twiecki/LoveLaneAnalysis-Copy1.ipynb

## LoveLaneAnalysis-Copy1.ipynb
{
  "cells": [
    {
      "metadata": {},
      "id": "copyrighted-collector",
      "cell_type": "markdown",
      "source": "# LoveLane Clickworker Fragebogen Analyse v3"
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "affiliated-technical",
      "cell_type": "code",
      "source": "import matplotlib.pyplot as plt\nimport pandas as pd\nimport seaborn as sns\nimport numpy as np\nimport bambi\nimport textwrap\n\nsns.set(rc={'figure.figsize': (11.7, 8.27)})\nsns.set_context(\"talk\")\nsns.set_style(\"whitegrid\")",
      "execution_count": 1,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "growing-closing",
      "cell_type": "code",
      "source": "#df = pd.read_csv(\"Beziehungsfragen - Umfrage für Nicht-Singles_ Paare v2 (Antworten) - Formularantworten 1.csv\")\ndf = pd.read_csv(\"Beziehungsfragen - Umfrage für Nicht-Singles_ Paare v3 (Antworten)_HK.xlsx - Rohdaten.csv\")",
      "execution_count": 2,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "df = df.rename(columns={\"Würdest Du LoveLane nutzen? - angepasst\": \"Würdest Du LoveLane nutzen?\"})",
      "execution_count": 3,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "certified-mailing",
      "cell_type": "code",
      "source": "df.loc[~df[\"Würdest Du LoveLane nutzen?\"].isin([\"Ja\", \"Nein\"]), \"Würdest Du LoveLane nutzen?\"] = \"Vielleicht\"\n\ndf.loc[df[\"Was ist Dein Alter ca.?\"] == \"338\", \"Was ist Dein Alter ca.?\"] = \"38\"\ndf[\"Was ist Dein Alter ca.?\"] = df[\"Was ist Dein Alter ca.?\"].astype(\"int\")\n\ndf.loc[df[\"Wie lange bist du mit deiner:m jetzigen Partner:in zusammen? (in Jahren)\"] == \"5 Jahre\", \"Wie lange bist du mit deiner:m jetzigen Partner:in zusammen? (in Jahren)\"] = \"5\"\ndf[\"Wie lange bist du mit deiner:m jetzigen Partner:in zusammen? (in Jahren)\"] = df[\"Wie lange bist du mit deiner:m jetzigen Partner:in zusammen? (in Jahren)\"].astype(\"float\")",
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "text": "/Users/twiecki/miniconda3/envs/pymc3py38/lib/python3.8/site-packages/pandas/core/ops/array_ops.py:253: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n  res_values = method(rvalues)\n",
          "name": "stderr"
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "disciplinary-province",
      "cell_type": "code",
      "source": "def plot_nutzen(col, col_name, perc=True, drop_vll=False):\n    df_tmp = df.copy()\n    if drop_vll:\n        df_tmp = df_tmp.loc[df_tmp[\"Würdest Du LoveLane nutzen?\"] != \"Vielleicht\"]\n\n    count = df_tmp.groupby(col).count()[\"Zeitstempel\"]\n    if perc:\n        print(count)\n        percentage = count\n        x_label = \"Prozent\"\n    else:\n        percentage = 1\n        x_label = \"Anzahl\"\n        \n    df_nutzen = (df_tmp.groupby([col, \"Würdest Du LoveLane nutzen?\"]).count()[\"Zeitstempel\"] / percentage).reset_index()\n    df_nutzen.columns = [col_name, \"Nutzen\", x_label]\n    ax = sns.barplot(data=df_nutzen, y=col_name, hue=\"Nutzen\", x=x_label)\n    ax.set_title(\"Nutzer nach {}\".format(col_name));\n    max_width = 35\n    ax.set_yticklabels(textwrap.fill(x.get_text(), max_width) for x in ax.get_yticklabels())\n",
      "execution_count": 5,
      "outputs": []
    },
    {
      "metadata": {},
      "id": "racial-endorsement",
      "cell_type": "markdown",
      "source": "Über 50% der Frauen würden die App nutzen, während 50% der Männer sie nicht nutzen würden, während 35% sie nutzen würden."
    },
    {
      "metadata": {},
      "id": "friendly-programming",
      "cell_type": "markdown",
      "source": "Über 50% der Frauen würden die App nutzen, während 50% der Männer sie nicht nutzen würden, während 35% sie nutzen würden."
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "mounted-compromise",
      "cell_type": "code",
      "source": "plot_nutzen(\"Bitte verrate uns Dein Geschlecht\", \"Geschlecht\", perc=True)",
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "text": "Bitte verrate uns Dein Geschlecht\nKeine Angabe      1\nMännlich        108\nWeiblich         70\nName: Zeitstempel, dtype: int64\n",
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 842.4x595.44 with 1 Axes>",
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "id": "fifty-wound",
      "cell_type": "markdown",
      "source": "Für Schulabschluss nicht genug in kleinen Gruppen. Einzig ist, dass Fachabi und Studium keinen Unterschied machen."
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "alpine-blame",
      "cell_type": "code",
      "source": "plot_nutzen(\"Was ist Dein höchster Schulabschluss?\", \"Schulabschluss\", perc=True)",
      "execution_count": 89,
      "outputs": [
        {
          "output_type": "stream",
          "text": "Was ist Dein höchster Schulabschluss?\n(Fach) Abitur                         47\nAusbildung                            27\nHaupt-/ Volksschule                    1\nMeister                                1\nMittlere Reife/ Realschule            14\nPromotion/ Habilitation                4\nStudium (Bachelor, Master, Diplom)    85\nName: Zeitstempel, dtype: int64\n",
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 842.4x595.44 with 1 Axes>",
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "id": "under-gothic",
      "cell_type": "markdown",
      "source": "Leute mit kleinen Beziehungsproblemen würden LoveLane am ehesten nutzen. Die die happy sind, eher nicht. Für kritische Probleme nicht genug Daten."
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "rotary-silly",
      "cell_type": "code",
      "source": "plot_nutzen(\"Was beschreibt eure Beziehung am besten?\", \"Beziehungsprobleme\", perc=False, drop_vll=True)",
      "execution_count": 90,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 842.4x595.44 with 1 Axes>",
            "image/png": 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XSUxMpG7dutStWxcfHx8uXLiAp6cnK1eu1EiIr127pnFsWloaN2/ezHXUNEulSpXYv38/9+7d0xqdvXz5Mh9++KFGWfaR4Kx+6tevn2f71tbWWonpjh07KFOmTJ7xvYzKlStz5swZnJycNL4AyNpgrkKFCq/dhxD/NbKGWAghhPiP6dKlC/Xq1dNaHwrPpmFevnyZlJQUtWzPnj08ffpUo17WH9PPj5oFBwezZ88ehg0bluO0z/Lly2Ntbc3mzZu5ffu2Wp6WlsbEiRMZMWIE6enpr3t6OUpISAC0p8vGxMRw5coVtd9ixYrh7OxMTEyMxvTRhIQEli9frpVMFbSUlBR2796NmZkZNWvWpFixYjRt2pSYmBjOnTunUTcgIIChQ4eq63c3btzI2rVr6dy5s9Ya29y4u7tz7tw5rbWjixYtYuTIkfzf//1fvuIvV64cgEasSUlJxMTE5KudLC1atODs2bOcOHFCLUtNTWXTpk0a9aZPn463tzePHz9Wy6pXr06pUqW0Rn4jIyM1pnhv3LiRxMREWrZsmWcsWevFlyxZolEeHR3N5cuXte75qKgojZHxrH5ymx2R1f6iRYs0yvfs2cOIESPYtm1bnvG9DHd3dx4+fMi6des0ytevX8/o0aPlWeVC5EBGiIUQQoj/GB0dHaZOnUrnzp21EtC2bdsybdo0BgwYQPv27bl69SobNmxQR3ezZK1VXLZsGU2bNkVPT4/FixdTvXp1LC0t2bZtm8b6XXNzc5ydnfH396dPnz588cUX9OjRgzJlyvDzzz9z8uRJxo4di6mp6Rs555o1a1KxYkUWL17M06dPqVChAqdOnWLz5s0YGBhoJFJjx46la9eudO3aFU9PT0xMTNiwYQPJycmMGjWqwGI6ePAgcXFx6uv4+Hh+/PFHbt68ybfffkuxYs/+DPPx8eHQoUN4enri6elJxYoV+f3339m7dy8eHh5YWFhw9uxZvvnmG8zNzXFxcdG6/sbGxjkmYoMGDWLnzp0MGzaM7t27Y2FhwdGjR9myZQtNmzbV2KDpZTRv3pzp06fz7bffcvPmTfT19dmwYYPG5lL50a9fP7Zs2ULfvn3p3bs3ZmZmbNmyRR01zpoi3LdvX7766is8PT3p2LEjBgYGREdHc+3aNQIDAzXavHLlCr169aJdu3bqY5McHR35/PPP84zF1dWVTz/9lIiICG7fvk3Dhg25cuUK69ato0qVKlqbbd24cYM+ffrQtm1bLly4wA8//IC9vT0dO3bMs/0VK1Zw48YNGjduzM2bN1m7di0VK1akf//+r3QNn9e1a1c2b97MtGnT+N///oetrS3//PMPkZGR1KlTh86dO792H0L810hCLIQQQvwHWVlZ0bt3b1asWKFR3rNnTx4+fMimTZuYNm0atWrVIiwsjBUrVqg7MQN8/vnn7Ny5k6ioKA4fPkybNm1QFIVLly4xfPhwrf4cHR1xdnbG3t6edevWERoaysqVK0lPT6datWoEBATQqVOnN3a++vr6hIeHExAQQEREBIqi8NFHHzFx4kTS09OZMWMGZ86cwdramho1ahAZGcn8+fNZtmwZurq62NraEhgYiIWFRYHFtHjxYvV3XV1dSpYsSa1atQgODtbYGfmjjz5iw4YNhISEqIl5lSpVmDBhAl5eXsCzEdm0tDTu3bvH6NGjtfqqVKlSjglxmTJliIyMJCQkhN9++43IyEgqVqyIt7c3AwcOzPc6aTMzM5YuXcq8efMICQnB1NSUbt26Ub169RzjepHSpUuzZs0aAgICWL16NTo6OrRs2ZK2bdsSGBiori9u0qQJixYtYsmSJSxcuJCnT59iYWHB/PnztRJdHx8fTpw4wdy5cylZsiRffvklI0aMeOG56ujoEBwczNKlS/npp5/Ys2cPZcuWxcPDg+HDh2tNc54yZQo7d+4kICAAQ0NDunfvzpgxY9QvOnJrf9myZfz000/s3bsXMzMzWrZsyciRI3PczCu/9PX1WbVqFd999x07duxg69atlC9fnh49ejB06NA3tmRBiHeZjpLXDgJCCCGEEEK8IfHx8ZQuXVprA6kVK1YQGBhIdHS01lr13Bw6dIjevXsza9YsGQkVQrw0WUMshBBCCCEKRWBgII0aNdJY056RkcFvv/2GmZmZ1lR+IYQoaDJlWgghhBBCFIr27duzZcsWevfuTfv27dHR0WHHjh2cPHmS6dOnv5FHXwkhxPPkvzJCCCGEEKJQODs7Ex4ejoGBASEhIcydO5fU1FRCQ0Pp2rVrYYcnhHgPyBpiIYQQQgghhBDvJZkyLYR4Zx09ehRAazMWIYQQQgghsmQ9M9zBwUHrPZkyLYQQ4r2UkZGh/g9SiFch95B4XXIPidch90/BkBFiIcQ7S09Pj4yMDOrWrVvYoYh30Pnz54Fnz+sV4lXIPSRel9xD4nXI/fPyTpw4ket7MkIshBBCCCGEEOK9JAmxEEIIIYQQQoj3kiTEQgghhBBCCCHeS5IQCyGEEEIIIYR4L0lCLIQQQgghhBDivSS7TAshhBBCCCFEAVEUhXv37pGSkkJmZuYb6yclJQWAq1evvrE+ijJdXV0MDQ0xNzdHR0fnlduRhFgI8U7T1ZWJLkIIIYQoGhRF4ebNmyQmJmJgYICent4b66tkyZJvrO13QVpaGklJSTx9+pRKlSq9clIsCbEQ4p139uLtwg5BFICPK5piXEK/sMMQQgghXtm9e/dITEzkgw8+wMzM7I32lTVCbGho+Eb7Kcri4+O5ffs29+7do1y5cq/UhiTEQoh3WmamwvQl0YUdhigA/oOaU7vGB4UdhhBCCPHKUlJSMDAweOPJsHjGzMyMhw8fql8OvAqZayiEEEIIIYQQBSAzM/ONTpMW2vT09F5rrbYkxEIIIYQQQggh3kuSEAshhBBCCCGEeC9JQiyEEEIIIYQQ4r0kCbEQQgghhBBCFEF+fn5YWVmxdu3aHN+/efMmVlZWhIaG5rvt+/fvk5yc/LohvvMkIRZCCCGEEEKIIiwoKIh79+4VWHsxMTG0bt2a+Pj4AmvzXSUJsRBCCCGEEEIUYYmJicyaNavA2jt16hSPHj0qsPbeZZIQCyGEEEIIIUQR5u7uzvbt2/nzzz8LO5T/HEmIhRBCCCGEEKII8/f3p0SJEkydOpXU1NRc67m7u+Pl5ZVnuZ+fH2FhYQB8+umneHl5cePGDaysrHL9eX6N8oULFxg6dCj169fHzs6O7t2788cff2j05+XlRf/+/dm3bx+dO3fGxsaGZs2aERoa+lrPDH4TihV2AEIIIYQQQgghclepUiW8vb2ZN28e4eHhDBs27JXb8vDwICkpiV27djFhwgQsLCwwMzNj9uzZWnVDQ0OJi4ujSZMmAJw/f56ePXtibm7OoEGDKF68ONu3b2fgwIHMmzePNm3aqMf+888/jBo1Cg8PDzw8PNi+fTthYWGYmZnh6en5yvEXNEmIhRBCCCGEEKKI69u3L1u3biU8PJx27drxwQcfvFI79vb2WFlZsWvXLpo3b07lypUB6NChg0a9ZcuWcf36db7++mvs7e0BmD59OmZmZmzevBkjIyMAevXqRZ8+fZgxYwbNmzdHX18fgDt37rBo0SLc3d0B6NixIy4uLmzbtq1IJcQyZVq88xRFKewQhBBCCCGEeKOKFy+uTpn+9ttv32hff/zxB/Pnz6dDhw5q8vrgwQMOHz6Mq6srKSkpxMfHEx8fz6NHj2jRogX37t3j9OnTahslSpSgWbNm6msDAwOqVatWoLtlF4QilRCPGDECJycnrfKDBw9iZWWlDtU/Lzo6GisrKw4dOsShQ4ewsrLiyJEj+er3VY/LiZeXF19++eVrt/Nf5O7uzqRJk/J1zKRJk9Rvlfz8/GjRooXG+xcvXqRHjx75ajP7Z2RlZcXChQtf+vj81n9Z7u7uea7deH79xpuKQQghhBBCFF3169enU6dO7N+/n19//fWN9HH16lXGjBmDhYWFRuJ9/fp1AFavXk2jRo00frJ2wL5165Zav0yZMujqaqab+vr6soY4L40aNWLHjh1cunSJ6tWrq+X79++nTJky3L17l3PnzlGrVi31vaNHj1KiRAns7e1JTU0lMjKSmjVrFkb44g0YPHiw+q2Ut7c3jx8/1nh/x44dHD9+/LX6iIyM5MMPP3ytNgpCWFiYxiYJWestOnfurJZVqFChMEITQgghhBBFxLhx49izZw/z5s176QGSjIyMl6qXlJSEt7c3Ojo6hIWFYWhoqNWGp6cnzZs3z/H45/Ow7MlwUVXkEmKA48ePayXEXbp0YePGjezfv18jIT5y5AgNGjRAX18ffX196tat+9bjFm9OlSpV1N8/+uijN9JHUblnateurVVWoUKFIhOfEEIIIYQofGZmZvj4+ODv76+x+zM8S0Kz70Kdnp7OgwcPXvi3tKIojBs3josXL7J48WKNv8Ph2cZeAHp6ejRu3FjjvQsXLnDjxg1KlCjxqqdVaIpU2l61alUqVqzIsWPH1LK7d+/yzz//4OzsTMOGDdm/f7/6XnJyMmfPnsXZ2RnQnvocGhpK69atCQkJoWHDhrRq1UprhPF5Fy9epG/fvtja2uLs7Mz8+fM1vk2Jj49nypQpuLm5YW1tjaOjI8OHD+fmzZsa7SiKQnBwME5OTtSrV4+xY8dy9+5djTp//fUXnp6e2NnZ0bBhQ/z9/TUejh0VFYWNjQ3Hjh2ja9eu2NjY4ObmxooVK154HaOjo+nQoQO2tra0a9eOAwcOULt2baKiojTaXr9+PY0bN6ZZs2Zcv349xynNUVFRWFlZERcXBzybtty/f382btxIy5Ytsba2pkOHDlpbrZ87d46+fftib2+Pm5sbW7du1Ypz+/bttG/fHltbWxo1aoSPjw+3b99W309OTmbOnDlqP/Xq1aN///6cO3cOePb5BgcHA6jTibPizenHz88vx+uVffrxnTt3GD9+vPr59enTh//9738axyQmJjJhwgQaNGhAvXr1GDVqFPHx8Rp1du3apW4z36RJEwIDA/PcJj+/CiKG0NBQ2rZty6+//krr1q2xsbHBw8ODS5cusXfvXtq2bYudnR3dunXj77//znfbrVu3Zvfu3bRr1w5ra2tatWrFli1bCuwaCCGEEEK8j7p06ULdunXZt2+fRrm5uTmXL18mJSVFLduzZw9Pnz7VqJc1evv8XjzBwcHs2bOHYcOGaaz9zVK+fHmsra3ZvHmzxt/saWlpTJw4kREjRpCenl4Qp/dWFakRYgAnJyeNKbAHDhzA0NCQ+vXrc+3aNWbMmMGTJ08oUaIEJ0+eJD09Xesbiuddv36dvXv3Mn/+fB49eoSxsXGudWfMmMGQIUMYOHAg0dHRLFmyhA8//JAePXqgKAoDBgzg8ePH+Pj4YG5uzvnz51mwYAFTp05l6dKlajt//fUX8fHxTJs2jaSkJObMmcPgwYP58ccf1ff79u1L48aNCQ4O5v79+wQFBXH+/HnWrVtHsWLPPpb09HTGjBlDv379GDt2LBs3biQwMJBPPvlEHU3P7uDBgwwfPpzWrVszduxY/v77b4YPH641TSItLY1ly5Yxa9YsHjx4oPUNUF5OnjzJrVu3GDlyJCYmJgQHBzNixAj27dtHyZIluX37Nr169aJq1arMmTOHpKQk5s6dy/3799U2jh49yvjx4/H29sbR0ZFbt24xZ84cfHx8WL16NQDjx4/nwIEDjBs3jpo1a3L9+nUWLFiAj48P27Zto2vXrty9e5fIyEgiIyOpUKEC+vr6REZGasS7cuVKoqOj6dix4wvP7fHjx+rn7efnR9myZQkPD1d39cuasrxq1SratWtHSEgIFy9eJCAgAB0dHYKCggDYtm0bPj4+dOzYkVGjRnHt2jXmz5/PjRs3tL7Je1UFFcPNmzdZsGABo0aNQkdHhylTpjBo0CB0dHQYMWIEurq6zJw5k/Hjx7Nt27Z8tX379m1mzJiBt7c3FStWZPny5fj6+mJnZ0fVqlUL5DoIIYQQQrxvdHR08Pf3p3v37hpJaNu2bZk2bRoDBgygffv2XL16lQ0bNqiju1nMzMyAZztJN23aFD09PRYvXkz16tWxtLRk27ZtGmt9zc3NcXZ2xt/fnz59+h93opAAACAASURBVPDFF1/Qo0cPypQpw88//8zJkycZO3Yspqamb+cCFKAimRBv3ryZhw8fUqZMGfbv30/9+vXR19fH2dmZ1NRUdXezI0eOUK5cOSwtLXNtLz09HT8/Pxo2bPjCvvv27cuQIUPUOHbv3k1sbCw9evTg9u3bGBsb4+/vT7169QBo2LAh165dY9OmTRrtFCtWjGXLlqlboZctW5avvvqKmJgYXF1dmTdvHjVq1GDx4sXqtzO1a9emU6dO/PLLL7Rv3x6AzMxMhg8fzhdffAFAvXr12LVrF3v37s01If7uu++oU6eOmhQ1bdoUXV1d5s6dq1FPURS8vb1xdXV94XXJLjExkc2bN6tJtJGREb169eLQoUM0b96cVatWkZGRwdKlS9V/FNWqVaNbt25qG0ePHsXQ0JCBAweqW7OXKVOG06dPoygKqamppKSkMHbsWHr27AmAo6MjiYmJahJfoUIFNUF9flpx1j9weDaKuWPHDiZOnJjjhm3Zbd68mZs3b7J161b1vqpbty6dOnXi2LFj6rPV6tatqz6rrVGjRpw8eVKdvaAoCnPnzsXNzY3AwEC17QoVKjB06FCOHj2Kg4NDfi55jgoqhuTkZL799lv138hff/3FmjVrWLVqlXqfxcXFERgYyOPHjzEyMspX24sWLVKvfdWqVXFzcyMmJkYSYiGEEEKI12BhYYGnpyfff/+9WtazZ08ePnzIpk2bmDZtGrVq1SIsLIwVK1aQnJys1vv888/ZuXMnUVFRHD58mDZt2qAoCpcuXWL48OFafTk6OuLs7Iy9vT3r1q0jNDSUlStXkp6eTrVq1QgICKBTp05v5bwLWpFLiBs1aoSiKJw4cQJXV1cOHjzIwIEDgWfrST/66CMOHjyIq6srf/31V56jw1nySpifV79+ffV3HR0dKlWqRGJiIvDsj/3Vq1ejKAo3btzg6tWrXLp0iWPHjpGWlqbRTr169TSeC9a0aVP09fU5ffo0jo6OnDx5koEDB5KZmal+82JhYUHFihU5ePCgmhBntZVFX18fMzMznjx5kmP8qampHD9+nFGjRmmUt2nTRishzs91ya5cuXIaI8pZSWlWXEePHqVevXoa3xDZ2dlRsWJF9XWDBg0ICgqiXbt2tGzZEldXV5o0aaIm6AYGBixbtgx4Nsp4+fJlrly5wp49ewC0rnlOzp07x/jx4+nQoQO9e/d+qXM7evQoH3/8sca1KVmyJNHR0Rr1nr9XACpXrqzeK5cuXSIuLo6hQ4dqfGPn4uJC8eLFOXjwYIEkxAUZg52dnfp72bJlAc0vGcqUKQM8+zIkLi4uX20/fw9nv1eEEEIIIUTuAgICCAgIyPX9MWPGMHHiRPW1rq4uw4YNY9iwYRr1sg8OlipVipUrV2qU5ZQI56ROnTosXrw4zzpZMz5ftrwwFbmEuHz58tSoUYPjx49Tvnx57t+/r64RBnB2dubQoUOkpaVx6tQpjR14c6Knp/fSQ/fZF4Hr6upqTBXYunUr8+fP59atW5QpU4ZPPvkEQ0NDrefgZiUUzzMzM+POnTs8evSIzMxMFi9enOONdOfOnXzF9LyHDx+SkZGhdb7lypXLsb65uXmO5S+SPSYdHR0ANa6EhAQ+/vhjreOej8Pe3p7w8HBWrVrFypUrCQ8Px9zcnMGDB+Pl5QU8e/7ZzJkzuXTpEsbGxtSqVUt9APiLnj18//59hgwZQvXq1fP1nLaHDx/m+Plll9fn8vDhQwAmT57M5MmTtY7N/hm/qoKKQU9PT2MHwdzaz5LftrNmAGTFCBS57faFEEIIIcT7qcglxPD/p3+amJjwwQcfYGFhob7XpEkTIiMj+euvv3jy5MlLjRAXhCNHjuDr60ufPn3o27evOgI8e/ZsTpw4oVH3+c2x4Fnydv/+fUxNTTE2NkZHR4d+/frx2WefafWT1xrnFylbtizFixfX2ljp+bW7L5I9UXl+asXLMjU1zbHPrEQqi4uLCy4uLjx58oTY2FgiIiKYPn069vb2lCpViqFDh9KiRQvCw8PVEem1a9dqbeCVXWpqKsOGDePp06eEhYVhYGDw0rGXLFlS4/lpWY4cOYK5uflLTfMtWbIkABMmTMhxJPhtrK14kzEUhfMTQgghhBCiIBSpXaazNGrUiP/9738cOXJEY3QYnq3t1dXVJTIyEktLS8qXL/9WYjp+/Li6pjcrGc7IyODgwYNaSeSxY8dISkpSX+/evZu0tDQcHR0xMTGhdu3aXLlyBRsbG/WnWrVqLFiwgJMnT75yjHp6etjb27N7926N8uzTfXNjYmKilQwePXo033E4OTlx9OhRjZ21L1y4oD7MG2DOnDl06dIFRVEoUaIEbm5u+Pr6As/Wq545c4anT58yePBgjenZWclw1jXX09PT6n/KlCmcPn2a4ODgfD9fuF69ely9epWLFy+qZY8fP2bw4MH8/PPPL9VGjRo1MDMz4+bNmxqfsampKXPnztVo+015kzEUhfMTQgghhBCiIBTJEWJHR0ceP37MgQMHtObMm5iYYGNjw+7du/H09HxrMdna2gIwbdo0OnbsSEJCAmvXruXcuXMoikJKSoo67TQ9PV3drfrWrVvMmzcPJycndTR75MiRDB48GD8/P9q0aUNqaipLly7ln3/+UZPCVzVs2DD69OnD2LFj6dixIxcvXiQkJAR48cOx3dzcWLJkCeHh4dja2rJnzx5iY2PzHUOfPn3YtGkT/fr1Y/jw4aSnpxMUFETx4sXVOo0bN2b58uX4+fnRvn17dddrU1NTHB0defDgAcWKFWPOnDl8+eWXPH36lKioKH7//Xfg/69BzRqt3L59O3Xr1iU6OpqoqCj69euHkZGRxui9vr5+js/6fV6XLl1YvXo1Q4YMYfjw4ZQuXZrly5djYGBA165dX+r89fT0GDVqFN988w26uro0bdqUhIQEQkJCSExMfGEMBeFNxlDQbZ89exZ9fX2NB7kLIYQQQgjxNhTJhLhUqVLUrl2bM2fO5DglukmTJhw/fvytTZeGZwvRv/76a1auXMnPP/+Mubk5DRs2JCwsjKFDh3LkyBGaNGkCQPPmzSlfvjxjxoxBURQ+++wzfH191bW2rq6uLFu2jLCwMIYPH46BgQE2NjZERES88kZXz8cZFBREaGgoO3bsoHr16kyYMAF/f391/W1uBg0aRHx8PMuWLSMtLY1mzZqpj6LKD1NTU9atW8eMGTPw9fXF2NiYAQMG8Msvv6h1sp7zvGzZMoYNG4aOjg4ODg5ERERQqlQpSpUqxbx58wgLC2Pw4MGULl0ae3t7vv/+e3r37s2RI0eoUaMGrVu3ZuvWrfj5+dGtWzf+7//+D4AVK1ZoPbO5UqVK6qZcuTExMWHt2rUEBgby7bffoigK9erVIyIiIl+zETw8PDAxMWHZsmX88MMPmJiY0KBBA8aMGZPrmu6C9iZjKMi2hw0bRqVKlYrkJgtCCCGEEOK/TUd50e5E4p2ye/duKlWqRK1atdSymJgYBg4cyJYtWzTKhSgKrl+/ztSpU1m+fHm+jz1x4gQZGZnMi/z7DUQm3jb/Qc2pXeODF1csIOfPnwfAysrqrfUp/lvkHhKvS+6h/56rV68C5LjBbEFLSUkByHFz1PfJy1zzrFmjzz9FJUuRHCEWry4mJobdu3fj4+NDlSpVuH79OiEhITg6OkoyLIqkBQsW4OLiUthhCCGEEEKI95AkxP8xEyZMQF9fn5CQEO7evUvZsmVp0aKF1rOJhSgq+vfv/1bWVQshhBBCCJGdJMT/MSVKlMDf3x9/f//CDkWIlyLJsBBCCCGEKCxF8rFL4t0jS9GFEEIIIYQQ7xpJiN8BUVFRWFlZERcXB4Cfnx8tWrR47XatrKxYuHDhax2XmppKQEAA27ZtU98vqPiyZD//gnLo0CGsrKw4cuTIa7fl5eXFl19+mWed1atX06RJE2xtbQkPDwc0r1VBXzchhBBCCPHfpa+vj76+fmGH8c6TKdPvIG9vbx4/flxo/UdGRvLhhx8CEB8fz8qVK5k1a5b6fmHH97Lq1KlDZGTkW3n+bXJyMrNmzcLV1ZV+/fpRpUoVQPNavSvXTQghhBBCvJrHT1K5+u+DQuv/44qmGJcomCQ6NDSURYsWcfbs2QJpr7BIQvwO+uijjwq1/5y2K39eYcf3skxMTF54LgUlMTGRjIwMmjdvToMGDdTy56/Vu3LdhBBCCCHEq7n67wOmL4kutP7f9iMO3wUyZbqIyczMZOHChTRr1gw7Ozu8vb1JSEjQqJPT1NoNGzbQpk0brK2tcXd3Jzw8PN/regMDA6lTpw47d+5U++nXrx+TJ0/GwcGB7t27oyiKOmX6xo0buLq6As92t3Z3d88xvjNnztCnTx8cHBywt7fnyy+/VJ8FliUmJobu3btTt25dXFxcmD59utZo6bFjx/Dw8MDGxgY3NzdWrlyZ5/mkpKQwdepUmjZtirW1Na1bt9Z41m32KdOhoaG0bt2a3bt3065dO6ytrWnVqhVbtmzRaPfff/9l2LBhODg44Ozs/MI4oqKiaNq0KQATJ05UnzXo7u7OpEmTtOpmnx6f02eQXWhoaI6bUz0/vT3rfGNjY/nyyy+xs7PD2dmZuXPnkpGRoR5z4MABunXrhr29PQ0aNMDb25uLFy9qtLtr1y46d+6MjY0NTZo0ITAwkNTUVI14WrduTUhICA0bNqRVq1bq51kQ96oQQgghhBAFQUaIi5g5c+YQERHBkCFDsLOz47fffmPevHl5HrNkyRKCgoLo06cPLi4unD59mpCQEOLj4/Hz83upfr/77ju+//575syZQ8uWLdXyQ4cO4eTkRFhYGCkpKejo6KjvlS9fnkWLFjFkyBCGDBmicVyWpKQkBgwYgJOTE6GhoaSmprJo0SIGDBjA77//jomJCXv37lWPHzJkCPfu3SMwMJC7d+8SHBystjVlyhRGjhzJqFGjiIyMJCAggBo1aqjJZnYzZ85k//79+Pn5UbZsWfbt28fs2bMxMzOjU6dOOR5z+/ZtZsyYgbe3NxUrVmT58uX4+vpiZ2dH1apVSU5OplevXhQrVoxp06ahq6tLSEgI165do379+jm22axZM43r1KxZs5f5SFR5fQavYuzYsXh6ejJ48GD27t3L0qVL+fjjj+natSvXr1/H29ubL774gjFjxpCQkEBQUBCDBg1i165d6OjosG3bNnx8fOjYsSOjRo3i2rVrzJ8/nxs3bhAaGqr2c/36dfbu3cv8+fN59OgRxsbGBXKvZqerq8vSb7q+1jURRYOhvvwvSQghhHhXRUZGEhkZyaVLl8jMzKRGjRoMHjyYVq1aFXZoeZK/PoqQR48esXr1avr168ewYcMAcHFx4fbt2/zxxx85HpOYmMiiRYvw9PRkwoQJADRp0gQjIyMCAwPp3bs3FStWzLPfiIgIwsLCmDVrFp9//rnGe+np6XzzzTdUrlxZ6zh9fX11VPKjjz7KcYTywoULPHjwgN69e1OvXj0AqlevTmRkJI8fP8bExITQ0FCsra0JCQlRj1MUhRUrVpCUlKSWjR8/nq5dnyU+devWJTo6mtjY2FwT4sOHD+Ps7EybNm0AaNiwIUZGRpiamuZ6LZKTk1m0aBFOTk4AVK1aFTc3N2JiYqhatSqbN2/m1q1bbN++nRo1agBgZ2eX52ZYZmZmGtcpv9O08/oMXoWHhwfe3t4AODk5ER0dze+//07Xrl05deoUKSkpDBo0iA8+eDad5sMPP2T37t08fvwYY2Nj5s6di5ubG4GBgWqbFSpUYOjQoRw9ehQHBwc1bj8/Pxo2bAgUzL2aM4XMu5df44qIokIpXwX0jAo7DCGEEELkU0REBAEBAYwYMQJ7e3sSEhJYunQpY8eOpW7duurflUWRJMRFyIkTJ0hLS+PTTz/VKP/ss89yTYiPHz/OkydPcHd3Jz09XS13d3dn5syZxMbG0rlz51z7jI6O5uzZszg7O9OxY0et942MjF4rEbOwsMDMzIzBgwfTunVrXFxccHZ2Zty4ccCzac1nz55l9OjRGsd16dKFLl26aJRlJVrw7HnL5ubmJCYm5tp3w4YNWb9+PXFxcbi6uuLq6srQoUNfGHNW4g7PEj2AJ0+eAHDkyBE+/vhjNRmGZwnjm1yL/LqfQXbPnx88O8es87Ozs8PAwIAuXbrQunVrmjZtSsOGDbG1tQXg4sWLxMXFMXToUI37zcXFheLFi3Pw4EGNz8nS0lL9/XXv1Vwpmfyzfk7+jxNFjmX3cZT8yKqwwxBCCCFEPt24cYMBAwYwePBgtaxSpUp07tyZY8eO8dlnnxVidHmThLgIyVorbGZmplFerly5XI95+PAhAP369cvx/Tt37uTZ5//+9z9cXV2JiYnh4MGDNG7cWON9c3PzF8adF2NjY9auXcuiRYv49ddfiYyMxNDQkA4dOuDv709CQgKKomidc06MjDRHjnR1dcnMzMy1/qRJk6hQoQJbt25l2rRpTJs2DXt7e6ZOnUqtWrVyPEZPT09j+3pd3WfL7LP6SUhIyDHWcuXK8eDBm9kx8HU/g+wMDQ01Xj9/HStXrsyaNWsIDw9n06ZNREREUKpUKXr27MmoUaPU+23y5MlMnjxZq+3n7zc9PT2N0fjXvVeFEEIIIUTRNHHiRODZjNdLly5x9epVDh06BEBaWlphhvZCkhAXIVnJw7179zR2HM5KJHJSsmRJAIKCgtRH+TyvfPnyefbp6emJv78/Xbt2ZcqUKWzbtk0rYXpd1atXZ86cOWRkZHDq1Cm2bNnCunXrqFq1Kh4eHgBayWRSUhLHjx9/rZFXfX19dd3uv//+y969e1m4cCHjxo3TeG5yfpiamnLmzBmt8rw+o7xkT+iTk5NfqR0dHR2ttl71EU62traEhYWRmprK0aNHiYyMZPHixdSuXZtq1aoBzzZRe34kOEte09Ff914VQgghhBBF07Vr1/j666/5888/KV68ONWrV1cHoIr65qmyy3QRYm9vj6GhIb/99ptG+d69e3M9xs7OjuLFi3Pnzh1sbGzUn/T0dIKCgrh7926efZqbm6Orq8vUqVO1NkV6GVkjqLnZtWsXTk5O3L17Fz09PXWEtlSpUty6dQtjY2Nq1arFnj17NI6Ljo5mwIABeU6JzktqaiqtW7dmxYoVAFSsWBFPT08+//xzbt269UptwrM1t1evXuXvv/9Wy+Lj47V2zX4ZJiYmWrEcPXr0leIyMTFBURR1d+pXbWv16tW4u7uTmpqKvr4+jRo1Ytq0aQDcunWLGjVqYGZmxs2bNzXuN1NTU+bOnau1G/XzXvdeFUIIIYQQhePUqVPMnj1bYwAmIyMDAwMDMjMzGThwIA8ePGDTpk2cOHGCrVu3MnDgwEKM+OXJCHERYmxsjLe3NwsWLMDQ0BBHR0d+//33PBNiMzMz+vXrR1BQEElJSTg4OPDvv/8SFBREyZIlsbCweKm+bWxs6NGjB6tWraJt27Z88sknL3WciYkJOjo6/Pnnn9SoUQM7OzuN9+vVq4eiKAwdOpSBAwdibGzMr7/+SlJSkror9YgRIxg6dCg+Pj506NCBuLg45s2bR8eOHV9xk6Vno8M2NjaEhYVRvHhxrKysuHz5Mps3b36tne46dOig7gI+evRojI2NWbRoUZ5Tt3Pj5ubGkiVLCA8Px9bWlj179hAbG/tKcbm6ujJr1iwmTZrEgAED+Pfff/nuu+8wNjbOVztOTk7Mnj2boUOH0qtXL/T09Fi/fj0GBga4ubmhp6fHqFGj+Oabb9DV1aVp06YkJCQQEhJCYmJijhurZSmoe1UIIYQQQrxdFy5cYPny5fTo0UOd6Xfr1i0qVKjAgwcPuHz5Ml9//TU2NjbqMfv27QOK/gixJMRFzKBBgzAyMuL7779n5cqV2Nvb4+vry9SpU3M9ZvTo0ZQrV44ffviBxYsXU6ZMGVxcXBgzZgwGBgYv3ffo0aPZuXMn/v7+bNiw4aWOMTIyYsiQIaxatYp9+/Zx4MABjffLli3L8uXLCQoKYtKkSTx58gQLCwtCQ0Np0KABAJ9++ikLFy4kLCwMb29vypYtS7du3V5qA6y8fPPNN5iamrJixQru3r1L2bJl6dKlC6NGjXrlNvX19fn++++ZOXMm06dPR0dHh27dulGlSpV8T5seNGgQ8fHxLFu2jLS0NJo1a8aMGTMYMmRIvuOqVq0agYGBLFq0iK+++ooaNWqo66bzw8LCgiVLlhAaGsqYMWPIyMjA2tqaFStW8PHHHwPPdqk2MTFh2bJl/PDDD5iYmNCgQQPGjBmT53p3KLh7VQghhBBCvD3Ozs4YGRnxzTff0K9fPy5fvswvv/zCV199RdmyZalUqRIRERGUL18eExMT/vjjDyIiIoBXXxL4tugoRT1lF0KIXJw4cQIlM4PM6EWFHYooAG97l+nz588DYGUlO1uLVyP3kHhdcg/991y9ehVAHUjI7vGTVK7++2Y2Yn0ZH1c0xbiE/osr5uDPP/9Ul8iVLFmSjh07MmLECIoXL865c+eYMWMGZ86cQV9fn5o1azJ48GBmzpxJ7dq1mTdvXgGfyf/3omsOqMsbc9qfSEaIhRBCCCGEEOItMC6hT+0aBfNM3qwley/a06egNGrUiB9//DHH92rVqsXq1au1yn/99dc3HdZrk021hBBCCCGEEOIdk5qaSmpqamGH8c6ThFgIIYQQQgghxHtJEmIhhBBCCCGEEO8lSYiFEEIIIYQQQryXJCEW4g3x8vLCyspK46d+/fr07t2bw4cPF2hfhw4dwsrKiiNHjrzRY4QQQgghhPgvkV2mhXiDbGxs8Pf3ByAjI4MHDx4QGRlJ//79iYqKwsLCokD6qVOnDpGRkdSsWbNA2hNCCCGEEOJ9IAmxEG+QiYmJ1vPOmjRpQqNGjYiKisLX1/eN9SOEEEIIIYTIm0yZFuItMzAwwNDQEB0dHbVsw4YNtGnTBmtra9zd3QkPD0dRFPX97FOvn/+BnKc/nz9/nq+++gp7e3scHBwYOXIkcXFxWvFcvHiRvn37Ymtri7OzM/PnzycjIwOAGzduYGVlxZYtWzSO8fPzo0WLFuprd3d3wsLCCAgIoHHjxtjZ2dG/f3/1QelZNm7cSKtWrbC1taVbt27s3r0bKysrDh069BpXVAghhBBCiFcjI8RCvEGKopCenq7+npCQQEREBE+ePOGLL74AYMmSJQQFBdGnTx9cXFw4ffo0ISEhxMfH4+fnB0BkZKRGuxcuXGDy5Ml07tw5x34vX75Mjx49qFmzJnPmzCE1NZXQ0FA8PT356aefKFmypFp3xowZDBkyhIEDBxIdHc2SJUv48MMP6dGjR77OddWqVTg4ODBr1iwSEhKYMWMGEyZM4IcffgDgxx9/xN/fH09PT9zc3IiNjWXMmDH56kMIIYQQQoiCJAmxEG9QbGwsderU0SofN24cNWrUIDExkUWLFuHp6cmECROAZ1OqjYyMCAwMpHfv3lSsWFFjOvTDhw8ZN24ctra2TJkyJcd+w8LCMDIyYuXKlRgbGwPQoEEDmjdvzpo1axgyZIhat2/fvuprJycndu/eTWxsbL4T4jJlyrBw4UL09PQAuHbtGqGhoSQmJlKyZEnCwsJo1aoVX3/9NQAuLi48fvyYdevW5asfIYQQQgghCopMmRbiDbK1tWXTpk1s2rSJjRs3Eh4eTufOnZkzZw4REREcP36cJ0+e4O7uTnp6uvrj7u5ORkYGsbGxGu2lp6czYsQInjx5QkhICPr6+jn2Gxsbi5OTEwYGBmqbpqam2NracvDgQY269evXV3/X0dGhUqVKJCYm5vtc7ezs1GQYoEKFCgAkJydz9epV/v33X1q1aqVxTJs2bfLdjxBCCCGEAH19/Vz/FhQvT0aIhXiDjI2NsbGx0ShzdXUlLi6O4OBgdYS3X79+OR5/584djdfTpk3j2LFjRERE8MEHH+Ta78OHD9m2bRvbtm3Teq9q1aoar0uUKKHxWldXl8zMzFzbzo2hoaFWO/Bsqnh8fDwAZmZmGnXMzc3z3Y8QQgghxLsqPSWZJ3euF1r/JcpXoZih0Ssd6+XlxbFjx9i0aROffPKJ1vu1a9dmyJAhDB8+/KXb09PTY9WqVa8UT0GRhFiIQvDJJ59w8OBBdeOsoKAgqlSpolWvfPny6u9r1qxh/fr1fPvtt9SrVy/P9k1MTGjatCm9e/fWei8/3yRmbfyVPUFOTk5+6TYANXm/f/++RnlWoiyEEEII8T54cuc6/6yfU2j9W3YfR8mPrF75+PT0dCZOnMjGjRspVuz1UskpU6ZobDJbWGTKtBCF4PTp05QuXRpnZ2eKFy/OnTt3sLGxUX/S09MJCgri7t27APz555/MmjULDw8PPDw8Xti+o6MjFy9epE6dOmqbtWvXJjw8nH379r10nCYmJgDcunVLLUtLS+PUqVP5Ot8PP/yQypUrs3v3bo3y6OjofLUjhBBCCCEKT8mSJTl79ixLly597bZq1qxJjRo1CiCq1yMjxEK8QUlJSZw4cUJ9nZKSwrZt2zh8+DCjR4/G3Nycfv36ERQURFJSEg4ODvz7778EBQVRsmRJLCwsuHbtGiNHjuTjjz+mW7dunDx5UuORTDVr1tTqd+jQoXTr1o0hQ4bQrVs3ihUrxpo1azh48GC+NssqXbo09vb2fP/991SpUoXSpUsTERFBSkoKxYsXf+l2dHR0GD58OL6+vpQtWxY3NzeOHTvGmjVrgP8/vVoIIYQQQhRd1tbWmJmZsXDhQlq2bJlrQpuZmUl4eDibNm0iLi6OypUr079/f7p27arWyT5l2srKim+++YaTJ08SHR1Neno6TZs25euvv6Zs2bJv7JwkIRbiDTp9+rTGiG6JEiWoVq0akydPxtPTE4DRo0dTrlw5fvjhBxYvXkyZMmVwcXFhzJgxGBgYcOTIERISEkhISFAf1fS8iIgIrbJatWqxTc4BDgAAIABJREFUdu1aFixYgI+PDzo6OtSqVYvw8HAaN26cr3MICAhg2rRp+Pv7Y2JiQpcuXXBwcCAqKipf7XTs2JHHjx+zYsUK1q9fj42NDT4+PsyaNQsjo1dbyyKEEEIIId4uf39/Dh48yMSJE1m3bl2OAxtTp04lKiqKIUOGYGdnx4EDB5g8eTIpKSl4eXnl2vbcuXNp0aIFCxYs4OrVqwQEBKCvr8+cOW9umrkkxEK8IatXr36pejo6Onh5eeX6H4fOnTvn+rzh550/f17jtY2NDcuXL8+1fsOGDbWOAe24q1atmmM7zz+6ac+ePS+Me/v27TRp0kT9IgBg7dq16Orq5rh+WgghhBBCFD1mZmZMnjyZMWPG8P3339O3b1+N9y9fvsyGDRsYP368unFskyZNyMjIIDg4mC5dumht6pqlVq1azJo1CwBnZ2dOnz79xpfYyTxFIcRbsXnzZgYOHMgvv/zCX3/9xQ8//EBwcDAdOnSgVKlShR2eEEIIIYR4SZ9//jnu7u4EBwdz7do1jfdiY2NRFAU3Nzetx4omJibmuRdN9o1jK1SowJMnT97IOWSREWIhxFsxe/Zs5s6dy8yZM3n48CEVKlTAy8uLwYMHF3ZoQgghhBAin6ZOnUrbtm2ZNGmSxhK+hw8fAtC6descj8v+WNHn5fQYz1d5HGh+SEIshHgrypYtq06BEUIIIYQQ77YPPvgAX19fJk2axLp169TykiVLAs8eGZo9wQWoXLnyW4vxZciUaSGEEEIIIYQQ+dalSxecnZ2ZO3euOpJbv359ABIS/h97dx5d0/n+//95EiITklA0aqqSSCQRQxIS0qAVSpXSFm/eIlWzqLktrTYtomYpMZUSPg0tLarDm4aWNCRiaGtqUfOs5iDD+f3hl/N1mgRHJur1WCtrZe/7Pte+9s5ul+vc9773JbPXip48eZLp06cX+BRoS2mEWEREREREpBDYlatEzdeGFenx81tkZCStW7c2vRbU3d2d1q1b8/bbb3P06FFq1arFn3/+yeTJk/H09MTV1TXfc8gLFcQiIiIiIiKFoJitPSUru+VLrKwR2Zxee1SYKlasyJAhQ4iMjDTtGz9+PDExMcTGxnL69GnKli1Lhw4dGDhwYBFmmjODMauUFxF5xOzYsQNjZgaZ62YVdSqSD2q+Nizf/pFwP7JeO+bmVnjHlH8X3UOSV7qH/n0OHz4MQJUqVQr8WDdu3ACyL0T1uLmfa75jxw4A6tSpk61NzxCLiIiIiIjIY0kFsYiIiIiIiDyW9AyxiDzaDFZFujiF5J+CWOhDRERE5G5UEIvII68wnzsVERERkX8PTZkWkUda1gqLIiIiIkXNysqKjIyMok7jsZKRkZGnlbZVEIuIiIiIiOSDYsWKkZaWpi/sC0lmZiZpaWkUK/bgE59VEIuIiIiIiOSDUqVKkZmZyfnz59HbbQuW0Wjk3LlzZGZmUrp06QeOo2eIRURERERE8oGDgwMlS5bk3LlzXL58OU8jl/eSNTXb2tq6wI7xMEtPT+fWrVuUKlUKe3v7B46jglhERERERCSfuLq6cunSJa5evVqgU6evXLkCgJOTU4Ed42FmY2ODi4tLnkaHQQWxiIiIiIhIvrGyssLZ2RlnZ+cCPc6NGzcAqFKlSoEe599OzxCLiIiIiIjIY0kFsYiIiIiIiDyWVBCLiIiIiIjIY0kFsYiIiIiIiDyWVBCLiIiIiIjIY0kFsYiIiIiIiDyWVBCLiIiIiIjIY0kFsYiIiIiIiDyWVBCLiIiIiIjIY0kFsYiIiIiIiDyWihV1AiIieWFlpe/15MFUqlSpqFOQR5zuIckr3UOSF7p/8ocKYhF55O0+cLqoU5BH2pWiTkAeebqHJK90D0leFN79U8XVGQc7m0I7XmFQQSwij7TMTCMfzl5X1GmIiIiI/OuN6tUcj+rlizqNfKW5hiIiIiIiIvJYUkEsIiIiIiIijyUVxCIiIiIiIvJYUkEsIiIiIiIijyUVxCIiIiIiIvJYUkEsIiIiIiIijyUVxCIiIiIiIvJYUkEsIiIiIiIijyUVxCIiIiIiIvJYUkEsIiIiIiIijyUVxCIiIiIiIvJYUkEsIiIiIiIijyUVxCIiIiIiIvJYUkEsIiIiIiIijyUVxCIiIiIiIvJYUkEsIiIiIiIijyUVxCIiIiIiIvJYUkEsIiIiIiIijyUVxCIiIiIiIvJYUkEsIiIiIiIijyUVxCIiIiIiIvJYKpKCeODAgQQEBGTbn5CQgJubG0FBQdna1q1bh5ubG1u2bGHLli24ubmRnJxs0XEf9HM56dq1K927d89znAc1Y8YMPDw8cm1/kHPNz+tzNytWrMDNze2eP3Dv8xTL6HqKiIiIiPw/xYrioA0bNuT777/n4MGDPP3006b9mzZtwsnJibNnz7J3717c3d1Nbdu2bcPOzg5fX19u3bpFXFwczzzzTFGk/6/l6elZKNf12WefJS4uzrS9fPlyVq5cydKlSwv0uCIiIiIiIncqsoIYYPv27dkK4g4dOrB8+XI2bdpkVhAnJyfToEEDbGxssLGxoU6dOoWe97+do6NjoVxXFxcXXFxcTNs///wzgP6mIiIiIiJSqIpkynTVqlVxdXUlJSXFtO/s2bPs37+fwMBA/P392bRpk6nt+vXr7N69m8DAQCD71N4ZM2YQGhrK9OnT8ff3p0WLFly7di3X4x84cICwsDC8vb0JDAxk8uTJZGRkmNovXLjAe++9R0hICLVr18bPz48BAwZw/PhxszhGo5Fp06YREBBA3bp1GTJkCGfPnjXrk5SURJcuXfDx8cHf359Ro0Zx+fJlU/uKFSvw8vIiJSWFjh074uXlRUhICJ9++qlF1/Tw4cMEBQXRuXNnrl+/nmOfffv20bNnT3x9falXrx4RERGcOnXK1J7bdV2/fj1t2rShdu3atGjRgq+//tos7t9//82oUaNo2LAh3t7edOrUiW3btlmU/738+OOPtGnTBi8vL1q0aMGqVasszsHNzY24uDiGDh2Kr68vAQEBREdHc/XqVd566y3q1atHYGAgH3/8MUaj0eLYn3/+OW+99RYNGjTA19eXiIgIzp8/f9fzOnr0KMOGDSMoKAhPT08aNWrEyJEjuXTpkqlP06ZNiY6OZvz48TRq1AgfHx/Cw8M5fPjwXWPfvHmTcePGERgYiK+vL2+99RY3b97M1u9///sf7du3x8vLi6CgIKKiorh165apPT/vgwe9TiIiIiIiBaHIFtUKCAhg+/btpu3Nmzdja2tL/fr1CQwMZNu2baSmpgKwc+dO0tPTadSoUa7xjh49Snx8PJMnT2bQoEE4ODjk2vejjz7Cz8+P2bNnExoayuzZs1m2bBlwu8h9/fXXSUxMZOjQocyfP5/+/fuzefNmxowZYxYnKSmJdevWERkZyejRo/nll1/o3bu3WXtYWBgODg5MmzaN4cOHs2HDBsLDw0lPTzf1S09PZ/DgwbRp04a5c+dSt25doqKi+OWXX+7rWp46dYqwsDAqVqzInDlzsLe3z9bn0KFDdOrUiUuXLvHxxx8TGRnJ/v376dKlC1euXMk19unTp/noo4/473//y5w5c3jqqacYMWIEf/31F3C76OrevTsbNmxg8ODBTJ8+ndKlS9O9e3d27dp1X/nfS0ZGBmPGjCEsLIxZs2ZRvnx5RowYwR9//GFxDlFRUTg7OzNz5kxCQkKYMWMGHTp0wM7OjmnTphESEsK8efP44YcfLI49ceJEAKZOncqwYcOIj49n/PjxuZ5Xamoq//nPf/jrr78YM2YM8+fPp2vXrqxevZopU6aY9V24cCGHDh1i3LhxREZG8ttvv/HWW2/d9boNGzaMZcuW0atXL6ZOncqlS5dYuHChWZ/Vq1fTv39/atSowSeffELv3r2Ji4tjyJAhZv3y8z6w9DqJiIiIiBSUIpkyDbcL4pUrV3Lx4kWcnJzYtGkT9evXx8bGhsDAQG7dusXWrVsJDg4mOTmZJ554gpo1a+YaLz09nZEjR+Lv73/PY4eFhdGnTx9THuvXrycxMZFOnTpx+vRpHBwcGDVqFHXr1gXA39+fI0eO8MUXX5jFKVasGPPmzaN8+fIAlClThp49e7Jx40aCg4OZNGkS1atXJyYmBiur2989eHh40K5dO9auXcuLL74IQGZmJgMGDODll18GoG7duvzvf/8jPj7eNL08NxcuXKB79+44Ozszb948HB0dc+wXHR2Nvb09CxYsMH1Z0KBBA5o3b05sbKzpevzT9evXmTVrlmkRtKpVqxISEsLGjRupWrUqX3/9Nfv27WP58uV4eXkB0KRJEzp06MCUKVNYsGDBXfO/X1mjowCVK1fmueeeY+vWrdSoUcOiHDw9PXnnnXcAcHd3Z8WKFZQpU4Z3330XgMDAQL799lt27NhhGgW939ju7u6MGzfOFOfXX39l3bp1uZ7TwYMHqVixIhMmTOCpp54Cbt+PO3fuJCkpyayvk5MTM2fOxNraGoAjR44wY8YMrly5QsmSJbPF/uOPP/j+++95//33ee211wBo3Lgxbdq04dChQ8DtL38mTpxISEgIUVFRps9WqFCBfv36sW3bNurVqwfk731g6XUSERERESkoRTZC3LBhQ4xGIzt27MBoNJKQkGBaXbpSpUpUrlyZhIQE4PZI691Gh7PcrWC+U/369U2/GwwGKlasaBolrVChAosXL8bX15djx46xefNmFi9eTEpKCmlpaWZx6tatayqG4XYBYGNjw6+//kpqaio7d+7k2WefJTMzk/T0dNLT06lRowaurq6mc7szVhYbGxtcXFxMI+S5MRqNhIeHc+jQIUaNGpVjYZQlMTGRgIAASpQoYcrF2dkZb2/vbLn80525VahQAcCU2y+//EL58uWpVauWKW5mZiYhISEkJSWZTb3Nizv/ZlnFY9bfzJIcvL29Tb87OztjbW2Nj4+PaZ/BYKB06dKmae2WxL7zOmVdq7v9DT09PVm6dCmurq789ddfbNy4kfnz53Pw4MFs95qPj4+pGM6KDeQ6PT5r2nuzZs1M+6ysrGjRooVp++DBg5w6dYqmTZuazi09PZ3GjRtTvHjxu96jebkPLL1OIiIiIiIFpchGiMuVK0f16tXZvn075cqV4/z586ZnhOH2yNGWLVtIS0tj165dtG/f/q7xrK2tcXZ2vq9j29nZmW1bWVmRmZlp2l61ahWTJ0/m5MmTODk5UatWLWxtbc2eK4XbI8L/5OLiwpkzZ7h8+TKZmZnExMQQExOTrd+ZM2csyiknWYV2xYoVmThxIrGxsRgMhhz7Xrx4kdWrV7N69epsbVWrVs31GNbW1tjY2JjllXXsrLinTp3C09Mzx8///fffZl8aPIj8zCGnqfT/vPZ3siS2ra2tWdv9/A0XLFhATEwMFy9epGzZstSuXRs7O7tshW5OsYFs92SWrGeQ71y8DOCJJ54wOzeA0aNHM3r06Gwx7rxH8/Nv8CDXSURERESkIBRZQQy3R4l37tyJo6Mj5cuXp0aNGqa2oKAg4uLiSEpKIjU19b5GiPNDcnIyI0aM4L///S9hYWGmf8RPmDCBHTt2mPW9c3EsuF2cnD9/HmdnZxwcHDAYDPTo0YOWLVtmO87dnnG+X1ZWVixcuJAdO3bQt29fli1bxquvvppjX0dHR5o0aUK3bt2ytd1Z6FiqZMmSVK9e3WzK7Z3u90uKvCjIHAoy9urVqxk/fjzDhw+nXbt2puI1IiKC3bt3P3DcO/M6d+6c2RcSWUUwYJpRkLWgWG4x7sfDcB+IiIiIiFiqyKZMw+2C+Pfffyc5OdlsdBhuP0tpZWVFXFwcNWvWpFy5coWS0/bt203P9GYVEhkZGSQkJGQbxUpJSeHq1aum7fXr15OWloafnx+Ojo54eHjw119/4eXlZfqpVq0aU6dOZefOnXnO1WAwUKZMGZo1a0bTpk2ZOHFitlWus/j5+XHgwAE8PT1NuXh4eDBnzhx++umnB86hQYMGnDhxgnLlypmd5/r161m8eDHFixd/4NgPQw4FGXvbtm04OzsTHh5uKoavXbvGtm3b8jximvWs73fffWe2Pz4+3vR79erVcXFx4fjx42bn5uzszMSJEzlw4MB9H+9huA9ERERERCxVpAWxn58f165dY/PmzdkKYkdHR9M/qAtrdBj+3zOmkZGRJCYm8v333xMWFsbevXsxGo3cuHHD1Dc9PZ0+ffrw888/s2zZMt555x0CAgJM+UZERBAfH8/IkSP56aefWLduHeHh4aSkpOQ6tfRBjR49mrS0NCIjI3Ns79evH3/++Sd9+vRh/fr1bNy4kd69e/Pjjz/mKZf27dtTvnx5wsLC+Prrr0lMTGT8+PHMmjWLSpUq5TqFOz8VZA4FGdvb25u///6bCRMmsHXrVlatWkWXLl04d+5cnp+prVKlCq+++iqTJk1i7ty5/PzzzwwZMoR9+/aZ+lhbWzNo0CCWLFnCuHHj2Lx5M2vXruX111/nzz//xMPD476P9zDcByIiIiIilirSKdOlSpXCw8OD3377LceiNygoiO3btxdqQezv78+7777LggUL+Oabbyhbtiz+/v5ER0fTr18/kpOTTYt/NW/enHLlyjF48GCMRiMtW7ZkxIgRpn/8BwcHM2/ePKKjoxkwYAAlSpTAy8uLRYsW3fcCYPfL1dWVvn37MmnSJNavX59ttWl3d3eWLFnC1KlTGTp0KAaDAXd3d+bMmZOn6+vg4MCSJUuYNGkS48eP59q1a1SqVInRo0fzn//8J6+nVeQ5FGTsdu3acezYMb788ktiY2MpX748wcHBdO7cmdGjR3Po0CGqVav2wPHfe+89ypYty+LFi7l06RKNGzemd+/ezJgxw9Tn1VdfxdHRkXnz5rF06VIcHR1p0KABgwcPNnve+F4ehvtARERERMRSBmNuq/KIiDzkbq9SDzXd7380W0TkYXDjZhqnz1+9d0cRkYdIFVdnHOwefP2hopK1FlSdOnWytRXpCLGISN4ZyTx7qKiTEBG5b3blKuHg5EAZp7wvsCmPtqy3Stjb2xdxJvIo0v2TP1QQi8ijzZjJ/s8/LuosRETuW83XhlGysltRpyEPgaNHjwLg5qb7QSyn+yd/FOmiWiIiIiIiIiJFRQWxiDwQLT8gIiIiIo86FcQihcTNzY2ZM2cW2vGOHTuGm5sbX3/9dZ5jde3ale7du5u2v/zyS6KiovIcV0RERESkKOkZYpFCEhcXx5NPPlnUaTyQ9957z+xdwjExMdSrV68IMxIRERERyTsVxCKFJKdl3h8VzzzzTFGnICIiIiKS7zRlWuQBvPTSSwwYMMBsX2BgIK1atTLb99prrzFixAjAfMr0li1bcHNzIy4ujmeffZagoCCSk5NzPNaFCxd47733CAkJoXbt2vj5+TFgwACOHz9u6tO1a1dGjBhB//79qVu3LgMHDjS1nTp1ivDwcLy9vWnWrBkLFiwwi5+ZmUlMTAzNmzendu3ahIaGsnz5crM+d06Zbtq0KUeOHGHlypW4ublx7NgxAI4fP86gQYNo0KABderUITw8nD///NMUI2sK9w8//ED//v3x9fXFz8+P0aNHk5qaes9rLiIiIiKS31QQizyA4OBgtmzZQmZmJgD79+/n3LlzHDhwgPPnzwNw+fJldu3axbPPPptrnClTpvD2228zZMgQvL29s7UbjUZef/11EhMTGTp0KPPnz6d///5s3ryZMWPGmPVds2YNdnZ2fPLJJ3Tq1Mm0f9q0aVSsWJFPPvmE5s2bM378eGJjY03tY8aMITo6mnbt2hETE0NISAijR49m8eLFOeYcHR1NhQoVCA4OJi4ujnLlynHhwgU6derE3r17GTNmDBMnTuTatWt07tzZrHAHGDVqFJUqVWLmzJmEh4ezfPlyZs+efdfrLSIiIiJSEB54yvS+ffvYsGEDJ06coFu3btjb27N//36Cg4PzMz+Rh1JwcDAxMTHs3r2b2rVrk5iYyDPPPMPRo0dJSkoiNDSUzZs3Y2VlRePGjXON06VLF55//vlc20+fPo2DgwOjRo2ibt26APj7+3PkyBG++OILs77FihUjMjISW1tbANPIbXBwMB988AEAjRs35syZM8TExNC5c2cOHz7MsmXLGD58OD169AAgKCiIjIwMpk2bRocOHbCzszM7joeHBzY2Nri4uJimgX/22WdcunSJZcuWUaFCBVOc5557jlmzZvHhhx+aPh8SEmIaNW/YsCGbN29mw4YNDBo06B5XXUREREQkfz3QCHFkZCQvvfQSU6ZMYdmyZZw5c4Zdu3bRq1cvevfuzc2bN/M7T5GHSp06dXBycuKXX34BIDExkUaNGuHh4UFSUhIAP/30E/Xq1cPR0THXODVr1rzrcSpUqMDixYvx9fXl2LFjbN68mcWLF5OSkkJaWppZ38qVK5uK4TuFhoaabTdr1oyzZ89y8uRJEhMTMRqNhISEkJ6ebvpp2rQpV65cYdeuXfd1PX755Rc8PT0pW7asKUaxYsUIDAwkISHBrG9WYX/nOWrKtIiIiIgUBYtHiBctWsSSJUvo1asXzZo145VXXgFuj/R0796dhQsXMnfuXPr375/vyYo8LLJGfhMTEwkPDycpKYn27dtja2vLhg0bANi0aRPh4eF3jVOmTJl7HmvVqlVMnjyZkydP4uTkRK1atbC1tc32HuDcYpUtWzbHfmfOnOHixYtA9qI5y5kzZ+6ZH8DFixc5fPgwnp6e2dqKFy9utv3Pot3Kyso09VxEREREpDBZXBB//vnnhIaG8uabb/L333+b9pcqVYqRI0dy4cIF1qxZo4JY/vWCg4MZNWoUO3fu5MqVK9SvXx9bW1vmzp1LYmIiZ86cuevzw/cjOTmZESNG8N///pewsDDKly8PwIQJE9ixY8d9xbh06ZLZ9tmzZwFwdnamZMmSAMTGxuY4uvzUU0/d1zEcHR0JCAhg6NCh99VfRERERORhYPGU6aNHjxIQEJBre/369Tl58mSekhJ5FDRu3Ji0tDTmzZuHm5sbTk5O1K1bl2LFijF16lSqVq1K1apV83SM7du3k5mZyYABA0zFcEZGBgkJCfc9qvrzzz+bbX/33XeUL1+eKlWqUL9+feB20ezl5WX6OXnyJNOnT891KrOVlfn/Ovz8/Dh06BDVq1c3i7Ns2TK++eYbS09bRERERKRQWDxC7OzszKlTp3Jt/+OPPyhdunSekhJ5FDg5OeHj48O6devo1q0bAPb29tSuXZvt27cTFhaW52NkrTyd9dz+pUuXWLJkCXv37sVoNHLjxo0cR3bv9O2331KhQgX8/Pz4/vvvWb9+PePHj8dgMODu7k7r1q15++23OXr0KLVq1eLPP/9k8uTJeHp64urqmmPMUqVKsXv3brZu3Yq3tzdhYWF89dVX9OjRg+7du1OqVCm++uorvv76a8aOHZvn6yAiIiIiUhAsHiF+7rnnWLp0qdn7RQ0GAwAbN24kLi6OkJCQ/MtQ5CGWNSXa39/ftC/r97xOl86K9e6775KcnEzPnj0ZP348rq6uREdHA+T67uI7vfXWWyQnJ/PGG2+QkJBAVFQU7dq1M7WPHz+erl27Ehsby+uvv868efPo0KEDs2bNyjVm7969OXfuHOHh4ezevZvy5cvz+eefU65cOUaPHk3fvn1NhfXLL7+c5+sgIiIiIlIQDMZ/rsxzD5cvX6ZLly4cPnyYGjVqsHv3burVq8e1a9fYu3cvFStWZNmyZbi4uBRUziIiAOzYsQNjZgaZ63Iv3kVEHjY1XxtGycpuRZ2GPAT27dsHgJub7gexnO6f+5e19k7WK0PvZPEIcalSpVi2bBk9e/bk1q1blChRgp07d5KamkpYWBhffvmlimERERERERF56Fn8DDGAnZ0dAwYMYMCAAfmdj4iIiIiIiEiheKCCODMzk2PHjnHmzJls70LN0qBBgzwlJiIiIiIiIlKQLC6I9+7dS0REBEeOHMmx3Wg0YjAY2LNnT56TExERERERESkoFhfE77//PmfPnqVXr1489dRTWFtbF0ReIiIiIiIiIgXqgUaI+/btS8+ePQsiHxEREREREZFCYfEq0+XLl9eosIiIiIiIiDzyLC6Ie/XqxcKFCzlw4EBB5CMiIiIiIiJSKCyeMt22bVu++eYbXnzxRapWrYqLiwsGg8Gsj8Fg4LPPPsu3JEVERERERETym8UF8cSJE9m0aRPFihXj6tWrpKamFkReIiIiIiIiIgXK4oJ45cqVNG7cmClTpuDo6FgQOYmIiIiIiIgUOIufIb558ybPP/+8imERERERERF5pFlcEAcFBZGYmFgQuYiIiIiIiIgUGounTPft25devXoxaNAgmjdvTpkyZShWLHuYBg0a5EuCIiIiIiIiIgXB4oL4pZdeAuC7777j+++/z9ZuNBoxGAzs2bMn79mJiIiIiIiIFBCLC+KxY8dme82SiIiIiIiIyKPG4oK4ffv2BZGHiIiIiIiISKGyuCDO8uOPP7JhwwZOnDjB4MGDsbe3JyEhgZdffpkSJUrkZ44iIiIiIiIi+c7igjgtLY2BAwcSHx+PtbU1mZmZhIeH89dff/HBBx+wYsUK5s+fT+nSpQsiXxERcwYrar42rKizEBG5b3blKhV1CiIi8v+zuCCeNWsWGzduJDIyksaNG/Pss88C8Pzzz/POO+8QFRXFJ598wttvv53fuYqI5KhkZbeiTkEeQdevXwfA3t6+iDORR5XuIRGRR5/F7yFetWoVL7/8Mh07djSbGl2sWDG6du3KK6+8wvr16/M1SRGR3GRmZhZ1CvKIOnr0KEePHi3qNOQRpntIROTRZ3FBfOrUKWrXrp1ru5ubG2fPns1TUiIiIiIiIiIFzeKCuHz58hw8eDDX9l27dvHEE0/kKSkRERERERGRgmZxQdy6dWvi4uJISEgw7ct6L/GSJUtYuXIloaGh+ZehiIi/utjGAAAgAElEQVSIiIiISAGweFGtfv36sXPnTsLDw3FxccFgMDBmzBguXrzIxYsX8fLyol+/fgWRq4iIiIiIiEi+sbggtrGx4dNPP+Wrr77ihx9+4OjRo2RkZODp6UnTpk3p2LEjNjY2BZGriIiIiIiISL6xuCAGsLKyon379rRv3z6/8xEREREREREpFPcsiJOSkh4ocIMGDR7ocyIiIiIiIiKF4Z4FcdeuXU2LZt0Po9GIwWBgz549eUpMREREREREpCDdsyAeN25cYeQhIiIiIiIiUqjuWRC3a9euMPIQERERERERKVQPtKgWwIYNG9iwYQPHjx/H2tqaypUr07x5c/z8/PIzPxEREREREZECYXFBfPXqVfr168fWrVsxGo2ULl2azMxMNmzYwOLFi2nVqhUTJkzA2tq6IPIVERERERERyRcWF8RTp05l69at9OvXj27dulGqVCkALly4wPz585k/fz5Vq1ZlwIAB+Z6siIiIiIiISH6xsvQD3377LR07dqR///6mYhjAxcWFYcOG0bZtW7788st8TVJEREREREQkv1lcEF+7dg03N7dc2+vVq8fFixfzlJSIiIiIiIhIQbO4IA4MDOTbb78lMzMzx/aNGzdSv379PCcmInI/rKws/t+YiIiIiAhwH88QJyUlmW23bNmS0aNH07VrV7p37061atUwGAwcO3aML774gpSUFCZPnlxgCYuI/NPuA6ct6l/F1RkHO5sCykZEREREHhX3LIi7du2KwWAw22c0Gtm2bRspKSnZ9gP06NGDPXv25GOaIiI5y8w08uHsdRZ9ZlSv5nhUL19AGYmIiIjIo+KeBfG4ceMKIw8RERERERGRQnXPgrhdu3aFkYeIiIiIiIhIobL4PcQAGRkZLF++nHXr1nHixAmKFy/Ok08+SUhICB06dMDa2jq/8xQRERERERHJVxYXxDdu3CA8PJxt27bh6OhIpUqVyMzMJCkpiY0bN7Jy5UoWLVqEjY0WrBEREREREZGHl8UF8SeffMK2bdsYNmwY3bp1o3jx4gCkpaWxZMkSoqKiiImJYeDAgfmerIiIiIiIiEh+sfgFnt988w3t2rUjPDzcVAwDFC9enO7du9OuXTvWrFmTr0mKiIiIiIiI5DeLC+IzZ87g4+OTa7uXlxenTp3KU1IiIiIiIiIiBc3igrhcuXL8/vvvubb/9ttvlC1bNk9JiYiIiIiIiBQ0iwviF154gS+//JLFixeTkZFh2p+RkcGiRYtYuXIloaGh+ZqkiIiIiIiISH6zeFGtfv36kZSUxEcffcT06dOpVKkSAEePHuXKlSt4eXnRv3//fE9UREREREREJD9ZXBDb2tqyePFivvjiC+Lj4zl27BhGoxEfHx9CQkLo2LGjXrkkIiIiIiIiDz2LC+Lo6GgaNWpEp06d6NSpU0HkJCIiIiIiIlLgLH6GeN68eezYsaMgchEREREREREpNBYXxGXKlOHKlSsFkYuIiIiIiIhIobF4yvSIESN4++23OX36NEFBQbi4uGBtbZ2tX4MGDfIlQREREREREZGCYHFBPHDgQABWrFjBypUrs7UbjUYMBgN79uzJe3YiIiIiIiIiBcTignjcuHEFkYeIiIiIiIhIobK4IG7Xrl1B5CEiIiIiIiJSqCwuiLNs3ryZH3/8kePHj2NlZUXVqlV5/vnnqVOnTn7mJyIiIiIiIlIgLC6Ib968Sb9+/di8eTNGo5HSpUuTmZnJjz/+yIIFC3jppZc0rVpEREREREQeeha/dmnKlCls2rSJXr16sWXLFrZs2UJSUhIJCQn06NGDlStXMm/evILIVR4xAwcOJCAgINv+hIQE3NzcCAoKyta2bt063NzcTPeWm5sbycnJFh33QT+Xk65du9K9e/c8x/m3cnNzY+bMmUWdhoiIiIjIA7G4IP7mm2/o0KEDgwYNonTp0qb9Li4uDBs2jBdffJG4uLh8TVIeTQ0bNuTvv//m4MGDZvs3bdqEk5MTZ8+eZe/evWZt27Ztw87ODl9fXzw9PYmLi8Pd3b0w0xYLxMXF8fLLLxd1GiIiIiIiD8Tigvjq1avUqlUr1/Y6depw9uzZPCUl/w4NGzYEYPv27Wb7N23aRIcOHShdujSbNm0ya0tOTqZBgwbY2Njg6OhInTp1cHR0LLScxTJ16tShfPnyRZ2GiIiIiMgDsbggDggIYPXq1aSnp+fYHh8fT4MGDfKcmDz6qlatiqurKykpKaZ9Z8+eZf/+/QQGBuLv729WEF+/fp3du3cTGBgIZJ/6PGPGDEJDQ5k+fTr+/v60aNGCa9eu5Xr8AwcOEBYWhre3N4GBgUyePJmMjAxT+4ULF3jvvfcICQmhdu3a+Pn5MWDAAI4fP24Wx2g0Mm3aNAICAqhbty5DhgzJ9qVPUlISXbp0wcfHB39/f0aNGsXly5dN7StWrMDLy4uUlBQ6duyIl5cXISEhfPrpp3e9hjNmzKB169Z8++23hIaG4uXlxauvvsrBgweJj4+ndevW+Pj48Morr5i9+zsjI4PZs2fTunVrvL29qVOnDp06dWLLli2mPjdu3GDMmDE0adKE2rVrExoayvz5882O/9lnn5mO27hxY8aMGcPVq1dN7VlTplNTU/H19WXSpElmn79x4wa+vr5Mnz4dgMzMTGJiYmjevLnpmMuXL7/rNRARERERKSgWL6rVt29fIiIi6NKlC2FhYVSvXp3ixYtz5MgRlixZQlJSEmPHjiUpKcnscyqSH08BAQFmI8SbN2/G1taW+vXrc+TIET766CNSU1Oxs7Nj586dpKen06hRo1zjHT16lPj4eCZPnszly5dxcHDIte9HH31Enz59eOONN1i3bh2zZ8/mySefpFOnThiNRl5//XWuXbvG0KFDKVu2LPv27WPq1KmMGTOGuXPnmuIkJSVx4cIFIiMjuXr1Kh9//DG9e/fmyy+/NLWHhYXRqFEjpk2bxvnz55kyZQr79u3j//7v/yhW7PZ/Zunp6QwePJgePXowZMgQli9fTlRUFLVq1TKNpufk+PHjTJ06lUGDBmEwGHjvvffo1asXBoOBgQMHYmVlxdixYxk+fDirV68GYMKECSxbtoyhQ4dSo0YNTp8+zSeffEJERATx8fHY2dkxduxYNm3axMiRIylTpgw//fQTEyZMwMXFhXbt2rFmzRo+/vhjRowYgZubGwcPHiQqKoqbN29mWzjPzs6O559/nrVr1zJkyBDT/vj4eK5fv86LL74IwJgxY1ixYgV9+vTBx8eHzZs3M3r0aG7cuEHXrl1zvQYiIiIiIgXB4oK4Y8eOAJw4cYI333zTrM1oNAKY/YPYaDRiMBjMRq/k8REQEMDKlSu5ePEiTk5ObNq0ifr162NjY0NgYCC3bt1i69atBAcHk5yczBNPPEHNmjVzjZeens7IkSPx9/e/57HDwsLo06ePKY/169eTmJhIp06dOH36NA4ODowaNYq6desC4O/vz5EjR/jiiy/M4hQrVox58+aZpgaXKVOGnj17snHjRoKDg5k0aRLVq1cnJiYGK6vbky48PDxo164da9euNRWDmZmZDBgwwPTMbd26dfnf//5HfHz8XQvi69ev88EHH5jOOSkpidjYWBYuXGj63KlTp4iKiuLatWs4ODhw5swZBg8eTJcuXUxxSpQowYABA/jjjz/w9vZm69atBAYG0qpVK9P529vb4+zsDMDWrVt56qmn+M9//oPBYMDPzw97e3suXbqUY55t27blq6++YufOnfj4+ACwdu1afHx8qFq1KocOHWLZsmUMHz6cHj16ABAUFERGRgbTpk2jQ4cO2NnZ3fPvKiIiIiKSXywuiMeOHYvBYCiIXORfqGHDhhiNRnbs2EFwcDAJCQm88cYbAFSqVInKlSuTkJBAcHAwSUlJdx0dznK3gvlO9evXN/1uMBioWLEiV65cAaBChQosXrwYo9HIsWPHOHz4MAcPHiQlJYW0tDSzOHXr1jV7TrZJkybY2Njw66+/4ufnx86dO3njjTfIzMwkMzMTgBo1auDq6kpCQoKpIM6KlcXGxgYXFxdSU1PveS5ZBSbcLsgBs3d+Ozk5AXDlyhUcHByYMmUKcHta+MGDBzl8+DDx8fEApvPz9/fn888/59SpUwQHBxMcHEy/fv1MMQMCAoiLi6Ndu3Y0b96c4OBg2rRpk+t//wEBAZQvX55vvvkGHx8frl69ysaNGxk+fDgAiYmJGI1GQkJCzB65aNq0KZ999hm7du26ry86RERERETyi8UFcfv27QsiD/mXKleuHNWrV2f79u2UK1eO8+fPm54RBggMDGTLli2kpaWxa9eue95f1tbWphHMe/nnaKOVlZWpYAVYtWoVkydP5uTJkzg5OVGrVi1sbW1NMx2yZBWgd3JxceHMmTNcvnzZ9FxsTExMtn5nzpyxKKecWFtbY2tre8/zu9Ovv/7K+++/z6+//oqdnR3PPPMMrq6uwP+byfHOO+9QoUIFVq1aRWRkJJGRkfj6+jJmzBjc3d1p1aoVmZmZLF26lJkzZzJjxgwqVqzI0KFDTaPK/zyX1q1bs2bNGkaOHMm6devIzMw09b148SIAoaGhOeb8z2slIiIiIlLQLC6I4fZK03/88Qe+vr7A7ZWBFy1aRLFixejcubPZyJxIw4YN2blzJ46OjpQvX54aNWqY2oKCgoiLiyMpKYnU1NT7GiHOD8nJyYwYMYL//ve/hIWFmUaAJ0yYwI4dO8z63rk4FtwuKM+fP4+zszMODg4YDAZ69OhBy5Ytsx3nbs84F5SrV6/y+uuvU6tWLb755huefvpprKys2LhxI99//72pn42NDX369KFPnz6cOHGC+Ph4Zs6cybBhw0zPIrdu3ZrWrVtz5coVNm3axNy5cxk2bBh+fn6ULVs227Hbtm3L/PnzSUlJYe3atQQFBeHi4gJAyZIlAYiNjc2xwH/qqacK4nKIiIiIiOTK4lWm//zzT55//nneffdd4PYiR2FhYfz444/Ex8fTvXt3fvnll3xPVB5dDRs25Pfffyc5OdlsdBhuT7O1srIiLi6OmjVrUq5cuULJafv27aZnerOK4YyMDBISErKN2KakpJitrLx+/XrS0tLw8/PD0dERDw8P/vrrL7y8vEw/1apVY+rUqezcubNQzudOBw8e5OLFi3Tv3p1nnnnG9FzzTz/9BNwu6G/dukVoaKhplWtXV1e6dOnCCy+8wMmTJ4HbawH0798fuF3MtmzZkr59+5Kenp7rq9Xc3Nxwd3dn1apV2aaLZ31RdunSJbNrdfLkSaZPn35fU8dFRERERPKTxSPEU6dOBWDYsGEALF++nPT0dJYuXYq7uzvdunVj1qxZd10kSB4vfn5+XLt2jc2bNzN+/HizNkdHR7y8vFi/fr3ZAlAFzdvbG4DIyEheeuklLl26xJIlS9i7dy9Go5EbN26YRjHT09NNq1WfPHmSSZMmERAQYBrNjoiIoHfv3owcOZJWrVpx69Yt5s6dy/79+xkxYkShnVOWatWq4ejoyMyZMzEYDFhZWfHDDz+YFgu7fv06NjY2eHl5ER0dTfHixXFzc+PQoUOsXLmSFi1aALe/rBg1ahRRUVE0adKEy5cvEx0dTbVq1cxG+f+pbdu2TJw4ETs7O5o1a2ba7+7uTuvWrXn77bc5evQotWrV4s8//2Ty5Ml4enqapnSLiIiIiBQWiwvipKQkwsPDadKkCQA//vgjVapUMU2ffumll7K9i1Qeb6VKlcLDw4PffvstxynRQUFBbN++vdCmS8PtBaXeffddFixYwDfffEPZsmXx9/cnOjqafv36kZycTFBQEADNmzenXLlyDB48GKPRSMuWLRkxYoRpcang4GDmzZtHdHQ0AwYMoESJEnh5ebFo0aL7XgAsP5UsWZKZM2cyYcIEBg4ciIODA7Vq1SI2NpaePXuybds2goODef/993F2dubTTz/l7NmzlClThg4dOjBo0CDg9oryt27dYunSpSxduhRbW1saNmzI8OHDTa+Syknr1q2ZOHEizz//PCVKlDBrGz9+PDExMcTGxnL69GnKli1Lhw4dGDhwYIFeExERERGRnBiM/1xB6B7q1KnDO++8Q8eOHTl+/DjNmjWja9euvPPOOwAsWbKEqVOnZnsPsYhIftuxYwcZGZlMirPstW6jejXHo3r5e3eUf7V9+/YBt6f6izwI3UOSV7qHJC90/9y/rDWC7nxLSxaLR4grV65MSkoKHTt2ZOXKlRgMBtO0SKPRyHfffUeVKlXymLKIyP2xsjIwqldziz5TxfX+VioXERERkX83iwviTp068f777/Pbb79x8OBBatSoQUBAgOl5yb1792Z7TlREpCBptFdEREREHsQDFcQODg6sWbMGX19f+vXrZ2q7ceMGkZGRtG3bNl+TFBHJzb3e4ywiIiIikpsHeg/xiy++aPY6FYCaNWvy7bff5ktSIiIiIiIiIgXN4oL4xIkTd203GAzY2Njg5OSEtbX1AycmIiIiIiIiUpAsLoibNm1qet3M3VhbW1OrVi3efPPNQn2djhSMrl27snXrVrN9JUuWxMPDg/79++Pn55dvx9qyZQvdunVjyZIl1K9fv8A+82+3YsUK3nrrLTZu3EiFChUeuI+IiIiIyL+VxQXxBx98wKRJk0hLS+PFF1/k6aefpkSJEvz111+sWbOGq1ev0rlzZ27cuEF8fDxvvPEGCxcuVJHyL+Dl5cWoUaMAyMjI4O+//yYuLo7w8HBWrFhBjRo18uU4np6exMXF8cwzz+RLPBERERERkZxYXBDv378fe3t74uLiKFeunFlb79696dixI5mZmYwePZqhQ4fSpUsXZs6cyaeffppvSUvRcHR0zPburqCgIBo2bMiKFSsYMWJEgR1HREREREQkv1lZ+oE1a9bQuXPnbMUwQOnSpXn11Vf56quvALCzs6Nt27b89ttvec9UHkolSpTA1tbWbBr9smXLaNWqFbVr16Zp06bMmTMHo9Foandzc8v1B25Pf3ZzcyM5Odn0mX379tGzZ098fX2pV68eERERnDp1Kls+Bw4cICwsDG9vbwIDA5k8eTIZGRkAHDt2DDc3N77++muzz4wcOZLnnnvOtN20aVOio6MZP348jRo1wsfHh/DwcA4fPmz2ueXLl9OiRQu8vb155ZVXWL9+PW5ubmzZsgW4ver6mDFjaNKkCbVr1yY0NJT58+ebPp91nps3b+a1117D29ubVq1asWbNGlOfrJwXLlxIixYt8Pf3Z+3atcDtF4yHhYXRoEEDGjRoQEREBMeOHct2TbZu3UqbNm3w8vKiffv2/PTTT7n9OQFISkqiS5cu+Pj44O/vz6hRo7h8+bKpfcWKFfj6+rJlyxbatWuHl5cXbdq0ISUlhR07dtChQwe8vb1p06YNv/zyi0WxRUREREQKk8UFcUZGxl1fc5KWlsaNGzdM2yVKlNBrUf4ljEYj6enppKenk5aWxrlz55gyZQqpqam8/PLLAMyePZt3332Xxo0bExMTQ8eOHZk+fTpRUVGmOHFxcWY/H330EVZWVnTo0CHH4x46dIhOnTpx6dIlPv74YyIjI9m/fz9dunThypUrZn0/+ugj/Pz8mD17NqGhocyePZtly5ZZfK4LFy7k0KFDjBs3jsjISH777TfeeustU/uXX37JqFGjCAwM5JNPPqFBgwYMHjzYLMbYsWP56aefGDlyJPPnz6dZs2ZMmDCBlStXmvV78803qVu3LtHR0dSqVYshQ4awbt06sz5TpkyhV69ejBkzBj8/PxISEujcuTPFihUjKiqKd999lz179vDaa69x7tw5s8++9957tG3blujoaMqUKUPv3r3Zs2dPjuedlJREWFgYDg4OTJs2jeHDh7NhwwbCw8NJT0839bt58yYjR46kW7duzJgxg9TUVCIiIhg8eDCvvPKK6YuIwYMHc/PmTYtii4iIiIgUFounTNevX5/PPvuM559/nmrVqpm1HT9+nMWLF1O3bl3TvvXr1/P000/nPVMpcomJiXh6embbP2zYMKpXr86VK1eYNWsWXbp0MRWPQUFB2NvbExUVRbdu3XB1dTWbDn3x4kWGDRuGt7c37733Xo7HjY6Oxt7engULFuDg4ABAgwYNaN68ObGxsfTp08fUNywszLQdEBDA+vXrSUxMpFOnThadq5OTEzNnzjStlH7kyBFmzJjBlStXKFmyJNHR0bRo0YJ3330XgMaNG3Pt2jX+7//+zxRj69atBAYG0qpVKwD8/f2xt7fH2dnZ7FgtW7Zk+PDhADRp0oRDhw4xa9Ysmjdvbtanffv2pu1evXpRvXp1Zs+ejZXV7e+16tWrR4sWLZg/f77Z9PWIiAi6d+8OQKNGjXjuueeYPXs2U6dOzXbekyZNonr16sTExJjienh40K5dO9auXWt63VpGRgYDBgygXbt2ABw8eJCoqCg++ugj0xcbGRkZDBw4kMOHD1OzZs37ji0iIiIiUlgsHiEePnw4mZmZtGnThr59+xIVFcWUKVOIiIigdevW3Lp1y/SP+xdeeIFNmzbRrVu3fE9cCp+3tzdffPEFX3zxBcuXL2fOnDm0b9+ejz/+mEWLFrF9+3ZSU1Np2rSpaSQ5PT2dpk2bkpGRQWJiolm89PR0Bg4cSGpqKtOnT8fGxibH4yYmJhIQEECJEiVMMZ2dnfH29iYhIcGs752LtxkMBipWrJhtFPl++Pj4mL02LGsF5uvXr3P48GFOnDhBixYtzD6TVfhm8ff3Z9myZfTs2ZPY2FiOHj1Kv379ePbZZ836tWnTxmy7RYsW/P7776Smppr21axZ0/T79evX+f3332nVqpWpsARwdXWlfv362VYDDw0NNf1evHhxmjRpwq5du7Kdc2pqKjt37uTZZ58lMzPTdK1r1KiBq6trtmvt4+Nj+r1MmTIAZl92ODk5AXD58mWLY4uIiIiIFAaLR4irVavGypUrmTFjBuvXr+fHH38EwN7enmbNmhEREUGlSpW4cOECLi4udO/endatW+d74lL4HBwc8PLyMtsXHBzMqVOnmDZtmmmEt0ePHjl+/syZM2bbkZGRpKSksGjRIsqXL5/rcS9evMjq1atZvXp1traqVauabdvZ2ZltW1lZPdCUfVtb22xx4Pa08QsXLgDg4uJi1qds2bJm2++88w4VKlRg1apVREZGEhkZia+vL2PGjMHd3d3U75/P47u4uGA0Gs0K+ayCE+DKlSsYjcZsx8vq9893hd/52az4//xbwO3CNTMzk5iYGGJiYrK1//MzWaP1d/rndXvQ2CIiIiIihcHighjgySefZOzYscDtYiU9PZ0yZcqYLazk4uLC4sWL8ydLeajVqlWLhIQE08JZU6ZMoVKlStn63Vn4xcbG8vnnn/PBBx+YTbHPiaOjI02aNMlxpkFuo8o5ybo//1kgX79+/b5jAKbi/fz582b7swrlO3Pr06cPffr04cSJE8THxzNz5kyGDRtmVtxfvHiRypUrm7bPnz+PtbU1Tk5OORaKjo6OGAyGbM8KA5w9ezbblOzLly+bFcXnzp3L1gduF7gGg4EePXrQsmXLHNsfVEHGFhERERF5UBZPmf4nJycnypYta1YMy+Pl119/pXTp0gQGBlK8eHHOnDmDl5eX6Sc9PZ0pU6Zw9uxZAH755RfGjRvHq6++yquvvnrP+H5+fhw4cABPT09TTA8PD+bMmXPPFZPv5OjoCMDJkydN+9LS0nKcPnw3Tz75JE899RTr168323/nQli3bt0iNDTU9LoxV1dXunTpwgsvvGB2fID4+Hiz7R9++IG6devmWuw7ODjg6enJ2rVrzYr7kydPkpKSku0Lhp9//tn0+40bN9iwYQN+fn7Z4jo6OuLh4cFff/1l9verVq0aU6dOZefOnXe7LHdVkLFFRERERB6UxSPEt27dYvr06axevZrz58+bXmlzJ4PBwO7du/MlQXl4XL16lR07dpi2b9y4werVq9m6dStvvvkmZcuWpUePHkyZMoWrV69Sr149Tpw4wZQpUyhZsiQ1atTgyJEjREREUKVKFV555RV27txp9kqmZ555Jttx+/XrxyuvvEKfPn145ZVXKFasGLGxsSQkJFi0WFbp0qXx9fXls88+o1KlSpQuXZpFixZx48YNihcvft9xDAYDAwYMYMSIEZQpU4aQkBBSUlKIjY0Fbk+vtrGxwcvLi+joaIoXL46bmxuHDh1i5cqV2Z49nj9/Pra2tnh4ePDll1+yd+9eFi5ceNcc3nzzTXr27Env3r3p1KkT165dY8aMGTg6OpoW0MoyadIk0tPTeeKJJ5g/fz5Xr16lb9++OcaNiIigd+/ejBw5klatWnHr1i3mzp3L/v378/ye6YKMLSIiIiLyICwuiCdMmEBsbCzVq1enfv36Fk1ZlUfbr7/+ajaia2dnR7Vq1Rg9ejRdunQBbhdqTzzxBEuXLiUmJgYnJycaN27M4MGDKVGiBMnJyVy6dIlLly6ZXtV0p0WLFmXb5+7uzpIlS5g6dSpDhw7FYDDg7u7OnDlzaNSokUXnMH78eCIjIxk1ahSOjo506NCBevXqsWLFCovivPTSS1y7do1PP/2Uzz//HC8vL4YOHcq4ceOwt7cH4P3338fZ2ZlPP/2Us2fPUqZMGTp06MCgQYPMYr311lssX76cTz75hJo1azJv3rwcR3DvFBQUxPz585k+fToRERHY2dnRqFEjhg4dmu2Z5A8//JBx48Zx7NgxateuzaJFi6hevXqOcYODg5k3bx7R0dEMGDCAEiVK4OXlxaJFi8wW9noQBRlbRERERORBGIx3Ds/dh8DAQOrVq8f06dMLKieRh96aNWvw8vKiSpUqpn1Llizhww8/ZMuWLZQqVeqeMbZs2UK3bt1YsmSJ2erYcv927NhBRkYG9erVK+pU5BG0b98+ANzc3Io4E3lU6R6SvNI9JHmh++f+Zc1yvfONKFksHiG+du0ajQJ+PjwAACAASURBVBs3zntWIo+wrJXWIyIieOKJJ/jjjz+YNm0abdu2va9iWEREREREip7FBXHt2rX57bff6NixY0HkI/JImDBhAhMnTmTs2LFcvHiRChUq0LVrV3r37l3UqYmIiIiIyH2yuCAeMWIEr7/+OjVr1qRly5bZ3sUq8jgoU6YM48aNy1MMf39/01QXEREREREpfBYXxMOHDwduL9Tz4Ycf5thHq0yLiIiIiIjIw87igtjHx0fvHBYREREREZFHnsUF8fjx4wsiDxEREREREZFCZVXUCYiIiIiIiIgUBYtHiN3d3e9ryvSePXseKCERERERERGRwmBxQfzSSy9lK4gzMjI4d+4c27dvp0KFCnolk4iIiIiIiDz08vUZ4lOnTtGpUyfs7e3zlJSIiIiIiIhIQcvXZ4grVKhA586dWbBgQX6GFREREREREcl3+b6olq2tLSdPnszvsCIiIiIiIiL5yuIp07lJS0tjz549LFy4kGrVquVXWBEREREREZECUSCrTE+bNu2BExIREREREREpDPmyyjSAlZUVZcuWpVWrVri5ueVLciIiIiIiIiL/X3t3HhdV2f9//A0oAqI/JRQrFRQTc0FxAREUxX3fl26XLM1S09yXitTMEBMtXDM1VxStG7fcTTPEHbdK2/QOLS03cE1E5veHD+brBAgDg0jzej4ePO7mLNd8zpnrRt5zXeec3GLRu0wDAAAAAJBfWPymWgAAAAAA5AdmjxAnJSUpPDxcO3bs0OXLl5WcnJxmGxsbG/3www8WKRAAAAAAgNxgdiAODw/X0qVL5e7uriZNmsjBwSE36gIAAAAAIFeZHYi/+uorBQcHa86cOZnebRoAAAAAgKeV2dcQ37x5Uw0bNiQMAwAAAADyNbMDsbe3t86cOZMbtQAAAAAA8MSYHYjHjh2rDRs2aNmyZbp69Wpu1AQAAAAAQK7L9BriSpUqpZkebTAYFBoaqtDQ0HT34S7TAAAAAICnXaaBuEOHDlwvDAAAAAD418k0EE+dOvVJ1AEAAAAAwBNl9mOXUl27dk2xsbH6448/1KpVKzk5Oen69evy9PS0ZH0AAAAAAOSKbAXixYsX65NPPtG9e/dkY2OjatWq6fbt2xoyZIh69Oih9957j2nWAAAAAICnmtl3md64caOmTZumpk2b6pNPPpHBYJAkValSRU2bNtXq1au1fPlyixcKAAAAAIAlmR2IFy9erICAAE2fPl2+vr7G5c8++6wiIiIUFBSktWvXWrRIAAAAAAAszexA/Ouvvyo4ODjD9Y0aNdL58+dzVBQAAAAAALnN7EBcuHBh3bx5M8P1f/zxh5ycnHJUFAAAAAAAuc3sQFy/fn1FRkbq6tWradadOXNGK1euVL169SxSHAAAAAAAucXsu0yPHDlSXbp0UevWrVWnTh3Z2NgoKipKK1eu1J49e+Ts7Ky33norN2oFAAAAAMBizB4hdnNz05dffqmGDRvqwIEDMhgM2rp1q/bt26fGjRtr7dq1KlOmTG7UCgAAAACAxWTrOcQlS5bU1KlTZTAYdP36dT148EAuLi6ys7OzdH0A8Fi2tmZ/rwdIEl/eIsfoQwCQ/2UrEKeysbGRi4uLpWoBgGz54dc/87oE5GsZ3ygSyBr6kKW5P1dchR3t87oMAFYg00D84osvatq0aWrbtq0kqVKlSrKxsXnsPjY2Nvrhhx8sUyEAPEZKikEffLozr8sAAFjQu683UWVPt7wuA4AVyDQQd+jQQWXLljV5nVkgBgAAAADgaZdpIA4NDTV5PXXq1FwrBgAAAACAJ8Xsu9HMnj1bJ0+ezHB9bGys+vTpk6OiAAAAAADIbdkKxD179tSqVavSXX/lyhUdPnw4x4UBAAAAAJCbsvW8klKlSun999/X+PHjlZSUZOmaAAAAAADIddkKxEOHDtXIkSO1YcMG9ejRQ7///rul6wIAAAAAIFdlKxBLUv/+/TV//nxduHBBnTp10t69ex82aJvtJgEAAAAAeGJylF7r16+vtWvXytXVVW+88YbmzZunQoUKWao2AAAAAAByTaaPXcqMu7u71qxZo1GjRikiIkLly5e3RF0AAAAAAOQqi8xvLly4sObNm6fXX39dZ8+etUSTAAAAAADkKrNHiHft2iUXF5d01w0bNkw1atTQd999l+PCAAAAAADITWYH4ueff16SlJycrFOnTunixYvy9fWVg4ODHjx4oIYNG6phw4aWrhMAAAAAAIvK1pTpLVu2qGHDhvrPf/6jkSNH6ueff9bRo0cVFBSkhQsXWrpGAAAAAAAszuxAHBMTo5EjR8rDw0Njx46VwWCQJJUuXVoVK1ZUeHi41q9fb/FCAQAAAACwJLMD8Zw5c1S1alUtW7ZM7du3Ny739PRUZGSkfHx8tHTpUosWCQAAAACApZkdiE+fPq3WrVvL1jbtrgUKFFCbNm107tw5ixQHAAAAAEBuMTsQFyxYUMnJyRmuT0hIUMGCBXNUFAAAAAAAuc3sQOzr66svvvhC9+7dS7Pur7/+UmRkpGrVqmWR4gAAAAAAyC1mP3ZpxIgR6t69u9q1a6cGDRrIxsZGu3bt0p49exQdHa2kpCQNHTo0N2oFAAAAAMBizB4h9vT01MqVK1WyZEktX75cBoNBK1as0NKlS1W2bFktWbJEL774Ym7UCgAAAACAxZg9QixJXl5eWr58uRISEhQfHy+DwaCSJUvq2WeftXR9AAAAAADkiiwFYoPBoL179+qXX35RmTJlFBwcrAIFCuj06dP64IMPdPbsWUnSiy++qBEjRigwMDBXiwYAAAAAIKcyDcQ3btzQgAEDdOLECRkMBklS1apV9d5772nAgAFydHRUkyZNlJKSogMHDuj111/X559/Ll9f31wvHgAAAACA7Mo0EEdEROjMmTN677335Ofnp4sXL2rKlCl6+eWX5eHhoeXLl6tYsWKSpCtXrqhbt25avHgxgRgAAAAA8FTL9KZaX3/9tXr06KGXXnpJ5cuXV0BAgN59913dvXtXPXv2NIZhSXJ1dVW3bt106tSpXC0aAAAAAICcyjQQX758WZ6enibLKlSoIEl67rnn0mz/7LPPKjEx0ULlAQAAAACQOzINxPfv35eDg4PJsoIFC5r876NsbGz04MEDC5UHAAAAAEDuMPs5xAAAAAAA/Btk6bFLCQkJ+uOPP4yvU6dEX7t2zWS5JF2/ft2C5QFPL4PBIBsbm7wuAwAAAEA2ZWmE+MMPP1Tjxo2NP506dZIkjRo1ymR548aNNXXq1Fwt+GkzdOhQ1a1bN83y2NhYeXl5pftM5p07d8rLy0sHDx7UwYMH5eXlpSNHjli8Ni8vL82dOzfH7cyaNUuVK1e2QEVPXnZqP3LkyGM/n6SkJE2dOlUbN27Mcpv//e9/5eXlpUuXLkmSxo0bp6ZNm2Z5f3O3T9W7d2/17dvX7P0AAAAAa5DpCHHHjh2fRB35lr+/v7Zt26azZ8+qfPnyxuUxMTEqVqyYLl++rDNnzqhSpUrGdUePHpWjo6N8fHyUlJSkqKgo443KLCkqKkrPPvusxdv9t6tUqZLJZ/LPz+fatWv6/PPPFRoamu33GDRokG7fvp3jWgEAAABkX6aBOCd/9FsDf39/SdKxY8fSBOIuXbpo7dq1iomJMQnER44cUZ06dWRvby97e3vVqFEjV2rLrXb/7ZydnU3OXW6cx7Jly1q8TQAAAADm4aZaOeTh4aHnnntOcXFxxmWXL1/WTz/9pICAAPn5+SkmJsa47s6dO/rhhx8UEBAgSWmm5M6aNUstWrRQRESE/Pz81Lx58wxHEpcuXaoWLVqoWrVqql+/viZOnKhbt24Z1z86ZTr1fQ4cOKC+ffuqevXqCggI0PTp003uCn7v3j2FhoYqICBAPj4+Gj9+vO7du5fpebh48aKGDBmi2rVrq27dugoPD9f48ePVu3dvk3rmzJmjTp06qXbt2vr8888znNKcW7XHx8frjTfekJ+fn6pXr67u3bvrm2++Mdlm27Zteumll+Tj46OqVauqZcuWioyMlCRduHBBQUFBkqTx48crODjYWG9GP+n55xRog8GgJUuWqEWLFvL29lbz5s21fPnyNPutXbtWzZo1U7Vq1dS+fXuTvpURg8GgTz/9VA0bNpS3t7d69Oih7777LsvH/OhnsG/fPvXo0UPe3t5q1aqVNm3aZNzmwoUL8vLy0ubNm9W/f39Vr15djRs31tKlS43bDB06VMHBwTIYDCbvP3z4cHXu3DnTYwEAAAAsKUs31cLj1a1bV8eOHTO+3rdvnxwcHFS7dm3Fx8drypQpunv3rhwdHXXixAklJyerXr16GbZ3/vx57d69WzNmzNCNGzdUuHDhNNts2rRJH330kcaOHSsvLy+dPXtWYWFhxlCYkZEjR6pnz5564403tHv3bn322Wdyd3dX165dJUmjR4/Wt99+q+HDh8vd3V1RUVGZXiublJSkvn376v79+5o4caIKFCigiIgInT9/Ps3o6ty5czVixAiVK1dO7u7u2rx582PbtmTtKSkpev3111WyZElNmzZNBQoU0LJlyzRw4EBt3bpVZcuW1a5duzR06FB17NhRQ4YM0f379xUZGalJkyapatWqqlSpkubNm6eBAwdq4MCBatasmaSH06of9csvvygkJMR4vX1mpk2bpqVLl6p///6qW7eu4uLiNGXKFNna2qpnz56SHgbORYsWadiwYXJyctKMGTP05ptvavfu3SpevHiGbR86dEh///23QkJCdP/+fYWFhWngwIHas2eP7OzsjMfct29fDR06VH///bfJMXt7exvbGj58uLp06aJBgwZp/fr1GjlypBwcHNSkSRPjNhMmTFDTpk01a9Ys7d27Vx9++KFsbGzUp08fde7cWdu2bTPOkpCkW7du6euvv9aYMWOydK7+ydbWVp9N6pqtfQEATycHe+v4E7VMmTJ5XQLyMfqPZVjHb5tcVrduXUVHRyshIUHFihVTTEyMateuLXt7ewUEBCgpKUmHDh1SUFCQjhw5ohIlSqhixYoZtpecnKxx48bJz88vw20OHTqk0qVLq1evXrKxsZGvr6+cnJyMdwDPSPfu3TVo0CBj3Tt37tSePXvUtWtX/fzzz9q2bZsmTZqkHj16SJLq16+vtm3b6ty5cxm2uWHDBv32229av369cUS0Ro0aJiEpVc2aNdWvX7/H1phbtV+9elVnz57VoEGDjKO83t7emj17tnEk+ezZs2rYsKFCQ0ONd5CuXr26/Pz8dOjQIXl7extHtMuWLWv870eDf0JCgkaPHi1vb29NmDAh0+O6ceOGli1bpr59+2rEiBGSpHr16unSpUs6fPiwMRCnpKRo/vz58vDwkCQVKlRIffv21cmTJ43Hkx4HBwd99tlnKlq0qCTp5s2bevfdd3Xu3DlVqFBBv/76qzp16qTx48cb9/Hx8TE55lQtW7Y0BtcGDRro3LlzmjdvnslnXb16dX344YfGbf766y/Nnz9fvXr1UmBgoNzc3LR+/XpjIN6yZYtSUlLUunXrTM9V+gxKuZxx/wQA5D938rqAJ+xmXheAfC2/9B/HkmVUwMEpr8tIg0BsAf7+/jIYDDp+/LiCgoIUGxurAQMGSHr4zU3ZsmUVGxuroKAgHT58+LGjw6keF5ilh4EwKipKHTt2VJMmTRQUFKS2bdtm+higmjVrmrwuVaqU7t69K0nGaduNGzc2rre1tVXz5s01f/78DNs8cOCAPDw8TKYHlypVSj4+PmYfV27W7urqqgoVKigkJEQxMTEKDAxUgwYNTILga6+9ptdee023b9/WuXPnFB8fr1OnTkmS7t+/n2mNycnJGjp0qO7evauIiAjZ29tnus/x48eVnJyc5i7SH3zwgcnrEiVKGMOwJJUuXVrSw0D9OBUrVjSG4fT2S+2rWTnmtm3bmrxu3ry5Zs6cafwcJKlNmzYm2zRr1kzbtm3TuXPn5OnpqQ4dOmjVqlV67733ZG9vr+joaDVq1EjFihV77HFkyJCin1Z/lL19AQAA8ERU7DFaRcqmfzlhXuIaYgsoWbKkPD09dezYMZ0+fVpXr141XiMsSQEBATp48KDu37+vkydPZhqI7ezsHjsFVpJatWql8PBwOTk5ae7cuerSpYsaN26c6RRkBwcHk9e2trZKSUmR9H/Pl3ZxcTHZpkSJEo9t8/r162n2yWi/Z5555rFtPU5Oa7exsdHixYvVoUMHxcTEaNSoUQoICNCwYcNMnq2dei10t27dNGvWLN28+fB7t39e95qeyZMnKy4uThEREXJzc8vScSUkJEjK/Nw4OjqavE798iP1HGR1P1tbW5P9zDnmkiVLmrx2cXGRwWAwbi8pzXGnHldqAO/UqZNu3Lihr7/+WufPn1dcXBzXDwMAACBPEIgtxN/fXydOnNC+ffvk5uamF154wbguMDBQP/74ow4fPqy7d+9maYQ4K9q0aaPIyEgdPHhQH3/8sYoVK6bRo0frypUr2WovNYT/c//UwJaRkiVL6urVq2mWp7fsn2xsbNIEuuw8jiirtbu5uWnixImKiYnRunXr1K9fP23fvl0RERGSHj5b+7vvvtOSJUt0/PhxbdmyRe+8806WalixYoVWr16tkJCQNKPZj1OkSBFJD4Ppo86fP69Dhw5lGnhzypxj/uf5vHr1quzs7ExGd69fv26yTepnkhqMPTw8VKtWLW3ZskVbtmyRq6trus/rBgAAAHIbgdhC/P399f333+vIkSMmo8PSw+nNtra2ioqKUsWKFdOMsmXHyJEj9eabb0p6GKhatmypQYMGKTk5WZcvX85Wm3Xr1pUkbd261WT57t27H7tfnTp19Ntvv+mXX34xLrt69aqOHz+e6Xs6OzvLYDDo0qVLxmVHjx41p2xJWas9dXT+5MmTsrGx0Ysvvqjhw4erYsWKunjxovG9W7RoIT8/P+N0571790r6vxHV1BHWR+3fv1+hoaHq3r27unfvblbt1atXV8GCBdOc53nz5untt99O9/0sKSvHnOqfNW7fvl01a9Y0mRq+Z88ek222bdum559/3uRRU507d9bevXu1detWtWvXTnZ2dpY8JAAAACBLuIbYQnx9fXX79m3t27dPU6dONVnn7OysatWqadeuXcYbJOVU3bp19e677yosLEwNGjTQjRs3NHv2bJUrV85kdNoc7u7u6t69u8LDw5WUlKRKlSpp3bp1+vHHHx+7X9u2bfXpp59q4MCBGjZsmAoVKqQ5c+YoKSkp02uag4KCFBoaqnfeeUf9+/fXH3/8oTlz5qR7Z+2c1l6pUiU5OTlpzJgxGjJkiFxdXRUbG6vTp0/rlVdekfTwJlsbNmzQiy++KDc3N8XFxWnBggWysbExXifr7OwsGxsb7d+/X56enipevLjeeustubu7q1u3bjpx4oTJVOMKFSo8tnYXFxf16tVLixYtUoECBVS7dm0dPXpU0dHRmjx5slnnITuycsypFi1aJAcHB1WuXFlffvmlzpw5oyVLlphss2nTJrm6uqpevXr6+uuvtWPHDn30kek1vi1atNAHH3yg77//XtOmTcvtQwQAAADSRSC2kKJFi6py5cr67rvv0p0SHRgYqGPHjllsunTXrl2VlJSkyMhIRUZGysHBQf7+/hozZowKFMj+xzphwgS5urpq+fLlSkxMVP369fXGG29o1qxZGe5TsGBBLV68WJMnT9Y777wjR0dH/ec//1GhQoXk5PT4O8mVK1dOYWFhmjdvnl577TV5enpq8uTJ2QqCmdVub2+vRYsWKTw8XFOmTNGNGzfk4eGhyZMnq3379pKkqVOnavLkyXr//fclybj+yy+/NI5cOzk5aeDAgVqyZIn27t2rUaNGKTExUYmJieleC7ts2bJMax8zZoxcXFy0Zs0aLViwQO7u7vrwww/VsWNHs8+DudI75kmTJmnDhg1pRuvHjx+vtWvXas6cOapYsaIWLlwoX19fk22GDRummJgYrVixQmXLltWMGTPS3EG6cOHC8vX11bVr1zL9wgAAAADILTaGrNwpCHiMn3/+Wf/73/9M7pKcnJyshg0bqnXr1iZ3cUb+dPDgQfXp00crV65U7dq1093mwoULaty4saZNm2b8giEjt2/fVoMGDTR27Fh169Yt23UdP35chpQHStk5L9ttAAAAIPfl5V2mUy/lfPRRqakYIUaO3bp1S0OGDFHfvn3VsGFD3bt3T2vWrNGNGzdyFHbw73PhwgWtW7dO3377rRwdHdM8xgkAAAB4kgjEyDEfHx+Fh4dr0aJFioqKkq2trWrUqKEVK1bI09Mzr8vDU8TW1lbLly9X4cKFFR4enuaRUAAAAMCTxJRpAPkWU6YBAADyh6d1yjSPXQIAAAAAWCUCMQAAAADAKhGIAQAAAABWiUAMAAAAALBKBGIAAAAAgFUiEAMAAAAArBKBGAAAAABglQjEAAAAAACrRCAGAAAAAFglAjEAAAAAwCoRiAEAAAAAVolADAAAAACwSgRiAAAAAIBVIhADAAAAAKwSgRgAAAAAYJUIxAAAAAAAq0QgBgAAAABYJQIxAAAAAMAqEYgBAAAAAFaJQAwAAAAAsEoEYgAAAACAVSIQAwAAAACsEoEYAAAAAGCVCMQAAAAAAKtUIK8LAIAcsbFVxR6j87oKAAAAPIZjyTJ5XUK6CMQA8r0iZb3yugTkQ3fu3JEkOTk55XElyK/oQ8gp+hBygv5jGUyZBpCvpaSk5HUJyKfOnz+v8+fP53UZyMfoQ8gp+hBygv5jGQRiAAAAAIBVIhADAAAAAKwSgRgAAAAAYJUIxAAAAAAAq0QgBgAAAABYJQIxAAAAAMAqEYgBAAAAAFaJQAwAAAAAsEoEYgAAAACAVSIQAwAAAACsEoEYAAAAAGCVCMQAAAAAAKtEIAYAAAAAWCUCMQAAAADAKhGIAQAAAABWiUAMIF+zteXXGAAAALKnQF4XAAA59cOvf5q1vftzxVXY0T6XqgEAAEB+QSAGkK+lpBj0wac7zdrn3debqLKnWy5VBAAAgPyCuYYAAAAAAKtEIAYAAAAAWCUCMQAAAADAKhGIAQAAAABWiUAMAAAAALBKBGIAAAAAgFUiEAMAAAAArBKBGAAAAABglQjEAAAAAACrRCAGAAAAAFglAjEAAAAAwCoRiAEAAAAAVolADAAAAACwSgRiAAAAAIBVIhADAAAAAKwSgRgAAAAAYJUIxAAAAAAAq0QgBgAAAABYJQIxAAAAAMAqEYgBAAAAAFaJQAwAAAAAsEoEYgAAAACAVSIQAwAAAACsEoEYAAAAAGCVCMQAAAAAAKtEIAYAAAAAWCUCMQAAAADAKhGIAQAAAABWiUCcSwwGQ16XAAAAAAB4jHwbiIcOHaq6deumWR4bGysvLy8FBgamWbdz5055eXnp4MGDOnjwoLy8vHTkyBGL1/bll18qLCzMrH0uXLggLy8vrV+/3uL1ZFXv3r3Vt2/fPHv/p9GsWbNUuXJli7eb2v8y+7lw4YLF3xsAAADAQwXyuoDs8vf317Zt23T27FmVL1/euDwmJkbFihXT5cuXdebMGVWqVMm47ujRo3J0dJSPj4+SkpIUFRWlChUqWLy2+fPnq1atWhZvF/8eVapUUVRUlPH1nj17NG/ePM2bN08uLi7G5SVLlsyL8gAAAACrkK8DsSQdO3YsTSDu0qWL1q5dq5iYGJNAfOTIEdWpU0f29vayt7dXjRo1nnjdgCQ5Ozub9L+zZ89KkipXrqxSpUrlVVkAAACAVcm3U6Y9PDz03HPPKS4uzrjs8uXL+umnnxQQECA/Pz/FxMQY1925c0c//PCDAgICJCnNlOlZs2apRYsWioiIkJ+fn5o3b67bt2+n+95Lly5VixYtVK1aNdWvX18TJ07UrVu3JEnBwcGKj49XdHS0yZTX33//XcOGDVOdOnVUo0YN9evXT7/88kuatv/8808NGTJEPj4+8vPz03vvvac7d+6YbLNmzRq1atVKVatWVXBwsBYsWGByzfK4cePUr18/rV27Vs2aNVPVqlXVvn17ffvtt2ad4507d6py5coKDQ01nqP0pg97eXlp7ty5Juc1KipKDRs2VGBgoI4cOfLYacHpWbdunby8vIxB8Z/Lz58/L0n69ddfNWjQIPn7+8vHx0f9+/fXmTNnjNtnVE967t27p9DQUAUEBMjHx0fjx4/XvXv30my3Y8cOderUSdWqVVNgYKDCwsKUlJRkXG9OX8oKLy8vzZkzR506dVLt2rX1+eefS8q8T6VOw9++fbvefPNN+fj4yNfXVyEhIbp7965xu+DgYM2ePVtTp05VvXr1VL16dfXr10+//fabcZv0ptNn9P+hXbt2qW3btqpataqaN2+e5jKAn376Sa+++qp8fHzUoEEDLVmyRH379tW4ceOyfY4AAACA7Mi3I8SSVLduXR07dsz4et++fXJwcFDt2rUVHx+vKVOm6O7du3J0dNSJEyeUnJysevXqZdje+fPntXv3bs2YMUM3btxQ4cKF02yzadMmffTRRxo7dqwxsIWFhRnD1OzZszVw4EB5eXlp0KBBKlmypK5du6aXXnpJTk5OmjhxogoVKqSFCxfqP//5j6Kjo/X8888b2//444/Vp08fzZ07V3FxcYqIiFDRokU1atQoSdKnn36qmTNn6uWXX1b9+vV16tQpRURE6Nq1ayaB4sSJE7p48aLeeustOTs765NPPtHQoUO1d+9eFSlSJNNzGxsbq+HDh6tHjx4aP358lj6PR82cOVPvv/++bt++LW9vb5PpwZL0yy+/KCQkRJ06dUp3/6ZNm2rSpEnavHmz3nzzTePyzZs3y8fHR2XKlNGPP/6oHj16qEKFCpo0aZLx/Lz00ktau3atyXT4f9aTntGjR+vbb7/V8OHD5e7urqioKG3cuNFkm40bN2rUqFHq0KGDhg0bpvj4eM2YMUMXLlzQrFmzjNtl5HpMswAAGOhJREFUpS+ZY+7cuRoxYoTKlSsnd3d3s/rUu+++q86dO2vu3Lk6efKkZs6cqWeeeUbDhg0zbrNkyRLVqlVLoaGhSkxM1JQpUzR+/HhFRkaaVeeff/6pKVOmaNCgQXruuee0aNEijR07VtWrV5eHh4euXbum3r1769lnn9VHH32kW7duKTw8XAkJCWrdunW2zo2tra0+m9TVrH0c7PP1rz4AAABYSL7+q7Bu3bqKjo5WQkKCihUrppiYGNWuXVv29vYKCAhQUlKSDh06pKCgIB05ckQlSpRQxYoVM2wvOTlZ48aNk5+fX4bbHDp0SKVLl1avXr1kY2MjX19fOTk5KTExUdLDKa/29vZycXExToldunSpEhMTtWbNGuN02MDAQDVt2lTz5s3TBx98YGy/VatWxmDr7++vffv26cCBA5Kkmzdvat68eerZs6cxpAYGBsrJyUlhYWHq06ePnnvuOeO20dHRKlOmjCTJyclJvXr10sGDB9WkSZPHntdjx45p8ODB6tixo0JCQh67bUZ69uypZs2aGV8/Oj04ISFBo0ePlre3tyZMmJDu/oULF1bjxo311VdfGQNxQkKCYmNj9c4770iS5syZI0dHRy1dulROTk6SpICAADVt2lQRERGKiIjIsJ5/+vnnn7Vt2zZNmjRJPXr0kCTVr19fbdu21blz5yQ9vHP49OnT1ahRI5ObppUqVUqDBw/W0aNHjdeOZ6UvmaNmzZrq16+f8fXMmTOz3KcaNWqksWPHSvq/PrVnzx6TQFysWDHNnTtXdnZ2kqT4+HjNmjVLN2/ezNIXKKnu3LmjefPmGW945+HhoUaNGumbb76Rh4eHli9frnv37mnRokV65plnJEnly5dX167mBVpTBqVcPmfeHiXLSHZOOXhPAAAA/Bvk60Ds7+8vg8Gg48ePKygoSLGxsRowYIAkqUyZMipbtqxiY2MVFBSkw4cPP3Z0ONXjArP0MIRHRUWpY8eOatKkiYKCgtS2bVvZ2NhkuM/+/ftVpUoVubq6Kjk5WZJUoEABBQQEKDY21mTb2rVrm7wuXbq0Tpw4IelhUL17966Cg4ON7UgPp7x++OGHOnDggHHEtUSJEsYwLMkYmh6dKpue33//XQMGDJCdnZ3efvvtxx7X42R0HpOTkzV06FDdvXtXERERsre3z7CN9u3ba+PGjcabo23fvl2S1LJlS0kPrwkPDg42hmHpYZAODg7Wzp07s1RPqtRpv40bNzYus7W1VfPmzTV//nxJD6/zvXTpkgYPHmxy/uvXr6+CBQsqNjbW5GZqmb2nOf7Zljl9qmbNmiavS5UqpT///NNkWfXq1Y1hOHUb6WHANScQ//P9/tnvDhw4oFq1ahnDsCR5e3ubjGibzZCin1Z/ZNYuFXuMVpGy6U/XBwAAgPXI14G4ZMmS8vT01LFjx1SyZEldvXrVeI2w9HC08ODBg7p//75OnjyZ4fTcVHZ2dipevPhjt2nVqpVSUlIUGRmpuXPnatasWXr++ec1atQotWrVKt19EhIS9Ntvv6lKlSpp1hUsWNDktaOjo8lrW1tbpaSkGNuRpFdffTXd9/nrr78ybCc12Ka2lZH4+HgFBgZq//79mj9/vskoojkeDTyPmjx5suLi4rRs2TK5ubk9to169eqpRIkS+uqrr1SpUiVt2rRJQUFBKlasmCQpMTFRrq6u6b536jXdmdWTKnWE/9E7PEsPv1hIlXr+Q0JC0h05f/T8Z6UvmeOf9ZvTpxwcHExeP9qnHreNZP7ztO3s7Ey+5EhtJ/X9rl27ptKlS6fZ79HzDAAAADwp+ToQSw9HiU+cOCFnZ2e5ubnphRdeMK4LDAxUVFSUDh8+rLt372ZphDgr2rRpozZt2ujmzZuKiYnRZ599ptGjR8vX1zfdgObs7Ky6desarwPOrtSRupkzZ5qM/qayxCN6KlWqpAULFmjatGlauHChWrVqZRydtLGxSROkzLlZ1IoVK7R69Wq9//77aUYt02NnZ6c2bdpo69at6tOnjw4fPqyPP/7YuL5o0aK6cuVKmv0uX75sDM1ZlRper1y5YhLUU0Ow9H/nf/z48ek+VsuSATgzlupT5njw4IHJ63/e7C0r3NzcdO3atTTLr169qnLlymW7NgAAACA78u1dplP5+/vr+++/15EjR0xGh6WH05ttbW0VFRWlihUrWiQwjhw50nhNa5EiRdSyZUsNGjRIycnJunz5sqT/GxVL5evrq3PnzsnT01PVqlUz/qxZs0ZfffVVlt+7evXqKliwoP766y+TdpKTkzVz5kzj++dE8eLFZWdnpyFDhsjFxUUhISHGEOzs7CyDwaBLly4Ztz969GiW2t2/f79CQ0PVvXt3de/ePcv1tG/fXvHx8Zo/f76cnZ3VqFEj47o6depo9+7dJsHszp072r17t9nPgU695nXr1q0my3fv3m38b09PT7m4uOj33383Of/FixfX9OnT9euvv5r1njlhqT6VVc7Oziafu5T1z/5RderUUVxcnEkoPnPmjPFu7AAAAMCTlO8Dsa+vr27fvq19+/alCcTOzs6qVq2adu3aZbHR4bp162rHjh0KCwvT/v37tW3bNn3yyScqV66ccXS6aNGi+uGHH3To0CH9/fffeuWVV5SUlKRXX31VW7duVWxsrMaMGaM1a9aYjGhnxsXFRa+++qpmzpyp2bNna//+/fryyy81ZMgQXbx40ay2MuPs7Ky3335bx48f16pVqyRJQUFBkqR33nnH+N4TJ07M9A7K8fHxeuutt+Tu7q5u3brpxIkTOn78uPHnn9ObH/Xiiy+qYsWKWrVqlVq0aGEyHXfw4MG6deuW+vbtqx07dmj79u3q27ev7ty5o8GDB5t1vO7u7urevbvCw8P12Wef6dtvv9XIkSP1448/Grexs7PTsGHDtHLlSoWGhmrfvn3avHmz+vfvr19++SXdR1LlFkv1qaxq1KiR4uPjNXXqVB08eFBz5szRunXrzG6nd+/esre312uvvaadO3fqq6++0uDBg2VjY5Pt69UBAACA7Mr3U6aLFi2qypUr67vvvks39AYGBurYsWMWC8Rdu3ZVUlKSIiMjFRkZKQcHB/n7+2vMmDEqUODh6XzjjTcUEhKifv36aenSpapZs6ZWr16tGTNmKCQkRPfv31f58uU1Y8YMsx81M3z4cJUoUUKRkZGaP3++ihUrpvr162vEiBEqVKiQRY4xVYsWLdSgQQOFh4ercePGKleunMLCwjRv3jy99tpr8vT01OTJkzV58uTHtnPkyBElJiYqMTFRnTt3TrN+2bJlj70bc7t27TR9+nS1a9fOZLmXl5dWrlypGTNmaMyYMbK1tVXt2rWNMwLMNWHCBLm6umr58uVKTExU/fr19cYbb5g8Tql79+5ydnbWwoULFRkZKWdnZ9WpU0cjRox4otfBurm5WaxPZUXnzp2Nz9eOjIyUr6+vIiIi9NJLL5nVTrFixbR06VJNmTJFw4cPl4uLi15//XXNnz8/x4+mAgAAAMxlYzD3rjkAkE0nTpzQrVu3TGZz3LhxQ/Xq1dOYMWPUp08fs9o7fvy4DCkPlLJznln7cZdpSDLOAPHyoi8ge+hDyCn6EHKC/pN1x48fl2T6KNhU+X6EGED+ceHCBY0aNUrDhg2Tj4+Pbty4oSVLlqhIkSJq06ZNXpcHAAAAK0MgBvDEtG7dWteuXVNUVJTmzp0rBwcH+fr6atWqVWkeeQUAAADkNgIxgCeqd+/e6t27d16XAQAAAOT/u0wDAAAAAJAdBGIAAAAAgFUiEAMAAAAArBKBGAAAAABglQjEAAAAAACrRCAGAAAAAFglAjEAAAAAwCoRiAEAAAAAVolADAAAAACwSgRiAAAAAIBVIhADAAAAAKwSgRgAAAAAYJUIxAAAAAAAq0QgBgAAAABYJQIxAAAAAMAqEYgBAAAAAFaJQAwAAAAAsEoEYgAAAACAVSIQAwAAAACsEoEYAAAAAGCVCMQAAAAAAKtEIAYAAAAAWCUCMQAAAADAKhGIAQAAAABWqUBeFwAAOWJjq4o9Rpu1i2PJMrlUDAAAAPITAjGAfK9IWa+8LgEAAAD5EFOmAeRrKSkpeV0CAAAA8ikCMQAAAADAKhGIAQAAAABWiUAMAAAAALBKBGIAAAAAgFUiEAMAAAAArBKBGAAAAABglWwMBoMhr4sAgOw4evSoJMnOzi6PK0F+9ODBA0n0H2QffQg5RR9CTtB/si71XNWqVSvNugJPuhgAAJ4G/AGBnKIPIafoQ8gJ+o9lMEIMAAAAALBKXEMMAAAAALBKBGIAAAAAgFUiEAMAAAAArBKBGAAAAABglQjEAAAAAACrRCAGAAAAAFglAjEAAAAAwCoRiAEAAAAAVolADAAAAACwSgRiAAAAAIBVIhADAAAAAKwSgRhAvrRp0ya1bt1a3t7eatmypdatW5fXJSEfOH36tKpUqaJLly6ZLI+JiVHnzp1VvXp1BQcHa/HixXlUIZ42KSkpWrVqldq2bSsfHx81adJEoaGhunXrlnEb+g8ex2AwaMmSJWrevLm8vb3Vrl07bdy40WQb+hCy6s0331TTpk1NltF/csZu4sSJE/O6CAAwx5YtWzRy5Ei1bdtWAwcO1L179/Txxx/rhRdeUIUKFfK6PDylzp49q/79++vmzZt65ZVX5OzsLEmKi4tTv3795Ovrq2HDhqlIkSKKiIiQo6OjatasmcdVI6999tlnmjZtmjp16qTXX39dHh4eWrp0qeLi4tS+fXv6DzL16aefasaMGXr55Zf12muvyWAwKCwsTJ6ennrhhRfoQ8iy9evX69NPP9X/+3//T3369JHEv2GWYGMwGAx5XQQAmKNp06aqWrWqZs6caVw2bNgw/fjjj9qyZUseVoanUXJysqKiohQeHq6CBQsqISFB33zzjUqVKiVJ6tu3r+7cuaM1a9YY9/noo4+0Zs0a7du3T/b29nlVOvKYwWCQn5+fWrdurQkTJhiXb968WcOHD9e6desUFhZG/0GG7t+/r4CAALVt21YhISHG5b1799aDBw8UGRnJ7yBkyZ9//qm2bdvK0dFR9vb22rFjhyT+DbMEpkwDyFfOnz+v+Ph4NWvWzGR58+bNdfbsWZ0/fz6PKsPT6ujRo5o+fbpeffVVjRo1ymTdvXv3dOTIkXT7040bNxQXF/ckS8VT5vbt22rXrp3atGljsrx8+fKSpJ9//pn+g8eys7PT8uXLNWDAAJPlBQsW1L179/gdhCx79913FRAQIH9/f+My+o9lEIgB5Ctnz56VJJUrV85kubu7uyTp3LlzT7wmPN08PT21c+dOvfnmm7KzszNZd/78ed2/f5/+hHQ5Ozvr3XffVa1atUyW79y5U5JUuXJl+g8ey9bWVl5eXnJzc5PBYNCVK1e0YMECxcbGqnv37vwOQpasXbtW33//vcksA4l/wyylQF4XAADmuHnzpiQZr/9MVbhwYUkyudENIEmurq4ZrqM/wVwnTpzQggUL1KRJE/oPzLJ9+3YNHTpUktSwYUO1a9dOp0+flkQfQsZ+//13hYaGKjQ0VC4uLibr+B1kGYwQA8hXUm97YGNjk+5yW1t+rSHrMupPqehPeNTRo0fVv39/lS5dWh988AH9B2apXLmyVqxYoZCQEMXFxWnAgAH0ITyWwWDQ22+/raCgIDVv3jzd9RL9J6cYIQaQrxQpUkRS2m89b9++bbIeyIqM+lPqa/oTUm3evFnjxo2Th4eHFi5cqOLFi+vKlSuS6D/ImjJlyqhMmTKqU6eOnJ2dNXbsWGOgoQ8hPStXrtSPP/6ojRs3Kjk5WdL/heDk5GT+DbMQAjGAfCX1Opn4+Hh5eXkZl//2228m64GsKFu2rOzs7BQfH2+yPPU1/QmS9PnnnyssLEy+vr6aM2eO8Y9M+g8yk5CQoD179sjf319ubm7G5ZUrV5YkXbhwgT6EDG3btk3Xr19XYGBgmnVVqlTRxIkT6T8WwDg6gHzF3d1dpUuX1tatW02Wb9++XR4eHnruuefyqDLkR4UKFVLt2rW1fft2PfoUwm3btqlIkSKqWrVqHlaHp8HatWs1depUtWzZUgsXLjQZcaH/IDMpKSkaN26coqKiTJbv27dPklStWjX6EDI0adIkffHFFyY/jRo1UqlSpfTFF1+oRYsW9B8LsJs4ceLEvC4CAMxRpEgRzZs3T9evX5eNjY0+//xzRUdHa8KECXrhhRfyujw8xU6fPq1du3bplVdeMd6EpFSpUpo/f75+/fVXOTo6at26dfrss880ZMgQ+fn55XHFyEtXr15V//795ebmppEjR+rq1au6dOmS8cfe3l7lypWj/yBDjo6OunbtmpYtW6YCBQooKSlJ69ev1+zZs9WpUyd17tyZ30HIUPHixeXm5mbyExMTo7/++kujRo2So6Mj/ccCbAyPfp0AAPnE6tWrtXjxYl28eFFlypTRgAED1KFDh7wuC0+5//73vxo/fry++eYblSpVyrh8x44dioiI0Llz5+Tm5qaePXvq1VdfzcNK8TRYt26dxo4dm+H6adOmqX379vQfPNb9+/e1ZMkSffHFF/rjjz9UqlQpde3aVf379zfe9Ig+hKwaN26cjh49qh07dhiX0X9yhkAMAAAAALBKXEMMAAAAALBKBGIAAAAAgFUiEAMAAAAArBKBGAAAAABglQjEAAAAAACrRCAGAAAAAFglAjEAAEAe2L9/v7y8vOTn56ekpKS8LkeSFBwcrN69e1tsOwB42hGIAQAA8sCmTZvk5OSkhIQEff3113ldDgBYJQIxAADAE5aUlKTt27erffv2KlKkiKKjo/O6JACwSgXyugAAAABr88033+jGjRvy8/NTQkKCtm/frsuXL6tEiRJ5XRoAWBVGiAEAAJ6wjRs3ysbGRnXq1FHTpk314MEDrV+/3mSb4OBgvffee1q/fr1at26tatWqqVmzZlq5cqVxm4MHD8rLyyvDn//+97+SJIPBoFWrVqlLly7y8fFRtWrV1KJFCy1YsEAGgyHd+lq3bq2qVauqefPmWrVqVe6eEADII4wQAwAAPEG3bt3Snj17VKNGDbm6uiooKEj29vaKjo5W//79Tbb99ttvtXXrVvXq1Uuurq6KiorS+++/r9KlSysoKEienp6aNm2ayT4PHjxQWFiYHjx4oNq1a0uSPv74Y82fP18dO3ZUt27ddPv2ba1bt07h4eEqUaKEOnbsaNz/1KlT+umnn9SrVy+5uLho9erVmjhxokqUKKEmTZrk/gkCgCeIQAwAAPAEbdu2Tffu3VOzZs0kSc7OzqpXr5727NmjkydPytvb27jtxYsXtW7dOlWqVEmS1LRpU9WvX18bNmxQUFCQXF1d1b59e5P2J02apMTERM2dO1dly5bV/fv3tWLFCrVu3VpTp041bte1a1f5+/tr27ZtJoH477//1sqVK1WlShVJUsOGDdW4cWNt376dQAzgX4dADAAA8ARt3LhR0sNwm6pp06bas2ePoqOjTQJxuXLljGFYkkqUKCFXV1dduXIl3bbXrl2ryMhIDRo0SMHBwZKkggULKjY2Vvfv3zfZ9vr163J2dtadO3dMlnt4eBjDsCQ9//zzcnFxyfA9ASA/IxADAAA8IX/99ZcOHTokDw8P2djY6MKFC5KkSpUqycbGRl999ZXGjx8ve3t7SZKLi0uaNuzt7ZWSkpJmeVxcnCZNmqTAwEANGTLEZF3BggW1Z88e7dq1S+fOndNvv/2mxMRESUpzDfEzzzyTpm0HB4c0gRoA/g0IxAAAAE/I5s2b9eDBA/3vf/9T48aN06xPTEzUzp071apVK0mSrW3W7n/6559/aujQoSpZsqTCw8NN9jMYDBo9erQ2bdqkWrVqycfHR927d1edOnX08ssvp2krq+8JAP8GBGIAAIAnJPXu0lOnTpWzs7PJujNnzmjWrFmKjo42BuKsuHfvngYPHqwbN25o9erVKlasmMn6I0eOaNOmTRo0aJDeeust4/Lk5GQlJCSoTJkyOTsoAMjHCMQAAABPwP/+9z9999138vPzU4cOHdKsDwoK0urVq7Vv3z79+eefWW43JCREp06dUlhYmCpXrpxmfUJCgiSpQoUKJsvXrFmju3fvKjk52cwjAYB/DwIxAADAE5B6M60uXbqku75gwYLq3Lmz5s+fn+aZxBlZuXKl1q9frzp16sjR0VEbNmwwuSa4bNmy8vHxkbOzs0JDQ/XHH3+oaNGiOnjwoDZv3qxChQrp9u3bOT84AMinCMQAAABPwKZNm1SkSBHj45bS061bNy1YsEDR0dFZavPUqVOSpMOHD+vw4cNp1nfs2FFTp07VggULNH36dM2dO1f29vYqV66cZsyYoZMnT2rZsmW6cuWKXF1ds3dgAJCP2Rj+eWtBAAAAAACsALcRBAAAAABYJQIxAAAAAMAqEYgBAAAAAFaJQAwAAAAAsEoEYgAAAACAVSIQAwAAAACsEoEYAAAAAGCVCMQAAAAAAKtEIAYAAAAAWCUCMQAAAADAKv1/oni5QPOpFCwAAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "id": "dressed-madonna",
      "cell_type": "markdown",
      "source": "Dies spiegelt sich auch in der Frage nach der Beziehungshappiness wieder: Paare die einigermaßen zufrieden sind (Score 7-8) würden die App am ehesten nutzen."
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "df.loc[df[\"Wie glücklich bist Du in Deiner jetzigen Beziehung?\"] <= 6, \"Wie glücklich bist Du in Deiner jetzigen Beziehung?\"] = 6 ",
      "execution_count": 91,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "guilty-passage",
      "cell_type": "code",
      "source": "def plot_nutzen2(col, col_name, perc=True, drop_vll=False):\n    df_tmp = df.copy()\n    count = df_tmp.groupby(col).count()[\"Zeitstempel\"]\n    if perc:\n        print(count)\n        percentage = count\n        x_label = \"Prozent\"\n    else:\n        percentage = 1\n        x_label = \"Anzahl\"\n    if drop_vll:\n        df_tmp = df_tmp.loc[df_tmp[\"Würdest Du LoveLane nutzen?\"] != \"Vielleicht\"]\n        \n    df_nutzen = (df_tmp.groupby([col, \"Würdest Du LoveLane nutzen?\"]).count()[\"Zeitstempel\"] / percentage).reset_index()\n    df_nutzen.columns = [col_name, \"Nutzen\", x_label]\n    ax = sns.barplot(data=df_nutzen, x=col_name, hue=\"Nutzen\", y=x_label)\n    ax.set_title(\"Nutzer nach {}\".format(col_name));\n    max_width = 35\n    #ax.set_yticklabels(textwrap.fill(x.get_text(), max_width) for x in ax.get_yticklabels())\n\nplot_nutzen2(\"Wie glücklich bist Du in Deiner jetzigen Beziehung?\", \"Beziehungsglück\", perc=False, drop_vll=True)",
      "execution_count": 84,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 842.4x595.44 with 1 Axes>",
            "image/png": 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1a9es22rUqKESJUpYf1bDwsKUmZmpf/zjHzbn5vao+yylSpWSu7u7fv/9d5vtX375pc3rJ554Qh4eHlq5cqXNfxebN2/W5s2bcxy7efPmCgsL08qVK7V3797b1gEg/7gCDeCuubi4aNy4cercuXO2wNquXTuNHz9er7zyijp06KCEhAStXLnSevU4S1bv6vz589W8eXO5ubkpNjZWNWrUUO3atbVhwwabf+IuU6aMmjVrpujoaL344ovq0qWLevbsqVKlSmnTpk36+eefNWLECPn7+xfKe37ggQdUsWJFxcbG6vr166pQoYJ++eUXrV27Vl5eXjbBa8SIEerWrZu6deum8PBw+fr6auXKlUpOTtYbb7xRYDV99913OnXqlPX1hQsXtHr1ah0/flzvvvuu9ZZnkZGR+vHHHxUeHq7w8HBVrFhR//znP/X111+re/fuqlWrlvbv36933nlHZcqUsd595Nb1L168eI5tMwMHDtTWrVv16quvqkePHqpVq5b27Nmj9evXq3nz5mrevLnRewoNDdWECRP07rvv6vjx4/L09NTKlSvz/bj3fv36af369erbt6/69OmjgIAArV+/3npVOqsFpG/fvurfv7/Cw8P1/PPPy8vLS3FxcTp69KgmT54s6eaTBFu2bKmpU6cqPj5e9evX13fffWe9B3lu7SQ+Pj7WO7WMGTNGwcHB+uGHH/Tzzz/b3JaudOnSGjp0qGbMmKF+/fopNDRUp06d0rJly/TYY4+pZcuWOY4/ZswYffPNN3r77be1Zs2aHNtMANwdAjSAAhEUFKQ+ffpo4cKFNtt79eqlS5cu6bPPPtP48eNVp04dzZ49WwsXLrTeqUKS2rZtq61bt2rNmjX66aef9Nxzz8lisejIkSMaNmxYtvmaNGmiZs2aKTg4WJ988oliYmK0aNEipaenq3r16po0aZI6depUaO/X09NTc+fO1aRJk7RkyRJZLBZVqVJFY8aMUXp6ut577z399ttvqlevnmrWrKlPP/1U06ZN0/z58+Xq6qqHH35YkydPVq1atQqsptjYWOufXV1d5efnpzp16mjmzJk2t52rUqWKVq5cqVmzZlmDfGBgoEaPHm19uM2BAweUlpamc+fOWW/RdqtKlSrlGKBLlSqlTz/9VLNmzdLmzZv16aefqmLFihoyZIgGDBhg3OcdEBCgefPmaerUqZo1a5b8/f31wgsvqEaNGjnWdSclS5bUsmXLNGnSJC1dulQuLi5q1aqV2rVrp8mTJ1v7o5988knNmTNHH330kT788ENdv35dtWrV0rRp09S2bVvreNOnT9f06dO1adMmbdy4UcHBwZo2bZqGDBly29vwjRs3Tj4+Ptq2bZu+/PJLPfHEE1qyZIlat25tc9zgwYNVtmxZLVmyRJMmTVLZsmX1wgsvaNiwYbn29FesWFGDBw/WtGnTtGjRIg0YMMB4nQDcnoslp0dDAQBwH7pw4YJKliyZLXwuXLhQkydPVlxcXLZe+9wkJSXJ09Mz24cGf/vtN3Xp0kXvvfeeunbtWmC1A3Ae9EADAIqMyZMn6/HHH7fpyc/IyNDmzZsVEBCQrbXodrZu3aqGDRtm6zXetGmTJFmfMAng/kMLBwCgyOjQoYPWr1+vPn36qEOHDnJxcdGWLVv0888/a8KECUYtJi1btpSfn5+GDx+u8PBwlSpVSvv27dOaNWvUoUOHbPf5BnD/oIUDAFCk7Ny5U/PmzdPBgweVlpamoKAg9evXT61atTIe6/Dhw4qJidHu3bt15coVVapUSZ06ddLLL79sdN9xAPcWAjQAAABgoEi1cOzZs0eS2dPIAAAAULRkPe20UaNGOe7nQ4QAAACAgSJ1BTrrynNeHkcLAACAounWp5XmhCvQAAAAgAECNAAAAGCAAA0AAAAYIEADAAAABgjQAAAAgIEidRcOAAAAZ2OxWHTu3DmlpqYqMzPT0eXct1xdXeXu7q4SJUqoePHidzUWARoAAMBBLBaLjh8/rqSkJHl5efGwt0KUlpam5ORkXbp0SX5+fqpYsaJcXfPXjEGABgAAcJBz584pKSlJ5cuXV0BAgKPLue9lZmbq/PnzOnfunC5fvix/f/98jUMPNAAAgIOkpqbKy8uL8Gwnrq6uKlOmjDw9PXX16tX8j1OANQEAAMBAZmYmbRt25uLiInd397vqNydAAwAAAAYI0AAAAIABAjQAAABggAANAABwHxk1apSCgoK0fPnyHPcfO3ZMQUFBiomJMR77/PnzSk5OvtsS73kEaAAAgPvQ9OnTde7cuQIbb8eOHXr22Wd14cKFAhvzXkWABgAAuA8lJSVp4sSJBTbeL7/8oitXrhTYePcyAjQAAMB9KCQkRBs3btT333/v6FLuOwRoAACA+1B0dLR8fHw0btw43bhxI9fjQkJCFBERcdvto0aN0uzZsyVJzzzzjCIiIqy91Ll93dpjfejQIQ0dOlSNGzdWgwYN1KNHD+3atctmvoiICL388svauXOnOnfurPr166tFixaKiYm5q3s2FwYe5Q0AAHAfqlSpkoYMGaKpU6dq7ty5evXVV/M9Vvfu3XX16lVt27ZNo0ePVq1atRQQEKApU6ZkOzYmJkanTp3Sk08+KUk6ePCgevXqpTJlymjgwIHy8PDQxo0bNWDAAE2dOlXPPfec9dw//vhDb7zxhrp3767u3btr48aNmj17tgICAhQeHp7v+gsaARoAABQp11JuKOHERbvNV7Wiv4r7eNptvlv17dtXn3/+uebOnav27duratWq+RonODhYQUFB2rZtm0JDQ1W5cmVJUseOHW2Omz9/vhITEzV27FgFBwdLkiZMmKCAgACtXbtWxYoVkyT17t1bL774ot577z2FhobK0/Pm+pw5c0Zz5sxRSEiIJOn555/XU089pQ0bNhCgAQAAHCXhxEVN+CjObvNFDwxV3Zrl7TbfrTw8PDRu3Dj17t1b7777rhYsWFBoc+3atUvTpk1Tx44drWH34sWL+umnnxQREaHU1FSlpqZajw8LC9PEiRP166+/qlGjRpIkHx8ftWjRwnqMl5eXqlevXqB3EykIBGgAAID7WOPGjdWpUyetWbNGmzZtUoMGDQp8joSEBL355puqVauW3n33Xev2xMRESdLSpUu1dOnSHM89efKk9c+lSpWSq6vtR/Q8PT3pgQYAAIB9RUVFafv27Zo4caLmz5+fp3MyMjLydNzVq1c1ZMgQubi4aPbs2fL29s42Rnh4uEJDQ3M8/4EHHrD++a/h2VkRoAEAAO5zAQEBioyMVHR0tGbMmGGzz9XVNdtdOtLT03Xx4kVVqVLltuNaLBZFRUXp8OHDio2NVWBgoM3+SpUqSZLc3Nz0xBNP2Ow7dOiQjh07Jh8fn/y+LYe5N2I+AAAA7krXrl31yCOP6Ouvv7bZXqZMGcXHx9v0J2/fvl3Xr1+3OS7r6rDFYrFumzlzprZv365XX33Vpnc5S7ly5VSvXj2tXbtWp0+ftm5PS0vTmDFj9Nprryk9Pb0g3p5dcQUaAACgCHBxcdG4cePUuXNnm9Darl07jR8/Xq+88oo6dOighIQErVy50nr1OEtAQICkm3faaN68udzc3BQbG6saNWqodu3a2rBhg02vcpkyZdSsWTNFR0frxRdfVJcuXdSzZ0+VKlVKmzZt0s8//6wRI0bI39/fPgtQgAjQAAAARURQUJD69OmjhQsXWrf16tVLly5d0meffabx48erTp06mj17thYuXKjk5GTrcW3bttXWrVu1Zs0a/fTTT3ruuedksVh05MgRDRs2LNtcTZo0UbNmzRQcHKxPPvlEMTExWrRokdLT01W9enVNmjRJnTp1ssv7Lmgulluvw9/n9u3bJ0lq2LChgysBAACOsv/waae5jV1CQoIk5fv+zMifO637nTIjPdAAAACAAQI0AAAAYIAADQAAABggQAMAAAAGCNAAAACAAQI0AAAAYIAADQAAABggQAMAAAAGCNAAAACAAQI0AAAAYIAADQAAABhwd3QBAAAAyNm1lBtKOHHRYfNXreiv4j6eBTJWTEyM5syZo/379xfIeI5EgAYAAHBSCScuasJHcQ6bP3pgqOrWLO+w+Z0VLRwAAACAAQI0AAAA7O7TTz9V586d1bBhQz388MPq1KmTtmzZ4uiy8oQADQAAALtasmSJ3nnnHbVq1UofffSRPvjgA7m7u2vEiBE6ffq0o8u7I3qgAQAAYFfHjh3TK6+8okGDBlm3VapUSZ07d9bevXvVpk0bB1Z3ZwRoAAAA2NWYMWMkSVeuXNGRI0eUkJCgH3/8UZKUlpbmyNLyhAANAAAAuzp69KjGjh2r77//Xh4eHqpRo4bq1KkjSbJYLA6u7s4I0AAAAChQv/zyizZv3qzIyEi5ut78yF1GRoa8vLyUmZmpAQMGyMvLS5999pkefPBBubu769ChQ1q/fr2DK88bPkQIAACAAnXo0CEtWLBAx48ft247efKkKlSooIsXLyo+Pl4vvPCC6tevL3f3m9dzd+7cKYkr0AAAACiCmjVrpmLFiumdd95Rv379FB8fry+++EL9+/dX6dKlValSJS1ZskTlypWTr6+vdu3apSVLlkiSkpOTHVz9nRGgAQAAnFTViv6KHhjq0Pnzo3z58vrwww/1wQcfaMiQIfLz89NLL72kwYMHS5I+/PBDvffee3rrrbfk6empBx54QHPmzNHf//537dmzR7169SrIt1HgCNAAAABOqriP5z37KO3HH39cq1evznFfnTp1tHTp0mzbv/zyy8Iuq0DQAw0AAAAYIEADAAAABgjQAAAAgAECNAAAAGCAAA0AAAAYIEADAAAABgjQAAAAgAECNAAAAGCAAA0AAAAYIEADAAAABgjQAAAAgAF3RxcAAACAnKWnJivlTKLD5vcpFyh372L5OjciIkJ79+7VZ599pgcffDDb/rp162rw4MEaNmxYnsdzc3PTxx9/nK96ChIBGgAAwEmlnEnUHyved9j8tXtEya9KUL7PT09P15gxY7Rq1Sq5u99d7Hz77bfl4uJyV2MUFFo4AAAAUCj8/Py0f/9+zZs3767HeuCBB1SzZs0CqOruEaABAABQKOrVq6e2bdvqww8/1OHDh3M9LjMzU7GxsQoNDVW9evX07LPPatWqVTbHRERE6KWXXrK+DgoK0ooVKzR69Gg9+uijCg4O1uuvv67z588X1tuxIkADAACg0ERHR6t48eIaM2aMMjMzczxm3Lhxmj17tjp16qTY2Fi1bNlS//3f/62lS5feduwPPvhAkjRjxgxFRUXp66+/1qRJkwr8PfwVPdAAAAAoNAEBAfrv//5vvfnmm1q8eLH69u1rsz8+Pl4rV67UW2+9pX79+kmSnnzySWVkZGjmzJnq2rWrfHx8chy7Tp06mjhxoiSpWbNm+vXXXxUXF1e4b0gOvgKdmZmpTz75RO3bt1dwcLBCQ0M1ceJEXb161XrMN998oy5duqhBgwYKCQnRwoULHVgxAAAATLVt21YhISGaOXOmjh49arPvhx9+kMViUcuWLZWenm79CgkJUVJSkn755Zdcx33kkUdsXleoUEEpKSmF8h5u5dAr0PPnz9eMGTP08ssv6/HHH1d8fLxmzZqlQ4cOacGCBdq7d68GDRqkNm3a6PXXX9eePXs0ZcoUWSwWvfzyy44sHQAAAAbGjRundu3a6W9/+5uWLFli3X7p0iVJ0rPPPpvjeWfOnMl1TG9vb5vXrq6uubaJFCSHBWiLxaL58+ere/fuGjFihCTpiSeekL+/v4YPH67ff/9ds2bNUt26dfX++zdv39K8eXOlp6crNjZWERER8vT0dFT5AAAAMFC+fHmNHDlSf/vb3/TJJ59Yt/v5+UmSli1bli0QS1LlypXtVmNeOayF49q1a+rQoYPatWtns71GjRqSpP/85z/avXu3WrVqZbO/devWunLlivbu3Wu3WgEAAHD3unbtqmbNmumDDz6wXilu3LixJOny5cuqX7++9evkyZOaNWuWXVoyTDnsCrSvr6+io6Ozbc9q/K5bt67S0tJUvXp1m/1Vq1aVdLPhvGnTpoVfKAAAgIP4lAtU7R5RDp2/oI0fP17t2rWTxWKRdPODgO3atdOYMWOUmJioByaJReAAACAASURBVB98UIcOHdK0adP00EMPqWLFigVew91yqrtw/Pzzz5o7d65CQ0OVlJQk6WbQvlXx4sUlyeaDhiYyMjJ08ODBuysUAAAnVLZs2Rz/Cbywpaam6uzZs3afNz8CAws+EOZFcnKyEhOzP5I7NTVVfn5+Sk1NzbbP3d1drp7eKl65lj1KzFXWh/pMZWZmysXFJdt7K126tF577TVNmjRJ6enpSk1N1bhx4zR//nwtXbpUp0+fVpkyZdSpUycNGTLEen5O42Wdf+trSTmu560yMjKUlJSU63EZGRlyc3PL9XynCdB79uzRoEGDVLlyZU2YMEHx8fGSlOsjG11duYU1AAC38vb2lsXFXQknLtptzqoV/R0S2ouC/IRWZ7JgwYJc9/Xs2VM9e/a0vvbw8NDgwYM1ePDgPI/3888/ZzvmTmMUFKcI0F988YVGjRqlatWqaf78+fL399e5c+ckZb/SnPU6q+HclJubm4KC8v9MdwAAnNn+w6c14aPCvw9uluiBoapbs/w99ndrkt1nLFasWI5rlJCQICn73SRQuNzc3FSqVClra/Bf7du377bnO/wy7qJFi/Tmm2+qYcOGWr58ucqVKydJqlKlitzc3LLdKzDr9V97owEAAAB7cGiAXrVqlSZNmqQ2bdpo/vz5NleVvby81LhxY23dutXaZC5JW7ZskZ+fn+rVq+eIkgEAAFDEOayF4/z583rvvfdUqVIlhYeHa//+/Tb7q1SposGDB6tv374aPny4OnXqpH//+99asGCBRowYkesjHQEAAIDC5LAAvWvXLqWkpOj48eMKDw/Ptn/KlCnq2LGjYmJiNGvWLA0dOlTly5e3eU46AADAvczV1VVpaWmOLqPIyczMvO1dNu7EYQH6+eef1/PPP3/H48LCwhQWFmaHigAAAOzL3d1dycnJyszM5A5jdpKRkaHU1FSVLl0632PwnQIAAHCQEiVKKDMzU+fPn7f5zBcKR0ZGhk6ePCkp/3d0k5zkNnYAAABFUfHixeXn56dz587pypUrcncnmhWWzMxMXb9+XRaLReXLl7+rz9PxXQIAAHCgihUr6vLly7p69aoyMzMdXc59y83NTQEBAfLz87vrm1EQoAEAABzI1dVV/v7+8vf3d3QpyCN6oAEAAAADBGgAAADAAAEaAAAAMECABgAAAAwQoAEAAAADBGgAAADAAAEaAAAAMECABgAAAAzwIBUAAAA4XHpqslLOJNptPp9ygXL3LpavcwnQAAAAcLiUM4n6Y8X7dpuvdo8o+VUJyte5tHAAAAAABgjQAAAAgAECNAAAAGCAAA0AAAAYIEADAAAABgjQAAAAgAECNAAAAGCAAA0AAAAYIEADAAAABgjQAAAAgAECNAAAAGCAAA0AAAAYIEADAAAABgjQAAAAgAECNAAAAGCAAA0AAPKtfGlfR5cA2J27owsAAAD3Lm8vD6WnJivlTKLd5vQpFyh372J2mw/4KwI0AAC4KylnEvXHivftNl/tHlHyqxJkt/mAv6KFAwAAADBAgAYAAAAMEKABAAAAAwRoAAAAwAABGgAAADBAgAYAAAAMEKABAAAAAwRoAAAAwAABGgAAADBAgAYAAAAMEKABAAAAAwRoAAAAwAABGgAAADBAgAYAAAAMEKABAAAAAwRoAAAAwAABGgAAADBAgAYAAAAMEKABAAAAAwRoAAAAwAABGgAAADBAgAYAAAAMEKABAAAAAwRoAAAAwAABGgAAADBAgAYAAAAMEKABAAAAAwRoAAAAwAABGgAAADBAgAYAAAAMEKABAAAAAwRoAAAAwAABGgAAADBAgAYAAAAMEKABAAAKUfnSvo4uAQXM3dEFAAAA3M+8vTyUnpqslDOJdpvTp1yg3L2L2W2+ooYADQAAUMhSziTqjxXv222+2j2i5FclyG7zFTW0cAAAAAAGCNAAAACAAQI0AAAAYIAADQAAABggQAMAAAAGCNAAAACAAQI0AAAAYIAADQAAABggQAMAAAAGCNAAAACAAQI0AAAAYIAADQAAABhwmgD9+++/66GHHtKpU6dstoeFhSkoKCjb14ULFxxUKQAAAIoyd0cXIElHjhzRwIEDlZ6ebrP92rVrSkxM1IgRI9SkSRObfSVKlLBniQAAAIAkBwfo9PR0ffrpp5o6dao8PDyy7T948KAsFoueeeYZ1axZ0wEVAgAAALYc2sKxZ88effDBB+rXr58iIyOz7f/999/l5eWlatWq2b84AAAAIAcOvQJds2ZNxcXFqXTp0lqzZk22/QcPHlSpUqX05ptv6ttvv1VGRoZatGihMWPGqGzZsvmaMyMjQwcPHrzb0gEADlC2bFl5e3vbfd7U1FSdPXvW7vOaCgwMdHQJdpOcnKzExETj81gj5+So70tua5SRkSE3N7dcz3NogC5Tpsxt9x84cEDnzp1TrVq1FBERoSNHjmjWrFnq06eP1q5d65D/iQIAHMfb21sWF3clnLhotzmrVvTn7xsANpziQ4S5iY6OlsViUYMGDSRJjRs3Vs2aNdWrVy99/vnneuGFF4zHdHNzU1BQUEGXCgCwk/2HT2vCR3F2my96YKjq1ix/D/3dkeToAuyiWLFid/E9YY2ckSO+K7mt0b59+257nlMH6IcffjjbtkaNGsnPz08HDhxwQEUAAAAo6pzmPtB/lZycrNWrV2cLyhaLRWlpafL393dQZQAAACjKnDZAe3l5afLkyZo9e7bN9q+++kqpqanZ7gsNAAAA2IPTtnC4ublp8ODBmjRpkiZMmKCQkBD98ccfiomJ0TPPPKPHHnvM0SUCAACgCHLaAC1Jffv2la+vr5YsWaJVq1apZMmS6tGjh4YNG+bo0gAAAFBEOU2A7ty5szp37pxte7du3dStWzcHVAQAAABk57Q90AAAAIAzIkADAAAABgjQAAAAgAECNAAAAGCAAA0AAAAYIEADAAAABgjQAAAAgAECNAAAAGCAAA0AAAAYIEADAAAABgjQAAAAgAECNAAAAGCAAA0AAAAYIEADAAAABgjQAAAAgAECNAAAAGCAAA0AAAAYIEADAAAABgjQAAAAgAECNAAAAGCAAA0AAAAYcM9tR58+fYwHc3Fx0eLFi++qIAAAAMCZ5Rqgjx07Zs86AAAAgHtCrgF6+/bt9qwDAAAAuCfQAw0AAAAYyPUKdE6++uorbdu2TWfPnlVaWlq2/fRAAwAA4H6X5wC9YsUKvfPOO5KkgIAAeXl5FVpRAAAAgLPKc4BetGiRatWqpdjYWFWsWLEwawIAAACcVp57oE+cOKEePXoQngEAAFCk5TlAV61aVRcuXCjMWgAAAACnl+cAPWjQIC1btkwHDhwozHoAAAAAp2b0JMLr16+rc+fOqlatmkqXLi0XFxeb/dyFAwAAAPc7oycR+vv7S5JSU1N1/PjxwqsKAAAAcFI8iRAAAAAwUKBPIuRDhgAAALjfGT2JcN26ddq6dauSk5OVmZlp3Z6RkaFr167p0KFD+u233wq8SAAAAMBZ5DlAz5s3T9OmTZOHh4d8fX118eJFVahQQZcuXVJKSoq8vb0VERFRmLUCAAAADpfnFo41a9aoTp06+u677/Tpp5/KYrFoyZIl2r17t8aOHavr16+rQYMGhVkrAAAA4HB5DtDHjx9Xx44d5evrq8DAQJUsWVK7d++Wm5ubevXqpeeee45b2AEAAOC+l+cA7e7uruLFi1tfV61aVQcPHrS+fuyxx/Tnn38WaHEAAACAs8lzgK5Zs6b+/e9/W19Xr17d5gODV65c0Y0bNwq2OgAAAMDJ5DlAd+7cWWvWrFFkZKSSk5MVEhKi3bt3a/bs2friiy/08ccfq06dOoVZKwAAAOBweb4LR8+ePXXq1CktX75c7u7uatWqldq2bavZs2dLknx9fRUZGVlohQIAAADOwOg+0MOHD9ewYcPk7n7ztKlTp6pnz566dOmSgoODVbp06UIpEgAAAHAWeW7hWLdunRITE63hOUvjxo0VGhqqxMREjR49usALBAAAAJxJngP0qFGj1LVrV+3YsSPH/UePHtW6desKrDAAAADAGeU5QGcZPHiwte8ZAAAAKGqMAvTo0aPVvXt3zZ49WwMGDNCVK1cKqy4AAADAKRkFaDc3N7399tsaP368vv/+e3Xp0kUHDhyQJLm4uBRKgQAAAIAzMW7hkKRu3bpp8eLFSklJUY8ePfT555/Ly8uroGsDAAAAnE6+ArQkPfLII1q9erUeeOABjRw5UkuXLi3IugAAAACnlO8ALUnly5fXP/7xD7Vv317/+te/CqomAAAAwGnl+UEqS5YsUc2aNbNt9/T01JQpU9SgQQP99ttvBVocAAAA4GzyHKCbNGly2/3h4eF3XQwAAADg7Iwe5b1z505t2LBB586dU0ZGRrb9Li4uWrx4cYEVBwAAADibPAfo5cuXa8KECZKk0qVLy9PTs9CKAgAAAJyVUQ90nTp1NG/ePJUpU6YwawIAAACcVp7vwnHy5El1796d8AwAAIAiLc8BukqVKjp37lxh1gIAAAA4vTwH6AEDBmjp0qX6z3/+U5j1AAAAAE4tzz3Qe/bsUfHixdWxY0dVr15dAQEBcnFxsTmGu3AAAADgfpfnAL1r1y5JUoUKFZSSkqLjx49nO+avgRoAAAC43+Q5QG/fvj3XfWfOnNH69eu1bt26AikKAAAAcFZGD1K5VVpamr766iutXbtW3377rTIyMuTqmueWagAAAOCeZBygf/vtN61du1YbN27UlStXZLFYVKZMGXXp0kXdu3cvjBoBAAAAp5GnAH3+/HmtX79ea9eu1aFDh2SxWKz9zsOGDdPAgQPl7p7vi9kAAADAPSPX1Juenq7t27drzZo1+uabb5Seni5PT089/fTTCgsLU1BQkLp27ao6deoQngEAAFBk5Jp8n3rqKV26dEm+vr4KCwtTWFiYnn76aRUvXlyScrwLBwAAAO5911JuKOHERbvNF1StrN3mKgi5BuiLFy+qWLFiat++vR577DE9+uij1vAMAACA+1fCiYua8FGc3eab9043u81VEHIN0B9//LE2btyojRs36pNPPpGLi4saNmyoVq1aKSwszJ41AgAAAE4j1wDdtGlTNW3aVGPHjtWOHTu0YcMG7dixQ3v37tXkyZNVrVo1ubi4KDk52Z71AgAAAA51x0//eXp6Wnugr169qi1btmjDhg3617/+JYvFopEjR2rNmjXq2rWrwsLC5OnpaY+6AQAAAIcwun2Gr6+vunTpoi5duujs2bPatGmTNmzYoO+//14//PCDSpQooR9//LGwagUAAAAcLt+PDixbtqxeeuklrV69Wlu2bNGQIUNUqlSpgqwNAAAAcDoF8uztqlWratiwYdqyZUtBDAcAAAA4rQIJ0AAAAEBRQYAGAAAADBCgAQAAAAMEaAAAAMAAARoAAAAw4DQB+vfff9dDDz2kU6dO2Wz/5ptv1KVLFzVo0EAhISFauHChgyoEAAAAnCRAHzlyRAMHDlR6errN9r1792rQoEGqUaOGYmJi1L59e02ZMkULFixwUKUAAAAo6oyeRFjQ0tPT9emnn2rq1Kny8PDItn/WrFmqW7eu3n//fUlS8+bNlZ6ertjYWEVERPDYcAAAANidQ69A79mzRx988IH69eunyMhIm33Xr1/X7t271apVK5vtrVu31pUrV7R37157lgoAAABIcvAV6Jo1ayouLk6lS5fWmjVrbPYlJiYqLS1N1atXt9letWpVSVJ8fLyaNm1qPGdGRoYOHjyY/6IBAA4TGBjokHmTk5OVmJjokLlNOGp9HCG/3xPW6M5Yo5t50c3NLdfzHBqgy5Qpk+u+pKQkSZKvr6/N9uLFi0uSrl69WniFAQAAALlwaIC+HYvFIklycXHJcb+ra/66T9zc3BQUFJTvugAAjpZk9xmLFSt2D/3dYf/1cYS7+56wRndWtNdo3759tz3PKe7CkRM/Pz9J2a80Z73O2g8AAADYk9MG6CpVqsjNzU1Hjx612Z71+q+90QAAAIA9OG2A9vLyUuPGjbV161ZrO4ckbdmyRX5+fqpXr54DqwMAAEBR5bQBWpIGDx6svXv3avjw4dqxY4dmzJihBQsWaODAgfLx8XF0eQAAACiCnDpAP/7444qJidHhw4c1dOhQbdiwQW+99Zb69+/v6NIAAABQRDnNXTg6d+6szp07Z9seFhamsLAwB1QEAAAAZOfUV6ABAAAAZ0OABgAAAAwQoAEAAAADBGgAAADAAAEaAAAAMECABgAAAAwQoAEAAAADBGgAAADAAAEaAAAAMECABgAAAAwQoAEAuI3ypX0dXQIAJ+Pu6AIAAHBm3l4eSk9NVsqZRLvN6VMuUO7exew2HwAzBGgAAO4g5Uyi/ljxvt3mq90jSn5Vguw2HwAztHAAAAAABgjQAAAAgAECNAAAAGCAAA0AAAAYIEADAAAABgjQAAAAgAECNAAAAGCAAA0AAAAYIEADAAAABgjQAAAAgAECNAAAAGCAAA0AAAAYIEADAAAABgjQAAAAgAECNAAAAGCAAA0AAAAYIEADAAAABgjQAAAAgAECNAAAAGCAAA0AAAAYIEADAAAABgjQAAAAgAECNAAAAGCAAA0AAAAYIEADAAAABgjQAAAAgAECNAAAAGCAAA0AAAAYIEADAAAABgjQAAAAgAECNAAAAGCAAA0AAAAYIEADAAAABgjQAAAAgAECNAAAAGCAAA0AAAAYIEADAAAABgjQAAAAgAECNAAAAGCAAA0AAAAYIEADAAAABgjQAAAAgAECNAAAAGCAAA0AAAAYIEADAAAABgjQAAAAgAECNAAAAGCAAA0AAAAYIEADAAAABgjQAAAAgAECNAAAAGCAAA0AAAAYIEADAAAABgjQAAAAgAECNAAAAGCAAA0AAAAYIEADAAAABgjQAAAAgAECNAAAAGCAAA0AAAAYIEADAAAABgjQAAAAgAECNAAAAGCAAA0AAAAYIEADAAAABgjQAAAAgAECNAAAAGDA3dEF3El6eroeeeQRXb9+3WZ7sWLF9O9//9tBVQEAAKCocvoAHR8fr+vXr2vy5MmqVq2adburKxfPAQAAYH9OH6APHDggV1dXtW7dWj4+Po4uBwAAAEWc01/G/f3331WlShXCMwAAAJyC01+BPnjwoDw9PfXyyy9r7969cnd3V5s2bfTWW2/J19fXeLyMjAwdPHiwECoF4IzKli0rb29vu8+bmpqqs2fP2n1eU/fa+gQGBhZCNc4pOTlZiYmJRuewPnfGGt0Za3QzL7q5ueV6ntMH6AMHDujq1avq1q2bBg0apN9++00xMTGKj4/XkiVL5OLi4ugSATgxb29vebpKKWfM/xLJL59ygZIDQml+sD4AYM7pA/T06dNVsmRJBQUFSZIeffRRlS5dWlFRUfruu+/UrFkzo/Hc3NysYwEoGpKOHtQfK96323y1e0TJr0rQPfP/mntvfZIKtB5nVaxYsXyuEetzZ6zRnRXtNdq3b99tz3P6HugmTZpke2MtWrSQdPPqNAAAAGBPTh2gz58/r1WrVmXrTUlNTZUk+fv7O6IsAAAAFGFOHaBdXFw0duxYLVu2zGb7F198ITc3NzVq1MhBlQEAAKCocuoe6ICAAIWHh2vp0qXy9fVV48aNtWfPHsXGxio8PFxVq1Z1dIkAAAAoYpw6QEvSyJEjVb58ea1evVpz585V+fLl9dprr+mVV15xdGkAAAAogpw+QHt4eKh///7q37+/o0sBAAAAnLsHGgAAAHA2BGgAAADAAAEaAAAAMECABgAAAAwQoAEAAAADBGgAAADAAAEaAAAAMECABgAAAAwQoAEAAAADBGgAAADAAAEaAAAAMODu6AIAAP/nWsoNJZy4aLf5gqqVtdtcAHC/IEADgBNJOHFREz6Ks9t8897pZre5AOB+QQsHAAAAYIAADQAAABggQAMAAAAGCNAAAACAAQI0AAAAYIAADQAAABggQAMAAAAGCNAAAACAAQI0AAAAYIAADQAAABggQAMAAAAGCNAAAACAAQI0AAAAYIAADQAAABggQAMAAAAGCNAAAACAAQI0AAAAYIAADQAAABggQAMAAAAGCNAAAACAAQI0AAAAYIAADQAAABggQAMAAAAGCNAAAACAAQI0AAAAYIAADQAAABggQAMAAAAGCNAAAACAAQI0AAAAYIAADQAAABggQAMAAAAGCNAAAACAAQI0AAAAYIAADQAAABggQAMAAAAG3B1dAHAn6anJSjmTaLf5fMoFyt27WL7OvZZyQwknLhZwRbmrWtFfxX087TZfQbD3GgVVK2u3uQAARQMBGk4v5Uyi/ljxvt3mq90jSn5VgvJ1bsKJi5rwUVwBV5S76IGhqluzvN3mKwj2XqN573Sz21wAgKKBFg4AAADAAAEaAAAAMECABgAAAAwQoAEAAAADBGgAAADAAAEaAAAAMECABgAAAAwQoAEAAAADBGgAAADAAAEaAAAAMECABgAAAAwQoAEAAAADBGgAAADAAAEaAAAAMECABgAAAAwQoAEAAAADBGjgHla+tK+jSwAAoMhxd3QBzuRayg0lnLhot/mqVvRXcR9Pu82H+4+3l4fSU5OVcibRbnP6lAuUu3cxu80HAICzIUDfIuHERU34KM5u80UPDFXdmuXtNh/uTylnEvXHivftNl/tHlHyqxJkt/kAAHA2tHAAAAAABgjQAAAAgAECNAAAAGCAAA0AAAAYIEADAAAABgjQAAAAgAECNAAAAGCAAA0AAAAYIEADAAAABgjQAAAAgAECNAAAAGDgngjQGzduVNu2bfXwww+rTZs2WrdunaNLAgAAQBHl9AH6yy+/VGRkpJo1a6b/+Z//UZMmTTRy5Eht3rzZ0aUBAACgCHJ3dAF3Mm3aNLVp00ZjxoyRJD311FO6fPmyZs6cqWeffdbB1QEAAKCoceor0ImJiTp69KhatWpls71169Y6cuSIEhMTHVQZAAAAiioXi8VicXQRudmxY4cGDBig9evXq06dOtbt+/fvV6dOnTRv3jw1b948z+Pt2bMn132urjd/l8jMtN9yuLq6/P85M+02570m6/siix3XyCXrZ8FsTsf8DLlKstwT6yOxRnfC+twZa3R7rM+dsUZ3xhr9n0aNGuW43albOJKSkiRJvr6+NtuLFy8uSbp69Wq+xnVzc7vNPpd8jXk3blcP/j8X+69Rfr8v9v8Zcrmn1ufmuazR7c9jfe58Lmt0+/NYnzufyxrd+dyiu0YZGRm3PcepA3TWxXEXF5cct1uvTuZRbr9FAAAAAHnl1D3Qfn5+krJfab527ZrNfgAAAMBenDpAV69eXZJ09OhRm+0JCQk2+wEAAAB7ceoAXbVqVVWuXDnbPZ+3bt2qatWqqWLFig6qDAAAAEWVU/dAS9LQoUM1evRolSxZUi1atND27dv15Zdfavr06Y4uDQAAAEWQU9/GLsuKFSu0cOFCnTx5UoGBgRowYICef/55R5cFAACAIuieCNAAAACAs3DqHmgAAADA2RCgAQAAAAMEaAAAAMAAARoAAAAwQIAGAPy/9u47Kuoz3+P4m2oXRROwQLAF6RhRF8XG2tCNillEQaKia0NFY0PDWrGgRiNgXRUFXYpJVIi6KkbUmBNXEYlYMNhiWUgQUYkyQpj7h5e5DsUEr8lv7p3v65w54ffwm+f3mQnJ+c4z33lGCCFENUgBrbArV67g4OBATk6O0lF0ilqtZseOHfTt2xdnZ2cGDhxIcnKy0rF01uTJk+ndu7fSMXRKSUkJzs7O2Nraat3atWundDSdcfbsWYYPH46LiwseHh4sWbKEn3/+WelYOuHMmTMV/nZevu3du1fpiDojLi4OLy8vXF1def/990lKSlI6ks4oKioiPDwcDw8PXFxc8PX15cSJE0rH0glV1T9ff/01H3zwAS4uLnh6erJ9+3aFEr6azn+Ryv9nN27cYPz48ZSUlCgdReds3ryZiIgIpkyZgqurKydPnmTmzJkYGRnRv39/pePplP3793P06FGsra2VjqJTbt68iUqlIjw8HBsbG824oaGsGwBcuHCB0aNH4+npycaNG7l9+zZr1qwhPz9fvqgKcHBwICEhQWtMrVbz8ccf8/TpU7p3765QMt2SkJDAwoULCQwMpGvXrpw4cYJZs2ZhYmKCl5eX0vEUFxwczOnTpxk3bhxubm6cO3eOyZMns3r1avr27at0PMVUVf+cP3+eCRMm4OXlRXBwMGlpaaxcuRK1Ws2YMWMUSls5KaAVUFJSQkJCAp988gkmJiZKx9E5xcXFbN++neHDhzNx4kQA3N3dyczMZNeuXVJAvyQ3N5elS5diaWmpdBSdc/XqVQwNDenbty+1atVSOo7OWb16Na6urqxbtw4DAwM6d+5MaWkp0dHRPHv2TO+fs7p16+Lq6qo1tnPnTm7evEl8fDzm5uYKJdMte/fupVOnTsyZMweAzp07k5mZyT//+U+9L6AvXbpEamoqs2bNYuzYscCL50elUrFs2TJ69+6tdy/of63+iYiIwN7enlWrVgHQrVs3SkpK2LRpEwEBAZiamv7RkaukX//mdERaWhqrV68mMDCQmTNnKh1H5xgZGREbG8u4ceO0xk1MTFCpVAql0k2hoaF06dIFd3d3paPonCtXrmBtba33hWBl8vPzOXfuHMOHD8fAwEAz7u/vT0pKijxnlcjLy2PdunWalhfxgkqlok6dOlpjDRo0oKCgQKFEuuPmzZsA9OzZU2u8Q4cO5OTkkJWVpUQsRb2q/lGpVJw7d44+ffpojfft25fHjx9z/vz5PzLqr5ICWgGtWrUiJSWFyZMnY2RkpHQcnWNoaIitrS0WFhao1Wry8vLYsmUL33zzDb6+vkrH0xl79uzh0qVL/P3vf1c6ik7KysrC1NSUMWPG0K5dOzp06MD8+fMpLCxUOprirl27hlqtxszMjGnTpuHq6kr7XkxGowAAEdZJREFU9u1ZsGABRUVFSsfTSRERERgaGjJt2jSlo+iUDz/8kFOnTnHo0CEKCwv517/+RWpqKoMGDVI6muKaNGkCwL1797TG79y5o/VPffKq+ufOnTsUFxfTokULrfF33nkH+J8XJLpCWjgU0LhxY6Uj/J9x5MgRpk6dCkCPHj0YOHCgwol0w71791i+fDnLly+Xt5KrcPXqVQoLC/Hx8WHChAlkZmYSGRnJzZs3iYmJ0Vp51Tf5+fkAhISE0Lt3bzZu3EhWVhaffvopKpWKFStWKJxQt+Tn57Nv3z4CAwOpX7++0nF0yoABA/j222+1Xlh4e3trWhb0mZOTE61bt2bJkiUsW7YMOzs7zp8/z7Zt2wB4+vSpwgn/eK+qf548eQK8aJ96Wdk7HLq2+CEFtNBp9vb27Nq1i6ysLNatW8e4ceOIiYlROpai1Go18+bNo3v37nr9IZRfs3btWszMzLC1tQVevG3aqFEjZs2axTfffEOXLl0UTqic4uJiAN577z0WLFgAvPicgVqtJjw8nKCgIKysrJSMqFMSExMpLS3lww8/VDqKzpk4cSLp6enMnTsXe3t7MjIy2LBhA3Xr1iU0NFTpeIoyNTUlKiqKOXPmMGLECACaN2/OtGnTmDNnjrRKlaNWqwGqXNzQtX5xKaCFTrOyssLKyooOHTpQt25d5syZQ3p6ul5vRbZ7926ysrJITk7WfIK57H88JSUlGBkZ6fXqapmOHTtWGOvRowfwYnVanwvoshWdbt26aY17eHiwYsUKsrKypIB+yeHDh+natau821PO+fPn+frrr1m+fDlDhgwBXvx3V79+febPn4+Pj4/mBay+atGiBYmJifz00088efIEGxsb0tLSADAzM1M4nW6pV68eUHGluey47Pe6QrfKeSGAgoIC9u3bR25urta4vb09QIVxfXP48GEePnyIh4cHDg4OODg4sG/fPn744QccHBxkf1rgwYMH7Nmzp0KPYVl/b8OGDZWIpTPKtvV7/vy51njZyrS8APsfubm5XL58We93lKjM/fv3gRfvZLzMzc0NgOvXr//hmXRJUVER+/fv5969e7z11lu0bNkSQ0NDLl26hIGBAXZ2dkpH1CnW1tYYGRnxww8/aI2XHZfvjVaaFNBC55SWlhISElJhD9bTp08D8O677yoRS2csWrSIzz77TOvWs2dPLC0tNT/rOwMDA+bPn8+uXbu0xg8ePIiRkRHt27dXKJluaNWqFc2aNePgwYNa48ePH8fY2Fiv3+EpLyMjA0Dv/2YqU1bQnD17Vmv8woULADRr1uwPz6RLTExMWLx4MZ9//rlmrKioiISEBDp06CAr0OXUqFEDNzc3jhw5onlXFV4sGtWrVw9HR0cF01UkLRxC55ibm+Pn58eWLVuoWbMmTk5OpKWlsXnzZnx8fGjZsqXSERVV2eNv0KABpqamODk5KZBI95ibm+Pv709sbCx169bFzc2NtLQ0Nm3ahL+/v+ZT3frKwMCAmTNn8tFHHzFz5kyGDBlCZmYmGzduJCAgQFoVXnLt2jVq1aql98VgZRwcHOjVqxfLli3j559/xs7OjszMTNavX0+3bt30frs/IyMjhg0bRnR0NG+//TbNmzdn69at3L9/n/DwcKXj6aSJEycyevRopk+fjre3N+np6Wzbto0ZM2boXM+4FNBCJ82dO5cmTZrw2WefERkZiaWlJVOmTJFPdovfbM6cOVhYWPD555+zZcsWLCwsmDp1qvwN/bf+/ftjamrK+vXrGT9+PI0aNSIoKIjx48crHU2n5OXlyc4br7B27VqioqLYsWMHDx48oFmzZgQGBlbYx19fBQcHY2hoyIYNGygsLMTJyYkdO3bg7OysdDSd5O7uTmRkJBEREQQFBWFhYcHs2bMJDAxUOloFBuqX18mFEEIIIYQQryQ90EIIIYQQQlSDFNBCCCGEEEJUgxTQQgghhBBCVIMU0EIIIYQQQlSDFNBCCCGEEEJUgxTQQgghhBBCVIMU0EIIvRQSEoKtra3WzdHREU9PT5YsWcKjR49+1+v+Uff7v+jMmTPY2tryxRdfaI17enoSEBAAvP7zcffuXWxtbYmMjHwjWYUQ+km+SEUIodfmzp1Lw4YNAVCpVGRnZ5OQkMDFixeJi4vDyMjojV7P19cXd3f3Nzqnvpg3b57m28jkeRRCKEkKaCGEXuvVqxfNmzfXGrOxsWHRokWcPHmSnj17vtHrtWvXjnbt2r3ROfVFr169ND/L8yiEUJK0cAghRDmdOnUCIDs7W+EkQgghdJEU0EIIUU5OTg4AVlZWmrHs7GyCgoJwc3PDxcWFYcOGcerUKc3vy3prq7qV9dxW1rubk5PD7Nmz+dOf/oSTkxODBw8mKSmp0mwXL14kICAAZ2dnunTpwrJly1CpVJrfV9UbXH48JCSEfv368d133zFixAhcXFzo3LkzYWFhFBUVad33xo0bTJw4ETc3Nzp16kRYWBiJiYnY2tpy9+5dzXlxcXG8//77uLi40KlTJ4KCgvj++++15iosLGTRokV4eHjg6urKhAkTSEtLq7TnuUxVPdGVjavVamJiYvjLX/6Cs7Mznp6erF69mmfPnlU6N8DZs2dxdnZm2LBhPH36tMrzhBCijLRwCCH02uPHj8nPzweguLiY69evExYWhoODA56engBkZWXh5+dH48aNGT9+PCYmJnz55ZeMGzeOTz75hP79+2Nubs7KlSsrzB8ZGUlOTg4eHh6VXj83NxcfHx/UajUBAQGYmZlx7NgxZs2axY8//sjYsWO1zh85ciQDBw5kwIABpKamsnPnTtRqNR9//HG1H3t+fj5jxozBy8uLgQMHcvLkSWJjYzE1NWX27NkA3L9/Hz8/PwACAwMxNjZm9+7dJCcna82VlJTEwoULGTx4MAEBAeTn57Nz504CAgI4evQo9erV45dffmHs2LF89913+Pn58c4773DgwAEmTZpU7exVWbRoEXFxcfTs2ZPhw4dz8+ZNtm/fzq1bt4iKiqpw/uXLl5kwYQJt2rRh69at1K5d+41lEUL8/yUFtBBCr3l7e1cYq1mzJjExMZiamgIQFhaGubk5e/fu1RRYI0aMYOTIkSxdupRevXpRu3ZtBg0apDXP1q1buXPnDvPnz6+yX3ft2rU8f/6c5ORk3n77bc3cM2bMYN26dXh7e9OoUSPN+VOnTmXUqFEADB06lH79+nH06NHXKqAfPXpEaGioZmeLoUOH0r9/f5KTkzUFdFRUFE+ePCEpKYlWrVoBMGjQIPr166c1V3JyMm3atCE8PFwzZmdnx8qVK7l27Rrt27cnOTmZ9PR0wsLC8PHxAWDYsGH4+flRUFBQ7fzlZWdnEx8fz9ChQ1myZIlmvE6dOmzatIns7Gxq1qypGb916xZjx46lWbNmbNu2jbp16/6vMwgh9IO0cAgh9NqqVauIjo4mOjqaLVu2sGDBApo3b46/vz+nT5/m4cOH/Pvf/6Z79+4UFRWRn59Pfn4+jx8/pnfv3uTl5XHx4sUK8546dYo1a9YwaNAg/P39K712aWkpKSkpuLm5YWxsrJk7Pz+fPn368Pz5c06fPq11nwEDBmh+NjQ0xN7enry8vNd+/F5eXlrHbdu25cGDB8CLdohjx47RtWtXTfEMYGFhwcCBA7XuZ2lpyY0bN4iKitK0dXTv3p0DBw7Qvn17AFJSUjAzM2PIkCGa+5mYmDB69OjXzv+y1NRUzUr+y8aMGUNSUhLW1taasdzcXAIDAwGIjo6mQYMGbySDEEI/yAq0EEKvvffeexV24fDy8qJPnz6EhYVpVlRjY2OJjY2tdI7//Oc/Wse3b9/mo48+ok2bNixevLjKaz98+JAnT56QkpJCSkrKb5r75dVoeLFaXlxcXOU1fo25ubnWsampKb/88gsABQUFFBQUYGNjU+F+LVu21DoOCgriwoULREZGEhkZSevWrfH09MTHx0dTuN6+fZvmzZtX2Bqw/Fyv6969ewAV8tavX5/69etrje3ZswdDQ0PUajW3bt2q8LwKIcSrSAEthBDlNGzYkE6dOnH06FFNMenv76+1jdrLWrdurfm5sLCQSZMmYWBgQFRUlFbLQHllc/ft25dhw4ZVes7LH2SEF6vOr6PsWuW9ar6SkhIATSvLy2rUqKF1bGlpyf79+zlz5gzHjh3j1KlTbNmyhejoaLZv307Hjh0pLi6mTp06FeaqbP7forS0VOu4qsdYGUtLSyIiIhg3bhwLFixg7969mJiYvFYOIYT+kQJaCCEqUVaclfUlGxkZ0blzZ61zsrOzuXv3rubLPdRqNbNmzeL69ets2rSpQvFbnrm5ObVq1aKkpKTC3Pfv3+fy5cuauX+rsoL4+fPnWoXp67R5NGrUiNq1a3Pr1q0Kv7t9+7bWcVZWFgDu7u6aLzhJS0tj5MiRxMbG0rFjR6ysrLh48SJqtRoDA4Mq5yqvbMX6+fPnWuM//fST1nHTpk0BuHPnjlbLSW5uLsuXL2fEiBFYWloC8Ne//hUXFxemTZvGwoUL2b59O+PHj39lDiGEKCM90EIIUU5eXh7ffvstdnZ2NGvWDEdHR/bu3Utubq7mnOLiYubNm8fUqVM1K7Xr1q3jq6++YvLkyfTo0eNXr2NsbEy3bt04ceIEV69e1frdihUrCAoK4uHDh9XK/tZbbwFw5coVzVhOTg7p6enVmgdeFOOenp6cPHmSO3fuaMYfPXrEl19+qXVucHAws2fP1loFtre3x8TERFPU9+7dm4cPH3Lo0CHNOaWlpcTHx78yR+PGjSs8JoCDBw9qHXfv3h14sZ3ey7744gsOHTpU6YcEfX19cXR0ZMOGDVqPUQghXkVWoIUQei0lJUXzVd5qtZqcnBwSExN59uwZ06dPByA0NJSRI0fywQcfMHz4cBo0aMCBAwfIyMhgxowZNGzYkNTUVDZt2kTLli159913SU5O1moxaNy4MV26dKlw/ZkzZ3LmzBn8/f3x9/enadOmpKamcvz4cXx9fWnTpk21Ho+XlxebN29m+vTpjBo1CpVKxe7du7GwsKh0JfnXBAcHc+LECXx9fQkICMDU1JT4+HgeP34MoFlJHjNmDKGhoYwaNYp+/fqhVqvZv38/KpVKsw2et7c38fHxzJ49m/T0dGxsbDh8+DAZGRlac5VnY2ODg4MDiYmJ1K5dGxsbG44ePVqh4LWzs8PHx4fY2Fh+/PFH3N3dNTtzDB48mLZt22rtWw0vXiQsWLAAX19fFi5cyLZt26r9HAkh9I8U0EIIvbZ8+XLNz0ZGRpiZmeHk5MTSpUs1rQjt2rUjLi6OyMhIoqOjKSkpoUWLFqxYsUKzDV5Za8KNGzeYMmVKhet07Nix0gLa2tqaxMREIiIiSExM5OnTp1hZWTF37twKu0n8Fm3btuXTTz9l/fr1rFy5kiZNmvC3v/2NoqKiSvep/jXW1tbs2rWL8PBwNm/eTI0aNRg8eDBGRkZs27ZN0ybi4+ODiYkJMTExrFmzhtLSUhwdHfnHP/6h+WZHExMTtm7dyqpVq0hKSkKlUtGlSxcWLlxISEjIK3uhIyIiWLZsGfHx8RgbG9OrVy9CQkK0diUBWLx4MTY2NuzZs4evvvqKpk2bEhQUVGE/7Zc5Ozvj4+NDQkICBw4cqDCnEEKUZ6BWq9VKhxBCCKGbHjx4gLm5eYXV4SVLlhAXF0dGRsZv/vBdQUEBderUqXD+4cOHmTp1Kjt27NC8aBFCCF0mPdBCCCGqFBwczIABA7TaUZ49e8bx48dp27ZttXauiImJwdXVVfNV6WUOHDiAsbEx9vb2byy3EEL8nmQFWgghRJX27NlDaGgoXbt25c9//jMqlYqkpCSuXr3K5s2b6dq162+e6/vvv8fb2xtra2uGDh1KzZo1OX36NEeOHGHixIlMmzbtd3wkQgjx5kgBLYQQ4pWSkpKIiYnhxo0bGBoa4ujoyKRJk+jYsWO158rIyCAqKorMzEyePXuGjY0Nfn5+DB069HdILoQQvw8poIUQQgghhKgG6YEWQgghhBCiGqSAFkIIIYQQohqkgBZCCCGEEKIapIAWQgghhBCiGqSAFkIIIYQQohqkgBZCCCGEEKIa/gu1YeLXxwx4egAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "excellent-internship",
      "cell_type": "code",
      "source": "def plot_nutzen3(col, col_name, perc=True, drop_vll=False):\n    df_tmp = df.copy()\n    count = df_tmp.groupby(col).count()[\"Zeitstempel\"]\n    if perc:\n        print(count)\n        percentage = count\n        x_label = \"Prozent\"\n    else:\n        percentage = 1\n        x_label = \"Anzahl\"\n    if drop_vll:\n        df_tmp = df_tmp.loc[df_tmp[\"Würdest Du LoveLane nutzen?\"] != \"Vielleicht\"]\n        \n    df_nutzen = (df_tmp.groupby([col, \"Was beschreibt eure Beziehung am besten?\"]).count()[\"Zeitstempel\"] / percentage).reset_index()\n    df_nutzen.columns = [col_name, \"Beziehungsprobleme\", x_label]\n    ax = sns.barplot(data=df_nutzen, x=col_name, hue=\"Beziehungsprobleme\", y=x_label)\n    ax.set_title(\"Beziehungsprobleme und {}\".format(col_name));\n    max_width = 35\n    #ax.set_yticklabels(textwrap.fill(x.get_text(), max_width) for x in ax.get_yticklabels())\n    \nplot_nutzen3(\"Wie glücklich bist Du in Deiner jetzigen Beziehung?\", \"Beziehungsglück\", perc=False, drop_vll=True)",
      "execution_count": 85,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 842.4x595.44 with 1 Axes>",
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "id": "flexible-investigation",
      "cell_type": "markdown",
      "source": "Es gibt zwar mehr Paar ohne Kinder im Datensatz, aber die mit, würden LL prozentual eher nutzen."
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "upper-smith",
      "cell_type": "code",
      "source": "plot_nutzen(\"Hast Du Kinder?\", \"Kinder\", perc=False)",
      "execution_count": 94,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 842.4x595.44 with 1 Axes>",
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "polished-recognition",
      "cell_type": "code",
      "source": "def plot_nutzen4(col, col_name, perc=True, drop_vll=False):\n    df_tmp = df.copy()\n    if drop_vll:\n        df_tmp = df_tmp.loc[df_tmp[\"Würdest Du LoveLane nutzen?\"] != \"Vielleicht\"]\n\n    count = df_tmp.groupby(col).count()[\"Zeitstempel\"]\n    if perc:\n        print(count)\n        percentage = count\n        x_label = \"Prozent\"\n    else:\n        percentage = 1\n        x_label = \"Anzahl\"\n        \n    df_nutzen = (df_tmp.groupby([col, \"Hast Du Kinder?\"]).count()[\"Zeitstempel\"] / percentage).reset_index()\n    df_nutzen.columns = [col_name, \"Kinder\", x_label]\n    ax = sns.barplot(data=df_nutzen, x=col_name, hue=\"Kinder\", y=x_label)\n    ax.set_title(\"Kinder und {}\".format(col_name));\n    max_width = 35\n    #ax.set_yticklabels(textwrap.fill(x.get_text(), max_width) for x in ax.get_yticklabels())\n    \nplot_nutzen4(\"Wie glücklich bist Du in Deiner jetzigen Beziehung?\", \"Beziehungsglück\", perc=False, drop_vll=True)",
      "execution_count": 86,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 842.4x595.44 with 1 Axes>",
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "liked-soundtrack",
      "cell_type": "code",
      "source": "plot_nutzen4(\"Was beschreibt eure Beziehung am besten?\", \"Beziehungsprobleme\", perc=False, drop_vll=True)",
      "execution_count": 97,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 842.4x595.44 with 1 Axes>",
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "uniform-master",
      "cell_type": "code",
      "source": "sns.distplot(df[\"Wie lange bist du mit deiner:m jetzigen Partner:in zusammen? (in Jahren)\"], kde=False, bins=20)",
      "execution_count": 98,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 98,
          "data": {
            "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f9a434a4fa0>"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 842.4x595.44 with 1 Axes>",
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "id": "material-retailer",
      "cell_type": "markdown",
      "source": "Paare die zwischen 3 und 7 Jahren zusammen sind würden LL am ehesten nutzen."
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "charitable-juvenile",
      "cell_type": "code",
      "source": "df[\"Beziehungsdauer\"] = pd.cut(df[\"Wie lange bist du mit deiner:m jetzigen Partner:in zusammen? (in Jahren)\"], (0, 1, 2, 4, 7, 100))\nplot_nutzen(\"Beziehungsdauer\", \"Beziehungsdauer\", perc=True, drop_vll=False)",
      "execution_count": 103,
      "outputs": [
        {
          "output_type": "stream",
          "text": "Beziehungsdauer\n(0, 1]      26\n(1, 2]      19\n(2, 4]      36\n(4, 7]      27\n(7, 100]    70\nName: Zeitstempel, dtype: int64\n",
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 842.4x595.44 with 1 Axes>",
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "tested-moisture",
      "cell_type": "code",
      "source": "df[\"Beziehungsdauer\"] = pd.cut(df[\"Wie lange bist du mit deiner:m jetzigen Partner:in zusammen? (in Jahren)\"], (0, 1, 2, 3, 4, 5, 6, 7, 10, 100))\nplot_nutzen(\"Beziehungsdauer\", \"Beziehungsdauer\", perc=True, drop_vll=False)",
      "execution_count": 102,
      "outputs": [
        {
          "output_type": "stream",
          "text": "Beziehungsdauer\n(0, 1]       26\n(1, 2]       19\n(2, 3]       20\n(3, 4]       16\n(4, 5]       11\n(5, 6]       11\n(6, 7]        5\n(7, 10]      32\n(10, 100]    38\nName: Zeitstempel, dtype: int64\n",
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 842.4x595.44 with 1 Axes>",
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "id": "promising-republican",
      "cell_type": "markdown",
      "source": "Kein klares Muster bei Einkommen zu Appnutzung."
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "caroline-poison",
      "cell_type": "code",
      "source": "plot_nutzen(\"Wie hoch ist Dein Nettoeinkommen pro Monat ungefähr? (Lohn/ Gehalt nach Abzug Steuern und Sozialversicherungen)\", \"Nettoeinkommen\", perc=False, drop_vll=True)",
      "execution_count": 82,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 842.4x595.44 with 1 Axes>",
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "id": "qualified-opinion",
      "cell_type": "markdown",
      "source": "Junge Menschen, zwischen 25 und 32 würden die App eher benutzen, als Ältere. Die Unterschiede sind jedoch nicht so groß um verlässliche Aussagen zu treffen. Generell müsste man mehr Daten sammeln."
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "df.columns",
      "execution_count": 78,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 78,
          "data": {
            "text/plain": "Index(['Zeitstempel', 'Deine Clickworker ID',\n       'Bitte verrate uns Dein Geschlecht',\n       'Was ist Dein höchster Schulabschluss?', 'Was machst Du beruflich?',\n       'Was ist Dein Alter ca.?',\n       'Wie hoch ist Dein Nettoeinkommen pro Monat ungefähr? (Lohn/ Gehalt nach Abzug Steuern und Sozialversicherungen)',\n       'Mit wem bist Du in einer Beziehung? (Bei mehreren Partner:innn die Folgefragen auf den/die Hauptpartner:in beziehen)',\n       'Hast Du Kinder?',\n       'Wie alt ist das Kind bzw. sind die Kinder ungefähr? (bei mehreren Kindern in unterschiedlichen Altersgruppen, mehrere Kästchen ankreuzen)',\n       ...\n       'Beziehungsthemen - Kinderwunsch',\n       'Beziehungsthemen - Fernbeziehung/ Distanz',\n       'Beziehungsthemen - Wertschätzung/  Aufmerksamkeit/ Romantik',\n       'Beziehungsthemen - Verständnis/ Akzeptanz/ Respekt',\n       'Beziehungsthemen - Zusammenziehen',\n       'Beziehungsthemen -Gemeinsames Haus',\n       'Beziehungsthemen - Gemeinsame Zukunft planen',\n       'Beziehungsthemen - Heirat', 'Beziehungsthemen - Finanzen',\n       'Fragebogen Runde'],\n      dtype='object', length=173)"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "df[\"Was ist Dein Alter ca.?\"].unique()",
      "execution_count": 81,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 81,
          "data": {
            "text/plain": "array([33, 29, 24, 27, 30, 43, 36, 26, 40, 35, 31, 25, 38, 32, 34, 39, 28,\n       37, 42, 45, 60, 41, 44])"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "df[\"Alter (grouped)\"] = pd.cut(df[\"Was ist Dein Alter ca.?\"], (20, 30, 33, 38, 100))\nplot_nutzen2(\"Alter (grouped)\", \"Alter\", perc=True, drop_vll=False)",
      "execution_count": 97,
      "outputs": [
        {
          "output_type": "stream",
          "text": "Alter (grouped)\n(20, 30]     52\n(30, 33]     40\n(33, 38]     55\n(38, 100]    32\nName: Zeitstempel, dtype: int64\n",
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 842.4x595.44 with 1 Axes>",
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "heard-niagara",
      "cell_type": "code",
      "source": "plot_nutzen2(\"Was ist Dein Alter ca.?\", \"Alter\", perc=True, drop_vll=True)",
      "execution_count": 93,
      "outputs": [
        {
          "output_type": "stream",
          "text": "Was ist Dein Alter ca.?\n24     6\n25    13\n26    10\n27     5\n28     4\n29     5\n30     9\n31    15\n32    11\n33    14\n34    11\n35    14\n36    12\n37    10\n38     8\n39     6\n40     9\n41     2\n42     4\n43     6\n44     1\n45     2\n60     2\nName: Zeitstempel, dtype: int64\n",
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 842.4x595.44 with 1 Axes>",
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "id": "political-advocacy",
      "cell_type": "markdown",
      "source": "Es scheint keinen Unterschied zu machen ob ein Paar verheiratet oder in einer festen Beziehung ist im Bezug auf potentielle Appnutzung."
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "religious-guard",
      "cell_type": "code",
      "source": "plot_nutzen(\"Wie würdest Du Deinen Beziehungsstatus bezeichnen?\", \"Beziehungsstatus\", perc=False, drop_vll=False)",
      "execution_count": 105,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 842.4x595.44 with 1 Axes>",
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "id": "computational-ready",
      "cell_type": "markdown",
      "source": "Kein Effekt ob Paare zusammen Leben oder nicht."
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "unsigned-thunder",
      "cell_type": "code",
      "source": "plot_nutzen(\"Wie sind die Lebensverhältnisse mit deinem:r Partner:in?\", \"Lebensverhältnisse\", perc=False, drop_vll=True)",
      "execution_count": 106,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 842.4x595.44 with 1 Axes>",
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "id": "amber-antenna",
      "cell_type": "markdown",
      "source": "Die wenigsten Paare haben über Paartherapie nachgedacht, aber selbst von denen, die nie darüber nachgedacht haben, würden viele die App benutzen."
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "df[\"Paartherapie Ja/Nein\"] = df[\"Wart ihr schonmal bei einer Paartherapie?\"]\ndf.loc[df[\"Paartherapie Ja/Nein\"] != \"Nein, noch nie drüber nachgedacht\", \"Paartherapie Ja/Nein\"] = \"Ja\"\ndf.loc[df[\"Paartherapie Ja/Nein\"] == \"Nein, noch nie drüber nachgedacht\", \"Paartherapie Ja/Nein\"] = \"Nein\"",
      "execution_count": 118,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "df[\"Paartherapie Ja/Nein\"].hist()",
      "execution_count": 125,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 125,
          "data": {
            "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f9a2dc8f7f0>"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 842.4x595.44 with 1 Axes>",
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "plot_nutzen(\"Paartherapie Ja/Nein\", \"Paartherapie\", perc=False, drop_vll=False)",
      "execution_count": 121,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 842.4x595.44 with 1 Axes>",
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "plot_nutzen(\"Paartherapie Ja/Nein\", \"Paartherapie\", perc=True, drop_vll=False)",
      "execution_count": 122,
      "outputs": [
        {
          "output_type": "stream",
          "text": "Paartherapie Ja/Nein\nJa       36\nNein    143\nName: Zeitstempel, dtype: int64\n",
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 842.4x595.44 with 1 Axes>",
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "plot_nutzen(\"Wart ihr schonmal bei einer Paartherapie?\", \"Paartherapie\", perc=False, drop_vll=False)",
      "execution_count": 111,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 842.4x595.44 with 1 Axes>",
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "sustainable-wheel",
      "cell_type": "code",
      "source": "plot_nutzen(\"Wart ihr schonmal bei einer Paartherapie?\", \"Paartherapie\", perc=True, drop_vll=False)",
      "execution_count": 112,
      "outputs": [
        {
          "output_type": "stream",
          "text": "Wart ihr schonmal bei einer Paartherapie?\nJa, vorher mit der jetzigen Beziehung        6\nJa, zur Zeit                                 1\nNein, aber denken gerade darüber nach        4\nNein, aber schonmal darüber nachgedacht     25\nNein, noch nie drüber nachgedacht          143\nName: Zeitstempel, dtype: int64\n",
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 842.4x595.44 with 1 Axes>",
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "attractive-hughes",
      "cell_type": "code",
      "source": "df_features = df.loc[df[\"Würdest Du LoveLane nutzen?\"] == \"Ja\"].iloc[:, df.columns.map(lambda x: x[0].isdigit())]\ndf_features.columns = [\"Impulse\", \"Talks\", \"LoveNotes\", \"LovePulse\", \"Quiz\", \"Kartendeck\", \"Kurse\", \"Konfliktlöser\", \"Geführter Audio\", \"Paarmeditation\", \"Mithören Paartherapie\", \"Liebessprüche\", \"Dateideen\", \"Geschenkideen\", \"CoupleGoals\", \"Erinnerungen u Fotos\", \"Messaging Coach\", \"Telefonat Coach\", \"Forum\"]",
      "execution_count": 126,
      "outputs": [
        {
          "output_type": "error",
          "ename": "ValueError",
          "evalue": "Length mismatch: Expected axis has 87 elements, new values have 19 elements",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-126-fa8d8c19d59d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mdf_features\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"Würdest Du LoveLane nutzen?\"\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m\"Ja\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misdigit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mdf_features\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m\"Impulse\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Talks\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"LoveNotes\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"LovePulse\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Quiz\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Kartendeck\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Kurse\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Konfliktlöser\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Geführter Audio\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Paarmeditation\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Mithören Paartherapie\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Liebessprüche\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Dateideen\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Geschenkideen\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"CoupleGoals\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Erinnerungen u Fotos\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Messaging Coach\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Telefonat Coach\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Forum\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
            "\u001b[0;32m~/miniconda3/envs/pymc3py38/lib/python3.8/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m__setattr__\u001b[0;34m(self, name, value)\u001b[0m\n\u001b[1;32m   5285\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   5286\u001b[0m             \u001b[0mobject\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 5287\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__setattr__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   5288\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mAttributeError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   5289\u001b[0m             \u001b[0;32mpass\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32mpandas/_libs/properties.pyx\u001b[0m in \u001b[0;36mpandas._libs.properties.AxisProperty.__set__\u001b[0;34m()\u001b[0m\n",
            "\u001b[0;32m~/miniconda3/envs/pymc3py38/lib/python3.8/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m_set_axis\u001b[0;34m(self, axis, labels)\u001b[0m\n\u001b[1;32m    659\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    660\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_set_axis\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 661\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_axis\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    662\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_clear_item_cache\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    663\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m~/miniconda3/envs/pymc3py38/lib/python3.8/site-packages/pandas/core/internals/managers.py\u001b[0m in \u001b[0;36mset_axis\u001b[0;34m(self, axis, new_labels)\u001b[0m\n\u001b[1;32m    175\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    176\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mnew_len\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0mold_len\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 177\u001b[0;31m             raise ValueError(\n\u001b[0m\u001b[1;32m    178\u001b[0m                 \u001b[0;34mf\"Length mismatch: Expected axis has {old_len} elements, new \"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    179\u001b[0m                 \u001b[0;34mf\"values have {new_len} elements\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mValueError\u001b[0m: Length mismatch: Expected axis has 87 elements, new values have 19 elements"
          ]
        }
      ]
    },
    {
      "metadata": {
        "trusted": false
      },
      "id": "fresh-measure",
      "cell_type": "code",
      "source": "df_features.mean().sort_values(ascending=True).plot.barh()",
      "execution_count": 117,
      "outputs": [
        {
          "data": {
            "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7fb996741910>"
          },
          "execution_count": 117,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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

## LoveLaneAnalysis.ipynb

      
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