word2vec_search.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Towards a better Search: Leveraging word2vec for Contextualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import nltk, string, json\n",
    "\n",
    "import pyspark as ps\n",
    "\n",
    "def tokenize(text):\n",
    "    tokens = [] \n",
    "    \n",
    "    for word in nltk.word_tokenize(text):\n",
    "        if word \\\n",
    "            not in nltk.corpus.stopwords.words('english') \\\n",
    "            and word not in string.punctuation \\\n",
    "            and word != '``':    \n",
    "                tokens.append(word)\n",
    "    \n",
    "    return tokens"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sc = ps.SparkContext()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "# need to get local path since we are reading local files\n",
    "cwd = os.getcwd()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from collections import Counter\n",
    "\n",
    "from pyspark.mllib.feature import HashingTF\n",
    "from pyspark.mllib.feature import IDF\n",
    "\n",
    "# parse input essay file\n",
    "essay_rdd = sc.textFile('file://' + cwd + '/data/donors_choose/essay_1000.json')\n",
    "row_rdd = essay_rdd.map(lambda x: json.loads(x))\n",
    "\n",
    "# tokenize documents\n",
    "tokenized_rdd = row_rdd.filter(lambda row: row['essay'] and row['essay'] != '') \\\n",
    "                       .map(lambda row: row['essay']) \\\n",
    "                       .map(lambda text: text.replace('\\\\n', '').replace('\\r', '')) \\\n",
    "                       .map(lambda text: tokenize(text))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[u'{\"essay\":\"\\\\\"I am currently a Special Education Math teacher in a high needs middle school. My students are eager to learn but lack proper classroom resources. I am requesting necessary classroom basics in order to create a supply center. \\\\r\\\\\\\\n\\\\r\\\\\\\\nMy students are very motivated and try their best despite the academic disabilities. In addition to learning the language, my students come from low income homes. All of the students in my school are eligible for free or reduced lunch due to the household incomes. \\\\r\\\\\\\\n\\\\r\\\\\\\\nMy students are classified as emotionally disturbed, academically delayed or learning disabled. They need all the help they can get to get them to the same level as their middle school peers. Most don\\'t have the supplies due to the financial strain buying school supplies puts on the family. Having a large supply of pens, pencils, glue sticks, stapler, and other classroom basics, would be a blessing each day. Most of these materials are needed for everyday lessons, while others like the glue sticks & the stapler, can assist with hands-on learning and project building. If you assist us in acquiring these materials you would be saving many less fortunate from the humiliation of explaining why they are unprepared. I am also requesting visual aids for our classroom walls so they can reference current and prior math concepts. \\\\r\\\\\\\\n\\\\r\\\\\\\\nIf you think back, one of the best things about the first day of school is having brand new sharpened pencils, new art supplies, and a the desire to learn. With your help, our classroom will be ready to start the new school year off right with these basic, necessary school supplies. \\\\\"\"}']"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "essay_rdd.take(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# compute term and document frequencies\n",
    "hashingTF = HashingTF(numFeatures=50000)\n",
    "tf = hashingTF.transform(tokenized_rdd)\n",
    "\n",
    "tf.cache()\n",
    "idf = IDF(minDocFreq=2).fit(tf)\n",
    "tfidf = idf.transform(tf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "tf_rows = tfidf.take(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[SparseVector(50000, {6: 2.6047, 1024: 1.9459, 1080: 0.5236, 1175: 2.1189, 1646: 3.8642, 2331: 6.4904, 2509: 2.1047, 4241: 2.3136, 4829: 2.5913, 5288: 2.2936, 5465: 5.9445, 5735: 3.1952, 5739: 2.5267, 5829: 1.0144, 6031: 3.7566, 6679: 2.274, 6834: 2.9385, 7447: 0.998, 9488: 2.1047, 9969: 2.3136, 10131: 9.0217, 10254: 4.7115, 10541: 1.4281, 10738: 1.5906, 11291: 4.8293, 11952: 4.2697, 12395: 5.2993, 12644: 4.8857, 12776: 3.2452, 13047: 4.2697, 13525: 0.8452, 13594: 4.9628, 13600: 1.3873, 13605: 2.4779, 13749: 1.96, 15104: 2.7499, 15177: 1.8589, 16223: 4.4238, 16334: 1.6723, 16641: 2.4428, 17725: 1.96, 17740: 1.3519, 18115: 2.6355, 19329: 5.2993, 19494: 4.2697, 19712: 2.6892, 19973: 8.5394, 19988: 2.7344, 19997: 2.1814, 20439: 5.5225, 20782: 1.4534, 21059: 2.4779, 21592: 2.3979, 21943: 2.3136, 22369: 7.2258, 22707: 5.2993, 24125: 2.7499, 24142: 3.2921, 24557: 5.2993, 24866: 1.3113, 24870: 4.5109, 25076: 3.3824, 25101: 5.2642, 25149: 2.4916, 25588: 0.0, 25962: 4.2007, 26406: 1.6841, 26967: 2.3444, 27220: 0.0, 27788: 2.2359, 27943: 2.1903, 28043: 2.0567, 28104: 0.4036, 28596: 4.8293, 28862: 1.5151, 29033: 0.8334, 29825: 1.8462, 30171: 3.4122, 30532: 5.117, 30801: 1.8274, 31344: 2.0035, 31425: 2.4899, 31835: 3.6129, 32215: 7.0151, 32775: 1.2196, 33079: 1.5857, 33158: 0.0, 34129: 4.7309, 34407: 1.4116, 34415: 4.3805, 35214: 1.424, 35816: 0.0401, 36048: 1.0887, 36512: 2.4601, 36879: 1.4198, 36942: 3.2199, 37025: 4.1291, 37547: 5.5225, 38561: 4.4238, 38988: 0.976, 39243: 8.5394, 40463: 1.1006, 41618: 2.6461, 41841: 4.5109, 41850: 1.5616, 42567: 3.8642, 42630: 1.5725, 44034: 4.4238, 45114: 2.9967, 46652: 0.9607, 46818: 2.2174, 46950: 1.8089, 47245: 2.4089, 47718: 0.6172, 47904: 2.8834, 47992: 5.5225, 48041: 3.266, 48180: 2.578, 48228: 4.3438, 48352: 1.2884, 48358: 5.2993, 49025: 0.8152, 49449: 3.5766}),\n",
       " SparseVector(50000, {1024: 1.9459, 1080: 0.5236, 1167: 2.5649, 1670: 5.8101, 3459: 5.8101, 3543: 3.7307, 5668: 1.0034, 5735: 3.1952, 6996: 2.1381, 9290: 2.4428, 10513: 2.9575, 10575: 3.8642, 10652: 1.4198, 12740: 4.5109, 13525: 0.4226, 13600: 1.3873, 14250: 2.7979, 16628: 3.4748, 16712: 3.7733, 16788: 2.5913, 17740: 1.3519, 18156: 4.1362, 18257: 5.8101, 18293: 4.1362, 20978: 2.5913, 23667: 2.7656, 24125: 5.4997, 24163: 1.727, 24174: 8.6876, 24589: 1.1249, 24866: 0.1873, 25149: 1.2458, 25723: 4.9628, 26200: 3.6899, 26225: 2.7656, 26803: 4.6374, 26815: 3.3534, 27294: 3.913, 28104: 0.1345, 28906: 0.804, 29581: 2.9385, 30699: 2.7669, 31331: 3.6899, 31438: 3.5076, 32360: 4.3103, 33588: 5.5225, 33824: 2.1381, 35418: 2.578, 35816: 0.0241, 36040: 1.2775, 36110: 2.2266, 36512: 0.492, 38076: 3.2199, 38899: 2.2083, 38988: 0.6507, 40204: 2.6892, 40709: 1.4927, 40722: 4.3438, 40903: 3.002, 41220: 4.5109, 42359: 5.8101, 43410: 0.7164, 43784: 3.5069, 43921: 2.7191, 44359: 2.7656, 45008: 0.7103, 45060: 1.1066, 46963: 3.0801, 47718: 1.2344, 47736: 0.6982, 48352: 1.2884, 48650: 0.394, 49084: 0.7062})]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf_rows"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## word2vec\n",
    "\n",
    "for more details on the theory please see: https://github.com/Jay-Oh-eN/awesome-resources/blob/master/nlp.md#word2vec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from pyspark.mllib.feature import Word2Vec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "word2vec = Word2Vec()\n",
    "model = word2vec.fit(tokenized_rdd)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "model.save(sc, 'file:///Users/jonathandinu/spark-ds-applications/word2vec_train.model')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "word_vecs = model.getVectors()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In a production setting you would not be able to locally store/process the entire vector data. In that case you will need to run Spark transformations to perform the `doc2vec` calculation.  The PySpark `word2vec` is currently limited though in that you can only use the word vector results locally. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "word_v = word_vecs['school']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "py4j.java_collections.JavaList"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# word vectors are Py4J Java objects\n",
    "type(word_v)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def doc2vec(document_tup):\n",
    "    doc_vec = np.zeros(100)\n",
    "    tot_words = 0\n",
    "    \n",
    "    for word in document_tup[0]:\n",
    "        try:\n",
    "            weight = document_tup[1][hashingTF.indexOf(word)]\n",
    "            vec = np.array([ v for v in word_vecs[word] ])\n",
    "            tot_words += 1\n",
    "        except:\n",
    "            continue\n",
    "            \n",
    "        doc_vec += weight * vec\n",
    "        \n",
    "    return doc_vec / float(tot_words)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ex = tokenized_rdd.zip(tfidf).take(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-0.12463389, -0.06361799,  0.02757775,  0.02979903,  0.09447952,\n",
       "       -0.00094989, -0.05210614,  0.04388065,  0.00771801, -0.00877458,\n",
       "       -0.00588867, -0.06390029,  0.02143864,  0.0763591 , -0.00178546,\n",
       "       -0.07834113, -0.05603771, -0.03714454,  0.02887979,  0.01351358,\n",
       "       -0.01813273,  0.01339551,  0.03628958, -0.05751648,  0.06928916,\n",
       "        0.10708321, -0.02594397, -0.00249983, -0.03420761,  0.03307056,\n",
       "        0.0542931 , -0.00116116,  0.01661484,  0.03526229, -0.03708085,\n",
       "       -0.026805  ,  0.00984268,  0.06029845,  0.02275407,  0.04823143,\n",
       "        0.03965133, -0.04779522, -0.08765039,  0.0632452 ,  0.02556925,\n",
       "       -0.0324754 ,  0.01029455,  0.0363825 , -0.01970801, -0.074114  ,\n",
       "        0.0570937 , -0.06795619, -0.02039386, -0.00944272,  0.04804359,\n",
       "       -0.01009867,  0.10815541,  0.09950729, -0.06671419, -0.01148975,\n",
       "        0.04038947, -0.07650435, -0.20667949,  0.06650247,  0.00640644,\n",
       "       -0.0954082 ,  0.01003449, -0.11984633, -0.10211463,  0.10436892,\n",
       "       -0.00867382,  0.04066236,  0.06683107,  0.00999355, -0.08616821,\n",
       "        0.01172942,  0.03718667,  0.02109403,  0.10085983, -0.02182012,\n",
       "        0.1338836 ,  0.0066602 ,  0.13707036, -0.01577075,  0.02112739,\n",
       "       -0.00126491, -0.06538446, -0.03187818, -0.06800347, -0.02162025,\n",
       "       -0.00501875, -0.03118102, -0.06296898, -0.13032026, -0.07491012,\n",
       "        0.04057597,  0.0118552 ,  0.04816043, -0.15812886, -0.03583989])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "doc2vec(ex[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# combine tf-idf scores with original document and collect() locally\n",
    "document_vectors = tokenized_rdd.zip(tfidf).collect()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "d2v = [ doc2vec(doc) for doc in document_vectors ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from scipy.spatial import distance\n",
    "\n",
    "def query(q, docs):\n",
    "    '''\n",
    "    use scipy cosine similarity to find most similar essay description\n",
    "    '''\n",
    "    tf_q = idf.transform(hashingTF.transform(tokenize(q)))\n",
    "    q_vec = doc2vec((tokenize(q), tf_q))\n",
    "    similarity = distance.cdist(docs, np.array([q_vec]), 'cosine')\n",
    "    return np.argsort(similarity[:, 0])[:3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([772, 576, 258])"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "query('field trip to aquarium', d2v)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(u'{\"essay\":\"\\\\\"I am currently a Special Education Math teacher in a high needs middle school. My students are eager to learn but lack proper classroom resources. I am requesting necessary classroom basics in order to create a supply center. \\\\r\\\\\\\\n\\\\r\\\\\\\\nMy students are very motivated and try their best despite the academic disabilities. In addition to learning the language, my students come from low income homes. All of the students in my school are eligible for free or reduced lunch due to the household incomes. \\\\r\\\\\\\\n\\\\r\\\\\\\\nMy students are classified as emotionally disturbed, academically delayed or learning disabled. They need all the help they can get to get them to the same level as their middle school peers. Most don\\'t have the supplies due to the financial strain buying school supplies puts on the family. Having a large supply of pens, pencils, glue sticks, stapler, and other classroom basics, would be a blessing each day. Most of these materials are needed for everyday lessons, while others like the glue sticks & the stapler, can assist with hands-on learning and project building. If you assist us in acquiring these materials you would be saving many less fortunate from the humiliation of explaining why they are unprepared. I am also requesting visual aids for our classroom walls so they can reference current and prior math concepts. \\\\r\\\\\\\\n\\\\r\\\\\\\\nIf you think back, one of the best things about the first day of school is having brand new sharpened pencils, new art supplies, and a the desire to learn. With your help, our classroom will be ready to start the new school year off right with these basic, necessary school supplies. \\\\\"\"}',\n",
       "  0)]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "essay_rdd.zipWithIndex().take(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def find_projects(indeces, num):\n",
    "    q = indeces[:num]\n",
    "    return essay_rdd.zipWithIndex().filter(lambda x: x[1] in q).collect()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(u'{\"essay\":\"\\\\\"My students are in second grade in a low-income school where 95% of the students are English Language Learners. This community is a high-need community with lots of homelessness. The students in our school all qualify for reduced lunch, and face great adversity. \\\\r\\\\\\\\n\\\\r\\\\\\\\nThe children in my classroom come from homes where their parents speak little to no English. Most of the homes have no computer or Internet accessibility so many of the children come to school eager to use the Smartboard in our classroom to play learning games and to access the classroom website which has information on projects which we are doing in class. But since our laptop has broke the children are not able to work with the Smartboard. \\\\r\\\\\\\\n\\\\r\\\\\\\\nIf my students were granted a classroom laptop I could pay the monthly bill to integrate wireless Internet on it. Our school has many problems with wiring and therefore half of the school has no Internet, but we all have Smartboards. I have always paid for the Internet access, but because of many cutbacks to our educational system our laptop will never be replaced and our Smartboard will just collect dust, because I can\\'t afford to purchase a laptop for the class. \\\\r\\\\\\\\n\\\\r\\\\\\\\nWhen the children use the Smartboard they are more anxious to learn because they play learning games which either sharpen their skills, or make them want to master the skills so they can achieve goals. If we receive the laptop the children will be able to create PowerPoint presentations discussing our curriculum themes and they will be able to once again use the Internet to learn more in small groups. We would be forever grateful if our wish for a laptop is granted. Thank you for taking the time \\\\\"\"}',\n",
       "  23),\n",
       " (u'{\"essay\":\"\\\\\"My students are from low income homes and do not have computers in their homes. \\\\r\\\\\\\\n\\\\r\\\\\\\\nMy students are very eager learners from low income families. They are all on free lunch. They love computers!!!! We have an online phonics program that the children must be on 20-25 minutes a day. Headsprout is a great program, but it is hard to get all of the students on with just two computers. \\\\r\\\\\\\\n\\\\r\\\\\\\\nThis will help enrich their computer skills as well as their phonics skills. It will inspire them to learn to read better and have the opportunity to get on the computer more often each day. They do not have computers at home, so they need as much exposure to them as they can get! \\\\r\\\\\\\\n\\\\r\\\\\\\\nI love watching my students eagerly awaiting their turn on the computer. They are super kids that just need a chance to improve their phonics and reading skills.  First graders are intrigued by the computer and are fearless learners. \\\\\"\"}',\n",
       "  655)]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "find_projects(query('computers', d2v), 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(u'{\"essay\":\"\\\\\"The school that I teach at is in rural Eastern Oregon.  I am a 7-12 grade science teacher, in which I teach 7\\\\/8 computer science, 7\\\\/8 science, 9\\\\/10 biology, 11\\\\/12 physics, 11\\\\/12 personal finance,9-12 anatomy, and independent study (chemistry and physical science will be offered next year).  \\\\r\\\\\\\\n\\\\r\\\\\\\\nThis school is a high poverty school in which 15.9% of the county is unemployed.  Most of the students in the school are on free or reduced meals.  Many of these students will be the first in their family to attend college, let alone graduate high school. \\\\r\\\\\\\\n\\\\r\\\\\\\\nThe State of Oregon (Department of Education) has taken a 1.2% budget reduction clear from the top (higher education) to the bottom (K-12 classrooms).  This means that schools have had to make significant reductions in their budgets for the rest of the school year (frozen spending).  \\\\r\\\\\\\\n\\\\r\\\\\\\\nWe currently have the gel electrophoresis apparatus, but do not have the funding to buy the DNA and or supplies needed to run it.  During the next semester, my students will be studying about DNA, bioengineering and biotechnology.  What better way for them to learn about biotechnology, than to complete a crime scene DNA fingerprinting experience. \\\\r\\\\\\\\n\\\\r\\\\\\\\nIn order for this project to occur, my students need to have access to viable DNA and chemicals needed to run a gel electrophoresis apparatus.  \\\\r\\\\\\\\n\\\\r\\\\\\\\nThis will allow my students to have a high tech opportunity to assist them in meeting Oregon\\'s essential skills set in the area of technology.  This will also for my students to be on the cutting edge of science and research! \\\\r\\\\\\\\n\\\\r\\\\\\\\nYour help will ensure that my students will have the same opportunities that larger schools have in the metro area.  This will also allow my students to be inspired to finish high school and then attend college in the future!\\\\\"\"}',\n",
       "  583),\n",
       " (u'{\"essay\":\"\\\\\"Who wants to help students learn about patterns and their math facts? \\\\r\\\\\\\\n\\\\r\\\\\\\\nI teach a class of 25 energetic six year olds who come to school every day eager to learn new things. I am a self-contained ESL teacher which means that my students are learning English as their second language. Languages such as Spanish, Arabic, or Chinese are what they learned to speak first. My students attend a school that is considered low income because about 80 percent of the students are receiving free or reduced lunch. 99 percent of my class receives free or reduced lunch. \\\\r\\\\\\\\n\\\\r\\\\\\\\nI need interactive and engaging math pattern and addition games that my students can play during small group instruction time that will reinforce the vocabulary and skills we are learning. Using hands-on interactive games will also help the few students who are still on a kindergarten level. \\\\r\\\\\\\\n\\\\r\\\\\\\\nBy donating to this project, you are saying, \\\\u201cMath is important!\\\\u201d Having the resources available in my classroom gives my students the opportunity to apply what they have learned using hand-on manipulatives. I want my students to know their math facts by the end of first grade! \\\\\"\"}',\n",
       "  790)]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "find_projects(query('computers math at risk neighborhood spanish', d2v), 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
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1, u'gluestick': 1, u'15-25': 1, u'preK-5': 1, u'volumes': 1, u'dominoes': 3, u'Futurist': 1, u'expands': 1})"
      ]
     },
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   ],
   "source": [
    "tokenized_rdd.flatMap(lambda x: x).countByValue()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
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       "[(u'{\"essay\":\"\\\\\"Do you remember not being able to see what your teacher was doing because the board was so far away or way off to the side?  You probably wish the board could have been moved.  This stand will allow the \\\\\"\\\\\"board\\\\\"\\\\\" to be moved closer to the students and will be put directly in front of them. \\\\r\\\\\\\\n\\\\r\\\\\\\\nMy students are eager, bright and tremendous young learners.  We learn in a small rural school surrounded by woods and corn fields.  Just last week, we watched the corn chopper just outside our window go up and down the rows harvesting the corn.  Approximately 50% of our population receives free or reduced lunch.  Teachers and staff work hard to support all the needs of each student.  We work together to overcome challenges, which can sometimes be great. \\\\r\\\\\\\\n\\\\r\\\\\\\\nI am requesting 1 chart stand that has a pocket chart, white board and chart paper to use for phonics and writing instruction. A Deluxe Chart Stand will allow the \\\\\"\\\\\"board\\\\\"\\\\\" and teaching area to be moved right in front of students.  Students will not have to strain or look sideways to see what is being taught.  This stand is versatile, with a pocket chart, white board and chart paper.  The teacher and students can add cards into the pocket chart areas and write directions, ideas and lists on the white board and chart paper. \\\\r\\\\\\\\n\\\\r\\\\\\\\nThis stand will allow the \\\\\"\\\\\"board\\\\\"\\\\\" to be moved closer to the students and will be put directly in front of them to enhance their learning opportunities.  A stand with a pocket chart, white board and chart paper will be the one go to stand for hands-on, group learning. \\\\\"\"}',\n",
       "  258),\n",
       " (u'{\"essay\":\"\\\\\"Mrs. G., why are there SMART Boards in other classrooms, but not in ours?  Well, boys and girls, there is something they call \\\\\"\\\\\"Budget Cuts.\\\\\"\\\\\"  We were supposed to all get SMART Boards, but now there\\'s not enough money to get one for us. (Insert a \\\\\"\\\\\"Mighty Groan!\\\\\"\\\\\") \\\\r\\\\\\\\n\\\\r\\\\\\\\nMy students are a delightful mix of 1st and 2nd graders from diverse backgrounds, who attend a Title One school in an otherwise affluent school district.  They love anything to do with technology, even if they don\\'t have computers at home.  The district began to give each classroom a SMART Board, but they ran out of money before it was our turn to receive one. \\\\r\\\\\\\\n\\\\r\\\\\\\\nWith SMART Board Technology, I will be able to expand and increase students\\' knowledge. Using a SMART Board as a teaching aid will provide an opportunity to integrate technology seamlessly into all areas of the curriculum.  By presenting course content through an interactive, multi-media approach, my teaching will more effectively engage students who span a broad range of learning styles.\\\\r\\\\\\\\n\\\\r\\\\\\\\nThe ability to reach all learners is it\\'s greatest strength.  Students can actively participate as SMART offers question sets, lesson activities, interactive learning objects, and many other tools that are designed to help increase student engagement and foster understanding.  I plan to use SMART lessons across the content areas including math, science, reading, language arts, and numerous other areas. \\\\r\\\\\\\\n\\\\r\\\\\\\\nThis project is so vital to my students because it will Improve student achievement by integrating educationally based technology on a daily basis. Also, it will increase student engagement by effectively appealing to multiple learning styles. In addition, it will incorporate a hands on approach to increasing student involvement in classroom activities. Bless you for your consideration in providing my beloved students with this amazing technology.  It will truly make a difference! \\\\\"\"}',\n",
       "  605)]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "find_projects(query('powerful calculator', d2v), 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
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     "data": {
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       "[(u'{\"essay\":\"\\\\\"   I am requesting a class set of white boards in order to make my instruction more effective.  My students will use this class set of 32 white boards, markers, and erasers to perform guided learning work in all subjects.  This will allow me to check for all my students\\' understanding of the lesson\\'s objective with a quick glance around the classroom, rather than calling on a few students and hoping the whole class comprehends the lesson.       \\\\r\\\\\\\\n\\\\r\\\\\\\\n   Today, while visiting a KIPP school in Newark, NJ, I witnessed a teacher using these white boards in his 7th grade classroom for word work.  I anticipate using these white boards for everything from word work, practicing editing marks, answering multiple choice questions on the overhead for any subject, and doing sample math problems to test my students\\' understanding of the mini-lesson.  \\\\r\\\\\\\\n   I work at a under resourced school in the Bronx where no teachers currently use white boards in their instruction.  I believe that my students will greatly benefit them, and I also will offer them to neighboring teachers who will borrow them to use, extending the impact of this request from 30 students to 60 or 90 students. \\\\r\\\\\\\\n   In conclusion, a class set of 32 white boards, markers, and erasers will go a long way towards ensuring that my students understand the key ideas in each of my lessons. It will allow me to effectively identify and reteach those students who don\\'t understand key concepts, making my classroom a more effective learning environment.  \\\\r\\\\\\\\n\\\\\"\"}',\n",
       "  136),\n",
       " (u'{\"essay\":\"\\\\\"Do you remember writing your first computer program with punch cards?  I do.\\\\r\\\\\\\\n\\\\r\\\\\\\\nHow about instead, writing your first computer programs for the XBox, wouldn\\'t that be more engaging? \\\\r\\\\\\\\n\\\\r\\\\\\\\nMy classroom is in Texas, and we are piloting the Game Programming TEKS for a large urban district.  Most of our students are on free and reduced lunch.\\\\r\\\\\\\\n\\\\r\\\\\\\\nMost are minorities, some are girls.  \\\\r\\\\\\\\n\\\\r\\\\\\\\nBy teaching game programming as an introduction to computer science class, I am hoping to attract them to STEM careers. \\\\r\\\\\\\\n\\\\r\\\\\\\\nI am asking for an Xbox with hard drive so that we can upload our games to both the XBox and the XBox indie space.  That way, students will be able to play their games in class, at home, and maybe even sell some on the indie space.\\\\r\\\\\\\\n\\\\r\\\\\\\\nBy having multiple XBox\\'s, more students can work on that phase at one time. \\\\r\\\\\\\\n\\\\r\\\\\\\\nI believe that we need to attract more students to STEM careers.  By making game programming an introduction to computer science course, I believe we can get more students to take the introductory computer science course.\\\\r\\\\\\\\n\\\\r\\\\\\\\nAt the very least, students will appreciate how difficult it is to write game programs. \\\\\"\"}',\n",
       "  558),\n",
       " (u'{\"essay\":\"\\\\\"I teach Art II, III and IV for all levels at Pine Tree High School including AP classes.  There are about 125 students that will be impacted by having a computer for the students to incorporate photographs in their artwork.\\\\r\\\\\\\\n\\\\r\\\\\\\\nHaving a computer would allow students to manipulate artwork to draw from, create artwork in multimedia form with software such as Photoshop, occasionally the students need text in artwork with a good base of color that would greatly enhance the students finished product as well as keeping their interest in new art forms. \\\\r\\\\\\\\n\\\\r\\\\\\\\nAn example of how the computer would be used by a student would be to make a composition of their color pencil drawings and photographs and they would put it into Photoshop and make a collage by rearranging the photos in the computer program until it had the correct balance and perspective.  Then they could draw their picture from the collage.\\\\r\\\\\\\\n\\\\r\\\\\\\\nSeveral of these students may become graphic artists and will be using computers with their natural art abilities for layouts of book covers to television advertising campaigns. They will be able to create dazzling artwork so they can be competitive in art contests. In the future some of the skilled artists may even use the computer to create large works that hang in the museums, galleries or even Pine Tree High School halls.\\\\r\\\\\\\\n\\\\r\\\\\\\\nCreating art with a computer and creating art with a brush or a pen are at the same time both similar and different.  I hope my students get a chance to satisfy a need for self-expression whether on the computer or brush in hand. They have the brush; they just need the computer to expand their creativity.  Thank you\\\\r\\\\\\\\n\\\\r\\\\\\\\n\\\\\"\"}',\n",
       "  945)]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "find_projects(query('paper computer', d2v), 3)"
   ]
  }
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