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Created November 14, 2022 10:16
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TP-2-Matplotlib-vis.ipynb
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"<a href=\"https://colab.research.google.com/gist/AhmedCoolProjects/b95edd4a88b896768b7a0a902413da4d/tp-2-matplotlib-vis.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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{
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" Etudiant Sexe Groupe Salaire mensuel des parents \\\n",
"0 1 Féminin Groupe B de 30 000 à moins de 40 000 \n",
"1 2 Féminin Groupe C de 10 000 à moins de 20 000 \n",
"2 3 Féminin Groupe B de 20 000 à moins de 30 000 \n",
"3 4 Masculin Groupe A 50 000 et plus \n",
"4 5 Masculin Groupe C de 10 000 à moins de 20 000 \n",
"\n",
" Nombre de frères et sœurs Transport scolaire Sciences Langues Rédaction \\\n",
"0 0 Non 72 72 74 \n",
"1 0 Oui 69 90 88 \n",
"2 0 Non 90 95 93 \n",
"3 0 Non 47 57 44 \n",
"4 0 Non 76 78 75 \n",
"\n",
" Moyenne \n",
"0 Assez bien \n",
"1 Bien \n",
"2 Très bien \n",
"3 Non admis \n",
"4 Assez bien "
],
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" <td>0</td>\n",
" <td>Non</td>\n",
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" <td>44</td>\n",
" <td>Non admis</td>\n",
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" <td>5</td>\n",
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" <td>de 10 000 à moins de 20 000</td>\n",
" <td>0</td>\n",
" <td>Non</td>\n",
" <td>76</td>\n",
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},
"metadata": {},
"execution_count": 6
}
],
"source": [
"import pandas as pd\n",
"\n",
"df = pd.read_csv(\"/content/Dataset Students Performancevf.csv\", sep=\";\", encoding='latin-1')\n",
"df.head()"
]
},
{
"cell_type": "code",
"source": [
"df.columns"
],
"metadata": {
"id": "MMJOuPFOQfjw",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "3f13afc2-ed3d-4f0d-8d77-0318ddda7312"
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"execution_count": 7,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Index(['Etudiant', 'Sexe', 'Groupe', 'Salaire mensuel des parents',\n",
" 'Nombre de frères et sœurs', 'Transport scolaire', 'Sciences',\n",
" 'Langues', 'Rédaction', 'Moyenne'],\n",
" dtype='object')"
]
},
"metadata": {},
"execution_count": 7
}
]
},
{
"cell_type": "code",
"source": [
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
],
"metadata": {
"id": "Yl8Lhe1BWlxB"
},
"execution_count": 9,
"outputs": []
},
{
"cell_type": "code",
"source": [
"plt.figure(figsize=(10, 10))\n",
"# plot 1: count for each df.Sexe\n",
"plt.subplot(2, 2, 1)\n",
"plt.plot(df.Sexe.value_counts(), 'o-', c='r', lw=2, ls=\"--\")\n",
"plt.title('Sexe')\n",
"# plot 2: count for each df.Groupe\n",
"plt.subplot(2, 2, 2)\n",
"plt.plot(df.Groupe.value_counts(), 'o-', c='g', lw=1, ls=\"--\")\n",
"plt.title('Groupe')\n",
"# plot 3: count for each Moyenne\n",
"plt.subplot(2, 2, 3)\n",
"plt.plot(df.Moyenne.value_counts(), 'o-', c='b', lw=2, ls=\"-.\")\n",
"plt.title('Moyenne')\n",
"# plot 4: count for each df[\"Transport scolaire\"]\n",
"plt.subplot(2, 2, 4)\n",
"plt.plot(df[\"Transport scolaire\"].value_counts(), 'o-', c='y', lw=2, ls=\":\")\n",
"plt.title('Transport scolaire')\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 607
},
"id": "elZplF3EW397",
"outputId": "a4d44b6a-1857-4f18-ea34-8a01f54e7887"
},
"execution_count": 41,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 720x720 with 4 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"plt.figure(figsize=(10, 10))\n",
"plt.scatter(df[\"Rédaction\"], df[\"Langues\"], c='r', marker='o', s=5)\n",
"plt.xlabel('Rédaction')\n",
"plt.ylabel('Langues')\n",
"plt.title('Scatter plot')\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 621
},
"id": "cE5Xh19YXk85",
"outputId": "aceddad8-14ee-4f5e-878e-40a8122cfe0c"
},
"execution_count": 45,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"import matplotlib.style as style\n",
"style.available"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "dOmhNeb6gQDC",
"outputId": "38c34caa-de6a-4db5-a97d-b0ee0b1f1e75"
},
"execution_count": 46,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"['Solarize_Light2',\n",
" '_classic_test_patch',\n",
" 'bmh',\n",
" 'classic',\n",
" 'dark_background',\n",
" 'fast',\n",
" 'fivethirtyeight',\n",
" 'ggplot',\n",
" 'grayscale',\n",
" 'seaborn',\n",
" 'seaborn-bright',\n",
" 'seaborn-colorblind',\n",
" 'seaborn-dark',\n",
" 'seaborn-dark-palette',\n",
" 'seaborn-darkgrid',\n",
" 'seaborn-deep',\n",
" 'seaborn-muted',\n",
" 'seaborn-notebook',\n",
" 'seaborn-paper',\n",
" 'seaborn-pastel',\n",
" 'seaborn-poster',\n",
" 'seaborn-talk',\n",
" 'seaborn-ticks',\n",
" 'seaborn-white',\n",
" 'seaborn-whitegrid',\n",
" 'tableau-colorblind10']"
]
},
"metadata": {},
"execution_count": 46
}
]
},
{
"cell_type": "code",
"source": [
"style.use('seaborn-colorblind') "
],
"metadata": {
"id": "NY7TLRE4hCqN"
},
"execution_count": 47,
"outputs": []
},
{
"cell_type": "code",
"source": [
"plt.figure(figsize=(10, 10))\n",
"plt.hist(df[\"Rédaction\"], bins=10, color='r', alpha=0.5)\n",
"plt.xlabel('Rédaction')\n",
"plt.ylabel('Nombre')\n",
"plt.title('Histogramme')\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 621
},
"id": "Hv6FxLtRhRPh",
"outputId": "7bd4a166-4a9c-4186-de21-8195577b4a27"
},
"execution_count": 48,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
],
"image/png": "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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"plt.figure(figsize=(8, 8))\n",
"plt.boxplot(df[\"Rédaction\"], vert=False, patch_artist=True)\n",
"plt.xlabel('Rédaction')\n",
"plt.title('Boxplot')\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 513
},
"id": "1eAhXpDLhqDp",
"outputId": "dcbc50b2-6ba3-420e-e16a-ea7f70618328"
},
"execution_count": 49,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
],
"image/png": "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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"plt.figure(figsize=(8, 8))\n",
"plt.bar(df[\"Groupe\"], df[\"Langues\"], color='b', alpha=0.5)\n",
"plt.xlabel('Groupe')\n",
"plt.ylabel('Langues')\n",
"plt.title('Bar plot')\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 513
},
"id": "Yf4IcNWMiINX",
"outputId": "90ffc41a-e424-4ef2-a363-51742dfe2505"
},
"execution_count": 52,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
],
"image/png": "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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"plt.figure(figsize=(8, 8))\n",
"plt.bar(df[\"Groupe\"], df[\"Sexe\"], color='b', alpha=0.5)\n",
"plt.xlabel('Groupe')\n",
"plt.ylabel('Langues')\n",
"plt.title('Stacked bar plot')\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 513
},
"id": "cXGyrDJLidkg",
"outputId": "c5b2324c-94a8-4273-c013-0f7a21b9215e"
},
"execution_count": 57,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
],
"image/png": "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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"plt.figure(figsize=(8, 8))\n",
"df.groupby(['Sexe', 'Groupe']).size().unstack().plot(kind='bar', stacked=True)\n",
"plt.title('Sexe vs Groupe')\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 346
},
"id": "lJZ_ei8gjy5x",
"outputId": "8da332a1-74ea-4bae-efdd-0b2d2bd82944"
},
"execution_count": 65,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 576x576 with 0 Axes>"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"plt.figure(figsize=(8, 8))\n",
"df.Groupe.value_counts().plot(kind='pie', autopct='%1.1f%%')\n",
"plt.title('Groupe')\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 482
},
"id": "kzYMR9SVljRJ",
"outputId": "db5b1a5b-342b-4187-f594-e9c70facfead"
},
"execution_count": 66,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"plt.figure(figsize=(8, 8))\n",
"plt.scatter(df[\"Rédaction\"], df[\"Langues\"], c='r', marker='o', s=5)\n",
"plt.xlabel('Rédaction')\n",
"plt.ylabel('Langues')\n",
"plt.title('Scatter plot')\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 513
},
"id": "912Sxz_Hm-KY",
"outputId": "28a29c05-34b1-4e2e-b234-4c13d5913800"
},
"execution_count": 67,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
],
"image/png": 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aXWx+vr1T2cyMD+atYx5+2Aexpt27pZtuWj5O7W4WzrN3r/RjP7b+bmu97IBGtzUAQE+ldhdL2Y8Oi8bs2pXX3SycZ2qqmG5rvSwaM6AFarhDB4AqS+0uFhZuiY0Ji8bkdjcL5ymq21ovi8bQbQ0AkJ1QFSahpUjdiw87ldXr/u3x1mtNTvo94+YddqzYSyzhLSxQExafSem2FpPSta2s5LUBLFBDQAeAXspNqOplx7HcrmkpiXM5zyN2rZTnMaDJa2UhoANAL+UWjellx7HcrmnheXv2dK4553nErpXyPCreXS1EQAeAXspNqOplx7HcrmkpiXM5zyM1uS/nuVYISXEA0Gu5CVW97DiW2zUtJXEu53mkJvflPNchQlIcAAySnISv5nmtSWixMSmJc7FEtfC8el366lfXPk9RikpmG8DktbIQ0AFg0KQkgcU6qaUknMXGhI8dPy6dd54vHDM56ZPbUuYpKiku5bmOWMJbCgI6AAyalCSwWCe1lISz2Jjwsdtvbz9nz560eYpKikt5riOW8JaCgA4AgyYlCSxWPS0l4Sw2Jnzs1lvbz9m1K22eopLiUp7riCW8pSApDgAGUW71tJSEs5REtYUFf4e9a5d01lnp8xSVFJfyXCuW8JaCpDgAGBVLS76taPNmLSW5TuqsFHfuudLP/Ex7MA+rwIXnSGnV5MLzVlpjt2S2EUp4S0FAB4BBk5sUl9OaNDWZLKV6XMrzKGsMeMsdAAZOStvTWEvRnNakqa0/7723fe6ZGR9c1/o8ctqe9rFd6aDhLXcAGCa5SXE5rUlTk8lSqselPI+yxoA7dADouaIS3mLJZYuL0vS0D+YTE/GKb+GY2PVzE95SnmsotsaU9ZAU14Y7dADopdTOYWHC19KStGOHf5t9+3Yf4FqPm/O86lX+bfYdO3ygvPhi//uLLlou/nL++dKNN0obNvjj8Pq1Wrz4S2vCW2rXtG6Ja/V65xpj+QKx58q+ehvu0AGgl1L2x1P2kWN76OE8+/a173vPzfkM+HAv/Moru5931VXt69m/3wfz1cakiM2zefPan+uI7Ktzhw4Ag6KozmEpxVa2bete/GXbtrTzQkV1f4vNQ2GZLNyhA0CvFdU5LGWelL3w1PNCRXV/S9kfp7CMJO7QAaB3wuIruXK7jYV71vW69Mgj3feYUzqnhWsKi9isNKbb84gVqAmfR2wvnsIybQjoAFCUlOIruUVjUsaEFhelc87xCXBnneWPY2sME9wWFzsT3sLrLy52zpOzRhSGgA4ARQm7jc3Odo7J7aSWMiY0Pd15HFtj2AFterqzI1p4/enpznly1ojC9CWgm9m/NbMvmtl+M/uomW0ws+eb2f1m9hUz+5iZTfZjbQCQLaX4Sm7RmJQxoampzuPYGsPEtKmp7olqU1Pdk+tS1ojC9Dwpzswuk/Q3krY4506a2cclTUv6IUmfdM7tMbP3S/p759z7VpuLpDgAAyeWcBbKLSyTMiYUKyITW2NK0ZrweinJdSOYuFamQUyKm5B0jplNSDpX0rck3SDprsbv75T0+j6tDQDyTUz4z3W3JnjFEsXCBLRYIZlwTEriWmjDBukNb1gO5s1rbdrUmWDW2hUt1iUtFHZWiz0PEtd6pucB3Tn3mKTfk/RP8oH8mKQHJT3pnGuWGjoo6bJerw0A1iUl4W2lKmytYlXYwsdqtbyEs9jcOUl5JLgNnJ4HdDN7lqTXSXq+pOdIOk/SD67h/LeY2QNm9sA8CRYABklKwtvsbGfCWShMUjtwoPOx5lxrTTiLzZ2TlMd/fwdOP95yf6Wkrznn5p1zpyV9UtJ1kp7ZeAteki6X9FjsZOfcB51zW51zWzdv3tybFQNAipSEt9wqbOFj27blJZxRma2y+pEU968k/b6k75V0UtKHJT0g6RWS9rYkxX3BOfffVpuLpDgAAye3elsoNiZ8LDfhjMpsQ2ugkuKcc/fLJ7/9naS5xho+KOlWSbeY2VckXSRpd6/XBgA9EauMFibOxZLSwsdWSpxrnade9w1Q1lopLiVxr6iqeChEX7LcnXPvdM692Dl3lXNul3PulHPuq865lznnXuCc+xHn3Kl+rA0AsqW2Ru12XkpSWiy5LmVMSsJdrFJcKKUqHnqKSnEAUJSUpLhYMllOUlosuS5lTErCXaxSXCilKh56ioAOAEXpd2vUlDEpCXexSnGhlKp46CkCOgBI+d3NWplJMzPSwYN+b9nMf919t/TQQ/53zaS41n1tM2nfPv91zz1+r7r1uDnPX/yF9LGP+fnGx6VDh6S9e33Hs7Gx+JiDB6XbbpMOH/ZjxsY6zxsbk775TWn3bn+XPzHhx8/MSE880Z4413yNxselhQU/5tSplavioWfohw4Azb3n2Vl/Zzszs77+3qvNvW+fv5M+dszf/R454sdt2rT82KFD0qWXto9ZWvJ71mfO+OB5/Lj0nOesPubo0eU7bUk6edIH69Zrxc47cUJ61avaXw+pvNcIyVbLcp+IPQgAIyW2z33JJeXMvVJhmW572EeOtO9Z79nTfcztt7evZXpaetGLup/X7MoW7vuX9RqhENyhA4BzPiu8effZfLu8jLnvuUe66KLlO+SjR/24Cy9sv2tuvYs+etTPc/bZy3fRJ0/6j7CtNubpp30t96bTp/1ddeu1YuctLko7drS/HlJ5rxGSrXaHTkAHAKncoikphWVSup2F3c1SxsS6raWcR2GZgTRQhWUAYCCldAWLJc7FOqmFY8K563XpkUfaP5MePhYrLBN2cqvVpM99rr2wSzhmclK67rr2pLWlJf8uQOsaw85pdEkbOgR0AEiRUjQmVhAmtLgonXOOdOON0lln+ePwsYWF7tc6cUI67zzpppt8MF5YSFtPbkEYuq0NPAI6AKRIKRoTKwgTmp7uPA4f27On+7XuuKPznJT15BaEodvawCOgA0CKlKIxsYIwoampzuPwsV27ul/r5ps7z0lZT25BGLqtDTyS4gAgVUqiWEriWCxRLXws5VoLC/7OfNcu/1Z96nrCBLj1PH/0FElxAEZLTsexlIS3WKJYrCtZNyslqj355OrdzsLHNmyQXvOa5X8UNJ/rww+3J9eFax4b8x+LIyhXCgEdQLWkdBzrdk5ql7SwS1mttvbOaktL/k67NcHt+PHuHdFi10pJeIt1W8t5XUmKGzgEdADVklqZbbVzUrukhV3KmtdbS2e1+Xn/tnmr22/v3hEtdq2UhLdYt7UUJMUNPAI6gGpJ6TjW7ZzULmlhl7Jt29beWe3ii/0eeKtbb+3eES12rZSEt1i3tRQkxQ08kuIAVE9KZbZu56z0WCicO+Wc2JgwwS2lmlxuwlvK65G6bvQUSXEARkuYCDYxIV111erBK6UyWiy5LlZ1LZTSmnVyUnrZy5aDcMqaazXpvvvaK8WlXDtWhS58bkW0k0VPEdABICYluS5MQltczKsml5KoFo45caKz4lzOemLXjyXckRQ38GifCgAxKcl1OW1HY9Xb5uc7577qqvb1hMlsYaW46WkfjHPaoIbXXym5j/apA407dACISUmuC5PQpqbyqsmlJKqFY8JKcVNTeeuJXT+WcEdS3MAjKQ4AVpKSXJfTdjQ2JiVRLRwTqziX2wY1JeGOpLi+IykOwHDKTcxKOS91zFqrwMXOWViQ/uiPpNOnVx4TJtelJOBNTEgvelH7PwDC9qkrVYrrlgCYex76hoAOYDDlJmGlnJdTBW5xsXtS3MJC55gTJ6QLLpBuucWPefLJvHlSxuS+ZrnV4zBQSIoDMJhilclSkrBSzksZEyahTU93T4rbs6dzzL597fO+5z1586SM2bw57zWLVY8Lk/Iw8NhDBzCYnPN3mbOzPgnr3nvT3upNOS9lzNKSv1s9dswnih054u9im8dHj/p5zj7bB9jxcenkSR9UW8fU635M08mT0qWXrn2elDFmea9Z+FyPHl1bwRn0DHvoAIaPmTQzIx08uHpgCvfCU86LjQn3rMfGpK9/XfrVX5UOHfJ704cOSXv3+uA+NuYD69Gj0rveJT39tP88+De/Ke3e7e+Ox8Z8wZj5eenNb/ZjNmyIz3P8uD/v5Ek/z+HDfo1PPLE8ZmHBP3bqlB9z5Ig0N7ccgM38OwL79kn33JP+mo2Ndc6FocMdOoDh1dwzbt6RzszkBaPmHnLr3fjiot/7bvrnf5auuKJ9TL3ui7s0HTu2/FnwZgBeWmof89RTfo+7dR6p/fqHD0s7d679ecWex0Sws1rUa4a+WO0OnT10AMMrd589FNtDTtn7fuSR9jG3397Z7ezo0fYxd9wR73bWrbBLUXvhRb1mGDjcoQMYXrn77KHYHnLK3vfSkn/ru2lx0fc1b96hnzrl19g65tQp/znu1nmk9us/8YR0ww3l7IUX9ZqhL9hDB1BNqfvs3cT2kCcn/dvjt93mg/CGDZ1jJiZ8oN+713/GvPlxsuY+9/h455jJyc55wuuPj+c9r5S98KJeMwwcAjqA/iiqaEys2EmY4Far+eC1WleyWAeyDRv8Xna4D92qVvPXas49Nub3sVvnmZyUrrtu9U5qtZr0uc+1zxM+r/C5x4rPhM8jNgaVREAH0HtlFo0Ji6QsLLQXZKnV0uZNKSxz/Lh/a/ud7/TB/+jRvGIvCwv+rfqbbvLBf2Gh+xpj3d9yxhDoK4OADqD3YolZRZ0XJobt2dOZqJYyb0phmdtvb5/n3/27zjEpa96zZ/Xj2Bpj3d9yxqS+9hh8zrmh/br22msdgCG0tOTcK17h3MSE/760VNx5Z844t3Gjc5L/Xqs5Nz7uj8fHnavX0+YN5zl9uv34zBnnFhf9cfNrYaFzTMqaa7X2eWq17mus17tfK2VM6muPgSDpAbdCTCTLHUB/5HbuSjkv7BwWdiBLnTecJ9YR7fhxf6d+663+Lf3YmJQ1Lyz4O/Ndu9qz4ldbY8q1cteDgUSWO4DBk9u5K+W8MOkslqgWinVAiyXKhc4/X3rrW/3ed+zaMbEkvclJ6WUvW/4HR0rSYOxa4fNIGYNKIKADqLaUTmKxMUUlmIVjFhc7k/TC69dqnfPmJASmPldUAgEdQLXFqqeljCkqwSwcMz3dmaQXXj9WKS4nITD1uaISCOgAqm3LFv/RMsl/37IlbczFF/tKahMT/vu2bd3HXHxx59zhmKmp5bfVx8f9vOH1t23rnDflWrnPFZVAUhyA6oslhqWMKSrBLBwTS9IL547Nm5MQmDsGA4mkOADVESaL5VacS6kel5I8VqtJ9923PE9qMtuVV64eTGPXTllPSlJeyhgMHf7XBDA8wsSwej0vUaxWa09MW1joHJNSKW5x0bdGvfFG/1GzhYXuyWyxNadci2Q2dEH7VADDI0wMO3CgeyvQWBLYkSPtiWl79nRvaRqrFBe2T92zJ5641m3N8/PdrxWuJ9YaFSONO3QAwyNMDNuyJS9RrHXvenzcF3MJx4TnTU11jpmaar/Wrl3dk9lia065Fsls6IKkOADDJSVRLbS46O96p6aWO6eFiWmxRLUnn5Te8x7p3e/2zVdiY8IKbynJbLExKetJqXiHSiMpDkB1tFaKW1qSduyQrrnG70uvtId+6aV+n3vTpuW958lJv4c9Pu7P27nTf91wgz8+cUJ61rOk3/1dv09+/HjnmKUl6dWv9pXiXvlKfxyrZBc+Fh6H16/X49cKHwNaENABDK+iiq3E5rnjjvYxt9+eV+wl53mstM9OlzSsgoAOYHgVVWwlNs/NN7ePufXWvGIvOc8jts9e1LVQWeyhAxhuRRVbic1z4oS/U7/5Zv8WfW6xl5znUea1MLTYQwcwHMKiLPW6tH//2veLw6Ixsa5p4ZhY0ZZzz5X+zb9ZuZ1p7npyi+HE9t5z5kElEdABDIaU7mbdzlla6iwas7jYfUyssExKQZiUDmgp68kpmJNybYwW59zQfl177bUOQEUcOuTcxIRzkv8+M+N/bn7NzXU/59ChzvP27u0+ZvfuzmuFc8/Ndc4Tu34oZT0p10p57qg8SQ+4FWIid+gABkNKd7Nu51x8cWfRmKmp7mNihWWKSlRLWU9OwRyS5BAgKQ7A4MgpGpNSpCVlTEontdxEtZT1pFwr5bmj0kiKA9B/KV3SYklfR460j0npkjKLLkAAACAASURBVBa7dpjwFnY8q9Wkz31u9Xnrdenhh9e/Xx1bT7fiMzEpYzAyCOgAypeT9BUmk9Vq5SW8nTghnXeedNNN/uNpCwudYxYXO9eTkxQXWw9QAAI6gPKlVEILzc62d0Sbne18bHq6c55wTKyTWriesCrcnj2dY6anO9eTUr0tZT1AEVbKlhuGL7LcgSGxtOTcK17hs7Ff8QrnzpxpP15a6jynXndufNxncY+P++PwsdOnO+cJx9Rqzm3c6I83bvTXDtdz6lR7Jnqt1jnm9OnO9YRjUp5HbD1AIq2S5U5SHIDeyEn6Suk4VlTCW9g1LTYmtp6c55GS7AdEkBQHoP9iCW9hYlhYGW5szO83rzXpK+W88PqTk9LLXtbeljQcEybSrTRvmOwXnhdL9gPWiYAOoPfq9c7EsPCxxcXOMSlJcSnz5Iyp1fIqvKUk1wEFmOj3AgCMoJVamrY+Nj3dOebIke5JcfPz3edJuVY4ppmUFybApST7dUuuu/76Ql5WjDbu0AH0XqylafjY1FTnmJSqaynz5IzZti2vwls4Zmqq/Tls21be64yRQkAHsDa5Hb5azxsb83fbc3PS0aP+eGxMOnRI2rvX/25iQjp4ULrtNunwYf/78XHp+HFp927p5Ek/Zt8+/3XPPX7PfGzMj5+ZkZ54wo9pPW5eKxwTW0/rmPHxzmuZ+d8fPOiL3YyNtR/HxkxM+AS8mRnp1Kn25Do6p2E9Vkp/H4YvPrYG9Fj4cbPUj1ylnHf6dPvHuZ56qv2jZCdPdo45ebL9+PTpzmuFH207cyZtPeGYU6c6r1WU3NcVI0c0ZwFQiJRCKrnnhfvqYbGX6enOMbG975QiNinrCcfMzpZXECb3dQVaENABpMvt8JVyXrhnffPN7b+fmkrb+y6qS1pO97dcdE5DASgsA2Btcjt8pZwXFlxZXPR34VNTPtjFxpTZJS2n+1suOqchAYVlAPRWWCAmZqVua5s3Lwe0yUnpuus6i720FmUJz0l14oT0gQ8sfw481sUtVljmqqvag/niovTJT67eZCUn4Y0kOawRAR1AupTuYrGiMTkFWGJjUgrLpMxz/Lh/2/yd75Q2bPD/QAiLvcSeR2hxUTrnHOnGG3252MXFvNcspxsdEFopW24YvshyB3rs0CGfiS3574cOdY6Zm2vPTp+b6zxvbq5znpQxMzPtc+/dmzfPu97VPs+b39x+PDMTfx6hvXs715PzmqWsGXCrZ7n3PSiv54uADvRYSnexM2e6dzeLdVtLGZPSbS1lnsXF9kD89NOdndRizyN0+nT7PLGPsqW8Zjnd6DCSVgvoJMUBWJuc5LbYeSmJaimd1HLnOX5cuv126dZbl99mDzuppSTBxRL3cl6znG50GDkkxQHIFyZnhV3TpHiXtG6JarFuayljcjqpxZx/vvTWt/rEOyneSS2WBBfasEF6wxtWDubNNYed5mIJgeHrCqwBAR3AynKS4FK6ktVq3RPnYmNSrlVUl7R+vqYpY4AAb7kDWNnjj/ugUq8v11a/5JL2Mfv3++DZNDMj7dzZfo7UPs++fT5gNc3N+Tv6bmOk7tean1/7eh56SLrmmtWfZ1FSXtOUMRhJvOUOIE9OhbeUrmSxqmspY1KuVVSXtH6+plSOQwbu0AGsLicJLiVRLSVxLjYm5Vo56+llElpOkhygAu7Qzew6Mzuv8fNPmdltZvYdRS4SQMGKqk6WkqwVJsHFzgkfiyXOLS5Kf/Zny0Vcwqpwa3keYTW5cD1h4txKY1pfj6Kqt6W+piTJYQ1S33J/n6QFM/seSW+X9I+S/qC0VQFYn5ykqtxErKKutbAgnXeedNNNPvP8ySe7V2+LJbyF1eSapV1bpVSBo3obhkxqQK83PtD+Okn/xTn3XyVdUN6yAKxLTjvOMlujppyzZ0/7mPe8Z7mu+pkzy61QW1uYNtuats4zO9t5XiicJ9YKNaUNKzBAUgP6U2b265J2SfozMxuTdFZ5ywKwLjlJVWW2Rk05Z9eu9jHvfvdygZfxcZ/clpLw1loYpnleKJwn1gq1n4lzQI6VSsi1fkm6VNItkrY1jp8n6Y0p55b5RelXYBVnzvga4KuVDT192tcNb5Y1jZ1z8qSvUd4saxqeEzsvNs+pU75Ger2+8phjx3yd9cXF+LWd82Vad+92rlZLv1ZMbO5QOE/suYdSXncgk4oo/dpIgnuhc+4vzexcSePOuadK+VdGIrLcgXVo7iMfO+bvUo8c6ax21uwm1vTUU34PebVzmnvPs7P+TnZmxl/r3HP9W+Dj436/vFmhbaX1HD7sPz++1nmKeu4p6wkryMWee9F90zHSishy/zlJd0n6QOOhyyT9cTHLA9AXKfvI09Ptx3fcsfa959x97dz98RQpzz1lPSnPHeiR1H863izpOknHJck592VJ2RtIZvZMM7vLzA6Y2cNm9v1mdqGZ7TOzLze+Pyt3fgAJUvaRp6baj2++ee17z7n72rn74ylSnnvKelKeO9AjqQH9lHPu25/9MLMJSev5IOZ7Jf25c+7Fkr5H0sOS3iHpbufcCyXd3TgGUJaxMf9W89ycdPRo/K3hiQnp5Elp717p9Gn/9na3c8z8W80HD0r33uuPm2+Pz8xIp04tB+XV1jM+njdPUc89ZT0pzx3okdSA/hkz+w1J55jZTkmfkPSnORc0s42SXiFptyQ552rOuSflPxJ3Z2PYnZJenzM/gIaUIihhN7HYOZOT0nXXLQfPlE5qtZp0333Lb4835z56dHnusENbqslJ/znw1han3eaJPa+UTmrhmDILwhRVtAYjKzWgv0PSvKQ5SW+VNC3pNzOv+fzGXP/dzB4ysw81qtBd4pz7VmPMIUl0IgByFVXsJae4SjOR7sYbpbPO8sfhYydO5HVSC+UUiBnEgjDDsEYMvJ7XcjezrZL+VtJ1zrn7zey98nvzv+ice2bLuH92znXso5vZWyS9RZKe97znXfvoo4/2aOXAEMnp1hU7R1p7V7JPftIH7qa9e/331sduu0265Zbl49ROat06vc3N+Tvq9b4WvTYMa8RAKCLL/Wtm9tXwK3M9ByUddM7d3zi+S9JLJT1uZs9uXO/Zkg7HTnbOfdA5t9U5t3Xz5s2ZSwAqrqhiLznFVcJEuqmptOS6nCS0nAIxg5ioNgxrxMBLukM3s4taDjdI+hFJFzrn/s+si5r9taSfdc79g5n9lqTzGr96wjn3O2b2jsb8v7baPHwOHVhFTreuorqSLS76j7xNTS1/vjt8LLeTWig2TxGvRa8NwxrRd+u+Q3fOPdHy9Zhz7nZJr1nHmn5R0kfM7AuSXiLpPZJ+R9JOM/uypFc2jgHkCruJxZKuUhKx6nXp4YeX93VTupJt2CC94Q3txVpSkutSktBqNZ9B3ky4iyW3pTyvQUtCo7sa1in1LfeXtnxtNbOflzTR9cQVOOc+33jb/F86517vnPvnxj8WdjjnXuice6Vz7mju/MDIS0kwS0l4S+lclpLQVVTnspz1xK5FEhoqKPUt95mWw7qkr0v6PefcP5S0riS85Q6sIEwWiyWYSd0T3h5+2Ae+1nmuv779WikJXeGYlOS6mHvvXft6YtcKnztJaBgSRbzlvr3la6dz7uf6HcwBrCIlwSwl4S2lMltKQldRncty1hO7FkloqKDUO/RbIg8fk/Sgc+7zha8qEXfowCpSEsxSEt5qNV+XvDWYhlISunKS62Jy1pPy3IEhsO47dElbJf28fFOWy+SLy/ygpDvMbNVMdAAtchKxchO8UiqhhYlzKVIqsy0u+s+jxwq9rGXu2PMaG/P5AasF4ZTnFSahDVqSHLBGqQH9ckkvdc693Tn3dknXyjdneYWkN5e0NqBaiqreVtSYlMS5MAltYaGzMls498JCZ6W4lES1lPWkVIbLqThHkhyqYKVG6a1fkg5IOqvl+GxJBxo/P5QyRxlf11577Spt4IEBc+iQcxMTzkn++6FDxZyTO2Zuzh83v2ZmOsfMzLSP2b27/XhurnPucMzevZ1j5uby1hOOmZvrfK4p8xTxvw3QB5IecCvExNQ79I9Iut/M3mlm75R0n6Q/atRg/1LR/8gAKqmo6m1FjclpV7prV2dltnDuXbvarz01lZaolrIe2p4CK0qu5W5m3yvp5Y3D+5xzfc9GIykOQ6eo6m1FjUlJnAuT0GKV2cLzYpXiUhLVUtaTUhkup+IcSXIYAkUkxUnS38m3Tf1/JR02s+cVsTgAgTA5K7dlZ24CXphMNjEhXXnlcvCMJduF7VJjleJS5LQrLWoeKrVhyKVWivtFSY9L2ifp05L+rPEdQKqiEtxyrpWShLa42D3hLbVdas56UqQkxQEjKvUO/W2Svts59y+cL9d6tXPuX5a5MKBy5uf9W9f1uv8+P583JudaBw50znvggHTsmB9/7Jh/i7z1+MCBtPVMT69+nLqeFOGaDxxIOw8YAakB/RvyhWQA5CoqwS3nWilJaFNT3RPeUtul5qwnRUpSHDCiUivF7Zb03fJvtZ9qPu6cu628pXVHUhyGTi8rqqUkqoUJbyltT2PrWViQ9uzxGe5nnRWv5paTqBaTkhQHVFQRSXH/JL9/PinpgpYvAGux1uSs9eypt85Tq0nnn+/3uTds8MdLS75hy86d0g03+McuvdSP2bTJB87wvMXFeOeyV79aeutbpVe+0o8JO6ItLUk7dvgmKdu3++OiEt4ASEpsgeqce1fZCwEQEdvDzukKNju7nIF+5ow/vvLK9rlnZzv3p48caT9vejq+99362PR092vlPg8AK0rNct9sZr9rZtNmdk/zq+zFASOvqD31WJeycO5t2zr3p8Pzpqa6dy6bmup+LQq3AIVL3UP/X5I+JulX5Ju0vEnSvHPu1nKXtzr20DESiip4EtvXDueO7U+H56V0Lku5FoA1K2IP/SLn3G5Jp51zn3HO/YykGwpbIYC1CbuSpXRACwvEpErpbpZyrZQ987K60QEjIPX/2acb379lZq8xs2skXVjSmgA0pXRJixWESZknfKxW65wnpXNZUUVjyupGB4yI1LfcXyvpryU9V9J/lvQMSb/lnPvTcpe3Ot5yR+U9/rgPVvW6v+s9eNC/bX311ctj9u71WehNc3M+C7zbPFL7Y/v2+eDYOo/Ufq2ZGZ8Vv9o8Dz3ks9lbx6QkwMXW2O28nHOAIbbut9ydc592zh1zzu13zm13zl0r6bsKXSWATild0mIFYVLmSUmKS+lcVlTRmLK60QEjIrnbWseJZv/knOtrgxbu0DESUjqOpRRbSUlmi82TUhCmrGI4ZZ0DDKmiuq11zLuOc4HhVlQiVso8KclksWIrKXOH3dXqdemRR9r3oosq5FLUcy0LyXUYcuv5fyh/9RhNZXVEK7LjWE63tRMn1t41LTUprqzktX7/bwEMkFXfcjezpxQP3CbpHOfcGpsdF4u33NEXRSVi5c6zf397olpKElwsUS1MrrvtNumWW5aP9+71Pc27rVnqfq1wTFHJa/3+3wLosey33J1zFzjnnhH5uqDfwRzom7I6ohXZcSyn29rNN7fPkdI1LTUprqzktX7/bwEMkOykuEHAHTr6pqhErDI7jqUkqoXzxLqtpaw55VplJa/1+38LoIfKSooDRldRVc9i84TnxeYJE9ViY8K5U5PrXvSi1RPgwkS61Llj5xWhqES6fibkAQUgoANlyE2yyqm6VlRyXUrFuZyEvFgCXuw8AOtCQAfKEGt7mnPegQPd58m91oED7e1Sp6c726d2Oyc2JraelPMArAsBHShDbpJVTtW1opLrUirO5STkxRLwYucBWBeS4oCipFRdS0keS2lXGoq1Kw3FEt7C81IqxaVcKyUBD8CakRQHlC22971jh/889vbt6QVY6nUfBLdvly66yB93S9aKnRNaXOwsGrO05But7Nwp3XCDPw6T7WLd1sJzYmJrLqriHIAo/p8FFCFl7ztlTM5ec8o509Odxyl77+Hcs7N5+/UASkdAB4qQU1wlpdhLyl5zyjlhkZipqbS995RuawAGAnvoQFFyiqsUtdecck5sDz1lfz6l2xqAnmAPHeiFcN84pZBKbK95bEzavHn1YFmv+5ruzT3slP3pWNGYlDUuLUlHjnQf060YDoBSEdCBMsQKqaQUgEkZk1OkJXZOyjy1mnTuuX5NZ5/t7/Jzuq0BKB0BHShDLFEtJQktJ1EtN3EuZZ7ZWenMGf/zmTP+LfucZD8ApSOgA2WIJaqlJKHlJKrlJs6lzNP6WfPxcb//npPsB6B0JMUBZUkpLBOTk6iWu56UeVIK3aQk+wFYN5LigH6IJbfFEue6dUlL6ba2nvV0S8CbmJCuvHL5Wisl8q21s1sMyXRANgI6UIaiEuByO6mlzNPL6+euEUAy3nIHyvD44z4w1ev+DvfgQX/HWsaY3PVIvbt+7hrLuhYwpHjLHei1ohLgcjuppczTy+vnrhFAMu7QgbIUlQBXVIJZSjJbmdfPXSOAb+MOHShaLHkrfKyXiWEp61npvJxqdmXp5bWAiiGgA2uVm2CWM09K1bXceXIqzgEYWLzlDqxVboJZzjwPPeR7qq81cS1lnvl5H8yb5ub8R+EADCzecgeKlJtgljNPStW13HlyKs4BGFjcoQM5cquuhWJJYGFltpR5U9YTG5NSBQ7AwOAOHSjS0pK0Y4d/C3v79uU96/CxFGESWL3ug+n27dJFF/mA223elPXU6/ExO3f6rxtuoEsaMOS4QwfWqqg99Jj9+9v3tWdmfMAtYw89ZQyFXYCBwh06UKSi9tBjwn3tbdvK20OnSxpQKdyhAzlyi7SkCPe6c4u/pHRAo0saMFS4QweKltJxLCal2EvYSS232EpKB7SUMakFauiSBvQVAR3olbK6iZXZpWzQOrIBWBEBHeiV+Xn/EbF63X+fnx/seVPnLvP6AJIR0IFeKaubWJldygatIxuAFZEUB/RSWUlnZSazDVpHNmCEkRQH9EKYGFav+8+Vr3VPOSfBLDeZLXfunDEASkVAB4oQJobVap2dzHqZYEaiGjByCOhAEcLEsNlZ6dgx/7tjx/znynuZYEaiGjByCOhAEcLEsG3bOjuZ9TLBjEQ1YOSQFAcUJUwMi3U362WCGYlqQOWQFAesJiV5LExwi50TJoaFFd9iY2KJcySYAchAQMdoS0keq9fbE9xqtWISzsJ56/X1PJN2JMUBI4eAjtGWkjx24EB7glsz6W29CWfhvAcO5M0TQ1IcMHII6BhtKcljOS1NU4TzbtmSN08MSXHAyCEpDtVWVBJaSkvTnFakscS5nPUVeR6AgUVSHEZT6j5yShJat5am4bXq9bRrxxLncp5D7vMCUBkEdFRXL/eRw2sdOECBGAA9RUBHdfVyHzm81pYtFIgB0FPsoaPaermPnLOHnjMvgJHFHjpGV84+ck6hmZXmmZ9vnyecu6iOaABGHgEdaJVTaCbWSS2l21pK4hwFYgAk4i13oNXjj/vgWa/7feuDB/0dfqv9+32gbpqbkzZvbj9v3z4fiFcb89BD0jXXrH6tlPUAGBm85Q6kyik0E+ukltJtLSVxjqQ4AIm4QwdCuQVhcrqt9bL7GoChxx06sJqUBLcUOd3WYkl7YaJcyhgAI4+AjtGW00mt313SSJQDEEFAx2jL6aTW7y5pVI8DEEFAx2jL6aTW7y5pJMoBiCApDkjppNbtnCKRKAdgBSTFAasZG/OfEV8tUS0US3gLE9Vyk+1indxIgAPQBQEdo62oBLOUSnFFrY+kOAARBHSMtqISzMJ5ZmeLSZyLrY+kOAARfQvoZjZuZg+Z2acbx883s/vN7Ctm9jEzm+zX2jBCikowS6kUV9T6SIoDENG3pDgzu0XSVknPcM691sw+LumTzrk9ZvZ+SX/vnHvfanOQFIdClNXmNKVSXO76SIoDRtLAJcWZ2eWSXiPpQ41jk3SDpLsaQ+6U9Pp+rA0jKKfFaso8YeJc7t53bH1FrRlAZfTrLffbJf2apOZ/0S6S9KRzrpk5dFDSZbETzewtZvaAmT0wz94hhgl73wBK1POAbmavlXTYOfdgzvnOuQ8657Y657Zu3ry54NUBJWLvG0CJJvpwzeskTZnZD0naIOkZkt4r6ZlmNtG4S79c0mN9WBtQHjNpZoa9bwCl6PkdunPu151zlzvnrpD045Lucc79pKQZST/cGPYmSX/S67VhgMWKtNRq0r33SmfOpM/T7yIt7H0DKMkgfQ79Vkm3mNlX5PfUd/d5PRgUse5mtZp07rk+yezss/1xNxRkAVBh/XjL/ducc/dKurfx81clvayf68GAinU3O3Jk+c78zBmfZHb99avPE0tKu+SSUpcOAL0ySHfoQFysu9m2bdL4uH9sfNwfd0NSGoAKI6Bj8I2N+TvyuTnp6FF/PD4uLSz4JLNTp5aD+2qaSWkHD/q9d/axAVQIAR35ykwwC+eOdTebnPRvs6cE8yaS0gBUFAEdecpMMCN5DQDWjICOPGVWPaOiGgCsGQEdecpMMCN5DQDWrK8fW8MQK7PqGRXVAGDNuENHvjITzHLmTknSy03k63eFOQDogoCOakhJpMtNtiNJD8AQIKCjGlIS6XKT7UjSAzAECOiohpREutxkO5L0AAwBkuJQDSmJdLnJdiTpARgCBHRURzORbr1jijwPAHqEt9wBAKgAAjoAABVAQAcAoAII6AAAVAABHQCACiCgAwBQAQR0AAAqgIAOAEAFENAxmIrqblavS/v3r95QhU5qACqAgI7BU1R3s3pd2rRJuvpq6cIL/XFZ1wKAPiOgY/AU1d3swAHp2DH/87Fj/risawFAnxHQMXiK6m62ZYu0caP/eeNGf1zWtQCgz2jOgsFTVHezsTHpyBF/Z75liz8u61oA0GcEdAymorqbTUxIV13Vm2sBQB/xljsAABVAQAcAoAII6AAAVAABHQCACiCgo1hUXQOAviCgozhUXQOAviGgozhUXQOAviGgozhUXQOAvqGwDIoziFXXlpa6rydlDAAMOO7QUaxm1bVBCIwpe/rs+wOoCAI6qitlT599fwAVQUBHdaXs6bPvD6Ai2ENHdaXs6Q/ivj8AZCCgo9pSOqnRbQ1ABfCWOwAAFUBABwCgAgjoAABUAAEdAIAKIKAjX25nNTqyAUDhCOjIk1thjcpsAFAKAjry5FZYozIbAJSCgI48uRXWqMwGAKWgsAzy5FZYozIbAJSCgI7eozIbABSOt9yRh+Q2ABgoBHTkIbkNAAYKAR15SG4DgIHCHjrykNwGAAOFgI58JLcBwMDgLXcAACqAgA4AQAUQ0AEAqAACetXR2QwARgIBvcoo/gIAI4OAXmUUfwGAkUFArzKKvwDAyOBz6FVG8RcAGBkE9Kqj+AsAjATecgcAoAII6AAAVAABHQCACiCgAwBQAQT0Xhi0am2Dth4AwLoR0Ms2aNXaBm09AIBCENDLNmjV2gZtPQCAQhDQyzZo1doGbT0AgEJQWKZsRVZrW1pa/zxUjwOASuIOvRea1drWG8yL2vsuYj0AgIFCQB8W7H0DAFZBQB8W7H0DAFbBHvqwYO8bALAKAvowoXMaAGAFvOUOAEAFENABAKgAAjoAABVAQAcAoAII6AAAVAABHQCACiCgAwBQAT0P6Gb2XDObMbMvmdkXzextjccvNLN9Zvblxvdn9XptAAAMq37codclvd05t0XS90m62cy2SHqHpLudcy+UdHfjGAAAJOh5QHfOfcs593eNn5+S9LCkyyS9TtKdjWF3Snp9r9cGAMCw6useupldIekaSfdLusQ5963Grw5JosYpAACJ+hbQzex8SXsl/bJz7njr75xzTpJb4by3mNkDZvbAPC1EAQCQ1KeAbmZnyQfzjzjnPtl4+HEze3bj98+WdDh2rnPug865rc65rZs3b+7NggEAGHD9yHI3SbslPeycu63lV5+S9KbGz2+S9Ce9XhsAAMOqH+1Tr5O0S9KcmX2+8dhvSPodSR83s5skPSrpR/uwNgAAhlLPA7pz7m8k2Qq/3tHLtQAAUBVUigMAoAII6AAAVAABHQCACiCgAwBQAQR0AAAqgIAOAEAFENABAKgAAnrT0pL0+OOSi5aQBwBgoBHQJR/Mt2+XLr9cuv56fwwAwBAhoEvS/Lw0OyvV6/47XdwAAEOGgC5JF18svfzl0sSE/37xxf1eEQAAa9KP5iyDx0yamfF35hdf7I8BABgiBPSmsTHpkkv6vQoAALLwljsAABVAQAcAoAII6AAAVAABHQCACiCgAwBQAQR0AAAqgIAOAEAFENABAKgAAjoAABVAQAcAoAII6AAAVAABHQCACiCgAwBQAQR0AAAqgIAOAEAFENABAKgAc871ew3ZzGxe0qP9XkefbZJ0pN+LGBG81r3B69wbvM69UfTr/B3Ouc2xXwx1QIdkZg8457b2ex2jgNe6N3ide4PXuTd6+TrzljsAABVAQAcAoAII6MPvg/1ewAjhte4NXufe4HXujZ69zuyhAwBQAdyhAwBQAQT0IWJmzzWzGTP7kpl90cze1nj8QjPbZ2Zfbnx/Vr/XWgVmNm5mD5nZpxvHzzez+83sK2b2MTOb7Pcah52ZPdPM7jKzA2b2sJl9P3/PxTOzf9v4b8Z+M/uomW3g77kYZvb7ZnbYzPa3PBb9GzbvPzVe8y+Y2UuLXAsBfbjUJb3dObdF0vdJutnMtkh6h6S7nXMvlHR34xjr9zZJD7cc/1+S/h/n3Ask/bOkm/qyqmp5r6Q/d869WNL3yL/e/D0XyMwuk/RLkrY6566SNC7px8Xfc1E+LOkHg8dW+ht+taQXNr7eIul9RS6EgD5EnHPfcs79XePnp+T/43eZpNdJurMx7E5Jr+/PCqvDzC6X9BpJH2ocm6QbJN3VGMLrvE5mtlHSKyTtliTnXM0596T4ey7DhKRzzGxC0rmSviX+ngvhnPsrSUeDh1f6G36dpD9w3t9KeqaZylLmhgAABNZJREFUPbuotRDQh5SZXSHpGkn3S7rEOfetxq8OSbqkT8uqktsl/ZqkpcbxRZKedM7VG8cH5f8xhXzPlzQv6b83tjY+ZGbnib/nQjnnHpP0e5L+ST6QH5P0oPh7LtNKf8OXSfpGy7hCX3cC+hAys/Ml7ZX0y865462/c/5jC3x0YR3M7LWSDjvnHuz3WipuQtJLJb3POXeNpKcVvL3O3/P6NfZvXyf/D6jnSDpPnW8RoyS9/BsmoA8ZMztLPph/xDn3ycbDjzfftml8P9yv9VXEdZKmzOzrkvbIvzX5Xvm3xyYaYy6X9Fh/llcZByUddM7d3zi+Sz7A8/dcrFdK+ppzbt45d1rSJ+X/xvl7Ls9Kf8OPSXpuy7hCX3cC+hBp7OPulvSwc+62ll99StKbGj+/SdKf9HptVeKc+3Xn3OXOuSvkk4fucc79pKQZST/cGMbrvE7OuUOSvmFm3914aIekL4m/56L9k6TvM7NzG/8Nab7O/D2XZ6W/4U9JemMj2/37JB1reWt+3SgsM0TM7Ack/bWkOS3v7f6G/D76xyU9T7773I8658IkDWQws+sl/Ypz7rVm9p3yd+wXSnpI0k855071c33DzsxeIp94OCnpq5J+Wv5Gg7/nApnZuyT9mPwnZR6S9LPye7f8Pa+TmX1U0vXyXdUel/ROSX+syN9w4x9U/0V+y2NB0k875x4obC0EdAAAhh9vuQMAUAEEdAAAKoCADgBABRDQAQCoAAI6MILM7AIz+4VG1i2ACiCgAxVkZmfM7PON7lp/ambPbPndpKT/KukzboWPuZjZiczrvr7RMKh5/G4ze2XOXADWho+tARVkZiecc+c3fr5T0iPOud/OOX+N1/2wpE875+7qNhZAsbhDB6rvs2o0gDCz7zKzPzezB83sr83sxY3Hn29mnzWzOTP7D80Tzex8M7vbzP6u8bvXtfzujY2ezn9vZv/DzF4uaUrS7zbeHfguM/uwmf1wY/yORhOWuUYP6bMbj3/dzN7Vco0X9/C1ASqDgA5UmJmNy5f6/FTjoQ9K+kXn3LWSfkXSf2s8/l75JilXy3fkalqU9K+dcy+VtF3Sf2yUrfwXkn5T0g3Oue+R9Dbn3GzjOr/qnHuJc+4fW9axQb5v9I81rjEh6RdarnOkcY33NdYFYI0I6EA1nWNmn9dy68Z9jS59L5f0icbvPiCp2Yv5Okkfbfz8P1rmMUnvMbMvSPpL+Tv9S+Qb1nzCOXdEkhJKs363fIOQRxrHd8r3Qm9qNhp6UNIVa3ieABomug8BMIROOudeYmbnSvoLSTfL3yE/6Zx7yQrnxBJqflLSZknXOudONzrQbShhvc0a4mfEf5eALNyhAxXmnFuQ9EuS3i7fDOJrZvYjku/eZ2bf0xh6n3xnOckH8aaN8r3hT5vZdknf0Xj8Hkk/YmYXNea6sPH4U5IuiCzlHyRdYWYvaBzvkvSZ9T4/AMsI6EDFOecekvQFST8hH6xvMrO/l/RFSc0kt7dJutnM5tRIoGv4iKStjcffKOlAY84vSvptSZ9pzNVs57tH0q82kt++q2UNi/Kd1D7RmGtJ0vvLeL7AqOJjawAAVAB36AAAVAABHQCACiCgAwBQAQR0AAAqgIAOAEAFENABAKgAAjoAABVAQAcAoAL+f/iPd2atp5+dAAAAAElFTkSuQmCC\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"plt.figure(figsize=(10,10))\n",
"plt.matshow(df.corr())\n",
"plt.xticks(range(len(df.columns)), df.columns, rotation=90)\n",
"plt.yticks(range(len(df.columns)), df.columns)\n",
"plt.colorbar()\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 398
},
"id": "li18AGQJnQtY",
"outputId": "0db62438-2a0f-40bc-9008-a2394e2d5af6"
},
"execution_count": 74,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 720x720 with 0 Axes>"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 288x288 with 2 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"plt.figure(figsize=(8, 8))\n",
"df.describe().plot(kind = \"area\",fontsize=27, figsize = (20,8), table = True,\n",
"colormap=\"rainbow\")\n",
"plt.title(\"Area plot\")\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 623
},
"id": "qq_E91uBnfOi",
"outputId": "dc855198-860d-4523-ed7e-fe1c10c791d9"
},
"execution_count": 75,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 576x576 with 0 Axes>"
]
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 156 missing from current font.\n",
" font.set_text(s, 0.0, flags=flags)\n",
"/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 156 missing from current font.\n",
" font.set_text(s, 0, flags=flags)\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1440x576 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"from pandas.plotting import scatter_matrix\n",
"scatter_matrix(df, alpha = 1, figsize=(15, 15), diagonal = 'kde',color=\"red\")\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 956
},
"id": "1WYl-OqToD_i",
"outputId": "390267b3-f881-48cb-d9fb-28c474811854"
},
"execution_count": 78,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 156 missing from current font.\n",
" font.set_text(s, 0.0, flags=flags)\n",
"/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 156 missing from current font.\n",
" font.set_text(s, 0, flags=flags)\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1080x1080 with 25 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"TP-2-Matplotlib-vis.ipynb"
],
"metadata": {
"id": "wxQ5rbFFoXCC"
},
"execution_count": null,
"outputs": []
}
]
}
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