i8R2G3WL8eZ6AtWbYho5laFimjmXo7b4h+5apY8f9tB3bDA3H1LtEdX4VsZ2xDSWyFQrFcycK4W9+AYImvPnTYNrrvaIbFiXOFTcMU7UpPvztD/PY+GO8cssr+cg9H6HkXl4GaYViGbPHYzH+dTjxbYh8uS9r9/8mxfiuV695JtFaeZ4zhw9w+tABzhw+wPSpEwCYtsPInpu45y3vYsv+WxnatQfTvrQP2iAKOF4+zqGZQxyaOcTh2cM8Pfs09UAKU9dw2dOzh/u23Jd4wEcLo4xkRjDWMXndUkQUyWOuxsfxx8c7hPf5LiEezszKrLRL0PN5zL4+zP5+UrfdhtnfH5e+druvDz2fv6hnV0QCrx7QqPp41YBq1afRUbzzQdyu41UXqFd8qmWPKOhWlLqukSlK4d2/NcfobX1ke9zElu1xSOdtdOPSPM2tM6JrzfZxVVWvfaSVzLgddmfeTua12u1jr1qC+nLPgm4dTSWPuGofU2XoGqauY+o6rqVh6hqGLo+lMgzZN5f0DV0KXHnt8r6uaZiGrA1dw9A0dF3D0OmyGfG1ekc/Ge+cGxdTjwW32d22DHWMlkKhuIZ59BNw4lvwxv8X+nat92puaJQ4V9wQ/OPJf+Qjj30EL/T4jbt/g7fsfov6kqR4foQBnPleO1z9/NPS3rcHfuLfSkG+5SVgrN2f2er8HKcPPSU944eeYvbsaQBMx2HTTfu56e6XxWJ8N4Z5ce+oH/mMzY8lQvzQ7CGOzB6hEcps3Skzxd7SXt60+03s793PvtI+RgujmPr6f3SElSrBhBTe/rlx/IlxgnPj+BMTUoyPjy9PCKbrmL29mP39WP0DuPv3JyK7Lb5j0e1Kb78QAj8UeEFIM4ioBtLLu1D2mDm8yGJ5hkbdp14LaDQC6nVZe42ARiPEa4Q0mwEhELWKBlEc+B9poFk6uqWjxUXPaRh9NrptYFg6uq1jWDqaqRMJQSQgipqEdY+wVkacaYVWy/DtqCM0OxJ0hWl7QdQlvFfbg7wUQ9fI2AZZx5RHXMXHXPVk7OTYq5aobp0f3SqdYttdMqdVO6auMnQrFArFenDmCfinj8PNb4IX/Ov1Xs0NjyYutHlJAcBdd90lnnjiifVehuIyqPk1/tP3/hNfPPpF9vfu53df9ruMFkbXe1mK65WFc3DyO3D0G7LU50A3Ydu9cNODsPt+6N25Zi+3ODvNmUMHEjE+N34WAMtNsWnvfjbvu4Ut+29lcMcuDPPCgtkPfY7OH5Xe8JnDHJo5xJG5I8lZ4Rkrw97SXvb37peltJ9t+W3r4g0Xvo8/OXVh8b2wSN20aZgOddOhbrk0+4do9g3SLPXTLJZoZIs0Mjk8N0PTdvENi2YoBaosYdJutvp+RDOM8PwwsV+NT8mWR9eMvbQt727LY6trxJ5d2dc0ury47bl0XWfo7bmGpuFYenysVccxVnHdEt7Z5Oir9hx1NrRCoVBsQBoL8EcvkxFkv/gtmZFdcUXQNO37Qoi7LjZv/d0fCsUV4sD0AT74rQ9yauEUD936EP/u9n+HdQWSbik2KELA7BicfBROPganvgNzJ+RYuld6xvf8JOx8lTxaZA1YmJ6KhfgBzhx6ivnJcUAmbtu872ZufdX9bNl/KwOjO9EvcJayF3ocmT3C4dnDiVf86PxRgkgmI8vZOfaX9vOufe9KPOJb81uvSob0qNmUZ0lPTFA7N8nkufOcm5pnfK7GRKXJfM2n2gypmzZ106Vu2NRNh4azmXpmD42bbGr7LBpc5KFBJS4EOOYiKbuGY+rYpo5jGtiGjmPpWJpGSmik0dCEgQgh8gRRXQNfx0THFGBoGtm0RT5vkys4FIsOhZ4U+YJNKm2RTlvYtt4Ot9Y1LEPr6ie1sdymhK9CoVAorjpfez/Mn4L3PayE+TWCEueKDUcYhfz3A/+dT/7wk/Sl+/j0T36aFw29aL2XpbjWiUKZSb0lxE8+BtUpOZbulcncXvzzsh6+XWaxfp4IIZgcO8bRx7/D0ccfY+7cGQDcTJZN+27m9vtfy5b9t9K/fRR9lder+TWOzB1J9ocfmjnEs/PPEgp5nFXBKbCvtI+f3f+ziUd8c27zFRGDUbWKPzlJMDlJ5dwk4+fOc/b8AhPzdSarPpNNjfOay3SqwLRbYM7NIbR+oB8cwAG9V5DWItKmTsYxyKRs8hmX4ZRNxjFjj27bs5txTDnPNkk7cdh1y+sb20MvZH6qRnmq3l2fqtOodoS+a5AruRQHUhQG0hQH0hQGUhQH0uR6XQxzYx7vplAoFIobkB99Dn78Objv12DrT6z57UUQEdUCwqpPVG0ivBARIZ0fQkAkvwcR27rakUDu/RLxWNyO4vaS67L3bsIsbIxTl5Q4V2wozlXO8aFvfYgnp57kge0P8OGf+PB1dVyT4ioSePKIs5YQP/0v4C3IscIW2PlKKcS33SP3ka+RmI2ikLNPH+LY449x9PHHWJw5j6brbNl/K7e/5kG23Hwr/Vu3r5hkrNKs8PTs04kIPzxzmOMLx4mETGhWckvs793PKza/IglPH84Mr5kQF0LgnzzJzONPcub0FOdmFpiYbzBRD5n0dabNNNNugelUgQUnC4zIkgbSkCWg34oYSpncXHAZ6csxMtzLyGCB4YLLUN6lkLIua71CCOqLPnMTVebGypwbrzI3XmVuokZ13uuam+1xKAyk2PnC/liESzFe6EthWEqAKxQKhWKDMzsGX/0V2HoPvPz9l3SJ8EMptCs+UdWPRXfcrrTbrTHRCK/c+jXk9zIdNE0jffsAKHGuUFxbfG3sa3zsux8jIuK3X/rbvH7H61WoqKKNtygF+MnH5L7xs9+HMBZt/XvhljdLIb71bihuWdOXDnyf0wd+xNHHv8OxJ/6F+kIZw7LYdtsd3PO2f83OO19MKpfvuqbslaUQj/eHH549zImFE8n4QGqAfb37uH/7/ewr7WN/734G0gNr+jsvhGDh2Bg/+NYP+OHh0zw10+SZ1ABncgNA/DPKy1IkYNAWbM6YvKiYYri/wMhwiZG+PEMFl6GCS9Z5/h85Qggqc14ivGfHq1KQj9e6vOCWY9AzlGbz3h56htIUB6UnPN+fwrKvnazyCoVCoVBcVUIfvvgQ6Dq86VNJJGDkhfgTVfzxCv54lXDe6xLjwl9+sgkAuoaesTAyFnrGxNqUxWn1s1Yypjkm6BqajhTWGmi61iWyW23i3Coy4Urc1mQbjQ39/V6Jc8WG4A9/9Id88oef5AX9L+B3XvY7bM5tXu8lKdYLIaQQr0zB1CE49ZjcNz7xFIhInjc+fDu8+N9IIb71bsj0rvkymo06J374fY4+/hhjT36PZr2G5abY8cIXsfvF9zD6ghdip9KAFOI/OPed9vFlM4c5UzmT3Gs4M8y+0j5ev+P17OuVQrwv1bf2aw5CDjz5DE9+72l+dHKGgzWDE+k+Ij0Fxh56+z1uKRq8aXcfO7YPM1zKMFRwGcy7uNbaCt4ojFiYbnSJ77kJKch9r/003s1Y9Ayn2fHCfkpDGXqG0/QMZcj2OBv6w1uhUCgUistB/NNvE505QfPeP8T/gcA/dxh/vEowU6eVAVVzTcxeFz1jYfWn0TNWhwBfIrpdQ33eriEqW/sloLK1X9v81dN/xcf/5eO8Yecb+Og9H70mjnlSXAECTwruyhRUJuOyUnsK4jO5ATBd2PyiOET9btj8YnCyV2SJjUqFZ7//Lxx9/DFO/uhJAr+Jm8uz666XsPvF97D1ltvxNJ/DM4c5OHOQA9MHODhzkNOLp5N7bM5uTgT4/tJ+9vbupeSW1nytYSR4dmqRJ3/4LD84cIKnpuocJYMf//+T8+vsM+rcNpLlhbfv5I47djNcTD2n14giQeCF+J2lKeug1W502xZnPeYmqsxP1brO+c4UHXqG0pSGM/QMZyjFIjyVu7Tz2xUKhUKhuNEQYURwvk5zvIp/roI/dgb/7AIR7S2fRsnFHs5gjWSxhjNYIxmMgnrAvdZcarZ2Jc4vASXOr10ePv4wH/jnD/CKLa/gv9z3X5Qwv5aJIogCiPy4DmUd+lCfXS6wl4rvRnnl+6ZKkB2E7MCSehBKo9JLbl65fUiVuVmefeK7HH38MU4f/DFRGJIt9bL7xfew7a67WOzXOTQnxfjB6YOMlcfiE66lR/zm3pu5ue9mbu69mf29+69IjgQhBKdn6/zozBw/OPj/s3fmcZLc5N3/SlXV19wzu7OHvV5f69vYgLHNZcJpY2wczGXAQBKCARNCuALhhfclIQQI8L4QSAyGmIRchoQ3IZDwEgjBJgF8YkzM4dvYeL3XHDtXd1eV9P4hVZe6p2emZ6ZnZ3et33xqdNZTapXqkR49j6Rf8KN79vCTac2cMN9LKalz3OxeTuyRnLx1hFNPOpYtR2xBJZqknhLXFUk9zf0LCtmKuJaQ1BRxLSVNFjCBWwBhJKkMFIwAvtkI4ZkmvFj237aHh4eHh8dCUNWE+OEZ6tYsPd45Q/zIDKRW1gsEkbiPqPAIhae/iGjbMNHmHmTJ968HAl447yK8cH5w4nu//B5v/PYbOWPjGXz6WZ+mFJbWu0idQWuz8VhtCtI6pFZgTeNcWG0bdvKl9YXTMsFXK3tZv0rtDpmtcVlYt4mzNJRDSyX5MxrPc4TthcLLOS260NtG2HaE7p6NuRseeM3pxK5HuNvusP7wXT8DrRncvIWRM05m5ugyd5d2cce+n3DX+F0k2hxfNlwa5rQNp3HayGmcuuHUZZmmt9VA1xLq1Tw8Oxezc3+Vh/fXeGS6xq65GrurMXtqdfbECbN2AjzQmk0JbE4lm9KQzalkWAkknc2QSykIC5KoGBAWA6LsKgTNcYWW9Hl5LI1Cniakn6X38PDw8PBYCFpr1FRMMjZHMlYl2Ve1gvg06Xi++ansiYi29hBt6aWwtYdocw/ht69A3PNv8JvfMooLjwMKf865x2GN2/fczu9853c4buA4PvmMTx54wVwpqE3C3ARUJxZwJ9unVSeNoNt1CAgikJHZ3EPI/GqEM1fMj5OB3aCjNc6lEdlnhPYKHH/UEm5NXyRccbTfPaNrZna+Umil2HXv3dxz643cc/MN7HngPgCKW0ZInriNOzeM8SP1Q2rqB/CgOUf81JFT+bXTfq0hjG+qbGqYiMW1lKmxKg/cu4+pfVWmx6pMjVWZm46NBrqW5EJ4NSWJFRrNtIBJqZiQmkmpmQysKzXTQqMd2VZqGNCaoXrMqfU6RyZ1jilFHDPcR+/WTRSGBxrCsbmkE5ZGuG4THwR+N3MPDw8PD4+1gqolJGM10kwAH6uSjlVJxqskYzVwrdIEhBvKFLb1EZ2zhWhLD4Utvci+lpNPbvoc3Pk1OP+PvGB+kMML5x6HHO6ZuIcr//1KNpQ38Olnf5q+Ql/3H6JSu5nYD+Chm2BqZ7NwXd3PoppgGUF5EEoDUBo052QPH2fjBo1b7IOgmAu7mWAdWEG3bdjNFzX7u3DutkeOuFblgR//iHtvuYF7b72JmYlxEDA7GnHnqdPcvXGS6coDlMMyJw+fzEs3vJTTNpzGKcOnsFFsZnq8xtRYlam7qtx1w35+OLbHhPdVm8/WxmijK4MF6IuYDDWTZc14GcYU7Es0e+spe2oxiWPpJIANPQWOGCjz2KEy24YrHNUXMnLnbfR8/Sv033ErUU+FgUsuYfClL6F4wgl+/ZiHh4eHh8c6Q6eKdKJmhW0reGdC+HgVNZM05RfFgHCkRLSxQumkYcKhEuFwiWC4RDhYQix1BOjun8I3/gcc90w45w1r+Ms8ugFv1t4BvFn7wYOd0zt55ddfSapTvvDcL7Ctr0tHXtVnzNFav7jB7O790E35mde9m2Foey5Uu25pYH5ceRCiStfOxfY4cJge28e9t97EPbfcwAM/vo00jtEFySOjde4ameCXG+c4euMOHtd7DscHJ7NZb6M018fMeL2h/Z4aq5LU81ltjSYpBujBiKQ3oF4OmI1gRsJ+lTJeT9g3F7N7qkq15ZiSoUrEtuEK24YqHDlcZttQxYbLHDFUphiaCZnqnXcyce21TH7ln1EzMxRPPpmhyy5j4KLnIXt6Dmgdenh4eHh4PBqgU42up6hagq6lqFqKtpeqpehqgqqbcDodk2bC+GQN3O4+EISDRSNs2ysYyv2iHK58cj2uwmefATO74Q3fMxaKHusCb9bucdhhrDrGFd+8gtl4ls9f8PnVCeZTu+DBH+TC+CO323XRAkZPgdNfIIqdygAAIABJREFUZHb33nYODB7lBe3DFFprdt9/L/feciP33HIDu+69G4B6r+TeIyZ5YHSW2kgPTymez6XVMyjvHWbs9ipprNiN5gGxlxmxh3pPQNIbUCtLZrdHTAvNZJoyUY/ZOxtTTxXUMJdFXzFkY3+RTX0lHruxh9G+IpsHymyzWvBtw5VFzwVX9TqTX/0649dey9wttyAKBfqfewGDl11G+cwzvZbcw8PDw+NRC600pAodK3Si0YkyV9zs0ia+IWTXc4FbVa0AXs8F8AXP/W5FIJCVkHCoRHF7f0MID4ZKhCMlgv7i2u258s33wu474BVf9oL5IQIvnHscEpiJZ7jyW1eyc2Ynn3n2Zzhx+MTOb1YK9t1lhPBMGB83a4YJS3DEWfDkNxth/MgnGM23x2GLpF7nF3f8iHtvuZG7b7mBmbExNDA+nHLfCfvZMyzZUXkij4nP4ol7R9l1T8I+qflOqJnpm2F8FCZUyngtIVGO5dGcufpLIaP9JTYNFTmxb4DRviKj/SVG+4pssu5of5FKYWXst/7QQ0x88YtMfPn/ko6NER11FKPveAcDl76AcGioK3Xk4eHh4eGxXtBao6sp6XQdNR07boyarpNOx+i5JBeoXeE6yYTu1VkGi4JEFANkMbRugBwsElq/KIbWDRquWCgtXKe9Wn7+/+DGq+HcK2HHs9anDB7LhhfOPQ561NM6b/6PN/OzsZ/xiad/gsdvevziN8RVePiHuWb8wR/A3LhJq2yAo86FJ7wGtp1rj9ny5yQf7piZGOfeH97EPbfcyP2330paq5OG8NDILHtOkhQqx7NVPZmtk6OE98MDgebWQDMWzlLvzzv4DUXBcRt7OX2ozGhfiU39RUb7SoxaDfhof5FS1P21/zpNmb7+esavvZaZ678LQtD7jKczdNnL6HnSExHSb9Lm4eHh4XHwQiuNmskF7IWE7sxtHP/lQoCsRMjeCFkJEeUQGUpEKBChRESyySVsDrfzk93v3hsdBqeHTD0CX7kSNp8Oz3rfepfGYxnwwrnHQY1Upbzru+/ihp038IGnfICnbXta+4zjD8DN15gN3B6+1Rw1BjCyA066yAjkRz0Rho/1JuqHGZRKias14uoc9WqVuDpHXK1Sr82x5/77+PlN32PPvXeDhpky3LOhn4niKQh5CtX6IPtmYayqSQVAAmXY2FPghM19XLCpjx2betkx2sfxo70M9xzYiZxk714m/uHLTHzpS8QPP0ywcQMb3vB6Bl/8YqItWw5oWTw8PDw8PNpBa42eS0jGa4111cl4lXS8RjpRJZ2KUbNx+310A0HQGyF7CwS9kTl3uzci6I0IegtGELdpshIhAj+GWxJKwT++Duqz8MJrICyud4k8lgEvnHsctNBa84EbPsA3H/gmbz/r7Tz/uOfPz5TU4Ht/Atd/zKwZ3/pYOOd1+Xrxns7OkT6cobUGrU3naS8TVqBBa2WOOG8KN98z36/QSjfyNuJVHs78+b3N92TxSimSej0XqlvchtBdaxNXnSOp1xu/NUVSk0WqQZGaLDIV9rGzZ4h92y5iWm5kihJKYAYIKYwUA44eKnP+kQOcfswQOzYbIby/FK3r+5q96SYmrr2W/d/8FsQxlXPPZfR3f5e+Zz4DEa1f2Tw8PDw8Hp1Qc4kVuKtGCHcE8GS8iq6lTflFMWisqy5s70f2RAR9RtgOegrIPiN8i1Lg90jpNr7/Sbj3O3DxJ2DjCetdGo9lwgvnHgctPnXbp/j7O/+e15z2Gl596qvnZ7j7W/Cv74Cxe+Hk58MFH4SBI7vy7DSJmZ2cZGZinNnJCeJalTRJSJMYlSTWn1h/TBrHLXF53mTePXneJmG3nRCtFBraCroNQVppNBoagm+zoH0oIhEBcaFCrdhLtVBmNiwyGxaYlb3MymFmKiFzPRFVCtQpkVAmoUzKfM220DCoBFuDkGNGejh12wCPP2Ujp+8Ypqd48Ai66eQkk1/9GuPX/h31u+9B9vcz/PKXMfjSyygee8x6F8/Dw8PD4zCF1mbX8XS81qT1zo72SsZr6GrL8V6FgHC4SDBUonjsAMFQkXDIbnI2VFzxDuNmjJMr2bXWjt+cgJL53bjsHq01SmPGQC3x2qXRiG+TT7vlsS7a8VvFBzkNnHItVN6Fyu/Sb/3d7Wjn9zq/yfp79t7OY771B+zbdj4/rlyAvmMnSZqgUoVSilRZf5qitCJN04ZfpSla2bhM2aKUM8Y0481s3GncZkUPWs0by5r6dutVN8o/vwHkdZS9pNZc7e570YXP4LgjNs2ndwjCC+ceByX+5qd/w9W3X80Ld7yQNz/uzc2JEw/CN94NP/1nc3b45V+G45fe6EIrxdz0FLMT48xMTDAzOc7MhLlmJ3L/zOQE1an9yyqvDEKC0F5RhMz8oesPCaOIoFxGhhFBEICUCCGaLoRACGldzIHWWQdn08nicfw2j8YJZ/2i49eNvNr4ce5thF06tjOw7FIJRaoVKWmTW1cpVQXVFGZTqKVQTYSJSyR1JagpQS2V1FNJXUliFRCnAdU0oJqGxGkRpcqgFzYfF2iKUlESUNGSoURSSiRlDSUlKCEYrERsHCpz1OZeHnfqRrafMES57+DaW0BrTe3OO5m+7nqmr7uOudtugzSldNppbPnAH9J/4YXIcnm9i+nh4eGxKLTWJEqTpJp6qkiVJlUapc2VKo1SkOo8vpHeLl4Z4SrVxp8q3fC3i9dakyqcPC497HNyGqkV3lSjnI5gZAUcZQUJZYUNrUBojVCAAqEVQoNU2oaNX2jdyGf8Jk0AQoG0kobM4rI80Mgrab5XYvq9RlhrAksjaLp0cxjjho2wdvwmPszyAJJmQbqKZo/U7JawW2h2FTW7hGa3UDwiNPu1Ru+fRk+Cui8XorK6y+u0RUB12o0rxB7KEGgkGolCognQSKGMa68ARSBMnqBNuBEvlgijkMLen8WL/Bm9zPFV3kD8ixD54KfXu2ryCQWcMSrAvHDLfS355sc3xz289ywvnHt4rBW+du/X+NCNH+KZRz2T95z7nnzmNanD9z8F13/EfO3PeC886U0QFolrVXbfdy8zE2NWyJ6wWm9HAJ+cQKXpvOeFUYHK0BCl/n6KG4coH7MZVY6Iy4JqSTNbiKnJBCU1iVAkQhHrlLrQ1LWmrlPi1AxO4lQRp8bNwklaM5cyA4UkzQYMAqWzDi2bYQSNap61bXjazUAvEKcFWZeOloYpZnE6jweB1tLJm+Uxrtat8SFaFdCqAKrHukW0KoLuXAstREIQJARhQhiklEqKTUVBf0kyEGkGhKAvLVKpRxRnA+SkQo3XKaRQAASCUm/E4GiFwU1lBjdVzDVaYWBjmbDQ/U3ZuoF0eobZH3zfCOTXX0+yaxcApVNOYeSK19L3zGdRPu3UdS6lh4dHt6G1bvQNcaqop4rEDSeaROV+04c0+5M0FzgzQTNRucCZtvhdoTZVkCpl02gSVmOliRP7vFST2DI1+rKsnEoR23LWE9XU560FJNCLYMBevQgKmIFrAWFdiBBEYC/R4kKpJb3gusLQyYVVYYRaMoHV5D2YoIBUQJq5TZdoCishSATUs7AUNt6kpdK4SkAcCPYXJVMFyWRRUIsy5QFI6/Yi6BewQ5h+OEsD8nxkegRh9QIi1y9kaY061QitzASIVgil0CpFoEAphDZho41Nwfq1Ug0NLVojrGYWq8UFhdCZ+jxLy/zGItG9P0vTDa2veYZWqbFg1AqdpjbeaJeVyv0Li5grgBBIGSBlgAgkMghNOAgabuD4c1cyuPsGevbfzeQxF5L2HYkMZJ5X5v4gCAgCSRCEJo8MCMKAQEqjTJLSpgf2PUqkFEjrCiGsKwmkNBv1CYGQsjmPEEgpm3VMOI3BiXeiGuP+Fv1R0/2tRhmF4PDZGNcL5x4HFb770Hd573++l7M3n82Hz/swobRN9N7vwL+83RyJdtJF6PM/wN79mvu//i/c/6Nb+eXP7iCNY8CwyFRGiP5BdG8/SaVC/chB5o4NmQklM1IwJRRTKKZImUlSqjEoFUJaQI8XYCwTQAtoVUToEK0DQKJV1nUf2jAdaX4JAVJmYdHst3nCUFApBlQKkp5CQKUQ0lMM6S1G9BUjeksF+ooF+ksFeosRlWJATyGkpxhQCiSyrpH1lHg2ZW66ztxUzNxUnf175pjYPcfEfbPEzrq1MFIMjJYYPKrM4FkVBjdXrEBeodRz8JikLwStNfX77rPC+HXM3nwLxDGyp4eeJz+Z3qedR89Tnkq0yZ89eiigSQhyNIKwevPJ1rQMrvnefNO+plDb+GZaeVkbz3TiWrVXi2m8MtqumaJrcrmsOrDEXE2bajHpVNrVZuaaOaVawm661ZBmrpsvE1bNxKpqaH6TNPfHymiBM+E0tYJsnse5zwrPrQKsO1l7ICEEBHYAHQhBIPNLCkEg8/RCIAkDQRRIwkBSCAShlJQLkkhm8c35zCUIM78URKEklIIwe072LNuHFBNFVFcUY0VUM/6wrojqKWEtJagpwmqKrKUEtRRRTZcvFgsglBDY3butSyCRYe4XoUAEJp1Qmp25pTDhQJhw5kqTt5HuurI1v2y+T9LoYIW0Fmyyxd/ojMn9ggYNcy95py1y4WUxNJkV63yPl3bxjf1fkmSJK14yT+xcJpySpAlpmpIkKXFqwkmSkqYp2vktOnuJgmbelVkJZv4s3loQNn1dwoQzS0QpJSKzUmzjl5mlYiCR0vgzYTcIQ3N/QwiWDVe4YSnNPUFgaEqZC9fZc2weYWlLafPa+7LnZuVu8DRc7XML/8ThtQ/eRDr1IJNnXoo++SKENhM5iZNfufmhiW9mcRnvzd+HO3+hjXl7S3ojj3tP1ncsmqelP2mKz+m4aVlf4qYBvGHbKEeUDi4LyZVCtLX392jCWWedpW+++eb1LsZhj9t238Zr/+21HDNwDNecfw29hV7Y/7AxYb/jH1EDR/HLY17NHQ8H3H/7D5kZH2M66OGRLafz88pmHkr7SXSE0tl8d2eQUlEINcUQSgVJpRDQU4joLRYYKJfoLxYphGYAUrCDj2xg4g5SsoFN1BjEtM+TDXRCO3BpRW7Bnqd1OnvozjoGdlAmJY0BmRTZ4Kyzzn0xxLWUuak61ZnYCNlW2K5mQve0EbznpmOqU3Xq1flWC1n5+0ZKDc13Qwu+qULvYPGQO85EVavM3nhjQzseP/ggAMUdx9Nz3nn0nvc0Ko89E1E4PDqRzKQ1tVq81AoqjbDSTYJMHq+sFYlNt2FXG9eqwWu1TKlbbV+cWKHIuadVA+ia2mYaxUZcI2y1i5n5rKNdPNDClceBQ2AFylCKBt82cbk/49uBNIJoaAXYhmvjWnm922eYfsTSDY0Q7ArEeV/RSsM8N5S5sC0lhFLO4/E5319bvqm1Rs0m5tirKXsc1lTd7Mo9Y3bmTmfqqFnjV9W6GYRnttkotLBD7hBkJUBWAkRFIsqBPSZLIssBshwgKgGiYAXgQENghFkCEGbevCEMm71WsgG/0ZQ2hvHa8IAkTZmdm2X/zDS1OLa8IzVWBCqfmIm1M/GiDX9ItJ2k0ZpEmRO/Uq1JNCSWryTaara1NNpszIalKYJUSBTC+LF+YfypEDYsnTTrt3m0FT6VFUozYdWEBVqYOON38gjRNl478UAjLRd6c5o4z8uEam3Xv+lVjik8Hh0QeYtx4prTGvGiMV3TZAQvmu4x8deevomzRravWbm7ASHELVrrs5bK5zXnHgcF7hq/iyv//Uo29WziqmddRW9QRH33/8B1H4Y05sfJmfzHjb3Uf3A9+4aOZdeWp3HHpn721CoASCbYsmmMoUqB3lKB/mKRgXKJoXIPw+UeNvT0sbHSz3Cll55iSKUQGg1wFBAeRqYwK4XWmrjqaLOtYF3NBGxH+J6brlOdikni9pvNyUBQ7o0o9RUo90b0byhT7o0o90WUeguU+yLKjlushIecAN6K+kMPMX3ddUxffz2zP7gBXashSiV6zj2Xkd/4dXrPO4/oiCM6opVYk9d6Yq5akpvBZnH1RFFzwnHmT/N73LAr7GbCb6p0rjVspxlsozl0780E7XQdhNZQLqHNs8JPpvUrRY42r0WL6GoXpWzNRx7Xkq9VCMrNNV1zThPpmnLmeewEm3tPFt9k9jnffM9Fu0m81nva0Wqe8Msn+tqZFTZtedFqktgmr/s7mfe7m+uA1jRyE9rsmdnEYkNx6OTL4lvzuSa2jXhJUzgMVi7Ims2PErROUCpx/DFa11HKXFrXGn6l6igdox2/UrWWcB2V1tFJ3LhnVtXROsGY41pBMzO/xZoEZzo1bRZFa2vim202mmpBghUkEcRaoJCkGhItSLQkJiDRJi1RAYmWJl4b4TDWNk5IEh2SCklCQEJIIgJSAuJiiCpJ1IgRMpWzErf10ja9Oa4lHAtULFH756e79zf7XRpifliEZAbvMNz5Sxd03Wgu0DGhFdsD0hZ/QmDDoXk7hCgCUivEKCukZDWg5/mztdDCqQmgUTPuPdi8NAlPuvGMXBTPxfQ8v1kT70wLtNzvTiO00s71ovPz5tME858/vzzCodMczv3N4cXL1K48C5Uly2v4mcZwvuYyZe+j+bfSiMtYUYOWm0dkz3TTDGR9CqESRLHPWAQ02kb+O2VLXeQ08nfb+v5b68xF6xRO27QDOLQ7sfCFA/ewNYYXzj3WHb+c/iWv/+brKQdlPnLm+xn/6jVEP72Kfr2Pe6aG+dq+c3jgyKfxizOO4cfTIbVEwlxCULmf7UdP8oIzTuTVZ17IUHlovX/KQQOtNfW5ZJ6gPTtlBOu56XqLAB6TJu2F7TCSlByBenhLjw1HlK0AXu4rULJu4VFwLIqu15m99Vam/uM7TF1/Pcl995n4rUdQO/9ips84m/EdpzGlJTO1hJmfzDDzw58wU0+YrqXM1hKmawkz9YTZWmr8tYS5OKWbsm5mxWHMTTMzVEEkpdEMNoRZ4y+EkkrgaAaDzEw1vzfXEsqGIBtKQdBE14mXzfnm3dfI36J9lJIoNM9rFsDtMEIbXVQuJCm0TjF7NlhBRqf2UmjSXIjJhBy7zrFBJ0vTKWDMPBsCjuNmQpHSaW57R6absxq7Rnw+8GyYjjeZ9pn/Ct2g5ZoDzjdpdMz9tLkv15y5puTN+TOKaZamG2Jew+QbjLavkZaZg2dl0VlavlmWqQnRoKkb9ZCFRYNWo4y2/EpnmkzsMYv2HmVpKFMOU98arQW5EIpNo/FMdIsJpGu+2ag3t46UrTP7PhtlV426VKI1zZapQbd5mNssBrWKRfNFqEyY1BRQlNB2yydnC6lGOLWimnL8uWviE7NdVCPOaFxXMQHtSgCLZtNEKEKhCYQpsQC7URV2Ayua4gIrxDSU4NYtuGHHnynIzTrfFJ0kZpfpNEZnp6DE5nQUIyzaC00gBIUwoBBGFAsRxSiiFEUUChHFMCAQkshaI4RCEEqIgoBQCMMPpcP7sMu8pN10TUAoRKOMgeMPhSASEAoIpHGjLD8gROv50+6smjvxJtrkEU35xLwXlaeL1nvIJuQWuGde+jLvn1emhZ7jRoklcrRriHZZQIuI3FyuPD3P68Y152m+f375D5rxjdaQxkaJ9V8fhRf+OZz+ovUulUcX4IVzj3XFzrGH+PVvvJrp2iQv++l29PdfzPEDexhPe/nT0uv5+5Ff4f5IQQLBzCSy96dsHtnFC04/hReddDHHDR633j/hgEJrTW0mYWayxsxELXcn6k5cnbmpOmqBTXrCYmAE6t6InsEiG47spdxbaBLAXaE7Kh766+s7xUwtYd90nT1TVcZ27mHqoYeZ3bmLeNcu2LuHYGwflYk9HLvzbspJjVgG3L7hOG46/RJu2nQSD/duNIR+DPz4J020K3aNfm8xoKdo1upv7C3SMxLSm1lzFAIKoWxaRlG0biE0QmrD74bbxQdyQY2g1ilKZRq9WsMfp1Um4jpj9ZiJOGY8SRiLUyYTzXiiGU9gMpXsTyWxFYpSna+JS7ECW0JDCEwRDUFKIVBa5PE2nOlwWs00m43ejKCntbApue5ifl5XZ5LHNdVBk8CSbYrocVijnXzT6a06b1Eya3UamrRgNmx24jauhIZrdtrOwsLk08LuvG21/Jqm+7IdtwV2wzKd7cotCNF2p23hxOW7b5tNzrTRwjbiRFN6ABSjgGIpJCqFFMsRxXJIoRxR6okoVCKKlchM8llBtSAEoRAUpGjEBV0UWOI4ZmxsjLGxMfbt29dwx8fHmZqaonU5ZhiGDAwM0N/fb66h/qbwwMAApVKpWahSCpKquVSCs6iWzAw+j1Mt6XqJdHejsYWwyDGni97XNLPnhDUtCfPjOgq3/j5a4lgkTS9Cy93AzfobG711eKm0+X73Pc17Zy2/oW18m3fX9NsWqf+2SYvdh/0NiRGoVQxpYt148fiF0rSzVPDMV3jB/DCCF849DijSJGb3fffywI9v4+e338DnR65joifmDXeVeXX5uwTllKv0pXwivph6WqDc+wuKoz+i0n8/zznhMVxy/PM5Z/M5BPLwExjr1aQhXLcK3rOTWbjeVsNd7AnpGSjSM1hkeGsPlf7CfBNyK3AfrDuZrwW01uyvJuydrrF3qsbe6TpjeyeYeXgn1Z27SPfsRuzbSzS+j/L+MQZnJxmpTjJS3c+Rav4a+ZlyL7P9w/zicU9l36lnMXPqmZT7+zi7GPCMYkiPXS7RW8w2ygsbQnmwDNNZrRVpOkeazppLzZCmMzZupjmtPkeczlBN51DpLEk6i0pnqSezTKaCvUnAmCqxXxXYr0tM6RLTuocp+pihlyn6mKaPaXqZpccKrUV75RA6pZdpepmmh2ljftk4vsVoxgSNpZ9GSBHCuNIKIyJLF/aeLE40+RHCHutjN+6xccJqNBp/QiCQLWmyoR3J88rGJjvC0Zrk5tgZDRMSCNACrbKjk7QZBykQqdHs2gWlmarZbBKc5dcanWYzEmawJ5S9TznxDTV2VsdOfbuXJj9uCZM/q2vjz8wn5+fNhUiRC5Aaxy8agqNoCIxGaMwExKxuA5HtwCsbm0U2zMnthlgykEi7IVbD34g3qkYZ2k2SQic9lHZnYtePuUdgN27KTNaF3UgLhHR2jLZrjrOdhE0FmTXZZvMn08bIfods6M4am2IKaPy+Rh0eLJqywwhJkjA+Pj5PAN+3bx/79zcfZVopFxnpKXB0Pwxs7KW/oOiPUgbCmP6gRllPI9JHjKBdr8LOKjxYzYXvpAaxG65CWl+nX+7RXQjsR2/9nbpgd9lbOM+Cj1yMHyxxnwwhiEBGEITWteFCxQmHuTsvbwuN0qARzj0OG3jh3GPNoLVmYtdOHrnr5+y8+04euftOdt9/D2mSUJfwzafOMlaJec9uzUuKP+O69DF8LHo1ewerCPlFKpW7ecLWx/D8457Ps7c/22wQdwDLXksUtVhRS1J7lqoZQytrd2zMOnPzTaU1aT0lririekpcTUiqKXEtJammJPWUpKpIawlJXRHPJdSnY+pTMfF0TFqfL3TLSFLoi4h6Iwqbymw8rp9Cb0jUExH1RUQ9IVFvhAxlYz43m7yt2msc0EkdxusmADRsp53Zfd2YFTfx2p1xbnjtWsZGnLZHmuQ7ZqKydY+6YZPb2I3T3qcbs9VGoEnihLgek8QxST0mqScNfxonJLE1V4xNWCWJca1fJQk6MWaO2vpJE8K5WQbmJtkwN8lwdT+bqvs5NqnOq+d6oURtYJhk4wbEyLHUNm8i2LyZviO3MLhtK6Utm5EbBiFUpKqGSqsoVSVN51BqjFRV8zhVRaU11FyV2ek5plXV3GPzpKpqNNVplVTNodKajataoXsOpeYWbJt1IiYZZIJBJhligiEmxQYmxQgTYgeTDDCuB5jQPaQLLJCsyISBIGEwUGwMFMcHMBjCUDjHUBQwGEqGoojhKGK4UGS4UGAgKhEGJaQsImWEEGszydPYDTZ13NS2s9SYOpO66Sr3N6UpdKIb9+h6iq6lKOsav0LXU1TNjUvQ9dQIzp3C7gLduCLjEtpdoVvis6uR3i4+253ZmlwK4YQbAuZSccKONUU+Zsx2inbcxu7SVth1d5s2O0V74dRj+UjTlImJiSbhO3MnJyebNOClQsBIWbK9UGVkwwQjySMMz93HcO0XlOdqsBBLDMsQFiGyrhsu9EBlg5NeMldUyv1hCWTgCGYtgt48Aa41vVWwayMoLoTVCHlunnnhNnSWvMcJtyv/YgKsaHdfa5y09SzzOmr43Xh7STk/rimv+xwPj8MLfrf2DuB3a+8Ms/sneeSeO9l51508co8Rxuemp5gJepiqbEBt3sHc4Fb2Bb3cXbiGuPfnfHD3Xs6eK3PNhgv4UuF+6uGDHNW/jYuPu5iLj72YI/uOXPSZc/WUX07M8tD4HLv316gmKbVYUa3FxNUa6ews6dwcyWwVNVeFuRq6WoVajKjVEfUYGaeIOCFIUmSqCFJFoLUxA1SaUAgQdpZSFtAyQgcFtLRXUETLAioo2o58CeiUIKkSpFWi+hSF+iRRfT9RfT+F+iSF+n6i+iTF2iRhWms2ztW6Tdj6rXDdtCGKzv1yMXOsgwQ6UwkGYE+um+eaND0/LYDGke32flWQJAM9qIEKYqBCMFgmHCgT9RWhJ4RigC4KlIgd4bmNIK2qdh3y8iFEgJQlpCwRBNaVJWRQRMoSiDJ12UsiepgRfYwzwLjqZ5wextIKY6rE3jRiXxKyN5FMpvMHJALYUAgZLYSMFiJGCxGbCiGjRePfWAgZjkKGo4DBMCRqEba00uhYoeMUXc9dVU9NfDs3E4Iz4Th1BGXrLpw+3+8K3GsJEUlEIUAUA6R1jV8iiiGiIJHFEFGUeXohQBbb+0V2DJOHxyECZc9oTtO0cXxWmqb2qKukyV1J3P79+9m3bx8TExN23waDYigYLiSMBNMMp3sZqT/EcPIwI0xQwU6ahmXcR7yuAAAgAElEQVQY3AYD24w7eBQMHGX8vZsgquTCdlDwApqHh8chg053a39UCudCiAuAT2CWW31Oa/2hxfJ74Xw+knqd3fffw8677mTn3Xdy9z338+BEjYlogIloiLmBLewvDrEnhaLcxUC0i95gH5XCOLrvIe4q7+Md+yYIo34+3gtBsZ/zjz6fS46/hMcMP4a4pqhXE8Yn5ti5ez+7d+9n8uG9zO2dIJ6YRk/PEaSzREGVYqFOUIwJCkm+QC8AHQgjxNljV4RMQKQIaS/rpyUsZOrkS0y4sSI2Wzmbh91DTYRw/GgQbnwWt/SEuWaheXOxUEJTlvbh/FvP6OuFaDXFaydS48wG5Gkiy9kcbsrvpOnWNKHRQtFk17tGEEikiJAiIhAF45KFIyctQlMgFmUSUSbWJRJRok6ROiVqFKlSpEaBGhE1ClR1RJWIqg6pEjCnQ+a0ZA7JrBbMaWFdE57VkvoiL7SEYlSmjIqEURQbdcJGrRhVKRtUysZEsTFNGYoVQSLQqUA3XBp+lcUnsiWPSSNdwXproRHWPlrYhbLCXsiWOIGTnvvbpSPt92JpuP7Gs4TzHJHd49Cw+Zr8oUYEqqP5s3XHsvrlZeRd0/5+DWgfauOTlvKaXdKxJx9o56jA7HhBFojP8mPibZw5BtBYbBnjkGbXPQKwydXmPPjM7XatZpu6hdJsBtcr64wwznD8CCN6D8NMMMIEPcwiigOO8H1UiyC+HSojXuD28PA4LOGF8wUgjC3mncCzgYeAm4CXaa1/stA9h41wrrVZZ1Wbhvo01GesO23jnHB9BuI5sLuijk1WuWtXzO17I342HbJPxMTlGF2uoQtziGgawhnScI5qUGM2TJgMoNpGoxRozYvGJdGeixBqExuAkkjRYYqKEkQxJijMIKNZgsLsfH9hliCaRchFNlRZDArQAqGEWVtpZcLsknaHV2kvoVQmllqY32Q2pzJhkYVzyZP8XNHMBNykZ7RMXodWFmefoYVDJ6Pt3CuyfM59ukXQ06KlPOR+N9Q2ve192N9k0pvKrFt/n1k1bCzZZVO9NdWhrQeNRGtpd2Q2/sZOxlra3ypJtYlDm12Is/xKB3bKJDB0ECQipEaRmihQk0XqokBVFqnKgrmCiDlZpBoUqMqIqixQk1EjHMvlr/yRWlFOEyppQilNKKcpJZVSSRWlVFFOU8qpppRdCsqJppRCXyIYqcFIVTJcD+lJCgiiZZfBbLdWRVADUQXqJixMnImv5X5qSGFcNw1qCFFHULfxxg91hFBN38T87yPHvHbZ0tYWytdKZz7t1la8eNxKyjQ/Lac5v/dsva/TtOb0hXrldvWzVNrCddruIJz5ce3qpR2/aU9zYXoLuwvf3+4Qo5wHzT8cyd1JvTnO8KT8qC/3SC9B8xFc89O0k6f1KK/G0WKExIQsPZu6MDJKkT1WS6Iae7EH9sm5m84LL5zWTCO0e75nR3m5boAmFMrsPi6xu7Fj4qTdmVwKa7JszcMrw1bjva3ZHdwGpYEV14eHh4fHoQx/zvnCOBu4W2t9L4AQ4lrgEmBB4fxgxyeufjc/rXd/8kChSKhSEzXmgjozvSmTA5qZBc4FH0gVg0rTrwWbVUhFRxREkTAoI4IKOuojiQaoFge474gKWmqUmGo6HkZRJKWCYtgMHVRIokOUjki1GaJoHZAmoR0+hE1DjdYBmxYtu0ALJ01aITIwgrCyAnF+rxVuPQ55CK2JUkWk7JUqQuWEa4qyUvSrlDCdI1IzjXzz8qeKSKVEadriN1egzaSRtpYFWmAsA4B8PsYeypTPawCaKQH70dwXgg6dY6lEbpWgdBZr05x9D8yxWM6RVItOvkqgbC8Pj8MLQjgb/mUbySGs5VK2IZy0m9nZDersRnJuvHDSpTDHaUkpEEK2zRuGIWEQEIYhUeT4w5DQhqMwNPnChf1hGJpN7pp/1BpVlnSE6zZrgz08PDw8DhgejcL5EcCDTvgh4JzWTEKIK4ArAI466qgDU7IV4sG5B/ivwZ1rQrs3VQwoQU8asEFV2KQqoPpICsPUog1MFzYxGW1lX+lI9oQD8zpyoXPttqufkSikVkilkdpopoXSDa11ps1uaK+11WO4Gm2tkTol0EmTtruhH9HZ7sWOXiVbg62zcJa3Jb1xn7blbaiR5+vUHPnH5BcNOhmtPHuzHivX57i0nXt1nth0Xzv6TtndzHleMf8emt8LTfHtIbQ1JW48V+T6LcfEwLV+b36e+ztF493Ixrux71GIxjvIjihy31NGx42X7jsXRosdKSe+6UeJeeGmemv+1/SjhDQ7TAu7WVY22BfSrIHMBvnNwsH8a7E0V4DoRh73ea7bLm45eVrTF/MvJ61duNO45ebpVnkXiuskbbH0ldDsJH6573k1bWg17kLfSmtca34PDw8PD49DDY9G4bxdrz1POtFaXw1cDcasfa0LtRq8/WUf5cW/uKdtmhFIVjZQKRXKjG7aRiEsIkNJGIZkxtBSyMbaTSlyE2npDozmPbZFyBErL5uHh4eHh4eHh4eHh8fhhEejcP4QsM0JHwk8vE5l6Qo2j25h8+iW9S6Gh4eHh4eHh4eHh4eHxwpxKOxb223cBOwQQhwjhCgAlwH/vM5l8vDw8PDw8PDw8PDw8HgU41GnOddaJ0KI3wK+gTl46xqt9R3rXCwPDw8PDw8PDw8PDw+PRzEedcI5gNb6X4F/Xe9yeHh4eHh4eHh4eHh4eHjAo9Os3cPDw8PDw8PDw8PDw8PjoIIXzj08PDw8PDw8PDw8PDw81hleOPfw8PDw8PDw8PDw8PDwWGd44dzDw8PDw8PDw8PDw8PDY53hhXMPDw8PDw8PDw8PDw8Pj3WGF849PDw8PDw8PDw8PDw8PNYZXjj38PDw8PDw8PDw8PDw8FhneOHcw8PDw8PDw8PDw8PDw2Od4YVzDw8PDw8PDw8PDw8PD491hhfOPTw8PDw8PDw8PDw8PDzWGV449/Dw8PDw8PDw8PDw8PBYZ3jh3MPDw8PDw8PDw8PDw8NjneGFcw8PDw8PDw8PDw8PDw+PdYYXzj08PDw8PDw8PDw8PDw81hleOPfw8PDw8PDw8PDw8PDwWGd44dzDw8PDw8PDw8PDw8PDY50htNbrXYaDHkKIPcADXSS5AdjbRXprSfdQKqunu/Z014q2L+/a0+423UOtDnx51562p+vpriVNT9fT9XQPLN21oH2o1UE36W7XWm9cKpMXztcBQoibtdZnHQp0D6WyerprT3etaPvyrj3tbtM91OrAl3ftaXu6nu5a0vR0PV1P98DSXQvah1odrGXdLgRv1u7h4eHh4eHh4eHh4eHhsc7wwrmHh4eHh4eHh4eHh4eHxzrDC+frg6sPIbqHUlk93bWnu1a0fXnXnna36R5qdeDLu/a0PV1Pdy1perqerqd7YOmuBe1DrQ7Wsm7bwq859/Dw8PDw8PDw8PDw8PBYZ3jNuYeHh4eHh4eHh4eHh4fHOsML549SCCHEepfBw8PDw8PD49CBHzt4eHi0g+cN3YMXzh+9KLiBQ+WjEkI8KtvsgXo/j9b6bYe1qotu0T1Uvlk4tMq6ljhUv6+1en+HYrvwdUG43gXw6AwHcNxwqLRdj7VFab0LsFwcrH2yX3N+EEIIsQ0YwryfH60B/QuBK4Ebgb1a6z+z8UKvsEEIIc4ENgM/tjRrXSrrycArgYeA/9Ja/2g15Wyh3QOUtNb7VkvL0jsWOBsY11p/w4lfTb0Oaq0nhBAlrXVVCCG11qob5XWesRU4GrhLa72ni3RPBC4EUuDzQFVrHa+S5jHAHiC09dK1+hBCXAycB0TAx7XW9x+MdG27ndNaq259Cy30zwWmtNZ3dJFmr9Z6WggRaK3TLtHcBPRore/tBr0W2kJrrbvVvoQQG4D9Wuv6WnzDa4XsvVl/N7+1LZhv+MFutuG1qlshxGlAkPXHXeyDuk5XCHEEMGjp3r7aMrbQfhbwWuDnmP7ir7pA8zRgFLgb2LnaPsLS3AG8DBgDvqO1/u/V0myhXwEKWuuJLtA6BjgD0z/+v1UXztDs11rvd8YNa9FPbAaOAH6ptX6ki3R3AM/C9Jef7CJvOArYB0TdeG8O3WcDTwPKwEe6VRdrQdfWwRYArfUNq6XXQvs5wG8DPwHu1Fp/rgs0H49pY/cBP+sSbzgR+A1gGvia1vqHq6XZQr8fKGutd62GzkE5Y/Bohm043wdeB3xZCPFbtiPoFv3HA58A/hL4EfBqIcRVAHYwuuwZUCHEJcC1tszvBz4ohBjqQlm3A38PJJjBxr8JIc7v0qDoDODrmDp+vxVIVkPvOOAHwJnARyzNC8DU6wppnoz5zZ8BrhJCnGQFsq59t0KIUzCTNG8EvimEeJ0Q4qQu0N0GXAcEwPOADwCXCSHKq6D5POBfgY8DfyGEOKdb9SGEeIKlewNQBf5BCPEsIUTxYKJrB7JfBF4hhAhX+s0uQv+ZwPeAjwkhTu0SzRcADwghnqq1Trv0vk4G7gLeKoQ4fdWFbKZ9ApaHdaN92Xq8HrhaCFHuEs2ThRBXCiF6V0NniWecAnxdCPFGgC5+a6dg2tg1QoiTu9WG7STYe4UQg6ul1UL3IgyP/E0hxJNg5X3lWtO1vPtfgDcDXxVCXL6aMrbQfi7wJ5h+85fAc2w/uhqaFwN/C7wN00c8uwvlPAUzHunDCCKfsmOJrsDS/yfg/9p+fsWWBPZ9/SvwJMz38NYulO8kW7bPYfj4EWsgmJ8E/Dvmvf0ga79d4GsnAf8IDACvAj69yqJmdJ+LGUteBXxcGEVKN+g+D/gI8ABmMuHr3eA/a0HX1u3XgBcD3xBCXLracjq0zwc+Cvw1cCfw2C7QfC7wF8ALgT/AjK1XS/Nk4K+A/Rj5938KIQKb1o0+6GTgq8BfCyE+tipiWmt/HSQXRpD5OPAOG34s8G3gHUBvl57xOODPnXAFo+2+ahU0rwEusv6zgQ9jPoChVZb1QuAfnPCLMLNy59uwXCHdMvBvwMuBrRim8lHghaso6yuBP7T+o4F3WpoXrJBeP0bYf42l93bgYeAxq/ntLc8QwPuA37Lh59l397+Ak1dJ+znA1dYfAb8J/G9Mh1tYQTk3A7cBT8d03K/BaNCf2o36sG3hC074NzEd2dNX2da6RhczQXUTZtLjAxjNUJjVURfaQxn4HUv3fZjBzGmrpLkD+C+M5cRe4LzVvi/Mkpz3YY43+Sim415VOR3ax2AEj+swA4OhVb7/CvAt4DPAH9kyl1dJ80hgl63P19GlvqHlGSPAf2Mmcf8WuNJJW827CzF9w6eB12MG4id3ge5jgXGM9vUtwECX6qGEGSR/EMODPwg88WCk6/DIV9rws2zb29AF/jgM/A3wHCf8t8DFq6D5BOCn5H3au4G/WmU5+zCC+W/YcC/wKeBJXWoPO2wdvwI4DjPJ9NZV1On3gdfa8GOAe4EzV1G+4zBjpFcBT8H0E2+waaseM1g6W7GKHRv+beD2jK+tgm4vZuLnjTZcxExeXbJKuudhBMZzgdMw/cVrbNqK+01gk+Vfz3DiPgs8dpXl7TpdzCTVj5zffQWmn9/QhfawAfgc8Cs2/Cu2XV8OvGKFNJ+EkUvOtuHPAS/B9P3RCmn2YyYPsjo4A9MXPZnu9EEnAj+0vGEQ+Blw6orprfbF+Ku7F/BbGM12rw2fjBEkf7tL9E/HzNRuc+J6bCfzmhXQk5iB92854aOBD9lrWYJYC+0TLe3t2UeDEdB3A49bBd0BzKTHGTY8ArwJM9A/b4U0X2A/zCNseBPwu8AfApUV0vwz4ISWtrETOKWL7e2DOAMiTAf2IeBN2ftcId1TMQOvJ9pwiBGoPw5sWWE7+zPgWCfuctsWzu5CPZxgGfXpTtxrgVvdb2U96WIGns/EDMKvtHziZdjOCmPGutp62JZ9sxjh4UuYQeOKBjHARuBF1v9qYJJcQF9ReW1b2IGZzNyOEXh/HzvIX+Xvf5xt/8fY3/8FcgF9peV9nC3nSRhB4eqV8gRL72m27T/e8rE34QjoK/1m2zznJbY9PAczWHxjl+huATLzyt+ztFfF0zAD8GcDxwPfxEyODjjpK22/wpZT2G/5/ZhJlqe05ltvupgJitc79DcB38AOwFdaBw79cyzvyfridwN/sAp6J9M86VOx727TKt5XAbgUGHTirgJ+vwvtVmCE3t914p4E/PUK28AgZjwjnDr9S+Dxqyjfm4F3OnGvw5kc7saFmQC4oiXuH1m9MqZkv+Fixmsx44WXrqI+sjr5NSf+jdk7W2V5e4HzMcqH7P39w2r55FrQBU7BTqzZ8D0Y648bsJM3qyzzZuuOAN8B/hTTR10PvGsF9I4Bnmb9o8CDGLnlKszE/LL7T8sbTnPC37Dlew9msvvJq6yDl2An2mz4VsyY9Z2sYGyyqhfir+5cODNBGM3z1ZiONtOKPQaz5mJFs78YIfcp5AL/+zGzq31OnpcBb18GzYBcKDgPM8t1oZP2FNvRLGtmDjObvCWjjxkc/zFOx4fRNLxvlXX+uxgTvSOd574f+KNl0OhpKdcfY8y8Rmx4O0b7/aIVlK9o28H7WuLfYhn1irVlOEIGZiD0WeAlTtxzMDPWR67g3fWQCzPvtHWazUoWMJ34/1pBmSOMhcZHWuKvwGhweln+4GgHZj3TRszkwVXAu7Adjc3z0eW2tW7TbeEP2T4hRXIB/XIbt6LBkeUPT3X5QUs5v4TpdF+ZPauTNkYu5Pc48a+iWUA/A7PvQ6ftaystQjJmMvAztq2NYISIFVt+ZPWAGYRmAvpGG9fRd2e/g3lCMkZA/yTwWRveBGxfZvmKwKj1n0UuoA/YuNVMiM6bgLDfbSagZ5N2G4D+ZdDNeMNgS/wW+238E2bS9EhWoDm07W3Q+rMJ7Xc5cR2X1ebfYcsy2hJ/ImbC9YO23b0AOHo96dLMHzbS3Cf9E3C89Y+soF5PxPTv89o9pi/6tPX/Krb/7/BdZbyhP/sNGGH1B8BRNu4YOtSS2fZ1REtcJthcCbzb+s/AmeBdQX0MkE/ABxjt/81YHocdsy1Bw+WHAQ6fAP4cuNT6t6+g3fZhJnuyfmIH8M/t2soKfrs7btiAFX5t+PvYSQX7Lpash5Z3V3Hq0K2Pd2IncOx3fcQy6Lp95RFO+DE0W2T2dErTqdNtNE8AZW3tPeT98cUso09eC7qt79u2t0uxk1XkFkfP6bScDq3GuMGp2xGsBt2Gnw98eDltDCi2/PY3AW+2/mdgxnsdW8rZ9nVES7s6EXi5E34LZny5agtES+8TmHH6iZiJij9ZNo1uFMRfq3qJJ2DMJ98HvNjGvR+jMT6DfKD4AbfRL4P+RRjzxG9gzGlPt/FXAXcAx9nwWzFmrOFSDRRjbn4NZm3bE2zcKzAzW89z8n2dZWiiMdrW72AGmx/FaEEGgf/ECL6bbL5XA3+6zHo4zt53GcZ8d7t9xtvIO9tR4BY60Gjaj+7bth4/h+mono4x3X4rsNXmezMdWj1gBmWvAJ5lw0cAvwB+z4YFZvD1WVZoQmbL/de2PV1h466w5X6Rk+9zLMNkESN0fN+2i69jBqAnYAabv++0kxfaZy+phcQw/rdhTMMFZpPEu3GYPUa4uYZlDjrsd3Gj/Sb+zJb/aOArmAFBNtB4O8vQunSbLs384eUtaWWMNcUfYITIPSxf0HP5w1ewFik4Ah5GQ/YzzPq3Jc20aOYP2e8NyTvbV9myfgJrdtsBTZc3/LHTnjINy7E2/u+AKeC5y6gDlzdUnHiB4UEfwwjUL8As+1hUQKcNb3DSpP0tf2jz7MJa8CxB82gsb6BlMgMjIHzbficX2joosfzJKpc3vK5NW7sAYwXyGQyf7KitMZ83HNeSfiSGB92C2aSnIw0GOX94GbkQnrWxUzEC+msxPPjLdDhpQfM3PM8k2tbT22ydzwAnrRddcv7w+8BlLe0ssPWeDaJvx2i+O2oXLMwbskn5S2x5n21/1/Ed0Mx4w9ccegLLHzDrNQvAS21bW3J5AgvzhqwtvAJjen26rYOnLvO7OA74Ncxa3dZvbxj4N+t/sq2PBdsZOW/4NGbyPRNqsjr9W4zw9Thb9yd0UL6jyXlDoSVtB3Cb872syJrRlvtvMNYdr3His0mW79pyPAHz3Y12SDfjDZ/H4Q3kfP0PMX3c4zF9f0em3TSPHQZa0k4FbrL+V2H4e6eTQO43/KdYXuW8x7fatvtCjHb6uPWiywJjB1omfDDjh2Utv2QB3tAm31sxk9udTFq544YFLWMxvPxXOixnW97QJt/lmM0Hl/tdZLzhpThjcqysYv0jGAuFY5ZFe7mF8Vf3LsvwfoIZPLwbx4wZIzhehRHUX4wZxC1rTRpGg/Qz8gHyR4CvOOnvx8ysf9GWY8nZKOC5mLUrz8UIGA/ZBhrYBnoHZt3qm6y/I+0rZnD9I8ys3naMsJgJpSOYWajPYga7Pweev4x6OAWzVvfPMB3+32EGAufbD/aPMZ3EqZhZ8M1L0Dve/rYrMJtU/AVWAMdoED6IWWd7JWa32Gd0UMaT7Lv6OGYA8RYbv8PW8XswWsOn2nd19Ara20mW9rvsu/oOxkR2EGPq9SnMwPvZtr11ZF6H6ZSzdW5bgf+J1XBjzP7eiTHx+TBmnezzOqD5XMyGX2/HaFPeZeM32fiPYAZbv45ZTtCxhYatw59i1p8dgxnYZhrBEzGC2N9iOoE76dAkqdt0mc8fPokdnNCsxbjK1uulXeAPX3bS3cHtBJ0J5u34Q6a5czUtf2fLvGTd0p43vL1NOV+F2XTvohXyhi9grATciQmJEUz/EYhZwgqG+bzhmqysNM/c/zrGgmDJ9ZTM5w3uEqLstx+B4YtjwAuW0w6cZ7i84du00YTa9Bk63J+D+bzhvZjBcNDShl9sy97RhCDz+cPbnDaWDez7MfsHPNhJO1vgG34fuebOfX8fsrQ7MsdfC7q05w+Pc2liBvrvxPRHy+kzF+UNNu7pQB0z8Fzp2OH4ljzXYPr4W3CWAi1Cc1HeYPO8xLaBH9JB39Ny71L8oYAZU1yCEVYWrGMW5w1Zm82Emf9klbzBupswE25PtL///OX8fucZi/IGzDf9Hoyg3RH/YXHekFmNXo7ZeO4/6ZCvswhvsO5RGEXU5baddWRlRQffsH1/D9vndo03LJcui/CGNt/5fwPnLKM9dMIbJGbC+4ed1C8d8Aab71I6XBJIB7zB5jvb0lzuBEU73lBsk+9MzLLhrcuiv5zM/urehWHqn3cYRw9m4O6uZ7oQwxD/mg5Nxlqe8Vjsph3OM/4ZZ+bMMoNTsaZkS9Drx8z4XuzE/TFW42/DZ9uP4FN0oBFy7rsYx6Tc0rme3ES8gpmVvRy7Lo8ONAAYbes3yDfJ2WI/pGNs+ByMifutmAHMZUvQCzCz8G924l4FfMIJ92FMgN+G1YIvQbN1Y5gn4WwMg+nErsXMtN/BCjZIwWjSPoazOQymM/1N593usO/3U8CvdkhXYDSOb3HizqfZbCzCzHxfTr4GfcF3h+k8bwKebcNnYiwIsvoYwTDET9l6W3IQ10L/FS3lvRgz25+Z1Q3YMryAZWiiu0mXhfnDW508Aca8cIzcFHK5a1Rf7YQz/lBpiXtLJ3VMe/7wYRz+YOPOxQzoOxWYFuINA+QDrhJmAPISp10uZQHUjjd8nhZtlS3vbvJNL9vSZWHe8L+dcGifeyt2ELvEt7AQbzi1Jd9RGKF50TIu8IyFeMNvtOTbjrGeuKSTZ7Awb/hSS32UMFZXlzr3rYQ/tNbJEzETQB1vysPC33ApKxeGn/05y9j3pNt06YA/2PjPYyxJLlhOu6Az3nAeZg+UHR3QW5Q32G8n0/TvpAMtvFOPC/GGTLB5mm0Hz+z0fdn7FuUPtu2OYKyAHnDa47w6pgPeYOPeASjyjfdWxRtsO7nbXsuamLD3L8obyPnvP9lyP2upcmfpLMEbbNxFQK3T9ksHvAEzltyJEcw73uuCxb9h6cTdAZy4XnTpbOxQtvX9k+W2CzrjDdlyq04m9JccN2C+tdfb8nbEz+ls3PAUjNVHxxOX9r5Oxw7PYIlJuwWfsdwb/NW9CzPzcoLzAb4c+FibfNnuvp12rK5GJTP3yzoSd9OyzSzDxMnSeBxmfW820/uRdmVeYX1ssW4Rs/bmP8jN+jtal9qG5kaMliorr8CYzr2qJd9WOtw4B6Olctd1PdaWtXUtrKsRWayTLWI0RxWH5jU4Zo8YRh2Rr8db9toYzETEdif8Whwh2okvdPIMp6wVjPVE1uY22PrI2u08E/wl6iPCaO8j8hn0vwPOaq1blrfutWnNXEYHoxn4WmvaQUC3U/6QDRa7zR+yDas62giNhfnDR1vybWSZmwKyOG/I9tIoZfXQSV2wMG+4vCXfU3EGh0u03YV4g2jJt7VDekvyBhv3FPINdDr6/S33d8obTu+w3EvxhuxdZesL+zotOx3wBxt3Fh2uL6bzb3jU/X3rRdfmXZI/YATAp3dKm855wyb3N3VAt1PecAHLPHmBxXlDEdN3nrWC+u2UP3yezqzBluQN9lt5QidlpfNxw3WsQLnj0FiSN2AEoV/pkF7HvMG2l9OW0X47GTtke990qtnu9BsexAianVqLrglde08nvOGZLGMfK5bPGzoam9E5bziXDpZ5tNyzGG8o2Gfv6LR9OXSX5A02z3tYwYS51poVn8/osTIIIbKdau/UWv+kJbmOYVYIIc7GaHe/iJk5RNs3vAT9X8XsAJoKIb6gtf53J3kWGNda/1II8TLMJj9vss9djOYTMI14v9b6VhuXtZ3bnDK/FLhba33LUuW0+U/BmLFUMLOzu+3vrAkhdgI1rfWUEOLJwK8KIT6otR7rkPYAEGut9wgh/lKbM3ojrXUshLjN1kV29uP9WuuHs3vb1bMQ4mhMfd0CPKi1vtNJrgHD2pzh/FSM6dh7gAadBWj2AIn9vf+gddMZt3c2eaMAACAASURBVCHGDO579kzOmn1vDy5Eb4F62IoxcboNuNmWUWqtFcZ0SNp852KY65e11vWlniGEOB54uRDiv4Gfaq1/auOlLftWrfWcEOJpwGuEEK8DqhnNBepjq/2d+zC79rpIMWtTb7ZlfQS4H6MV6qQeLgCeIoTQGFPPcVsOJYTYh5lJRgjxKuDxQojfA+aWqudu010Gf3gCRvD4YktbXKoelsMfzsfsEDuzBM1O+cNLgPu01jd1UM7l8IYXCCE+oLXO6n6pd7YUb6jafCcCD2itv5vduwreoC1vuEBr/T8w7XfBsi6DNxwDzGit/9O9v8O+Yjm8YZvW+u+11j9ein6HvKEqhDgPc8b367D8eAm6nfKHczDv4eal6sDSXfY3rLWeXQ+6yxw/bNb6/7d35nFXVVUf/y4ekEkBcQAHUiHEgUBFVBRnSVTIIUlzANTEETOHHNIyxaEsUQjLytSs1yGHzHIoTZsM9dXU16FBs9I0M1+05NUS2O8fax3ufg53OOc+5z6X612/z+d8nnumtffdZ5/vuWc9e60dvp2lDeycPGzYW0SODSH8o4bNPL8dXggh3JOhnnnYcCBwbtIXMt4XefjwR3Qo+WIRkbT9HGzYCXWifB6NKa5Wv6xsGIEO558UQvhPufpVKSMPG9YIIdwZnVuxnBxs2Bl9+ZkVQng6Y32zsGECmrz4gIx9Ic89vA363+qXm2E3JxvWDSF8v1Y9I9t52LCXiBwXQvhnDZt5fjf8MYSwMEM987Dho2hy4j/YMUWyYST6+/Riu3cy33uJeuQ52NU1Wcd5BI0fuV9EPmEXMdFbwB9t2zfQoTcYELPYH4PGO38H9RBdISIzRWS1EMKSEMI7wIsikiQtmxtCeLuGzb3QITFHAZeIyDyr0xI7ZDHwrohMQ5N3VLUX2V0fSB7EH0I9vpNFZFXb1gG8KSKz0JjaB0P2F/PRaFzvTSJyBjq0hBDCe3ZIAHqIyNZovP1mNeyNQttzPDoE/mIR2TM65G/AYyKyFTAXHWpW64fmaNSj/Q0RuR4dGhTrP8AiEdkcjWVZtZbNMmUkSZFOQzPTXywia0X96WXgBRHZFB1WlPXaDUfbozcaa3eaiMy2+i1D45MfEZFJWLbvEELVF10R2RebgkNEfigiQ2y7RIe9IyIfQYezv2PlZQHqeDQu8DeoV/os9AdCPzukB/C29ZVT0QzE/5fhJa9Quzn58E2MD4ky1DcvHy4LtV/M8/DhQqDqA9ts5mXDA8FezDPYzsOGm9GQn2r28rLhISuvItNzsuF76PDW5cp4T+RlQ83rZnbzsOHLlNiwtIbdPHxYgA6xzVLfuu7hZtit4/fDW/H5Nfiblw2XFsyGOWRwtNbBhvtq/cZJ2c/Dh1vQ/+outmPSL+Z52HAZ+gK/XOWuV0423IQmDqvpbE+VkZcNS+Lzqzzf8v5uuCWpew27edgwHx1p1YjfDQtCCP9uht062JDpt7TZzsuGLzXgd0Mj2HB/CCHTP3fMfh423IqOMltqx+R6McdO8qUbFvSGm0Mpdmd/NF77HErDKjZGkz48Tj0xCtpZ7ozWd0Vj+abbek80buUVasSJwfIYuNuBj9u2tdAHyDXRcQehL0oPk2P6IjSW6L+i9dloTPUU1GvYF40depkMcduRnf5WxxnoMJjj0HioOH7ldDTO5FGyDUc7ArjAPo9E48nvwpKroC/Ob6Cesiz2BqDe3Rmoh+8mUtNDoMnkbkPj4DPFf5cp5zIszgjNJHuhlZNMCzUW9d7nijtCh0PNtc9DrJ/dSpSVHo2zeYXS9HrVhsCuY9djO1u/Cv3hs1VyHprU6OfoQzhvjPmBWGyf3QMzrW1moMP++qH/AfkNGTMvF20X54OzITgbKthsGB9oATaYjYbygTZng9kqlA/UwYZq9wLOBmdDeXvOhtBabMhUZlcN+JLrAn8Zm9/W1ifaTZTcVJuhHv9cWQMje2ujmcMnUIqF2A3NBJkk6piWtbPb8efQeQ7snmhG8wQum6KZNHPNK4wOv3kQS+5m205Ap+sYbOsXkzErcGSjD+qVTOJKBqPZGu/ApldCE3D8b9YbFDgmBadBaHKz69EhZP3tu2S11wdNoDEh2nYp6plM5gg/y/rC7rZeT4z5F4Az7HMPNKHThegUVv3QRHPPkyGbfMru3mgWzCTuqC8K7GvRpDQd9l0yzZ1p7XEn0RQ3aKbzWynFYp2LwjpXzJGdOxZ90CXJ6HqgP5zmR99hLjnnVy7aLs4HZ4OzoVv5QIuwwY5vGB9oczZE/awwPuBscDZ0k12cDdBCbMhUZhFGfKl6UeOkYMPQ4aj7R9umoMOgkyQKSQKDrAlnRqOJRZLs4xfYjT2cUkKMo7Fs4nF9qtjsE32ejsZ/rBFtWw/1ziYPmKxJYdaIj0chehoRNO0GmJ86L29yoxuA70Xrgwx+50VttlM12+jQq3jewrux6cFsfUM0EcwuyXfLed3ONHAMjrZ9F0u0Yn0lU2KYdFtRStoxHvVo7hftG2f1HmbbMiXDQDPQx3Wdh3qoB9r6WujDZUbSfjnb42xrj7ifXY0lRkE95OvlaIcRqHd+aNTeF1BKLtOBzil6Vs6+VahdnA/OhhXtOxtWLKMwPtAibLBzGsYHnA2F8wFng7Ohm+zibIAWYkPexWPOGygR2Rj4loicLyLTQwgvocNKJoomWCCE8EN0zuOt7bTXctifik4Ldj5wrojsino4VwdORL1noMNI+ll5VWPxLBZknohcLSJjgiaU+SnwsIisaTb+is75OyCEsDjUSApjdjdFh7J8A5hr6zegw22miibxAY2h7BQHEqy3V7E9XET2F5FDbdNMYImIfMnOfxPzVIrI4BDC0yGEn1eyHdX1JhG5xDZ/Elg/WQ8h/AmNGZtg+6smoxKRDUXkCBGZKCKDgfvQRDG7isggO+xwO3b1EMJLIUPirDL1ng9cKyLb2/nnAbNEZN+gegx9YI63056vVu/I7o+Ba0TkPtt8Jpps5usiMiCE8DrqSR0nIh1YHFqV9pgoImfadVsX+BGaqXevqJ8dhcYI9QshvGr9Lks7TEYhfzFwg4h8APWkdwAHi8jEoLFA9wHLRJPRdLtd58Nym84GZ0PabkP40CpsMJsN44OzYbn9wvjgbChr19ngbGh7NtSlLG/wvuRf0EQPT6JevcPRmJcJqKfnJDRpzRXo8JBXyT80Zjtszj90eNCpaGZA0FimC9CECD9G43hqzjmOAu63KPy/gnb0xEv2JXTYyUw0uclzZJwDGvUWP4PGkYxCPVufsX0TgIvQGJar0LiVzPN4o8NfnkLh8RLmIUOH8VyPxkp1oIBaWKvO6I39BJqoIsnGeoLtG40OoboDONLK2zlDHTczm9dZnc637dPM3pGol3Jru6ZD6+xvj6Ee5FPQHwCbR+U8CZyMZrL8Palph6rYHY5mN51p6/ehyYtAPdKXWft/2sqsOSQN9eg+gw67+nrUHnujw/Y+CeyBDhN6GvOyZ6zv9vb9dkDnszwH+Lzt2xads/tZFOivkX3OzELt4nxwNjgbupUPtAgbGs0HnA2F8wFng7PB2eBsKHAp1Jgvyy9sH+By4Fhb70A9kUkChdXt4l+DZrvcv44ydsKSdtj65mgygmTYTE+DwQ5kGNJjN95NdI4DuTv5DrZ+qMHku+SYixT4OHB2tD4V+HG0vrrdYEcA29q2LENvVjcwfSJafxR9YAk67ORG1Ev5LHBgDXsdaEKVk6NtexLND2l2z0KhlSXB05po7Mwhtr6ztWtynT4MfA7NMrmwVh0rlLEK+rCLE6t8FpgdrY+3/nY1GWNu7Lvul7I7iihxh207CH2Q14xBQ4d3PUIpgcuOaPbZZMjVBOtjt6PJb2rCP1XfQ5O2tm0HALemjtsEfWBs0Ay7OB+cDcHZUMFuQ/hAi7DBjm0oH2hzNkTnFsIHnA3Ohm6yi7OhpdjQlaVwg74sv8A7AOtH6ycCN5Y5LneMTXRukjyiJzDUgNTXtg2rw94ou5kSr9aFwKfKHNdRh+0R0ec10fiaVWy9f51tvFZyY0R1vpmUVxr1KCZxN7VipEZgsLf1PezG7FPh+Fr2eqKZHQdG225B59lM1nsY8D5QT1+w87cxaCQZSk8Frqt03XKAau24L6HxQM9iCWjqvG4Hx9ccHXY0OXVML3L8xzw6r0/qvlsfuCdaz22zEXadD53vueizs6GN2WB2GsKHVmGDndNQPrQzG+zcQvngbFjBtrOhQXadDaV7Lvq80rKh3sVjzguWiM6tGEL4VQjh5WjXn1GvCyKyreiciwSbvzDYFc6joDEPBJ0bcBGwJITwjogcDlwgIgNymnwhhPB2KM01+GdsHk0R+YiI7GjfL9McsnZe0h4vxFUH1gXeE5GdgMtFZGBybFYFjVd6wD4ndX4ZjY1CbJ7HEMIbIYTX7HPVdg4hvBBCiOeP/gPwZgjhXfv+J6SOr2hPRDqsXl8LIbwlIj1t19uU2nU4sG4I4a0Qwl+y1LFMnZcBj4UQ3ozOfRSbm1hEthOR7UI0l3DWMkIIfw8az4TFQr0BvBNCWGTtMddixWoqiaUKIdwYQlgcnbeM0jWbICLDQwjvhRDeqmSrSn3fTd13vdAhUIjIEcB8EelVR18rxK7zoSRng7MhVqP5sLKzwY7vFj60MxvMbqF8cDasYNvZULBdZ4Oq1dhQr/zlvGClL1LUOV4GXhRNWnAV8G4Dil8sIpejsUOXhhD+We3gpG5RHZem1juAHiJyABrj83IwZa1QhWP/DfwOHfp0OXCbPWTqeQF5w+qc9OXBQG/RZBD3Wnt3RW8AL4nILsCVQKakZFa3pfY3/b3+CvxDRDZDhx8NSp+bV/EDNNmEgmo7dLjQwALKWBZCWAQ8JSJT0Gv3izJlVzw/Bcvk80vAqyKyD5o0JfO9ke7DZWD8BvC0iBwJHAt8wR7eXYVpXXadDyU5G5wNaRtF8qHV2ABN5UNbscHKaCQfnA2lMpwNBdh1NqjeB2zIXAlfClqoPuxpK/SmeYYcE9RDaYqLSuXZMb3QxAq/J8N8jnFdKx0P7Is+EB4gYwKM1PnjsSk3yuz7NepB26vga/BpNOHEL4EpXbmGqPNqHXSOzBeBPTNc52Fo0pLeVY75JBrH89/kTFSRsd6CZtT8B5o4pK55sZM2SNnthSZweR1L4lKjPbJMsXG63RcLgQ/VWc+KSU/s2j0NbFZHW67dCLtl9rUVH5wNFY9pGzakbVQ5pkt8aAU2ZOg7ufngbMjdT+rmg7NhBbvOhoLsZug7zoaw8rKh7jK7o5D3+xJ15lXLbbfPI9EMnpmSX0TnxfMATkETIYzBYplSZXyiGmwq2J8B3I8OM5HUvi2BF/JAJPV9769yg34bmFpne29JKaNoR2rfMehDcXK6fapctyF0nps0frD0QmO99sxYt6no9Ar7Y/EvZco7DR3Cs3OtOtYoa1wMolRfGIpmes0Mqqh+I9Fsq6ultifzoF4OTMpgbzBwmH0+GpvLtMxx56NTqIzIWte4zuh/EF4pB0006c3XgVF12D7avuuArth1Pqxg09nQ5mywYxvKh1ZgQ6oNC+WDs6Hs+V3mg7OhYns4G0r1dTa0IRuKXBpqvJ0WdCqHXwDnAntE21fwJGW9sMB6aGbDCcBH0SkvvocOaboAS3pABg9jBfs7oNk+k0yM6Q65CvUlrNgSHW40K7FTrj3ytEXqnC8A91bYNx4Yn9W2gel3RNNypNsU84LmuG77Ag8CB5J60Nr+vsDu9Xz/CNZbotNvPFKuvwG9sQdWnjLQLLB/RrNRPgdsUqY9BuRo3wWop3ghljyjwnGZH67lykWnsDkFfeh2pNoi9/0BTEd/pAwvs69HXrvOh+XnOBucDbHNQvnQimyw4wvlg7OhYhmF8MHZsIJ9Z0NwNth5bc2GopaGF9AOCzqs5DZ0zsGL0ekpDoz296rT7uroFB23ofMKrmrbJ6LzAyYZBbPCLh6usiow2zr88eljCmiTnwK/jdZzZ3ivVCer/7eACdXqXOu7oFkkv4rO4bk9OndhPP1J7uuGJmlJgPogqQdt2mY97W22n0TnJv068CMij2G9bY1Om7GA0lQlZ6NzlQ6rp5/Z5zHosKgHUtdv+Y+BLvSLydHn8ej0F+vV265R3XoCc7Ghg5T5oZTTpvOhcznOhjZlQ/rYRvGhVdhgNgrng7OhfJ2K4IOzYQW7zgZng7Oh4MUTwnVRIjIMTbP/eAjhemA+OsRkexE5GCCE8F5Om0k2wkVoUo4foV6uj9ghC9GMmtvacSGLzei43kGzJ84H5gDjRGS/xFY9GQ6tjLEiMllEBoUQdgNeEJEHzO5SKWUdzSWr0w4icpiITLDv8XcUJhW/f7V2EZEh6M3eN4RwN5qldA4wVEQW2Pl5r9s6wBwRmRVCuAtNdnEiMEVEVilnM8u1K6PtgQtCCAtQb+rNwMkisrvZzJxoxerdISL90QfLRCxRZAjhIuA+KyN3P7M+tTnqSf2riNwlIv1s/yZm89856rk80Yh9/pSI3C4is9CYqJuBi0VklTztGvf3oFqCxsbtIiIDQgj/seOmisjmWe3aOc4HnA3OhuX2GsKHVmSDnVcoH5wNnVU0H5wNnertbDA5G4A2Z0PR8pfzLirodBF3ACeIyMgQwivoEJG/AjuIyNA89lKAWgfNdHgtcBYwXUQmGwReBYaJSO9anT5l8yTgGhG5WkR2DiFchQ5x2ltEDrLvlBtQIrIb6kE+BbhSRE4IIewDLBKRhWZ3SWVLNbUaGiv1WRH5LPAwcFSd0Fs36BQIpwI7isiOBrnfApcAQ6SObIxBp1L5JQqlmdGD9ixg33rglKr3YPvYgXpSse/xKPAecKyIbJXDXlKfniGExcARwJ+AXe1HCMBDaKxNJkX9bDZwHvpg+XcI4TDgX8ANIvIp4BYRWSNPXaN+ORIderUnGtu1HuphHwhsgM6xmtuuPQQ+LiIbof9h6AHsIyJDRGQamhSkaqbStNqZD86GkpwNqkbwoVXZAMXywdlQUYXwwdmw3J6zwdngbGi0Qjf8e/79stB5SM0oYGy071wUdqNsfSiwQRfKOh24HbgXhd+GaFKC19DEB3eQP9PhCWiGxI2A76NAnWr7PgnMI5V4IqPdLYG7ou8+yWwlyRN+Bmybt63t79Zmf0NbH4R6EOeg835Ot+2ZhrigWVSvoRS7cjjwPDDR1ntgMTc17KwH3GmfNwI+He07FB0eM8PWp2BDvrrQH0ZYm+6EDkv6FvAl2zcGBe1XiYY8ZWzfySjwL0ST0qyPDnW6Gf0RshD4SE6bG5mNJOaod3TM2eiDcXSd7XA8GiN1g5WRxEftY/3iL8AH6rA7G/1B8XnUm76d3Xfz0f+UPAiMqfX9cT44G5wNTeEDKzEbku9PN/CBNmZDqp8VxgecDc6G8nadDW3OhkYtTSm01Re7oZ9D43YepRSvcoZtryfDY8/o81Tgx/b5HuBa+9wfzdh5UxaQAHsA50brJ6OAPgWNNzkIHSazj+0fVEe9+6LzNf6HUqxNP+AzwBV1tm+SmGMfdHqIU9BMplOStkKTSpwMPAv0y2n/SLt2M239MHSaj51y2nkIhe9OaCKUU6N9Z6MP7yML6nOrod75y9DkK2OAHxoU/wBsDJwDfC6Hzd2Bx9GhY9/EkmGYrbuA7wDbZLCzPrAGpRizvta/JsRwAz4YX9+s3zv6vCOabGVDu/7z0di25EHbh/qcS6PQHxoCzKJzjFtPYN089wbOh8Ses6HN2WDnNIQPtCAbor5bGB9wNsR2G8YHnA2JTWdDcDZE623PhkYsTSu4lRY6ezs/aBfuA+iE94vRIUkb2v5zgB1y2p+KZklMOs80YKbdMPdg3kN0Lsy+lJmiIWUvmZ/wWXQ40PnR9g+i0xGsYdvuj0GVoa6jgIMxmNq2QXbj/ATY3rbtg3rhViM7UAdHnzczOG2ETsvwNJq586Opc24m8jJWuW61vNQzgF0y1jPOQPoDq+dE4GrgdNuePARzT0OXKmurqE1XQ4d7fRl7+KEPnCHAztSAN/qw2IiS9/BQdEjP7uhwng1se3+zexf6Y6FiZk00w+yvUY/pw6gHeQjwFfSBlXjAPw5cV6vvpmyPQIf3JVkyRwNXJn3Z/n4XODRnmw6y7zjE1vtau34H9Sgn9+FRwFoZ7DkfgrPBjnU2dLbbED7QImwo09cK5QPOhsL5gLPB2VDerrOhzdnQnUvTCm61BfgVOhymr3XmyWhMRV/U4/Q8sFEddiehXr04g+TuaAbJu7FsjOhQoRvJkQHSOvN16NClebZtkNkZbZ3zEqpMU5GyJyjg30NjQeaiXseedtOeisbDXIICOvOcgyjUXwQusfX+wKbow+sJNAvkacCbwAF2zGgDQEVvHzm91GTMxEjlB+3dBpBnyDlndZky+gAnocOjkgySA4FbUfgl06oMR4emfaiKrU2sTtMoTWlynLX5rylBdU/gPPs8FvWErlHB5q7oUK5x1q82Rh+yp6PDu25Fh5FdZ2VXrF8F+1tZX7oI2AL9kfAC0byk6H8Epuewubddn5+gD76zrf/Os76ygR13CPBUtb6VstvWfMDZ4GxY0W7D+EALscHOKZwPOBsaxgecDc6GzjadDSU7bc2G7lqaVnCrLHSG6T3Az+zzbDTzJehcgU8AW+S0vRsa35DMUbgBsL/dlNeiUyccDByNJpqoGQsS3xDWyW5HszFeAlxu2y8CrkfhmDe+5MMGpxFm+3I07miQ3VCnoA+AJGYj01yJ6PCmP6OxSpdG22dR8ip/DPUy72rrqwNrZrhuDfFSlynjQWAwOqwn11A3s1HOg7g2mrn1B5jXFPWq/hAYGR1XcViWAepp4Kh0/dH/AtwW9cfngL2jYypCG/Vsnmif+0RlPYHGMfVDM8ROI0eMFNEwKDRj6wXoFB9D7Rq+Dpxp5T+O3T8Z++7T9j1Ho1lJX0GTogxDh6h9G/WqP0mG2DacD86GbGU8SBuxwfYXzgdaiA1l+kFhfMDZ0BA+4GxwNpTvu86G0ue2ZEN3L00tvFWWMjfRfSjorkSH4jwAjKvD7hg0a+KHUeA9FAFrKOo1mofGn9R8EKCxIK/bDbM+6pU6BPVobY8C9Tw7tidVPJs1yvk+FnMCTEeH3zyMxmp8DE008XNg65x2T0Nja74ILLBtB6Mey0+h3qyxtr2mp5ru8VLHZdyNDVFK78tgp5wHsTeaYXUVNLHG/6BDmx4Ddsxahl2PK5LjUW/yMXattkRjsO5Hk2wkcUIS/03X1f5+NepPQmn41BZ2/XP3L+vDvweuQOcgXcfuhfPQh8pQs3+G9fNNM9rdDR2KNcLWE8/xCHT6jBnoD4Jt0YdOHs+386FUhrOhfBltwYbU/kL5QAuyoUw/KIQPOBsaxgecDc6Gkl1ng7OhKUvTK9AqS+omuh3N7niwwWC/LtgdDywC/gEcbNsSUCUgyzTkxG7KxWbrGDRZx16op3A9dDjHLcBFXWkDYBvUKzkW9SgeaSD4vAFwAOqVG1bD3kbAQdH6JLshdzN4JENRZlh5uYa0lLluXfZSZ+wbs+u0U9GDGO2/FJiU0+7O6NCpPQ2kN9h1+ybwTTtmYFRO1iF6u6MPk3FJO6BDkdZFh7VlymOQsrkF8C469ciJaNKaT6Ae8DPQHyJV+1WVe2MpMC35jsl9Zf3tJ+SIh8/QB9qKDzgbsvaLtmCDHVsoH2hRNlToB13mA23KBrPVUD7gbABnQ3JfOBucDd2+NL0CrbSkbqJbgbvK7avD7ofsRlp+ExmsqnohK9jaFJ0W4XPW4X9pto+x/ZsD63SxHdY2KL2T2LXt/aPPVRM2oF7dPwHL0OEw+6HDWA4zuI5FHwhzU+fl9mxRkJc6SxnoUKfPdMFOOQ/iI6i3c6s6bfZDPZBPGER3RIfujEGHY/Wu025/1DP9RSLvLurpfIA6sv/b+ZuhntrpBtojzd7j1l/mWv/J1RfQ6TMWAccl18zute3QH2BdmjbD+eBsqFZGO7EhueZF86FV2VCmrxXCh3Zjgx3TLXxwNjgbzK6zwdnQ7UvTK9BqCyt6uU4qyG7i6Tq2AFvj0AQH+9v6DljmygLbYRs0jmOddLvksDEWTdbwMzQm5pfAAuAa2z8GnVu0S5lLK1y3urzUNcrobUDIXV+qexAn2bbcQ6NTZQxOre9sbd4VqK5nwP4ZOuzpfDSbZ5cyXdr98BalaWs60EQvZ5JxSFoFu8mD9vho20z0vwJ9G9DP2o4PzoayZbQdG8xO4XxoVTZU6Gtd5kO7scHO6xY+OBucDWbH2eBs6Nal6RVoxYWCvJ1l7I5DPT5HFGBrG7uRjuqqrQr2e6FJFD5W701kdsYAb1Dydi5AY282RocQrVZgnRty3VJl9Ozi+ZU8iIU8AKJrtzeaDGSfAuz1Rb3qc1BPe+55vCvYTR4sxxdhL7KbPGinofFUT5AxiUsz+1mr8MHZULGMtmNDUr+i+dCqbGhUX2s3NpitbuGDs6HTtXM2OBucDd2wNL0CrbrQBW9nDbtbFgEos1XYTVnB/jbYHIRdtJN4Ow+x9UFdfVh193VrQLt22YNYwXYv1ON5HytprE2qvkkfPrJgu1ub3b/RBY96FfttzQdnQ2MWZ0On+rYkG6yMwvtau7HBbHULH5wNzgaz62xwNnTLksQeuOqQiPQMISxpdj2qSUS2BP4vhPC7ZtelmkRkPPAjYE4IYV6Dy1qpr5uI9AK+BtwL3BJCWNYA+2uEEP4mIhJWcgg0qg+LyGbA0kbdGyt7P4PW4IOzoSRnQ2e1KhusjJW9r630bIDu40MLXC9nQyRnQ+PkbGi8/OXctdJIRLZFPbObAy8X/XBpJYnINqiX76Fm18XlaracDSU5G1yuznI+qJwNLldntSob/OXctVJJRAaEEP7Z7Hq4XK6VS84Gl8tVSc4Hl8tVTq3IBn85d61USoZLtcKwKZfLn1lnfwAAAo1JREFU1X1yNrhcrkpyPrhcrnJqRTb4y7nL5XK5XC6Xy+VyuVxNVo9mV8DlcrlcLpfL5XK5XK52l7+cu1wul8vlcrlcLpfL1WT5y7nL5XK5XC6Xy+VyuVxNlr+cu1wul8vlWkEislREnhCRZ0TkSRE5RUSq/m4QkQ1F5JDuqqPL5XK5XO8n+cu5y+VyuVyucnonhLBFCGFzYBKwN/C5GudsCPjLucvlcrlcdciztbtcLpfL5VpBIvJ2CGHVaH048CiwJrABcD3Q33afGEJ4SEQWApsCLwLXAfOAS4BdgN7AghDCVd32JVwul8vlaiH5y7nL5XK5XK4VlH45t22LgE2AfwHLQgjvishI4IYQwtYisgtwWghhih0/C1g7hDBHRHoDvwKmhRBe7NYv43K5XC5XC6hnsyvgcrlcLperZST2txfwFRHZAlgKbFzh+A8DY0TkQFsfCIxE/7PucrlcLpcrkr+cu1wul8vlqikb1r4U+Dsae/4aMBbNX/NupdOA2SGEe7ulki6Xy+VytbA8IZzL5XK5XK6qEpG1gK8BXwkaDzcQeDWEsAw4HOiwQ/8FrBadei9wnIj0Mjsbi0h/XC6Xy+VyrSD/z7nL5XK5XK5y6isiT6BD2JegCeAus31XAreKyDTgAWCxbX8KWCIiTwLXAlegGdwfFxEBXgf2664v4HK5XC5XK8kTwrlcLpfL5XK5XC6Xy9Vk+bB2l8vlcrlcLpfL5XK5mix/OXe5XC6Xy+VyuVwul6vJ8pdzl8vlcrlcLpfL5XK5mix/OXe5XC6Xy+VyuVwul6vJ8pdzl8vlcrlcLpfL5XK5mix/OXe5XC6Xy+VyuVwul6vJ8pdzl8vlcrlcLpfL5XK5mqz/B2YMWuc/IsT6AAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "\n", - "# Plot the data\n", - "plt.figure(figsize=(14, 8))\n", - "\n", - "for country in countries_of_interest:\n", - " if country in monthly_death_data.index:\n", - " plt.plot(monthly_death_data.columns, monthly_death_data.loc[country], label=country)\n", - "\n", - "plt.xlabel('Date')\n", - "plt.ylabel('Cumulative Number of Cases')\n", - "plt.title('Cumulative Number of COVID-19 Cases Over Time by Month - Linear')\n", - "\n", - "# Format x-axis to show month and year\n", - "plt.gca().xaxis.set_major_formatter(plt.matplotlib.dates.DateFormatter('%b %Y'))\n", - "plt.gca().xaxis.set_major_locator(plt.matplotlib.dates.MonthLocator(interval=1))\n", - "\n", - "# Set y-axis to logarithmic scale\n", - "#plt.yscale('log')\n", - "\n", - "plt.xticks(rotation=45)\n", - "plt.legend()\n", - "plt.tight_layout()\n", - "plt.show()\n", - "\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": { - "hideCode": true, - "hidePrompt": true - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Plot the data\n", - "plt.figure(figsize=(14, 8))\n", - "\n", - "for country in countries_of_interest:\n", - " if country in monthly_death_data.index:\n", - " plt.plot(monthly_death_data.columns, monthly_death_data.loc[country], label=country)\n", - "\n", - "plt.xlabel('Date')\n", - "plt.ylabel('Cumulative Number of Cases')\n", - "plt.title('Cumulative Number of COVID-19 Cases Over Time by Month - Log')\n", - "\n", - "# Format x-axis to show month and year\n", - "plt.gca().xaxis.set_major_formatter(plt.matplotlib.dates.DateFormatter('%b %Y'))\n", - "plt.gca().xaxis.set_major_locator(plt.matplotlib.dates.MonthLocator(interval=1))\n", - "\n", - "# Set y-axis to logarithmic scale\n", - "plt.yscale('log')\n", - "\n", - "plt.xticks(rotation=45)\n", - "plt.legend()\n", - "plt.tight_layout()\n", - "plt.show()\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "hideCode": true, - "hidePrompt": true - }, - "source": [ - "## 1st: fr_dead" - ] - }, - { - "cell_type": "code", - "execution_count": 157, - "metadata": { - "hideCode": true, - "hidePrompt": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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Country/Region2020-01-312020-02-292020-03-312020-04-302020-05-312020-06-302020-07-312020-08-312020-09-30...2022-06-302022-07-312022-08-312022-09-302022-10-312022-11-302022-12-312023-01-312023-02-282023-03-31
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" - ], - "text/plain": [ - " Country/Region 2020-01-31 2020-02-29 2020-03-31 2020-04-30 2020-05-31 \\\n", - "0 France 57355 51413 63128 66948 49140 \n", - "\n", - " 2020-06-30 2020-07-31 2020-08-31 2020-09-30 ... 2022-06-30 \\\n", - "0 46295 47220 49317 49377 ... 48379 \n", - "\n", - " 2022-07-31 2022-08-31 2022-09-30 2022-10-31 2022-11-30 2022-12-31 \\\n", - "0 54724 52838 49600 55868 54743 70566 \n", - "\n", - " 2023-01-31 2023-02-28 2023-03-31 \n", - "0 64000 52100 55300 \n", - "\n", - "[1 rows x 40 columns]" - ] - }, - "execution_count": 157, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "fr_death = pd.read_csv('https://app-learninglab.inria.fr/moocrr/gitlab/082aa0aa9507b80b621099010e33de9d/mooc-rr/raw/master/module3/exo3/monthly_values.csv')\n", - "fr_death" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "hideCode": true, - "hidePrompt": true - }, - "source": [ - "## 2nd: grouped_france_data" - ] - }, - { - "cell_type": "code", - "execution_count": 133, - "metadata": { - "hideCode": true, - "hidePrompt": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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Province/StateCountry/RegionLatLong1/22/201/23/201/24/201/25/201/26/201/27/20...2/28/233/1/233/2/233/3/233/4/233/5/233/6/233/7/233/8/233/9/23
120French GuianaFrance3.933900-53.125800000000...413413413413413413413413413413
121French PolynesiaFrance-17.679700149.406800000000...649649649649649649649649649649
122GuadeloupeFrance16.265000-61.551000000000...1010101010101010101010101010101010101010
123MartiniqueFrance14.641500-61.024200000000...1092109210921092109210921092109210921092
124MayotteFrance-12.82750045.166244000000...187187187187187187187187187187
125New CaledoniaFrance-20.904305165.618042000000...314314314314314314314314314314
126ReunionFrance-21.11510055.536400000000...921921921921921921921921921921
127Saint BarthelemyFrance17.900000-62.833300000000...6666666666
128Saint Pierre and MiquelonFrance46.885200-56.315900000000...2222222222
129St MartinFrance18.070800-63.050100000000...63636363636363636363
130Wallis and FutunaFrance-14.293800-178.116500000000...7777777777
131NaNFrance46.2276002.213700000000...161340161365161386161407161407161407161450161474161501161512
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12 rows × 1147 columns

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" - ], - "text/plain": [ - " Province/State Country/Region Lat Long 1/22/20 \\\n", - "120 French Guiana France 3.933900 -53.125800 0 \n", - "121 French Polynesia France -17.679700 149.406800 0 \n", - "122 Guadeloupe France 16.265000 -61.551000 0 \n", - "123 Martinique France 14.641500 -61.024200 0 \n", - "124 Mayotte France -12.827500 45.166244 0 \n", - "125 New Caledonia France -20.904305 165.618042 0 \n", - "126 Reunion France -21.115100 55.536400 0 \n", - "127 Saint Barthelemy France 17.900000 -62.833300 0 \n", - "128 Saint Pierre and Miquelon France 46.885200 -56.315900 0 \n", - "129 St Martin France 18.070800 -63.050100 0 \n", - "130 Wallis and Futuna France -14.293800 -178.116500 0 \n", - "131 NaN France 46.227600 2.213700 0 \n", - "\n", - " 1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 ... 2/28/23 3/1/23 \\\n", - "120 0 0 0 0 0 ... 413 413 \n", - "121 0 0 0 0 0 ... 649 649 \n", - "122 0 0 0 0 0 ... 1010 1010 \n", - "123 0 0 0 0 0 ... 1092 1092 \n", - "124 0 0 0 0 0 ... 187 187 \n", - "125 0 0 0 0 0 ... 314 314 \n", - "126 0 0 0 0 0 ... 921 921 \n", - "127 0 0 0 0 0 ... 6 6 \n", - "128 0 0 0 0 0 ... 2 2 \n", - "129 0 0 0 0 0 ... 63 63 \n", - "130 0 0 0 0 0 ... 7 7 \n", - "131 0 0 0 0 0 ... 161340 161365 \n", - "\n", - " 3/2/23 3/3/23 3/4/23 3/5/23 3/6/23 3/7/23 3/8/23 3/9/23 \n", - "120 413 413 413 413 413 413 413 413 \n", - "121 649 649 649 649 649 649 649 649 \n", - "122 1010 1010 1010 1010 1010 1010 1010 1010 \n", - "123 1092 1092 1092 1092 1092 1092 1092 1092 \n", - "124 187 187 187 187 187 187 187 187 \n", - "125 314 314 314 314 314 314 314 314 \n", - "126 921 921 921 921 921 921 921 921 \n", - "127 6 6 6 6 6 6 6 6 \n", - "128 2 2 2 2 2 2 2 2 \n", - "129 63 63 63 63 63 63 63 63 \n", - "130 7 7 7 7 7 7 7 7 \n", - "131 161386 161407 161407 161407 161450 161474 161501 161512 \n", - "\n", - "[12 rows x 1147 columns]" - ] - }, - "execution_count": 133, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "#filter only france from data pre\n", - "\n", - "filtered_france_data = death_data[death_data['Country/Region'].isin([\"France\"])]\n", - "filtered_france_data" - ] - }, - { - "cell_type": "code", - "execution_count": 134, + "cell_type": "markdown", "metadata": { "hideCode": true, + "hideOutput": true, "hidePrompt": true }, + "source": [ + "## III. France daily number" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3.1 Import data" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, "outputs": [ { "data": { @@ -9712,152 +8074,96 @@ " \n", " \n", " \n", - " 1/22/20\n", - " 1/23/20\n", - " 1/24/20\n", - " 1/25/20\n", - " 1/26/20\n", - " 1/27/20\n", - " 1/28/20\n", - " 1/29/20\n", - " 1/30/20\n", - " 1/31/20\n", + " Label\n", + " 2020-01\n", + " 2020-02\n", + " 2020-03\n", + " 2020-04\n", + " 2020-05\n", + " 2020-06\n", + " 2020-07\n", + " 2020-08\n", + " 2020-09\n", " ...\n", - " 2/28/23\n", - " 3/1/23\n", - " 3/2/23\n", - " 3/3/23\n", - " 3/4/23\n", - " 3/5/23\n", - " 3/6/23\n", - " 3/7/23\n", - " 3/8/23\n", - " 3/9/23\n", - " \n", - " \n", - " Country/Region\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " 2022-06\n", + " 2022-07\n", + " 2022-08\n", + " 2022-09\n", + " 2022-10\n", + " 2022-11\n", + " 2022-12\n", + " 2023-01\n", + " 2023-02\n", + " 2023-03\n", " \n", " \n", " \n", " \n", - " France\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " ...\n", - " 166004\n", - " 166029\n", - " 166050\n", - " 166071\n", - " 166071\n", - " 166071\n", - " 166114\n", - " 166138\n", - " 166165\n", - " 166176\n", + " 0\n", + " Demography - Number of deaths - Metropolitan F...\n", + " 56261\n", + " 50329\n", + " 61898\n", + " 65851\n", + " 47953\n", + " 45113\n", + " 45999\n", + " 48041\n", + " 48037\n", + " ...\n", + " 46973\n", + " 53298\n", + " 51367\n", + " 48234\n", + " 54605\n", + " 53545\n", + " 69226\n", + " 62600\n", + " 51000\n", + " 54100\n", " \n", " \n", "\n", - "

1 rows × 1143 columns

\n", + "

1 rows × 40 columns

\n", "" ], "text/plain": [ - " 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 1/28/20 \\\n", - "Country/Region \n", - "France 0 0 0 0 0 0 0 \n", + " Label 2020-01 2020-02 \\\n", + "0 Demography - Number of deaths - Metropolitan F... 56261 50329 \n", "\n", - " 1/29/20 1/30/20 1/31/20 ... 2/28/23 3/1/23 3/2/23 \\\n", - "Country/Region ... \n", - "France 0 0 0 ... 166004 166029 166050 \n", + " 2020-03 2020-04 2020-05 2020-06 2020-07 2020-08 2020-09 ... \\\n", + "0 61898 65851 47953 45113 45999 48041 48037 ... \n", "\n", - " 3/3/23 3/4/23 3/5/23 3/6/23 3/7/23 3/8/23 3/9/23 \n", - "Country/Region \n", - "France 166071 166071 166071 166114 166138 166165 166176 \n", + " 2022-06 2022-07 2022-08 2022-09 2022-10 2022-11 2022-12 2023-01 \\\n", + "0 46973 53298 51367 48234 54605 53545 69226 62600 \n", "\n", - "[1 rows x 1143 columns]" - ] - }, - "execution_count": 134, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Remove unuse col\n", - "filtered_france_data = filtered_france_data.drop(columns=['Province/State', 'Lat', 'Long'])\n", - "\n", - "grouped_france_data = filtered_france_data.groupby('Country/Region').sum()\n", - "grouped_france_data" - ] - }, - { - "cell_type": "code", - "execution_count": 136, - "metadata": { - "hideCode": true, - "hidePrompt": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "pandas.core.frame.DataFrame" + " 2023-02 2023-03 \n", + "0 51000 54100 \n", + "\n", + "[1 rows x 40 columns]" ] }, - "execution_count": 136, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "type(grouped_france_data)" + "monthly_data = pd.read_csv('https://app-learninglab.inria.fr/moocrr/gitlab/082aa0aa9507b80b621099010e33de9d/mooc-rr/raw/master/module3/exo3/monthly_values_1.csv?inline=false')\n", + "monthly_data" ] }, { "cell_type": "markdown", - "metadata": { - "hideCode": true, - "hidePrompt": true - }, + "metadata": {}, "source": [ - "## 2nd: france_dead " + "### 3.2 Cumumlative sum data by month" ] }, { "cell_type": "code", - "execution_count": 86, - "metadata": { - "hideCode": true, - "hidePrompt": true - }, + "execution_count": 18, + "metadata": {}, "outputs": [ { "data": { @@ -9880,596 +8186,161 @@ " \n", " \n", " \n", - " 2020-01-31 00:00:00\n", - " 2020-02-29 00:00:00\n", - " 2020-03-31 00:00:00\n", - " 2020-04-30 00:00:00\n", - " 2020-05-31 00:00:00\n", - " 2020-06-30 00:00:00\n", - " 2020-07-31 00:00:00\n", - " 2020-08-31 00:00:00\n", - " 2020-09-30 00:00:00\n", - " 2020-10-31 00:00:00\n", + " Label\n", + " 2020-01\n", + " 2020-02\n", + " 2020-03\n", + " 2020-04\n", + " 2020-05\n", + " 2020-06\n", + " 2020-07\n", + " 2020-08\n", + " 2020-09\n", " ...\n", - " 2022-06-30 00:00:00\n", - " 2022-07-31 00:00:00\n", - " 2022-08-31 00:00:00\n", - " 2022-09-30 00:00:00\n", - " 2022-10-31 00:00:00\n", - " 2022-11-30 00:00:00\n", - " 2022-12-31 00:00:00\n", - " 2023-01-31 00:00:00\n", - " 2023-02-28 00:00:00\n", - " 2023-03-31 00:00:00\n", - " \n", - " \n", - " Country/Region\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " 2022-06\n", + " 2022-07\n", + " 2022-08\n", + " 2022-09\n", + " 2022-10\n", + " 2022-11\n", + " 2022-12\n", + " 2023-01\n", + " 2023-02\n", + " 2023-03\n", " \n", " \n", " \n", " \n", - " Belgium\n", - " 0\n", - " 0\n", - " 705\n", - " 7594\n", - " 9467\n", - " 9747\n", - " 9841\n", - " 9895\n", - " 10016\n", - " 11625\n", - " ...\n", - " 31918\n", - " 32228\n", - " 32516\n", - " 32673\n", - " 32902\n", - " 33061\n", - " 33228\n", - " 33557\n", - " 33717\n", - " 33814\n", - " \n", - " \n", - " China\n", - " 213\n", - " 2837\n", - " 3323\n", - " 4697\n", - " 4708\n", - " 4713\n", - " 4733\n", - " 4796\n", - " 4813\n", - " 4814\n", - " ...\n", - " 14927\n", - " 15046\n", - " 15240\n", - " 15713\n", - " 15952\n", - " 15986\n", - " 17102\n", - " 97663\n", - " 101048\n", - " 101056\n", - " \n", - " \n", - " France\n", - " 0\n", - " 2\n", - " 3526\n", - " 24349\n", - " 28805\n", - " 29846\n", - " 30268\n", - " 30646\n", - " 31978\n", - " 36827\n", - " ...\n", - " 150572\n", - " 153023\n", - " 155133\n", - " 156152\n", - " 158034\n", - " 159990\n", - " 163003\n", - " 165274\n", - " 166004\n", - " 166176\n", - " \n", - " \n", - " Germany\n", - " 0\n", - " 0\n", - " 583\n", - " 6288\n", - " 8500\n", - " 8973\n", - " 9141\n", - " 9298\n", - " 9488\n", - " 10452\n", - " ...\n", - " 141105\n", - " 143855\n", - " 147404\n", - " 149948\n", - " 153544\n", - " 157791\n", - " 161465\n", - " 165711\n", - " 168086\n", - " 168935\n", - " \n", - " \n", - " Iran\n", - " 0\n", - " 43\n", - " 2898\n", - " 6028\n", - " 7797\n", - " 10817\n", - " 16766\n", - " 21571\n", - " 26169\n", - " 34864\n", - " ...\n", - " 141389\n", - " 141998\n", - " 143867\n", - " 144426\n", - " 144576\n", - " 144633\n", - " 144685\n", - " 144749\n", - " 144845\n", - " 144933\n", - " \n", - " \n", - " Italy\n", - " 0\n", - " 29\n", - " 12428\n", - " 27967\n", - " 33415\n", - " 34767\n", - " 35141\n", - " 35483\n", - " 35894\n", - " 38618\n", - " ...\n", - " 168353\n", - " 172086\n", - " 175595\n", - " 177092\n", - " 179101\n", - " 181098\n", - " 184642\n", - " 186833\n", - " 188094\n", - " 188322\n", - " \n", - " \n", - " Japan\n", - " 0\n", - " 6\n", - " 67\n", - " 481\n", - " 898\n", - " 974\n", - " 1013\n", - " 1300\n", - " 1575\n", - " 1770\n", - " ...\n", - " 31281\n", - " 32613\n", - " 39942\n", - " 44918\n", - " 46765\n", - " 49652\n", - " 57274\n", - " 68099\n", - " 72395\n", - " 72997\n", - " \n", - " \n", - " Korea, South\n", - " 0\n", - " 16\n", - " 162\n", - " 248\n", - " 271\n", - " 282\n", - " 301\n", - " 324\n", - " 415\n", - " 466\n", - " ...\n", - " 24555\n", - " 25068\n", - " 26876\n", - " 28445\n", - " 29209\n", - " 30568\n", - " 32219\n", - " 33486\n", - " 33988\n", - " 34093\n", - " \n", - " \n", - " Netherlands\n", - " 0\n", - " 0\n", - " 1040\n", - " 4811\n", - " 5975\n", - " 6132\n", - " 6166\n", - " 6252\n", - " 6457\n", - " 7459\n", - " ...\n", - " 23000\n", - " 23122\n", - " 23239\n", - " 23292\n", - " 23459\n", - " 23568\n", - " 23697\n", - " 23702\n", - " 23705\n", - " 23705\n", - " \n", - " \n", - " Portugal\n", - " 0\n", - " 0\n", - " 160\n", - " 989\n", - " 1410\n", - " 1576\n", - " 1735\n", - " 1822\n", - " 1971\n", - " 2507\n", - " ...\n", - " 24149\n", - " 24592\n", - " 24855\n", - " 25031\n", - " 25228\n", - " 25450\n", - " 25714\n", - " 26022\n", - " 26117\n", - " 26266\n", - " \n", - " \n", - " Spain\n", - " 0\n", - " 0\n", - " 8464\n", - " 24543\n", - " 27127\n", - " 28355\n", - " 28445\n", - " 29094\n", - " 31791\n", - " 35878\n", - " ...\n", - " 107906\n", - " 110719\n", - " 112600\n", - " 114179\n", - " 115078\n", - " 115901\n", - " 117095\n", - " 118434\n", - " 119380\n", - " 119479\n", - " \n", - " \n", - " US\n", - " 0\n", - " 1\n", - " 5359\n", - " 66638\n", - " 107857\n", - " 127432\n", - " 153969\n", - " 182794\n", - " 205957\n", - " 230545\n", - " ...\n", - " 1017377\n", - " 1030088\n", - " 1046240\n", - " 1059507\n", - " 1070376\n", - " 1080466\n", - " 1092764\n", - " 1108688\n", - " 1119917\n", - " 1123836\n", - " \n", - " \n", - " United Kingdom\n", - " 1\n", - " 3\n", - " 5145\n", - " 39062\n", - " 52569\n", - " 56284\n", - " 57434\n", - " 57984\n", - " 58875\n", - " 64308\n", - " ...\n", - " 201790\n", - " 205481\n", - " 207831\n", - " 209268\n", - " 212350\n", - " 214179\n", - " 217054\n", - " 220064\n", - " 220721\n", - " 220721\n", - " \n", - " \n", - "\n", - "

13 rows × 39 columns

\n", - "" - ], - "text/plain": [ - " 2020-01-31 2020-02-29 2020-03-31 2020-04-30 2020-05-31 \\\n", - "Country/Region \n", - "Belgium 0 0 705 7594 9467 \n", - "China 213 2837 3323 4697 4708 \n", - "France 0 2 3526 24349 28805 \n", - "Germany 0 0 583 6288 8500 \n", - "Iran 0 43 2898 6028 7797 \n", - "Italy 0 29 12428 27967 33415 \n", - "Japan 0 6 67 481 898 \n", - "Korea, South 0 16 162 248 271 \n", - "Netherlands 0 0 1040 4811 5975 \n", - "Portugal 0 0 160 989 1410 \n", - "Spain 0 0 8464 24543 27127 \n", - "US 0 1 5359 66638 107857 \n", - "United Kingdom 1 3 5145 39062 52569 \n", - "\n", - " 2020-06-30 2020-07-31 2020-08-31 2020-09-30 2020-10-31 \\\n", - "Country/Region \n", - "Belgium 9747 9841 9895 10016 11625 \n", - "China 4713 4733 4796 4813 4814 \n", - "France 29846 30268 30646 31978 36827 \n", - "Germany 8973 9141 9298 9488 10452 \n", - "Iran 10817 16766 21571 26169 34864 \n", - "Italy 34767 35141 35483 35894 38618 \n", - "Japan 974 1013 1300 1575 1770 \n", - "Korea, South 282 301 324 415 466 \n", - "Netherlands 6132 6166 6252 6457 7459 \n", - "Portugal 1576 1735 1822 1971 2507 \n", - "Spain 28355 28445 29094 31791 35878 \n", - "US 127432 153969 182794 205957 230545 \n", - "United Kingdom 56284 57434 57984 58875 64308 \n", - "\n", - " ... 2022-06-30 2022-07-31 2022-08-31 2022-09-30 \\\n", - "Country/Region ... \n", - "Belgium ... 31918 32228 32516 32673 \n", - "China ... 14927 15046 15240 15713 \n", - "France ... 150572 153023 155133 156152 \n", - "Germany ... 141105 143855 147404 149948 \n", - "Iran ... 141389 141998 143867 144426 \n", - "Italy ... 168353 172086 175595 177092 \n", - "Japan ... 31281 32613 39942 44918 \n", - "Korea, South ... 24555 25068 26876 28445 \n", - "Netherlands ... 23000 23122 23239 23292 \n", - "Portugal ... 24149 24592 24855 25031 \n", - "Spain ... 107906 110719 112600 114179 \n", - "US ... 1017377 1030088 1046240 1059507 \n", - "United Kingdom ... 201790 205481 207831 209268 \n", - "\n", - " 2022-10-31 2022-11-30 2022-12-31 2023-01-31 2023-02-28 \\\n", - "Country/Region \n", - "Belgium 32902 33061 33228 33557 33717 \n", - "China 15952 15986 17102 97663 101048 \n", - "France 158034 159990 163003 165274 166004 \n", - "Germany 153544 157791 161465 165711 168086 \n", - "Iran 144576 144633 144685 144749 144845 \n", - "Italy 179101 181098 184642 186833 188094 \n", - "Japan 46765 49652 57274 68099 72395 \n", - "Korea, South 29209 30568 32219 33486 33988 \n", - "Netherlands 23459 23568 23697 23702 23705 \n", - "Portugal 25228 25450 25714 26022 26117 \n", - "Spain 115078 115901 117095 118434 119380 \n", - "US 1070376 1080466 1092764 1108688 1119917 \n", - "United Kingdom 212350 214179 217054 220064 220721 \n", - "\n", - " 2023-03-31 \n", - "Country/Region \n", - "Belgium 33814 \n", - "China 101056 \n", - "France 166176 \n", - "Germany 168935 \n", - "Iran 144933 \n", - "Italy 188322 \n", - "Japan 72997 \n", - "Korea, South 34093 \n", - "Netherlands 23705 \n", - "Portugal 26266 \n", - "Spain 119479 \n", - "US 1123836 \n", - "United Kingdom 220721 \n", - "\n", - "[13 rows x 39 columns]" - ] - }, - "execution_count": 86, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "monthly_death_data" - ] - }, - { - "cell_type": "code", - "execution_count": 99, - "metadata": { - "hideCode": true, - "hidePrompt": true - }, - "outputs": [ - { - "data": { + " 0\n", + " Demography - Number of deaths - Metropolitan F...\n", + " 56261\n", + " 106590\n", + " 168488\n", + " 234339\n", + " 282292\n", + " 327405\n", + " 373404\n", + " 421445\n", + " 469482\n", + " ...\n", + " 1626959\n", + " 1680257\n", + " 1731624\n", + " 1779858\n", + " 1834463\n", + " 1888008\n", + " 1957234\n", + " 2019834\n", + " 2070834\n", + " 2124934\n", + " \n", + " \n", + "\n", + "

1 rows × 40 columns

\n", + "" + ], "text/plain": [ - "pandas.core.series.Series" + " Label 2020-01 2020-02 \\\n", + "0 Demography - Number of deaths - Metropolitan F... 56261 106590 \n", + "\n", + " 2020-03 2020-04 2020-05 2020-06 2020-07 2020-08 2020-09 ... \\\n", + "0 168488 234339 282292 327405 373404 421445 469482 ... \n", + "\n", + " 2022-06 2022-07 2022-08 2022-09 2022-10 2022-11 2022-12 2023-01 \\\n", + "0 1626959 1680257 1731624 1779858 1834463 1888008 1957234 2019834 \n", + "\n", + " 2023-02 2023-03 \n", + "0 2070834 2124934 \n", + "\n", + "[1 rows x 40 columns]" ] }, - "execution_count": 99, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "type(france_dead_data) #covid death, 2nd way extract" + "\n", + "# Exclude the first column (Label) and convert the remaining columns to numeric format (assuming they represent numbers)\n", + "data_columns = monthly_data.columns[1:]\n", + "monthly_data[data_columns] = monthly_data[data_columns].apply(pd.to_numeric)\n", + "\n", + "# Calculate the cumulative sum for each month\n", + "new_cul_data = monthly_data.copy() # Create a copy to avoid modifying the original DataFrame\n", + "new_cul_data[data_columns] = new_cul_data[data_columns].cumsum(axis=1)\n", + "\n", + "# Display the new DataFrame with cumulative data\n", + "display(new_cul_data)\n" ] }, { - "cell_type": "code", - "execution_count": 81, - "metadata": { - "hideCode": true, - "hidePrompt": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "pandas.core.frame.DataFrame" - ] - }, - "execution_count": 81, - "metadata": {}, - "output_type": "execute_result" - } - ], + "cell_type": "markdown", + "metadata": {}, "source": [ - "type(monthly_death_data)" + "### 3.2 Plot the graph" ] }, { "cell_type": "code", - "execution_count": 82, - "metadata": { - "hideCode": true, - "hidePrompt": true - }, + "execution_count": 19, + "metadata": {}, "outputs": [ { "data": { + "image/png": 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" ] }, - "execution_count": 82, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "type(filtered_france_data)" - ] - }, - { - "cell_type": "code", - "execution_count": 102, - "metadata": { - "hideCode": true, - "hidePrompt": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "pandas.core.frame.DataFrame" - ] + "metadata": { + "needs_background": "light" }, - "execution_count": 102, - "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "type(fr_death) #normal death" + "# Set the date range for the x-axis labels\n", + "date_range = new_cul_data.columns[1:]\n", + "\n", + "# Plot the cumulative data\n", + "plt.figure(figsize=(14, 8))\n", + "for index, row in new_cul_data.iterrows():\n", + " plt.plot(date_range, row[1:], label=row['Label'])\n", + "\n", + "# Customize the plot\n", + "plt.xlabel('Month')\n", + "plt.ylabel('Cumulative Number')\n", + "plt.title('Cumulative Number of Deaths Over Time')\n", + "plt.legend(loc='upper left')\n", + "plt.xticks(rotation=45)\n", + "plt.grid(True)\n", + "\n", + "# Show the plot\n", + "plt.tight_layout()\n", + "plt.show()" ] }, { - "cell_type": "code", - "execution_count": 105, + "cell_type": "markdown", "metadata": { - "hideCode": true, - "hidePrompt": true + "hideCode": false, + "hidePrompt": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "pandas.core.frame.DataFrame" - ] - }, - "execution_count": 105, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ - "type(grouped_france_data) #covid death, 1st way extract" + "## IV. Combine and plot two dataset" ] }, { "cell_type": "markdown", - "metadata": { - "hideCode": true, - "hidePrompt": true - }, + "metadata": {}, "source": [ - "## Plot compare *dead covid and dead daily" + "### 4.1 data set (dead by Covid)" ] }, { "cell_type": "code", - "execution_count": 128, - "metadata": { - "hideCode": true, - "hidePrompt": true - }, + "execution_count": 20, + "metadata": {}, "outputs": [ { "data": { @@ -10585,129 +8456,26 @@ "[1 rows x 1143 columns]" ] }, - "execution_count": 128, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "grouped_france_data" + "grouped_france_death_dataprint(test_data_last_day.index())" ] }, { - "cell_type": "code", - "execution_count": 158, - "metadata": { - "hideCode": true, - "hidePrompt": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " Country/Region 2020-01-31 2020-02-29 2020-03-31 2020-04-30 2020-05-31 \\\n", - "0 France 57355 51413 63128 66948 49140 \n", - "\n", - " 2020-06-30 2020-07-31 2020-08-31 2020-09-30 ... 2022-06-30 \\\n", - "0 46295 47220 49317 49377 ... 48379 \n", - "\n", - " 2022-07-31 2022-08-31 2022-09-30 2022-10-31 2022-11-30 2022-12-31 \\\n", - "0 54724 52838 49600 55868 54743 70566 \n", - "\n", - " 2023-01-31 2023-02-28 2023-03-31 \n", - "0 64000 52100 55300 \n", - "\n", - "[1 rows x 40 columns]" - ] - }, - "execution_count": 158, - "metadata": {}, - "output_type": "execute_result" - } - ], + "cell_type": "markdown", + "metadata": {}, "source": [ - "fr_death" + "*See by month*" ] }, { "cell_type": "code", - "execution_count": 143, - "metadata": { - "hideCode": true, - "hidePrompt": true - }, + "execution_count": 21, + "metadata": {}, "outputs": [ { "data": { @@ -10750,7 +8518,7 @@ " 2022-12-31 00:00:00\n", " 2023-01-31 00:00:00\n", " 2023-02-28 00:00:00\n", - " 2023-03-31 00:00:00\n", + " 2023-03-09 00:00:00\n", " \n", " \n", " Country/Region\n", @@ -10779,54 +8547,6 @@ " \n", " \n", " \n", - " Belgium\n", - " 0\n", - " 0\n", - " 705\n", - " 7594\n", - " 9467\n", - " 9747\n", - " 9841\n", - " 9895\n", - " 10016\n", - " 11625\n", - " ...\n", - " 31918\n", - " 32228\n", - " 32516\n", - " 32673\n", - " 32902\n", - " 33061\n", - " 33228\n", - " 33557\n", - " 33717\n", - " 33814\n", - " \n", - " \n", - " China\n", - " 213\n", - " 2837\n", - " 3323\n", - " 4697\n", - " 4708\n", - " 4713\n", - " 4733\n", - " 4796\n", - " 4813\n", - " 4814\n", - " ...\n", - " 14927\n", - " 15046\n", - " 15240\n", - " 15713\n", - " 15952\n", - " 15986\n", - " 17102\n", - " 97663\n", - " 101048\n", - " 101056\n", - " \n", - " \n", " France\n", " 0\n", " 2\n", @@ -10834,502 +8554,85 @@ " 24349\n", " 28805\n", " 29846\n", - " 30268\n", - " 30646\n", - " 31978\n", - " 36827\n", - " ...\n", - " 150572\n", - " 153023\n", - " 155133\n", - " 156152\n", - " 158034\n", - " 159990\n", - " 163003\n", - " 165274\n", - " 166004\n", - " 166176\n", - " \n", - " \n", - " Germany\n", - " 0\n", - " 0\n", - " 583\n", - " 6288\n", - " 8500\n", - " 8973\n", - " 9141\n", - " 9298\n", - " 9488\n", - " 10452\n", - " ...\n", - " 141105\n", - " 143855\n", - " 147404\n", - " 149948\n", - " 153544\n", - " 157791\n", - " 161465\n", - " 165711\n", - " 168086\n", - " 168935\n", - " \n", - " \n", - " Iran\n", - " 0\n", - " 43\n", - " 2898\n", - " 6028\n", - " 7797\n", - " 10817\n", - " 16766\n", - " 21571\n", - " 26169\n", - " 34864\n", - " ...\n", - " 141389\n", - " 141998\n", - " 143867\n", - " 144426\n", - " 144576\n", - " 144633\n", - " 144685\n", - " 144749\n", - " 144845\n", - " 144933\n", - " \n", - " \n", - " Italy\n", - " 0\n", - " 29\n", - " 12428\n", - " 27967\n", - " 33415\n", - " 34767\n", - " 35141\n", - " 35483\n", - " 35894\n", - " 38618\n", - " ...\n", - " 168353\n", - " 172086\n", - " 175595\n", - " 177092\n", - " 179101\n", - " 181098\n", - " 184642\n", - " 186833\n", - " 188094\n", - " 188322\n", - " \n", - " \n", - " Japan\n", - " 0\n", - " 6\n", - " 67\n", - " 481\n", - " 898\n", - " 974\n", - " 1013\n", - " 1300\n", - " 1575\n", - " 1770\n", - " ...\n", - " 31281\n", - " 32613\n", - " 39942\n", - " 44918\n", - " 46765\n", - " 49652\n", - " 57274\n", - " 68099\n", - " 72395\n", - " 72997\n", - " \n", - " \n", - " Korea, South\n", - " 0\n", - " 16\n", - " 162\n", - " 248\n", - " 271\n", - " 282\n", - " 301\n", - " 324\n", - " 415\n", - " 466\n", - " ...\n", - " 24555\n", - " 25068\n", - " 26876\n", - " 28445\n", - " 29209\n", - " 30568\n", - " 32219\n", - " 33486\n", - " 33988\n", - " 34093\n", - " \n", - " \n", - " Netherlands\n", - " 0\n", - " 0\n", - " 1040\n", - " 4811\n", - " 5975\n", - " 6132\n", - " 6166\n", - " 6252\n", - " 6457\n", - " 7459\n", - " ...\n", - " 23000\n", - " 23122\n", - " 23239\n", - " 23292\n", - " 23459\n", - " 23568\n", - " 23697\n", - " 23702\n", - " 23705\n", - " 23705\n", - " \n", - " \n", - " Portugal\n", - " 0\n", - " 0\n", - " 160\n", - " 989\n", - " 1410\n", - " 1576\n", - " 1735\n", - " 1822\n", - " 1971\n", - " 2507\n", - " ...\n", - " 24149\n", - " 24592\n", - " 24855\n", - " 25031\n", - " 25228\n", - " 25450\n", - " 25714\n", - " 26022\n", - " 26117\n", - " 26266\n", - " \n", - " \n", - " Spain\n", - " 0\n", - " 0\n", - " 8464\n", - " 24543\n", - " 27127\n", - " 28355\n", - " 28445\n", - " 29094\n", - " 31791\n", - " 35878\n", - " ...\n", - " 107906\n", - " 110719\n", - " 112600\n", - " 114179\n", - " 115078\n", - " 115901\n", - " 117095\n", - " 118434\n", - " 119380\n", - " 119479\n", - " \n", - " \n", - " US\n", - " 0\n", - " 1\n", - " 5359\n", - " 66638\n", - " 107857\n", - " 127432\n", - " 153969\n", - " 182794\n", - " 205957\n", - " 230545\n", - " ...\n", - " 1017377\n", - " 1030088\n", - " 1046240\n", - " 1059507\n", - " 1070376\n", - " 1080466\n", - " 1092764\n", - " 1108688\n", - " 1119917\n", - " 1123836\n", - " \n", - " \n", - " United Kingdom\n", - " 1\n", - " 3\n", - " 5145\n", - " 39062\n", - " 52569\n", - " 56284\n", - " 57434\n", - " 57984\n", - " 58875\n", - " 64308\n", - " ...\n", - " 201790\n", - " 205481\n", - " 207831\n", - " 209268\n", - " 212350\n", - " 214179\n", - " 217054\n", - " 220064\n", - " 220721\n", - " 220721\n", + " 30268\n", + " 30646\n", + " 31978\n", + " 36827\n", + " ...\n", + " 150572\n", + " 153023\n", + " 155133\n", + " 156152\n", + " 158034\n", + " 159990\n", + " 163003\n", + " 165274\n", + " 166004\n", + " 166176\n", " \n", " \n", "\n", - "

13 rows × 39 columns

\n", + "

1 rows × 39 columns

\n", "" ], "text/plain": [ " 2020-01-31 2020-02-29 2020-03-31 2020-04-30 2020-05-31 \\\n", "Country/Region \n", - "Belgium 0 0 705 7594 9467 \n", - "China 213 2837 3323 4697 4708 \n", "France 0 2 3526 24349 28805 \n", - "Germany 0 0 583 6288 8500 \n", - "Iran 0 43 2898 6028 7797 \n", - "Italy 0 29 12428 27967 33415 \n", - "Japan 0 6 67 481 898 \n", - "Korea, South 0 16 162 248 271 \n", - "Netherlands 0 0 1040 4811 5975 \n", - "Portugal 0 0 160 989 1410 \n", - "Spain 0 0 8464 24543 27127 \n", - "US 0 1 5359 66638 107857 \n", - "United Kingdom 1 3 5145 39062 52569 \n", "\n", " 2020-06-30 2020-07-31 2020-08-31 2020-09-30 2020-10-31 \\\n", "Country/Region \n", - "Belgium 9747 9841 9895 10016 11625 \n", - "China 4713 4733 4796 4813 4814 \n", "France 29846 30268 30646 31978 36827 \n", - "Germany 8973 9141 9298 9488 10452 \n", - "Iran 10817 16766 21571 26169 34864 \n", - "Italy 34767 35141 35483 35894 38618 \n", - "Japan 974 1013 1300 1575 1770 \n", - "Korea, South 282 301 324 415 466 \n", - "Netherlands 6132 6166 6252 6457 7459 \n", - "Portugal 1576 1735 1822 1971 2507 \n", - "Spain 28355 28445 29094 31791 35878 \n", - "US 127432 153969 182794 205957 230545 \n", - "United Kingdom 56284 57434 57984 58875 64308 \n", "\n", " ... 2022-06-30 2022-07-31 2022-08-31 2022-09-30 \\\n", "Country/Region ... \n", - "Belgium ... 31918 32228 32516 32673 \n", - "China ... 14927 15046 15240 15713 \n", "France ... 150572 153023 155133 156152 \n", - "Germany ... 141105 143855 147404 149948 \n", - "Iran ... 141389 141998 143867 144426 \n", - "Italy ... 168353 172086 175595 177092 \n", - "Japan ... 31281 32613 39942 44918 \n", - "Korea, South ... 24555 25068 26876 28445 \n", - "Netherlands ... 23000 23122 23239 23292 \n", - "Portugal ... 24149 24592 24855 25031 \n", - "Spain ... 107906 110719 112600 114179 \n", - "US ... 1017377 1030088 1046240 1059507 \n", - "United Kingdom ... 201790 205481 207831 209268 \n", "\n", " 2022-10-31 2022-11-30 2022-12-31 2023-01-31 2023-02-28 \\\n", "Country/Region \n", - "Belgium 32902 33061 33228 33557 33717 \n", - "China 15952 15986 17102 97663 101048 \n", "France 158034 159990 163003 165274 166004 \n", - "Germany 153544 157791 161465 165711 168086 \n", - "Iran 144576 144633 144685 144749 144845 \n", - "Italy 179101 181098 184642 186833 188094 \n", - "Japan 46765 49652 57274 68099 72395 \n", - "Korea, South 29209 30568 32219 33486 33988 \n", - "Netherlands 23459 23568 23697 23702 23705 \n", - "Portugal 25228 25450 25714 26022 26117 \n", - "Spain 115078 115901 117095 118434 119380 \n", - "US 1070376 1080466 1092764 1108688 1119917 \n", - "United Kingdom 212350 214179 217054 220064 220721 \n", "\n", - " 2023-03-31 \n", + " 2023-03-09 \n", "Country/Region \n", - "Belgium 33814 \n", - "China 101056 \n", "France 166176 \n", - "Germany 168935 \n", - "Iran 144933 \n", - "Italy 188322 \n", - "Japan 72997 \n", - "Korea, South 34093 \n", - "Netherlands 23705 \n", - "Portugal 26266 \n", - "Spain 119479 \n", - "US 1123836 \n", - "United Kingdom 220721 \n", "\n", - "[13 rows x 39 columns]" - ] - }, - "execution_count": 143, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "monthly_death_data" - ] - }, - { - "cell_type": "code", - "execution_count": 155, - "metadata": { - "hideCode": true, - "hidePrompt": true - }, - "outputs": [], - "source": [ - "monthly_death_data.to_csv('monthly_death_data.csv')" - ] - }, - { - "cell_type": "code", - "execution_count": 156, - "metadata": { - "hideCode": true, - "hidePrompt": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "monthly_death_data.csv
" - ], - "text/plain": [ - "/home/jovyan/work/module3/exo3/monthly_death_data.csv" - ] - }, - "execution_count": 156, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from IPython.display import FileLink\n", - "FileLink('monthly_death_data.csv')" - ] - }, - { - "cell_type": "code", - "execution_count": 160, - "metadata": { - "hideCode": true, - "hidePrompt": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Country/Region France\n", - "2020-01-31 57355\n", - "2020-02-29 51413\n", - "2020-03-31 63128\n", - "2020-04-30 66948\n", - "2020-05-31 49140\n", - "2020-06-30 46295\n", - "2020-07-31 47220\n", - "2020-08-31 49317\n", - "2020-09-30 49377\n", - "2020-10-31 58197\n", - "2020-11-30 66237\n", - "2020-12-31 64295\n", - "2021-01-31 66778\n", - "2021-02-28 57262\n", - "2021-03-31 58660\n", - "2021-04-30 57387\n", - "2021-05-31 52604\n", - "2021-06-30 46221\n", - "2021-07-31 48754\n", - "2021-08-31 51649\n", - "2021-09-30 50068\n", - "2021-10-31 54057\n", - "2021-11-30 53914\n", - "2021-12-31 64231\n", - "2022-01-31 66722\n", - "2022-02-28 57023\n", - "2022-03-31 57292\n", - "2022-04-30 56141\n", - "2022-05-31 51226\n", - "2022-06-30 48379\n", - "2022-07-31 54724\n", - "2022-08-31 52838\n", - "2022-09-30 49600\n", - "2022-10-31 55868\n", - "2022-11-30 54743\n", - "2022-12-31 70566\n", - "2023-01-31 64000\n", - "2023-02-28 52100\n", - "2023-03-31 55300\n", - "Name: 0, dtype: object" + "[1 rows x 39 columns]" ] }, - "execution_count": 160, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "france_row = fr_death.iloc[0]\n", - "france_row" + "test_data = pd.DataFrame(grouped_france_death_data)\n", + "\n", + "# Convert column names to datetime format\n", + "test_data.columns = pd.to_datetime(test_data.columns)\n", + "\n", + "# Identify last day of each month\n", + "last_day_of_each_month = test_data.columns.to_series().groupby([test_data.columns.year, test_data.columns.month]).max()\n", + "\n", + "# Filter columns to keep only the last day of each month\n", + "test_data_last_day = test_data[last_day_of_each_month]\n", + "test_data_last_day" ] }, { - "cell_type": "code", - "execution_count": 162, - "metadata": { - "hideCode": true, - "hidePrompt": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([57355, 51413, 63128, 66948, 49140, 46295, 47220, 49317, 49377,\n", - " 58197, 66237, 64295, 66778, 57262, 58660, 57387, 52604, 46221,\n", - " 48754, 51649, 50068, 54057, 53914, 64231, 66722, 57023, 57292,\n", - " 56141, 51226, 48379, 54724, 52838, 49600, 55868, 54743, 70566,\n", - " 64000, 52100, 55300], dtype=object)" - ] - }, - "execution_count": 162, - "metadata": {}, - "output_type": "execute_result" - } - ], + "cell_type": "markdown", + "metadata": {}, "source": [ - "france_values = france_row.drop('Country/Region').values\n", - "france_values" + "*plot the graph*" ] }, { "cell_type": "code", - "execution_count": 138, - "metadata": { - "hideCode": true, - "hidePrompt": true - }, + "execution_count": 101, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -11341,47 +8644,35 @@ } ], "source": [ - "import matplotlib.pyplot as plt\n", - "import pandas as pd\n", - "\n", - "# Ensure that the date indices/columns are in datetime format\n", - "monthly_death_data.columns = pd.to_datetime(monthly_death_data.columns)\n", - "france_dead_data.index = pd.to_datetime(france_dead_data.index)\n", + "# Set the date range for the x-axis labels\n", + "date_range_1 = test_data_last_day.columns[1:]\n", "\n", + "# Plot the cumulative data\n", "plt.figure(figsize=(14, 8))\n", + "for index, row in test_data_last_day.iterrows():\n", + " plt.plot(date_range_1, row[1:])\n", "\n", - "# Plotting cumulative cases for France from monthly_death_data\n", - "if 'France' in monthly_death_data.index:\n", - " plt.plot(monthly_death_data.columns, monthly_death_data.loc['France'], label='Cumulative Cases - France')\n", - "\n", - "# Plotting death data for France from france_dead_data\n", - "plt.plot(france_dead_data.index, france_dead_data, label='Deaths - France', linestyle='--', color='red')\n", - "\n", - "plt.xlabel('Date')\n", - "plt.ylabel('Number of Cases/Deaths')\n", - "plt.title('COVID-19 Cases and Deaths Over Time in France - Linear')\n", - "\n", - "# Format x-axis to show month and year\n", - "plt.gca().xaxis.set_major_formatter(plt.matplotlib.dates.DateFormatter('%b %Y'))\n", - "plt.gca().xaxis.set_major_locator(plt.matplotlib.dates.MonthLocator(interval=1))\n", - "\n", + "# Customize the plot\n", + "plt.xlabel('Month')\n", + "plt.ylabel('Cumulative Number')\n", + "plt.title('Cumulative Number of Deaths by COVID-19 Over Time')\n", + "plt.legend(loc='upper left')\n", "plt.xticks(rotation=45)\n", - "plt.legend()\n", + "plt.grid(True)\n", + "\n", + "# Show the plot\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 166, - "metadata": { - "hideCode": true, - "hidePrompt": true - }, + "execution_count": 103, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -11393,247 +8684,33 @@ } ], "source": [ - "import matplotlib.pyplot as plt\n", - "import pandas as pd\n", - "\n", - "# Ensure that the date indices/columns are in datetime format\n", - "monthly_death_data.columns = pd.to_datetime(monthly_death_data.columns)\n", + "# Set the date range for the x-axis labels\n", + "date_range_1 = test_data_last_day.columns[1:]\n", "\n", + "# Plot the cumulative data\n", "plt.figure(figsize=(14, 8))\n", + "for index1, row1 in test_data_last_day.iterrows():\n", + " plt.plot(date_range_1, row1[1:], label='Covid-19')\n", + " \n", + "for index2,row2 in new_cul_data.iterrows():\n", + " plt.plot(date_range_1, row2[2:], label='All reason')\n", "\n", - "# Plotting cumulative cases for France from monthly_death_data\n", - "if 'France' in monthly_death_data.index:\n", - " plt.plot(monthly_death_data.columns, monthly_death_data.loc['France'], label='Cumulative Cases - France')\n", - "\n", - "\n", - "plt.xlabel('Date')\n", - "plt.ylabel('Number of Cases/Deaths')\n", - "plt.title('COVID-19 Cases and Deaths Over Time in France - Linear')\n", - "\n", - "# Format x-axis to show month and year\n", - "plt.gca().xaxis.set_major_formatter(plt.matplotlib.dates.DateFormatter('%b %Y'))\n", - "plt.gca().xaxis.set_major_locator(plt.matplotlib.dates.MonthLocator(interval=1))\n", - "\n", - "plt.xticks(rotation=45)\n", - "plt.legend()\n", - "plt.tight_layout()\n", - "plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 165, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Calculate cumulative values\n", - "cumulative_values = []\n", - "cumulative_sum = 0\n", - "\n", - "for date in date_indices:\n", - " cumulative_sum += france_row[date]\n", - " cumulative_values.append(cumulative_sum)\n", - "\n", - "# Plotting\n", - "plt.figure(figsize=(12, 6))\n", - "plt.plot(date_indices, cumulative_values, marker='o', linestyle='-', color='b', label='Cumulative Cases/Deaths - France')\n", - "plt.title('Cumulative COVID-19 Cases/Deaths Over Time in France')\n", - "plt.xlabel('Date')\n", - "plt.ylabel('Cumulative Number of Cases/Deaths')\n", + "# Customize the plot\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Cumulative Number')\n", + "plt.title('Cumulative Number of Deaths by COVID-19 and all reason Over Time')\n", + "plt.legend(loc='upper left')\n", "plt.xticks(rotation=45)\n", "plt.grid(True)\n", - "plt.legend()\n", - "plt.tight_layout()\n", - "plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 169, - "metadata": {}, - "outputs": [ - { - "ename": "NameError", - "evalue": "name 'date_indices_monthly' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0mcumulative_values\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 3\u001b[0m \u001b[0mcumulative_sum\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mdate\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdate_indices_monthly\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 5\u001b[0m \u001b[0mcumulative_sum\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0mfrance_row\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mdate\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstrftime\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'%Y-%m-%d'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;31m# Convert datetime to string format for matching\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0mcumulative_values\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcumulative_sum\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mNameError\u001b[0m: name 'date_indices_monthly' is not defined" - ] - } - ], - "source": [ - "\n", - "\n", - "# Calculate cumulative values for France\n", - "cumulative_values = []\n", - "cumulative_sum = 0\n", - "for date in date_indices_monthly:\n", - " cumulative_sum += france_row[date.strftime('%Y-%m-%d')] # Convert datetime to string format for matching\n", - " cumulative_values.append(cumulative_sum)\n", - "\n", - "# Plotting\n", - "plt.figure(figsize=(14, 8))\n", - "\n", - "# Plotting cumulative cases for France from monthly_death_data\n", - "if 'France' in monthly_death_data.index:\n", - " plt.plot(date_indices_monthly, cumulative_values, marker='o', linestyle='-', color='b', label='Cumulative Cases - France')\n", "\n", - "# Plotting cumulative cases from monthly_death_data\n", - "plt.plot(date_indices_monthly, monthly_death_data.loc['France'], marker='o', linestyle='-', color='r', label='Monthly Cumulative Cases - France')\n", - "\n", - "plt.xlabel('Date')\n", - "plt.ylabel('Number of Cases/Deaths')\n", - "plt.title('COVID-19 Cases and Deaths Over Time in France')\n", - "plt.gca().xaxis.set_major_formatter(plt.matplotlib.dates.DateFormatter('%b %Y'))\n", - "plt.gca().xaxis.set_major_locator(plt.matplotlib.dates.MonthLocator(interval=1))\n", - "plt.xticks(rotation=45)\n", - "plt.legend()\n", + "# Show the plot\n", "plt.tight_layout()\n", - "plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 150, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DatetimeIndex(['1970-01-01'], dtype='datetime64[ns]', freq=None)" - ] - }, - "execution_count": 150, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "fr_death.index" - ] - }, - { - "cell_type": "code", - "execution_count": 151, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " Country/Region 2020-01 2020-02 2020-03 2020-04 2020-05 \\\n", - "1970-01-01 France 57355 51413 63128 66948 49140 \n", - "\n", - " 2020-06 2020-07 2020-08 2020-09 ... 2022-06 2022-07 \\\n", - "1970-01-01 46295 47220 49317 49377 ... 48379 54724 \n", - "\n", - " 2022-08 2022-09 2022-10 2022-11 2022-12 2023-01 2023-02 \\\n", - "1970-01-01 52838 49600 55868 54743 70566 64000 52100 \n", - "\n", - " 2023-03 \n", - "1970-01-01 55300 \n", - "\n", - "[1 rows x 40 columns]" - ] - }, - "execution_count": 151, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "fr_death" + "plt.show()" ] } ], "metadata": { + "celltoolbar": "Hide code", "hide_code_all_hidden": true, "kernelspec": { "display_name": "Python 3", -- 2.18.1