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@susanli2016
Created December 29, 2016 09:06
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33 Years of U.S. Immigration
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{
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{
"cell_type": "code",
"execution_count": 278,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"plt.style.use(\"ggplot\")"
]
},
{
"cell_type": "code",
"execution_count": 279,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 280,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"data_usa = pd.read_excel(\"usa.xlsx\", sheetname=\"USA by Place of birth\", skiprows=20, skip_footer=2)"
]
},
{
"cell_type": "code",
"execution_count": 281,
"metadata": {
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"outputs": [
{
"data": {
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"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Type</th>\n",
" <th>Coverage</th>\n",
" <th>OdName</th>\n",
" <th>AREA</th>\n",
" <th>AreaName</th>\n",
" <th>REG</th>\n",
" <th>RegName</th>\n",
" <th>DEV</th>\n",
" <th>DevName</th>\n",
" <th>1980</th>\n",
" <th>...</th>\n",
" <th>2004</th>\n",
" <th>2005</th>\n",
" <th>2006</th>\n",
" <th>2007</th>\n",
" <th>2008</th>\n",
" <th>2009</th>\n",
" <th>2010</th>\n",
" <th>2011</th>\n",
" <th>2012</th>\n",
" <th>2013</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Immigrants</td>\n",
" <td>Foreigners</td>\n",
" <td>Afghanistan</td>\n",
" <td>935</td>\n",
" <td>Asia</td>\n",
" <td>5501</td>\n",
" <td>Southern Asia</td>\n",
" <td>902</td>\n",
" <td>Less developed regions</td>\n",
" <td>722</td>\n",
" <td>...</td>\n",
" <td>2137</td>\n",
" <td>4749</td>\n",
" <td>3417</td>\n",
" <td>1753</td>\n",
" <td>2813</td>\n",
" <td>3165</td>\n",
" <td>2017</td>\n",
" <td>1648</td>\n",
" <td>1617</td>\n",
" <td>2196</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Immigrants</td>\n",
" <td>Foreigners</td>\n",
" <td>Albania</td>\n",
" <td>908</td>\n",
" <td>Europe</td>\n",
" <td>925</td>\n",
" <td>Southern Europe</td>\n",
" <td>901</td>\n",
" <td>More developed regions</td>\n",
" <td>30</td>\n",
" <td>...</td>\n",
" <td>3840</td>\n",
" <td>5947</td>\n",
" <td>7914</td>\n",
" <td>5737</td>\n",
" <td>5754</td>\n",
" <td>5137</td>\n",
" <td>4711</td>\n",
" <td>3612</td>\n",
" <td>3364</td>\n",
" <td>3186</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Immigrants</td>\n",
" <td>Foreigners</td>\n",
" <td>Algeria</td>\n",
" <td>903</td>\n",
" <td>Africa</td>\n",
" <td>912</td>\n",
" <td>Northern Africa</td>\n",
" <td>902</td>\n",
" <td>Less developed regions</td>\n",
" <td>175</td>\n",
" <td>...</td>\n",
" <td>805</td>\n",
" <td>1115</td>\n",
" <td>1300</td>\n",
" <td>1036</td>\n",
" <td>1037</td>\n",
" <td>1485</td>\n",
" <td>1305</td>\n",
" <td>1364</td>\n",
" <td>1369</td>\n",
" <td>1241</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Immigrants</td>\n",
" <td>Foreigners</td>\n",
" <td>American Samoa</td>\n",
" <td>909</td>\n",
" <td>Oceania</td>\n",
" <td>957</td>\n",
" <td>Polynesia</td>\n",
" <td>902</td>\n",
" <td>Less developed regions</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>12</td>\n",
" <td>15</td>\n",
" <td>28</td>\n",
" <td>11</td>\n",
" <td>14</td>\n",
" <td>19</td>\n",
" <td>14</td>\n",
" <td>D</td>\n",
" <td>-</td>\n",
" <td>D</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Immigrants</td>\n",
" <td>Foreigners</td>\n",
" <td>Andorra</td>\n",
" <td>908</td>\n",
" <td>Europe</td>\n",
" <td>925</td>\n",
" <td>Southern Europe</td>\n",
" <td>901</td>\n",
" <td>More developed regions</td>\n",
" <td>2</td>\n",
" <td>...</td>\n",
" <td>..</td>\n",
" <td>..</td>\n",
" <td>..</td>\n",
" <td>..</td>\n",
" <td>..</td>\n",
" <td>..</td>\n",
" <td>..</td>\n",
" <td>..</td>\n",
" <td>..</td>\n",
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" </tr>\n",
" </tbody>\n",
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"<p>5 rows × 43 columns</p>\n",
"</div>"
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"text/plain": [
" Type Coverage OdName AREA AreaName REG \\\n",
"0 Immigrants Foreigners Afghanistan 935 Asia 5501 \n",
"1 Immigrants Foreigners Albania 908 Europe 925 \n",
"2 Immigrants Foreigners Algeria 903 Africa 912 \n",
"3 Immigrants Foreigners American Samoa 909 Oceania 957 \n",
"4 Immigrants Foreigners Andorra 908 Europe 925 \n",
"\n",
" RegName DEV DevName 1980 ... 2004 2005 2006 \\\n",
"0 Southern Asia 902 Less developed regions 722 ... 2137 4749 3417 \n",
"1 Southern Europe 901 More developed regions 30 ... 3840 5947 7914 \n",
"2 Northern Africa 902 Less developed regions 175 ... 805 1115 1300 \n",
"3 Polynesia 902 Less developed regions 0 ... 12 15 28 \n",
"4 Southern Europe 901 More developed regions 2 ... .. .. .. \n",
"\n",
" 2007 2008 2009 2010 2011 2012 2013 \n",
"0 1753 2813 3165 2017 1648 1617 2196 \n",
"1 5737 5754 5137 4711 3612 3364 3186 \n",
"2 1036 1037 1485 1305 1364 1369 1241 \n",
"3 11 14 19 14 D - D \n",
"4 .. .. .. .. .. .. .. \n",
"\n",
"[5 rows x 43 columns]"
]
},
"execution_count": 281,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_usa.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### The data needs a lot of cleaning and wrangling."
]
},
{
"cell_type": "code",
"execution_count": 282,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
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" <th></th>\n",
" <th>OdName</th>\n",
" <th>AreaName</th>\n",
" <th>DevName</th>\n",
" <th>1980</th>\n",
" <th>1981</th>\n",
" <th>1982</th>\n",
" <th>1983</th>\n",
" <th>1984</th>\n",
" <th>1985</th>\n",
" <th>1986</th>\n",
" <th>...</th>\n",
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" <th>2012</th>\n",
" <th>2013</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Afghanistan</td>\n",
" <td>Asia</td>\n",
" <td>Less developed regions</td>\n",
" <td>722</td>\n",
" <td>1881</td>\n",
" <td>1569</td>\n",
" <td>2566</td>\n",
" <td>3222</td>\n",
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" <td>1648</td>\n",
" <td>1617</td>\n",
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" </tr>\n",
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" <th>1</th>\n",
" <td>Albania</td>\n",
" <td>Europe</td>\n",
" <td>More developed regions</td>\n",
" <td>30</td>\n",
" <td>11</td>\n",
" <td>23</td>\n",
" <td>22</td>\n",
" <td>32</td>\n",
" <td>45</td>\n",
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" <td>4711</td>\n",
" <td>3612</td>\n",
" <td>3364</td>\n",
" <td>3186</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Algeria</td>\n",
" <td>Africa</td>\n",
" <td>Less developed regions</td>\n",
" <td>175</td>\n",
" <td>184</td>\n",
" <td>190</td>\n",
" <td>201</td>\n",
" <td>197</td>\n",
" <td>202</td>\n",
" <td>183</td>\n",
" <td>...</td>\n",
" <td>805</td>\n",
" <td>1115</td>\n",
" <td>1300</td>\n",
" <td>1036</td>\n",
" <td>1037</td>\n",
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" <td>1305</td>\n",
" <td>1364</td>\n",
" <td>1369</td>\n",
" <td>1241</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>American Samoa</td>\n",
" <td>Oceania</td>\n",
" <td>Less developed regions</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>7</td>\n",
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" <td>14</td>\n",
" <td>19</td>\n",
" <td>14</td>\n",
" <td>D</td>\n",
" <td>-</td>\n",
" <td>D</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Andorra</td>\n",
" <td>Europe</td>\n",
" <td>More developed regions</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
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" <td>..</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 37 columns</p>\n",
"</div>"
],
"text/plain": [
" OdName AreaName DevName 1980 1981 1982 1983 \\\n",
"0 Afghanistan Asia Less developed regions 722 1881 1569 2566 \n",
"1 Albania Europe More developed regions 30 11 23 22 \n",
"2 Algeria Africa Less developed regions 175 184 190 201 \n",
"3 American Samoa Oceania Less developed regions 0 0 7 7 \n",
"4 Andorra Europe More developed regions 2 3 2 1 \n",
"\n",
" 1984 1985 1986 ... 2004 2005 2006 2007 2008 2009 2010 2011 \\\n",
"0 3222 2794 2831 ... 2137 4749 3417 1753 2813 3165 2017 1648 \n",
"1 32 45 53 ... 3840 5947 7914 5737 5754 5137 4711 3612 \n",
"2 197 202 183 ... 805 1115 1300 1036 1037 1485 1305 1364 \n",
"3 0 0 0 ... 12 15 28 11 14 19 14 D \n",
"4 0 0 1 ... .. .. .. .. .. .. .. .. \n",
"\n",
" 2012 2013 \n",
"0 1617 2196 \n",
"1 3364 3186 \n",
"2 1369 1241 \n",
"3 - D \n",
"4 .. .. \n",
"\n",
"[5 rows x 37 columns]"
]
},
"execution_count": 282,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_usa.drop([\"Type\", \"Coverage\", \"AREA\", \"REG\", \"RegName\", \"DEV\"], axis=1, inplace=True)\n",
"\n",
"data_usa.head()"
]
},
{
"cell_type": "code",
"execution_count": 283,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"data_usa.rename(columns={\"OdName\": \"Country\", \"AreaName\": \"Continent\"}, inplace=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Majority of the immigrants came from less developed regions. There is no surprise."
]
},
{
"cell_type": "code",
"execution_count": 284,
"metadata": {
"collapsed": false
},
"outputs": [
{
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UCp02hUIBrVYLAMjPzy+zn4iIDK9SYZOQkIB79+7p7fv777+xd+/eKhVVnLm5eYng0Gq1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\nEZHsGDZERCQ7hg0REcnu/wG/WEh2CinHWwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x29316467080>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with sns.axes_style(\"white\"):\n",
" sns.factorplot(\"DevName\", data=data_usa, kind=\"count\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### A more detailed view on the distribution of the regions."
]
},
{
"cell_type": "code",
"execution_count": 285,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x29316a0ae10>"
]
},
"execution_count": 285,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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+8CvgVuBNwAJgB+AkYA7wujZUc2VdR16jWZpQDIeSpEEtXbp0w3POOWfz0bre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\n3weV8KSsAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x29316d5b668>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.factorplot(\"DevName\", data=data_usa, kind=\"count\", hue=\"Continent\")"
]
},
{
"cell_type": "code",
"execution_count": 286,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"data_usa.drop([\"Continent\", \"DevName\"], axis=1, inplace=True)\n",
"data_usa.set_index(\"Country\", inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 287,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def plotcountry(country):\n",
" data=data_usa.loc[country]\n",
" plt.plot(data.index, data.values)"
]
},
{
"cell_type": "code",
"execution_count": 288,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x29316d87128>"
]
},
"execution_count": 288,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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URakYn+SYiSKi8ZNoyAkzc3puUMqAQ4UZRVEUpXKSSKaWsUSDmmmcuJ6sL1+K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\nEswIIYQQIqP9P2/bnaufQHpKAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x29316df6ba8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plotcountry(\"South Africa\")\n",
"plt.title('Immigration Trend to USA from South Africa')\n",
"plt.xlabel('Year')\n",
"plt.ylabel('Number of Immigrants')"
]
},
{
"cell_type": "code",
"execution_count": 289,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x29316e005c0>"
]
},
"execution_count": 289,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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fN8acA/yEDFg9Chmc+uZy1lVKqZp2BfAnryvtEcUbQ+94So+xWd/oTKVKKaVU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\nyEy6KUmxDO7YuEa2eWrnpgz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WXMdx/uMtvwaZKOMO4KqqVL6oqKjMGVyUqkuFhYXaNlXU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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x29316e30668>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15,5))\n",
"\n",
"countries=[\"India\", \"China\", \"Japan\", \"Philippines\"]\n",
"\n",
"for country in countries:\n",
" plotcountry(country)\n",
"plt.legend(countries)\n",
"plt.title(\"Immigration Trends to USA from India, China, Philippines and Japan\")\n",
"plt.xlabel('Year')\n",
"plt.ylabel('Number of Immigrants')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### I want to get the top 5 countries by the total number of people that immigrate to US from 1980 to 2013. Here it is."
]
},
{
"cell_type": "code",
"execution_count": 290,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"df1 = data_usa.apply(pd.to_numeric, errors='coerce')"
]
},
{
"cell_type": "code",
"execution_count": 291,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"df1[\"Total\"]=df1.sum(axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 292,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"df1.sort_values(by=\"Total\", ascending=False, inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 293,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>1980</th>\n",
" <th>1981</th>\n",
" <th>1982</th>\n",
" <th>1983</th>\n",
" <th>1984</th>\n",
" <th>1985</th>\n",
" <th>1986</th>\n",
" <th>1987</th>\n",
" <th>1988</th>\n",
" <th>1989</th>\n",
" <th>...</th>\n",
" <th>2005</th>\n",
" <th>2006</th>\n",
" <th>2007</th>\n",
" <th>2008</th>\n",
" <th>2009</th>\n",
" <th>2010</th>\n",
" <th>2011</th>\n",
" <th>2012</th>\n",
" <th>2013</th>\n",
" <th>Total</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Country</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Mexico</th>\n",
" <td>56680.0</td>\n",
" <td>101268.0</td>\n",
" <td>56106.0</td>\n",
" <td>59079.0</td>\n",
" <td>57557.0</td>\n",
" <td>61077.0</td>\n",
" <td>66533.0</td>\n",
" <td>72351.0</td>\n",
" <td>95039.0</td>\n",
" <td>405172.0</td>\n",
" <td>...</td>\n",
" <td>161445.0</td>\n",
" <td>173749.0</td>\n",
" <td>148640.0</td>\n",
" <td>189989.0</td>\n",
" <td>164920.0</td>\n",
" <td>139120.0</td>\n",
" <td>143446.0</td>\n",
" <td>146406.0</td>\n",
" <td>135028.0</td>\n",
" <td>6078548.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Philippines</th>\n",
" <td>42316.0</td>\n",
" <td>43772.0</td>\n",
" <td>45102.0</td>\n",
" <td>41546.0</td>\n",
" <td>42768.0</td>\n",
" <td>47978.0</td>\n",
" <td>52558.0</td>\n",
" <td>50060.0</td>\n",
" <td>50697.0</td>\n",
" <td>57034.0</td>\n",
" <td>...</td>\n",
" <td>60746.0</td>\n",
" <td>74606.0</td>\n",
" <td>72596.0</td>\n",
" <td>54030.0</td>\n",
" <td>60029.0</td>\n",
" <td>58173.0</td>\n",
" <td>57011.0</td>\n",
" <td>57327.0</td>\n",
" <td>54446.0</td>\n",
" <td>1798872.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>China</th>\n",
" <td>27651.0</td>\n",
" <td>25803.0</td>\n",
" <td>27100.0</td>\n",
" <td>25777.0</td>\n",
" <td>23363.0</td>\n",
" <td>24787.0</td>\n",
" <td>25106.0</td>\n",
" <td>25841.0</td>\n",
" <td>28717.0</td>\n",
" <td>32272.0</td>\n",
" <td>...</td>\n",
" <td>69933.0</td>\n",
" <td>87307.0</td>\n",
" <td>76655.0</td>\n",
" <td>80271.0</td>\n",
" <td>64238.0</td>\n",
" <td>70863.0</td>\n",
" <td>87016.0</td>\n",
" <td>81784.0</td>\n",
" <td>71798.0</td>\n",
" <td>1625912.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>India</th>\n",
" <td>22607.0</td>\n",
" <td>21522.0</td>\n",
" <td>21738.0</td>\n",
" <td>25451.0</td>\n",
" <td>24964.0</td>\n",
" <td>26026.0</td>\n",
" <td>26227.0</td>\n",
" <td>27803.0</td>\n",
" <td>26268.0</td>\n",
" <td>31175.0</td>\n",
" <td>...</td>\n",
" <td>84680.0</td>\n",
" <td>61369.0</td>\n",
" <td>65353.0</td>\n",
" <td>63352.0</td>\n",
" <td>57304.0</td>\n",
" <td>69162.0</td>\n",
" <td>69013.0</td>\n",
" <td>66434.0</td>\n",
" <td>68458.0</td>\n",
" <td>1533776.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Viet Nam</th>\n",
" <td>43483.0</td>\n",
" <td>55631.0</td>\n",
" <td>72553.0</td>\n",
" <td>37560.0</td>\n",
" <td>37236.0</td>\n",
" <td>31895.0</td>\n",
" <td>29993.0</td>\n",
" <td>24231.0</td>\n",
" <td>25789.0</td>\n",
" <td>37739.0</td>\n",
" <td>...</td>\n",
" <td>32784.0</td>\n",
" <td>30691.0</td>\n",
" <td>28691.0</td>\n",
" <td>31497.0</td>\n",
" <td>29234.0</td>\n",
" <td>30632.0</td>\n",
" <td>34157.0</td>\n",
" <td>28304.0</td>\n",
" <td>27101.0</td>\n",
" <td>1261426.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 35 columns</p>\n",
"</div>"
],
"text/plain": [
" 1980 1981 1982 1983 1984 1985 1986 \\\n",
"Country \n",
"Mexico 56680.0 101268.0 56106.0 59079.0 57557.0 61077.0 66533.0 \n",
"Philippines 42316.0 43772.0 45102.0 41546.0 42768.0 47978.0 52558.0 \n",
"China 27651.0 25803.0 27100.0 25777.0 23363.0 24787.0 25106.0 \n",
"India 22607.0 21522.0 21738.0 25451.0 24964.0 26026.0 26227.0 \n",
"Viet Nam 43483.0 55631.0 72553.0 37560.0 37236.0 31895.0 29993.0 \n",
"\n",
" 1987 1988 1989 ... 2005 2006 \\\n",
"Country ... \n",
"Mexico 72351.0 95039.0 405172.0 ... 161445.0 173749.0 \n",
"Philippines 50060.0 50697.0 57034.0 ... 60746.0 74606.0 \n",
"China 25841.0 28717.0 32272.0 ... 69933.0 87307.0 \n",
"India 27803.0 26268.0 31175.0 ... 84680.0 61369.0 \n",
"Viet Nam 24231.0 25789.0 37739.0 ... 32784.0 30691.0 \n",
"\n",
" 2007 2008 2009 2010 2011 2012 \\\n",
"Country \n",
"Mexico 148640.0 189989.0 164920.0 139120.0 143446.0 146406.0 \n",
"Philippines 72596.0 54030.0 60029.0 58173.0 57011.0 57327.0 \n",
"China 76655.0 80271.0 64238.0 70863.0 87016.0 81784.0 \n",
"India 65353.0 63352.0 57304.0 69162.0 69013.0 66434.0 \n",
"Viet Nam 28691.0 31497.0 29234.0 30632.0 34157.0 28304.0 \n",
"\n",
" 2013 Total \n",
"Country \n",
"Mexico 135028.0 6078548.0 \n",
"Philippines 54446.0 1798872.0 \n",
"China 71798.0 1625912.0 \n",
"India 68458.0 1533776.0 \n",
"Viet Nam 27101.0 1261426.0 \n",
"\n",
"[5 rows x 35 columns]"
]
},
"execution_count": 293,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df1.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Then plot them."
]
},
{
"cell_type": "code",
"execution_count": 294,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x29316d470f0>"
]
},
"execution_count": 294,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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1HKfAPRwEwt4K3tfdUUUyJmM/t8eD74vw8d2whXcysXvqAfwYfO1baOxhQR/7I/y57ut7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\niIiIiIiIiGwT/w9HEAC7Tw+u4wAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x29316e8d780>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15,5))\n",
"\n",
"countries=[\"Mexico\", \"Philippines\", \"China\", \"India\", \"Viet Nam\"]\n",
"\n",
"for country in countries:\n",
" plotcountry(country)\n",
"plt.legend(countries)\n",
"plt.title(\"Immigration Trend of Top 5 Countries\")\n",
"plt.ylabel(\"Number of Immigrants\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### In order to produce a stacked plot, I need to transpose the table."
]
},
{
"cell_type": "code",
"execution_count": 295,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"df1=df1.drop([\"Total\"], axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 296,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"variants = df1.head().transpose()"
]
},
{
"cell_type": "code",
"execution_count": 297,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>Country</th>\n",
" <th>Mexico</th>\n",
" <th>Philippines</th>\n",
" <th>China</th>\n",
" <th>India</th>\n",
" <th>Viet Nam</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1980</th>\n",
" <td>56680.0</td>\n",
" <td>42316.0</td>\n",
" <td>27651.0</td>\n",
" <td>22607.0</td>\n",
" <td>43483.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1981</th>\n",
" <td>101268.0</td>\n",
" <td>43772.0</td>\n",
" <td>25803.0</td>\n",
" <td>21522.0</td>\n",
" <td>55631.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1982</th>\n",
" <td>56106.0</td>\n",
" <td>45102.0</td>\n",
" <td>27100.0</td>\n",
" <td>21738.0</td>\n",
" <td>72553.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1983</th>\n",
" <td>59079.0</td>\n",
" <td>41546.0</td>\n",
" <td>25777.0</td>\n",
" <td>25451.0</td>\n",
" <td>37560.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1984</th>\n",
" <td>57557.0</td>\n",
" <td>42768.0</td>\n",
" <td>23363.0</td>\n",
" <td>24964.0</td>\n",
" <td>37236.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"Country Mexico Philippines China India Viet Nam\n",
"1980 56680.0 42316.0 27651.0 22607.0 43483.0\n",
"1981 101268.0 43772.0 25803.0 21522.0 55631.0\n",
"1982 56106.0 45102.0 27100.0 21738.0 72553.0\n",
"1983 59079.0 41546.0 25777.0 25451.0 37560.0\n",
"1984 57557.0 42768.0 23363.0 24964.0 37236.0"
]
},
"execution_count": 297,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"variants.head()"
]
},
{
"cell_type": "code",
"execution_count": 298,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from pylab import rcParams\n",
"rcParams[\"figure.figsize\"] = 15,4"
]
},
{
"cell_type": "code",
"execution_count": 299,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x2931654f198>"
]
},
"execution_count": 299,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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EJIcooCciIiIiIiIiIpJDFNATERERERERERHJIZGe7oCIiMhXWjJJXryKRLgE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\ns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d+gscUzi7xwrpBnGyFCzDraSg2Tl4YSvDSknEmZWNDuv3dsoMmu1OoEvronVH+7kj2n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\nRERERES6yP8H7sIOL86GsDUAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x29316d69390>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"variants.plot.area();\n",
"plt.title(\"Stacked Plot for the Top 5 Immigration Countries\")\n",
"plt.xlabel(\"Year\")\n",
"plt.ylabel(\"Number of Immigrants\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Then back to the unstacked plot."
]
},
{
"cell_type": "code",
"execution_count": 300,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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jrJv6+uuv8Xq99OjRg7KyMkKhEHl5efXbWxvGWleEIS8vj9TUVHbt2lWfjANY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\nAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x29315f5e780>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"variants.plot.area(stacked=False);"
]
},
{
"cell_type": "code",
"execution_count": 301,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"data_usa.columns=list(map(str, data_usa.columns))\n",
"years=list(map(str, range(1980, 2014)))"
]
},
{
"cell_type": "code",
"execution_count": 302,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x29315e13048>"
]
},
"execution_count": 302,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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tSzpff0Qq/68lBZUPGqV2nSS1BWuySVoXVRhfE8vh8wxf7jhSXz2PAYeQ+lNZ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\nkiRJkiSpov8PZdz8ZZ0I0cIAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x29315f54898>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data_usa.loc[\"China\", years].plot(kind='hist', color='indianred', alpha=0.5)\n",
"data_usa.loc[\"India\", years].plot(kind='hist', color='Blue', alpha=0.5)\n",
"plt.legend()\n",
"plt.title(\"Histogram of immigrants from China and India between 1980 and 2013\")\n",
"plt.xlabel('Number of Immigrants')"
]
},
{
"cell_type": "code",
"execution_count": 303,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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yClYFf05Y6yHom2O7DJbVUGFBfFOSv/EPC0LpjD7Vmi0FtnTO5SfJI5kc0xux\ngloc64j7U1/dF9TnNCwI9z9S1zxpruMTzSfJ1tU5xeeNaVnw+y/e+xOzWE74trcrqUfL2hQrqFa9\nGQ7eCLfx3v8m2Qze+7875/6C1YTtgTXfaQzRfZ/M2nKO1idVh/LrEzmOaUwLjbMvl2F5aKt0ArLB\nNKc4507FHnQPxF4onYI9tFySycq99185574CtnXObe7rHpzhWaC7c653mjXHG1N4r/sz1k/fZ0GN\noY1IXqu8udT10JxO7c3GuL83xb6pa7sg85qp07Bg41FU93dWQUJzzhTCc2S49z6dJr5Z8d5XOBts\n4z2srJism5KmuIc3hbBJYlhTMLw/zvLe98tiuc9jzaj7Yy+yf/LWH2o5FrTpi9W6qqRmf4TLgKXe\n+y3TWMcyLKjXIdp0tSXxNiL1vdHPXPUASGE3JJthtfgXJFnEZ9j+Cps+/zv4v3uSacPPfD3Jegi7\nL9yJBZQ+DYPTQa28hqorKJb29SAIEr6ADYj3ATAosXZd4N9AX+dc+yQvfrpj1496+9dNsv4dsPPh\nCe/96oSvw3twJi8YROqkPuFEsDf5zrlrnXMHAXjvv/Pe3++9H4QVgjel+kaXrM+TsD+PvZN8tw92\n8wz7UQqDVX2STLtHiuUnMwyr4n+o9/7FhGZHYQG9KWoBRH0crKPWdjsbtGEXrO+zWjUE1zAfYG9x\neyf5bo8kn6UyDBv1aaj3flak8N6BhGHsM/AxsJ6rHtksKuzMP7FvumykOj9S5ZNtgE2oPj8yWW4m\nPPZWN9kxwjl3rnPusqCpRl3eofphIpWwf7V3I5+VATs753ZOI62pak82hMdqJO3mEkZjDeyL7dvG\nzAOtUa184Ww0uW7YMY/aNri+RactxArwHzXS9e6T4HetkWudc9s45yaE9yvn3O+dc7c759bx3ld6\n798Lumfoi+XVxP7+0jU1mD9lXzhBv0XbY10BNGsALjiXdsT6L7zSe/9h5KEsvN419T0wlQ+Cde+V\n5LvdqP96ltX9van2TdDM+l9Ys+sazfiC2k/11pxMWN6X2Pl1qLPROQ/HAkG1umtI4hNsG5KdI22d\ncze4miPxZnsPCfs1vBHrP2tCkkma4h7eFML73P9BVb+UC4AdE48rgHPueGd9eIZBoVT78iWsL779\nsPv9rGD5/8JqS/XDAkH/9N5/F5nvE2CzIECcuO6DnHPXRJrlf4KVt3ZNMu3uzrnrnHPJzrsm55w7\nyzn3k7PnTS3FAAAgAElEQVRRe6Oft8P6fvvBex9e2/8DtA9e+icKR/cMa4GF3Unsm2Ta/tjxSNmN\nRnBuDgLe996f6b1/JxKA2xILjDb0WvkB1p92je1w1j9p0peOSdLXHnuZsxsWIO6fIgAHti/akHBf\nC5axB5a3GlLz9VwsUDkgyXdh8+ZUL15FMqYgnIgpwaq2X+2qOxsNb5zdsIf38GYYNuuJ9kkwFbuB\nXeec+1Vk/i5YQa0Se/MEdpEvBS5zNnpqOO2OWBOGdK3ECiI1Ci3O+i3ZMvi3riZzjeFprBA30ln/\nJ2Ea8rG+LzqQXifUrd392PG/NngYB8A51x9rHpaulUCH4I1guIw22L4sDP6P1mAuJXXfGKGpQdpu\ncc5VNTl0NlLcFVifHo9mkMb6JDs/HsQeKC8N1humoSNWW6CS+ms+JFtu2oIH0MeAHZxz50W/czYM\n/QRsdMklSWaPmo7VfLzAOZfY7wzORi3ui42mHC2whaN8PRwEHhPn2x2rWfG+txEvG0XwRvcR7EVC\njSZezkZHjQFf+sjohGupTZxzVaMWBufZjVjevC9h2nZEOqUPjMOa9E6hcTyIvdG/1kUGCwqurbdh\nzRTD+8d2WO2bxH7GwnNtfgPTEI5ofLJz7nJXc9AHnDWBfQjbR4kjPjaHsLlr4j1wA6oDJE19D0zl\nOaz54dnOuR7hh8657UhvEJps7+9NuW+mYn3EjUv4fBwNa2HzAFaz+Dxs1PB0ywwzsX7TRjjnEl92\nXYINDhUNhmR1D4kYgzXX/g21g1GZ3sNz5eLg998in03FrinjnDWHBqpqCN2G7c+w9UbSfem9X4YF\nSQ7Bgr2vRb5+HQuc7EbNpqjhutsAt0VfFjnnNsGaY15Mda3uqdi99Kboy5Dg78nYtagp+oJMxxws\nwJl4Lb4Oq0V1feSzOLYdE4LrOgBBMOtC7LnjSYAgKP0m1g/erpFpd8K6HnjP1x6cJGo1dj/pnLB/\nO1A9UnU214M84MaEvH0hdl6n4zpgT6y5/eAgH6XyMLYtY6LPa9iIuetifRA2RDz4fbWLDJAVlFlH\nY8+JjzRw2SK1tIQbgUjOee//45y7CSsE/tM59yx2kT8Q67j06shNIewPaGQQRLvFez/LOXcjVkj5\nxDkXjtx3MNb8YJz3/o1gXQuCgvR1WAe+f8Me3o7EOmxdF6tqX58Hsbc+bznn4thNtj9WMPwPVvje\nkOSdYzcK7/3/nHPDsSDOW865p4J1F2PDtM+kZqEDclczocl4799xzk3G+m/62Dn3PFb4+ANWVf9X\npH9M/wS875x7GrtGD8Teiv6IPaBsSHX/GwuB7Zxzd2CdsCcWbPHe/8U5dwhwBJY3n8eaCByK5bUz\n06x1AOkdu/D8OMo5txyY6r3/l3PuT1h/JB8G27YMezPbHXjEe/9wPcv9L1Yo7e+cuwFrMpDp0PPn\nYwW9Cc65Q7Gaapth+2YVaYyk571f7Jw7DSt4vuusadgXWAG2D/b2fx4Jzb2C4/AbrAPyz5xzL2O1\n/yqxGlT7Y4H+dAdlyOQ8uhD4HXBREHB8Cxuh8hAsiJ5NU5SWJp39kmyaZVjAqxjr62k/7Br2gK89\numgpcEJwPN/B8tQewMvYQ2DWvPdzg6DgRCy//A27lgzCgm7PUP1i5x7sBc74IPD/CXb9j2EPrlXB\nkiDf7wI8FamRkSoNK4OabjOwAO4I59w/sCD0TliNgUrgIu/93xJmb47r/JfAbKxp0kzsIfVX2IuP\n9lhfW9EXXeth9+gl3vtbai+u8XjvlzvnTgH+Csx2zj0efDUEu5bXN+hRtvf3jPZNIN1jdjN27Tjb\n2aAR4TmwY7BtmXoUa955RZCuv6YzU9A89HisCeTM4Bz5CmuOXRz8HW2GvRDbxtFBIGNMkmZn6ay3\nxDn3R2zUz0SZ3sOblKs9YEVHrFzbE6v5Fn0xMw5L69lYvnkNa2I/JJjv6Eg5OPF+/KT3PhyY7Dns\nulVJzSDca9g1qRKr9VTFez81KKf8AasxPgPbdzGsH7qLvI3oTtB34K3AWdi18dkgLYdj9/M7ff2D\neoQauz+4mUE5eISzWoMfY/fevbD9cntk8ruw8ygG9AzKZhtg21EEnJ5QW/AcLJD5unPuQaxMGd67\nR9aTrhLn3JPY/p0dXMfXwfqt64oFV9evYxF1LfuvzrkjsWeYD4KyzY7Y9eobqpvUJhW8ZBqJ5QsP\nXOxqD84BcJ33frX33jvnJmLlmo+C562dsJqGs0hoBpzBdrzknLsf66vvM+fcdGyfHIEF0I/33jdm\nKwVZy6kmnKwJKkmvmUHiNInzXYjVJvg/bFSeU7CHjRO891UFleDmfhv2tusMgqYd3vvzsRviPKxG\nyxDs4fwI7/1l0RV776/HhopfjD3474/VOvhzMEm0g/+k2+e9vwMbDe+/2Jv1YUF6h1Jdo25wfcup\n43Pq+DyajqewwMM/sALcKcF852OdqiY2zcqkSUiytDXGdtQ1XabLDp0BXIAFb0/D3vaej9WSgzSO\nKdY3zpVY4ep07IHpa2y/jg2miR7TM7D8dhJWmIsuv4r3fghWsF6K5buDsYey/bz3dyWkIdv8sAB7\nI1kRpK9P8PkkguYQWCHzBCzvnuy9rzcI5K1j+ZFYYfF0ghHY6klXjW0Jmjfsjp1r3bBC/N5YbYA9\nvfe1Rm9NkZbHsAfkB7DC35nYfi3Cjt9u3vtaD8fe+/Owh8PHsOD+yGBbumHHd0fv/deJ89Wxbck+\nS3at+ClI7w1YgfsM7EH1fuC3vvZoX01xftS37IbMk+r6kOk0YA/sh2L75zSsJsU53vtkgdkVWP6r\nxGo8bIQd98G+9ujM6V6/avHe34SNwvgR9iBwKhaMOQ8YEvaHFDR564v19dMDe1g7CKttsof3PtrU\n+zAs2FGrFmeKNHwVTHsu1kz6YOy86YkFT/b03k9MMmtd29jQY1Rj2mBfH4IFxLcM0rUP9oDfG3gR\nazoc1ghcH9v2c0hfJscv8bo7HcsnH2AP2gdjQdpL65u/Aff3Ghqwb2qlv460lWIB2HHYteuP2PX+\nAGwQoIzO8SD/PoM96D5RT1OyxH38JnaPiWPX8rOxh/6bgd9565sr9FjwsxV23W1w81Dv/UtU196O\npinTe3im19RMrrVg+T36M5Kg9hV27a8KmgZNjfsF6W8fpD8MbPTz3scj0ybej4sj63wuSONP3vtP\nI5+/Gnz+M8mbTv4BOzeXY3k+hr2oOizxGuO9PxcbTG0BVu4+Act7J3nvo02QIcsyTR3zpZp3GNaf\n45bYOdwZKxse4WsOwFCG7d+Lg2Wdie2D94ADvPf3RBfqvf8QO4dnYc8YQ7Fy3D7Bd/UZjp0X6wXr\nGoi9iPwdlpcLg5c40W1MJfG7oVhrovZU3xMPx4KQ9e3jPaiuhXcStfNs+FNVO817f0mwDRXYOb8D\nVr452Nc/CFHKY+e9H4GVj/4XbMehWOCzr/e+MVuMiJBXWdnQ60/TiMVi7bGHtDPi8fjM4LPNsTcG\n+2Jvsi6Lx+NpvSkTaWmC5iBtfc0+XsLvrsL639k9yYOxtFDBm7zVyZoyOuemYYXErnX0cSEiOeKc\nqwA+9t7X6mMoybTzgPW89/WNEthiBTUiHguCyWsVZ32lPea93z7XaREREZG1U4uqCRcE4B6hutNY\nYrFYPvZWZSX2NnYi8GAsFkvWybhIa9Af+CFoklrFWV9yJ2JNjubkIF3ScMcCPwVNY6o457bG3oR/\npgCciORa0MdSX9bee8zRrL3bLiIiIi1Ai+kTLhaLbY91tpjoIKxD6T3i8fhy4MtYLHYgVn220Tqv\nFmlGL2BNCEc7G7L8U6y6+uFYXyHHp1GdWlqWR7FmKHc5G7HwK6wvwCOwavaJzSNERHLhWKyP0y9y\nnZDm5pwrwl7mpjMwgoiIiEiTaDFBOKyp6ctYU7wViZ8HATgA4vH4Ec2cNpFGE3TY/DusD7qDsb40\nlmH9QEzw3r+ey/RJ5rz3C4OA6iXY8fw98AsWcB1Xz6hVIpJbmfaz1LL68ciA935C/VOtmbz3S7FO\n6UVERERypsX1CQcQi8UqgH7xeHxmLBZ7Cqs1tArrhHMxMCYejyeOxCUiIiIiIiIiItIitaSacKms\ng42W8ijVtYYej8Viu8fj8XRGg9kQGwFmPtavnIiIiIiIiIiIrL06YKMZzwB+aq6VtoYgXBnw33g8\nfnrw/8exWGwfbIj2P6Yx/0DgoaZKnIiIiIiIiIiItErHkHx8gibRGoJw3wMVCZ95oGea888HWLZs\nGaWl6uteMpefn09RURFLly6lvLw818lpkZYtW8ZTTz2V62TU6fDDD2edddbJ2fqVjyRbykOSLeUh\naQzKR5It5SHJlvKQNIaCgoLw+XB+c663NQTh3gEui8ViefF4POzAbnvS31ErAUpLSykpKWmC5Mma\nrqCgAIBVq1YpkJvCypUrWbRoUa6TUaeVK1eSn5+fs/UrH0m2lIckW8pD0hiUjyRbykOSLeUhaWTN\n2m1ZawjCPQKMBu6IxWITsealBwJ9cpoqERERERERERGRNLXJdQJSqBqyNR6P/w8YgNV++xQ4C4jF\n4/E5OUqbiIiIiIiIiIhIRlpkTbh4PJ6f8P8XQL/cpEZERERERERERCQ7LbUmnIiIiIiIiIiIyBpD\nQTgREREREREREZEmpiCciIiIiIiIiIhIE1MQTkREREREREREpIkpCCciIiIiIiIiItLEFIQTERER\nERERERFpYgrCiYiIiIiIiIiINDEF4UREREREREREWqGhQ4dSXFxc9TNgwABOOOEEHn/8cQBGjRrF\ntGnTUs5fXFzMnDlzABg2bBgzZsxIa750vfDCCxx99NFZL2dN0TbXCRARERERERERaYkKSpZDyfLm\nW2FhJ0oLO6U9eV5eHmeddRb9+vUDoKysjA8//JCJEydSVFRU7/xPPPFE0umuueYa2rbNPmRUXFzM\nnnvumfVy1hQKwomIiIiIiIiIJFOynJUXndxsq+sw/l7IIAgH0LFjRzp37lz1/8CBA3nllVeYNWsW\neXl5dc4bnS9qnXXWySgNqbRr14527do1yrLWBGqOKiIiIiIiIiKyBsnPz6egoACAxYsXc/HFFzNw\n4ECOP/54Pvjgg6rpos1Ro6LNUcePH8+kSZO47LLLOPDAAzn11FP57LPPaizjueee45hjjuGggw7i\n2muvZeXKlYA1Rx02bBgAH3/8McOGDWP69OkMGTKEQYMGMXbsWMrKyqqWNWvWLE488UQGDRrEyJEj\na6Ttq6++4swzz2TQoEHEYjEeeOCBRtxjzUNBOBERERERERGRNUB5eTkzZ87k/fffZ6+99qKyspIX\nX3yR4uJipk6dinOOcePGZbzcZ555hu7du3PPPffQq1cvLr74YpYuXVr1/f33388555zDTTfdxNdf\nf82NN95Y9V20Nt5PP/3EzJkzmTBhAtdccw2zZs2q6odu7ty5jB8/nuOPP54pU6YwYMAALr74YhYt\nWgTAddddx7bbbsvUqVO54IILePTRR5k9e3ZDd1VOKAgnIiIiIiIiItJK3XTTTQwePJjBgwdzwAEH\ncP311zNkyBD2228/APr27csBBxzAJptswtChQ/n555/55ZdfMlrHlltuycknn8zmm2/OyJEjKSoq\n4pVXXqn6/uijj6ZPnz5su+22nHXWWbz66qusWLGi1nLKy8s5++yz2XLLLfntb3/LbrvthvcegHg8\nzsEHH0xxcTHdunXj8MMPp0+fPkyfPh2AH374gaKiIjbaaCN22203Jk6cSI8ePRq623JCfcKJiIiI\niIiIiLRSw4cPZ++99wasD7YNN9ywRu2zbt26Vf3dqZP1N7d69eqM1rHTTjtV/Z2Xl8c222zDggUL\nqj7bcccdq/52zlFeXs63336bdFmbbrppjfSEzVEXLFjA66+/XhV0Axtook+fPgAcc8wx3HvvvUyf\nPp0999yTAQMGpOzTrqVSEE5EREREREREpJVab731agTaErVpU7MRZGVlJZWVlRmtI3Gk1IqKihqB\nvuj35eXlSdcbys/Pr5WecL5hw4ZxwAEH1Pi+ffv2AAwbNoz+/fvzxhtv8NZbb/GnP/2JP/3pTwwe\nPDijbcklNUcVEREREREREVlL1DdiajJz586t+ruiooK5c+ey9dZbJ/3ee09BQQGbb755RuvYfPPN\n+f777+nWrVvVz/Tp03n33XdZvXo1t912G23btuXII4/kxhtv5OCDD2bmzJkZb0suKQgnIiIiIiIi\nIrKWyLQWHMCcOXP461//yrfffsukSZNYtWoV++67b9X3999/P3PmzOHzzz9n0qRJHHjggXTo0CGj\ndRx55JG8+uqrPPnkkyxatIjHH3+cJ554gs0335x27drx6aefcuutt/Ltt9/ivWfOnDlsu+22GW9L\nLqk5qoiIiIiIiIhIK1RfrbZk30c/y8vLq/o/8e+o3/3ud3z00Ufcd9999OjRg4kTJ1b1LwcwcOBA\nxo0bx/Lly9lvv/0444wzMt6WHXbYgUsuuYSpU6dy11130a1bN0aPHk3Pnj0BuPLKK7nllls4/fTT\nyc/Pp3///hx77LEZryeX8hoSAW1ldgU+WLJkCSUlJblOi7RCBQUFdOnShcWLF1NaWprr5LRIy5cv\nZ8qUKblORp1GjBhR4ybR3JSPJFvKQ5It5SFpDMpHki3lIclWc+ehgpLlULK8yddTpbATpYW5e25J\nZvz48QBcdNFFSb8vLi7mpptuolevXs2ZrKwUFhaGgzr0Bj5srvWqJpyIiIiIiIiISBKlhZ2ghQXF\npPVSn3AiIiIiIiIiItIgDRnoYW2lmnAiIiIiIiIiIpJUqmaooZdffrmZUtL6qSaciIiIiIiIiIhI\nE1MQTkREREREREREpIkpCCciIiIiIiIiItLEFIQTERERERERERFpYgrCiYiIiIiIiIiINLEWNzpq\nLBZrD7wPnBGPx2cmfFcEfA5cGo/HH8hF+kRERERERERERDLVomrCBQG4R4AdUkxyPbBJ86VIRERE\nRERERKRlW7ZsGXfccQdHH300gwYN4sQTT+Txxx+v+r64uJg5c+Yknffjjz9mv/32a66krtVaTE24\nWCy2PfBwHd/vDRQDPzRbokRERERERERkrbW8PI8VpRXNtr6OBW3olF+Z0TxLly5l5MiRdOnShQsv\nvJCNN96YL774gltvvZXvv/+es846q875e/bsWSNgJ02nxQThgH2Bl4HLgRXRL2KxWDvgbmAkcE/z\nJ01ERERERERE1jYrSis4+QnfbOu79w+OTvl5Gc1z99130759eyZMmEDbthbm2XjjjWnfvj2XX345\nhx9+eJ3z5+fn07lz5wanWdLXYpqjxuPxyfF4/Px4PL4yydeXAR/E4/GXmjtdIiIiIiIiIiItUWlp\nKa+++iqHH354VQAutOeee3LDDTfQtWtXAD755BNGjBjBwIEDOffcc/nxxx8Ba45aXFwMwA8//EBx\ncTGzZs3imGOOYeDAgVx66aUsW7asarnPPvssJ5xwAgcccACHHXYYt9xyC5WVmdXeW1u1pJpwScVi\nsR2AU4Ge2SwnPz+fgoKCxkmUrFXCC1niBU2q5eVl9qYmF/Ly8nJ6DVA+kmwpD0m2lIekMSgfSbaU\nhyRbzZ6HVpY2z3qqZPbcsnDhQlauXMmOO+6YdL7ddtut6u/nnnuO0aNHs+6663LVVVdxzz33MGbM\nGNq2bVv1vBQu45FHHuHqq6+msrKSiy66iMcff5xTTjmFjz/+mNtvv50rrriCHj164L3nqquuok+f\nPvTt2zf7zW8m+fn5OVlva7jy3Q1cEY/H/5vNQoqKihopObK2UvXc1KJvRVqq/Px8unTpkutkKB9J\n1pSHJFvKQ9IYlI8kW8pDkq3mykM/lvynWdYTats2s+eW7777DoAtttii3vnOPPNM9t9/fwCGDh3K\nY489RpcuXVh//fUB6NKlC6tXrwbgvPPOY5999gHg0EMP5csvv6RLly5069aNsWPHMnjwYKC6P7kf\nf/yxRTxvtXQtOggXi8W2AH4H7ByLxW4MPu4ITI7FYkfF4/GD0l3W0qVLWbVqVVMkU9Zwbdu2pXPn\nzixZsoSysrJcJ6dFKi8vz3US6lVeXs7ixYtztn7lI8mW8pBkS3lIGoPykWRLeUiy1dx5qKyseZ91\nysoye26pqKigsrKS+fPn06FDhzqnLSoqqrHsFStWsHjxYn755RcAFi9ezM8//0xeXh7rrrtu1bR5\neXmUlJSwePFiNtpoI1asWMG4ceOYN28eX3/9NQsXLmTXXXfN6fNWptq3b5+TylotOggHfAdsk/DZ\n68DN1DGSajLl5eWUljZ3NVJZk5SVlSkPpdAa2v9XVla2iOOnfCTZUh6SbCkPSWNQPpJsKQ9Jtpov\nDzX3s05mzy0bbbQRnTp14vPPP2frrbeu9X10YIaKioqqZZeVlVU9I4XBzNLS0hrrDv+uqKiomnf2\n7NlcccUVDBw4kD59+nD88cdz8803t7qYS66axLfoIFw8Hq8Avo5+FovFyoDF8Xj8+9ykSkRERERE\nREQk9/Lz8ykuLubpp59m8ODBNfo6e+utt3j77bc59dRTG219zz33HIMHD+bss88GrMLTokWL2HXX\nXRttHWuyFjM6aoK6Qs0tv8qNiIiIiIiIiEgzOOGEE1i+fDkXXHABc+bMYdGiRTz77LOMHz+eP/zh\nD2yxxRYZLa+ulk5FRUX885//ZN68ecybN49x48bx888/V/UlJ3VrkTXh4vF4ymEq4vH4Vs2ZFhER\nERERERGRlmqDDTZg0qRJTJs2jbFjx7J06VK6devG8OHDOeSQQwDr1y1ddU174oknMn78eM444ww6\nderE7rvvziGHHMLcuXOz3o61QV5r6MspS7sCHyxZsoSSkpJcp0VaoYKCArp06cLixYtbVRv35rR8\n+XKmTJmS62TUacSIEXTq1Cln61c+kmwpD0m2lIekMSgfSbaUhyRbzZ2HlpfnsaK0osnXE+pY0IZO\n+Wt8nCbnCgsLwxF2ewMfNtd6W2RNOBERERERERGRXOuUX0mn/PRrkWVPAbg1WUvtE05ERERERERE\nRGSNoSCciIiIiIiIiIhIE1MQTkREREREREREpIkpCCciIiIiIiIiItLEFIQTERERERERERFpYgrC\niYiIiIiIiIiINDEF4URERERERERERJqYgnAiIiIiIiIiIiJNTEE4EREREREREZFWaNSoUUybNq3e\n6caPH8/48eNTfj9s2DBmzJjRmEmTJNrmOgEiIiIiIiIiIi1RRXk+ZaXNt762BdAmv7zRl3vWWWc1\n+jIlcwrCiYiIiIiIiIgkUVYKM/72U7Otb+ChG9Iuv/GX27Fjx8ZfqGRMQTgRyVpBQXuGDx+R62TU\nqaCgfVrTlZaWsnr16kZff15eHsuWLaO8vJzKysqsltWuXTsKCgoaKWUiIiIiItLavfDCC8yYMYNe\nvXrx9NNPU15ezqBBgxg5ciRAVVPUiy66CIDp06fz8MMPs2zZMoYOHVpjWStWrGDSpEm8++67LFu2\njE022YRTTjmFvffeu3k3ag2kIJyIZK+iPa8+uyzXqajTwEOLgPqrda9evZopU6Y0fYKyMGLECAXh\nRERERESkhs8++4wNNtiA2267jX/961+MGzeO3Xffnd69e9eYbvbs2dx+++1ccMEF9OjRg3vuuYcf\nf/yx6vtJkyaxcOFCJk6cSPv27Xn00Ue54YYb2HPPPcnPb4JqemsRDcwgIiIiIiIiItLKVVRUcP75\n57PZZpsxYMAAtt56a7z3taZ77rnnGDBgAPvvvz+//vWvufDCC2u85N9ll10477zz2Gqrrdh0000Z\nMmQIS5cu5eeff27OzVkjqSaciIiIiIiIiEgr17lzZwoLC6v+79SpE2VlZbWm++abbzjkkEOq/i8q\nKmKTTTap+v+AAw7gjTfe4JlnnmHBggX8+9//BizIJ9lRTTgRERERERERkVYuWZc16fZHHZ137Nix\nTJ48maKiIg499FCuu+66Rkvj2k414URERERERERE1hLdu3fniy++qPp/xYoVLFy4sOrvV155hTvv\nvJNtt90WgHfeeQdIP6AnqSkIJyIiIiIiIiKyljj88MM5//zz2XnnnenZsyfTpk1j1apVALRr147C\nwkJef/11ioqKWLBgAZMmTQKgtLQ0l8leI6g5qoiIiIiIiIhIK5SXl5fxdz179uSiiy7i4Ycf5vTT\nT2eDDTZgm222AaBt27ZceumlzJw5k5NOOonJkydz3HHHscEGG/Dll182yTasTfLWguqEuwIfLFmy\nhJKSklynRVqhgoICunTpwuLFixX5T2H1ynxm/O2nXCejTgMP3ZB2HcrrnW758uVMmTKlGVLUcCNG\njKBTp065ToY0M12LJFvKQ9IYlI8kW8pDkq3mzkMV5fmUNWNWbVsAbfLrf26R7BQWFtK5c2eA3sCH\nzbVeNUcVEREREREREUmiTX457fJznQpZU6g5qoiIiIiIiIiISBNTEE5ERERERERERKSJKQgnIiIi\nIiIiIiLSxFpcn3CxWKw98D5wRjwenxl8tgdwA7Az8B0wMR6Pt+ye00VERERERERERAItqiZcEIB7\nBNgh8llX4DngFWAXYAwwKRaLDcpFGkVERERERERERDLVYmrCxWKx7YGHk3x1GPB9PB4fHfz/VSwW\n6w8cDTzfXOkTERERERERERFpqJZUE25f4GVgTyAv8vnzwElJpl+vORIlIiIiIiIiIiKSrRZTEy4e\nj08O/47FYtHPFwALIt9tBAwFrmjO9ImIiIiIiIiIiDRUS6oJV69YLNYBeAJYBNyd4+SIiIiIiIiI\niOTEOeecw9ixY5N+9+KLL3LooYdSVlbGsGHDmDFjRlrL/P7775k9e3bS73744QeKi4uZMqX2OJnT\npk1j1KhR6Sd+LdViasLVJxaLdQKmA9sAe8Xj8ZWZzJ+fn09BQUGTpE3WbG3btq3xW2orXVWZ6yTU\nK1qnnukAACAASURBVC8vL61rQF5eXr3T5Fq62yJrFl2LJFvKQ9IYlI8kW8pDkq3mzkMrV65k1apV\nzbIugPbt29OhQ4e0ph0wYAB33303eXl5tfbHrFmz6NevH4WFhUyZMoXCwsK0niEmTpzIb37zG/ba\na69a34Xzx+NxBg8ezBZbbFH1XZs2bWjTpk2reU7Jz8/PyXpbxZUvFoutC7wAbAX0j8fjX2e6jKKi\nokZPl6xdOnfunOsktFjflfyU6yTUKz8/ny5dNqx3umXLljVDarJj29Il18mQHNG1SLKlPCSNQflI\nsqU8JNlqrjw0b9487r333mZZF8Bpp52Wdln/yCOP5NZbb+XLL7+kb9++VZ8vW7aM2bNnc++999Kl\nS5eMnh3atm1Lx44dk86zevVqALp27cqkSZOYOnVq1XedOnWioKBAzyn1aPFBuFgslgc8BWwJ9I3H\n4182ZDlLly5t1ui1rDnatm1L586dWbJkCWVlZblOTotUXt7ya8KVl5ezePHitKZr6dLdFlmz6Fok\n2VIeksagfCTZUh6SbDV3Hmru54NMy/q9e/dm+vTpbL/99lWfvfDCC6y33np0796dxYsXM2TIEIYP\nH86gQYMAmDp1Kk8//TQrV66kV69enHfeeXTt2pWxY8fy3nvv8f777/Pmm29y66231ljXzz//TF5e\nHiNHjuTyyy/n4YcfZsCAAQAsX76c0tLSqrS/8cYb3HfffcyfP5927dqxxx57cPHFF9OhQwfuu+8+\nFi1axDrrrMOzzz7L+uuvz4UXXsiCBQuYNm0aFRUVnHjiiRx55JHZ7s6U2rdvn5PKWi0+CAecDPQD\nfg8sjcViXYPPV8fj8SXpLqS8vJzS0tImSJ6sLcrKypSHUqiszE1V3kxUVlZSWlr/TbqysuUHFG1b\nlBfXVroWSbaUh6QxKB9JtpSHJFvNlYea+/kg07J+//79mTx5MqNGjarqWueVV16hX79+VcuprKys\niok8+eSTvPjii4wePZrOnTvz2GOPMWrUKO677z5GjhzJN998w0477cSxxx5bKx3h/927d+ewww7j\ntttuo0+fPnTs2JGKioqqtC9atIjRo0dz7rnn0rt3b7777jv+/Oc/89RTT3HkkUdSUVHByy+/zNFH\nH82UKVO45557GD16NDvvvDM33XQTr7/+Orfffjv9+vVjvfXWa6Q9W1OumsS31IEZKoMfgCOAPODv\n2IAM4c8TuUmaiIiIiIiIiEju7bPPPpSUlDBnzhzAaqS999577L///kmnf+yxxzjttNPYeeed2Xzz\nzRk1ahT/+9//mD17dlWT0sLCQtZZZ5061zt8+HDy8vKSNtWtrKzk7LPPZvDgwXTt2pXevXuz6667\nMn/+/Kpp1l9/fU488UQ22WQTDjzwQFasWMFZZ53FFltswVFHHUVZWRkLFy5s+I5poVpkTbh4PJ4f\n+XtQLtMiIiIiIiIiItISFRYWsvvuuzNz5kx22WUXZs2aRbdu3ejRo0etaUtKSli8eDFXX311jQHp\nVq9ezXfffZfRejt27Mjpp5/O2LFjOfDAA2t8t+mmm1JQUMCDDz7IvHnzmD9/Pt98801V01WATTbZ\npOrvdu3aAbDxxhvX+H9NrC3bIoNwIiIiIiIiIiJSv/33359JkyZx9tln8/rrr1NcXJx0urB/u6uu\nuorNNtusxncN6R+tuLiY559/nptuuok+ffpUfT537lzOOecc9tprL3r16kUsFuPxxx+vMW+uRifN\ntZbaHFVEREREREREROqx++67U1JSwkcffcSHH37Ifvvtl3S6ddZZh/XXX5+ffvqJbt260a1bNzba\naCMmT57MggULAGrUkEvHOeecw1dffcWLL75Y9dlLL71Er169uPTSSznkkENwzmVc025NpSCciIiI\niIiIiEgrVVBQwN57782dd97JVlttxaabbppy2iFDhnDvvffy9ttv891333H99dfz2WefscUWWwDQ\noUMHFi5cyC+//JJ0/sSBKjbbbDOGDh3KDz/8UPVZUVERX3/9NV988QXffvstd9xxB957Vq9e3Qhb\n27qpOaqIiIiIiIiISCu23377MWPGDEaOHFnru2jttqOOOoqSkhJuvPFGli9fjnOOCRMmVA3EMHjw\nYCZMmMA333zDXXfdVeeyQsceeyyvvPJK1f9HHHEEc+fO5fzzz6ddu3bsvPPOnHDCCTWmqU+mNfJa\ni7zmHm43B3YFPliyZAklJSW5Tou0QgUFBXTp0oXFixevkR1DNobVK/OZ8befcp2MOg08dEPadSiv\nd7rly5czZcqUZkhRw40YMYJOnTrlOhnSzHQtkmwpD0ljUD6SbCkPSbaaOw+VlpY2aw2udu3aUVBQ\n0GzrW1sVFhbSuXNngN7Ah821XtWEExERERERERFJoqCgQEExaTTqE05ERERERERERKSJKQgnIiIi\nIiIiIiLSxBSEExERERERERERaWIKwomIiIiIiIiIiDQxBeFERERERERERESamIJwIiIiIiIiIiIi\nTUxBOBERERERERERkSamIJyIiIiIiIiIiEgTa5vrBIiISNMoLS1l9erVuU5GSu3ataOgoCDXyRAR\nEREREWkWCsKJiKyhVq9ezZQpU3KdjJRGjBihIJyIiIiIiKw11BxVRERERERERESkiSkIJyIiIiIi\nIiIi0sQUhBMREREREREREWliCsKJiIiIiIiIiIg0MQXhREREREREREREmpiCcCIiIiIiIiIiIk1M\nQTgREREREREREZEmpiCciIiIiIiIiIhIE1MQTkREREREREREpIkpCCciIiIiIiIiItLEFIQTERER\nERERERFpYm1znYBEsVisPfA+cEY8Hp8ZfLYlcA+wJzAfGBWPx1/MVRpFREREREREREQy0aJqwgUB\nuEeAHRK+ehpYBPQGHgSeisVimzVz8kRERERERERERBqkxQThYrHY9sA7QPeEz4uBrYDT4vG4j8fj\n44C3geHNn0qR/2/vzuMsqcqDj//udPf0DJCRERoHgyu8QTQxrsEIRgWN+CYCr5gHkajIDJIY4usW\nCIpLUExE3OMSHQTRqHl4WURxiVsQo6ARjTEucQEVZWAGB4aRoae7575/VDU2zfR09e271L39+34+\n/Zm5VXWrnnPP6aq6T59TR5IkSZIkaeFqk4QDHg98nmLIaWPG8oOBazLzjhnLvlxuJ0mSJEmSJNVe\nbZ4Jl5nvmf5/RMxctS/FUNSZbgQcjipJkiRJkqS+UKeecHPZDRiftWwcGO1BLJIkSZIkSdKC1aYn\n3C7cAdxz1rJR4PaF7GRoaIiRkZG2BaWlY3h4+C7/6u4mxpu9DmFejUaj0jmg0WjMu02vDUpZqpZD\nBc9FWizbkNrBdqTFsg1psWxDaoehoaGeHLcfWu0vuPtsqWuAGxayk1WrVrUtIC1Nq1ev7nUItXX9\ntpt7HcK8hoaGGBvba97ttm7d2oVoFqcoy9i829W9LFXLsWHDBrZt29aFiFq3cuVK1qxZ05Vj1eVc\nVPd66Wad9Ju6tKG51L1tge0L6t+OVH+2IS2WbUj9qB+ScFcBp0XEaGZOD0s9FLhyITvZsmUL4+Oz\nR7VK8xseHmb16tVs3ryZycnJXodTS1NT9e8JNzU1xcaNGyttV3eDUpaq5di6dSvr16/vQkStW7du\nXaWyLEbdzkV1r5du1Em/qVsbmkvd2xYs7fbVL+1I9WUb0mLZhtQOo6OjPems1VISLiKOAy6ekRTr\npCuAnwPnR8RrgSOBRwMnLGQnU1NTTExMtD86LRmTk5O2oTk0m73pyrsQzWaTiYn5L9LNZv0TikVZ\n5m+LdS/LoJQDqpelHepyLqp7vXSzTvpNXdrQXOretsD2BfVvR6o/25AWyzakxejVcOZWJ2b4ILAh\nIt4VEX/QzoBKd959ZeYO4CiKIaj/ATwLODozr+/AcSVJkiRJkqS2azX1d3/gucCzgZMj4gfA+4EP\nZeaGxQaVmUOzXv8EeOJi9ytJkiRJkiT1QktJuLIX2lnAWRHxWIqE3GnA6yPiM8B5wGWZ6QBtSZIk\nSZIkLXmtDke9U2Z+JTNPBp4K/DvwJ8D/A34eEadGRP0fFiVJkiRJkiR10KKeRBcR96MYkvps4ADg\nR8DpwOUUybhXAw+h6CknSZIkSZIkLUmtzo66jiLxdghwB3AhsC4zr5yx2XciYm/gLzEJJ0mSJEmS\npCWs1Z5w7wWupkiwfTQzb5tju/8C/qnFY0iSJEmSJEkDodUk3O9m5ncjYigzpwAiYiWwPDNvnd4o\nMy9oR5CSJEmSJElSP2t1Yob/iYh3A1fNWHYIcFNEnBMRi57wQZIkSZIkSRoUrSbLzqR4JtyHZyy7\nBvhb4CTg1EXGJUmSJEmSJA2MVpNwxwMvzcy3TC/IzF+Vr18BrG1HcJIkSZIkSdIgaDUJtzfwkznW\nfR/Yr8X9SpIkSZIkSQOn1STc94Fj5lh3JPDDFvcrSZIkSZIkDZxWZ0d9K/CBiNgbuAS4CRgDngYE\ncEJbopMkSZIkSZIGQEs94TLzg8BfA4cCHwQ+A3wIOBw4pVwvSZIkSZIkidaHo5KZ7wT2BQ6iSMb9\nLrAmM9/dptgkSZIkSZKkgdDqcFQAMrMJ/KBNsUiSNNAmJibYvn17S+9tNBps3bqVqakpms1mmyMr\nLF++nJGRkY7sW5IkSVrqWkrCRcQYxXPh/hTYHWjM2qSZmYtK8EmSNGi2b9/Oueee2+sw5rR27VqT\ncJIkSVKHtJoo+0eKSRg+AlwP7GhbRJIkSZIkSdKAaTUJ91TgRZn53nYGI0mSJEmSJA2iVidmmAB+\n0s5AJEmSJEmSpEHVahLuYuC4dgYiSZIkSZIkDapWh6NeA5wVEfsDVwG3z1rfzMzXLioySZIkSZIk\naUC0moR7Z/nvH5U/szUBk3CSJEmSJEkSLSbhMrPVYaySJEmSJEnSktNqT7g7RcQ9gH2Ba4HJzJxa\ndFSSJEmSJEnSAGm5R1tEPCEirgZ+BXwHeAjw4Yh4U7uCkyRJkiRJkgZBS0m4iDgM+FdgG3Aa0ChX\n/SfwfyPiJe0JT5IkSZIkSep/rfaEOwu4NDOfALyVMgmXma8HzgbWtSU6SZIkSZIkaQC0+ky4hwF/\nV/6/OWvdvwIvajminYiI/YB3U8zEejPwtsx8WzuPIUmSJEmSJHVKqz3hbqWYjGFn7luub6cLgduA\nR1Ak+M6KiKPafAxJkiRJkiSpI1pNwn2MIhH2qBnLmmWPtZcDn1h0ZKWI2BM4GHhdZv44My8DPg0c\n3q5jSJIkSZIkSZ3U6nDUv6VIjF0NbCiXfQS4D/Az4PTFh3anbcCvgedFxOnA/sAhbT6GJEmSJEmS\n1DEt9YTLzM0USbi/AL4EfA74NnAq8MjM3NSuADNzHDilPNY24HvAJzPz/HYdQ5IkSZIkSeqkVnvC\nTSfH3lf+dNpBwGXAOcDvAe+IiM9l5keq7mBoaIiRkZFOxacBNjw8fJd/dXcT47PnZ6mfRqNR6RzQ\naDS6EM3iDEpZBqUcMDhlqVqO6W3rbCFlWSr65XpW97YFS7t99Us7Un3ZhrRYtiG1w9DQUE+O21Kr\njYjnzLdNZl7Qyr53cqzDgbXAfmXi75vls+fOoBgCW8mqVavaEY6WsNWrV/c6hNq6ftvNvQ5hXkND\nQ4yN7TXvdlu3bu1CNItTlGVs3u3qXpZBKQcMTlmqlgPgjm3jnHjiug5H1LrR5Ssql2Wpqfv17PY7\nxlm7rr5tC2Bk1PZV93ak+ptuQxs2bGDbtm09jmbXVq5cyZo1a3odhmbxPKR+1Grq+Pw5ljeBKWAS\naEsSjmJG1B+WCbhp36SYAKKyLVu2MD4+Pv+G0izDw8OsXr2azZs3Mzk52etwamlqqv494aampti4\ncWOl7epuUMoyKOWAwSlL1XIA7Jhazhcv39LhiFp3xNGrKpdlqeiX69ktE8tYd8nPeh3GLq0/5kHs\ntkTbV7+0I9XX7Da0detW1q9f3+uwdmndunVeU2rE85DaYXR0tCedtVpNwj1gJ8v2AB5HMWnD0S1H\ndHe/BA6IiOHMnP4NOwi4diE7mZqaYmJioo1haamZnJy0Dc2h2exNV96FaDabTEzMf5FuNuufUCzK\nMn9brHtZBqUcMDhlqVqOYtt6/95X/Z1fiup/Pav370mh+u/KoKp/O1LdTbehul8bYWHXR3WP5yEt\nRq+GM7d01Mz86Ryr/jsilgPvoEjItcPHgbOB9RFxFvAgiplRnR1VkiRJkiRJfaGl2VHn8W3gke3a\nWWZuAQ4H9gW+BrwJODMz691nWZIkSZIkSSq1tf9d2QtuLXBjO/ebmd8HntLOfUqSJEmSJEnd0urs\nqNdy9wd2DAF7AyuAly0yLkmSJEmSJGlgtNoT7grunoRrAluAT2Tm5xYVlSRJkiRJkjRAWp2Y4YQ2\nxyFJkiRJkiQNrFaHo953Idtn5s9aOY4kSZIkSZI0CFodjnoddx+OuitDLR5HkiRJkiRJ6nutJuEC\n+CfgG8CHgF8AewFHAscCr6NI1EmSJEmSJElLXqtJuGcDH9/Js+EyIm4CDsnMv1tUZJIkSZIkSdKA\nWNbi+54EfHiOdZ8CDm1xv5IkSZIkSdLAaTUJtwk4eI51h1MMT5UkSZIkSZJE68NR1wNnRMTuwGXA\nRuBewJ8BLwBOaU94kiRJkiRJUv9rNQn3OmBP4MXA35TLGsDtwMsz85/aEJskSZIkSZI0EFpKwmVm\nE3hpRLwWeAxwT4ohql/NzNvaGJ8kSZIkSZLU91rtCTdtC/DL8v9XASOL3J8kSZIkSZI0cFqdmIGI\n+HPgZ8A3gU8ABwDnR8RFEbG8TfFJkiRJkiRJfa+lnnAREcAFwIeAjwP/Uq66BHgX8MryR9IS0Bhu\n8KQj9+p1GLvUGG70OoSuGxkZ5cQT1/Y6jDmNjIz2OoSuW3ydNIBmu8K5m6VYJ1InNRojDC1r+W/e\nXTG1YwfN5kSvw+ga66R+6n6/Al4fJbVPq8NRXwG8JzNfEBFD0wsz87yIGAOej0k4acm4ZXKCdRf/\noNdh7NL6Yw5kbKkl4naM8sXLt/Y6ijk95ahVwFSvw+gu60RaUsa37eAzH9vY6zB26SlH7cXyFb2O\nonuskxqq+bURvD5Kap9W/wx0IEWvt525GvjtFvcrSZIkSZIkDZxWk3A3AQfNse6gcr0kSZIkSZIk\nWk/CfRQ4MyKeAUwPkG9GxCMphqFe2I7gJEmSJEmSpEHQ6jPhXgn8HpDAjnLZvwF7AFfi8+AkSZIk\nSZKkO7WUhMvMceCpEfFk4DBgL+AW4Argk5nZuanbJEmSJEmSpD7TUhIuIj4DnJ2ZnwU+296QJEmS\nJEmSpMHS6jPhDuE3w1AlSZIkSZIk7UKrSbhPAX8eESPtDEaSJEmSJEkaRK1OzHAH8GwgIuJ7wNZZ\n65uZefiiIpMkSZIkSZIGRKtJuP2Af5/xujFr/ezXkiRJkiRJ0pJVOQkXEU8HvpCZt2TmEzsYkyRJ\nkiRJkjRQFtIT7kLgD4GvTS+IiFOB8zPzpnYHNlNELAfeAhwHjAPvz8xXdPKYkiRJkiRJUrssZGKG\nuwwxjYgh4O8phqZ22tuBw4EnA88CToqIk7pwXEmSJEmSJGnRWp0ddVrHn/0WEauBE4F1mfmNzPwi\ncA5wcKePLUmSJEmSJLVDqxMzdNOhwC2Z+eXpBZl5dg/jkSRJkiRJkhakH5JwDwSui4hnAy8HlgPn\nAWdlZrOnkUmSJEmSJEkVLDQJt7OkV6cTYXsAvwM8HzgB2Bd4L/BriskaKhkaGmJkZKQT8WnADQ8P\n3+Vf7cQdE72OoIJGpXNAo9HxUfaL1mhUK8vEeL3/TlG1HNZJ91QtBwxWWZaKvrmeDdA1pe6/J7Dw\n35W+aUdzGMQ66Tez25B1ooXq9/OQ6mFoaKgnx11oq700IsZnLft4RGyftayZmfsvIq6ZJoHfAo7L\nzOsBIuJ+wF+ygCTcqlWr2hSOlqrVq1e3fZ8bNmxg27Ztbd9vu6xcuZI1a9bMu91N227sQjSLMzw8\nxNjY2Lzbbd26tQvRLM7QULWyXL/t5i5E07qiHHvNu5110j1V6wTghjtu5Iijq23bC8uHm4yN7dPr\nMLpq08ZbaLJjzvWTk002bvxV+ar7N54NlrH32J7zbnfbtl9y7v/5X12IqHV7DFPpd/7n45t40lF7\ndyGi1i0bWcbY2PwxzrxnueWWWzod1oJVvWep+3kYFnYu7mfT99bWiVrVie9nUqctJAn3gZ0su6Jd\ngezCDcAd0wm40g+A+yxkJ1u2bGF8fHb+UJrf8PAwq1evZvPmzUxOTrZ131u3bmX9+vVt3Wc7rVu3\njo0bN8673eTkVBeiWZzJyalKZZmaqn9ZpqaqlqXef1muXg7rpFuqlgNgZMsGJk9d2+GIWjdy9rls\n3LjY+af6y+1bm3z60k29DmNORxy9N03mb1+rbtvISI3bFsDKs89l48b5e8X8avsE6y76fhciat36\nYx7Eigq/94Nyz1L38zAs7Fzcj2bfW1snWqhOfj/T0jE6OtqTzlqVk3CZ+bxOBrILVwErIuKAzPxR\nuezBwHUL2cnU1BQTE/0wvEF1NTk52fY21GzW+6aj2WxWLHO9y1GoVpa61wlUr5dmszddrKsqyjH/\njZN10j1V6wRgpOb1Uv38NTgGpX3VvW2B18c6GpTzMCzsXNzPpu+trRO1qhPfz7R09Go4c+3/RJyZ\n/wNcDpwfEQ+NiKcApwHv6m1kkiRJkiRJUjX98iTD44F3AFcCtwNvz8x39jYkSZIkSZIkqZq+SMJl\n5m0UM6Oe0NtIJEmSJEmSpIWr/XBUSZIkSZIkqd+ZhJMkSZIkSZI6zCScJEmSJEmS1GEm4SRJkiRJ\nkqQOMwknSZIkSZIkdZhJOEmSJEmSJKnDTMJJkiRJkiRJHWYSTpIkSZIkSeowk3CSJEmSJElSh5mE\nkyRJkiRJkjrMJJwkSZIkSZLUYSbhJEmSJEmSpA4zCSdJkiRJkiR12HCvA5CkOhkZGeXEE9d2aO8N\noLnovYyMjFY72nCDJx2516KP1ymN4Ual7TpbJ+3RtTppNKC5+DY05+4r1onqaflwkyOOmqd9tec0\n1JKR4R4duId2X9Zk/dEH9DqMXdp9WZOiYezaXc/FPWxIcxiUayN4LpakQWYSTpJm2jHKFy/f2uso\ndukpR60Cpubd7pbJCdZd/IPOB9Si9cccyFiVLxrWSddUrhPV0siWDUydtq7XYcxp5A3rmbjnPr0O\no6vusXUTozWuE4AVVeul5ufiQTkPg+diSRpkDkeVJEmSJEmSOswknCRJkiRJktRhJuEkSZIkSZKk\nDjMJJ0mSJEmSJHWYSThJkiRJkiSpw0zCSZIkSZIkSR1mEk6SJEmSJEnqMJNwkiRJkiRJUoeZhJMk\nSZIkSZI6zCScJEmSJEmS1GEm4SRJkiRJkqQO67skXERcHhHv73UckiRJkiRJUlV9lYSLiGcCT+11\nHJIkSZIkSdJC9E0SLiJWA2cDX+t1LJIkSZIkSdJCDPc6gAU4B7gA+O1eByJJkiRJkiQtRF/0hIuI\nw4DHAa/tdSySJEmSJEnSQtU+CRcRo8B7gBdk5niv45EkSZIkSZIWqh+Go74G+Hpmfm4xOxkaGmJk\nZKQ9EWlJGR4evsu/7dRoNNq+z3ZqNBrVfm/umOh8MItWrSwT480uxLI4g1Mv1kn9VCwHA3T+GiCD\nUid1LwcszbLU/Vw8OOdhWMi5uB/Nvreue9uCpXlNqbNOfj/T0jE0NNST4/ZDqz0WuFdE3Fa+HgWI\niGdk5qqqO1m1qvKm0k6tXr267fu8Y9s4J564ru37bZfR5SsYGxubd7ubtt3YhWgWZ3h4qFJZrt92\ncxeiWZyhoSHGxvaad7u614t1Uj9V6wRg8831LsvQ0BCrK5ZlUAxKndS9HLA0y/Lz8U086ai9uxBR\na5aNLGNsbP746n4ehurn4k0bb6HJji5E1JoGy9h7bM8510/fW9e9bUH19qXu6sT3M6nT+iEJ93hg\n5p8dzgaawKkL2cmWLVsYH3c0qxZueHiY1atXs3nzZiYnJ9u67x1Ty/ni5Vvaus92OuLoVWzcuHHe\n7SYnp7oQzeJMTk5VKsvUVP3/Gjs1Va0sda8X66R+qtYJQGOq3mWpWieDZFDqpO7lgKVZll9tn2Dd\nRd/vQkStWX/Mg1gxAOdhqH4uvn1rk09fuqkLEbXmiKP3psndyzH73rrubQuqty91Rye/n2npGB0d\n7Ulnrdon4TLz5zNflz3impl57UL2MzU1xcREP3Q/V11NTk62vQ01m73pAltVs9lkYqLKha3+SRJo\nVqq/utcJDFK9WCf1U61OAEaa9S5LUSdL67o/KHVS93LA0izL4Jy/6l4OGJTr43zXxt/cWw9Onai7\nOvH9TEtHr4Yz135iBkmSJEmSJKnf1b4n3GyZ+bxexyBJkiRJkiQthD3hJEmSJEmSpA4zCSdJkiRJ\nkiR1mEk4SZIkSZIkqcNMwkmSJEmSJEkdZhJOkiRJkiRJ6jCTcJIkSZIkSVKHmYSTJEmSJEmSOswk\nnCRJkiRJktRhJuEkSZIkSZKkDjMJJ0mSJEmSJHWYSThJkiRJkiSpw0zCSZIkSZIkSR1mEk6SJEmS\nJEnqMJNwkiRJkiRJUocN9zoASZKkXpmYmGD79u29DmOXli9fzsjISK/D0BK3+7Im648+gAZAowHN\nJs1eBzXD7suaUEQ373brjz6g8wEtQtWySFpaGo0RhpbVtx/V1I4dNJsTvQ6j9kzCSZKkJWv79u2c\ne+65vQ5jl9auXWsSTj13j62bGD1tXa/DmNOKN6xn4p77zLtd3csB1csiaWkZ37aDz3xsY6/DmNNT\njtqL5St6HUX91TeNKkmSJEmSJA0Ik3CSJEmSJElSh5mEkyRJkiRJkjrMJJwkSZIkSZLUYSbhJEmS\nJEmSpA4zCSdJkiRJkiR1mEk4SZIkSZIkqcNMwkmSJEmSJEkdZhJOkiRJkiRJ6jCTcJIkSZIkGfRI\n2AAAGLdJREFUSVKHmYSTJEmSJEmSOmy41wFUERH3Bt4OPBG4HUjg9Mzc3tPAJEmSJEmSpAr6IgkH\nXATcDBwC7AWcB0wCp/UyKEmSJEmSJKmK2ifhIuJA4A+Ae2XmpnLZq4A3YhJOkiRJkiRJfaAfngm3\nAThiOgFXagD36FE8kiRJkiRJ0oLUvidcZt4KfHb6dUQ0gFOAz/UsKEmSJEmSJGkBap+E24k3Ag8D\nHtXrQCRJkiRJkqQq+ioJFxFvAF4IRGZ+byHvHRoaYmRkpDOBqau2bdvG9u3dnRh369atTE1NVdp2\ndHSUFStWVNp2Yry5mLA6rtFoVPu9uWOi88EsWrWy1L1OYJDqxTqpn4rloChznVWtk7qXAwanLINS\nDrAsdTQo5YDqZan79XGucgwPD9/l3/pfG2Eh10d13t3a0BLRr7/zdTU0NNST4/ZNq42IdwAnA8dn\n5qULff+qVavaH5S6bmpqii9/+ct86lOf6nUoc3rOc57DfvvtV+km7/ptN3chotYNDQ0xNrbXvNvd\ntO3GLkSzOMPDQ4yNjc273c/HN/Gko/buQkStWzayjLGx+WOse71YJ/VTtU4ANt9c77IMDQ2xukJZ\nbr9jnLXr1nUhotaNjK6oVC+DUid1LwdYljoalHJA9bL0+33k6tWrgfpfG6H69fHGTZsZatQ7UTLV\nbHCvvVfPu92GDRvYtm1bFyJqzfj4OGvWrOl1GF1V93viqvfDS11fJOEi4tXA84FjM/OSVvaxZcsW\nxsfH2xuYemLHjh29DmGXduzYwaZNm+bfEJiaqvlFemqKjRs3zrvd5GS1XoK9NDlZrSy/2j7Buou+\n34WIWrf+mAexYgDqxTqpn6p1AtCo2Du4V6qev26ZWMa6S37WhYhat/6YB7FbhbIMSp3UvRxgWepo\nUMoB1cvSr/eRw8PDrF69ms2bNzM5OVn7ayNUvz5uuK0/7lmWNSfn3W7r1q2sX7++CxG15uSTT76z\nDS0Vdb8nrno/XBejo6M96axV+yRcRBwEnAG8HvhKRNxrel1mVv6zydTUFBMT/dDVWbvSD0MIms1m\n5bbWbPamC2xVRVmqXNjqfRNYqFovlqV7BqUcMDhlqX7+GmnWuyzVz8X1LkehWlkGpU7qXg6wLHU0\nKOWA6mXp9/vIycnJspz1r5PBuc5D1bI0++B35TdtaKmoe51Uv4+sg14NZ17Wk6MuzJEUcZ4B/LL8\nuaH8V5IkSZIkSaq92veEy8w3AG/odRySJEmSJElSq/qhJ5wkSZIkSZLU10zCSZIkSZIkSR1mEk6S\nJEmSJEnqMJNwkiRJkiRJUoeZhJMkSZIkSZI6zCScJEmSJEmS1GEm4SRJkiRJkqQOMwknSZIkSZIk\ndZhJOEmSJEmSJKnDTMJJkiRJkiRJHWYSTpIkSZIkSeowk3CSJEmSJElSh5mEkyRJkiRJkjrMJJwk\nSZIkSZLUYcO9DkBayhrDDZ505F69DmNOjeFGr0Pout2XNVl/9AFt328DoNGAZpPmIve1+7Lm9B7n\n3a4TZWmXquUYJIupk3a2oblYJ/W0FOtF0tIxSOfhQSrLyPJR1q5d1/mAWrRseKTSds2hEZYP17vv\n0fbJHTSmJnodhrrEJJzUQ7dMTrDu4h/0Oow5rT/mQMaWWCLuHls3MXpafW84AFa8YT0T99xn3u3q\nXpaq5Rgk1kn91L1OYGnWi6SlY5DOw4NUllunhlh36c+6EFFrzj/2IexWYbtNv97Ouovq+30Lyu9c\nK5bWd66lrN4pYUmSJEmSJGkAmISTJEmSJEmSOswknCRJkiRJktRhJuEkSZIkSZKkDjMJJ0mSJEmS\nJHWYSThJkiRJkiSpw0zCSZIkSZIkSR1mEk6SJEmSJEnqMJNwkiRJkiRJUoeZhJMkSZIkSZI6zCSc\nJEmSJEmS1GHDvQ6giogYBd4FPB24HXhTZr65t1FJkiRJkiRJ1fRLT7hzgEcATwBeALw6Ip7e04gk\nSZIkSZKkimqfhIuI3YC1wAsz8z8z82PA2cApvY1MkiRJkiRJqqb2STjg9ymGzX51xrIvAwf3JhxJ\nkiRJkiRpYfohCbcvsCkzJ2csuxFYERF79SgmSZIkSZIkqbJ+mJhhN2B81rLp16MV3r8CYGRkpJ0x\nqYf23HNP9t9//16HMac99tiDlStXVtp25Y5JDtxnjw5H1LqVy5ezcuX8p4m6lwOql4WVuzGy/4Gd\nD2gRhlfuxnCVNlbzslQth+2reyq3LRicstS8HDA4ZRmUcoBlqaNBKQdUL0uj2WTvfVZ0IaLWjI6O\nsGLl8rstHxoaKtePMjw8PFB1Mkhlqfv914qRYUZHR4o2tAt1LwcMzneuyvfDNTEjR9TVE2mj2Wx2\n83gLFhHPAN6emfeesexBwH8De2XmLfPs4lnAP3cwREmSJEmSJPWf44EPd+tg/ZCm/AWwd0Qsy8wd\n5bI1wLYKCTiAz1B8qNcBd3QmREmSJEmSJPWJFcD9KXJGXdMPSbhvARPAY4CvlMseB3y94vtvpotZ\nTUmSJEmSJNXeV+bfpL1qPxwVICLeDRwCnAjsB5wPPDczP9bLuCRJkiRJkqQq+qEnHMBLgHcBXwBu\nBV5pAk6SJEmSJEn9oi96wkmSJEmSJEn9bFmvA5AkSZIkSZIGnUk4SZIkSZIkqcNMwkmSJEmSJEkd\nZhJOkiRJkiRJ6jCTcJIkSZIkSVKHDfc6gCoiYhT4D+CvMvNL5bL7A+8D/hC4DnhxZn52xnueBLwF\neCDwVeCkzLx2xvoXAS8Dfgu4EDglM++Ycbx3AU8HbgfelJlv7mwp1SkRcW/g7cATKeozgdMzc7vt\nSFVExP7AO4FDgJuBf8zMc8p198c2pAWIiMuBGzPzxPL1/bENqYKIOBq4GGgCjfLfizIzbEeqIiKW\nU7SD44Bx4P2Z+Ypy3f2xDWkXIuK5wHnc9RzUAHZk5nBEPAB4L7Yh7UJE7Ae8G/gjivvqt2Xm28p1\n98fzkCqIiDGKdnQ4sBE4KzM/UK67PzVuR7XvCVcW8iPAg2etuhT4JfBI4EPAJeUvNBFxH+AS4Fzg\nUcCmcvvpfR4DvAo4CTgMeAxw9ox9nwM8AngC8ALg1RHx9DYXTd1zEbCCIoHyTOBpwGvLdR/DdqRd\niIgGcDlwI/Aw4C+AMyLimeUmtiFVVrabp85a7PVMVT0YuAxYU/7sC6wr13kuUhVvp/jC8mTgWcBJ\nEXFSuc42pPl8lN+ce9YA9wN+BLy1XO/1TFVcCNxGUZ8vAs6KiKPKdZ6HVNWlwL2Bx1O0ozeXf6yE\nmrejRrPZXMj2XRURBwEfLl8+FHhiZn4pIg6j+KD2mZGR/CxwZWaeGRFnAodm5mHlupXABuBp5fuv\nAD6Xma8t1x8C/CuwF0VichPwlMy8slz/CuDw6f2pf0TEgcB3gXtl5qZy2TOBNwLPofgFtR1pThGx\nhuIvJesy89flsouAGygSvLYhVRIRq4H/pLgp+G5mnuj1TAsRER8EfpqZZ8xabjvSvMpz0I3AYZn5\n5XLZqcDvAP+M1zMtUEScDjwPeAjwODwPaR4RsSfwK+B3M/O75bL/R3FvdAmeh1RBRDwS+BrwwMz8\nabnsVOBo4BXUvB3VvSfc44HPU3QjbMxYfjBwzfSHWvpyud30+i9Nr8jMbcA1wB9GxDLg0cCVM957\nFbAc+P3yZ5iiW+LMfR/chvKo+zYAR0wn4Ga4B0VW23akXcrMDZl53IwE3CEUN5r/hm1IC3MOcAHw\nvRnLvJ5pIR4M/M9OltuOVMWhwC3TCTiAzDw7M9fh9UwLVCZ1TwVOy8wJPA+pmm3Ar4HnRcRw2WHi\nEOCbeB5SdQ8ENk4n4ErfpujZ9jhq3o5qnYTLzPdk5stmfYBQdIH+5axlNwL7VVi/J8XQxDvXZ+YU\nxXj0/cr3bsrMyVnvXRERey2iOOqBzLx11vjvBnAKRXLXdqQFiYjrKE7aX6V4LpNtSJWUPZUex2+G\nwk+zDWkhDgSOiIgfRMSPIuLvI2IE25GqeSBwXUQ8OyK+FxE/jogzynsj25AW6gXALzLzkvK1bUjz\nysxxiu9if0GRkPse8MnMPA/bkKq7EdgzIlbMWHZfigTZvah5O+qLiRl2YjeKh8nONA6MVli/24zX\nO1u/bI51zNi/+tcbgYdTZLhfgu1IC/N0imegvJtiiKrnIs0rimebvgd4QWaOR8TM1bYhVRIR9wVW\nUnxp+TPgARTP91qJ7UjV7EEx9PT5wAkUXyb+ieLB0rYhLdRa4B9mvLYNqaqDKJ5veg7we8A7IuLz\n2IZU3dUUjwb6x4h4IcWz4V5MMVnMCmrejmrdE24X7uDuhRyluImYb/0dM17PtX5n65ixf/WhiHgD\n8ELg+PIZBLYjLUhmXpOZn6RI4J7MXU/o02xDmu01wNcz83M7Wed5SJVk5s+AvTJzbWZ+OzM/RnHD\n+Xw8F6maSYqZ3o7LzKsz81Lg9RTXs23YhlRRRDwa+G3gX2Ys9nqmeUXE4RQJ3BMz85uZeQHwBuAM\nPA+porJH5TOAJwJbgCso/uDdAHZQ83bUr0m4X1D0RplpDUU2dL71N1N8eHeuj4ghigft3VC+d+9y\nPPDM927LzFvaVQB1V0S8g+LLyvHlTSfYjlRBROwTv5mxadp3KZ4NcAO2Ic3vWODoiLgtIm4Djgf+\nPCK2ANdjG1JFO6m371H8xXcDtiPN7wbgjsy8fsayH1AMsfGeSAvxFOBLmXnrjGW2IVXxCOCHZRJl\n2jcphhLahlRZZn4jM/en6AV3H4pn5m4EfkzN21G/JuGuAh5RDvGZdmi5fHr9odMrImI3iiGIX83M\nJvD1meuBxwLbKWat+xYwQfFgyGmPK9+jPhQRr6boKXBsZl44Y5XtSFU8ALg4IvadsexRwE0UD+J8\npG1I83g8xXCL6Qe6XkYxa9PvU3Sn9zykeUXEH0fEplnPP3k4xSxdV+K5SPO7iuK5NQfMWPZg4Lpy\nnW1IVR0M/PusZd5Xq4pfAgdExMzHYh0EXIvnIVUUEasj4sqIWJ2ZN2XmDuBPKSbOu5qat6NGs9lc\nyPY9ExE7gCeU08Yuo/gQvkPxkOsjgdOBh2Tm9RFxP4qeKn8HfAJ4NfA7mfnwcl/HUnRXPIHiRPB+\nimloX1yufzfFLC0nUvx18HzgueXQD/WRiDiIYqaU1wPvmrV6I7YjzaM833yVYjr1l1Ak5c4FzqJo\nU98G/gvbkCqKiPOAZmae6PVMVUXEHhRt4UvAmcD+wPsonk/5FjwXqYKIuAy4J8VD9felmLH5TIpn\nndqGVElEXEsxK2rOWOb1TPOKiFUUvbg/S3Ev/SCKuj69/NfzkCqJiGuAb1B8zz8ceBtFQuxb1Pxc\n1E894e7MFpaZzqMouv79B/As4Ojp7vXlVLVPp/hgvkYxy8XRM97/L8DfUzyM9jMUX7BPm3Gsl1BU\n6BeAdwCv9Jezbx1J0c7PoPgl+iVFV9Jflu3oaGxH2oUZ55tfA18B3gu8NTP/sVx3JLYhtcjrmarK\nzK0UQ8DGKP7i+j7gPZn5Js9FWoDjgR9R9J48H3h7Zr7TNqQF2gfYPHOB1zNVkZlbKBIm+1K0gzcB\nZ2bmes9DWqBjgQMoErcvBJ5RPr+79ueivukJJ0mSJEmSJPWrfuoJJ0mSJEmSJPUlk3CSJEmSJElS\nh5mEkyRJkiRJkjrMJJwkSZIkSZLUYSbhJEmSJEmSpA4zCSdJkiRJkiR1mEk4SZIkSZIkqcNMwkmS\nJEmSJEkdZhJOkiRJkiRJ6rDhXgcgSZJURUT8G3AIcHBmXrOT9dcBX8jME7sQy/nA4zPzAZ0+1kJE\nxBBwLvB0YAdwVGZesZPtdgCvycwzuxzi9PGvBb7YjbqqKiIeC7wiM/+k17FIkqTBZE84SZLUL5oU\n9y7nR8TO/pDY7HIs3TxeVUcAzwHeBPwJ8PXehjOno4HX9jqIWU4CDup1EJIkaXDZE06SJPWTW4GH\nAK8GXtnjWOpob4rk4PmZ+dNeBzOXzPzPXscgSZLUbSbhJElSP/kW8FPgtIi4ODO/OdeGOxtyGRGv\nAV6VmcvK1+cBa4CLgdOAewPXAM8DDgReD+wP/Bdw8uzkUUScBJwBjAFfAV6Wmd+asf4+wNnAHwMr\ngK/O3CYi7gdcC7wUeD5wH+CvMvMDOynPMuAvyp8DgI3Ah8syjpdleS5FEu7aiPi3zDxsl5/mb/Z9\nLXAesCfwbGAUuAw4GTil/Pkt4HPASZm5eZHvu44ZQ4cjYg3wVuDJZUgJ3AwcPz3ktzzWJcBDgccC\nH8rM50fEQymSso8r47gJuAg4NTPHy/fuAP4KeATFUN0R4FPAKZm5ccZnR0RMAc/LzAsi4jiKdvE7\nwFbgM+V+b6jyuUqSJM3kcFRJktRvXkSRgDpvjmGpu7KzYaSPpUjQvAg4AXgw8EmKIZ2vA44F7gt8\naNb77gO8Cng58EzgnsAXI2I/gIjYiyLp9nDgBeU2y4AvRcSBs/b1auAfKBJZn50j9vcCb6ZIMD0N\neAfw18Cl5fozy3ihGO75grk+hDm8tCzTseV+ngX8B0VibB3wt8BR5XEW+7476yAilgNfBP6wLM8J\nwO+X+51dV38FXA0cCZxbJu++BOxGkUQ7AvhIuZ//O+u9Z1F8/scCL6P4DN9arnstRZ3fADwGuLx8\nRtwFwIXlfl8EHE6R+JQkSVowe8JJkqS+kpm3RsTJFD2uXlX+LMYewJ9l5g8BIuIJFD25Dpue1CAi\nzgHeGBGrMnNL+b5lFBMfXFNuczXwE+CFwKnAS4DVwGMy8/pym08B36dISB07I4Z/2Vnvt2kRcRBw\nInBaZr6xXPz5iLgB+GBEHJGZn46IH5frvpWZP1vg53ArcGxm7gC+EBEnUPQMfHRmbi3j+N8Uk2O0\n433T/pyip9kjZ/QQ/CLFZznbTzPzFdMvIuLJwDeBYzLz9nLxFyLij4EnUPRCnPbtzFw7470HA88A\nyMyfRMRGYDwzv16ufxzwa+DszJwol90MPHqOckiSJO2SPeEkSVLfycxPUPRMOy0iHrbI3W2eTsCV\nbiz//dqMZTeX/+45Y9lPZs7Smpk3UvR8+6Ny0WEUw2dviIihcuZSKIZBPpm7mu8ZaY+n6BX20VnL\nPwpMUSScFutrZSJt2o3AD6YTaaWbuetnsJj3TXsixWd55zDe8r2f2Mm235r5IjM/m5lPBLZHxEER\n8bSIeDmwD8XQ2JmumvX6emD3OWICuIIiQfvfEfH6iDgU+Gxmvm4X75EkSZqTSThJktSvXkiR3Gll\nWOpMW3a2MDO3zfO+DTtZdhNF7zeAvSiGNk7M+NlOMUx0VUSsmPG+mQmrnbnnzo6ZmVPAJuZOcC3E\nzj6HX3fwfdPGKD632W7cybK7fE4R0YiIfwB+BXyHYojuw4BtQGPWe2+f9XrHTra5U2ZeBTwV+DHw\nYophr7+IiFPmLIkkSdIumISTJEl9KTNvoZik4KHMPVPq0KzXe7QxhHvuZNkafpNQuoWiN9UjgUfN\n+Hk08AfA+AKO9asZ+79TmXzcmyIR16+uB+61k+X7VHjv6RTPajsF2DMz75+ZQfHMwEUre9o9lSKx\n+qfAt4G3RcQj27F/SZK0tJiEkyRJfSszL6N4EP/pFMmombYA+81admgbD39gRDxg+kU5E+pjgS+U\ni66gmGH1h5l5zfQPxQQCazNz9qQDu3IFRa+t42YtP47ifu7KFstQB1cADyhnOQUgIlZS9EKbzyHA\nf2fmBZl5W/ne3wZ+j4Xf507NfBERb4yIrwFk5h2Z+Ungbyjq4X4L3LckSZITM0iSpL731xSzVs7u\nTfUJ4JnlhAk/oph1c/82HnccuCwizqC4pzqTogfW28v1b6aYdODz5cQON1PMkLqWovdWZZn5vYj4\nAHBmROxOMTTy4RSzqn4hMz/ThvL0yocpZlD9WPlZ3kox/HMM+Ok87/0acEZEnEbxPL7/RZGQXc6u\nn/e2M7cA94qIIyiePfd54MURcT7F8wdHKSbcuJnfJFolSZIqsyecJEnqJ3frPZaZm4G/LNfNXP8S\n4OPAG4ELgduA06rsc45ls30DeB/wbuADwA+BP8rMm8u4bqDoGXdtuc1lFMNRT8zMdyzwWFDMjvp3\nwLOAyynK/BbgTyq+f6bZn9Xs17uKra3vK59r98cUn+e7KD7L7wCXcNdnwO3sWH9P8dm+EPgk8FLg\nAuA1wEMiYtUC4jwPuA64FHhOZn4aOB54CHAR8M8UvSufUA6FliRJWpBGs7mQkRCSJElS+0TEg4EH\nZebFs5ZfDfw8M5/Rm8gkSZLay+GokiRJ6qU9gAsj4l3AxcAIcCzFhBZ/08vAJEmS2smecJIkSeqp\niHg6RcLtIIqJD74JvDYzP9/TwCRJktrIJJwkSZIkSZLUYU7MIEmSJEmSJHWYSThJkiRJkiSpw0zC\nSZIkSZIkSR1mEk6SJEmSJEnqMJNwkiRJkiRJUoeZhJMkSZIkSZI6zCScJEmSJEmS1GEm4SRJkiRJ\nkqQO+/8dDeAMzt7dAAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x29316de9470>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure()\n",
"plt.hist([data_usa.loc[\"Philippines\", years], data_usa.loc[\"China\", years], \n",
" data_usa.loc[\"India\", years], data_usa.loc[\"Viet Nam\", years]], bins=20, stacked=True, \n",
" label=[\"Philippines\", \"China\", \"Inida\", \"Viet Nam\"])\n",
"plt.legend(loc=\"upper right\")\n",
"plt.title('Histogram of Immigration to the US from Philippines, China, India and Viet Nam Between 1980 and 2013')\n",
"plt.ylabel('Frequency')\n",
"plt.xlabel('Number of Immigrants')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Thank you for visiting!\n",
"\n",
"Notebook created by: [Susan Li](https://www.linkedin.com/in/susanli/)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Copyright &copy; 2016 [Analytics Toronto](https://analyticstoronto.com/)"
]
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python [default]",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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