laresbernardo/tests.ipynb

## tests.ipynb
{
  "cells": [
    {
      "metadata": {
        "hide_input": false,
        "trusted": true
      },
      "cell_type": "code",
      "source": "#### New L2S Performance ####",
      "execution_count": 58,
      "outputs": []
    },
    {
      "metadata": {
        "hide_input": true,
        "trusted": true
      },
      "cell_type": "code",
      "source": "library(dplyr)\nlibrary(ggplot2)\nlibrary(RPostgreSQL)\nlibrary(pROC)",
      "execution_count": 59,
      "outputs": []
    },
    {
      "metadata": {
        "hide_input": false,
        "trusted": true
      },
      "cell_type": "code",
      "source": "# Get the data\ndrv <- dbDriver(\"PostgreSQL\")\ncon <- dbConnect(drv, host=\"sd-dummy.cef6mn9ap3sy.us-east-1.rds.amazonaws.com\", \n                 user=\"oisdfhsbcsdsio\", password=\"b34678wtbiu3\", dbname=\"sd\", port=\"5432\")\nq <- \"SELECT opp_id, opp_date, score, score_v1, issued, lead_type,\nCASE WHEN call_me_requests > 0 THEN true ELSE false END as call_me\nFROM super_opps WHERE insurance_type = 'CarInsurable' AND new IS TRUE\nAND date(opp_date) >= '2018-01-01'\"\nq <- dbSendQuery(con, q)\nquery <- fetch(q, n = -1)",
      "execution_count": 60,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "# Quartiles vs Sales\nuntil_days_ago <- 5\nquery %>% \n  filter(as.Date(opp_date) < Sys.Date()-until_days_ago) %>%\n  mutate(quantile = ntile(score, 5)) %>% \n  group_by(quantile, issued) %>% tally() %>% \n  ungroup() %>% group_by(issued) %>% \n  arrange(desc(quantile)) %>%\n  mutate(p = round(100*n/sum(n),2),\n         cum = cumsum(100*n/sum(n))) %>% print() %>%\n  ggplot(aes(x=as.character(issued), y=p, label=as.character(p),\n             fill=as.character(quantile))) + theme_minimal() +\n  geom_col(position = \"stack\") +\n  geom_text(size = 4, color = \"black\", position = position_stack(vjust = 0.5)) +\n  xlab(\"Emitidos\") + ylab(\"Porcentaje total\") +\n  labs(title = \"Comparación cuartiles de score vs emsión\", fill=\"Cuartiles\",\n       subtitle = paste(as.Date(min(query$opp_date)),\n                        as.Date(Sys.Date()-until_days_ago),sep=\" | \"))",
      "execution_count": 61,
      "outputs": [
        {
          "output_type": "stream",
          "text": "# A tibble: 10 x 5\n# Groups:   issued [2]\n   quantile issued     n     p       cum\n      <int>  <lgl> <int> <dbl>     <dbl>\n 1        5  FALSE  3085 18.36  18.36091\n 2        5   TRUE   411 60.35  60.35242\n 3        4  FALSE  3351 19.94  38.30496\n 4        4   TRUE   146 21.44  81.79148\n 5        3  FALSE  3411 20.30  58.60612\n 6        3   TRUE    85 12.48  94.27313\n 7        2  FALSE  3466 20.63  79.23461\n 8        2   TRUE    31  4.55  98.82526\n 9        1  FALSE  3489 20.77 100.00000\n10        1   TRUE     8  1.17 100.00000\n",
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {},
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "plot without title",
            "image/png": 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cKtwc/TT5TLjOmONGggUtc0Tn7yoQmStvPJhZfmS/36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\nlYkTJ8qbb74pW7dulcOHD0vDhg3NT1BQkF1sqAc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g6d+/v9uxjRs3ypIlS6Rbt25Sq1Ytt2OLFy+Ww4cPy/XX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"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "# Density of issued vs non-issued leads (lead type too)\nggplot(query) + \n  geom_density(aes(x=score,fill=issued), alpha=0.6) + \n  facet_grid(lead_type~., scales=\"free\") + theme_minimal() +\n  labs(title = \"Densidad de scores: emitidos vs no emitidos\", fill=\"Emitidos\",\n       subtitle = paste(as.Date(min(query$opp_date)),as.Date(max(query$opp_date)),sep=\" | \"))",
      "execution_count": 62,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {},
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "plot without title",
            "image/png": 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4+WsHjxYjvkkEPs+eeft3PPPdfWrl1rRx99tP3rX/+Kpgkn0pR88YtftD/84Q+2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"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "# Old vs new score's AUC\nnew_roc <- roc(query$issued, query$score)$auc\nprint(paste(\"New AUC:\",round(100*new_roc,2)))\nold_roc <- roc(query$issued, query$score_v1)$auc\nprint(paste(\"Old AUC:\",round(100*old_roc,2)))\nprint(paste(\"Difference:\",round(100*(new_roc - old_roc),2)))\n# Combined?\nprint(paste(\"Combined scores AUC:\",\n            round(100 * roc(query$issued, (query$score_v1 + query$score)/2)$auc,2)))",
      "execution_count": 63,
      "outputs": [
        {
          "output_type": "stream",
          "text": "[1] \"New AUC: 79.24\"\n[1] \"Old AUC: 67.15\"\n[1] \"Difference: 12.09\"\n[1] \"Combined scores AUC: 76.11\"\n",
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "# AUC change since start\nAUCs <- c()\nfor (i in 1:(length(unique(as.Date(query$opp_date)))-2)) {\n  x <- roc(query$issued[as.Date(query$opp_date) < Sys.Date()-i+1],\n           query$score[as.Date(query$opp_date) < Sys.Date()-i+1], \n           percent=TRUE, plot=FALSE)$auc \n  date <- Sys.Date()-i+1\n  AUCs <- rbind(AUCs, data.frame(AUC=x, date=date))\n  #print(AUCs[i,])\n}\nggplot(AUCs) + geom_line(aes(x=date,y=AUC)) + theme_bw() +\n  geom_hline(yintercept=AUCs$AUC[1], color=\"red\") + ylim(70,90) +\n  geom_hline(yintercept=mean(AUCs$AUC), color=\"blue\", linetype=\"dashed\", alpha=0.6) +\n  annotate(\"text\", label=round(AUCs$AUC[1],2), y=AUCs$AUC[1]-0.7, x=min(AUCs$date)) +\n  annotate(\"text\", label=round(mean(AUCs$AUC),2), y=mean(AUCs$AUC)+0.7, x=min(AUCs$date)) +\n  labs(title=\"Cambio diario del AUC del score desde el inicio hasta hoy\",\n       subtitle = paste(min(AUCs$date), max(AUCs$date),sep=\" | \"))",
      "execution_count": 64,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {},
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "plot without title",
            "image/png": 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dDcjEMAgaIELrnkEl+joW7Sx40bV2ce1RodffTRvnMK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pUycz6IkNgLzX1atXd9dAZV2n937evHlu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\nby/PAOn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Lv7WM3qv1SZPOMKUyanUb5Q8CARHIa5/0bgynEw1PPvmk\nlSxZ0jp37uxakHQtU05dVuvWrZujgM4maVJApK4AWo/OHusGkWrtZUIAgWAI6EDqpJNOisus\nen2oRUfTU089Zcccc4zde++97v0555xjV111lbt2yTvxqROj2u+9gEbXSqgbnQZ20cFb7KRW\nqKy/9zrwUnDkfZfxex8rxusoCmTttSED7VNNmjRxJx9WrVrlruPT4CbazzRQglpbO3To4Ljy\ns09qgbz2OR2P6/e9WbNmblCVd9991+666y536ctxxx3ntpnsP4ELkKpVq2aDBw82HSCpSU79\niWfPnu1cdLDkBUga2cKb9tprL/dSd/PNOunLUwdsCpRiJ7331hU7n9cIIBAvkNc+6aVWdzjt\na5r0rJYhnYkqyNS+fXvXnF+/fn23eMuWLd2B0PPPP2833nhjtgOggmyDZRBAoOgFKlas6FqK\nY7ekLria1HVXZ4518KQWYm/S98f333/vvTUFRLGDKGgUWl1TpOsYs/YO0UhciX7vtTLlhQkB\nBMz1ysrahV0nLjTNnz/fjf6o0WW96c8//7Q1a9Zk9rzKzz7prSO3Z50g0UmMGjVquGQ6GaLv\nBu3nkQqQFMioeU9nnL3JO7BSEKQzRRr9RiNW6aHrh+bOnesldc+Jlo1ttvcS6wJMneHWWazY\naf369e6apth5vEYgqgLJ3ifl6O3TBTHVl68XHHnL6wtTAVKiM8ReGp4RQCC9BNRDQ7/jiSZd\n5+AdC8QOlqAAKHaELZ2k0XeCN3kHUQqwsk7qRbJ06dK42fq91zKx64hLwBsEIiagnh057Zc6\nXtYok7H7pBoiLrvssszf9fzsk35otb6skwKjTz/9NOvspL1PyxYkNZtrdBkN36dJI8dpAAZN\nwlCfZEWNXhccrx9iogDILZTHn8aNG9t3331nGrXOm9TPmdGxPA2eoy6Q6n0yL29dX6B7n2gA\nB29SS7K+sLMGTt7nPCOAQLAEFLSoVUdBzbXXXpuZeV3TGDvUr64X1kGbFzTpu0EnYBJ9F+jA\nT9dKqBXJW4d+/7Nel5S5MV4ggECcgPYVDY+v4e+9E526R6gaLjRgg6b87JNxK8/hTf/+/d39\nSWOPy/Wbn7WFOIfFCzQ7LQdp0E3bdI8VtQrpRnK6OZT6HWpSU7v6NqopT5POFj/33HPudUEv\n0Bb4v/71L3eTWAVZGnFLZ57OOOMMt17+IBB1gVTvk3l5Kz8aev/NN990Bzo6aaLXGo3KO0jK\nax18jgAC6S+g6xvef/99N/qlfvt1n5Q77rjDXS8Um3u1Hivo0XGDRqA766yzErYItWvXzi32\n0ksvuS47utm0uuv7uQFm7PZ4jUBUBc4991wXAOmaJJ2Y0HX8uvRFN15WF1Zv8rtPeulze1YX\nWg27r8trdKyv43SNoNe1a9fcFivUZ2nZgqSLvH788UfXB1JfeGpO10WZmoSklh6NWqcmPp0B\nuuGGG1wfZsEVJJpU1xwNE66LvVW5io7vvvvuHO+sXShxFkYggAKF2SdzGoShMAzaz7W/jhgx\nwt3gUQdOyqN30XZh1s2yCCCQPgI9evSwzZs3u99kXTOsLvGXXHJJ3DDeukBcF3DrBIkOnnSj\nd30/JJrUjU6j3A0aNMgUJKk7vgaN0UkXJgQQyFtA1/jrpq26ubL2IR03t27d2m6++ebMhfOz\nT2YulMsLBWVqMFEsoGsUtR9rkIaiuv5IWSmxp8Xkr/E0c8lccXyk/sfqMpPowskdO3a4M0hZ\nR6UrTD7VaqS+yMlcZ2Hyw7IIpJtAqvfJvMqvEyhqytc+613YndcyfI4AAsET0L6uIMgbdClR\nCfT7rS4/GlnLz6RBHDRYjNdNyM8ypEEAgb8ENDiDutXFthz99am5Y+r87JOxyyZ6rWMQtVrp\nEpvYa6ASpS3svLQOkApbOJZHAAEEEEAAAQQQQAABBPIjkJbXIOWnAKRFAAEEEEAAAQQQQAAB\nBJIlQICULEnWgwACCCCAAAIIIIAAAoEXIEAKfBVSAAQQQAABBBBAAAEEEEiWAAFSsiRZDwII\nIIAAAggggAACCARegAAp8FVIARBAAAEEEEAAAQQQQCBZAgRIyZJkPQgggAACCCCAAAIIIBB4\nAQKkwFchBUAAAQSiKaCbgv7000+me2MwIYAAAgggkCwBAqRkSbIeBBBAAIGUCsyYMcMaNmxo\nEyZMyPd2dbPxRx55xHSjQyYEEEAAAQRiBQiQYjV4jQACCCAQCYFHH33U+vfvb9u3b49EeSkk\nAggggIB/AQIk/1akRAABBBAIicDOnTtDUhKKgQACCCCQbIHSyV4h60MAAQQQQKAoBD799FOb\nPHmyLVu2zE477TRr3Lhxws288847prSLFi2y6tWr2yGHHGLXXHONVa5c2aV/5ZVX7N///rd7\nPWTIEDvyyCPt8ssvd+8VOI0ZM8a++uor27x5s/tMy1arVi3htpiJAAIIIBA+AVqQwlenlAgB\nBBAInYC6xJ144on23nvv2caNG61v37520003ZStnt27d7Mwzz7SJEydaRkaGC6iUtmXLlpnd\n6ebNm+cGd9DCCoTmzp3r1qPrkY477jjr1auXTZ061QVI999/vx1xxBGmZZgQQAABBKIhQIAU\njXqmlAgggEBgBdQadMcdd9gNN9xgs2bNstdff92+/fZbW7t2bVyZPvroIxs3bpzdfvvt9v33\n37t0v//+u11//fWuNen999936QcNGmQ9evRwr1999VU3WIPeDBgwwDTwg4IrLT9p0iSbPXu2\nC6yuu+46l54/CCCAAALhFyBACn8dU0IEEEAg0AJvvPGGlSpVyu677z4rUaKEK0v9+vVdQBNb\nsEaNGrkA6a677sqcrfSdO3d273MbsU7BlrrWqQXp/PPPz1x+v/32s0svvdR12ZszZ07mfF4g\ngAACCIRXgGuQwlu3lAwBBBAIhYBacRo0aGA1a9aMK0+rVq3i3mvIbz2mT59uM2fOtPnz57vH\nF1984dLlNmKdrldSl7z169db165d49b766+/uvcLFy60ww8/PO4z3iCAAAIIhE+AACl8dUqJ\nEEAAgVAJrFq1KnOAhdiCZQ2YFNycddZZrrWnQoUK1qJFC/do27atDRw4MHbRbK9Xrlzp5mm5\nkiXjO1eoFUmPKlWqZFuOGQgggAAC4RMgQApfnVIiBBBAIFQCCnTUzS7rpOuLYid1rdP1Ss89\n95xdccUVVqZMGfexdyNZtRDlNHkj4jVr1sxeeumluGS7du1yXfziZvIGAQQQQCC0AvGnyUJb\nTAqGAAIIIBBUgWOOOcYNyPDWW2/FFUHDdcdO6lpXsWLFuOBIn2tocE2x9z7SNU2avG53CpDq\n1avnBmZQS1TspJHxNFz4Tz/9FDub1wgggAACIRUgQAppxVIsBBBAICwCV111lambnJ41St13\n331nGn5bLUWxk1qadO8ijXina4p07VHv3r1t/PjxLtm6desyk9eoUcO9fvDBB13rlFqbNJT4\nli1b7LzzzrNPPvnEXcvUr18/UyDWp08f23///TOX5wUCCCCAQHgFSuzpcpBzn4PwlpuSIYAA\nAggESEDXCF199dU2ZcoUF8TsvffeNnToUDegwvPPP+9ajVavXm39+/c3tTStWLHCdYvr1KmT\nPfnkk9amTRtr3ry5ffjhh67UGtGuffv29s0337jAZ+nSpW6+hv2+5ZZbzOu+V7p0aXcT2aef\nftrKli0bIDGyigACCCBQUAECpILKsRwCCCCAQMoF1MKj4OWAAw7Icdu7d+82jTinFh8NupDb\ntGbNGh7DMdAAAADNSURBVCtfvny2dMuXLzcNDqFR8SpVqpTbKvgMAQQQQCBkAgRIIatQioMA\nAggggAACCCCAAAIFF+AapILbsSQCCCCAAAIIIIAAAgiETIAAKWQVSnEQQAABBBBAAAEEEECg\n4AIESAW3Y0kEEEAAAQQQQAABBBAImQABUsgqlOIggAACCCCAAAIIIIBAwQUIkApux5IIIIAA\nAggggAACCCAQMgECpJBVKMVBAAEEEEAAAQQQQACBggsQIBXcjiURQAABBBBAAAEEEEAgZAL/\nC5j06f+clfwgAAAAAElFTkSuQmCC"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "",
      "execution_count": null,
      "outputs": []
    }
  ],
  "metadata": {
    "_draft": {
      "nbviewer_url": "https://gist.github.com/d28505097a5da1db19b0edd9f449fb9e"
    },
    "gist": {
      "id": "d28505097a5da1db19b0edd9f449fb9e",
      "data": {
        "description": "AUC_dailychange.ipynb",
        "public": true
      }
    },
    "kernelspec": {
      "name": "ir",
      "display_name": "R",
      "language": "R"
    },
    "language_info": {
      "name": "R",
      "codemirror_mode": "r",
      "pygments_lexer": "r",
      "mimetype": "text/x-r-source",
      "file_extension": ".r",
      "version": "3.4.2"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 2
}