machine learning/Python_Data_Visualization.ipynb

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      "name": "Python Data Visualization.ipynb",
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      "source": [
        "# Python Data Visualization\n",
        "\n",
        "![Data Visualization](https://images.unsplash.com/photo-1427751840561-9852520f8ce8?ixlib=rb-1.2.1&ixid=MnwxMjA3fDB8MHxwaG90by1wYWdlfHx8fGVufDB8fHx8&auto=format&fit=crop&w=1176&q=80)\n",
        "\n",
        "\n",
        "photo by [Adeolu Eletu](https://unsplash.com/@adeolueletu) at [Unsplash](https://unsplash.com/)\n",
        "\n",
        "\n",
        "## Introduction\n",
        "\n",
        "This is the companion colab code for my tutorial in medium about Python Data Visualization, please read the article for better understanding of the code.  \n",
        "this is a colab notebook, you can test in colab (all the code has been tested and you do not need to set your machine)\n",
        "\n",
        "[article](https://)\n",
        "\n",
        "article not yet published"
      ],
      "metadata": {
        "id": "NYUQuSZUa_XE"
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    {
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      "source": [
        "!pip install waterfallcharts\n",
        "!pip install pywaffle"
      ],
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          "text": [
            "Collecting waterfallcharts\n",
            "  Downloading waterfallcharts-3.8.tar.gz (3.9 kB)\n",
            "Building wheels for collected packages: waterfallcharts\n",
            "  Building wheel for waterfallcharts (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for waterfallcharts: filename=waterfallcharts-3.8-py3-none-any.whl size=3413 sha256=81cd749a62a45a1d125c5865090039a6da6a12193d97dd8512265fb7d337b739\n",
            "  Stored in directory: /root/.cache/pip/wheels/4a/b2/85/9b6eda27fab2effa580c6942fb094e8536cc46e8741ec5f586\n",
            "Successfully built waterfallcharts\n",
            "Installing collected packages: waterfallcharts\n",
            "Successfully installed waterfallcharts-3.8\n",
            "Collecting pywaffle\n",
            "  Downloading pywaffle-0.6.4-py2.py3-none-any.whl (565 kB)\n",
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            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib->pywaffle) (0.11.0)\n",
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            "Installing collected packages: pywaffle\n",
            "Successfully installed pywaffle-0.6.4\n"
          ]
        }
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      "cell_type": "code",
      "source": [
        "!pip install basemap"
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          "height": 624
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            "Collecting basemap\n",
            "  Downloading basemap-1.3.2-cp37-cp37m-manylinux1_x86_64.whl (862 kB)\n",
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            "  Downloading pyshp-2.1.3.tar.gz (219 kB)\n",
            "\u001b[K     |████████████████████████████████| 219 kB 54.0 MB/s \n",
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            "Collecting basemap-data<1.4,>=1.3.2\n",
            "  Downloading basemap_data-1.3.2-py2.py3-none-any.whl (30.5 MB)\n",
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            "Collecting pyproj<3.4.0,>=1.9.3\n",
            "  Downloading pyproj-3.2.1-cp37-cp37m-manylinux2010_x86_64.whl (6.3 MB)\n",
            "\u001b[K     |████████████████████████████████| 6.3 MB 31.1 MB/s \n",
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            "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib<3.6,>=1.5->basemap) (1.3.2)\n",
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            "Building wheels for collected packages: pyshp\n",
            "  Building wheel for pyshp (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for pyshp: filename=pyshp-2.1.3-py3-none-any.whl size=37324 sha256=72e09d12f488736bdb41a67fbd4d74a7b36f3aed3f17f869a825fef26092755e\n",
            "  Stored in directory: /root/.cache/pip/wheels/43/f8/87/53c8cd41545ba20e536ea29a8fcb5431b5f477ca50d5dffbbe\n",
            "Successfully built pyshp\n",
            "Installing collected packages: pyshp, pyproj, basemap-data, basemap\n",
            "Successfully installed basemap-1.3.2 basemap-data-1.3.2 pyproj-3.2.1 pyshp-2.1.3\n"
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      "source": [
        "#import the needed library\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "import pandas as pd\n",
        "import waterfall_chart\n",
        "import pywaffle\n",
        "import warnings\n",
        "from wordcloud import WordCloud\n",
        "from mpl_toolkits.basemap import Basemap\n",
        "warnings.filterwarnings(\"ignore\")"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#load iris dataset\n",
        "df = pd.read_csv(\"https://raw.githubusercontent.com/SalvatoreRa/tutorial/main/datasets/iris_flowers.csv\")\n",
        "df.head()\n"
      ],
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        "id": "JihFRDSlydKN",
        "outputId": "0cf721fc-88eb-4619-b331-cbd8d44d8c15"
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              "      <th></th>\n",
              "      <th>SepalLength</th>\n",
              "      <th>SepalWidth</th>\n",
              "      <th>PetalLength</th>\n",
              "      <th>PetalWidth</th>\n",
              "      <th>Species</th>\n",
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              "      <th>0</th>\n",
              "      <td>5.1</td>\n",
              "      <td>3.5</td>\n",
              "      <td>1.4</td>\n",
              "      <td>0.2</td>\n",
              "      <td>Iris-setosa</td>\n",
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              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>4.9</td>\n",
              "      <td>3.0</td>\n",
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              "      <td>0.2</td>\n",
              "      <td>Iris-setosa</td>\n",
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              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>4.7</td>\n",
              "      <td>3.2</td>\n",
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              "      <td>0.2</td>\n",
              "      <td>Iris-setosa</td>\n",
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              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4.6</td>\n",
              "      <td>3.1</td>\n",
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              "      <td>0.2</td>\n",
              "      <td>Iris-setosa</td>\n",
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              "    <tr>\n",
              "      <th>4</th>\n",
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              "      <td>3.6</td>\n",
              "      <td>1.4</td>\n",
              "      <td>0.2</td>\n",
              "      <td>Iris-setosa</td>\n",
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            "text/plain": [
              "   SepalLength  SepalWidth  PetalLength  PetalWidth      Species\n",
              "0          5.1         3.5          1.4         0.2  Iris-setosa\n",
              "1          4.9         3.0          1.4         0.2  Iris-setosa\n",
              "2          4.7         3.2          1.3         0.2  Iris-setosa\n",
              "3          4.6         3.1          1.5         0.2  Iris-setosa\n",
              "4          5.0         3.6          1.4         0.2  Iris-setosa"
            ]
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          "metadata": {},
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      "source": [
        "#pie chart\n",
        "plt.rcParams[\"figure.figsize\"] = (20,5)\n",
        "#generate count of your variable\n",
        "values=df.Species.value_counts().tolist()\n",
        "names = df.Species.value_counts().index.tolist()\n",
        "#create a pie-chart\n",
        "plt.pie(values, labels=names, labeldistance=1.15, \n",
        "        wedgeprops = { 'linewidth' : 3, 'edgecolor' : 'white' })"
      ],
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\n",
            "text/plain": [
              "<Figure size 1440x360 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#make a barplot\n",
        "plt.rcParams[\"figure.figsize\"] = (5,5)\n",
        "ax = sns.barplot(x=\"Species\", y=\"SepalLength\", data=df)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 334
        },
        "id": "91I8JmhN1lwu",
        "outputId": "367d6dbf-4d2b-4341-d96d-ceffe070dc31"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 360x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fig, axes = plt.subplots(1, 2, figsize=(10, 5))\n",
        "fig.subplots_adjust(hspace = .5, wspace=0.2)\n",
        "#histogram of one feature\n",
        "sns.histplot(data=df, x=\"SepalLength\", bins=30, ax = axes[0])\n",
        "#use hue to show the different species\n",
        "sns.histplot(data=df, x=\"SepalLength\", bins=30, hue = \"Species\", ax = axes[1])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 352
        },
        "id": "A26SOMedEXst",
        "outputId": "c116f458-790a-4e28-cf19-2880bb57e424"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f42cc0e4590>"
            ]
          },
          "metadata": {},
          "execution_count": 8
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x360 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#basic Gantt chart\n",
        "plt.figure(figsize=(8,4))\n",
        "gan = pd.DataFrame()\n",
        "gan[\"Task\"] = [\"task_A\", \"task_B\", \"task_C\", \"task_D\"]\n",
        "gan[\"start\"] = [0, 10, 20, 30]\n",
        "gan[\"end\"] = [20,30,40,50]\n",
        "gan[\"Completion\"] = [100,100,40,50]\n",
        "gan['percentage_comp']=round(gan.Completion*gan.end/100,2)\n",
        "gan=gan.sort_values(by='start', ascending=False)\n",
        "plt.title('Basic Gantt Chart', size=12)\n",
        "plt.barh(y=gan.Task, left=gan.start, width=gan.end, color = \"red\")\n",
        "plt.barh(y=gan.Task, left=gan.start, width=gan.percentage_comp, color = \"blue\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 300
        },
        "id": "5PBYFDKyGhRc",
        "outputId": "d1dc60eb-eda6-4229-e136-86a66c3267fc"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<BarContainer object of 4 artists>"
            ]
          },
          "metadata": {},
          "execution_count": 9
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fig, axes = plt.subplots(1, 2, figsize=(16, 7))\n",
        "fig.subplots_adjust(hspace = .5, wspace=0.2)\n",
        "\n",
        "#Heatmap of the Iris dataset\n",
        "#df1 = df.sample(frac=0.15, replace=False, random_state=1)\n",
        "df1 = df.sort_values(by=['Species'])\n",
        "sns.heatmap(df1.iloc[:,:4],  yticklabels=False,  ax = axes[0])\n",
        "\n",
        "#correlation heatmap of iris dataset\n",
        "corr = df.corr()\n",
        "mask = np.zeros_like(corr)\n",
        "mask[np.triu_indices_from(mask)] = True\n",
        "with sns.axes_style(\"white\"):\n",
        "    #f, ax = plt.subplots(figsize=(7, 5))\n",
        "    ax = sns.heatmap(corr, mask=mask, linewidths=.5, cmap=sns.diverging_palette(240, 10, n=9), \n",
        "                     vmin = -1, vmax = 1, annot=True, fmt=\".2f\", square=True, ax = axes[1])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 432
        },
        "id": "ADPi5PLnHsJG",
        "outputId": "2bc99e69-042a-4a2f-c14e-3b2815e42d4e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1152x504 with 4 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#boxplot\n",
        "fig, axes = plt.subplots(1, 2, figsize=(10, 5))\n",
        "fig.subplots_adjust(hspace = .5, wspace=0.2)\n",
        "ax = sns.boxplot(data=df, y=\"SepalLength\", x = \"Species\", ax = axes[0])\n",
        "ax = sns.boxplot(data=df, y=\"SepalLength\", x= \"Species\", ax = axes[1])\n",
        "#add swarm plot\n",
        "ax = sns.swarmplot(data=df, y=\"SepalLength\", x = \"Species\", ax = axes[1], color=\".25\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 334
        },
        "id": "Z6nqG-V1J5tw",
        "outputId": "f002a8f0-3962-49eb-e0f5-735634c3c289"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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HtIWwRnJyMueeey5vv+3d7UopxUUXXWRxVB0gQvlLb9eoRQqlvYWr2dvEM9iD8W8D1egd06kaz3gPaqHC2O3NJ9qu8Yz1oLuEvxtMe3OYFGFCCCFEmEyfPp0lS5bgdDq599576d+/v9UhxQzdS+M+xY3aptCpGp2lQYHrFBfGFgMMMHNNsIN7rNs71ghmjglJVkcfGinChBBCiDBRSpGWlkZaWpoUYG2g0zQ6rcUVLQeY/VpcibN5r5TFGrkXIIQQQoRJY2Mj5eXlbN68mc8//9zqcGKO2qqwFdswVhvg8o1VKmzLbNhW2KDO2vjaS66ECSGEEGEyZ84ctm/fDsC9997L7t27ufDCCy2OKjYYGwzsS/aVKeZOE/cwN/Yv7CjTuybM2GTgOs0F8VZF2T5yJUwIIYQIg6qqKhYsWBAw9sEHH1gUTewxNgSWKEa5gW2tzV+AAahGhbEtdkuZ2I1cCCGEiGIJCQkkJCQEjKWlpVkUTQyKCzzUSqMTgp941HHhfwoyXKQIE0IIIcLA4XBw2WWX+Y8TEhK44grZXjRUnkEetH1fgWUOMDELTHRqs7FME90rdoswWRMmhBBChMmUKVP4/PPPaWxs5C9/+Qtdu3a1OqSYoTM0rjNcqHIFKfj7frlOcaF2KrCBzvS2rYhVUoQJIYQQYeRwOHA4HFKAtUU86JwWV7oMYvrqV3NShAkhhBAdYM2aNbzyyivU1tZy9tlnM378eCorK9myZQtOp5OXX36Ziy++GIC//e1vLF68mPz8fC677DIyMjIsjt5iTWD7yYaqVOjuGs+RHjDAKDUwthrezviDPJAIapvCttYGNvAM8KC7aVSVwljt7aRv9jG9PcNam9N28FAiSYowIYQQop2qq6u56aabqKvzNq4qKSkhJSWFl156iT179gDw7LPP0tDQgM1m46WXXgJgxYoVrF27lrlz51oWezSwf2fH2OFbpr4bcIF2aOw/2v1jqkLhGe7BvsiO8t2DVDsVrpNd2L+yo5p8bSvKDVw2F7YNtqA5PcM8kf3CDkKKMCGEEKKdiouL/QXYXp988gkrVqwIGPvyyy8xjMBn4n788Ud27dpFZmZm2OOMSm72FUs+xhYD7Qi85WhUGegN2l+AASiP96rY3gLMf26Z0eqc0VaEydORQgghRDtlZ2cHjfXu3ZvU1NSAsaysLLKysgLGUlJSOnfrChtBBZdO1ujkFmO2VrYwAsz0VrYrSm59zmgjRZgQQgjRTgMHDuSCCy7wX+UaMmQIF1xwATNmzEAp71WazMxMpk6dytSpU+nevTvgbVsxffp04uNjtOV7R1DgHu72t6PQCRrPUA+eozzoJN+YofEc7cE8wsTssa/o8vTxoPto79owvOea6Sae/p5W54w2cjtSCCGE6ADTp09nypQp1NXV0bdvXwBOPfVU3n77bZqampg3bx52u/e/3ddee421a9eSnZ1NSkqKhVFHB52tcZ3pQtUqbysK3yUi1wQXqkp5izFfneoe64YavIvsk7xjniEePP08qCblb2WxvzmjiRRhQgghRAfp3r27/yrXXjabjcTERH8BtndswIABkQ4vusWB7trilqECnd7KbcTU4CESQSe2OLe1OaNIFNaFQgghROxZtGgRV199NZdccgmvvvoqAJs2bWL9+vX89NNPPPTQQ9TX11scpYgmciVMCCGEaKfy8nJ+//vf43K5AHj66afp1asXL730ErW1tQB89NFH2O12br75ZitDFVFEroQJIYQQ7fT999/7C7C9vv76azZs2BAwVlJSEsGoRLSTIkwIIYRop4KCgqCxwYMHB/X+6t+/f6RCEjFAijAhhBCinfr06cN1111HcnIyhmFw2mmnce6553LXXXcRFxcHeIuya6+91uJIRTSRNWFCCCFEB5g8eTLnnXcebrebxMREAIYPH86RRx6JaZo8/vjjFkcook1Yr4QppdKVUn9XSq1SSv2klBrT4vVxSqkqpdQy3697whmPEEKESvKXaIu4uDh/AbaXUsrfsFUcRGv9VD1Ayy4Tpu9Xc3o/749i4b4S9ijwsdZ6slIqHn9btQBfaa3PCXMcQghxqCR/iXZbsWIFq1evpqmpiRtvvJG777678+4ReQBqj8JeYkfVKMwME/cxbrD7NvbeaaCTNO4RbnQPje17G8Z6AwzwDPRgDjAxNhrYVtjABWauiWekx9vMNcqFXIQppXKAPs3fo7X+8gDndwFOBC73ndsENLU1UCEOF2VlZVAFxheyJJNKKNNlYf80kr+EFTweD/fddx9NTd6/OsuXL+fxxx/n97//vcWRtV248pet0oYyvVcLjT0G9s/tYIDR6P08ql5h/9qOmWhiq/dVVybYf7Dj3uDGVmvzb+xt22yDXa00bg2HduawkIowpdSDwEXASvZd7NPAfpMYkA+UA88ppYYBJcANWuu6FueNUUotB7YCt2qtf2zl818NXA3eDVGFECJUVucvXwySwzqhyspKdu7cGTD2888/WxRNFNP4C7C9lFsFLZhSWqFcwbd1VZPyF2D+MY/y7yUZzUK9EjYROFJr3XiIc48EpmutFyulHgXuAGY2O2cJ0EdrXauUOgv4JxD0/K7W+ingKYDCwsLo/64KcQC5ubmUq3LMcS0XNHQ+xhcGuTm54f40luYvkBzWWWVkZNC7d282bdrkHxs+fLiFEbVfuPKX+bmJUbmv6jJzTHCArXTfPUWdqPEM82B8s+88jcYz2oOxwAgo5MzBJuYR4c+x7c1hoV5PXAfEHeLcZUCZ1nqx7/jveJOan9a6Wmtd6/v4QyBOKSU3y4UQHUnyl7CEUorZs2eTnJyMzWbj1FNPZdq0aVaHFZXcx7oxe5joeI0nx4NnmAfPYA+ePh50vPauExvtRmdr3EPc6ESNTtF4Cj2QCe7RbswuJjpB4xngwcyPjR9yD3glTCn1GN7L9vXAMqXUZ4D/p0mt9Yz9vVdrvV0ptVkpdaTWejVwCt7bAc3n7wXs0FprpdSxeIvC3W3+aoQQwkfyl4gGffv25YgjjgDgrrvusjiaKJYC7rHuoGHPKA+eFo88mgNMzAGBRZbupXH3Cn5/tDvY7chi3+8lwLstXgvlkvp04BXfk0XrgCuUUtcAaK3nA5OBaUopN9AATNFay6V6IURHkPwlIm7Pnj00NDSQk5PjH/N4PLhcLjweDzZbDDyyZxU3qDqFTtX77tNpoAZIJPB6dh3ec5p3A2kEXEDKQeaMIgcswrTWLwAopW7QWj/a/DWl1A0Hm1xrvQwobDE8v9nrc4G5IUcrhBAhkvwlIm3+/Pm8+eabmKbJiBEjmDNnDt9++y2rVq3CNE0uvfRS7r//fvLz860ONeqobQp7sR3lUmiHxj3GjY7XxC2MQ9UqtM27HszMM7EvtmNsN9BozHwTzwgPtpU2jNUGSvtaXPzCjdrdypxdo+vnpFDrwstaGbu8A+MQQohwkfwlwm716tW8/vrrmKb3NtnSpUv5xz/+wZ/+9Cf/2Pbt23nyySetDDM6abAvtfuffFROhW2FDduPNlStb8yjsC23YawzMLb72lagsK23oTYqbKtsKL2vxYVtja3VOaPNwdaEXQxcAuQrpZpfzk8F9oQzMCGEaA/JXyKStmzZEjS2YcMGqqurA8bKysLfFy/meLxFUnOqVkGLJV7Ko1DVwS0qjIpWrifV7GfOKHOwNWFfA9uATOB/m43XAN+HKyghhOgAkr9ExIwaNYqkpCTq6+v9Y6eccgrbtm3jxx/3tY8bO3asFeFFNzuYPUyMnc1aVGSbaIcObFuRZmL29nbH39sXTBsazxEejDID1dSsRUWuiXKroDmjzcHWhG0ENgJjDnSeEEJEG8lfIpK6dOnCI488wssvv0xtbS3nnHMOo0ePZsCAAfzmN7/B6XRy4YUXcumll1odalRyH+PGttKGqlTo7hrPIA8Y4FZujK0GOlXjGeyBJHAf58a21gY28BzpgTTvk5W2VTZoBLO3ic7VuLu3MmeUCbVjfg3BTxNV4X366Bat9bqODkwIITqC5C8RKYMGDWLOnDkBYxkZGeTmept5XnHFFVaEFRsSwDMiuEgyjzQxj2zRjiJH484JvFep0zXu0S3uX+5nzmgSasf8v+BtXvgqoIApQD+8HaP/CowLR3BCCNEBJH+JiPnpp5+ora1l+PDhxMV5eyo0NjbS2NhIdXU1aWlpANTU1PD999/Tt2/fgHYWnYWqUNAIurvet9F2Pd6rVt00JPjGXKB2KXSK9q7mBDC9Y9jwnnuoc0aRUIuwc7XWw5odP6WUWqa1vl0pdWc4AhNCiA4i+UtExD333MNXX30FQE5ODo899hifffaZf7/Iiy66iAcffBClFLfffjsNDQ0opbjmmmv41a9+ZWXoEWX7zubdZBvQSRrXiS6MHQa2pd5NuLXhbSdBPNgX7HvC0T3IjdnPxP6lHaPau9bL7GHiPt6NrTi0OXXP6GpREWoRVq+U+hXerTvA26TQ6fs4ur4i0aGKioooLS21OgzWrFkDwIwZ+21yHjEFBQVREYcImeSvTixSOayuro516/bd2d6yZQtTp05l9+59myg4nU7uvNNb9zc0NACgtWb+/Pl8+eWXGEb4u4lanb9UhfIXSwCqXmErtQUstlemwvajDRwEbNhtW+V9394CDMDYaaBKQ5/T3TO6uuqHWoT9GngUeAJv0voGuFQplQhcH6bYRBQoLS3l5x+W0DvF2vvq8S7vPzrnhu8sjWNTbfT1mREHJfmrE4tUDqt3GUB8wFhjxTZMM/C/WVdDje+jZptQa039hhLsYa7BoiJ/NbUy5sTb6b4Z1ei9ehUwphWqoZUWFQ2tfOP2M2e0CakI8y1c/eV+Xl7QceGIaNQ7xcPdhbVWhxEV7itOOfhJIqpI/hKRyGFON9y+uCuVTb6rNUpzw9G1vLcxkWW79y1GOj+/AQPNa2v35ZJhGU3cPCz8OTYa8pfO1Ogkjar3tZhAY/b1Lry3le0rEs0+JjpRY+xp1mIi08TsZ2JsMlCm7/3xGk+BB2OrEdKc0SbUpyO7A1cBfZu/R2v9P+EJSwghOobkLxEJDjvMHFXFJ5sTqXMrTspyUtDFzbVH1fBJmZuyWhtDu7kY28u7h3xqvOb73XHkJHs4PbfB4ugjyAauk1zYSpu1k+ih8XTzoNO1v52E2dcEBe44N2qbd2G+WWBCHLhPdGOsN7wtKgq8bStCnjPKhHo78h3gK+BfQHQ/7ymEEIEkf4mIyHSYXNK/LmAswQa/7BNcZB3fq5HjfQVZp5MInqEt/inawBwQXCSZuSbkBo7pDI0no8X7D2HOaBJqEZaktb49rJEI0ZlUgvFF+BfhHtDeux9W3qGoBML/dL7kLxERTR4o2RVPvdugsHsjXeK9a5p+3BPH5jobQ7q6yLV4fW2HiGT+8vgW5xug47S3yYwJqsZ36zHNN2aVduawUIuw95VSZ2mtP2z7pxJCgPfppGiw94nT/jn9rQsiJyLfD8lfIuxMDX9c1oW11d7eYP9Yn8TvR1Xy2RYHH29OAkChuX5IDYXdW1udHhsimb9qamrYuHEjWnuL2a5du9KzR09KS0txe7xPOToaHPTr1y8iT5a2qp05LNQi7AbgTqVUE95nGxSgtdZpbf7MQnRS0dLeYm8cRUVFFkcSdpK/RNj9sCfOX4AB1LoMPtmcyOdbHf4xjeL9jYkxXYRFMn/dcsstbNiwwX9cVVXFhAkTWLVqlX/M6XQyadIkxo8fH7G4OlKoT0emHvwsIYSIPpK/RCSYrXSc8+jgRnQeHX1tEqKV2x3Y08s0TVwu10HPiyUhXb9TXpcqpWb6jvOUUseGNzQhhGg/yV8iEoZkuMhJ3lcMOGwmp+Y6OaHF4vsJeZ3oSch2mjx5MkrtK1rHjRvH5MmTSU3d93NVdnY2Y8eOtSK8DhHq7cgnABM4GbgX75Lex4FjwhSXEEJ0FMlfIuzsBswcWcXC7QnUuRVjejbSI9Hk8iNrOSqjibJaO0MzmhiQHrtXbSLthBNO4IknnuDrr78mLy+P8ePHY7fbeeaZZ5gxYwaGYTBv3jwSExOtDrXNQi3CjtNaj1RKLQXQWlcopeIP9iYhhIgCkr9ERCTaNafmOgPGDAXH9WjiuB6xuxXHongAACAASURBVA7MSgMHDmTgwIEBYz169KBHjx4A/g3RY1WoRZhLKWXDd3vb1/wwuptvCCGEl+Qv0eE219pYsD2BRJtmfI6TLvGa6ibFv7c6qHcrju/VSO8UD24TvtrmYHOdjaMzmhie6V3TtHx3HMt3x5Ob7OHELGfYtyyKVSUlJSxcuJDc3FzOPvtsEhIS2LRpE9u2bcMwDMrLy+nevbvVYbZZqEVYEfA20EMpNQfvBrh3hy0qIYToOJK/RIfaVGvjDyXpuHxb53y13cGsURX8oSSdcqd3m5zPtiQyc2QlH25K5JudDv/Yfw+oxVCa51fvW9f0U2Uc1x1VE/yJOrlPP/2U+++/33/83Xffce211zJ16lScTu8Vx2uvvZbnnnuOlBTrt2Rqi1CfjnxFKVUCnIL38e6JQFU4AxNCiI4g+Ut0tK+2OfwFGMAup40PNyX5CzAAl6n4bIuDxTsTAt77+RYHRosHJL/bGU9Nf0VqfCuPWHZi7777bsDxN998Q69evfwFGMCuXbtYuHAhEyZMiHR4HSLUK2ForVcB/uYcSqlNQO9wBCWEEB1J8pfoSAm24GIp2R48lmjT2A1wNbv5nWDTQUWY3UBuR7ai5YJ7wzBaveIVywvz2/PHLs1OhBCxSvKXaLOTc5x0Tdi3/dDA9CbO6N3A4PR9i+/T4z2cnufk7N71/jG70kzsW895feuxq31F21l5DSS2UsR1dpdeeikJCfuuJF5wwQVMmjSJrKws/9igQYMYM2aMFeF1iJCvhLVC/sYIIWKV5C/RZhkJJn88toJlu+NJtGuGZrgwFPx2eDUr9sRR71YM7+Yi0a45P7+B4d1clNXZGNzVRTeH97LYQ6MrWFkRR06yhyPSpG1Fa44++mhefvlliouLycvL46ijjgLgr3/9K1dffTWGYfDYY49hs9kOMlP0OmARppR6jNaTlQLSDza5UiodeAYY4pvnf7TWi5q9roBHgbOAeuByrfWSkKMXQoj9kPwlwslhh9E9A9tOGAqGdQvu6J6f5ia/RaHVzWFyQlZj0LkiUGZmJmeccUbAmMPhID3d+084lgswOPiVsOI2vrbXo8DHWuvJvr48SS1ePxPo7/t1HDDP97sQQrSX5C8RNt/vjuPfWx0k2TVn9m4gN9nD1jobH2xKpN6tOCnLyfBMF3Uu736Rm+vsHN2tiVNzvIvKP9vi8LWocHNOnwZS4uTibEtaa95//30WLlxIXl4el1xyCV27dmXJkiVs3LgRwzAoLS2N6KbiHe2ARZjW+oW2TqyU6gKcCFzum2vv5rnNnQe8qL1bpH+jlEpXSmVprbe19fMKIQRI/hLhs6rSzp++T0P7lhYu3RXP7MJK5iztQq3L8I/dPryadzcmsrLC2xt4xZ546lwKQ8E/1if7x9bX2PndiGprvpgo9tZbb/H4448DsHjxYn744QduvPFGfvvb32Ka3tu6N9xwAy+99BIZGRlWhtpmB7sd+R4HWDuhtT73AG/PB8qB55RSw4AS4AatdV2zc3KAzc2Oy3xjksSEEO0i+UuEy7c7E/wFGECd2+CTMoe/AAPQKL7aluAvwPZavDMh6KmQVZXxVDYq0hPkalhzn332WcDxqlWrePfdd/0FGEB9fT2LFi3i7LPPjnR4HeJgtyMfaefcI4HpWuvFSqlHgTuAmYc6kVLqauBqgN695alyIURIoiJ/geSww03XhOANF7KSPEFjmQ4PiTaTBs++4qxrgokBbN330CQOm0mSPB0ZpHv37qxa5e8sQ3x8PLm5ua2eF6sOdjvyP+2Yuwwo01ov9h3/HW8Sa24LkNfsONc31jKOp4CnAAoLC+VvqhDioKIlf/likRx2GDk520lxeTwbauIAGNvLyck5jayviePLbd7u+H1S3EzIc9LNYfLCzyl4tCI1zuRXR9SjlGbjcjs1LgOb0kwpqCM+tteXh8UVV1zBypUr2b17Nzabjauuuoqzzz6bhQsX8uOPPwJw0kknUVhYaHGkbRdSiwqlVH/gAWAw4Ng7rrU+Yn/v0VpvV0ptVkodqbVejbdb9coWp70LXK+U+hveBa1Vsp5CCNGRJH+JjpYcp5k1qor1NXYS7dp/FezKgbWc3bueOrfBEalulIKTshsZntnE9nob+aluf7H1pzF7WF9jp1eShy7SKb9V+fn5vPrqq6xevZqsrCwyMzMBmDt3LldddRVKKWbNmmVtkO0Uap+w54DfA38GxgNXEFqj1+nAK74ni9YBVyilrgHQWs8HPsT7eHcp3ke8rzik6IUQ4uAkf4kOpxSt9vfqlWTScn/4LvGaLvGB58bb4Mh06Q92MPHx8QwdOjRoPJa75DcXahGWqLX+TCmltNYbgVm+vdjuOdCbtNbLgJbXCec3e10D1x1KwEIIcYgkf4mIWFkRx9vrk6h3K8ZlOzkt10l5g8Hf1iazudbbouLCI+pIkFuP7fLhhx+yZs0aDMNg0aJFnaJjfqNSygDWKKWux7vuITa3LBdCdDaSv0TYVTYq/vR9mn9j75fXpJAeb/LuxiQ21Xr/q/20LBGt4b8G1B1oKnEAJSUlPPzww/7jmTNn8sILL5CTk2NhVG0XahF2A95GhTOAe4GTgcvCFZSIHmVlZdTV2LivWP7PAthYYyO5rMzqMMShkfzViUUqh9W4DH8Bttfzq5OodQf+N/ufrQlsrLZm69LDIX8tXrw44Njj8VBSUnJ4F2Fa6+8AfD9NztBa14Q1KiGE6CCSv0QkxBvBi+sdhqZBaTx6X9EVb5NF+O2Rn58f0lisCPXpyEK8i1tTfcdVePdRKwljbCIK5Obm4nRv4+7CWqtDiQr3FafgaKVPjYhekr86t0jmsPc2uHlnYxJuE0Z1b2LqoBp+qozjmZ9SqXYZ5Ca7mTG0mp6JwX3GIuFwyF+nnXYaS5cu5dNPP0UpxcUXX9zqwv1YEertyL8C12qtvwJQSo3Fm9SODldgQgjRQSR/iYj4Zd8GTsttwGUqUn1tJ4Z1c/HnX+yh2mWQ0UqTV3Fo7HY7d955J2VlZSiluOqqq6wOqV1CLcI8exMYgNZ6gVJKnq0VQsQCyV8iYhx2cLTYLctuIAVYB7PbQy1foluoX8V/lFJPAq/h3YvtIuALpdRIAK31kjDFJ4QQ7SX5K0Qej4e5c+fy0UcfkZaWxtSpUznllFOsDitmLNiewJtrk6h3G4zLdnJxQR0ba+z8dXUKZXU2hma4+M3AGhTwzKpUvt8TR06ShysG1tKvlZ5jnV1tbS0PP/wwCxcuJDc3l5tuuomjjz6aZ599lh9//BHDMHjnnXc477zz+Pe//838+fOprKzkjDPOYPr06TFRqIUa4TDf779vMT4Cb1I7ucMiigJFRUWUlpa2+f1lvqdPWtvj6lAUFBQwY8aMds0hhJD8Fapdu3axbZu36X95eTn33Xcff//734mLi2vTfJ0ph+1oMHjmpxT/xt6flCWSneTmg01JlDu9jcGW747n1dJkbAqW7fZu7L25zs7jP6TyyJgKDGsemoxazzzzDF9++SUAGzduZPbs2Vx33XW88sorAJimyV/+8hdycnK4//77cbu9hey7775LXl4ekydPtiz2UIX6dOT4cAdyOGloaLA6BCGEj+Sv0NXX17c61qVLFwuiiS3rquP8BdheP1XG+wuwvUqr4oKKrd2NNioaDbo55JZlcytXBu4UVlFRwbfffht03ldffeUvwPb33mgV6tORPYH7gWyt9ZlKqcHAGK31s2GNziLt/clt7/uLioo6IhwhRDtI/grdP//5Tx599FH/sd1u55FHHqF79+4dEdphrSDNhaE0ZrN2FEd1bWJ9jZ2dDfsKsQHpLgxgR7OxTIeHrrJmLMiQIUNYs2aN/zgjI4PjjjuOTz75JOC8E088kQ8//DCgEBsyZEjE4myPUPZPA3ge+D8g23f8M3BjOAISQogO9jySv0Lyy1/+ksmTJ2MYBnFxcdx1111SgIWoe6LJ1YNqyXR4SLKbnJVXzwlZjVx/VDX5qS7iDM3IzEYuKahjSkEdozIbiTM0fVNdXD+kWm5FtuLKK6/k5JNPJj4+nn79+jF79mxOPvlkLrvsMmw2G3a7nVtuuYVRo0Zx9913k52dTVJSEueffz7nnXee1eGHJNQ1YZla6zeUUr8D0Fq7lVKeMMYlhBAdRfJXiGw2G9dddx2rV68GYNy4cdYGFGPG9GxkTM/GgLE+qR5mFVYFnTtjqPQMPpjk5GRmzpwZNH755ZezZIn3eZpzzjkHgJNOOomTTjopovF1hFCvhNUppbrhXcSKUmo0EPy3Sgghoo/kr/3QWrN9+3ZcLlfAuMvlwuOROvVgKhsVda7AS1j1bkVlY+CYy4TyBgPdrHOF1t4xV4u7kK3NKYK53e7D4u9oqFfCbgbeBfoppRYC3YHof+xACCEkf7Vq48aN3H333ZSVldG1a1d+97vfMWTIEGbNmsWqVatQSvHqq69yySWXWB1q1GnywLyVqSzZlYBdac7u3cAFR9Tz9vpE3t+YhFsrhndr5LqjalhZEcfTq1KpdRlkJ7m5YWg1SsGjK9LYUmcnJc7kyiNrGZLR1OqcIpDb7eb+++/np59+AmDevHlMmzbN4qja7oBXwpRSxyilevn66JwE3Ak0Ap8Asb0LqBDisCb568Dmzp3rb6dTUVHBww8/zJtvvul/+kxrzdNPP82mTZusDDMqfbHVwZJdCQC4teKdjUl8syOef25Ixu1bmL9sdwKfljl41leAAWytt/NaaTJ/K01mS533Gkity+Cvq1P4bEvwnBtqbK189s7t//7v//j3v//tP37jjTf4/vvvLYyofQ52O/JJoMn38S+Au4DHgQrgqTDGJYQQ7SX56wA2bNgQcFxeXs66deuCzpMiLNjW+uDi6Oeq4BtLm2vtVLsC/5vdVm9nW4v317gMNtYGv39rXfQ3G420jRs3Bo21/LscSw5WhNm01nt8H18EPKW1fktrPRMoCG9oQgjRLpK/DmDMmDEBx0OGDOHEE08MGEtKSmLYsGGIQMO6Ba6hizM0J2c7iTcCtys6pkcTfVMDzx3WrSno/b1T3BzXoylgLM7QDO4aOCaC/97a7XaOOeYYi6Jpv4OV2TallF1r7QZOAa4+hPcKIYSVJH8dwLXXXktcXBwlJSUUFBRwzTXXkJmZSWVlJU8//TR2u50HHniA1NRUq0ONOiMym7jiyBo+35JIkt3kvL4N5KaY3DKsinfWJ1HnNhif7WRU9yb6prp5fW0ym2ttHN2tiUn59SgFCs3y3fHkpni4qF8dmQ4zaM70BH3wYDqZESNGcMcdd/Doo49iGAb33HMPWVlZVofVZgdLRK/h3XdtF9AAfAWglCpAni4SQkQ3yV8H4HA4mD59etD4BRdcwBdffAHETsNLK4zLbmRcdmA7ioHpbgaOqA4Y6+Ywufao4HYUUwrqmVIQuPC+tTlFsAkTJvDBBx8AcOyxx1ocTfscsAjTWs9RSn0GZAGfaO1/wNYAgv/1CiFElJD8JcLJ1LC22k6iTZObsq9VQlmdjXqXoqCL29+AtaLRYGudjX5pLhy+/3UbPd4tjLKSPWT4uuXvb04RSGtNfX09SsV+K4+DXpLXWn/TytjP4QlHCCE6juQvEQ51LsUfl3Vhk28x/ZieTq4ZXMuTK1P4eocDgNxkN78bUcV35fG89HMKHq1ItpvccrS3RcUjy9OocxsYSnNp/zpG92hsdU4RqL6+nltuuYW1a9cCMHPmTGbPno1hhNr2NLp0+nUR4uA21dq4rzjF0hh21Hv/gfVMsnZ/tU21NgZYGoFXUVERpaWl7Zpj755s7dlrsKCgoN17rQoRbh2dw/Y02tjdtO+/z0U7HJRWGpQ3xvvHyurs3P1tGlVNdkzfxt51boOHl6eigHqPN6eZWvHSz8m8vyGBPS3m3FytSLR33LqwwyF/7dq1i23btvmPFyxYwJVXXtnmtYtW5zApwsQBFRREx0NkTb6CwdG3v6VxDCB6viftlZiYaHUIQoRdOP696i1bYM+egDEzJQsadweel9Qds6ky8Dx7kvcDz761XxqFmdQdWpyrMgtwpKd3WNyHQ/5qubvD/sZihRRh4oCi5SrH3jiKioosjiQ6RMufixDRLhz/VlasWMGNN96IaXqvzKelpfH4449zzTXXUFnpLaSUUsyaNYuXX36Z4uJi/3t//etfYxgGzzzzjH9s5MiRXH755UFzPvHEE6SkWHsXIhza82fy888/c+211/q3LEpOTqaoqIiMjIyOCi+ipAgTQgghDsHQoUN58MEHef/990lJSeFXv/oVPXv2pKioiNdff53a2lrOPvtshg0bRr9+/fif//kfnE4nV155Jeeeey4AqampLF68mL59+3LxxReTkpISNOfhWIC114ABA3jkkUd47733iI+P58ILL4zZAgzCXIQppTYANYAHcGutC1u8Pg54B1jvG/qH1voP4YxJCCFCIflLHEhhYSGFhQF/JcjLy+PWW28NGEtJSaFXr14AnHfeef7xc88911+QHWhOEWz48OEMHz7c6jA6RCSuhI3XWu86wOtfaa3PiUAcQghxqA7r/FVWVsbSpUspKChg0KBBAFRXV1NRUYHNZsPj8WCzyf6FramtreXrr78mKSmJ0aNHY7fb8Xg8fPPNN9TW1nL88cf7r2TV1dXR2NjI1q1byc7OBmDbtm0UFxeTn5/v78fW2pzi8CZ/wkII0Ql9+eWXzJ49278G6corr2T8+PFcd911VFV5e9necccdPPTQQ4dFP6aOVF5ezrRp09i927sQf+jQofzv//4vv/3tb1m+fDkAXbt2Zd68eXzwwQf+PTn/+7//m3vvvRebzcZdd92F2+0G4JJLLmHixIlBc/75z3+WIvgwF+4iTAOfKKU08KTWurVNc8copZYDW4FbtdY/hjkmIYQIxWGdv1588UV/AQbwyiuvsHv3bn8BBlBcXMwPP/zA0KFDrQgxar3zzjv+Ygm8C/XfeOMNfwEGUFFRwVtvvcU///lP/5jH4+Hll19GKeUvwADefPNN3G530JwlJSUx3xFeHFi4i7CxWustSqkewKdKqVVa6y+bvb4E6KO1rlVKnQX8EwjqQaCUuhrfvm+9e/cOc8hCCAF0UP6C6MxhjY2B2+O4XC4aGhqCznM6nZEKKWa0/N6B91ZiSw0NDf6n+PZyOp1BjUXdbrd87zupsLaY1Vpv8f2+E3gbOLbF69Va61rfxx8CcUqpzFbmeUprXai1LuzevXs4QxZCCKDj8pfv9ajLYRMnTgw4PuOMM5g4cSJxcXH+sT59+jBy5MhIhxb1zjrrLBISEvzH2dnZXHLJJeTm5vrH4uPjmThxIqecckrAeydOnMj5558fMDZ+/HjOP//8oDmPO+64MH0FIlqE7UqYUioZMLTWNb6PTwf+0OKcXsAOrbVWSh2LtyjcHTybEEJETmfIX5MmTSI7O5uSkhIKCgo47bTTsNlszJs3jzvuuAO73c5jjz0ma5JakZ+fz5NPPsknn3xCUlIS55xzDqmpqcydO5cPP/yQmpoaTj/9dPr27cttt93GypUrcTqd3Hbbbf7biz169PC3qJgwYQJ2uz1ozuZFmTg8hfN2ZE/gbd+CTjvwqtb6Y6XUNQBa6/nAZGCaUsoNNABTmm2yK4QQVukU+WvMmDGMGTMmYKxfv35kZWUBtHkrmM6gT58+XHXVVQFjXbp04eKLLw4Ys9vt/j5Wzdd3tdaOorU5xeEtbEWY1nodMKyV8fnNPp4LzA1XDEII0RaHW/5yu93861//YtOmTYwZM8a/0L64uNh/JWz8+PEYhsHGjRvZsWMHNpuNuro6kpOTqaqq4uOPP8bpdHL66aeTlZW13zlFII/HQ0VFBU6nk2XLlh02/a1Ex5AWFUIIcZibM2cOX3zxBQB/+9vfmDlzJtXV1fzlL3/xn7NixQrOOusspk+fTlNTE+DdXubRRx9l2rRp/k2T33zzTZ588kmeeeaZoDnHjx8f0a8rFjzyyCOUlZUBcNNNN3Hbbbdx5plnWhyViBZShAkhxGFs165d/mIJQGvNW2+9RXV1dcB5H3zwAU1NTf4CDGDdunW89tpr/gIMvI1H33rrrVbnlCIsUG1tLZ988knA2FtvvSVFmPAL69ORQgghrGW324NaIsTHxwc8BQlgs9mCxoBWF4cnJCS0OqcIZBhG0IMNrX2PReclRZgQQhzG0tPTA/YotNvtXHzxxVx66aUBhdSUKVOYPHlywGL84cOHM2XKFPr339f+rFu3bkyaNKnVOUWgpKQkJk2a5D82DINf//rXFkYkoo3cjhRCiMPcDTfcwNixY9m0aRPHHnssOTk5APTt25elS5fSv39//8L6F154genTp2Oz2Xj44Yex2+3MnTuXBQsW0NDQwIknnkhqaup+5xSBpk6dyuLFi3E6nfzxj3+Mmma9IjpIESaEEJ3AqFGjGDVqVMBYfn4++fn5AWNdu3b1t1TYu4F0fHw8J598ckhzimApKSmkpKRIASaCyO1IIYQQfsXFxWzatImtW7eyfft2q8MR4rAmRZgQQggAlixZwm233UZVVRW7d+9mxowZre6TKIToGFKECSGEAODTTz+ledP/8vJylixZYmFEQhzepAgTQggBeNeDtbR3fZgQouNJESaEEALYt6n3XqeffjpHHnmkhREJcXiTIkwIIQTg7QH2wgsvkJ+fT0FBAb/73e+sDkmIw5q0qBBCCOFnt9tJSUmxOgwhOgUpwoQQohNqbGzkueeeo6SkhIKCAq666ioyMjJ47733KC0txW63s2rVKgYOHMiyZct45ZVXcDqdTJw4kVNOOcXq8GNGeXk5mzdvxul08vTTT3PZZZfJFk/CT4owIYTohObNm8c777wDQGlpKdu2bWPixIn86U9/8p9z66238thjj3HbbbfhcrkA+OGHH8jIyGDEiBGWxB1r7rnnHiorKwF49dVXcbvdTJs2zeKoRLQ47IqwoqIiSktLLY1hzZo1AMyYMcPSOAAKCgqiIg4hxMFFMn+tWrUq4Hj58uVs2LAhYKyuro5bb73VX4DtNWfOnIAF/OEUyzlsz549Qd/nhQsXShEm/A67Iqy0tJSlK1ZiJln3WLVq8vbZKVlrbbdpo36PpZ9fCHFoIpm/7J7AJ7O0Mthd1xT0n8KO2ibiWo5VN7KtIfz5LdZzWGpqKl26dKGqqso/lpeXZ2FEItocdkUYgJmUgXPwOVaHYTnHyvetDkEIcYgilb+M+j0klX6G0VSLaUvAmX8C7tSeJJV+hr1mO1oZNGYdTVP2CMxNi4nf+RMKjSs9j4YjxoER/v8+Yj2HxcXFccsttzBr1ixM0yQ7O1uugokAh2URJoQQ4sDMpAxqh07CaKzBjE/2F1X1R56JaqxB2+LBngBAY+/jaMoaBtqNjpcnJw/FCSecwKBBg3C5XMybNw/DkM5QYh8pwoQQorNSBqajS9CwTkgNHotzRCKiw5JhGCQkJEgBJoJIESaEELFIaxK2FBO3aw3a7qAxZxTurn2I272WhK1LwXTT1H0gTdnDMep2kbhpEYazGleXPJx9xqBMD46NX2Ov3oonKQNnn19gOrp0/JyJ6VZ/pyy1bt061q5di9PpZPbs2dx8882kpgYXuaJzkiJMCCFiUNyun0nY/oP3wN1I4rovqO8/Acf6L1G+cxxbl2I6uuDY/C2Gqx6A+D1r0fZ4DHcjcZUbAbDX7iBx3Rc09RgU4pxpODZ/F9KcdUdNjMS3IypprZk1axb19d7v0xdffIHD4eD222+3ODIRLaQIE0KIGGSvCXw6UWkTe8U6f7HkP69qs79Yav5e5W4MGLM1VGCv2hLanJVlIc+Ju9G/tqyz2bNnD5s3bw4Y+/777y2KRkQjuUEthBAxyJOcGXCsUbjTewed507NwrQntnhv96D3exLS8KT0CJ6zSytzpoU+J7bO2x2+a9eu9OzZM2Bs4MCBFkUjopEUYUIIEYOaug+iKXMAWhmY9kScfcfi6ZJLQ95xmLYEtGGjsedRuLsV0HDESXgS0tCAq0sujbmjcPYejTu1FwCexHQajjiJph6Dg+dMb9+cqJbX0ToPwzCYOXMmCQneK4GjRo3iuuuuszgqEU3kdqQQQsQiw8DZ93icfcYAyl/suHoOxtVjEKBBeX/O9qRlUTd0EmjTPwbedhQtx8IxZ2d21FFHMWDAALTWPPLII1aHI6JMWP+VKKU2KKVWKKWWKaWKW3ldKaWKlFKlSqnvlVIjwxmPEEIcipjIYR4XaE/gmPaA6W4xZqI8TUFvV+4m0Dr8c3YSTU1N1NbWBoxprfF4PPt5h+jMInElbLzWetd+XjsT6O/7dRwwz/e7EEJEi+jMYaabxPVfYq/YCEYczpyRuHoOJn7rMhK2fw+miatbP5x9j8detQXHxoUYrgbcyd1p6HcymG6S1v4bW8MezPhkGvJPxJOc2fFz+m5Pdgavv/46zz//PE1NTYwbN47bb7+dFStWsGrVKtxuN1OnTmX27Nn06tV5vifiwKy+HXke8KLWWgPfKKXSlVJZWuttbZ2wrKwMo74q5re76AhG/W7KytwHP1EI0VYdmsMOJX8ZrnrsrjrvgenCsXkx9h0riWuq8Z8Tv7sUo3o7NlcdCu+VKXtdOUk//hOlNYbpvYplNNWR9PP/4bE5sLvrW8z5E3FN1S3m3IbNVR/SnC5HRpvXhcVSDtuwYQPz58/3H3/++ecMGjSI119/Hbfb+zX8/PPPPPHEE/zhD3+wKkwRZcJ9014DnyilSpRSV7fyeg7Q/PndMt9YAKXU1UqpYqVUcXl5eZhCFUKIIFGbw1SLW4MKMExXK+e5/MVS8/cq3eL92mx1zlZvN5rukOeEznFbcu3atUFjq1atYteuXQc9T3Re4b4SNlZrvUUp1QP4VCm1Smv95aFOorV+CngKoLCw8ID/onNzc9nRaJcNvPFufpubK5e9hWiHsSmiPQAAF3ZJREFUiOawQ8lfcbtKSdzw1b7PYdhoKDiV5NUfoJqtx2rMPwHH5sUYjfuukLl6DEK5G4nfvcY/5knKpKnHoKA5nf1bmbPvWBxl34Y0p3PwLw/6texPLOWwYcOGERcXh8u1rxA+/vjjWb9+PevWrfOPFRYWWhGeiFJhLcK01lt8v+9USr0NHAs0T2BbgLxmx7m+MSGEsFw05zBXZgHKVe/bYiiBxpyRmCnetVkJW5d5txjqMQh3eh71CanervnOKlzpeTTmjPA9wYhvi6FuOPOORSekhjZn197UO9JCmrOzyMzM5L777uP555+ntraWc845h/HjxzNgwACmTZuG0+nkjDPO4JprrrE6VBFFwlaEKaWSAUNrXeP7+HSg5Y3wd4HrlVJ/w7uYtao968GEEKHbtWsXs2fPZtasWXTr1s3qcKJOLOSwpqyjaco6OmDs/9u7++iqqjOP49/n5oYkQAARoYFS3gLSdKqMRTpKpYCiAg7KAqTUVqxosb4gvkxHrbqkq7XU4mADKCprIEM7laVtEcUgWEVb2yovQiCKwiDFUqO8KDQkIS93zx/nJNyQACHJySH3/j5rZXHOvvvsu8/m3mc997ztyk5fqvPQ1lhGJ0oGXFpn+7Le32iRNpPFkCFDGDKkduLZo0cPevfuDcCdd94ZQq8SU6LEryCvCesG/MnMNgNvAyudc6vM7CYzq/4p8BKwE9gBPA3cHGB/RCROXl4eBQUF5OXlhd2V01VCxTCrKCNSvBdisaOFsUpSij/1phaq5hyRkv3YkdqPWbCyQ0RKDrRQbxNLZWUlJSUllJfXvb5OGmfevHkJEb8COxLmnNsJnFtP+cK4ZQfo8cEiLWzfvn3k5+fjnCM/P5+pU6e26l+TQUikGJa6dxvpu9/CXIxYaltKBlwGVRW03fEKkcoyXCRKae+hVHXoTtsPVpNSsh8HlHfN4UjPIaTv+hNt9u8AoLJ9N0r6j4KU1HB3qpVYvXo127ZtwznHlClTmD17Nv379w+7W61WWVkZd999N4WFhUQiEV588UWuvfZaunTpcvKNT0NhP6JCkkBubi47duxoUhvbt3sX+86YMaNJ7WRnZze5jUSQl5eH8y+0jsVi5OXl6VRJoqqqIP2jdf6dit6jLdL2bMAqjxCpLAO8OxvTd79FRZcBpJTs98qAtE/fJZbRqSYBA4gWf0Kbfdsp75bT4rsShqbEr1gsxnvvvVfzXTtw4AB33nknffr0aVR7il+Qn59PYWFhzbpzjkcffZSf/exnIfaq8TSvhLQKGRkZZGRknLyiNMiaNWtq7uKqqKhg9erVIfdIgmKVZXUePREpLyZSXvt0Y6SyDIu727GmvPSzum0es63ULxaLEYs//Qs6JdlEn3zySZ2y9evrTGbRauhImAQu2X+5nY5GjRrFSy+9REVFBampqVx6ad0LrCUxuLRMqtp2IaXk6POqKs7og1WWkfbJ0SMKlR16UHlmP9p89mFNWSyaRnnXHNrs216TyDmMyjN6tdwOhKyp8WvmzJls3ry5Zn3y5Mlcf/31Te1W0ho2bBjLli2rVTZixIiQetN0SsJEktDUqVPJz88HIBKJMHXq1JB7JEEq6X8xaf/YTKTsIJWdelLeNQecw0XTiR7aQ1XbMzmSdS5E0yjpO5w2+7YTi6ZTnnUOLr0Dh88eTVrRFohVUnHWQKradwt7l1qNWbNmsXTpUnbu3MmQIUOYNGlS2F1q1XJycrjvvvt4+OGHicVipKamMn369LC71WhKwkSSUJcuXRg9ejQrVqxg9OjRuig/wbnUtpT1uqB2oVn9j6Po3IfKzrWvWYq160Jpv9Z7tCFMHTt25NZbbw27Gwll1KhRFBQUsGLFCsaMGdOq45eSMJEkNXXqVHbt2qWjYEkiUrKfSOlBqjpk4VK96yut/DAp/ywi1vZMYhmdvIpVFUQP7cGlpHmTb5uBc6Qc+gcWq6SyYw+IRI/bpkhLSJT4pSRMJEl16dKFefPmhd0NaQFpf99AWlEBAC4SpaT/pVhVORn/92rNXZNlXxxCxRm9aLdtJZEKbxLvik5forTfCNq+/zLR4iIAYmmZHB54BW0+KazTZlWmTlNKy0iU+JWQSVik5ADp774Y2vtb2SEAXHqH0PoA+A9WbB3zromIp9njl4uRWrq/ZtVilWRsXwPO1SRgAGl/X0fqxwVEqspqylI/341tfo5o5eGj/TvyTzIKnyelsqROm5XpnZqv3yiGSeJLuCQsOzs77C6wfbt3m3f/fmEHjy+cFuMhIg0TxPe1vLyc99/fX6usXVqUqqoq4p+WYDjOzEzn88/LatX9QqcM9u07XKvsrMw0PvuspFZZu7Qo2c0e8xTDJLElXBJ2OjwOoboPubm5IfdERFqToOLXPffcw1tvvVWzfuutt3Lw4EGeeuqpmrJRo0Yxbtw4Zs6cSVVVFQDdu3dnwYIF3HDDDezf7yVybdq04dFHH+XJJ5+s0+aYMWMC6b9Iokq4JExERGp76KGHWLFiBbt372bo0KFccIF3p2S3bt3YuHEj/fr144orriA1NZXc3FweeOABotEo8+bNo1OnTjz++OM8//zzlJWVMWbMGPr06XPcNkWk4ZSEiYgkuPT0dK6++uo65SNHjmTkyJG1ynJycujRowcAnTt3BqBr167ceOONDWpTRBpOSZiISJIqLCxkw4YNZGdnc8EFF2BmFBUVsXfvXlJSUigrKyM9PT3sbookLCVhIiJJKD8/n0ceeaRmfdKkSVx++eXccsstlJV5F+ffcccdLFiwgEhE0wyLBEFJmIhIEjp2/r3ly5dz+PDhmgQMYNu2bWzatInzzjuvpbsnkhT080ZERADqPeJlZiH0RCQ5KAkTEUlCU6ZMqZVgTZgwgQkTJtC2bduaspycHM4999wwuieSFHQ6UkQkCV122WX06tWLjRs3kp2dzZAhQwBYvHgxt99+O9FolLlz5+p6MJEAKQkTEUlSAwcOZODAgbXKunbtyllnnQV4D2YVkeAoCRMRSXClpaUsX76c3bt3c+GFF3LRRRcBsGbNmppHVIwbN442bdqwZcsW9uzZQ0pKCvv37+fMM8+kqKiI5cuXU1paytixYxkwYEDIeySSGJSEiYgkuAcffJD169cDsGrVKu666y4OHjzIokWLAHj55ZfZtm0bV155JTNnziQW8yb2vu2225g/fz4333wzn332GeA92mLhwoX07ds3nJ0RSSBKwkREEtinn35ak4BVW7lyJYcOHapV9tprrxGJRGoSMICPP/6YZcuW1SRgABUVFaxZs4bp06cH23GRJKAkTEQkgWVkZBCNRqmsrKwpy8zMrJVsVdfr0KFDne2rpy6Kl5mZ2fwdFUlCuu1FRCSBZWZmcs0119SsZ2RkMHXqVKZNm0ZqairgPQvs+uuv5+qrr665KB9g2LBhTJw4sdbDWnv27MnYsWNbbgdEEpiOhImIJLjrrruOYcOG8dFHHzFo0CA6duwIwDPPPENBQQH9+vWjZ8+eACxdupTp06eTkpLCrFmzAJgzZw6bN2+mtLSUwYMH1yRvItI0gSdhZpYCrAf2OOeuOOa164BfAHv8ovnOuUVB90lEpCESKX717du3zsX0nTt3Zvjw4bXK0tLS6pyWNDMGDRoUdBdFkk5LHAm7HXgPqHuxgWeZc+7WFuiHiMipSrr49corr7Bz506i0Sg7d+7UXZAiAQr0mjAz+yIwFjhtfx2KiNQnGePXm2++yU9/+lMOHz7MwYMHueOOOygpKQm7WyIJK+gL8x8DfgjETlBngpkVmNlzZtYz4P6IiDRU0sWv119/vdb6oUOHeOedd0LqjUjiCywJM7MrgE+dcxtOUO0FoLdz7hxgDZB3nLa+b2brzWz93r17A+itiMhRzRm//PZaRQzr3r17nbKsrKwQeiKSHII8EjYUGGdmu4BngJFm9qv4Cs65/c65I/7qIuBr9TXknHvKOTfYOTc4/vZpEZGANFv88uu2ihg2YcKEWnNJTp48WdeEiQQosCTMOXevc+6LzrnewLeAV51z34mvY2bxP7HG4V0AKyISqmSNX5mZmTzxxBP079+fgQMHctNNN4XdJZGE1uLPCTOzHwPrnXMrgBlmNg6oBA4A17V0f0REGipZ4ld6enrYXRBJCi2ShDnn1gJr/eUH48rvBe5tiT6IiDRGosav4uJicnNz2bhxI9nZ2cyYMYOsrCyWLl3Ktm3biEajrFu3jvPPP5833niDvLw8ysrKGD9+PBMnTgy7+yIJQU/MFxFJQvPmzWPNmjUA7N+/n1mzZnHVVVexePFiwJuo+/777+exxx5j1qxZNXNNLliwgO7du3PhhReG1neRRKG5I0VEktDGjRtrrX/wwQf89a9/rVVWXl7OqlWr6kz2vWHDiW4aFZGGUhImIpKE+vfvX2s9KyuLnJycWmWRSIQhQ4acdFsRaRwlYSIiSei2227j7LPPBrwE7N5772X8+PGMHDkS8BKwGTNmMHToUG688UbS09NJSUlh7NixjBo1KsyuiyQMXRMmIpKEsrKyWLhwIcXFxbRr1w4zA+CBBx6gqKiISCTClVdeCcC3v/1tJk6cSCwW052TIs1ISZiISBJr3759nbLqhCxemzZtWqI7IklFpyNFRATw7oicPXs2hYWFvPfee6xcuTLsLokkNB0Jq0dubi47duxo9Pbbt28HYMaMGU3qR/Wze0REGqop8Wvfvn18/PHHAFRVVTFnzhxeeOGFRh8FUwwTOTElYQHIyMgIuwsiIqespKSkTllpaalORYoERElYPfTLTURaq6bEr5UrVzJnzpya9dTUVObOnUvnzp2bo2sicgwlYSIiAsDo0aMpKioiPz+fjh07csMNNygBEwmQkjAREQG8Z4NNmzaNadOmhd0VkaSguyNFREREQqAkTERERCQESsJEREREQqAkTERERCQESsJEREREQqAkTERERCQESsJEREREQqAkTERERCQESsJEREREQmDOubD7cErMbC/wt7D70QBdgH1hdyLBaEybX2sZ017OubPC7kRzUAxLWhrP5tdaxvS48avVJWGthZmtd84NDrsfiURj2vw0pnI8+mw0L41n80uEMdXpSBEREZEQKAkTERERCYGSsOA8FXYHEpDGtPlpTOV49NloXhrP5tfqx1TXhImIiIiEQEfCREREREKQtEmYmRWf4LU/B/i+9wXVdpDCGq+GMLPuZvZcI7dda2ah310T9Pia2Y/N7JJT3Gacmd1zkjqNHntpPMWvU6cYFhzFr8ZL2tORZlbsnGt/TFnUOVfZ0u/bGoQ1XkG/n5mtBe52zq1vYP0U51xVc/bBbzesz2Mg+yPBUvw6dYphNfWb/Tuv+NV4SXskrJqZDTezP5rZCuBdv6zY/zfLzN4ws01mttXMLqpn+6+Y2dt+nQIz6++Xfyeu/EkzSzGz2UCGX/Zrv96dfttbzWymX9bOzFaa2Wa/fLJf/qCZrfPLnjIza5lRqrW/jR4vM+toZn8zs4i/3s7MPjKzVDPrZ2arzGyD3/5Av84SM1toZm8Bj5jZN/32N5nZO2aWaWa9zWyrXz/FzOb4719gZrf55Rf79beY2X+bWVo9+zbFf32rmf08rrzYzB41s83ABYEM7NH3Cmp8l5jZRL98l5n93Mw2ApPMbIyZbfPHPtfMXvTrXWdm8/3lJf5rfzaznXFtNWTsQ//cJqqmfF78OkkVv/x+KIYFJMCxTdz45ZxLyj+g2P93OHAY6FPPa3cBP/KXU4DMetqZB1zjL7cBMoAvAy8AqX7548C18W37y18DtgDtgPZAIfCvwATg6bh6Hf1/O8eVLQX+vRWO1/PACH95MrDIX/4D0N9f/jrwqr+8BHgRSPHXXwCG+svtgSjQG9jql/0AeA6IVo8ZkA58BAzwy/4HmOkvrwUGA92B3cBZfpuvAlf5dRxwdSsf3yXARH95F/BDf7l6bPr4678BXvSXrwPmx23/LN4Ptxxgh19+wrEP+3ObqH/N+HlJivjVzGOmGNbyY7uEBI1fSX8kzPe2c+7DesrXAd8zs4eArzrn/llPnb8A95nZf+JNTVAKXIwXoNaZ2SZ/vW89234D+L1z7rBzrhj4HXARXmAb5Wf7FznnDvr1R5jZW2a2BRgJfKXRe9w0TRmvZXhfLoBvAcvMrD1wIfCsP15PAllx2zzrjh5yfhP4LzObAXRydQ93XwI8WV3unDsAnA186Jz7wK+TBww7ZrvzgbXOub3+tr+Oq1MF/La+gQhIs47vcd6junwgsDPu/X5zgn4td87FnHPvAt3qeb2+sYfT53ObqBS/Tp1iWHAUv06BkjDP4foKnXNv4H2I9wBLzOxaMxsfdyh5sHPuf4FxQCnwkpmNBAzIc84N8v/Ods491NDO+F+08/CC2U/8w6HpeL9IJzrnvgo8jfcrIAyNHi9gBXC5mXXGC/Sv4n0OP48br0HOuS/X937OudnADXi/2N+sPuQfsDLXstcdNPf4Nvg9TuJI3HKDDsmfZp/bRKX4deoUw4Kj+HUKlISdgJn1Aj5xzj0NLALOc879Pu5Ltt7M+uJl4rl4h1LPwTssPdHMuvrtdPbbAqgws1R/+Y/AVWbW1szaAeOBP5pZd6DEOfcr4Bd4Aa36P36f/6trYuADcIoaMl7+L+Z1wC/xDhtXOecOAR+a2SS/HTOzc4/zHv2cc1uccz/32zk2gK0BpptZ1K/fGXgf6G1m2X6d7wKvH7Pd28A3zayLmaUAU+qpE6rGju9Jmn0f6Gtmvf31ycevelL1jf1p/7lNVIpfp04xLDiKX/WLNneDCWY48B9mVgEUA9fWU+dq4Lt+nSLgYefcATO7H1ht3kWGFcAtwN/wnvBbYGYbnXPXmNkSvC8PeOe/3zGzy4BfmFnM3/YHzrnPzexpYKv/PusC2uemGM7Jxwu8Q8nP+vWrXQM84Y9bKvAMsLmebWea2QgghncNSj61D/svAgbgjXEF3rUp883se3inCqJ4Y7cwvlHn3Mfm3c78Gt6vpJXOuecbuuMtZDiNH996OedKzexmYJWZHaZpn6vjjf3p/rlNVMNR/DpVw1EMC8pwFL/qSNpHVIiIx8zaO+eKzcyABcB259zcsPslInIyrT1+6XSkiNxo3sXEhUBHvIuKRURag1Ydv3QkTERERCQEOhImIiIiEgIlYSIiIiIhUBImIiIiEgIlYRI4M/uRmRWaNx/XJjP7ejO2/ZKZdWqu9kREjqUYJkHRc8IkUGZ2AXAF3oP5jphZF7w56pqFc25Mc7UlInIsxTAJko6ESdCygH3OuSMAzrl9zrl/mNkuM3vEzLaY2dvVT4I2s7PM7LfmzVq/zsyG+uXtzWyxX7/AzCb45bv8oIiZfcdva5OZPWlmKf7fEjPb6m97R0jjICKtk2KYBEZJmARtNdDTzD4ws8fN7Jtxrx305+OaDzzml/0SmOucOx+YgPcUY4AHqus7587hmDnFzOzLeFNWDHXODcKbsPYaYBDQwzn3L/57LQ5mN0UkQSmGSWB0OlIC5T/J+GvARcAIYJk/tQYcnfH+N0D1E44vAXK8hx8D0MG8ObsuAb4V1+5nx7zVxXgTvq7zt80APgVewJtbbB6wEi+giog0iGKYBElJmATOn4R1LbDWzLYAU6tfiq/m/xsB/s05VxbfRlxAOx4D8pxz99Z5wZtI9zLgJry58q4/xV0QkSSmGCZB0elICZSZnW1m/eOKBuFNBAxHZ7yfDPzFX14N3Ba3/SB/cQ3eJMLV5Wcc81Z/ACaaWVf/9c5m1su/1iLinPstcD9wXtP3SkSShWKYBElHwiRo7YF5/i3YlcAO4Pt4dxudYWYFwBFgil9/BrDAL48Cb+D9+vuJX74V71qJWcDvqt/EOfeumd0PrDazCFCBF/BKgcV+GUCdX5kiIiegGCaB0dyREgoz2wUMds7tC7svIiKnSjFMmoNOR4qIiIiEQEfCREREREKgI2EiIiIiIVASJiIiIhICJWEiIiIiIVASJiIiIhICJWEiIiIiIVASJiIiIhKC/wde7pAyp/it9gAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 720x360 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#waterfall charts\n",
        "\n",
        "wf = pd.DataFrame({'Price Euro':[101.5, 65.8, 41.5, 11.40,15.6, 29.8,\n",
        "                              75.10, 30.90, 56.20, 81.15, 78.3, 86.50]}, \n",
        "                      index=['Jan', 'Feb', 'Mar', 'Apr', 'May', \n",
        "                             'Jun', 'Jul', 'Aug', 'Sep', 'Oct',\n",
        "                             'Nov', 'Dec'])\n",
        "Variation = [wf['Price Euro'][i] if i==0 else wf['Price Euro'][i]-wf['Price Euro'][i-1] for i in range(len(wf))]\n",
        "wf['Variation'] = Variation\n",
        "\n",
        "waterfall_chart.plot(wf.index, wf['Variation'])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 387
        },
        "id": "Z2TpKe4nLjdP",
        "outputId": "c8d9b118-c66c-4324-a663-3f9a4579e8ee"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<module 'matplotlib.pyplot' from '/usr/local/lib/python3.7/dist-packages/matplotlib/pyplot.py'>"
            ]
          },
          "metadata": {},
          "execution_count": 12
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 360x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Data\n",
        "x=range(1,6)\n",
        "y=[ [1,4,6,8,9], [2,2,7,10,12], [2,8,5,10,6] ]\n",
        " \n",
        "# Plot the area chart\n",
        "pal = sns.color_palette(\"Set1\")\n",
        "plt.stackplot(x,y, labels=['2018','2019','2020'], \n",
        "              colors=pal, alpha=0.4 )\n",
        "plt.legend(loc='upper left')\n",
        "plt.xlabel(\"months - first two quarters\")\n",
        "plt.ylabel(\"Sales\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 334
        },
        "id": "BqUguXdCM6I1",
        "outputId": "172791f4-e565-40f1-8710-123ad78c04c3"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 360x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#simple scatter plot\n",
        "sns.scatterplot(data=df, x=\"SepalLength\", y=\"PetalLength\", hue=\"Species\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 352
        },
        "id": "8pn79vJRPSjv",
        "outputId": "175c45f8-bfb4-4c13-a706-926382edfe70"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f42c947e3d0>"
            ]
          },
          "metadata": {},
          "execution_count": 14
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 360x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#pictogram chart of the iris dataset\n",
        "from pywaffle import Waffle\n",
        "plt.figsize=(10, 10)\n",
        "data = {'Setosa': 50, 'Virginica': 50, 'Versicolor': 50}\n",
        "fig = plt.figure(\n",
        "    FigureClass=Waffle, \n",
        "    rows=10, \n",
        "    values=data, \n",
        "    colors=[\"#232066\", \"#983D3D\", \"#DCB732\"],\n",
        "    legend={'loc': 'upper left', 'bbox_to_anchor': (1, 1)},\n",
        "    icons='sun', \n",
        "    font_size=20, \n",
        "    icon_legend=True,\n",
        "    figsize=(10, 5)\n",
        ")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 368
        },
        "id": "lTXVUsUAPX8-",
        "outputId": "b3017ed9-69b4-4dd3-86c2-71e1f0dedebe"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Waffle size 720x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#lollipop chart\n",
        "my_range = my_range=range(0,len(wf.index))\n",
        "plt.stem(wf['Price Euro'])\n",
        "plt.xticks(my_range , wf.index)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 763
        },
        "id": "cimbay1jVMak",
        "outputId": "afcb5db1-923c-406c-f382-99924ccef754"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "([<matplotlib.axis.XTick at 0x7f42c921d210>,\n",
              "  <matplotlib.axis.XTick at 0x7f42c91e0450>,\n",
              "  <matplotlib.axis.XTick at 0x7f42c91e0090>,\n",
              "  <matplotlib.axis.XTick at 0x7f42c9126ad0>,\n",
              "  <matplotlib.axis.XTick at 0x7f42c9126b90>,\n",
              "  <matplotlib.axis.XTick at 0x7f42c912f650>,\n",
              "  <matplotlib.axis.XTick at 0x7f42c912f490>,\n",
              "  <matplotlib.axis.XTick at 0x7f42c912fcd0>,\n",
              "  <matplotlib.axis.XTick at 0x7f42c91355d0>,\n",
              "  <matplotlib.axis.XTick at 0x7f42c9135410>,\n",
              "  <matplotlib.axis.XTick at 0x7f42c9135d10>,\n",
              "  <matplotlib.axis.XTick at 0x7f42c91356d0>],\n",
              " [Text(0, 0, 'Jan'),\n",
              "  Text(0, 0, 'Feb'),\n",
              "  Text(0, 0, 'Mar'),\n",
              "  Text(0, 0, 'Apr'),\n",
              "  Text(0, 0, 'May'),\n",
              "  Text(0, 0, 'Jun'),\n",
              "  Text(0, 0, 'Jul'),\n",
              "  Text(0, 0, 'Aug'),\n",
              "  Text(0, 0, 'Sep'),\n",
              "  Text(0, 0, 'Oct'),\n",
              "  Text(0, 0, 'Nov'),\n",
              "  Text(0, 0, 'Dec')])"
            ]
          },
          "metadata": {},
          "execution_count": 16
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAT8AAAEvCAYAAAAzcMYwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAWnElEQVR4nO3dfZAcdZ3H8ffHTZAlKAuS48hCDJ4hFIIQWNGUTyDeBZQ6Vo5CUpYGRMOp4HOQ+HBo3Z2oERVQ1MiD0bNiuBgDhxQrFeA4yrtgwkLCgys5HkI2YMLpguACyfK9P7o3mYR9mumZnZn8Pq+q1E7/uufX3+z0fqZ/3T3TigjMzFLzsnoXYGZWDw4/M0uSw8/MkuTwM7MkOfzMLEkOPzNL0oR6FwCw//77x7Rp0+pdhpntZtasWfNkREweal5DhN+0adNYvXp1vcsws92MpEeHm+dhr5klyeFnZkly+JlZkhx+ZpYkh5+ZJcnhZ2ZJcviZWZIa4jq/cqzo7mVhVw+b+vqZ0tbK/Nkz6JzZXu+yzKzJNFX4rejuZcHydfRvHQCgt6+fBcvXATgAzawsTTXsXdjVsz34BvVvHWBhV0+dKjKzZjVq+Em6WtJmSfeWtO0n6WZJD+Y/983bJekySeslrZV0TDWL3dTXX1a7mdlwxrLn92PgpF3aLgRWRsR0YGU+DXAyMD3/Nw/4fnXKzExpay2r3cxsOKOGX0TcDvxxl+ZTgcX548VAZ0n7TyLzP0CbpAOrVez82TNondiyU1vrxBbmz55RrVWYWSIqPeZ3QEQ8nj9+Ajggf9wOPFay3Ma8rSo6Z7Zz8WlHskdLVnZ7WysXn3akT3aYWdkKn+2NiJBU9v0vJc0jGxozderUMT+vc2Y7S+7cAMDSc2eVu1ozM6DyPb8/DA5n85+b8/Ze4OCS5Q7K214iIhZFREdEdEyePOR3DZqZ1Uyl4Xc9MDd/PBe4rqT9A/lZ3zcBT5UMj83MGsaow15JS4Djgf0lbQQuAr4GXCvpHOBR4Ix88RuBdwHrgb8AZ9egZjOzwkYNv4iYM8ysE4dYNoCPFS3KzKzWmuoTHmZm1eLwM7MkOfzMLEkOPzNLksPPzJLk8DOzJDn8zCxJDj8zS5LDz8yS5PAzsyQ5/MwsSQ4/M0uSw8/MkuTwM7MkOfzMLEkOPzNLksPPzJLk8DOzJDn8zCxJDj8zS5LDz8yS5PAzsyQ5/MwsSQ4/M0uSw8/MkjSh3gWYmY1kRXcvC7t62NTXz5S2VubPnkHnzPbC/Tr8zKxhrejuZcHydfRvHQCgt6+fBcvXARQOQA97zaxhLezq2R58g/q3DrCwq6dw3w4/M2tYm/r6y2ovh8PPzBrWlLbWstrL4fAzs4Y1f/YMWie27NTWOrGF+bNnFO7bJzzMrGENntS4YNlaXhh4kXaf7TWzVHTObGfJnRsAWHrurKr162GvmSXJ4WdmSXL4mVmSHH5mliSHn5klyWd7zRJRqy8IaFYOP7ME1PILAppVoWGvpE9Juk/SvZKWSNpT0iGSVklaL2mppD2qVayZVaaWXxDQrCoOP0ntwMeBjog4AmgBzgS+Dnw7Il4L/Ak4pxqFmlnlavkFAc2q6AmPCUCrpAnAXsDjwDuAZfn8xUBnwXWYWUG1/IKAZlVx+EVEL/BNYANZ6D0FrAH6ImJbvthGIM0DCmYNpJZfENCsigx79wVOBQ4BpgCTgJPKeP48Saslrd6yZUulZZjZGHTObOfi045kj5bsT769rZWLTzsy2ZMdUOxs7zuBhyNiC4Ck5cCbgTZJE/K9v4OA3qGeHBGLgEUAHR0dUaAOMxuDWn1BADTnZTRFjvltAN4kaS9JAk4E7gduBU7Pl5kLXFesRDNrZIOX0fT29RPsuIxmRfeQ+z0No8gxv1VkJzbuAtblfS0CPgd8WtJ64FXAVVWo08waVLNeRlPoIueIuAi4aJfmh4DjivRrZs2jWS+j8Wd7zayQZr2MxuFnZoU062U0/myvmRVSy/ts1JLDz8wKq+VlNLXi8LPdUjNed2bjy+Fnux1/fZONhU942G6nWa87s/Hl8LPdTrNed2bjy+Fnu51mve7MxpfDz3Y7zXrdmY0vn/Cw3U6zXndm48vhZ7ulZrzuzMaXh71mliSHn5klyeFnZkly+JlZkhx+ZpYkh5+ZJcnhZ2ZJcviZWZIcfmaWJIefmSXJ4WdmSXL4mVmSHH5mliSHn5klyV9pVcJ3/DJLh8Mv5zt+maXFw96c7/hllhaHX853/DJLi8Mv5zt+maXF4ZfzHb/M0uITHjnf8cssLQ6/Er7jl1k6POw1syQ5/MwsSQ4/M0uSw8/MkuTwM7MkOfzMLEmFwk9Sm6Rlkn4n6QFJsyTtJ+lmSQ/mP/etVrFmZtVSdM/vUuCmiDgMOAp4ALgQWBkR04GV+bSZWUOpOPwk7QO8DbgKICJeiIg+4FRgcb7YYqCzaJFmZtVWZM/vEGALcI2kbklXSpoEHBARj+fLPAEcMNSTJc2TtFrS6i1bthQow8ysfEXCbwJwDPD9iJgJPMsuQ9yICCCGenJELIqIjojomDx5coEyzMzKVyT8NgIbI2JVPr2MLAz/IOlAgPzn5mIlmplVX8XhFxFPAI9JGvzOpxOB+4Hrgbl521zgukIVmpnVQNFvdTkf+JmkPYCHgLPJAvVaSecAjwJnFFyHmVnVFQq/iLgb6Bhi1olF+jUzqzV/wsPMkuQvMzVrIL539Phx+Jk1CN87enx52GvWIHzv6PHl8DNrEL539Phy+Jk1CN87enw5/MwahO8dPb58wsOsQfje0ePL4WfWQHzv6PHjYa+ZJcnhZ2ZJcviZWZIcfmaWJIefmSXJ4WdmSXL4mVmSHH5mliSHn5klyeFnZkly+JlZkhx+ZpYkh5+ZJcnhZ2ZJcviZWZIcfmaWJIefmSXJ4WdmSXL4mVmSHH5mliSHn5klyeFnZkly+JlZkhx+ZpYkh5+ZJcnhZ2ZJcviZWZIm1LuAVKzo7mVhVw+b+vqZ0tbK/Nkz6JzZXu+yzJLl8BsHK7p7WbB8Hf1bBwDo7etnwfJ1AA5AszrxsHccLOzq2R58g/q3DrCwq6dOFZlZ4fCT1CKpW9IN+fQhklZJWi9pqaQ9ipfZ3Db19ZfVbma1V409v08AD5RMfx34dkS8FvgTcE4V1tHUprS1ltVuZrVXKPwkHQS8G7gynxbwDmBZvshioLPIOnYH82fPoHViy05trRNbmD97Rp0qMrOiJzy+A1wAvCKffhXQFxHb8umNQPJH9AdPalywbC0vDLxIu8/2mtVdxeEn6RRgc0SskXR8Bc+fB8wDmDp1aqVlNI3Ome0suXMDAEvPnVXnasysyLD3zcDfS3oE+DnZcPdSoE3SYKgeBPQO9eSIWBQRHRHRMXny5AJlmJmVr+Lwi4gFEXFQREwDzgRuiYj3AbcCp+eLzQWuK1ylmVmV1eI6v88Bn5a0nuwY4FU1WIeZWSFV+YRHRNwG3JY/fgg4rhr9mpnVij/hYWZJcviZWZIcfmaWJIefmSXJ4WdmSXL4mVmSHH5mliSHn5klyeFnZkly+JlZkhx+ZpYkh5+ZJcnhZ2ZJcviZWZJ803KzMq3o7mVhVw+b+vqZ4vuxNC2Hn1kZVnT3smD5uu03oe/t62fB8nUADsAm42GvWRkWdvVsD75B/VsHWNjVU6eKrFLe87O6acbh46a+/rLarXF5z8/qYnD42NvXT7Bj+Liie8ib/TWMKW2tZbVb43L4WV006/Bx/uwZtE5s2amtdWIL82fPqFNFVikPe60umnX4ODgsv2DZWl4YeJH2Jhmu20s5/KwuprS10jtE0DXD8LFzZjtL7twAwNJzZ9W5GquUh71WFx4+Wr15z8/qwsNHqzeHn9WNh49WTx72mlmSHH5mliSHn5klyeFnZkly+JlZkhx+ZpYkh5+ZJcnhZ2ZJcviZWZIcfmaWJIefmSXJ4WdmSXL4mVmSHH5mliSHn5klqeLwk3SwpFsl3S/pPkmfyNv3k3SzpAfzn/tWr1wzs+oosue3DfhMRBwOvAn4mKTDgQuBlRExHViZT5uZNZSKwy8iHo+Iu/LHfwYeANqBU4HF+WKLgc6iRZqZVVtVjvlJmgbMBFYBB0TE4/msJ4ADqrEOM7NqKhx+kvYGfgF8MiKeLp0XEQHEMM+bJ2m1pNVbtmwpWoaZWVkKhZ+kiWTB97OIWJ43/0HSgfn8A4HNQz03IhZFREdEdEyePLlIGWZmZStytlfAVcADEfGtklnXA3Pzx3OB6yovz8ysNorcuvLNwPuBdZLuzts+D3wNuFbSOcCjwBnFSjQzq76Kwy8i7gA0zOwTK+3XzGw8+BMeZpYkh5+ZJanIMT9LwIruXhZ29bCpr58pba3Mnz2Dzpnt9S7LrDCHnw1rRXcvC5avo3/rAAC9ff0sWL4OwAFoTc/DXhvWwq6e7cE3qH/rAAu7eupUkVn1OPxsWJv6+stqN2smDj8b1pS21rLazZqJw8+GNX/2DFontuzU1jqxhfmzZ9SpIrPq8QkPG9bgSY0Llq3lhYEXaffZXtuNOPxsRJ0z21ly5wYAlp47q87VmFWPh71mliSHn5klyeFnZknyMb/dgD+CZlY+h1+T80fQzCrjYW+T80fQzCrj8Gty/giaWWUcfk3OH0Ezq4zDr8n5I2hmlfEJjybnj6CZVcbhtxvwR9DMyudhr5klyeFnZkly+JlZkhx+ZpYkh5+ZJcnhZ2ZJcviZWZIcfmaWJIefmSXJ4WdmSXL4mVmSHH5mliSHn5klyeFnZkly+JlZkhx+ZpYkh5+ZJcnhZ2ZJcviZWZJqEn6STpLUI2m9pAtrsQ4zsyKqHn6SWoDvAScDhwNzJB1e7fWYmRWhiKhuh9Is4MsRMTufXgAQERcP95yOjo5YvXr1mNdxzZzz+estj3H4ga8sWu5L3P/40wDu23277wbr+4nJB3P2ksvLep6kNRHRMdS8Wty6sh14rGR6I/DGIYqaB8wDmDp1alkr2G/Sy9nrqZbRF6zAXnvUpl/37b7dd7G+95v08qr2WYs9v9OBkyLiQ/n0+4E3RsR5wz2n3D0/M7OxGGnPrxYnPHqBg0umD8rbzMwaRi3C77fAdEmHSNoDOBO4vgbrMTOrWNWP+UXENknnAV1AC3B1RNxX7fWYmRVRixMeRMSNwI216NvMrBr8CQ8zS5LDz8yS5PAzsyQ5/MwsSQ4/M0uSw8/MkuTwM7MkVf2zvRUVIW0BHi3zafsDT9agHPftvt337tP3qyNi8lAzGiL8KiFp9XAfWHbf7tt9u+/ReNhrZkly+JlZkpo5/Ba5b/ftvt13pZr2mJ+ZWRHNvOdnZlaxhg8/Sc/UoM8BSXeX/Js2wrK3SRrTGSZJIenfSqYnSNoi6YbiVW/vszNfz2FV7LPmdef9Vv21LHcdZb6eVf9d79L/FyTdJ2ltvh2+5F43Bfo+SNJ1kh6U9L+SLs2/XHi45T8paa8x9BuSLimZ/qykL1ep5sG/y/sk3SPpM5JqllENH3410h8RR5f8e6RK/T4LHCGpNZ/+W8r8Cn9Jo33H4hzgjvxnOf2OdHeZwnXvpir6XY9FfpfDU4BjIuL1wDvZ+cZfRfoWsBxYERHTgUOBvYF/HeFpnwRGDT/geeA0SfsXLvSlBv8uX0e2DZ4MXFSD9QBNEn6S9pa0UtJdktZJOjVvnybpAUk/yt8tfl3yB1zuOo6V9J+S1kjqknRgyez35+9I90o6bpSubgTenT+eAywpWcdxkv5bUrek30iakbefJel6SbcAK0f6PQBvAc4huz0Ako6XdLukX+U3iv/B4LulpGckXSLpHmBWDeq+XdLRJcvdIemokVaS13tDyfR3JZ2VP35E0ldKXueK9rhGWkcZfQz3ux6u9ndJ+l2+/Vw2hr3mA4EnI+J5gIh4MiI2Dbcd5nusl45xO3wH8FxEXJP3PQB8CvigpEmSvpn3sVbS+ZI+DkwBbpV06yh1byM78fCpIX5n0yTdkve7UtJUSftIerRkm5wk6TFJE0daSURsJru743nKtEhaKOm3ef/nlqz3c/n2co+kr41S/3ZNEX7Ac8B7IuIY4ATgkvzdDWA68L383aIP+Icx9NeqHUPeX+YvxOXA6RFxLHA1O79L7hURRwMfzeeN5OfAmZL2BF4PrCqZ9zvgrRExE/gn4Ksl847J1//2Efo+FbgpIn4P/J+kY/P244DzyW4S/zfAaXn7JGBVRBwVEXfUoO6rgLMAJB0K7BkR94yyntE8mb/O3wc+W7CvIob7Xb9E/jv7IXByvv0M+YmCXfwaOFjS7yVdIentVdwOXwesKW2IiKeBDcCHgGnA0fke588i4jJgE3BCRJwwhtq/B7xP0j67tF8OLB7sF7gsIp4C7gYGt+tTgK6I2DraSiLiIbJbYfwV2ZvQUxHxBuANwIeV3SfoZLLX6o0RcRTwjTHUD9Toa+xrQMBXJb0NeJHs3sAH5PMejoi788dryF7Y0fTnG1HWuXQEcARwc56pLcDjJcsvAYiI2yW9UlJbRPQN1XFErFV2DHEOL/0q/32AxZKmAwGUvvvdHBF/HKXuOcCl+eOf59M3AHfmGwqSlpDtsSwDBoBfjNJnkbr/HfiSpPnAB4Efj2Vdo1ie/1zDjhCvh+F+10M5DHgoIh7Op5eQ35N6OBHxTB6obyV7Q18K/AtV2g5HcDxwRURsy/sabZsbqvanJf0E+DjQXzJrFjtes5+yI4iWAu8FbiXbi76i3HUCfwe8XtmtcSHbJqeTHS64JiL+ktc25v9Ps4Tf+8jeTY+NiK2SHgH2zOc9X7LcAFDJsFfAfREx3NBw1+uBRrs+6Hrgm2Qb2qtK2v8ZuDUi3pMHzW0l854dsUBpP7LhzJGSguwPI4BfjVDfc/mQZ6zKqjsi/iLpZrJ33jOAYfeOSmxj5xHHnrvMH3w9B6h8+xxtHSMa4Xd9XZF+d5W/NrcBt0laB3yM6myH9wOnlzZIeiUwFXik0np38R3gLuCaMSx7PdnOy35k28gtY1mBpNeQbQebyf5Gz4+Irl2WmV1O0aWaZdi7D7A5D74TgFdXuf8eYLKyg9BImijpdSXz35u3v4Vs1/upUfq7GvhKRKzbpX0fdpxIOKvMGk8HfhoRr46IaRFxMPAw2Z7DcfkQ4GV5raMNcatZ95XAZcBvI+JPY1jHo8Dhkl4uqQ04scJaa7mO4X7XLxum3x7gNdpx1cB7R1uBpBn5nvSgo4EHqM52uBLYS9IH8uVbgEvI9sy7gHOVn1jLAwngz8ArRqt7UL6HdS3ZcHTQb8iPj5LtsPxXvuwzZLe0vRS4YSxvyJImAz8AvhvZxchdwEcGjxVKOlTSJOBm4GzlZ6pL/j+jaug9v/wFep7s+MF/5O+Oq8mOQVVNRLyQ705flh/HmED2zjZ4y83nJHWTDfc+OIb+NpIFwq6+QTZ8/CLZHls55gBf36XtF8BHyDas7wKvJRta/LLMvoHK6o6INZKeZpQ9gMHXMiIek3QtcC9ZoHRXUmuN1zHc7/pMsj/4nfqNiH5JHwVukvQs2esxmr2By/MQ3QasJxsqL6LgdhgRIek9wBWSvkQW2jcCnyfbkzoUWCtpK/Ajsm1nUV7/pjEe94MsUM8rmT4fuCY/DLIFOLtk3lKywyTHj9Bfq6S78//fNrKh87fyeVeSHdK6Kz/evwXojIiblJ10Wy3phZL/56ga+hMeys4c/igiRjvDmixJxwOfjYhT6rT+KWRDt8Mi4sURlqv5a1nP7UXS3vlxPJGdEHgwIr5dxf5vI3udV1erz9Q17LBX0j+SHeD9Yr1rsaHlw6pVwBdGCb6av5YNsL18ON9ruY/sMMEP61SHjVFD7/mZmdVKw+75mZnVksPPzJLk8DOzJDn8zCxJDj8zS5LDz8yS9P+B+6vlRgpcwAAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 360x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#code from https://github.com/chris1610/pbpython/blob/master/code/bullet_graph.py\n",
        "#code license: https://github.com/chris1610/pbpython/blob/master/LICENSE\n",
        "\n",
        "from matplotlib.ticker import FuncFormatter\n",
        "\n",
        "def bulletgraph(data=None, limits=None, labels=None, axis_label=None, title=None,\n",
        "                size=(5, 3), palette=None, target_color=\"gray\", bar_color=\"black\",\n",
        "                label_color=\"gray\", formatter=None):\n",
        "    \"\"\" Build out a bullet graph image\n",
        "        Args:\n",
        "            data = List of labels, measures and targets\n",
        "            limits = list of range valules\n",
        "            labels = list of descriptions of the limit ranges\n",
        "            axis_label = string describing x axis\n",
        "            title = string title of plot\n",
        "            size = tuple for plot size\n",
        "            palette = a seaborn palette\n",
        "            target_color = color string for the target line\n",
        "            bar_color = color string for the small bar\n",
        "            label_color = color string for the limit label text\n",
        "            formatter = matplotlib formatter object for x axis\n",
        "        Returns:\n",
        "            a matplotlib figure\n",
        "    \"\"\"\n",
        "    # Determine the max value for adjusting the bar height\n",
        "    # Dividing by 10 seems to work pretty well\n",
        "    h = limits[-1] / 10\n",
        "\n",
        "    # Use the green palette as a sensible default\n",
        "    if palette is None:\n",
        "        palette = sns.light_palette(\"green\", len(limits), reverse=False)\n",
        "\n",
        "    # Must be able to handle one or many data sets via multiple subplots\n",
        "    if len(data) == 1:\n",
        "        fig, ax = plt.subplots(figsize=size, sharex=True)\n",
        "    else:\n",
        "        fig, axarr = plt.subplots(len(data), figsize=size, sharex=True)\n",
        "\n",
        "    # Add each bullet graph bar to a subplot\n",
        "    for idx, item in enumerate(data):\n",
        "\n",
        "        # Get the axis from the array of axes returned when the plot is created\n",
        "        if len(data) > 1:\n",
        "            ax = axarr[idx]\n",
        "\n",
        "        # Formatting to get rid of extra marking clutter\n",
        "        ax.set_aspect('equal')\n",
        "        ax.set_yticklabels([item[0]])\n",
        "        ax.set_yticks([1])\n",
        "        ax.spines['bottom'].set_visible(False)\n",
        "        ax.spines['top'].set_visible(False)\n",
        "        ax.spines['right'].set_visible(False)\n",
        "        ax.spines['left'].set_visible(False)\n",
        "\n",
        "        prev_limit = 0\n",
        "        for idx2, lim in enumerate(limits):\n",
        "            # Draw the bar\n",
        "            ax.barh([1], lim - prev_limit, left=prev_limit, height=h,\n",
        "                    color=palette[idx2])\n",
        "            prev_limit = lim\n",
        "        rects = ax.patches\n",
        "        # The last item in the list is the value we're measuring\n",
        "        # Draw the value we're measuring\n",
        "        ax.barh([1], item[1], height=(h / 3), color=bar_color)\n",
        "\n",
        "        # Need the ymin and max in order to make sure the target marker\n",
        "        # fits\n",
        "        ymin, ymax = ax.get_ylim()\n",
        "        ax.vlines(\n",
        "            item[2], ymin * .9, ymax * .9, linewidth=1.5, color=target_color)\n",
        "\n",
        "    # Now make some labels\n",
        "    if labels is not None:\n",
        "        for rect, label in zip(rects, labels):\n",
        "            height = rect.get_height()\n",
        "            ax.text(\n",
        "                rect.get_x() + rect.get_width() / 2,\n",
        "                -height * .4,\n",
        "                label,\n",
        "                ha='center',\n",
        "                va='bottom',\n",
        "                color=label_color)\n",
        "    if axis_label:\n",
        "        ax.set_xlabel(axis_label)\n",
        "    if formatter:\n",
        "        ax.xaxis.set_major_formatter(formatter)\n",
        "    if title:\n",
        "        fig.suptitle(title, fontsize=14)\n",
        "    fig.subplots_adjust(hspace=0)\n",
        "    return fig\n",
        "\n",
        "def money(x, pos):\n",
        "    'The two args are the value and tick position'\n",
        "    return \"${:,.0f}\".format(x)\n",
        "\n",
        "money_fmt = FuncFormatter(money)\n",
        "data_to_plot3 = [(\"Net Revenue\", 45000, 70000),\n",
        "                 (\"Expense\", 75000, 65000),\n",
        "                 (\"Net Debt\", 90000, 70000),\n",
        "                 (\"Total Revenue\", 155000, 105000)]\n",
        "palette = sns.light_palette(\"grey\", 3, reverse=False)\n",
        "bulletgraph(data_to_plot3, limits=[50000, 125000, 200000],\n",
        "            labels=[\"Below\", \"On Target\", \"Above\"], size=(10,5),\n",
        "            axis_label=\"2020 Review\", label_color=\"black\",\n",
        "            bar_color=\"#252525\", target_color='#f7f7f7', palette=palette,\n",
        "            title=\"Annual Review\",\n",
        "            formatter=money_fmt)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 713
        },
        "id": "82Iw7vd8zeCS",
        "outputId": "850266dd-575f-45ce-aaa8-dd7f9b37a47b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x360 with 4 Axes>"
            ]
          },
          "metadata": {},
          "execution_count": 17
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x360 with 4 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df = pd.read_csv(\"https://raw.githubusercontent.com/SalvatoreRa/tutorial/main/datasets/worldcities.csv\")\n",
        "df.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "QMR107jmN-Cb",
        "outputId": "fce3a3b0-f570-4321-b358-a0bb0480487e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-de11415a-143f-437d-8c82-b5c5e2f35a54\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>city</th>\n",
              "      <th>city_ascii</th>\n",
              "      <th>lat</th>\n",
              "      <th>lng</th>\n",
              "      <th>country</th>\n",
              "      <th>iso2</th>\n",
              "      <th>iso3</th>\n",
              "      <th>admin_name</th>\n",
              "      <th>capital</th>\n",
              "      <th>population</th>\n",
              "      <th>id</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Tokyo</td>\n",
              "      <td>Tokyo</td>\n",
              "      <td>35.6897</td>\n",
              "      <td>139.6922</td>\n",
              "      <td>Japan</td>\n",
              "      <td>JP</td>\n",
              "      <td>JPN</td>\n",
              "      <td>Tōkyō</td>\n",
              "      <td>primary</td>\n",
              "      <td>37977000.0</td>\n",
              "      <td>1392685764</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Jakarta</td>\n",
              "      <td>Jakarta</td>\n",
              "      <td>-6.2146</td>\n",
              "      <td>106.8451</td>\n",
              "      <td>Indonesia</td>\n",
              "      <td>ID</td>\n",
              "      <td>IDN</td>\n",
              "      <td>Jakarta</td>\n",
              "      <td>primary</td>\n",
              "      <td>34540000.0</td>\n",
              "      <td>1360771077</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Delhi</td>\n",
              "      <td>Delhi</td>\n",
              "      <td>28.6600</td>\n",
              "      <td>77.2300</td>\n",
              "      <td>India</td>\n",
              "      <td>IN</td>\n",
              "      <td>IND</td>\n",
              "      <td>Delhi</td>\n",
              "      <td>admin</td>\n",
              "      <td>29617000.0</td>\n",
              "      <td>1356872604</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Mumbai</td>\n",
              "      <td>Mumbai</td>\n",
              "      <td>18.9667</td>\n",
              "      <td>72.8333</td>\n",
              "      <td>India</td>\n",
              "      <td>IN</td>\n",
              "      <td>IND</td>\n",
              "      <td>Mahārāshtra</td>\n",
              "      <td>admin</td>\n",
              "      <td>23355000.0</td>\n",
              "      <td>1356226629</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Manila</td>\n",
              "      <td>Manila</td>\n",
              "      <td>14.6000</td>\n",
              "      <td>120.9833</td>\n",
              "      <td>Philippines</td>\n",
              "      <td>PH</td>\n",
              "      <td>PHL</td>\n",
              "      <td>Manila</td>\n",
              "      <td>primary</td>\n",
              "      <td>23088000.0</td>\n",
              "      <td>1608618140</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-de11415a-143f-437d-8c82-b5c5e2f35a54')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-de11415a-143f-437d-8c82-b5c5e2f35a54 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-de11415a-143f-437d-8c82-b5c5e2f35a54');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "      city city_ascii      lat       lng      country iso2 iso3   admin_name  \\\n",
              "0    Tokyo      Tokyo  35.6897  139.6922        Japan   JP  JPN        Tōkyō   \n",
              "1  Jakarta    Jakarta  -6.2146  106.8451    Indonesia   ID  IDN      Jakarta   \n",
              "2    Delhi      Delhi  28.6600   77.2300        India   IN  IND        Delhi   \n",
              "3   Mumbai     Mumbai  18.9667   72.8333        India   IN  IND  Mahārāshtra   \n",
              "4   Manila     Manila  14.6000  120.9833  Philippines   PH  PHL       Manila   \n",
              "\n",
              "   capital  population          id  \n",
              "0  primary  37977000.0  1392685764  \n",
              "1  primary  34540000.0  1360771077  \n",
              "2    admin  29617000.0  1356872604  \n",
              "3    admin  23355000.0  1356226629  \n",
              "4  primary  23088000.0  1608618140  "
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#wordcloud\n",
        "df1 = df[df[\"country\"]==\"Italy\"]\n",
        "df1 = df1[df1[\"population\"]>= 100000] #filtering the population\n",
        "df1 = df1[[\"city_ascii\", \"population\"]]\n",
        "df1[\"pop\"] = np.round(df[\"population\"]/100000, 0) #rounding for the size\n",
        "data = dict(zip(df1['city_ascii'].tolist(), df1['pop'].tolist()))\n",
        "wc = WordCloud(width=800, height=400, max_words=200).generate_from_frequencies(data)\n",
        "plt.figure(figsize=(10, 10))\n",
        "plt.imshow(wc, interpolation='bilinear')\n",
        "plt.axis('off')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 310
        },
        "id": "7Qn2_gtwRV-o",
        "outputId": "73c83638-dfa8-47ac-e915-8b3b7993e93e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import networkx as nx\n",
        " \n",
        "# starting from a dataframe\n",
        "df = pd.DataFrame({ 'from':['A', 'B', 'C','A','D','E','F','G', 'H','I' ],\n",
        "                   'to':['D', 'A', 'E','C', 'C','A', 'D','C', 'G','G'], \n",
        "                   'value':[3, 10, 5, 5, 7, 10, 5, 10, 7,5] })\n",
        " \n",
        "G=nx.from_pandas_edgelist(df, 'from', 'to', create_using=nx.Graph() )\n",
        "\n",
        "nx.draw(G, with_labels=True, node_color='skyblue', \n",
        "        node_size=1500, edge_color=df['value'], \n",
        "        width=10.0, \n",
        "        edge_cmap=plt.cm.Blues)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 391
        },
        "id": "eU2RQbW4zcJN",
        "outputId": "0de7a677-8b64-4ff5-d09c-8e21be448fa2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 360x360 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data = pd.read_csv(\"https://raw.githubusercontent.com/SalvatoreRa/tutorial/main/datasets/worldcities.csv\")\n",
        "plt.rcParams[\"figure.figsize\"]=15,10\n",
        "\n",
        "#prepare dataset\n",
        "data = data[data[\"population\"]>= 100000]\n",
        "\n",
        "#background map\n",
        "m=Basemap(llcrnrlon=-180, llcrnrlat=-65, urcrnrlon=180, urcrnrlat=80, projection='merc')\n",
        "m.drawmapboundary(fill_color='#A6CAE0', linewidth=0)\n",
        "m.fillcontinents(color='grey', alpha=0.3)\n",
        "m.drawcoastlines(linewidth=0.1, color=\"white\")\n",
        "# Make the background map\n",
        "m=Basemap(llcrnrlon=-180, llcrnrlat=-65, urcrnrlon=180, urcrnrlat=80)\n",
        "m.drawmapboundary(fill_color='#A6CAE0', linewidth=0)\n",
        "m.fillcontinents(color='grey', alpha=0.3)\n",
        "m.drawcoastlines(linewidth=0.1, color=\"white\")\n",
        "\n",
        "# we use the capital column\n",
        "data['labels_enc'] = pd.factorize(data['capital'])[0]\n",
        " \n",
        "# Add a dot for each position\n",
        "m.scatter(\n",
        "    x=data['lng'], \n",
        "    y=data['lat'], \n",
        "    s=data['population']/100000, \n",
        "    alpha=0.4, \n",
        "    c=data['labels_enc'], \n",
        "    cmap=\"Set1\"\n",
        ")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 390
        },
        "id": "9bjUwTXiTTJd",
        "outputId": "99de9ea9-fa0b-4a22-f70b-6b805b5510e9"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.collections.PathCollection at 0x7f42cbeab0d0>"
            ]
          },
          "metadata": {},
          "execution_count": 21
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1080x720 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        ""
      ],
      "metadata": {
        "id": "PXKbzcAkYyMR"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}